From a8f11123248382107630ec150b1ef2548ed995a2 Mon Sep 17 00:00:00 2001
From: ashwinmaran <amaran@wisc.edu>
Date: Tue, 25 Apr 2023 21:39:49 -0500
Subject: [PATCH] add lab-p13 and p13

---
 lab-p13/README.md                    |   52 +
 lab-p13/images/README.md             |    3 +
 lab-p13/images/barplot.png           |  Bin 0 -> 12483 bytes
 lab-p13/images/columns.png           |  Bin 0 -> 30407 bytes
 lab-p13/images/final.png             |  Bin 0 -> 42175 bytes
 lab-p13/images/horizontalbarplot.png |  Bin 0 -> 8545 bytes
 lab-p13/images/inputs.png            |  Bin 0 -> 11779 bytes
 lab-p13/images/piechart.png          |  Bin 0 -> 14956 bytes
 lab-p13/images/regression.png        |  Bin 0 -> 19955 bytes
 lab-p13/images/scatter-2.png         |  Bin 0 -> 42492 bytes
 lab-p13/images/scatter.png           |  Bin 0 -> 34539 bytes
 lab-p13/images/scatterplot.png       |  Bin 0 -> 16332 bytes
 lab-p13/images/springs.png           |  Bin 0 -> 78147 bytes
 lab-p13/images/tree-df-2.png         |  Bin 0 -> 23116 bytes
 lab-p13/images/tree-df.png           |  Bin 0 -> 32246 bytes
 lab-p13/practice.ipynb               |  867 +++
 p12/images/highest_ranked.PNG        |  Bin 0 -> 14697 bytes
 p12/images/singapore_inst.PNG        |  Bin 0 -> 24011 bytes
 p12/images/uw_madison.PNG            |  Bin 0 -> 17697 bytes
 p13/QSranking.json                   |    1 +
 p13/README.md                        |   39 +
 p13/images/README.md                 |    3 +
 p13/images/add_group_member.png      |  Bin 0 -> 160694 bytes
 p13/images/gradescope.png            |  Bin 0 -> 153964 bytes
 p13/images/q10.png                   |  Bin 0 -> 20884 bytes
 p13/images/q16.png                   |  Bin 0 -> 32475 bytes
 p13/images/q17.png                   |  Bin 0 -> 29192 bytes
 p13/images/q18.png                   |  Bin 0 -> 28459 bytes
 p13/images/q20.png                   |  Bin 0 -> 38932 bytes
 p13/images/q5.png                    |  Bin 0 -> 32811 bytes
 p13/images/q6.png                    |  Bin 0 -> 29694 bytes
 p13/images/q8.png                    |  Bin 0 -> 30913 bytes
 p13/images/q9.png                    |  Bin 0 -> 21820 bytes
 p13/p13.ipynb                        | 2336 +++++++
 p13/p13_expected.html                | 8726 ++++++++++++++++++++++++++
 p13/p13_test.py                      |  352 ++
 p13/rubric.md                        |  137 +
 37 files changed, 12516 insertions(+)
 create mode 100644 lab-p13/README.md
 create mode 100644 lab-p13/images/README.md
 create mode 100644 lab-p13/images/barplot.png
 create mode 100644 lab-p13/images/columns.png
 create mode 100644 lab-p13/images/final.png
 create mode 100644 lab-p13/images/horizontalbarplot.png
 create mode 100644 lab-p13/images/inputs.png
 create mode 100644 lab-p13/images/piechart.png
 create mode 100644 lab-p13/images/regression.png
 create mode 100644 lab-p13/images/scatter-2.png
 create mode 100644 lab-p13/images/scatter.png
 create mode 100644 lab-p13/images/scatterplot.png
 create mode 100644 lab-p13/images/springs.png
 create mode 100644 lab-p13/images/tree-df-2.png
 create mode 100644 lab-p13/images/tree-df.png
 create mode 100644 lab-p13/practice.ipynb
 create mode 100644 p12/images/highest_ranked.PNG
 create mode 100644 p12/images/singapore_inst.PNG
 create mode 100644 p12/images/uw_madison.PNG
 create mode 100644 p13/QSranking.json
 create mode 100644 p13/README.md
 create mode 100644 p13/images/README.md
 create mode 100644 p13/images/add_group_member.png
 create mode 100644 p13/images/gradescope.png
 create mode 100644 p13/images/q10.png
 create mode 100644 p13/images/q16.png
 create mode 100644 p13/images/q17.png
 create mode 100644 p13/images/q18.png
 create mode 100644 p13/images/q20.png
 create mode 100644 p13/images/q5.png
 create mode 100644 p13/images/q6.png
 create mode 100644 p13/images/q8.png
 create mode 100644 p13/images/q9.png
 create mode 100644 p13/p13.ipynb
 create mode 100644 p13/p13_expected.html
 create mode 100644 p13/p13_test.py
 create mode 100644 p13/rubric.md

diff --git a/lab-p13/README.md b/lab-p13/README.md
new file mode 100644
index 0000000..8a06b72
--- /dev/null
+++ b/lab-p13/README.md
@@ -0,0 +1,52 @@
+# Lab-P13: SQL Databases and Plotting
+
+In this lab, you'll learn to use SQL queries to extract data from a database. You will also write various plotting functions to visualize the extracted data.
+
+-----------------------------
+## Corrections/Clarifications
+
+
+**Find any issues?** Please report to us:
+
+- Ashwin Maran <amaran@wisc.edu>
+- Brandon Tran <bqtran2@wisc.edu>
+
+## Learning Objectives:
+
+## Learning Objectives
+
+In this lab, you will practice how to:
+
+* use SQL queries to extract data from a database,
+* use different SQL keywords to organize data,
+* write different plotting functions to visualize data and engage in data exploration.
+
+------------------------------
+
+## Note on Academic Misconduct
+
+You may do these lab exercises only with your project partner; you are not allowed to start
+working on Lab-P13 with one person, then do the project with a different partner. Now may be a
+good time to review [our course policies](https://cs220.cs.wisc.edu/s23/syllabus.html).
+
+**Important:** P12 and P13 are two parts of the same data analysis.
+You **cannot** switch project partners between these two projects.
+If you partnered up with someone for P12, you have to sustain that partnership until the end of P13.
+
+------------------------------
+
+## Segment 0: Setup
+
+Unlike previous labs, you will **not** be working on an Otter notebook in this lab. Most importantly, this means that `practice_test.py` will **not** be provided to you. There will be `assert` statements in your `practice.ipynb` notebook to guide you, but they will **not** be comprehensive. Instead, if you come across any syntactical or semantic errors, you will have to debug your code by yourself. Feel free to reach out to your TA or PM if you get stuck anywhere. and you will instead learn how to test your code by yourself.
+
+You **will** however be provided with a `p13_test.py` for the project.
+
+First, create a `lab-p13` directory and download the `practice.ipynb` file into the directory.
+
+## Segments 1-3: Web Requests, Caching, DataFrames and Scraping
+
+For the remaining segments, detailed instructions are provided in `practice.ipynb`. From the terminal, open a `jupyter notebook` session, open your `practice.ipynb` and follow the instructions in `practice.ipynb`.
+
+## Project 13
+
+You can now get started with [P13](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/p13). **You may copy/paste any code created here in project P13**. Remember to only work on P13 with your partner from this point on. Have fun!
diff --git a/lab-p13/images/README.md b/lab-p13/images/README.md
new file mode 100644
index 0000000..dd512bb
--- /dev/null
+++ b/lab-p13/images/README.md
@@ -0,0 +1,3 @@
+# Images
+
+Images from lab-p13 are stored here.
diff --git a/lab-p13/images/barplot.png b/lab-p13/images/barplot.png
new file mode 100644
index 0000000000000000000000000000000000000000..b9cbcea0b5de27aef32ea0f5725d6aa0b30c09cd
GIT binary patch
literal 12483
zcmeHuX&{ts*!D;x+3Lv}LJ`WoN0^W;Tcwg+VUU<Yc1BYuA(8CHWUGWigh5l;vYSH4
zZcz4_WEs5I=xM?8<9q+SzrG*tn7QxkzLs-2&f_?{d)iQ&k&crN0)a5<>YO|afl$SR
zpHs9n;1j+k-Rs~VD)+P6>X5u<?g{Y6P6ssuH3;P8eR}dGDENE#H62rT2!!b!<%g;k
z@x%@Sk-VsTQth0#)zp{W4_Q8aR=s9RN|x9gdq;Se9jn~c0^y`PqKBd(u6%s7M}=wm
zhjuvLp)$4j=PhAem=-nEcE;l3$;Ue$+w9zTH?0;LqPh38f+qLC+WL(1`5qap3|@tl
z>oe0k=GE+8R#p}>6Btv>Q=ap+FNOgE34#i9Kp-!6K&c^+3u!hG$QwEq@bSf)C@Kg<
zBrE{;P~5WH!hf!s7R9HtPx0IHLR7lrAnOVW17m?e1cX>?4Jr3??}Elaz%M7}PfPAT
zfdk*{`ConzgfLW^5D?l?hOyZfgre%#+2tNV^<`tUAVkKk(wZPw;rN|tHg6Q#aTc~G
z6j=0koR%Emny|@}O5>svq!Q+sjqs4{<Y;Bwc=4i^QoJ+6cnC@tLPz7zf1pv0#zO-q
z0D)3hK42nnQg41uvPe9?c4U0njc<vbQ{8jK@83F;LKwLciOt7bJf?d;bF2Et|5zsz
zTgb@^_;04BrdYJ{d>ub_9YrrLNzW!qyFg(4J+h*Sq-|}aoI;<s?Q<K~*Ml^~`34E1
zXMbgYfv>L;0`~o*F*&*Q+c|l=sqR;V$M?jCc06`_X7=i6+=am3OG+|^7Wxq3_-E%u
zh-)h|?l|t_o{f~Vuyb%AertFnCgajwH0a`+F?QQ3`$yZ#L=XL8mi0>PpAE{U%L3DY
zkA8@Sw>{RhkUZ`=Ie;!xPm*_$mUHeH0gtNFwJEUrBF)Sa6BOOyFFNC`Dtr?f8yg1_
z82&8ASkj%)D7Cu$eRxWkPLQAf*7~uBVXPuFepF<>ja_xmvf=R_pfaxX_c4BY_ON@i
z;#fS4Jh&&zyu@|!F2kE08%LBR17(&V(`YE&`1){I0G84#6eDERd_5X1PQ&Ni@x1<e
zbk(WYqsQv^MBUps#ik{cX^Cr!Q)?R4`Z+CojcPTf14{2(oM07(GxQNWDv3zx^oECH
zEok1!Ca&Kn>|S8=IOPA@c>eb`%C0lq!NGM%BL2SWavis_cT|bfV7}jUY3<dn7dO$)
z!5b^!i@1JM)-~eg!FkkE%W`=M^7qdU=mcP*^JQXj)`32=&kQ$g9@5V7dpzIoU+0GJ
z{KMb)@QAVZ@!o9KjhzXSt%0_`ma7S=qYtUfZH=xTLnAAffK@fMrE44Hn!Q4q5Vh#<
zw7tDl#AzSFDcAVo(mU_<CWZd1M@{mse*O6L-O>zly<ug-ygi7D+8Zae+);Gp)6qVo
zEF-k*v-3GMm?_kT-BIb-TJS}f+g`ncwRv)`Ch~x@DtT5Tu=4t_7V#~;#H?rF6G<lS
zV{dw@$n*D{x?W&REBzJO_2F>AnfnTeK4pBdi}_kh+sgQ=U1y#pR$p3Wy00RsWI_tI
zZKVe_LUx*0Jy;kWtK~(Gpg*ZDjl?L^g9)j^JD!{3WZpIKBfgZy{%CW?^v=X=n_UJ`
zjKqB5P$akFTiC5wQB&y)r_M>9<0185|MA7Ewqqn)ZY56K@<UI?`J4;z>M&M#W4sjn
z<C8NuD_gBd?)sJaTbs|Q0HteWH0CaL_|(GzX<CgjBXCY^SP?0|g-Izfvm!|}a!nB_
zf<fb+T=ZR-tY_a7#Vi&d9?q~feER5x=NyyJ*;^ie4pJn(!tY1o^XH=YSI#DtGlv;c
z=#MZQjqa^};n;RaoDGGpgU}f%L7c+rGp;*_Gd^I|S6+VV41$6`3Z}1CjOcIfx2Q9M
zt=fr~PfE);G;@nHs`p=}Vd8e2u38TaRP~zf<rZ3+pp#V(*6L3jf3F%`On+37g#iT3
zKZCM2X6VM~Pqb$)owZ%A509=>jQ^BlLX1ct^(D$V*96ize=az@?$ug3{iVD%Pd5GX
zM1NJ)QxL|g3}N?!vkX%{#7P*ZBG;B|5PchA4U!=x9#xYoC4bUN(&Kc0sk_5$BjeVC
z<xo;Yr=%QEcBkHIx>+XqR#{H?EPn;qmuvgAWVTILV~>i!_K)@NOxJipw+;sXTwtFC
zyd_ILn2wyBH8s<j&x_dZco<zF1()vkaonNf`)r#wuYyGv7qy7O99fjpz<~@!9aZ!C
z1ZPQ2*Ipl-$7ENVKY6ZJdE&4^xe>m?W1{`A_j#dhGmboP+}o|8utl{8_-n{aWoO{<
z;jJ^R(cH2{BJsy(urYCx%_4~yN;drCbkA)Zr~E!lmGn1z%^M{jdw_p#DuXXU^bc4n
zZM#z)`1uDZ_Wdd2*#TR}!P+<u<}ZFXaWr7-&fdRuLLnX2n8SCR!~)EQ;@QZL(ao~k
z)*m%fwcdwaA|!El8@|VAgnFMpRdytXO@vGSD#wg<RiH{gR`*-u@5GAdTqRNRYLSKe
z9k^T8Dyhi{hl1kzuv=!0wRt3JdMJypNZtOm+2NEDOnX{p6yjHc4J^CJr=pTlg7*FT
zw5yt$q!i0&TJ9+p$HKZdmO0m3SMS)^u8p*If^&F>Q!l5j#t0N&8L)EEti;vD5Vq=J
zwQy{|EVE40&e?h)^z3}YpeD8K131W+-bp+YikQxcfOBU_Q^EVfkk(e4O#v8mY1{j_
zPHSYqtSFLXkZzcwlx0^R4X=wjs4N0m{mA-wJ@49(zHcwqM+U*XoTWZvq^BnXJd<Hz
ztqfuYhr?&}f99=UQ6EEz)#qDDtMy%l4tpdjupSd<ouM%g9^jDNbe0bx1I!bD`_r5k
z36D#4Ez4M{i<Z0mo|gEY*=RsW8bZIxE^m90jII3VG>L86ywLm+#LB`Hxha@T!W$6^
z8pLHNi9SW?#s`p<4X0!3V}!<z)f=%>M^WIyv3l#wQ>@7&yXrJI#fZhZ;aj==IxBAG
z6~1!$2aU@;UDlTFRpO#<eCwDSZ6F!%k7Z=tg=t8fP@KvJTZjQEhiC-%NSG%t5pPxa
zY_px#Pu8W?5~^AMY_U5!N?iAMa(j9<Q$LjHz-6aCY^l?yXXj_dQ??w&1xa9MlK0re
zq$9W#<nOUdMB0P<6a}k3(r!L~J1Db~_iUP?FG(1I{Qk*=kXzC>bey=|pFieXqi5c)
zPnXZ=XP$~(JgF>(dA`jr1eNQJ?nS7qEe>N1yvCe2A16rS7?GOs8Z9%s@M+zHudaL=
z($3v7Z!1YzcWFzNg)ZCsbM9p@sPjDa_@M)TCGRXg+1POT&Eeo9Yq$qL{LJQU4Elw7
ze?3g|3oZY)nI|F~5ya@t4tCl^5}##2Urai&IiQ*1T2IE!#aIv`;hSH6NF;u7w|J)G
zmbDh3u5a5N!ngb?`2)v2WkC)Z8x4EMVh3K8rFoByjLtceu632QaqwMelH2HqIe+*=
zA0lBcP~CY3ANHuoZ4?EiM^)5d0T##JxAG&kY5$km$hvfY#Qx~>!;++O|IvWX-A9u7
zz2y)9gO0wkty^1NX<8aXBRcXd8`hVkY-?uMyh&!{?v<jG(zz8z7?;GygxSG&WFB9{
zPYC{dpMY!2TEgz42c&!B!gKN~yG1QtOSYge2#JTMDWM_SfX*e<t;z_s84t{(oZ2&X
zOC0n3a-%arH%2hwbD;yV<$QhJhY!-MN6$$D&l^TzZrG1=wE?5M;yKgTG^6`7B#gMU
z=a@*uBqY>Nd@1(=sC>T+eAdssp{{NK#*}%vIt*t8f$8k}6)1pZEdd8^x=FpOk<gUX
zBv#V<R<qE5X@1}nstx(5at^z;{Eh72Q|v-6WRLA=#b}h;)!k*&SN6X}DYE_=M)9Ab
zBI#AEoabbhjgcX#DGT0|h>h5aHP{()-ywTkN)kl!vF$}yKTAJCQA!iic-uP$?qiZ&
zL=mMWUQPwqWPlv#5%|mSIe;`y$t`Eaq@*<U6iF!8^NRaFV&9qz84k4K@%W~y^;JY6
zu!4(p1t8$9@wb*fTGWe1luZa$+5|1&!y$9QGQK3o%FE%+bB$;itjl>3rfq_0b0(#3
zK+w`Xs%F2VyK%foO&I5vI6@ziw+u2w_F_^^o@M#vwx6ZWUpc|J)NOP)x-NyRxqEZC
z7=aES+BR*=E6SJN?o7QOuC8F-uDS&xP=HR1ZA+?3)5=U$3nocy7~#J)2#r8B;*N|7
zPT_ZMeVcK<l?oALbD9>0mMi)z+tY08xmDRS_C!Kc(`cM^GxPbtS==sM&emLywV^fW
zFYx_-g~`P^bhDKfpfJqKx8Z7!9&hzmI(XNMOJp6Bh*861)s+{vx&7Xz%gISaM$B9H
zBiy4peqp!d8A@gT$A>ORS_dv=`b@p*^bR90x=R4pmyx^jk+v_BdCTe05kT27LKJgI
z^?^qcC8%i_BzckK>;Dzx51JLcmXvqtwlgboy!6Z@zq#ML=00!Biqo_8j$HGkE1#at
z4FhQE1IrE49lg=#Gd6eGF6Tn-(5l@sX@VR`=fb{i$KA(U56bw=+u`%AVU@n3`f84=
z@h=1xX8K!1&H`iUVBk^iQeGZU$D(;c8TP;JDY{}0{HoOPk%YA?r~K8rm8VgTJ`mpw
z>Bmzq9?owI2@@Zm#`u6UTC!jW@JoBOG*k91Z{X8=%Yg5n;Dc|2vD|L2LCMqZ-kxp5
zE92ZD+9x=;;>cUU_F+|Z_m+L4&vN}zM%ICu|C9Kv3dB!r$`ep7q`JZZ%RmU1X{KFR
zTQ0n~h_x*D#6}{Y{6AJPAZmen8z%4E(dfUnGzPDYJfNHF=riz!s`9xab_G^xqXW|K
z;@nC4twg}DL<34pLg`rQusaXPyM)U}jI+XhmM5}rnGm)6J-dsXY(Y`THMumEEkP+_
z&T9OPCG;<~wOFh8k|e2jF)=KVue7GADH_h>b&=9P>y>v1Ll3tq5F9MrSh}+Umee+9
zDIZ+xWW7WMDcWaoFtiC2!IzKFuJ&pocPe=qXB!@1vOH4kK4u8OiMV3rP?*SNd$sEJ
zDkQQpKJ7xT8JT#|5fr-qOVXntPwe?g=hO$xwsHQht#k6qK2RX5GRW`*fDpqqx0N9J
zO^I^1#JswMIVO-c5mYc;H1tmqU%I-`)3m<!qiP_5Ya{a)rv0ghWIr`L%})Jba-(gD
zMG3aAk2!s#bPr(rRl4iYhZtfdObgxvieT{d&y4%m=m<$tM712nO-ZJ$fB1k@6~9DK
z2g-UAXege#Eb92HWMpp)X18)QR9&*Ggh9t_NV~`ae_mEcucfrE{xdYH(*J?W8smB7
zS*GQwo{}WMkP(YF;=-mEhVuB<6(Ral*%|oFi?2$>S@|CMx2*bWvM7w=`*F9?YnB`+
zcS&FB!05l<!Q6bs0tCK5W$#%&I<4z(jM^R4{;&#;*Cotu1$Ur)7Ct)|4A(?7-QLZN
zGP$8nF@+Y?p9*ZRnI5|1dg)B%insakZA*_jsDYw@R@n^``un-tV^%|l-Ixd+=7`bJ
z*x~FIURD3sM@;f8BB6Ea_m$^qC4{wNu83cJ!Pn*72<otRE90-O9d7(dfBc!~bDMTN
zekpHt-{Di&Ft;&>@0EMa@L)v{vbqGomqdziC}qd=biZ<L(qy-MpX1Q3A}{Ow<^jL<
zv7!psFG}u<vzG$*RFv>-InTdoflh9(S@t5HK;`8Yp|g^dvg8UrE5fw+>i*DTjne+O
zjRgDGc~d9?K{bVouD!3N9-Y*IQmDE$!ILn|6ku3>WM^h3B*-|-%TIjDiK}mH93f4A
zISy7BzF%gs0=jLN^b=+4DO@BVL~bFa_22~!z0g9J9(nPcbnW|zpx|?>k2=Squcbw^
zeqESV<O0J&RwN1bq9zEv>5y9Mzo#7cqG^eaDYqG_t_nfdon@bm*<?>_VrKD^lam9c
zZf@+2AgtdKv#p8Xawzkdc-!-nHblFA%|IxTka5LM*51+RKJ&d>kDFoD;!}~6@ftxA
zAe)PH>g>B7ikWvLyL~v41z-~V!^0zltR&a4)%P7>=G?#Vg}81i3>o;Mb2hV4woR}?
zYesh`B?kZPBq4C)e>3ObpZ+Y^|5}AeJiuo2{JBsKn8WB#2)*gsSP_%?;i2k#)myz9
zkV+rFcUtpaod9fnzs_$DQnSRp&-Zw`L2CSdGtCVse^ar=$IYQ7?O!te?`J_>X!&<+
z0>fcfrps}Uc(&QwwNr7ux^Vf?#~Zoq_aFxgP<O5E^uspFfxp+n5w}rM{BZ<OvV+_x
zUOKYRxWG==9pJ9S7$eos$)4R#zmUq`H;=CmDD?ZkGr8BsDb@m8$NCK1+_lZUPYXab
zhKweiv9gLhTaP5mv=EL>w7buv(l~&-<#YIynP~xEQD0z!w7uJN$5Q7`aeUbgXX9Km
zxxn5EKZO~X=VbhTNgIeni@s*@FHW<0CcD-1(B_S#K)LEJU?7cvGVsQ{q_DOAD^n%7
z93S%nyWQ-X{<za>DimyBa9<;YVbI0wRe?)Sv4yNhbM~coAy_os-ADRa+DG}jne>iq
z(3yYjn?(HFaP2M%ovG`VUvJcKFtkAc&#xjBuuPIFgf|Vj?5n)Lu)$<D&~II_R-&_L
zo4aHw{YKg^4qP=A_3z8GJYER!bDtm}ccn!xJeRbs371OOilAHIlyMu;=`-2tB&-Yp
z#%Z5K^<t04+8%BIb%Z;Wz@aMCK~lfL*)x*+_wOgyV$MCkDAkpu)V}_PbC}L)^54r(
zD#Z?}F=hpv)sBMvZ4c`y<wpY+4=aLPyeqo=TAj1J=I7-nLuQJ54{%cwh&W7Rp}c{#
z3v8lZI0jBx;ac55r3oWKb4t>%0P+?Mqc;!=@-0fG(OucC@>3$TbXu@2FCKvszvkr6
z8yTwjEsW^JPVk`<682*gO8{I;EU<4#G&WSMekftxr=K8QJ=t3tgIs&87n%QhDD0x?
z>6fIL{{C~hX0bx}40NqJKnbG_aYsC29KhKx>)Lj5nCO7ZF95(%Hg<T;ykTLghq-J|
zmN3SK6jPHYl@|prziCZU#GyVwaNO_7X8f<IYK-YpFi@63QVqua@E~Kf*?*35PB6b}
zO{pJel%V1#4|1Tz!3ay+pO;_kdIp!+%g330|FN?f+1bR>NB<_CoVqef;?Wag2@h=V
zlB;2*T>jMp=-@Mb75=>Rmag1Y=iCncz_7^u*IhOC!W^p^FP+0hD3_mv^M(+&b@>~i
zrp;*cQExC2TMvzTL$3Qj8MOMb&C&DE-s4+8J~b9vSl`>Uw-xxmRd_g$6I4(A-UCJs
z$sl&_^ru%G>j@x<Z(S2h66*6yTkY9NlOoX*WVa84;Z302YIvFK_AZ3c2MM@>t#%UT
zg0r}WgTlXc<bp^*N+wO<Ya0{g?v?10S3pIub$?Ea(uKh7vg{#WJM$6J($e1j`yG;T
z_itC`-fro6<?Qf?B0}8mAl<hvwEoYh3FR}D!`f!w&>cUlL4=J&9Rv*3Q0+<jkg%||
zf0a68?PcDJ{~FMSDQ#GhFdLK^u{b+Okv4#rYF-bP^^Ev=+0dPEODILaj(r9g`D!_!
zFbFALeNw<DH|W9Tm{RvK!m;}PG&SlzH19UUp&6rxe<`~`F67A6ir|C;b^wbUYfd2(
z*)6mDt65Fnv&sJv46M5?T9??jFK@sfcajR4j@~>kDvG|l)trA4Tw4!gLzx>F+Uz|i
zC@S#(A9V9s_n<KLu}&&$fMk;>E^-6>_SU_`ic%!<+35PB-g!XP`IL^na_*$b=h?Gu
zFL4bhfI}02RAVsP7_ZIab32B8`+-T&3(CmgDLB&`PQjV_W@cuylivRoY}SpA{;QR(
zE!M(nisiD;W}X@f%(#Z@mw5$#Zd@Nl_;i>$K(#-<b<eYjUcKAMN`eVzFs-FN4X$$d
zx=1SV$g?RZEHsEcdcJY_`!`#mrOxN3%-FBuWa?zIMZYXIaOW-58P`6n4*{tBV>$I&
z_jwLX-r!oJG87}L7}FzLKC0nPjErOd`FqrppwS_S^>+is-Uk%;8?dqfZ3%;cW(e-k
zEIZ$Cxh0LDNNMbPX={6P<cs%kgvHTadw3{3r~*hg3P#FvCugtBg`kcc0<^X?P{rke
z*e+Aj=j$wb`WUm2p)9B!m{M_fmm93tF6Wg`E6H5#k|efj?5W;SpJSZO1gl&ex<}~q
zn~|fasuZbsMr8W5q-F-lX9V0X-VwdrY@pNTVdqb|cUpQu^VJL1Kov@y>{jT#M%_{z
zFxmBTfK`~mnknealQZcwadfLPRo-)#`?P<|EJ2{gC%<;&HryYC)sd*Kethx|LSyjs
zQ_+hr-T+Z6xPgE`t|Toj^dN4T9NZ6Zj})l5TxS^!cdj;G%(GBjyP$(^W8{*LZxAmR
z^?v28fn#|<!^k;n3s6lXP@!D`BFD+Fyt%tHS=iF}<|cI$r7E3%J<KFNkGr*NSHAjV
zcuT6wsfWUs)@Ih%S}3?tIh$8S{Yq=Nfa(b_+E}VzWXt|m6Zp|b()J(Xv(bS{-mKAb
zfn;yvs=$EM?CDP?)}x5qxAVF&=z|9p0oIn!G0Cqnia7ED6fAhav{FRpK*Mh)1_{!^
zCHFwF$U^TSofzmF1)5&iaclx%m8Qmu@9w5w_8E;exjbe$-lGRlm3R4T4cy7AgvJCi
z2Xex}KW%ory<5z@I38#YH9LaciA@Ub^{x7&i~gzcdg7(GdEXK91h56qDNju%IHV5N
zF6zOCse@&l+69cuJe(>ohptUUp+qorM$1>v^7%9+DJUHGnwI_k_0#ZJL!5*Hko*-9
z>|Vkg!ffNuq?SWD&VB>?#Vw2l+)jd?M8(JCz~u?DjtmZ8Eev+%<kdGpR7*5;*??m2
zvq)fumK8h*Y=3(3<)KjVG-0N1;;g|ylTLsok$$9CiC6}yulNU{?s9xNmtdWCZTx5o
zz$in>YGJZY?eG05w4#hHKzHv~_<RP9Z09lps)0Nc2A%Myg3@W1;d|rCTZ~5m$EhG<
zk|&E?BchwYg?H^~xVpW;52p<)0;;qt5KvSr%S-GV9=(J(UITPsBB*&OI(IWLJa1ls
z$iN3_Xx9nB^S%stjK(hF^0)k5Ge`S?G2bTeq$lN$_q&e6^%BRUv&MqnV&3w|I_{-A
zt~oAfqa>sQ8$Ioqs;n<)b}YYQ!R*B-FN^*^n3ybqwX@x`zCJoUbX>AY$G!4=fGoQ~
z4$V=~W!<^WY~KD+kTjUy?<ke2JBWE<oDSTV%xq|NbL9I}PbY=dP6kll-zsXl?eV>{
zV2_R*qR3=^Kc+_;*e1M8l}@zpFgkrqc=BT!0?D$h``mr3nE*&zLhEBwul@k9S#ce$
zMG2Kb{x2rCKR?8ACbrx4zP^r=(SfpfUa<rwhU-9N1e|^Wx{c=fSM~N9*q{9IrZob$
zVcgfs0wEFO79F6O0Oe5g+`20DhuZx36)eEIv-NAB)20?wvX9ugNR+j-wlF$5IT7CN
zfrVT08r^)0p&n5A(fh7}Jd}*Pn|@wR<lK`tM8`I)DF}i?)xCT^b6!(;`2c)P3fbm7
z`NrI(Yo;!PZ3aO_ZhT(?cv7{~P7JoGMG+bwFS?y5qVk&87#Tta((118Ne#~QMsa%Z
z+e}jg7Xk&q_fbJ{DP-aJL;R~;`rc2)1ZFbhtcLVX#EF@Qpt+3)@{y}KOL+8}os#FI
zV_wyouR9^ZVZK5O=yEbL@J8A`=+fP)7<6C?E%GU_fTu44fH8Ifldl(A8Q<5vh&-Mw
z@4}gHzayCVhI&u@{AdGlX$N`4duZGZVfIzwWKR(SG>lLL3!IhC&gqfRI*R&Ccx3K6
zh~&?xm6R2$1#KeSSo&zqxBwni|6|@XLeGHwkL$>HbXmJ*P5uxbrBH?x4&09@^FueY
zwkvRy30Lm|3sQ%Tp7?6v-XwPn7Nt%J%%ErMo*2K{F3oPQ*#WgRPg-a?mk5$Pr`?ye
zQsjt{QW7Hey0^@gsPU%Rgw=r}w24wM&S3z_m{8cPBvNbz6Syy)o#{?P+T-edR~kwe
zTKUor4xb+-QCQ8W*NdZ!j;`2R9zRj<kes?V1)yVUc6jo0p^w#}GI^eFE-Y5$%=$Sh
z;iDwRkgQ;ec$rUE24tau*kL3}G!Hn7fHJ1P+zV0pG$PH0E;OreZnU7~No%l>M>R(-
zKeF2?doK1giS}-i(v72Nt_*~TiRF#+fao~fK*|Z;1D+oNtwCeA4y8zDqU#-1n0p(}
zc$-)Uy!!n5x-AIpEC)EMK*kx^&(Z-5yfzqgmZ$@n?K`0`40S}^qh4sWM*$Oa)5DgH
z#Snz~#r}eceunEzg!h)d6PY-+6N4DAFZ2>vJ{mf0z%t%^yF2?ETF&`G<jN~Z^iAMj
zUVT0eq9tEElK|ID*DuEyto?(V{LOlO$YojUHF7<$FJz>;Kb<us@AeKI8al1riOt8?
zPVxzif%d3TR?&BwHI-}2&IrQ{lp%@PI}rG})^4RXBZbRqgRS=c9zsa6C80=GOdzx)
zLWtCq2#>2fpko2L<d))g`znJjA_E{?`OxeEXR+afi?3RoE~_o`wa40@J~qheeF+CT
z@Ww8pdG~4HlcHvs)_QM_v>6S6vVcByzYKEC9}lwafayj;pA&ivTOQ{xw5#8TuR^X5
zoY!G%3ZI>Qw}+V7PtPtc+iB&OyI;w}arUS{SVv&Jp0BU(3ut{*rS8i76era9_W1Im
z+AW&7D>r4U@Sqt7Wx{9bfu>3c1wsOID8Uak(x%{)C?Qe;2nHXS3f*UIBu!A{ON0Kz
zWKf0Lic7y329o8_4ZZRHA|O^?5j0G$!|R+FY@PfFa0XNAeteqRtu92rERszi^h5BP
z=b+tl+4YM+Ls+s7a-3Gy;Yn%DZm66XGe0^3IIJN7Sl3*6|7v8XDDW->N~LPeoS%j1
z%ih-j>kWL)7h0L%wJI~_G<m?<{Pk1L(iP>zw|CgM(rxNTn6+ijtk6K2UxKd4cK|t5
zZ$#Dk`;Rc+N5l4Ujkk|@gW!dGBn8@1=!*Hy3?44hixVHsNgXdN16_<=fjT_7#FH`R
z7oMEHiN^bgn=QZD@XmF4jRtc2Cp*x0CF#|BJ=6!ZZviNBM%Lki)my*IeAfqC?y+<;
zp+oOSDVM!{P-$Oltv=K6EKQgL3N%+2P;t%17#{Ta))8SeJ+{y&(-IGe1DX~{nBlbE
z_+1H^>~xzqPDNq%F@gq*0;Gx`eGQoE+6|7wz$fUjy77s&7CR3V+Vu&K44h$|G)_%{
z51{)+)%t-p#swla&dnBpS6!Jb1n9zE|Ht%~3Pm(%?}NO!<C@WI&~3tvv4QXjV$DSJ
zPt0d<oeL;+Vg;SJQgbE|OG;|C&sv+F8L2J_^ha+{mmzz2BV)*r0SUB_qdse*Llk^U
z*t}R27J`Y!j0%9<L=`l=s0<!!Q}?b^$3fm)_fJieI`7ylwXaH6+yCbct-AxP!Q-*l
zE__|gR2&)xGlq=R*Y4&#c;mDr<Qg|+Y`L<rOwhl96(~ax%fJi=j;R{8#$PE~V73g_
z#&b^fmddb!@b>HT!Txq_0D_N2wlK?Pb+7*DZ_!J~N5lcKEeyoaUte%Gky4HWgv4Ma
z1~U53H{AxP`qwmv#(2}ixfGf~Ir<KyI#qA&IUrXCap<?kE6ow_2V;^<CY}{gV34;7
z@GkI8*}G(>+hAsnTqzB2JyszDVqo&&>g3V>YM^IAE=#JV2k`pOQso_@hOFD5YCd8{
z8LxEarSMa5HzTJkMU}Ll%^L!(yAT_y)kY390B^nuKEmMP$YJ8nh$y9BvseH6Yq_+b
zQ24pe{25G}Zv5FrEd}O!#y>gjpR=Ib2%IFC`J4+%OXmRCXO_C`fA=|RueG4##_CVp
z^iTYCb3FJ3h|UnHU%zZ^$v#a$uamQv=4yFwIY6et5erjz{6gR%1Ez-Bk=(nBAtVhP
zgatHPV&BBgT6wf-Qn+nOMDRz`PC0*i#%dj)=~}r2r}P)}WPlze@@vpjh{yW4;{nl;
z8j=Y@IRVrv@VB>j6FwRnjWz^3(b%f5C-}`&#H}MDIHcZEvLO}?`XE{@{H9*vWFVH{
zICaem;fxZ8xdR*0oX&NZAP}Gxv$-YPFojd(CYg=^IusO=6cF;-_j%+fT{#rz?sP-m
zQk=+$X#|}FZ+p(EpVR3nL5z)o2$Ajsm{lLH6I?6|C!#^natvWQz^S})9z^CQi7N8j
z9+FOrZXi^{xi6GbD}cr&{k~>PNzgnn<4%^92Mq$LquxMv$6g5Z^z@vi3lbOR2ogAK
zED72wBLh~_5JyQwb_~j?Gw%Q*rl?33^is=G2Do%2xcKVl%M>mK=r>IudEcslEQ6De
zW?4H)Q4a$RVGnMMx8CeDICzd_(B}bAUK2nk>g)m+0*ixrJs{JCG*`XPuZk|Wp<NXK
zvXLUOn%#P*AA|(#oMlG};;Ct&Alf?{jdL_(oe)?rcInXv5qmM<oa`Lz!RUEO65|AD
zDX+U84O1{n3SRT00;)gc*d012pi+RH2CYtzNDNT|=!`P3b+Y@5T_-?S;qP{R@GZm!
m$N~_^b4m|>5VVF2TmP#3GWzQSLGT|BAiA1{C-c;8Q2zr@pwh_z

literal 0
HcmV?d00001

diff --git a/lab-p13/images/columns.png b/lab-p13/images/columns.png
new file mode 100644
index 0000000000000000000000000000000000000000..52a4fa783871b90e282617b654e90214162fbb3c
GIT binary patch
literal 30407
zcmY&;Q*<U>*KKUuwrx94Y`bIIw#|-hbZnzzt7F^dpZB{u=c2~0Q5dz>-fPS`SIr%%
zC@%>Qg98Hu1OzWFC8i7n1U&O|C_q8{T%jEkzXt+>>9Q0RRg@MLB~o;<H?y=c1p<<a
zOihPWRnfv3z4kth#Sr2t;1u>sMe#c6UW1Y*DhNqH61s@s3NjHE2SXQz6hp&<B{C65
zgAFzWR&^1AKsUvsi-;N*Fob69G<To*a=!BHy+7<UXg}U`?tugXpF)FDHo^v)f5{wR
zB6Qc5wZVhu1S0|h1(}6JkWG^kLWG6}ia5&kUl}DB!kyz^IMw|A`u0zy`%P*L3=~R~
z-G|XIk0cOWt&}E|0S$D9WW4fs8co(2ci>K>SSaMZl-n{*vW(j(Y|e0ml4KIp$P?)1
z7lld&7*J-|s-;#n85zPFypglO?@>w3fO^>IiC?5XD7&GSmZu9F@%2Un276?m^kzY1
z6v>%nyKDMpA<qYqU=@?8-^Y$0_9Z1z$4)1t(Ua(JVRFwg*;)pGj^2=0XyJb6Nt2nE
z877SjT<%f2M9B@j#?0KWr0xn~VCU?ydo!uMUo0d?8KieGc_v0)8DtuTv%vzRvb#R|
zj)3B!=|d*6TjzG<Ip^%*XqYS$B|zJESA6&o16sKB+3}6<#__$EjF$rHXNduU=pW8x
z++Et!9Bu=_aD}{h>ZruUks}YUsdq8J2YBXHl5Wr<Qluc|lB6-FX{gMT842UT#}?9G
zYzo#-ks~Y*5Jsec4+|m`O%Q8CU>g>0?#zW)k78JL7*FX9SseU!BRrho85SL>Mz&T5
zAj7ww=^ljZce5+v;)uM~l3wt>TGYVv`<53yAhsUidHKnI4~cKT_<`Gq3?oCe8e1|u
zLx9DIVpYrG*a8rkz)GcTTl%2eh?m|14UvG2`<?ngbQ2&#h;XYRaD{-WKzREI6d`E(
zj2zIify#tXxe#ju&UZLYKoI*(n1I6it(hPMf~28>9FV{ZMaB~-iXk(F(h~R&Ks<$k
z6|vA@hef542vJ0<3St$JRpC;FQx)kSSX~f0KsG}<3c_cJ*g(32d-|v{;3fvo>IJ%>
zTEb831@V9xgOhjQxG<-~Tl-5K(0%aiLhAZjcOh?pK5z&mfzhB#BIZRh3on!i$_-WV
zXpqUpYQ)hC0g7tnUaGK__^ycT0XX8m5+-x1Z1A>GZX)l6q;qsG5MK0Nv>kB1Xqyps
zqT8Z~g`>0E%xEz<BVhXxMux^r(it|gz@=a+vE0$^VV(ilBR)gM4N;n))%eSpxY2SW
zwF7p;1brNaj3%88qN|R02xT#>{oMOOj<UKGwLq<i?s)Fd?wFi0?;(`C?6+wi_C9#I
z@iT+zJMp`Wd)IpgJCx8YVEjR(#2I}Q)nqo5c*IReS4d&d$zocCz;l^c!m<>0L}@7J
zkt-3OL(gO=(!URcV90N!&ZSF=lZ$bSh3C!x;H_m`2<rndl3Nq4$I|~I{=KF~ixL=)
zMUnhlY*VzTT&tX`EFi5^GFgnJY*XQ?e5f3&>|U}Zg<AYrd^$f-;#?wAtRS<UNRUcA
zb~52H#$>uYo-&c0e42`#UNWvd1~F0k*DjTx!dvC31W#VxU|J@QKAq8B^Qv+K30-`t
zz)MkUF?Nx3(R$Iyv$`vgPgFpwN9rrYr|csmC_AWGBt;}nq<sK96j(f^u!lsHS<SI?
zk9wG3m=Sgna~9J9!$wQ7cjqbynp};XlRQqjKsk6Gw1jb-&6M#F?J#FtZd^fimS%*e
zfM$&bQmwWkrgFTBr{a$)teQfFfO7Cs%+kQ3dIi4vxgxH{isG{pX8E;BZ>2zGLHTZJ
zVs(Sge&I+2h1!C6a#_31ebNza7D%kTOiAkex`m0hm3EJ|aSfnGzDC*>^it}Q?-JsY
zl1B{RJ4Y;Mlc$Eqq$8^%u%pWL+=cKI`QhTR&CC07{gL7U{-NlR^PKavmraqy5bFSE
z5&HpG8BPzL6|M^I8rLZHB33yD0m~J8aD-z-ci(BBm!dwh272ZoK>Ar^QY1X|BUBC6
zTkdbE%L3g3&w?<kcq33FUn4~$XS56EF#URax$m62Gw!|WJ?T+A{Q=zv-5s4a-If-P
z&L6r7`fDAf>aLn)Eq0ymW{!p<O~R(D#)5UQb(<E;=2tUobK0hwR{VyA=IGXc_AAzm
z_Jqd0OJ8B2BmJ93IfI_zGjT0(nQ>)!-!3e!07ssq2d9R9<LN!p=<w|3oXqLeX;22X
zbdPjV2GCmVTG<tv6>~ctJDXOkR!kRCFP2ZP&)ClP&e_lE_mJ?SQJnaRTq*^^8Ic)z
zM(#SPI+nV!t@SPGE!Qm*0S<vGABJ~hpHE-+w<nfGY&r>glgXKB`&fhDf@^{sy_4Ts
z0geGo`Q%6l53n2PtAxdvLx@%|5dASbdi@F_a3U-se$c~VVIgVZ0*H-JI{3>3^6&=8
zesmuuA>Knz5u=G=iF;$qRHx-7O3g~BbGdWFbD+%8#>+z+acYr=!yKc#dxd+I`y=Td
z^lOd3JSwK<gG%@(;L;B1I@@(kJ<sl7X^S<OG_vDHha^V{qrb=D%+#4jQL&)kQAach
zs=KRKY&f6no}flERVF<XPqH<$Us(QfTWZWht)%J<;2(P4jC<H8`zF&SQ7Q+iSSgn(
z7pdUR-&o#S9=|w!p!w-^NO;M6wf2cA5@C%wOs*y~Q#@d*M-$DlC^?t%v0%AIzz_c(
z3f5xKI@HShQ}jpSc<kuLnMWO`ZsX6Lc&+=DLe*@QW|g*vb<I}2mjk@7+@ZFG?ZEo7
zE6@4e3VhwOmcI+Aqv&{;!TscY)V+XB%+_jBU2d;{zeVy)X$MFJh>`HMS=ki2V7~v(
z=WP41)kF{dHtbqxYt&>kAgagC)VBMvXgIz^P~KK%W4V3P?Y$p=75@XDpI6VFfIf|W
znx0@Cy{*cT)7E|W3ej8rqFu{aPq`tzO{2>_pDn-1Gw-Sg|Gg*8ae^SFGoAB7<6p1o
z_Ym+?U?=1z!m>uW2AY}=_Ym)*#;MAhW{H8C6P7pE`OQ74lH|JopYMtm?UIi2Hy!w1
zvmJ}oxfbot^>q`g(Uz5d*S(I!eVKUooEyG5U3+bVwft2@7nE$YJfBDBj~V{54~6F3
z7C}9KiR;O)#>K|aSjGMEkp>F81tDh}=V$I-=Nfu>dUJo~_mZQo<<~n{7|a#}GX2S3
zE?4U3`4`jv!#P@MjWBJECV?It=SM#s3!P*3Z)?t4Z-d@-dHY_M!Pk-3-*KEXn}2$j
zT>d?|nS{%Yt{K?+@&B{@x8^Z=CGVUrsv+~dcNOifcdg%k?0Nm>JM#GtF^ItBS?uZI
zk>L{m#N@f#C*$qrvZz`zIez8Y<PA1&jE~y0@~P>JvuGO!!UmE7&I`ef57z(5BZB?m
z&3*3LApAa0B{#im)<@}m{_gM<`8u&yLq;FI7o#f|kN!pUDgM(QZae#R;c_OfA){fp
zb)Z${x}`_M&)~lQP4wJj>}4U|l8}-TMv&T{=WXrF`91xFk&&XYcdsYSkM(W&Zu8sw
zTXlUgC4l<ZbPNd9ul~qLpsp(502ElDW>}!Tq%}`3iP;OzKDfZ|p+?r{7#rYnae@UC
zjeJ}n$Wrr!N1!nxyr60*P9PmE>19E3K+~V>SaB;6iR7e;is!M52v(3Co$JNLUki(i
ztyaaWl0dp&T)d+SGDloM;aT*c!6e@8N;?LRi2Ef-Gwzaohd@9=K+<Busvf`>dXU+u
zOZRzGj}nX|_+XYK9Mw=z#{GAwO7#JTps<H!`Cl~w=(I$I#_xgP;%G|LG$cV#QBg3O
zLRkSYQr-J+n_tK8NmJzQ2Mp~pe|}F*`a1o+>hV2%-@59`<YZM?$dr;oLIMK=78d#$
zf+YHoT>#QlP*5O20YpSU0}QZHt`Y%MsElBlD5stbc(kBndbZ%Ro@?z%_|lcLXPvyp
zF@VF~DGzo9vAbC8Fo*T(%E8n!+UKEAgpvXEs#)B-dLv>!+h#oPo&&$*&}-dan33jf
zmsd@%yDb9-W2)?e_gm(DMlkxuMu<DioZ|SavvQ-juvxH@?`}Is?U3(4Lbwn0CyHDP
zv0eAmZQcrtS7n;b+p^B4B>Lak$4?iId9+`bn8)p+kekN?Peo0thk8wKzw1r0Ww3$&
z1#9Svw9hEq*1AQarte+%JPI&M8cFWl_`1&<<#qvE(~~AYZ0M><Y)#ClOlKggzMP88
zvrJ6yXHvhpnWml>e81P>+>`s;lsgfqwKIoP8e>_Pcz@T7UpmEyB1<(nY}#lwhj3g{
zneGq)Y_{jRp1AQU5#l;rr>cS@$<M=`%RMd?QfB|8Mm9%m7ZOWjFuVs*ac5fjKB044
zEjk1%HMvB->6sk;OL39Ke8fGyo#e7waVvv;3@?&aId*m*kS^HLu6ZE;%~9D<iix34
zOW3~V1qF2<<CI61vzmItoZJ)wHs0mlm8q8SXCFK8!>2F^1Yof_672|*G#?C!#uACo
z+lf5SR<pj(-Y_+{G(D(C{7MYP1Y&oj^{{|Lv(}NB<ee+09TcoaR^@>|&<>Hl+JaA>
z=M8KrEp0ao_}Y*Vx9%w#D*C5l+=*~?KN3H{h@nDVg{ShSFRN`#Qe}#u(r+G3Rba^q
z;Q1n>(eF)*>iJFswAz=2$d4*IJvWXiRdE>c*S>VxL(vS+gF;djh|2)l%kx%5)$eAu
zRUf8SQf4dJcZq4=&SYr5Oz}_OpOi&LO{h*oYE$}H<$|L)KO}~GYu(drv!6d0G6dtx
z+d`5Ucivc>Z%gJy!^>}?XQX6gic$oQz4aJg-x*7koqjFlA2d!s^_VR#E!kBY8Gn)|
zo@aWf>eMwY@l$=e$Dbwd5w0Ypr4Gx!{TeQhR<FrV()(5%f5og2Sk$uBxtY@~VURiX
zMM%Bc5)Y*%23|b)y1s110VkX$pN~*x=o&iry6wnopS-U4^-mpeF`Jkq&m+EjkxJDk
z46VA#H;wX2p0!$WVQNVh?xNh`Pgs(@klwVYy3dB*cvj<ZTLy;SmX<4zFv1Z!T2>@K
zoaA!aAFSGzGJ2RcMN^k_>973N^~_~|wcy<Kjs`v3GC-b3ovI_!c$DIDhP^Q&f92)z
zMa5sA7uE9xh_x=q4HPv#Hj$Q*zm+ZZ+h3#pZ~;!eSe;%;{yWzOP40|~8fT%(Krf&2
zG0atfsI?i>bg}}rtZPv%3>6xn!~Cpvd)-U3ffCP?m3Mysxs3d}mr3*WDjC{Zw2KVT
zNm_hN2{?5%ix8(xV}=k+)>kb)%k=n&JQ$mF(rDb-N0geGP#N`lA`b0+C;1Lg2U6|(
z6xrxGVD<hpq&2#xaEhJc^wfUVaok%-=&$GtPCcVk7UxAt_IPp_8h;zJmt!Q=Btf8Q
zPQP~>|FzuM`1<LHLVgFfqSTm{DCWD5-QO7Go;7XVBEDT+yhqrpu}>K|D$XJ(WB5SS
zm3Na%W9rIWe#5FR>g*>ynj-`~rCsjqWdxjOFvL}-@ydO+ta50ajs034ayOF%Wl@cy
zR7*2Eg*oXLZ8hof8$pmI4&e7aRW*Qx$NtS3P1phFO2D{~-DzLev`b3$x%}-_GTa~N
zcdP=<TEnwltM<Gj?zppYH3`K?EIF~9!ucv)=iT>U)$>MixZ$4e)!?DOm{GBu{YgxY
zx2BmBHYfK~!>KrasF5_yx-_7G;Xy$O0F=hOQz%;XPAqvcodtt3s59njNB7WiGTpLp
zdsrF(ewFGwAMtK^w#VJDtok2Cp6yn4fABsE;X*r?2}*jZ<SHL7YrPh&L<>9*SEM{&
zETlLxu9)vEr3hM6;QM*tmBhaa0&tyz$M<d);*|t&p-ctXmp)NudQ8~R8D0{sx|qY0
zI`Hh#&~J2%2CT(Hw7MZn^!!nc?i7b&%AYFp7Ng;8*W5Se4lK5ktY*Hm0k7mOy`z6W
z(ilqCCp1tgfOEmnDVJ@N<OP$hx?TibrH`Eu1iun+SaU6Jd2LteQv~+hwigcLjM!3H
z-zWh1KKP~^jtcGPkabrxjAex7PxJO;N_9OQeja<GDc^5Zhx5wDD5m`HB;@YrN?%#$
za1LB!`}65dZ}8>Qm{m}=>+Z&oxheSKe?O9@_j~S1{4&iywn0<8hKcGHLJjDPvb{$V
zt{Q8>eXM()Ft~BpT*^kX^skC3H%6}rv)zwG70QnXedGKO?pZxO_JRS*_k4LCcb2OA
z?djbkS;ww3+ZhQ*a=u}A`dLSw+Mml<D>yUqWkV)$t_GmaydSGzG#+&yjR_7eyyIR@
zR@|waSkBWKi3gpf5z@M`>H6*paZkBJ6X*;_rwsK$gzRSBGtUGv?{Stj6w=L@46bD(
zJeJd--;$xQf=+p?e)))v`dQM@lMlifljiYliOO{y5|0ImwZD!L#@kKM&>L@d#Hp$I
za!Xb2EH^jG5aDqPDInPeHO1Bj!<DI7B^3ZXMZBhR-r~%cq91-Vd(SD1rhHt9%8czX
zKR^u#ukEhXC6LM+o9rBU$Siim52=n8YOk=KURB}~t(0Tm@`<;qdkJL8%Pd`_CFg^k
z%6s%`)=_Tz#eCR160_G(R`Ha+ty~k2sX{U{0?6pU6l{g8L;R3B{q7E45lQ2%bLCHU
z$z3{T4!$c1dNx<tO_!nC{|YZ(F3bK(HcfFvtRlt7!8e=e3JN8x(jhuDD%BrHgfZLd
zQ9S{q&tJ1_%UqdAZDvdbG08lVNsULXYNN6$DbQ#)=;Bj6pY40{RQEEIP7`p;9%kP5
z4a#4<kS7ax(H(Z*1!aM2sOIY!GcYJ8rP;58<gy1VGh7|_q_BS34Ra;WbOu=UaOPS0
zf08bF9Kr((<;1q4`7#YDknL!G(e-oTSI3q!J98{)b?Y-PKm7ZSfAl3kJB*DKCJN#p
zIUmNh+6!WnF3YZsYb40KaFzKxeVOvyo37fS9YZQ$$r-=L0yw={K-FsYn9U)W2RzA%
zrnZpWXC8ap-Qq9pK}(;_;+CfvBtVAi?xvM8NrUc#u})<P1XHG+t9m_PH@Hz8_wc3^
z+y2V^?#JVqOkNMcsKNTji9W)9JZWy(z=+=XE1CaJg48l}yPdBAbl-)ICy9lUzmBQu
zcKO{3UeVkZoKBzrUyAdJKl;8ZT*Pf<w=sN$lh)oq@!O7Cx>rfK+s^FH1au75ey*eH
z`F&l*@*aAM-^wRg#nmi)@K`+#WD$f4NP)l!;tV1MOMW$`zREGGM<IU1pV2tg7}f@7
z%uvdD$Xe;@PwKS~NK@xd8WPzw1bFPRq&uF+>YdNPNF1!}w4_Rkli9IX<)_#cMG^%I
z>z?<-v);+@JTj@H*#K-*Pbf4C4Unp6VUO)yu1v~&BF&EA*HV2>-QCazUFT)pM+Ukt
zzh*BxHIY|yEwFKBg;+H@c8`%XmkURLEigNDv5cY;Ry9(=)mYXWN{Q|bVNezbBShDM
zFppqJ##-5J0Kj5VQ*Q$6+@&l4O(*W9e=_R<q~s46Oa)tkBPu!iFXlnW!#f+?Mmxnb
zQ;l-_l3cak@h@~bV+z>Rgm|77y3l(KfPL9`c?3CpaLTy(6yh%?$#P<N<uGc&x&kr7
zQ!i?)m4Vk93XBiq8871~tFnPOwaf&b1<6=y%H|hZ-ow4GGZ*4c=ob`KnLf%_x??aP
zJMd6KUm>f~DN_+w#G-gIDbczHx1fJ8rLpNMTooA&V8Y_Rht7n`XNeO_nTwRq4nn|6
z*5OnsnkfF3xjV~f#X-O?I?hYexq72i5wc!&DOf_(PX;LPuqsFirKHP{_tvUZ6f|*v
z+<=Pd+F{5XP@CtKv7tcIIhrwvj&ebO(!Y4*0ua%us7@zy0fkC5=IYYMHl_OfVij|-
zYz~KGrV=%`tRS+<@&al`*{ikuGJZ44D2&cRa&W1h;$UiiU%$UiT!pgcjfLb8CzCRE
z4L5O7HR#;Y=$&!ScCZ;gK2(Clw3AB&b`Hz6lGDxFHX>&f??S(cbJ9)j^r;$EM?!>-
zO=D%H)HLAK=LuA2EjLOhAqh3sv-r|mfKV}fge3g);r2n%d8i`E1=L!?$2IgEK7%V;
zA}FV=NQO~ir6Lrs_js-M$k-tYj>1e`i3Y&xQqpx(Fe38My95K^$p)+cG9oo3#`j7a
z4k+2G684=Sni?x-dL0_7!KD=nX^xA0vZphvk}#52JlzaI?@K(gR(ULhZ&uz6XofxH
zy`C)iD9Dw3X<+{qoFGw*^DKQJRJ5ByJmW!n_*^Oh(?1@}Dx>7iVp9pnK^!W!<L6^+
zsBEs_d3q+1?*rl=)Z(1^T`ylqHf5{h!EaR4kuv{G;ulzqnh{*)0+RacH16_4<j9p>
zU$80y4S{bAw$}}iETt2JN!_dXgGq`N@Ab<@3C6{fJIQ*oD_n%r_SNC&_iyz@md?HB
zsnnpg%F1%4rW83|9bUUal}{-mH+R&B&HX<@wp}eGG>;3LPXDC`j3VnT@9Qj7tL;E#
zdt!-4-bKq`KoH4_%fvWDmX**i=*(vd6&>->Bo)?#nrXP??s<|l(jY8<ezP-Yd-m7O
z3$RJBa1>(+0#2no`eaT~PwX3LFNpfz!Mer#n15HwkE82?<r$PlhE`UYgM&CrQh8<v
zQ}dSMA?!NkcMV&%<xKnw=6@D*9tXa&Q9*kGyaMNI@k=w>d2U|J%lBb1QYrw%wt;{5
zvG2$qb#H%F8Va<gue=P1hh`H}x%Mqtp&Vv1VkyO@Z!2C7@RB1@PoXj17VBSSYkHRs
zhQM4S(Ye2LWESgA&!ixR-o*`hmEx35iZ$qlH7f<@<M(rg0rbb#p~&9U83PRldccAS
z#pyOx)7b<i@WTQT%wBROq^V#>WCF+X5+f5aRsgF~<u3o!N&HR+(&-LAU{iTu&d>*$
zMiejKytQyVvA3DDr3H$@wLijP5KuI3t&U|;5p|el^j{mdRY#OE)I_JCSc;WN^Bnv{
z{{WLWSyuJ<ehZVsK4M`RiiZeD8C8H-*BN?c_y+ITL*B8W(R`T{@jynBUca(Hi{%{n
zmwe1a_6Lw=gHePwOGyoA_6}4NoG&sV1+%5EzLnRb9UIn!drx{Fov>sqXo<tIEI&v2
z@3T9ro4%3jPtdvT0-e&Ad<)SS9_0;MuO}QO$MNQ_v}w}pN*9&Aqbwr{kLM4e3-z)3
z4?Y&K#5A-(49tfL0(Ke#<Aup}TFdi(Iz8;NuAYM3z+Kp7cVhf=Ztn3_aGJ{itiJGM
zcnF#A*YH@=@m_;27^u7aKW-Hbiv1oyq>P(Av4q)TJZuku-jcMtp%efhg&D8u7sRWr
zXvFo{!*2<tCyFO?Q&1Y8{H;(&wR!5Y3U@dPAdzK>d_MENOwDSf7-Wz{$0?6QQazg9
zHleUHj5Aaz;Bk<;iQ6-6)9<7i0ZDS^WtM1<Zd7a0apgFA<lB1eIpru#5jl&03^t5#
z{;sUWVxpUejPT0~K?Nz%IdFX{uF;S3qsWrVB<n{c<txH344aLe8<1FBh8rcFc2EnL
z6zYn9&H2A+N_59@P;!y_sYstIBu{sSeW~7Cbf7WvmdLlEb@M+AjjAHZdHuO|vV)h>
zZxq;yCnp`_6=T1<FCTP%p%afF$4nvUyAk7eIM%aliR8ZdnQzs9J*0EO9iolc)aW3m
zc7WIi?1GC*Z1Y&Hz-Q>1M5`zC*ysI`RD|r(zpBgSDr;EBbPXN$Z7Y8;D0?8Z>GYXc
zYOsSh5@Lkcy^eu1@4mn9vRfIri3?eBqUYcX8s|#9<YB_5@(72g`1Xdq6g-ygZGqHJ
zO#od$hPtZJ4z)7YBbz_4zC6;>KV>M3T66q``fOPaFq|z^^|L{#Q%$-UNSvl=G=xS$
zpyTbwQVG{p7^XufyMLn})8tjLW9v$Ttx&|y0{iWWK97wtR?<1HDww-wD2H**(~qPp
zVfYyHHn=U{4cBT@+JtNO^ha?di(omw!R?Zo9$ZC&$`T}&SjzGxApef$7di=?&(2rk
zzqST#dsR%*j~NGUsVi3wQ-M3x*%HsUH)A;zJ2=leSq<xq_V_prPjWW<f;*YcU5ZvU
zw^?uxGPYvCLy2I}FikG0EJp(aVryPfY;Pm(RGyXcsW;+AwxLJ3tG)%>SczBIrAW;)
z<_ksqDsvMklm2|a*r!wmR`1(ZceQ-2&h#Nzsxk)@-K*$t)!(u3Q$%g*{d)w2vb8(L
zY2PE(R#V*XPsqA;rpV2yOhr>}G>u&c*f!_7R^XcJuPFLZb|WM6dc{x>s9`f1=Ga&f
zhIT|uU<%4%qI5ZZa)pM(b(_L^f3H~kQGAx`1vDQ%txUCGLCcGibCj_^RQt12<EyJa
zq$+Kc%q1t(qcR6e2HkBTR+yD;Tn+kPg^KB{GIudp1in;T+7Pc`hzur-U6a0zHsKh+
zG!d&K*z|)TQm@=AJ^2?z3K?D(O03*s3%WSJB)Ji{j@4mFyIEx0pCrZ&C*&2`M9=&G
z67H8pzz6oJ`apjI<2mUukksdjf9@VzCa@?Pk^Y{P%&ygu7!$Lg6FSlG2kSLGsQIw}
zBzMSB*$?(NsTd$U6nIC&Z#%ImGa#pwa;f+>8or9(v4;`G(d-uy8NCB5d`_|Xw`WRi
zvk~oT+17o)_YhzZ6XR0gH~5XKij}X&J?S&c;J^GRp%rNxuYNur2D8d#?{oZz7oX|r
zIgWW=^$^z$1`ATNlM`y5j$*q$Y=jpq8D-F8Qi^nYStNgaav{OvCg_o^FR&QYpvwYD
zRU<slr+7m&lh-v#nc5h6n-dH-h^X%lNq#j!l}LII90SH^6F!*NKFhfqQT`l)To`<i
zkprxCgpT06Fp-SO+4LqL9SxTd$Upcd;fO_`00~ZpNJ}&)wnuKK*`&OgUs_J+r6lux
zKownc@E#|K`GBv_jxL5#zY;ys8_xGDGu@N{3t6>cs8UFQ=JS}bWSu7Cz4qAh_<9KJ
z@zP?s@PmDu6~SEFWOMe}seZIxL~gfvS6QEO^7mEK%~KcWbLMDHPg1Qw-~_s=^UWi@
zq`+f1J9Bl@5?NS{0YCK1K}@gYVNHWo14$4#Q;cT{E;xlU0oajUS6{N%le&f>eRQ*C
z^#qN?X=X0vaC<y|`LqxThtw<WeaOQN>Hg-K<vz~FzdO(QqU*Io^rpTx{Uv+NRTJ*Q
zoz2z>twm#&qO<AC0B{c?0Q*NZp>aBnhK(L6eXc><v!Pz6_IW&CyYkRAY%q}{Mi=LA
zr?u~Y+ac+?*5`3dHHf%}<L(~F<$u;Ogi-6q;L#DyJkClcTt!u};KX#p?JdZlC!raO
zk{-`jn?B)MtfU<!K6ilTnV#i)FQ=V`gV*|&`aOVg1JTCGt9QU+Vi6jNp$HTWft+1~
z>(hV@hKy@LeLf3?9ms>4U@?P1F`p=y94x>L8=zgYii}9r8S4-#X%cdiJD*)@+v|tY
zr)x!fLLN6C=1i#44bmVPI;F6U$?MPHtk}q*>mME0$NqIY+)jaxW~}x}BC^^n;$F#k
zIF|RleiVi==9C?zuG<F~V;KT&dPT{w#BKr+jlMS405A^^;*S~>)6}k{{+KKa0z+Yv
zePxxqFbnqBQ!$p<ki;HYpZ@8z7fKKr=w$Y7%EkJg@bc8r7hTwOH!mKs2IIJDLnN9W
zqA2t)ecZ%S-49Nw7~k`2dKB+r{VDubZFhPh@0!$AB+)(EmFsZl25r@<Vq=8BR8C*l
zZmEbQ*u((kTLnR`{fR$lnd52AVPO!c(rw}RW`9qR(&1_EhU7=7mIQU}>M5dFl9~TH
zC9(wVMW{ikJ0xsFN}E3^R?Ziy88{c$s{zPkZjt1J#`!KgjK<4eX4yeguW8dzVUTwt
zCcsRc@>8O)2shkdR^4&Wk02TN4a7Bqc`#ko)$hA<vjvW>tkie|FTt5|rU-^>nLc9r
zc(72+&ibkri}!@SVLdhsChb_{QU#fUa#HHAnQ~!0D4?`31I6&qjs9uI9%z%2`Efm{
z(dMuVoRX1b9NKT}*ah<P=l%6@g26Yd64uPEw4mdg2=Z51u4$dy&8$PRL2*6k^rlDd
zg%idRtnPU|xAs?GxtU@0-@9{dnN=Br(_-8;ig>em(aQl`E$5*8ZXrS+9z_=et|VI|
zc0OTp!doiU^=lI>@ueK*!+$(eLSYr0d9#2{ouTZbL+*i{gr1yFcF4_W7{DTKPhV&o
zyZ0jVGojE)&e_`Si@&jmfD0~{y-A($*dcb?>s4pQ5S7!`!Z+jslZeUWr%U-%!eI>w
zIjW&@Cy^}l%)?HXX@((G0IR%-9oT0?%nq&+oBrM`U9_eFK`;rA#Pq>+&dWUMij{j8
zP6*hw$mNa9JWiTf9L)@<YY2gpIKoCAX*+taQSIj29XpQ1)X%=LET$QG8=k-rCP8R?
z2*M=9+dy~B={H2W0Y#yKswH99_tSf|9{?X<U4_t3v3wRd3FY)*-i<&Ee=9sRNNY}~
zjI0Q*Jsi_7`qTlhnjiln&c<7YQo~;>TZ<SAhBjM2;Z<GC`LigWXJH60{Rin(?}`@c
zDq-XaI0MZqEI!zjB_=-~BuorE+BVqGBCQ{8%y4?-)xl@bmZHE_hn;}0h`65%+70eY
z*W71fD(kNBPCCpbd*+%hcxM6Dgdk+03ZaB0IJ}viOcM%cHZ0Jyblb5mYlrslM|1jk
zl%XZ|h(pGWhp}#&ke?PfaLq%GR>#+esv4oKKrfS^nSV7>yiD%z0bqRq)vajUcH7HB
z!Zl)ZSCF*A{I2M`rk*EyN$dWY@ItQIp|wgL<tSq>lAM3fz!RFhUz8KVRSBCPa7i=Y
zcvVm8tCx1kK20TL5NjU_Iv6^k$aR5UGp4WBoUK|9gdFG|iM5Ry3^l`IMimv7b#{sW
zrD52HNKKKNI=1QT11GL@Lvt~U3os~KreQbyGvo^yW&O32xCt~daw;*Vq?q!f`G_jA
zFn)Z^Ih%R~Zx-9`<H$i&5@c7{Bkz(1UwaU_gDIm$6ZmOA7i~1Y4I0c6zpmC!k*zFV
zjCJCh`hIw9Hqt5OqA6C9{J47XIl|F-g&a$*<em=pgJY)R_JE{zyY%gW)YuyonR0lX
zSa2AZHB5RK4IXc8dz$95^82;g;g{mX%Ji8y7`p~Y`uO7#1R{AgoyEl>TrYih(i0ln
z4kkV83|jfv-CA=$Yd30S##_8x5Hc^9HH!klYTbfiwgp)B!LAJ=x_L2_EQw;@gW<%G
z3`YtkeURHb#1%qIwNwcxDGQwgEv@M5wvz$4Ov2R%xG~g|A1VG~MuDc(PcOGUf+*ql
z)uYA)VP-r>cKpI!sx2OLs-AkQ-fZ|lOM<&gilzhA20A#Z+#K6?0~ML-_}rFX8Q1ok
zNvJ;yYWWPQtOcS|do?h>cFO-ze2Jpm`vxR@NU_a_+GxQ@s*wHI2hVYzoY#=r_J0N<
z5f&JY!451%I+hfuLB|Fqp&I+JcKq%-5~x~TQ<UbrNQAH^B4Hm60j@Z8xQqH42@Im!
zc|_BaeM#zrG!Q8v)`F_|@Og479?XB{Ba$navGQHWAZOu=p)Z|gDvC&X{|hj(wBcr$
zD@7-=NJoEtvCFeyWln;Snvi2lTr-Lhp@I!?dS93hd#*2YIlDaVlEE3te@>>5EQ`Wv
z%c?jK1d0_dmD^Wq@)@6-x0n^f&rLO9AU6S#AfZL1023}BPNUPv9L13TxuFr_V0&g$
ztQfqbcCI7pcCTGClpltygn7TXt+hIL@vXd(1nN^jImj9fEZW@4p_>ts^pPUa!9qMo
z01Cq%{JWyzRGj&22xdE-W!5pAGZ;&ZFDIZhM{>Z6>i&K~HUA0|=b?m&WT7I~Ib?+Z
z9D&G+4Vu>-a@^CDPSr{m^CZ9M!Db~Ti2OssP*K3Z0;7<Tj<lEsoY>)@h%N~BfJ{gq
zsv~D2ya8BD@a`B;_~GzX_!rfLmqNh1cF_lvP-37zp6Q$rcicpPjMA2KG8#x`yZ}9;
zS#%t@$$Qn1NqnmXe2I2YKr<53k!8(Sy_zkOKgV&L5{;DKnd=~RraLh59}19>EA~|g
zx&Itu8cCrH^Fu7@C>oLk=NZjrY99TuQ&PJsV+JQ3HYBP&`f;JvC)xl1Nuq>NZ}rN{
z9wdT<)>=^@8)9pcd^fUP`0fTmJCP7h`&J4NWm;h(m!C-si_6?lf(9Axg7&&niLX%2
zL==#R?n*CCa7Cv2@{Fz2H4ZoNsA?oTS68*7fYOBeNe<%-j#m|&x9!)qfXJm`ve&TT
z7E)I{ewOJu2io_6aju@2>5mpl8wo}KdDtjag=GTUziu4~=dAak;hQpG2<XQHrA}*M
zp4CwnuOcFvT%h4M3idkaeMb1tDG`M#QCU`*NlME$4pv|5gwE|p9?~4!@};kVWds@E
z8;myJI8yJjB*pi0>9X=a`b1O~iB@-v7N=wH`gKoOeEci9XfCm3qm(i2P2>zm=ReQ3
z=IhTd+s6-|@qQjk|1w=4>JnX#ACs6ml_oym#XW6QY#Iur|0fVutQ0c2P$;22y4~0|
ze0m+F5q|m8#sS=eLQ|xKNBIetP*t*#pJl@~!8dC@!=U@ffbpnFPD=L7ai+06JyowN
zTr2|t+n7|Lv!xZ1W`G7c{I7NhP`OdbK*;}n7Z2`VsaO2`Z;VIz*8+PdFKq@6253Y?
zUgo2w&P4g=S}&4Xj1VL=`ClYv9pl>QOVLqO-jh&42IhBb$4X}bRn=<36>=p|Xx|^n
zfaKK%R7gpwTDESo9~1~=`B}>}BjR2WA)@EgNYy`nHR}U3CIdyp8`RP@K|&3*xiuHX
z#;F8}UPCB9(`ZuBN~gRsP?D$ebzX<!*rh#G<N9l<UTUfsr+`RtgwOQ;T+t!9DG2B%
zUFv-zGBAMKr|2p@c#41(9XUQJ<5mJtla#UEiuBV>la#p>yD<vz+8GH&Cp}N<^8MY9
zFYJt2nx0br$?dvT##*6+2*7vhe$QGHJetfDJzuHg?8Nb#xL$1_eZ1b@zHYY20c%`j
zo6^($dn8wE?(7f}CaDPGUoB?fa|=$d(=xe8!)~*h5Qa!-XN6y>^V0kMB{ReStn1ns
zx%!F7cOx`(7bh`7;wb@oh(*6Y8ygH=O9gQ#_gi*&yN;s94|Lq;K)NoyA#tSodacoX
zVIUNCiblY&y&Uz-j0YWU_DjEPu0Y2=e<QtAsei*=Ew#FB3;KxLWCU)3NT<~fpa1nB
zxipoqHmIL(G!_@L_F^C_UhNzmKq`I*2VTPkfVE!VYZg?RUQJYOvH~y3_GLJfJJzC;
zVbnsUOe}K4mnle0NDwNLj4urYh19Opmn8IMoBGW;^T1<SQE^}~uX@=K<*N=)^L6Vz
zp6S47ALPqN{-@4d<UVbLT%|W00Uz+Z>7GaJ`f@u;2z~f3aJ|`DQa$D7qK{Afu4xbz
zC6FV<W`8O%I$CWSDhMbtRP!;N!v~Dqm7g4h9FUeML3CPt_o?3Djfwu_zpgZlDn8*C
zNt;8f{Xdv7Y#NmW-|O9q8?(5pX#Hyo^MFbn>1LEKw!_->Txt0LQ%WW=#{o|EKnJP(
zKL|iCKpkBHaJ(@o7%FL3lE9e8<Cg@H4l(mFuRRPgj8<8Q9Ma@vh-oF~mW7bwq;`@~
z{y=-5;7{Rw?xQ@LM}IOaVAA}UbA^NPf_TqZ!#F?*G^p|P*V-wL*B$_#s}N1=xJ3;l
zCUjtCEEaUXbBrsEyMr?d0(X*<?KcAe&#UUWy1o?#5^%X)bnpAJFTd%J6T7~xEunrj
z{ufcWZvZOdz;bt*xys7x%7|vOeX#0fXj+fz$8%D>e_R{j>Q0EP0iAK38A9z;9?^Rq
zRR=9@2?`KLLi)Qvf^Sq}h4$Srr<W6gK~G(CEuONG>%J-FlJEst7s_EN@8F9R#SexO
z&o5u&&2!ceIJ+>Dm_}6>uzD_D(SVMWKsgH2ZJ5Y&()mU4c3?u2%Nve@!UiZ(2CTPd
zTD+0X`<|7z+R3==Q5Qe*q@RQ&OPk2(5}%U>xXu(O%a=CMLMFGkBT8cPh^ba_Sh8Dd
z_1-Cq3ipZp09liwd4?Lg@08WNfp6|f6{9M8QicizD<d83(NUS%Zw{neNq=*SIb=x`
zJzspKUfQmK*VlF#`OJWTo@;}`8H}VJEAF{<_LS*FbG)i_Pq~N(9QH^a0-5!{Wym?3
z=}n}+GZa;*m60Ow|6@~mgV65MHv?WNe`Aoj`I)XeH!NLLrI0K((je7=E4U$Vca-9V
zoPUvA(>1@pUZWo<3CXgUb55STrFf4;p2=U02teM#3_O+DVzG}w4$Xco4sG_1K>HB#
zNHry4)A(D=n-u4HQCO~Q%Hmj~|404#d_VOuVS<8b{vb}6_%*vJA7;^n6*#DHIx=|;
zQdnD-xLn@gIDD=%Gei0I3OV2VqFUi;`K^Ea$loc|YfW}4BS3!HBPlg8dDo$UP#6rv
zLA63DD8Y72kB(lcTk#hUsz6w@P!-|LKvSs6oKs1^)|~~DbV-Z8Zj)PonDt5C@UqB<
zpvZc;TIn_&m(4<`M!WfsTWE<Jb9eyLOvd@2GmW-~wb97@(#K+0MpNm1jQOAl+sc^G
zKHb-%_%Ff2_@jicy<dg?&s@$Q4<_@RUjQ~+3QNUP7;$*u&u0TELT}c&C)+Jkg6-5M
zfoW-EN5c17B~e)6?HUq%<+BxoH0jDbMv~8P`$&RZvGt10uKT7NWH(c6HVY(s?%z@x
z`kv(cw?n8HwKb~r7|0Go#w8`wYLfX6iQe7V=8YJ|Q$Bfks2=GlL|A3^f0=~l-VDUo
zA!Q=o47A)lVeLI#r%H<T$4$)-HNcQ(HR{MdJAk)h?qdjwyZQ6*>bgYN1B8p4ZS>+C
z3jvz@iwtK9apnf(wgh#)_rJ#F-k%c%jHylud#?pd4+;H0A2H=}`7+(Ex8(f4KRNNa
z9QwwWQagsJ{^ORW{Yquq&roTx>mDsP>*uZFske+KlU3h>tYXt&N&C6s(%vorEvUB5
z?*zXE!+FGuI<qS$Z&Rof!8&5!gJx4Jk1NE>2I@&T1JcVAgw)L|SG|2#JN8U3OAIAn
z_3I#ySe;(~7!?-R+{hFEnQqBoYKw_9`X;waZS5ut<W1)p{w70UnOWIY+fm}Qoqi!I
zOA#@l#TH@^jH<tnhcelfYDK`u-{EXhzdxLyDJ_rxG$`hD&{f<-<DFaj+Yx_meWUD>
zUo~Jmb4|oNce!j~ixc|tBQF;U!{a7CZNSZIw>lDN-1d&tN<CoI#cn&nBjXYpY2ben
zTuqc-9RI5|L3f6~;;`AmhvEOY8GINe^q)l({195}`rDd7gk%XOb{E4ofH6jxL|6>L
znKP1>vY!XVyU%tvs!df)z*)1y&eqoSQb4lB>2kJM@o?2SJ(c-MmZ*|Slutoft*xfo
z$zZv#UCFV}7PWY`r16Se<&BPxp5%92qpy=LUWh1~W6}M*<^6D&ZUD2-#v|WD8uwGb
z5u!GJz;BC`k#I}Y#YvJBl6-$+mKzc05_Ydf&S&_=$G2yFM_!8pp5yVDjYF_pUUpC}
z3VI9)kn3D&j30}i4%p^B@OiUCfMC`SG$J(7t50TX#OnC38Awoku__N<H=JkY?q>w+
z1Q@$+K#Wi=h=qxg{u5th9T;Oe;Y)|_U2caYm$~7E7;+MwuN;L(HQD4pV(n`kR)RgH
zxZU=5yf~FXsCU14p67c`hkX*EKGcb3xKA9V1O$9XAX`giESRO@($+|=9K-xt*>i9v
zE0ywpABK)z-yICEnyEJ$EO#{dwo{k*Jp5rP29Q5TT6$pge!X9BGNwI#H@g>Z>Wfy@
z<c@~me!FKy9{dOoTXggGc+%W>ohMn=wZu|%o1N|&=`D7f0KE>Ef;_*sNFKKfsq^I;
zm1ELR`>&7JCSP7iUx&HAK+p>Hnm>xJgg!UGpFcUD(QFWeA>dcWD8@XL`Y~#WfnlN|
ziCk=Q4ZQLye}50AbzOH|>3&bn6tTO<7sz~XVI~T|sog!;I=NmyPci1kMSJeQryKaK
zZ627!afitZe!4s}`vGmI>w87EzR;^3#|wUWoUOC7pmNp)(YyR8W|17^tI89mRjro-
zULCQR3Yg2yPK_G!W{bJPjZ3EK)dmwtcKfaD`GtiEy_M+;@i!$&RN{O-yxX<-`lc06
zm+#N#g^RVu(`d#X#pj=s@TbdvlHFd9g%b>&vivD?^+}WC<ApkQ?ZclaFK_2{mOr|!
zQeN{v>6YiEv@`T_yI(WN)h_TRX<AFV4iu;MJGbBr|4i^<cRGi+!u5PPB?MXlNV%tA
zW#fbmXOFG5#Y&ct-2&%-dBZ81a_fPEF-d1Ln?U?vEMU`j!*P^aly0WF=krM?D8zpD
zIM3hiBj&fg(!cfgDh&ooW7i6j@=Zg2E#OU;1-ZpyY1Btx(0<TBE%VQ}#|qPlv=Ax!
zg)#*VZlUh=B1yzbomK|dli5HPR@T$I2}X^W#a5_Glr&A<Vt<Z2tL18G_f1#K{zUv&
z9GBft%=x|H=p|8X_>oAb8NPejj?brmu{5*ib-nWUM^i<E;fM>aD|*Lf*=5;IQBHvl
zlx(|@bka(cK5q9Rp|iaZ4e@5CA<)rtz3~EXR6p<91GLNaIysu{xAo=x-X2biuq^w!
zes*0kQ0Q^K6VdxSn~A;6)+Uis&}1+TNL>|#6DXsyTj<bOUuzinqSwoiI09!82j5iN
zZ*{G4scv8Q8gMxNa1!?8#oEHT7a!h_4sc{V-}cj6?%4X6uL>bD5&`KyzHHqt?eTr5
zd91iK6y*U6#^<!d%W+-S8t*_(OCu@{9HuKCL78c5Z9CE82%2pirZ^eFwI_QyhR0?R
z>+UKb3Eh=!I_-xfR80me(w!`~?|C&_Z?a70361Q>weK?OSd4re{)tb`7pC_+tb8?+
zznO=oT<8i4!|;KTf+2&eTEBaJ(?D^>s2iJ6L=@lL(AbBR3POYv=i$h<h;A-i!ngVZ
zzGh_2JWp=Lz@MN0ev<WJ-MWt27NQ9^BVu3{dM1PN@Zez9wsliNLGZKb_%z~s<W3ys
zZC$))`6hP~H8FcnN#&>XvGCnKj_}#w=H<&Z&)DX%w_!0ERBwgKWHSrN7|J<?Jt{<e
zGt<*0O-5pr5_RQyYc5P-)MoAu2~d!?i`cnDULh*sJaUpbJ|sHbE(_6V)yr9!VExZ)
zS{DbS!siW_X?)SXcFBQ{GP1L)0iv65OZ4)xS!~i3Y(<Kx`O#8aJ<W8s=s~(f89*7-
zP2dSq@mxXgW8%1+c4QC!M0aqN1-7rGB)%4{>C8;{d>#(mM;3-LC5RzNLyce+h|1I%
z^O2Of<!r<f9TvVOo8NoUjBc2m=F@o3_FzQ;3N^wO8hpyed>lM>>s_`oS}Olq7~k=S
z7|ZX{81yPto23v^FUysRHrxe%dJ>nPpes!#fA*VI%Fi<PeiWL`pY^?j-^F@V{o_y>
zjLSLwVIEbht(X`%Q#vsA+rO0eTlo}VDkmH5jb28Zj-&Vzu}jbXU-yJ16puWXfx%#4
z&hClJ)v}Ma*;N;~SU<%6Y!~VMa54t~x0ltu2?{ytXJohD72t1s)^ZuI|3|gqYq2<}
zrx^1sl<(C<oywUw+93dE<M8o=i3??Ue&e_FcWSWA+@Vp+8ge@EoQ&}t!lYoGV6*Pq
zzLGzk75OUvWDf6&UaE=$f9iUR?YTf)8Q}n*?fO3+nJ}y0)J^g3bF*ihP!%N}RDDSB
zL306=dJg^ISE5)jMpJNzSWrni+*TV+7icZ)CLqBhqeKSL0{cEqJ<Qx52Z@qh#syxr
z;SyB@65J!OD_mi&e}t`2tyhGVw6kEecPh+S=fU5u7Aul}JCeY^0W<b*`<o9kQ1tqi
z*WL(Te4ZAPaR3H8+Jtw{L|G{mC2&a|;c1=dWY}!aZs{D1GF*&v@YfMR{fiKw7$Z!<
zUPL5+*MDu6E0LlTVwsA*g|z%tF+FeRz`1<O)XQa3X!IshK0M|w5lZde-5?OrVxqex
z6D_gKu2LzByH)Wuk<df7?BdV70^}bb{b`JPwAdSp)Q>@B4-so|Ivj_oQ6ybL(d;D|
zYZn~AS*-VxSL4yI{%6)zv)Az^bAFAdAJr4m2Qo6zSwGv(aQT};d(<tN@0M>Wi(N+g
zqz6mHDm;%yK+`-t3X{gwrYKCHLa8Y1nqG+;V!!9@tZEZjmg%To02Y)IDfbl^bUX&Q
zNSPWIo#a2BF*>Y#0f6+3s@Hlmxdw|9!-e}mS585rQoM8@{pQFT4F_a@xl%Q9^d7W?
zYPJbdvs=I(2NQIrs2Uk#$f{NG_S91#1|g>upum@INR=?N(bZFodfmM}o}&kcl+dKX
z<^K)LW2KON@tFVV>Z?8&j0y;BgML}s978;#Re$5U%!y-qzKY=<?;q-9l<9f%Obs5#
zb4qgjb{RAcqb+>Bg=BB^Qw$$C>95BNdqY`{57R-|;Hm$DbWgQFiIIqL{go1p-Mibh
z)$qI~X5Fi{)ZQV<$@6)JTcp8ma*0EJr*4**e+I}U^#5pp83^ony%&rV%b^`dHGxZJ
zmCDNnJJ*(-HS~m~MupIISPL?PT)wX7^*F02>w@dxyN-XbFV8Y+`bGD*uWg2?I&y>+
z`o78X+FBEGaDA~L*vcI>2VPc0?-`Dkjkh)3boAD>M(n>{p0^OWn6WKb2qqu}=$oT$
ztM3jOLSC^!JQ`_gEZMN!h-ro)UH{4~7eDI00=3tnNW7yA-QC(6C;EkfRt)yH(4oz0
zeF5J7gB)zHjs^EkU?5UP8FS=Knb~u<pz>&f0Q}LZ7U6&4L{>%RcyBv9TiZ~ZQh27>
z4|TFP3e^5FT8hZ*7ABR9Q!N<lBQx+kL~lK0l)ax~BVai*_c?AgIzJTCV9THK7qeY(
z#FvoC{TifnVXq|H7A69^1P595zn|hf3r2FEwR%}c6H>Egq7nPx{{FZR9^+?`u5H_k
za(e7MtE`fJ_KuUa4xUlVFu&0p)(0Sd3x4vNm(#Q26x^4t+Hs<D>9^XNOR$fpLZ?!x
zDo6+g6vgpG)iV|gD{hi#1_?9vycBvTo9<^@ZvXu&R^~=a`!&cS*!3qF`Q`Cdq)<1V
zSvy+2Slog{b(4Jts;O&TYoPgjigTMx$|iyCR=6JdMS1Yp^J2AuMmxP<3V96{nAUJJ
zs$AI&xiEq_Ka6s?F|{TzxZD<=%;qK5m;JF--?;^jv0KSKYhip?w?%j~M@$=~_k~_4
zfq_4#`%?|tnlJa9?`uB8RlYM}|LTt7m<a#91mQ?etrBaSBZET-Wx$RG!qWF0TX68p
zR!YxkX0;fu!R_R9eqRT^JTq3$Xx2^k0%>iW2JGA*c&7+Pqs)WSDA$buI6-z*Tx_`2
zloU}a4}G|m9k1|HI0zq=#;f2}0{w1MH19p`U6GeJV85F;^aCoSk33y>ZwZoT4`k5r
zxDMZ{SKarmu{ajNCJ`DMGEeB>wD*{EYNIuWw{pkW3TMt#<5dnLF8K!%f?Ix>-ORet
zGRceO2JylSz~ETtp6IZa>^Q{KI2;mN{c|9;?Dt_qh!Z;2JE+b48fSaHw)mV)_r2Os
z0tYWGLCvw<T9<2D$E$H-b5okL!&XtpvllG;zOh|%#PT;X(EL1=+~BtA>V)C=8;7RG
zrWCE3nN-IKl1!<fUclX8n<or)<8ax$f)noeNk6%8v{`ox@plNLI7*$~z3R1a&L$^#
z#Jk7gbe>jff@O4<7w3|_2=4MDI#QlzNsBGqZDDjn_AO6mP#Znxljl*X>&UE)j~H)f
z_V<8xn7!Fgg1-MStw))(gBnnMRB2%&P^@jMtb9W~)zRCr+7+zV|F4a=4vVULqlRG|
zaX?~*F6k~ox>KaPkrI#)kd&68l#~u>>5!5}kQ5XNNu|46LL|RE&*Ss^-s`<y{?VB^
zXUEz5?0fCC*1a<};sf`lw(#bay~yN)kL_9rpuN?)-CLH98wa+86rR?$c;a1g_>U3U
zr!~G^(faY9>?{qOzu(N}{mKJLPk#=5>ICA(ySOhSXu?;>q@9EN&%5v>^TBQ_CYi%f
z<_;c}PF#J}3-%Q`K-yDAL3j1^cE?>m$F4ShIG@c^SpUKv$8Z&?9)A5h=p$@5d0Med
zd&r+dvhy`^B8S#4!BoD5&!%u=`Pt9Zjf9v|UD(8z6ZXk~F=yVTI-%V~8--^ie@KcI
zvc|WXt7c|eeLacZ;1Rd!!T1o#@}WEgfNh74mKxgi3)Nw&C+qHSTjxu1C%e!43x3nm
z*(NzfjPH{hCiia6hGSrJi6)y_Jd)b>qqNgDWqi=NS{*^;uOR}q_-!}%THfbxBukF3
zdGhC-Zx3gg4Ek1o>a$cx;NOm|O6)#;D3w~|e=$*JZPZYsKp{}NGZTcT(B?0+`D(~?
zGRgjGgv4L&yquEkwdb@(_qL@5djx|fr$KPD;c}h&E>XS1tJ1lg%H(*7s{2W%g2-7z
zQ|8R^N|DOw^Y}sHk0KWl$!{8yk0X8Y{f|uz@%1pD4SkZIx*g}H%F5pVM|rINQ`nd4
zaX4I`sO&@mx}AqZt$O|`Abie$)UYolQn76blKVP~X$a>{nbz%l@q_t~yytTp`kdBP
ztLoNm@EOeBZP4W0n+>#`=*?Gu**{6L!&@9y?mU~^=nz_7Q>t$$NwQMo-jvRA|3|=W
z-%RDH%;h|)DNQEh>yNU7Mt1=DIk6d8Jl5^<TUG}v@`rvl5D=2zo|~Iee>~6{srVR5
z-&4hC4a=A9v<iP1;PL=Lk<wUV{cNO=XIX4X;Wul|%Z;YTm8}j^HQCXoA3R+{C?y7M
z@=Aha<sMRUzP9Yr;%UgM4U=pkj*1x^d3)&cypY)EF2(`pt)H`c*)QBT1ofA3qgxe@
zmGQ$~a?nn7Vvl{6)lJ^u)f>=LP&Hs3|152k$0#;wwB+F%`a5)S>5M+(?Z&9-?=Pys
zw-^E%O}Dx#E1=gx@n`ALDe+#df~>(Tp}jAROx|D&ZEqW@dX=}`)@(h^FKEIp6?2VB
z$@V!lle>7lEV)iypSJc@>so^9W>W0hdqgMWkxr-a_oiOSn727SpB@DWdA%2ox?Z4R
z3E#Psk+`=Lqmw0Ob6~}pAX#TjFm7jgcO%q$Dwjg`S%_u#y?i$ZovU{rzs=wos1^lW
zN^BOn)9+Fy%L|L3NWS?fj~$<zBfR{mAc;SzZ%0h`-Tk>}0JjJ8^-7Z#AzjY?_NON5
z7R;|#n(k~B@j8FpT7LAKv=5cr;D8v}&#&3Dm+A9KtFWG$6JdYLm$da(g>OI4C)25*
z9V`m4ETxDKxdbtaNA~`TGchdiC)cduRa9P`3{_Q(zA0BO9&Y|~yjmCaV_TelOzZd#
zDQ7^tmuyaEOfB8j=uPRT9Aa_H50ZSQ#^%tFB?Nli;7K<$w;=n^bBP&h6gkQ(78Khx
z6vHWuDVl%AD^NP5m)$Vm)t|!2m!|?V70=&S94kUlG&)!nISsuQ7EUPUQhr$%Ls!}{
zq9A`OS*_8LwPhPSKS?gx2>-3GRD@=YO_p{uBjr<upUo6n>O>o;ou2p6nr?HRJkf`W
zUz{4%qjLd<=jL2#osO@i4WYNFLX0%!>J^og=yqP@g_&udx$&wq67j5aEaIIvg)nZ?
zWqp^9)MzItdYsk2`oY~Jws$jd;C=FS5?T3cBl4@6HNRX-jD(3C?WQe@-;_JH!Q!Tt
z;m0PD1m(U7!SNi<O7Zfmw138*^<K^N`Cc;DBxdz5OLll(GB@@Hv{&!%5j-8-h|%KK
z&<~J`)b6~}{Bot~6~_FGV^wBKyf&D5YKHp8H6SM&TghDUr1&UI#6;DoYp}=gTR`NB
z-5;)q$G7=$cMHXNGmrVp6kn77F1z1ycX}w8D!VUCw`OYm2jXOz2G&AkRI9jt$5o|Q
z)&24v^%?rZ&HjzF45hIQo0+o;H^L){<kApA2swu<PTAwgCrfo}m?UKUfzsB0K39Y>
zi}v3NroDIncPoY0NJIS9o0P-fY`OF6B{6d?cZTge<Mq<Xl%w!_B+LEcZMWAeh!4)5
z`(W%UZA;1S`GymhubjS0pYdPvsfcpI{E(4H!8H0j(ri`aNYv&c;={GA3-NO=?pGIi
z9<jo2Q&dumynh-OTH$m|Ws8TqD<r*tHLmafS@eE@S-tP8wzMbIy#(sC(Kt##2{6=f
z6PLRlk>AKL?bPaR&~B`#969ueC<%*aE%`>1)nTeg&Y<!x_2B~8K^NdjoYC~3*kDF+
z71m<dXno75EP1#mm{{w`y4kNG_%utg?db`viE<9m&qA7JzE~CY+-%u|PqgglWXeQ#
zT4syj>MY-&?c+7?qM6muIQ}&0mXFY{IS%08j8*v2ww#z|IIA-KiQ!5pD=M2WzBYu$
zMuDkTGqnga$GA=bCtb(V2KSo9QKBAS_WL2F-VqURUgw*89^2J?KQex>XsJ5Bdg)9t
zT+~pl<dmt!!+HIY%DSN~`8=}+FH@tR{$RrRIYJ^X-{&nR->2s$&4*EGV@x)z_s*>m
zIDRM3r)rB79A8m={ZN+PuzyzcMxVQetmETWRkco3T-rvKkLYGEF73G!8}CR%_{-Em
zeAbJ|-xlh~v;odZI*Y929pWSQg0ZLOg=Yp)#{piP_Sf8|g2Ee*yM!<7d_0aV-CZ6%
z-IJ-8LNhi6ERDpHqhTNU?CvvHJDt~#?lQc@OMAi*dsod=oYU>e#l(zP+0-V>**|bB
zH2nnbR0=H#MNSBu*|YWptli3QXbrPHBwg?J8eGl)?H@P&gYhgXH&H9qCJ~wZq%#;f
z$ac?&uhWiU<b$Abf*J!3hO|t*jCnf}-F?6Hw|u#(j|J}Vx~JA!^5<js7=J#t`{&=_
z9efkdE-n45eiPJF+@!)bQjXG&mqatR8;>v&UUKznJI#rchUF&9r`n9=BnOp7BCiE0
zpkz@5_NBc0B(gbMLH5HJckkY175vd9Bd~O0m6FBFtmXR4GV$!<<1xd~x17bQc)215
zHOos+()Q&W^m=~Suom-@(5oUem9P$OyGgHHGcWPugt&Y&zAi2NV*Voi#SSyqY6QeS
z+NQ&~sQYV__O?U?<#NbJtg!*T^Bgsq>OeG(50PrE=`Y4bBeiJs4n~mVp2WqUO7A4I
zEhKk=>v?Eddj3#Q;23U#{7Zc7{8ZAMOxsE<t0(WSrLID~F-9Zfdvu_Qy0ny~)jgQH
zoXQ!%9Fh<JIpPlYuTEkVi4qi0(q6u=6?!|a((SUwh0>4S_*e_y2Hr5qjH&z+O2j|)
zJn)(uNmN%J7~*G468N0C=CIvI0M~x&@iO*84NA`4nr~|>nBoC!OI=`90UKjd2^?J^
z=QpQnVWs?sRkrs{i@2XBatep-xrQ_tt-#4v&8V{gs85g=y8FGs@j}tf^^VgM@f}nT
z9s~*Q1w%`Zrnp+&fDGTbp3#|rnV`s^o**g}QAvuvigvwRHW<e2pv&GPO|;CY-xVz7
zgt$Y#aM%MfI}v3rq*?D}`yM_LTjQ@3+8$0Xw_hF;QmacZkI)UMGAlE@TAcLm6cZng
zou80h*bY~_<NW@pTVsQ38=aLOiwM1ZvASjMMHBDNOkb~TtGL)ELKs$Ui8yP=*kc(-
ze^^Joo!x$`F;%5gOmz>9Re~FGzE?--XvNw)Z>67DL4S)mksbALH$?i#Zc@9xY<@KK
zAb+S;ZI5ud6Bn%3!XLqC+{l6peRr^+5rRccP{!6jDtAz@p#(R$Xy!$KI_uI>pu@=W
zbrnXJ({nFI@?noxl)1O5VWn@E_s`AJ)F{f8@nr6M#Zp)>X_yS$k3ccCD11SAI1usu
zXmZ4bejhiGpLy8=Gvjdu3=$_R6)kCcYjxIVtTF1b;$Fsh{gVKW6-%xL`ZBiAKDb5#
zSx=~EjHXbMN%+=%a415kG1gsj^qtS)yM^R#-@SJ}voOF?Ly!@zQ!9k)UfqpR7}6$@
zIHlg6gp(`n6waZKMn^Nx(3lexQi~MZm8+9zkOS|f2Yid~|6zuuMj&}`^FE73AI|5#
zE*YqISZoQbr@O^Wzy`Vu{a)~e27dOeju&ydOo$Kdm(TfXH%NYYV&ZPUM0Hc)nx}2Q
zlL+}rV70I!7O@rZw`~~c;+}ZVgHKaN`|8!w&7I=-f~2ev3pnFR<AO2D{1WsAX;}l7
z)I(BA1F3WQqCxODy)wpSZRN%Mg9s}N^k2klWN4(qj&u-TL6N(azI?r_iL~}l)D?!g
zpkqQShs9q=v*ToJ_AzV*PekQPp}s4|^L5s<5<f2J`pV-4wG+`(mV%_vG<Buwj78g4
z+i1*hL+xvhF(3349kE>A;5oclGc40RJF3@ygCP;O7lW3Hd4!D?l_7u#+{qm5M10dz
zfEUw2eonkEE-sGnylBFywwCTWbEgWu2^f?d6pQ}VX%-~z%6GtX5aC)D;w?|+%*q9W
zR?Xe&vt77Mz6p{FgHeik#TwPwKO`}6M=&xnhI)A-S9-kodTfwZ;}ZT}4ZL^rTI_9X
zN3pT}uv>CxRKSzNcpPyT5_owvD2K1h0;^&O4@5hS81u-aart!l>l+j!V!0}ghw8}t
z*?R?mL2dTrz2i98laB-rc;-knogy6+iLKiU8foAxLMtlW6R*JHVGTptt*xzTNlT;e
z&NL-F9n4VFE>hD?m(qXnT;WH;Gob{EW#0UBS%t^3yDAQeB%S3hNn`EIBUcDC9g8e<
zWZWndore2QLm|kMyO@w9n%ImC6#^!e9F!_^x;I;<B})0`Kq>PJ|0F+E^r4|*YpLJl
zmwA@TKC;P6`CHk!kG09cBqID-@Er@m!sTqLrc%yr$Z$V7F|l}u03V;uFlyx<1~ezl
zajY1T`C`h>>UbIu_#5fZKVi!5Q5iB63gbl_iL1#k6vee^nnEM09wuW}{FZgeVjV!N
z*<tNy*@nUz&8S$3m?FnMx3q}a&o<YcbC~U65s;R2GR)i4Bl!n`f)gtLhGV*Z@7w*h
z{F*_LvMFz0>(~wQn4Xov?I)yo@KNH#*quv(!<%=quQ#fDsk8~=>Yn}3dis<J{PU)w
z?b>GxXg=Zm%em3l++f5V|2N`rIMoXG`syKy#kVA|VO$B|ph2FfsdqwIc2=AXcgdG|
zcWyU6;7bkEG|lfTVVFlLYJeQV0!(kZk)+dTA<iyPp165BY$o0t9uJD{!*x~)V*}Om
zFX*L~RqQ>GQ(x?)(O`*$qAm(ydoxZKr@MSkGeXVFZ$$H{p@F|(LXVfL$M_|_6~Ttc
zW}B>}<h>Wa^5;KRQdYM6S!EI70!GQ$ztXVg)r*~<(!5XmbB>SQjjGJiQQ`ybD#b+i
zzb`=2|K7Of?bZB;uf2l|1%P-q)$m+hUF=Zq3`bQZL@NT99y07>m_pt^+H!K*<hG7K
zR*OR+kPi$++Oy3bvr?z~^VvNy)Rk{&{nO-eNhB~#H7mlnhgfcLeZC!tTukrff(_>+
zCKB4uH1c@t&Afdherh1HRh*Zr`92Zx3`Xjbd@}N7Vg}5h`yUGa4BTTghL6>IN%(EH
z91Ut02{`=BnF;Z$e6;$ry|<m6Ei{=3KeNQ&(EFD%yqFSQ*0JEB&DzyMFdn`HMu)-%
z5M%jqfeh+Q2QN>l>%flsrP5A){UJw+;OnJd(Py3s(JtZ+*0C4lXQW=CJ^}orcaPpP
zAzgi;@URanWP!vA$uHz+?C(Fb(P4<r&GSC|p&Rxc+BPZGBc+_erQ2}N|9H5NM}1*g
zjx9<v|1uD<kik8K*8atg7r}kAYVmZtz~LDk{3OLAF`4u7U39VP*;yXIp^g0f&WH!m
zkg@wlCvp5kwzQn9A#adh@g8juC5t*lBcp)3*Od|IT-r^p7PD^ObENC{enpTo_t((5
zucZBREKU$w$Me&@kNbsggTjyg_;kj?lIsKWN4=0LWA%sMzm3RC(+t9;QYFsV<QWWP
zGAx>&e8y`2vzERIB-9)ckFD=OYIq2wR_}~=8lRd_b`v@qU_GJfL2Ljw8m*QN&=Y45
zoh(}v3v~ke5?Pg&<SrM$t5I4v2y9pBS|nve;H9<~r#nFa(;axnqz+|YVQY>QE$V6R
zsw{H^D<&`vi~pX<gD{xWjg;wE3d!aytzjL#C#7y;1GZP5FtoAypUc|C_OSL`;^~(0
z_lDY`i`!!*+T#yC9GX1gwpt!cD#Sz?aW#mbOlld$0wldgMcisPu!xmSY7$}ge~h&=
zbZGRn-!p{WfZ+QO-KCw_n#cstD-VYYh=bD1N(7)wQg9dv<l^^!5wMz-?Fcx{7+BQv
z+m96=G-uw&I;wTsSDG#jk!o<7-8fk6(rwmv!iPS&hi)+1cUIX#Vm(mf8pRO$?;}Uj
zEQBJt)$a?fppGi~r)V(cEV7a;8Cd`Mg!=M6unhTh(B1(JM;%`jB((~}|M!&iinORt
zs4u-}fqHirSNLxc|G%>p>z^Z#KuPU)L8+$BUjqNDS3?-sN!WW8wElN2k|`+lI7k-v
zzj_1vP!>yJ`FNTCnsy)~^<?^QOF-z0kB?^&7oSZm%`YrW)2bi@j?l0bGUF@8IwI&2
z1YLD>DK~TE%TGXQ+3cKVjy;A~aYC9art2L?xP4LHRH`eMayZl>6seF^zolj@AfH;q
z`B9gg5!NjLq4Vx}ar0SrH`KdF_P#R3?LbmlDTX1^?JA-76$aBi7Ddx_U%_9Yp)E!y
zp$9(JJ@hy++1~#7d$_N=T!%v1e0r9I<HRhhf8-AaAqNn^e71JaA$SdF2>*`ZM_QWr
zB7lot?t%rsO(KaH6T%Y%8p1OlTK^o3$h2oQp9VZk9AzkJm56L0zk3wbK$UWe1>r%W
zF8i+NV*1b`%S8e$|4$H-2vtEuE1kzLKu#7hlm9XXkBlP_T$sFpQ6hI6HC||xO$=bX
z)@VS*!i~x$9rVD9>h+$X0E~znCTM;hw3blY8jQ6bnMji+D1Z+2Wa4D>e&LXSvFZxV
zU!eyDSjgry$J^N1vEq>Ph3z%1XH|_WKEQ{HA!2{lXW4#v4o18R3K>rlle{|C_F0Y=
z+(^_`tCsW4$3F#+Q2pYhq*ehQW(-wQQnDS)5a#nawhcN?i;u@|00w*dNK}=d^<7E8
zE67FzFP%C)`C(QBEH<&Ig&vGu9?+7Ed4|{sIU8UQX)y12SyCC|P<<c>)EKV^zlxSW
zZi;txbHki=9<MM-$E6g453ng4y1W8T8KG@wy9yfkU04X4_nhlDPWRO${rC=d{Yq2S
zA10nA9DKT4q<JW7%kY~7`@4`A^6ln99re|kdGaAK(jZ9jzU*tDfg`{}l85Sj<(q&D
zc^%M*AAgrU2F)A=;<lWjq2bskf8XZK!t{*~-?$>{*1G-tWs}7GDX_a}-)+%<uQZeF
z`}!3#73DSA1OXPuYj%(%#CxjAv%pcBw(98sd8hId;7sZJlJ7WOUu!c&bq<u|vGvZo
z_wxZUAXQ#)JLw%msQ~1iQr0+^#siku?G+{;ZTDuHRtJ5vgcd^x#PF848X8Nxbv>0W
z{SipstMBh*iI&CIGu&){@68@hKW`hJYxUhkkxd|Ko^RyEYykV|?^fM6x6zI14}ij3
zc51OpIuzVCboG1w`7>-bdk_O6zQ;YQe}pCxs4+_A(v9GIJ||YHUzzoB;1&jU4)DF|
z-0NC21tZH0#a^4Nd!}Cs<j;9^BO@a*>7{YKe_np+7Fx6<PT0GdOW`pyp!RNw<ZCuc
z!!RL-LG54(*46&#zKMTd6}Kd_Q%p8U8GjlFU1&TQcomi#?7Y3bx5WJJB*e#G7RDt6
zA@3oOE8#8y{XD%aBs4#vmw(o?UpUw&O)>P>C{=w`eIacQd@ay#{S;1(9nTX0gP%Lt
z^-C|c$SiCn9|wRou0peye?pBKoK#Wf61M4NPGc?L2`Q0}Cg*eb$vxE;(1v47<(ClR
zjS-WSUrP&d4sYL?qIR5Xd5aw!1}4NGWx91Jx-lIvCt<L$u;fHj2$l+UJfiZ>$C7dR
z^_7{RmdCvKp6Ck(gOwikKLO9W*~v$oq}xN=BZ$~H#<bOSY3Hi;Fe4wo`zeFA$F=lJ
zt4@M9DwJHnp}3Q(!mKT8&hJPS0PUo6DXfQ=3kZ67opLma8OHumj7%0)7&RnSH|Cyb
za<k`t#f+Z0!twRRzH;p0fiz`OM$VH;V3GmhhnH=2vOE?b&ymWuYb7wJ*c-|z{6wo~
z(8~ut?tfAi_1vp9J_@#vfhxkVm=p=|U>s(j9)Fe%EycP&$Esb(qN^)bJL}{qc6B_e
zn{)SL9lO!4bV&J&-KpCgdr`cDGz!@UQ%IeuMwexz-L8)`gZjtQ_qFT{&@7)VRz}Al
zmrgI(GYJ?U7i!_TMxY%*7vF|I!e1kcY2|V}m019Gi5wow9u~W!1a%1)V-g?6_*>F6
zZ{Vri77&Xf@||e%uzH8dTrPgQ5e5x><7|>OyY0QC9^F@HV`@Nar5-QUjg+{#blU<$
zXx;F|L%RJGMkCc(Yd1QUR@m0_gmWzH_Pt7J!VvFs3NlwNCwRLW8~0agVOIu#(uAF+
zIB|%eY%*vVvN<lxJqV5=aZJ7XDha_QnXccwREpTIma2ag3^+l-)F^yO54*hlb2Pi|
zA7J(L>BvZdvcLMbY8rE8=qqe8nY+Xs8u2zD;1+xC&-GOjL=h-c+`*;P=sj$)2;x>Z
z#`U+;;f9%at*E98l;m^6OT)TX-=TmHn8jwyr0YOvQpxr|eS4mhd2j_lp{U*E+2PA&
z>1o8>07v|_O*|rD5)zns5zHkwCbA+~UJo7ptd9-`kvLeL`Q$HJXFnc6&S$F;I<w;$
z$^CbU1+h4=iVjV3(Cc{hJxq>=v=nx)iRr(HeI^Y81+~UX;{W0?0u_&C9##AUP*8FH
zCCCrhyhA9=_}@J`Az%eXEd&1n0VFk82+z?Us{QXCBCsI;ABYaX3zVwzQYudSzk8$}
z!W3dd{+42n1p#|VHuE;JP!b}dw*W4aS)x|oYTSe^EXW}e?Zpn-E&kwswjWXTN^f-^
z0jH;Kui75rzepua8&uz8*Q;D}``@D$OHpRXQcGsff3lruVBM^sPs_E-1(Sbk2PLH1
zj8`X!{=H#|5VX!^>Tty2Uz`$HN>5Y4hN_~L6cQR5nwXycti<S@noJPV5Z1ohYd;iX
zXb|%8ahzCJbTLQ>`Ukt1`+{aneTpmy{9DVSJgB7+k#zYN$vDLPFQESekZ5K=AF%~<
z<Fo%h{9OQa>@K*HG5)qYgaR~cQC{a4!M`1?5(oWooc}x`B~2rN_|6x7fWU{+1%l2h
z<gj_8ZYqIoG^-icJG{#j^~AcxU&p*-+z2MZX?d**JWLr%iF*fSW&}`_nVj1kjgd)-
zrmm3^hH$Fo9)jKCn7j)>-3kJ&3z`tp-Q@e*DNW4#0~;SbJ^imxWlWcFq{`Q&57Pz1
zK}dgid-IxEz|}+F-+KjMar-X1-;yWsVa_gFqW+0;h__L-e!d!b3~)XOD=RCX;}oCI
z;b#(7X68q;cUWul^BFe87~avq*+73}AF7OidXWWiw1n>SH6s1Ti%(MxjvhBUzbn{c
zO{zv=j@|L>5prpoJva*+TW&}2ozYlY*%?Q(dIvI2quMV(U4;fZqhQQTn9@sBtsc-{
zM@OxFiQ*is3$ej48k&iE1e)%Lzw@O^5LM)C+ekAFqMdw_vtdStIot2Sc!~CF5MyNh
zFHQ^o9IfAZ8_Yle-3f0OocEIj87OFA(~__?QLYRgZDG1ov!bEUbj|0EI;FAtjzxwN
zhp6^a-7-|D&jST$YH8uuIZVc1pDp8^xEeIOvzh=uBA<01Aq72+DgpG8{$TMn^~kus
zSvhv~fdeH7q+qpTI{5>(cebm2Nn^PW@7@SbU%pq!64*DlGyM!}*K+F)LqxcAZa}Yt
zQ2zCIv#8ZoNkJh8n8qJ+2(rJ@teAoa0+W~)nZ+WR*JeS=#*pMq{`|{}XubCa(nXms
z$nS}`D~O8<IQVF&g4LH$CH_kVtex%%Y?j`E#e5jJsvm7`ZkCpuY>npu$1OX%T86;~
zt8f$A*cX_Pmk6(ejyokeIY_F2OPA(fee9?p$!3zmWwJ5+h+4NT<-VEPYdq>x-?mxx
zh^dJ^agN<Gcp#tz6iwPz;+0{vbAFgAL{Qx%;E=u#lj`es#nAa6IO8na^fcRRDg1cO
zcOUUSW0{{clzYgvOGd4m0FwGJhC=WSa9A!kOk%k0&b5A=-*(l4SJ6Y<)(3T6f<TJU
z4051s!>B#o!CgAFC|X224POKTyrmM0%gQkBYv6$V4uFm-U^)t4UY-A8inEk%uZID1
zjda~ENXF1QMFWgc!FZW|8UN5kxiJC5P_<>R7I0NLMoL@b5Ud%J$+(JFz*G635icHH
z?6;NCEQ9&3Bi)lO;7G17)a_##85vnpTRV1dTVP_EVE5e8h8)fm2SC=F4|h?AXRfSR
zb&4=c?0>r88psk)2b{o9Tm2#Y)g-f(YPq_6{2-(-%weWcv;4%|6Bj=5a-lFjCB;T9
zG=GeZ*7@?Vmz~-~LB%{@<{fPnz<?fI0XG+BBF+nF9oE)ADopI%T+aN1ESAW~1RM-z
zD!j3dupLzt?bGR<fwQmdiUz@F(Gx|Mn3VJo1#doO2|RBuPkSvz5}TUyBIKBXkQ}wV
zZDH(a1s6n`w)(I(a5@~lqPa9LeEaq-%59$}_}tX??KDFjw|csJJ|BGxVB7!=Vpig?
zxL$AG0qGkY#C=X1Z`=(>_7OV~!^rOwia-q3?|AG^C8+@r>Ppt0w4EEtrL`Ua`r`Uy
zc`<~0$ZNye&Qc0mb%7z_HF-{7d?Vt%kz?8kQo%yo7+lrhRresUt~)_48Z`FfrAf`T
z!2Bzv=-_XfT2%f~pIn~|62|5}=e=GMCKEU!a~t+xA`nuLa1?|zfg_tKbcRy}D`>6E
z#Nt6kJ05m56zKFYnVeSYccoY0ozw9N*kbpT|0N5rLO@7Nz24d5L<Pf-CR1{7&04&w
zMK~wwKW%)erh(sqVN(ie)Zs7oU^ChAT`Y72^SN(m)J=q&=q=RKF~GWSLBcrP*WTKc
zp4I(y{K5;RP8Qm0{cTF*Q3ePCd+kuK_U?x0rS;9oFv?yc2%r#X<+M9E$c?#90B7a+
z2&2X?qwBpWJ-zIomrwLDftTJCE)@$mnC$#;+PM5iyPt3f0_nN|&g{OaQ{bsBNK8!h
z3hXY+%&k8GyJH|rcW-0}x#UJ9LryqNVb0gD`c6yBDzxHs0jotF^Iai*nG~HArvvA<
z^djOnS%<9Y%Rknu7g5eh+_iTJCmv9l6MW^R@-dt;poN5ohyUX=#iJ{0_o)K!$ru2Q
zo&2aaA#CSbnx@`h@AkT(|IP;D$oZ@s?HqT!plr)YV{L;B6aWsXGl1QLkb;n(45r1{
z=$g~0EXDtA-*Zsulwhqv<)Z!bC5tSGi)6%r*82Me40RH+bO%HD|L*xO)$xB{{J#o$
ztlL)=YX;VPa|E>NIRoX<08LFFe_pxP({U7I;IXr!2Eut590F5|OG_hvH^V+CAS~Rp
z1a;Mgn?w8GPGKJZjnqL>*r@RFN>sfRmAH&55*NgXfesTTqQ4l!0);W0*A>VALWX`6
za6;{${}#a$1;Q}to>)oq-(W5bf;-<GPgdQ3dr9*Ow27=MlUWyRX;CnR`wlv0ygBZk
zmOT`Xbo2G`@qxNl_#`hmn}LQ8ZqXxc74>|XO6S?0t$>|6|GBjNUz!Cji-Jb)2IEWr
z!UO|UI`YKEosz#~jubX(JN!ySxfDf5p*n*D8gG<GolpE<V^Ii>bc>^;^lxMN!5G;^
zzl=5d%ffWSLH8|-Yw}CM9dJq%I&%k;a1`)J!5^iyFd?*bG}8DoP?dO8=srQD3O=Xe
zG;K-!_3PJrGs6-K6*`)D8<iL7I!2)Pm$Vuh8d8-lzp!R~w#)PF$QhX;{1)(-h4uZR
zR#v*yvR|daRVwo4AQgu1*#yT_lN<BybVJOCni`@bz9u8BmS_~O(UZvzBInZWz*gVi
z_!6-KU>~C#P0k;YQm8DdDg!8m1Z2t+Fgi4TuqZO#SMpJ$(#;iRD*7Pyr95_3Jj063
zfTI6{RMF^Oqq^k_v$C>+OJIN<(&!oMe2|nJ9A4)rXP%@2N@-VtVq=c=izrN<0vK1+
zdZBOh7w5sz!PAsS)A>3=1(Wh&<>Go#nKzlIJA&f4V0S=H3K=dTBc3rGS}=jo^s*ap
zw@!YD9$}Hrp@RZX>?2`eVe|yBw8U1lo=zcu?D~PQmFcTLrDqLYu*EB61uF|X1m#-?
z1hn4IO9C~acb(fWKC$$V4z{v8mf=G{;K?1%dz8?%m@_gm!nR5)hzY5F(+*<&`!wfS
zj~~O!F_L=?!gh9cFNb=&6fLq)q-jqMLQ3jTIv7I}u%DaV1nT*~pe?xJ%V=>1m#Vr&
z>xSS?wE^*@L@iTfO|K`YAhIL&w&=rBD=J8g*e@7J;fOHx-R1A=>w8d1=VJPyF)dXR
zZKA@YjBU6;ndFGwvV$D(lIBGUN&V9106y?pbVAAb?Fl{h=VmjM6iO_l(fUc)JZ<qq
zN?)NdsB@T5y7lw)E%|{#JO<HPkCT^T4(w@PW!k4RHOZ7e%oA^FYH~jr*VhJDV2%`N
zIMAb&qemG6dVu89D>)ajSCu2W-!Qq1+Ae=Z`cM_BXIG5X1O7RGZ6IA6%nDne4%7zR
zT$frqC496R7-hO=SNYVuRarlP{GrY6Hb~)MCdHy<vKOO}Hn67D^&BAB9-sIBZDNof
zjM&WIh*Bi}9Y#O<x(=t~X+7B3cb+-{`@c?)8$eJw0709H)6WOohzGuVc|8267H~E8
zpuVcfSAv;e6Ue}>U^+A2SP0H-N~-B2v^JEjj!KxC^<K|(2ZX@uyxZ}Q_z_hrX+?V<
zS_FD*_@_zFUNCoYSWX0L%Wp+ka6o$+U00Qi+Fpvc0$#h13QYh#R_5mV;yF>2q?Si9
zhuQ2#42x=&|2BR9C<#JXfEs;(pJNv9(Ml<bCJJJGxjvY=8F+^(?6Gvb+YY^X)FV#X
z502qWXLw`(Ckv3LttR}LoosB8*Je;>x~+r!o^NrQESD-WP(P8Kwx72Tsq7+6V=ji>
z^NlUcxHN4A#3KE4=4ERjlRX}HSo!27)lM4Ia~1_o4!ey0MW?HF`_GdB((TV+{EyPN
z05PC3!ptSZ#vl5R2KX4$@F?oRg4Sa=%$77cv}MPzf1Xu(Mx&15r`R8`^VQ*E<whP9
zptx*p%icG-@^Y|YPq4keU`kkq(P*IjzdGT?gv)VX5sN<xgBhns=&q{@oI^q%+XR=M
zQkNQw(HoHL0+=)Ypk&ab{SLH6B?lG*AuwWi*dqbK6yrF|Vp|MQjC-#3;)Q@eus5UM
z4LXDt1NetN`X%&$&ipITD_Y;<)Kzu7@4D-#(bQpmck$0&<1((b#rA$7m|Vr9s%d<O
zp2EM@vHj@8-(r5p*PO;clUGX*Lw0@U;kkH2GhS|-5)lyrd5OvuQ$l4|=#m?dVtwX;
z6uiel7p8kZr|!H;y?D6q5Os3{i{*BlszoB|tBA4M)NNrZcXQ1bEL-kh3Nk*i3H6r8
zHu~Dw2V-c|sbjpYJ4pAFf`EX4^?R?zJthW*Vm@b5k_by^gvl}wkE=2!mPxR8a${;8
zW^9)^3?-qhep)rWZ7})dNjMGR*{l5`R;%OJ|BS2s^uKzQlvXLPrlu)8oH6_!f}4pe
z+1}XYQ;kS?#UWWqA7gV+IZ3+U_3Qte)EKL_e6*ScW^wj+km)|=l7l>q3+iDvyG4EL
zer05wWNeB13Qsb=%tIR1F7HRfiyHfh$6!wh=kCelk)YSr(rV^imvQTryc7Z1JTibf
z&KZ)ph+<MrliP1O!Y#<pXUVpODz}fkw$n-6=9p?{?;}Ed{W}w5wYuIGFPOu_=~JM-
zK1=irFcxUkp>5QVLPz}4RBX<HM!ph^Z653{iJ%r>v(%U32B_MxQeF1XD#3j;BjI4w
zW~tGqz|=<LcAb)gjy$fJoM~m!lZhaP`oX_UuZzVQO|Q$O;%S>q2av6X3SX33{b+Qt
z?CjODS|HfGhJCmFZ@{IRzwwBAHiRd|=H3QD1@|MWfBsyrce(QddD-(?s;nJqqOkoQ
z^oN(T_m4hZ{z^RX)%8#Gy&0#-H3fQypmy3HUhfeWZ9V<;8OVE676c1)W7xN{flQ8&
zG58QI47IOw*879x?Nsj{H)C^9hn_xntuNCn`%*vj#jGdbv(Ub0E46(?g^)=|MZ^jj
ztvTbgJ&i_X>(QEc+ph|hicF5uxXc+gm<|a#Kko1Az5YU{^sT4*hgTlcB9%86#-BHr
zuD06RL=eRUi`Ot@&A-~-5&ZkePjkA+Xo84ILjOu$zAW#$xcJ-X^5*mMxD6S3Jq5|8
zlDV<AhL7;yMO|LyQ#-$EkF*WsNo~R{saZf<9zznEGSz~BhMA)rCr#sQrEim)$sVl0
zp$H9x(N}fx<5FajE(SfGr1p+K>OHN@(>8sd^r0*CTb$+=p5z(OeQrf$d_aS!s=Mhu
znSO9rN4^yP8|GlV6_WGk?QmeOp`eYhaf)0~ivhd!Hpw8lV5C;SS;wP)8LZpzcG*DW
zkf?r~lfk%Qj*(XAnXJ^%+}Gt;&)E(yhpi{}aj)KeHf*^^b|-B9lT1$=-o%!Fdn1dV
z(eZH;d8;fq(xuBt2@4&avyNDk0#^+u_?^e|Q0F2rn>wS~rvx*Xs|Nn$7ffKgtzFk>
zFW(d&{mC8tsM@wGso9cca`T3Or03D16+SL-<UmX#a3Fz}7{UaH-(&@I!=Wze3<zjv
zC~!=*Em#k@_nWVK)?Rxy_Zi}=Q+b5f7gT8oy<h%{{iVIvoABhOQ!Ed+iI9{7VsvZH
zkKCRNx^n%(wW>i;1chz<L_gbEPq*ADIVAm*!9Jk)?C0CwfcxubW>*dco6B?^p4ypS
zRYt~(mQV6Rz0+Wy2=755MROg`R4If0q)g`TpR<NhFoe^<si45`dDLiGqOD9LvO9QS
zMQ+bk^u{H5=;Zs2A;H#cy;9{A9+AK~%4CF3I=6xwyTmRpRW=)OY+1=@#GAQMGp*3(
zM`ic*?Wz+SE32k4)7ACIZ*i@UvE0-+9yi9O@jrX2w#f5%tE}>q(uOv#Es)T4;sX?-
z1?$#c&ftW&*kY6%2F#quNw$1BA(K5vyIGdhn0<M%D@ZQ+(l6&5kDKZ1nB6B&Q>y}n
zuI2ae+;XwJA<6Bcp)p5dv~9Q1ztN&)H%O)+c5i|u)5G70#P|s+_qYtC4fCwQZf6TP
zPH7BfiI>Q}#(g(K{M!x~9S#N=iD+hWr2TzrZP3TLek$p-(QEEAE4o$HS`v3OjFH}4
zoRQf^A5v$GaMO3y304?-;AuF;P>I8`%@yvi0!wcLLi$K2JH^#U(!wdAk*$1FrGrmu
z1O|CZmqR@R4k38(hRrp$c$p~QgWBe)N4^6EeNMnv%V$>{xrA9!Cjlw7X#=Xy%iS)`
z_M%EhEzs=5nNm%QY;~o~eA=}AvpR{-u565RCBL686y6_}QS3uNAv8Ir=Id?kpG;V{
zKEEQ#=x)V9OU|gkhmfi}^@O|hEDvBs5kzaAY<w#<9=p4p-LH`-r&o~N)1zveo$iu5
zJM*&a`1KY65FjmS6ge|t8^G;p#1~YYk1V!+o@+{QRS}3~8YIO6E9S2onq;y4_JlcD
z<hS8SnkOD(WO4op`At>#?o}gaZ<|}R8wY}pgRu}lllQah6-Xl~#`b1q$bfAG+(^}$
zH)@9(=dlh?s;4{EQw^RfnhrmdGIXioA*YQe(y5Deej~)yoCJHvXYC<Ey_|h3&+_^3
zoVttu$B@|Ix`fixY8OK5JV^uHvhyyVU4k{cT^EMByGZ0q^RiKL*CC$?yTh$pmA5p1
z#O1%R!gP+wAO<p{20DB}vfoLgFM^<l#ovqWX&}Gakk9!=`Gk~(T#Zep+odO^g8Nc=
ze!-8E6fvg35;WL>O{g#Yy*=j~$UwAwVxY))MVpgCC>+dudB!H`;1G9*gt$dc#N_KV
zA^)joWCj5=qxuQr7eXQ!){ZXuq*2!5S5hn?FRbLS%?InFOY0KljiQ6$#m#Q!ygh+5
zVUIeWUUYec7J}UrW?KB?Hqm`QS~EGnyZ#uhI&hui54mR~><0OIM(-y`pZwUL{;EeO
z_aK(Z@Y2yRId*ez#S_=}bo#Auuc0TGy-XaDoof99{c=Z(^q*9wy_>7Tkw1#2sGvh>
zLZq{lDmexL6o&`$-M_BJz9_jbYK5?yb3A^d;j(B^bc**0Ykn*lNlZvs(YyKK$+zF`
ze($qKjI9>1^_04KN<1?1%#F@(^3v`6s>Cd0F?TB2M2G9bM)eDSH6)z~ndtS8Yi6wY
z_fnDf>Ow+9eg-cHW9_d}YD?!Bm_!&f6CIwbb=T|I)$tqq+;*2(+L#QZx9Nj44~r!C
zXkXTT+LuaWSSls+Es!CfBSL;_MO<qimk;*1%s?qG{oGE<TI}cd`g-Q9*DIJ}Jf;=v
zyjT;CXadYsEmKV?E?2FUs`XE%U%VJbUsa>>>}xH(`_YAimrnfSy~DK%rZJD}$DPZK
zM<nq##&J|4h{d2I-q&^CZqo0p{^l*QkJ4@YQG0qBkh6c|NKpCt{m$Yu&w#Kd9jo<c
zZQ=rRo4Q9wd}i;q-c{~0oM{ats5R+(*rn2UxREN=mJkKzmWLCX>g>sMva9nQE?AbI
ztJ`=6w(pd{NYq}Gh>rJVSn<CxIrH!@;+Wc29QOC3xd|YzK55#&C^`F{mLg89Y#eel
z)*PWVAP{6TfGzKNgqcVnJ7Fs4(4x+JRzKk`J3Ke3qTZ{=X?p&I=t$YV@W8Z$vTbg=
zb?I9h-wn?Li1^9=A$M7>676oBy`4QyP73cCXXncj*7-1hx6{Uk(Z+j{Md5tsm)TCA
z*CNJ#v;S$+nQu^6Oll|?4CuQN?=d)U8_OliTgNqcsCRv%KHs3~^W0Xcj&0iDq0fAE
zZ^jO7(z7~I-v=dTczOMs7KLjR9W`qh`4?~`8kC0nCB(<UJQ(~B4IL&$^BS##_cgI2
zE$Rargih+98|R-N&>(N2u&lT3wz&WN0H^U<y7kZfXn`sa=#Yvz-|K&ifQudedj(R8
z2|dV$i91ae4T8E7mUZ@DB?+Js0@8uMl|a?~{=I@GRuQ@I7Bgz?--6MDm?i#g2K)<y
k)ImQ~-VN0zII{iu6B+@#U9<#0H1MbRP))8v#ysf%1N$P$D*ylh

literal 0
HcmV?d00001

diff --git a/lab-p13/images/final.png b/lab-p13/images/final.png
new file mode 100644
index 0000000000000000000000000000000000000000..fb20c4225c53aa8363d9fd7f2ab5f9f83ae5acdb
GIT binary patch
literal 42175
zcmYhibzGEN`#n4}3@~(e4c#Fj(nF_ow}gNw-8poZARy9>gb31&ASvA-og&@+8_#pj
z_kI83bMImH-gE7Jtt-~LqtsR9vCzrU0RRA&qJoSj0006306-%M3Sy*$W7`1$KyS5^
zmR47kmWHakIKH-fYYhM>M14p@)z&f~?>q9{iz9{!=Lt&se8BhFZJUQELi0isabbTV
zUj$o9%7Td`QDq1zF`$;Rgcu>_Ky5b|3XwG>M`ZM%xH%eMi;d^#qwAq}$JthkS<}uh
z*LG9@@=rpD<|{J5#P!E+9vV+WmA8~wf?y~B2{eX^t&*w$!$Cs>L~dsX&h}CFP>hRB
z?&&{0J_UZ@_(X331cX5|JBhze;EIP-Xr#i@(Ez`3EoKKs2vuAux=*DFVWD@$LUyV0
zB|@*l$IX8*(+wlN@&+7RF=?fP0UyKX><lUx7_jHDUb%{Y>XX-pS7XEsS<(C9uZ7v!
z?M*HvRKMyrTW5ISd>zcdl>CulZQk^C=+$NvxNP{t(~k4KV^LA`j>|56%rMby_{*!<
zOan8e=8n)CG|4X4Vaw6$Q69ZN6heI*N%BjSwI8z|-?x=X0$nrv&t5C6Tk+Cur_-OJ
z=UBe-NoUZ@9}5xhQ(5yfbyh0u8QJ1tIB{*l8+Xm@jX}?_)KF@CYE6jf;UbJs{JnGR
zzqE7aqwJ$b@K9t%EnOp+OtHqkmnCE-5uuioz#5%2^<&%1=jWY_(mnFW!}rF)Q@BwQ
z%+vA~B-UZdm#^u#H}98m2gsQC9;CKOy+GW!@OxV*zCOs_9Qc-3Na*8aoL3=+F1okk
zk_tIh(<@5ykWpSEg<AdwCxH2F`$#+X(cSAq+QP`3hN2GS&MJbS{j>UO699j^<b>+*
z;(5}ol^C!QY91A4P+R}8B@`$Fjngj0<cDMPfQuF0)pw#b(oWw7nd1U2x?DOz#)&AQ
zP>Ko^3K)<DB+^N(j>6XY%84)&Py!=(fl~$FUwys{!s)c+0fcwi^Pq?aD?);uaFO$+
z1{0YIQ9r^`6U8<`-jYCdQbLSgX+>NbeChJMICVU2%ny<u)H%=j+_0NLze1byBF3Qn
zptg|qPL_1cq3^$|#akiu5qs4VltAu~<W<ZUBqI?GT}4hrev}TOUpgDsP>%uk<ka#&
zLbRgD38|0ye>A8|&9y1n@EBz(Wr^~Y)OAXIv@t$Yx#I}H$z}cJEXTF^vED^{NZsYr
zk8`-8_;C8LH)Hw}{)%*vUXjMh?;BfrMi@)}1H2LW%G`oSG5xIyuo$crClu2Z?hPmV
z;n!pFHCi93f@+3@BIf0fs&0o~>dxop+?Fk0rRSU}u}fn4x`Z}@omGsPssIf*o|K+w
zo+N^?ccIK{0w<|nj((Kc38UZBRuk5^*N@iCR+-Uw!D7MmwCSBp6%22gDQUmq9^!_h
zCCeD(1IIs-N~$n9KvVJeqh=!?dafAo6+dml&>2q@_7#f?lM5*dB`0iZDCg7vNSZ1U
zCpRS7_oofu3>>i%MvM2x;mZ#czAc#2tkTTZ6j#(J8ZIQ&d|T$OxuqGW=~=X_Ku~y5
zxHmCW<XWU$sHVJ<ME!xbe|N~MpT~M;Fl8t+dG7;RTG60kKgv+?fWrqdCSR?~B1%<N
zvk~QZ&NOaM{lm{oxJ0tkc|Pg}Q*l%DQ}$D@yenFRM5V<I+7%u{{YviBgENEcq*A2f
zrJA~t!+^3W`R#Pl&vcwy)>(V0d$}>DNXAH<h~FBhcdQ-;qcQ3*3NprP=4pmZAQf>B
z@>_Fn5pHD-z8qB39%K8#md7^FhN@Fl7W;XyT)3=88$(B}Ok6W$I(E8yO1F$kcVC@C
zZ&v+EgQWCGtK+ly=e*Lj;-reNMjQD*BAIk1Ws^&qjLzO~vuA+fRF#W9Of1-18on`X
zH?*i!s#L91e1~+Pa3Fesa=<JsL*<(#ll4ouQrNONqdBO#+<o7TW)JWD&qbq;@5RCe
z(>d08!G++y;9dv6I<GnDCixWEIfW*s2^Jq_Ipz_?tGGXLnz7iV?quJ8JpW<5;j$sZ
zR2@}`Ho6H{ypkH0iU_+8)4}k4IZ*62$uTKBDaj{W3#b*XWvUg7aU<#FTxcrwANO>n
zIMY6(-%jA%<hbWJ<uK$}HXt{u;TYmPGSaAMt(-9sFlwuN{&icQ=G$Ry-U4{xZM|LH
z&1-ub_HUI9R9`3SVj315XYIKiX)HRXAH$J;bp3jj_1!ySG`>FmV|)qalN+zQlC$vk
zxy#osi;;Eun25}}tdAofMv%Dp)4bB8xsa+1t5jy$W^EjV9o{y)X&`Z<_u+kb@etS2
z)H3!^aTgj<&_|vyl+B_>Gb%Nz$}RLo;S2AVlI4YE#bx(pOY!I8<$hdu7Jd)@p0}60
zQ)C=+oR-6*BaU%qpCslbmO6%?4B*aio?J#;>~oAIqB)vEk{+Bl=qO#Wt0rA)QkYV_
zQUPea;o+gF5#l(t5F@G?YE>*Vya0}S%TV8*%gDZ@@TB$r8J4}$B8@r?g7NI}-f^U7
zF%~mDOYu5UTfNWw*4FdaKX3d<^WvPZwel+aIT2hWHiVhF#nIAaZ0-H~6ob7`k4G;v
zzOP5Vk0$165c9R}vpxb+v^#<y`qUL|6|-*zFC8u+eIK=ky_0q`^)s(|2ZZeOCLpsP
zjJm0|ypIRH9FzT%+21p325Y_1EY>X0qL?_gJF(ljcDW}EFlv_bQT1u)lu?J0_B##F
zB|l?2C((_8j`M1`7K`$dx<_L5e(DJ^;4;`U$f+r)QQPU?K6Vw>CI7Nib1GZqd8k%C
zR<2)esApffT<zn8<^OWa(Dq&T!i>A{{^=~%mn(xnHza52!Em#);j`#7@wc(dbML=o
zcZdhtCXW_3gUUd!B#&N~{3Mdd4P1Q~YwCS7)XuqrF(1|tJshJH-R@xhuI-|rH=#&E
z^_}w4Ow%uqyDq9Zs(UIi5fe{p&Q#73PU;1s#&T!Dcb;p9IKH}nnhY#VG{2@b>a}|2
z^5=f@&N*zSx@%8$9->ZZNfZ2|x7cC*)C0T>YC-*lJ)>8uN2uc`)FU#bx2H9)Uu34^
zLhAcs|M-kvLw+H!=BcdSu&BB8)(ETP^{VaMc)elE!h+?SzWUiN_x0wa4dn#StYgt}
zV@E@?`P?~mH~dV(9KQ?K`%$ryd$qdkdI^(2xufC7+Ns*GIQ5OeA77aqCSk5`U9W^X
zTq`+MIc)-;-4$)O&fJ`0pp(>_F_;c_yl`i|nz**^+8Sq9)C)J%`zGE_?s^emWNWk|
z@MJGo<!jclpz7G+_WkC^&8K+5(O)$k({78G9+nX=`{vEw1&A%$EzW!O9jdyfN$V+J
ztslmCnjD!n?RX#E`u})X#0jQ$yOOy)zu-Ec+O@oD^Gm-yJ}9V=PfnP<vb@E}=@(`7
z{(SlEw_w2vIm%m9E=(V64^fQ3ORq?Q^IOmHBeRIJ9IfoM)-gYgyNT1S8@!{WDm`UW
ztPbMVY)Z~+>C1!%N6eMXo5_RG_^;_-*BZJTw2tcA^#aV!x^AWSz51^w6YOZ1nb9R!
z1BGwrA6@U#cDcEkYCG23Qv>*JXHI`T`95hcOr^kCtwv%&ELL4nQGnKRARHe9P=^6n
ze?RZ-BRBR(uoE-rsi&6jD)ud~RF-<uQZJVRfLd&mcme2#QU+H*1OY|{iZc?7O5bWS
z<7D4R$tAxpE4%9d6Uhf!H9DG_vYMQlYIsvPCl4@wd?C`Oro8<E5Rt)&6hi0Qq_Jvt
zfwNJBJL)Olxdi~g0E#k_+FrmvS*V#Q(-&8x9LirVLA$}AU^rYGPqx}pui9L%M<$Ll
zwTDz7qct`1HbJ8+Tmg@Q`~x<f!Vwi-Vm{nF&(mZ1tZgXE-y?mV7n7&O7dz)ww)gGX
z;?D9}OUW;FeOVPupmZlL4;b+$SD!9Xmm_C^df|W1e}^eSa^OF*|9t%SG5Q(eIr@ZV
zh5Fb3{STe_5uDZ>LJA6p)2hef@zANqK3!k#BA)&?hzImV{cn*Vi&!{bki~spgS_D1
zCI8MD3z-x7_v_{mLQBLm;f6%JSo42#n#*)9|9^WVr8k$!C4D+M7{~f|Fvu+g8VFHI
z=aKvoN5M?Qrro~+tWW#z+leyZ=Z?!9oQB^LCsjo_qil$t(Iu+AC{fK~d$_$wo>Y?%
z%aNaR_;0tcQ(SW%a`doR2m{VUa8{Y$&1rm8+xdhtvdGxw^Z&N|9^UDH^^18o-zugT
z!a$)RlJnnk>XEnz14KURdzAm*lr;#OB)*k7@cX|JTB*)R811d)d?oo`tNs1;19FI=
z8oatQvj0ZHAV7Lh*lvP#!<+vZ*Br4Fu$=z?KUFVrP?m`2VDZaOn++=g$x0vCn$-3t
zinPda=s|aDqsbpXvWj^8Nqo0hKTu`T!a#|A6j46MiWM{^3+3c|sg%mWYCV{eq*<g?
zbQrggMFvuoS>4GAOtqUV9@rf(upUa~JbZ9mYW(``&9qXy#N#!CDQi;+FI}RsXx2mo
z`0ZS^q<MHEfF7iXGOwC;3Q>QE^#I^i88_9yF!gOLAcQ*L-6L9{W5+|i-_2H<X1)yC
ze4B3rJrEQ9OUt3Ke7x3IDpEX!QzON`2KRkk8*<_GNczIJ^EL0Y9e9|@UW=HZ(*sV5
zv_dfvn;4IauEs31Kuz!FS*RqU16PB-7&WNMVbai=`JIH(cRgPA#Z&F~ABT~cvP94X
zcq!E*VGy4ORx<d1zrWTl)07?jz;43;Rcu_aL&pKJ_$`4{#$+k3AFfuitaFb=gMO9K
zCI*6`!2Q`TX&?D)2Gt}U7#Js%HeZn1lg@k<u%Ch473a^X3k(DjsYv?m0=$7Lm_h52
zaAqX1;wvJaD}84_jOa(cr_&+s?%{83zE`Q!<+?*S68DMU$pIjiz>4k&N*4tsL!?G|
zdQfhn%vyqKNnd2YN}eKkMpb7Q7Y>;O-s*ppx&nB74~KC<j!n7st6|H2XD`WwTngy{
z4$$<b#fyh!M&mE0VuJPuc@fkZH6haUpr-pgf_X67s^tt^W~|mS8XtuFY9WZZPj+wq
zk3lps=zN~#@?f!{#gkY$Rd4eo+wE-oXN}XE6q&eRV+_UyCFDr#>nr#D8TV&En=JQK
zx81R>${5e8khbN>&VXBtbOCb-pnZwJ-^&k;g78E$PapNs1QJd>L4oo#{@*BFho3nJ
znVO9}o5FyKKw0j^@2kHT+0RzFY=5*-y7)b<l>v4-k^=_^N*ev^K`gqE-1`VjGCJ<|
z>wJ2!s9y*Q)@D`9p-Z%=>9gEuBKGE7Ck{jr%A07)Ymy=8$Tj_0$JKzZ>!7Uhtqhdt
zi7o6t`}os%b^F7m(alxI6K5Zlr?KV+<Mz)_%!sL6@R}3EZ%bEwhlXNFFf`>r2v2uy
z>Uf#KpS1s_Lwv?TXy)N||4WVSI2{S0+p_mgQ#^DzlD03%H-INNUBt7>?_yf-kn(<{
zzdteXeuL(8MC7OuPcep=b8|wO+g%<vOf>M(kHl}GRD=HNU{o1ZhJm+NSylYT%9EPy
z;{kV`=0eL+JG;5lymgvl?dzZKZ#{pRUA@~80I$=+!e?X2_%^5Y%-jz$#DTP(L_&Lo
z$(wVQ332lsxVQm>tR?-G4a;o)cbD!C$O^EZ83IMFJ0n#q>>PHra^R($#Ybf(P+`n?
zqxy`R=!p!k+QEn{lnFh-2P=IIJwGx;P`V)O8)6B$!8C4~B|^`6cGJj_vXboIk+7w#
zg6B?c)8%?Y`(N6)hV(enzGI6F-{AV=;*H8=;89_AKO#Kd)q7y7uvDj9*NS417NnfU
z^?_Q<ryomjY4y-L5FaS~b8oUlgn;eC1mgO4#{&W$w}#S&JXid87O3B0=P?10uou{y
zp1z`xpNk2+nM$N^Y}JSt{>_rcG}KI>`a*J{&YoExb7H3I!|{|I-M*kgX<hxt&pNUq
zl_?=VBVmINihsgSr2wvrvLq&(<Xq85FqGH4nz@tagd?`u@$?-sp%z-~frhL!{`X0l
zzK2aNTOah4zK3H`q0u((24iqJ4QAc@au+g7e)f7z=&VlK#v}Z+{mHTL<)`QIq{t16
zH3+!fj0e1XuU7GVSUA$#q3P*dLjOlUW~apuXi>E81V>3<c%NG0aqtm?s8?x!`~h7b
zH79MH7y`uaR(k4*CBf>tENc1A26A?mT+%1wwyk4xq-zC#NcZy1L+()ar@uD~p>l|2
zfX7NT#*7nOYq-V5t5An_L}MF6b~dQz((GL;j!5SsHX4b$J+i}~w1<wBH4g}TH>rmD
zlL_?@#P?=Ydkt84Qp;hncvgTiS0va+!Ccfh=pV+&g0R|EvQhJpEcm5&LY&Mpb2K1#
z#|NVrhsHUs$8VQf`j98O>O!b!7lj1xTsamSnIE~9(xPb9wQ+N^%-<ELt@>Xb2_A{O
zi_PuwdIq9KTEN*^E5MTfR#@C0O~dGSghXc_fF~BDP^%?Nks-mb)&7$%(IxPGzN<7p
zTgqhhtM69Ft6d`{YQ4Q@qY`Gq9)ETx?A3W$s0YU%j{=`u55a!BEYHbl>33qd+x0V^
zzas~toSoktb#N=EayY+s9(Lh3PNCdi_SxqYwCI!V5>l0TaI=y0S`9*7I<1>EW$yul
z!~8oQZ|(P%+gkjd9<HiRzMr3j@oCDFdT;cV#J`xOD~9jWWhPAIpM+XA*(@=x1`Fk^
z=uB((^F8jHJ-xTd_GZHOb(+@E8yL%z-a-TeCt?WURipC;oy;nC;7yFyL=Q2X=Hlmx
zmJ~yz=C;A8&<>?uPv{Gz?1O>?ahDzWJXaICj25>&I(ceut4*OsK?TCEfcu}F$?=KT
zq3l(S-R`L;+2b=5pfD_8q`3c3+to7ruV#1G(2tke9RdDLcZV$|+c1s>SnCdE;FwwW
z(Yf~Ps?gOd_gEg85fLM)h9wr-x<@<d7|&fv6GxfV+-|dP-0|Js2X(Vc6-Jdt4IYEZ
zt&520GsQ}sLJ{Do(1|cLcQUh@$7>fChm(13ohLyiuYPdBIwGO@3H-qu{RvNqUY9%N
zT81n?@nmJAB*eCQ#dTC{$1i~2>5!cz)A9cLL=|Z9xx^9*O@xZ6oUzOhsELl>JRZln
znrW4&x&tM__|90GaV`WLfGP5wkF<cy2!jD$e)Yt65Mm6Khu9x`xe&l6+4avJvDI!t
zkm9S9zyZdze&3@uW-zIg9O<uWoIVS@bUvGSOj4dsWJi}Te{j5MFX417iP?x)u_Q)A
zMXiqr1w#*UqIMg8`t*&CON3>jF&RjGk9^?MD8Rck59gl(vkC_bbtb+g{<y0u+kk^a
zf0qyM76q`)KlgWb;ZyVJTHUA_fO89faEm#0gpP>FpNATx1{tfl9X}_>d!asOk4lp*
zDm#_R{<#f%N(aM(%G4{a6Gy;-;qyGY$J@*{4K5a4a-t!YIp!Qc&0>|0>-TSB<vyl_
zj5A~5*#pt>lP?gVr%)|N+(AYq#UBBMS1!ocLlzTPlYuVO9N2yZ=Qg9+2TE|C+8l`=
zfk$)g-#=bJ8DsOGoj4ynKHQ1Wb=y)8feLIR!5Ur0F%>{UE-Kk?<y|?8fvy~bId_GW
ztX{cuw4}=yt5;i}G+qQLuy`t^OYy6(XFKI)3XyyT;sOtm@_}Ul8yXQ{5*_LLhbXJ<
z<@t866AK$>z)J0?_~N?~FdH$TpK$1&v$}YU%tB{Xc$|UFYqb6?gisFb)nRA<&3S?F
zAS6h^lnZ!OvBLfSm>EfitnTti2_@i0r_e_LEz7;QUqfDL_jE{xH(t$KKNdn+DuD-v
zeK7GFx4@#Dch0RctlnQ`7uS$4S%AKm1ly{!kg?h4LGTEP&{Gvm#IGAsu_<@S&F?M`
zvRJ8$!g9Y=qf{6-O|VLHppM||)NkJ>;IWed{<tFCw<U?6-Vj{VRrmU5#)q?9u?`P=
z#jyqVn*I=)th1k`WUiux$c!qO0Q6K<&{l$S@DBP9R&(80;>)61S`m0Upy!UJ%_4z`
zH8Xkt7}HJRnrE*xk{uGApnSZ8;ebj|!O>{o(7eZVh54v2C%QyXXtmxG6~Ag;*=d2K
z8u)a#lBEph4a3Dm4u3273>-}k`lhi!n&UT+*@SOet82Axh4!@5F&|<3MAp12nlv)2
z5Gk&<sQn6;9)$Y)i?&prTvr+I*sJNF<~Lnc(mWVfrNv*ZAcL_<U-Wb{lTjjA;|GMy
zSNx7|3ZQnOEH2`v>ftPb!Kdmnrq6B;9w};IpK;KWG&uUa*Sw4guG=ip3cOP)n1O#n
zG&hZ7W1poF5G1C-Ku(O;Fxkr;Z`$WKhvuiv3cz~4<_Ju4ldiU)5A-Zc6jmsDsG+fU
zn@8QQ=26ECy)+>$VI5Rlm;};@+XNUWIWlc9<u$vJNYb$6f8iA4LA>DjMj~he=a*Mo
zs6$85n53o5D(qn(zC3%2yPFf&a>^^$f&Oa0)E;U=_BO!4`H<OF372sb>GvGf)^|s_
zP8L0tpVz$_=iomwpXTOOQ^b`rAh+f!u;bHMpOYfXFqn5if18t-+(wss0L4oBw&lm2
z`5c^Ru^9ykFYMH&1_S`AF}=*#JPdQER9mH%j9B^}L<k|eiq}C}2{=CL^oL6*Wp&^=
z<M&W{G2*aB{s3E~aJ%jW`6;xd(mLhhLXB(>MbRYA^?stOYgWD+8h90<yg>1UCos!O
z+g~F^U23E><BllMFa}yj3eX4R>dzLwM84}|gP-Ck9ScU|%Z8R^uz1{`e+8F=0$OeJ
zSFfyl;>swjF<D_z-pOM7>d_|(;46Yw=0MdaEVO<cyj35WI|7VV|Gmt#mBeHuPILGv
zsunLzwNDSeF>?<o4CUGgn#dM_I)Jo)@7gPzP{{|5rUSKJF^b<wDPfWSK}RY>;~e5u
zuc}bMsH~d5z^+s@Hv5L8v`5&r^!Qv3>>}M)f8YsLUrjkFj3!}yQ#jG9dC9^cR~CD1
zi8hFN1$ul}gX)Ci#Tb4Ug!hbo*`J6|WE1(73>5<e7uc`z4H-BKW(dPB%I&UeWFk(n
zr6cg?9(P9R!GOW4OIJ6Tad}hW1Xq#P;g&DBPlzcA+`d+03q}P#>hILJhr=`^p<0Xk
zK5=GBX7y4N&PXbssJ*`(P;n*xoGw=?{sGp0>+zYwYs>+?yys8{V}EkapF|j}t_?<$
z0w1dpWE~>StG^|@fh84KDaOSxFZZd1O6<9S=aaU>PZ_WhFQQo1clTeB%iBo-jw?6h
zZ3wX>*F@&G1FL!koMYfPR*~4K7F_~2;V<xLx=?c@_P?U6j!HBw4{$jE>13XxT=m^_
z5?l0m3o(ac4p&pdP|}%$VG32q8c>sDOz_iH)Q{c(3Xm*%P|mEv_U^Nqhd9Ba;fXCx
zm-2cdEH=|t<(;cB)L(wXNi})DpVioJpa^M(blMr6OO7A%^W@=lH~;7}+H0-j)#2fz
zOJoa-vhbmaU61N#F3IYa1~(?*%NJN!{e%#P#RO)o3!Q+G<t?oUm9s!8v;sgLYfDDx
zLe|+h;Hn7ECpZXH`~sH?wI2|QLISHnF2V%nQv;CGpt7PyS;Fp_-6#^5w6gd$Ax7X{
zRYN-6_qC%!M!J=zTTDV06uKl!9B!)OlfmR*E04q?Ngk#^9A2SnFI@BfTIYa%8J<MG
z`O!B!d|+&05Fv1({be`3oZ^CX!eElGgRSKYEvDVuS;5NWq-KZNv(Y9Gh(>rta@kaw
z7PDX^njwn%<M}HvA3@*-Uz|&=12rZl0@5+34l?k-JbVQ`Wfc+m6o^vq6IyH%+iSZN
z14Oc70?g`{bS7r0`EHwr$NS;D6wrTy8;VNfr~Y`^&><u@A|8dVltU+xW){$dfnN9s
zL{E<NiIn6G!$#hRd?5N7YrY5Vqp=5%N?A+G9VCcdrn6s8*4n6fKU~aGJ@eYli!jbY
z%75A`RX<*RcKd0(#(hyY0x1iBzX^qk00g{4WNN?TgEHGr2iZpq0bR`p^^2R|aU^0@
zrZa|Z>Rib{WpLQFqnd)(5?CH3`0DI-`{l&DGoSfT#yBirxf>1(150$v1^frB5HL3(
zb%6<Qf1a3SRLe%Zi17#2e!tI=ctP4X%7l4$ojYnM08FwozeHNT4C{KX=#?>B+<pLh
zT)&T8Ng^Qqo1k++;eGobHFJt+DlLiqwo&r4=g5KT!PQQV(Ho?L#09YVl@dM|%E6Rw
zSl3ytL^p)SItsa~Wa1UmD55-+c)A%qBzFVFR*?zpFyc~trVn_$*{PcBbUQ+hJ#5;c
zzEWYa<Tf9xe`h4v-4`*+cS4y+Z;VGN4~3@l8TNss<Yh{FE}*ip=d3uG8r}H-=e7BH
z9Ayk*<aWF&RN{sumlzRl(zAPgDFsQeZ<Qpm{PEH6quF+>AS-(K>1JE6Snr)mAk0WD
zqqK-aG%%>YrH$eK;KjH(ndk47^X8|88jaL)5%U?<I@RAtk+u})Qg=I#yRO&8CeEYZ
zsEUPb;BZ;^rPN}PREeXSqCa+^G@2g;o&tbhgaH9q(SAJA@)%0UMMRt|P(rMnRxk!A
z$2JJI`uztO`zy?@Hr9YjOAs9!dHch2tYqIPcZp1jFiP#gM;{jb-}HpqUUCp*K4v+L
ztL~-kuVCJ8=IovpwGIg?t$?pv;!w06^q#@h<Iw(`Ma1uUKqP?~q%_43KfaB$L@i?I
z5wF~<YC})#gr&^~zHTtK8czZv;`&w5D%|t?Z^(^BJmXbvUZ+${biYo-B@`W83cRzg
zjlVoNia5YUGJfB<3dJyuyjc5QONMt`I@ds($N;w0??FoJOQ?x(tBxl{^81x?ZY>jI
z!T$`588jsa*iszEEvj^mdKD$LCIzsa^<4HYaeXyDf<gC+5wIwLWL`r2#CEf{gHJ6i
zdUwne$LN-h&6|<UM%28-MpZXAUnPy>Tr}SFT!w52td(RLv>}LuZETbH4h0Qz=d*8e
zIZ&JWBHU)fTT^!UFA|}(B>2k#RwODYi61u-B!uk&`%Y@=Hc#Oc4v|9LD?1pAXnz|n
zdyvFSrRnkP-<CMVn-;X@#AC|bZBxDA@ohYaWOgA;5w`7#Vf{-wL1BwVPpK@c#VU>M
zpz@Zs=_(QR@B^=~8elMEpwAhH*DKe8g-c+`d1<ozOZ#ulxAQoB5>@I;@5LV>LjYaT
zCDIBEHh&a4@Qu$9!&N|aZ)9iJBgWiCayVf8BKGzf#e}U`NQuS->8t%^x3q6D3sH#O
znRh_pMhQt0(bROS$XhYyF3h;8@4k5&2eO!U{5qn!(X}4^1J9F?po`cm6@Qn|6cF|U
z;MeS4+sfRs)pXIJEW(H(Sx!5+^66MeaBrk%H?b-vSbmMbhCmcWs=EyrCk!JPYI{q4
zm@J8Qq4~n`U$>s~|HB93=O?dl{C4LjB@%=v=>K?vA)miLB{XGf)ZhdcQAsa{Ji0re
z1Sg!@FloIWW#Ec*kFEK7i$_Qywt(F+_R=aI1=HRiU~m_6-5-2K3n0gB)bzhC=SMNG
z8);fYdb|&jHzMD)aYBLtB9YA#gM6VGa3@M)<n@nLt*1(!rWL4#0yegt&gYMhKByau
z2wTB^RoVS*)54y~189T?Gsk%eqVu!|c3<7v*O)><g>%n9%pX3C^Gi8#uyz%G=XGV8
z=V#H0zF1X-gK<lZ-(yn5;k-{;QP8&px(RD|-lMdQL>LJSnhktkJuuo@q*|<v$0^x?
zT)T?&-Qe_&GIIxI!c-z@p~$2dD5)XZwJPLz{rlW@i~n}T-$w(Ka>%&Ll-J}hi~;rl
ztpv}5h3O<9p=}zMN#=W-!V#8FLh}9R-nV-tRA|S<NRi0yV(CW(9vLIlpObEQ?c+mz
zujuDjem%WuJFL!H++6uIGvs1&iH({fyop56fpe`qgXHSK0rb<<iG}<r>A>U`=B`9E
z8jSHejrTYBquEg|m%ie`>@1PJHsS=0q1k%d*OR{IyKA3gG<OI49(X(<;2;f&2ex@h
zmbqN-wopUl_$jYoDsq-q_f6ZfYn|NAG($B0C$-{tD|9$d%_afU{(KkG-+<2`g%rtQ
z@S_#f``-4m{HB>m*!!od*231z*4<Y1E)s!(w3<mW5NjMDOQcKN?b{5t=B=80rz19>
zP&5^R_wg_Dk5|a{Kw<#R>X0pYt?*(LYp&zgFN@BtErnk*ZB_<$_pjB2tn@sV#TTWY
z{FJ0B4HepQbO&=#uu{@YeFmEFpq~-VTx=>450yQQmcWsRlXo)Efzs1pDbTUeTKT%?
z=bMoC_x&Ei(oj^8TU8=J*hTnVe#zd_OH5z_;DK(CN_OOKy|+U|yE!(#+a^(#Hakx`
zqB+_>5skrQKxSXldh?4lyF%@`rsk_;-S1Y?M3t%Y)$O5GEvizLY6RoAfWBStFJ;C9
zz0`^Lkvc)05}M$>FEQmrf?Gz+S!lA1#N4KTCS+OGJBPYsg1<yURPqHw28m@=aM35n
zH5J041i{a*EtB_~B>V+hS6i0~+mF{CLt@jeCVOyMenZCO>`>jleVaDF<M=)5Fq$R^
z(%$<{qvrjVP(<e%7X<z|6oQ^BN!R&&3B~e9Y|?U@?@%b3Fb#b0!g_EB?KVCu(^PXr
zmv@zMs<<w41}Tx8JS$MwXouLGVyAHPIT7#PC)!eds@;Z|+CovhPQUYB60=6blg*U(
z&!tc|>{a>td=|y(<{oI?v%X_x9n$_RlQhBFbq)o|6lVKh&foofs}|8W6n?rR8<OJW
zk0^m&(87Gb=h$bxb-pd%c{0%G#9Vdgc<?B>C;LMyj*LqOh{8liWP}JtBa>CDu=zJU
zSt&KucSt8uj#1hAAe>jCC@8dlw4*pVl&hJ?%ggFxJ6U&E9|J~E3Nz?B+B~q8-zL*J
z+|u=)R^!sK?IM*P!r}`O^Kyow^ZdZ0mwOQd950c{=RNses!@>X9+Z-T`Ew&SVEp}s
zCJbd4aFhNIFNQ#<H~<n8(^|LEKKs>{E+K?YT?the%k4ZcocxKV%q2Yq#~Rrx;sZF;
zes2ls$xBM=wzA-B8@H|fI$h$a3>+5k@T*zq35y={$etmAFqyuH+8Ow_Kj!eB@KmXU
z#gc(&^RVS86~P2Gj|<tcw0fzyFLne5HoOaLhOE;$Q2a}_(Ls3B&k9^Q6i<xH2)CQe
zJ_MFZ5wTXv&A9j~0GJo%^FO}zzeOu^SvvWR(r>32Y1~iz&jtWnFDt#|j=D%fH3Vzx
z@D!DF*f>ySlBB>q1IZ5E9`W+#8JpSh6oRU93DgHFn$8+uvHm5tP{F_yiJZp#6Qnif
z>{RsM<W-HfQ7Ldh;#J9M&ky&SgV2nLc13!-zLXtuUvo_-ux2*oI2acPm-G79Gorlv
z`S@;T7N@RY<U_&fl4??~pcmEHQUHU_ELeqP6?d-0T>HO}hs^<6kQnMdVqCgHLc^h^
z+gtRzp-FOYuIx*FIiaTvJ~F-fRQU8*o>}&hZ8vNce$u(@wAN-gND!nymfuMWT=6@L
zV_#G_-}~A}y-z4Ypke-+&YIP*nz}mM@+&!v(jo~no?glwK}8%&vk@9V60r&X$D9T|
z#CA^Y;Xlgqp)tKoIyO3z<ErOzZQz)B^x7JsI#sL0Ze*<p+E`HI<K)qORRfHL$gB=t
zN#)Ulc*Ij)XlVr8pY&Bdzxby|58wuQ5B1>pXdW-SbP82Na#uIdTvY=RX*Jg!+*OkV
zFdH28Kd!Me00s}5+2+j0TX}yo+#$oHI?@brK%(jiQ!Z9Eqk8DL-gm5ey7Yvv+a!j^
zr02TSp88mwKAG%B0t&o>k#fA&(FALlp^0`j$()V2RqeNL1a}08At1~FZ5~8M^p{+n
z!-1@#>`p6p7qm|cg}bN1xFfX3%R-KlUy{FQuiI&<**|D_Aig@79N4Rk18>5aRwU4g
z@Zew`r9i~Z{56$)wd9&W58TYA<B?thZ62OQ5zlDE4Iara!9=4}feba%rZrx+^FIHW
z5nmp9zt)F;IBRCL$1C`<`qul`fQNv%>~r@foq$OLv>_Vz!fzAgJTZD-JW>sBZ7Z7p
zwn~wnFSXCeGhYg_@XG*Z<iANA0;1K718%ks6GnRo#fuWt;BXiSB?>8$nC(F$B@!w{
z*doE@BXRfcpJ44Q1Mk9j(6T6uEbIQ6u?V-z;W2D5wL$r_Zwy=;e}kMZ%IMNOrlZ&Y
zdqP-otT^uUpa*SaOBwbe87T|FJygl?a2d@A*iFb7*1aK`q@onc<J^pf<v~H$f!iZl
z`@fY5C^~7fqqW5=$0TT@vn(WsRb+E%tU7J5J1Nl^3RAYCn6q~|P=8R1xm^C;Q7;uR
z`gW{CbA*Z)mPMplt<m12H;yBXsj#(N(ynFs&FW$lpZcaQ)a)@~x3?xwub2AGys^hG
zk6M*G=djjF2YAp?`$2ys&4cIRk^uq_#PzzV*a7~2&fIvJSmqYWtZHDd8{H~nR_>1b
znpheM(}ntX><!C4<>qM6T^y7l<$(y2Z?ZAORnbt5M_dpHZC>t}hFeGmZcyx%hlpSQ
zoK%msaU7M%%u9^eEh5C^M>J2@@_Df$y?&(nc(JI@U^h%w8q)!!y)@Lk#@&IwbQC^y
zV{ce>liu_x?Oy0vZ&YRRuD4~MA}Fver!(GJKr)hv-$`%P;2&|k_kYSs?urn|+XyuE
zJrLL-$fsnCrrMIQ8OiLY!Qp#a`z^hW90W0c22F*RF*!Ex6)QxoCDF?_{|Q#j5;nM5
zf%w$_Wz&1ffN~3sDl7h1CV~<%Iny{Q2$qkEge6WEKF4PKEiq(>t7TZng_Ff$P5y~#
zO)&!tw-l{YNUGr%N8Tq#Tx%#D(csXRHy>8Tp%mv=rt0_iudy@MMU8U%=nYm7MpRe~
z$ve$g&EQu|<uuwR^u+}X>!lgHM4eGRo9I{zr&!t~QV~91kKt}M@eVSqf6Ka)<(XZ}
z#L)9Pgrv^;A1g)!K+ErxXky;?PW%pY*9Sp?eseR36558glXq1a>F&WYfcsjtJI9Z%
z#;fc-AP#Aa-;wzPo6>GgjI6vT{+k)?sU=*YrB8QF4Y^MK9373EyOU7_tJG)=5u`jU
zo8m9g!(oF2Ky>6^hy-kehR{zkBq8b(94Z-_1~))?RW0C_vA)XRqvFu@+!X^nUi)`f
zEQgRWGrDoaYz4Cq$KP>k-1ao(aZl+$2sV0hl%c`_)!>3pJd&eye=1eIgk9FKE+z5D
z+gHdC^!7lG76eu4`oUb|R-b;i<11#tF&a7zqV2$8*1q)aJKHcU;l;E1Pn$G<<0=^$
znF|6TcAlc#)J)%)l8Q6^8!S%nI)#0D@Z?`04{p9I7Z6JT5=E0l$)b>!@uAyLd<75R
zM%OUea{KqGqN!yvG>0fWB`}COIc=`DkUvlS_8lh~9~Um+7FUsAYF<54{F1`cQ~~G!
zs#5%!j$puBD#8)8u)^*6-Uf>A689iYS{Ie)(pt84hqZ{z%3HkatW%j>i22)uf7B?j
zK{`07kMJ+_ip&B|bg~gxtk}X7(}|%Ac+-&UHGhey+L~i4YCgA?|1NF4y~V;m^hvWt
z(+`X^Uwx7t0y^&c#c2z-WQhbEky+8Tv><adFA)p|{)i=uhu~Hqgy*EKzE_8;C%#ue
z)&w!1b0>G?ewJFhRoC^8i`)oSKhJXUABSUMf|!T*fs|8;oq^iF=~+I39D3{|NvlDt
zpWn?^Wzhqr!!ezm^>M@T-%#zU*L-thFL>>J@e9?u=si4su}=HWjOGIdv&r^I*TpIR
z;17b$2Lw~Mm_!Ic-&>i&>a^%`<mRya1(n7Owvg$hPrhov3u=8<Blf?wPa)<rHWSpE
z$o@Y87GFN=eK{PgBuJNsQFqP94u71;isj;M$!0TCBri@&v6LcT>##EdmoJOd55NzM
ztiF$!@G`rm{h6yaZNFZ}AhGIS;?yS!9u#%S<>Kki5%+IawqsCOYGH$5-|v;=WPYF{
z?das40ix4x5w+m9#&gDy;#D{N)d>CF3@zMDtW@SJI&R)du4D-1Gzyt}xvOagry(85
z2QGH1X?*npnN;Bc4lTpynZ|1MdS93(U;j+((kij7H-9daJ4f*qVio%AO@cf)-8kOd
z@ilR1x>wPtEzQ2nWbsRrJRv3usZw5rdjK&~>dVsvgiPt)(%SbQeUADcT<CR10uH7d
zW2DV!lA-I)kUt{Xje3K2Tw7nE>G~kbiDj%c3G!qkn;W-p2rYj3Gl(pjh6D+niZOm-
z`@VwNA5Rde!{Bv?z6_$~xiBwQ&H7z|WDIXa*6gDN6_RFb(jc@xH+_Sb{C|HcLWl()
z@c-0|Qg3(PX~>D=7de8bZZoD{$7;j6v@*rfVbaaZk;3Yz&BgsN>cFit^(TQnXjOdp
z-t>5*VCm$EAOW^OQ-xB2mlDK$N>dci7z~xGK<T2BXYr1IH3IzHb1Mwe=kDi;l%>3{
zI}mw}&~#aBSlIuYM_oeULV=Hoc@xEVi<%l*HxtioZ1AdwLPYBO8?zRRQk!uP#|J}L
zJmfB@gxzqrd7!JfvN(C2KRX2_BN9P=PjM829_TrAPU#N@eP5?A%~R+9rmh%3U9@<c
zTkmzUNPE}~J*5ppr=-T}6GH4o$}95E5eKb@bUweBPRkNDA#a_PSE@2*q}7=)^`P=7
zt+@G4<<kBdIn$s%wtOKvKOCH!&bodXA#vX|4erE3q&TWbnuPvspcD}YP$bA1iN$rs
zA0aq$xT#-sNJc0QL@+=*MR3YlIM@kGoartcak~EBN8|sIqvZC};XWQ)qWO0y432){
zE+XcP7v15(di>PrTcRz#t}fK3A#GPgWZp(bgM1L?o*0BsG0@@@z+M6f#dU$)_wmFP
zxKk|VJ%MXsB+VSaNN`o~sz821?FzCyLekastd{;CS5mM8^HdVNjc}wc8c@i<^K7>|
zFhm<QgVvbrQ0+dZrdSzRx5Q6$EH+68%!~(Kaems2F%jA9p)x8e%1#>$JvqJ9SO#C6
ztYx3tcVDFfc~KxN-)g#UZuc3#CF2E!n%9Q>Z<&{1_006OfjZ{v_)g*Nx3mBpsl@WP
zOAKpY<Q1>YMx!gH2N1nc`W6A0qmB=n_eq}suL@cxxd~1e?1rE)ZO8k{IE5V9FCPhl
z1_*^FK3fetBjD-3`FVe&F)y(q2foCq^3eS!f?=bBHh%?PuSIadaFC<jSO02bwtNQK
zMqhS2w$ZN%uHbQUlF|bIbTq4Sl6lD4lijR$SnpT4v6k;Jygd3`Ud5*VnYzFy7%=;J
znwAu%kVL0|EF0~oz9zJjNk41qTj?sKk8AD_Sm(d;TE=|k**Cs_YN<qggwD)yELZZh
z3zbHOX@mCo5J8Z8h6Udb`w0=27bAt|T%#7<GqgG-l?u_Ga^%U=;FtNnrz~!Nyo{it
zi<l|nBw$i;vJO01!y)B?MV@zTXV@1aByyUShIRd4zY;^4R8UATp$zfx-(mVhslO}2
z3E3^EfWdyl<hU3En^lY4GH?<c0-Ro`xo5i9pM;M~5}8>)|DsfoEm%E2<-Ul{jE6MA
z@1gDU4PHgb<I^!JjS}MJ0S(lE%RTHey1e}_$zxk-(Y9foF3m;ZhY4lb8X~TE>Zkw`
zFfr=seVKwn1>nKo0iOyM$q2WkWyYd-KGhWcylJJPwj0(&`?2-ioeEg}_PUVgB9U9k
z8C6sA+7h3%o94X)KTW=bx5lx~$zsp{P!sA686zo3ca6QiIKO`_wwR^zk?qw%t@XVO
zTF05`CDv3GW8Ovr0Vf!mcXycQ;AlnRFNPjCQ(+KqD>G8$8%rUgnjvV<Rg&%VIYz!;
zIS3UALQgV=OruR|Y%_F66BHT+;6{$74oirNoG)Wi&16An%Urj!pcGq0Z~)H$7?}={
z{p@YWgkyG67nm(PJk5C^|1bTa24U8eZp(L&S8VqkNt1rH|6``Wer5f*kwd3dYz@ra
z_F?^E8BhrzZN7Mo_G?aviRXMz9|$EJCpNu3mW?492t6Sv)Yy<4k%bioo(DWrd&`a^
z3_>FS`e|&2T<%Tw-Nbn9l``qnzJ4imHq4im5Yex$PruDJD92^ms{eTO^f>yH{^gj`
z&PdiT<H_feJ(7Vqe^CCSF9ZtXSw^%a{+yogeez%Zb+ePht*2McMbzx};aDz<?piR5
zzh9Y%bI4cA1`Uzd*>-oBwag0cSUi^s99hLyVdM9ka}p$#!4bV)4RHWLQQ%Bv39xP%
zco_ql!Yl33O&o+0!j+Nc<ms5#0vV3w<4VZHXpEwdbF70mfBS>Nv5_Q|tU$r>*}r92
zza0FLpq!oFS?=O`*OlVM_>N}hPJ-cf8jvi6$GFD5cr=BegPPN>TsLMnr4!F?-dO5t
zx$+RcAsa7bcuwbVENAvppox0hrwR+$xd8JIyme)|N86KF@2bXioNJVP?y#_X>!t+K
z0+H@>_hl45|7%6lM7cQfrq%dn_x<LYgv8+1;rn4@+10^dWDKjd?yz`;^c$8sGyE12
z#A&`bhTujDdL9~+@mfVv$gJso(J4>;Hofbod9{A=i6ubkIJ?v#80(8?+NmK<?o#j(
zqyJ4pQUt`kc@P;msOZk%woR6Fk@6thm5c_TCYcDjAPzgEzx((n0@gl|%-qu1qfsCy
zWC5^~tj6A;D`tZ}wBZFoT3K5XdGJ<y&GR8DvdDO*P*V#f)%VQk`<uN2|5;879?Q;A
za@2N}eSWYwYoJT!o~$b0^O)tiyqDsv!kddO^spnK`D%)kb>+!&dU#&e=NyXm3c0a1
z1_n}JUes~s`@CaZh~n~66SoZ`7a<{YxI>gJ2OMn(Wt&rh|9V>_)+bRrmv}F5HXKOn
zux4J7{_swV<gZ&W<>z*qdM8z*AA@@FB~S%!^2OD0&yxPF-eJ!{v4vzGwcMCV&m+PB
zvi`k9dX4bbHn!WfyOoM*AS!n1u@*V*uI$gdM8J3~T>Wa+*a;dftRIx<>VG=G%<HrY
zBY_;^JRqcP#sZyZ{NZr6Fc$Cij#4tXPGijv(u$Sp<s|fYNt{*cVmjzUtKx5Zgta0A
zz6Cy><s4em0utx*@{#eY-_G-TpY)PsG3F_gSQq}6hx^iYmge9b0tmTh0AR);UZ#8f
zBLD9=PqN)w0u<)^^^`l9h_YNt(3n|Ms^#9rfHi2G2(niYB_By#71axeI}Re<1yT3V
z($h;*dvD@-BQ$!MpWv2c4C2R~NF!pvS3HXT;P-N1_0wv7({%mrA!RsPFBb<753yAJ
z$UjKR0VY-4kh7jTR0J6DY@JbrVJgBh*N-mR`)}j$vqg3IrN%1L20t*kDWYmHcZ6mL
zy4C?}o|lfp9-cx_aZ(X-oSjk_X>00AnmahKU^V2KIR}A4|1kV~Z}?s3gQR)}zukI!
z$lcx9yytJ)M1DE|Ft-X;K@!!sjZA9^;5E1S+aG|_;?e*KxoK{H=8koo(ncmEd3#OS
zCOsOGIbACxaV|9ce$EUAdNgYmhW$XYO@h{qqpEGxppm9<nzf5Y(BzDFJUInasS!(+
z>sDUUfiiJ<gMCTf1DebOmq7ZUSVYT2v?!241+1VP1hmMPDrJkbvqNaL4!6+71-QAu
z@J@VFLJVxoe9NJK>Z45=fHHt4#YJ7cYEO8V?c(4CTA2<^{8pwrB;xha#JM(_owvE&
zv=kEPsNa;PuBQoYGe&oYB@oof`uO8{f4_lE79)wVlVp`$3`>A3l1z|sWB`*2IMTK#
z9&iE1g#fwnx;R=zB_(expTRLR18(=Erpo@iuy4VnCL3>xxGz#?5)Tc<D?_y({Ij%u
zb~O|yDIdi)0>iiSA3=(~>(7$3KJ|#(nR60BEMKC=76siRB}hCr?tfv0^w>%?EFcF>
zE?CgYLSNCr9U}=lU;muCD&&1VOq#}xo?KX}u5Mnp`Tl)`QW*Q|9NvH3I5H04&q7mC
zvHWZB__q|+rEk%<jO7pD&BQl4jFqFlbUJ5x=~!nEe+8q_Pv?if7O~c=amOT9oW5gK
zNpZ|xI0RG9*3ige|8+~HERr&W))|{Hot|6Ih|>elL>HfcfSVA=1AdPSw*2qdDS)>M
zOvjR}TJozW=Mye2hRxbK<@;+3IX>PtLrgaoJ04~22TnJ>A17Q&FKci1ruGv2k-Pau
zUeLFIUS$ba=?3A*oX>te%8!EuEPqUg<euM9s@W-h*sp3CiMwSb4(*N@c>gqr5heg9
z8T~I-JA!u+y6y!|!KZrDHz}1+y)+iqzA_`gd}-ATo{`{CzEd&gT)R%O)nRIK3TDN`
zd3&_si9m-^raossAk{<({Z1v!cGh9p)83cR1B}lE8pm1Am&G6vxJ4vLE#{JJDDRU8
zm48r9UZ=CL4hue(*<MMW-~4I#r=f^=mEee2X)Eu0(N<&BM2(dP*P{|6klyoca`q>|
zett&4{<Pl_k;GSUk0p`Ji<#m_PKbr9>q;RW&{S$0=lXZ~7pqP<uxf-K`I$re&1-K&
zUYOOAtM|pUikC>EG`;P=7fmjqxw_hwO^2F*?~ZNkYvK<zc|zy7^JUIJ`k5y#li7EP
z2Q9VC*cRZ?&S=}GHa4u+IbErkL5&cGILPovK6#(>UE1#vIG*B6gBk&s^EOE^5@RG4
zH6hn+l`_M+&v-$Nf%uF6^nmb#h$NJ@-36c7CoDV(Zo{GH-A~D3pO0;>o?yInJ=G+)
z(^{%RvWM+=4kUqFl}G_C{uH1aNvNHSc~2xBS6CvO7Pzrfy+q|BeiN!DMilckLNsoT
zP$(u{{L^F#hkccUOTD%1Q@-wSjLguKCAhC$dvQsMCU(>Kc6=U;dT~JiG}-*r73Bv7
z5uV#Ew>BvY#8zP>`qLTlg4gL0sKfJDM@~4`?(ci0d0K-~i{$kx3M)4iAXM`|BqsC(
zchmSW)VP)P-y_p){E%OT)QM^B1NlAbfKoeI^d0tph&}-HD)f`+vEczk>~I4R-PpVo
z=&!MImo)CvA2!gu%fPjS{JD(FH*eeiIq5L$Af0kXQJbokgJTLY8RCGP3y5%30;QRW
z)NsGg<OK+LEXCNV|G-2Hm?0>zwtz51!zLmDWz5<*_ZPEfmhIL0kW%}X<`{Mn|L#&3
z92`O}x8-+govODI=#{97ci+J5DlS}mK0TbMzGKfYwI-zz5g31<uT^gQ23j`P74_@-
z<(9;ohRyw3p^-Ndm_Z!i_o+)}EgtU#R{(s5uc(fvt3@ptL*Onwg`d@9`~Pu~pzde@
zy^}@OUzvZQ3hD<}hf%`A$J9`>-TGOsJdbybl`D6`8tU>IG`~$3$wcwsFYyF<krcic
z*GsqpjQuaBxtN9`J58(Sqy6X-`C~epcCz>H^}tBW?z1LU>b;s5{)m?Hh&2HZE8ZEd
z+unpMxuEU}LOuQWHih8^A^M^Ne-+THok0#3(EGC<IXo5<dG@mdMs_`=>!=dhgDd=*
zTR=^Kv{l-e84X^UmeDVud<^zJ{eA(-YlL#NO3-eCL2;J%drMt7pl~(AzRH<QU!MV?
zqnE)`AjiuE9$Q$TtrmrWdGPRL05rq~;J-b^Z`1fa!zL!UYnl3FQ2f6F{Z!P~5`{jr
zvsQ<}yC1)#-<fYJWM%M$S054S8Lx2=jQ91<{nACeM+AE&2^SB8zh*mlhHkS-Rq;)}
zZVHh}4IuQ`M>YBCo#&1L6Lkp9%m~%Ss%A&~@F(uIM;c{Br817qPSN`vTSu_d9l!Y=
zKZ^z$U`({Losko8TZT!_-+xiQJlHJ9j^@(QmHX!p#@zeAZ_XgXc_g0s3|laA86(V@
z7TtJE{n$)n5T8$%PL|siv-O;iJww#Hh90C6G%P$Kf6;9lHj>geDt=c{ZUXap$@4iC
zWu&cU`F~)DtKSjO#$nnz_wkO*b~V`sUtq9!BSM~ZE|FO5-2%T2mJ|Dh1d0TrkV}lG
z5@~K{;kW)A8fZ$->ya6{vVY(?ME*ciQl*ha$#UMABXe*+zi7dcw@XWg`6m73!-{D&
z_G*T?lWYY%iZ+o2q(~210t~0PbYt=Fd{~7MzL0^FgYMQl)<yYMDuDc8^6j+<8m<*v
z)priv;`*4jnLSKiYXRx#Wc7~!#0!A`aD_qb<}c3`_sMcTr`#`1e`<y{5v>P;&v_GR
zc>6M<fFa4XE3P`aidjr}!8cH@EAnvq$2yF=)Y+(+DSWcuF69V%m&wa^$@*43vJWBb
zGHLpMTzzF&6zv=D?y|rV!crm%vXrDqC`d0IqJ(rK-6<VQr*sRl3MeRuq%;enAl*nK
z-Q9U+egEftIM>A|KFrKM^Td7sYK~XwY9EXeDb)^*W!`~AF(zm*VxF7)`UHMoY5Ir9
zrWktBs$-L)LkSe<%N@8aLeTp!vY+yftvo2ii;-;fISM5ZXh13<a0cFtJAHS;g1bhr
zIl|M+gFZuVcjY~!NE}RwqN4jb{KE+i5}hB?x<i=!QK6@PheC0TAcUQ2b18v?yiRQz
zB>b~9TXm?k=fJn%*KHGAe?Zk_4v=6%#bDaauSKKJxu_q6W10}a^P$!VZ)hyJ7;U49
zEo5eD-K@qUv9SAC0@es1Quv@Z8C|2c{#YtBJem{nh%-d{^z^hC&y&{Kp^8D37><4<
zHO^0SH-sX^_nQi0i{=ZHe@vej<aR*CI}@u&P&?V3t2`|bt+0FHJympq6T9JyIwb<d
zn<q%n(-xZ&X7@gNmK2xl)j}C}nYIbhu#NfPRlr0rhj*(Ex;nNx^tEoCL-1BZf!PYd
zr>z8h>{~w_y;Css)GLZt^Dn=dSTk?WP(~yjn)hey*PbQI1NHMVlAnyc9-BJU*07kB
z`_2RjRj2~Q9YOepm%bHtPoM|Ojk1lnEd2Tn&;Z#)$w>`<pEbWM--rKHqNiX6+s}R1
zZn(6Ru+;nc!AohxR^0=$LOzPdRE!YztLB|GhJIaJoCoC_84~1-|0?Z05zG&(<Lv%J
zNU(bnMs?6HP5OFIOZh6UVEDYu?}x3(FG<8j&zlPA0PQ?yg8qfD#^VXQ={D(%-7BK*
zE~OGM<Be&}g+Aim<2#pDvjG<+M4Nw&5Fm-m-4FwxwE}J(o~InJ8Hz<*H(L5T6713%
zC)oNbs5J!SaGRR3>1GbrRD$=%l%)m`<>k0qB_Qc#^+^ev)y@xDjp7DgNvzm>RG+lq
z%)i9EXS7)-+*N<y5UTe$y+6lL#&&Gq?%?u)T+qe)*_Jn*d{BfB2ufy>AUg%Y$(r+D
z@+O;Xfk%d5PZ9gK=_v#eUz@Le#?XHG563?8CJHFrMKB#*J=CE!={`M1K%vt}7@ODO
z;gCxGFrxg<yakB~N&W+fxYRby5Cd5o_RLZBf+K32IuaPRLtKx7FOuv(V#V>bv}&gT
z{qrY#v&HdnsNc;*VCto7LcYXB@T_d>`j<Wc8g8|9QQo=EQqX;EC|AAQ1k!!q+~V3Y
zM<5$NOV6SL5&#DoeN*VqO=P!d>Ag>NF{6#$)^;2B=6}6R<I%r7fBefNWNHjQ(({tW
zDx2Y<ezm(jJvn5-akMz|ZTUf>{Qblx{|n(08Bs>({PF+}4^yGJKR_>1uaV<5R&fM8
zd4dmYF3vpVIX#>*fZ|Gpi=s>(?jMk69dhke3}v%DmIil)#4C8!S>o7tY4v7%ZoJ7^
z`hL)x_(uPGhuT{~#Z+~c1Bdc<!*gIuQrekmoHmKR4iCT|`-x@Yyw?iSX~}{TOmNXA
z_n3bfKw6p$AMOxgr+P+(SI}O|Px3oY?9=hQ5E)$gOm)>DN02&cX0tCqiNuAq*J+Qs
z<POWtg}@Wcbn!?CFZ$qYk6~yox7gK_DItHVtDyKAEBM02x49oK_GdKwOMlwm!Ef;;
z?JgEkQglqnhTuz6zhmVeA>SQOlI2?}Dtlq-_PjWeSkCor=$m8{hkR8y&MnK^hc1MG
zF#m?}_9zxxK*$65*HjeI+)UmyUdu(bg)|z0tzLG6dx2u_S3LcWEy1aRmXVeMXdCnj
zw)^w%Cy6`3j1i$c5HvWe@5bbkYBMVwb1e_z1O;`nX+&?M``2O`EKokI&?`x(PM_eo
z@-R8#Tf%EvH^<+Du4i>`)LmNhvjs~eQGYqPlS^)`|7OL(>u6tSueAvlB1vjF;@vP?
zmJe#DFn~<4G9%^#`g5Z4=70FV27Hl6+B%$fG8R3WyvE9o!jX>HCpGysA9kPjRp>$e
zOWWl1>~Q%Xt($VRV5+P6T2j~g0dxDjpn0bs#4xoeYPO76yKx}^W15>oAVof{vu!tv
z`=8gKj8lYLt?3Sgi#+qeJ{!!VKLGiB2T<%<>~-r7eoW!masD`^{<+wo&>X?olciJ`
zJ<4q3pS9VvBzLA664g9#{if;B({G6TMJ0I5)sEA`+CO`Er<^Liq`*Qb)zcu&!+_&S
zxB?z_9suR5TWyt7)7eMS^VK|c03D;YQE7T;PpyuUxXyO#bxFmisP%qDWPK-raCY@H
z-2cF|jnvMvK3;lGaKpyl9Im=y0#I1o;+VI%6t&bMzkqICodP^@lf?3DvH9kz^b6e_
z)x%Dzv!UGUMFrHs*^W2#c>J?tPXY;LmNkb-t}B)7n;qZk^>lLBz!`Y(-Fdx2Uby3x
z<Ca_Gn|Yl;$3T!jiQ{0y=WEj(=EA#-t^U5I!+kzngaa$b7g!l5P$<eld31RxZfjl^
z_J>8i3CF{cSTD>oFlBgf9)w^PCSS>Jqk-3iNJT*XPNqG-4)eST-%y*$82m8|`4lv-
zl2>+C3}%chBUD|C?9j(*IN0=HXcPf?{tf|$S{ltA9t9X4bpLR1i}YfXUy=T)&J3rq
zV&!M#3st_j^vW4A*$fuvc;|qr>;UxNv4b8IuAnuK8%NFbBmO}vJ^>i+ZDOuM+Glcr
zu`0&^<grV0=>l;3%oNz}v&G}|+Y6Dc$1Clx7F9x!dxKBEfiTYAQM?ZC^Zkqd${5>2
zY!%i*K+XY_!m_bEKV0IXD@;KD%L2Ft5ILa_V0H!vSUPkl?3@hzhWI=5CBsXRY%^?k
zh2BM=l9-$DfBt66vJISR*vSnZc)T$_Ru8=t7&Rq`75`}eT|0kh%xw4`Jc&tZbqeIW
z*z@qM`COcX>!MTY;zZc2;>*`W8tQyO{ki=SJfL8MIW4r)!rgACLEu<Z__p_MXzNHe
z_xD_wGOBuA32nSEv-Zh$<nz+`a3e`MRX8$<><=p=W>b4{gTf_-3WP_TJZ;Pif*!OT
zqz<sdzbUYyMuIL)0x0qon8F%=^z!rZ8H|F~f*zaydkeHMGystP`rHnCHz3xT^w?B+
z^-zLXc$Fwpjj<yxQ&ouM{f_m}$2XG^k}^d*)QUx=%`TIJ&3Bn!Yj4;G>Crjo>5(^2
zSIaJ2Y^TLPdG5UbmCm)}bFR66{Qdomk6WfkixX`A#cx+OXd%SnY-zvdA}kEhXC>zm
z^AW@e18r_Dxp1nlrmtYMFl_IvG4)m=u!*Si{Qwzrr0Y*96sJib%=_w$>@MTan2GOB
zxw+F0^uXj%aDnnHB|E8vVFIqsYZJxu{6DA8-w!?H7q)^2OBJ{~k9{@FQ7_PV6iwe{
z0sy~;>&`!OwUk1H4p^o>8OO2SD5l;hRDt|zY(iqYrdT$Pp)~V)<`BdngvJ`0`nY+`
z>5ltc+MKxRGA@lZk7`iIE`SS@JjP<QDGx0l-er9d7<^=HFSEGN9?$yCI&SGd3<DVe
z$Iu~*=1yh<B_aapiNI??v1qkJte~H>IVLk_K*A;%Sj-iHv2|1u118Ilw?g8$HD6>E
zq<1zwc9fzEQu)&)d;iR#q*#p{zNLjMTX4-UjnVp}!*B{n+QI<FDGC&Ok8$^V^VM^#
zR71O&K26m3c(d`+X#g|jvr*EkLf<$8SU0dB8W9+eI%Vz+$-bE}4E4zTS0UZY`dooO
zoc6C`nzp9p!&6JR3LcYuOG*ktht`QbdjIln2hE0H#{tE!`sjdceg(W5fuMGQNCHNy
zE?F@4&H+Mq5t?PYEdvUB>12_~+R{-Z!|a5}2`oc|xt2zOM8)^oIPK*&4&}{nlhwDG
zSiHr%EueQ1GyGdQ*>=q)iH?x1e4&HM{AY=vVpaH2L2=z<-i_RMMpE02Cq~pin|+RK
zJrzg!Gw<@MY4x+t7`Kd4Yhh=_X<KB&Cjrnk|6StEw|B?AQ%9zZTSCK*;!RGl`kiqY
zd@6<$g%LTY#3PB_r!hzWp+PM^*j#v-^5g3K8O=kuhTSo3QSlMDfp`KyayBQ}Bhp0m
zdL3q8#6UG&-hQ(k{7y!M1Tl`QCJ^(z2YlzE-%Aipfq`Nd0#J1t>`#C5ChE~CV)1lH
zXK!Fh7WgN;UJ#4Hd%<{;+E-L05ppMNfgIouDKu|#i-&H=^J86)>F48C<4>Q@x_z)D
zq2+sB*AW~>9?%$}VNm%;tY2Wd$?N3BnXVnQp-9F=D$I58tJd?{<3c7k=*{1a6=9kz
z(>4VDyyP#nhS-9Th&01-xB>}w`pv>@P#tFRVrl(!10B{Ke*gBMQ%0mQ#*ewQ`MU0H
zMQ9Ul^Cgg!u_Cvc!rOe%D^j5U-O*9(Vu*CW6aKny-y)0MU6G*Vci>oKlBUK}qQ36I
zf<@|_yQd)!?^#&uDFm<^EA<W^Ob1+S_0r8<lp)S<57Wy0NQ>da-XCJawuxh=qG8=}
zdSEiK?D>pRR-_lsb_ql8DmHJtuRX`od^8HzMOeFWI*Avc<fxBEcWX=SqDxy;B-)$?
z)8oCHOKJC;OE2Fi?i}@Gb(R`BCU#ZzcIevL6r%TVYM%I8U^?Oew1-j}`}VunWw$^d
zC-OZ&4{9%=;K8}y8#zErtC|qWF0j{_IBSP(2Y*t4&vEBt75bRuPy>zBcyuYm9~~vG
zeWPIm#wNIP$+h;i=AsA1DWgm3&jJ!2KQ}w(JD4Y0BzpZsIY&UZy7~02{_`TY`M0YT
zPl09_kmN8=5&F%MXf}21^r!~jeM6xYCvi(1sd_81X_y+dwQyqw`2Zw!)Q0znQ_`1T
zPR?K7oj9QOg!1gPR}e}OHVj%xK){APh~z_SxXEdrO2Kg3??o~>lkQ=H;A&&<TE7Or
zBER#lySnACYC{7I{$5_`FqYw|!T>Wqluw`S7YqQXGrI1{iUX8`;9GjI`021h#a?Qa
zwK<P}hA1~k96F0WCAfS~%xWo4)XM(L2@Pbopke*mJdudJ$RLO;O7%Pe#DS|Wl;Dnu
zRL<fuEpg<?Yfg1;CT04vlrK#F+32|ky?@H3kC_$C>mRp#pOc9Kc(BbE+=y@HznJL9
zSu0tj(W_Yc0y#dEfpv@vQXm|I%goyAq6Dqm27*M{eD9uN(cf;@;ZcES$brC?O@doN
zmk87mTsH8aN3i}6(>b{c)Ukd`z-GFxDrHH=_j8)1_;pGJUX9x)8;t9jE2BlHQsKrH
zd0kzex%!gEmv>UkPgPW5#BEByL17Td2jNH;c>uGX3kv!D<BtoGsxwaDeT(o+y4XW{
zWv>LhLE<t526G0rdwt<Hjs;XHouF(Qa$5m}Denti=;pgVy+fXUkt7e;&*VZ?21Z5J
zfdTe}lObnU+19*f<nU3(joLY}QgCp6(!tg<wA-#9*3s($J<f!IKyTtm^8)5^c=ptY
zL-7=(Ly6Isd70j(_<h^6K=qXr1G<6|W+w_e$`*$^_M^u^e@`xCxFFY`-wTw;Zr8n(
zYNuz-f*>XaYM$%dxr5?)%J2mx%z7x10DAB!#CcH@JYxI<FyMTML#jt2;mnlH^hfw(
z|8f%UK=$A!{V3c-8^B5m*oQetXdc+krte0U$}aaFyk&OJ>6Q5$D!D$E+)v}cxN!wh
z$^|PpN1K$Bsa~(V^Zm+s$2=(b{=*AyU=ruRC_Rx|XMo5AZ33Hnk)N_tX)~1ltSmGs
z*w%(6|GLkP<zVX_Ibqf@r&fY$%rg18w00te?XL!SKBR!O3{%oyW+q>YoW?U~$LG_}
zoXhAR?|c=FO%png_}&iej$m-`SsJ(D`h!z!8zj?srEW9!Voj$!)<AVFq2por$QIjD
zr&5;Xy|9@z$t+28eP^&BXk1a^>M*%W6d@2bfddE4-@<NUCQi^--#<2<R6O}dyD-y%
z<<`t$?mIKnvir>etBHd$toR(CLJ@5GPPJ<JLz?REm6mFlQCFD}b0MVS2|yhn3&AY~
zj3U|}Y7~<nw7i_ahE8lsVj@wEguo@8kz@#yzOmcyzbb5v*ex0k5C%oiGJGo7&{)1}
z6<R!Ub?#vFsNxB{wg;$SUStlcGo-sqSaMwg82chNqads+k^(c&V}b!`$JKajO=wjt
zqOJ?JUWMUe6N8o>S)ACw@&OI%U$u2ukXJrz<w3^QN_Qrc2J=!4zsGjk=(F@LGM0)D
zS65|2p4$mC`hvd;OZ3fUEp3X5C~%jkrsO;K=YPh~5uoh7TAqIcVp7sayT$a5ljMH^
z^W<LvuF%KO6G3RAj7R>E$L-EVYZ#H?HFs?*wl_}@hM`6G%JQcCCyW}<!pC{ee-77%
zEU2iiH8L>x2O<I9+K{K~0}A*CXxRX9{~a;iy}eKBQu5bJsUX_-6}Ub$pZ37bR@-T&
z!q0aDzdL#;)z3t+ZW`+L)5A}f-@zzj3s!aeJg_C>pL;?1WI@_S-amV2W~%J8wc*U?
z>h63pcoKl}Sju}I|GpQ(hx(t^7oPx}!pvk#cy^k38Ck>H(Yv&VzfGjx*KrLbRXD$d
zxDi9h(1r`ipVAam8S)|p*Zr6(e#NKnNL=dRX%sTD1g{J?+|Xr_?QW*s;&W*CAV}w8
zZPzMVECwZZ27Bw=D-=W0Q790<R&LmRdxVW2iu2u{+?xEif4_nC^P1F!9JP}RldAh<
z$Z}<H(%KpSgOKoV2i3Z*)Pd@OoFE=@bNPvB0E=dQbN5N73xA~<mv5iwLF`+F?)b_~
z&6L+bY(crkR|6q=0+)%)ldSuHOj@LB8~h4rnNi731GV6f61%Lm@|@QN=?^JtjlPwe
zm|JAye#SKd(4V;e!<|_PzBSzl5;_Ay)3{o~`RpHB_aHyXfDr`CU9w$xwI0(4oVH}H
z?C&4_6p1JS^0|T*nNX$g2CjhnCNXtv16f(G3%uAF?q}bLRR9=FT59_fuDspxU*fTC
z;}Pc|*1-MD>~Fiiiu$!m91-QgVDBWsYWtM;cS%(n*VSBAl7G1t#;u1q;_iHa=}`y6
zkV-WVMv3LFx~*LM#7-2jaRMX3e67U`G;AK0*pt*3yXRxNC47(VR}K~`u@NG9A@9U|
zh3QRq)#1<wXPDf`IqCoWdq@oa_`pZCWuw#Q33QVoGN7>NdXxv<^Xs!70cw5pOXw&6
z>oD36U_Xlo%1PxLf;BHowFO%QCk495#roPszIQ#+j8C1g%3*J}Zjxy6JJbAA!wf`3
z0G!Jkx3-W!`2goo{}h)C2M*nSdn9nW8>k6XWXEz?8k2r+(y2LBG6b)-V$i1l&*&HW
z1o9t}@7;Fkh=)kVzGy$H8BYVYy*UJ<YCl4R4~K2=C6E)64#up~n~FJtUlDb38$S3O
zFP_M^)4<A#|IXoT+mO%oLg37L^7eS)n%`2quzIih5>_Jcw1CcOk^X6z{^C1U<qX75
z)5TZfdjeeZc-E8EB~z|l54Zhl2(eoj!U<ciWK6A(mTY7^O=ozD&u;{T<eX%U5QX<u
z1DO8{Yz_~g!}Xrc+%g5m8n9^uukw76o?E~j$8~}ZT@kQmBY;Wyt>JV&h8vc#)ozQL
z3lW@VX4NWYW-;FR8;O$Grmli)_JhIDxq;^!(`;8|8(&`+1PW>Q&(FpG-tq<R$BpZ<
z+W(&WxMN4eby0!3Fwzb+*K$ct6xaYzZNS_E>RFrMZgP(SS!$svo|7M#%zh><c9px#
z%Th4OhLrsIQ~YmM0#FhGNabYLqvolzVIYKTL7{(#CEbAB)BO1yodey*%=*ZeX(rk#
z$3_kRMPBx+^GWiVY)yTP#N@+`fJ7QSO6!;;FqDWP1aC0X1)ov_Cj6j>x9-tjL32w0
z4T*zM9yU}rGpN#%DP#bChq(niJf3ORX2pBa9=9mvO|~*`1%(75dA#C=B~tu&PPs?L
zOv{+~=Vp9&Qr&um<O`2i9tP|MZ$8D-28}kF4U^K}f1;;!bcIynpn-LM{6PX_#kwa@
z`Ol=!4(CMD<}tl4CxgxB-6)t3ztDp8$?CmQJ?-(?p2hMW`w@Ul2yuRhRhJOw{0YLA
zb=IbrUIQ&MwA%8lB=0G(){LM<1|)7HaIpMti=tp^aRX4u6d+zhsM+69Tgv5~YbU$<
z7p;e59tZc#)4x6e4+iRR@Yz*|ezL^Ham(o+-;#M@!^V;tNjvemcFNtFN;?mA4SF{3
zy^^!ilqY{!J8kBC@1)C3t-yJGxF|72zL<EJ-PD&6%H(wm$nT2&hbA_;vw=k)zsS|2
z?D=Dpt!?aIMHV!_A3pAO9}Y!K%k)u*M&#1s#+=a^3ss3leu(ELrt~+{IpjH8Npsp+
z5525ZSF+|nkO!31!(>2e-*bmM5)$-qmzM9b41X<Ab*^a&;B!Z#3c!+z)Q=xv=<b}7
zQZwzzO_B1Fh)SHq%Z8{J6~y6uDwhQkF#ge~X1|C9L+(6j<CQ<3%hM@BrrZ_yZ=g^~
zbWfep#Ps5#^6Z8I{1Aza;tGH?j@$8{%&JnK&x<cG_<qyneV}pm#qb#*|7U)GY<sJJ
z?gtuudZKxT-`CFP7z0eN`lootw-N*Jlm6*K&g8KiF%X30NaE}l=sEp5-Rx?wJK*;=
zeE+7V`V)idAsjOmClWV2ZSD3{CL3L64()q0wvQR{JxPw`H9LXuy0_Gl`^>u}65c(f
zP8Dw$>s2(66b0~0bJ%Wi8Qy)xhU}b9I9n1HUR0e5No>cZHkiv0w(MAaQKZ0VO=<z7
zm4UKlNiQ{x83#`P#FI%sJ^m^*1)UANX?!b!kN}4Y-B(nU131ZouUf=h-|cHd1uU(g
zm$Ftc(UODLuG<d<6~~!K`dt15ol4UGKrzjr7m!mShCkqJo7j6Mup^;7*L4jaQiw#X
zJ#NC090=6lrzQzz6o6F*UOkbg6zfcUY;53y#Stgv?)5l<-lyU85JD~w`3XqrxLbVC
zU);kn->dDDR9frvl}60+HIHn$?<1(3%Y3mq$zZJH1}V<Ftf-Vk?jM`m%LT!`F#9tT
zj+BIB7MlUv!5I*vXGq{AaelH=s8y0xF*v|o1R~_^@C5yBQv^s9<Ul3n+Y6dai|SE`
zPPN^4u9?P{?<Q(qbaIr<We=pmnwx<gCLH-s^@J`ieDtu>Ou%7c__dO;|555Q(tL_&
z>VodV(0DAn%Nz%iK@s}0o$BP*17uFQ&c<aRfE)^a-uZb8(FQ@UNb}MAN}11G7QY=j
zSh$$|T7@z)tWcjZI?*5XdD1l$x7U|E_Kyk-`-k%7C6J1rBKC*#cZ&6@IyGsS3L{-x
z-AT$ikN_mO2++P!w01;5rKIW%Z6J@+F2(VbRJbX?wY*s1*n_}+goG=cuHB@+W)dDy
zm5CFTlJcD4rl`{Cv(5Qfvl+U#O{)X01LCP1CMtPf(Sy5g0~`)^-vC^`6-l^ZPlJFG
zQTP=HbF`2a<s*KwEG#6_1ehed`a1)(4PU34M8!D9i+FCjrv*>1_mM`IHc`|5jPN~9
z`eq63c()!HaHBfOFLT|mDaAURko-jCZ;No%5@F5@T07_w=$mjtE44!+`i)r$Iv3r_
zkSTS$e?_gzNg7cF2ewbuq(eZEHuD9iqi=ysS{2S97LEFZEpVPf*JEE|BFPBc=y(=%
z-M4vi=q}V=$6DLOov^5>h#hIHh!lXL05-N0hF0~TzLjFLD<)r-B;1}2()nvmF_0>{
zkz>$D<`(TI*=a*vX-MfslXLs&)c0oJ%iV8e<6l9B6m{2n1B%izfDuIX?WiMtFs{nb
z#y|kOMfX+z#}B{7w<8Dg<hvTY4-B5;a8YZJ+xMe`m~gkvkFnXE`NR+cJ1JobaeS%O
zhEeNv^1OF|@K6L-MM!hhG|1$*+ywu(*x!#PS>_MaO!J{OCc{$giup&W+D2>3vXM)5
zPvL#$V?0363rM!>Ld^gCup?hQf8_%vvoGZ2b}+`5<gaYQhm*X6yHD(DqJ!Ch6vFF?
zDsYDr=bIIwqy8VvblRAhM=K3)l&DySKh%Z}6CzVF)(lK+Mp|%Ys330G8=s@~C5~8E
zl}fR}7$8p5BfZQ7DtcEFC~avCuqXY%_vdEvrYkJ&>h2`CycDiRaw0MkZgd>ci62jU
z1ZUeCXw|yS+T*ZMel>AP5cy%%c0MHQ(Pl+o-NXivnf6gcr91hL5>TWtprpbYupt)v
zfSy}65(Bs)IY~u#QD5@gFK$AzR)I2Y<9P48(xlYDU~dN9E<h-Iw$xLe2S28L`MI(<
z>&Z){Kp}<B_`3_F$wxjt-z?8H9H$fpeVPg$1gV<q2T)tTo$>^{AE8Qlm&a0~WVgZM
zlIfwdj<eXtXcrFXATYF%<-N~W^Y7&Fe0a~)^@s*-_Qkll$$ewAC-GKiQ~)4X{EAX4
z-rzkq*{9n7oT;`|-o@>fLwYu}s0qYz1bPI;K_9!)11&oT1CrgC@e2FTx`8I`Lik_c
zr~YDpInkTJYi8gNI+hQ11aq0QnICUV)mFUazB6L9^zLFwwH#dS=+=IEbKU4rVQ&{0
zetAWIlh8?!0P0=939luc@KLq?K`FuL*a7s*G{B)qB95h2ls$sk#ou|kvCvT*#9Nu0
zD@;~96i7#qc+1hcaV;whrobVotE-nnd8M@`EfC#u^QgBwC^fS70kX3>4og<E;M>b;
z?LG;{Qsn-0z>8&$1|_@xd>a}85}AT*hCJ!!^qSF3VVB83ibZl?oNrwlJq;IVT>*&C
zWTxfr<Z$`>4>gDFja`qk6)Z5ho;yiKfMuU}I#5qfA&c|nDN8nc)C0)iFKfHXF6#}%
z$%|r;!@r_Koe0|k`0boN*=w#az!E~rG7-p#Dh;As6M_6)cuwo)ctuW8E{chgKk;X+
zqG$pA#vQpAGF)cf=yyTdhuI;SBQ^Mh#r@-hiR!K+ZSbdX*lv@Wd(7`z#0MCFPOmw8
zOFDZSM}d(o_^F~@m8=sgj@wU;&FJ&5Kj#))pZAb+=;|reKGD5-K3yyAV`qW+3y_`U
zn%Aa1Nb91!Q~#(;!18Bm7R;nTVxE1m_^$8i0x|Wlox{Uj`ERn)2-$y==0qOfGez!h
zvbM50FMrSggXw41Rf1e`w@9nPCv!jsojcV49`T*I%Oh{Hpy0Ws5S-co_jWn?XZ=)C
zRzC~7gg*tN?JgcfgB-w1v-O@%E0Zf?vWQ;j<up(jaZ{0=&@6&H?_~0|s7b7#Wcc@g
zaUjuL17|QoYI0TGRHu7yaFKOs1CjnLV547~f4DbZH#1Cr@7xepL8cKjhnlmQhDUBb
z69Hns&Wk7@>?S18?I?jr-(Y0BS5Wx%_2wi{{gH@bXOa60clCTeHFIXY45sWvlDyY`
zN0$$Pg0N8S>q6vApmBg1d4aUdnmo}7$~);r%!coc?O}juj9}?trZ>OCKc=ta5v0M6
zh?+YED9lD0JsY%P`5CV(35s>#;9z}vpH&8|;@9H(@@)HRA!o5M05Gl?h`d_#pLF>C
z8>q53N1aBvf|aixj|>F_bR-Hn+I_nJU9Qx#?|e3tuLY(=Gyg)rW<Hv85%4#@=+tOo
zyTm$do*}lv?cmfPp?@Xnur$KvAq69{eGpJgWvBpQQ~;gtDd|^3z(XYf_+<fSv-8X6
z&i4R=Wf$u4!>N0$IqvG8r$0`sFi2sV<zo|E^1NFt!jjrJfG&v<HP1Ysi_!|lD_SIQ
z*=<XWg>dO6gkddxH9@(RTA263g2;ot<jW$a*#pn56q4rB#H#v=4*bv>fHK=(OjZ&8
z0vQ{pwnHvT`QH9UjBKm5`kHFt9XZp5B`ARE23w8b|7@q0hzfWr3}p<bVSpQM$}jt|
z>aU_!4a~@h<us?5PNXA<B%@ersP4GDzZAmD<#wxki&f@ed=+D(>Blb)ymG}mXPe{M
zUd*T%%S3ue9fK|yE1%4pSU;;8$v3{*dgr>&#j;>Gs+3x}DL_@XB&VzSsap9yzh1!F
z(Yt(3-AC_N&@gKDumspwaFmLre*Tq9lli-$1q<xnm|*ZvicsH|_2ijc?47@m!$=&o
z+xrEnGqV}<(C7F;fyrcK;y%I>$Im|Ul)uMe%t?$(8n`_si@+CGAfo5YG2wbYWZBk+
z&mcA^@7+EzJ4yrbW<b4K@n?J)?hR61gzYd8W)5r3h&*bjh%GkD9JbLexb4T9I^(0Q
zWQ#I7AImHFpjVcyF;H_OP{NX*ciI1wE?>Fov--v9`u-eQgh&j|?I?iK7yd%KNAORi
z(STL8S&w{9HQE0ZOhZS_4e{HHZQ%7Le=5^?KPc2)D%O!F<Q&~<eob>3DxYz(*Q`#I
z<NM(t|A3{25E3kr7B~9eZbI^5^JX_f;weNah(5GC4LCk${N*|Q6&_0Z0lBHKUBC%A
zGYjW7YlHTC>Oz<8;z<@ve-5CZ52dZD$=1BWLfwZ;->7!9w>*?*QH4-8ZUi}D(IWsl
zm4kBE%t5SNKfS})l{VhyZ8XEPIE??D92cpJ|C`pt{rQSq7DKeKM635xdP_CAbJ(nS
zA*mZj9$oiYY=eUFtIiQ@8c(LV(EW0$G6on-QrWVun{>Zgr5uhaoz>c~f~(@I$(HeR
zL}dIT=hA}Cz0$mp`ErmtRio&^85QtN*}Jw*qxuL*^73`Ak-Aj65!d_n`_mg54J!sr
zGp~<@F<L<NhAhKsQc(keK)$u19OwY7It-i%a!+e+bxb<}qS7w@UsM?D%T}UC?sTRB
zhB!6%***rBzH@B>Q1@?%X^|?q0~9u~aN-U;_81wB3i>>b!FvSPA)#1BWLzla+vZ9!
zYb6E{!|u=5`-J&Fa#fymPwG`CDS6I*x()uVd!<6)yejeNS)n7{z~2BRu}{;n*ox`j
zkr!*fip{=FaiQXI{giwlsa|}NbDt?CIBV(RWM{{K6o}!w$-hyv&4>nK!nsHcaxDzt
z8LFA?k)&zR(19_gc+vUoJ~{cKo8a3cBKdTu)d^$#X@ef_r!{-(OVdW`eE9{w6|IKl
zBwrF4-m}uDt0w<q6gExxPm+l%3k(a!IAcKUfv5QIw2#7edX6prr^f!nPqZQdSX3w-
zlm?n7Lon0aZR_yPsN$KRf4g~sO<2DOMUjs??=&%Xr9GSI)>U_%i0xRDT6y<y5Z%-<
zAg{QZef<A4zLHp2K=n=-0@<CGAp{ig>)pp^wczMCyX=J~y?v!T6Tz|Y_YOeVIS2GH
z=85Qyh!U>SY1MWdtmcCCTh(zCxq4TYwVugpH$UNs*?14&C`H;b0>Bm;4yS?iN!&Da
zLC}ya71HhvH2{D!Jp;1Qvc?>%r{N0hQ0FIScR@AP`*stL`lYS4o}E@aV!kY0alNng
z!vBVKEVUmeFsZ-jQ*_oZSI6(hz%BtaGm%)U(Pvb~TBdm@NuutxLP%$Pwvs%6s8RAk
z{Vb4E%Fz0xo7~Of<lU~DMCV!3W2pzjk~ntsH!+20ZzeFl4&SN%yHYepoD4j8$VLKa
zxsD&ZrXDcS0^~B~ZRj_sD*i&Uig+TBlU_Hh^GeOJ<}V(WS&0!G|74}R9}=4D^DBo@
z)TyZ>{EcJgD@^>>AC700qRv;j+MO(%S~Zo@>ID8SU#6m8Z4HTyw*a?Owa4}k=<X20
zoD{J~?%9;YjLo?yQQ@AeS8_+xl}^$o5)4R5F3KJJtRFYyR=Kq{)&79aR~=3-ou(A<
z(!_1*qh(_x9ynZr2JzRF$<_W`vBF?xs$5OHpCDMvYCSfD|6^C3QDe4U@aNF{0mcAA
zGfRd_h@=prk{-Les$i?=vflW$6cXFB{iUzKe#J&dsfo9i593+92a)V~O(BgKAwy`U
zwo0V*e!N2k9qYm-zC4TNqU=C6$ws+)eRx4!sm@6hcd6H!8*pF9-R{?3xfIoni36vK
zlODaUO4J56)YmZAY0!#HBFqKQ1sIxsHLvGj6g2tQ4Vq)OOA~h)viGG;=bb%l3O2@_
zXF&dYkCZclPU{if0Q@D!T>Lhxs`+dY<B<tlK<7TA4kS1@HO31Jb8d>n+^z!I51-+B
zthu)adK)a(hv|NLHl`TN!NEKFIiuOYKh<ydqI7>pXuK%+I?H^m;b>XE+`rvJn<?a|
zvf}1)MZy(;M)ZH%lcxOZorB>0>&(9sg@kc!<L`?t0y)QS;xCsKKXpHHgoM6Gb{9YX
zf%VBy;z4=NUM55KcFLQb_+a1cm%j68o^}N#d0(?6c@J0!$Bd8%-hFT{q5sBLX;6IY
zk>=O!)u~%eptRX2yM>RKk=xA7Tot`4rkf}KbgBRh7K2p^etc<plxM&DQblZu3*5p5
zQBI@0G<CNaI$J*JGrOR(hpLwAl);Ge{hr7cIXmr51A0^KYz_%3z8_A_oPW2)Wc;np
z2XrAPHFu=8`jYyI`jjG(lMA1pc{geSN$v&&_6m{Bx5t_QsV+0WGR(9Z2}j&YAlv@^
zpVT}UP>7F#hKMOBJKR5avm;k1HxXqp_&ubqiE<IpT9_hHWP*gpA7Z#&nO-kfBOFn~
zx_lM@Vn)#{we)!;Q3JD^V9H2IAXWJ=RM?o)HU9;8s_=cN-uF(u(wiYfX8J;!zN1SJ
zs^)%%Ld=HhEsCF{YrS@a3mpUwEx^e{93+aZYLT^hry=7w17pX_&y};Wx0M9(sRHPp
zHmeyBYR`QyJOi{m8cCD=X^(HcA$_->j67g(DLY=bHYpScXXrQd6edFUzR_)d>ghaT
zGC{=+o2TkfM}=bJdbc(|@f^Q&Xcx`}@=URiu^{$5T&2u3kEFpjWB1{Lnp5xq468BH
zQP6f0(5S;<KxVqSU$FRba5e?MSgwKWY@lw1Rx7<f<6ps<?wM3B8Zm+4Idg)>Jnmpo
zXmC)igz)uTH-DddvYq#dp5x0qD=q|+_5j!%jsnU<8B{F}n~<p2u8Fq!PtOeZIyjDU
zW;bO=WcWZ#6oWGYj>=B5l_x~BeC|fAv3^uKKYHDE|9YX3+z8E$D$#e%o=L@PI((H*
zlVBzdk+7CN%V~WYG&IS8-AuZ%gNJV0B`op7qp1N*H~9c5$Gww9Xl+gb9}xwtiojPg
zV!p&_bvswLi@{)XeOA{oe}6=XR0xl<1^>$g7usv1NcNEbOJ*E%xc*!(DAdY&V)oZ_
z-4$`b;W6!%qwpq6SOWEeA{!H%UG^E~(<L`}AM?T-_;o+;VjHU9Ojuznr3k=X$U{09
zQ7{uSOuIJ_nvLxW4dEJPa?|$%nwgNQ>p)C-0gyTUm5Zk{`2;>jl?gf>O(wGd(o;0@
zJtbVs5vLk&UL>lvbIMM9Pffr(qjC=bZQlSIe$T#dwyC%8tCw*EOQIacvGq*YzlEc8
znGPl5gXGn~)q34Ar@Uow1Lqc8M?<M4o#dl7k9UmmAahEHuxTqa^NC$r%>D^!Pc}Gz
z9-G3lZFsmrbXWoo`K$P{oWy%Yj3A!oZB?-&kIjIA6xC}>%<<On-TqqSry~&xm5}|N
z>H6=78)JQm)YWGk!Pvw^CO%#qDj>rj+t3gPVSN^in4?I?kJ&u*6w-4h408bD9{?Xf
z!z-kwK)jsr5g=oRTaOM-4sTkk&W`vzDf#R|aiXFxa`<bin?5+uB~S;)$p1*wvsC<4
zKt~p?4p;7bILBh|`LBRuge`8eFns}*3|j*Xy{VQ0#pSCbAyi65j?RVZwrtgMe@SJS
zs*exd3AEmse({;f#+U?Nq-(b0fNLPV1v0qP_87`ftMjX*Md0{9yDfqS#%xc9*5JvN
zfeM0wXEq5$pjw%?z5<OrxBlE)rzV%P>jX%!-WjF!AZI!F-Ed;li%SZly*z90?hc0t
z$7b35o;C8pbCBzBV&c(7IVkAwb&YZHJtG}Uy2&K6*||PDY&owA6vqJFV7E11VHGrx
zm;BM-3t13E+6tc%1eP13T>4uNI5ixh&uP1CKIJTTLMmp6K6=UhQO;hnGpLCUa9dGa
zDjJflDh+KuRX5*yq#Hr|k^k1a5?)XiF1)TVMB&QkT0`;d*Q><D#J|B#CDA78h^l04
zG0Bb9bF3=(e_HG7iwyJI!XDwh>DgN*5gR8JCX(@?{yQqr4&tZkSI5vYa?y^94(o~L
z<c3npWrmX1MK5?80H?eHIQQ;dB2~93C;{o{AV#w2D+RPl<k{lKUh+Z3s^J^>R91>b
z_f2<~q$*mIOqnp>gB*BW9k>ABgLyJ$zy##wcDmSJmg3-(qyXHR;q~=N^E1HN!bE51
z+`bC>Iwt^tD#y6slzPGU2k+h=W<HKosZ=dbucN*J!b`Bbth(MwX^mU@`I4*=o3XB5
zO6R*a)|ZMhg&K;A_49lLV*4wrFIlbxWkV)xKRW;%9#gVA*$LdxhG&hsngUybl}Tf%
zyC?}^|ESkSzYls?eR5w#d=uLR%L4I@c{jPQ(<D;ZC4-s>jd$e`V9Ht_AfBI=0O8bZ
z^jm#@oI#i@K`B)g5vL`;`u5$$rxXWOV<k?8rwOk#p`^?c9uK9_Uf3Eh5|>&A!8Xtw
zGHDN}rUW2Zu|e#8F}-sDMB^Zkl6ouPu>Ns}<pqMR4M%l1`f=-EmZg_VQMs#jn3Aiq
zUeui9zW=hLw~`smv2Tjy`D4U4_kw7l>YW|>cd9!(8-M=EDNeE85LG|ZN>+(KF!*kS
z_YL50CM$=kqHAEc?eZn^0+(A6gYS-DvrEIxvjy(D;|5=o9;*%Z1Fc8%&4Giy`LA9&
zsprj-YYeqUC6H?!PY59W#x7sRU_f8NxF5mA9WR-PND-IH$|1eXdmyn^4EPHi;*^4c
zgER^2C<1bH7}{ywl+*aeC^7Cmu%~*4FwafGXL>><(86-w?6s5|OTz%Oi`z7{X7z5I
zkB5~)Q%<T<#PE}^uto}5Vk{FF6ck$%+$t;%n?1EVlX=FIhVXfNB>;WJfVq&-kQh1Q
zS>qS}#D`!hVSvKH>enC4)c?er1rALG25%{;(>P<Sl8!H9)Oq<Yu6h8ae_9$h%gsck
zQCeYyo%T<r{JOfj$eHGw>x%+_D-$+E7U_Jq+yIU}K>j<7T@nJ0Q>(${!78M@=ye*p
zN3)#TUn!4c(l|6f>m0g0W;+(qhGr;vEp{Xhmgoyo!#a8a^7Mt`_mNef8Ft8qGY&M&
zlgt%lgYki12lhQX{Slv9WSI;)zS%k)Vs`I(vmc#=TewlGMEl{l+-}27b0dFH(g)F#
z6A|LKn>>gM5F;c6MNG(u4kqMA)O?6!c8ofkWwv!S>;64Jkvv6f_ISIiXO@K!Or{F`
z!5A4XJ8nS+ANQmRr&Fu0ojs83IXpbX*uOX#z7&5kG(DneIHEE#d=aqod5jSOVT9j?
zglRzmF};&h!=79md0`Ns(%l3C=k{CQWv{OCns>l22I2!K8+CSoZ^?im7uM{TZ4@eh
zfX^WSN_wiyB_Qb67w|9_1M)rbg4X~RWpwH$=CS!_z)|Q1@@1(Lk}gfAQ#NQntGG05
z_*OAq-2Q7w{D}Jz9>;g<G>dDe<>TLx?h>cC=PFPcBveWc@jaz?g|toi?iXdwE<IK2
zCCZSuU&3LF>7WOJd=OQLR}WV%SsSj2cdKy!S3?nOu(O|46JYGtWBG0*qD_sy2!F2S
zvK^dVZ#UeZ6i!^7fBlsY{e>4pMdPj6c`Jb;eI^P83r$D9rwZaWtn<pXGwpXC8ifa4
zk|TOU5iL4vg<K2#DLA%x2Ed`0wp|RON&cv#xsvvoH!w&uS_3jspqum(Qam!A=6>^N
z-xsF$--ACx_eX;&u7`RqrJp^QD3&2mg-5Elh*I#}ffmhsFmj`tzMQG}2e`=wCFSgv
zo=u-<T?HER>Q@}Mxzrs2Opj%I_F%%L@rm9(>Y6t-dgzMnI7Ypd-vwWZRg{j`pBuuc
zdKX5iN5*zb;zj!%5=c$b;Nak<XY)l)yx4mQ5Yv+<Biqe40e0i%1@WtWv?uQ@#E*)*
za72-n#-s5PX%oZ8HzzpN(-ycIPTpw+Pfw(ZZ9{bLE$%@)rTZaweujd6u5yKm3XHrW
zgM-NwbRg<b^5fxE3<Q#Kvqt3%Xis$AR<s!X6D;yc)Oq{cKVROA83<sk`Kd|g)bWF#
zJG?&7cstP$_1t@zU1WV;FUb&N0_100dCF?v>z-g+$Gr`za{&B!qk_Y&w}M=ysC%}j
z>n~zM3!fiqVPCw`EigNzU|Az|3x~xk-Z9vHfoL5zEaB5_8|OC}^4pykTs<E{QEIq_
zs-pHNQ_&8z$+g`47A8+J4#<%z_y`IGBBLbgCQP_mVgAA7vw*Dgo}gnkK!p9~WMIQL
z=by_eeEBKPmbfkWlLavE3xZLULFz79?g=o%y97Xbs8!luF37{AF8zhr>9n&$H=#N6
zy5dynwUzOUTkGTBs=jO<ytXU1C4xS|d!==+d+*`66HF$*>KM@TSl<({?>OfkJ^iD}
zwK?=De#Z*Mhh~6a?~(}IWzcI>DxkZ&+MCCY6+tQp%7L^uUVOdfyR0kHv~cg<dKT1h
z^S<tnC(!avt3Lyk)oFX_@>@M%9KYYDO-w$Ep9NN@aJ_G(;IC8hJdNvUIZ5bM*aR-C
zz~}Q2m=jqr1v0khR$pRiIa@se)6Wb9b<+%d?5!yrGfVH=J=3jRUGZhK{Bzn%Hr84b
zOn!j&B$<`apKV(b^SaKUB?C@V?L}egC*4<xBY18l@G?+3RE+Qr8*3sCOUS|(-3rUa
zSB<y9Wbhz$S!6V_NZ9bNgbpG8fS5C|-OUikW15O>pVY7KlKJjM>bCDM6;J%mJQE&c
zJpGv$v9)}29+)<oS3lxx6FMu*e?3_6%%N{a%;QkUqu&G>m-6HA(7k>sP5+YX+Fk9Y
zSOv`(6a*+kDpEPMEq}tMJSH7x9-=;c_-`mvk=9gT%M|xK;9%72cKe~c16Z!VkCy1S
zUm6fSdj~SarRLHx0oXGiEzZB-R1W=TV|3rje8oRWc?{*&$~S!%H2gA0+Q~YpIbE0a
z#D32I%$?rvV(WXOkc2B<JWVba_`aC$@nKlR{!1~qC&&>0;%H+92Z#N&@)Sri2KeUI
z(U?jx-vo<_iZ3O0JX*<MC5+$Nt1@!Le5<bj8tK@3dC?F5p<Qk5OH??AyE>H6^Y0~G
ze*kSeUT#r6pR7_`N`z;ASt(^v|M+*KxZm)-GYOa5pb4nT>9xqc%xrTyk;?DqUuAh#
zJOKP%;8h!p{?Ce__!<4m+dhKL`n8X5{hkL0S5jK~`p^Jw!(c@<rdN<cS!dxGsYRF7
zDp({6#>^Ph&jA73JDz5|uJ_o=VnWB<^KwfSCgJ&cMbms`G-k>(RIqNSR~voni^h|U
zj8!h@?#$Kr;jb1qZYJ?1zuljG)~t5-ytXD&4trKks0w|coRLsvxXY+|*(-757uZYm
z0ScXM;qS~VHMvu(S}Kc#%AivyV2z9@jMGGAQI*4_fV>klG{n*^%H`-)>nz}fpmV;y
zvLmG}&(-W+bDLcX-uI|>w6JR0jTPGn1~reTCVr9K1r${NT^swoNzQ++V(vqa|8Ars
z;veLl087Xs2f0cGe!&BwA94=xYqhuvW?P$$FY+I64I6dreri{3Q^8XIB3Lsg>2~aj
z0WAhko9>%$X^ek!kYz9JY`!=D4e!Vm#FJFqH~2Wt>|x~HL&iIgtrNb}etQ#+9kNKI
zKu|v?BqNqp<(++3`lAzZ!@<T?V|oB(mP~phQ>qk=*{j;<mc`X8iMP^O5;`az1UKAR
zP6B(M2=|@c;^Qrc&R<8>J~u{_<@QAn{f~9&(em}Cuf!SgqmjPf0|0o$56y6!ULE%G
zZNd2;(3CV_^mv(vR<On{Uj!r$JFP#ovEL}6sM&2&!dWKXE>+o$9b4D}Ih?MglpV70
zh~}`q^vS)b<dXe1#kAw4tYRFU9rf!Ow;)s>?bVF1Mv=MkgY=3L{pwS<r!Mm{lTH5h
z)4)fb#Bq7}^l~%B#h}{_2QTQC0^17irMXRdtPlS_2O!w7zKJL!><FM>=GeK6MBb@d
z+^Jb0k$9QE+T}<c3w#_?^q!bcr5NA_n<*9rG~T6m%*lk#Ah~=4e?^0R4n*xJgHRQ{
zHOX_$s6ot9Hlu29W1e!~3oG2G^G3uH?)}$Z&bidfL*nNhoKA@&;0RLs?J!?p{l0j7
zFZwBM7Ce#48BngBzLH@JW@l#)TYr3KugZrVJ1p-X!1ZK7V5C(I5qAxS$d3yQbG3Za
zO}+yJm%atk0droD>Usbz^P=$Y;q=_cHc7lhw<h`+{T@dnL7W)FlXs^O>U;3m9fNOk
z=xGs$qcSEBOy&Xm-N;?5U-XCgu+g7B(k2X~v#)th=N9>MlP4nP+l5x%|J!O969lo#
z2nH&K3>3YB#wE&yccHjFGP2BWP2mIfX}(YiDVxp|_G*AN*ZC6eK_ivX>pMKbYIXnb
z-5!2pi5Xo@K8Xy=%+dx&$ItJoehaj}UjDmdpHTtf5_SDUl1+U0<*oV{r&WbzFJCmV
zEJ=z`T$p^Zq&<j~9aOezor!%Ti`d_fI8hNR3)OwVuNd3~=L6)K(X||q_)GWu#Cl`u
z`Gv*AS(jY8<!#g}EsVjW*HdnNM=f4DYWq(Nl;xIp6PF)zSIEZn+~(?@*xa>fwEx=#
zxPmK5?I%vgS3uyI4l39Ozeiehb=Qe^JCK;X>_oz>bjE}#oJQdM2mU&!gZMtdptl?{
z*5;+PjJ&rupmG|gdBczPDA`oH+t~Yvz606h=NgToR@3eqZbhg}eS?EsY9m)05Nio{
z?}r3;BYd}}yCT<l4AoX$mXl4#&z@b+#}uDm>DU7rm3dro@jxzqTB3^;gIhFwZS8(+
zRF6-*hsd$_W+TSF07*2xxEYj2ipVqx=u|oT9b6Ju(+xc`bNz4Q8DxBy{PXgicXtMF
z(<^%R3}TLx_srPOQ!4!ZQJ%!P(0X>wZ`C7kPpFgchM)6Za@U^9x@!~5)s>4|ZJ^fA
zob>y>ovmkHfMLCy65J`CXPt0AQYs-WZF%hd^dlw6c9g+I_e_itP$>d0gE9fTNQM7A
z&k-K^o*;IyS<wh;sgwYqqI)79#nhs}2R)CaN>JTW&BEELc&cbd|HC#V9+8{9_&|F=
z?t?Z2*c9<mMskJa1r@#Jr`pS71lt{n?$e-W=hIFN<a3pLH)Kb&9qWkB+&N{g$Ca02
zKq^^<z)xJ%+wk=eHjuX-LwR*S5q4zYLBVift)f)!-AMclEu=@mf3z!u-vfn}4})Aa
zs8ybc6+F+%^Wz7Xj|m<6!4H6gS{w&LZF)LOb*<h+Ty>RZt?}UmQ%X|nm?#E%{V7(H
zex~GL%bhLJKK9<4=f@{Tgc5j%_w0a{xL0@a!ld>cc8^Cwqa%>Vbl<(29+@^30Mf&z
z*PG`@8~(R^Qov9`ajQ_0Oq`5d3(H>rPSrS`8)NqY*(N1=?o@QaqrPvKt!GEG9zs`&
z2g{QdBA&X-5%gApYS9#@4*L2@U-r|7Z`KV6k;l=?R;O$ZqK|=_VavgH*df1rYp<W}
zDL9nxh}s#<!`3RZj6@Tscvc+7bZLL%x9l!Ab6eI|D%gA=DX#_+{-l5QZaRm&zt5@k
z=D(|urvq0BYLhh*j*As05}fhM^8~c#C)3A3ZrdcUHYqy#C1hQg{^mf_R_EE+TD;32
zT>=j^9E^XO`(%mM(XS0Rstd^|OgRQeLV~pW`Yy0B0e^ce=yJQgrQCjBRs|r=Ov?kv
ztG%#|U9-|ClhF8LLI3ITH%r!3Pyj|<o4ByAx3u`ArBUF4Sw!hM_0<oU@Z|&*g<jdK
zFtt2HhfJiA%Fcfytdxf0g0OVeYizxt5$Ockr1h|>RCSMRl-Q`3KjBKxJ`$O6a|q6L
zZv<=ATS_j)*U3q6?>?&gL%Ih|u>(Fov<7^1*T}8siMT#Whve3ObLEsQfe|io9M!zi
zqu)Jq-;DWSWU{>H=yUOE{8`Pj1^vmA82@$X<)2&i4o!CVG<w;I8x4dl-A5$&1ljs7
zO9QXEu&xP1NDV%leykL70FiR*|6UmmT$z5`WtuZMqa!eyn<18fq&rbea$@e+^R%;_
zsI;@iq49RTFCTT2e_0k4RXbsxRJ)FHiEO{Z_o?4u!reWdbULw!4EY?`hTFgA(wi;R
zbPc*7{sp)N{4J%L1FrI6P}M^&>~Omv5V8o8{)O6S$_MV-lXb7ZoQ%JuOPII@4$=xG
z?uc1F1MfMUi-&G)`e|qLH<t7qOF{KUCLTYKoI9c4eJvaervopqy3frtucXP)Pss?8
z?hJ?-3c+t<nvCZ9|KIPK+z7vQ&wi@L<rv^hz5d32`}l3p&~w^COt@fjuio(O+^u_V
z+IW{+r4QHi(n(ecZ{aSuYu-fiqLmQ0gIDKe8a`R80UuEcDIKc#uezWG>hnmPL$9qQ
zpDSR-?)HSPu128c$aL0}cuW6O{;U&pw+!UK!CMN_&v8&By&NRE$&cG|qr!W2@lx|@
z!Hom|)pfforpZMT4aEl40e<|v&bYn0JC(-Rcl=ZlsLE;TD78wBwtOD~nnDh{@Bry0
zj?oJYgWY%YOpC7uInNg^-Jjj{i(xSwZ)c-YeuHWyeg*eA-drnz0BGC3BXpj?r{;4A
z@U`e;Uc#_5BL^nzursQPLi1sir0t<Mw=WMX44h{_$i@_hS3vT$i|tc$oNv5G);-F6
zw<6w_Ookb9{U)%jFE3@8c6BSe<mM11$9D#tHs={Z!e3WF7O`sN|6AAd&w%IkJ4^4F
z2|+hz_C9X*SmWC;dY{y&npgeASvH7`+K;O?o9>IoIEO%?)6%<BpamIzCBZ!pjl@?~
zMwaD`P)B2nwnSKAxk=(~YTO$|>inJ^mocH;UfYqa5k2<N{wF3%;x^l}>ViMh3_ahZ
z`dSS~9byLeD%?~4TfaY%$lF1$P#LSnYTFk-Mi<Z0H(N9}iuJ-eziJ~rEHGA0H={|t
z4t9c5K3{6#H!?Tu!s7p}r&kXUvgnMU2g75vv{&7a3_)|1Yg*H<36*Cn#*VI@SNHTv
z@vN_&c(jQ*Z99K`y*1snUQoa?{C>maf4f>Z(6}Z2HQ4vnJ+8H=`#)`6c{G&o-<}!6
z7?iOqVvH{)OOY&J#8|T=YuT4<5m}QgF=LAvglwg($&#$8u@yo>sfc1S5(!z8efixZ
zzxO@wId6YBr*n9o`+1)GzCWM)x;~%lDvOZs<AMmtt+wwzwy1SZJUaX?O-VjrPr$%G
ze9P1JieMnz{KxYNqm)%F?Tf_Yz`MiTj~Q2D$jptPq#rslH3M<k-8s^8|J0v$1z=Mb
z{j%=N>m-(+K8Ng9cK66l;g}6i(1UHj!ZRfFGxT5#JhX%MY}kWk_uKQmRX$=y)#5%Z
z&;892EU^X%$+a>Gp0JC|4sUOd!qPY&_4-_!raE$*A?*jkv_k+E(D2WB?oDw&VpeRG
z{Y_ZP<CUmvrchO3aM|3#m#@|h_aKAsIv|QM_!?X^(+~Gkoa_vnNB+KedNJ_&#(LSk
zneVOjW-IjlNaXiWIAP<qWs4eH{{Gr)=bcaa=(mMmnRboqypTzvD5bO?N(;d_3KFcM
zt>f5D=r8I^Y6iKbr8+nK3L>eIA@V#jD{v(aNHF04Sk|<A_jFZ(72JKu_}aiG1MRCZ
z9s|!Sq*#Q7-Lg#{d*-jVx}6_o^|HjtG?;4U2$<Fv%wwfT;q-haVQ~me890<{|6y@A
zz%3bD>z~*)J_CFF+a!TA_r4FI-?Qx=0xCxq=O9IKYjY!0k5TNJINT-BmE#{)Jo-1A
zjwXSxjJj`>h6fPG2yjPs1a2tRE*7VMW(Ba)a+HeZRclQXMLXXy(6QnL{43<WK1+{O
zJKyp#p)>^t@TuIWDk?7C@`^&`eKev4eJEQT25f>%x*lOY<%0QY?(fmB3>QmDT<fc2
z&sU#379+%M_(LE^9_eYRn^%2s<p7#Po$pk)yr@iygA0YS-$3onugOe@XTYC%q%}&6
z!VJ>w-9Mnl!l|^hbhH8G87jrGe;;f!oKx36q|Yu%`10WGDxZOp6o(`m$FIYI^5NSz
z_~fpnxsvg%Eo-^XnrlA*J!Q|91(NT%K-YNI#sN)%)8h9O{R*y*Hht+j_x|t583k$Y
z|KDONsB8o;@(Z9zrek)4s1cV{1}hyFE^k^gpysO?Mx6BGxXxuwl(CP?gU~{{pRxbp
zr)g7WC0BEg`7pntqYJ{k#JF{9Eh;w#Ew(B6QcZTxvJj{Ys3t*ppwOt+F*zVN#sF#n
z6CA4#5*H0EuxND8i$*qpI@$VDi1lE`-}mG^e;g6Uy~=-fbz~TD*R%aB8z(Z@B-d+m
zcY4*#GAuP|DTo$249+RZn;M{x7xaU?w*8*(c=5Iz{>wHf?eze9pKojHQAg;3b9go2
zDZWa;+8L^(pph1~elcvPOLE{s^~Ni*`<Eet>3~HSElK^M1O5sgvX|eja1(HBxEsP_
zAg7;EKGaEsGKQa=Cx9;KJ_J8IN6WKoqAv9Z$J2v(D5C1P`s>RoX#2iF!c7>p^-^nG
z4Fr`@^(up&<q$H@4fns34=hn4n76^eeCK&Si&o#dABPw9#aG%v{sJEwu4bX8zW;D}
zykLG~b+VQ=#oZR+YucH-KW@C(oROf}0bc#u@TrUG;QOHnx?s^`JkmZ6VPQZ7?HQ=8
zo7$v*$YN>$iNS|J50WAbiWZ6fNi^NOH}C?aqnnI-O(9H<hq@luI3C~mqU3e3gMwh5
z$BPziv$zjVa5Phc+!H|3m=K|IBe5e7FtMXIlNn!^IsctIy8JX4a>|x-S~reO5j5`2
z0bS>(V0~Msi(l9-1k-61NFiATSn!uPbr7|OZ^_f3DzN4Sp+&5*6ZcPTsew%Tro=e6
zl=XV7`T)$GLawf4#b3Y&9>gOpbSf>;yf@+XrKSVG5Sd&uMg*XB^6zU}^%uakt$&tH
zvPt0R)yt5n=i@Lqb#yuX|2#4YhvkAsjss0(XR}A=mRQqZWpm$7`T)hBxsm66Cuj$F
zmguV)y$ktqDAvE31_;^52*%>D-dM5o_uXl|@RgZH-}%d-=G1J^FD_;Mw98^dc=G()
zYv+UFe+K-0YtkHyMHsxY<2<GQ;&X4itsaNn@!2U3Y-UD=8`zGj00;@Bgcc$~Nste#
z{~ew2MP&3T&oQ9ysL(ynE<**L2f3=C_eKQ2cI^{Qz+&!mbzyl<(2n>1O`vRxa19T(
z&t$*Clg|xQARgCRON{d)Kb4xjzSn5p05FM7OTw7!K_rO7S^b03C$&`AHHP`3D+oUc
zuJ~~!<)Hb~-3wR#&P4DlqTp8`upCK(rAI*8m`G7l!&ddZ6*v#wgDuNj2rEWV3ARRz
zq9CF9k!J!_c`x;R#PY@zRKBg#wJy>5hWu$QsiORh^JT%31e2!A2&;*>Y8nyu!RXFL
zq{<yp!{sjs1gpT)x7i9KV73G9@oLA?AJ=(h<C4RIs$QTj78~%gnH(-nlqju~PVoNM
z&UOpSOr_I|yya}j+1<8qa>fT-oBgy}>BPca4Ila=<fo-EW)xv?k3~e%V!S}_3fr&p
zfU;~4&<pki$W^M6ldtNY-3GO-zbsyEURbf1xv9!{E?4zyhNP7fD1^tU4i1WgN|3E(
zAbs(c=CR_SC_boUeLVzbq_PzKAYympI>?H0!d;)FkXmH>RGh(uf7e<1-z=fuz%1@=
zEo^B7sqIV~{jLkIVwdwP;kTiU1_C7jgt;mqA;Go@vH?o=*9Y3nxW1~JKyE;e8M3TF
z5^tVnIu9W+r3-Xaj{S<1GBq^~`$~HEKzZv~f2;o)o&;J2<B!W18n~G|r7S~%f~Bg6
z%{B}}A7TF@tX`(|9A|9)HThI2Tr5Pk1Z|Hu)0VJ@A&0>3%*^!WoZTX`rOkgM8*Rcj
zEM6LRXb!0Zn&{m_Utb$80_Dfh-@CwHs>vhy-uA{ZGMjmf^vkFImA9O@$zJ{uWg;6w
zxMcKn6%%(a>yxITZ%Pv(16Y3OeAKvw;`P>xiw6G$r*0z@BBPjlWMSc;jo`(@McPS#
zUOf%JHX7R3nRIN{=h4fZIiJL`$YLT#+yucOA8>VpU<2>!2zg)xTYLqJ@-Zp&g-eSp
z=Xr47J$W=n7?*(R=)_7tGVz5i(r6J{rSuq|C$kZLOX!4GH$|*X*S{1kw%ow}&7C;S
zt6OOaPGvV2TM_@>JDj2vH<A~zx2yWT2>m2DKCPn+_t+sZk^?X3ee{Z=J7*Haiig%N
z#N(*d><RwIV)BsbXtf==ImSmq^g_GEn>y?DfX2&x0t;m);x05ShAQu5<eS6Szqs3~
z^Eu_{eac%x$wJ-CDR393GduJJa(|PvHbeANBF@B!?_vyS<roC$HpnmvETx%W-H$TJ
z2Tnq<G3vq!&~vvq?Z?%{bU)``lVL6#b_OmLI|&*cG5)nZeW~DhzHx)6;;f`CXu~sv
zcnS;&-+|Rc_*Rb<yIwSKL&<1w1ajnr7=7DH+d}^Wnou))IrR!{N%36s(DJZ*=65Ua
zz{F}kk{6c7lr-(f^y8C|ExfnWZ|7Yvm!v3si(^(IiyDY?3#Uy-bu1Nk={*eoptidN
z1d(d{Sj-MzgojZk!f6=eo{(<V<fFGShK*BzM%W<TXE4SZ0tX0rQz}huA@@bhsiKq!
z7zNMf4tjj=FXY7E-U4eze%Q-%!VsS=byovCR_)UF*IS<KlbjuCS-H8}6JpmvMfxV6
z?<mz&UQInYMJX{mof5=U)+*~51eBzQ!Bkw}DyvbI8CO*ZoG~v%9UJ1iqf30hvz+<z
zwA06euiXUp#cqkp^-vMNtJp&9A>fd*6zFwS-pdlBpTSAsji8d*u;IV6soR}>ZZrzO
zj>(0u2@H%DX}*B|shRIA`uff!zbs^<`($_eZfC2cC+PR<?C33bS{m<I1qa)$DeB(t
z+O9?>CVj8J%Wx97!K^ZgS91NzP`kb@#VV*uq2|%hT|OER{j)V0;n9J$I$Do(RL`G>
z5zlbV8IPO5y1FzzMEt6L-82#i#B*JDLmoyPx}!7RUzPUMhdK(*<@fkz-iUCP6e@B=
z^wZib0ka=GY8`WG3Apo&&{DguoYXjBkV}0(o&UzqKkEyo>O}nnd&H^t>p<b!DPprf
z*9*vXjkX(>73iFYO;1m+g8I^7EdEtg3&xGR_l5N3+k6V|K<J!!EHA#SDAw3CDpZb5
z{R7&1Y(U=J?24`otW(K`MAWKZc+cn4^ufD+l6xUXgK$}g+mgZMLAM+ChB(TL{5y-6
z{_aKFs9s-(kZF<16&g*|D*@|@ZJclDVE}&dmzM&5^e)Y(>E^V0Rv2)aryWnjgEaAr
zk$k=An|~Z@Hh`dA$dRb!O-<J0Fd0VY!B$q1==D+wO`>Q5<kd?<0fnQdYVDso9f#FJ
zmk|Umbb~j933`ItRB=hcbi;&*^A4}ha7@(La2fRb;+nZJ%41u6v{<wyf#p(XT~NQF
z!iLqoa^qq!T#vDZM}eWh2Xp&oa-Ru|e3D%Z-w4UPU?td|P0QS!Td23?M3hdT9ou(U
zhh&$;U8(~C)!q0gjt|#~dY{BnaQHlUx(MGj9G01hzKVG(p)!`^69~PPEO~J0MJl{L
zSAFr^r8Tx6b6HolC7|2(-Ywgge(Km()%F?EGj{_CcEL(GDz`1L#4iNK%q_V{@FtfU
zGpKI<6!sBnnK}bhf%k$0+E`}#quxv%wOoly#JCYHp|)YY)+Xb6uO<SoTq(Pp-B-yn
zcZI&bQplldF<+N0i2Gs9@-d3?bc}j~Tn*z7wUuOTG{dFs*oo$#*+D6be`KICy*G}V
zM+cu3j)0TDv;~ef1&<oyBeJs-I;WAobe+9%%X<Anl4eIYgh9`dcyANvo|q&NWqP#h
zrx+4gR|jo;{)8{o2>jwEVK3s1R5#k)-re_r*IjDsOk4&hkC1-3i2fnFpa(Ni?U6x5
zS4*7~85i5UJRLVX>2K{^ujINzuy$%sXZ4A=ggY_R<g?}0bnagFIblpzv?0B}f-Go#
z(x#n+H0+2u-<LF-;C^-d;^LW9aV#M)#Jlw<MOVh|yY)9Vcx44R`ZQYSgl~Fi>ZMCF
z$4!QH2Hv9bF%JN5+bgH}olv&%9ckX>pxyDpV1oSAU`Qqp)CDof>7w^kgs|2nzzMTG
zQNuW)y@arTmq<9ff@Hc*TIDY1kn9f_g=eL(aYnJX%qq{5UrE5&-GgPnb5zKfjxGk=
z3DI+rS3o3gbD(v(I6MQUzKf3U40~4osg3wZzZ4K)m}-Kn%I55+*qS`_E$+=ZGlF0O
zp1lmDJ-*3nD?dMsYA_k~Qo!qNp~?$?WJh_$Q;-6Z%!7wi_k?l+E#lSFv#;hQYUjd7
z3yXx>)0BAW><2JzPvO9GRF|7!qZ;0*JvE?n_2LgIrbYT#YDIV6E^Iyxjb*N|C8^XV
zc&23Q+jo0f(d(aMvh|%x`JJQz5w1|Hu`xETCXZde6wBRCmwv(i!%IGT{7Z-VAeud&
z#n>gS_cO0g)DmCLDp14vZ8jb<YW0IA#%20P+jBoeoXLnPdp+Abrf{eG5(V<XzSRMz
zFbJ_jxrY>Zmp$Z`Me)fPZ3e2OH`Fu<+o`2PNGoZoUqWVZoEvUuaLnnbOl)Cd(C4a^
zTmN{Dbc5UNX|VQj#7KJG6j~Q$Cee+1SkQh-QYy<H*%ckEN4aLu|1ZwOX_Z=dmQ{G?
zRMoi23WHEx*oMDgSbX~JrwSP!_j4dMbUjSaOoFMPZFU#G3(Ju3Y`T^a;z1qn6iWmz
z>&M!~N%Z!=dMdJ>W1_upOsZ^HZiw;tu?3{4f#{`Lm3q227t}hdwka+=S<%DcvtNPq
zw#iYf;lbGnoNx6z8=vOM$CJ(5%RMh}cK`#g|D#gDt&C#3F_LILYSkG??0`Uddd_A4
z9_b!cmK5>*X3z5$k%2A6n!=siEQq+>3N~1HiVSucyV7)6^z61B$3*uZWRU7s{w)xB
zqV;a&56a3)!x9wPEE$cNBDamgT+0hnvLQ?y`U4Jon-&WW|3vWZNp|R-UOtQG#JE{<
zR$>ArLeT3=AI9CLN1j(&bDX79+7S2+cxA@ZPEr8lyDRd(swTO|uo>muTWxCpdwuv+
zZ5EPsNO15t+#FpF!F59F%#8~eL+;3l>}ArczvQ&k>>LXr$Yz+%KfrE0WGaNCN%|V~
zsUVC{KIA9!G1PYs1d6pV3dOSHk7TIDkxn#pfkG4~uP53R-?K^l(;I%mqJ|_w1|N$z
zfA0Y1vU}_05c!CJj`Bq1n7isLV@g`dCIj@I%qqe@A3w}yep=(aA|#g0UVpM_F_PyB
z<1R?&w_Mdlq2B2&r)@4;b!>j6O!>|VmFI*l>qR(dU23z#O)7WCnk~kzr?*^1&4zY&
zpQ;e6kP6#-Xz3)S9^Y2*Iy&{G*|<5G;rQ_cmSA8p+~i7J!`ijm8;9Qjk`v(%QXR#>
z_BT1k&>N3l*a2~K2}b(q9Hubwk=?aCY@T<Kf-$YliZNk{Qj0up_ULnQZumWCSK>IW
zAgHW2D@uQrFPc5_OeI9pyR(<m_~ArB_YdwJV)jY(NHT<cgyVDUR<sq*Bd=)QX2i;K
ze#80p&>E<*;@x~qUdgpvBuKc*`u#1TYHrhqz0|2>o^#xH6)`8V46zz`_LgY&`Zkw4
zNcKu3qfRMCAa1V2NYm;YkOI9?B(!?>_-GMWZHrp9+Mb0HM?Q3<g-lGKY(dMPe-ct9
zm4Tlw$0qtNv!Mc3Fag#f?C*GSLZ{qB5jJoMha6M-q$mg7b*mTMuyJGPF}%B$hA6(x
zsPFM~Z)<>Rd0n+5`t45Au%HVHwZ;LjzI0Vcm+LX1+(fJb`5C^ZRG}cia&FfW>3b4!
zsDiA<j@NsS)))8s*7Zj}U&0oFWfhT0r9g9Z-6i9jJp}*aec&fj8`sRhK6CBo0RpO(
z=R(6BtVV~k_wjL1v%m@PA!MM^HR*#tGOhu*bDE^joZ&uDfrGQt0F-E@V@kXS2UV;U
zfCcn3p0A4T1J(O?A>uS196pwCaM3hLa8Z#So6x_g7K#u}!_V^1-#V;wa8W?F04R3y
zN%LQdFAk>xxRPY!Vok(f^cxKmF~Aw#`g<2(f{|!`eV#JisCxo<7Al<0zr>jsYW>`M
zPI>)<USdUfiZduAeQ{Ij!7L3OQ9k~WoeU5n8mvc+p95X}GDorW&NQsC{?J!(1+ULz
ze0A^1F`e?)wgK+oT2)2^tBCQqWkCw|(Za_eaN3Gah8*ih%>+!ns{>^z>xVtKBrdK<
znORiWPIJ)>W1a)$rP-nWJ2#gn-pGTKE|thtM0oZF%L!73s(22u&1ZE0f>;{?R@A*~
zPBgPc093tMyH;shL|o|A;j;xS3_wz!H$JhdePliAmNLl9hE;-E!HMsTsWkc>N3w^j
zX=Fbu0p#HyDKgv4is>HcmfQ{<E@rrD=JA+_E3TWNndR8*d<^Fjacql5+Ls7#N2z-{
zs`3HJTc65vYS*nP%Qt~EPc>+-4<*3|p&?{35fS?A87ojW5=Ubf*z)9g2vr=8&vF6v
zdU<}u{PhJq%1BSInm~sb2Cbu4ftvW}6+CI|=Z8Z1%kTJYfb_eaUkBGJ$zi+ASd=$w
zbwf2|1ab3=Rg%FN*t?6LE24kWn&2x@i&h~a4MA*<cD!ogO@{<jK1+y(Jp%l`@ij1c
z{`-{4ckfQeC~NQr?A5sTG>wU#hZI5XoY~z1?=Cb3(5n9ewa1x3fPL`St^wHTs2}Xj
zn>YVv2&&w8FTpx>KOjlYbFh~=gp=ra+GmtvgE3aJ%$y6RL2;Z9!2BwZ9Z-nFl^|VQ
zTmY`}-3!!A*^}3R3kmZi6PNgBfLb({0{zWF7=s@?YxC}gvs@g1JJS4#^{2((XPNw?
zcY%h-TsjdPuWqjb)IrDlhch#fs+gcV{6&n)R(~@o{STPWc{tjuWX!zCO{h5wX;lRZ
zc_%4bE7Q*F3v7#6nCD>m(u<pJ(}YsNOSdKPYbmuMU6<?_C0SGubh&Dg53=y!8INQ{
zb$uu?5ze&(?rC&_I9~Em%+LqV{W_;)jIpBkus*z-g#aquH}K5>wH}V)v3CcI(Ywt#
z63<C_)!Y2EqLtE^-my0Var~A{SsQ|izGwr#v4BW6KV;P$9!i&Rvx9vVD;PL4kRpc$
z%6=pq8?q$Nm<@U*fDJ1F_#NC&1napK0FR!AhfkCMpD3f>!m;=eNMq2#yJ0uLs;Txs
zJk=j+L(KMo#?LtDX5=+yJgVUB1u*Qvhk6`7LTG1*2*ed<MVHe4#~M!50X$E^QvV<Z
z6#`@QFx{XXW%}vweiBZI-_DhBj%DT7vP94ceFYgs?v|QsH>V(L3ya`4qq1)_8-$zN
zWE6~WUVr?|8pYWl^F&=l!!PIz!^+I3o|&P_g(nCAIMo7yo%I53nh1g<sJl8t!pWeF
z)$^V3C6y?GGzZR6R#uDyp9L|cdoy=g=XRB7EQF9$gDX<EcjiKS;y)8&n0Ypxw9G|Z
ztU&u<lc{=)dJU5=a*QGGCyI%Fq*k!}kYLy%fy!+Fn|*q9WN=89kuy#@V91AqkcvT*
zaC#|&;h+MGy#@2W$bctTJP!ZJR(dj;Ry!VZs?QP$6T#=kBh|2sS`9+Ezt3cC$?TXt
zL77Du;~9k_I*(jl{|t$wk0Qp9g+B9GF<_B2NT&vqW_lmswYrKhz4MRz4u3TyzuKo^
z(sW?$2*=}SRftg11?V@U6d?*dXj^-F2Iwvg0z>hWV+P-S24qM$OGe<Em?2wA6@nqP
z@EA>C{Px=qPKIR7ncYVFAMu8MgwpVi11`{W0fW+qSwf^|`_&wOeXh3p1Yz4wJN9S~
zQUM?Ar*R)Aq4f;oJr1Ef1Y`ERWK?U+Q}#!0kcD`<yh8L5*fsI?wZ2mTT_vougVV0V
z?r`Hl6lhP!4=j<#hky^<{;rRH0TxPo=F3%3OuNtI`-y<4P_bV37iQhR({b3+WM%VT
zx+@N6OXHm+!sl!cqQ?IYdH?S*C=0Nej1wJ{dG>MV|91$Sg#SB)T~<Gj%$uC!L6H#f
OPfz>2R)vOR<bMEup?})|

literal 0
HcmV?d00001

diff --git a/lab-p13/images/horizontalbarplot.png b/lab-p13/images/horizontalbarplot.png
new file mode 100644
index 0000000000000000000000000000000000000000..02931ca542cca6557f12ea809a9e663d4a46e859
GIT binary patch
literal 8545
zcmeHtXIPV2+ig%0gb_v%9UEBaRa6Ek5>Zf!5a~)EL=lnDdx;_p1E?rnlmuxZKtd;w
z2oVGkP>`-bh;%|Ew1iN@x5JDx@B3Zv`SqRaoIl?WE=Zo|+0WkhzV}+|UN<q<jj!(I
zJIn`xK=$hE>6k(wJ75q97ld~=_@>}Qf&uu&<zssF5(L+NlnOrVa?v)@hCoW=`8R&!
z2A}tM>fQ8#Km^`#ez=-F@|_`&<IDOw+U9}wv*bO`_D^iS_bNKByyKFt-non8SLmny
zaC|+&_ula>zlrd*2fU&=r@dqM?GkzX2TnYb_uhUpON{u5NYA9ZyxM;})Dh}zd?a_2
z+dI+_J`C+JWU*cDAj&n~8E4|B)-l2Nh#@X6c`m5|qJ$7an;Mvn^W()`5Xdv`R$&O_
z;sI%}6v)j?O)hZZ;r4~7H!`q;_JOb0->cSX^PUiYXI^Nj@QXH=c<al>oQL2^wf9DE
zuLSLYr2V4Gb!1`>#L;PJ*Zm|Z$b*){s_~*1X8Le;G_93yJ1;qjY}(Q0G=%@U#@xO1
z)df{E)*R1c_@E4i=vX86Q3516Ge}f{&mgAvOEo@c<Cv_BJz#EclW>|`Ub;aB+Ce)W
ze7}x-<{=G}0rx)32$hE&QHA>+)A09QXUz$w9G{u&K+VBPo6C+k-yb(!YwZrW+TP-N
zhWV1R@jhA3svU}o77hOJ<gkkDO1lhVYn?*QO|_pvvt|dU=x>&ct?+QWeuAG{f1c41
z){sxf>Rd~Tf{iU$P=wl4iu}z{dM#_%k&c+c;)e}_ht3BsG#w;QetP++hGFWV>i8Cd
zzw;^GQ87eV@|vf|n}sW<r-nKZY#-LfQU{OEi)_tY5aWyfS++=c-Rd1u)ZLG1%5=&W
z8((Ng^q<c#yYloX_5G70Q|NUDb&O8hVmIt0<2@*J(U9-TP=$BD@AV;V&U!qmIXi{0
zL!Mdv5|$_SsiQ}gv}(laC$Ux143)YEGZfv`?)Mg0oK971HRA&@be1ZZ(6>pbTdpi#
z?dr+Y-buP<lbE99Ku7D|p2?2a@)kpEl%f>r!Vzoi*O#LsYO<al)0pH>v5yA}Bf6l%
z`jo6zYi0@xZ99+`HpB8uY8PAOaPEUuZ2#c<tM!86-*)dkJdUvM2%rzuga<hV4V2!B
zru7!4Zq>9Yk%qALwFA(pH70GnOe($Dsu+o~f>)31Mxa_zTN^Hjm!-Fw33Fj{A@o=|
zoF{%bxX>ZRz$Oe=yKLQG<KwcmVQ~&TJB7mYUA-ahr-6ML`xF^nHQz$;quF-n8EsZv
zOF!2FrPGQ@bXm)y>HgB&Z7KA(4|mqRomr(W2Ml>dJMhr_V{Xq_k=BwC#~5c%U3om;
zrUN}2%(&a1rOUr{*quyJS$R53py7PvEQ@$2&s+{Nc<mqxIquU}eJE-%C!&jlKtRc_
zFZ1BNCk(cBi_-6z#qgolU#a<Qyu7QfUK}55<&_6R(M7{oeuH8Ya@YGhFdOC=)26xQ
zZf_BF_dSUb5j#|!Kl}{EF8VTit=2~~FIi<@*&8tbtv+Y*T;Tk-2Jf=K1t$ktoi=3f
zj108abL5gknoiSQYFBP}Fxd7eqO^rmg_f*1HGe-<Ex#nDs`XR4N*io$xOOo0u!t;~
zJ{qUAjPKsWe9ZrrBL_<$=*ootWP({I&xKE+%{&gayII*|tt&&-dMuSiG-tC!X7lzU
z!dK=;qDYCpqG1dZR--U%m(PpWKQh!BX@35Ig7r8W6~5-G>N|bi;rPA2A}W8Zf#FKt
z3u`3f_X4M^tW#|%3QJ9S=T(OTZ;e<AO(Ym9F6dsFK-=Kq_1ITLkSF|j2nOP6n2@h2
zA&STzq^1=$F6Jm`p+Xm9PzSJW-~>95?A478E7p~V?pf3ZGaIIaaq(3jFpZHC^2d_1
z#MtxE^+Om+dF%B+2U#U`wjQ1~i1+Z6n-UG3*LD~$lYyxVV8H1KH%vf|HO2^UF8YFO
zuN4yWnf&;IE(KkULE)~yj@a64EiA5^iBFV$`qYg$SGOKf^YJ>;^g0r9T*E{jHjv=O
zUY#NqBQ|Mujrq>gpX@yfWF=%3tn*->^a*7D0d8@``XFWFNPt&GrAvJTcm2?op*%F<
z2Conay~t?bS6Xpx$<u7XlQ!K+_SS;4my+)F7OY~eFy>C?cVe?meOcrH9v`%S5S!+(
z#W%@D!BbaceodBgH|cg8to9mn#4Oo7C|b;!VkH-cHXXd!>E4xGbgk8FMMHRYt(#{3
zO2#a&nnyJ7cv{;}6EfTYaLa_77IW<G?&J~pY0|jUOJgl^sKT{-BSrX=)C`%3r>KY=
z5Uj-%K8W#$VIoDY#$&L0(Sl;jOX__F&{U%!!eqKz=tHv?<^F@4E6q@U0LZLvYh++a
zdDZaULZi_I=zu$GWh@>{TFXuvZH8nF+|`m#lTFGRq<Xyr5ed#=cGEH!^CkxDFk|rz
zra8AT<_sMo!~)4EACS$%TJ+6|ht5{;n>XD^HRzlxbnC}OH9Ow6K~~6_+vJyN|Apz!
zrpWdR;|%rHr8V&`oJL0MMUU!<w$y+Q&82Gq5i7W_Mj1-z({f<c&C!D--a49Xs-hjA
zAiXNzJl`>rN13KJtyL}qL;Ji9)VrPQJ<+OPT-#@XI^Q!}DWb<x0uwifGuEc-($Be?
zuDtTqxFCh~808wv>bFIQf3`e_b+{30&JYsZ)t@3pHs&dDv-*uNC{gF%bnLWfYmTOC
zfXk?|)r(Bc+`Il>LHO{{otJoH+`ScIC#Z-K0J(mB#DKEbszJ41QHsfYB6VjKDxH%h
z27>c;_LOh4*2&1m3pFW96Z&^PrtP~nVei_SC{WS|FPcyEb1}WC2wS`OP~d*Y0nV1j
z{4B&8x7JEVpYPJ9k4Q~7><<{&eH|H_sk!gcDAG1t^8{r(V|h<_!Eh!&s4((bwN$?}
z?1O3&dViACCB30Uw<M|YBiqn_LY&^B(ki^T_g{ujk+KWcnKJJ>)M(;Q&1xVM0|Mqq
zTj3?*Xa5=CMUoUPC`s}~SMsu7a@Ym2jMd<te3SYB<IV{K#af0b6l?fs`loUA?#gy`
ztXmB=tMr7Okody25kgNJ;Kw5$GqT!VPZ#yWv{s!<au`A#TRHsn$+D6R`lbZ3NyA26
zsb`xr%RL6G+}USNkKFcSSh(m|l^R4ZCPggj@WzCAE3{7Nr%HAn$Wp%be#Pw*HLE7(
z-`G*9Sje8}zP>z5FKrfG>OOP-OGyI_eX|Nqo|)+_Jos_K*eR$h_m*!<vaK3<UCt=T
z;7w!ei%g2kipHm;*k!rmH$opp{@J1fy#SW<365BUL|nY&Kzc>!sy9?Y)=Vsn@tkxg
zBQGu_v6todaL~7+iTY-#eM#!YMmLH*j<=>(x^`wo5l4PM!iS&FcczLbS>xnwsy?D7
zto!fsQwcsJOmf3w4y`dGgkHn;@;z2Fg+dJPJ#?m#a)l9yv1zyz{CzHTN`t+?I8XQ)
zKC`J$pfzCah<%kFlwpcxYQFxP3`NZ%W)I8URF{^m5DZ=GjNkB^uVZ38R^7U(TFmm8
z{=)M7o*C;<LI>dQwcC9($wVpGGA-w>Vfyp}^OvyoWoA4nd^30{C@)(ffuQH3{?A^U
zD8L51KmRMkIT$oVycQDCVyXE|?hmnaPv#LR9?dzB*%<e!!1LORGfglzw;L;xi0@yN
z5ewh0wI+(gWlYt26yJLWB=#+cZLLJ3jC1+F7kr3hq$Ln0WbA^v;Mi3A;1(FosbysL
zfTHa*y?X3v16E@Iiy^<TMk$4k@YhA^0Wu>O-7Mem)we-12$+>fU4Isx%r0aSr~w6M
za=i2VFYD^}7j}=KeA?Bbbk)d9*RHZ00INCTr2kI$%KQ|mTJ4#E+gVuofr!%I-tD$3
zzhktuy8!zuOmiV}EBsziFr)M8X39SI8X@<I>b04|O<#2k_w+2DvP}GmIf+X+bNBOc
zlC4K8#-_v=tr^4jT=7Ox|KQq%$O@(rRKux}mt-NI<QlZLm`bv}(PeJkFi2JD4U0_m
z>x8$xIP0>;#5j=ZNKfvvrrrrczoQLhVd{N)HYpqxbEgAow^H3lv%G%&8{n^c$MzZ&
zn}KErV4M4w_;N##O`UV$KxNh2p801*(kW8zwdc1smNuKbnR%E7juLlB_dPv7+7!2W
zChVSZ*K8HPVMNuPX(Q5k47XnV5qMCicGqwFN(~+$qy5dI%+H;Xfen;(mAk+kV)KkM
z4$D_kRXY1ng*ZaN{Q2UZ^+F(4PETyO3%8jCLj0V92!J1l$~&}ZXkihn-DlM%^@}^^
z5L+P*nd$-b@2LR8g~XubCHbeKO7d{bNh>6SCnv0U?NryKYVGMVpDE*htc@zgnd#S$
zvkR~JwXL96)vfQNM_K4xEo;O31r$-|_NC;tM;c+&7YP4t1k1XC<VdL90!M!V=+TvF
zrvk*?l8x9olpZm~_ieTR*AMlNc*3}ZXAhWmN*m7{sTvMt>MPcA(Zb~9PpY53;KxdY
zXAc&B%Rg=#zB+LysB1mL|Ab_h)J}_C?^wEVTI4+D^BSKif_-i9Dz#_5dwn8Z#Vs_Z
z$IE)erw>l_#J{vBHIn^j2P&6{ADzL=!!zRKU<9S)eqUb)f?%gx_NZhZtqQPu1KB@T
z^z4v(>dFcg>7u@N;oQ9*=`=Z6?+JY|?%uc)AuKv`{Q@)Ys8(p;Z(LngmG?XIdgcWu
z1raNc5MDY;Ma$fXH7c4NZ~7AA2bFmJC%m`iXlA&s!K&FiGxTi4ePwsJyUIA!y$P9o
z;Sw?TDogd2h+?uhHqpO^x`Mn8C~)IIfv+j0#Nv#v1CZi=k9Y(XK^*39+Qc#PiiKG1
z8gnZX!QsJ_t`uc*A4oyC!Cc%3*Kig~M<i}k{zggW{6YnMBn1URF*dE1|ArjKB1d)9
zRPTIW`TTO52>D8}iPwaFvjbI`X<M}OeeX_2dK7E5&4Jye1Y;3$H5@e;7Mg;Q)M>xZ
zeFeTC2TZ9^U0QDL+FkszYXz(3vL+*J*V=sb1&g~4k$bd$EHln2XwBhssjjSmN%k$`
zaOlz}M}Zp8O=kc4SYua=Z;+`^kJi0oB^J2`$&MHwDdSgq>4KQA0>7Mo3oBIly?b%7
zO^FDAR4UCd{x6<zXiWrF)TuP}b%xA2_xc)Y-pdGy58Sg@KIqLfW9PQSWy6_UuhqNk
zP1{UCS@Z~FHXKY-Kp5|tMJL^FO<aCL6C*7)@fQ&1p1!)wd*aS@b3noQ-65I&uDOz-
z9*+-)H7GM{?j5|<qg$qVOwGG-&bvGO<8?3MtYxwNEUQxz?xaB``yaG5?>KsT&j}rE
z6TrVOKO{@dCUhUt7Vb!wRaXcHibMT@t#7+PnEG+e?z?(om?AUuQ|Jc;O-Ic{{w)(E
z?};XE-CQ{sMr@sD^dh4Fxg5+eRgrnn>!<iUD?pZ0s%kTd0_qmp;7Dy^_;rYr75qwX
z+()5Ko3EC6+zNY6#cK-5D~JLWVQPCl35YN;tFVG6JEG2aQp(vlGuXlB?KjmNH|}%P
zL@a-7S!-eyo3{7L)@3Pi<4%fSV8iEx>tGh+&YXuKoIe|RbWM<uBVfc!#=HOD|7kOv
zB(<9h@<Cus(lHx26W1QUeDDN#6Q`BoJAUO@1C7;tzHn><;s3qi%VM6U3bFc)4YZEy
zMC7=ULEPdl5Sz%Kg}RdtOzbJ)<d=A!j6$n02<5&@de_XXlca!sb29Q-T3&@T3<Oq(
z_k^;M>yHh0O7F_j<N{$n5!rYyS2t(}uy%m*b=@AgOcvH0FBSl5KmN(q1K=KUiYaHj
z6lMzA5^K$EcAFn0O@hbv``QSadylF2)GoX~LI>qpeL~qo@U9m8_PlP}A!RKJ#@p4V
zjt0<crU<Rca_d21Pt^Yz^F7zt->b;53>v6(OI-&bGzz>J)3kifVipy)=XWy|edz3+
zYGA+A6j&4zKt)lr)UMItM;}sKfd>Pth=KPQsxEcw%88MamY#0|W(5^^2$M7Y#dD;B
zw3cYG@aX}($DFKr{x?aZ^zqavM!C_;Uzx0>9y1uXVcb;^tZ|z^*RKeZHRcf%^;NK`
zVl2t3^*bPHQHt%rC>jE<-e3&ZhS)vYy>|!@%+UPEJ2Iy#^$t6x>=cO_u5y1F0!l&h
zbZ2&AYd3Uj73T0t;OO~pPl07d@SmO0Vy}#SBT_jVwwl7(gQ}u7GoX?;t&-7~qXkx7
z-MLyVfkGf>>BiXtXCSOpD6BU$3z#U9$>@IjkWb7x3N+0JzOk}EcY&_oJe|scgn#zJ
zE`aO@2ePWJ$2Mppxo(%8&nK1ofV1Urvbq(}6?m5pQLAn2T|z_kUZwUdGU|E6R<M>D
z{@>?qP!(<-z_X|iNHjuek+;UI>H@X>SmftEAiLb30Y~wRG3~*^XCMKus=Blv4FLXv
zqkhXW@YV(@T*rX;nVm9gOL&@VkYtT?2IV<h%Y2yQx&d$G**6WUou|nKpAzxNXQ%am
zvv?nEflN`fo3RfZ;fB_Rt^4EsXRV=j38$_;t)`QS#Fj)U9z)wc;;bndv9$@G>A}?7
z26HMPeeE+K&q3Z@V0^wzA8;#X65E}ZCO>furupusPQ{wKu=N994bFj*A!p}%KS<EY
zLQSfp_t%o&9=Y}8Kc_soAp{aIC+GMfaCAV5`es(gULRGVr>lC1Udu&eEhbu%m+-w|
z(qPb~W<@`0R}-q>BI;E)hToaihs9laa+v*nVxSW3dhC=0Fen*l&AXsR2wD21x>>f3
zvJ%`a;Ls`17Ja|oPF*d=+TfQRSaTGVNs#&=M-U}MICIXEUr?7~#lxLE1a-fe>M3MM
zJ7U1SHA$vEAUh76AsLzNFoDDeCd~lKO}|-|bJ9?S7<mrJ8}KE7(`?f>L4C+0>dBnx
z^{EYE`7cd%u$rOC-2WD+7{2ZZZhl*oR#@osF6s`g)$zn{#7-TM@k#r|0rpmP%fc3i
zL*`by1*Xlp)J<}=!cv3NA4+qi%ipiTWM;lak!_@iJ*6=9h1{di@S$F;O+W1FJ`N|D
zZl_0?BJ9@t$6mDlV!_D-P#c-({>wXt-L3jKyz^&pwh>8t`>Aap+r^34fBaIxqgD73
zFs`G$gaOb&Ad>$lXFBG8Z@3?1hD^7!9ma}L9{hai<jefmf1$jNxXI-oD6g0G`w#kf
zuCw<CeVmLr{DVGpgj9ae#~<SNe(cLW{T^VaZR>@T3ICS{o_(B*esV;08_t0-P6WtY
z4a`(h=u~?K4!DfC@Xa+g4QEH(SQLbAeCE{57WvofjesYt#D4+gF<UGBSN9os&BOtY
z+X_I2gRCYn&P)dn$-!)@?t2wlVi&uCX!qND_?)L(Uy;|lXu$wsDPu+()35Q5ec{0X
ze(B@@ieL8Ccw<@E%U|8SE8Y72Q3!SoY7RJUA)p7a>FdQgxA{_>Xv`MPR?)teqirhg
zKIarVN|ss0>9BMD-@lxkzyN{@kL&HszG?@W3PTN1{Ez1HINYLhVS58yay0=Ov;(2q
zHv6@_*#cuKabspEMp!CgQle5b#(&kK=tieSq2(vC|Dbz)*XX}4M+pY(5Fht}3a@gP
zj^!oHZ49VZ>U(4`K*#F<BK+!3sUvd~EC7Qx;2+Daz{{xJ=yk+K>p`V_dYy*10HAyI
z8Xb@bE)|-X@4j=xWFw@e+Kth&VRsfl(i-;WI*(6#Eu+hjjw90fCcB8=vVtcs0^RIo
zpa>2hC#C}u{df-t4yHS{$N-8mRCl!Hc_w9`00Z{=JgP#&^V<Vb$Djv^Z1m!c1R!S)
z7HNs6av}$|JJ&Fk0BpP(PV)g!>e|PbsvWamO5gnnvzfp~WMB0BO7JTzG|B$G(6*+G
z@+Z)8fCcn*7SXaRY!+!w;F$V&>cMD^)`%V#0!f^ayz_m>ZjQ1LOECPAzQ0ItUi+u|
z*<QeQ`Z^`q{;htbx5KfmeoVY$ew>T!?IE{i)s+^BALrun|7c*K;goqH7ybWxL+$@J
zYyrsNh%}yv>M7vwE2lOqua@D8TsBNC`zoy~@74429p7hzbdq%FGh4}c&yOHNTKQVd
zKF;sn4+VFPcN2Da=>)|d8h$Vu&3udswYEC`6f6}ehzn`4_|TiMk$}TW8?!s4<-oU~
z0Xe<{nA?!!{GeY5c_80dr}+s5rKsHh^0~Lrs>A5jdF3021vl52KHy^j5NLZ-&g1`b
z9IQy;VOt!}p+2A$_n%Nh6HW`B|E3)PNVf(wH&&QO&)#|LPzQ7cct~SQ6;z|DL~#1o
zC%im?yVYM{A=jUMRS+uH?ANQ70p#4Ib=Ccwfti6vw=#CDiuX<E@AM%P{K$ZRXLx?A
zmBHRDmt28=#XGkM;la@Zy`9jN`G$o2VouMg`}S9m&Ktq4f62p*Ib|@N(Z)TX!KVcc
z8~?D+;UuRk7tEs1+J`YMNTHuIwc$WGg{uol!jRwLwamVT#r@5G7C~#@%R3@!%tlw{
z_J5EnRfNsGS$awX!-8&O<R0PBQD-nIeb5E@YW}N^gNm5yg^*?6xC08YOoHfn&$pFu
z@&NWmX@gzhNE99D(D0xcito*3(2Z;6oG}IaH(yevlAF)t3N4U}BNUmRUBD}fNo>NA
z(~cLxD?n54I}qzgM@3Q7HnU_|iwKOF%^9Jov5PdDKP4pc2ClFw<sQqpDOO~&kGGb3
z@1Ug~@w704a{KEO)!}JNoGo=YeBIpvIZD6*EM3;E20Iyrmi}X%WOke`4ZCd%yoUly
z?BQ$4VFS6js+nKQUDj967t?_7+w`&rmGP6?uhTRFa6}r8xZyk02K<_r8~wltS-s3t
zLA=n8AYRmR#M>Q8RU*#%{`4$7RsD+OewLls*!w3w@lbZ4e86ph6|KGbChz9D)<AD?
zrjC)TR5J)CDpV1rFW+i@>X#^K6uU`L{5b%u{%|C%2Qvn(7ZyFuX0OljP@Y8hEdHq<
zP5d11-9(cQ1C!P7^6x+GNqHrN_aoPZ5h<hM9EzZQDb1!_^655Gl{ltz!EeSKdhFmx
zid4)XfleV&5FbvwqJMt<Xls|}-#Nvp_MsWMF!F`P52xz80;?xdY=(3X+KsoSD$Q*j
zg!)Wg!{2HaK>Uo;+Ci>#v)Xz-U1m(gf!b*bC{%hpk0~SM$shp-`mTuk4m8ZAA_Z6$
zEN*81ZV*auuj$VxNSca5ZDvD#7PRcGiYPRSw>k4XTZ4O1|9czf-vKy44uO<i1l@he
lhkrYbfHnWe7jCt0ime>&DM^(}UjU;)^mUDOaF-k-{tL=7wz&WR

literal 0
HcmV?d00001

diff --git a/lab-p13/images/inputs.png b/lab-p13/images/inputs.png
new file mode 100644
index 0000000000000000000000000000000000000000..3524285ec35ceed260f14c5e11d3590f933e2166
GIT binary patch
literal 11779
zcmbta<9A%&*Po!V(HIRIv$1V9nAo<>iS4Gb+1R#ir%_|u&wT%Z=gsfMoqN|^=bp3H
z-skN7!9*x2NFpQPBLDyZWN9fe74SU^e6_>DfPekxGv5IKgbqtlQ6*_nQBox*doxQL
zQvg6JA|(y>rz#MC_|p40=Bp4-9;dKZ3WnEF=PH~uX&xvZP3SC~E67+_92#2~Rt$>}
zk<?fm3o+OL;-`xc47MpDeR$-UfB`&PySe-Hhx3JJ_w7Nue(T|;a~CY&%On<@iXk3g
z?kT;GnZ#X7&V~?~6PgqN1vvwYB9|&9gbEK22>+MuzdTGlKrqWcf2{fW@#&vJpFwT}
z0SF<@?D<+dhb9nQshleG3m$NSX0$vyg(c@q(03zJC<J;f=C(|gEa5f`oi!MuCYyjV
z^aNa)P^tcc2Be3sSOP04C{R|B4V?uth9xxvY7nEwO~`#Pc0w#IkLNeyY7G1IcPZW(
z%z`MWlF})5R`tw4kNXkOWfLi%hmLRdMMaT^PDkWX6WA}I@{iG(Kz*6EZqPHlaIf=(
z@$}O)v&I<#_b`2e<OX4VdiF<RXPGdBbLPmcnbfWcE7`wa<TnU8#)e+MC^YhCf(3@<
zc6{_4WeNwT4wxyfom<gooihic5Plmg%d~uU#DxtoVueYc9A5cu9Nv1#dMRSQ7wHp=
z)^R2g?9d%&aqA0)Ddxn{L?$c@{qyjed=-;<`;vZ<s1vk+79mKzC~1Ua8Y25(M#i-N
zwuLr|N5%Fo@(<Sok_j!~&4Ls|6VloM!iJTbJAFRJqYzOY!Bcue4xgyikPtt3npIn>
zp1s)tVDQp4)rE5TYIgChFg&NZsQXJ#6=vY+ZPSx3fW1q2PGMsGF5$(5AEJfSAR+`<
z-;~}Cf)FE(`B{p@9)Q9OT`XnW)C1r0ZSf`001d*Z*Qp0mCmsewN>B+yAO!IplDCIg
z35K@E&;ctGP$GoMg<2JG`j_Jf61B&e84%iQ%?u+DBn=njfc7O{WGtSl5H?*XHJ*PT
z(o+~h2^R}-P*fU?1VgkUFGdOdCsK-ViW0*en+r-C<R+*sFKmXC9kMgHtLOVKr1Acf
z8i5YDrm*80K|%<o;H1AuTsTu<&Amkq*gk}Ipz5CH9oQ?t8$Pil1QvWz_?$?3{+Tjy
zsliV|T69XWKjPT=GD>QtUOy4biCj^C1mKJNN*K@nWJk7*bQ5{aC!eKvf$?JSqH9C)
z#o7$F6Wta?%^#lGX2FWaAA;TsH#9I}mi}cU2T=^I8p9pc8tNH<H{>&5R2!)YRY|mj
zLl7lDRMlrUNZi9=z+~KBE4t!Hh*A>G*2}#Y<S3^@RRw59btiO(cgNw3eg#qQ{J2i_
zu=gR%j+^dJ`y02zw0pU$|Cbt`6`DVY{M)Y{s!9qQYQk>~XcuUq@JV98e2Cd}TwysX
zJJM8)(}?Bp_kl+W4C#!0Aq2{6sZ;5q!lXiiLg6{{I>OaoXTo|iUz3^>tVhyDQAaOn
zup$KpV=yE~3vCJ(RH{_6RRpA!izW(jRcy*!RSr~QRNRZUq%aHb3y<f<i=2yO3l(Lz
z6Npp3jU0`8j4+!njU|s~CLO2Xr4@~7jlhf-kJ_d1Q+caC6cH*Y=ugSUGNduNYhILZ
zpka$I=6NXr7h)F37pxZyJu5o``9uYPT~Z$)pOUv<L772~BFQ4LBCUO2LLkJG^Sj7I
zS=1cccWDNR2bmBTaAt5EzS;nly8m7T!BeVHa#F^s<f#PDK@~BLv70g-U>#(Q$&V@i
zoS_|}&7)nVg;lF6i!L9l;3=#7iKwPnCZH0$7`@oHpk79#eyT*Ev8?o{j8l54+FdSC
zo>#h4oKRV-y_Y`}PNg<4o>bDReVh1??l)wNf^1RB+?s{4mX%hQmeC)XKMH@OZK2Mk
z&iT$^&Z&9Ch`h7JvNn1C@EEuKZVPOya6NS)IYz%byKnLGzF)hix<kGzxaU0OJnm*!
zVl}|s$6vs^BTzxoMP@^)K)NI_j5&)@iAKS7#p@s97}D8u+T*3FiTDFQy&oX`C^8`u
z7V;LNhUhInTI@1UKhHBS%qCtBsOPJvs^^Sy!5L&&Yc2Jib$2GX{dr6NFOFfK{*C^I
zUW<MUh_78oKhAKetz6mhX9@U2yR(s__Maw6!$p1G8uXe?lV#(xnYB4x!=GlN+WE$)
z=5_mJYbJXVqwd9zP^h8aO~b5y&#>v(rr7k@62eaxR#zEEo_}{vwY^4DyW~+}nT=WL
zQz=tWjO=M1X`+l!Ra#YY%e2epc06`A%~s7gF63UU?_BRO?XB%I@0G8hu!3Ryxbf`o
ziX_t_(+W)7)l${0)g@bNThd#uTgCz$0u?@tuSP!azV0s%tP6Pb5)8%@(^K{_`Wb?&
zf*aivpTGde0OnjuG?Y8U4eS+?LYx6qD+HL{=)bzXiXuoNtRjB!gQ20I)Gz_mdN^&O
zC1M3+eRMziH)D|Zz(e?OLTJM7$kO-Y(jw(XWz5;^*}+*TmMEj8fsI(Th=W0n;ho+5
z-SWMmG!KT=dJ~Vb$+@5+{&A$#1N!z>9aGPf8$`N74Q7qZ*x>=mVUnoNF(fl}mSId>
z_*cv!P2$SV%4HkQ2fGKj;dIpr&xE5)&CDm(QEp3(Ik@E%?LMLd&#N&H`y}5ax<qP~
zAXO`sVwD0_g1IZpYs<qYr#CD=?KTN71+V5FF(p#m5r>JDBo?YW9Q7#DSypA|Vm?+}
z*Kp*)jDcVvBk%y2Q&&)@csTO!%9%$Uzj~wYM!d@XLa}0|LbF0k!}`xwjh6$mul#|Q
zg>B#3k}J>Y%`$TJBhcRk%29MIRR4D3Hu6@$CVFcnu{yh3z~3Tiy0{Ip4AM~e(yU|>
zTQJxE@B2*apw)O6!#3h-NOR;wluTroovCf-eZgQ{k)VRD?8Z{-rrT>T(F)NU5kIf4
zJ268l!xRJY8g@&CBd4wV&IPKs`dKT`NLQsctwp25J(oSV!87Ngi|Dm0)p49Sxjl{Z
zOk=&<^m72>A+Q~G6J<%GR0B)RhkJl`LE~6;RkKK6%?a0=>-6fDTv>9>zwWcFNvo)>
z^hF!F+w8B!%50NX``VhZ)o{~tuj_7G!k%oLd)5`-td6~w{%Y=uk_$#AR*uiT^V>9k
z$(v$hc9Wp4zr^LlNBu&5NQ~0n*ibE%-Mo;qjq@XSxAPwc1qO3}me-<x9ZSzQhzK}M
z`V@K--CV9Tk8@9^y$7>&(i)*!8Vv$n_|Er!+7{Y}KR&HFtGxBQ*A(o#UHYGgo-<-O
zr#I`m7hTpL+>FEIhgbD&{rJ}{*H=A;FBF{9L^Wg|cQ2ycbuaZ=4?Qnme23oGQG<wG
z9>pH+?itUCj*K5WeSW=MoflL}CdDm38owasjPTKTmOnI{a29Oi!`Q$wB6*>>@ge#@
zc!dABdvTw=)DOGOQO!>4nDJ45ox3@BM!!s`(va0d?*7`5O~~*h`VjYSkF=fnJbykN
zTl=ear@60L^|Gl;!%zRV_eJ#7W8`T*&XR<h8bOf8pXX)u!}&Gsh>3}+zI(ST)sO9E
z>1OlO`}618LUI6&$y7Atcaz?T2tY>#L;waNpb-(Uo4D%fB{6fx*@G1LIZ)5`7;OVl
zDo#9atdUCqfGswUzXyzv5(ZVmaRRh~(o2GrG7WW^G2&Jt5=n_=Wsf6g;cSq9wJ#SI
zOy(CBnym^~Bmp`fT)e}Ivj4aMVZRxmg2}vFmH+DBqwW=<O}k6>8~_01kkVqpKRqDM
zv*23@#nFd(cMyUo#Q4y5qB5O+1IUcvgu_b>01+EbV&S;qyAT-I@cH3z;Q??#Qex0p
zWSr1_=**F0dAY)3(S*dgWFC3>vG;UkA6``TyzTY%Ol%odm+PEtzKZw$6&0_YFWrU_
z;ZYbrm_his0wCYPs(hHAQ0Ok`aH3U#aBbf-JkOYes-R&aH~!}PoYu`dsduegmz;k-
zc7NKgyOf+a*iwu{=OQN0UOc3mXFHNS^}ufYwyru3MJ2gV2by9(HZ^xnZn|&#cCB6d
ze|k4>`@Oa%kW03ub-x{43}7m{TzW0HZ#-S^ZJsx8R~>v@$N9JH#R+cN*7U-xp?Ge;
zEH(QObZ+r|zTI9Vt138F`<`1j`o27mNDAzJ+@y6|%zu77cDwT3c`vGI9KW-U(-&O2
zUJv5DUcB-s2s<XDurpiEQMf&ij_W<t?br09$a1V%kblyrk|m7Faje_0$ro(=%do$=
z^z7P=q{A2k@-q2dM<v}a>u;w$k7;zx^?r|xI%~h|>Y8*w+CU^t@_#?o7szom6^#1I
zaPrEfdu=^{G0p#|Q}=q&ernzu^rbw$)%oxR{&n-xFAX&PxaD1)+IqjF?TaTwohqIK
zaY6F=B+1}BglGQL;Qw)(!%qYL@bck(GDlE<{pEnk|9GCU?I<7XXzO{(oyz}peH&xQ
z`Y&e1`lI8}fm(wu1-V4D1CE|Y-nwn`=7wpSZt?hu0`K{L#pqdE2qMl&y`~VS-3C`D
zIMC-=fQhvB)2jBnkFt_%CwtFv?G1Hp+k+{dQ~I2T72~+)I#WBFGJWs!#!V1BW<!KV
z_sgO}PthY})zA7QYDG6Duh}S<4kOPWm(%_q^{0<qY4R~-0{d105dbNpA6Q~fPHbiq
z4(8dO#Z0Ko=wrX%4h26QjVRA&cc{O~U3s1UIh=3aaFX@k9*?2V(%Kv{vi(!jhu~%X
zuFdmNHY%(CqH_QG1PN^Qi(w0zYS{Ys5=`<Y1R<FaM(i~bga2b}(_=4&W+p<ggn{pR
z0P|v8|D$f*d76K7)ja2%$b*%0(?yjbSk-^a^RO(%@D{=&P1g+=rgkFEvEd;4CwB3D
zkjZanN!MNXJO>%d=>1eQgG9Ybe=k}<7glcpyn%f$ZwXx&lt;nA`Q34%R()exM{h-E
z?|Z84`+LIjgg6J~bM$0q`Mmq{qm3o+%v|tw6-8pMD_nDFKgQmt;6e8F((keT-7MtL
zJja*gV16`qjq|%~-4ZW&v%U&U!SPf-EODOklqlw8L(Vo>&cD@jpV!gTkgmEAy37cV
zGBj`O3cF4IShj#g6?}8JDdy}PUH*b3N$3c=@Y9aVz0IV~@nK!{zU=gU1^oW-d#KN`
zB;UDM9Fh+Wya+;MoN;<5G>6VAZ>c9a<N9waRZxyBdAwZ@W6~3mtapAq4GTUb`G3AY
zmXwdorSRR1kbChZjFlb*5^)-XH}U71YScUKA+yASnP(i3$SOe9mxBP3ar1jL5%1Eb
z=V6wX_hFX1+p?awZ5RWxUoBi4!r>FD|5GsU^M2B%>#}Z1yQUDA<F44|F(Ww3*bfV5
z#bign`Tb)EefbFO_8We9&!D?ZW_L@(3ItUp%rBh@OV0f8{=nycfoqdc(5{Ci5?(%g
zw%$K-_TLe-S*elek|T8CXIHv=4b_<$Why>pdEtr-ToBUHgLTq6eOEzuxzElCB-Dl8
z6jHG6)Ta%q+PY<nFNn$|7_t2GC@Vg*=<NsN<bv)3#r@~ruMDouYkFEJmNCeVw4`y1
zDdm+Qq74~%^p(&N21Bo8pUrdc^+colq^j%Xq=TM10cf|Z>n?wQ&c&dtasl3&iAe_d
zlfgQnxC{2+L#R+n#;)*F1Z8tc+y2k<=AH1wK-0Qig?~BYEKn<lYYqy9i}VMIH|a&A
z3>lGib0i%PY5Xgq{*wsyWb0fiN)foG=(}j!)P`tV7NuaJeO=HV9SM>M=Y86G>^h{d
zW0R8KuIjiM!}n$S=KB$uZ`XEArKYL*d&K)&uOl>1SocjqPMrVS-i2$mcUICb<;NZ<
z)D|MQm0szERQ1aS)QFxrH@~|Al4lD~{J-vNJ5OiX?nxuH4&jY0hq4~WMQK(u9wRz4
zr+;O%dEmL+>dhu^-U|#2k>-TE-p}nHk2|-}bp7X~sktps*Wi7KhE|2S1HL@MEu9fv
zdPtVj>ZfkM{o^cS_mgHY;kfu4jOx}w5EK$D5>#5{x&)M5XF3Uf`EP`(?K)I0|Ko=9
zxpH;G`+c>4r)k#Doo_w{nZrcxI+1y~<rlI*o>bn9U*OaCu5eW3;)MHCjp|p^2e^i}
zm#LP}P80Z8Z^HGw?4bIWVxeADr}I7i4YvC?k**LF$sk?r|1zJG?98YW%DHNSIl1S1
zOHqv~^pZa9Gvs@snlo0BC=+~(^3jIsdnB5DMWto{FOYi~2M){&qjhDiL=icS>G4JD
zA@L`&0pvF=Ltxv-%c(0KC?&k8Kw~E(G=%r<sy}PS&UJ&(hb%g3RNwc0(U(7UT@;0T
z!1pSc<mV7Y&Nt2i$v8KR%u4A12u8F#uNn7sa1HLu_u4K;tq0M|9~EXX3yfG@rJqn~
zdfuAax9o(<glQnSbbs7eyP{QlPFlODc&vcy+I!E)CAJH*hKNvqT};wu459Z~Ey9v0
zDnGj#a;S_CS6A;jG@aj?Wr-#FO1i<~giM7%-GLUrv11;*u{7uJDs@v>hR%f>tB;xT
zimH=)2xd9Y)JwMZ4#WPQSWH<=6)V>{q=4ZPukF{ZLv<ZTas4l+Z^w%MYw&xfw3|3^
zb~Q@f;MAui#ctXx88x1eTjXDTHKR7k@qM77=e79K#`cY=qcbq-fEFtj8tuu$8~t0x
zY!;>2JGfac6@$2?-94V-&PqjuLVQ<igX32~qbKVLSEGu4tSM6%VVBe(t_$An=U6))
z4?(U?P1?iBj6-l13o`I3R?1Pwnc8+M^qfX1y?h{PcIK#xgs5FK%BgPyJ$mBUJP+vf
zEt`v~xUPVweNG_%upEe47di;it8kOnEr+Y&XuPCym|O?+CkICA2{{A~UX23gVUlsC
zZl7|!3IUanH9iNiJ{<Oqh6Wk|2Vjv9>>y3hE-5T%EZLqhC<P9W_($zHNkFLLccnx~
z3J$mtBKM6v6fS|Zs}4*2VG8;JLT!@}_$dWeUOD>RWE$0lW#hDm2t^-}O9;-eNew+u
z(=k|^Wyz*#^=ZNPW5plicPr%^xy5OaM5!0xQ|VG~KJ5lhW!Q^upLsFQ%gV4o(=XFf
z5l`T0=$998e0D)y<DAp67`;xebc7DZy)|x6!Bm9iLJ{_Jwj`^L^RW(tmd;H^n(MBe
zHz+%`s?~cFlrz1D-!Uo)KQ(&k2@m49|KT=@ZC-Fhz2KktY{g7Y(CJ-AR=H1!@-Oi`
zXzZ7y!en*QOQJoA(w70ZhsOp^=ZXTmg6)n~%zf4s*p;B$mezX|wBk(jVPq^wgQ`Gt
zMk!nDXu``GA4caG_~E&9c@3IHoXBD`_r=|s?I0MkBbo0E>c{e6RM>gUw8WSP#)TL%
zQEFcELKpTFUe>HjvG^9%ffmPWr_}!*gu%mnm8@*)I>8_QPj4E(Y~D@_UgidR^b>65
zUgIz`qrWdI<lY6v!-P`88HCFr(o{XUABuSi2iEq&5VSmYJ$9B^u>Q(m?6?x4tpE0J
zZ_?hcUL_{Px6fP>$@VEQhEx$3H5m)s(f&+_8X>nu!(&n%dC#I?;k$m7N}N$MC5yZO
zf=(IG`})L0PQC2L@pI)pNB2j_<KzTBpQouYs!FCs9u34*mP>N{coKeTGf?wUM2MAJ
zdPcY|I`v7!OJ$a&CX{~cKkdaWzfE#(Z!|m4isM-Rj;Ej!p-zY&#s%s2q@}Z4s*t_8
zMt~?^;%4-peA>|=v&5v(8@re>G@YFK;HfQsgB+;(UJ8x#Q4R5~Oi!H1_1^|u$k-iH
zkjL-W5}_$7FqAhsAGg-6owY~|W{G=P&@1vR11J?01m9gIah!y6eD7u@t$){`QfTNn
zhHS}RHB95^amlxzH?6ZH$N%a6c!3|20I==>NT~qY9#Utu2WnCtiH*y8+NT6Z7HKac
z8at;4ofXqML7XBN1;z*O&p+YY=EhH-4|A%=r}sybOyw3MzmSKaKeGmoJ<tF~&ygY#
zA)?o9>L-0Zz?iz=5n5_}&gN&e2`-R~kP6y<JWV3aJZe3J6fS>Q+pbl7J&-5(mu9Lt
z*Qo=<4G7LJsDY{LY4>N-;<j~lrw>nUqu7h6q&77kr(I^EUY~)QtCEN1jBu;LK8G6J
z_=sbj@U|RRhoh$mmS3v#3fFmVK}}6d&E#RWw?c;3S?zFgQ3R|{r;-68pkYS3rz8ka
zicT(Jk;#;dkIH`+UkzD?*3lO|{Ip4r$@tZR$t0qQ;t`y&b})LTz49?awtMR9+Z#3q
zL!3V@VnxERs3RM#&aWcck(7a$UoeO~0@3MD-ygTD0VDH0TGoFKAcE_ssGu)6*KmJW
zB@+nxb*Lv%YA|4>MtVadngG~)tV7=d>>wfJ0-zw|xISlMeIMJm7v)0&@xFeqqyohP
zfp)D2ne;o^iwLJM7M{!Gv0P-@J`OqFt^_8MrPf^*rK~xzEIZz_R3vYt0(~Tv1R-w5
zsisT3S5N+sLi##@qxC{vVC3Q@hRUf}s{SORuK+E=c5N}D6lPwyJoNW2e!Gbh?1~&X
z!MfA~D-pqe^FaIzq-PNeAO|O;*?9SZ>+V2A%8N@8oQqh3FU}kH5$#3StDWvz?(ktt
zFlAFp4?#0HwB?k2g8fYJ;%>2RcfA+zsz+cZQFLcWXpP%zoH{eBDVaCXvrNG4WU^AY
z?ljJDpT39ws|Zb#M>G&Kj&C)Dx75@yvQNbb+tj^E)>YGQ=F%FTCzW-Tg|;!xaj^F7
znhA=FZ4A?g5)jt?g`nLQrjkAb(?Z{T^7jF7<(rm?<)&Tx`5j-3DT?6YRN-Ibp%B0o
zTn3d;|4{#cMYltfVaoK)uCjkWGUuHDfw>p`yp4^>n2xo5S<8df^lM{BBvgfLxl-#1
zUaBUnZtNMo5(j)6-<TlQtOi<-rDys+sEF|`yt`<ee!T3-_&0T`M4TkoQVluA)RxH{
zW?qCmsD&B*>bU;?n_rOtB8zL^Y&3Jo$&DPrP0@%N<@xH3m28XV*}@ZUMF3~B9}z}{
zo}RZr$tlheS9jtz<M;SqTtE~|fT>Z}!lA$;w|rf{@tB!loWM(IDufj8c|+3lVf-VQ
zeWm<Jhl5JV9u2u4<e{o_USxd=b8E3S<)WW@@$3?A&C3j&LectT=P_7aS@Bnv4M$CS
zI*{8b;6(2xF)jQflQqx%^^>^4D1#(3MA&D<Q(djEdPpoV>e+lrfc=%eeP+ch&2p^f
zZ1>d>I&t${i{N@q3yMFu%5|QF+KN;ks%ZN7CL^j$8EWvqHn5~juUrc*;<V}(HdUJ7
zvOdTYNlCjT1g$%W5HpEw4elM9lC@(0jjhnkt8Fy`w+!sl@2RE#jm4&8=g_DO+~{Vl
z6_lc{B9;|Hrmuo{r8^&V{>Z^#(50Ikxa+b6PhnpkgWNm^p7eitle?5l&fzi?jc0eZ
zQY&M_W<EuTTxwZ_%q6*XoBe3<%+R#bN8~)gasg(Jx|LiFm?F0SC}ikTB-@x-X;{!q
z_@KqN9fyg^SO+RE>Zb){mTq5`ySJoU@)7-m$>{+KE5$BI(cUk2$0$|FN^QQ?H5Z93
zY4PK!*F&a5^O#2<t8v@z_lL2^+EJ>E7EDDxmLCwNFea|yzy6ywg$_Djl&qyi&u!II
zox(LF!vxGz9iuJ5%*>tlvZEd|mYdV{WZ@^bhs0mbZ(}*7)k+kZ$`D{`jr$13!J560
z<Cr!OZ~=)9e3WzFjtJ_AwmiXDstXS{9l&TD?;y$P{a}MUM-_y0{LtysFZ(x?<#rG>
zz(SFB=K0;THhRGSt1l^W@)XXil$f94W`5JCAQ)6*!e7gR7NyoPqf#nshwvlBRu7x(
z-<<mjk8eXFREMbtcz;U>xpA3E!Q0X|pz24?ggvwG0%@3*)aOaf_tSeUDyZf1wBpQ1
zFh{%p1|j-%#q4ywUd%VxZI8d;ozUGz3CQUmRn4>P8`8?rnI4CWhlD`|S{Z@`5}D&3
zwrwOXDKGRc!!&)rR>l-Cq+Tix7YxZz&}4GX_&SF#AGX$O6372Aqixu_K=-pEnqa7`
zvIpghV&vjCl32{rzOM{gg@bu<gL8)P^3mhav@Gyw?l*%{%7J+L#HlS4-atW7UrIkb
ze3ZLEUNxFle^ZqO2!Tjtk6Mb}J%}HvN<tQDsquP21@I;?0J#e=H+PAktih|o$i4-!
z{Au3uqG81k$3iFXMTe2|HM;>Ci2`jK7w^WQ^lRY-$OymFufru7++6je(zT+>atTcT
zCp#GgXQD#{Jo(>2DWhJ%>bPunrQLHbXdKN%>nk3y(Vll<9pOSibJA7T1esfk<xz<Z
zJ(6i+?Z=CvC^yMTIo1?E0iV92p_qM{BO1a)@Ntk@az`9r;Wu@BldrK;EtXTh;Mx&v
zGU;T6p+h`IA&9C}!s$j2OmJSQF|3;KHeDwI9jfH^<Nww9-D3nwimL&crbkuklxU>V
zLc2Nde9m}Zha@{;w=s+$r4LjZ^oj)XK;j8>I5P!xt-=8uQkR}@58D?t^!aVn1H+4k
z$!<dej?hA9YBoANZx_l9;UCxS1zmY3Uff^x%BEod=H0H2cmj{wxl#?%hA04BD>UBN
zw|iGPB7yQr2k>@Dl|3a!<E00^l0ll@saq#w*9fvS0l}&$r}%TdyXH4vpswEX$Qnv_
z9ju)LFx3^fZqT?C{`M3Q=|H7^Cy?a4EQ&#1iBm~MA!5$UG+xDUn&Lh@ViC^%a-wej
z<RtfV<Up3-9}`}n;R>UUJ>Vt~me?V~uC2@r0w3D1MFH9$UC%Ha_x1$N^jCjc|1{gF
zWkaov3!t#ZpT{uRsROF7IO>2%WsnuT4AOtg#ESl$DgY4vMXTb_)vEvyz6{a~#~CF)
zn|~uLHWG&52pimYwiw@`KXeM`eq9JgCV~`~`VBmp{I(Rt;0NIN7=_C~cH2HnK8G4X
z>oU<)mBI{hle@jPy*_<1r_l6*zM4xVOybG|%rikv<Y#rHaWEeV_T6H(Gx5Z=UbLOQ
zJ;xlG*Lpv#M6P`w!>LFSBF4?e9yOt=Yp`0ci?-}`;yQgzj99AYCrElS@p4N&k7DB<
zgUj{Rg}67mG(3l^X&^KnyZJgEN|sQx*nA5Xr^tW6JgZPO*cyNLVxrS1p(_lp1KwOJ
zv2*k*S6DNuX+BvKDZd#xfyr<=HjsWV1iBJcJrAL`-03X<Gq&hREZgTsT6gLubw}X@
zC#9CHRZSf@$W~;2`b#iEKaJXSi>^A0rx^Rozhp>VB7OGQG6DSWkh(NERRYyGl5=9<
zM)1RN318qJTwAE30cIG9@bUoA`so+>5xzj6JfR=7E~fdP9pl(s>nCUq$0u|b`OL=9
zIPRdT9n6)1ox=}_{0JtD;SEA$G1=wJR{UQH5;MpXKRFJ?!TJ)L1{B*ITw7rJ*uM@b
zXkF)jRt6II!ko;itC=_vxz<xU$P-fJM=)lz8MkC$`6<035YN(9ShC?`lsc!9kJP%V
zwKx<PV`4)g+%x178V2&|m~_3i^t1h<O;!{d9&^GkTx}BJrvV7xEW|;|(9J0tJ~16w
zZ&q|P8}2*VG|kp45-ujiZJ0V2FTO^)_F0@^H|C~Vaj4$*op)p|mpuHbFiBw!&SO_M
z9dLxJWQ7g6N}5SI&?Mp_Wy2sAI>WgiG2_LJn+O_`<^DGmLr`)CC9+sF2=5jeLi5&x
zAhgeahej2UY|+Fv#bwN*&;({0Yqs^19BW~-3INSgN;$wLSYRnIHspK2V=)4K4P1tf
zj84(e18$=>LE>UWyN<1u^*3fQdg1F=tPJG4K#198mIf4+S{ZhM4lO%Q^TLQv#$^DF
z5AI;q^ts_G6c?y0Mh3VUU7(g9LGsn|AWt@o0KrjV==>Qq&vI3#opRgueMF9;zFM6n
z?r^2L5uf3Ckjt{+AK#<xppK~Vp}HwrG=ZpVlD4tUDwM+MjBZRW3T_<n*bUDge!)f7
zz}BJCOa?3dC#+`MrSXT8bA5EPcNkciWVPr)5)5R8;fBhc=B*(^QAH@HVFpA%Mn(Sn
zpVJaWcua2r)uwZW(lkM&7CmU>?}7IKEyV2l>;9U6z7zOWG<Gbw+Ez#vQ_308@3-%B
z;)?zB!J5XI$+4JZO9@~J{)96%+=pIGEr>E#@Eh;XC`dN*Y&iJ}tpw&vut71)GU|j!
zRgr>@MlFJ#A%jX1Ze?#?3$h}6UR&-eK1a0AQpeWA^d0)0M<768+mLV)3fVW9Z`rqp
z<CX$98e2T>lqyp_E}FpDMr2MS3oDE?z=GD#cRRr*6KqNm%nVc?wCrn!kBZc%2B>uL
z6s(gmVYS57l3nGHUL^=EgyS-03XGsu5-d%xh%t1|)14{IgcCXRK#Unfb~8h^qCj?!
zgDr?lusCT&X*potzsz1ogqtM-1gnR4=&_weB5mT9O?+={`QP6S4*ov=QGs5G0PqHq
zgZx0Pe9fLuKTM8q_i`)gpI_(+-MdiKadTt>{?6ant@*ZF27lD(G>GbpR3;f5OR@RK
zxP@Sd-h!L$ikMrMm;XVEMsZs*a(XeMxD9P5BkH+}vRQNyeb)EYaTMOO+*A|}XP}j9
z^H3vBujBw{A<@c@>q~=nzN6e=zEABY-%=#Ij%x{O+1g<1FWY0WA|e9lH+h7?r8U}t
zt3*xT>ABy9Iq6WEIh;@bG@od4SF!lVAknjZ5(C!Q_SE6s$CFv~_}x}ygOeeNBoQ+C
zh0VK{w5(}te`)enGktIJLWgtC^$WS6!xCDtG6L!920}M80S@3KSBe^VE&|}k*^L&A
zQnyA^$iMZ_rcU8BPeR_+)__EAFz2>!?EwJpWK$c>T<rGee;K~Mv6KTOZtHgKe-sIx
zGFbni59?qR#PW~B8ZGD+BD!m*oB0y09#D#8{~_5aoTt>TOnsp7`<;q8o>+s2Mxv0z
zO`B(58`^f=vY#k>2YlLL-}bBV%snR?)mF*<S}(BA$B2G)BmvPJWQ?ON0CZY?8$nrR
z>bBuS<F(qgfaf2DXlSy$RA#TDOvovT(i`eEv|H|rO}u4*(reM)>q6KTLkY&LRa%36
zzd|nuUNS`_Ray33TntYSgcut>(xi?YIz#<kfyaqZYM^pzNT8(}CXEQ(9uo5hOhEfj
zx`^VvNp_J^Jq2Zs0)4B_{4Cq668~F93&F)@Bs4I1R>|`%7?JRV_6wwF-sz*kX`yW;
z3PHRdyd*(%1hPVQ&1}!j&4CT24G%F`O{m(cP}7!|z2wG6`V85oyFq1)^caQCRnCXe
zna+*kiN-%thbnTb-gLtlmqZ4E2?1gw`em3Hm<NdF|67qR1uI5M1lN92V3~=N!YVfF
z{~L1k*_}S+V(QPGARQa03`Jy_d&H?aJLg(Bq**Eh?ks9$lPl_y;5AOA<ZG2u{$n31
z8MS|6|C6v1ejDY{{y-DfDB>{ICi;(FkpCDIQL_R+$k+}w@%+a#B&{Mt$`^#lg{Wsu
z?ZCS99Xq->LVN%YvXkF_f~1OggfMm}fYa?v^Ia}SU{g9kz8vYz84Si}e8T?|qLcCk
zgA?WY@QJP)XLN;H=4o3p>x_q@m3dfC#eysdS^6-k<YxGS7V_vS>i=_>P-5H43o&MT
z1E9Y@-37-%If+G}yE=qp!Oz|Xz?0%8B`&UlMUP}r)C=?{akJ^{b1KE`vj|KGnoGbl
zSpfM_I9<X!TnEF|{C}3rSURkKBuL20pyl3B<3-@Crk_ww5yQ=5RH1YVYat+Ev~ZF}
zwb&x3OG(}i4!ZkpPWC^qEDM43($%B2+xxs&IT<D)TAAF0x-FyWW=!NO+%s7r`#E%?
z#L*uxq)ygGLTobVg=}OEKn<*dyb-6zSU?p!64jG}{y3T~xL;?elpSLSoa2H*13b4n
zJgtr`pb+3sgy-tltSS-;$#mRk>cnNk8Ub|h5z|*Y{n&T$*F6$|+*2|oXCa}5vB*c(
zscd0t6A-aOClW<9qrV5U>&efe>HxaJETKbyE?sWekT7Jm>R?_usT_tMcT)Uqto{8#
zntqiKlmlEq5LthhltX2YKBR?Q)0UTY=YgzwuJ=_h?B+x|TO;EVGuB$6FCa{aEl@~S
znL034G^oc_YG_$y@yQD^>#ClcORPqOo?H!an|)0Htn}-mAN>*=`=(T5CJeg*Hr)X@
zj5?)-;qmy8WILVn_CLnA{^JF$1@>Igo)V-1CdVkIA8*euQvA@5ki=id@D20LI<A8G
zD*wS#XXg5mcQ6B{;RyTdWN)&Wl6>>ZAGl?MQ5ZSs5fS=1gOo~STHhbm7t;cKX-tI6
z^HF`iuZe528XB^q@CrdB{NU@OA9g_8TkrKpVrhh@;Q7x}jZNT7wb}=p-pV9Xm7tVn
zI)FL%pegez*!NYj)qcs<lMO^+6(ff<nFEm&s=U`2qLC3&ikWa%XkCq7sR5Ab<+#Qr
zn&8%3uU0M7&{XQ3hs=3jjtcl!$;auxqAH2N&=AsT5eHfOh#d{o4TL?Q0EnHeEhcj#
zOrIsvG_6jT$52ih7cNpZkz$_*A~4l}^yXCboQizcApX=gk;6f!7~nS82E2!=&WxWw
z>SWP!o9E(H0V5+?0OS-;p6=p7hTlXSX5Fu!^?So{8Uc`4AablXA`Zreh)c7H0;Py=
z4c2@A@P-sCze#fUZ52K%1^;LIo`Y$mSF~t*Lo2%!jqKxss$!X)Cgd{+@}2H02w4bd
z2+zs`w1zq)BtaDH&vY0+-5<k&N)&53nfNqHtX*^1N|1Ps#|bs^BL#)VTRMaK(y@ES
z7++g(mzo*_)l9h$`psZ_RYLo4<5@4Uo92^WRdV+}xj}t-bSNxAIXD*=eNI_h>pQlZ
z+4Vx<Uux;$WN{C52=~`iNK&V_px}gtivx%_c~|EZc;)}#s>2I8RD}k2Uk?$`Nq<{X
zd%A8wy#bnC8yb=vR5D_9A?3N&^F231SWRlGqkohkd_@l$0L!pb*Lr>4haiE8;JFiU
zkg<+H+mqKUJ4%Z}!-b7E=9NC_)=LONanl&~<9aK_DUGIad|hyT+Lh{KQ^z$nGZSmI
zFn$Cd6n`6TX@q#Jm*{PY1LCIwozyis`eP(GwzIDT<M?i*?$H^Lw`=K-n;K`Q>0a3B
zbj1Z*E9Ey~{sDM+Z;fzPP-oPx>y|=WVZY(j9ypqskJTb%MA4=YJp{(iV*57aHz1F5
z9(R3bF2R`jA^pv<@_ktd{Yd6q?^W<@rJoe6|JcQwHy2-i71o%Kz}q(zpFzGkTe{mM
zJF?<o0iO%FHsS2e-(A|!y7JU!@nP7)oFnzx^X^f(6~_ZeH#JWF<SZjhgxj{G)}&f(
pl!CCbn{Z@Dsckg+H%xDWR$SP8_YgdZ;6HZ*q{S7)szeNe{trq3{K^0T

literal 0
HcmV?d00001

diff --git a/lab-p13/images/piechart.png b/lab-p13/images/piechart.png
new file mode 100644
index 0000000000000000000000000000000000000000..d35399a40052850dab0016458ba6e2ca26187632
GIT binary patch
literal 14956
zcmbWeWmuF^-#toqH&T)ULn8<h0*Z9U5JOA%AP7o_r1a3OGz=X>Nh6I&4BenKC|&2~
zd7t-O*E!cYU;ZD6fqn0L=WnmyT5CsYsw)uUJ;6gkK_OI9e4~wmf(izHU&FxyzWYv}
z_X0mqJ+u|%P~c<qe}E4dwz6unC@3{?__r3Az-L@HMMDo16r!HTFVq3ol6NR5FHx1=
z$m)8V9%N(d>dv+d{9SJ6=l{Td(Vn@<ZphC+%_G8bPA2m9i`3gM?T*Pvt1nSCENYrE
zTm?@VwBAHnqGJ4!Pq2wJL6wLyp}=3ixD?%qVLha^`7ADM`}wG8CctNVL_k=`)_=e5
zLVCp?9VhrHPWx*pJ5F#sN+L*>Boreaf*bslEpStr1cMos4GjDr_bGx5Lsk)G5cU*D
z4owk`AxlCg^Z)(G$JK+T6{^NETmpj7bYWY(rf(MAp|~WZq+N}!D;<Qq#*LwYfhb;?
z0@6Uu6X^ZPd+nbt@|+hMtKB!=t})6H0dJQhE=h89cNcuWH$#{q;)u1>`XM};n!omr
zb6~E{_Vqw4!`d+acinn95C~+^A45CQ>~8gYuI|~tg9WgAuF&P*%a@mb_hu@|&(Y|m
zeQD;KT*pmaC-P+7cE%VQzdO#ttL=WW*v-Njo;x8)CV%~!yH|)~>^ffS$yZ9^*gskE
zyI|Pd-mbmDSz<<zg)&}V1U!7O`&kgilIwq6DhI#2xd_k8d)jz#bVQ7fP4sSobHJkK
zvtW9Tm^)g>^)9H9Nj^%h?~a|F{kSUNPNfh6RA^FNUr%wa8=|eIre?hW(ys_ac<j_V
zC-2=}{hjktRVDcM`)7!=goH%TRH@F~xmmy+X28wDiX!~u<2-znF&RF)yI2Xg9nYz8
zzNL0$<s1M;vf6nw`@^!uLjeKoMje}&u|gaEI-Dr%?UyHAU+7*SrT1B6YNE4V1uz;l
zIP^7Y!PC>zoo=qr_VCib?k6QB&4~ubJwwbe0JHuZ)nu!TN9{zsJ^^$%z!xOyJl`3D
zP3!<G=N!#^;o7~E8!*<W1fP_FilCgIpC6CDSgHOcB56G`Hb!-*MVK>ou<||ExwWOG
z)?d)C8oH(I^`wN@VJKhvt2!JViy#oFq|SLU?k*#O8}T_j{PlPLJA)>aMuC$lvup_I
zzDnQyT(L&3+~4g{%Dd7_pYhBWan9w5<w;58s=3nH&Q=$_D-ZV{63ZE%B9uph(6RG?
zejaZQl6%n+@0NqBYMs@(_)+g6CZ#1MK#9<o2-9Xa*{wh-4LIkt{jVY}tomx#=giDO
zOU0_Axw&HQEHN~KXs3VwQlc9nx%C())(6kldcrF{p<>rp!(s>n>uksWXZn>@b#*D|
zCNw#oJqu^(Reb;cdE42HaYf(B<%yN3LrjDj{f7@9F5@09iS6d=xo$5v;;J2I`TFv3
z&l~(s`l$C$e0+Q+3RS4>mRdyq9WK$qO<McUH>mM6giq>!_VsO1BCanltGOhRle9wb
zA__cXsz&Mh{7=>~$+0^4{MYopSdx1dS5(B@ecGGhwVTL8r9&o0?TqKvSrK=+U`Q4n
zd$a9g4eD7Qs|2(3mhy|WV=1`TU~(zH?+V6LbrYKiy!i4&B<cX{0xNMqtpB6c(9oEP
z3uocs<+Z-)>F)0A?hbbT3OVtVPu_|$gCtlFrv!zEV=wg2Zhx`dV8U}!T1zE0UU|4%
zc~FDGaBdfmo4aP%8iNZlZX8bH`0o??W?Y<{D%^;*s1@N@DAvh|iD>%z`o}*Nm}>a(
zm3KD>lO_-zwm5`@nAq6Z)pd0tgmj|Sxut4w$C-*CV3ot1H~ysu-2csuqT+3YemdLj
zJM7^v730O$N&y`{tc5cnH)<M!iwkf%8q2htvXt2h9P;Fqxw&&?|Ac_tPL23Ba~7~K
zgxXfmr6oAOWTCTnS*>L}2sCd?;J{s;pn%)`KZEE#^-zxIxXo=0l)VotU%p$r-geh~
zB1q@bR}t9CwYPfTg~BP(LOz5qoVRZ38J+ud7jJO7GcTq(vvX#KY6fmHe7#!TclCGt
z)$3eozg1+7)xP`gW)!*!a-Nr;-?r(*w%RN;9Qul`fCo&mo4~4o6vbmQBiHhGe&a*2
z5D#rP^QXIS@g=d0b-_AH-m2ztU{fW!W#qtoZ+^vE&kw0~F1dg}ekCeh&m6M5Jp?i(
z=W4M2Av1ang{A!}*7z<Y7FfK3bdBUS%n}M|BBc+MnX~xLQNSbSWJpCxS>sGk-zBZl
zwyS_~GjKe`fIUvK&mrc2E4HBj44g$4`j_?O1epj|gCltZ?+{3`0cjJxqy^8dp(Qy*
zF-E+@8|uzm=Q|2AJ=h>BL;l3QBm8OMkHUt7a-+7o)vo-}<A443`=M0J;<9Z-z(RA&
z!@YT3b3|}cSKSa^sp;g|akZUE!o)Pr_`-UKLeyH}jiDQo8i;?WypE2J9P%~zDA+KP
zwoTGjn(7sTV!t(W$^vz`H}6Y42LA9Y5l8(>D6s$JXlFfT_PRDC+>URhk5!t&FfGuV
z(JFZrmL%Ne?IIvX3#cxKkj@s0oYZMQQEUrS;FJhCT|F^Tlq4lO|HPp;ShL|+J0<$Z
z{|>P(?7jb_MtY?-_(1dOGU)g_`>rq>SPq&a6@V6wN8aiD;G0H<j07o})P2~q>)4M;
zizZT=3!M8Z9C^I%6LxI;be9e&FBIjH6B<Y$kw!Zi0($Gm_Pje7B!<{bRFP<AXeG-r
zeZ_vOA90N~2%7-G__>*zIC1IE)z^kJSLW(H$iNQJk+aJ0T^slfX4k4|*g$>!lArD=
zwAJOi)+6#ExXLikpGB--L9x-jpQYXz&gR?kkjR%oN!R4DuD|SdlPPKz1XDl)Iyk1Q
zn))O}{5fFo2+Ih5A}C+j`}(_>B@OuF=b_vMY>z%`WyJa%I%75*9{4tm7<iE*o=RMZ
z)rc;9pCFsI%LLIa)CXA+BF%y2koymZmI6op^KJb(kz-}Uepr^E$7HDpSf7LTrfSWr
zO-fg~ga390S0`*!*{%~`@g*(lch|#ySY}Pq!E`h~H~AQQ>d~s~a$}j9U*Rz=NfFi{
zOmld&Y^F?S@d#2n$d239(;O@mo{SM293_z&su3c<t_Tms+gvizQ{Oy4fe5Cn@WEYB
ziBEe%$HN3D72&;(i~imw=aqU}7;n;-Az)_@cQp{QT8frYvcTTB2pC@Pu%ub2`QeN-
zByvz>@9Q&<uy^Vw7hXZA0f%V#;dgEYms@ybp}xRLjaSWiMp0-vRg^gWlN=!@luCb|
z+1tx)vzoY6E%m3O;GCaX1Hdkl{^vNN9Q<oh!xXhFmKb1V8`4=m0UPU05R}r2A)YWU
zSDIQ{Ud|;RvM0`d!Pk9Sq6M)}SKfBHi{$4Z*QhbEs{U}X7Ns|WHvYc(Azt4B#>zJP
zaU^{&+~PdN6k?ICdn?h2&|7iCv>sBztKP(GuqkR~>-r)wy;n+l8nkJo!POj(_ba6J
z)Y>{&ysZNttXY)tmkzr#kNqbk{Zz<84~-&q0uKioylF(t6}yD#ai{9|R>oP0@G=a<
zl@w!zpVs~nA6&32H1smohU^DUqNCJTvG>Bg^)7ff;lzO}cbfr0fkkr+FFyk_HbTXO
z4VM%djJN*8eDfyq*q*#UbkitKjA<2Lu(Css&Ht7pZF?mh1kxFvQS{-zD6qdjr5lG8
ziFTD5orqJ1X=Dpf0p05ktFEky&{JJZ))HXv{I}gW6VoIPQLKiO$27&R;_0OJGV)MK
z`*qU*qlOB$yr_nw<Uj;J*~Zzj9!dhEH}m$PpE@P-8?uqK!tkgM_6^=e<#brO*R3T(
z^CYo6-Gfz%(sDs`M_Er?f`_+xQV51T6gZHcegEJCk)09g0rz%Zfi6P71_`jSfrYod
zWTksOoqAwg{Q1Lb;OZ0$bi|}k7=_Py7_*8<u2-S6e?wgOWb1R{nTdGFXmV|VT*T32
z5J<}t*Wio}YziH(e@dRcvpYesEfMZkSTa5WNkxle1mh@RTi__dZ4~=@gcKR3;y~l`
zwN0Kn$M17GDbp4`x(gZ1%!SlLs~EtawcjC*P`&T7qS|Tj63Y?5iM=_NJxEzx)Fo|1
z-Q*4l8WhKFzj4Fln9cgf&;!d$cE{%@A)=6T0IKh&<=21<G^jZZh??&RCV~VJHY?j}
z!1@;AJLu~6k^l#4+ZwOauGukv3*B^h3(-*0me^8W*xy@ZOmU?jqD-eJXOs@&7ozQ-
z{*?rheqFe_Pq<dX{7p_D%FD<1+4cLKezV@_5De5cH)q(~_w2<BYMb$#(MBC@?WZ76
zw6kLmfai!_xGqz;wD+#8FlC53<BevBSRL`ce3@}T3?TRaU@A|$>*f}1|0}Xy@L>G2
z!4|fT1>)nKBC}?pBx5wMjQ%hTY;+s<FxwvnVr&yAsl91o5ZKT26BbE?X@@WEljn9Q
z7l(S|<UAlyNI?Nh<5GhonB#1I;-9-`K`j}P`jc_kSLxb^;=|)`S2Os;CdGx_RaK$h
z=1=_3ybFVrIr$sPcU6g&+E95dUZZ-P`36U906c{L`}e+)$+-OP`poLp1AsHS2ABc}
zfCA<hsVOPl@yxFulL;OG>h9aREVW>^e>@9z?YP3?P|Lu`^*f()gpQ7n+m8Rey(*tx
zW@TY{OjkYwh`HuwczC$0zyGt;tBwaQouX=XG4D9wPa%9JEiynZk^kXn+3jFn<UH%}
z@NnXr68VfAqd1gpp_ogaIS9hFD|{1hg==#&)OudtGiHX6OH$MK!;hZDa+kNQ&`hBI
zBOs0#%YBvWJkZ-K6UQipY~%!gvl;dTV1Il<LRTZdX&VjzheQ_oT`(wEYCjyAdT)Gr
zVVVR|ro_DbQ=Hq~8%b_)ak$hiRn?>jBvQOis4;Xe)K3hy2Bbcn6TI}={}CD&8Wt85
z7KXWS4*)hZ@6%1(g^o`bd^ce7A-wU|kQ;pn^R5K6>RSU3WEtJ4^|qopSlFh2p|2-I
zp*}H);)gPvnh&x%G~L%1=KQs!H)ZE+Z+5M`s>5<&ck{Xno2gp=D~;3i`X4D5YAPzc
zI5h8zr4I-{I1)|j{cjR6F|q2|o*e~;ArT=VvW}ZWiJ4c?RcpV0|2PM|I;{GBAN(Jb
zcM%-dHzPb*tieR{@;zs0XlV6CF)n}EX0Eu67&ug0ehgN>?eu39mO&4lx5c=vP2(4{
zvK`f5YOUNqIGCGb%5h&4%+Agp9mCMb5@VJuxMu+&3UoD9hs^PXIXNSoLD6{f5qIAr
zULrak?r)9(l)g5j@*Gw!bUDxY=FL_6>feCNwQ#pTlk8q}E9e^CKrR_V#PG8EAj2Fa
zE-p@cf4M<C(*iFk@vB~2EcyaLRb~(ePrlqiCWBsl?Jwn3ts&lsQsWyG`zS9~_I#%^
z2z}q1YP|XQ#ww!A*ra5x!4~HoJNTPgrf7U}a&O~_F5Qj(c<!rl7e^Mb)0UB;VU06J
zD`r+!R;V#bI5CsWLqYw){yx&n$%&`Q7=@T({{!X8*_mFO`osNQIsvKV7X^f6F86&<
z=S&kP7?^9n>*NOile{<8nX8v48=8iOgDr1*{gCpS#<QJ0D%6BC44u&skUeF^Lju1T
ztIgL`I<Osdh$hp|t*OE&F@ubfvM=^1gEK(GeZ=C=WZ^`ckB8k#hm^#|n`4PDO*J*O
zPIE%%Vi@0FJ?7l{l}0r;y>sH1cXo@-f-$thpGBmPd5(U5RoL(7?R{f6SIhoM(yK1A
zR^inu4WaaGqw~U3Y3ZCh!On%A&xF4&3ADiPo`EH^FHZ)TD2vC88=XiGf2zW5$Fj7t
z3RVNDq+NO=NS&C7Xn^7RBBkyl<9NC`xQNQTU-WyXlI}+H<m%)3ekqBR7dj`g?iy;a
zFg`G;pJrZxh8ngvG!L^SKG<N>bu`As5tBO<t7jv-f-I?8DW(#H9bW?QXe2g_909Cw
zZ8R)*OxudhYmJ>D)mXy@aRsrK=jdCZ10te<HX~`MrKP1#-%l?n=y=yJLkbHE3uHr9
zW+x^z8xOX&3gbaJHA~+Ea-BCWNa<LSBH_@!9kNzTtpe}QQMO-leNS<3mRUCj;;_MB
zaN`$$gE||+h5nuHqotm3;<<zAaxkbL@=eYQ%I>i9)(8*m)vx#)&xi8kT!S+Y7}~E`
zWBh^!VTlcX2OX`EJ2SBo>H6jDw75FQGB(xavor+t`#bs~ot~7wv+v$uv;AUO=e=LP
zsyxE-wbk}WdKA{Av1>afz%!`A#j1INZJPi#B9v7jR=_^W9OQMp+T}#I6-CJQZahb-
zBAO(ZJcO`v#sB8Z(lbgnF!|To-N2~^&S>2P9rnt2MIVY$zD8HH;n^z>Opcuqv)tG%
zuJ>rgjFvBCM_o`!+X4U<$H^E5(HiqEicFN(jOWxR$T5k^gJ2Ur(JhDc)oD3N#Q~|N
zGaYaoMs`urY~qZi0af$zr}JEp?KLHX_;nQfwMMZD)pMl@0Um?W1$FO9kA5)+^zLdW
z*HDFOuHHUr-QC5-MZj@}r}2vwC6e;#5M@)}37!+`#wDH?zIpWdBErMzmGmoVY#`Oj
zx-YpE+h-(cCHoe<=^&>o`4I<q=_N4L`#%a3Q&j3tsJSKgqzoE=!JiN67Jn=IbvK_`
z<t<Avwm`-2-$lhbq)Lt`NOs?4xu-wxi>eDf-f^G69bj_XN5igqgIGrn0Eyn5ben);
z5-P729H-IiM2^W<Z3M{RLqB~B0^Uf0b?x5Ak=pBJ=loCEXhy5w<Zx>}LtkKtIT^&O
zqYUx#G%M82qv`7~pdWnLN;N|^a%;jxb~=X{fDzKX+7x6v|J@DC$g<p5HUbb#^Q5ru
zZQCr=+S(z#{^R$zm0**ubV)HQEaP~jEq4yQJa|)C@iYC6kzSbI<f*7SdnH#;b{-N=
z3ij3Bsa|1&m#B*10*LKv+yrJ~Ij-i_J}ukXpE1gGNDsID)$Isn-jsL;Tng-;*x!I3
z(-^g`Jftf;%|*%$Ds*hmkN}p%s^z8^ymOP$N^kPz>aSFOnMiG?S(^PtKLFF8vF(^q
z#mdPUE5bQsc31BqKIw8XT1p_%cNpMcZT6oli69P-A86ydwK<{Z@eu2=gIh^>y(-sd
z__qcrUlyRu=3+mpfSuBFu<CXqsBk(phHPFI3KLgIxf`TRDea4g)!%wO`7MVwKqc_$
zOdlRU!qw&eEbME-1Xf~sjL-QhfcWf2VKA<KO<4URLH(l24-N%*%m^<zn4NR`8(9XB
zE(`YMGeeZpp#)k=!z9D)^nbHEDH9N%^`oa5fjX3!q~k%HIvT%)@Zl6^u)?+12)QY6
z)U0Q)`wS@rH{CJo_21C1i4zow<*JB)?Z<|aae?ed@&0td3Z%827I0=NF1GQ0WC_3b
zAxM6eU)bCbw8^bA_R)1!c@V<l$zE9(JK7AbaGbo|ao^Hmsy&LYKf@X!1gaaP5f25i
zdqgF}>Y-At?pp?_6fT#vpLs-%?7_R1h?<X-)^fs%aG`IvyOcnm1Pzpi{qH#8PxlhP
zb#_5ycj?1zj>C0uz%S3ZW?jLlSF8@<o7}IX8Z*=rsQfTM_LWGnn8$=x*h$hX@g>LN
zY%D1AI>noNyFic)Obc~8#ej#7h+hM9A+8+YVWM#vyB1X>ZL@TqTFy+q%ZwO`i3+zS
z`PC>6mf2?X)1RC#soFAy%=f%maD&_JT2+sM@@d(?>F%to*`S<jGC#dZ=u8ikU+iG$
z5rL*(XHB+lb^lZ@3EAWpR!3BADHlu2Gr{Wh-+o!g)5)aAN$Z2D_z}aHrw9_uM-=Bt
z&}+UMzjkVJft*aGPBkRX+)nsIEF3Zl&e|=Iwb>BF)I~*{BoBRM=u2Qw)_vsJE3&h3
z9BtTi*%^IP3T2v?T#&7ul<QcrtI9vJbW)X#bkM$svzVlQGCbquf#R-5h1KF0i9f?t
z;K?TfX1-b9SAzufDknP8BGXTD-*lVUeZy8pwKWC8m9BF>##rpZUTFnqxH_$1|LG4x
zXy><$EY<FAmE%qWEBTG-5IbB~ug}wk1!I9tw*Jg3BD;p(vej!FZ)obPBYP#mtAkc7
z^{bdbGpfH~az5!JR^YI&DVmsrdT)DOr3PUoMeb!$xq5hS<`06~|C&5)TzLwwP!(*^
zot$sg8<yqW@e&y1ivf`jm7mPrrMgX#l|4laMQF}K;LrCG38RykN2H0o_)mhG1$E3_
z>3(IuE_Y_HbS9nWy{P>;`~^fdv{ys)gDTcY4hZYCYge}1;P~s9g*G;v8nw{huzV5;
zPr+WV-5)^O5CW?g6|*;08U{yinL=-YZp*FNZnsdZm9Xmqdl5H|Nzcui(=#hT10`Tz
zxq1m#@UQ;seT}<j%OsWh(r;UhDs?L6(Mzp85nB??WckO!-Q4<OP+UD=l)9%2S|L}o
ztfng3=B<7_`-c0NHLM)9RID2B`=g40rEpNu?yXYeM{dwKmJ1?@x=x0@B9Ao<#vat;
zxb-~d2ET_!+}yGu9a3>x^+RR$zlD+fs$l?*@fZ$ReM%_t8lIkbjlT+FJ#Q+fyZj>T
zYwGG_i?J^#J^DBXnn&h|gJ!r$tjTc&>%g**Dro?@WzTcl-*q4)z$KPrABpqr!Jdle
zkz{MX*}Z}G%4zr7!+)r<FRSR7w=S6?tq_dspJTU%G^3{UmG=Jara)>;A;0j7#GN*j
zLkbMf-%;W!@OJ_0oBSMuaYK1nccTWSm5j{%BI;>Gx&XH2eAC*H7Sr5=3RBv~LMCYT
zHQiM-<+V@M23|;k&+SDH$$$Imbn#<Hc?eSLb?%Q-tNximl$1n5=ON6V%#gkEuxijV
zU}EnMj_IF-sLiuWoi>L4Z%0wju@TxrE1Z-?hQG0D&=sJCrD|mT#D0~D`cvmmgs~P|
zy6wt2;XIu4)<L!{ZvV(6ft_Q~v;I6ba2Gsd%+Vt%!J|r!;=U0uTPmP7s%#`HVQQ+V
z3B-4&CBNo^JiFXKe7X!O48Sg5?Rc6F%DT?-^dPgSQzP3qpe@p~c(SEzl%qV{zJFoX
z3&W6aQZ-HDq;JO{27;U09cv_rW@xy&`#DJ4jH>9*t27We#z4tY?Y*a8kcTO{#RORg
z8)r*jH?yqRM_fkW6@it{b2K@3H?C}jLgx-bq*VM2Ei%#?c`1VXl#TQgzOHufrU*C!
zr@&Lr7TY$Hw*U5LZ3_=0xuw_BlqD3&fg5I@B2zL<k8HCi1QR8<SjVVk{kL4#pNl()
zq2~MO1*RI3O%fE`WeJN<>NFKYl6auWSj~Sl;XGx3%80&f8bKfg03@n(E6;#|z`=EO
zb#BobE-ri{IZ~O<#oxZk=<8E0%zPey^+4~k+{U%|G4k}jtxfWBJ(@o+FAv4*U>-9z
zHr6S?r0Zg_%IwuzO8qg0>`%V2x^vmUCH-TQ8Z@VVBD8?v!uYim3<<A!8OS^dGA)w`
zKM9ZXW0c;t;Nxmk<OW;U`?V=LL#00c<0Rk9e;pqB>0dbW)~;ld5xj++@z$xkYo#Am
z-!KNFJmJo8#vmpHt(Zq~IUZ$Z2E@$jL9wr~kE1mQ>J;1)08>#MSZ2#Y^}<azfs`3+
zP;W<C?>I~JMAQlA&!6d}XnFCq@qm9n6^;Q={yLh97kLL@UV(Q%NbD9Gc~xv|IBwF7
zn_Oh8Oxss8T|0sRMXbv<*RMz$ekp0@f5rap-8-C5sA%Zu761Zu`UIfDimk;OD~0ps
zhzOj<@3pmLkC+;epFZbEeUe-0@T0uw>+7qzt2An`1c3Y5`N4vK+p3J+Oa*Pd>q?Fi
zL)S_VkR9T^x;;k!RHdb*Wo~be3*-Y~(tg*Sb+#EWYmb|dB1?PnqphDL?~bt4e?8+2
zEz9y9e=b(fL%Hs^j<ltqwI1D!iqzOe>$=ja7E5O{POTVv$@jQA+Xp@GZ?BvrI5@CA
z{`=k42s8E<F@}Fth|^a*S?`NJKASbGbEe4n@`Z3=x%C5o+etqi_ty1c>rw5jPEipg
zoRF^n-N*G_+{@kaDx^OJ7arwBYI1Vt_xm&c#-o#sf#bnvxt)L}xz-m=E#Q0U)_0Q&
zP}+L<KQf%3v9s5_BEz}={?c=|m+j-`57NtlSNEtjHPd0C0A|LJ_;C1cp+T0KbSmd8
z`dqF$gt~eBCL5$HSbC_XT9GDo--@&i9sEIGNy1~}+AnteL%f#~yYRe1;=S_YCVDb>
z)*XfqL9{eCS34({BTw7>?^@(6|0h!ykd5rpcQ!PnUEt&4p<u*R%`4lCI;E5J7LW|M
zhahiSAWcql-Hiz!mVLtSfQCSDaB$2QaHO$^&HxqkQL(Y$uf8`vxdV!w!Y;zdIszV~
zZvy5P7V7*s_g<{{CPmU3)>vXT1A^bd{BhmjI$mMNfT!tMXY%ZNn7N1p3b<$px6Uj0
z^>BG#ROCNm@DDx2Sy|SB_+F>z1`hZs#q<fE80c|^zHCNKzP{oL;T?IDRKGy`x<DB6
z5$ms~1|J1aTi(75JJwmc7cK&V>e(;#9-H3x%Wo4PZEPNPjp0KN{3jyu85gBi(JDk>
zzB555^C9W_kLC`G=I}Q@?zw`Lr(kQ&-l)0tR(WQy>f3D^xcNolKeX>{e&&M-IAOV~
zR=QA4h9`rRfJ#Ux!SJ^Ff%N}3VejnyocEt>T{OqEe2=R0j`KG_4pr;36huOLdV1z=
zx>GnB>$O%bn>veg{mU)`0O?Kn<o?8OZhpSj`8FWmDIo)GS`VH;hu>UK`YICJY|jm+
z+T?DiGr6dSRv3q<)w+X4KW63a3V8DgseKQuJZ%ZvKfGb?3X-mAs<v4g-ThPLc)|dV
zw7uGhd&RB30n=y_N!SBqcBDDUJrB{FwT-tiG+pN+_LCSzYMK3v#gcg<KBw;*(2dsb
zKV2Nw?414kH>C*Y)bo{cm%+b@ASWy1-_l{6$Pl)TUB4@*o0trTY{;p*g<9R8n0DX?
z?=N*3_5rOMJYT%XFc4&PVXXQ=nUo-&0@4@6)x#bAYvm#Cqn)q&Y<rRNF_PKwfIZM#
zUy>yIgkTXOJ5vP3NsN18apL{Igs_6aKC>?c3hmD;mU}5d{Xe@-L=c}9kkCRSVR!rQ
zokeZW4bl{O4NZmkV0geu`*nGU(s%(m-={C!==EhZGK&lzF~UBLt|RMY?ofz@u9MNf
z6Bicmm^4PYmk%qgiqr#UR}8M{Gnd{@qtBFQZ!F?*O2w;L68jMZMlcr_Hk?uJ7@kan
zRSga8MSynDbHsc`+u`XjD2H}(rGxZG&fP|hsw~M8U%qx*_A*G6OQh7f{vG+hC(qhl
zF+?`q)Xkhbm{3*xw&<=iS#<EP>YB2iYQ}&++@R0y*GEe7B*7<=9<_+tQjHo_zQ7&W
zv<?w2V056h7_!E0PdNzA(>q+1v|<5=UaKcM(tt~bl>Ws6oVO~{>r5DXik-z)1UbEd
zsCn<He*j>V(9+7UTL{JPKxb`+p`U&jc2So>*KaMGwe{3(w!HybU&$9rd_2B@A1!t&
zcrk&A(Eubtq=K1o9_$>&&12Caoq9p54M^>(#~Kc%l;V#ruYL7Ry{;A9!^*O%59ZI>
zPirL{xhu+TJ*>WtL;e>;CggsM1U<JJu;)lQUBK$lpD~wk!2z%s&QM$D#x$sU%DUAI
zXuSxq6oNo%&g2<;n4rDEMP%^ahtU5bUkIpU0G8<<jINW=-8seiC`R$bwL>DylqZUw
z!c`q@j188It1Qn8&#`mc-c_p#9i{A#LNmBD0qu?Uq^*DqVnf>mFQ3(>Pdi0PT?yF0
z8#9<g4Am*8?b>2b#mruprLZX!wf!zX<L0<tl{2s^@~{Gb(=*FfECEs@;b8h&#AK4t
zUKprIa(jF|Y7}{rAxwShByvPVva#Nl0@5~>Yx+|KJk0zD8=2KanUXQLXpq~p6Z#dV
z31CtiHYbTe%Dj#cV8N9iM{#WssM<fdIq6wDHX6mMcIcn!2ddB;9Lf3tduKwPDUBw&
z$+#LdL{V3DT;^6!whJKmm^uX)H|vtPHX#9#Wp8wydA1L)g}_-2TY1^L<#oE&jwScT
zRYQ@I^?3WjYTqe8osXff*|ARnsFqfP3H;knikC@LU<)HQ=`Fy>%=Wg1y7iSR3C*xW
zF^!Ccgn64Sr@-q;t*>R4`7VXi`S}pGN<*Y26RSf!Jd^+(Y_LWpBQKA6JN|GRS1^>-
z=<VYp>*iMNHvAlDT70FW2O@Eb!&K$NFw|W67Y4s6uDJg6p821|WWrs3KRp<)aiMd2
z)SM2xd(&&5M=>Mgyvg#98c&R_sp*)Dm9tG-WjRERG_jmOoTS+JN;WR6hGc)0bs>mL
zZ9~!?jiTabWv-s;ZIQv_B7M8f1}7<0G=M)dC}!G<QjPstKk{_Qb1;!T>f;bVo`pa1
zWSiH=Yp<)TtIeY`EZ44n|F&yna^#G5{C%*{6jw<Qe3p9RLF&kwEAb(A+8n@Q;^nO|
zeFyILg<<&AwOb`_?i1D30_O%+a!?pEJN2Q*)*wDzS}if!QDH#$(9iE~*4Elx_?R>0
zoXjQi$<!QEqRhqwz>clsZ{WY&K6nv{sA+nhwGsvG3qA$BCDtHc^Kw0ew{+ACHnvdb
zmG)1ml}^Fke*b=xf|7HyvIv0Cu3do_oEyzKd(?45<h76NYCJ)l*s`#)8m@hUXb^*`
zyC~%!-5!iqJc@AWCT8GHZYd<)vJAVZTh##=^LO5FJgiHd3vO9WlZr$KpPTRLss8JF
z)p_;Q%mEtlt1GD+)ktDJioRKr0uBxr(gXYu1Nt1w)FDEWKDF0Zb+xstt^qf6-rnBT
z3poB9oU?!dsPoaNf&0l!$aPur_~L@v<xwPvtqihN1(E^l0A%Uxw_PiSKCB{r4be(q
zs>ogH;L0)cCY*WPB9CK|`I=ziBV|(j6t3K<XwRwcmC4&o&2K&`n#rJ?_3szUpWOD5
zHQ>$p7Eebpzw74<@W`g77rp?YUhREiX+aEV;jCc1@@QMvcVN}Z@P;}LK&<66eC5co
zIX4Te2XTK>|0-Oa1)8tGz7uuEaT*!jR30<<S+9aZy7lqu)Y|RC2ipaaR!p}_33uA-
z;9#_Ke!h)36AW;bsWtEX{=QQq(<|Z{W0cwI1%$`51%E)|*rSSwiV9wC|5WD^G&!l=
zc%D;}>cWB;f|XhEO^juLSUjQ+kj!pKy#UL;V=ADJU725gebiH*%7?ASTi@zeC>+wR
zbxsjz!G}19DQ!tt6EDRsL;Wh6ndGC<^(>=>`T66P;_k{WeIlTM(!v9H(!TIgMe&+L
zPIIv8aViz(8M|Q#h^_b?e}JwbTkZ~RVPo|W0)nNg+-V$1@^^BoXLLtsp%uebRh_Dj
zvB}ECq;&|EAkID`9tav}VO!u111X!3(K`)L<_Oll@R0Q0+;rP|W=*B1bhlQAw^qXT
zJZzKO<JOtVqwpQkNfQK39OU_3Q%0|L#xCGbdCR+Zfb9SXjyZKiPLqVQdL+ITnqp6I
zoq>Ixl_ZXhuoOD0Xr#f%9J@ZSrPNvI4xQ%^Ltgq-iPZ5IzPQ{vKv#(+ILq#CweJ3@
zXoo(iw{5P_zDNHzlPmsckov2%Ht<9Xo3O_dfUh1qL>IQG3{@Fv-p(S6ee)kOu(Jzk
z0-THv+KVg*?J4kc!!*qW46LEY(3;O}{P&hUoh}m$H5S9eb!J9nplA#Yclod50AwZa
zLWO=${+2J-F6igIM00S3qmWQBbPFI<3kflf9^pVqZc2q(zu7S)1kV722_Q{Ln&#pF
zr8;WwAD8B8-dz;h{M%n)xD9GDdA>G8CBw1%)~hAqh?<+|7zx~!Dd2TD#D|Nbe_o=A
zT4BiswLV8T5Fy_u9|3g7MCM-|vl;)BGmuul8DO`mn2hV*h}!A?sqh<Za5^+%<;f4q
zRIbg{YcV)ZVMJ>2Ha@vSW*~}$B66HMgC02Pv1WGY*YR{swD};^u`lJo05ST;XAa%K
z8c=lk#ci9uz5qy1>&j^0!QI4|7+Ofep!k~jn0acx;gZ3=qo2MZ7rkdFJRYJJQ_o-l
z#8{EcdjlMwM$fA8GPQlDgJxhfZ*QH{%7BrSE_`;mGtkWvs|ic;4CC{h1{@{i8-J1p
zs%>_~;6FA~^vK`J1*uR0%CUTE7_KJ}a*rTE>2hASYT=&T+x;)!F@*2P6>=8<t_HRE
ztWX2^$Yx3#;dSX~nHq4UxLcPTU0$W@uYmX$PDO+C=F98wVi%i1^ww`ofKhzvJv~!o
z{TC25Rme=5+_#>2YI{P`G*i={K+J;dq9Bt~ySMvYxF?)WWFKiv4&}ixmTE@fc#x>o
zvv=vdn-#0W8oRx&Q5#X3QJ2^2ZL>#a<SAS>v-#|r*Cihd_2pgx%}VoQzK0-ag&m7;
zv98Jqg>zx4?f0z+mSk>PT46-3P(v2~KhjukIWwRv4gI2##IInGxYfI@64dx3<~vG*
zUF}(5EqsY1o}m{wm~os5O3*aCQWY!1@sov$xQ}fztw)W~4E{s*Q06e#^?d-+eeM2a
z<Elud?A7IVtL~p~ev>Db(~`6ghJYkq+YE5WaU*E`y<|pzTUp3CTMbptcC(nRakBg)
z9GoWTJVd?l(LqcKzY!hDA@uR;KOiEhTXvQL#{Zd=6&2txP**>s@IDFN#a6@|oK|f%
z@}>fqfb}7bA><c2EX+NEPx*l@6<&~0Snkxxd4D>3wkdfUBq?#8d}z1|Pl1>jlMO7@
zY5W#RLmv^jji))Z>7=->JVw(MhFb|X^4PMCNYmasGg8WOn<CMcg-)YG6F_9UmgBHI
zib%88bYNh%0&^Zi`tmaJg8N}+Z&1fE^lMl=8Q`ImL8QQ7vVfSJuUD==QE#sk5gTiB
zK}k*hdZYh~#YmdqV_MuZk^g$_QR$PWqoaGI27GT0ngp!z&I9z!emzS0|4(A!kJEP!
zNxxefQG>DdA<bOeYY)s#gFgXVGc9bRQVAfb*BnxQqJR{sWV(E$H$cmq<P7*MKB8<H
zX=$Ne9Ie<kxh}Win)#hkCb18leR;7QI5MK@l?#a3ViFQ{00c0DYdm*Z6hpRuda>~K
z|D~iCEw&qS+q<WVB=x@zO7gun>|;}^7RYa$Yu4(hoE@piKi;2{TH|E?_Ia}mTN4hb
zVIe@uBv)rMnkOGkbv$G2DyyV~o3sZcZQPP%Pr0~ov54q@G_ta?uC*R@Sn)2!y}GBN
zXJDA~PcG-&*qf~q)^Z%)@+j`|%EACquZE%JeCA~?v0uMEhlbhy{#HD`HZ+>1r2fa$
z)63IT>?O`?8DM@mXFEG(Xap@Wl6X!5y-T>pQu=0JxRF>ELG<J~4kI|b<9~(eMzdQ>
z7S7qlMM&e9N^@U66S0)^A?kMwiH99YAW`u*Wsj?T(WuHhU*?b6Xln}2-GAx_zj*N?
zO~jF^H9IS7qy-I7u+9OaEYdHDLk*3Znz|Wq0wg*5_=xXS_4$K=H(V!z5*s}vz=<tv
zi#C;;pr#piZC=$9mC0W_P<h)+Ut)080c9*!cRb+e!8vc}08W3^V1}3P&5JL|pQ*nK
z0T)2rWgG!K;IsmmE-28AhEsTftnW$Z#Y(`qKi2o;2<fdTHW%WxA?-}>TWN+<Fm2V-
zXb#+Ewk6;QvO#xjzt?>I{_}X@@Y?^FfE*dbp_@2#(_l;>^DFEx;-jp0>L>V&_QEHc
zl6C9x5E}haIa{zUv-ay*4C-J5(Icb<dIw0(rpUi9A2$H`?@^eov-oCuCoFxD<qUXF
z|F2)(m9ri@QvWqFUH3*)R}ar7fi(3Z4L1e=PMj4e*22a+dRz%6E0=tVn0Zl#kxBBT
zm(qUplJ}AvTDc{DP-a7fEOOhj**D)45iAu3BFDE&x$0wC^8U|&oog_5VKmD4@3$yJ
zXF)2wtgV%CZVszT3jl1e+uH}Y$(M|;zAqmJd*S8sF=H#j&(b!qg*$Bkh63_e^q8Gv
zmIew0n2j}N=RFZF1SmPB2sf9T8SvAdWv!DBn8W&hfO|9csm3VNvXaa@AA`Hmyf2()
zFXLYfs@uc8``RyE;;|+w{_?lSLQcM}yNXImK@}A|YgC<~xa3b+Smc@u>BJgHifMMy
zv#j`lV+v!j?ISIa6`5NSnyhi|;bZFdO#p`*9Wilh*^DDK{Hdp!%b~9K^}m#3u9>lb
z`<;MpYBS$_l1vV0-%XzpjiSkBRD&ot2&4pmbB9)Le{epJa}`_kYrHIr0X3oOhia_S
zwAJ3(6xXxLa^w66dU|?uz-qAHSPM~6QJKT!GbkhsY2bBxvZlb~*Sl+K-cC?4_8FQj
z^-1*oK9aQK_H-EhW^Z$|*Pm+7(ExBv_+8Qia61^F+j;=%2^}!0c+0~LY`=Q$&Fpso
zRAG%DP6yaG7x0*e1MFhm6FNmLt%P+;hBh39<h=&R**uS(v3<YwDFtWlK_$#bM`7Z~
za6G6^J2-=F3g@xsFJA0_Iv9c#7AYwoq5<okRGRldhSXw9G<gBIonV@<_xtBpW>(e^
zXR|i%1QWH0)jNPi1S}3#yc57);EcjsgSgf>aV*aQ9I&E_iWT&(Dd6UXnD_D1PxOFN
zT_Z$qiWRHf=2_mt9&18l2@?Yb0x&~cEj)VTS66pwNpo^?@DS_lTY$OV>E`P14j|s6
zH#!5bz1K0>q=i@^ix>*5l*><7-&uqZ93q~m;EW75i5oEICj(Aj<$2a9yS^w&b4SOU
zD9EeJRrHx%@{mfs3ZI~h+2p+xUSq&*a@6*h=;p(tEj(j={OkL>+uJlq4M>jG8nOP@
zYLDWt*~6I`9`1L*&8s@4Xkb87J{YuGxNYgqcKe$7K38+|GUL+s(Xnz9LpTUq)xO#k
zr%=d!Oy&%aT(TZR5?>`a%f|EYw!e(ZqCxk)JOybZm6qGg%(Tk-)1&VX(&bb7<Za)J
zAh1@n-kshcAy-$|#!7-CJb5j+n88e`&NKN+!iv(M8<G<rQeP=w6O65>Gf5I_1Pg%v
zF`1Z{I6l;PIszjSYIK<U-HNQz!0Itv)!VmQ2JN+8#Ny??UDBi?&2g~Gw(xz01K0&}
zOCyliJ-?i59w@Zf!TVI5^S#J<c{l`t_QGXR69k4-ehqlIcUmdcDMkhwJ45?ig5u*z
z8ry-3D195%{M4=J@qh!W2k;!sH3|a$(gy9T`WDJe)>%W0x26Ef)on5j*c{STwVWh&
zyN)r22@Hj4<R5b4<6}qMpTq@JUxeiCS2GF{y|rkM0qDh=yGP>-MIbeHy*E_8dY^;n
zxrN)rAK(Ir!`3x$m*LUoW$?g9<YYey)f361q@d_EEd~tv$34Wast0K40Pn9LG2ddy
z2Hojpu&`w<{g+mOd_E;LlOHf{4*mcRNnbl(aT3oEz`8qtA2@kSCf0V10)F4G*phkj
zhy?Z^&QG}z3m|Q^@k>l)_z|`L&;PiA-=nqS!T0%t7h(PU`z+y)0VZnVqni33)G+yu
zj|XT^V}Qi2gk0lDDhU767;VGH8R_pd@U~6HxHBTR^Q>o;KOBkxJ9fLK);R&+0Vq^*
zfdGzDs9OJ^4iw4&AV$~y-OU<sy`tMSPCx;eKhsjqszA^nbzUcPG)Rt%?C^UwV1evg
zTFR!B?J7^e`5O)x9lE1;_*Z8V_S`0m13_>6IFJg`_~bJL>Qe)tjIkW4^5*r35+>la
zgIxT67^&-c?3os;2Y*H>GX+CDq{+$2*T%9Xx?O`xT!At@T32X?)XNs==Hc1@K1|OV
zrFufTXkWtN@c8)nPQD&CoJ5cXec4z%lc^6%DtXjunlTZuzxoaE$>)*Cz^W>K$9%xj
zXm}Y%`bGqBSW`)UI;L=8YV9&=2&f#NzSLd_!7@!F8D8w`@2_=S^9fVOkpqmIGS$m$
zRG3s%(_@dfWPTEvq%LcAm_BL|fEe=w&-4drmZ#g%2yb)BM^Zdi^=`8qpG8D{I^QIZ
zY6Sb0s1p(;At9l{?Y)Hs^OsX{BLKycU=z`sV?L`kzzhxpy+6q8;s4$u<W@$q6;)hg
za6^XgXcugNGWWX;#oM=){xGWzcb3@H;;(~7FMSvg9Ya!6sVhucsUD#Wlc1zEIE5Wc
z;m|#n>;BNqh~l0grKo3D^%A>0FE3Du0$((mG6m-`tHEO7=2q4+t>oa8sMrpH`SSph
z0-8P_cUETRa2b{bjM+J5Srcn3N<QpF(Ax+Utlb?YM?;@1d+h1JH{NC3kFM3A8(!1(
z3eVt%Tw|pVZ5YFX6Q~t!4^lvIqU#IX--^%37y>TEJS1sITNEylB&TzV<v>WC!ls=N
zrzy)NgO7KA9?gbpzkjBl$^Jb(O`AG#VD^pURCMafhrm*IG#g^D3mi&`f=kBZA%r+N
z4(orOHC|Vr(bCZ1D8$lR;Fm}K*AQh)_n#_pXO7-*jin1KAazVa$W!k~3_E<qC9K~f
zxcSHP9cYO$R)}5yTiq9ooEEDWK`#*noz)o<!O;VyN##&*;AtmJsF^8ss<Xpv|I?eP
zK|REenlfw2<G8T0!j~fniHT%1fIalN-9(^g7;rBw)iZ3BiI=hYoIFR3<P1<vgB}T#
zRt#;7@{;i^@gz_DRVdxgShm%TRx+pLH{d>+(>(DbjS~hDG5PqFW8Gi!%fPPyC!g(|
zojPgVWL7W2Jk35ARBJ?;QUB{DZH8?uugFy<4tgB&u2->QbuutW<Td`_w2b)*2a(ts
z*%MA-r|hWW+cK<rw`#l_yM=oD9`#{)ghSoG&q6~t{3b2E>Ng(_<_n=RDu!?zS6X6E
z70)y}B_*Y*EbEBX2kM8F$E#)iU+8+$1g$7MG2C8x{dszMvs2j@r=qyQ#3zY$OkCES
zE8q;^i+pCJNw6)6h%Ca=OxUzAEX40J9J|#Wh~;HQ(M)^95kmc-j%xhR0)GD~yt_GH
zXR86=m4APJQG$}WhxMk7ZXb=ArtKeVgwe9@X8^ls<NsZ?-`6r@8N@i{&7?aAj&_}~
z3`VPawFGw8fcXUhi<clt5fHAPKF2W5M!qQX&Bqv{g^TAERzhm3C~r0sBFUd6LPjxw
zD{pqFrnQoQWG70AZwtA-{X4$8v7z$}u^xlp=0H^J#S3YU-*n&rqR0RFUC94~>ysGy
dA5iX@rk_xqicGE+0yjial;qXlz~#(?|1X|w3@HEr

literal 0
HcmV?d00001

diff --git a/lab-p13/images/regression.png b/lab-p13/images/regression.png
new file mode 100644
index 0000000000000000000000000000000000000000..6473358d08f4d220d813ef514c495d7dc981462f
GIT binary patch
literal 19955
zcmaI-WmsHI(*=x%;O_20gAEYe-8Hxk3=-UedvJHRKydfqIyeLpEVxV1;BIH<x!-fn
z_v`z?HO$PO-PP5-t5>a66{)5oi;hBq^5)GOba^?ck8j?<qyT^DNC?0uj8)0ZzzdAa
zM_GwCHIrlqz#BMAab@v0Z|dVwpCItSdt@g$J(o9cF#7-f!3;Z=nZJ3X93d|yuIULr
z$wh3%AH08+*7R1VVj9DT6Bob{ds>D`j4%~PduJN1+lwQmY#K=v$$_QFb<t=duPJ4Q
zqYh)%ClOg7GuCyrCUN@Q{rZ^evnSw@QEj=rc<KMu@~exxhx^js&h_^ljp11R>}dUP
zZ%|QyS6n0(Mznr*C91l7;6wJn-XQ3|FW>&ZeJNoBSFDmNa5a<nl0q)%e!Sr2<aYFX
zLU-y|J~lt!geVL`<OpXisHX<}cR@se2m8Mv)*#{>|GWD(Iq*@5#A1gBh*iHSV(&+0
z@&}9q>2~5UNWmBQ!7t@%COPxf2C{>LgPFpk2nSN$i4I|q48{?D@wUJ1M`hqH@7V^6
z@gEcg=%hSqEe@+?^2zjD9@|5)rlK*28-2m$&f7z??QXVN9A;q)ry=EPzqWqjb0kuA
z$?^8H$Kby{uD@Ds4McLeAM29v*b(Ihyxd>S_q=es%#!jmFeWpo5<v4&##TMnm1$&R
zuwKujC16f_UPZ3=rzDAfmur-MELF)J@Moxkqa%cfLo!xiWnM&I@8j<#2#5*n0x9;6
zYI{_|DgF7#KaWr&wjrRCnESRd{DFgK0e80M<a60CrD#{{)4gmHE}Lxh1{U<vR)`Af
z0?vv=U8rKxs!*%e|2|M_)8F~7KPXsk<aGfP!hc-XkAZ_T=XFwEB%!8uhI1ve<Nouj
z@If@F8|zg(oy}+;7<AGu)$(e8s(^h11qFrECx8|??0%FXuP9knB-3WT#^^VV&+V#*
z_093(Ru3`(Uf5_Hl@F>4RoqxAbNYuvtT)0A+{%Xm_;!laQ{*?8#GC`3N^V`=*JB}j
zakI!MU;5y|aME<;!YQ97vZgL}$3GYp8@fzzb2+TE{`lPo?4Ou`pkvln$lci{BC#71
z8k}T7$w3579G0YZ$<<~K3AYUy9);oc;T&styJmX2aEdR{1qqi`LMx2^cN^(Knb-mY
z$F9`wheKw8ixHY~NPpODv%P_Sor(C+ZT!F6iz>1D+8qf8=8Ls@pGpbn#h-YSJJ~#Z
z_4&(RNZG28%Cr~;>oKb?8|l=UfFe#T;A+(-@1-;ye7-%Lo}F^KP+th_hU9z}5^uzb
zlPNm2aQ0lj%@Evy!d|nX80?_8t>IAi%`XHZ`Y#oU)q0I3p6|xE22xm&8Ug!uw}OMu
z(}nRgvNXf5Mw>F>BvFtDhUC=}RBLx~@~=*o)8qK}h&VD`SDc5ZP(htyNAtCW{d%5u
zt+w+uTO6iusM~ha4E6_bRq<GTc>9gMz=uMJlGTS8VQxmL>4`pxZoPed@X~(w1sr{4
zxhpGx7C2g`3=Q6v`_Q|O-s~poG*X(y)3RfZNoSV>N5=+i7kd32UwHi&_G5b37%!AN
z_3-(V1W4ANuqzE_e@!^5xR`4HY<8lA34_oAXz=X~4CKJSXx}pweo%}JdCb0LRR+{`
zm2~GA1Q^mF*?h+VXU@A)L}J6N6b2T>e8natJFHzwPBewX4nEsAr3&vXGEUYl^H&lk
z4q=V=`M=ww8~e*oWb>A~pDdjh3H66W$fIeN{<{al%AwGEiUx-5PiwHlTFw&B^U~7S
zW@E_|VT8JBXtY{tPya$eA9bt{MTb^woq^=>?=RU;5I)7#uwY6g1S#a#>rD=-nW{%|
zGAz#bn(mNRV8s7LENye!h-$RXsB#9g&wP|_WG`;&9}}(9{LM*b*WxvZ98CU;G6%A}
z4gP1OVKZI}n39e-*mIlGa<v)Iq2_s^4B!$IIz~@4{&X>KAV}?*ToJS{uSuuu3lsZ|
zDEj3rpki^hT=Ic|fMvpj_d<cvUlh!4urD6WHTpG%jon|G{l`;dJ`p=UN<e)gWLi9f
z^{P%Co}M%ahv8pn6DL6Frwz<UQzsE44w;kqNe69Z045FWU~7qHnPeejEN;m6Uxn|`
zIFR1{FE}dcf9VVC`*HibHL{4rf+1-|?7vAA!4v&3%mtZXAh;B|J9cMBeB{&n?>;ax
zQm5Z~sruMC`f!>zWmE^O?b&k6d_J%+BIv4Ra8bub;St=6%1hF<#gX>s#%^SgAWTDg
z-Yd=UYx@TW{m+xhw!Lx-#LS|SbTNV}L=L<`W{5S_BCg2cwl?@_2RU`&K>Yq^Gi1~J
z?xap&KDIupzZEWU{^H_L6e(wnz`D;(J>G0tkwh87hi-&`U90oo93ctH%yWl^EiyD1
z+exh8@$t%6JMl$vE|Xd8Jgr3m<TwNK7pI!#r+a<|(*J%To*XOQA~+viAGOqK9{g{B
zbqu{4_djC|DO;hKtDEzh&FZDf!$0}`|2sk8VhQ_e%{<s*LI}-@NeHh4rt8KVk!xS7
z6C?s_2~6ciuihJ`q?iAg(x_+pX^3-a_n$Z6VpFj{oBhb0yf&-a;cp1d<%0e5y|eRy
z7lHz-LWtk96?#?;H_R*^hEMyS8`;my?&wthcyq9y6_Tph`EaX%x32zYpE07B_)jTT
zLcS}_Ss?^1e}}1Yy}b{Su`vHFr|$kxAL?RGWe|G<IYrc1nb(91k41>fm2BlE6{q*&
z$kQV}sAYebr3a_H1asN{f)wGu0qaJFHsIm6CWja;eEij@y7R|z5DX^Ljn<$M#_*em
zyJ&qgKI&jnSodRaBLbzyn4MSn|CSOLLH+yTYJxH<=@9cWg-UaXUK$p@b?bJgO3CLm
zOw_W+gdsa=`{AU)Ca1FrP0x?y`n>1;KftGT`9vn-kf5R2B{V3OIqcTW3^Yy<q&^T|
z_mrZXpu4Mq;RDaH(p+7ZK(OM;iqFHJw3iYw+LU)&V)3DSl<XP<H42z9y;ah$3QU|u
zNhD~Q7oEL@b+{J4C9|hN_iNnV?JGY%PmOe_^3hZXSh!p~bxiN}?*CTZY;Gy05k7}?
zk%YU4s=FUkw9`<}bXiqkYb=<sYI>jHB)dfAn^zZz2|FoE)ANF(=`PTCMj@Q{xvMwG
z6bPTl!F&eS4(Db?1qjxHTM;y4#A0?n%8i{AkRSaav87FfgfkDSA|-8vuFUvJ1jAF)
zvXtMtvUwu=Ti3*||IY|WqIqyGGXf71Y{Z2u#T<KG?!ZyOw!jIU#6{2TdSO9LX*!Dh
zQCQP)q<WL%a&t`h#~>Ee{}#C$yGR{5n`)ZGyi&*}XBylYAX-g)OE7V`qK!0q?5=Dz
z_$n;>=y8HGtUNL#)!b$Ie?LpKMc^@j%}{(>VU~Ks&8#zBp#v@{P^k_{=nU}XZZFX0
zt^l_+R9=X;wyrIv!2IXp^$}^<>}nXa3M~pmn<d*cq#;qq&aWt{{PIZ1-t@wiS|unP
zhU1#ZV`b`vWzx|E06tPYTy6oKFdc0D!&m}thf=Ymyd}&vtwF%?pL}kQj*5~Tzta$S
zt=L?E$55$Yx2)r_D&A;-k3^lhe2w<7j<|gwI#cR%Xpf+WP>!8~&#bN1ABJxIXEN8c
zLp4u?>(dXS^T#1l#|Xb*1oQ&SJU{KHmSFhMQJo}nljM{%+Q8Drv=@g~Pklus`Jb0o
z{iS&+teHU<62W5lc$E}Uc2Z(rf~=&96x8BGUp$xUAh0LPE%Dwr$MU%JO8J1j5%%mB
zV|a&aT^)Chh=8%07lR`R_WRSlf0Jyx?_P`}Z)K@yFWF9|vrCjG$XMf9L_5|>2sfP-
zZQ$UA&IfQctM$1n3|iQ(kLKflR~s;dwbPELvEuea=w;$5SW#eW^7E-0(;)?eD(p{0
zdL3s;DAOcO-(22}?l!p$e%9x@!hn*VcsBa^zjin6_N-gR>2IenkfA<^$IK#)4aJfk
zthoHd4{h-{1-IXAMIU^h2fMH`GOb8Lwt7|Aos50B8~ouIkwYN+$8t9O_QtJW2-Y|g
zP*epJs=j~UC^;HfG7$gr_z8fanr)wVKkpv9s`4k2h<hDXx9mS0)&8`@?z$LbzKS+}
z3JUMc$mx}5?<CPHJxfwbu~s$Zx6l5Ny=Uy<78x;1Q2EM6_BmP?eSvud_AjO|sN#!h
zC=82%886pfC}3)n^~?Y+7(nUyTU(|i>?Uu7uV*z}?|0JyNEEP_X*m!8V9$&)XB@QJ
zu%DH0=wg>0I;stq>d6u0nMx<tC-c2@z-)W6DA~^;1gjrX+^h9d`47=6!Rd2;A!|`{
zT|2-aD4rXEh-G?>pG<Wt172U6d~O}|Tb-!gju+I?{KO6GegbHd-ev_Uj0?v>KiL85
zf;t%(c<oX{8Kl&Kt3G5gI0Wj+_ewWZW1?lClvMP8d~>4LBjPeE=<bDLAf`dbDBc$Y
z9S9`tOOWY{?Yn#@rai)bmFAEUVt?ft#K`c|q;DvmerkonNFlVy0#^TF0cokj%Vj7y
z;CSq(id_(pQ~=Ncmk<oskG>cZ?gHf!(H_7CK`|Ousu@L`zWjbUqSSO%`SX$5dL|-G
z^qICA+(27*mpcYhg0c7yPMlAI2BvM1uvr#by^pgsUG+PFi`QecyU&Ek7rHuFYQ=Bf
z0@t&^#2TsHq~l!yklOlSy4Zrv;U7}#rih|tDf}aqa89w%7_J@X6&WSageCFO)y7u;
zxuxf$^WLb&0Jb(UVkTzG028Ap3TpiI)<G4JB_PkYyB+<Qx&z{L#>X7}c5BH!-sLsu
zORk{xePcigv^iEWbf-$C>1MSjni_;p^wjDd2*Ik%-x#gD))Sh*A^=jaOB&}U*X=j=
z!4YLc<jdfTF2^Hn{hMJ?wQq)X=bepKt09<UzZa*G->EQT$$+obCi(y5G^ArB!vQ(q
z4*eq0l$|%K5070wUHnrTO7=VmKMDM2ChRAJW!w_342Zq#YnqNJK3?ad|HDD)Okuo;
z0*!1Oi;HtV0Pxzvb!aN0G5wvtGBGYR<Cd=4{{FRPyh;O>3Q73UvGsB3>HF;_lQ8Sz
z1_Pxyc4fZM)h|gILS7a|r4=}9lM9$ynOOzj9sklb=%j_B^=58xd7ZUUz0}x~ZB0S-
zhky~X*mOH@{Y9M0e7R=(WqQMpfS<Mo#uhk!dvX-0Yy}%LbF6oph_K!bDvPo$@a@Yi
zi3EW6tT>&<j57d7f3Tb^0-$T;?$+i~i=%4er-?DLSWE&unZe0kIOUuns`T@Z4&VXV
z2DjfzQ>fUeJZV=7zXZiWbmgrl*6_+zL7$hbOQ#s}e3KU6JzUMG4tBQ!2_dceEx{9!
zU<qD}4Boq7eD^udp=NnscFG_x>>u$aU(L_``mJsc=Q0aN5$+=^sA(g$)Rvm8lkab7
zO8nFTuf5TfBBGx=GZFlOLL!?Z5W#FCiHGMf9cQN7Y{Y72SNUfHnN_HqE~LoIPoMLN
z`ka=~OcgL?lrH@jaEdBL6M_gFfE>)!c%?4C2$y$A2HwB$n04ez_;$rbLaKnG=8gL8
z$X4$~yGowQ5xu{hOGlm&6D=!ggonbJ1M+s9E<C)k9+{9Qd+z74_fT|VPO0N)Qi7DL
z&0#fYZ-1?gXWfZ*LT7#{X2F*9QxMhI(@^BspD1*HE$5h~s%8T8nP}}vqgz(an>$Fc
zz_asA<$$N<L*eO+%*_~!zhO4EBq%=w4K(b68;paviu*jb1hgv+GubM&V%G$_^~)1n
ztyGwez16FFb_u)!X3Nxrft;9@<n6r@OVH=Xla}apAiYXpYu_&jHvBh3RNk=ZxVl)Y
z<^xoeou4WTS71$|EfRR$O+x19Ne7Q4tRy|%y7LL%F#<c+=<?2u3q4I!>=eiDdzmNy
zn?=k2ZMOsHsM;q~=%|bnR3(qF$ZB7>fwp)G^yqPnwNBB;D@R3pM~~dCTmV|wCopum
zQkvxqlvJflAET2q#l{=ORTWD7|E^w=NEMnz^N3Sd(-Oqa73LyYM1xP<1ch)}eqZ_?
zvYy7eWgC%U9-i>y#F?!+n``QGpG-@>FBOGNX0N#U=Wm8kDsAyTsZI>AYYgD?4dn4V
zFY0|RDl(#gxeSwKHeW%QizJZ_CupxKcpG8eV)%CPJl7owxqCV8v;`44tOc+vc;rXs
z2Zn8$o(O3*r%SV!e_MQaPo?g`3E&AhySIYj>2wQt{MBK$PmAX$Qq<$dTgQ)xTtOf!
zAh=6M|0RCd4vN(Qt7KcIU^F74kBJ4y<5(o`Tp%aw!dZ+a(QQ@VP38)wXA5R>n900L
zYqS(cj%$rE#`B!W)`4kwSLU?xrIX4qlfh3={#dsmg8-u~6h*Z{qupfNO=sr!;wI~E
z2<NZbp2O+Sc|Ozx;_?D4jD6U}=h3jG+8s7ulo3Yar;wS*7|hp_mKvq})tePdRldQ)
z))Gc@n@$adwxAWApc0z<hK3)kX&Z@576ZFWqg16BgIqxEyUm<b%lR)!OngFWAn*qD
z$Db#My|aQPCeS|MCN^&aEkkHpHt$#!?_^uSH3lhEJ=GPOB@FR3GL5A3MVZQR1=5nI
z`MJz#mcAkJ<uR`5j`3K-OpFn}FHiTT@BCk1p0B1AK~r6~YuWrHl=oDO{^+rkokZ#f
zyyexVEepgu`D1JEbL_@&HV>;$i>_D*mG2T>E|Qr{{dbPSxcB2o!l&x#wvz0<9>mi)
z#$@so1C!^4j3bQH#EyPf4}vyIJE061g(v1uZ{nzht;-UeNzHjJB44%V2PW<lKN>2L
ziadwxfftOBMrU!Ti8ZU=Y5go>RjE(j<#XN|2wqc^k3y1_20{UFtWSRx_SrwItS#v{
z?ar2oB^j(l4_Dek3w_H3)|AmD39P#y_uv;yEzXt+U3zG~z!mrhc`=7(R%$GfsNdVU
zy~W3PWhK{Z``p$kt=Ftg^)iO6q?7XRa9RQg4WlNDaf0)Mb-~llWC9kX0M3a>E>wjS
znPp}ODI_G=*VK@7bBTC{Dq@CeIkh<bbDG5`0RmcYp~1)7nXHy!^(kU<;HWmj)jwZp
zZ0Z>Rf02sFMVQWKi;kzRqb*`q0L~MC4H0iO$SO%PAJVwmh?BCSMM!4Asv1J1#)7s*
zq)UOFW~(y8v}RXP=<DBVUX7`8072uq*~wRey)rS5SF_KbX;e04kf*;0m06JN`K4<9
zcTb8cH06&-OKKTR9fwe^6390aNQbQzlcI)~iD21<wzER1()cEw^}fb|+C!Q6!B|hD
zK+8Ao?KK?XRKqtGWW{m}sk(6Ry!buuDM9p-$=XV(Ms5&d4dw<`pPX>6<=wvb7}op!
zfN}DFu11rsHxlQpK8w3i(>jtFgih9~Yxy2C+2oA<z~J?oKm=lkzsA={91V-`N^n>E
z0%aJ7mO6SW*N%!Xs-V)_^5(GBp>HM3NLOda(`_Cz^!fr@9$X!R&JuD%WJZ|+T2)j}
zR1@OGqpaeFgv2r#?{Zy%z*f{Bl*Fc1Kj#6*?i>|)PZe8^-~NrW`f-OF{Ve`cX>)-b
z6<0WKfv0#kgDKVe=9gfAVO{;LG}lcFCUSr?@fOuM+8-%rW4ct}7+{rBN`gW{C+*f#
z)-|UO4^}&Pxov;PsEFK~XK`Af*e}!t0`NpeIg1Os$3cYSM^F-l($L#@cNz6fW#=Q6
z6FpCH5~o$9<!hAVks++Ci%9$9^aDHHLV;BebGocZw`P+0f_oh!af9wh9$bmeum#6V
z4#eaP3I%6pj;_bQ9j-rxZ_RH!EqlMfTs>X>jDGd(fqxr(YakOtM18aAu}}xu>LF)g
zJm?$M4Y3|k0)`|3i)Kv6y=o7wqF7(et%VXEk9iJnNpl^A*;=_L7h0(#(^&V#&QCW(
z%~?<Wmi#yqt$L(Yrj=2n_0PLl>h$`+ZMUF?l&mmQqHH}^p|vIIUw;CJs^DGsfnbs3
zBZHE&Su46Q?RQJ;ruwA&kK1+78s8ODltR5!1+JrtJWB$*DoIqtb(R6T@`cn)A$r-5
z7x%b5D!^lN+IgvxNy_Vxv!82Hu!gzrcS{by<HVY_JrZgK-W4ZU`}J-kB2?r7nN@9K
zVeckJwAP@YpdVm*^o*ELO35fQFq-HSI;F^pwwU=+5CJzaqR5qb`X{o+LnBY|y+Xg(
z!z<0MF|JZ)Rwg_BcmniCx)c32&TZz!vU%yC*O7F65hoU=Pp0@OwzXZ&KUO`rW3NVN
z;(slDxBVd7b$&f>tT7mcZw=rOQ=gFp>Z|Par#&i|zQQpTCrmoO{UPXNLKa%IPJiuV
zcwN~hjNQ=?%5uACPpiC(n)L$TE^}6<o~5mOW1;nVaL+g4qu&;Bdu*+kN}&F|OONf7
z2racBbAb4Dg(5SUH%ExPKDo4S1fhD4M01#0$SIFEcyhNpJTFJ;H+#xA;!%7j+>J`2
zczp;6ka7w5t%W2HiQcw8IHfG^%I38c+7V#{y*PCG0CNdNC5$2@17fElaPvYy7l`!p
z=iiR`P*zqZ_Y`o}hiJY3>l?H@`68ppBM6>O^cQ+L9`2lz32EhsH^&qGw_e@=thgw`
zLd-f!hyl3{M{yt91Q<$y$`kiWh@a~NV38(ksqwrg+>`Zg;caT8jc&DZ?8(0Z@<OTB
z1XB3%q<{??s=}#YziX{?PMQ_Kw=%f`Zesv7vZtOv%@Q7PK1diX8!}&O3|i|RHtRR)
zaL13w7VHa35-m%`?xCkaqdv2_b9;5lPz-eb$lSBM7I+nYwRoSLG5y89lB+|UW#R6(
zE|Wl)A7F~30`pf&WkmPW$vZhvtHXYIzU5ZQQx_Q2bJqrf;^pbWOFv^og{0S7Zb2uJ
z#-onR@93s`NYY%})jwD4xF0n1+h$ewLSrhy6f^`jAqgg%Ls|iTu~E2n71AkuMhuY$
z-l6AzliyQxJW8x#LZS?-f`U9G*wMawo}1Q_jhn>_(|0dKfJ3ssO6k_+?|>SnArT6-
zu4QFleUJS`Dzfj;%E_9GN-7nNpU97aU)kIYME63U1wE#tdW2}w;s_-^%OL7sPA+Tu
zZio%Z-kB%Aw2FCOAHjzseh3=Ci}yAz%YSm}DfeGp3jhN<=4>q@)fRw%LpoRgM#I8t
zqNj$tn<&AztQe?htauV|9}+{!w{u%_U$)<Eel7}FZ?<o;o24wT(+b2&YFnKwdiA^O
z&Jc{m5q4ZOjHVLv>cHkD8}2FugRZmS;h_>44qIpML>7T;i58zA#Zx@gNy9mKND<yG
znk!28lN|cI?E)v6+uc|Sc=f<}qepA;?`msen$QJ1K2NPN6D?t`DyhgL*Jo;&lFkFK
zNSxZOu(gOR_f~ea)`M<#Y%Q-LCPpCb#)1!+QRa<2@w(ib@;U8dco{}URq*w!ZWYJT
zX2wV*fQ*!m<S_N%bCOxZDILt^X8Bh(taiDxvc6n*X)YXFQPW;N7)oT9q<8<sCoJg<
zg(R$Q3==)_4}*|2x<FM4^XsS2f5LR(ccYkVurBFY4Vv+mu`+;cDC*T28ia!h(UB;P
zB6NT1eUA=iFV^wke5UV#*J7HfGC;stvm!+00sGO}-*5J0{@NZ)S<9~tHF%0Lz(ZJJ
zX6(uTD~el>5*1@;)DxX|5tUcxD8T%rZOA(^R^2k`mShEYoN$nei9N!PC;V))NTIWd
z^>C6HK7+~dyJ%6j&iNO5li!-*CP<!kS3jSE%Ky51pgH>iTgNCW8ZftMMx`)U&?C(c
z#j`I6-c-1zb<|QkF?C_|EKHmSe;%WD(=?!l2*!}|nfh(j`t`*)DB2kLV!Bg-&ilBG
z#!5Rf!FRokUf5I9LjUC?CMMq8)PuF4Q>6jCqaaDc20WO6C^)5OnM=2paynm|rz-$&
z{5d9@7DWLs6%pdY(Fwtl8I*1dox6<0ow<f0cGjudW7&N@N1r%aHuw?mJ5z?Rs#D5D
zu0z+su&^bw#sJ~+tvbw_^WT#-#Z7@l#Q3#PZ#I~HygeLGn0$VO(~w~}4M+E5tkBfb
zv#?4@d^ptU3Pfir7}Xg9JXhs^QzV&xp~~uDOMF~-($&8>3vOyCV{AAgB9Ie249wE8
zdmP1`R3E3QXiw8NJ^4mk&+sNGrG|<*9#`9Wv^4qi_atiLJB-LIkX^WXn7U~@*r`;j
zO01SbLl0?GhhaAVy`)2-pFy+v<d~n5#9_&B<V6E6rdM9&rm5ikX)+^_VxB!G4^sx@
zq_G-k-?;ncIF2YL(K7lo#~Yi|B}=MUmzk@lLsC+VYDu`ueCBAZ44*3`<V4<=$>?Z_
zq}XW1?YRuA2R(UqF|0;}8&)c=rl&p9G67yL>Y@gX&QnCeK?-p;=bL=x)KZmV8I-X6
zXDx{EbyaQu?*G~E(8x-iOl-0e6RlN`jB{;^fYcQ5`W|0cx4+Pz_cnKH`sx2oE(0F<
zoZccoGFo}HFX>~rv=IzdbhPGQ&7(Pvg+kTC7=!cSrfhW)Z;rpEg1W^*MTPZ{<kkQ1
zG(E)5hxWo{*3fSA<ee4Xs?~oElox97yXRV$Z^|DTjx40N4tiU_gA;*>uTbsOFm0hR
zid8eeyAk|ugfrzWeh8H}GAb$$Tfm+*lihNwrrhLTDcjfcTRB3zAKXf}oXyn(G$W6+
z>vB!`WgsCLc^r5;8>MOiG`|DN$crGZoChotGA8b=D@9$IUOcv!BLoy-{>oNmh@27x
zVsINRe{B&jDig{|3h=5vFZ@joTOqo?7ssS`x`wx~*;XV0NqlSVSKA=o*TV*60}|8@
z0uktq4PO;hny-BUnwiGnp^*KaMa%HE${0j(J80G;A?JOakDjMWFihll*M>;s_&*l^
zy);Qb)lhPEOr0So+|WWr!7}mN<NkY_j0Npy0b(~?_f2S9ra=R$r0K5Z;E&9v{k4wr
zx<yrhg?YTUXu7xcUy6|Di6lr-1a)y;g7lN#F|zYGx0D4b1dlpF8MlLN?!I&0sF<4I
zFe$Z~in0$z+m}9NK(%}@RK}BOd|3jv_Bb>%WyzS!3?u2Uh4O%WPcl^5X6DKEapt$)
zhYupe^osxp3V6B9vj(75CM(YRmw)6Vr@?t5oVYV*kvvQoF2eMv80?(W*8BlE;nNa1
zBE6^+5-A^YFuscOGI{#_?4Z<jVWZuWX4cxHY1Yin2o48-6v2uwuDvn4s0$abxX9`n
zsnQdia~FX0XFgs#D-To-urjvhYY#EW-(d@1mjF}9xEtnpYR86+2tPzrNz>u6C`Zlz
zDmvq=;p>D&s6k|4`670Sc!k@Q2rY55-ZYZ5`g38CS=biMl3m0bk?}F89bAv1P^n#A
zrt76(0px?T1=7(!w0(hbw8OM{i=2Z}?Hc`%f0+AT529alw<<a38y<(HnOoH3AP8a+
zLdE^hD~DO*$Di+NjRn#AAa{zw9y0+Y(U^J=f4EE9yWY9K+_s#uE~GoSyH#m{2kjhd
zQ>QIdNEhCNOpKD@7{wxf55Ia|pB*>PUTZr3{$s2Dep`SIu8Ky^k-tj#)Pa&u;`5_8
z<M#^GUy#E|1FUjTCs{J3d^EwsN*7y-o-B%+_Zwegx>IE0eomOHdS~r6xu(bzM{A}F
z@-F)*#l3SS96Yk;eE=+$uJhfZWnS@Gmk(<AH`J?-Tl5a%Fc*9EABy}(OQyHTie$U)
zi-JeW);F9CV9dSi9-6E(3HjkZrLWbEji(sf`6!I9zsMZX`--{z6s**g)5rhSkQhI6
z1nOptL$s&b8dA-K(Q~k7j;A^^C~-jIJl2J$E2kA#d&5>{-0v8=uE0EFnl-QHC_!8@
zpN;pY)eCPPBU7g3W%bM1)l<857d84!sdAy08MvUJQ6LpXzJtDL3-t5XVX>k#zxVq*
zL&-Hu2Y8Bm6&Ek_==H~6tl-*o{CXsmu;w>=YWgh>ehJapMMw(2?y8$EKJ}y9lcY_P
zKegwoA(puILGso~1sR`Gh=0%MU(e5%?a%&}kOL^&d@WEs_L1Xg1De_QFGYcz68<@V
zL0HXwKir-Gzny>XssbpNf3+R{=`4DtuFlEY;?4%vbEK#$J&C&m{F8(1>HcJoT}{2p
z2OrbD)Ms!J9Sj@+Kv$Cb^OX|6*%6@5UQhA#F9FCmiME|J_R&pyH(7i3$c8D~ml=~`
zWi8wpCpv%MZm}V>CmaXHfvLLF8nSU7O?apD4$chI><d3`CHt!On-155gFYbxvaO)I
zs;$)?KS9=jLu4kq89AiUst<zGI)yUR`X}YAIkoA<hYlSl%`rc(3XOH_I=YN6h&vwH
zk%84`$B?D;Yr0GGUFr!>N+Ip5nSN)#P)fp&=6vv2SH0K&UWxafClsQ9nKLIyuHNWz
z`APrbQMSBp@LWP}@1=@4_VL<Jv$*JorsVtjv3OU$PuHHGv)EH%o9ijrPVQAd0FO~J
zy)w=vxmRjFyfleoa$+QGr9!lyH!2ANMHgPta?LJL2=%Xi_F`GLX(Z{1uSq`cqms88
zo1?=(B=xXXUAmh~f5$49Y(%o#Ws)Ts=xK(;@%~m`S9jHN;pYxdJ<8bqpFC9nfQ{JE
zg;Svp#wN<6xLb#gYqPuNKnMJVg)5?$kboR1>0hpd&r_}Qj`q8ie~(Dh{W5W8;a_yR
zi%@FG84ddi#Y4X&){>*FN-ycG;2Od<rK+Hdla}?UT^$4rGPz(xOg0y1T=Q?O+??{_
z&G{$ZG~!g-&Ni`%0iMf-tde}k>G=FVqPomRP4)Ti_I?D#%1%EWA^vLSZ~Pz|0Ow4j
ztZhB3KE8Cg8CJB$uvoB1-lIJ)Iyxd$)FpcmstaFiHXP^rC)Weuow{h#N)p%{F20Aq
z6JLVbxp}eTW>WlU>&tTpfmSRmN1<5vDbFKg2WGHzx?!E@HnF?R#wbM_NWQ=Pbn7Ik
zpXl{-Q0U#ny?fUR0C_{|v1r$tWLt%OZt#|)30Mn&f-ZHSgz5l*k@>)f5zp>$dW^l5
ziKE<|BnWrc%eKkRqoYT5==JYU{!iL%Bl-<J`(5zOW4b1lnNv2GBlG~F$8?9Ag5F2%
zZyVPI7Cx{Dez&W#g|hJkr^RsB3uhyVGzVkMwJf-Jol^Jz#KTuWJj7A#;=^vr|I(!G
zZw<G4g<(!?&ivLUXAuqmz?$-LIot|-8a*H-NWVfTdS<(Ha_(*6le_x$w0I?Rqwjj^
zRM76R>#sGnws>MZN+nzNa9BFXSjDK_^;^8?i!Kt1HfN1SDFz@es*>daoQ2!zn$c4W
z4Vt(-4VWp_;m!FZynoltl9KZw#&9lEGl|M@6u#AusnpPf9}eKWG?53S6Rqx<?X<F(
z&h*ciumj0MLy0;&*EimnrI|p$va0Ld;a&HY%=3RJ$HEgziuuMi3e={RS&XM;R$t_o
zhCshCGct}GPl$FBq29S%N=t-TaDMS$Yx@#FWXH`i2hk(q#eW2ZR*m?qx&3Q1#ZYsA
zE^04#*UAF8X=2LaR#wbPA@5OAC)~Vpv;q=`NChqzc;0#Dynh+e2>Y6I>p@BOz)h#u
z<vu`5;=XnTT{?8%e>z`}&o3*g4&S;dxwT<A7O^YFDT0w&h>%2Abo0cUXUntIsV%9M
z5mI<PS@?)FDvMsBo~IB#y-D|Htf`;c{(|}q?=H3!#cEnlIa-~4`YBZe4cLnnI!TI)
zR*!;0KT7FyT+c~^8OY%`IE8-4bMHJ%&al=#ynNd_^>}@hen<`CO=V@FvADoQq^a7*
z<MFS)fC$iE?pOp4!us4!lg=9}Qj!@fBO&|0E_9J<fv~A^g3qvO(3Z#l_`uw3w;H?(
zfPbbRXwI<p@k59pA;g;fz380r4sf~h2>(k-{FW+}vw1QDUJ`}zoc>cYJuW9646*Qd
zQzxPmgVdcq_|kC@6LvD2?ovtwBfH+I&)BA8c9@L>AMA?VX<W7h%(LlpJb<pQN3TN@
zp1S<;1y0XUG^w|B$lX7rrXS|Slq!LqsEzjhvd5M}%7t>bBo{bOa5^~02{i6amhCCJ
zuq+IfoPbbSn(Iz-veK5U!oQ1G-(}MG_S`|Cxh$x`X;T85KCGLHt;6G#;PFJRJ-@Zu
z4jhxRyvZDyjsl7$gF`KN=feTiHlZ7HZ{4LLxc<vvk5y@`-7DYzk1<T06snSFJ9CBM
z0t`|*KiX(DtQe|RALe%$m_oiA<X;Tg4AJsBqEazB?%dd2vq+Mx3gWb$rWH7<YAkbD
zZ8!Bq>DR&vZk7Mv&<^M^qm((;cM5~C&h?7HMj|VF*dujk(f<?b`S6?hRFFn9%oIY3
z9{Rk3gIhPryt)sZKk;?x6c3dK`)S{EQ;%bL4Z_0TaedM9S{g)kVnLxfPQl<-E%9xI
zfovOcgBF^jlK-s_if)g;a4e-LSgC@+;@e2mmD-o86?d6+^N3&BPG%8UrMb==p{%hv
zMk2>?nZ1wiqEBD77K36N0c4w}{oR-uHK?3a^x65-o%-b;bC%8dlV9JoD5eaiE)VcP
zXZoKYSmq?=U#n~2lZ61nlla4@h4z0_eACsCi53HguT~vVVjq%Njs2@1UInte+wZCr
zZ}ul@x5;XsT(jB4>_0&tRkS^!?;9ai_^Oh1e?6$@=_23vO>%%;<qKAgx8Vba@H=~j
zLV4en0p@z<pNvk~3@udgd;l@^w1CWnD_V~<2B@SohCn&Q0Z^KW8)>!P-E|l5=bVfh
z^w!+s@<Jq>i_d#dYTS_fEm-u%9G@*=xGE;+NBH~aLk{jZTxOkucyHH2XmT8mtvzId
zwW^CQFyKz>5)M&Z+zTe8l2nv0BI>J*$we)RVkKW~&&xxDYvn!f{V>l>CEs9W@TId7
z<}mtV4yx1FY#}e|81_sj0D91-gT3EBpY>yAvKC~1u#8H_-KN)pgD;aI=%JTntgpx@
zX@j-vsIGHh5_&;|l#yuhh4=@|ZgO1?WL^0cW^r{$$<>jt$C;JMk+VT}TC?c+c;CLU
z9P1hFImFyN45N(aF#}7jmVTwF%}ZT)Tk07M9q%$noa~217!mY;4x`~nt<25mJO_l_
zCabA;m#4Byj|KGU-i%<hSgpYUl%EdFEYKl;?l?xKr<8ecu_&cc>?htD`41#>`QNxP
z3vq2yM2g{qL%)W{kRp&hCdiaBlx|=O<IG`_(Qm1<dFw$%p<n7}W7(b#=lgfA8v48z
znvbl<Je_MO9I*h}*Iq+EM{G&$FP|uqI7c!1ywVL<<_>Vy{j1J&Xx&6OHz!<)<y~XE
z8C0%8LWzkdlytD*TDegxQkTrROAUJ`XI9jBJ`S>4qa%!nyg5L({bfJL{85<>Lt|;v
zWCW{6sWF#YhKOFhZ>QZK<Auhq@^?#&YF>s8d0Ypp0e+4d9pB>CHMrrewZ<Sh#`0o`
zUK-{Y89-5M@rMSo_y|r}ni8Y{4B!+{q_dx-$cByaS`TuVUXp}qFg-;0ZPPRGo~`s!
zSlv+RNHj~z#m5y}BFM2B<Yx!h^#VmjBzDnsu&X=>>KCy_OO%;I+Fuqcp%lgyX313L
zd*UV6=;QI`rB~;e_}Plis}!UF8%8$AUey0$$AKJxw@Z79t|xL4pndD90B`|G3c&o;
z(5ab7zlJ%##s4)s*06+Gw_Xl!>(Nabg-MqG{q+G6KX;~0Q*Mc?U{_UC{_#UzWSW;&
zcs3T{3t&U=M#eOCKl?S@#yTw=XP(2Dn5jbg9D8iKQ@>Q2GEZy}J3L+7=Z5y4jk<N$
z_+0?)p%4TQ(E48PO$;_%PY)`y0rkWYy}FrURzXnB`k)H6f6CBdz2nCz>k~j3^828F
z55061)0^vM^WT~03NP5E$8`5!$*JA?E#?Ev4~qe<X}#6?>kHP~=HL-jXheIC(mQ%1
zvVuHUfRva~70rElJ`K<Ss9|eBvAo&{#+-h>UC#qlyEa-zb#2ZTglUW-MUpC5pPOG}
z93XY|Z~_3~tJo`7zTW6CO|tBjn`+h9i;zNtB$<gOnNCaCm1O$Z^1$O_6Sd^v{#cTh
z`!{kOB3#6H>gl)_(VnwDG6KgQ8Wi_Z|436+F(5@803|$b(H;a9XgjpXa5B!ecD;)g
zUro9~FVl<co?uzfb=79jfBd^Xn2?Si@w3LXgM+1ny(%WiNaQ5WBACPh$iKwFyepRA
zF@dTpStB0K*Ne44xpvlYUm8Fn-bz4Jh(TJD^#Y164o(AJ1-b2)xLmkIl2{nMchelP
zIyjP?gRaQ5K4RBa>L-eberv}{>LE8sC5Z8pRDyQE<T0vUmJ5^$Dbmo6GnWz6py>=%
zJ3fl{3^|jq?Z8^AjW5}-F;0vejj4Jq;sW&~P`l-3W#9JOCEMEKakh?_5|!L6z?<^;
zcpAGy&8dkgsZ<r&>rCCkq&&Y;vJt17!ni{dgkF;su4ba}%RZrd9EHN{AhSwxpH?&;
zr5+%V?BYwc?Qf2`^)_I?EkgcN;nmM`W02~YK_#*ytBgq|MOX6}BhLn;2_NMv@-vuP
zxQeX!H<9VuFjDb|nYZ@_ky_6yNp<W_!Hr=AuZI*&b~m`xv_D^pP`(RY4b$xue{+57
zzo9eH^0x}gnR~<o7Hp7DCfA-{aFF*M*u2sA9%Rc~ICahAxCaE&>1qRBK>E=56m11S
z;F|6-BA&J-$;4qLRxh$-gkke1<z7)VVrb)KW$DpAO875WS*;R&hPh%W{den^FaAw#
zdzcpI-sBFP#Ck$=q1p{-<FiL!MnukfVG+AZP3N<nqu(pHU*g8kasRG;f74gHY@3OW
zglkbfgvmgurE@##x)`|q@ZEG;yeg=`zg*pPiI5v`Y(A;QdwQE<9)9bUDzr3kn}tw?
zD09zrD~0hpT1-kWzGo*><;{}Y?u<0$Jnc!(jrmHBKx2)pUC-w7)GCmBxj-hOsC8n-
zbdex&yv~&^n)>`8>hPIV_E&@+XMw<m--EEr4<bmEW3wokE$r|Kk@0}yr|QaT)Xvo?
z-Q;<`)lkbjB%cHiUlxYd(_YWPZ*8UYa-GKYbPzT+2GYH_Hz(1nMVVm2PCO-<D>9xF
zh(TdW?=~k6IT!QZNr>la;AGLzuin$2C43jmZpVpMgnX)R^4*R&eXfJuA#on1r$oq<
zG-%6}wX0yLvT%>E2f*u|ZLP(@cNukK;qTe#d4WhJ@^mI?^D7_b`gA?7ru~qKiIFiM
z8JFHXZb)_-UV2bdUW>ulJw;NY>{un0<fTeV;kx7g==E18GaLRT%?H&A#s0V|C3tRy
z9tW#K{)2N}7}4pn@-RvX7>Kh%Woo|39qJ$Gy>d3jWMn~UKB<cxP=S@7_B}=t5i)KY
zY^?FL;0SfCZon6#*8_l_$;r}psN6<nEU-xmN0Wg9r~z3ZkTG?=eBwl7Vrs_2?kdd>
zNLAw{qnD)X4_!y66HaRD^8Tl%1E~aBfSk~1F)1l%Nb+l8sn$<YU?U8qXful^vRV$9
z>06@SexvN%n*-V0D-<E=8Y#A9jA8fdX?LNU2p}%oJZN@4SbheUXctIp2|?VyYm5wh
zolwIzfHK4hve<Y-Y`jWm`)hmWN`)8~x9y?=(uz%>80d1{J9*Dtv;&}Dc=9a*o`5RL
zc5W9LuTCON;`GsxBMjU=RpD#RHleJTidDpZD*Z!_1E*KL)Nt~WP66U=D)A@x`Dt`|
z^_2TM-1i!b%bRne$p(NcuyCu`R)Fq|dLvz3Mle9E1HfBT%1CKLO?@t{epGGWzv@e1
zmWVycgpU^*e(q{HaFTqL8_)B~x;b6RJhzB-5W3oAGT|I@$Q4k9a8|JId#31fAG@Eo
zu@d5P)^gh2i|U}27`2)7=+_98G_>?r2GDx|DUX2bK9xT;W5)+nm<z<_9C2w^gL`HF
zTr{{|Z~aQ+S5ka82Ms1#@~oM$bTHnLqZiD%nB1?2^nTrn#8626QRc?ENsg_)HU&n(
zRth2hfTc}jzr}K8Z(I9F$NQr?@h1l~zMAN48I*oq0K{yNGJ0adM@xM5+RL1+)B!y#
z{`61#7xW16m<z4Ag{TdFHk6vo+YF)f=pGO<zevc{y*)eRU1w)o*he7Z7$`5%;BL_F
zSH;50)V`BemBa+vIs)1TQz#DVjE4>oLW)UjX51o|iN<Xmaa?fa@ulf`fhlT=JRW~|
z_#^r%?<3UwrJssTd<s3Ko3)RJsZIYNSASj`B7Zi4?dt=#PK7P;S;g|)9;XAIbk#&Z
zK#@dGLuBKOk4eh(c%k0Hh0f_A{Y~-ZJ4P`Qy&~8y%F@UHTzX0SvH0vdDAdt=_M)#g
z8Hpo?mLn*Mb_)w{RgAwH)q?lnI22G4eoc!$ft4C0<@Rp)(tj&6as1*z<$+QyMkWs&
z3d8TnhJ9<<pZd^;mHD887y@_Cd;O^s!%Lp3d;eOj>57Z*nhA^YBL6GRWeTmC9g}fs
zr~J<Kxkj_n3pB`-%0`@nm~mA;*kadM_-~l-(fmx(x`<flL_EGk&}sAb<B7^X6cOlR
zfrYJp(T_yV@fDh9q67+%Sz1*8h6fBF1_Drr&>yWi3o+!|t*^PEHdTOo7|EZlp7bMZ
z1npf?kM@kK|Nl6BCJ-w`|MR1k-8S1fCVkh_RSQ&}$)n|Lo}YL0F0&Lw?}$ve!F+A1
zD1oE#hqK@KyQCezOZfrnKP<-rJxw$?E(?Jnkux;VUi1K&w9EGyiM{_{H;NdJ599Ry
z=-0q`=hs}t^k2|r$6{#mVG7%V=jvRO+fCIEb&q_@Z$k&e;&!f^lI_J}CP-th6yDh4
zM0NvaIA-sEJ8X~8Nmi$U`a_UWqXPNhq($_Z(Nl6H`*PmKl(SJSls>d@S}pGpOa%qb
zr$>w=(wTn7W9_t{0;-9rTxNykXtva6HioIu1p5*C9Rx6i2|>EV>KY<B)8?UCWN68?
zfHDyAQO#UY=SIkc526VvVmJO$+QPn4NFv5ps(qdI>aTkFcv}n|`d(INEv$bvzHI$J
zx_eDrNTvTXJy4Q42)g()n<NXq;zzH=J@w8!bROGo`_*BRVF)ylh-n7Br9loZAyMUP
z%P(AGRws|kjyWzln6X;hC5*mLgnp8p*;-$b?U=6t3bZjNb>QXKwfjVbs}GZP+a*sA
z!blykB!aa3&rt(igSqYw4|^Rrif1&n-MuC}TJ4B>{+X|!_SE!HoS3Sr6RBYQ|15wy
z-n%|XKC1nO?AT*(jaM|4R_$3joDwJ`+kA|OMr5Kyb7Qte?mzpykfs{QPt4pSGoe``
z2fFz%xqll<$nn$SY0Xi|>mv>0znXAVB_78$LzeXmpgSw#nUu#4%Q(z#x+wB)P=`7f
zNm1=8o1mwC>br~8wOIyg{7%83aiO={q5gLqW$X3MCfVsjIPcS}7fp?W#f?$syIT@a
zoZ>6f0>d94CB>5b`M09<{c$b{4h&{=KRuX5n9eHyOfZ40Wz!0mJO9`&?p8*GiQB+g
z0Q-&0YzXZ<0KlxS)A9^c$BT^ze>+Y~uxVr>p6|$c>@w~gWr>1J-Dbv~OTJeq;hyei
zYBKWwJ~>0Va(`w5)H=2@l~6!zs#KK1f4Oqnz=}hIEhq{g(DBf&_D-G(>=(k^O1N*h
zC>0=^k4??tmC&7zS86dZ&)mBti)4WX$xP28$@!eJ8B24q0G<)hB?O!xKMUX@YMwVe
z3-0f%#GTu%r*MW1miOgNdTfw3Wt%zYs|@ASwFQHQD0Q@uMiGZ~ilgKCQfyKqV4r&V
zk>RCK5SCq)+|CNSLGL&su?OH3$Bt6fxQ~%kL9na3;!3mI6&mB?=r(P;q$7>s-wtCx
zPrcgE{wDh3PO-}u=Wl30?{Ibi&2nJk-Fr4Rww7v6?<*^HBB#60<_Qa{P3#5i7Y(7t
z4i2=i1a^k!PgV~#7J&Hgq3BKjC;dw8mxj15`|mSHP9z7i$wU{%3*Qjr@GChgtcE}N
zf;pBp@HEOJ@pCy*KN#Ycg+qE%SA^YfvvF-`dJnTcMRzjne2>S~$W=d893m~pO|f5Y
zj&z*sxttU<H6X<D{V^U{=FM2LD?cl1e(Sid0+fkp033$dkxp?VW~I|F{`RSs4?o%^
z9bvmL&UVv{Nq$P-l?d%mR_M^wb86oWww16K2M5&b{H<$WUrD2U3bi=f75?H~z6R@T
z>SoNjCZC#ryxNi8?s2LD)KmXB{w9Uy1@l~zDvbMmT9FrcmmYUV4v;orfYZO6EcsB8
zg<iuXhGVzwN6<0sT`Z};L3z-~dANW%HD%C6kJ#gm|B+W4i%O8Aubx)xv+%RLbkBN{
znm^-*BI&N~i<jtZ!?qeovORy1j2e56+x48z3_x;!UDO!+^-XeIdCV+nEs`A$e&byq
zyJBfioo?j-dbxVyC!T7C5OaW^wVIiIzxCFD*o6p<j2FWByCl-TNU?Um0*K*qwYijY
zZQM8!%L+<VDGxK&;9h=lQY7o5>)&of&hX;X)1giKxAm*f<5JOc&nN$S76^@fsU3a+
zT^rFLF=*H8%VU%Ov-jb2arFPMost2HgZCUXN+FdC!121Q@TnLXZYv&d+H_;3f5l`j
z+U1bCtd3rPA|K{L>g`#0DQ>Qks2YJB#2#<m3=fWKwBsQ;Dxr{Xd8mkq9O$_R2h9>7
zOFPTx_gxDzsvq`Sr=zrp1&mbbeS_M0fbJJ6WJxt8!m7(ne8uo4l`8oUiYtY(<SMt|
zIgraxe6QR=zZnv0wdXM}@rMBh9|`tJ_ppT&9=>~=Vu~6x)Ja-bzF{V|$kYgNB_$c+
zN35FUO`hFBW$zsJVnSiwu5h~TAQu|{`>@V98`$tj%9-br(%TW>phOc_2kEBwGa*qY
z{>^>R+FwWlqr@FlyCesOP*#mqo~93>rE20+A;oJ9&M^z<uc;tRx#B`cPjlZe_uHg`
zD!)c*f!&m>FElt@tEMY^Rw7#y0`8;*&c<aLg%}k}eWD`?KyE)UfX*bywc3Mbt)`0H
zhCZ41nT7$o=5&5xID~Tv;O99>R4Usru4r={Fv!xoNO*a1p7x!~&*c&uIIG$t^oYTr
zcMt{K=GC2Hj2uv?M2QZD$AR-fS2NX?Wk#K|0p$tMe}~nS&+<4k5*$*bR~(#PG*7PI
z!>&RffJMHVG5R(7U{~hY#in?ibW9OYLg-y>7wS)D_1#F*2AGun6F0vZItf#;a5@OH
zk-0GYqa|~#%*p~yD`;>Z83zYVi`PF(OgB-mzPigS!UuDF#=+;SjC5Qy4eJ+q(nn5M
za$yfN<0QK#<L$yHn|GA3vozDaX77p$d9Uo>d+*(5Vt}p_J02SlCeI9X;WfNZ*@8tJ
zkgXa+1_Z@s#gRfC$h8UznK$8sAl<ZFCIxy}epx}#s|vyb?Hi|(NUtxgCulr3kK9!s
zg|5CPY2-jmm<SmlDF+_^3?%@JykkwF%k$G$k&Bu<mV0cr8zuWLOF}(^((Sa*I$}I0
zr$;QrPna~}8*%7_=D%?^O$(>y-!eF6^1xA5;yTj0-RtP>BxG}LmI1UDaBP&SnXve1
zGUvJm9As2nJ&c1a<H%xC>k}V$&1<dUO|N8fzP`P*{ZjlUW6y*Ng~+s#R3-U9XPf7w
z5!Szvm<bhD6gt9wj|6m;)rP(`JNR9uxLt(#XMe-6O3coiMT@rviwX%HZX~+z1F_GO
zY^}^sOex8mB&8al<E!Rk7jA2Qd#E{Uh>txLzn^{gpF!W%R+=liNECTrip9h|shF?`
zartDqBUGUD@#EV3-V7yQqf`6&weLSm#2cuR_Op+M0Kh?47_S8iRLU5x4l(y9Y(cJH
zLi{P3i;*(78eCL>OJfBoM_QgZ4}fdG<ViTsRPYd6Bva4VbMh?wp;as4n@V>6kWvyX
zv?v@~BEWlZsxSq=?t03u#0GQ*_Bwtm3p0MM-IDQK397>m%cbUxj3cAaxIOrz2P2wc
z)|U*<&`7*bpxj4!XY3#*ptPH9OZChM5}ki%U9_9U{sPP@!Ty`vR9)6QQo~mHTcGs3
zdl3C>-Mnt6E}aynPNBAYea!gRh*0S_>G+G!hZcKposE*q{_+n2rKrFL!dqD=Q>zI4
z(wN19`F7y_dKRyimENM;xf*lfgE726wPr@bu%l)e6s1TNWNdeIFo{2%kk@)ab$Z0b
z#WMXCK!SEC@G^RNd0&7QgDRB05{c~|Eyc+SQ)unW8gjET#5~&QL34uvoz)v(@5RA8
zTAnt}Hs}$~qIf9sg#EAbknle<PQLA5;yQWCO4XV;#FpVMYFc$fMYiF%^|&rj(rO2N
zg0gkBp-oc`bYUSn8z$TR^`aL7HmkV-BhlJNM_0bCphaT!+9A4Z6nh<xLM%K{>vW6s
zO4bK1oNMmUy|0$gU|<=sLf@*3s}5e>v>RC@;A`NM9DCpp_24hDu{u4NK^K}8!*!0~
zCNPTn%9S##A|JBuy8dLI{R;+~-*mOunQ5ZZdK^|bECc;YzQ)9@{~KwSqf#sU|5M4C
zhBbAi0XU^BAqfyx!w$+48&J?;WKD<xWfQ3)4Ty$7D;1GNizaNrAcUm?78Fof1X^|?
z3PLdub`+FSiy&GN0%4Oa2qd8i^u*50^UTxvGk?#yx%W$M?z!iD=X>8rGUuI}LkjDc
ztdu<BIec)jYv5v8Nr6&_*yC%Ahycx)Gv9u<>vnx(b>5Xedb{TkD*2f%h~CK%{nM!!
z!vmh-B~LUJ`<**A%#+ETfRS~4O_%CA|4P*c;6(#|A1Et?T_`=pK$J<PWR6+FkRp2}
z9gae6{ZJeAsrf5OkdKQY(8T#Tb!&0G|EJbnlGdbRNG$csB6s<%dVe6Lr~qvfO<tmP
zqv<RkVkY+hqRUAJJYBe?-ANrU{@876U)E#cp(Q!0(aS&@sT?&2duxV7bWN**yTsB+
zo41^3Xxk5*8$ptfE#C+74GM@D{O!SfMbrlEvJk>R2Rn(bCx5)|AehxpCl$vECK-}>
zS;+6rmN!tAyC03-F@OV~fC<T^wRrJ8yU5d?=OiKUmc|}2Kw^vVDEOB_9V-cug_tTB
zhWF>}Jy{XMUk2L*V3*(9`jdTv%*u|&YaR;Ic^A>80D8V6#oY>P-57a3lKH)!gP)qL
zKOT=iw;wn|rZm7C1CWlWWS-}OOcH|yJRc>78}x_a@3A4n70Q4(tq464KT_kHUwUp~
zq!t4^a@F)+1U-_5ZH|3mN4os6zQJzri7+oaaS4&;1cOm_#QgcPY)_TrF%Cfekl#9v
zzsAJ~?_6!05z5ax#H(Nc0eHxFyJOTIH_7T#g1e<X8)bd8`sKLw3J*lxQQ9MPYnv%x
zQsX<RnMK2Y$x9Ue+ia2*g6FjaM%FzH9Xnt<d+%}usK^B6JMd^us%iK3-&7(rtqyt#
zNcfZjkRt6Ot82LOq-o?5vzY_qVNYs}HJn%7Sblf+j@5-Dfd6_(*=wy|_XkMqcejrJ
zo4tM0h-n-ZwS1^6jow&DWx3VVMS{9^1wDIW4qlR&?)_dfkmg<H<0Yyg-m9+hYph!A
z9cziIrqJZ5lIr(?>uPL(+^X*U_Vhpd<~foAAnkCL;kJ_2KT-<gHhp=xiwKlOLLqIN
z%G2lDNSiE;#(`4q;Rj^Go1ZV2zwT|+J9y3`gejbUmhCL|k?C2`ni99_IYdLr`L<D2
z$k%As+G2rko3Z)&!mD(XV|R?AgOS<^q|ox4+=1Ma61B)wCQgG+@AoeE)UD@84Xq?K
zJfMC&M<(7R-D)6Rh4%CM^!NMCH}^Kr0Cv}9!-~YBMB3o%TY5p6q#2*<`--F{`IcrD
z`LYpHR^JXKJPsW@3|O81Me`+C_1p7O1nm3Rj|y=hmEGA~bGpg%JE1X3#TygkCjbke
z3P}aT3#-wTN$l?{Z=1q@N&k>Rei!npD)k$}7T9avx=;sCdu7!t-s#yzO4)%Z)Pn6Y
z+ehkHGxXlTw~sFlx5dRog9?i7$6+qOf>I#N)f<mlacB|F-0j(kRaHZ!rKw|HN-){Y
zEJMQFA-3??0@H2=KIp*r=Z!75g6(Q>Vh?8Prr$UWmNl9uV{Ei`@hMy#F6{BA8!Zv^
zC&2lBoXW8CG|RZU{_D|`x4t;#ly0S;%<^HLHD5Cq0(4=X4&Ub@j-vffyw`2QkeStf
zgB#Vu@s~L>Ud?Q~6UG*AJ}*3xtf=c3#!*zIo<Fkb)ecq>XT#{5`N4(CJHPd627~mM
zvomKWQ3;E#qrPF<MSo4{ywI1S%Ng%Wl$WISs+d3TL;H+UL;@bygllP}Wn8JQh8#}o
zag{ssJ3-OL$=>8ONa9Uq@c|{BzHh&t`QjTesCIiCtSX+E$9kI}65EFs$6HS?9@ox0
z+F|S2youWCi15Pt^X2p?j`m+D?0L(k(IVr1i+;f)u3Pr$5E!~w^5$-^S3BXiM^T3_
z4VX7U?~YcTs&-*KajcR!Pm)u?d=nUgOpp@g4LJ|EE<ht$>e{DHdFj7(uEA<{a!gj2
zUq}X|v4=<a{9LxknMEG7z<1I+r`5@@H2=*mMHb}>km)@4*_>DsfI?UMN8j8yO+#dZ
zLBJ!hgHEG-)C}Jay0JTUN|v7Rjp>7R*>PkcHqN#nZgVU!A1Hu67IExjwLf<k1mVVw
z;^*!&y5kLGWRi6!CyrfUeJPr`8=fX6cFq7RkowMNBQk&V;kFGq$vXf$OKEyp1Qaxp
zI_5Mp+NEEeccq@v^avP3)Kp%7aC6z%{q~Ul_A2AygVm9ybw(3g*%W&_=~PZV3)+6?
z3~^m$Vkvl9VY@!wSG=|1tVuR!(!?J~9BmXa4#fpTs#YoPRKV(Eab<bo7cV7{XHHy=
zeB^|kcC+kL?ZF_Fgx+>K5Im^U0)F$Jl3WM|7L+3E{yY}o4}tpMzo*U?n2KV-0NY8F
zg2HZBwXdlOpsG%UeRx9|E?DAekXjPG+UEkF(acKtpx`gn*dswS4vp3WRXaaTb}`b$
z#Fw8B6a*AlL)}1*qKAeF7{Yj07>xKxshWD0-3@E0tZAZi16P%e1%&N3(VF|D5@{j(
z$a^ES;|kRgf!x>5Xad@%eLNDsJdEIy6&?YC$*q-VSWgRy{c=)07FU2~Bz1beyyz#u
z82F?}>-Y&Q=tp%To$@=b^Rh2AbXW`+w;H176kH}&j?=cX1^Z>V8FtIXV43)(NRFuF
zwiz*$-u`kfFId3cPushBzbV0|#Y5@3Y$pWYF`K)T;MLBSCLcEVnn;X+eK^>mfBhI;
zDcLphG6szkttKLU*IT^K%@)zxUWXf_k;kkCW#Ae^d&}?b-rl3QHw<|uib_eg1O&Q~
zN{wFnkMmK(Hpq7_{Xs~z8b{2v;-@Q%Pn2`s?`-oqceyCrABt|YEj}FR{_3+R1N0@l
z8^%Cw!L9z=jRC`h>H<kEQ0OffESe1IjRh|k4o>6qMisTiT%qHe8qu?hrudr<b}9KS
z-q<c+sUfS#BWz}HWy(DvRe3QH81&q`2^|EL>~d6pt@G&9)m8+8djF6VA!8*S($HI9
z8=t97I15%4hRr`;o=s!!*-}<p4@LeHn<BgFdU{%Q+hRH?oC=9GSk9!0N(GsdCN{%z
zmN|#7O<huy4Oo^YF{MY(#?=0ZYg}ACFK2_Ji=q19&YT5EvkKg#-_l4L-=2%Ml$-SN
z3J_VUaidP0rQhF;pt@R=T>(6kJlk51TpG1<)C&^r0fpCHo*gU+hS2hI*b7zF-DURC
z&X-Q;$?6lr@}6{L<*UJ<+Wm4|X&fa1qJ%DHW#KTikTHPjT#}CkY9Qb#N^;dj=7eJT
zh&>rAu8tNZ-A49^Y<Cb)<sNOkaIQ47J0ka9ccuzZ3ygvg^Ag&F`q!SBzarzhrvEaI
j{a;eEe;LmpPCNQ9uEOfAvpd{@s14%k?CDf@IDq~qR6a5-

literal 0
HcmV?d00001

diff --git a/lab-p13/images/scatter-2.png b/lab-p13/images/scatter-2.png
new file mode 100644
index 0000000000000000000000000000000000000000..4be23fe272ef4bb75a4e3adbe6b26f3bf1550693
GIT binary patch
literal 42492
zcmY(qcRbr)|301&#E!j!1f^A5Yt@KNsa<N+uB~=$g4mmywO3I}QL9GmS-WbrHl=p$
z`Ay&N`~KX&-ya^Y$Kw?_=XsvzJjc1NE0G#%io^u;1ONblSXoI<3jn~v0|0>LU|h@_
zb7x<50Dz#yR#sL+SymRN;p${%>+lKyP>M`R!_(2$r|;YM-HN3~h~*1Q`=pTj{A!&A
zE5q_p2@u3igh;T3v^<DP8c&WAN(i%%rz8w91?spXaH(EFxgw$lB~9@KzgT;Y-n#91
zxBprHV$!tv!>tVufb*3StYt<Am^jbq<YV?UP<4P33xi+)Y^*Un64g{C1Svi~AYvmY
z@OvLqH^aEZ<kpM3+q=LNu6L~FKtL!g3r+oL0wNhwp_z(E#|Laf%)bweP^!8ybRNkR
zAy8K(qPD4u??uhR#!Y)UScb99ya5N6?AqxdKt|Y%t$qa?8_6uOnVaOhKE)TvYQpFt
zOIAPf<xpGOt;vP>YO_w06}B60t6(<v<P5guSz{~I*;*v1Y&hj^)8*Q!xHxLl^%raO
zFx6$)v$L2ieUqon?WhZU=?=GHi_!B@KD`|V(LSz3#RX_>M$T<gYne3AEvx^JmC}l(
z0Lw-?>k&b&g_%z}n_j_Kh-9DYvY)Zb)1vN?bw0L3w<fZ2x2&FMf=mm|r;T?l@!{P(
zl;O(Tn+N_2n}2*%eAFp!icOegYlM>-mLG0qi<(G<tLMf)h)SI5-SG1HdL{St8Yg2f
z$tZXV5-G*;P0^g@RjA6T6$|g$^-stE9lPL-%m%F&7B2*OZ382Jfn{$BbPx~~&6te!
zDk9V+@K#<>rDtq1gVKkL3K%NYK5B3Vm|nJxw2|yzS?$4#B61sw+i}nzDT03gsXu=S
zc+@66p*B2!oOo#|0c?bsMuzIw)@OV{0p(z^I;BL9kR*Jd5+%oaG=3xe+hvd`1Zdvj
zipDZZz(v6rDsUMP!24KF&`cV*oM<y=$}GTp1ceCcN96A%p<h^}XbV0-Scg3yu4J$>
zIM^A2Qy?>#z+Qxxfk;h|Si|y`25Qh!686X{Lzu~BKjg=1km(SmNT+CU9}BvZG-Lfh
zHRp$q!5(3?hP0vYrxOizZC6XSfa}Azs->Vn-jL)aA`zOA@P>|JXDUDFYg84wVHxiL
za81vo2&BX>j+l_iDA>_tDmB%Ca+2MXtCXiIc&hQd)JKP~oY8~yF_K>1U%_Hr=Mk}E
z)Ek+r0@iUZcU&KCpNGvv{**r=Udt}Zk{0xhE%H;w(D#B?Bg{<A`IOTgRDmTR?O4(1
zrZ8_LU9Vra`KPEC*cFV^Gz`(tdOvo)?qNa;netkE`6N5z0wsALBiJFj8tkHK#QqV`
zK<Wwg#P_5Tj=4f{EI&R>^>Xrq=ERS7r7guT^RDc#m@IMN3xFhoS>fqu_6jx!4k)}1
zvIhynPnOd!0FGzSN~^NJhNY7Kj{F{R(|yK9uKaEdL2&O->9=xmQF0MOk@SRh4Rkhr
zN80!)b#g<ZeSg{j>A?O2$|%X6SaQXIB8S2$t&dtcT9V3|#luCkS`K9%TI*V|TAsx}
zl_-i%inb<(irtD;iqusW6PZ%r{lA91`uSc>5567BO5RGLODi5U=*Jx@8F-x{!S1Vl
zS`1ZFGZ|5d<4)uCe6d%)0HKoqmhYpXKNUO0I%Pj)=3UVeBrYqd-==hn@_T=s9-I~Y
zS>~-woJ><EPAE|RZ9yB0EdO(tFDnmvn0j~#r)b7#oT(l3HQJZ<g7NP?zbAYzPAgw4
zWCFXGckt0G-gV0L?7?S)>N;bby`1@+vz&O(KbFOm4}K6UtI;8Ru3jdo74j|STj!K+
z8KdrR4F<jM8fTg`rTg0L<&x$3rOPFW6`u@O3wk5ipHIpszi%@9leF<L6Dw9tr8s3`
z&c?#P&Y;b}yz*(KTBWih_O8;d_%7})hnO6rZ?;_a53x!yi{{Mcpym%AzulR)$c}eT
z8hw0E=1$m;iH{3UgntWfwLj7jFr{6ipQ1Zv&?0(CEJ*Z$XrI9>b|+RVhJ@CGuB%t5
z*J#ys^$B}*WF`LS8dCX8W>_XX^g8r8q3^SS68A~2NwG<3LHSxht#~bat#GtEO%L~6
zQ>p*BryIi`oj<G_@!V@%*IY+j23$Y&=?!bRhPd|)H7i;wr}ZBjwtg1+wDE$uZm%|f
z4m9UbZ~OVe%HH~6U1bB~r^(OJ4f9Ul?RlM;&D+1-hGF-1{4mSz@(v%3tB=cwdk?*H
z7w~xMBDQht`l-WwWQ8?4JnM6I#z@KtHqWCpuQXX6?2iT?Rljq7w|*`5+M&U&fySNH
zN8m=}CiY9ym$93QD^z%4AAS5#&V6;}QJGOSUePM0DuJr^Kj(fb|Md82At@yJ!H?(4
z-0#NU^YT<+ijGTx+hTZh#3|O~oz$$<Li_NYKGFrrmv;|Ba!j~DHN#v)(@knefZGwX
z^s+-;hDb(0CIG)DEDV(zE=gJoHe{S;QX@7Y3*fr8K>2o`M)W0yC9d>O-`^@N*8HqV
zF`hHtGmgz4Z9d(-5cfQCy+^2Td8J^be6=^ti+i@#(yQ$2L~yah5K-zn*Ow-vSKix4
zgb$1K`1G>k`nnbSn4|9oiL7+_`zUDfuPAz7Fjcfxe0LB&eSHe<%g`S7PW+YiBI{gW
zK-5-m0{lJ2u#<7!`(V(^DcL{yVG@T{u(q96iB_RD!^DB@q3!0m>osM7VY7mdnok2-
zP6I~U?>sz{%+G#IqZ<ty7tnMo5f`BKh#>BH*BzqIqra}7TT@u0zS+NV;3lR^U$szk
zB>&NKPyNH#hZi3V^z18tR{J;;`#)PZuyO31oAwa<ee|8U>P$b-9ot2AFwEr7@SmtZ
zk`6IHXOgON+9d;Rl1EFLvC6Q_r1!1ff2ESj3tYMxYwEEZYU5rcoDFS=8jgM%)%N<8
zW9vy_PkgbInxo3XbkmPFR~?KqjMt13PhNU5ai?;Ra5K$OHGXgrcJy4{BlXqYY0@`;
zsr4zXQLn`_?@?ZzckW&r<5gR#%MjDsFKNO%dh_kC?z(}eL0|BGkWA~9>QO%T6YYL7
zrMIO$`=Z$7xht)&$nS$cteT2*fi-t!^#;YwrI&`p?N&=RGvoCJU*_g4?E31zcX+Hc
zC$6f*duAVqj~h7|n9SzQXt<MSQRe!cxLuD*yuVieoKr9LGEiZE__lVcHZ)dab+Gpn
z`|C-Bn}ge#XuDe_w;H!~ApceIM$7cY5g`Fhy$PG~aJz`dgR_bAR~_r)50&-84D{+G
z+vwd+0t{^oHy_{G3xD)AX`fSbYIpCt=)HIsCp`M2rv01y{OKEu@MnFqCXN9T^S1M|
zUVVFNZfUZ5DrYNu(Vj2&jhi;T_b>f>Z{|sZncUChPLEG`b{T(JoVEI;UmolhRwyRN
ze?POhB+Ts>f8bqyTDL7+xJZxdfX74RL-IzPF!0nX;_>mN=lH%!_@7+uoV1oPKh3L&
zqxB22{lt%YD#pa^)Gaws?sM7G_!}pp#jK0T-O;#D>7SMxIvce2>)Z4KO#XCS%KrB1
zKc9@ZW#-@@ka`d(b~$_Nc9r&vmzTY^eWfimK=5+<=*OM!ozC3UTjT@Fkr=G|mK~9i
zfR+zHBsn4AGa+ClY1Z3EVQfbjO%!z3T`PDN;{Ys`XPUIo%VPlGl~^a70QzCj;0mxX
zz))X#TI$}@x|*z5c{>?}<fO8)v;Lh3L98Xi{i!L-$*HLZyP_FIfYGhUlRkBo4G}<i
zCO38ni*J+WlF13_YB6NgQxUxm03ZO$a?(0pz@2QoEK2#)J`)QyYZ4AzIUMXLECMX7
zBuWh;P+}gKg?7|0XI79yWG@~FlE-J+07M|k<&#z-VZl+z<>PMc;rGYwZBCUxa;&U8
z-+1C$y)p5Zteu?9Z@z4Jc@l7<g_Hl#ya&PuA_B^y|2~4GAf@I?v{+$CxGDIb2Sgs-
zFHK22FZ6%^1LSu#<qi7p=cZsbnCTh}NOEQN?-%}lPl05I@&7X@2owWlLz_wccNWZK
z{XwnR|C=NMiA)RuiR^^`Z&X^*YR`X6`qwgY2%l>LApGWkqXJp+PD%b}DFO>KEBR72
z^Z!OQT|@u;&$|9Tln|JeU_np2{<q#3=**M<tn=>!A51H%gzO6V->B#kT<I+`uRmXf
z*JFi$CO9_ys6VEer~2<42vM^0<#6VrfSb#SYO^la>9^Oetat-158mtt;}EVza^xiR
z#xl_O<}g0`uls6(02EU&a17KEd!c5!>8sHEeG3LYQ-uD9>fitMPmlns^T53{aLs+g
z9zT+r(28&N|Ml(K1I#jyj+w2${@;ewgkqfM0JlG(|L?YWM`7NG-}LF%68~rYK@M=t
zCK>h{wEmyzIV_kr>US>F4*zaFP!?tgev$M4ABhYUaC>2WvG--)a(C`?&7|6sfj9Gx
z9PeIdzB3mQHlzXyE((9IG~{T%z5H;Xb$vSTL>^|=CYAJg5ptgj>v_3OB4&ZA^$V^l
zvwnZRs(4gpJAid4LAn($@-sYWc#Q71Umry~w4O}6F1Yj!kSRjpUv}#aM<hxTL%42L
zU|10B^p(5YGpT#H3M4h)#^>3|;Dnyo0D$PvfU8}c8nooYFvKeal0Ww_aPaMeqZy0%
zffnySb)?s~SNlifip<LUKU<5v|7?i9m&Tl*o`&R(gZH@sN&D@0#&3Rj=*`-FsC3=K
z>0enj{1%2JH^)_|dMfXW?!%l;XbKLnuJ7(<KX5(6I)`j}JzwhlsFRSlKM0TMz9OT?
z+nvVMxByQzzjw0c)OW<`<mWrpT_oi)gU{!+sNvP+4@I#O0ICFBT4D4j@0{8+iDmAE
z_b|1S!;xW2i+8sTZD%%L3tlBZ6C$J5C@@(wP<F8W_?c&PzDuPeT$=w@Ywe;?{||9c
z9oYfMESkGs!|+4K^hDT*S_J@%0E`hF#8Sfz5=d<(oK=TEo3Fv5@5qcnxH491B?@0z
z#&kVKSOKC6ZX5niu5BID2w9jc_+XDB1I^in$LO9gh#eu|nlBxKyPa_UUh3w7tmlx?
z;|;e2QLgVF@XgVEb-2H!EuL`FVI^2x25}6h>>Td8Jmkk}xw46$Z*ZzgmP<A0WhQnV
z%a_Fy-AK0p)g;*W^mpK%$EQ!5Vj~?I{s~f8IGG5>B}G0b+Y^<B!uqvVvDX))fx59W
zAH&Wv_2J<r?Dm=ejrVGP2;bL^UPLSTk3TnOi)oP*9D~Cdg6lth_fz~&XE_RQX`*R(
zQ}HR-`!V~+sb}K<S>UinE_8|ZxSK+~-_WV`p2zl7;@*!hY3C-Fm%poCT^y|+9riH~
zVg9N#9~6(1ldW80MjL2!S*;@p(EFhK?DqDoeTX$)ynt!s<oEZqWOYgX`A$I|{TjLF
zZ`stOpKlS?U-PzKYn7<y@`N+_lujo<d%`Z5tH|uHgI;>8tv0SvF(LlNsllHCD+MRW
zbJ1VV*k|kBGgP-%mq@675EL&ax=A+%x;7VB6#O|H!YB|7M?19~_QpstzIlRzU9cVC
z@_ayc3WHb#EqaM&t=>6K*uAIeO~`Hb_{}M*^jpT0{OoEans==OkLhj72i?JuC;MDq
zc50%N7##kHQ$&V{1DCGVB`@UgXk4uz47>3z>ir!AX+e(t3Gj(RMN&r<p#dPg*{S`e
zzQVZGz_DaYvLV|VtRn>a^(97~x9z+@{9-LxY{cu1Vd8%Boz>Y7&r#8KY*xIK-Dj1i
zqhG!o`wn0-SZOe&StC4KYHLO%jpy5}SZx4qkoy2WiE^(0Wrq04vGzo>hkdp*G~j&s
zsVXhkT%BzpR_-;R?Rrz{PP3p#kTt6?Gy`0FZaY~r@TrgKLx|>aqay=W7&=TIDT&_^
zPMZM2uVkV~upwtlVp&dzI0a1Ps`T_r^V|q?dKv!W0_z+_)yBd&dTGoeaM3j4b6Xl<
z1oI`egzz>xq#h}zG2Rmi#G=jrdQ+P0c1W-h;I6xEcFI^8FXYT~wqdZ1SaKuz?!rsZ
z=bg$Nc&(}2fjK<)aszL@mz!*WT2vq9e;+I>GTTX9?YFnX4#t@@+5>fS@QuWo76Yyv
zmrZ50sB*%w9<U@5lm`&(76h2T7Y%nZ;cavaJXoKFJz}DX0H4K?L*ulCH{H1VY$)z%
z=3f1+sMCr7Ep+<9taa{|uz%7ao20_{+4T$aHB*16qxwArKsp$m`N%e@<!JEXHY;MI
zpF&MUTFhgc4UgHcnt%yKR`y1-!z>ETuHH9i5ij8$=0Bm#q1@_oLO>?_S;D*<{8cmV
zDdP#Wldwba=TW|FIHyHli!@_5eW7jRPR)?}RgB<>26IR!!4KTcw%g0!0$vBE`t=SO
z<OCD%%nhv-)Xl=;OwdET?G<O8iX9YCKk91k5>6wPcixiD`9H2d8hkF7T-|M0<Z1Zn
zW1r6}+ZV^U{!Py$#dohs@i7(AeU$9svy1t~+mc`g6PyDEA&2xBCJ6)lNlb`Uj?R@o
zfB39BcoA##bV^&@_6F>|H(zI~y*2qho(Hg+8&WS_alpM4h?|q}@S0KW$?l_jL}fYS
zr<gdR3&J6!wrS50_pa##=pz>ddE^OE41!i4i`7bEOGG1X-#a|92g6WIUQ57POvn{$
z7AnjsOP()bd!No)KQCqZRb41cwAXg^`ehbMZSv#GC%fV^lbS=)e7|gn8HA?lYhwAr
zizmnZyf?Ewbr38?hj<9bzKXOzd(FRjIubwWRvO@QN`5SEo2|9}pdt5_l&oV5qKKHf
z1kYoWh#=B;3rUJz5`j=0yG@%pKBO{lqaGT~*E<?g?ImDsiyrl}ev3@7pnSxTj-URy
z@Dq9<!FowJnkI;Fkurj?mUN|5e+Gv`0ZbrBHnME+2rrtNJ83h=SB+85_Ti>1=-`#t
z?&t4s!7l@EPA>gyxY65~<n{e7k;8Q=d^-5es!HeGWE3W2Qo;cFCGjf@MEMGC=tgYY
z&37&%_M)OR)~oE#GS@7_<XG_-Rx96x1c*4biAYq7MAq{gXdFrWh~8;gWfM69y8xT+
z<>vO%xf7tc58E7A-JP1Z*fXR8+n}!fa54Mr$M&gj%IP25mFfcXBb$A{l|L7-o4TJZ
zy81)i>QiIXh%oSkQ4=o#e_L9xLl}e;znsXbSfUeocR5rwrwQjAuGbuJbAm>e#_LPb
zgRSNh2v<^@XvPV^X1K`4jLwFkKsRm_^34SG0b)j0tYx+{cSyMQ<mPl<9Y<2=X+K`@
zk7Ni)$Ya?aAezURKpKH7;%h=Q7vFVnQ`XAnNuSj9f$TR`q|;C;_lbxg-6I?u*o;C~
z$TUtt@M+K$@;w!%ow+Xq2qG=BTEUKtQ+x5N@3Z}PYIeqS!He^I@3z95bX}|Do5D1N
z=CB_)R|pv0!nMCSEaYE%nEOhiznW*mhC!lB>xu_sbdWeo6pf7M`e4dshm~Z&wHK8;
zw?Uo8W69u{V3@2ufI<;bV5XE3pQRSLO1f#}vsEm%YPF$a_QQSetSazEC9v=Ax^2(1
zOtTiLajq}EIQ&s_UDgsZd`<~-AAgMi^I0DlX?Auxz>P&{fGT3o{fO>QVJ{za<^b6Z
zN|Ub+h=}-zIJ4q&W$L`7@JvjOMbfKvxY#pmN5oWeJ4{q)sT_k#F;!AgnN$#pE8^U|
z9L6w}h1F4jSVJeQ>SDUdJTS0IG$IKr@NIzK@wnm;CL2|PviOnwTr`nDM<LgxJ2!?S
zUkbb@GNY}~*O#B+`&qZG3(*yh?sl81lw!Domb~av3h79ncjCZdzl$YV<d__QW#QsH
z7+EB^d>-z6)H%p}wg>@tg2<AF-!zTTeC(?TVwBJ~n~q;P=|;Li-cI!pW$H^WyiTuR
ziU3-H_lX8X#d$5mt>?#ZxB(y_H&F>$9ejKRpTvq>iGFwOuG7u5;Gnz5B&00tj&XzZ
zA*NqNlAn8?beTcBhBxuC{G+je@0s&cR3CpDxCf1eI>g-dO8Tle&lZ!LYAFePS)hGp
zaF??e`g2OO<&{#xxHLrd=WOiNr})KcM-Y#l-Odj9uKjwQ_jlQ*sG2(<m|>G?@nXf%
z`c2FaQiV8#V&hfkjp@#~|1Ire=}B_gsc0@~r(}i#%m8n`ZZ}DVC$Y(G)6Q_F??gmq
zWk!iX$TG-s{7oJ6If2|AX&v@8+3|J!!535KKf%lekUmfiin{CHkVRTiNMR?nn)z7x
zS!l_bSTMYQ)tS0waiJ0OcM0UD_a5P;RE%l<VjCyFi9IM<&D-epWeUr#$n!_z<_^}6
z4ntGpkYV>>GmXNb{@_8K?%-3odCGRFZWyC0`X)jE-GH9oC`(&}q!PbGBc%ycBO4J<
zk}6E!bXWs}m+<%_sM`xs!Tz^RN#884h=TkSk)8{Rv}4v=q-DLh{f~-#$MU4NyRc`i
zCb}++e0!+$z$IGjLS@_ik6ZrjVaOZs@<)<N<j5gBctdIm0EpJGmG<m5#5tY4I*sBp
z(zb(8NGHJET+GdzFdHf(YsMFmgxe1UaeTBzWP@GImL51R8!seFbEv&uaa_)_>A1sK
z`IS%-Tf~t4;gTG~_>wd6$x3_2W6eKASA3t&H`R61b_GF4WI!d}kqH!h#a_<DT)bne
z(duia@-wVsYgG?6`4FY6PZ+T5Hja+OJb`orbSEX~x|CSG9~%egBz!|GivAgEH}Yg?
zTw1w1#QA*}RT^LS6%j-q@rx<W548Z-z*n{m)JM5NVN=`gZ*Z|3PG%@FULp+6N9wka
zzAoxkf=k%aGG2n`&gyM&?Q_F}4&|g98{z{}k>do}Z=_hRa+KiRLdoh-E=^t!nF%xz
zH#R89gWtJ+%{T#1MlsUw;4W8$=X4&@uLt@?*s{0=?2x7j8ucaR?{#qAYuelfv8zSV
z8K%RWU)LSHI~=6A`t`|ZQOGsn_g((eDajepL_qgKG8aCFSmz(e=`cE@j0N?{Gx>ny
zx%4mib^30SA`qy24iUtv!}priX3kDk*N^641ivDuH~WZ$Azb;GEt_GbaQU@|Fl9=)
zNNWqBF8+hnch1ki5Oyk*1U$(`+o0a=L2lq-6VGusf1O~u4eg8{3Qv?g;yzpq6s~^D
zESJD{z^`%SFh$xCAr@_QsbASP7y?+M&mZnP8)!`Up<%=KdsBjgpAIx{{|h!sDs^2g
zCMY<5z%IPV6EK+un^raVq9(A+JdEP!TJ&>|fu7%e^mlRxnSKYq5dg7VYy39rvQQv&
zQ$!~!Cl*QFqZ-K<6i8-gg=G*mF-<sMtfvime1G{~aQn#pMFb!+QcdDS$3wiE4j&#x
zKvt75&}kY;9ZHl)BxxhpFO5bI)-LUI@7&JWSA7G?cZHLtVfrbJfzA{?<1$Xo0+KOF
z*l~x&W!=`%<fzmG5*xaiQ3)6&C2pPl$0miUplV{Mhz6dNk{;&T_-be7lU+&wnw!DP
z6jGqllUffjCn${{(AmmQzy=@&vfX>CF=OS&l7y$l#DQ0r77)*Rf&^mM#ZL$yE;jut
zh}Ln#OB{WlWK#K+!?Ln63Lpt`PanyC^1)7OZuu9Nb&hul`;N4;_Aew@RQxidM~2As
zPgb-Kv}1jA-A|0UlSvSG)s%x3!l6tSOcsmn;VcpQcG%r$<SakMC>+`Ik+#x=*Ew(u
z1Vhk0g5gkF;b7{twl(Ws2f9-=WY$9&r$#olkH*+bI#j?e&;%U;47HX)Tw&pU&3vr=
z3?K>oS&wgKUcDlgMck34FA>5MLM@YfCH-~`oN!5d)D6SSSe_M)rz6S4YkROj$`vtG
zVm#ONr;r~GCEsaMloZwX=GuKC3_*+cvLOeMfi&KI$^^Z>t@(uhsIzw&QWhv)hgwqC
z?3l)}Gunn`_pO3V@m}m+ynZ40f)NGdm0xSqwc{Er?d}Oxo+J3FWNGy(j&uktng&JQ
z8LqAzs*juN6{KTIq3EynzPPX^_9@e2Q5n+w4IEL%w0bssQV-Um!r-|@(tMRoUdLrR
zI9<gb2yb1es@(tqC{(>XsXY7E54X(yQ!yh1&yO@oKF%v??RUMCY~CX<qU7);TwZvf
zftD14mRxs!tk?p_&=jQw%9briqC$MRXhi;E-o0+QzHV0i{7N~^alF=n_``hhxdF?w
zS&b`9!oFX$E6G3!><8ZBtkEF>d<WH}xi}6{!>Z{Q?C)?K#=_>l5(Pbt0^B4{ty=EM
zVXqTrN*uZH5r!juTmdc!!?1RUpr53%_OGgEo9}!zNl&~d3)|x^(?yQAzp3=$7Eq7T
zo9-cM!OB(ziRELu{j!``iQCOa3r=e=n!AV7C9bT9_ttOX{w!~Q`|#WzEtwVhLN8A-
zo=N#JaJ}u*^S@Y@EgT?<@CCTUQ-iqJag&_A9T~B*7j3XJzOq*E_Z(sf^!KneIJFJC
zQeCgaSf|-ji=?GUTzbH8gep_N>!5c4S*@4hWRp`{j>Q_x<j!q+&zvkzu#ge`Cuig<
z8lBe#04O7VY~qEOKdcGC6zK#i(68_uu$&V*hAC*2C})*2RgI&?xzVleWCKst^_;7C
zHBXgM<VY=B?D;JQ2cZ5)7_6IEQM`7u6fhpl9RD5QJUS>xgoao31DPt>K1)-5?ko#;
z8C;R?EQ`^23<3&vmCoT=4JI{v8B(m0VE2^BML-8!qG}fvOep6^ctMbBD*4tllYT>c
z;-C{UbVf>s)aqkFw?{r)S6>^6fJ-4I@lL(3WNciB<X~>Q-H{ZJ#rifGkvp}}CxQXj
zs2171OHZDeuEu!W#0Z9V0G%RO@48RwHa~8}hJaQWMl_{Ihc8Xp-ok>1YKC<72oEQv
z#iW6f4vr_)?S&r7w7$3)6jbY+d9gw>Pc{sx9~3HoAUTtmF0U)3OY4vCF#iv{>HtGJ
zN@Y4G9MS`0@_OkK`P2O=drf<tSW?nkE|i&+#}63IZC!Fbk$?D!^E6Gbtywg(*dcCM
zo2#RcXSr(rA`faI49S=qL<vFaeU3mdTYgO{#-eI9l%xSxr_s5!mQrd+-@|3T7B)U*
z8MSH}iM#7Rm!llGpS9ns4L-8|npunj%1FP2hS<E|{}+<%C&G&P4t|~bih~317K_qp
zLzd6i9NkDF3VVvI+e*g~?Tz`1t%-#xMg}>-&ydKsIwJASjq$l6m-eMJ+@Q5!3sve2
zWYQ3}X!1w(kgBQzzfCGpwDxf?gOd)GhI>goGMsY3=Xd2G5uA|C4la%x@6j*Q9&qE%
zd?zxc$Txtw!VL(HiWm0PDwBBe7w%Tx=Z%*LhbQo05gq%jV7oPcpZC592gtlD{)R`&
zRMDhBi>FQXlhA4xY!}G1n4Sd3t5_%FwW01G2vTS)I!rlaq!36}aD~W4hH*Shz#}NJ
znKSwts#PEgJ8lplN686~i(HDHzDo;d6FH;_x`E)`9&&MoI7SCPT0_#j^*Xi565=H|
zEVp3-X9V51EF4oa_L*Cva~0aN@Sw+PiUWl3`zN*8f#Bco3^Qz*Ns#Hp>4|-PJLinF
z%w!X5T!-a;0fHf$Ka{NmO7*I8*ttVsZ;#ca*_1Gfl}GH+=bU``mQp1fHdi);``e73
z3;9F5$($_$sVx)G11vUQd@t`Y>IARO@P_L69m5ttX=%$%RG@%|sosigju+Hes};HK
z{lIGrhFd!A?7Hk(lhz`BR*gCHMheKF)HeCWqFm`cI9Qic5({i}`yFghMSP(CRpgg4
z_9{Qcmya*Ml)w3I?;<+VIN*8h)9Xh5fy|YbYNze?T=)#>zNCWK1NkwHK@w;y1MhA#
zsYQK=_qofGl+(j9;F+P1e2nFPj$9cNeCcjL8XY?L#sYXLWHM-C17EjPllDfIz%vzu
z0+`xeOyLtjq@7Godd4|P1eVA*2UthTk^}wEluu?{WMR2vc~xViv}0RtM5nq(G{9c{
zI;<Gmn8E;DCV!R!fHO<?=8(M=*@_=z;;T{Anw^^CsMAkUcIP4<#nAml(zXora#n;O
zoQx!E^oyJvHnS^bkzpyRIba!CDv&Bzzxqo_NN!L1M_ct*x25BVm}OD_`D;<CizihB
zz&r6BMN}80J!&6#aqgXO>dz<JFRf$0beF+r;H0>+9@|EF3%w)$BQMcAr2HQ7tw-W1
zXNyv46$}Ky7UX@4N@uK!0Q2SfCXtxcC$)nU8o{w#Ot<Mya9^(zi~1AWVLILn1hJ<m
zegx&89ztuYD@$1SS#+?~Ksc!ahq?o6LZtB$qYs8o@WAT#igOdS@Ynyz@l#%saxZ!n
z?$LI+{o&H#Fp{|@$U18OJHgYdzGn)IhUR9}F2e+m-`LvEm~L)zi!L$axUGja?YCX&
z`1cS_mTDHt9C$T}@Xks-ZkD=~p*DujBEb;zu5f{c*5f~$qw!gZKFK7&FKQ*NO8zN~
z|HM740fJB>C+I&Hc3o3qbQ@<$i20S}Hj<diZCDPmHtLOpn4?ksG$3*NuqBZZdeGKL
zXU1_pnN=qqyyH^>6g<H0e`~xIAWIH=c+Q$PPAleKTB3jUT~-nXu@SNf%!o>sj(ZtV
zabql_Sh2991x-%Md(G$~I3@7B3C=TU=n6=-&^Ma?VWk^@0b-sevp*xq)`y&5*YY!X
zeb%MaIL$XW+I+PlA3g0f{|{rK!v><Y=3gYoiqoB@A*WmxL<G?JJ>}ahFpDJ&3=sV3
zT2Y5X%*76j2&#Ht=RxTyX`88E`PSNR=TqM?lg*?4tO#B?0mbu`Z55FXu-5tMJo)Wn
z2+MvON6nsRqSQXTBRz3NXAJ-S#zcGz8{YLKSQ;v56;qz^v3Z;G8*Se7kpaLMwxemO
z%?4#R)`;(r8Tbf}jA-va{IlEe4~U&Y2ejJzX~giYS76*crl*@w89jv@5PDs{PS0*;
zV}2u&&6ATgN}FBjlIg?m204o3#UAZ)Gv(=U&|<Fyg6w|!;fE6?AH2JZ8p2(N&P+!^
ztJ^`@V%1X?&GGG;BSTMI0Tw+%aygFm1G(`A(J#LLiVjf+Zr|79NOq-=0_JkkRbu}v
z7kO8`z*Am4(N@8*-u_DX@!u40$_huPM<v9NV`p|c^{RuU7Kdx_nX5LSBxyV^4Q32j
z1|W5%TW&5bp+r;V&sFB*Y(atHmLsX5q;Ku8wNGn#Biyvya$k|FdABYNXM0kL=BI!v
z4W5oQ=8J?!>O5ZSzQt6a>#i4u%NQz5cll?5JmK@JJlD?OZ#xNNvLk4y!l`zQz1}4$
z(A8r1NnNZ_e7leK`jmW#_1_Al6bq1H%#ZhHA`JwIcLVZAiRSG==|%a{OBCEOwP4fU
zB_lSxx|I4t<qhraqjf!Uv5Pf?%Up2&2&%d?kAOY*B%XZM$t1C!L&SWnaq78K4B=4}
zw8A->`$yp24d*X?%gAb))Wx+`!V(;66PAv|_>dkoA%_{hdk_&^wH)y#KDU(tj$DT|
zbcprhKc}q-f&7&0EX!_Q^x<p`DW4?vX6J<xZhCj3RM<}4cqbe2GoB5j2)PWMlW_vK
zSMw6_*DKcq#_u?n*Y&7AN7<kp7rH6#f~B#u13T2@`;JT>Vw##aFd57A!&TxZZX2qv
z@-?###dpUG!^4^nj>rT;SP3NwEL%E@0FymXm+i9m<urCvP_oLQ`u`AkQ4lnj^KvN7
z_Dp0MbuM?V*GO*4AUyFf{TEJWr~gc0J9}<>m*MMV=UxVu#k+(9+H)$9b?yV6y3QWe
zX7!vD%npgfh#!y1Zrei|e7zUUib`Ak;Goco7c)uDB^}DRDP+8lm|1a|9$fvyE9QBD
zT4dqu*qvmptMEC1_zl@*I)+rUag3Qwr#w(bd_ii9Y#u(@SN#%48(Is6d%a3Rxot)c
zC9M@ejQR_FPxHRHu=EL~F5S0&TDqZ%Khm8Ye-Gn?U}ol^2})xHb<k6{?CgJ7O@zE0
za`p-Qr-(c2noB>=S2lcN!1n_<oSfch7;NLtFR>JeEEA@$L_g*V>jTAGx=xln)BXcG
zyB99~XXER)-26woOM$Dkk7ZP0w0<x?{f9h6f>{!ZAc|narv}t5FB7`Z61h|2h+vZU
zkyB;dK>Qr&*1%?x-Wn`7sJ<RUL?GeSpU7aue6~w2_ffC}Rq!HLF6jP`(|jDXoXQ&Q
zEgmXH762BkGHlrM`M}3=tbZThv1{g&g$KSh=*bC!<iG+J1F7UWDbjB2wYERb4}WYo
z1(Bo^HWXo@Y7^DVy3}6_O=HV?R9qVA5to3LABt45qcj?;vI)#_q7&`^6PWjS@t@|<
z9b(EZWk1dJ_^Vp3<jc=E;B!KrMntpc{>S`9u>FWE!WaH^|Cc0`3=RZa$_(nu0;Tr}
zAO7ei^dQ?s+NQC|+R!!9;M5%bDvY<wv{WLPGk#h}e0}Oz$W5swBCC4tOzdbkSrU7^
zHK|xQ<9BtkR&(n@kDtb^zV?Tgt!2ra?1)MOEV}^wiZmoT$ZUT)c0l{%W#TQZXsOcO
zGhga|XyPOoa;dxbuAeo&ln$0z?A)jl9<!D5ix<`6`A9CE)%1`fVvp55>$0DsOV}Xj
zzNnI`uLPc=+=ya=EQ#NtOx7izigV0m|H}}mU{YUHKSIfdu#I3;;w;M!UNB3~@hr2*
z1JcXXI=%RzZgJUyl?^J^0{gJsfU|rwMfS)6*73s=a@CJTTwE!{J0k3wKy$}#U-VD@
zeWi#d^asoM0Y!!hQH(1)yEMWwORLOC6CgYGM{8#In&W&uw~-Bg$DZ|3&*wNdJ~PM<
zfOG`)BP{UwI!_49UdZoq>wWn>bYD!r;9L-C*HoD{PAr~dzN9Ka5&DcCyp4K+u!6Ci
zYmaScrB!`b@_I*ct)>DAsID;O2AL?I31$_VN#NT-@7HYRGOG0d2u=1&9=dc~%d6<0
z_4p^NtkGhD)ld>`IN)bVB!_0FUmf0&Q<bz`aIrNwFU#ofWbL$|trPEMUG?*>o_(s|
z_sGBP`>1X%+FtQVs_zN{%e!d{BW8FSf=hf%pY;7x5|3kX^+#X;DR1j>(q9<(yOpUF
zJpoGUY{eVKhoQIw%(BH5ul3Iv{dKpMzci{g!y}_Nn&0-Vnv91gEf9AD?@K>Z#HF9|
zq$4q;fndAR>KvG_<ptk`>>mEbj$L6$-KD~KNiF!(K`*QC!&5F}7N=i@yb03tS;xo<
zz}l(=rN0N%k=s9Ml%!isH*+O?>)p2|<U_@p%wYhq2TH;+*hmn9y|;SivA3ZAy<M6j
zNFA^!N9)Y37FG8<)$p}uE~rXBj~jwJH_+A?7JTDZ8bUfMqsEXUyvwEn4$QeQi8i9_
zbijYFMv<`#CG|IBL=|pFH4=qO`!;Y^*?Ycvpg_Vo6gZbNiHRRhE{u0U!g2m0zr5k`
zW0s%0qj}q2=rML5LTa%%ebh<%$)i&NDgMf#_AR@)pY5()2O)(0ktS*xZYx)Q5peup
zFBZU9KxM><x`AJub~`WFx9a7=Rl(vp52X2*wt$<Yhhptxg;5iyE9=cO#Bq@QS#$d$
zyFj3H$Afg1ek)p?#HETo@?%NgR+WccBp4cXx!qyZ26Gjsq6b<n57!KU7^q4Ua6$W0
zcNgkZ{fbQ9MI&RMmMI7#_!QBn`->)%6KNpwlTUAmM}i@w1lxgir0IB&W3U&<(=WH`
zo!fyFngi(ue>fHX1^_h43|?J+{N1QflF&wB40@2Q29MPA>M<cqq7e<&c=2Zbd3lV_
zf+&5n4XUQ%lg10p04G|}{{6e$&p-d>8en$uRb7t@aEL2MU!nwb4T9wP)#heA!ODD0
z0VASdSJeQ<=dovy$pK<PSlRx4OuiLa?i0$K3pZT3PH}%CQ!THqU7QG(gy+wx5;jez
zN;R8HnLK>7WdtUWsX_JbyK~RCr^*U9Cv>klS9TB1ju)3DZeBvye94<blhzhZE`N|`
zO{o>Vd>8yH<mPN>emE?YRA+>k6>l9h#v}Ys*J8nntd_gq8wuP!x`JeZ%|~PnA>4{h
zI_*1sr}46^a{wqIS>qZU&7WXTD)tNZ)ji@3)-I9*Jl_2D%d^%5s%!Fdt8YegsyF9q
zrh903Vy9r<%|C(!3=zG(7J*yPeH3IUc2Vr&lgaabXD|O1;bxI{e+M~qi<~aoxut*n
zq)|EY+w(Ar7^qIzU5!K`Ce7&BfH23VLP_ORcE2V3V1t$<vh=3)hZG6!9BR7K@Pi;c
zGOA^cxg)lAWujQ+Rj8YW<uecqgYHM8GQl^)<dBFXYLw(wimg<Bgbg9=evv_M6GTx3
zjJ?b9wgz(zZa#V)d3HN!i>F(edXS=b4|;5BE|~p*Rb;~^QK3(1tOm!7BC_w{1uy1s
zUE@^uVH_27t%zKcw#4i9L*UBfu7L#*V6(+G|L6Sz4C>EC(lVYfn?U+^6qW8)neWCH
zuyUOLvQ*pG4H$C&o(%-Xo|A>(IWIEwB9UyXc4jibdW2{5a3wPF+WWUZ1$)y51HOr;
zJxu)KEx0V+A8wn-$|@bb%GP+M*8aWC0$dcJZO$>L{;z&0Xh9y34A8_!(U2=dAQf0O
zDh(cgqo-6P(vqMW3AQ2HYx$%0{P52^nTdig`)!6_i9`SbLuWXf{aS=>fi6i-(}o9D
zkO+my5~8z(noDhcPhF?Psw~mY4CR7*jk{Lw`JF`x>r2JWBF8t?J?HzSo0Vq0|4plW
zSi=WoQ!`7Nqk_NtmLVN4sm;-aGFVD_F=*=zwQR}=yeqI`HyL>?0A+fz{Vj8vwibJH
zf~f|&GKo~q<0^hM7k*G?EoV$`f&lA^v}0|$m-Vc3f_cPEghRv>sZpG%#r!G1=rK<J
zmFpO9hl%KmAV4QgM@%epetdbW+*PyhBhUj&m{>CJD1|oj*;x_HfaWT~+3WUV^BZ2!
zn3BN#BnZ9~4uN0*6nf}e`tr-0r@7%at;Ijz*fXJ66}v3iviOHyiDc>N$p5h-Z!9G=
zTkqB#sX{-U`zuIe;CwRvPk*q(isXCcAJniIU?_+y@UZWZ#s^*Q4qTH0gVva5s033X
zQ-7?z0lcr+7X;2Wma#Z>IFxaTkqPd-a)JqSGwTnh>|biFc2Yxll)Wt9t7RYiMJV(R
z9+BR=_6ikb^t-n#bz5b6BFDKn6{?eT)OfngVtsPI-}!|?rF`#PW;hk5SLq7Od_4O%
z*Ro>`_u?=5u0(QJqLIMzHbonXHcw1{S}p|)7M%nE;c9OIMcq|s@B^3@@*BO2BviyX
zPeBGLo{4lD5mgK$qAT!*6hx*K+|kV`N3hXDve*W!UVIGJ$JXwc+rJ0h(^ZA;B~gj`
z5fCazzj0Geuwz`wBHsTvr5r=R|6nyNF+>2%I*smc^Oj%>8l$fkSivS0&#QH>8c~eq
zvl)YZbyYeyRj^*dKq1eePu^6-(DKVXqktrx?#_Q`NBn5^2<=HC!RQ7$Uu7OL!_I<C
zF8HWK^KPK5SXh0Xt~BqzfnWCa9WaL&HLo_1M+SWm7r9bR+iSFz#wt{rl5N^I#DB==
zs)2vEb=v>ehIe4TuHH|iNl4@=jz{~bYk!4A@)`hsH;C!{F~XuU1464S@Cl8HpQb-<
zL@=T{xd&q2$zKN)VVQ`tdE)Quf?UhOs4a|ZX_LAD6!J}jMhyllcRzUZC!PE8hN6eT
zU-no!o(YR^cL<R;h9()cSTw!1prL^!c(|gYQN)C&{X@ap#A-Z$N#DP!NpdpN7`bYJ
z*S&-?49PMjed<|w$^vpI;6S)vM>iq>TM0mt2mz`;g@MwcN!+ulmYo>ETvgwI3c}9H
z6@K9G>cR5lXp~>gM47N;g7e_-(C467hA8N|0R3KL2*}Yuubhg4P`ZCbL16&M`>6gy
zRaOXiho*#(qBjy}V<>t(*$92#<>N9=G<$3RO05A#T!+b?Ymcx>w=(iqclw@2#+3PK
z3>8j~hA9W}GiX81ESB10e#o)G77B|{jx1ytoBReJy#HkvYiZeijhu!Xdq&=YXe8-w
z?GtmTNtif~ey#+oINL1r-FxYJ3z=yB0NPzJ01M4>k&V=3C6KwIRZs_;@+@ydjb>1_
zT*fUgC~V|r?}LC^h`2pW6J>YGGo>r3^L~m~Q$J_!<G+vy9vR}qxXM`KCF)n()!xHl
zZsd=<1-H>}Ex;`d^)~ApG<wk!`$2V#?|ELzK?YS2t|PBE5$pli>$ep-Ix0fG#Ij}Z
z+ujVKEG~SLY?ft{D&-bvZ8wIT9{XHt$hIZtLYG4xKVKEYg0T<z)o!^nw7Fo~zN)q4
zu!(O0gXI5Sq4g>~n&{HdG&}4}ynFXb?l0b%op0Fi`ma3l6_=!N;eGvA|M=1Y28tm6
zHBlTb#w?(lREty%k15-NU@HL)3=2paQ|07(M6q3CJg6d)XeH*>2_q<FsKQAY%lmBg
z1oB5EM5tfZh-%4~33V~NPI5klZmK7we@l28Y{8)H9IxUzT%c)~G8ve!Q(2zHVU2=T
z$DOD1TezQ&4jPE$9tg-1cpZA>Yshw3!NJwq!^Adp7}TgFr-oGGIAN~-AZlH{*8Hzt
z74b?AfQ6nJNE$$q9Wj_x+N8>ovq=Ne(=U_&akA_`y;g~1#Z0s0Ef8^7M?~kdfl%#U
ztG$q1bSh8r!D#!nkr%-ncCQ`t&-56mGwED9iOYiuk>=$bxce<=Wf*UHM_9hixJxT3
z)EcDslE<}_@Y%u-QTn}l`{jW7ejY43INnT3oX86Jv!EGGmsMCsp2&0R_)tZjQ?8i@
zalA$ppY30rjaR<;Ct!q_u+q)xu*r_k>GNKmV5NSdcr2Cc)#2^DF`SWUf)uO1X>gd;
zdiFV>MCw(P_RtgHP`H0q_(9+Ip+!~$UMrku)jB=J0<LEpVkR?TY)dL(ZcW0#tJU=j
zlJ}#O8T{HZ4b;J^Sw-wPl~q>6_-YOx-gT65MDKi2_kL~hJrx)flYp&z!=j95SB$wH
z+f5T~7CU|`PqD&YUH|;AFXa^g;f{VakYfl4CAbxu@uFA&2rC+IQOgq1WD2}?dAu%=
zA>&M8`&X3tnAmIbV_&>QGKczf3LTwWaw7KLK<nXMl$eYRh&Gvq>qQ<Nc~g!DL;tiA
zn~X9AVlfQm^nM(ye{cM=VXq|jawEQcxIH6h5aF}8VXx`d2`{O38!Cz85DNW3-Zym#
zw$W*+G!JK^`<skk;s~CqQfj0As%|iKfgTI|X1LrBQYvUQ3{fq!0noCNU0Nb`eztzG
zGfl>S>4$$X%fj4oeeuVG=tM-~=6I5x4*f#ae|)yR${xc^+DRUKmunw4SUUb&JPG3x
zZ0Kzsf&dfF7-1B(9gDL}QRVyWH<_7F{BFiClU`Td{49$Ogy^4?p>BBG^+~={XK$#o
z)J(={t@FMPOzvILc_82CU|$HsL>$EF0wdopdBc}Q<o#&{$NT^T`TSCe=*?Hpl|0nm
z`4`2b!Ufi0gRN0dNc=?1M>8Kkgo`a<WW?VRq#u<H)ZxXvJGX_`t#0Unfmbc~NGB7K
z++Zu=jEv6QzO@|;5tOD7OJ5cb^hl^Y%<<jRT*Niu7}*p_7Jj|(!ha~~0)8%5xVX$3
z-|XJU+7qf7LFo8UtlI$m?Spbkeu(^OIcJ;;C1Y)6Y#2fp1C`{CApJS@m+y7y<ECVa
zGPBF}pJECgLS7nRHaHj>P#<4ymCw?v$m{H_+bf5OLSxJ}g8^pYIUu>ie6>1URQM_b
zVhWgvyUk&ZHN;M_3-PdvF&-5<S-nD*rM2MJh4!S5*=fW(J#5zxI>cO-#!e|!NQ@Yl
zTW@}>D4D1<uKBxEurAk2Z^p5lQ#bB}X*rrS*l6j>X?05MD*Ave*QGjC;tdAdRS!!J
zSh|o~ME_QwQVc>qvg~j^EI5i`XxL>-m&oQQ;}i*3?{z*&0i3PnVH$Aylxn{V*Lwt0
zT@K9LTye`_uR4&Npa#ua9!4j;-AMag#5r(IX$t!U@sy80&&-sF<0;EGkrB}c&j|Jm
zyaUTn>QWrbL#y&_9_%Qo9K$y=##m`+FtIcef4S60lh)yhBBUQIig>P2{w$phr#F(o
z;dEzq`#y!guJI!!U}TaP-B%!gRNP-3D#oEmW%5L<3PVJHJqM0>F3kkk55%>~;%!#m
zRGgt58)+0G3#$(p>Ej9lSTkn=lQ{AjVcURk>0w&1=k{urmsyO$5Yj5-@ZBLTGqwy<
zS>KZfGCa;XYa(azveJ!Wn{1D@xx7?5M<r=oE(qMe$px-rlO_Om0dX;DMmh;qXy)4e
zELj*UhJDHv$6I@nhamUbI`oPCkmc3!>k$OxpnJ93U@{V9PAu^EVw5KihRN}hieK&2
zhCZZI_-$ci85TcgRk3z$-0HKH9-%Jd61r1!?zW6jx&@+yJ2U<8D3w6o<mW}43-Q-D
ztG%(4#pzPF=N9)KfNzI*zNlir&HK+Wous?g&SHCDJ{^cy9>dPPMN!&`W}SAFaUQ?<
zeH-wlzvTj_;f<pU)8^|R*zfQC@<;_)pD2A}o6ofXTcV%`Nvm>Q!3>n*E@l-i-G?-9
zY0@m%euyliC>}{G#+jLa{inp{8G-o<IZy`}9k4bqr$T^*LQQOo?H=y%%%?wssi`^}
zBiSGH2{FB?f!DS?%}cflTVy*zEc8?w{8yhz9JnToLxFt-w(V|*?-fN11o=xc6twG!
zIEJD0O!N*WZIcKI*-?_MY&PRYmhE<-UmRJ_$o`&#v0Sf}NV~I@L{0nrB)g3rBL_u7
z&PQOZ<!JW^%k7W9F6tfsDOhcAq}5x8P^p{q<nq<kU5@8|e<4OnG(Wql4FxTOHdWon
z3KPM<>RUtPH2NJ|7%B6|&aBx0<xIToaFDaa9QH7w4f*|BrgVk_**qR_w5OKbkhEcI
zFRbOaabk}O+jXZXeQy?V@vWwvB)I&^ZZ*U2AE7>^SINwOornOPCqP3cKHKa02YKbg
zfGvJ4F)bP`FM2$X*T}C1w*S~@2ZA))kOW+OlV_`V2x-ZR#h?dC;|G`@9~i3FW;XW*
zFYtkPi&fIfs}NJ+K<hrLhq|Q{=3;9|ep-PQW$EL#omJZ1qA@E!LV_E@EJ1IPzI*(a
z=M?z4zS5TK<-gX+-M8}y*_5B9tykM7qbyEY1OJ9ngw*Ss%aat3PSq`#NH5xpUm^h!
zl9uK^;8)lj^^R%fWY+1Q3UGu2WS8YKN688$7kHRy>R=_aY7Gl2qzc6_<nMMdlg%6k
z+ae*db)W9pvha~Q2SRD^^(_5LoEdKk(?yc(JfvQ*FTef%Qn$;6WuJ>P3Nd5hiBIyO
z*aLK9^fNPrbi(l}xgBg7iaBp9#nH7xZle+$AM~oG)9S59b6meY*DEUvI?k=24)Y=I
zqyMWN#N63Ip#H-njCS4z%qj;rNGCeko!6sz&Y2adsD9sy;p@ZtfCAFSR6p#tgLl4U
z9%xjI5|%2FYD)_~8Y4{21d>m^{Cj0i=;v&r>|Mhsrj784<fIAV5hj7V5y)s=+6{8L
z*ocaS##NFPdRFP*y5tMq_8k|e4KlC<D%Wb8aTYoO%ZRz2gCdFB^VP@r5qf6%6D#Y*
z*xvCo1VJSdsJ}M)fYMv9pxByxkO{DTZ@0V7-MIa%!q-t2&sN_vU328Bu*HL-CCtxT
zzBz=cOPsvT3Eu}ih{K5g*WRi{rTgjQ&^*H>vr2zJn>J3*R<}PnYWcFE)<{=2?NTK3
zXy)^S#uF?2ZRTAT@@dkP7|aE7lLkv4!<&P9ho&*=<=FOO*#yR68e`XM3gf^VkI&f`
zH>dxJ2v+3SI>ib8Qbsyd8j=p78W~i%s7?UNpvMt>^L<bxH9)J{a)6vT_gF2e$b!9v
z?2ohn1#nXuYYc`UuwmZ7-JU#+qkAY|R)88Q(~{KJuht;PtDm3d&i6|I@f-_?l(ZRA
zbcAZK^SjyHJLPa9>n9Lhy0^X_p2FmRJU*vfz{|la!Yj<w>eZcEa)9MVEJ~>~soHrj
ziLWCkGTn67)%d_B$gEaNzoxT^jS9ZP67aI-k7F*zskB%<Z~(ulP~5=VNb*{*UT!66
z4A1!J>BEfj_C~S7K8>5zTBIzi0m0FO7^tXLLm{gB$parLlnvv!V?UAu^qMcld5xmk
zU0^v91M(f~Y?^vi^nZ$7ARqMo@Sx*my7NMS4ir=)Ljw7k02Grgm$A;DJb3VI*-r*_
zV4W`Pl#_(L<FM1k6h3KT)Sn!Ch&h5fZ&YLcA5B*sNay?Z#lbOkbaNbSIwr@_ZMvK3
zX44$aOpb|ZhGEk+rp7Qm!^HG-_vHJWeSh!2`(x+!JkNdK*Y&B(t-*%qxwM$}g~@+M
zVmsLKLD3`s#k7%_CxbGL4U9^+r<qTbSMu5cQMZs3cx1Jabb-J&;AfQ|kXbln*uJCb
zhS*DjmjX<BP#>74Yqtbv^o3|^;My6ZL=B=HTbZtUhR9`Ej`~f7?B^J!VuzX==Ga+Q
zf;WGV?8xdMrV$x=9?F?#4UUtqK1O?wbNcN3WM`NF)A~qdyyxrwrthNua{M3Suu6yk
z33~gRXSPUOEk~%}^P)=t8uuMxWRa<N$x6J{H<RO+7N^0%Dh~!z8Q+q;;&RSuLaDFD
zQN^|JYu(Zv#xiN!i@pK+*5n%;ep)ix#*dE@k<|^p@D*{gP7a22`|^86=z^Aaic{7)
zRr#r^&K7RuQu64V&)|%bPomx%Bqn&A?=<8xH3WS{UBjVW?H~WS^OCVaL6|*Z=vX^2
zZ^^pl`Z38j;s-6VBlzHhmbdi{mv(zHS8oEc0u^#e0zYr@s!^*=zj_R`WGNmO@7#<A
zVw<|mAUSJ6k4E=4Bp7ltJ><Ts{E>k^UN3mDJ59BTBi*tbj-#7d?SU;;lR(&q$VZVx
z557K|Nbgla7ww^ue%4<EQB=cv92XWyglG!i{okUvKta)R!`Kcge8t+ozTqM$(`^1Q
zWBsJ`)n-Z~>gjrvAVSSTO)cBZmMS3_Ig~rS%+);uAL15Q_2~A8>0SEx<KUCp$8-I1
z4}DCF+@R}!6r!HR_yNuw3~Trq+B#xZvZ)yfVa$DOh=X4dFbB@6UXNLA+K>u}F=gX6
zkYy4Z%7GGOei9UxeBNsTHo-b8+VCezblyOIOkOfuS!bnOH8~0P*rGnk#Pt46s4@M#
z7OOmqngn$(V@Q(6-XyG2pPaKy!coOq2x}^B`Sql{h7)V|C^uSn<All|dEg152$5-o
zh%f=XsSz=Z0kO>+B0BNJb*@}<5mN6r0A_f~dyyqz@AR6NHtk966}Yxbgvl+oNq5m;
zByR!os|B1Kkoi7l`*iq|QP}v{Cspk)8BKqZ@$<uynNt{;NQzow%dK5rD|n<g-P>*o
zgfP>7UFhWux_tVDDQL@z854VErt&fB;A^U%GxDiKiL*&6@yO4~;bip<2W7RHuA>7k
z6pMGZZuoZSlwRgdcL0H{btF?kH-c%I*mH=hxm<_ImRYYCZ9gW#nM3!ICK)%cA1TmY
z$3i<Z*gF=%>Nx&JEr!2><#F6czI)RDS|^JpV;r|2i)nrtP<QGEKGGK9s7oSse)H%=
zt!Mii7ZG_>bvwt3kTBD<T1)d#gVG1DuZ^(t9VWVFi*&lMsuc9(=PxznP*X6<&#iWN
zH|khW*mpzYf30HTQIS-fP_P-Ae}1_?cQVs?ucwei_fa*i6o&N+i&ZTXy4IgGLy4kA
z;p2w9$&zot@B_+Fx{xa?vqO|n6pL6oC?gWjRHYUDv#WHT@FX1LZ4jo+H`<2u1s>uK
z%nt`9ElZ9nJy<bHA{SXbW+99spFV(^AHFP?QD*=jtS6{W0Y7#>cW0WK^)F;c!X@~M
z!Dn|`y%=LFO@ws1(%>0}ce_>At-9iCUj;*Pt7J$d5_<f~sPmgxJ7R_>5)o#%+8g(F
zmXFl1X$dmG2O5VgpMs<<#doj}{-||hwLhZuGR`uA-N2KKN2U$8vX0besQlw?uh6nh
z=E<RrEp@B3@Rf9t`)WRY6_X!(K}LDQ#Sk3t$|MbZX9z#@9vq9{b3MJjHO|wGckWJ~
zpB-|__M*iLtPmjPLS@O9JQ>)2p$C_1)xCssY7(9l9tCBxR3U+f14cwEVi09X%NjoP
zH{pZ8JN&`quqtA-yyrVUDHz-*h<1$8v}Mf3@KF56EY?p%j^NlDqDHodUmjh|TgVnr
zAdk=3N6^O%w1<F?YCK9|Kyg`|g*L?$94U~>WNSmB8&po7CB$np@cGW&Mxx|5l7P}Z
zve~sK3KxLc$vh(&C^rW1@7$6!ERJtaSSYR-3(X>NE%gV)*gc5fd5pG)zkieOSBD^x
zqc4eO1dT>QSzGjobKg$$6>ez(UTbX_P&**L5(u2qJq=L0Jow#MUyyx?QJTogBk=O4
z|8w?C_N~ZBroTo~ON*Y#H<Ns#qpc(%_4L+o)^BHFtb7p)aYnu0e<-zm0~Yo~4DGeB
z16$zd68LLE5yn8Tu17Hwa<0!EIoBX-*s7DodbXxE?O&6+Z^(HMY#UkvTat0gzTF!3
zNOJQ?_a^n!7WVWdhkK8{EeM=>y*S5FNrSAws*LIt#BDgro{F(l1VlEGFT9Vsv3R)7
zuv6^KM`d_cX7SnQL#bA&4N*D*i{CMQDPWh28Dy*9`+B*U^oSN7h@b}vfRP`zrYE6g
zEle!}@Z`0c`1^fSz=yUEVr%BfOv_FO05+?@26GmA2vHE;r}h&S$HjJks~=4#3#<XI
zBHtXb^E@h9LjLNlih*+)4D>$m@9>fHH>I0M*9MJ|eJOJ_;6}bmkI#h>%X@FCx*GTd
z#=|^*v8(!@46+Kz3zQ%l$si|JqP&k06p&6_Z^cH%&vtKL=LtG$TY+Jh(e26a3GHP+
z)gmDnQb4H23`@;~Lgf40592kb%M^45(L9i#m%?+tCap}ALg|*v#Xun$oc>*}cig$#
zJs(t=fw~`?RfEW=RmI@hnd=NlfwkeKGqgpw-|Z<#fWgmpuZ<J=FuO9zxr|G!WY@)x
z%)5Lj#0W}3K}44PaPEo!&jQ$6jBjp8D69V)ur^baUV!Hl0<<r3w;LS}97q1}HqDV)
zsyO{FI&7nwe~YC?y$)f?C76IiDiWrD5TiqSvBI!%D6RQ~Yf4pH2f9-)nQ0zWP(}Uj
z<;|qE9(2U_*`%8VdiA)a>seqgxGbdmLL!70CZ9*q&;VtaQ=ko(cc$3iFIm4C5n0`9
zSO^O=BNCk~I+gI{vq`h;F~LXK=(p6y4Gt;aW?v%DQwp?gMg(R!0dc-<)SZKHaWBKH
zKl|l~1$0H2n|~)^mI$BD*k^8oo90KtN9joxB2%vv5pk}aS4C@0&%tTLVO7cKE-p3C
zQxi>t&!@x!Ejof)4@?@J(upvXWGnSQ{^Tjh8MDmzr`|}`1M$8&DO@()qQ&*}VPcjr
zR#U^3gbn4#yd)W6dXv@=U)jIOV(2^h5$66S*YCq5*??P{iifocHg_A-apoOAh(8i}
zhtL)R2G<IeK!C;oZA!abm!H1$tqe-R-ENrF(D|Xst!EMquW|YZu(RQ#4r8s`g+bw%
zhJe)+#c_48BVf^g^Ft^QiUdYm55pcOH83r7X182bYmTf|Pd}QY#?g4N8wtq3xLjZe
zQ^nvh5p@kCm4&Jz`@UqW<RA>BJuw;Hfa!x@gnq={Rf1se_GO6;e^#8MLYwh^v(X8V
z0zs1qp|;5mj3C|+*$=mg{O7SEq(u9IfIH7DI`4+Rl&~mai8vd5xb&7qoj+R(j7Eii
zn~Nl3AG4GSj7I606K6^4_=rB=tjX1+dXik=PXC(}pc5jaQh{UBNDgYVZh5fKn$3e4
z4R1n>c3UevKW86U6+oKf8ItY61$F&`%F}u*FtDTDMn8RMd#Uu;*`t`Q2p&|cSF+K#
z6H2Tsq9os*2x8Be`Q|z)wh9-HtNAHaL{AE6875~m6xDW^Gp-Cwz^=$Sy((GnZ&be!
zgoaOwJ3186>}k_A^LKubv2<bFMLrXVa68aej7VU{e<LImr_Kfqga3n<*dC*mpA0$;
zpg9gN54y@oqYu6W2+#M~@e<#CdI{%7(;pi+;iJQH+s9D-O*2s%UFY?&AKB1mYb(io
zQ2PFZfQgCbcyf%1=4h;_M$Wzoj9*cx5iKoM##O%E1l)?$6i6&K2zQI7Djg*-`cJWO
zg#4Q^sGjuHx5oEg)5>~T`$*dLQ5=d)_HYEC#rUy+YOW-}Zbk2}G7d{q;T10_k6}am
z#t<uSdOjA+XT{qjpH$cgMGI3N4|Ds176d8kkH2FTag7vF55swx2AGeTXr8hh`;?`F
zv)f3CtJ@dk8C&|YP3M7ELXD1GOx^2=FwOd>M_uUIojJOFy;pBb^mnH!Ggx4A6a?;<
zg1~YX6cM&gBIv8*G~_*dHbmj>aL0kLvF4ujs9mMkB$pPJdoo8h<_JhHjuD~Jb#A2d
zvGdv{+5OAx@E5;Fy^Qce3GLspE$j=2cWf$+57GKEb;pJ&_H_tjB2jd|-JTwx9w``&
z`L!J@WBDaKwE>MeB_;v&)xUes3ky}^E)E}F&>tmuBSL18`lV%B7CcZQ2H+$w((J5d
z>zWd2#lNR0(tRMN{j}K;c=)B+XKP%#zB<4=x|(_k=(aOyRA5*u<*ah%xtxWJe05Gj
zPB<0`EpnVh3qiT6whd9BOvpluV;|(#uYdc+cA)Y?^K0!(F%5Cn{GhsQ%2$C(-iDm`
zwBmN)btyEkmfb}Vqg)mQnmoxRxyH^g4j|#&rrflf_Ffgb-uIZ>8vG9Eg;QUn@pS4@
zvccefz$H{r8jiI1_H)nmV~t2}j^+x<^HV)?|531S8Y2pO{!LyDJZb>Txy_EW$v5J$
z2>bNba8oHI*EhA`g>y5%sY3Lck5%I-ZkRRUz`*>LI3aDE%x1($e!$KL=F|wla*c)D
zztx16O<(+ut^WcVt)JxBuCRJ<yLDzq(z^)8AU?B;-I-^D7%Sl<x42*iCZPZo)cwbQ
z*WPI=%?SYM29feh$lMIuut2y%kU5%CKVLsh@do;#>>q6T+M%c7p|Q#9@}sXI`1D!@
zTm^We{TvP+f>~*DpI>;E6zEk&T}(m-@Id@PV>ljk>#_`3q_`$0yT5PydA3<+an#2H
zC!1w43?6Ey_Y-NFS`0c>r=_o1vhW&Y{!Fw}7(<u+(jrEQCUCE|;y%WMcM-ze#Z)4Q
zfrlxHdpv;2bHsp>jQ<Q@gaEJ4$UgUdb`+(6ox{6UseA1NYGI9^##Npxi4Qk=Gt%Jd
z&en3r5@EY^xn_wV-ZKUlG619>f(%F_7q{i&cgX*k&DjddkVw&3e3<$C<IpDo;1f@X
zM`1!Skq|`#7@6V;)ed>t7<|1E)D1+c%lSRkLqh8hXPR5vUV7C{YW}dAvfzpEniwb?
z*P}Es!zUvUzxt{&(!Fzy20v7#s%W;B$VWmQt@!{qp2>(0<V6c?vj`+RtLLSjEjY1&
z87WX|gI*Frq&S>f#-s)NN};T-DQXNf>|wX^h>nEA6bo$9m0g@S*mhf-@6C<9P#BI%
zQ0(P)y4WE)DB)6)2g^3_9@r=YJ7Eg8?UTLfkMB0r3)CC%mdXI9gHAmq3nP}AAryb`
zZ6Ln=7Y2UYOi6PQ_b`z%@I(1Et!ZE*NS%tDNx;h$xXjnlk$cbqcdLe&RpX}-ngAL|
z!bvKh8TXtfH|rJ)m!cfAmbPwz-AcvBiHIfr+pY*bO4Ac6v~)sLyA?T3W&uLjYf6IE
zin~=0nR=yr642B0)CkMjy60jW%Zdni^|tOs)!8c@hD&CrS9+F4sAMu|e3pHNUc_g6
zvpP{v&*iJ1)2K|_%|%<t{%mHT5zv>(=u#r%N%8oR*1JLPRReNOoC)q`-<PjA$nskV
zp+pn?#}jb~i%ne}uRRA?&Yh!(og`elpiJ8F51H!YDSY%t40Wjd@G`q71+kZo_C%tI
z)k0&C@-*=HQWnj4^8|kC$~bwXFfsV&%{B>0e7CXY8|oUS4dx9Qry=y2#BrpC8kE3+
zj_^W+R7Qf=9*Ie0U;lchkuBt0+WRk>gVZWGc(4Iqc|IC*y{(aG)b~RoeSjg2EJMDQ
zmS{yDNL)lJRsoM$q}g{OWS$>%f{Q$7!6>=-n>4>9vc3WqQ|80=(?tA7KBn%IHsc7C
zf^Uq1agc$p_~OHYnEn^5hTeE#s}MK^qet7z{R(3l8se-J0kRtF$Ab~8EC}0kJ~xOm
z3icKNs5214aRym;#Nj`LyvUQQQCv~7)uyex8kUEU)bC0hmr0W@F{&hPLtIa@u+h~i
zaR=?Oru8y^cl4JV()Z$aFM6d&MHKW~{|2NmI<cDCNde|vIe;zbk`f8eH$r8J5*QVc
zoqgIQzZYB%(!!Eq0{h!qb|v<+W+jZxI3o4T$q!)YI{Ur&Z&n#ugpuXZayPa{!r)GL
zkfxMlI%PbC_i8Clh)rr&RonwgcC@W3AFH#))iMM--|vS!qlmr2CSqT8yr>lv+F1xK
zE~H)pE+$fdu}norksd#l7DsfVR>+GL+y8-pz|tIT=JF_0dEJomJuq)&f8>C*GUxVz
z{UP{}&*odXQP=_ovm=3rh;2BkGFzOXM~){(A%Uo6)v+<^!^5)h4P`M{wIujT(vwS-
z?{aHGb_Y;Z*`65g>m%B?$(Yd#P1x8!TNmx==!IYG|K61IB)>8F)y$yD02vSwjV%g)
zHR_C2bmNNjTAg5_+AV_vUXgFyDh#Ze^!m0J9Q2P_ZvS}CvA}@SQFC_k$esg!baQ=M
zdnGIoEa_>Df^8Xeyky${ss?HDA7PrY{0vC=-O)B>aFyP?K4M)$wR&r7+Ixryj|<zh
zPRNXqdT4g}JiwKIn_tbGBchyxCp$JF)wah86w*FcB?Z#KDO6ZwwDnxF1>w+SJugjZ
z-nxE(BV|Tg=a%jgI91epb}Wh+E7HT~(Rp|AMiyUGPAF0<8M5JkvnrG84cS_>hX$zE
zxq_ZhLih|)XOm@e9k71IWD&u_kE+eunm$Ez2`!+9vgBE1n7y2EZ@?Cje4~b4kA}l4
zt=ax^MNyIHZ2~oq^X|{|CGw8P@6__MewAbkG5xZ4$5Y1TzQJ+&(Ytmr1Sy9DBBOHn
zgIXYoEK~;!MI4jDVg>=MLy$8$7;MtPfC<)<K_8QP2ol|Im?YY}0bBn(6JahgiWS4Z
z)`LvO>BH;0o?c(<KL%i`{Ka=S#0*nyzV7OMuL~|;C=}<mKM=dx)H2f>CrmG|B}q+R
z$iUc4+77ASxo~W{HMQzK^h0Oczq4Rye%`d)M^|(-Jqt78JAOTiakF2|pxI3b$ZWbF
zx-a~q;YN_IXR&>;ZePyzU;K(7xeE7C=+ag)|5o)SD_*~+AFK^udA9`gi=UjZi?-j4
ziEh#`SY^-1Y+>}>b_<7<$VZCZFuw(YgUta&7zo6W#17;xB%%vu1M<_Di(+*|O^v!^
zbDuuH$4#y+wZWKvn8{^VhSQBox>izaRkVicvLKN@ZrJy5AYAMFNq*C&AV?()W$-&M
zyJbW_XgR99y5}KU(9#-84Xb~Nya=UV!xcs9kBDB#P~7&YhD;yqs+}i{D-OX=V6eg#
zESaUH_?r@rJVCiQ^bpOdN`nlf+#BEj0%P`I$zss_fUYgjHLQ|z%cDYRXam;P+PAJ`
zsXP2s`}aH$mGbvBu#BMlL!)`TFir+US6?wb(Q+KT!h``qI6WBov=^a==Lzb?LPZPv
zP#_YPw<mc|w@}vp{(I`>^NdZ4Gy%y6?Fx){1Jfp-F;Za6B5OX_V!mtx2FtMkmtVk-
z#2>m+M{qesh^%m4lVei<OfBb9{(>9djBGDkBT&$CgtVQeDwu%`6Ky;h{#3-Ng;2&m
zgj6b6(nz|%UZ$M2vQ779V>DyjQPlPu=dAS>qnFaz>eC0#?m~>f@YCzq)0eO58eL@z
zelR2((;MKkVdB%U0gi10J)1fwO`TNy^G|IDshjzslC$hhV@MbSh6YB4Ls=j_IU|<Y
z-=zuwx?P6DdhcFq>Q2EWVD)3}WJ$ffLrC}w;RVhWqc6-py#+PN4FiPl3e2dn>8MKq
zheOoXF9l`==;Lhk)#zF*g{Nu76awhdeM)xx{AoZb0F=_QDB_(K%;!z>Zf`Qo1K10n
zP4*w7J1j0d2m6#p<#2L`X^R9$NBS;42COK%LVOe+&7c^179s(zD&L}gV1H90k=sF<
z%%T>r98FkGR=dvsCmwxMMCn8s#^H4E0i@>6r8?8<(z0;+XcDBfcIR)thI1<>R=+mS
z%QTHY%A?qduTwo1Kq=Mtj3-$`lShiSGUF{NO8Mpi@*X}<J)M%64Cc83l{O<%O%#Vv
zvpsCXP-gREAr5@)h#FJkAnlBp;g8c}J6@ac{&ylikwm+~t1YK8zvoN^49IqvUU<n7
z(DZ8QhCdLrZ(uT+aHt1fd^O<+;xEi58%q(?lTvIXuiP_ZPVRq`TVyBb$P^|Jq4d>;
z$ziI<q0<!*BXj{O0H9S1lmI*}S-jn~J_b-62N2lP8XiYBfGPlfgpNKt^$(GAV?=nv
z<ns2ynG|6H45P8zB2?DqwyRyX44-@XgO_+}hefow!;kK@u?;?wHEV`P-eIwniZ8x2
z!KR|&`tkk^$W8hACA1Z<sc{qngh~K~Vyp=Kd|;K0gs41OI^l>pQ68s4B{2nywvj1s
z6xk_4F9{LgWVP65j*r&R22-J!Rg=p&TI!67iD`fb`GaGRxFEkm3F*$3QcTd7Z+e?O
zTtJ1;Q~T_u0;faSc)fwHI}A&S*QMsYxQ1LmP}cMzWn1t880C<L#KcF9jYk5wcBCIo
znx`RUemI#7ybw6iEdnCdAA-~r^ubZ^U{v8Pp@eHF?3qT*sQidlv=NwNVq6GYZO~b5
z)$X)TPDaVV+~KtNQ<2VUkcP>!o9U6!A?`dfM)3oZaxIuVJr>0q6<Nc*Q)f+jN2)E<
z3+#K~|CU2}0DZ%B*EoB&eU~)g>-BJV>Fi{i$TxAM$|^8uSS>PQD-v89Nr3N}7@bcl
zMz!M~c*xv6A{_hfg_4J+I-ZW{VZgtiVMhK*kWQS(jfIlE<ST$sQ45Qy(^B<z0jQ)Z
zY_x+q?*KPY7+wSr7f^l=U_Y-3*N=@t{EcPw<!*6~_+WG0H)J(-Xc}=yPI5R~NHsXE
zg@7SVgbQF1&jTdp-g=x-q@-8Mk$qu3*~sa!!{ADMJmAo>%T3ha=D3}RlTwQ(Ti}8O
zz?QSr^o7Vwj%TMbg|6Of1?x~Ufm5sz|G=zSMMMZ#E2iCMS~mTe;c+Un>U!tHUG+71
zMXL8zv}b5xT@$`V6l0=@jDeQzI~vwZLZyNR;2!wS)x1!&f3${<p9JK%)%hGQn$=gi
zUH&%4Cg+)$uWVZWn)E2UE{nS3DAZ#D|HrACR=DQ0!W`19k&FNkq3)h2oaaEb#P7K(
zmm62}>(NG(t%d@w#=oyi01UNcKsghV40)@upNs}N1aj#r;yJ7?Wa}>h(cs|ZGpUbr
zXboUm@t0{xVaE5k!D|;I<L@UUw%QU0Eo-{PTLRppfNSHB+Ld+w3Ksk@sPebZ5xXf@
zRJG@wyK4K#p-yO^9;u_QMMcicvxQe`asB%l0J4^b1At=@2Il_qSOtKccjvqPFkD-d
zPGQD^XXeeXzGyhJB1(7SDgB1THK`VcIT(EeXt-I66_fOZBxUGf-JEo!lG&h0{ty&o
z1e_C|;Zr`Y{w_h!eu*wQ)Oys*%{<Or8e!2Nn0e2a!Xj*AVq#Rcf^b(cCd01DTvo`e
zy~do7`DXk`-lf}qR2f`Wgrt80QX^R>vZU?kyPbe;4OQaaemJwRFbr%mAkuROq=2OZ
z;bv^8(7R)Rs@v5@t>R!p1FvpjF%iyXVk)~I45G#jLFt0ttf8EwygDMkTtblexq@cN
zl@UGw9>?Km6}J^p=>pqdP>DNlo-@Y3zE}Kk5@ABlpdC*A>4jb74pJ8DBl>56Zyt$<
z3<G%tUI=W|G8Q|GZ6@Wxg*8L<X!svl#H<vhVhkQNOLgb{=SLQx`?}{tKKhB1JmDcg
zU|@CuC!J6-E+436EC`wF`5j<LfAXNNN-x=sVAL_okbF08!KxH}36LcHujtK#lrI7g
zgGD*YVOVY(ZxI)yGh({oYbM*(%j<7UMZVJA#{$uS(eSqrfYR;~pfq8L&;mj<r;gcm
zve7Z0V#+oUTeQjRX~wNOCcH}PeuTv;Rqj9B5`F4GTu+=T_&1V!-NEwZy1l?X6=2E(
zgcU`&yp#o^aK9TFD(`_FAi=CmAmm!9o&H4py097|kC272pj^)Z0f)A|v4lIOYEsgF
zl1kAELw;&0vKz%-iY`T`b~O9!KRt^NRc+k487gf%WPitFqUEFfn~@nBXIx)Obar6W
zu+)S+J^z7l(44<l+JGX~sMb0PpJUjV!bKa8Zde8|3{Wf^Hm?A|m=kFue#YKBkq=1u
z^#p+@kMo?ulcp8!;Kx~WN8c5=Ud^TF;Fd)GX(o*HdBAyT&dq?(;W_lXy_4UXw17@z
z{%yD6UH?VC7?_Wlb;^K+6!&qL%L$^-td=3(@Rf9tUr5(X$mmv^o89<vl-Y!;_cX`D
zlk-E;Jhu6<120lOnu+7YpQ<MVI1I<ko%;F!WAE?sqhwcr1?q~HMvAIxiur6zZ;$Dt
zW^n`nk=vDw-B{ko52;zXtc>7Xao@MxW}mNARd4NTirspcYIBR;+9FJ9ETz9YXKCTl
zis@pB^b`+#?W%IRKHK*ClWy?6Kso{>6H%N7fVWGK0(XYxwGA}T(@0cTs-4hC$zBnv
zEI0@?1bfPq%A1CA``LZaH6NAOwP}u@hYOG>^EvO)Tr*O2h3r*9OtiN>(gaFZKkK>M
z3MYN!;!w#CEzBxj(;R4jJg{a@nnax(<pb3r;DGS5o=m2sD9Q-5qKa#{7%wK-<spf$
z@t$2odZpI~5WZ|TI^aT1%Jtrm4ud0At+e5)@JzDp+|HW=aaz#fmrL_0nHqw6ptb{6
zee{?qRUq;lXNwUMVch8SVTaxtg^zWntB>4*^P_Pi$FL&;8)6NoO}1;m$l2Y6u68>^
zi&`|Lg28VvBiE2RhJ94K-n0+}Zb82G?YH5i#2K8V{R%~TDjs&eDP;X|E}KO_lZP7~
zx%Mw@_X!OW!oU@K8hBwkmX|eZ!<(5_3g^{Ks?+7f*hk$q(DBz;yR7lq)~2n=6ixAq
z>W-&ykL?2>r-}{i>G$^Hlws`ZH+!bCma>fSSZG}QsN{_cb9?d&kVJT=@*9@x4&pEr
z<^JCOB72u&&r_DCpSmTwZw>{BPVgLAgi%2##B?QH@5sm5G`AET4m?aFTdFrpwsIK0
zhJJa>?^zdFt)Zdj+dlt^$mg&^4(c$m@LW_PNcOA!B@%aH0^7c(fkU3?TCu!w3!_;s
zMxlgX1x{kVfb$=T`>iDipV7F~Mj8OM;|U%r$P3Wd>4_uAk}fH{(b4is6y3j^zs>&Z
z$9+rScPNV0twFDx&OmsA*iH)ICA9vrw%`!PTfo2sLrYD8<8KVV8FxJIah#NA`J(SL
z+l{4Mlc8$89;@OpYr*;3laL?aM%F>dXL-zOWw&BadTcYX1a`3F_+WQ8;XU*jkFQHI
zo3kpl+w)M0zml(}kVVK#Q@>>Yb3y{j9ayF-CVc!`)de!d7D;8-)YIpOtMYu&4aS3<
zB>{4iaC#XDS(rbO2j|8DP<NZVb>6-F`0jHN23ldZuv*k79<6CJ-{PT;hL&Z)8Ohnj
zzvnJHCwXVPjM8QJ|GG7RMyEj*zvbl0McSrT5NU`&v7(24Je2p1Rr1-+q{BOkVGo(e
z5)Zlx10c8;P_n91urvbUt$M}y&_R-0_g^voVJ@*jewW)=XX&<-MB7qRIqqm7xMyYq
zQk&W>iT6XEvC1MVdf4u*W=W#<CE@P(`oDF;sjKg78s&!cG(oR{s<br*$>s>804jvi
zAY)A8N9d0dHE}sca>~2`tS0r*aT@7+PpBAzSv<GtN_rxnS}MtdTaBPx&$A%%cDWo#
z?;Lmzg0?&0^U@YvTpkL~ix63BK#Rac-F%@7_DW0vVc}V5-e`|mi$oE+Zypf$I9iD1
zHyn3etlz$q73ZZLo$^fkK5+@C8i?9d_892qY%5pg*yMjX{Y18)juCk;5fexBe@}lr
zRTwAYkdvS33UwG%?LtI+B|)D8tWlNql%pRkIzx&^>T(_!f^Z@C4Xox41n3MAFpXD>
z^b8?%H<T!zb|rL}CQ`}Y#u}HR;h&(0qmADQk3!})LV=WDQBPuMzbCwRaJ;(WdMd+W
zaFscpxF~$f;Dzv#%xAZz_kwpP&a*ZLK_5<B!$iAnAU@)<wn@L`@hh37i=#u3iMG-3
zMC4N8O3->D>r!Q2IXSe^PzdU3sq(psn0{TQp0{xX(6a6leXPPaXmpwa(4e0=!)`~c
z%lEj^9nh^~Axqxg_T=HSu2!0ehND6_)5chS_54LYWB{P+<|p!bF(5m;U!(oUJV%-9
z5U$tq4M)`0hcnjYt3N1hQm^(ei<p$&wc_9}+3IZ9{?-3+NZ$M~#V)Vc5{MZ?!ugdh
zXUPDNc>V*90k8)RNf-*E;_~j#H)lu&Usqv)Jg32qF8O#=g5xdDn4doAlvUWD1(2uN
zV2v6KCwr(xLjCIC>5*<JxN)<jbNH&^y7&eAKhnT($*kPdu<{eD>D+y^IA%P4QR(Z;
z!)h&@g*P4wsbu?`CsaoVtj>UIIjCrsq;)!%tIbVY-c;MB)v40;{o31<y;APVLNV$l
zch>In8IR9MVf=s&Qffhwi7zGLKg^Gv3T}g?^RZxB*B-|zcqcoS!B;yy+hK%6K$pTY
z{Fb7;wttn{b6gth!z{EyZ(#DFOh_E?rgW_q4BbRO87bpigs4Xy<$3gAS3K?NM96sY
zgVFqP#`9KWm%Yh7azeT~T3W+wgnr*2i|=!9E#0pxX*7V)Z&W?XPuV@FaQ=x&mXJj^
zFU5(KU0xOMR?Y3>rof-+xC$aHZxuv3AMS5<I=c`<(EjCUG8Ce&xknCQ&38l<hRtqf
zdX;q-Xb}wC=E`}3KwUh=hK#Hlp&p!b0#XG}pz!cd$dKj|<u_-v&r1_)?DS;q&S$wD
z*m-#@I~Y4rF}yUyq3p?5BG^aS_#MHbp}YI*S6rqCksM*V37H$VJmg_Ompg#nuc}$C
z5msN=InaURP5#LOEg{y0#q2tzTewkSaniBfm@@EoL3EZKwf1|$Um|dZaZ#S!o&bD6
zvO5Wp3nCjA@sI*Q<EMg{NK9yYw#G{KBRxOd+#gdl76%l)a5C~v*q~lU?6T1tH_V5y
zOBa)!LdYrY({5OS0>oz3+HQ1@_RUN*TQaKTgp3r!<ko6m{1m}Ja}r27lcveXt|i!h
zbozBPtJtZuS@UbJ1`wB-!dJ3>QU@FwR9{-LfM3Y)27s{zsy`7RCHtpomsc%rcqaKc
zE-&vYic-@P8FWv5xmbZ+*1hlI+@%q$k>TCs;bAYkSOt1!P>Z@erB1tDy6%i}FbP~5
z$Xq5zfiimwms`@KbP`j%AEFe6a!40Ru0Ab(*#4#_jUT^N1UoP2WUylOnV#b3n{BD~
z!=Rf+!qmTny}N4*fJ0~J#npnx)4Ov&a(SPt(YAr6$NJw>a2}K_*Lhyvu{dZZe>M%c
zNM3HS`(NFPfz-pHgbfYn1Ywn*FklQ%6E5IdmkTL34?De<<K&H9)l(lRCO=`e3K|jG
z7MHO4RKC$b4yc45e=rtz1KZ-FE;=vz+O1FYxL?R>*FI#F72Lt-QT@SN-jNGMtr52}
zeyT8REIPk}3(-2*PQ~kkY}#)L8C>RcJaxBgMWre4y3SXYm$Qj*>79(jVYUE8RG$3r
zvsFF(`QeQMtl;|c9(7oSqGiAxAvReiXa{$mZ~BODyPZwSu^#%BuA&Eu(6oDkPnbA=
z_IIQz_p(z0V;@A-!XO)69vvQ7mo%jqM<OFGZNd3rT;Y0|+buYHd3ceC({$^ts`@Y)
zm8nk$i1yi(14w{AEwY?e7<599JZ3Q2F_{HXe+g+V34FEs)>{yZC3JK5`c+nN1r7RN
zg4(Cj&*f3*sg!s$>N9`&jZNege(z_Wh#6gtiFg|pF2FU|rNZ%3_U%`zuhE0L<Y=$y
zBUrJ3?rfTkX82{5oC=d>g9q0or)k0VepKC`%relO!j>Ae?&2nV^72JI%q*}`b#Fxw
zk~rR`8SfzUPq$7=fm~J+xiN}N^A!-P!a<EzevUo+hdPw%=Y6u>0RM&{?1jf@pVo8?
zWopJ(MSggR4(X>p+~r0uaFB(5%aLU&g%)cF=xRZe+?GZLPM2!%`>FW-^*fi&_X4Dx
z4@y1T0=Iv-bGk+8QYXf_UX#!)eRsrJ;9UWCB2Tw+iGLsv1EQG0Xr_HKe{9H{D6NEP
z!=?`cSV5Lmy#be~6E}euZA}heFo+9Hxl19DhJE-9aD}K5o-yCr9CaSgHHtjRBselr
z(&IIQ%*B6OZ9g5=@uqumS96B`*Xt*7-Ps`PbMcH`hZqidO4-Iw*NUn&H=kf5*(&4j
zy(@NHJAuYn*8>R)DVg^|eE=ld`K&wm^0xs+g&|Rht^4ByZ!6{VSs;8W0|Jj_OylE&
z<F?nZieYI#1<ayCt^S>$9<N!&I__H(kM#tyozqP(nn_SLwjhWmo@^L5XDEQB?ek5w
z_eMCa{ctKiPbZAFiQRBI>-6{M_b0`SkEv9G=0`B%8RZ|>xgsBl5Au;%PWEcNiXe@!
z*q#0;6fI6GsH|xVJd<*;r3zd`789~@MN%MibVInOg@=Mh+i%u@Wl9WWu!(hSyO*%W
zkknYiN~0Z)dqFyVcJXA&>4e4dr5Z_jMe{rl7gGK%Nx6R##ShY`0`=0BWY*6|8)*UD
zLQ@nnKq1=oNm+(*0QHHE%g1dJlWP&$w7r}lS(I)y$s{0lQsI<_H=-Y_49E+d6Fz!s
zIh|Au_xU#V<R-I^SbiDjW-tjJjAJH<dM?fB;leaazEpyh59D#D5{$AM7n*!ksQdcf
zK!r48obAe1udtp$EPAN(MnUrSF7zaek?Ebw=Zrl+P4(FZ3Ms55GGv-e*sCOD|AHpT
zv0ht$-2;vK{-#%MIF{n5-DxV{2B==-Wl*}+1-k%?;ridre1lCmy)xo0N<R94fDw4U
z(V4aS%SAT#BTP&OGC*Kd$lmcq7It1J@Au;`wq?&(gYI{@<<-82i^c>DJtC4`2T$DF
z*|8oj+I~LRHoDwzEXeqE{tg!Q51lcy{eJ6z((`#~U8ng6Y+q#RIkr5pH2welb<+xH
zKl4PGSA`PlNh6q@X_L7K_1G`;I~YhMONQ=gfmOm$&Ls<@z`-yqXn#kIuBe@G5vk!C
zy1lfT7ZYDmvUY3W<-zqnhR_VaDT%>4B(<Z7@jxpg6$<K(CqoYno%=0&Hh(AQxjB#H
zt8YKRVrV!!pGYcnEI2>QYWq{_mF&F9pfRcV*;a;baxhL)Hwy`{!sP*|8j$_sGUy|X
zJ6ZS|`kWaH_4d!qB*~KY011w%Jx4#SZw~is-4y92`$|(VbeN&nVI*@!5yw~{R)D^U
z5ZP$<WSN3<RF}F+AY93Kw`Ao!pI)q)ujNrNb_QR6aG9;C6{Hk1ZHhPFQzIB9*1iO7
zUZ($kCN4kM>P(d%P?72ziw*i6D@`H@C=+pkvnE1*^lx01>n|y69e`js=ZK(=LQR~-
z7v1EO&eSRT5=)AW8ib=1zo(8pVgEHBMcpV3g?IO|N0j@v_3iZl=MM1i*T3#}_2&m>
zhx7-Y<dZni6D897A#^E)+ATBMcrX$`$^#Bqm#Qzv!g2Phk$YPospHdpk&1}g^ANG*
z1CQiObwX^~8?`<V-N%0Z`HDd^1p>da?%e#XD63G!_>2S))mE@X0ofR-Ai;CKw*Cc_
zR?9w}W`-?tx9dp_uT(%)GWn3R9X>|?=bj!I?6wq=ei!;z+RZ~F+5x=f+mYt;EHv+5
zA^b-U`3kxr{jxNbhO%L(T#^+0ziKOBJ9@|-Mg|3j5MUTg8h>PI{Z$ZwP>5HsO}b=N
z+HC!hbRT&NGmcEk57lZ4wrO(Nzwn)Na-Q8!l2gcU4Y@c<a&G*d5&9RH3icN#@#>Gg
z`jT2;(K<BuW=<5jmHm;G1AJK)vq%faGnS8UIcfxuDr-(a;05#^U8r+dhQTQgw5d=l
zNw)apZ{Ai94^^Ho0Oim{CAWBcTM48toqN@C>hsd`4n`;t<~QGS7b&KFgnGjAr6;24
z->@Dy-@oe=rEZ)^Lw7JzDjQTpLD8P6{$DQ}$#uxL1isOI83^-QjeD(fUL|$E?nNB5
zISk%qYTpQ$UAcRYo$=5z_4Xv-s!ihW?ij!O?`o%xBi4fFUCpQuF+UtQZqNVuNYcr}
zdZRW3BGENsZT$iP6y>MOvOU*uDHKPJyZ!8kYK2#y&HO8dWOr}@?afblFsDU_si6RB
zQE~!NA~nyhh6B&;TrOwb?bk??$WKyV#!p0M0Ufi~d2x~hKhrQlvNu>6s5{=fFLmq$
zIRL|m#QqH<Vg?L2BdDGWfL>5L<|~q16KMSCalFW>s!D?1yYl67aq?$%uOZ;W0Km0a
zH;GdQG|J7d0H?Ig`DI~j^?<NLLZg?N|IwzHqIm`nlQD}(Xn4%eW@z$QSqC?{kPDQR
zW)gnkA@@!Kb|w&ntK`;e?eL+2YC`NE-GUp&hU|rfoTqi|IWe{0#zav-zH}8tZ6LOy
z013bIYhnK-KyUUJfpX}koJDZ_7@liUx_TYI%SMz)#mMiQ7pb~P{`a$Gqe3`>-g^S8
zGW1S<<No%|Yj03k9pDYlu15JtLnSWg*^u(2K$^|lq~Ya_4Zt0wlm07G-j}Mss}LY-
z#Xp+<b})z=&BU`F<PM}i9n^PM)^!BT2D%ZUuSE6>3pfOsK=S@@$<ZWN#cG;?dCqV6
zU+n0P1Q`Oj-wTPeo5_3gcDbIZ{8vF&DF7=&X4Yh&hwVI_Y_aeqW+aE@^uFzhRTy(#
z{L7=l(1}ZA{Q<y-fJqVPFUFxoq?(>5fPB`44Fu?^U4^$}jcgFMCM8UX{eLswKLuOz
z(`&EVqIVD99m&H3ll48(mh{TYq9f?i#-rHC-f}e;5G#9}DAyglQvHLqSytb-T{dL5
zRHY1MJ`?cbkbA>HI&DP_Y!(0(Cj_+i5&TX4+ybEQuTeC@IL&UyWeEm>IZO?7FhJ_L
z$3H??GbVYH*6PMBHzZ#w^UAkwivED$GSOc0tY15X=MFx7zNP2!3;UsGwE;EE1YP>`
zi}bF)L@qlAI4hR4m<Qs%2c}a*9?xj-k6*-Y5VBYGKLP$!VA=p95|SxV-OzapNCT1p
z`V_Eevc*yP0T}X&ZR;L~yS)&AMyQ*2Yum;WkTt@gdyqU`i6vwt;-^Pq$-L|(j3r;K
zl3uChv#&HKLV5v%;B^Smf?qDE?T`a4>o4OUJ|-+3+ROfuu;@sV0g<yJ%HuKPY5V&B
zCPu~n3lzA#I9mByd|ui(f{4y&PKjt(u6y%J8igKx82hTZ;5vr$s?KGW-)zGVz@T>`
zmM{A|2Y<y0&>u3}#fqd@O5Fr)d<9&CEVh!pgu>4UfL4?6GseLBxg$|xu!8MGAa*lB
zqC2zpuBK<A2vLJmipTH+V!5W|6qwmmC`oE-QSy{5VVSTF=>i-eK|YVcRLa8pUjO*M
zbc*53KUc3^C%yrrl7LBK+>g=P-I*4PnBK|Dk`>`cPTasb{R|jd<)%EIY6%X1_bfO+
z<hoooy`|82QAs7kQeNLX98;;UdNn-{OH^}U>M?j=Z@Ie&O<mq9e$+H3sT0o9ukbG2
z=iR+^Fblh26H<%M9}AQm(m=jpiTCCx_6Tgx`S$AAYgBY|08e-U3V;GiJA%*a^FY7$
z6e$Uh?oozI2{-b<0Bo_SNSpKw-VQzDla>H@9Dd6#6lUxkS*2y>3{x1bn9sO;5|rG5
z&M<@q7G?)<>jY^2_^D(D)y}bzV_%>vxtAolt8;AJ^;RBNRzwm{s{Z3i0YZrpSrPK0
z^q=<CkKu%L{OuhZB*d+vBt=18<N~88Hy;3bT~laBqsMfs1HQw2{Y>Xr@c9}*D%c84
z#z<%K(>?}#=-VB0jn2+2&*~UDu2$puJ(l6Y84RQ%Xcs`F8!%0#PBJ_>{PY2~f;A);
za?Q8m=i$bKt>MU{k^8o0>A$IF$&ZoiU<#zb{NoV!kVsb#5b*8bqY$e@_r>;BF}l@;
zm}SL37G)Z=BdsZWv`n|j&%a_z%ZVe#%ly<)&kN#!DlHn9`iYuAs5Zgo3dz7zzITPW
zh=NERfF%xMTEQjaHr<+*zv@_?Sn#hq#V0a7A;-=ZBK@$F8d^K{pE6uD7LlMKdiAW9
zB^?hn@`*;^@YXSTms9~$+0zCbu-~&sx4D1Se-xMH1*qhrc>36~dnrZml%V#rAFFPb
z)m*;gZub}whT$x7K*9G+9ZBU}(z|cDPb^Ka0jpACtz6Pv6L20-pozu+3W=PX48w@;
z@hFlg>~|>E>BIp_Y*1%N%_7zu$}^I2iT2x*A*XD>h7pH4HSYh!cO`bE@(mNsT}iyc
zm0B?F8JWZA4n0@*OSh>BvJqyH`gaFSQvZ&d|5SM*^w+3UQi3;EnpYZ6TD)G*($xz;
zj_&#fM^RLmW@=e|^|%DMd4cT0wnxf9=BT^g4J5SL-@e&5|91q3*K)<P=MVFYqtPbr
z%yqfmK|XV_9KMSj+G|}2$A&Nei&gp_1$@Y;<_nw^BwV=Veqpk>SND7MV?XD`1Mug2
zT}^goL^v)2Wno?7zW^hr`nftA<6zo2Yyrs3cQTHBgWf<S42a%+7KR<!#vyWm>RlZB
z{^k4mwTnZSjR>${6Vg-cANk*JBt5;zbV9wY5A=d-Q_A#0Q3i>6k)-LU*e+*i7ElXO
z)1V3(WRhQatJ27l7-m=jgHd*~2%X$MXD!^7(LN{ky|;Sj!V>70ka2?_Z~^%c+yaVe
zb;;)@2>&l0;)D_@v(v2~v>ur4N0^u@&pa_TrF}UJQHn+}eoRFAcQ_V;(8Z2~*2}S|
zy?dhGhzU$=s@+gQh%_u&KNbyoqyF6eQgp(VHBGARb@cDH?+?wsbeh_F{`U{0&~cD5
zOf-V&s|pDQHtahp3Hl>UnsL6pM1eJtdV#k3yj&lN#Nzv>tLqPJk6xAIhU12#!`O)Q
z!c#%%<poM)@`V>6ZezQjK7Bg)<o4>IB48;{<As6W2g$>!wxt`@8O*j8G=uA3@3}~>
z40+_>AUP;8c8MGffPM`bq&~($07A8l=RzMD(J;W{t#5MS5C$?1emsxoAHB9CTd*OR
zK>T1Mkp55pS>K49Q2J;E;D`5Bc{f}9!kbu&rav3MxG~q@qTVtEV;IkHlR56NSUJs%
z!Y+e4yA%T$&|pxsEDb30D#|Wg83+==dcXF}0*!?G)kkxsYZxCd0D08|u-law28c3s
z)enf&of}AD!~u1~n3PoID0ssRg_>Qc?U`FTRD{~z+nG6U?T}w>?9hT7V^i85e!~oK
zpINYp@e@K&2}Q8c*a@*%YePSBps}i30<G&4U^*EO$OC;@qu^^<7vWnFT>~%_YRH5X
z6PIGy#xnd>E~jb^>c>|&yfnEwlObkppQb#dqlA86oEUFv=x={`$iLy2X5VQ4b0!A@
z9vpuTqE|XPze`OdNZ|rhin$RSuCrz@!MS^BiK)N|0_2@?VLMSRkHQseTo>?5SW{CV
zx`OKh3y=gV!I~H|%$|(0nP&ZT4im;p@SK5gVv|y5$J;eKHQgF3xcq}W98{MD{J@j^
z--1_enY%MpMr-083MU{Czq~Kt69~qI8xauhb^&;p3t)8sAT>dHR)|GOdAX}M?oW=R
z{oi`}&ljDi$J3v=g)G<TRT%&7{IcX4I@sJ_<@pf*arTdFRR=NF!E*du$s#!_AtbB{
z2K7wVD--zAflG!SbOm^_OOT=KA(0woqo$zY=N`Kso3H&4?TKQ8UkT8_79oHCw2OrK
zS#>?Jp|ARSHk2#&qE6s9NIgBHx}h9LrXh5+d0^e1>j~D%u7dsCCfB=pvQ4dWudfcy
zAunfO^)#sxwp=X84}wx2z6veYFtDTL`~<qa9e##T&c|{E_GCx<F)*rYzf4v`_o1l8
zUF9{(8)ibdQf(3Nqn|}ZMJ2zGU1GpcJ;%o|m=^hW#KeEANBgXH9@cMdaQ$uTPVLIU
z8twD&JA#W#-jlTrPCf3zAnIjV=c%#>eifGd8^nZPcXO-1)y!yv5(eL-2Vr=@L3lq3
zi9v?Co>i;(G%3;xD6}E4O7xqyqaK`n@uk0s)d4N`V{}reI>Z?-#yx%qh<o-;*#&m8
zwZu<W7_KJ~bN(pI74q1Qf8jiRRD`h6BSt>j8bWZCh-KPfS{opJ=JW~KHl;8F28?}C
z_=4H^ldxQ`@-2OLf70Ie&ut&-7HC)9>+e}ISsyad<KcURjJV$tX`N>*LcjQ0KqUc|
z^LcuH&|F2wajBl&M(^*y6a6^cj@~^xgWmE~Z`s@VR=b1D6!cV(e=PDdg+_v881TW7
z^X>li1m-q!vsFd{OO6<u)Sd+@38)D_@5&atL^pHRc5yh38wPODtnufX-QCeKaYfiY
zyM7L5n0m!EtGO(7{H7PQwgM*WM7M>Xn#NNS(?1jwDp2H}R?Ob)dUfX1L*+iv|KTSX
z72I7Mfkj}hcT{&GpD`3I56;#r?eU2a1@I`G(qa`)7x2Au{n4w}rlZP^>UX&}JNYe%
z{;-b%^;OL`8CeEc1sUc!_!r-h4Jq4)T09l+BuasAJe@E1jV<O;Qhb5Hag(GSQGM@0
z{`ioZ*&+g|?9Nu>PYtz|P85X|D`w5_8r`0c`lLLx=EWhvu?VmqS|Jfu7}#?C`+&~=
zPvR~W0l;HK4dfW?FMgT#-Dv@VDSC_QZTj))rMg-j_jbTFK@d5^g^AjrB)X?T7pV0i
zA=`GCuIr{~FHGCv?;q~c<?TnfTLN+?f0rnkjYQ)$4shAvgp?Zm_t#>8BUNZft~LU+
z+(5DDaLDpQna-y4anaw?&3Rx#qcsTk2V3{uSNi*LOpy$9?l@bjzSj_9txe<dv!9b>
z{;nzVxy!NcDS?Nz19}FTCL;HYU&w$D2$e9F5yIiwwJsKVw`+kM*>=jZCt%tUIP=NO
z70^g5ek^E-XsKkB=ZV8u4r41waRr9BVg>?bdoYJ}@*u);`OCB$KlctH)0%Z`%a4I{
zvyW)+&R)w)UH{7Y!F#h|(n-HNz6g6bwYc~1RZm+Fr}0{vu|WPVB+ME+Qig`tt1n?3
z5W_AVLl}}YfgAcAAQ&6X_}v$pps6JI{;)d&%N1x`@1^^jtot72D;RJZ1sgJjb>*T2
zj-pGy5@dM>3qj115Q6(&p_6w)awYmqB}=j@y(ofDKepe=N1NMCzpszyad1jeHG2}C
zjeK*l@DE_%mn{QIZ4ZIGqYb-XuA6mJPJa_)>pFC212?kl+dHXMWdPacBUB~_{K-q8
zPYkk;K9qP;P&@u8px6+t<OxwutPn%TG36@a8jNj*Gv8$5v&J$^Kz4UWKl1Y6`|n5`
z&DS};_*w~epAcH>ML281A7}o1k;+8Cjx9H7{zPETh~R3{`j(+94qG7SF?TWh?4!(v
z4?%08^BXVEfTv3}))B(1w7zG$L>UgDl7Xro={{u|3PX|Sfts3u$V)6Wv<!XbeB$p9
zQf_GlmZTGC;(f%IU<6MsH$ZfH_*2L$7!LZb0sZN#CH4U@7zGeNAv~0}G@bQy8nFdK
z=B3quu;3+Epr|oKJuoE63)o?I-)4ZPct@r$_lDkf4ZmlZTVcd_N%&XTo~z};DIS;B
zNxwN!n;2(&0tfjH*{H)b<Ixq~Up2-lL*GJ=f-~^mPpiB|S@@uX_*3eZ`#G8yr-DuU
zDd8?^y(r!7GJ0k0i+8i}lfkB8<d}wp4tme(2Y3#=x8v;J3At~C<Na<2JN@^R*cl*B
zp71n@^SkZX?9a<WVw{a942biB=R<Gx8;yt01|Q~L^kO5jah7UwK8kbhY-rZ>sh$!%
zy6o<{Uwi?f<Wr*r|Fu0+Lp}j*1t`fXLOB2oD>=gNjy1%oA<;zG1Fj2mnzO^DrJ3bt
zl(V?MAjL04jtc5obQqO{C8lD=L><=co-&Q1`{GYWTysy=`u>@$GXBFc{e1S3_}%_g
zYmD@xb&M~Z;qg`jmhlTB8@lv)O+3hRsgMQo$P>P^0^|(`N27+gaDs*@u7L5tb2*~k
zrnvKz9V}9`dWKZt2>h&J6i!y3pSr9}e)YdddPq=Vxeb62?upxii1<M`o&k@E-P20l
z#=$A)KZjxA@@Wz;iwb_Y9|}9qJb4g!iah^;V&pmU7~YC3FA{cNl(5J;tgP-hDYg~s
zE#yv4aKX@~HDcjR5F7<0ApR4PjR-#+5mVpaFY@|6Y`~XSfN+SQ>7KjuF`v6oGhu0M
zQzx5;5VF=g{rH9#MQ}chvg<U58{`W~RzyC+RR!M#&lofB5g~;fR9a$21MO`k9a|NP
zJl5}RV~pv{&%js3(OrNdtew|VLAFEq@L8_dl!@L+9Y|xscd^yG?Bmy5fpd)AT^2>R
zs})6kp;c2XL0``4k`#Fb3;UFz=*&jfH7=}H`km_k_NhMv*ehLLU9uzUW_xld2cXg#
z77Bp@BE$$#OS%H%4VwTwYk{Ok2W2m_@`;h-Hox=H0?yldzqqN&9cx+$=u@u4k6#@f
zJ1Uin4Yhhyyify*qp<%S0<Fl6$YxMPStGz9$)Ymf8{Tyjly|ZbPG3CqcHWZ}zH@&n
z<lJy#W-!7#lW=+<+`mW6YV4G&wKVtJ>kUtc?komp#ea8!E-q?Z#H$r^t3Y`a&D`WJ
zS$-0*8ZOl=&2V1kk00Zo?7}MbTwk6&j=x{;tfG3u*!mI|Cz=?h%hmF5g!=Bqs>!bZ
zdco6!Dk>Tae~|n&`UL%dC!`EeM?7K}JP?Lp**XK$L+ASGc$-1T<Spc%zFZhnO9r((
zyHq2M+B%~o3*OSYrEFzRerR0LTcWGix{(wpHJ#g(>%sQLrBMV@U4pbKboVXh3IBaH
zY)^p&{}33u5*pC3%)^%ZzsjyW9LhIpn=vvW#=b|$l3mDdlzlCG_FeW7Ey&n4cCx1;
z31t@<vKw27BqCYHR;cV`{hmp`>-zrq{`tE4%T?azeV^w%=bZbTbKmXYR(~)`B+l&Q
ziHN^HTuYfn+!jM=Sv{FAI3;c7#Fab#ncK@O$Mo&+K=a;snrrDJS{P2nU-`F!sJRTK
z>VNlYCv~z+vCIyAgR9)E_qT>WvXqHzvUpb{t_&&gL*hy%3AOWaM97CLes{?8SFSw%
zscdK3J&<+(IKZ35*-XP>jk9FxyY33!=A?(@e6`Oct5e$6%9!YE+PJgQ`7(ZjadBPe
zh4Ou*O>+ye5J-T}j8zyFC5EK!RE96d7DSugOQ$#Zx)o+}n=0slJx)JR`ktT36Oz`K
zT<TVLuD$b5&QbrvWj0crQ6E72)8UGgG(NH)KCCI5DE2v<U)V?ZulX)$A@O+%Zmzw}
z;CJT!-pA#OgjU{YYA{_o(W`u2A^QF(x`5ZPrnvkKQ#`X*%DZ3uTLV?s5p=!R^az)Y
zDrXa1ldWLvPY>qB^9KBUZ>rZ=X~-8IvtQWiIC~76+>?;i@?oc!Er%a(p0migOg`UI
z@i%A$(W(lFR=M?!0@--NB5?545Vz=U-&!(@^M}Lw2NEs3?NxCH6Ln)&&QjK&wd9LR
zF0mGNyM4NG>e0?>vZb-y)HIU`Orwc4b^D-P_BmW_bbV8_^k({}RaQPG8@WK-UE^5u
zk~7<r^D&C08G;&Re}iPM<a%(-Bz7m$2UCoMeZSs~E4OjnIX*D`magbs=hO1jH<d^D
zU|;YnwW57eJ(oHMcBU(3`hnLs>j9|L={fD^1p)r}((e&=MYXsc^ej1}T5h((#}=iO
zccOgI#Cm}=Mh-bUTFTX0HNM1y-4*PYh%_@Zg*(&wmZw1oe>6x)#8Fp|QsRVVd~^CF
z_U@OAQ=37v7ok*TMx>T2hO|pQ6SqoS`)eMj3oe+Lv57mVYL^Hu{xS{$`3%9$<%E(|
zIzfntSmv};Rg7^e0kj62M{10X-aGhdzc|LGx)1U7)VH3>S%A*yPgXb8JOI^C%bX#T
zD3hFIMFW>w{KQ+YppDP;e!GSL0!(^Ma1x-iMFZvE8p+<er>l)M`|M1tFjzN!(M#K^
zRc`D_ZgY7mpIz(bmC}~Ew`)a0EZ^d+V{5%$SrTjh?yi^okL6f&-#+)>gPTkVzVh&_
zknxB(b~*a3Ym(ZuU%uUx2ZQxi;rIuDAYA{tI_W2jf6Y9xXDKwi1oivG!yu#mT5!V-
zedgbHUL_<_)=O`Ur+LA6gv(`{x8I4W7Rt?<9%q-_y|pB3zqXlcQ4k#DN6V4so?~Ht
zdLTE!*>F0R6*{<LUOAK>vgbFopMqw5Tz`|6JNRJ1f=b_orm(SWIp*}vEd(~)Q*$}v
z{hZhE7roe#Px;=l3q6{AWFKy4gu4vfUQ*LsK-UPLZhSmpK{tv7Ye`vsjrcWu>c_dd
z4d%P(vHK+d969(0h((V)HNQCQ!_$j56po`onRty5jOFw%XD--%CGvkB4LCIvY~B>U
z?z~o8;)nV^bm41DNJ}nbn1lL=$n{gN2fqUDujFSZpqJ?@pb;mebazMex~)EuaD&3Z
z7?1~d0aL1H1?Ypl{w@>(Y%+39Zm&zPqY==J<;eKvHvtwK)B4-a$^pZG?bdS=>nlAn
zkj+Vc6)s8<>`eGydyJ4yw#ZdOOv9@zU+(@VvY!}4tZrc$n*CD+*FykXqBQWhzun>B
z^0hww986FeQgN~NwJo5X<}DYc7`;str{Xy$B@*4_-KF+#6W3^xW#HrWNvd3?pngz-
z*XHJ?b6~9~sjsJ#%r+FFSNxkZuYqlVkIPcwRC1MqR{@^2Q$+%YI#2{|eYgMi?p__}
z6_1RMZ7x6EG$9BHPuDQK%@3!dub*fQ66mShm3D2=gVBMqP#GrRD7HbQ^V+Q9Jd|cX
z_B6y&15e<O)y-&`uJ?2G_|{OH01_gllS4m`k>ZrkWtL;_=&KJ)R#r}3TpAJ>0}MHS
zD9!*?RRJkinc++A<CKAEv*~~Lo-BCzUf=icU!ug5pCfW>lhbWYZM9F2pc|A-Q<o*3
zf$p#OL4=_Y;O)8tM(h6jK>;|UJPF$5v43+b3{r-$VRH&AmjC@=7+B9E^_L{4)~?FQ
z2D_S4)>?2?{_bk!LSN=r0301PLg%*#EMcRd`db20-{HM>-=_b51&<2nN+)EK#B-`~
z9FQokaKK4ic%8h%fS&a@A;|#c2OG}hiK5dxkrQgqm%NRi0R;o}B|Mm*AGUbw=>{UF
z%nBG5K+ZXrT@#x&Kgf>){p^)5RWDu>M<0#l{r>AgxMt2eHOaK5SAt@K{9OFyRX`j~
zpro<{@{?tNKw}i^>j;_{4^}x&_8!);)d2d1%&5Qn7z&Skh8!j3X$B-IAhc0h8G0T8
z#@c(`$I5^5F<fO@WASK@r56OJL5cjRlauIlBe{seO6%A>zcqXwl+%2mlE5Oh@j>nl
zVzk0`+CZtsxsQP(D0%n!GlHKWBtICix`i3g=e-8OVCnIeVnF?Y25{&|9y|U^2@zq}
zX?g<tAWxOX&%(p@x+1TE5?xJ2^Zt8FM!YhW4Tmy%Qncf?lQNr}e^1=mdM@bImj{D?
z@&x1y{3r35ixy4*n5?E9sx`lRx9zb5Q?g9`2})={F{L>nsP&cmO;Jiii1*+##T~%?
zy;u4W%o}|HpXX<581Y+=v2tTiCI7ETComP#udjTxH59yS96amOay0s`-A>b@++rM_
z{9ZToc7EHn@wZIPwatecI@4M=MAgeYVOWm#lxe@}aE^O2wSoF3ef#gU*IpD|i}f*w
zeP6v<h-LKz^6;KBtzk-`DR)4VyBAPpujDxTuCbmovcdyz+?nur8@TQM4s^pkGPj81
z;X(=x{6_D}AGA@S?ZC*ZW({UaC%p9<m7<ek;8rDs_zX`~4TF}d9q4>l`W^%dC^1T-
zL0X6z^xom-;MZL+gHu4NH?rym1bJvIMZa=^SBJ|T?#(560r}J@IE1l;XdMplrYI$<
zDWn35CY(0Rp`&)F!nVbZ`bd-nA|z^DO4nkDjI*p!i8#|Nq5*i0f)f(4N!t=yP{Nou
zNAM2|T^jT7&SLrwMMDbOR;`UPyP@$S0}c-U+<EsR|Ekh^=8s+?U7*}$oX14@(+@Ti
zs7v=iq2v#jri5?q@QN-g;l6=T_i#eN>IiM)9l~pEq#R$m5?B*rW3Wtje^33iCI%Aj
zn=YN;rsNHtK&co5GSnXnwRS2{Ol|8oqcz$lkoBRp4E<8K4S3&us}%0O)3aS{dKZfG
z{Ejxii!Rm5ZU0>_35nsW>wYv=en>v1Z6oBDnfK{rKGh)pb}!i8w-u2XF+%A?FGqSH
zH#zrst4RG04v(jFI6ISA48lC1kRrR|rD*Vo=&*7G$Y)6PO4XPvK>CvvvSi}pSwXVQ
zxrl+f(Ww~;vO>;SVqIp7O{Jmc)jvW$D4!hGP?u0=Dy8I@nZEs<w&RhqT;=^uE@=C+
z8M$twDhs#BLuzjIy_n46Ct0QL-0j&MI54@9y)&)MPK7{Y?*pm#w8V#*)ZME7n_!A*
zSzb!r+ufO)=o*f`B?LS<4=Q|B>V|N3wU_t<kCazL8mgCqjpS-d8A*{Y1uVMb{UO7x
zS=G!h`+DM7Bl_R`K*=sMojSkaFaTq<^@exthgKh~bx<X^$70T@dpKR4N#ty~Vm&g|
ziykwsNE**@xS@dA4Q0O?|B;3J-0)ftoz|#(>hfIQ*3UBQcca~dC`E^}bI(l`Af;%l
zBnrA7IfoIQNl3Yf#3RfN?a@y2!)Mi-My00lx6f`wbMX593YjF$k@i{^4v!U(P=<d4
zF1F%fM^h4MX^*5F80>#AX>u5x)EvF?h(&H>cvi|Pn;5Qh$M@!)SIraEO6lVCtun84
zXSOn14m+oUcdh3l9lcsz(V)@hzA|+NW{>u1Y_RLTG&W33YA44Bv}^HB8e>x=Jx2RA
zJKh1$8+<97tT^qLuHUD;)EqJU@LUr*zj*=}Q^X_sEu+0wlAV=Vn}FGa7WI7(nzmT;
zi_zafd8iKbD71FdMaAjfo@TfZCAhdfW?Kh3m-oX_lN{7$@FUQzKT_Vj@2>2s_k~z-
z_Ue<bX#z%vtrARDKtE>sc&D!ACP7M%;*!12d&MdgsC{m$Y?;?nTLHO`GBC|DQY4%?
zhBU_KMNY%`9zyAr|MVIh7T?=jo1J1;$sq1jM(@1I9TyGxqr*{$*x|Uwm9{cgvAcdg
zzRMdsd*&pfmF$iC=S#L*5hp;yW-vHKAf`kWM%&U|9L_44pT0y^tkW-WY>n;%bSpdb
z27tZZlK{YSWVa=ga?3|%S~x(>^|SHMpjH?NPVuA)huAs-ry|Is9hk;d4pjd(?kFjY
znt=f4FnFZ2lWhW>sl5Yd(6+w{q*$w{vWnzHw`CBN_of1h>bQ86<X;7w0muEUSkb#Z
zKJ*9fdax5x4C)OknMeC$EpOH082)g;-BR62&H`e)fnQ(>#z(v3N%T#MsDA!)Mtk6M
zI?>&*-}j`ew&;a@Z{=Uz2Dg_bxV@T4p3m3Tz*@%h8U(njKEBWh8e_;mA9vMGC7HhD
zyN5H_JhY@Pn>;Zuy4(DQeYc;|((WW6q8*AOo-Cx`{lSPWtdw)~(i&kB^O~sXwas06
z;+JTB=d+2r3QsA_yf|btXL=9v8StQcf!HiYI%Q**hf*6EdzPj}Bs`R+WTd*#XbzW}
z8JmBN-B3dXpC_gZqg#A)pM!@BvP;2R0|u7@O@w@}XW8c8tF*YF$=qoTXj-Of`tH0o
zRR{wPZI4xQYzint#^+R)nsi={J4u@s;x_*k3^#&>Ao>SF&>eJ{j&y80XSjukK%BYD
zU&+H+fXH7zHyc~bH8nG8=~GKC+9>8zsagsN+r+W}<{5j(?nL34M9j45Ya7>K>Vi}f
zwFH=)sQOztEE19sdJ#$^PH%7M$XweFV@mHNC(ghZ>dw-AdqRF$@E1E&p*}{)3Ohtj
zypdl|`B|H{^7exEiDhSJ6w<uXE{x+<%3{A><}@n9^=>A`tH_J+iTS{e{q9hB71C8B
zP=cNHq~5@gly@~D$g+C(ii`w&;h83bwddn2`Q#-O4iRCH_7Vjv+iJEn6v>Mn?2Pz2
zPD9Lb!`?}E=<Is~VOi*8=xhUE91lrtv;6>9EpvkQuT+6~qv_t+T@&ws-v025b`N!;
za|9Qy$)1bXk%e=766UpgumI!BFdH&Md1i0qwjo4_@#M#cOUegG*~1?w-26F5UMdH%
zml+C>Nirw?wV*B%>X4%g43%<r!aSU5&d@l$jUa(<k7!6QuC-@&MbOfQNL-J4!V}JL
zQyr}65W%k-r4wye2sn)ELJjr31!pZ|S3E~cZz^pB%=e@yd5ItM(kNZ(4RKU=oeX6T
zUWY@S)>G#S1GYYDG%XN?_^kE_|50>0dE{?HC=z54q|S$2gT-Ri)*MatrgocM$E^Gk
z22Fd=EUyltF{Y*A@K1Xx{6TH*p(bHLp+cmu=Fo<g`23|CX#wyygpi-1JX!DiLpWwi
zjcM)43=1wyt{yK+R4zXJdo3sROdx36;%$tfYe`3i#0orl{{%qUJ2!UBtbC(dm{S`t
zwwWG}bfe=$8Z_~F7@eps1?UQfzWq+C@eY<6VbgEjanRVjTHV*UChBlGP#ywNHN9~}
z@q2Sd>H2vQ5=w)N2pFHhj<7Ks)$RAP;#CP_jRxI?l3nH!F}W`SnV<U-UpSa6%<<kp
z`=vkE?-#tEsef*a;nf?-<!dvsvlB1c(mhg68oO&Tw}h9~=gi1vIn-@XZS?nnetb|0
z5qG(AwL7BB+y!%?J?T7-F$!UlV*3Yh3G8yE?}g`ek&Cm%2d-zQs$6@`t<r-Ul``jf
z59Jtohzh3Z&o16v3Y^~^xQ#=llbXduK#Pjk$opj#*0xcpiC&Y*F_Q}g4wQz1kBJzi
zWf%7XeFYFd`Uj$NFp(x7C--3F<clbWbC@&TEjoM*l93GDSN8B4d`f5D$c(+TPzvKj
zP&3*;=<W<McR~ex{McrN=ghTUi*I1Da$S3&4l9q$dx4)Q@IKr55(rk#kaNY@Bg^+r
zQ26~wOEJVbY&CC-Pq`lY6D+dp9X4({a9k-}hChszFP!w11CE{(F5`BnG2rXCNSYto
zkgsz4#YM~_;9lQs%OSSX=5N;04u74lOJv`P31=m~v8~|1`jokk(DriNby%c))SDA@
zk<vjRyJf1_DYj>+j#cn`K+;NDj>wBQ8`wV#3Jv}D>HQ61yj;tU@?tidIg3*mTQ<f-
zoXYK`^e<A{xsG>0HxrWc1@A4V;nuV)s>qN4t6UmV$Pw4EUlnaapJoClZzMDW7768}
zxTv=!(pOB++nNBi-~Kv%JX(~PVykZ=wODXnCy~fS)w_#svVDnl8bM6AlD`OPw$Yno
zGvMEqDksKEqgWB|K7y#SF-K^W3Ej8XR}bOSZqaM}jA~+qUn;-yE6m?63^^kuWec6{
z3^oL|M<G&GxM9g#81YyZ)FsvhxvjKpqXlnruICHYE2g0ZVj^g=QvBZQMOxij{z40s
z;G@M_Bl|E3;q+}WLiT>o53+K^YCC7U2eQ+|Sp*DJu1Q_aC-(+3hx@rYp(#QD0Y1N8
zE}Q{3+~6OIGC2d7$?2K{vsMd1%Qd<@Y5L@N*XGuRGaw22HBBzT#FS0KZZlgJdBFb5
zZ+?=y`uzPF$UD&AbEL@-2W1dOFHK$!;E8RZVpW{{fF-+y^RT1O8_Zig1Na(TeNV0-
z5EMGA<ShY<uaE_gq#FQh-gNi%jdzXZdf+w6M`sFkO)hP0fM>QG=u@OJ^Bp&=lyCB-
zeT=rShZe;6azD?aL;Jmc;QPE=n(PlM^+r^$`K3RD^~^)#e#BZM*f12gx>aveI_CPX
zAoC-*DlQnQu>-U&g3Qi&GpjoT2D}Zl|4~Mq3r37d+##}#1x9~_J+5RyNcJrijC0}M
zm(U9C-x55gJ)?p(a>JTd<<p>ga60DJmAaQ_=8rX!#m6nv(p;}c^|9=>{rdK<X(1Uz
zs>?TR^nhm{=EshTY{!gGVBC4RGQ&0amHO-ERcW7e+;)#Ti%4p_#m%1(UyP^z%8$Vf
z+yqIICW#so>gj8GgV1TAF`gFZ@Fn;LUaCDUzzFerVRlgXnE%tRQRyWNzmN!>VtY8*
zH3#xaG8&4$Yf!;mHZEBB0sE_5phKl@1<5DVfu5^Ej3l>OgjUY@S)Ij__Zm7>TG$BV
zAGDKfZoc;zoJjhY*kX_tG((eQZUGkl*Z-xh*L^`we<`tPN9Zp=#tC%;&?~2~K^)~N
zYJh}YN(8`AXVuuV|FV8z0234}xP4SP1tl=Ze~9zMn}3ffxCnru8U<lF{=bL}gt}M;
zz!LP`HbJLABO<JZ2S8RCMQWrM|2>sn10WmtFCK&cmX(}A0O~eszUTder}FUdTlkl;
zjunb=$S!I-^$x)FGdWn^OIOn`*<El`*Jh;3QA1gPigpd8MP;q`9HZ+&STzo)5sp@a
z`^9>BBy}%cb{pnVJ|~y@K`h32C~HbOt9%DA{Ydk^wr}St)O2<K3J8u#;+9)Leja<)
z_&CZ#V5(4>4-{Tr!m=(VCZYiu+1rp4v~s%S<qh#Sll$8%P3CrF)1WzHp8893@VkNR
z%iV?gPnU~iH8jOKCAlI3egeAxpGCXQau%cV=tC^K(t|I&2G2Yz8aHCA&;TPiEWH!7
zvswkRt?}pA9s;UbmoD9Vk6C1>YM)_{@8LbSlO@t7z%Y?Ar0}vj#Zb!FYm+{Mfj<8Q
z|E*6&26cq~76aQ4BRvoFEy3vf@A)c;cn;+$gSdX<xA2HeTlDz7EqHjIIEh%UBGBPL
zUs?tr%Yj?y_!N+F`WeM&vz9?#3J390x(vMaM+>|l8EiF~y}J=t@=sVL8BodWOj;A)
zoO8)@^cl(vOJI{79#m=Zom2O*Zfy!xvj;3yJ0Oc4f0=3Hes4Os?t<7YEXkMi<;1wF
zLnuDoCo&%`dA}d}H2-lCrP*r)`cP9%q4W-b81HV!xhwapXi7^?z<$5F01g97;zTSw
zG8`$%vdyl<ez`on)?<w2sjM$4oTUE<M+^qW_-s_yn9D;!XCWc-C6C|8k#xh)QC2G8
z8qN?Z93-89&(9gmg>O7n=Hk9ZaQh5#fVGUNuUd%;z<yyP0Bh4^*YVPVRX=N;Y6|)Z
zmR$|z^!6x2K<h*E3njoCwF>Z$DZS8(kP>JD7B&ephgXW=r16yQqoqIQ&N#^5i)<y>
z{?Oj%3bb>`UI&MR*``Q5XqsYHNmxzw!j;?F**Aeio}U(&fQ0=gZ7zg9)PILSVexzI
zAqBGoj(F$?HzfcqR~<>121vc3Fd}c5O?Tq)^M~|Ym8xsXx6G-(uf~Yq`cnDa-X7xx
zj>h)QbAXy~M<q5ahwCmg0hyE`z<hk&1|D(9VmO;(;0P%R;A9*W!OlQez>7`o+5!sN
z^#D&0=|3~@b1E<xRq^b|4~+`#k3{OO$wHE_wC1}2_mSL5*CgW9Tpp_sEm09NR%8sL
zqrOgEKo>URqROcY!-yi`Fsl9opT_m*3s48v!Vp8s7%lT^rx*~5i~2mJQa&7Vy~0W1
zAWVuq3#Lzhe<Q>4A<lZf00rXF#sEJbElwkdeJB!>V21ft_be_Hp7s>PbIz_sQfi$3
zu<zJ|tsjmA{yGC|r!50gy)KAaA{<#jOvS?fw+G5AyxwnVe-A1IfkTJSyAC{Fa6E%j
zhCMxGc70+$ee~;|7m#9-{^%@xeasHvNu$L#xP6?z)Ouw8{8H7yXwd)=Bqv$8-OAsC
z9n1L=Q7C;8I<6n8|AbnB8IEI0F4X)9Q9t&d!SM|Ba&s1E_4t*NIte1;)<BYb0M#}&
zn{V12RGub3cj@Azflzq}BQ)v}g1K}MU8&u;zg&X07NQjT1b|yxp9={3@eelB2C(<3
z;0+hFEDvbHDELAb^2{o1l)O^(4`$jT(6DKsIX-=3lf&aGC&gYv)(JH^jOo#S&ypvp
z8N{3TwFsUU9?Sc2eQADv&zu-a0~$iHV*Gu&CaRHuM3Q}@^c-`d$wN`7n+7MIE(D#0
znqYrMsR^oGpUxtDLe;|V6U*H#rGi7rxM$t(gXsGwK#*zxq(X<%a@yY=U5`WZ(k3r(
zrVc(!w1!E95=EtCh}!;|qd{>1Pi=E`H3&<msRu~@s5Pm;`TF5|-k**uxfWJQH$!9B
z90~BV1rsS%itC2ie;82LDxZK#0x}ShY<WTPLqy_LSak+bXA<1bX~Nl^W$iH*>SDoj
zIV_tg=HiSZ!TPp1ft8<MQqlO^B?!#k?HbZh(Mvyy@^8BxxaNl=!0i+Ggp~b19Jb&b
z!H>w&%OU>xk^i->zuiY%$<hQjv1t4q`Ck=7kx=;S4jB4dks~0j69DDb%rSaSd|Gt<
izZZh%{C_Xxg!FsQgAS+{2{94)qot;=T7K0o{C@yKCe)Y!

literal 0
HcmV?d00001

diff --git a/lab-p13/images/scatter.png b/lab-p13/images/scatter.png
new file mode 100644
index 0000000000000000000000000000000000000000..c9afb513d264076c18d8f3a72b48969b17ac1f47
GIT binary patch
literal 34539
zcmagFWmr`2_dN^<ID`U{(j|zJQUcQ5CDNftmoRjfq@;9<gh)wusdTsG&_fR}^Z@fe
zqo42Zx}I0h3tlkSi97ba*V=2Z6RDvl{{WW~7Yz;Vfue$p78)8l0{AllVFSMe8`Q_4
zq2adLNK0!dN=wsgxHwtb*ju2XDMTix-hZvFPuUCe*@+>O5dI=4>7D$@d%JB8q)7iI
zG@ejmKjLMuxuh&6spNeb5^6kpb6FC+5Hs}Gt`gX!7S!w!Q3GOTIJ_-Z9;0{QL$40_
zW{YVPbP3#k9}R1m1f=!$G1|ms`cG~;4+9l@>IZ_D^l0}m#_m5<Nl}m>z`;R_*vbi*
z?WO%qH7+{2qldgh1|+j*GQC4b`$(VFNmeyMC>BztnIe&fgSJcfZnl4fL<LOs^F*pZ
zA{0?1WRoIaEc7;P+^mO{ap>M#FSMigEZS+9Xz5{pZ1l^RnIFzQcncQG?3LFG{DBue
z_@2r4(dtJVo1MwUxF2tSnyxY5a##j4vwTixUY#?s487Qh#4H&~Mnau$oC*u0pf1}?
z(L<!yVX7COvh+=rnma<Ta3s6HL*}EGqujdtR6@P%3G$27HR(BbiESm4=-{kAxTV6{
z`xlH`X-p@$x#n-Z)0lPh$3nz<RaSjXoRtcGk8E-?AA_5S#=%+L(YP7rno5nx*0}KB
zoFw6jyU-)QMJU``*;}3Xw$PMTx?1ov)#~$|Y#~$eaP{0cwy1=uo-I%BVT6p*4OaSL
zqEYY^VWc?gwER1Ai;v3ZmW*5*H_L?mk6CzcrM4(MF}Mf=Z>;Gb>0#KJq1(R@5=x(p
z@hrf5gX^WZs6t88^p=`3Wb}ohLJeQT2Q;(m_L267FofkHLqSAtLtzJ2X9aQ49=!h2
z7>%!8azbrr;WXj;y(oGky;<Z({hIppmQZvV`k2?>@c9BCa$^=LIMjFIG%`$I2bmF~
zzw2`8#4w7-4yC6m!={oze~KZ}NvnbVtn=*$k}R}h3F4Oo6@hyz0^1k_o#xzVVO@6I
z*kZwopx_ULSou-|@hk=R(<M^kMK>_KB+)e}NbtI)6$$AcNtb?!(I9$_pDdZI!Ews#
z`mh;eDYW@Z_!vDOMq5aG=hHO&!C$*S#9Bf1;X6OXsnNMYKCj@vBp(TH=qmg`>Pzhy
zTG`pKdjAORhLTnuodl;aVnQlCe_xaKo7rpXXGBkA%4JFOl{9p|dB4W{PUA+vA4n<d
zCuctXn(u)_l)DrnpJ|-k72BJ``*}0IAIVaLqclXCAisAE!b9?jvIlcL;;q>`ZpAcv
z74#xZ?HHlxrZBI-$34Ek-&IBF-7BM+A*YH~?Wy?b*iG9hV8&(MQYHPznfhVzC*Cfh
z^<ZZeBbExZ1_BRi4;&A2!B2=#)>Z!F6i+8#>YTXIU#Tl`t6XcaHPaPVoEMm)!AuNk
zoh)U{_N>$lwS<R+VK|><^z+fj(<vlXSRCn79_>ZWM%@0sV1A^Sxgml3<XB-(v9REC
z0abzIgjF^5T-v^*i4xi8h6KC5)P90~7#m5HSa-}L`Thd?uTxqTS~*%`ikgK(1r%EL
zC2m@qS}|H4h06-W1!o026N81|LgfN=Wk>>TGDF|?pl2Vq#mqp`VAkiI<j1Ln0|tHA
zgGK$0$)YSi+UJGTYHFq<%CQ`&TpoId-xmo<Wv9P*Yv@nKOfgN_O}+IhYYloOEvDbD
za2M)Ze3KTO6<jBkBo!;w^b_kNx@=N@JEJs@j&sWzTQ_Yt7v2>482JY>dwq?LmBV11
zCpu3ApTuf?(F&QkSI9NMXTh~evY9=gI-ve~>{-vVFVE(l-Pfro`Sg9DRJf%2HJ*-o
ziI`T%^rz{cQ*TOW-t1{m>CS3gXp(<}X?J`V`~KzIYEeR2mEn4RPXvq3r0nP7CPR4Q
z*7FRE7&Ya><cWD}a|2t0c7u22O66+hiVpV<6b@b;U>~pw%h32_%VaMJmkXOWXEX;j
zm%8n_((MqP?w>V!`<%_6v7A0Q{dy+2C%DtWr}4s!VuNz(@hO!SzVQQI{8D@v)!Uf;
z7_CnaDcm0a>JjKMT6b9&VfhhRjx)LusCXeYBo+Sg=A#atk7|FB>m>W6@T4TKYz<n?
zs~VOX!Dv_VZjSk;Z+_z*U@G`)IMY@f#|HZi`w6=N`?5ZzVKw_82h32jthIbbpWm>p
zPM~T_kFNHx=F2?hynVe*-Ib-C)$`i&2AZnLy6A=lr&&8LC%ShX(|2L_db*b0X8-aE
zAC0Y#O^+?6M!LRmQ*svGI(4b)dN;Dh6dj&bmz_S6JaUhdFV!<un)6<TL50ffvso)g
zVMqH0+Xix1Chr%wFK=U7np(zg%MhXAUwbLz26LXO(~U}vs&NTbDpbCxEMA^pR$O*l
zHWw2REA{0>yz{;F^SC~LG4+^Tj>CLtbi^sfG*f&|e6eE)sUPSZ$es6u@Zl-mBIzHx
z0`lJkwz$|`pH_^!)TQvHUP$@lbccn7ri6<T)PM|WW@yzOm=gK3-<XH`{63H9O$bX^
z>zjGH^Q};`PLp^%XS{p-9#8bUncs`CI+2^*0==ti`D@?Tds00)=4#%1mJCk>7m5zz
zr);vfG#OcV?VjL0FVN-I&5G^)E#FHQjU2$Ye8baAOo4+S?$M(yYb%?z7d&@72lb|F
z4|yeQXX#~KzUUXS(VYOzCL8{w+4MRZ@O1j@_xX7ut5&eKtyYoNS8b|^Bb#Fz=%vdI
ziN9g9oVS{HL#K=eJw@M#p+BE_SWd~`MAMJI&;%E~dO_h9@t`~NcZfcx{-%Cz_19{3
zXy4WmSojTP<zn@TY=y_6dg)lHUa5huUHS44?+*|BR5uN*9e&QwxC!r_%s!~R&<}9E
z=PW%CW(psIN5RGHKP~@Btjy^U3$Xq?TGWhDg7H=oW?4K;DxMdxay!=4Z9CY`0l}O5
z*bp@otrXSnXyMRy_O&~%P+ZMHd2yy`$sN%}^M~e!MpVSugO($OV}yftp0u&lS<t~_
z^^m~l&3=>qJ7cY?)JEM_k37D-TCd#0b{a%`it`|CQcJ4fzV1SY1@brgc~Hy!rH3=R
z-*icIe1(3COzG}u&*>GK>bOw&yxcp2Gil1t2UH_V>J18;zg-(X=&)R|{xe>0&@w-7
zZrfWw+vT>_oUpDO=aGH%YTU@lz;rI}kA~}`ERtN`Gw{u*Xz`7DT~58Yaey3b=&oj}
z=3|V;`an+=i{qpO*dBZ#)B!H%P~)%);6W5_wa#3f;Ng<jn=+dWb-Z+AyO_AN=-M2A
zuBaPkpj#`}P6<BqH?%f{@+0j8D|}2l=GB}!Tz_5lTxG@zjxJSqOuH_eyPJor_Rg6)
z_=_&sEX;ZK9;$&;rFE4r)()dRjA15CP%qfEU(f9VK`^cBh0OWs8Rr4bw)sVyZ`$?I
z!PheR&vCOC=GS<+eXrQOzMt3b3Vwx9V%y*6#P@#a{t7SP+%tmz^x9(_W*QF9)y_$6
z9rM*hOq^_95y28Fbd^mWbda^?P;*>LpU2%g;X|^nCJ#nqtJ11g8-6xu!|L00{Y~Lr
z*V22QeV3DQHgv44xZ-R9!q;<mU_|OR7Z*!S$69-eKkxO-$r92B`FegTDUj{`$R~`a
z@4F%+(OOH<10Ug`)#0J7CC+(y%Z=>|cH##if7kF{e6mOXCQCbMuA4`NcE89f{tT^;
zo;tV;B#36HuQ((AM5(qqD@N8<O73%FNy$auegrSZiXm)j>iy)@RD*57A9*yRyO$!p
z>dIR$(ZVx0?u9V=G-<Awo)N4U5{`PvcW$DgNuVjpNWS(&-(R|)X0MaYc_TVv1XfGy
zlzzk<fsqK-a#0IbNX+}hgxzD+3Wj;mwZ-Ca=P^AM3W<2H;UXs?8BZ^i&fD|2_iDt+
zYt}h8zggWa`*2cc8s?p|YusiRUI%Hr@J4#wE(MG_su~c2FeK?gm_hX1)u2}n?<?8K
z$uNT@{{2dVDRu5e_`m-?y~JQZ5Os7lwbB#*yMzJp>fXPb2{GlUgW_)^AS*^D|9fJ*
zUrx~fu4Iap==1;W^nsHL^(xfuePW~ky#+IfNS^+^_?qC$RPz75`hBj|-$4Oac1AD}
zR?{6*WewtC{Cn9EK~SCuhTyWNIr#Q$R&dns5ZvMvU-!R}6cGkNZVx?%zn50bmsRyp
z!u?X>Zz%|uz4yw8ONw*m%j#wf%<U7V|L^*T=(teG?GohUe(}S#BCio}jyCi6Uj*X5
z&(uGg-~Vq8+fki95XACNS>u4Lm4VBBR*;?m!G8ndwg-johabcicKq*|ED^wbg99z#
z|671xVZaZ64)w07{+ps%FmTWR??X=hzn73<1l+9CWkPPY1cyJXi_NuOc5^xAT(km5
z^@w0ny>1c`Qbjm;{lAw=hjs$fFnU(G?7rYIoO^d#yfruK?_P6vy(j48yH1sv+Htcv
z>HUNOVe?U(^}pG?m0#&VB04gWH={^<&X)b^t;_W|C&%`ytt}gM9|O24^2~HNgh1@i
ze$A-ZFgBGvcR8iM@A<F0q(bDs>2sHZZZ^3BZ2ZqkP5G^|-QJj+kQUuQkaridE#lBD
za7Jlmdvn@Zam{B2#Ey(O^x?l{{30KSja;WgHeSJVkw$#i=UBJ55Tu{ERHo_ON$SBg
z-i=S6e~@$zG4|gr>3qr%IA(g9PtKoGd*jXodIe7(We@T`IK#UJu9IZSfn)u<PJy9Q
zoa<zny+oO-%@r<w*Ne2yIsRmov}s#f{s!YT2YCZk-{WVMa57jO?GO1IlxBa3xF3}F
zA<FCLzpE(P*&49;6?EL5F9-r7_hvxuw2s8zy5{GC{{=^9AN`M;lR?2~j(WYC1;-Zt
z4q#g{blXpoW!D3)Cv(LPW+`~@Y9Ya{{}<C!jD*Afw#UQc|Gh7a{zET~2Ol)s!-TDj
ziCca1m8GxHc{F=<Uu`~Nb?%!>@X5bTrEte2nZEi(cQ=;hbJ#SzQ=GfJ2p$!Ef~Eex
zy}D`Cd!{DiBbkA<!R<NEIsrmE<?g>B*3wJ($e*}u2b_MTOI{O-FyR;7bm1VK(-hNf
zyV<cH-!CS<%@X-{IKv(VAur>Q*8afQ1;j7A2nG_dkqeN!dOJ-T(zBbp>eM#-`3nB`
z;tpfb-~VlS8E6r8zN&g@7mU1j3O66cBP#=L_Yz%Z+gaw3;2e0CmTPgFzhnTx9GCTP
zaQlC=F~GcBP3{mqo6^pV=4x-WK0n#NI^fV5Cr&FKi*;xK&a7p&+f4d7t~UeXi{Hk?
z@xS}@#z6ERwh*uYB%+X3Y`9H82mVIy?Z>SLPM*?i)ss1E?#<9zg1On2B#ZxLBQJUl
zeuO~(tg$t`w5(dGX4b@qpUblgPf0QxDhl(O6s~hPFzjn*O!&V$oC&{;Utk<#F6sQV
zYM(9mQ<BlJk*KWJGS?1&A$6V|v4Q;GIWs1_>{s{Kx;aH1u}sz+&-}}68@TNX)6J3x
zq;2l~XVna-*hQ1^dCsy95c1vPR{xzf8!3rA<Cr`_S&qaC18=KT>ywksxR+}YTS50}
zpK4yHT-P_i?u#7-S^jz;XisM9d(0Cz?lpvU6#xWyem3~O0Iy}r`!jrd0WqD}qV?KH
zc*KuPOl>Xj8Z=y<V6U6fGFCmp4C$ryDQmh|_Mx(I&xi46h{A7`o|nIl$cghOH0<*y
zgehH<{7X#Q!DtRf-7UPMuWE#L3O?foO^$5-<eh{yK>RJ#yxCk2dc>XP=hcQGND$;a
zyQA(R_YlUGDzfB35B)nS03~Y8-Yb5sFEcoHH4-S#3iF@Rl;<Z9yEMb8)jm0giX*+?
zKz3-lTE1x4Ra$XBkBLMUa{1XPmPj8)EQNR6U5y6#!=rRt-x=6JJkA^7$ap_i#w+oE
zvB^S;&Wx<dy)A1(9JVMw@VbNT*p8@%RE8QOf*Nh0TVKc>AambK?sD&Ta--r*9=5p+
zax@r$kGk#)R(emDVl#GE)IiRVX~)kW>Hn8U3Yd<@qzOnNjgME;x`=jxFrKvsvfc2W
zDe_uT9Mbym^0ZjI&1)6URPW~00WSoma^rib&{{);ZF0M-D+pvr<>S5QWzwaBZU-lW
zT&Cw$!+G`bw|UFyr_cWa>jr2nzq0*$cPo@w&Dybfr%33@dsW&H3ajCaX;juS%4>Jj
zIgCFq%5*fC*tWi+3>JjlJW^)YR5@G9o1K*<H?B?Fw?TeiJ3bTH%4+}~4f%5V7f87a
zKniw<^M;P4MPK-Ex2Y*ti0RGsUL}`7H6x!6Q;|NrB$GA;`*8B{Q{6b8<-~<fXKDf>
z5jBU{i<8uj);S+o8(vrRK=E{RPbzCA{lgf)vZ6|rOR-;5Qs=*18zyE^5#CA25V&u1
zakG99#+`l|03>x%jyWgLJThu}tUiHDywM`FY@v7OCbkv_m;Ju@%__m55RihtZ1Gom
zsWO~DdpS0yYwCAqIcJf|QH6Q^?ppteqX=T&EB5WJ_<Qj(56;`a0Dun!&aTq_LB&KP
z(aQ%dwr3Yh9;S-nB8QFZTWN@fKkuR~<3!J`mjUc+@SuaYe7k;L*;;+I2o=+1`Cjz}
zSTg{hGhzgn8?!3gYCwqZUzn~mpLox{`tY6$d3?U$#8s3VPUqiPAnnOr@G4Ew8sH92
zCW!gj5erKOp$x-IVDGrbbC_ks((7hTTJ-J8>nIbA|Kmq0G#F7MV?!~sd{#9-vpv@$
zEsW&0#e5f2dNxrQfjPjShcI#Je=^Kgob`egmYw3i>;)x_@!cs*rEO@=E`4z*es{S(
zY$cAETNCg+>1Q46zT1`;w-p1npQJpSMZKkR`a~{!Wx>N|rSGm+{LUGCK4+C$a!=8p
zmQv98;f8L<^|V~wSB{3o>LK>mPkuhHXv}X~3C2^BWlm(YNu&#7>kFroBkX>v>~N5o
z0sEVku|A?fJX<KUk14+}nsj;fnC<bI|2X!^bf{+=&^wEPxXl_5H?*IXYlYRTahm%S
zc~W*9=VF@-ANlXu4_(xg6C43d!*Ya~Kh^^PCIKLY*lS|oP#fKI^4l|1etk<nQw3|S
z@4pOK>C1T?@!RHj;)V5g#@c;G;X<dz9cEFsM=pXLcW0HUnI%T6u_A|h%w2mGEfpX%
zOw8UBsxAhO|Bm#1^mTqlvD?$h=r<#fisK-rOLugdb>V7qET?J;F_(q0J}%&py$EZF
zY(F0p0+GON>%r{Mk|?vKUT1wA5T5_n8%_3$Ijh{Cylp+0Q|k}bT~_)`m^YAj5F~;v
z=n;sj9|e0HiBu=1mgyEs!o40Hh$X4J`_vyK^r3Rxv+<{DVpkhmWi=zuI>PtEkBL-s
z0bHhdjTwLRHBM}v8c3=!t>93RH`3L$w!aM<YBri>&o2Pn)pjqR-qEv%TBP&0gXgp`
z&I&nRzFrOC&U3!qg_q5h1n?m~lAAO_={t*ET@>C7(J%_3WuJ4qMn}}Pj}YA;AjtO1
zu*H{6nY1r?A6&Hw2%5Ar4+fGD{LcN4gnteX418(nO$l%9OCyVOHN9CQA5F)YLGs!E
zUL2O`I2m}J+HaHe^<Zj7q%xnZ@oMG1xL%To7o0?9ugQJkwv_B+0HPtlPDR&FpheT^
zUh!PZmnFyV;XwkG@sg^&Kh)e<1d|lMT?Z`k^{%8IH?7BtD53S~5lnr9Y#5oMpwsLb
zp+p`DPn7QT%$`@g2Pwv<UcSSIwgZRmYlHGKe{y!Kxu%Zen;0iwbHxNZVmDEL=!B5<
zj_<L{MK}J~3f3--`=7Uk_>Mkwp_P1xz+&hPT`%^W!+OLIZo|$Hoe6$|^ojw#aA<CT
ze*%7K&*AC{*U8FJm#e^@LMS_WC}!`mhMOIR@RY;(TQ&{MpTFY&u1uN@h~l};LBzyM
z1O5$xhxv<G(~;@lQ?v{AL-=MhjURc;*z-0aV+u)LX!pHHpLPC|D8&L+`j8FsU!Yo$
z-AD8#!0Lo(^I0V#js#Pv7O)7T&OKu5HC9{p2r(nfjjRp~E1}dW2iQ6LOZa!>Hf|@Z
zSBJXBZqp}$@dFBueeLDbx<`sx{6{~3{b}!a%WP&&e<APn=hcRaGVRaWze!U?N`ir!
zOq*z5Yv-xTmM4_OB6#*wDhZ>|@ry6ErSD74VsPEw74yBB&N!Tz$?}u`kq=L}0kW4~
z(u?&bGdpup;u{$%wQn=`prjGuc<skAPDyrquQxt~*zFpLkHa6HoZnMD4`kK%MtdlF
zI`)q91g)%TD+A1Z_Tx{*f~sw$leih!-O*2SUrWlDkKh<c924`5rhn<?*BG>k&&`%M
zyt5)7BU36HhuaZ{3--0+avzgo27`AAMGu+;Lfd}gK2MUc<=^m`PGoatuP1ql5hfw>
zdD>NbZMVtWnDLf>M(^vC)m!Jw0p0cqLTg(l6+)06?P<X41&Pn1ihKFdoX_A7d4Hh_
z7N;3~t8Aez8qngfc~PZh!Ffz|EL*Xo;9~+c#N`z&ig-{w!TeOSSg4hvuWDzG0R@{{
zB<m=l@n5jvS+k}iAf9^-kpk#$Dn}9Rv{w1O6iz<yVW);A_wGWUo8#V8@Q;_@%2-qK
z49zY*d#UOn*eUx<m~7zUY<GhMb^@V|`22BRCLNBYdtJHa`B*zt*)gYbO0WImG{&yX
z+#Pd~f0u>#F?xoZTU>p4AqlHFd+M_Zt9dIjm}|^@xK_88LGO;qacvuq_xB!~-px1h
z`5a`OXN?aJaU7#GXLgrDf|z|CJ%J3QTjl5%D8p%anfmMO#X%}6L*h!CV&{L%yGKow
z*Q;?OdPscVR=h3BiWKv06DyeG{7VpUK@{2vCYjsDsmPezh{Z%Q_9d^GeY92po;^ki
z2a}|-hSow}E;C+irWjV7W<Qr|m1tP`B}C3AWr{r_xr%+19B?&g${9owk&*r}QvUT5
zn<0T48QNFq)S+nONdsFM2MT%Ft%{W5kx9Az4^;oFqpOG{CKP-VWXaf~NKcB*7@R3T
zO#dnWx{9dHbSC>U??l*dVtSTcm^v6Z_CkBH1xOy^uY682xqMggJ~pa)GpXJSLQM4}
zIlZ990^8EEh)<5o(-~u8lrW~6c-v?{-vflS83qKdNy=X^;vwXASBm?p$EF_p!{&^o
zeC};H%~rg~N9Ef`=JqX`&3Xn+>Nwb69Vwkm5qSZ0FRP22ly~wHqR(5;=k21C{$K-J
z0MsDoi5aVJ6W1h_*4K53B5`t=2W~nJ>K9U;4%T0F_?7woN31&-I`IR>B=09zY2#L>
z6&v)GIr6^=%sEb*PIjv++L`vN&N9Koj@`%7@ZC{1eb#=h)}i?^>UZDJ>&zq^ozIu=
zFjGO4Z;OrtuS2(=YyD%2J@R?je|W}~b4!CfYu(1L6|$PzE1c+t(}qJwU#TI;nH@xs
zy~*=(wq2;<%WwGZ6Wh>MDD4x^aV`9%nsP+w^L0t@yG9fY15ad<Xepchd`bSieQQx~
z<!rGF?SL9M$geN-ZoDTE=<cs*-u=Gz@PmoaDV6;X$;kU@3gU~I2E%cAl4eKgZ2sr{
zz5@4S_gUd<E@l7njkLs^u0;o(=Sq;&Wz=MZ!@CC-$NP2T6HPJ}a>o!nPr2=heAUOx
zLW4Aq1f3t)bw0Mr(kyC~or(?F??zYfnY`b-Q#e=r23}g?Qt7j_N15A*<1KmQv=F+F
z43lmDTWW++qGy}~tU=f43&7~y#<z&hTL7uW5@2dvB?Eo4?x2Rm3gp5b<`#n+=5s8A
z2fn|JGt*^6GR-5mph`NmVWgc+d_Q}EBGGVQ?UAsad7V4mjVYptD<iQD^8p=VdlI0)
z^R4h~7`whf9nxa`<}o>-Dm5N$^!}aW2l_zJRbQOYR@ysvC*3OTyOdIGcjAePAdkMs
zZ%=v~W)<DsU%4r<+Z;Gl!@?pQFt_Gtd6*FM&)7t01p^_}>hpX7{;HEqX@uOTA1jf7
zfWi4D*qy(_$seA%Nik8efS3VW%+UnJ`*|2u3;aEruR*UL$zS@O>y)|^-CRs;V2aQ7
zTgLMug*#pmx80V1K53n^%p6X?#MabR^?4;>|I32jn{Krsvz^|)X0)UU`I}fh=`M0S
zQNNJx9a=?}=-lJz(Ds+K#O;aD13QMNglZtNHKJ1?hh;zwg2rgp1CUD(!pFymAoPL{
zGfB$Y`&#$bzAaacty_;uW)pCqHTEENpiR#>mHUx-&5}H&dT&o}=-_5;i>YL?bH?F2
z0qyFH8%w6XL*4X%7?oq=+w_vxru=R@-4C)nmc52m1(#kIu{7jhp{I+a?lHupv;%PL
zj<9fLH}b&FEvwcG5ZiJE<>naw&Ylo7Hc#h!)Fl<A6v||uQ5(oVUj;kauo(kUvN6iD
z_-;909jk2CF<g!GsQUvoDj%vCVz8-GA{0)PTMoTfr$*QYpK=p9sMSvI2rUd$U(&*C
z^TRsWnUxniNm!e#%;;z*L_3`no}F}@LA(r$v(wb>J}a_Trz-IRl!8&Jul7VJbVzf@
zBxGPD+h#E<PZW5>N44a$49|H{nkfOuBrL~D=iehH*3$c+)BD<f&@IZ6$<aq7AS$<O
z{RP*GQZ{GYjCA`jiNMqJc_%=`VSM`1-=VL?7U^c}(|^G=U6Ha<*Jj>OdR5mjdQn9L
znv083^~d>d8*1Mh{80LmyzLfC7^onA(KJdL>^GUY{F={N>_dqi5OuVF>CIIuXW#MA
zF{fuN{TH5wnupxIOpc*35hAnG<_lrS9QCF8P=emCZA|--d_kVb6E38d?;SfipU+@z
zBm=PC6ee@Rf7hD>s1*I?HP7pq`f_K6T}MY_2|3D(^_h(LVK`{y#;%$S_P<MCK741z
zBQZ8p-gZ7eoMPyx-`8xrn&N+9)8M$b3!6SY41ip1ZqDWUp7dMDY4w&BAsnU9o(Hw3
z+4*;q>as8FmNtft_)mc?g#-XWx2me2>u-V%l0>^=XmZSOHVy|7l^$5b56-s)JDSR%
zBIGObhUC`a5}RFkNj0zuWiI1qt2~vH%g<LE;`qm5vC5Y#vkkr*3GxGOFWdjzJH$fw
z&agAf=3d`v-m5SSzS9FuY!LwG_+~Y=?Jv^eVFn4`mOU2N=`HQD@B8C~ahf()3Tds;
zuDw+im@B}XW%Jb@-jC2b%JJHv%c1$9Tl_fSbX-1KZuo%&eHtX}ck<+PKnb|k3nP4@
zIrspR_L0G<@-8I9u0r2ZAo~+|)CnU078!s0bg|n=8ep+Zae?pnzW4IXmTKq@U-cOe
zEZiYrrV5|yU%jc}7@jW{z_b&cxE-<*({@=XMRNwkf>g7{+14$7u+1fA%rkpJGGA|p
zieJS7#OdQ}Hs@tH*&p3^-StQ4FwDhC;U0_oG^ij2VSN6CM%?<%XXnGjG9hP--%Odl
zY$;vbcJFS~iV)>3P}Lp3)4J#=0*$bWU-iG6At#i_t5p55@;<S~`)c|?;zJt#tmJ`R
zN`Nf=`&?FrzY)O<8tWwDq7wkWEH^@<WjqYuHWtv*%^?e#EGtFk(!b3<6$%O(Is)At
z_tJ4$*r#7Pl!|{}iNrArh83$$36G5mSze1VAkyzJH?D!TPb0&OXUpGYl3!C<XuB*X
zVsde^n}>tZW1%<68w<VFYM97bpk%{tQr^^ls~$w-?;j(_xuU+<iTk{a+j2+((RkIq
z0-O;p&mnLRkdrN6V)SYHUBY~!B8B<X<p3}>ZKl{={wN;!q}pj#q-(k?<fn(dF^G4h
z&6F!pd8Jw?ylE%9_uN9HC1=Uhs>bdv<vCZIx-bM)9@ewIEO<Z*#AH_s>y9RB-#(!^
z=r_-yM0;xg%hhgJY-nL7jq8|XH(i`HYvxfx^;1tNx$M=4{n4R<R5@m?qyFbLPbTPY
z_|E(;mKub1zkOArz0*rRJk|bAhxaj0a{6!r8x@HwOP^1l0_#g87x>0$tBK41I9fKk
zVhe0=M<h?J`F%yvBh&tYzU>l#k>goFwg1FBC$MVzjUj0O0+7w7(ptC90Ch9V#^DOG
zxjdV`*~92_dyxqW2y(Xxi3EgxZkVz+DXMkBC~=Q$JM5Im(P3z>4wtsv`$a#k4WQ$7
zqm)~dGTd5cX1~KGC|PdH(*T+B0UF6)PPJ}9Uf1J?RtJ@V5({bCCdnc~r$!jSb2|&-
z+wO-DM7Tn?@Lmv|Cj3_-f|<-d$t3j*kA#J$AF=w}kf;<}$Iy#(+uNE?q?*P}VSyOW
zpS`E|WVv(HUW{r*y?hXMvX;D-91WYFz$OmD`P_Ct2?i||zqLtFQ_N@9k)&bPCQ#zY
zkXR$OUkkD!*Q8K+I#K!;fv1={+0{bGZY)`Z&A$`yzT~}ropuy6r_j#(u+uAMiSaPO
z&9LvtxWKQ0&9MPM#urpMQGP?WWf<ALIo{0Rut@qb-Z`JA@lE%ocRw2ROmH0nDMBm$
z3kL_IFLPzj38h_`=64Yu;_0cxS0uzuvU4aD)|3h?@!3q)<^24U+I#y8*k$2r_+r7S
zBe7vQI!py#f$4}i?$N;|pG7N`EN{K9J)`G!8v5|_u&c<3p7!D!yw0afnVRh>IsG}K
z(E0_(=e%Ub{#Tn%#FH?a0aYovA6LfAJ3=vDMUIyKEK{|`6UbyK;XXihVK-wMaH}{-
zK(k5p*$!aMX0AkpSRI3$Eko&W<B?V+&z>oh2-^Od?@`|yDt`*BWA$FC8vE*_6=%5&
z7<DR@BY@IK%YU}gk@=9?-%j0GWLENIw37)~f=v0V+DWzN^G)f|nC6}@6I$>0-}|{Q
zJuh=vAiw4JCJ+!eD^;qG09~}?GEBzL`@_WF1j9>&9_qNy*IiaCh>Ui#)$P*$aQ};T
zt!+UIgiUMKG{7(NyWq&g_GaH8xN_c$wW!Aux@r}$#hWvCbF3baRfBV|tY<uV+?>z`
z-Ztk7?#sFd9h6`I#seR01u9H-e@g!+Vyu<`sLNNp{>>IZxT8rQ;WzL9B}j@X`!6P{
zFk%?x_DK95)*Zdp$C>=oUv@Y-hdF8Nb5QrBV~OW-L~!2v>l$Tw#-&B7u|O}xDf=M4
zNw35^_S`xBSh*{wc$hPW7qMtmQ+E}6+WiivzJhc1+9%~#oW$sRr#DYz>C&88CSDb6
zshkr!wjTEs8YG4D{MCuL2S5sy#FL?oL}JxCYAN}ADg87%)t~-~ZaA!28b-xQOfu|=
z{)mGHuA<9brSi+G0|2Txcp;C$Ex>$*8!k)S&FJ3=vOoZZw=g*8c6v#7SiRu3m85w-
zoc%skP)`4H$h_k-9xssS(<NH=g*R}*{yL>76{O8yeAJXi(*&De)A!j`G!?Bj7kr^&
zN@&FOYJs);RK>e9X|{XvsGqDl0r~Gm*qf~O>*>mrJ`eM%^}0H^H#>Zach<wM3^y1J
za#rENk8w{Q<COFZF@_kRmX21DfCeUKfhwk=k$m^Kg+_2M>>e<hcDTzO40+qp9ml*q
z5;8GIc*_*`N{jXxS&&CNJUct{U;hDUJ^`Jb`aT1R%+3u!UURJ2zA%pytuJV-a&@0P
zjLBTfivLjDLfmDjt9qDHH)mq*b+ASDZ9%i%9grw3hxupO#k_kphGE*d*RLZVeCs9o
z#L?(oUN`fsN`L9*@+?jN;e8Ch&!UVMAK)-oJ6g&vCKWxLp1m-Q8K5TMeg>kK=l!MQ
zKz)_*vgc9{XR3~pIQ>Fjt|dWKDwRc7u`MRfd}6nd7jHt_F!xF4@#cP}<r}^Lk-o~d
z4p=Ogd!U_;Nn3l`P1tmov#sf^Q&<b#?Y4ZOI0HhBIUI&;?_ZW4!hcN{JEDAHmZ%}R
z_}^a0biQQ0JOl(g+q5}0L6v0%J-AQHW3Gf_y-=fm|0TCsj!=K(?FIRo2lf2R=Oq$0
zp{mN{<uJWIf1oIR9^{)%h7O&T*Sw9D?lYUPLgx+}#GtUFZctUZJP>)=3h`m_DPk)m
zRrIEejPKtGqjG#2#N+^a^-{rPm4-kU<79q&!w0~pufb@A^31KxaIH_z`&-(TnnBcW
zDaogwr1SecTd3-hL4e}dpErmKqDj@qZdFha92mcDLlbtq_x`}Me#gGYn&_OJpvP&Q
zhpvr8w6{dkClsqI)ZfE|40C6?{_!Zsm{<Facq8ak<(&4t*ZIi-e*uhvY<kXS?YPqu
zhfpkc6wp|N8$ktDf8$e(P$FvR*c1@7w}wb&#XdPFV8@2WB-cX#6=5)~uUOnf+wb+O
zq(I>-SRcjJK*KBu>*Un0$99A@;4T=C^Qrc%*y)(G?6$<lUm+dP?Y?*cTE8f(HSEW)
zhnef{W|A*g0`Em>@T8EwD}!6!nlYksxiwaD8k!`rjZ*%phP&7YTA7YWTtFU%7~qQG
zZ*3Oq{vF#LVV<+Hmk1z%<1u)MMD-z1IyRwbOh)dao^a)PxszY%>$(;|&4k)t#{s>^
zn2gh#gEqcf>7(4s->gc_IY@pMzrBK$NP=zrdGob~iZ_FMn?`e%M?~A{`$QLHhW45_
za-7kRBXO+T=KL8U3o-q;tI7@VKo4Fn6s`Y@T|XE)UDz}Z2|AF{JOLi(rZz_p1pefu
zE#Jza=O0i}_1c!@Z_)8UTU)&h{M^u~Jr<omX4$O6tMOloX*Gx+<Ot;!RZfGsVeoYk
zGV}uMgDR<QJHBg-*}j_{U=S^F@9;9NqD2X52@4M2o_z3<D5HY~(LO$PVE~q3NDnjq
z>F}L8l1F6ijw?VpM0y0I-QBX8YI?_(GJ1?wDs~QRQ^V!_0uNd+k`^F4kCJBb=BPq&
z$N^pkts8N=F4^IQ_};)BlH~S$M&Coc=1MD?Z4+=6V`)8u7@4(-{IMRt`ZTa^@PgDW
z<60yx^`EHqD;P~npyU&ph0=)W9l}ZTB8lcncT57Ys)*cAeq#c34}l_2Hs`X!5#F4_
zK%wO;tP{mbUNO7#btF_PV!Doab^Nx&srq6pQi}A(8E8oe#);o~dVx^l_g1|0L$)Hn
zP1@m}-&s$_nE$0|T+lZj7a$3zCW-upI3{HReaQ|L7hX-(bc>`)BiA;+&6e4%0O%tf
z^{z*3qXp^-yOu7jpr@YhDAtW8S`%;EvvJXZyp^Swys_cE7u4Q=HzESFj}_kiwx;`t
z?K-8QwU8wF8w(Q)Gr?E#d^z6{d<Aeau*9E)F>3cR)|cDg6h!;RM7E{PFCeZ*${Z)E
z{Lbf!3EL#B&Dj!70i05<``g{L@4cufIG8bX615zoB`?*N)2Do|;fzO-YIAmbT3OR^
z72rv@ow+~UxUo8CUo)(9SA5^-?A!dS+8czfk+bZv==9k?T_}tOoq2ciyrhL?;Nj2W
zmD5swCJ(kjcFbDmEe`|X#12%Wvf1>(ytcotFfG_m@N?@yyzm3M{yjQ)`+DIpJLWZu
z4?%W#`c&h<v(lvS_S+v`W};<`Z)APd3cTnKn8Ho<O|X1P&KQ;kK-?ZR_v@DwIxT~D
zXY5NAK7I-wxovjHb^CkDjtM1BYb`jHq6jz^8b5B#0-|f;$Eo33v1Oix4xT#r72c7#
zZ2V}zgd%G)%mMu?_JNMLKZ4=_)+dSyk$b=82g}?~;BmS55I6nm#snibl5auThKS$;
zd{~gY8d_W(E3Qmv#%fbKb8#FO(5g`BBD27i!H%)XTCV<AQXJyKxPeAo(!f0BHDyR>
zcv-4HC<$7w35v~FU-*wesm1uf^P*Va4aaCtV4tYAp}uogwM4)YE7s@B1>C`NJ)VFG
z^5`E;Fjr?QNT2h08MKA#dDAIg07f3l3-0<aSFpzQSTJeD(a(}Ka=PipqfL}7#1e?6
zW$NUfO%&CK@~x0pTe*vGrI|-TmKNbddrKg1jAFK^K|M(yOkA?p{&%(X+_V6mwV{#R
zdGdcz9n*-M3W+I8PfnWADSKOXmE5~aQEt>6aS{{zq;0ec)vc{^XWLWkGQqWZaxg!6
z9eSkL^ACjjCGy^UL+o3L8?xMfPk^J05*es&%X3SAnMIqAS=&u9#(hR5#!&nF2M0nT
zh{)$bC&^@(J<@qj)eyiFpp?V*GvJ~HV%&GNI)_DfnIf|TuYosZ_L^jGM)GZZYHWL&
z@#+oNP%HC>(ry{f`M*V0A;qW*riF_tvosWLiPVTRe1&YK?$gxpTC4BUp?BhY2E(@a
z1%&11hvb0w=<25TFW&P<c}pTpT*a!3W8lVsH1wu>h=2U&BS%GX0xt1%{rpxl_6KFS
zLl>bBC<7Ma#A}><D#SpaI5BEX&CvwE@^tEPlfDt{Ezo<N=)`234cY3of{5k74)R2C
z<L#IfRJMeKN7Iq=_kqKjGp8_?i6+XQMfykbn@OPX?Ha19J;MRw$o#;7^-;#}pl&vW
zT8Ar3EFE8p^E+A_)_Cf;*DIGNl4gyB8nC6;<;!04m5-OdpNq^DIZDZtYgpmxV}!9N
zEB3@!Rb_wSd#pg&@ghtWJCPSg0nn0fulkhMqm(R~^T(Nd5-r6uu5LO<C-O`>l>8KO
zKceqMvt9Pdi)jU8;?SAPZtRKMG$plX`O$=8&wd8#r_K-bD}I}!Wb7V5GdR^bg6<Zu
zf~co+&b;JLUw<^5y{W<93^=G-^#mE7d>9qx4Gv2SU!P0IY0KiOzE60d|GTx%%hENG
zFR~sI{OC5Av%w8m+e~v|_*!PH$4AmP)^}IA$R?r9B<+EuSn~u?<UG*KpEB}X{U|Gy
zYO!L0lH$#di0I3x0@?w~RI2yc%}!lptS*mZRX17Y2TKjn9zEq54C3V}T(=&Y85w9M
zzUi$VboiQ{TN86DdVe#;M98PzqT4=g^m5?x*ki$=;n4%w6XN#`0G5*HXIn#As@up*
z;hT&)$_vt$kgE|7C1HqOFLObJt?UtYtTJa4b273A<N01lXCQ+_2sv-)k)IP{JROb$
z^Ut)VJZk0q{N%HcX`KdhrKYR(t&OBvJSr(}epU)c^a!?Vsz8F}Q9NC1xe7Zjq7OO<
zRkyM<9V>5-z<hXDn?X5QPKSxbB1AWQ=8RQ<;)|Cc?or}Hjs=-Y=pED`YXHr7gEpA%
z2Kt`m;)hc;`B{Z+Hn|NTa&i!h_k~w-Wsoa#wx5c~vKD>iDdB-8>?)of=c@J^_X&k`
zPBEFau0Ah*4H{WbDg9l!wpFHI6E(pjF3MA{N%0&0<Bq|@@+SV~CNIN}oaFD3r^tY#
zS_psjY65X>PX}h3gztQ|TQ&Za4S}gjxT@0w9Cq~CaG&uTN5f&{43jt46WtI6{Sb-o
zDraEwYIQ;iU(8Q}>=8aAoG;8j5oQ_oFXOu${4~8aigE7qeD}=hjre-Tu^P3+*(jCA
zL~v&w<Cx$aa*e#>Dc7u?q`e7Wku$SVq-Q?8FL3TTrs2Qu(K~P*w_Pk74s3ak%Pd9z
z(2=_UhUm`VnS7CUV8<s05jilSM#m9Hf$O+z=LV0FGs<C+$(rk1ZH?&DQ@g(5(>WfR
zJ}y!B`%azuLb7wE6bW>J|JeWN!UjhL4v%_OI}xTmLxGIsQ(Dh1t|dyvG<^sjLttU9
z`}Iz7YGSK`Nx5$Uhg#rN?DpnpVp;k`5|qFDP_W}_ScnZgqDrCJt$vj4hpIp+j4?kc
zzi<TIREOS}`d!_c@GIxzG_{`=awV5BnP<v<`Lc>Kym3BOz(`nswoksfFE|Z4RXt~(
z7lF0b6g2hKRccn4pmE)s6wMWjY?dogJAK#s>Z~yvQBAoWlKOa6IpDYhUd?>8I(}z0
zd_Eo7109vVL#5kK0vOAFx&5~6m|D^Lq|e7i1n9)DWUw^1{J<`Nj}q^U+Nzpp8xg}D
zE(%F*%2J%z<(+INdiEfbF5A>Jxvfg&7T%ne4M^Z7nMn|v^R;^diywaF)Q`&jMNShU
zGlruteXe#hHDdKxL5>R+#)N5Vs5KLNHc`e%Mt40H9_8)_R1~RhfC)v9!C$Jghsw$5
zW_QvnLC6Cr1tiT(Kp&K^t%DD2JF`2*pLFU!PCvEl(Oil>OWcf~0K^(>QXoAphqM9m
z0m<aF5HxENRJ2ZPC1z;-<)e~wHmdvsq4PLA*ga710G9e2h<mp5LGV#Ri%qr7!9Z~7
zh}TNceKO>$NztFI_!`!LD~uq?;L<1xIFlME8myD|nX99R(k_Wa002(oQ<2<P#A1_v
zenNx+9GN01S9Thbil_&tiD4Er_7_QhTXXD*T1YRW#jXB43<fMIsWvUyvuP}adW(d^
zIhhm4fwgKQMqkP{&o899MpZ)!sm_kohYGR0q#%`u{f@J8r(|C@0&$1sUyd&6{(dLg
z&XPiwz)JjzL?af`&HJ83f>)pn_6J;OS_3BP=lCufYtgB1JODFTvI?zIw59#m9potT
zN<8{(qN(su%Zy~_5hnX!1ownfy{3@n9cB<#D4+>&Ih`H0z&Mjj6q+#LmnGKML+Ag{
z*PqBtSodrsREN*Lj-QWA3UUDnKw8f14`uX^e0v+?3+Tnl58G67c58IyL#1i}Es8Yg
zmtJpT<Y}?g_BMILJ~^hhY@Ss$^y|fsQaAPHCm(q&5?nSX<EGQ<_cK?Ls|W{BKHB(-
z{T!y)m-!nNx)X)(^@`Q7IRf%!_JAK^q%l9LX}7>#9#bsLcT_!#_)$E?-n5a}9S*q@
z^<W3#Q(=gHZhQ9H1Y}u`5*Q2bYA0%4RG=0;^8nRXew+FB9_#G`AaJ_q^IoQ|yhLx$
zF0iF340iHkd~dqvry;jrJf>ERg#39z5hp~~<pFpcRg%jCb)oIq3tLEf?mkpun6IhW
zzvT;^U4uTds9e5jtv&a`xfg=3ag74EDJJ?vAP#~LnT_{uW`sVTdA3O%J#)xG37Q|$
z^7AieAByacweF}oJ&TII&GuORNbXn<@keN7*EAFCR$XnSpQZy2d(vd~a3VmDFd5IV
zRWd(+;ZaMUQr@r(ICy(oE-{Z{!qxooFn-0MX%%=GGRk6z1s~K+N2M9sSIL3_`_o9e
zi2?VI4BDHswr3Bn=}9lQzs7M|dZu7t{6^9IcNwPdBA*QWDGU(fLu9+pmn8kRko?Ap
z>DNF9N4|fvu}AvZo*a{f7^R1_lbGNS56aA=+{{qL^Urgu)F^{pmsFsDF8~>TJ%*8+
zZx6nTPNqRE&PsKIRhn=KfTER=UBPMca;LDB?c>t(Ri&lLT);Z!QlZ$0Dzv2TMkE`*
zc^!vFOzWDqrR~|_YmpMN*m*B{X9N6xM+%4$*469RHn)K3_JgS(3%^f-@U4p<4Z8>m
z&&olbxx+w7jl6>mqud)k_wQgA?H6qpMg4#PRuA>aHv0iIu*tz9=s!J~aC5YH5_*2p
zW9RX@bUb<~#VYf<x`77or^xbgZ2pxgc$mL%bcAc!8jxRh=e~0%_**W}|DZ>m?zUI?
z+E6Ps&wKX*#Cc8q#>qCiw~T<?r9z9Lkj-TndyVSsRfBiOJ5G`-NrrQ-{PNo!54&uM
zz75EVI&vxhL_eA7aF<>N(T(GA9@=a3i#kHRP67zi9%6d4Ab>7lLs}=wrIBdJbz4DB
zmqD&ZTgt{rx~UnYlz`9Dj`FmGk)y-v|6~hKGQTK~aghiSI6IZ;r|r^BB+r6U1aG7*
z6L~=!f5}&(#X68Q5qVXfEIGCuyg4~PQ-u6}cmOng3+IgmtBV5x$`1BkjFL~0G;2mp
z&F0jk6Cff53dhXup~FLON)>p*y@WO)RA^~ym&+;yY~?-5-_b^8@@<Q$^0H7q&_mEz
zqQ!<QxSv6HU9y<14UuryoU*BY`|$Tcqss~mkmO!$9sOe3E=)1_K2*TgH{xZ1m2NSK
zpNWYt<0PlnbPQOhtr(no?O=A)yE9g8gyds(_MM)yi4Xv?QF17+vzH=g>(S3Glw6F?
zt>W;^=qi4>jk&;&iv`>k*XOr!_=Nvn4x1C}vmF9T>m79<?*%-O``PZ1d8UTdIv>yT
zF;J*2HSF7P!xy<W=U-`Wmw*#9pXI$<B0Elx{{x@VNzxq?=P<-PR;VbcxqP4p&?I#u
z{883CUdNerw;J5ji3WROOgVHQ@M*vJL}Hf4*XyJ-19Eu=pnSKrZkYVuC6>MhWzVTR
zi%Dt&gak3l+o!L1n!@Ohkc1Kypi>7YAH%9OoT;xoRCq%XB^0W~{cTj9Jr5F26mC(1
zj`V(6sF(w!h0(+Xx;Z#Gqfa?KVKq>RvaoXPxKcUPYV!0)qmQu;S2u%p&w-<m9th-P
z(=LgP0(X`hV~?de1&A;B#zN)8kQ3%THg6MGf9_mIv1;!jcA(Kj;g1<#|0cD~gy=!e
z+6O>UA0geCJ<toq>D85+)q6j*<4Ss&ix)_hfXsf9w=h-LcFwhc6{IO)_VYa~pQwT0
zAiE=nZFEql&@wb`rS~K{2IB)THSS5GJU8%MdTS5KADtGt9+bg{XMHd`H`SdBE$(OF
zDfG$H%caKP-wAD1MYacL{+AGM^CUjuTVj#-rrNXZw+Bv6Zwzb-bByuN8i6UjmCNI*
zb~5GutT(;9um=|fVrx}0Fzi!fozlpie8xL4y9gCrSo{{n(E2E^W-Y(Zhg)TC5qXK4
z+?InCi7$4Ty$c+DOOz4m&S0Sb&7LBS_&~~i06$nD8-E@hJ+!%?jQ2Vr4q{?H;bH8y
zYk(nbK$wOD+EC2J@erD&!0eHbIKU58<+Y-mwT*50L>c4~&Dm_7KADYGxfIXq(Eho=
zAtbMKw5?6O0S40h`07wH8OGOJ&}P`nq3}au>v`D^sS<N1Iw&E*2BpdML~6>D6EaZQ
zO9I~ZNP7^q4nqEVMsW~q919dXmKZ>1E&W3(I7TuL4+ErA7DGu1_+dR2&1)Wd88CV?
zvn3xG!@PBCmfRPHH|gZdhSq{lt?v#bnuQ0AxW+H}0_McF%ESSUaIh&G(u@*Sl9pu`
z&(aR;b120NoLD+aN;+$=!)d+0ou+DxIkID5qRo7Y_oGVprLzD&B>L*>0d|lyqsII_
zmqxwymG0IW$4vU9j=?arge^?A)WpeMAeJKA_PYKQ35fW*wU_Qqi>NN1W?-oS&aQK>
z!Lte3g_I1#;sTu&Ipc@Hm_ZmeOuHjn9_U@{=+`@6k+psp5wHWxYzLnMLmvp>1o{;P
zwBqz&M%Of$Tg2$ym1##;KhhUP6szvkL1q)W9C2@q`<Hi!o(Id-v;1^c!H~!X6>FE$
zmJY`D<K|Jss?Z^sj=eddk4tqJ@;E>dOa}H<-5DtB=x{%4t`Q~(0me}v^<COC(R~-w
zBWyWyKS)y=_>jrggKw4?(_02DC`wO$H~CNRJn0ukh~q}g_An(YcPv4!L?@p(t)z#D
zx@b6j$O-ItE45#HiTY~5h^ZmOWvOW25$`_Sr+uFe6PpIb8A%$jafA4MZL)_~y72o{
zzD;qmiJ<C%E=e>7-dwJRMVDcK+3NG%I2MdnirTsJzhZHN`8I^*v4#}1(6m6@-aQ;@
zE{0*iji^ec7oZSWRgEbjg#czxea!H>k{DucQ~(eNjCc;*7LxQet_Ib8*NBHvZD7aD
z_r^eGn~Xqn5imtCgi~uhGm72(WqI<(I|brPQTKNC2_)BtUPe5Iz(`HB{4dkDaDy!n
zH6A=?kmcPeF)9q!K{=>H!qLQqYR*v~K_phc@!O~?zJtm`%t9VCXB_RhqhvJhKS0Ln
zfsu_(w!iLB_9I%H6bh_u7(^+zMFi;W4qLv&L;J1pk-|qsUR>5k%Ws)G05e=l-#Oql
zqeBl!Lbr6CLF+|HBxc?yP)Xm=`Q8l8@llGCT^{hW7$65tI@Wq?HsQKiXLmF-4F7#F
z9lEn1OVgun$BAdh0z(j&rOmmx%~Gce>MklK6_t>q1M?T`<JXH=OTmbF1QezCYlova
z>BZT+U8MtO^LG9O)rPuxYNC0dwcva8pR=vogX}db2q?;iW`;&YSSHV{>!(&lV`Cc(
z_r_^mANdL*yj#$o@V?kfs_ls+yhB^QbhVK~HASPpS?%)be=MTE&ztQ^)lo+^nFpDw
zvcx8Nkcr}QD@=iZ3cp{e6g(y;fk>V{o1A8`gBE;Nvvpr|?p?$EhVI`3%0;0x89s`3
zl8BI&52;s<qbb~G+E*(o_V4U-;w(qUobKT*H>uvChQ~)}w)(ZpqX$ZHKWS0NgRTio
z@Z*NfZZH?+J?;#a1bENIBg9meH+T*KQC_g=G37QM)khV9B$$^MF%PEwbP+o19#adK
zKgrv<ixX+Ozo_wNUZ0Ydvjep`3PnBKyFO_Sx%pnjy*g3A=_?_&c6Dr-(o#;A$R0WS
z`#}d*2wJYNw#Wfh6XTW|hp)dkV?cI*$){NByWPxG2&V#Uh<DV!qUEsp(fax;tvk%)
z+r5rEyDPsJh!^6s34S4+-%tg1bgPcr;0Af!HCai!+7o?r_=NJ#@y}uuJv#$=65uR{
zIy>?efo*<xK>R#PVl>yChA3tqJ54&lF0Ub%J%TCvyS}>SA#)~@w1qa}Ckb&${!_=2
zXe(FHT*yA)jV;8rszvxGjQUIF2?8}C0{FzMT<D~aDHFw7tZ@f4UO+wYntA^G6*z=I
z^eUl;#_$q@+OJGrGT+Hs6&)Mr^p;1&5c^xDrnk1^TQ*lB`#+>>fUj{<(|4NNYHm+o
zFL@=O5Alqy={`SMa-CG&Y(4P5=1gJL9zG9oJ;%WymIt)Fj?1;^!N7O<IK0Z^ggv;w
zl_LitA!++Wn9U4<->`l$Xv1`%ugigN6fZKg)&5^wUmX=?_eM($Fq8}>DoRQt9U_gC
zq>>WS(jg+<A)P9nBHfZA-AGDHBjV8Aeb0;E@2>mD{no7YtyvE9o;mqE``LRRf$W6-
zn8z(Xas4JrBQoU|E6B3rfuvMhF7&?%f3UCm4hFVUa*{UR?XLP;t!{YNSPgs!lLtu&
z;q6$WC*mOk^PnB%NHGkasSoED&W~i^XyO?WKEX#&`7^7WTDg_C916sfq2v&8=DM6Z
z;jw9@Z$;t0@l~Kb^5ryTmt?E1eUFxAxh6b}%8;omje|1|WqwO@+4-S<F-E~MQ=S80
zXp&L~REa;`OSG&euDzgy<=lcm#2<Rm1o;i|ndGX@*aB}6cRXR{%gibio(Dty;Bhay
zNqpzQSV~#lhJ}6GZo0nWLRB|Y^WYCaye$qtZbm2I0bFhM-F4!J_0yKf!knO!bDIIf
z>Uwap6^E04f?eK@*gjFXzJ!xp9x<F__$G#m&6}|A#j*cfD8HdSXZ#r6z{kYoM{gSh
zz;x!<;D@FkcuwFa`TlAR_D6;VqYP92nW9x<!S_%r;|pv?J<IXX+WdSN-RRwtgt<x-
zCoPw}p=>>3MsWC);;iX%w<P$3S&Z@9<C0fzS}^)U7}8$)*)%XHY_MX>p7q;#IZ$5@
zIF}q5>dA}y<qW0r)_sfnQNhC&@a-7+Ue}8N?IX1BL|J=U>bU-mO@?GFctn*r{#`Hq
zQ6IJBPM9{UIA25Z1v)n=B0(}P2y%Lvc`o=R_)xKm?e7!yJ+8bv3JC&Zu;*x_*VGq!
z+Y;5}4`Hxcw@$%y{fAqg)FdNuRvD~@HGG2&=FY99n=zMQY&Ge>iMJp9T_$@Mwq#W?
zAW{T_B#y3KT{x}9=ixP@1pjs%A!x_pNgPoUv{53kAbWTXm2ms<`DdQX{TWWHBfL@)
z+#KB~?`3m1N}V9{k2jWI|Ko0g$s-F%293Am{+vQQ2~5^ip*57BZY7XX%AfMWz@eQ`
zh6hIC`xGD?zYsgN)Ei3sLW}e$Wlo$mwDx|sf_r)aLQNw5+6L*z`L^4_rsDepjyObK
zf`7ufdpzzG8Q;_~565*%;UsN=`apSW`UJF8xL86?xh`h!bOuk1SMHlbb6JBAD0PSk
zi3<nae=9o~FCA5x$XUm0>b@$ha8l`FA=Ps#x6Ya82?1LgXzSll0kBs_{oE`=wL;?3
zbsL^(Mqy?ta{#lc-P(2?bnlrtkWI%3@5LVy#H3E(vzvCqYk4~+@w2mIx8bQSJn|4K
zo|qrcIE9Q@(8g{<_%ArG@M%C!vaEXH+n}4-Vn`Fw+<f1{QZd4*bO!m-S7;G)3xuFt
zC_~mHdmMLuaMClf0;Xlh0|PzV`8w=}#H;$%_-MHIP?>D#Gr`f+5Q-vyBK<4a1866i
z2J7JN68!N=&+<IX2n*SG&fj3UTv>HIk(Vf&aS0fB9k^5|kltD98ufA<wnx~$%wTRO
zZX6GZXMge#)3^sTW!zKzG7-3OdJ-eZRaye;qT<<^2E3TV*W`@~t712UBUXk?Ii@Ht
zca2OuCak7;0zlT9Fr9wK-Ff#d8~?lpT4VK}w0Li-1a8IOCrh%KjzDSlV^~c8i72=G
z^6`INAjtlHNk98)V1DYFRyV2rrM9d4v{w_Y+f|3Hg%4&OB&4}NCDy@uw|tvyb%TEv
z?h=Klj|vQ^{W<{9G?4HSuuIwqACI+QQR;de2A}^jj!Nx~n%5FnPHPm?nfAI|*S8Zn
z`Wh8$ET~aO2sgTGMf(9f`!NJ)C+?H{y;FLZ1i=zPPN+=!dxQtiZA^D^>toBa=M<mY
zoD@>Q?^Ht=<S(|K0o|5%<{EZG(h2E$!oGU%{_ci5K|RYX^NOptY5&n?82Zi@5z?k`
za`1fpnA!Xj<sJhF);^1YEj*V=7Zf0k^|D&Txy9gkT(U*{f*+hgeQjH=$Cx57h;j;D
zrKbNd`_@}Wlv;;I6coWZ$O~Y4U^9!7^N`yZhw)(_TvrYk%|9FkHO_QUZLm)--EJOZ
zoO8Z6ftuu`_)3puC1haY8%Dx*zk*B!!^7UD<0~33w7O8|N^evz2s*<fgRt-n3jY?M
zZPG^bSo)2FnTb!O<hqNAK$XNy1A@CR=H%5{j$`T!W6NDKQGGzEy&C1)PsLzfdbTfE
zQ!(d5|83A7FU`?lV}|b<%U4_+<*vKav}B3hp?AA=vQm8VJjN3C_reN|s{;m6o2~EX
zCAH;x^_q(YutvGx@*Q>Jwfn0wh=e;(LjYRopYjUBN^%A_@ae{$Q|ytNm+E1$Rz=lW
z7o~T-f`!FVF(iKbD0kEsT1jx_vdsT&Eb!au8oq7c>8!$K^&vTRyA17}nYX=<{<;I$
zP+ZC<x$nIFfQ`2*r`ByCrn1|0zJY8L>FwuMoPAx{<gOj!e!A~{S)3QS8PmXu!c@$>
zl?}xTDNy{%<A~m=p<^=!k<dMQ#_T|C<NdqSTbepHRUeM6sJ?@`iu}^Hs#8J~sb7pa
z2ihURi_SaflV#SoTbn_=G*XU8^p%Y#^k@OkrYZ<pMzCHeInsWjG2~?eP+J*M>~_lV
zHc3m2=Jw?FI9a1tx>Hrdz?DWzZO)?ORT@;WzjF(!>)`X)xwMgg*UR@491i$Y@_INP
zmvu4TRCH4OEf0aOEY3P(<I|rR{dZhWxjSyNHXIChDClFAmZT2!Q2k^;gR3?dEJsuo
z#uabwzagHAKsg_;X{<6ozSzI#AlMquKlr@^Yo6YE+t)D_c{xCQo=WwonGZ@ReoKKl
z%Kz>3XG$Hff50l&X`>XJTo<;c7+}3!yPURo&F^!s5>KP@T~-O#9sIOJ70X#jMckKQ
zxlBIu=~yj%`GY(g)4l6C_w83R*t2Izj^YMhi03=2fT&{Gc-n6lXZDFc!lQq!no425
z2;O&EVOrO_G+`BBb4m3M(Ifb*L7N6-+$=tqm(?wp<UBcFm0(^Bav)UvH)+K?+PULj
zIcWh1g$I)q9p)EbYK6k{CfHJ@8O;yxUiEr*ewQ~`P4S-uM7#mRhx^;TcJl*3M$i{P
zLd?R*sF^Vg{u4q;_(QZXJng;{u&B8R7m_6QKsn`YVm#_DjfOo9kJ;3rU#OnUmdGYj
z_(jMbh(DR_d8)i|wm5d(8Q7aH_V&`;oPl_h72VIGc41@Qb>>K555f*wpfC+cUB|*)
z=MIuEd66DT?hjVf_CNH{yAUvq^kid?i8bnFP*dGez{aaQ*1j)OgtB<-KBkbcnmTVn
zO%tv~>M^05gpJRFuECyXmaIp(vq3E%mje(V&ysvI;cK*|Y9NW1NNJ#ODB7$SO>>rS
z^*5_crfhWZp0))7uGgZiC6^7QMYrap@|^?h#`*nxnsu6}J=OQttX)&P`XPgco30c_
z%NFRZF?%AjS7{+>{oDvsZG6PqnPv|^G&3-JMSVDpObw!`bCoJ0F9w90zrSfl#p=_F
zXBRgpAl%V)pCf!-cRKGT!SKk{>)twvN*va9>PMQM^1xts>PxzK-ST>e0_2$1w)q7N
zb!l+zwXk9uY2?ooD6uf71`#_s0!mwqkj9p!SB~2LzOr7z`}&Uzt$d~c(;}2_xbUub
zWyZi*_&qcpt0}IQ>Jf%5Z<8lYzBWZztR^xK9M!&3J<fGh`EAlFTf6=~<#0$aPZSoz
zoZ_NS*hJNIboQc7vo;Mvi@?^7{{-`H()Sj>+7wKqW{&Q=LPe$iIQ{NL_m303h~Hke
zh56hektm{4VS6+vupSqV5O?DpQ@xMN0yeo%w}nfQj|&zaK!Im$g{nq&oJP4QsOHMW
zVe=>Y@pHYJ>TevFOydapTdd<_E!!BO+lb{mBnf6g>6@R!+4oLCN{|?c!u_2@RbJ$c
zsgnf9@A&gjcHOdq=Aoq9xonaVqYQVV#x{EE^@>g5_0>UUxfRTze-adSjWq7#+S9r?
za-^uHgg1sH1B8>R9Nm(#0uQ8aZxA42kZKO&xcyGee*sUjfrri<)aRNRX{c_$1|b@w
z3G+lFX7x}eY3viA;lG#km}orVszH8HzP(g!U6X;Y54boO^Om6H=dt2oQMee`rwiQv
zy$IM9EXyW2H4hv_73T%qclV<l2a2Fn@i7#kkhXE=dF*{mXVq@~97OSip~_Y-zU2Fa
zq~9jevHpSrhKY@u6>gGvK<G(lr_D=!8cZ9>$X2p85if1|Kvh)q$-Y~ifZpu*wk|3>
z33I!~$#}e`_>>V&ScHnB1%Q7GspomEtu{5Y8fUNP+{9fX<DuEo2c@CQ#7kyHs3JFs
z?BFT}Glm`bt$8%f@1m?@1m7Y*=8jDq23LJx!$a^yBs<xqE0vd?Yq`yT`Xaq&n)MX9
zseyrCg1T(4K=(z^b6=g2!%m8nVyf#01OZ5s`(nokH&GS)AX}HaH7DgOl(i9ecwvZQ
zkF$z_CxuIsBV`?B^#C_y-^QF5Hu`I2XSLL*(?vuj*T}c7NcGo+$G+?70@@`>RJq!%
zGl+0%V(X4Pg))toBya?5Pn-EW#l&zme7?@S4$99>Z=(q}9b$&?S?sHhn^GAXsjYO1
z8KD&B^nF(Zi1;UjSi8qU-(RFR8EcS218${@{i6Uw^)<eEkA0Qw$j;)S3w}_!R2i<t
zToIsnbbT<Q%)T$PbEs)EvkT~1>2L2d6{Dfr$Rl=|n(LAVLN_|bUgl0^9Y0S$cq$?+
zFW&9-DXm>s9<hQCRaB;bC)~wYy}JUVyn8WPps5&T@u6w>L-cdi=<g30)}b)BIfac>
zDPJpQH(+*3VY9EF?%w=;e81)BvdqUxYwsZPtCq%MmA9~7Dpn>1fkm$qwb+{wCd1zQ
z+upY5T_yOdEY4PJ@cBdH-#QFZrST~jZbdin@B^s0Iu-aS1DEYvhB=L2q&XV|$|u^Y
zmi>h2ygVU?6Z%bfDqqlbN=$NSeNwQ$jS0<lqSp@BW4C2)PUzS*NL0VwwOF6Sr@wG|
z+H-LgIblKSz&3P2?*v7_Jzr0dg>(^t^G;ZdmhXRQ5vbfPjd%-IXJQ!0^}K<eJ+46S
zB4~K+WG9guUn2=Mj4#vl@kejJ1JkXie4(03RvMT!Nn6ts-IRkL#^~Q^yNneG{+MZu
z49Y58ZS)kHC%l5nJ;Q63A`Q-pB26eFXi{}w?__c5k;ee^hnpNqV=Z2Y6O6UN9^Rd?
z1+-uR^H5CF)=wo}LW#Fw(%7gbJ=dF)W-TA4^+K*8u%7dG4U06*iS0vuPJ5v(Hl$~(
z-(9*#(-HKga@qT%4vCCCjeQ4wr<;ryuBjEC8#fr!4Sx#XRv}2?z2yRV!V@fh|M-?*
z0q#fea3ZwsxWM9sTg9pJVN4Xi%ilf%ULeFc0S-dj9}Psb8-p)c%;LLkh(#0|wFj8v
z6t3r_*w8L5K6=j5_kwxq2f8V$ImTU(xrtZ_{Uf6>$n`iZ;Z){-%^J{6YreR$6twBi
z6ReK^;k<S?lUyo{mU&t#sUM&EGW7E*3G7MD59qMz(}l(v{oY5K{!H@35n0JqTnbAW
z+(F$uhrexsD0>I@b!fJ~_U&*fJ;D8R;9fk(G|qA5p6`yPU)ybdImg|^^h1Z71?9Kc
z1&V{$jTb`(IhtqGEx)~!KkSVsix7V~h5Of#5}q8*{vaS37%gr%UY*%K==)B^@d{q1
z=U5oduYO6bHo9v4Xr1+gE{2Y6?dz|1WDn0Fxliz{d-YmDA>TOw5p=l~l+>@^&Vb(@
zNCrkvkK(HuRlxO@b5ot#-UmDDd&&-W^7v<vYYEMJ3<3}`8j7Q=I%#x%(ZcPd{WYA)
zQ1_Jz5nZQf<_;S5iAI2C8+%~wrOV*S3Tf{PNi){MHj`uSE(oCn`)Tq92G!7Gyzrb6
z$%D*&d<mXgIbD#GL>4T6I`uXz5EXTBtDgDKZZCJbvMKQlLwCvayK05gy}w%hFGmrL
zB5UZ*Qzpl+xk_2OaKJZmKuHWf7sUU@R{CIN7oEBLlY<2RMTPr_BLAax5Uq9gQ)KIP
z3zB^@ebz=w?uWNrqdpv~E$8ESF(uhmVP0In*F%RWElCfj`<yu0sN?YJ?DwC`y)Ebj
z13dyt<#y%HXhSCop&}q?5~rqGOU)^~D3Wsw<!2I~PBfcS_C{EyIyb7ih*ef`QEYl~
zksC@qrwB{fwxMowr_XJAm1V{?m}(3K+Gp@SvdJhBq1smQr#^PmYNh(1a*+g9bk#fM
ztP6l&HGcTg*i94Grx~yHIl4r8+LnJ=x>HsBJIyLKVr@mRRA3dGY=8+xxk#)oQmRh>
zpMpGr41yu{zKLA&(0f9YRTNGoVqpe(NA;?e()=wv@`QvP&kPmt+KT4wo_??5ngck@
zW6jq>sz11XE0eAgX@BcXNyqiYc=|&JwS<-IQ2V^08t??bF$6IM$WlE((4u&U3H=iz
zGWs&$bMLJO@SP#<`7i=QOPQ-G;PvB~4TpTW1lT5fRmo<MwI)Z~BzQ%DuH0D%(7xqD
zF1=0tQu)?UrZ*7oIFQJ!>1}@cKRyFEW9vw}3~foot;@;%i66B)r9MJ+gM5a(5aw84
z9Y@~Acu!BvieQPiRLGgf@)~(-(NvnEW*^o%-kJ_Y{{;XWc|!88l=L2#O|OH!+4B$1
zIb>PoiU785fT-Hr0D<WTPz=w6eKyl8z(Kpw{a=(`A2#&}P0wB=4#^??z=;wfc9>fz
zHGj+K=}hKGV$<oUAUT@Zp6K~TMKZ*Ni*B^ZDr-1y*tUVV0$kYmhQ6=G3dmc0kjhjG
zZSiLRtSjzlfV#3fx}{lz-8yrO&e=O#?xN<bdH*0EGu+QCiwE!7JwBVSrU?vwZswCR
z`+ho-T?ttGull<{hAwfYey-^}_nlPZ<!3cFkHrv%B&a}r3Q;Z7UQ75jKUVE70jIM+
zmaN;2YtafsPiUOp#Vg+&KLr#_ur=<7`7Fz$%mRC|=YG4euhehpk079O)MMocPcELj
zzkIKz()nSDy5gMuOB}TV)fT1KvRz+OsRWjna*Tw7IRu-WInRN27RLi<vMS32ISeF5
zpb*_|m;QsaTh=!lr(_R~IEpG``JoBBEDaujg#Uhvu&YG2IK=bh@<G3Ygu}#3K%Pjv
zIqv8|0qn+5M*zO_`FKsnY%2bHPGJ4%J@fV06D`aE(d&!MAGD`@LlYk-$DJJ0zl+@L
z!Odk<KOID(4C<fU8K;}iJ=Ct5Uw3j$HbkYny#ELWJIZIe_9gJh&;oL%ut3{eXYut*
zbRGQ4bu!4Y`0X_<gvW+XZger>`Iq-fCG;Rcfl9bZ4UDfp&Qy{s<_?(IodTdOLz26u
zX7|<Hn;OQ;flY`Lzzh@e2c>8&rcKsEC3_0(D+ZC>5Tl;$(J3wb=!Oi)35{K~TWKuf
zhdoGHUsByLQ9c1?_z4%vc$#{-W|pKJvBWa@rZp5G>_<A+e{paGMF(6wR4;d=hiWU0
zm*XKN2&!`vHVK8Uo8TVrGhV{tv`iBPv>0%U+5{l+pSS@Lp$jv2l>HlIpRGXO_+7Cs
ztA;a;E<tHPH<?8&(5R4>Y79JGNgK0`c*DGR1z5t&+LuoWgn7*91$>=@^$hbO_@?qk
zKXF7<EV~!|aTJt+6e|cACNx{TV%0U6Vmr@jgS9G54=Z#4$nHSxQzSLNUs^%6TjlTo
zL~u48tWhgufXH&A_ESw$KPSS0{Yib(ik-d0_LfXjVqG6t{>ZOUw5a1>Bw6xnV(mdh
z0C5A^8${1<e|RB?#Q&W;9Dxv;D6wUjRl@s`9j`a#0l3cWu6w~ca&xFy_kV(vhtDB#
z4jXfL1<`<=I@RLBstlb{U*sOP@a)n(-4V+QgP0z0sM!)S{hi_l9|$3lT9U(nKrTX1
zG3AuPmnGrp$nj7~)74q#VJYxUdtYg#S8sE=%6reV?kiCl4#y-h%|8v<7s!clbZdp@
z6@j8wMh>HM`!m7YD|~nR@tk>103X4$WX(xo|4?<Xt?wFGV0~9`8YyuJ`k6gtab&^o
zhn_iM<|lb`5*v&nfLMC!L2BT-Aq8|!>cA6o9%U##JlD1=R`*!Bbi&3K-DyVe2MOVD
zisQIe$KZh4y!=Q|H72{v+=dgRPA8O;T%72{p<0}4=l{14zK{eZ)KF(fR6XK|G=d8N
z;@J#5{u6E_Av26NGnzSXmhKrU+Mrn9@U9ed6e9FFTx_IDZYOL;c_N_r`<2|9265y5
z(67W5XRxCTQ?`b9?M*a65&Y?K$oK8P118DP5l;wYpd52msDLLZELwZEr?4V21ym_2
z!SCuet67lywufY$b$B99A1B~>suwvQS2oX!%!CUQ=4)}IMapk<1d3RurvrgInt)Is
zEtg93ya<6THfyxQ#Y{c_d*cn)Tn1TJ9tl3~za%4!+KF++|1d(=9-4vCK|K=kLHM(H
zwjgY-pLxN>s_3h91*lfuE}oI(<#BcxOlCBz?~GR#dt?2OQuNZr{BI3tGa!S+P`hhq
zFv&#$kS=$I%*5~waKM|N&m)WGbA|6XjFbuT+DV2=VsspS;obk5{Jq+8W0QjRO!(;6
zmq}2e39Iwr*qxeatcH^)?Cuk>-gnTOt{ja2=N4rsV_?#q_Us5qquE<@c|?d)sXk9d
zdorJ@^U&KpOXjN$zc_-78xcbKC%~L+2tb!RHeTInfqLj`eVnD#miv<q1m6aE^Vp7^
z_O>h{!Oq;gLe0TtqHh-=4xuvalFwC(FQj`-78R3qVGEa#x*T#K3wuLnKrqhAh%+tQ
zR(QHIV12G<8s&iJb$su+GpI`g#gas_&-YkOJ=a@9%3Gv=&B0;-WZ0($OWlnhp7g)f
zYn&dcOC52LDq;lPVqEcqKA8tdt)p<Cako?ym3<QevZIdct-1O|(o#kZvMfb;%F;=S
z{IC*bu~`?{o1XP+K7ohdpNs;obdCjx1$3F6Dh~Wi4ZLM=WLiPUois{n&e9%a0BYJW
zNq?nRI7XLYTd<`a3G6(Z6~sYP=1dr%P$L;sL5dT?p@@bLFg>mFJqN-m=eI_MrYhf2
zJ}eE%X#&HX1a_&)tbs9EPc$FL3e$;<+^@$*!_G6XQN@1G-WOm`O}GmW$D5=@H$7L^
zd{u=Afxl@lRha^$8}*)|y=$5)+YVLWSuxK8RWwhj3X<&_Pnlk;n|0E13TSHeAD1~(
z!Zt1FD}H<P>pW=Pe!szxD<dFxvo|4Wz>o}%7D}!|u0O0GhNg4D{hIeF2WJ{$HC%M?
zTmq#1gvnVKaaVO8qUcE|c?@o%H05qYlm4NhB2_Na<8P{;k8ZfQ&{I79lg27~V{YQt
z{0(Yy)6RQ#))rl~?^BAC8u^Aa-%3ICRt3F*e3I5_B<0L}?@--Wew_fdHGa4%b9XvP
z7(acylsS#j3)OuV=65xa)Bq~XU=IahzPDqU)A?)3aq0(uUnGW0y_*pGN?2R(+kp3#
z&|?oWsC<cbJoO-Zm(u%US1Li`;@|#3#Zd(h7n&Tocl!SHz#?|cS*WTEx$-8SVX%C!
zm8||v3A0<lI<;%XU;C<mp)KG^(s1mVu;b`@I<;p`Y1d$@<lJ6NbbmK>NfX98EOdF-
zL788NklN=^Rjy_${XcuigTUtQlMTfrnmi?HvMi-!GWF7oUNBbb-8bq(-cfgdQ=V!f
zJS;5AB^Kh(IbDi}q~EbjW4Sejj<NZ1BIeD0(8aU*iJ=|joUtvP+)U}5yLZdunVmr$
zC=TxSUdMdL)Z~1?xp71nNVX#wJ$T0m2Nf*f6fL11W|Ly|1+&<ux(Ft_$|JId6{&tb
z_f7Qx{A0fi@h{M(EANvg=l1{f2$)Qy?e>6=8P{V2Su%y)4qM;@rDmcCc3wOBn6Sz=
zVr8MPaB*3UdcUFoh=`fRq_p{E?9*r+utA)lW1bK94<OKPaD$h+_FJh;dllG;MN&ex
z2PfXpxU<AnTwk5@Lr7(!=Bsx8ewDTO$|tHBXOY&@4cI;(+q?j~kTjFuIAy*13IZ)O
z2*wE#aa6}3HtM2?0B``sT@^egpW6xiFx4F}Sk6Jb)uHw~`OnSdqW5d=ju!5pV<=|I
z8t|~|(QgUatVL1+UpB}o)7%TVA1U3P#0_220NyahNCo$>4Rvl4EiH@e*ia@>lk{9(
zuwzh_86fVQnqOd`|5-?tl4`cK2!xNjH7TnX(%F-8zNJ_i3{XD#1_Au{#dS~;3%r)T
z-3$xWjwXoSXipwey&GGHErv87dtY{Ia0t$-#i1c3p7WM+7nk7NE4l^Dkv(?aJ_CP)
z$BIU4+)4Q|AosJetU6ySaM4xqI7VWM)x({F9ypm-1KBwfek84ltTze&kS#0Dnc<N*
z;eUw$)XeVSI)gWQ3uc6#c4;VCO{d6Y{>;S=o^Dx03V&?vQLtA8@3=Vxp(4Y%2N+?4
zW=)`MO@b;Z`lRX#<JNPfJJ7%+hyza<nG;jmv75*@?|OFIOVc#LxHH|dcxo4$bZ=ep
z$<oXWHW&Rkm^>w_cu_kx-B2Y2P;P(+&LuFc&ENDPsUfRh!1&8O#Lan*TSRQY5b8xU
zc1*&l4UBz5%c%GCr@nagWj(<n?hu^5@tV!S0e`DTEx6Q`8ouVv<8kGFQzeEPBm(+z
zB<NBsUF)#nqtcUnP_}aj_11qg3n<=m5W5FA>ugTU|Kq?-BLeZj7e&vO<!_aUJrOx7
z_1v_2zmogqY)(zz_}|n6E^rSAy>e!EU3J;Z<FUNwJ&*hI8yVh5Uh84hYkS&J1pOHN
zH-sEwpf9jiO!4G2Pu63+%nGIKbIQ;3mId~`q1^@m6{3J0ciQzPE7Ip@S3x7g2d{#{
z?Ff>D+62%Ye$75qi1bUJnPBl%>EcEPg!1Gx$Vi+^*4#m$_V<&<JUPkz;i#KWG6F*v
z%IrFUXA>%g+dsnQL3D>yn^z?<gA_f(YwjQ4VG97KH0YU?AbzT8?w)9(&N!P(o;%1<
z@r(+*u3r`|)k2INUyb{F+{o%+zCR>DOr#|nxnQq0zyCu2MhpTT24D)<3O?YH4}ufp
z<{J+J#JU?963TDlXXupt4Xi{&>yO!l|MSJ7`bi9aXPQCJKi$K>FNwa~nX5Yx0w0Hd
zftWJrDtA97@|!^b!*)jxN?zQzhySmcwJ>$G5craNa}mJrR+Lv+<kVyzP+JN{t2FP+
zY<c|Wnb~(AS~eb~{Zih4BKY|LO-+73Nc7?}WUxH~nQ-@qvXuO)2YluGzgY(VO*}s_
za^Sv19zl3!dv6MgHUxnEC-8NtH61YF1EN#q8{gh!+wT@U7lhyEYd_uexeL7AOqAlu
z)3fB-mBh{dm(FAAn!F09;OyG&-D|~Vw`Kz+GNUQV;a>Tge_i#T`}Qvm>nq@aoqY=I
zdxw8+0TTDMR|(sB`m<|bQ+ukrzJC+X1N8|T=rzLn8e|r~)vV}6n<!6k)9l4{xS0^`
z$LUJ(8z}idqw*GVAV5DH)3gK5Jhh9-GCP?&AaeO@njNcQ*{A+LUq>Kpg{?#^cuF6E
z`+*>}G|xHY=y~IO-R%V+eDiT|*dr4MJ&<rcS2m`9WAh!%t?j^`;39WW%bxE`;w_v6
zIdgLQ<%U_m1n#5Jdg$;qy&$Y@*OmTnLim6QffXI-N_<b~gZE^w-nh`Fg)&RJVPo0>
zRIvixM-N%EFDBrRQ7D|z><E6@3tFQYp1hd}hy->RQ3k*M&g<oW?*Wr93VeEJ`-R)h
z76S*#P9vDbgJd3)0{_h)Kve@P;KKbA#lN@!tb2Aa5%w|ko&GcWhE!nT3Oo?R299o|
z&it9iKID`2edleD{_*z-UdWFt86pcl6C}S_<`f1s4`?zoi5WcX)@wKhXk8N!TFCcc
z?Ixcp+MG-@9#sJj&3>}!mk2)Q0Cv(xP%-mnW++I2Ke?)Dy0kG~8;5KWv`k{8lF$i+
z%G5$ZV6vVBxlW%#2D(rr)UP7{D0a=Bdv$f7>c7T|gTGH(y#gXeONd{~M|u9MD~T@d
zWu_~jgUqp3^l|mG=<S9gAy@R|8!Y<>;>g%~{_B63@7?#!vapp|5PkQv1D8HiaO_*h
z>A9^U0aZjVaRp=OJiQu<j`>9|SC!31`};fo*KIz{vgSt+buMu%!utvsw;!blTFFh2
zHJx<4=1Kr%n~amK<%@)W?oHs=ngYX|&;QhBsIGk{sl`e#P-B7AVyU9bH~9#(OVCC^
zUn{G7;8`OurHHbhvMiK)3S8G;R$hPITJgS|@Q$^yX83*$f<e|+afNGRYQ8JC<EQdR
zZ6}ZW*EI(-Cvis3WT*y>u78aQ`x{CbUB$gg=}riq4oCesB<;7sfF7KFvBc01gpO*N
zXOO;?7g9{^L#gCx3xOBM-Jo=Pz#+Np^1hJSzgQOa?tFD_@@gj?*sw3U`F-XYuDn7-
zyRjJ5By;_oCp4SWgO)MwYM$nYaZ0q#r;pvz-ANZ})5k&+!}*A4Wj#X(70kYTrL~(5
z=Qn6vkz%)mOk0S4no;I^KpVzB5Mz|?N1rxf!Pr3Q772`i?QV&jEKpPr(9a?eVSA8p
z?ljl?EY}q1U$&~BjUW0n123FaQ{Xsb3*_Mq|33K`;9v5H15nzY-CQnOM@9Yf8*&E%
zyY=>}7Pbnv>5vrJ=I@pLITJ8P5pw`3o4J5~T@NXG*!V#DHAo)UnVKd@15h(G44$be
zoPr{S)9k}uY^r9i%uK_bWEArU$&E{N>`ac-5Jg>uHuKN&#WXEi*L??tp~yYfBlyes
z{!wO5Y0NgZg@bPe%rTG|J@)-=`<iFd)(=yBGk2usMgj`1DI~6e>U0u5=f3heNbW^y
z!Y78!+8@4PCx@16Fyan&xjs0x?wOuIE;Bc#;G~BM2T)W<rg{O9Li$|T-6wn98hI72
z23<P2-R4Bd2O>~@7k<}7UeR42hN3j3sSWF0x;Icb=h!R@90=tcM)@QJg$G^!F;h-i
z^h}fWnY&1}-)aE&oh8pA^>{t5sdp)_c7h`Iz5#5)D*sc^${@tqfhcPz*ZZQ^4qx2n
zT)fVYV!5xI7BJY&^+3#7qq*!J1#ga`dkvhUH|?XW$3svm(xXCBOg?2D2KgjBz^Eaa
zlmod$53wfW{gJb$KG}D#AvIId?ce+0ju*5GUYUZXD}r`C6=KL{2uTh=S6$-YvUSFb
z^MEbVEBTmt{g7EbWZ}>U+=IYQ8EkdGTB$io{`Kegx9?S#5GZ&{Z9^{2%nzk1py%8n
zimSi2xTMaIU}~w*dGzrr^6~x=Q3!#I1cR;iPn(C`6y`iXo^%vvSJJ7@e2}z|);mae
zN_Oxk_J21KP*H*0OSH+L{8n^51+dkVt`crVw~@;d-EX=WUXAWV9)G{xe$|&1N^lw+
z@AIG~luwE{nvb41Q?szgZ)Kk&75MXRG43*?$;2_ISMCxT#O@0bUA!LqDR;VA8)q^T
zyt_J<&3~0By|1Z3r=6E!cETx6ejV-)IiH7iuyG0~zF>y@yJOv0J4Gm8{>aiYd`~Jj
zqq6)h$Vw>Q@>|~DMelD(ZSUz^>x;ggx=u;c9NK!J<eh(iMn4LfX(d5EUlHWp_nMdM
zL9|aMiYqU^98q{axRj0BqSgv5^=<Cn$0NcFga|tkm0zJMXqHGeRabi&kw41t8CVbc
zrZy&5(;#i_B^e+V9PXRC_u@x$?ZL2oG6eAoeS|%4&ApQX0LD_t!cb0Opid&FrjYKA
zy{9f<KHj)y;e_9%#FmF0Lss9DKw{LBLdz|@L&&z+t^_U;$Yj)bZ4ZDSn@Ewf6=ZCw
z$6sAJ8td%fFuFQ$WXL@iVBtZvgo1D=`}trhNE-UO+v{kbz#0Qs)VC1aE`A3U(2?FR
zE<&GqtURT(yn;lE9owQKlv}oK9RTEiwMb_!Z|6Qe-Ge?L_ZCR5V`+%upxG@ylnIxg
zMQk)ij@mWT1)Qa!RBSzVEIDLLe>eOrn+7ROZZir+xl#^(p9%WIsA9(-pvEbx`mwA8
z%wVs_vC{cv5CAXV%*|~uTe(G0CiYD(zO0npfeLqjw8LLMgOCU=JvQj1f^G#M5-V{l
zbVI;=(QiG@Fh8B$R=T!&dQ|b1HsY?DMV@Sk8hvYe;91f{ea<P+zz^#JV#;6Ncw{^u
zKN<)&jP|dNo0<|z5=s+3%a&C#<}5=OHbi9J&mpI8$>}FY4aj;v3hdB^ihvWTR9pJ7
z-ejwwPNDwrCnvBT7v*TOMotO?DOpB-4fa5n4^*muohG5$=44^m0P5yrR{*dk?wSlL
zJ`-riO=Hq99FMk*Ks&hH_HGhN?`3cDr~ryrKAer8i(1j5XG2l9F;*e41!(0;ZG#d@
z9jVVJcQ{XX!)RRSc*kg@Rcy2BWr@gE6)C*Cukr`UeS>QYMuLJ4YM&+)K`A6nRp3T?
zsD2G^ksM4xdmLEyyi~|f8v%>t1VSb;bqD9b+WB=y%~<gsWyOGgLj{k5F{SuN6n+2X
zM-6SEu|q0mZvKS$o*{H`jL&}_U`xY#2c!{n4|gZFE5JP`fIh@2bNaiGOm?91=C}ql
z=Pq63^?>o={<SR0*y?iY^m+G?j5LpOK-3B^su1urG)*Y8{&=JYGgnNNv}5rvlDL1@
zIz4pK#R?{Lj|B2}l{naYD;#98FTDVQMW$`$c%s&(#ZZ<|db&pwRBI0?e69buqH|K}
zz>N;-zYe^36D_*;K`AVcHR9u1bl-ug^}3^nKW+AK0;7CUYMer_5ihk6;s9Ia<ECY(
zspz={U4*MoqS_PMcZn~}OZ+%wO)VOz4aDBBL!R$k<~#f&h+$-ekLz7Xz%QYFk@LeQ
zjo;J}_m{oz9o9ru(s3?+Ow_dePd{QywaVtyVB%w5c>5pTwn+|(dP9}8X3i_~$6TCk
zzf9OZeW{!yH0UJr-S#xy+xEDM7A-`vN<(=ztrjM?ZFbkaH~P}r`Xti>Wfq$)AAiN~
z#QNhnIU0ra`^ax%u;cpQ_;v~MA2v4`x$Rg6CjsqVe^Is?D0V-XP6#me38}d?8BKje
zjdfa5MVCHJtd+WP&F@cZsw~zz^a>oBC%S6`E^O%F+5=&Hxe4!2F6^DkEB{+h@+N_j
zNS^0v<qM~)rY!t*6|K1wbL@abVeTP0dgi1u#g@Z^A5S;9;{*axp4TK=bzO{*q7qcC
zs7Y?u84#OL4zJ-%q{OCit{Pno4BrMP*LsP6Ys!PYzf5or;li26R^vrPQjNeDFt$a#
z;6YQKnM&3bNLKEad*iryzoJf6$Vhxip5vzK%{@(=)hBG!a6P{lS3@H172amzNCtx|
z8t;Z5igfz^;QPHU$Ky`bchrC0ZGrg?;#Nt<R@U)x%{G0Mvv`gPo5Y7IDZ7HX8*iNJ
z*R&sY#6BETRZaI<Z>z{{8LKe2NHvQ=JQ;6(;gsa-Z7%)hx0^eZRmf6Gr-^FO20V`=
z=6rndlUKwHQ-T*s=M9+AED{XY9>ttAn0^{P%dAf&Ez>e|A1~j%Pux@M)l8kH+!8U{
zJ+r@ZS)F<(??)%N?B(2vBmHD2_RhQMeiRn2F-0S<XXNCl1O@la8dc~$V(Kw*{Uu=8
zU+wpCapC*i`VHo0S1+>E$Xh~8G4#F6cj@|mru9}fQ9noD|F-lbr2ENjVmA7AjQ!}#
z`Le?KQOBK>7Uc-EoO3y$G(|^l5|$hBj&G{L%NTNRY=%LGnF1p%`>NdI>5A3V+f<XQ
zDiqf%`&Xb{<h0FavNntHGCQ_@bQZm0>%Pi9lfMW)`Kmtu0p$=xec$FbNTeHu>8M7K
z5h&sz?b}jhyjvr--9Pvs{oq~mCg5K{x^LOt7@?w?#vjWDT=HhCeQZ;gN2%o8lQvr3
zZKdIDd&j<mtq~4S2P}DSSALDrPwahYGC$pL`#gJ;w=mfG!SCKX`HDGkg$@P862ti^
z-sGV4R2$3GCwjU(tlg0V!X|RDVbWB~<jP!{g$@Qr&qd;N#(br{Wc69DTrq7sILGu|
zUD7v;+?&?juXY&(jy<vykE)43H(d>?v2Xb%>TR@vol)5Ar^%yTwtar`=XKd(PNHjl
z+Bz5y2a`Dw)atFrO-Z!s(OgP7hk+=sW2#2#Sm`DD<6g&U<!mS*Vr_9XwQi+KXxN$E
z@h$|*(PIg0LQ9JUPucRYUQoNytKN%6gCBN=6Rh@~k7X3_@m%0lJKl0<dQuf*X`$;#
zmA_tb!Ggx4NH5|qp3Cy%Ht&0d76uJsmrmZj(cG>jT1ZiySO_jjIgubti9QFpmd5xP
z+%rj)t}K`0wP`8mz>iaU9?$=|!Dm_wpJ=7jFLx@W+rIeAjW2Agm*c8fk6!%1Ebr83
zq42!>BxnI6DD=VZK(d+7Pp1A|$c63xm-c-%p=5A2@aNqsFSz{!_ZpNlG-N|UdLm{l
za#MToGx4*8Nl`5nF)=$rPEyr<_ZF&?TRAWz)Tpe#?A2`R*)G|Lt&HQrF*RCMW}eL=
z&eor32>8189R{z0+gTV(2yGGCBT&`&;-_nTS0`c!GW3%wEG3;6@~(6f&+>}DEmxL=
zqjIm#%>NWOJMdiPPmjr85+5^~`x=CC#yDBK%0G)Y9@4clJ=1OPJA~>GVXp@z9~X!y
zN#TMy5gWj3<x~(kSthv|`dD2oNU~FxnL)EGbaOZ@)W-#LO6<{ldD%S+eheqPY7lBt
zIT8-JD~)u@Gz+dL9<brk6CW&j`vD0YJniEq!Gk85wnLUetk1zxl7tU#E8W@aub9HV
zbr{loFmWFGYu$xGJ?3>jpO>oyk)r<7tExa$o3xAt=N$Jf0j<ZM2J_7m2fdh|_jCRa
zKEgww<wuB$@zcJ#@p=R~GzTdFgL2Wv?sNYyqeg-7t&HTDl7AUC$nJ4KcCYGd8F?4>
zUy9)a5CMXp{j!?>-h<L527piU#dy2^OXR8k2ghZx{DbEJ;)v!;GM0#==FmsQfeM3k
z`CQYfwXN!dTm=3!O8!%7*xW2he*qQu37um-*5=eK?HDg9pUQLTY@ki&PynqATD8qC
zr48~~)1f!xlsN(PvH85PVx0K=msnp(@}EU1EPmE#Dlp6uOT|{4v?d)?xb<Zze=R97
z*?@lLbf~s7VOM5Z4=ERjK>f=@2v?kZS4BUVA$7~r!Vu;S@T6GnxgM{zeJUKfeK!*L
zBVr4H9JnOf?|}WDsWtJLA)q93KwXnl7uy(lA5GyHR39}Hom=`sc|5O^6^s$&#dCQ2
zMFeYo1hhkK>cxAu6}XY_Yp2d~sE#;|6VKxS=?B|4VfTMOBe4__#1sqNU4UHhCtw>f
z;o3~T|D{6sbm`;kIV*15@w*ipb>NKT1?bXi<5p@B?}`s&(&YSyNJt?SXX^9EozFcn
z@!Ls;yA5R4PA#XpS#35i2(DR4hNw2tzd<T19FJ&rGc;|7{3%}N@Kg*p995M*%H@%#
zu}Ku231BfTBrX+;ehDIRq(X^_@%~VS&l~45uWz@A!yd=|kl_PYTh+4S8{sH8tS2}I
z@?G+`B|MXXoK?7L!}bM{kR30Lb)v{Gh1WThyr_g98$ul5kJn3^yr|tLzIZ1tR!uN4
zOe^w(*|FM)E^r+#g`!1m$jwT_lGK1Aykys4A)WZcio1ca{|sCS=aJ|(`R<!(w}c)L
z26&uCxPDh`ok5kog2?3nKyKV4&*Trg>-R@O%)~UH!m9}Rt>{*c5byaUWRplXBtQ@r
z;IILd@A$1n6_RT;0zVV4V;KFUo4dzIDkCkB>=S?79-zOdW9#BNPclt=vp-DhIlY@G
zcuO9Aj}A_~`-D8%3Is~zz4ix+_XDha5<L}vST~h|OYX9js|I<zmJMD}k5ajBLO1MD
zySzM8yguC?0h59XOp3s|Pa<GabQ2p=@h#OLldNu+OP!2+g4!*65?gUYwG5?aWi62R
zCCjrnR8E4uvxg@u$G++c%8!>iW@c=87C;bMr*LSwHUU|0AVe~a9~c0Ob;^@wtWG+2
zm@K2AqJh0w%BHl#ZM!$8f8)u--%E!J#S|`7L!gv`fR(<d6RSiwL{q6ee$v1|L?5uS
z4@Fu5IQIm7B}K{fTz*T857<RIHtvJM{O5(YP>9F$QmUsWx6IK?vRE073j665WM<cU
z*aq^Vv*#5cpNexRi(H}no%<kQ*(1lLY726qPLK9HXX-u{mj=*tw=;t$xdjaIXjp7T
zVfA8OmNJp{jkZPdhQ)=~7n{cQSKCR(NPbblj~8GBMKld4eOr%o(O5B|bZVK#B1=|B
z1Wfqe#=d2B@@-feQW5uR)6QF`o5-++T%WJ?8q|;{p^Na|e~J;_O!Dz*CU~-vAu#cj
zMFga)J-khuHg;A}okSoGZQ_qm_Z7&#SYQ$LTEqu2IuhP+suJ<^m@5eF3DiLm>8|IS
zracAV;G2^5Wui9}EzY{Qu`>@!by(3pOkj1HIxaYw55CeHjDL-|BMAYc!OnD^_grBJ
zPJPaDEns7U^PB1p@*PZ>oDOeP`l)o^xE*A|q|ob?Yfs~@ZI{cWr-0H_?!aM(t58UZ
zv`=E@7X01%w#YOcx;O5%zR3i=>iN&_F*#SX?w*bjk-f@W=itzP)lKw_)(m+Lo#Y48
zoR&@2y##}DEt1>b5ny<yZLJ_t6E6^@Zl<{SLpDO~=#SZm0xjxlZ6D6&zduhGYo)OV
zP|)p`yiWYe<I?$A%9pJ#^}pdmIyNeB58=x#wKD-OIQ-?8&EZjt?(PS!CscgxtOgO%
zN~%&l9wV}NpC48JlyFFlk3kfF9IWG}!&~K29hpn4n~oUoPuWfgP6JNrwAL#%bgk=n
z3L{tn%nRE9c4zf{2hwkr-da20qGt;BP#e?!B=vv*w?~m(QG=<Uw>OdBwS?guu^YAU
zlZnLn+K17P$z&ru7kb_(NIb0*a5@B6IuJ)gG_%Z(u=iBDghnY207qvQj~p1{`#YU(
z@F!(U6Y#ZfLj{Vrxx<4o;y%){)5X4~7dr||RYRs2d7KQ~-rV9NbA=%f64lX)&R^1O
z4jlH)A4$1DpvY8m{5A~t9=~_hW~XI$J#thNzurMd0$WuCHLz^ad&2J<WOTXLWL4&U
zn2+mKA*^D<@A;a>th%Py>WeS2Pjsb`NMzK8#h(Dgw3d@m#yn}=kpOJ%hwe|T%XjxF
zFG;z@P!{j4hAUGQJ=V-c{1kBl3}kW0B*5JH;pJVhFk%+ir%D4kn158V-{0Ni#kKy@
zA$M*xF0Bjmuf81#$42yR0NTwIFITn}<ZB|uVsow6L_45FCU)7cB5Gs&tnhHvI#{z(
zc=IY!@ap<#i-PV072Y3EnilfAL!N+RWKJ&~=x6YdQ5qBcFUK_0c?TBQ*-G(xSyTSm
z^g+o~iS@(@3EqIFX47Hmt28&!0%ShC$cW$gg^w9tQXY!0I-}WFYW=~F)fp@NdOV-`
z^k@|NG&MEl)jeKubYHt4NHtDRJf9aa^S=@*Bes8G!%k!r<iFU=d~~+lPhMBMLiW^Y
zJARp(gBOkPJilLdL(3ekUc&WtT0<tESuX*p>+Z_-)|M#&0YODWL&M^4BAwPh+G*vB
zJgv`G{+2(w_dOGN+S4OPsFx}KIK&&jg;+_CFB$IX>1~dt%MzvZGaDxhD=-P}=W+J?
zw;@xB@fZ7ofYL>Ude^a|{6cZ6j84-R&l?<Y?-0!M-WufflmC=W^{dyZjx38Ye3@2J
zbZay1Y|q&u&9Zr8clRp^xzp3bmm!_sZsGFfz87PG(Hs@`scq=O(OUO$MgoE#{4B4o
z)@UyieZ0tQw)y;yl#`?$XL6f^+E{vOYXA7eguK`3>8Y!egM+G&651%KhdS~$TEQN{
zty?{fj-T!4sVha7Pdz^Ge*E~6=AEbDnw3#rM!)~B{qmrsnQv$kM^lPa1q(Y#C5k1+
z%U4%k0<zt40*3Dd30ZHIz4+Cob1WQm(49^E()Dn9dV07N!#~vReWbUx2j1k%`HEwG
zVPA~UQJ*W;P;2Z@TxIY=_l;My-wm1?-v{n~Wq1VBrbc|Vd!1vnEP+7KBj4{CZRRuF
z322xn**pb`rt+mt^;&m?T@0$xJ5SG7LT@qL>n&=%)5@NE+rX^d-RoF!BysN>wdouR
zqpdmc)yI0%kC#yUNY?8ZKi~dax{dItb${<1Iva3!t{7n8>RKBt{IxnGe@@^$qzKXU
z$Uo_vTyQ#K|Kg%v@-8dpDETk!g|g34JcceqD96r7v51Fd{eG{ltO_O7EYl^^BCNSZ
zFQ53IHC*8PG7$y;QnuGH8fhg$NH50_KOty+JPMCl{QBq59~zT@4m4kst&I(m-()KE
zey}LB9@Q~Q)Y1qUTldr}wch=uzbWsF-ftbQd(LgTCmD&%Ren5{WICIkJb3YRv)*k8
z9v0GQX7_?BXmGu&eE`Ob)jsn$Li|b}Cqr+&Rw@ER@{xgBcMT6ggAPXsj)8{5s^e$c
zi%8|B$*598X6+V-2?F}th&A|H>yHG<`x_K_VPR)lP2kQ*(Cib=Yncmo;&qbZFhyzv
z8awPllWx?p@ZO81MCKD!1Oo{>3EReH%>I_X?M@_v#C2|NZgzBkW?M{Sd%}bE4^%`(
zj+ivJGI5fVlebq~r}R15^e(ryY(u2)IJcgRq*c5;P7)J3pAgz(hSAH5C1?@Ob#zGW
zZnz!@8Op4mdAg<-eka?yF353v<tF}uirv}R_)D;7vB|OV<2kcjoQuzkZKdU#Ea&Q9
z3<N*BVf`U{C5!7D2bbK?Nh<zzR*bDip#6JlY)qX=j&?`l`0e;WZ_WD+JDrs)3^4&0
zSDVisLBE1Ic97fK+wu{<gBNRQHdgiLQs%=HDwr}dGIX229kt<=l2nElai%QQURG$l
z;oC5Qw5qb&<E6yEO@B-N&doDdpR-B|yis3QIw%a9W7JdiVC-19+S_CvuN&J)Z`i)B
z*E^H!XnOxC38e~QLH(1+H`r6Yf>h@z6-)xW3}C+PnbKmtbf9;k*Z=3=gD>IcwGVGT
zO$F1Y0V}|w+Q<qX0O$Z>@Ng=`S4z}J@&Dchh{=QX{-|HW8s8TIhhBu>J#EI{5C7gF
z%tOT58?z@vi~oBZho4xx7pzj3=;q-Fv`2)&ziN1NzViO}IB7)iuPC25d8n!2l|ct~
lK&USQZyp}d3`c81DSP@STNdX{APV^JnUs=biG+dQ{{i!KNGJdR

literal 0
HcmV?d00001

diff --git a/lab-p13/images/scatterplot.png b/lab-p13/images/scatterplot.png
new file mode 100644
index 0000000000000000000000000000000000000000..f2b3a49a84d3e1fdde964968e358ef8ba6d559c7
GIT binary patch
literal 16332
zcmajGbySpX^fn4e3=J}LgTjEo&|Nb~C^ZtIl7dJMDbk(NC<@X!l!73_(9%e!ARwJX
zcf)z`{e9>A&N^$I^9M^Gm}lQH_ul)uuYK)z2rX4oA_gKXEG*JTY7cd=u&@(>A0iMw
z@EftB+z-G%*seONaIDgPrgh)}*9xWy!@??$Bfflz2RsuxsXcea!Xj(E{lV^ZEPRE9
zrSS66Lzte2$yPeyE{oXJ%@YU2x*GkHEGGVC>z@1kf^2Y@;<k6UuW5JoGm6*XWL6St
z%2$f<WFVYaP(%b+>Y)@Km^T)O7bmn>KM${lNA=*Qsr7*843+un!{5!<nZEL6pL-AN
z#Z&DhGTq<*?Gwnug;C(LV{<@)*g){R4-vp)$i0Xx5b*ej0!9fuzGn;K03PqbaFr==
zVQTPIT+2U}N&1;rn^x`bsJOL^LKx+JJO&~^6}SckMc%%#p!QNm`PLFHC76s73|RDd
zh@kstdw~-6@}JoVRou{j7TGfzsS=gQq#p8DPrKOmCJV{2=CAaA&aIm9vJ<l%g<M?>
zt3z#WJP%fi7Gq_!Vwj|KVi+Z~G&ALmFKF3;skLP7&fZ)b{B`bR#?)?<>T+lLR7}2|
zLXO4x9p=u=NS<pUwi`}N_(@P%X>W!f*>)%LoGbV};hFnw=%_!1tWKx-6wczMrkN}V
z`_CX;%WTR2=3;hZwiscgEq}Iz<9vPEsqi#PptkUZb#^F?(}S;-I#4}HUv7w5M>M?>
zuI1s{knQg;&jGvTq_ML5YQ`@^==;M#k!+xvfW8+lzwVC-_weQVYckRhx8o5cWZmqB
zf8(p@;vfdSTQ^tbO{W0s$p#LAkUQU6$uQR!JL5OaZSSbYIOAl8rx?0Ni*(&Af5y-W
z<*Yscmixh_5`jDX%>3Q`FgiC-Kzh|@?t>=6sz++}1UHLu3K@T`YSZ0kYG@7V(y73L
z_7j3vjGPcIVK^l&b{-Rdh||hvD*>}nc0me~mfjKbD1KDI7xd+Pa-9F=B5@nRNqL-a
zuhf`jZ6H&2S7H(ysA%5nbfQWXr%18>crAo!+aEzEqm2?da9__)s(3j^W9sAVDC?AY
zxy0=zEA$4A;L^^JT|&t^3<ukcph#<Y6#OndwoF5AH)Cx+ch!;MkG9VO)%iP!Lu3(e
zgezc$<vj~iv_cF5E&G}5EVte{2nNR~=eY|`6!`?4jYl82ik6d1O=dM-ybPrt1^!$5
zdLZL#!S~&X-KU1gd{$0;iuX|8b#>bxV^4K0I%7#wwsCIHvy%$_$iv-S9xl2S;f0{x
zV`l-%pM{|<H7)V2V7m4`Lh@tI0j%#56IHE0v(sMBz}I^yAOF2Q`dDjzcwX0nn`zh`
zzC<BH1>?Smv}s@Rsjk*<Q+sd<!QnX-k$brE^MMNQ@KD1PNz7pnxoIfD__s$LgxRwo
z>XP{TioupPExS6d)jto<s!0ZJj!PN5J7KP<YXbg6MJz%h@g6o^sqnwvvX>MROt&dC
zcEX=_V|qsr^9sK0ZPvu2H4SPbY5n*smJ_i3&%9(;*J8Qh2q>Ik0dc24bdlvinGS^i
zknm<}T}aWhs+EltL{In;8jJWJhjV%|Mo~vnPbl$zo+)<qlU{kYtS()5u+%wEBq!jV
zw>H=0s}lH?{zyi~1}l)radV(rqvFe*oGoOkNSHVvB*0D%A~#vQ*4A<!Z6-v^EnCWK
zG2IE_JCxVr`=37>V>Yu3@I7-9qWJ|amB01xM`Z~D`v`Y0`W|i~f%>V({!#Kz#J}Ge
zbADvU;1mYedaYeOWF8Lz5e0)H2k#e3Os-tuY3dq~H}GI6g2DguVQhQ?eAhwmMJA+J
zw{m4oFk4Uy5RBg7(e?T@n6mMy4W;fdX%ZFuXN219;U*;!$z75U@t<l*B~&<+?Ogwe
z%BB1lacXhtsqfO9&!URn`*F898Bj8nS}2lT8>LMPm3}Lt_!pJVN$ChP%XvlgIYKDS
z(Mq_T1pQy-+z7*6F_BR+sO@#Fe;bx95J}QRK3>k=!5i-U2xjlw9;OX@@|OcD30?8C
z?_5fV%C*J_E7z9)w+J^xeiBAneAIeLP(c6P*RqLSeb`@^sM%;jMu|fdE;pE$HI|g$
z^s`0rf2+$wMZ!*)87;n~hzsaP+<soZ(8RY>$N0Smv-f8Cc~Z#~>fp8RN^-@2_KV&L
zU5Ynayu4=~{n5s#_XgQ&@H%#4S3nK2I|kR_an5W}_H}lPO^7U!zj)MJ@;`%gScbr(
zJ%`FIqp6vd<Tk75(G%y9qyx?E*j7=GpYOph1)AU8w>0AUZ}Tu&(evDqu`xn|APYt<
z`%Z>}WYHc9L(}qkB!VVdqt`32Rjr-RqWGM+z0``=ic#jyzmowsp6Fl?<Lyjgi!B~e
z(xm?}A#6~@$z-AMf|MYkd?T#e^l3f3eB*QDU7Hp1Da&p{g8z9<PspQ4aZ*28XKYb7
z@K9&`K1tPc0n<MiwOQP~$s>~H@2XGA(*vdd*W`*!d_nqN6M`oCs*?Ie-v!utU!h$y
zxJxtEUt*7tdwx+LHUICUI;}_Iu8cT&#;EZ0IzG+3ICS@@=3}GfJe#u75hPDH-@o&f
z7q)?{vMJ`EVPMY_w`G6xRlpaGk@_+BL|R|f=f4@+8a4Fk;j<GI#k_#1ISwh)GV3Hw
z2z-b$vW#f{*s15)xmQ%G`QK?F13oIA(5*H`xL-A49z`k?FcI75T5RG;rnADlDl-<L
z{Vx#~Mu{_S`U!pGAz{O?T8b|Ie9JfxrHQF8i2m>IbfP+pMbeKF#uFR%QG|Umm^*&#
zNAUD_#kp4h#(6ooCUM7b3=2h(ZxphWj^Tb?`EF4OuPgMQa|l|8&=plZ8N+%?ou78P
zpK)OH_A#Pg;l}63@uXdekVQw~ZIrE^@luz&*!*tW5<+OZ)Rkbn({S?Cb+vyh^etx)
z2MNcOy;+Zrexl1lx6GxvN-EDrmPpY4fd94b*NSdlOrON;=#=-?kEGiD?gvLZKgLZ;
zu41Jz5Vv3Vlh$tJA0k3v_w${L9;faPYiBjWRUxDAB0e)54DrC8JGWDhrAfJt*6lQw
zyq$PS;C8W9U1FJJ{M0d+fYk?q{N5*i-b79b&i+agnV^YW!zV3Pn6(yB@qn*KX9W-o
zpcVNW4u@?|cjs+qeNXhEji)&o7>?KdX+;ICk|?e8;s<ve+9D|BOkvhEnP!PX6^*Bp
zMEfa|gVaNDM|uyReEtS~ZOa$Z59(HjHsn=JyQmv`?$jT|P6Bfn6&p9A;`^6BUFN7r
zjK<4Vs-m%e1WJ>n$N7CN;GL_j0dUFaU3EU8yo{*QA`WRz$hfJ0gY@B`lDFYwW4AGV
z%vx^TCmv`v6mmEE8K)uGG}T6U=gLT1Ig11>zgdxt6G@H#%|6D_mM;vLLMyq#m&{$S
z#Tbdvde4K=KmwLRf%;wekJSusvKk)$y>{A-f4hm|0j#ysK2St1PFTb-zjwDEhc%6V
zARaI5abtd2xlsGbd=1#05iJ?bujL&KUN7u!u1*Xbo35(700c04y0>^VO529#rwoK@
zO)3t$SNGsvAK3RogDlL<dYBBu5<Q_gzbaE&3{bUrmAXOii73JB1nfaD7528dc2GQV
zWb5|&??-=C2Dp^veh`{oowae{{pTG5=D3_8ynFM>(lK#SOzRxmiAOBz-G`LnW!D%m
z;=ioZ<?Wwsmy6G;_d7B7XU@4gj~Uk=yyb?I8Qq)n@uty(0R@HGWfcH&?ni?)Fv4ES
zqMrqZ3rk{C`3Ms95xZa-mW}q2=Rmd}bC^auH#D39s4|2cf?0n{%Im0m5^c8Y8iTXJ
zR+2UMtK`pjtCOlpAknb-sKsVDkRjwFB5bD1jjd`nG^m_OMnRTQ{8h;}!!J{Bja=tN
zQuc|xD6{}i9I8ci@j^Vl`;KTz=v!s_R!IY=Vx?~SHo4tU+C4<>HA7=X@bIQA+jwYX
zp!!|UW4{EsbkJLU6OiD5z#ViLl3{GWBWl~iFE7qAo|Gog0Os24${J9{hQLrR3&L-M
zQt3Ef+><}uvJ!&wnx?;^PE@!#8?bFS`aROq-irLzjE~vtWZl{71JI<|a9-dq8<O+S
z$zD;EnSS@j)gF{&*;oAH!bmioX*#MG0sdonal315DJ=XXLFFY;2u`AeW}>>+%ocTa
zIWha9W0V{fMBUOGUq&uY*wai$fR$j8QilB!m7OU49=M`5f^Q>+jL@Nc@4neuv32_z
zYtNK8@JeajcJcMj&9!!4vXD}p$bhWw?LhgdA#{vXAxM`>#k0D@Vf7yoqH@OADJ%)g
zS?dSVYOkolK9+mv#aP{qvZltjovi-#$2~Ei$0raA$jdp(-?yXYa@(zv=iuBiP<<hg
z!sn=^lSI`i=36@X_$kch0SDx7P9!$FlIf~-_Ty`vyTh)k8MS7zy6FaytBb5R=odbF
z?QW`O@xM4A+-Xih*SD8|F)f*`%7EKpszE}D@)+?P{evW;!~t&mSF#o=o=6nNa~VVI
z5U+ecDogf!E%*E+!+ZOsvBN_|t#U&4m&eRuJeJqyPDj&IiJeseuCWR4o^w0V6_MCB
zyrKjz1Q83YU0qQ0m)QWH5AQ)d4PA&?|Is=zfuqOeZzRhzx6uBUQRN8|=jhI!;07)k
zhe+Ykdwqlx=L|kndPN2IzMLC<6P?Z~_TJCa)DGOK##3J$@COA`SvLggOE4Cyx>q_d
zxJ&kI=|clWurdv-xjpWJyETlI(Pam>gj_pKvYeKel>=g9GkGe87wxZ6Cin44zvcA0
zEQ)3MNTl%2#r;R4eObS?X<(k)HLHh)dyJ0td-2}fBL&)y?Jmb0ko7Lh%M`XM`*NHm
z4t-hnEWU`O?pKcF!oaJSsihCbJxQM9=5Ix0<>fwFObX61sj~@?x}(>zmKRw7;x#l>
z{RDB;a$YP&j*u=iBz_6nA5<bQB9)j%+(uxpiPNDtKfTNlz(ewKqxX7{5Oe3{B$2Kq
z1Gh<tXhwzGyWI$hm3lG4j|v47&Tg;jVBR5;C0T5HO*dCN=PH-pI}HV;=mjFTZk~d}
z;}r`E-25-uJW7RocaVZ$o?ZGSJvURZ_Q%?X^>26T_&L=R$Mvf<mE59h%XjjZdJP0B
zh>7SV9MZ1w_7e@RmINo2JIE`4A@uH7!^n!%FWu8W#4oxg)HxsvS$2R^i8rHe69tk`
zehNFAUX?Fc=}#{qlbpkH8-B!H1Oy<{r;MfaLSR-!m8?>i)za0RT9S3W<OWBBWTvH3
zLs~WeclSS88#kuh1A>fA*=_P{05aeCNR#Om#$aqjTjB3iYMcP^;}0q_03gL%fJq6J
z#d!F3h~i0+R+I@?U_N7_r;^@JyqSc&?Fz2plSloWj4$K*#S7U-`5a_5hcSF$8nuK#
zOdN`$rF&TI0H=wZ(od2^{nAplmbbubgv@ZkSmNEkYnA^Es~3Cp6qX>dd@v_0ie&$h
zJ;zYDjuAz<QQC&o)GlG}Oci0K@*tU-EBRW8PR+<ShJeeU3zsy{>a&_rqLaulyG@kc
zWPtuxZzh9RAyLC@N~Tr?9QQJ(YkpZqL}7YW)t(as@&$1?b`xv1h`mL}`EFWFHj!D_
znltbUFDY{pvns1dijs<$@_bu-(9Ny*Y-xxjcuUWd=zhCrwj>6;UiCp4F&PUurDCi2
zEalG_-RWd)8x7-$ut>ub9&vJc&dn(U?zd9q%qg_e;z{gU&#fd;?>36R0x{%}!ubQ3
z?7^F-zPi`I_3tSFgTr4~#E6Zi*p(Ks`0T>OtooUL9Q`&dd6KKLJ{zx15|#Cap#Rz2
zP(K%gY*N)$x7H3i+NrBBAUBeIsrw!BG(1xI<6((TReuPcO&`c|rrr~SN_EgN1#*wK
z{2r6XTp*^RM_}Y;&yN@vf2UgGv#|2T{K?V>?cX=P5m|4-IV_$OurCf*G1JcoJ9&2c
zCpo*rRA!ls+v2~+>Qd-fA)!i!)-hQWmYMtK069_c^tmN9zXn&XYTVQBult5?_M)~p
zfcOzS@JvrEPua=FqL!5N-uKRo$!AY$B31By8YpDvMQ}<qO6U5Deh}`;Jmu#o$(r_9
zj5+uV_*#}KH~NWbSSO3OMhvTh3G<sl*o#CmnN7i?^Nlh)3z(vPFY-f?ZULq{fKkZ&
z;ef#!PFgv{0=FF6vCBFA*(zh5nxfm#_DQbjZZ@}RM)`n5Ehw~P(XUk&ihG?a`}*qV
zyTV-{69tpYdo;>i?zWCSw@S}9@t6+<=oA*uCCVSWEyN|^tbWfNS^Y2fFpRUO9XL2a
zsvo1`DIcGFiwPZwcL}@ydv|J{o$s{|)>Kt_OBHh|AG@d4X96aRal@wIeJ5xu*}nUt
zFEC2t<;CpH(+6esE<gsm*sjw?HeDSHFW>)$CgG{(i+b>-Co3fE<lPH>^L>q$k%8Q(
zT1DSq?u)H}pA5(zMEf;6-{QWS<xjdYJN4g>AN0IVMWU_&5P`WV$n>jCk@c*2yQ1ki
zod<>ES_*z6<$3qcM)F&X{woU-1#a-^3i*Q2JE3!|>xiizvmrgf&;cQ5at5?OuUE)H
zI(JTyG;*Y-hZn+#tW2mq$CMoPL_3WexyGajzJxnE%A(_fa9&DX8o&LctiU1beQbYq
zEXTq)V_Wj|(4q}MRwQJvE!v<~A?&#2VY6i9;odxgTCW$$nVAuiO9QmAbNc~EgA6<c
zNk_UOvsZU@Zpv3n_$*7Kq}#bmvXW<E?61ze*lFcCHAt(wcB#NK(NSs0#7Kr3sHwd9
z0pBT)v^K7LBgW(8oqDIc@!%1npv#gPTu&8bQ%EoJdTsexztk$zRl7<w2VCW@8+(v2
z8j;%y{`hxo5MklvPWOk6<$H5#|M;n9JePz^kixeEONXh8^BBKgg?+nBsHALi!d(I8
zgIYn@)x4KTYnX|@5a5mV5(_RRrM0$Dy#ru<0u&U7T<o}~Ux%X>8Oqm<VrDz6NYt>3
z#yvO7JIVf(zQ38Cu<S9W8Fi09zf>q?KJfXx%10eR>>QRy$tkZ7;31?k?tQ2=1v{yP
zm=LKbSUB?8>#k@Cafisxw8n*fI~f_$%Yi4=<xZC0dxr0oFN6(6e0E1mlSsN7JBjLN
zKF3>*k(e2z_HUz9UE3<i@Ou2$rHB9AU+W=apK{7cSH}QK7DMAasQXGeW)`nqNhP4C
zY^(Qj^~=;Vbj8@qcqNEMbPtm*O`DAgt-#u4Qo}VIm=lnPsv8}JU-!~AkOn??|Lb;i
zlNOP+l)bI;Y;+f+#R^_##}{a-%Dr@bshh-qAKC5r+}W-rpfl)P-R;U5*rdnPMosD&
z``y}qY15-BNF{J>r<EHH#2K(z6HUD$0=Ba!&dR<!Y~=8-;%s59r@Do2#UCe>@Gk>y
z{twUrm#MTHo;lzEzbNbcm<po-+qNl(Rg)Eq8nKq|wKSPVWA(>fQDFbxIiDx@FZ6#m
zA#F|E=sG`@1n^E*!$Vy_QmZ-Wml<10bu67toOPe|JsRdYeQ)6~34v&evb3d7t&I*j
zJ#oDHEkhnCV|p4udx<84B}H?5%#V$YEBRV;8A|?(3$oL6(^$J*yK$JhIfBw0kytbZ
z5ZBC1eWfM>V=v1k-#Ycm;&D37LU~hS#1>b#4)^p~1#>Cw_q3u7ae^+H?&Swokhi{~
zW4~)3|E7G*sEU)NdG`2^N2F7}vNrdT9j8*wF7w^*MgR;XOAV1Rt=ec&>kXqCj(5pv
z^jUz7*U&?&F0Q0)-hT-S+R04w-mb9)xZ#7@*nzV!*&!|%&y+_uJSG~YTszp6QrgNT
zG(Zb%ZOb3WRbJdg?&A~^O7a&aJ%=0JZo}Z`c=<@jE~;Q@I6H*|1EpWhvXYLNut>Tz
z>{4_5<%i@WYj@DMzsly_zta7+WWOPy`f-c3F6pAMr!XEIi7nSbE*N%AH12Sb9U&nv
z)e+r>fG)F}HN$>!rC6yr)eEhVa@E3TH33v{#n4PL>8~_kuQasHBo`#hhBNTZU{)`_
zYE0>4PNn+tp5_7$OXl~A`4nx5&V<A*#yt~n->G(Qyc)Frk(CUU6@SEtmv4hMVMaA>
z#yxCT3>(RS2P@^Oq*xa9fSmRgnvhw7?_Klz+F?%4FQ=%J5M;H-4`ngRDz{|aIw>=4
z=6Z3PW=G3-tLk)lSSvMjp}d_Y)-a<U;%H=~->yH$<4Ov0{>L8qV9~dN4}J-7YN&_(
zq^o179iaG0-kIubK1E{qYE;T+uO)QaaK9ZE5<(f`mpv9#G38KqbS<WCh>NFk-#w03
zpT(&jDfu#S4<>e58||Aw=L8RBEZrqAs+|zvC8sTua)G?aVA``d`w-uWD2nC@F{E$-
z&~W2P!%k6>sb5WX{-MMia9v-Rc`85222l>H<p1f^qDVt;ZN}K2<8HLOF-49Rbc$dE
z69z}+RQg^NrBx*-zqFsDeGzvBr|lWF)JZG*64b)4pSht@|HuK>Oz1{mBK}0>us4dP
zDXqLS#(%TbF@jD}wpY+e&r}~XOru!mGwmlJCmBIZt7?#4YvUcRb{e3!3f!cknPr~#
zrAm}l=a1gv(BCHBTfnqjh$DLjC&NU!pZ%)BsGFtj{h*bo9G_blR%|#$eJU(Rhcpum
z!(|~*zpY9eg|o#b-)%v>@O9|LL}`#qPDY>fTz@J>oNq%u+wxgAFXRKa_S1hP$wp~i
zW$O)<wrqK|1gkK7?@q9N6d@D0SJ(G4?BouX6CJcz_1q3saQr!McQ|>sh1w4PJt&v{
z{@7DQMg?<@z;9Jv^U_wj;xuR~;2hN9(3+*YKLAKz9bQBnt>f~+5P@YZE3fq86K@Pn
zC!4}byDAxng<mjdB{stE+qr0UFR^Ce*}kEHuk&*I+sJwZdK8~S!V*LB=7+ovqDo6i
zjo$tC28N^n2T;BEy;}#FvgUzK`;s1T<VjjUb(pC3A*H~ytWPN@GL2{AXHuciT_w4W
zQSBz!`18V_xzom_am9%ZWJ>SkOa&@HM5rpP?d)hq2?y+?)GE+p+ivj}wG&P-*Abm6
zrHMgCOh6AU(`C2GM3EYDtx#a&8GjZsE7mB-R=2u&(_P0joJnZ42e=P?7PI?w?F(FO
zo+YK05<Rxg6@&6gUcga|tCBP$M#p}qorgbbd_MQoC!hU-70)mlB%xf#v<-v?9vDaj
zKV?<Ut0mjG7nL<p4?y*OxkP-BP34=RmY<8X&|PN^TnloG0B^2RNhQVrsOeijr%e8E
zG+V>q8{?PrR^$2Wv2w=~CSBVWnFjXZCeUDwUbp1nFF`nqyG7c*kNwpfH)fS=dP3*y
zD!UjjH8{h01g6NRUQ0zTknl**5+t#r#hXT8%Yvl$=XuGcHeKa1rthP@eu`ht*P2`l
ze9%Xz#4wDd>~y8((SS1(eg&2cwG3>-T7Oz32Kiig#qy8@G6P0N5-4qnyNLIfdN_@V
zr{%yA5-5r(m-Nxl4e8*f!C3%MA*=sBZP@EzZ1{Q{uY-U`YZ&e>Q<oN-O@P}8{bdwT
zcBzy^Vu=u16iH3Nq{jH~jXd6I&#mzaj)9^nWd&d!*Sp~gYs&_=g)Fye=gvO&nnyg4
zY!wtgf_zef;SqMe?kHn{lgHHb7bVG4T_p#lR+Y)F4-ewRUmMr4I9PAE=}>>)JatRI
z5m&NYJC6_!`w}D!6oHP$%KY?=0j|%>hRCIcew30Zuzt)Y&0-^DKiJy=WW|^*E@t1Y
zUYMO%amM1X#;bSi$H%!ZYrXm)<V%oFCp_L`gk^6VsE~PG{ISZ^r{dB;aH_`Y-R9~P
z8TZoTlLQ@v;+KSV33JjrEuWZwJbCfvpthJjw$B@6xybiGh37yZB+zT8;Bz<%Nbvwv
zC{B@fEB1rlAG2s(O?S_j1Q?zbVj`2AdVmx?y2*`|ehfX*d1wp6Hb!2)!c|fs&?C@S
z{;Bc3Tkna+j8c(ThEiM^=MG#_QsEd#;1#P44}i??r8n_LpM~+dQ{g(BODnC=?`p%;
z4%Ym*qer0bi`U6t_oM6o&1uF-<K{=TiSkZiEu<4)cEnDiMUmlG%A_(}JK3U^OB-F@
zBx(gw>ABC=d^$~9jk!v)^6-f@<N?+Kvt76IJ19u?z0jC)Z<>^D47~`dS_~YWh@f}k
zREb_YBV!Tjz?p|PszsnB?>t*cCk_d37GD%*{uD}RGhrlKS|7eNq~DQT5g306KQJNC
zeD}JE!le=a9S}@Z!}elZDOH)Wt24bYJZ?Sw)oVB9b7+fLDU};2P)amr%nmU*EbnMJ
zdHLW&B0hyPC#i_Q$ovx{Q>h{WpAiRe7z+-lC=P5%^3}hT?Az7@cOsWO_0^p13PKxT
z=h2V+09@KDu}?v_{UDZoZffblmv2FS8!V2qi||{dA|tm<Jv@OC)-m#sq<fi~gWlWV
zC8&<;2G{-M*bnm-I7G=wY^gX;aY7|eT|IGkJFf?K#mhT&<@@TXBvE9X(UQ7uB=9WZ
zFi`CvSp^Z%eFyoiAN|rBhu0s&RUl>qawkkKy7Eh@M^|hR_89&SwPr|&hACy5b8{U>
z>F%pu%8uT$GNwjf$ej}xwif4Q*BDf<jYMgqhQTXYo+ePZ&&$KU<<Q`gft*7MiRJX&
zvFG~e^X9kK^cL2_{Orun@hm@Ria&8|JVU+kzdAZP2B?6qvzkSbJpV2%u~fRI6iL;y
zeuftp)^%AS;#G8<%fjeVe5R4PUtO?oY`mh8d+n4AO*U<Nc8rLS@LebM?J1nDv7~kM
zA@W=1r(!}eOkyX(`Ay(ANz`K|W$>6ppeV9DihX60dQ$2Cz<pultfd77g2s44U7AyP
z_bbao8R!I<nCSgz**n^k2u!8mJs^lcol&BKgDnZ!LYT#x$95x8nq09<KEd27FO*=J
z(lT^yegv!Z{4k&RTNxpzQ6l+w4I?SI;<V&%KH@548=@_MVhsQY))JuDyPk?cK8I91
z-~=niOj#XDDTNF@j9`bS$S=0EYpV1ckj*wypcjz@&6P2kzNUCDd-tj7)k8?rrQdv{
z%%!eNQ(nh0@Of+G_FkA=@AY^M#iS|_@8x}K$CpuCK{%To9rScKq=WVm)8Y$-wz!)f
zuqV@vE>0I{QAvsp8ez$39P7!L9>!z2-Jf^t8H_yaQ|BqlYBF1#;?!I{m)f}R8Mhc@
zYEryFArLA|QC`ZPK0&-o+)-Kf06dyR*6(%LCMeSkeV#B2COz~&T}H9u;vp=eJTrqy
zV*d&biAcmKZgyrE?cq$W3cKi$3EZs6n=*)l;sjrRo@0X)LIXUIiv$Eu<`-64Qagq}
zu4IR^bg!fm$01Ks!TEN<i{%5c+#$T3I83xUC^}4pZeciI5PY+0$^oP8f36GMeQ$~1
z^X0bb!>Fu)VilUH>4rP@;o=kV_;ELG47``-#a(FvEq%@+vPKbDKmVK&7<q^=E&L!=
z*q)thj99l~QCc0iUzG*<tJh|vF7L#|BB=Oh&rqBtsKg*Mi|7n+Jb-w9yE7Z^<fl2J
z&6!B2v}l|BY+kCenZw~U)kbt^&e!Ir*=KF%=73gmPd+afqIp3Mq1K=CDzcdNQuPp3
zCc#ftL(0!Ce4P4A8JWV7vuYoP+soh9^33hWA_btzY>tKQOqp;5x_&-wNKMz89B_o;
zyhj)yVvlIQZD#g6ou7nCTya3;IeX@X8L~OS!nSHuO|Kw244kw=p5ejltwM=bnd~Y|
zX@zquwZ0_RoDK#%sl(qLdsE3Sls10jcA{|$c+1D%6EF4oJ!G8HKhQV|mR3zW-6<}R
z&Z<3m*BJjCG2^wt?{<B*T4L<}S6}8b+|;2~8jd|Gh`h70&mB3;D=m)~F(STVJv||Q
zfJdMp9M+X<gS&}TJnQUgi;e0g48NI{r?R(r)B29c-JeTzM*7i50u8AY=lEcMeaU&p
zoQ$=}tn=)fV^6R!@ngevS{OEp{h>wch@f&7wo3zFl0tz06Y}5gK179IR^CtzxA=>g
zI#DnQu!0FB?kaj{feO>u-4vb9Tr@}8+6=k%B=n{6+=w2>dbt>zI_<8OmcxJ`ZziNR
z9b#(t^~Yhw(UQxEb`TC5hv3s`uqH1$Z0uF=etz7(%L&3B-aSW5<x>BsFfcZzS}UH5
z<jtQ-=d>#doGRT!JZDj3?X-x59`<u2z$Mt%uA?vjhp)5P5u*zPz%=Qr!;vwdY|u9|
z<8$~SOY~0{oHUPosU*7DMa=%oKp1*%kT}e>y|2BQ9?w+DVuP)+zI;zy(^?8^-$7dw
zm9y>z_e_ZO>;tw%&6nivb3DAAjDT{BPK>FdpOj5qR&tEYs2Zw8Lxx5ezsvE9kfK*(
z81r3PT7s&Yiqr1(DFZx_nc889(&vMxR@bSejJyiQG8DfCz34=NfK3zb1JtUHE+DkV
zZxYV`4EUi`;#h9kRB__Szvy++1q#m3R7(Z6@_X-a4m?Jv+e3W?;d-V;UT82Bxa1`@
z%XdnV(sl>RCcACb(vDiL)pzTf_yLBsdT)y_3V*$Kn+Zz(y3ZQR0aZGncw}9Y<rKp>
zCBXS8CaWlFHi_l3Bsvelbx6{;sJR-|BR*JI20k+HRNn~Dr^Hzz>`bw26~FX7GNhgM
z3=S?_s_hRs2Cg-ej}7rc?WSL;4Y{^ZJ+369eiz+?Zl?>3|5oL^JRIEg+1)-I<;ZF$
zV_>8|eDvhLw!G2mMD;!SVUS!>`Dr)dP0oe}9Uo9^0hCE!P5jQ5XFlmb8xC~_X{k3*
zrmB$2xQ$;Htn_Idi`s0mB=idhp>E4j!<-Of?|b^VR<HK-XuW=cX(ccLT^VmDZHVg&
z78v_NT9$vkwH$UH%lFlq5C4|ET0s;+<%UF&tHu?l`XxeHCmb^$WHSQ5<v=|KcXeD8
zNewn*w7g68{fTRAbZU>;pP1BPq1KufmyR)w0a2FYw;)i@^5>QBH6|4e6Zz|fB$oSd
zC(jDze5xqlSayuj)xtY*8FI@JJ{&h>6hReI0mO<K#rybG3md$DTe*8U4p8f}Q#!VQ
za_XRICi#OnF_9oCyC2e`RZ3XY$V2!Vx8+Y*H#LpZe0jR9H16I=B02r@$SCzGx3YF0
zcHz*MxsvhR^>%?{6+Haob%NQ0H7#W&e(VtCRbd(tW5)0Gr*bFLuHku_WDBkHyaY*~
z1~UOr3|w3_zg7-Ew!JNa0_EjQ1|jp1+N<L!Z|{Slw=ki3hNAT~OVyOSa0{sIC}{OA
zPZIXG7*Yur7iPO)!B?XYlO+N;_Di1b5_N>&Rj9>$_evjrr>Kz5w+-4Uo*wMpT9l|g
zg+w~zrOSG2X0VKbJ|4oF7I2GtfGeF;n=6Ttn05-TJ(=<L_TC@T4hm9nZ2C+R92us`
zVIBwGEW0}y7A&F%hFZM>O-;1XkxO^<ml%tmvhy`BkKKoix~fP|OB<re0M*6sisU2p
zco4eZ5@IB0F5M$Gi8U<*1T(9<j3#Re!07>s)+ke3CUN`Z>p2>d=1+zWe*o9<qXduF
zSDjU%ODGqgO-X*92<v8{2hTrFiV7ZHh_2sq;yi63hBE1>^cSAX)8P*ZpCq&%(dw!M
zJ+Mm<(jpu_N$;VMe3IvK`Y^J@o3(sC^cvu*6g9rp?gFB_lIolNq^7kbCf5=2pr9~o
z;3msZ{6}PkB$T;BSzpPLkz6bBTa54PYk0b6W>C)q5^0uvand?y!=TrER)x;=VUsBd
zs?220@plQS!HK+iEAbToWd1m{k{&^Em$#~Cf8Q+MF>KFb4-@wjuulk7BODHl&pOc_
zd4@^|eYqE-vFjliyZq^6cyM7`BHp^QoHM#Omx#$O%IAaI7S4J&ol{y;yjCO|8pwjD
z_(U^G%{lRz7t^bw{W3dW8c*Ay$HyzVTR{uLk)`W|7`YL(>|Z7#(R9P22R01P#}BD+
zL-r%T(b-Jw#kU?BK#cslnlpz<u$@1LrN}^QVuaGYwR)u{c_ZQe@%ji2;Bw01cF-qL
zQscUM?6aSsj<COD=}0x9!YRS%`($U5+TgF#hGRm)ayNE(=M(n3<3Ogm^uF(OoP_nO
z9Yn;&8RcVksQYFyGgxHQ$P>O$993~9v_a6M%yAF&&<;0WbBO{xrAYmic)4!fNJ3DJ
zePPK<8+$oha+5_)g)5muWOh9uKI?MYn(J+MRKThE=$)a81B7U?q8B9CljLKOW=C?#
zY)%E`8^7++uYzcR2omLoqy<(m)AJd4xcaA0v=DHTx8AvfysmA-jb#~d`)DyAO3SjK
zdJT#@WD}g|Sj&lS7Vim=+)N<PU&dKJptog;y3tGn(B^qxIyAfPe_JG>LA|A*X|nXr
z&<|h_!WJJ1<y5$fBM`mbTO?Jdy7MB(uPFc1WAkrPoKa6=KZkQ9EG+zd`}uM-#<<B6
z_ZbBoknLD6f<mKNVo17sFAVTFiADN^$;>T?S@$(@0(l_YlF=MGiR9}}<{IYADJlx|
zw%`5mvH|Xw&ILpy_d*>%ayxr211GwOpKVv9bsRYuubOAEk{zwYB;ShP+Rq%GpiUyd
z+5IsWqAg%#186Hbf?5XivJl!yDlCF&g2jS5Xw!g#YQeu242o#s1`ID-dX9}${}5;4
zsq$H52)SkXj!oN)NA<?2)`#Ph)-^cAIUyxD3<c0*ck%l~Gn^{3a^-l1n2!yp?=m?O
zy>CF`D9Dtpe0WyXy0(6ci{L@}etX1$B!MK2HPTKHBl()z{f};g3AL2nw^K>XN?bqs
zkdR+cf>t3{h&Hj#YlW$#dhIF4@!XLP^ExJA@nB0;JzeaOX-U4GKo$IqjHW(L60$W)
z=V;ocjVv#Vq7&M&>Nas~K>)H85v%@DVvW)tzh8KreY#c6Tnu~`QT3;H87+KrPHP&<
zmm>fxhrYO+R2g3#+z3~jOE5Y-wYg^@?sX|q5WTxZ-O`DQx&qJO`n_oiHx$Opr3slQ
zk%@&hMgb}^R$h57kX=%r{-;u<Bf1yIu&;G6>LF=Bg3_BJrhY5ez41R9GZ@2^l$B<9
zED-*yvhwJnto<)DeD;5xHvxCycDJGT3e``k-4~fTsbrXrvxi*q1DO`GCD|SyTR9_F
zF=KVZKYdy9V9Wc<p-jtDA=`}X0z^t@WTBWh@jD3!<~F)VrBs7QL(J~!=2MLVp@P7w
z#h=k`0&cDc6yJWE-`NE!Z#u+}hm@l-Bxfc&)Nrl=_(q4ZY-yfI+4~8Lrob;%gRtos
zF;ywi9r#iPQE^5Peo8FZr$D__^?A!Y(Gf|d?(*6<)a>_ER-o{d8?%nTW!#39Qw&K;
z#P3JkczBt2JCfK;J(sC{%P9_4`WP#a!fqHnV|u4kmsgK{X!)Zd(XvOoz9%YXy*1p8
zW?v{XL_q9hor7{<X%^=eb_HDAAQiHzR%at9ohRJW=tQqDZDPk81Y_`&Y~1(?`c5?`
zU7(+B7u4^og%-CkNrE$_Qzed@cx(EXTz4=!j!snt%vqQyi;BVLKXE(DacqdJR1KZb
zzn*$oiJgr@F1w56&9|`HZ6-5b80JL(;Bw)afR+mg8Y4?Genj)aA7qf!TwsT_HC&JH
zvQR4!>LGm}@=po{RMkd3SJTH2o_tN-$2nG3=cM{R^nvq^wiA936Sv|-#|2+wr`Iob
zlMvNwBNgWBt`C1VmYG`48SV`W$57*TadS<Kqf{JLo4!tr8!}?Z-Cmn^zPVaPnfBZL
z)%zOW4={w^|5e{x2)Pe^<jwY%eknP0FLL=(x`Bv(J_>rt)v0OP{3j@gYEyVckZxk2
znci+&MPc7k;?2lB3+et6u|+L{GqBRw94EUnQ!5I)Gf$l2Ro>Q&8?#M*7V->kvbizg
zenr%`P}^t$oXTnco2zpi=3BJ@&b{fc)icGns^VM5hV}oh-;Lgf91||8P?S=J+tm_Z
z3myyP!fYmS%o!L;vs1}B*}pK;Zr3?IxD!rC*cL9iX)(_xJU#k3-I4aKoJAe4kzaXC
z!fQ-rZDa{qRDS_Np{QTe3itkfU_I_Fk`}$b<G3o_87xXh6s)JN9VF{RYM_okRuMJz
z%|q&mZ|lLdOx$lIJ3i9P-xZ1=v`U;0_lP2qF!&UI32t7d<&^LaQMPFgjhM}XtqyI@
zfzIYjcZ73Qf#?JHk)<Ni>ZD)l&O5<pAIFcmEy7f6i6}w}3g;(DndNpkg4cMde0Ols
zBqb$Ar3vp!zK9!Tbc>QO8u)D`$t2Kp$9?M}@N2gw!*hH721(d=ccjDTHl~Zgou%k_
zh1cj_I;mU~=Ej<n7HpUhsN7YiB{&`_<XVC+biYC=aV!gesfwr}ag0`T@@#pl=IJx%
zahIqYs_Fj6=1*=Fc%2yjH>64x5V4Q|J0Yk|7fq%@hMF&D_G&71qF`>bym-0P(l8Bb
z$}y2%hN7&tYC%e*GF4GtCE3oDrLrGG7nB<2d=#HSkTU$6#MBBfYex31p>Pn9l5r4D
zFBQIp-aTHYQpVX)i?Co;KVuwR|5@cAUvQkKMwfLvA64KMZ`fF@$kTgh*^k(rQ%6Ba
z5fhQG@w-8T`as&ifWeG(4AHzsJ9$4}zImxYsiG3;ElL+;9!YdfOK+xyHHT(Az_Pg@
z5x?wVczT!IJ5Mk1HM7%^&b{cw8^j(}NGTw&MO5h&)5!|Mr->S!==cZAZ1Rlo<F-Tf
zYFN#sH<jol>qQB%m!8Uq^H@Bq@j*;VK~h;a9ba7HvIC+q5=-9D=z_l`D^B!``vs{D
z(?o4_F<?178uMMrLXv4Yx(FQ9gwKdgqQ3~Te}JH+BNl`~MGF$OumSmk!jMPsQ?`nn
zo`)0PQ??Zr^&c@0a6#}p*pWgWKrzHW+IDkaQPeuIt)}64@<E}IGMldq(mvI*7u&!f
zh>b)UH<Z0f2kt#q-XVNXmJl35kb~nq|5FGB<GU+9somfbt%XjA>Y1lAsEPbGQgy%u
zg3ACIy3j7<E-z3ETx3WQXooG#d-=D>lTF=&8@-S>&@1KWtt1G9Jt!O01h%(Z@3C50
zib!`Fd$lt?<0&;EIEhO|m|fRK9P(kuMsy@JQT-IlaJR-zmEs&5ILZ|t%^Ca-njS^$
zh6JH0!w2GBbCgCbP?^4I#39XcG_vcV-n@Eb=ZXfAE};QFPDfLYY&V5v!mByRH_K_D
z<=e@<;JL?8dcnZMn8AY(++8u8#=4OTRvs~7$C>Lc+u9*YV&HY9^*Ssp%X#uzA$}uG
z)UA*3C2-pHioiw_)(BK!fa_mAZS3K^>XjON&6vM5<llu-ZZs)qfJ)c?DY6@ZR=nOk
zZ?8(<@yjM&{-uv!TUs|*zD5LmmHNDRDt{Uku)`A`8<X<o!4{iJxL0kHL3T~<K}dnv
z;?sSrAVK4`p;W|Gcr?wFTC8i(2CkbW>fM%fsU|xUu>N9B@WnMQ(+p)f<Fi6a{+!3b
z$6^}O4}`9MH7nc~fGzGWS7*Ymb&ZInx}3F&jSk>|Iz>?LD_FzvGp%&m-=97zqQB94
zHiL~}e?qbnf60s)Hyy9lsg11Wb&EkqZ+#~6abTfYUQ0v6wjIf+pk{WUf5Oj1<X~g{
z&p&a57E?)a&wPSb?s!6qsj{D^$a7nkd1eDrUOF8;A}2AyBueFhS@CVO6}E!IJqz6`
z*aZXEmg`q(BkCpUy%fuixAycQ&3T)^P{F`ZyfEj$sM+l^CCP8m4g8{2B|Q`83@Ara
zBA+1OB;5dxGZ>QPRB{Y|6*=>e{4*Iw6+^=hqrd>2LfH<m!1*^Z59QB?;`(>KE;f)G
zn!S=%qX?<GMM-TSycRQ}&~?Eh<p#IUWOs41O#wlFAy5Ge3G_C_>-Xa`Kn3H%)(C)!
zrvUXVD0K2fM@Qk)15nT)_}1kf<oButp(-(6d<GP_**yOaDiNVl*9C{TaQ=M|oE9(_
z@f8fhe%O{)+foGzVFLvNtqV%_`A%`z?nl0qK&uliVCc5T26o%ol&z5uBy>;HhZG?&
zz^k(D^UWS|NQ~pb==AX62#2~YaWSt$YcZE4H8IQX#Ei03@JFD>O3?a^31Y^3NAAa@
zZAp<;hNntjx{Sfs@BPx4cib6kTflj~wO?=$v_BV2UW}~zg92)mKrQ5JIv|d|ZL^Yw
zLT;~_(wpB}y#Vd8@6i~h$Mo98aYO0<p@IfFzQBMCmp&Wl>uMYEgeCAmfwy0;)o0ZM
z0vy{heFOag`HRiV)crVxYY#{0!0vpjTl<8=@<)T$R|L(Zwttq>4lZi9^ENLVIS8hn
ze|$<zga-6i|G-`5F(5Df?$x-L)q?*K#$T6q(EPAFBknixW8NhWM%kq_axR@?AfJ$6
z1;2PJwHo{`QI7QvC&Z)D13^Dp(IdsGk+*q9NB6Jy45R#C(^=4M_fSxLNFYVx1a;KK
z$Il{G#r#zh@UH-twcYwL{*>0pDeyQ`#42{uYvb!!;gj6Mom(mQRUL>1Z0y)@Gz!S0
zva0vUMnVXw4r^wCn$gjPhVjz>OHF1<#1eAg2hfKbcD_I_n(Zxr319=vrj)``ywWHj
zEh*@EjPBpNRb~TP(}E2%Kz(d`ez-o_<N$2G<x{?GgV%j2VmB?G0N6dckb!JG;!YPe
zRonC4|HZv=W4u&<(60+<><4^ce*i9O^j0Q+!|FEr1oK{9VCbf<<DcHUZd3S*bzBM;
zwXu4Yd2?Ct!t$g3XsTmlQMGev8Bn_H&o}^<U{LL-i!fTH+t~q1es5nq1DbT$`M+rn
zdct_V`=}dC0B~&#=maZLwW44QFtvA206M%_Z5P_!VaA)Tf6#zMQMVfVGBnnvUG{^^
z9siq=FzRKo^>fegtS{(=$l9b>*JxKifGlx8Pa8-UvWUn6R-T~BBDK`>{WV&8y*?}P
zxmgAAT#KPi{>M>3!Iksr`RmUaI|NEEUF+1%x>tu(S@nT>PPMqett6jipDOvTD5Hge
z2Otf))t`^S2$=H<E}R;guFp5_IL`=uz10wJSSlR@)Leh2tKse9#sR`+w(RE4n@T`=
zmN4`5R(}_Ni+BHNqyIy^?DXRH&vs1R(aWC<M}<0>a&O2}vVJ1?0PY1dAI|!F>Q;Gt
z-XYOAbaoJXfoJGYlYec00?5U3-~O?rb?XxwC;5_vCEdvZ5fif3HL-pMfo|WYFwQ*3
zDoAsQylp!>T=2*|A1xRKzN8}WFTsM#N5FO&CZ(cx8ZSnVryOU`4*af;#!HmQ<thQ6
z)Hg8BkCi{S{=9#F)0JqTIoA?tT#hzvjz0;wLxupP%J6~JJO3KxI+z`n+~^sy18zyH
zF4D;;Xydb+9fnk7)#vjK)0^U(OuzH>^ECIXdW(l)-1Rdai=@6=i_Ia#(E4v9tJ5^#
zaj6V(<Yav6e)3&pP(Lw|+7EN*sb&gypigl)ju4=HYbUcezgrFbRx*)&fgXEmxSpD9
z+yMs5{tfR4v7w+#`B#Z@C!JPpme!IyNj`6WGsu>9a@#hbz)Q+mcXNHQaWFOJ8rzuz
zC^kHQba6zj4V?mxvn|{CU*Fy2N({41Rl>S}AjQ8<(b2g7ycPF0CgHLZ{{QrrlH7ZC
zQ=~rkH+A;<xVnK~;w>83+KY2iSD0ELC{i$flm}9|8BSjBaSSv@o>UbFS1$qt_VmoB
z)Ip~p1kk~jePq_GP=6LJaZ|2B+30)+_OpWOnb#dh(9O1clP=&st4G2z60<(v<;i9{
ze%`&_?M!X6N^=f7Cb$O?+>9V_e6bj_aNEB)$*Mjv{boe-T;XS}*=;q(Z4%TpAI6BO
z9=@ev8(8K1`TQ$@omtnXm;7dr|630}-F4zRAXm_MwdFVvN9^dUD_MUPBf3}4_a!HK
zSsCm1W=l>ImZL(hJt*#|NB-dRz?yW+3zH^*aXOR`{B|ygSp~)+XY2>l)gzmRR2bLm
zHvu~BK;d_Y=x#b`+MPtwPC^_&`aft3T#_IC06I-D%24d5;0`e9r{uF`sDIIw*=6Hy
zD0EHm*13O_<5Gb6^aGc9b}6|c@cCh|p#71|Yd!yUGB|c_)cu?Ch#6q-a+3tH4;v_>
zWpA@WzwCj=R@{BLZ_|Xo-vwv!{TS6bZz85UjPqII^g`Zu>ST5=<cyUxzqZEfX`kbK
z3<}@Bt*}WmHIAyPWKx06;$+$IBWUMZ4Y@Nsa;_c2MXK5FK_pIBB$}lBH6`<4ofbT-
zphPw&px5B*N=}r3PUiJt!4I{c+2Q1zXrLvkPa;{+uTq7PM1+5x6xM7Vpore_JE=QY
zAnZ11+^0SYX1!FrA$Ud}sUk_IY-aOj+Uj(2yb*OJ_(BnyzJDh>P*4%EduGW>K@`GG
z!HpZV&@!p}ER%4a%^p{tPGy0H7vg_Dl3CehJ{l@L1vCc#Xi`V8rMynjR=BGCSD^LJ
zgDv0>i6w>8;!**}Y0T{C8K0)3#mt@Zn0s5nS!Q@IaDw2of5<5l9ep<p&r_F^rE>;U
z0MFk(F9{H*0KbSI#tUgN;-P8qOA!`<p(#044y)uTz|k#O(Px08X5Cl_A(FCwW_AbG
z*R%}1O~@MTA~Sz2@DU2)0@_4M0@*vS$c1yBX;PoC!13^M8JU84pc?BFx+bR}`o^R{
z9%!_RS=XK~Wx$MNRo{-YMK^ISUP{o#)a*5?DfXEPLa+iheago0lN<R&E2K4%ws9GI
zHxRw!vnq40fJ(J4CO21u2VT7)$Df-aY&0PxlRq`HlKj5CYeP`0faBjr4)kUL4Wl8y
zgBh2T?*_5WsVAZdD0v}**U6EQ4LsUr#UNc1T-2zR+>stLASQA+-0lJH<Pn6<&9`M!
zuU7$1Xr887zl-(MeLCtPO;0)>jhguxQdBQMrPvp;j#9PEVdKbV1)RgrjOKf5MI5_F
z?w%^*DuaOZzQ#w9$eZaMM%j6CkBv^Vg)olo5NIESTNQCYn$E|{4&TuJZF9T}d@rT|
z{0V8B6SDMj>3OqD8zKNSrTrg`>HmWf{=cFQAp&!Q-3l95J|o*R1Um4s9w}=*EQOl|
F{a?Ch|F-}D

literal 0
HcmV?d00001

diff --git a/lab-p13/images/springs.png b/lab-p13/images/springs.png
new file mode 100644
index 0000000000000000000000000000000000000000..545b50fe0502972906441151841306a1b1206385
GIT binary patch
literal 78147
zcmeFYg;QK@^DT<IhXl9aF2RGlySqzp3+@`+Ex5b8y9bv*a2VVr1V5WM-|yV>z4sru
zRrgeF3TB4g`?2m`y;jdR1vznK1Y86#Ffe3E2@xeQFi1}@FbEnr7~q{u3uS09FoX_E
zVPOSHVPRqgM>{i1Yf~^ViEl|Muqw)$xWnh3hfyB{xN|uKJ(4gy4my|NB#Co_V$lRn
z!Z-tr1x2CW3&M(E;v*6pi((=M8i1=f3&6ZL#it7kALBEC|I}{oI`!go=H7h`YS(Yw
zUvuh$1%v*938!R;12+37t&fSwRZGSiADIJ+7z`3(8Wu$+Swa969v&=gFUxmnm~a4Z
zhIj5z<Mrj$H;L{$sS!9>FmXoDhuT>*zQ78_WPwz8up>01rO`=D87I8HE1?2`pvNLE
z%VhClF2j%+gCWX~6Oe}PU>7D7%BfIbX(2x?H7m%-P?nJmo%p^Fi);ARAV!Rvka}Tk
z1zTDk&aKAO820IJlReX$1&~oBq>*hc>zM`J?S6wQok)7!cX+ZZEDYawJRpsjc>fS0
zdl#9ZsV~*m9dr*b*y}W5JoRUaN&N(mYnU!hd=<YwE$bz|vs4h=DP!c?Ok&%F<>Ou|
z=@mk@v7tvQnR?!IAm6aemY1G`RKdU`h>7gdsTF<3DPu4KA>CL}s^zsKCUk%SGgR_u
z|H6B9|Jp;^L;l@!p+2E-9Y+G*7VTjsmp*@}e0B_Vc-;KZo}0&yM-izf=(MwVoq&0?
zZ~T-C;zn4e!P39YJ~Hk;t)q?NP<(n8+QW8(U_|qKvLMFLfUq(Ew`SquN}G#vD?n63
zaF<+_!6j%l#K#SsV$qhUXKl6zGkEBl>_RzzG&>_H2+M9R?1t{Cdgp(9-SkHnjI~Q}
zR&L_gP27VCFL(>F!M9+|`lht@AaD`lD3uZ<RzDObs3HlQrXKhfl7$C<12k}>UdJ8?
zomiM4V!R3%JOOYjh|fKQ3NSQ1hW3~lV8sIOI8m$ojyKs4AW(aZnZQDNt(ai=0wm!A
z?9rg}gvMei3SiR&l4E&yA>0MQ6|gZ82Zbfkh%ki9bE6c{RgjVdlN9K0J~^YbL97L}
z<%UiZvqE$RcJ)xDB8~SS)$nz|HH9A5@Z*Cs1}1DGabit|Huo0VzxTqo4XW;G-h#aV
zd%`6Y2gigj44V~7%R5mdEHO~Qr$HwdsT6&mC#9fT;-P|AM&N?V=7%flEoMBU!isDY
z{#EEPk93C48ODR&gSHLH8*?qpR(L}gHE(!&gBddtcL-`H%+SDyNix-12D}JLIf^Ty
zHN@QyXUJ>7s5V>!vVvd{3ok-;sH)F)kg$i{fYG?UR`{m_K1y-qr(Uj|00$WziYl;X
zR9Adgcvmcr$j2bcEw;;KH#;x<teC0(l+Bne#_jWM{Y^@E7AW2TQj*jjiV8AoN_>(A
zv@^62_yiHnJn)$`Y(W_cTjFGl<8Mo0&jWX47?R(21rW$DC5|Nv3la+O3Iu1(>+qLT
zPXzU(J|r~9S&gKOqK=+ZV}|n$Mq!AL7Fg%cD^)3FDe*}v7ETmkD_NJiD1nrslw1qf
zCEgX>797rw7djP67syL*#1STuj2w)+jWC%mjwOy~BpfE;q!f;6jlhf-joK#hQg|x=
zF2t9U)1Q=%rcYsX)i^6#MSCy0kn5qKIUhAoI&U>^=w8v`&m+vI*(LE3<W>BX8jumt
zD3mA^E!5fv9Skm-nAi1Dm|4}KeVclaaF7vk9%~xQ{)4rqLigrb06e)WIR|;PQm#_q
zEMy_$7^^8G2osb!COamtGEFl?lS{Kq1FKq98d)}0&Rtrkf~YEA%BK{#5V_DduU1N+
zcC3J>zNB!ch*ff~++D_3mRqt_6jxEJy^}W-Mxi<<no!)TeI36?n+_2rCta8{yJBIi
z^+l^o%cxSSQm#_c2J%$ml;;%Yl#*M7z%x@MbB()_+qf;g&A+YO<=C0%5dG%lw#CEq
zcIB4h2KgrcmgAV?u$xtZ#Q=L3cOK^kPYFpE`4dt((m9@C)Jc?5Bnq|*PX7@5kj{?d
z&S#36Z<X*<yMB^)LK8xv!B4@eh@P^eMb2|{bKG-+pG51y>UruZ>Nz5uu?Fc^T1&iV
zT%GW)Rjx_*V(542p6IUVwCL6~akcB{#_7+s6)QR_7d6?mI~&<+_cVwa&gyelpjND#
zEF165tjuW}Dw_#v=NcoLf7vZrG1?IsbuYYxKo0e;8D{pohfYN|MW;m<<G(tyxJWs0
z@7*}o_8LuYlSYJQG-jqvCQU*zu%@`B2s1!dX;sNA(JYzUa@$%re`&^YCiP%>=6sH7
zZ*8A`u6PUz%^${%8PB4UCz=wPl4InmmZ)Z_E?!?*mt1#QH|AsKEB9h}H1c}(c76EG
zGLJ(iMsGYZHE9>6|DAuCf3<t!RnyPGk12;74dn)L_5Dwx0;~blF9<Nbk(;``@<K>L
zEJ8l;gCQY7$)S9x^>Eq*i-dB>`shA%PsTx>1HZ$D<3i%LM;56LO9~Ym72nNd%?!>!
zGDjFK4y;D2egh4%4{vSfZI|r~rMS^A*PFPN{+JCY<Q+#!2GO;*>X^D8T_MsIs57Z&
zL=O*$4--Yajv<+;F%Q4PhJSoFq(NBGS+Qiz@!R${+;E!mgnQgUhDOF8mQgNC^;x*3
zB<(%|ko(1$n_Yr;0&P5{Qh@Ror6Q$#WxUx7%S+4sKaNkBKH6<!9&#SdJt7Lk*dz86
zKNFZKZm`rMh-X+7or-u^uwBBC2fq&lYBFeoG_&jS>*V)G_AZ>b)o`m<>#jtrT+igo
zr^_|UwbZRD*K0iNk-cR>S{62aD~m4N$5%_p)pwe{&X5kmV<Gz26W8I_eAbccKjW*j
zy7_!95~hmUAW9(&1<%cjf4t|<@!fo$ZXNtG-bKHGxE$OZJ`o`m-eqfQ(|Mae7*ohE
zXCuA3*t+)hv6tW{!4m=RXI)o9`egb^dcu|WE#(dzHm+M|sGe#kt(r!<O0_91>K(2*
ztT_$t*=Jn@k6p<Q<AjOrDI6#2zq(Cd2f%;(x5KWXEUK5NW2$;_4Sb$gKU7}UDAZSV
z#P;MozPKh;6kqYJdo69!Dr_rx&_?by+qC#O)1=kDvSR#YxM``^WxFkIM>@te^MYqa
z$4*OsIp?Q>Ge!nxw%4uG(-d#<lYC=V6Thyn*!jdu{d|3Jl)}!~P%VY+oPd+H(;Zj0
zQzg9|y}2**W8q%M;{6pO0#=hgnchS<rwjGn>>tx!&<w4ldWe>K178=e)2)xTh4wz%
zs})C;r+)W}oL#qb|NYSY_h^o(wYu&F=U>0S8i&dbFYDX*@cy#=wd^*0Cg+qQtS)`G
zeHP)Wd#=~I?|%N^J@otwHGt6hPUQE^EyF3nf$?3ZSL(yXX?}%xLd?>g@dIM^2oJS;
z+3$uUj{FT=7;9JtBoCCYJcz!(-NM*z9$aV6^+T_-m9tVhro9v&XRko_=;v`&>e711
z-5)x#@ag{u|BiXKL)yr=pF5q3u1&4oYVK=RK5yz$_tC%ZeGoo&8~HOAV@X6wiNH_o
z%l)wY;`Equz{p5Z-@V<H?DOei@oMeW^HpVKKGBcbWHJ(h%B1((H?WR!a6b%0utr3%
z?f7MP53%VJjvgfc*Ma&^cahfMC8C6L#_BnEV6a8zvA19&#P|Ufa2#OTnv#qB<WdcF
z8BwBNgv1i!OH1!YPQpGxY-*p+&zsE6&o_T5_$dyi^TPRgSYCRM6D%~H9y0KwXRG3-
z{w?ZGA=;Fycn=5+OaM$$L{P;I{3H`LRYmmoZ}~fu*$JjyvJwdlQb9Du(T^Wf=Qe7F
zbo<M!zN)M1^qWUpX=y^XQPI#);Rp(%DWGABpb0wS8%Vrsdn|8GPjBU&khu#wt2*;J
zcK5KA-*7%sSKVK1RdtCTFOFx51A~wK?`z;axT_8*B#i_dgZRI%X()@6+K>PG_gDdZ
zjGS7m(BLt;|Cg;O-o^j602mAthG6}@U89gj{%`X+wZq&35M=*-IY{^o>EVB%sTcY8
zC!-<;{NO=CbaZry0Ra$(8X}M55g76R=UfEbq2lA?$=KLb;}iPr!h>H?K%n^UP??^c
z%aPxwziwfN2x-EQM~`n2OoRhuY?}!n2V>!hMj%^t7}Vz-a#xWUzwbg|_m3y$(svMJ
zr7lxpjlBbf#n5+zhle}!a&+YB9VUSlO$vX&0|_k)GT@D&MapOwM1w_zzgx-q!42U;
zl*yS`h+OKdEt1)syZ#vj!H8!f<c`xyjOrpX$oBKbu4h6`Z|~k%_?e}RmXuT&m&2CM
z<#-X<v$MEX-GQLVh!J=C<@xb;M6c81mW-bM2SV%B^|k5U+1i7lTDcm%q@-l6P*tbr
z-IzZlEGy;6`)|z@y)4l~opu|1;Ga51OLg0ueEgt3Gh#emUtKvrmnj!VCy$3r!gD*6
zXfqki&douCECS=jv{xIg)E%^g>Y4-@>{nWyiqCR#Y?t#$r%@E6-KGQHA9W$apQ3@n
z+M+$|63zmwsrbJ;Lye(L5!dt$hj7O<!L5PjOW6+?MuMBd(m1EJOYYdoMgkoN>fs!7
zqn8z;QyZc5Vi7a-v{yblV;!Z;=r)Z6zaX!CJW8VHhA@R~z39DO`OrFj7I`ML7NEmE
z@6J<Ag5`|W6{z0=%BwXG{D2||Lxqp+A^V+u;XQkha-Yvg7O!W+#~|w{T(;RLo)Zq_
zEtuBU*0y({A!{{;!nE9}LlQlZkWy`efiP+#&>7mzwhJJQZXfSnSP;%>P&B;8R&H`a
z0%=-Wnpy`*sL{|kB=%W}wnYNFGt=d?K&v2M2ersrGfCPc#u$bRA%VX=|9k-Gm$M8p
z>{y*-0>vWs@U(6$JP1|~xS<!38=_8t-^AQpJC{^piFpUwg^reX9Jlo%55Wc<I0lH^
zeIZcp3e5^xCE88SUWO{U^g;|bcGk?%nQe$|gl*#?4aUPL&lCQaMiJ2hnW4QX&%r5z
zZf3u7+7<M^bJ#835?182Tf6H8#<<&xZ>L!dKSAJWDIksbA)tSgLWiUh!kA&#o2+y4
zL8bm=$Tz~SHc}PEl4itISBsAvx2gS0L(mA%v`&$Ml5+oUvyiZhG{cdzJM=s{SATiL
zxG6U~%}qQY?li+Xaf-sW(3GTl^R$Jve$!m#91hoWVQ08r(ho}F|Gavn03WWP`+y+&
zZ>L-!6)>*$cyeR^cT~}k^c%`b8WhU?FGGOQ91kF>sKyXYQT#hp(85putgq9c!u+=_
zl^C$7&ZEnn<$uKrG6QmOTu-$Rh`}HKWy}8vJ*QTk*N5l(e^0~@s)9_wcxucjSK;5b
z6nKF-mJP?4C;Xow1^C-92^g@ZCLLz@zipL?1F`D%&!zRhBU?>8SQIa9M6l4mBc#AB
z-1N_KLjEk-e=npO5LC@gYZa*eZL5S3nB)K5l>bj|O3Ji(yADI9Z+#<tNEFNR0A;d?
zp(YF?J=4eH%?vjYFZ7z)$zN2;UP&G%j>gV3<DZ<@P2O{tOAw{uAL3p4sFH5pdYEo>
zdDj8qV7cAZZh=85&^%X>h|^wReEVxVIW@JUl9JMw3l!CM%-yl^@i|9#9zy0i)zdF*
zuE|sTbD+>VS{j;JM{-I^M4uQlh-%&Tua<gL!u@nBEdDcRYwd+OIRZ=c);4ajIRtq=
zp#6QsF;s25T?odJ;49(J4Wi-#=BLZ`;`Kt>GP1H!W(zc3%`>`G!d}EF$Tl+v4D+AJ
z8YJ;BfY?9#fdHJs0Ez&-bs8p0FN&RUo-~p4NW<2)YF$j5;=-TDA|e(Q)Z+X4Vi8ez
zuCJk?L5KCgVQFcp)*yP}aK!NafurP_VmXIYq4;8=7j}x6O#6XDO#EcERrxr~g1_3q
zci#N~&OVT^pMBMF=I1B+p(}bC$V60{5PAX%6^-j0QAqKfCX%gOm{tSg97ux*mLNkv
zmVw3OX!tS2iXJ2vL~ZA>{7hoRT?oo+-qkUtL>}P}#x=jluvUn61G0LCL!#l`@{sfJ
z6^pHB(dAkdqS+7NE&^<s+7MY*h*R8u3$WMpErv9~wIb2Z(`!3p?FPhwtwGCKqyU)>
zQZE*@BZt(QN_@oB8H;myHiqdL56FHN5jsV_koOn0TkcWZ(4An*InCB_h_~=AgpPt@
z);1;A7QP3Fd5ox;xZg~~&v`JoqAopi1eeNGrR(bJ$$5F#!dG+ZgczJ9>gwt$n1wEf
zppdx%R4{HD7|%`sRwHz8YG$T&ebIx*$W*Rgoi$&ny%Zh_OIU?1+XD&3vQVY_3!yc#
zHy{+|h-bHMYs-+Z%FX^~0qI3faI^p(6eAvY>Rzs$v-<PHZ6$NGA(;Tf0Yig0Ft?SD
zCc@gl=I2y>M<3>PIfCP3#~zMFbQBQJvE6F55f0#qMZ6`NBH{_Pp4MeTiNxpP;##~R
zm3f7+LF=$~AB{F|oI!88AywEntPy6P>#ohE&s#HeCg`|$@;_s7p-;ELn6d(%B|7rq
zn}{(ZMxxawVM)#bSPrTAct0enuZkAym+#!E7Cdf#n_G6$;wWQisL0reRN~sZLJL9G
z0CJE{%tw~O1;M5fBNAHt5s{)+o7XW6O6QIVg-u<)xbRa%GK-zU&V3IeReGEjgkZ#W
zFVRlTdvBxX){|!pVJ6r5aj+ooF(*1OMYavG<ARwR0!X?|aPB$nu{lHv=QcnxAID}Y
z3e;3g6aPY_*CD{4Ll+et_ElSC{YO}A9O9HX9tILtBB?Xf5sz~UGQ25p>{@y_o3?_{
zR!CL|-yjV;;6ed1775enZZOMA`y}s<_?#`tOu{22Erk(tk>1h^+CJ39bl5;3=_E6Y
zC-4S3nLwth`%e=!ce8I^Fj1W%4BmU0|D9BbZGj{h@hi`C=wEpgBMr!b|M!N!sO0~z
zt3)<zGnvZ#KM29Ug=BNBQ5m5NpAx#>EZqE_MRL7Kw$6($E(3pgt}DMF(=ojOg-?1l
zP17O4+$`wrq?Jhnki`Z5%Ikj{sX@O0?T^1K>Bm2xM`A8_^KbGoJT;rvV{TpFs@L76
z4U_L&@k<W5aD1bsr{C0g5q?81-z5CzIN#OIr<wo9P8c{u*6p#$l4!rls}&=W(LoY*
z7YmF7-DGd8%$qC39snSU+ymL*<v-Z6M+jnNy8VRbvO+`8^3Z;gAwxQ_diKN(0zOv2
z3jl9e`k>L(|CF8r6YqNFe{_7WdcUzquR4i1xv-?LWb}sl{6)wGj2RWBv+n-~O-jQX
zMCqxD-AI|kF7-5~zIhR`BH&Zf^YP|g|If28+DbEP=VPr~K2(kVQ)vP-8q)ii%zZ8M
zA7qw{A>bA~tH)7JUgo%xSFKqYabfZ{*)UlECmPkSQnCF9rVfyU56qMwVn$mnHbiz1
zzP%e12)1()9QY+bXAa~D&u81LZD%vq6o;&hH_O=l^wIP8Nn8jrp4Kpem-P-PaX6WU
z^>&2%`#t@N_DImzgIkY$`Z1C_jyfFMP<*stqDVS3JZSW>j>5QM>v0|`1b(3`i6eI?
znd-M^CX?q=f3~)fl54e&|6$guuzy)gk7LF@3Y})XYkJhSywXF53lcY;3W-M*gozm@
zZU1^2pO^PhQdahT_7qm1<`!=OfD!PREH)p1pC;_?9;j2YejKTDJzw9hL>_xMYd>Ek
zxb%Iw&IT&$yjF5@^5AAap%!kpUbwaDA}$bZj7y0zI~g{8Y<W$M0t!AS@vmmP=01t9
zW5EyEW|Grp2caDuJi5aQ(Iv(+awXbS0O*)^v9_5;-wddOWE_FUu>p_+;wjn#q6^X0
za!xxj))-2i|H5SE=l=B%$2My;Y&JCR^K9ysTEQnlY+K8bb;1PwK=nuft{d(c<W*vP
zApSEpr~T{sdL<|za$1-D#x6(PW=?k!s5eP(pnM{}3b_k%V6O#VH3+);12w2dF8$u#
zo)}(I7ynU*JE57W>EQ$6nPa5S`6|LqEeRA2EiNW^#*A7>Nvgs`Ec`|;_9gEMeBCAq
z;_?MSW{U+afiqLr)0K48UfnoD0%<g-kgEsDcVv)-n<1W!nqQEkFo8JEc3_*Sw2*t6
z9R6<j*Lxg>5Ui$HMAQTeN^|WX9;O>>VERVRSZ;#FLQNJag$Y<Dz~BT?$mXf%K9ErI
zZOPpBIXfh}v?M5t3#f~<>ydO*F(wl23JSUBo&Ac<!6U}w#94c9V>a1j;arB?HcpL|
zwJ?poWgC&Zh@MYs&tp<w$Y|)yyIb%7-b5f%TzlY7V!;L1Gk0;9iYPQhxmb?CayrM~
z#Kc5I6ZiG>vdLsPnm}vot)RVzd1se&0Rx*stll8bMd)?WyA69>qL{xsh^0U8xXdyJ
zu7*9+k5}Yzd!(6LaA_dA77#EwF){D55fTcU$SQ_2V_Bi!-8BzjlW<r#LW@|$RYyn1
ziWzh_&u<UGZP86(GeH*o_Luf9M+_HrriqYkh@|F?UlwLhXJ81x0q6=;=RN|SNUqv+
z3R7Im9i?K~P7E$TlIgV<57@@rup<L)el;C(hwQUC2O-0ABXYk7eQOHaH*Wa#u_b4&
zT{Wsrh=I<j#*_>*U!~9`1sMcK;O{8XDa5q`K+pYLB4WIw_YW9vxf_BOpkv08Uy!qw
zfI;?EO3P*z)|yLbbOkGkg+d{(CWpeBu*~5bgcTJRYYU<i=#4<T6RWd+b{tQpPmt%k
zFGw99`1a29bfvLv4&8=y9xhl8j89>9Gq^c;Mh?I_!qGv|c57`eq(zvtW9_Bd2dM%K
z7vYI@RT2!?gQ>HDb@h_s0%p$X3QHtdD<%z}Q>i{D;<yPi0OS*a%sk_~=iG-kFA07K
zjw!v~T10RE<(k-s%l=zwo-J3rFY`hO4#2$m?S0-;3RN*I!rCJ4xCH2@0Dx7jHlWJc
zL2OmHvynUy=L8nPu~)&bt4>lp=R{#6^BE4$8EXs?z^G|W7US2r9)y77iR2NiG+)h!
zESi)em7v9yU?!V&&l)ZFSPg`s59WJ}fF*9%Pw{CVc3ePxhX1)p2w+=KQld@8SVBU#
zx(qP}D0Ss{K0LUjZ{1$!Qz~|x!Fw5)vuZwYym53EfJU?UMV0cSqfB2oP~U$@&t8lt
z0IEy`EZ>93=g$_&el#A3+-7FNw||h(rUFE1;1mX%v%^7j*-KtkVYTMMwfjF&b$|(|
zgqd~RFxPA$Q2C$idrGq6KID7G@LYx6r)d98M6lqlX2~WxFO<WK3y<MeTj_tZPuN@b
zF)IBuWk~6#*on&bCuj9B66cecJ<_{>qIgd(6iZdRWc*6gXJ>J8-(EI*dWtuL5-LEj
z$7tM5JFmf@vQwE_#mx8Q4Ef(9WdH@`ok`n;l^f;@yN3LEOH4Ingl1tz*GzABmnZ^v
zf5D_=6obeUKcT^0_!Mc6Bz}j4Z2Ojoh+_qmu0O<c9p%$RT^NeUXO~y?{!K+PZ>cDS
z@0#!fM6cNGge+H^xrDv+TV67KHx09KAV260VvDa{O@x&l!;v1k<&Y}khTUg*BO3(r
z-oXhvQE-3U%Z3u7M6<5cJEV1Ru4YAlk$=12AF8R;;D`4*9%*Ls3j^xOPts%5&pJ9$
z-^0j?!x$xl5pCx+;ytq&8qa+t>WU|mwK!g7nUE9zPFSE+O6YA?ToAd@M`@qaXFBgT
zd^es3=>IOEAOze;Uavp)nhh3l4OUBXXBnJ|TFthVft+@~nq*;jCnqP9xivL0&J51!
zF#pM<q7eAY5razk6KWU&CmjllM@b(D_nFT0ENPyy-wuPw%gbH&_{nm8q3L)si_@Nr
z%|RUEKMxalgA>7%;o|WE!BAq6*otO4oe1(upPAc2ozngyXDPU+r|YS!iBD4p=<P9l
z4-x>`s#BM+@%K}qk3E(dB!=69WD3mwWx#aGjhxT@VF_aap7?uq3;7$i2%_*yF%T6M
zb=-;KkZQJFV?})8Hyy)FW4B4K&}mglXS1TXJzh!yf`R74?J*@aH8uQ?$TZ5gTW5jc
zB~kRfO6DLy85FqlWU)*+x9Wg*SL=7{;j&wg$Vq~||BIx^q13AN=!txvY72^r#-8ss
zs$C-qd9}_u@AP{460{mDNRAgP=U)3RJg-J6LGjWI%<ZjzM@I=DpRIB*@c)1$KV7KJ
z1_Z`whOR$Gmh&ZXI-aMESJ|&m;)u&lHriaTPuGR2<!W`_k6&$0WYbwC)he~fQ}jGa
zWwLlQ*S)S~xvgu<C8&{sBa{emR1p|%>&gF9n&enR0G^t=?yuO!|9mKaHTn5m!o#DD
z=XPG%u^*Y^z+28PgR$#RUdQwAUyjF>%}4YoZosb_ho`?_QN|BN3#0WW&GoO3V$?+T
z0QueYa(i&4rQgE>+XF}d7?JCS&wB189}F;!RI24NxmPyvxEu>ix$-&R@FSW#;7T8-
zGF-|2hv}mV?aAPB8rZ*<+@H*JIe^9wu}lM)afbcK_-uLZLo)Z%#-$rn*Hwqm9($9&
zSdju)u{h~$_qQ#2yT;*qehRNN+hxCGxURc9&WK_K(~%eXpy0AfI665s_9w^6@B07q
z^iW_w2Mu#sq~Bh>4W}GRtwJMLRKLkOjf|3V{GB|HV#fQ5xxnEc05gANk94={6w`zK
zwjicMkvN0Hyni+WA0F}SI!J<pg9p2>fnzKH4?a~CRrlK2Y`R|~sMKPhH;UpDK?~tL
zjiEj`I`Kc)*ZQ4C``5}zzop{^J&s=umZX28!H$`>nYPVm(Z%s|qj<1A7&|Tkq8snV
zXsh9hoCrNnYOi);_{V_k1gfZ?WGMzh2fS=gy+;zJOePsDA1?j6%S#gsF|;zJloXaP
z&v+0FW@uXRe@Qw56&Oqo*Tk<$>Uz}B(9qma{gl~WdG$exowQXgLMTA+9UUJ}IIiy2
z+nda!%@>P`FI6s<0(6Q-f7f1UEa3bsNC~uBMf%BiQeD#N7e%!~5_uDMo&Fl@_}V)^
zs`QuzJGMGZWc(c{YJW2DOZ^j^fQ5As1yg2=J6b3&7C(A9e|?cRH~=`1FO1*Kv%Q<5
zd(DLy@qM2zJ!mKcs`b5Z7q0I2v!!2Oo*R|1bj<fA(ta|<3G|^|y#FAvRZ(4NzpgX-
z>KyrJUOLWTwB0h$V4kt`cB>Z!^nwkr){H|4k=y@~j|6z$0dm^x^6^4>O2@-dIg7`Q
zMX7dkl}s9oXxrCQE!#yrRtw@cCuM))dp!B%{&YEfo6a9(*VERSn3(7|1wz3HbAjMv
z>ukLUg;rv+iQkREqjlUAxS%U#s~r_5A}xJ}ky^Px9H`VQVHzX?^4O(%(FFQGu?!4;
zfDSxnIN#K6sVZ~Tb;JANb04*e$wAsgUoPVI6@mB7Or1e5gg<x~de1_+y7aFmn;(X&
z@d7$%7iTNf!Pnh$Ru>2q(O6u6@(TJUOid)l94H@<JL*Fsqz7wE!tDUZ*>3kr`}`m0
z3!{bzs|{^%K2++YI0vHRyw&fFv>xWqUr!VQv0%wQfBw}fE&uBEa99j&^}D7B)$)4p
z2kUPLs>^H*^3Aa+tY*ieI=gjz>I^>e0_&C|Q>i+~uJ}c}*n%u(5gmLG$~Wx}e1P=P
zlZwCp$H{<b$VnWVm{_p13+$LWH%AQbZw-g4P2KBd^Xw$}cN8N4xZAy%lTWehepbVC
zG|zAddAhCkP1^hMeY|x)ixwM4r^~CA&lT9`!KF<sj4(Ecb%I~F2bp()cLiOJO#zs!
zITBjwxSh&Fy4~O&$BwN=^uH3DL*AHnlGqNJr*}QyO`I737z(8v{7*sX2lXY(4`(?L
zYqHDxQ3?nj<oZ!&tKN5O+#LbS*-1%-;+Hk&#o0cyL_xZK4sLU@9F{SeX1FD3xLVh<
zSK(x6gm1-e1MH8d7=E;=vW*+rfHbSB3Tw&J&jPcP?FvfVL|BBqZVRcTJ%m;h?{T1`
zS^Y0}hL4H6uJ@;~Itb*H?Z&yko=~|(JjM7v2?MemDLuxy_*-OgknX{D8X@L!_*k`G
zW7yvi_@To>xFi_QwnY%g8zse-U4OPCJjN&&Z=(o4tJ!wlo81GxzPn;oO|N$i+aLQ4
z%9>K4;Y!_fQ#Sc2Mir?e3Qq`QX{{iw;I}%8+GM*#e9UIsd~6Q+PeB0KRP>~+jiC#K
zLJ+{2_i672BVrw)@^s4r89}S@3y3FZ<8Q%SCedSgLW0e0blUsQ9B}pq=B0Y`sqJaR
z7EyYTL7slMPrx6~i&gh~P|7iub6CH5Q4qjAH;2z&uwuXwfoD64?P@+G?3NSn-y5rj
zL9yw6O5C+_Ni9Idro-9Sr<44l9ps1*BWdu4wOTIHZo}bwK+SX0cuWR<86HQabw1A?
z?&qC%CQDVi9=vetEXL1pe_@-zExf@E${d5?KokJxd}R)Tjib4W`tWp|XG8-UC4a7e
z{bjSQ3SJl&nV*axzbA(g1_qw(VW@MnBlL>-V~P)bW1YA6{OGH+QmEWES8Mahflu8$
zZ$)DPt$e+tjuJ)&K@1wMX9X0Q0tz_PCEKB$@8kEkthcAn8wKa@H4~T0>5%vI@_0U5
zB>R2)`AO)X<e<O?QCeE+5k<&jW0XmVvA7NW>1JY$q2ofRGG)W#nEpDULM<07Rf1Rx
zs>AcD;NbCoWmM_~EBjl?ZHb_=R2dnOXNFc_aghbeXZ2N=V@uQqzV}i=-=JuO0bFQm
zarraoqaXAug|64-;9mK9-rP)=w`Zpu6n}+od-9MT7|CB?p-SrKGK2lCf1Gt9$8Y$D
zG-GGOAEQ6dp+r8hgArKA)HfR0OS!_ZmMaaGm&|Y_d|&3N-hZ7S${{es1%?(6wJBH+
z1W<zA4uiV%XD22flVFzlGJ0xCXT|kTN&XxrsVxWZa)fkNad3fXmg}&s2rrSNUajZx
zfL0gn;!c_6X2cxKX0?dfelw{6F4gXGtkw~u{}+6f$$=f8WE|#(63zm^rXLAWrdB-1
zxuE^5O*+eM8~&L<?=!Q@JFBP74(K@nfQhKQW4;L(>ftw}*!=OUGO~Tt1FG77s3G<Y
z1~r{pSAJGbO=*Ff2dmgDWFQJQSPodFgNi&4vJVwIHWZ7@23COBzXzFS9Xmb{=Ws={
z<^Y#OAa>1^^ll>CeGkW<qZts5N8fmvDc-w`7lNfeht#i_UtXfDa|wycI#jt(Ix?;V
zDEez?mdZ<=q{dAkX?KwwxlD!E?8_T5XXFY&b^cgK=(|ir`R#eS-7@!Sm2r$KrWPxC
zHjX&%6YLl+w1p}?<_CHMvw>BERD?<ZpeqDwa1TUMyM;2<I+Ib1`?>5FGE(vA`7F+;
z+|V6a?}0me3gzsNqqG`687|}0>OgtB`}HcodhZ>b{MNeNZqMRD)z#VITAL_BF*Pi0
zb|m@~qxAS^x(ipffKW8}(q~x7t5Waq>~=nv#Oe&bta^OpW{HMjfnL<-sSyaZKeppe
zGxK(&+4PP$azDjrW`0Is9)4MeO@de-K-))F*0Gkjkop!%&E0MxQ%E#D6N?^&m%#)L
z$DGa-TwKO{3FJhYizfGR`sM?aA^n%D6hFGHHlP^j)^Ym5R%a+|!4U5NE<+ihqsk@(
z8C2r$+k-HnFkB-x1hWI}C4-Y^E69hp+t&}_Lg<2MIhDmbh<b=i6;7iM(ZO^CejjT+
zgI*%P8Qf+IsN=k@08vm@7TwdzmWE~oc1w5#bQln0x#ec%Bj+LI=aL%q(CfCTgc|r6
z-fae=BHVo1?F(D8EY2)C{+XihLk%GRl8JOSX&{>vN5D)K_Vo#QTbtfEtB${q{Cc)p
zI*xiv2(lCw@@5%gyn%8KIz$pz=1W9&#=>y!Kz@cB3Gj%n6UGTpw`|qHTa=uws3y1E
zc5^5{&n2tI?Y+L?R^@@5!qoruwQeJ$!6E<tgR|8G$Mn5{xiEj<jXVjSa|*p9I0c~3
z2<e7a)#Ofoe?dO_eDvW@ur>p(r{MQw0@xfD0nME)Gw$@6WF+Jjo<E9~HV3JG@QKKL
zMc}HcIC<!K{R-<^sH_?%=X1p|SuB`e+&R;NJ>)oJ0wJInsqmatteMM*v9R%iv29JU
z5sWXG9dq^G);9pZL_HQ2m0jBzYFA)Q2xldaGzSalxWExAR#O!ZQZlD;LK>SsV8}2J
z)Y&uzG`{JBg|Xf8x?yg8H3OQx0BFP;@(?7Pk8kz$nOi<7N~^-~G>ij^5MvJ<&*MqG
zDL@!<!_bI9bJ(mDyv77=1+#}aihLK*7SXLI!65+G>>0O@XtI`To&I2R2=EY4Zn^YD
z6`J&x8$Xh74wcC)#VzEN!f`p`o@{w{1vUh?EzjWM6b4hk3SFQ8LgbxufHFW42{PCN
z>J8)UG&_lQ!@Gy%SVV5blaFy0C!zt4$g7aZ#Xze}d_sb;D4HEBwu&0IkV3%n^0Ehw
zF|tXcR*IjFTSCJ3@8wHY0##+ssW}HT4osPmfaEo@*&BEZi(26O`nd5R`$>pllb)r>
z6JQZ}$(C!Ap$O1;=07e>kH16ePzW)ANmCfkt3-0}bp}%iaq}}VGeh_zuFb#{6c5Ab
zJfhhA1xQSUD`77vdIzgURteDp=2)Px=Is*w)H7>gN8tPdJuVHR4Z@L*Jw1Y*)!}Cd
zu=<fIg6s#dBk#|e!k7>#a=oS%g$X=1{b9oi40Cs2T5C`px9~^U%qKIpv7D!gN&+Pe
zR`P=L>uqcm`nBgtD=0+>ta5aAcDiQdHX%N|iLW;3RzGYc+!k%u+EmAb&GV7DAvzSQ
z9g}n{yI(0>uu4;q^`n*hMPATH3|4h$YFdvQy0+C&)RexnCZ$(^7x@O7e;fliIDhV7
zEb7=F6l=kb15W6U3)TAi$KMQ0vCf`j;Tg4Z+Alhy6BT8Q8CS`*g_p#kd;3u`rSS*}
zM?RRa*liQ5w~_1RUtIJ+657cUs~;X><zkL%kC`?z-{i;ubD^fpuot>4Ro8V%dhxx#
z0%?u%-tQ)`Sk4w~Kfm`bjn;Xu+g$cIO)V%6_SR~{!=n(gCyUQb?p7lTNPq+AW33H3
z7O;hLO^{!Xe)VEKSRM^p&8>tIDnDc#J;j8E;^e-uT<`pv!ccU`TtvEtDe>--&}_;)
zv@IoHSo~xPU9eUPkl}9;PiH6qws9Kuk4PCk_b+Z9f<Rck8iRqe>nZ*e2Hmy;EXF^`
z6Om^DJIUI1ovL^!>iXV|9rt_R2j{3}#4^N8TE_6isJOe_n1jq+$j)%2^m;Jc5JB**
z(}d%*y16>#6fuH0d7n^hV`*2!O5_{6`$RXSw}LL?^O1O#{I^GwLFU@G=<%OjlIMK_
z$!z|(Z%<a~ztk?Q8o$ZpZVW3-7~yropIM*bw09xC@c3o`>LoX-E);J}&{rJzG>a3<
z)hFfm5N;O4X*Q}==v7W-v~y4Q*Ab$}KWmNsazhE+sB|4i$vsZtUR()dUTLKkk}C78
zhR6B7;{<>FMautYxAXnWZwHy^k$DpTb!e-$3}R&}$6${Q`bSmRjqWFTmc#?(Pi5v6
zxXU$B1A(V0nIE5rQ#k9=y^6G>t<X|ENtHLNXP!~txV;h)rK(v14YyxUC-qY%4>yOi
z`QoUpCw1cm0BPeP0+;WRTJ%i;i9%<R|MgzJ@_YBogOz5jQ80rFHg}vvNW!w%c2@2>
zBw$Lt<SO)-vzmoH;)B;dsw3YPVw})x`Uyf~mIrv8*Xp<U5Hxt<(1`M{nfBkXJ}sF(
zBUF~;&A?cm1go+0(DcG_e#SGyRj`C|bFzx3CxsLvw3W=^hO&JcqWy&WfW%p!G~z3d
zT3xF}py_V=gigiVzS*)9o$v;&Klgjwt+_&fVjPoli?cs#-5=w<Tg`XvM`IoBkmPuE
z`u-ED<5!c^mg~k58a%Y}LIu7l9ISK|w+nfzGzVKiF;Yjb`8V2yXdLj~-8~<mljp6m
z(G-mnINYFMEWK&Z%~?EU*4mIMvJP^e*XO$*-2ppqG}Q@lY-utKilSJV<ezNnuW$x?
zL7zyP)@3=?$aaQGU6g4IkKQ2($yf&Z!{(zfu5MO7<j3&MZaL_A9Fp^{m{+}vYChas
zUtJOGY5&yxvxPQ;?Gst<rr@VWPgF_u%X5R>R+UcUkNz5O<?f<X<ds-Z&tY+P71q-C
zp3eOYr)ZSL2!Z2NmY^0-TJ<WrWN2mXzoVLNtCALTWSx!fD+$1qGe+Go+?55`JUrJh
zmj{4lIIzrcLl0%se{0X1q(O^7&9!IBypH@dIj#I*>jn}<pvE?o`V!8Ky-FPhXn27<
z7Y0;5LJY7J5BE*(#_C;y4N)Cl56MoksGISiSh+nxG6NC-M1BDJ%fk7<ozbRy1vH>#
zUV9}7b$n8i0D6yv2_{V<hXsng+{Hn8>E6V$YUGF~8((dhoS<Ixq0wG4LCe2fbX|Wd
zDIidKdWA}OZ{Cdj5i#*oysLU2q7D7&?j{l&)$AxUQ=ORZV>vRpa^j@zY5Yk;{B<Tv
zjD9{3Jk37K@iPk2Z511h%uns{XAVa1vn-)(8AW%E4qX$FZ8m<=VLSt}uA}3-IFC~Q
zyB_Yg;Lp!h)yL(JsH%>18;1$sti0>&zsrx$^GWaak?O>&hIqB!^W9ssMZaGz`&mde
z%(3a*W;7$ur780@Wfj$3Ku-qOF;yD3AmwEE9Q*LzOuMb(*HOIwHBWrm<ax;xjkD!u
zJfSQ^%-|*e`Nil{<%`v}R?A+UPPPm;m2dO|@|C`G0j?!Yl555kCO3F-U~&XQn*^-n
zFcl$E>yo~&Zp@w`F0a^4#ula=7YOqnQ1W(Djib>yzxo^Jpb&6R|3oD4*1<p2y#2l_
zpIL&;bKcfS0vfFpB0D%t+t(o;J>@>|P%Y5IC<t<9NBs!i{??t>?nR}G37_FSD_Lj1
zCFJkqr<gBBfYFXb5Yheme9mIf<3}Ymsy+M>9NP|c;%@ZJ4^78MI8QEIo{(pTJcS5E
z^VRICmBq2h?qdID#DnkttJ|nb9#P_@(+0#-HJxbERebnv?$AT|%XN1WpSxM@>&mUl
z6lk_76qjZ1U_ZqTByQTmH77rY-Dy?z`g9g$K=p7pxxAb3-OSyzvY#nvD}RE@vh<@;
z$I=r04+8mAE^VEwO`(iqWwA>6BO0sIv1*mozU{*57tfBSdCJ%0{p7Ej<c@Os=X1lj
z#mqkNPfHKyj@kIR$!6XxJ-R2im_uc8IN}5;kjB-!6&u$&j*sz0S39=DF;Z1AzIXc9
z75yTF$7ji6D8sD!b}FE{9>$$oE<VuO9KHIK0`r2@=<5(mcBI-BQ7)2xQ5m|Qt5^b>
zR4-ZNbnmtPA)B`uf72(k3AA@S1bXKau5O4X;qnlCs+2tAK8wn%sF4Jue2s*RiMzII
zVq6-Egse&aDf3cn9uyd1$`CU#L)gUzX_bG7r>k^7pLXHZRs%c=MFOS#A_)!}DRkDl
z#lfIBmpBVnHRJ7A<pvC{#}9l`2e@VXVwS2b{cR39;$H@A;U=?E3#jWg%_bWeKgc&6
zCRQu`zjzlJt5kR6vdK6^`lVT=+q@%(MPdtzV1i%gyu{<fmK9FVt>Us)`j#770uzOA
z*lqxZlC_zX?IgYXJNxi8Vy17r=n=VdcDq7(|D`(^Hk5f`3wy9#hrlYbEI&!sQx`S`
z=}V~?Dr(o)S6Sv(XRT4LNzbI0X!Hfcxj6_VUhJAif{?=&wvWP;9?&HCV^S>}?_o`8
z=wH)$KgvI8{B}3hjp!zj>N%8w_Q2XgL{mm0<l6FserRzHKo2{--Ou*zLh&>((>5rh
zRC14QlF|=-9fkqVzDm_>F~~ac_6pkl%`Ny<*RAQqcW2{0p2rt&bD;c>cbGek=k<;@
ziOHsDwCzj?(X+<nDy)D3AKt0NRo^OoYvw_lEAoE){qSyI)AV<rgh40EETOiB5!{XX
z9I8IgGX3oWW>4mq^lh6B4^RaE6NCZl*~ucGr7~(rl=N9f{%R3XBJ$88Ijs1B6rN{<
z(;CfCw){~+i;22_`tJkmQYYLfQ`74;z8CcVYf8`XPKV!?ga=XAek^`x>BscRpt7$F
z_vTnBCS>g<ap}?S8$8u?3XF?}4P6(~;ZMgS!siX@$aVOoVmo@D7b=VS<P_WqFFVy=
z6hbg&Q>;XPW8L4d?c2s}Q&${)U=a*fWMaNH7|G%vwA(d=x@y+_lE^p`w!*(xJ~Q>P
z8(oWInU>V^vA{I~^OB||mBQoNIvcZ0x=IOVt-cKDjO#@q@V&cLaglYGN4R#h(l5sO
z#2NIBN2m}Q3^619GZ12`*3m|PcP?5FH;;MSY11#0i_P8#$iVXv(iqH+uzolLfK@aF
ze%`p9(;R3NZ9r-kydUO&A*s}EP6m4752YPUrX*R}yMZbrsqcLM7`@|(k?&n2+9x-$
zcxAHI>)QAgefMdeM;!<AGMI4@2zarc%NO=u$H|j7Qdb}dzT>eRfyKw3T~n8h<~D@o
ztHA+@Vdjce=UTjzeL9&~-MW%8W*k#yjW+4C>T8;Vy_9)eox&ciF&s7Ns4pE%e%I$e
zzc}zj@tA+c%(U_SxTy3vOi<-(9GdoxVs~L)o3T6CO4*tBX!eX|bgz(EOQkEnOL~^O
z>}9Y$)Y;&l4ZHQkDrxkf=)G8RWJ<o=^M3I%%&vRgP0B`xoPNbyWRSzzPKFPB&VHEG
zOxrVxKBaJ>$9ASz`?|}(RT{_tTR$E*@AJNW^Xhc12#O3f{Zzz`u+)njEQn}vh<=|?
z&yjH87p@SU87XYDKNN7FnC9DD&l%1;uA@=NkcTw^f-ad{I@w~FKGhagK10H0r2(DO
zp;u*UC`x+o)106*@s7qlDk1B2u}o}7yKNEyZ%j%D|EuH`|4WXMFe9n3k{qAt7ydtC
z^RHiXO}ZX)O>}(NkUKS~oyRnHpvHU<mj2kd3I4+=`|BqPV<bGVyGqg{sd6cmrK55Q
zL~R>p5@6t`rn0sqN#i)Yyml)d4;us-cxN&bGJdHQe`y!f)Ti+-U!2=|n551qrV*}g
z!aXgweb9``Neeps{;EW(r4hO>Q#!W(3B@$|L@uEz?S*)7(zuP)`GwN4g9S5lX*n0h
z6-9aZaBZG^lp&k_#(pUOi^+{8o9vZ{i;sF^2->5(lJ`S+QE~cbdZ&@-jR)2s(LHms
zX#brgEZ?hrSZijjrMgJBQC;cL7#DxJ`)1nv?`5UcG7FR!0H1mo*I`xNsaBl{v^OLI
zV%cG7ng#5e-X}I@ydA^;LY3O|?RNgH5#VKGwNoyW1!3l7caa7HyO%bVMe?&Ibq2F6
zTe-lqQgTg|M_T;sDcPwBxyz=3Lt#O(3$`z*e-O}#&PWoGnFh2jg~9miyC$zTx^sp2
zUEhJC3niI;M+Tx{WALA%Imm7CR4)_abk`<Z(@VrJkNp(xbCyrA_mM5oPlT09sPVZV
zXPZ@19HYOHM|L5ElsqEB?`7>a?#%gQ=!|+u1uB6i&AId1Px=8XK7O^pI&R0Yv!nm(
zr%L8yY`Ro9dQ<o;0^5(d0;Fd3BeIkyJ0Cl>G93l8!YJMf-3slo9SRfsBD9C%$^QE_
zL9pX<nE(#iieK$lW3;!3(Qj%HnlPhq)Ve_s>N;nAef@1ZpW8{t-MS|T;O^&g9qpr5
z8m+AI(XzPGP5}L2jYPEGd`ymwckX&_dm2jB1&okY`LRqs`(<0{66+0pq5vIT=L!^0
z!EfqgpHNO#ezzrlbYj<xf8ZR?WxInwz<FpX&?1`Xgz>2^#2&#3mD}7>cbGD2u5*^{
z(a)>3wTbXjJ5LC@M-vVsBMeD}Gz3tTxUcL}ap?|cTAq&cuGe_h;&KBaN=#J;v&4ks
z4rSO@7OR7`qg2ARqz|SzB6W?+Y*r~9pO^SXCGSS5zZ6t=>?U^h9Md?37bWml?eGli
zV3DTFY>{r>G%Z)_^V^&lLY?;^GA1^!dq{6!=VD1wR#f`@UN$!!41a$Gbj}=bF9I6u
zn=sC4e3!%*^C}+dXMReg#B_;R`aBA|J#>dQV81Y>IJ5=^61?`3JoM6mGrvFsybEBT
zA^#B^Ng&`TF9IEn0&eP!gC^V`3!^tOw_xp&#P%oL;lyi1aCjtm@gA#}*{r(Rf7h6u
zd=n+lCtX|c;2-cW{|1%T_0;dnA34-HUH;U3=<W_pGn7_0P=;QK-~c5n_dsLL45{^S
z4$GK%UVc~=Q*N0#!bpZ&j9;i?a?-f8h5uCNIZ(Lxt|$xv9y=E8ZaNL^a}0GIR0gT1
z@o+SK*L{QKT*FrAOxM+H`*|0wzR!K(Ix-}Bw00~L#t5c2glPB6N9egH!O2d%g<p6{
zV@t$7?rT5N%h7p)BslfsV|d11Nne4e9VA1nfrof6#1s3E@|<G?!PF*`US34f=UMov
zclvv7Mp^2v^H{(JQ=chD5%V5(bu2LH`yaVgn&j(;6x1=v6q%Y))ESeU9xdyVUotZ!
z!!GwTaKCN1miX-ncil)#)e_<`k?XSKb2{S|bMYsh>L<BQsO5J&IBj%b=piS~rFVb*
zI$p~~t`5)cf<ef-g*{xLXa%|C(7W{mZ#>fS@UCSP>@Y-aw`nqt*KKY<Wdab8jx4_e
zx^pt1WZ{2&d%YX|`7Cyvv0EqRXCI!qmR34SNp#?4CiNAR*I29E*0$(dQ>Cf+c~#wU
zMsM9KXnz3P10<Q~ETTQy@<K71e$!|o|04Ef!-XHY^UC1T6$4JlkJM8T%z@)gE}X~o
zM~tx_l>iw!)jC!L1l53Z5JVlOF=!TL)OJ+h2c|ZD!B%V&3TCq}iau&t9Lo;746*!u
ztAHZq^~GDipS2oabBUJr8e(H7Q&G~GQP~}aErBeBN|W*XUYweXj@IH_(hgQ+jjS>x
z1)QS&5SAYAHry}^?LvABbGg?T*p2kpFUHlZ(!<W}0`8Hkxz<}6dpjG?;$7W+#U1e;
zAUe|<BO3BP6$9>KN&9&v#Q@<9-;5lHD&Kwnqxz`E!9pP|B+JveTtYsjx~UZv$6)bx
zRo%1r@(XQKcrwbzc8Z^U?<hO0qH)=z7+N+Va5!u;P<riG9fsjMz8cZ5k0sGI?tGBJ
z3(5ThG<S?gajcj4zHYp}6x+pUc+13*Y$}748V)=`qE7Lck*_LVo+xeSl?T7SbY`}D
zQ%VxKh470A1u7B7(r~9d0^x-Q2*K4tJgbs#x(%B+*x7UT@nLdAVqCK*a^I;^gbLw3
zc)lt*sagwOA0too_IVP>5JQ>k_0&E*z|AE}WyJpnEOLe37pZ+I@r|Q{2YV(A3s#tM
zbTMLn{ZoE~cv-#BbH4lTd>sf_iWpbdarcBy57|vywl>ZOj_j8|Qx~r`xzTtI9V?|B
znrf7pm3=Icic7CzIEMBUSNnEeS6H{b+#)g?tne(MM)P`AS4`eExiYJpzE9q5L*&_2
z)HpvrEwyXnY`vF-XB&3VzJ^j#dg`w>(_IH*F7)vwnz0?wzjXy*t^*f0(3<;?bT){7
z)HzOBqYPf*k38DdEC=CxzWXu$91a~{D*S6P#yiTdQV;olb1u6YxsLKTR<o)e({imf
z$tXR=L6wOD!b;=C<v(4pCHVgNs@6@K{i`eWd&S-5=;Wc<-;mgLF6m5HBNej9WuH1{
z)fsJ0ZfQWVyC!T`w~J%(r3tEOeeN!vDHY0-x@Zta<~VxqHtEcU6q=u;amw-+m?@qh
zO@fQZwrq49s}aQX<dKzaD~oDF4NmhP+CbFrZNcwW$|6mix1w@W3h{?Bij7v+T>El!
z>7?rWU*X!G&k2LCqO~sm9Hl?hQS)Cg{}hZW;mZSBft~1&wVvpCpkzXchH#O(-LLmX
zcSjRkB6;1mgGgX^ssS;EyX3(zl%PoX6P-ql!0@*4&*1a!SG{a=GG|<$Jr3J)@t$_$
zcFf6VwaQ*)Qa5GFQn5n?GmvhZnvLY)tgPpZ3?7dPf{N#Aqv8);S2qLtbCnl42r@tk
z^p|ff(+xEL`$aHLIG%E`^Q_auKe_YjPzt^;CMn!v?h`8c_P$j82xrgCqH~qp{O=2G
zzx-HDrj?51!aw%<w%*-}%SPAOop+qnh|0n<uNv%eusxR_^Oz+3W93T?`5d|}81o~V
z!t;zRUvFENDh(2(7+D<byJP|PK}I=s0#E|pJnm;~ZBue64MureY_C^NbeIDEoW~+>
zALHuUtJWE@DC?pm#~AmDaCi0f#)(c?_7zIubSx<?HPU-;-*jSj;>DXJtcZ)L%+;%X
zxxEwNW=d8hpDE#~ZAMdc`=J3mZs!s&pd}&z+Y>G$dh_7<@h&BfRQ!wZG>!+jGG}%B
z88;4}SBp$GpRPWxAr8=6V|r(+DwtL#+tY5PUhAO#=T@CWcPc4~o_fvGf|3@Huf82`
zvg&%*DZ2+dvk?MaaSED%I7}lQIsEqRJON~MKSgL`Xd=9KyW?sw_<SI8Y`e<D+;I68
z<+}8Ccax$6dD%6@kUPoSF?Io~Bf<_j5FD{Zo8%kk^>opXdi8kTeVlD@(+QxMhtJz5
zNpid%H?e?3s*(jLf}M!}i>|kf%If=~g{3=`mhO`7?vf4#q@_VZy1TnmK$KSLE=lPI
zk?yXC6p(oLqrd+h;~nGPG5mrb;GDhJS$nOy=A3&rs0z%m(?oM0k?2?FS_i~LoDT_4
z@2a`4QTCCwbDAFrJ(w^J2TOeieFtzRdp)qhGu1))2Kb`6|KpF-V6(z1rn6$O<3i~&
zM<Ip68%IzqFpSJl(s-Y))syOI<-3?Z)sHP#kuTcTa3>wV;(J<tI9MSKm3%RwR*;Ga
zG1+<PR6N>=x#I^&6v$9gJmq*RU}%9QfUbfgto>HzL;>Hjhm`8dyPsb(-_6%5K#60z
zfG;6@^~)4SmLjGZoXC2j*Q;>8Oh2#M9&Qhy+@SqOG}J*I9~=9wZ@e)aHrnj2pEmt(
zt2}0`3>gNN%IcnX5>xDTvn3SphKGa6JWz&5K)IJs5l0vPkD@U}wS&-GCpg^Ii?EQG
z%OVEsKe-bicnkr=yfC&I=yhMdex1e(3+NSJifyRq$bX(wD#4M|6PjY#-e<s~T&H}_
z{zMy{5?CDc!T%xh+HD(=Ol{O(;b{Kg(%rgyG`XN?WKbYV3~cx>NuVWVp_LE-Df{2Q
z0#J}=!N!Ov&AwZ1ZR)7(-U-1`8K?F@?q&y#&f7Q0S$?Oz1VaEVWn$5*pWYeC;P~tz
zCU=GTNlmsw&U1WG$h&CM|Fo&U9eZ)B%t`*(=c{3GI`0L^``IzZ?Ljth99-c5L8d>E
zy5xVn8F@n3%l#V>d?GkIAgJ<6DF>VDG_5W-03dgS@028PvJYUCPVIYpk%)-#9G9zW
zm+V8cae>3hGB$eFI@iWYw6-S|%dJINf%2VX(oB7ceC#g5P!VUYrpoTVd$oTF(dYkp
z0XS`|y=M+*hEi9nfQ;7gT^e!WfBJ^NMjB(;tAwTxK;qHv+oJD(e|fg#zM^m@(Qpq~
zeTkjHNYPvuL4hz*5Wv!#etgUAIGDmH$eTBphpcx}|4oD6GR>`812UsU+NUC;TFTzE
z|1)*7oL=G0N??-UuF`wP;CR6Hq_~30knTCnF#lU}3VUSZmqiMMBY!Suja;uog^nAg
za=niQYQ78~vEm_N%2L#KhhZcGRm1+q;Q6xdw#?fLId}m%M`w5ewh#Bp@=cCg+-e*U
zua`Fd=Bt-P6s$bvP{uDsJNRs(E6&X9|M!QAQ22w(PJk|O+51F9;QnH23y{1BdPcl=
z^TP*+$z?B$S6K{Ob)ftihxVHyeUG)!+g~EyS1Fz<UmtgMzpD_tLq6`^T&9m#YqDuh
zYJn%<S3PpIvD$$EZEau%R4`%@9T)UBk@#Rk$~>%yr>o13ZuUQapd*7spxgI~@0_YP
zr;f=O@Z^lscue<XwKlBy>9MvPauRX84apt7sqnv76nfkFo_%xK_qT!P^;)<&V9-1D
zJeBJ&P)Mc`5izhB%l*by2W0uq0~ss$_w|yfMM_C`V_N8~b^akK<k}lWN&XtDjE6$<
z`|bzjvz%Q+jDXT2eg}e%;L&`T1d3q<%)r+(!kvV~xAk)J%7<6=?V0t8KRZ;+M@0!R
zYkmK)BlegGg<WB(AyLfb<6$H*0{mv3x9u3jybQ(Ee(BUwVd#l~*eD0ohUU{H>Vg@9
zG0&AYdR#R%g1+h3VAZP*9RKCzFlGr#cl~6cM9Flyeu^YT^MUyW<GI4}&u@achVu01
z6kypJDZ#SYM<o$~TtE@{i$<+M>rp8Fw8FH8!d8BN5|IeDV8!pxkr&JInAqbBXje=&
zu+ZvR1ElBm7YDPd54W@5QDa1sbNz0u@9}<+iL#TK(%zt+6<SS5`X`*9=0!UEE?@mb
z9ZwpcHr>wD-xL+NV?W)v`GNoW+=~I+?;!1jfGl9hkm7;<FZ=yME@*~hGuTDD%X_57
zhv9k|KG6u+Ke82_!GTaFz)L7msp|LjM*L6`t>Q)P2*A8|S8{%k$o|G>c|!wc7pbwt
zeEW%_IA51uXNlsSmpeYV+hF9PI*FQmC@~pW{X|zRe^%9ZBL@k?ByhKQ4RQ8>2U{cw
z@^HFZ@5u0f+`)h)c+8TH6*@{kGLmv=)^%F;+)*f2$r)y~>+j4|w6U={b-1nuEW##$
zgIzc@EILImdY`mSe$}lBFnxE^*TSWZ`aS!z9HbIc6~xC!Mkw}jSY*0dh#{(|UuT0P
z5{d-!Jq;_!z>#`a!vfIv*O7RFsr#YyLO#!#{Cl4mOz~;G*QE`q=}FzJVe(pc_|RgL
zbD`h;?UtmtQahBA`czD551K1Q>z#K-w{mgzNOMQBqfA%vMnACHP#UN`)gKJDcpm}3
zB{P-!%xV>}?Fkm3@5$?cWA|;z?npD7p7f6tLLYY5A4Pi{t7c~1?h8rEUpszGGj|Uo
z8p_gXrt$WhnXv;ZO#4Ct1=@W6>_MF@U3YIv{+flKyZ!H!=ffqMHW+#5zp}0|bvwRL
zW!kKZrnZG8_SM&0?Gw}|$^#NH;B=-!=~SE!%fh;ij`^6K?DmWNc0GXvW}J&@tOjKm
zl092OV2$g7)1YjjXlT_TCwcMKGe&>A$Z$)m(0E^ZK>M@1%=vak9`j=JbKazBvbGCk
z!$E7`-d7k8VX3M_X^BjIs9f%j#f&YJt&#$KANs_}d}4BuciNbo?KI=U^vp*wcB&Hk
zE)Y(a(#-hhw7yel7Hs8LSt`b&Qz89iefKK27Mr2|V*Qe$ILwYuIQvN37FEr<!ET|5
z*z1@5>qxYnogLez4r?G3c`foQAr`QpkV(+QIpz}pmmsV;)c6N4gUz(N(pJ}e&f=oJ
zi1H9nmnsDkY;xL7AU1WNIZ252&<1y-5^G3E1g4?6wo#FuE{MWUh_>o%q8qi}T}+j&
zKiZz53AQkZeQsGTTS=>raEtJYpC|=Et()J{fyODpTiYwYi@XubC8ew_E%fKa|B>0T
z-f4tqc9$_HV-Tg{187<Cl{P{|b2!bTd@d&B<~QhmLMX3q0m+pTH1#txJ0+jvG+g(K
zv%bDGH$-d2-iGn~)$q1y`ragP`qrzNrou>X`?S#iqJ+mCsrhm|FKDzc_3(ArJJ+Pr
z^8~C*;DLd^ROfzTctkr*x3qP*^6|txIWFKhXj!sN?vZ&O#TE4yhWw)C-Gsp^?CS(u
zz#V=%VUV8^>S-wT9nf4=XYU;wWQ4rn^T*dX-Uv|JW0Tbb0a=EXcuB1qZ%Hli;h-eg
z><q@x45UbBc{!g#G>CQF)rt0!GYh4a0xkxgTDvh-rSfk50kB}uR@8UY<9KNtyZZVO
z<~{+L_`Z;60>;;O9+dD+<5y~Fzk*(QIvt5(>$C$HsW~<zn#F}c(Ag@Ow@!u~j%~q3
zyTDZ%@NVIv9)ht%$2%wcVu(IVu`6Y;OBnjynBTuALtgUVD@-2*9Ma;01)wasP@DuM
zinScusA=~p>4(KHe#!HLjlqHG)xLW24X3=;OrbXL6(3K;PwQ>IjY;f$EfTaU(e^lf
zd%@%q;#~GlUNUTtqCcb_*^PIPb?STIagcufg+olc+>M0$obh44jX0~N80?~2(S(vL
z-89Eke22q?Qqf%psyP9pr_IZB>0|@RMdDOg2lll{bPVBn6g*sqjq#7C0|NsSu>*)r
z5I5{nx1;$t<!6E!6G?an${_6KKBAwd5jY&yR99aB+mw-z=Fo64*&y~$0Uo*@e?ob&
zl?`PTHdxq}@jsz+EWOYeY;NW3yq`#vYU*4KjuYRZnMZNj+S;;iQkzvj8RCljeTd=n
zgxpZ<o5#0T{AX*^2CJb2q!VBD`l&r6-1A95pfb;sD)qy&jz1+dao&$`JnIr{`4LNe
zkcd|6tF+b=69J0I{lsS78Vi)SCnK3$a^I`M`$nczgp|wMuHJN(<SIC{U8X&FosaN^
ze-pidB+2x4FlUMCqJF>DH|ukA{)5_ZOdX%JDSA)q+0Xu-&p~~yYGx_YsmJQGXJ<rn
zs2{vvyj#$55XtV{r{VmTF5L#n0k+M#8cWrH<LWJ1q1>4Sta}OJ;7{MEJ8;aA?gOy)
z@%GbM?uogW&|U*88Fjumb+?l9-Ib4dIE<z_;B;bH2{Kia7)R+?AR$h{O!(L(IU&y4
zZx*eu#+iUd4yoS4C@Pgr0G0z(>5NkSA)L~l^9dAKDfuRNjD<St%ap;%1cT#<P2&PV
z`tn62%!6_TSAkfYT}UgZfvn6qua70fFOwQNj`pRBLoC<Gbn*@JbA`5;STwmG<mLoC
z*B-6tAweXop)7;!&jh;&-7?Aq{O&xO{v5Z|Ipfzh0C37?1Cx}lRW0CYRJx=}lWaU0
z%Zkr=?6JqPV>brRt<RZ>*>(7h4aPDJqZ(qagQ_9qZO}3QEuq2@pZp{?RlY>`>dy4)
zQ;(-0HqNApBxloS@NFS!lt!pdoyP2fRGT>69v@53OEkl@2^|Q|3MmOZGV3GkYLgj-
zisLFJSRG-QsR{O5S;lN3oe|XY#x(Pkv29ijNiP@0G*Ul3qtf*)8EK`OXk^ypudl9-
zO*XOdn4`-}9O}28s;7FbSf5VlmC$6cosVe3f2NVBwAN@;GF$tKwV#}EZdCNoJCUgH
ziF<Im_X9G_RwR9Hf;ZrDV8;}i13Gi6F*g>9?L9lH#?t01M1zUeCO>-S<aXS;ILd3<
zRP|IJ9|DB~K5>mPEou*&lqAM0<dkwF-pwaaj?1rKbm=DMpY;>V6oCpwChIq}3W9mY
zAJPF6uj)7d^!mIC1NL#pKT>WLC@v<cnIJy|oHpf~pdh(dTO6s-;CQ~&5JI&{HzE-r
zHRsZ~Zf9EVpAU-g_hVMPan|N{ujho&DRydWf&$<Zg=I;c{gI%?^o`EkY+=i^*bZ!I
zaS;mFUws!hiu6jXD!22P_dlN+>C}!OmNKj(!e6%e>r#B95ySn4T3n;q+VW2h{8*bd
zpNY(%eD=Z;xkz}3>)5YozqQHSQ2~uOl*0M_{wjO9t4h%vC+GwDwN>q5`x?`LNL}_}
z(;r^O49<K>sj*Z8BaJaaD%V^;h5eBa^r2WHtO&k{5ko<BHK`+F@jyuvAqG`(edjcf
zgI4eq7RX9QCzTf|(`{Mf<I$O2Xf+?98l2YiQK6uK{b+oaNflW#|GW1$=XsAWpapzf
z>Fh@dxFaRg$pQsV&oeU?^*m8u_*|j2UAmObxkibK??aDwIHxcE2&8EC6c(Aiy*IG=
z9+>1bXx*zhTZtL|SDW^Z3b^_dO@4d<S|*wVV|cm>H0~=EyENk`8B0zm6uHZwYhkNs
zJ&Rf%Rm;a!5k8e}+AGR7>kLA;-4G_SJwN{b=ogrX+=q@w8;_cp5Kpl)*l}L|(Dq3x
z`gapC-^34t`Eh5OCe5Aom7BkViFb5rRlK#jPJ^<4Dc{&r@O}fA0~IYVs}l+kFK@Yb
z`VCQ@`gwzcbqfe5aYFPO!2)b$TIMEFN`>_U5;g<jh?KE)<6-#hC>mR<n)mjL=qy!F
z@17D;VXJK*9$8i<9uhoESXunGAYT^cpYC_nlmx2t@WUM}=sOw<foiZm9eax!T95P7
zLQYQtKYO)hMVJ)>GVj!Sxkf$q>oq7_C?7x9_exhnNrccBIakziRh-ld#)QD}1J?zt
z{kA40Z<L=t1HzQ?sxQ-DvO&sp`{&$GnQm8(3O4h?DVqPvZ5?16kXt7s)%kai{ZKqw
zMQ>IH#Z4VNh@X3%>aD*T(~Tz+*#vlO!k6;qm&eTqtP;l7{O=f<Z>~<#!T6T3n8_w;
zJLHt=&sCbM&Z>jWprzB!22I_gxPnx|`K>_UpBr*$UHgADo_~EY-lleh)KTeOrOO*B
zio}N17gcFXhOB&mXZ?QXB;w@Wi>KXh8ZScUygi&)oa^<HlZ&gj!Mg$XMFz9XRM9TK
zhlbj!aNXg_-d>W^TWygbB-N~ALDwPCxbJ^Q#4*rjYXd?4^sgEdAEouIhEM!m%>Il*
zeigx!&_{S|;5uM2lC{V9LDABedJOZBe%4+1WwpC~y04A0VdZ9-p0-BwZ!KGhR>C<<
zaBpfF{vq!1U;SSORGhaRoj?SYzy$uHVt21m-FCo8xtYi0zJQH{e4qSFD2pFCFn|BJ
zysn|i<2tWiMwKc!kUAx<;dL=-$gQb*z+6sYD5#hNKoRJdwGC~_Z>Y==|L#FOvTzfF
zBW{tqW@6kNsL{XRQd55eGbKO329L)ZtN6Z~jrfI85HwQ$;rt$qBHnm?9nmp8t$+2C
zzW|h*Yp^9@{r6XuqYTgQCOhyVSe!caHNyF?`lBd+wCX)ur`RzxKMYOMSI$;=^T;LL
z*I~Ot`M-#ufd>JIqCPxK1Kl?1ynwNtWF&leuhqi|odUUJV^f}q^qglQ@d0BSiJ$V)
zt#+9H^_WY;?mEN*<KM!~(8W|aUnQJR<`YOZBLjjFG>)OmHj0)p2aReNJ>=F3NtU}>
zYPBpRmCX`Eio~AlG3^948MN=|cZ|set3zX{aw7(vT*podPQ|9v7sD_~+#V&HbhJZ(
zt-=Fp@2~z-`wRl%U&TAtyVQSUB}A0Nege<y@D4OgkzrbTUg)n*y}lnSe!Gn4$0zr#
zGyBC&ayzy<$7xW}Ca!|$1AN;9>(Oxj`sf+48yU}YhJ|_rksN4G29?`_Zg7_;;O6hP
zBV!X*u`4*Gc3Nu4CiRQ8jE{2(ue%;BWip34TO2TEAuwU);^HBW*~qde?9Cf^k1G+o
z6gAq+VESRk{}W3wBm+epXB9;5FX|MSMaAxH+w4<K=h(b$*VkAeL;BpCr}tOUfd{Wc
zQrDc3Ej@GS$}qONEl)75cAF9&)tZ?|Q2Kns_eKpOI5tAAf6=H0Fc!4XXHXmu{FRbt
zfusobo}1~z0nS3DnI3#(%2I4kUdBAa!BrTSz47OB{e(O6$Xc-22<@Jdy$>jM7~50{
zw3D76n?rZ$|EFvIn~RV;{%l7WIh%Q#DA0>4%z2FE9j4*(#fo$@zHZ2!`BEE*gq4-M
z@;W31!*2DGw4{p$JtgH>L`pCm=^vV?l>=V7tY#w<`rE`|@vuF7Wuk^hlri|%9r~I#
zGf19$!Kl66BquzP8S+c}1i0h=i#n(FI^;>4$7$gTWt_*8qt96f>=r^@F#iS;ctj%5
zxY~qKSNxOYtWrQ?QF9-r#{$C)f6G!exEAH_beP?18>uJuCy^KaOo?32;*mOYQtTaN
zphp52<R1|$COEcInIWgR^|61CwFZ@sE{1seLYF|E9oGNwbikFXZQb>HtN-QYz<2K^
z+Q=!sZxtBra7YD^KQ~_Y2Aw^p>#{Fej5WSox((#SUwV&|a4IcgJVz7?{_{^-MI{bE
z4S0%keCXduV1PeE^>Nzcu6XAjqT8Xfj7IO7@_Qty&O5S;`t{k~QZjw0^LG}vYO29i
zv@8ux+N~b@`OcU7M3#|4T;oqw$Im@MOhUu*7swT8LT{J<;-$}m#q*yJw#dfrvaAqg
ztca1f>#5j2cX`JEp?M&1gIzvaD1a<DxFnnh5lv~K3-g$B$ve%IQx7buB-H|XvTFy?
z`k-+WqQs9S=tE+^0xSC|Dv$4P#9vc9*&%Hhy&BLahCQFE=rn9<z9hS(jtvs$oVXdQ
zdEbURDv912IXIq;r-3ePWRZqT;@n!mK+k+RCajk<NeIU#SlHL{Hyv+*XZ|A0l`HZ0
zL{*FG2uAbav`95g%$@gtS1<Q4VV`}Qrm=7JK&${uw#9?<!=N)oL8I1DLcYO`&zgym
z3DNN7_rU6d63lALS=LhELeZ$9lST=%DFJ<KV-%3D(s1E>BQRir1UISp1K!7}ZZKI`
zrH4G?du`1Wg3!orrh44VWXoMDz{P--VLB#_X}LRPlJ44Hk$Tn%M0A*m31#c6g)VzV
zW1SJ-Y>Cm`{<;KE1nNM!9QcZ{oN_50&=K%fx>1_-RM7yyc+5_g+a^JULj;B-!WZLG
zlb>XwBL=&(69bgtbM+2WiwTgPd&N%5i0+=?w?3P*Nv?eVB6{oqZ){AF#($rN@p_%>
z)P9~&!#){POj1DSw6CMv{lC9@4XPft_QB+)QWIGA3#e8D04T3IQX5M7mVlZlg~Rkm
zKhQ`QfcX~8pBpR`8rVQfzl*_*XjqK47kF<@x?$|C4Q2~vJ8=RfFV1!~xiF&e{VGVl
zmOO1`>l;Y>rf061D7W9V<fLOG5bvI@m?Y?O7B0_kn?b{4N7jZ88U6QRn9!?@PEj2G
z-olXY@PZ|amm3v4`1)3=0w@tUeHu}*zpg990!jPT$x21B3nnqIlHbi1!F|hR=BEG}
zH7R&9O-;T$7M@SqdLrtwznvBP-XW?~P!5Od|0uptS-Wcj=f>HXSn6qZ{a{SnAM?`(
zpSiWu{f)<Y3dM&B{+7+fO)~}2D-VDob}~szsstzb-u+jU%|cb%uBV*NGn5d(!sx%)
zo4TY0YD@F0!@0>OXUqFXo>_frplq&wXm{Fr*;WCxW;0EsW3+)86ahT?zemmovcJQ}
z?arwC35lwOEu&yq@6Nb@8zr1mx|(Y4RbCe<ry;bQZJx3;aXOFry-$;LOVZ0Krcs>2
z#T!%G`<lYKbct-Z|B<WLK#t|pUlBUU9Q@$>c~;(U%i7J#LyA1`&h~h4=DUV+{{>)H
z<DxnBk-Fm&dtFyqj^&;KPDwvd7G7}dKH&-t7gtU(_n@iSDKo}JQHl8MKJ+5b=g!;M
zH$4A${+rLUK&;ay4=Gc@IJIA3LTW!p5@5Tt2#d(FPN=vTUg0}Rcsz!9x0P<W4d`Cl
zC_XmVZ5F)Qo8%T!)KJ+kL~n)hBF$AK@=;2pHTG_cdJ#K*VnNK;Zz`I<L-jtMhPh=Z
z_ebv1mgWo67!)Pu7YqyuW<0d?^C%d^xr~%J&)QpN1QV_3`(G8n!ewJ^mPJt_Qrm-y
zzIU$kLb)=WezZ_AeGp7o=>Rj?_tej)^Fi%dh6HOtSwH@uh@{952q&k&5I6A8zj$9{
zpO2p7wD#MIj-I(6;YMv6xV1Pr|GZH<cx&#ljd#5{uWO%KCs3JV`6a>jBxgI(lrul?
zW%=%A=t;r=A}I_C2HQEQ)7&_|h#s%vV95J*Lw41x7q{*3MYr{;MDyu)RSFhIA{5q9
zJ1iKSTVn#5Nm<F%if_m%ldGTi-==WSRXG>qJ~+hG=5iTnXlfRkbcam>g{8oDhAF(}
z1aq>Q{c2G2)+<co4vejc(!+^u1kaZT$afae`YML0CS-A@Id)Hdlmym)gXMtrwHd^D
zlxson?Cm#iU+6&P<k!t-3DT=gF4f#_vKkx@a|%(q7N>(mxd~+5nz`5%5X!9BM7XiU
zCjR*>0Wyc4*dpXf17-eN2Nx~V2>^0wdXugdbrg}BDtnPglLw2yFdI+Ikv$YAYCT0$
zB@qD)AD4L+FoB^~5^R92`fYlvfr%b9VJIz*O{eoI#-KCM+o@}Z1)yx9H+{rD2lm3n
z`yH}+3R0}KQiOL2Xs%Ss2<gBVxIef$*eBsjk!#QP9Zi$7E{<*!A0#m`S%ZenWsyeL
z8+8k-N0}{E&5c2B+7)Qb$jXb#rC5F9x6!y8P@Qr)f9oma2)s&q6%is>NSNjCuu!Q?
z?3MB9#;^FZ+0vTb)@>c}X7-7H5?qZxdpMrMQ!)!MLg{^^jt3f{Aj5DUK%Y{Sm9>&M
z?nJwV5k%Xv24X;iaQy@nSExIm3zLV0+($!+cnPTe6M>qW{3-&eN%S!+TMGR}2FpG2
z=azB*Clyxv$d>mKLec_nqi-D)bHatM#aA{oQ~lDp@^~&us{?TM@m)e#fEP}F`R8RR
z%MiWt4tjUxi7nSI$tQSSt%b-#7)<ZgwUo3pd_KOb41G7DqS91GJ=N@b5LFWtzK%ek
zPXYW0<o*ZnuZ0nBZf85B0iOpBV<VZz45uEBYqAkD4++d}=EaxvI)1TA34K0l4WC#D
zHp7I&QdwGK^utmUnF)8)ezT1zCVQvzrIN}7#z(*2LpXB@$C#wSpsoxz97&<}SPSN?
z%{P7PLDYoKcSl~DQtOpkP|BEPZRAg@kj)F<b~G*WXLG~AyC7~-25ZqdeergV|K>D#
z?9y{r%VfG7V7fsBYCsy-Y#N2h-HK?M)&=zTbYhQpHLJAvqR@%WqSFwI6BwI@Pcy<%
zcMqijzeJ_EOgoyP%2vr>bYrv4?%!6$lXer3sCxZIvFnW6&=X*y*^TD3CbZebJ3r9B
z^%cxoJvGC4XTDW?$h45;aOR83l-=p?%O-kv$+Q&q?B1V-If6OiZLBYt&Pe)E6CWS0
z+YJEE6<142Ib~XakI~5nQfTK0y23lX+KOG&R23<dJNkf*gz=mPO6>O2djKk<ea=ol
zegCztQ0V+s0E_LxFbgf_N7>*jpNZ#pu&-NE;E-LOadB~d^Z2#S!oAr={Hi~6&yv>#
z7NDNgH691ioYJJxSKV;0U<6@Fz5Bzhz4PPd;lIe5YDX`g8YFF|XED0Gh0AN5S)iV?
z#&ZvVAU@xU;LE7rMHW8$2;g-)f>s+Znp$q{y!{tmes5mLOwmKtT~szAV0`Yosh+f0
z{2krXKgQ>N$sIZk8fbjK;c_2r;{NBTVMvC+fQGOaEe-P8yDJ3c?DnAIz$2fZOr;Qb
z-8}9!=5OU-84^<V-014+{@g`&>2P*-zGOhUNMmV6%UJ@$?A`yFUwvk^ik2TQ1>Pyu
zvhH@vt-9`BooHOv@8k(R-|v?@9z>{}$3RWc_VMO@U)}QMFEdYXKrOJw<Hg%J**-{$
zh<)f=^Te0~rk!z>Tb{9;(qc$X0C{ISywC2?u3MuSwbhP(!o(ohvdca9$wf__5@-1Z
zFjO@QgynWxdmN-=K(LfV4jU8w^HoRP7{e$Wlhnmj2I&tJ1OR)r?D?{3<qNfT6T!D1
zn3Yax)SJMH&6m$Sf@QxI;|G~pfN;qlSymt&WMH!-daW(zF@0MJDCC=|h2iaJBwiVc
zhKE~e=)IIWk_%G4oUZN7P6#bV41Y{or6t{=gF{eZ3rb4{azcDs+z|*=XDX=7SDU<k
zCk~&pCDm@T)Jkw2)VFYVgTR)K4_X990B65U<E`7k7Od=F_GY}r9P1$Fv!7;DFeV($
z6Ekvmgwixf(Jp`!#VlDEy=v}@Sp)YRpZm+%$?yLDc6a%~uV2HmO}lD-e`g&H*tz<@
zvYKDNCZoC`7Hls$Sp|N3CFlKOxta+eRc%%SJ2$d^1bf+X`7~|M-(6_j{h{&7P67wQ
z`}hy>Zjy6EO&vq{O&z`cp)8x#`J+;-j*{6S!ifotw{`GM7EubYYLoI7wwiQh%$mt`
z%CObJds(B1o?yVdt1<~>&86|dQ}{($)M`s-Uj!81ZoK3fuw8)3(-)g!Ub!Y6L449!
zSEG0=(!P&H-@o@x4u&8;*x%>RRT(ylA6C|lCSBCw3W2cp!2Z@WiUG~HNAbDY4cq}u
ziHXyn%ior-sle1-wV66*6h`oss_<z@t{|pE2h`vvSH<wBa)%dCt$PtzkU@uUoNs%O
zMFibvUTN<=?P9KI)ku4xOZ98r{IyIe-GPqG@6ut>K`o*;!u6c+Y7N81oIA8<RlN0b
z#6#52KUf{k>EJMEPNSsoUS;vxc||CVWb?5-jJ)t+dk8d=r$9s*URY1IP04R4O^Hn^
zNA%7EK+ZWP)<q9du<qCQiETp8g`jaMFdn2~%-~RNx^-!!VL7oUs-r0c`nMxKwMoPe
zl;v;gE))OE)JpTXzgT^tBq7-){}aG)jDYYnzRWZGRrj-hA37Yre&>l!1JY7xsa6JT
z?1Y$-t3Hq@La9Pt@Q%QzD9CyjK&NGQTWtOlwuvBVI%f*HmO%&GM#=tA5G4S9JsdQ#
z*NlqW1&AmvNAs`73VCfwRu@;n02-^Y`)q3{`tfACRP)r`j}i#-0{CJxs&CkMTx&|E
zhes^xq?eC3(oCJ14D$$VJ<H=-!EhG7>IAh&Wil-Hxf7a~0O;-&1a5H6S22>Nr~X7S
z^Ki4pj$V4u=eQ&pGtm`2uKoeM9#(*Ym9_H~6#<@4MUZul&TMd<s*Y*+WqEOqTbAKM
zxOyj;@2SUQzWug5r7FfEN9I{zXv+nlY9K~eO#BCF972gk-sZBA)Z$N^Th>aC3)2lJ
z-Mfj;0CKrIisRRz=lIo~1LX&$rq45|0}X;vTyl^uSD_W~AJs%_pHODgm^wTYbV-^v
zEPlDaTGNx0iI@C@-R`_d*D$mFLG4uabxo$x$x&Ju5%+~KG2iv<igFHvj13D&o->t+
z1-VXHsE(rI8d@UnX<zw?ydbH{xBwerD|OQT=NQK)yjYpg$8r7))Hk+$EZe`p6f5#P
z6c_zFXg5$ulsk#(e;#%=q5Zs}H1Q?>&nDy!`bz%hgCsN9FfL)M9tgPvRdiU?-ry*j
zn)(E$AO=1J@GpKmCoH<A0u<8r$IEoHM<ME&`7igqnasT2T2BroeJoVc+s1@hiP9ex
zpk8tMX+1Mc_>DnqTzuD?vgW&Xj01+J6AdIsMtSL*tfTKw+of;Tq2fB`jq=s#vEK8A
zsD$bx`$cJDcfwA^JvR;c9W9pxXJ4cbvK?^rU3B7NZNM#R{<`}{X9~$+y6hG65k>_N
z!f;xSl8~NbkOgok!o=x9nhwfaYAsE6IYLqcf6IGF|JPLj6du_8R48SBeoi$GTAQQV
zCx~P}zkfAsdjn`XO#xpv>~69h+O1>z>Yl7!tEQrO{H#cZI;xIEC6zYg8KT3O8+q%Z
z7OAE-v$atIM;0v)k6QO_Z=bWutm>QFY7J-JRO30DUuV6^OPn9g*NHsYzX~h*Ck0t2
z(>_Lz^?ccv07st=@#Ad^rKO_Nf?NKFXJ;H3&$$^y@kj0E>+P83$bD-uNdqfc)AgMq
zb3+5zQFXp(8wPRwp3yc!5%%%}hC_mzU4Tq=i8~gFL%$!;pMi=x77Qgpfq$n^?~}U}
zTIXkouy9D2DNs8dYgHYzVDVmg#|^aft%|m*EKD<!FmS(>I@J>?hgtKTNQZ;8mx@m|
zuy-utZu{Q^I}ErzS}n5)VU0jBpo&uK>=7IKxcnW>gB4W&TXofmVeKhb--QNJ)S?)p
zq<Q!0gOkZo5+(%}z0~*8BX=PgkrBNii2{V59m|4_z(A*tPbFp(oXAR0dficzGoXbD
zmg9D@7<&m6xl?_GT@P4C_z5U~C8i<E{*U)wX4qlC4F(1{_(~nrWhH*l{)fj^27=21
zh+hVB>L`D7SZNQ!YF%S_Q!DRYJ8sQH`eJEcNv$yf888NAFUsETW)iRJ>r*>l6u(y9
zd!bQvo~yT>Z0RRFje=%jvs~20wD|t3;xm)^BGp(RZ)7*p*cnapUGZaS4`zF>M3mO_
zYKkT~UcgY}4>MMlWeHCfs8|Y;IIh^Mk)*KliJ%N8&z&6iO~5L0cprgKEDRZqWZZqc
z8T0=jrnvDVwk|)yk<(E)^xB86)0W=wEyq9nt_KTXE2o-i!wMNF#>&HB@J6`Z0y&$Y
z3E=UfR9*TiuBHz+TjqMc!o<(y)Z#b4mi&G6YA}g3e7WWoX`+ALdYXOgx;OV&c7tAT
zNA?j`BD-((v^paBWIm2AX-vxJqLlKbndhyKW6Pcaa<6!NecUuDF91EPE%+i%M@<5T
z`T7kup3qwvTs-EW+c(RqiL6nRQYWPFDXeXw*j@??_uKwyHBBgUhjepJ$-}~9Kr-!g
zytpFp`!FZR*`it9s=<&Xg#Nop@#E{EbhZjAyRPw}F+u%S5A~6{splz-nz9&uUx5Mp
zbL%InWa!f9Vtw_yyH@ixmRNSbDgzU$VVo0B11a7VlT`(5$b<x7W5Y^Pct6E9W%HgX
zUW^4l643;dWHS*eB95tgJ|9FSzq1nm?DFGuvGu*s;RUVtg+`H9K>Izjo|Td_a1j{D
z4a<!UH~Udxs8FTIFVi(>PWUCGI?MiM<ym65<eORzXNd8p?qmj%`_O>syjqi!c~ne{
zR$(!B|LRdUN&D3Y!+c<pYSTy;BLVLmI5AtKOw1#V6FI|ShLhVN6^<#u6ABaQ>6KAo
zxp*ur{`$WMR>T1htf-yGzy==@(11+Q7R0e{Q8cvmk%fWFr{kj%K`887ei_Mp$FbPz
zOUpy<w>hy_My;1;y<L$%>Z&yw-Vuh-o=&6i9@=krn5vS+d$;0=N3o;@h4LdA3WW!{
z>mgN#gcR{pRX)BoB!dql4YPRj?X?$(HZ2>3&7t6@#XHMHJfQ^GhC+lc*H(eW5D-Rc
z=QkF^8Tou)Ou!JtOa>VlhLQrl8Ucpms#=C;P#OG~pbOjodB;v7bD8~$eWm>IEpgjS
z&&zKw3+x~UG1OkZEwOY*s$NZe%d<InEEj%Uip}V98#fmEs=|ITa9<sx;8mP*D}BGn
zG0jKe7WNdeFgR4Sr?eP&S69NAzm|YkK}P2#^x{=nk6X+`Zhp(XuCb4WWn|;DHHeq`
znazB21hiF!ZjJA7U?s(okpo{SiO00P(D(e*3^sk4I-wtBs*Pot>6{v~tookheKS1q
z$jO!<$M06IChNN}H9-RJFZtTS1QUHMHSv6Gfjcr?jnO&3k>)V(57cLL6;oe7<;Kx#
zD6FA<`DHD-lccg|IE>65ozbusmq{xk3Xi$S$^WetU5psKDG{d`GLHlBYl?351TIXk
zay!&=-6JA$<w=7hx*}Lx!37hR&xsDhIU<c&*kS)4L2A4~fxnFJkkUjssFHX7L8u@9
z_50DMLYJ(0i!I^YsBCu3k_)VkNv&FD#^CNg1eO#w?i<fi5}SEtw<`<U!}&GH>PWU!
z{S>{(Bu|OcD_%&mhL!4QpmtN#Sx6`L`iph49EY%A;{<DoN<1HIb|ztAeIi%++_)RJ
zj2i7SEk^T2N)hy*90VtVSd3xmzz)wKBqCe3b5XRwHK3=bXS~jKc5-;uQds+E=--d5
z;|{*(7neV2WEfceO*Po`4SxD%CgM{DmExE=o6ltC-<V{&XqT}nR@_^H87KT~-3?QN
z<>E{o45Qa|r}}I9`qaCAj=WoapLCAk-0vrv>i9{8lTX{jP*2THC3Z5C+UjbP#N%*e
zXx|C=TIkv5gJEDu!7kJbbFeDhH0J!oUSMq-arlo^M>^k%PqMKzCYi7f#$HG`b{M$T
z<4*}NmMT|CKZ3>v2-RNX#ap+8UVHIrJZQLh1P9c~KfS`wIg?c%<y5n<*qn)V6U=&R
zwiKu+os9J>lB;|o!_F;Ah4zgfp{kg7eQs#jOqH6I+E31l!$aMul|~heiI`}8@vAS4
zPYMuI+H^WGh`&%~nJfv&NUjaPS3P<bxQOVGtsaHXQr7CiV>7LGBX%h&z0#AQOd~%V
zs9%Z6MxI7k6e-|`ghf`+N9L{M`Cz;%!H$Iu%l0t>n#IJC&B$Tj9-8MhrwBa-Neu@+
zsBHG4xhkBKi>U@{&gxboSaD2koSFC#_r!yb@15&cH-<!cQ@v2N&{o~P{+d(l?(4cQ
zBvRbzEOc%hOHM`&?^Y>eC`aB@2lkP*vMvo|@vX3go26sWzD$vKW0tv=3jw-SK@5@2
zX(^Wx0KApn_zYn3-UXXv;n1sSMgHUn$0GN*1#Au(+n<h`8fi?g$_PgjUV*FtvRMB<
z2#2A49)?>q7|K;V*nB(t&)0a0Z5nB;@a7iMDu#7aXa|~n7ixw!VTJ>h@LuI-p3Mzz
zqPfng+<nZ{v%mWU>TA?-8}==tLU@=XSqK`^>l|Sr39s!)6-I^JDA9<01SEj#>vpR$
zdc$Iycf;AwC2+3SzU@U#W$?Y&oq(Q6>Ok@bs#cFP2nrgSCYXuu1P7LgxHBNh0?7$|
zP8b=wm<QtjzP~@%Am{#>E?kTRtDQ-KJzs-maK8z6vNgYvZjq8{*vZ~fti6EDh%20^
zPx9e>AS=>EdyNbCU3jONA(r-f<`nLCv!}fvd_!UnM4CjZAqh%^Baqe5+AUlZVH%EN
z6e`Cq{%$ozk;P|WB<Oq|o2%dcK-E&{4gQa=<e9jLOF8b#3V;`Z8cWF0m03w@hqXt*
zPOc{XU#3M0{P6o*rpUhXu_X8(Hk`_BHt~EcVfptfzDKD^&KQ0nY8GDRT`O*Hd~Jo}
zw4zIg-Ij*SUo$=X@G(fyYn4Q?j>O2mHkV(vGyCV%<;>7Py+egudUYCWcbEYZ>cM1e
zkY@><u!?{Iwi3d!KtG@>yqqdl)rQdpAKDhlXrwQ4dl1bbFbet{5rJ$@)1}taDl&Wz
zc*R_#{Eh*1s<~f9`Q?a{bovCS{`<y!kt3?oefKqv!7BtRVT+q}r;FZ4`5`M5yjja6
zMkLaz6Wn@!>(X2|hqr;;yuKINC*T&DIs8$&p0`*zTb7t!^;4g%R^eNr22DfWD+<;k
zLP3X_H}%3}Z5uc4IW3y<B9VxD@XpSKW&=q~ZLkkZwbsdlr44|%SDcUJU;sQS_du6I
zjs8cv68|%WG1}Pya3@Ov#VvhmvFgd#P`9ZotXqL&KotWOG-R=1=Yj(Wz2`oYZLvZl
z7(NipY{vT&sb8T0Z#ab&M0$<DkZbf*E5<i5XK{~gx*p|PUYoL?avo|X)AoIYwYPez
z5iZx<gktU1_mLmpHPj?FJcOTEoi}2Y28-l2heEW6)<o>t$h6wRIFGwL8g12XqU__x
z29S*XNYObwu8nIYjK`NiDOC%E_@HV0zS~FcuSI?+HIDC-5PvdRsOYjk&A5ZDb|{yS
z4$@hv^Z_yNyACj7PiHG$upj!RuW1nW;=gn(3{A(X1`%{%GvEU{fP+{{et7yip!7|Z
z*)5d774uvd>YuuJU&n=qC2!3%lwxB^DOI%A%&GigE&Bc9Qz=Q+c~#j%Ua4h#bm6r!
z@hkX|=o(9Po`>&Qw}5$Qi_ncSXG<_2DdHjGrKuK~wD*0D#7nmDWh(N(R3eQ5+Wb2}
zyWRya@w%I9Ehnt19+(}cG8oV+_MH;`&~5W_wOMNBxjbIV2KcQk_;UH6oI--)G<9|L
zfroVe{|X^n9Qh4B0o#=fD`+Kz4GDQdMJTz-G1vJ1b5_lCXn2=h`RmwnJ6$=~--n+n
zvjzI~Q{97iQha@nseD~-*?WKQDgdm6s#7nbNiDZO3FiZ$Z~Vb-wsmS?$bqT5&R(01
zHR)E4Z@(u&gMBP&Wsvla%TnSa%eRb-t5xjknNm40LM>Qq;~((M?^;%;3r`JV$i{|O
z?@Sm09(K&#n7Kf<29+s6Yo`=?tUk)K?VIzR8Fp3lsSrzSL~=90JLY!TRpYV5l5!yC
zu_<smF=3z=4*0)*A}-H5qPfC4B(UcyLGPiJFNwf&atP>2Y71!ax_jk5Pp26j?8~~H
zZ=%90PrH7s==y<+ZK>nZ^xI`?SPcrh@R&3<(q?9S%BoEJ%F>UZqPf(>pLx!Fhuj}N
zJ6Oo#=T=Vo_DYqyk)6=@)En@to_^8hPx?@y^TU%|7#SyvnJ=`~O6H39h%pSKZPn+7
zk(?g3p~%_F)*{2K!P$1U{HT?-_Eqf^V2Xu7skW(pFpPvz1Z*k>%`WQBSJ)*oa;MTE
zBTddblRv-dSq~)94pvH;P%fsOcEh8K89V?P+K1Uhy#Ee}Tj&9C>&oB`&I@rm<XyEZ
zAm}d!K2@bR$_(Y;yaD$X2r&)HqQ-RjlI;5-$w^6@$$Kb4KA~60<9?S%s_FEAtV&!4
zhGUZxMnjs78};9uO?nX<D6HOS3-_|6kOr=OcuAQeX3|PlG<*7e-a=vC;urZl)m2X6
zbE=}k=;dM!ny>mrVOBqC=;OcXwGC}eb|D%dYtT^i589CqJbNyi&Spd><eeeSsrm%w
zO)Z7{@+1FD7XW2v?nI=2_F$p?`F&Ch?jtOX7v-&^ZS}zthCC4gUVMX!zkutO<%3AA
z>C^w-RTTQJqOOeYAkl~mqI5W-?er`nE5tt`NPvMuR09yZ6~OWK5pD<ZFg>lY2}5sn
z-pLX{s|4qKWB7Gp!f@<Xj~1@0c89Uo`gF9sKSxUm>?=<*PlKMR=BoWL(5KnySg4=-
z9Hi1qKRz1a<1%Y$q+xa7X0|3^M%7OFF**OU%P`9lxLopOTP09G+@1}wS%ZmIt>qXQ
zPc6<74w)eOP!HBK`R)MZYye_^;<cMsn<`SC!QKG)+FzlFpw|V%t8Z^!5k>c}(El%A
zhC}mZG3%BJG+#b}LHCtPkwOmAmX?*B1fAOSBXR&x3&8h@Uq}vnO2SKf=&rA?Pv6ne
zR4s!O`*yW}(|k}(NhyYtB32#qRUqA;WJgD_&c^8MM|#?`X8N}*>QRSw4xjyuls<0l
zu$6hnnJ6c91?GzSzOj?i&0t29`m9s+HW!zruR!9-5mu1rM|Q}v#|B2KtjXp6j0=E_
zOIMjyMJ{od02TbA2S>H>#U42LnLZ8yr$HmUegvehC(_65;0x2Kb5Exq!u)TyoS?hq
z^okA@TDmC1MyQp<w(;0{^i!e18g_WYs*+OSzcnOB=SRPhHby7(LH3U)fB-=YgDK(<
z@;D)%>q;g#e>K)tW{?To?a?+-h2tVy+#CZ^WpIZObB}u7$4^(i{wi(q;SuvGckq{)
zkMB2rOjKu}O}BZw+c-^)!?i#iqejTPUD@H?wgywneBhsW0x@4I<@yA|)<->LaQB#Y
z9d!=Y2@snV0`P@d71TSQQ!TM1-atCzaWaC#$!S-c!nCmiwa3$3_4*KArn7$AM_?pO
z$j0LIfEd@Mi2Zj$i$G6kk$rV&NfC(ttV5A?l8q3dlNG{&+UnzZwyDmx$melv=;Bg)
zYrOjbpTrawJu-L)>--Ux*6k;y$pSu)G?!baesx~-m3->QH?E+)<U>8^6o3q-DY}h5
z-mg5CKIZwHDe#!N0?iZCEklejAptv3jhT#+T~o04L!I4P<&c?@k~FKkw(_)4jC0A*
zInd|6Y80YEtBTcuZgwT~J$-I(Ugb;(9?MddW}QH7%QSrM>pStl%>xMRx*R$>&kuIB
z+9_~W3fE1UW&c+zt3zw$i71>pa2`T1VbDz!6|o}_$b>z1*u}6CG1lg~7exr2=Xbjo
z8GI=CRmK+3LaHn+O}YIx1m)mI`ftoEKM#GY%zwW4@hP##6605IwrVG*>uLDka2ub*
z17QbikW5X%%xEw`%1jQdshYT<_YqI8Es!0CAQvK21qr`LW`&id+M|9l#;DUZZoAUn
z_IwoOWI2!Iqq%gu<E@}O1A;b-)StPbI|qH(9A)_eozaoRA)EZJP6;gm2eLB03o+c&
zYxd@@zEyn>WH$ZAkLdj?{*ML-WH0kxJJtSs&5TU&1zMDoPAG$#Fb^jHiK(z78ukPS
zwxNT+6Pw>>@)=1y1p)gtHl8|K7-v`Ty7L-|M`t#l#$mm(OAfX5Gh!e6(9dCE+_t5{
z9{C1d2{XZKMe}G;$Z<eH_KowR;{e2BA+Ysaa#HZP1$OovTOwVRV|jkJ3K;h!yzhRo
z^bLm9q8J}jZzl)cJE`O@=ZLt_H`wQs9_Dz{h3&EwpbX@N&+iP#VDKx;M<y6ga=gL$
zb>J0(v!Z$nk$Q7`T3ow&N89Yfbv+Ks-_q^VfyKevn;}E!rzrlKhT@0e>#sZ$y5Q|9
zo{p0V9Ysn#iTU+Q$MUBCRoF*n`Qj(RnCE$`N5QKk=zGF`ca1OSj7cUVjaeagb}Q{m
zx@isC?}TZ%>}Q;stE@z~3~QoZM51i6Dg@C|VTIP(Y_LNFT__cg7xy&KB6lcf`1kGr
z0r=z3L<=e&Db=Ia8zk9FFejLK4=u|t_ol*`v`UPHrGJW0j8~b;rE;CH@{Z#>mL+Js
z8^>VHNar<-E)=PHe_=38dnut#c_<QVTtPP9lPbNyV)xni%j*kNB(L`b96#aeHnIQZ
z8g@p2pD4ZI_>>0r^MNuz-+X?&8}Dfdg7Z1M3yv(wHuu^_WCvjgB{G~^c;yPX9)Z5t
z%SUOw6bJXa4`VOuHs~$1l2f&Jih!k_MkRKr6TC9|1o~PbEzR`CL7}iCNa8j)!itTm
zo3<^F4}Ubt()J%A@)#uiYJ~-aKq-8NUgY)hol>%RalM_j%#iHGbrwc#WNd5Rs8P{#
zll%+)L|C8PoO;9f&;Gw4(c2~;2%eE1!I8B)y(9c-5pVP*!f`*7FNg_mNbbgyzvO?7
zsu3){-@tnx9J3Yg;WPIz2LBBD5EC<q;A-e3deEB9IEJ&s>Schv1$L{M6x;nesZ|@e
zTq6-34c0#(U3dFMAYK?#mwce11-6UgIGP>0m$hmZn~M}#8@Q=LC>jw?e}MrqX(Dtn
zd4A@?>1H=g6wg;K<-WN*6cZwylOMrC%sBQl7Wd%<CO+yVgH}fQw5_~0G2drf9-HJ|
zv@!bDEO6jzj0qm=VXaJC!)P$2y&-?UJxtV9DIuJf0SqP_*HVga?)-NVPFQXcr)@v}
zLH6zTz&wQ^-rXvTXSi74X5!v)=RJt9&~KD9{WLoDe$*2=a@Bi3i;v)PfIx!9DO{8A
z_t-Th1s2w+(zo!qJzu2WMbA9J*%@+StP%$!vFP&h6Pp&@%dU8eUGfV@NA24`&O#Rx
z_s{nyUYtA~SBx)s!d4?3U3zKo@Rdz__N+GE(Y3vzKKm70t><po!*u$|)4jDQUaTA{
zDykBno3oG!sdoF{>vM{#7zhv@Zg_Z+js&jZK#t&#!9RNZb`jek><DilP9f>;y9g@d
zXl(lyNr3rQ*32Dkh`fbq0kK#!4NHI0s$<yfqR<9Up{-|6X0tmqirpzYZb5MyihQJ7
zAw}*ozWbq5ZkE&#8Pd7fo)T1#4A6Y7{(eW9QEy9wwje8A8r^tOWnG`LM|xalm3rQW
z#LIdWY1e&qGEr1=2NWvaAh>yyeI!G{950wz@zu0UF3U1pT=pjuaugXDevsYSiaeX&
z#uGsDlf`9;31Cy@k)882zuc5y!OkK6d69YC3$7u>C%ID6>@q8%ZWRl<)qk3OB7^XS
zKJ|4)v^0p5<rWi2_!~ACg*n)_x&`~Sc)ap8UhGVsWzZ&^*%=cN&co__6QhwZH29lv
zXKUyHxy*Di+!X@L?9riqGCq_(_IB`~<(B*i+YVbye3dBJ-eLlcQO{*zER{L^iyq{_
z?ZUi7Zkm1{+irL!9_2v`-7ApbqD!%YXqnpau{mDcKmIo|*X7d^IUoAwL+U%-Kpz(2
z=w0%0|9pcrgBkRbr&cT1hH`mPg3@9pVWO~MWVfulJ8UZ3UT9a&a3e3%rQmwIV~ski
zxPw>Mekig(XTIo?vPbMhdqzg*bF&dT^&+R%A~<gRo!444K3m&$Mj;nG8=?9*%CJu<
z!C4Ze$P@V4&UAtp{#x7Ch*f_dNa30a_9iT;fFV9bBNE~DanI-${oyZ_Q$>7@yRI8E
zA>YX*MjL;%nf-T*t_5hZ*_uA3lOZ&x?fcXhcT#qX;C79g{bk5mAor7u<nVfUiI-?1
z-%o(1SSyj7Ugbl{_Pz+<P!9ge7V~e9S}s+AY>>C6d_0jf3KR^J>qHM~M?FGkqaA0i
zYiCYd=&Q@NQ#>FUX2Wo=?hGH}xPshw{#agTp7kVK!I<}?R`GoyJbiAzJXZDg(%Qy)
zt@`ZLakcURF4=DO@uO&+x^a;x>=^w;*Lf7VE#!1II@uz5{@G>mcY;ndwoMCc;Tq$j
zSf*MIgNnduEZM3D4vZhUx-q6pa;rq#n&g3^XszSr5VFL5EJ?p|wOUU{$%QU&pofxR
zGY+u7{^;LvZWYE`;V&(_5H9*Kt`H+4CWf2YMDiTI{b~8C{QtZFe)-%?W|Q5!P~){t
zN{u{CTT!}1HqiKKetX>iN6yx_*1mmvrq)`sxT@Hwa^h*8kh{tfNqs7_whDqxCjnv%
zT<eQ9Mffnx?JG)HdOw+%s3?scam&L#G<-iG>M9%~8<SGvb<k26-Qe$!68Z7IjXTmw
z413s6X!yHS(m4e$<RkMbM4s7bDE+HSt_$Huk2&%ENZ_A64n}lZ%e;$Xjp(F;S~BD^
ztc_rJ&wR237_TX_SlxVymJS^OF#7~|P&NAJU)n#cZAeZfld28Y{JA2kmRidCu6dZJ
zwCY}r4SAQz`&~wEc`td1q}78<EQC3FxOgNon~upp%(Gs?7JFuvR?NzlsMB*zo7x;P
zzpC_GE;+zXpRq$bgk^cdW-5aChF+iib~k?8oUW}_MJG#Q*f2gTooK$*UfXLg{uak{
zj67xQIjBD~vc%iGE<fBdc1J!2^Hl*n<DFEFI!ZAXnXvqI0qr$U4Y=2C@X2Jiq{$)6
zMoA=){kI6tjDD}|bI?(IpNN){Xt|SuVjnt$VLzSH)$H<lyj*19O=HA@rqBBTUNd#x
zV<a-AVfT=H?JuucvPL4?Og61yx&hiSNgXdNDfVzp4W02`KyPL8gfn?T^$V@l|7f9M
zwzz*1Be18fWr-xQmiYYg%~`96&t%d?O6F^UYSn*O+_0Q@jL7*+q!kSSCGt=@C^%5V
zXu1<5;#yJhm>5hEq%>FayDL?EC<xu)D{w`xw;*6bSqpF}SCWTtODw0uJb#8X?}f(x
zP}~M5#wunNJJoZn1MJC9Jl>FB9S75?Us<=c3U$NM-QRlD;uBf{-UmG8l635I9xKq;
z*kr^kJLs<y3<K_oF2+RHvt_a2h2W|NFjkP%rOJI;DI@3YW-J(YCX>0>*h<3m58Dz2
zwNx(F+RF*B^kx{a8AcY|qpM4{bJet@0!|^A<f2Ob)Rwrz%z+XS0zQP3R=6p_xNxax
zo5g77J8BMbQNK(k8#V(U<6a13QHQ{N4RL!5SK&)vonc1ywH=tQb$WDvNCTiMGaM$F
z2)ctSJ(Qxt`4MV3(ptz*=JOxQ3I*R+0MI(dr(dWAN}y_Nm|>nNLw>^d>^1;1C`NAv
zo#7WSgUAlIN-kE-d;RpuQv~cFls&@ch=R4cUmeWehwOO2nqr@yYN0Ax{|?lB0m{2t
z1Ej4^H0zl(=T(7c_1RC2E|e>tQDwIQlkk_lz!kR?{vdb%4`3aSgHvzXNAyE*Ehkkj
zPNkC?;=-P0Zr*BVB7^4ta8`QgM9Z>m&;SLD2~=RgoTKRb<AWXoy2P~uJb5R!Q~`2;
zv8W;FlC_MVd0edyNUo+qxQa^;6N9xJUeU~;wapbG7Ls0fylF;<mSga`DE9M<Y!i)>
zk<>HY95HyX!GwtdiYW{d-QifOZZCxWY=3@LkKA>Apm3ZD>Mxe>W(OCW)hVQx{vP7A
zgO!-E^;-HRmH9u!NCXAivK_oSehFGOmuDV;6ZI-ZKIH$S>Z-${+SWcGB_Q1(jWk0^
z_s}5HDAFAQQqtWajfm1ArJ#g#OV?1+CEXz1-<o^Qx#xcWDbEA5_w2padf#8Yj`G&4
zAk90PRp*NWSmj#KM<y4y9WDol#ocxNT%wf_f7Wo&1KU7{JKesnv9TT)kPf$Dmc3f+
zR9|0+Q2_CVuJNFQnoC<pgc>gIL9bA-f;nDR<o^l!O&Nmjzx%y=6Qmhv8fqZhjC5tH
zs^?%NOE^3X`NOq%K_q%G79GU%5037Q4<}oHmCmJrl6H#$1_WC~T&rL(o4OU9HWE_V
z62VYr^L>@AYKHU|Es1sZwdiA-R*ckkn~~y^04c5QKq*4491Y>8Jd4Z1acO5=w0%!j
z!8nUTG-@AM8Z+_n<4*#PWnoS2g5qx5guaJuXnbZ}SRVx(sj403^%(0qVJ|XVdVJjN
zRNqN^pXHQh`ACYspAx~SNF}$30?ZG*uQ-GE6=z>`>)615c_fYJYMpG0)+6xfna}zx
zwvz<}=Cx}P+#X_nmfo0S5_)b9`SscEdsUt!ZOKKC+V=U+B-;xsR4wi`7GZVHMmG@k
zqF#pv67?0ik`qjGpJ$1mfN4s2VYbq^t?OW5o~__60FhI4tAO;MRRJ?>u*{&Jg?TEP
z^|uhB-5pZ0-66f}?Wb~436^*C>coA7fZT!em%EC9zubLU?yL)6u>lCq3u0Qul=GK8
zl1eX{L)u?QIw(gnVeSp4d{WgaQ#CR0R!dUNDAv9F<1pMGg+`Om_`b}bftB6?mMzr>
z^9J~V&A<n4FZT)ypdGLQXj30^OiWBZK$~?Li@K#|lt1huUot&IstXf;=A=xb`TMTP
zhHAsX3RDLn6*7OrvDfftd;RO{TpD<`RJh;Z7$RG$=I(D4!WLT;bstKUBhQQ4M7BtN
zJ*QJ)j#%aVXg3PjZck?!_Mpxzo~M>_8jr;$811KqXiw#}Nt+s$DNa>~&K*P0AtK<o
zu*>&H<8v9TyMOd4BBp%YpvYZ|tCO)rMb<lKUt@A_cG>7+9<}%XHW{G9U#w3N0fcWW
zN}x<^Hra4yLv1G}i(iM{??z0{SiaZm`Ri7tT7`^9{8y(JEHiEn)Hv#*@*J$fbXw%G
z13yX?)N@d_2!L#<AZRLvTEfs#)g=vLB>s`h1j&SX<L>r);=Aya@<*n=p;ze0PBN1>
zNtUB)h2i<L9cXb>F|x_D{~%$X;7C}5-`YO-rfL;wjxM<Q_lcPwKuoT6;%Zy316S7-
zoT)|=gQE`hs~fF`)C90&)vK)4pZXjDdo)!_%46(NM7=i<OcGA5nvhnuuH}sV{YpS+
zj|2UXUgOmAqZE_${fN4Sa;)a!ma$XE?y=J>zc<uXp~2scW2wR%qU494>Q2)m!+|(e
zIDVyC&2kPdPLc=dp=ja5g@)SDW9FmQX7g+PTQiPV3noi$%Y+XfePS36OpTA<<y)PB
za@M8O5i4ulNiw9!-!%fEQn%+dfUonwu3j2)0%S01b!SU;9qD5EhOod_Kt{B~cNYIy
zieUxWxN41xKd2o|Ldog)F28nyjoInIp+Z)^R62p{vFAy=A)>kfBdK!N%l@?gyxLzB
zz^nb`g<WnXc#VqjC6jwXGW_TH4%ZX+ejaJXDc5lqX%Jyptf(>ymA@2ObGW>Jg2<2%
z-n#j~j@0Regy$aylLe}va_eI4QsTYo%5eC=;UDw`oyw4=eCH#Ri^BI87amQl{VKQt
zcqBtM;)i&Dttmv>Y_NM4D)wlA^~J8(I<)X3gyU0kAW4HY)%38CDEYp_lOk0y>7Zkn
zLlbk+Ya#dWe!nLHLhiW0>JC2y3N%|`1H7V*PyO$1P6l{~VL-sD3MM&fd!GGpm@kPD
zTb-m3^Wp>0gTW)j3Di6%s%%!RyT5iFIKgB{4-Vl;H6<zVHC#jo+;%;RGHU5sZhKW9
zv75?S*W#*%iy~l~+vu*4V7zwe0nj7kYP}35nvDhETStfTn3<Xufn1T0bZ;;=%AHEH
z#m^V8u7vYIDAacd{e3FrvR-rxbZXkOF&4tllmCX=0eRfY2HuHd3^^9~DQ86R&7fHZ
zfd7E`mD17SbfJzx!Uzr1P>B9TX<WcY;W=;Ktnq}cSJ0{)aDRO-f^#M-ER@%pFmZ6)
zJyAUFfq=@FoX0#uSdPMbMtSp(%rq_hz59!!{s0yNnH&=n2Eb13kcfu@t&D1-ILi%W
zAKK{>FxF-*T156hX}`|0tY9bbailLk`zeAfJ?-(!l<$U10>S~s*)TR-1VfHbwyMCO
zy=qR+vvh@j)FvSTli>MnxaDhPgHKDNjrZ6NA<rahH0E4e{BAIaqfGVS_}3^03Z}Ys
z19o34rp;I^JFTKz?^pT$_c8cfPqe#z#L&ZB;8P!vgAYKI)$?lW$E|C?ip1J&$R`hy
zyUSa~zejXMMr3qVXmZH#gPQ>71^m{wo`55xKB4y^cyb<}B!4GBV=vtkFj-7eJJ8Xc
zUGVH86A4F~c|&PsrIXeH?Cwd|%ow0WpodRDPz)3*CtVbdMGEQkaxrRcdWIg$C`5tB
zAQ!SP;8l&oV}MS(yY9~kmFSjJfpE0oyPM<Z?Kff^J=IKInV)Hu|G9<*_}g>-LP-%^
zLw>Mid!|1#r!yjL(C0l^3spw3^AfErQeyg~<K~EvbNo3vX}Ck~`1VBU7#OefP)a9W
z9*0WYhlXom>HC;Qff5lwT=3eA*^QbT7rwktw1bdgU&{Yg-h!_g;KCbElQrVOo!j7j
zn|+-ObU7WtHP+(Os#z*KhxxwRB^n;7RD{2p1W<I#5~~b;-Kf&IM_tCf`th1}wKv#m
zsO!{@(0<e81Jn8%9LdGaM{zk_+Tz8C{qI_&L2i65*=*7@tffSVB)#+m(c6cz({WDH
zNtu|HewfN-NQ^>t^s!crcqhN(Gu=<s`9V)@H8_Vry3^Hs-tj4(latesvW$#O(VW-e
z?z0SGZF~RK1o=&1_xlVsPP|4pg@%ARA5blPo;37+_UKrq1U_xM_-Y*0G!O|TeXTF*
zuU8f<&m}Q{7JJ4OB!hw;f#BP*{?`k)QkM6c3_l^Sq|ew==Uq&ORndnVpkBy6_<z<4
z?I?eC_}$iDyR4zN;Bk?AgYc@)pwAP2)C82tQJDboE>H#q;`kpRHFiDQeVOvn1k9!$
zuW>ZeYw>HEnQU-(OmV@1LN&dxZr?(kY5#e`)9LVIq%mmiEF?ezeTvgC|3bSTNH%mi
znBMNxwy<xQW7<rIwF|o!#>Zv=!G_VO5GszwsN73TzQFi++(Iz3gOK(n&LkbAi@K0|
z4L#8K(%LZzDzL)u;Y*yjtJA@FHYz*uzqKxP|9RB7Jv5-;<v~|f?XN=y{)op{K)XyB
z0O(BuQF0;m*CSRe4%4Rmhf~2dejIr6R<2C%8$DU_IW!pFBp$zg+?yze@8E9H>vvBe
ziLA;2m}uQFDp41p=Fi_6D;#S&Unq57tN;RTl%|tW<)J+wpm#1an=0hLOQ*2-TSNvw
zv-sc_@lFk+M-drJF;#|V$^4O9YQ`jDO-^#i!jF4w@c@$es8Kfgn_H6nxdV%SNc<dS
z2QO5wYMs(Uae+1tBR*IKx&%0KRRdE~Q{Z1P>DY{hG-m^w7Awx<_bh90ARCMh(%zHj
z6eo=W>&}fTtkK(aSIDX7zb`^L5DE_4F&AX-sxDm|t*{D^hGncVC<@jta*MhgNh{6m
zDdg|%-+e7m(zNd8e7)pWxFq+ir#<IVwn98`M_@y({ZsfxHdtLJU~|zd)33AMo%+sa
z4WrqJqeX`W(QtmKbicdtbUOy6e<7HL76BI{c!9{e3`vK%+GYLJ|Jkv<;X5{!G7Ad@
zf#l`|pb3k9!lo~PooAU*{OBN~uQggWDkLvltlq+|Q_1%3v8YE|^^TWoEM;;vx_<2&
zDV8t(hmyZtznEF`in=8vB)Edqe=SFh<7+r$%SEX9M6LUn@$d2lzNuw_S8u_JmC+K4
z<k)zG`W2{^=gAVG^j0t4;)|@CI$<~NP)urwdLO=4w-T*y0&LIt;lQ^tG3Fv^#<-z`
z;0jK}3=tf6guFelpYqxLV!s0Jpz-6t6H?H(YS<9r)-pndN7!|~kQ%Hah;tz)_#t*J
zf!ZQTs?~`OT)^L_<T-qY_x-G4%1{3dj5WCe>2c!*Z4KddvU&1xLx0?D;-a+!wb@-P
zHFHw>d)is>=el64sh3M(?^vn`3KaqZb#u+%Z_o%V2_cHb5LnTKF937|z3!ANwH(Mq
zPG%ij@PddzuR*djG5gKrffxudI|1_b()ozyVof1J_7`edbpPFPrCX!nPk~N_h4mUw
z@{bk6yDqir67AAapfH01>6yv<CiUy;Qo<VBP&4d>r~;Xrme2!K>QsDuB_OO)vrgTA
zz3Rqj*OpF{+{KtmS^Ho?l!NQccy&40BrW1cq}9(9n(_s}lokP*;I`-X)OUIg5PADJ
z_Md_q{;eDUE$HyIii=95#}TjJfa^+E>S)Y%DAzG)iX^~9Z1oo}K45Shyj!+hfN_YO
zn>W14{5|z8I(n7xp`8w1XLp^1n63kc{TL9a$uK-qmZ3V|xY$JZKX!JfuzY>2$K+mb
z^|pn3m}-=9vz7INn}M0R$Kt3S8}Ebc@cC?ue~U1c1zmh}i|o$o!OmwlG5-lOJz?_#
zU(3~k*%ZT%k%hk$A%mYkrJV$EUYR{nwVaTx<k5Ug{xVG)k{8>oPhvKl>e{5mZy5WU
zpJJmpmJutO2g>z8RFHHuG*xV1EYJ`Jf#seCaq5*XEyX;A-;_~kM7J1xhNvu62uX)W
zRuSfF<v5xm6pv*_-Ij~b8$QotwO#ggI0}ERDM$RUf8rqN@Vs)PS6PSu@XMY^Qh_I1
zMP*<#`MYPUE@Pf?4v_a<h(*wWbLnfOol@QDYmeh-fp=p*&6vVVXbAKB?~W&Z{EqlI
z5t_It@x7!ZHrGnU+pS?H%~bhd;&6yU^?ZXnQ~nbvTw?SS>G_;ENnenM9ral?LrI|w
z`*}9@YEUyr({Oyf<deJ2A1JCzD1Oae#A4cGJ(xSB>mNs&`^W6OyeO~Ox!Un>iLZW1
z9!ocXsU9<AGf%`VN0iSE0)L^o#his~;8Je}A5fbOsXU(zgv3G{M!l9_${68UTP}tE
zh!sX=s%%=^yrc3WyEZo(k7KgPZB}zHk~dql2=fY2T`IUnf4<+H+8q#ACUIhNXPW%I
z#@Hw^zQU0<pes-=@Nmt8g{PzA5#v#Ah#cl^yh}g3*K$8n2H%O)9cSZ*d|iIfdr_86
z7i%)v&i>%on{Uu1asdU2mD7bZY&L^p{)=&@rrfDg>1I4{A@lkBXN2D^9)#ZSyhKR5
zxIx)e3hr`kR`rc4HHecI>=oKh!lqW;(GXt@Ka2el3el4Z_^Dhz+P|TzdW{6w98Bd~
z_K%7XA14~psPatN`LiRHK*aZ?zixiLas<;;ui*tQA8^4ubvytH79BTqoF&jiKfLdN
z-T_J92q?pq0sUAU^iEjyfH(OqM?n)w%$sN9dDB;%Rh~Yug@g(^dSBfc_pH07rBHDq
zuN?cf9s%g5a6{O`Md&8IamYtmNTabWeH%M!gTwJs*v1sQZ^<uAj<Hl<U9VT-GelSD
zqQMu<XWCgG4VzA`!5B!n$7#iJfUVkYXeD+-Z#wj~e=m+?PbF+3qYQkHDQz1&&He2-
zenU#+?-!W*k-JwgAE6@o2}#iezwx8RsmeC_4Sv8Z{0RvKqsS<CFq=eB3Ic4kWS14P
z;@{xi)hy`8Q=(Xl4jv^4R_h|+*n(4Xyy+eoZLZ?Y`vGS4<k}xNg;kq)ZZDj$MSm}`
z{xlSg4oA&w(jpVq|1A1$@kron^P5QA0My5{qMW3k$u}W5RUAGex!5D>cF*I>MLNt=
zlKUiT#f5Edz9BaK*%&Stw&UFlg<x-@-1<z*t9;~(geS<Js^rABA`Cw$yM;k<MgUey
zC?x6vLoq7bY@zAt6ma@21B6VF=O9E;YxW53mO}L99sa!gGD?|Rj<nLSibQmp7S$el
z%lJwt$rso@@2I<l#yj&uDASv^XvQmTGip3*!&>nd%Ou_>uj&slsthmikh=)4(0wGb
zIUjHo$ya%f(_bvrb)K7LUvs{ZT0}8~VKyEHt7Y%t>K{TmJ(kISdLv&|NMfEyQzJIP
z%Cb|*V${Y-uFy8a-iDr`I9L|Re`~*f<SI>#x5*#3lQ#&3pv$#O3K+GxM_NH(&&$In
z<)J+pA~jwK9e{|0yyVlnZ4XhM!9vpUX#1(g?c-^_8ro~ER&LPnYt4RH8KVn-8+r1N
z%wc;7$)6Y>&+KEB3p<KVh(Z4P(sV5K@oFNWRsnhFo4baP_x4-M=Up&I2~~}aKs;gU
zoAwY0wvW&JmPanv3{eb9V|D=12bB7xum!F+*%aH@a!Adh12onLFwCpK)bcBIF&P54
z2W|cQeizmtJUZ&<G#Cdw14J^T53X~-4K^Z}^~{5kX50k{y1;xP#Xvt?{5|I6OWr|{
z!<FoiiZ993?>d?5KTHI=H?WP(xc!C!n0)p#DaZ+?$4egN#eyqqKkSjNY=UiY-y1l$
z4`j~qEH^ceDBHQ@e5D~P?v6Bd%iT<e?fApF68<qtJI(4=n>$DI!S2|Vq~5Rx_S6UX
zmRk+2cy19mnX*+7Ui2B!E6*zLlY%=B?9M4(=wKlfjSs`059_&hd&k$#*IqXBHwCGM
zlYxeUzgAX8UfM56eow#WjFmXstR(mR*uPYN%2LHE4_jsaD7DsCYV=&heP3m^#!<Ix
z41{EtN-wVzAVU`K)>A(J5pb7g;@v9P8F=l5n3|CEYmA_4OGu7FwwBn?@30`WieaTY
zj!9<nr`iymY!r-lSTqkyk~E{IGW;ymv)upgk_qU_o)_4|CS`@lE|;NMSqla0`Keo;
z#ADuHV<>T&V(KmOv5Yd!o*2sM)LI!;U!NR~3#V0Mzw=59)K&UnIjT5W@N(w8Wx)=N
z-OI+84+1E@k7<S<i+yb}ZoU)33609jrzgRg84kywcK!^A3XzFdSDSfp@B&ornkyBj
zL#$~&aB4b_sKufB&q61Mk;+@DuqB;~)as?KLFO-*8?7s%paqVVBooAetbwufH9RM{
zRMfNwY}(EYQsLi$;7XJ>;B9_^YKCwKZSRM;8jF77_PIt7@mz8bFq%^Aj&D>0Vr&NW
zRZ*7L!1WHY27v`wqeZEMcYn`Heuqi<0KX^pw$c5ekP?Avb2fP`Pl33Y737Pk)!G4l
z=hU%)Q=Q>^8U*(iwp58Q9-Fp!0vY;~uqjTXT#rm|5|Uo3#)<yO?xs2jv0;Laz4l!L
zEY_f>4^dZxpwXNjhupCKyA0B6Jlc3eq^=wl(vo8^5n>E3O3Hx;%IQ^@NA_=^PLlIk
z<NE&TWwL$oC=){JP1^iF_2)$xs6RpGT>%DS9QxFdtma%rCt-~_p7)<$hX}_WH5;@W
z1`4yYpc$HVqlx|`lrHjim&SvYo8M=BAkB2Mj*%U$mM%No$y6ej$CN6B*dxZ^Rx&rP
zWhGVw2wzP;q3<HK-4J*n4D#HovoQXxF9pCV0bD1P6qP*NBaNJ^s`+}=r~U_fBL0up
z?dEJXeXlV7AUml#Q1waaNb6P8Do1Q2U>f<~x}65WZMm8tLT}Dc85<X=488SJAqrG*
znLDf%J)PSO^${6QNb}Wp>8l{J-MP9XcuOekyc+SbKU|U%bf*)tEI3)D-l~)p|5V_u
zcJNA*T#1Fb5LeQez-N?RTN+xV+dMZeVuT#}Xtyvir9os-FPFi@`bp3iWB~^y;>@H}
z!%F~JXsKbz^my%jtr_*Mr-UFU;&FNHyCzqHvy>Hz-4C3au^|4m0IACO1ykZz08bkX
zu5=uM(O#bc2?ix|movjr@0Ixn!1-^%Ss+83jm~gWsVqCJ|Ehpb8}oR8!0M}-I*RVY
zy}1<WZT=oU#nq?5@Ra3V4XAM@p>r;6+Ec?NZjw@vwv*PJNf_VsFrWA-f#N8Tj((jP
z3qX9J1$z%%v8-h1A#1;muj8q=K~whZ2Q^gaf9RpV>)nE%luE5bs9Nnm2K!o}QOL8!
zNl_spP)Ly+$5T-PC||G;b!H9n0=|bf4X{yZE0cO2Hq(r5_9kK9;*v|SvPQ-4>;f3R
zfW*jWq&(*^#q<x8GA@_g$~eZ3b=l!6XvdYSh4NoWx~d{`fr_5E4gIH|*oGsJbX~bt
z^P!3<{ea&6gBk*oKo%gDD$7YpF2ac3qD++w--b+<INmXM4+xzr2zDE)-G-&p1-dL9
z;SOexE<~=U{b>g+7i-H)5Untdc@9XVO;EfP0BLLqv{b7&H*8|r!WVcHZF}YcH!$&S
z7$A2H$H<@AU)>F-A;ZEnFxK}5ffL?73=Jpju{dsqSKB7u4S+VZFmP8_qGMxqy2--B
zOCJ6CFJyyzhyhyY#vpZ!UPa{Hn|6vC%L1Om-@5FK*D3uDjuM%{-@Y_^WvuJh%bDqv
z<>XG-UCep^upXf+AX(Qi`JfNfpf=ML7OY!O!`$f(sGQSjamW)5>6g0Tf+(yOkp4Of
z2EJrulGX??qphMNMQoO!K>e5NphI#Ve}E$=&%I8+z1AB9?~dOA%5CIuxnn{&?Csx_
z3migQV2VE(+`Fv+FIK$$f543?3BNq$VNq3Xdy27?jm-Soy2>&BlM7kFDotIl-yVe8
zvo0a~Le61#2ci^Vp%~Yp(fnuiu3Nb=f}~zRX`Tz}5VaP+TL(qUd0^4iYw~(J@#SR_
zzr&mY+#qgrk{oUR7)cJtAXC&+D^|=p&ZJ$TGyeS&S~vi=<sVTyfLa&Gd51j(!+ieV
zb;4n`G^NPtkN}P=_W2KIm<HrLABGlxC6_hw2mJ;%i2^(!SfT(V^sG7fkB@L5#@88X
zPl@}FmimoKsrLJ0Y#s!&AY(`CkjTRj7v%`dAJWSF2?TZTO0-?XAfT;nw;duH>JVyh
zKRElWr=dg4WULYgeu_da_=d)9dt8ys>kzdAn*P!FZu0?-s3e=tmu!G+jDgWk)?-gp
zMVvKptN-CE!MZ&ZM<naog7?hCPvSjpNO6YsvlG*qUeEp>$#{W5k^{ren7C<(U*`})
zGmMbmxco!Ipb-vaZQ<~ePj$^oH?tn#ymd|NLm*NgnYNE^{Se?s{d+>rl0!5BG~#-=
zyJ#*Vg(_*%V4efq&R85#2JVK#ZFfqYS`Jtc)NCX`Y)IjHplOd4P<`8gs(8rEHJ)Sx
z_2s`ys8Je_=H<r8(iJ>`A-CQsP9!9C0r=-$>%A54S@#qYV4?KZ{MIVO9r{mrze)Ou
zp(h%f2{MH_HsAc|rz%A?!^sp|mFd83sIchw@+qVI;QMfODC5<m`_4EtT;x||;Anxn
zJN6roRoA`-7nTDM2CkqNezSz|Sj<c7@vA(!M?qF($^-LIaq$5%*_Vk{&uJ6?7QzB3
zQWbu6^eIS#stAzOhYfeRfSqUUiQ3yViPOR^(F&EGuGLf=vio(mnJ)P_|DBi^$u@{C
zplvMjW{rrQ0uWnJs$8M%;fcNw=QTda7zyJUdK0dY7eI{<d}s;)9Mm}$lej(6yaH6{
zCeU$eQ&Z|TdN_Fj0&@#6tMnPB%Rq=slke2p%xg7tA^HOE1oxjWFP;ES`V!cQg)dfe
zY-1Uaze$xR4B8&g;~Mf0r}U5_V)b;5CBqg5(qoMWiepC_WyiZV^Go(=LM~5k!5D3=
zW*^Vf-|w=?4*RUzeAr37fw4=+^YY~F%XNJ)6NIsV*aoE0M@@k_4lgEDaWe=O%w%R|
zn#DX0jOW&dvy7^xGR$zcD4H*RW1`??T9JCAU=a4ysjUtD<uw6ZMm#vY#Y5O+KP5@3
z9pMw|*N8Ljx?;Jhd}hSy#&Vb&=axyLw?R!|PkHUGb15$`_p`BtO3W*M$SkatBckFG
zB*GG$NdZJUXOzRZ326VfJDY&Ao)wMSuzi_P2I(yp3Q_Mga+y)fKC;?(Q(2<vQy}5a
z`bZMRT!xD^_~lhinck%5*|>zjeIrmgy8iz8u>D5eUX*Sl^KZ5g4)XdU;lCTZRw?+&
zE{Oo;&VYk7_OqHlXAd;nh$vX@<20EkTf-~9<b+=XQBCskS-d48Qt+dN1~5$wH_>Pj
zlx2OJa1rH1{2)G~QV|UW`j5am?VjRaz^LHHnad3JklP1{3N#RU(JqDJ01H#o+*gu4
z^XSiMu-f4o?;L3OIIilz5y3yt^*;!>=wGNCBGL!%)WdVtr=q+kKd{Xsdy-J9&QxR@
zeeB{M8kWGTW8E_Soc;NRF(8601_wIpiCC_Kbi7s*fHFfGZ9X`LroI`N3=V{IHAMLq
zU{oicG3ez8<MS#w5XBA%_H4n3Pu6E>VV86gE1)nfnu#m@)E#ena~N<IxtytxkG+CN
z)wX1O$?Dws><5s(|A+bL!9qORwFt{h|77tHIi*z6Q-bWdiP*I{8x)7gIf0;c$2!s@
zK@K+tXb1Gkyudl9BbUy95<?Urq<dJuBum-Gi)*32u^J37VY%+Hk;);Wo;$z3YD!Sj
zObZ89ir(KG7kgbSjX;G_2Ud3G8wCCX{2a=>ypWRmTaf|Z;U0mr&8I_Ki3kai-k4H#
z5~!^7z8NDv%M^X-x$k#-s_QHuVGC67+bEPK$45LkQm(Riv;q0s7n}V2zE`d(W;lDw
z6h0sVAse89CDcT)g*%XWT(r8w&CSg!)&WA|lfMi4-}#^r8e05q+JLiW0?6jOF^;uL
z#nLp!$S2W)gsss6x%AR-lR=4LQ@!5v9h|UnUyzO!VjT^JfA~-2d^i9%Dv1#I^6l<a
z4i-Oyf;`_dtYLOgnDcDoMjrPvWvQTILis_^_cO2MP?B*U^?`{FE|b@AcUOhk8udR+
zfOIRse=9e{-fJY{a-ksReMfV|Sl<HMNNgAm_5OFih~x+%KT`at<qY)HIE73)>1-g<
z#*hXj#l($>#}N%_Y-BbE@NV#m9kxCg2hC(X5Ie!WkP#zyTsH(kE?h=9F3?k$S~c{4
z`AJ4_^yxY&nMl(dBA@t(Sy%X6Iv3z3mULJv$BBZLX8VmnCikwNS6_lzB?)5wT7WSp
z^D5Y33XeC2OWm;6Wc<3|ju;`&7rBpVvoha<<U<$$(zRuV3bXw59N!oGOSwD%h4&>w
z2_XwIl49#73ka5f$Mc8Ea}}>piEH8RVg+YSTgqG&d4iPx^#}5L&zlRU4JR<rM_utd
zo)}(k>d*soMtS_rnd;K|1Nf0d`+<a0Uu{9;xpDShTWbdn8W#reTdnrmILG|=GvlS;
z#XfF&`V-^<rB=Zh0_YkSr6!ZM1lTzHGA02%LnP}2h9B4tO#skk6Ob30BLa9Vc#t&{
z6BE~2`x+rfURv6=I!-pBR0O)l_Yfn)>Q7+GPboD)^W{3lM-lh3SIl7QD>m@5g<}vh
zXVbORi%Eg@;2(G!l#xhP<``M&?8pQ1OMo2eO%5_aYnv1EumCyW&%lh>{EbX+Rk9$`
zph@5%3L?Sn9hZ-#EY5YL6I2E(`k|B{O+-7eD@r2BEr32*Iie_X^D8<M-%_UE$*W<`
z@y&Lj3a2O(#!yU62UQnS$C)5;A(z+%OEU;Fv%=a2l;Ur734C??D1#$!@lVQVXu#q_
znh#Ox#!IxOrsalBpkKNNr~U7A`Oy4r;09LnJk9jlW+9@w2cx<QL9wg>`kr)IP=E>x
z^eM$MaGCeurm#7JK8&wKPj*I2P-0NfJ;7`6Bh--?B7;NJr<{}SkujA1d8Ipc<W;5R
z*qriYPv0!iv=+!L4J3S(bI|(>{YR3L40A#as@K;9Ckg_7t{n?t3sP7#!>9n%F5Cr~
z2UU9>7zrTqNX$3g&{V=XkJgq><LRcS7qOqByb>xNEdmlSkQLnRa?8E)z8xF35vB0J
zA?cI<E_!obJ+@KQwU9S{4P&u&KSX}I2;Z<SgTI`ZrJ1@O<Vr9f$&Aja(f%!$15fNC
z7T%GXu`yx>2H?V$_ne$$RAlh&uxi)_pxa9$fDM1HSq>WV;%p9&gl<YU^!3B7h-jNk
zb`ck3L{d9QmavS;4SnmEXkF{U>YWqy-gdq^eW#Kvwir&v8SC3>ij(1Yf*3V=)^FMx
zt9~evZKps4821;INzl#+f+6x%gmsF4?FQ&@atz7ffwM2|k_FNS0t-TqO_~p8+Q6m1
z!kN1Bp(dP$yj16_GZlU0L<Y0-Nt77>drk?l5G8|pN%|;a8j&%N-xn{V6jk!eJYB{T
zl?tq_s-5|2OcnKX>i8ZPsb`9_Xop0hF;y#HPcv(y_Tm3~KKa0vj*H(@5<?{=(E-;g
zSnhqYsh+Y~Z`v6J_cd<3b!X!`$@KUgX&w%^2*zupyWTY9GJg?6&y6?d!xi5rh3V3V
z7#Kza=&d$c<^4mGu^#5G*L4&-codoKXU=@Q!4dUgR{o!z{xN)~@77TwMgnS$G4`e3
zBoIR_VJvEKeOW0!))2x+AG$Y`z<}yD^9IvS%%m83)tm0OM@R<uTWA|!S1?y!Wrpk0
z@_qQBA6IZ4mzfhS8ZxFS_42>+zJCvs39ACr{bYq-OiTS<Drt0x9l{{kZZ+hG+m22>
z=$W-xQ9N!I{I2b77aE1;-6joAz&1zVd@O}KhZ6X*YSWnG%HN;ex3`!2>iU{|X-(PE
z=~(a)8k39wMwr!|UNb|=(%Q#Tfuh-*q$&vif=9%T8>e#0))jiz{t;v80JDQm)0^j(
z<AX86X(`&4GZw01lQDb!F~VDCCj9dQpPwtK-oc)?@7QcVG0Np$vbYAu-Co1i2gUrZ
zQn)yz1e2Eq&nO-Sjz8>rD5_>0$~cM}5)y)}QShqlk)`oQDZ?6zNUU@yMsYSfJb~i)
zO#Et-UR&2#yWZ6Xv~eT`fFK+k?w}N7=mE_U4?OE@I{LAzYTB>m_n(eOQ4RdPB6r9i
z40~+xY;mG4sEucpL1mbqlK<S|gefxx5V!{UHSf}!>asu6Uiq^-{i@aF6t%+2kp#`c
zW>{S?oTT^pFd>U%ouH($o^wWj)oGK+S7>8B&M?{)8y7Sy)a?y#@MbfnTd^BfmElss
zX*<4G+S*ILO2aO3I+$C;&d!0|c;P<%0L(p*KwJ;PK1gF6B93&GJ@{$wR_+{+Wn&X9
z=<$@bVSOAzgCypRfS?q~X81XJB@lKa3HVpDVG5YLh`tPTAbQd)PR<rKODl;=UP4CY
zu+$E;^mLoZ!F^Z|1Q?3&@&i>E8w|%Cte(W`vbFxyYb}VY?PHO*u7(7ZU_XO`q=S4o
zN-{wp>V47b9S*7Z@PQOapD1oYlo;HN&8k~Q34SjQNXXXMH%iN!a{(qNe1E=%AuKsg
zThBzQWvO_L;Cl!Z$5kAan-;4mO+FLyT0UE37()I-786D_(>4r+h8LGN7DTlLxP`Ag
zf?N*8x?QgI6@A*;T{k-*`g>=+Z+XuQYSnKL%s)3PcgTMVcd&kS@j>d4U7BgUVEPJu
zoc09c(WBGp$`1>|hq}}WWKFI8z->^A#(Rcm>C-ZD`pycEdYt+yLbAnO3bJXu+c0qA
z`$#9E9KiM{DH#2edxkM$^BT_@e?kzrP7X_v8~F}@BI_OEwkb#o`tfND5J2T0TL&5f
zL#&P$Z70GB#>oSRbSRoQaKO56uSGBFftpkv>_>_^M8FH2)6=6c@fIE|yba3<p20CJ
z>HzckfZ*rq<X|xiwC6=<Ko>l_H5fbz-#>f%PCF%F4<FN>NY93kq=B@*0Dn(ONFzc3
z1j`orJ9o6<g>-Nm_H7l@B#B$nRI|`4hJF9<^F1~s3jhfERMx3+kK}3Xvz1#m@z8R`
z^%8aR+V`9MeQRJdVk68Q<bJ8dZCe|8U@u#AyQE6^-vyi-z^L`P&Pi@r!y=%Nlgq$$
zlogaOhfRRmX^W$@gs}+=>z(2ODTTUQTISoOXtR+YFsq#BDAXqg7k)p_Br&fz4}%Ps
zP@0eo!k2>Hq8M({xAwCi2yD`4lVG6$0+IS`bc|EYXp=gdV&QoXNo`sVRU3v^&Z0E+
zvRz)^V}UA;8&c#ZSU9a1vFq_^C3A=1{6x&dvpl@)z+3{Eyw>OdGGrXyW=YueQYhtB
zn$#h}vIREe_mahXqui$yuA@t9Y)xuRdhPA)$!&01d9}^<c(E%;Q{0)ijfA}Nf#KyQ
zg^}PYR+?D5f%H2@6Zyh-siwQ<;gZz))O%E3fx6iuHgf_oYKNhmSN$E68C6V;Z5Z}c
zT~seFOXA+_jVYH|@W%cWYB6P*8IXGA?0qP`RsI%*W90padmzdCrO=I^SV;4*vl00Z
z1qVT@*5@8lZI$Rv1BdLnU!joA!fP+y#*6I(>J!YR&^R*WMS)GGR%JjqY&96akb;19
z&?ukHkyDN)uxSC9v^`9(E&e!hb{J9y%_jXoK8dUJr*1TRszqK)n`1qQ{}w%>9*kUu
zM+PCI^3J>nfjZM1?4A9v!BkV9<+f;4VI%!Ypn0ny^^y~-G6Yzob_V?!2!m=Xh8TXi
z;jsK7|21iS&GAWKV`hrK=kqweW#pY|!CPs)#08!)RyMKgffxSu_5~Z_H*R0Z+;~e>
ziwJmYAiO*4<!8J5!u9rP?@~6`%GMJPCQl1fd(YR??}5Bh$c@AOBNUy~f2-rLlufs+
zNTfTx5de_|ipy~M1E`4HR6te+u!{QzF=$URIPdcmc|9v%Y=rck)F=K&zXmS~1KE`T
zu*k0Gl=}nsjVwZ@C<mzyVlilEKL!V!V9Z>Mb#F3uRfCfB(@>_E@_fBp9*+2h<bj6r
zfHnbWh^1%e*4+@Ana6gNlmh=LGAo$D5n5s0895`}N`yGT&4s-dQg{GZi9EO%3;;FS
zZ{T%#(dH*$4$R9CaWARD1PP34*LLGYIe+%%ow^_Qt`nJZCMXO&fv2DxVfh?LEmdfx
zEwHI8;s3Xm#X?4ss2t0V`2tt^Jw`&$4nRP~m3i=0zm5lvTzc*TQdvdeb6NK{dQxQP
zLn$Soc*i7W&jyusN$;<&-i{gNBJ5-dp~Qfv5*vdQH|PfU>ulw75`EJDXx(X$LjoMp
zJ$9!>T;^57AtK^0&b7*ZGG&AxH_?s=B=(8AO^8@{LCYmmoy2G(F<&sf8Daxn-*PI*
zkkG0yS6rKafCnUKkHa$gx4Ep!javM+FG4X%N_qkWQBBh^H>c?QUFZV!p;@1^OD1@I
zcbFeoME<MQY^GoOZgo)ilwZ%MJx5_<R3=FT%`<<3I(+YBcZMNv<wBAz6xD*WroZ9U
zF5g-}-T-Q7B=PB)3W+;LR&$q0`C~kD7Mvs&!b~Btd4u8EYXKR&c?!>C)Y`*$?k|gj
zgmT5buXPGU1(0L9DBI~kA3V%DOob&FLJiv4No^1J)naL-P+)<<!)nqs^bB3Pg!TdL
zWz6s4!;7w+zWO@!7lO~E7LM)<q90r*+_Jk1li@0ln3iBA|1YT$8_?aAd7#Dhy!S!s
zjCJ=QDItzlHLUP!#ryA8REfEY*$+2q)45jTUxTu4gcZ^0yJ@F2K!LS@Wu`C+y(b7c
zOW|j;<skX?TwUeI2Drr}MS+-w#F*<NZSfaPo0kun1G7ghnD6t`Tran1lWYAQ>s<ro
zak}XG{tI5g8;#Z#lXNoeJbfz6Q%?DzIPKlSm|RzHL-ipW2lI?qDxNh16+4JCm1vIo
z#To^m{mAA(A2;PY(O8g(&Ehr-Bd>_$0TA;FWiyM*nZ{_}^gUa!<Mu)F&QYN#=1hCr
zi}uT@8=qKGFQJCLp83C_i+l8oIZA8IQE7W6FRKp)_utG1*(Ny6bEt*UcfP#zUYH;U
z(QRL7Gm!90p`a6!2P!3J?;N1^NK(!A0{{|H5egISW^@ED7k(?(z+8u%+QpJQi^D<|
zVT~6G<No}!ADh<QCZN&sslzY_jTXj9LtMM(#pg_FTXy-sL$TocokiRpAjeqyl0i&W
zIku1a7Chy~D^dS4BSz&4$ngV`y{aqM(e$Ra33l@}67{^-5x>n;r#;aNGL+<B6usom
zZ6;!`y2BbV6sOi;$qJqMzPzdQwsXqnPMtG2)uJ{=I5c9v^mUFgj(%jzon2mkdhG7p
zyZq7fW3gMua<jYHCVkcYrF=W1h-%GMCy~7vTB54Ya)_8uIV^MDcSimRVR#%qdiUFV
zhIp?w9KVizyeU0&c;z^4_U(dhOwGiSvFn497tC~>b%OWoXdRcQ*`fSY5QPyZV%9gz
zANp3S)i-#EZH=OgS|71LcmDQK_Dkyf1~xrrM{8$a+$xJ@Zo0#nj&pQhJ7Nagp(_E-
zk2f!pD^qqzRcMPoarzjH6YTr<r{VU=hZZR<AbaJ<XH0!(HswJYxfy+j6I5zkv<{TO
zfJha0E@q5r0I8K)d*KPSARTApJNh3wI%Ey{fQXOF4^WHaobEvtwnc|SASaBg+<enz
zP{9dykH0$qi$KY+cTL4;uUQY3G+O1urMOm%L~h4Nl$Hg8zr8kx?iZXYqW0Xr9uHY?
z6`!6uK3vcd@vURCk?4Mye{hETRd}!VI_q5MY+gG-pWGXBs>l0v=pdOsiiM=#v}0j!
z#uqJ`T^;%^_4<_qwAo$P)hH)SGy$RLxV-dz3zJ=;Gl&Vj)rB5~tif|(KST<LT1#!e
z)XUIvU0TP{Q)5Ek+Ie-=(%<L^W(7<-)65HG@}1ug!o}Wxoas~|Ju5+Jvj_P?au45n
zXwgxA8U}Nu-<I^F?zxH=9u7+KTytvh{Mu7)n{r7HYw@ofL7hKsl<B7GK2^8$=eJ$7
z=|e3DB-!7q%!oCcNv#;O;1|p?983_Ocp|xsyige7Ct+4-V?fzepQnFm_XG)ket{tJ
z_u_XKW<)U-z&TP=gl2}FAn2xX3g#%oKp<#Fw?SjiBb9#}HUMtW^yBu#f3Hb<l+(#X
ziHbmJrHD#B@+V1#7iY$X#`|!tmq|o}-0P4EFJm>?i0hBDCl}pOD`ReW>MV1@gkmw~
z$<3l+EUF&F-azT-sS{4&bikP03*;mgS6;RBx7h6$LF&bfA@<*bUaQE?pP=t=xGz(=
z*z?sCYJ1Y1I(gMaiv>cbJvyp2wxg~uVmy7Ed6@@VQg?^Uoc#70ziWj{sQ*BpA$=^P
zOQ7IM9R5wbvc3*2R0~UNeR?yD{`8|pF?z%AvI_a*t3i9sx`jIv$3^L15(<k|I+>}n
z9_GKIlHT%TI!^d6%3}KV$}OXDj9S_=tLpg5AS@7yS>dF%9`*xdIMw#o7ex?Zn-@;y
z6#<$7SvU>>X0Mkr;+N9nP-BT<ou&)Bv9|SF@tv6uWyZ0pMExgt?(g#^4&A(GssUHt
zRRpKfr#wxT%$#eW>zlg@g;FJU+m!OFm19vt=k`S|3d+$cW(v#4U$m0LpBhG0j%k+K
z+t%hR9N2n>z9Yi2y2&p{!KiRT4YoKTZr}-fGgSVizw%T+V{b~lp`qi&wkXrc)@glk
zxTN0<t4%DvtCu}AF-M@WEY$D|4x}KI3+r_4l>aKc$zj7ZQrs$U<M>w%xmfB8U5}L~
zKdMWT(JQAte8SztT*j0yD0Z$C*}_%rJT^=Db1}b3U7F=Fr!X{__i{yv5~x6Rgr~lm
z;4p`I1-;VygTGVwsLAy8>g@nkPnaybzEvzA@nQ3CufwZ0y9<x6ulgH$PGhx52wvP*
z?7}|PZwNQt>vDDe6uHP*kg!g8Ph2rfjjWnss#_|BD@zcl3m;ru@4SZ51PJyMK${51
zwcgbVmgy5yo&$=s!~(Rm=u!r*=Fhp$(tG|j4}jg^Wsqdz(<E%SWvA=>g3zeSz=XJs
z5HaoUk{D8hpS^ZogQxh%JH|y)#yT;ME1(sU=u2<C-^oduT333*8B@U{dV}Y(K=sw6
z;1^?JtazuPv||qg6@H1B$A?dX73vzzk^}DE&4&1WWUt@QSsB^#e6C9=Iii#xjXc--
zp^^1RQI4q5jf<6b2H~f0%nljTvEaL{W}>fE0Zop_m%MQj%h<0l!#}e&49})?YaiUi
zKQaTx6Wp_<M`f0bSmhHuBgP>+_Fh6iLQ_gsYt%@0{M|h%=5-isMA=Rn*GU(PaZ)W1
z(DNxBJXg9N!N)8rC5yYPs}v+~E1+UE=~J?ByYJ7j+A=xs0yj@YeA06YFTsc15&zaa
zpo9dBDcPT0?X>_puAUgA6_cGoNd|6#@TcVGh5GlY;T*Qb>2XDLXvW+aNYPcys#PbJ
zbnYwSD_*^Gv8}XS_ApsA)<A(rQi`Gv$4%Mk*RB>tku@>HVwx+3di%rozB#=?<C^#u
zOB*NFXY$<HMxWvG{*lH_91Zv7R8simTk0cyiDa}(Yk#S$KgNi*`ak73l)fc&UN1j-
zW?x&d5|iJ8{xg>`*?zRFIKO6lP>u;p4?X6z|F!F9to`=0j6b_u72m#eLY4hRIvtun
zIcJJ}$|T*o@_6Z$)jCmHbJret=@n5?XFtndqF2rOER81=E{5)oqt-=C!60T=Frj?u
z1YB~q4vX+CK6sq)XZ^byd}Det+<(mx;5B-}6i;hb-ZNPDy33obO)iyK>_+WAYX<*#
zrONoi!d62Cg-Ve}OGD%{7mlI|3m3w>#J3N-=ncy0e-{xCG(q|Ls~E0O&zJ;^xhZ)I
zMqcvN@Z&u$*wXm)#(V(c!MyqD(;i_5D&cC_ptN0X(1lr{lW0r1=<JI_LON+ny@~_r
z(FN1pbj9KaXQpNO>bScF+!RT2ECZ+JC+H?d32Ge-l6Q+q^#bo%b{3f4+<J|6ghqVi
zx&y;&J~z4o!n=@&O@|qZqsyuJIp$+wxIzXV9v+`bJ93Js@6E+gm3c3|1wvPsFgZ<_
z$N$jcf4>_%XBv_73Hu_PCZu?lloi(O%uyS;bp#%tZfHHBiDeq0VhLPbqxj)?sW%ZP
z+g?UQRO>I>RHNgbz}kZ+t#?AzggxGIbbSg!&&A<b3E&d@GQPC_O{HnLHl$E3I<uzm
zezHG#_T9#&8N=YmCnoy^+|*Rk3pKVAQ99*@Uq>MWfS9(~tgDZP6KWueK!p?=MDA$1
zamIdC%LyvgG;jFp%>VnHe)tgVtH)iw$u6s&I<k)~@+_D(97<ma_67)dge}bQF4QKv
z_epX#xuqK-Xr#$k`nI`X__BN#)gjakHkmI-ez%QgpcYy76-8;ZDsNf4;9>MXSpXpl
zpK*~p)4GqT$9T?4D)(a%Kg*1Wst~^BUL0js=+8z`mt!N}mUm3G_(c<t&8lbojqG@Z
z?2(kOO5Yj?p-RaK-y^*$MlqE9mu`ahgI}PnHN?u~lwMBGPG+{DwCRZmz4Zy+jyPz9
zWK|3-UgqST7q2Ie*c7{PID;;O^>kdmK^eFN`dIE-Fy)V5pT452{*=-4a3<+MfNH1r
zDtPxhn?UaoSq)q9$EZsAla#Pu=3O5e*d|s2cuW*!VFD~j-{y=v{>TGIZvoygy^4KN
z;Q~b2g`jm#gaiFsh2x?)h<Ku<l`1fRb?}^WcQI;ki5?H|+7f6yO&952e(4zH<WaQn
z<X^=+yyQK`=lXzfr;Q)kN?nq<Y9QVEe#qsu*18o%^>v5b?B!$LIFrqMiK>otVGaeG
zLs*4Oio-G;8e3gnP-wV=@EM)0Ww(Sq2sM7@IUzpdkk^c9e?qbY^p|cJFViE3+&s4o
zen8TGu3tCl=uu@Tui?v-ATv}+_y`sMB<@U#eKzy4N+;xH+!7z2URUM!b4n)NEbow{
zp@W(cv1rPAGYQeigQu7;Dq*aBJOs!ZpI)7VG&D`ntlNO|`vmw6G;D1MjW^v67Bb=s
zaTF&30h6W@Z8s^3UioPk>;LTo(lqhNNc=Gb0=IHz;fOp(Sq$Zgv2*v7Ow#h^eOYIW
zd&f_i^VME>_Bn}davw04Sr=Lf78?4+VhhJ=63^94b=eRppgfcElk$ntND237o@VI%
z#<Q<HeDy$^<K)^zL|$<1=f-RO=Gsy&3e(+Ov%qsrWzdQ4DQ(~DL$XRb+6)BU7ctJ1
zr2UqAK3$Na=(Wtiq))LrY~Ed4h}q#P*zD344S~5WvT#izAZJxk?1a2diuxLAT(>k*
zG!WZfU{eZa$Fu_Oa0Dpt%YOw22TvTD%z4_Pn*O4p)BD%|CQW07k6!dWyb94#K(<*(
z#9rL4a6Ub`QFNHdu1k&tDI3cmA$fr&m734@{i6Y9Z1V`2U17BB?=Q#Mt#h<}zn*kG
z5uv5MddlBkMKfv8qC{-LUZ?z~Y*^7QvI=di;l&nIwFO?5(-s7Bk6PfxN(%?LtTauv
z<~pwxXcM2&W>NKBr#%wQcjZFu3`_{m$)tW`KHTMiG+f&dyNe@=xRNgR^-<WHU*$$d
zvcGr73UPqGP1X0ruSrHS6@Zfj@44{bx!lAEou3?40Jj<ZE&YpJ;esH>JuB+XND30q
ze=E|lqi5qW|LT0sD23pyZj+lxm|U3vvhh}b2gAD#;pL`LL;iGwu6XjL<6k;gji+BN
zwmHhmiq9ML+G(yLk~-t;O$sqz>(fdzh9#1_V6=Cf3l+*-d`U5QRPggnU#@6e84^XY
zr(m(Sl4nkHieXWfv)$;uy=SfEcyMuLr<=S$C5+9@%;q@9TDm@p4)m6FNG9p2Fq2ls
zl+~WWjS_as@YM6Ri9_0_g>N8*=B>AF6lrW1I`d9LcIl#b)p9SC4fKfWr9O$IX9I#p
z-NS>`lS@P5*^jGu$vz>^w|?(GKhG)?^;Bq5t8p+$F~VVO{Q%{0!#WyBVu~YQznpU!
z9swbZMF6c03E9#6X7vBd{2koGsj1^Lj?lv@E|2}PMU}B%P3$<+yC2L?284c-vPSN-
zV{LUPw%ju6@JC_PeSc*v*tXQ(J&E5ZM8PV@pf>#tnf2vB7i1&NDo`lttI~y@3yTCU
zd<BN*Z^ud837+oFrqa>V7b_&t*$P^L5mXtTXCP4{ztQ&rDpocaZWBWcF-%wSRV>NG
z3cvY}+4*m7b&LT0!}rurVv4t(q`9$3bxWj7N115~k330D_zF>9SRG!?>rP8gXk8(U
z9TTF2O13^E74r_ACZHrIS3+-w&v|2p!u>&2ucvu}QXvH=yVFUZRnl_T&*4Hr&)cda
zbhCewc>iiEX?AeYt*1KAKfT&CiS6mlV@jcHP&z>y4u$%Og<!Y!v?sjt=wZP5L`Xa1
z&6tc@hW<I2BneFik6*e~p;d4g8+8UQ=iUb+!&p}Ahth?L$-U}hK=_5`)+ps=c!5^2
zhF2xBwNqmJzm~B71a}}F?;_%aDaYEIEL*3>1~7#S+PBGO(rLwyg=jB(n$P#?73ouP
zpQt*W4A-0y=GPTICLob_s2I@_aAB^LJ0{@pl|sPds|Jw=(6wLQ0BY*BT;ZcQpM$<5
zFW`Qd^qf+_figqTNqX=|)Z;LlGfFj6H0^W3rl{KA+4O&}92F^=t*=}G+sU!tU`f@T
zMK0PXuW~t5p*Y>_Vp3Iy9}LJk%7zm5gi<BT^eMSFKZE8csw?(!DVEslk7C|Glqw9r
zlFM%?%5pt_zA@SHZ5Zgu20h0?BGk_*m(l-s&mXcRCBvOQQpXAL?HUZJzWd`cDis`K
zda&?LhHS`2@^|V49DdDT@vD1*3eosxEVYrQP<IFvMQo7A8mw?99HZ(Y@G%{eHU%wb
zxX-(#MzuyV?7|&}3kC1H>H>P-_WV}{_Md0_86K6wQo5#7U|8hUCRBsxo$zPbY$%oK
zw>J`L^948|Sj%;qeJ;_nfEI0(;JK(2034fjX)<&b$et3&k>|c?FNLdcgk3k|$@_$C
z$C;%y+y>S<8sSlsA8=z(9!^PsDHSC^@=zh_ov0<2K|~w=kKhL0PqzXoFy<Q+53kD-
zPyEe&e9__&8lzkL!p9pwmw0K8u2{pK@>|0K;O4=nH+VujH1G<RsuEbi^FOA~?L_70
zN#>&{vViia5o4$V)N@`-foSMdeIt4DzyX^vp581QO<a6S@I)mW#7CBnk+8p5qP&ZI
zbhV)Qp5y+1t^}m?Bmok9{Y$D=wO8YfCu;&*Z*2$jkk#ZAbKCnWjtK(aM((F8?cJ#-
z%13~x%?H!%pReVBKL|=oC5!C)7N5%s;q|#X7cb4$RAKEPb-c$p1jm<8o_&-l)h*Y_
zR9u~g{yD*;mxKMVpS9kE<qVC%d7}+sou!d~qzaSB6+7oSJ0e5P-fF2DS(%gN-~Obh
zw8Zhr1`zu%y6Q9;%6!Y{;)^Pj{}m$aXaWMIhAvYx3>}u{2;+%7d<TACa&H4lO#J2$
z8WkC-F51!FuJtVuD5(grM3BWU0g*S+3?$hj18KZTWJ>$2w7gz*Y!rqK$vnXCVhfx(
zF1)`^@4*O2ZI?@scd+BO+Jgs@$B9u;P}G6MOBkmE`tEf`=%umjPENGyWy`|;fkof-
z^UIc&Q$<g)!CrPRvQt=n!T9vzJ;f<(M^5baYh3A$&Ak5J`Q+O?su%KFM!b#VWIHN5
z)^qC+ahCEtx3;${UVSS!w=D_prcXxe(-a|Qw;zDd4&y3K7Lun5!}OKuv!9}39;x57
z$UcEhKHWCa2do#|j6kC0tM-KaC-6KJo3xQ`Yu0n!deZ&$OnL4;Rc!Lp!dCC+k;eYq
z@(NMNX*kJ4!#rRcF35_5Z2j<P3~8N0WJ4dtCDp{M<!F7=3RF?)_a;MzKsUApQYyCn
zvcT~2AVjxQR;F<Cz(OpWN1}M?Nn}lP2J{7~c&EHTXypY))=lVlByT{e4}((igH{&d
zd91oPna|Rr&%*2cYyJJvk@_Ve`UGE$-`F1HOOzdKlfxc(<?I>NyGCXgk{SANXW@G-
zD-%=M@FI^PlAPdxbglry7pNaeW_Y%7?5QLyt(){G>LhAb$i{t1X1wLDIUTpL4D}!e
z{+1rZBfs2?;=DpW$d)Jjh6wD?=UL=D4=}{7Dy^-p4UmY2p?GD-Ns2(TqO8V%4+hsO
zkZ49sJdk(=*t~>injEeJ$Dc_=*HaDVl6a71$yR-r^uN!}j9Hw7^-_C9ekbW+Vt72+
zrTm1B<+qE`g`ysjRyZevu&58|&&#<k+^fcR!#;vl>R=okEZ0#ZQZA%{LtH5|5NDO$
z5g8jh^vzH{j>_$q+E=}5Yaq8Cy8o^LM5!|s7SS_djjk-`Od?Z<I7rQ{pTdU7aXjTv
zHoB(2ZYNEu9RP*Ck=lpU@Jn|vS%;i<F;hLJ@lZAz^24CvEne80AZpPxK;>u_(gZQZ
zP#9slwx^<P<0@Bq@;07GLpsxqRI@?U*>bebaeF2DEue-WO)$(ol+y?|(P&HXFB0F>
zU&{9ZNoiIi6vN1*QcS=_2dF(+;1<$2$AdkEHMYv_gbI&`6_K5^S4Qxo(oeJdh5+we
zFdiHDeK&Mp*TvAYl<5Q6<g}NH)9%Y6M6*a7UE)X*8aZ)X{gp-6UR7+!WxUE_x%N^5
z;4?krU<U%A>D0<sz-!@S<376y5;`Vnd!PjpQBK<$OOFaT_}*A()Qv=%oV4sb+HCoH
zyJ6D`G4coub^rv<|FQR$QB`$q+pr+uM!HKtKuWs1C8QM<kOoQVhD}I!NjFG|(%rG?
zPU(;a>5!0m=YH?!y6@|Hp6|!^_xr{(+{3X43-+FCt-0nr&*MDK<Df$aw1KQODSA+_
zeJW8JF8uS7XZw8K=KlVC_@QFS+@JY5o`Y^)R(*DaRNQZc`9u@#j)*>^TAv=!VLx4_
zl-%y}$A)AF_=`Wyo*qR_AEm-}$7m)-uhX|=KOc6{6=*O!7~TW_hL>iqcHB&?V;%F<
z8$L(&zrsxi%G#R|p<@bvK(iw4$h4*@d1)_g{TQqdxWn!xab9h2i7b9pOS|q~FR)1=
zT|gJ|nqS|W`C0qpvU~m9#$?_z@@_WG!Di&Zh^TVQuyXMwlLy;+4~#+>*z_`Av^~VC
z6FO{~__+9l%Vh9L(D{hNb1x)+(8B(wYQd^@v5CDyumvoZ&zzIHLn=}%h##A-O0cnM
zy#(fGY<Rwi7<A7yVA4y}+U$FlQaOpXIHJ#^TuZx#ACqYlyHSyw2ggRn;iM0RbsIA@
zGLZfJk<)Xbwk8xtbeLBj_H(>Ig>vLOi?MoM2NoObMZG+Ugg`WMc6yU?9m97`m9%)<
zvFMy~1&W;E{P14i?7>y7XChaGeMafGEU<uXerO$T3DDab0Rm-Ac;u+zuLCN={s^KO
zBkf4*D5Wd4P-|;q&q;038zb$ro~RSTklE&Z*>hUJXGvxhw9wg%4Hpv9qe3+q0u&$*
zN#a5?eWL>x=xEZ(E~I0HM!4-!97cK;7m#g+HzKuL1l?V}TAFvpXrdCeG7~@7gh{U`
zCh@aPw<Ya_bqxacwZ~e}R%d20hP;(N9_!xuo<JhmJ?#EjjUk)G#@&~Eu8rIu4UJ0<
zp352$(9o}PsFd@}?B8lZgjol8igOs0qQb`{qS>!P@`pj@G;cG+?selT_LfH@*R*Jo
zABE3K1lO8BrU$W<nVX$4O{xxC`)5o*|3ltfnjTe|s(4S@#aD$mtX>W$9=!e{r1a}<
zFyvBZ$2aZiC;}_gQPtIZ-#+|VA&Rg?`i9Lq&VjZ}ZTxWM%UZ;lpL#W^G7AT$F`=87
z!ZP)aoYxjHEIz&>>}HscWW1cV<%heBrb@=vqtc={oHA;~?7h{dN(}QJm!xXjc4Xxn
zxmM;M)44R@^UQf#I)2F^r>EmJZeK^~7Phm9@r&7;&MZM)ypNh6B;CJJ-=`H<IRRdb
zTdei#pF5dk+TOi4&s%SpjK#2YbWS(Oo3pkqO~qi)sZ-8Db-$ufc%x`%6mCT@^Nf5b
z6^J^AXn|O25!eiV-dgcT#q(&INipz2CbTV5&;8`FogIV=<<|Z1LLBK|FTq4{9wh(a
zi0mcZmx#FM&tF#ddpX%y+9sAvZ=>Xys8C#%(p~gFL-mMPjs!jWi!7CcoClzhO}R<t
z)qr_HdV+Q$)c$6>#@knxb@}Hz;?Hc`0T<xGNzI>F3+x^RzGaJ13moJQK!@KMZX&(>
z!gE52&k3l1#~Fn(A}&*hF|QU73xnXTT|sP-u6{HG68!0}m-r@XRdZhQ)z=@g4~X`r
zf8H4)QsxM^D^?;TWiHIGi>A@}u(6wu#1y_&oQE5;-u4oEanPsV{u%}nna)b&@2ze9
z=Dj||xzeII(rQgWXTGi;BvE`ac#lWc!PS$=PSZ;c2y0&bgJ78Z)z+M$JykEOLPP<M
zqI-;P4Y$(k)Hw>v3IA(6U|`}_*wJO`WIL0F4AZ1jKb7Cpwyua7G&l$)xA9$Rp?a{u
zK5kH<LB~wo?yk1zdB;@yxaFp5-@@3*Yh_9F3@KB;c>5?V@0rjv2B14^Y4Z7MI?oz6
zcMBp3p@*G}2ptNGHMq1R6V-u+#ic`{-Zv^GI1s;j&}wnJ11iynQ4FThI0!h{f4#nv
zBN}sae58N<n|S;-!NL*B7PEZmJ;5!)3A^~Ai0Wb0hiA6-9>mlOMo}UO{H8fh`O=tV
zQ;}WHAvO-mCdrWrI1XC{I{orX8>l&C3)Ht^^Rng=?3P$QApvhoh~Aq~xquM00Z*B~
zeZRbi!YxI{ZI~C0Z^712ua>B)FS}1(=D#Kqd^%-0L*!<@r&n3<<gTfIwAEscv)P{=
zNxwc8!M!{wjB^g)?FXi(qUD2eO1yNXld$c3<-U49E6<G-KE8Usy(aw1Y{s#Lk0A+S
zT2(P99gf4mJ9sqeMfXRHj#I;)SY^S!D9kU-TzeM*tAr%~xd_-kb5x`D-^-m>v!h9U
zWacwgU`}L<fL6Z-L0ra<INI<tUkT;0HqCG|F?@)CWlXpC<MnoJH|fV`&RRll(D!_N
z2V*F;Q(`F#PBvTGYUcJC>Yb<8)$i{=7#ZLj{QjB~c_JYQoUL!-hNoaXD0@Y+FWz#%
z_MwN(Thn*hRnq_M5>zeO7p2!R<jQ0vnp@P{cgO@GM$J4uvT`zwy}sPVr45_0BhP5P
zTn+OY`Ht-*(~JEe>{erbIwkpI%v+s%sS*b<caPx4o#sGaNnHz~0AaQf?VPcp>Bh^m
zA^qfAEp~_}&;bclZ>j(vaXr?orYu0K!Q}b@EfDac=fyf$bNu(R;dYf`d6ii-i}-&{
z6)<OdpCO<^lNA%rku44=Fb*0b$QJt<eGYkIWxJQg)^&f>pcf-5A4*Ms^CM(-q^vF^
zvz_#`&RC;x5K&($$r_?nyy%nO<*lonW@aATuQKzSw_kycj8lB^NA@cViiUU4G=K(%
znZxFw2QJ_#&r84jh%^hfW<ey;^L3;9wlZBiKxaT++|K{|6XlF5H#1;8SH<)J;xV1l
z#^-L<!k3wpFwA1*uR>P3<?vE3y9r66aB>;2_)@mIYAYQMzSX8IxYrIkKa8qd{H<ZH
zxO8e;9*62i6lLy+WwW?lLpHnZWhuGHxy;mgHbuC%yI}r3fo^-{fk7!S@bG#O`LRY-
zpXN6J;C?L616s{(0*-_cy)&T8qSlVdkO|0e1J=PtN%J|NI0h>Huw$b^q<;F>OH~W$
z+1`(L?(qcgky>{7%pFsilMeTo=7Vf5u2UCwMtEl5NGk0P7EH8!S20~*unFG{o#v~T
zq8ystJP)|lvQ{0|F}$V`HIrPLq9Mi2V=HPDw%#}tQ+UyII%VycYb;;_IO_^U%U}n%
zORI)jR<i@m78jsJ)40+R)TqQe+gV({nPNR6a^Xnnapa=~-LJlF@hDR0Tmq{7Yl~mv
z-~3}f)<8U#zZDhRGF8#yZX1QQv1+xB?ca55!eE+g>kGp*JP#2=6|W(}x3f=%QkasX
zFND_qT=50mre2MU9DIqVuNUGQxH3;J=Zybpc)NmOJ(yO!zaTNdUB_cZ*=4V!n$HP1
zRi*j?F+%8CEDK)O`_`b<&>5}-LA1H#zRMES3=;7%H22eCA=wTr=wWt9Z1bOl_ZEfr
zeowFeb5)-rrYnlWbm{5Ed2~lM=UcfpD0+$)^ht$ImoM9ThKoPGr?PQVN7NHdo+_Pb
zJsO|hRQ$03%kTc8c`7u|#b#x%RJq8fqPt5+&Nrtd;83JxH9A-oZ!+BzVSP3s5cQrT
zUVq4vu%)~cSK;!JVqd4WeIM;z?=slQ4&at47jqv=-Bu3nt`A+X#BR!jwzK>ev>j$6
z_wTt9b=?caK###9jD=kKuWb{ob{4^H7c7mWkE?v=coEkUtQ-e0hU;%BE$sEYuA3=i
z_ihTDZ5l7g7G8emj>|nhhED%>Igg82)%pEyc=1emSSj<Z@ZD{rP;F|&*Nmpw)smgC
zi!d$bqYsl=C@vHE5hVrY>Q-Tz*7X}rTvG=e?yg+~>UF@6b`kCudW`84O_}2oOSdt?
zCr#XR+)btf`U7tAcSC5>|FeC5f=r?#MC|=geEpU#Yj=40=fV89`g~;%Sy#=qd^(pg
zCMD~4g{iG?=`@lrHag4&T+Y#ytgFdPp~!sdO`6)HT1Bl6t>qX8nfG=%LhUl!{RC%-
z;XWes;7Q7;b|F5WowuwUS^%`V({qe7EUil+&~n_&nFv&SmWRad?>FOW^!1|t9ch3!
z6|&$KpO5EuNO3pW_%&Kt=3KWDkZQZ@)tcuwZOjxnSl?=;E|4EiUrY|Owe-~wESKSo
zG@3TXTbtRhWe(K4v^-A}MsKrfiFTN_oZO~ZtQp&H{*bdf-@Ffdzfv3LmB{1FpeeD_
z52oQ3d4|KVzyYWin*YF)L72_R20XI^z*({W(Zc-qYxE)ZlYg^izCut?sFQ~*^YZq=
z!k4k~9xb4Z3_aQZEgn06Su=akg0(BVeLarU#I$5-FSNup&jPiI6*@UigE~s43|~xJ
zhS|oU4&BdYkKH=mT4QcJ4~Q%AIQ$}L>hB|R%3d@y518t=+Z1H^ImVSq252FESfVpx
zq8AGeaP^2#%^#kB-_FAEqRSGGk$!FeWD%=tU$mJJe6=)Q+xB>PtJT(e>pDd-WWbUQ
z$<ye%$BE~3DlSdvK98>Uw@&5aINi_N)$%mxDE>5ln1#x<MNRoWZb`+fCes=l$Dq_v
zVZF>@vM#0s3XsiIdOHH~Q6ZV%Ns)amZjYYWidQ_++at`5X3SK}R|J%#s@VCDrOm57
zf<%AYLcVe!BBxyN5I#h%T|{b_XIQQ?CR;eCaX7d%wLjQIOcBtlj1l$EioH)iCG$S4
zlk+2+tz0ZUz{eW>(r32Vk-5HbOS!c$ucm<3ZBawh9$B*^;H!JjdC?4<eB-OD!A!np
zA%F|<UGy`RUKS>UHu{$7!7K1!HgXN~cNEvHhFYJj_hAmDhOc`9loZn?QO8-+_#w^m
z-zVBPWiZix#F$<LoX)>*5sNUl4GQnCKOW(&hl*KHysL86J(C~4Cp=u9u;TyPs^zk+
zc+pxsn<CWPmfp9#xzI{4c#&&9=J7#tSmeU(_*J8$t!(m%yuXka+DLlySfius+AhGU
z8bPh|s`>Y5XWyMWkP6J42fhBc3202kRiAffD+>VTcKA7_1*iy4gIVZy=e3tO{Er1B
z3QW8?g-T2;4vYKJg|DebIY+0K?rS=f{OV>Wo2hDKi>Ydl8pK+57s?Xtt=A~I>v=XE
ztbe$XElA!9%Ce`Nr=vRPIXjGa%q=(n))l)LuR^()nnX-pt`@heZy&a*2GQ@F7tOVc
zvhaI|u4WXbz&dtmz-gq=fo+uVN$~V|pW_gG57coO;yC~Tr!#2dvIB`jh0tDE#{%!X
z<r+|$c{e5WLGy1h-qTdD{TXxVaN>M>t7z6}>1TbAUMO&}rM|Vta^ZxtNP%a<UDw(i
zQ%NZ?Qtt*8svXBR?bjn+_?-VBa1C~wmfDCoLD^bqMJ1Yku+W%Ka++Scso1f8`OS)e
zPgX16T*>Z6o~v1@MzhD6XlDHphIK45*+Ln5Nh=cz-H=sz=~9d=#g6O+rtpzCczQ<M
zSkg_?of6jg0G|R*GHEDOE7;s`pI)F}{70P31CkpHmM%f6rf}<Ylk4tV_l>mW$d$SK
z%>}9aw%k!OJ;;(NR~jWw)2^TX$6*{=pyQQ%N;cY2?^PorAvW*PRC>#9@Fc?O4x72P
zruZpwajJ#v%{q|{M6Bnn+kKM}Noq!4hTrat4T~E8?DvS&#Keou;d0N(SF-isl8(bw
z_73XSA{~Iq_<P)F&}3`&j4eAG?>~?I_Iq$)or=%)MrY2-m9CuGyO@QTR~P(u1Y8ER
zmg|I;(l_oz@@lVZ7=z7O9w8tcu&4#YY$8!%`gJ8Y<&EYe+Ef0G@j+l?4&<q;R;o)a
zASX*u7xgFKrP)1UZMih8ZAT%i1Gw@vV=BnxJbPN+w1oXT)%pZ+6a>LxdInN8$%A~s
zgNk0u+T(@H#^jPzs1RQ!)Y;yp6lp_1E%3z3ZD9R53PQW}m{;W@Oe7zQV3Qtj-4MT-
z`duMvAs*2t-D%3M^?LDeAv=iTmvbcx2`TSlTd~+0(=<@u8;-7bLz&Z_?@F{?E~(Al
zt=`}*vHPSm@b?vYk{gVKC*5NfBK&b_DwA)ko7H#b=YryVR;1FbUb?U;IeE{8rRQRg
zo)Djr^L0nKcu$J>)PqQNjAWWkXY1TsFSA`lBFdi&>T3B7ps%#S>-JB5w$ydQfsSja
zNg=nxve&NH+)+BzU`gVDEz@(yx#c$V0IMUYjvR&f1y@97s=swBNtD>C$;}=5G&IUn
z`|!4>9)*k`?jKW12|lH`7CFg(QP62ea7HBLSazIOC4ZQI3Kov#5A!e|Cs#Ggkw$ap
zn_(G5&4Qk&kaQ8ntX-pehvCw84DMtjGq&sGXmu4e_KBN0dy(rLtVQ*;bBD@hkHuS)
z?FZ8i=aw$*L~08oqG{U{DZCx&oR(!|qgIhw2e+9V9Yb~79(<>F(8YzV+gT^F7JV&U
zCcgitfU3EfLc%Jesr}0)qCqpqPVXi4w$iNCqr}up&6AYaKn(k^i@gIco)t8gAM54^
zk)`>KdYI`wx0bf|otX3xa8Zsfc4?0`V#Wgg6SYsG_<R*=<wYz~4gCa(llfGb8ou4-
zt7}_-E$q;EO+<3geYU@!KWJ@FIn(_s0NuKoax?LtX*3Q<qqTPOMnlE>kW6lNgvA8a
z2N80heBs2K*5m@MLi%Ma&di3yD;;eA%=D<A8kE+ID`XS+e1>o<CGVMNd%b+=JiR?J
zz%tpqL9%!mkjeS?t57Wkwu1fKc**C8w0KEwJ;nKdCY`fN<2YKIGUHEF?*2aU9Qnb-
zBaf`xZOzK2g37<EAkMeg^iPfwesetS<ey1^^&#C|gXyaI9Za)e_G_0J)BgL;SYiAE
zB<Z2d=mhzZ@z_^I@}_UCQdve8zd4(owGg7N+Y3xjPOh7z{<>i%hT+{;V6#3ZBR(D=
zEsZw$0h!*L*25_MK7%9nJ-(aj*6>}LOHD`z0c>j4VD;7?4G;FF*ztso<%FoEE85zh
z18wDT8b5A+Q2?5*rhHEulYbaDx_N))FlVk7L`|+|__4yx5;om|F{2H#u74Q&=SWSn
zw4RlI+|uaCCzXUH(Se$%>VwY}+`?|igD`Y8+5P=&100KFlAi6o^|MD_lGscV^=!BX
ztP7nHbW6t}*|Q<O<+{?=yEz_S-aqm{=aGUS*!;TbsWw2hPm3fw>`Uq^;)g)x>X#c%
z$x(YP+tiTG$nUGIA)A_0<=Cq$w?~($n1ts1Ac289*w@=Ap)pJ^C)cP(rklHpxjpy)
z4tnJ8$a*E~eoD1`NqeeioEM&CFyVbg(ZQD#!09XeVph6Nt^;hf*Lt#^VR@UHCpZRQ
z6fqD9R(35P5}gpPJYIfa>}7gNU3$v$n$3`b>t}ob&@`*~IG+1bwA9I&^s}{p&<!$W
z2_p@^b4~UhwRSH3#>3WOWvRMOW1{IeymTwbBex7299`RffU73S$+k$re#GpjzMeqP
z^$3f@iKSN=RurP1oc70hcf)@u7hC+!R<^sU`<9L?+Mw@Q_R8e!tJR$RG5?jMc-x^g
zfeE5X|B%O#fiDx#127GCdu=faj=tLF_W6OD-q*6yfaV-(KODDk?p)v9ZCIJD+{qy>
zD=7kZ_Zp(m^1I)q5UdsIh>ABd*a^|o9knyFI}n-^f~HFpMz)Gked_79V9G(s%Ws*f
zC(95v7!tjg#P&e#+gqj<X_z#{nw(T6&A{YqBM93si<XyOn%KAysJ325*q?^VR%sYP
zqE4FWhSoE^V+>r1mYyR2uqqniCzWqxRC)c&jA^ykOWQ(kGUJ_*uF`CQqgD^vzJFy-
zgnx4+oi^2dVdtNV!$TA-iaqy>105>8`7I1eZkh;uUjUV<(8=Hh<A@0Ohhc@-8s}AD
zQ~|6{m$D=hKeDybV^#E;yQzY@2j$dZy*Gy7_&blvSF;_0f)iqP{ZG5orFwLv_W0v^
z9>)P}U*Ub8f6n()Ls0MtSXQV#G@sL$ot?0Jo_>V+Bq?MJiFD0w7P+)2od2~mpa^y)
z9v}Vc<@{1@!!8^|v`mdb`|D{-4>RQLx|0T#$7@mS8fNZZ9LZz^2?{bGiVbr3fnnkC
zx^)1L_i0T=X=0x<G}0-jZFlfEZi8HrMsimA+Q<3DyMD-tFnRZ+h$bUV?`a&Ce}qST
zyzOyw%od~i%Z~c33?V#YBDV}q0_!-<AD5W4drl@hTHTF(=!%U`D^EC#+oN9=j`HJ{
z0P2o0mBvdIsx-3)ACzWjw83C)m2@mfE_4C{nh!SVg})m}vQb@S$VXh5Wc!fF`0HcC
z-bVN~@N6Cd2p@j(`cgR|fw<;L0fk1~&Wx21A{c&C1^a$HH)hV;9}G0_2h>&sntJsd
z+x&$y18i^%qS);QQ_6_)XK~<2KDryZPt@5n#av^;epbOV*x74W<2<fZVdZ3bk@P%H
z-x~^<00y<nQK}d91pOhS2mO+Dmk0XN6f~_9uj1o{Rgx~>G6~P7EGGouzA|7)en9DR
z8Nc^co)A_2oe~dh%4na1Aj(VjQuA2+U3-T`u3r6E?=KhP)tI*?R34fFCIaM@DS?`3
z>QgYhEvt>vB$<INpSM%vT>jrTM%C}l6FS~{lFmYN{G0dkLL{Fd?$eDLoffA##njAa
zc0N2ExK3X9ClovdM~U1YGkQ>uq98^*L}^%p?oFU12BiNa^6LNlB0h-;7V+xXcaIAp
zane~AcWc_UU5N|>N>l@vK6?M$8l=J2V3n6B$pp3rGx6*ZH*aSQsV$aSr8#P_W0B0v
zbCC1u{5?jhf@2f|9%pZmEK<a4SI`;|yjxq8XgtEV-D)?3{;|RB!#6mnc|LZSxF%9l
zo6GN^k_&`KiTPDsapn3hpX%F-|MBZqxTB)b>SXK3)nL@07}Gs51z^ADjP&?UBefO>
zWhv|{^}K)Z%x<<O(anFTZI?OuQ}nOs>2>#OLLE)Qf2U|Zmbf5!9CCd1^+lExB<oe>
z^e|XGfsA4Z-eT^{*o7<!KkX5>O}mJim8yS?U>|Rkdw5Pos_SnU$G>u_6mTlj=pojB
zzsm6U;`<;^Rlhd>O8h^LaDmt;g=!4rKjH1aAnUI{>*d@+41?g|e?MX-11>Gsvj(ca
zaJIhyw`vvm240YD_}35qy}J(qwE1J;3%<W+e(?8M=U}dUzvX^|{y&b8fVnXgy&d?U
zNakNdpA>~pn#{mZpZ|V@n+60NB)E(JhTQ+_jn5oCIB-6p%JDyrn1Dc@N9qgNzX$qX
zZ&a`0$e|bMbCmynWHcP4f+li~Qh!Ud{_kzD$b{#J|F3U~cn^;2e)Y8Au)`HIA`Unu
z9Q1S$p#A6eh|A(>m?Rr7lr$dvdUoc-ZGOdOpyKw=JN`{BtFW+7$895CSyGQ6dwS<P
z7_~W!Y3}c%PFE0@)Z02K4XRa``5yG<-IKp(ww&;TCb9XO59tg_H)B=*aj&-@BY|%Y
zcr*C!2}mTFMDR)fcGyRd9vjWGajzl_zkbrq%S`2L%Oc9CzL>&Cn|15*$P`$fd;fqs
z9P<rjh|C8SW@oqCDbG~sOV&vyLG%&^fw);E{*wUdzb@m`93-=A9j6~}4^lps*v(rv
z7SDs8kVO#TWG3?xttiwsR``A{3pg5+8Ipuzzw;roy0%C{fxdEDdJ{3TO->DjNi-R>
zIfJDoaQ}M17-GeZjB@5d>1zQX$6E;iNaWNRa2LS^PmjBzQ&;^rq-~W~neuOAc8&k*
zf{hxZe$^Q>j;)cR&NojZ_kEl3&wFAFVgFJK^br5xH0LF}|HhfopV;seOfJ^XnlXcj
z2oVRyR0Q}a|8<qNJrMI)kE5ffugu@>Qi11hm+|Y--`6NdMnnUvB~Yx{<^DXK_qpa*
zOiY=&)4F^1-=@JQ2siyxs!{>GMRQ6pOZM03r~iI)sYh86aZly~R3f$D<3Q$jfA){3
z65ybcy0S6xtv+COic8A=?FJ&?d`0wmx^CXu^t`R)RNYMNx8TTwP%k$mP?6)}1BR^A
zfB<^(q~BQ+3Gm)GFX+;M=G%Zh{Q$M<V;@j)8}<aC6x<spPoq>z$P63PcuCu#(56m=
z#OEgPybEM<)jg>VwnETz%L`x}RR<h4Y884efKt~){<e-_Kqa1l)whiFDpfg7`JeIX
zx^}5nHOcV(KNYxRdl)yL^fNWK-tOCwVAxrq?7~40@cji^h9R`tz?c5^@R8W1j}VaN
z@${?YHF}$_n&~+H(i#*k?p%N%nEF;8&v^pS&u?75JFmUd$^a!LkAfj!BDM%>g}Z>s
z)Il1i)Pr(SGjHu+)E#c;d428#$jhh3OY%&`>yZMR#1|l>cHA5I*mlthgo*ktoI5c1
z@G&^t4z|SZ>$M!mq!)o4qepW06;;raRo8b|`ETAqT-SP{TtM-oAtyGffzX7^swxHw
zjGr2weWOj(u2AS!i0OZduv;GsvQq}hHlzmaOi@q!^BuyQeK0BkGFpb!_q7VNwxD9L
zUbLbU&9PT}GNKuv_szx0c!YFQfQ&<K#tLA_P6YR_sjmS+Z)*xjY5KqV1EuqZ!xnk2
zKQ{KC*tQ`^3$zaj8rdH<U+5-osWSU2DJco;YP=-Yaa{>OE(TSL)cU+cUBU9iVTY;F
zk=b5liCUcvlfoiVpvk!aurc*Gf<3R>T|E~9=FlL>oAggI=SBE2I6jg{MTqu5!p3|2
zp#obi5Ah-*8gsOUspDbA0INcY(`!*5Mz#F9bmzG~r8IsHyQZJMXbk{Bc{Z)+1H)8<
zerTa@3&zjMe&^uft!C<mM9eW`@x6Ef2=x6t<gzI1p@7!GD`UXZetwz8+p2ND2D9<E
z<=thESVI_V1A|0aA6;r490wzJ9F_2j3wQ)Fo(3)-_Hs29`f!T_FtrYVqMSL;9B3i?
zYV-~gxRV+lUIKu~yELfc3UE|-QlK*)*YOL;Lc4%2aDA9hVaX0-T0xq9XyZnL7Os#W
z{Koi+|L9U^Rz<S#Z^My&5_854tlfk!0Iqo*J(9x1R10LF=tpD#r9D-^!6c&dIkf%e
zN2ynQ8PM1^Js1``JoC8$1z-nR3bzj@gQ3-FJTEGVe3T#K(DVb4)|rBm*!%;Vn8e+2
zl=ri6(48C)1u9m!Xu!+B>;&BzOXN)Tq=-VLSIG9K>=jWeyb5djnD+A)=qhx+sT;`9
z3X+fH4Ap${@DZlsDkVPw2+e*K7M$$q*mV)0W_~Yecz!qw?D;+mfBzj@Q}$=X`!1G`
zs~t&SFY|TFBDl2zyU{OQIRxQ_GF4FocYkBB^S(xE0Vmb8lj?ohL3v^cD(#O1)W$!*
zkp$wRo=Xloamt@|6th=8>}s7n;k+GocZ=PsX?cF=CZhMm^K1+?v5QcPSs<}2F_X!%
z*$S3F`i8y5iuClx(vfP}E?oyy7;aFR$eJw(uU+38Hbc4<DX})xvW=(=Y-$&s6&8v>
zk!*;6&b@d23R7rrbkD7L$qel~C}dL^NZjRc@$do&+~Fi`XNva^h1gU*h-OfcxFaUy
zZAftB@bulan?88~j|jJSNhbUjlV8^<)KWjp$+S(~Kf|n@F$`Nz!_#8hc?Y%@a75HN
ztr38|i#r9G2d^}YdT-b1#c&c3kwmZ7@kX8t&%rB<j1#<>puE`Q5NFK(HilCE<*(Tp
zIXm22Z=iS9CqVB}kez1q=i`merskwH3>AN;fyR@Ky;$86EQ!{*PWah*JUW$*)Wp9&
zaPPpQ-8fnChPZ(>+Ic6*wtP!Ej=U2IzxQ)lJmdLUm-FSfRU$e>^!hX|)?oE}$(&mq
zI}7;^1#)PyTR`*D!(O+P9>P#0P&q7I3$G#byfaO+lWATx<5&WfWtoZ$90X(x?|cXh
zJgfKi`NFV9oewe63qZAXzXp`_2yedy1;MxIMu67e&UIA|3l3yg;~Q*%6#sWPEJbE-
zHg3jUe08+xW=xiHqw7ch?=77Iw$(pBgT!tO{*+JiKe6t1?r455QWHR6tg&5W7-2To
znZjR4Y5C22F0=$h67Q+NwnHH9uAParI!0H6pzq^3*9mp(I-fXq)Jc0FZ)1s}@CuC~
zFiF_0!aH&lZYW4pt%ZeUW;roxa>zw00-R-v)zx&d>}(XCtOatzLX-*};6iYxO%>Iq
zEgdVsbl%a@T6+YAmIngk#TaW3uu?JX(1lv++07UPb=5YW350$z%+oHGChU5~aPhc%
z>MCGjop_pj@ZHZI-iOuJ{l?NBR(~AF%;x`Cxm;}|(vSS0ip>HkOPsX$1pfexcHp<<
zCy`}e#+qbX53w4`g`F8^M7YTcs3fL0u76g*RZ%qXpEgTe_}UQ*O!x%G-uLtlJZ36V
z4Z@d?vcJ*!T!4MH%`Wc8db5f{Ix}@0Cn$&q@2@oNk9jOv^ZQNT*|aaA<Ae%EBuD4(
z7j>B}L|YU31sPF;@5`#Ibfv6`eN5?;nq9gl9WqoG=4Hic{_ifY6DKY#-N$W37;X$k
zr8in(ouK#=Q1o1YNQs_qPDqUZgtAca2eF1PU0^|8ri#{AEc8<kS|(W2?BmadiSSys
z>(2?q#<<Ho1~pv9R!oS*rY{<+?N*wD@?Ng>uqIkHV9eD4rq6g!GRyOy9Z@`y@Qp5g
zUwXTwev`B(7)?w@-uMJHch|Qr1HwCTF>dYK>@J*g!d07SWh3E6gs%0jY~Pn3nOZPZ
z+zrIb@jVJPyZ#T<`1}lXNHE$RZ7h>?gPUi(YzvIskdp2`XtC4*0VpxM-jr;I5s~Tr
zhTW3BW_J;e-}`-nT<6ci3%I*zUKi19kW2`dHXby%cWtbRSk9C+UEc4RiYXw8P?Ql)
zS0y$G9n^Kqqg{X55cn30cA}1bmc(h5^72$>{1sBCuHAYyC@To&H-BM}qstU;U=7|4
z(dQ~Qd%jOM^Szd4g8<6U`8dkp3TYYy1o=k&tst=ypND5BWPJ6%R*^KgDbRhFz=E?D
zZ{QDo0z?Lf);Vi37bai!A(>%khj8hJN14<Bm$b<|vOQYpTmVbT-1V1oDeS7-!X~<j
zFA2ZaB?J$XEG|qqq6+MlQ+bPLPu=U=0UyLNEI?Qy>e{T^xOw}yhw`wv>)cO>Je^3s
z*OcKk3`~rleydsf+oPnyuC{eW^E8!&tL7;liHfyLwjCI|2_e+1i1E}}JkWS*M(+lE
zgel1`8aFIZTG74H_;e4#Wcmx4D2nv7-CSYBuM;v-hRoa9I-kc99F3ZVGmRUUP>U-1
zpSxk~T&7}JuD%*GPSB(SsfCgD5=UxwH0m6`8(nd50A#41X!_Ak!$Y!T{H_^mJIcoM
zSinZ&RT(v^y1m-UOw5|Dj@2puP7NZ_xBkWIKQIyUe~gBaqeD}G>lTgnACdYQ!UtS{
zW<Yd)D9^l|`vDOIL>B~5+fSr7dUq#@ZWH^kN_SDt_>kYs0bVsEp1y%j>N6p-Sf7KO
zoPC|e^C?lJbi)dMECR;P0ccCcj3S2_G^bQgy=Mv$OyQqU<KBs@2Z14;Q2Fh8zOt~7
zMi?WELe0?6?QBeTQO9MGfOXeve;)`g|GZ@N%U+9eswUk>f8mJlbB<@GzxMkaN<;Y~
zYZoW0e9$p}G*xNCPc_KG9-jb7O4<q3e*zT92c8~*+LU`la1rRKknuBD>OzOU69Hn1
zT@=&%p6=Z$0vq_0-tJu!WQNl$#9^0!MYA1HH!8qo*a<1!h;otu21(Uu7qcB<V@ODy
z?%ay^c}-|3{K+*}VR|>P^07aF=+|`qS_8!agp+lYx7)HS6(y0!?}UkTU9*i?%;w5=
zJd%F(llGQ%6H3!$D;uDoUI%yI<=qzk-sQIr&}a`Z-)hey{tCS~SgDwe8BTVm@UcMw
znRONt;`>T<#Alj?Du@umJp_F2r(S?c9@+n#_supitPHc+X+lTjrtr%O;`);Tm`us8
zZ}OAK7m0k5+JHpFjT{2BH)eXt^FpUole4Bn*UbBBK=0SPQNJz_G<)Vi{V;fsDv62v
zgnmz|87cN%y`)cnQ|qgXm>rL2!jN?vuZ-;9m}=d?ID+hkIaFHC9%q`Z%<3!t<V)D*
zbOQRvZFro~Pm^VywsHJ<Uyw#TCy<eLN687C$9@5+=t(aPYcU{nV^=dZ{4TmJ)A_kx
z$BYO*uMh-*^G{@DFntZu=YV<wxmsUU#3u)Mj1AI(Ex5zBn(C2pDEovE$;$-u<OdVl
zW8ni;of=td9-t5TZWgRE^A+?uH;m-aa8h{j%8?mCX>CuV<)j%6M}KV|+^-)hLNBiA
z)Eqv5AzFkz$YJJ&kw}|Ns)WisF3=-JHon~gP|Sj17|SLKI<e|Z#X*hS1C~;QUt(^`
z^N^}w1uU=+K8NE?0Y3dg|H!Za;LwW*zHU(RIRpAX@-_gGs2Tu-<vIGBrI5ep{cyB~
z5G+Uo|NAHZd&T~d%m43$`QPW||4+*W`;Ui`4<69rzI-9^=KpKwH5eZt4pwwkD@0H(
zw4EqWVY{vdyvfqt`Pxz_sH)-CF2GA>_Buncz{;Z@v_&wxZ2+GN9Vsa(`$Ym}cq<*8
z2tyeU9FiNUqyjHb;q(V!y3n6_u{S#b`X`#0UexCDH-W@Fq#5X*H^2*8_0|J@01-F<
z=4rpu&$q`qSn7WIS{>(q;9J)`Va*3ZrPiQ<fMK?n`CVWeNZ$A1fKF#6Xn3jX?k-ur
z7lPM!0g?e)dx5Qw4rrl@{g@ssUJYrwSb|!g@6FyhfjVK-8a)jnx#UyuzmuFkNKE@?
zAH6+43}q_m)udq@Su{@6nKDPZKd)`w2<Y<9R7O)!V5>oSH;lBtZtCl-Fm;;2QoCUP
z@(Bn}+tz1wq5JU*dREmxK40tHA|==@-2&b4g#!jkfZ>E>0(TFKTJK`FvH{k{XNOvV
zA@sgd7jFb~cltf^_67kA0mdoFQ9fT<A-<QsX*r+!7|Z=sES}T^Z!)$FyW~9=JnhzP
z0+P|g@56jy^U@G>GG6AsFrcRHK@<}IB}N)ir<JT!>ct1Q=U~gl^Z__aFUK!pFF5`q
zFl?-j#HpeWVjH=Wi^778_hUx~01*sX23F~|(zmSBl~PzD+^7S}Li=w@9A^JTulvdg
zcJv}n+h%1@z~DrJhuw;6H!E1)8YC(o+lcaatXpr-U&`TR&3}BSZP(Q~5<sL|*Su8y
z%j?HmbtllKTU=WUz`9xsJ;E1RuaST(TkN{iP1RVuyc>)6i!5eDE$jNcRBrRnE;;sP
z%#Ib>bRgU|MvVPkBJmSMGYXsiLB!-BTs=s07)DKmhsn<0iz?*phfsHu;m}?av|;-R
zVz{m2IfJZeXPVPnIEo{!cRP`JH+lR$!N4&%GaT|J^}$DNrrX;$LYVG)(@*u)jv8fN
z;D-&u`HWZ3UOy1>6$hG$<gGJ~yHhMJXTIe9H1ZtG6*WBU2f%#%NW|%E+zNcz@YH7l
zr@K<`+X1)@BnZedPUZF9>3KTU9yIJW&?abn`I`EgqHOybxc55V-(9peJHg7p({Sm6
z?+~TqKX01pIW_Cy0H^rZfhd2VxD56fIX#Pg15SOrzu6Ka@3$t-%MMDzNzJ@jr?+nV
zgs_xe{LmgUr3bjc8DgNfsF5b^bcin#lnnMyGUDA4cERZ`YDL|;0h=TdH41il9^lDv
z0j#Dkk8s8CIcFNUYr$kEdOP?DhO0HO=GJ7??`pZ2Wy)zXNZivaUbsnle;HKiq_iZs
z(+Ijb8o>t-iJXl}VbU^%e+AR{9ja;4QCi(G#U3!%yK{T2A(sgUCs7d%0988grn;EY
z3ACOaZNY=r>vk-!pI2fax`ng$&d&i{>sbr182SSNDmJ(+$K4V<v;-%+J)-CN`z_@=
zR(R>&>t>A-3eBZVJN6#pnO5A(Iok#d#dEQ^GUkTuFT+#s8bJQmeNA)+ekytan9+X}
z#yh4)|D1xbcn&D~3urL8!)eoSyf5)0O&B6Ho>X^aeZq0>`#MwjkuyRpzzO@C0ivWk
zhBNp|S<2N`J+vaH&7(h#G2{Z?^nATWdB0r>sFKS~6(}<6VIVtcha>WLWKYF7F}R0z
z0?Djx8K@;+zG8=iHF&MbG9*k+S<DjA<xb|2!r`kF<H1d3D}iL20W_EDzhVx_yXdGE
zZ6CE_j}+G~395`?rW;a;1aE<$IwALw8zXP$4zN-=u9fox^Qgm{61am_LT`?Hnh}}%
zC&4J1f66`S573u(lXrU&1i1?3$799kNA@$!f<qQ7<5uNegc+~w*SzWdw*a<x?&hbJ
zi&KfpJNqHF>g|ZXaD>klyp9HExyxR{(Y+u;Mwm*I>h{~nZ0qc_=G~G;VVk(uF`FI_
z!_kYIPWq*r0a<_AL-Qo_{-&o<8g&F-6|fw#q`(ud1Gfz?&$!brMw-wL%%swL(aVHV
z@Hb8N!Iz>SJIYW|Q;Xe_(g3u~$}cNal&29vhZtQZ9yai*R_XO)Pn&hV1vnG@PK%h|
zHj8bVF-$JXeh`$qwgg_w#JET`OV<Gw>Q<8ts<+hAW*Vmfz+>#EwH+eZu6vE*cHmV7
zEsx`_^3O?<SINSE3dC;vwzdHHJ%77O)Y@yLtS#yBm8(#QV<t~KYY_4qg-i2m=E}QX
z?2+h;uclvRzdkZYn-TO5vZq5g*lI*aamm&#SbFTSeHN(lb=uF9{3A#}h;W}PQjd}#
zVT#=xeJHQ;gb94lMMI$}&O$~e;VotzVL4E89lQn4v(4tCQ0$_ZsX<ZeB1FdR{ABw3
z#+Y}b_P|SPvxw@)pw0Ji`zeU^CWc-4Sb5spilGJUjQflGJH6rOC&Dgt(d$LN3}%#k
z`NiC(5lDyKq$JY&2DSKI&o`c%UA5j{x2~tt*>357h<CJ)x;T--3E>evS?vyZ`%U0u
zG*2bv0`~pu2-L$6v6@IG(}*AIg8mP6*LjjOrD|s#V1^hy>+vj%X63KKI-7aSK&3;e
zq~n^O!mbl1#5)aNZPYL#wo_zBALCaVPg*RrU4@L`;<0GatI<6Yw?AM%8G!0>AhS$;
zvf31Fq7hBW%GjcGn<ssNya*fd|0H~^tqtzM9W?AVVx%}Go(rKQx$z7G?-^PP-z5Q)
z5+{|Ysic|2bsUk04P6m^X<49~L}R-Ro<*|`p1%E5uk~0752i!8eWE=<Rn?}L9a^`b
zy8RTwD|X>2j@ZgbU;Q7H#R%y$(&os^eyH4i&DeSi`2)t|Q>58LdnkN#dz*@?a!b=G
zzJz$-#MoJXWuguX+ypCWW3p9^N($_1GZNF`i93`r{?IUeH=J)ygn?$4ds8Fho{>oR
zbd$lRNUAbRYr-qF5;IkpuMA^QF6tpB|I_+S(NH(`nma*L@;7cHzCw|7`df-^y{D;Y
zyIB^;&`Ra++Bd~NH)o8ZSpHBf86)Zq3sRKNeWO}niD%1?;W719&JeR}QY0RJ71e#g
zUm*PK)+ly(Bsa%Nn9jObYEp|WKdZ~Xvhx7o)9IC%IqQO6VjE@+UUccJ?({PSm{pNk
zY39YsH=GEfsJvG#syDvSUyQqsa(lbEHIUITc*#N^Y3}(R@=B<T6$5ccOz2Z<{juoE
zm_}hJ_k(d*FGtT4wbv<~5$H=KF!6_p{Y?ITG!cPyR4-{`O7O7>ExEZy$Pwi&S5ZU^
zWTo<dYit!w^V<bcLS9eh93E;NTAhTKjh3~w{8sGNB@(uYDl^S_6Y^BSNN}^gUWs-P
zN>AW!8FUs#CLx^TTQk-o?9#<**fO<tcuN;C4&%X?Z);ZNHy1}%`&LGDLTi9|MIA}z
z>&l)7fkM7eS?=6~wyp>K^#0@7$zuKB-Rqgkv7#m!mcvLgZvT*rdAS$C*26Ltr{kX-
z1p%kKsSO`(LF~_16fR$vGInq800$mf-|<CV)YHK7v56)Zz(rf+<q=-#ZoW+C{&q~W
zj*)>UdT@*;iJnd>ye7*(YAe4a!;X3(5J|?z8X{8<%ZM2L<1)UD=5^xfUp50tyC5^5
zBjkLX_sBSw(Oe#e%NKb(A>(l)B<Y2AxJLZZCQle`nP3E)9bWag9<J4Z6l6y{@Hc-6
zhMlP0P*f3<`=pg0Jr02vG2LH`H7G=@S1JHT={*qg2w8dCELbSLSIsPj&I?3!mb$K%
zbg~&(V%M`HCmFF6cCy%ZRB2R0woeir0{nISAt(0CRX?$Oo!_%>>6AOG`(M`$R=#q$
zZ;lZI5)LN#&yKT<7)`8ml0*;cfYmS{l_%Gk@A!M*-S{zup95lfT7*8`#TB8|8`fjG
znJwZLwaD^l!o8VoqgB@7k+QOwj&<@GHrbi5fn&)l#$u%@lj-&5unL;Ep*RdG3V#~H
z^KDlQJ1VcPUrzp#$#ZZL$@#b<)xlFlD}r-|Pb3Hiap4)x?qpKgePj8)&!{4y&v%Tg
z%<b<;2zEf=v)f6IT%pAEa)Cf7gp8yqER>Ji!s@XMoI$Q|vwp=`koMWNEBFJ1K4Mt)
zcp_K;P~l@uXHau|dC9p-$0MPCzAmiE--Cjo%2Jn^hAUBzBbJ3>dD}~<zsQoYnw9-o
z(Kve(s6w2Os=n!LpQ)<VUJw^P?!@yf<&Z2_%IurvE_#M}Oo-j?nQg?phePN-V6F=5
z&o`yJI}S%dk7wIKVM`s46)yO^DVqPr081?7VT256UAcG<myEbyNG8WBiK1{t5ZMW{
zTiTLiDqY<4_NstntCG-}$eEq)7KyJTdlzWHe(!;Id<f3=V@6r%kuB&LbSpJ$>q*B7
zPYN32Pko-iH%AafooUxif~w^oKf{hF;d({onk!3Y*m&%=z@)5+OE%6rEC!+F6&cbp
zAp3mg(!XtQiH$9p<P3^9mob!fApyIWWIcx36k}ufiuEvEThod9&t=iAMp8@RvNTqL
zIU|QN<>uc7QYn(^jB`1X>g*JSNg|*C_Pq^`S3<U;TPPbsM)BdWT_KjqbWI@KKE|5(
zT;|eC74+<ms%#Oo9P7$G%jCc%^jBT#s(qr^@Ptl<1F<id%qv$`U=6eFr|h33<xE${
zx%}Qgk-pd$b;4hYB2OP~pt~j6qh~V_{@GT9&=H>dwuWzJ*uqfj0XrWm5k-QqLL!MI
zNoRR9pP#&mx^%pK4ezwBGkPay`IX)`6XG?Qlcb?v%{W|+r{|2!w;n%*E@`nqB9($9
z<%Yv`wRq@7L_xdq`0z_4CVBok+pnRc@Cpt`hTKywXV;+Ou;FyK&15hCh{R4wqo&`I
z;6`c5*c5VEhT7{2`IyGlx2w_x9ogP&uz4p>lEnp?ONc<AlUH^bR4jhk!vz!EmkRUZ
z`R4#l{NBv17AzDjt`*RHw*BUPS+;N6=+B&E;>SaErm0(R@Q>rt>o|r_CFvG>K?(S7
zbdYpn3?^hw{HVh*$5zZbIB2U}h}4ysbfq0bR?8+a>|*W<f&xvDp77^blh;ZHY>;nM
zx;u;<62V_$o~+6&OwdvM&dJ8(W1evCaAMvYV-GISYG-MRGFtc^aqZ~m^Xj!?AuOY~
z_UybvPw+lj@cxKF1>5rFOjrQ)NslB%5&MIm#M5wDAFtov^#Ww;4Pm;5E8g_$1$9&?
z^lD$?G-xQ110lb%vx%9TKql4aut!y8WZA4}pNaG6ydT~C;c|44KwwP$Pt$TE1sDZP
z3qmieH8DMynzTWjI!*}a^zUbK3T}bogrZmeBAau{bfLJZBD=W(HAM)j^J8)?+;g)R
zL9U$cxTM|fnP*i8Pe0|I3aVKe;h`a2sx;_ZHXEOa9!%6l1UM`ajeid0%ugzl)mV$c
zLrSZXz=j;tEc?6U4Xil2^}lKQ8EMp@DBl|NQE*wZA^&#GO*lTo7^%He0m;%zo%)mi
z7M$a9+e-suHpf5ld_S|cSl+HH{QQON>$zMZR2+Qva_k6IgwiA3NU8|_K%1mjgKgns
zTK-o4^61WneC=%aWo^qsym&O1U1L+`n@TIDDIP~`8Jv`jA+m8DOb|6o`naf_o55{^
z?JS73Kmzq1hXNIOtLvsDGlYxjseh39zIiNbkZ+l+shMq046o9{tag#E%5~}P9&WTR
z;lL~>^(X}*gHLb->MJjt7SxA#yrH=4%n7w9wPIT%q%vL{j`khOs*wf+v8~1!*_W?g
zZZTNOksV}bJv0hv5c_g4OB!;QCKgwz(ZOH8*(sCqc^8{7u1BM^x)LSU+k}SMi;5qu
z?bW1#nq|`o7U7s_dy?&bd{(CchtKpanAb0@HEE`q9K;J{*clSp4TQA+(8!znuGI6)
zG_8i&mR8gBTNk+ql$#JVt3NZqAoj*GW+|5_m$5AJ!PBd8&lpaeQawfc{p#B%)T@fO
zQPgM>KH_!8h?e}nAHPyn#zDX8A&u4@L%Hb35DR^&dfvuC{BckywVRMtC(VTS`OhMR
z6k#-ax}VQ}4fXZVeY$q6M5(Ja{83rCqdlC@@1FN)-3Wgs%d(d=zdhBNe9Z<e0K)rz
zaZs#gqU@EMHzhJx9_dL)gs<yvCvw-*Dcj%jQmRdU75Ns)j_xyN(v|8t>+LdXH=g4U
zm&{{_8$Bw^QQZ=&xU*?rF&p}ZS2~UB;vjovodt6C2~rzwA&)R-7I(0?5!%?`THBAv
z)ZWk*6`y`j?lz%FAieu(lTFhvc4@!>)eoz{=(p8M-JhtB7K+P6lA6sN?%>@YJO0==
z!#(y)1sTd97c$Uh=%HAKrrd-`jURGEp89nAP;DvOtj7e;b%SOFN)xeGw%YBFci8Q3
zQ7YGy&n<}8;E^E_g8o~XF;Fn9foam4F4rwjm|>C1W2%0&)$P}^VYi@WiU@W1q?1G;
z{uNd6&12a~T81y?VcCNbyBIg02%yu3u-Y~ObA0s2n&W{`c1$N_S8MXOx>Q(KXnyuY
zGiu7nqDRB>%@nX=qaCCc8@IRv8D3CYp+@9A!PXfPsLtRkU5xs!TGovrdXVWfrTHW@
z<tZ~^b+o&<(X_jTn#-11E;`>B#6&Ilg!|X=p!>LAyl)RS;qK7++~6p05Q++V1jVkz
zMJpO>T^nDE>USF&W4Cx0i725<lk%z%JuL>$(WSmp(0fw#f!<4ohR<p>bXunUgrW!L
zyyS<=_C5?6>=Lr%_Hl=QMow;3nB0q^iU$)CX!i2OcO7;!zw03zFFe*;j=TJ#t%cdM
z!KSU9uxJyrf~qlU(~m~6futDn+!QC3=JC1?g^UTuh*EQz_NC@XD6xdAXp031LD5<a
z7=E{x!Jm3AWN26*uU7<?EvpsND0ox!?A>!a5+nIG%q=CC@+y5~c0k)~qNDgML-66k
z7eBO>C{7&S8S}nQbN^<^ofrH+UnU1h44A#g-ta11>9JPWgm+8x!nTFh3?<O`?D%~t
zA>Y>n^eyw{_*r%}<Q}jEV3BJ;=y(MW0Py9H%&j(GglDSO7<<!q5!h|ywIHj-`1_GB
zQ6MHd5-FLI5;yt;hb+aGX@7W=YE<BWWIFv)?DmKWf-6g|8BTX}pjqdJX--m$)Td$(
z2BTGb7S~sD8aX#~nMh!tP-s`;hh-Jhr6(TI-%)`1;K?11q9$jXC%oy!{M0bB>4l(b
zX^=aXs3ZFkjgFb#=$MI`y-+jYhfJ0`0{mazls1)GHCjA7G&@>)(xxYHX((Z#JLg$>
zqv2LK>FYkw<o4<}1$uzsid;}vzBhLx(Skos1jBPQcez6BuiUQ;A_UE3aA8pXaq(>G
z+?XH9`Lr!Nwq1&<PC8$4h#IpEVvW_57b@|wNQ=Vdvd%?`Yr-x8w`R_g$)A5n5mn+l
zO>yo=_HgDS4C)1rFWn5p5fl1m3l%IV>7+Fj^b6J#9E6{(8uTT^R<AvTzUHxYu}hAa
zJ<`I|H;bFCQt8=7kI<JvRpK&Y)UBRZPNRSrhNDz{uw>C{@7Y+_ne3V8<_gm9bVfBm
zOMYtm^k=0fDos;>jH%><Rqj=aofrz7+;9wE3g>a_x*$gS8wYLfd($&ir+b5{m{;~P
z&kX_}d-~(9J|XLO>A!zU%=s{zCD0{LNwDN7WP<E^5{IfuyT_XN*a%7FZpjegvrQBx
zMGclgE~*27%C2wuaVBAWq$Vv#X@bEq+zXt)rav1nq5fj*k5{#seKY%^8=(lBnWLtp
zBw79Vf<!FbbeA3aC7Q9bGP+svqQ6hU!@(dmr))!IkN%3<a+P9vD{cRYzFLtk{oT4i
zKOK^2GN2{@t0Sz~0MSk=)@(GD<axFHi!ch&{G;50hn&9%(bW{q(W%Q`h4_ai2eM&w
zPN8Fb9St^Yr6VOLevX(=m@L!rK~F#nZ*m8w`|&s=GgdTvI`I_HF}S^oPM_ms$z}#x
zvny5`HrQqdzPVB2sL-%T36K#=CsLF(8ev8EjV(r1lv&)V(=V+%e+;$bPnMU-VIrrL
zA@<ES=y!P^DgnXtrNGejS5xbZ=I22s>vNOM>^y#f&A=lvM_Qs$CyxCXMvL+OeB9`d
zwpp$kMfJ12E(3buTv=k{$17nI!BBI)c3s-YaQVQK<ehI2hVmoLuOI{Er}<#uNSE=B
z4A#kQEz`vg31X&~b75Xpnaf>!9Cj8b{VP+07}FYdA(KIm0Tay#zvE0#vBB&J7F`zo
zEr<PP=PXMtP~<U(Vy!f!>bJ=qsX+#&tRQn(a@~^QFM4vfnuH~`??10MJq_3tPF_+O
zL|t;85Rl2xuWexO?Q8bpuWI({LJv7UlgUhz90yu4Ggo-)^{O2=8j4m?N;WH#`n!vS
zlfq<Sx{9T|!>Qh5)i~AxuaPVw+aOwe*eb~7(icOkZB?A^)>qZMLzT%!jS>&3conCE
z$+XYTjWh<jQ*!km2Lv!$QZX0B!$v=S!Rcqa?D8xrY@2NoNva#ix`4&Vi+&6oi_tgJ
z;8^70^-mshF@XJPWOt&k$vHj8(I3(g&P!r^t;iNC3t8o37YRjS3S`VQure?6E9;IM
zijL}-G?IBNC5rj+!dA)@(tLe9S(tEQ=c@7tm`W>#p{=~Y4rzV4FisXVN~owX(K7DU
zgW)cyZzzFvPdv2E5Q`bc$SbcKph_mF0#hPAg+Qo8RwKXa7o^c_yq4>!qZ($Qpm_=T
z)LxYknd_-7T6xaq+~Jm{PCUytRflzGIl`f=KJ~uKmm=cm((NXL|1jxGbW@?{jFBVC
zN-*Wbp9x>xJ#~-aUIEw(_M?yjY<sbiN=1Xulq{>F#vkPh%ABLF*WcbyHT(K-i7gQ<
zuv>8v3+k>84cAi^sFe{>T6x!ZvdNVBW>e%=_Hcg>)RMmCq*Wfu7vsF;g5<ekPifF)
zyuCuo<|p=7Mf#8r8?X0Qr7SH#Kj)|Be>7#+telZUGZ>dbJEdimt}*#CAI=_lW6!{@
zll&k;<av$$Hn|qi6}s_oolxFHdwVeE@Unv^oEPc(|5SGF(NL{@96xmuV#?%lX2#uQ
zjB9Ahy}NP0E7Oe33@MBe&Zt4ABZEu|8Mi_gx71)nl9)1siB43CX=pk~NHy+ZRPXkl
zb>6pgTI*fw-T&^j*LuFs-h1t5ujljm{mRtbfLEi*vx|T;Tr8fzgw#H%Q9K^fNMDZx
z7R{P=m*xfwgyC-noG^>Y#ezn?y!Jm(4cvMKSOm)COj@#@%8AsI(}n1k%4-oZZXQ#&
zU=9Xox|RH7asFEVSv?R)$u09BGB{D%j)!Fhyz(V3AC6OEcx~t#s$GxzvM+M?IHD#n
zgsvs1ZOE{7<z<7xy_sXZ^7b0q2>`pn45G)!HA52##(0(zqML8rZW+Ngw{ErAH^S)9
zDv^y!O1rZsz1sBV!#D^RidG3ZRZ(%cg9c|uw9NMvOSgQK(QnoAH`@;4)vcBz;v3s;
zDw!E-GUi(v$;2Zo2}kJSwH)HQlsN*UEHoe{9qHNda0ciwKYs$c1pguo8m81IyecGL
z9*Tw2O%G>Q-dlY*m>w)cxfHReezSF#FD+dSoIyZ7wux>-xciA*O4Q3E8xn-gS5>&1
zD-5@x_a2i{_ojqvF`s(zg;wa!B-uCajS(Lqa$&AjTQqf$o}ab_{(>HuN)>Nqy*l5U
z*8GHm<5+M&`Ki|HPL?W$?h(nR98Yd`TY<W{WEkDaZTKB4JHIJ5_cne0Gz1N=0l4NV
zgKuBo>R4aXDBG4KR&JHuHN5;{VU5utqU&3-y$9G|e_N8a-S|TSg{j}lERbmoRjfPe
zjM{LDOYyW;4&T(;=0svCp0n;$StFsY(l6<|ad!iDljDT~Uzvkb5>1I(JECfNmq5<p
z7Bl)oq8}se01XE>O1=5<50B+X<&Q#x_PUBVv7r|JL3%qT>{{7Dy}!<gNF=4`K4e<a
zs4KOrF6lm1Txa|Enf(V7kq2XuKGpG+9c<s&!`T}e)a!k5Ob|5tnc$fgVYd+5lY}2~
zq`E?6+_AP;_|9p=a6H(CJ-@wkcCG>1K+}osxPPw$!!r@n3jJ7FdA5e7u%asSy|&?9
zxXnt6Vc8O6ati@e-v-i)g0TyZ3k8&+Hatm9H$#rxk}2A6MXwV)Lszw&E|nsh9L<nK
z)`ns_B~d|kg4hU0Ia2f3>!8^YN}-~Mx8B4IoX&?;h!A1pZsU(<cL`)2NM}b`Ud1z3
zdD~jAU$t4VJ@W02rRI>|iXAp1VL118@=B6fqUF7e%iebb*z1oJ-&a_W)}TI=kj@Vm
zy1g+B(G%E@K5(;`U08Ctb<-oYeO;05H&*S(*Fu#01KEVBJa`mJ8{Wf_&9PEMHeWtT
z?&%b8&Z|izLm6LYhsTn;$?NyAKV?K&rGLqM*XoU(e;|8($m`h%u-PFpQfq&{z2!iv
z?9JGLVkO4UlC2#n<~9PCyro*Z$%l>~q$CqT%~f&{or(zh+k1v{Ew9GIZ?~*{|J4ob
zRIK_uXYTwPhgdwrY>iouI<3w2-qD|DE%6;<?M?0d(^i*r2bx;9K&nQ^2xir!z;{tr
zVDT7auvQ#E-8G5{7X-GUPiBv`YQ*oyI=E=~a7GENlB$BsC`}FycMMuMj@h>kb^93p
z46x&v{ZsFY@njQ})Y;;wI3{%7px;zS!S^vPIp4BEuLrg<b^t_AO)tg3pVXQdoZ$W1
zH*faZ$WFMqTsVZtzp9|cO5}PB@>48(9}i}=3{6Xf(cN)UN?23%l&q_QNPs){V?0#S
zEeKc8GRBm&!3wD_(w^1^B#R=@ppg}ZDifDkOk^NS;6yA;_=z<=3W?gf{egKPky~R}
zn!{u(>`>BTi;z|NJunXKi4j0)QuYrLA=)V7?L#ZnluM`4??%X`iyBLx3RJpL0s@PC
zku|pAbC;cYv@_Jxads;$>I!%Y=(N=IYTRO?HC+ll$c?Lxexo^%s#>y<t{2j?<pOJz
z=ZUypn4DGW?J!)R^T@i4+JvX-ky!dyMyhb!I%iGjlVSc`6T#7snPBS7mkBWa{iaOR
zJB<=cmRV4#O?tJ|{nAZv%5=y<>cOt8EXx_CUj5#f^)WCX#8N~c&t^%4$xvlBwY^a-
z@hH{y(M`G%?#1=>QB=#;XSHR`wP&i(lbfoP_R)^qq}X0kdv81gE@^y$YoF2ev6ICY
zW<>IRi5yZn;#h0uuCvncaW+w94S6HlwDL3*3PMzmAjOaRe-DvGOr=fEFI3|<(k3y7
z*MelqUnZ1^5NmZ5WK0j68ii?^1@3=NknI_WE8Xo7axJP|$$at}>7`*gmECwb#+{yw
zzd=1`b<|nD_Z&vDN0(=PuF>4+?S&0=eH|3b3+WYtb<#fhlH;(L?|yFKE_-JMW*<jL
z?3FMS3D#SDUO!4j?d)Ak5bFALdKProJ8*uXBVd;b@3x!ToevFNbm8qlMfB39cXB(K
zHr8n8C3I)D>yr`H;IM-$Rnv!uG`p}0r_RRf)5>`V-fwr4?%Fy)5uHpgl@k212^Yww
z)w}>&Bz4)Ph?T2d`N8L*6A(F<(PgK5Xe(fSh|J9$UB+EVfMi!kB6gONE7cX6Q%@!K
zx%3^+*2~wxUXbK+Veg>=o*t#J{%wl*Omq%q?^&6N7tcSV2ba*#Ow)ejS~&X)!yaWb
z71{O*Wg-J#_qKUWA0qf*=jT%C7zpXeK=uP6>}%ks#cpmuJUf^X6P`b;e*D&+3Rmnk
z)rCW1Y0a5kr#vCbdE0BRSl577JxzF#lJj@uVWI&T36u($cu9@}k&+MDK;$PEct+ZE
z-#(D^s3*m=HrT#w-M1-s^*Sd)b@+OhYyXkv{!}E9$v-h7^F@q{%JT56bVnV5S(Qb)
zH@wZf$p1`$zVH1M^{Q8su!$R(|N4qR2`l|I<>b1ZRv)tY%;@s4>ux(_;#?DhK_py#
zLce~W378CUmzz6pIDUVTFJpIe&eQQ{B?EWd+1^BhmzsTJwO?c=-yibnT&6Cp0a_Gv
zW8$%4jlnfRz`AA<Qay9vFK6&C8PYoExALeH2DBFcAI_uz+S`R81N`^SBk-Nuf7J&N
zPbYm>;sBlG@AM@_9-uAMc?URuGyhhp%nCr)?XO&%kN$3=|Lq!%Lx5XgopS4x@?YxV
zpR=ft=&lR=@%T(nj{cMVd};;&^D**%O8}JecU!i|830KuhWj7?Fy#N0pWfo$UX%B|
zT(}x*Hy<d0*>C1Qdh3Uj20+Rp27c@J6{A*1op@nY=m=`;^7|pB?`lfr2LUGk9J2aq
r;SPRePR&1}=sc}lP5J-cn3dCE+Z@G4;6tH50f&>l`~K>^gfssFOFp$F

literal 0
HcmV?d00001

diff --git a/lab-p13/images/tree-df-2.png b/lab-p13/images/tree-df-2.png
new file mode 100644
index 0000000000000000000000000000000000000000..d2645daa44f87f6c1b0aba01d413891dcfc564e5
GIT binary patch
literal 23116
zcmce;RZv__*e#4CxCVC!1PJaf!QI{6T?dEYGC&CK!6A5X5AN<B+}-_b-tXeS`m4^V
zQ*|z8YI^A1vZwdcYdvc<5sLB>$O!ld5D*Z^Qj(&|5D<{;z~@0Y7~ox)t6&NO0-@DP
zL_|?aM1)k)*}>e()(iqdG9ob<R#im{zyHkpAR7A{PY$P$SK=qH{kBCoDbk$aA86l>
z!?^-Ygv35z3BihD5+ahCh+!fI8A7VMeuKd>BcuzD91<{uXKk?njla5_dUjmxv=}t)
zt-7?sLVO&>gi|)cgP6Kc?P4MUY0KIYB6EHqg@A^dfJKo_lKh4W4-XN(o8>>>PuxQ=
z$v=Id`S$wepGcQZZVU+#LYnaxyLt*uAgD|!>01gs#37pT{NNa-tP4TcrEvbY;HN@v
zt0ajcZllmi!#=9dBhW^k5a*_pDk&czQbQN4w8|(bP!^GmTm;hlB{T!75Tk}o$$dU;
zgjiV}Os~XN8Fd+KQoPWc2U1YRr&4Sz>YE4OZAW}48A*KGb9#0tD2Uv1-Y1V5!Fmjp
zy8~xv8AvyG1V6wFb-Ik0jNgwlX&e)9_tV8mtPs|uX1)GwD-nWp$r!jYm)taE`MjG#
zeu<E6V&s)Vp^-ZgB+xIr;iK;)o!>LI!$fi6(u6+glF=K5kY=JJ-T2lT8`i^s876hO
zcka8gcjYDHrGW8LU_dPLhcljFgZ3bk+dwc(Av^YKWZX>Ou7}s?lc@Cb$JEoGx`8uj
z5rR~+62>@YAu_k-pBcBG*U$#>C|O^GcX2(S7|{ZrElEFVLfIHX+OlwSr%p$E<Rhvh
zcuK9v;uAF)5#k4pv*<|Hur)YB7(TX-wWFLpnV*v7hi5kwbbS0<f${z5s{URNf~{R>
zN`7SdI_}YwAF`3uFd{^&rarYL7*dopTD2I7EdYh-L!qQy{a^S-vf0P)hG>w+oz8!u
zbbr7ElM<A{5PXBAhT{E8tO!H%*T@kw1ES~~1{Z2Yz|lXBeJIqwCQJ~aoi<D`0)bL+
zfsSY&bA^X~Q0Bv?eoOknzYXOn1gVINiP$S5g+}s8q%<d55nUB2Q7BQ7{+iVlr5S29
zxH%_mf|L!aEvWr3bqdmO_hFSlD_nipL6smOBx6wgKO`=kv9N~D0!J(#Li^y#zYQC(
z=Mc~M#1fF0@CD&h!l}8(O2oy6s)RJ?Uqs8ruyUmp)r!4T5q}f8p|S_yi}{M1OscXW
z+eNwyKjo57(z(KT(R<N0Bl%*khTDs*i=gKAPpmUzg7N!4Y=s*c8Z$|y*vdi{eo%?#
zj%o_^48ZI2=`pU3)Pyc0n!_Q8lIyGJvhOAS%VEf9(o!w5;6#X01ZM5z-U@V*)upU}
zXg~!Kg5W_ooZzQmstxvwBo7B4!mQZw?&N>58;qN0n+E@=;8{NK2a=Pe{G}|Tu%#j-
zt3^9S3x$st)yjpOOvM$FrL-qa`g9aAAO6yFNAXE2eft~2mkY@wse=6Ye1d$TDT_aZ
ziz&xK`qJ3(4RJOD$%CkaXJ0WR1$v`DNet%O=FKQqC}$}PNGTPJ<l`#ambfYJC`T)U
z3f3es@^A7FriKe#3S{yXWY*(|6Uhelhdl<E%;ts?hBM+167iA?hO`G@h6@Mn6Zt8<
zRc;Fi<>d{=WMb%(89|z-zgN((#Ab866t!leXUJ!4W{f<`TEFv&2xzrSz6SdgJ*Na_
z1l9>B2*(IFb$twh6idi$|183+=G3zJwU@Y;5pf1*0>=^CR!gzt-)SKH7qu^(Ut*MV
zl!K<A3mAvk%ouktcQS|Mh7?pMX!>Y!XclQ;)hbHBzlTbBO8%%KswtERC<o1gXS-(9
zONi8u6bUru74MXAiqBL!ehd80Dc&fIE34Mo%IyoMRGSuyFKW`c`ngM+1{EzYQ;;~d
zWND&pt=+C|TrOQMUoK?_eIj|ncLH-l#Uo1Oohh2R%2Uo`(wx@(y}8uw$d%*({rdQ(
z(aZa0>4x$e`8w~0^N91HgH4ge5O*7Y2Jf0c8A%VB6{!^IjKC=RI9eHug6oFY-N(_V
zyXCyaOIa0B4nMvfAay4^A{-X-9HNHkEjL)`I!!mtGcCj_Rs&JPS3_CD8Rd%8OTW}q
z>^li^A-Gb#BHxXr-==$}yQI^mThqeV`9n8Mf2N~U)>=NN#jev<$5FkjNm6@Sle6?;
z$+q6A?!nx~g0{B2fv9@AE~;VKVcv$(fyB6D_B9l`uXEKXv)eOlJf=P-HKvI0&6UMX
z+KFfP+PS*Zcx;nADlDTeGj%L+44Q#0*&|tm0lGrFLUx{J-ol>8-nPNI0mqfxi{*vu
zCAy`lW#XmmDL5>zA3t_Di&}wXTzFibk-Ji|lBKd}ZD~zv&27y@fJ30vhvCWC=fxNF
zc*`<_M<-5iGBQ5q5N(hyxG1>NG4iGr;1t00>kAsnHR1}^0!cnj52`f+OegrCUZ;XE
zk}!*~AAE0UXmC=P0BQ}K4$&O3JhB10AKkM_uy@aGcz;}I+~&X>^+9ogQk@dUWY%Qw
zBs6oB@m$YJj9SD_FGv5zX71+it-fRr`o$VkkCM@;zykhZq@*3XmL^>@&%;YZ+I$Tr
zjf|N79*KUEsJ9^`b9Lr^3|#mpj6O}`vbM5$Th3eiTe$vIl@ZUl{S3{FdzL|ND~&0*
z`9z&Aq8-okArFUm-+0=eRLX%W*2;y-c`5``=T;Y1d-u-In0`9V;$HGz4Sz)yNpS}p
zM;79lDX($Vqev%Nlw1n=Sa99Kk$cm7g0vX4cC@np<o!|D8`wQ};Zeu0T={b;RslLy
zD4i(PEY;SqDPODdazyr(+tIeP>sp#~<2kyVN3Oin@^^)H5*Z3LxEi^Nyb`bluPywn
z%<2&Ew~QYzY=$a<G7>s7FB-)X{N?}eWumFqdbpi_9dR+FA#x;2I<no~%&zSwuQ#?p
zP~J{vWv*$}{i%~^f#{itpH~k=OrJzQMo+wi)mZApX$RUkMfFxcZqhQ=Q?5>K)My3$
zV*6F=nSI($^wgf@G)$b(lFWImvD{(y)&qI_y#;m^Wlp1515?e1yN7p1<3MFmv%o;j
z8P}WZ==_RYNn*+W&s#~oc0qITqYiS1`9I5r$$IUUr6m*V{`&b&x6S6bEtyzQ<~iS_
zu7kG0;;#io*H0Ok**-Te&*S_>&kA)}^@4i-;%6hTH8V9K(TZC`ebtoq)8AZdUGBI$
zT*~R?=`H-3p9*$c=N>K*5pe1aDD+1<xZJ+pP2HPy?o853X@qKP)C#oYyWIHcSnBMt
zzu9nBcpG#q$vbqoc0cqzq{ncMum0(nbzQ!7HwlyLUo^1u<6pK~Ui9ccm3K)N(U7^@
zJdFbBo#{92d7eG`_Ps2l1`@m8iQZn{Fq{zWo7}beq&%LV<dsRp$IjoGJR)Wf@O}0C
zeOr6TnYWG)V++fG<b~qShv<Ln5zc=72%0=I2)oKw$x3dW@KJi2y4-m{KZ~o-kkLo(
zz;4YVq`w!rjeT)ITF-cxJ{gaxPO08#=xR_ot8drvGq~z}6gl!3xSx)-BB7!}5d7-T
z^SJox@|3*K$Vge!vDu#F$ND&Tx%%e)rn)qf5b)J>3=BnW+8Gf6(OL=_@Cgy34iRGW
z=c1>V_{1^iU!?DEJvFR%U|YyyG2&?xjb8*1u!R;sZXgCo2?NXEI3aYjq~-*_NZ0<!
zh!(RJ7LWf~QgSzN9L@^$Pv>lA#&mjSrolRYK>|Yem5aAuL1vc=A}oy_I_R@^lhQwf
z8`P}=v~iHc-yH~uZxB+VLaH8+Cz-Idn7vc|%SC)OAD|-*)qB8@Vjn+>GNbhb2SOqh
zQ^UcC_7Hv(8$qw>Vuh6rhlHlYRAMHLj0}XoQc+yr^ShzdA3e%!X<;Q`xYL)P=dPKa
zZhBkQ)6-kMn={5E!=WZcLxY2(`waJNf^H>YDgKQV_(JgmlnNp=8SqIn9}P~{F79w_
zA|>G4H&UiLCKxCv$nRnZ-~Y~Fmz*L+!^3@euWa&u+5dyeX;vdw<AP_{I=0Ndua8HS
zKWQh+bvQ@25>(`+G9|)Lh}cG(_OjABM=LvC4^P|f^nG{7v$Hw%mjd3N_XL%^t-MQI
zcM>(M1=1bbJrC)oj9>mjqgr}*JYNp0dK&mW?AVu<*H1n2UG!j_{t!V?x?}Dq%sUW#
z*v1%*Wy+J@e4G$LweqAbs|qwTxb%+rsS+9t`5l4$eBA$4#U)s%u%P4Zm6!Q&B$ajb
z_35ngqW$Gor(s4}=1bvM%pB#nz;lu}O;Q!QYSEpd4S}cQJUNf^PFTI^LODeC{<fFf
z<<npc`3bHbJ?FtMdH3r5RM|dLM4%NX`@Col=a#efmQW3R4VDn4B$-5snic%n&TFJg
zVGQQ4D`^=VS-q8`4k^)c;kq{?vvc03O;j4HH^W$h8r!uO&IR=Sl?k`ENAu$s+quR|
zajNbW&%PZJB)+PGoXfVXW{y6!4(n^HeorTUwLe#+P9zZ+3nr>w=svPbT}>+pHhqVN
zZ8jfGJJ=SpT{DU0U(s=B!`iuD1+6z_@q0Hv-W;{`MH93jGBo}r@;UFc?<WGeVo=G?
zc-V%G2|U@(w|csahB4JkyCp7U*|uKv*<bYHfXcP&oK*^CBhoHsH4K{8+PrD84W|lZ
zk}W@>AIzvIsM%IDAJWKmbDV)$#}vU4<4OCiS7Xy$dE(KLm%SIu4joo&Ov;bO13$=O
zu0d;_MTIp3z^sdQjn;SCEk;r{7NDl}`?~Z%tBHwU*2{Go=Gs5v)DO-e=4Kx_FfkiH
z*V@c8MEV0mwItkpx!;P#mRoPC^1E9FvA2s6@_AI5=w!#D@E$XPda*Pt&w0;U^Q;74
z?@h|7%wlkvyO8nO29QYvbhldHUZ3#y^5f-)qHNNb<vOZX3py+rZz^!%i;z^Ipon<g
zx7UAJsB4)ej!a6BWTIE|Jtifxl0$Qn(`G-SI}Fn|fLDCh{oh{jHnjwX89RK;gOEAG
zH&<Mz<-W}PHvb716muxIY>DWQ<u<29b>;td=a08|EB5-QS80VV#@4@fQ?JE+mW?Ii
zS_eCtnxyLb>SVp6qi@l3FEfuTDZ8y7j2FLgQN3;yM#S=`G2!D(w*PBtgY3}j^|S)J
zztLYMK7YD_uELEjS+)$O{V2xv@Xcv;0+qQe;1S}953XY>1joXgSa-bKPCvW65c=J3
zC>bbHT7@WCc-<TpxEa|F8|S@P-jK%Z^Sf-Onajo!@p4#GZ3SHzdR{Rk4~^%n;Lmhk
zU+s<#AGh7DJ<6uBN$D{8J>M6b;QG8aNYdi(Em~wpZ~mPj_PaNF31#+sd%45!hvD(_
zf4-2&{MMgsNiGqiN@;##_+u=Ul?pnq3wi5j_Xo2_S&nDX^@5Y@)HKO1boI|oR$Ptv
zCQ+>HlrS5gM@8dBUB9K-AI_90=`+nc4_a8)3g!18`O4~eh(ZmAtK$21JRX*6=aX10
z)mq_o52P#|6lGUfSt6c<iAKg=MzGfTXvU8ne&%5paHCVAdNU#v`8;dwGnsh6DJY<_
zl`cT4fLpG_pgRq=(rHEI*(W8Ug@efC1;rfNJ|sV)EGrz87{iNQl{c*YHhuw~lk(-U
zRrh83A#t8=vO*DRb)9<K68j!oBlW{w37D2<C4JE0j8ub7{Y{s{T$z^AO7rIaT3d_#
zSNBD;<l-S9K1F#0&&<tJqK3W`u=LyP2amTW>Nl03oT@&u@cavao*Bf>dUip-$5{I%
z1U+AGrxSe%M9RHLZ6(3_iD9}L@NG4d?r8e$P;l%J_v`&uox{`Z3BiM079Y2BI&=s>
z1z1@PyU}d(YDns#Y77hSSwqLJu57RU>2w&Yj;<r0ncw%(^$u9UR(KM`p7}9Y^{2j%
z*I!F@1)aF4&nG1h%qO~vxn90Y<;a-)a~5?lrLyf||7n*JKRYRqsmEx@Qr7YM822`(
z<3QAOlxA`>t1(Z**s$WPr6#fWvD3Az{MKBte^BuImZ)t(qWTmy5J<iGe*0B6?WV<b
z=ph<9mDmf%n%7<q(H<QT?P#xms=r;b;pN?^<<QZU8TLLXNS;&hAKA8HM87gBPwnv=
z(4okuGcf7W$};oQY?%fh0IOB3U<V&s$uKVF?@Z(e@IJ7>n_1Xa%J^heV_JO+DRmG6
ziSB~!8#iFulpROe=S_*U9GVXb@x!FNx1u=@BgZ$O9+==$kfIQBFvYz>9#U9{tjty#
zo#d}+)Y1-~GW}m4PIIFelvjrNMImi)rQI;Xpv0kJkQ5IR#7?GU7-yNkt=CXL_6QHc
zSM95)Ie&+AR#Zk=#DdQ^>9cNP1D&p9XyH~!nWSY#*;cygPpD5iS^LEbzIu%L$Xp;T
zkAG5Rl?uquuw+q0FNkgo7$W`i#AnNk&tbbCib7<qbUj)hi4tmPm;tu`Gf3%m8Jw>%
zI4gr#(n%se{0km~l8YgI%3WT98yPHv)?*^mKS<C+Vc^t@Mb0-{6Ha3AdC{sUlg8^Y
zwGy9+qJ^Npr=ZQ*aHCQ4xsSkMU&@M)-eh0~BfpcL=eI|#>Ut8YhB!i|U*VAK=fxBW
zdf_)GWD1-Lt3EcWKR@;{Z$4zuKfBHA75OFJ!^@U`z-(AFCjcE+_gfDE0cIi7V>6=p
zV_n(ywM?e252jf~yvWD?$p_YPJ`84NhBOwZZ0}R<HjEy_jTC~-pX8o%SeIw}5B8;k
z{kM`8Ol%ZP6)08G-6Iukx7vCT;Wl?mbf~xx7byJKioIwN^RA4qw+XdLFb#1J)rJFK
zv%Sc<U3lA-P0j8fw0M8C?_4VeS;C%RhcvQSO=<DTAa3nS!_F%;dId^DkAQJm{XE;3
zH#M_#eZL=&3gz_EC6*zn(ow2SqEOW9HWuPdKPN)j1^<}wL@H7~N=>Yo!3h1qkVlo2
zdp$E<$wf>!?vmDHQk1Q$hjxCmvA;@%=YyAO>owYaXMnld^_R8AVqD%9zsTet6{wDl
z0XO19?){*;0JAS2R8d6+jk8x1Q^aK>Wt?jo{oPn?+vPk29{2VH%~DAoQ*mxTjE2>K
z#I-Y)4TEPKl_$YYH@lT=5NxArvtU;u%26sp$AN3ip^-7t0EgX@D3YA|210VZr8$*<
zGlmh2-#@r4CXNbwI_sVn4xQ`9xsCP8tw-@+u5fhXY>+I9?4$wVF@aCj{lqTr#xyuM
zZaN#;&#EGmQKCsJt?#k&#&81&DDy|mwl9lGOIG`zClxEvSIR6#S^@Cnr5Q|&vPwt;
z{&oNWMtUN7GIan+DoUWi!G3hh&l6^c22i6b+=s#>lp-`*04o-g0|j*n9vW3vpd=ag
z&CvS55uy4WT=E10h5x^c@*jiTpHw1vrV15D0YqwuE>3!2ZAVjR{>EXB-uIP_{vC&k
zqQNbXi{+Dxu)eqV5$Fk9To@Qnl_VKj%F^fA%p7LO?*TwBMo0j9g^I$2`d&h>yo!g9
z0bpUEavuP7|Mx2AKSl*E!NlX*D%$XBHgG>3*SM&kCF$5Z#qwQBjxo{kx}7Ys(;^Xo
zPnH`rj>OHEV*IJ1k>$&TeP3?oQPM*JfcIzFzU73?j@j(_<!)X6b-ewR_KcX{%hHSP
zh0u9`OzWl!_1G`TW^3wlbF`y-&3)N!HD4-zrTM6W;G<IIWS#_XnVbLZq6La~A~Y-t
zxGX~gogWrEmC5dI$)>UduOo(t_qW?G0HWE@A)OnGA?g%sO6?gaqY`k?u^5kJHyJ)%
z-2w>_mUK>s(;njQM-w?gg$hBmZ>RV&`cBON$eyj$RmQt;t-B#`iCT#A-OmZjz%5lG
zU$V&ZEPS=OVskS;Hg1dX$FRSZ#{(Jmcck`@HgcWRPU}Wt(_gnNFsGIxRg-Ouaqkh<
zC5iJh<9QyI6g9KYY351SO^@u+L?C#m$|{>UpTBK0YquQ#8UD>(u55>mU0exsA-KZ)
z)Ehh~p$XT2oAVYvi+=|IL+&*JBU5Y)J={;XZxmo>dBGRg{<q%#9(?Ga2n))&siccD
z|2LhhR310$q#gU$!nw-qCaZMKtjki(B=4~dZtJO7NLd|UW5@2EIc*#IFuO6W8uJog
zx$1x&iKrE%ziqcmGNTVShqE#`IJh0D737~EkVphp>g-pwPjUje!Q*tX>%MoZC_2U9
zc%dMeCKA7Up%X!4R1E1LT3jP}6yB28pf*+N5~OHVSiirYLW81bUSFPU((z)~eXit;
zPqe~~EU$S-CgHAP=y<NlUv4*}7@OTsmbj~H3n=ex2_MgVOjr!?7T$XD$xKWeR^45I
zSNbh;pm4_2$eu@9;QF83FF$2n*`YP|edn|+#F8BI{|>xV`oGXJ+vWId85vWlTqUVd
zk@p#>?9pS;kpD~(XngTuY(4J+FEGvceDp!a5YL~B^13@E>cyg+!k0(^ZSU>Hmm)Ez
zp&LOmJWOc|d|tKm87W9LC~+9+)M_bH2u2ruFg`>=lv`~9#XgG~&tCTKnr`nU1F-eZ
z<{m&f_#sho<~QBPB!y?xN8#i#;a$j_ak(=NQS|i#;nfE0b>eGDg%;ykO86ZkK8=Cp
zB;z0)ozU$1`bL+V-dd|^Oam?3tNP4GR=-|#3-fn$aG#RfZGesTa{H9ro<A<CJ)UaO
z&YW6_6!(w417L65L*sqng0IC2U$3|$jMPMxO>RQ3M1bAa5%;S1{;TW5PV!O9CqY{q
zO|7cPn8bZ!xUbHa+k?$s_etY|_y3?*d8A-X&BE@%YS#Ygk)jZjYq|-gNRDWQsY5he
zv|rShm`zve?Ur@LFn1()wMxDkq_`y3N*0!F8e6a+*sL^GFFST4*P)Utj9&me^aw}X
zGn$V7zWrf0{jhD_?@6nwUM!_ZTT<9s%$WcDFZ8VTr#O5z%U{^>l=2z41s6n3j=jGa
zUcPS+HlCLxusmPa^}YkFa)i+6XeLtdhvzOt#uSaQh6U-_i!6uN?@dYo@0p3H-sZx>
zkAE1tKP;`xU{XmOqZb5giM+0SwGhy0Z(74LvPLqcgbm&?>rt<_Lo=qG>!%gk|1^Pk
zeKcQLd^`cE#MpB`tFA*YJ<Op>fv^fiw)P|{5tU<ng3FUsj;^ChNoDMvahce;ZN3~(
zcR~^PFp@23aN{oJG#zYGPEba@e(mAMGcuB6!m5XDRJ+xUDyZ7G+t1FqtP=Mp!|v+5
z|BxqmEUcVi`{-oByuo&HD&o7vtlTGgVu2hDa$g_s3`7m4+!$28^8f}uF#HVhINuf6
zd@u=4S|?PzB1BMzv8{H_dacz{tInh%6@h~GUkAy)xYo$RE4%Fi6D>m02|6D`%P~vX
zsj|B=52GgOgm>@P^%Oc)nBOqFC@yd?5*>e0Q%opv73E8=xb^$*L1HKfxL`C|zIbBc
z4O>wza0Q_;mW0s|P3)&OTw$rvzsV=o>VISynnc|!nOcN{F}(mFX^okJF(nJ!2K3nE
zGlB@EGN%^WipI}fOa?2`4<_EK^;Symk_%6#EtN^A(BoosA7qiTM?$}j^r;)C|G;)g
zHA_+=qIUYFyKx`iL6U^1kv_p>mN2t#H75A>EXimAo*WNrErG^l6ydkoK#la?#RxMZ
zte?<dq~Tc%+%2cK3(Fz$+Rw3{*8{m#wm(`YHfHj;O%csF^%LQQR6kwd&_G>A53-qQ
z_JOH(>3TMPyg2kZ@7C;Op6Q`WjjCJts|8%(2GyMVBuZZHeG9-CMkg0n)$)y>>QX#w
z+9OU>e-?^y9TaUmC`|uDsZ{Z-X{PCft4Q4|hfvq}FjRHU=Af<?ZnxM)33E_4uTM~(
zJ1+R<lO#$|si3<^%YzafXlfZWhZ|M!1$m?XW*kdi7qLGRRU`i!in3@&5k@k-fHFbP
z*NUCELL@m=8GkOO4O9HWs@*i3W;G2xH3c;0@X=caoXJ=wa*8tD9!Th-r|nK7v`;uu
zJg8<52@bN9i5q(t05>hA34$h@Ol@}B>O0s}KlHi18rx%#-yV#QVrEqTmTfB&Y5$uL
z3hr7kmk)$NDLYZtDF64bc=Na5Tf8KLB)zC`oyK~Ut%XG@80hAlycnLLw(BVw`GozU
zj5zrP=_x5$Qu#aZWunoBl!GgxNq@}j5fP;vML~%w7b1*~iYuF8r#pMQ@snA3<7VWL
zt&gAzW7TR^NHjgEQ*@(p;I>gSAvS!r?Z(v&&x2zD<HBVZMf8uXMf*tM)?yYqUpwEt
zLql+PfZ>#`iSVAa3$4C`JIN2d;cuL_>-Tu=`%3^3;z!2#(jMPU*cNEgk}7P%Qi618
zCS=^s#OR5uv;Qxp8{DM4SEJ6gQS@21+-kZ|8|lfCoM7LF(`u@xRmQ6ZHC9HVOx*Ts
z6YDPOsRtwzX}u=3rmwNv9)6Gl6J7lTpR9CDd+N7#0faBL$Vf8jl}LyRUU?wXACF<5
zq^xMLP_AHPTtk^MDTK?v={2o&weiEX5sG@%OQInLmXJ<Fb=q?6N+5TBzCW%R7e9o^
z=c=;kdQ1R*X*1XS>p1%2eg3aO&|u@C^WjoE``{0cVL?#59zq>`FD!lL48os(s`OIB
z@l&>Zs`$>dc0vPp#}ZvaW|fD1KFbr*XR3^M&97rl8$aY&5X_RoyEC#^Y!pH$)t?va
za;?1|r-IMlmFUbu_<*5tyMIU(#6Vsu)_EOrIfhd|%+O-0ckmA(I3Tgw20DL>2Ey&K
z(rkMe)qis-5yfc8i*PKialeVh`7jy1@3)hvYV1;cJyM0j5B~~UqR&LuDNM=K>%up5
zUu>W6FSJAb^BKUhFQ$Q}#J<;)WfGKub6;Xg_iNaYH7K{8UCc*PnDMl9uMfj-YN$_c
ze#1#T<|oJN%8@TqkE&3H__-j5llxZe2FNY7*LbnQn3iUszsSOHdSa@Gf8}C0W^*3M
z(~L}rk9#srWzcIjtz%siym*ZGslT<H7y~dn&8zqjUh=~Pq<KbBe_*Uw7||WZeWtBQ
zEmLGss^X`J=D~vpb!3lWPS};?>lY6hv@s7~F3KXMtf?uR4ErzI?V$6~Q6@PU7XKMA
z^cJvEP-7MYsU+V7_D@j3+iG-9%$QQ&vErsh$VJ~egJ747vam1X>cJjuQo~Zjrk^VP
zRPXzT*fVh!mp>Yy7<%~R3SLBQMe0ky6zZeL!52zd^7=ZwfKTIwhuq0<tRl<9GQ~fe
zkuk%mL`7~hvZL_q|JrX+Tqi?!Zo(G3ljl9jw;Ir)^iVPr4Vg8D^|$I&k9G<V9ytx}
zNMNShdckmrylHuGd5mTF$sDbZnCq|Da?ktozxh%yYaL%FU>y+VuI*PgZKp?VdTvL?
z&p9wR>ML*G^Z(MlfXqlg*bfEY*TBJ4G0tgg>Um9bTtmq2H?Jj0Z=#q4#-$R|XEjJx
zH)BC@W~XZN)sxF=Qfhx~WN|Hl=J_@~tF?B^(10{tRJaa2fWuL`RA&Wq(ey2nf|34T
zQX>sWR74WJpE}1`rOtGj3(Z5IJ~hVx2~RQFhL8}@e@Ss_obMrHGehN$k|gge;R6EM
zkDi%V5T!nKG8*=O-yFgLJYqI324NNn`1=&VHMDs$gv$V$@+*cEC=eYK|3_L#iGX?q
z-CuhUfNK8-7nQu;y4*g0ncl%R{s_<($nVzThA$uAj#wSO3MmgG%E7%4>+tjYAbRx?
z-B5ti<!7K@eM{kYLZgU-4kugAaI0PH0+fE>04aPRc?|X5P;>Y@<*J?+&V1)-t?xVy
zCk^dg8JH0R()*=RZP<r|KxtbHkN{dIf&<>?#PC_sB4x?H=e$QwBii-ptUk!5<v{y%
zL4S2sf}~Xg?Mf@#Z&O}iS8?8`6j^t#UZ+`RoM89$<%m%!jie*{XpH~nLqq><def@5
z-S!w?N%qr0*qc^fS5-f>iGvI5NnK6SqIb6ZX~7;gu1dXZ--=Hr?`A;TpRCT8M@`4M
z^v7EJwH|)X*Xn_{vyL}+(5jD}DvW0v$H4=2tFFW+7^@}R%5IIC4#y&5P@^%7J5HA0
z&!?Te>|9GjzRQ)INLpX^Uka$4Tithg=WJ$E4KFB*8cs!L6@*SP>6~YG)Tk@T1|CVv
zEiW8P9aMyVzn-qQ4wUZSBIqXxDjOG0YKGm@`jueaomBMwzaUiF#VpncxX{nr?hCwK
zZ<YQ2KD*kmT6|)7Ot@5TGIu{1`Me&R&zw3V=$EyJj8}Zsb=R$TihKW1L{hU09?j7(
z@L|wbom>Y*dqWidTg!CzfyfFiy3QsMc}Maw!sGe{FW&j0^>3UfCtvL=i8w(n9WOlC
zE}c}r+*Un-42aBli@pTmQN6?RnjYt&FldN5%<4mm>G;@5qLmx}ucD*Ybs_s>`uUc%
zC-=xp@9lPG9?xVgcW%&3K>VtLpx@c!aZ8K0#n3kOSa3hFGgCh@=Ng^YoQ?i0HPc+3
z0{^Sy-OGx@YU}!&h3###Qupd270Fpzc~i_0uVYpERWBXLF&V{vX@)b8McR$R=v%wh
z(th&WUbcT@_wAaT(~;i<Sw;70<|_TX{;oXF;}7bk2}p^iBSr!;BfS;KFyaIK?CU@V
z@flcYnyWn$e@9r?rAc2p@cH=`Oq1KZ!)Zn9J|U;i!k`k~-k`DT&6m9<dYzMhD2J=_
z{BPIsr@#1@n+*IPw6=6z4nj^hYr+~w8<ys7xQ?msHflk-v8&6fM)*ph?ECk-rHiMv
zuM*AcuP>!Rcu#D*Nk=PHLj42xn#)A|`>J=tjDk(=ux@S+?ahA!YDwl-q=1dte;~|@
z&*x0<^p>Dv<kJVZ(jMIV?L5>~#3_rT3dX+fwx$~4mrzV4;z8*jk|e%w*|JM}%`L>r
z-NnkKBO>E%aXflC&jzpmWJYW5n5je`_^);)4(H!yYCa1J#^&JY{@&Qq_n<`({PQ+=
zcz1YR$)d69UfEpPcJ-b5`R9?nMh7pkr}zuUTC17)i5usD&-tj&OV;xs2)`W^E0W7L
z%+TPo+p07#w(dvdbN9oAag0sJhDgqTai1AK+efOyd)_zix@qZfPX){i4}B>;E#5Ig
z&?k^<hwHYbr<55>;#2r2=dsm2Qd^0Q8*=*;*$56h>gOx7`Z>gRwMonVTBBkvYG&JX
zavO=|R_(`C1zM+mz73<aOxw^{O-L2EV~lQjBa={t7kvA3L@wB&$G+kBcH}vk0zr~R
zWssSq)-h+dWR~X8s<qpF_Nw|8;V?eqAwlS`tj^c*3V?yMSMIA^T1>%Gl|5h75t`CZ
zCINoGvi#bno8xiSdnxL?&l(4-`FWcyI6HIyTn~ajE+eS>ksG1O!!%18kEd$PJ=G|f
za~VliJoKfDzv|Rmm!DSdjl|Sf*zrCquq@YIt>KT++&?+Ixu3PYBprEuV{Ewpg!p>e
z;TIGt&$G~W*;Rv&S`szu)`rYEH;Z_{h*N#jte6jun_rK^vOTz4@O~TcFHlo=J7QlS
z@V!_Z8K_kKp8&(?eMnGQGSA@c9vyhQUtifw501t9K%4i7Oi)sjwE!olvWx1n*G%NT
z*2|7{&|`T;uTz2%aktvArg*2n>aAI|?B1W5Df=nW@W*wMK~DR!Tjj?Wsr+36dR$mZ
zyt<Ir>if;pA9*n@fBtbB{pBvL6K(UV5b6#cJ9eHDw~Y95xC3@Dp|O(PJtASTtG1Gv
z_dmzeu2f5BD_4%WaVaqgKuX2Xv282g9Ze~wD0pNfvO@6L9dxpv>M5EQrRNz_mZ2}V
z+V$qa;`75OJx2PcOQD>Kf-88Oh=a}ax6r0yCrRH+C~Mz5#dd<^YWKi<EV*W-Vcn<T
zv~GU++xl%yO!)BDDZx>SZnms}p_cD`ReXk<Yx-?V^E4yj&YXT_6XnCvxZvv7eqx&C
zd6iuG+E)DX#y{TYO@sEMb@S|uvuZwkFTShIVp(5!elkf;_w|}>KCtaYjk{HAIu90n
zK4YKPS6DR|e^9n<WB7XbUC91AF}X2O!|FH*Geg3FTNyifbY-p_<l6HcVZ-bBYd0H;
z;QrvkX-zM`*FQ7~--QYxn~E#J6{e)tL2MnK#|oi5tX0G_ze1;lOFw}t6VT|uRpP+|
zVxD+$CkgIsj_;EVGG)heZp+^7q?$GPR59=EKVMaU>Q5Ekh9h=MF$}p3gJS;^5#oE-
zKLl9x3u+gnIQK)~`7zo3zMjSTZ4!!J**HaWT8ts@6h_2PTC{OQlSutfiMf#Dyw*hw
zG^^l-PaR4tb>z?(=e}Kx7&`cOb%<Tt$}G&3>!l5Ji9MZvfUkr*bgxr^SMd1VM1k;7
zy?FhvUEOL7zTc!)QF9GL^VCb`!}3O`-~FkMk>k~@9g>>hcE2sk>&<*N$}V)y9`6Ad
zakXq*z-cd=LlW~>=4u|J99CZwxJBMorsM626O_TJ#2)utg#bK}GEb@pWoJUGwdJrR
zp0?Wtzscc)DoquILY5luHxW}hW+A2avW?MKsg@vLxc$Fl&e%8bua0UM9Lke;xMJF!
zFOn02nUE{gDIcp>>sK|ez6l>RzXe7-?~x!5X<c?iWn%rgW*Igo()>4W)QOyIkgsGa
zLkD(Oi_)iBlT493-A9dfKU!HWUpw~ST7LE{!ix`i>>sDiZdqae);?V*Kk3P5dv8`T
zIaIoD1P3b*@b25=%*uV$S1c22+bfUf>26haNpyIzmoM|HyD@PX<0omAh4ERYxekum
zLmV||z8o&0G)C(lJ71_CIp@#vbMT2KabWrp>}e^cJ}fVV(pGFQ;C}=1SpJXo*&VMf
zy}HjNQ7vt^2OCT73-n8rbxS$rB9F$1uSprTlR_FXT+6F(*QIK>VLSZ<B@W<>0OwD`
z5bX|K!}f`4>Gw)Q&U@XYas)0|gc{~iF(P^Nls{o%ISE}SI4yKtL!{+Q?3?9LJq>x5
zZP(Seu)Ai5bnPFoR+bH3bAK*20lEBD9fw1GF9-G7pKtVy529_h>E^F53jEVI{6<yY
zeq9*$6H09}-UFV=nvUiEH3Lp)ZhPe8htI+{lO1=EOJl<huNsMuRMCUT+P1n?{wRl6
z9U;ZiyIB(4CIKwOp09G57T3(Raz`AeH3|Y#O_~fUr77~GHV$=MiyW=b8@5!^(xAbc
z241C<W;J!2O?CSW{~h1Wji;50<yy!6=Ix0tBGBc*Wbm(_R2lB|-qx3}F`b>in(n?%
z77Ql2_a+jwJR;*;^0q%%%d2}Ir_<9C{dvT<F$-~6a;AORrRmk<)GIw5X5i{3YF{UQ
z{O2^=yVrymnpJG18^TrgR53Im&$s2X7}I__xB4q2RBf{e?LQa?jg-CRlimJyO7LR4
zP#l+j{mgnO@HAypOJqwMgY$x<Qxt(gtPpavg}S!25K~<sx};~5d6Ovg^MclS+kvO~
zto=cI_)j*Y;M)khZSBu2$2IT0(cfpLExnsvre}Wta!~jV5u8S$2cw)i10&=cRFZuO
ztv@cs$%Lh|QN}+~A#?1+Kn@wM;fib#)CmvU)sHtn2Kj$grAoo~D)}yP>sr~yHF?r{
zL|h?KG-fZg2*v+$PhKJSwCY@+PD^4NG<gR0J@#yvG}kfhP3PVcX@l)`my{=Qn~?QC
z(`$3?gb1vz-nqC5E|X{Ee@ZwE9YBgW{>u*<8k#>f$uYEBw_;30(WzfrTNK%L<6Kar
z`128bq}nundl5#`*iYHE^@xI7rc+ynG<+}F1+2cUUWW-|3^Q!qIHoi@Wv1E+$y6D-
z_HXyu>{l3w?vl>_19J&gY-Y}kM?LMZQ3=nWg#PDsoPFM-h`^PU*KG~`@Ghg;>>=rO
z<7xU8kb(b6WBvIxMy%)t7uO8)i<SB}`WGfC{LEhpS8t_HVk|K#Qz^2C*&cpP?ZZUS
zgx9u>mx8OqZ+Z~r;JbC-;qtmuuUoCl7USjdpEf@}lR;Nk+xAaPPE4*WHmRSIF-yvg
zUmnU}sAbPSr9d`+j>XnPkhSV}Co0u7-<iP_d!^$xBIMY&j9VC+oX$7;DY&dqFJDH;
zk18mB!@T0KTp{OuH?a!Z@7WN*n{gVq=kc8Abz7}0dfGkWK0Q|19>eoIp3%ok@Q0E}
zqYce2kWIi)z$L{v19nx=`e5gWSoCED6Q5m;V*nbtT1nY~x0;8E^{!cVf4qjZV1()Y
zDoWkUm@-&yO=LPF@lPpjL>1h^oOLK?r0NDmK@mnkuT1@0lETJ2<#7htyal0xuJ*=V
zbfF3abxs=Nb)>K}<aF#$7`QEpC5@1Ew<t?nO1Fs#YWLQjxUn&_;ywwSHLQysw6%Fl
zpJK$2+y(HyCa^|^RQGLG)_bwq0UnM@C)&ZBVRzp8c*GvY7GC?-p_BR2SYy1i?0n|I
zPJFK2qinWldJxjD!d(AGe^B9mP3rPWMEd2@uzbaKeu?k~mlQ|<PQlwh*rRg%9_C||
zKw@)|c>BuwVZDFl{wvtlhJ|zePE?h%g@g*h>IP#X*Gtp)cvO$%ven`_ADp2seqowx
zN-6(BF{E<Mjdz-_#k1xNg|mvcDUiU_Q|8zd`QzeDqqmwIwWY}Y!mYuq;AS{Zh+vjH
zOJeDa4VR*hIfmA3{qgTT(!Gwa7;4JJ8FY-Nt1*lqVzN}iMpo7=Z;9-wsngrU)YY#2
zvM+{y#HGh$^a0*vl(-YM$PAnk*G-P#3!i8M_9}O6^Gs61F=cJVmVq~;HME;a+0ZFP
zDbY%Y_t6yzyMC+x6nHTI^@4dLi|}gfKZ5lmQ!4Rw%kT3|Y%<oH{H9hEx)4u0>F7O~
z4w()$3vDOIQF*Qsv8P|;vSa)xf*2zY5<e8@Q`5NG*UfS90LWDthR3bghf{BEbThGP
zUK>BY`T|L-jG;b-PcI&Ii<vWhx^8=lzx3Pu#d#_`2rE?1=P@KRojwXU#Sd*m?C5l2
zt;)2wZv-c>sN1({C$-NU3a@{%z=9v21z}g#cQkojZ>^lwW?I!xSOGb)xBSk0VA~^l
zMU!ex397y!py%ot*64@?%qSl}zP%gpNEP8f{7lhSlQa1ujqLd@UP6Ay7Y0Z<K9m3^
z0l?5zQ33j|hFU>3|4z|E0Wr2bGyt_12B<k31d#mMAe#a9cm0*@o!6876RCbzLT}#F
z6F2|xosof@fi)bE8L)=CSG0ZakN;h#<!=ntea{R4UColzR<^62Jm3tl2dhwXyf?)T
zN2gLnDWpsbrvUe!`8dRXPeIfXBi_6>hwz?)5b_W<d~a?3eLxjAn#B(9B{ZNTgf0xI
z_okae-%}9f{ldQQrNH-I(X!BR-%}9m??biW$3A?YAf_lV+rabSzwh&_AX6+#0Sr9T
zD;NDFXY~ulh#<gE*8)rI@eR3f8~O#XQ@Q#+-Ok<vUY11On;Df=AeXKCh3EDQXu$~f
zuF~I3r?u}bl)&Dx<+QnU*)RxsWzGBSMBig0r0g0<Dzx(g(ha-MvR#84KxNyX0EIS>
z3owD@5pX&Fn)~iW;(c6g|L)h}iZNbJOyt_>2dbT_>$$1j4N|?;^h-^>g-@mc(oGW}
zC0P>yDlN$!pxj`Ou$PP`agkI6Q`LFyj-;NRccX&RZU00-&)1Cc48H(^Qc~Sh18%0k
z%k?xnm`j4lErC2*LCWmj$!00D5?JM(9;@+vzWB#<<G^UTPyP%uoQ|-LvoZRrRMJ+q
zPPv_~EHXDRw4Mt~5d4}q@YmZzxcc&{>)82G=`p{l0A1$3gj%KLYK#}Kj-9LkSC<CG
z!Q5lC20w~PrGNvTE{7RuMV@w&4Xy#96C~l}1DjbrukX!$I8&;@*sz!7ZB2E3Fx?MW
z=3+`ziXwdnAGC~c41B6t^6TcbhcjKLq=vxm>%JgPvmwlA*lz3f_O_>gL8vPMkkGn-
z6O71?n8j2wVH^^c@E16a=eT~^{uFq*=ry}4nG5F|FJqbM2Acp<?U1Yyf~Mu=!Mm$w
zw`!DQnHs|r7?2)d^!&{vC=*{e+EW)1k2s&t@dhXc_D?4bAjbClTn1_I*T+pjg{-n}
z1Wc6*smz*FMSvn7el$~}Qfv7o5#3A`kuc<u$_lBkG~0ZI%4lzI@ZJM3hJMzix80w}
zp`l>n1SHu*hK^_FOcVczx(5Hq%r!N2tuIGbGsSV<fP%fEVL)GHr(@evwxW7QLEshq
z2B_!};|0n3X=dq)2=nh6K1HEiy#Lu+8!PaeIPU_^mx*W5&7rdP$3r~48SX2<;`CJa
z3|J}I5t3sRI{*)(#LF#^zAfW1@V%K;(!G2)q_X~x;`(Xg{xkjWY)P)i7hr{oIcYc8
zmmgS8+f=p{Zg8&qxM145c^s8D%v3J87jzD7!nq8T0XnvpU9EEjIauOInuu<6D^{@L
z!k3N?3{p;yP=V9vieI9`kUE0!Q?Hk7Ii#BUW<HfKb!a}K)p*k&xjY+Fny7WkTk_vx
zBSH%E*%Cl@Pug<<Z0207XEA)218_E4J+p6sI1uw((Q?XjgONjiS>xjom0xsq2Y5zD
z6Q&phD=D%P4^fxm8_8GjE-;LD-hGwMr+`gUqQTX6aN#jQ+BWXA<xC(k^xyr&CmFhp
z57#t5!xF#4A(0UiRM+J)#8WA_A62weECa4n-Qgs9cGP+nf%iq(yh;|WwAB~A3Ov30
z`6e?qrz=e~CDqz^fOmhcxlZ`AvD&A;BOdo-%TD{6QS1dFGco!CJtgt4gqk9PyD28M
zz9hcaaV<MZI)9YO+{&xE5Spj7A#}LIA9r%|IaJKabf;?{fLrE%RN2uk{iGgtQok&p
z3D|dH>Qh&n-D(WO^5Ls*q*cTds$htuUgFK)mlE4)T<$NQ1uehhsviN1o_v5GWVif`
zD$7H79q`(^ZZjgL-ge^Kl%YSQ2JrxJ16APum$btOqC0ZPZc+jLjvjhpXiPXt02*yN
zhuv>)#}xb?^<RXAp&lr3OsK9@wnAn%ju3+&hFp1Ba6ytb4T8Q!rrXSDPXJms8KqE0
zNqOy*w7fdInIFECUkVdoOvtgfx!?u77<2=pDa_q%7kvcHz5EZ`@kG$r<}j?^_a$AG
z5~hEv(PmbCcEet+DE^Cyf&_PWG_PRN4ya{nDfo!Nv$6CfBc?s!=<*aZ#nBhWKbK^m
zg&PYGh5_%xf%_uk)5Bi&yh7jKG@FVN-)`*w@LM5ZA!f;_gcg(zf`B~@FX#ebB;MBv
z;G_3jvp<ny0?y`A5fLNf{d5QTshfb<JIovdcmZWVeRvj)W=VsusQ4rF*Z+!PCgem4
zYKIRKcY!-2E)+)WRjdP8qZ4y3<V2#=*sP4ley&NvqVZrYqBLVD@G0@a@Z&VIQ*?8^
z0E5ydS?|zq^LoUa&wOwik<-O|5|^}iS8e4z{6jux@M!AdLczj1eWri>68^nv!8oc(
zc?oO0L3thUo4WqVoIb`4mMjRNmP>ajP?+9*7Xzf^$b11`przn^rGY^=l7qmH1#UFs
z+?*{RAo8%wGjEAu%>2nV?)#<2Z?(c{IYEkFnjc{jw%!wgLFB=zzlh#@05}(v_z7T{
z_hXI5z}bMeTM5U0SuPGGljB14BZirZbW3i}S3)dqYC~FBxQtw(va}3&VOufL%Dhu$
zf7vGFqK>T?-i&?ImHo-Q#7?Ec<7yZ4QJRhT-aL${Pi6+*Cv}tRa1lmzv+BdrDC8o_
zW-Lz1{lCo+l%no|2zgYG^)(-GVb}w%#mTv*1$V8iL?3b?WsAw);#$09-7T{MD;GZG
z_1^0*KgntNrpRvaIBYf5lXBCQ5<kES6H+?j#{}!j;%VW{O~taAOjLTMIc1~rKBEFQ
z>BNP_gYD15*~}x5cv1iIVg-J;#CV^zaY}djyt{g?0~`PoWz6%al5Go}-W2c4vHXx!
z*WPG)5!L66OXfi%OU_kSmB@sUJls7CtlNmh?{)`w>;7lnrQU%5+O>YP_OC<7i+W~K
z_QRg{bf+vXMVHGMw?u)6JXiF@Rp;NhX0(>Y$CO&=E0c8F%vNCamJTQggx~CcDI@N!
z9UiLaA*h2Wsx}Nyi1v#vC#R}o3fE1T+10i3>8Q0Ud>-XoU&*QbC_w?`$g$azdLBmN
zr}<^Q+N9t51ztfXbVn_HUCM+>|Bh{|9nGDIW|v_rUPX?WyK1tW(tej~3x|atIA+tE
z){ZCWI$vzIUG-y}j;3BuD*{8{_fQf%{N=}Prp9<<9Xf90$-xcO9v`dt=gB;XZD1Fz
z$xRa|HtG)5diAMdVbWTB`_FS4!vJYLnH$m`?>8~e3^9?oBOSDvDK9c^K1Gs=LRQ~>
zuJ~i>p%&8k=bslbBOU1$ws?dWAHY-gyCpE^0Xp^ww@@(#Cvj%i<M|$x#xV?EF8wG8
zNe6X7k9M<VjqD4>Y9h0vlE(6U4}e%Um@PL2{5z?I&WufE9+!ZJek0_qj3bU>#fkOB
z&VUoyXFYI6zRk^kDHqmqg~y}tI^Z+e=WmStD3W(!TlYhoM$Go>gh?h4)`!XfG?rHi
z3&xmCc4X+y{k2CR1q~l1CB#DslQ}pSTV9o!kM)~`C_-}7Op8)57M-a7E46F}3zw0o
zX_yw-Y&H893$2r(wX5OV>&p!VrWA_#@bBb8J#}-p)=3#Bo~S^Lm=P?TQ|}yzdg$+5
z6;gKczb(=@@{}P&PKTW|MyVcSS|TJd_A)_PL6DCh^0pLdtXl7_tV?-Ealv;AQ;ib7
zDsa4g!IhOC2pCLQ9gbhWfCQQbVu&+!P?>m4g54!Wc|IWYY4}V^O*2d-%f3^myR-0Z
zXTjSA6E6udnz$=FP?&Rp+z}O+lpHK{rl!T+MaS~zX6A8_Lt!|He80H8E8*H6+>1k*
z2kPH6i=-~I5(8luB-*)*)&EF#E$qvapGwubF#Tp~dW5&b3JA<)JaE(FKN@DqO7yTR
zSMGx0F>15^oQs;pQ-M0S#XZyswn@d$KA{u$v&*HIS2Q_(p(`0(5v&!6>JXz*f8Kh%
zwOgP}G;%AWKhynh8+r=6#l*h@>vhw-avX1_gpY9^W#MnEfUf$Z_t#lIkC;Z&KPssz
zYWd~MO;>mjJ)coz)#0M&JAM3mPzhDh@#>Wrcxl!J4@c|s1+D~5DS0+UO%T~hyW5>+
zo`YTPF`tW?uLOhVYnHC*Bi|eKYOIEI%k%Y4a|rx?xszkG!=3X^X5nbl)Po;l-Y8-o
zQiojKpx)|MR(&o(P)JWf^<fX0pB;t1x>$-f-}E^V0O>z`_>K6TqELNudi>B@bbu4!
z6mW3)?^0u}WQfN*KgoPQdc-p+m-F+zqz&)^nJCq8oOf~n|4t4tRxxSt{x2??HNeat
zrRzZih5`k}9{ugdjCC`t@WXp&V(+49u4CxPJJm`P2gZ?h`d!iQoxUi&cTJr^R`X6p
z3g7D$dXpx+tHY|80JEV%uo$3w=SNoW^$v*Pc3^?lvEJtu*@egQ-kCN2JJtICx+-Rs
zMJ}Dd(Q}Qnnf;w;Ggp?H_P2Y$j;u>`9ym^PRz=E~<S=tstCie$jMJCo!k<zX6`$G_
z^`wx_AxGb<LIpm0KO{27sTy=Lu4`t93EgG+QGJrRM1ok;#vcH!o4u;boIC4)b1l*a
zz)rJtM1_#kpZcPiIZQ&$o?UVIAwfuI_rWLAfFr8s-SD`)0vxY`jcMAi85fv-uAV!c
zUTJcfJtlQ$U}lO=6<#lPYdX0c{{5A+&(S%W=(*YT;Aew&NS`ksI!yTisAK$~!KR{#
z5<fnH(`mDZ`XHKfEu}%<{6ji-z=7Cf_Cpx_XydB>Fw^?VpL64NAft;kv(X)P1koM9
zjFB<e_3!tGcT>In`M*y4cMb+nIX7Svs9y%ovgrC$>1eT9jJc-U)u#gc%-zc0@6dVx
zLY!6Kn8*=fN0=+vmwoGOW=|^F8%Z@;<Vqopzl@}<a0Jd$$ZW@M0RdjIyCUIxn?lXi
zSIXU752iW*N2?qO`yOjqmlUv}h#Ps|ot^+*UT!-Q3=G6O;Ix2Of`l7S58bcL2t5f~
z-}eJF6)t;Y*5TYGx^$K|2h$QKDN}C(Miw`~aWp63Xp@q6u^%pnV)bMsvO*OU36lI%
zy;_8z_pL4Hek080wH|jvK?^`<@eDAqBtBI~i#0{vFm#B4O57)Z_^cmC`7Zm5n($Pd
zyo=Q5^PL<nJWSBR)&0OfbJ))%WoA79EWLYx{gbHf<^e!E0FhfNQF8dqtPV*0uK;j$
zJv|TIH#xp$k<fBX(V$z=%x0lsYoL>taxmh-A~WLRK7mJIrQ!A0;+|RCi<2P6+qnTK
zq^0K{Yf-;;Xo4IlNpW1&Z8@)JzvqkofpJi{(+W7HYItB<`K+{}nPzxwUkH|HTVh-n
z;3{d^NcjT>JWA6kuvVJ~bl^MSwxuotbee@lX;uffU^l|IFGL9NK##-ajSfJ}Z<<2b
zJaoAtU@K(9T@AC@Evat#1BOi{pC!bx+k0OMu;PnZPQ>Q_s^vVtnrgzeucA@{L_{ET
z2uSEvq^KZ0AW{OM_g+Pis?uu+Jp^e=M|$rFi1aQYAXVv7M5Raxpl9cK-#_4dIUi?b
z?KQKKote3=>;B#7hTI@1XZbfGv6M_sR|I1h3t{df$|gz8IAOJ*y5A+=h=L@js7YYB
zCQVk^X4u8?LuOyxc`}!ps<dqugAGe8=XM<AZbIGow4-jWbcBpOAPGvq&zO5`bYx>4
z4*viv)$J;5rMoNGtxKa$MeYFHbj6Re=l?0c6n`>i)1rSla;5++v+U}8b|}cs%{FLo
z^RQV;U~c@uuOBtV&+r9mV4qGvNpI41%q7^^XI65QgCo2Lfbzs|L+kOYnIuoX;4)k~
z<}YU1lq$k*8SEx2o*p+BMR1OB3~{)pS3Y&aQ0P4uCyPPs=~r7k`ck6H)mZn`+DJ9}
zw}`U1^jnA`a3*;w;z%TzX@goITr=8&cxFzTntYHFLgYtl9S##Ms7x>Pa>2j{P(_Is
zZGOM1o)tn$@V?HgCIl{YZJAz8!uagCiu1suc2J?6FNGXuW9^=OyHkYFZ2bNCLCzbS
z`9MvTW@U?n-&Xq&2Iks80)8kOn@~6~TlZHz(^U5pg5|F0Cw}#s10nm}aC<i=pm2&n
z^~DiceW#W}hYfKpAQ)hiWa`tdRwI(wrJpTISJIZZX;)~$1&Bc2ueTd%3i>*$pS(`@
zn!i<@jojCo8qbo_?n>^bWM^cFrJ|7|Y;pbR0&Io4VcGB5FYr0Y>bC7}Qg(b@6cuw?
zx6r7nCsrY+*@;_k{ty85%8Q;Yb{0C2cVk5@5tu$M4cC4DaCwAfc8#w#TW6s!u$b~3
z5zmn(^GnT4ks|Z`I@g60a#(h5AeW-@*RmqU6DZl%qLtr`&}wxT_)tFe;NX2Rep|rD
zVR8g$!sHwoLCVsJt<5ZtnbUkZQISB2=%lUH)O*dV`<Twj0PIsyA)enCXNTCKIDmDl
z2W$za9sm@qsXIK8_}$#<X6?4HInXT>O<^K;MJeWUznPuAuKc+*Zn75IoneUe<6Kq&
z7i|xbsGb9xy6ek>9&K;C;VWzb>&Ye5P<K0Jk&+cr(;Ns#A??ukNfo`6sXRnzV-DDX
z&+U|BM~&Iy=mnL(6s=%*p5nZnGnmk9kVyt8ofBJ>{KfzugWfB^$7s-mKrl(3YJqUD
zUR12R;fKZf<1zod!2Ab-MveE@EPUC^4r=yQI{Wdf8O#Ys#@XsL3`i1w<`Iy5^4G>H
zG7dS;d%5pWdU>sMiCLTNJG>g0vd1iIxGOhqMM6|U-41Swg;+yv`{Q(%UoXYw!0+U=
z@f$tzFMurv0zjp*uJzzngVn>xl3Tym6$0QE>q?B2S0Imq<kloFucsta>03%Ev#x(s
zIkZx#d={1`#ydGJN(SuV7D5YON>6<tk}j$JQhcRG#i|w!3~~Mtu7_J6aT+e`oMmCW
z-~$Dm64-IHY1TK{(Y+Y(1q>EOqy?1K*DR=W@3DVXU1o4}5w!4<F81uk(Yrk9$uhs~
z%vdeg?Z40PC+=6}i-M<F_l<*I-^nyZLf`)`0hH(@<>Tk}O#OOrGcDbL(Ktp4@dCBP
zsuVE7stRQlkbmJ&PC;^KDb1JikF~3tUAdg;fMP1he;&oXLhDmR34x7{-}xQHl3rpa
zsoSq+CL?zeE-}C!{9!YB!<dRaCx}p*#`SWdVsQhHxJ(XPy-u<o8gQ7dJWjzf0sC@1
zb+9I?T18_=#2@X8J6`_5eGpvy+R7~nvhB9orB+f!<XX60K5>4tVa)tZlpoTSeeZpl
zMV{wGw)Lp-zd0!7n$0Uvt(DkUl;27u!_I1UxfO;YdGmF?Hk_Hk3339Qjm_-HrPfUY
zEL_E3e?2!u0K90w!s{O|Iiqv80PcpXx?x9QbuN4?go}RwxMta!Ar*zZ_gXWP(d!YK
zi3F)RJKE?^DFQr+kB-w-u_(yh<jR~jB3&{lQW-8FU<SLjNq0ASsOZ_9Y3OvxD!z*%
ztj>_9fKB*02WR;7({xcz4H1Dt+TvY174${fNGO8gwrVyq0-jE|Obpg%Wiy*vZV3hy
z^p^o@w-%S4#w70Bs->6R=}D2=zf3(lB0I6<X{lyCGH%OOAuqi+`u<R7Jbo#8)sJsa
z1NodvMX`0<sJSOeaT?Ba!m|1tJVi*9!sn}i9#MW2ikm>$75kCOq}J@JMVxUXI%p-s
zEG~av4uM_*Ul!COdB=OvqqdJe*|Je4)+!{RVBS-<oP0rGut^NDPl?l!i3lP^#gR^?
z(S@u9AIKe!N=WWH<^&ovb9nK;|7Nzqk&PvHrh3Hwt?AJu{2*M}7(QR`-)cZR#i|oU
z`5{geHmw~>k`m)CVoX&^qTyxAC}R|&sWv#x@I2+gBNJ`cXso5V2e;4;`W+2xPUFz?
z*fpkVHNJ%jz*}+7sL=Y|M0w>3Sf1DmV9N_pTrL%8n|^A)o`MJ5rDwyBr21IYsrW+n
z-n;+7%mc^g!cws<7Cne8WBQfTu=aI=?1%fgvu#>AXPo1|eQ@IJyOeQihl`8n%zuC1
zH2w%35;0`|o@u&&5qnlOcuZ?fnJ*u27nZL0&SMe#nM!QsO6<eEWF$9JFYn6!ce_!t
z{^c(>ii)d0bF)##WANOH-?<D$>hd`^nO`)@>atOel3gZSE3xpflT5}`_T_oO#&CxY
zAgt?xi!=Y3s`+v`1#eEM3xBv-3t?m7xZ|^e!fVsvPo!yabi*X<mUoxG{{ui6m+Vu!
zTr*RS!SLD@Z9<{%nLXaOnKf*kiMEvh8*4dPpbYBA>ty|YyIUKX(9qPUHjs&4H+ds0
zn+6VKmEUOgZrx0a#2!?ouh9Ly7oOEq=k??P{jK2qUiu1k49_O=IIEJSIi)q&!LL0<
zd_y}0U^14|%)EvQOYTOFSWR^)E>A?ZXfwdJAss@AkcmePX56G4ZGqRy8}^2=+ND8m
zS*?DgRcB2{MVoI$-olZD_fHqY`LPi2au&$%paSKKolnzvU;fiGr?_(zY24ytw$E@I
z6wcp|uc)IG|46(nEs2i^+J0U6f69lR;u@W!3#e!&FX_L0Cy6w)Y``=Cdh^$RLmfcl
z05zLOh!R^saU>Dt0z!!nN{n-St^$J{MUhBZ;;0mmA3~D)oHj&Z^1pw`2>Mj>e1g__
zHA<Q&b{^--(!dE%ia1J<FajrW308Sr05Yc-{qPPkiqVG=(<NBj|Jg@6u#8Nj_g;Wu
zgr+_8FTFxLqDZ~QX5%d>Aa`H7?^AmZJ!hg(w{N|}*l;WtPfs?4Vdi;l$U2+<@>R(r
z>tu)V?Csv+gq}{`CXor*UBSjlr<K21Ev}V~X|GmMFsMgdloeN_`$7{_l#r(U!&sxI
z35a1*wI4OO&B~_v;kU03hO`7@ovHc`nrXuuW!QgwQk+%qbJzj=?VaAXwEjQt$|l*w
zfW`WKig<5HRRMeaslXfH3i<^_V_!MI8O@Sn-_?-nYy7ow+g#%TMf{M)pTxw;aIjp-
zA*kn(Dq!w+JlHP8H2g|81yH4!elpJ>!uI=YTV+kC3H{x!^2kzD;1hdUQMR}*2ARF$
z4Yah*E=YbpkJ|8(Q3~4{qrijh5EAOoLw9Gor;~oVH!l_U`-t&UiUm0L09n@$D<=qc
zh3JmEO0$NG8HufJ5{~zF=NnzW_bTUT`NuC`>Kp?IcO`vRO_i-T;K%V#Ma*@x488z>
zwrO!8EuT)bkfmEq8vv{?p?rMY>u24(ZLGhdGUO|H(n@;Q&1a^7`{{oWUK~Qns@Fy_
zi}6&DdtC;|d8ocS0?7%rQd{r#d}Db#0EJGUiqV&F;D9a(M0jo<r7l0#1%MXwY7q<z
z!Z^Gte-o>^Z5`s$)(917+6W!EsOwxA3yVyCA@-!Se@rcrtrC=4M2m@@cO1)-`l5om
zkwRMTVUMY}j*4&}ZkYHnS1)0s&R@qY4Up4#=c&|CYkg;L2jKQ&aGrXGgMWAEwei;n
z<39YEG1WD%8AIj3)su5Hx&PGrcf2~8@#<}B=%;yMIo||S=5IBN8pdl|7=SY>cA}Tm
z57&fJRQ1`d-|0f4%!(u=#Ch@H^ECV}(48Y@_4G`C-rVi%Q+7kpEUKX`245U>)Nyv^
zL8&!mIU9Rj$?b7$<34W{oIcZn+vX23_c~(EDoX>aR&=Y-r&De$7n^~A-Ub8Hzkr<2
zu*+t_{tVybSG&jSplM=?-eZ3foxK0(c$O>k7vK)*`~dnl6a;djgYojC5(G_O&K*C1
zj@y;4`4Afb6RU`Q;$ky5H<XJZ7`~hJB8GCc@pG>a$3XNor>p2)icbKBriX2TQ>E|Q
z`bga_|F&cI3f%x?b0?+u!V0fiC+ek_F^kzm1fjbPngQ5zm!g2}fXkp~dfS!*gQsE?
zS8mRrpZL12{`cSMKv-20d9?ySM%MFA6NH;yKaaein|8}EVZNZKU!vJ8ye)Q{#q^HB
zpTOfeSnN!Tr)~2}6tk@L%N@rB4{lQ~w?QHv7c1rA1T>SVw_559XGKWryS3-XxnvZ~
z`WCWcW=0W&0bJ~gtyI8)9X5X~@#OqhS9K2DRTWBBf?=ia&Avr~-%%x0b0bqriQP(m
z0yk*CI)1~t1YL`*&x7rjT|vo~a-_6z{-Se00H=?-DRI74keHhHars@qCZiwlXKOd8
zG~vV8EDW#Pp1;8Bs+F=YJgJST98IDmrD9qKdd7UM`0y0=ST<%)iU3<p@yjMt%83Ya
z0vz*U<&5ms9Tsg<)GwQnZ!dQ%k=oFdLfYNKpJnA$UQiWhX0gp5v>+0~pw?U2ZQqC*
ztbvI-m4)BdXU<sunI+Z*8VGZQwObQ*eWEGVo!nHDNBUo0XlLk*xu1F9VR+tRnvkh%
za@jPH;i)iAi>uY{!6kSqQANk#ZTa&b5_C+T<LC1o&gO$B)1^G#1<1ttD9y<K`f!*a
zY%@wrFZp##M}-27OWlG0sgB0k3Fp7RpF)m$rqPSLH-s3-koL^qc~-3T*2ELExm7dB
z006}8-eH4H#$Am1bx1EDq{`P)^_JP1xd~?bktyj~?0Kqi_Vj(OC3I9U$`VLjT=EDF
zQ(EX%0yU2yhVe2<xB1yp-NF5TJN^u&aw$x=ZxgD3W-zMAgCd?o<@cWyK%|_i@Lb-6
z_@wcVIi9vDjQusnlj`V*k!zA(>+ohE$0)lK!c8Rva9L^bof(=&*P~<I-|&=0%J(&K
zjiom@q|M83MJLK^LZ%C#@p(!os2k*pBC;-c-nYyxoDVc_(IpB$9|d#!_mkPi2K3}<
z8>cqN-+k!ZB>-bBV@Qd$Q%)HoW0<*=_=f#lIy77%OKh9sLvtfY;ccen_x-g2*Fa6f
z&FGclgsoS0*eU-lbOfr*R91)|)3Oz2cg^85%t#J!n|xKZR_=AeU+Jd9t#$?$R>M%$
zdbCl+?ynApU`Ru5lBZLrvalzntiU^=rme`F@Ze`loSTn06j^F<L*BBPOs-CH;<I+^
zju1#m^=8AS3hR0jM=a^)x*EHY$yBHX032ojbfIF;MhGVbjLm)$+=6z0gVkI3TGYh#
zExq9wJ0(A=<Xt%W<N#xya2&mj|BZ<>zuZz|vmP(gOC!1alnZ2_O3j%6*Y@F{&70&U
z&2>kg_%4h;{i+4DPa-~eWJX;e0imbWCl0Mtrb^j!av&USqv+zlZwD7#+<+W7E+2d}
zx<c=Fdu_B2&!d^1)C%mE^*btR7}!T<TY7SS0cuQa+pI#!7Tr<S_+!-G7gH^y<mk?5
zRs*Gede|1*(K#Rm#xxwGsaSkZ&ye%x8fR7{s=hS}Z#6w9tYfApslC_n0tfY?JmF^6
zlTA55Y{N*e0$LNgof~x))Y6^MbG^sxNWpm9DxYOF6<6hN+_=(?_l3x{_7^smXaCLn
z=l)Zycw;#JI3DiA7%bRhR0;y!f0266>r-{$W+Hnz2EJ2D4Nid=s5IpO=xt@3)c0BF
z!D)nIx;rDqUj#V~OW+%AUZxw|$kFczopa9@t(Gsh?;@=VD(vLJo_EH+=Gb~%3|d0!
zqUOLarO6&$gWfZI*b>f#sUL1i7i!sX-v%_C^U^a4+ZV;&0JMPFX4i0jlcSx|o_a7R
zR~NaQ@C`5)OH^ikKg%yBO~I*@VDvEW)T3|A9v@ar8k}grGp^z#S6g;!`<YywTFgm}
z-5aN&OU!{SKpyKV{ZdAs!)%JL$Q;S93wo&GtcC;Lec)H$+KZquHYkIw{qEnq{o?wi
zl&O}!)GbnqI3OFI-wFkvh_}*5yqkxoTcy3jU!VgGBT7B5;$Sx)p8LdfNNJX`D3Y%2
zS`VTFKbXzwyaj#ZU1<FtX_NWNQT=+)ihcrlzx6d(9yD@$<;qDuL}$xiXIa8?i*oK-
zDI!~(OwBSxn5;<3Z~FD>oz&O<uVsOK<_O36k~;=n#A~XX_7m6&=7o*-^ewH!=d~@>
z{eT`;v?GaY!y8sVSwgA6dyZF>>Ri;OmFB?3fBE=AMI~-ZFuZMD>$SC`M2ml}j?pi9
z^UV5ZQ%PRCE3ObVljSv(<DKoLw46x{d)$NGJF9&NPU$b)<{a5(-$ZMVsvK>Nf(WYI
zd;>SEIwz#pD9wL(N?0<kZLLF?PjxK`9zSMl%ha&u896@AKe=@ip3{P-I^B19BsCV9
zipM0_z#Zu97!@Ck9-J<8qfKqy(RtPd!5~99NC6Z!K*g*dwh(hSUTSEacW!Jiy;{0e
zgLz5<3TM*N(dyx_aqjUc@GaB+y0@qR`_F+h!cF<Wq9yf>@1Ky|zXUZ~z%jzp)y%Wc
zqlZp<s5+x`FUDqOR<$$l@y*ZNN~|n`x9Uo_J!~>eBi$iul1-B%COu7En0XpNr`gsm
z{@wSiudJxn>zTj{9RU=!@#p-%G<+Qz|H#A9N0UK+J^gM^n8cAGoD}$Hep5*8?~T9t
zQB<CdpcAaPdCmQNluuK5)ef@<4t7DB<7gq_boMou=Ck^4XOzrZe60@MlJPrGEeSpW
z;eF$PY~_($!^M^vn)g7Njkcv}=dR0x7J8L`ebwiXs*4-f4ds(&a4F`DLkwLe=_Z|@
z!h!)saqAX9zY!Cfk>(A9`-R~Da*_>VVOJ|z)DclRR1%BOOr}}$#EGL;V)>SE7-t|+
zjg%85jDe3@i6(I*3@8XJ+Uh@u4$n_aMvzN1{KUo^sc4`AYy%3x5o3}@Vuv{wq+i4^
zF_PJUChdq&3=47p|EWQsP>xa|!9pb&V78Bn3c%cv*Iw{)0}C}W0_JY2Nuu5$J_x!I
c`j50g?=d&FUECk&5`9HoMN7F#(JJhJ01C{T&j0`b

literal 0
HcmV?d00001

diff --git a/lab-p13/images/tree-df.png b/lab-p13/images/tree-df.png
new file mode 100644
index 0000000000000000000000000000000000000000..036d657071162927d67b19a2c876612e212c069f
GIT binary patch
literal 32246
zcmeFZcUTn7(<nO2E;;8UEJ~D|K?zHeASy{E35bB?AQ@R$1OY(-1p!3`1QjJ`6p$q&
zA|jw53lc>IL3Tlx(M@O2_kF+L{e9=V&v))~pL6aXx3OnxYpT1es>4)O_egtBTLid{
znp>FzFc<(_hyDQC5)gSL*8e;J96t`o0|3ATAYdW@Jp@4{fFVruAJ`lw2f%;h=>Q<z
zA3*#?a{{{WC8)OFW&YghO6mTlfSoLb{{x%sk<vB+U0c7<$j}JC&@c%NWmQ1e#OgR=
zuSO{ShNXXlTyMp$&Ex=$h_xi<TN|KBB5j$o+RD__!`9x$-0Iko--2-7^$ZIOqT>R9
z;E>30dkYf@CubK4#*Yv;`v4x`03hq>6%l4^YkO?3&cE-!>;LCMochf>FsZax*FWh0
z9>DGG6X693Zwry1^N#QehTvuZKqPyGg+~GagD!-ZjEM}}gU>)PUpT}d1c&XxzJK7$
zd+@nG@U7o8C+$rknrf&^*gQSMeF1>uDTJ4Z_VR`5;dl?hsv+L~AppS11i^-0exBYC
zYze`N!NH+>FhmE)o%@%1eE$XZ^gQ=Zot~b)|G<A_fl5LRoB2nC1$oB({_+3jB{(Pw
z(%0`K16|qt!Y%EgJ0GOC_kp3-doUXWZ-ksXVFSTD5DfZ568(YcSp1?aPeCw5Pq)u2
z!W7aaAOOLt-kxUG5WEk9%|n7t?Dh8^{@i(gb1MjjMhIQ3f27q(2;M7u#V6v30|Z0$
z)7=dZwg0Ovy1VDYO^yF5Tk9DPL4WA`qXJLu;rHr)@8@Incm3Zl`ki!y@GJlTXNmSd
zy*DE`Aeb*A&|!}shzIzAi+-ki_}?_)QTBWMOF?*DpAd_^IRWtlKXX3Zd{6d0`mo>#
z2>Q(%Jk8JFYOgHBC;V2V-^sl`hV%ok^z!`8zYqks`h*z&r4#rWp9rTt-hRvF?PGQX
zf+5-AuYE#J{UtAaJ}lB?udThZ_^_bga|5DBF!=;o?BNeUut-F-!(U|)`jO!$_wW#(
zh+|=qwtG5+_(Yry@I1OV?je2<(ZDgl6fgrMfG8-R144lS!2k6|+XnRO&l7XN69@-<
z0Uto=FU;R19DhFvfvyg~MPL&MfoLNBDQEKgsSgkh;VJ)M|CCh%&i{TI{kudU@Cj-m
z7_bI{px;pt>;skgyS3B6M+oEp&+orm_kws0g7V(8|BN$+q&fz*x<?iDcfAsve^W9X
zVK8H`WH4tqh!8;-BJ>c)psNv-)e*XgLw|GoAN2H}=*Q`o>EF>W($9GKCx`!=CXNG(
zP%D2l<pXK)UnEAzKy_*%Ob`Z8?NH4K0fY#kgwTZAF-D-EmbD<P>0h$!$^N(A|5c`c
zBmn+H=YP>Lt1{Cu3o;uq%l&&v4tWl(zvca{(LdVwqq9G}p8H3ue{=Ak+y9Rz{(v{c
zr}baF{zD1B0&jv3!F%At@J@IeAOXk1pTb|kpYOqcwQv5r4}Je>&Hgt(fl$Br|3mY)
zyq*wdug$$t5TRP7x~5A0s}>;ACpHoqw}5GASX{WjuV18uF|_jgNLYn<DJx2-tE#I4
zz}|agj|KpC1b)9CU;;1y1DC7^00!(d8m;p`aMo`Cps5R*=D7dB$-RWuVod;eQRo#F
z9{s02#NLe_S`9d%86^ye1CoFoB#}Cx4d?+zz!BgmU;~^4oB?-e)cHZ<IUI-q(7+`i
z4Y&%uY4d?1paduf9s@N%BhUtP0zJSWFao>*-T|}F_*n(M0(gK3kYF$vBa9u!3loMR
zVbU-Km^w@sW(Ye1I|j3dIm6Dvd|@H5C>R=+0=o*!g%!c>!=AtzV9#JZuwmFZYzDRj
zTZ3)Ge$m0{*y#A^#OP$`ROoc+jOncDPSUy2`O;mWyGVDLE}QNaT^U_9T`OG=-3Z+~
zx<$ILbU)w#oE0tr-w#)U>%vXpHgFgCd3ZQH5uOPzfS18*;q6dQPr?`B8}Oe91_Uoc
z0-*$rVN1j*gcsrhA`x*7QG|GmXhrlRCJ{>rJc3HkPQQ;{f&MVP6}=O^FMSMs8hru%
zBl;Hl0cbX@(i0gN7z7w(8FZl8=*$qn5YKRp;T}UBLpQ@X!wSO>Mn*<qMg>L#MjJ*?
z#z@9A#@me5j9A7A##Kg;iIoY-q|Ri{<iZrfl+0AXRLRuEG{N+liNwssEX{nF*@oGh
zIgUAp`2lk~^BD6gGl_+pMV7^Y<s?f0%O#duEVV2HEORV7tgNgDSP!w<vHG(nvEE{>
zXMMrC#QKwshfSW%l<f>#6k9f11zR`U4BHMnJG%_K5xWa}Bzrdd6ZSs#d3KP4mqVGu
zio=@&!*PeBm1BbA8z(cTG^a7AJLg5t0?sDRG0qJxW-b{nQ!Y=gM6Nqr&$y<!esJ@0
zt8v?K2XkNJuH+u({=&n^Bg1oq$D8LePdQH?&k8S`SCZG1*NZoW_W|z!?<yYypDdph
zUjW}#z8b#Qe0Y8yeog+<{IUFZ_@DDH3cv+q1gr#t1abr#1*Qak35p3C3;GCV2-XTt
z2<{4r3K<Fc2xSV@3B42gB`hI)L^x3RhH#tk2N8sbyojAhj7YJ_fXId@pQxUwmuRMF
zqbP14-9Gt!_WR=ZmG67C?}wPUn1xuF*ln>su?=wnaU<~n@tfjZ;%i7=q#@EDc@v36
zu1oMs7)u06+>+>*!0+F;-*SJ{{`>o1?<XCQJ#gwk@`1VoA0$~MbtTVB-jwW>#7iNi
zj!U7Xs-$qz%+k8je$s`~L(;o4vNDb`=`w9HUu1=3tz<9CR>{uEvCE<4F36S1y*<cq
zQ1@Wq!Fvba$kWMd$@|IQksni_Q_xoMSGcDzu1K$VNHIjQOmSL?P03g(TB%BDNm)So
zm~ygmoANgmDHRu$8!AI8R8=k2Ak_z|vuZqQN7a(m+SRtz<<-5^@2J1kVAn9$z-T<x
zAZRLR`e+twzSrW_I<A$j)vHC(*3k~vuGL=Ck<vM<b600tmrvJL_nPjDL-dDC4q*;;
z9{PD$`*7sp#=~2BN_v5Mm3m+FW%YgZALy?b95C=SxNop%C}DWku+(r7wIAh)Dnl(B
zNg8<@Ju>=ie9$<+xZ3!eiK<DsNsGy@>0#3Z({3}knT1)V+3O=bM@}6nIx=s5z}(lo
z${cT@Wf5=DZAouwZF$3T+DgpI%j$_0{;1B;groh|Y}O9eMb^v5<d20PYd=nR{OIw#
z<8vpZPlTLkvjJ?ZZ1QYA*vi^ou<fv8u(P$hWB18k%^qz(<iP9T;ZW&7JZW+==j7}u
zxl>W6dQWqnK6CoX>0L)N$6UunCl#jzrx9lnXMg9XE{raxT^_moa6RIh@49+M>rC32
zDK}ZSShrz!5%(bX=N_CMo*qqS>CZZztvpNiwDBzS{Bh3e+}(3{FH^5Vudm)l-Z#D1
zd<=YYeLkNzIG=m|i?4xip6{9;%CEq0!{5}u$e$2k8Bh|i8)y?)5l9Pi45|xe3O*bB
zEQBW{Fr+_JJTx|RJWL@hEo||^;S2c}@Zr|sk0M|ZZV^u-`5=S+Rg_#*YSdD+Vf3A7
zFy?ejQ!ICENbIXP`M8X@&lk-vK8#1id&T#n_oFYNmlBK<?kB<$&n5O^Br%sUt4S6~
zk1w%Y3cNI$teTvg{5{1nrTwzl<)q6isTQeKX&h<cY18R?=_OYXSNyNM&d|uXok7j?
z&U|@Q^=iRY@-?q(FSFFLZe`K3&u72R(atHp&Tu{C`qT~7jmNp%xfgR+@{Z@V-jukR
zdGmX|NB(euW<g0IOJP*u;;m!1p5B(aef>7M$gk+#9g{nCclX`RxVwAL``$#cQE_dF
zSjp9rU#0$~@9$gOZ!ME4D=23uk1qf8;Piu`hq@1+JQ8_y^%12aq+;>0{p0>8I!~Td
z?yJnHqN|FkTB|-&{iepO=4q``?fp7|x~ug-eN_E=!`X(ZM(f7jCf%mmX6fd;Exaw6
zt+3X(R(zXZ+u~E_r{m9#KI?7QYj5dL?x^V8-+AXb|MQ$KmafZPH0(v}kM6MUjUL~g
zm0pkD**>SfxBYhguLrCLUJRNK_6->iVP6=$=o~&g{OqOf%eE2ik=9pQuUba6Mq6HM
zziu7V8GHKX(3|#g{qe2|)I`su+2r6`tG6TXPP`kRIyLov`pop=d++yOW`br2xM&<{
zHffH2F7pG|hl2Ti^JNPM7wQ(Z7oRVgExlTHSe{++TKW1h;v;$W@+bCB1)q_hpL|jO
z(z#~7_GaC6ef4YDSJFn>CimvuZ*t$7w~V%4;hpfSgm40F``V81PQ`c4@4Y{4f6Nnu
ziKN|3P#AptQ}^f4FUMb>Nik$b@-50iN;}n>I!6np(ZW2#J%8H*dp<SYdB_9bt^fdb
zX8_=ZYzP+DKYreC3fLdt6oO%Y<vsMj!GC<gy$6sD0n|dbJ#*c(8vyE|EDOPqO9Jef
z>L-l=It`6~GKASn5$843e*-YKaL6<PX|x?N0AOqf07^KGM!H9%Q650P!VCa(U-;u+
z?ol&v0YItF9yIyjUeezEUlXkx;AVoEz)r$p2LL*57@QkM>j#h!@AQyi0;Ru+VRUc=
zJp&^XGYcz3(82}K!QgN@1e~6JFDL*@fSv;gZhD^mYQ_w_cAks}F7T;ex^bUL(xjn>
z-+mk~rExAinVCgEP)JxrT1HmxpuDD*wvO(h!=`3O%q=Xfjyjw?b=na!$-KOM&infL
z2Sh|hMaRU(T}-*0nwEYgBQrPeW`058t=mOq<qsY{s(AdQvazYTrM2zpv-aM;{(-@v
z7sD?nCf~lBntnfnTUuWExcceym$h}m_RjYo#9i>`uRXb70Q`?w|48<4a&bd)(IF6U
z1mm7uFuE8h!?_Xk`_&kDjO`dbFYq2vzr@66a^rqO53{6(J)Zwu_&AGzl;)B&VNbN*
zlKuAtOa6Z(**}8)hg`Fe0ZsQi!RhGW^l&(wo`D`p3`~%<#lXPC!t^__{FT^#Cyu?u
z`A?!jmB64n5C{Y#^pA^`nU(8*Inh2qK_meh4q$`Bpuq&^22cQnT$U*Z{MUJST8qNk
zCvxW3=Zq+YVA&I`q7R>S+?GgITi>=kbu!^N5NPKfyf}6Z%Va3|VYGs*Pk5cWe6=df
z#j^SNi7BEPyhD-a5d5o4u^O0<|GG36J&86VoX%gmwI%A!Ug=@%Egf{}vPOHzA&IlT
zH9&N;qhtly2rph!HMB%g=r0QX_C(P-tl;{*sdS&o7b$1N(bbpgs$tz{pCI;$j1fWy
zLR05~j@C(X%nG|`U!mjE?E`OHSmO^#&smBJ_?pZ}TuSnTca>Gm%)0~#)Gs)lDAb;2
zYP3*1CMG82t={;N%R(Z%<y;brT-m?mx?vjdUW53VfEo-&E@Q5s{Aw`9cw*ra>jy*J
z#5Ys%+jLj&M>>1w`bP^K;Lf(V2vE+J)sqh`W7uPdEZPWym!krYM;z@y^u>7T$7pXS
zg&no#RoCX+C$j1b4&bw=2jJbi?mBOl2*SbT#}batgj&O|CEOkU<SQ#QJC$T0k_lE2
zUxFzlQ;_up{%%PV_5RWw=B-*~N83;yw^^K|`Bh|rgbuHnaHDJ3nHxhVXn<pE+mJXb
zp5bQHg4owzm~_oIv&W|%M)BVjZMYkkr(PSzDO}1?mbs*uco41r_Vc7t^Mc@)-H1Rx
zsd~#O);N((R&|CXg**wx>SxEcnbz48qtF1Q86CHR#L<8i-(FOvNWqPVv4Tsu_0Yhm
z14_3ug0+NdBsJ!&WL^bbPqq{evSnOP<?sH2<xdm@3;T4$weVZlG!q>9rm|Xtk51dR
z6~C4d5{est6%e;iK<o(Gm?TJ@Ct_MSGs#g)p}bCO?gAx!g{Px`**_|k$~!5j6uGZI
zH&~_KD1A4+iv}1p!hY!;;j@MPl^JPo{_jU_-H-<;pE}+B!SOWcvxK}VQjr;DVEj$`
z&Ix>7+PO^gx86mT%RDxpZls-KQ@zP9<JPO97)X@IqOd`z_x@P_9N}2K<%*QfV4bAS
z3yU>Z{m}&r0p^yENM^ErxiVG<ZWf$ovykG~=YoOQWu-%%a8d-C{v8^LkKS3-dPuA*
zGi6U5_<H8d{D4ep>(1DL1|`AUd}#uvyGc^HR&}NN?D*-Pg;onP-|R9CNXPo!*RFaL
zYo#R=IVxT2)9So`GNi1j?UbLJm=|}$-7@up=(!ouo?q=WfXbXlU>xue(B~$METe|1
z7Wlxv-WXy`?nqqu{<Z==*8FG5^Ygmj%1MVAIG<)M-M&iiaD72G5qEl_NgvgEZ<cI_
z5g_wU7s-7J74VlD^Leaty-MtrZ6EhjbMIFi_yXA5bd#7Cz&CLW!%3FLi&9zYAQs{1
zL+a}y$h64kM>g*JU)z=lR#r#}kUHnwS?ERgO*+X)D6i;e#G?3}1d`c2*$BKxuwIPG
zFf<6nt?rIJ@yB&eaj!L6J|vczXBEKG2Exb7<jYEd&+9p$tVLfPXKXrgouJc?f!39a
zCA|x*Yr6u&wE@YdN<ZfCrmUSg2k!6G`uK-v2ire+=a`h(LqL&vdHd%@30qgtZX{)N
zz&k4UTCsd|{HDx=usFT4(+$?1h|tT&KfgR}KmKv^I)@w#wU}2dO1W<+7Arfrz?P`#
zCsL4Jw&ti^=)w~qky{eL%lgzy>N>ZJ?t&k{5EJB+mH5>0C8p70<MtwUMxi^VSOCBI
z{nxjKnlr4=T~9x=&2v9dTDb%ZzELV0AaIUVP0?E9SL45|BG8IL^+GKcVH<6FQMh<p
zuuWx<)wSm6ka6*A1qDClPc4?8J9S*YapsP+n>i&NpYgcec5oS6aTs(Z%2P6jHqhvZ
z93dLe>!R-;;eUY!NYH@#ggYBum=PL)6cj(drB^qS^_(LXAlp(3x?~}x3z7~dPK#ht
zS`Ox}^f`QqCPtVaz2o1aF#LVC>M`M^rRT~0>GChqTP^O!S}#iP_N&ZP;=cASG+{Ee
z#)Q|`cWq-oiMgC^%TMi*x_Y44>T1BvLqB&4b~Gk;1s6HVyx86arVT@NKXEOBDxoW#
zaLueRI^Bi@YsuDW#}pV}IOIF}LT+)txl!L;ug?)Q0Pz4Utne%JVAa<mnSU)nv26LO
z$XuRkRNZzl+2o#yzOEK-b)H*ZgFGrM$p^!?ZPvsQqF0E9l)KekhnzpmfY_s5(~2R6
zAMzp;wKrK@hb7g{z4Cm|%45xC^|9!eEHMZFt&nt-2K1aJqwu0DVy_nPDSoYX7XIgC
z{dhiV7ez6i^ge4>arbA)x@qGeAD0O?F@0zYl&MSUQY1@(KKQ`y;)9_GKMXtj_~qwG
zZ@oJLpJyq&FeCPO$MHXi29jTg@v%9MAn^`&Y?6FeK3`e|`^v$>p28+qBc;xWGIgt<
z1KEyeb7yZVZ{w_XsB4!ivnxJ{@&U1J*;E8sjZ%zRe1c`{<izK@Pn)&}E0f<F^cNoJ
zjeGdaB31l+99@0Z`M!oj*H@C|+j@{QD@&g@_tOA+De&i#N@n!V0vL0wbGq(hW7?;{
zQ_pTk=`LsZ#0u{#i@OH08Tz=-FkYt=Q^jLBmj%guyi1g=joGTN#VGvr<tZ_ne#3)P
z0vPS(b(EobfrI{q<^YTQP@cxL^Y)3J1$8sXOC=3Xpc2W3e3bHl@fxNTwd6_Zph{zA
zXn-#XIU6e3K?8Dfnyo%<%rsH#eGjb&NgxY78bW(K=>4&+Tbqm|*>&P}zygPIa|ifn
z@=@{0owEA3o8n`ya%C)3SdNZ7Rh5-}o7n`70%(fku>&YULq)L4<IU98DKO&6TDsA_
zNB553xc5Wo<Nnh|jUi6g6Y+*>H--;U3_xp=05t4tC^h5+k^`pKi&8-Ym<L)`u|x|Z
zCXeXRViT&p)sk?ZJlbVG7iWEM=EWdq4qBQ9B!>lhz-fTrot$eP9EQs4hhx&T#H_aJ
z$cI~Nuf{R^iz!tU>pift*S@}?0_)z)wE`$s|6=;UY2$k@6+CA)rUltuGE+z5r3!jv
zV3+pMfXg|XsIxS{q_cCUYiKoYfv|>{js6MI`|A5L0^&5_2pUEMIL#@SX~369m{n0H
z8t_pbwe)47zJ$UzMlKITl2eV4m~jsP(>IRwMEyEg^3!|@^^+wByr{Dw3ss;&1LSZ+
zG+@6i<HC2xZY2JD=zAM#rZ3g5C5LKKP8H80G1GwYV>IBUb^{G~aT2ym;m0$Q4Md5&
zG@$G@4Y(QXMFXxshF&P;kPH3Y0kxe~joIc068=xIcNR?P?GhsRR62nb7EM#ZD|!VA
zv$5Z}UEeBZc8h@V|5>JgQ%;iM*2MQL1=EI{W8;dYlN(E<>$8ImX3wbW5<ntdv%(_h
zf6|`af9?i=M9l=@|Bc2VHFg32uD*Zkh*D1Mm%5~X>sgEc+zarnU;l^L`>Nvf=DP>C
zlVRa9yWxUE<Mre>Zf1FA{gE$q<uUT0!+%2&t8Y4WmKIp|R)bjIqs<da8Xdz;$$GIn
zUt3knQK`ZITZZQ^8n6^PphAcC$IIL%s4Nv%P#Tt=d%Y$}FXU-qZxiE+=WRaBNrl(W
zNJjm<?kg;e;DLSNvpWLpWejbCLau&pO?9TCCR!9!>}fy&Cg*!8Tl@dT*8f+#|9=sl
zZ-kaeZ!+fI*{L6e<apT?@)x>ye0E0kP)5=w|BKei{op_h0ZF_;X^^JeBBNFkJh~I<
z@#dEV8fr&N=Mr*kyE;02xQ&z<jy@W;t2cH?pL=jq;a7~utzzD(W*PusdhEI+{0(Jq
zD{}USGW)lQn7--}_+-7GPl<*1-B_Li>`VHr1P__>t)W!nm`5x7=Z%Kt9MOPzeY{5|
zT91NVBHfF|w5)4K7%NyPb)4a1ed6>{>Z}}{LFI$4t;qoL;5)55oL4;XC&$=vvF?%B
zt4j;XAvB=HJEN^yP%!*OnV@9Sl5a-CU2?xyibsVeV0VNM_S4Gi0osJpgz@LR+9fod
zC<&%_cfml1xX|+VYsEsH)X`_{9br_T(YLc_+P`IFGT5s+hG;h=l88nG8qkkqCP#sF
zBnh%5!EHL*8_zSd?xJ0nIPbHwHr+6=Kkbug!HwmeWzk!?RzaTHa!WsGK-xv*HB4a6
z6$k1o58*9CUbI6dtJ-pnda#U=$!m&;lwYl9@>;I8r>KI4GFkA&d$+5Q3042OkHjtu
z`Bp2-S;+orcb(=pkzWmD?FeEkRbr-&9XCQkSvI8k&&9HN^4$=rytbHZWVlYLBL@;9
zx=Ua!n+}Vob7HDN+~(#+wZO~qEuS_WbwuvxVY9pgQghvnH`$YCgc)~8#0=1w;7im4
zbvQRgmrAm!iqoAwOJDEluSZ{;FP$zjub$SBQtuPHbE&~N{3Yu%r+2OSL8=rsu!3|F
zEdd7O9bLdxui6=~$#mkb>k&#$4Etg`_Il+|K(5*AOT#`&A9xkb>Cw-ZIA^ApOEzVf
zgIQNNH%lsw8E!v3(VmvE$ZpW!=_Tv*;O*Vq5Lw$qpO3y0*RQ>K!(g*nM^O5K6eTl&
z5f}oeJ!o|w#FA`IPe&P`P8~in&{A_RcX;1%LzC5y(ML|Rv0h4*<zM$`#3pqK>SToI
zN8!hanUK@{qIxmj|2xIC|4Ef|@A)2QsaEcCsg%$cquJo7J6IP;l8c=rw&F2KUFxyE
zB%7hN`_Jc7wI9R3>~v3BK0>5^QnQW}cI)j#B$cMUIQo+Y42tvN8T(4WgTB2AHkS$n
z+RbZf{13N-?R`hHJX-}0d?=oGy>%bPU3}!j3;Np!WOE-Rg>l6WP7?1=b$StWR!~Ev
ztrT~lb?V!98z%pYr`s4VPv7t#ZK?b0-{?EP!7TJsNOg`+Dc)f0D#m}|5~jYeUxjzQ
zORf<bd{;VApLEhXkNE0h<L~h}duFNlM$>y2G2xtJcotLL2Ji!&yi{f^=`fn%9r+MJ
z&kXEY`k*i%u8+rF*^0a~8yp~1Cq6hhr#zT;u#aiV>e|Pbr2=Qo6Yboky$FK+G=K@?
zQ-=!~T2!vOz?syH-PiZ<%i+5`%~f8$@!BI}O-EyR?&#k<?NBoRGifWhAKng@1lOS%
zK>kH6&T%PcQ*=30kZdyba8k-me)p6}!JV4pu_wnu#qS!1HGK1Ix&3l;cKeyV;WO|@
z9oZKAKsp855N+O&-JXzj@wixTu*AK6+*bhia8h%W1=kmm(qNbTvG!Do;c9TD!Y3Ml
zV<Z|;3ZZr0W2Sg^1+t}&Cnj(X77JS|P&oT91lWY(YQ`g3$^@b>b*?HJrD*}-Ge+Gc
z*?}6_-V%W>2{iL`NN0RJK9rd84y_g(U$M^ZR5SX3Fv?u;X)x;g5O1TU538sy@(?{T
zJPB5@7+5Ek2!&T#k(aT)q%CBiyFQ2^*c|UD>d`liB7UW)*fyGD3c^coxq0C#?>nmG
zJ~J8p_~w7TtL+*<o4P*8m=*!;JeRRo3Q>IIn9?;|LEW+|F<DeE;qX8(PJz|0MrlM!
zsL15ivyr%$AK7PAAqD6_%CJeoVbcv|{Yr%N^&ZBS4;2d%#J=Ul2iKVLue^UhoBICE
zfUc*=u-e_*C+S`>jlGnEf43%@OeCs(L9u)s?@|F9M~0Gdzd|>Z5?_Da41Vm_f3Pig
z*<+<pZ+rHRLNnwqA}bZPNmS<AAkD9J*~L6~{>gc=#v8QH1<rJ-9T7i%C$(ZZsi1FJ
z&^}Od48y|kIh%EMfPV$kEPGA=!lFuYmntE&@3;ttE4H$?=k;x$;85wgMmI~d3-!s;
zzSqrN<K^~M7N<zXONXKOx}-pl#ofM9%yMX!jGtyG2k!aXRY2WP*K!4s<bC618J)Rv
z(u-2gm!Vg%fT0dro^nT-2KZ;Wu1sIsOg#7n7v%EcyI>3rAV}|&1m#p@8N87Lus1Uo
z_G5mYhp}`$Bftk}Ky&D(a5;6Xiybe8!zMMOGF%j0cCU6?lpD+6k)ysSWc6o%Z?9D3
zt0*bmclS|vM}A``3SYjwwfRCb=L)uYu(XQ{w9^=P>~DyuFXVL}xQ;(wbtbDiMp^Ww
zEfeCbN%uF%<-19_ALWq}9&5U|)f37&3#KgFWFrcGaom$+3R2vxao8=4kv_Va%)jqI
z{v3b3k%JLZ(`l{PfRc*|97{#9>KhPb`^63Lz5`BCa-o`aJnk5OH>VLVt{Wkqw=Tc0
z9(^N+P`uM7_7G#=GU`6r_e<t}oky-x^K4v*&ya^QpYnS$J^BL4kot00oQ1GDHdK;D
zRYY-7mDdYCy<fO%;q}P1HOAHd4IARb(L&sV<gkpc<21lHcC6o!m(Z2JVsm+3oWO7|
zZh2rrxva!G^PAxFRzcO^tVeAe-dV1%jtSUuEUnAIcaV#y9_%$}p4jw`)ZuIfu_9=<
zCHD9M$HSM4#V4DUj#PiIQD%*M(3a}mdWylWOP%?&c`V-fc18dZHA5r~d9;>nR8{yF
z>k+1}=<}~|G6zl{4ymaG&*A;s3LQnl8xc3gE#(NWvkoM|E$=76>1v>XuWNWPR(X<m
za9r@ryWsD`hRAy-W?fy=xmz-_zXc|pXHPC2IM60pYxI%(6lU?3PZ{MN*^R(M5t%+g
zz+BV%aPh+fC|q&GlTEtoQfXL1PbudeLp3rJm|9Nu#HVj;;k}3{;O#2#vj-CAa<`2t
zb#J3NnB%}{*C$ilqRq7nifU<Yqgex{2T_o}Cr;IHN*qJ6OuNNCm?oP>zVSaSaMxAG
zrK>JXzr&B=ko4@Q8%ay1T+H1l8Hn{mH6dNnJp>ivQ-Y#TOHQWCkN#+Lhi9A33A#T|
z6W8PEg9eQjuUyZyToGOFx<PUoAi2+xo$En)Lz!5|UhP1iC4}LD$>zsOQqMBjH@_ay
zvyz<C3(0WKrz^Y0pyvd*Q<C+a33^8-4GqQ!(;j!+r}Y(<UDL1;dZP$V{<b^%(UqTr
zE-27(pOjBx0Qgr+U{rRpFQqY2z%6kiQ45@0-eL-zmw)zF3QxRuKS0U%p?{d`sC1`-
zbmL?7EW-7pjT%GAuU=W7cHGEYMrJ2!60n<Mi<=fpNfR~tZq;8=xLxe5Hsnp8TMwUU
zAM#n1V~={4S$9vENh7bju9OBW-bM0t3i^}yzFe&hX#M3~!uh%)xTdD>3a)=BMyp$c
zp~v>z4c8mf65&jxoIoLQ3>=RjF|GaT7xXI;3?-j56u(2cqP;G9d$h-hg_->+&^pJ=
zfqyR0++~240iTn2$$FD0e<T9!4fXX_r&jz~ed|YHie2Cb9f#KT+Y;A@;3=!Tl9f-+
zN1qC+N;}i`B6_MlD`&&1oE%p$VONIf-4a*LlMinXF&x4IzLblIUquwiZBD+8K7ubO
zCy53e7RY#FT<MNBYoAbRw%mNc^L$OP-tF6E8EfSiHj>w_YvjU!A6vM<Ws6O#idd&%
zk|rq9=i2Z#GP)xnde=UUp&`Z*C4D!Q?OMa;4c9ogA$nJY2o1oWDB%j6m!o7Qihb>p
zd0QKmaC9xoMtgnR_i6F*qI(m{Kcy5$TTaRiF9L^IereMH>pP~P-i5L=`$j6hsDyls
z*f|nlOD*eig?K%W8NQCzqyaIfX~1O7Dv+??I^{vwD9PEW7Wu~;09^hGDZpuO{|g@g
zKbD1U^5{X~6l@wNsVd+(u^5tOLrcl4g85JE;2ck^_#wJhn4HrS2_9y;=dUvX0%tO&
zDW@lNX4blMqKgwe$4;*$W8QH~zfDkwL4SkCMsHYB{@b~#j)2_gOL--sWto5+lz*12
zcx)t)4pZM0J#V|xB@db#*f_RaGbyZ}JL5d3X_PB@WAnka7v-|B-QeNbYtxU>nxH9u
zdT}eo3&h~Zj8lx>cquRVCUpqL>Bi(bp3k+A1Uedm0F5NIH9lL$mo_9W>MI_!e9q$4
zSm@2!%P;VR(yU2%5+IS#+3&e?toQS4NzcLFRgIK336UKP7_G9QM+3~JX@J6EEDexx
zoNu;eOhda-in^H4(fCjImO?X&1yWoa$ESm@Hs|(T2v9A(QoBF$wkf^a2$sD$gpsZi
z%}*)pLQu!diI~gt{OK0Y-xdbHTN%;%@Nwk&fJ=N~u2E{zxy&9bU`4ksu`J2Z5o{yz
zCB7=zhdwc{0p=_|u4@@KQQVE*)j4fHCogB)B<g&Q2VJV{B+w1)WBKs`zBt{BWhEa%
zF@0BIb#ei<7USbIvC{51r&Su@{Hf~Oj_|LhLyAMWR-c|LX98e(p9lWL!uze>V%auA
zNIsq@*wIut)|R=xz5Q+CV8p#%T-?0mYbLg81_q$JE)1L`8KA`|_am)?;ZRsT?f&#;
zwcCT%=s1bu4<(}49J+_)8E`ss!8Mnj?qeZdl!NzDSrSJ*5Ln-<dS5**y9-@4OE~tV
z<Ei>+M8t(AJ=3wUZOfB9mbN{{QkTwn3}D}v6TKntCYn&vkD))3P<xcyx1;S@dt<?p
zok{8~+z40RDlELa6#y0;-$7j{jE8*eg=9m1@bpLzlH<E;0;B0<4;OA$`7M36^R2s0
z9pcXK3%rJ<rhSj_0gfeTd(e5&CQF<d3q}xBjvpRMkJ3)94K~}EjZ0%b?YAS{dE<rl
zi_G`zDcRu)Z~RI*ld((hvGrRNUJr8hIt?J-cH7OydV0)wEuV4Umohlda`<K<&qQ#u
zffA-gOYTVPJ>QPu%S^R-(EL><-FrGW1V_4#8zGU9=bDW2UPu+!oS^QHg?D3T5+%mH
z{ezV;%|8y3D<b`dw?DPV&dT?rUtat*-TVa!?-BsLmg}x0YJa&XJJadETot<+r2tte
zbEpzF6X_${?&hhg`%l<w$?hvYk#G*`$%UbXdd7_#1eL)UcLRcNl4qXNTWO6C&s#ox
zxa+9iFgK>Cy<;JKKJ@l`Ipw(qnXckiyv5}WeIY|}|MoN5;`>~+CnsLM6^$)#@m9OF
zvYmNT)Czclh+@>AK6L~L^I%I90!0@Wk~J67k?hSq<zS5EPU1*_bOA<XEdO)fZeC}u
z_L|t8PhQjTBw)+0EJ>f#gJK~w;=i6E7`82Ls*ntK2VGJE+MA2f6O>1UK@qpcj_NpM
zpU^2{U9o-w2}m49@{oO_Ru%+e8HBa6OdJemXWc%`3`8i1z1r>z)x1z}{^z~q<joPD
zz>Q2fcxK@eHt9TG81zs{uXgQ~c>{$ked3sjs3zDYp{t@M*>hoWUq{hP_^(8IN***s
zUQQ3qv*Y*Kesw`7yILuSeA}|0G71-$t398qx}NA0{_y7Z1IPC_ZRuS}qHZS!SB`ht
zXyd-=WS$%r%{4leW{mI_AJQ5mtAjp^IVoL?lZN}yx|5hjeZBIGBQ<sRw1x^lzuXxn
z4bNMNs#}iks11gx0`N{KD)Z0U`ag}dyrYmS+q4(_W_N;Ti)X%`eq73i-B|eL{|ocu
z3w4wRJSu_g3HKJc{~!JTF`cZF)#B6?<6diwTK|dJ{fXO6{n^>Am0V`*&w-;A@lYRL
zC1Yw_z7)CNV;xm&Q?HIYiP$vi7mOa{ca+Ws5YwR^@`)3u#)WQ=tfGY7tS&k5s93z~
zc;wY9LEpTKKgne3PFdxf^vNIWYX~v^x@H80(oyJuHz>cH%Z5mBXenOwp3X4>(=*lC
z`5@kknGm1WV5;lk?QtH}p=3RR`^es|LXRry;{X-1aGzDtfHmB97g$P{DObvQld6|E
zjpd*+#FiWfFXGHwR&w?Q;I-a$U0SMA*<?2|;uzO_ENpfm?=DZckrW+$VB%{`i$&iU
z&VKStdN0wXBpr%ovA!<&)tXT=%W80R_~VEAVJ=@$kHE8OFM8Pc2p+dloSmK|GccXF
zN-19i8J9lr(13w7;_JbLm;s&>niSci^`?ku!cc(zr`)x-y1*u7>XXAT(uw*K#i!-w
zN=%2&UJR|ICuyp%phG6BgF{1Gg6Tar+KD&ypO)RyeE8si(zwd&e)9WXJ|6(-jrIbc
zghG2`)8dEQ@vomPzu$bACh55}tA=^3b9XjIQF?{mu}W-?1x)Y9;2ofFIhAw#GXV<x
zv7zn9HLK1gyLN1G^aO_rM>BOiEcjs;qsF2hCj}d>n-n4UOe>2LdnwJeU83`t2jqj4
zl2?KkA6B8?1a!$fWhch2y61>J=G<<x$m*l3RfT=`9VnSaF6H!cB0$-J!=G-~1h`=P
zEhX-l;y;ymD{FP+X<m5Yu+h_7WiEB<y5LgwySdm(4>}qUv;d$32_JTQuWoU~rY!Ad
zZzyFgjiZly5k+rr-c0pB+xIjI@m<g9T4Qph<xdCV&h!r(mc+>gfb575JaK2BMCg0O
zlZ2eUWOm~2#p81}?EOtAyp2O_<1QiD)UCA<XhI2#zAphj2w9kR!JHnHDzt`5AE%%T
z7_vOngHzNC4cf}Ty#3+Dubax_oelloKLK1UDZA7X_QR$h3Caofjj_b;_M<q_oQoJi
z@`)~dWbx?^RBAJ}&1G#O`P6cO>48K7)7ftJ(ki-{)9{&2NhmgWfH1v511hN#i2~1y
zcY7~NXZ_gxm}qPLUeqS*Ve!mTG;jjweG*)gFF)X<Ms5I61nZUQzJ*L|Gkf7iApS#_
z5(s%q{nPE2i?Y7oSj+IO9v*$mHLTb@KOo$F$}N{W?aR{b68cW*WfjOa@6k4t2jPp=
zf>8Y6$#TNQCG_z}bA954TE#Un29L2RKK&U&W-U3e6!y`(mGypa;TxlZR2G#|Ftc~a
zaoiA&c6~nCqFYvs`-WtdYTYqbPs=`eLwUwU+g?aLm+6pj-E)1b<vKP{$Li^Hr)!mq
zUwd$wX71elvFj#RQWRfpa{)*fas|P$A3HlqGy(nZqb<RV2eBIc9vo;L{;c9BWnYpv
zwb-@$gIcc)=s%FUcKb;5&$l|pP0HA4vL(n$LQ&scluhkCPSEMIi>(~Q&D1s*76e|=
ze;UP?X)a-`7&re!Sg+~Yg#`&gDCUF0iS{fsk0pJh9sqf8>kC$GZ@+ziKRQv_JovV5
z>!yM>cOTvT`uS4F6tpqq3|vC%<12E|ruf}%DkA~Y|8<MeYBjJ4bhRc$)!vhnc0cH?
zF1y8*#s=V6>Xq`(>Xv}gQK^seNr%4T+)I%8fxatZ;X-**o7p;9C%tn|0C4C8h0Y>0
zvsH3DI1}ZmZ?ruc>iVL=w#7R%fY*JUCqQSy;*oT5ldO)dsZ<j@p3fI{D%#Rqv^?!B
zCuCD!TG(eOp7;jZ{!&boA!|I3A3Z>rm$AA&a3S;pcmH)8;n%~wl9EzfrU&JX4LdxF
zFnDXprASIi)YA<u)~Y&zv1K=tt$~8+f-Ens>}TrzGHqPBMrLM4LS7d><eRfy{pD;#
zFR5Nu7|wsvJFgqCpE`lP?{6sgrUl6!IJLZW>|M>H=Jv}4c8Y>bUN@NSg&0mtN~C=8
zgMWVRN~{MRyhx_8*2I8`Z%|aD(_#6FN=0--?!nT@)clS)`i}j(3NIVF27nt$PC)m)
z9GnU<8;{wTTuOjWc_>Y2B_xoKRLy=V5J^lA7W+UMSe>vWREG^K>NTzA_cojxFtR_M
zcrgIgG}Kc!vrA=BAnC0wFru{t(>8zHL-lWec;H~8n!h~hds1pl>hf8&wd|HHWb1UF
z2To^M77Ec`+Qq_}#ZY!vdqwV1YhvQ6Pe@J%s|d(VytEqMcSiTv%l8>VpZ$K6ayo!^
zq_eZ+(}ekwMKkaaL9+MwW9BPwJ586i>iz3~s%btgTG`|YQfWGeu24Q1Q&$tEH~z@K
z?c$AO*BkzPxj$`{e|m4fZGAs28KJFOu3to6!VhiIlWfsKlv1=P-j!I{jHkAgp{@OE
zzAHg{p<_ViFMhV*Z|82&0B-M7y(v2kY&1aCW}+P+e+dQU=94p>sW9@HQ*fygRvBpP
zvb+8J79w#D$)X=c(gt&g4;m+;Mp3<n!nw<b?musB%l;J+x|%|abWP9b)4#-b`(!8^
zhnl-TDI6pX7#^I~XC#TD)v<ZU3CMw;AKgy>;>}Rh*9&5GfAPHURp$Eh+xBKJ6xm%V
zErxVp+eu26&Bhi<JN8sauJiW}rt1AgqTXqPQ&CUj#6IP!h7*)`o^}W*hFfXE?k|<h
zemzb&QSs2p843wCgfi4=a$CfsQr`u0D+|ewN>xQdr|d&~fu*=l&sA0yHscqOmkbY%
zQ^hczUyBbBUU$IVT)v2lG?EhVE%tqzJhdO01?<woU6Z3X5jlBX2guQsHk5aV80WI@
z&^^5#sto9>wAxZo$C$R#k+x-?8O>eZKP|*l7RF#2614x|Q(cnA0E#Vgj2>(nz&3yG
zLoyGqgk}`A=7d%ld*g0KUvP6ZBjl$YtYDCX2XnlNJ=gWXmL4^;Kx_mfNESAAe#OZ8
zcW8~}9M(p52b1X<!+|F*84(RQgV!wkqS$W?E_M_ea@Ij>=+Q3T8IP}%phow+CSf79
zQ$fGrS6zmtlEfK5;uzPf^szXvxrQI-_dA9NTOUM#jvG%Z1F_tgppvXS>Km6M3w>jm
zi3ji-0@3XV`I=CH<Yc*`Poh6!vOfhct96{UOSY|_zY*`4*(FV8qa+!!t$8%X^xcnH
z!3gUMs`({~T$BD*_xOy*uvD4#KwAd?0p-t%Ui9T>4m`7$gRj+i5i3FAGBiUvF|UIl
z6}o8s*xoh%@i@-;L5x~WyJ^-Zj4Ges3wmMK#5dIzsj;$D7GeD7e&}r9=M?>jMU*gE
zQ(Pn8^UV)V-n9cS2dVxn)fc3y6mP|`vUl?JAfC=W1LL6s4UM}4IVmOe$X-@<YqP@s
z_PV}ML6=x;zX*TZFVln@5ALmAIt5Qxt*&g`e3|5f&KK4#!Q1A{IxJ#01xZ?%UKIYg
z7AJRrNCLH_%41%X_3Ftt0*CY;`k&9|H``LIV!3kr65CKBFbDf}pJYUx_TYdP^AGVR
zcr9vvH8?cbC1X)&1Nph>LDUbAM_58$jS5Gyil0h4q!`_BYQIwk$`^~9T^ifutO}%Z
zO+<e1=uK3^*PFj3qn1Tc_3Nhz!&!|#<L|2T7)gnZ<j+-#>7c9d29F3jWWKiLw2o!X
zohT*FZXA0{D;1sJnKreYkkX*85pH1lEuvw?Z$GpkFIJ&Awwg=#-{~)=!?s~(hKdSy
z&RB^W9=<!6BHJjpX@q?A{jY87KPK?>UnX$;z?6<lMXFYf`hfn(oeqUt=gy?gZJWO=
zmj%3wA1t?v$iY8)yf<CKWGAvwUmDVbfdqwP)FFb*we~9=Ej#z0Zom4K^@>2<{_ruY
z&Ei1Y%OT;O9)#oc$-j1~i^P>cACg((Yix5{wxI!ajLOmq-d@6FY7>vw`g!0~*Bo05
zi7Z}Li$!5}<0*RiJ?CEcvC!pBBtkYhLznJ4N*o<UI)hFa-_%!G_Tcij`*K(%T`6RO
zv>_6CBDW2vEJ>Mtv2Avl-(YUZm<46>rIfQ6d!7dHP{-Y+!3%~}q+_6s4Zh@>Jux!7
z&pKZ^b>kgZKdE4SEv88jA#7oM{cs6n>?Whhyx<Ld#F9-$Emgx`(uy#ag|>eDwdm&g
zWmd?$vwYu>qScuz32(W}-k<zgS1ObAG7}(gQ65k^$&pasZz7jCaVx~cHyh;OCtrRk
zc8R|u>qSKu@VGf^HXh4$Ju^aT4x4D*9LlOnO?ah{hyUDHhjWEC=^s&%=nLS&qHAcX
zJ2&VcMlNzMz}-Cjs2mfI5gB~F?dr)R{XQ#=#eB3>HGJe(+z}wr3N42(*-RzzbMm7V
zz!-eN?DB51mXiC{$u~blgF~i|K5Z4eoVff=@49pACZZmIm)uRJdyn_sNGI7ip;^H@
z%ewj=f+^5Gj1@rye4M5H$+Eh}MfSYgVXJep7j<)uK87B<IUM#d=c^L5@h(d^hnk%x
zR)b*}-!X3T{z<CfOkhqZ=M}WI;j=(YC^6RC%9|wifd1jDhYT?2!(rh<y`gpA%bi*k
zu^PSYIw{}7dizWo+v?lcljo0D2lDs=Y@2q)3Z+o&>>wqD%1t%_)$mu{@!0+v1rpNX
zIl;W)ai3rb{oq&E3RAv2H6L%7FLFX>3+GsVmM>XA$De{!-an45TJq?_UT$3w?BsqD
zuzT@Q`s3Na==M_s^_`Ntf*0nJN89|QlYo8Xk6eO3TA|=eI#CW}CrB=7=dUav$>(#&
z^`i(5ZiQ}dgEmAHYLXHL^`g+%Hy$oT9F)ASW2mDu`}VIP%!76YO$nU+3$0__bywSE
z@`xqOvD$t8ssYnoXlA0nO7+Lgxj35xFG(MgUio!L1#tv;;6nRQEgbnPTl7$j{;sc~
zbb8;gL2b+8$UV~y?V^^>g>WaFIhP_KBuHah^+5<wo=^kz>)H3@LzG9T02GdKX>0(Q
z?M~kY+AW5rI*dMXT08!vr*d7S;Gu+vvUz+MkM4@MLmEpT0+`*EouYCPR5r!pNyf1w
zeZ^|{;(MO>+`-p^cxn^d<LT+bpn73@zk$id%BEv5Z35-p$InXN4WRRoj>(BE<fG4i
zo0`UyQvJa4pW?i&_zwlCOLy9yw%r_gYN|9Tbx_h;V8(1@r|jb)$wPIgDAk=XLdTE?
zhhhlIw}cm!jt*RUZa;mxHKSIlt>v9$+niK=yPT2QQ6cTApUyWG_)jYuLS2oL>Qau4
zAWl-6$tsV?tc2a(J02<XT<y<WO8SfXajTD>DB^LJjkkhI+vxLe-#lC}*O6quNas4K
zk6FyYVHR~Z`D@StAn#H>SiYDewAQM9F(=LA^zp+9hgWPeJhS6XBW|_w89B)*ZoFo>
zrZBz64h`Li#n3cV3o46xD7Jz)2$n3)s<6bSnBueMQz0{$*%U*+`D!w8J2vYBuH7|j
zyF+e7j<Pr>$-PQO5&fYlR!B0O4RGK84(0QJP}d*Iea0rDI<|Iq@S=Xqbe3l7Wk1d$
z&kRRDxtuh~3mbw&95l?DmZdN)*nzs4{(vsF$;rjf10B}mF#-j@Qfr?e-psxjA;yKQ
zn5PH#`^NrEJk3&VG>p^$cX}X`m2<ODFwKw$?Fu^h;&ZySaW$<Em+$md&j#49SDlZ!
z>grdM{n43&`Me?w7eh|<_)!ZjK-1tFK986LdXnsLiBly_>1n~}=%TJPO(ZuM?)v5X
z+NW$8$INBsN0j#x79!sjJ5>2EXSHHxc9)PtTUU_H#0JtCDr5w;;Pr{P10bfaODv6O
zU=kR3K5w+Z|8x4TckWnQIa2MC8B+(=((iXbVlOE1J23I*i2TS~>}tshMGkJCx%y@A
z8-V{!*RK~xs0MiiY9uV+ABLdglK=A)S#__+t`>8GUr8p^$!QPfZ0xc}I*LjEV7Y0W
zVfp=^tvp{{@`sU6v&lpC5B$JL`)<BNZm-zRBFiEjKUr)nRFO?VQ<5h*LbQ3OAMu22
zhQB7h?`pqG!s`|t+z%yfQ%yV3xLRGs+Qx4^0Bm*h)QIo*`9DXs6}BUmxB5lLvQf>*
zY$_70T3#LN8M};P@oH@BdS3swZ2a4gU@zNiqaP`aURgIP58njxa@u2(yLL(YVndg0
zQtR~HDuxM%Ij>?_WO9Y|RcfrB)IND)PQpwCe>-n<GW9&nC?e|_%bnIF&UU#6QgVtz
zK)6-iph^bRV1Lflk`~!sBu^~sNho-9C~(CLzj?D@$BG9`-rnE->*MA9KF!xIu{qCG
zo7S(JBqfg7d9Xs`fgRi><gMsjHsp@AaGC04#&`PftS3qk7}C{e-Orq1^iJzl$adF;
znQHSrar~JQ%<8Uy7ymklVL$~#v8$O1=v)MMOHM`?<1_q7prCclJiGahS*O*tK+!X7
z!E7CdMuLU`xwm0g7}xXpq3BqaiW{YZsz?rQ2ge9~{V29oFurbXt>|<{+4@@f5wD8b
zhV9TtjxTN=Ej{n9Zpzi;Ot*nnraVZLI}RQHT>u|KA$50&r*ETFI1KB`{M;oEwY7I$
z>a22Ac+;K6Q@wN3@%6?aE6>k!FcR~TL`~=fR1`jEC=3kjYx8Jz%&sNJ$NTzC7X=q)
zy(tf1=jp`HmX{Z@$}Do})x#0R#}jl&mTM?+LltrYKBn7-ejWN`C5gJvFkicA8Oigd
zVI)*>g4tcJ84T^^%k;ReW;An9=F@2w7(m+2B-eq_Q0QEPIx8+nxu@7A@fE`beOUoF
z?R=X!vMgG+$+~$U-YkFW$lcTf!ff<>0AIl&`<MHEg>DWIItE=V((4itWUi;PE1RL_
z*mo_gFXryQ`OYeL`<sgJ<R`213Ljlp7~=)#oeoMMOCud$c{C)}ReoJ)tm|X<I`h25
z4%;yvJRf-Vwut}32xzY*_f^7hU4<X?Io1mT{ZyS->AGV(edc=6!{^NtE-sp7^iQ9f
z$>?6IX1b;aJiM|$B5xu|>r35GjmC1!rf&_V$H<VwuVkO56B%CWG4pkB=*VQ0*7M|5
zugTB;(j9&tLAA9F8}pfhKxIm9VlCwfbQprP9GaadPTmiCRt6Mv;N6>~KTKzKT0Lm*
ziwUJ~4@sU9Zt9Y`oua%dcJ#BtGbi}wMQFk-ZSEaS@C}`XOml!NM$mHuZ!94NzU=N^
z9K2IEpLOEvk$At4xx(Z{!IwOTE9r61*kTx@nJ8Y+x<syo-e+m#IKoD;Fu|s$<dV*|
zbAY?>1g5Rit!nlKLA&rQllIhw5pfnb_d|?88dq}IsSJ;%W(+UdauRhu2QrVAsL5SA
zga|(u&Fk+!c+?c)J{HL##-!igPm;g3%`>BDu8~&+{1VS3KcM8H6G-M@32_>{{~+;A
zgK|11c&X!1&38RLY_mTxtdsEbxR8~UsiXqW)^3JuX>Zm7&UD%0N|zLMyfJa?I@+pm
z3E4MB?{_0GQDJ&h#cMKD>S-rN8TV3e*wV?^!Wl+YxyyC*aVh8Iy24H<(PyIb6n=7G
zUS+ydnvh|rhGx8K75}(aCF=5&R<Mpk8w`ikR;xGn<T$z-Cm&5G)Ruu}1a$}{#9`1m
ziev>&uh?Ae++P=4`PnwF4;P*KxTQG%VNa-L0lvE6W$8<uL1XzBW8$nDYDz}PMoq^R
zx1r4l0&WL7owkh1AU0tJUf>HJ&5OK?5?VHS)9I)-ApPD*J464rtpID%$EQG;E)B>O
z327jyxk83%A>M(Q44sB4;f-x_nGAY3-eTYx<*F1tza!&(uJz;K<)ll)=k6qNAlZyi
z7v$=gDP@T|YYVWhePhdceo+Y+yCMS};|VWR*V`X~<&C%*;4^)fujIGVbLwH7!x;RD
zQOD)cIT|4HJ?9#ZjN8qK%n|4mJT}=mg@5JAt{DCDGk0&T<td{|=s(c0Wn4QI>Wmp`
zOhmn|5B#6JIR2}nydY|2caxc5VF%VAH=dEyU7WGm9~)dLzHV=?Xp4(C7Q)2Jdv-$h
zsW<LN056U{RchK|`N_HLxPc@cBzq8AD+r>?D#;uT%SxW*fmP*|0k%KWgbMg5b2?Tc
zn_2uur{Fm*z&lD2_Phrh8lLVv9TGK?BN7Y6=(3x>&L6-A&COdr=h2*-KPhkX^3tvE
zbN%$JKMc^r_&}mA<u1y1i*GJ=dP(pysy^yYl|_9nW|NgvGc}<ft{&9>G@rp;>JV$k
z|7h>bqoIEMe?LO@#=gcRq->Lrie{9AB&tt#MoG3T5h-IvWZwxPCR?;1>&Q0tNk}L%
zmN8>#VVEh6cg@m$f4;x(?~i-W@Ao_R`#a~JbMHC#U(T4}y}e$~<spqXHf($0ADLy0
zK3WdYpcjC$x_y1-Z}<>RYsCHIq-)@1v#D^WNh&ES`qX*6oW$IyXlUoTtLJHfg+UJ_
zPYN*oCOS3gEUvH^Bew^|@1Sj$_>3}VGv@GaG;@Qc9PS<OaIlY^jnl2x5D>mo&$BDD
zm21QuLG42NI^V40>HrS99;^#?dL)KM(d4H3LWghB!g6R?<LL%1A$8GQcUT`Ph9KC@
z58PPp1C=GCU<&6513#~0tDf`j(_EoXUa7MnU;O-MU(;(bh)B*$(^CxCvhl|H-KQ8L
z{;0=^*E2r_x4X_QTYlWI?|<4Hv=giJTI2hr8!B#RybB#J^+xhxFkrC6hX$nt1~9|u
z*__7}bX%}}XR#|X%GOT$>rULI(u1wF&+?6S?Y{cMaB@Xf{c%nJ^YYS8FERnV2OZ!F
z0Jas_tG+pI!;#Zq1Ej5e^!xJ{-K;_l%;|$e8=@g6rg7<@g$bpqG*F_kLy9P7{2xdh
ze5kr|`16?DY+VmYeNL);m`H!45M9Ijxp+L2s|YI3=?2WdfR7YsQ-c@iQ*_@Cnz63i
zQGOa-=KO29G6VdI))gutKlWd3JFwELjZ%$_qLA+syrFZSDdc|GY~N;ptrT@naSgWb
zBBl3^#)`wRPq2Dx!FeA)_4L%;+Fi+gjn8(Scl<&e!p%;BYKK^riyuth6dqhptZp)T
z`SSazuppGufTOr+==0W(^JT5AyO%=rlfeu3G9bV@>9+U{DQtRZPu??stxMG3&QCi#
zvxWGoaiQN&RLF?FiT^80NI~HVbQCw6%R~dlEWa^^379#c8S4_0*bzmXP2ADa-w&p7
zpBy6EWEqtqrau0$JqB?KbLky%xvBIQRA^t90n-b34Vp(Qzv~B(u`0V6l`1L|KShj3
z6MDU&H|upIUGrmwBoEBL3|l*BG23GKWor=n$&Tp+^ioG~dn3uc5+k+by$ka$?hBuk
z%I_8CPdiP_5|ZC;og{TtoBw^X_v6G|mze1kTLif`^fcYN>X#~Q)%tkYzUZN|Uc+}Z
zl2;!8FoQkD;b;1=v%!7X1`aXRRJq(2qw?YQ)+=j@t+{22pq_V|-?EnO+5>?{rcovD
z)|M26=F1Wr*>;?&ZfyW%3;5B&{y<`IEjonJ9Ul;V+el9T)0g*2W^G+vL-O|zha^FU
z9o}8|w6bL?0nRLJPBumbsGAwW?4|Q*UYc5!a*3|n{LU2d<C#}HrgtM}UvIa!hP4Ce
z?>pKtqL{jzB8+Kd2Um)a!iApLe9ercVcv%;pPm!%vpyp+H&2v@G??mHo4yx-vrckH
zCeUirErirkQ-%&f5&@6QnI}fQTnJ2-M98~1pWgH7>f0JxRt1mT3T&631crna<EpU1
znDYQ~76?FS0*QXl?CK-4*_W$`%mCE@^^ku4as@Zn*?|jh9;A()`n-Anw>G_rxtEjA
z6$Yk9sG9w7eymqyqMdV&NIgyW?DDm7C5wIEH}$Tkt;%QowR~LObY`lEn^*<lPJcif
z)tzFN7(28UO@7lIExj&PmSHg;?|esFB5z;DfFcCIa)m~y!AbYX8xs_FgCT?%SdI#|
zo-~|0b~^w(xdeleEwo3+{n(FUq5>;<8qeqA{8^;ecD#{leSaWgovM`pwATSOOOj38
zHRn9{E5~;Abcx((Ug=rl3w^}TkMIAk_zHZ66Jfus2pb>&Ks*UD*st9#zoAq(jem(O
zgbt?TH)zZ52pivS)vtIvzh}co2L040wk(^*MK!#KCgrcU*ZfKvuUW?lVPKKDRCq$S
z&bo^u$<%QPsH05Qqkm0pFcycdJ-%zbFL|dzqEI5~Tbt=LY6yBCCDe_Gj6jN@-RKL1
zq}zb{kE@b$DZc8avI&vS8fjUF=k^Be-J1ahG?fNW!U!cUk<e<_8wg|GD2?8aN^+D_
z#3pqb7BqQS=sixU(wlcPZPd(nUa&DnIM2qYkAK}s#q1|pR|CX8vZ&EXZ4{9E<g25x
z!*A%^6P8u`cVklRsK>QV{SmdZ#@!$L<JxwK-QDTUoE2c+0eD`FQ;`WO5~+66b@l^0
zJ5u9Ox7C84gEu_YG>Lw`xwi1JJ0yXgt@v(vaEXDXx2q&GgB2s6FPgZ64N00Y^mD&>
z@<nt(cG-Es%Ma77iJG}t&_SH6GiDkljJ=Lc=E?&1>B^Iz2OHeKAr3Lpi7B^7Qj<6J
z)cNZaC&k}gGU~GwMo5PqSI12wX9Whx5~g-^SpQ|VCEb&LWh}j<r0Rj1ed0w{1Wu;p
zbpq=)M6i=OYMTFRD#&`p5g)nLvnUG`E^!=tJd7K;lkZ#F#JX1T#p;Ng=TB*`ogUu5
z{p}^R>*kkxdWDoODLeXRDs*<6qqnH->Weq{719%XY$hy+C=3~qv<tO`pn2$@xtCCk
z0PesT><`2|r8{~Wl==+8Ua*YoKr43dO<K!I;{k+X<Hu$(<V6zG5uZ=*^==;295&cL
z7&@Y~TiJE5<F||wI<802ZeYxHc@M7Yt_OVPX4zCdyz^J_SPOn15tj4rs(Y2?XpQ{N
zf!Fom%-clhttUZknkO-Ozzs3XNz)FOx8pi;vTNsqzE|I0&NdI^i}`d+L10%5(#R+?
z5hF%Vr0qOs9|l(oT5~Z<ntk%47Xy)36`wLhim<-)ktE32dqnQA*b_b8gq|OJw!n%?
zYzX=i-MxC_a=G5?=W}0k(8v=dt*!VyY5`Kp^D~f9CH_+>7D1M7_uuUAZU7scN70g;
z(wAGh;4bJPCiZjx({Ib8`D@>zyZ8#^pz2kp)E_J~OIq<7ts)Sd807WLWQ;*OV=L8^
zSF~uT>`*C<R=2r9eVv!FcK0g2=-7w>`d#m-h}C36o?rSEk@z8m0{D@z>niFK_0{yn
zWJUqCgoN_<J<KeUeG)5@Y>*ZY_xJM3&N}zGh>0cPnVuZnAINohoQo!nmv#JGF5pU)
zy?^K0ZPyPURDQNpgsw}!xmH-JxqD&p?DvcIHT#}93}OaRY#rd%Gd2P#3}+i(HIC~Z
z&G$NYSaX(7VyRrm(=%|Nj2hozQ9(7M9|bX>nvNqhTJ~qk%mP#Wh+V0y%eGmzH-h1C
zczH{<>%C6<`7!mYdEMUEs`6f65`&;;mgkUjyVjXiiOa_UB`|6s(9czvT*A|98yK=B
zRlQel-Q^3$-k!KHX|=;Ya$4b^kzX%v5BCHxRl~jwOjWP{fry^Xty=fc>1v;WV_O4#
zxPt^IYghOox$tQ!<VQuH=x3SVTOQF%xOfaN5dIv%xzZyFIJl@~-BT^@E_Mh%%v9vE
znBJ`Wv}q<KO^anO@Z{fHW9z%|FA2-DNZ4mH*_wYQH~**lm{#o=o^+Hw7xB6E-uvBR
zGS4`mA#97Z<95Mj3ENZKe<17ccf0@pFaKZhH~IHH2HbN&pJU2y>JOyek&-%`?Dg(e
zsqZeAf3^>ie}{wrEhzlU@?Z2jW1uf;>K`F}up}aATfq<=<&l{FEA;UcQ@uCsPvh%d
zqEj!mNPhNec6}^;^PgrU((WG*Rvrs<IHQ9(Nr(25lf>C-lcok#cvAO?s8i8;nUp9f
ze%^&tnlq1nD=rZWng66^#q+TAGc$ry13v2}Ne&HROKmM;nvV33eWY){k2VA|ZEfuG
zc5X`bDfB=aTC<3Go*_LkJlo#Vpw=OS^#=p4SRw9_NZzFj&-IL8GHkOpt0%EjBUgQ-
z(^rWn-+jJRvnjvNet_ncaUAkHBIQ>T^8x2s_g>69>#|Rgr8Acq0!i$P+UAvCTx80+
zKf((S?;YH;qV(6RVI84&()xUkx^!*k2oS}<5B<*U>!{`RpbKOgzCnEW4NHEB>A$1<
zYUoCcK*%@aJwgs@I?^@Z-t2J^rO%xtw-kWWWEd#y(sO~eAGDb!JDIN5TyGuS8aKlX
znZo^d+|&c|Bd$S)4BBF%2}I0sdVN1qAV3Al7<y9V5m)Bg^>KAHCVQ{d@xB_J(F?nt
z$BqtY#ac=8Oi!SSf5Snp2SsdQIu$fRdbo!4;5f8(NIoezCA?&x>zAg^!h>XAXO!TQ
zx6^L<k)!YBGb;$b!K4Dp_y)zNtU8(2qKoxloF5CW_)?^Sp9|OCvF%_#!tWz>%&5P5
zXJ$`Kf&4y~@{4x~MJrx{rejRHfs4_Uad9+)u@K+Tc>@0TFCTWYF{@Tb{?48!rHKI&
z`Sw?=_d5PJl1C8Ut#jIMx&_c7z+IL(+q3~Froa2SWtd8gEIeQ?GuSm?DS67&$3*>n
zT3XgA(aL9hziHqyYc*O^H6MRPL7fibIh!3v+wruk^ru8-0=;14W7WbRNML03pg8IR
z%}f3AscI4JJ8dEn=9`XrUePH$YLHhv_fMdjVKfu^6f<bbFuBtgPkP!!wTTO;^li7m
z&l%aC_101dT$+DETYRna_Q=}`owtGl6Vi@EEFbuz;SjVZ5RdFrcJ24r4}>qb)!J^j
zAX9V@y|=<|8nnBjO%jE9)Rik^&Ls#BL?@f^%lv>3)sy-umc3930Nz`)`k7gugbuEC
z{xaPjo%U)tOn@|R$$U0Za?UL6iuE@e$djez58ZI^NlosxODI(ZC$8;MTUftCZForj
z^GuT()zfDhP5s>qW9;8mXoC8XReASr`Z(?9Q=t0t<VzhcAKD2Y=U60I(S_^#)|ylx
zDsv;}O1tNN9=t(JNaqjt`XS_;(s{smxfr)=0W4s|Q-^iS6HqiL)Ym4u`pp3|)+Mi7
zD$ZdEN|C1a0-qi__LFyGgP{<%FVF$&HL>G~9Pjf`&*^iws!qDyc2h$4YR}@5+weXI
zO@DkrGhSgVq;x;{V1I<xoPvjUj0*#DL#2lF#DqHa)(@R_<zII#pS@2}c$k`)cO*N*
zIq72Bk<Ck$F_?^t9zrj;Qz-ssyZhi(B-gEK2bg_s$@r!;VChpZ7OcD9s)6wC2xeo*
zOsgkhXwvc>MhbkJG_?Ll_7w^l8oA!neFO;hT2{EEEa$+`%hB0hpVioRw%j}4wrXcr
zHUF-x(YJzzJinn9=vtN;X1W{7!I@sBWb*lYNHUP=;eQ~qr|yLLc~PPfC(o{4Yn)v(
z%{F8p_ON5i+8lJ#M8B}bI8_v2xz_)L4ptN$wq#!Inwr@hS#QA|#pCp(MiT5!xPKR2
zsS{8z<k=nso7#W3wg0WL4d#gdz9H8?Hg%^r_V<+PGZJaqbaLMjV1$}bU3u!M#nl59
z$`9`xrFULGB|Q}<(`I7c1nYF1k=c&MgrRNd1vEQwHP2%}iJ7sOy)YTH@^Z0=3CKVS
z^&hTw^V^BgPs*XbpI_5Wdyy|JVqy|oA-v7A{0Gu7lVWN?t)EMzZY6b}{1OJL6hqbJ
zvqT@tSgeiFdm2f`fQZgH;%;@_saMquqJR4AcIwYH!ZC~hT7&ZhqsIL(gKELkgeW7(
z#O3qv?Gl?|d*&92H4Ex+?Q=gC-1=GNq2E14r8>PY-#~5O`-ky?l<N#z#w9K80uN6T
zC}=rw9(F2g4%&(Px69%L(hP@Z4O#9dBCjSnH@iHX6zn(EDlXUBZ4PnXxf?yhmYQ<u
zoZ%j4M>FIG-}r$3`cQh%?;%@Mf1|6s=c}pO?3{_()kSJ}c(yshl1KhJVh!xvBodm*
z8$^~B`y9|kckMY!mNivkcyDaMo3}quCR>zGFej8lRX&FfD=8?)Tv6ZTU70P|Al#^r
zBPheUroavp5Bw;125bgA4osH6-^T56S<qN_{?zwX)!0}9rn?f6a74J2mK7%qK|BXI
z417PV>2n{=m5NG{*|d1#bn|8T+Oj<Xw~B9$H&gGdCqiiUqi3aOR>&#c;sM;<KsM_*
z`!awxbtKDh)zRj0ml=HDPPrO>*AIMZ78=p(qarT)xO=%Ry^U4fM-Vo>%5q{$r1oR+
zTm2;_b{}ts<2zd?w@1E~$EY8^Ywvcq)p6=5^+4gd!iF@-n5CH!m=ba+AJi5Ilp}!a
zABb=;r3@S~7g2x>mKp|jEBB>8{sSR?+$!85d?xSU;vvx#1~27K@0J+)Y76HTcYnZE
z<zl3bS*~UJmfpV9bFHoU&gy=2#;;gP=X9Eco`RMAgHnt!aPfsdvQ>cAP=@({*gdh?
zOo+#cZi8H;ey5K3S{$mQUFr<?d|(S{QQzRO4#L61EQ0iSi)I7zb291~VU+p=&`<JY
z+W>O(4vW?}JNkC_{>G_5JtIN;ekJ$lMxUbF`1@WK&i0$X8VB9`qr>R|)Oy;*I)Gq9
z#|?mcJuDF+DPfiQte={0e9`8V^qGFeSyK6H(Oxg55b3?!(mV`Jw)7te(-jb*An%vz
z0IQTOA#<PQ5=-ZXqUFoZo6aja-@l&O@bWuvj=2yLr`+HHwzT=Ly)MCCH=*fj_}2c6
z4zp}|t##{B8aMc4TjYlyLl*ZE+0tqh=m0VU*@UR4vnUa{oR<1|^4BS1;OE}J_G5Z7
zD+up_?4hGIn*5DX*JsKwpJ0#`P8H~5kfqTY4ec4kzdlH6rz5C0e_dR3v1&S_t|k8<
z^r^9`^_6R8>O5vDcUhRo%l$tv14zl+vdtMLVw#pIHdc9NPA+eqN+EGT#6x@ixr{tI
zatNjfq>TT?NyDh4^<Loy|3LPt(p$jIUion0J}?ohtSkA=Z&Nf$_w5b)40F+(t@|)U
zDg$N>UWp0ZNvyCAI5{E}(T88rZM&b`q@gXAg^Y@A+JbZg-IXh2-|ar4Jvxz~CE~M*
z)6v)7Kq`W{k2I_Z*ARW2Qx3k=eb>}bXrw{^A&SVB*utX51N@2W{AuvuF!<)Q#p0cy
zuPq_<uj3(+iG7(0Y%>OdE$wO!rbqqBq9gSF!Rc<Lwg!4c>Ylkdlhv!H_)tWZNOQ2x
zEd_+x(Ne^6jbsQ+fO`mi51hFinfDvPTAdPpkN}!|MLYJn7rS##>g)V0Jl-Cwpz%oQ
zQ^hgi7mcS6FYGmlK1CT%L^b1SYAjne0$64cdRocCooe)_Ccg~3bXyLF+n(hzxkl+F
zE3JL%HVsOm(&@!!o~s2Jz(opjPK2qYq6Ik8w<x;!!7V<2m#)QUW#5jH7V7eD-GmEr
z2IueWYYHR@c|rt`$NBgn+b}>Qo8FEYZ=a7)jQ=>3>ch}0yF(ob7&+TeM06{>CgqxB
zy>I{ieWLnpn{O+2TX1yhld#t^W5|*SDL=6N1K!d6bft(W8Kc?og|qK^@uW`z^Imwz
z;XQBNcaG#7=M7s9i|#VxzrOxkHkX<%a*;mW6{NR4=0Xavsj>E!><vjcE}o|v<9+Rj
zAR?g!oB)Wrmdr@Nh=l+%ffiVwXp^O_gmN&E-Bb;fx;Cfytx0ye-2C>Sa3w2k_euTf
z4%{64avPw*a$(DJo_D%exPK$>={$M0=F9J@kCkF!oXnG?Hw_Ez2i3KO8cHeh(8o`L
z?*dKqL@F$q5Qw{vlDloINkd4|0~3=xKh~oGsf|gL^RP_Y_fm_zoerKy6EWXD?VTQ{
zSw7`{RE%g?A|!$G#+g^^4Zyv-Gj8;f(f6dmm!#3>;#C7ZI-wQ`#8HDbl?a+A^c^-G
z*E}9e@P*CEF})a$JvDG6F{x7wk*`01_>JmDd`F=5l5?%9v5<7;idl|fp&QhY=fme6
ze}X}$6rIdW;gk`4>-o?(0oGDLa6DN0cIKb@QVMfFr+jH`>tdIkZk<NXod5o_GR~*2
zc)o>*DkS}W(Wj!psi?>L!WAOJh7eLyFA<VXvwd9H^wm7Y-`{EZyjr&M?GaZT{9+C)
zBHKG3uf`yc6K;}c!<OK^1X;8=5Ko`#v;R`6I)ga$MSO9AcyhGXFl<EU`>w{fUyQ9%
z<_~@)?sfcxqT7!rVr39|n9(9)Km5T7wE)t1Qt<Ydr!jV7Z8lCpva2gTMOHJuzFFdX
zHdG#sS+o4n`+-D85G*c$&a&oyL`Vbi<pD)mKbGR&Ox5yr-zF1sPO^-l*~Z7mh40p_
zGaKmwLtDz|V-0PbQuKMQGNV4>r;WP{=|Ee~;>=$e<dB@cFJ+LygPwD)t2gXlUU7N_
z`Nd0x6NBf%m^KaXxd+g9r#fNO;DpdcS7(2EWROW)(6(>&RYg<VTlclVT;S2QKFQ*^
z%=gd?tUTL<Zm>j7?$%##Ynx&tuLWH)@+9~cot9jb35prhF6ZS=2mByXKPMssk#lx^
zzk_=SF!Z4o;3P%l#hf$S`lW51i+|3zSY_&=gtsCg&d!DA&jLr<`1K$fT~o~O0F0ru
zjO|B3K$u!UMKMhhv}!^FSV5k6CqvgO;aRVWtVm{6*{#Ia-{bz~?K2MnMlW5_ntzYZ
zuG#e%b+%t7%hk1W^#H!PBa^ddND|{)5xd)MA1mYBcZpkX(SGl_I+zhy(>7{1;X3qz
z*fJDqQS~iAcccBGu3qVk-sZrpb@EmTd&X0o5mPB~ABB#5(SNl2ARW`NG@Z8**b*R;
z%B%7E6TOmQ=vtws<ZSMJ>-~MyBeK}fE#Tmt9%$k)-3TF0LSN{dK(7a?4HD>CbFOo?
zy!yVC9j$HqBlLrM`73lF_SQ<Dc5Q8p(|N(9lK@K$txCVHxcMxaf))IhTKhJl-%p2B
z@^a^h8)?y8YrY2mBS@WJqT5@r@BH3U6J{&eTHwx+xXCOH%sU1?d8nk$`5QumVf0G(
zsc$~Bs#n4tnzyNRYi_l5kMN;uu0AK1VY3FzCqMv8@+%6$m3M~80=OZSeFc{pWmDlI
zf%>*3Z{W8Af^S7IAdNRu4tSpygg$z!FEGoMi=1IL12&WrgB}?455&s`DHeHe#9zl@
z@#y4XgP8Bb--GkbKb9m%nC93*G>Oo7atk?$5LgUNCi69SDcMcj&J+M&Hn;AvFL$gd
z;qGQpR6+u2VXXgxebUgj1dT8Eu}=pFhxDz_kYGno6TE{-apxw>7}2c{jmBV(@7aS5
zA3#0I;O#Z9M+MHjLA`x(4ZRne4LYbFakTsN;$;r#os#2zpU25|@=#qxq5{T+ZC}*k
z4itn3l_93QnK@UlWF6F#urV?4wuCyPc45TPk>K5!W>kZjfi-)?`7K2ipA?Ub>R(i9
z?aI7ZG(B5+WY}nIRPF5zjd{I!sm_EepNt`xlnJn|3WACL0Vn$N&qmq5$u0jC?e<^(
z9`7G8s{0>jn*K$a)PF{$`mei>AO-b5e0MsIq`8bKp({~FxrdG>I?nu5sF=E~e87N3
zvvX)S(XGwe6XLoSiukr$O%uXu!8o%WCy@b8gn&6*>QNZK<p8)6o*lc{xi4|RB_fZ%
zvOr(8tIN0APdzFza6<dYlfN#;5Cb54Qn^C2&)Lo$xMh!QMlpy*VCZF2XJWq=-6>jB
zNK>uKn02EbyD}_XBV)!35$0&szsdXrBcc?;VHr5Z+Z-$<Y4Ubgz+eI1Wp#@=_7cSI
z;@5?=y;t{dw$GcX+>Si;m`ZT}@;9ECm$Ai6WZ)CQBHZ=J++L(O#v}kFE6Oe5ME%|j
zm#-5o18O~(4sC8_i;b`*>mS#Sd=mP>)60rtI@2}d*ann^%LAqSKtC0hcH(R|J!#9R
z>y}YlZRyOYX#TsT@+07scCY&J^A%CY0zjmn+&~_Lk$kAn32~~OKy`&}@a_gMk;rF#
z+b8X`T1J$hPyTfY`8=7@W6LJz66CMq_Hwef$wGh$lMH|Y^?00$8&Zs>b9;6(kfy}d
zVBQ-RRynwfoje`#R*>}96D50o2uBDY(5JDf2%$E5AU@TIz&~u-aLx!0T`1Px{$3n0
z_=q<ilcxWse%OvAvSgQODzXgU&6Wf#Sf|hzW<YGk8urMd$d=^j&1TM#UAAMK&kt)@
zyI$z{%gcG*%IR=r+Vvrh(NP0p2iLoKXTWPx((i@Z>7eGhw)%aNPx!NjMNVw;+*doU
zpwjYdjwO=Ic(E)nG)|gvQn~xFrGP#Zi^>hI{CZzLiN#-hTc<a2G3{QinG#t6t;{k5
z)~UFD)NE=WSCe6!Xv*^x2#2$6mQSAaPT9FwN<R8EkW<l;V^S!3+F9<dj)u-#ikT^@
zzhQZ67RUTVCv1H6W(c?f_m?u06qVO1m?-fDtS`z>ilkoGsIziN{Eg?qCy>g9xB2#;
z$ymQklJU@@D5D?|13~YeptWqJl<MPiHr1jv3#z{=-jhAs-J!Oo7W(Rp^10G#e{1B%
z4hwEU&vcpQ>P7w-XatL3T~wPe<;|w>R&^`js-L%@$<;)yiq_L<e5fqQEf`*IXiLFQ
zMWqXnqMu$4&TQ!dsSyqz;A)|X=I?dNecC#G><Tp=)n^B%DQ`H*cvb?$WTY=N86^xJ
z=^`xDG>j5xy~e0c4!m7^fPA^zD}-))Z>*hqwjg5dud~AAS@O^JE&F}f-4CC$qY(PZ
zX_x~*A`2<zGw=r@PBS|6b4wDLa=VQ?c3t;+hP-F9xpr#QvE*6t?7}2d&U-LUPa-6+
z!G)1;F7q_!MW@CcFdLhw=z**3eYzeYcgx?{_?mTVfAn5)wUZ4QUWyO1jxMdh9%h><
z;b7fjXg5v<R~k;!UaC)D)MFr%(1&hS57#*b{7&wiZ1JrNQftjOY`w**FTIG@*?5*!
ziBRl9GE;%iRJ-JEV~~(~nKF~^N_iSjB||e6fZPEatvPq6FShr0nTM`kk}a}*GoE#&
zbuVqc_PY-)kX|sf2)fR4_TVmk#)Ex{&gp50>m?a=#kb`8J6>*7hng~m)pxqjpPz)R
zl)ROH%x;+ikB{8a3y?U<j08h}@>Hzw_>zgP;z2zeXV1=G6Am|B&Rdg)*9<R+moy%?
z*tbbCLu7G^*mBfh5q3~4YY9sXW8_kl#~w}uFpIhgvQ0H#XMl)UUqu-bU&ixF%$Am0
z$%?8n?q3b;fxMo}Jp?FX4~C50Md6ef1}F;*xGdB)$R#zGs2Dc4M(ghr;~ftcbXuN2
z^HRQM-s{qZE4FttvgK&ibTVaY2q}d&=im~WK!A8e(Zk<6$*{o_ZrB@*vW=Fahh0?j
z2D=`g*+{Y)9Z<o1fxxQ%x1xaoOE^Fip4_dvj%~7xzdbGw7;`1MG_9s?QYOH%QL}0%
zcc#^Iwfg%t9$IVG?%^XBqF-$JL$uWf<XpNk;+}bYk=1_gpU<4K_Vb-glBH6_A5o9I
z+JAUsSN^{EcXsDyz$Caz^LR43rL+ayxgo&ua&*Xq7k$rttWUj?vYhRQX{JbCrd>&8
zKCLXevAvzxbnl?suIGEKe|In|={v-&<nH4@6g`oW@a%b{N$<VUf;%2si~~9AVhf$J
zU)x2TZoC7EZisd~4A*{Kw;F5;fb!QNIWS<gAxEv}7>}S%u`M`HI+ZB!bgnF?q%)v;
zI8bij<k7D*qvHphYSoKQeqr9FJb2kgG8Zkl0@GK30OSANIHKK*QIs9@OHo1>#;SEH
zaP@V8GP=#a!;3ESi-!u2hk?NcFY=t`Qfns5zz&fOAJ9%sM-F%>+RWDPFSuZFsUS#C
z#aU`ZXS1ppr?b%`>9f5)gi)pA(zojs(Ff=|Nrvm=vU=I!(!bptL%L|MUdP=GG-?Y|
z_g}o`*%)&N3Q{5;{ek>9K|zi)<X1!@TpI1kDU}*PN!L|?F^qz~J3A!3mfLgtEsO0`
z)5g=ZaEIQ%iB!TLhU|sHL4Dz0@Rn78E8vZWq(s%+aD3TIx9j^6(2g3kOS;$k;-xDQ
z8~D_1jPhMI#c6+Ad-z|hGg*e`d)@B0No!d>f%;`Ge;$OUf}weGFI>@2Zswj{A6y&^
zJDjI;%5BuOUkp~xVk`YG4+ui{PMwp5EU!8>wODI(7Xw84)G~p_!#abEsq3_+LKCsO
z*~cp_Lw890ZyMUC!>x-Sb-(95oMISUcrNd4sgUO|0}g&BSaU`m>lAlPc8qnxoT5z@
z%oKNx4DP1`IJ+X<bMRNa(ha%;zG^M5PI*puW47LXTv6meUxV8+d6_s6tb`f*1CcW|
z(kqE9vWQ<{7RXhpeOPKwF-guLxkhB1Wtn7UTueCE06S>N^WzU>qkb8#f<}T0WA2hJ
zKHbPJwN#XTG&lI!tOt3V$zlb3m6n|<S`EE^XC&r{_)}B<%dhQp>08X(oF@nqwr)4D
z#UN1sK+?PS0zVuA=0?O0On!4$vwdH7e?irHL*YtFp4mp2lHv6romnqv&zM>-p$SHt
zrDE^ncDEEl`%MT!!}aS$*YP*j$Y(y(t_p$y5FZEemr-#I*Ba9Y;%z&!$n0x>tGc8`
zo2xGg{qR{T^={x_b6G}PQsyF$R!5FHEY7~o(~c{>l5c<Ey(mfyGl6Rn7({+j>h(AT
zM0?+<LEA7Q8cP+69U2?_#;V%K4MY8NEG172l^=_>K4hP)CaZK|!VMhC#po=m-Ntds
zxDZ&fLJnc&fc}e$V;Lnc{8ZFF*m9mW;!V<0`9uW@R0U77N8dhv5nG90fXQ^LqYXL9
z1RolbD-kU^?)9`dTCSg@Q4BlE{2je`UYPbe^|+XNqw=WPjsDj>ohS-%V~PQz5;Jcj
zGqJ4~2!YQ66m?SXltm&hcp3&ux+PdXTq#bCSG88pl8^o+eb9bS*s=_H086rD4iqrG
zKzTa-Czc10>s91)8R|G1cMGgg{NAKJw1BiJXccRm?d87!3(c{AN#OknO@=ki(Bkg0
zbRsK;Ncc=sIVujU69xmA&+a(dz4XWL&rOU3&G7B|=5Sm{UKo<;{|w#^7g~40#vqq!
z$l``LsnL7^s_}#7xpdVv&(tuDtQ6UJp>Lmu^J2EmX$Ag8V~GQBK+7iqEX<ui4br!I
zjj^Q0Gjr1-sjshJ6v^%hX&U(S4s%T(#HURa{nx|)e_E&b*Vr+q{+T%dX;H=-QLGbe
z%=8ii2~H=1L~O0=ljPvqO+B4D7o#Qh99L_FES?^6hcD%pM=HH(si3bu79$nR2SPel
z@rliMolBjbEKZ)^I9gETr%;v0Tnf5#4FcKA<56t^xog=6zYoSQxO|Za6c75~L`Hm>
z-7Vd@xzys~Sf9cx%IuNk>sj6x&+>YD#fZ59wsb6Iyk}g%VhI{wbnN}M{DJ)2c&YJQ
ztl5muUK#^AR-w^O%TIdhZNQ?MD@Z7l<&Gg$Ox?jTojiyYD7oXtGL0bkp2#Q*OuDLG
zE=b$-N`p9+%Bh$7XZDSM3Ip|L?PXVZ5>B*JhLcWJK6%4RkI>wrl%8rDC>=M__BzMl
z;kDzJ(^foxpqww7DV+G<%g3!4;vNw8+(spYpp_cmmtl9i&SHJ^3PU`;N%@{N#Tztr
zq^Z0dV9k_+P$L!gKcGfi@udc>;Eo%I7LZo__@Fef5-)e>PI92;jTG(V%5*1{E3NsL
z-)4I(GXj?C`^XvH3MfIeGo40AYHrSbmvKCGh+)%Q2UI2JSk3vV9qd`6cAW*;Uo%Vf
z8#p>IGpe)WBSsnoqG(_4w$lpudZY9^t>WD|p}OnY+18M})6YYM`0jgrt^aZlmAtKM
z+3&If^P36}@T=7;pC4X3bwYl{{mqqv&<2G|f*Yr5{SWd!q#MVY!s&B;igqz<8E;NW
znQw@0O9`P+eethD6X;>*m7DjPq_*7M|Lxy(2t58j7sS(^29?z!j40*}vWd_m=7E)9
zAEu|dU|K>GGzo2`QFCQV;eX|<S&MpR$RAkfuM6mYj}SoX(usp8adzPQZM&w(sX+$@
z>6;^nyKKWE<R6?%UFl30_B{Q#(*MG7)5pIDLBE2KN$`Zus!>sCo1IbAaY+AxhMIFe
z9Z>-t9mndty<V3(1+HZr86_LMvUh)d%{CfE+1m5PL-PFw+JKUd5Yx7vQnk_z46Kka
z7qvQElhg*`aW%9TD2>EX9Ai4YmxG1S7K{TRl206vsfV3y|FM?2QCoAi!40Qp?6k6&
zRI!sXcPp=VxQ-X3xi!&Y%!K^6Kd8j`s~_vPKh6e5?QL@LI8&%2Zg-Q>vG1Cbn&gul
zv*EF5ehUbCo&JM)frG=yL~0KpAavLR)yZa@tjmbc^M|FBx-H$cv*{CCDwjic&jfZ{
zR}#`VS{g8j{9k}wsC(e4ddMHwAh*$5i#{@e+2ijaY7mL+p9w>K`h@lK*V_NOZDGyI
z+cjG|x9gSiC(*||9#O&I!ZOB5qUr5##{<EQPR{O7=1^V8+t58?YbRzFw*Th71#*hG
zLfi?L=zJUl+b_OOn5{~G$-UmXb2xZtDYu95M&^~!=|O8qmX(ZVFLIW+1m-@g7X45H
zZ2jG_MY(G3qbjbc#c?VTLYgHj*?D*LuPn4!o0tuc<0s7c|2>EEpY;j;KQik7MKIQX
Tf{X%T>;DJDy?^LVe`fy&sC}w|

literal 0
HcmV?d00001

diff --git a/lab-p13/practice.ipynb b/lab-p13/practice.ipynb
new file mode 100644
index 0000000..a39ac33
--- /dev/null
+++ b/lab-p13/practice.ipynb
@@ -0,0 +1,867 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "115889c5",
+   "metadata": {},
+   "source": [
+    "# Lab-P13: Analyzing World Data with SQL\n",
+    "\n",
+    "In this lab, you will practice how to:\n",
+    "\n",
+    "* write SQL queries,\n",
+    "* create your own plots."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "daed65a3",
+   "metadata": {},
+   "source": [
+    "# Segment 1: Setup\n",
+    "\n",
+    "### Task 1.1: Import the required modules\n",
+    "\n",
+    "We will first import some important modules"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e59b7bdb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# it is considered a good coding practice to place all import statements at the top of the notebook\n",
+    "# please place all your import statements in this cell if you need to import any more modules for this project\n",
+    "\n",
+    "import sqlite3\n",
+    "import pandas as pd\n",
+    "import matplotlib\n",
+    "import math\n",
+    "import numpy as np # this is *only* for the function get_regression_coeff - do NOT use this module elsewhere"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "97a3f1e8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# this ensures that font.size setting remains uniform\n",
+    "%matplotlib inline \n",
+    "pd.set_option('display.max_colwidth', None)\n",
+    "matplotlib.rcParams[\"font.size\"] = 13 # don't use value > 13! Otherwise your y-axis tick labels will be different."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "75adca21",
+   "metadata": {},
+   "source": [
+    "### Task 1.2: Use the `download` function to download `QSranking.json`\n",
+    "\n",
+    "Warning: For the lab and the project, do **not** download the dataset `QSranking.json` manually (you **must** write Python code to download this, as in P12). When we run the autograder, this file `QSranking.json` will not be in the directory. So, unless your `p13.ipynb` downloads this file, you will get a **zero score** on the project. Also, make sure your `download` function includes code to check if the file already exists. The Gradescope autograder will **deduct points** otherwise."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2bb742ed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# copy the definition of your 'download' function from P12 here - remember to import the necessary modules\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fe96e53b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# use the 'download' function to download the data from the webpage\n",
+    "# 'https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p13/QSranking.json'\n",
+    "# to the file 'QSranking.json'\n",
+    "\n",
+    "download(\"https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p13/QSranking.json\", \"QSranking.json\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0023581a",
+   "metadata": {},
+   "source": [
+    "### Task 1.3: Create a database called 'rankings.db' out of 'QSRankings.json'\n",
+    "\n",
+    "You can review the relevant lecture code [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Michael_lecture_notes/32_Database-1) and [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Gurmail_lecture_notes/32_Database-1)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "270d8da5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create a database called 'rankings.db' out of 'QSranking.json'\n",
+    "\n",
+    "# TODO: load the data from 'QSranking.json' into a variable called 'qs_ranking' using pandas' 'read_json' function\n",
+    "# TODO: connect to 'rankings.db' and save it to a variable called 'conn'\n",
+    "\n",
+    "# write the contents of 'qs_ranking' to the table 'rankings' in the database\n",
+    "# we have done this one for you\n",
+    "qs_ranking.to_sql(\"rankings\", conn, if_exists=\"replace\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "84a77c79",
+   "metadata": {},
+   "source": [
+    "### Task 1.4: Read all the rows in rankings (the database table)\n",
+    "\n",
+    "You'll have to use pandas's `read_sql` function to make a query."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a300adde",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'rankings', display its head\n",
+    "# remember to display ONLY the head and NOT the whole DataFrame\n",
+    "# replace the ... with your code\n",
+    "\n",
+    "rankings = pd.read_sql(\"SELECT ... FROM ...\", conn)\n",
+    "rankings.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3e4d16ee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run this cell to confirm that your variable has been defined properly\n",
+    "\n",
+    "assert len(rankings) == 1201\n",
+    "assert rankings.iloc[0][\"country\"] == \"United States\"\n",
+    "assert rankings.iloc[-1][\"institution_name\"] == \"Wake Forest University\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b09ee5a",
+   "metadata": {},
+   "source": [
+    "# Segment 2: SQL Practice\n",
+    "\n",
+    "In practice, we often are more interested in writing more specific queries about our data. For example, we might be interested in finding institutions in the *United States*, or data collected in the `year` *2018*, or both. With **SQL**, **WHERE** and **AND** clauses can help filter the data accordingly.\n",
+    "\n",
+    "Before proceeding with this segment, it is **recommended** that you **review** the relevant lecture code:\n",
+    "1. [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Michael_lecture_notes/33_Database-2) and [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Gurmail_lecture_notes/33_Database-2),\n",
+    "2. [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Michael_lecture_notes/34_Database-3) and [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Gurmail_lecture_notes/34_Database-3)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9cebe083",
+   "metadata": {},
+   "source": [
+    "### Task 2.1: Use WHERE to find institutions in the United States\n",
+    "\n",
+    "* Write a query to select the rows from the database with *United States* as the `country`.\n",
+    "* Keep only the `institution_name` column.\n",
+    "* Save these institution names to a **list**.\n",
+    "\n",
+    "**Hint:** You will need to use **quotes** (`'`) around the **strings** in your query and **backticks** (``` ` ```) around **column names** as in the example below. The **quotes** and **backticks*** are only **required** when the string or column name contains special characters or spaces. But even otherwise, it is a good idea to use them to be on the safe side."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "64012949",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# we have done this one for you\n",
+    "\n",
+    "us_institutions_df = pd.read_sql(\"SELECT `institution_name` FROM rankings WHERE `country` = 'United States'\", conn)\n",
+    "us_institutions = list(us_institutions_df['institution_name'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c035f899",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run this cell to confirm that your variable has been defined properly\n",
+    "\n",
+    "assert \"University Of Wisconsin-Madison\" in us_institutions\n",
+    "assert \"Tampere University\" in list(rankings[\"institution_name\"])\n",
+    "assert \"Tampere University\" not in us_institutions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9fe4da4e",
+   "metadata": {},
+   "source": [
+    "### Task 2.2: Add an AND clause to find institutions in the United States with at least 70 overall score\n",
+    "\n",
+    "* Copy your query from Task 2.1.\n",
+    "* Update it to only select rows with `overall_score` of **at least** *70*."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "12f341ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'good_us_institutions', but do NOT display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "25e2d3cc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run this cell to confirm that your variable has been defined properly\n",
+    "\n",
+    "assert \"Massachusetts Institute Of Technology\" in good_us_institutions\n",
+    "assert \"University Of Wisconsin-Madison\" in good_us_institutions\n",
+    "assert \"Wake Forest University\" not in good_us_institutions\n",
+    "assert \"University of Connecticut\" not in good_us_institutions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cf715227",
+   "metadata": {},
+   "source": [
+    "### Task 2.3: Use an ORDER BY clause to display the top 5 institutions by academic reputation in 2019\n",
+    "\n",
+    "In addition to **WHERE** and **AND**, the **ORDER BY** keyword helps organize data even further. Much like the `sort_values()` function in `pandas`, the **ORDER BY** clause can be used to organize the result of the query in *increasing* (**ASC**) or *decreasing* (**DESC**) order based on a column's values.\n",
+    "\n",
+    "* Write a new query to select rows in rankings where the `year` is *2019*.\n",
+    "* Use **ORDER BY** and **LIMIT** to select the top 5 rows with the **highest** `academic_reputation`.\n",
+    "* Save these institution names to a **list**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "763304e0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'top_5_institutions', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "404fa832",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run this cell to confirm that your variable has been defined properly\n",
+    "\n",
+    "assert len(top_5_institutions) == 5\n",
+    "assert top_5_institutions[0] == \"Massachusetts Institute Of Technology\"\n",
+    "assert top_5_institutions[-1] == \"University Of Cambridge\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "13e1803b",
+   "metadata": {},
+   "source": [
+    "### Task 2.4: Order by multiple columns\n",
+    "\n",
+    "If you print out the resulting dataframe from your query, you might notice that all 5 rows have the same academic reputation. This makes it hard to compare the universities, so we will add some **tiebreaking** rules. If two universities have the same `academic_reputation`, then we should order them by their `citations_per_faculty` (with the **highest** appearing first). You can do this by ordering by multiple columns.\n",
+    "\n",
+    "* Copy your query from Task 2.3.\n",
+    "* Update the **ORDER BY** clause to add this tiebreaking behavior.\n",
+    "* Save these institution names to a **list**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "26f5a433",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'top_5_with_tiebreak', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c5b2382b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run this cell to confirm that your variable has been defined properly\n",
+    "\n",
+    "assert top_5_with_tiebreak[0] == \"University Of California, Berkeley\"\n",
+    "assert top_5_with_tiebreak[-1] == \"University Of California, Los Angeles\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b991dcf",
+   "metadata": {},
+   "source": [
+    "### Task 2.5: Use GROUP BY clause and SUM aggregate function to get the total number of international_students for each country in 2019\n",
+    "\n",
+    "The **GROUP BY** keyword groups rows that have the same value. It is often used with aggregate functions, such as **COUNT**, **SUM**, **AVG**, etc. to obtain a summary about groups in the data.\n",
+    "\n",
+    "For example, to answer the question \"What is the average rank of each country's institutions?\", we could **GROUP BY** the `country` and use the **AVG** aggregate function to get the average rank of each country.\n",
+    "\n",
+    "* Write a new query that uses **GROUP BY** and **SUM** to get the total number of international students in each country, using **WHERE** to filter by the `year`.\n",
+    "* Save the resulting **DataFrame** with **two** columns: `country` and the **sum** of the `international_students` for that country."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f31786c4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'inter_students_by_country', then display its head\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9c84f12c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run this cell to confirm that your variable has been defined properly\n",
+    "\n",
+    "assert math.isclose(inter_students_by_country[inter_students_by_country[\"country\"] == \"Japan\"].iloc[0][1], 280.9)\n",
+    "assert math.isclose(inter_students_by_country[inter_students_by_country[\"country\"] == \"Australia\"].iloc[0][1], 1895.5)\n",
+    "assert math.isclose(inter_students_by_country[inter_students_by_country[\"country\"] == \"United States\"].iloc[0][1], 3675.0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "06ecba29",
+   "metadata": {},
+   "source": [
+    "### Task 2.6: Use the AS keyword to rename the new column from Task 2.5 to total_international_students\n",
+    "\n",
+    "Although the dataframe does have a column for the sum of international students for each country, the name of the column looks strange:\n",
+    "\n",
+    "```sql\n",
+    "SUM(`international_students`)\n",
+    "```\n",
+    "\n",
+    "In SQL, the **AS** keyword allows us to create an simpler alias for the columns we create with our queries to make the resulting **DataFrame** easier to understand.\n",
+    "\n",
+    "* Paste your query from Task 2.5 and modify it so the **SUM** column has the name `total_international_students`.\n",
+    "* Save the resulting **DataFrame** with **two** columns: `country` and `total_international_students`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3947be0d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'inter_students_by_country_renamed', then display its head\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9e114959",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run this cell to confirm that your variable has been defined properly\n",
+    "\n",
+    "assert \"total_international_students\" in inter_students_by_country_renamed.columns\n",
+    "assert math.isclose(inter_students_by_country_renamed[inter_students_by_country_renamed[\"country\"] == \"Japan\"][\"total_international_students\"], 280.9)\n",
+    "assert math.isclose(inter_students_by_country_renamed[inter_students_by_country_renamed[\"country\"] == \"Australia\"][\"total_international_students\"], 1895.5)\n",
+    "assert math.isclose(inter_students_by_country_renamed[inter_students_by_country_renamed[\"country\"] == \"United States\"][\"total_international_students\"], 3675.0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "79fdda0c",
+   "metadata": {},
+   "source": [
+    "### Task 2.7: Use the HAVING keyword to only keep countries with more than 1000 international students\n",
+    "\n",
+    "In addition to **WHERE**, the **HAVING** keyword is useful for filtering **GROUP BY** queries. Whereas **WHERE** filters the number of rows, **HAVING** filters the number of groups.\n",
+    "\n",
+    "* Paste your query from Task 2.6 and modify it so that it only returns countries (`country`) and `total_international_students` with **more than** *1000* international students.\n",
+    "* Save the resulting **DataFrame** with **two** columns: `country` and `total_international_students`.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8bc00cf4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'inter_students_by_country_more_than_1000', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a1c5be56",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run this cell to confirm that your variable has been defined properly\n",
+    "\n",
+    "assert len(inter_students_by_country_more_than_1000) == 4\n",
+    "assert \"Australia\" in list(inter_students_by_country_more_than_1000[\"country\"])\n",
+    "assert \"Germany\" in list(inter_students_by_country_more_than_1000[\"country\"])\n",
+    "assert \"United Kingdom\" in list(inter_students_by_country_more_than_1000[\"country\"])\n",
+    "assert \"United States\" in list(inter_students_by_country_more_than_1000[\"country\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d83309db",
+   "metadata": {},
+   "source": [
+    "# Segment 3: Plotting\n",
+    "\n",
+    "SQL provides powerful tools to manipulate and organize data. Now we might be interested in plotting the data to engage in data exploration and visualize our results.\n",
+    "\n",
+    "Before starting this segment, it is recommended that you go through the relevant lecture code:\n",
+    "\n",
+    "1. [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Michael_lecture_notes/36_Plotting-1) and [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Gurmail_lecture_notes/36_Plotting-1),\n",
+    "2. [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Michael_lecture_notes/37_Plotting-2) and [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Gurmail_lecture_notes/37_Plotting-2),\n",
+    "3. [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Michael_lecture_notes/38_Plotting-3) and [here](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-lecture-material/-/tree/main/s23/Gurmail_lecture_notes/38_Plotting-3)."
+   ]
+  },
+  {
+   "attachments": {
+    "bar_plot.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "d27b7c2c",
+   "metadata": {},
+   "source": [
+    "### Task 3.1: Use a bar plot to plot the data from Task 2.7\n",
+    "\n",
+    "Your plot should look like this:\n",
+    "\n",
+    "<div><img src=\"attachment:bar_plot.png\" width=\"400\"/></div>\n",
+    "\n",
+    "Make sure that the plot is labelled exactly as in the image here."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5e4dc5d2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# instead of specifically plotting just the DataFrame 'inter_students_by_country_more_than_1000',\n",
+    "# create a general function to create bar plots\n",
+    "\n",
+    "def bar_plot(df, x, y):\n",
+    "    \"\"\"bar_plot(df, x, y) takes in a DataFrame 'df' and displays \n",
+    "    a bar plot with the column 'x' as the x-axis, and the column\n",
+    "    'y' as the y-axis\"\"\"\n",
+    "    pass # replace with your code\n",
+    "    # TODO: set dataframe index to 'x'\n",
+    "    # TODO: use df.plot.bar to plot the data in black with no legend\n",
+    "    # TODO: set x as the x label \n",
+    "    # TODO: set y as the y label"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e21ed94a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# run this cell to plot the data from Task 2.7\n",
+    "# verify that this plot matches exactly with the image shown above\n",
+    "\n",
+    "bar_plot(inter_students_by_country_more_than_1000, 'country', 'total_international_students')"
+   ]
+  },
+  {
+   "attachments": {
+    "scatter_plot.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "0adf3bdd",
+   "metadata": {},
+   "source": [
+    "### Task 3.2: Use a scatter plot to plot the relationship between employer_reputation and academic_reputation in 2019\n",
+    "\n",
+    "Your plot should look like this:\n",
+    "\n",
+    "<div><img src=\"attachment:scatter_plot.png\" width=\"500\"/></div>\n",
+    "\n",
+    "Make sure that the plot is labelled exactly as in the image here."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8eb6036d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create a general function to create scatter plots\n",
+    "\n",
+    "def scatter_plot(df, x, y):\n",
+    "    \"\"\"scatter_plot(df, x, y) takes in a DataFrame 'df' and displays \n",
+    "    a scatter plot with the column 'x' as the x-axis, and the column\n",
+    "    'y' as the y-axis\"\"\"\n",
+    "    pass # replace with your code\n",
+    "    # TODO: use df.plot.scatter to plot the data in black with no legend\n",
+    "    # TODO: set x as the x label \n",
+    "    # TODO: set y as the y label"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d77b0f09",
+   "metadata": {},
+   "source": [
+    "With the `scatter_plot` function defined, you are ready to create the required plot.\n",
+    "\n",
+    "* Write a SQL query to select rows from the database where the `year` is *2019*.\n",
+    "* Save the resulting **DataFrame** with **two** columns: `employer_reputation` and `academic_reputation`.\n",
+    "* Call `scatter_plot`, passing in `employer_reputation` and `academic_reputation` as the `x` and `y` arguments."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2ef617ff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame\n",
+    "# then create the scatter plot using the DataFrame\n",
+    "# verify that this plot matches exactly with the image shown above\n"
+   ]
+  },
+  {
+   "attachments": {
+    "horizontal_bar_plot.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "d144417b",
+   "metadata": {},
+   "source": [
+    "### Task 3.3: Make a Horizontal Bar plot of average employer_reputation and average faculty_student_score across all years\n",
+    "\n",
+    "Your plot should look like this:\n",
+    "\n",
+    "<div><img src=\"attachment:horizontal_bar_plot.png\" width=\"600\"/></div>\n",
+    "\n",
+    "Make sure that the plot is labelled exactly as in the image here."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "78e21b0b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# we have done this one for you\n",
+    "\n",
+    "def horizontal_bar_plot(df, x):\n",
+    "    \"\"\"horizontal_bar_plot(df, x) takes in a DataFrame 'df' and displays \n",
+    "    a horizontal bar plot with the column 'x' as the x-axis, and all\n",
+    "    other columns of 'df' on the y-axis\"\"\"\n",
+    "    df = df.set_index(x)\n",
+    "    ax = df.plot.barh()\n",
+    "    ax.legend(loc='center left', bbox_to_anchor=(1, 0.9))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7cbdaa9f",
+   "metadata": {},
+   "source": [
+    "Use the `horizontal_bar_plot` function to create the required plot.\n",
+    "\n",
+    "* Write a SQL query to select `year`, **average** `employer_reputation`, and **average** `faculty_student_score` grouped by `year`.\n",
+    "* Save the resulting **DataFrame** with **three** columns: `year`, the **average** of the `employer_reputation` and the **average** of the `faculty_student_score`.\n",
+    "* Call `horizontal_bar_plot`, passing in `year` as the `x` argument."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bc779e0b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame\n",
+    "# then create the horizontal bar plot using the DataFrame\n",
+    "# verify that this plot matches exactly with the image shown above\n"
+   ]
+  },
+  {
+   "attachments": {
+    "pie_plot.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "aaeeebe7",
+   "metadata": {},
+   "source": [
+    "### Task 3.4 Display a Pie Chart of the average overall score of the top 10 countries in descending order\n",
+    "\n",
+    "Your plot should look like this:\n",
+    "\n",
+    "<div><img src=\"attachment:pie_plot.png\" width=\"400\"/></div>\n",
+    "\n",
+    "Make sure that the plot is labelled exactly as in the image here."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aedb58d2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# we have done this one for you\n",
+    "\n",
+    "def pie_plot(df, x, y, title=None):\n",
+    "    \"\"\"pie_plot(df, x, y, title) takes in a DataFrame 'df' and displays \n",
+    "    a pie plot with the column 'x' as the x-axis, the (numeric) column\n",
+    "    'y' as the y-axis, and the 'title' as the title of the plot\"\"\"\n",
+    "    df = df.set_index(x)\n",
+    "    ax = df.plot.pie(y=y, legend=False)\n",
+    "    ax.set_ylabel(None)\n",
+    "    ax.set_title(title)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "805c89c1",
+   "metadata": {},
+   "source": [
+    "Use the `pie_plot` function to create the required plot.\n",
+    "\n",
+    "* Write a SQL query to select the **top** *10* countries based on **average** `overall_score`.\n",
+    "* Save the resulting **DataFrame** with **two** columns: `country`, and the **average** of the `overall_score`.\n",
+    "* Call `pie_plot`, passing in `country` as the `x` argument, and the **average** of the `overall_score` as the `y` argument.\n",
+    "* Your plot must also have the **title** `Countries with top 10 overall scores` as in the image.\n",
+    "\n",
+    "**Hint:** If you are having trouble writing the SQL query, take a look at Task 2.3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "777d3b49",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame\n",
+    "# then create the pie plot using the DataFrame\n",
+    "# verify that this plot matches exactly with the image shown above\n"
+   ]
+  },
+  {
+   "attachments": {
+    "regression_line_plot.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "de3777de",
+   "metadata": {},
+   "source": [
+    "### Task 3.5: Fit a regression line to the data from Task 3.2\n",
+    "\n",
+    "Your line of best fit should look like this:\n",
+    "\n",
+    "<div><img src=\"attachment:regression_line_plot.png\" width=\"500\"/></div>\n",
+    "    \n",
+    "Make sure that the plot is labelled exactly as in the image here."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "68941bde",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# we have defined this function for you\n",
+    "\n",
+    "def get_regression_coeff(df, x, y):\n",
+    "    \"\"\"get_regression_coeff(df, x, y) takes in a DataFrame 'df' and returns \n",
+    "    the slope (m) and the y-intercept (b) of the line of best fit in the\n",
+    "    plot with the column 'x' as the x-axis, and the column 'y' as the y-axis\"\"\"\n",
+    "    df[\"1\"] = 1\n",
+    "    res = np.linalg.lstsq(df[[x, \"1\"]], df[y], rcond=None)\n",
+    "    coefficients = res[0]\n",
+    "    m = coefficients[0]\n",
+    "    b = coefficients[1]\n",
+    "    return (m, b)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fb427287",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# you must define this function to compute the best fit line\n",
+    "\n",
+    "def get_regression_line(df, x, y):\n",
+    "    \"\"\"get_regression_line(df, x, y) takes in a DataFrame 'df' and returns \n",
+    "    a DataFrame with an additional column \"fit\" of the line of best fit in the\n",
+    "    plot with the column 'x' as the x-axis, and the column 'y' as the y-axis\"\"\"\n",
+    "    pass # replace with your code\n",
+    "    # TODO: use the 'get_regression_coeff' function to get the slope and\n",
+    "    #       intercept of the line of best fit\n",
+    "    # TODO: save them into variables m and b respectively\n",
+    "    \n",
+    "    # TODO: create a new column in the dataframe called 'fit', which is\n",
+    "    #       is calculated as df['fit'] = m * df[x] + b\n",
+    "    \n",
+    "    # TODO: return the DataFrame df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0a70404d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# you must define this function to plot the best fit line on the scatter plot\n",
+    "\n",
+    "def regression_line_plot(df, x, y):\n",
+    "    \"\"\"regression_line_plot(df, x, y) takes in a DataFrame 'df' and displays\n",
+    "    a scatter plot with the column 'x' as the x-axis, and the column\n",
+    "    'y' as the y-axis, as well as the best fit line for the plot\"\"\"\n",
+    "    pass # replace with your code\n",
+    "    # TODO: use 'get_regression_line' to get the data for the best fit line.\n",
+    "    \n",
+    "    # TODO: use df.plot.scatter (not scatter_plot) to plot the x and y columns\n",
+    "    #       of 'df' in black color.\n",
+    "    # TODO: save the return value of df.plot.scatter to a variable called 'ax'\n",
+    "    \n",
+    "    # TODO: use df.plot.line to plot the fitted line in red,\n",
+    "    #       using ax=ax as a keyword argument.\n",
+    "    #       this ensures that both the scatter plot and line end up on the same plot\n",
+    "    #       play careful attention to what the 'x' and 'y' arguments ought to be"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ef4b46de",
+   "metadata": {},
+   "source": [
+    "Now, use the `regression_line_plot` function to create the required plot.\n",
+    "\n",
+    "* Call `regression_line_plot` on your data from Task 3.2 to show the correlation between `employer_reputation` and `academic_reputation`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "065d0ef5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create the scatter plot with the best fit line using the DataFrame from Task 3.2 \n",
+    "# verify that this plot matches exactly with the image shown above\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bdb5cdb7",
+   "metadata": {},
+   "source": [
+    "### Task 4: Closing the connection\n",
+    "\n",
+    "Now that you are done with your database, it is very important to close it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "65557b40",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# close your connection here\n",
+    "\n",
+    "# we have done this one for you\n",
+    "conn.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f20a99c",
+   "metadata": {},
+   "source": [
+    "### Congratulations, you are now ready to start P13!"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/p12/images/highest_ranked.PNG b/p12/images/highest_ranked.PNG
new file mode 100644
index 0000000000000000000000000000000000000000..761da2b92532f6f127bfdeca525146a4242c055e
GIT binary patch
literal 14697
zcmdtIc|4SD*grg_qKMIAU#mNnJy~NEp#`asoyZb~VT^rHwq&bYMOg-w-5~oeYZ*+!
zj0~nBGt5|GjBU*Ljdb77^L&2GAJ6-~zdzpd^I@);^SaJsInV1jzQ^}G<4lYVjvf&@
z0ssJx-nf44E&y<Vz`E||IK=wTJn*oZ^|23n*FXn=91xjfeL3KI)#xe!P?5~J{oo+$
z`(em+ODF(v%y0K^-=vFpAON7oym9TSX`tOgrdHC=?$`Pru}4p2Hz%CF^mX>H1ZAg}
zBj5y80sEErTAI28N>%&6D?i+xtn)c7(04}Z22s6jpQ)kC^91cft&Y``pnWVEznjB-
zj$O_6ntu$C`=4tE*Z+TZEZ*2=P#M&Pg#{{ugnxkQ6G!0l!PK={`>;?xL?{*4x+ADE
z{`tE4TKztNO<MTQMko)pEK7VkV`FV0xqRl3<EFb;I0w(=H9SH)Y#Elu08M;flbDou
z+T0=;oL<DI(6nl{n`#0kE9~&v;oFxzgN4vY5;)Ey7c)BQzEFJ>1w$b735(d}zM#b;
z+ndeqmCcx`;L@G>>hK2ifDj{pqiLmrI#@|5>Uu$Tv-fJ`sV4O-ESBD42uSE~tjkO#
znuCT<s@khdde#D@qSycmK*<a{wGVnDML@5t+O7;Z4QPx(5Z2a@H*<K)^pfagEyA2c
zuuu30pjS&xs8+4kw#f1CXZ<IVO5TX|_)gS{Uu=$osIEi=y~q3Gl2w~AwOA$@RKvf;
ze6Wf*HC_-pAG$i+K>k|x?h7gbg<I5RDAruX9bI*b;E)_2Dv$zd1?6>pi-~{x;@}53
zbRVEj!F~A*sr8a7k9JhoCZnEnrE`&|Tk%X$@{1)8Yi!rbsZe<1#K1~3ttR#mx>BcZ
z9NEK>Q}fqa@)AD5{@EdYjG@8Q9I26RLk$$WnEcefJr&GPN?b@5FDq`wg#UnhX5(cL
zOVb7D8G-d}e^Jrt?V9NtdZCs!kv={Fr#zvG&$F{M`x@`QOubz#Q8oGY9#2B>shh|9
z(M@>GIg8^aRt|l}$9u%t8wU3QG^45lgL$BN%bdp)*?a0Q39s|>7!7WQBz9RU?sUTs
z1`P~wb_HwGzL#hYOmcSkX@BJJTo#(r>IyYcScEQUWDUmuS|JtLkwPdtRu534j&_J!
zp!Mj6+a*D6=TM<Ln+A5`QS1fd^4n-7mu7PH6OiiiFL9c44YJrrbW4p44f4{nT^y0(
zkHe}W^0$|c*`iO=#MXll82c8ai!Sa<@ZVUu9=E}>_5B80&tYN8_23yH#aGhF@;%Sg
zdg_e*YLKTr-xhYilfha|7kM-n8jDtl(5W`|MXj+=Mbe95G2Dx?GR+W!hL+JqbM2=j
z`GMP*TPCl|=-|!DqT27?JNLz%bW)w}X2z?n6Gcof`enR%yy6JAMx^)Lf%{<_8Y2BS
z9s5uXCNML2S<$VDosqipTkj39u!`g~`LIsLl)wl)PoUA4>+{x9GFo%8Bj!qpsyh1z
z@YTlTpPRD`T=)q(nz%Fz`bOr@Z7P&qX)5=fv=(5i7n=`~&p{0$D3ouceYPBgtn2EQ
z&kpMu-dsGc^++HRmCg>+n%hMCSqA_8ViA_Yih&}IlSVvgTUQNtN?-^|m-#4?NP82U
z#ho;-BuHAufF5zHCN=-n5O!fo>(+?9Px7PrdvB5?7vFTFY3rnrZ010ehF4<PXJEsU
z03w~{xyt!SBa9T-tz{=yQXKp$-tUoSD~5y&v%-!PcJzj}^si-v_FA2`Yb1Mb+4yNC
z4~Ka7x%1=PRcKQ07EdyqdX{Kg7T^ZV3uprUsp417{7G1$Ptd*0Jl|KRNh<30wOYwh
z^4|KIX!GwC%~K?EZMTJYr9BTz%2r&b>G!OMr>}`)9Ug@#fKsQW@76|Fga;T?tHv~6
z-?5*LA}2SFjAW*fKq+KBk;Xx}xyF8f>$e8JwyHRp;dkHdsIH~{CB%ev^g3DOXWh9t
zu>D$DsOa*THK~+-effL1>XuLCZMm1KaQ~sEfF6M~BiNAp&ZvLk(U*>4(V!>@`kFDh
z>wvtJyVj%l8}dgFC}y|UtX2wf%^Wbjt?6rGmZAn|GmGQoS9N_&^|F$PQ?Hd6z<2Lg
zlnsnu=|ZPG8az$J*Og|WN`o5TYuLl*6D>=`VcT`#KFltyui2J8J`W1RYtY3_>=^C)
zozqs}^EI-sPmf_tYhP(*`EX;F{hISyQjqp#QkNR=#Fp2|?<nd^P9xCq*JJI$Kp;Nk
z1dI_)x$AUo>3(?Gy`>5nMa(qF41a?D{^PyIT6*1CQC!uK%bW$RI?u;F^W7w0xC&AW
zYbnOLWpPWptZ=9(Ns1435;o*n+&?&t%+vHP7MDp}2$rFQ6^E;!i$_`tnU|cX9lq+D
z+cMM2BLyDU8TvN&=IKTFpTTJs<F4@y4G23?^?Sm@j2!ZP@>}UC(o}F?L(1&Z`?Yhp
za<cebs1u_bYU{?PcL8gfI^l(~LA%STjMZg1b*}UG7Pm-~rR@T?yoxguD23?r>+JSO
zW>DU|IL61Reqov8m`+{(-<MaDzrLYmZ!uj*rH;Pz1)llVwu+m+@;S2S9yhSDB+!##
z3y47F^51r>D8MJ&>V)TxXinI5R`b;bKXB@wDOJ~is|ul1_+qSc(e*mAP5o5w;T~Vn
z9{PQ_wi3En&3HQOg4;;7SL#d`X{AEMMQfHFNDrK;$KW3wN6QMertnW~s-b9$CLVv!
z)C8W{3jW{>p9{7_t~cFYR9X(q^@J}JwP;4dWGxnBmGm2hddjxKoW#x}?=KCxO&4j)
zB%rLxm%@5JPMFhR>F|Ji2_EOaE;!R7F@b1&Vz-L7t!r)4h!1(mtpu9+l~Foadj{3>
zcjvTzhcZ{6I?-o%eXX#V9@kSYLporq{VnilHz;>9xTlD$im|^`Q>nN#8(e9L^p0Q4
zkVrxdeEGJNinO(N9Z9w(nP!C-H(3*#6TDitGiQS2!|o?qfBL+A1kQ>fH$^h;IGN}T
z{cz{vQhw3(DTm*2#=o(|S7JY)3DB*3rTQ}m6{2j=y{Q4mTAZ6(5$2R?7N{ip!b6*r
z<vJQ_jP9%>1OvDUfrVmbj4vKo+^TX7MNO=-1!389e$7M9PH80Qz?5?JSax>{-aL(D
zD*uzV?Ai-v<GE<o`jw$lc4q}9i*3}U9j+8(Cx`P-`B*=r4lXp<EMY+UqH`XqJ+ltB
zoU5B-0t@aUt?o)xkr5ghE(EqoHu3>?2Y3|@ZHV5QF#p)H3d52bv`Q&Z(yQ*fBB{$`
zGou)sA7dCi*)Y(Mgi=4VbbrVCmGYM6{<*j9Yx?-Vhe@s`uihbZ2F3p}521kR!y^n+
z(kpU(Q&wop>n#yl3zKRp^}00p8BHA5<GKDg<i3W~_p;Zmu8HeMEL~qQ17URbBFdx8
zd*AJ?W+pB!$tFDxLQOTfj(FdY>G)X0uOJx}a&hL&*~=j!fJsf0l|)nHf=3Eb;L^Cf
z@hnskyILd%z>Wi|Xfe<c7FNoC>5<ryY?I%nV@@h*F0`o*>{Icw_scpDT)Vss%v#Ka
zRvXUKS|4ofQ#xQG>v7o9@GLh?$cL@NWctIaG9B)yXgzS8PZ*#6cZ|9zIHMO$vsp@^
z1cA^SK@C_Q+te2B34by8d@fpFXrWS-rmRO+`9>#Gdhvx6E&JlZwRj$5rL7Qs^=E6<
zH+sW<C?wfeTav}i!#Qw%>ZkFC-#09T*5nxvWem>Qo5RhpjHh95y8}U~e#{#aJe@)L
zOY{nB`w)gGJaYt=A9jkED>#@pkc)QjCbAdrJR(zz3%71)U?E4hNN+3x2&09I-|C04
z<+p7ok}VCUM95TGI`fzwqbRsI4lakiVOE>yU$$icYw6y&O)pRZT1+?RfxL|><%O^*
zNIlOX+SdzZWHbg=yji%FG)O89K8KdX2EaY-jT;UrA|Hsd;<f&GASx+?{faX0=cN;C
z?4t>jS%+TaWN{7XH0f&<q7@#MNEnST9NaOl+M=Aj<h2s}NdVnA%(nVyHN`Q>j~bJa
z{%Wq#9kChG-1P=Cn%`{kjPrDd8d}Sd>-}c#hYGhU5u{VIz=Di%<`l@v)BY`9gLG=~
zGzw~wpZSE@m^mHiA<z(@itDt8HYNni68vDTrs!{5q46-i?W}^Hi5oD-+K{Hnz^n#a
z1F~)E3*2Nu<)VP-?DVtTW|@(Vn~V{)uo0JLMX^@bmqVKQQ&v(M(<^xzMszp2#|*h4
zo_dV>xm%{%wq@<HdafGj?nJ6nJx#!@=LXHn3r$yb%Ze|!Rk@QoOuB!3y|5H#lis^9
zY+DjJK_(kp!Cq4IhJz>?y23J8=SFe4Nt6aP`kgv<mDnDr>63WGqsjVGS@U=1K1%Rg
z>^HIa7p&MZ<6lY1(TI&^zCi2YkUQ32r>l#o$8|Z@{d}b`qS8mtXsP#`MvmE)&&K7c
z{>m7tm}(988%vTS=hZQ*noFeJ%3b08DIr$xFKtmmLyMQ>FXEqe8A;gn7&$M*x743_
zwiTqNie<z-T036xJOTW7clZ1_mfVHNy1(P~(q1;rv~iv28B%d6`F^!Y$f&@qOv6Zf
zNz>w-=7^4OeG<)a*dikjJZTfFpDvf(Q`DmU7HV-dNbWUp)2N2|vQRC*5ZoUUa3{I)
zW7w(>(+*#IYGV55n%sa<?IzoG1`^g6X#AkWVxhrwX_*>Ys-IcC6{4t5TNi@KpBw1^
zCMsVW(jYgzVV3>{{;>5q$<r>jV7<U{XJHq;XiSCO3E}#(R!Vob)DKDUjwrbgCN-3(
z=gx9c1I!q+l#(**>U7T`zbt3Cie;L(6+_=K)4sngLnWstPOh?UanpvM?B!Cq3miq`
zf)&yI8=m^%Aj`F#k1fUMcz;Bh_M$jB7rQtCa_WyR@?`U9sy#<<doK{)AM9m!J6z2D
zRRFH3R`XCdu{rJovjSqfp4;=t6gy-o85Mc!@3XfRAC$ZaeQ;_5Fyc68d>8jr*h(*B
zqf{808mK$EreDrEM>Nm!XqnTT6Y@faM5uU;i|5^*(YvtD7I8J0r!T#&&T|^85?jcR
zIXrE0AE0WYjkZLuxw5KXxtn%<^_@*V#|_yu3i#DvN4$5=o@L^}wcI6H&$tOc_iG-!
zUU@<0CLYxtJVFy~wLb7(?|V?lHgeNih<|nt|2b+Qk)3^_X2#px7st#&x)$p}E}vL~
z-}f#fBRLeiHe+NfM81PI(}F@zILl%f$)-I^cxJ~^WuO><{WJ}_b-qm@F=Wm~LGJbw
zD|=mb@{u1ZD@qgJMhDSQ8uV2dNCsiu@0t;4NVBP$Q9BzINx2(+buD|S`x9<UGnPBp
z<hI?J%z*b>oSaidpy=g>boxd^8D&*aGUG`0`{o)WujL36_J>-lN6)@Np3f@Ntlbjm
z_dRPsZW;FysdVFscqiGz935qgxB`=(IMO}y=()#%MJl{NI-=2n8#{(peuN*W^ce36
z>wW`L$cl5RJu<~X`0?%YCrj?P0uoOT;=k=z;_kk%F{&b{&Gl%iNVo1%{fEOh7ltg~
z=YKJlx#@V>Z04EoYu&mxkNu5Ep7SX+f?(?fC{K4#O*z>%1A*rY7vmz_Z6?Md{4z5e
z<WcCEE^5&j?{8AV;p7VcrNPNcTvV`J2_mFZ$!OF?d-|sn7Hv0E`Lz_-{;BH`mjJKl
za1s2T8*2iC^q%|b-xZDC`l@}|k0EqCFKxpmOSJvXjA1AA7p}CXRJRmoIT%pnvHFr$
zfP0V!!mkKvnZf<Yb_m@dFO2#g6Ec2<)+d&wB!o72gMnIaa<N2q!ewd$xz9vJqJ}sQ
z9nz_rflN*1=t@UP>r|VI4nMHr8ZG(aWyB%Xdf!`G%Dl%`GNTD8tE&drjMFwY<0qfJ
zXV>U6(OpxNB~`RFI}C>-bF=uoWA?;J-#~vL)VnO#JK1vF2knZ21=U{V2)NWhFxmXo
zbP^M}2?I)A9i1v<d-nGh^+YhR{R711J$G-pTYK82Vvw6iF*2NY^~1-6!}n89CVMZW
z)L3Gx!5pqxJ=Yor>a;S`McyrMPpL4dQFoXo9N0p-Mik0f-}(EGL71sULOyu5nm<Ac
zE%-WQHPfR^*+I2a>#HxFS=EGmOnrehe|@>Cy5jZz(RhP0rGO>;vS8jh?ScNS&Fh*5
zg-aiTd1v0&OL$gd`!)rkWy+kA<AW9!p0n(0vUO|ib<Jt+lh19lPwy843w`FdFZj?R
zfJA3N%tYV+$XB72If~;E#h`-j$GFM!jogIJHFDEsaC&dWnEy1;D>r1wko4`l_s_ST
zn^sQE4VwZmZ+!NCy+#{9neiL7nXY=)-dAgz0U|z09@3;Z*>a+Igx;`Lp+5z-+=ca*
zzX|OZm&McwJ0RceTO$lo`WW;8*Thpv-y0S&N{N?{dT%|57$`{}Yshl7My7^;RjGIh
zvRPqKKCdYKW5)Yuk1xxw_;Em&qpcd45V#Be61gqyS1-ugxCGi-Om`5x(6yAhpe(9n
z{5*H!8Jq|OC!E*v!I944{OQ1f2Zk#ci}^J(1Iw}{?VW-FtPq9PpO2&mi^q+IQ_{Ef
z+y*Lw6TsJ6n*lCk>t&a)o|;)@&6tP@xA6{FN5q&v(j)n(n*0LY(Q_#g>z^6MS+1OH
z=L*UTPeq>|7=TNRiA@jsmIPq?wgkZ)l)s`b3uPLE<q{fsemP3MIFvJ)FIG3FCUXVg
z@FFzjCt)m46eJKIu6!Te8+}#omaK7tga%xGLP{m<bHwqX!$OYXFDO8a&@UNtWIT<{
za<KKGr5@rn^qrXScJAB})Ag>X>X<q0ZPdqS%(Ha25pSnfcg=aW@lQptvkW>A*e;q#
zbUe+IHe5g5^2&$soc&sexH4oYH%d<tz}1#faUJSoI%4ZFFc6>bc=i1-A*S*Ed-{QW
zBG(=5i+jLiCq;-u=|1$st_HPe-?6S1O-n7qtrp8fcD29yfdh30HH($;49}0j`cOu1
zU<}*n^C{*9#l`B?C8sN_xeMkz;OhNJh@X2||8M^8k!(dT6?|*g<K7M-fQ)2#N_WQK
zyXqftHT<&mNz?5YUcC|%!13fR4P}TeNsY8~*=5*4RB*yWCCWb@k5|ei@nrk7oN)f2
zUa^UKzI4x?Mkj9a4cwHsfcWcRRwv4D%b_?_{C?0;!^u-taT5IgQ){~}u-tXQq~p8q
z^)yE-`GgrARZ#f|=d`E%EE^y~xr*PQ6sU73!%npQ%Rw_6g*l+yt<il#&0atiHg=ZR
z4|rMf=R3$+L_<C<buoo&1)U;eQA79e{FSBlcg^sJ84}=B#;LXXy8hYPW{Cqo#4u$_
zb9i(NaM7*P7~C{tB5P3$r|DS8%ed(Cb#t8oM3g>-dNPR7Sst{EOj0;YY-~)OgL^C_
z#aHp5LkZ7{)fL$>OOG}s%L+LR^ub#X7)NUF+d+mZQ^w3`zp=rHs-u0H*}4H7F_Lr5
z4AXbzdJbK>%{*aOtifZJ*fh=q6+eKuX^A55bG5Pw42R)(4*;Mp*4^jQX};^F(I#2R
zRFJu4@F!EI4SNuv-uqQNakTZPKg(Ft7;F~|aTDr3-Xn8s-JVv-z4GH_+9#d2sFKan
zEH>{W=XF|dz!fL(`)WF@gsmusTkAd&tmR#FPwHFtm&jAFjouKx?&HDP`v7hIY4Pvk
zs(uafgv2a2{uU>jZMA+f@IeXfli@h1knd+TYhL$pmBs5R<R{{lQQsJ~i|A5ykpW$p
zJ=f1oBeZLbyRl5K703A!bzTSQ80?$XrH<W2Wfh+ox21naPL25KE_a47e|N48p9lc3
zJ{T5pJU*wq{0nDZxshyW$;Z_vU#zZlEuD<Nuq*ZIm8efGhzd-E)JGRvk#!@SsrDt7
zQ0y$a(8j5$?R@!SyqIEZSC}O63ZCeUP(WF6oj*GT(zicU7puH$s-gso-Tl)>1$ET^
zxsJ$`{J-4sh5%e#SUAf2PkVKmD;Bb|P31ZDPrG0s5v6<WPiyMn<sbn6xp@h4Ku7JL
zuFlIMkAd9(bS-oLzxCL!VJ2;PhQ;g4Zq7{0SEKC_;!B&<+Vx~~>oasEvcx{TSewr9
z@JT3ZEk^sa;X$n`l!4ki6aMV0_TmWp$(GQtZPW(Wo?`YGmj1u0wg8J1lJ}!@p5TXR
zR9xA`K+eY*yj33*Zin;juM-iYwV(04#S#1Tcf-P1Mrs!NL#ErS1R5+K->8;tIln$b
zjpzMZ4@4g!YIqOl{3R)}=Po<!?)Z24Br`(djatsDQrHkD4#iz5<sKIzJm+-us~-)p
z<sgkYj%iCrmerTck&-uD+wHY?hK}4abHK<dRm~ZMp8m+;OATlV1GY>49@KGxBMK5I
z*<lTqOgO(^y*inOc}2rmQ;pP~q`gXtg}@r4{f%&;mR%tI^v}M0sDuaBgBYe-eOc7>
zx3xVR3U;SP{$2Rc`PQ5oJq}WbsGwN%uNVoJ4~lK>9@RIhJa366^^^U<wa}__N>PxD
zXD-os_Q~woB$RZ8BR2IbJ7hsMXQf42x9&TTRYW^&4<ODUvFxtz!js4{Wcb}^NJEK+
zsnS@1Szbl!cX6wky{D&cUEVJ#l4U0y0c~h=Cg7uvtLUngp2Lb?_J}pCI~&D{OU3B%
zJm>7ObGHsW^a>w*9q)YXkL6RMyQ1?ku?~qlH=dkK^V2yY?RUNdu@+YM(~ZNm^(2WL
zdOqqFo?(LEdHHCSvv>gx_;=nuoX)ryMg4T^<<6~{yat6S5f~ZoMMiiCPHrgVoy>ki
zcw5ZFI}2<dpKSmd*XRbvgB7FF4a2=I(7Ud@aZ#frr*vH2p>B?aS1qEzK}jcR4+Th0
zqP|miGH?iW&H#mRaRXx9!?*96*P5d0Qm3hsXrWQR4a*y)`TE4`ovtCP%n1$c>a!JD
zx6IKLHfO6ONCQw#OY_#7;TlC)m6D8#qlDvmba?0!1(rvravsNi$Jrb|P*{_RE8)-%
zagJUxU#K(5qtMN9ukrM)!Lg;!Yh)BM1fH_2D(hj#L2s33pW5JZ+Hsz2PdrLFs9shV
zlv^t{gg;M&bvBD4cxduL{B)I;B<ZYIy<x|*3`$5`o$mr!T4`$2wjE3EV9*qlbBze$
zp=3tOV`7B!d!2GHmugU&e$(5q$tu$IlkN4fjvm{py-(?7b&7;YKd_R#LW?0-_v>RE
z8N(I4OeQ||w}*1tRbQ#Ck@Q+D+Wgvpr!BtQxPS~c|48hJRzJ4<Myxq}eE@Bh@)EZv
zPLyCHnc*?MdG@V5Ncm|nlntvE(5~S2mWS{(&^Sa@P&!Ju`Ef5kSZh|*L9M`>2TPRM
zTE62?fBV)Wmztqeo~_q3@rwGu38Ah)w48oryIJyZ@${Bsh3NA4T~TQCc63%csv}Ib
zj}q_fFS0AG*w0K7qtZ0-;&JR#DPKJf{xE+i`CAj&>sqc2G0ADnB2dDsbmxPc2e(_F
zZlCbRbpv9DKH_Joks)`V^_s9!aDQ~*mE_6RVycJ8{eksj67BKD8UGp9J87Yz@C&$X
zh&)Vq;$wG`3?~bhYY!}{+S^D;ih$Y`T&u#_j5%W2p98sTAr6zLqB@3xSDCh%;*#Uc
zh9jo0oWUJ9QGvjxfoHur2uB#88MYdRR)A8mSMP@DVFJXvL!(4H8Q4zPcP6SsRwS)<
zH*m3xyidZa$w`jKG;qp`uh>Xg*lZKZ+1Pk^(eGPdtm>%Il?w6l69wa%iVV-2KcMGW
zBi-(>DQ`ODA>&3`IzB%APUH=bFujk*L(?N0`qT2uxT{}(^u{%og^5n-58nP)@7Zh^
zUDyd278Ml?WLG^@IT#F?37akv12}5O3(*LN9!!!(_*~Y!uRM{ao79#}C{GS-Flz6u
zhogu_d3EQbeFis-TAKvxcT{jP37PtW8wZ3rc{&?mP{zg<%IfRec$>~<k+(dhwJN3H
zjgLts(9)J}h5-7<AidTn3{&~A9?WQJv2nri8uPVBAH<nHh-Q2BI1<Tal9VSb(zQw7
zcb4tx#VcPw={D~;zVZ4NRN7@3a7+U#t`W53O-9~YzjNA;lWz9d*2if9U$rd)|D>T=
zEVJdq<6XZrw^X+o(-Ozy2LTOJT6`y-$}jz}s@Q3I9B9IFML*R#OvPTi49{%RZlBYs
zv)p;kZ@YM=uKm;F07J%sY__OV3Lp6#e63v_dak-2G?_3VKk+YH?}N_{Gr~VXsGp&v
z_d%7bjONkX!*MNfX2`l51hy)oX6I#D?1K+J^NsLTk!j*+uzhE&+d%Bv*bCRAp6;b5
zFT<s2@A!j_+m7#sk6?37wD@vp5&x01jnrUj1ARA$^a8nk67?J&a@%OfRf!+!1rCIk
zLn4RMfO6zO4t@%f%m3$@*Qk&D?Plrqh|A85truQLm`bpeb6%%%!DjXLJ3Y6XoLkS)
z_x}mc^SjB#M;CBhN9nSrdzAJa{(;UPc@<@w!cQm-DpAF{RW|oO%B<rr^u5e+Wz@@S
z*Tn8LaeeV~v&w2bGV%;6Pd8?$?~Rokz{-?ORm|!kk+(1R8CD%{kH(r%U85kC{#u6;
zfyk1wiyPz^$1ZfsqH`PZL=ROmgX>FzL}@vH`^d~2@2h__LhU9DJ9F{2SD!|UfO1UH
zK;8ymdq46hq4!4#e|upz>f9~n7dOn3Q&y_<>BW3pfp~it=!bSK^59;Qe*xsSw_xQP
z^7F1oO%I$8LF}mDbG5B<>+J)yQBJ})SBkFMcYUaBep@9+r)ML<AynGS3p=dJr&IT3
zc+v%bbq~_8UOWB~c1U7*XRwozH|K-fv>NNLM}oHq=z|MUNzT`UbUFC7cfNvWYHP=w
z{YylD;u27jHe4sQOMac)Q^d!2*C8+EqAUZgzeHa<UvSvlpzvz}|EejSt0@PjrQ1B$
zhKja;L2Bfp;ukDZmugcbi#*W{G7~K+db33Xx7j}$x1vKqWh32td0dVB8wx-z?n+0h
zZ@R{%oT|D(NPfWE7yYAudp>&ATlD4vzyr)$2iPKPQKBDx?qfpO3$y{keo=U3bfQ*z
zPp{<}(OszK^J(R_=iV>8w|>L5d5u=teEhFJaIbGS`#v32V9rsBne~c$)03pmnw`DN
zQ>XS4^qy`{p9aRB{s*(LZkQynbp5C6X@J^)^Rada2m3$p7{DS-{{2$U!YTiDT-N>n
ztOMfCWNtDy*VbOMHv9uN&aAAHlI>SW-mTkdHP@LN+j1>CYisba+zl2Y4XC&c=d$R=
zQrERRk`J~d8s8~H$~T2GHv%>U_jGjt>Zqy7f+A9K-uwoiJ+-R5P0?2tt+(}eW0>Ug
z%8oN`{~A+vR8l14#N|34Nh_|2lD2DJbZX-=(OQu2<jlbmaQOjAR<W|%npC17kn_(X
z`nbM_{ul~NDdmbEPxqVauaDq#OwhKD=BDVVv9|V@mV%-E&PLih8MpxEJe?G-j5{A*
zX6@oOB)(|$d9L!*=YISqGv%MNLSB(9-ZY8_>L}pUT2b>0^NMrP@$<LQ)Y=>`2hFHr
zoNSfH7!h@0?fh8(X_TdmQVdw{IVm{>r!A6Nvo}o<!V)Yp?FZhk*SnyUo1g<s(LNo8
zOA>IXR>qw%srkU&<Kkxx8&fxVDL7^q6Xmj_*bdsWD1wEfe;nHYAQ@*(^Y}}QoKJY`
z@V0|vc?R@%L`Dev<#~q-fySw3vF`f9)xDS2ym!uD1oP}YOJR}8Lrw=F-28Q1+vyM&
z0O=9CVv9}qe2M7AtI}%Jmy#KrLpE@tiY(iRzU3(iC_UcaTIOG~cMnS$C-Qs}+DSPe
ztuTliM=xkw%XEk*S08;XaFj4#J7sfOJ{mIDs69+#a~6VkdAc%1PVR~JdPoJzwfanz
zioF~`M1J?K{E04wybq;6-36g_TiOPhTP+xE?8T<#2ZmvdUt-lu0R!*W4l{<hQ?mOT
zSh4&!3cXH^pXX-{Eon2My^SVu67(scV`P-Ahe_;<Cu-vBJ-nL9^^C(w4|s-ca_}NG
z7FKNg=X*CoKUW^QBp7CX7y8gu_8>$cX|mOt#Gf@dy=j5|>o;!kb{+y6vqJ`}KHue^
zdZpU2@!a|X|0AMe+Hj3zHCm8Q*x!D+m+E~RSjyC}=K3hg{)19}mg6q?a;@d^A*-^I
zUlZg9kQ_s7H>SO5dvYC7%1AOSYngAr!pHGdB|(z&J1EW90}9?vLKQn%rRetM!|Rw!
zSaN-*#Q3ct8`C}tAVdiyzD0Y`lK-mpYjmnhSLNOB-m4jhAy-(+rjzos>{o-G9CwpG
zQOi@HJ-U})iX=Yn8`+7N?s^YA6N(HsZdEio`QAI5rbtk6oS-Tkg(z<~Jwm@AfBN2E
zkJ<2k$-9o<=sqC)d=as94+r#X>#kEQBR;D~!}zMaju!CEVpJmfEtSQs)*C0`C+wol
z&^Nu3OyT`whaf<f4k08G=pH567q=AzukWLe%0)p>YO_1$-kmZ+%a%JjoE4G^ld>`7
zn)7wu=)K`w#BjYExf(`4!r4a?8T$)lO6LLmSY7qHXwIP;%ytyokbw_M197xy*`zNu
zo!fui56k0@jO)XHce~2zQ0WWuoLAC*_p4;Nw<Og3;yN#!_lJqd|Ab>FzaV#<VlJ9e
zd7e0b_yTSr^s-;6?l;?7tt<h02#*hZZexo$P9Ry*^JYn-p={5fUgfG~4Z<(ZrPfcU
zUE&i1;HF4#{I3tD#iptLc#+T-n+SRYdj84dqJsB#@4i`O{<eMU!8^!-G9Mdtd|4Kj
zy|*c4LZ@yc#>z`Vr|zDD!Y{xN!;-^<{eMvIuW!0)ng?~%Mqkw#r!SO>vffkxi=^k{
z>a%8rAuE;_cd_#NN!_{=Z72C}aReMWbVv-45htuu_e6~cb#Z>FKHU;_FD74ygFU&u
zRNM-l2;}AlNQ!uVYHQNtV9%eKWi)EEcKg`NMpd%a35F|n?eDj}9_9u;c}M1(DI|Xl
z5!d6SgM0e;F+0Gu9o^gv9AFwABQ6EL^QA^1$~<c8)j#Qb);R!Xhb*czgb@AE!=JP?
zpS{>DuRw1nv{xQd)6aU<2iM2i0B-+eonlg}5zMQv*PIXNXlk(_W_k*@*WY}^I^p(Q
z*3R?DeEUH%;$G0B$9%f=7GZ%388wPI;Lgu&m(|oc)-aLM>%y)y0FZ83bzhv?!pYgd
zIYq9c{iyoL14E68PA?>A?+Ad_E59~<IidPNL2mV^l!UkbVr#z&r&Io&Lz<7f+u44|
z^#x6$B|Z46SZi}a;4M!g>~Z~3yVoyZ$PsLvc!!``@Q%s=I{39rZ7BkqifT$es$2K#
zm$M+h1@hY}DYwFAdJc{1_2E=$M(e-Ycl<QlQd`}pI~lD@sVh0zTtL5HCQJ6If^l#r
z&8uMI#w-h^{$#Y?NDDy;C-OE#Gm2tor@F^lA8o2{J%I(9Tda1-MbQyy+GFdzS1hJK
z)OYl&t{MeOL{f7WQ8Nv^c3GdQ9e0A*eq^(j>h3#>r~St}%ikUyt9ox*Qr^n;dR^N_
z5KTdiAik1|$~<7Mp!O>%j$ys=FLLIGE3Zx4Pf}Lw06KNYbBX5pL6uxQ*yws=)^Vy1
zXa!L-!sshhPhGyQ`fZleRI}1&&3!yw89WQsr_n-RJFTSsx6H`~6YOCTk&yp@%jT}v
z`zed5LDG%e$%25SYrFz)*s!-xEyV5<ZI5I0-<aD<h=o)v_Qoo!$IX14kA{r6ERu{Z
z@nP@NpX?Y;oO!l(3|!pHV77)$$<m`2IrjoPz-f0I>hM0p4RDjFm~uPfDW|K@Rbfe+
zMBerhNh_q1<!ie4$-jGR&y&&c&5DI>lJoUEeD^uDZM1t=eJZ@?PUxQ#xC-2oA~r%h
zV~@CvdI4v@9VWDU6!b?V0g>Gtgx)O{E#!61e0v^u<B%t}kEVG0m*;&P-;M-J+Sq1s
zul~_RpOxTHQ*3n?C9F@jceS!DMaxA&l=V68A98I58XvUPw_LfcUl}G&ZL$&c(Vj48
z0Oi*9?bO3$|C23$RqR)b<+c>*7B)Y<Z@e!)27(j|k+j+JgmXyY+`M{DB=J2?Gg1}d
zTCj=nVQu(aJ94nU<qv78aEN6Bw|JX!`!VTDLpYt$q3z?QUy5TOiwz4Ja+42-BvYLv
zqv8=e!!Szi`q&5YcD<kJ$-lvI_zCRpF=$pR=hjiHJMkabcyPyM)c5PXUqzBOC90x<
z^}u580ZcTcLX@(?So_%G9D;G4TgyB*W|)cio)w1J4DF@t4FnK~W#N=-+_&7F6{L1#
zeC|f6oZnWw6j`5ol%UBh)h!ftC_PFDZ61T!Rlo4kwtYP)zp^<?MZtB&8tMLj?G4ff
z*hQ0^FT)-GOnA8%i<XU$qvCwa=ryPJZt`Sf0j?{N8~J4&JNgoPzg=Pbzd+yavb2bB
z=AXiZRi5n95C6}x^?wtRvmVPDYX!B0wlp{Y)f&3}VQrH_oz@Cxt}&N4?=Nq9Bka4@
z@sllKO!H8=%yq`f=CV9RX`Vvaq%2`vTN24Nm$P@aHnw%duk2M?yVe9+!2wdbO5&@Z
z6-c%A&cFEf*V~7CEVANO;seorec*pNLD+8Xa=S=$ybdTE<7Mt}s+PeV;TTUS|Gc0Y
z8)VPn;Pv_+8oG?KJMj5<;J_{}c8a}PsUdTWe!Oj*z=B%MpVZh9H!PQ+mP2T9Ns-L4
z4Q&!*NI2>0h~31+i5C0(iya76{;OWh0W8lJV6WoA>{dkl-(uAje>1VSsio5V<H|a$
z!tt^Q4}t8@x$w4T^W!skf`7`4%xl4pnp2;tJzwB|iKK!e_NJ?Mmmj{krJA{t?p>@~
z2kgAWronnTVV^n9rTO-2aA8M<<peU*pPSD)rY2P~=X-dtr0kyXmJ(KZMfhuVpAFrp
zpvn7mh9W-d?y>fXoIOk|xFg$AaD?Dz2`g}^GAlN83diR2F+2Y$Mg4bK>}GQS$?q|$
zt@W_#v9|u2CqlgBQOV;h0?Q_iNLIqa1PfGpk1b5E@h{X{oc*WF`(4Ndy2Cm0B5Sfw
zrp<yENlb+7*~1QtkV{dO_-D|CrW5TSmck0q?7f%9YPgtBw$(4}sVtOKZq1Q8sX6HV
zcY!v0CEn!=!kTb>bM4OQh)*~_T6mHM4PFwCbPk;ENE?@erzxFi>t|WCJ3V_y*l-UC
zzXcc5V|O+~CCA++QgJIH(&R4+13ewn9OCoi%s%V7GODJ+C3cz8eY^p%P|#0HwsdZ7
z=|Y;Rt88?j0E^DCCXs4L)C$a*-zZqtU{oq9MM_3j4JK(9q?Eu@|H1dgYq6{khVHnu
zF%nn&(Z;gCnax@$j!OB1{a1<P*#E@M2C|jjH{U>V@1*v6)_^yg%fwyh*_yXLQtZ~l
z!-qZ+qsw>bz7k1jg*AJk>^Pbr0V+}awhMiqhFk`TlkHa;Km(PB29SZ~7wATTVuhIe
zr|c^%yb}~g-qb5oJ&WC=Wgnyh<>WqR<SI_B1uC9DaF{-e81go}cW_SFjoU*1!U0@&
z1L=X#vinvL^js7aid1F_J9jefkEi{*nnx$47J@l6AUxE!^S5}3xCZ5Ht88l=P&HsA
z)NNuZc>PZ3$@^N;^{^LY4~$A@<Sr?ES$qA>k>Or2g+!aVh)XJmbMSllwLJMbb>Wap
zu1|ZUbyJ$ax0&9joJ}T!?mIz<VF}K7?Rj-9)Gd{$t9B}DXws<r2tnUFd!^QHrL`2k
zT(PwV0T1Mg2Yf4S?c7)@>ky*%K?mBN@Gbk_ABata6J1YaDcgO2g}zAy<;wHnco7SO
z^nji1KKt2!p_oe#uL?I|yCcimr2fd?QsN+KV;e8((fc4k5!mcaA~>*-n61-EC6m7A
z0Ok7YKTZBuRyRM(Kt`Afq#go&V?n<`sebm0p+@XPS$g7|7xl-Mzx*Lnkr_+(cNzNL
zg<f8jqlEG3OKeIk*gHD={%N2&HVX1dt?UR5L_0bv?z)~Xk7U(}0kw+BCyxCunb}2D
z6l8I#^GgikFu~a6UCOB`%Vx<a=>%%IOb0Wo@r{|Pb7)Z%q^|Kal|xcQ?23-sc>Cj^
zcveKCu*`>rB~G{8<RHm8a(5V#;@9}^MR_jj<biW|odknk<UP4uz0;ITIWVMhwklEN
zH+9Sy$8i$o(eEEHlT<IL-rm@3c-=-a;g%Bsde>H1$g=7S^j`<oH_ow0?QRfN=?GeA
zRwRg3Y6#jwB|(Gl*1e}kUDAlem2&)1>XzdhQG-ASj@0!yeqpw%z{gvz_Fsn3d&oDA
z@Ch>39aZy!g)V>Og`Fs2zrUzDK;9>@R_SIdj_RqaS=_SbG5+81z&YM(SA&#%cfd84
z0+$mn{yMC}C-xLKM@srY&(6>d#sLGMZlFt;gG7~3O9M>3x&3rlg6pqcXs%7M{5W0{
zW@j%~xxgX3lPnm8d@?+B!Atr?;*8Mka69uP>+(7Hp$ly6yBsy<XwuX+1CYYQ?i`UF
z85<mKOZ=>e^!k?+79vir=sQJuJ!mbG=U2rrjZo-8{*sQ$Ue-blkco=-Xu1^epLpS>
z|CtxQhn@;<R;>T6&<scNQNqtP2bd&b|1=4cJD~kjFZJ?aBn0w9^d9|cHb+9q!L)IV
z;Al%3x5)ItGf|gw+`V9LRd3<(@r-Mkv*{Ky&(cqTu6PXSj+@e3W-;y_*odbg?gO!z
z%=9g?9`;~hI>xGEsP?XQa1QB!W`)5LzSOn)*ETQO6&5qxv>5j0_33&3c1f|$QwkT^
zk%((!JZucraF@e`C_T}h2I)xA|AKK_|HZiJPu;A|7O^|a$GyKVqTu`XSU`L9Zg!fA
z0i4}dndD9uBHSL1R%%wg(d*Ro#6!1E;~I)~9_71Js&jW!MejEkoVm*dui^w|>WfWE
z)dJqx#-slbip{&p>I1DTllb*LmqTtQP_8LvjBEBRP0{XZqgW&htYYj1Lt(lVQ?7X9
ziw@9d)0?bqxURcb#yAP&6~F91yRT}0$l#<`-sPo72vhjS0XqB?fwCWCKqS{dFzfhR
zL&C?Ohy)h~h!|9VaVo5#bW74^o{b5mSpC_jK1}!(4UTcrc<3YKZNb|{%cNBBw|_um
zVj&+Bi5kWPH{Pe;{X0Hwn2(Pm3nz9-;1fsQ!rAxi*yWN<#gkY_m;YzM4?`9W%oF}(
zY;fcSoN>O&R~rv(??P+)S#K^h`_IKf?rajLeL47byOO6G{z$L<?FT=}J{>ipPVR}}
z*>ELKh1sAPz<?mxh}}-Evna9>#)7=l4WX^gTzCG!Tp6AFurTxM!fS8P`Ayt^w%C_;
z(TwCS`Kzn+FZr7j3hmw6J{hULqn|y@U5<%?G}rPLt9)C?M_n9~K_r7($5nq;*faYL
z_C}f4*hPI)Pi7FKdpY{l>phwm7G`bSO8DdUwBH1A#e?l3>|`tNAEf!;rEvcbFcTFT
a#?*F{C9qqJ-27c1-Ow|>hSYI*@;?AlO>rpz

literal 0
HcmV?d00001

diff --git a/p12/images/singapore_inst.PNG b/p12/images/singapore_inst.PNG
new file mode 100644
index 0000000000000000000000000000000000000000..b8987a01c960dead2a471d1412cf3bc5616c844a
GIT binary patch
literal 24011
zcmd42hg(xy^eu`7Q4vt7O0ys!2#83NCJLx1AkviHdkBcskf0QiF4aPb^bXQOCnC~I
z=z#<X(jkP<l0ZVji|2TL_ucyk-1qkP5%${q+k37#v)0NSV~rX4T=x;n*~@1c7#LWd
zJl1%@z;JS!eoi}mivIa~g-4bC@0j<CM-Ldv2l>|MjgwC5I_eAzmGR7nHjMQ48PCVB
zycrlSzWMWaY}QfGpMk-``iX|Rp}!@r<w>0Iqbf&Uw-T0<=NUe2xpJR5u5l}CcJk4M
z-JcmrGOyVb=Y*Kd)#F<FYf^M|2BvX%#IaV;Xqo<~mZ65>&(Q59e!7i+58coZ-v7>j
zL_YUC@n1vX!dZ|1&KX1=w6Xlxn9~rgKlWcE{WPQef9G%6v*!Ld_|M^ajpL8Y{~o$w
z|6dz%+D4K{QdX_a!3Q|RYnvq~Nf3SuIf1omg_kI)!Sk>f2+g28D8>R82BwEVAyf?m
zFHqqAm3=uFa!{%9EB*x<>9u!ndIybYhr%5wt7IZ=L2YTdXAB5F5~m%Y3M-Q$X4H-j
zwrORhCiXH;OL!+QAhqGFZR}Ucn!4%331F~TJ~$l(&E+K=yW=X6o+;{7Upb(5f@6B{
z+8r(S^Y(M9;>V^roo~{E`=eu(QT~%X<og_~vs*y$X1$8!h}?0DD^gQNo@Tq%ZhQj8
zR4dPBPs#Q3{H4h9W=hnwS+L}QZ^FXigVr>R`nGykDYMOB3denqKA41LU@GC#r1C~Y
z2-;-~<H$ZZD`cv|llkcf{%p;kFKN#9b9PjWYy`6hRlZ#c;y=a6SciBXZPET<gK<Lf
z*7ql@=tYq$M}fC{AxBFTieK6&w`JK6ACnIuNtwah@=?08$X!CKZGZNbmq`pDXPM;_
zMQ5`lWCncstcS>*LxXW>=ktf{vP@jnPbm4c;Y>4m|N1G-YiWt*7wHqBo=2tOP>vib
zatUu3)7$H1Ky%`W8Ucl7e^Ll?SfkugCH_QQOS)SOdQz3qR%gS6j)-eim6f0Bcgnt2
z{!w|A)w`0gvO06byJX)cn0=~7+AtE*2ugy@v5FEC+@I5c@2W=!(p&dqmrGjVM<0Fl
zH#EuLCR1a9=QjF@yO&%*+T_sp1o;Gf9FZWpncS3y<%d($I+<=<vsx|$mtUl&@2k|S
zF0>$V56bncF>T}qbB%*!PB);O)D+CYrAckQZXKMa$1+QKr1HqJhWo6CQ+B$GEP4Eu
zYk}IE*>~%XHEA`o-T+3{2A9zu`q&COd11lzTyf7=Y5)&@VqZa<D>QWU_5|UCHivwP
zYd@dr=)A)l=TM8u+PZEb$ieWEjCgHqqd*!lNzvTXt>c_my(~D|Ga^S!CQ~w?I|3wB
z;bKwXk5^J+0dzDg)u12Gre2@geTS0QdlJv)v%%Fu$|3B6z<0akw0>b#KD?R$O02dr
zx=(gb`YoCKmODqXH0ujceS!3>N2akb!cy;&xCednCWwz<CScR*10YRtiDZ3}u};S2
zR09w65Ys2I=3F)k;ML#(pg%8}VhYjk;I*89=fC&qtHPkVpu1sA8m9%SNme?R)rdI9
z(Iv}!lwH4Om)k~=zgN>H>01HLG)qGWg@l%LqV%ln((GhGXUPt5exl|zR?%7AP+&sv
zjG8des>pW;sqj5^PQ?wK&~n#mEU0fX6@;E4;b7whSEE=it8hEAT&#^%?Mg+xkG;M?
zm}RfdZgoC1jcy%t%PMOtbH>WN*rh;#=-M}4y;aveUX@Bbf;i_*Sz;@uM20~))MS3v
z!#12@*gM+YC&p8v^d;a`X3?p8uW5najXDNHX@DWFGlC2Z=I6XWe~f(jQOI#!$w<}%
zJildo@yBhCxOtlv%W<;OK3D&xa<I*J%k{0>{Z?AU>S<{vZoiL_WFtyqdF;-ewr^I0
z%kQZXpqw%bp-RZ0ZVJvY26G$MI!{fiYjSORtv88pqA5%0yAQ1%L<N!jflUM{>>Vq7
zy;U#%8TCh@mCw1QKxa2k@$`YyH+caRwHK8L*Xs|eV#|Q9nl4YhUX193iJZn<m%n$M
zu`a2I6;=%3YMM&Vnf0w2{LQ^bP&X3_Vqox;4w_%O*m`+)`du5Js3~7kPd*^{<LZ~(
z+c9av0*y}VV5C}N@4{rQ#pB%)WWk^h<<+9tCTa|lDxUwtF_`Gqd~K%yz9E17R6q(A
zKc`qP--wAE$Mqe=tloC5U_{jW=CZK52XwTqpaU$YX=2`~U6x?=jEWyeCy^U`Xkh(;
zkE&?YD`s2#BW&Te8&sO=gL!XurzX~DWTg+QD_mFTYhX0dIOUMLQ}#uoizrj2qP}lg
zt1}vWI&02X&Nb)p0**Bx<y?$U=;MbTX}{d>@;=8ACXCUm^G&aJ>GLZ6L9+kaXA`?u
zvHGg&{DN<TC|>5(+fp%U#SHUoR&qo#u>At+tA?A2!$b+9#cCyfGQPTCYwJp@mHn=S
zCdI?PVE!^=U6-{ryZA)B0{r5nbzPn<3HN35k-5^qY+carIGVDIEv9xGbzCzI9!q@*
zJu{JaP^!;&#{Gt=$N{w!$1~C@jso}^Rxo1Tqc3c>bZeza?6s(LH5&l@YKThi0rqN}
z4ND%eEj{_|B-bMt?(!Y_>aXQqlcg^8LibgxogtK$(a>*(Q6Ni6Z$I1Gz(qYGmvb}a
z%A`e9f|^3O`hCdb<H3dOwh9sI^EX!DlLos>y0nj9l4qGwf}M@Cy7hYNpqr^DJD|mm
zM?xvkoI%Xvd4{U%!HTwOJ{4#vV35;_n|k@%hM_iD*8%8RF;;udt~e4mTj4(Czs;)-
znL}sI!6GWzL|s9Ec6goQ>`SEuZ`9!_#l#)P9IT9>^<iT2uKq~Zj{zQBi$@MviVY_>
z)sbm#fA|a*-yp$;b8-fC1{aYelX$1<$+sY}A?URaEH)W#Plc~9)bMJGfU0%M%1d&6
z4kmJhf^6IS7PGC?{0vT{_ujz00hpa^oD?i=b%H$J`%L=zgX}-~t?bQHE9Z$FMII4L
z06*%p&qzJ$d$kj9yB4laMFfg-?|hW@R=AAvjaac6*(a1z(K!K$i8}MDFTLr|!9$H;
zR%=1=9@FYTW91s*(OLnRmK7^0otcH4{VAM7ZPri)kJTPkYC#@F-Fy_JG(pmUVKK~<
z-3<kdR4&oOBBGRr8Rl|RiIn$%VC$Cr%y}7y^%~yWy$R0H(Zak>lb!`#>-<n#jFA6Q
zKev$kJufWIq9oZu$30*aGM#yLLt)ws7BAQpuZF!8#LFmOFaA~LV%j}z1%}NyuF^qf
z)yT{D<=IOw?`tu=zaR+454t>w5HMj|mcNWIuRZC1btF?^$_Wy(e%-Rz|Jc^u#gJb!
z8<?j{;S72aYVjJf?;eGR@J?T934|VZ^uJ%r2@&j;J4(K9xE?&VqQKDZ<Q18+KMM7g
zddeM7g}$s+Be;g=loKqd1+E082UyC_!6rboDu1BfN!5eWZ`_>&{{7xaYx7(LxEe`{
zFEf8R<n}Gtm{u^j@J1rIhOkczrX5+ctT(H^^5U4YbcTFYImG}iSUN7>9m*gO4H5pr
z*>4or(!D|^2IbfVe)dBGznX(5KD9je45hSli0o;diDG}!@@<(FVI(`(K<rR?8$Ytq
z%Qby%+)0aQo_?6YG41Z@hT84FCU{P&r}F1mLM85Iy(X$Ul^l5cy{F2txpTRK_2uy6
zZwnq~%6yn&X!?HO&k_Ad5d<>cRLLPfOZStK4^ak>U(%F6>*4vSn<ejDi^r)8KQ`Ks
zHkb=(3BNAu=1iqX)ytyY5n~T}<K~AX(<(4uIi2m>bZE`nmi1QT$@N;86Pgq#y&Yp+
z3$=cBoi$E}%-nQJ<t?&-)B6Q8nb++m#_UpU@Jz$WKbdX)-C?P#Cs)`5%9h7(Ac#&E
z5}ZD{dCktiaflQ5)Q(PbOwZ{?#x?^J?-T3B)`d%7Gln66SKhv_E-BnvV0NF)*U4I)
zV3cR?7c0XEclU&R#IMMHSO))StHg=b_rTmKylyU(Z%CU*He7$q%_X?36cxXAytKHH
zp<iB#VDy@`fJW{eOsCNY!cExik1lCKFQycTS2kE1Y_1-kOR8b8iGDTmzAK#F39S@$
zx9P0M4y9f76n-4fay*^oB`E3z@|qaUVdt<;Re&$e9bw7b<%-7CrgGYd2mh}A$E2pS
zQ|fE2KNjs6<um+{PS>W0ar9r!d3OoxH{E3A;WpBC;ch;&$M8F&1?JPZEptpIBjZ~c
z9<FL4=k#S*#t%#I_tU7_cdl8u@QH$0(gx(!V(>ttRZ~HT*)F?dCS|{m5Nd~2Z&fqs
z;))v=W@?(K8l{xL3EGp2LwB}+p9_&~<PB?ikJ|8FjQ9A(xw7xDv0?!8Vnrl?1nlqN
zKYfk{Wv+0EU$+R*Gk44k+=zb@$pfyywk(+;)=S8pwczy(Z$gXj+9X#d9t){fZ0g1h
zfB=>nN&|7dwdCsA3WD;RFD+VsTvA#wa+2C;xwm2$!^#AH_;P7G4qrFmR}#jPnZ|Xx
zctA_eo!Ok1*2d)$WvoPM`#A{?^y?#ysWRdjDRw-Qp-#D&$WWBe<TEYP-|m=6!x1M#
zx=%iap5jr+7vD0G9qlGIZktJi#D#ZM3`-{@U5=t0RfM!A$ozy<D0E5LsX?n^z5U~+
zM{V7achX4A`#8F91NERKl?#KTjh4{$E@R6SA7bM)HV_enEugrOCjR(W-GDTXR3>pq
z3ZUhPsr$>$(-IN0TRr2#5dnUb_P`wW&S!M@Vv?qpOLb>CNbBkGl|Bl$HIFM9*G^5?
z7pPiYghnf|_&@nNW0V%_J~?Uo6I~6{0SB|3*Z=;!M-PlSnTZcRP;DTcqC8Zo>)kKw
z#%oZU#niWA4(Hw7#l^a%ymt#OnJE~Xd7>Lq6Nwhp0u?{~A;l8Vpl>ZJ`&&h=fR3@J
zud{qmJ$;i1{z;toVrC-0T$ME5M^&qpnlrttj4{BNTlE8f2E|kg0s?+Tr>|+X))Gmh
zyPk;3eO4ZnW=37L9o1;U&R3xKF0c6IE|M6oU4GXC<e}iw%rPxFIH?#h82tMF25&!4
zo~OGnJM4-lL4yu$RUZ;ooCHw<;a;|5cGmF;=$^0cPj9&2In|U~CE_7(75eZ@g{}g)
zQl(dC{cvq@Ot?<2t&T*M51TM|xE+^S^1+EW8;-l5u*Aw2@~INq0=v31C}?}G0r>iG
z<kYX}5<Vl8ZrzDm0mrg2B^zig3#1T!$xW}yYPXhevfROL7EM|Lr76->dFytkyNZwt
zTw!u^le12jDE&VK`ch~?!McPSUr9$z?KHmOI_96oW+1)h+1G40efvWLA8lm8x{i=i
z>jy@V+2VdvO`OCLCAjy9M%<0?hc}C_SP?-Tr8*utYQxB`$x;G0jGw}<B<W`*GwW8%
zuPB8Ed2F(A|7u=#Yk?1*`k_uA1g9fR%MHKkBXushub0xwQKz+hMvHVN)29LaG7JoS
zxgBBpJ4c7-lE~H`THBSaXg0A0r#COAlE#`Ii$*9uFvjPoe0)4^ex+BZGs0Lrcwa_4
zKxZhP(D-$s|90J(L{NnnWcLoS8YvfY{Ks>q70abe@pj<2B8j-{zVMLBUok%B!M)UQ
zd9wV*_oZjwiS4pgpgSYhnfO~>f}0B`D9;8ni~%`=NqoDLero~i>x_vk6mJd8V2u|}
zbyS5I7#~!U7SSd!JI#HBIhs(D(q0f8bZLNJRH@!`u=h(Kf7WulTeo7A1~!%5t$e6-
z*Z1lfcl)ufdxK4J06lto99_Ni+~mw7d?Ef6Zxi4Fa1X#vGnSv3ppzJLvmehSJ}tET
zP^NMF=Dm~LsHUYav&J7kpdOA$VK8vyLrkZ9d2gqUozc^v&@gm-%QE-QoFnTu9Ozm^
zAs~J^ch-;T%<y~d=?+A6V;O1srWIDL>BJAMIC?y;FW*kAi@oQh60wK10cZ-8AJ(RV
z@(CAlQQPQ)VsBIQceUVhxLq2$HdS9KwWk?Nb*RKK?M|ccVCUVS2t`QR!vZfsoGN<9
zD!_7Gxu-$4)lD6}5VETSvpA|QsL(GhtMxA@Y=T5n2`6UjJ`vbKg=*E-#0~B03Tu`Y
zwIN)CUx&9ZwM!Kp-$g1?Ge83nHNLeiS{MLUaz$eZ#pmqaP6L4@<PUAk;+6Vi1sKkH
za67dtGDl=p;{ChC<zLK*df3SW80kpjEhSeZ#4<-?ti>)#`-{-T!_PWm;joLyl8b!z
zues}fl#bvd?M5lqpc<yK`4gi}1+jj=t`5i9ZSl8Qsw=_Z$LQ;v5+H|QqP()(s{)%}
z$$=%U$U+JbdJW}d{?e64WZqJB6Nn?y6z1DStUZvJf@Q<ZjL`9|D=Ukc-a&v9=zijq
zKSl#4n^`dN=|^flapk+4h!EOHc_pxk;Fh>B^|^waPB_C^D<_^qkls~r25!h}fCiZi
z*Xx>!Ee?Ds(~EB2O*?MWvM8nnzfQ~-oT99U68F0bUOaul^K4S^c}R-I$VX0b3^w>X
zJ;$W9^`9zmX0N(QA0@-zw{>oSg>S;PhlLZ$%ToBCEVb}?2F0Ccj~iXO)@IXg$t$3G
zZ_{k^Id4$cKTbnnN8-DoF<4AB3ZaYM!Y*{-R_=WTsi`$)>}RN|5gK2%!$YKla^b%(
z8!kEdmN~fjxm!VIm)e4E6N#k&wXZV31)swgffX25xSRl`zZ{(ZVWPvz8+^w7$pFwk
zm=&%CR<RG}$_#2*!PdO!;wg$59x$+}uj^Mv2k_UJtW=WZKObeW6(aVi7P#K2sgTSx
zeYn!_Ws}%tB)E>K;@_p(<c64PDBLX;0&v5=&G~v=ix87Hfm>F{h5|cr{CIymv{TIW
z;|vV`=YMKE7lNo-l0TEPa;t=}a?&j~^MMad=Vw;3V{<G@8q|}&r-erM3$Du)v8lqH
zF;n-1ro3wK-P4^!souP0rZ1l=1(gb}kC7dMEL~O_D>MZ`YW@>$jTsQDxS7E<?Ye<d
zPl(zWCe+skSruzDt*eZ;-B5?4<<kbniKMA|fuo>O<gbcYn=Vy1?3K)6N+H^gq6>1m
ztH&IwQsojH=N$WsC&Wty8yErV9wz-96Yg)+K%$kS-2l|}T6K_zO7?-g>V5P~RGmtT
z>Ln%lGR$DzBI(d?Sp$Qk+&2gMt^h{k49fBd5ssE>BP%BFL(m<O8Q$>O*xE}Kqgo8F
zcmNy3n3=ou^oZ^L=hKpV{w{1%?^F{EC4mhmh6bD?cONS)XD?k-`AynUj4;Y<kCmG~
z<Sg6e<NKh6Swm<vj0FKKJ0V1r77louq*77i-O`mA;=5j#-fv#mng$YFuQ0dDx$ZVK
zp$jiL?XGyW(-1DbkyPCV;1wM79)pW7AUp41oIGa3UpFmK(su2MkAr3=q1R1wIHe`+
z>?{$Lv%dwRcn;n*Iyr(KTgtnME=`R79R<Nkbvdn4#h7UK*@1!Y7y>#6EDh@#wk$!e
z0Hp4~8rRrnngh+krRhJYx{J@5ZLhDe<b-y+?)$QDOij|h%$Co5rn^n*RVd=#t`dGL
zrf6wb9tRhED#pDoBm542k2fOr)|dTtAqvGxUosndK-@*#ez$oh2&~&5vOY@A)cc8T
z7Af=Q8Q2a9^hmk)T#E`7IixQKAi(w2Xv8I)c{Fs~Z_!i(cdH(<<|j7Lxxoi6gny9$
zp=wi^i({Rsr(n$^m@?u`caLE*U?v_cx7me3xA?>fqTc2Wdh=o@>YLuA5i&}<{Qv_7
zkb;WIAsSz0*^OWIJMvIaOS{V52W1D>6cITpcc;w)aZBbm=*e)v29;%5ZR^;8+`7+h
zj1{zP`Wg7Qz4`mqrc1-R{9X2laB8jhg#kBkXW509f4T4b_dRc`TngqnRWC3p$Y6f)
zFIRrv^LL0DWgs4hS!Jj{{pSwP|J-Q^Njt=v)*WKKw!T^iGkCK6U!l?8GuF{*?<-;F
zADq7W??;T|Ip{t<_$c~+T{?f~t9l#D-~05-SttJg(4NtNA7T3_pQJ3{G@Hx=5}IP-
zb%aG@$h6?#;3K2yqn#xr2{TUB3_cXwWWwARH2Go%my8}kfx*F)x`x&w3?>+eO+pgC
zVpBG@t>6(P7-g44LD#h@hc(hBlc!OKE&Y_)*5GI03MLT8U-tzJWkl<<O2qkpz*}05
zEGkmwO{E?zW^0Js_HRm&DYz2VA++C%cdO19PP2?heNn%#<k^Pn)GX9Qir3F1l@F2H
zVQ>FNHa_bT$MjGNC%2S++jUNaz51Z#(+&Z%)nS|#V=^xL?7iF<KMu(fpAF7>uw{$y
zsZ5vr{f_qb|HOYLoc`D?Nba@4i8c!^%~RoFge~CNfYs3Aa1KgZSV>5Tnd#_KLwTTD
zg;`VPgo>zV9-go=hMK@r6DTjB+u(IlVpwd3v1b}lvxbu^rxdpg1;GisZg6;OORZu*
zM%r5p<KkwAvLI=$$6MApOVoB!``|t(yhY9Th`&CVOq@IGvC5jveDdJF2Q#Z?btqhn
z>)cr(n|CL`k8LFv;Dcyn?@_1i&5;^6-<CZ@1Gth{1h%=p<aEF?Q}9FJ#Sx{}o7n?I
zNj$2n@{#qUwPs+=yOSwD@q)5)<E>!dEtOi|7Y6|*^~tawnGgRBfJ%|$bI*tJsS>UG
zA?k@@96Tx4A|&|gkDrM++Ra_ADz$kz7MaJa=-aZ0s8lH=^^r>mnMC#A-Hi}*y;P%w
z+0YBM3h!H+4r};4NQu*HipP;*QR{xgIIhDR!?7tMW3r+6?_3y4ay`W;|K{P+i5At5
zY^(=4$F*;IuG;o|yZ`g|k@8eSa(Mo*X`bH%LDDsxzsYiErOh-Sn2di!XNjKU%1U4$
zk2XMwRKA3dUR_EQFuURf;Y%TgtYU}f#XQw^Gu({uo^*%~H*$lTru`o#uaD11sKrEd
z#J|~(k78=8*1u{q9=NZ^7-GK1!*yfGT>a_|?!Z*H{O6<0_m@#le~`Pr&0`C8?2Nl+
zU6X}pA90a<eg-}DX*Tuy_?|g*bgbapw;Q!HK<Q1-@@()(MeJEuqiyi0Fr)nc=IV*1
zhX<>-1^E|eY7G@mN4aY1U$t#gc*lD4R&MffL|sKvcASLp)V1V8MTpf@ducZ(p>|S_
zy4)`}LCGqc0wT!sov5xINAkyVy(lA!yJ?UC!NJbssCG}JzM#hD1R#iG`tQimE4~Dk
ztY3Qg`}L}LB2!Q9n>q3?a2B!blhoJb5TguvgY?&=XgM~7NwOqNqc?&$VP(MQMY=xa
zmzeS8!D({6R(LWD>Z9MqotVoq`7>S;wYbuON~s+u+DsT*db>f<R+Q&(X$kWbFPEdm
zE;(GZ#N!(Wv_fn-wG6W2H#Ymx&4J7v*A!&eY87<!0yHA2<-21;XmGtlg_hrVz*K`8
zbu3jUl`SKxYT^faAtj={I;Q5lby>1~!$UG+M>a<1K`|`%f^9d%-7d<rp@kajd%uQl
z|6H{6PB9nR<Ck;Na?XyVvVcF0W^};50DYX^^RFbhq*Xcw70*qu4r&c-r|CLHGO~sC
zU-9gQS(0xX#aQqJm@+x+P5s!s!w?~-FVywjX6t&BS)SafGd)Ym%W}Tv2V2+po4ow7
z_X<c98Gud_%Soc!#EUZTDo*yt{jzQ{a9UQhLsQh<1RTmQ9~?<?%&c}+1$-aEzo+_A
zIjEIXw_Pzf4&47zcpoM0KG|cF;<eVGG-47KSHxvY6gFQSv<JT@1V@itW<L5IR19eU
zRsOh9hu>|;yLgGmH{)r{xLo1FXT)z2@>`v3anb&QsN<OGvP{Yovz}hn@cJ-f(ehd)
z-D#6=lqf(zd<}RmsH6cd8t;RBcE`=T^b%CGew=ZGzo^G0<B;r)tG67ZL3m&K7^}~@
z0P08t>L>lxnq70bP=$@j3l9p#DD0PVH`Uu8o}sa3lm|{8kZA-~(s5M5qRg|_`sGBh
z3erce_4+|l=Es6*8E3oC5n8m<f`nhiPG2^}Yb=sM?3AgRg8LDGix!Xaw$^ag!#0A?
zS!tN;<89z&=T+4dZ>Iw&xd^pm@orNBmPgGey}u`Nl7wx&%sG_p-MO`4b9Z5ZvF>gU
z_CaLZSja2Wn%0kitLsWd3vE>2foIQM<drf}t@TIRXIVs<%q;5n5Ld#6414r2(4)ud
zz(?@0wjALT!DId@d7%J_a(gfsBy+5x^Ty5Lcyesr#iPWa<B4S1dT6IHttkLYUG6hW
zmk3;%^wV4-tOlH8N?RGOxvfv~MnOXfR^Fxh#|4(H8Zz_~;{{&+<Z1>01UIYV$e-CJ
zg&O15XQjN%%9?h>U)>XVc>`~P?!lJf)(Z!|eM+f%lJv=gTz<b+!iW04QeqX+tN_C$
zwFf-*cIv{(E{p}=&AJz_{4wxDLPjz&iv1PDLpMjEsCzB<%(JAXL;M$g<?3u5gO#fO
zr>dWq8_Ir4Uk`H}Q9YbBT<C)7862zb<hbzG=l7s+wTk4p;?}YHy>`gMUyWP5<!m$Y
zCeX5Fl@6sfEWm1bDP<*n|3K(9sJC~svKg77c8*Qpm5WqUn4nT1W5dhg9YWb;9^Rn?
zb_1$ro3yHZ(e0b}Tg~N-Wop;}`>%VS_;M-~X(w?BwOL*py8-1$Y6ncYl?I@Ae;eSl
zzMa}LZ8V@zHfPLsZsOG{gLQe{y9zZk!n>st)&~u$M<YzE*ktZ60X^Q!EBq@l=L6r=
zzPv8PCMf3R8R^<0Y!|hcLTC->awfA}s&BV0JJIxXkh=`C?>zU&X)U!!=$?*4e6Mnk
z*osccBCWR}X_qkpBiaamc&0Jc(ER22hVG<x!-RVqtywgR$)bxs+Mc+w^uE$rI)kn>
zqp-FNqJ+0ZoF$<JaX7?5`F+wQw5!EUH*sKmP}zj_EhXY+@udQe>8k55nZz@|8DTxO
zrngK9I3&r+gvp4>c(b+*=_I1HeJB>!Jczy{SUph1|Kq}g)eA;;+HCJfg&vwmv!Bjb
zH6|#S)DU7d%LGG1pSxDn{HE9hH76c%H6|-eDyNOKz5!Vl3M~a3b+ua86qt0VGX4p>
za?p9+*SDs6yQ*h8h_9!Ghg0m4_sNOxBx<|?M!Wp<39tKcgE=@v_$<IHU1`wubjhY9
zEKj;uIz{DT2dRp?u1kTZ&wjJmF{p7a^+ea5(<`feKO97`ZzFni!6J1j=dRT9NB$V8
zZJ#^Sc{-~gSv9@z*VVJh^QP(dS2gOovNqKUFdq@;f-2nGNp{#D;pGMVm7FT6zCs8v
zkaZ$>W;91xZW`afZz80wcY~ALIMyBTH6D17@z0<S@d0!g*)dZ$+{<fa&z&tPiX~k3
zIs*_t$hNn#Oqfx?aITfxqOI99RO>d<*7mu=cR$Wzc95@RR82geCc!1G)0@W_E7(W)
zo?VKeHq@H%4W_oaGnF_^be}=Weu#apv_na@0M@<3=HJ}Wy^hcU+O=!>dRz%pEn608
zssS*8E?)w0eyc$k95XoRycQs#eI*LogS}9uL(8OT9X?w(7-JfB!b1n-hhlS)XH-%<
zd%UOOf6tELH34BbV@&{SYiQ=vS;?xS@0At@l&$kk8SH$pCvW%xrFk@yYYX*>6P_h=
z#?V)&-&P2%h`W*MO^00;9WZqdM@kZ87H*Pl+A~Y;iP7Vjj$)5A<d#ryeh=SvynFUe
zSqnFt80sb^^wk~KwY@%NwiN<vZdXk=K@n|+zFSR+o>n%LZDQWM`X>7U?=9k^syEL9
zBu}V0CYq-x<TlJ|pD#VSrB;XchbOXIQep|F_)tsINd6Y^0D?CmPo3Jkh+p)72ztOh
zcBSZH{MEXMQxuEMmc2NHff+9m^6gdJ`%D8dqT!eQ#f76Qos<4o2*=ViOg>t;`G8-I
z+RP5`rnPQPN!lMGdXY${$fwSAhO<~s`U>U8iB88<Z%<Pu8v2zckRHyRUCbT>?@lHr
z0W-Zbj7cKLa#TSj9WA_^ImNqN{g1q7H9;{;zELNl-!KfnGqiXLvpJCgtQ+h@0<lLc
zb5W8-&3f0J1gB(BSr-p;fz`W(7b8S_JduIN(}LR3X+&OP+EesYJjanf8kAJoPe~oC
z@U<ejII~F(&R3V0Yzt_yU2BRkZ?)ek5@nMG6q?`Ik%s96QJ*^dJIfLmsF88%Y0_n`
zeZs?l<O!j;VMSW}Zd}ds8kPJkNK#wOP0##66K7{p`B0bg19ut7^SG=`()HRFcHFC^
zUHpubjPAiB_VbNlxhHs(Ld#ARvb@A1Is)8JYK0BzpLsUnkx`RjY=$^vn!w^JeC3er
zcs!>8Dnw3zZ|9#Vz!s={=%v0Oz7W4d02O0+kI^7E4mJESqR+JdW><*vKiDEejQi?q
z2Svd{i<AK0A){bZj+vaf_mZ~=1ya||Sk8LPJGF3kssU*|&TA3W&Ke!FTsKhuv`P4n
zZ$Ij5negiBM<WXHheiDVC5e_V{(v7PL&f^Khj^y59!v5;(@I8kL*w?r2JR_TfV9Cm
z8Aj-vGLEXBaEOA0`v5$Ps8O$G&wCJDLQNs2V+^YBBvF#v%A+ViiD>=5m})QaA2{>H
z)$4)4G#l5nb|ql<qaGdLX!j89ZA3)hUqYuKe;zlk=MKsOVtK1#hv~+^Quv26E4lZ|
zADe+L{D;k+|I@t}hVFfrxli|3gZ?p+WhORdCGjzXo)qKO9v}~ScSF){1yMrGXgbnF
zj(>6Qs_b35(5;a@#TGqR;jPKY;8(_hejglb7)8HYW2iqMD*6#8Q6JuM`=G2F);Iec
za~ds*52rjNj&e`Sb^V8x_45Bj-9q#hgXq!;h<N^&;~`CI1}~rAUwww7#tzW8$bi@b
zCkxM{@QOf8&~@kb+MDDAOp#p=$*4`@)>pLeg}>cV{HHrD+S{d6Qf6)l#=3;Gcvbbt
zM{Yawx&LIr-23v}Zn;{W_4)DUIav2bxD{ps3Q8D&>>|~)rAuoP&>(Tfwp(yL*S7E4
zo1Y5jV7;vmEB_++z4U+4yMRRzLmm7rA1C4Om^qC@(!t#6t9$o*;Vr_^Zsa;7@k0pj
zUuFQTOAqeVu%XbKoc+J7(8{LD^r7_kN$BW55B?8}z(4eVyB%ZmzZ8fJ^bN@W`*OrK
zo&DW9DZEwd8}L!dbm8Gj7e(Id2#pBtjqQcvF&$Jo&mv`VE*Q*B3I*QJ?@xj*gx9cQ
zW`hq44iDXVl%n@;HZ^n}W>8}d(0!ET7N$S@s|*!%{8@jmXp-0$PcojpsTmIuMMUfw
zGkl$~+Fx0z^D}x=jnB;<VdsuheJK9ylxAObw4$GG)c|JtR#3WIKgOcs!e0fZzm8~q
zTS_F`T-8uQlvCA}x^Lxq#}g!2*L-t+_N;XzJ7sZPhf^>1v(eRk>TR)q6`9RK^i68X
zkKu9OR}-SnwgIhW7u#rm)R8BHHD62I`tm^F*4S~!uXc27){(AUN3O6yVQ!gc9*Nf(
zLG{Cj%52vk1Zp*xKxDi|Aeyz6HPq`>MQ?|QTyLO3UgAgZ9fGxve3y3)5oEJ48kMYr
zc5*0i0HDBAkLt9TadlkP8<s;<YU`d}srt~YXOQ@^8CmuJ?GOJ)wxxrQs-mfynv72l
zB+7z<J-aKy^LDOt{AynOsr~%E`0gh2i-2-;ttrn%#_QwxrUjfWvum%6+{GAGjn1K*
zgZHa(eldbp2d&MHogdNMc4FXX#JU`K?a&0yXfq;wPbJt2anP*RsNw~$saV<X-v8CY
zNIkTcqLbb9Ls^j?p3cu9+6M>E+XlEev?2}-U!Ly}>MjhBX3Q@OkSe^Ea;wwOkT?Hx
zO%B!Yhcsi|D@q_PG<%AHo`e8EX=@0UjoLdnpvzN^MPqw4bExs+*COIPZBH=<U!uC<
z3}h$#Zw|BE3_ou)#KX6xlaQTIjt-#<?;cJD-1Pps47`m$sQWxoD_*=Sr~)kSnU538
zfARvVL9vl8yi&nJ=H)6oKJ5(?e6iN>MBN1+^tqMbmJ@;`&p7vo(sG?9WaIFZ?B!gQ
zN04#^Vwm)=gg29!u9di+ZEGfcE3PKw-4zSwOn%Or6Z22R#3tu|M05WRd0;PDD1kKG
z&MS@mB2#O*d=S<$0U=_?m;<N>UVkiWlDHqFo&Aoe4G>iW2{Y!s3g*tHn^rnIRNSH-
zjH2(<s+oH}MU-Q2ko_0I|3vkz$RFv-+ZXO7OhKXd4!NgmUk{Ps2T4<swr{V|5#)oO
zPgbouQ6df!*ydu}r)?H}_@JXpR&{P)Cjh`UfS#bdr(EK4XOP|nQbVPksw3<&s?1zw
z+;SS)8XPycP2A6JDPD>BZ-fieX^6ZN$iUlDm-$Oa-bpq>S)I)ApW0u8I|Vi~(|u;&
zM;!c`yRVdiL}#&*t_C~<Ocya+>9XE@H0hTgp2V%i1r!>1|7Kfb5Hy1<yJ8>pBy!Gl
zm$#R-*OI&A25CBuxT^$KE@LsPIs14)ACaP31X&OGjw!+CQk2M8xJ!A8&vznbGh%@o
z^NiHdIMwnT8F0JHY{8q<TPJDaDQ@=(^;PL@{Ln_dvy5e%-3#x&D?|xC!gblfuvQNa
zyWeLDeeV)E$K|RtHaLYqZitQVDXCD03~syM?a8tUim%%jjl8wX**gUi?2eywhUScK
zbS^7Ck>SmtG?mzPp2tPDw~p5YqynjiZGf6@<=)qB7lMA<_Br+cG;VpkV-{=QS2W?2
z9RNU%9142vaoc}ie)8HvUT#?OQPqP7Rq=QAcq3R{lzgeFC!Scw??4)X?f`#@DuBWB
zSAYj7{2(zU)B?3%No!u%N}lyb1gP0l0D!6)%rIs(ZPWBi1(C%M5!60O^9_c>k6s3s
zQ>2`M3ayN?$hDT{_Xl6tnLQj>-<UZ7EQN%BaGu_{HKia&w0{Hlpe|_hF?Ze-yfoFL
z6%+obvkPj^M0C2OXAwjIJfp@E^zS?hK@abgTURgzjLWHT6AuhvU%G+EV!B%&PcAdf
zClYl!{P;g4tz1J~W>(*H><XH!6PT^DQ`Psx_Gsf?UhdwhPCrZy<2Z<1MWCTAyE~X5
z-QpZ7kp}21D&I|_^+Ge_MfGFKk4?w0XG{thQ$!RmB?aL#C=p{_qR%a-Qs)}Z;Lh=a
z9`t7U^kik*b_}QAMC%N8nU@~?XgekFc1X&;saG+eQreD9Y*rY38}RIqMUj^AV&b(*
zT|=z`-$QNbs|O-jCEKRsJc%1pg>CMf&|3*Cf-o%mnfYP?gFPnNaBbYqKzQ|Fyr5Kl
zN{2zHPAEQ3*hg8#fN!Ytiplyez&gK0qk-5TmoK&d-T<KG5$m)ycn|nUj_U_wWI9SQ
zSx6HVymLwZ>}kJ8L^jvW(ECC0i~G0LYKlW25t4$({W&|b++_%}bx^ejP*c29BxDSD
zcxzj%2W_^FoP*4=siFM7Qeg^aZxU2a7??IosI{{XdFR#0>p&LI^7u-9rG6%Ep|m)F
zBef0q5GK3t<<z%w3e%B6%~Lw9)hAvbHszrnZgaZMgz{v2hZyZZYBR1l@lG+^e{BCy
zJtpk}xoMiHGsvbMoUF#b2$)gBFKj8ZC=dj73I}s^gH$z2Gj2soY`T!aoVQ2p%aN2Y
zIVPW<b9iWiK?)LZA9H$3-Il@A!qsab1h&em#g{DW!_w$+@fKSSMdj>gF}fb*yw{D6
zJjdW0#2Wv3yA(E9o*<F;XMQ`dUiD2=zgn8lV^uR$IZoW1xg~RpZ(muP%+Z411;f=S
zwf5H?;tTvNB%`Uy{J-Dnl3iTv_}BD`Gsby7);fs4lPI^gt9w-XF8WfZaW1@jQdzy!
zyGNS*wab_B{QT>l6kFiHN@*3sxp|;`dV~uwEvLp7l#N)EKfSVPmu~Fo*7j4PQ`_n#
zx6s9a#Pw{mf)^FyEx)p^%h?0=<n~ce=96{|{>M#AFC@}*84W%aN_PK}--#YpdcP*0
zi%-S4Ib$-raw(ONb~3GAqF%H|3x+!;a3RU+%df!9WURS(Z{HjAq7~wiVotZW-ZuBR
zZx!&9YE!0Pm5Pv360GWDMeIg6-;syD+jIAae`pL4*1f>{<U$jJ+y}c?+YfgdBj0fW
zpebf(TSCFBUMbd~d1aVXa<e6Q2k~0FO+qQ8*6zBK6<>VDxu?9}+za4ovqw5i)hoic
z?N@35TQ_)4{3v-Iikth!ccbAC8SqQBrmG>l40x*saxMt?4||cdkePbKW&WYYm(M+u
z9cq=QVn(z{Po{uhQNz&fJ6jKEgkL;qFWoy)adG_7{HH-5aJRa?P2xW;U?hB5dcVk(
zjbG6#l+G_YINvnbF_>89k6}D7v&DUNq*GZ{&!QnqBERK2$#5+gx9~%xQ`Ik~pINoN
zfZ0Rkqq`#c&Y6VW(-i<d(J1dgmPZRLub4b?Bp%V}moukMFnC(6wnv`L7vY$G0qW@@
z^2k#=AAlSm4Uworb|Ji5FB&?<FD_|=F-0nt<s{`2s}jhyof~v=0`-IGhs>SsHpUU-
znhYZt>Pi>fECig1aPN~%5?RES=t(0{mtBt%9|KB}%W|haD)4}8gAGrkdtrqedt&E^
zZ>ODj8xFEsWSmz-q2l#<JxJE;!g~GWQuE}R?^ueDSG3F;vuRQ~3Nk&oTh&z*SilGP
zJfQPN<St0`wcGT@^*%)O<ESLL^k=SaaQ5T-9A@hHLK(H5gJ2H)Q(Dl`?mSHakDKIn
zRVyNM52Q46l|5~=qUwFzn^3TyH{PQY8ugZq2-<g#)?>)LMLEe+ZR}Yj>l=b$1Ms^F
z1omM8OHstHqme7hs_H?vX|r8V?fgmr4G&&%_}$Z26|@KyXI~CjGEby2F1T`6;-9$H
z(~DIeBRG!iF-+gXyj&a}S+0MWJ%esI71~-%(*Uj316AB&=!7w+$i*H-s<JdzMeuWf
zQ}p6V#}!+SO9+EI(liZgWd}=iEyqcZ%B#ej69Xaq4=*{TMNd(~(-oMWcvLH0w64Es
zbItfM(H}$c?)Tlgm(&am1%7ETIwteg%%|*EK3BDS=?)~XLx}JX(Lq$n)A^0rq0Uy^
zzNx)1vcONis}Nt6iTv(Te<SCxnDQ3ZWx<+44Vi}i7O?CF8B>`21>S7BF7$*{^5ffE
z_?LOAZKNh1DN@4HtY0T+MJ|D3n=|gJ4ZFJ}oB3cCz}#=OmfE8dSUkFlir`JcgZLEM
z2L*TfR26(qbjA3s#BS61=H>gx8{$$}rAX<!&Jii41B*`MWn4tz#Y&*k_&WnR>_P@n
z<wCsry{H<Oeqnv&h<{nm7H;BOCsd)`=nSs<+u8f^ouW6J&kI`$U4nnR7~||QQ=9oi
z7_+q-A&^8}9)X>muWf;jtdMJUsjeg+=(VF%PcJU0kIUXYml;34a69)!6CXr$Q1vqF
z4A+}$s?+UDN*gmy4iK$j82i*amv-eGThpbi*N5CT*AabQ4(WbEn1tC1g!`hg16`Bb
zCdVr+S&8%ec{tU|-q|c}>%I8nXgz%}MjBPEggQK3aF}z3;nRKLOEy0f($)E<@5ot~
zsd2Ad0Ni=|w9)}6TxeuwqW<8N?DnC*)rTuzAY6c+l|BKoKHJG9C8Foe6TV0JPk4eU
zP`(d3!9P`JWq;~zv<?1SW%lDZ9W5E`*r*EbF&UAk)a5x9Pm$<7l2tVIG;_D&jtZyt
zt(@RBfxG<P{G^sq%=mpQ_2!4ERxPR<Vx@Jwb@@RCUqNfI-^txioqmgYI7i6oe-ctl
z`UbvdL~{0hr9H^EIpecuHZyvSkDZ)zhiyoRIe!U>7kgc_f}0&utH1*`)2j6B)%&>z
z?wT>mBWF)+$WYKh5m5kfN9sTCVlbxTunheu!1_me0hci=b-m8_79B-=<&&ttgy!d-
z)^020iX3Zc{B$kF>8DC^v@_vV6JCzlgOIiax%-dMm*K6+TY7?gLBCRhU0~Xv@`rL-
zIZk2Gz%$hC;*@L0w34Z3l3KyM8AzVH-8{?G7Ja81Lra9qI>EDOz0PQ}HkE(VZ0>jT
zx17nFl-tLeuh;pX-82;wcy{(2C*4`2iFpI_$tvHV`Z;4_90e)c=YvkQec@Tst*XoH
z;ZwS1g|m<U2P6D&qZj{ehP?S8$br6dV2z1#$*Z4WBQMkF6o98gVys!3x377ok|BMv
z6ZvYa%KM1Bz_OH;5ZD-1Lt=HQC67{oH`;kgRrohLmW=erK-$Auv~k(IIr+(Tm4I%9
z=5adj@iHuD?v(tMDg!FoM(|d>L~1ivdi!w`@lK;NO>F3kjMZYp<v1(er0Ej%EVh4M
zHkb14PsQQN1NDDv7%ln!s4YCju)sDP4LkF%LA`%U6cr-K$X59yP|Uv<5p4fA>K41d
z&k-?4H17YUthj3bhxqv)Eyno=O#gpqH%3B^ke}%Fk&O^)yYeo+j#M#EL)O6w)FT>=
zR#Jbo)K`Irmr$Z<`$p4jt?$A%f+WdE{Q8#~$7Ph8C_=|wjh@_tqc^;B%V6c-YARY=
z;nXHe3WZ8iBNC~0>mZfMod2{9-~O;u78Yv^G#rkK4=m$A241+veZ%yEop10k253ci
zH`|&N1*{r+`*r%Tyf<8^R#&P-hS`IZE50|wx&N1uTK$(ntD2t=Kg1OoD$9fm_(*Uf
zHh_JrzB!oAz!}UC%J?qk3CGhY(R%R9-<F#H+Ry6x!-1_z3Ps!4*xcd_hOur|iQW+v
zDvbz+*!A^Ledq4$>+g~FHeajUlnj}mSYc+L{T8b*2o6qh&fz+oU9@5$GX5B=XrmG=
zshfdtF#6DE0hc}cF2oGCD~LV9<4As*W;W8jsPc^K)F5S575wjX8oH)wGkQ!=20ogN
ztq-0mC$~g%5&!d~_aAoj-RpN(1iJxkS<b#&CLJN_?}To7UNQT2iBrqGO-IG-tW??a
zd;70Squr%S_Hrzry0y02MJo_iM)F0omnk#4ucdX-u^x6QHE^0a@<(Q3Ov{97lj=CW
z2Nr@CQzDT780!AB;B^^SUF<G#s*UtsbN#T{ynR|wy6*o_CfH47M@sPs0XV0%6WY00
zMeF$uB$rDWlOz=*syr8>jq?@Q2Yg-?)O)5ZML#44*a&9nI8&bBibC{TgZt%95tHpV
zWY??L3q1O`YNq*$TPwcCBDe>V4XvJGxYvk>;5^U4e)GzezuwbT0(3@|C53H|d|y>z
zF`^?S(1ODyk^Y@o2C&WmqkBTqZl3CK8>S97<~ohmMH#jYR0LqVtW^v^c`Q>arF4Gy
zI+|zFAh8lzh*<yX@^oet&=7E;7_q-SMe6@7*ZL`Wxn^3hKiH_bvq7&+hsgJrfqf$T
zhY(JnQy<2L8r=~`h5qN2mBdhG5l4nszH4%yJzlw^tl5!KIC-t2ql3r7T^sl1z{E{W
zbic;wR0rSGdsm=Q<(GPYxfig4vJf-#`_bi7^BHt0M*5d%x)5Wjvp@*fTvI~6h)aS1
z44;=o;nU=9{^i5NGXK#S@rnxeK8iSaB`snh9?ouYYc=ZZ1-jJGBt^2=Wo<q(9lmy1
zGd#7*v0>7lS+69@Vodf00_*ewYPc<04?o;M2DvrcmEpqhld2lv7s$hUY;((()_iP|
z?YL?h7se1g>}{0NN~y?GYg5Vl{@Jnf(SH)Jz1*+cJt1a_SEQIqg}fO)X)`_a9x_j1
zOUaJ?mO=KIsOF!YI8iKd`As+z^^J3?ca`gqRv@u;`BvG=`?C7%$CrS0{N8GbU=jYq
zuHD1lV$jg0j@hk*jto<w%Usj$+t2o+4*B8l0Z^ph*9?;CV(SF-X<D}60mRB_YDJ9l
z4CK)#JZe6vSY>CPOm^RRW+B5^lp8cqXI0)rq<BMu+Gamuo#`p69@I~URRjZXe*Y7b
zZt02j9=9h8#+}J}c&CAdxEEIJ#z!g0fe3YRV%wv2NujG(4R_w(Hi>;5u9Gs!y?k>j
zRo>h7O+e-B>T&JL8&R4PCWsxP^^ODb{XhZfmuM0%AS10jdx}R5iMdNs!hG2-3NceP
zzof}8uIrqlqvZ$~6LNfWRB6O=!}q6;$Fwjit+{r<|50S7*LiI^LBjXMnO)PhJZz@y
zEW1rIXIb==(+<N$#jC+ON<S-rz_k?^>z@s%06=t0KBaHgKMA`Ecttti^2r{Wm(GIQ
zzB$Y{1#^QgL5z_*>AxViQ3Y~W*8SSI8z51%Nm{MSHMqs`u}sCvw*EMqiV9TD9Z40x
zN93p>0nRj6ir7*A@8zj6ut^OpXHxn_^vwjRd!uaGUHUv$(b?uU1}fZJ4YyR+C4U9x
zB#qBUMQcu}er2gYte=ec*Xz2wOS|SnyDVBeY@0riQeJvzS@o1s{)pOzq){GHCbu>P
z1ch!#hM4)BB42S~YbILr3Z%Z*?S{RA#`6t@7TsG0TAdJ??xM<i7K6^^4^ohM;EO76
z1Wj>)HOLeEy3dCc8xi&%tEBJjZ}JmWzI<-z#I`)S9C)5n?bB-^yqc<^=hFl8Ii;KR
zE%_sjE6TG|BfslY=+#WR!BA<+61~f#hFJbe70rY1ja;34UZ;3xF@+TxazX8fX52?r
zV|-!YzTJBjS0fLtoi^ncejU9xvlMN3>oT`yD$UdM(dEt#L0Iv7pp|(EKoypAfmwh@
z<FXyfywV^;B&1p=d??)LBAW{`!Fzg)h5z8G_yC1^5VJv9p}wG1qJ{)-q;jlTo7tJ9
zQgr%L_aFaZL<%v#_I%U+C^^6o8h*Kql!nj)M3dyGs*RsN<meS<T4`4HEWP?4I^;a%
zJCxhVf@G^iJIujpbbX)`A1dcQ`RCfI2N~Zt;ljoaj<`O(A>8otZhb1?R@WD<_(iI%
z{Jo=;Vma;^Gmg&6S81O{;#6*bXu?hp5Op&!{sMLb3I%hir)uvptE?TIue_|`#p8Rm
z1Ef9vVIAyZI9&V4crL8zTIjm>lx$$|@Q=CkjWr{*Pri+#F0z14mN#d{Pi~RhyyM+%
zZn1tAyKpnIqNc_D)3^v%Fls(B-bl6bCiOe!JVfsBJ@#Q8uF)hYD47VPM3v_>&+>U>
z>IA4Q`4HSnNnp?OHyfN=Qi+~Z3u_ja@ZIf}2DURk&tBT^@VclSfO+M^SW-Wa;`C9k
zTi%yTPVidXS7qWah1XQxUVira%U)c+VlAB!X-turpz0F`cHl{i%3oAI8D(O6b8xD@
zc5$)`$suOGw;aCPbdkf}L|mOMIU%K+C*gm&rXDWVNbEk#k}Y;;(cK=RdkS#6-HUYo
z!D?IXyiP)lxPF_?EL8Z$u#(m&@G*v;?2kk5etx4i0jw7ic4xNGQUP9lubT4=;;<tc
z++BH*X@1Em<8xXlOTeU?b{S|}M9jmTveTWP-0}rx(R?4tiH()~#>P1vVyX_ydN-5n
zR|n8W({Y-6WsDx~rqXg1lLK^Apmz5r=Z2E}@=F=rL-D*0(VvXsp<JOK95SPY9q+wj
z%hwTUMt<yT*7VLk&hX&0N>b1eq2u;~RY$GD=k>Q{MoB68bWX&T%CkQ=X6e#S%ISJg
zq2GL;+raeUGPPlGx1`3YPjxRMofbD8-~P)Sb&lTI-g1!Qm~h&qCE6Oljom=LyLn;&
zyw2gxi9hSyPNnmA+F++EB%MIOk?6&C^3C%>2gWd-m9+r19z{_~{$Tr^P6e3L6lnXi
z-N3$oTiLxcpR6@btex;3w8NUp9^a0=yT61QRrs2~u8RV8KRi)&jNxinrncgiv071(
z&Emg(zn_URTllz@GYaf>I;Hv&_M4K`73NV!t>jUO%9h1ZbaC6SRSu4Mmysj8Kjq3z
zxGmaL6j{&gUUF=3oYzu8ceiK5ZUTT${zy7#YkyWL=Eq&x+qLe3W?qi&2IXasZTR|N
zg{bDJkjm0Klzuli{G!}$YYoa(#_f-4z$ZaNB=OiS<l+4t1|;b9>#yxatogOCxNBHj
zA=f=tvT9xU-r3M=EqR7c+z1?p6wk+w;VIjwfhy_Eu?f5Wz7G3knUMnGR6YQj>lU<d
z>TIaXsDfxZj=PTHrL!d6rT&7VHonrWx>(z-mI_W-xf5)HaEpAn&buvBq?Z-Du8P%Y
z!ocGjf~5gMDV5Z$F2m-0MJd^%JJVx&8lZZ$b~x8j_F3?gNX(j5O_|qKSO-TR?CfpA
z7u$;c0^VqX7Wc<qm*{N&oN~>8f?C97C=sPU=J*DuZMxDyu!xnOe8@!M?IgT&3|g;9
zUXBHF-r!u?vSza6Pe@4rvBj&zbaWnNe%O8UQv*kul*s?n%Xx>h*}i?8$D>-ht=4R-
zs7<wEM%AW9hnZAVwP+Bew1~t*m6}DZQrg%f)JSZpN9|QgY*DjlsNEzIZ_wxY9q;@9
z`}^}gj(eQvb+7CEUZ3+D)>kLT&hm*Sfhh+MO&_hPcLce>6>9O$%5rlP`pHR9Nw1}h
zey!H+i}z>v0bjOlKfkiZLU{wzb$m71W|V-Y-S-`Zm)>sWDp~sC`yJvaEq<6CEo%CI
zn2;9iHCc_x4`$lp1+$_KdkU+)c~|gDLxVzQ{<kTy4k8Yym;P0DX1xxYa=EwZ_YwY;
z68xbrCa$IOeGYgK(aT2_)+++k1Ws?<zy&{M5j{oPc5v%bUqw#l4kSI!oQy7!Od=-L
zU!-h|(4(jQvd(AFVO7{B{r)Q-t^|YAJ$o_*Ez8i&#GNR%1jTdt>M*1!1!212$i=i`
z<Qs22_S#hJs-L%vKrXEE$aVVX5#yd6iO~vD{L?7d_>D2>nboAMic{$@;M-eu23L_<
z`{}OO9_!a-Ozt;#M`5yVPMUXi_1#u6VuOWsus+XQJ1*x2Kxn&=-kRtN6M06qw~^Sq
z72j{c&=vDRx_8BTm&d6}#0h>s6}MTUicsW?d6_78uahUrzVo}ELwz6XHT6@;;{#*C
zI0au~i(>wET4#b)3Pt<eMseN+&7t08`Y4s(-)B&{*uQ&U?q=`<hT@#6X%&6AIBWio
zgp7!dWY;pQfwuewoev$V3@?ax<(45w$;kT|p61_4o793BtsBY&A|#1!5n6D{+#=IA
zzn=&aZLp#4gbD?lpzrY;Lnf8*E+kvY7_IJagk2fFV&Wx$&sRbT%!~f4cwquc!dIq#
z_=8{PH*$^NN3Ne0Ae?(cx88?+eDW_&A~wfiti{~X<swT6Q;}s&xp%yv`TSZg3z@9C
zij@~3G#1-XY<QA7)Uak9M~qMtJFfl>G)nXev0%5ps>&jrmk19??rHq)q@b5e0_J;H
z%wVB!S0dKlYGk|JTxqAnVR(97Y5Gpidz4Gp6BF^P@ZZ#d--+(`Q!iJ{aUO9f#+*Sa
zB>Ed{X!s@z->y=8MkamS{(eCRU*6xZZ52VE7KfJ9ip>gVN87jWjaih%c%m%+YThQZ
z_@Ki*)D~{=_J-5OJOR3^Puo>MdzB#JwE)nM@;JAAPmBDZL4?NYZOkVd@2p{*WQE#q
zT)G^(Plh{5HXpJ0^Bk9t9^1s7*>k+oJhwgIUd@<m`q@VxB&4Tu-9>NR9zyTTVH<05
zos9U)>KotY1a;`4ye}H^){dt|IxZM-k1NezsKGl^YsWSwi5P#0JG95{g?6VRVnJ|E
zXN`Z55Z?nNL`1h4SG4wk$WVM(du<sPD}$?3Nx3cxqLN~Ql3#vYsp#0#u>J}xuEMVX
zDs9y^9B%KC@_?p;lddPx)QFq@u+b%}^m2rp<^o4zDaD$iRwg{7VNDg@f&xSTDZ#@I
zD$Z974(I1kHTd@Bn#7ZPY8=P8#?!!BqTR7_N4!t4J6M!Ee2xCY#CkRsDn1s`kV`qY
z0|?L_A&iD*zuSz_a2;uj-UeP{dnAX*n#%d%M=+JHE}7lc_ctGFL;RbR%|TKeWOS$n
zu&Q!ePtvw6xUO20lNBHi8JA?`w~AcaNJB{(^<-YT8IU*ZSe)&>zC6xAb~k9<G|m8X
zRy3u&vi=(Hy4nYXmK4gY0`QJSGZYi`tuoUW^k($B|EKN@dO8hfi=T6H<Mbnq*;bV5
z(D*jF{~?CJ`^3;#As73d*hV9sn_cj-k6*&M{<_DE4i8F=m#e}^>SjlgE8xTxvj`J4
zj%x&<qi`^+!oenvOusZigb*3vjY*@7<h|ws-CQ(Q&}JaDM=NpZYkv!<ipOF;_2vT<
z^meJ?Sbchl?sRRBSeNZCMXa?9{_hAJI}mujXD5W;$5rWS`DEN-j`sa60M)1OzjR0I
z!*(Ie7<}m?6bqErUHlUu0<k7n{@jIV3hs#s{oYrj<Z$2DyO7p<%{Ypc7zv`FYY0No
z{^?w?Gduuzeizn9FFw8TU*CTDA61P>`Q(2#{(IJ7fN#CTeV4EPEn10J=6Z(kD)BQ7
zrnx5pkVG}0cz5s!asyalck4bw$66~Jt_E$Urq@>h88X)Eg_beULPiELQH6S7?)8W3
zdM^ak5aYyoC^o7v?9Hsix#0{?rc>V-8YqWD&UeON_I1Ps^!LX^!)8GEWu&YX-FI&-
z!X`c`dzc_coc@EPit4O~4fo6TH+(KWJP+&sdBk|HxhiPW^(>wmSPk7->!RzWx&tUD
zFhev9rspG59J?o1>{~$^cwXdVf;YWiWBv*6Z$q^y3&!!!{*rzf5>k5aG&_CNS(|5k
z9p+k%=c(dZvfKTc!G0liBl#8kdsNP|q-8_T#`4KMM#H#7Q6dq|+1sYH1V9!MF+0In
zBifVIW%Q6=3G!JzvB8c0WQ_pfCHYir5Ah5V{Eaj2dwTi1Vv@;2ls&3q!S}TE*j2f!
z{x_oPdlLLwwzZ36uUy7aeUFcbbzE0lz(Lmi<300zx@`~15_L6(=6$lQIS_pGJXa?;
zw&^`XnwEK+rS|S8V8$*=9e_Q3RT9W(iu1#9`Pi;K`dMzxGGdpr*@SpFnsepo+_M^!
z*`PPL*xg7u^{5E<2_M3<L3kmph^By3<_AgHRyPbGw_r*}vF5xb6y^2a^;#sj58%j;
z4ICmWxaDbJ9SDx9#p~rV(}(fYG3}E)!#9oSBiuST2HH3U<6z?&Z>b21dYvW*@%Xxt
z!!FTRmw4S1dLcPL8{=C=AGN&WUr-glDqPO;Ky4YI>kp-pC~Z6(UasH3x5i#835=9W
zATbZULS$4lbCPk>^Nqc^en{PI|JJJCy?vhw8QQtKfdrqc0EIvE4_%eb%D=UPg2oiq
z5!FPV_-6UL*J6jJ(MEMgsz2h8h0Zhl1yPNo**ix31#Jm=GvO7PQ;DvnJ?(z=b&4OG
z`-cBsXi{22emA0>L-b-|pPL!+j1Ty^@{A)OHAWDhNGUt3gGVfIA(SEfhxxtV2{{E(
zwlQGy-EghpQ7>d?3)%+Vz@1i<Y^XcyYr2%iU?z=8Db?u#+E|4vRqaY?6I@ht-5iM;
zA{5`BRzxguOGWp)x^9zS)QJ5k-GXe2_@Nr3Cb~0pVx&rKJUV-8H7=(_Ln{uSY^Hrx
zy^5K!-k=<&ANur}jNp$}R%R=NO;~X~4@j5me%2fK_4_e-=PU{0yw8Ii%*g2!y<t6x
zNuB0*Q9vgjt|)<=lI3Sfp2d4N{;DBRt_p*OpZSvRY~&st9hR<2QPAmX!JZyDd645L
zsh|5A)*BhN>a6ef7AK=g=iz~!Y|U#l9o2ILr!MBzSVK6cKpZKJb>nR~2kHEX9?*Kn
z{|<<4eL0rW;Cr<9p>s&wRpEN;1JEb#ghnh0@w$fibnS5?7vv=Oc;a4RgyMwU?CP(r
zC)-l^i%22dKFqlYUE*-3rzE&h%R};OGCofl;w;9}VoWq4uZPmy2(WGBtmh{17g=((
zZLLtlz7_k?#shQ(Y1NQPQQ#j6r?xmP!oNBa)XP``PjQZ@s54(TZKf~g3FiZC$ip3r
z$kReWXSJKaTOT13rE*>OZ~b^V_Q|h_)u2=~OqV2JKKtY12pGTW+CFLacEmX<Rkx{p
z04whlWS>5oBJCn|GPP790LZp`uhHZb+Q1Z9l^n73f@|Sg9p3(g<npnzNlJjn(sMPp
zM*Gzxd@VvJS^bIeC)Q=tHrm82-G-xo_`7n_RiKaumv+N-p!PrXg_QacsZ{z~A3ugW
znt^7eN+l6In&<-_1EJz?0U!1O_0?{SIK3+8Rpc=d3LQh0O<dzyBef5YZ%EC*CC%*M
z!x_|*#lsSKb_?{6UNrEerY!2{@i^s$%;pWX7E$WvBF$>vrt<E*3*3YmXk_v!@*RUP
ziC?|~;A@UQ(;cec&_=d>e$00FH~|=*k?Pvqf5E3|>p}fDM_aH$slhvivm<tIP5vZ%
zg}Yn@23(L`R5CiQaa!CgJF;|@MUjoeCw*MtmI`ctnc2e0TriBLBF{Awxy0PhXOJN<
z_Soz-FyMLZMQ^(XhW>J^+9^s)WvQ)i-j}bt-IImomvo`Yika-q+E5ch0EYGnu2>P<
z^h){@u&g_vsUbZs&Ny4Ws|41O8qG5vhxrqk5;O*lBLtMb`u@pB*?mr3Qx$Lxg#3V*
zl4S&Z?Mb~zS?+V%qiBKo&XyygDqCS~FJZ|jee4O19Orc0vS{MKq+uy_U(OQJS+%~-
zqashcB@~t%Y5Te`K7q%JOuo?%-z$QfN5WxebB<HqGbb>4M07LB-L!wGA5j-7xMv)@
zQ#raJS5>le1n6yE+^|t{);PSPq{vgEljf5X_UJxZc#B`tc-Lqh8h_B2v^^HH{SHUC
ze#BD4Lb?wA1Yx<xn;x2Oth;7Jj^(c9?MAvPNUwJfCU(U9ymUp_VcK-c>S-jS0cl7b
z|5=2a0}W>e3ljKy9I)AE<H6E=@*4W*`NzlHMIs-L@HA1HbVthB&`wHAqKVGJs317I
zyUUrfrr{sf0mU*No|oq)q`!G|Y-};ju4t-$So8a#1>c6}cCE&qVExHlc7mW$^WA>U
zmG6q(yXjw40nJ$9@hF+dW&%1cOcnMwt^!{HENji;>qOkSLwSH#*lf=>847K9>Ajct
zD`h$u?6gbXI&GL@c;}l<8&!fDTQ}LC`#nJT@}j6FX2|il@oL9&oZ?WhxOP!(^f8W>
z5(8@caMgo=xC(ujP7g(ESQQhM{b4gwDgCRGO*-U90aUGbO{vyP3RFaGifoD`u4q@v
z0X#f+<J0bVbh2Ct7W6JwK3@Oc_wUhK-R}H1FItuj<A@rD)+xa&&WhB9UBh{HCVMS%
z!=*)G3$N+3gRG0ZBEkao50jDFVi!LM6AX>s{8>cwFuXO)lNJSm%<q!r*+OPHD5_HY
zNBeZEDnh#-*i_cbwTFt|#Q3Y66Z$C?Ya-#V=vMojc_?J-C5L>B?pzAyT)gYu`TT79
zrLpS@U(lp-M!eEAE82;ciq|_mlppBZ49IAQcs}iymC<q#8)t@qNrSlBYC5c!J5%Dw
zrKr3HMa72D8!8KdSCJYSEw4(dqTaj$urYlqp9(HEGDTmu0!IWm3OHMQvBPdfg%D!?
z$}l4(C?Pb%Gm?nVbz%@_>GE}J$n&SWS{F$pWv3E^U49(`J?+uq6UPw@p7w*Bgp%UA
z)W71D6Em#SgJplbJ*Ahjs2~-i($eaB1OAQA<aLazr}=5)hZy*o$lR_F|6Yfk^<#*-
zDa&^+jODwg!kgAuq&YuCeg+q=9*M_3LY!(M1SNW^iU`%s0A?{t3?J3&?SEBLROdJ{
z_XFoVD%b|UT3$e%SOoBlDykuHtD!=i;FyL<yP{UbGjj%qNRPOh{7^wg7{c($!+Ko8
za^uF?BLA}Zt+%iE$&@D#=WWXw!qqD;y#f@5eedbR{lHauT)Y~lH+uET+G)75EsSzf
zH!g2kZRo<Vu#{KEiRqR3a~%HZDjf{r>d{PRNDqe`FHT$nS-Np4-@mw<g3OTLi(-3h
zf80Cx#gV$Pz#}csTL-Y1aKIh>s@wZ9kfnTO!T_NqAW-o<X^Z>(g>8>ba{MbqcLwi{
zqA#o!2@%gIK=pwci)1xf)WJO+WW{IMt*Boq1GygcPcyvH^$rcpl_Frx=ZH<AqS@e&
z<fLyo$V;P59CInZAbc-!#UrVrW+r=Rw=JnsnH+1JMW9WaFC1q@Wh{me_+<k-Tv$hV
zl%|c!^kLes1by>G{1#r4`&5xbR@H1xH0AW(9!DWyTQ1$m#m==5SoMo8sdBzCK;aC{
zj5*7_yegOTe6ZoP`pD@wr8=ogFH@&PE`ws*3sOS`5Ti$uCm?OO82~5%P{-zR>`1ic
zn!UdTr+7%x`<6d;WE3kUll9<*#WpBgq&snqf$?1bzZlPExkeEiGT{5yDKGU+`U{23
zteSm@=d0ZtrPu!p<2j?}iT}0jepl(_vDy?a`z)FCfEzD@KTdiu-!laz&j*RhZEfE@
zKQiT$*6-v^Y_agHwi)5aXlm_s*a`G@b~vvFM4Rma#z()27|Pyz#%?!VJs%bx6taA*
zvq0Pk!Lm@aaJNtnsety8OOB77!5cfwB$|qi1R6db#Cp^<Ogu5(eWeIaz|ekuVWV{Z
znR5|SCF-~v#CWHw1z8u-loE$Zg%O4lRromzw{y4UDxNS}xeU~$%RHD70WMQ?l>Rik
z(UbYNHgsa+k}#%P+k!gOr{wkKR`<|wtz4_#c<-9MKxmvy_Rg{*e<|+sF?M;tOU75>
zz1QfAQo(FjlqzvxN$C;vSc^~7cx&B0wsUrNflp0OG2OY>?#hB1Lxf^d=3I2FYqBv&
zy>!z3{Jsj+DK>gEk}0?R5v--!3S`B6_cyd-ANwC@C;kB1;jE>baBiZg!rn}n7Xfw9
z7a7CB?_h_M(S6_}ceV)u{Jy}BrG8Bt(Xyhs#4^wnaC|0fW%IW82kT)x0{GE$E0t#j
zN&cE{%Vg}95|m7W4&b*DD<Be7cA(vJiTX@m9_512rw_Q#haOf^qWhJQfdqTSL9<f!
z>#50nSMD23J&!vl(Lsq4zw$06`Ax2zplwhl=NlxbIy|2deYeUjJm4gaPr!0~_p`iV
zoCD#IC9ywnQ_LRDIl0Kj;Xe1J1PN_rOx}yz`+`zSCp;T5T#-*=4JHa1@{O<9xOR1z
zWd@e&UOr`sw^`ADcvxdRXJw#2f@iqLu6}FO;O6KmUmT6rX5jr*VzC&@uKG+?02waX
zfPDs6=;AIA#mNNklH|xB_%{DiNhGeGd;HLR`}vuDfXF=DEg0XEjf}{hD$bs6%=%=$
zUp79H0XB!oKwCo@pOV!o)ctaBrJIBpYi0P4nTjdP*0=OQ)9rHygHtEQsCQ%yLVszM
z%EX`A#w1&YLuv0}E4>V4#!76Y3ajGOI#;dDS{dTlt3{owan;--*!s#k8&8-G1ldi3
zYETqA(U`%Q!<eQl7>8BnatSU$?%!oc24g1ULwCWKPp=*e(N$*LUzSU1gA51X#-K5W
zc4(uDv<KD!obZwQQRcRM;aSos9jnk@&&NeMh>XeZ*a4;^%T;kOY*WpQ%$S&R%ji7g
zEBML7&Yqty_Pxjh;dv;M{|3JG5Yzg(`~PK7K0~AJG2fohl^f|kqrM-dp{}V;@lE@n
F{{f3gWoG~Y

literal 0
HcmV?d00001

diff --git a/p12/images/uw_madison.PNG b/p12/images/uw_madison.PNG
new file mode 100644
index 0000000000000000000000000000000000000000..91b0890f143e9c316506d3549c05b6a3375b8254
GIT binary patch
literal 17697
zcmd74cT|&G+a``j6mw8f@CZm1DJo4sIs{Qs5C|$NJwXs@p_hcNpaKE`=}3uy0wTSH
z4k9H|BT^DtA_RyMLI?o@gfj7X{NDGSnKiS1fBe2Rd##XXFL>5n_Ri+MuIqjheH(Q1
z*q>+qWMgAHW}tulE*l#=j&+SWa+vi~>LS#L^>)DL?#-)gWrKo0SQB<fU1MD~w#s<U
zori~5bAYG5g%2AWx9`u_0sLbTI2+q_l)-h~dvGu%TeECVzslCft@`O7+}|boOCBcQ
zIR0ltd~(%VWTDvslcK{n1Ztn(&G{njv~_&f<FWfP=*FdGhbc7<weNo>>VBOb2=hNT
z1i`cH{2JdL>sK83J()THQ2BlRL{qf=r^|m2PY&^)LHruaPuK;1Uw;%zus!&DQh$&e
z`umy<b|w7S@5#60|4l}+JKI8;+Z*$JX?5joyV4?novn=!&C`gmtx1fk-vZWmhpDsr
zRAAf>85V3pT_Gd4ST0&8sd#+fdXyhK{}`y=YeC0&-5PK8*gq6cf_Uicr%p6(6*W>P
zH;A(`qGJ#)c;sEw9mo!@%4%%4EY<N_M<0!#Luh^BIIWIq_ZdP@W9yLn*(N!?u5l(S
ze7#@-gQwJ$FP{2>ebNGMP~t6fQ7W$LdrO$uxU%lg+`+l$K26Ht+>I-qQ=@77M3vLz
zIAGRw3sJ76#5!2D&p}r^+8taRv!POsS=5GL;s%-=rm4^n3lT5^)0i7n2oD2367kk*
z8T3b(oIOrBdssvh*q)y*g;UY#+tdrExa(JB-_U_iBFs6y@En9;#SpCJ`<P^_BJ4fY
zdba%mDc3M||EJBToAa-uQ&4j1%rr4FDg<L5{3!fGGLczMtQ|dv+&==`3DKE(v21Bi
zt#txODuI*Lm)Fdv6c|&N+VH*Aaa;-KLmKxF-j6Q7x%&q_`)s?vsyGhRv3JopcyB=F
zQ}Z)3z(R2jyJg{?g(@UBqA8*#{mpDhGwA@^$3xDXwdEUWgZRU5GBqb=%iULse}MO9
zTeZv}RtcPaDD{aN&P&Ss;*&o9Q15S{E=HT{))ScS=!wg4@{0&JX<~m|*Z#_wB-8GC
z*SE((FcPvWr_ta%gNrJ)Z)ML+-xaJ_$4|T~rMu`P?@p2TXVP6n#>23Fi!Bh750lhM
zO_Y}u!3;>SBDhmG3u7bhsITT;;Z+4|fo4es8ga?YO_Ehe2E30t+ug)x0?E8v7n(iN
zsN}cxnbxzr90pggm<Yn>5bKp`+)H*`WiJI{PAaHq*ar_G$|Vkeu#v&REA2P6aweFI
zQ@Ym?VY*vTb>R=>Zl5DgthI?+hTC0I<&1PcOFX*Nqw)k6vHo~-Z!gHLSnmjHb8;!b
zl4;E{!AqpTQsn`m-R4&a82yEf6QEBSFL+N-4p;1OXUxO<Td<2&+`<m`&6_F}sx_st
zN;;>r;T0H)r^>0W&1?=2TSM*sMfZ-4$})@_j+*MaQNQeyIjyF!45K@yQH>YzUYO0h
zgi7mk6E2&eYVVBAhW8+HNL&!!%}0>B)mIKujpsL#X-03}qe?-0Oo#kIS(Xc4%x^S+
zaIaId2MufYPUK*sKj?dj55cLKVvn=LV}c?#ckYB;s5B?;xP}SQ8acV4j$$0a%A0+<
z6UT9R2S-5?8pgmejc9XyXc6FQu)k(ey$&nnlPxE2+wZv8i*+*<rA8V$G9Zls*QV-1
z<wfWVZ$euuldF=q2FFiy{D8ZaUCQkA-t|2=S?O*i;CR!nGI+U2U<UPyrlQ)%oYD^?
zSi28PF_Qbnf*K0&hS2cFW2Wz~c^S9BO7p*-CWo3KDVD9I5-D=^cGVbs6+a{_jm)m9
z(~zG3j;!4dehZ54barJtQ0+j4cX|sC(_EMaa|eh?4DiPIa+AJ$tQGvY3sTsEIMhve
z!B0$8s5mDqyS}?*{<wQjBXpD@OEe3G$Ro&=G_605aYGBg9$rBf@Fa`w@5KijQ!eek
z5m9&w)il<H-5%EcvoD&p++|NQc;>7xO{GW0d7xxoHaFN~o9__L3BgEjW~T18TFEek
z`(d6J^VhF-b>3+RB^>q-o18e-sqtcrHq%PJ5%56W9T{>QwRCqnY>D2&sC1}waKi8~
zP?TBsK&W;Z*$)y@>s0_IX|=iLd&lwD-3y>7M{JVqoKEW0jW};1NcE-L-Z1K)(RT^c
zTB!;Oqg|%9Cqzm^Vwh+tM$0{G#KNuiZ!J(6U(AcbH>mu4m%cL{IqHWEOODKIKgOKt
zPE+?F%2l327>gK{kWM-!*lPaO)Z-<&Vs~sq_v3Pgt;(9H_V>#je}}54Bjp=Y*m$4<
zyCGof@wC<zU&H{Rr`10X%DO0Ve_^cj9_IRJA&B1SquiZntI6a&H(e<(G3GATLMozC
z%s<q7)!)gvkC=2shF71x`;vje)KPi)T6~(if5`U%c`FD$%l0@k$nNH>cAM)thLG{k
zSk1rNI|=`awa`u40)m<fZNBDuP=VB`qVIN>EQ<~|i=VFK=`K9OaS_zDv&p4{_)C*G
z79&y*d?(aYIe===!aH}*a4YEvFmfW)s=UTpJRa37@YLI*l>9%P;D$=&Yd$;ri95YV
zr3iH>W+}@r9O<9f>N8G_TjpY8GwZbKjPlZQ;<fdIdeDvPoIMxP-0>%3-UoWnWt2HG
zg3_34F&LU8hw#&=w26YiV`7s%sM_s4Avaedv}UV>mgYu27um>vGBaY?Cd(1|aWjWp
zg;mrDsU2}{C|Fl0Y{O|x)t>bJJ91gMMZZCMQ)M11zBx=fOzSbVnxvUwS(oH<bFoIm
zEU0;Vu~$0^mf-eaqP^cM507^X_O?^MjYPUt&Q&P6w`@Ko53kdnIMGA1PSQuX>Dh{*
z>F|;f(uRT?6A@<-l)YrCAUWOoEjIhoGxo{xkuK!XsV7-lMv+N`J1Fvl?6=3icCd~y
zMuXz++=UAcIUw(q=mv+`##im(WI;KgMYP_vS3rjF(b=mAiiEHfu|-GfEpT{10A$76
zr@Sn9Z`tj%Ps_XVsw+XNl5Ve0xmDOtdm2s-Vx{bM9-z%CXP})ib}e7DnP8WYZK@+y
zVq=TAO>P_BP9KICA?c*^%oe{kX^ik0q@&8i1Ej5KbA_0$Rc#Wm19sP8I=vHP>}OeC
ziAt}f2z>9=ehI_zje2=q2J&G9kw#hDXe^~(>UR!|V%koNbfjOlcXo_RqA6c+mkjy5
z#>s3YDyTEK9JMyKzwqPszP6B)u7*>5EkAN;zOfNxZ?wf8&{`B<7Iotln4X;h6ggZ<
zvQS?hJ==WbU3@981{%Qgy1rbq=WQsg?~{HQRUv7V|0wU_cCO{1y0KmQB}7c)iIZ-(
z;}3Q45#ktbpg&(UN)v|Gi^{8a`?4b%9e*5pSpOi5+NiLvo*^^KLCIVjJBFS_#a9DQ
z^UUHku@^2btKPSE-&6?ItPQ<EbsUq#(?>Nuu)EIN_tXi!vunJQa!o2%$)S$qY9(NK
zt*LApeaF2d0h`QFCGZc_YRIWhZ;PN=X*x4h>B5Y`w%RldXb-;Z!gR_kH#Zu)yD<`I
z@7r$XwiZTXPJXCgpXDesA)q<M{Ie=6G@>F3g!2824&U$pOuHOvhThr?QSD9t(25*a
zE}y~_?Ke@Gj}mMn`tE9iRi6UID*wP-<DbJIBD5K9Nz;|jhe`=dw$8WGg!^)*fCWcQ
z?nSckN^Ov`GrQ2&2zw((6CFvqJHZ-uv)`KIc3P5mKRe<!4_ZfrV(v5e(=0NljssNc
zFTJC`(=(;O7v<U99;VdrRB5+e&@40G+?4^en0%?!QQdtrwRgs8B4{0(H!&tVRy@<>
zVt?u7yHy+hp!tav#Ld>av)tAOA>ci|TPdWs^(l<HXQXws+w>3icR@N#tfK{HQQmtV
zOxBRu#|%JPcc^vyreq*qTTz;qEm*V`197}|OltKzy8!KA{M)jgwby^JE$32%9+178
zVC4OTDwxP>by&fKPgdPcR<VukW^V;wQO|VuF;2VPGj@DLLP^E=?%}c<{Q8q@8ZIPT
z{-{W7=LRam2Uw<Zn3`Zqo^8SPT1x(jQIdRd*Q6;F@NFFl-P+4#&m@&KV$u5$hS9k2
z)(N)YOI46zRUKIuVQrpS4&fMU)n!Yb10UU&TKmcN`7Ks08y|shHC1sw*_CNx?T2}9
zdX(HJNef+*nRw84_kDK%I4(#?pzO1F`vd#jF5~FuezQew9&HLv3^#^_1a6Kr&bVF@
zBkmz<1ss$7Q|gsWD@*_%g!n<WX@&q7HhK)gOM!Ku;E>%lKc{7n$x_#wf8&BpzRuRd
z#ijN+h3YW1DlQts`NQs%8*59Dm2iS}$B9nd$EItiyZ816*{OQSBhm*;jH-O2g-G&$
zX+)0@>f&2k4th5%>xa8ts>tLkt(38!k}PrW4#J#7#U8SWx6x#O0Z_5<w-Tw=sG+_g
z41{p}vZ}Ty{3ac{+t)Hs84}fM($GDOr>cqLzHR#&Ag)s`<uvf5bQ+E)z_Ov99`%YL
zce_wNw(0jOqfrwZpsIqH_!a}<Am~O*;*~0-lH}H0D!GO|bND8EZqB5S2NJije$7fG
zXt82w@du_o=#QT!KSr7|Gy_^fy~B;E9DT|;3@WdFh4$++GOdbdJx_zHX5M?L5(M56
z;}Y#96;7V_QzGCxYKIOwYI(B~Udiw}>>>r+cC6KH6#ih)Jg%8aT?dG(XW-KP`uyy|
zjS&_uN8dZRpvg_q+wXg-gZo4M`+jU(v(gD#ye-<Bi`;J<L3#QuuDDB5=-2znZYtf-
ztZ`Lpr;w)bbs+&QkuSW2YUqkMPW@xiLY?WRAaR<Bon(i(dFoKLf!f7_)E=m?mbB!E
zl6mz7;B?mF@=PD!YX-<qhMTEKZ#l<2VRM=qzd_OsrwqwRUi|B_)R4zjWY$clxXNPp
zy^XJTgbD?M>Qx@I9lx2Cjy<@j_P}y7)Aees8ZB3{0Uqq_K@!TR1r6F+i&xfAfXmmt
zRwY|Opq#35qwczi(;bR#_;lMC#9~F><nuU2o=rsY9>#VIi0LTC7gYLr6SS^>H_J1g
zt|aOfwJrvDhcr8me=|t$H|eRy5|H-IR-=<m%d%6oy6KZt*CvKAa>rYX_d~$Sa(#st
zqtkEw2#}Cv*==}pXd~Yn%Xl4YCLtN=z)vv&MQL+G;~y&)rM^+ug!hFI{J4X~hoj${
zxEFbU800yv{rJEdK(Ym!Uo-QH-6~I{X#J|WtmsuEIBlrw-W8Km%Q}YEU3R&dGCQz)
z#O`w{wCSMO?u(iR8=R2)<+)lLA=9DXM=*E|nGrGuudglDp?9McT}^f#0-AiP$NR5D
zwKhbqPI0}Sd_hjoD9aMyfz_T222BM>(9+i#BtGin^^Ij;s`sGvI-WTEZgK6#4ST4K
z89@^r60Q*_j`RWfg}%AOUmmlonc|gOgpPE!7-_Ymzui37zTqT!@P@Oe^7-)>cxbkP
z5x(}?xa&5^97$hF0<wKP2~_LxRPK(6MSZ3%Bo?G!o0}?FkZq`_6aZDG2U4F63kg~}
z6*uB~ZGa-ik{-BiEGN0=lWzrrFU7tUK3%t5f%DVPpEBu;Zt%F>8WHTVUY2*fscKY1
zP1E_PNyH?UTLL_%)(KC`7|FD|G<beVIZt?sR%A^@q`eD$-nQphMm#967<Y}B1Vzu<
zF7d~igk+<tV(~PWqvV>J44HCg*t*aiULC`b-T1cm<cLx?Xj7)bbQ58Nu%EHdBzx#|
zG3c;9*lKO@^;PQ!tzj`jJiMs*NhXej^Y$YtN80({d7-T^SqpPBHQoQl`foiHg(%kq
zk<*po*~eeWB-IK%dh2%fjmAUD3A<c2wv``V-8f#y`YUBVCRS=Gu9}o?boC(2Vel5+
z#OAa1@M9l)bKX0ZxXYP;zH53Y^F8q8&AB`?^V8UTdZk-7;|PH~Nf=i<?J7XAf|-wK
zT>n~XaDzcO8I$==rWgv+>foH+sJ)`2dI=AB>|iq%$;Wep_^|b+j<8!Y6-VmS@b7*}
zX{6PwEbp_*?;%9D!xD51c6S~=SQ|YF7O=_UnrQjJ`D1?vvQ2*s%`}i1L($8|@eU*I
zIi*JAEhm4%56weOm3F?Zj$!?Zh2R5!Z)!F1u16zxGz<XW$DFsH7E^Z!VY1nX;|JK}
zpILuP(GxM^y+34OlcFKZc}1aa^bo-_ml2W~|FyRI(A@nDtd$M}6?h6z;$1S5SseMm
zgm%$G!D`X}%Z+uRz5td}F71Lv6p5T+?I1#9N7cmCNRVHRhP2n{B4K=OVRfv^jhrJV
zH=}&gKAHMxclQ%<x(0ukXd)fN&(kcPC`@Xkowr3dtjg62Q+!mGl&4{V?jp!e_@nNe
z@y!vubIdVKDJ?*0R_lAn8nMm|#t(6c^`9sm%U63q=s?vqKo~Y&HqMaARPB&}ZP=oH
zi|c-%@k=Xe!@OoOh<!chAX;HE?V(A3s%yHbM+Ez1{z;)mA6#yq?Y$aKn}(v%Y?Uvt
zPh(Hn*uE({#}wmdKD~DrtDd&IKPdnBtc?z5BpvVfo^zn5pf5A#T;DPKk0Y78gU`y0
z`(VA=ojy?Y8}k=kqkMx|kt^bl#<mWt9O!aa5+!$x+%e-yf<^Goq^_$Hr)^`;JnXaH
z&MwUqhV57&(#SNY%Vh?Lc#}asd$jQQSibiWM=DHjTLE>R-2da?XmIvqno1)|ctA<=
z@L|R<-CXM{8sS#h3kNPzCl@7!njAv~(T98%eSRLoM>%4@xp-Da=x)ihVPTKTd4Q8w
zj<d0m@_3&L_&scNKAk>Y>p;7|Q0U(JCr-UMI2A|`EB(Nk)}9wwKg3P1*H*D!Q|;B#
zvA#69F;OwkmtyE4x>2erv$4C#^u<&&JY2=CRMxdkZ`SU7HP~(E{1SJExDMmBN9{L%
zfs@ikzu1`ef_uqv0<R|=^>io*S!9wEg|s7Lq`oAA+;*jC`d9K?BAUuZdRwcSb;>$M
zVmV$m7~i0c3W@xCd~e+fmtThh7wsIcVF&iMhJ5a|G41_rSf5=hqO~O%@F2l9=(0PS
zH>p_-f9$Z|6}jvYe!(n6iDoW;6l?V)ym;^X<-9^O1M=liy;<{vZvF^GWZxfyGSA8p
zRvyRwhOBvW?aHVsmZ0g>K<~0UerA}u+A9obVMwF*$e~6!h_MtxK5kgYe<bSIQ=9KB
zMgY^~rj$_jL-o{3xLU}S?i-qe@IueNVhgI7rFLED2Xey)ds;S4O@%LLkzO66LC^%&
zG7;zrZDNw_P1ztJMp?YoAVSFA16#mPf|t5_K_LWRyO9mdM_XZM%H7uCUSb!bR6yVy
z3heG2Mr{E1FJFiVA$)!#_f=VQ;;&QUIN<>o(f94r8hVZy`dRI{heI-<jUXqEKsGkG
z`jp=2jm)6!fjcDMJFcXn&_QqBXkJGxRYyais4n-yY8=H+#jAV7KPf1g6s3IQ(g=*O
zm*l^UhqW$O#7;D%NE1BnI?gw_Pk~eq3gp-FHXm=o5@KO5g+d&)Bws2#9I5LIVZ^3Q
zH>IPBiOImS?mr`^iKcF*=ph_yHHYg3i3)2j_48}ywaoLa&BXb1d$*?c-CI^DhTnqX
zBq%9e21B=VRNMD0n|-OiUVVkNQH}nnVy8Np@`PJ*)GMitP-{TruuuMwNreNf51%LR
z{gVoe<c3?aCpvcQ7S6!jt9_D{97mbG0ZS7#4S{b;4%XIB_d4;e9JpWi5WKPA-{1*q
zjG5Wi4vHTQ%u@&f!3bB{Sh1-bq=aTRfJW#Ym7`a6Du}PWAy#1cNkmB-KlMyfpzD$#
zWJGP0P+fb?^TRn!um&}+^&Hg<sVtoK=gscIQFBdM##_Pl*Us7yj=HRK_p&n-5wos*
zusq|uf)EY@868#_HsL>EK5!GfRPSes|KNgtqStWrrk($N)>b9k3}Y|E{uhmoF)%ox
zW$@`wHlX}(HvJpGxvhwZRc2cm`pu(1A?59O%ck!Kut?gQSN}UW^xHg8NNcd}_1}Z|
zGO(*{f7j#p{QBiG(e@Wn{|q&+LjaZEzv_&Z)~`4#_Rj!W>xLgY`Oom0{gWH|`=%%!
zvjp2~zwgSb4`&zneba2`U*fnEzweUzUrg<IhV3)c>f|A>3452YJ9PA<{Opdr&fZtj
z^BFLHt1Wa#EQi)N86UPthacJxWYYYmS`|Qhdrd)u^zZAWZRTX1?ARlj{dF|eBkaBF
zU~QKgE$(l>;3$^!Gm&SKL?K}{o!3AGwVl^*-5Ysp2y3<A_EXVK;^q?jae}JLJsX&l
zY1@>jaM&RW>5lyJD~?Y3&uDdS>s%1!xd67y(@9<CNpx!S1)R}w=AqKw_PoYO15lX~
z&ar<R+q})nKu6yNo(t}GB_w%TTXu7F>K<jJz2V=fBE@@f?dhEqX6T2P*0>s!NzTK_
z>k)HFaiyCLctZ%%Zs}%l+eX$}>mJN<s*Bp|y4T12Ye5wByo146X&vt|u^0X;(Xb{~
zV!{2%P6>cmxf#WsS_G^mEIxV7$v~qy9L)nQK4zcyzDutODD~;ytbt@r7JUIMVIaw4
ztD?(W{@%bU`_eG!21cOEz7;I~Y?v7Z{3!p=(ugdwRug{KP3&w)t9<){__^k}qu`Ia
zL5?l#nXM0`YDd;po=WIsLav{lXP6%CarG|g70>WawIx#>ll*R};*D)y{j>hTML)By
z*AL*7iuUpdmrdtBGqbnFKMXlKgI05Idy{6H)OJ2o5|`Rj$1Ttu9A})cPN=4-nN+;v
zlOwfM9pR`vL$&B-iA#TP8Cveo4a57zuuNhaveEe{JWViD%IU4_%&SBJ**jOiQqCQt
zXd714`hf4cBwjZ~cKFHirzDos{b4-NQSP>OZ^*73o<U}oB(_A*i-Ujf#J|JcY+sn`
z6b+b>knHX`uG9XQNA@PS*Jf)s>b~3k8bB=(fJ!Xden^xOMoJYf08n|cAN;~)fiTUD
z{1}t`Of4k^qklQM`GnnS0zL*gYOGS~WqPJ8!wm=-s?W$7eF(DbaaAc#zx~o6!Fg7!
zD+VNv>%8Tapr!;!K4rFZmy)=!QR{|7_Z$PL49TzU(!EG~^Nm2=)V6cf@<i)}-6=@!
zJJ(OlO`7!*LB6X(zew9Te85=ibc;p|`fm1Lk$z@qgY9i5-|Toy`xrGZf1?{)wSn=n
z?o?<7SLcgl2Kl=lxc(u-v~g?hMY@Jy9b9*yd6aT(U~5SWn9fOiI=FDpkz#GL_q5H1
zIpedq6au<P4AvR5rVRp6sN8#j5wS8WC3fHeYk5Vs4G9ssB7n;~8BEEw3&V5s+2uVG
z=Q(p+$+0}sd^273z%eOYR_DE1h)j>#Dv$1N5Q<Sr#g?T|vrf-4XYa^Q81vhSY)t`B
zBmM<ttGG)`bVwL~4q8c;=4OA1AwASRtb)dRqBXiV7@^tr#tP=lM*7j~@8Vvmkv=Od
z!HtCCt(tQJ@Wtet9v%;|a92MWoTDgy2BBVCEkG?X%QW?XBk%K5v}Z{nLGS;fX4*=R
zcYXcVU<;nHx9#-FJbL9m%*XEF?3E{?vuJ*F1FtZlpyzaoE&X)8!M-phP(_UkHAp_2
z;k+OOle^_c_lmi^<Af!r69p`(Im5I=5U@OOE-P58pqWoQC#s!G1);YPAMh|Ii4y9I
zoVN*E6OKAK?d5z1B55%X58er?a4|`kQWBQ$bK0<dcsxC%uzuEt2P)w_2G(+1abuf1
z#FU>5&t{)I?k43Oe&S^LW4;|oke70{;HX+E>1B(L?v8tz)fNF?3y&1DSdd*f>@$Qv
zbhI_$Vkkli_sH(;8ETK^k&u?Ho83b*>8srzjk}vn-emV3_L;oR2vi6wCPqoA@x_OG
zL9N7l<x~qbLYz>MIMW*@byEmw;Ku%(s7i9_lbWcPXgh~x>F?442aVWmwwp&Y6MBSb
z8mYkT#a(X|^=-}x#exBz$ANb1Dr9&g-fqz5n~+iJtl{@^`)*`y1Q0lGE1IgUZ|qrw
zQSD65yguIcu;atTK6gRM%-d?^7j0t?-NNI2)Ep<gFzYXUiYbvHZ6(VW^X&yY7%3iI
z9FjP1v4MM6vZ8Ly=vR~u_>Ew5m+mErUcbI0x~u0nHeE6|XOyFvxbgZjzDL2URUK{W
z%L{I3c_g4zo<C}VW*?RGzYMxwUeEur@RCR8-K-w-hO-4z>M`t-^ov-5Mw|HMYSwww
zq>*kKG3*ChFZOZi6N>BQoie+To5kUe7?lQ|Zy&p;uM9pO6&U+`)7lEcGj1z3JDLRw
zj~IAa)qiqT7|&RpQ-2*xV~^yNZ!j>Rs|$ci8p-K`N{TmD{X#`r7ay~gL)+vAgOd1Q
zs+}XYgLchK_HI;myhL?KYTFopC*Q1gqmPT1N573Hh_Y=Ph^}Vd7c7T~lO6<L33p4d
zo-_(O$=85$YI!|;d`>NW^W;gL{!4NL+)zzPb?qMufVxbbDyX+GY56%eBt~TCI$}&A
zV!c=9&P+~>LQf-y_AvOZA?_tkQ_wU*;nGwjZFziJ!Q)tWDXqcRWN#(1Q2n)O3<vik
z>}ykwU5qs5sbb^u&fZHHs3LkGzFPlf9RFZL==BKj$kbEBjs$Gm@D-<veXg|Y5*wwN
z@S{_^xr!7h1DqG<?fZ6=y<ulpbn<k{^0xp34$hg(0pgdErC}h-R9PQs^TNcg<Xjlk
zjHdpQ{-%T^$N*~>w#k)C88_egi>fEJJWXDi&x)(0S?kF4FUWYr(V=AFU=u6=MO2ud
zPHNcy;foe&sB3(PoF544e-1CGR<Bh{x6&?GF5C_oq+H|Z{a$v#f1~d&>TBDWW7W!`
z)HkB)<~ip8E1>QdNZ6Zu7_oZ)VA8GbCuu_ULHjkf?}Y|(V7*Pvj<L0lS>JcMtfHQ7
z?tgOS_;m0fhNR3jVzs*l`26ib;Y^lkd1S0Y_pGx!$iLC+B3TYX>MY9=EldhqriW${
zr;pFt#J4mEWeh{C91&w0UWwQUB2{MWP*k^jX_kFa*EB7?im^17v&lZ8_I<K8CR?bo
z-8zcPhZL-8a}EZEf`llXMghlDDy__xsA<x8h4xfPptL^KmghC+AlpdnL0_{l1O7GV
z6$Zv;awM0+EK?a;O`mL-{rF|p2w(nPsELJ$f4tRIL#3>9*(`j^eM%a(TwFp=s+P;K
zwC$XxIzoDSN9At)0ya|!8!o#sVE0i0NSY_^>mDag_wV+T<UI(4%;~FjIZBoDT~>Iu
zWNLr+ADwTqO&ilQx|8ens%X>uca9+2vmRyE<i`osf_+KXlnN?Ow<k@h7A}x)xK=o(
zn;L?Pz9&0ac5j9Zr@^L%eY!Yyk%FSarv7|&^iEyds)RcSBiqiu%w7UWHOo0aAd968
zyPMx?aMLb3{hCgHJo9EEPuzGt++i<7{WJNkYXEh#ZGQV2Wo+^6)HT_cvkfcI-TpU$
zU|-<L5awC?LA=KU{M*nRU|5)t=-=h!?8%=+meeH)sk>JTByNr<Uwk^2nRrd&$FP)1
z9{4en|1wpmZ&C8x?)4NHmlg8;-u2yuM|T^|8a;wQ2FHJFKVZaTTp7dE45S&)jlrN8
z%zQ8}&o#ZH&lx8$aq}-RqnHuu@bW`KWy`e-J{R&$Upx$;v@o~Z+K&G!U};f5Yn!gx
zo)-e#P=$<PsdE#g5@SW}xLhrbt-F1aeUEyjlC&;7Rl3N0GZ^FE(xb7FsIwaEZlCe}
z?&8KvYH6ZP$S0RF8IyWg5aTu%rJm>9)r?cafGTJSuY5b|e7Qhh<FV!PgTD%Ct)CS(
z{GpH7RS6H@yj+c26<y+JnTB(|JbIXi`ekrH{+jxzq0t}F?6IKFZ#AO#M?5`39H!^K
z7KBPMLwscFOuwS?TgME=g$(7^dy0Ljo>PWVfYBiL1@9(|nL@yu<_NW93hY0V8?z{Z
zO(Z^g(V!xw;9GTGP5<k2a`yEhCG#YC8-7cRYb`yB@!X0uu=-X~nTUAi+`7%rC|h+J
z9i16(kXf%K(&n0)x*3-#B8xIp@}0M3BSRlIc^JOv@s79mepNy5)zq)(aqM5bBK%L8
z?enwDmUjYa_!?xsP5bf#F+XRC{GuP)$gT&vw1->Nl^hDMbl=;f81E^4{Z`yu3NpUh
zyD0hW(bXP9xj1f+-j-1aW!KHIk7wC~3<3_zhXp@IsLM;5wv=!~^=L;^(tQR!kktQ7
zs=CAMCrwD=U&=EldAP*_9_j>5xZYEo<2Ux3O+70m;Kpqv`N%F@KN}0k-rCxMzM6_=
zlwpH<Bm!in4J9J)B^re7@69F3S%tI~H*GQBZQ~H5YR1^QpaM*2xZ8bvFnI0hTJuII
z1AE{X3=;kcs+v>PX(`-SZ)Er?VQV{Y7%XoVi<=m0sgrWPn7gYgWF%?FJTo%$SlE7j
zueVpj!=O0NsJmzG>vwYlePv3+>bRkJ0J^&XmO>TjD_C@=h0aXKUHDMGwPBwnzO-C8
zDB&0MnUr;h;}=wb|6gF&Z>;v;fbjm!l*_;HE*s+7zb5}}4P@<+bW%A4-x};3x_=XR
zXOoKbfOKvB>?K2fPNzfmHs}M^w2h5;DrM&}<7hn_3vh0!7KSJ(fI@eb!YqB(wtcqf
zl&0wFuw5bsC}%PUX$u*k?XFWuVWfz^1t_)^IhMx7B_XN%=&FoVpQW9c#6_2{T{+Y;
zf)^$odJf>FJ!o8E6P>=Z%H38tB(?VIu5Y_69zi4uc`70Ll)S>(_=f11^xLk0%km2J
zeiqc^WI;^@1y+N>&q3v6iJyXsuVy9h+bPa4CohfWB_4}-YrOf_<h8In>}d5wTj`$h
zwYGWWUN3cw%+VtyU`6w3Noxg4eh%H`CzNYTwUqB?r)nVxDcBvt3Q(o8dGFA~%5J|-
z*zz{#FC$ul+)z)2yLq~jml~h-&0;k!<lf=-jOf%ex@DB;yK+F#q~g8G<^8of8zj%e
zi!^cKCv}hI`-zVf5zuhZ{w-s4Hc&MXe_oirE_OBxe{=0X=s)d-E4i%va6aS#{GjKu
zTkR>E7(Qc>eZq$+*)(qGw&nELV&Eix)hD(PczTZE_f_Sac+aV7cB?R*%o5Xjn)~9*
zf4UPtMzYuwxvL;^HG|k`04mEmQ^Mw=I8N>}jXl#HYY^_{FNcnEZS9u)EVdY=B1{6H
zPIb)hh~D6gFpp!%IQ*t<e!25a0?WNDA7rQ4ZcUcN{=rISJy25Xu6Mq~E&aw2@!S?i
z0Lp*R@Ro6+lK{o1zDy#2sk}#Pirwm6r$@z<Sz8QacN-YNZt36&PKp0_2Z8BXS$yL1
z&7Id_GE&$ZZERK1sZU@>fjKyodlT;21dZLw;NGq;(J?3MwG{48#f&CUMHk5(9a?5L
zWSo=Hsqjz7<`b@Y&v04yQ+09nm4+^JkI*Z@c=(uWqwxoIB!x=<)HzU7B;rBzDC6I~
z_&q=R7ubvdiATXJklIVin%oyxbmvf2v<Y-H$W~&l5*R%Z>RdpjN(A^#tplodgaY<A
zmnF*jne%fwp!}bR(};)-XuEtohVKC;RJb78uzaw8N3pa?&~O;S@o5^T{8Sa&*=k;%
zt1bGaoA`Yx{%Al+R(z5`Ek>%voIT+?tuN!6v5~C3X9R6o$@5WguUl(<K@-V|a?q29
zX|I9^>Vr?$Ph@EXi8zMcwi$h1zfqzne5+zS?fe)3eM;+sR0#`x_Ud-Gpj!<n5}()4
zk@F3KbE4H0?*<LQ8b4od9>vY|t2aLMx@rj1d>yj9@~ooZ0&*e!Rx586`VFsVL_3>y
zTkPP!3C+PKm^g+jwigDXHF+E;v!6~ryYUK>ZENV}xOg%C82(xM@~$6Tc)8Fc=@iL^
za1!fF|EpOvpt+Rjv#qsQ=&&?QZ0YL6-^Xfu@_)sNFBogaPw-7BU=;BohY@imeqojR
z=HJaLFl_aay9$}zMcS3HTJ`l8jOY*_R!@#a2fp_yyOq1vo%F_;zPNk9G+y$V%A;2u
zp7f;T|JmmACh)#p_C$}R@%G*up~)8-hw4w2<K?GmC2zQ)F<n<-@%}B~kxv1eZh4dE
zWFM^k@mce*yq<OSXFbY|?^Li(9NIK5__PvU?UE4WTUSObBmk7UZ*znmt;!|AM+F{Y
z(VV!}$<4W?rc*A+R2t&I)Tgrafvu<7v_`K6_4^b6H=SW%PlY$*t6#Ka?*dRbc<#gN
zGj<OR&(*&85TUmP3cZv0gx+de_DWGf_IAYOB=wIz38x>IH`l)gJ#tYT@aeMCy&X*$
z@RQyb5JtERw;#4^HF%!ZX`xlOX;JPvJ28adqA?e8*k0)xJy*+umQATiU&4ogn`sxy
z4X;juh+>zvfJ|lh5tW5b94ZzY*EjGUB=VYac9v<<y?T<0wDpOShe#D&w)pWW2+dxZ
z`{+>ev&@u%p;*47?+^pwH6v$}G(Y<3hopw8XMb+)(iIwB@CnZ`pA_R0jx%_s!I}3l
zr%R}r+qor=S+rCa@krm{3z`GK_2f=}(Rz&p!Z8WX!fS8gL{mgc^PqWc<xj-=NBpPw
z@lSz9jk8%UeU~rT56TOffD65m3SdH(t+YU=itXF*#hxzB2j@vFckD}Pb|;?M8-aiU
z!xrQUaao6KlKs(HHcyG;5;(Dd)fjv0A#l>dN%cyQs<G!8=hoBf{V#Y5KJS$fug4z?
zL5^8_DY2PJ4R9&~4+o_-mVslfVqwTw+U6s4>U{yGYj%76Ay1{G^uJ2bZ$AvamxY}Y
zECmz<#Q>(yY#evLRq@WCr}det!ZFDYfx+mHi9Gss_eKh(uyMs5x+{e$no>?|Y=gEM
zfa5CCe|m(jw5F-*6OU<38Cs^NH#mNI0aeRA*L@3tbQek*i)D36Kqo>a>*Man1V|xl
zI7l)qQsIdpGK=<jw0qAol3hUS#9!5~*VBF5)oZ0qSWtHRen}EfpTAoBf)w_ThBvG8
zs|7cBLldoIQXI<|2;I`O>2{HF5&1K0Z20U;a&g@o<LU;2lfCI?3%O5Op!SpJL&fy?
zPwUW&SB6h_Y5aI7xb_g%ae^4{$F=0ReG~Z+8qou1M4!yuzzsgOE<WBZ0OLws?h)Dh
zrVy2`Tu*;DW9hT_Mh2g*DUi?6StYzP_|hJLQo9lh5o@vi@T5_{_*n8qeUYS^IV*n8
zCGCgj>LPT`GY@Wf4|yuwYT|9GdJPz)`pydX9U4xO`*h!1H=&Qf$lNewgRL}+e}Kpf
zO2l8Qt}<cbKqI1I{`^2dQfuL?&neOY3yk`5OCX3o^i9}P$+<*04hfzb<^|{Akh=o~
zZDUsG*t+fjlpj~K{O%cj^qZy|cj=AKY0IXb@Zd9@FFRv0on;OPezWbDBl;2l4goCU
zO}6U~J{F|O!3}jzECO)8pI{%Smwt1Ou*Xmv7IwmQWRs3P>N;$;H|S(ne?|f4z_Hw$
zWmlPs&Vel!H94MzFq;(?<ndQ^wzpLsMYYscf<dcST1MjuQYejMq^v;g>#?$@O?>WJ
zZT`l%*5{3+_NTB&2f^UOUxT$pOqP^8D*3=s%{iwycLHR#=vj{|<=86H0}5i=n+u&4
zl1aHe-N`>sbl>1!idJ;Y6U1{rnFC8C^Zw;%tT(2w|9yVQQ+|kj0}RpdAvA=G$pa0@
z^Gb<(R7RGR^eTI=np-(TZa|;fu^95pzpv{tF%zJYvUk<;_+c>V6?$rLUR?7o`c`x*
zDXw~?+?V;n-pXQM;XHltDT#h}afvhuV*%b)9*nvd{0KL+=?7Z54Sx%ng2JiB9EjY^
zN{ipG{>-Uirk$f$cr88-X<@BK{=*}9K;VfthGfC`cr%xDO6o8Lf79(&%Q`P{n)L1S
zX7Z$U_lu@IC8q6|nCC^NJt_wKQK|p^FimYHwe&<AWYJ;&%*JW=Z5?$sxW}VNey*cQ
z$A^vy=GxC=iaWGLY`&I^>AmiEOKdutfD(3F{dD~8-%xk48j4u6RoQQK`|tp<il>G3
ztw)}|SStKU+m~B5ixV@3Ia);0Bk>F|2#@;5nFGC<UogWY7Ebw9eyQ<rLs!_}&RxIt
zxn?dZ&+v`&U2ms^>p`pRnIZe;4^;VoNEM5rjvIv(Z1b#VCK>zy|7fMCZ{gQNx0;*7
zg27G5P|QyA>r38vt6(`&Q#zlR-TCH7xVwy5a9L<UDDny@Ap-`b-tM*T{hs{L92`Uq
z#*d}dL-vDz*@v6xSG0Fk{)2SSC7nE+X&tC>)mu*r;$q=2ZlvyzC?(-}!|zfNJ=`ix
zF?UWPY;J3+TXE=J0(OD%pr<Stx)~DlUr2XT{ISZTyGBx<6)VBb?2~!T?lNSR`Zktw
z{d0UXVi|kh6MZD5c_{it@A>xANrFjpw?7)6(B?hcFe?%Jm2^*D0U*wON#kr1_Z1rQ
zjQ_f_iAqDyyJNec4d#Nmd*NHRn<1rX`WmU$i%IuoY4Z}D?2Fo}J`K~P59wOB@w!^Q
z8%_UVPLG!88ttXnVV#-8H#}!)oA3oL>9Q)3tS8ZAsd!-|vn1xuRY|<GR9H8l>IKp^
z$v}q6%nwTS=i2UhZ{cmw+T<E+vgIz2JNRk$>d{f}?~W)Y>QTB3LrszwpjqA=0Z+!H
zkN)%IO|uT`SPh?hdo8WT01n7rHV2ih1CB+SB-ly=x{+4epT#Xj#|Fv?ggKpa$4a;r
z|HinpV@RX(0X^^Te0nd6d|%$8)9~nji*XPA#JJMmVgH%U`GjarWO7LnAU-|eL=Pu3
zpvzIeVqW9NUc*CC7Qp3qxGE_bH4>2hB?F1UobJhnQv+MltP{~+Tkd%~t&+=`NrsKk
z^{wLN1!~%&z2*brWgEhB29OCr-4CD#3~_v=PcWw;zk2T2JSAE2S<cOw-#WtY@O8i%
z%PpWjBsyr|mncQQzzuDfa<@~I3OWtQD8u)!E5A=p@dGDaU2iTi$*{hNvzItKT0`n}
zlz%lRB#?x^-x?;9S=`jceC|3bKk~=+Yie6u(zEH^k%njPTw7Ve%ViqBHq8^Iv;Xfr
zz%;@>`TxG8`Z{NSbsaqkS#7=yW>P3Hs$ghESj+C_VvUDNcMl;9h6xaE*|QD{W1_n9
zV&~iTHbVr{q&Bhf5O0yqc?w!**YzJBOywsJ$EEzgVqDm=MM<<8Hx#=z#Xgx5+f!~a
z%W!8t6aGbm<d9g5*5=b~g991*G;W^N^vwFG=*zp(IjiIxNb8GziFSWugNo@A9{N8d
zM$S*ZZ9X~rl<Ir#BtVk5MH=)-bo0(uyax;Dky*WY27?9rvin-*p><##ec(9mC6e5d
z#ZDoFbuwHr22^rbp+vl)cO94xnF)c~jhm<#MpAk0Ewie35B-v)ss2Bine+=oqC9*y
zpB!ke*~wq{#E0}NY;Z(?%4lk(o0WA9*+<MsBInW7zJDO@fyX?)+h#5r4+}7HIjS%F
zf?GBZSqF*?acmy?rF+j_v-!zty)_npi;3ihZeg`LAb-5FZK{aa7z_lcgp`6@-jm&$
z`Y;MP+vy1eY7z>RXryjfvCgRO(Re37Ehzgfy8}m9^7)F`!n5Z|ow#h<zMk4U;gYw)
zDW8N*Dt=sF6mLfvwLZuB^kZ@C7W>))@pN{pmowgY=@`!w)wG;<NB=|dgdb>`v;4a2
zU}7Yh?#d9yhTBw$NvK-pJ)4`nd1fLg)z+2N{B}e<x&RnSwp8rhd)+^5TyfuU=Wt)h
zdJ~*bPF2!>bDx8Bf9pTJix}vM)?NK%Xyl9b_IBIk6#a2A<Ee-X)GG6K+{E7y*O@8e
zzSEy%%JS~c-X9*>wlSD##BK%E*)Pd)0UP=+CtqgrK)pKZ-9($>9)kQ&G2h-~sj9A$
znPW3b;OU=wYVMAnvCkH{jO&u5Zb5X+DS3@oqO-lBV1sbV#KJ~R<-~s}sV(B=h^BuR
zQtJ(|&lnkKkNr?*=qZ5m`VwjAZyi;M-dD5iEi*(Q^qs(fkG|e=8o_Vcy{`8h3-CIs
z!>!6fwB_{+?XDIK{yXZS8JqV8NtS=r_3L2X^BXqP90fJcWpL77l`V{*NczisnPn=4
zgLw3~$UVmZaUaZ9Xi38?iaj$p!#!dgtayP#XtLhIBY|I=I6AN{cF-2GIuqVVOH7$p
z!1f$}$E#>rw<C_rxx$hwx{t_ruU7(DVthgIuAOCf2J*-vp}HkLq|LuHm~^U*C8(ks
zFI-zX7jznqUDXelt<8S_K}!Xm6xzs;@1VmABwF2$E`&-<z$X?q#TM#|SZH=?fFcHJ
zrdem&Rp2`;q|e?O&Jyb`nb&e5qOgOeDhL|DxBK`c0&S1R+Y1>+F>MCkKMtL$vA<6p
zT^JF-OD&(1-2IBTzo{cvR)3-WG)FY$d7ho;d9>k-DKXmhmVf2ZOFz}tn;5vCJqy!L
z9PWI|rrQ~>gz%BqYHc7|+>yX-AA=9I-E0EOyU={e&BBQpkMUllyb%>~AQ;ET`}m>A
zY|+MWMZ$)ib2I-+_tPJn;qqlVg`MgA{XMiP#Ig6nlg;*UhiR{C0}d=VvpJ`?PSOsW
z`4n54@RID4uv}BEG_Zz4dRx4~XZ64kl_mbigbQVAIktT<KOm^C8c^uF1BICHbpvt6
z9~%gO<H)CF{t5n?++tuuN1iP^kkn0O#C(Gt)%rwRCi%f$9ZVMg&?T+@3SEUWqQQy!
z$6?6l(ME?#e!qS588?j+`4IySQP(^`z03^fJm`sh7HqpRisG;@%p!M-{gPnoUz_p*
zP(ML!z~i8(&At3RwISI$;>!q@49-V;Zm&CUIOkKmf>(H$Q{j84Kj&$V!pG}Eg_vA?
zrqOZ~wsLLAjGD$Oqvw72hZg`!+LZ-*GWOph)>YD$U(ju<PC-7_EDJD(?)M+vt``W4
z($#sq6xdkrTD<^eiwIJM!fpJl1!J-U%VLo2_0QpTAJqMn5N7#XG?o@CJN!0Qz0FrG
zK)aNO^70xBHW?&yqzw!X08ri_vyVIcxD0Ypc}J@dU*}2MEfzbYH~bcv2-OQRK0}>L
zSF_rjH5g2Eu8PaRR$gRQ6Lf|HCDp9fz+OsE%v67Z*&9Krp&&0mk_<Q0q`Vq4A);x(
zI{$%Xq!B03l{kAUON{;D*fW%_HEji7*p6aMt3N2mA#M8(8kH`&zgjvbNAI~cEngpe
z_@Y~g@uP_7C^H`oKsU`z;c<$3p5eE2>U@t+gYKtEA-U$caQOieRIO5JW3uN{$V8+;
z#f)1)trtHM70{8Xv(c~D-tHF*Gl4=)!;rPo{&TggQ&l^T_Psw$BIB}9lAKzh|9p>Y
zU(#=3b_rBb+a?zH;(!G2z0<9i^8$x-z1@6vWBn<8n*3`vQU`U!W+VB!-wj=7;p_WJ
z?irDXt9k;mns~ts+0d2hMnsH7-Y0Ed`$RvkWvt<|{#lSZ-@y(BKQ-q|1ha$~cFD+I
zIBc^6{k{LagnYHVR?}FPhPepbe%V$KPZ^|^t0}aPm0kGjb~Us1>D@y=?9n+7+vtf4
zy8E9Y-h~JE57kzFNvS=`ZP7Ly9i-*}0TTJ|^&EOA7iK1}-Y(R8rmxL$XmbVy+rWq@
z|HiMQq9H8&8eNIlskG@Loga*-%JG>BTF+X@Uw<2|T0GnGy|X1qs5Loh;Bi*<VFks^
z>SpD^>e8T<5DKx!N{8v{0`bUkTn@X%>-sUI^4wbY<%O$SeWO`tfN1!nW~z-FNN7#I
zoU6fahWtyW<=8hl{w!eSj{F0}g-OGLV+if?@;ia7v%!ZW!+7j{j-DrFb1)_LfV`$B
zW6!zWjw3D*f1$jEw9SvnYlCwtoY;rJDOcdO-?o|;o(6sp3CkN_yqwjfDr{#|34fhA
z@hRTa0=A_g<v-7^p1tEELTIZ081Yl8t^Hf7ox1GNqxOY-+R^%ZH#^zR=82QC!f0uB
z{@xkaw=Fm8#yZJOj!U?|G%Xjd24{UxAMKBCYQ|-0Oz@`Dlv9JK=>pUXeKl>6GBwq9
z$#}=6w9};55qiVl`Q@R4Z<@9Zd*7G{_36OecDwprcx2-nvJKt##xQVU)3&b>kADia
z@u3|-PT#g_QZ<;gje!p_Zd1{uWr}LVvx6HO#MclHe``(@4k9nQ_6M(tAFJtq*%63#
zS}ZS>pB#8^qx2fLIxFkJ)(b<pNv`}g>hm&5G-Hs6-|ic9q`&0^V?wpR3R0_$G@HEa
zyDyK4!HbFNqgI-{<jwV?KE*u>0py+^U|=X=ZB&S{X6+ReevBrRBGgUM@;Z?&^Qa)^
z?Ocs1827hGYrNp5`-V3H)$GrPI{0I!dHQG%>O8<$dlS<pKUo~C6Cy_y+OM+?bISet
zQ>c|1`t<)@sEuK_ymj1|+jEg0zs2dQxLR4F?)89M;fJNpo%!jGF~?$^J8kM2$;&Cr
zlR2h|*XI8>C>DtK7klw3D2mkW-9=h-Tx2*iDyTSoZgNBN(1nhQ<_&zvE&=lI^4H4j
z#G{U50Mrg0lNwvG0f-|hiktbazDvC?IcUUfEE#b3kDKBjlOr_bUo#~gSbE~#XL`e)
zL!RM<@&T&bM6YDYLhtIcpgI`W`WFPo?uJyCZ@7#Axy!IZwwK&p<sQK#v;C?f<9~KM
zf^k_<w|fM#or)0LQ1yl}8_0SNE%?RU%d|_kkftr2;tBd6zdtj&#nu((f*ZwZjn7G@
zsjO>`Q#0)wvJ+84>$PC9ALicgO&-*Crlp<WDP~Od&-)|G?N+Y@5F3EP4nG0czo~mG
zc?cfJPpNi8FVVIAbuhqz1-ny?{#=(N+a)JNGkSZFUg7=L1PR<D?mp(;_ndde;i29x
zsn&_q<ue4+*2#_C+m17#XJ5FeuPIH2SScE%1_>s`Jj*u2>xLTx?H_Qg^8Hh{6Mrhv
zx;|fX4JX7~o`HT!8Qafpc<sd&DoOE$LDxl-oZ8J*!}d2M_xYVYQxcs0T)6K(P(3To
za|`V4oa}kA*KyI6Y9cqj`iwc*n1osD6G3JW(J?*u<Ug=VLal2O3t99@(*KlCP)7aA
zVA>-+V|eGYXZm0q20?bz%6t!M40Gq}@41o5o&?B97rjgJyXqJU)UgtW&9;!&!QKYK
zhK##Cxjp4=&DRrQ(31a<Y58vbyG+~Z7zhq(`=8AAWeFMr&gL6MWsoiH^2K4n_Tlza
zrJR0qcgC(ymE)^~ABzLlkfd7{79?4N`^i0O8P;cnqyg^>w9SA)(c)AbZmn!}*M9uo
zv@BlU`a@{$7=%tis~O;?O|lIaHxe-F`TyQe@c(an?Z1hyzl(O(n*JX<c}M>B^&f14
pEW-B}+-5!K_8;E`l2KQ;&s8&ucOd-PZ29v~4D>+P%dXmn{|~AD#!~<Q

literal 0
HcmV?d00001

diff --git a/p13/QSranking.json b/p13/QSranking.json
new file mode 100644
index 0000000..5904f02
--- /dev/null
+++ b/p13/QSranking.json
@@ -0,0 +1 @@
+{"rank":{"0":1,"1":2,"2":3,"3":4,"4":5,"5":6,"6":7,"7":8,"8":9,"9":10,"10":11,"11":12,"12":13,"13":14,"14":15,"15":16,"16":17,"17":18,"18":19,"19":20,"20":21,"21":21,"22":23,"23":23,"24":25,"25":26,"26":27,"27":28,"28":28,"29":30,"30":31,"31":32,"32":33,"33":34,"34":35,"35":36,"36":36,"37":38,"38":38,"39":40,"40":41,"41":41,"42":43,"43":44,"44":45,"45":46,"46":47,"47":47,"48":49,"49":50,"50":51,"51":52,"52":53,"53":54,"54":55,"55":56,"56":57,"57":58,"58":59,"59":60,"60":61,"61":62,"62":63,"63":64,"64":65,"65":66,"66":67,"67":68,"68":69,"69":70,"70":71,"71":71,"72":73,"73":73,"74":75,"75":76,"76":76,"77":78,"78":78,"79":80,"80":81,"81":82,"82":82,"83":84,"84":84,"85":86,"86":87,"87":88,"88":89,"89":90,"90":90,"91":92,"92":93,"93":93,"94":95,"95":95,"96":97,"97":98,"98":98,"99":100,"100":101,"101":102,"102":102,"103":104,"104":105,"105":106,"106":107,"107":108,"108":109,"109":109,"110":109,"111":112,"112":113,"113":114,"114":114,"115":116,"116":116,"117":118,"118":119,"119":120,"120":121,"121":122,"122":122,"123":124,"124":125,"125":125,"126":127,"127":128,"128":129,"129":130,"130":131,"131":132,"132":133,"133":134,"134":135,"135":135,"136":137,"137":137,"138":137,"139":140,"140":141,"141":142,"142":142,"143":144,"144":145,"145":146,"146":147,"147":147,"148":149,"149":149,"150":151,"151":152,"152":153,"153":154,"154":155,"155":156,"156":157,"157":158,"158":158,"159":160,"160":161,"161":161,"162":163,"163":164,"164":164,"165":164,"166":167,"167":168,"168":169,"169":170,"170":171,"171":172,"172":173,"173":173,"174":173,"175":176,"176":177,"177":178,"178":179,"179":179,"180":181,"181":182,"182":182,"183":182,"184":182,"185":186,"186":187,"187":188,"188":188,"189":190,"190":191,"191":192,"192":192,"193":192,"194":195,"195":195,"196":195,"197":195,"198":199,"199":200,"200":201,"201":202,"202":203,"203":204,"204":205,"205":205,"206":207,"207":207,"208":209,"209":210,"210":210,"211":212,"212":213,"213":214,"214":215,"215":216,"216":217,"217":218,"218":219,"219":220,"220":221,"221":222,"222":223,"223":224,"224":224,"225":224,"226":227,"227":228,"228":229,"229":230,"230":230,"231":232,"232":233,"233":234,"234":235,"235":236,"236":236,"237":238,"238":239,"239":240,"240":240,"241":242,"242":243,"243":243,"244":245,"245":245,"246":247,"247":247,"248":249,"249":250,"250":250,"251":252,"252":253,"253":254,"254":254,"255":256,"256":256,"257":256,"258":259,"259":259,"260":259,"261":262,"262":263,"263":264,"264":264,"265":264,"266":267,"267":267,"268":269,"269":270,"270":270,"271":272,"272":272,"273":274,"274":275,"275":276,"276":277,"277":277,"278":279,"279":279,"280":281,"281":282,"282":283,"283":283,"284":283,"285":286,"286":287,"287":287,"288":289,"289":289,"290":291,"291":292,"292":293,"293":293,"294":293,"295":296,"296":296,"297":296,"298":299,"299":299,"300":301,"301":301,"302":303,"303":304,"304":305,"305":305,"306":307,"307":308,"308":308,"309":308,"310":311,"311":312,"312":313,"313":314,"314":314,"315":316,"316":316,"317":318,"318":319,"319":319,"320":319,"321":322,"322":323,"323":323,"324":325,"325":325,"326":325,"327":325,"328":329,"329":330,"330":331,"331":331,"332":331,"333":334,"334":334,"335":336,"336":337,"337":338,"338":339,"339":339,"340":341,"341":341,"342":343,"343":344,"344":344,"345":346,"346":346,"347":346,"348":349,"349":349,"350":351,"351":352,"352":352,"353":352,"354":355,"355":355,"356":357,"357":357,"358":357,"359":360,"360":361,"361":361,"362":361,"363":364,"364":364,"365":364,"366":367,"367":367,"368":367,"369":367,"370":367,"371":372,"372":373,"373":373,"374":373,"375":373,"376":373,"377":378,"378":379,"379":380,"380":381,"381":382,"382":382,"383":384,"384":385,"385":386,"386":386,"387":388,"388":388,"389":390,"390":391,"391":391,"392":391,"393":394,"394":395,"395":395,"396":397,"397":398,"398":398,"399":398,"400":1,"401":2,"402":3,"403":4,"404":5,"405":6,"406":7,"407":8,"408":9,"409":10,"410":11,"411":12,"412":13,"413":14,"414":15,"415":16,"416":17,"417":18,"418":19,"419":20,"420":21,"421":22,"422":23,"423":24,"424":25,"425":26,"426":27,"427":28,"428":29,"429":30,"430":31,"431":32,"432":33,"433":34,"434":35,"435":36,"436":37,"437":38,"438":39,"439":40,"440":41,"441":42,"442":43,"443":44,"444":45,"445":46,"446":47,"447":48,"448":49,"449":50,"450":51,"451":52,"452":53,"453":54,"454":55,"455":56,"456":57,"457":58,"458":59,"459":59,"460":61,"461":62,"462":63,"463":64,"464":65,"465":66,"466":67,"467":68,"468":69,"469":69,"470":71,"471":72,"472":73,"473":74,"474":75,"475":75,"476":77,"477":78,"478":79,"479":79,"480":81,"481":82,"482":83,"483":83,"484":85,"485":86,"486":87,"487":87,"488":89,"489":90,"490":91,"491":92,"492":93,"493":93,"494":95,"495":96,"496":97,"497":98,"498":99,"499":100,"500":100,"501":100,"502":100,"503":104,"504":104,"505":106,"506":107,"507":108,"508":109,"509":110,"510":111,"511":112,"512":113,"513":114,"514":115,"515":116,"516":117,"517":118,"518":119,"519":120,"520":121,"521":122,"522":122,"523":124,"524":125,"525":126,"526":126,"527":128,"528":128,"529":130,"530":131,"531":132,"532":132,"533":134,"534":135,"535":136,"536":137,"537":138,"538":139,"539":140,"540":141,"541":141,"542":141,"543":144,"544":145,"545":146,"546":147,"547":148,"548":149,"549":149,"550":151,"551":151,"552":153,"553":154,"554":154,"555":156,"556":156,"557":158,"558":159,"559":160,"560":160,"561":162,"562":163,"563":163,"564":165,"565":166,"566":167,"567":168,"568":169,"569":170,"570":171,"571":172,"572":172,"573":172,"574":175,"575":175,"576":175,"577":178,"578":179,"579":180,"580":180,"581":180,"582":183,"583":184,"584":184,"585":186,"586":186,"587":188,"588":189,"589":190,"590":191,"591":192,"592":193,"593":193,"594":195,"595":195,"596":197,"597":198,"598":199,"599":200,"600":200,"601":202,"602":203,"603":204,"604":204,"605":206,"606":207,"607":208,"608":208,"609":208,"610":211,"611":212,"612":212,"613":214,"614":214,"615":214,"616":217,"617":218,"618":218,"619":220,"620":221,"621":221,"622":223,"623":223,"624":223,"625":226,"626":227,"627":228,"628":229,"629":230,"630":231,"631":231,"632":231,"633":234,"634":235,"635":236,"636":237,"637":237,"638":239,"639":239,"640":239,"641":242,"642":242,"643":244,"644":244,"645":246,"646":247,"647":248,"648":249,"649":250,"650":250,"651":250,"652":253,"653":253,"654":255,"655":256,"656":257,"657":257,"658":259,"659":260,"660":260,"661":260,"662":263,"663":264,"664":264,"665":264,"666":264,"667":268,"668":269,"669":269,"670":271,"671":272,"672":272,"673":274,"674":275,"675":275,"676":277,"677":277,"678":279,"679":279,"680":279,"681":279,"682":283,"683":283,"684":285,"685":285,"686":287,"687":288,"688":289,"689":289,"690":291,"691":292,"692":292,"693":292,"694":295,"695":295,"696":295,"697":298,"698":299,"699":299,"700":299,"701":302,"702":302,"703":302,"704":305,"705":306,"706":306,"707":308,"708":309,"709":310,"710":310,"711":312,"712":313,"713":313,"714":315,"715":315,"716":317,"717":317,"718":319,"719":319,"720":321,"721":321,"722":323,"723":323,"724":325,"725":326,"726":326,"727":328,"728":329,"729":329,"730":329,"731":332,"732":332,"733":332,"734":332,"735":336,"736":336,"737":338,"738":338,"739":338,"740":338,"741":338,"742":343,"743":343,"744":345,"745":345,"746":345,"747":348,"748":349,"749":350,"750":351,"751":352,"752":352,"753":354,"754":355,"755":355,"756":355,"757":355,"758":359,"759":359,"760":361,"761":362,"762":363,"763":363,"764":363,"765":366,"766":367,"767":367,"768":369,"769":369,"770":369,"771":372,"772":373,"773":373,"774":375,"775":376,"776":376,"777":376,"778":376,"779":380,"780":381,"781":381,"782":381,"783":384,"784":384,"785":384,"786":387,"787":387,"788":387,"789":387,"790":391,"791":391,"792":391,"793":394,"794":394,"795":396,"796":397,"797":397,"798":397,"799":397,"800":397,"801":1,"802":2,"803":3,"804":4,"805":5,"806":6,"807":7,"808":8,"809":9,"810":10,"811":11,"812":11,"813":13,"814":14,"815":15,"816":16,"817":17,"818":18,"819":18,"820":20,"821":21,"822":22,"823":22,"824":24,"825":25,"826":25,"827":27,"828":28,"829":29,"830":29,"831":31,"832":32,"833":33,"834":33,"835":35,"836":35,"837":37,"838":38,"839":39,"840":40,"841":41,"842":42,"843":43,"844":44,"845":45,"846":46,"847":47,"848":48,"849":49,"850":50,"851":51,"852":52,"853":53,"854":54,"855":55,"856":56,"857":57,"858":58,"859":58,"860":60,"861":60,"862":62,"863":63,"864":64,"865":65,"866":66,"867":67,"868":68,"869":69,"870":70,"871":71,"872":72,"873":74,"874":75,"875":76,"876":77,"877":78,"878":78,"879":80,"880":81,"881":81,"882":82,"883":83,"884":83,"885":84,"886":85,"887":86,"888":87,"889":89,"890":90,"891":91,"892":92,"893":93,"894":93,"895":95,"896":96,"897":97,"898":98,"899":98,"900":100,"901":101,"902":102,"903":103,"904":104,"905":104,"906":106,"907":107,"908":108,"909":108,"910":110,"911":111,"912":112,"913":113,"914":114,"915":115,"916":116,"917":116,"918":118,"919":119,"920":120,"921":120,"922":120,"923":123,"924":124,"925":125,"926":125,"927":126,"928":127,"929":128,"930":129,"931":130,"932":130,"933":132,"934":132,"935":134,"936":135,"937":136,"938":137,"939":138,"940":139,"941":140,"942":140,"943":140,"944":144,"945":145,"946":146,"947":147,"948":148,"949":149,"950":150,"951":151,"952":152,"953":153,"954":154,"955":154,"956":156,"957":156,"958":158,"959":159,"960":160,"961":160,"962":162,"963":163,"964":163,"965":165,"966":165,"967":167,"968":167,"969":167,"970":169,"971":169,"972":170,"973":172,"974":173,"975":173,"976":173,"977":176,"978":177,"979":177,"980":179,"981":181,"982":182,"983":183,"984":184,"985":185,"986":186,"987":186,"988":188,"989":189,"990":189,"991":191,"992":192,"993":192,"994":194,"995":195,"996":197,"997":198,"998":198,"999":200,"1000":200,"1001":200,"1002":202,"1003":203,"1004":204,"1005":205,"1006":206,"1007":207,"1008":207,"1009":207,"1010":210,"1011":211,"1012":212,"1013":212,"1014":214,"1015":215,"1016":215,"1017":217,"1018":217,"1019":219,"1020":219,"1021":219,"1022":222,"1023":223,"1024":224,"1025":224,"1026":225,"1027":226,"1028":227,"1029":227,"1030":227,"1031":230,"1032":231,"1033":231,"1034":233,"1035":234,"1036":234,"1037":234,"1038":237,"1039":238,"1040":239,"1041":239,"1042":239,"1043":242,"1044":243,"1045":244,"1046":245,"1047":246,"1048":247,"1049":247,"1050":250,"1051":251,"1052":251,"1053":253,"1054":253,"1055":253,"1056":256,"1057":257,"1058":257,"1059":259,"1060":260,"1061":261,"1062":262,"1063":262,"1064":262,"1065":265,"1066":266,"1067":266,"1068":268,"1069":268,"1070":270,"1071":271,"1072":271,"1073":271,"1074":274,"1075":274,"1076":276,"1077":277,"1078":277,"1079":279,"1080":280,"1081":281,"1082":281,"1083":281,"1084":284,"1085":285,"1086":285,"1087":287,"1088":287,"1089":287,"1090":287,"1091":291,"1092":291,"1093":291,"1094":291,"1095":291,"1096":296,"1097":296,"1098":298,"1099":298,"1100":300,"1101":301,"1102":302,"1103":302,"1104":302,"1105":305,"1106":305,"1107":307,"1108":308,"1109":309,"1110":310,"1111":311,"1112":312,"1113":312,"1114":314,"1115":314,"1116":314,"1117":314,"1118":314,"1119":319,"1120":320,"1121":320,"1122":322,"1123":322,"1124":324,"1125":324,"1126":326,"1127":327,"1128":328,"1129":329,"1130":329,"1131":331,"1132":331,"1133":331,"1134":334,"1135":335,"1136":336,"1137":336,"1138":338,"1139":338,"1140":340,"1141":340,"1142":340,"1143":340,"1144":344,"1145":344,"1146":346,"1147":347,"1148":348,"1149":349,"1150":349,"1151":351,"1152":351,"1153":353,"1154":353,"1155":355,"1156":356,"1157":356,"1158":358,"1159":359,"1160":359,"1161":359,"1162":359,"1163":359,"1164":364,"1165":364,"1166":366,"1167":367,"1168":368,"1169":368,"1170":370,"1171":371,"1172":371,"1173":372,"1174":372,"1175":374,"1176":375,"1177":376,"1178":377,"1179":377,"1180":379,"1181":379,"1182":379,"1183":379,"1184":383,"1185":383,"1186":383,"1187":383,"1188":387,"1189":387,"1190":389,"1191":389,"1192":389,"1193":392,"1194":392,"1195":392,"1196":395,"1197":395,"1198":395,"1199":398,"1200":398},"year":{"0":2018,"1":2018,"2":2018,"3":2018,"4":2018,"5":2018,"6":2018,"7":2018,"8":2018,"9":2018,"10":2018,"11":2018,"12":2018,"13":2018,"14":2018,"15":2018,"16":2018,"17":2018,"18":2018,"19":2018,"20":2018,"21":2018,"22":2018,"23":2018,"24":2018,"25":2018,"26":2018,"27":2018,"28":2018,"29":2018,"30":2018,"31":2018,"32":2018,"33":2018,"34":2018,"35":2018,"36":2018,"37":2018,"38":2018,"39":2018,"40":2018,"41":2018,"42":2018,"43":2018,"44":2018,"45":2018,"46":2018,"47":2018,"48":2018,"49":2018,"50":2018,"51":2018,"52":2018,"53":2018,"54":2018,"55":2018,"56":2018,"57":2018,"58":2018,"59":2018,"60":2018,"61":2018,"62":2018,"63":2018,"64":2018,"65":2018,"66":2018,"67":2018,"68":2018,"69":2018,"70":2018,"71":2018,"72":2018,"73":2018,"74":2018,"75":2018,"76":2018,"77":2018,"78":2018,"79":2018,"80":2018,"81":2018,"82":2018,"83":2018,"84":2018,"85":2018,"86":2018,"87":2018,"88":2018,"89":2018,"90":2018,"91":2018,"92":2018,"93":2018,"94":2018,"95":2018,"96":2018,"97":2018,"98":2018,"99":2018,"100":2018,"101":2018,"102":2018,"103":2018,"104":2018,"105":2018,"106":2018,"107":2018,"108":2018,"109":2018,"110":2018,"111":2018,"112":2018,"113":2018,"114":2018,"115":2018,"116":2018,"117":2018,"118":2018,"119":2018,"120":2018,"121":2018,"122":2018,"123":2018,"124":2018,"125":2018,"126":2018,"127":2018,"128":2018,"129":2018,"130":2018,"131":2018,"132":2018,"133":2018,"134":2018,"135":2018,"136":2018,"137":2018,"138":2018,"139":2018,"140":2018,"141":2018,"142":2018,"143":2018,"144":2018,"145":2018,"146":2018,"147":2018,"148":2018,"149":2018,"150":2018,"151":2018,"152":2018,"153":2018,"154":2018,"155":2018,"156":2018,"157":2018,"158":2018,"159":2018,"160":2018,"161":2018,"162":2018,"163":2018,"164":2018,"165":2018,"166":2018,"167":2018,"168":2018,"169":2018,"170":2018,"171":2018,"172":2018,"173":2018,"174":2018,"175":2018,"176":2018,"177":2018,"178":2018,"179":2018,"180":2018,"181":2018,"182":2018,"183":2018,"184":2018,"185":2018,"186":2018,"187":2018,"188":2018,"189":2018,"190":2018,"191":2018,"192":2018,"193":2018,"194":2018,"195":2018,"196":2018,"197":2018,"198":2018,"199":2018,"200":2018,"201":2018,"202":2018,"203":2018,"204":2018,"205":2018,"206":2018,"207":2018,"208":2018,"209":2018,"210":2018,"211":2018,"212":2018,"213":2018,"214":2018,"215":2018,"216":2018,"217":2018,"218":2018,"219":2018,"220":2018,"221":2018,"222":2018,"223":2018,"224":2018,"225":2018,"226":2018,"227":2018,"228":2018,"229":2018,"230":2018,"231":2018,"232":2018,"233":2018,"234":2018,"235":2018,"236":2018,"237":2018,"238":2018,"239":2018,"240":2018,"241":2018,"242":2018,"243":2018,"244":2018,"245":2018,"246":2018,"247":2018,"248":2018,"249":2018,"250":2018,"251":2018,"252":2018,"253":2018,"254":2018,"255":2018,"256":2018,"257":2018,"258":2018,"259":2018,"260":2018,"261":2018,"262":2018,"263":2018,"264":2018,"265":2018,"266":2018,"267":2018,"268":2018,"269":2018,"270":2018,"271":2018,"272":2018,"273":2018,"274":2018,"275":2018,"276":2018,"277":2018,"278":2018,"279":2018,"280":2018,"281":2018,"282":2018,"283":2018,"284":2018,"285":2018,"286":2018,"287":2018,"288":2018,"289":2018,"290":2018,"291":2018,"292":2018,"293":2018,"294":2018,"295":2018,"296":2018,"297":2018,"298":2018,"299":2018,"300":2018,"301":2018,"302":2018,"303":2018,"304":2018,"305":2018,"306":2018,"307":2018,"308":2018,"309":2018,"310":2018,"311":2018,"312":2018,"313":2018,"314":2018,"315":2018,"316":2018,"317":2018,"318":2018,"319":2018,"320":2018,"321":2018,"322":2018,"323":2018,"324":2018,"325":2018,"326":2018,"327":2018,"328":2018,"329":2018,"330":2018,"331":2018,"332":2018,"333":2018,"334":2018,"335":2018,"336":2018,"337":2018,"338":2018,"339":2018,"340":2018,"341":2018,"342":2018,"343":2018,"344":2018,"345":2018,"346":2018,"347":2018,"348":2018,"349":2018,"350":2018,"351":2018,"352":2018,"353":2018,"354":2018,"355":2018,"356":2018,"357":2018,"358":2018,"359":2018,"360":2018,"361":2018,"362":2018,"363":2018,"364":2018,"365":2018,"366":2018,"367":2018,"368":2018,"369":2018,"370":2018,"371":2018,"372":2018,"373":2018,"374":2018,"375":2018,"376":2018,"377":2018,"378":2018,"379":2018,"380":2018,"381":2018,"382":2018,"383":2018,"384":2018,"385":2018,"386":2018,"387":2018,"388":2018,"389":2018,"390":2018,"391":2018,"392":2018,"393":2018,"394":2018,"395":2018,"396":2018,"397":2018,"398":2018,"399":2018,"400":2019,"401":2019,"402":2019,"403":2019,"404":2019,"405":2019,"406":2019,"407":2019,"408":2019,"409":2019,"410":2019,"411":2019,"412":2019,"413":2019,"414":2019,"415":2019,"416":2019,"417":2019,"418":2019,"419":2019,"420":2019,"421":2019,"422":2019,"423":2019,"424":2019,"425":2019,"426":2019,"427":2019,"428":2019,"429":2019,"430":2019,"431":2019,"432":2019,"433":2019,"434":2019,"435":2019,"436":2019,"437":2019,"438":2019,"439":2019,"440":2019,"441":2019,"442":2019,"443":2019,"444":2019,"445":2019,"446":2019,"447":2019,"448":2019,"449":2019,"450":2019,"451":2019,"452":2019,"453":2019,"454":2019,"455":2019,"456":2019,"457":2019,"458":2019,"459":2019,"460":2019,"461":2019,"462":2019,"463":2019,"464":2019,"465":2019,"466":2019,"467":2019,"468":2019,"469":2019,"470":2019,"471":2019,"472":2019,"473":2019,"474":2019,"475":2019,"476":2019,"477":2019,"478":2019,"479":2019,"480":2019,"481":2019,"482":2019,"483":2019,"484":2019,"485":2019,"486":2019,"487":2019,"488":2019,"489":2019,"490":2019,"491":2019,"492":2019,"493":2019,"494":2019,"495":2019,"496":2019,"497":2019,"498":2019,"499":2019,"500":2019,"501":2019,"502":2019,"503":2019,"504":2019,"505":2019,"506":2019,"507":2019,"508":2019,"509":2019,"510":2019,"511":2019,"512":2019,"513":2019,"514":2019,"515":2019,"516":2019,"517":2019,"518":2019,"519":2019,"520":2019,"521":2019,"522":2019,"523":2019,"524":2019,"525":2019,"526":2019,"527":2019,"528":2019,"529":2019,"530":2019,"531":2019,"532":2019,"533":2019,"534":2019,"535":2019,"536":2019,"537":2019,"538":2019,"539":2019,"540":2019,"541":2019,"542":2019,"543":2019,"544":2019,"545":2019,"546":2019,"547":2019,"548":2019,"549":2019,"550":2019,"551":2019,"552":2019,"553":2019,"554":2019,"555":2019,"556":2019,"557":2019,"558":2019,"559":2019,"560":2019,"561":2019,"562":2019,"563":2019,"564":2019,"565":2019,"566":2019,"567":2019,"568":2019,"569":2019,"570":2019,"571":2019,"572":2019,"573":2019,"574":2019,"575":2019,"576":2019,"577":2019,"578":2019,"579":2019,"580":2019,"581":2019,"582":2019,"583":2019,"584":2019,"585":2019,"586":2019,"587":2019,"588":2019,"589":2019,"590":2019,"591":2019,"592":2019,"593":2019,"594":2019,"595":2019,"596":2019,"597":2019,"598":2019,"599":2019,"600":2019,"601":2019,"602":2019,"603":2019,"604":2019,"605":2019,"606":2019,"607":2019,"608":2019,"609":2019,"610":2019,"611":2019,"612":2019,"613":2019,"614":2019,"615":2019,"616":2019,"617":2019,"618":2019,"619":2019,"620":2019,"621":2019,"622":2019,"623":2019,"624":2019,"625":2019,"626":2019,"627":2019,"628":2019,"629":2019,"630":2019,"631":2019,"632":2019,"633":2019,"634":2019,"635":2019,"636":2019,"637":2019,"638":2019,"639":2019,"640":2019,"641":2019,"642":2019,"643":2019,"644":2019,"645":2019,"646":2019,"647":2019,"648":2019,"649":2019,"650":2019,"651":2019,"652":2019,"653":2019,"654":2019,"655":2019,"656":2019,"657":2019,"658":2019,"659":2019,"660":2019,"661":2019,"662":2019,"663":2019,"664":2019,"665":2019,"666":2019,"667":2019,"668":2019,"669":2019,"670":2019,"671":2019,"672":2019,"673":2019,"674":2019,"675":2019,"676":2019,"677":2019,"678":2019,"679":2019,"680":2019,"681":2019,"682":2019,"683":2019,"684":2019,"685":2019,"686":2019,"687":2019,"688":2019,"689":2019,"690":2019,"691":2019,"692":2019,"693":2019,"694":2019,"695":2019,"696":2019,"697":2019,"698":2019,"699":2019,"700":2019,"701":2019,"702":2019,"703":2019,"704":2019,"705":2019,"706":2019,"707":2019,"708":2019,"709":2019,"710":2019,"711":2019,"712":2019,"713":2019,"714":2019,"715":2019,"716":2019,"717":2019,"718":2019,"719":2019,"720":2019,"721":2019,"722":2019,"723":2019,"724":2019,"725":2019,"726":2019,"727":2019,"728":2019,"729":2019,"730":2019,"731":2019,"732":2019,"733":2019,"734":2019,"735":2019,"736":2019,"737":2019,"738":2019,"739":2019,"740":2019,"741":2019,"742":2019,"743":2019,"744":2019,"745":2019,"746":2019,"747":2019,"748":2019,"749":2019,"750":2019,"751":2019,"752":2019,"753":2019,"754":2019,"755":2019,"756":2019,"757":2019,"758":2019,"759":2019,"760":2019,"761":2019,"762":2019,"763":2019,"764":2019,"765":2019,"766":2019,"767":2019,"768":2019,"769":2019,"770":2019,"771":2019,"772":2019,"773":2019,"774":2019,"775":2019,"776":2019,"777":2019,"778":2019,"779":2019,"780":2019,"781":2019,"782":2019,"783":2019,"784":2019,"785":2019,"786":2019,"787":2019,"788":2019,"789":2019,"790":2019,"791":2019,"792":2019,"793":2019,"794":2019,"795":2019,"796":2019,"797":2019,"798":2019,"799":2019,"800":2019,"801":2020,"802":2020,"803":2020,"804":2020,"805":2020,"806":2020,"807":2020,"808":2020,"809":2020,"810":2020,"811":2020,"812":2020,"813":2020,"814":2020,"815":2020,"816":2020,"817":2020,"818":2020,"819":2020,"820":2020,"821":2020,"822":2020,"823":2020,"824":2020,"825":2020,"826":2020,"827":2020,"828":2020,"829":2020,"830":2020,"831":2020,"832":2020,"833":2020,"834":2020,"835":2020,"836":2020,"837":2020,"838":2020,"839":2020,"840":2020,"841":2020,"842":2020,"843":2020,"844":2020,"845":2020,"846":2020,"847":2020,"848":2020,"849":2020,"850":2020,"851":2020,"852":2020,"853":2020,"854":2020,"855":2020,"856":2020,"857":2020,"858":2020,"859":2020,"860":2020,"861":2020,"862":2020,"863":2020,"864":2020,"865":2020,"866":2020,"867":2020,"868":2020,"869":2020,"870":2020,"871":2020,"872":2020,"873":2020,"874":2020,"875":2020,"876":2020,"877":2020,"878":2020,"879":2020,"880":2020,"881":2020,"882":2020,"883":2020,"884":2020,"885":2020,"886":2020,"887":2020,"888":2020,"889":2020,"890":2020,"891":2020,"892":2020,"893":2020,"894":2020,"895":2020,"896":2020,"897":2020,"898":2020,"899":2020,"900":2020,"901":2020,"902":2020,"903":2020,"904":2020,"905":2020,"906":2020,"907":2020,"908":2020,"909":2020,"910":2020,"911":2020,"912":2020,"913":2020,"914":2020,"915":2020,"916":2020,"917":2020,"918":2020,"919":2020,"920":2020,"921":2020,"922":2020,"923":2020,"924":2020,"925":2020,"926":2020,"927":2020,"928":2020,"929":2020,"930":2020,"931":2020,"932":2020,"933":2020,"934":2020,"935":2020,"936":2020,"937":2020,"938":2020,"939":2020,"940":2020,"941":2020,"942":2020,"943":2020,"944":2020,"945":2020,"946":2020,"947":2020,"948":2020,"949":2020,"950":2020,"951":2020,"952":2020,"953":2020,"954":2020,"955":2020,"956":2020,"957":2020,"958":2020,"959":2020,"960":2020,"961":2020,"962":2020,"963":2020,"964":2020,"965":2020,"966":2020,"967":2020,"968":2020,"969":2020,"970":2020,"971":2020,"972":2020,"973":2020,"974":2020,"975":2020,"976":2020,"977":2020,"978":2020,"979":2020,"980":2020,"981":2020,"982":2020,"983":2020,"984":2020,"985":2020,"986":2020,"987":2020,"988":2020,"989":2020,"990":2020,"991":2020,"992":2020,"993":2020,"994":2020,"995":2020,"996":2020,"997":2020,"998":2020,"999":2020,"1000":2020,"1001":2020,"1002":2020,"1003":2020,"1004":2020,"1005":2020,"1006":2020,"1007":2020,"1008":2020,"1009":2020,"1010":2020,"1011":2020,"1012":2020,"1013":2020,"1014":2020,"1015":2020,"1016":2020,"1017":2020,"1018":2020,"1019":2020,"1020":2020,"1021":2020,"1022":2020,"1023":2020,"1024":2020,"1025":2020,"1026":2020,"1027":2020,"1028":2020,"1029":2020,"1030":2020,"1031":2020,"1032":2020,"1033":2020,"1034":2020,"1035":2020,"1036":2020,"1037":2020,"1038":2020,"1039":2020,"1040":2020,"1041":2020,"1042":2020,"1043":2020,"1044":2020,"1045":2020,"1046":2020,"1047":2020,"1048":2020,"1049":2020,"1050":2020,"1051":2020,"1052":2020,"1053":2020,"1054":2020,"1055":2020,"1056":2020,"1057":2020,"1058":2020,"1059":2020,"1060":2020,"1061":2020,"1062":2020,"1063":2020,"1064":2020,"1065":2020,"1066":2020,"1067":2020,"1068":2020,"1069":2020,"1070":2020,"1071":2020,"1072":2020,"1073":2020,"1074":2020,"1075":2020,"1076":2020,"1077":2020,"1078":2020,"1079":2020,"1080":2020,"1081":2020,"1082":2020,"1083":2020,"1084":2020,"1085":2020,"1086":2020,"1087":2020,"1088":2020,"1089":2020,"1090":2020,"1091":2020,"1092":2020,"1093":2020,"1094":2020,"1095":2020,"1096":2020,"1097":2020,"1098":2020,"1099":2020,"1100":2020,"1101":2020,"1102":2020,"1103":2020,"1104":2020,"1105":2020,"1106":2020,"1107":2020,"1108":2020,"1109":2020,"1110":2020,"1111":2020,"1112":2020,"1113":2020,"1114":2020,"1115":2020,"1116":2020,"1117":2020,"1118":2020,"1119":2020,"1120":2020,"1121":2020,"1122":2020,"1123":2020,"1124":2020,"1125":2020,"1126":2020,"1127":2020,"1128":2020,"1129":2020,"1130":2020,"1131":2020,"1132":2020,"1133":2020,"1134":2020,"1135":2020,"1136":2020,"1137":2020,"1138":2020,"1139":2020,"1140":2020,"1141":2020,"1142":2020,"1143":2020,"1144":2020,"1145":2020,"1146":2020,"1147":2020,"1148":2020,"1149":2020,"1150":2020,"1151":2020,"1152":2020,"1153":2020,"1154":2020,"1155":2020,"1156":2020,"1157":2020,"1158":2020,"1159":2020,"1160":2020,"1161":2020,"1162":2020,"1163":2020,"1164":2020,"1165":2020,"1166":2020,"1167":2020,"1168":2020,"1169":2020,"1170":2020,"1171":2020,"1172":2020,"1173":2020,"1174":2020,"1175":2020,"1176":2020,"1177":2020,"1178":2020,"1179":2020,"1180":2020,"1181":2020,"1182":2020,"1183":2020,"1184":2020,"1185":2020,"1186":2020,"1187":2020,"1188":2020,"1189":2020,"1190":2020,"1191":2020,"1192":2020,"1193":2020,"1194":2020,"1195":2020,"1196":2020,"1197":2020,"1198":2020,"1199":2020,"1200":2020},"institution_name":{"0":"Massachusetts Institute Of Technology","1":"Stanford University","2":"Harvard University","3":"California Institute Of Technology","4":"University Of Cambridge","5":"University Of Oxford","6":"Ucl","7":"Imperial College London","8":"University Of Chicago","9":"Eth Zurich","10":"Nanyang Technological University","11":"Ecole Polytechnique F\u00e9d\u00e9rale De Lausanne","12":"Princeton University","13":"Cornell University","14":"National University Of Singapore","15":"Yale University","16":"Johns Hopkins University","17":"Columbia University","18":"University Of Pennsylvania","19":"Australian National University","20":"Duke University","21":"University Of Michigan","22":"King'S College London","23":"University Of Edinburgh","24":"Tsinghua University","25":"University Of Hong Kong","26":"University Of California, Berkeley","27":"Northwestern University","28":"The University Of Tokyo","29":"The Hong Kong University Of Science And Technology","30":"University Of Toronto","31":"Mcgill University","32":"University Of California, Los Angeles","33":"The University Of Manchester","34":"London School Of Economics And Political Science","35":"Kyoto University","36":"Seoul National University","37":"Peking University","38":"University Of California, San Diego","39":"Fudan University","40":"Kaist - Korea Advanced Institute Of Science And Technology","41":"The University Of Melbourne","42":"Ecole Normale Sup\u00e9rieure, Paris","43":"University Of Bristol","44":"The University Of New South Wales","45":"The Chinese University Of Hong Kong","46":"Carnegie Mellon University","47":"The University Of Queensland","48":"City University Of Hong Kong","49":"The University Of Sydney","50":"University Of British Columbia","51":"New York University","52":"Brown University","53":"Delft University Of Technology","54":"University Of Wisconsin-Madison","55":"Tokyo Institute Of Technology","56":"The University Of Warwick","57":"University Of Amsterdam","58":"Ecole Polytechnique","59":"Monash University","60":"University Of Washington","61":"Shanghai Jiao Tong University","62":"Osaka University","63":"Technische Universit\u00e4t M\u00fcnchen","64":"University Of Glasgow","65":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","66":"University Of Texas At Austin","67":"Ruprecht-Karls-Universit\u00e4t Heidelberg","68":"University Of Illinois At Urbana-Champaign","69":"Georgia Institute Of Technology","70":"Katholieke Universiteit Leuven","71":"Pohang University Of Science And Technology","72":"University Of Copenhagen","73":"University Of Zurich","74":"Universidad De Buenos Aires","75":"National Taiwan University","76":"Tohoku University","77":"Durham University","78":"Lund University","79":"University Of North Carolina, Chapel Hill","80":"Boston University","81":"The University Of Auckland","82":"The University Of Sheffield","83":"The University Of Nottingham","84":"University Of Birmingham","85":"Ohio State University","86":"Zhejiang University","87":"Trinity College Dublin","88":"Rice University","89":"Korea University","90":"University Of Alberta","91":"University Of St Andrews","92":"Pennsylvania State University","93":"The University Of Western Australia","94":"Lomonosov Moscow State University","95":"The Hong Kong Polytechnic University","96":"University Of Science And Technology Of China","97":"Kth, Royal Institute Of Technology","98":"University Of Geneva","99":"Washington University In St. Louis","100":"University Of Leeds","101":"University Of Helsinki","102":"University Of Southampton","103":"Eindhoven University Of Technology","104":"Purdue University","105":"Yonsei University","106":"Kit, Karlsruher Institut F\u00fcr Technologie","107":"Sungkyunkwan University","108":"Leiden University","109":"The University Of Adelaide","110":"Utrecht University","111":"Uppsala University","112":"University Of Groningen","113":"Nanjing University","114":"Universiti Malaya","115":"Nagoya University","116":"Technical University Of Denmark","117":"University Of California, Davis","118":"Aarhus University","119":"Humboldt-Universit\u00e4t Zu Berlin","120":"Universidade De S\u00e3o Paulo","121":"Hokkaido University","122":"Universidad Nacional Aut\u00f3noma De M\u00e9xico","123":"Wageningen University","124":"Freie Universit\u00e4t Berlin","125":"University Of Ghent","126":"Queen Mary University Of London","127":"Kyushu University","128":"University Of Maryland, College Park","129":"Universit\u00e9 De Montr\u00e9al","130":"Universit\u00e9 Pierre Et Marie Curie","131":"University Of Southern California","132":"Chalmers University Of Technology","133":"University Of California, Santa Barbara","134":"Lancaster University","135":"University Of York","136":"Aalto University","137":"Cardiff University","138":"Pontificia Universidad Cat\u00f3lica De Chile","139":"Mcmaster University","140":"Rheinisch-Westf\u00e4lische Technische Hochschule Aachen","141":"University Of Oslo","142":"University Of Pittsburgh","143":"Technische Universit\u00e4t Berlin","144":"Hebrew University Of Jerusalem","145":"University Of Lausanne","146":"Emory University","147":"Erasmus University Rotterdam","148":"Michigan State University","149":"University Of Basel","150":"University Of Otago","151":"University Of Waterloo","152":"Universit\u00e9 Catholique De Louvain","153":"Universit\u00e4t Wien","154":"Hanyang University","155":"Universitat De Barcelona","156":"Ecole Normale Sup\u00e9rieure De Lyon","157":"University Of Aberdeen","158":"University Of Exeter","159":"University Of Bath","160":"National Tsing Hua University","161":"Newcastle University","162":"University Of Minnesota","163":"Eberhard Karls Universit\u00e4t T\u00fcbingen","164":"University Of Bergen","165":"University Of California, Irvine","166":"University Of Bern","167":"University College Dublin","168":"Dartmouth College","169":"Politecnico Di Milano","170":"Universit\u00e4t Freiburg","171":"Indian Institute Of Technology Delhi","172":"King Fahd University Of Petroleum & Minerals","173":"University Of Liverpool","174":"University Of Virginia","175":"University Of Technology Sydney","176":"Centralesup\u00e9lec","177":"University Of Florida","178":"Indian Institute Of Technology Bombay","179":"University Of Twente","180":"Georg-August-Universit\u00e4t G\u00f6ttingen","181":"Technische Universit\u00e4t Wien","182":"Universidade Estadual De Campinas","183":"University Of Colorado At Boulder","184":"Vrije Universiteit Brussel","185":"University Of Rochester","186":"Universidad Aut\u00f3noma De Madrid","187":"Universit\u00e0 Di Bologna","188":"University Of Reading","189":"Indian Institute Of Science Bangalore","190":"University Of Cape Town","191":"Keio University","192":"Scuola Normale Superiore","193":"Scuola Superiore Sant'Anna Pisa","194":"Stockholm University","195":"Technische Universit\u00e4t Dresden","196":"Texas A&M University","197":"Universitat Aut\u00f3noma De Barcelona","198":"Tecnol\u00f3gico De Monterrey","199":"Maastricht University","200":"Universidad De Chile","201":"Queen'S University Of Belfast","202":"Waseda University","203":"Radboud University Nijmegen","204":"Tel Aviv University","205":"Universit\u00e9 Libre De Bruxelles","206":"National Chiao Tung University","207":"University Of Illinois, Chicago","208":"Arizona State University","209":"University Of Antwerp","210":"Western University","211":"Vanderbilt University","212":"Case Western Reserve University","213":"University Of Canterbury","214":"Sapienza - Universit\u00e0 Di Roma","215":"University Of Notre Dame","216":"University Of Calgary","217":"Vrije Universiteit Amsterdam","218":"Victoria University Of Wellington","219":"Sciences Po Paris","220":"King Saud University","221":"National Cheng Kung University","222":"Universit\u00e4t Hamburg","223":"Queen'S University","224":"Technion - Israel Institute Of Technology","225":"University Of Newcastle","226":"Georgetown University","227":"University Of Sussex","228":"Universiti Putra Malaysia","229":"Universiti Kebangsaan Malaysia","230":"University Of Arizona","231":"University Of Wollongong","232":"Universidad Complutense De Madrid","233":"Loughborough University","234":"American University Of Beirut","235":"Al-Farabi Kazakh National University","236":"Universit\u00e9 Grenoble-Alpes","237":"University Of Leicester","238":"Rheinische Friedrich-Wilhelms-Universit\u00e4t Bonn","239":"Macquarie University","240":"Saint-Petersburg State University","241":"Universit\u00e9 Paris-Sud 11","242":"National University Of Ireland, Galway","243":"Tufts University","244":"Chulalongkorn University","245":"Simon Fraser University","246":"Queensland University Of Technology","247":"Rmit University","248":"University Of Massachusetts, Amherst","249":"Novosibirsk State University","250":"University Of Tsukuba","251":"University Of Miami","252":"Universiti Teknologi Malaysia","253":"Universidad Nacional De Colombia","254":"Universit\u00e4t Frankfurt Am Main","255":"Beijing Normal University","256":"Kyung Hee University","257":"Universidad De Los Andes Colombia","258":"Norwegian University Of Science And Technology","259":"Royal Holloway University Of London","260":"Universit\u00e4t Stuttgart","261":"Curtin University","262":"North Carolina State University","263":"Indian Institute Of Technology Madras","264":"National Taiwan University Of Science And Technology","265":"Universiti Sains Malaysia","266":"King Abdul Aziz University","267":"University Of Dundee","268":"Universit\u00e9 Paris 1 Panth\u00e9on-Sorbonne","269":"Ecole Des Ponts Paristech","270":"Universidad De Navarra","271":"Technische Universit\u00e4t Darmstadt","272":"University Of Surrey","273":"University Of East Anglia","274":"Universitat Polit\u00e8cnica De Catalunya","275":"University Of Turku","276":"University Of Indonesia","277":"University Of Strathclyde","278":"Dalhousie University","279":"University Of South Australia","280":"Universidad Carlos Iii De Madrid","281":"Wuhan University","282":"Rutgers - The State University Of New Jersey, New Brunswick","283":"University College Cork","284":"University Of Gothenburg","285":"Universit\u00e4t Innsbruck","286":"Link\u00f6ping University","287":"Universit\u00e4t Erlangen-N\u00fcrnberg","288":"National Taiwan Normal University","289":"University Of Ottawa","290":"Bauman Moscow State Technical University","291":"University Of Waikato","292":"Deakin University","293":"Indian Institute Of Technology Kanpur","294":"Universit\u00e9 Paris-Sorbonne","295":"Soas - School Of Oriental And African Studies, University Of London","296":"Universit\u00e0 Degli Studi Di Padova","297":"Universitat Pompeu Fabra","298":"Ewha Womans University","299":"Hong Kong Baptist University","300":"University Of California, Santa Cruz","301":"University Of Porto","302":"Universit\u00e9 De Strasbourg","303":"Indiana University Bloomington","304":"Universit\u00e9 Paris Diderot - Paris 7","305":"University Of Lisbon","306":"Politecnico Di Torino","307":"Birkbeck College, University Of London","308":"Indian Institute Of Technology Kharagpur","309":"Westf\u00e4lische Wilhelms-Universit\u00e4t M\u00fcnster","310":"Universidade Federal Do Rio De Janeiro","311":"Heriot-Watt University","312":"University Of Tasmania","313":"Charles University","314":"University Of Tartu","315":"Massey University","316":"Tongji University","317":"University At Buffalo Suny","318":"Lincoln University","319":"Sun Yat-Sen University","320":"University Of Liege","321":"Hiroshima University","322":"Tomsk State University","323":"University Of California, Riverside","324":"Griffith University","325":"Harbin Institute Of Technology","326":"Universit\u00e0 Degli Studi Di Milano","327":"Yeshiva University","328":"National Yang Ming University","329":"Ecole Normale Sup\u00e9rieure De Cachan","330":"Bandung Institute Of Technology","331":"Universidad Austral","332":"Universit\u00e4t K\u00f6ln","333":"Belarus State University","334":"Mahidol University","335":"L.N. Gumilyov Eurasian National University","336":"Universidad De Belgrano","337":"Ume\u00e5 University","338":"Boston College","339":"Gwangju Institute Of Science And Technology","340":"Universit\u00e4t Jena","341":"University Of Hawaii At M?\ufffdNoa","342":"City University London","343":"Nankai University","344":"Xi'An Jiaotong University","345":"Brunel University","346":"Northeastern University","347":"University Of Victoria","348":"Qatar University","349":"University Of Brunei Darussalam","350":"Kobe University","351":"Ben Gurion University Of The Negev","352":"George Washington University","353":"University Of Essex","354":"Moscow Institute Of Physics And Technology State University","355":"Universit\u00e9 Paris Dauphine","356":"Tilburg University","357":"Universit\u00e4t Ulm","358":"University Of Jyv\u00e4skyl\u00e4","359":"La Trobe University","360":"Oxford Brookes University","361":"Stellenbosch University","362":"Universidade Nova De Lisboa","363":"Pontificia Universidad Cat\u00f3lica Argentina Santa Mar\u00eda De Los Buenos Aires","364":"Rensselaer Polytechnic Institute","365":"University Of The Witwatersrand","366":"James Cook University","367":"Tokyo Medical And Dental University","368":"University Of The Philippines","369":"University Of Tromso","370":"Virginia Polytechnic Institute","371":"University Of St Gallen","372":"Aston University","373":"Moscow State Institute Of International Relations \u2013 Mgimo University","374":"National Research Nuclear University \"Mephi\"","375":"Universidad Politecnica De Valencia","376":"University Of Kent","377":"Laval University","378":"Aalborg University","379":"Tampere University Of Technology","380":"Universit\u00e9 De Montpellier","381":"National Research University - Higher School Of Economics","382":"Stony Brook University","383":"University Of Southern Denmark","384":"Universit\u00e4t Konstanz","385":"Tomsk Polytechnic University","386":"University Of Kansas","387":"National Sun Yat-Sen University","388":"Universit\u00e4t Mannheim","389":"United Arab Emirates University","390":"Dublin City University","391":"National Central University","392":"University Of Utah","393":"University Of Colorado At Denver","394":"American University In Cairo","395":"Illinois Institute Of Technology","396":"Hufs \u2013 Hankuk  University Of Foreign Studies","397":"Goldsmiths, University Of London","398":"Johannes Gutenberg Universit\u00e4t Mainz","399":"Taipei Medical University","400":"Massachusetts Institute Of Technology","401":"Stanford University","402":"Harvard University","403":"California Institute Of Technology","404":"University Of Oxford","405":"University Of Cambridge","406":"Eth Zurich","407":"Imperial College London","408":"University Of Chicago","409":"Ucl","410":"National University Of Singapore","411":"Nanyang Technological University","412":"Princeton University","413":"Cornell University","414":"Yale University","415":"Columbia University","416":"Tsinghua University","417":"University Of Edinburgh","418":"University Of Pennsylvania","419":"University Of Michigan","420":"Johns Hopkins University","421":"\u00c9cole Polytechnique F\u00e9d\u00e9rale De Lausanne","422":"The University Of Tokyo","423":"Australian National University","424":"University Of Hong Kong","425":"Duke University","426":"University Of California, Berkeley","427":"University Of Toronto","428":"The University Of Manchester","429":"Peking University","430":"King'S College London","431":"University Of California, Los Angeles","432":"Mcgill University","433":"Northwestern University","434":"Kyoto University","435":"Seoul National University","436":"The Hong Kong University Of Science And Technology","437":"London School Of Economics And Political Science","438":"The University Of Melbourne","439":"Kaist - Korea Advanced Institute Of Science And Technology","440":"University Of California, San Diego","441":"The University Of Sydney","442":"New York University","443":"Fudan University","444":"The University Of New South Wales","445":"Carnegie Mellon University","446":"University Of British Columbia","447":"The University Of Queensland","448":"The Chinese University Of Hong Kong","449":"Psl University","450":"University Of Bristol","451":"Delft University Of Technology","452":"University Of Wisconsin-Madison","453":"The University Of Warwick","454":"City University Of Hong Kong","455":"Brown University","456":"University Of Amsterdam","457":"Tokyo Institute Of Technology","458":"Monash University","459":"Shanghai Jiao Tong University","460":"Technische Universit\u00e4t M\u00fcnchen","461":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","462":"University Of Texas At Austin","463":"Ruprecht-Karls-Universit\u00e4t Heidelberg","464":"Ecole Polytechnique","465":"University Of Washington","466":"Osaka University","467":"Zhejiang University","468":"Georgia Institute Of Technology","469":"University Of Glasgow","470":"University Of Illinois At Urbana-Champaign","471":"National Taiwan University","472":"Universidad De Buenos Aires","473":"Durham University","474":"Sorbonne University","475":"The University Of Sheffield","476":"Tohoku University","477":"University Of Zurich","478":"University Of Birmingham","479":"University Of Copenhagen","480":"Katholieke Universiteit Leuven","481":"The University Of Nottingham","482":"Pohang University Of Science And Technology","483":"University Of North Carolina, Chapel Hill","484":"The University Of Auckland","485":"Korea University","486":"Rice University","487":"Universiti Malaya","488":"Ohio State University","489":"Lomonosov Moscow State University","490":"The University Of Western Australia","491":"Lund University","492":"Boston University","493":"University Of Leeds","494":"Pennsylvania State University","495":"University Of Southampton","496":"University Of St Andrews","497":"University Of Science And Technology Of China","498":"Eindhoven University Of Technology","499":"Purdue University","500":"Sungkyunkwan University","501":"University Of California, Davis","502":"Washington University In St. Louis","503":"Kth, Royal Institute Of Technology","504":"Trinity College Dublin","505":"The Hong Kong Polytechnic University","506":"Yonsei University","507":"University Of Geneva","508":"University Of Alberta","509":"University Of Helsinki","510":"Nagoya University","511":"Technical University Of Denmark","512":"Universidad Nacional Aut\u00f3noma De M\u00e9xico","513":"The University Of Adelaide","514":"University Of Southern California","515":"Kit, Karlsruher Institut F\u00fcr Technologie","516":"Uppsala University","517":"Universidade De S\u00e3o Paulo","518":"Queen Mary University Of London","519":"University Of Groningen","520":"Humboldt-Universit\u00e4t Zu Berlin","521":"Leiden University","522":"Nanjing University","523":"Utrecht University","524":"Wageningen University","525":"Kyushu University","526":"University Of Maryland, College Park","527":"Chalmers University Of Technology","528":"Hokkaido University","529":"Freie Universit\u00e4t Berlin","530":"Lancaster University","531":"Pontificia Universidad Cat\u00f3lica De Chile","532":"University Of California, Santa Barbara","533":"University Of York","534":"University Of Oslo","535":"University Of Pittsburgh","536":"Centralesup\u00e9lec","537":"University Of Ghent","538":"University Of Bern","539":"Aalto University","540":"Aarhus University","541":"Michigan State University","542":"Newcastle University","543":"Rheinisch-Westf\u00e4lische Technische Hochschule Aachen","544":"Cardiff University","545":"Mcmaster University","546":"Technische Universit\u00e4t Berlin","547":"Emory University","548":"Universit\u00e9 De Montr\u00e9al","549":"University Of Lausanne","550":"Hanyang University","551":"University Of Liverpool","552":"\u00c9cole Normale Sup\u00e9rieure De Lyon","553":"Hebrew University Of Jerusalem","554":"University Of Exeter","555":"Politecnico Di Milano","556":"University Of Minnesota","557":"University Of Bath","558":"Universidad Aut\u00f3noma De Madrid","559":"University Of Basel","560":"University Of Technology Sydney","561":"Indian Institute Of Technology Bombay","562":"National Tsing Hua University","563":"University Of Waterloo","564":"Universit\u00e9 Catholique De Louvain","565":"Universitat De Barcelona","566":"Scuola Superiore Sant'Anna Pisa","567":"Eberhard Karls Universit\u00e4t T\u00fcbingen","568":"University Of California, Irvine","569":"Indian Institute Of Science  Bangalore","570":"University Of Bergen","571":"Indian Institute Of Technology Delhi","572":"University Of Aberdeen","573":"University Of Twente","574":"Scuola Normale Superiore Di Pisa","575":"Universit\u00e4t Wien","576":"University Of Otago","577":"Tecnol\u00f3gico De Monterrey","578":"Erasmus University Rotterdam","579":"Queen'S University Of Belfast","580":"Universit\u00e0 Di Bologna","581":"University Of Florida","582":"Dartmouth College","583":"Universiti Kebangsaan Malaysia","584":"University Of Rochester","585":"Case Western Reserve University","586":"Universit\u00e4t Freiburg","587":"Vrije Universiteit Brussel","588":"King Fahd University Of Petroleum & Minerals","589":"University Of Colorado At Boulder","590":"Technische Universit\u00e4t Dresden","591":"University Of Virginia","592":"Universitat Aut\u00f3noma De Barcelona","593":"University College Dublin","594":"University Of Reading","595":"Vanderbilt University","596":"Georg-August-Universit\u00e4t G\u00f6ttingen","597":"Keio University","598":"Technische Universit\u00e4t Wien","599":"Stockholm University","600":"University Of Cape Town","601":"Universiti Putra Malaysia","602":"Texas A&M University","603":"Radboud University Nijmegen","604":"Universidade Estadual De Campinas","605":"Universidad Complutense De Madrid","606":"Universiti Sains Malaysia","607":"National Chiao Tung University","608":"Universidad De Chile","609":"Waseda University","610":"Maastricht University","611":"Arizona State University","612":"University Of Notre Dame","613":"University Of Illinois, Chicago","614":"University Of Newcastle","615":"Western University","616":"Sapienza - Universit\u00e0 Di Roma","617":"Loughborough University","618":"University Of Wollongong","619":"Al-Farabi Kazakh National University","620":"Sciences Po Paris","621":"Victoria University Of Wellington","622":"Universit\u00e4t Hamburg","623":"University Of Antwerp","624":"University Of Leicester","625":"Georgetown University","626":"University Of Sussex","627":"Universiti Teknologi Malaysia","628":"University Of Calgary","629":"Tel Aviv University","630":"King Abdul Aziz University","631":"University Of Canterbury","632":"Vrije Universiteit Amsterdam","633":"National Cheng Kung University","634":"Saint-Petersburg State University","635":"Royal Holloway University Of London","636":"American University Of Beirut","637":"Tufts University","638":"Queen'S University","639":"Universit\u00e9 Libre De Bruxelles","640":"Universit\u00e9 Paris-Sud 11","641":"Universidad De Navarra","642":"University Of Miami","643":"Novosibirsk State University","644":"Queensland University Of Technology","645":"University Of Arizona","646":"Technion - Israel Institute Of Technology","647":"University Of Surrey","648":"Universit\u00e0 Degli Studi Di Padova","649":"Curtin University","650":"Macquarie University","651":"Rmit University","652":"Technische Universit\u00e4t Darmstadt","653":"Universidad Carlos Iii De Madrid","654":"Rheinische Friedrich-Wilhelms-Universit\u00e4t Bonn","655":"King Saud University","656":"National Taiwan University Of Science And Technology","657":"Wuhan University","658":"University Of Massachusetts, Amherst","659":"National University Of Ireland, Galway","660":"Universit\u00e4t Stuttgart","661":"University Of Tsukuba","662":"Ecole Des Ponts Paristech","663":"Indian Institute Of Technology Madras","664":"Kyung Hee University","665":"Simon Fraser University","666":"University Of South Australia","667":"University Of Strathclyde","668":"University Of East Anglia","669":"University Of Gothenburg","670":"Chulalongkorn University","671":"Universidad De Los Andes Colombia","672":"University Of Dundee","673":"University Of Waikato","674":"Universidad Nacional De Colombia","675":"Universitat Polit\u00e8cnica De Catalunya","676":"Hong Kong Baptist University","677":"Tomsk State University","678":"Dalhousie University","679":"North Carolina State University","680":"Universit\u00e4t Frankfurt Am Main","681":"Universit\u00e4t Innsbruck","682":"Indian Institute Of Technology Kanpur","683":"Rutgers - The State University Of New Jersey, New Brunswick","684":"Harbin Institute Of Technology","685":"University Of Turku","686":"University Of Tasmania","687":"Soas - School Of Oriental And African Studies, University Of London","688":"Universit\u00e9 Grenoble-Alpes","689":"University Of Ottawa","690":"Tongji University","691":"Beijing Normal University","692":"National Yang Ming University","693":"University Of Indonesia","694":"Indian Institute Of Technology Kharagpur","695":"Sun Yat-Sen University","696":"Universit\u00e9 Paris Diderot - Paris 7","697":"Universitat Pompeu Fabra","698":"Bauman Moscow State Technical University","699":"Universit\u00e4t Erlangen-N\u00fcrnberg","700":"Universit\u00e9 Paris 1 Panth\u00e9on-Sorbonne","701":"Heriot-Watt University","702":"Link\u00f6ping University","703":"University Of Hawaii At M?\ufffdNoa","704":"Ecole Normale Sup\u00e9rieure De Cachan","705":"Birkbeck College, University Of London","706":"Universit\u00e4t K\u00f6ln","707":"National Taiwan Normal University","708":"Deakin University","709":"Universidad Politecnica De Valencia","710":"Yeshiva University","711":"Moscow Institute Of Physics And Technology State University","712":"University At Buffalo Suny","713":"Xi'An Jiaotong University","714":"Gwangju Institute Of Science And Technology","715":"Khalifa University","716":"Charles University","717":"Lincoln University","718":"Ewha Womans University","719":"Tilburg University","720":"Hiroshima University","721":"University Of Tartu","722":"Indiana University Bloomington","723":"University Of Brunei Darussalam","724":"Universit\u00e0 Degli Studi Di Milano","725":"Northeastern University","726":"Universit\u00e4t Jena","727":"University Of Porto","728":"Griffith University","729":"National Research Nuclear University \"Mephi\"","730":"Westf\u00e4lische Wilhelms-Universit\u00e4t M\u00fcnster","731":"Brunel University","732":"Massey University","733":"Qatar University","734":"Universit\u00e4t Ulm","735":"University Of California, Santa Cruz","736":"University Of Jyv\u00e4skyl\u00e4","737":"Nankai University","738":"Ume\u00e5 University","739":"Universit\u00e4t Mannheim","740":"University College Cork","741":"Virginia Polytechnic Institute","742":"Aalborg University","743":"National Research University - Higher School Of Economics","744":"George Washington University","745":"Rensselaer Polytechnic Institute","746":"University Of Utah","747":"Universit\u00e9 De Strasbourg","748":"Stony Brook University","749":"United Arab Emirates University","750":"City University London","751":"Kobe University","752":"Tokyo Medical And Dental University","753":"Belarus State University","754":"Moscow State Institute Of International Relations \u2013 Mgimo University","755":"University Of Essex","756":"University Of Kent","757":"University Of Lisbon","758":"Bandung Institute Of Technology","759":"University Of Victoria","760":"Universidade Federal Do Rio De Janeiro","761":"Taipei Medical University","762":"Norwegian University Of Science And Technology","763":"Oxford Brookes University","764":"Technische Universit\u00e4t Graz","765":"Tampere University Of Technology","766":"Universidad Austral","767":"University Of Kansas","768":"James Cook University","769":"Pontificia Universidad Cat\u00f3lica Argentina Santa Mar\u00eda De Los Buenos Aires","770":"University Of Tromso","771":"Ruhr-Universit\u00e4t Bochum","772":"Tomsk Polytechnic University","773":"University Of Connecticut","774":"University Of St Gallen","775":"American University Of Sharjah","776":"Boston College","777":"University Of Oulu","778":"University Of Southern Denmark","779":"Mahidol University","780":"Aston University","781":"Indian Institute Of Technology Roorkee","782":"University Of The Witwatersrand","783":"Universidad De Belgrano","784":"University Of California, Riverside","785":"University Of The Philippines","786":"Hufs \u2013 Hankuk  University Of Foreign Studies","787":"Politecnico Di Torino","788":"Swinburne University Of Technology","789":"Wake Forest University","790":"Universitas Gadjah Mada","791":"University Of Liege","792":"Washington State University","793":"L.N. Gumilyov Eurasian National University","794":"University Of Warsaw","795":"Goldsmiths, University Of London","796":"Chung-Ang University","797":"La Trobe University","798":"Pakistan Institute Of Engineering And Applied Sciences","799":"Universit\u00e4t Konstanz","800":"University Of Colorado At Denver","801":"Massachusetts Institute Of Technology","802":"Stanford University","803":"Harvard University","804":"University Of Oxford","805":"California Institute Of Technology","806":"Eth Zurich","807":"University Of Cambridge","808":"Ucl","809":"Imperial College London","810":"University Of Chicago","811":"Nanyang Technological University","812":"National University Of Singapore","813":"Princeton University","814":"Cornell University","815":"University Of Pennsylvania","816":"Tsinghua University","817":"Yale University","818":"Columbia University","819":"Ecole Polytechnique F\u00e9d\u00e9rale De Lausanne","820":"University Of Edinburgh","821":"University Of Michigan","822":"Peking University","823":"The University Of Tokyo","824":"Johns Hopkins University","825":"Duke University","826":"University Of Hong Kong","827":"The University Of Manchester","828":"University Of California, Berkeley","829":"Australian National University","830":"University Of Toronto","831":"Northwestern University","832":"The Hong Kong University Of Science And Technology","833":"King'S College London","834":"Kyoto University","835":"Mcgill University","836":"University Of California, Los Angeles","837":"Seoul National University","838":"The University Of Melbourne","839":"New York University","840":"Fudan University","841":"Kaist - Korea Advanced Institute Of Science And Technology","842":"The University Of Sydney","843":"The University Of New South Wales","844":"London School Of Economics And Political Science","845":"University Of California, San Diego","846":"The Chinese University Of Hong Kong","847":"The University Of Queensland","848":"Carnegie Mellon University","849":"University Of Bristol","850":"Delft University Of Technology","851":"University Of British Columbia","852":"City University Of Hong Kong","853":"Universit\u00e9 Psl","854":"Zhejiang University","855":"Technische Universit\u00e4t M\u00fcnchen","856":"University Of Wisconsin-Madison","857":"Brown University","858":"Monash University","859":"Tokyo Institute Of Technology","860":"Ecole Polytechnique","861":"Shanghai Jiao Tong University","862":"The University Of Warwick","863":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","864":"University Of Amsterdam","865":"University Of Texas At Austin","866":"Ruprecht-Karls-Universit\u00e4t Heidelberg","867":"University Of Glasgow","868":"University Of Washington","869":"National Taiwan University","870":"Universiti Malaya","871":"Osaka University","872":"Georgia Institute Of Technology","873":"Universidad De Buenos Aires","874":"University Of Illinois At Urbana-Champaign","875":"University Of Zurich","876":"Sorbonne University","877":"Durham University","878":"The University Of Sheffield","879":"Katholieke Universiteit Leuven","880":"University Of Birmingham","881":"University Of Copenhagen","882":"Tohoku University","883":"Korea University","884":"The University Of Auckland","885":"Lomonosov Moscow State University","886":"Rice University","887":"The University Of Western Australia","888":"Pohang University Of Science And Technology","889":"University Of Science And Technology Of China","890":"University Of North Carolina, Chapel Hill","891":"The Hong Kong Polytechnic University","892":"Lund University","893":"Pennsylvania State University","894":"University Of Leeds","895":"Sungkyunkwan University","896":"The University Of Nottingham","897":"University Of Southampton","898":"Boston University","899":"Kth, Royal Institute Of Technology","900":"University Of St Andrews","901":"Ohio State University","902":"Eindhoven University Of Technology","903":"Universidad Nacional Aut\u00f3noma De M\u00e9xico","904":"University Of California, Davis","905":"Yonsei University","906":"The University Of Adelaide","907":"University Of Helsinki","908":"Trinity College Dublin","909":"Washington University In St. Louis","910":"University Of Geneva","911":"Purdue University","912":"Technical University Of Denmark","913":"University Of Alberta","914":"University Of Groningen","915":"Nagoya University","916":"Universidade De S\u00e3o Paulo","917":"Uppsala University","918":"Leiden University","919":"University Of Oslo","920":"Humboldt-Universit\u00e4t Zu Berlin","921":"Nanjing University","922":"Utrecht University","923":"University Of Bern","924":"Kit, Karlsruher Institut F\u00fcr Technologie","925":"Chalmers University Of Technology","926":"Wageningen University","927":"Queen Mary University Of London","928":"Pontificia Universidad Cat\u00f3lica De Chile","929":"Lancaster University","930":"University Of Southern California","931":"Freie Universit\u00e4t Berlin","932":"University Of Ghent","933":"Hokkaido University","934":"Kyushu University","935":"Aalto University","936":"University Of California, Santa Barbara","937":"University Of Maryland, College Park","938":"Universit\u00e9 De Montr\u00e9al","939":"Rheinisch-Westf\u00e4lische Technische Hochschule Aachen","940":"Centralesup\u00e9lec","941":"Mcmaster University","942":"University Of Pittsburgh","943":"University Of Technology Sydney","944":"Michigan State University","945":"Aarhus University","946":"Newcastle University","947":"Technische Universit\u00e4t Berlin","948":"University Of York","949":"Politecnico Di Milano","950":"Hanyang University","951":"University Of Basel","952":"Indian Institute Of Technology Bombay","953":"University Of Lausanne","954":"Cardiff University","955":"Universit\u00e4t Wien","956":"Emory University","957":"University Of Minnesota","958":"Tecnol\u00f3gico De Monterrey","959":"Universiti Putra Malaysia","960":"Ecole Normale Sup\u00e9rieure De Lyon","961":"Universiti Kebangsaan Malaysia","962":"Hebrew University Of Jerusalem","963":"University Of Bergen","964":"University Of Exeter","965":"Universitat De Barcelona","966":"Universiti Sains Malaysia","967":"Case Western Reserve University","968":"Universit\u00e9 Catholique De Louvain","969":"University Of Florida","970":"Eberhard Karls Universit\u00e4t T\u00fcbingen","971":"Universit\u00e4t Freiburg","972":"University Of Rochester","973":"University Of Bath","974":"National Tsing Hua University","975":"Queen'S University Of Belfast","976":"University Of Waterloo","977":"University Of Otago","978":"Scuola Superiore Sant'Anna Pisa","979":"Universit\u00e0 Di Bologna","980":"Technische Universit\u00e4t Dresden","981":"University Of Liverpool","982":"Indian Institute Of Technology Delhi","983":"Erasmus University Rotterdam","984":"Indian Institute Of Science  Bangalore","985":"University College Dublin","986":"King Abdul Aziz University","987":"University Of Twente","988":"Universitat Aut\u00f3noma De Barcelona","989":"Texas A&M University","990":"Universidad De Chile","991":"Stockholm University","992":"Technische Universit\u00e4t Wien","993":"Universidad Aut\u00f3noma De Madrid","994":"University Of Aberdeen","995":"Vrije Universiteit Brussel","996":"Georg-August-Universit\u00e4t G\u00f6ttingen","997":"University Of Cape Town","998":"University Of Virginia","999":"Keio University","1000":"King Fahd University Of Petroleum & Minerals","1001":"Vanderbilt University","1002":"Waseda University","1003":"Sapienza - Universit\u00e0 Di Roma","1004":"Scuola Normale Superiore Di Pisa","1005":"University Of Reading","1006":"University Of Colorado At Boulder","1007":"Al-Farabi Kazakh National University","1008":"Dartmouth College","1009":"University Of Newcastle","1010":"University Of Notre Dame","1011":"Western University","1012":"Universidad Complutense De Madrid","1013":"University Of Wollongong","1014":"Universidade Estadual De Campinas","1015":"Arizona State University","1016":"Victoria University Of Wellington","1017":"Radboud University Nijmegen","1018":"Universiti Teknologi Malaysia","1019":"Tel Aviv University","1020":"University Of California, Irvine","1021":"Vrije Universiteit Amsterdam","1022":"Loughborough University","1023":"University Of Antwerp","1024":"Queensland University Of Technology","1025":"Telecom Paristech","1026":"National Cheng Kung University","1027":"Georgetown University","1028":"National Chiao Tung University","1029":"Universit\u00e4t Hamburg","1030":"University Of Canterbury","1031":"Curtin University","1032":"Novosibirsk State University","1033":"University Of Illinois, Chicago","1034":"University Of Calgary","1035":"Saint-Petersburg State University","1036":"Universidad De Los Andes Colombia","1037":"Universit\u00e0 Degli Studi Di Padova","1038":"Macquarie University","1039":"Rmit University","1040":"Maastricht University","1041":"Queen'S University","1042":"University Of Leicester","1043":"Sciences Po Paris","1044":"Rheinische Friedrich-Wilhelms-Universit\u00e4t Bonn","1045":"American University Of Beirut","1046":"Universidad De Navarra","1047":"University Of Sussex","1048":"Chulalongkorn University","1049":"Kyung Hee University","1050":"Ecole Des Ponts Paristech","1051":"National Taiwan University Of Science And Technology","1052":"Universit\u00e9 Libre De Bruxelles","1053":"Tufts University","1054":"Universidad Nacional De Colombia","1055":"University Of Paris","1056":"University Of Gothenburg","1057":"Technion - Israel Institute Of Technology","1058":"Wuhan University","1059":"National University Of Ireland, Galway","1060":"Technische Universit\u00e4t Darmstadt","1061":"Hong Kong Baptist University","1062":"Rutgers - The State University Of New Jersey, New Brunswick","1063":"Universit\u00e9 Paris-Sud 11","1064":"University Of Arizona","1065":"Tongji University","1066":"Universit\u00e4t Innsbruck","1067":"University Of Waikato","1068":"Khalifa University","1069":"Tomsk State University","1070":"University Of Tsukuba","1071":"Deakin University","1072":"Indian Institute Of Technology Madras","1073":"University Of Miami","1074":"University Of South Australia","1075":"University Of Surrey","1076":"Qatar University","1077":"Beijing Normal University","1078":"Harbin Institute Of Technology","1079":"Universit\u00e4t Stuttgart","1080":"Dalhousie University","1081":"Indian Institute Of Technology Kharagpur","1082":"King Saud University","1083":"University Of Ottawa","1084":"Bauman Moscow State Technical University","1085":"North Carolina State University","1086":"Universitat Pompeu Fabra","1087":"Massey University","1088":"National Yang Ming University","1089":"Sun Yat-Sen University","1090":"University Of Turku","1091":"Charles University","1092":"Indian Institute Of Technology Kanpur","1093":"Royal Holloway University Of London","1094":"Universit\u00e4t Frankfurt Am Main","1095":"University Of Tasmania","1096":"University Of Indonesia","1097":"University Of Strathclyde","1098":"Universidad Carlos Iii De Madrid","1099":"Universiti Brunei Darussalam","1100":"Universitat Polit\u00e8cnica De Catalunya","1101":"University Of Tartu","1102":"Moscow Institute Of Physics And Technology State University","1103":"Universit\u00e0 Degli Studi Di Milano","1104":"University Of Dundee","1105":"Universit\u00e9 Paris 1 Panth\u00e9on-Sorbonne","1106":"University Of Massachusetts, Amherst","1107":"Xi'An Jiaotong University","1108":"Universit\u00e4t K\u00f6ln","1109":"Soas - School Of Oriental And African Studies, University Of London","1110":"University College Cork","1111":"Technische Universit\u00e4t Graz","1112":"Ens Paris-Saclay","1113":"Indiana University Bloomington","1114":"Heriot-Watt University","1115":"Mahidol University","1116":"Simon Fraser University","1117":"Universit\u00e4t Mannheim","1118":"University Of East Anglia","1119":"Universit\u00e4t Erlangen-N\u00fcrnberg","1120":"Griffith University","1121":"Universitas Gadjah Mada","1122":"Gwangju Institute Of Science And Technology","1123":"National Research University - Higher School Of Economics","1124":"Aalborg University","1125":"Link\u00f6ping University","1126":"University Of Hawaii At M?\ufffdNoa","1127":"Virginia Polytechnic Institute","1128":"Birkbeck College, University Of London","1129":"National Research Nuclear University \"Mephi\"","1130":"United Arab Emirates University","1131":"Bandung Institute Of Technology","1132":"Ewha Womans University","1133":"National Taiwan Normal University","1134":"Hiroshima University","1135":"Ie University","1136":"George Washington University","1137":"Universidad Politecnica De Valencia","1138":"Jagiellonian University","1139":"University Of Lisbon","1140":"Ume\u00e5 University","1141":"Universit\u00e4t Jena","1142":"Universit\u00e4t Ulm","1143":"University At Buffalo Suny","1144":"Northeastern University","1145":"Pontificia Universidad Cat\u00f3lica Argentina Santa Mar\u00eda De Los Buenos Aires","1146":"University Of Jyv\u00e4skyl\u00e4","1147":"Westf\u00e4lische Wilhelms-Universit\u00e4t M\u00fcnster","1148":"Politecnico Di Torino","1149":"City, University Of London","1150":"University Of Warsaw","1151":"Belarus State University","1152":"Universit\u00e9 Grenoble-Alpes","1153":"University Of Porto","1154":"University Of Utah","1155":"University Of Chemistry And Technology, Prague","1156":"Lincoln University","1157":"University Of The Philippines","1158":"Universidade Federal Do Rio De Janeiro","1159":"Brunel University","1160":"Norwegian University Of Science And Technology","1161":"Stony Brook University","1162":"Tokyo Medical And Dental University","1163":"Yeshiva University","1164":"University Of Victoria","1165":"Ural Federal University","1166":"Moscow State Institute Of International Relations \u2013 Mgimo University","1167":"University Of California, Santa Cruz","1168":"Nankai University","1169":"University Of Kent","1170":"University Of Essex","1171":"American University Of Sharjah","1172":"Tilburg University","1173":"University Of Kansas","1174":"University Of Southern Denmark","1175":"University Of Oulu","1176":"Pakistan Institute Of Engineering And Applied Sciences","1177":"Oxford Brookes University","1178":"James Cook University","1179":"University Of Connecticut","1180":"Sultan Qaboos University","1181":"Taipei Medical University","1182":"Universit\u00e9 De Strasbourg","1183":"Universiti Teknologi Brunei","1184":"Indian Institute Of Technology Roorkee","1185":"Rensselaer Polytechnic Institute","1186":"Swinburne University Of Technology","1187":"Universidad De Palermo","1188":"Tomsk Polytechnic University","1189":"University Of Macau","1190":"Universit\u00e0 Degli Studi Di Trento","1191":"Universit\u00e0 Di Pisa","1192":"University Of Tromso","1193":"Kazan Federal University","1194":"Rudn University","1195":"University Of Colorado At Denver","1196":"Kobe University","1197":"Tampere University","1198":"The American University In Cairo","1199":"University Of St Gallen","1200":"Wake Forest University"},"country":{"0":"United States","1":"United States","2":"United States","3":"United States","4":"United Kingdom","5":"United Kingdom","6":"United Kingdom","7":"United Kingdom","8":"United States","9":"Switzerland","10":"Singapore","11":"Switzerland","12":"United States","13":"United States","14":"Singapore","15":"United States","16":"United States","17":"United States","18":"United States","19":"Australia","20":"United States","21":"United States","22":"United Kingdom","23":"United Kingdom","24":"China","25":"Hong Kong","26":"United States","27":"United States","28":"Japan","29":"Hong Kong","30":"Canada","31":"Canada","32":"United States","33":"United Kingdom","34":"United Kingdom","35":"Japan","36":"South Korea","37":"China","38":"United States","39":"China","40":"South Korea","41":"Australia","42":"France","43":"United Kingdom","44":"Australia","45":"Hong Kong","46":"United States","47":"Australia","48":"Hong Kong","49":"Australia","50":"Canada","51":"United States","52":"United States","53":"Netherlands","54":"United States","55":"Japan","56":"United Kingdom","57":"Netherlands","58":"France","59":"Australia","60":"United States","61":"China","62":"Japan","63":"Germany","64":"United Kingdom","65":"Germany","66":"United States","67":"Germany","68":"United States","69":"United States","70":"Belgium","71":"South Korea","72":"Denmark","73":"Switzerland","74":"Argentina","75":"Taiwan","76":"Japan","77":"United Kingdom","78":"Sweden","79":"United States","80":"United States","81":"New Zealand","82":"United Kingdom","83":"United Kingdom","84":"United Kingdom","85":"United States","86":"China","87":"Ireland","88":"United States","89":"South Korea","90":"Canada","91":"United Kingdom","92":"United States","93":"Australia","94":"Russia","95":"Hong Kong","96":"China","97":"Sweden","98":"Switzerland","99":"United States","100":"United Kingdom","101":"Finland","102":"United Kingdom","103":"Netherlands","104":"United States","105":"South Korea","106":"Germany","107":"South Korea","108":"Netherlands","109":"Australia","110":"Netherlands","111":"Sweden","112":"Netherlands","113":"China","114":"Malaysia","115":"Japan","116":"Denmark","117":"United States","118":"Denmark","119":"Germany","120":"Brazil","121":"Japan","122":"Mexico","123":"Netherlands","124":"Germany","125":"Belgium","126":"United Kingdom","127":"Japan","128":"United States","129":"Canada","130":"France","131":"United States","132":"Sweden","133":"United States","134":"United Kingdom","135":"United Kingdom","136":"Finland","137":"United Kingdom","138":"Chile","139":"Canada","140":"Germany","141":"Norway","142":"United States","143":"Germany","144":"Israel","145":"Switzerland","146":"United States","147":"Netherlands","148":"United States","149":"Switzerland","150":"New Zealand","151":"Canada","152":"Belgium","153":"Austria","154":"South Korea","155":"Spain","156":"France","157":"United Kingdom","158":"United Kingdom","159":"United Kingdom","160":"Taiwan","161":"United Kingdom","162":"United States","163":"Germany","164":"Norway","165":"United States","166":"Switzerland","167":"Ireland","168":"United States","169":"Italy","170":"Germany","171":"India","172":"Saudi Arabia","173":"United Kingdom","174":"United States","175":"Australia","176":"France","177":"United States","178":"India","179":"Netherlands","180":"Germany","181":"Austria","182":"Brazil","183":"United States","184":"Belgium","185":"United States","186":"Spain","187":"Italy","188":"United Kingdom","189":"India","190":"South Africa","191":"Japan","192":"Italy","193":"Italy","194":"Sweden","195":"Germany","196":"United States","197":"Spain","198":"Mexico","199":"Netherlands","200":"Chile","201":"United Kingdom","202":"Japan","203":"Netherlands","204":"Israel","205":"Belgium","206":"Taiwan","207":"United States","208":"United States","209":"Belgium","210":"Canada","211":"United States","212":"United States","213":"New Zealand","214":"Italy","215":"United States","216":"Canada","217":"Netherlands","218":"New Zealand","219":"France","220":"Saudi Arabia","221":"Taiwan","222":"Germany","223":"Canada","224":"Israel","225":"Australia","226":"United States","227":"United Kingdom","228":"Malaysia","229":"Malaysia","230":"United States","231":"Australia","232":"Spain","233":"United Kingdom","234":"Lebanon","235":"Kazakhstan","236":"France","237":"United Kingdom","238":"Germany","239":"Australia","240":"Russia","241":"France","242":"Ireland","243":"United States","244":"Thailand","245":"Canada","246":"Australia","247":"Australia","248":"United States","249":"Russia","250":"Japan","251":"United States","252":"Malaysia","253":"Colombia","254":"Germany","255":"China","256":"South Korea","257":"Colombia","258":"Norway","259":"United Kingdom","260":"Germany","261":"Australia","262":"United States","263":"India","264":"Taiwan","265":"Malaysia","266":"Saudi Arabia","267":"United Kingdom","268":"France","269":"France","270":"Spain","271":"Germany","272":"United Kingdom","273":"United Kingdom","274":"Spain","275":"Finland","276":"Indonesia","277":"United Kingdom","278":"Canada","279":"Australia","280":"Spain","281":"China","282":"United States","283":"Ireland","284":"Sweden","285":"Austria","286":"Sweden","287":"Germany","288":"Taiwan","289":"Canada","290":"Russia","291":"New Zealand","292":"Australia","293":"India","294":"France","295":"United Kingdom","296":"Italy","297":"Spain","298":"South Korea","299":"Hong Kong","300":"United States","301":"Portugal","302":"France","303":"United States","304":"France","305":"Portugal","306":"Italy","307":"United Kingdom","308":"India","309":"Germany","310":"Brazil","311":"United Kingdom","312":"Australia","313":"Czech Republic","314":"Estonia","315":"New Zealand","316":"China","317":"United States","318":"New Zealand","319":"China","320":"Belgium","321":"Japan","322":"Russia","323":"United States","324":"Australia","325":"China","326":"Italy","327":"United States","328":"Taiwan","329":"France","330":"Indonesia","331":"Argentina","332":"Germany","333":"Belarus","334":"Thailand","335":"Kazakhstan","336":"Argentina","337":"Sweden","338":"United States","339":"South Korea","340":"Germany","341":"United States","342":"United Kingdom","343":"China","344":"China","345":"United Kingdom","346":"United States","347":"Canada","348":"Qatar","349":"Brunei","350":"Japan","351":"Israel","352":"United States","353":"United Kingdom","354":"Russia","355":"France","356":"Netherlands","357":"Germany","358":"Finland","359":"Australia","360":"United Kingdom","361":"South Africa","362":"Portugal","363":"Argentina","364":"United States","365":"South Africa","366":"Australia","367":"Japan","368":"Philippines","369":"Norway","370":"United States","371":"Switzerland","372":"United Kingdom","373":"Russia","374":"Russia","375":"Spain","376":"United Kingdom","377":"Canada","378":"Denmark","379":"Finland","380":"France","381":"Russia","382":"United States","383":"Denmark","384":"Germany","385":"Russia","386":"United States","387":"Taiwan","388":"Germany","389":"United Arab Emirates","390":"Ireland","391":"Taiwan","392":"United States","393":"United States","394":"Egypt","395":"United States","396":"South Korea","397":"United Kingdom","398":"Germany","399":"Taiwan","400":"United States","401":"United States","402":"United States","403":"United States","404":"United Kingdom","405":"United Kingdom","406":"Switzerland","407":"United Kingdom","408":"United States","409":"United Kingdom","410":"Singapore","411":"Singapore","412":"United States","413":"United States","414":"United States","415":"United States","416":"China","417":"United Kingdom","418":"United States","419":"United States","420":"United States","421":"Switzerland","422":"Japan","423":"Australia","424":"Hong Kong","425":"United States","426":"United States","427":"Canada","428":"United Kingdom","429":"China","430":"United Kingdom","431":"United States","432":"Canada","433":"United States","434":"Japan","435":"South Korea","436":"Hong Kong","437":"United Kingdom","438":"Australia","439":"South Korea","440":"United States","441":"Australia","442":"United States","443":"China","444":"Australia","445":"United States","446":"Canada","447":"Australia","448":"Hong Kong","449":"France","450":"United Kingdom","451":"Netherlands","452":"United States","453":"United Kingdom","454":"Hong Kong","455":"United States","456":"Netherlands","457":"Japan","458":"Australia","459":"China","460":"Germany","461":"Germany","462":"United States","463":"Germany","464":"France","465":"United States","466":"Japan","467":"China","468":"United States","469":"United Kingdom","470":"United States","471":"Taiwan","472":"Argentina","473":"United Kingdom","474":"France","475":"United Kingdom","476":"Japan","477":"Switzerland","478":"United Kingdom","479":"Denmark","480":"Belgium","481":"United Kingdom","482":"South Korea","483":"United States","484":"New Zealand","485":"South Korea","486":"United States","487":"Malaysia","488":"United States","489":"Russia","490":"Australia","491":"Sweden","492":"United States","493":"United Kingdom","494":"United States","495":"United Kingdom","496":"United Kingdom","497":"China","498":"Netherlands","499":"United States","500":"South Korea","501":"United States","502":"United States","503":"Sweden","504":"Ireland","505":"Hong Kong","506":"South Korea","507":"Switzerland","508":"Canada","509":"Finland","510":"Japan","511":"Denmark","512":"Mexico","513":"Australia","514":"United States","515":"Germany","516":"Sweden","517":"Brazil","518":"United Kingdom","519":"Netherlands","520":"Germany","521":"Netherlands","522":"China","523":"Netherlands","524":"Netherlands","525":"Japan","526":"United States","527":"Sweden","528":"Japan","529":"Germany","530":"United Kingdom","531":"Chile","532":"United States","533":"United Kingdom","534":"Norway","535":"United States","536":"France","537":"Belgium","538":"Switzerland","539":"Finland","540":"Denmark","541":"United States","542":"United Kingdom","543":"Germany","544":"United Kingdom","545":"Canada","546":"Germany","547":"United States","548":"Canada","549":"Switzerland","550":"South Korea","551":"United Kingdom","552":"France","553":"Israel","554":"United Kingdom","555":"Italy","556":"United States","557":"United Kingdom","558":"Spain","559":"Switzerland","560":"Australia","561":"India","562":"Taiwan","563":"Canada","564":"Belgium","565":"Spain","566":"Italy","567":"Germany","568":"United States","569":"India","570":"Norway","571":"India","572":"United Kingdom","573":"Netherlands","574":"Italy","575":"Austria","576":"New Zealand","577":"Mexico","578":"Netherlands","579":"United Kingdom","580":"Italy","581":"United States","582":"United States","583":"Malaysia","584":"United States","585":"United States","586":"Germany","587":"Belgium","588":"Saudi Arabia","589":"United States","590":"Germany","591":"United States","592":"Spain","593":"Ireland","594":"United Kingdom","595":"United States","596":"Germany","597":"Japan","598":"Austria","599":"Sweden","600":"South Africa","601":"Malaysia","602":"United States","603":"Netherlands","604":"Brazil","605":"Spain","606":"Malaysia","607":"Taiwan","608":"Chile","609":"Japan","610":"Netherlands","611":"United States","612":"United States","613":"United States","614":"Australia","615":"Canada","616":"Italy","617":"United Kingdom","618":"Australia","619":"Kazakhstan","620":"France","621":"New Zealand","622":"Germany","623":"Belgium","624":"United Kingdom","625":"United States","626":"United Kingdom","627":"Malaysia","628":"Canada","629":"Israel","630":"Saudi Arabia","631":"New Zealand","632":"Netherlands","633":"Taiwan","634":"Russia","635":"United Kingdom","636":"Lebanon","637":"United States","638":"Canada","639":"Belgium","640":"France","641":"Spain","642":"United States","643":"Russia","644":"Australia","645":"United States","646":"Israel","647":"United Kingdom","648":"Italy","649":"Australia","650":"Australia","651":"Australia","652":"Germany","653":"Spain","654":"Germany","655":"Saudi Arabia","656":"Taiwan","657":"China","658":"United States","659":"Ireland","660":"Germany","661":"Japan","662":"France","663":"India","664":"South Korea","665":"Canada","666":"Australia","667":"United Kingdom","668":"United Kingdom","669":"Sweden","670":"Thailand","671":"Colombia","672":"United Kingdom","673":"New Zealand","674":"Colombia","675":"Spain","676":"Hong Kong","677":"Russia","678":"Canada","679":"United States","680":"Germany","681":"Austria","682":"India","683":"United States","684":"China","685":"Finland","686":"Australia","687":"United Kingdom","688":"France","689":"Canada","690":"China","691":"China","692":"Taiwan","693":"Indonesia","694":"India","695":"China","696":"France","697":"Spain","698":"Russia","699":"Germany","700":"France","701":"United Kingdom","702":"Sweden","703":"United States","704":"France","705":"United Kingdom","706":"Germany","707":"Taiwan","708":"Australia","709":"Spain","710":"United States","711":"Russia","712":"United States","713":"China","714":"South Korea","715":"United Arab Emirates","716":"Czech Republic","717":"New Zealand","718":"South Korea","719":"Netherlands","720":"Japan","721":"Estonia","722":"United States","723":"Brunei","724":"Italy","725":"United States","726":"Germany","727":"Portugal","728":"Australia","729":"Russia","730":"Germany","731":"United Kingdom","732":"New Zealand","733":"Qatar","734":"Germany","735":"United States","736":"Finland","737":"China","738":"Sweden","739":"Germany","740":"Ireland","741":"United States","742":"Denmark","743":"Russia","744":"United States","745":"United States","746":"United States","747":"France","748":"United States","749":"United Arab Emirates","750":"United Kingdom","751":"Japan","752":"Japan","753":"Belarus","754":"Russia","755":"United Kingdom","756":"United Kingdom","757":"Portugal","758":"Indonesia","759":"Canada","760":"Brazil","761":"Taiwan","762":"Norway","763":"United Kingdom","764":"Austria","765":"Finland","766":"Argentina","767":"United States","768":"Australia","769":"Argentina","770":"Norway","771":"Germany","772":"Russia","773":"United States","774":"Switzerland","775":"United Arab Emirates","776":"United States","777":"Finland","778":"Denmark","779":"Thailand","780":"United Kingdom","781":"India","782":"South Africa","783":"Argentina","784":"United States","785":"Philippines","786":"South Korea","787":"Italy","788":"Australia","789":"United States","790":"Indonesia","791":"Belgium","792":"United States","793":"Kazakhstan","794":"Poland","795":"United Kingdom","796":"South Korea","797":"Australia","798":"Pakistan","799":"Germany","800":"United States","801":"United States","802":"United States","803":"United States","804":"United Kingdom","805":"United States","806":"Switzerland","807":"United Kingdom","808":"United Kingdom","809":"United Kingdom","810":"United States","811":"Singapore","812":"Singapore","813":"United States","814":"United States","815":"United States","816":"China","817":"United States","818":"United States","819":"Switzerland","820":"United Kingdom","821":"United States","822":"China","823":"Japan","824":"United States","825":"United States","826":"Hong Kong","827":"United Kingdom","828":"United States","829":"Australia","830":"Canada","831":"United States","832":"Hong Kong","833":"United Kingdom","834":"Japan","835":"Canada","836":"United States","837":"South Korea","838":"Australia","839":"United States","840":"China","841":"South Korea","842":"Australia","843":"Australia","844":"United Kingdom","845":"United States","846":"Hong Kong","847":"Australia","848":"United States","849":"United Kingdom","850":"Netherlands","851":"Canada","852":"Hong Kong","853":"France","854":"China","855":"Germany","856":"United States","857":"United States","858":"Australia","859":"Japan","860":"France","861":"China","862":"United Kingdom","863":"Germany","864":"Netherlands","865":"United States","866":"Germany","867":"United Kingdom","868":"United States","869":"Taiwan","870":"Malaysia","871":"Japan","872":"United States","873":"Argentina","874":"United States","875":"Switzerland","876":"France","877":"United Kingdom","878":"United Kingdom","879":"Belgium","880":"United Kingdom","881":"Denmark","882":"Japan","883":"South Korea","884":"New Zealand","885":"Russia","886":"United States","887":"Australia","888":"South Korea","889":"China","890":"United States","891":"Hong Kong","892":"Sweden","893":"United States","894":"United Kingdom","895":"South Korea","896":"United Kingdom","897":"United Kingdom","898":"United States","899":"Sweden","900":"United Kingdom","901":"United States","902":"Netherlands","903":"Mexico","904":"United States","905":"South Korea","906":"Australia","907":"Finland","908":"Ireland","909":"United States","910":"Switzerland","911":"United States","912":"Denmark","913":"Canada","914":"Netherlands","915":"Japan","916":"Brazil","917":"Sweden","918":"Netherlands","919":"Norway","920":"Germany","921":"China","922":"Netherlands","923":"Switzerland","924":"Germany","925":"Sweden","926":"Netherlands","927":"United Kingdom","928":"Chile","929":"United Kingdom","930":"United States","931":"Germany","932":"Belgium","933":"Japan","934":"Japan","935":"Finland","936":"United States","937":"United States","938":"Canada","939":"Germany","940":"France","941":"Canada","942":"United States","943":"Australia","944":"United States","945":"Denmark","946":"United Kingdom","947":"Germany","948":"United Kingdom","949":"Italy","950":"South Korea","951":"Switzerland","952":"India","953":"Switzerland","954":"United Kingdom","955":"Austria","956":"United States","957":"United States","958":"Mexico","959":"Malaysia","960":"France","961":"Malaysia","962":"Israel","963":"Norway","964":"United Kingdom","965":"Spain","966":"Malaysia","967":"United States","968":"Belgium","969":"United States","970":"Germany","971":"Germany","972":"United States","973":"United Kingdom","974":"Taiwan","975":"United Kingdom","976":"Canada","977":"New Zealand","978":"Italy","979":"Italy","980":"Germany","981":"United Kingdom","982":"India","983":"Netherlands","984":"India","985":"Ireland","986":"Saudi Arabia","987":"Netherlands","988":"Spain","989":"United States","990":"Chile","991":"Sweden","992":"Austria","993":"Spain","994":"United Kingdom","995":"Belgium","996":"Germany","997":"South Africa","998":"United States","999":"Japan","1000":"Saudi Arabia","1001":"United States","1002":"Japan","1003":"Italy","1004":"Italy","1005":"United Kingdom","1006":"United States","1007":"Kazakhstan","1008":"United States","1009":"Australia","1010":"United States","1011":"Canada","1012":"Spain","1013":"Australia","1014":"Brazil","1015":"United States","1016":"New Zealand","1017":"Netherlands","1018":"Malaysia","1019":"Israel","1020":"United States","1021":"Netherlands","1022":"United Kingdom","1023":"Belgium","1024":"Australia","1025":"France","1026":"Taiwan","1027":"United States","1028":"Taiwan","1029":"Germany","1030":"New Zealand","1031":"Australia","1032":"Russia","1033":"United States","1034":"Canada","1035":"Russia","1036":"Colombia","1037":"Italy","1038":"Australia","1039":"Australia","1040":"Netherlands","1041":"Canada","1042":"United Kingdom","1043":"France","1044":"Germany","1045":"Lebanon","1046":"Spain","1047":"United Kingdom","1048":"Thailand","1049":"South Korea","1050":"France","1051":"Taiwan","1052":"Belgium","1053":"United States","1054":"Colombia","1055":"France","1056":"Sweden","1057":"Israel","1058":"China","1059":"Ireland","1060":"Germany","1061":"Hong Kong","1062":"United States","1063":"France","1064":"United States","1065":"China","1066":"Austria","1067":"New Zealand","1068":"United Arab Emirates","1069":"Russia","1070":"Japan","1071":"Australia","1072":"India","1073":"United States","1074":"Australia","1075":"United Kingdom","1076":"Qatar","1077":"China","1078":"China","1079":"Germany","1080":"Canada","1081":"India","1082":"Saudi Arabia","1083":"Canada","1084":"Russia","1085":"United States","1086":"Spain","1087":"New Zealand","1088":"Taiwan","1089":"China","1090":"Finland","1091":"Czech Republic","1092":"India","1093":"United Kingdom","1094":"Germany","1095":"Australia","1096":"Indonesia","1097":"United Kingdom","1098":"Spain","1099":"Brunei","1100":"Spain","1101":"Estonia","1102":"Russia","1103":"Italy","1104":"United Kingdom","1105":"France","1106":"United States","1107":"China","1108":"Germany","1109":"United Kingdom","1110":"Ireland","1111":"Austria","1112":"France","1113":"United States","1114":"United Kingdom","1115":"Thailand","1116":"Canada","1117":"Germany","1118":"United Kingdom","1119":"Germany","1120":"Australia","1121":"Indonesia","1122":"South Korea","1123":"Russia","1124":"Denmark","1125":"Sweden","1126":"United States","1127":"United States","1128":"United Kingdom","1129":"Russia","1130":"United Arab Emirates","1131":"Indonesia","1132":"South Korea","1133":"Taiwan","1134":"Japan","1135":"Spain","1136":"United States","1137":"Spain","1138":"Poland","1139":"Portugal","1140":"Sweden","1141":"Germany","1142":"Germany","1143":"United States","1144":"United States","1145":"Argentina","1146":"Finland","1147":"Germany","1148":"Italy","1149":"United Kingdom","1150":"Poland","1151":"Belarus","1152":"France","1153":"Portugal","1154":"United States","1155":"Czech Republic","1156":"New Zealand","1157":"Philippines","1158":"Brazil","1159":"United Kingdom","1160":"Norway","1161":"United States","1162":"Japan","1163":"United States","1164":"Canada","1165":"Russia","1166":"Russia","1167":"United States","1168":"China","1169":"United Kingdom","1170":"United Kingdom","1171":"United Arab Emirates","1172":"Netherlands","1173":"United States","1174":"Denmark","1175":"Finland","1176":"Pakistan","1177":"United Kingdom","1178":"Australia","1179":"United States","1180":"Oman","1181":"Taiwan","1182":"France","1183":"Brunei","1184":"India","1185":"United States","1186":"Australia","1187":"Argentina","1188":"Russia","1189":"Macau","1190":"Italy","1191":"Italy","1192":"Norway","1193":"Russia","1194":"Russia","1195":"United States","1196":"Japan","1197":"Finland","1198":"Egypt","1199":"Switzerland","1200":"United States"},"academic_reputation":{"0":100.0,"1":100.0,"2":100.0,"3":99.5,"4":100.0,"5":100.0,"6":99.7,"7":99.4,"8":99.9,"9":99.6,"10":93.9,"11":83.0,"12":100.0,"13":99.6,"14":100.0,"15":100.0,"16":94.3,"17":99.9,"18":97.4,"19":99.3,"20":94.0,"21":99.7,"22":92.8,"23":99.1,"24":99.2,"25":99.1,"26":100.0,"27":91.3,"28":100.0,"29":93.0,"30":99.7,"31":96.9,"32":100.0,"33":97.4,"34":90.3,"35":99.7,"36":98.9,"37":99.8,"38":96.0,"39":91.4,"40":89.4,"41":99.8,"42":80.2,"43":85.7,"44":96.4,"45":94.3,"46":85.0,"47":94.6,"48":70.8,"49":99.3,"50":99.1,"51":97.9,"52":72.5,"53":79.7,"54":94.0,"55":83.1,"56":83.5,"57":90.1,"58":61.2,"59":93.6,"60":92.3,"61":87.0,"62":88.5,"63":86.3,"64":80.4,"65":95.8,"66":97.6,"67":87.6,"68":95.1,"69":79.1,"70":88.1,"71":50.9,"72":81.7,"73":68.3,"74":94.5,"75":95.6,"76":78.3,"77":66.8,"78":80.0,"79":77.5,"80":71.3,"81":92.2,"82":69.8,"83":69.9,"84":74.7,"85":75.3,"86":74.0,"87":73.8,"88":45.5,"89":76.8,"90":73.0,"91":53.0,"92":84.6,"93":71.6,"94":82.0,"95":70.2,"96":62.9,"97":57.2,"98":57.7,"99":51.0,"100":74.4,"101":76.4,"102":62.1,"103":39.1,"104":73.7,"105":71.8,"106":57.2,"107":62.4,"108":77.9,"109":73.0,"110":74.6,"111":75.7,"112":60.9,"113":69.5,"114":65.7,"115":68.9,"116":35.4,"117":80.7,"118":66.1,"119":94.0,"120":94.8,"121":68.5,"122":95.8,"123":45.2,"124":88.7,"125":62.4,"126":56.2,"127":63.6,"128":63.8,"129":67.2,"130":63.0,"131":64.8,"132":42.1,"133":75.7,"134":50.2,"135":52.2,"136":46.5,"137":57.1,"138":92.4,"139":51.8,"140":71.3,"141":62.8,"142":51.0,"143":64.2,"144":55.6,"145":41.9,"146":35.5,"147":46.8,"148":68.6,"149":40.9,"150":63.9,"151":48.8,"152":62.7,"153":75.2,"154":53.5,"155":80.0,"156":48.9,"157":39.6,"158":47.2,"159":45.3,"160":56.4,"161":42.6,"162":76.8,"163":55.8,"164":42.0,"165":54.0,"166":38.1,"167":53.4,"168":31.4,"169":63.9,"170":61.6,"171":54.9,"172":35.7,"173":45.4,"174":47.7,"175":50.7,"176":24.7,"177":58.6,"178":62.3,"179":28.9,"180":62.2,"181":39.8,"182":76.9,"183":47.0,"184":34.5,"185":32.1,"186":65.7,"187":81.5,"188":39.4,"189":38.3,"190":60.2,"191":63.0,"192":20.8,"193":18.8,"194":65.8,"195":41.5,"196":69.7,"197":72.1,"198":42.8,"199":30.8,"200":82.7,"201":35.2,"202":69.0,"203":38.6,"204":49.1,"205":46.2,"206":33.3,"207":55.0,"208":51.4,"209":35.0,"210":39.2,"211":35.8,"212":25.4,"213":47.1,"214":78.2,"215":36.3,"216":42.8,"217":50.5,"218":54.0,"219":31.6,"220":35.9,"221":49.9,"222":56.6,"223":43.9,"224":40.6,"225":40.0,"226":41.8,"227":36.6,"228":49.0,"229":49.6,"230":51.3,"231":33.1,"232":68.9,"233":35.3,"234":27.0,"235":38.6,"236":69.5,"237":28.7,"238":56.6,"239":41.2,"240":42.4,"241":34.7,"242":28.4,"243":24.1,"244":74.5,"245":31.5,"246":46.7,"247":43.8,"248":51.9,"249":37.6,"250":42.4,"251":25.4,"252":32.8,"253":72.0,"254":58.5,"255":49.3,"256":34.7,"257":66.0,"258":36.4,"259":24.1,"260":36.2,"261":38.7,"262":41.3,"263":41.1,"264":30.1,"265":48.2,"266":31.1,"267":23.5,"268":63.4,"269":13.4,"270":33.3,"271":25.6,"272":29.4,"273":27.1,"274":42.4,"275":32.8,"276":48.1,"277":30.4,"278":27.0,"279":32.0,"280":37.6,"281":43.9,"282":49.1,"283":37.8,"284":43.5,"285":29.1,"286":27.3,"287":28.9,"288":36.7,"289":32.6,"290":28.0,"291":25.8,"292":39.9,"293":38.8,"294":65.8,"295":33.7,"296":58.0,"297":37.8,"298":29.8,"299":22.0,"300":30.6,"301":45.6,"302":57.4,"303":53.5,"304":53.7,"305":47.4,"306":36.0,"307":20.0,"308":31.4,"309":42.0,"310":67.1,"311":20.1,"312":24.7,"313":48.5,"314":28.5,"315":37.2,"316":36.1,"317":27.1,"318":11.9,"319":42.4,"320":24.8,"321":31.4,"322":22.9,"323":23.8,"324":33.6,"325":26.3,"326":52.9,"327":3.2,"328":14.8,"329":17.1,"330":52.9,"331":28.8,"332":43.8,"333":28.3,"334":46.4,"335":23.9,"336":17.2,"337":25.0,"338":29.9,"339":13.7,"340":24.3,"341":22.7,"342":22.2,"343":32.6,"344":29.1,"345":17.6,"346":22.1,"347":23.6,"348":20.2,"349":15.2,"350":33.8,"351":27.1,"352":35.3,"353":26.7,"354":15.5,"355":28.8,"356":19.8,"357":11.0,"358":24.0,"359":29.6,"360":30.3,"361":34.4,"362":34.6,"363":24.2,"364":16.6,"365":34.7,"366":19.4,"367":14.9,"368":46.0,"369":18.5,"370":33.2,"371":13.8,"372":17.6,"373":14.3,"374":13.7,"375":26.9,"376":24.6,"377":31.3,"378":24.5,"379":13.3,"380":36.4,"381":21.8,"382":26.7,"383":25.6,"384":31.3,"385":10.9,"386":20.2,"387":29.9,"388":24.9,"389":19.5,"390":22.2,"391":32.5,"392":21.2,"393":12.1,"394":31.0,"395":23.6,"396":18.7,"397":27.3,"398":27.9,"399":15.5,"400":100.0,"401":100.0,"402":100.0,"403":98.7,"404":100.0,"405":100.0,"406":98.2,"407":98.7,"408":99.6,"409":99.3,"410":99.8,"411":90.3,"412":99.9,"413":98.7,"414":99.9,"415":99.7,"416":97.0,"417":97.3,"418":95.4,"419":98.9,"420":89.7,"421":72.8,"422":100.0,"423":97.1,"424":96.7,"425":88.2,"426":100.0,"427":98.7,"428":94.6,"429":99.0,"430":87.7,"431":100.0,"432":91.4,"433":85.0,"434":98.6,"435":96.2,"436":83.6,"437":84.2,"438":99.0,"439":83.2,"440":91.7,"441":97.2,"442":95.6,"443":81.8,"444":90.4,"445":78.5,"446":96.7,"447":87.3,"448":86.1,"449":80.3,"450":75.6,"451":69.3,"452":88.5,"453":73.8,"454":55.6,"455":62.5,"456":79.2,"457":74.6,"458":86.7,"459":77.8,"460":78.1,"461":90.0,"462":93.8,"463":78.4,"464":46.8,"465":85.0,"466":79.4,"467":65.6,"468":73.5,"469":70.4,"470":89.1,"471":88.6,"472":86.1,"473":57.1,"474":88.4,"475":61.0,"476":68.7,"477":55.6,"478":63.6,"479":67.2,"480":76.5,"481":61.3,"482":38.7,"483":68.1,"484":82.7,"485":66.7,"486":38.7,"487":63.9,"488":64.8,"489":71.3,"490":60.0,"491":67.2,"492":62.4,"493":67.1,"494":77.7,"495":53.1,"496":43.2,"497":53.7,"498":29.7,"499":65.7,"500":55.0,"501":71.4,"502":43.4,"503":45.5,"504":58.8,"505":58.0,"506":59.8,"507":48.0,"508":56.9,"509":61.7,"510":60.9,"511":27.8,"512":89.3,"513":56.8,"514":57.0,"515":46.0,"516":63.3,"517":87.2,"518":50.0,"519":47.7,"520":86.9,"521":65.1,"522":58.5,"523":59.8,"524":37.3,"525":54.8,"526":54.8,"527":28.8,"528":55.5,"529":78.4,"530":38.8,"531":83.0,"532":64.6,"533":42.9,"534":49.2,"535":44.5,"536":17.4,"537":48.9,"538":28.8,"539":36.4,"540":49.6,"541":61.4,"542":38.8,"543":56.4,"544":47.5,"545":39.5,"546":52.3,"547":27.2,"548":52.9,"549":33.4,"550":43.5,"551":40.0,"552":37.5,"553":40.1,"554":36.5,"555":57.1,"556":66.9,"557":35.5,"558":63.2,"559":29.9,"560":41.3,"561":52.5,"562":44.5,"563":38.0,"564":48.6,"565":69.9,"566":14.9,"567":45.1,"568":46.1,"569":35.0,"570":30.8,"571":46.8,"572":28.6,"573":21.5,"574":19.0,"575":60.8,"576":48.6,"577":33.2,"578":34.1,"579":27.3,"580":72.1,"581":48.2,"582":21.9,"583":47.4,"584":24.4,"585":20.6,"586":50.1,"587":24.2,"588":24.4,"589":37.5,"590":33.4,"591":38.6,"592":63.0,"593":42.4,"594":33.6,"595":29.1,"596":50.1,"597":51.1,"598":30.3,"599":51.8,"600":45.6,"601":41.0,"602":59.1,"603":29.4,"604":65.6,"605":65.6,"606":45.9,"607":26.7,"608":68.8,"609":56.1,"610":21.8,"611":41.6,"612":30.3,"613":46.4,"614":31.2,"615":29.7,"616":69.9,"617":28.8,"618":28.3,"619":33.4,"620":25.0,"621":43.6,"622":44.8,"623":22.6,"624":23.6,"625":35.1,"626":29.0,"627":30.1,"628":33.4,"629":34.3,"630":24.9,"631":35.6,"632":38.6,"633":37.8,"634":35.3,"635":19.3,"636":21.1,"637":19.8,"638":33.7,"639":31.3,"640":29.0,"641":33.0,"642":21.1,"643":28.6,"644":39.9,"645":40.1,"646":31.5,"647":23.7,"648":52.2,"649":30.0,"650":30.2,"651":33.9,"652":20.5,"653":34.4,"654":46.6,"655":25.1,"656":23.4,"657":37.4,"658":44.8,"659":20.5,"660":26.7,"661":34.9,"662":10.0,"663":35.2,"664":23.8,"665":22.7,"666":23.8,"667":25.5,"668":20.2,"669":34.6,"670":58.6,"671":51.6,"672":18.4,"673":18.3,"674":58.9,"675":36.0,"676":15.8,"677":19.2,"678":19.1,"679":32.0,"680":48.6,"681":20.0,"682":32.5,"683":39.4,"684":22.1,"685":26.0,"686":18.6,"687":27.5,"688":52.2,"689":26.3,"690":29.6,"691":37.8,"692":14.5,"693":36.1,"694":26.5,"695":35.4,"696":42.2,"697":32.8,"698":19.7,"699":23.3,"700":55.8,"701":15.1,"702":19.9,"703":19.8,"704":15.4,"705":15.4,"706":36.9,"707":26.3,"708":28.1,"709":24.1,"710":3.3,"711":14.1,"712":20.1,"713":24.0,"714":9.7,"715":6.4,"716":38.2,"717":7.8,"718":20.7,"719":15.1,"720":24.5,"721":20.4,"722":42.7,"723":10.0,"724":45.2,"725":18.8,"726":18.5,"727":36.9,"728":24.0,"729":9.9,"730":34.1,"731":11.9,"732":27.3,"733":13.9,"734":7.4,"735":20.1,"736":17.2,"737":24.1,"738":18.6,"739":18.5,"740":25.7,"741":31.4,"742":17.0,"743":19.4,"744":28.2,"745":11.9,"746":16.4,"747":47.1,"748":22.1,"749":17.2,"750":15.4,"751":26.1,"752":12.5,"753":16.4,"754":10.1,"755":20.3,"756":19.1,"757":37.7,"758":36.2,"759":16.3,"760":53.0,"761":9.7,"762":27.0,"763":27.8,"764":11.4,"765":9.0,"766":17.3,"767":16.6,"768":13.5,"769":16.2,"770":13.3,"771":22.8,"772":9.2,"773":16.7,"774":9.9,"775":16.8,"776":23.4,"777":16.1,"778":18.2,"779":35.1,"780":11.1,"781":13.5,"782":25.1,"783":8.9,"784":18.2,"785":30.9,"786":12.6,"787":29.4,"788":12.6,"789":6.5,"790":37.4,"791":17.7,"792":28.5,"793":13.2,"794":36.8,"795":21.2,"796":13.3,"797":18.5,"798":5.8,"799":23.1,"800":8.3,"801":100.0,"802":100.0,"803":100.0,"804":100.0,"805":97.8,"806":98.4,"807":100.0,"808":99.3,"809":98.6,"810":99.5,"811":92.1,"812":99.8,"813":99.9,"814":98.7,"815":95.8,"816":97.4,"817":99.9,"818":99.7,"819":75.6,"820":97.5,"821":98.9,"822":99.1,"823":100.0,"824":88.3,"825":89.0,"826":97.3,"827":94.9,"828":100.0,"829":96.9,"830":98.9,"831":85.9,"832":85.0,"833":88.5,"834":98.7,"835":92.2,"836":100.0,"837":96.9,"838":99.2,"839":95.9,"840":83.4,"841":85.0,"842":97.5,"843":91.2,"844":78.9,"845":92.2,"846":87.9,"847":88.5,"848":75.2,"849":76.6,"850":71.2,"851":97.0,"852":59.0,"853":77.7,"854":67.7,"855":80.2,"856":87.8,"857":61.9,"858":88.0,"859":74.5,"860":43.8,"861":79.6,"862":74.4,"863":91.1,"864":81.1,"865":94.2,"866":80.0,"867":72.2,"868":86.1,"869":89.8,"870":68.2,"871":80.8,"872":71.1,"873":87.2,"874":89.0,"875":58.6,"876":89.2,"877":57.3,"878":61.3,"879":79.1,"880":65.6,"881":70.1,"882":69.5,"883":70.0,"884":84.2,"885":73.6,"886":40.1,"887":62.4,"888":41.3,"889":56.2,"890":68.7,"891":61.3,"892":69.6,"893":76.5,"894":69.2,"895":58.4,"896":60.3,"897":50.8,"898":63.1,"899":47.5,"900":45.2,"901":63.8,"902":30.9,"903":90.9,"904":70.3,"905":62.9,"906":59.3,"907":64.5,"908":62.0,"909":43.8,"910":51.1,"911":63.8,"912":30.5,"913":58.0,"914":50.6,"915":60.5,"916":88.3,"917":65.8,"918":67.6,"919":52.6,"920":88.3,"921":60.7,"922":62.8,"923":30.3,"924":46.3,"925":30.5,"926":37.4,"927":52.6,"928":85.2,"929":40.4,"930":58.5,"931":80.2,"932":51.9,"933":56.3,"934":55.5,"935":40.1,"936":62.5,"937":54.1,"938":55.2,"939":55.3,"940":15.8,"941":40.4,"942":44.6,"943":44.3,"944":61.9,"945":52.9,"946":41.0,"947":53.9,"948":42.0,"949":60.4,"950":46.8,"951":30.4,"952":54.5,"953":35.3,"954":48.6,"955":64.4,"956":26.9,"957":66.2,"958":36.9,"959":44.8,"960":35.4,"961":50.9,"962":39.4,"963":34.1,"964":38.8,"965":71.8,"966":49.6,"967":19.9,"968":51.3,"969":50.9,"970":46.3,"971":53.0,"972":25.0,"973":36.9,"974":47.5,"975":28.9,"976":39.3,"977":51.7,"978":14.6,"979":74.7,"980":35.8,"981":42.2,"982":46.8,"983":35.2,"984":33.3,"985":46.0,"986":28.5,"987":21.1,"988":61.1,"989":60.9,"990":71.6,"991":54.7,"992":32.9,"993":57.4,"994":29.5,"995":25.9,"996":51.2,"997":47.5,"998":39.2,"999":51.4,"1000":26.8,"1001":28.2,"1002":58.6,"1003":72.9,"1004":22.4,"1005":33.2,"1006":37.9,"1007":34.0,"1008":20.8,"1009":34.1,"1010":29.8,"1011":30.4,"1012":64.6,"1013":31.0,"1014":67.5,"1015":42.0,"1016":47.0,"1017":31.1,"1018":33.9,"1019":35.4,"1020":45.3,"1021":41.7,"1022":30.0,"1023":23.9,"1024":42.8,"1025":4.7,"1026":40.8,"1027":34.2,"1028":28.9,"1029":47.7,"1030":38.8,"1031":32.4,"1032":30.0,"1033":46.4,"1034":34.1,"1035":38.6,"1036":54.4,"1037":55.1,"1038":30.6,"1039":37.1,"1040":22.1,"1041":36.2,"1042":24.6,"1043":22.3,"1044":49.6,"1045":24.6,"1046":31.0,"1047":28.7,"1048":62.4,"1049":27.1,"1050":8.7,"1051":24.4,"1052":33.8,"1053":20.2,"1054":61.5,"1055":48.5,"1056":37.7,"1057":28.4,"1058":38.0,"1059":22.4,"1060":20.0,"1061":18.6,"1062":39.4,"1063":27.1,"1064":41.9,"1065":32.2,"1066":20.4,"1067":19.7,"1068":9.3,"1069":20.5,"1070":35.0,"1071":30.1,"1072":35.3,"1073":22.2,"1074":25.1,"1075":22.5,"1076":16.9,"1077":39.0,"1078":21.8,"1079":26.0,"1080":19.1,"1081":26.6,"1082":28.3,"1083":25.2,"1084":21.0,"1085":32.0,"1086":31.6,"1087":29.1,"1088":14.4,"1089":35.3,"1090":26.1,"1091":41.6,"1092":29.9,"1093":18.6,"1094":49.9,"1095":21.0,"1096":39.5,"1097":26.1,"1098":30.5,"1099":13.4,"1100":34.7,"1101":23.7,"1102":14.9,"1103":48.4,"1104":19.1,"1105":58.3,"1106":42.1,"1107":24.8,"1108":38.2,"1109":22.6,"1110":28.8,"1111":12.8,"1112":15.1,"1113":40.7,"1114":15.3,"1115":38.9,"1116":23.7,"1117":18.0,"1118":19.2,"1119":22.3,"1120":27.3,"1121":41.3,"1122":11.0,"1123":22.6,"1124":17.5,"1125":19.7,"1126":16.6,"1127":29.5,"1128":14.4,"1129":9.8,"1130":20.4,"1131":39.3,"1132":22.4,"1133":28.8,"1134":24.1,"1135":7.6,"1136":27.6,"1137":22.8,"1138":33.8,"1139":40.5,"1140":18.5,"1141":18.8,"1142":7.8,"1143":19.1,"1144":18.9,"1145":17.7,"1146":17.0,"1147":34.8,"1148":32.6,"1149":15.5,"1150":40.3,"1151":18.0,"1152":44.7,"1153":37.0,"1154":16.9,"1155":6.5,"1156":8.7,"1157":34.2,"1158":53.8,"1159":11.6,"1160":30.2,"1161":20.9,"1162":11.2,"1163":2.6,"1164":16.0,"1165":17.7,"1166":9.9,"1167":19.8,"1168":22.3,"1169":20.3,"1170":19.3,"1171":18.3,"1172":15.0,"1173":15.3,"1174":19.3,"1175":16.2,"1176":5.4,"1177":26.7,"1178":15.0,"1179":15.9,"1180":12.1,"1181":9.6,"1182":44.3,"1183":9.7,"1184":13.7,"1185":10.1,"1186":14.3,"1187":9.8,"1188":9.0,"1189":11.2,"1190":25.3,"1191":40.7,"1192":13.6,"1193":18.2,"1194":10.7,"1195":8.7,"1196":24.6,"1197":24.8,"1198":24.6,"1199":9.7,"1200":5.9},"employer_reputation":{"0":100.0,"1":100.0,"2":100.0,"3":85.4,"4":100.0,"5":100.0,"6":99.5,"7":100.0,"8":92.9,"9":99.4,"10":96.6,"11":95.5,"12":97.3,"13":93.7,"14":99.9,"15":99.8,"16":66.4,"17":98.1,"18":94.9,"19":90.4,"20":78.1,"21":92.2,"22":92.4,"23":96.6,"24":99.6,"25":93.4,"26":99.9,"27":76.6,"28":99.8,"29":87.2,"30":95.6,"31":96.1,"32":99.4,"33":99.4,"34":100.0,"35":94.9,"36":97.4,"37":99.9,"38":61.3,"39":97.1,"40":87.4,"41":99.5,"42":78.6,"43":95.5,"44":98.4,"45":83.3,"46":85.1,"47":84.1,"48":50.5,"49":98.3,"50":95.5,"51":92.6,"52":56.9,"53":91.0,"54":62.1,"55":83.7,"56":98.9,"57":66.1,"58":99.9,"59":95.2,"60":56.7,"61":97.4,"62":75.4,"63":98.7,"64":66.6,"65":88.2,"66":82.1,"67":76.5,"68":59.8,"69":79.4,"70":78.0,"71":65.6,"72":54.2,"73":78.1,"74":95.5,"75":74.2,"76":66.0,"77":97.1,"78":71.8,"79":48.1,"80":78.5,"81":77.3,"82":69.9,"83":87.5,"84":88.6,"85":60.6,"86":87.1,"87":68.9,"88":23.8,"89":88.1,"90":61.1,"91":57.1,"92":75.1,"93":64.1,"94":79.6,"95":52.4,"96":57.9,"97":87.0,"98":41.4,"99":24.8,"100":86.9,"101":51.4,"102":58.4,"103":54.4,"104":70.7,"105":87.7,"106":96.8,"107":96.5,"108":42.1,"109":58.5,"110":43.6,"111":49.4,"112":36.3,"113":66.2,"114":57.5,"115":51.5,"116":38.5,"117":47.1,"118":54.6,"119":73.4,"120":90.2,"121":59.5,"122":89.6,"123":35.3,"124":61.4,"125":47.3,"126":49.7,"127":62.0,"128":33.2,"129":73.5,"130":53.5,"131":55.0,"132":75.7,"133":18.8,"134":47.1,"135":50.2,"136":53.5,"137":63.0,"138":94.6,"139":57.2,"140":98.4,"141":41.5,"142":27.5,"143":84.9,"144":36.4,"145":42.8,"146":15.8,"147":70.3,"148":60.7,"149":39.1,"150":49.9,"151":82.4,"152":63.0,"153":51.2,"154":72.6,"155":60.7,"156":31.1,"157":45.7,"158":70.6,"159":80.9,"160":50.8,"161":66.4,"162":34.9,"163":49.8,"164":20.6,"165":29.4,"166":43.2,"167":69.4,"168":49.1,"169":93.4,"170":37.8,"171":71.1,"172":40.5,"173":47.5,"174":49.2,"175":87.0,"176":100.0,"177":37.5,"178":77.9,"179":28.2,"180":32.5,"181":75.6,"182":73.4,"183":43.7,"184":41.3,"185":9.9,"186":74.1,"187":62.9,"188":55.8,"189":22.3,"190":55.1,"191":80.2,"192":11.1,"193":18.7,"194":27.9,"195":77.0,"196":54.1,"197":41.5,"198":84.9,"199":39.0,"200":85.1,"201":50.5,"202":89.0,"203":14.7,"204":45.5,"205":67.0,"206":38.4,"207":33.1,"208":34.2,"209":38.0,"210":69.3,"211":25.3,"212":12.3,"213":48.5,"214":49.5,"215":34.1,"216":56.9,"217":43.5,"218":41.6,"219":72.1,"220":37.7,"221":42.0,"222":44.0,"223":70.5,"224":40.0,"225":37.0,"226":53.2,"227":20.9,"228":34.4,"229":35.1,"230":28.1,"231":49.3,"232":76.8,"233":69.2,"234":83.7,"235":50.8,"236":20.3,"237":28.8,"238":32.5,"239":55.6,"240":35.2,"241":34.0,"242":45.1,"243":19.8,"244":48.1,"245":30.2,"246":63.0,"247":74.8,"248":29.5,"249":43.6,"250":29.5,"251":17.9,"252":38.9,"253":82.7,"254":58.4,"255":31.1,"256":61.6,"257":77.2,"258":47.9,"259":29.1,"260":71.7,"261":49.1,"262":21.5,"263":51.6,"264":26.2,"265":43.8,"266":26.9,"267":11.6,"268":78.8,"269":82.5,"270":85.7,"271":87.6,"272":35.6,"273":17.0,"274":49.1,"275":33.6,"276":60.1,"277":63.9,"278":23.2,"279":36.4,"280":64.9,"281":57.9,"282":28.5,"283":47.7,"284":17.9,"285":47.6,"286":44.4,"287":40.2,"288":15.5,"289":36.0,"290":60.2,"291":31.4,"292":48.9,"293":43.8,"294":47.2,"295":28.4,"296":38.8,"297":36.3,"298":28.7,"299":18.5,"300":26.0,"301":49.3,"302":20.9,"303":41.6,"304":9.4,"305":61.0,"306":71.1,"307":15.3,"308":49.5,"309":50.9,"310":29.5,"311":46.8,"312":17.1,"313":40.6,"314":37.9,"315":35.6,"316":27.5,"317":11.8,"318":13.0,"319":49.4,"320":33.9,"321":15.3,"322":25.7,"323":35.4,"324":35.8,"325":21.3,"326":36.4,"327":6.4,"328":13.6,"329":21.8,"330":56.1,"331":51.2,"332":62.4,"333":32.6,"334":24.6,"335":35.7,"336":47.5,"337":20.0,"338":38.2,"339":5.5,"340":14.1,"341":6.2,"342":48.0,"343":18.2,"344":27.6,"345":28.0,"346":35.1,"347":17.4,"348":20.7,"349":1.9,"350":36.8,"351":26.3,"352":37.0,"353":22.2,"354":32.3,"355":75.2,"356":23.9,"357":15.6,"358":7.8,"359":39.9,"360":75.6,"361":33.5,"362":60.9,"363":66.9,"364":22.2,"365":43.6,"366":16.4,"367":11.7,"368":56.6,"369":5.4,"370":40.4,"371":93.7,"372":54.1,"373":36.9,"374":23.3,"375":36.7,"376":22.2,"377":30.5,"378":47.3,"379":20.8,"380":43.5,"381":31.6,"382":6.8,"383":20.7,"384":23.8,"385":26.9,"386":15.2,"387":20.7,"388":84.2,"389":24.7,"390":46.3,"391":17.3,"392":11.1,"393":11.5,"394":49.3,"395":13.9,"396":31.5,"397":13.2,"398":25.2,"399":14.8,"400":100.0,"401":100.0,"402":100.0,"403":81.2,"404":100.0,"405":100.0,"406":96.2,"407":99.9,"408":90.7,"409":99.2,"410":99.1,"411":92.6,"412":96.7,"413":90.5,"414":99.7,"415":97.4,"416":99.4,"417":94.0,"418":92.6,"419":90.2,"420":56.9,"421":78.2,"422":99.5,"423":82.6,"424":83.7,"425":74.7,"426":99.8,"427":94.0,"428":98.5,"429":99.8,"430":83.2,"431":99.1,"432":93.1,"433":73.1,"434":93.2,"435":92.7,"436":73.0,"437":99.9,"438":98.8,"439":78.3,"440":56.1,"441":97.0,"442":91.3,"443":95.9,"444":96.7,"445":79.0,"446":88.1,"447":79.9,"448":62.7,"449":99.3,"450":89.4,"451":83.9,"452":51.2,"453":96.1,"454":39.2,"455":52.7,"456":51.8,"457":80.0,"458":93.1,"459":96.1,"460":98.3,"461":84.4,"462":78.1,"463":55.4,"464":99.7,"465":46.5,"466":70.5,"467":85.0,"468":74.6,"469":59.6,"470":53.6,"471":70.7,"472":91.6,"473":94.1,"474":46.6,"475":64.1,"476":61.8,"477":70.8,"478":84.9,"479":47.0,"480":60.8,"481":79.5,"482":49.2,"483":43.1,"484":59.4,"485":84.7,"486":18.5,"487":57.7,"488":55.6,"489":78.2,"490":58.6,"491":52.6,"492":66.0,"493":83.8,"494":70.4,"495":53.4,"496":47.7,"497":35.9,"498":51.2,"499":60.7,"500":81.8,"501":40.4,"502":18.7,"503":69.5,"504":55.6,"505":39.3,"506":81.6,"507":27.8,"508":45.7,"509":46.9,"510":45.7,"511":30.4,"512":87.1,"513":46.7,"514":51.4,"515":92.4,"516":37.1,"517":80.4,"518":42.4,"519":30.3,"520":57.8,"521":29.1,"522":41.2,"523":37.7,"524":18.1,"525":56.6,"526":29.1,"527":67.3,"528":54.6,"529":49.1,"530":32.8,"531":93.4,"532":16.7,"533":44.2,"534":26.1,"535":20.5,"536":100.0,"537":33.0,"538":34.6,"539":48.2,"540":48.6,"541":54.8,"542":62.2,"543":97.7,"544":44.7,"545":44.1,"546":80.2,"547":12.3,"548":54.6,"549":20.9,"550":67.8,"551":37.6,"552":11.7,"553":31.9,"554":65.1,"555":85.9,"556":25.6,"557":71.6,"558":69.0,"559":23.4,"560":83.5,"561":72.9,"562":47.0,"563":70.7,"564":45.6,"565":48.9,"566":9.0,"567":28.4,"568":21.6,"569":16.3,"570":11.0,"571":65.5,"572":33.1,"573":24.9,"574":7.2,"575":35.7,"576":40.1,"577":82.3,"578":45.4,"579":37.6,"580":49.6,"581":35.7,"582":34.5,"583":33.6,"584":9.3,"585":11.3,"586":27.0,"587":29.4,"588":29.7,"589":30.0,"590":72.5,"591":40.1,"592":35.9,"593":49.0,"594":41.6,"595":20.0,"596":19.7,"597":77.0,"598":61.9,"599":20.3,"600":47.7,"601":33.2,"602":48.0,"603":13.4,"604":45.2,"605":73.0,"606":40.9,"607":37.1,"608":84.1,"609":86.0,"610":22.7,"611":27.0,"612":30.8,"613":28.9,"614":26.2,"615":63.5,"616":36.1,"617":63.4,"618":37.2,"619":48.9,"620":42.5,"621":30.2,"622":22.9,"623":22.7,"624":22.8,"625":38.7,"626":12.6,"627":35.6,"628":39.6,"629":33.5,"630":25.1,"631":35.5,"632":22.3,"633":39.3,"634":31.3,"635":16.1,"636":59.6,"637":14.2,"638":65.0,"639":61.1,"640":16.5,"641":81.7,"642":16.9,"643":34.7,"644":52.7,"645":22.5,"646":31.6,"647":29.4,"648":35.9,"649":44.1,"650":42.6,"651":65.2,"652":79.1,"653":59.4,"654":22.2,"655":27.6,"656":23.5,"657":54.5,"658":16.1,"659":26.2,"660":59.9,"661":18.0,"662":64.2,"663":45.9,"664":36.9,"665":22.9,"666":21.4,"667":55.7,"668":14.0,"669":12.5,"670":44.9,"671":78.5,"672":10.6,"673":19.2,"674":82.1,"675":38.0,"676":14.3,"677":21.1,"678":18.7,"679":12.7,"680":42.8,"681":29.5,"682":36.7,"683":25.9,"684":9.5,"685":31.5,"686":11.1,"687":15.3,"688":10.3,"689":31.3,"690":14.3,"691":14.8,"692":12.6,"693":51.3,"694":44.3,"695":44.4,"696":5.0,"697":31.1,"698":55.2,"699":22.2,"700":53.1,"701":40.8,"702":28.9,"703":5.4,"704":10.6,"705":7.8,"706":44.7,"707":11.8,"708":43.6,"709":25.0,"710":2.9,"711":29.2,"712":11.0,"713":25.1,"714":4.0,"715":7.4,"716":36.2,"717":8.7,"718":18.2,"719":18.4,"720":11.8,"721":21.6,"722":31.2,"723":3.7,"724":24.8,"725":22.2,"726":7.1,"727":25.5,"728":24.4,"729":20.0,"730":33.2,"731":16.8,"732":28.9,"733":19.3,"734":9.9,"735":15.1,"736":5.7,"737":8.1,"738":7.4,"739":67.4,"740":25.5,"741":32.3,"742":34.4,"743":28.8,"744":24.9,"745":12.4,"746":6.9,"747":9.3,"748":7.2,"749":22.7,"750":24.8,"751":31.6,"752":6.0,"753":30.8,"754":31.9,"755":13.8,"756":15.0,"757":27.6,"758":41.7,"759":10.1,"760":18.9,"761":13.2,"762":28.1,"763":59.3,"764":15.3,"765":17.9,"766":41.4,"767":12.2,"768":9.9,"769":44.7,"770":2.9,"771":21.0,"772":20.1,"773":7.4,"774":73.5,"775":43.1,"776":29.4,"777":14.1,"778":18.2,"779":23.3,"780":48.5,"781":21.6,"782":38.1,"783":27.9,"784":22.8,"785":49.6,"786":22.1,"787":53.3,"788":23.3,"789":6.8,"790":36.0,"791":27.3,"792":19.5,"793":21.4,"794":35.0,"795":8.2,"796":21.0,"797":27.9,"798":7.3,"799":10.4,"800":6.8,"801":100.0,"802":100.0,"803":100.0,"804":100.0,"805":81.2,"806":96.7,"807":100.0,"808":98.7,"809":99.9,"810":93.7,"811":93.8,"812":99.2,"813":98.6,"814":90.4,"815":93.7,"816":99.1,"817":99.9,"818":97.6,"819":77.6,"820":93.7,"821":94.4,"822":99.6,"823":99.1,"824":52.6,"825":84.2,"826":82.6,"827":97.7,"828":99.9,"829":81.3,"830":96.3,"831":80.2,"832":71.3,"833":80.4,"834":92.5,"835":93.8,"836":99.7,"837":91.1,"838":98.1,"839":95.6,"840":93.8,"841":74.5,"842":96.4,"843":95.7,"844":99.7,"845":51.8,"846":61.5,"847":82.2,"848":77.5,"849":84.2,"850":88.2,"851":89.0,"852":41.3,"853":98.6,"854":86.5,"855":99.0,"856":49.7,"857":58.2,"858":91.9,"859":82.7,"860":99.3,"861":93.6,"862":94.1,"863":83.2,"864":56.0,"865":83.3,"866":50.6,"867":58.9,"868":51.4,"869":82.4,"870":72.0,"871":67.5,"872":81.7,"873":91.3,"874":58.1,"875":64.5,"876":45.9,"877":91.2,"878":58.7,"879":64.3,"880":78.8,"881":43.9,"882":59.1,"883":85.0,"884":62.8,"885":84.9,"886":22.7,"887":59.8,"888":40.8,"889":26.1,"890":53.3,"891":43.7,"892":54.3,"893":80.4,"894":81.2,"895":74.6,"896":73.2,"897":52.5,"898":57.5,"899":68.4,"900":51.6,"901":67.3,"902":65.9,"903":91.0,"904":33.9,"905":78.3,"906":43.7,"907":54.8,"908":51.2,"909":18.8,"910":23.7,"911":68.9,"912":27.1,"913":41.4,"914":24.5,"915":38.6,"916":73.3,"917":32.6,"918":30.5,"919":22.3,"920":54.0,"921":30.3,"922":32.3,"923":38.2,"924":88.9,"925":61.4,"926":22.0,"927":41.9,"928":95.5,"929":27.0,"930":60.0,"931":49.0,"932":31.7,"933":47.1,"934":49.2,"935":47.4,"936":20.1,"937":34.8,"938":55.5,"939":97.2,"940":100.0,"941":42.5,"942":21.9,"943":80.6,"944":65.8,"945":45.7,"946":73.7,"947":77.7,"948":40.8,"949":84.3,"950":68.4,"951":25.0,"952":71.2,"953":23.0,"954":38.3,"955":47.3,"956":11.8,"957":26.1,"958":88.9,"959":44.4,"960":10.4,"961":44.7,"962":38.5,"963":13.0,"964":57.2,"965":45.5,"966":52.5,"967":17.1,"968":45.5,"969":48.3,"970":25.7,"971":24.4,"972":7.4,"973":63.0,"974":59.6,"975":36.0,"976":76.5,"977":41.4,"978":8.0,"979":46.3,"980":69.7,"981":32.9,"982":63.0,"983":53.5,"984":16.2,"985":42.6,"986":36.8,"987":35.1,"988":38.4,"989":59.7,"990":90.8,"991":16.8,"992":57.7,"993":64.0,"994":23.2,"995":24.7,"996":19.0,"997":47.6,"998":46.6,"999":77.2,"1000":20.1,"1001":25.4,"1002":86.9,"1003":33.3,"1004":7.3,"1005":34.9,"1006":25.5,"1007":60.7,"1008":28.9,"1009":31.0,"1010":42.6,"1011":65.7,"1012":71.6,"1013":34.3,"1014":34.5,"1015":29.9,"1016":36.0,"1017":15.3,"1018":45.0,"1019":40.5,"1020":16.7,"1021":16.8,"1022":63.3,"1023":19.3,"1024":46.9,"1025":43.2,"1026":53.4,"1027":42.8,"1028":52.1,"1029":15.5,"1030":43.8,"1031":47.3,"1032":26.4,"1033":33.7,"1034":39.0,"1035":31.3,"1036":87.9,"1037":38.7,"1038":47.3,"1039":63.1,"1040":22.1,"1041":69.9,"1042":18.5,"1043":32.6,"1044":16.7,"1045":52.9,"1046":75.1,"1047":11.0,"1048":56.5,"1049":32.4,"1050":53.9,"1051":30.6,"1052":58.6,"1053":9.8,"1054":89.7,"1055":7.6,"1056":12.2,"1057":34.7,"1058":51.3,"1059":24.4,"1060":71.1,"1061":15.4,"1062":32.0,"1063":13.0,"1064":20.1,"1065":9.6,"1066":19.9,"1067":17.8,"1068":9.7,"1069":17.3,"1070":13.1,"1071":44.2,"1072":47.3,"1073":23.8,"1074":19.9,"1075":29.3,"1076":28.3,"1077":12.3,"1078":7.3,"1079":55.0,"1080":19.1,"1081":41.1,"1082":16.8,"1083":37.2,"1084":53.4,"1085":19.7,"1086":30.9,"1087":30.7,"1088":16.9,"1089":33.2,"1090":41.4,"1091":37.5,"1092":32.4,"1093":12.4,"1094":36.8,"1095":10.1,"1096":47.3,"1097":47.5,"1098":51.5,"1099":6.2,"1100":35.2,"1101":21.9,"1102":27.8,"1103":23.3,"1104":10.2,"1105":48.2,"1106":16.6,"1107":28.4,"1108":42.9,"1109":11.8,"1110":30.0,"1111":11.2,"1112":8.6,"1113":24.5,"1114":31.5,"1115":33.2,"1116":23.0,"1117":63.6,"1118":8.8,"1119":19.3,"1120":23.2,"1121":36.7,"1122":3.9,"1123":33.0,"1124":32.5,"1125":24.9,"1126":9.3,"1127":36.9,"1128":5.3,"1129":14.7,"1130":27.2,"1131":39.8,"1132":16.5,"1133":11.4,"1134":9.7,"1135":49.2,"1136":26.1,"1137":17.7,"1138":39.5,"1139":28.1,"1140":8.7,"1141":3.7,"1142":7.0,"1143":12.5,"1144":18.2,"1145":44.3,"1146":5.9,"1147":31.2,"1148":51.5,"1149":19.5,"1150":47.1,"1151":32.4,"1152":9.3,"1153":24.2,"1154":8.1,"1155":5.8,"1156":10.0,"1157":39.5,"1158":19.6,"1159":14.6,"1160":26.3,"1161":9.6,"1162":5.0,"1163":3.3,"1164":10.7,"1165":14.6,"1166":25.7,"1167":7.9,"1168":5.4,"1169":10.4,"1170":9.0,"1171":35.1,"1172":24.1,"1173":15.6,"1174":18.4,"1175":21.2,"1176":4.6,"1177":57.8,"1178":11.8,"1179":9.2,"1180":14.8,"1181":12.3,"1182":6.7,"1183":9.8,"1184":19.6,"1185":8.5,"1186":20.2,"1187":9.6,"1188":14.6,"1189":6.4,"1190":11.7,"1191":19.8,"1192":2.8,"1193":8.0,"1194":19.1,"1195":8.7,"1196":27.4,"1197":30.7,"1198":37.4,"1199":66.4,"1200":7.8},"faculty_student_score":{"0":100.0,"1":100.0,"2":98.3,"3":100.0,"4":100.0,"5":100.0,"6":99.1,"7":100.0,"8":96.5,"9":68.2,"10":93.6,"11":92.0,"12":70.9,"13":67.4,"14":88.8,"15":100.0,"16":100.0,"17":100.0,"18":100.0,"19":55.3,"20":98.1,"21":89.6,"22":87.6,"23":83.2,"24":86.7,"25":85.3,"26":36.2,"27":98.6,"28":92.6,"29":54.9,"30":74.5,"31":69.4,"32":43.7,"33":75.4,"34":55.9,"35":95.7,"36":79.8,"37":66.6,"38":58.9,"39":76.1,"40":70.1,"41":26.2,"42":60.4,"43":79.2,"44":22.4,"45":66.0,"46":43.2,"47":30.8,"48":83.6,"49":21.4,"50":37.9,"51":95.5,"52":80.3,"53":36.7,"54":84.0,"55":90.1,"56":51.2,"57":45.2,"58":99.3,"59":11.9,"60":28.0,"61":36.7,"62":71.9,"63":86.4,"64":60.7,"65":38.9,"66":13.5,"67":76.6,"68":14.2,"69":31.7,"70":10.4,"71":99.5,"72":99.9,"73":98.1,"74":75.1,"75":33.3,"76":98.1,"77":37.5,"78":53.7,"79":86.9,"80":66.4,"81":19.4,"82":64.3,"83":59.5,"84":48.2,"85":77.7,"86":37.2,"87":30.7,"88":83.9,"89":82.8,"90":56.6,"91":72.0,"92":25.0,"93":24.7,"94":99.7,"95":58.0,"96":67.6,"97":62.5,"98":55.1,"99":99.6,"100":47.0,"101":83.4,"102":62.6,"103":93.1,"104":31.6,"105":79.6,"106":47.0,"107":85.1,"108":33.7,"109":28.5,"110":41.8,"111":46.2,"112":65.3,"113":23.8,"114":87.8,"115":93.5,"116":99.8,"117":36.1,"118":34.3,"119":13.6,"120":31.4,"121":85.0,"122":50.9,"123":97.9,"124":7.2,"125":69.4,"126":61.0,"127":91.1,"128":55.0,"129":24.0,"130":34.5,"131":27.8,"132":60.5,"133":9.2,"134":46.2,"135":58.9,"136":65.1,"137":56.6,"138":30.3,"139":77.2,"140":20.9,"141":51.7,"142":97.7,"143":53.1,"144":77.0,"145":91.2,"146":97.5,"147":34.7,"148":16.4,"149":29.1,"150":18.9,"151":8.5,"152":19.8,"153":22.9,"154":76.3,"155":30.6,"156":99.8,"157":53.7,"158":31.1,"159":28.2,"160":22.4,"161":56.5,"162":18.6,"163":80.1,"164":81.0,"165":14.0,"166":37.7,"167":28.0,"168":86.3,"169":6.5,"170":31.2,"171":15.3,"172":94.9,"173":53.0,"174":60.6,"175":11.5,"176":79.4,"177":63.1,"178":32.1,"179":42.7,"180":64.7,"181":6.2,"182":22.8,"183":65.6,"184":98.2,"185":100.0,"186":43.4,"187":8.4,"188":41.3,"189":56.1,"190":32.9,"191":60.7,"192":91.2,"193":86.3,"194":24.4,"195":6.8,"196":10.2,"197":19.0,"198":77.1,"199":35.4,"200":13.0,"201":41.7,"202":29.9,"203":55.5,"204":8.3,"205":17.5,"206":49.5,"207":36.2,"208":11.2,"209":93.0,"210":10.8,"211":100.0,"212":97.8,"213":14.9,"214":4.0,"215":42.3,"216":35.0,"217":35.8,"218":12.8,"219":82.5,"220":89.3,"221":40.2,"222":51.7,"223":9.6,"224":20.9,"225":28.4,"226":62.5,"227":31.7,"228":56.0,"229":66.5,"230":24.1,"231":20.9,"232":16.2,"233":32.1,"234":64.6,"235":99.0,"236":13.1,"237":46.2,"238":47.9,"239":13.7,"240":97.7,"241":78.1,"242":73.5,"243":66.1,"244":22.3,"245":5.7,"246":10.6,"247":13.3,"248":17.4,"249":82.4,"250":70.7,"251":85.8,"252":85.9,"253":11.2,"254":23.9,"255":32.0,"256":71.4,"257":17.1,"258":38.4,"259":26.7,"260":21.0,"261":23.4,"262":36.0,"263":23.8,"264":79.5,"265":46.7,"266":67.5,"267":80.9,"268":4.7,"269":93.0,"270":52.2,"271":6.9,"272":24.6,"273":43.4,"274":55.0,"275":75.2,"276":44.3,"277":29.0,"278":17.7,"279":29.4,"280":68.3,"281":22.8,"282":35.2,"283":24.0,"284":45.8,"285":42.6,"286":70.2,"287":3.4,"288":73.0,"289":7.7,"290":99.9,"291":13.9,"292":7.0,"293":15.7,"294":7.9,"295":43.1,"296":11.3,"297":20.3,"298":83.6,"299":35.6,"300":10.6,"301":15.4,"302":12.1,"303":23.5,"304":16.2,"305":13.9,"306":3.2,"307":25.9,"308":12.9,"309":43.5,"310":21.6,"311":32.9,"312":31.2,"313":37.1,"314":79.2,"315":22.7,"316":24.0,"317":10.3,"318":68.5,"319":28.6,"320":14.9,"321":83.8,"322":94.0,"323":12.2,"324":13.6,"325":50.3,"326":7.1,"327":96.3,"328":99.8,"329":85.0,"330":31.0,"331":86.4,"332":33.4,"333":92.3,"334":58.0,"335":98.2,"336":91.0,"337":79.9,"338":22.1,"339":37.6,"340":87.6,"341":56.5,"342":15.4,"343":30.1,"344":48.5,"345":21.1,"346":25.2,"347":6.9,"348":59.9,"349":92.5,"350":61.8,"351":20.6,"352":23.3,"353":22.9,"354":98.3,"355":30.7,"356":9.5,"357":63.7,"358":80.8,"359":9.8,"360":15.7,"361":4.2,"362":35.4,"363":76.9,"364":23.7,"365":13.9,"366":13.4,"367":100.0,"368":40.7,"369":96.7,"370":22.6,"371":5.5,"372":14.1,"373":99.2,"374":94.1,"375":65.6,"376":30.8,"377":27.8,"378":31.9,"379":84.8,"380":10.3,"381":92.8,"382":35.2,"383":41.2,"384":38.7,"385":93.5,"386":78.2,"387":27.0,"388":16.4,"389":47.9,"390":35.8,"391":31.7,"392":60.1,"393":100.0,"394":37.1,"395":19.0,"396":78.3,"397":25.5,"398":48.7,"399":84.7,"400":100.0,"401":100.0,"402":99.3,"403":100.0,"404":100.0,"405":100.0,"406":82.4,"407":99.9,"408":97.4,"409":99.2,"410":91.8,"411":95.0,"412":70.3,"413":70.4,"414":100.0,"415":100.0,"416":91.5,"417":85.5,"418":100.0,"419":94.3,"420":100.0,"421":94.5,"422":94.2,"423":47.9,"424":88.1,"425":99.3,"426":28.9,"427":74.8,"428":76.0,"429":64.0,"430":85.1,"431":41.8,"432":73.0,"433":99.8,"434":95.7,"435":87.7,"436":61.8,"437":47.0,"438":26.5,"439":79.5,"440":62.1,"441":24.9,"442":97.3,"443":84.7,"444":23.8,"445":45.7,"446":37.6,"447":29.9,"448":75.9,"449":99.9,"450":75.9,"451":48.5,"452":87.4,"453":62.4,"454":90.9,"455":81.2,"456":58.5,"457":90.4,"458":15.3,"459":39.4,"460":88.8,"461":51.8,"462":14.7,"463":91.4,"464":99.9,"465":21.0,"466":81.3,"467":60.9,"468":23.5,"469":60.7,"470":15.9,"471":40.2,"472":79.1,"473":38.0,"474":59.4,"475":64.5,"476":98.4,"477":99.0,"478":53.6,"479":99.9,"480":13.4,"481":60.4,"482":99.8,"483":95.5,"484":21.3,"485":86.8,"486":85.6,"487":93.5,"488":81.7,"489":99.7,"490":24.0,"491":57.4,"492":70.8,"493":49.9,"494":26.8,"495":65.5,"496":69.0,"497":74.2,"498":82.1,"499":35.2,"500":88.3,"501":33.8,"502":99.8,"503":60.5,"504":39.9,"505":65.2,"506":86.1,"507":56.9,"508":60.7,"509":74.8,"510":95.8,"511":99.9,"512":50.8,"513":31.1,"514":40.4,"515":38.3,"516":47.3,"517":28.2,"518":48.2,"519":62.7,"520":13.6,"521":33.6,"522":26.2,"523":46.4,"524":95.8,"525":89.8,"526":52.5,"527":69.4,"528":87.2,"529":6.8,"530":51.6,"531":32.6,"532":13.0,"533":57.9,"534":69.9,"535":98.7,"536":87.7,"537":83.2,"538":54.7,"539":56.6,"540":51.5,"541":19.3,"542":62.2,"543":21.8,"544":56.3,"545":81.0,"546":45.6,"547":99.6,"548":41.6,"549":82.3,"550":78.6,"551":72.3,"552":99.3,"553":81.8,"554":36.4,"555":7.5,"556":27.3,"557":28.3,"558":47.8,"559":31.6,"560":11.7,"561":43.3,"562":25.9,"563":9.2,"564":15.6,"565":34.0,"566":94.4,"567":90.5,"568":13.7,"569":55.8,"570":81.0,"571":21.0,"572":48.3,"573":44.5,"574":99.6,"575":26.6,"576":21.7,"577":88.4,"578":43.1,"579":44.3,"580":7.3,"581":71.5,"582":79.5,"583":80.9,"584":100.0,"585":97.4,"586":33.9,"587":95.6,"588":93.9,"589":69.4,"590":82.4,"591":65.2,"592":21.0,"593":27.1,"594":38.3,"595":100.0,"596":68.5,"597":63.5,"598":6.7,"599":29.5,"600":31.0,"601":67.3,"602":14.1,"603":50.2,"604":27.0,"605":24.8,"606":64.3,"607":52.3,"608":14.4,"609":33.1,"610":28.8,"611":12.2,"612":58.6,"613":48.2,"614":34.6,"615":10.1,"616":5.6,"617":33.0,"618":22.3,"619":99.3,"620":90.0,"621":14.8,"622":60.5,"623":94.8,"624":49.9,"625":69.7,"626":29.7,"627":85.3,"628":35.6,"629":9.3,"630":71.3,"631":16.4,"632":44.1,"633":44.2,"634":95.2,"635":29.2,"636":67.3,"637":79.7,"638":10.4,"639":14.4,"640":81.9,"641":45.0,"642":76.6,"643":90.5,"644":12.3,"645":20.0,"646":24.4,"647":28.8,"648":14.0,"649":24.7,"650":19.6,"651":14.1,"652":7.5,"653":68.0,"654":45.0,"655":81.5,"656":76.3,"657":25.5,"658":19.2,"659":76.2,"660":14.3,"661":69.3,"662":86.5,"663":29.8,"664":84.6,"665":6.2,"666":32.6,"667":27.5,"668":44.4,"669":56.3,"670":28.1,"671":22.2,"672":73.2,"673":16.9,"674":12.8,"675":55.4,"676":40.5,"677":99.0,"678":24.4,"679":35.2,"680":25.3,"681":56.8,"682":17.6,"683":40.8,"684":56.0,"685":67.4,"686":26.0,"687":44.4,"688":14.6,"689":8.8,"690":25.9,"691":35.3,"692":99.9,"693":49.1,"694":18.3,"695":41.8,"696":19.1,"697":21.5,"698":100.0,"699":4.0,"700":5.1,"701":34.7,"702":56.1,"703":62.9,"704":93.7,"705":25.1,"706":40.1,"707":78.0,"708":7.9,"709":83.1,"710":97.5,"711":99.0,"712":11.1,"713":47.7,"714":39.8,"715":82.7,"716":43.1,"717":58.5,"718":85.8,"719":9.3,"720":84.1,"721":82.7,"722":26.2,"723":94.8,"724":9.8,"725":29.1,"726":92.7,"727":17.1,"728":14.9,"729":96.1,"730":45.4,"731":21.0,"732":18.7,"733":61.9,"734":76.0,"735":10.9,"736":87.2,"737":33.9,"738":81.1,"739":11.5,"740":28.7,"741":28.1,"742":43.9,"743":96.6,"744":31.5,"745":32.2,"746":66.8,"747":11.6,"748":39.8,"749":57.6,"750":13.4,"751":66.1,"752":100.0,"753":95.3,"754":99.6,"755":19.9,"756":32.2,"757":15.1,"758":43.9,"759":7.1,"760":22.5,"761":93.6,"762":32.6,"763":14.8,"764":73.3,"765":76.1,"766":88.0,"767":82.2,"768":15.6,"769":86.9,"770":91.9,"771":5.1,"772":89.1,"773":23.1,"774":7.7,"775":25.6,"776":31.6,"777":61.3,"778":42.4,"779":49.6,"780":12.1,"781":16.8,"782":14.4,"783":91.1,"784":16.8,"785":54.3,"786":84.0,"787":5.7,"788":17.4,"789":100.0,"790":38.5,"791":21.8,"792":23.9,"793":96.1,"794":38.4,"795":23.5,"796":80.3,"797":8.6,"798":91.9,"799":43.3,"800":100.0,"801":100.0,"802":100.0,"803":98.7,"804":100.0,"805":100.0,"806":85.0,"807":100.0,"808":98.1,"809":99.8,"810":96.5,"811":93.9,"812":88.3,"813":70.7,"814":65.7,"815":100.0,"816":92.4,"817":100.0,"818":100.0,"819":96.6,"820":85.6,"821":91.0,"822":72.3,"823":93.3,"824":100.0,"825":99.4,"826":87.2,"827":74.1,"828":30.9,"829":37.5,"830":71.5,"831":100.0,"832":59.5,"833":82.3,"834":96.3,"835":63.3,"836":40.6,"837":88.0,"838":24.1,"839":97.6,"840":86.5,"841":73.9,"842":23.6,"843":19.8,"844":34.8,"845":60.3,"846":67.7,"847":27.7,"848":43.5,"849":72.8,"850":46.4,"851":46.0,"852":89.7,"853":100.0,"854":78.6,"855":89.1,"856":85.5,"857":81.1,"858":17.1,"859":86.2,"860":99.6,"861":53.7,"862":55.3,"863":52.6,"864":44.8,"865":12.1,"866":96.7,"867":63.7,"868":17.4,"869":41.9,"870":90.7,"871":80.3,"872":15.1,"873":77.4,"874":13.5,"875":99.7,"876":59.7,"877":35.9,"878":61.0,"879":11.8,"880":54.8,"881":100.0,"882":98.2,"883":83.1,"884":25.0,"885":99.7,"886":84.0,"887":20.8,"888":99.9,"889":81.1,"890":88.3,"891":74.1,"892":50.1,"893":31.6,"894":45.5,"895":85.7,"896":52.4,"897":59.0,"898":53.8,"899":63.0,"900":65.3,"901":66.7,"902":62.5,"903":57.6,"904":23.3,"905":85.0,"906":28.5,"907":66.8,"908":35.8,"909":99.8,"910":52.6,"911":30.9,"912":99.9,"913":57.0,"914":67.9,"915":90.6,"916":25.2,"917":46.2,"918":29.7,"919":77.7,"920":12.2,"921":31.0,"922":42.5,"923":63.7,"924":29.5,"925":66.3,"926":95.6,"927":34.4,"928":28.6,"929":52.5,"930":28.7,"931":5.4,"932":84.2,"933":84.4,"934":85.6,"935":55.6,"936":14.8,"937":50.9,"938":55.4,"939":13.0,"940":88.7,"941":85.0,"942":96.2,"943":10.1,"944":18.6,"945":38.0,"946":47.7,"947":47.6,"948":56.8,"949":6.3,"950":77.2,"951":37.8,"952":45.8,"953":68.4,"954":52.5,"955":26.2,"956":99.7,"957":31.9,"958":89.5,"959":73.2,"960":97.0,"961":87.8,"962":77.9,"963":79.5,"964":41.5,"965":32.5,"966":74.9,"967":92.0,"968":10.4,"969":74.0,"970":89.4,"971":38.6,"972":100.0,"973":25.6,"974":32.2,"975":43.5,"976":7.6,"977":19.6,"978":86.2,"979":6.0,"980":84.6,"981":50.5,"982":23.3,"983":42.6,"984":53.2,"985":31.2,"986":71.3,"987":39.8,"988":14.1,"989":13.5,"990":16.3,"991":34.7,"992":8.6,"993":45.8,"994":39.6,"995":90.0,"996":66.1,"997":28.3,"998":64.3,"999":62.2,"1000":85.2,"1001":100.0,"1002":32.2,"1003":5.7,"1004":100.0,"1005":32.7,"1006":63.3,"1007":98.6,"1008":76.8,"1009":32.8,"1010":67.3,"1011":9.1,"1012":26.6,"1013":21.6,"1014":21.1,"1015":12.2,"1016":13.4,"1017":39.4,"1018":73.3,"1019":7.8,"1020":16.9,"1021":49.1,"1022":34.4,"1023":85.3,"1024":10.1,"1025":95.1,"1026":42.5,"1027":67.6,"1028":45.8,"1029":41.0,"1030":13.0,"1031":19.5,"1032":93.8,"1033":43.6,"1034":30.6,"1035":87.9,"1036":27.6,"1037":13.3,"1038":23.6,"1039":12.3,"1040":24.6,"1041":8.7,"1042":44.5,"1043":89.1,"1044":46.6,"1045":63.1,"1046":44.1,"1047":29.3,"1048":25.6,"1049":87.8,"1050":92.1,"1051":64.2,"1052":11.0,"1053":78.9,"1054":11.1,"1055":33.5,"1056":57.1,"1057":24.6,"1058":21.7,"1059":73.7,"1060":6.5,"1061":41.5,"1062":49.3,"1063":80.4,"1064":37.6,"1065":26.2,"1066":66.1,"1067":14.9,"1068":77.3,"1069":99.8,"1070":70.3,"1071":6.4,"1072":28.0,"1073":62.7,"1074":27.5,"1075":25.4,"1076":66.4,"1077":31.2,"1078":52.6,"1079":8.2,"1080":23.7,"1081":21.6,"1082":69.0,"1083":7.6,"1084":100.0,"1085":30.3,"1086":17.3,"1087":24.3,"1088":99.9,"1089":49.7,"1090":60.0,"1091":43.2,"1092":14.1,"1093":26.8,"1094":23.7,"1095":21.1,"1096":43.4,"1097":26.4,"1098":60.7,"1099":94.9,"1100":53.1,"1101":82.7,"1102":97.9,"1103":10.7,"1104":67.2,"1105":5.5,"1106":18.1,"1107":43.8,"1108":28.6,"1109":47.5,"1110":36.1,"1111":88.4,"1112":91.4,"1113":30.5,"1114":28.3,"1115":61.4,"1116":6.4,"1117":6.7,"1118":37.8,"1119":3.4,"1120":13.2,"1121":51.3,"1122":36.8,"1123":94.8,"1124":44.7,"1125":40.3,"1126":59.0,"1127":29.9,"1128":22.8,"1129":97.6,"1130":58.1,"1131":51.3,"1132":82.7,"1133":70.8,"1134":84.1,"1135":71.8,"1136":36.9,"1137":80.8,"1138":59.3,"1139":15.6,"1140":81.4,"1141":98.0,"1142":82.9,"1143":9.1,"1144":20.6,"1145":95.3,"1146":87.2,"1147":42.2,"1148":3.2,"1149":11.2,"1150":38.7,"1151":94.2,"1152":13.4,"1153":16.1,"1154":61.9,"1155":97.8,"1156":44.0,"1157":62.0,"1158":21.3,"1159":15.4,"1160":30.9,"1161":35.3,"1162":100.0,"1163":99.3,"1164":5.9,"1165":94.0,"1166":99.9,"1167":11.9,"1168":28.4,"1169":22.6,"1170":13.2,"1171":30.2,"1172":12.4,"1173":82.5,"1174":39.9,"1175":45.0,"1176":96.4,"1177":15.5,"1178":9.6,"1179":15.0,"1180":74.5,"1181":87.0,"1182":8.2,"1183":85.3,"1184":11.7,"1185":30.2,"1186":19.5,"1187":84.6,"1188":88.3,"1189":24.3,"1190":16.2,"1191":11.4,"1192":81.8,"1193":82.3,"1194":83.5,"1195":100.0,"1196":58.3,"1197":29.0,"1198":43.7,"1199":8.1,"1200":100.0},"citations_per_faculty":{"0":99.9,"1":99.4,"2":99.9,"3":100.0,"4":78.3,"5":76.3,"6":74.7,"7":68.7,"8":85.9,"9":98.7,"10":83.3,"11":99.2,"12":100.0,"13":96.2,"14":66.2,"15":63.2,"16":83.9,"17":62.3,"18":67.4,"19":85.6,"20":91.4,"21":66.7,"22":64.8,"23":55.5,"24":75.3,"25":46.3,"26":99.3,"27":75.4,"28":73.3,"29":87.7,"30":50.0,"31":61.4,"32":97.5,"33":47.5,"34":71.7,"35":56.4,"36":70.6,"37":61.7,"38":90.3,"39":63.7,"40":99.5,"41":77.2,"42":100.0,"43":56.4,"44":79.8,"45":50.7,"46":95.6,"47":83.4,"48":91.5,"49":70.3,"50":63.7,"51":23.4,"52":92.5,"53":91.6,"54":54.2,"55":62.4,"56":54.1,"57":83.5,"58":50.8,"59":68.5,"60":98.8,"61":81.5,"62":63.1,"63":26.6,"64":55.5,"65":55.1,"66":95.7,"67":34.8,"68":93.5,"69":99.1,"70":88.9,"71":99.8,"72":26.9,"73":31.9,"74":2.6,"75":74.1,"76":48.4,"77":76.3,"78":51.8,"79":61.5,"80":59.8,"81":48.1,"82":50.1,"83":46.3,"84":47.2,"85":40.3,"86":80.2,"87":68.3,"88":96.7,"89":32.8,"90":49.6,"91":69.6,"92":80.2,"93":82.3,"94":6.3,"95":54.5,"96":96.7,"97":70.0,"98":82.1,"99":78.3,"100":42.3,"101":41.5,"102":56.0,"103":83.3,"104":58.0,"105":31.8,"106":69.8,"107":37.9,"108":70.9,"109":55.2,"110":75.5,"111":56.5,"112":53.6,"113":85.3,"114":24.3,"115":37.0,"116":69.3,"117":61.6,"118":74.6,"119":33.6,"120":25.7,"121":35.1,"122":3.8,"123":56.7,"124":48.3,"125":55.3,"126":43.3,"127":31.9,"128":75.8,"129":49.9,"130":81.0,"131":70.4,"132":70.3,"133":97.5,"134":63.2,"135":53.0,"136":63.8,"137":39.5,"138":11.4,"139":35.7,"140":42.1,"141":48.9,"142":51.3,"143":27.2,"144":50.4,"145":30.9,"146":70.5,"147":74.3,"148":59.5,"149":94.4,"150":57.2,"151":80.9,"152":54.6,"153":19.4,"154":29.7,"155":33.4,"156":30.1,"157":59.0,"158":58.6,"159":56.9,"160":90.2,"161":42.9,"162":63.1,"163":20.4,"164":59.7,"165":89.2,"166":88.4,"167":48.4,"168":70.5,"169":53.1,"170":53.8,"171":91.2,"172":27.6,"173":38.7,"174":53.3,"175":45.8,"176":31.8,"177":39.2,"178":50.8,"179":92.2,"180":23.9,"181":83.7,"182":30.0,"183":52.0,"184":23.8,"185":42.6,"186":24.7,"187":36.9,"188":51.6,"189":100.0,"190":35.9,"191":9.4,"192":98.3,"193":96.0,"194":49.2,"195":79.0,"196":57.0,"197":43.7,"198":3.7,"199":73.3,"200":12.8,"201":50.9,"202":7.6,"203":73.6,"204":96.0,"205":44.4,"206":76.8,"207":46.9,"208":73.0,"209":22.6,"210":72.1,"211":33.4,"212":54.9,"213":56.8,"214":40.1,"215":72.0,"216":43.5,"217":55.8,"218":45.8,"219":3.8,"220":13.2,"221":49.3,"222":21.0,"223":61.9,"224":79.4,"225":49.1,"226":27.5,"227":54.7,"228":17.2,"229":11.9,"230":66.4,"231":59.4,"232":14.1,"233":41.4,"234":12.5,"235":1.1,"236":38.2,"237":50.9,"238":23.7,"239":47.2,"240":4.0,"241":24.1,"242":17.9,"243":62.8,"244":8.9,"245":78.0,"246":36.8,"247":23.0,"248":63.1,"249":11.0,"250":23.8,"251":46.5,"252":12.5,"253":4.5,"254":20.6,"255":44.5,"256":21.1,"257":6.5,"258":43.9,"259":63.4,"260":48.8,"261":35.0,"262":46.7,"263":67.6,"264":37.1,"265":22.1,"266":15.8,"267":25.7,"268":3.9,"269":9.6,"270":18.8,"271":69.6,"272":47.8,"273":49.8,"274":22.3,"275":25.3,"276":1.6,"277":32.6,"278":68.5,"279":41.9,"280":8.4,"281":37.5,"282":32.0,"283":36.7,"284":32.9,"285":18.1,"286":30.4,"287":97.3,"288":11.9,"289":66.0,"290":1.1,"291":64.4,"292":38.9,"293":73.2,"294":7.6,"295":13.8,"296":39.6,"297":47.7,"298":16.4,"299":52.6,"300":94.4,"301":52.8,"302":27.9,"303":19.6,"304":38.1,"305":37.5,"306":63.8,"307":61.7,"308":81.8,"309":22.2,"310":10.2,"311":37.5,"312":46.2,"313":11.1,"314":17.9,"315":19.7,"316":43.8,"317":73.3,"318":33.3,"319":31.0,"320":78.6,"321":17.5,"322":2.7,"323":77.9,"324":40.2,"325":60.0,"326":41.1,"327":65.9,"328":37.4,"329":31.6,"330":2.9,"331":1.8,"332":12.0,"333":1.6,"334":7.0,"335":1.3,"336":1.1,"337":23.4,"338":43.4,"339":100.0,"340":20.1,"341":46.2,"342":37.5,"343":58.6,"344":38.5,"345":49.8,"346":40.1,"347":74.4,"348":7.9,"349":3.8,"350":15.2,"351":49.2,"352":33.8,"353":29.9,"354":6.9,"355":9.2,"356":74.5,"357":51.2,"358":20.2,"359":28.5,"360":13.5,"361":52.9,"362":20.5,"363":1.2,"364":78.2,"365":33.7,"366":56.8,"367":23.9,"368":2.1,"369":10.0,"370":44.1,"371":34.9,"372":40.2,"373":1.0,"374":3.9,"375":15.9,"376":24.5,"377":30.8,"378":26.9,"379":24.7,"380":42.3,"381":1.5,"382":43.3,"383":26.0,"384":21.8,"385":2.4,"386":21.5,"387":52.2,"388":32.0,"389":11.7,"390":17.3,"391":40.3,"392":38.2,"393":18.8,"394":5.1,"395":49.7,"396":2.1,"397":19.7,"398":20.1,"399":18.7,"400":99.8,"401":99.0,"402":99.8,"403":100.0,"404":83.0,"405":77.2,"406":98.7,"407":67.8,"408":83.6,"409":66.2,"410":72.8,"411":87.5,"412":100.0,"413":95.9,"414":60.2,"415":59.2,"416":77.4,"417":57.2,"418":59.7,"419":60.5,"420":80.2,"421":98.9,"422":72.2,"423":87.8,"424":47.1,"425":88.2,"426":99.9,"427":47.6,"428":51.2,"429":69.4,"430":59.9,"431":92.4,"432":58.3,"433":68.4,"434":56.6,"435":66.5,"436":89.0,"437":84.6,"438":76.4,"439":98.5,"440":84.5,"441":72.7,"442":23.7,"443":58.6,"444":81.6,"445":95.4,"446":60.7,"447":83.4,"448":49.5,"449":26.6,"450":63.8,"451":90.2,"452":52.6,"453":56.1,"454":88.7,"455":89.8,"456":81.6,"457":59.8,"458":65.9,"459":85.0,"460":23.9,"461":47.1,"462":94.1,"463":36.8,"464":47.3,"465":99.5,"466":52.2,"467":69.2,"468":100.0,"469":57.2,"470":90.7,"471":68.7,"472":2.5,"473":82.5,"474":39.7,"475":58.8,"476":45.7,"477":31.8,"478":48.5,"479":28.8,"480":87.1,"481":47.5,"482":99.6,"483":49.6,"484":52.3,"485":34.8,"486":96.0,"487":32.6,"488":41.3,"489":6.7,"490":88.4,"491":51.2,"492":51.9,"493":41.7,"494":77.8,"495":62.4,"496":77.0,"497":98.4,"498":94.9,"499":58.3,"500":43.5,"501":73.5,"502":67.2,"503":75.2,"504":63.1,"505":49.2,"506":33.4,"507":75.0,"508":48.5,"509":51.0,"510":35.4,"511":69.6,"512":4.0,"513":65.2,"514":66.9,"515":71.0,"516":58.9,"517":30.7,"518":57.5,"519":53.6,"520":33.9,"521":65.4,"522":87.8,"523":69.3,"524":60.6,"525":32.4,"526":78.0,"527":69.0,"528":33.3,"529":49.6,"530":70.4,"531":12.1,"532":95.5,"533":55.6,"534":47.8,"535":47.5,"536":43.1,"537":37.3,"538":88.1,"539":68.6,"540":50.7,"541":56.3,"542":39.1,"543":42.1,"544":39.3,"545":32.9,"546":34.8,"547":62.0,"548":31.1,"549":44.2,"550":30.6,"551":31.3,"552":40.8,"553":46.8,"554":58.8,"555":55.8,"556":61.8,"557":59.9,"558":23.7,"559":92.0,"560":57.0,"561":54.1,"562":88.2,"563":77.9,"564":67.6,"565":30.1,"566":97.1,"567":18.0,"568":86.0,"569":100.0,"570":59.8,"571":84.0,"572":62.0,"573":90.2,"574":81.6,"575":17.4,"576":50.9,"577":3.9,"578":59.3,"579":62.3,"580":46.2,"581":33.1,"582":77.0,"583":13.7,"584":36.0,"585":53.5,"586":52.5,"587":29.2,"588":33.6,"589":51.5,"590":20.7,"591":49.5,"592":44.1,"593":46.2,"594":49.1,"595":37.6,"596":23.8,"597":9.7,"598":79.6,"599":51.6,"600":43.8,"601":19.7,"602":51.8,"603":79.5,"604":31.0,"605":14.9,"606":19.6,"607":68.0,"608":13.6,"609":8.2,"610":78.9,"611":70.6,"612":55.6,"613":38.8,"614":54.0,"615":70.1,"616":41.2,"617":44.5,"618":63.2,"619":1.2,"620":4.3,"621":47.6,"622":27.0,"623":25.5,"624":50.7,"625":27.3,"626":60.4,"627":17.1,"628":42.2,"629":95.9,"630":25.3,"631":52.7,"632":52.7,"633":45.2,"634":4.8,"635":69.9,"636":14.3,"637":48.4,"638":58.5,"639":43.0,"640":23.4,"641":21.5,"642":54.1,"643":13.7,"644":39.3,"645":72.2,"646":70.6,"647":52.0,"648":50.0,"649":42.8,"650":41.7,"651":27.4,"652":73.6,"653":9.2,"654":24.0,"655":15.2,"656":39.8,"657":42.1,"658":59.8,"659":17.3,"660":62.6,"661":23.8,"662":14.3,"663":58.7,"664":19.5,"665":73.0,"666":49.2,"667":33.1,"668":47.3,"669":32.1,"670":8.7,"671":7.1,"672":26.7,"673":71.7,"674":4.5,"675":22.7,"676":52.0,"677":3.4,"678":62.1,"679":47.0,"680":20.7,"681":17.3,"682":75.6,"683":31.8,"684":65.8,"685":30.1,"686":58.9,"687":18.1,"688":36.7,"689":62.5,"690":52.2,"691":48.3,"692":34.8,"693":1.8,"694":76.8,"695":30.9,"696":43.9,"697":45.0,"698":1.2,"699":96.3,"700":3.8,"701":37.4,"702":41.8,"703":45.5,"704":27.1,"705":62.0,"706":15.9,"707":10.9,"708":42.0,"709":14.6,"710":59.3,"711":8.7,"712":73.2,"713":47.0,"714":100.0,"715":27.7,"716":11.4,"717":39.7,"718":15.5,"719":79.6,"720":17.0,"721":18.9,"722":19.7,"723":4.8,"724":45.1,"725":39.4,"726":20.8,"727":52.9,"728":47.0,"729":5.1,"730":20.4,"731":56.9,"732":24.9,"733":10.5,"734":44.7,"735":91.3,"736":21.7,"737":61.8,"738":24.4,"739":56.3,"740":30.0,"741":40.0,"742":33.5,"743":1.7,"744":34.3,"745":73.0,"746":43.7,"747":23.6,"748":39.6,"749":11.0,"750":49.2,"751":15.3,"752":21.6,"753":1.7,"754":1.0,"755":35.9,"756":28.8,"757":38.2,"758":3.2,"759":70.5,"760":10.4,"761":18.7,"762":28.4,"763":15.1,"764":16.9,"765":32.6,"766":1.8,"767":19.3,"768":54.9,"769":1.2,"770":9.2,"771":68.4,"772":3.3,"773":60.5,"774":33.4,"775":14.7,"776":29.1,"777":34.2,"778":29.7,"779":8.5,"780":44.3,"781":89.5,"782":35.9,"783":1.1,"784":61.4,"785":2.1,"786":2.1,"787":43.3,"788":42.5,"789":19.6,"790":1.5,"791":48.2,"792":32.1,"793":1.4,"794":6.9,"795":25.8,"796":10.4,"797":32.8,"798":33.2,"799":23.1,"800":15.8,"801":99.8,"802":98.6,"803":99.6,"804":84.7,"805":100.0,"806":98.4,"807":74.2,"808":76.7,"809":72.1,"810":78.5,"811":88.8,"812":75.7,"813":100.0,"814":95.1,"815":67.6,"816":80.4,"817":53.5,"818":53.0,"819":98.9,"820":53.0,"821":61.6,"822":73.0,"823":67.9,"824":77.6,"825":80.3,"826":44.5,"827":51.5,"828":97.7,"829":87.4,"830":43.9,"831":62.8,"832":89.5,"833":52.0,"834":53.2,"835":58.4,"836":88.3,"837":61.6,"838":75.0,"839":24.0,"840":57.8,"841":98.1,"842":70.9,"843":84.5,"844":91.1,"845":78.4,"846":56.2,"847":81.8,"848":94.3,"849":61.8,"850":90.0,"851":42.2,"852":89.4,"853":26.2,"854":63.9,"855":26.9,"856":50.0,"857":86.6,"858":64.2,"859":61.3,"860":66.3,"861":65.5,"862":50.3,"863":45.7,"864":75.9,"865":93.4,"866":34.8,"867":55.0,"868":99.2,"869":59.7,"870":41.5,"871":46.2,"872":100.0,"873":2.4,"874":86.3,"875":38.7,"876":36.2,"877":77.9,"878":61.4,"879":85.3,"880":49.3,"881":25.5,"882":43.1,"883":35.4,"884":44.8,"885":7.2,"886":93.6,"887":88.3,"888":99.3,"889":98.5,"890":46.0,"891":46.3,"892":51.9,"893":67.8,"894":41.6,"895":49.3,"896":49.7,"897":68.1,"898":62.1,"899":72.8,"900":67.4,"901":41.3,"902":97.1,"903":3.8,"904":80.4,"905":30.6,"906":73.7,"907":51.5,"908":56.8,"909":59.2,"910":73.6,"911":55.6,"912":65.9,"913":48.8,"914":51.8,"915":37.3,"916":35.2,"917":56.9,"918":64.1,"919":49.2,"920":33.9,"921":84.2,"922":66.0,"923":90.6,"924":72.6,"925":73.1,"926":57.7,"927":58.8,"928":13.6,"929":70.6,"930":64.5,"931":46.0,"932":39.0,"933":34.2,"934":32.6,"935":69.9,"936":86.2,"937":70.0,"938":27.5,"939":59.0,"940":45.4,"941":32.4,"942":49.0,"943":68.2,"944":54.4,"945":62.7,"946":43.4,"947":30.2,"948":51.3,"949":56.9,"950":30.8,"951":91.3,"952":54.6,"953":52.8,"954":37.9,"955":17.9,"956":59.1,"957":58.2,"958":4.6,"959":20.9,"960":47.9,"961":13.1,"962":43.4,"963":60.8,"964":49.0,"965":29.8,"966":17.7,"967":65.8,"968":68.4,"969":29.6,"970":17.8,"971":50.6,"972":42.4,"973":56.0,"974":65.8,"975":64.9,"976":68.5,"977":48.2,"978":99.3,"979":46.8,"980":21.3,"981":34.4,"982":80.6,"983":53.7,"984":100.0,"985":42.4,"986":38.6,"987":81.2,"988":54.7,"989":50.6,"990":14.5,"991":46.2,"992":78.7,"993":24.0,"994":63.6,"995":29.7,"996":24.1,"997":44.4,"998":46.1,"999":9.4,"1000":40.1,"1001":36.0,"1002":7.9,"1003":43.8,"1004":57.7,"1005":53.4,"1006":50.4,"1007":1.2,"1008":71.5,"1009":57.4,"1010":49.8,"1011":73.5,"1012":14.5,"1013":66.9,"1014":32.7,"1015":67.9,"1016":44.3,"1017":76.7,"1018":22.7,"1019":95.4,"1020":64.4,"1021":47.7,"1022":40.4,"1023":32.9,"1024":45.9,"1025":28.2,"1026":39.7,"1027":26.7,"1028":54.6,"1029":38.4,"1030":45.9,"1031":52.7,"1032":16.4,"1033":36.4,"1034":43.2,"1035":6.0,"1036":8.1,"1037":49.8,"1038":40.5,"1039":29.2,"1040":65.1,"1041":53.5,"1042":48.5,"1043":5.1,"1044":22.3,"1045":15.2,"1046":25.8,"1047":51.2,"1048":8.5,"1049":18.4,"1050":20.2,"1051":43.6,"1052":38.0,"1053":45.7,"1054":5.3,"1055":46.1,"1056":32.0,"1057":69.5,"1058":46.5,"1059":16.1,"1060":72.9,"1061":49.8,"1062":23.3,"1063":21.3,"1064":41.9,"1065":58.4,"1066":16.0,"1067":75.3,"1068":42.2,"1069":4.5,"1070":22.3,"1071":47.6,"1072":56.4,"1073":49.2,"1074":51.9,"1075":45.3,"1076":14.3,"1077":48.6,"1078":72.9,"1079":65.9,"1080":61.8,"1081":78.4,"1082":15.9,"1083":62.0,"1084":1.2,"1085":47.8,"1086":55.6,"1087":27.7,"1088":33.2,"1089":32.2,"1090":32.9,"1091":11.7,"1092":82.3,"1093":55.0,"1094":19.0,"1095":58.6,"1096":1.9,"1097":28.2,"1098":9.7,"1099":6.2,"1100":22.1,"1101":17.8,"1102":11.4,"1103":46.8,"1104":24.2,"1105":3.6,"1106":51.3,"1107":54.0,"1108":20.4,"1109":20.3,"1110":24.1,"1111":17.4,"1112":25.9,"1113":25.4,"1114":43.0,"1115":6.7,"1116":55.5,"1117":76.2,"1118":47.9,"1119":95.3,"1120":51.2,"1121":1.6,"1122":100.0,"1123":2.1,"1124":43.5,"1125":51.5,"1126":46.9,"1127":37.4,"1128":60.0,"1129":6.7,"1130":11.8,"1131":3.7,"1132":13.3,"1133":11.0,"1134":15.4,"1135":1.2,"1136":31.9,"1137":18.3,"1138":6.5,"1139":38.2,"1140":25.2,"1141":14.0,"1142":37.2,"1143":70.4,"1144":45.5,"1145":1.1,"1146":22.1,"1147":20.0,"1148":53.0,"1149":54.2,"1150":6.8,"1151":1.7,"1152":33.2,"1153":47.4,"1154":45.0,"1155":18.2,"1156":37.9,"1157":2.1,"1158":11.5,"1159":56.6,"1160":26.9,"1161":39.7,"1162":21.8,"1163":42.9,"1164":72.2,"1165":2.1,"1166":1.1,"1167":79.2,"1168":63.2,"1169":36.7,"1170":41.9,"1171":13.4,"1172":62.5,"1173":18.5,"1174":32.2,"1175":44.7,"1176":36.2,"1177":13.9,"1178":56.1,"1179":69.8,"1180":11.2,"1181":21.6,"1182":23.4,"1183":5.5,"1184":93.8,"1185":66.1,"1186":38.0,"1187":1.2,"1188":4.8,"1189":43.9,"1190":60.7,"1191":36.6,"1192":12.1,"1193":3.5,"1194":1.5,"1195":15.9,"1196":15.4,"1197":38.1,"1198":5.7,"1199":31.8,"1200":19.6},"international_faculty":{"0":100.0,"1":99.6,"2":96.5,"3":93.4,"4":97.4,"5":98.6,"6":96.6,"7":100.0,"8":71.9,"9":100.0,"10":100.0,"11":100.0,"12":67.4,"13":92.2,"14":100.0,"15":90.7,"16":87.9,"17":34.7,"18":67.1,"19":100.0,"20":14.2,"21":78.0,"22":97.4,"23":94.9,"24":42.1,"25":100.0,"26":97.7,"27":57.9,"28":9.7,"29":100.0,"30":97.0,"31":88.9,"32":54.0,"33":89.3,"34":100.0,"35":13.1,"36":23.0,"37":52.8,"38":64.6,"39":79.5,"40":25.2,"41":94.7,"42":94.4,"43":87.9,"44":100.0,"45":99.8,"46":62.3,"47":100.0,"48":100.0,"49":100.0,"50":91.5,"51":14.5,"52":80.2,"53":97.7,"54":53.2,"55":26.5,"56":98.0,"57":75.4,"58":96.4,"59":100.0,"60":57.2,"61":69.2,"62":21.5,"63":53.0,"64":90.5,"65":54.8,"66":6.3,"67":50.5,"68":20.4,"69":11.7,"70":84.8,"71":42.4,"72":84.9,"73":100.0,"74":50.3,"75":14.5,"76":14.3,"77":94.8,"78":88.3,"79":28.5,"80":22.1,"81":85.5,"82":83.6,"83":89.5,"84":90.9,"85":79.3,"86":54.2,"87":98.4,"88":87.5,"89":17.6,"90":93.0,"91":98.0,"92":10.4,"93":100.0,"94":9.5,"95":100.0,"96":14.4,"97":88.1,"98":100.0,"99":57.8,"100":79.4,"101":53.6,"102":92.7,"103":98.4,"104":97.2,"105":14.9,"106":61.1,"107":17.7,"108":69.2,"109":93.3,"110":57.2,"111":46.7,"112":89.7,"113":69.7,"114":65.4,"115":14.3,"116":99.2,"117":42.0,"118":72.1,"119":55.2,"120":8.4,"121":15.1,"122":11.0,"123":32.8,"124":60.2,"125":49.7,"126":98.0,"127":16.4,"128":26.1,"129":91.3,"130":23.3,"131":44.6,"132":84.9,"133":47.2,"134":91.2,"135":90.9,"136":81.0,"137":70.9,"138":16.8,"139":92.8,"140":32.6,"141":78.4,"142":24.3,"143":34.6,"144":53.4,"145":99.6,"146":49.0,"147":62.1,"148":61.7,"149":100.0,"150":100.0,"151":77.6,"152":88.7,"153":97.1,"154":25.3,"155":4.7,"156":57.0,"157":95.5,"158":89.8,"159":94.5,"160":24.9,"161":90.4,"162":6.6,"163":55.2,"164":86.4,"165":51.3,"166":100.0,"167":95.7,"168":4.7,"169":36.9,"170":56.2,"171":2.0,"172":100.0,"173":82.3,"174":50.7,"175":97.2,"176":64.4,"177":18.2,"178":3.7,"179":88.0,"180":43.8,"181":67.2,"182":9.5,"183":36.7,"184":79.4,"185":47.3,"186":11.7,"187":8.7,"188":88.1,"189":null,"190":59.2,"191":11.9,"192":2.4,"193":2.0,"194":64.3,"195":92.4,"196":10.4,"197":21.5,"198":98.4,"199":95.9,"200":9.7,"201":98.8,"202":28.3,"203":44.7,"204":29.7,"205":91.7,"206":35.2,"207":35.4,"208":51.0,"209":65.3,"210":99.1,"211":21.7,"212":25.4,"213":99.0,"214":6.0,"215":79.3,"216":82.5,"217":38.2,"218":100.0,"219":62.2,"220":98.3,"221":16.1,"222":23.0,"223":73.8,"224":63.1,"225":99.5,"226":21.1,"227":94.1,"228":43.0,"229":44.7,"230":17.8,"231":98.0,"232":2.7,"233":79.0,"234":99.2,"235":30.9,"236":20.9,"237":87.1,"238":15.3,"239":85.9,"240":4.1,"241":42.5,"242":89.8,"243":56.3,"244":14.2,"245":94.2,"246":97.2,"247":100.0,"248":17.3,"249":7.2,"250":15.3,"251":7.0,"252":35.2,"253":9.6,"254":15.9,"255":33.3,"256":10.2,"257":30.9,"258":72.0,"259":98.2,"260":35.0,"261":100.0,"262":60.8,"263":3.0,"264":13.3,"265":27.2,"266":98.9,"267":87.6,"268":22.2,"269":12.6,"270":17.3,"271":55.5,"272":95.7,"273":82.1,"274":8.7,"275":46.4,"276":87.1,"277":87.6,"278":100.0,"279":100.0,"280":34.4,"281":52.7,"282":26.3,"283":94.8,"284":39.5,"285":97.9,"286":39.0,"287":23.9,"288":14.8,"289":85.1,"290":1.3,"291":97.3,"292":96.1,"293":2.1,"294":24.4,"295":100.0,"296":2.8,"297":74.8,"298":10.2,"299":100.0,"300":24.2,"301":5.7,"302":35.7,"303":37.6,"304":21.3,"305":6.3,"306":2.2,"307":97.3,"308":6.2,"309":24.6,"310":6.3,"311":95.4,"312":97.3,"313":16.8,"314":16.0,"315":96.8,"316":83.2,"317":82.9,"318":95.4,"319":30.6,"320":11.8,"321":12.0,"322":22.2,"323":76.5,"324":98.2,"325":8.5,"326":12.5,"327":null,"328":5.7,"329":27.5,"330":30.1,"331":5.2,"332":26.7,"333":7.4,"334":15.2,"335":31.7,"336":8.4,"337":29.0,"338":94.8,"339":11.5,"340":7.4,"341":62.2,"342":98.2,"343":19.5,"344":28.9,"345":97.3,"346":71.8,"347":82.5,"348":100.0,"349":100.0,"350":9.0,"351":77.1,"352":36.4,"353":99.9,"354":23.7,"355":45.6,"356":82.8,"357":50.9,"358":42.4,"359":97.3,"360":65.5,"361":78.2,"362":15.1,"363":null,"364":26.4,"365":88.3,"366":91.5,"367":3.5,"368":1.9,"369":41.0,"370":19.8,"371":100.0,"372":95.8,"373":10.3,"374":39.1,"375":5.3,"376":97.6,"377":67.1,"378":74.3,"379":34.8,"380":12.6,"381":8.4,"382":10.1,"383":73.5,"384":56.1,"385":19.2,"386":16.3,"387":17.9,"388":30.6,"389":100.0,"390":78.4,"391":15.6,"392":16.3,"393":4.4,"394":90.7,"395":21.4,"396":37.9,"397":85.0,"398":35.1,"399":24.4,"400":100.0,"401":99.8,"402":92.1,"403":96.8,"404":99.6,"405":99.4,"406":100.0,"407":100.0,"408":74.2,"409":98.7,"410":100.0,"411":100.0,"412":70.1,"413":93.3,"414":86.3,"415":40.4,"416":60.6,"417":97.4,"418":72.1,"419":82.3,"420":79.9,"421":100.0,"422":12.3,"423":100.0,"424":100.0,"425":14.3,"426":99.5,"427":96.4,"428":93.2,"429":68.2,"430":98.6,"431":56.1,"432":90.4,"433":72.0,"434":17.4,"435":22.1,"436":100.0,"437":100.0,"438":97.6,"439":26.4,"440":64.9,"441":100.0,"442":28.4,"443":89.3,"444":100.0,"445":78.3,"446":92.2,"447":100.0,"448":100.0,"449":67.7,"450":84.4,"451":98.6,"452":58.8,"453":98.4,"454":100.0,"455":88.1,"456":80.1,"457":31.0,"458":100.0,"459":77.4,"460":59.5,"461":60.2,"462":7.3,"463":53.6,"464":95.4,"465":58.6,"466":23.9,"467":86.9,"468":42.4,"469":94.3,"470":20.7,"471":16.6,"472":53.4,"473":95.5,"474":41.4,"475":88.9,"476":14.5,"477":100.0,"478":91.5,"479":91.6,"480":89.6,"481":93.5,"482":46.6,"483":31.7,"484":87.0,"485":16.9,"486":89.6,"487":55.9,"488":81.8,"489":16.6,"490":100.0,"491":89.6,"492":28.6,"493":84.6,"494":14.1,"495":95.3,"496":99.0,"497":15.9,"498":97.7,"499":97.5,"500":21.1,"501":56.7,"502":74.1,"503":95.1,"504":98.7,"505":99.6,"506":17.2,"507":100.0,"508":93.4,"509":56.7,"510":17.8,"511":99.3,"512":20.4,"513":97.0,"514":45.5,"515":61.6,"516":62.2,"517":9.6,"518":97.2,"519":93.6,"520":60.7,"521":78.5,"522":75.3,"523":46.1,"524":38.4,"525":17.7,"526":30.6,"527":94.0,"528":19.5,"529":64.0,"530":95.4,"531":20.0,"532":50.6,"533":92.0,"534":82.6,"535":29.5,"536":74.3,"537":62.8,"538":100.0,"539":85.4,"540":85.0,"541":65.0,"542":93.0,"543":39.2,"544":72.0,"545":97.8,"546":35.2,"547":52.7,"548":95.8,"549":99.5,"550":27.6,"551":81.1,"552":71.0,"553":67.1,"554":92.9,"555":45.8,"556":8.1,"557":97.4,"558":11.6,"559":100.0,"560":98.8,"561":4.4,"562":32.5,"563":79.6,"564":90.8,"565":6.4,"566":2.1,"567":61.5,"568":52.4,"569":1.6,"570":88.1,"571":3.1,"572":97.7,"573":92.4,"574":11.9,"575":98.4,"576":100.0,"577":99.6,"578":74.1,"579":99.5,"580":10.5,"581":21.6,"582":5.0,"583":44.1,"584":60.7,"585":43.2,"586":59.3,"587":84.1,"588":100.0,"589":38.4,"590":35.5,"591":29.5,"592":26.4,"593":96.2,"594":93.5,"595":25.7,"596":47.0,"597":13.4,"598":74.1,"599":78.7,"600":72.1,"601":55.9,"602":20.3,"603":55.3,"604":11.1,"605":3.4,"606":36.0,"607":38.5,"608":11.4,"609":30.2,"610":97.5,"611":64.5,"612":61.9,"613":22.7,"614":99.8,"615":99.6,"616":5.2,"617":81.7,"618":95.9,"619":34.4,"620":56.3,"621":99.4,"622":36.3,"623":65.4,"624":88.0,"625":21.5,"626":96.9,"627":27.8,"628":85.7,"629":35.3,"630":99.1,"631":99.5,"632":41.9,"633":17.0,"634":6.0,"635":98.1,"636":96.2,"637":37.6,"638":76.2,"639":81.6,"640":45.6,"641":20.9,"642":7.9,"643":6.0,"644":98.5,"645":14.7,"646":61.5,"647":95.9,"648":9.5,"649":100.0,"650":94.7,"651":100.0,"652":50.4,"653":38.7,"654":30.5,"655":96.2,"656":17.2,"657":56.2,"658":21.0,"659":90.8,"660":36.7,"661":18.2,"662":27.1,"663":3.3,"664":15.6,"665":95.4,"666":100.0,"667":93.2,"668":84.5,"669":42.5,"670":15.7,"671":30.6,"672":89.1,"673":97.6,"674":10.8,"675":9.9,"676":100.0,"677":25.6,"678":100.0,"679":64.6,"680":18.2,"681":98.1,"682":2.1,"683":27.7,"684":10.2,"685":35.8,"686":97.0,"687":100.0,"688":25.4,"689":86.4,"690":91.8,"691":15.6,"692":7.2,"693":93.9,"694":9.9,"695":19.1,"696":33.9,"697":73.0,"698":3.4,"699":29.4,"700":24.6,"701":98.5,"702":58.5,"703":63.6,"704":21.2,"705":96.9,"706":43.0,"707":16.6,"708":97.2,"709":6.5,"710":null,"711":28.1,"712":87.7,"713":36.3,"714":9.9,"715":100.0,"716":19.0,"717":92.2,"718":10.6,"719":93.5,"720":12.7,"721":22.4,"722":41.6,"723":100.0,"724":11.5,"725":78.5,"726":null,"727":6.2,"728":98.3,"729":44.1,"730":28.0,"731":98.9,"732":98.8,"733":100.0,"734":45.8,"735":26.2,"736":43.6,"737":31.1,"738":31.9,"739":44.5,"740":95.0,"741":22.6,"742":75.7,"743":10.3,"744":40.5,"745":40.3,"746":26.8,"747":41.0,"748":30.5,"749":100.0,"750":95.3,"751":10.7,"752":3.5,"753":9.0,"754":13.1,"755":99.9,"756":97.7,"757":9.0,"758":42.1,"759":91.3,"760":7.1,"761":28.5,"762":68.1,"763":60.5,"764":65.9,"765":38.7,"766":5.7,"767":18.4,"768":93.1,"769":null,"770":59.9,"771":38.5,"772":20.5,"773":69.5,"774":100.0,"775":100.0,"776":73.1,"777":33.4,"778":75.9,"779":15.1,"780":95.5,"781":null,"782":87.1,"783":7.2,"784":60.6,"785":1.9,"786":42.9,"787":2.7,"788":98.7,"789":7.9,"790":36.5,"791":33.0,"792":68.4,"793":24.5,"794":9.1,"795":84.7,"796":20.4,"797":98.5,"798":null,"799":60.7,"800":5.4,"801":100.0,"802":99.8,"803":86.3,"804":99.7,"805":99.4,"806":100.0,"807":100.0,"808":99.1,"809":100.0,"810":70.2,"811":100.0,"812":100.0,"813":64.9,"814":93.8,"815":84.0,"816":68.0,"817":78.1,"818":40.1,"819":100.0,"820":98.0,"821":79.7,"822":70.7,"823":11.1,"824":68.8,"825":12.4,"826":100.0,"827":92.6,"828":92.4,"829":100.0,"830":97.7,"831":76.1,"832":100.0,"833":98.5,"834":15.4,"835":93.7,"836":50.4,"837":19.2,"838":97.6,"839":33.5,"840":92.7,"841":25.8,"842":100.0,"843":100.0,"844":100.0,"845":60.8,"846":100.0,"847":100.0,"848":83.6,"849":89.4,"850":99.3,"851":90.8,"852":100.0,"853":67.1,"854":95.4,"855":60.6,"856":57.2,"857":86.0,"858":100.0,"859":30.7,"860":95.2,"861":84.1,"862":97.8,"863":61.5,"864":79.5,"865":6.9,"866":52.8,"867":93.7,"868":55.8,"869":20.8,"870":62.8,"871":23.1,"872":60.4,"873":50.7,"874":19.3,"875":100.0,"876":47.8,"877":97.2,"878":87.9,"879":90.0,"880":91.8,"881":92.6,"882":12.7,"883":15.2,"884":94.4,"885":18.0,"886":89.8,"887":100.0,"888":35.3,"889":16.9,"890":35.6,"891":100.0,"892":89.3,"893":21.4,"894":84.1,"895":21.3,"896":92.1,"897":96.1,"898":33.8,"899":96.9,"900":98.7,"901":81.1,"902":98.3,"903":13.8,"904":65.3,"905":15.4,"906":99.0,"907":58.1,"908":99.5,"909":78.9,"910":100.0,"911":97.1,"912":99.5,"913":91.6,"914":90.9,"915":17.7,"916":8.9,"917":65.5,"918":81.0,"919":87.2,"920":52.9,"921":68.6,"922":56.7,"923":100.0,"924":60.0,"925":96.8,"926":38.6,"927":98.5,"928":19.4,"929":94.5,"930":21.7,"931":62.8,"932":65.2,"933":20.0,"934":18.6,"935":90.1,"936":69.1,"937":26.4,"938":91.1,"939":42.4,"940":72.1,"941":97.9,"942":15.3,"943":98.3,"944":63.8,"945":81.7,"946":89.9,"947":42.0,"948":91.0,"949":44.6,"950":25.4,"951":100.0,"952":3.4,"953":99.2,"954":79.1,"955":98.3,"956":49.4,"957":6.9,"958":98.2,"959":58.8,"960":59.5,"961":24.0,"962":71.1,"963":88.6,"964":92.0,"965":5.8,"966":37.5,"967":53.7,"968":89.0,"969":18.7,"970":59.7,"971":64.9,"972":67.3,"973":98.2,"974":24.6,"975":99.5,"976":77.6,"977":100.0,"978":2.1,"979":14.0,"980":38.5,"981":86.5,"982":3.3,"983":75.3,"984":1.5,"985":97.6,"986":99.0,"987":94.4,"988":30.7,"989":20.3,"990":10.1,"991":82.3,"992":75.0,"993":9.9,"994":95.7,"995":85.9,"996":45.1,"997":71.3,"998":14.6,"999":13.2,"1000":100.0,"1001":23.7,"1002":31.6,"1003":10.1,"1004":19.7,"1005":94.0,"1006":37.2,"1007":40.8,"1008":5.8,"1009":100.0,"1010":43.1,"1011":98.4,"1012":3.6,"1013":93.4,"1014":9.9,"1015":64.1,"1016":99.3,"1017":54.4,"1018":27.3,"1019":35.2,"1020":37.4,"1021":47.3,"1022":82.8,"1023":71.3,"1024":98.9,"1025":95.0,"1026":17.7,"1027":16.6,"1028":29.1,"1029":45.3,"1030":100.0,"1031":100.0,"1032":11.6,"1033":12.7,"1034":84.5,"1035":6.9,"1036":32.1,"1037":12.5,"1038":96.5,"1039":100.0,"1040":97.4,"1041":72.8,"1042":83.1,"1043":56.0,"1044":40.9,"1045":90.2,"1046":21.6,"1047":96.9,"1048":11.5,"1049":15.2,"1050":27.1,"1051":24.3,"1052":71.3,"1053":29.4,"1054":8.3,"1055":19.1,"1056":43.7,"1057":64.0,"1058":50.7,"1059":90.9,"1060":51.9,"1061":99.9,"1062":27.1,"1063":42.9,"1064":21.7,"1065":89.1,"1066":98.4,"1067":97.8,"1068":100.0,"1069":23.4,"1070":16.0,"1071":97.1,"1072":3.4,"1073":7.6,"1074":100.0,"1075":96.6,"1076":100.0,"1077":23.6,"1078":10.8,"1079":34.2,"1080":100.0,"1081":5.3,"1082":91.5,"1083":91.3,"1084":8.5,"1085":60.7,"1086":66.3,"1087":98.6,"1088":5.8,"1089":11.4,"1090":27.2,"1091":19.4,"1092":1.9,"1093":98.0,"1094":15.8,"1095":90.8,"1096":94.5,"1097":94.0,"1098":36.5,"1099":100.0,"1100":10.4,"1101":27.2,"1102":32.7,"1103":10.8,"1104":86.5,"1105":21.0,"1106":16.2,"1107":20.9,"1108":53.2,"1109":100.0,"1110":93.0,"1111":67.1,"1112":29.1,"1113":45.3,"1114":99.5,"1115":8.9,"1116":91.7,"1117":35.2,"1118":81.2,"1119":27.1,"1120":98.9,"1121":42.9,"1122":10.1,"1123":9.6,"1124":69.8,"1125":65.9,"1126":61.4,"1127":43.8,"1128":96.1,"1129":46.2,"1130":100.0,"1131":29.2,"1132":10.5,"1133":15.1,"1134":13.8,"1135":88.6,"1136":37.5,"1137":5.8,"1138":4.8,"1139":8.0,"1140":29.6,"1141":null,"1142":48.8,"1143":86.2,"1144":85.3,"1145":2.9,"1146":39.3,"1147":25.8,"1148":3.9,"1149":95.7,"1150":9.2,"1151":5.5,"1152":25.1,"1153":5.5,"1154":25.3,"1155":24.5,"1156":95.9,"1157":1.8,"1158":7.0,"1159":99.3,"1160":70.0,"1161":42.9,"1162":3.6,"1163":null,"1164":92.4,"1165":15.7,"1166":15.6,"1167":44.8,"1168":30.9,"1169":98.2,"1170":99.7,"1171":100.0,"1172":84.2,"1173":14.7,"1174":73.6,"1175":43.1,"1176":null,"1177":61.7,"1178":94.0,"1179":65.4,"1180":100.0,"1181":22.1,"1182":39.5,"1183":99.2,"1184":null,"1185":38.2,"1186":98.3,"1187":35.1,"1188":13.4,"1189":100.0,"1190":30.6,"1191":6.8,"1192":69.6,"1193":9.7,"1194":10.7,"1195":5.0,"1196":10.2,"1197":29.2,"1198":93.9,"1199":100.0,"1200":7.4},"international_students":{"0":96.1,"1":72.7,"2":75.2,"3":89.2,"4":97.7,"5":98.5,"6":100.0,"7":100.0,"8":79.8,"9":98.8,"10":88.2,"11":100.0,"12":70.8,"13":79.2,"14":86.1,"15":61.7,"16":81.3,"17":94.9,"18":64.5,"19":98.8,"20":56.6,"21":51.2,"22":99.2,"23":98.6,"24":25.6,"25":99.4,"26":54.6,"27":55.0,"28":20.2,"29":93.0,"30":92.1,"31":95.6,"32":50.0,"33":98.3,"34":100.0,"35":17.1,"36":16.0,"37":48.5,"38":59.9,"39":45.2,"40":10.0,"41":99.7,"42":60.4,"43":79.2,"44":97.8,"45":84.9,"46":100.0,"47":87.3,"48":97.5,"49":98.1,"50":72.2,"51":84.1,"52":60.9,"53":87.4,"54":30.9,"55":24.4,"56":99.0,"57":38.9,"58":90.8,"59":97.7,"60":39.4,"61":13.4,"62":18.9,"63":44.8,"64":96.6,"65":38.6,"66":20.9,"67":55.2,"68":71.2,"69":72.1,"70":41.6,"71":6.2,"72":26.5,"73":59.2,"74":70.6,"75":20.6,"76":18.1,"77":87.8,"78":73.8,"79":14.1,"80":86.5,"81":89.6,"82":96.8,"83":86.5,"84":86.0,"85":44.7,"86":25.9,"87":89.5,"88":87.7,"89":36.7,"90":82.4,"91":99.9,"92":42.9,"93":72.9,"94":48.7,"95":80.2,"96":5.2,"97":42.0,"98":98.9,"99":62.4,"100":81.3,"101":9.0,"102":95.3,"103":43.8,"104":73.7,"105":32.6,"106":55.5,"107":27.6,"108":33.0,"109":98.8,"110":17.3,"111":64.1,"112":99.1,"113":18.4,"114":59.7,"115":20.5,"116":75.7,"117":33.3,"118":37.9,"119":38.4,"120":4.8,"121":14.2,"122":2.6,"123":88.8,"124":51.1,"125":22.9,"126":99.6,"127":19.9,"128":33.1,"129":79.4,"130":50.7,"131":75.8,"132":44.2,"133":18.7,"134":98.0,"135":66.2,"136":41.0,"137":79.6,"138":5.6,"139":40.5,"140":58.8,"141":42.4,"142":25.2,"143":63.2,"144":10.7,"145":79.6,"146":48.3,"147":71.7,"148":47.2,"149":84.9,"150":65.7,"151":80.7,"152":55.4,"153":93.8,"154":38.8,"155":33.7,"156":24.6,"157":97.5,"158":84.3,"159":90.4,"160":16.7,"161":83.9,"162":24.6,"163":36.9,"164":13.0,"165":84.4,"166":40.8,"167":60.2,"168":41.5,"169":42.4,"170":48.4,"171":2.0,"172":46.6,"173":96.5,"174":17.5,"175":94.5,"176":90.2,"177":21.7,"178":2.0,"179":76.8,"180":29.6,"181":91.2,"182":5.5,"183":17.7,"184":61.9,"185":90.0,"186":24.3,"187":11.5,"188":92.5,"189":2.1,"190":49.2,"191":11.3,"192":18.2,"193":49.8,"194":19.1,"195":38.5,"196":15.5,"197":28.6,"198":23.2,"199":100.0,"200":9.0,"201":94.5,"202":34.2,"203":40.4,"204":7.9,"205":95.3,"206":53.1,"207":61.1,"208":64.0,"209":45.7,"210":47.6,"211":36.0,"212":61.4,"213":64.7,"214":12.7,"215":20.5,"216":61.3,"217":14.5,"218":58.7,"219":98.5,"220":17.3,"221":26.7,"222":26.6,"223":25.6,"224":9.2,"225":74.6,"226":52.1,"227":97.9,"228":73.0,"229":39.9,"230":19.0,"231":81.8,"232":33.8,"233":66.1,"234":68.0,"235":14.9,"236":32.5,"237":91.1,"238":31.2,"239":78.2,"240":28.6,"241":46.7,"242":66.2,"243":33.3,"244":2.7,"245":91.9,"246":42.9,"247":84.4,"248":14.2,"249":56.3,"250":32.0,"251":46.9,"252":51.4,"253":1.5,"254":38.3,"255":14.7,"256":28.3,"257":2.8,"258":19.8,"259":99.0,"260":62.0,"261":64.7,"262":40.0,"263":1.1,"264":28.5,"265":27.5,"266":66.0,"267":74.8,"268":77.5,"269":99.7,"270":55.3,"271":49.7,"272":99.1,"273":82.7,"274":30.7,"275":7.3,"276":5.8,"277":77.7,"278":72.3,"279":65.7,"280":4.2,"281":13.6,"282":26.4,"283":34.9,"284":33.2,"285":99.1,"286":16.9,"287":27.4,"288":86.0,"289":52.1,"290":12.8,"291":79.7,"292":59.6,"293":1.5,"294":48.3,"295":100.0,"296":6.8,"297":31.6,"298":45.4,"299":86.3,"300":8.7,"301":9.0,"302":50.9,"303":26.1,"304":56.5,"305":32.1,"306":38.1,"307":99.1,"308":1.0,"309":11.4,"310":3.3,"311":98.9,"312":90.1,"313":45.2,"314":15.9,"315":86.6,"316":24.2,"317":63.2,"318":93.2,"319":9.9,"320":63.8,"321":15.0,"322":69.4,"323":14.8,"324":57.5,"325":7.4,"326":9.6,"327":24.2,"328":7.9,"329":32.0,"330":2.6,"331":13.4,"332":21.3,"333":25.5,"334":5.6,"335":5.7,"336":86.5,"337":13.2,"338":19.9,"339":9.9,"340":30.3,"341":22.9,"342":100.0,"343":8.0,"344":12.7,"345":99.3,"346":96.5,"347":46.1,"348":99.9,"349":64.7,"350":9.7,"351":42.4,"352":47.8,"353":99.8,"354":33.5,"355":80.9,"356":40.5,"357":34.1,"358":9.7,"359":95.3,"360":83.9,"361":12.3,"362":23.5,"363":19.5,"364":47.7,"365":14.6,"366":96.2,"367":14.1,"368":1.5,"369":29.0,"370":23.4,"371":95.9,"372":87.2,"373":50.1,"374":62.3,"375":28.7,"376":89.5,"377":32.9,"378":42.8,"379":20.8,"380":38.4,"381":12.6,"382":85.0,"383":41.5,"384":32.9,"385":81.8,"386":16.8,"387":8.2,"388":30.1,"389":76.3,"390":57.2,"391":19.6,"392":17.2,"393":15.5,"394":5.8,"395":100.0,"396":39.0,"397":97.2,"398":24.6,"399":17.3,"400":95.5,"401":70.5,"402":75.7,"403":90.3,"404":98.8,"405":97.9,"406":98.6,"407":100.0,"408":82.5,"409":100.0,"410":80.7,"411":83.5,"412":69.2,"413":77.0,"414":61.2,"415":96.2,"416":29.2,"417":98.8,"418":65.2,"419":49.8,"420":81.6,"421":100.0,"422":25.5,"423":99.5,"424":99.4,"425":55.0,"426":46.1,"427":92.9,"428":98.8,"429":53.8,"430":99.7,"431":42.0,"432":96.2,"433":54.8,"434":18.2,"435":14.0,"436":87.9,"437":100.0,"438":99.9,"439":9.8,"440":70.7,"441":99.8,"442":90.9,"443":39.2,"444":97.4,"445":100.0,"446":77.7,"447":97.6,"448":91.2,"449":84.2,"450":66.4,"451":86.7,"452":30.6,"453":99.3,"454":97.3,"455":58.3,"456":40.3,"457":27.1,"458":99.0,"459":15.6,"460":63.9,"461":38.8,"462":20.4,"463":52.4,"464":95.8,"465":38.4,"466":15.5,"467":45.1,"468":70.9,"469":96.7,"470":70.0,"471":19.8,"472":68.5,"473":87.5,"474":54.6,"475":94.2,"476":18.2,"477":59.2,"478":88.2,"479":28.0,"480":39.8,"481":83.8,"482":5.4,"483":12.7,"484":91.3,"485":44.2,"486":85.3,"487":61.2,"488":41.2,"489":73.1,"490":94.7,"491":71.8,"492":87.0,"493":81.6,"494":40.3,"495":89.4,"496":99.9,"497":5.9,"498":47.5,"499":69.2,"500":34.0,"501":49.5,"502":60.1,"503":42.6,"504":91.2,"505":78.6,"506":38.0,"507":98.6,"508":81.3,"509":8.2,"510":21.0,"511":79.4,"512":3.9,"513":99.0,"514":87.1,"515":63.3,"516":45.3,"517":4.3,"518":99.5,"519":99.4,"520":36.9,"521":43.3,"522":16.3,"523":25.1,"524":86.6,"525":21.5,"526":29.0,"527":56.1,"528":14.6,"529":50.5,"530":98.1,"531":5.1,"532":20.8,"533":68.2,"534":36.5,"535":22.6,"536":90.6,"537":20.3,"538":48.3,"539":39.4,"540":23.7,"541":42.7,"542":79.1,"543":64.9,"544":79.8,"545":42.0,"546":60.3,"547":47.4,"548":68.0,"549":72.7,"550":37.3,"551":94.6,"552":26.3,"553":13.8,"554":83.3,"555":44.3,"556":21.5,"557":91.2,"558":25.7,"559":84.7,"560":94.4,"561":1.8,"562":17.9,"563":83.9,"564":52.3,"565":32.7,"566":46.1,"567":35.9,"568":84.6,"569":2.0,"570":14.5,"571":1.6,"572":96.5,"573":77.1,"574":23.3,"575":93.4,"576":65.6,"577":22.2,"578":71.6,"579":96.9,"580":14.6,"581":17.8,"582":37.4,"583":38.4,"584":89.3,"585":72.2,"586":45.9,"587":65.4,"588":35.9,"589":15.7,"590":36.4,"591":17.0,"592":28.3,"593":65.1,"594":91.2,"595":36.0,"596":27.5,"597":11.1,"598":91.4,"599":17.5,"600":44.8,"601":74.4,"602":14.5,"603":28.4,"604":5.1,"605":29.5,"606":37.5,"607":43.0,"608":8.3,"609":34.5,"610":100.0,"611":61.6,"612":20.8,"613":37.7,"614":82.3,"615":51.9,"616":9.5,"617":76.1,"618":86.9,"619":23.0,"620":99.0,"621":59.5,"622":25.2,"623":42.7,"624":91.2,"625":46.4,"626":98.0,"627":58.8,"628":61.6,"629":6.7,"630":63.9,"631":66.9,"632":14.9,"633":29.4,"634":31.8,"635":97.9,"636":67.8,"637":41.4,"638":23.7,"639":91.7,"640":43.8,"641":60.1,"642":41.2,"643":51.2,"644":42.3,"645":18.2,"646":9.9,"647":97.2,"648":6.4,"649":59.2,"650":91.5,"651":89.8,"652":59.5,"653":14.9,"654":27.6,"655":11.8,"656":31.7,"657":12.5,"658":15.7,"659":59.1,"660":62.8,"661":33.7,"662":100.0,"663":1.6,"664":35.4,"665":91.8,"666":72.6,"667":79.6,"668":84.4,"669":27.4,"670":3.3,"671":3.0,"672":63.6,"673":80.4,"674":1.6,"675":29.5,"676":89.7,"677":82.9,"678":76.9,"679":38.3,"680":36.1,"681":99.2,"682":1.4,"683":25.6,"684":11.6,"685":7.5,"686":93.6,"687":100.0,"688":29.8,"689":54.3,"690":27.1,"691":12.8,"692":7.5,"693":5.5,"694":1.0,"695":9.3,"696":59.4,"697":26.2,"698":11.7,"699":26.8,"700":75.6,"701":96.8,"702":19.1,"703":20.7,"704":35.7,"705":98.6,"706":30.4,"707":73.4,"708":68.7,"709":32.0,"710":13.3,"711":40.0,"712":59.1,"713":9.7,"714":9.0,"715":56.9,"716":47.8,"717":97.6,"718":43.1,"719":52.9,"720":16.7,"721":20.0,"722":22.1,"723":65.7,"724":6.2,"725":97.4,"726":28.2,"727":9.5,"728":54.4,"729":72.6,"730":10.5,"731":98.5,"732":89.1,"733":99.5,"734":31.4,"735":10.7,"736":7.3,"737":8.8,"738":15.1,"739":33.3,"740":46.4,"741":22.4,"742":39.7,"743":14.5,"744":50.1,"745":47.7,"746":14.1,"747":46.5,"748":82.4,"749":62.9,"750":99.8,"751":8.9,"752":14.4,"753":24.4,"754":52.1,"755":99.7,"756":88.4,"757":33.6,"758":2.6,"759":54.9,"760":3.0,"761":20.0,"762":15.6,"763":79.3,"764":52.1,"765":17.6,"766":9.8,"767":15.7,"768":90.0,"769":20.6,"770":15.5,"771":33.0,"772":81.7,"773":33.3,"774":94.6,"775":100.0,"776":20.7,"777":9.5,"778":36.2,"779":5.5,"780":70.9,"781":2.6,"782":12.7,"783":71.3,"784":10.0,"785":1.5,"786":40.8,"787":32.2,"788":87.6,"789":19.7,"790":2.6,"791":61.8,"792":12.0,"793":5.0,"794":13.4,"795":95.8,"796":30.6,"797":95.3,"798":1.1,"799":31.1,"800":13.0,"801":94.1,"802":67.7,"803":62.2,"804":98.5,"805":87.3,"806":98.0,"807":97.6,"808":100.0,"809":100.0,"810":81.0,"811":74.2,"812":76.4,"813":67.6,"814":72.3,"815":63.6,"816":30.1,"817":57.4,"818":96.9,"819":100.0,"820":98.6,"821":44.1,"822":36.9,"823":26.2,"824":81.5,"825":59.3,"826":99.1,"827":98.6,"828":39.7,"829":99.8,"830":93.0,"831":49.0,"832":87.5,"833":99.8,"834":17.5,"835":96.2,"836":38.2,"837":11.9,"838":100.0,"839":93.4,"840":42.9,"841":10.1,"842":100.0,"843":98.5,"844":100.0,"845":70.3,"846":91.7,"847":99.5,"848":99.9,"849":75.6,"850":87.8,"851":79.3,"852":95.3,"853":72.1,"854":62.9,"855":76.8,"856":30.9,"857":56.0,"858":99.9,"859":31.3,"860":97.9,"861":20.1,"862":99.1,"863":37.7,"864":52.5,"865":18.6,"866":44.2,"867":96.5,"868":40.5,"869":30.4,"870":57.2,"871":14.3,"872":65.8,"873":64.7,"874":67.2,"875":59.4,"876":56.5,"877":87.2,"878":94.1,"879":37.5,"880":85.7,"881":29.4,"882":17.6,"883":44.7,"884":91.8,"885":56.1,"886":90.6,"887":98.7,"888":3.6,"889":5.7,"890":11.3,"891":74.8,"892":70.1,"893":38.6,"894":81.8,"895":38.1,"896":82.1,"897":92.8,"898":88.6,"899":48.7,"900":99.8,"901":27.6,"902":57.5,"903":4.3,"904":60.6,"905":33.1,"906":99.1,"907":6.8,"908":93.5,"909":59.3,"910":97.8,"911":61.1,"912":83.0,"913":80.8,"914":94.6,"915":21.3,"916":3.7,"917":37.1,"918":47.0,"919":30.5,"920":34.6,"921":11.1,"922":28.1,"923":46.6,"924":64.3,"925":56.0,"926":82.1,"927":97.9,"928":4.2,"929":97.3,"930":75.0,"931":49.4,"932":20.1,"933":15.0,"934":21.5,"935":37.4,"936":29.6,"937":26.5,"938":61.8,"939":68.2,"940":90.1,"941":45.1,"942":23.6,"943":93.8,"944":36.2,"945":17.6,"946":84.7,"947":69.3,"948":66.0,"949":54.5,"950":34.8,"951":86.4,"952":1.6,"953":69.0,"954":69.8,"955":92.5,"956":45.2,"957":18.8,"958":18.4,"959":82.3,"960":20.3,"961":38.9,"962":11.6,"963":10.1,"964":80.6,"965":33.8,"966":46.0,"967":73.9,"968":44.7,"969":13.0,"970":32.1,"971":48.3,"972":90.6,"973":90.7,"974":18.0,"975":96.5,"976":84.1,"977":62.9,"978":52.5,"979":13.5,"980":37.5,"981":93.4,"982":1.5,"983":68.9,"984":1.8,"985":64.4,"986":60.6,"987":83.0,"988":26.6,"989":12.7,"990":8.4,"991":15.7,"992":87.6,"993":14.1,"994":98.2,"995":65.0,"996":26.6,"997":40.9,"998":15.8,"999":11.3,"1000":21.8,"1001":32.8,"1002":35.8,"1003":8.5,"1004":21.1,"1005":88.9,"1006":14.1,"1007":26.1,"1008":35.1,"1009":63.4,"1010":20.6,"1011":50.1,"1012":24.1,"1013":86.4,"1014":4.3,"1015":56.6,"1016":59.2,"1017":26.2,"1018":53.7,"1019":11.8,"1020":65.6,"1021":21.7,"1022":72.1,"1023":41.3,"1024":52.6,"1025":99.7,"1026":26.4,"1027":47.3,"1028":31.5,"1029":22.6,"1030":64.6,"1031":51.8,"1032":49.1,"1033":22.6,"1034":61.2,"1035":35.8,"1036":3.1,"1037":6.1,"1038":95.8,"1039":93.2,"1040":100.0,"1041":25.4,"1042":89.1,"1043":99.2,"1044":26.4,"1045":64.6,"1046":68.1,"1047":95.6,"1048":2.5,"1049":41.1,"1050":99.7,"1051":36.7,"1052":95.5,"1053":38.5,"1054":1.3,"1055":7.5,"1056":17.6,"1057":3.8,"1058":10.7,"1059":61.1,"1060":65.0,"1061":90.4,"1062":36.6,"1063":40.3,"1064":17.5,"1065":27.9,"1066":99.3,"1067":78.3,"1068":55.6,"1069":88.9,"1070":30.4,"1071":77.0,"1072":1.6,"1073":39.4,"1074":58.2,"1075":97.0,"1076":98.3,"1077":31.4,"1078":10.0,"1079":61.2,"1080":73.4,"1081":1.0,"1082":11.3,"1083":56.7,"1084":12.4,"1085":29.1,"1086":25.8,"1087":94.8,"1088":7.8,"1089":7.6,"1090":5.7,"1091":46.6,"1092":1.3,"1093":95.2,"1094":33.5,"1095":96.2,"1096":5.0,"1097":75.4,"1098":25.2,"1099":66.2,"1100":28.8,"1101":23.3,"1102":39.3,"1103":8.3,"1104":58.3,"1105":61.2,"1106":18.0,"1107":11.6,"1108":37.7,"1109":100.0,"1110":46.8,"1111":54.5,"1112":31.8,"1113":24.6,"1114":95.3,"1115":5.9,"1116":91.5,"1117":27.8,"1118":71.1,"1119":25.4,"1120":41.1,"1121":2.5,"1122":7.2,"1123":16.7,"1124":30.8,"1125":17.8,"1126":20.0,"1127":29.3,"1128":96.9,"1129":74.1,"1130":48.4,"1131":1.6,"1132":36.9,"1133":49.0,"1134":17.1,"1135":100.0,"1136":53.0,"1137":18.8,"1138":17.6,"1139":32.5,"1140":13.2,"1141":28.6,"1142":28.2,"1143":52.2,"1144":93.8,"1145":13.2,"1146":5.9,"1147":9.4,"1148":30.1,"1149":98.7,"1150":12.0,"1151":20.6,"1152":30.8,"1153":12.7,"1154":12.1,"1155":62.1,"1156":98.8,"1157":1.5,"1158":2.0,"1159":97.7,"1160":12.8,"1161":79.1,"1162":16.7,"1163":11.6,"1164":51.1,"1165":34.7,"1166":54.7,"1167":18.7,"1168":8.0,"1169":74.5,"1170":99.4,"1171":100.0,"1172":38.7,"1173":14.1,"1174":33.0,"1175":9.2,"1176":null,"1177":72.1,"1178":77.9,"1179":27.5,"1180":7.6,"1181":18.8,"1182":42.7,"1183":16.9,"1184":3.0,"1185":51.9,"1186":91.2,"1187":97.5,"1188":85.0,"1189":96.2,"1190":6.7,"1191":5.5,"1192":10.3,"1193":53.1,"1194":93.7,"1195":12.3,"1196":9.0,"1197":8.6,"1198":3.8,"1199":93.5,"1200":16.2},"overall_score":{"0":100.0,"1":98.7,"2":98.4,"3":97.7,"4":95.6,"5":95.3,"6":94.6,"7":93.7,"8":93.5,"9":93.3,"10":92.2,"11":91.2,"12":91.0,"13":90.7,"14":90.5,"15":90.4,"16":89.8,"17":88.9,"18":88.7,"19":87.1,"20":87.0,"21":87.0,"22":86.9,"23":86.9,"24":85.6,"25":85.5,"26":84.9,"27":84.8,"28":84.8,"29":84.3,"30":84.0,"31":83.9,"32":83.6,"33":83.0,"34":81.8,"35":81.5,"36":81.5,"37":80.8,"38":80.8,"39":80.6,"40":80.4,"41":80.4,"42":79.9,"43":79.5,"44":78.9,"45":78.8,"46":78.6,"47":78.6,"48":78.4,"49":78.0,"50":77.9,"51":77.3,"52":76.5,"53":76.1,"54":75.8,"55":74.8,"56":74.4,"57":74.3,"58":74.0,"59":73.1,"60":72.9,"61":72.5,"62":72.1,"63":72.0,"64":71.6,"65":70.8,"66":70.6,"67":70.4,"68":70.3,"69":70.1,"70":69.4,"71":69.4,"72":69.2,"73":69.2,"74":69.1,"75":69.0,"76":69.0,"77":68.5,"78":68.5,"79":67.8,"80":67.2,"81":67.0,"82":67.0,"83":66.8,"84":66.8,"85":66.1,"86":65.9,"87":65.7,"88":65.6,"89":65.5,"90":65.5,"91":65.3,"92":65.2,"93":65.2,"94":65.0,"95":65.0,"96":64.9,"97":64.7,"98":64.7,"99":64.6,"100":64.5,"101":63.9,"102":63.9,"103":63.6,"104":63.2,"105":62.3,"106":61.9,"107":61.6,"108":61.5,"109":61.5,"110":61.5,"111":61.4,"112":61.3,"113":60.8,"114":60.8,"115":60.7,"116":60.7,"117":60.4,"118":59.3,"119":59.2,"120":59.1,"121":59.0,"122":59.0,"123":58.7,"124":58.4,"125":58.4,"126":58.3,"127":58.2,"128":58.1,"129":57.7,"130":57.5,"131":57.2,"132":57.1,"133":56.9,"134":56.3,"135":56.3,"136":56.0,"137":56.0,"138":56.0,"139":55.8,"140":55.6,"141":55.5,"142":55.5,"143":55.2,"144":54.7,"145":54.5,"146":54.4,"147":54.4,"148":54.3,"149":54.3,"150":54.2,"151":53.7,"152":53.6,"153":53.3,"154":53.2,"155":52.9,"156":52.8,"157":52.7,"158":52.7,"159":52.6,"160":52.4,"161":52.4,"162":52.2,"163":52.1,"164":52.1,"165":52.1,"166":51.9,"167":51.5,"168":51.3,"169":50.9,"170":50.8,"171":50.7,"172":50.3,"173":50.3,"174":50.3,"175":50.1,"176":50.0,"177":49.8,"178":49.7,"179":49.7,"180":49.6,"181":49.5,"182":49.5,"183":49.5,"184":49.5,"185":49.3,"186":49.2,"187":49.1,"188":49.1,"189":49.0,"190":48.9,"191":48.5,"192":48.5,"193":48.5,"194":48.1,"195":48.1,"196":48.1,"197":48.1,"198":48.0,"199":47.9,"200":47.8,"201":47.4,"202":47.2,"203":47.1,"204":47.0,"205":47.0,"206":46.9,"207":46.9,"208":46.7,"209":46.6,"210":46.6,"211":46.5,"212":46.4,"213":46.3,"214":46.1,"215":45.9,"216":45.8,"217":45.6,"218":45.5,"219":45.2,"220":44.5,"221":44.3,"222":44.2,"223":44.0,"224":44.0,"225":44.0,"226":43.8,"227":43.7,"228":43.6,"229":43.4,"230":43.4,"231":43.3,"232":43.2,"233":43.1,"234":43.0,"235":42.9,"236":42.9,"237":42.8,"238":42.6,"239":42.5,"240":42.5,"241":42.3,"242":42.0,"243":42.0,"244":41.8,"245":41.8,"246":41.6,"247":41.6,"248":41.5,"249":41.3,"250":41.3,"251":41.2,"252":41.1,"253":40.9,"254":40.9,"255":40.6,"256":40.6,"257":40.6,"258":40.5,"259":40.5,"260":40.5,"261":40.4,"262":40.3,"263":40.2,"264":40.2,"265":40.2,"266":40.1,"267":40.1,"268":40.0,"269":39.8,"270":39.8,"271":39.6,"272":39.6,"273":39.5,"274":39.4,"275":39.3,"276":39.2,"277":39.2,"278":39.1,"279":39.1,"280":38.9,"281":38.8,"282":38.6,"283":38.6,"284":38.6,"285":38.5,"286":38.4,"287":38.4,"288":38.3,"289":38.3,"290":38.2,"291":38.1,"292":37.9,"293":37.9,"294":37.9,"295":37.8,"296":37.8,"297":37.8,"298":37.7,"299":37.7,"300":37.6,"301":37.6,"302":37.5,"303":37.4,"304":37.3,"305":37.3,"306":37.0,"307":36.9,"308":36.9,"309":36.9,"310":36.7,"311":36.6,"312":36.5,"313":36.3,"314":36.3,"315":36.2,"316":36.2,"317":36.1,"318":35.9,"319":35.9,"320":35.9,"321":35.8,"322":35.7,"323":35.7,"324":35.6,"325":35.6,"326":35.6,"327":35.6,"328":35.5,"329":35.4,"330":35.3,"331":35.3,"332":35.3,"333":35.1,"334":35.1,"335":35.0,"336":34.9,"337":34.8,"338":34.7,"339":34.7,"340":34.6,"341":34.6,"342":34.2,"343":34.0,"344":34.0,"345":33.9,"346":33.9,"347":33.9,"348":33.8,"349":33.8,"350":33.6,"351":33.5,"352":33.5,"353":33.5,"354":33.4,"355":33.4,"356":33.3,"357":33.3,"358":33.3,"359":33.2,"360":33.1,"361":33.1,"362":33.1,"363":33.0,"364":33.0,"365":33.0,"366":32.9,"367":32.9,"368":32.9,"369":32.9,"370":32.9,"371":32.8,"372":32.5,"373":32.5,"374":32.5,"375":32.5,"376":32.5,"377":32.4,"378":32.2,"379":32.1,"380":32.0,"381":31.9,"382":31.9,"383":31.6,"384":31.5,"385":31.3,"386":31.3,"387":31.2,"388":31.2,"389":31.1,"390":31.0,"391":31.0,"392":31.0,"393":30.8,"394":30.7,"395":30.7,"396":30.6,"397":30.5,"398":30.5,"399":30.5,"400":100.0,"401":98.6,"402":98.5,"403":97.2,"404":96.8,"405":95.6,"406":95.3,"407":93.3,"408":93.2,"409":92.9,"410":92.0,"411":91.3,"412":90.9,"413":90.5,"414":89.6,"415":88.5,"416":87.2,"417":86.9,"418":86.5,"419":86.4,"420":85.9,"421":85.8,"422":85.3,"423":84.4,"424":84.3,"425":83.9,"426":83.2,"427":83.0,"428":82.9,"429":82.6,"430":82.5,"431":81.9,"432":81.7,"433":81.5,"434":81.2,"435":80.6,"436":80.5,"437":80.2,"438":80.1,"439":78.7,"440":78.6,"441":78.3,"442":77.7,"443":77.6,"444":77.0,"445":76.6,"446":75.8,"447":75.7,"448":75.6,"449":75.1,"450":74.9,"451":73.3,"452":73.2,"453":72.9,"454":72.1,"455":72.0,"456":71.1,"457":71.0,"458":70.4,"459":70.4,"460":70.0,"461":69.4,"462":68.7,"463":68.0,"464":67.9,"465":67.8,"466":67.7,"467":67.5,"468":67.4,"469":67.4,"470":67.0,"471":66.3,"472":66.2,"473":65.7,"474":64.8,"475":64.8,"476":64.3,"477":63.6,"478":63.5,"479":63.5,"480":63.4,"481":63.1,"482":63.0,"483":63.0,"484":62.8,"485":62.7,"486":62.6,"487":62.6,"488":62.4,"489":62.3,"490":62.2,"491":62.1,"492":62.0,"493":62.0,"494":61.9,"495":61.6,"496":61.4,"497":60.8,"498":59.8,"499":59.5,"500":59.5,"501":59.5,"502":59.5,"503":59.3,"504":59.3,"505":59.1,"506":58.9,"507":58.4,"508":58.1,"509":57.9,"510":57.3,"511":57.1,"512":56.8,"513":56.6,"514":56.2,"515":55.9,"516":55.8,"517":55.5,"518":55.4,"519":55.2,"520":55.1,"521":55.0,"522":55.0,"523":54.5,"524":54.4,"525":54.1,"526":54.1,"527":53.6,"528":53.6,"529":53.4,"530":53.0,"531":52.9,"532":52.9,"533":52.4,"534":51.9,"535":51.8,"536":51.5,"537":51.3,"538":51.1,"539":50.8,"540":50.7,"541":50.7,"542":50.7,"543":50.4,"544":50.3,"545":50.1,"546":49.9,"547":49.6,"548":49.5,"549":49.5,"550":49.4,"551":49.4,"552":49.2,"553":49.1,"554":49.1,"555":48.7,"556":48.7,"557":48.6,"558":48.5,"559":48.4,"560":48.4,"561":48.2,"562":48.0,"563":48.0,"564":47.9,"565":47.8,"566":47.7,"567":47.6,"568":47.5,"569":47.1,"570":46.8,"571":46.6,"572":46.6,"573":46.6,"574":46.4,"575":46.4,"576":46.4,"577":46.2,"578":46.1,"579":45.9,"580":45.9,"581":45.9,"582":45.8,"583":45.5,"584":45.5,"585":45.4,"586":45.4,"587":45.2,"588":45.1,"589":45.0,"590":44.9,"591":44.8,"592":44.7,"593":44.7,"594":44.4,"595":44.4,"596":44.3,"597":44.1,"598":44.0,"599":43.9,"600":43.9,"601":43.8,"602":43.5,"603":43.3,"604":43.3,"605":43.2,"606":43.0,"607":42.6,"608":42.6,"609":42.6,"610":42.5,"611":42.3,"612":42.3,"613":42.0,"614":42.0,"615":42.0,"616":41.8,"617":41.4,"618":41.4,"619":41.3,"620":41.0,"621":41.0,"622":40.9,"623":40.9,"624":40.9,"625":40.8,"626":40.7,"627":40.5,"628":40.4,"629":40.3,"630":40.0,"631":40.0,"632":40.0,"633":39.4,"634":39.2,"635":39.1,"636":39.0,"637":39.0,"638":38.9,"639":38.9,"640":38.9,"641":38.8,"642":38.8,"643":38.7,"644":38.7,"645":38.5,"646":38.4,"647":38.3,"648":38.2,"649":38.0,"650":38.0,"651":38.0,"652":37.9,"653":37.9,"654":37.7,"655":37.6,"656":37.5,"657":37.5,"658":37.3,"659":37.1,"660":37.1,"661":37.1,"662":37.0,"663":36.7,"664":36.7,"665":36.7,"666":36.7,"667":36.6,"668":36.4,"669":36.4,"670":36.3,"671":36.1,"672":36.1,"673":36.0,"674":35.9,"675":35.9,"676":35.8,"677":35.8,"678":35.7,"679":35.7,"680":35.7,"681":35.7,"682":35.6,"683":35.6,"684":35.3,"685":35.3,"686":35.2,"687":35.1,"688":35.0,"689":35.0,"690":34.9,"691":34.8,"692":34.8,"693":34.8,"694":34.7,"695":34.7,"696":34.7,"697":34.6,"698":34.5,"699":34.5,"700":34.5,"701":34.4,"702":34.4,"703":34.4,"704":34.3,"705":34.2,"706":34.2,"707":34.1,"708":34.0,"709":33.7,"710":33.7,"711":33.6,"712":33.4,"713":33.4,"714":33.3,"715":33.3,"716":33.2,"717":33.2,"718":33.1,"719":33.1,"720":32.8,"721":32.8,"722":32.7,"723":32.7,"724":32.5,"725":32.3,"726":32.3,"727":32.2,"728":32.1,"729":32.1,"730":32.1,"731":32.0,"732":32.0,"733":32.0,"734":32.0,"735":31.9,"736":31.9,"737":31.7,"738":31.7,"739":31.7,"740":31.7,"741":31.7,"742":31.6,"743":31.6,"744":31.5,"745":31.5,"746":31.5,"747":31.3,"748":31.2,"749":31.1,"750":31.0,"751":30.9,"752":30.9,"753":30.8,"754":30.7,"755":30.7,"756":30.7,"757":30.7,"758":30.4,"759":30.4,"760":30.3,"761":30.2,"762":30.1,"763":30.1,"764":30.1,"765":30.0,"766":29.9,"767":29.9,"768":29.7,"769":29.7,"770":29.7,"771":29.6,"772":29.4,"773":29.4,"774":29.3,"775":29.2,"776":29.2,"777":29.2,"778":29.2,"779":29.1,"780":29.0,"781":29.0,"782":29.0,"783":28.8,"784":28.8,"785":28.8,"786":28.7,"787":28.7,"788":28.7,"789":28.7,"790":28.6,"791":28.6,"792":28.6,"793":28.5,"794":28.5,"795":28.3,"796":28.2,"797":28.2,"798":28.2,"799":28.2,"800":28.2,"801":100.0,"802":98.4,"803":97.4,"804":97.2,"805":96.9,"806":95.9,"807":95.0,"808":94.8,"809":94.1,"810":92.0,"811":91.8,"812":91.8,"813":90.9,"814":89.3,"815":88.9,"816":88.6,"817":87.7,"818":87.4,"819":87.4,"820":86.2,"821":86.0,"822":84.3,"823":84.3,"824":83.9,"825":83.8,"826":83.8,"827":82.7,"828":82.6,"829":82.1,"830":82.1,"831":81.5,"832":80.6,"833":80.5,"834":80.5,"835":80.4,"836":80.4,"837":79.6,"838":79.5,"839":78.8,"840":78.6,"841":77.9,"842":77.8,"843":77.1,"844":77.0,"845":76.6,"846":75.9,"847":75.7,"848":74.8,"849":74.5,"850":74.2,"851":74.1,"852":73.6,"853":73.4,"854":72.4,"855":72.3,"856":71.8,"857":71.5,"858":70.9,"859":70.9,"860":70.5,"861":70.5,"862":70.4,"863":69.6,"864":69.0,"865":68.6,"866":68.4,"867":68.2,"868":67.9,"869":67.3,"870":67.1,"871":66.5,"872":66.2,"873":66.0,"874":65.9,"875":65.8,"876":64.9,"877":64.2,"878":64.2,"879":64.1,"880":64.0,"881":63.8,"882":63.7,"883":63.4,"884":63.4,"885":63.2,"886":63.1,"887":62.9,"888":62.6,"889":62.3,"890":62.2,"891":61.9,"892":61.8,"893":61.7,"894":61.7,"895":61.0,"896":60.8,"897":60.6,"898":60.5,"899":60.5,"900":59.9,"901":59.5,"902":58.9,"903":58.8,"904":58.7,"905":58.7,"906":58.6,"907":58.4,"908":58.3,"909":58.3,"910":58.1,"911":57.8,"912":57.4,"913":57.3,"914":56.1,"915":55.8,"916":55.5,"917":55.5,"918":55.4,"919":54.7,"920":54.5,"921":54.5,"922":54.5,"923":54.3,"924":54.2,"925":54.0,"926":54.0,"927":53.9,"928":53.4,"929":53.2,"930":53.1,"931":53.0,"932":53.0,"933":52.9,"934":52.9,"935":52.4,"936":52.3,"937":52.1,"938":52.0,"939":51.9,"940":51.4,"941":51.2,"942":51.2,"943":51.2,"944":51.1,"945":51.0,"946":50.9,"947":50.6,"948":50.5,"949":50.4,"950":50.3,"951":50.0,"952":49.4,"953":49.2,"954":49.0,"955":49.0,"956":48.6,"957":48.6,"958":48.5,"959":48.4,"960":48.3,"961":48.3,"962":48.2,"963":48.1,"964":48.1,"965":47.9,"966":47.9,"967":47.8,"968":47.7,"969":47.7,"970":47.3,"971":47.3,"972":47.3,"973":47.0,"974":46.8,"975":46.8,"976":46.8,"977":46.7,"978":46.6,"979":46.6,"980":46.4,"981":46.3,"982":46.2,"983":46.1,"984":45.9,"985":45.6,"986":45.2,"987":45.2,"988":45.1,"989":45.0,"990":45.0,"991":44.8,"992":44.7,"993":44.7,"994":44.6,"995":44.5,"996":44.2,"997":44.1,"998":44.1,"999":44.0,"1000":44.0,"1001":44.0,"1002":43.7,"1003":43.5,"1004":43.4,"1005":43.3,"1006":43.2,"1007":43.1,"1008":43.1,"1009":43.1,"1010":42.9,"1011":42.8,"1012":42.7,"1013":42.7,"1014":42.1,"1015":42.0,"1016":42.0,"1017":41.4,"1018":41.4,"1019":41.3,"1020":41.3,"1021":41.3,"1022":41.2,"1023":40.9,"1024":40.7,"1025":40.7,"1026":40.4,"1027":40.1,"1028":40.0,"1029":40.0,"1030":40.0,"1031":39.9,"1032":39.8,"1033":39.8,"1034":39.7,"1035":39.6,"1036":39.6,"1037":39.6,"1038":39.5,"1039":39.2,"1040":39.0,"1041":39.0,"1042":39.0,"1043":38.9,"1044":38.8,"1045":38.7,"1046":38.5,"1047":38.4,"1048":38.3,"1049":38.3,"1050":37.8,"1051":37.6,"1052":37.6,"1053":37.5,"1054":37.5,"1055":37.5,"1056":37.3,"1057":37.2,"1058":37.2,"1059":37.1,"1060":37.0,"1061":36.9,"1062":36.8,"1063":36.8,"1064":36.8,"1065":36.7,"1066":36.6,"1067":36.6,"1068":36.5,"1069":36.5,"1070":36.3,"1071":36.1,"1072":36.1,"1073":36.1,"1074":35.9,"1075":35.9,"1076":35.8,"1077":35.7,"1078":35.7,"1079":35.6,"1080":35.4,"1081":35.2,"1082":35.2,"1083":35.2,"1084":35.1,"1085":35.0,"1086":35.0,"1087":34.9,"1088":34.9,"1089":34.9,"1090":34.9,"1091":34.8,"1092":34.8,"1093":34.8,"1094":34.8,"1095":34.8,"1096":34.7,"1097":34.7,"1098":34.6,"1099":34.6,"1100":34.5,"1101":34.4,"1102":34.3,"1103":34.3,"1104":34.3,"1105":34.2,"1106":34.2,"1107":34.1,"1108":34.0,"1109":33.9,"1110":33.7,"1111":33.6,"1112":33.5,"1113":33.5,"1114":33.4,"1115":33.4,"1116":33.4,"1117":33.4,"1118":33.4,"1119":33.3,"1120":33.2,"1121":33.2,"1122":33.1,"1123":33.1,"1124":33.0,"1125":33.0,"1126":32.9,"1127":32.7,"1128":32.6,"1129":32.4,"1130":32.4,"1131":32.3,"1132":32.3,"1133":32.3,"1134":32.2,"1135":32.1,"1136":32.0,"1137":32.0,"1138":31.9,"1139":31.9,"1140":31.8,"1141":31.8,"1142":31.8,"1143":31.8,"1144":31.7,"1145":31.7,"1146":31.6,"1147":31.3,"1148":31.2,"1149":31.1,"1150":31.1,"1151":31.0,"1152":31.0,"1153":30.9,"1154":30.9,"1155":30.8,"1156":30.7,"1157":30.7,"1158":30.6,"1159":30.5,"1160":30.5,"1161":30.5,"1162":30.5,"1163":30.5,"1164":30.4,"1165":30.4,"1166":30.3,"1167":30.2,"1168":29.8,"1169":29.8,"1170":29.7,"1171":29.6,"1172":29.6,"1173":29.4,"1174":29.4,"1175":29.3,"1176":29.2,"1177":29.1,"1178":29.0,"1179":29.0,"1180":28.9,"1181":28.9,"1182":28.9,"1183":28.9,"1184":28.8,"1185":28.8,"1186":28.8,"1187":28.8,"1188":28.7,"1189":28.7,"1190":28.6,"1191":28.6,"1192":28.6,"1193":28.5,"1194":28.5,"1195":28.5,"1196":28.4,"1197":28.4,"1198":28.4,"1199":28.3,"1200":28.3}}
diff --git a/p13/README.md b/p13/README.md
new file mode 100644
index 0000000..6e990c1
--- /dev/null
+++ b/p13/README.md
@@ -0,0 +1,39 @@
+# Project 13 (P13): World University Rankings
+
+
+## Corrections and clarifications:
+
+* None yet.
+
+**Find any issues?** Report to us:
+
+- Iffat Nafisa <nafisa@wisc.edu>
+- Jodi Lawson <jlawson6@wisc.edu>
+
+
+## Instructions:
+
+This project will focus on **SQL**, and **Plotting**. To start, download [`p13.ipynb`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/p13/p13.ipynb), [`p13_test.py`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/p13/p13_test.py), and [`p13_expected.html`](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/p13/p13_expected.html).
+
+**Important Warning:** You must **not** manually download any of the other files. In particular, you are **not** allowed to manually download the file `QSranking.json`. You **must** download this files using Python in your `p13.ipynb` notebook as a part of the project. Otherwise, your code may pass on **your computer**, but **fail** on the testing computer.
+
+You will work on `p13.ipynb` and hand it in. You should follow the provided directions for each question. Questions have **specific** directions on what **to do** and what **not to do**.
+
+------------------------------
+
+## IMPORTANT Submission instructions:
+- Review the [Grading Rubric](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/p13/rubric.md), to ensure that you don't lose points during code review.
+- You must **save your notebook file** before you run the cell containing **export**.
+- Login to [Gradescope](https://www.gradescope.com/) and upload the zip file into the P13 assignment.
+- If you completed the project with a **partner**, make sure to **add their name** by clicking "Add Group Member"
+in Gradescope when uploading the P13 zip file.
+
+   <img src="images/add_group_member.png" width="400">
+
+   **Warning:** You will have to add your partner on Gradescope even if you have filled out this information in your `p13.ipynb` notebook.
+
+- It is **your responsibility** to make sure that your project clears auto-grader tests on the Gradescope test system. Otter test results should be available in a few minutes after your submission. You should be able to see both PASS / FAIL results for the 20 test cases and your total score, which is accessible via Gradescope Dashboard (as in the image below):
+
+    <img src="images/gradescope.png" width="400">
+- **Important:** After you submit, you **need to verify** that your code is visible on Gradescope. If you displayed the output of a large variable anywhere in your notebook, **we will not be able to view your submission**. Make sure you don't have any large outputs in any of your cells, and verify after submission that your code can be viewed.
+- If you feel you have been incorrectly graded on a particular question by the Gradescope autograder, please make a regrade request.
diff --git a/p13/images/README.md b/p13/images/README.md
new file mode 100644
index 0000000..e54c1c7
--- /dev/null
+++ b/p13/images/README.md
@@ -0,0 +1,3 @@
+# Images
+
+Images from p13 are stored here.
diff --git a/p13/images/add_group_member.png b/p13/images/add_group_member.png
new file mode 100644
index 0000000000000000000000000000000000000000..402e5962e3e54ce8349f60ccfe4ce2b60840dd3b
GIT binary patch
literal 160694
zcmd43bx>U0`YxD+;10n9gkS-J2M-V+xVyW%L+}JmaCg_nEx0?425a0M8h2^9JLfy+
zch8-gnyRV!XHu1Px}n&s*=s%T`##dY6y(IwQHW7qym)~wDe+b5#R~+}7cXAjAiV-!
zxlDyL0}n5qmBfW#RE)jd2cEn(7m^iv@uE5k_0bR>c#iBKq3QhM1wQrPzb_?~s7_zJ
zcrK9qDx~sF54sGm@kXBHg+o+cON;cEW@z{E@v$9jaT)ldYw+FQe-ikQ!*th8_s3n2
zz@MPCo2N{lvE}*s<&@<%;~Q7EL^Val2^5M;R3~TW;%a?06`hX^lp?b40<naVC<33D
zIo25wBEr&$MUY@<Ob7b^y!@}PVf7FH^Z550v5Z2_*#7H_?Oor9{`LAl|EwCcq5<FZ
z?^kl{S@eSc^MoSs57+O|P!y{-6w@EJOvhJNR!nLfWn^X7Ye9_~YGT3p|5=ORzt<x3
zKF}AXo>}DYW&in!dnDmW|MLWi;u8J;SlT_prs@CwUL>D@{|_rA{Qu)+%X4%6iA9k(
zr0ndNygj|V;=ui^92`O8xf@2BL`1Rv|NNHjpQi&G2tP5|vE6A?)6gz^-u_tuv(oWs
z%8M7NyQc~H+z&}eX0*6nT^59?&~RQ9jwkbb43#$6&z>y#-t|f<i%?pLm8wlRI$GD;
z)$dQ@v2AVbR4iAI_RS=W;Jm?N;ov0WG%!eVJM!@GkbJL+Ok_^PV{sZ96c!p5W_Y$Y
zHwUL(PqeqMc%fD2uQbo+yHxAJ5Z+TS+}$I|D{XCSn_OCvD=eG$EPctSU9XUblq2>-
z-|$vOPL3unf|8jTGs{$_FghAbQs|$X3G=h+)<z>fY7kV#$HT4l-HqIe-(u|vzS)~B
z05$I29nLx;BdhJ;hdMd&x44ooHDtxMwzf3fESL@#g_9!21$*A(Y-||D#9YfoiacOO
zCne-TW=d4u?2cQa$UjX_Gs?&q3bwjGg7R{jJSSpv;1Gz32=ns`Gn>5W=&0vM1~tBC
zk)OvUR6%4A*o}>eEcat$aWp=EprYcV9avaO-$Eo45Ku7tkX-ircV@+Lr+|-_+dfWK
z^0b(Ilnu!F;o545{`2S0RD$=<f#b&S|Ff4tF>eKUws*E|HL9&HqjP|j%~jj=Y{wPR
zMvzg`ywA-kG_$lq2?&j4+nS!4d><DrmuQPbhm5RjY^;Hz)^0wvlX1w&&CRpy?T`gF
zQR10{$OJ<c7F;Uq*D<_k2WTtxt9NN%!@nL0r=PVkvY>kZeq;fQs{127?!8~of1L~t
zC8D^L%os94937RJj~Eu9l6ph0r)p$JN5?BD#8%?@CGdL#HiL>)8*hX4Dx`bkI^Y3#
z$0|6&=->bQ=fqYd;(OZ(R{7n=OQu~zo$fc36f`8vU>L2ftq9HKc}7MXxVWHvwQ>|x
z6lW)AO}K!w@)u5QY|>`q3Gva~KKn*SPB;mnf1(Who{?bm&=c~%M}5y8JT|`Sc_b|C
z>1ko}DIt*fi>8*{V(;B_?=u4{g^->A8N8;X-LcthWWMRu&A18Ms_&!2e*aa~phRqL
zMQ)A7b^37z@07)-SS9P(Cv@nEzNDOQU$^L^x3>z$9Q%{+6h6~jldti!UYpg?Nmi@;
z+TsQ(KDYOM>*m_i51)IcG`^dKHn02+KeebQS6d{QU=IL!9Vq|C8o%L0hTY}&c}{yS
zR>T}KzB=(YK_tN1ssp#eooJLrB@<KaIJK4@SYO70WhA9xmsh22n*)_(WW-ih4-Iy+
zO6s)EX`Fi3-D7r}#~I>oN5=~}l$u~*^K#69Y+nL5{KJcfjdJ=S%q*UZ?lHHXP}OSW
zGYq*%0HLlPa2+qxR#sq@dZy^5wzkDY|AxOyRAC$=R*hg{SxLQ;#{BTqFCD>hMGQj>
z;bd%=TkUWc<|E;uzre%ec{?*d<SN4@wp8E|H3@@)QZzM}T>UD6lkD>d1I|V~UIHke
z7zUg5&Uzu((HUQD>{|DGT)*SsU|p!-y$Tn!1C3%@!tMHcAu-WMEW)U+MNF2OjmGTH
z?U}rOM`7V}Ff={gG7P_qqJk&cWuMLGY=bX~Oo)u$y;i)$d7~TNiWsO19q&KThZ2i`
z6rE5BrwOe-y4#=Z*4I;0Q=7zwg-Oe(s3?5-4nt3<n}keHDkyv1oWYfLu+zldfv*^3
z>L;dX>D~?v4<8BodS4xv%kDCjK@8FJKUA{V--kawddurWZ^>bVe=9{qmjMejBi(@N
zJw3|Pm)PDyJW>*`>jPDLK|w2G7&<-;&G62scAW+G1B+ij8Y_0pvUsFSD%be%Y|_xe
zs{&IKop#sZ^(orFiw3Y3mM@I3*>rR$>*Y48-Lx^3vFLVv;!eu@?V$S(*f<9kR!S)c
z*%c+c-ko2(#0ONhIr+amL9bfetsCt5T+h0*+hH<j=*2SSTBatZ9uN23vIBAI%(FI&
z&Azjd#~FO`ggl{R5Cq0g?_aT11xKGcn0fGUM4{^}MUwD@rhWnG{Vh@)ViqR(abd%q
zD{bW?BL;za*sgKkJHj5K$fJHm6%|gbW|tOl7;p6QC>J`Qg}6Z*eRt59nNK1`Lf&gZ
z{h+(syMmr)@85AJr;7b+^9V{Rd@+EX<2^Lk65!)BJ6-gr+G+>%^z4qO*V!EF`1-!2
zS0>%l(b*J_<gKyB6l7jqSEijknoCSeLM_!2uov*6HNwbB-znE(wcg)=4MgFwpiuM_
zCOk|23{$Qxg$j5h0dEFTJ}W*kQR!mt&;Df&?0(VZSXh=)r9p6F^;y>bBu!v7m5&$<
zJ~~=VO1<5+@qU0%vc`zzMOaLkH3z{bgg#k5hrnR$!^2ToeC{XUxG6-8Z@0H^`MvPP
zcr~<@YtxX*JVwHa5F6~tCo9PlF8wHhJqcc@W2cq94|5$K18deB2Gsa>-{UbH99&M%
zOgYc&jPkd*>9&1iWoBkhSoj!oppl&XF`Xw)s$^x{$Hrz37h4#q?qeZ4ElR0{0xqbl
zs>2Uo{u#+xgwZN@-r^SwMtK=^XMHrh5*)I6d1i>-4hBz$<BxrjldGg(Sx-q$R@afi
z!M-0bF){PJyH6!1DlRQ?tEx|oN%TG08$76b0efcQ_ynD=D=jTD_g2D5_)nc+T-6Ut
zYD2}Wv~gGCzlAZJ)j0O|m-4#fZ|)WqDlVfCg-<0hSI+(3FAC;ZtoONnOwoeBmu~g;
z5o~F8JDHXQj*qP7e0T3_N}A`aZyp}#S62bTBDl{9s}BFZ#4Fji%+la-b9)X1I1acR
z;#g&+M}L2|+8SRg2}$XIG-oTkJ^Oe3urxyA`i2^R$(Ju*rj2E+XMdYs)_Dx6qzTlF
z{?Tev4Ql+hS)mI6fw9@hcQ76aSFAf5L<a!>rQuok<w(*t@$m0xiJY8akh1F9h7b+~
z9xG)<MQm)my2De$nm69v-1%QT%eSevf4mfvl9GCxk+EB@!{c*iq@<M?J~DE6b1a)F
zxSB6bP_uA^h|y_Ryqn^#^i;Rl;7<DK=SQd8%l+HluU2l$-1vdx&-FHrSC@e<^oVH)
zi5(M-C3;@3XK3R-zI{k}o56*FarIk7Mn+D+<7{IM8TXwa8fB4e09cFC5dbZ+PrlwJ
zGH4vIw%}IXH<4`fyAI)z={zF!64y8hc?YdQ#=O4QHf#ha{k*E6xBmccj^DKX&!p-)
z;(#BiKd|oAqcfjIBO<m-TC~{NIgc%Dk52cM<1X*zcQ<P4t2F8?Ch{lp44ovNpSCi>
zZ7(k+5Z<#hSi>So^9tpoLVpo0Rg#+|vpO1SYR>y<*UO{`c2tlp0hlbW+x*FU=nbEj
zR~nP9K{0j!VowRpXqx-e{nb4=U64)M4V1^{jx9dlIs{{BNktw@hUOxroU!cUez}Fk
z`YD{KN=xGoXnF?5(mghxd<MTb)eMh~E;suL#;<a{Gmucd3qdEuBF1L*yuTD@)|+ld
zib;$SqR)&;;c=T|(ZCX@b$03>&qUv6Ng7fY(cOL)rIMhfrjw-k<=@>cQY7CaaE6LT
zC2kIhr(1HlFBwfEsL&(DCY9YT1%{88;wDRFn)3Q>2Xpm|TOnOTBWN@fX8;=31;6rx
zhrXWcg@WTu3kq6Xp%V2-v}A|nyL#>I4r)4$zPjSdaU(%CK+}<cc)!B$eNXr={LS&x
z#=W^YNlS0-AB#){om&mX4|QrrJUyu|F5DO7D@c}W$+EDfD9jKU=D`;fX1cpajf{LW
zWNT__jQ=VcLPY2?^N0KKu2xwFO~v_V`;&nW46jn(oSo3<@zJ`)jUzV6Jv6c%x*nsY
zz@i~<A6dsyo4euj?Y8vKpGK&Sm?lw#81C+FgPK~Vm7U%pWn$HY^~%aAGRbzqRK)gn
zQF0pU`Dv#b75r<rn`6dvAKG~yQBil;qkx#GDFL2Pj6p?0&G|=Z>Bt0;dWOu*inFt5
zbebHrL@6m;Sy|J-KnaAz#`N^X_I5I4WRJc+1uaDZ0Ux3i*8cwTf`a0=GlPXW?I~yo
zHd^1)v}J{j(yOZrYS<!%CQ;OCu187cLcEujF3QTiEUY^)kUhxWrpG6#tLb5c5i)#`
zX{b`b#?8Yw==s3tgN<`ePxac3MpF>{v2XZqIrPz87Fcc(K`vfW9ZDX_j>c-NEG#6E
zk=E5M6oY@xeJ*`^T3^#^cMZ!6@RRuLx<A=es(yHICD>A50h!Nebm;0C*gcIT-LNrN
z=ZC?H%+2iPn%F;la=F^*1CUh1J~lY^77_l4`y19+g-;rnwWas$19Kd>)nT*$X>(v#
zE`!(p-i1O)$VyE0<Ni{ebwNSF4+;v>#d=d_+PCo;h?ru1{lZUA{9f0G^Kp5`54&z|
zRU-JK>0nmWv7@OZCVtPejlBw8wVfRmD?EgN>fO0&T4wzUjVc3Zl_6BRkCui^z=v24
zPTYKV9;k}b87iL{_`G^T@q+K~%TC^uZUEx~AEYwLEKCnp_2^0=UjFp-BrPR%O~!XU
zF@M*)(&ov_OBFLc);HsNRAZ{k=kgBy&(FrdK%ia7&o6L%OFDVd-c)_&7e-J^PN4D3
zuB|=S7E*6-z8V7HOS=Q?eqy<WV`dse#aY+Rm;;Hcs(5;0XJZGd=*t%O!-E;8ni>@=
zRR=8kmWR`Icy=?i{nacfQDELxH}rds2!O$A|F+0ES{#lKH66LRs-<4OzNJS{;mN7K
zl5TCQjSWc;4{==`&Q>3i=+vQ}K2s{%B04&{&QaSO&<EO&>B=fwI3y2j+_&H3l=U20
zM^xY71*z&@pMEcR&(03^yfiflm6AT{?pAB{Oo+{r=M=BvJcx^@>g<6lRmH}=kd@Q3
zwSFj$6c2oxmuJrJ`$)x7Ro42p-r^%O=C5mPY}714Oetwfk1sNA*SWjnhIv#ZXnm%p
z_B}n%wRNV<aJ9Lwq*~VIYcXSDSdgs)(zo&O^fxxt+I(Rf5B(ffx0m8k22(-Q)CzQ<
z)DMD!&<e)u>%)~+3Pqky*`l<;;hq%+L$;jXe57yXd|;`13fT;d=!YTN1C@@BRSci4
zJ~Jb1XFXif#nU!`kRX^|0a+mf90I;~wdRYFq!;K&-)<l8%+=ND-8tscV}1znNe^d{
zrm9v!pJlbg`Ul3d`08zkR~AsmBIJ%1kdaY%z3){Ht<%!*Yg-@B!U&k`>=q#vN3*rG
z3>pa8R1Qi<3so=s$90-w^%cHM{_2d5*2W~0A>^>?3MYaJ5xt|MsJ2=c2F7zPW@h?*
zFJM$v9*7`Ws?;AfP#$N}Wg-_8$oKP$)U5giHXZ<4Mqd}lA8g9Ss%wX*Tie5T>}E2A
zJh8@frlNhMhY&nALW=cu6(tUuIFG9_QtsCZLLeGo9U6EcO;yg^oQMZ>&y}aAXCAQQ
zjG$k?Qft^Gi$S1oX4VhuQ$?hQv+gI;zxXu}RN~{;Kwt^U<wn0O7<d3U;bMvtjo6gj
zk*M)*z1c$Qa+#mFSaV{ZkmhvtmzHTG$wtXO!YPn~ru&QsJl#*^sQ*pEJc&LFw~p`&
zJVjPA3v%6<k))MUirei^Y~E%IH4KFBmzR?!CnhRtfIiaH=Xl-dEi7!jdd0x&N^EU|
zCQZG&yLx`MpHtxKGY#VRxksCv8fIX+mXpHSSm&AUcrL)EG~h?PziMIi{9RY$WTcmQ
zbmL>@^E144{b*FWs1iE84@qWS^t$qo=!R$y4=!Dwfh#9`V!edBS<TG}HD{VGGOCRY
z!&o}~<3>iDLPO>JU_+iMJ9*!~qahfBe!TSJl%}R0OjLkXX^WPs5iBp0zkdDm>_UV`
zlgIG&5L`hGI;wH`si?!LBLP9<uMA5|5BtY&pf?|#JbHh!iv;h12XCpUZM`2714mvr
zHkoT`c6EvuAr=;TQqe@ReWD8M96E_4L5veMH5C{1iv*9+Fd(wDKlC7eSTSK|k0rWB
zfHsIGCcf(Gq645`Tv>K>`cL$hI3w}?eh0uB7^za2;p@uEN?cxE$r_?QJ<&*l!S&bI
zl!%yi_Lg8WcB6^OKgplXMo175SHHiYFQy;5UYUr=%JN$}U4QlJl?puxZ-#)?=~`r6
zT@)OEo*W!(C9cj@oOsmKRvTV8Mn=sG3p_kLP{XeX0cY1eh__;BBrM<g=LTLe1fDlQ
zAccjc@WFwfy<o&<j=$54Deyuv;97o4m8i+zks$gidBeeBrhf+a^ssyGDL|NHC8Rtr
zH{hWrVZ5nm($Z36$t>#^vz5@7U2HVUa$;giI_arqaHbF?^-5Q9n1Dn5poDZS*OW10
zNDD+6=%N&cX9ngjM;FkuIPJ~R<<c73?(LT+ec@hvSlgQ{tC+c+yi5z0C!AGR;bpTt
zs9@b3EW@Y5JT4~_$ZU4_HCm;}GNM&~KEwAA8{7ZPWu@kJy#*ge-u_KemNM`U`RvA~
zX@ShnX6KjNbQ?Q6-Q~`gNT;VG){77cxyaOtE-pGrZ7G!VFLJTMTIzMGiZN!^YcHH>
z(^7t&pEc1^y-{)3h*Q^jtU3_zE@^6tNW?!xPzlfS^B9Pn6c#pJ<vKQqPh2^@W~u~f
z%rrT>%gU<x@<wn%<_IBJF)4RU@BOLF@bS+l_JQJFX4C58Y3}OEU}_3J;QO=-Oa>Gb
zO0Qn=d0zQz)jD+}nZyxb=M-w!g^mq1AMPSrYs{7}o^sk6giWJ0ZsX!EF1NVz;o;5Q
zlj`e7?mC4H4c+e_$kkODFutN>K`xMG{^(8o<|~dN9Y_m5fOWL{)j{{rhyhFMYI}h?
z{B5AA3I1p*wa%uYQlrQ<D%#`5@l&mcmM3o=%B6Ws=2P9LPamxVg<qF=!fwuP+#Q|s
zVtq;Gq`sM$L^0_eSkl8&+mx4&uB<T9(hdyI&Mu6|=&B~<Pxrzf{2cz%)Odi&$(k}U
zm`rG{J`2>kdjy2;cK@$rWMq+@?<Hg;&oEJd1~@t<HaFJlyRGBzkypnnD*y$=;V!@z
zR^q0?u~_)G;vz@<1ZIi;`BL@y5TKrq>epFKE;a2F5gjHnvRB^ABfa7zO^W_gtjnh+
zZosi`Wo>P3<ypgDgxT`y8u@LdC$HT@+*i@BdoK5f?k963T>x6$@Al;v&EI*(bqRE4
zY3d0q4S9Mz|ColZ%11}Z%ZiDqmIU!juOA<=JFevNMP<3!ShpE3AJ~?v?;q~H<#jci
zNwg)>)KsAf#ImyVrPG5vAE;h;HPkmG!|WV+cw$mg&fmW$wO)d|nA~ssT{lnp6`G8P
z2X}S(4wD0&>ru75RL$jp>dB|)r6mOg^2;C4+}zfKZ<-2PTHbPzh506!jAMw)1+U>B
z_79wvl02!Y0npI=K&M$FdWkeRt0{{fx*iw*Rq3^dM_7u?P2lV67x*eBwzCxnI5;dA
z`)-DYr#D`|tE;slb_m~ld($GI`~PssK;U6VL2a?H(11Xm;OqIoBQoJxt8~1)XAhYR
zIYR-Lm)zH+G8m94-0jT^X}Pfy6vVHlX5Ed6@hbN9^(=Sr@Z#f{)b7yj+*~}{g+C<$
zu~4JU4LSX$Zb$N!==H9P-D&ziS$MeQC+nM2#kSgz9(U-%-hK)pF{f(f^VQGL2;1`V
z@<M>>ofT6O7S>i~=jE)gI`|4d-_(>cKc9MV;Og2pV}XZ<m)YK)S15bPZ`8YWcTvQo
z!Qy?sH3o+Ouq|O<N4ZUQw>ld{<i&T3UTKK-^~Fp~lnf0)bz5hsK2lN9zn=^|i7tn#
zA7AbRWJ4_`qI^c^&(KtU)1jk_-G{lkD)rZ#<vE2k+9x7Y-rm4qjiW%S_Nk;isPB=8
z9dfe7W4}FQUSD5qX(_wX^(;RD`J=&N+@G-6P{gS7?V>B-wzt;|XAsaJF0~7Gw{86%
zqtVjHmlmHlH03CIw6t3?>X{PYX4W>zs|;uLDB;?)&E>~ZKjj1@m=?J~hIhw#s@>I{
ztPU12BmHjdd4-WUw8HH5@zXMN6_j$R=;;*~r&vRCb06zOt-jYJC;O6;ma-2GE#cx+
zczM_YQ}Q~{qKO$&;2!@fU5&s>%+%{PIgpaBT_~)cii^R16yX2BQ5O#m9~xTFs}qh~
zkF2yOibGC&cQo6dmMnpc^cfvx;r5#GqcEhCsV(~*C#`sV)~bxq52+G36)JAVh^(|0
zWm{b%TwovZDk(LIiYn027o$Lx=7|}*zo%DKg-0vU1Yjq{!Np;xq<8==Sw2ioE}vI>
zrS<M)t?N(8j+1wl8EHoPxsw_QyH3a9iLa%(u%Kvmrb=2!uid%DEvv(~{BSv5HW$>$
zP0gW-<h?q9hv+LH;GwB`YgXM}uQ@+2l#>&yDzsY&aN%_}Fi%1rzpbBHamtM?UW2oh
zQ5Cw<lG2MFw+>bjh$@?<o-fJ-p{f9Hpy;hM8K+(;)9f-)|GUh(3OdmP?xSX;%xnDB
z?y?z-dGq{8L@yfb9z_Oh$Vehi=zatVs@aG_*+EE5(Ax}vfF-@Z+WbKHU@%v`c_bdS
zM%>)Ut0z`8WiFfQ@;ph+syGqR;?}jX9D+7q?<ZJxQ2F~bcfumz{?fzc%8G=)t*1!N
zmE?1yZKWOqmo30P{K`}Q3=k^MECXwu>D{jy)38e04>bOij@ROqW^mdEtb@;=X<VQ(
zlS1UiaitgdzDtc)Q#(iYvvx~tM!#)bNiIk(2)e%X|H_Li;@4{*5*CR|t*9|ORgg%+
z##T*=2}<bXrh?Qi>||$0J6;|8psUWPqV70;md!27^Vz)oRoxRDO>+VC(peqNV_Nl-
zW^<tSynz#bH#UCuxGgH2xHzt(<yGffi)63MrJxb$kQcg}CJ)cRxIQt9ol*k@CC!NL
z+TJ-lL~>LFDQ7jiZ(ukyC4s9K#YX;J4KU~K7H{s;TM7w9CaL=ab18?L8>Rj7!sYR@
zt^O*rqa#ZrE!CEv->xK0-ND{M;f|Pd>G2JYvojclC;0ocij%y&@7YXmU&9p?IZIDc
z5||OPU|YX*H8ha5r-C<X*a)d!zy9hsEmH{k{U#K}Z}V_L@Vgowalk7R?^UeeD7i}4
zS>&^GVfdWZtrTStakx1fVc9_=4UL)F^FIB^FvGLJ^q`!c+?a&EzLM}p5dsepk&o^p
zb9=}4%S(GJ3sCvpavdpZMp&uW?wGK@e??{{$3xn)`u5h2UWdE9mXy^qq<opr_5HHe
z#J-EF>Gn(*0p`KfZdeN+c%JH`j7;KaT7%U@?meQkvT}tOzt5e>K}pF}f0Uo0`OOHV
z9&*C*XY!B6XD?3i7%L2i`cnr#FKt{MnKUAj9=pf;>!Y~CS=w-7ytnwAhGXexwPqgo
z_mH~s)ex~fAyLjUjdde)bNA<`n!5}3+S;TFZ7%O~lf|2pvyLHb;l1Y{&EX#(i|LIM
zlj0M)wt{mg#TpKywR^wq?wXUY>FX&9v}xbWbMhOik(ef=EPH*BlxP$UUcB=Rp`v!1
zm|FehtukXpJjBI`pq8fID=|JCkkBX=$OX3YD?J5$cwSrk;o~_2{r>7yrGer*U%j>a
zi9NrAgub}>;(;ovxg07IvgYaP!cUMzEQJ88<@S#4lTcTf+34JFtELx%&kz`*@>Dy_
zT|nn&#X>7T)qA7;CCwJjvZI9@*bm&ItX6N>ZY36QG6c1}Tf+^W9x+Wvv6O(>@Se;5
zQAz1H74@w9p_@B&PF=aM^95z9Yhb_cP%H-NAc{4qhP=WnSL9!D0f^*#i?hOttQ>;R
zpxTRGuba1d#e%fdHnL_1;=3Cg6)mU~7~VEq6@u0Pk<-vDli_LH6ATP+UCT6W`Cs{X
zJk(p<>JXrS9=0Q!=H{?ipGACavoKw5EDn&HnD6;vJ%4iS^&@wL%M5$t>5BLF<@DR9
zq4w>?rx#~n@Q|6Q`RwzwxuT<^lNCKz#+avyf{sjCUA>!`vU@IeQuNyT5x>*vTB^@!
zPvN4L2HNp#RBA<`#!RJ=n=0yP@aFEWx|#wO9(D@1)pR<Y@&P%*)qYR2uq~iix{(Sv
ztQAWqJ(fPOnox)%Ryc-S9u6qxr}o@pQ@*ygrb1$1ou19&_c$M|H7Cs!0KiYP-q&Z;
z7RFjdyS^qz$a6kfZER1@U$Z}HdIc%JmXn*d`3poKJ+c17U^M0U=%14E55#1gBSXz$
z?d{4Ef1nrU4Fb&_cU^5w1mi)}w3we7EQ-pl%L^D8-)~?MR-Nx$9Yv8dwK_Qt#D$FW
z^MhPDMi}fXi^%K}p4WAIzb7m`LZ_)pVdc5To40qj+JLT>Rs3;XaUx2uHI>iwyvC!J
zudbGCu4T5%Hcd28)K1`=ijopa11IxJYmju2@`D@Z{%lb|!Zs9)JIkcotM236Yr<B!
z)LvRp;byUzsHfW!jm9@y+4OL!Y4Mc`9DpS(TLIwF*W24~dzXPrOImOe^P-{!=!Y%{
z_#Nv<8C?c4tn7Te4hG^J9BP*(ptA5hpA?6g9t-SME($Zl_(Z2q{O>S1AqgF74q=td
z3@zp6<0N_Fm=m+ihHOzhd@Zz8ogant^gvGd0Ya(eGjKI$&dxpL%lWOJ>5CCS+)#er
z2%1OOGKWfv;+3G~TNEiNgUZRK#=%+;(79LH*vMf#Jna@v0ebUdwXHUBL}E&U>tlD&
z-kgRNnN><?XqceSU2c9hi~GW-NHyWNJ%e2Ve(sge_sz{uLPCzJ@*EI&xz^LcK?pBz
zcXv0HsIZKTmQrlnco~hNj#6xDW`%YhLyxC~lvF(gf`NhhQ2dO&y}LQ3q8=3*AuA;b
zjOsWaz`crj`33o7x-Dw#R`bz$Q(sQua&z;4n}Km|UCKPc%p991F$sx!+|Fhv$IF7g
zPmk(kZ~n4M+L{&?u}Q|=RUWq=_(l6VZ*Ot!ZBV5{WoM>`lebS`FvD~cxzSM=F<Jk>
zs4*xvHa1RIsb3`~mQ%Ut>3Kw;b9HPsEu3q?Udt92z^JZOYpv}zX&(XJmciknIhSLV
zl!nmo`01*bu*U$AHD3D4?9N5OZ0&*T^O_nHrs$*?Y}|sU0e*hUDdrE2ewAbnBwv-j
zM<x~~rlvlhKoMS3T>AaJ`_sLBK^`8P&Q40_7sXVZteToZGxh_e`o4~iN_v?e$n_Cb
zRU=m)KxJjnlPuNg==iOiDUqouqPp_8lRV9blQD@j{P*Src#4wf2z6=3w)~^rxs7E|
z(V0~^x|c8USgV(E-&Y=}zn&KTp0=nWlmjXoVdZVEAQ}A`j`pD{KRcUjag{bYIxS5>
z`ypu$YBQ&}@%VVIYKX*vjBF^-J~%S6canDWiN!=sK_fXK1EwtEW@ks_)(RWwqo!)~
z^tgg9xSo}1zAX>r4h~{Be>&EC*0#1*x9bKM=N~gQr|as9bocOSXjZRGegNv)bRqim
zs{>&rD|*BT-WEc^i<w|+As<~`b<C*W;b`>5h9j~vD5$7{-uIWY<nA*n>LJXHd9@d9
zwDR02B9W2H4>z)Sa{h2dIVGv-v6CwNHL&-F6cikI3Ag$AxmnNr;z$(JBX@m$c7Bhi
zox|pm^YcN}ed4zIqfOtK-U(os6-!9{LP4@2=Lp7A2rv}mBB2lvu*8m0U(o}0gv&Nw
zq+I5`&GrEtE{*F1`@6$OybjAc*`H}+x{7y#T34_vHA_oNBPWzc4g&0_ihx?kLMjUb
z2O~ch7c)CUOPyQB^FwlaVq$t~v&nM5orqXfFwm{=wKNU%&UomCU<r4CfLm@76zGzl
zKZ%N(1rP7|D3`>NLY|vTJV*7CtxK2O#O#C)t#d2y`-{l0aGIJPhU>sBV0KLK6PO41
z^)@u*^*K<nzkg=9jJMq}zhH-!G~A(iK}-L@z$}tV@y}mpfA)bXYa|qfaKE5jHgDqi
z?!Mo|T$yL?3)$+HNliDImKK|^aHOIlMoisrRkQd+y{q#f2D<&S3b_sak9XA6n2#_X
zDb#K6y%T*6Eh{Q!dA+J^CW;9)QR*VlUUL$`fZltG+G_|zVLCQ8HdUx%ud#7PyMbx7
z@vJD=^l(<c*&_~+>L}N|-JBeM{S2+)<f^PI@^j0d^#cTH?sgR=RX;tTRRJi&x^`x^
zPw%_`O3%43<KMgis>j9JJiE5ngI33y!ZcqL`OWdla-%E>eeuEBmfmvn_VzYF?sY(n
zSW-qF#xs4~Tnh?G#N@;ZGuKFMKxWP?b9f3kbAL9In5}&djT9ZvQ2AO?Pa3CZCy1sS
zPJnj!bL-(_)b{l6-_X@ZU!@oN2LL8xkg~jRqj_shUx&iOJ8omU%FR7}b%9E~^$lIv
z)6DGa73J<*r;Br=&CR|wuIO^~vZ`n-Dw<iyGzLa5iPwX^w}^$W(95zM$axQI5WA+7
z@Wu`QS?FJj2OS+l?ZuVv#_=`lhwn*gEk!xi?@k(?{GExymF<t})jPh#aeQ{Iv{CCg
z>6@w^z|8V_X5wWWRS<Q30I?p1V9=sIg|7ZyD9o)WQBu))gY&dV9=f%=x!Ph0+bkvE
z3Fc9zQRMlfpAeVE_uP?Cxzb)xc<6S#ph^h(r4N_Jeh3NjA>_2|E=Rlx3$<#Rwnu98
zBjR&zZg_SlXz(Ldao+8MyEW<2p8!~-&o1{Cl#~=?nFL*3?%qC{q$#XY((-;V;`Br@
zdyS%5VEi63GHUAUn{92?DDOAe8r&UUCn5qQC8{8--Cc4sg*!jKDrB_=qjz~#4znSc
ztn>2<^uW-?oFPzYt9=d`&cMLnu_?!qN*+OcdQv9;><|?dA~^@ik<Ws(d-SZlM+-e;
zr3Y%9jG{`sN>N(j&KLeRfY2<@AQfM%2GEbAzJ8JPt#^r5mQaBh5mAD=O1gui#~ZB9
zl?iPfxv^mPlg~Ifz_Ah|CRQq*xov9F-Q2AF_RRr0S$TE_?D(G263pyR%A=!oRMZ{4
zeL~e>X?A3dKXf!Zl+5<ls9}JUz+!f9xi}qcvm|Y6h0dD28ghBLI<c@YGM6k>LXr_S
zys*@oUG=96{A=c1LO}sb?gh}w0=Aq%vVaeCbRK5bEf;HDS`R-Hun1;nXGRA{sKVma
zMSmLx0unzFugl)|mx%J2-mqiRhr1U<kFVhV3L~4&MRMEU<l}NOSK=Kv?N&Pc&NoCq
zP$Xzkvojq2DOR@J-&Zp;Q&H;qFgScuSM6~MozEDE;t@6j7Z-a)l3k%AWf#u7Sg!hZ
zgA|LH^jh!MUJfXo{rUxHra#63-xNTq>*=j%#?kf&Xx4dLOsQ7_Ix_5Ze>jOqI&sP4
zau4&<7hEi?<j<bJf5%VXS<lX`+V}DDlDHo=f7?V5x4^-8|2Dhe5R%dA@@wWpB~XL_
z(e*;D?0ejgJf$jb721z%HP#Q;WrhA<R5dmA<c=4XTi#Ye{9*OJyK)`b?_5<?>5KJZ
zH#QW4%Ahtix=xW@D*+dOc`tRl)twK5CSGSd=;`2$#fHjf^m2eO)%smTcFelJUyk=?
zz%9FZRCaU}Z*3cIYZEw0JB0o?#WZr!yF2DZed^4z0<NE_=q8ku!#2^ABQDa^7OB==
zVOCV?&9#+Zb@@-0w9o?-ov23>Xl}0c@nnUS6o(AC*2FY_-CtHhf`zK}{OZ0gHa2=~
zcQZ_0%0EmbQb?leyyJA@nNh?iAP<=G1)ajt0Ajl7`4YU&Zca?fCi0WiXE>2@dT+dC
ze^Vqvbzjrf{f23yMZX!ju+SF__O&U0u@xBPWog}kiYagE#n4gR`WbDyS3VXS2WNBl
zMn)!ZUDTmUT-e`MV~*PW=5%Bv2La*C!{gQG&-``2HDL4NCT6}7VE_wKt)ldv?z`HR
z1#NzasY$1lfvO4h#QZ$&=m;AsD(=NOAd9gRq2-mdH`nFoqex5pC@TpJ^tPfPpUKI1
zzajiKI*iH|&hklSa8#E01Coqv`H1FK#S2GYUw%zZ4aTx9ONBonpbwS3y})q<M1o~p
z9H0-iDIxZkL_!HYJ@@?;7JxQhdhqH2_q<c7D$|sd?_7Q6m6SCVbC$XeG%NL<j+a<%
zkC^=A4XMvW4_s)Bn#P=>Y<Wio6Y}D|lr%$VXt$a{o&2j;0)4$-c1rd10F4+Zd4{w$
zzpD-XX3T)*#@OZekFv6$*vZY#PTC(o%G$8gGcoW0g@e5;Zb%nTlU-fqQeF~SR^E>Y
z=ao2wk8WR7V$ef<HfmzRA&f6qnU;Z+l%6XMuq%~@h@Xv%4_&#q%q^nBT=P-D9gv<j
z@0mOOev|I2SCW<j?Tsy2%`TQ(YhBB{ZuuPVUNF+X$05eXCL~?}NIt@lH%!E`dTNm6
z#fSA;a~1{~ft8+tfr)vKn;1%fq1B!(`(a&{A0OY&$@yqgZQ00zf`sgGw<9a2mRMAI
zQjo?q8Xf^gSwBGOk5g8@A>~6b#}5B?ch}_Msn_g!xHn&`MNC{ZmP&f+?C3~zaCmWc
zrrYj%xPGxqXK7jG`vIIG9tG&IW`<V0j?<v1v9ZwebI8ulG@B}7AGi-*tl4F+Q+KnD
zP=NzZcR9WF^ISz~(QZTRQme<+^%2;(zmwWP$dF>7CjW7shlh47%kSpQSjwuz-r$`k
ziW0)r5nrSID&P;<p`mf8R~}ZueuHIUZAp|B{bKfI8GH`P2`Om<Irr)9_As6CfE+P@
zYEt>WGHkn2T+y*Qqm3VW+Ke9<rt<RT4`7BCCLIkAA6(pcIgR0FV5vC|U<O&$kvaDU
zKv6b3z&ru<4}T<`PRXaF$N#=uyGQi&2QIB%hgVW^EY6D#U)6*K*V`(<+atX*vcKHM
zXAS$JBZJoNK6|npP*UyIJ^FAHmCnO%HdjRfyPxOdb%OFMkwyj#_Y9NZ61X3B!ExhP
zO@wjTfl5Fh2Ekom<%yCRa2P?(<3x3}!({Avk6p*zTGxnVTt5a0!c0B{a1ZZQ@?Jo(
zE0bSyOlT}Pos+t_PF<Ya_|TI$?y{i--QCH~%;5F*E$6+jMMeGk`t`?8pG?1g6^@Oa
zEHM@lVJ!c>wbc_FH*IP%P=A7z7Ne)&s)>}<7A|8V+V?s4ecqH(h;|*`#xAD3oZL_a
zv@<`W-p)_ixiQ}f4a5J9Gx{j!5dF)uv&;#_P#hfHOY}ASJ<5h5gp;dEd?jB|NxSQ%
zu8sv2bS9oHQ`2KXFKki*b6dOqr+2~<-+Cv})3TWm%3VbRgUCC)8ENQqi<Ix;(MDv4
z2e}>BYa$E9$kUGf{a-o2UrpRe57eubJwwB#CA{r!AiaNHF#QgE4R5@;2{@)2IJnID
zr;+{UDWU=!2~!^NB#SjsYGhA68wzLsx~doK?Wy4kd`@l^)upv}#oO+?Iq<x-l9OY>
z`q=nHM7ZQ!hFcc092|}P0Wa-vW>i&}mm1AL_St11iEV(STv~D`7j&_j)zhm#PwYtf
zZbeg+?^0#=psaoll6+KZMT_Ppu*TZi4*EffT?0l&t)+?B+LlB@7MRDSke{I^5s{WE
z2}sq_5)x9fvlF(n!w<-zqHiu!rezoH<62)w|CRI-04@^7@-krZYi(^zf2;8;IIwpE
zgVfW)5)fQN@(T*^-<&!)3Xu(>30_n=>CzSVF6ktrk}%RU28Dh+nJx}%_WUL$rsC!%
z<tv~PT8BqOk<-r0o9pczjgj_q6ioMlPBAGu+0?WS<l}WN_d=t*K3;_YJz{CYXb_?A
zdqg)AX<21QnXx#80qKh=1DUC*hKHP@qNgFnn->tUNKqQyhqAqC<n!7FM`c`slkz;c
z2EVHM+Y((BJv|IQTg4VPTp8KBc6)U34O4~8gbcpYurL7D1I^94+k=+pBz1k_A|g^>
z@8bPpA=f9@)#ahckwKtrDzU1%$v&<+e{OauK0L~GAYW+^kII2PJVXDK`J1k-MkXc1
z#{*^j109bCV1$BZR6zo=qL{e^pRapD%IoSD_x5AHI<i&+Z7vE5O0%b@fX@{@3%7=b
z#<%M&FyI@E#UcplO+8}+3Z;k-EHFPmWIRh;Ox)dOvA(>3x-5MpD5ipx7icg97-)CP
z1A2zJ?EQs>r&Uzc06oKN=nWAaU2Fv0V@fp}`yp_eb&PqqdAgKX9UTD<z&eTX5HJ+P
zfy;=L?hIRzhvvs7CjrM^#T)&(g#|vIE>9a?cfAH1O>0t8F6K&qfB)3snxU-Bl)K|i
zaiFzQR#KKlLw7IJUoEy>OkdKGC?;Zta{wbTgutT`p#ffpxfFq?CmkIfAFu1B$5p@R
zvFe;v0_K22T~+FW%d#@@@vNR0CBp~Npwivz#KfvBig9&J%)u9;K@4V~g+kR*gv(>b
zQ=dHD8m=|0F9kYFOW8`%9Uu@$y}>TJ!+IbR+Qrr>nwLUER99E^Q(nd!cFhRAfTq9Y
zwyHv0tA(_wTeqS?@`_4PJ3=rs1+LDof>sj&Q+5{z|1`l^oRH5$_s`NK0y;l2Ga4Jm
zp7ZTfhRYtrIKXiUW9^{SL+Fl+W8|m<;APD|MOwqc!N@=LcX(5<m^we42wnn4b9s^5
zK4g4aMoHqfAZd5c?P$PlkGpf)e}s58CoU$`O2%^mKIEoA#*B}28G;h(87dV#L?6KT
zQM}=>vriOYRcFJK9H;g<ZNu|LMbYBpZ5IgXe@b_z9%?btndfmxwxV@j<zz-)!_1k<
z1pHF;6%=%oaBvBp*XG0W%*RVhOJuTG@R@Y;OYF#*mRb`sGr=Z_4+sck0?rlDij6kM
zHbj<mb3K60>2{4VezbCaab|92-r;NSw>`G}`1lGH*BDM$w-N2n%;azP`^VEh)W#R!
z(cueZq&a73pr3*RfL9$);zXOK9g&oJiE&BphwA~h57)>1Zqtk7>RMU|6<rdb_}<}9
zGt<n=jqRqZD;MgOTLk#^kO@=WEpt=zRo~0#kB7(GeZvE#IVJs$bP|E0V!>i!m(a<C
zx{n_inB5&=Qc|yGzX5VA(0b3+`>pm6j028+m%6%n@-II)-tstGZB}Fe{$@iiNogtH
z+pVt~rVji~-kYBAJWa{Bfumk-Cwy+7Sb65>ve9+2V`Bw<u9UQ-q;y3Src0k}fw&1C
z{aDG>DB{h<`33sbWn&Y=^K)Hp?)y*gH+t`!wXcucogUOAzP{E`7cm^Hq0%d?%=0=L
zv#qglbE}Um#6NUue(KY2^YJ<X8#fO5TyESIF1L*7w7<q<o#t9=Bo?pBjoD3mQUz?c
z+DAuMCMIr|2dW<Uc?hR6GE3`gf5g<>yejona7xteW}aC+XO|09M3Ph0p2$&`CWnUx
zqu*Ta78DjRE>`8VCCqfEuoqMPHOF$;|I6^}z)AnC=@Txijz&lrA6>PzU`k)CTACRw
zHvE8Tl$dnlcQ(SxjirQtc>u>lU6RVZO@PM}5}fJt3}_)r4#ERtKylpe{n})qBU(`K
z<XF8+x)SFOpImI+>EDck;-H_Apl`5ySYDb9qGxQ|JQIlm4FW8FxZUj23PBPo#tFqm
z*$^1xvGp_1?muJ+a;PYlTi11b5M&y9=tj5NNa`AWc5Z2~e=E>SqtZ^Ptt#m_9WB(>
z>}J|FQPY~+-8XYIl;MRv!P@%yGazxKvpT*#OeE{%e@rQz&FE-$1gOrXm;gk(Wj_ar
z4gpF8jCVvePEK}9fOYUhK|uov6$3hDeHks}uc}M`{Qj@$xrh9B=>0|NDSklz74Ea~
z0yj@nleN1I$y}*C5TgLhyK*|8$=~3xnaw#kvYzE{ZMDdgMUe5@IIQ|cUo6#?3cP&!
z>~c(|+e|+=91<9`;(crIc#4fH77@%WA*{3k+}ibEBuLM2&mr{sDkx*QL^SMS;qo1c
z(apipB7yypoBdqxN}aTW#@s=<cH(%}YLo86A}0A~-#eqZ??1|2T>v*-#cB%!EoF;g
zpA-;f8APVmX)sPJsTn#I3IHhUHW)(|_OFPj#Rk{3;vDQ^?5#K0ILDA`Wi8M9eTJlF
z_k;ALEOSF6dS-^*%f7z(tHY=A#k%R4;o;%KRebSsA2_&*<#rDHd$c)Gmf01s<MWxZ
z2qIeG5k4LPzvt6uc0RA&`zr;`WYih&^Mjxl9pCGkc*@eD@<ep|=nU#H5|{FfWTXUM
z7c07;2|$QGv;0MVpR{SJP+eP5G4AhAlbkFAx-a;G{^P7BE9k7oFIfIdXDc29gjru8
z+ufcX`L6+MR6DMB_z9E4wzW*O=i7Xxaa2+tb#LWLz3cWP{LT!f?#}jZQc_YJ2-0M&
z9w02NQB7v%ao5C<#9mvY_ED#Id_Y}EX=DG;+SE*}((`pF*d&wNkEtX3`$)MC0ZHUH
zA`^_LP+pI9Z$-z6NLP}z3VJr))U-6YZn5uyll2vv##R=uNqC*EW%PVkQmKa}ihcuH
zzCJ%c7a+TkG1s!OXMOfWdxNl}*XXzm3<!&<bwK7NT9B2;5|AkXE!M`|5;^Y529?Gd
zazEXN>hM#tEmm2%wx;G%yP-nsx2lxZLi5q07#cAeA1+N!Y6ALkNds!GkrC(7JipPO
z>>L<F9$2vDHeh!gn(>xrBOIjG(Pp}ng`JU*Fg_veV!6+wJ_~qj06NCU)wNh9@Xs^r
zEgu0k9=soE@%{-bVL0G%2H1kM>2EOjfAWPOim!p9RK0za#>QbKWOU_H*k+icdkuE7
zz*`>cD=0ia;*f1^Z9V$PC|QNp`7<)nO<0P}gSU=`Kz-IO01+V3wXXLB+;&`uBkJAe
zQ6^stDeGq7b-qGza*_%~`6ZbU)o5m7hJb*016_!?LZH=9&{I>ZX*LK<iNU5r8&Qo_
z|1$*%PJ?HYmQaxR`jwl#v_@H2VZ0tGQp>v7FYLU>O>=_j#e<ZxETceiO)*VZyDpF~
zStt-ebhoeUF5yy!K{q(`dqWP+nR|x;n!I6QF{;Vg{ISi;8VaqSUmW*1H(6S4kq__(
zX75?oBl;kFRuLrCYd#VI^S)5P!Cm`QRSl&5GF!i$?Z6)LLeLbI6tb0oLi~5X35w{*
z*c`_f%j>lh3Ybn7^0%z`g1iG0Q*S6`Xr>@fu)Tfd(Pq~l^1zU2rDwaKrSZAN<FKce
zz{CNFJPcMW6VIGT%FD?v*SO0M`1%-p$4;i&f5%5#1ZtEJI@W%(PcTzkPCf)4=5t*4
zZV-aYhA?p2At7VtnN9zAeZp2-3udtJb90<_08EE6Y8tm4V;PI|4C*Q>w*~p$zruhB
zgE|(r=44I}xGP|$BMOT$@X5Xo@V?kjya(bpE0khoOTYJ_Go>bTt>)u^?;k*jhP#eu
zF$^*^zaJp@f6|k}g5bgI(K=;wCNdrfWa%70pI)BY&!wyRih^A7<ABHHs($}$@8GH}
zt-;L9ti9e(e6$puAcKkiJw1&SdbhA}8N(f5hmRu|FUl`ETCF*ns3Y;Q_5AF8{fU<|
zal}@uqlOW%ZvqZYd3_y7rN-UCSevAA{~RCBJ-n)0@*Gx2BX`Ma2NrVxb6|TJl!hd2
z(YU`g{qx;SJe@p^+-H6h335`>m6O%SpTyldif0pn$a5Y<_cxtc<15Q8t1T{;;H4%&
zzywIHCBH{*Z@?@qN62xooxz7I9%01s{7=jWi35XxAj!Y=@%u^}=E)L=+wITUla*?+
z@iNrf)}_(K(kR&|aNd9gsJM&8cMJ5yPwb(c8Xf-zAG_M1e+0vJaR@y4yS65k%O_at
z>R~A;D5!DoGCyA56ZSzGwpgNXrj{7hv04UJ_H;eO@EV!^W3e*5k5GOEny&*KsS*-$
zv2O@=*Viq3H$dx8F;74^3-qJ6ua_o*%;#vDj$C}e!QK5f@N7PgmVtrZX!zfeV_*0<
zaCmqm6Eiby9MH}R`wIhJB2!aSssbjRPsH|9ZPhVFILsW10qNmo#W@o|)L||QPgYjC
zblz54WV)mL-Z6k27UJXZ?VHkh!yi2to3gyx+JfSg?C)Ph@Wms7|2xk3WA66$im#z^
zwW()6EDXq#0yx98(r9L8(tDuU!Sso^yu4t0w^AQ7L*S}!8CDuH0H7=|d<u;|Ndo5`
zh;>}Q<#}9!;D??aZ-%rDMD|lrMK=NH0q1pfeR`(Z;Ik;cJ6=^@t6upQu!oMoG_UMS
zeRFejkIKsA(*@lxp7=HJ-H1OPlB~&(R=n>Vci$SZjD5*j?RX<+DG44s;_EC6{uoJ&
z{$HVIt5*QRA~u{v$Hp)DY@L=BgxRjPrLns%40eeSpHqcMlJr~+tA8EnAJJ}lJTE6H
z3>E{*eeMp7%2%M>W6Jz@!*5=n?Y}2mxVw8tHmgDpM*qSfyU5*TmP}DG#&xmbh{s7n
zMdMpfXu{i*0h?@cyHYY2rV1d98%4$o?W!$e;Hr2&-Jb#|T7dj0o>!fYSA~4kOwEXc
zV+fJ$4CXAqk7~88r3lLt%Ton%eSgEh;L*__dHWNDD??2JWo6~tkMvA5%!2=HQ*=XK
z=iI7L1dboXAOF+tJf{`;1vcg2b4=KL`X{vh|2`=Gz$~(-ZutC9T-*=!S|7qa=SKuQ
zswo$@BXa~R)b`?TiA2EU=Gy=7^Xyi|XrDe6vj!52%4mECLh}@y|C1Q6QyF4&noEJV
z`hC0QLZ(M%^@<{J&H%U;kZA?tk^qqYlWFxiw9?VCGEjN_e`Z=04TS{s?BF%&{*`Hc
z4XhMI=2!U41|;7vOaCWNZzViRuXk;3go`w@S(zSp`<dn+jQ$r;|39Sgb7&M)v|6vO
zRnxA9z3g<FHjiDC^UdB(PyTmsU-rAA4o*VsYf3;yT9-s-k(|V~a{Ql53nS%p(6zkt
z8v~1Q9wzx++AF9ZN2QY%k<G^?WQohpp7x-<<KR0CKdL=LbnABWve)8xzQjfptc;yh
zvT|d0*xHBtu(+eGZj~6Sspq>kp_`2A0m`R==W{r!yLcXFe9ij5KQsWi5<N8!Cx1f7
znC-~}?Rzz#!>Ih+F2~b+lh-l+$BoooF16Zn$wXIl+b8Py$$eW#OmF)^G7YoxXVqT3
ziB+zauvoLT1{TK;U%3DJ=zzUS!^EVHn`?!H#EiK%_44W*nj6;6-My)hfU*UB-5N8O
zBD<rj1(!)KEnbtY1nOtx(=#y|YNfl>mzu1OOiT;2RR&hg3%l>0br3{;W@V*{$wsuB
z4&(ppvkm(C5*StD;{5ixboKPe1csAkC@3iYFX8+J`G#0JL62bKQel1WDB@CCvb;Z#
zsjG~rB5Ms6v|~exuCr=tQ&W~OO})&7tX(1^F*6}KYDqdf-i(ifOalBz=MS^6j|<mq
zbq;8k#%l4}7W<PHpRC+wB4W#v77MkL<lDRt-s~|@GR2I4K$HA=Xl=*XIXoMU234x9
zy%uP-E-Y^Qw#K4IMn+#3%F^*g9v79G&XO>sdz{ZzLsE&Cm&4;~rq+t>oC;{?ZYEo1
z7f<wBPItEX>@kU0S@DQ8)hwev`<zl!Rb^zpOnD95{z{(KeG`L0*<G5=`=JtZJ;7DS
z=l;>C6CCzQZH7{mb4UEx@2V3``>E$Bz7vWWi-czv=dqVifA6{GAEBwB>}b&Uch=5*
z)YJ_E?W-Oq_xrQsdd)4T4$js?bbm^3c<9n<eqYw}&0h02KP+677N+OM|J-xtN|NPb
z&hWcn<KSCVQ6@?B9}#k7{gpx_W<`AUhJ!)yd1Fz%?l`phT5t1lnrB`G*u;M-yZ`f%
z6(Hog>~AUMMTZmSm;nHPg_TGs?{E4-%pjIyn66V@Q%g)+=+}tp&B{QJAg7ht$xD=2
zB}<<9Ol(77{k29Sz-F9<9x=6hm=-U4YE}B)OIbyAcsrq^ZtUd7Im}_QM_*NWqg?u(
z9P)HLV|~C(P)W;;#o?3Z0tp+~TsDsJqp8fm-`*NcD$VNgr^TnR7Kms0CPJ$Ahfj{q
z!wAh%7j$$ITJEJK-g(yy3}+t$Z)`bSrg49X<%xspRyms-8lp(rVl~9je&*(kfnqVc
zkPS&Rs;cka$Q9Uuj4$h4#;d59Zb>wIeH%o*VV?55MwOSs+97zC#_*A8#qlKA-lg}}
zjvrC0PB}5L?dVp3QgB>HIz*K-YY*we7klSnG8!`l!iK7~&c@`W?r!Xi=90m||Hau`
zMpdEpZNG}rCEX<@UDBl@-AFe`Nq2WDCEY3A-Q5k+-3?3Wt~0s!^WN`%zML`6`LaLl
zvE8n<=A8eyuHPkK=diQ8&aN=&JuFC1OIT1dJGzUBEmgC>INOQfI2wE92-V!|I#>uE
z$e9*cN%m2lAMxvF3IDm6p8sKrL=`O_#{S_WnjikxFRGdlLWosKRv85)SivtG;&tcd
z-S&N!uLAmaNm;i)Cl0nhR}MvGA=y?_T~qEyF=~J8+n}>O6MTeB^qY$l{0l?r*|nG$
zpmRLF?6&hz3V%-6-o8pDymofJl1=7quhiNmPw^8S-Df)vD3bgDse_s=%Puy!_<mA#
zi)3Cl`+U-ysK+FR20YhyK8=)ymHv_-z?!aGA<j0gi>hRGBViKrv5)d`zP+&fC_i2?
zAChTquq|rLV2_MUMaJhFG}>Z#kJ<lwx!>G!wc})e-$HR(1&ILJ0dKLOsU}=o%9K?x
z+MrZ^YJMKt<;a~+4|}WOc17lk_Ii6Yu<Ve&GFW8!cH1&W(uuw?u;J}-BrnbY`!A}=
z`6B!YqTE;WPv{#^8~Tg;c)yDlK76BlSJfBzK~571C#)zr6aFw!6r5zN+FU)s;dY+^
z1KV+R8ztj#F$uz2yR4Dh?P8yYmWV&<1m$V-Qlo>`sHk`gt<j+gT;e_qj+`9eySG8!
zhUgSCsv}6yvaY5{O~t4{@~!qTu+-!fKT}SV(zhFb)$cf%XW*ur6y!ixAWb!RQGPue
zk>QCw^UK#)QK3j#LV;D8r-Z*#h>n(4EZ8R)zvwvX?XOdG^xgw?gSL<Cl>Yv92#6Ai
zQ)#>J3TvS-r{QX$7A3|8PJV_RSk1>h_$X^Z8%lEvi{<6Et-3Lw{Oco_!d(s<$-97X
zHVfgfB9)s{YZ77lp(PlM_?pi&-Wp&d7Ug+$6&k<rA=NQ7@8_g_%g7&=-JP4$FDdo|
zaeDs4eh?lPu$i9*D{oJeQLw8u3`wd8YBpg7E*5blnC(ZLC$XN|hDb`XZ_$$28=_%g
zPADmc%Sh8O(qu+?!lZ^se$ggtA_c#i);eEx)BRw?5a-W<9oM_0UY^>XVq{ftszSEP
zy(>X=^RK*^`5bK|Mn~xx&7|hJew)0<`i7@46_YZ&1u4$im94ZYTAg8M?08x6tzZg@
zf$)F*CDB38(0HZJrTY#q_v)a}^%Uj#9zv}AXv7*qNzU2FNmW=~4CxJWqSh85^HceZ
zn^oOi(@Q{>99;U#)>H<YuDDA&F9Z=@5-y~jl#1fBYm=3wL3cOrLEX*TE>Uz6R64dg
zPqC3cL>Y-d8p;dO)hLf~U0*P|mh?stbu4Y5imMj73)1SBPx!z7$Ifx;Mg4p8@<j5e
z1Z^D+kdHk0BqbyTuU(9BwuFe)Y<_GNheCY$D#fJ1Z?EH%hKjH{3`e)?UZqd==g&9J
z&c6zYgAE2~=;5S8RpMhei#$Je$b!dLl#2QX;*Vq7*{db}ZNK!uT$=gB-9Osk^gHUg
zUB|q^!i;)@hAb<k+w-XE_uZRRbf*{e4c{eY$%O;7I>x#P(j$8-7;q0<XN^Pt&G~uw
z7SPjkDL@Q<c4M4>D_32<d(81!N_@6`yMM7N^(C+Q*S%jGY7s^$D^>JGHPy8q49dhW
z{Ykfrt5CS6^O?A5Nqn^EDD=pfcHzxmN>k{%QSlL#Q<e|i+h5dWIKYA7xpwWz%Tqf%
zh{TMDitY*S{z%0CmX_p~fzL%>PR<vM5_MrJYEP6?&hg*H7Y_-LsqHQ4_tmL>uNLz2
zYn5+H^SnsklFsFXoxlnnMfh{k7MKe9Q&W~Z4vlTRGj&GCoG!C4^LR%)kHxgyMqz9y
z2QETdMw)dvs#=r(R+s>pk&Yc5M~I0dy1@j53m%3_!s7c(9X`XSwpia1SB#Y7SLgpW
zJ8gc6Saq`+i;b7@LOIQ=tTnypLSnC(oYrBsettS>M6Z_a&O0c%)<7*4r=fzK%F9Sb
z&(rp_rcMwt-caA`bSU3zP}=CelXHhNHxp@$I=aw;YqH!LMmzlkwCTYbs{P!H@#Ql8
zRp<9VAoqjHw)D+Q&2A(sJXTjwtnIn8+PqBUR06*X`PrK+!SIoz*N9pFtG>J$K`EI9
zFMfWZ(0u=(o*;djv*}{$VF9<AVtBe@R{m~xz-QN_gf99ytS_$TnReqiY5XFNq>7HC
z1wzz10)u6L81fm={(X2}gEz6*^GYe(5c>MS{d2{yU!CKtD&Nz~vRcVvy94cKxAC!K
zA|hq7#&a+Cn%wvDz3ca+IT>|atauB*)K#Q5eNih)Qz{k|k}enX3aM3zFaB$4a=JCN
zdojxdK1XtPYPb0a`95PNg{Z=_<)q-KiM!m9nyGQ#vs*m#AvQkqhkSUuTa=C5N%25p
z5u@_`*|gGRD=nMj3txo`<^m+!iv0e5b0R@@HbGQYO;0PclB_nf(_(dA@*;5^wdqe9
z@mYCZ*dGO2rN2^z9nAeHspFm6>pz2Sl%NeV8ji<^&$hj%P?##dzqfEIo291>g{1Q2
zB}dLX1aX!(6dhSK5hPorbNO9#2E~QX>;<~Ok-g>Q#1Uv|X&ErsOh`)V1j^-#VyRTY
zk$;}y%qLiB=a7$^xBDxHk{8nX6|{UG1*ULs4M8Ed+$qHIGkJLI?5F+dh4Fo?9s1(`
zPv%zUs-<%fBY0gqM~Bp3|Ev7||4Q!4{7<VWy?(wu1a$jTpP!XF;TDVG#H{}5NAb7S
zUoo+W1Uz^IXufUV-vD2cqA8ICFfc>@fI;W&1%!r<K|1G=Z%(k{<Yep*#P^dB*orYS
zGGYk}tLDWf0*zT>VP$}*Fu&Ua&wJL&>}>z!WDO;?2CuO+BN35e^T_dWSeaCPW?c8?
zX5i?Vot}8R?_byU^aBwmK`J-Kzx#H3h!X6@TUunbo5e;-VfMRVQ6Rd8J*^IoXyfBQ
zby|_&QJLuI{P<-hhP097dJP)gTsj_oQpGFr_78y+T2@#bekbaI5F4*Sw-*T*3@YK8
z?(gqsk5;_^#9~=8YaFb+VK4tK&vg3Mz=vOi{0LT0PDVXk)%ozj+u#N0(scOw(po)J
zlhS1JCc)B~>L;EM!taf(ot@6Sx;oB8bHd3&Ev<i$Zwmi2=Xy&2&-}henu?%Qan&Ec
zsPnnwB|DD?UwLKZ32S}P*zll2OnhE$QKU1Nkh~BS6cneSrKL4s*6kjibACMEU$W;B
zxAIR9j(<?xX^de>bRy=jbh3TxCax+5M++vKFq=S<HAyW+iuOUQ+4hb@k+5>y<UN|6
zUOwx<jJk%~->HHPeSPN9;P?(_5`tvlVCjJCFksc2b-7j~wgm%dPEO9^H_C`rr-(pt
zEup)VYqtweE*kaO5&V4_m+C)$(j^rXOwT?%+-o1j!Nv|e2`w((+#T)d?(5<L<E@Mg
z-H#t%#t?G6K7=e}zEaFfb58V<`wfU;c4w!$gedPJZ{MMZI#t)E@p$qPt^!mMn@Xv_
ze~{4IVhl$#OoCoRLxVNde#IWf%vRuL^aKhlbDYswg?BbeiFrRs01FF>wVM9F*D`yi
z5f<py8*bQ6Sa0JPH1fw`=nR-gb($^@mU%IRgn;}ObX!ezPM;Jez}O9EENwZ@%?bDR
z3PSUa^vxT>6dgI;iQKUK?{KjfyRosc9yU&6BV$LphLmKCGC4Erd91UAzkY3i!7R}D
zFD)$rFOnLM)8DmL5AfS4DgA~11|6M<Ktom4WGPqL#pUM0?Fy`FU%!40rfU3Ny`e8#
zTt9L!I9&Yx{vD7~`oCG~cXo9}$EN;)?7%?##o}OMswO2?;4giw1%^1voE&D9rXtC^
zOQ`$%9|HrH+S=u57enz~JbK2R)L|ls@TjuVvYb=1I2c%zAsC5jYQ|;S0SeFhy#dI4
zY|q}LsE7nD5WSTIKyL*Z0^k>L3&STz$3!IXIvfoDz@VEo|Jr51N|x+p%{(O|p@8m4
zR6GKNgGOTSX*sYZraKl~r+uNjV353%XldSE!@TaMqA)2e8XD-|+TLCCx_y1;e$(s%
zW|{}9MK}g12*}bh;xr6&Z0zs-V*y@b+5P&BDUa9f`922Kc}<1SGTeo)Zz3Ln5YN1_
zq`amkQu@Ha000nf6*)TKMbn%=I3YZbX28|-lnZagVp6@3E>$RcGr%^5`)LH-W1Y_w
z;&i)jB}3+CvwnNAc6<zeh=W6e3Iz^X<0cFE_~5)22a1uB(d^GP*x4x;C)ApZ|6(_@
z6m(Toys-Na6Cdw&d+V^hGct+8lvZOt?-Napad@40eX#x#PZv3x9pib#c&}8{`Ia0H
zsrS+kR>g85CN>p$A2gZe{Ye&!x+83H^z)8uA9TgwD57$>+BZf^OYM0)7V2$;?yjgS
z7{HCj_I0zT%IM-~+H7jAL$2xjo(ZR{tfl2&ny<Y;nUMBA!_U0eVqrL$Lt0hr9l%Nr
zeyJIh01tCSLR1{~8_ds?ABFk&&kzv+CP>dtQNcpDh9i}?%Q9#f%##&OYo0gyJmAD)
z=jLvWi@lTDb^LQ_wTzHM88!}9crSRrh)9?M$cNmgDC9y8*Zzocp&%I&!4)~3Hd`%+
zDh^JaI`jD{n@uq@cGZ%Gii*}!Mlj9|{^5fOn0i=eyIr@_ii-UrhB-OFx7iLy=p-VK
zwq<W`LqkV*I8{m%^YZjV5A6A0<Qt$I<M;3&qyF#6>-XxZ-3hC5xp}WYJT?`w=`S_;
z=?WDvu}ldKZB8M~zJC4MT+sRV(Advp863<v{Y>wiH`lDUFaNMoVeEA70#zE*N_}Kx
zB2D|)SWgeu8^Y$hz43(l`oaqjjQ9xa!*wBC;M`FJ?7}Fq<I_`#?;&<}b^s{{=tVXx
zEUKt6TMenpz^?pdVnTO>nUj`k=QxqgO3*z6`z|dcS;I#BM`@h$h%vfDb+rgGv6SoP
z+j*pmb5o<qncsVWhGRZEJsDk1^y+PAr^xMX#P$4i?CUpGc6R(8?iu++#l;z06dGEC
zdILOA?wa;IIAL+IsU86TFvneN4k&gM!STuQyGmGLzyK7GCCfSIszZ=`>EIO73&jmS
z(77s>p&`j4{E>?GL2i8F%03}*7PB@toL!v7%0nqS6LrmXUy%EBbPN}=z5M40JdY^L
zu75bIb@>@u5fUn!FMJLRC{h6`0x=~umziwwEpA>dh7uN`AmY`QyRB9a=3=$V&)_G;
zOhLg-3BBX#;N;|J=NI#Y%_LCabhQ6)7j${FS|y1Sp0<|B%t^x6KQu-%mG=|uL}S%Q
z=Gt|^t`xtp5F8=E0$eHA4@k&2Q8m~CNJ=t8fYC4*i5B@8ILx%#8U{uoh?UI2!RS#@
zy4k>f#m_>o%;BIkt)3iMGcy7FnQ}G0g#yjrYq7EAI{Nqa_6kXL?aj^AMFLYohfx<D
zv9NF!=NI#`b3Qs?7W)2##9(1vI5_B0ka9Usrt#aUl=8V=7B|&#!hiNX4-JJZX#&<2
zU@$~YP`m{-B{_NKEf}yXPF$Uyoe6q9AdpKSAb{&Jn~0EvB)$KNh5Zy_4CIA$wcr2e
zkp<VuE_-#G7vO7vSI4ib^8ht&`qop5l$?RzYvDZ*{o)2Od`f#J*vJ4wClD;@G`Ypw
z50@2Z+e4Nbyw}!%&d~92E|Pu->P8&rQF3?K#@_J}axi%CHEpmXFg9^|^=X>dNx=Pa
zsYs*FrYk7gNP74{`%)AI|9ytjQQ`JGgOl>cRW$K?W`g}qorrX=htq9fx;1bgnaBa}
zweO!xa9dn^zsyErw$w8p9vnV6N>@iCU}P-Sdj%8GI-H+v3QX5mX?!-frvc|tBHx3*
z4=24Jkkd(TVZJ!upJ{Kz0MhI7(W&b9s!zWX+01&ehZ2VA>MT1teD#Yp%RdN<7nJHp
z+zt-*7i%=eWSP|(q1@d8^U3pN%bwY`xGMMw?tQff9xCcj-xN(78yoOCq6(RVJFU(A
zo(qqWn4iaJ?>G2108L_7(PLMOpC4%IULFn%51t;Ma9f`msEfd;mFMTfp+moZt=MKI
zeVG~@9B;M4)zm;k^DdN_r+P+LO&Yvs26T-|$gN^;Q)R%w=@oee`$Bw0#LibiMHP;G
zRz)y`6xrQ402ht<@?;-1DHj(7pQfr<zD1a_?Q2fXI{*6mZ2#AI)l<_d!|6I^<w(F8
zC{4^3SiNvKQ$hYiWP4{@tI+{iT*9_!=xN`!G(0qdY9tzmsWS<b5mY~kwSfL_G)vUF
zJOg`EG*s7$0!}nLqdX!h{}XW+CI;Hgx=_J?hh(4HWQ8^j0Yt0(<*VDvy_55cL+~3x
zHjjm=udnB+vnneD65A+rJR&VkO~~;+M)ZKcQY!Ef-ba#yvtne0bRiV_>+Nd$hj$<J
zZBKzzjX*m}J+}O!s7J;-T}S-mOA$b0RV$;({}Ic;N)>o9N8S|i9qwHwxGei5Q32x-
zAYv3ICM@~g6LjQ$t7{||=TU**XX@cB$x>|?5`l6tv&nMfj4mD`6Dn%4_267Zgcm3X
zL4gc@TNUu|6F^w->lYFX`Fqx=!COQC{=6dQ$HyRHq9J3kI#5hJ;{E&z{H%6MwLOmZ
z#PTLZk?^}+&6O1t6jbHjjQaD{8Y_NOG^ck*fJgXrBaZNYFZ%Q=jE8u30RxdNAX|xs
z!^x`WVxtR5PhTCJia8gu`rXK0M8_x=9}{t{_aU#Q_Hu&Tj`R#jL*D+%DwuLTIX&(d
z6Ymf+QF;+V!I~(Ao>fr8t>H#TC!nnzUZ;UxKF;*_FU1FuN&r4_p6bUY#=5vURKX83
zvalRQdj;6HCT4msDaFMlvnKbm8}Qi6Ds(MA>ghrF54&=Ks0rLA1KIiCzb96(gw6p)
zZnHK<oP)h%_>YjUe^OjO5YJIJg%gSo^~=S?>(p42xlF_n6?=_El7rd`>;*xgyf@jx
zOV>;NmLj{bSW`j$fZ$F0f+m^YM{QfvjJ&JECa_8RpNl1b-1DtA3_cpGAD_0TC(Fr+
zJ&%^Knws}dS%pu(@(aUMU0k>g0KIQ$c<^nai;MGuhWdm_H8>To0|GiKBX%$Du7DYn
zEYSxTc!3!)Y_WRZ?CTdfRp-se2LR1vEy|6GidwpNSH)HqhSErH^}IMfAv1g2gFrCe
zkkY<|G6VFmtgM3hj)kNF1MOCiyMZDV3KVF`8<^KAjrPx5_Bvt#e{lxDIk7vdtgI|@
zI^t=pk08Y#aJ)S=oNxpeO|fb0Dhns;+cC*O2}!e=@h^|E@IY_k`FNkp@1{E`_d?7^
z7RSkH?gs4Cw*nGcnjF5w#LEu#&$&Tx=?D~&QTD)J!ih)#i8mXR7k&r;@q}L3tIG_S
zn!r>Flsl3mMLQ&z)n~uSCeF>LI|H^76wV5X{r*g}0v8%5#LJd`jkyEuC(!RJC8`LY
z|M$xFe~b&fyc#QQZoW?}DM^l>9fU^YY7C=(ctAveJ3c#$jscr2^s$M_aW&xg9=5i(
zX#mZQIgr}KC(D37FUv;hEzw!Lk`pRwNV}^pXed9cs^ac|8?fAIU8i4{kk^Tkg0Fc-
z`$_Ks6wMEy1k^x7Lr)U)XbenRumf(?GVKofnWTn>22o_<r6xBg(~6^yX#ku$&&wUz
z0<af~ikebs#O!RWNoo(hvZ`aC($5%<2ouTr0f#6wFIEfuEWj><g@fT|6Ylw!>@1eo
z3E&j(t`49L^Aml}y~?r*8q8Pt=By$zJ%IrgY_Z2ihWu>i(tmY!-UI~1HpPn&EVMmk
z2zZG7rX{C4yl$`qKQW5re;O)G7{{LPAN_9ak5C+n^V*)kuZqw4kx+z|lk6>2It5Vz
zK0c7f^YAeKZU2FhZN<uE4M9Gn=<a?7&rs1KB!4AB%vYz0sVtWI@L?^eOxq&u@dhB}
z=+aX)+6|O3v1V_~S^qil42XgxOsUC|nx7*ca&r^gA0N?f5AiX8xb;a>UAb2!OUDtN
zDT}HQ+yxqmN#VpiG5%q?YC*E;Y4Zy}{8U6s_mh})3;Z-8OqKpfqn4Ht35l`7d6U3*
z`ICg@le~884jmJaIijQrfbN*jZlfC%4zUDZqZ3lxfxYP3poJ8j7O}_e{?yRal_yN(
z%NKcox{d&atJ@(pO1YT1`#t!&GJgO51oO&MeEUC5I&$*YC#3-Mb$R(Q?KYIKPzpV+
zeD$X^ey|T$oi}a8nc!qTo)}3U+8yy5W@o!M2jbGw>*JfM=nzTZEr*CGAiXOo$Ru+k
z0*gZ@CMI4tx4A?haR3)YV^Wf}x0u)cMH|W4{^6{(N&b%`wdCZnWR9>Y-ws{50`qJN
z3RMSVLF}z}KMNQ?gq)4_4OQBn2E4|%hxvy)Jyp4d!%ER3od3h<70?YlID|cqWmF$;
zoWZiIG~qibyU%})!EZqd>M}VIiI^l4j^~}3&Magh^{syrfjbh$f9{}%qGNR&GDW)o
zm#NP0GTLcQvRCZOQF{M|!aty2GS3UXVST13|M$H!m0;jE__zFm%>RFr<!>pUCscD+
zVn2-xGNRO>{{81>QYo{E^dh88r%W&XdyNhE5GB&xmShJ(`j<okEZ_Birm_be<Na%Z
z=r6~1I{Vf5zj%6Z@{afa`~jnpzNslp0f62FPq>)G8CrY-BQ=A}|4{SKQN_i_l;vY`
zsglB|ntL*AY@!DQ*8tr)HkqT4wg|G?D6JwHLb3B7db+gu|DjG(prtf9POqG7rj2M&
zc6XEdg%r`T`;Ba4P)j3+=~B?~-klW1TM<D(wK%1u$WwE~Y<X=h>;fGX2F!CdSEsJ0
zx3NV*Zr{`r3o1@Peb7{GHa0YbXxH-akjtR?!4~S{OCK;D8%f|QsHx?MRm_>8eG%S+
zwY9yNq!CIa0CfuX5@J3Y4Sv+&g3gbj2D<bA(66;yJeoXr9f7o!4xo>TwVFnf_=L5U
z<0SOKaj*wH5TJ@@ZyE3trD`u*00$}^Ii>K3<uolf<@OB$@0^=~71F`1m+I3?^o>=^
zd0pf>68_t*4MHLu(V6x%A40TCBFlU$X1%F=ps^p{KTooQpQ*?f<@aGYrS;AYcAvh`
z_sM+*lY3(QpKr!AlUaL4F*q2v=_jF!(H(xT%CHXj5162f-Rd<<$;*ISw75RIy14p$
zWs>?E9$podG&&}xFCS>fL6_S4^05hpL_$U!k3%;@KA8iY$Rh!+?A)9Zwc2J`CxXgY
z;D@@tu>(~wWTI7Q7lp|G^=l#l?v{r&X7{y>9=o03AKxRqXO{{l>7_<Uy*?{$0lzF5
zEMA!}bOwh^D?zunI;*LvSv%v#kkL{Zoj|yO1uk=PpF$g(ka(1qFO!0)jFd@s!w~5E
zXBEE~vnIYI>p)H8S5lS(sP|WW$fU(~lWEIXSlfPg7rWc*HdmM61DhBf#E%P5{{SOP
za`XrG5+^?HvT8pwtAq$09|22VUU|OOs3b5+U067vC3>^t3pLoW++IR*vI_9tV4g2L
z@=F0#$KX=-X$+~Te|o$XK+7-j@in+KFhL-?P9I_Bx*A+uAa+FvN<Rn@O@E;X0_pqp
z#qqoqa>~EAw6~NM@IO`_AHn<uvQ*j<667YM)L%vh1_NP83#v&;N%#bk;$q*w!vQF8
z2L%%NxB)?lnlS}vx>~Fu-BAr^z_O4Cas~GNf<{86!&7+)FwvpRbmQVzy>7SW4^@(%
zG(1fDMkD=Tt`6tz#&SpQYRxT5vby@t81(ahWlPQQ8O<H%*zM$G=X&05d>S$PfYrYN
zgqL~YL{5K?$9-DvKHx3!@fXaOs8`^mAt9WePBkl+*w<8(<^Z-+wauonOv=^{7>({e
zmjTBEG@MLUfSnE`jYJDx?Lf}Tn9j%l?Hm`KJ|yfXulo)X=H^D^*ASzzeY43|m+%lg
zy^lTs=6HH~THfCes`%=e2?4jgegN;#bNW~t?RJHT7y@)#0xaA=%%R&$1Bp<!efZ4c
z=xbQn?f~sq+f$%VbLO~9SM9+RIqc;1O*sthJ~g|NUyb^|Z^JM!q*y;#PfLqj>B|+>
zKt#0CSp}eP)0HwCM>~hJQ+!T$|Jp#9SVgRnM3!#~YTx#OW^DNM6u?G-T<;RHP*N6#
zoGL@@0@?zgv=eacmji_Es7}DL&=wY_q2X@Gug9hGszvaHg8I@MHmNx4{P3tHkLD*~
zfr}rOTTqHZ{`{~9<b)3Rv%U^|9j)*Zl=&R4uFO!B)ppk3L&Na}^(owNWhAv8u2&vj
zxn7l;OdmY-q2Aow{HM{V&CSf^a9HB9@)A_3{Y}gZz)b9hu~X;O!w_@Y{oM!sy<mRF
znZ0AR$!FEYo-7<3%3mInjE_N%ePii<g5MMmo;YQ7bmqv${+Ji+ucAJJDIaBOgRRRF
zB(eM(u835sJ7j6Tf6pXA*zk52Owp=Loo-Jl^VuOTtn(C=cD6<g8jTLC#53&D{A<>n
zE-&#Jx#-R3122^MEdphdj;Fg)C4{Hf;5u#mv*7z;Bur(F<G~9iXBP+DGdG9vAQuG~
za6o#*gu;Z3j;4g9WWjtGv>Dvb;ED06DXZlqiNf5{U#9vdn3(wLz{-q)Lx4_fX=o(#
z>FY5kKQ(7O`;<c@=vzA9(PD#xT;O_8j;0iW8Sh=$)7@ie_yq@bTgu3CrB1p_ZWcc{
zm{yXKhU_DiT7OsOA}WOB9~Er|5_CX-0d}Z=U=RTTZuQJK8O`f3k<Fb_bD=(6=C@z<
zLC?uPMeAn+L9*9Ku4eIHR?<}XL|Ng3Xe442`Mtb6;surlJp<j4VUe(<HgWU-MHPO&
z(ePm&l<5eW<MXTf+v@pu_V-V0TqMfoil=9yS|UZuxcmJB=%i87r{0^sxIS~)8Qji{
zrUJz&_T!dAxh3MOY@v;W#7We2f!O6Wjx%;FZ0r@6dt4Y?uofq%f9sR=G=9Uz{y<)P
zdGs@dKN{dqr8!>!Na{iAB6+TiW#JQ!1&VH)#eCiFB;aShj){*2!{2P9>i5>;H>ZD+
zfkQIe*ho&CL1J_82nVy;W_C1G=keq-s0loy!50piS2l8Tuq;rb6#gP4RIf}u`_u+i
zIv5-hOhHNUxhPG<pl@V^fss~SdDP!6%-45NQm)~k_3RH3Q4=z8KfZ2Mw%@Ofx9Bf`
z8=>{?THaNpF}46NwTP8@;yW#<;)jL?I(R~g{Pe*t0Y(;gto6b>LYEa06B{$CM6{=S
z$<<m%NO}agS=h_e!Jw0~^j22%3x>q?(v0It(lo~IFj#f?o3bVjLy2Uj6sNp+s<T|1
zn~whY1`a-sjm`;2Tu->Wva-rzwaw1jmX+nbe$NqD(M%gp!6`EsF=?R3CxC1W7f1zL
z_%U9e!9T~N&TsLPsIf74Vl9by8|s^GV4>yN@aZ_n9)A}^AB#(8k?1kwf?X7s=VMB2
z;!R6PeEMpm-Fm+~F0p3o?M??d7bA|P=4zvrRn}22SktfadiuW<$<JP;BBw(P_taI=
z!4iy#h<QExcFDf+!^Kl9`)5zjM;xasP{RKH?nSMA+0)epNZ^x$N-DBx0(Qr5H2vk-
z)bZ;r9j{J-k-<>=QMUU-^3UE_9q;s2PUf}g#kyiMP0*C)-+<!eX7652OzwAQcZ^8Z
z$r)mGP5C)0Lh<2#TVR%*&B@7`v5_H|lE{ls>t+Er?~<nd+^>iT(rl2m5~T(<ZM#1S
z{q+7+Zc_vp-uXOGyqNNW>|K!v(kJqc4K5K*5U2zIb?jCQrl){s>w)J9@&$7E-v#Mf
z85jpFC00aw)s|p$50E`#0~9mHqlGTw0Okf<BlRAS8$-NKnfDe9^uGYVP?L)U593u8
zc<X^}4p+%y(zK9T$Wq(VQ3eI4#nvejQ~C3-(Vp%c186wYnQbu-zs&%vTKbAtgi^?~
zWZa;{)43UoDNI#Tb`y*88l(<p=*4rr(x&xU5p!u@Eh#Asj|1ruuA#o6gM`AA`1WD#
z@%}O^sE$N{kkkDd*hr8rE*c6SQIXqMB>~mf!fYm-fTeTv@u7!+^D##VpzWUZ!oVrI
zvTV`sMZgh}|GoeB;{)u~AC)t&d-Zo*umI(DZf}o-yim><C5H%tVrKH1MnGw@7Mv*Y
zTv8{6oev|mwSUml(-Xzn9jdeHctc1`OGCE4eW;<>?QMo?$;hJ_1r|*5h>Gm>qa#C`
zzb5xJFSHVmkB?2vOn@~k%JX5qhpHPkDB$4m00ADppdcTBhaM01Wr(#DBjTyGrmD2v
z2UwjBs?S8j8Pe-s^u{x(aups-$1!VrVHIMR2-~Ww>xz{p1qb_cP2+fuJU-4h4d^tP
zbDMjd&Q+A}uuH~+%m;<p0K6Cpd2KyVq)=ZGB?x{sQj`L265=Is0QCe8x<LN``I}a1
zQqqiqTx>KVA}kDPN+raw@7^A8O(8$y<Fg~a&plc!>dhkmnf039pakG<1MIcEqg4>v
zb8P&0ceDDOQ1kl;+6!=U9+A8n7c|uH2&!4wIKcB7CM}j>l(ovl$9g(Ggfp{)ZI>$*
z&{he!xz|HHRtx9A&e`gI*2_uiEn#s3j48lm0_Z$u`JQ)HErH&M@d6zD03n8?BB-c<
zsNy1?v`Bcj^$Gbim?17yd=W8<%Q`bQ*9Y-e`3)e702~Cc>EO28KCP%S)~)xvvIGkG
zkYqDw`|5}Y&`_3E9jZLFe=zk?E&;=`<rY2%V6M*2&d=s)uK`DW{*NeXSJtom>_S)+
zM(wuIk*-%N<;N-tV7RI?rhOS6ZY9W7-Z<|Y*>5shj^@&_4Qx&@m-}{y9S?v(6$QQ&
zF=CVeq~1TUSDWbQw-<YAvvkm05m#SjZ~?wV>tW}?Z9lPwZxOr^4@)y~7hZEfUat@0
zrl6qYMh4BM{w}jmvx8}1L`;el>x(%y$=MPI8;5`s&?UelBI>j`F@d?~Ftl75U7b}j
zKE9d?doH=y=VH-a#;hO|x6|8cSn9l0o3N9nWbX%MK^!LF@bIn8F)Z=R2^#@hGBBJl
ztCfC7%lHUZ{5vgfqB6-Mtf*<sdUrmrKnTG0oD0LJr^cysdr)T3vDpdn^8>4H_{_|)
zQ_)Om-@!phYD<VcYpd%aHg1qC?(Uv3k*Dv9yLCc~d!mvo0j}<ADl-eV*!XnW+kD^H
z&{X!#%PdhOm@Ffb`(g#d-JP^HPmA`s@nZB&CRJUr{@!I?Hxv>W7u}hauc8=Htu5J!
zIWrdWXQut513rR25y-4vNmqpY3RQxh3Nr5qG-2BfJI;GTbW@V9_*IWXnh1(Be@dg`
z?ORz5tdla(u)D9dSBIWEg_B4Yr56}j1V~kW?&(EIXZ?{Kz4Dj${P67N5C{A}Vv{v}
zKTkv9CKH5U=flm*%Pl0q2Gpb%?3+SF(_@S`mgbo~@9(*B%i7EwpE5`RPrSZ;qvX-*
zJ@(v_HD)e-0xX@+D_GIEth-wEp;vB;`yq(jP5qe#7uH}x|4no>%_p|Y)wG1QDLclX
zo{Kzj9ix{lAW0>_!?-htfE$a9Erl9Yr#atv#NgxEU#%kn7j!~wk+`?UT=VI2lZ~Tq
z^NCU>iWR0^U8@{1ixkW4W-M1>a5|Xd-ASm&(h*(O&c43V=RdBoy*O8`)$<5yZPBCQ
z5-C2C<ac<9%pIVbfeQ+cA`UCxl6HVfMN!ogCYq&?qv%I+5sTCnZE^nEcY;NwgYb?x
zyQ@&lXbua+gaoGZDjePp$zCe)w`rLU4pIdMrfX>>?;gT|A;rTgP$Dd~w1AW%V$Ft~
zi;hTk!ns<02J)_+k+2XEg1Nk(rE!-aye2%2+u~@;`SKukn_y;pXBU-#>o_QqN)0a&
zP`F~_;)XSwkJk#Kfwy%`tBJ>|hm}buy{Bq7;_3we8uuarQ+IoN$=xO6YWZWwnK5&F
z|K+Q@MKv|N1C>_IsMLszwe0b);H|Y<YEx0{zShH1#bE|d5OC50bb8rR1HaomdOd|V
zYXmjVkLG4~5--92E_@J?_Ik?X_WB30zzWcZ=n7xKy&JGwoCUdANp-f+=1{avhrc_%
z;EbX|Cgb@U3JQxWLHN$Q-q4&75P4%}_CzdzQ>K-glJu5>0`Bf*B|`!W8^v4q(bJqf
zCM^m)>|*WM^z=HD8G0}`s3gNaed@OME?sWw3MTdqEvC29(YXws@`9c?hGj_JiX0Zq
z8d!+$NbNmzI?83zZno@0sW+keVGT)NoJS@W^gQSc;5=Fl8j_AeaY|4*TEb)ZxV<If
zUArg$0hj3&l~?xD>VtPqK|yvl<~^ZCQqq88iy3fmqz|63tyyWn9@c^in;9jYnURdK
z!?ZUgGPc2WaR#7rL_|ah2&zHai>@tbgNs)w-%>H6SoW_!3Q}{Hwd7z4l02Q*8Q1<@
zRheyq1AB3t$GX#jA)M1n+bw7wYZdp6PM7*bfT#|-Q=M>noGuhhdD*ebbMcyR5gq+a
zv-9R{Aw%-yMB76;D&jpKqh^a~U&kvs8r8gC%}XH8h-x(T0hFOhPaP4-@pVVn6~MyW
zRjf`B?sM-8#Uv=mj)i6S_3KP{VQg(~Tw1t{oQa9!sBE(c{!9TWwV8z_86z#itI!V>
zY9q}*m@F;JHI|zBrj?Y|rH&Diy#1i!c?r>iNPMR|2Z1$TPg6(<t5<K*L8-91daA1r
z*7Wtouc$)do^E>eCYW$2&Qt<~6tL92J}<!79mATw^Obz}=LB(gm%gl-%g+w=0E#`S
zQrEMDDapUh$xfMG(CGppRET^1g~fc8+tEoDbU=zy;7}Pblo>IqA#F!S#rO|{TB&a|
zH2_o9Yh*7fsP1YwCuChwF+#;#>!nU9K-(^PoYou3KwYA`i>`J14Uuz+>ppc+&5gyW
zkG)l0EON3El}?7rdmj@NgV3AV3f`BgC2aSPYoA6gA9&xzf|<+YY?*FqBnt~KD#?-)
z1Q(SP6%&iGiuS3f_*NoA88oRNv4`>6YFfpKQ_F&AjxnVjv^;*B&}MgfTKI5`GC&%^
zWj2p~tzJ-2h`+Zl`dL&qi4(R|b<j)^c@&}kUC^-3692h_Mi(|H)E*ZrU6x0Q3ce{)
z)6mDpFQfkLD%1@qSD(W=A`&c}tB$;<n)>27H<&q@r`o1P6(|D#1AeP6<U;)g*wOpV
zl&qhJ=r_dy+M)krV}F7Pz#AZb#h?s0(r4KU2u)kj-cL-Vl^6v1SSfs#_h4V9Y`*j&
z9)W1Frp<aQA2@_#o3wi^kYq`?UWYWfxs=Y=UR*44S}>GYrndc_&4oQwh)CDb9e{9C
zU;W+P+~l?S3mNr;4VDb%e5$)Wz9cFftl?wH$SUBr{k<m2l-A~Y#rT%zAV`Un#<)~7
zt;YVOId<rX-=#RKz+wM-0O%$vZttNUKl(_{lmzerVp<4^9Y!?B`_XA|nEZ41I1V_b
zzzSU9wdklvmPyBH^}+D}Msz9bjxTj%UiN~~VCu5wtmUHV(bim+q{>`NdAu$o<V}LV
z$6|p;5GTrI#LLPsLcZ6*2#8Va*4{;tHeDiHJG(lK4t^JmGC{I3XUZkIWn%VAvYI~S
zoOEUl(!(YWT6(hw-2sTAqbZqG2OM8Fx`A+GvZ0}DwWVou?IUdsN=uW|YK0}yAp;Uz
z4OfHGh(h!Ks1TJOojVw!feMkq`!TM*+n#&h>SyH>CJ1QR{OtpnJI1I)ESwyHnAh+t
zp1N%z$%`i~ccI8gVjLUi+mc{f&}6eiI52R!H0pRU!vNW*Fg)5}01_xlnisVWYg0eK
zl8-Tg#qRbRKHJM_ZV6=4jOw&;cy{;4BI2B!DYeqTT%N6D1%Y?1GYtc~&35+^{0%)n
zeuS7&<)GtWX*F1%fDAP?hFI20P<rse(|~?qU{$Oh-s_~-65Jfevu4}A0Tk3`8eq(r
zruD!@VSYHeDGJmKVp1~ttIA+)eNd9TZnb{uat1U71L;r0VEr4<=zb4rcH5+)1CbAt
zle6*ftMEDXyM6cB4sYPY!hY&heDljM?+0zc!Bfu2(Aa9dn~Iq8Tx4n!*ii@}%n$xj
ztJ;-LmN|W6-PEeTc?;NnRTEWqw#pXsNaS~Q=7tyJ?S)Ng;V6)MN9?%l)oQ>iPYpux
zw0~@N+^_tRB@%7QalbdKM2iAy0PsUmj)-2Yx5c8%{#5(xU0J!oB?OeQ{Vc(fVybO+
zZc>`}1rM+bd-6{Ys#Sd16hy^~r5d%GU!;*0K*C;|b3F;a9S<uN%&0%;gd#EM+34&x
z|1OuN5lill60keN%_9)@g>YImmsd#+i5csZ0I}V~#o=&hC@I?^I<n(<>t>(A<fLQC
zYJP$C4bQQ<6V*L*P)YG>0|qu<xq})1AJ~BnftN3VgVBILReeki4Df0k?>N5E3;^3A
z{=t3+i?2n;^h&tj9T4zcS<Da83Yx{2s@K1ffq#dUvf>s_1PEjWIR)R`=nf0M_I0Qr
zT~4zt&K^3N2Qe+*@3X1K*An&@K$|UA+vXHYZPS(NHUav09-~$YuR~I1t3dXYI?nIo
zFa66yW<9xK3Q_1_(e2AGYYMBu4Q%eZN^Qi&leiP$rFViXsl7X!)9V_rf}ZNx4;gCx
zDhg_Xl9aXxil``+TKvQ5WQTVkGpKZ>!Q*;(UoAS1K8-&}+u?E6fqsWxhX-J$w$E^)
zCSy~yp5NB9FbDnii@(E^A+z*qJTAkk&wjDJ*_>?SqIZw>qC0IG7%Td}>+1(7KDD8W
z7O{lms*P|MGQ9mh(|>7b&3?19-USS^tp1IS0`=~R_vwPpmSzN)*f6sJukOzG=WFP)
z+e>-?$VC$Z>0DaUy}mz~PSEQTGpdjD9J_Q?0TGN89Aq#5zFJRHD>_IcX)no$O>|Kg
zX#`zKJr3m$=}zkQr}@KKpj!a+2=oR&=yLA*5n^_Oe((r1Kjgz!uEkyVBy$SgUZg8H
zP|Kq08C-7Bv@|Y8h@+UrGZJv<zPS79p@1H>I9qb0yBv2xBEdY-)Fj=O#t)dMc7=Dr
z2w~sLoo-(*`Vtr^Pr=l(J1kvOR?!Jz(SvscT$skYJK$^X&u}nP{_s)Zlm1CDw+IZ3
ztagj8`zk5o0d(Erg=mLvjTBXM2#Vl<;B^O>Lr1>B2m_n<hdPC5xi9k1OAc5%Gv$|H
zNuL=G0-Q($JoIZ)zu6Y-;{hTTh+G2lBcP?9I|HAXA(1o|WzNf%yH4(b3b%Ox32%Kk
z23~$52^ruI1CRGYiw#?`Pxc#P0Ra$pNEM3D?>J{YqrAq<kk09~^c~G0%9~-u^E|^e
zh~D7oNlHwu#TlM6_3`u%0hh0$>GbGQtr3x#ai_Sxr8$(BF+if6npJC>Wh5D+#URLV
z;NDn`qmz4h*wQLn4B<*BsjJ@}-+T%8sIl3W;JOhnSUU%(3XIV9x>v1Vw&-B0GV+1j
zc!F&r<j~XgJsmGE7k%;1Fl6|+mvfBnMB#r{x)2N>-=5BWCCjn~SC|~R@*iEgCJuA&
z+bHwTpY6|=sei7^$q=)}U1+>?*k8!p42DMh10h;74x&JR<$3`GS(Jxzo#Q0Go9YrH
z<t;5y4q0~9DJdvBuTVyXX3Ac3H--P1AM(_1A45rb#c~2-V}+h&3Yj~(0URu52F;<b
zG^Z2s@kY}45~Xr;^W1I~|Dt>o7q5rK1&S4rC<N5X<m5^>@3FlJ5`?RaD)1%TFOE$X
z7TLg<R!)A}PFYGb1*920>tYuQV}E33<~BAa=NV)4N&v4H<KMr&P`+S+LT%x$y2e<i
z^D~VZ3QugWL-5@jPdgA+#0b{qu>qg*CfDQAlCIODexctx%41CHE-a2&&8`c9Hlx+?
zO6HRSy1DvCnKXXq^*_7Gago|~8s!|S)a>$<Y;0Z2i%nk^9gD4zLVz%>E}RJDCq~aV
z{&@{5(PFo2BT4Tzbar`ZX{8#wJCs(Rmp{Z)h<M(EA^7{bvrgaG2QE4BX;Wh9k3NIw
zR5`g314*F62l1+A{5(<U=n7G*w*{1AJ|L6%>R=(P#YVte{BjPK^ra!lSX5gl!xnbA
zxm2D357ky%Jp5eZr`2>ZK0ZEcS2>I@g)@5n*uip<?}Kw0(s_;+dW?N^yntXa=Twkj
zVz^14Pk%@3P4d#Ff}~n8fbV$o#VUSy5mfzf{tdJ_;q^Q`916(dOO+3cPe(w69~$zU
z6+uNY)YkSK5rUUO4pTS#=Av>XEdqxKf9mmc_exO0*LRhuQoRE@Dk38zs1C<1$k2Ne
z5{row9UJFkB@MD1{|T*}f~xthJ)A_PEwX3wZC}NK_O+@?qdGo*6Q{+-b(<3@BUNrm
z=Eq*P%F2T$FBN||$(ZDLSf^xDTG~JKC38m(O0h9Ks%lODj6cQOip$HHL1W;l6w~%o
z^bN@VXjE6HDJZaxR(qx}k-$cq(h6RUentTd)T4^5&E4Tfo2M1GzMp{liO2J;GYf}l
z&TGWeR3n=|COYJ-S&7b=QLB?hv&oH`i=LkDj@lKQe9e=<@?t1)_>`nY2U;R6HX5-n
zWV&<v%0~gH*xE2b;I5*=mm#Ki-m)&-+^jbt0C79PI<am=xZhGr9DoGFjfI6@zTdq?
z(SLt_K^NYI+*NES31~&pX_2ERZ+!*5V+zC4h~4}oK7II*QB#XDJd&T4*QS%5S;zwl
z6ri>iqLP{O)J^ZA&O09t&9(TR6qkmEkCvHLFo4!s3g3z*&oUkm+6f>6)`Ud3aaK!j
zF!2FWc!EN@MQQ;T;2my{6DPZ<Wc_80XUn*2h@6Otxu}{ArHm&3V*KYQu9i@Oqd4e{
z$6L?xRcm<qzRd%GtO@WignAqH&vS3RzWU3Zz2uB$v@G4}?JZmt9bWhR`JTza#%|L@
zYTQJMsw$(ryfhC*90L_SDJVVHmg;Oaxv1Ih-uYo=8D+-eNUIt0G=LWf8(-#ncegO#
zmS?M2Q*L%$yH?7}K+X>Y-IlRtDB!J)fVCVI-wBL<gQKD#CnY8RxIUyb!3K28n+7?C
z6g>qf{cj}Iri(&M`J1@fKL!mWyS%`T$RH-v4DXVL;lkTMN1t1af56LDbciJxeRn;a
z|L0=2EnFt=CxO7m-vCL!yUT}-zpZO+N?I@|36;7lDyUbv!Eb;9md=X~|G30IrKd+Y
zVt#osdGmMs+QEKgYI1T)lCtKJ*;{<E4<B?-is$P_(}L1tfTm?wvoYIabtPoB6dnaJ
z%eH)AbO6jsv#9<fka(=^WydyqlpgkUXJ56}LqppNNBItiIBQ3VpweQUem~viCskNf
zh`@0t3JAx70eqzJbxEMpuihJ9&Jg0g)Ej85iRfEiq|5BRizR@ytO|GyeP}AI)c=m2
zo<0JgR@c{k(y17EQu%XN;eb*uO<*OPlTOIPqy7p89F)U2#=2t93BvoS+G}SQFet<s
zPQW{!r~G{*St8Vy){?)3Ohr#&U}S)afwQ}RsNu!J=i$D#qp72E6@)s%{)42}$xOMv
zh`7&8EO9+UXeaRf-mB~%lYhgKxlrDlS-TmJ9T1%VB+Dr*y3dZxipi!(G`B5(wVqt#
ze3^n%cf`}`+yDZ|H#Rl`ik|EM3~c+F9bg~^SA${P>By)_NZLRac#QvMeR&{==6&2a
zE2lpu&^I-x_Phz^L?v!@J9i$5%0ZKllsifKV-4hK^$pzVsL$Qm8&j$SQ;C_4qy#|P
zK`P~KdAJ8adl4!i3LlX^2*GT0aUtUIND39&Sy^s;IEKdo!C_G;QKw+fmy|DLt%|#U
zcsvV_fKXVF?=LFcLrp0!ZVpbX5cylN*(3Mn=2O;6X1p^ttIs=fii()&F~y|ROji$g
zQb0PoW!T0a0K2I0MfuxWtwB!Cl#&uCPLgZ4;lf1BjKAd+ls=w@S?Dj14}dcYFpfY;
zcm<ibK)ojgLB!-=^#MZ?+*}3OJJL#O(2ihUu!rh~`Udk2X`a5q;7@{Aw1adXc7UQc
z*VJU5;(!LruLH1c{2CO{+vv1=q4G+rv!~WtAHt937e!>Bx^`tlbN8wxMbsr!B<bi`
zquyr~!MdY?Vb}T{0UDM#<pUa+&|1TRx6{p}kMX+acJDrsyqfymJBoM5izNSqIo~cP
zxnNX@^bW11WnO(p1JS$&ziVoVxh;}@3SPwJgMM-rLXpq|;(5WG6@L1v+VA%A;q1vJ
z{LSq$l#s8-E2uzZ+_jSxpDbY*Jg{p)o(D4y#KI<C3Tfxy;I<}8Bi6*?^bl7tCj<II
zY*vKy7Eh(~hfR6wpr_jhUR)of2xJkUodBN<V1-*RF$0C%9W1m0#)U7zHyZdK&G&rD
z>+tm@+a|GJ^R46#Ye|hiZ8-7gg1Q;(Q5x$Tcsy(h=1+3~OgU&o@8DNS0XK-!mepC6
z<SetpOz_sS2dm(EhUdb>CfO=ABRY<&TrhD}g_fOxot!Ns=^9N$o)R!1q?BYWdSNUu
zv9`nq%LpITBVptK`PtwUhh}i7Zf5-E`~tCv`ehvG*N|#CRoWZIMP!*6$RGanp~`vE
z)<}#T<kQk55)dr%a^JjuEhld7iJN>Ut(tR+ijo^ucmo6DetTN8BQzro?I>>)mNxEB
z+q51pEjgAiSUA`IMNHw7f{Ntf*({T%Ps$x%8>t}oMU#pth?fR#7D11PMk6naW9eP4
z);6eCLv~*JXz-p!MGOy*(iR9{h<#DJR-SQxdhxv1kvp5M1m|M=ETP+9KFdfdMfEV2
za0%jZaje?nKzCR%lBU%(n#9*&^s^H#6B~q`yI<eKiwuWJAG-Qv6=Y_{CN=;w!e{&U
z;^Q+@{;~iZsmem6ItH*c!2KXYr3S$A>uf+x+npyyI*=W<zUKJ=M*c5u^g0SdV~>cR
zmlqFtvLKzr%G5v#9a+5&Bz#<f1^_sm23t#toGhQU>rykQe^r2-^aL5M{%VWG4B49P
zsdM!5WGLPsD&IlF+UkC9duS6-AH{t~d)Vu(1R0RS$c;zaT~#w*)>8x9Kx&0SBv9as
z->8-E*mQ}860mH5X+0PmpQ0k@Ltp65g8Wv?g{nKi?es8rZ7<`zLuLK;V-qNi(6EFR
zbUS{Irq}&hjgO0zQGoOG^fU|@#PN&bsqCB8-`D_oUnokt7MQj5Pu(YL<>jsXt`aJ3
zYL)AvI-fK(Wksp!cnKWQxL@Yut%C1B@r(Sxz=%auK8CryT)F_T0m|7b_akv2@3zl8
z+-<aasTqix9fIZHYO~i77zGq>0<rXqX@DNbOQcv^WYPcq26x_L>&+dbFWVN#iEp5b
z>%tZvOn;q&zu-k03gPvfVtV)8y=@K51)M<X0?InMoyOMLw!NaDyQu)gjK9VCoDd99
z%77V{shLScDFHy&85kO{u~wa)p6Nw7RI(pq`T|eP0r@*p=d~^P8KJ>rc<O`8SFjna
z6a=79=6H^tr|#ny4KMFoUb`2x-8nBM4^k6kM^>r2FTdEWt*we@@Uip8^7CWc1v*Jf
z?KJfReD~?q!RC8kAmMOPQwy(qK@RfsR1zQYO&Q?Wzm7EgP>b#v>J}EhyMVZC4kwNj
zDR*$i4#F_LT<5UuC{!xu4FjKvg=T}oZQX^B@0(i<^r&bLD5%iI>Tky1#3`pgBz@_y
z$OEmV?U1Q~?(Z6*K3EVcoyeuvyCH17xb$`I4M^J*^ng+G5BMxKs@=e6G5!hn6Zu<G
zG|M$IW0GWIY9?*m_j-KAFJV-tfvp1O>JMy{s#5|ptHY8%C`R<K?`lChr3!<l*y+6-
z2>}5JrBF5V&U~6<L1STQX>`c4RV-*=z=a7XI9%JRxBtsW`-L3@W3Y$B2M5Ceeje70
z2<sIdyX{U?kNz)xiD~Hy{FjcSgExpcBT2}0t69cU1n)iRUHVr0zkPB2N%**amY0Y@
zZSiQu-Y4W}%UYSb=mdv?n9OWEvvp%fCP?pm4oUpBN!|IF$ExIW=fbVVz3T1VW2VwI
z%4hRPNEiH)8|Zv1zg_*6pUmsT*X0M5-2L9Y%fuebE4Qm$r7QdS<1AD!eGu*f_);u(
z`x_^AMji#56*>SaE6jbfHKnM$wT*KDnQ*v_DX?w~Ph<&$Am@*th7ka^vyu66i9B&c
zOhgL%w@Tn#9u<Pktc<`YoOJ6hKMy^}!=RE&EClG*676O#P9~CYR&K_Kd82+(F4(DQ
zMarj%bg^qo#&khJ4n`DOL|!}z=yZ(T(Lmcz-!g|4TXS<u3kypNVH|?^U)=dX3=*a$
ze&cfJk{*id843$u@2fUhAg0g)x+m4k%E0tbM!mguxiY}T<BeZo3cCt@owi{A_p@Q)
zC;buYC7o7}Nwe;9n=0c^M%NG?lQlnM*|75qf-4eF!fhr4W{@rT@y{Be_Yp5er*eM?
z>$)h6r)hpqp^jEzX71<$)^qjni9r(4RDY)5IkC0$Z*mZ7*YdKOUsKD&3BTLgN<vXB
zr)kHZ!9+Th+P{l^u1ua_{@_%sk(ZtEfeP)@Q)qB-@R&~9=l`rFA|rpPqfWo(`~{Lz
zG0-vX&(5XFTvMdg6->`S1~V}aX0O)L@>-w4P*Tm}OmS>!1-b)PEXZmGD(`w%*Y7`q
zD?J^79QVp{!QEiiQrf{`wf)8OB2teMG<_7PnYq7gbq{N&L*l`|+FlzR9D+TP)@1e&
z7<e`Kn%k*(wcLEgT|k>yRR~1WJ~3$Xc`ew3Nj9x0``pYr5ie)4Dh&fAJU1e402`Ie
zLYpC-o2)T?u82r{c&hg>NHUG!e)s;fiX>v;iyWnxryLR~z$9<@lE>fRX$N$Q&pHYs
zuLzVMPE4A<!Bh8TC?F~pj9eUs;(%tl$<2+Lk{X$a`M5LkD>nOMQxwQ$AZE3niXf{v
zIRP)HLR8dnC9A1+kuqSFm8J0+8X6H35g;D2u$sJLS7-5h=|+$fNa6u+a{@hS+@4OR
ziiOI_i8K{@1mx+5Cf@@5gQh3V7G-@V7?ZdU@7Kve+Xqb9nT&Ge`6_O7W~KPjh3j0P
z6^C<V5AE`#ng-L80?-5wv_mzOs?`0Rl}!&E2Gg1dJV#PU1s%0asZQ;$nJ2H?R~d>A
zZkLT-HwQ5lo3?g#nTp5on{qnu80ZG)x7H|v%8pwZG^E2qg}S=>X%MJ)3p`-gnxsy>
z)3h2pnLa2xa)ABDFquUqz9&LtowYWftNV4k4@*UbPsc~~g9Gr#5-sJS-ZRQ47IxTB
zTa^;Bn8>NS!eD~M*K0>;NJ{1d?EAkB{Yl%LCd;?oD-Xv#K}Y!a)*Z?ja|9}nu!5My
zB$P%j4Rvj8p)vOSTH2(~t=WTK+scRHc@CDWNFyR-`;E?k=hqN!DW7n;MdOQfSoSO^
zMZO-5XMthYuUtB-vE0#Q0iwUr1>gMDS?k06WsiCV=tLtfCqR=>xq3yiO4v=AJ0$+}
z1BZ$O7MPaRn>-c+vid+n{Y5;#V$FTU?YtbYL_7ZQvMVYTObPa{M^E}bDO>0?d4l9;
zMf6V$${;)Uz(V8Z=DM~_YgUnI8%VNVD@;@=VdfP4F!Ec{e-DqZ^5?1HyIl0zcSrW}
z8`aIY+pZ*t%dk4|={sLvOX*a9$D+r;!CI~}9IA9VV^$4(a~lGF;%X1CE0}SSWOYcu
zc~ILo!m0Tjrkh{3x-v01IopJm`u{NYmT^&cYa1vAA|)c-($YB~AR*n|DN0C7H>iL}
zcMYiwF{E_2bV@hU-Q8#5<Fn7+@9%s#d~q0=`LAAgT-SBWk`GS<`nBu%g~Rp$rq7)^
z8#EtO%`pQ+d&f<7psR_WrJT!41%QzkHr*@MK93rw6J&7b+%I6+*|7{j9%W0W!a6h&
z@}T&bjL&Vez7AB&7PMR*s?7L$8cJpeN9u3bG>Y}f3OoHFh4p;u>Q)`pPe;l@!1=V%
z$e2y2`ZPzY#98kJax{`OqOnhsqWlY{=me;qe;d<?Fr=Txq=8$1g$Vzp=>)s_?#**P
z?$ZV)9qkIMZnp{=G@rJx!t*vZa8=6TqqW^&wF6Q?Ov3Rtby)ag?@v2|o|74#{&Pn=
zf=B+K^!DlQ$mLL6q2b6bgHW~~Jsn+<vz>W*77()4`6KRXZUU-oVI;qr-`<sw(_o-y
z7I5C)*fN%x_4?4!+3kakLAE>Nk6|@gLhG|_PW;f%mr=iF<*cft$<UA$nE^nxmXnNS
zfV9#kvKPdf?*2`)+u7OsY<PlN13?~*<}E1FG2Y_+&~goQAdNzi1n4NeMg(OC?XPF`
zPHyA<_p=HO<P1s?q!ELJP@=J<Ydl&mpqoZ!)5=VeL2IpBr)}L`U0s?avA`<jXzK3H
zr7HZe+qo!^E*>5_B{lXN+|b$Qp_0Sj9e0O+0j}V+XZqtZ(QlZTfVmD72cw%t3-2a3
zBRDV56I5yOwEdQu3l>kU+vUnuOgC#m!FTp|3owwMFRLinI$zpG^0(J0{GpuyG@3~S
z?7Kj0ug%?Yv)-j|Iv~CMYrxl~rDYO6=h2~xlRfFh*tb&sJs=CqImoRTS(ssJ_!I}L
zWV6E%oX7xZnZ;~Cb?mnxl#ynx*aUbR^v7*YpKx;Q508LcCO%9Ao@S{i{DKzdetAj4
zZx5w>+c8*~p<QY+{`0Qa0M0`I&{9Kf3YA_Lmf-#XO2f%|4PU<ag9zvDRPk|E^_4_#
zD$I8Y5S`JFkMFiAjTG`eP)G#zzqU{7EblnB=B1$HbrNB~Ko5YL06x*x*|H42S$;l%
zL^D6rn5;4D1_A-(`+mvWco-P?K>5aH@y+haGUDQ)Y0q?>?GV5>$Mq*R*tgICu>YOD
zav0gFdYRn2vC52b*UNL@WI+jt4iCNEF>quYbf?R&FU=oyH{v;0;5j+5vIBIx$W(dM
z%iqA?hYSy+5Cpp`kczY#GFx8Xlw^fdP*RuKY@Xm8;t3&x>rv3NSu`Hiy=Ui|Pu(aa
z!&U}}<=O8SgUN}kFcfHT%q360)`^e*p`WJJKhRhPR)oqYcX@ze1kkp+T6>m(^PrOL
zM3qYnw5=Kc>yVH&kdE62#!_#3?%1ug=`AA=i2!k%7A~J`F_mbIc!(MMjnLg7eX%<@
zkk_l-JMnoC9EQ(1t~mD*hDG%pk&?gKNu{u!1{)I>cpxmn*zEWKZIO|Y!BbVmOu7?3
z2+Hz;Yhnp~_(Q9;iRE;iy(#|b$)TL2tS_chh)!TecI9~Y7*Z@Gf7`GJw$Uzwi1@HA
z1RsDbgnP5K_kt3Mf*bRID1Gr;E8fY;89p_uu{jn-_GjW0@4h!wYODY)iFDgUu9$=z
zQm6HILq2(cSY8O2oUjs3Yk0$g2BF`G2USTGgstV|AA!j`%fuYb@b&BEoIY<;*(6T;
z1u9HT!^kHfevSD{mAhE{;?Y(<ECze&Sf}Dk#Mh3mSD!x*A03_fb~VP9XJ+OdRgA@;
zpgew`18<Sk78k#B;qLY#BeIkfX}y3VD=^dP144W&<3HEF$}_(sB0NIJ{k@uQQfeL(
z7l%iJhf4V<Ux%TSAzV~wbzu+)m@GDZ`v#N+04KsvjU~lAKexO8)C&EF7{u5ZKOi8;
zPdHLE7Myy-rC;?s37`BIf5sdQm<onJJ3!T+{-l=?>2wZeW@gro{wr6O`!s+V2*f)d
zQEKt<@VL5yh~@ZMm-QBqxT~tHM^)+QR^|_)R_CAZD6o|&IzxOU+WHe{$i5AeD%v|l
zWlZ33K5df&6bf>tF-;Ww;Myw>{Q3EO(Pzk28v{CS;^MYa$eYJ+KhFv7BFl7ks-8#@
z;u0i8C5k-LBCJrA8SY7p{~u`m&+hK243T!I-bb})jvyJLqrQxVg|=EK+*SrtE$p)!
z!3NRV=7zEq<T1))p}Lo!jnne-@?fRW&}<!7F;_}`o>oSi9_2OX#{VKJLGeR^`r3!m
z1dPtl2!}>27h@?vF#r0#PcRx9j5;G5_GocsWo3CD<i^{?78l-ojy`oLXk#3)gRDxt
z{BK=Lnzoh}N_u+fHgGR?K8{F?OH5Wd7yafNA0PkqYud->>zye|x}YS6evDsa5>!|m
zdwHqzu?%<|;5>kM7SLAaq<Be9_53-7?u48U@Twvu?_ji;W^{Cb%PNJ8%&w)WIzdK&
z$`}(F`-qYk3Vr)Mraz<DVp`c7(Y-VmPGQiy8X@~%G^*?XAo)}}4C$x@G9+SRhy+N;
zQk}2K$yvW=z^Or{Z3a+O1ok*;J|Y5$L8xib<FMmLu*Hy^bW2K^!8M%b`@y8%L1%2d
zy`#9kR6|uyuLQ+JMMd>84)jt#fvV@7QdF3%-Q6G**HM{Lz#JkD)DNEKZ45C{ah7JE
z>HK8nfk0>kNX0?TjBnvo5#XS?W&)%yqqIzKeHFw>=>N#29m$5E-O;6%02kp`QOs`i
zL)Y_jmf7)UFnB@$uI=jL@>5idPg_ewTGHig3gd|^4OSb_rmOYvBuPqoQ(G5P_62IL
zgt-WiUzAz$<p9fFg|3St{!+BP_2TSOD<0Z4dScQ;wy?UmIbJ}5T_4^AQmUvK6zhib
z^G{OgE2jFIo72ijgTbBzH9($-3-EfMpg+#;Q5})(>AT@~Re9ZBZsq6a`*LHXF+=h~
z5T3xvmTogq>_;f}7$R+})*;AK)rVKe>09ez%s0<Yqmq4oy|=uAgMxaXg7wFhd3-H`
zf)eyo^x=Q3uI>J^$WLz@oUiax!vU~xqD03T$WIuO&mRQZNtmt%_w*E!?f@i<*QZZo
zJ2Pd@4!&0{kDd@tHjr_1V}yuDMMa<^W5~$LI~^Vb2Zn?wNCOBvujjh3*XvI}3A)y7
zNG(Qfy3W&yOaLg4BpYZB{Ho4J5cC#_r7(VXcL#00x$WCu+@ezfan9^vH-MZ3!1{YR
zY2RVPB{CXb0s=tC!*>Y=^ko2^ym4RvV6{y(#tz2{#M|4z@zn!;H3DiBW@7`fgs<U0
zK(YhWDxqENCzzN3b{dcv@H)F9$Sc=rmyc=-_PZiJeujl()uF5=b}2D{*T(?lQlZ)R
z>4wMWe73<o{LdJX4<Ehf)CNTdR%MePE&j5##k0{Bw4JX7oI2T)jZshF5a(3@=wJt9
zBHx_i975Zi*N2x*Cp{tV&h`ffKSf1x`%~Uo>$>}-ivw6u>hALDSYNZSjE|doDJBS8
zt|}z{s?u}E_y5OU0BS<_vQ<I#)Ncz^Sus`Tpe_M9$(^bAOqhp!28djDPP;0P=*8H+
zpH{w&Tp9R@2DGz|a({UKr8+WUm$O(1L#E<h1AVTFs-l1lxE81>EPi*k1^5N55AQFo
z$|uv)QwZZy8No7YoHsy;cp$l-n34d0&H@xP#>%>5D<Bom=V{HP0u~|%K`9s@5COzl
zoSu$`XS@XD?vxt03~>1+PgbnvFp0?BJ?s0|AFP%d>f*6YZ>Tb;f&#uetPj|>e)jWp
zKS~=~H+tRJ+B%}GlciE~0(hq2+y>kpkRM+Z57p*1E%=;7+^JHckFK>rHiVWK|BHUS
zdRpW$<o*?N%U@}!JI!WaLGogDcB+i?uQIZ6QMg(EBuSoL_`~iH4ALrCy^pF|-#_DI
zwl+umwvum>Sln<)kKjT251I7NaesU**Sjs2@E<XyyZ3s#=eAq_m%Pbhp)S|+UsA-t
zh)ix6|M|avv}+;ofBz`GVdQ79x{}iC5DH&HzuK*dsi{O+u249f&I6QexT^pXy+X;%
zmV77W44%A}n*RNTTnL0{2{&B|;4XmDv-Xov{0RdyhdVxv*T}6%Z61NX$R8Ju{Ad%p
zTE^VgJ#bqEwd%U@=s-(tzvHp|U8KEY_G|y!jqLM_!@B>utsZ}~`QKheK*Nk~=4nj+
zXF%47{_DU73HIgPlZ)G$1!F*SBS=X22Xfkpuo!-SUG>SoPY3NFTu~5+l*-M{P7_bO
zpU3oyzU$=LeXg;wxR{+j1|6)#qED~qNcl@4obNdaV*(XrViOZlQ)g#qfj*L~oZNg#
zcBQ7e_!k%_nQg#2ec<5m!+&<)ZTO07zKk^+^kGO)BB4mO@xs@L>mqSeIRcg-8OchQ
zLlaqDVxZ0nVrwAGlnp9J4LvT?{I^Hhes`3xUR?lW@uo2v<=ii3r#S?K5+KngnaDo)
zHLorvCbqgdKKlh89-bvNz&kUt4+3oO$PwBg2zf#(4Fs)u>&zjK%OwBLSI!xjy&ZiB
zB+ObG91b%R<M4tH4-UX-U?tR_a{vB)BWpRdM~llf&Oo6DuvR`vF>sUsl_;R+5m5y&
zYyTf#c9MI29mkfyy)#4E#12RsAmkZB%$c3?hTvmWIFg;PSG=#WA^HzecD(;g`eX8i
z!rB*yaSO)4%mNih9f2T@EfCECb>$hlx}&rN9|E8^BjVzZN16&)CosSh_;<nFNO}Jj
zOK8Am$@Rd=tn&m!&+;#Akv#Uke!kfR=nu{f;eg&xwSx=L*}X#lehBy_U8y#2N6%ce
zq@+4IbaWp1kTX(onvAnHxurJcp)x}3_TFfU*h+N*B?dsE{(nFB_?jssEDq7%F9O#v
zd9rLsS%Wqp1fd(mA*o()a<XzpQ*kMpYfmogRKyk-2wMI64(efAPSl)&N`gRR0#XA9
z?mB?FWZy}dSVsfZ2vC%7(|O1DzDN<?)#)4vwmplC%$`7RQHlhDJUEG5O|-#)U&W|Z
zu~U~$nc(+t$G_bcIg`CnBK9V0<arW0>mEn1CKRYgiHi++8v^+?j^!Cb-Fgz%hKnT=
zEdFkb#_3(&3*0ThPxyQ^>(1hg)LutflLE@7!~MMk`vp$7diwhMc1Sv|lkO)cf579|
zPu@-KUln|UmIsF`si={RXJPm>rD2qk^27}bZOrex+<X0+DXBFWyJly#!h9$b++jC$
zZoQWaK?G5>-JPA=d~Ob>pB}`hsX0_ViGfC75))3Q$bUc-6Vvg!y&hj5;?>rMHNhrC
z1kR}h*lf318WbsY*6nNtWo0@Ng;SQMPzmoN{PR=mKB#0kES@!&$<@{^-PM&nE33Y;
zq7B{F^8js;yHePof~X|));R9YP6Xk(S65zDJ8h3gP`X!FpKMMX)`$g}C?w)0hVLCs
za8xI~gy-c<dT(i3dkL7W-u5QT5XwTgx0lPzj?KAESG`#bcEU|`pozP)#l{`9sRL$z
z8-eg1ePy!DVtr;*vcISH^vqUHE+os}KOh1#c}g8nBLaJ$AY;(tOiqozH+w&T1O*sr
z=cQq~LuS1d+0?$bMQhX5Zh*+dkMx8ymx#=5f3oaQqaZ#JN-E%b(AVP6EH4ivU_1nF
z*Go)mFo<97?>1;yPXj%Y5>^O~Y`u6Ws7kTJZ?^;nF0Q};0|k9#WOQ_J7)bx?mzZIh
zk(*`hCi4MoaY0`njLS|MxUeZL{_q1#C8f-^Hu|nERV#`PM=6d>g`~Bu-$JG%hU^Jk
z>goW;#fFSr5E{A^3OG{SmUGr-<~f-;(lOr%(+V<aXc?w{P=liq7^6Gjdu!9E%GB3q
zTl_oq;uGSDuU1nZ++NvFjK$SDJAuXw4yyL{3O;?0{KQ{GzoeuDZZx$vT4w-xl_JbA
z*6V^K-A%6+y|n)DZa^E6L|@&GX4JoRc>E|`FZb%6N9p8Q6p&NVY&8LkhhW&V(?(Dk
z10JHIr>CtgZ3<xm!g!^5mWsDG%}wkmK26~{sPB{xP*A+4Du5WIS#%byj5f4?)!^iq
z-{Sxl5;HR0FPQqu$<o^EhNZ@Nb$L}~*=D+`<lU}5NT0D}$x}=4=<a~7L@6s{FD++<
zlI?CR!Lrj>t(tv*fp;e*&uN>Q_-?ME=mp;$7}=RA>v$+XQ%hvEvjFlROI#$|+v|+v
z2X=PX?x*toJ+iWL870sGRT*eRc+ypOf!-rP`pA?A3zGjO<JMIS!|*q5fv100(#J44
zqDAA0s;VV5Ao)0OFDF@&AI4QIGBRBYi^evlrlx%GfOn=83WaK^WO=cfMJAU)fb5%$
zY^^8gy;g~&yn=>CnAi0vqYkL~Wq;9(NE#;5#Wy~AGdEp@YSOp0xFg`w_>uZ>6{Lj)
z!h(&8H2Y?%L21zLADS~Yj_Kyzz1@8F`wL4&?^gTcUv~jI`Qelws(VcpiJ)`A{6ljp
z|LC#7VauG&*iQw_RVY;u-WgwU9bqzy`*c69HVffOxd!qHgT13%5dONrUK;<|Goim-
zLlEFfE;gkJYmYKw?GOj0mb22|S-zK~rJ_pV_qH~A^Tyclb=GFH!nOOcw44G9d~+<b
zFn9Bfg$xOWs+y`pX(@XmzA0W*xDaCg!)_8uY3UO?dj<xU{=Uv{b`Q_WSR(F!Zr+u}
zqoiyiwg(WKpdz+1h1&g3f1l1t$w@JN9(D6MzyCx3?&u9Z7MTK>7tb0H4}^{^4HR5^
z?{5^!wVP-pSGgEod_G^w9)ksJdQAWgNCwRYW)41!O|lv(0Ulo0zC01y&{Z7l+E+m>
z6O~pBjy&_dt1EJL(X}Y1p$P(xQz?RyYL04w&*&J(C9jw0Lr628MA#>qd)R4D!X^w*
zQiZLkqKGMIxf~6itMeMy26q~b9-JGc4>7gm7l8HRfl0z|vp$#*go|80ce=|`n8(OW
zM{eA~Al0W`8^2Vj*&qN!rg$rqfQ}>x4FqWvU>8`;ury#}<Kp7t4f*LCO4f^d*`4KE
zo=gozBK<um_r&jlUAI%aMwbm$hX6OsWjRHUFMxwXMD!F}(kVs2JvQpH+8#MkuWYej
z@RWFbuBCN(_4fMZQPihz^ZgCCW_m_j-8KtLN4sPBlsp_X3g`PZyS;L9VaczGw!>yV
zi{0P0vUIkdl+}x#^j$?UC^Dk!JilIL5<zl%b>#i(GO@K{ch2I>Gbu?pS*9xr_M5pa
z>;$*xLQai(JX@rfQ(s5r@UnF-JQC&#i+FH(GIhDh6-kw_G(fbA`co8ait5S9rLxFg
zX7i``=0tbfe@hX<-9P*jNLDa1QToVNe6boUXeiLB@Vs`Lw;I|QX%iQRyqYcIFa<=_
zwh+QHuU3=;x8424qr5hs0c=mb8FU7Xz+v%nYbPg%0F9;PrP8uekO?MwG6FL)GPSSL
zwX<-z&@)^4G(i1#5kZZO-mGmbiI(@b1z(%Ye*U=x1AL8e4}GicA=4%h-ZGF+#>K=T
zAS8VqL%Z+{tME+!*8C)?(6smD2>+<}3bFl`_s3Rlp(SH}hmsxd`9g!+L<N?FySsbH
z_z%0|dBGF;)U$-Z$Y+k#k&)li>mE2NnGaz>-^_GPCoLUqPFOU>m7G}J=I2(mk|AM)
zGYtA0kY_2bMjlYnRR$H{;>t?#z7hUAo}lEnv(uWmbmU5exOq05$I(6EzekgBV*{Xc
z)zs7owso)+KMsqSQ#wXM*Yh%YCMW3`=w|A@Q@fW3wF>vnuYf!SuM(MzwziB2B`u3W
zWRs$b8qTb0OiV_6&*$c55HMBnM?WNdH4Z}49#DXt`c{}Ok~;UXK1E+i3faE}6CPrT
zzWSS%r%qRIh@HcyrFo5!9NZjBP90*szK>+;t!zA=JMjE7#vgHqMn)j)tQ}o_Cib8b
z9*;sQzx|IQ5&@U5>B-kozn^m@?ua($=I7_-1O^0kvoON!He#DMMdSwcS{9e_mL%Fl
zReZ>hRo=Y=#4hs&H87_pa;Y~5?x%G%6c2=_^3L11(;w`j&gKAnp%em9Q&a8e3tC${
z!C<9=gu8Ww0tx<1pb;^FcA!Nj@LthKwr9??@3DW6B>%mpCYiCks>?OZWHkd8Ztept
z;ZT$>B3N|5V@zeCqoZrfJ+qa0IXMX&<Y~Y>s6+?OAFyd0z6-2c&oK7(^y$~Wcom-b
zJS+93w*VzW&~!8?*%;F~|G^i@v5khRHl!~B+>w9BVU)taE_a+5IFV*%>skFNVxnRv
zyE9Y6KYzA%b_(v9DNEC<$?B*Kb<WOT#dOaOWqMp+SC}&Ecl7n*h~j5IG1#oQ;XMgj
zzrA!F@<F%_?2_Jini1R1z{J2r=UJzwp)u4>$T~2>u{%i3MxBv!Jm<u~K<`(mtae;X
z(92y<U{lNT6sxDqVr;M`zv*q!LR2JsadF4x#?tS!>@*>=_ffT1S3zTiB@>oNI#U8W
zJ4^|fb3H#r#l=@vW@?<t_$kPo4<h8G<@k^1yt#L#i?$~nhkqC@wX@R*qzq4Y_sVHY
z2lC43$%S}$uv}h5iWt%Ia~y7j5M|w7D#)k|{p^tZ(%RM2SMPc2WvGN{CTl6&ypD?3
z!M|Z{QNzO*HFSuAlJXFVBcTTnS?vP9R9EK&c8w%*r}BHthpsFwN7#oY^N5(2+c0v;
zLXC#XER1B)c&MqFfYFc~lT3n5=yvuK`9OrvdN})Dox93uUwAYc8Zxr`{%1P6gqTDb
zLLdO6+Oo*Q_i}CQm<7iS+4VlGwx*;6nnQ1P{=nPYoroxh3Z7c4yq)z}Fm{FPvFH6-
z<gA?r#Nw&3G3AP#Yl_`s;Y%;*?3ck}X&h=--g|fRx_1w=zrhh+h)?pl>HRyFgxK!B
z-nzBLp)3guPd)y@1CUB?=uh&xp;+jK50!Ba_k$I~1eAlUlL8~z={#Cbt3Rcr_~etE
zALPQajoyvKc-*6%s~=)#Cw+8w>%7bkZ)zG9mzJLFXlxv4d=6N|9-g5gVGT~3v2)k%
zliJ#P!6B}%Qf`N`xPkTIdNW5!tMIsdmfvm7eDfzY%>{qu?l$D}mI@P9$Fjbt7!Ed`
z>(M3)1Et6+%D0`jinsS-9rqbg)MEPc6Pq;*J3A_0@<QfZHXI^>^^sEi{jJR@sdC}M
zv)<{k8Uxa&&|hsX1g>~mgM$F73T%B~1Ul)}l%IPpAD(O2%m#lAe9NBjP9k*J!tE-Z
z)s6>MWhjN2*?4&wY<c&iBeU@!JQ#IUdnk3x4^2kpOvBpXBx7Uif?OcpLwd8;88xu?
z!LBP0uA)aw(n&5QB{fx`C*>EGDnMNULKAGp(=QLI;-X?Q7UTe0x)TmxdT;GjpI%oN
zSX>OqDR5SxsP<Y&=!2%Fn%aoz?5qgV6Uz;=j_%F~1Byu~bZHPH^%c1W`SFyd7I0ip
z=N-8^6$$|kB53VBpq3w$NO<Yeh7e$3Kco2iIiM6)US4jsU;K9+9ETAs82{PF$xjxH
zw<W}&JAz)aeo>*Re2ED$W$$-to34?5($ElJU23M1^7CID(;A%P;9yg{d#604>|R+-
z*U{jy1+>?fh>n(Q7i;)<BMX;6Od{;T1EAB8$CNKQ*gR~x)uEJLS1TJFoSR#<#Am1b
z_H&}WGcXZvvlOTkdemg%LWv+3LxwHz-X2&`UY=$8KKp^(Z9{GxcoNddri2)pC?^(+
zPLa_%UK9;#!CM<Ek$ShN^j^*s-nw5dS{$bt`Wj4MksmeWr_)vG?i4&gqWJ#3gVt-m
z))i<LAAM2}RFIymvN3Q4;z@vbK2bt+{rmpclEFdc143;)s3iw2E$u<q$_H=+XA|#7
z#3tCl3Z-cO42!_?h4TvLW1MsmR;qQ@-YG0XOac4(F<_!N*t$(9iO8#uf&)P5^{4(-
zGC_9}U{ck7c~Zs-q4bxOf74O2iitVJZMiYOpzQ3#4_1p#o$dA6uUUJ++s}P&e(j4S
zytW?wO%ME?Zw;-?%B)Tcf|Is-b8oZ0UlmV5SyL0aHLP?M0(mAH^qCK}G}kZ$^NBd#
zE=?0~AYz@PrtiF6%z@~Od>PP^Qyq!^62d~qq*pXg`+#J|7!?mP2@iQ%Ul^;4IGa!|
z0o7t0&1(4q#IIvCRFiIY8_IiK#QJ!h*Pp>Zfh$$y2il+RBBTvr<}sR?TFJ>xL>p+H
ztw|wF>{r<?o_cymT8$Z8-oO8VAvb4--|OeHoz$mmZ!(5w&?+4edytn;(e`A1!FhCW
zy!m;(nVOnfEjk9=oP;4x5EgEh-CYh-Y#baU^fMTG7I)5nt~RGSGB86euU_G!eMt+$
z_e?XEbhT5L^>_tZHMBx%{!gP2o~wgk0-$@WdfkYH&&`C_oWi$fmvc$4F9cChdwV*o
zZqI&2V6|uUrPeI=^VfS--10gdc_(rM`v84ws<1d`<KWoh?tb~a+#Q<4D-~)zS#Q<<
z>6((?Ukh5dl_MS<6XP%Di{$qOrJV7bl-*mbXOey3E~@i?(x-DFCo6n4R$_wMXN8kP
z--L@r)}NbimAQXp7Gl=v`6>SW;*~L=Ga6c(Yb$ET$3`eAs$w5p@wocH9XaM+P%~Mz
z&(?vP*Qg<^=JKJ9%|n%MQO#F>Hy!p0i$#OD>CJ*&RTj%tTznFz&5EpNa-4zF3wCz)
zbHwvF&q5s?Z8!IjwW$&f5aNkSYqXDJF*Y)eSQ<n`4Ms-?`OnMB(=~Imgrvv?_sdam
zvrr}Um|+Pf0-q}{kNA9c>Go)SMgpU7uHN(f0@7qMH3BXD1a;Ul{3zI2<+P~|luYOJ
z>ol0OHr|`g^}L$t?J*DsrWw`Q6=^}i2^W_fBt@XA=)4=+z_P*k6w4~LLH1+sJTcJD
zXQlGpD$&dX5t9&7E?J<v%{!?G&ZzTTjor&jm1~Tdq~wMq-ZJ>NT7(6R!?-^ei-U4}
z0~!M1$i02`?_b&vt6UF@3vJ}&(50lMq#R4iwwG5-W;24o(FcQ3RY{v^X#qV7?>D~>
zJ0xEhDW#-<)n04s!SeB?NbR2$n-(PuUJ#D3?Xyd3i?=l`wyO*dt~r!|!^T7|8Q=_s
zvhMLR{p|j;ka+39i!>z?0v1Y1t9>b{F`GGD2MVm$j{HPi@5BAzW*n6M_job?&tDU>
zU}fj$Gto24OUvPi_5$4+*^rPCRW)k1LO~DBrz{WdzIzP@UVId<%XcAYY=5xNe)rx-
zc@*&CJ$AL*pPt{nRr|$-;O^hMpGJ$X{|w39FaJOP15F@RVfVgJqGAxg|CcYyo#nQ6
zb`*t{Pb73?g1RutcI`s80davzr{s$~=kND6WVo2GX*Y=2j3hmjmBFq`E+~vkO!R*9
zJUJU^>*z{J(NzXi6vpM|dMiFne*fls#c2X6-kPZAHvHtM$%i>K)M25e?6UFG90(!E
z50709CBAan$}#Q+VAM6vVGUj7Vx!{?q?;Ru>iQLL<@y9c@A<6>2jIy4Ufg589kt@w
zU=a6zBPspM9bteF^tKca+%`6%h_<zLwc;3L@}`cy0FGOxQ@%A_JJIvgx9{StHpBk|
z2rHoq2=H-PDyk`cD*>Y;APPP#l+H?ug)l34;O9LYO&35%=Wvk@n!s-V>pST4ufHKK
z7yrA7IPDi?9T;j^e78eEC9DQ8Qoq<<Q2F-G4`|&DHp1Hgy<RO_%ZB!xjOMA|knYv%
zqHQHrQ7enKQpC2_aQjY%WNS1>p5h3S$etG+iPesavlekKWo4?LVj1XJ68ES2n|pC5
z+AMXW!egZ3zJ#HHZtbN|XTr`d&X0l2`jBF~MMrpPPY=M-@}l28@p&6(OpHcwYPIbJ
zqxofXOO%S<^<n_!rDtI&dE|&4j-@=cf3ksc^Wy$m9<EAw#C3zxqJD*IIBh5K{G>{F
ziCwcQ2?Ub!Au-w8gUq&~?=e_eF8x5790K9&sd4x=q$pvaF(zp+2ORu=pSWaf1R~FF
zT2o3>N1sGa7&RB(8ahH)pObU=FdyM+65yv?IQ0f1t7r}mI;aOls8lEFpiEj?933zO
zz(Wh3xA%5wE2)RlqmdDT9r4=})FZ0;y|}o&?8nn8*3s4B5{8cng3+Xy$%uD79B}RE
z?g(C=s7TT~recQnx$zlkGSbmR$s;&C{quQgN%=mO7ax9<Weh#{-LQAw-G4`q{O6NZ
z@9A=LIvB8{>#s0=i?7nibaWAy*!G^cpRRNI^@qvI=zG229k})6^O(U9Onw!ck}5-H
z{t@c4RS~qh=0KvHk|fqgt&vn|ysacSM{hl~ib%5>NeJRm<w~0xJN0hl4LA2Q<@7?U
zjg{+R#c%s|@;^_ls%sdaqr}%+VRe$9O728Yvot`k>YDgIf(=@$5Wn6)5PwW|*E-%Z
z6nQl@NZdqMpMf)_us5LTN~&C57Df5<Ry}N!U>U#E5t60ytkm)ln4>-GOcE>?RFJ|S
zE1BEq&#ckbOm+KUdOU{|)YZKvoFAc~TzghH1A7Fb0#>E&sWtQD2HP{Fr{>{w6IyN`
zFdVCP+vRo)jW1JgeQZu{l@!&@3vwH5FY+)8_?I==Q6*fWJR?<F7Ox!_H$sC}k2pE&
zN%+j#ej83hq12bBx^98DG<YmvuQa;*B;3q(fJF!*+IYWgDv<c@`Xc0?JHNm43WK_^
z&ji;&y?ZGxX6M>`eL<le-EO1a=*V}wq(1gtQRw;13wU0d3?~yCpT+Gl!;BnLsK;T8
zWj`kAOi}|8x7q3REz!nS=Jzy7JaaZD$m(hLDg#f_%pq=+o1_&?Ub!SAWu7!O$XHDc
z)-$vB^gx<W>WQn9vksTZf?&6L$S%K-nEq=$DR^92GCY)7M!M_Q@aL_lq@;yrf0h)5
zHI6skc=rA^l?v;E?^l!j5*y-&@`GGwAg^_w>pw!+m2)wIMb*`TfMW8OM@N8jPkDfW
z1{=ETAlTXMxlHi97xXOY<+YIu54a2TpB(KP8V}7(2Qm+{FS=tWs(6r06%TXAv$?of
znz&iI5hjm36iD@EV2t1L;Q1-zlHvs_F!b+ON1{DSwl2ypEp0rDr%Od+9~((8p`w!P
zHE?mESvC^S%24D1#AE8?Y77!O)}Ip@=X4`RT8wTA!a$VQfxCip<QG`zq<>B$AL#nr
z$b=S1ruBV(#JVYX*HQ-*0>5*Eoh#$%6*BmCiGdgI>Df)AwS0HG2hH4$;933=Iu1}0
zJg{4Hz@q0#$}Uxvc_8A6j?SCwNueAGh)T!9oDXe<%-<EkVvLqWq86kQ$omRB>VIDG
z^PQaOdZZ*Z7I?L&(pQ@kKB(bIt#o(aznQ7;zi%IiYQbiopm}$1&SLZ&%?bZq=s#04
ziw^?#Rk-C-#jI*pn5s+N7ITn?eBA@f2t+==E<d_@#XIv5V47{k2vmyE`8x?U6t$JL
zwW_v$lfEVnpRAugmk~GgLQItFa`-hmQ}a7<-%|iNI7r{^!)`~aIup+iT3-H`oNwfV
zwLB@5+@1nDa!O{WBeyiS)rMP{koGI<50$#r55FSaofiCW>|f#)=(oz=GJVVWz5os#
zt=qd>R4A#ly8|#mkBiIGx%l1<oj5aK{g&D5G|7gGWhFL7MyjhRE{r&7`ZJ*$<20#W
zqgP;B^TXeo2TBhK5O}!kp9%=xTy6H8*J{t+hLTD5^nDNIqUwB8si~Qt$i6tZ5t3DZ
zIp<rSn&k1@dF{k;&<-@{-k%0_^z=Om`Pv8?wDiUz=%3d7PRB`1(C;%ze7`=hP6N)r
zaeRVyW0)x}_JG#*JDa!K3{4su>bO7e`Ekp5id0WCFw)VPas(~E6QI2O7GSGt!U62w
z^1zMg8=qSDBiCnGT9cm<(SIkuzMGo|U~cIDJ%soO%;;iE9V|@<Z`F1S>6urB8(Y5Q
z>g(@$EB1L+9Z^v;b1Zh`Tc}@rQU4<DppFHwsBa|jitX1j!#<!Ft($>~pBmWgY3u0d
z9QNoRL1jB`*I0?gZa0CcTq?Z#zT@lvSVLb?U0YkN6&t#nx<Mwftzq{P%*j$*tg_Vi
z>P(uFA8FS3W=J8FexZNPNDFXAmSt<*dR|{WQ(2>Sxm(i+ym(kvdK@Hm=@p*b$^1K)
zjC&t<M_8OJne%g^-vxNl{g&D@y}jA&lewLJ;#t19Fp+_Do4sHsc#5AxQ79Dm9-2@v
zn`B6tO5NIjwry&MY)5Wa)rxdmiTO-ZSxFuoHd^a(K5Q{dOL*617Oh3sW1mxRR&PIU
z$xfB;_q6a4Ggm-04mkx(784fjoo)CXhT3;sADiugsb(J?-m$WhQ2U;rquyr%w!`Js
z;-z!5$l!sU$LCbpxgxWc^#(Xf1J7Q2diK`{>pE>apS`|6=M5ADY~}$Q5g064-w<_)
zNmx=}ep;Ws>u*|=a)gHF^#rG>eYZQN;S_UHK%b-@pK;sj1Akz_u01OZ-kjL=juKSp
z?w_%{Sqd3=!-q9ghguKB8N^Wi*znO<;z%zW^e20NUd??((z)R$fZ}t*=Ni$6OyP9&
zzx=dYghVV(uUb_E36dfcFE`Is+za*S;n`=l2Y3JiA7xksOHej&4VgV?)m1*9Xg}pn
zy16tosx);zl}qjarL2@;zGiI=sjaze$=<u>_ACwxWJC|{*p}Vmc+SoglM^1T#ckZS
zmg4!VK{k)|AwT)OG%M*%x4|#}Yh7-l+iTXln<bo!UqBtc$8?ZbO_$3_=(yjRd!thk
z@sY(Yt%2F&n!I`--dK_Oh(kLek%5j5k$eB-*v|171LZpwy6n*jaGmc1)3dG1e08PQ
z22u+IO@RezZo^U-8uE%O?_{COqI)#&+X<0fX$3~m*EFnSIZ{5Skz!+2mgb7#$$xCc
z$ATL(NKdX#R#S)Tzpl(#%#U*Am5Y?-l&xfDKJ)Mrwqs8&*iAe?L=;r9ftM|LHvC>J
zdDrqt4F@L@HroWO)nO$}$}eaE3etfA-c>L+k>-3HI4-bR>n!?#h9<^8&c0Z>62ibU
z8^F<AJmip(p|rQJdPN%3@|NAItn4@@CgE#*vp?c~u}ST=3jq#|&gJ##ow*$Q(pBaY
zS{GkXoTu-sR_zw0@14E>_0E6-e#a})C>C<e_>>!;!rgf9n*`_i=Dzl@Qvp|DE2Gq<
za1Xoa=+}i@2=4{i47eL>W$@(C(FY~}vE~pEl3z=-b$_?BU)8JJTil-NFDbDww^*OP
zkQCsN?gGh(SIMXd18%Kv8>~O(1O`^bX(&oQPHg#OK7)lSwB;yU8{EBkje~zyS7_rV
zg`9j$16w-S9J_t|_$k`>LxlG+zDr90$cHqAD|dBXAHL!zE?WCFH1nT(72){_?{j_i
zzU6|$!<wfA6RN4jnIPhx%f_~(tNZ|1fCKE7Pga{pa#Ki2-wNPhn~|CsspS4KeSsr{
zZ*Ft<a4YXKRw|At`HH*r`$v5fgaP`5i3tD?ubZA;E5)Y-w4Xy6S*dUTK5}*vhh<Sl
zlGycROUjKm*_uK50UU_|bf!DtT=us4??s9rv^rSeqNV6|aXhXm&`=k_tn8y8+w;z$
z9^qpw=54}_pHj(9)T1bqp?{2jV2e+ZvgGCz2pnJW)MS2<ufT|F=eu1%gh$CgK;UE|
z=Sir2vNn?_9ViF_#$ZHpChoR6u;Ew0=TIeOf*4+;VdWd;<?wcol;vj9Bo|;Mrry4U
z#K@P*TI<iwW6{=Ym6@-67c0SK(XTP?j{5z3Qk|J^Ao%n5?{W>-;^sFEI1Kut61Tgn
zsTib!eOM*%QIO}tyWVT5&5%i7SXj%8od@RW$?>uK-beW$|DQ`sh4q&px)Lq_fK#aV
zXm?>PJLkKwX#juE1;(GI4Fr_3>9@s&S4PE;Pa?9>nQUwj`J)k-npT*tDLRXY@M;Ku
zZeN{~kv5+nmj}kqOux-YrW_b~ki&$Yw&H;-S!`6)l=IQr&I2U++?+ML?Z(A@`I}3d
z*M{?VDOTCk0{Ay2rr4P|5c*@FXRvUo{g{@f9uh*$jZaEI0CJST&km619BN?wPn)zr
zn_^Y;Q&d$&X|-Eq^*m?NUK1W17#YZGUtHc?>!G1#i#&u!4a?F(9XDs|O7K`t9Bj`W
zw<n7zB~Bb1x5r9Wo$vTjTufZ#^8iucQ04SnT_Y|w2Ea6*kg_&5jjBt?SR6tjAW3b^
zp5TDYrl_TMO!cxd*UvAp#NNfo2*`1JBK&Sywm&p6O;|U;H)A#9GPy?jGh|P_|K<!Z
zqvD(y$UkW`coX<EDZVL!t~<~WGp0*&B-oyxvlV`SwWP~uWtGkyQq%=f&UPEou5rxv
znF^*wnhw@_5B{PdHV6H>;5j+G?(2gF?V-taF8e3fm#;|shsQOa?oGO%eNcR#oe<F3
z<bA`l*Do07={dx~(dn!WK-7^9PTjH1-@gND0B~a?pmM>%UNdF6KPty32P1j;d6}(G
zn|#{kQ%{Z$8JJj1rKNAqx>*411gPtM?g9}Oc=JQ}DoD-)%mlz*4A)n|*XN^XcVBs|
zEi8$$pL^U4nf5!8z5K8+=Uq5m84($4VrWj!LMxFv7mo*aZ@mBsSI=zQ%FSXsDDt?3
zeW7{Hpv(i4nmXMg&v(NlVY2fX_JrL2{2Du5_9<mHR1omxLL43KD7eL(PDpu#<*OX7
zd3ka`o{O3jTLUI6=Xjh&PTu$AiK?F{fE~@5_D9l0xL57&7N(^M%^DBBv3tSB<Jxkv
z4f6vS1aDHFw`L}p0IZRG%xwFT_yC%mEJr;hUa{k4;quDPM>X{91yio7lH2vWDf*>Q
z(z8nj`WKbXyYi-G80W9TQwhUvuDAJgYGtLRbMgRpHLRc3^P;1xYp`m&apgmY0{VF;
z&Xw}UQychXA2kE*>Q1^u3lhf8xB=atcR+^cYLaYa{ujC6oe#S`meK%3#s35?SSQQ6
z$QmVbLj-xWmY0(*IIg>;rI>a`HhY#j4PNreNO37!wY(v~G*H}=eD9zP3DX$={4Lrr
zA|k`s*yrLD?@6o@KH8&mW$A4^9K73Ni?PKl1*DU0zTF@e-Q=W#>B^$R!UkUn3mPig
zDE5DV7SwaAAm!L+P$hiOD=TXvpYT0B!`RSVy3f(p0oH~3DlB+<e>HVvWMqg&HlEi|
zSl)UEtTo#z-HQ*XOE}n9<u<8+==nlHA-0q=wZCC&)BS8oiijb%D%D%Sb!&Y3>dL@r
z*E+KspNIPS3rQ8dnZCBnpoj>qIOcwX+V_S;gmq2a0!6XY5LX!A>2^s)IgQOzso6?<
zQxL!enF)|GmbMOTS>ECIc)323D6b~Dk;-mO4F6FH6NL%eT_!s3$jT|)_Dm&mcK+(y
zNi8vz%6&+w;QDIzmr52m?!w3*(syAhUkuHxM6enE-H2=0llUy%FX+CVZgfaX^*TF~
znVWTnhsXc^&DsmV<3^*ZKelKE8?L&fdG#b<E8^4{uonz;1jy)1mc#j%r-!Jh4GDs&
zgg?$(VNw9n@hmm|Y^@Wk+Sm7CRHyFE@tEp8yVAsbD|0tDoW%Ts%$1cb*#cpw4sxKX
zapB9W%Y1sVJq3WT47e;OYh#5VNW0*A2sTBqz%)Aqa(A{+=NFfh)ARz2>%Z8QCsh=1
zr`}@Y3trwV7Tw>FqGlm|FE2}BVP^>mHDhDkpyla&ows&&cG`p>Fc32P=1?Ke&slEA
zxbrh2?2!!6gmd^&cHK~AkJpnV)rCRI`lj>hJTfw}fAb3rnf_|7*m&tF9V@8axu5E#
zt<fv9)YiEj<u62vSVb{Hb?~*rhaxP9UWAmgD#8Yjd24&8;Dr}|N!mNdw!fF1&U0>I
z(?3B+56&}>8}A#8M}=BmH~XHvxyX2_uXtCSeKd3u!((_%774@DWQeR8LbpvdxX+y-
z71bBOv!K)Aj*M&>yWSh>e7AmHbyRdAnR}wwP<uGoU_{HxEPnQ^dCCT_{}(N1W?(nZ
zhsBM`-djp)iF|{q%MHJ)LFJ2h-=DzVH0V#Iko!I~K;R(T-_wMPD`F5bZHCXzp`kIy
zYV=j|2O~X;jh@dNE!2INS5l9BEFG%Z!0sXMPjz;7;Pi%YMSXDkz{(9lci$J@W7~df
zM1@b(VZ>g8Po#3$+uhSCC8w}El<t3*nr?Z+DyfEkSpyMKkZ9L@U*%&8YM&9{Yiel@
zm?0x8>j0#9ho7{sSC210Dn?;mo<nI#dSqyMIjHjxmLh<2RA(LomOkz*r1RIvXeJiW
zO0KScQeN&LEDWNDViGb8CDv<it-ZY5Ofn_?z^s2p0m}~5qXgM0S`TC}p$BW<-@b#x
zf`etbb#yx0syUneCDg@DuDfDTP5U#4lAoHrszS7*bRfLDdwwqp)n^NYdhL&e<d)fJ
z^RO}r?k;%>f<j&^xh!th>Z3$i{m&*cJ=ry(baFUPl{)A1_#7=yM^N=j9qY-sU3L4t
z`c<CcZe24y&y1Mxm7!-4j(X;%Go>_i^ORE8Jy18ul5*NjS%RpGflmKwY=;A5w_0Z+
z56aq`o>;P5l7)J@E!)urL&;{K7Yqz^AwK*pEu1yLru5}15G6%1Sp21tNkKuqSI5(l
zi=k-I<z=gC_lh*RCic(&0)Rq5#Z`vF>>mKt=dpl{8)R%|5(^4u^&xUfEiY|QB==4F
zfb2CWwLrn^HanQXfyeaBvSD}5KwnF1S~Hc;Jkz^`S+5$OK#4~i3I*c~i~PRumOe{u
z_Uz}R(->@jiP?lnU)I{R_2L+y0gvt>2Q)7%5Rw)qpaArKpp1<3)(pdy><WtkDKI?5
zrV)OVRJv?K{c<f-rYZ?IMC~3<LFE!>Jr$~fqwtke<cF*0$%JW%X^;^Lm#szqsxNZN
zV*A}Mb`*N8HNsvAQFDzHy-zKJH1hC4)<iP%jr(c7oU9Z9#5hor<Ka~EZUbH?=B&E)
z`1450aj3Tnw6HuO72DR`t+!#!>P8B)g`4^%W3V+bh~s13D^eoryP{O6H<IQiUHZOv
z?lEVoprt(MX+^Teh>XmycC0_@M3I<W1b?1J6Re@*KHSg!lH94ak`B!J!PXAfl>N_H
zM46*uPOq9H8*MLAy`30Xk|m9gq1j$FUl54Qc9eCPz;CNRvi=i!JCqLePT;w{w2eaI
zaWr6eYd+C37#lq(*L$g=to6D}b8UkUs;%pKQTgnF9506W)CGlJK)?jnQz6=oYQ&J@
z@|49DaRDO--1BG|$%mO)I%ekO^qMDX{V9|+P8nEom9D$9>$f*LFWt+d>iCmKgxpM4
zSZbW)@cF9^`rX)m-xlZ}W1#6)Ilyy@4*(WXs_%0G2VCUgx%L^DeQ@C2p?54#LhIZ?
z&IEp6b+B*J?PzblpOW(Sm7USABpxo|Lql2`TAP`Y)owZ!a5+jApLhA4c9L5=9`AZz
zi_HclsAPV<YUH4z2KitZA!8RoV)zfweo_)EE6Q&!DzBB4WIe7xdj0Zf?R6xD200*=
zD<lgxn6E3_8BlPawb8~xQ)VY?3g-7uh<UL|@VM>P2CU1=0e129`g$=clGxHxGJ#v5
zEe`PsSqhsgJET+v|C}Tj)bK&MwOtz+Gw`C*1odrR<ZmM26B0^OPqo2!?nSbYzkP|S
zqis?jakEKHsO>lXtIcYv1E~x>xw(To;lFblPs`4^I-Mt}b2Z%ET_X&n9b)m_W%92j
z1*m%6WiUQnq1rXIo3?*JPkwu5ziMukSeG$nX<tUxgYm}w27dn|hLHQssHc1O9TtOJ
zN@4HXs}+`2z~co(VjM3T$s4ZR18YOKukD&Qzt{x@#gfgAwYOOptV%xei3pFWx*C|h
zcM>`mOsWv)5;a^qz3hKdsp+7%!mo6e>md2|D)8N9`{|A#$VH_kK0YVBxm-RhX2f-@
zYOIXk4cpRr*<1r(frzTf?7Wx0ecfEA0D>i!4IfUX*iu12m$K78VxFj<bdJ-rykufi
z$@qES<amRuf|An8Na@AHb6>sC&{;D47lYkBGXp==n%I?T;R*7by}w4)wWQX8g-pTG
ziv^>GIHF>P-w#AV0Xezmd#{xRnAwzcWOC2NXy?AFGIzd#nGWhPOodT1<!5}0h>DZQ
zQTvPQB6`%_A;<4_5#6#36b7S6ns7ncDH8KDquI3(g*<d;J&=%%PP$tEVW{teM6|J4
z!^;CCvqcOf{CO|hP)5|$GGMS`J3G-7<O%EzjNLmMknQKnhf&MPqaF9odkBp+aVe>n
z;1UFPA*)O8LE*^_Zc3!296v7psa-H;R_3Irj`K`3!6d!8>UpMUMivOERq0GTZcovs
ze!<M!Q0nlpF1<s;jKNdH;=$r?-%7ia&3mR|%gZdvQBxi~2gm1LqVaj94q=ZVmGN5Z
z+1dO70Slw8FBp%}MsT7f4d-p9!HD9saHy-P!O0#|+PJoaCw%38(xPfqgr>dcod}RJ
zElB8r!2#!&Jp}WOPt8PxKI{!bEOrFkV0o~m>HMjZAFT5kYoP2WR%9gc_7-&a7Q}EI
zRl@k)4q&ylNnPY|^71lR0m`66u13+su$Qq~%$u%!agfELEQ^Rm4O^C%Qm}DYdk^fJ
zKVkRlPjg;;wH9%EE9>**uQt8O&02B^&0T5%#>Kn=;Df;>TE+?>X5vE}L6E%gJCK)Z
zHUQ8XTg#&uEiWnZJUs8_;{m=h80(Mt-93Hs-91Ny?7qPDZbYI7rL5PR_%YI(FDJ)Y
z4pYWQ8sBdRq-T-M&NmRdoG4c?uLydxX~>AhNOSplw4=!dk148-Y7C{7Y`oL3@5-T<
zV&k1b;E9fo%FoP(<z~v8)={ufzJtMI^fbd6IQ^82w2QH$%)X7CalVcrmOrF?F)=b7
z-0Xo)Z7gT}OYuwb=h{!1CU50U#PnR`<)i{$#jXW&&c7%5S^_Y5oH*FQL=Ve5R*MtD
zwPaQpIn-2!%wFHJzuo(I4@*4k$>S$CPTP|J5C8BXBLCyZXU1a%*X^OeSFHyAN*CJc
z-oWVa)poxi{Jw-jGOxpeuU`TIM7@Y#lW~+4BMi8IspVF8=>POA1?Q{t)$PkuKYwK?
zH2x<oH3^?5RQF<Xdur3`x=i*3{cw0j0>Qb(!A5Ul!_KVSj^A+A>E1lLPQ@b#R~HKn
z`L{~g&ymi6iL_0vQ|p-yi}9ei!^cp3f{3?E1yWXC7^Hb~)iGDS+8P_wv8AP-YdwGt
zrrCM2KSt-&*cFyVr(TevntFLj`OWTznlcVNywq?rg@0X3Yxvg}oJbu3*PB<4(a)Vv
z6Dqhxl<gKzwpF7#qIBzQ7k>?9bu;Kcxqs(j+pgFjW=7Q4gQ|(ij}Sg$C{g>D>|Tf!
zmssq4SHsFeceXXSTCYr(@p{gaA&mLaq@D*QJSWnwIHash4SO@>Mb65|*+apETF1Jv
zNt|@<yps#FR<Ah*wP|q*tt3KgFRg&cq@=*w`^m=uNI#&i#sIQDj4bJPAWeJkR|Lp!
zN!uMWYpC_|uQ<23FK$E#=07KzsCv5h<JSn&gs!!<Ehbz&mU@!TpPD+qAX`;gNlEkM
zzzziHRrKoeny-=;C~^?KR)KlPfA;J_Z_h)9Hz=Gq>=sf#f;-=!u|lj2F(eOO1K+U-
zsI$_#UtZqaT!xbJ+Z`C0X-y=p58?Ht$e~xLf|8xU1*w~v0S>t&%0s^|p~Son`_on1
z#KBVQCZ-ieHy&nmaID)K_p2?fcMp8lv1r--+OoX{voIz)#7=Look3-ap3W%v3w@Oi
zl8}R=q|5VFkk9s4NP6jT<)Z((DH0J?)C7yNQn$eSO<HJdY%-_}Mh*Mx*EKf-YYD)e
zLB1VOBQS0b`$PDgYae0I#HDqQh^33WxdB9Xdw+6JU<ma{{eD2*et}rHj4X*@y+Rl%
z0C9ENKkrT9wI=2X642F{FD|U7IF3RIOBTpaOZ)L=MK*T8JRVqZz;$vetvIc-_vZ|_
znwXjSwO`|hii0ESeF}V#kD7GMbU;ec-qES;dm{n@S@~Js(bwT<OzXNlw6)f?$6{Jl
z0iJ?N*2|*2%W7(_)U8lydUoZ)2ApRgy07oLaeFS*A2MW`56oBP{@);;i=K6BwtaMt
za(pY*#X<)H?%NipZie@|=5@x>hg9%F@MV}QEPF)N5L@S1Qg1igMhHp6n19`um6Fn0
zcXR%h|6N-fEM-dt!lz_bNxP}pIiMWzp^0kB+TgRF-2-6*N4HGKv6x)i+C*Q_A}r=4
zJ5OH-(3!2)d)f=!)+XjNB_Cs+z1-D)xN>RpXywv7ookL}<&st)5<}{6c2K0z<MwU#
zQ19uS)+}DnDaKwzi^uJ@^UeM>{}}T%`#XK-!!d>`%wg4Q5WcrB@u<rri<ubqxJ5TT
zUHwpnkxoHHP4HkVnaV)!sX9pXx?Zza?Hm-Px>gMn3AGih<ng&O=KgrozEwDa9kVvA
zaZ_)9xR-CCW73ljbzq^`61?>XW~8zUWKLB}Eo1Hw;C1xcnN2>QchGk>V4L0`%YU7@
zIwy{pxBwaHSmHAg1--@g&eU${G1Rtwa|>^N?+q#0;ZYX6__2^v7%rA3*rUJrFBFZ1
zlFEv_3CL-g_~AO-6Kxl`$fxWUhChM<cx+R&sW|S?*2ri88988ba?=0aJ%FIBUclR0
z6CzvH1Nayriz1$+wD6~R673j#UqR9zn|eaLP0;Bv0j@>(yVFlk`aZuQAa6DD+L+Z*
z(c*c*^#v+tAS51`0f$lGBhm%;udd?afqaPB$n}({d@Ua7XnJnQb4~FVot<GjzuG&8
zb)Pa)0=PrlDS?pF=Y{WZ;(J=SGCFEZxj)hZDR~P)N}~Elt*oAul!#VBUrvjK94*8p
z3`BD&b<xrNwX~4EgCBMv?JKJeo6;(Hd0$@;`56C6(uc?g)qx)AobFhS*C#_`H(v`O
zK-R}Wkm<cy;EcDNLv+|-0a)Z|=&VD62#xJNokp=mxzhA=>%>FSc6LB^Qf(wj+pBI5
z%ctqb0Qd6{DVC=sXd0dKu;o>=+#ItPb!cyvW3Z{0O{(HYHnGOA0TGwSOuaQ1@%rJC
zCc8Lv(v_NeqSen~lpzDKDbLSow5wss4!92V+ktUxR8%Go;J#RYsbTEs7&2fUCPxmC
z;e-Lz0So{tCiM=)4-Qa(^UUfvxn(va{)A-m{n1{_p6x6IoX@5AOfHZR&RpU*)}+}I
zKH2`F7~<cjmaKNf66!35855%MSvb7zsa;rTE@sDZMKsHN?`p~+BWJw)F<vraz3nZ>
zP&$Y53{#DA$)!Ivt@#T&0&_DJ3A!cWB|8UUNp+>y1U1s>O%(B>20BQj4JTT{Ns^R4
zSnuqm124wM0kgP!aircdto~7TqQeu=8B9hRd$YOvzKf8;y2)pENd>sSyz?`bF(+cq
z_m>yP{?6OHmG-M`YPoJzRZ`_|>cZr=7i%p*N8aNAe{vU-@}C)K6z(6G9ba<N{9q|g
zm`qKs)K|cJxL2@u5zqAPIYZWShC~hR=J~-EB9Ui{t6P(9kQZs{F9_8-=ZWj=eY$hc
ze>MeZJ4F%azbS!#jfuz{RWz;OoBwv&-13ku4*&}41n?j+s<pZXea>z91zyjv{vX!f
zI;_g|Yt+T17$BkoA|V~p4bmbdEiJ7eAgy$xqM(HIq`SL8TBW<Yq*J<ckEyQpt>6B>
zz0Wz<b>=@SE|EFs`@YXJo-yumkN(jS?dmf@<!aKmvzBl3cXi!n$Mjsef?v!b59Hiq
z5%{(oRef)w10;w|j;%1)KTuLDaEoXfGz4f25=ys?Ra9%IF!2k@eWpx&SHHsZ>BdLv
z`vp%09qsK$M>sVZ3mua9xV@vKjN=O7qe8v0V*h}}fn&YrgXCW*Up-~C#SA9$x?dP}
z>r`;Y94@GD^hSrCo$5Bus|(Z=ujsY3HbuMy;}VXNa_?pV<4F0u<K<DNsOWODT4Dj*
z(-=>}jVd0KK_)rfM5^6;i^iLlBd+E$?em3=;ue}eaqm0=2tu#r%{Rt*mB@4c{N;6b
zC?q%2pzp0U(b7JB(4!%)939-u$VjI8y12;I0fY1gRSGSd*Cg?&2~akk=12am0ZydH
zMyL)}9=`0o{p9+rXxoM-C3CIO8qGH(3X+l+Fo~0s6OP8G1WQkxwrm#*@8Nbb@*j96
zQCLk~wV>oKEBDgb)0Ap%msftGq?*PRjrTG8^AcX2F6%;hnc3zJyXj_dP7(!;T*tCC
z|1ZohjwWo08081~i*$=TmjP85GeROUQPYZ7R8-_<KZEgtjvbh_WoP=(V5@fuVjLC~
zRTD*3`W%rkePpC#e&SqG9nlc-@EkUoGp-+R<2?q}t#DmgniMk_W4;ClgL6;bKS0^F
z-$qJXY`#$<mWgmGIx4boZZc>#*qmzK3D>!|Fq1)<<UXUis*JFzvaclC-Ip(aMpP`0
z<_A4h=t(6SBMq&<xidCCW_&&<Ri)|pgzZ+dWMLl+kr%T~D=bn{vg^=#kiSkXr<ceX
za|#9Qk5J47wnniPgtEiRo5SH+7(RW$BC0<xZT1C_FPRn<?>ji<60oO5=9nwGwEw#x
z2)7LJd))4BsPz2$QuOrF(obueV|9)<7c^E%*VHzA-9O>E#0gmOpPs8^6OUF1Mw@>H
z8i$e+CnD@&DkTL4o{zScS!w%`m(p74YhH&_n|WuAM8<axMd5*g+aA8<UmV>d=UUec
zupyGP>#U|m<R-|HnvpXk`AIzXznm4x>K+{5`{?ofD_lEEbS~GUkSHgI_LOs(47(hU
zz^%1I?`E-Vf`<Wm&22<H(~~%Y@~QNMQ`u^6YHdkT^aW+=HaOCTmvwW<XY?-}7M0`S
zpRFz(P8Jy*S61QfuT{l~V;YkmQ+Un>B_>^;_e2Js2O9@hF7phJ>ZQ2B;y^$ylf5>t
zBBz^x&nPzRuzBcwzWCS-heOqhjt9L?`$}W$rLgNB0bX9I$#eIi5$D%m)=P<e*nZT$
z3qQMn5*H1CT<qQ=PG~q$;9YS;8`m;QQB3XkPPTUaP+u>6xQe7ckw4&Uid=(GiejVl
zm!237!r8dL5}zkC$O#({)*jxhii&5~X+8=<F&JKPdOkz~CmT6h$P0sV)i{H7io0I@
zu~%~xujy={T%#15pnrOGrPJ={(cE8ChaC@3NCAGbxD{D@?fNws(j}d$K~5zgK*Pbo
z03}toxDn?_%4Co$%YzHdTD`I=dBBx|IB>oy+4JE9{T3pC>$9wPDQ77n>Va`fa9uDq
z4+Clb@z)FJs)J%&o!7AV8vSsau}#ry&b2AT?XjE>nl0)%A~^#xpERpDNLhG2s2qgR
zQ&<kV-$z?82q49#;aN!oHBk@Prda76cbhTaP`JlaP>WN?1wDhLmm@C9NK(-nuh`3%
z_d`qxkc7QtwYZUqkv#V_IRo3|W1S$`qT6MOzM~~eFHM-D_#-=vS+-;hej*rnxhy!@
zSmFx>M9iw&rvn3jCr*5c1fn`_>p@AMxY;ww!D5M2v(ok_RD3>T5b%hK$8(nMjk~=c
z+1A)(sG?cltZMLMM)~NzcLFoKp6IafToS&W$?{hb>d`Oe_N&tm;=7AWQ*WOkFWg7c
z-<RZv7F3@%cehvO=EYKx>GQg40CvJ_Bj<y-n6dH8XOuGVUpM7|u!Dbo<pq8LayN~m
zt>|<{K)t@PM?zKbnn?dsOV`l&RlX-N_>Bp_u|s1!g?Q*q*dKg(;$GVhvVuE}`5PIw
zw*#azdiCeetn4Lr`2TMXkSGxHZ@dMYoT{Or8Xg`GIsmcwz}8W(O~#a2wF18iD+l8x
zzS&o0J5wpB4PxtG>=9b+q{lT{d<*%;Mu{5FG_NaH%R?q#kZ@EGAj+iK9ka-s%c!q1
zGne#s4=)J<3@ccs`AB6x%-7^S6X{UeUpv<@{3DvPWroWGf+<u_mS$NjZ6K{LBKvwO
zL+?t@*7hR%N6J56+r4kn=djRZ8(w?OW_RX1J7A;5v71{Z1}FHm<b-ml2~b|ypAEt8
z{eTZC$=3&aHZ&>0?1~XB@YKV@UIk2SK)a@DENz#+oAfLYl#PZda?4yBuwnw@XsgLr
zy0p3}`T1p=w}#d!1yxIXLS`2GsSYn>%E@raMvLSwqmPik>nmI9W3e>(?>Ta+Kw1(e
za@FR!m@jsj9*v2X53eI1C3vm>6<J&MYM1s`By{!lmoX_hqVy)ZRh=)++Y43=JIh>S
z^)A37*6iWmiwt+&Y$gZ(8rO`3gom||d9t@TghoP~`Kf}!=af5DSwBTMZ73---h8ZE
z&ANx%F@%S=u5<7cmni0)l%S8-gV*bbrsP6z?*eZ$O$MD#g1FQSMoZFyVZ2DR5%T}1
zJTOy#s<ecx`NzW6#HNpRS<(RF3;($ZEBwQw@8REii(IM%9<kC70K!+&e$*nO;n@-B
z|BU&rd$cC~F2-r1POy?nSJ|$z<pVC^i}z$0$`==V)UxXqwk<p^=a=>C+`x-ZNqejx
zDCPI+=Wt`gnaWV%&O2w?pxfBE*_kQvnHgfK8Z?O{=N;RI7w<(~e()eL^GUcmZ3cR!
z7_MsYv4E50hXu{{Y$cqKHIet6Soh!WqyM?7aeswoSLpc#_fvx!J#vqqZ$!-L`~=Sv
zWkAG<6mx3Wb?@X1fKx9eC5L68p;eBIq<j~naTu02GU6{E$x9+2J~<GBwAlrgfB~_F
zlwET3q(^?{9cA^R0qM=wi1(K&BCzff_r|oM){8ELB5vf_1?#ddW$^$GH*mS(+qKto
ztF(cAPgL?bSgA0`+Y`~=eEIvi;z2%u8yCD=+nzeU>V%?IHRoPyCABRFv%1st;*zJ`
z!EK90K4k^%@QBFFjJUc$V?F_#kcdaxqK~xxDt302&_^u=hJ-66ud*nu63}3c&y+`)
z{%<`}3M!qIMp~twC|Fq*dZXQ|2<u)t8tRWK$Y?Qed><ez!95IAV!81$#P(aP5bCQB
ze?Tp(XQDRIla%C%R5QTANx`kuzJgMR_Gb|qNY6+koG3Pd>^ZWIB!C@4*ipTL+uV^;
z=B*+V#R>Q7X6npm#>2O>!73^PI7WoAoo?7TG0I9^a9nzqMITM~UR8r2GCU_aAt93%
z-&K;SNyBNnDUY~@pzt+@L-c;*-bQep7`YmJ)k%1lm+`IDKL%!1zVp$Pl?Zs2-1?*L
zfub2dLx`h0OQr*dz&AN63$68H+xkU}%qmy){K<VuoYH`L7H*EQlY-ln+}v<%;90@B
z>>dxyor0SDQ*E)iyCx=Vc!BwNOG>xvFn)ioA}G>4{Zh_Z?jRfXgWI(d$}buRr~72w
z-!(w&?}AJrV9GkHIEomzTrJgBxhw`3{Cz^!SY37O{npmrrG`2~{S%jkl=RPQB#mp<
zDlVpsToq}LHI!u#^$CT`aMzojt{0_vEuT}lRRc@ie9F&?zFot+rTWkmTPs2TDa-&@
z$Q74S$s2|!0q$!gxR=HAPx3*|GFurdMQs@`s&c(_YDW-baKJR?(J9eDi{%!a@s@1p
zAd&fd;TKQ<2rN`C>ZW$)Ye3^Rg@k;~s|`DkVtA<oX@+bqhRFiSD+AEwcfmZArBfED
z`9ae4E2DM=C-g8(2i`{R6~s9QZ9e!!o!{!DnXC9ekP7weTE3^8dtve5l&d1ev19>)
z7iFGOfj=Csg2I>SZvNvA0?y?h=PsqM-rMOActU~6icj1;cDFb%YZcBJ-gN3L_wJUK
zr<8k$gT+8$+p1+a1Re})^+(^I2*V(0785F&Nq)CYWQ>+ABs*T(d1P$5es<Q)v?lhx
zXHGpO!POa#8Y+nT7CMHhS7p|BK4Se|`(Y7{`x*R#0PpRPkI%bGj8wll1cDx)J0&#)
zBYKoIg{M4rm*D<w-NLS3;@QQ(z|f$GP+>z*+NPz^GsQ*>HnBg~Uu{8?4XG{%-(hQv
z4yMj~4T8HS8EH?%ul<u9_<oC*hH6`Je<Gr#MJS(zOfj|jaXx#9k|ZrHTI-@v=wHqP
zf~8*`%g9SerMV^`bXpCceUg6ti@ifG^C(5Pf|}{|R6}3^T;lp9Bd1}z*x8owU6j1>
z`uZAU4_&s|V@mZF+OcJ0+2X~q^N1E&e94yPGHx7G&gfl9F(FqY{p65p(qW*+u1ol=
z8=18RJ6lDGK-ZhLSV=~NVyoLYzb{EU@`Ue4R`t+2SfA1}2oal_ogs!VZ1~px&u$Oz
zWTZ(+T-B@jx{vpraPwFuxVlycCym`qh<g(n-*VKqhj+Lxw>~bmWKCE>f!&#)qZpda
zWZF6c^_uUud_t%OsJ<#KkZ9|WPM_TM>6_W-6H%3^t@fsoXfV{b%qUY@m42Ftt~-x|
zi;D;eh)51kXmy0O#F&=uN}b5S#`1@rf6nc+&D~bz{ac5{&evopaq!X|3k%<dJ^USQ
z{CcDR$AdJu3Wmk^2Vx#1kkFNy&A*!%u(eoKYtWTUr=y*_gA03!(v6CU!kL~j9C6H9
z1hyh~aO&&s(pus2@QCo`#XySK&fI5(CM(mLv$WdK*r2bEIbNx*B-?2&hNg*uW{-`-
z@;%$LI^wc~fUocJK)q(>8FQz9-2rz+NnoIoa<Jr$g~ezBP3?B-8?s7<?3TfrpV2b$
zjEpgCY%8#c9GUo}Z@z4$qnTK-l2??dZ!NwOB8(jp8lr+Q$;_zQ<o@ckSu(B9Cm@)e
zRL8}*W@*h{9N-ctytQ;2d8@#ys~H&cHUiFwRr({7!3MT-O?20CKp%8ghcsIk&<7f4
zRaDnE%ML=<akvp}bpjXBTBKlmy;|~hXwlLZM_B>3vwl&H)GrB-n7wO!uv^Dlcu0Bm
zMoN4EvpDZOzfeXve7Je=+)O{DEG986yy^2;wSe(yOJZrRq9J?^hBNCi@1j2L3OD}c
z1u5CXvqc@Z1I<+vJ;4-1!OQOQ3Tn4vqJ}0X<SDG-*9>ZQK0E$Us90)7GWXvP^xYxB
zQv-db0#4354gIdqNhu_Z!&sl?d6)IiyUAr89mlN~KD2CkSH)Z4g?8uj&VamfZstMq
zNl#!;i=-Zd84reTiu;Vd^R-W3cXo)KT^dieJ1fy~Z3SE__nWc)>*V#_;P+RDLX0Bi
z;tpLT%O*1$%(S|rAJ|y%j7(D7!p1s<^8^e~Jx}RLp#!-jE5j0ahRid8`;}%qPJF3p
zA8Bd6H}@qZ6_8Pe5=k~cW4_GufLQyac4*>M!P3f3>u`N=JGH5!Pww*h;jTi46<&OL
z7A-l0jCMLjcV_0#v)oYiMS>W|SDsOU%1`oM>>Pw(rL?qG`sCK@Cv6`%e_Q&?*vo4r
z)un86d-%v0U-hq3Bq<HdwFka>O{dmDJ&7DND+NE7lr*Nzyx-JBOV>q5<j><4wR8CW
z)&#5tz-CLxE*a=n+kNBWuNYB4y+76bX@oZ8j^mLve%*E9F2TH0z;o^RT%#rmKGb3;
zD<O8)%o2Sc(^@-1ljbZ3dy$RFHSbsd(XjVF6V)o-;N{95F96eGy8#uI^?+wudnt^)
z`ol_t+NW1dca@=dkNnV|eVu{-J%EE+8=J%V&)tnrDWmEX|5TAzHT(ZUvHtR}GmwJU
zgww+90@hICkqXOccCOaY)4Y+Cye!k<cz#<kErh+?%Vz15Xi+ugIXm&Q9u;{lj_0&e
z>ejc}Z(g~#Z8WoG?}mEWb$w;@`!hTtNyZx2Q@=MTmW;nUz~C0x@QO&#B_=qAr}gBH
zI04UxgRHjMu~kx8#;b@=**89hhFF!YoSZO<hz;}&^r$h^E^OyE)cIRUU|0iz{p<Dc
z-evcx;qmCk++B1xZr&l!c#p=4Ten}DJzITgEM)lh!03NwiGTkz335ZzjlBRRAm5y8
zU3kf}^Y1C@WR}*EM^oevt5*6jk-nZCE~H*svM$eljFCi?_2)OEY&>Tk>^-;WKiZSl
z7JJTomwepO?8F(7uzKaT7Ma{UY_Nml-@RnrpBk%H(%<Jlbu=|SR=rNb0mC=>WdFgI
zQBZ6kVL&XM=L75GF)4%2hLG{`sG_o#%krU>tqexAIWeQ3-B~@l0yPxI{=Dpo|0lNC
zpi0?EZ+n|KHKpehq8aE@=jl4GOqF)cqL%~H^(LjJkO$BlZPCA?&NzFx9kkG?s-)7h
zq*8AG6W=IxgA=@?dZ}`%%Ei{#_mILXF>3WU&~wh`dg3N{uG#ZC^VYB4Rd@@|Lr`S~
z)Ot)p+VtnUFl;uPU0-1jpTfdXcI&i?c+zM((r+`{>y(tmuS}_dE&RXR(ilEJES5AD
z6MOaYe(AkT2U^<u(vi$>ix4B1_kJEPF7-yco$ey=rTquC@(_RP(H?pi|Nl%2bF+}w
z>e{Ri_`)xy^2KAbIXU=JSLeUbxpe!USMv+TFm9`v3}vv2{d4P~uxI*i7Wf1PZe1SF
zg3g@3yhXK_tS^GA%PXp=DE`U))ZkhPdio?R8IVs^*dCXF$ETNC7SvQo5*YH*rzNjv
zpf=z?TW>PR3G%k^=u-fl1=q*a>J5UV1!B)B9vpbax*lzvpILMSQdaD(Gu<pF<HpCs
z+U_0523(wKG@?CHB5)R%QKs|BbH;-MY-}6`twIkaseUnV)Lv_`7^{Y1=k6^Qq{96C
zczEF_<(yAcuc2Wi-?%kPJF7k`1`UzF`(`|9xzjI1&LSj&&iE|f&pyEv>Vi^+`uW$d
zDdxm+wNR1y>VI=fSUfd;CO8-&CL#)pPPftK9zvY}i#RqoA_5UEkt!$&i57n@?@Ik>
z{ReKD>QZO=MXzkkj5W%hyFdQ?Y&(ki8%%=>kp5P(al9^S`M&fuo59D~t0nbxDn4QC
z5)_JgKLuXBG2hqNMog@9?A}6N?wg?7P*ZW>PCb)8FHlhMcG~4(bJ)V|=uq&@-s)n0
zDprS!&39Y<PGLkNo$0rxy1b^Qo`M3Q(_{22t@p2A7M7Isl70O6|26U2(b}2XGWj1E
z>u1X^V^yA*)IgFpwaVQSoPc6E{u6G;gI5X!G;opZ8)MxR<_x7{q#0$5z2zhmj7>gC
zaz?5ulIxu3vy(%Iz{!&Ih@j!o&V;!+hNo5FUw?qvPEXJ}jGcuLaNQshG}nE>ZZg7d
z=?<ik#`!^F+LtiK3tinW^k0lcMLT`@(zP`3>a}&H^Yr`hPuHSzgsb29MzB)mTQR0e
zMabaGnZK1CG}__RcqFPeJkj70C7W75s$p!VijEG>AaWNMo>O^8z=tZ;W*JuK$AdKb
z)wlfYouAw+jux=@KM8W2nRG+tj#SCLv+8a7-wq+CPO~53`i(;WeZOL=2rKI7_u;}N
z+reUFMlyqz*1FuiGI_t;%H=(Bff6aIa>J`q6<3iouC6$KA|>VVzV6Z$Pa|1bGSb47
zclv^dhjW9m0y_Um=Ss@Rv;&q^6UN@$F%r@IqJffXqT0=EDoc$bH8nF+yvEf8!O%O{
z&FwPv7e{lbd-hKd8CE=-Zv#n>`<3fYS>39Wl4hav{})di2`&_lxWEhsut~JldxLHz
zT2SvY&19}&=Pw9$-u7gy4ACYIRa4Q1IznC>Np0<kZw($DE?Ac1b2@G^7($eGn{&Z5
zvqo1j7bs8>^iLn6J&g$OR?GDtt#Lix13iX32309=V?Bp#h8gJ@J(MVQF#!8V;Nye-
z+PYkkwB5F#l)C2OA~H1xuaC)q2Z&rR$-8T8B=M8$dU$wdro~-W5sIgGLPAS(gz~aJ
z*z?6uxC?RejI;CKyQddViTW>v93{n5dKDm3q4y(w^RM5;X&>ny;FOIwQg#q2k^9hj
zN%#r)G@Q!HLPA0f7XYClOPh-7n+~(8KAayMuLzf(2Rp@*u}LrG1hVdr=qgVbUtI+Q
z0)TL+K}SJ<$@I??-%W!fbB&#akULm8q~FJ2zBwQl44Kf@79u4zz2VuhOyMOZ3G2-l
z9$q+{{^^rPAwlp^X(M#xzs=NW4=en`g(|D59X*XstE`l<Tfb98^HhvEyiHvo764xT
zFa7<XqGn1+Twu_W6wONe31jwJ>FAnO)f7A`181}9y(P}Pc30AyTO$I)qM|~A3hn14
zr$z=&x1>Ns@f?es5HLZvleLPUD}$Y}Eby=!*ZGr14rb*ub0lMy#zbY&rxzv^1diQ<
zwp|61+_;CT8X6KpZ#({4j3P8OLu$r5S)<n|ZU+W!qochi-}-f>h%p6Xi9^HBdeik1
z2Xc3w7F!>b6C>`8%@AW9HstQ1>L;7X5lS?-QXap3%`!VCRyxTTli0$Q@h`er;-ali
zmH%WNMPxnB96EqtcL~~|9{-?3=iv4`v$h6~YijN7M3KOY)#jhh5=l%gjdE&Xpxtyf
zgj3_ltE2V2BzxLxy0F8rx*u5?@=3@|65kzSeo^B1<LkiXRuN<K;Pg)tAiOX!97r9q
z{du%fZZkTVi#x%Yt!-xd0u)d8c&(_Q9b_yGy4tfya`%Y@Wjk9EI!%2*_Tv#kCu&Tt
z!Ntp4F5(h+-NOs!gl1%T2VotKoWPE|Iu<IpjnZWa(IhlzoxOc)UC#Eq!<Mq$yq51*
zk{c!Z-eI}RPRaVasv6Pc)azDD`A3CIGmd+$^t4ZHR=+|+_w0SGoC~mxL3=t-Q>gLs
z_<$RmM+r#1Aeb5m5*T}^EwMRWV;k#WKRDiE(Er{D`o&#h`L(`S7$&mh0>w(?XP6@{
zhmxG0RjGTT6kw7a#jGqY<NJS2{I-;nvRcw3ih}zBM!8zlnf<UT#m#&|muP5PuF7Pd
zTN0fvE_#r%*$LOGpte4aPBP%>W*67c(5Fm>QFm4ZS=|!q3W{!|e_enA6~aSIRvVtk
z_>>IV%5+*fDVA{54<96&n`3Vf%yZc1#aCBn!eAUcwjCSm#chJF!CpFAnyFV0$ch7e
z)iL7mW-ZA*uR{U^tWen3lTF=eIV(VtETnzrtD0mk$jeolmGBPk#3G0V4v!9P64cJw
z3Jc+$d|db|oezXSQeNe%ymejh8Id^d`9|^JOUPpu@{1E{?r1TYRG?qLyr>%y74x8q
z<XmNl&Ch(CBSdFEo29>-lG@7@apc>{QI|7+;(F)|-!v23f}5cE7D?)wl$hL*z{<*q
z`a}u3p(O2!i_rY`A=D2w>9hK@KTrV~0U`*IoH+yi?E7@$I5z{rqKjv~<MEQuoTAs9
z!YJ-9-p2^0`9KZVyEw0>Cm0lJu!Fe!h8cLsakSd%G{I@ukdZ;Vd-1uiN1I6H>$@pr
z-u;1R`u|BE`s4kJJ`^$R7q8AjgoXws78e&o#!f`ik%xo7CO8;7F+YSqa{8qS9UVE0
zk=L5yoSj?1#m4FWWDp(^wqyPJn)4n#C+XXcj3Cm!MBi1z{#Y~yZU&jW2<pv~dhg&O
zc2#O>svrqN4&O0X38SUcM!#nF1j{DhpwZO53p@d`Tq}aed_JTN{lcNQdcJePd2Nbj
ztX~)kwuP>-k6FS=Kgo!FCKB@iN*Y*%-lYL=Nhx$6KfFo1H+rFiCev!m1Z{Wu_&C}4
zNy;beyb`vyejGftqa*m1HJSaW+GO%NhOSj+4I%5Jo3F{0eP8{QFrWIBEDzOLsKCEF
zjE4t*!gZ!ja)StB+LZLTXJaIJ{mxBUlvarFjP#|VI5#{NaGPFB6u)xmid%*4&qF%Z
zzuvtgx^(FT8imgE8tJ8FKuwq0+HYuNFc0I_LF(f+UKJVawzGpY*K(PT<74AXe$Jq!
z3$iFY*Q#>d>7!AIpLD;XvA=qY$S*x7MMYEH@%WqjN~uL?Fv8fx$YuWLJ;FOBuA`g^
zVNs7{HMh4rOV`E|<zC)749DYn6&Dp1)tRlKR3{^(9n-huw9o+|Oxnm9kFB(18Zq&=
znaz^3%_}yoNnhi!sHJ73qrkw5$>lwEmM7%Ss8w^e5I{aVArZ-CK6$n<RVymfR&tr7
z1e(K{4i28MVR~`@u5zIeSMHpQ#mW*9RIhn{GeNi&@0UWt`F&O!3&G%}hVI^XCbXH4
zITjb<Nyw?G+o5Mz=~qtH)TewggOmFp-vQLZe-pE$%(!fH_i#8A1XW-9s6SG<9Mt?v
zxsa`-q)l`a%gF2ny~0H)^^wF#EA!X#FN|3w0ET!Fp)MdN`M9+cN&t6_^(uXwTP{b0
zUsL&t{gU>@K;SdHpl^4d8IOFw$#@utxxF#;#WFdl>eR*U+(q1vh}!`v@9o%Gf|d?M
zs7a+B1-D6X>H;`=nP5;89L?fq8bS64fkjvDLhI{}*;L)-gH0F59ecvNU(VNSPA^_e
z{Y+qJ`Vdo{3cAS6=owthCn~o$NXzatFHKDsfNwJ?IoU6kcYiQnPd-0i$9Zq~y_{fj
zOHDvdNy*@kZ_o<?YDbD@-TV}pu!pRjI%Ss7;RTpH*Y>=T(aR?vXy&!b{Rt>=$rvbp
zf<U+0er+seP4!aQX@Ib2M+6TCCBx4jg6C0uZZVoBhl4tqzhWF7%wKJ;@7~Xbo=<$_
z&Iq{ZxStaEd)o~A(&m$VWuMOnZQVq#rp-xL^<rW%_2(E@drzkB*#owBoeQ3n^`ZHh
zQSJ1LSw~RYQnV~&*ts4N@g^;>Hl7OA1g#<>Qa&s<K8c<$Dkvd~#3C*|JS<4<Tgt+%
znf`$Z@2e~32JsnPj|F3(zayz2Av}HH<M*wege_Kb88dFg;(0K^%a^pRt>VeuiY*T!
zB9xV_W(r4G8F(uRu5VpPw$n(@D0kd#kCb=t6%p3)NY2V$_)^BQ^1bw544+dkpC-z5
zN|Cu%NLRVGm)ZR6tcdn7;pY;>oe*+?9@cH&9gZatx&YphFJ_USOZJeVaMtHSsE%(P
zaT>2Zv{=7}9U4rpRy8u(`m6f#3*g7Nfvy4Fy&dh5g7Y7+f&7CWlo3?o*n0$=X(i8M
z-tXtMXV;5=w3k}9Svb0S;cH_SzuQVRf1j$)jc@*0T)InUX|u1+>`tB;Yp)%p>)3Lz
zr?9pTE7#}<xY4oOxB57kBec?`L6Sx8dEo4-rre*L>X&=z2!J=kj;>o66*0H=$-WOn
z^U-PwKhtd67vF2gU#_3&kJ+!$QO7lWf(VUec^MWe<>&FdIAN=R^2%A4;vi@P77BWH
zb)Q0s4Z5=&Z(|kjwxZ5E9#K%2et8K(1#iK7gW2BP5(SyuE3!nbwDe&!+*@Ob$5S+)
zU>%1RHQAK;NoSspCyEt05sqo|41`nsC3bE+D<M${32>)CeMgZYK5)F9A=FXs=F-7s
z-2~s$)~nn`OA_Pd%>%>?k8iE%4?y-P-LuaFitk05si3&{RTKxDi9vvlpNvEQy#^EA
zMRFdgM~~!H%ylQ_g6HOzcIarzxY^uBS<Sco*j$efr@R*;Q#!*1O_dVAv668xh4ztz
zU6uZ^k-gHrl<qC&GycG3pnwHS83)^~#`!FlKs9pxgc6jQG#YOAUn)6f1V+6pTU!w_
zxMWoO+1oI>t!+>)`mnbs90D3XIay7|S8|#LE9D;fFnu#wdoram%ctPoBUiO+sbbc6
z!a!B}h2F~X@Tkqo!pHcqb$B8rFCQDtcX+zHVsRZ2fOHRWLN%xBFHnlh?(OLctkiV2
zNB$x`pm6tW6UcAA823-%k6*nJs$QvyYD*`&$59L^O9-Y`8lk~7QX}WY>3lu3)9U>|
z7naHsbuxud#qr%>>M=XDypaCfUvVF*Jn&}M)bif1YF^vHl#@tkEk?;LL1>*Gl~XJc
zpMJ0ZE;-dd;=!trm45NE+Z@MH6PKX#)RY8c_h7^G=EZ9(DIN5Bh392Xh02AyR+%Ol
zCfc6czbmj%Sv6%$Il)x~GB2QW)n{$oiT&O}MpjPFE%i?YG{8p6k;`+Tyh&+>xtBb=
zIyYz3&LwK!)qej4z##KU0Kh5D;w*|3V(ZV1Wo0?3jbh~4ow$z8a>UBi?5!^K$Dtf;
zME)1R`GAv}iJYyv6QuwP8&_uTYE!|}kql$C52(t7-Ts9C<~J#znySm%<M_1t%+1{L
zniH0y0-F(Av~pv8ThDk84;4R0u9Ec<ABU)@zQbW(r6vzUl8=_!xAY#>L2RNsE#U6k
zCRE!fDW=mF%L{8ub~)x*sUch$<^01OUPLJh3+p`cL)O!Q0djAA!P+{cOc{b>UCv?Z
zD{ZaZ|JRJ(P=CA3=(!kF04;m6&^RMyYseY{S$g_9=xBh3ODfc+$xdr)>g4L~2?=!=
zj;AN1R1=nHev%oW)+~~jl-!Sv&E4ORQQ=`koB8rS4fVo2yQ##VGLt|<zYYFR-_ToL
z^aFlGL=z<?7@@7EL;$#vfz)b|9_7sdGaJk1&c+u27b=GJUr(U-Q1me4ii@||{PHaj
zGb`THqM>4AW>ing#MXJ2q_YsLtjxJ8rQEtO$T?mk$;__s2BsgxV?BbTf6I_EKE|DI
z6h|XG8wbUmx2HvNh@$RBDk}6fHpEa;)&t~tV#%CR?0ou~R9REDRwxu2Cme-xDt)pZ
z*RVYj)&4f#LdC+%M#<#aks(aG=|q%}neu$HKDdR{Y^s02I5VS}jEF1;<PpekyUg5N
zgO49W<D}R>m}0J3ZBgwq%Fp~)d#k%(xSo0=j{GDnI@MUn-6t-Ze&_m6Um0^xRM6CP
ztJ$pR#W>i9s@DWwm6M2q`cZ$}8};}&oZ%W=q6oFH$!zbkrs)uDGi8o|7!$xTlVZLO
zIp&uEwE3SrrjREGFL{u_z}^DU1iF-LlI2I(<j6~NxWmHA?21X7SEmzpPBiV}zlDj&
zI}9(^V47FG@)$#pR>sZScG+WRr^!z(&Nk3Oc|Qx$NuSFqn|v7x%K46jh>#M}=Q0?x
zRZ!q*uFXKpl*>D#f5CFbFM&+#%WfC6sjz}2Yc+w)MwAkPjo`;tydH4Xgg2o4T~F`1
z%O)8sS7~>6YZ3(|C`KBGhs*Hsb-%M7F#jK1e?QgqB7gOqSr-*g+78`kq14~>!hx^>
zWPIA@=EyT%f&iVB6(wcz56HV{=j1@Yy>-IdPZJY{jGCZU8Gfqv^S5?Swg$DHl2S?~
zcW-YCAG*7vDH|pfOrRHiz<ikOB+ZWa!Nw>g#E!`(zC~_nvpZkCHw~s1TxVxn)1ikp
z{{L82ASa^*ntG?}8s0@EbLzXdSh+YT-8MKmU_FQv0^4E=7RG~-QBP5ku1`l|*YR%0
z24f@55i7?AXD6kn$A#^3xegZT>L_n+{HqfmsSmVJ1Y$O$W*=8o>3W{ss<}B%WPt6t
zXjoyH@)OOSj8DDe^c5<W4=Qq^_Fe9zC8i7vmPA&)4uyU<r(5x#hSh-10YZYRC*OOE
zk9(?u+>PPx+0r7BOIj2Ztz%_R?}dh&r(_O}j^ucM*0#5tj^4N_E7P73pyy#{XUKdP
zOkI;iBjRZ1M{|4^cS9}A;q;YJgGseufN8n9W<0U$Ao&hhdsMYD-(G|8m8vMM7Er+j
zg{1*FP>`e}o(m09+h>?J#=f+?U_E|1TK3dh--;XTL*%^*tG+UW(h)iFJC@UhwWT?y
zE(`Nu>od5Ka^AJ;_vvJ*j|CMkTz;*pSh?@<b_`|RZgKv(`PhqZW>E2^7c8>VT)!|Y
zLVKl728lA-JG&Yf8ND!P-0yeHp{MFq(a_LQ3m+bGj6jJ-x)-B6c)e#`-}9(alv*um
zzD0^L;|d>EW+f&qED)7Dj0<uWl&3UEPQH3On7Tzj49$W$Q4iYN3+QN`v@Up3)M+^$
z9jHArMU7;rf1$pJC%woU=T}_yDp>OAbG6|DVW)EZyDq%8x3~K*JsDeG9_<un6m%hs
z-L=$`MO9Pdl3HQ9g2~pGluAT*pY9YYpaq5I%hI$-qDrs18`mew@0=v1RYpZk50ASj
z2x7LEho24iN7+#O?G~=g&-J*|())}JHXpkJ1vD!H8f73mH(f4Ye{FrM=x|H%oL>O9
zdTWblZo<2Tv`MYPh0%kO5{zOOZQ3O+^1YWMb&f?{gQ?%4cvclQEUASL+baLaItw_z
z?x(37K5^$=XUW_8*4R3skXnei8EZf6x$krt7^XL+7d9dBM@pyoKzraaoI${M=Z-a9
z(h-HM@Gsc9f_^WyGp6Z&+a#-APR2X3Xms5ay?HQ$zQkeC8B`d1VPKf5Z{Ub=*i~*E
zWYG<f2r}!osgV<32wHPdMPYJ2)<9Xe;0-4z2*nlZG2e}S@L)dVj(Bovj~em&)r9XK
z`|9Kfqi)h;8UC{SJyR*o(O0zcdV3Wd!Jy6AwXs>+xl;Ep>Et~T&|Z$Vu8{kQPVWOk
z`1Q)yhOQ(#)rwX*VrAF+Zv9~Ixf0N+ra<p!&eVAK?a(hDoFA+l)vm5cxh8(Z6HSHN
zgm>nbSLr=W-ju{v=j1>;7lbj^_&lH8v&~+L)PZ6eve4hx0it}<@tG2OL(adpeNUJj
z!<=<{iryl*&W9P^W%uTD22V7q?lq*cQgAgZ8~8@Stxa8q*I<C$;)%1fpgnvW5E8IS
z#6tFfKI==;`;K=v-c2Z9a_xj&pi&&7)AMZg$@%8iORyn;#?n;prF1GUw~T(s<igqH
z)xj93zv95nz2OR0N@O&$u_+XnglBq#`aVTnefQ?Y80Jy1DQ!u9K#kXnx5N4M_d26M
zfd?*?Lvn9)Y^9G6c8~=1Lro+XxQ<~k<C=(Rlj8O~Z1?=<x2*Hu?*!!`!7m*c28Z@4
zh>orXv(H_OS<(p`^d}87S}}_=I6ZH2Qk_D6*~sn+<Qo!zHcE7m#%+D{O)xmxCt{g)
zkAk0oZxULm2Uwg5x+=WBBELNVm66Zl50~$zW9@M%I|(WKM|sZ&&P%Tpo?#vE|0>gE
zfB3DY^sS&FuKlGyIv;gcJKsd!GbkwPNZ8K4^YYG`j5Z5FDM%lY&^PfO{K2&F66Tfj
z(Kmm8r6><Ge|-?VVm>m1nLATJ!oILL|JJ#~)b?%QPT^S%#-f(!k3XLS37>78J?AvP
zMcnyczx3Kk3^F=;gFuok6N1K-VaWU9C~<$YZHLJxV)vXp)@X$x{y)DGLif&v-U^g1
zs^8^s_F%~p-=H8Y2TC3N;{P;n3tXKwG@B_w&S6FB6AI(p|MUEH$J+m&lDBXp<Heq`
z3{;fGSO2BzPG01H{e5AZ=@Q>b?SihE*-r%C_85Id&lP;dCo1JDTZiGomC{8;7iV;<
z1q=KHo=m2$Rn_3}$H=ljsh=aPaavK|2uj$pghi`!Z7t}?;Uz6yujdDB)!^I*wm({h
zY6+!f2BZ1*D5$&yNJK=npRa_Xx9#pgtq>U7|83>*cu)=zUvqpxMn-gKhp*-O9F(zf
zE^h*z^w5b^d*E%;ex|<3K-Z_sgg<}Ql97Ra_isCyUuy3z+(9PB!LcD_Wr2YTudpn1
zm{e8I<4AbAzlvC_v*9wrPCBCabIJV*$mN$Vv3H$#CWUj=|2C{aw)X|`W`P)#;C_?}
zo+n}La-0Xm{8sp;P1Q~lGns6QH;wfLpV&<H<qbS{zpPc`5-H2xHLs&H*%r%m5L_Mk
z_0H}MfsOst&t5MNb8}1kkejoo{jk%m&~Ru6IZakphJ}6}5D|g%A2PAj`SOv1v5Dzf
zkLp{+zU-}<>4}Hhe;_RG<APrfjZV2o$ImRy_kh#Onb(R<r8wZnl=lxAePE_i8>R}~
z=-RQ~$Od0+MDf~e{`)K+ZeeknmgXMMmB$jSW<D}-mRPiQIb#VBjOIxpA!lo;DlPFE
ziQe!B^4P^}71X3^+F~gljia_x(zf#5a*Bqu%^cbnKVF1qYvd1&inKBp*yRS+4%^Si
zLU3rFGQU7PX(6DEK*a9<oDvk@Ut}w*xgwzevyRCt8~4`aaO}x#ISgl(W^U0)2+D>}
zy)c&5SGd3{qu<}I(<UFF8pnDKa^gS(6|fCjQKWiQz<ba7{_b93jf$dD0$QcKuI&J(
z_&%PAQEtRRSwsR^^DXO?$Uci7S)|(6FOyTSxXw*pQIQE7860>EJqb6F8^^EL8#~a-
z16Ye6aaYi)>6HtI4Ns{NCV8!iiGz#j>XP+}XmT=YL!-|+@7H{9JZN@$o^HXcx3MwQ
zw)1B3F;Awfyo19l=d6kl3>bP=sO~;C-rhyRS$fn;N}dM%Mh5=WNYL2#>^#FI)I*BY
z%(ns20h{ez&&+K&lrPuaga`lktBVmyjz{xx0y*wJNPlj;ZUO0lYii+ooH^k4jF;;B
z)Y-!4aK86ykjVT_d%K!g`m@5=I+5YKHr>j~iG}K)Iu|DWt_Fo5*1Ab9&FdN@Cnkt3
zFAVf`solPPO$|?)s#i%oRJK$B-tI%`q~d`5#~AcRMt=joOw_jip#iVii=AVF{SmR^
zI4CT?$-b{w7$N8d7xbN+9AwkOKqRaZZJI?NqaJZunrGh0(YJbF!f8fEtzBvB+wm7*
zr0Nhw_P9F{iGA2F&exge&(D0@J%S}JCs<h<n#OfOiPF<*cF#r`HM#T1m8||nPnk?B
zBdv6Edr22toI#7lN2SM{Jl%I~Ik*y;b%Z6<6xFN+Wb{!TF3PmmMYW;X;)K*@W>?|f
z8W?YTr2KXbpDN3v5!#YTazSkKVJ=y8P9GZjEVDwl%hA}nx|9&1ev*mj{5I?ynHlpC
z%{`I$8|rp$8Y1kNnrTeb)mySgr$|YX*2(({4r_t?A5Ect1D=wX&zn{u2FEh!AnZ!@
z^9{j4A~?iFk~a(|cfDU24vvXtQppmmO;;cEz7`KXd1xs~N4MftNpbfRx8dSd1|&kN
zwuI^c$Jzmp2J54c4C6JH8iEM|RlgG>)ZwO%4{tnuKbyU<DuYY_oWl#~yFU_0Nvdnf
zrza&O<YoD^(A;PEBq_Jl-R~iZCX$j&&z)yDG_u}kswu1ua1oTjq=++fA(|U2cw2rs
z`c47`T`mcEsG>q$jw{}eUU_+F-2ePog3Rv&Ey^@9#)8d6_R}&4Rgb4Pg=o2Z)yL0Z
zTRpHEEkRt#b2gu_E+~!Vci{=4;H8jYO@F}#sfKrt9(522m<}YP|N89Z|7t7tL7G<n
z^c5pQQ+sp8bU$0K_m3wepA#j|&jsRN!g_m+u-b;7hu^0AV?K1us&g77WW1Y(gv+_j
zjPZ7KjR-R(rGB!Sb%N}lWKqrqDAAAP%}lFNvu*Dx8lJJ6&0ifP>I}jPB^tvD9WKv#
zPH#kGls>4nJgcuCjDx+^D*1pz6CP-!9UNZKfxq^B7w|G3_dmfd5DtV(2}`t+EO^pD
zyJsL5JF$gwhZ|HfZAe+L2a(hk8P5@bJurnU!7>88fL~naB)@$E%!=h>XIt9TCNvO=
zP+iq~?9U!8>|3X#s1!4_kCpO5>f$ZbWXkU$HwQe#AfZ<ZDL(j!__KXgp~d46FFD<z
zC*=hKu2wN{(URe7X12a+&1dC+B)1)OTy#3v^k~J!yf|#W{>ZHqBR-t>Wa8s%raT&X
zK##}&e7rAQ-*ivV&Z5M)#MRtJ#-@GcRZJ1KqOuTa>6ee~^}*-5Nb5cFa!RO(HS`a2
zvy+iQF}sD7mtwfJ-B<GVc@)1%TI#~mrX|MN9a?%ukb*P!4W<S{d(o)NkFT+#B>~cw
zA6sC;-pv#Wx>WGOQsd7M?@mjY2A2o+K>S~ks~uNz%oGzO92&z%b}YfYQ={Lm7#Ku6
zp6C~pUiQiqs9Xc**b6VH?=wcU-167YFH-I=Kts=XkTCw`3rGKlIsGIF{FWAqa4n^q
zK>-7`JrO*T{!&AcVSy1iu)}2WFd87%5Cber=?=*W=kysgw2**Ko#$XxFZ?@`6ddAu
zS|eFGqVCg(t?|1P!&(Ir=dh?<^-CK3PR&bUbe2J<rYq@{8yma-@s`=jhN#SFEF$2w
z{U9Sp{~Z~2SmcRGse;rRa%e%e-Rnz}PM@2d?Q$E-21H%o_V~C12pzF;g!Z<jCc8eA
zIsAXkHAzMCj9iD3XT&?Q)bjG@gUmAeI2e?3vtv;n49)kOn6k5qdbpB$N%kgGDt#Ik
zQbU3d8tTE<lEPUaXZct_>lc_cA`YjB`tAVyKnaY7oxLrx@Y$OZL;|j3y|wPxacHHI
z@~<~xriNB@G}3o~RF1JX`~x^I(bk8O81WbaN$yHe>TQbDmkUFuI{7g&vmN;Tk}x@H
z6J<+=b}lK2zp~PkhMb<4c~_~rVH<4BbwS*u?y3AyHxw0^Ai%i?&6-f>m;w23_T0)j
zrXo&g@2f5(Wv%T`$3#xov+nccA2hnTHNJ4!U-Bfzb1}nc$c`o1^05Y3AwV+I7b%QU
zCk_YYrc@?o{?jWulPu>aZ0p}YMEeo1yKKE5X%c8AJ)FHy<DQ2M${!v>^p)uGB9MWB
zt@qmiqGccaq@67hoX`IXG3B;VR+ho=J#0lVM8OoGjVUDqM+2&63ePkOxcT3Fh>5St
zZ~mG0W5|acGT8}HS~l}jT2s3$qYt4oA!#AP;_;6tEscwMEA{hRl3sp?<4*!ZR=`j^
z_sYaLP5=J2|H@Hiu5^ffYHfR9xe@^>W2bTBu;F@9*pk;CxwCwN)PBDk@tEV(^)g%@
zsk|0L1zkB4jrQ{MI5NQ3ZOvec^>vR>6FCR9VPURZ;8F&oHw(T(>P#FgxMPlsncY%`
zkU4=i*kvzCdYbMJyh75<fRjqCmuM)NuVqAXF^P)K1&1oehIl|{sUsK7lB;FGhw^g7
zBP;T#3p}W@<Mge=x$~cm2(+}cw$y89Xg*G2iW;dUd-bf?n8BBrm6n-aPf77uLSk-y
zPFYFG=Ppn1Y9V)2??R_emBV(fUZd;z3RA(U%e=I!(6=(F&?Z+HHMFyGHcna(SV-#_
zrPL+v_b?U+<ZJ2qn_uJvDV62xADbcO=V5MTO3O`{G#bWgm-8tgpg5Tl+!tv{v!L`F
zzju#-9}R^>pl;hj>$lQz;)q@v9GNLRN3NZ*r??x;989I}+V`%Z4LK}D<wS@HsY$r;
zieJQ#DSzoAZ$u+Eli>NFj8plIhN8={!^e=f@x}2hA>@s^{GWUUPB%Jgn>GNHPVm}-
zuCa61Ip^o1hkxaE!@>bUT_W@ON)<1YfWuhth>DtQO!JEo{P0V4BGE3^T!ndWYO|{k
zW~X8YnVKILs`$i0%2YPP1^b@7iZVw}HZ_g3)<=H>$$&P<8Flbi$3_Jyf146XqFAf4
zZKgi>RF%K<Jzzp<zm&W*_xzQ$U~H!yr_-Taj92Bmw<&kH=Z*@gl{L*(o==?-s50@p
zj14xp?seVDDtCMOsqOm-od025%*qP`p}99-mcn8Q8U6NEpZ(acu3oZG=a6_4tm%4s
zM10}GENorKZA<+V9OpXRue`vLRu<D9%+<sr#-<oDKRM2Y`J`~}Xs&+to~l>?<^+L+
z-|{{TXz_Q}5fr3#__1CiTAm?q@-pz=R6q9xlpl%u|HqE(t4wCYmp$-D9F3RZi-%>E
zwh_G75XDS>j;;#~6xjXI;nC|hiH5#rZeD!8lB~_hpC*d(B3W(O%j*R>Z=V|Uq46#-
zMh)!;rGkI0^9(v8>Iy54*BrdtceNSKYjfuL>^CdLRS6K*RXN%U(p21YFi>J;>IZh<
z-F>iX17J^|nW4$*c*4XsZ+yQ>lk!cMl1fMbf+|-jaIwE1QPlWo(!a<*Dn$9oLs>QM
z=NTK%I^SnW+u9T-rsG9l-mJa3RyV{sr@1!owEu{eZONLBdu1i}F7v}%!nX0fv<wWC
zx$*JwN(E+6X>X!CY>Cf?c<`fNQJXXQX~TIf@CtQ8x{@u^ICShB?8v;TjP}4yWrLsl
zljw4WVrSzpz;m>DdqIwv?>=igp0WTfCt`Jfr9bm|JKX*UpcN|3)?vC^C~-BG@|m7~
zF&J;zu&|&6MI!sp{r|Y<Uc^KdRNH^2^|HImn$@9zdk!?ot4Cu4;oGoHE{=8h!F<c@
zVJygb!dk7Y{3OXrsI7=gyJ2qAwc3t}<mc}FInG6+7dy3YF3`uj`k_Q${c}=?#-7%<
zkUO5y7kR31g4uZEgxP!x<+y}ihdf4M+Y+KewiMNK=)PK{zbW_=->*5;|H0PkaL|r5
z&$tS*qU3a3hD<8J>+6-ee<!PI&p~7B-n2kZgAgwbb)kA_3dNf{!7;A<oF%8^JQ5fJ
zEG&MC3V&mHD9$?oU<Vyxw$al|c9;$RWip)@m$lQe?SIYX%3@lzrZGyL%4nmWin3~M
zwF4V1lb>v9q%UH?gH(8SSuXDi$r*Cc47}okzS~Q0HZE*~VG)X1X-g-9C?SM5U?44;
zmBJ^k-;<P89K!-FIjB-fWTrUvl>0aL_Chqxh4f(|B9&KC){jfjO*xytYNBhol_3*(
zR^iw`)b#}9n;kBcoTShD8+-*yEk>WJXQWqaCnPBTuq=atcjHzE8|mj~71pOm?r%^y
zJ@rhVk&G8GPXqel{zw>{zf0D<O8LV`MQ<?x&NB8A;|LQsjA+#2AuC(kin9vgQgfVh
zd?Gm^p|>y<Xu7O{6Zvr-9)DVxEdN!1epY0n6#f93Lks8!u3*uVLzR<)lK1p@>zm08
zZ{07C^wVu)i9r<>Mb*g%FPa|kR>%l@mJ{Ijl-<6~CvdK<pwL=t!AG?I{2>Zt&}=|5
z3fd}eO~&XoCD2EgtdAeZ`uQbBk5@8PhjHtBeTtvb*O`nhF>mi^Pe!kzo0S;o>-)$z
zp<?9rt7e6Kd+XZ38FA0eNgxMNa<ujJ4`Sdak)E@<GEp;}!q8yG%a{8|-}Oltr(jtm
zfC$b%7$%fGPF(?f$WvUbrM0<xNtP0#WoW%dWiy14!wPb$gRcBej1g=LjTSXFuPuA}
zy5f+(94|+`+<I75C;uruPiDx7&Y$Bp=-vh!Hp5sP97=EBw%<Jtg>nw+oy>4qLnHyt
z9)uSfOB@s{M+sB2Mn=SFX_X3SAUFa`l2chZRZ>#geL9V>h@LAH6hwRuw~6qEOAR}V
ze0+cq?z3;p$jB%RWjwW69fINB786w(Pn7!lzdw>(p1W_Z&=0oCzWzQmZ!cSrMQvKa
z5Y7tf`WF#4OOJN<X15QasN>{E$ZdPHle{trcYqC);@NflEc`xukGgD-a4)YcsH$ss
z1P7mNhU&ol;hhza!CO$#af{`b%5gnw2?0438XB6%(UGq$CB`*OIY}9qgzmS&te{Ux
z3Bw4}t0Q1UFF}b#DLV%a_RXT$azY~_2TF!92*<(Q>uf$whMLvZo<0?&^c*z$mLX<N
zd;Y1nZsF*|ptzXMKT>O`?@&>q?lbb07lv2Bw2TR`iGzt65FkF6J)bdN2LTKdlJ}Dz
zfy&#q=L3fM+Y_0LJV2lO!&+hU2@g+lP@2&=yF1D6(+I&oa;6sYImGX8upchW%6ikM
z#3PR+ke_$P2wuNS!a#!;5Y+ohyU+vb|J89nV!OIpmW^p8Itm8+i*I|0ad>%!?yd|M
z!q8oAhW08aJK7`#HD#OmX;Bz%C(c{35D=hL>4QB{V4|un=8@_tK1sw+K}ku>@1UTm
z@TkS#g){Q>>!cv~6<DbZo=sN6Y;)kafxkgAHja;@VN@u$^~skH=}W*sWic@5VckBt
zcoCH?F(C7#+N~zb$EP$j)T-1xe{-{xm@iGYP%Anr4Mj!!*C_8$RV5!no+6mM6&xH4
z;1$dcY8k71o|PJx$IMKTlu*z!(2~(Dpf;=h_=26Gp-`odaZQ!4FNrq7KZ+3h_VnzJ
z4T)HRElbN;q58T;(B)G2eWaC+d8%T|S#}Q^0~7=}_@nu5vMDNV@iiwmy8<-sTdp?S
zB)_#hzuGoudCup^PD*1`*A+jD7nljAc}SI%XjLGB5oa)0A!#1w<gP3&OSZ(;I4Ua&
z*FM(K`EnVi_|&+pYxmrRsohP9i0AoDg<ew9*0!(WCIm7znTT^k`rk}cNl=xkDOhpw
zRv6$vlyzSJ?LGK=JR0C|w$v>0T{J%aA%PL=YXW^efuy9*GZV@CN&facJIB+UUvr_P
zRE@tC;hQk6uOz)(T~h-Xc3;-H{Oi|1tsVFEDvF6wQSe21g*FGi_h}2>oH5JJ0uy_M
z-HM958s6EoC?+m0H=JYNix@xUvmkQdU|}!HFL1;s%z`-5%t&H6I5cR*z=T(K@rmBW
ziy)(2H8UmRccEoslKX5~Hs;n5L%Hi#^HN?_N(yS_G_|@P#6{)JW;X4`Wup~>Lv{B0
zRqq%W%q|1lq2=S#p;c{aZY)`!^xnw$B}H<IN0t4Q(}HZ%_Ch~j42-hd80taPwMw?O
zAlyzlj8JU2&1BknF^Lvm8sQP(qnYnzsujXWxn>3^6E#v(bsU~-SMxji?*%Es$V0Fl
z2Q5787t@AiA7&B*F&4$+dV*{+VV%9T`*S#G?5e{Xc@Vi*J>8fKh00PNPO~txWAVec
zuPRqtd<kIffK=`z%xx7KHJ_}>O-g$lA%b(q$XQZd-BsvqW}%g>xw#?+33avI?_(^A
zwF3Oh!$h8WYQww_^<CwQx4->k<6iE!#GHrO0v^|IT|+>Zc(%z+dJ_g-0s<Ku8{+{t
zfUIF6SRh4^fTriSXFET;g>TxBNzhqsOCmYhuoluNLc&XQWiXcU8fIzVV80Cv0|VJI
z^c(P~tB2bJ1hhp(_3i8k@H^h8rBx7@n1e6(l2+~3Kd$95wYHu%X*qFf2!CYJNqsfp
zLO_LplZ92XwT<uf+E}UJ*_XXgogP-!#oG)I@kz$cU}$zyNnF>HZ<WXIA}O;e8Av1F
z#t_*&mXMeCsHZh$W{WOJNPxRSR}$^G-@<GwI4vw1t{Fv8cyOS?c7`hh2FBD~;$&Dx
zU~gIb{8{Ox&-Ch#XXeKEd()`<%2$M^8eq0BV?#rqE89PN+2YfCSWK<CX+N&*QeoXd
z_66h;vx*eE3da2n%`-g}OQWTOCs$fpg62MblED$RM4$w54s^s33%Zos&$Yl@^>(#_
z*`cN0cVSXeklKW0<sA6=<|Vp;TtA;r@tA$}Z;TI}Ys=qy`nEK;(lIiO=i4!HtLC-q
zRP%w_-s=ko1r5#8^x{FyT<gBsWc600#aM-%9E>SCY9!7^3%?c=6ap&M?6fTGx}=eZ
zS~6zKUtasg@Tu+8Vy?Iz)-McXZ>hGjhDC(=;PdQ^&9&;d?T>fz+D+{5TkLEG8Y*kc
zKZjugd}tx{x@r;O$m5-ga<`hy%alKH916<4-@Loxmf(Nm-CYxj#w%1+RRz&8sR<%$
zUoQ>#3T#MPYmVjjrutsL4j5&g!7!^R>W54&^RC8;B#%a3+xhG1&;K|69kUcgO5O2W
zTR0My9~L-YWh)oKN(z&fva+&VgZ2|TTDn*mwM=X;2hi%V%l15R&FMh*#2JhNXmvf=
zlz7G53>AJDs(UgMs#C2|)HKw!G1(egqf^QVeLg&y7diTon-TK$<}>U?;V}sb(&I;g
z*f2(eo2UGF)4$cWMLut1v|+KWIo@v`sBcPpZjqaZ%hac&YzWD{_JM(+u2-u~0nl}^
zlg|ZLU0PE1%zB79_nW&!dycFux<OmlV0Zjycs?Xp@4}9#R6q(@1{#|5tSG`BlmMCd
zvqdFIGcyK<K<nv{90X$a5$y8T<sli%VljcO`O8$;CYVqd-@4h<d+g920l^P6+{7x$
z-V4-aZLhEnXEh(oH5rV!i#J~Bq&h3s#BiVXKIlcSEm)O}eW?>MW61WH;Uegl{yQK-
z;gS3w+3%4veQByfi_Vx2_4S7zKDdmH6EM=z^bS1=Vt_5Q-kt+pLl`XS4IUnFH{J5V
zpui;MX7FvDQ;>iz7+_KqNa(0N{}*X*8J6X`bq%X1N=tW1NlObzNOw2V-AXso(%s$M
zbW0;3(%miH-Tj`rwrj8bJ^Ok7eEhf%j{}73yv~|)j4{XTA)dmMvcAg^q+FdVWV71m
zbgnA6|M@+>wzlHf8ctrG3iKQA>X*9_0KWR7s@N&{{5athRcP%enDlZZBfuxR%R94D
zt<<kGNL&Oo=*$7)#7NlV<27`2&>|s5QE@fU>veop6|>V%dZh6&8Fn-f?10EB)z=rs
zfeQ{qK_X(-Rh2G!G^Gj9GVFiNFwwx172S7Av=+8Ed&}(gGN@1VvK&6V>n(9-ze1v<
zv98x9iA(QcqXJGQ{(3k5r8l0@$;}p{08Yuxr4{S%O*y-v2gHaz@Y4u6Bzrmw+?65c
z%z<OB#6Op!i*ZFotvi7HnM64cm}9M?VU}>%6VdX7{i-NkxsE@kQ4%pUG`tf*KvtKL
z8Cc`k*%618lovGVPBs7$CrNR!;Gp?uHNw&9R!=oFIZ;`LSB!E>O7?wS5fzM#q!dh?
z>W*%GE@6cJV<AR;-MtMUXigChD*$*>)~g+H6c!ei$M4_IBqmP8#xl}iKmwEHR1^fn
zKtuQB=8wcA)Z)tOv;ETv-TIN@i}fB4CL%AqTf2Jtxg4&J0nslv0&qZu*OZhdrslhZ
zXac67egqg!Ey>D0f4JwQq8k_o%^IpevIO*aw*>EM?G7}7GdFrtN@S}0*^dyjuU1J8
zTcD8}87*!9KU$cJ(g}w~=1v?sdI=)~P5S^@f&nN{vR<u^b9IxHl*k{&T`-q$bp`gr
zpppGn{eqXmV^k6nQwy2a?bvLcmb)tomivfz?f%lK;X?MH*b@&H5pK50!$aSk#>7L(
z{@jj-$9f|D{;s&M-`9+&lpGow)N*+Vzpw6Z>oW&O2?FM5_KU>0*oa{TC?5&|7p*dG
z@?UF#m%{gqVKJev%}YI_73eGnuvXc-${P;X^$kH9Z}rMr2XH6q51d(91q+ph#iZWI
zFHsW`<2XI0@_`@6moYtv)oW!;RO2ola_g%lp58*L&a-_UP*c%Tv<gf*ftYn)iFIsJ
zM<*<k1hz*^_-s>AN!5;oG(QP)HK~~;2#PhPW0)a2o8CYrJdt*P)AHHh{)a}cJL43u
zMwEi%QMVqG1{c31t=#9qxLRbK<mjlg<Iu$YET{uzuxH08mQ9?UExZ@>LCJ<13XL8k
zR#d$mle}`?s3dAY9FVo1z`~u`+C7Vkg8^_TIIA|Vf-pf(@{rIVo3d&<8+$~Tqf9c;
zh`Y6VZ>G8k$Z~MeaMXUcE3d5zhW`~@6=h`=Tj-cxzv7tTdGm&f{73hKdlyC8Q$Ii0
znOq|JgY{Jf8HH0KqMx9552cC8{(Qq=Do6E_qXcM{4C)$|H&x`+u6M6&Mxd?X%n^-N
z!--cjE9{!CK!K!4_1GF{!c5cO|F72N#ylq3^#$8iFsLAik**2e-33L0pxXx@f}^<&
zaQ2ie1}#2Z<woX(!=CW-9mB!;IXOBa5z+w?CqK^!T-F5Wb_c^*po3UXL4l}V=dT7&
zuzE25-&AN~8!BxC4al6(vhToI2HL}<g4V`%W&%t{jQF(0xj4L-Zl(VSV_l5$9TV~@
zcVvv%fI@w#I6)ix6aBkgDaS4^oitNOexyFHgub);!UjR=yhOj?wh5I=EGV~GI%N>&
zy3;ap9|x-?r@0k$=QCix^0*@eUTMHrbIBbG@aRz&ch0j@vsj71uVVfMOa&Wj%FqRB
zgqcZUJ_`;F(909l+wDm?ZeHk73=(V`WLOQ&x0$AUpNvjzy3nTrSg-IEVA*IjdQ0yP
zj-c3rN^p9LarK@b!1KR}EU7LiC{$i-#EzL1dCqq%i)&!P)!84Sda-2!JdMkSM`l1z
zjt>oa)6Ol+QIYohvuqnDgALO&BdUiP)W6{?yQ5}Sn?LpiJ8K?qzr_54uiPX#eqZ;8
zkC6vk>>$5w>M1c&;J^HBA@2eh09z$E1?#sDobEF3mE6aDAY&5Tz@E&3{+0P}?Sw!c
zy%k#8;6v|4&-k~`X-0k3EQ}d8JIlJjT|TT^<OaA7X4PA2MFaFo(&*vp(=j}7r>JQ8
zx4S)|`+vIIiy5nB0~Z4H&hxN?d5?*g^uP{Z{X^C5VKX<Yy$zQztnd!6YZccB%^ycw
zj?3_{EN!|<4B)>4I>$<3()>0j?@C9tLp|q#e-R!VJAvL3{;RMEe0@`o{IAaN_v5$8
zx>nJVariN@z@%0(DXt833`Y7AP{qo~I-c=dO;*Gg6vf#D1-+8j8my4?A?v_3HQgyF
z7~WEX4GbEfr^VMkc#TIxQgn(?j1UY|W<AsNc{G#%;az2-JSd^e->##i6ynDRps}3%
z{6VSI+xzRYU*<8u(LfFtR6v@VnOV&@eAT%*&&rc}_LnEQ-G$}xHOL&*5;ueYb;%R@
z{+~4-pKHVr{mpGNO=KaItBRy!WIzZQr=aw4hn|fh^B<m99BQMy{PL=r+*II*f1NEF
zmPO*M&elwY-;gM;q&VI8n#&ppok7b_QDsTnTuLWwY#`s;ZS$I|N574aj2tkGRTcEz
zdR995_)$4%=Z4MCrz>=^&y^Tzqo|}j*{C*JhW!g8%-i`4t{`@kzIX;rO&xm8T~6oI
zuI?z%Hl{L95|`cfb-nywjso90(}Bdp;qKM+G>gM9P>A|9)Y1cEm0>cT@Z=HbCZmFa
zI?&$I(dq-&aUMFrkTIVSuvSZvmDaGbGHHkl3Mwly-$rYOe?9*mp~K_O20G;&a~y>2
z0p&x8P(@%*uP77z7|UkWOEOibXV`Vgk*`|C;<lXXo*5XNlWXLY<|Hbwpx){qPn>C*
zDF-i<&Fti%gKp0XpKxK$Kbh8E8IS?*D5~SkQ8^|ocnihq$ezG9Yv&~aJqrtRenwW3
z6fv(_lY>5wKeo8EIIMH8t?3}1WBhrX=ompP=0oYAM3!)&dgtdr3a)bT_S(AN8tq@J
z^Ct;%S`0x%B4b-|T#P3&fFd(qQ?mh2(H;b)dQR6JXItm(Ok_RK>9zWQ7-bXt^sfQK
zSl~|FU7=#Dlv0n*Bn|AC?yZhDvQz)7ch;FMvh;E$sC?Th7>6s-fOB_VgFI|NadlS%
zQHvqO=;LwoqTlF4Rkla+8{g|*<k!93)ZN`V8*Ge}@4k2=e%bxo@K&svQA(gEs<Nvt
z8~QKy0gQ(u>~BXb{d9ExUwU>GT%2DfIl!jcJek|<zt=**EKMi?UpfY|9a;hQdZR_B
zb|L)RmII8?!+o<AUa7PdcI%s>(inY%u(^8855s|5-)hHM##u^NYyoZd(Uk@g{vo1=
zVQlEbTkF0=(NTv%t#@-BDR{4F7rA!|%bRX)gj;HHhwE7uskS>OL4~D(YEk0|3SykN
zk>}g3_*5A%aV1H!7}C=GF|j2+Vq%fUt3^^XmA}=2U{o)F1GW%Rpv=E%Yn5MSzJJr!
zP9*a9^Mlt2V@k3BU!^%cea>E=y}FjYzBZ&<n*TQ=EvbUtP~jz?Q(8hveOIxe%x5p8
zs^}Y%!C)61u2T-pZcn)RlLoImN|%wx?w}Y_golPp!f2Nmj3zEGn)6G_5lmo9`EBC_
z97tnmF;(0ClBU2BN+=37v(*Kd%RaaGzs+UAKvG`*+gnRXE;cGI%22Uv+O}R2@Q$$+
zuwUyF<!L!CT5>A_{UWWcEv4GU_0d-2l$6xAMr|s10s<-+n1^NDZP<u_VVo28bb+Z9
zZOg(Nxe<6cH>l&+BX9!3s(_y~xpD$BlxzmzJoYs-I1U*e28NBlJ&lX&A&J!@?d!$z
zLK7xv|MGVqP2_FK-@V0uJzym0nS&OEjfF|eIM4mN9wI!;KrwUl0Tnp^8tfJbWhrE<
zv16-p9D%2;U;1zZile^o(y+${XC@mv0TVk1>ZI?xebLt%gCbn+gZ#GR%)1Tok@}wm
zuPVP^rcTs&wZ=yaVSewUrlX^wCSeh05{w(RWvv8W!H8c1&=MkOK_w{%$@qLlVI&?`
zo;q!sR&U&pf?PyI8=B&BKJZt1A_3hlBG@rHVjW%0@;}_DR5!6_aFgZ`;X?aGezl+m
zCcs7n3+S4Jqim!f2TF>8>vWqb@XZIu+3W6}vznT$N}sZLIl$-sF5_wXO#Xkkae-cc
zq%10tt=f)t=h1O7T(&2svg}+9*e31&=7=Zz_tT=I`d5z3L$-^9u_LjhXC%ZXV5{pQ
z+u5BrpyQNJ0=!YtKadDhPnmBw2QyduaWu@sAT?nUkk`svC%L%MnNmT(?@zb>0_f_I
z9_wE<8cvJ6|00^7@FsoSHniv)7|4yZ$SS-!o^(bC%S%7>(|I`1{6!>3Zr1-MFo3(%
z(XD#ib>J{DR`AzxaUotcu^t8C#e=KLhbIKN>ubQmkNf>&PWqHl#nIQVskf{)jMFnj
z1G~#rq;<1^%Io9}<GYrs?EK8zk*LlVEp{yx+2(I%RSh|I?PU>YQ3>%W*b#~EzAeZq
zzK>XaLzV#Sd*vRc{T+ZzzX#OX+Snk@AG3cts3|F!sbEMmp=?Q>+!Zt(DT*tv%XhaA
zWgHoyI);T#RNEj}Y`NbRMUP8TRH=RVF)j``*Xr^#F59Q#Vu6DjQQ6J)LRz4Eu3?v0
zW#*`SceN`&=*u0{TUcP}&waCZTn7|<ly}b&Y(B+BN3R0^uB(gHbsGx!@#;R?v#zZP
zKk_40>^y>n08wcYt)qQzq<N>S#pS@`H9c}QILS~Usv{U@#(Lp2x*6MGq~HFLd%wiP
z;0vTRj;j7cGIIL{7V0u;=Wo|L+PgkRp6pEx)+ebhz{6}CO@;)<QT9?hax`p1%*gc(
z7Cer?J!$OxKDAJAl8{2up?q^jfv^yG$rQFq<4N{I(orZ43$ob8rbFmkJyN4rFK(w-
z@?U7udPtNuFNUQRotYwk20;XKyMTILOOrR6eBdgUiK(0JA}u%Pj{Q{S4YCeA%n!Ul
zWTtoT3{>em`G88{!EM72xJf&2)88b*bd{@s7Um8t%u>C*ZfJMQfXSOGf`{Ys1_g8Q
z_SVS3bHP&5lHL8-%e!Lpkg8|}9`)xef;qyn^sZ@KWO=oT4jL!Z%<3!7DU&77c)Drn
z66Y4Z-vJ}t?=bwe6r_);-kX?EIw2rf%&WD%`pwTKwGU5>WLke0{@vfHck$-eyL&{4
z_4o3Nq|XvO5Cn#~$NVnJQpxKeSsO5IYOAO)@IRlzwo_f^darL-E>&Dqa15$VK>S{k
z_$G#omIDUoi#O87=pWxFLKGIk4j^wK4mi33NY2D_Vs2_Cb~cwUQE*-cy8lwFg1`Jy
z7#_O4vVk*9YX_5n4_HtG55ACaUNa~?VR<+(4y3=unnbzqEX)+=*e_q=s}7W8R&vxu
z&n1WZ)KcDYMX#>@qF&=$;M1Glc>GxoSG^q1fZ{VwIqUV!l0Y2Ql({O#4u4|AUc2|j
zpU3=;DXw<S4;zaNTTuawyx1GLe!q`jAEp1Y(*5=CL!7@K<NyCR{ui-0AS!_E0O$)U
z(%Z*2GMW9GsC`8E^4~Kfcbe)5`ou26!*SaU(gUTYoZN_ryx9x||MfHnkYaD4gun!c
z0H=fIZ#(j;CJDgmqv7<F!7aU+mTA3C74$qq0M#)2=XF@I(chM=5yn_35Du}HH%B(@
z<WH=D?7PCcjrmvV@lfeNp)DKz0QF53BX+I%KzyJ7r3~*;vn(@`L~kKu@mLijt^7)w
z!9?juMb++56-~c7_0bPF!DmlbxxtU?O?w+WXgT_SQqk7HP$)atNH9usT6Ee-aR}{5
zDLrVcZ19`pJx=heuXSU7ATvgau|%?GV!j@TI5g`}L^s8g`doQa7?rDnoe-WwHXgHh
z=cem4Br)X{>3vNU97jARk44Y_g4pLJUw&Gf<8+jQta8IzDHKc{(p<4cr&G<`V~yYt
zsqR61p016iY5M$6Z?og0aWvcg7TrHp)@WceM->+}uADNcm~CZ4)}j3r0$Ax{S)pfU
z6f&E>jAcvTUu(!q?y)~Ck=I`<FYE0a<c8UvIC>1YBCu@5D;uAt;09dqBtFQ!cj~Cu
za^O@~9mL`AQkxJG=5HVG!I<IC!FGJoIzi$wCn|pKV2!`B6r-%<Ot)UbOFF}BHT(wC
z;kC@<)TM{VKGW!=7N=P%Y?9;zpBsY9$$I}74W9_{6VFH7K|w*Hatr`7JDeuPFf%oc
zOm5Dq3C$}keoyw2@7LI!{Z9KA>sK+dl*?4y4A96kM5<O!kGg`RW8{q*nQTfLs*97V
z_Y@X0IJR-1B>FXq%=4}BKLmv}pb%E-_Q30DaEUBPN%qjwyO_BCB;tH-MuNJYy+C{{
zsE>~6=6vZuVG~puTZFg1ysxjrK5X{F{KD}&LV&=s-oba>^8C!=y?3@;=Cw)wNii0R
zZu7qJuaR&Y>PR}pEP4f$wGzrPB<JRCcXBGh`<r||sKv_OHQZ)hmUZ%0I<3KkauVeL
z$?ntS_>h9UqD3roTBBY2;BbeGaGV<I8N*w5?B65&^+8bjy)ik75+<tAzYmMUE0npl
zZ}+ool&h;~1xYIJM+VlB-hoe_O~jF)o{5k~29?XYW^9g&j-FOmiI4|%B(8Is`y_Sd
z)Vf@uuaQP|QPcO*)1Q@<XN}A&$jG{{-8X$oUC?{iwD~5vyksFTJz*T-Y~x^_4C(5M
z<L!=#iI(V>4x{^P8nEWTV*6{w2_N^0^RS=ZjD_*UV^vtL?c*P@t0oBgR(|yp$jys<
zvLt$R$UfaEy$vIP5j1WhO#3RY=q)?FRen&??&AUd{DRV!l*Cn23%yD1WoYzJ!c}=S
zjhN^pNrUP@mv9{eecjwV>6`{iDz2Qy8v9`XxG_r(b(K1`83Ci*$rD^+ll-h5OA9Cj
z@AZf$`K7In|9(|yahfWJ`wN6^Q7gjrPDLp!gB>HzC#{Q!{#p^QWmEESe7zcv<xn-;
zaP>_4TvB--p(ex;v$H+t&f(LjG7QM}n<O$f%^XRA6qObilvc7b%5I486a({x?5vE4
z<jD${CyBPyWIDAw-=x}YTqDv;A}F$iv1puS<cdmjEOM=Q4XTG_<iY==D=B(iT;fNn
zt~%Yh0Ld?4Y{`s9<8?#$(fhA=_<}f_D3$kcv~KiG<;mH2(mHJ-$M=UlY#Vp=lgF!L
z$BxB<(U*KWCU!A785tbHdqT^1SF<$|5Bg9Nl{M~{E>q7uWkdo+k=fYt(ARNywiCBR
z{nL)AdsqqQc-FEmjI0nm2ick*IJhYaM@5tr-ME<BE82S>e`ZzYmzQkH&JCo`eC2Ru
zkb`b#M^FPL68SP9i7)GbH_4mTD*kHA|9zVI<=SmaNSl<Gn-{r`lSW8QeSL}FY1tSJ
zMz4T$i{GS-s+O>|xrD?N&03Y0Yox$`jx9Yn^VVlB*~I<vK<tD<Y-A*cvfDyeIS0<(
zLJpBB%HH+G>OxRP&=0AZddIEYx*+pl$qOy+i|!?;lyjC9INuIMMRMosx%1M2q9qn{
zPNyjm<%5UymZxWZgj~&K6}NYHJd0A|xnf=ZSp}H|Bm0nU&Miv1*a^eyJufq(tb=<O
zw&k2pp4t6U>#_bN{$MjBIbC-$nACXSdxqBg)zmw?J7LENxxxQ)LehiVyvWO^Mki9Q
zVnx5ndD%83yCh&!nV(BjFQ%+>(tNY~`ShSwi(Z4>X7dZDNjGwLfC4eJPE>w<MriSz
zrE6tEyHGR3T3wS>Q;X?LQG{ix%%GX)Xp81`E^A!F!${q>pC$Zrax|8J#P14xq7cu)
zumKToSe+o!&YmIT@zZHydb)+`+dT;X?H22EBtra%NJkdpShOg4{+r80Kb*MUrRebq
z+wmquE{!m1P4ZZgV^h<Cyu62~NIvp-f4r_dF`~cs=)>r`{qfURsKSDZ((<#T6Zh5M
zOiY6Zbir^|TboU(3c!|Cn8=z+NNjpznjBC<5M#M!Y{}4SCL*OOYN-knGcKehE-uVZ
z^0g>Rr)~SP5&C_WuP3r{b<T#e;ivZ+dfrJf2&%B@5Y$HKu#;0Aq22U;rdxm9txbWP
z95IBH+}t*Xk%?jx<NTs5g8FPx(#Vl*DmPjSJq-=2LdD8#)wZ^`qFQ6UM~rW~Bd)Fp
zlX-Y<!gv<m+HKFOf3;t%<NrM({~Q@;`saTSsztAI+V1uTjwV#hK0Nkbb3sP)%G51h
z4VAE9j^;Pa00V?sdfcE6#))C{K!GO_wq!ya^?oxP(>Y`auG}%>x#^jWv7I(GWv{w9
zA>EcrHGUj>%c?0O0D_WPVGVrRAL&0o`iQxGxD5qS(B1b`KK7j_QE6kJfHWZvzd=TG
zG24nkcTSE~GRN64;9P@(k`j|3bLT{av3%ICVb&lY{ygZ5Gk*JALn?E7edoZjk2fe}
zBJ%7s7-soF>Y|DUo$mV8A&o*2Lkh~$F~xia)t;u~<FyKzAu^=fZzq~->(~oxMN+bI
zbLccQmH9^(r)djo-{iSXGUZe3x(6pTXLLT|6j5RuTkP$@THlu92^O`z=Ig82-tMXA
z$XAV_y~B|tbfF-@Pnm^?N-o=HR8_UzMtgnmpun`SGnM!Xjycs#{cK?RKVoUiIwpK7
z)hO{A;{gx5?*8`bHW7zvM>c)6-e#k@#SM2Nr{eGPYOM5aqPo-6lxAp<6m?ftMRfG`
zRfup~>BvFnQ%(EOeO4$$AC1@Ar%eR~r4J|D&k)rOd>SZXIv!m?tIgz$E4pTUSv?f=
zvbyK4S^CPA!!l0lUz?O_&CYEYp3;;8!S42q%>Ffbu*dkht!wwrNATvMG%+HiMwyn2
z5>oN&Y-5>rwhzzAI&{mY=IiH^81yO_HD~J(#8{d54BvVF{7Q}Kvz%L=x<FbBEslHX
zilPM0;ndv~2Quz+HCH@*W9mZ40>1N%h&o%B!|U$Hif4A!jn1fCZjeulGK8%QjZRD~
zh561IhogncrG^F!^hE4A$_m-BaY)rQ>t(Y|QBN}51%^0G^*()K5T*LjSF|?h9HmkO
zq1-8d$jkf{m(1@svHrdwUvS}GuUlzY2MtrJ6loIpLP&tFic>zQ?B+sh0dbI)+T!O4
zf0m`k%>@IKTYF%A;xJSb4MIqIJTP^Os#~jz?}|cZ6Dy#`^=+#hc4*<YBW=mN4S@`X
z*q&@+vC8RGRtCbMT32>DI&PVmzDHC~phaPOe<$2tO1`!>cH{__dy6J4m*ZYVLhAj@
zG(FZ%Rj^rX{Ehb3fJKB!cNVmBtGyiyGi^w4*nGYF{sR7#rL4gkJ?6lz+XaTX?ewY%
z9y)q}z!On8sP>5cy~I|<wd~c6wwi%Xfmj9QNj6r^(59~|X?iBUS8zho@r>WKR8>`{
z#!fqq_|phEjSaNTtqc(h8`P!^(a>+v-N{&ZkSvc%7Q*h%(^f!qv12%BV*not9pfW3
zpTKVW{ShkF5C7}v)E~V*x<|@vmICN#GF$u9C563(5SX&^i0#uaG9I2sjDKyeYs%ob
zGgy9$lt;=Jfiv~$kN^;Egr8_0!g=qd(EShy!Fl`Td+%q@nsXIt!e$XiF5-PY2?ayZ
zh?cCK>y3@)wTQa~VTv|3CkdOJn)ZmK`A<7`CHg6DE=8kBF9_egXz(~tvi7P~W#rT*
z9n+gTM|lLog#I!X2K>Dx$jEhkUUkHgO4xhs4#BvU{niOpv7*T*c}<Mm;j`Dro(0#}
zP|9?DIIJUc={cp?k}2)jY+aolJ>;cDr-ow7F*gh*g3m(NV{td=;y1Z`5Ou+OU5}2H
zI6fkCDJaNf?3tI>62CFDUcPd1&_UOF9v6;@Q8!z)(`e6nEoEXiemlHkr{7HVn2WY3
z6lu8!Y2ucQ@z~bdTAJ$d$Bsc;8<+k;q#L5l`}~?33~oKWh6_3!%7ul6!*0wM62T#&
zQi~DFDwY=S@8JA@Z|kATY^(bTvaeW8UO6;eucuI>R26FXC+BfDXpe2IGb-v!D@rW)
zN_pU`2+9m6=8Pawk{Toj;O<S@+_p$;2+yM8dV#YI=WJUoxVDidF218v2G5I-0fBtA
zw$5k%JAl1E0kNo1t<!gXgXmr^HRqOaS%r8FwRhbvFQ9v`X*yO6LS7AP0o@>HBb*Wg
zU-_kg?yE7;9OOU0;B@haZuyhvH$i0mI!6o&N)MBy7+PNfY^$q|Dr~YVWEQh7FAbL1
z*^T7n(Xmztr#82^4whO`VX3j`d-F}rtH#Ew+1{j&Sih#F=Cr;(weq;LyBvdf45YQV
z9Ha&Y2KquM8!i?IWE3^<kEe}7T!Bd-YRou3U&i6`cp=a3?8Rhvlt&t;!^*iuGq1Lu
z34}`Ph0{f|8xUW)b8{=yKmV?K)XeWM<?Dw?!2G2!S7^=tIi63c$K~T0D3;S@WOwMF
zmj-_w3}^Ch-KSUN6}22P?k)`ihh-<VD^=K{P=pXpSM%S&HI)-YqdhpCjo^BY?)CLS
zXvQvHU-n15rqt-}F*UW!9huj$(k`<b$!3Ro?#}8|(Gr6mQ<zN}D^kMcNMv*=`6?nA
z4sP~z+Nc}`CJXAxg5%YiGA3PBMcL)b=I~(iRc>ZMAk~G!5e{z4Leq`DasK2t&!ILl
zIE*PZ)jON}TZ-8l^tf0#-&7)Chl~*f5x8h&urf8>7Df2$@rixzN$~n;r7UMgqFQ@j
z0G?u=UVBGeyt;N<L5b(Nu;GFF0g}CK?nu70T$zWesM}q{rQ<V#v?{hYmyVz!C?xi>
zi7JU}Y=)z<q9VT}lm`7vN4teZwc4UI@odQKS0n-+f}cAL`~7TOb8|&BH0Ct4cdo9t
z&ykwbqV?1Bj7%0db$}D82MMsono;w-H*h$ZZ$KevJ|0)j3noOOt*WlT;n45;`QAH`
zEV5Nov&R}<5o?^o$F=m7-n;)j7ii?GRAhrKqo|0F|MJb;AQESsXzTsob2HUar1d#z
z$SBJQJ0vSJbFPE>y)0qI&l`p;I9To`XT>4+Lq?3CoQ#4V)PVYeC~TUnJKKx>tyO)-
z(jLQ7LN4dp5Cl<sAST=OSadTov21ppW(@87IkWF}^V4R14B~Qs+5WxD_=>uecQ$f#
zB=qh?T1u0Ers54#5+UC1{_&fi8Y&-dH_G)Wx3*{>lUp4G=yl$gIUMAFew6QnmR|y4
zzrI)mtBx;2MoXIB@%nVh-8}`mMJkQU1;~KysFi1sj4vis)POMJqUHX2y|8rT8K8x~
zy5F4zwYD}FTZxnIrExnQANV5~t*z$g=La8Nq;cx`)pMXL<-zT8+P>ywQ&tz>iNVyu
z+uVkoZTh$dTU!3<F#Wwa2F;K$Ez+K-gs5tzt}jR2EZBne_6R-SFqW_w3uDT?^=+tQ
zX*{KerluSjnVDZPRy1e47nip=uKnb>@?+S@2Q8J&X1#T#^MHb^wJ|JjgZgA6>PMF`
zZ;SUqr@-&k1%QkTy;nXQIob~uE`owzZEPR{)FpvE1v>5ASWH5Ss_Yrr*(<e%DbT%)
zR8;q0Le{F!<h`rk_4Or(5FAZzD=CaM)z)Gf4Z7=7ROC-h_3iF9T<jwdFdN60mS!~H
z`%){rgEtPu!IY@vwH)j@28KccLiOzITRU6tuWsAgEE?<q8#(v_9*@D+*v?`v0S?o2
zdpj8)PvoJZ;`o@}VXwf-IG)?d`g3V%V4&D$jyOudQ`j<&?|wjqMxv*S<M__OXhUkn
zS#f+^=G$VYzd3&RzBz%VB}Q>mh{#Qru5Ke2S7#_zMn;J{H6tSniC$S8CideHv@aoH
zNQWmUCr8~q15zSVQextTrKM@i_C*<<?*$YTz-9Gq;xkdvi#`8HAf}8f)#5oC<Y``5
zkpB_p@X0nfG^ha;AA#1>?ds_3A|v6ucvh$5t_=PRorh$eLChB-BFL=I)3RG|neTVz
z8!`rtvV=l#+2umo>s(iaoRwn3@+c}TX#FRro%#-!!eKb!INuuo<W-qbgj&U$E|&g}
z{Q*xrM)_>TK)IqquD2H=U{+>c*YcoGK>;$n1_(sVKU`J0wL-eBtp}U`9tzIF0;CXB
z!@j+frIX{6(n#>6Trv7z0z-<63)R6Y0yPA{^?CIh6)0WLlT0<&Gcn=O{_LML+us1t
zU}m5JBSq;BU@{Wx>0vEVWpW%MqK1RBLPEl&rq2I9Jb(!MrDOTd<1QyBquhQ?OxVRm
zPWyB9S-Hpkr?N_>-NW1`B>e5q>*_uQ1Z<Rk2&nVWBE{I*-h4AlBi#r;(*h0|x2C4<
zb&25MlDS$PQ*(HPEV#x7U0-E0@$}RkWaRd{Ta5k`xMv^m@J1>taBy*TE@EP0wj5O}
zRp4D<pJ}Q$PR)#r3{2RA>c9a+MCj{lCtu$TOnN%k`>S#ip>G&K(<_XK3(Zn!Q>Slp
zD7tL$pjjK99D6=+yhh@Om@^BVC!{Xkn^E2Hq4USa>RODl!sYd4m+_;bsRQjs_}_3#
zhCA$v!HW#3vjH}v%&e8wnx!TcF)<r1E=(tv!YZ!JO>OPNt!z=b){51NiZITny{n`c
zK`~3>ixX+o)SNDBHwW~pO^K=8H|t44+-WrU+7=dux_s-Nz6l9=4V*DDawDVTEG(>a
z<{`GAA|ubp(AmZDO>etg$b<~?>(ZjWfqr~8Q?$y;_^76)I*5t28cvKMC~(nguwE-L
z=ru1c209}o0?zXVVM2@h<K9NECj~xu>32VZ5gojt5q)MdL5cgPi-c$Jr>ELs?>=aV
z8nGGY)x;`6g;ALEjNq;EGfbsa)THMD_>W^}%h=>o-5d}@y3Z0C<6Bs8BnuZ77Y5aN
zcz}HZ6N1d0nu=&|52o{UJ>CLjf>1N5RWZYl{!Y3w@(LZ64b~74bcL)K4ZHeUziIbo
zi#l5nQ@pAx+N~^9rbdH}eaxCPPZKe8H)&o}%yV<tUi#JCbL%AhC8xT2<RWA{G4a6t
z%3y2O3cNSx_E=g`2xQD_0!zk?pI=!o#51y@VtZ!B%KpIc$9in3dR$_}`&X9ul+@Hn
zN5|JKc02CZ*E=BxjVnBkA3^i(nuC@DrLJJnl-}{l(H*QOI~d@`bXb=#z}WGoRiAJ>
z9R{(;vpwRh0qo5k`ede!^%TxRp39#r^eymBwvguL)S?c7(3q?g{1ZwAME@0iD=jsp
zA7<v+74<|}kN;fBFZrb7yp9;fH8f01##3%@wO)~M`t@<+v6VEmGC~qL4UEjx)s=<)
zlNF}Sfk4xZi!0vN&X!2@n9~#`$b-k4l#I)5z-G{5y6iD`>3n^RmVy9nER?XKT}LDt
zDQjo4rt{LX0s+i)MJYtYvi%WXI9$g@mx}{=xKtE=x4Uq=o#y+~QEd5Kw3uku+i~R<
zf_E=EpJQCX<DAZKq<Ne!xM&g(07vByH^agXnOWUxO(H^2e`l3Gsjt9!vaY6PN`<so
zK^!4+FDkl)#dz|yVq2*Ue%mJzA~5L+Jmt>L20{M<B#j<OX2tP)`}1H*c`tG)5ZN4_
zoogQTP-Eog>O*2<F_a}ike5Wt$v8ABFDpw)MM+%FzMegOZz7*rS68Q(Mu|y5fp4+5
z4f5Q1$+BK>QkStySp^4`=4CN)5dHN2y6C=BJqaXI*6NGcu+cFwOP77Hu-955K<(R3
zr`1Adm#>3a#mvG)@J@R_UFNmKU=Je$tNUuLbyW$@=f8(_TJ;)>zH)eU)PnHE4zoV_
zT11$R>8H2Hr}RvWZ(gKwb5V2N{4Cew%LwnWh)GJ*Qjp7p=V&ZO0e5oQjF94v$S<*G
z2dE*-sI7|bF~zS8p2VO6ertC2A8Va95Y4?-A2sua&)+L%JjDxV!lb`HowW+tBb1Vm
zlrAkSb*QQ&5%uJiQPq%Kf3Id}D5-%TV;qwbCyaFbY@dRBeRb{1*`=~!Ux)%JKf5`@
zQ|vXRiLo&_O`Qo!MQNl4`^+sZ$*(>Vv9K_wXXoFoqyeWMZg1%MprBrTA56XF6(+)W
zhd6I#QdKmS5z<Hgu@D2i4m!tve$<5pVW_Y@ubQA>lgy@`&M?CVvcY%*C`pOjhI)IH
z&Fya^b01>b>m1Lvf%!2mF0PrW8R6<W0lVGy>2&3_vvV&7?JFxa{pLYrz+3<sGPv_f
ziwc%cu1pdV{H0T<UQ;nLF?a%*Yj4-LpX>7tla>q7BBV0VV)r)tcv?gs?LU6Bvj*zf
zn#%HkFM(dJT|OZ{C@2oNJ`%BW%}>rIU7<XB#G=2p>N8*aX=|oBu%JMQn}>quq0bl2
zh+fMc>y5UOOgJ#b7FT6wBqyh1h$t@lpr8gTZY3<p63_t-qSG4&9gVJ{!czbKR{IBT
zkA;DW*di&|Zxl`5_*%6v&$OkXZf_M76@ZwJH9&yp;r^zZ$*4;+J3Eh%-A#>O!)+#8
z^rNf&?InrRqsr_en%e<<;|CD8b{*+h4or+Na#IFyqh(u!o}b&Kx|EF8Ja)qQrYN5!
zc0qXQF7YQ5cI6@G%a^BFKe3&+CZpa-N@7cz;dnKyLNj4gQc`+#RgO)}<m6=_bDx4t
zLjLxxj0t;mY)nd>BLf{nd2Wr8s_Jy#cYSc_>j?*^^D8%8?0FBOi^qnO{)BrfES1*m
zv>_!gAJtU6cl+~ai&W~^<Y-ne8V2Tr)2<4z`&M|{HSadF+Rd{&&q+n34Z_=OUOUPD
z;g*Nczz}p;U$w-<$L{Wx-d<x3j!(+d^EcB@Hddk{9YaDs>cgL&QG^n3r5^e9XOE3R
z35TM^#que(-`!;#&9*$;cl^}Wva(VUo8fUgUR^{Y9O&tmm6gR_I^c2m0q<-h#~B}!
za(7qS(tNdDc&ZMU&Z}s5mWWP0RyQ|lG)SJC9e(xW$B(Ft4CIK2GX#VoENM2jw`hLQ
z&}CxaP+pSHlVf81`EqM}Qv!>N<Kx`h5p7661GVS5Gyz*E9SjG7D?9Gc!Pvw^n~}Mh
ztBlS<u@PR0G^(Cn<fy|cdaSzoJ6BQazjD*T;N~m!xH;WZ*x2Lti0ITz)UPE695#Vs
zwq*bS{<)L|5pZ#h(C*w?@$|lP+r=jtm7hF#2v8eZfPYvz=yOdKvmJVkb_)`|=}k_>
zv$MnxbYths`A0$=9AmnE+kV#wEeB3^ZD>43llXaIcL1KLPH&>ubZQ^$_7$@Y*V3$~
zKDC|mmhhA@Hqky^jz5ZO^b7AS1Idp(GMlL*La9W2+x9Nx?U=)B0(vvF0PaRdhPt9)
zF(wh;zEzmm$835l(iD<%2O&CjFP$UbX!`v=z+`xQk18m#(lcqk?k;^3_7M=>(*GV3
zUliPbqD8Q^FS=IaaId)vN{jD~W7t4CDAH)2cu=-v2?gn}2)4CNp()B2a4}#RPeR=7
zr=v~%$uc$By5=rrICY05S#mugD4rozAcJe%w?8!c;BsXLWw8ea2k1&o4wHg9PvYv@
zkf0m{v~-j`!EAE3<H>_WQ`5mKB(~x478F7odM3B*q|O_gb+amNNjnx|4AcAFoJl}>
zc2nhB$sIaLr1u!&<`*sw^zKY`zz-oA=ElbLqSCAs<QHLajMbbGi}_q*x)PxN39r&R
zT^VhenTtatvdLM{$D_VlC2nrh;&DdIx_>6g^qV}qOOW?A-^;s3R5UDyrKYCq5PE)n
zDRq7nRnQ~T5H+CtnI6TQ^Al-9w&RX?Zz>`8%tGJ0Z+7WvQ9En3`L)jzNS-@eD-v2N
zzls3xTCA_<l86HmMvxsR3uQ~=ZqAXX_by&GYu-Y~TRzne!8C&V`R=*pLNaRqx>`<E
z6{%C4%&d}6@0Otz_Vo^)j&GZo3TBfkPD~)$eLArHX$Roj&7>7G1D1~Ix>0T)+DTRG
zV>o}rVjhS6h*rk@$J?GW{{UiAO=J^HuGVrqxtpC6)fALmj;2+S#DXXsk#rpHmbs@R
zPmW(P$)ypp|1kT^6_b;_s;_g^^Bn?kzOV9;`9(@#g$`qz+z(i$2(c50zKZw|9I^~2
zSSpp6TPnDRtiaOmF!h2hO#IWuF}0fJ+H+3MiP0NNXY2Q7C}*l%fpM+qr#(Mg`5QuQ
zjs!BLT+&26ancFk3t#;S;O=DIowg|a-P5j*o}=<l6wfu0a8poM=6^h&2=6*oC=hV5
z3kkv0%PbC-sCPz@pPR!=MYGb=*EO0srU`ula)mRWw<QJJLx{v>#ODLK_16w^QNEIr
zfPRuQlzp7kujFV0M(|ZW>O-+bw&~COf`2oQ){T4kIG0}er)Yr5l9zTdw4T~^5Dq;p
z4|m^Gb}yqFdvqpa^5;2UoDpvMK0DaIBYwy34i@8#>d6P1Vm89ty^ojZqP<uKDM2pb
z$Z1h5Z5HX}fLIyVl;r0(eV>{FNvLt&K<Ybw`XoMI!07Uo&U=HpjGEAhP&&Z22+OyR
zbiFRjF7sRzvHsrQKZ&voJ<Dl7GhM9u3bMrV#@h^Eabi+we6spoad(8f+UUrT2%u-!
z>HSHI;X^DWBv7p@43xj5mS{Rgss^=R8Q)&2?(b90?-IkT>CmcRnx_8)%l9~Z>XkN-
z;+K$8TDkxT`7z>qtHJn_*+e9wyqcil1fN&K9aF{#p)+rh4oV2zX&?}q;u8CsvPfsF
zN?FoduHCkxVnV53Y~&l8ZTq(hBD97-;d}wg4_Lbop{Fj-*r^Ht?9YOL5MyUY3gB^a
zb{?brAY9Rr|H@H{k4y)l7H;q8cmU^jyhp}1EX?C$;-&?cnX!-3{BR~Grbx4D%Sw)r
zvy?OP@`2Uq=XOKTrR+jbJ3XevcC3b42BoK6ZL0FGqzP>8?L5Z7V^nLK+^c7A)z#!x
z#l+M;oH>znZX4S!u+TJQza?jy?`$>UokZe^RZ?byeTLyTVnsjiu=PRAeSh1eRUMOF
zgVQB7HFv_{A^GyEErGl|o{IQ+O$DP(wnun!T48a?mbRg2j{5i^PEE=?^X$S4j}tAg
z{{H_)PaeNHeXPzlHUU{-QJ9>RSIs}zN^!(qGSodDEm9?vj(^kDS5(++7>*>K0Uzyi
ztU&h%`1HBX_(Mr*7UW@x!;GYy;-j*$rG<r{1SaJo9&O}{UEF3Wj!k@{P`}cN?;h{D
z1{88lQ@!raat><abAWayuXFDDqnl~3FLr&oOn$Dw&d!T_`HDEkSW+mP6!DYo#Huxf
zhAiiQP?u#f0N3_tI+e7bb9l(H8Aq6ZVFx29nVD<9)EMiC-BJ$ZD><@@qe;LHO6wU9
zb>YJ^=+qBYn|Z303k2M*9YY!VUQS(}t}3tw90wl*{zS$Z?t)2$C50KHWCS_snYTi^
z$^IdG>5mZ=VqL4oSqu^Jmn=5E!S|WuL%4W!;rndyxYK%<;y1T26_uD_3H*M%0Ca0b
z^8l~<tc>vUNT8H~Jaght`Oq!bHZZp9E4v~wgH*cyzwnsRVoYO4P6%E?a8M*A+wB?s
ziAhNv){R8ST(nJi^jYPqG-ev}ycBsGA2hn3o`gePDZu=D%iEZ<HmGalSdvpjPfmnh
z;ACcybI~>H+K#b|DYE}!7cH{}WC7zuSqPylDao#w8Dl+!?di1$>1Q5O<A^3()yFk8
zQ^)4H#(s+tWKfhvjTZ3q)mFxJh^;L`wOxg{I7dzPA9^x#B%jCe!ym>2ygIHEz)>hn
z?RK4_L1Yif#KL0<Fk9*~?oC~bVj==cy_sUhpGlT*uuMX4AJ~4r1t>3vdzOxWoVHiQ
zeyXnMNmHLKq(;yvCuU3`<m1WD{QMV!nd-Didi7!*2ShEhukY?9KiSwQeTv`^mK48R
zic0b+@yl(gR9E_>BXv_^BqI&3ZYDSWu*dcaN;`0DcFfGD)f`Tk6x$?!VuoMy`;7g+
z5`^}yJchg8!F|hZ$d*tcvpgG9$Y?T3N_0guc_U(C8+xy_X6tAfi#4=MigK?n%HU=`
zoGq0=iH4Rz0vi2L;Hzrzm$pCA+^T)B$LM|x4&EF3lrx}PwsONY{A8!-?ga6;@n^{J
z`!}(upj6nfMH#oE2R%JKTipbCB-VzZ<JY14><V%8r?p3uV{U;3k%#eiLjEjU6l(4j
zLiJFdW(rIKdk$Hm>GsUrz@q=>>nG>y{Yem2pK!jXUa>75;ENQ3#Z(#FQX>f(bmTUM
z-SIF~+r87UxaAD}y|`1~yPbTctLxZAr<u?@AOpGtT_aOu`-g?@*`+#z90XT)<FP%f
z2X4b$D-~H~Cg=1xgIP{Grzfq_8}}t^M++~KEwg7u9p2;`irP5pHkRa0$ZW*sW5{fL
z+|SOzLu^4wMbpw$mmimTxJXf7ymQH{0DEaj!h=E?BS=w3^?rTdN_w%5rEgqASi`&D
zut9wmXq&j5PfT?Te0g7UxKZ48+ISQ~tXbc+e3MvwRM3<V2_#r==dG~N$Z?;T8`Ox*
zJ>|4!zBQH8l)?{-(@;C!$r<vVq)Xb`DowfbDwh&(q-VHj9f^IZd7SU5X<ATFkCPZH
z^rO>KgU8`ODoaL1LG`NFm&s$XiDjf;?=Kcnj$MoNmTj9=IcD_uhj)#{*d#!<GE&?A
zXm;+<e)Kx~X4FW1E_4yJm@gjtewgjp<wSq!+j=equ6iK^Jb}($6zfVP4J6!+E&NqB
zi7Q#}BpU_A<%&wN!omz_6orxDA^6iH7PdD%G*peLjt{1;=I(+CrCGhg^mGKvn|zv2
zh)hlEqY|?RmL!hP$p)28t?N*m{F&L<w8XzOy~I_NktKLL^>Fv|N=b;ecsb~4i@yfe
z{`!)s0hB1tn4ys=H;^)AlGcIrZ0gSCYb5IT{>bUaB$GTmY5RDcs4uiVEF>j_T^tL_
z)Nw#xns*a=GD4q**J@oRQI}QzrU!eM!WDS|g*SXy$geTyS6Bb*9?%ix`X2OhyJTiY
z?J_tdgiN%<(Z!{mLW}4P11mYZo3N%%UG=jwdc1#S8<GFcHsp7jqyIl--PZTwog4bJ
z#Txy(${3cIGl{nz^v6jpVQ%*$X58nY3K-iiA8-G~qJkBB#_m2~iSuDU<rIzTPJ*Zu
z^RTSkuG}@(>+>MNKgC{y<&4aUn=F^Q=C&qw=rQ9D256W+xVqx^c|L60CI6@X>KYFK
zTzZ=?SQKM?=FF)I)69V3G#2Wbi5XAP*?4k3efv@G%WX=$mcP->PWqjj0^DtIq7YuW
zf4=8?jS@iCzm2#1VPaC};U5nx3j)?bi8A<)3W^LW6ZC)Z(Z8a2|9_rBK12L}q>;aY
ziA~~vjOGRL>C1meet?AV1;AH-|CZk$Tt5Feb%FHm?}hsNXOMLM1<U^H&#IsV_#_Ix
zpv?Y@Zq);7#sA5+>InQ#wPLhlejPXOYZQ%U!jr*yb!@?B;81Cfo!Io$91O$LGdcVs
z|M7aDKhe+6SC1m_duABYojV0fg4(zA!i>7TadgCW4262G0D;Kxo1bwfMsmkCNn|L`
znNH$<Jcq7DR4^>hM}f~6cCaK}crd;fKboH2xp)v*t6^*Rxa4F?%R|BcmdZy4v>WKk
ziU41EJg^U9cwGa1zF0qsPGM4t=DRsO(0;1>z1y#swG9~ezuwT8v`*u0z!J<;^{`vy
zh)82AL+&5#vwVw(QqIRA*^Vlw9`wy<KbNHf?V^=6&lj2rH$t#b-?=htkzQU79V7@o
zE0uJY5>FA2G0w^Cv#%^4UoMb0fesL`-nPHI$jAd>Z0ZRdxEh+Va8s1xd5kVMC&{Jd
zbt)m&#ULP^$ntPTDD&?Z%*`uVd>Cb3)M=lGmJ6E2+S=q$Rgn!i?@C?xuWHk>iFt{h
z-s#I5dXRFv7YX-T5N#(-C9zrM8Y1(-BENWgsQTf9L}VZX6O;EKdASMzJyuWge;@7$
zRGz;N_aUagnevWp>Z~{T4R&{@DM>)UHpgsL9@doAlyH^r=?y9)d@1I``g`z}SY;}M
zWG07`luxL8;v^Bho=EmDo56f~5&^WC@*qVn3X$0C9vS+QHR9w@oPRoIkryU)jB~ry
zrp&d6H&<i<_55c1<cfmCGJXe_BT-#$O$}W^DLJJ1Zg~@?J~7cZ20czU3(CzEC>I#M
zK8wnzL9FI;Szce)qEBf;A#C7w<gS|juX0l#%HlF21`4z68zRLR?y<)&8J7OA(_ogJ
zgMB0=fnhLty)%F;;_vE`X=o^%Zh(jnU0GR9buVUIK}$NAaEWzDMLDcz8%S<Xt;Q_)
zX;b2UNGq*;6d|wD8J-G2G{m5lc0R@tAxDl$)y=gs{w?T)fPk;(&Sm9YQ>UYI`3%9i
z&yUg<iK_E59`_3x0RnBZiYcpHqzv?I)kI-HEcwrkIz|H0)-=3px9v_s33%17))%3d
z$whscZPV)fuSVr{AXG`kAn<w_aLI>EDJ?>ZlFFN2(le~ElWl`7GB8M63^{hN&(f2g
zk5SgNe|Vn@W-P$6;blAs@I@R3iy||VNBqNJj|9ECg2yuGEMdcFFk({WG}SqOw2N;u
zNE^XXD~l&>_MJMrlaQwL6~i-Emr{IR!cujcSP6_{VPgZGnT0xjEQAKWLha*6T$TUV
zmIvqd*h3B`Mq|T;|KaLoge8HQQNK-j)q?Bc*Y+i4QZa=$UpjOpkB`vV*dAP$7LRL&
zrvZ3VRvT}_5Yhf&9$YM<<WT~z0{VO2jE$5Jv4ObK3?<0S5#dlYhf`ij9l-#PmWESk
z4$PA8D_J3($1zHBJ+zdxB?YHA+R{0*D=<&r$Oa7XdJ{&Y?U<P)ZQ;tOS}>1|6@>%`
zQB#8plo(Q4j37*zLlovSC_^~byAs#h5pndhwN<b4{QhdAuB@ypK7O<IEo1AgZ=o_j
zy#}x%VH%ob1MvFWcfm4gUMqi}4PY5@f$I>YLkjI?m!{pv(~q;ja{(Yj`UKaWf|i|~
z-XZd9X^u`WE_$%t83@k&=fke{dVE0(@yp#J!hvLNLfos{!(pqZ+><6Abop18#kfNC
z9G?8Hic_>Jt`SGQ+qk&EC%lE-ZFgr>_@SQQe51PeqLOL8*usvPqb{L7Db|&Zi|nm7
zvkA03ewxFYdr?H_{u||O3n)z8tfV9|u%xGZXgfoKwbo6H2$N!thFjfk=u$Wx_l~<~
z*=q4Zn;`5BZb*zo#we*F&D7>7{dgRFDOo~mHM-?02_3!wI}oaO;S*24pF5T_o_)cF
z<W1+t$1kmH<!*Bf3(I}KT?kYb>kD@`k^pzGbouWo-Tx+y)s3*6fLeIrI-sCT|B7Yn
zpy8{SS%DEe{?Y9hhSM@#IWYQO(}IvHyK#jX^e$TJyY*99D;IxSxH#7e<8J1~jEl<3
zh4~wPj;y@+cW=!V5%p^Cpt&EUOpmdo=?%%J{@3gld-`sMV?@CW^F7n>c;VVn!S)V>
zd0Wq!LK9lKdvRmHt-?ZGO0!qnj*5!P`#FNM&DIE@&8BbmzTVjH-<~xb*qhJ8vi~*M
zx!bikiu=2-4a!)*q84Y%$yBb;=4O4^t6e7dod-Q2Jb3q2`*8}=DDVvsbyBna@QVd}
zEn#3+^J+|*cE_AjBfUP?uzPzv+{aW@=TXom`Qv){1P)dRbv8ub3m`_3NGxxnK39cT
zdE#N$a}B{8!*>&R#9NRgX|E5hB?v$ICPW;Sx(Ow69;yoU-Za+32ndNX^2oBv9_{aN
zS?uMc66;aEzt%yNCc51Iu9b8@wPUbRcCdHW$>w_Nei)>@qNjOx-n$vhTp;6eb}N+n
zc~D6y*Gx%%i3X49lfh8m-GS@j@#VKilb$5=?<V__Z;sl?>|E~&mFZyx_kIXRNxsH_
z!FF@A?iJs@dZ#RoOI4h`YHDzI9?U+gsZnlsGy=2Wtz$Fl>VH?Ji_mwAi;bLi@|lVv
z&F}nSBFfUhH)f4A;5t$BOI+(<Lz>6U-f999SWS3{MgVMIbUUBkp42=!JD->wmABmc
z{sQxBNhsnfFE@=Zqf7<pOA1hS9SsQKmtO&kv+L%R%-C8lwyf+MTGiUap`(>CU9y~Z
zmy5{TJ@uL*1egfeX#oMD=JOHp1p<O2QBegYTxY?2?Cm@~x$~Nu2fTM8RCwqwd21R>
zrx`0Su-MI~a?B<<?zkSQU!=Uz`4Wc-!6xtW>FJik*6zTJrOQb=?axcQ|8$yv%fqhC
z)-9p)>61C%lLQJPm<0V)Iw5aCK#`|e&b<iH_gj6`bO6I<)%Mucr5*Y$rgMG$$JdA{
zZ$EL<1XE4o2+UR+4FcZb+tCVy24vy+NTcfoJND-^q(J0^*J!_G$~Px`qUCP%<D`Z>
z_gZZRpdAOA<v&!E4+^9FPkMUuGZ}#aAd-5+hH&uka*Yemx0fyy9u$*fw{sOUvBRzL
zG-`zHebm&%qPZZ<63X~C(3ecwj=G{j3ovXuQ554svpzhIw%GwsY}hdwd2i@%5(>_+
z-9X&-F}TVuV+M$AsR|MBJb|it%1lq_jyG82%XI+|F(!Ur<_X0M2oCUcqJ|3!TW~qJ
z+DMgGKDh0`c=~ISP<r@LCVX+q;(nDaoIX8#=H=#bzqPki?lQ~TRFh@~-aAm+5S>Wq
z`5{@s9DV;jq>~G1>CM{O0KFeTAn@iShqs@2X9CCtZa<yAjv<Rms$_B<dH-5XNopV!
z>UoXTbQ^q0e=>(1n4Xx;Csij3#+#hIaie6SDuJ{2>|a8)!^FhI*_v+XTqBK@UFGBs
zPq#keX*U<t&vXsFj3iZh@l0eXmSy(aD>JyDauVS-S3`T&?&v4|@hlc<Kmh=Gjsqj<
z3mrx4W%kvwby&UP;}QvOFbI>l>;Og*x~S4_mOhf=nS)FjkXmE!jh`G}PNApK1R_}g
zwUMpa--qQUzbz=ZPE^BRY=P-JMF8r+QP`6Xd`+HsO_fK~GYK`pWEzuQLEXRg%|dih
zlENDN8Zo2aHsrTh%gjPCV#_M8&_|YdQhCFbH4QWKtiEK$oS_1Q8K}&MfB|Fm{a`_*
zcl-6%g$iT*$`1s;(ZM%JEWBJYxT?P(os3RW2C}uG0MyD{$ta$edZxO3nB<R%{2xQT
zo1X`g22P<`V=xb%E1eFzdgGLm2ne7n?Ii<m&Ma?eM8;D5Qai+!Ehaj)XE7tVn^%kQ
z{CcKXedsbjJ|2Qfp_Y)efr$~B0|XF_)+^97UQe32xx@SDsg}Rq>-zP-cj{thV!&Qr
z8!x{|Ks)yECo&!(<!F4tk_L<5oAtaioJJ7r-D^fpc_wsLPDU=l?Oe^wrzTX-F#?j3
zd^2;`4YzPTnq{VrDNV1U+t%_6>>QDJvt)*jGQ`3A(2_04_z|=108Mj>z-7LNVqMWY
z>%diLnU5qL=)hcA#$<7|@ir@8h6n|e)I{Vw{ePsrWmuQrx9%$-ASDV)r<8y+NP{#;
zw{%D&AtBNY((nbOySuwVy1PrdyX#E+#rm&v_Fj8m*LmYBy@cnP&zxi4<Gw$Gxvnrw
zgbd3+mumYm2-x8r{9p2%OM(6qIO@_JU^8B?XT4gz=BzQwlmA@n7pI08x^Iz<x-DD(
zZl%T3T1UqcihX9f;jRN$b>69nFv7P2j6O|)yX1?9BudeI0Kdr4N|@HC&Gp^<qAZaN
z{cGSu#C`b^GzJxF&yL!NH8sI^zsfy{PuLwHrztBteLZq2g2Uv*HlGndq|pGdlr`$K
zkz}k!%lXO40u)l;1F=%3UT7Cj0wx{;C1oZ#xs3={D`+OGi6ddONMlOdZQH6owZ{tA
zQ&m&__L|nKPs8y%5b>EM7QNf*)a(qcTK%Qdr%y^!&;4R)VmYJUJ)Tk5Y$DdwsJOGe
zUx$rhX<%Z}&u%+NmX%HI6^g|~1V-CBXo)XcfFm~!Tc-lD-Lq0vX!>=09xKgfn7L*<
zR^431EGU^J6Aql3JY2<gvpFO(yxma18kQU6918T91TIO0M}=_ug@_^xo3@^i^WK3D
z=B9%xL1di+Wm)y%RoLh9@$r<~`SMjh7`#B+**jqlFu8o@(XGA5?+!X?GLi3<ovU{~
zKuErr{0_)|Nd0ft_6CgnQqI%zuuAjL0~rX+ac}P!yGiXla(Xg_@X_}enYXt$b2S|u
z!Zecom<EFrp;yQT%Gw1RhJ9{0OSvcwHVE747>~h`O$P18_*i5;VV@+!=TZ-?BN?Pj
zwYGsw*I^yo6TS>$mlD#-n8*5D5Cj0k%mG5OH(1z{=JTl|1w|u+bX2Kmd!4<$1~N4o
zaqPBK%q|KanrA{^e9BmHyG{VD`(jzJAG#M7s;a6wKF8DcK{`P~0^BAwkFTSdEpNKQ
zwpFAFI!I#@_xAzht51Z{LQwEhD*8zfF-hs(Y)v?}A1;$qHTe1{w47~u-hCM_)tBSr
zcsv>gM`Yw3KleyPtK6Lo6o}lj;W}T;Hib0Z_HXo~A>6r0RF)q1qC+Rp<bO+GKf5k8
zgD+IC$8$U=OLJ{J-iw;fXcwn|XIH7*nG!O}{t6UZ|2!(3S%)O!JX2)buT40FoEHHh
zyxdMtDs35mcg!~JUh|xm`v%Q>FrashMgYmh(Y&`~kv56M6a{DL@OssF<8$i5<?_x7
zYf%f8#a;c$*xn&~n+OO{dO@?)`+!<^m_W17P{=*2AOXmH*NZMLW|Ng#bUr@wA?_NU
zSM~m-lbI4#7WkL>$)&fE_*(VXd+(#&Nymz{`+gBWA4nqPt=?*0IJtOp5zkwud%-HC
z_&P6hka3*JsGyoGHA-GJH7iFy*)PQKT-Lv{7kIqHLW;xMe1;!5bDw}lkXy`Zd3k#I
zfR?}ei|vpu&h<^d>2{cX)$W^>O+WjK-g;kOv2B)bh{{MOeL`}qgN(V6^NAE%d-CiK
z-{sr_O&qOG3FIp@bUKQ==x@OhK7jf>vs5*V;ke3T+KS|j2X=E$-vDh<cJfUo?Bx|c
z$JaLuLJsL_I85&;P^Incj^jzha&vN2V&qp2JYwXt`15G-c%|St!+jGA_Zt&9yBj~q
zZ_uhh!w0FJzg1^p0bB3RL^F1`&i?aT2Y0PD^v*zH>0F4pjb&r1uI^^1GEHA!JvWzB
z0=qzx4C4YX`%*eJb~i<GMcz*uq{k3TDl1ip%PDNcd}5Z|UO2BqNRBEOWpYu1sn@+c
zxS%v?)>@^<8Gg5FJ(m}eLppv>_g()!`>5~YGtSPonO3dt+37UB>r#(*fyl#;0a5&e
zt-BqygU6czm5h+3f&$kU_*cq`uN4(T@m{}o1Sz*-#C)vq$op}>rbbk5aFD4nom|mr
z*(VU-^ofc{ODewR5ksR&V)?Sl+N-o}WOQ$Huk}f2?%n<O7HSI#`{z_%(BJ~D>*s~6
z*P&-@R1e~T2e3_Dva)wO9g)(ggw?Mwxu;sLqF5JEa2O-XWAb_!hDJOP47yZtOiTzH
zE=O{W%RoP&k<DfEau3(@3;wsF?}pL6ZRT5GUkm)rk11~IY-UD<bjI+`possfMV0sN
zd^Taz=yLeBMa?1x3s)ZLm7J>5dDB5-UTz@)@KfW`HO*~Zcu@jJ;VddI^Lw6Mmz?~3
zWZr8nhh=Z`JLPX8x+UKqv|QI#*9tUh<dio`MC{{!>0aufG)12T_{YY^GLMZfD=pVF
ze-Q83;~U&ts6q|idvt8nJ#ZmGL;&;92{<+&>ALj|4a?{*E@y|cr)+<`7E1zW&$vmJ
zIzsAMAp0zEuJ)DYi{>V}rJx?Io&}YoPyfzjn;Zo7f#3OLD=WPSeGX&)@<^l<V=rN?
zH$#c^O3yZWy8Igr_bv9ESRx`y2K7@**1GjJR2`b^r;uX5C%jERy1IUTJ)JC^w_bX}
z9Iev0;<GBKgp9{a@P4cW+os|<4BQ9DWaKiJ>lZD9$d|rxH6l+`tFHp+8t-ncqkTU@
zW*;_^KneEFLyNL6h!IyH(o`t80~}XiY0IgA<AtE?U)i=4k>%o-KE~_98{3Nx`+(bc
z_3Zq8lE^+>7W4Z}!|jA&aG70Pd^k}XgoQ`3zw{#CmVdRYr6jK$HGb{nUgqgpA}jq+
z{Q*U9$u%3@gghpM*?4z~RnsL#;>6Qar=8Ajzwi5@n`-{s6q!rCg$-3%#j~wSvnD*Y
z<dl@75hS{1O$k(FFT$a?rdvoLqDbUpg4`hlpx)D<p$XWZb1zjkg2a!m()>03`Z<jn
zV`}Q=7I==t;nSX;!kX`vc2?SuX}Hl4e#-hykTNIdRY{zCjWwGn7MuXjRwzP%sDVhS
zV_!Q388$YKutuW<VG>ejNVt=no5A8WqgSv--=mmD+CJ0uz1Z_4VQe*+E^W7I$%Xd~
zS+}6_;w0aK=E-KaJiR6yFWC;RswM{K(D+%{d<y}B3DF?_*w_R{WJGA6h}Absto0r7
zOi&L$`gQ&Ndun>49MSf4%cg+`eY)0obY)*%NlUBgBuXpS#AKrBY{D^5DG291^11G|
z7s3M)LJWicM`0x;ft}^YTFW6yb4S3H)8+On=I7?p!sey{@HC~peUv80LVX!Be5wwp
z5``Q}T58=_>Mpceire7`=yD4>_g~Nz+5M#R%}wTqkYwe@$2-HL%K0g+uEp_%lebV{
zQwF-=Q|#j7p<o}Rt>)&$#70L%{Cv;CBCCSD3N;R#q}kC}M)dQBD4`;ZocL=&<>@Qb
ze2<}*U%!A7#=uO}K+j9QGi@)RZ7ew+^y{*@rBSX3^MkX$#}Ob@^$7E5X=u!s-qBYf
zdO9S(PZ3SGY?9Z&$NwzQHdD)SY@h;kRSJ%4PiY?evw|v3wK9VZx~30t#7%{b_Ye0M
zP0qg088|IlZbNP^EP!?Q`uZA}r(DkaS&QvXQ>Av?owB`D&?@WpZop{!EeZ~8_@+x%
z*Q0hV3TX)G=yY+h2bc(sgb4|@W!BeU+kl2ymJ${hM}nwKPn$j*Jd7|hJv3M@&xgJk
z$to%-Ia)ee0nS!!aILp!e7HXl38r`TZo5rEr%-CVAYjHi&t6dzshc55Ew08ohd$QX
z$}CVrhlIz#BZ3N&N&82XGPuSLn~@xY0ubuK@+rM=MHWL{w2+`MFf5CrSkR5D1-ZyR
zxjnI4zC5DAWrYmrtC)Er7N8)w&vZp!B*5(^*XM=HU+&E+sEQ%nOLEoQ(P^BlvRelt
zqv+I){iX%A;d30e(0u+($jC_A&3V|5XmA>_Cb@hhgfbe;PbSI{A*su&Pkr;Am~WfD
zbst>BKJeV0eAKUKp)~+&C^Q~!W=it>2u0c-(~t8iB=3IHK+c0aic`PXb+C>wrBkHk
zsJ9CX4^Z0U7Mzs_>_&Q(6g3*oc8aKTb62s;JOj1Pw>@AR3j}yx+Mb<h?agGQ72Hki
z6y@b+-&)^0fv^EoV<T;FaD7Jy_3|=*n9+PsWQVY@2yhl^s?S|lEl!y32rA8RxZ&J(
zByfI)+f@a~W9&Vo=fQyvz=e&9$9}w!tEhy5AtUCZvmC`~mz$kE1XIh$*>ts)HHkq-
zFm~^{V!E?^f3a6}`1vk@bz#Xe`y~`7EQ`}cFI_ASPO(;+4~l2f{hKhO8&qB}UlieU
z$L7v9uvIPw`{V2%JoE(6l}>*FJ5O7qGmsM6oSeDm=fL;3RGFSxIRR?)L~ajAF;ek7
zLYjzac3zf&o}i#m!|m??ndowOTg1-);#nN^UV96td{FVrAU`>;AvFFeigW2?W@}3o
zbWPg67&2`KI0qxg$9KNZ*Dx`zQ3?8F6(t9IYMt(`b2G%XT#njx8XH$cf)G{eCR)c%
z4|C+f@wB<rg2JV#YsFa62$3@}$P^{@aH5(Q{>BY(sXgx|Jm=KqunfR(4&d3enuTNS
z?(23xU^<!C6x6r1HPc7{{`XyN?BTJo)s2-C@F0O#v4WWeAU3lkq7S=$P~<5j+{kIv
z%8gn#hr4rfWQbpZ6o<HknEOOy<#z`AX6uz$mi5fcbSfgpkkZn!JW~@uKz?#n{Ho{6
zba9L6(gzd$$BXG>pJmfeej}Tksf97QPgkcn|6r%{sPy1sU!&B41t53MCayzxrKH5;
zSWPFoQfP{PR@*%^R%B$9rIAn~u;C4Cy1C8W-p0<TGNGe`dOP~^`|(n`%-g^pfi~r3
zJC{lyr_Zpkv5<>PK$Is8SY{Q~`CGN==<G0~E+-7Jh$$$^^xZ0KJ5z>Y+kYGQ394Kz
zw=6bT5Kdz{r23l6%FE-f?n_}Blzb`<!7<aK5#``yJG^valwl}unHn0JZS#Bw3yhz@
zYpL*C*72#NqCpwq>MC;uw;W={@a$i|-{UWNO(#RIX<(oWon#Z8xsgnejbb3$e+=rb
z+ecxsRL8R>Cnup`uTq*PhS8<Iw6s))w1@5;fN9&W%-hAh%mya?jKt2o!klGGHj>*r
zfKEs9_fJmzJtFt^U}vx2piHd)7s-zM@qS@p&D9n7pjav@fQ=Yrae$9mU*9l1zP^>8
z4iz=W#GNs&pidV_`0~bN8Bv<wq0YS}inSEX4S}Dmpw4b_q57rj@k}gB6CsZTswNx?
zZC*A#%X=^gjEG&1phm<JD=CiaYKr%v{_6hb;pTi61V`{YDTM#L$;Uq&Dk-t(n3(Bh
zHmrcp8HpoMD-SCh-o%q5CLu*{bZls7a<r_pIGRz1A4I|Ci32R{zFuvwglrMLis89A
z6u>n#{j{xTQIwhriTDY3!f<pXGyZ|KYT_)tyRfrmqOvfBn3ImKDf>sifm&>gN=#fp
zyY3Wzmpe9~w#%W0yC)_FSAGK_ADOqL?0Q;VV~XVgqGHkycZWKr;=L@?N?!RIc^NtO
z>#eXRF;05BF99%w%Y5!a%jN2Rd;GnUQs={!;aw*oZ*bKm$v+G9*_jGrM=!|DbnT3E
zkNzN)*O7r4gJA;iUD(HmRNe)IB0<p<4-yQixrh)vMMZEVK}s3*F#?|Rhlxpxh-6e$
zMU{kwW!2pzY;J;N)s)v$LlF@Tv%QHP0!S7Cm}@`+;|Ywx(Ki=+@W?|GBO~L(CG<>y
z1nnmAsbTamDY)`{h*$uma`q|6WL2yJ#3j7o-kCc4x&=il0yV45!=vks5&al4iuux!
zXz(lh^JmS-c!RLk>rNH+Wd#*y?Rm<MF8==pOuep=KnMYVhrlmPA08VfE2kvP_*zLx
zGx28(0@FDRoK2t_H-saK6WEcDdwRqt3&Xmk+>*4Mo$r8sJ!X(=eRbmm2e+FmpdDv@
zM@?46{$yX{5^s6&%2b_DCB&z;HXx0}FWA1ehL7ya``O+$5@L32ate5OBV0;K{gJ5>
z@VM~Uth{#FB;USTsB>+~An4dMkSOhBJ0;|*&OdWLe>}BfRi|-;N%an1IvH%N4G%LY
zDk@H?I}3PbZ(-Y;(*65w4Uv?vS}aKPe}fNb|DBx++ET|jxZv-?*H+u$SU`LQ->_RB
z>GE4K#`Ql><Vm<<>?~AJR9^HCJUu!sr)MHz_wn%o-^>L%I>=yxpa}44r_6w`taN{u
zTMS6afvL23JoY0~U0s!D>>rbJQeL7Hx>9i9P{nZQK<~nK`zrSI^!{ajU(Lx<c~gT%
z@H|gCj#*4z9^GoHr$>j?d~9O8Kbm8_I$+;QW}&|w76;E^OAh1|tgWrV#JPFL3m10F
zB|fQv)9!E)RKh}V)o{eYMqfEtNdqF15~!s#>TIdk@13LRD5>kft{)l4DkLch@><D{
zfOa5*0+IS-Z?DiBStqMw5V29zRLMyzpcy0(YH#1WUW-aEXa4kbj~x>OF6%qkuR(ZA
zZzo&cV?uVp-|_rQsmf0K94SV4Ubb{j!OE6NuY&~E<G%bX#U=NjxOBT*aTGHD!&mSf
zxVe}bWtP|1SC@}X4-bFPN>Uw?jG3Mmkxs(!7lhH!$dZm7`)YF=%+b*c;v_l*jN(1L
zzTX|oA|n&<@%khrbbqf{EYzUm5*7hRjm>f^(8O%iQLQea!N91GOP5FH0|TV!^eg%@
zm&0e-*@7J%GoMt0@fkeo+abMcndw;q?#X`W<6~o@CBfj9B?9*}IxadrJ!8JwnG-}8
znu>?ohrfcvDe}n~nWAlAR7>9z)14bXzpDKO?}G2ObvIX+zsSfT-?8x;T0G$pyjwYk
zhwb*~J;yNz<0iW-hzAM4rouTj-A+NFRcFt{K^qLXO}dtcKm*-M5K8#hAo1wrdBLBc
zE9OAYtmvRL!OD9-H8r(qWLRa;j)(&0N4U=c>;EFSGnoj358^s@trtuR&w&MIS}^bC
z5PSAM2z`ESZx1EO$-Vj4R5a+o+k3A~U<fNf|Ml<<MHg=i#LXETV8vCuV+EesiiG^u
zU+r#`Pf4L)*<C8Wu9z&Z9c9UEOwj>_Zo0lf>8E@ZKE6R%I9*=yF~WbW8-EgY(sE^j
zXkie5(YfmT{YF$37n_$?w~w@lIKJ{ItQIZiCt4z2(;Fi=Wks{jt<S*GBt&C$5TLwp
z2vYHA_^VM-`-t557ew+zuT*ic8rTe+l;Z|KKkjnqKFAug<rWaJCJ%8$c}8V0t3m*^
zW-n!A4?!q(Xp{4Q<+=E&pzLyS;kU-ewEQd-Zw&tIttK33BHY2FF4Q|>uJ=nw{A@Z#
z<Svf-!ftQRyT7QVu8Md94m~ZEVmB9F68<}+e;h5_S@fFczks!uE`+c)@%!RJpHrZ3
z6=;D*UPe2{Y=L&wLK2f!+D=Iz$OhoL+_d-4eA6F#l*fWcJ83(F=@OX7=RP=8TVjgi
zdeUkVV}-?@c55}6=H_s3@Xi6I)p@2s+QFP?{loBW6k-qc#9i&|bdSTt(95yX_Z&Dl
zg-VqPjX9|2HalUw`{`sioHfBmhdtEP+?dwNL}+HQRYuVPoUgJ?zuY$QUc_we6eX~r
zk`O!p{Jj$OvZtp99M*vJ3yx_J+NgR%0*X;Ew}nlksiOp3AiB0jUGX@TMz1NF2Rk>`
zu1*NCrG&EwTY;hI&(^n{WqDglu|8F>13VK?Q3)ID@2P?7Nebg9dV|kqwkcjnb<3J1
zm)Tye!_uy*(;RptujLJ}b}9pRod45{4}2NX;SQL5Rr$YDrBNUD^~{gPA(3tBb1`v0
zMM;4+-Y1D9lqxXU=2K^1tuhV#*cw0lj*Cm;IIZ%>DkW^rA~{Wqt81<%#SM#obrzx~
zHhr-QP4iyU7TNfk$YVDuS4g%%xcwVgU~@8aXWkj}*zfoxr3It}(^im!mg{m{o1(nq
z-CC5PbX;a?>YG=HbQ*P)<fM9FO$)YnC@Ctlva$+bS3d=bDPs8J#hL1tJs-s0qMEkU
z%E07++tS}f<Y08I@WR=z8z~GWU{XnUR4DnBZ`{}hC=BsUz)LGH$(RAwNkB;$K)1k1
z<V@b#MhU*D!NP6F^w&&amedjt&>M+sd}T-1lp3#xX1}Hn{1*i8zbVwlAyV}e%{8$O
zj5-Exv|T&}8d<@=CXVCKq$1C<#GmJpUQ+}-C%yzp3x3RPYdoKOA|BMLg1G{x$Hr_9
z?(aZ3>&!~3_gBpFdc11E!EluPFSBqmDQF@TpAi3Zo{bf)MMb$-ZC>OMy3#Y~&G*c6
z{<bb<3_t{kD?bTo?~ICipWIqi7&9~4tobs1JTRlp(@A?iAM*2MKSvKGwbVc_?)LA@
zLjhyOf4u*@Ga_?cnc{hQ5UaABe5J3bjQN2QeW$0Orz4b+^=R)sI)wP!vi<LwV_W@+
zG2q@n*l@AX!D0%Bij$r?a>X?AziRhqowj<|UEIG&#N!37$h~}fK&gsDz5m8`>o4fH
z&6SbTv1Y{vd^^B;(07JhUcD^?6KPKOH<OGxyYLZ7wihuP*>gRUd(8m|b+*B$;buR5
zgu(aLZBG+N1UP#I5njMC%ZV}w3@o+6iGc(<#hZL$z))5h(+CBk1p<=&GhJZtMrwI&
z1_l0qFv;{4?7)6=9Nq_lbO7&vW?FPt?tD`j!s`NB{C{*Mdep!A`X@))|17O%XCeT%
zlVzQyW3aK4$J(#PZ2RM3mTCRAavi2CXYEKe;H`1)S2M}J-_``_uUEtHQWF<1)u!w(
z^Ro+5O0ht+0R&1qYHJM~MwYW~{Y(4dFQl(F?|_qM=_Kf&DR{7Zn;D|0sD;{JynAT%
zB)R_)kw=%40~#MtD`4z0_4YQ9Tti8T(OA8O7h{^t#D~^Vn0W8#H^Why;vcGHr@FDM
z|1Y6s{VO<E(jW&n)Z9Ed>lj@`7o$yJMU?cn>+8>%Pn-6ZmzdQsR?DqSzxRox*FPk)
zvAS2Fi`fE2qGJFEa{!(eF|MFIHts{wUNn8uz!4>m8QzMC7?77Mae7*_xA+#cMW?<U
z7l#!tJoLL71AqRBNC;j2J6G3-!KzV64%+c@c5ZfVxueOkl!JdjMn#NE-O|kTX5GU=
z(05~XqA#YSb3*?`Gt*?%>P?<@+5CoYi(+Pbc6-bSF2`7bn*VM9qI}rikFLV3g454>
z@5n@X`>>gtb$UI>)L8~9(S5ZpkHc#oX6siDK7)`LqwCmr0|xScP-go=5lp^8PM>?M
z9Ty#3$IDf~$pNDd--y9>x07LEVqF6)*m>rg9hTbsvf<fc5@Zn(IG4A;F_HbEQq(FR
zIY>z|3IF)_Z;jr?M2=sC7?Otsw`U`fEo~wq>7<&HKgilw$A)+sg%f3I@(Nx)^9I&b
z@&B}Nwi{b>+C$4C2DBgBT3uQ1`2uT3{Yr%*{G{3SPQwH4^15uBY4!@MDmJ$K8bSNt
z&VQS;Y#VA3>i`5z0jr*mR=ppy^WR^qs)FyNMn3@=U8!?}<rxkQa$t2X4R;e`0Ma%N
z?p*$tF1h56Wr;%^u7Ocs>=IM^<&+0Yz|P7pSI9{j9aCTvo~iwlVi^;NV)hf1Q`N`-
zq`&+;as3LDpUmQ)F8%u&|I<P$_ad&paD{c^5GT7_qUYVu#-HcOQ0E5MKC37Yzk;Hy
za@H~<jY6XThyav4{2KuPDhE}bB%hEyO~}R<9U%zFFU{wFL9v}_FXPB4C@f6rFnfg%
zONLsP1!d%u=1qp@e~Y-4_0ArePt!ieFOi4Yr-$De_n&G2?4apH|8|j0s-6AN(g}yH
zbL%VD9dzS8W4s$;*a4nvJU8!ajv#J|=-AhM=l@CpXw=sK?=k?P`R3V8QIQOwwdsNt
zzIo~$tv@~vay~L;RBG2OvH$juV}I@O8-s7161L`EigspuOxvs<O{`3?TU1S1GGl)8
zOLj=}KSpqHRerT<WWJ{J*^!+#_G-V^!DS`vFb~9R`NBWl?z9gDra}WF4e1L+SJb-0
z<a9PR?TExojL6<*ojfcf<0vKNBkwnmHcW)ZtD7mG#q)>>g>byz<_<k;m(d_D4rpwo
z@E;+*WGe5JLJ#OsXfGxM40E@0hWo)a|G#noM)>oDvBVew^98dF*i7WqD-{W|$$CsA
zdL8J`T<Wa&-kRg=Y)N{U7MHsZQs}UllB{&|xB$FoQG4gGdu3_t_Iyef@Mn2C`9kny
z6t$Fl^H_&Rqi`-z&R*{J$Fa(nJtOvhrYd6gj+T~OtUWrW;#S4im7ke~@M!8GTv@Gi
zbbSBTn`M*N6qu$S;yGF87PW+gynD7Afw~-}RA}?nrrfCEo>Qntz23og_s2{1{k8`h
zaP|FucXr@%kDd8az_%wm<$%bnvZC^vtyOC23jyVg*bc5OP+i@7!pkEKr3rSn2PN_}
z<kzd;AM64PR@3EvUEzQ?vXlEGcEHKGABRoS^1biX_4ZB$t`;2Vj>rDfzQEWixq!$j
z%9b!yJYup|_YUVuN8osPnYYiYTnU**S@W~=u(^kNM~0sHuSG`f@!VYGaI#wWe)LMs
zjO#`KnT0nTOwPm6eq}yEUVsd1CIJX}AY#IAevXAohbHrxx=iRddG>?R<#>91JO=??
zUHR&ycnW-x#{1DxEzTR*&j~+W?a-_V-_3)-2#x*N2Rar-MGX{5agvqKRfS1)c3HA-
z-{t1tuC>NA9W3B%t(SZ`W)AlE7kuNM{#WqQ;M6~_N346$+bki(?_Ew|p~V-_3AX6u
z?HoZo!3<2K*Z;xGtoHwdWftyoD1XlT>;||ZWgfyK!%yZsU@cK4G9Db2Xw-hbd~LgY
z`IXhskSZ@Kp2zVUki!9fL!oxjL&FW<eLiL6Zmy8qalqHR1>5)JIlB6jG3YTSOKkz3
zo4`d!JAHMQ3ZQMbvU33SI?@{`g}lw(tstgB4Pd7}6o9B<OIkr>apIwzuIXfKs(an$
z&jM^_LWb$)+}EA%)R-Wg+vMmx4tn9;9}E(XE3E-sb2UOPL=Ie)KyiAra8LC8GCO``
zB;g_P7I@?6%Pe<)5iUAK?W<=_U*AIkV6Nh8s?C>6zwdkF4meal-Px`n=F2I_mKdy`
z0H)cPj4Ae3Q*I*<2TA|pv}A5x6!5hF6e==zHjeRbTy6?`nMA;2d3%mRE%4c(Y`UkX
zm?YLjJ)yD?Rc1qkuCW|srgujmbisrkig42$yP8J>02D0e_G55>ad_OC`Cz!&Z1YHG
z_zvbJzkg0af%o9l)P95bC;zG{R;O0{0Kby@18;lXW5nJ98r6G|Y_-&t-<qFlBR-b9
z&t`#ZwF30n2Otj2;=cc)*>rD=FJ0Y9OGz^ix`T7L@+$L_Ck@~6I+p=}Ad6q1>FQLz
z;k<};+YSuansB;&^q>4`=-pvVW3u&Pk?+`QI7d0&3%R+%z6WiQsw7u)3sZ4@@Y<8o
zr!3|>gZ`w#OMgqloXQx;E`uwfMSN8k$ZdnKxu>?aqUoM~$e}q_#X3V6V`p+3$Nu2p
zVOmhxVsy?MPjQQHNJh);4qR<QhL;;0#SC9C0<;=&I=!j5xXJU!GyVY^9Bm|XT)L%<
zJvXiwu9<<Ut-B+?#TEqUKTQ}uUUpAkg^Dcri;IKB(>FYcNq+54bm?^k>@cAs&%5Q;
zne<mFnINdJ$ygO13@SndD`!hoOKX7BH#`2FH>n;Z<7t_goOqoHO}F7brZJZarhh}J
z$!n+9uS7c|ocvbggE8R%Wdl4SdXy4<hD<t%1HQ)!=B7NxFd7Ac6CY`yPhYwjcZTrF
z)o7$ilSP`tptu>(<Ia6$g`%8b(30w#U<|QV-gMT&MFW<BR=d`xrL@j?qEOlX_TRfT
zL(Ld2e(ctbseCTv5C2+-u)f|kb~GkRyyyPcccQFE0KdNMtmpkyMQB@_AEK^6Dn=-r
zW1^48-TWo+b|ZFddTSZN(WOBQ?=OK*H&%EKYh!!bW$&9C4I3>I_=@PNZ$;Qfu>iTa
zAXp@@JpN0ReRIr>s0C7Eudh`6Ar^y2L|ATt|JN7MoFnL^cH#GLhQh~k-1RyI061?G
z`~QHW^8^`^p;0KiV-imfCub+nMNOsE8la<^0S)E~2{8oo<%Naf<=H`A-wfZ2eQ!q>
zD;VUYMs#uj8hL|1@smcA%YFcFy`f~+qz;<(3-v?+6AMF1o_7J$K_^(w%tgshFv#ZW
zjrGkN?`{sZ)IN@+gT<{kZ^3hS>huZAIxKLaM@Ci!!MlKlMn`Bpn7(sQ_uFFH&3+5_
z-a1_)Q5#o_e=+;|yaDj?DIhTwE0}0$yJ8l7;;X`-Qa@StJuP^rU`56Jii%WxQKd0{
zwHJUVJOxzcRH<y4P?1rPH;J3Ot?OhcrX{a8r)OvGtq+sqXCbX$Xz&o(Y(nY*>Slbt
z%9<i#u~EMlkjosTiNmkBaMb-}*i{h8mSx($0v``sKH5ucvDb2PRPShmB}LtKLb+DR
z9m^{U2Uy%j;X8ffjXph9iy_3T2d2pBkS^e6jHE>k^0H?fMm1<1cB3)ZY)V{htMQS4
z=z8J>U`AEGA_@}7&ip!X5MbI1hu_!J;!hq;gTK;9FwIU9j7ryaB~^!phpL3_#14L6
z;Q>L5hn+I@h1y&AGET|%%rbrpYIy0AsVQ!?cXsRII!vS}k5{YoVW1hAlsNnyib~Z!
zaN+8OArF12*1iN`PlMu8BWz^vU1+E2<sRazrzg>EZ{7l%tp1Adb&CYsdbo#Y_c#(K
zv~NI7oPU_}>C&;=XQ9FuQ*TzAZCjn5VFnYwa%=khXt>1yy5hqVYJoI+l8!kkvD^(-
zIh8wgDPu7SgKLlBm5TB4M+)F$-syC#dGAGyyYG!=wW%(g(o*n6^ZxuQIi9&Qag5fd
zXX4Tc>@aqAr)Io!*=-2~dLz`(*yG>UfHCo~#%Nz1;$_mn&BafrNh<b4&Hd(6v^%Gm
z79rs^T%<Xgvj{w{v(EXK^*7T6k?xwx_xSE{-9T3xQn1?87Ba$`+h97d+Paa>adyA+
zZtxMV{FxdI$Ie*Hp#W{l=UsrbCdB&z9wm*l9tg>0pWb;^e#dq`?J{R<WAG0%d0ZAm
zmf-)x1*ckin_}WV4M}C|e(29OGp+`N>KIl=W<0PU#CU*jgyRh(S|!`ic;vfnECRVF
zHKI$5ZYW`RY?DK(>#&QIRxR|nA6h+tdytfJ1?>$7w?lzA2fP|7NvC-G{XP5lQ1#_>
zG!7f+Iygh9V6<tkFZQsoL#o&Pxt6zEF#N9e-H`~%{KpMHH#TjrH;~r#9}<XtJ$7HZ
zjYqxv^kH3}h>zik8M(%+c4KL+>YK3B9yQA4LCR_Qsh3mz1j0Fbgxoo!@KN0A^m48*
zv|r}$tnW$?z6E=+bBt$Ad$**T1LJpWC|>-m8`v+-#yJ=l*nYGvVbeDgH=g*8R}G5U
zc7L{IECxcX2nP>1^Y77B)|Og5yOY}b<^yY1-CT1-z~_d(Z_wS(j_&~__mYsPZbqu5
zA8QWM!j0t|g0hyuAv}!loi5sr6uoL(@FhWsTFv0wH+v!26DbHDih+VhV+)+6g4hG4
zRaVcOB-_0u1_&i+Cknc*Zk3V1RtlYCnlGj3tWHGzdTxZcoB0J_4XNL)Kma$}2DRCn
zkMPaS1OdnD0O9#>VZo<(uF(hIg}CLi-~mJ;AQYUT8fgMS{_ev3@-b0Retcc%q4?mn
zF&VXTjg`_7r{<+)(dW=w;1{`KFV)#^{_-oBt+Jal#a=YE57x|bZPd=$ZDLx@qZ%(e
z3)7|nblJ)GPQ6QY!XA}}&PCbz=^sy<-(ERvcT1lSlem&)!<t1;B15^3Z@E!Eejv|-
zbGMnmBzxwXIm4|p*g;Y*ZeZfwq+fAwS*UH(SulOcjqDwI(}&M{FY0@)4KZ}0{qS3+
z?^!~GrbWS*D{t>rKXC^UaJSEH*C4UWJv}j}w-3bny7>#iq$G7S?&>l<eQ9fy*!LG=
z43xKKl(Ni|i`7Omn9vqMf-9$dQ7x=vQ3K#**VNG&N*B`$Yppgh0oGy9ve0M<wAcu%
zFSey@w8E#DPzs26DlRFH5cCHdi{wrlgl^&IvR~AqSlRB~%}{-LM*4E(mr-AF+hA_R
z2zA|SQhz%oxUz$bb=JNxClL@hzKgWJWrX48#t48#8R#1TCA^2<t^Jn0`WZvm*VCnE
z&0A@89<BPQhFOy<TYp-NR*wRF_TtWR0`V5?2_Vba7==iL>_)?N1re5AOptI-+<XGm
zylVUmU%k{U;*jlj7)cMG;la9L^gFKDRw^p$<x2%6MU;~>Z_>H(jn}Vic9}*3fWK3O
z0gi|S7->SG>sEGF1RO5FBv}=;PeZ8JXHT~RM6Qh?%jFI(!nJP<UobTfhWyGB{S><2
zcXmljJiWQ`bh)eT=s@W^Y%ql}sneYuz#QQ-$}c&B$>J1)i`Wg7e5cP3<{e4i@SB{n
zVlQ#H8~=`G03HL&x7zn5KIxA5#xzY80%Z8R<Rll|#}=56V&Kqc06FuLY2r(4&<)O&
za;R=bQIvL=Ywo8y$;mb+W`H&bH<~x0Q4u6t{ZJ|HK`DVaw}HNDka)F;7p{1-f!+N?
zM^E$ph?J4E(zi;`UM>njWhd(ERB%jCFs&0`9`82N2aaM(s+bTms{C5BVhWDRk%B3C
z<&B8v^s-w61Q`)J$$8Z3Q^mCkpJdL-PA{9QjFn_w;90XBhbrt|@v#*jywj3;co}-s
zpme!uyK{hi8_8C0SHv|*%)T2G6a<)_hi3ru=qUgtb|o-!s2`DKs#6r|e2OM72Zmur
zFW*af>en6KMgQp<zj@R{wpo{aOeV^Wfi>ynev#<FRWW^a)Ap681?aa5G)2g`tZL%N
z3JRCPTi)1Ru8Kv6&8u2PA=y=0o*<7-?9JAlt>UO8xLEoL6BwmxalYlPtvC&)535sm
zkl3f0t(@+~j3nAqZv^FULtDwQjh(OO6Sb|&XcM|OQ20jaV=ZCme(a3C7E$QCL~{#G
z$Ln!dLPEzOr*s0SBr=v#%f)R_QMFiILcLCt%Y-5!ty%GAJ|@o2PJpHeg|5yNntr0M
z&L8qxUHP!zgG8Da?^^UQ1Ee}ooxPipous$0!UGR%rGpc}wopuSZ2|k^N1zv7LQC3p
zDx~ao*)VB*a#AfirbYQREw5+~A;gDnCFsYqbyI8tLeN`FwB%)%|C@xx4fUA!<reNc
zy4TTNK%w%nsY}k|evR|7$+wWAtBY@lt2T$eds>wd5smxHXe=sk`XcJvv<l0px=NPf
z-we7>C4h}t29i&PTFTKklx8zrpiu!l2<-te0@2=1=P~gbs=%Q7ysGrn--hCOb?;*}
z0O~9~TFnyZ_0A9+p$SOPTwfcq{m0<bnjM=bX~6)<Djr+1(n+|*mnnJ+y&n^muZbeY
z$brk=diq_uc=+)Ww@>d&|2bHS3^zXc(ZVR)?Qiv*L@0FLOOh$=eW@BX%x)LN8>w3-
zE6e;W-<=xjIh!-X&@f@OQ4FS-m@(zu%tw3By)!g0oE#e$vt5ULMd&79QSbF^EL_Fg
zB5W?vV78-mQtSS<EEn_o)vw(~iWSF#!{P8dJGk7SAA#v7Yehf3Iz%yP-l7^pL2N{E
z3Z1f1o>Ss|y3RGY|LS=>TlFR7LScXxld<{nDyrC$A%&VHs!YAI*>dDAbV?|}C|2RS
zt6ep~^7w6r>i%z{&<J+0<Q*NPSqELz@2V>4Q_-HK6bf~=x6I!!YvR~YQd4Z~q2NMy
zhGea<9a8A-obQ1pw&--7!xa|s@XYFyw!!F3h58i%zo7FF&?+W<yy%;F@SC7PaE9&Q
z(JvrO&F&>*r~M}`o^1#6Ou&##u(|y)!!a|rmII8YW_RPRDrh3m{j1p2=E3v7POJCu
zkcEQklM2uyV*g9-J=OcGN4O1}HJHdvh*7Dx+`8aDv$?ZX!_LVhk`NLcFnhETBH(cD
z5nw1`yW{2nO3jOpNj#^oRMb=#e*Ea_8^|0fNQ>i>s#>u3e{95zsR1CBmjhx_r{E^<
zV-gO0$;18ASD^N%SQ$OTIOci`)PT(9c7ZQ<64Ysnz2TLWljgzn2ZHW&w2vQwE%R{r
zv)2&1+u$P^*Bfkr4gd(ss4zK}e|0Dj-Qt)?;q%M9s~)=KHJaz)`Qc_kN^&wc7~C8J
z5}vm#ylj`0&-sLCCqW~WDN8D&ROZ6gfvVfK!v5~M5o4DGDi*}R=%s793L;PZBfs8V
z>@&3RRs!9SJ}`<~49#y9IM)vZq>JJ?NWNbhQ7Mawy+s3>J3E?7L3J*FP#c2fH&@${
zSJY`Dr~+UA=fHYGQxbk`#Q%_2AL{yhq>$6M^Xofa*_yrnL&E!kzKt9~_|gkzE_R+b
z>_>YW>wo|t_T0h$@xcx;!J6|WsTDsl*Uve19Rx&DaMuFg>OQE<^ck8Z&mbVp=z604
zP+>ZlnAo&+fK7fAH!>Mapk6ZXAPWi$pl%TXn<O>a(FT$spuvD{5NK_zG`TF=u8%!I
zA3d{PAH;sY?IN}AKhJ5NMJ`KL3lc})HXWidqI#7w-{69v3~r)Uwe6AIdimFVetBnS
zxethbiv`ms0yIU-LCsqhaQ%AJWxO2K4_Vd^%zo_(Dew8iHl<8TlhTlsBd;xrK~pZh
z5_XiiNk`9EBxFt=h9&`MWmR(MVrbkNe{F2)w39t^c;wM3rK%Rr_|DFpQqoH<(Z8N;
z((vpT$BreoW~M-ml{We#7n_;r9(!@xqZ}Rg{P3SC{kk%`t?uI>{=gBbghBH#F2Pfm
zQM6}}<@)6@63MgnP4zfS<bG($GCCm(v}KyS6G8?gX6X%ECfdb8{+tFWzS6NB$J)6K
z-<5EXnl7!!mMBbgV6m=ORu&&{;Pk<?@a(V73Gtvez(~Pss7zDHp_tkL!t6<O@d&3!
zcgAaV*1~}?`1IR#lgfiQ?~gAFb^tYB)_dlavNB)~Tyk(bm4yQ=)>x&sRcUc5Mim8^
zAswsoeVYB=@d5+&VYCYMQ6b(GdkmD!8MeN%y*kcza|4SubQL582zNdUf^Ri}%Wwc}
z*WK%?nfdvh_$i+FUh`gN;ED`Vbw}quD9*fke}nA~KK2jZt&hFrL@%=~(~?nMld1Xm
z5%%?(^8O;Ai*R?028^FSOE3A4IY^N<3|<N<l4obXE&;tJg+6jz61=~~>{%aG4!WSE
z{En2^^i~5p9M0jEzSK1_X-$}J($o=okZS8c<v7Sa7d_sk1SnO=Md+{kxiJqexhLF0
zf4|i~Vjk5HED7*b?EeHylz^)0wS8*w=Mb8=aO~k5ePUALjyhX%a!<%d{E+?k*eySp
zM5KZQPbP^?U!fsBrw4<hzgPu4eN-z~<SYT6yUJ)L-|X*jf^YAlO5)shU&cg_^Yfgj
zu#X&zoJW!bohHyP3k&|52@RDpg|qx{zBe~LKRjB;L0JwT*e1>zY2VjPYWqT)P)E8u
zHF*46ZA76p&~FGhzP5h;^-L~VO&W8ALLqmM#5#ap44-3tziUwiZNfo+oa!=Nx=KO*
zbsh%2a(W0V5$^VB9Dfn8Y<V)KQ`J`Vk#{#H`bpWL2a}c&fE0@!1p6(r@;mh^%QJ{=
zMlg(Xqc((tGDNV}&z8mGQ&xfVsyXAV04llYkmFNycGxiwrM`?lXD=Aqn>SF14<&yL
z+v5KtDDD%L5!!TYv~&H^YxMbVN155D5yvw#3<R1~U*1QK_e{6;jE|6WFf}ADit1NH
z#U}wk*xJFaaA#sIby5B9y{81Bqeu=p7_AXxbJ0gd*+WT_S-NDGEczlQjAN`_ayhJh
zbxxkbni@uOZwKM41}x$*`lI9{lLTWI7uR(8yY*<rk`UMSig7Msgf+twrUt|fz*s^F
z_-_Z#8@`9lu`+h<JxaKgPta@7$z`de?Jj<*a=4kKBt9CC6~S?6`0c6Z`7XPqTRA*A
zko=6$RGucA0aa3rg7Ga3nf_wQsI*J>l;o3>P=Q?UoYGu>^AKIpDxU1n=`7UD#1J#o
zJ@B%1Ky{j9IsLmGEF~R+)cV#|y2hLRKeAJ?@sw#P-QNk{iI3Ix)-IOxl+w*&DkbI#
zIerKlG$-lJeRE{u+Hgu<8J7F|!Xj;vA11HB{X&LV1u^{gt5*dvG05N*zmZT{Uw6gh
z{zxMu$6<4O32GKGZ_6M)v1@e!$7Fk(gLVK2mP%w7z~GhxW7zQ+stdJ+*!aLPZ}~b*
zNQU>_OuY+t4hHRdJGD}mHCb16y1tYAD!W6svGEXTw7Zklk4o1E?yKhzI&!^_2_IXB
znzexwq8T|NY^J|3bdx5+x7TMs7XiJD&cv?C?fCI~xlC7c1R>(p-UUemM{N%hF&d)=
z(WTSj#aC8{+4}fDTa}h9@bMYLzlJ@A-kkXybXw{hU7tw@6M}}pw+Svx@tuBnS57<^
zp;SRwXE+qg%f;Rz@iW+PQBu^8{$~~C{ii6PwFtsC6T%(sk*_nx#}zPO^0DF~b+R))
zr&xeR1qM_A0}w|rUx&i~6{DdvDLKMb`mCa2c{AhHs_pByg3^B`Q#m8e5w^~+gUxMu
z0v}?jj9hhLnf1~9j5;r`mzoOt_Exo5PMi=M-aYOLgb4r|9f^sFDvvwI!Gm1VL%Npa
zlO`XO^*qq6TMORB_$u+uYHL_sJU8?CDR8q@r;fAQ9K<|#!ikLa0mAqV9Y<YG6;X|N
z+yl&m2!%MKFrSUZFg@OBI_JTXOd`ZXjv@7dUQ&8^Sa1v}cLm&7VD|*PbBGY5dYvs2
z4`zRYI7Egf9@ar9TBq?BI*%6ebC=afB2*);91L<T!XzLrUw>g7Z2h3D{1##I^>lyk
z#3HNB2Mm8c9Y#9T>nE*`m8KzKE*WMw2%l{3palEGi%6f7%?k{XX5$%j5%+)$?a398
z;ViK)9UQ}7r`Q9h=O&V-&ao@h>n9Z6<}~rp*Xq4Q;{=qesovBvAFC)TBGj)|)jrrb
zgoQrt97Ch+pp(a8hhy-qvC(0)UP#{evWffifQ2cKTf8bkQH3aygMv$JvKSy6r-6<u
z0M+SN=#+c{SVNH9>$&Ej3V^D-OirKb_$8<;?%87!9uZY$Fo-Juz9^}I1#m0wYB`(g
zBUC3eb%fZRRIzN1zbR-)O4<ginoqaAPAePPljsYYy%02gg#h}P^rkz$qrB5k(EH+R
z@o8WAWw#?AA5e-2wGZ^wXP4He*ZRNuApOVP<t+Y}&{IYd-Kg2?DiHSlDR$7kcZPV(
ze3S$JG$J6mmsXZ@+5G+m?tPpK2^|z<d}3(OBw&U{@?E6a1FA5uAY77VfcQl~SVJ5L
z)yboW1FfWM_v-}fYYfaza?)mEF!!!qCVE(yk?M-X;!MXF2&#At9Qz-F5%5J#w#L?1
z1Ufw(!s5pv=Q4hkqgjWSHa5?q5opn>U7`hssqx;1)uucCm`(?)t%vuR$eJ|;vRck;
z)k3`+rq!Idd79oeQNqnUjcL}Iu^I<aK0Iuycx{9VYOqs1y;o}#tLqXcNS2l5nP9LK
zaKW4i2agYj1{-!um+d6!odpGf6f9`P14_6rKMcUBEynX~n;jJEFGHj;XkykmPhGxE
zfUj88@bpzUyl+8|tZWLXpHZCdLCT0BQL|5?_+X?a;&yI))T4@4v-aCL7q?`=!9DxY
zi8oW}O$BJ2WdY<(1(zlml@}>2jqun+cNTZiA+}!%Kpurb?;B0KZ8p2wH=A9DhY$Z6
z6`jU-He}opDxeoiXToPHxOBMCaB3;lhlMfM&*-b@;m6e`M1mR?CQ=pMV61mQ{s~+u
z!J>WyKC8^Ag+z0c_dP)zR_x=a>Kl8_lLQFhf(JY?n<>entZl)#&U0YDBJp6Dh1oST
zL)~34(=!qs$QgU0hG=d5jXaEvoc+eSyE^>_dWvp+^oPIwDrRvLQ53VaHs7TwjH`8a
zJ6P&6i$7&Q4Uu9v&di8&Pj$(8lzVsvxcd}7coruvcA+1F_S-4OxB?qer-V8-v-JZf
zVLcZQJ(zJP$~wrxwBb^3DTbf)&^aEE@a<;XU*;X!dlp#)vW&T7hy%~y_=wL(YRVc_
zmB){#Qd#+nM!k*4h4$1Opfd61e}Z9p5ElNm!Ij+8En*^#Qf|9cR$Q8KgX`e`N7hgS
z%W{b}HgLN=-lv=!(qV=_fn$}7OuDu;ETGE_X4iPPqjv7<aX6p9o68yb%q~>%{8)&_
z6jqHQU;%U_ruTYhMj-6@XfcnPuZu~D8{9jU>K6u^6k7x}aoPquKR%OAbl_3tY0-mG
zB%3cbp>8KcB$sW5?u<BuI3}Bi4G8d}yFRF<S1EuOta$C`){9JA2}l!L9Uo4z^$SjC
z;ATCLwtxs~eVDTVD*_jc8oAj@LbsI_eEMz&3uPCBy~)j)uqM5V2@Zo4-Ja+b=*Vr~
zl-DG18DEN;P~nl7%>$-H566}-Eg6~^nBfSVSS3#LQ!4L%`WDQekaQS*9S2tpf!&1L
z1a<in>t2(L2kObz;x)0p`cgEAo(DM#BJ4MVbyDm^tOFC{&%ccPDr-CXQb_9e@S=(N
zQCL`vp7aT3WQF3zLOW9J8&I%}?fms%qeIAg;HrKty4<t((IeTt7DG5Z5jTG@|A=FM
zYT;se2)16TJX6b?YjBdE!hAjEy@f46!Q)Nb*Cl^2w;CUNU!Z~1|CuMI{V8YrZZx@C
zr*FMOS8HG2Y#YfNM#x9I^S5O3og1v2Lj3U>+}}md`Om-06(g|U=ydz3bLkP$Pirrt
z9?Z|4WI^M@A-e^{*bnzy5#@44mG4G>E+T9QUW#>xv%ygyLrn!qISuFG)dy%EY`Hym
zI!>pxZl}&7&CT|JQ`V}<rbiWQDEyZJh^z#$)WcEHuwn$P8R;NUuPaB$s+fKM+w#(=
zV`@n4{Z&B`1U#O;d8zewzNt@Q@q?B)X92y|+?<4dg&5sCx7T|TYQnE_Ojq0W^pUM?
z57_QiMZied?c8{u=e((j&55a+zK;dmBLDA?r_`@9fJcI%P9;nRx-0;(W^b2m>Ef@b
zU(|MnEzsHC3iC7B957Ao|9(xqIcwYap%~QeweQi2lj}rKY;4cY52s4a;>OlFg!pOF
z17ddPy=Ju2Z0JR)I-WAwn2NE!fzY9rmi18xI6k9_XEB=zCUo^`<F`t-GSbZYN;Z`S
zcp#LYyR69pzIp4E%uO#1^dys``1@TG*!Tz;wDonMD8ks)9Z>naZMt5+e+6b%^=&XL
z3l51q>3Rm&EnQ?Q<1{65trr$$8;s2pPg?ip1_Gw|X1-`}IZbaa@kkR136Opt6_X%|
zVe6C$aq8UKk102IhDv&Z_M3Fii=3}*ceaDkGyFG@eO=F%JpBBFGLl3ynne0|Wghnx
zR~<u>%vJ-D%q&sTu~~WqU@MwkvswLopqHLz&B-EW(pU6f69><vgg>lUDU2&9<_N|K
zrzEckM1h%#O{oe3LDb_1$e%WG9j0ag95t%yz(HwVhA{EffsuiZ;SA%oh_GzR2T~g_
ztWg|cYP7b)w}>(MwW8wK5iW`?$CbtBs|$s>IXO2QR{`mle|GEVb3$}#_0jB=%3X#@
zVKUF`)x!pS>+WFc?3j`oJZ1+fEE*A*PD6!lUcuyY*V`Sac0A()eErpL`0wHE=Jf(B
z18(LY?nQX(;a=0ma@zI#5<(P{XMl2YDj-*E)7ud=M793xqXx<d-FUl1hdF;9D6(Sf
z^bopz8RI64D2h5@=wZ%6UxP6}tpWmD6RkAYKz`_^0+p;@1Zz%7c{C@I{NTZ$m>pFq
zO?0}{N4F$G?o(W+*x2Y$Ln=VfNruaYmm<vhDRDaO6{N}Lg7=)f+xPPtuimpV)wjjY
zy%^Uvqn%1ReTX_D29j|dfMG86QBaR`8bbo;J#|%PJLSF_RUaz)0tD|(^wmea0xb|_
zb~jrhQN6pH)i`H55=q7(E<a9%N<nsc>9j?u%U{o0k5U0T>hyL=yYz=!08}HiO~NVJ
zd;y)dMOaCkr3wE;0ZG&vSmoL-x7o6KG|ji`>#tw!PSuY8I6{M)LSiEaAP1t?tz!Wz
zOpg@rkjS)}NWk-5tKKa4;G)X2{ZRrq8Zif*yAfb&o*rQn^-;;>@0CqUHE^Q_^mlNe
z^EC>H1;3IktR;_9Q&J;&fhZ;gMk)KkpPO^qKCKkDdZO_CeqnwJUIoz5x<?~I0R)D%
z%KS%KE)E`jX=>v+;KkZ-OX?m0`jS2dCJ(PwU}Y^wL{r>PE+aS367#wTc<%o~X?P8N
z$^ICZ$1`V3)cx{3%aPDn$lI$6=B9cHFm5w%dT&Eb_CS|mkd|K*>Q5#C7grqOe{_EC
zBVA3x@*hOb`wcjU`la8Cwa#_mvV<S-XMU9f^uIG7d-gPej-HN*@rC11+*Y6s3$>`_
z`G7I3{UrK|6JC7Ui2VD0wcU+X{z!Q_04-I&*x7GiA%{gJl(hPO$a&aBXg316OHkK2
zt1lg~X0U^OGn{E3;8Vlp6vq`_oU`RBg1R2@+Cr;VPFfzx3Pc6aU$UO7v$YwNiBvzw
z`@IQlr-i>d!7Rw{Q&Zmc)zMsg)dwTfU@&3pM3lsrt0JTSGjTBwcbgZmOtw~yfrp+3
z*IZsk_PkpQegx@cufNZ?4&XaX2$B+P$#{f^#>yS8cXK@NfU}NI|H`rH{;7A9!x@UW
z=TB3KL~d_#XXowBhQ8CHs6yuPNs5@w9Bqq*`j|&-rr^-bUTSrK`|6sW!Nl<wuG`4T
zUB`zYnMWU-(k=JUvu={AWbKC(ffeCkn?G*0N5zf+jD7fP<^sl!7?+|!b^-d*wx+C_
z9W@IB7bSt!0+NePal>ePbha!Eyb2=$O@3}s-3#<J{f#99N$%j}|JRtsQGY}ye06@!
zPpjqvD5gU%)l_Oy3)h8pZ!N3bJ2-$-6ohu*XOOWrw&t5H0((Ro@a*WQNP>Eo-zB^%
zcj~b|O$)wSTVqh!`pi|Y@veZlTen2L;0qil8`-)+QixxDTq1yRTnz+n7^2{c2~!6Q
z4%9|P0;1cnjG`&*D}0px4}@CQFlhi~xZ`(G)X@pfw=0fXr_<lRiGyiZ$)2QUW^(3;
zZQ~7)T4)7LbP}yjj{<At@?jo~L?8LpWe<}sj)POND>gs3H}DI|^?~TqE<7@kwE6x_
z83hOJew;M#-W5|IcyKTHkK69`Lr}LqR(@T0WAISAz)zLLYBF~_972FqMOc%RaCLv5
zwCF&~W+b{Xn3_rfmlg^BSz<6ihwR;)NHZ#+!~GSu2)zaBGCU{SqL}3VC1cOM_?s}n
zbkdm3?HdjmI#~X{_Ty*V_<F_Xf!S}PfzssH@)ygMlmawz15*IT`3gKTFv?L`Ro<3_
zfyc7AXlw^|NdDh3pFll7V}dc;CBL}@j_QD4l3>1|9TO#AcyGeUb?p->ByR4<8R^{K
z|BXL*r<x{{oc~MClo!kOVf<Yf^WoLZ_O=2Jx8l^_$l1roa2EmwYR7=_7y1}Tp8C%4
z|6!N~dCmWH^8%*T{|tofzH#aE_^oU5JjJDbq%Sbm@yp*0Jn-ZH=}*aIJ-(YiPyf#!
zsNJ*RCmDOatM%`!jYpeTLhC<M2p@mI|L_00!SHgM^1n~5fB@%e&g}A{Z=xo<t?=RD
zutFh3PS9k8!u5_|bMNL+IL{vt%*^nj=meBas1xAzxRWwr>^2-3ADTPgMufLUqM9dQ
zCIW0Dx{X0Fi1fWU>2rg1x*$|!OZ@CUU0E_LU~2zwVV^p{e5cXI+Wrj(Tb*kH2(&4p
zPb2XVn*JZg-ZG%eY;EIJ0g+Zx8l<E|x&#EIOPW93C7sd@(hW*VNOyO4cXy|B*I77w
zcAR&g_q_9AK8)jxJkPV%y4QVQ*Y8qLl~3tdhGwg6<S+_|4u^v%%cxz=FH*$7_Ls5j
zSYNom_@C70q}P8n-bYE?UU;|2kLnK}l>jzd7>^rmVSeH=kE&o@p6_JQa;3&xo~h#V
zesq5U@Dp&AW-XO>4;p1#XQSrJMNONrR4A+3QuTin+6A)n{{ubNPX7;mqp~#mEH8y5
ztKAf2e}MHm-IMsC<`G^=aJ4F_T+$f13-;{)+<mL~J!(2S9&W6Ye>B{K$cOZbkn3lE
zzmmtd7CO0Kwk8#No6@`tW)zQ5ePI0nKMw}8|2P}CjUa#!4S4EasCt*}r6>?;Fxk!C
zWJ_dyY;CvCr1Ts#jolh7$cH*FGNTU$u<7;fnz9bmHMqV^bpha%Mo6s?hOw-wn!Kv~
z^6r}GujnY?7I_>Te8jB<b7Np2S!@{)GRQFfUaASa1pssz10y+GuN_?7upH7Dx)~kI
ziw%4NBHa9D<Yc-S7!l=w-3e-5@Ui{%#R+C#RWBxRXd7r(n4Kf+<j5K3rPmziqPbC0
zm$DA18Rp~yN(E@10GpWOG&}Np=CqO;Fb%rHwVnMew)yKQa(gNPKEB>??-MLz;HbTs
zD3=-b|Hgi0niyAk#Z(F)_P6!5YtlR#um)VT`_yp7munh?|GwzXg#Yi&UcXmafZwa4
z=F;1uh)+wCo%e1n3WH*E9m&>G=UieprtY}p2896x@%%t~0)Wya^IWB(0al`c;AN3D
zJoa~IBK!Yk0dgD~`L|y23lV;NHTy5|AXOVUiPE3!a6VqS{$ASc|10ISG8=%s?k|pa
zJN7xlAvid0)w<QAX`XsSk3OIMnl06dKMljBNKyNYyb7EiHf5!e`g+5mCn>^F(n=q}
z+qM!D4a}vge?BF<eSZ0dSB*qUF!a6B>Cbc}4Y67AMfV=#w3G~eQ(aY6h_tdAl1K%J
z1FV;ome+F?prmxaM*bV&3|_b}@Bfc|r)<k6p-__X*SGk1z~u|Jwe3GmZ<P{pVE=M{
z`(E$l`q8OlJzrRR(#whR0Yf3GHPeTe;=pcbd`xaLYdwZbm7aroexPlx%0-GPyo!?P
zdf?Vn#goPS`_;A|Z?ehd`fXz{-_!E%yhEfkg}K8ZeSLfgfNhJEXwbOsaMbzrT=2V#
z>FKpfqekJ6MNrT1|BdGz=K22>>|ywMn*d~xw97wckj$MQK>r^IsUbbBmETwnuYl14
zAc^T2oB!#zSpp+4)_%1$T{DL*$Ei%ehb1@;xF6j=voi$y%SWUqhd@xMxeL^j9YCx3
z*H-|ehmHw`d`T7OGNBwLQAD(NhiT8eB~o{MIY4xXT74Y6!SZ*1YA^lYZkt}QosY0?
zyzPx@{f)U$tasU~Cl6JQ(r;0v1=fks0|AFwj!%TLvMxPo(7L=V1!N^C_zD8f7qWxp
zQNg;o6#fcIeEbsECD4C+`GtlEi`2!v6pN0O;=j3!^TmnnU5*-`c;U?lKu<{j{s31V
z`xH)>m*8>#O~=fUh2;BAab9s&XKZZ7j8_C9cj#(O9h2&-L*PUh#+jIy{-Yg{o+}pd
zF}U@|67$!D%)!=gYP+?}2A3$TBg6ipVtT%_?s4#)!YWuf`FUvsHR*uK2pE|zw59-(
z`4ciiqqR)UaD(|D-{Zfqky0o^!1*OBMud9gGjiAaFF0g>znnt+Y0ERE@H+9I1>snc
zkM<L_B#&`G&SM^{3Vy>|nm(WVT!|*;(H9f;AHJ9d0LPB@xu*J$|0i&S0QZ5eW55_S
z2?*5q?ZYkmxw-}?R<z6r9iD^RrW@_WF|{c8Ps`j5xcfAu_~ondN!mGpGz<`74kE`x
z^fB!+FvI%ZQlWqI9>7%4rOY42(vFc=RGb*!Ha5&Dk<ZR!`KJ{oePQN@!uMpEu-${T
z)O^X{y$Mj9h(!UCC}8;p5BMf={Kp?IWJ7^~r6P7U6)b=(aFG0Eh5<w}s-RW{K>K=^
zUy$k)EI&T!@>TPoLRLtVniLi=QBE#?cW`&%Z0txTWq2n%=WeWK9%z@AM?!uLk=D3z
znu2jmFCs6#49$%N_9qbYB&ec>-?JzoM!?k63~=7)L_kfhK3lynK4vO|(fse07ml=M
znJGNDTnH|<)cH{@DxniCcL;J>^tjvsGM8z3KJFT4)Y_A&SY`Ek|D=YoE%U8xoqv`2
z9O^ojmh>W29esJfF6eISC&rwuLhpLBD?&1J=MfIddH<Y2S%us2jkevif`yvJ1Wt6=
z@)#JLvVlc67m^FegS6D9ODFtkW^OkZ^o%a80X1>MQ1vt_oya5ryZEl{lfyK76=YTh
zl5gJh!HsT2d{OgzE@yQ6&lY_H3@q|B{m`Ssk<l?vJoySyHJw%eZ@3_~V(=ZM@yizg
zk!hEF$H{aZ0+4<=+oep^w0Fbj8r&Dn=8XU(PUu7-9JjOmCC3tFzRHS=UXlhg6LZbQ
zZDXu|%^Oht1_@YXAdqSh6gGKQ1c=vtNQf#dbH0CECR{kKXU^ifBDS_JI;-nbPMr7b
zF$&)sHBY@M`ERw<v}8xII#FC)_kKou6azC>V7pa$N&j1_OX^!uV^@N?Ewy^Wn|+>6
za2cEIPues-JJfsjS;TNG@dv*U;(McNvQK|%*Z<`6=PAB6-i5BJQ5>6?7nMMi3h+y~
z@YHy1a$rMGZamh+%M}#sv9YniIBc&;iz){q5(x|$H4`%Jp&IF_NY1S0>a&8F-uac<
z$P67*4i1NMY{bTP>iz<c&#t)4SN98IuYQr2thU+t)%PwCvf>ExQv1HTP85Zwdnq~F
zP1NTF0p6}}jxzPnENiya=T}uq(`(Vu3*sVmRy^eSSxv)pR;zO`Abw+rB=OhU=0;SE
z`0)|hP455eR;Goa0UH~Jg;_m|NVM)>I&2S6<r|>{g(uJ&-`&@mQ=Oi_@kW<bQ9(#9
zE}nM^EJ8OoH@{p%fc`hJ(bvm==4SjWrSHE0*k}agC&u&d&ip(kpeFj_s0W2_?*#s5
z%)MhxQsVAE^QHI(30!FNUzrimL$KF@gJ*(~I4$daZQ0j|i<gKoXT1Nm;eK9h|6kMV
zHU7N}J2L`%{E1*tbz(%DGlhO*jI1(h<c|i;)31;CBZM=u|90v5_L&sKL6ubvO4?+5
z3~pMn4UT*>8ASa+{m*O1&MvU34$2fE8d_Dqrr9k$Y<nDi{^OVbTOvk^fsl=ALK^VH
z+U-yCuctmdVVfsTcIm)+k;SC#-ueu76WC<ruCbqSjvw7fY9J0ChWx?9q;w)Z<`p-*
zFtY@jH#Id`{$J~iZN1baR8-3w{a4M+a)8(5zDvsS&J5@p!5oSTfga4ci5jyE!8}p!
z8WJ8IX?@)H17PD?(J^olM7q4Gmz|ZSz*u=%+a0bT0F0f(L=^toFoY!^AM+WvJ`df-
zDezgXB~_q!`tqJ!yK=6VftKu4cu3+Nu<yj=sn3s_F`)2Ou0(TX$1p{U2iU^Y*zICE
zb3BedkBKC9rsO`_Lp-xrpUPF0!z<<<iV**-IMLDqnC0#59T|ve*G1VVhhCY`d3B7$
zvN0#uW5hS`On;O@AqSEMxo2XrwCX0n|I>qbbUXum55Q-!rNH?YV8*fTsN^{Tifdy;
zc1=Zv2u%inttJ_zCu7Zz?*h1<$Z@h4?DowRHyL;+#|i8f@e(r*Hj51aWL%5;eTzi+
zW!reSk=(~8(c|RQ6b45D7^l;4cs%z&IJd?2?1ZSvzm$Ph1Nb(M@t}Qj$wGU1J+gXZ
zwYGt82<YX6eWVHCsQd%`J@V~?U~L0TY!;K<Kti<xRiGBoqk;ZimBlSv87%i>yzcOi
zq%wtNV+?Le=%^1EI6XmxufiI2&vw3b316Clr=VN;_yAHU#_eoRPtQ(CQAPA@nZ@5j
zb@PM}`0zvLMq<DT10EYt46=NFBp*KBWJM1;ACcG~j~&nnopttS<aZ|<aZ&j)nB!UM
z&j&c)TVJkqANPpnF!60Q!khVWp2rba9)&?&jIh3W<4hqQMnzPvZC_hy1OGb}I2;&x
z*uFRPZ{%d>D^~<zyAj*psF|YwUg&=F{rl4>FkqJX{;p~6)f1R4jO{1zXu5V^2vgQP
zTK&@AX`G*(XOz4K28h%1LnXlE5@`Y64z!JK-meB%$6#p5hZ@o}!@B5=Jz^`y;*$%K
z7yKoJf7Ws%8STT{P%%Y0d?WCeLuE2TjdqRVf<*=ZIFsorX*IQLy)}zdVA(STmXuGi
zOK2O!et2#^D!CTrT<nz4l$2+r<Z`vZsIv_3=ij3pRv*tWP;LVMM@jiXbrWbaJdDoE
zjEc}*UBf8oRg8_Gx`B=dKvSR1d<1T?$5ndzwjP@f4c=$-9pIg>b^v&Sgrt}kX}Nn!
zPR+Hd($q~ns~aHngIRxc;LGb!_Q$c=N{b8Kw&XL`!9c}4cU;Y?*acw8S!=341&*8%
z3>fk*(#mNIdnEf|p^JTzt7Cg}hxFUjH{8imWHVmZkMvc>M>e~l)~<b8+Eu=b{7)`1
zg+kz#BMSujx`xfBr}}FM_pe)$S`cZ-?z|o~8W1exmPdP0y}qVY+UiO=pZ;fdT|T5o
zkIO_F!0Y|K++(!LOAng?mZ&X5K5fw+K>s5`!~ARf41IYOF0cg5D&VaHs;lsq+L1_O
zk~bv4vqIC?*Y)PD8*n7W=<6Fq;yDP*9}5GvE6H+Z$PybaHqOYPEgu5-HuwqudhYPa
z=+Am=W=@a?#$tkTiIag0AdTxi-KuJ2Lcv?r{Jk_-1GEP2_sz+F$m_fN5-r9unzolt
z&rJW$GUgI3Z0}_t_;7i6GKiAQG2XPwD<dG#KHaPZW@zzZv94FcLIC4u55zSfI~O3l
zynX?(Bp?=T&^6wkOchJE8ox*}cwH^O(4dFl(%As~H&tXYnX&M5SFQLAE*cV!7~z}-
zKD?%nCIS`vML0B${WSrOMib@Q7!#~V;RN|f`ojSD97#p06#W`)Z6=AIok!WMc`yL2
zGU<CE<Y(yQl^42==?dQBY@Yxk2vC#d6j0<86k`?TlpsoB!0}<AW#Bf~fX|>MEpN-L
z8^JUD1XG~B&AG-hE$IE56pM1^@^UaZ00`~1q2>@e^<wSilfh8<7hQBTr0azK-pY<&
z(jP#eJGHg-yI6#i&nE%4yU%NCT6lEB2C-hCo8`BRQ#s3g3t6rZikK&u-i*_=%b^(W
zVRKCX@N^NMjpi`cTeMQBL3HT3A>5-`6=X2*z6nnVs-g!J4}X=($2+&j=hrwc2J64^
zBOeaxkKz~9icEJK#0++ERGuM}$d8SiaaZwV=AmzZ++3}B$xILv8-AQ<j1CXF-He+j
z4_*-<wY+M#FZ*~#*%;yk3Ug|^gKy$u%Yo3it`9!daE@{H%%r7Ry@Y;6H%IIc^Se5<
zb9Ceu+(q-o9|=P=;bFf(qA2jBzPupvA{~~UL^xt#Tes-E94}DQTVD?w8=g@AV7@T$
zaA)4ic_2=}Ixsmq3&2;y17_Zh5505^Rd<n6+*eCb56xcD(b4ho@c`EHoVtZhQw9U<
zW<-pfH(-eD;)ICa5YId`%E-W!jtZg^qzv(mO@Xvdl#3aTQ6^EtaA*docdqr5h>B@Z
zw~4+xaaixjjVK}`^8srQ<4eJoH+>k*K-}u+GQ?_V2Zmeg80a6xwv-T&&avzkXGTg!
zDKPc6M9P5_a=yfL)?>bw(<MmmIcnkFgz&?$J7dGw_5h&5(l6&;rw~}4pi<4(rVyZ-
zn^0qzA-PfQ&9EqE2qC~r28ORgJr8rt=<%m`T<oiVTE>pzj~KkDHX!IUGBbPBW)MW7
zH(rfaY9w>ywCFc7SoUO82LkjZ0SIH6DcEOtCgtwE08iD+jNLerd4)V%^EG>nso(r{
zd6gHi$5*;7*plAnG?wC;INlN^gZoOs_4ceJE0P38U_0_g45?9iTIuqYkId{0n|(@l
z12-iR430BMhl=Ck89T-S8F}~mfLFwDlje2f#&Lmyy`z@c3LNRvZdZJ2IwTMnE;X*;
z*k(!|xAh)iNr3m^18h>GND8-dhm%X`G>!!&R2obK*U|!|lC=lms{|S12|=(ZTS~aV
zOWo2xUA=l&lwe<K(I^pmwa%&40vrd%yn{^|`9QI+Ul#I7@;a{hj(ttc)^+>aZ|2t1
zE^eXE?jLeQ4iG@<Px)nWc20phP|yKu$@Vch8Nelj)4C`tmjd%~HxsGMo}aDgeqm=5
z&_-<l17mA1Fb$y9P!b$PPWG8vqJPc|_~fXhuwk&Al))Jk4P12Z9{?OKjQ6>do)Z7#
zX>e9EYt)@gaK-P{3V<OI3HttPeB!!5Y@AEh+vs9C?m3J`{uSjh)3p;JcI*%bS-qA9
z-Cwvn1O%_rwa?@77#4*Ov@T+R`|r~Ns9)q12-L=wAf$S!)=d%+Oh9Mq>YDvTYxIl$
zz@6iEe1HGSerCu=s4S~|@Ff63J#okYa2}Hi@dxkjuF;g!KFWU0HXmw1v+o*cX+X3v
zPrkGLz&H9*C_$Ht>m5j|AVH(;oz)!ITW}czmq#(muJ(8OE}x`U_3RJkIqwH~K)T7!
z&JMMP%Na<@@Cr;;p2!iQDJaM{-LpV3`C@uEd~*OOWlhdnmPZRb4{KV87%2}d*&)h_
zKp?UQ<gAZ*CcJ^bV@oi;OdH0<)Ycm)hfulY?BQ;s<)nKn77%oa^Au(-A+dW&uMe(5
zGJ4BYS16`Xtv9Hy$(5I!=FM`ixf}Qn2YE7Q!#cmB7f^!|FgFdPLX-dx2eAPd{gQ56
zc5RW$YVW>0u0JlK(lRv?5%kG~;&A5XY0P?YoZ<jq`B&itANgl5B;_2Bd~_qrFn|%v
zU-jz)n<IL~GmTWeK&;i-_m2YX26ASei+EX~J@LMYepg<#Xn35rrAlHHFd!HvIJBN5
zu>H*s&2L`T?xjv3KeHtVo+{VtF#U2v{|E#RQO&z_J2-@6XM@1FRpzFo9vK-Rp?20=
z83V)jS;~E1=j@!q&;j8Sdpn&9S=av%El*%FN^6y31t)H4>I2!n1Zon<q#`ghwWeoL
z7X0~=iylO2L`TOavsq_kXN!o*S_6LEd-D@-zU6Y2O76?G$jQk(NU70i&&7fhsOU71
z@v;nE7&AV-5fK*2&MnlaFnoorOvX&I+7eA2wphc$w*}dFulZySju94r_p*;<PN21(
zX-+zll=m8~|1YnG9+&H1GWUwvqjOwkgg+X^>^x+zT6-UFzAiLthP|DQ8+yH=FD_fr
z4yRp5-r`ESTKXIN%dgm6Kg_#ju8KSzBIrCnc(N~2et5CiKmFs%Sd2ZCfSB3adC;Mz
zmfz`nS_(bLe99~@`eNbC2apO5<)9i!p!h{?rLH5R`&itQv;Q3R`e{*K5=wygvWgrO
z^@yE0>19#S!%KxiodY?c%md#ZD>9J0e%+n2nCW`k+!kg_ZGZ4>up10=6ToT1z=aV5
zANQ$(T%VBcYx}3l`PBd*J1+Hl-7GCVJUnD*W`-F^$X(q%*0c%6XLh9oni-Q<t)Zc$
z;lc$JZI<%#es(WBkc#bD#>f4xAJeNbZ=X?8X_ijgWx(Gb_fgZ;J`jy|E=U_+oH3Py
zFe?3M^z|rAei^`c>K%X+<#Tvcm;>s6oA%M-=3s10baOc~z;E#eJuDB>(cEqY(w!4>
zfP257UlVwrfN;ucHjm@DjXL+m<*pSaY|VlV!PCn$KR=}j<b4q?L7~66gKgqE1o#6`
z^bTqLd@S_`>0A9GNr@`2Wz3(r<LUz~;gq*`%Sw!!WLMTQmm5LkoE782ez(etZdwiy
z5Di?GhVOy*`+>vKGm65Ld>?j*^ey=yn&)2;E9Unr2-wB%QSnkVV5Y1e+1bOKgqVU6
zLu0oU#3S8ik39FOH>6qzpvtU|u4ZQ{DK|kFA^091KtQFs4-`#6_gX{!G75r=S|Ymf
zR*s3ytVlrr^{>q?5s$#9=jahdaBRG%oY-qdv<^@tfPw>x??I7p5AWHU8yVs0TFO<`
zQ4X#b;Gf=XH7iEry<}53>?AHcBYQIRBzx#}wN1)LI(6E|>x{N29nDw!1C-_NBS1u&
z7>L`{Hmbi`GWTmO6pqSrZvr{SkAe0&Y7mzZBM|s%XXNjTQ<-ak3tIQqqJjARwA(_Q
zfV=h|@!yi2hKV5=zQ4ky6-2b4k{zE*&doW~5}Os(rzMe}y(gEAR8npILZlOB`|BU0
z0lU4V4P7ltbbki;Y<p~n>1oygZ)|~mbyM#o`1Vyj0G|xMP$nqxA#CoeRqc8(o-9}y
ziBXi>GW-&XPyfty64;|EN{Za6`QM@waJgKAo4gI4gqYZ_52SRAEuo{MV@NEvje!n8
z3`(^&#<CA%JqYS^)63+Hg-NQg7wTN^LMDbUv{GT0{K}UK;`6HXW-AWvFL*XizFWv5
zT@jE7;(-^f9@~ba>%QNze+^{h!VcdheS85C{zH2HAWfet5Vx3Zbj!Tm2I7|LBVXG`
z+Qt+#1RBXpe{?Xay8_VtH+bDea>S73kmK!k2X5$>-!>O}=5%$L$-q7h*#WeT$2$lI
z8jcj9-P8oQ>S`#}pkp@Ed*fY4|AaO|=@ULPm#I>|^mYImau7lNlXSX`#CC6%jKcA@
z7W5EKUs|1p`$axOa!-T(QS?Icr3=ftk?F@Tp+;4oemT}ts?zp#aZ@sUEDpINggch-
zfGc>(piJ1uPfqh!t-EzfbecX>5JG_N6)D^)4y4Zr?7Fts(dE$F5zjTOse&KtUG@J>
zYrN1psag`f9?a9m-6c%fbyjT8Wc<MB6{8`o(E0`JKq(`pI07w;t?&9~u9r`xSel?2
zGtK<$uT4la-hwQ4hT+jot8@}GJPdg#+WkkhVGT!wth7pGLNeo6doZcde;e1RydlQN
zP$&zUGSkxh6d_&{7q^2~J~vV6{7hC2ik~*oI|26ca$dGmW)H7P`R3tz_c~w27;j+K
zyzXhGHECn`;KT3DWZ98X2+hP89NH2Vtu<TeX<i<o>s|EyGB@?xZ?|ipj;p=c_adwU
zG~k1LWj&qoD?{h9yuCeBp4*|W*9YPd2)3(f<7o@RsXMt8zR_AP0;bIcjPXy6J<ZG|
zx?x~(l|TwUN)wcZJUlJWKfn$7D;Bp>ox-BiOxr}<>N=#Z#p+9-<b4UrX;~Ai9xx4p
zJCV&8oGtu)vl{4w@YmHT*t(hA8$7R87MBpe?}dE|9EynlOlQ`^F#cWq54FQ)D8a)>
zRd?ULEVcm5uIqfg(SkM)1r}BAdUFR~m+A*Ina9Dpg3~YNalp&0E-CokOJ;7vEcXCt
zI-!d-6(EZ>#MC@DNL)&-@qwbs^4#7k@x5WubH)6UhTni=G*==s_1H+wE}Bj!m6q42
z)E~Uqc<xKs@8+LNb(b8@DM?rx^Ah%q^Lu5G9Ks0&NefUX=S<IdB+{WeJ8xZZW_LfI
znHjv}ak_YlrFRAU1dpwX^L&BmnJ3X(qHn2H7SF0JP-MJhWEo`{nS1zXZ*+{6m3fs5
z#+W2vESLDCecku!FFtI{H(Ndsekk0e7eIe{<-&8|H^{hfHRoZ^ldQ!#qa^0nY5qba
z=mG&jAuMKL|2idHp|@}!i*TODd4FU9BiB3LlL(1nVQys<azdm6QGp7E+cY}q7@8ex
zzt_v_>1kW*Aj3s`j*NbPaF-b#4kxjW))DlB)jGqXC}?oAlZ?D%=DIv{*zi0}uz4_N
zXXh~MZO*A)hWPg)<14EYT02V*mFwl96rdK*sX5pUMCn>R0>t`mrzgbTHQl($+Yf5L
zhM3MF?^8?Nj!|B?+auV$dkn6qk+L$A<O*e#8~oX>$uIq?s}j$3syL!2fNN7y4;`c7
z;Jy4ygfIE&p5rTP<Qz4)`U7Xzn*C;ql_D{%K!%@SDtK3-PeNMY3oW2m*K%Q~&JR@^
zBBmEt!h1wN;T0rOg!sN~TdY&+e#&U#NUBlkH^7EznRD2z=3On)s6o2*lk1#LqV;z-
zk9WK&L?d5jQVNS<#l#j@v#q<K>}uE16#o2KmWPO{(CQ24sr`X~j_Hl(;3hTITXA~}
z!=qeO0E6nDRIK8Rw{V{PC?zHFi#{tkDsHCxBBnTH`7JJPi39=9eJS&ow)XbI#fH0q
zpe^T3!k6IZ?wDy=>DeAVM1hSK+K*q~y4>Cw#~+NkKqk>)u{WC!IKTuKg)EhB2D0^E
z>Dl6n(em<l7DoqLePw#96oW<h^Ka6J=piE65Ry)%9b9-qvUbfrTt))a6p^F!Pwpa_
zxs-1=qGQIa)V(`in7ODK$^VMT%PUF1(>>`G1=A8ioO&e-#CKW+nJ5Nk^!0J&9^v`n
zB7AoG(gM9Ov1L)Xt@scD7*gsWc{R1(^{p?4GFRkvzP<&)FrUmnW3B3C8yU^jaEOr0
zx-|tpZ3X-*7=hqGw%4GDoI$@uWf|++>r|_CJv}9zy`Qhml!*H@-W;zY=!@7&LqnDG
z3de8C;n>P5r>6%aI+}Fu`9VH~mX?O|%|2|h^YL;=u%GKgB27Q#%jBrC6F<VA=c}|T
z1FChe<HHV*Hk19h31#fprs$`vPEH!njyW7}*`k`@v<SOuOsAg2ciJ!V#_Wlgv85c6
ze)_~7cy{BDmdj$QT<v;iKtSLjmBhqURzD>aufF{>g#|QgI{|*hwczrmbsvtPD6h`>
zL{S5d0CTKl+UfiNOZ^1-H(`?Y9hOGZe2WwtRIJz?zR|&m1z(kdjIr_IXr=`^`|KBP
zV4qHz{G@;9B%3REN_>bi4fI>*4vz5TqK}{WXZxSShS7V<3KGoG2N9mfBlr|`tr2Lk
z!O3+dD^ZxO6t&`#GNLk`>hsRaCPX3zTRB-6#Y$J}{m)>2rq+;WRw+rz^9Kx1rO<GY
zs6iAIgye(A?A+fGr@W<Y&CdNY&n(U_Eg~(*LeCmMxwC5_V}^`3wI0nXeX*@wmsdr}
z{f3M(JMU7PUXCDCh>r^X_&A@W`Or==EK*kPGZAjOkK0pCHwjx?;jyuailiS^j61u#
z%aQbnl75Tw+{te3iw{#j7&AIL2<sp2wXtGbR#pg+3ExqfCFr1h2n?QgJ2iYvFu6L3
z9Z1&rtaLf6;Rd(D`$^RCx>>`GnU($rQ-P(@Sum&lIU##0z`8Y${IcLfj&%Yru-P+d
z&D-KcY-7L&t%anFjac=%)(e)gv=nO~sUGYq2#lqXn}ZtlmQZHVGpl;wjd>+=b6w7w
zYinyCx(99!1WO3BS^mb8%8E4TT;j#)Joxm9P2$Hhd(Pp71s<ZM!cv3o2*Sf(yP>j~
zHf3dVF|<x@%Y0MV1o>I%Z6Bq~*CWVwa&o**&z9d_x;~>_0u37z=UWpBinqmt?8gUz
zSP%7f!KyGo!>-b#`~E|v`GKEx{n;$65O}Ez3@)}vmv)2^=!+}6v>MRIiPtUh-xJH1
zFOnlqtR^`69o<ICVxRXy^OL|VjYOBzO<=z4qNdK)ousN%hDMu0!R}dQ{U9M?Y&oly
z?GKYzLZ7i=V`*uoHlNnf{GD8;A4@f7-AWlHD0kVSL=1jbbwXB5dRkSAhl8ZP%3-qf
zcqgZ6DvK9K`FbZ9?bp*PEOmbVQ9fw8j7mPP)W9Q#5g2jsmz<#wf-sbDRH;%T3KX1S
z7IViJ+{;^EMLhEtlfXyM?YbduXI8L(xNHOG4^aKH7YBvb)+!B#!(iv~E7sv+F&&Xn
z<Z;?Yh1*eUbWxF2bD8x;`pn!hVb_`?&zLEdDS3exEI3=GAKdG7fQ|k7quo{*akBI2
za9lLC)<gGdr@3l94#7EO)NK+$@^U;w;xi0q9%xc7^!<>?G=j$R5o<+iGHt?Gj#=th
zI$t7RR>)4AxyV6zQ8;ks?(R`jGs}I4p3@P6b9QxoMv|Yu%Yjc<Yj;8(-+yo1i`gj>
zxpX`9!Xjs?t&Jij<?{_2jku!9tm(GQR~f5gBtn<;)b#Z9EVh;&QAq_%REwyP7zHz4
zUS+|KH&|HB4(HBSWOJz1@c$U0r8Jm@WrSQksh<tk@@I$0g?|&qs6AI*Qd>TwpM_qu
zJNV>d&S94xr&ep-9Wb4?*UmwYC@aBRED*}_a2SSy;^0Hd5;%=f-17imMcf;OXR0kI
zT6K1|$6@^T`;UT!*Jvkh&kh7K8ZQ-+qT;P@V-`PiLCt22zdz~iEeS+0^?9!2S(4L3
zCw2K%jRSU27=xMX+r#M6x3V#5a{jK8q|Y+_`m9XzD9(ZQ#iexFIqo;h9}bjc2Uip8
zoT$lo?33=kLPV(A6k3<pVxuX$yGGho-p%<hl)UTceL*QA0(XS<#q?tg&3<fRe6M4}
zq4DOhdU50WAU8MlWTD?a2pF2a?q{|1_eanltRQ4Z%}L^R%E-+({b2ZV8f|F%)Y8rl
zTuJf*0_HrQ2?t@b%Loekjs*k+Adih>s3$)82nV<PN*M>I#afKIt2Z|{XJccNzXs$0
z5mdLsm5+_XP|&=il^E<xV6)3RBnv`BWEvk|uE=(#R&#5*z4dHqu}l+crRFon?Np5a
z{$8bhX;w~677Y!HRe$U)I|Py={OOa5>}XrpTdH@+uA9rvy^uVR{c#-oLK2x3il;lN
zWldLiDK#4#+jBVELQ((*CgSh#j<HD*`qw~k<Joq-h`i5jKSD=yx#WfwbMR2$F&G;e
z@#dz?e{#s;X!!16AbDeAd=Q@txj}|o@*7e>=qr<7`_P!ep%r;6d{lIA804fh)Rpyj
zlN(*WPVI)qH#{9|StcM#l$SYOKD|JU(}(S)q*b@nJb;C*CwdC0@oqEj#LhW}PbTE7
zxoG(@`%3CUgZtsf;Gnj4ne9NS$P;P~MhPJS3B_OZL&QYXl+0F#VYSk)PA*(aclY4F
zF1UFSm|Wf+4mQO0!*0=G^Y~AUg@ZJ>UB(ZU4-PjR?8Z|cTSGHAZv6ZTuGc#eP!5`j
zlW*;|Mpi$5wQw3u(Ixz>AP<q2{gt05D(UI?(sXkmQSMmYTS!1}bE5^<CMZ9D?c^<D
zu%M1Ln{;t8IKw|1noOBwaHXb}l;mUxzU+L3iAq3_97Re@Oz+tCErg#6^wUH6_+t8#
zAMRUx9xFlV94ac#N;76=7GG+s-5s-qdR!1BF~0avlANsRbbLyw@k#fxNGp1LocPr%
zS#t5u@(LLPm$wND{C>tpOvt$8)=t4iCB``>V{C25ZT^e**Sisg2ay1gqb;h8^MQOX
zGASAZk6@u0PL`43H<#n-TQ;Rj*MfyAX+W~0pr&@lSYakC3TlTB4N2m*OtoNyUqp%T
zcYTSjYi2A8j`7J!9%LkWSzvNzprWCwv3+n=`s97st>vYNr_NTT;^hGaQfCI$Yiur-
z`M=shu(8QtV2+g|Pr~#)^3u~u%i!>w+823lr%OQ=j|6i$re(MNlT1pS?~CXk_8EdR
zCR39-BV%0WjTjcI0(x*9rbF%%ACG)cxrOc|Cfjx^2C?$Votk>9Md_{YiTg&$$#IK*
zg9{4wjG%po;D`Hq9uWoq3yXNIQH4`#Ue2-L*DRn?$}S+NOmf<A{iq<V1=UE*Kufj+
z`5M^oIHb9(14C+v8oH8p<=l|ykG&mAPC>@i-y<k1LPkb+;o4UUKA&ka0T!?4ZuMOl
zl6(yX6XTOSBHyCZM>CaX!j7Ux#5Z)sc0o9Z)9@?SH+<Hj0hvgZcXN8hlB3>xdmIBA
zPgw=y<KnmKzE|RZ^Y{OO^qS2wOOLshg^7LHZf$gE?Gt(8Z<cnWvs3Jnh_PA9+A6jW
z%tm$9>zbx&T`gQq4!*cJ?YbG@lZ2*drxq4-<FH=XlRj@rDGp2bZmKez^p70Jh{}31
z#{WqKD@D<Edhj5ku&^v@Yy-@tc32wDp>tDL{P_JqY1iJ~j#XPF{+iJ@XowU(FwpJj
zC_6j<ZY?d;rYvi?`kCAP-Nn2gN;C$Bz4JK)#4C-R+7yDw8_jN1Trsh(1r&Hsome_$
zrhx(ElDV3iWY-&{q%Yver+rfbW|IsfBfz346iTS^u<Vy1C@3e8YfZpzhv-@WsV>Pb
zp$|CfC3FL{ta?`4og!lXV+4fdRA2()mypm(HYhH}PcE|b)9F;8Q5W~MgHIdX9tx7%
zsGf9g`j(Z&BbmH#d(`<H3RVWAe-NUe-f+`Nh*ez`cH*VX;`9(sqEAj<iiclnZM`gD
zlkmYIs+>6+!#x&bK<a*?Y4-&!HahAvDFYM3s)>FHQJIJYSaojR(WjTYQ0D$a-@XYE
z6CWabIK7_U>2pyQ5P-Q2da2Blf<P0mj=<u_&tY^<1*vYYQ8vA$ejL|<>QiHqlLsuS
z*XG_?Q-Sna<`7Z!-y1w3CK^R1-ou(XTSy*-tvqVguVW(C%B`Z~S^`DJZ#c|c?k+Z^
zHlr{P)Q-YEnV6lC&Z6E4#=$ZLH-fyT?w;<HfVi&S?tImfPlC!d4Gs5g)z%sZ^SFmg
zyp9SAm!$?mA^5Y!PWFO!cG4o<;5B7KCFSasS|1-1r4Z2#nsA3Nh=GOAfX6m;Fp&>(
zg}O$_NadoVK>$?SCjpFPI=YW6C0*_bc{Flhvx;ctOapN*v|KJ5r`wW|6uX8-(@M$(
zkYc`EBadf?BWP5VZ@&cw0`OT`72%XJY_GD@IIK5|cOxOY+Wv3oP^dypK?Tf&%=Rli
zJze1<L}3w8KF+*{!&Z<})!pCwrC2%ZJv}|WVcE2#<f7BpAbjSX^ShfvD_Pq=YZ?4)
zDA&F47n-j!x_nfpo`H<Of%k36$X4GN96v3+(gdyzy?Vy4Y|2HZYI$87royY!TV2yn
z)fqE;b8~2$11=}6C_H!fPT;<9c6N4HVfUKTt~sxxxWDE2_@p#`MXzRNCc-p$V$Yp4
z@@io$yZzU%%HQ)O^Xq$pL0KSA=H^h#Ye+dCdwN>;$1_^nv!@&!D9Il@T!b<3qLZS>
zwOz!uR#sM8sBz1NuDyvGi#}WMfqGttpMQ$D@TYs!6BfV7r0ML%eMQ%gNJzHK<u{=O
z;WX}PsjI8g{b_QfA4NVYTbLitK#*|HX;@f@*?&a2I}*?V<dP~rL4LZChukxDI>UsL
z3I%4Lv<Mj)XjV#ca&lTSKy6l=G$woXIMDjD<wc6yo(iI{)S})NZS)7L?L!W2Z+Q0@
zYuM(sUNa*jp5?t8&>-*D1#vgvO+E7J@EJa-ONQhare@@DXq_6Gsi~>Ey55~IV+#lf
zfK)af8{0%CvxKT4s;5sDFj)`g1Es{%hYd>;6UH=H2=d!ibv{BM>|j0%5f7@)rko3k
zNPUxV642-da*;?&tgQ>@K`&>~O<rDZiC~GUgn^;*_aX{1ieGIHHO=j2PxSW;i->X`
z7<PletKQc(j%Kd+`!^S2y*-+hZBbFBvG3N`){U~Vo4NC)Uc}a-y?!xhreg$0fsTeY
zO8B1WEfe}c(}sl-28OhyB{zj+8yQ(Ma{lItV?S(ESeQH3TcY=eM!KYPQg-SKix2nl
zaY+Nq7F|#yZEZ`>Ti%c?D}8-amAm`&sYSF0)bsC5NR&Rc!BV2fwJs`$b)AC=4(NC$
zMrH%L@0X^f5_qI?KosNh8W{G2qT3G_4GkmsTY%_bpEpZ)SC6rwA=}|@p;SxDQUZ*C
z0J!4L)!3VZQ+LSFLMIsIT(arvFUQZzoivO4lHdFpRA1=brsJP!u$M<g6+-h6WSIY?
zdU%&dsVD<kc3GXlt1X`JS~xtEA7fSviuL#RAKpG4`u5_I8508oUtfRX%`Gvg2yD7u
zc6LYNcZ4KzSgtU^!p2@K#Dlk$6Ck?#QG{1|c-rkj&zcP+gEInogidyVT^TY(^W8@r
zc!YpJ0JSyJ*6#521^kU=X=(5^`+p1Yw6395Gd9)YEhs3+U=h~fA?N0POG^5VxOrsG
zxyKt0R1lul72jf;ulx`RR3Y+bZ`oew<mBeY_9ezgN0NM>B9MHcC@w6C?0gKQX#<}%
z+$K)9wFZ;mB;V4KF}IAAr04B5uXZ*|CF|?zO(PTjZm=<mU!~UoElOr)q|?(S$tB-a
zG_(}e%csk9felIOAbatL3!>Tm9Sj2a?7N&FEZ7qIJ9+~8^?BeByj)fyBgBJ)73&|k
z_nz1@jEzNgYc};awF<VkQ&LlbV?;(#C4P>guI<pBc=_>y1(HsckZ@xXV(dV%@s{!(
z<&WP>?`MaL1)9nVTLB>H&mwXG2~0Ji5qW#5mdNw3Xh@=TbtzPkC#4lk@pZQX(_i;>
z$FO8@KrMY?miKm)!`i%o)z!a9ACr5Y*q}8|C99*8vw|^x@^yhi@&g<~+OQ#EP0jh3
z_#rsDVBPM{S}zs}S#)2>pPCsJ`#y2>vS@JoYxQ2gO*kMV9?K~3qb2*%$38HC$dTB(
zPVjJZkh-Fsvm$?Z<-8cr3a;Nir|%gVcPlY^y88#Q)U!b(E%D)z4jdd@@B&uOV^sV<
zHUsm~FSaL)^bA&U3<7d;Wkp$A284tqjyju1SI!Td_MqXy&nF>odz8Sw!h|C~nTUgf
zV>Vw~x!XzjaC>vmnUaD6`euvEt%uev-|2Ixru+fK{_lN8!zuskkF2b$(J0C^p&)k~
zLA&#$yBi%eRN-;4V)lepgMoxvo9u=LbwTB8e#Oa3%v@A7G!-U;0X&M#uJ7M99&XXh
z(o#!CT&7DdG9+DCeYyUXikI?k_xe`vnF;bHXd3Xfv=Y;jle4t+^t4Y`d$E59e@d`+
z2Olm7v0J8J(>U21Ao1Tl9r)V@M(A?_knuC8&sX$*CUu_FJ3MYiE-qZU?QLzRHntQ&
z*gD20d09U{3PM0E?HUF;G>^+QDNP=zx3}3|A%W#>X2t>L@`0Z<{%M}Me)}jYpE=cE
z(fgzz88VnHiw%LuHSpVT%scc%Z6hOx{S0`y6aTk?;WObQU+#1Kf^HpR({#k>NCD_N
z(y+vwGJlbf=G6iZQ??^CHYzF|{HEUj@tZ7wE<dT0n(Ey^SC6QKRAF|$PXst^X5!+Y
zU=hP&z-5W()a;*e50BsKOFq+`0`T$P{nLQAllJ(ZHAVx!=J<zw_E$OF@^yN)ZS#bV
z3;A~X;<z(}QB5$E#E1P?`vdesEg>32L7q%94QXU7NsH5Q<UMtbH}rH0S8VbJU3o>i
z#P{s=L~bX9LQ2fzaz0_<UJ{M!x7@OxyzB9+6XRFDT<ln1=^FFAc{69RQLZ$5Z16Fd
zbCh4qU76o2POJW=U{vLcM5`oth|V!I%h=zNGU!iZ$RD#}&-}e`jNtT4imG2%64$KO
zFwZL>0WTXVC=fm%aQeN@Z!to=`bXc&mhE3qLD1&ohF{e)M@k-aLnkcVofAQhtsQWv
z=-smXymG;GIW+Euy|SX?hgdpB7^R|MMaS`mnP+gI&7{*)PbR2hRh1~W%CNUM4WT2*
z?<9R~-Ryq#TXD$my>OkZoz1oMba9(gLv3w2bzvmG(wn(%3V+KALGsmp+L8eHLO)pR
zot>qcwC5-(c8&#gHO8|V3xwiv+$~e2q?B5_M;eKyg261zX*tQV;gPH(BPk61pci4E
za4168m#j-a*I{v38WiPjuskB(J>NTr$Xu@JH<cH(?{;^;o#%kohuesoN-)_G|F3nn
zh2)s<x)S`5lpJb9ZaFc%^;r1qc3ne}@pdM0rJ51z7L)$6A+EPSz>g2Q?ciOJ)|Pi{
zp4=rrA8jYw^F#a<@aYp1Mifv+D4Xa*oz5c09O2;HBOaoNiOjLscY`LrQL9julr?vW
zep*KAvB$$ZT?{Pg8?IP|Fex+)<`LId2&0OVhL*HbGYB!oyKJCJRcfPp&|2Tgx5jFX
zG)rK95UMOkLaK9#9SBdd^kOQbIfYe2a+Pac4omwy_$SrwjNY%lUQ4XM>wB?oHxVxG
z6j;C6HRPYgdbGTlD826#^HgA+3RD{jkiBW9`*j8h&QIJTdLcAfWUzeCO44tc;TDZ|
zN9`=6m#M4<)A7t+o7D=CsGgsYltb%^IPB)UBU1D}2@~{!E+ZxNJ_v{klepyVN_?UI
zVyGq^3cr$|nqG$5nek`+1e68T=V%S3w`>ZRrcb)?BalYq{;&%_E0XCN{BE?7)R53Q
zN$`n4wUK$-u4xiqsXLl?#UL&s^Q_INj6JO*tDE|hLAqs?YED`88-=U8?^*O2`k=WW
zH%#3_N!f6+x80T!v+Ae(Eg&F*k8Ktw6S6)oe=p_b<F~?l?P{|&<njDiW(54(0lhuI
zpa0!}XF>btQ+d)i+UdXQwM%q>8({TP>9GvYP*U#H)gxci4aficA#%Zn5S*PJb6Bnk
zTN!R~OARJEUBIUj$KKt764l*m%1pItiSQ*6UhLKG-t^#PVI>nQ&*hiZ1Ox*Y=QpWo
z)+Z;#NCp;arTP_-XzUX+E!wNG8WrCLY@R0AwN{vd$hfsKf_T;kr+sh~pzD<UV1g?U
zFupjLfnlXlC95K2YaOe$P6-=(W(du8(tOb1rTjHaf`GtN`RkfkLqkfXIX?!I=Y>C-
zIq4SK;gUx|1q&0~hZg@*19SDdtkgU_jM>Yp=L9DZam4EJEk6`nCT5s?*52Wx(ed2n
z>aH))Jj<>>brWlyRz*0+EO&YLZ=<P+pDKFKoOFi3`1ynvO^T@;@O}=fkBkhC#u(${
z*V|lgRtwKDGv<0clj>(d|E`hiBzBcmL;QT|_9z@m8atcPq1xKc$(xkyBW-4bq?E*J
zJQ+3E^1JW7J<AZiBz*><(_f40=kjS;PXF-9V^GnN<;~ia_aSe`Qj`l~t$dj|oRv!6
zq0B)(1JxoEkuz2P*pP(C%Zuwf#?lG3n2N*shvyGynrh~~E4(Bn4pGrSfsjbxlNmv#
zAZ*Hhjv&+$bRiDtnOV-K>L9%81S9-@Op=A471S5xMqeiuR}>K$L2=a^AtP&rhm%^!
z$|xJ_YW^(DgxwD4>Crpc<bU&yJ{)h?=_KP<HTxcl(MRJ0F2_$LYJ!rIW~fcH;O6I@
zK8^Pn(&<eibodEjv+q@bXD6||g-)QF>d((ZNXB`I^Zq14OWt8Dcx*3ArmL&NB>TG#
z!R*gE;@ks&PEC#O>bk*o4+Y2cc5687h4bx{?J{3`#)-lDT9efBrZ&Ut(!@kUXqaE=
znUSbfPYq{vG9{b2nxusJ;j(v>VDn+S#42<~$*bPzE^mT{?&b842`KQrbs-OZK1`x~
zOXEHB`^#T1s5QdMn)~F6?ESl*g)!&RJs7WYTl=K@6O$$Uh8GwY*epYbH|vD9C7eno
z3WBZ<KdO^lcR%ASom{;FS6v1x<$xYJY3n@>Nj*~uSYnDSQR*(msPOU6a;X7Hk=pNV
z<mFDp#Nd<NYMvKEwj~f=F%2+GC?ole9=#B?!)MJbQ-UZ+3KSfjM89V@qBO;b9`l^r
z$v8|%&7)ybbC!&;C__F&e>~(rFX|YX75qx!)#FId&6oHUHx>Mv7nLI}PMkb4otHgu
ze2S#IC*YI%ld%?V($}XP=omOW7^YJdwDN`@h{EHO318vUR*`9?i(YOlgLZn!$?=p4
z3*{?UXc&hp9Y5soEh#yZynvFD<tC4G_$@;t3{VHayKHUad_h1!6<}ayAs-wk$ntT?
z5+Cg^RINcz>e3$}y@WI3<+RW9n)q@T0cVqOru?CW!`^;ye^#sV@5h^K%$A^0sNvg|
z5;}39RMa;-W7pbO?PhlSOq9ylIL^*!Y~zFWC#dAXoa}eGIepaB>@E-I7Y_*pdL|sX
z<7;=&s_*iN+}z{h>VnYa$I?R-4{*<Qi(@lK2TV)tT((d5D;DnxC#+__>00how@1@J
zM7k$dslgp_936dGUo@9W1g<b;+0r>Lx|s+}bYpY#SMM<_bk2X%E#BDSnuJxIvW2NA
z3dtjASy%h4>sct1*RQw4+E~JoVM7#bZH@F+*SA(yu5scVezn7_>*>OddHt!34x+45
zAi0{eYs<XyHd&A9u<6itn0SWV`h7nFv9fn2HGgK>uXMe_&|A;8-fS`QF<5$&n91?t
z!?t1htyJ9rv{{Lj6#+ENw0Iop*BBo&GdVST4jLv?ybmU-+Hd5Cy=}%kp>MsJD4nyB
zl|$=v^W%konwJwiUIeZS*6Q}Q`Vco?*>%j+fTjNpQP#@i4w^k%pFZQfC?}WY*3R&^
zy$0RcjLXhIzLY`Vjq&i!K5Ym@UPYyiN-;dz;2Z0%%LW#vGc()Po&Ts^ZO#7o#y(-$
zo4z}DH3O-Joztt4{z8>L?e<OGnfQ7oC3iNvT}NlT4Mzj4s<{ky1oU)0*BYy%O5DjE
zhY!Y~l0W_Z>5~UH1i?Wh2QEAE^3o1t)_*;x5G%|tU`O9EG>(AF*PPwl78$n{7UAU;
zfMDB^3&F883wKZQa=0~54_se<cma<pz9;ZT&oewd@hK}@rKsLaN^U;a#6XC6BiU3z
z0{8sYTX`(J^Ye3*7gd(a&#LiAy>DVYin_YMmY-apPWxd{*`RFFagB_G|1)RyWW`?(
ztZZ#A!I8i`D~UI-yZVy=(PB1SV>))9lz!j*{?7S+NpuJc35x1f=jvGTxwfGE-V6?M
zJZNK7C4`jp)Ld+QrLp3wbM#6p&rkH9ChcA3sc{jXn6AUc=e65S-`O}Szf2Iv&KP@w
zVG9NU+No)^S{tf`C=*Rctv*Xu11xE-kkVJEiu|6b3?o^093GQHO$A>nGCU&k@NWBP
zX~`jfe^Mb)r>C&IykKYJWS^5-k_c|t`wl|QA%ujybQGvZaPV-%<t=4QOf>!dKDkqP
zl7?TaG(YLWF5F)>A7`Y5kK*CYAW$_UgQA8<t$t>H+_pFnAzh?zH@eJ_>o|fp{)Lo?
z;A#HEV-tFa^JC0($5h8anwT&mD^m$0eJLw`&49yss2O3Weg+UeL{1KU+#e=>p2*#;
zec6_xpw0J`(-OxtW8V;iy?Uq(njya734cPt8)~}OFqA+A0)!EiJzY60F2<fv2Lb{i
zcqUY|Op*S1>0^1}Iy7fUKC50bh#htGtHiJ3(4|D7zuVNrd1|X0iO^=QTP4q3*No(d
zl0hJP)gAADJUNi($WAf)<C}A|4>Kx-_K0X*SV+VR?KX)^y>A*$Gj}HY#Fk=VPgTVV
zo(<T;KzFVMi`Jlc;Qoe=6#9aMZGwl0=ncn=Q4e~=zWWb<|6kSBnX!sk+A?bVe2Nyi
zYXM;|2|~L!EY9z48A-v^0%fq=YI|fQA_9z+BWFTvhaA)Wfv(`K(j@A;(~I`N!_vQ(
z9|umbLU)1QxSZ_OWJYd|aVjSf4SUMU*#IRqC1tzj#DpczWq*ql2nF&gD_iz06${8p
z-2~fU-pU)GgjmmTRTs!BDQo%g1&TywmY!XNQUuQN>||RThIAWI4Ws-GCN%&|QaKj<
zJ>Q4=9ZAJk|NQaH-kR6?nOSMQI{_sW8u263ro5b!od8WqMQN_eqWPu`&Wgr_F^0y7
ztN%7PZhh-DI_euX175A=S9EmXDP?i(u9AFbH3h2?9&?LyJ{z;9Iy?syNuJ~HIXnIg
zvHe<oD3&?)_9f))p{iCg%D)iv7JS{FDW}c^lu8}G$fWA8mY_^?F#ZZ{uc-Jnn8R8O
z)UgiTw@}Z7A1fmuD_zzXme(-)bGDw@Uhm+nFewYmI0uqZUcCu3w+|Oh^=&ocTE@bg
z;2mTjSMwwuwpzJm!D^$SqNB^ti;9hi`B^@<*wZ8|Ao<&p&m=IHVne?Z>_Rw5<fS)&
zNJiD$vy+t*uKesBbZi;}AMlk?O_%rNV>Uyd^ZOoOB1y?cD9`CC8EZeyH3`aQS5r-h
zI>f;_5CW0Xy3#19rgt%*D2oUPfWO3kb!42jqEb{==ACSUEF>Wx9d%0Zr$2sqf%B)K
zQ19iqX`ptDu^RjmBkdXee5P;f)lQU@zI4jw2+H$aL?R!sRU{Xv)?vJ=uy4<KCFmtW
zEZp5Yf7|&A+<sIALwn!7yWJVHydmD`B^OWOLGd`cx)nO2uN_ECU>Y-C-Mh+H9H%KP
zm{~gs^i4fhL{P&%?dU#km5sc(w|1Ovqm*PxgXU*gF0f1H#EyxmvOYSN_VW8E0+p=M
zyDUuqIyE&o{AF@{!^4M~M!j=BSOjW@l9F%o4XfTLcvXX@<u#tDl?7%OSF)H;NJ|Rw
zk|NdjOqYPr9j{MUM2|!BIzlAGCs~~^kABQV)y`i<W3g$Io($)K4o$NBqGeG^7PV2m
zq(x@2X!}KY`dk7&h3lk(!j0XwC`3d==5nyr2{^1TtW->Myh=OI-_Hyra%PkAWr?v#
zM8d9bZbq6+8X6il4LTA?Dc9__-q(r<=mpoAWKR5T1~=dS=Mb!HRw!EJTi|Z)7nl!D
z*9WUj0G4FTGRt~;)ckNi{8{c@wr((E=@8})t-OM~1IdRmzQrLqMX7*h&;UrTal1K=
z^kXM$FUOPARX%>z_%Ogz$NE|Ru5|iDFG(oe8#E~eGBeks(Akv`4OrTHzoVXB?)9B`
z*x$AC!}s*&8h<et`oLwep4>LKN482XQCZ=`4~FwjbO~3#lSes3bDrbGfyGSD;n?lK
z?gqOc(ly{or){4sfLCXg0xsJp2{7am(v1ltsEtLPfgKVN=J)s#5t42ZuiaP<B{fat
zEMao<YIYhaLS1Vdi_2<^gGXspNYL0EB#n+{NMPxB9GH4^za^xj2Mgk+=3cN7|GsUl
zt^P%ZXEwi1;UQG`&>8mAJihW1zqEhCkHJk16a-Ky#c_=^^cx77|Cd$@ZVC;xfdNB$
zdg`$>pSY$8dX$MJgl(>AOaJSZQmNK{dv9A?8xj3XTb^$#vgo(!SFdp561vhy)hNUv
zJUStDWr()o)=c!p5uy`b-?N6nP0}j(q(*dP8_f@bG=Uu^FL(K#dt(52jO!A3<7Q?z
z>3*0P(Qc(+CMW)oR(jvw<2x7XU3ED{%#Wd`OW4tV$%Ev}Z-NNxM5D^0+w`&IVZW=$
z7`d~1CPpwV9F<Q})G;nPI3q$7%%1MP8`!74DG>`Wd5(1N7@m7Zl+y`ObGeK3R;ntd
zjA4<H7}XPI{9(a}goJdFO0p#KuOVefPhdy3_GA)L9p`5WD6<mVPL9)<<*(x2>R2J2
zpI+GZYndN_T~p@A258KpxL&9k=;J+}gss`=VNae|$BBI6l^fb^I{H5Ehgd(?p!wtQ
zYagp;f<yC^e_*Gy>|z6M(yvTs*V{@d{VFy{XnMfs!De?dz8A~|d{tI=*XNkfANKZX
zzhA0;E#`a5;<s9CAmvp4qTB#n9jy!v<7cBsGwGH7fJDZ~)iB1FeLJL3SCr`lr|rR}
z@bglM*+Br8-+21%Sm~d-iH_G3hxMK6%e=2s_R*zEK#0+}w<)y#m*IHl%N8msqtFc5
zy1pOCED&(fAkN+66(1{GX304Y_7a!=e~5d_s37}p-Pb??0a1~X5&@BxZV;4CNoket
z?vfG(Y3Y*gl<pAeMmj}0rJFqwpLe}$@3q$1XN)t(`Qj&s!X5v6&TC%3YX)3s#_5%T
zJ*Z1z%$lvi1D{Yc6CIH_?2$`uSA42g62IAKdA#?lM;fa8%tdCTQWf8v^Kaz{eh<gB
zH}XqaL73*3J+uitd$$?V=KG;eWU_%Xf4}Z;>CkQT?o5s<8azfE>fG`J&D@{-!gLtY
z&`UA1%Rf3`U3{n}uGOej<|=7|Vt+GS!qRLw-*`;rpzRcljK6$((TSiO92JimSokhX
z+0stLY4w4t36z5Z8yjfYLsqGUgbdQo>RkrXRrc4bnZET$WfYi$sg4)@_v@8ElA$iH
zfx&5I<F=oay5NU?Jt7HL)7cLDd!Q72S?i24W*uDdU~Vh4kR#k>y6B!Nyf!+c!{+Bf
zO&~=<Zs8|xt+^q7QxkTNXs)f&s#SiUH=Axh|3oInv2G&!c%UFFgu8s&j4!QZ?`XPC
zp!Ie>vhA2XL4$M8!`?(Zf^nx6s$l+Tkr1fgjkh-MtUf$RP7W2eU+J%L*1BS3!s*)`
z94D=1*qcw;*0$;53-Ov;r!vhs<R>LYzm+vFe*>w&WJVk-j?krJ7;0*hk!7GR-?+H*
z4%^d}tWJ2P1%+=}a$-^6{+#VrtwQoLWkhJyVgPj_qoaNE@I<QSz+GJ4X0TZ|#M|4<
zEQi}YD8dX$eqbD)a%d)`#W+5U_~G<M_S;YwXKYM@Z_Pr|5XIL|!-Ya`xZTACW&lt!
zxD6~D7=}=FSy*`*Ev}8hwE$;gu<|g1^Wbz5UWu`#tu@))U-2blnW9fd=CPol@q48i
z`ULvcoQB3DM1&%wNHj*q%I#^s0PhnAY3RK3cE3j8^f@Gxr*5hsUEVIF1ee<vsR68c
ze;TD1La=<E?)Z>kZ;z+Kl;}P`CWRBqu#t_8dR#?R)I*~ox4Py4@VSaUeh2`c(&|rs
zj?|#hT#-Kt0oz3pGlY82-6}k&#<3qiz3FQ>RByb06bL1DcIhl=k_%ym&S~FNm>RAF
zrZZAQD4Hx<?**^(%?bt3KA|=uD7))ITPCmPht>P4(d{}SE>3cCn(U!VM)e?ui}_5c
zX35uWk1r2rN*ew=@{lNp|L3XxfU4Nh*2)e}w!{V%wS^nB)f)@(#C#1Rbj*WYU1rnI
zf^`^hmJJL>?Cn>FRK9RfvM2~BDVdG3CRWK$argP%eh{f;U0e)zw9Ij;MiFf<2zzl&
zoN>q=oR^#V?s~5sr!z7>gV9*Fg2io!Gbtnok<NLgSfgO~&wNAL_5Fo_Z%aW%r}5RE
z(Me5XVO<i_y7r<Pq=@Wj{`68&mJ@zB_bM*=eag{KwN;tfG57=$5|2Yf=B5z(Y^Ch3
zG1&DnV$;d|kRZr|j_Von=jX=0FMSA}_Vja_|N7ulxCL_BOx@&DS6rCl1rBOnC#H(1
zM`O{ulga-9meR|E%H+fqx)DBV#C^pSm2ah<iZDDvSf0x}2R3J3bf=6LFWe*-m}Q{%
z{SnQQV`+;m9uOKEjp8LOP&n}-pXaer9!8oYNdm2!@!HTv^58Xnl^Ns~W!~)FZEcYR
z=G*w(qlbZ!ul2jW^6;R$yDN9-|Byx9*-`$4=2_|P=z;y@Xy*A=a?eA#*gFh;PoI!_
zw(X1MsG!%WH1Ixr_Oz9NRC%AS@t+%qdvW7T<J_yNpp|-yjm?OGA=5B##^2bOkZ)LB
zJz2Ju`qED>6;o!c^<y{3m!y;*Z<W)BhTiUIHxHIqx>h(?^Sw!UEvH6~?yb0-9nh^3
zXPSH6hC~nv(d3Ir!W&&q&f1+D;8nOo7%$#AXj%-d)?VEFG_?Ohn8nvs(En7DyDAfS
zbYPBf>mJdf%1cjQ_?>>sbCNwQ&zqy2^P7I#=MRf|=kKlr@A8;G;-t$9k^N|m*hl00
z0!?@$89Kt`%wp(D8oP&TRSHe&x~d&-FuHpQ2-@69TS4txS%7{B)YkMz#4wqH!<*}2
zYsu{szH5b>6-9B$sFF{dOnVee6L?>f^NBU^K1sNHmsD(i?B2I`(?MhS0mv-~>WU|)
z8BVnWiMzrb_tg!zc-&sV?DOhn^L%HybkeCRJFeLSeU2BOqsX8?)mo+0WqyXQ#E;X)
z>0l`>knMP*7JLZ<lSm1+pWWgnL51DsF?SaaM3`y?q4tMIZ2NQ{93#hw2z8yq;!#Ci
z6KZw{Q$57beZ)k+#EctXwkQ^*bKMKAkLbPN01L$GSPP8`qStJ__r%R2os7}des$#e
zktIDYD#%M|>}-J+!|we22w5C9xG^)|y-?gsywKL&zSU0qw9j`>9n6I%<HzZhgvk1u
zXTYHkN58wuy>Amb>>LeiLHxs>cnQt*mXSEPH+Wpc3pdwC%dN9s=W@XF$kMENZ}VsB
z-i9@yN)e$JE5v0ZZ@sUzS{sEAxJp1XY5w0=@tm}6VLRiO;jBgZRdhntYV)Lu)c2GI
z-s$O!byu$|(5jyZ>I?{`>&nZ?NoNef2W9{w1I6=#LRGS}Quwtm=amlLJ6+usrkhmn
z(<9hIp)>Je#iA3F6gytatM&2m6;V)C9e*a(J=(x8^75sWkhi>&lC<3Cn5YN17$gzM
z0^;HwZ&rs78Fl-XtYqB(x4~ewgcHws-)vpHGo9-yTfg=WTc(__H2-R;>v_|R#SnY9
zi6!Ej|9Oa(xF%v+Zf#xjMyl(^WIG+zo1P_`@6UN67}SIW{4%kw*`7t8%d><Zx1xsk
z{Q8#D?3zLu6|K*C1Q<!WI90J~S4L&&NkbgyK_ZNi{qM(UAFO<NL@s1-eKrv?HCZ|$
z#KHp~lBMfbyV=2Abdl~^LcuOmrPZ3#($;0?@GmLWE@4JvT#bp1cHD(@<_{m<zrXne
zH#x6%urntd^^h+e<xi~yr_RM_v#|7i_X4j^z=-v_mg7u53_|=dAn4o+3|`^i+Y5bs
zOYk`>UU%3H(~!~G!ocv8wUurF{&RU=a&j{5#3UgMLru!e2e)<i%R{8@%^LZMe~(sy
zAVqa_^!b4wYp?Q+2BwJzB)dZu6^)PEk3B^Cg>a%l!#CnS%lg`RQ76moT2fkU2`Y2Q
zrLu2XK>}(B_4_fL+b&^2_cp0jqbSN9Bcl^iu~zRyhZdaXP4UJuo4OxzvQ=Aa>{M)r
z*K<yucg4bcZdtAhhNFcH+4EA%w8r5A<D2d8V4|H{vIoxT+R-Yd=Q;ES(XgAjw$b|r
zLI35G1V`_Vzx_Wmx$4d{*<G&5k-EycAE9F3B@%r`hj2dFJrKtZ&nIH|OnL8aubec9
zK86L6Xg#Kkuf7}V9Wd7MQj?jFjgwWXO{Ag`&G2*{wnX_w`LrRPRR+qdzF6B=Rp#T7
zkQ)#_7N8c_P)lkmer-ti>U-|&iPhZOyICjRp;@I}YFw=r2j7*pU9D8cdg{h(m++Tx
zS%sgs^Sk!^m=<F04lfbnUa_9l2B(F3nMDc=;$>vEX3=>fSTzNG>qDWg2OqIAOLQA=
zT3Xie?m~P(exbXSiAxO(w_ygJeCyA7dhy4`C(qT6)9|jPEPbQ6uhKG!ez=kR!5Am}
z@zjK@t#Z0o<Ogd0Z5XDe+QFTce9-kZ4Z~a6pU8lil2Y{6jFDlC4&2Z~UbJ}>v?h<8
z)5VsA>uA4#s!3G5A0B!GovquYs_EHvFd2Un7ISRUYKA7U`FBBJikPr?L6LuJn|Mp>
zBhD{zyUM={6Mz2n9m<8ZhV8;)dFloHcD<~$;f@=<Npv-*gQxvcyb}epK&vPikM00?
z;w3=WPy~gz^9V!bU6O~ffiX_AT?8|>q?cxoi%+TN>dyw#?vuHLPV5kF7FVZV&*TIR
zpiPRIAS4z+mTu3;>zD06&}qE|%|l`B#S>o;?Gkp=BNYwyOc7QuKU1~QA<pU;9G1JY
z>>v;HPZK64jEukOGi9cKEC}=exc4sqb28<g?`>{vd3pNCCAAuS<WhPvQo#}qk7Boi
zimIO>o@^#yQt)H4{+z7+M)#B7&P}y|@ZWY-=O?EqzCP2taqP}V`NVYJ_jMNLU8-$2
zelzOc^6^2SV+?P1zK>r8Q`0Gx(v}YGcamvz=H|WqKfHGQDsB527=+pX?H2`oq1(v?
z`IB!UEAteSWBqI6iP*GrE<8JLI{q67@6nh}Tn>edZ4fa&eN&~^uaM(p<V2qRznQ^!
z;PuGA?4+ZiaH^3e{?I9koz{Dkx%0o8!OT^yS@g+_Qc`BzDE}cb!w!X;Ud2HS^^6|D
zG6nq3FlzGVa=wMkh!OHTNhpN>%G^1p6I*S5pk$g94&!`uj*9Ef&d$-E%D#5HoV*;6
zGUtaIwOOntNRyQe3=Al`-8wx>#l^)nr6#}axMckAI3OnLXmz|QL|_q?7D%^6@%@Ca
zrTG<lNee7r%4OnTlAfiC6<MHrx?hK4`DM!K&C4(HWYmM(3qvd6#O8}hyPR0mmPI8K
zPc7Hu@oL`%`$R>hsy!%X55RdyLLV*}0RvnKOlu@s7@PAxlaNps^r1A6Y0lb5b1WQg
z@7G@_QL3!5I<gttI8!t%H-1sbwmbe)G%Pz=Yvp$+XdVW)e6pjKL7A0lFx0cdCo<H2
zDy&dAGH0+-=6Yj1qWZXfzh>el9w{yN?O%gGUjE=8RyBEJj~f#vV#;ogr>4p;A{Yiv
zK;;oT_KLEyn)f>D`sRH0xFc70zW{r1;B?kF{rYxz`<MRM$5L1wN(!<n#~`%=_XYG9
zVKfVkMv>k-fB&MQA~ruA*0<ksjmK7n{5>bYAtcnqa=VA@6B=5lgamO=U`$L%xX>-m
zz^J%0puif1&av>Ittgh|gmf@aadFO8aYHv)^l@?VN=$2=&v`<H(&OJ)vJpD&;d5FW
zELGWH%L!JCvisg}753og=Yb$k%4K~3o1g_3zKupUR`A@L<7)(i{RWg>?<Z@}gkpDp
zkNleHMfcztc7Rv)jss`#c3~1DV~o%+t|9Af0urr=V3bwz77=D&`eH%Bx3^iDq98Sp
z(jhW)RGCdwKp~EJ(uk0$Hh(&+o^L}crey4gar23`VAQDYI^rsa<Cc6{ceu%9b52B)
zPj_n(t7Ad_74y}>T~MxeyJ*eIB`mR?2)Dz@`_q&)_eZTL(Zi?+oUeyQCI(x#FqxU*
zb%x$I1}^fe(9n;qt$|N**m|HpkwI#J)ukd*Fx@-ZJl(f0O7HRk<bbQX3e1XN8?vsy
z2G94=(Gj>0RcXUlpC$FK3i-LmLmC=*@sc-F{z9EI#&bWL3^Ft2tU0F>-`u?$$<8iU
zGgimAWye+DBI|jCw}C-!l${M+ls7Mu+}-6H!qVbB)<`A!Ey7Q9E!mD;&g^3=IgPZs
zYpB4<2Rgmxw$44m!jk;qg(dseq0(l@j$P!xS605YoPBf6_V4rtFYVEaUISgda7Sne
zLF7F;qK_hS1%`%fMo|$F(-s_Ulq-|bvjr`?o6BhagC#bPbwa4U&lmR!E{!O*NhB>M
zv2qh!HCXW>6pf!Bd`Xm?6L=wRWyRVNv$9(sHIZv#MqCyHA9RgDBhPO?0>409qCu_X
zG&58FN_rhq0x1<Ducer;2-crR7}jr#wm&#VR7S&lyr}wp_BTJtBY3QlsIvHuj*|0l
z4BLM%(nsasX5{27{ql|y^Dcc)zpU&_w-=yhM04Y)FtRY=Yip8J)mv*PSC*+Z;puAW
z+1YJOQeZrmw)Z@Wv|e9_Ru;4Y0vSdI)uHUjwO=nd@Fzg+9~h31yR3%2!i|?Ip%{j-
zP%#sea7j#4#jlm)hfki&X%htAy%cSvv0E6%aK;W~kl7=L_=&PwsgA%I<+OHh<jisF
zPUd<um&Z>3XVOC5W*n;{Qr{W)Mt(%Tu?qH*$dV-aU%&V<Fj|a`uA!P&_+(eTzMuS*
zCtl-~dg>FBtkE4;Z?oy@^cHYlr9_GsUJnfY9K~$$DWxXC%t_j(K7v(;i<Cd)r^v@E
zA(D!+(j8PZ8FNf1epmkkJXO_<5Whm6xr|nULnkI72DU8`hRCDq>eRc+YO=CDMJIE2
zG-t8QwcmgvRMf{O-_l$JSsuZZ4L1_}XMs-u8qILdiCp`64}*8IaLz^gPAK+WSgoj1
zYdq#Ul-KBe*3HEw+Sc~40M6DPB+3rdDMS}u^S2ks84@P~kNu-XYz1)QA7<sf?p`b_
zBdD}>-E1XasXgGgqv#$#amtH#Ju{mXOm`=E%_>927Pxv-R8(xN@)n!LDvnWpcfypb
z_t*M8U;>b$5<NIyASFm{RonN2F*VBLdg#XP^u{6d)FQB|b!8}$R?_Hp+LwH3H3`3w
zfuJ}~r0}k2*1;}XPS)_%eyK~jWO41^pwOZRx5FFfzUyeKI$3GtbAR%EpQ*c)5hzJ#
zcjzQR02ll7Ti7zjhIXPeLk<BXe9EI{jU!}!cTwLk<4Y=-2SvFjTFCO|JyK9oeiK*h
zb~j@!A}0BBGD3A!XX;kBNFQzmrGWsof{Q(c{En)CwS=U3L0sm|adNPb`oZzxBZjA;
z1B{q<6SiSJyxk1n?zyN4vpnWGGuP95D=I3>Ex^z3zH<%3KfL}}UbecxRa3&)SeK{Y
zw(eVt-bn=gxq4-o#w#Qxwi({@)3l@vcI^fPJh66gku?4wE&!4fwxJIvq?aB13-3hp
z!qU+p?~cb-54xiId!P4w$~EM>pGvvb$HL%y$(k4shQ4Xb%bl#w%EC<>ZkkKlpJHWU
z;#!^EW~2UuPex6`>DcXd9a%&K%;4Z8@k2%Rk7u`B?ZBNW=!6~J(8MO^WGt0fWdPd<
z{ub;!buSA&`FPp1x3jY|ugabu2a%lD*xe-z#0N?u_NuG$Or8&Tdyu_$Tn4eQl8Nw*
zK)`H>Hy>g)RM(&R0BTyCx;nW(zFX~~+{;?GKRQT4si211^B6%C5g+WcduRtR`%>s@
zKuW5=TIp(3u%=dUD|3*&`+X6dN?KBH#48Y<C(eC4G^YKaB&V*ftVBUaM#E=VUK{Eb
z<P$SK>p6_o?+5E9{y!Onm75<BEGvO|JIF=q?c2AB{8XyX9!N)~B3G>=+>ATl;5~Ss
z`jCz;9jxOI-!Nm&>G;+fq%+stxPU{4R_vcpQgUdHGGUUXz~pdq5Z!L`Avv#WeYR4t
zc&dNc;O3h~P&G*fM~0tJP;S{(fmL2VBg@ff^w(1x>ie|tL640d11o)qjBEy@&xb_=
zeS4!xR8GJu3_9CF8DwNy_5C!1W&8VQs21DE#1NVtOvZHH=m`4XdzYnJ?xLou>a;>0
z&n6kg1fc1z4<>lt(QkvW>DsFpBA8^XUO6~dy+18SM6JYN)DqaSx~j|qC+|ZV63rlA
z6nqr<{Kh!CT2Cq&Z<v8s`nSH$1~1FK2E!(+)%;RhJ-dUuba`Fk7Uw3H`jK?$gX9cN
zo@X02TCd(pV#yCMwGWrqRbuk5Xx32liHqnz{+jOIWY0t9U}v!9?Om1Y#ba{ENAQOk
zo9kqG{oD^J90QTCdCyS;mgpDR-~~!k_AA4{G^eAKxzkAbHk9ahb@n5w4Xyq%Y2wn{
zbrJq?Jq*i?`SYn&BEoCoC?ZB!M4p=eAfr$RUm~NFOpI#P^pEGk9P2CYdRJGtt&`oQ
z9o!9WYt!F%(Lb*Kd?dp0yk@9_=|{XZy}BR}EuviL?$=s^m-dpPzLPTGe1gx)am^`K
z2_36(uqzLK>6iTc{NxuhGBP53ZlCWYD=IIXuFiffJUohsu06`kuENipmc;6aBM1rH
zg!=5vcD*BpMWQx?O34s(pQXr1jAnn#j)t3;?B?t}jEt%eALe=zes-HmNh&B5>t`}w
zK_?STO3~IrdfNxJotbqoRtwb=VR4a2JySY1X*oHo@x@*^+Z$H!P=Oj<y^=$}dH70^
z9T)d;NMuw{y$jFA!*P$d+o0+t*y5dpBqV0X>=yn|jzE215jE<TBt*Pc?##I)uBfc8
zt}65Bl~*d!rF1L3AN2OAf<*j{kGr)5qt5He8m~6%&uOWr&eg8RpZD$3S3dKpACUdg
zLPwS1%p-gDj2Z2@#2OJ@tVV_D5YUy^<GdV?H7q%I8biL73G87Q-$Z-w4EJFwmY3OZ
zKm2OYOrTfZFR|}Z;43^^Z&)HAcRGoGUq@`{zuHYjrL;e3WPO8dn7p<MHTSKiR-YXj
z@$=oCxfJb^v%@iO@9ML%C6sWF1urWFkzViqDaM{2PiI(Hpol+wT+c@*{49)?xM0-$
zeP&g|LbLyRwb{JQxBk=cZrAy35ZR4mw~a;?=n-JM;LBI=j3<#!7;!KTkich@q#!4A
z*`WSG_?5}4^QnGsdVxLLd(4rs@Y`g(T17=AD>pN<m+6Y^L-LIuf{*iFRUHUPNzHUZ
z6~-rL5?FJVT%c(>Rm&@_Xbb+k<osgy#KbKhpHm@!q~-|))5#bpxTE8x)&_W-xvOzy
z)6OjC+D5y1&(EgokNNoA1H+yk6kbKoO*?*TtoD$O3Ppn#3MDo=l?errm*z|3<p6ak
zoi|}moosq+<fzD(l~MCAV$w&7gH%29;Ummy8qVo^+M(m(MY>gpNAKRo%D%eB-SU0D
zFrFyX^xAR613XTNNdCF#Bl(OcR494#<5NW=4se+FI6z5{bl&cDc?#1$?dv=1UDE{O
z)y=&3m^N0drFFDitLbOKZGyaj5oVz3Evwyt{Ib^`xG&|yz!2BYGkjW88J4&Ol^<B4
zRP9cl2`TNS1q{-}Gx_Z}Cw%;v(b6i$7-7*}X#()D2AzXz?Di_`0jb9Bsv~aPK@G@0
zv;v_>%eyDp4oyHC%?mq3`tE33rZ<mrZIkw0HPxRRh_=%frH>i`hdi&@V<cY*N|XpG
zXCzw`WnjqXbH`7i%ro0evWD&ff&BX#k1NBp(m~NoiMOKh(*dX7wZULI_;oT~KUx8H
zJt(c&;V92w-6ipm8qS_?7a1NI*3;LMlT$c~;Zo`=dY76HL}%9783-<YdPTql&>X!9
z(r-_W=#bot2@VT(=k_Z7KB?X<<h=FZLCc9AWQjEJRS&{|(NH1R=&pmu+Nl>x2KOjp
zEwU`R<jJ8o5syZ#%RB!rFDk_nmu(4K>PI@vM#EB5&ilJzG+6WVwnRMRJG(<tqfumN
z04FqRJ%vU93?eP03ZPO$eT=Z8xo2V4&AGpRYPD-HgUQwU$tVyB4ISJ6AR;p2Ra7()
zr?t=h2A*gxE>Ph2#}d4ZO9+u}A-l!j?d@$i=k>h2x4FG9UmhF$K6cS?b#3oo31^PK
z{e$rfWfbGUz>%%DZZt;7T`iffw{5Oq9eIF-?`{TNswg%FW-%U@R{U7A*>y9vlar~o
zAJ452gBLNuz?KumGrJXDIen6h&_hP56Hv%oZI8%~02v?dnHYE794~a1Ved8+H+~^Q
z6}t|+sWWu{>YoJ*SpuE@@?oKzRSwsUv?i|b2X~ppFFU;%EBzG+Ah&!Joo}Q<AY!!N
z@7MKKI_ZdTBC|YG!JD)Jrkdua?Y}@t4ie7em5o~Xp1$j_8tmx_jEg)3f$zN1CANDZ
zps=LGgvZs4CR*Ysyq?^G;mR*&FM$^?zJJSpRfW^#^m~+f#=NQF^ZomfC9{3&ma^yM
z>yUM;=9lIVI?bl*$SfDmOcx}%)h42CH%iJ>XXW*ZK4oKTmS4>(WZ+~~lvRuEEnmO{
zc&)cDYVFrfwRiLI%OsPjTJ!+HAH)O47oK*M?fP)zdJbnAhr%zVMqx>_fOTyt*J*6z
zl^7*ZMg`U==M%6w?0^-zGg&0?J%8p=4n~#NYY)fCa_bdvg=Xd=pE&Yedq#sr|8B=$
zBKqMQ9vxKt%AU@(>;NfW>0Zu_lpI81TShTUOBysZnQNCi`@r#1W;*oFF2Q$(9O&C>
ze7hGAo0>CQsYY@3{LcGa7T|LJp(_V?pE7Vn4LLcSLF1JbMi(9unv<KsZoWPa=aNRb
zOErX3Or31FLRxXY2Z*X0bgEAxZhvZN@9sA7312cW6f223Uy;Ye!qzCW(C#ZUpIu#5
zjfo`!i#HEaj(%nq9^L~UfX4uuq%>G&4UdZy(dLkoRf&!ZCHvqnA}suLaR-u*Dvlgv
z_ye=Xkx{8BP4FvFrvm|~3=IoaLL(3r<&f^4B}++WVqyx+j);gT`Ybmqzq~Ar%wOFD
z6Yu&hCwGabB=?pnR>mh<4SP8p9;M%#RNmMdEV4r>#w{e?M|G4rT$nb#X<FhR;9P2*
zy8Go$rt-PM+slD+I9T~Q@b$w#M-#-2;%M2i-Y;w;{Pscu&m@U5AS87E*2OvTgaUVY
z<@qCG_VV2-&H2<+AX>$XO0nZ!XvoRQNh#WHj~2uH1e+ESaxY0AC6<(cM+4YT!O$9U
z$a9|Uk)EL;<*Lf8sEBJmKAv)&oBNe28H0pfTvCM3W3_mAenwJ2SyuF^$O<rDI0#5d
zo<m*>4dvq!z?|vSt8bD2u5><bpQt?Na>SAppdD}n=4xYa;~dhV5Ce!B3ns~>-U|sR
zMMM@a79cB{+iz6gBsATS;;la<x`{}{?Q&APG6W_w?}(xp&ivw?j*jcKXGgn})i8po
zlb>G7MMQ|e!EJ48k#_u7{{89ukt?Se3M_5~FRiO|s^yPzy$gDQb>EpOai>pC*X^}g
z9~U9h@QR4QiIqh6`!H?BwyAuZk<swCkEpQltB7b$smPyCZB_?9V!+&~!@??t!KLbg
zWE`sblD@cFdtS(n4{sK3e`<Y!oB(HATRV}LCn+hpw}9X+)85~|8{eb4Ro=RVY_3uw
z{yfKg^XYiz<h!fVGOtv*I>uvKUki(faKj$$qt!^C;NXmcf=@*|NMh~5g@tfI5P6-W
zf<m=9oyv~;Qna`r+vGC7fD$KHMnmJAjY&=d5}#Xyg=G7sHFzm$*C!jj&8~w^?yIW$
zJ%A9cd-&%w2rhuhe`0X(J4AGV*4}hCSuS+Nu=r)iT$wJJSwNzq3cj)VPN1m?hMMVF
znGKd?X(<!V2Y38w{-F?G;(Igg-=<S5NZ1Cu@6u$ch1rFdYc*P9=;m%21J=sX+8D;_
znwR(N<*<{gdi(1--iZ$}<!F;SL!Oj~f=w?QqOmq6<+)%zt22soW3PwGp2AWkc<3V7
z21NNDR5tBkCDQ1OE>~Sr@FE!*s2t9aBcm3_1dkd_6Mu@l!toP4?)hPzT+A%*CQbD6
z<x9R4b-d`tmxjvXNs6s)G=o2u!(4w!cZ+tmT-Z&za#YOg2>y(ub0!a!_R(CL?qD{W
zU?Eux43TsOi_hch>fVg)nz0BtKP`Q&ldIUUu<dL*iRyB6zpt^QLz(*8JAfpPaTb@<
z*qtAEXkVy&@UIOt818m3{bzVF9w7D1M9TxGn)6sr7^V^@q-Ivwb;V%$UisH!2=ke+
zYK1CsIk^Ft_x4Jl^yzBpZj99OvJkt;Ro{<pWOteGC>IL{-B>$01@LBh`TDCGNY%2m
z$A@Tz1;o+Kaon3KQu1FWm-9<Yr^!5+<VT+auylj<c}eKXQ25tZa=YzFyeL(e8GSDQ
z%$*a4epfJ_f9%(5$D)4tbpXOb*N*4HlbQptu`q*1S(uraJUzW#cTe~CJ=_nRTr~4n
zPxld-b4otmanP-^UG3T21SBTp`Sa(dQ(ax{W7Vca?>ihA?>+PwLMg$+raeGJ*s*Kr
z7#PM`_Z+`x)O?#jCNMm0c@)u<F@W3gf@JnX{6CaZekAJ=yjK(+t*@PmoDSh8n4ABG
z5(PrO#%$J(2HRI$q@`cNI}spc0~2%5aX6i48oop9`dk2Si<2&BKq|b4TEl_FT0~%D
z)(lHZTG(6L+`rnlN#hIy-xpReE#k=#;7*BYf?%)eFDrM9pfF4}xX>F(jlZO^cGh3b
z<d`DK*#Gb`z?(I?dA^gBOUw98L3jUlaGt4#Q&=hb-?2UMCeWJCVg#dM#-SL^y0Wy)
zUjk4o4aw~AQh)r$_~A@ie1k3H@SyQT1srgulhrCOm5`4i5(g;RDWi!@a1&VFhR0@t
zikYO*x-$w~%E^trekj-#RYm5eSoiO}y@Wan=cotCG^SwG4+2Fpg7uYu{Q!V=dcx#y
zNTtMRs>~d~?Vmr_a+R{uzdUUoIjqZ7y9iq9UjkfgF*YnTBq=dFJNe7AxtCI#|Diyc
z5=A!x@-omnpv4d=_fqPEn0O3_E$tHGQ0r1@OKetFMo^6(>5DR}$to~l0gIy*?{e+$
z50F6X81kFpAtfaMK>25l=mB>2YlmCy^6lYLxV$c(a%hZz=wZoIa|F$jh?`qiGM<)#
zLWIEMj>8Zr<%Dbw1EURzjQ!*ZCNf=b>rvilY76ia6Kta+v046pOK!XVc=J8+>GW$~
zmjh`y!{7>CIMpgJ;F-5~u#aW4`1ZXom~xr*@6i2@13{t_PrT?O&x+*4M0e3@78dWM
z)J#!r2fys`w`w`LbQ*YAxaB>a#s$9ZP-8eeJ#cSR$_CdH`&g@fSP}^Zc!>U<4LLN_
z!pP<$-KHVl&1qSRD5;DqXe|>Jl@+(vYb7?tiX5kSteKgGvF~FA+p4YTZkYc084~uY
z=5;4bwr<wG{oqr~xwo<gQ>bu4#Ise$L(S$$+N5Sak;@E?e1pu^+YN%ZSxy~(AB%sq
zspZRGVMC<Vh+r8XY<n#&EYmPJTMHo|okawv09neVhAPu83{0rFypd|l%uJ3HXB$f_
zxJ_wcAy*s-fnLV0_O4I$kB~G&u7{r=(jDBD?;VHaMnN33RE8WaY;3~4YW&Esh8c_E
zP&q6=+laSsB*FvVWwwoudYqp!HV$_2yWSbW-OXklzu1%MSzo#Xn4W*}*RdiSnw#xM
zo|gy(+)Pl+G7=~G{tz1MROH@mrPn8Qz|sVipI6cArjLDFTVRqu<5GKkIgN6_{{y^k
zkNFwG@K&zZlH`*F042r4VG<G4e1@o`#S7{KUjvg7z~~Nm#7`r}%qEf7mW1>^nI<V<
zR-P$sT)4I|`XG885R^9&p^$53T}vq5YN+|xr^wxjFhDmwL!vO)>O0562u<#d=mf#a
z_$c>#Z+TA+n}3b33TTp>m@6e`WLKSU@j7<JXU>>?Q3#d{zk|)|axAEAOfy2XOZ~?J
zh_cjoZK@CaC|)G=j`$(1@IKu4k2sjD!Ug}5cGS*%*E@Lmz;6WD;+HLn+m4Rtg$3mo
zrpxF$9vB5l%BD)&-wjG1eq~4W;5NSS+;KdM3c9+99ygqI!xBWjNJf8L@75vBAI-ty
z{W-B8HbK9Mx+Mxj2pX2JSC5zqY@TDmJgr@da1@P@K{{4B4QVmUu!s%W=)yE$4H#LM
zlp-xwL7VHVa)*`iCKz3q{yWH8ytoAntp~<zHX<%nTT9?Q7^-=leZd-Xmk?11TkYXD
zaG5+4Tj;PtJgG5hxA4}735a93Ytf*-!fVx?CCAd~lb=kZa#?qOvquK$w+_&!3thm=
z12j)x4URp<Ma83{0vD2<{zJ!+ZV0pFw{z~8#HS`9zyzK|*>3SkWDwfDgqfL!yF}ok
z60_U}=q`xAPtycEuC>lYB_j?GpO7NB2)+<nm|qCF_wKS!TMrD3EkEyLcV_nMw8Rn>
zt#Y$Ihh3Pkc#vF4+4hd?$}3d`1!0Q@uH)a}Q%`?%_bv&|8fFLqhUHhH=4KfI33weE
zf-#K!B!KFIv3&i)wyB_JVYxMtxH;B~@o70AY`#ZCP5C%QsmY*{0lwF1g*g5R3C0LP
z&eG@?q;I-PV2v2uS)<1ikEnKv*IV5u3zhu+0hnot`Usvu4dW4hc_s-}>!nd<;h1u}
zUZ)P6dNG^fvFO#!J+-}UjPaY}+fYxabfkeaDg{l<AlYRT!$+u<5Iv?u6pxjVXgevU
zf*!c817;)T2XtqOSeIw0T8NtJ!CGW3e(mAg!shva0Q?Va!V<0Rv0ukXNGYxwu<u$s
z7(AGwR!VrBC%orM07;tQti4KUaKs<mu8thvT}wpJ`Z*A1gc3pL--u2rOy;hyVb7C#
zE1b#;Gc%i!3m#WoSB`O`C7yZOk(pmb&B91fD1-XmtETsB(Pv;!3a>Bou}$&v=b<bd
z3pw9kx<2f1nedQsc75U4l>|6Qo0x;@stSjy@+PzAv)^K}kLkPNNkaq`;?=b1eC+}=
zQ_r_=EePki7->k|`{+VJ6o(_$F%=GRsIrB#CaNj0A>-^oJHKQdD_kJi6*qDNv=Ji<
zWd@Q6xns@82IVn%Qbcqauh%S(U-3mPZwdrvHf$B1t{Y-%KR{G$h~22Q0`dE(QGX-I
z`L^oWg1S}m5TYT_=noD~+D0FUaCp#8n#htb%++a17Urv;PvU1Tvdb{nj|Ugkeck!o
z9dKS^K3}EZ7~PrdHp%nP0$wQE5@_LAaH)2|y?3F)Xx1|b8IGYbE}WJBMtPEvo}oXQ
z@)Gen`HI~xIGwN@?K#%QSqz85C8tbaU%UZL>4Y1_jqJXLEelPWSgeKY|C1oh?=0{$
zqAks@5|`i$g3)*6gZ~(PD}nk-`O16*mjp37IQyB6NN-nvbDHbvA(%KeEq`?L3Th{p
zjF4w!XWok9R}qP9LkZFr6=5Vrd8NHt@qIx)Tu~-0$hS+lu||UX!bE#ng?ipuPW<mE
zKx|({n>t9cGcfBp#z<SUu^yv$jSNcNi#)zs*%e1R@lBbEnl5k7qUf`V4Jy~az&^I_
z{|4-f?#{;wj|I5NIGryCQgaP5tIxQz9_4NR__;r0;oHpqD-6pOjPY>n4G_jY55E(B
zC+#Kf-MbWzpGzuNlm$0sEXW9?d&7p{e|~m;wa+op5KoBqgHezEgNz))7F{HPhLDo>
zgrg-FRym=1b$##XAY>y1&utP-@YvvT(>~#uH?cw}*03bQq&^VAaJ;L-(Ax{Phg^6<
z;B!-tJI(c9lXi}Gv)rl2Kkh!%)PEcT#-~W;HkThexIFPrHIU9wy(C@M=G{Me+-sae
z9b$hnxVyDXc`@#VY_uP>NDCq#`tK*FptQFStHx~AdjE-fIHCYH8i=UbUzc}dk@;^B
zZ%5Yao+a>nN#PriJ-%;<k=Cm->aP$Kf+8V)C(f$&dSS54S3&=R0oMEeBcL5_L(;<w
zJsB>FyRZ9}z-eKhLRK6THc?i#Yn>t=Dq2|BW?>Q7Nk=8p()vJOi{Aj*+1k%blN`hk
z>BGk!OvR6tUg_S))WX7)7U%}_t_6m4SeP>Q#G$KE29h~p!M9|8HW?XKy}yYcFf#j(
zQSQ&%kod36Syv1#GO`q$j!_QD>*tv7WlA2CQ;<>c<>`FQII#@2dY|i~eAhQrLtPY;
zTk)k@h^%UMTIN;OD<g}athAMs2;`Y%#;!sqCeLnfqBa|K13v%YfCJ<GlGlx#4brsa
zvc%Ny5I^0Pq<;P1pWR0gkZS&bhLoa4ApA)U(l3okk<7x9RBMgQ#I3EqHc@*DePreK
z!vi-a*<ev_MBR7W(zwL-+GLQFtIcjtN%zgAMVhd7MqgCMH_JQaF;;#Xd;$8Kn!v0W
z@BmRWs_2ygMw<$qP@SQkaA$W&GNTr$#;0-8X+9%A3E6E+#wc5Ek8K1llp$$37NT@1
z(P{N*t_wIj`Z-#)^Tp0NYhNgc_*hunFJd2TIKNsas{e%8!p%P)h0H}_no0ir9M#&I
zm>+D40=jjlD7QU@l0=WuE=z!FW)CLo4#dR?e^jxK)<lT907f6GoLitdr*01Xf<RC;
z6zB1W_lw|MI;*nuXwQm&I#Adt&n!QO32=^unD4~|#nlcehMcrOsU!D;{F!1Mno{a7
zJq$*fhMYX|cIj*XHUyF)BYQ}}x^O^Ko8WM>L?Y`A>~z$|#vWxM`h=`Id_KiHcD6&S
z6)Gzr;U4nSRLBdxpS4GE=pFUA2y?VVoEWsEtva9Yha5I{8fwcAtm@=n=Q?OC(_6Sp
zQhYxng>hzNyS)v<hL(OBBi!m8BOQGd>~qHfws&I6Ef*KC<1@?4Q}!Eb&0(z=6stPS
zht`$uK*^nvlu-@{zRvb}Bww|xf#CP|#$&1MY}uB!X+Dz`aCxBsB|KT@g!yk~y5;n~
z-hPcU_~wso*Pw~?-ln#)1X!58y*FqyiRjYAz_GN;yJF+bdVu*{PCQ1`I_;85qsz-B
zG&P|g?_r}SUvUvn4oxuElR5FfkxTOFrtI;@4}Zf{R=!bOl;<VcnQbdmUm=ua*~bT%
z!N_G);m-DIg59DIP0B1TTZJEGzv<IG-o<XApcwsSsnrpfurd`*^5k%D14E>I1X!>n
ziH@6@hJq<+lOJy_3=B2$_%|9uX#)EnN>6@Mt)A4PE9g@(*DMNTZ^1OE4?^FSP)q6Y
zPpC;CtFeqp)?%N5^|=Jia6Rj4YlvqV!FG5bnfi-7u#HSCet^l-!oUwDbcPaUhBtk<
zn^kXGKSue8a)xJ<{w~xkJ&_zQN0zFvVAy4+d_uf8R(l?-^HgWpUm--%bIdU+Sj*Jl
z>~Orv{mc+pwH_Wzp#bmeBFM`W!xua0*QQnWfdo0Y*=544N>r^4O=sKg$_+K|*Wf)%
zUiJj315lkOPpDUYtFLMPoFz$2;$|^@&q}BT%@U9y>RY>OP8*qLsDBHa*U2fTNn_1>
zsn5aCyRXI(9vD&#`L|7)1nLz$sfnLHEfk{L)NbUaq&qQ_>J5!xU=#B8yi_<{O0sSz
zmoQ{}b@TJwuN`J4*)5A3{cieHS%gP=r%*arnSZP$8h6_s_d&%o(K|UF?T*P73KqB$
zanFhj7kBs}pTA6~BHKZ4#f?1-cZ^w^cwXF1YNt`NvBoTxz}L8y{@V}dM_TGr8|oRZ
z=ti>*EDyh@0~)jQ2{o71E)4!o@a~C`i}O_MG2WxTPHAxq6&d+Jq_ECp^G;bjpE8G;
zx0$fINGq6FOS&~ExrQ+aebf|n6HKA4?yf)6MyjS=)fmKuS;jOK>rw$fW<sg|&Vvh7
z#@S2QW??YLm^R3Mc&rj;s)&^cHs#)OzMSL}co0?rp0OofU$;xWHrDgBy#jqnw8Xid
zVdhNRw5>^KKVWKaU%7nrl~6e4^6|xxF`hS8R=LWyN$6G|gB-;&@#Sp<D^QhGOvKtR
z&-%i+xj!i!hoHt&PSwC$1uRIHjm`SV@2?QpE4$D|b~??$ev0)+0+3UbC9%D|!41xZ
zu>Zn#Lcr26Ea%he6ntN5ZVLHOJEb==19A=D=4Z2B<T|BS)`hR(iiOqLS|9ZBfQquf
zyR0-vt?)`K*)LQck@)Gbo2O#SXL;_ic%<Ao{0E{Xmw75`L)mVunDP_IaLK@ECW+7f
zR#RUDa~JQgzpHfVNtSpCjtk?X?EI=vl*_a5CU^|%TA5cgK0Vp_L3L3$45$GB0{p*3
zO~G@U@4;kwJJtl%&h8Jzb{f5*BgrdDd|L{kAXMSBUN7W~s446-z&E*xBve(EuSoLO
zHVN6aiHt)2Z-hSx>88pGIIDuGC02K4d#yQ(>d8xi%U)=Qg*uv7LqMr~TVv>D_oKUE
z(CmKRncO;jF2Z+pk{_A{xf%kqg?}1ike-qm)%5MzxqST<W~*{eG5-E%JkKR^Ty5=a
znty3~MpZSOE9AyK-62@=OL;_o-Y*o-HufoTD?RP9p1AQi1P)6IeEQ$j_Kc9M(zfI9
z|Imr5XV(#6;$<af8?l)^4Bc=A7>D6x5I$8i^3s>A(117C13xh5I3Jn>zI{5Xa_|1%
z4;$wJOU(teMDMbrC*wZJ^VkDKnK`06&jg#)_qI{|K0Jl2k762#1qW9Pv@$x6AIrTA
zaECFD?Z$;pB9$Siqvi1evIoq*A+F=DpA2WnCg0fuGh{*6MD^5d8l$hf&!mNsPCk9`
z@9OL(C;OL{_3naQDlLPKTF2kJ6Iv`hsw{{enNeJiV{Y#?2eXtCBRv)QLKclmy3ga}
zJggDu*OV95X>o#vNIa+bVPsfp;-!+f991{=5#gOO_1h~;1ko&f*Cy@ER{2>=ffl0S
z7ucu@FClz5(fQX6hkW_zfU@Vq)}a&S$2-dx@Hge|=rF#2R3>HU5_6%2uXV9pI;w*=
z*l~@9ON`+a#zDJSKr3DQ1L9F@>ho|C-~N=lMZ80q@A@~2?@t*{_wOYwQUdnB)mY#z
zL1BZx49yl)6Bl)FdO*WP)S__%oFM<IgORFxs(%+QM@1EGSrmpU$_;GW$=&#uE&2|B
zbzd}5fKvCYzzcyJTy}xMab0s38GQ@)G4BiBCgRaQvBM-I%Y@*u+s&Fb*)dI{z`a15
z3r95|eaWIP>B6Fd3f_#BlzsaK7YEEsa!V@Me*`kWHYQv{-BQ;f+8g%vlv4@twt&Dx
zw&Zd!dFg!NKyKEo`7a2P7s+nj=sp35RCT;$ym<);e9vFn@1@f-8m&Qkfk8mY{|_P;
zrJko4A3DUpQ9YKx#>6B$P9ofSJgcor%Q{`}0sd>bp#f=uwRb}<)9<cQVbcx%7)*tL
zJHTuQ>FcpgPX;H*>!Qt|_|T<Q_p}OVZns&VaNMlifCDEzv5Pn$Fg9GM;W??rz|^G6
zpA$=({7uzr&dl~<z)ww^SkBfzFb&qXc8GX*u1I&pi$>qmgKuh*@rc}&obp6pG&sY5
zvQ$j*Nn1<sgtEtTm+ji4Mj!e2QOcz1^G1vYMH#sAr}!~F!cZnNDSo4zGH)QSe(D<B
zWQNyR-_0O%EzV1fk<6CP(!)}QlN&oO%IVww)_yy$OmHZ-*<pP2-8Uw(_{^c7GnN-_
z8lt}=NEf%{LoS#)I}K;@pl`G(imG~KFYYM2-Mv5?_LfQT=7yk9UF3e%`OKXO#bYGz
zibg!VfJmT8=4_{8tF1mFw8IG54-F0Sm9woak7ri$AVN8^GHb<?UK5_XFIX;8eGCjX
zXPb=~u4noah-kz+UBZ`SW`*h0D^AW#q}_DLe3?7i^)NC*P<f?ADnCT}$K?A!o#7&c
zGChwtV7kDbaY;=3AJv_Xi*w}aKdSe{FY~wKxt8Q9i&lNHK9IDOwlT5g`hcO?WR)(9
z*E*K12||Q6wgPID3LCz+yy8=SKbnWBAhA0~j=pvi9XCCf5A)*((A9<`BZ~j4bU3L(
z{2KGY6QYSh7ABB)I1m@o_6)D><Hq3Va<{yC`M!eeU$R<G^=qa7T~qr-Kg7{_3w)SZ
z54j_$cM&tFo*cgCnrCK$Tsd@y>%ST7)PP0Zf!V#Uk1sJ5In_$V>-vO^+Nr&zG;mN9
z6%@(IzXXVh7YuBNi2~rm+8d**$tU1Z6&KG=NSGO{b~JnFa!Y72_S?J}1gJ8@m-g&7
z5CTFeI$CA9N{nNz6zoj*FXk^rNIvx%v+(W$;&u@!E#NFIE&KtJPQq^PwjvWQLtMJY
zmoJ}p01o5$Z`8P+44Jz@**_EUW{ANjp&%Yb`yuJ0kB>hKy=5$0vB#T_FPAd(FG!{w
z{kLkUhTpWcy-3MBz7m<z_q>B{n!c}3oqmL#p7q$=i5l{mvNI{E*?R|viwsG~4xP?A
zKS;Bbu6s~)xqrZmX&ccQz>(cn36lCM_MnjhN*X9GZjv|6F=@Z-c9^ikty%_WSqztJ
zT>G5Q$B*n%u}8JBoDd?b&0_u72yOBXL?MGG<-}lH2aTEe2~37CzKsG0bnpD#yVa^H
zaFoj05A-{kP8Kn-#?Mbbn^SS)ori=hg4NBiCbGwpv7F&M9xCN7&bnuoUY#@d?_*`c
z=)?8B@CUP{DtmyRAr`om=M>@Z7d-X<4Sd6UH!ey}^(B2%o3esTFr~pGN=nK>7cHNm
zo;x^r%+CZQG}0|csNl@lPa=uDcaKEHt1cVu(~mjKc+zj?D=Qg~?go9X!hhg5IM*I3
zFV8Lcfw`BU=O?NaGP3s@1<0i;h#WYVP=0`;@Rc1f9#UV2o|W(I?(sa;W^<y>&eh4u
zznY1ho|=9~<v0~cFS`!Ox*D!$hcMd}1}XM9hC^OfMJyAp)s;RPZ5Wb~FJKEzps5Fe
z9UnfzduO~JsBy7ttK*ZmO(P-ocnJ|v1qv&;cDaUwbrLc^V$DXnyZhT$z6Ft-=6nBB
zP^JD))Q&_1kI|Qzi*qW}H0F!QyY2<@g?Z2@aCwOsT61UR1_z(9x0ZOztHlO}q~zri
zQ&9+DGAlOD)Cp>jHssFEf5xI}Z_8*YJ}G%bPLq<87_1zq(wX}9KFFhvy+Ms=H;dVM
zirl(&f5@RA4k=URWIoBt9FTu$SncjsQh2NAnJU&UyM&OE^}8qsD?x{5@)xG{hE44N
zRnn<fDrjiXk<e5-H2LhMdga0fOkv6QG>n|llm^!{TF1j_zT(ke>yvhz?TQUQQ+Vik
z<TE)ai)=0a)UKqu_7^wGS@o-OD+<!Yx6#(0HtK-5hdC*Ux;jol(;w(qy7Yfg8}BHi
z=I_>tNOG5!1*cqC_DHZpgDRF6h+=I_qKj9=(o9QF0jE=v$1K*M`kz(Df6pxg`AGc8
zw{-xiqRcb+6LnTaMNwh!=g)HaKMNUQ21Taiwi=umn-(B-ezeVA$vsUz&dVhb{RYhr
zOYhd2g75V!N~xcjo)^B8|DJ1zx+y{*;gD(2dRPv-X_SQST9@WFx7%?|x}KeR2?$(N
z(P>hDqJn!xbtJp?5z!lLjv8)&7RwP^^Q}ohN)fw{b$wF8G4%XM5NTH#rmtsLuWn*i
zhwsSo)BQL`?1o78^e0r1<tKe;Q>P*cUU=%(W$<s>BZh^AV~2lU)GJo~m45ygUDy}t
zYWMHzFe7}Un>}&xBQEfbC~bcHLs(LOPWJ}QDae&@a`)soPXw#cwz9&x+OFI$;kRpj
zKndY_@dtUywE@*P_VzU4Nh#wNZ~8UiSJBnYwY72EhMdx8e9H4_RM@VS<~ecANqdV3
zz|hF*y=T7jSME%Zn2Y|ulRG0*v*2-+ACwC(C8B*{Dl{~!4JACWR6Kt}$2YA%9!eA~
zEiJ6BxXv&AhK7dDrV~G{*PT1&EG{;GMS3?wBhCwZS35OaPp5WQ%x=o4sL5K+|7_aS
z?H1lkc`Y>@pS_9<A6^!tDVO6j=U`)WFbqS2aGeJtDT?j7<??{ylxw$xrP%qS0ihdS
zo=DxXT8#RAaQs6uT3`(n-D{qcwExy<V5mP9&S#J5*)+5Bn+|<Mhg)SMUEI@&)<=WY
zvr4fUaC@A1DVW*}8rj|GTYC@{X%ofZ)yBG;CG%2&WwqTGrz-Vg{H63~{56gC4D-z&
z8`9zrvW0mlW1sJ$DvKjLro46--t8Z+rWzp=xW6*m38qH)Ec>yR9@s3k1rX>yUYJuw
zLr%0Y$W2Z(f2$BR?E5t2qyPH*NXu%TS6_jNf+ShCfWI^jLJTP-iQi}*h8-H(DhF+-
ze%sBa=2z$p5I%BofGQ=eDoVu9Y_~3~#ORJi-}cIKVq2?*&wLw0WV5LnU7m}VG<Ioj
zO>T`6PBOjv_gv$GXXFmY;Fg6MF1m*YyDF`Rq-_*ed5C3Lar1Cb&v;RRt|q^Qg`_$m
z#p*K&<Fx=G|C5y!!#6r528UarVquF*ivTE`54Ka)=HIcIwkW?Kq3DhStga4Y?0F{%
zm(&otjLd}pBtt1{;Mt_PwjSBWs#Y5Eo5yp~7))L_EXnJ!9FF&1aaKCV#RbOAEeij+
zN&j?Yj|(bR7qB1P<r{4Fqy+5UOM{`%Y98X?g!kXyjrtD<Wi&BkA>Sh=E>*UlnmTX6
zQsA;WKp}&4Y_zrc4pzt$C=ctbxP1w{1Cdt*v0&R3y>j`9t9TYh0i=P1Hiv}!<Eug$
zRIs><T`}K)^bTaXYl6G&B|Gd5`y}H;@gKY7npcx?KG|!2f1bFzb12TCCc#IaSCkyK
z{fJ4>Y-I)V7DKhPL+5@yjMh*H4h&)LYw;Yo2Pt4E&60A4JOpD8C2~Zt24NLrq`-w(
zylG`2BNHj$_uB`Ha)kLuj4}-wX6iTJ1a=rDSA`3ZO54Jky-)H=k;C`N8F1J(L(jU|
zc_{Ruw#;{S-FyfMwfz4HP?OU?zU139zFN#}3HSnra6uNFdK0-+Yx@?br1)6i&AMrX
z27zW!?U*JW@obJ0ah=FSf8U>AOQKc|>^)-_4lk%4j!w1bemNCuqsaGC!3fafm=y2N
z3~;EtQr24H{;xTaE9p&-ZU#;k=wpyV^oE-zc18Jx!V|k)XdVA=J*awi|6j+d;*BY<
z%0VI@NDUX3tqg0-c>6UYaiQf&Q(IJ2#nI3$yjBrW5z(G3l~|47F2Gi)-WF`Ni@{%^
z%rvy{@!geUPR8*gXiH@53)R-Pmir-WjQB!8Kz{BQ$lfs(VY0hfEv;}0rC?(f)r7<Z
z|MZD^Q1647zQ6dNRuvWxm9HLqAnu>-U>HGG_)P}~14=*5001(^V*I3Dnd@hGdV0o4
zAK*d?XlFD%Kr9|~$no}epFfAHZSAT-{iOE-VPNa<1Xco@R#%O)7`^M9t=xEsG6x%g
z02jEm=XpAl&V9T;R5+3xh>ry8TB=>n4jcXOE)F<=tAv`H>PP<U?VC2aNR7`5?0vQw
z661ysuiTyc_qLi!ryAVM4gjm7qcA>^_iT*!^eUzmT2xDU2uTJ##H&h!ct{mz#r|<f
z9<{BClJV;!PmrtLwB!WmbVd^g^dIH?NNiT+Mcs!)QgBEjY=1`n%T<L!S5U|LJ23eG
zOLk&=rgCE&)^{<AcYjH6J0~spt-=BoEI4i7H-en1C0rB}KqSmamN8&yW*3d|YaujL
zuFx=4g~lBj@~h{5<He<t7MEH5d(@nY;(ogM)6|c0+udT)>g~oOzx{@K0;A%|MRZ$)
zYjDa%TEs-g9z>_kFX%9BINV%7w!_LzNH^k<j;AzGHj|YU6)kHdSiTEJ&6L!X`W4Dn
ztz~qaXPCvofid{;pAqmvHv+RibzF)4ZfEf3<;%`({g%<B#N=-}Ur$Y@at#cxaUE#Y
z8l5@e>gxkx1s<KoQl2MO<_leCBto!1h4)p36(mA>w{u&pzET!^51V!R?6=|5LgepG
zhqE(Z>j&t4yt5NH7-!N0CS9k7dp7d}x@YsBvaJD%GaxUIxU|wJuk0H8PNN+9>Vp`L
zl(ejs5+hvvIE`0}yW8Dnnd!sByppkfy?yRm``EOe3#aST^@+jvmWBU#=l;kbIRA;L
zA$=s%l*^56rwCpH7F<08Kis!2hvu*41S#R=zNRtU&4ctLC-VWT6%IuCQDP=i<~@A;
zI7~%Z9H`Bc#^*d-zc7P`sdb=lKBt;~Pc3Uv^bwb0W^f4Qrd`z1vL8MDIr*l#){(Cm
z`P@8y?Hue9tt-)I?l{>hgjk`mc@O#-)Z_DG-Ld#dug-81BuSrI0!$w9sb?Co%T?%(
z4Vc7`6R@nsDC*OCGCR*)UlDJX1^guMCtn*vdKs~x2b73jxL!B<P(_sH+rvelP56{p
zE=W=yQUZ_J_qFhswl;W1g>OkXkbkl&zqUsr1Ri39dz7N05TxW@bejHBV%KkaA|xan
z8}9GN87wS<?vO-aTf!o7aWQ6H7bL+)Yt0o`6%+HB6!UdhNT~ehaM%0zToBFEI@>J9
z68d}%HW0<6NfLa?F@9?Hr95K^kZKAF3NUC$SnpQ3Un@Im82O60xL9XO@W(xha140B
zH!@PLTgXb=^@tz}!Bzp#`Cx;db#d_wB|yDq)?@-r;9v{%$^suNHYWC%9}Y1wZQSQ5
zhpiL)vY+tOOcxzFI7stoZN7%h1non4zWsWJ6XVm8J62ZThevPIv%I&MaT`oWpFxs{
z*@*(zsQ!{7;oj5)C8gmn?cV{roavvMDqN2D5F8z6X6*h5VyB`TC)vk;j8!(yp|z6k
z8?{Hv%2&JN&W_oheofDh>fA$fcG|3UWx5|KMyWL0L0#m9RY;wcS#_7tAi-2Gb8NWy
zM$J3)!9g_1Pv^(=1Z*X_xo5CrCQobuqT4zNxJ|mAI1anvKgo8Rx`Ts3Mn}WgS4N)+
zv70;OAAjp!-$3{-h^d(0mYD@i>|$CLwpdoyAX{f4GlTvo_Rm;(+!mW#Awo&w?^{Gf
zd-aNlD;xqaenQq@w2E@W%%GafJ-eNw|5ey|$5Y+^|G%p;lS)}-BqU^KhY*q-LT1R0
z$ezgxh0G9=b*z-V3)zl6vy#1KWE`B|^U%0Hzw2{-KmDy+dY|!rzn;&><9_!bz}qQw
zl7V0GYyPS6BxZB-(F+}X9_LC<zwz&wbKF>YK7DK%%A6{_-N~dRyVlK{>lK6N@dIL~
zuBt?szwWzwnG2cC;Z4fh+X84zKIPcLfH{%iC0&o5<j7_uGt1syT><(j^+0S)nSvdO
zH`ajNP-bFqG?6VN8h8wRX0m6$SrN`2#kSJwm|7l&YGRbD+x?`~95F~9Uw?EgVRR*z
zaV>?8p4V;nJB0Efx12RJ)P>&7n}j*f{)#vb^JGm?Rid~r6aqW$&q4Bri=s$MM_&H9
zq)c<e>8m#~GqSEeL)u}2K0%bc&iNPdv886YHxj*MAc5-S<3qQ4QgFu1+~EDMWxt}X
z;lHkl1oDJaq1q%|#0~qHpvIPdxBUq~#^gt+{9r|!^sLw6MIqv1lq18s`r2h1n~7y{
zQnRz1fqI~+Mbc4AzwiFY7`96PQKgxf=TUz8j*j-&1-b^MN3&kk*_wJHG<+O{tdzfZ
zL}X@WqAb6+L@bhtRRfm^3j_+sPDFJWaN(agrM<W5L5lW0e!aS*AOTMxN}4y@^GH<4
z>9p$0_FjIU_6RyVJq5kRS8w0uX^kmz+rKkb6`vA89PNVzDg*DR@tZ<oD#dyF)1XAS
zx;3jTL>b32-zOtefm@fO^)a3<h*E&=met<GS<b+LucBT?g8X=$x)%NIDhhZno^1`(
zOWnC+vsO=i!PfbtC&-pqgn%A`dQ=R-@TmfG_>eX?H9MfU#$nc0mCOT6Jl*M52}vp5
zYu8K=>Bw0AE}&q6&I9U{ijd<1IDLCio3IyALud_%#`@LoiJ^wdT{f$GG8Ny6=zTKL
z)EpeEX;fh=u=oM@iQ^1^J&J#|we`Zhx7{Qk#AtG2TCQ<rWsfLg5MWpv?@mu^i*Iaf
ziXkJH%P->PWH;e53)=DiZ!>kB-C#^$8ou<GpZ^YE&wmiU4fy+5G+(Y;RW2Y?)8Fz=
ze@jBuTcKRCwH{_A$q-kZg$CUMdO2Zv1l``GcN&_=w@3}H(P68oY9l8LwOk6CZB|zi
z-I>6_e@<|+FG~x`yry<?$S&hH1U?OLZ{UK|GSDOAIBFgb@@zQ)fn}jpTOLY=bD#Z1
zK<za>-*>9LqvX+KQ?FH}w6sE6M%m5VcWmOyQ1Da;G&x;0wQ0DWq1?A8Q}PP`OzWSs
z^F-)#CeYO?Z#x{-(D~&0WJGV#feE)?3R6QF>BjO!j=g7MmTsJ9HvaIHp?qALA%_s^
z9{Ecoy!{Qg<nKnlPWB1y?95+ZkM2qnl#9=TN~D2liBT;+i=7?hUV+R4I69CPp<wd0
zVQUA8;z8?=*Gs*<GjeU*@85r5S0*zD&xqA=e+*@`^LCfkTX7HQA++U~Py%vPv0DZ@
zJLca*ftq#9V>*4VXo-7N48YJ>IQUat3nGVk+I7n=rMuA<9J@w0)q&cf+Pz6XJuR6^
z|It{mwASV|LJHJnJa0@ZvtdC&m`dP6UtqyAs|yLZQT_WU64=re#PWLVt+jobqRb@<
z4Q0yAz@Gi6?yY)5ORK#0x_O-1KkG56608Dxy!sfE-+q$RQ-d)TFqefiuwA{%$U^UP
z<IWu-%N&An+?hC#;kb@h`v9Ucmr~FcF`jZ=G5CVHF{v}E@GJe=P-VrqNW*ZpxfRVJ
zY7?f+PLZ(VfX>*?{dSzg1@$sJ6yl?4>)Gi(CvoYTZ>cSJw6{Ovx^9bzuR^4z@GAw+
z>z|XBQC6-rm1t;~F&Sx2onC%kzU#_);|}<lvP=f3gcB5!I=&|Drsh=cfW89b9`f=E
zrVzA;Iyt;j*}f;e+-7V`e-~b$J)j~g-`etdV${5Ee-~xdFY>kO7^nx&Pz9$aBh+=2
ztWi~7^F>y9F{jQ2Klk6ZMDJ4*QaZ0}aZt>=tr|M2g!@F3Yl|J_F=b2-&(8<z?kFCC
zMaOtc!zaC+WNEbaNB8wD>tgZZnI&qE>&^@6*3yl{9_Ym~hp<@BE~=e92NUryQ9eF$
zSocHp8JYnnN(rm5J>=6%9VBF3U2odv|7YNx&E9H(;Ad=w5tb6@rIm%C#%5e@Cm(dS
zme73!eZ=xOWKw$hT7innsC-l~YU5Xxh-YKs_APmmc!!1lL~+Bj^08#(FF%uB;K5C6
zq=A8--_4udy}g|#*N9f;j+FbozN|2^y*&-xig<6Iy`AX<VFm^8y|uY5SG4tJ(J-ss
zmXYR{i-uy1>$jnj^%hxp^-|WRUXb&zD&1;WW{^Mb<9#(w(BVlT4?oS5<zuOml9jwx
zBX|T^Cc@RW;RPGMs+oLRO8_8pN6oW2jt~cuDxBvf%=l_K3KT-mHj#}s5!i{dq}q4|
zR`S|q40fh~F6ogU?0vcwl?Ti1vw?oN>T_b6k6)th^Cu+Q?njn4uwGN22oM26RLV@!
zcRq$2paQr2l3@4_9aLqz<<ncVR+tRGXtu0Mt3Di%+)kfck5N|marSV#Jtq#V{LeAH
zm9D(dDx{kwyE@NOS}c6|*|Q+wg+=7}_sd@f%UIPf?wnul*sZRv5ZOCU-GoC(_Wr@J
z0MVKlBIgqvQO^C^*_~V;{Adn5+XamkDF_%ms!x?O41aK#t+BTp20_|i18~!aPeF{m
zMSg#+#Czl5nJ=2S?*8`6gK6(l3tNXNb0^4ov+mi=C3s+NJS1}N(}$CrIPZCbOWt3)
zYxf`Mt-KM1b76?%ISM#;+{7;f@e}PaA(LxgY;kZ1B5Bqw--99~?$w{%{`svPIn|^h
z!u=Ls3CS<&8U>_B!CQaDu~F=xIid-)N(u?pk9Ij|5}0XB&raHb8{tB;Lvqxwe;)cV
z0;N=JVTPR3e1cpv>vbOjJkZ)ITC%F;_`(UxE^9`hNDQGeGBSEW-E_v8l!N?vgiMs!
zB_^K8@Haa0qB`!7LS82K>GLUS|2>lJ&ph+1$e`A<;YiN@kKT@&W?e+vG-|ZuaqTEI
z5j^|`f~*AmDguB9kT?jzZ_8yP0!NNYU|}g6j4upnF^zT!Y?DCP;8zAf&#mns6i-CS
zlAWr(LwopPqVd*ggn=_0(Bo2N$%XWfCv)ZIZ7z&b$A;X<&<Q|}QHVUA8cLA?>m&F^
zLB*Dlv0f@V4v<uOdZ9h2QEGQ3oam-~1yqI9)JLB`Z%!eLKi_2P!k-Pi270~FMeB!^
zKK}@*ue6<wuyQ6Le((Ukozh*=T}JcJ!w{Rt+y~H?lqC+|lt3+Z%624&`)4GJI(u~!
zerL*q2bjCv%=dAa@Fo|^!Tbfpbh>Wny}dUVg%d`>XNKMrmCJm1$$LaPot*q<d6zTi
z`rH{{nAJ5kiClals}Igr$c?|P*x;zSM9b^sSX@>b>cr%t6>CMqNqd0~pqoCl!jLF{
z^G3aV+$En0jh_wQ#l550KHi_&p3TevaOGF~)BE&MZCz?*b)n#Cm$fPQn%miNZh+O$
z?ChL885ee?KO@tX5T!_H(mG*bLBUxV??fgd%R)f@rnub0?AQxIt2f-vzk|#jNgzx7
z#`h{c4J#OE#y&4ZLGc(MtKNO}=TyL+>IUmxXCC$5=%Ujl(=du-iL~_AO&Lc0h%0e?
zX^0vd%;Cx=?alXvi+LEY*kFc_uoyzl>avcc;p7CIgd<)?NK6XeOzVnElLdF*5j<GS
zSK^I7Km<b_?Q{?zQQ=u=LmZPWESR;cH^A@e>D_m3j$FLJOGwQlt5rTcDlLKK1E($=
z`^6Z3Hvw!23;YTSDCVqQMn&OePJf5}1y^qFovto(GxJ14U}F`gP62K*IVHJ47`NgA
z<P+wSeuWf%u(`y-O**CCQv{{6-*24?uo1w<X$GTj_Y`n;*{`SNO({j+WfgI1$atqC
zaNovRbRXoeFz`;tr-8Jxd&QO;4C9;_ysMBmjZ^oQJXnMU^E}&lyW3qy@5jXXN54W`
zDX4$^e){h!wZXFKAgkiYW`4WPNZtOh+zcku%a0+OC1F6RGBI)Mp`MnCqE?G9`Quq4
zqU7Tn#Y+KEG~FJMq}WixTpYMgV1v`FnO>u=tzQsu2(6iX_c(r$(^<>(!2>b*%c?9B
z?k!yCG#YAo7pw1lI2ni%*j}>K2eFcIQOSpfMwM*`)7A-;=1B!5W+a4#g+fd?$-jW(
zo&4z%%+n4>wY;qC0zB}5(`u+=T=?~z?B)BUS90Ec`4P2=6P6mx&O^f?Y#ghUB!>j?
z8vM#H@@-+I{(pw~kagQb26>!?=nWKHQ#tk`I=?qmQiCOr86to@jwfYuzp_uIZCqML
zMmbss?1GXyBxOF8Ua(G&Y>C70iVwNoI|;uZlikAd*eik{Q5|oraI0hXq-$kC;)nEi
z@pN8^nQwdbl_MiQlB^=Yh9lggQJKvq1*lJe#t+cfE-A+)M~6O8jo_^o2QzqEQ9}DS
z6|>cVY{9@YiPCsFQEdtz$STceal|)Hju`>xQK{AlePR8EvXWCsDo=rKSn)#3vu-**
zkudo-7M2p?Gd##9ql}(sBvHzdDFT57pWcl-YG04i3HgX}+jL5*CpR(q0t0<^&Js%U
z^U;y|Ry^U1qES(y@-0aJ##;r{oU(8CX0zJ|yEWY(|9(TS%inHj9rBocT^Un1#eagH
zULdCaIt>FT&keGoeF|*`_x1zSCpQh=LaH~tiCIx1=b5IO1NZue+~-3mLS^zc236qr
zLBYrZk=Vo6scd4)a8Q%rw|(PTu0ra<^M9_X4dI=qd^Ou3mviiUBO#*xAcXbvcgvwK
zD_$Ao^5A!0t2GQpQd9Gvj(8ap8YO64Bz5b~(Qcc$`StE=kUS8R(|Nftn(9ooEa`|F
zcUc(OnToUyzsM?>7ouupZo%|Le)L0B6BDa*WTgHBc0?@_;#mEs$Ybt>L@B*efPex(
zQ9*|7ux&#(REKGI%n|fr*Uha402LmRe<9qR-AbX6K5=8Gp|_!N5J^t@ovP6DI&PSb
z->nIO0N@9Dmm31~;{E85`V%!`5^`xv@%I&-nlqS|=qGp>P%-_@Bw~b+Fjs=^(ebwn
za!6jJ4!gRh!}P338}`UppkiXe{bMIT>h5>QxOk^bO$tAMQOJ4iJYwX>YZ@qnU*gu#
zkd&8Eie@qk(ymX>%AVz$P*G88%}A$8P8k+BZj_vY%+8c)MJBGk;0jEEd5~9(5xIG`
zZ;j`RrhFgmdL$#u-N*>=52k?_D=f0}u97rML$(p`yO*#EJh2EkHr1YRiGzwm;?hyw
zyoU$bFNhK1W8iz|CN%eHJ)I*U>i}GG!L4D33Ct-VuF=GWKe4E$yMGH9z!OFSXcGMc
zs-O42V*384k4ndb<1gU^4+ep^zRl74ro$tgFCS&+Ki&Py%xsktX%v?^-h=WL(pZ?B
z&3`<YrL8OAR<`JX&MX)zq}3>)uU%1=Nq_M@ezmhR)K=0+iKY>-8dUZ5_s9uCBP{Go
zz6dOVN8M<7f3?D@s0!O(Cioak?^Oy;^F(O^P%ZUMLvoSprN3=)a~YZ6<s?R{-P2Ok
zk+i=dbOHlXw|p7%a?I`9ao2&m0#X;^F)9y3i15;>hJZqi4=xToyd@_G2lxjEKMMlI
zTeP>|SIXjpe(T>K_cQ*jL87KElL(P>cGfyY@n$Urm`<l;6q490ADE+Jk0bxJT(VHS
zre<y%b6ne`bWfjzS(u?~#NtYX$5Max{P%(A`8e&bHZbW@42j&HZK@r$)Pg%2LP)^#
z^5r@U;fUCnaxn=xIaqy1NC|;T6aJfH2jSL|Xn(v2sfru_d;kw);_-V7ei|^<xe2Lb
z!_f6>1%vu#-fsjRy--~E8^WLCf7L&$Ndl{L#Gbp%E!)Io7b3K^_>fJKkRyWsXMnb5
z&Hb*=pO5!-D%}Nq4@I!VJ3lq6NBM;XTpY26{JT;`!C)sn5fEH*;D4fH%?WC`Ectob
zu!%hd8-Y-EI&<bM<uJ61oZa3V6=hz~!eyPd;F^o#zCdHmO?Tx#7npCm^Q(<4O$|1A
zyAK)~&TF7`0^T@a@IhJl)LoV@IkW!d#VJg>m(3e#WIR0y2nTqWqjhXNuHEK*TTA~N
zu;m(&wl+H~RW8BL>F8;yF=wWNyyjLUJ!<{uDa6^_FgjFQM>rI2bgQRM^(ZOjQFrEY
zsr{YyCo%tb+MoBhuJ_%prdSOLEIQ`r!0>FIoG~{MJ5N|nO3ZKbKK)vlw3+80xs%tw
z%AGV!2>!MhJYQpYv|MdA*|+r60hgT$uaW{v!j_+LJ0tLnMdz%4=ZRyLLn98t0I%Vs
z2v7Q<Q5Fel(-8BdB8b+|R1XpKWC0930D~aR41s9Gocxo`*tDoV&<a{yWl4Ygs{?O!
z@`YrkVP7sh)wo81B{OAWI*5bYWj5wW9NiyZ6HAT4`GDI2oVorb1JIbsm?=pfqJXiB
zdzaa<KencxpSC7wO-v?0tHf5dJ3u{acl8eZe861H>u>r(swayTAOUyz;2S$iK`n<w
zRtFoe!PnO>&&9GrV*L(8wVr-|1=T~6vSK*UhFG-yGq>z6_-)cBQ}*y}i_o0SGzZ58
zjr4bxyD1ZaH!73tn6QfN?09LblV_g$Peo?;Wu2=_mSMlgg4I6t^p(WqBsB3r=t-0x
zi85zoik+X8GEOE{3y1zkQ)cE-gCuNIli5t(cfRD&@flZ{Gm|nT&G3p(YXvpoHZn7(
z8}>03-8+63?p96Xyw~NV&8)-jr~6}N<#MD>JtgmQJozF~sB`b+2Hzp*ACoB<==USv
zAij-{&(!oVr*T*&M6jjF=|iDI>>oZCi~4BTdVE)hnG5mC{?APCuyIIg(Dspv!I$^_
z`88COx^5c$Y{_^6;b<kCj#)g(Q;xDs;36_S+=w%fNu7d~yPV@X_jZlA4y<8#aV3)A
z`&?vs=<Dhn13>}Zyp7mHcyTV>h2RvaASyH?;NwwC+*YWX#g)4-(~CI7?>U0K$WnV4
ziWeQ1r|uwejJN#!K23@d#bV(Es!u**`ctwo?o*<~YO&p@d-V!^){%`<C?fm`B%a2L
zc75l_`w4k43ftVkK*+s1&Gwxi2pBmKHI7_g&4#17VtZ^>ZTYR4MOsnWL!=dq9_WTk
zBMCBkAb`3m#BzAb8-8|1rLqwYtfJYebzW}Zrh(&P;;P(UhDvzENgTrD)jfsSYzXb*
zWlw)F4t|uQ@N-tf#E5Osv#t@Mjvh=Lo|fP7!J^(>u3p_6<zCs2)1VIPYyWy-wfNu`
zCTG>-kcGvFt*oF*`!Or|$F}VDv7T$ttMn+hb)T)&hT{RDBgxXD2Xe9f6rj&Z1{Cti
zuaW(LHJXRRes|WeF7{2|up|tH*(4*+!*M1<*S&mYW#psiDdFwKb~s=_&m@oc;p-bL
zhn%x+o9*00=bhC~PEGXgVoi;X$I!Y@b5)I)KxXnx&FnJyH96NvC^mfiG;)g28DlC?
z%%n6%G%>rnFU*XbFt(JsKJ2l*Yb-1h=-&aH#K?$n3ju3`wu0x?N3l%F>1U0)q7&mW
zdN{?RC(DC?g@S+)M(l#`fhT1}9#-}KL+(@3r@zjlVxXMphEjy^qjiK{b?$*m0fTV1
zXgi3t=d9rB-oRwq1Fb9nb~b(AcKK8=fb#b2P435nP*hKItG4BDfp+bGufM=v!$@A*
z`q7=&DV0@^#OIPsaezQI<$Mf!RI5$5Z~6bPZVXfh^{4@88}PdPniu0{`Ftd31s0Tk
zpoT>v!$S9a&~t#Mb2?dW6`7^Z?S{=yca2d;TuDP*^yLEEoBwY`g2U>-%t^4cyIGLH
zuMte=B@Nr6|5>9UGpn4b)~$Uf*V;yzm7RHoS%x@~ivElK5f-r-Knr7(2H3iaJ%5x2
zJrOkP0N?;)Z!%671X}jW>>=1s<?#38_E#*7XW`;=qQh}kGDM6Q`t#FqP{*KofH7%4
zxOo$tB>A|TM^^bz*M-0V0QK*$YNm(bY`OuSL+nvQ^YD&O9VTnnonyP5XIbRzrOR=%
z7E$tHq%ypG2<bsFP^mY7n^Y&SV};MZ`1HeB(qMCgfz8T!4d<rmdJmMLZ(!KQE%=(o
z_|w-*A-BJCg{b}9uTwfN8QZ+@@HsYUkS|uOI6zIrQjOPiN-#H<E};#LM9<X}ljTHY
zcHgrz6BjyK4^y+Brw4@9n?DSun482KZa!JLI2=l#K7cnjM0gJiA3uNE?eAbB=L|%!
z3)ux0u#Hn&${5`culNhJRWo*Au<Dk=Xsj@Q35uLjJvRLMm);Txa3{L!_I;XG%NuxF
zz^P<~DOc!_V(zJ!BlIuNI>vnUdwns31(oRbd9yVUk4QFM`IIj}%J#U!NV6=9&V{1|
zXaR+B@!zhtvDjM=K&U0G>dh*m@1g-0hUd8Z80?xAt;2Cm<=T+vJ25<jkPQP`$YEPA
zZIu$Ffo@-CltM=iJA26}yo2v4MA(iZI`^Gh?I)-`*qwym&slrXE^_JXXdVxm{@C)0
zqb!kVEHs&P%TWPT3By;fa@tIfRN#C>wcbz&W}2he68chMrE9N4g?H*@gObOIox_`A
zTz65Of&CaW#)>$1o+8*^(ZO_CH|s~!=)+AaAtqKvasfkJc#KRwfWYj5+`Ebdjz&G)
zFi1*0)ZD66E&~AO=L7P3%5U~GX?)zmlb><v4WljMV~IuB@GxqZ)Qh&<X!B_N8q4E4
z3Wk@J3~lZ9Sdf&Al^P)}7}8)>fpJ~ynOVs8aO1du8|hPg97SbcCfwx#YG-b05^~iE
zC4`HATUvpE9s%`xcxe>b{B$`09u99o#Z999zRb~m8A*XC7=w#VDxHEp&@YUz74@tZ
z4^(!TM#X`1oYopAvr~oH^>Asw{`JUsKKgR-f8_};GwlX=wrgVEBBhkuyjk#X_{KFm
z<2lj*qUT{&mQLx27~8Ct5y-lBs;Wr#RuW<42&3*tRw{N3ut!=uuzNpykwUN9ZFPA4
zmkZtZF<0gYT$zfKd)vC43tGL?>!Ga=s$UV*HKoYVoFTp-b6W>kML(&km3+zT$U`RQ
zh&0(%afGIwRe4rvYHC*bYl}%@;*IN6s-CCksNX-<Na&Igh$=`;e)9&B5D{VGlY>=;
z?A<-xAO^xWg&dr;ap`{_xcXm7XiE#Vx+N4$dWM*I<*VpzXMw2Zl-mi)DvD(Mu3O39
z$5q3_5tqDoihq!}EFJw#kLlAeKta71p1I+j2Q7Oc!V&GV%|&I{V1Z%jHjG)Rfo+!+
z91P)T#=jKF;0w&7@7)Lqn^)PrnW^3#%ds;*OE&>AKZZ&ia#qR+NBm&-?lLA`!43FA
zMy-W!xzL6sI#26!@WSsz^lfJix{Z8QBT(Y7X6iWsQZG0Qdi<!^{V*;Y)iHkSKJZED
zIF=GVm3<h9reIZzX{5MsnCtku=Azs~s9fhN#NK9NCe$t|wh0J}&-mimjNT>PeU@Qj
zxg4O1X}(6^1@-tTlunSWjHiq_bNbcu%j~t)F|0JAswWz+GVM;ad|zCPGR?f=@pvkS
z0nb{+=QPx=!COmaR=7v~Vr8o%+VmqzH?XbMJB{b}$WOh?;BId()$Vcvd7(Wt1{(H%
z6Vxt5HCH%oE-8H6`@zmvT%7FPch`!OCpPYNr2YIzMZ+tyt*fkT3{t8WyN#{+D4>Fc
ziG`S&LUmY0rMIE^wo<g3Qma1Y?nWPcvBX8|QQ7eV8mcKHV=am;IQN5+iXwE!NWtL_
z!6nFzROvs1K{V_%qgrB(O)Wtqh*$i9t#aFFV0RmqG>EsUy!{`zj5+i2B8Z8l2ESAv
z3$=k<OLBPlGsKlU@DgI^P5aBSRyz;d3z5CYfCKFY(+0HqVDNb?E4(|;F!&P0$Jtfj
z{cIe>Qhr2gyn=yh($=dzv^F9qr-++}qvzqS?O&r$g0}WH*Lpm*FS#1eE9FTJG_%ut
zeKXj1qqxGr_~0$qn~D(f*NYJKupWp8Cd(ayDPTH-<g%yBxaB;z5p;dVkhf%{a^vt^
zy@>RAsRi$;YH~TO7pLE)4Pe$lV`CYeBk4aMd;2=tf^mgixHLIezwVact<k`siEeA&
zmRC4xq?Nsnj{`l=pSS(aQ~i+c?u^q9I&m@m#$svO7jj+rt8CXxb!*1d$q9(go=x)i
z7m|K{;`s}512aODqF-YCTAlmj(5}wP-K8=BHmmk^-yjh-1mYp9y|u>t)Q_4z-Q}$X
zE(f(fJcGIrg^3kO>E?$1?V3|*``c-D)Yo8FGB%PV^^2W@NJAcGD0^kWmbPuyOp@`9
ze>9eNY#NkLw+f9RPDyJnSdG0|{&@bbXd9oHs80NPq}hjOe<eFud^wJ{#$oWazjrTV
z#|smq{D=|vJ$=IXGY!uBTXLgayx9wv5k58W=zo2`@$RN+D`8C*Ps?i*suYPm7XyA$
zg{H>TALjIB$y;|Pl>P44s7@eQSAhC@Vo&sd$^*vXT=5g>+fFF9IIb?r6;vrpGi56O
zy}>2z{f>KS8bFPO_R%+9>VW#}OqbBpyuB7=%1?Lt!SnltjJ&A07uVn{c`DsNqECCW
zHw-jljUKGc*C!w;x!i+>`xAukiMWLC`ABVANeTN<!uc9r&~J}9X}dxjX)xNO@2?*D
zqR^w?$D4cK`8;?1{(bdmnc-a{qlOAnz9UTTs|y2>+GVX;#VgCBB5$4ryw$h2S)E}G
zR${lUnsIMYV!v5c;dg3{nfXFfvy_y$WYrZitR%g2&z~x>>%$Mo?mUTApz2|bW2k00
zJwNlMz#c2ad!hby#pC8L<9=mCo$KeqX_#pArc1iw%%h@kq)IQ`PjJ(9HyPa-_j3--
zow!;1WC-s<A9zmBwCUWswt_~ZH3W++gxucJ(#V}C?>u?beQ$rb)Oi+}7F>3g%TVI9
zc3xRqLP5699qQ;K`AhZ72``#Sg*-M3Md&p{a8P;_=bw<BxR%VzFRpdOny<$%N4JTz
zMc+u@ELdT3`rH1GHRIvVk|7GMp2QCIP4A$iJAYwgANkng!ei4K+HeH^NK44yd?%*&
G^#1`nq_8jm

literal 0
HcmV?d00001

diff --git a/p13/images/gradescope.png b/p13/images/gradescope.png
new file mode 100644
index 0000000000000000000000000000000000000000..a46c44d2a9b9b8d4b76a9721809d2e81754e946a
GIT binary patch
literal 153964
zcmYKF1yCGKv_1|)(BKl>AxLm{4VqxV9fHf^o-C3;a1ZVlTo+l~eQ|eZad%z*y!U?h
z_jT3OR8Ljc^i20T{haeWC+wSwJSG|`8XO!P<`)GSbvQVbUvO{;rKrenPkfgYg5GZM
zZtC)%;VQ?-58gV6)>6t+aB!d)^k-9~xBh!)1wA)7I70gWF8D9%AJ5_7UJJg+NNIW-
zAFsZb)SRV6K34^ss!4wMfFMiHrKV|!X4uWPlKiz|<!fy+*gzj#QUOkN05>Ko78ZU=
z`|4=H+(Z{1{yQ(02^CUW-VPjF`E8nFivQu@sm&`LI4<V4x8i`jC-LfL=W%%Kk03Lv
z>E}mTX{;<|Y+R}TS?2#WFFbT~bU{JE&XEyAHX8F0yV-!Ks3>kPgrOlF=aVJA6Ev-S
zxk~SyNqHCl&X>lcN;$g{msc1N-aq&`%tX7qGYI{{?vs`P7z}oHEsc04>-2#7?5!7P
z#2TGE)=zFP!YwQqY<F^?xNIU;{XRUb<oC**9>h}U$oMVM@q&Nwh2$_Ty$6m{%b-a}
zNa2feqSSZV|JRz`Qd3jAy1LYm14|n9>+8BY$sPopA1*B|tgXucb-&lcRF!*kx&mkZ
zUM}L)!C(2Oj7vK6Sz1~KJ>DF#+$peGSgrZsEUfiW`W9YyV?zCbL?K&{4xL#(O`}<l
zGW6Ghv-m56J$rfm&uJMQB)eX#P;re+#!`MqCMV~TPoD<O&yz#{ukA-OwqK2oj{dH%
zkHYX&r@<v}0D+Ra)_Z$pc6N4(0l(xaeGyH3uLxROTi+&xKkj=Cl8;ME3*H`xDJ#%4
z+JQoc?48KS40QGNhZ;j0O_;kO{b*v@*uR<zggkvH0_u9*JutPb=QXOf*U!<<_ZJWy
z#T`QzsREx@d^{ZbIN_9LRoI}@67*1J*8~aV|C?86XtCAc__(~IW98B)*L&LgGEmLm
zRS8B0<D>z3>;933i{ATz*@E=F^**Y~%E}smO{sBjTU=sd&{DmFX{90l!-D{X0+A3z
zFnLldEsb*g=qE50PyE~#zhgKqW#&$+@7_UnlRhUs^4sk&Eu2e(Dy%eW1duA*+(7;R
zRw^%zMnpu>4@F6zkZ_k%K%gg)MJK`n#%=;C?=})oma*5cPcNl%f%SQOcXVX0inz2}
zoJJoTJ>2eu1S&M8<RwjI?i>bvAlLOk#cU<bk?mZyv+Z-n_+F~r%c1`_K7Oal=>Pw{
z`*T+g>nh@u;&=>HEa`(kJzPr}c?iqYm%-xaw#(W^rR1CPF<bkS&K?K5p_17ZQGDFo
z+;JHh<w<rt{$+1JNHr2&6tF9Dh^NJ<qM}k=UoW*=e`Fb*XmiX<EDE4z&j=mp(h8YT
zZ`SZ2U4(y|klA+mdR$^$K~mDV1121h-zmC?Q6j29F-d!gY`21;S<z-{fr3$0mX;nm
zb}uV?vQ)o$b{4V=xo|pNG)$6}m!%UHCI#LF(~7luH^6NPZS}a0XSLaVnH?M)l(e!6
zZvKDvD5KdnTcv~D2D}SM)<NfWT+vO+l<=pFiz@;-EPEQNeEn<b_19LzL=6T+pz^;=
z1?QkGEG>17jj0%wl9~@hbuEC*X9^%7iy?K^2iuZnceirBIZlD9AjM=nv}Qj-^PBc(
z$Oj>lzj{2@G!}c=sQWGwr`U~Dwj~EOfW6q*SZ=57TGhSped8=M^rh^qtgI6`ztJx*
z9XEc?dDPcgWKtddDa;hDhHgtZi&fZ<=R)>24&lbxml_RbvTXkK>aaT6m^%fc7#~E{
zKAAgjBnR5rKCFP@s!?Hnmx}|%8bw&qlw#q@MM_%pD|*eIM`(MGH&E|-|C1%7ioi}x
zGXBmKu6*1Dfp2VF?B0r;?Ju`a0h0fXeq3Z+Xz_9?@U13^Pfm{5*<pc@$4`a*-?k`z
z1YXDC?yt5qG+V69RV<$mL$nUnZy4V#QTblyX87OC9%vDFRtEi4x%qBo>_Mlcy$4s#
z{v^Q1S3zAlQ5?q-z>hri@Yk>rC#DMlrA)Cu>?HIgQO;i8KBkli1qEecc|K0B^T&@L
zZ~iYjihSa%zFn}M2age)rKxzJU0Vm1*{DPLZfX80xwZ=WeOshs_#ylp%btD!VeL|_
z`k1u2b>ysh*tbyFe|R6oUpDq4@J?Ljk^uL<<tkLbO2A7%S6>$*f1yah_07wJF8YDU
zWK@>rOxsnD{0;#H3u1y0c6@YwjUgyB8<dzxASx!t_5Hg)xv(?pqL2{x{n5dq;anL+
z=>#xeNyAul*bnn?cb17rVw=n{m9{YIFy1v8oB3GV01JGmeeAi3fG!j!;o`0eWo$~^
zei3yyK`<1f3>&6@JyE=-+Kmb^_WAHTYU<){NT&XH&iR0w6hGu4*YwaOqjV-c;Z6eg
zt!YW{Shoh<o-7YPI4pxr52m2H&Gte80sPd*3dF8%ZWHBtJiJb87$?j1ecAq}e?7`t
zXrz&cJkj$)cDD!Uc6_vOj3gt@{*`?-fHpR0wfrIsv+;ih)o%b#|1zw)MNZB(>CKU1
zI<EXWe$>N=Vp96?V43>GI4z2dpVr-}xY;5D6$ZAQmNVk6@H`Rbc1tNG;-ah`j1?%e
z3|<j+@NE2a5?mMPU_^HO^h3gNXEp4-XSB_omC1cWTX6i-S!9-HRLT6p`_WT}Qg-;=
zq}@iJTW;<uP5Y567Ld+FT`dZ$L&f<S2;I(harF}8d(Xxhi$)<Wv#`Dq&>F9!cYm&}
z4C9^7fYNuDk&dTL10jy+hlZ<mY3Fk)*TsoIY|QwMP&~a3TU%T19JYXt&z7DJrjhqK
z_<EgMxmRtl{pp76=704b!&b-ZI`u~SIs&wCqBTE0X!9S1%+GL_(u}lnI;&HQjv;Ly
zMa9|CB+3r|j-PB860(1|^~&Jp{}((DC%RlE#5(3Quu@;}94Ie_ot5OW!0*KtUDns9
z*I6+AU33TK`KBQ3rxn)u^%2smr=v5T1nKa&tm_Ky@hV|>v8Dq-?oHr$egoL+(=^7C
z<K}UoIJUdo)lYCWCxR;v9<J|qGH@_`UY*ybdW=pY9(<1c<RSyIfgeV9$>ANajI{6E
zP{jK&x1j^ukb>{BS;~<CFYnHL`PTU(G0blmLgE0tk=wHxtDc7K<2DVs2)25O+{zKW
zk_}yZ7(N@jzV{}Nsjt;ZzAo6>52pfM{cSFu0=I~*WU}tKemR*?KOOgMn`qH+Yh19+
z4$QD1$J7tb1TD$t8V>Zt#%EvNX)|tga<eXK2=;40ap5<NojHb|wCVBTHwJ_kXsnK6
zbiHc0ou)*NU>p~1Q)~FX!M7pH4+Og8X2d!3ovR!;tF1<x7G*8qnphw44+dc34shu)
zOl|34{YkveVFxj)ksx6_H}ap&@vFH=G(*z0ty=K7U{Jg&_2XLEnzh+7k?Qxoq}X&=
zB#S246X!pZNMOIx`B?Asd{HDwRd$DsEEcu8%H^=cQVjydNo^5yXr3v3Hz>%YeVU(}
z(`L7}vVyQ~C|OFB1vE7Uk)PF-?pwnp?>(J3EJykKvun=X?bHL7X)4|=c6`>W@sy?h
z@emF@R3CC=K);{J^$m@P=!vDlE}`e^dAtEQkBi-HL<y{QAI<`1rVNHBC*eKo0mEE*
zikBP5rh;DQ<k3zgk!NseIm;m@ra*4QF2%}H%g4GS5Rd{^>g`$vj|+z-S(`wo`!p+5
ze>_IV{p+dy@t4mB*UG)`J>}^l3J%D1!7VXlen9g!eRWT*`Gx>oKCXL~Pyrj<Yl1El
zTtvdI@3<c-v1A&?w^GozbR}LozAyxKbT9FBm|hoyYAOX)n>U=ahKI+?YBrqW8I&#0
z1w@Zg+f$!XGkRN@@Q*_6-YJVvdFxxzUNQxCK=UqSm#qi~Looz!N8IIN*hh1Ne|?2c
zt*Q!P9|ouqI@@f9g!HTSn;Wg<a6Npo51Esu>grT+tX7Qbg~j3=zcLbdI%aY@&ji|3
z2#BgcI=DiG%+0<|$ti4&4-Co=@xhr>V*b);GwclsG26>>?%fmWVcAfNe9u&1kn^_R
zwG?~T=uON{?=WD5dy!ayRDHc%s~dSqD<68?PWXsbF^&<vA}nMgju>{}Xsej!TXo<l
zfvj+qvXz#M_Y#*(KUW-L%I{Hsyqsc2NC&r(31j;pV%Kw#uMfRfp`}cW4_`2wcVWfo
zsZ+Vlb7jDboKfbz7w@hd4fIy3TV^1LL-|~NCHYa^L8)HabQkSao^b;N$02AK(=#as
zaZ3PxysQbj#AdIL{#LoImeEorka4+<>r%}e(9xjNon@Kw1iecne<nE1d0L+V7W5N1
zJVo{Y8+htj-nlclb#}6fY5l`QzE)u952+`JOF=5KDy*z1ZT4^F)U>s>7C`?fA7Wnh
zOs>v;`O|p+V&CSP^U+0ZZd~v}?OL$^mbG=f*E&O1Iy?O}G9I#q^#%j;!l$Ai%1&;Z
z{%urI&xHvGct?9XdN6RO$({>n+cu>1wz3a5F^8W0>GSG&<x5H;#5w4AYzqr_0S<qT
zWHU<oUQx_gSkov$Et#4B_xXPNGs$_oR!vQfn&OYTYR-8=VzsI;d|pp&g~;}Lv0qw5
zl;fCvf#ZB?$&MVj=c_k8ju|5E#wunoD|$Kl?xi(Sm8juY=~RQ;@y#^S=h>1<sSPgk
zfe++YsZQg)eG$mET!kxJ#_vjNmhH1WPvTr}nEA_1BFaALKtJxv3QQQY8I;zCo?58v
zPb?8AM0e6mzphc!We9@<%JjHtvB)HxJt+_-v?ca6@I*|m&p{|kNODI{n;>h(?J!v8
zMzqYw<m;YALU>f0a;Z6q^z)Oc@5h+v18bwh)gM1%HIWLqUwP@UyaPQ2RI?8*d<g%b
zh#5;7or%ITvxIeic9Q=rK=PFQ63Rz|;(RTMI``a2DzA}Pf6|;6c=<u&tBA3?NK>b@
z)p8mPMe4@~k$J0<P&C+kH=>GuE0@(jL1tH%NV+7IhJw-J`)ew%-CXjHTkz!%r$AP{
z79-=1C+Rt}i!GeqU7HQRbzg{B&N#ViW6_L)J&Pv=)vwK2D;mGJIQ*EGzC*_Wm$nfp
zXqD>q{wcDuHZT8}N$@DJ+r?d#Gl^AWdDCeDtFvt$&fPI*MMuO>{j`nxSTsjezDb_H
z>KT{pCS>B%`~~Ot-5{_rcu)*KT6$J2_6vd8aa)aL$B?(nl=F4tGS;UsS$0i?u!R;M
z5^d)B+D5P5`g*M<n39Qsmd7j8YkL@0|5jDv{2F<{%cYwQ(ry)&e0ZwZlIN9dTvEaw
z&)5*Q@6saO(X%J3+8NISNdpg-9>m&E5}Tvm?1#km2dFK|n`fR>-k&Z?_W3~4Mvvt0
zA(Pn#tQW&Q%rY=KSZeS%@)UaihPM-9v<if=N_1!KW~YL!uJ78OUhc}==<!!2lC|`X
zu*i8OGwCSeCRg%g%V-xnJdT7*-5P>VA31q=UVO)m98SBVp2=#;Oq*ZSw=|sh=X+f7
zt^|%;mHvu$IEs6f&|7*bzU$-@yD!sN4d~1x+w1H^*=gOsZDQ>*xgcLn>1a@QRGGDS
zMT?I1u!LKfD2O0>gKl&lVf$FSYsOZ1eN+;WX~~M(i7S)2iLM*$8J#rdC@R}Q;+ckV
zF5GzwMEiZV6E!-Fjm8m@y&ZOOG;Zj+7JYPPM`%86He_aQGp=+Qq=Lic+kdXqmfmT}
zd4KFZ6XElaLDm`Kb!hHd7AFFse2&XWg2&uc*ZH9kBb@*fk5KC6*-G~pSxA2t0VizB
z@`c8^`EnzYsS>{C^NEY<TM-Ml9EPalgZ$l?%rIL@M^WYfG^QRKZW{04X;*q)5ZTJv
zf$U|?NBUGvsw{K<;iPG<6O7T)y{cp6UHhlx*3qf2DDY!3UFxL8Q~g{qk0|#Cn=5;N
zVtd;*OyOeuGw%KCEQ$W4)DKEbbI<o;e*BSjNm4#Ck*#2ROXR9{=4OAKu*?p5+P-sn
z<%`WwLVs-$mOBtwri?t>g&V>6Ap&ZnfO!46VNj4TARoe2YqJ|QSMba-dvBeQM}G2O
z^x8~fY`jEOak8j!NnHNu-ZewW_LXYAzBJ4+t1ZDZv?QW~3K^U9W6_1GD3+I(*J8y@
z9G(2m$6Yc3N7ng+!?3;mEDo?oZRusp<{_ke1w#npchnCfIBhPoU)M6ZzkBE7>pRRF
z)@(^rX*-F;r^WH`@Ng-NJ0J1MWA%{s#Z~yyRoSv&B9m2sh3G98QVi62@b~!!HHUlE
z3Fvq%9Zu<_y%+IVV!3R@rnt<}x6`-nS}!F>xIdg_as74$DLjJd;h4h?r#U3NPRlc@
z3@bQqYsb%B{Z$vrKH-&2cBM$r6G+cthge_R@t#~Ydm@Q<&hgkS9&55@bCJRvN&lT@
z1%b_zKOL=d?Tj{D9DkGW7A_$hR+c^fJ)6R1$M0#Uh~^!W9@sQ4_Dxqn2u;NQ1@(Q~
zE*TZVf;o<{KagAQ@t~fM{R4}HF9H?fK}h?%^W%mpGc!rkw(=R7W260;3lrO9db(u|
zX0x+aEaC#4ao=-5%FT-Ny#Q!FnyqLM&*9~OPU(?Z#(-M6^Rjw=Bj%eAr#oN9y8nAR
zk)|GFQF$S(Fh*GKJcmjbUJoT4ROlXO{MHW1`sPU;^ulJ+7D?nUoXf`aMeB4RrDIdX
z`rRY{JU=T7JEDmM53UIndgoDuao=Di1W@`!RKMvK>Hi~jh}z=IHU=S8J~#T%fPm?j
z(6zb9sM%D?m_e~+(2d2ULbfNX`1bZPsX-A10LRs^D<2ctT;UfAIZhy(3G!w_&Dueh
z@&0rldS!h*3cCOc30DjMck@4Mz`{6?b5s;QQ$TWMX2OYw=3xmVt$-MANTAO5Do`Nf
zz^y|-%IMWMp9Kp{eJnq6-?Q+Z{xkE5+lRjcQ!^_(#M=l)xGe|3-a3BYNHn4RfqVJM
zxiy(K!mrDZ0`iwxLH7^8*5<bl8*^`8?YrkYh%m8;3LL36?|-O;t|f0{om25(WjfG-
z{QNk_4vjc2g)f!*V6wy2^STzDy%*f%s=Coy<h5jE0>N}mgEzWKR~q`6c+u&ND$NqV
zC@YL;LL5fNWxB&U&VheeD9H~H{v1TrFYZdUE(~LWmOFZrFeI)|)+kS-A@MT+!15W5
zU>Q~7L|F%00}-<OO>o41o@SE-UBheeC@qfeI?BsCk)B~a5jpk#p!2QexbPT`^mOvT
z4t^(Q;X*5+B^$fQkq>RY?9*+98e46qlG_n+@y*>gN}RjMiIfxWXIB!UJDEW}!+yP$
z0aS%a)~)&)^I)zl;(H~3Z-x*vSUAGZ-wcfRF%(f_9(kaP^!419__{NlriBifCKTpJ
zx)Al4kjEv#oM$5f{rh|h5gqr_S#%20qnP@ihz3a^rDren6m;fC*ARY&9EWvD_bcbA
zwS1wWP|W2hHlW#cbl94U5g}&G@3x7>QRBJsMrSyKxv*dD6ltFCWh8+Df}#A(^Zp~1
z)aB?LKdar%N5TPKqg?gXrDy)DzO!mgRWkr`q14crXLJKE8A4wU=ChZo;_D}Qhd`K^
zekn4%_m*1V9d}9TDU}BAKIf(X{#?#^ZENG-u|)i4331YP!cE;KY8hDZmu$c|Bh6Y(
zOr_zkOa@>b%aLEg%>N*+^jhaG>`RyKc-5f+b{K4bs!w%{3{PrH%<i^o^U9GAx12%(
z_P)+(U4@NH#e#*y@H#&un-k`8&+?>$r{>=mo=8B+xG*)P&Tyd_bSR8mEl4CJw5XuO
zI<h3{eg8|?3;67`_3FGoVd_zGj4=QQJFbo4vYC(+@;u!cibs35{1)8qPiz_sRXH8b
zBy+iJA$ojK^j}%s?4jy@I_qHB^We8%2u(K0Dr6_XbHD{LWj<UHK^)Fj$-)Py=G%jb
zm*+=EmBG;KgYL6X)htmx3v%<x)!L4Z?2&i;bI4Nmukotl@mI|+b2=p3C?X>BI;XfS
z@pn2KGvb58Lp>(wx5e}VWzXht5soRoE{Fgx5o%`{9;nHEX(Z3Wg|Q$;!<OJJ{B^7R
z6Gd9A%Oxs1pQ95ea<wpfH4N4GahYra3ER^nsV@l6#ru(RzZ<c}=x0ZnLivnKgmP^~
zS#+*n!44>WxOBO<^6iZ8p~`m9QiSwhk0Uexc6`=b#U%2)W_oVEA9f5I7724$wWEz)
zzRXI3W*L$-ZMg>AMvxdWR96^n_W6|YI#pusP>PYVQz=e^D`K9jlc>JS73Q1D&!#1E
zaCBVyXL4JuAV&K6h?4TUC&s7DXNM=mkX4D7)gXSqozqI;8^OQT0|}DXz#mCRQ}+qs
zaByI;n)=8AeMHOyFkoMI54Z2{F2?TRy!AiYG~5`V(pK7RoC?6ZC4YEvKE9Z=Do^D?
z&AQbKMZ-+;z_xDA8PLei&E9;<{a5D!3*jz~X#8gX;DF#s8LH*@T|()3A7zAnKd~RX
zR=__h86oj!n0&QHNdrAES_!FjV@rwFA7h?smsRp6G3CqmdQLBe-(;8?{sgYY3_hFa
z2SvFt=E&n?s;mBCI+<yAOlo6%Y`^9M`&rnpyhlL{1wZQ2c{X^qs6kwuZ%O{>b+C8I
z)F&m0FtD4HW&~<ik57Q5!SiGI(pIc}mqkj})?c)msm6#w_w@I4pM};SO-dsH{cLa?
z{#Sg)CNL6)M<JU#jvYk2tK&_fV?Lj!!m!&k^7vUSHWbkkihT9>@O^1B@~&^>Q7XYr
zu&20u4mlMZbB{S$$5zkCjy6*+1wOAJuMHbfwWXA5OXwOp_RaOL!221l+StVk_EpM(
z1xY7C%aUz-%1}wOr1(qus6?OeBw<3wkYG-o<%U-oTGxm-fBz1g&s7tFG7?{JzH4{a
zLsBW{PhKDu0v<Ju!+mf5#oN;XIY*v{n!&<gazx7fxRr~u6G0F^pu&<&yTH9j8pl-}
zo!zfzq9`a()R-_jYoDhvUeuU|<_)Y87-w!eVE2ZQSjf>J0ULtoWVeIbdxX2RTKiIL
zH<oM#e|qav)7!UPY*Y<xL!)T&-)(3;32*HP7DM=MoxtQ}t~-((P(5KwAql8h$j=eO
zN%Lbt4EsH_hy>yvVkelYzhti@MG5!e0rmP^WAMb2>*$0o5MUa44<EK?ln>{Ql!Rc3
z*0mllMdUzp%T~B+RRouVtU$5x@1Ds$N-9xaQ8>r>`~-le5Hcv0p<$bpQ$LymkW6CK
z7{gClI55L1O=gZA@g$;7rqoKv*wCVp`kAhtvDW@BO=aj#j*GGqB0?IQ;jPwUNXyt5
z5y8%gOB8wiHQ}#ewDZhtFE?UUUbUMJc@63PX6{;+GfoQt3O6nuIJx)<9n|s}EudrT
zs!!t|ebK<Cy=-8|XWM}u-55;Bi=g|l^F2_P`e6qC#P>ryTEx#vS)K%zyd<8VqPI-V
zLYB0&n!wZTs!w~l)88X0%Kc*w1-o8BQjkoFz?YVUBeqY9O>4rNG|-oBp6`Oe_X}HF
zxF8DXPYv;G(VtiYo$B#KrS~wMX!Q`>C71L}R}Q<X3$e}6FMJ_@Bgse#fSJ-R_u8x0
z&)0;&%$C}kqSR0xu0jpyx&%YYkIwq`OK*CR?m5^#0VtC(ZLvKbqx!)sm@T6hkYaYp
z6aALa-uJ{`tsqV>#m1F<d`$m=w5oO#T3H?#z`sFenTcu@_PsJXg~-w@vzYGia2hFs
zh4h)=^2+JL`_HUYh5q0$%Ztc`bO=^%zEjcH%wGPe5{+QWJ%}`-l7Pb!D?+guo=aY)
zNQAKj?I82JI@;LMGRA;<VcKG5Fx|WM=9|1q)VgrVN^#r~Wo2cSVn&9Z&YEbOh~lb_
zQQ&ElJa~W@x0m2XCRP`*#$$XM$zRsMUCL=y7(|tKVn*c{+^Ujr)b~Nz0kg8mNGI8m
z4ut~|3+`6gB&6O|I6$VwYX6}S`})<EBcMj?Y^ZZH;3v(}MwMTV4)I15@}BgJ@XzJx
zsJo{pN<BZ_k4+|md2^F*uQ>N+@}U^}9&-B7g1@=q!PKnf;<QIWc`Lhai#_;dL<iZ$
zukQzY74s-u*3Fob`+@ppRUpLfjbll<xK;8vnA=~fV97X2zCMv&>>C)^KI?E=-Pq{1
zb`zIc20PTluP{SaDp<q9wuZ|gZ6DTC)Siii=zsXn862*Ry7{|_fuo&}WUBiAiB}z2
z?uU1t&l4{iHt9uK!W9+L@(GY0S&jEbn%r<}4){m$Wy1QG<CAi!8+x|s%NIFG+SBk;
z*3Cj|kkoET`5m+1oMcR)wJ+ysU~7^uh`}8cr|+Y5i<03*U17!}rv+V`;{zMHRcI#D
zFD3K~_i0qes;n~8ziSi8wgAWac&K+NnEPvPUrqT-2dFV@+u@I(0Hlp&qpQhzHgvVJ
zY}ss`n_82bgb5WA?@STWHBXSP1enn{Vf$ZMYVDR24)n%^TmtC`y~fvI^Twl$b5cHV
zAqTV%%e%!!ToqEdcR-VCYt5~0Yuo)k-w?RrM~}#{CW3o3yOme!C!sEFZN5<)WY^+e
z#kgw@vNTgwQg495rkL%0E5&#rH&aGU#%Q<F&>2hKe$UUKNWPZn9xhN>nWs-%y=;pv
z>ki^8SN>#^BXe{m3}jOnm0EMEW|`^6Ks(3UseKc~k_2!6J3-UUf)c&ES^8q|um5s$
z{`hNfm&iCL!r(is+ug6eC-;OZeh}CyAh*smbqcxdSm7-X&NYSN*{q~%G-qUwx?4H<
zG#QbKKyI%dYvv6%qohx+8%z(x$P@Ei^R}_)Xf&LnX!%=HcAW4+8MTIq2XY9jS%(}Y
zxJRNT(y)9HLdldDfA@-P$DbaX9@-{R)d|Bx(6kHAWq1eJb>i?GMI{}7Gw^+_dw{5{
z+ztclA~{li{%MM+u`$FWH6(vI|GN2oy>v(%{=_I>6K8rO>t2!4-o(Ajv@xTK!h3_L
zKAN9IH5eG!@&?eV5!zHwyIYD&%qm}_<p|?Dq#L)b>Z^fz!P1tjwCnC()3r-ME1Bou
z2PD-A2l+)9n&ne7F0npF=RcToEKUtMp!=E|<;3TFVjJFBRqR)vqICUgV^Tv@^AYbX
zCtaoeo&N8?r<l^s+W@MVj&>8HLvOGrL_A9C_S0RXYdQG9DD@Tsh(6Q&xX-{Xksou~
zza|YrHkv5aYqN7g3K;B<l=y+@e-b4bVA?Q^Rs^K#Gxu9^oUM0_!+AvaTPy1DKlJ1X
zW;z>??C>+%-27(+wCbfZ+oM__vHZBKVL}oe0-_}2g*@GSguV!S4kS->T$`T3wak3D
zd1?7~M`M08!)?hfE3~GVxNUTfRl1^)84?rd9|utIa{6@BllWv4a{6`B$O&TKUSoou
z_`=-^!(7s2MY#7|eMKu`k73S^8ylSH*oAmFX-&T5gL9QgI!PIMZw|uO{3w52rs^E~
zHiw^4NmoK1C`vNc?~T^Yp{5!FzVEYLns3t}e|2J%FWa-LKh7+O={#B+=5qVY;r*Ay
zpBN!=8mjzjJ^Hgj$s7(nD)EsgVUM1k-gK#KdUk5LNcC*ZdnXRp6?O?7zTZuEQd}hh
zVULUQyuX<}8}WazBmk2l{$a_}uF!|@M_E;_)E%b58@7PirlzM{ZtOPK+xoeGX=rG;
zJYGv2szYriw;UIU$c&NiH=n2yY}=bPJqx*iVb;3e@C3?AY9&7anA3G|r1W2ojVO8?
z4y=z3r`v)}k*iT}Nv-w{t&!3D!M3{c6K%nM{MFH*M<{fEpBiD#_Mq86mWc0pI>gy(
zU5|X-{@zzgR*Ms%QEl?rprkEk1a)j?HgOo!#dekoRV1$>uVA&X7IlZv0*;80Cxpy|
z^{<v;tZ(_NXexz$2oG`<-BEZ>bzJ!lWMkv-m+|=Bx8ypo&+~w?^}7a=2~tW5vGb#u
zOUrm2TjcX4KESLH+vLsFWWGELFNx!kwxGx12fRe=j&P+<C9)mW#Rsd#>*aWUovtXC
zJ;P!KQgrWr)Ly?G-l)a~E(_O<fLlF5UZBk6MpgB`p6EZSX96?v0SVf!!EUtX7{DtL
z)vpHRP)xrf8%}l5)vWA-!LdmH5V1@4<$#tur|}Fr3=Jev-cO^pUZFKPq8~*dI;;0d
zj_6q{k_y`&w^tNIx~+_)Oh8|cziho3c(N6v>~$}0w&0;c>p3=!4MSr*?<%6XM3?l+
z-n<+>4RDJk4KH}?GBJJnV2`VpHa0rhBW<9mlz1l3dh1vA_A(k>(n=$Ua7`}tJxi}2
zWjN}^;^}d4`x32KVZVikoHdmWH6y9Wd@34@S%yJhjC#BGc59V&m(l!;{ld_|8_XN$
zYiI?oRz&TBAT)1OQMzH4NBH1D4}Ehhk4*rUuVYk9Z>RfK3^n(cre~woZy#-^zS0G{
zAYDcw`V+W5OL3i^NcC{+XHNPyqNeqJ-#eox7fDoX*sM8PO^IE%Ja3pv5z6i9>DfHX
z2-#7H!z~^b^ay@E@A{cKE>}zvJj59Nq3u@7bM)sX2xeTZs8zctvztD6d36{Q#|_cQ
zIM^l#Gcve&TOMRHjxaAFbQ_Eic;?}UPuoJQ|BM+)a2Kp_o^j#JGDEgzg0^Z@NR6LJ
z1S#3j>`k5i?Uj^IqoBP}Kuy!3aT3na1Di&V@&*kQKtTfcha9O8&(XxY0{nYLiF+1{
zKif8uu2J)DK_OixR#1ohFZ64GAf;>of)$pHh&$(!uoaExUZHwm2jS@(NbSK)E8ARX
z>^X-h$v&r|^0__0(T?@f^(>JX8wGEI;xaLQjt+kQZ2#})N${491^HjM%#Agbrpf{2
zZjB$Rb9*x`f^v^SbR1vOwV1i3%{ACIT+f^_9P<4OY;$m>xKK<)Z*AZXtqy9wZO58!
zhl3HQx};?f$(V*OCQ=STQi}Op3w~1PcMMF~2)U38_RIgg*VAkCx9ERtqNn_=d)v6}
z@~;8YMowG$&n=wyEc=!I@_Tqc`6u1V&irLBvsN#8W-5Q67g(u5n;V#)V4o6EHzZ<+
z`gm=5gWX*|KhF{9+F#2HYk9pAyPp5RkzQULrb>3;C3$8GibCFnNPo2(8W=Qu08SUH
zi*Ns@fN)G4R5*!QRPuPTSIQP&a=h(rY@Yp%y27sB@`DiG2)7px-dLkoSWTYjnP9vk
za>J=!6FueOmi7AdMl$Y8f~?Ne-E%!8g@XNEJ%xy8@yw9!c>^;sL$6V5@l#N1QiB&u
zsxpB2o~2S?^KM;WNZz;EVcjd6zk2E47yQ&rz#u1e8J+QbHDH%ThnWy><|G6(A08f_
z)MYRk<esR;PJclczI^)G@Xe^5KO)gy+Zw2*BOEUj(j0TM(-tl)e@B~AdVVrNbf9|v
zCNkuhe{%R?h>5>HKecu$OCgY&$C*#oR+%Kr<YeXBm<v)~6M^^F#jwf{iHCa)k1x5r
zuECcK50?og&@9MOl#69^hBrye>ypu_ZMOH-Bw6dr#Ac7HL4&^g49P?B5n8h_4-dWx
z((H%3E~DF5;*cKhqv_5(!Rgi60y&y%9gnqd>6_jUfe*U1KX^PTM58qrU%M23*cok9
z-hQXp_yki>l$ps6TDAC~ABEU6cvXGtOtfCdPZe!s4eMH@ohHA=c``l2c;IgF?_1kv
z?c~E*KQ)MPD#8kBV4B}PJ7Nf&RNJim`mA2L<M|F4(>p}n)H3k0^e!_}P=;7Uyd{QO
zTePdBo%CZHRTk|pz*)$A#L2uw3X^{w6mBnT3)ING9y7Bw-~T49AS!v!6)chxe)Qw8
zoQ8wSdl5=|xWAcaf(lsKr1hlchuFkQ4RnnXcn-=w|G)>5kcG%VAJT#y1y(U_pM`o@
zvvtXdR;QP|O$WEJ^FkU}c!RSQZXKNo=B>AlmpHm2l(r|DvT7>9_`L`<w74$DLTH%J
zoSsV5!a$oAWq!yAx<i|N9FU<^H@2VeJDksnhKsuqjtWUROFthR!qPGwJuB*wN|JVy
zk6|;mT!S1$ZK(-Ekw0Y1Mpy7Qq`Yq{Xc-r<`+KdYB^9Hw&i)8VL<1f*O5pMKDp=Z1
zP#e}rD1!ZmWf`k)w_x4eQkOYH7^8mzh(QZSPtNhhon|!;|K~MXWQd$t*q3;Q;o}b4
zuJM|T?8^*kUs7wqu%jLIjEg5e8ohKifJ}G6*7zV~YR&mprO*F|VJpmICw%j08sDXB
zV__exF-TE)DK?7|L(r0yJ<!?Gx5hj$vSB&A+`k2Jt~yBYtn@e*o3y?by#BUkZSMIT
zz&G$UeBwWmMPQ2H2nv=?4`_D}r<bgqqd@LEV8ZiQtJ2Ly%n?&Rs_)9LTLt=af@xkF
z+vEknP52ZTFblYY^K>+h$le?8NprTO0swR61==`RND;p)=;&;`F<E+~<*TsYIOTeE
zILliJ{utN9(Wk+5kqdy>W;Ytbsu^(6M*HwoXB!YspH#%tQj}7K!k}xGl>|2=B5S%l
zo-yHs<*see;$;54a-VlyBGlC<4%CjG(Zcjf2y%0uVn0f7W=n5{DQYC%bvz2i0XH+k
z#*cJ+!_SE94QYPf&*^}HWoW0_+-fkDSa>5#VVvI!GU(pO;^Ec<x1XnJab0D#RwW)s
z$Tt>&yjlAthC9}u&)vRAu(Qws6yr0m6jKkrrbjYe{BI~rxYVrmbo8>;223XAoyGNV
z-`;;?-Y7yrVX_m4OZ9*^`Q0qC_tB7(emKtmhP2@$)~k*EiMjf|0<2p$0(P6u3u^BB
zFwRHO%l7|~3V^~Ft_uC_jkSNgNf+DJ^Nx0P66T4_Z^FM=9EW%2)2K1b{m0Fu9Ny}!
z9}Gf9dHMT#q|*~M8XSjA8~+9)@nNhjEfYmQ0eReeQj_GrJed+-SE9OPh931Ll)FRM
z{R#Fd?>(K}nV!Ct&@SsB`dWHcEk#{L$6F5l^UySw|6w!JPVH>?@t0xHe`Me3#1D`6
zuI=3Y@PvB;EEUft{F=6Kx~N#Nd}`F=gGKUezuWhA^ObDL09vl^z738>8yh)o2eRjP
z&rRL<ek=!mQ9Ikya^l*5_G#%j&*42v4pUOK0!@lFNv#(mIQA-gO~b%B$9UV{%j2Uc
zdFHnFAF<Dm>EO>jJtVcwSZO~CY*b6hRkitKt4eh{xq{q1_;6H*!snum06ve>KOzV|
zpD*<uq)?HTiB=IjsyxDxsh;-rkINBR%zDogoRya-Fj;y}sV_golYX2h_AyBJGD6l=
zw8oCQ-xa(FjeD6?mO|y?G6uY1p7%AbQT{<j8U5FSfzh`(RF(yn^ENwD5SieTed51y
ze=9|G?W*F#6@x&z@3*CsHuqwQ|1C7<I%IFATpw?H7e~mO-X^EfCwLgA!vlPT%l!_r
ze{Uc8b@f+!@66o<yiT}y-}>iIjt@{b=1$aI{VuX(pvA<>Fd}oX(zyJcvqdr)EF&-}
z?YrR&g_|QA5^fPXwK*y<<oU9>U`4C|3GEznhPDcWKO1;7M$nG5ZY;_ORk<)mB2)7^
z=y$Dh6R80sP&T)`f@qoL5wNMwX!n+9F8&(6oG-k>LgHRtHcm{jBkB-)Gem#A(8g-W
z=#8l^j+^3Iwys4npA8}u9<mHfajqC-q?x9Du-y@!Q_dB%yf>e|1W$&lpYdsh?dj8V
z4-Sa0QLSlnEj(P^=@L0!V#+j8W=?G8zV|MV;8E`m<n;f7YBoI4SDug^kWaJenqjCT
zps~ugzeB4n<f$g~^(mpbnWcYq038cL812Y|q5Ww-Z2_Dr*6NGVUi>Ad*O=~Z6~+Wj
z1G@*6b#;gh`-v*uEaZFxcUV0zkhi6vFmgy>{P5vsh<Y!x3?UBs$T+OfZ}a|Za}tXW
zoA%~Qm7j`53XEFXwe)_tOCbi)awQwm>JMQ@vbL1eNxik#sf<BNY2haS6us8h&%|Gf
zcbfgqlkyS;3&B8-&T4?$hwNWn&q53u<WN2D*+4}DvS8MvCs(=he>kLI_{$e0^UWka
zH*K78-0=z(6<Im6$-F*SV?=Kro(L2cnN(fI&}Pe%+vf7pQLi4m^Z7zgqidiUjlP#Z
zWt3>k(3g=2Zj_?ng<9(v{Rf5>9Qciz5bMvMKc9DmspjVbq(v_m=!gYvsIe$S{}g5a
zY*xV0eH#H%nZfnwbL({zKy=UqkR&H*gPn|>68{DiX{D(dsL)$tC4cB;XK{0b3QsBu
z^16$$p_8_xKiz_v9QZ3U1H%$>Zn3_teTrr1Ut`N3`FO(hm!#2hat-Bf%{-!a_2}y{
z-cn;3<cJ9yY5N_S3i7I^PK|U2Wzwp6#DCeRBjGs$(!C}KLT9%>J*r`5Kt}+vfF4eV
zeu)CkT~|o(&;@Rx3Q(4<M3|2SLAL-TUl950gbRTq#t!LehVI^eaMfmUjLP@%rbl|a
zXoD(0dx%ufUCUZA-*32VNVzwHLzRomH#%|2uBK%VTkb|?7^QIIXais24^L~zXlL3(
z57f?KD^iS{bVzpE!XyF9nS>!ZoNSksN2OLh;zrLQK;7gSv(&y}@b35SyvxGAc$h8W
zF4^#e_DcH;6AGh=H_Hjn5|UZgZST@z>V2#>6k-R4gftoQcEfvap<hL6Ld`pvcW7x?
zQ6oCCLb4lz>G)SEPcxCtkKyX$T|6Xsn}*)-LX-+uki)R5l;)t_$m=6x`67Opg<x0N
zo=xP<^sDgldkXy)W)${!A>rhL*6yb}3<%jOchUTVV>8kDda+^8IRb{l9sw=IhE@3e
zge5HfuLOy!69()Op>t*+!(&sEZWmP*0)Hmk?{y87PEMg93iDSk@!b$<2izJ?-0N{w
zx#0b=S(T>SdU`aC0Y&Ek|7;a!u85v7S(B|Jr({#hZ#euR<dT{-aZbC#u6_`AtSA<?
z^yAxM*(}tw6l>bK{d(3yg<hR6-|`cH%FG9bfW<H_9~7W8K1F0-M1XVMzcJ+<@5cPe
zQF?->dDaB@I#+89h9bLcbG2Z@Z>u+D&tkb{C*R~({-wrVNJt-o(F4B?DG*9{bK$~`
zLU0-T2@kWq)tjP2N+`+P)$^;}X5Wn%U6b9)F(7!fO>BcE&pBSEs)(VOGRT~65$;$<
z9;Jscj-I{Dw#<738iW!8%9SG5)9iFYs(_wX=9n8pwWVyvDdjbZzvTG-oUIjkAm{*+
zE~DQs_i6PwX5-<tFG6;GO~MgVnjcA@9JD@VyZk3IZ&(U9(Wc?&*G87>TWH_T_HI?6
z{$Kkc60HY;f}EZ_UE76mPw;wS7RLDg)t_G9)qvvSsUf`!eF2q@mZd7|nDg8M@~;CO
zvJUc4Cm)2o<MysIz>`^pM{UPKdoJd2;$%6=*#=ana3isVBVRs-l9<;Ur#<_%Ewa{r
z<s0z=!Bw78IlhOC(FOU%ict2b8i0g|%4G2i7X5M?uqx7M-;df<VZPw<7yJt}U)*SZ
zy!kZ0kGR*Y+(_E2d;?;^x<H2O(!Jvs>b=nMYRr@bGNfF3>bbs2O7x_dOH70JA>i8M
z`7P(jc^hvQzbZ&pCeevG_OolN><ewp3J&E-{V>v!fE+@Pi9XRbYD~W+@HOtY75+&F
zfy|tfr3LIzcYacH9j^M@bYSN!+da#_qN3q#c2Thdf9PX<Sh0xJh>cLyvYb{;HEU0@
zhF2th-hdjEx|wcbP$cpR<1Ej7KdI2#t&t^!k&l+xgi2%hpVX40-%Um+(Yk9(Pg`=F
z3B}J5NkC6zSGI~IR>k4&`)#UPhF<$l>-gZDt6H+1tITEWZruX!AzOz##w-VhVR?<u
z+jxnu!aY}h+uQ%{*Vhg8&_DLVD%d7KUV&Ahja#?&bIoYAxh6WhIS(eYK1IQ%uB!4b
zXECjIs>GaL7i5kBIxhL9DpI~rgJb**59+k8rttIq40cTdzsu-j;}UdnsvEQD*@=OZ
z%V2nG!SvIUe;=9@LQ%WYsC2fAUEc%J8a^wkm7k&*u6|vKF}u{j0a6nyCIwMz|7ed-
zb}gULY6c-}$56>l(j`arUj3)EwEsHe7nT)QYy=a~vf3o7D$2yOfGT|)gf5^Vj?YS(
zIzR;h=;6*a^RV1_>yM7xi;cN8uP&jy7pvY<6YC32+-_6I&sSFogvCmf99;yJdA~2>
zE?W<#kqwoY4xaZD3ZlmfybaZ&ljWLJA}Kk>)6cqFT@7Wr37}mdnl$a*^&O;{qe2;m
zQ@-3@w+fpH<>*bI*s}mDOspmWL-I|1K^_U_cUfriLAoW4-ZauyS)wkORFaf#KGNaX
z)*@T3BXB9)nsFdPmfXfAs~TBe=o%U{86Z`3nNp8qUAql(rNoXG<0t+a)d&0kiTWVo
zKf>Z^KRwZ}VMig2k_xh%K^O!DcpqUUYNzO+%zJdLhjbmfw_u;+=4y;Wne3B4wZ%ue
zT#RJ3A;&FP6NTd?3^)5tF!l`C)UDll6M1`QS2gPPMm!Df19S1ynm=Vzk$?mNJ17JN
zzWr~BO59Z}9_u!P*!L?15giz}?1txo{{xQyQ@7ngpw?Nbk?eL}6SK10{Y#yxsBq}M
zKkxeGseGA=*4paKiH`ck=4LCDW_MdQ$sn-$eKX$sGP*fFr`6hj-iE0=%&(zDTu3jh
z8|XxlDBoqZt5T3L$a9iDkP6!1_}%-73qN}Pjep~yf+>BECj(B1@kxFx?HuV4;BF9f
zO@`q!ei+(+xflpS8h)#K>0V#2QlQpB)JMT2Wtu-=HMp(C=ssQ16J)Pn2rkx1?Zu|)
zJ=$+*`1jJdmj$f0owlm~_uPA9TCzg5^^*(wR<Na3Bt?;8ptXkmsggY`VaTN2>G1;v
zhnFPLVwCGvobw0lAeNi#X>`fDJE`wF*3j-bvWUAo)Qq8O*;-tq>wwy58-X0X$t>^;
zC@?dfz;WEg-kO&O?;}6qF<Z&YYWTX`Y}#89mfd_+6pIV=)$)lA9S)t357m$&utQie
znKkkE_lrVax498+q~Buc0t1ZMeze(iSx+aeXES_S^7$oyoqC+&Em6@_HDRu{LAhtD
zOpihT1`tOmKceKY2>?U#q^c>Yl!H6E&SMk<uvnbzf8FKWae)-h7b)=9sW8sW{1w>-
z)~5A-837}W94E9bZ3nFt&rbwBKu6RVT*t~jKvujyfuJ9HOVsngF2Ri4jByqG>Sv+p
zrzThtjtrE!3g@2R3h)}tIs-s9CW1dM$6w%{ceXe3y7qQJ{#mT}*HtMw27ryJ?y`S3
zKHH6nO1LLElYJpI`G|J5m-Ky7<S>Bi&07eR%(x)uJM*ePY}8)Kon@UC4ycK?QQ?++
zt=Ddw=s7>r=V83}x(hb)o4jB)=Lp-ji`f;I&HlbOjk!jDw`<dhg%y00IRBNPYg*I@
zjvKAWEP<j<?UpX*o@xyX0`Qzb%HzXwu2$dk;I5?BvS;FGpw6!<AQs_dB$e;Mz&1pS
zc6#G}sLkWSWXhBDwT5d%5ecCu$R21#&JTeL7Jr7J2z@+tiUeUA)(OEP4>|H=fgN_o
ziQJR)r8U?^;Yfd1CTEm|mXpoSW5PP#$J5DZXCjHdyxY*<;ebPLM7bXtDc$j>MSDkF
z7?VudBUulCYvvPZJcPW#0dK4bmQC+ZcfUl9XFsE<$cDY;yvGm{fQkmXo!w$^Fyq6|
zLHo`20?DbzK@iufM88Tg5%6zmW8TlwX6RYwf7>{O1*WNmME@<sAV5Y&;2nT<I+Ybl
zGQr7HR2_|eK)b5-`_LXFiDp3pl8U<7_YMdc(G3fpzhY__h|~^=h(Bw3f8=IO@2P6(
zdWy=#7H;?!ZKwV*x=gCXl_KWvPy25+#}P4J>2ZH)s~$v8s`x*ELW!zQ7RVhUc*n6E
zTEN^dbSTi5S_7g$pkxyV@>-ewM@B5%fv=4XEQ*P1uWAb%5`&TcDuNydXim@_Mk)cn
zV?`aIJJlbJ?r48H?xEQ<(6-q-cIZXGC1n*GR|VcFRoy-Yl{}R4J?1Ci{E4Oevo~)|
zFVK{#igv!;C>^d&i(O}Xuk3nU@IU$YvaH3sj>kiHlAT$kZ%DXIc>jg+ZaWGo&B(+O
zunRi^#M{d$Sm5;~^rKSxBRAy_i$5d!gwy#k(FvB#mAM9WHZ)W$8Xk|1jiC9L!wg%@
zbh}zrr~W9iB?<eRyO;4;9FNN48BK?YxitkZXOCk*zDnlO{b|VAn;26z^;5G0$<#P)
zd*aXQeKv%qvyNAGm27dEB7O&bB8w4m*gfJ%cE>klSC1pv9Ib>f58*r*nNw>}%c-5_
zx3l{B!cX&Mw=G6S$WNnqBm=YyWq>O7qxl8D(9U{qUn2%LSzQAFuyxvqqu)@_58i6m
z%4XvrFG(}l?H=$Gbu5SE=V46#GJ&9|F9qz;sG{(!8~0e@g1KBIkHnd~HwS&M3>B!l
z=orl7gAQIMxi?BE(fSCz(aDqwUK4D;GwYb-`h_0QR+GhEZJ+mYGVMH~yUY?7ScV`h
zdd$Me<zGt*wx=FH>wvrw-1?cqPwVz3NKl4mx;YOPasq-V9pfx!geb4PL-OZYT=>;9
zzkBVm2$TEJU#C?5_KCxfGMs)3fj#FNfzs#!9cI7onLJoGOOrA(B3oP4JLK4E1*}@j
z#u7)LYS+~Fn17>wg*~PnH*>LEAl{xv%W3xjC%WeGZ{rwaH>S}}C(9=5#*Ys1|5K6n
zZ0h|}l3$#YIsvQaOM?VN32rMA1Y&m~mju>=B1L9rKnhN~xZ<Peu;KYl4+&_@?{XQL
zPxI!z1VC@E%b+4(UfL~#u4Otjmh_t*fa`L&F$CaW(F(q7kkdB%fJGq~CSxFQ|5z8&
z62Ar>;OLqZc=^>x_cc@SpWPv#;i!CN;D6}udjFh8iF!nU@kL;5(3E&vbC&p8=P4F(
z@u_i44FC4>X4b@x70tz;8k0%eYA-+t*2$`=Q*P_&aW3&q;AxB%l=#o50XR@7#3KZl
zRhc=uxn4q$ags2PmKpUspODbclxeK%D^!S9A&WGkC!_}_y`-+GZOTd~YHGJ7kv}5b
zFQx5=xE!<pp4<yJuCMVtGN8;;;`4=63rKbVs10`0UQ{t{aSxY}-xeW{Zx*388+~Wb
z2E!~#N@Zz|p~NzQHV?It#tiz?#>M9TjxR$I9qG30Pup3-G!Kd32y=_W^LmGC{TE&y
z+k5Q<o~VVj*U==H?{VAIu9ef>hgvk@h#u<Gs4juvIodi2mSQ%mYVK;2A_tEeMQq!7
zB>x(?&=uMEue_>uu$p4cd%w@v`D>)q%mMMoy@f6)rIWWnwd~ggJJz|VGQeI`Za%Q9
zN3Kac-pu(hL46)V!gh8WP-bqm=}CsT5f%rba!;nkB}om%P-Nt78$hRoz=)0m`-$jY
z=Lv2Z{d%4q3b8V{mcY%~>(NaBMO6{Imz;g%=6x5YF%q$UiE!{O!{Mi=mkC`cU!O~K
zj8w)Tzf(?zh=BD%Dv1!s=NCtBGk2iwpQ`?6ib8+TL1{*O+)2V+C}1d5j4I?FK-vi8
z)rl^01({$DK<E$eI}0c|{#QqvZkynSAC^CmFkgO#RHdyl*zy;p=qLEANQdT9i6+|{
zU8P8&F`)eFJ#@rPLRiCAIrzw^-(;UCFj7qb@u2tX%(1zmHa>=GFNpgdHYae;>MRF3
zKesZ;i0n2*gZB1UlNF-mW&XLESg|}UcH>iy{Txtaav~#OLs5}4QAM}N5c>6U0k-*9
z2e^Vyo;s^nAFprD=7;!FmicIx706mrGh2v6NBpW<YR7=`;YYo;s0)qD@5FpUOm@uY
z`sc#11&itnD$}bjJ1coU*+OQ7wsTziQP+_~S}y}|ylAkjIjkkO_rnWE6YdZ$Kt(J0
ziV48F^Ra4;(}79IOR*s_<RV(F@(!`FJHI6T5@uE24&$rv?HF>MFqSuC-Rvn#Hchtw
z`VbugJY&50R`%if=EW{wVkzz{zT)@2Mw}r1-4FuX8Ll~qdHw+pDy&0R++@w!kMdJ8
zzN*#H8!?ajcw@02<;~y6PU$Wd(VnRtKFt;Uf7HEYR9wy0E(*beLvRa_KoVSnOGuCq
zEQH{0!QI`01q%tT0fI~8(hW53!GbsLPUDTAmA&8nChtDq8RLxm<Bogl2fe5Pt82}w
zHKpb=pK|XIhP0i%``8F_q!C@3o595+4LM+3YfN~&GBnbB03(|KZC^oqHgu^0`w&;9
z>aI^BJOt#s`rw+Xu|uT9=jGpoeV1=zL4~_=IUi`v=UZq=1*Je(SpX*1MmX*!GOC><
z*2h*-`XqCT(y$~Gn|Pz>#Zr?d{9<W4sMbwb;%m{l;CE1Drh`=c#J>=++DfQCQgC&%
zk!-pOGmtAe6eerJN_GGK%tJa1eD(|lp{3sZv4&JLTU%si=0p6oA}-fia>0SD^1rI3
z)A(~?!*wGiE_N=x^~d=@1=eKUc<!e{)nd}!UF+D`i~tsO$wb2!03!nC4DbfwhVRZF
zZ1{!Z(Fheh*2?q|!r0ofNaAvmZmoO>_MULt9Htk<gSWP0jD5*Q$EWu0=kd2giv>!J
zE2;RbSvT1)6&dz%wbz7X)ys%gI%;@#gXrtYJqky=(%3j+HbUCSWS(*A+5IrGunBLm
zz;Eg6ddF_2-{0EhX3M@j>mZ52Yd(TxrGKTs_7tL>f?Q&pgyqfBl~nqSMhKy{1Jq&N
zt5*_#E{pCgW#Bebta1ngKTo<C#EDcEyJk}G)cRn|p?gN$^^`8GjuFA4VS%F}Zaa99
zROx1=kpVU(sv^kAND4lUEqpPjw#j8paCr%S_}H1A2{&qZM-RjrXVU~G@LG9ixG;<F
z6N;7{<aEDwfHIt>le^f6%WsT)0Ks;@&^{zz|6z#8B6i}~+W|jU%xJ2s1kbCTO`eyN
zYD$Q6x{vh8drN^&c6E4(LA@=N%O`}?pA>`h480n}UtM0c&WWfM^3be|FM<fJ+BHN@
z`d;qx7VKE0`afxU6qgP<YkyV6_mF`L`>gaHr)1$|P7}60JL<9i7=FrjMEkQf4eCBe
zW!UunL67h-gpC@Ie0(_A+Vd3H36FRmCG3qd#s|yoyW}9nsw7pfxpLs?6Bsn`6>)uf
zej-g+U+Wa?mXCCT2@k3ZMK3(`q<P<U7yMY<w#|3#veI@H<<1`oaaG^S&O;=e$nhTP
zJo%L*+@<&x!PhkG(5~#}${#bmQw^SM4E-*K-Mt(aQsoUcWFxhT@XG!dCO!9A$L}hI
z81L<nf?5;_lU(2KxWWTfZl!h?5ZZ=sFD!W(I>iLMa;hrvMX$A5Ny6Wx>)$_XEzEiM
zL5(-3VdmYL*N>N`(0F5$rQNJFs3P38n1zQRDub+5Re0UGawLElyEF7Utdk1=;aQ64
zY?JqJLpqsG{1wAl3lr<a)o9bnN_?;im3qIEvEHN{t=mFgUum5KMJ>7Og?7lXN}f<&
z*h-BzakO5~$Mn=Qp)(uHfC&12c-89-5WDlasfGx*_1INq1pcgb_2jK*yTN<G^qE51
zpbzPBD;sE6R17wt6R*;N^N?J}AH2u@p(DLCgW1@cqON^4R*hxcbE=5qwUSkqo}xJd
zy}j$WGqi6`#UbSo()_fm%unc`kHz7yYaIi%Sxo8T!MA;<JJtzL&dq#d4az<TtXOp-
z+GAgHx`oK>C~nSbIr~@_H9IO`6t0lKtYXwR)CPMZg#Dw$w*#S`eU2h;_9~EH3sQwo
zy~j;+xq39e!toT;;B6E8LVu$7VaY6E(5lFqOJ~KqeL_e-y+#B3JBtP^P3H2W4Fa7J
z^8@8O*S;&SB1h{W0G^^+0wDWuhJ;f?W_EOD)oW*V8WA4sF>ip)^CyM}2S-iN#pm%p
z7W;7#2>2et!*ImvWdZm~rrbXWQn8~g+#slaV&~>y$KLL_*2Fm};br4$Ya12k_p-c0
z1FrsL#f%z==#^cV1DhB&i&bd21GI~#p+ea#i<(vQotNKmfoigB`OGCJ+pf}q+tb6t
z*oDy4l#l%t7;DC|>={iLOY^p~^#QZ9Ish9)%d8H}1%%mRi^-i4&H}d2INqYB=mAo1
z>er3;Vni;(wC>4!Z_6hCD2CDidvH1xxW<xmDdg8AINkS~zlQC!b#-Zh+&EV{Y99D)
zGwfT=VNyc+qAK2A2=F;R!Mwe1G~b|EQSqREpl{+$#w0f3+R!bDtsHuJG&`~Te4|~3
ztHMRj<haD~`j1r%85i8!ZDNY%uT0`>F<!Eg{(2@@3)>~T*ViJ+Xsq+)&*Xqg;PHkp
z>B4Sm=@7J#AKkY@_ZGd4=u`00N=e`KzUfK30XZB5hvR!Nx=fyHc+`7~KStO&$z+DN
zFQ!*gEtCma3u(M8qI7NqfN@nfsf;cQN*Y93w}i=7V)In0h4P|&!!(iS_`h~cR3m+v
z%E_tRv-I8~)Tp@KKMx!=x$aS_m1tOSGip|AI%C)v8#7h~N!cSlgb#Fr0jh{Hemq;#
zpF>FOKO*bQmS1ZKT#8l<uL`tmsjpNR-U^tQ=|i_1{MlGp4U9`;n_Tspif#tm-jmu}
zS{6|+oF|e%3m(saIhwACJWrkoA!U$*G^tqG2hd3*mh*4<D>V2=muqB1g|?&dks`{H
zAg-s~pXq~*;h(ribgMU0G@+19;ozK{Ao&T1>y4139M-+b<AP8Oz5S@4klWV7AGzlS
z8q-P0C6E7Et^LUi=?cdjWvJ{&g@-F=*{$|1m%p7AQj#q`A?E&QC*6-!ei^5s50$&i
zopNE((Oq<{+IAj`>iSxqlw~Y_)?+5OPHqMl25ud;lo9(wYDZJ$&q+~QgeoH@nKsJT
zU<(d?8X-6o8_$u3&a8eFG?iCOO*Ooi#}(46yqcR>4@2yES>M>*;aXB3L_GsgpA|VH
z6d2_uvgWN*Gw*}oxAeav#?*)RirBPk>q`M})y$as=Qw9gbUz-s3%!YnE@||Do$=zB
z81a!axCc*3{N8w>t_(nMvWA5eanPOLcygb5r(qe`cP7KW7qNJ-AYu3LaM@#Z)g*`e
zD5-<1R8{Wk##=9guZNl21s7sJ!QAzY#Q27iig@aC0ZUisb17#Ew#qQ8dtCcv^jvE2
zACawIkg#2S^~sQ)A*k}UPa%N5Ei<30q_6dU5LtpV!ZKUhj$}{IwGT2&Tz3?+RN{TN
z%#!fgNVi)H{cGnG6hgMEEY}~34Di()#Vh?VS;LR+8@N}dIEyjVnjM1<?1tQD={|3_
zf{c^AzmM)8UU1Dii^BOK37>j2D$?rBU+gdDyZh0{6>B?{1q?%6k1GAr)3)0ON)oi*
zJ)fyPm4Lb0jOUJaX2i5-h<e4Lr?ghNaPXQJ?Y%^dPWyxjHPh6`#&ku^5t671zGD9L
zi}t2Qz7On}%h|3Jxg~54f8kPS8CI5Q_9HEqUD@SbU0II&YX3lENaJ;-DY77MwG4F2
z$6@`TN&rl+!<H+o3Zb_d0cbGznju(Qi7W}#y#Ps*@D{~ZeL`{}`&^dTOr%NxURYGj
ztKD#c@7Z{>K8;IrvlNsj^p>Ypn>qZp?C~MU1`OOka$)8oW4zdh;o<cJnUSnO<Y2ju
z%%Se}P@E!Eor(e){}+RcEtR&m@YM8lq1?Cv+u9xfC$~e^Pw}CBgSwTq6D@7C)ZyWY
zvGJ+`^#eyF{Yz`(FLjG_jC9OKPI*+tCnhEe^r5tlPR9<SJ76s>zVqm9)}RnSwyB_g
zGmc`Q#=_yySvryV+LY7p?h^_?Nu#Q}aVbgi9#+Q3%7%^6*UU&G5E%9zcUE*Jr@LH&
zoSPM?Sz$MpgyvIxl{6<pPV#;DyFnR7u_5HLA3lq81pc(T-ixXW_poBKG>#dApnuKa
zczAB`W9woYxH>1%HHoCdV+_CG-CgR7CxO0~3lR}Wr9Gpi)<&r~w`xku*OSE?k3dzs
zX-94=-X=EWqeP>N{AXfg4uv!O<G@tO?_YJzvJ4qdfjMicjgpY%$48^6F6uo`-xLO=
z68}<X|7s)Y63!kvb!A_7@1@)iUokSyk<hahBO)e_O-(H>d+H;<Souayt{s122*hQ4
zJHbmzN^0-wnlP8G56OtSzW&rHZB1hhZy6JF6kCPq)+fBH<@&gFR^?JH(Xx6K3u?r_
zKHTEdk!xyjGV`6(-RBwi$hLfSjcj0Q$_8mHC|p7QJ(L^uq~zo*+d1%2>?fjyfC!T(
zEG%+UGgA!0!c-m}Gf0bv#@!VT?b2gqy7_IoFC$78`1Slyvb<i66BQ|zl$5-MHoMC2
zT1{4c*6(ugi|Xy|>kJNa=RFw3p-oTeDf<S>PXMu4fKRu<<5K70x~A6F-Ri=zv1wUl
zg#sUtRBD*e1(XyTv{uQK{+bTp!+E2;y!>NO6Ux8<fSwD-MAEXdep@_&tJB~}0+5Ss
zQ<h3c>2TQ(znG;Xcx%b25qW%N_BsrQR=>XGu%d`XTU#4o+=-tP(}(!p<N+nQyW7)Q
z-K$rI+LNRh>U3Su?pxK#w=PcVsgPj{6O8Z7d5o(N-JaLri$zci66YM@yLT#|OZkz+
z{xe;G5%QyqLO(mh+a`+dnw`Z_OGv2H-UMiS7#~0GG!Kl!M2CRE*@`qkd<WJ}NRPh8
zu&^i$i-|ECu1g_axtW2%+Pk_aJv=UY`bg)*)D_|C-J>%^y3B|i!~PJ&IRcG(!I_#u
z{nKrMzbzf%ce|gU=ae3h<>kVNsU`ys$I5EsKy`F<|E=hUqw^qLXh`JA$s0f7M}S8D
zcgya34EC(8stSsVVhg=sVRqQ<FtISCM`_#I+IlS~$FWJ8vaiEXZfB=2Gf%|;PyL!2
zbbU>wN_tLEK@u~lu*mZbw`8yMUy7tglxTXga-7n+SaVuqDPx{(<U|i&N3J2-7)tkx
zO)UOa3{Wa_${o0$V`HPOCI##T{}z+7i;0bK(2Q%1DLmX(nk^}HGO+7S4z*lQMF2>D
z=w04UPj6wPyhM=}18j0;Mk|@uu~DCJqkpjXrEMAJ&|C^ZI<TRyb#~Gw+N9Ms(1s(+
zC0p+<gp8HXLI0dyp;St>vpGPNvf5rE2%`ITD2MjQ@z}xg>S@{xVR&O&(S;!fN{h2h
zpQ_kwnQp(NnrrmYhu+BF%yikXLNzuX4T};3D;pGSIk}p+XWh8Tf|gnG3`tMqY-eBC
z+GY&gA5^V+UFb=m30q%h@X{7EBV9)m|41Nlm6oQn+Mm?5cj55Sg~p2a*y>q#dg+0(
zQo`DYHHPCidAqbijDjeFlNT$2sgEnYI}!b^inT{0ZGA5j^u<y?*24wT=E#C}EGA7g
zRSl7n_T87&l{7Uqd-_T2()dkYB+W_wekWCNr==X&cqpbS%d7q4<N2y$i!u<mu-O3}
zFFeU_%7c?ewJy&Y0*@=TH>f<gfAVnXQ&kn%ZuE4uqDT2qwO7QVSku_V^^)@SnOKzK
zs=e!6(;4clDNgQr@H1Xsr|EOxv5b)e+uFpbZ9fv{-?R7YLK)XEPwW?>{&yRpi3Uu<
zpDmj*@c&Uy_QZ;kh{vmR=09)7kS$Ek<Nr4!*uU(GWtbNKgY9cSEj?ecFJHbaF7K8k
z{Nn2QcN<B6!X~Pc&d9(}q-VRjQRJi=O40ILdHlM1j*9aC@t*OwZ{L0vQg_8c`aSKx
z9#54A;M?&CYWd&#8ABu%j!*+AkeL1<y&@)gG_QV2)DK8Wf0^Wee-uzYVe8ROc*yzR
zf~eEf<nfj(R^JJEnSQ4P5c|lydq<>`mOf7O`@Ue}++4FFCqR(n{ZZFCE@j)CDF1c)
z5QG2z!v9x$3S3@g4c_Iit!*$qeTv0CIB1FW*XjU1=E6rudBz0+cXfMB+PBOb2OIlq
zOnjj(#Pull|9>mxe^|?srBwG_ZpGO+#OY*ZW$hhY)#QFp{-$DFLPp`>93>es5vO0T
z($uXP=DX2Rd%I9P@=-e^Pv^bB$Hi((Fe&Wu6e$Htab*0H&G5+&KU$_@W3v4+#Q^I{
z7iYu7#I(F-mf0Sy3xRiC9TZt1X;V?Hxd<5{7U?%j8Z#Oi1OY3_b<^ZV0QQ4w6%Q|i
zpaD5SIo_qUrLe`^{LB!5aTBa|rDfP1V|YZoayW06$-w>Wjjl>h|4-s7vw^@+2;>*1
z>6#0pxVl(KaBy#TAK+sMU-aPop>4A7ziD<vtJ?659<Z9^+_=FnH<_>7bj_qoxC7rO
zjEyDd@fLU)$j9J*N{O>Isjq0H2PBHt9NeltXq?UAPgSsEF8J_a=(#OKZ5<4@eNknJ
zO-#(6xW^Pp%UA~z_wcHDKY6cs;wFRydZV@~C=^8rUJf0Cejd75&rvc-c7M>HJ=>(r
zs3{G+31t6xlSrIz7X+>w-0;!G2r%_CYt4W5QRRfhw76yZuqWDBTQ3>d;d_}@R+oSN
zm2fxG^#HsqfbbE|g@$HrN94IHwVuz?V^-}NA`Cn_H7jH_H8sbp%dfe)xnNTJGIf0H
zgzNXfco@D;H7n9wP-_d@Ty^AVkgget0xH7pAId@Xv)s+4`6L*3{_dK``?UQWan*wS
zJuf$_Hl4<DyeM~~h|=gvcfU!!`F8*2>hssHIb~0$I~-z+4Gi?XtIX*KGlcUKhzOMx
zTDkmHseixcMUa9i4e!biXhzE%i|<BF0dx5($CKUNZh&W-h{D*oG$1_+o&A*Bz{Vyw
zK~1U76KBzHFs=1VJj<#;Q#Ok^mzdpxUen?3S7OuJGJ8=L>`b4V_%t%(OD!v2M=|LJ
zP(Q$4;EvnQ<$hYnau32Io}s%<-m+YyweXY3uJNuJ#{hb9#G*k{trv}ay_9O#Z>=xE
zDt@@jbJW1lBQGh*f1nnLJb+aG>9;K^+P^)&V8(<HVE519Sz@UsoJ>_=YM0CFGN=%J
z`DuSM^PIQ29{}`a*t#HT$e1ijrwazL3D>Pmp6(nXjC0_tn_S!~b&bddhv}z{!PuWu
zQnZYaG)$<5E)k6NeAZ#zbRG}v{7&e#YT#{2gpA{qS`1Ha4mu;G^mc|vI2%uwFv!JB
zo|Kt>Sax513Pg-yMN_4iNLAS8|52^k!jc1>eiYZau)fYhJZ_L_vD_no7I$SiSB{`T
z%_wcotFe)D>yUYv`5Oj1^J98QoNY4A-kvf@Pc%)CEU2+jq~^gd_R)ch<6#Z$_Spf1
z`o;3|^IaG-N(~LHhJ}2iuA0l=rGvba;RRb4ie8mNkQNZAx(T8CTYVl|w1DqU5oRcr
zyiC)QuA7MEh+nxgtp~rSc|^bIk*lx_<`lYMgjZN3kx_?_wL#eqL=2tceLRpQu(rAX
ztzDIIJ8d%yg?bt@atC9}&F;h^JujbnpRADykdub|92r4)>}l<)_Q9?YFN{?k-KH4?
zV8z;QB^t*pq#y(ZVZLJTp7+sdqQJ$F#YywsZQ!DfuWvIBj(&qDNw=b84|}%w<+4*G
z_1VK~VV49KRKhq#Sp_z33Mx7c6Q=WnIqhhSH1D-fe?L;>qmS3kDCISQ#}%fSVp*i>
zvGwW4<@OtBF5yK@(LV_qZJ6<>6rpTgam{L&K7J4Gbq}=1!hZ57j>}?qZy%^Fy-ooG
zE9u|ueJ}XxVx?)zt_NwG#jYtJmN=v3_7%qAHa180&<(OB+fPXX*VoWnceBeK0ryo-
zY4Mx5+31F3K{3Arl<HI4(uuL?=d2Uw)I#J+P!Y7)yXzqQg_HoS9O?cN{q*4e1O@|m
z3xkT}>QfgR<%tPCcgxuo%*|0%HhRDXqUlCbn>#c{>Mm>h+P<DWo~Ykqc=m{O^Nj6f
zo@=1%gYZ6PZrxC0!t9K5Wx3Y{zTHwLNEk-<=U;9nzA`x4ZZ4-)q4glkniG?TUx{YX
zEUn-%aQkP9L<pufw;0?knGsE_B;N`Xm}@Bh`(d3!EzeiY$6W1-*p*F}$y-d_5bnI*
z+WhK?MftGj=zvqGY$1To89yDqXo_iZ^5}9Nh81A!^SR#f`OC5*mhd+}%`rbTj}V9V
zxjdjQ23Sddw-K8BH}_hSy`b&Yb@K&Nylxmo<9lx@OzBz@9+MGp)^cbiqu4gd7znr;
zobtJj$eWri<YC_<j4qh6uKD=ejD>~m^Qsad4Zc=*xja7hNnymyUUM!wE6u7CqmcQb
z%ZBAZ|8DqF6O{!vwU-h6HOoiV=|EzS83tpbAU%Jx?goKub}B|N@7XoCjxNz07E3>k
zun~gD)S=g1kR#8dt8(o4i~S>W_B?S?Oz|4MmiDilPQA#F5=f2Zg^R226hw~g@%OBp
z@jJfSalCpR>B>2oy*H{1%TLJ9(2K#(q=-ghyh@_1!swsR_)g7Z1L-*HmQRoPW-M!o
zOB`7(C&Gbnroc#6h>(Q4*)8|p-p*{e?FKBVh<9!K<muP-c)ZJ?<JE@Q=5$|w&@iW~
z<gTjbxqLQkOMiMoI*=-KKVU9`c4LvaD_UJ({i#a^)-%J@Y`KkSj)zYqbor#5vDoxL
zcM!}jTKO$d^X>6Y#C6Me?>)dH{<{_37Cl1R-5j}pE-=&Ha8Kpy+1|Ghu87yyD~uvM
zd$`_rZcmZHcWKy|x270rGI%onIa;VJ2wZofQg+ssgrNB3ADZ|92L~NXHo_GK-zx=<
zumQ1Q*;GHjuQL^p%!tBu0jYvhpJOH1yxX?XiW*{em6%8%Tb%TxRFg?HhXu1GiCGI|
z=zKw42-kn8A#y%>0GB6wh&T=9@=>u!{$U|d;Vu&5=Ri8&cO1m0@Pfq!_o#a3UiaXu
zj~fJy%?~wd#aAJT1m-SCbYfhXDuMFW3zCq$ld_o4$w6GEYntB+RHJ0)gvpH2Bill|
zQw$Lp{e(r0wwoaR#a_Nb%oNJ7rGwoUI#|e8al{eu)t-hhtLIpmca)JMY-1$xk64}&
zwf4<z%-2V2Wvh<3cH5+cw8r>+#5^ZVYLN6wdzI)NIAX(YJpD6(oW~6Ro!rzy>gb2c
zvzcoT%6lVNbhjl<iulk4kOB27Y)0&FnF9{zvv<GzYET#Z@&U)j;+0?7(__ARyRl-#
zg3oDn@iW=~1T-bs_;d7%tZj=GJDeu61WXSk1%t6QZaNI)?clU{L;Ki(XOh{&dg_(`
zRE^G?aBrOZ6~j+g0aE&H54sx3{`U=W6ww~W-NqIxb>){|>Fs&c`(2K{5D0BpL{2XT
zqe&cWp_P$L_c_tAY&8I~US;$~T#<fs<@ff9MWzmWYIw?d9p8ztFOSV6dSu-iN7l}D
zU2Fm8am13k6QK=oqBLw(%+<Yg80M~Kxtw(4T1uq}^QuQU^a}Ce=VWT2pY!{6rWs1l
z#JeILXC!@0Zz40C{wX$G&>46pLi6IdMZE$}!wAx4I89n)`{*n9{UJg#(sOX#fICnv
zI#D+qo5a>Fqq2#1h4AnlK{MB3qbbya)4Sxh`PtA`fyl<5fj7@o#|;~>KYs9HF^_|D
zN{WqGvg_ch8CQ4t?E9PhH8KCz6PssNzqQz#7}1DwwEnTj&w7_uM&LGcI=V#}{~ZVv
z@0RJsLrGvYUt?6iAnROEE;pOyFZ#K`o*YlY&yQk~uvkqQPtMT<M$DgFe?s*Omd5n{
z&RlLo5@<Z0t-adO=f=fsh`Qcr#-L%LhwrO0-|n0UEcH926JhFT?34&WE?v%>=PE;`
zL262kQCQN;gJ_q~sN^o7wm?pQK+{qL!NN<&OPN!F#+*HVPgQef+<Vn4X<A#CefeJC
zI_t~X_RPgs#;wv>ip=u2&Xm-o15%$yj-Nl^F^l6zXrp^fhhb|6<7awn37Y989j$K$
zE*>b<2yd}6aQhGpkDMG!FAOePy4cbETOE(E9re`nmwR<Vr1I-N81#Q%avzp0b;j;-
z72$cWTcr5~zoeDSPO+th9-rQzhtVB=ab9us!eT``UZKMcf2k%azKRW4-9>_cE=hCR
z=J&pyph{8;uvpIy>Vk|sHzuf0Di$WF=B7e6z9MyXDCutQwwJHPm4P>pg5}HPV=-^`
zShYmCP<?AHW4YG#$VF<giPZNymI5=reYJO27l6YtQMb*kNR81jZb}Sa)w;aFn~i@U
zS*k+Usej1?bMeGZpgnGjlL5!gvd8$6&kIvacnuYyU6vTw<PNHJ%)4QC8M1TF?Zo&q
zZ!mmc`l@jWKyhvJ&l&iC?t8K=?GQ$*LTL&z=ANjZpZ#T^=H5&WE$(RAWfiBb8*UH&
zeC>49TE!Te9i+9U=CzmXR$;0`=CXws??&P`l<toqjvM?F#m=a=?>VMs6Tw2HLwmCl
zv*D~;_uJ&4x?i{4dM}HFupGcjYfSmnabJET`eUm}{X6u4%<k9IF{ON%jS~-5j-iii
zVb4mWm2eJh7$QcBh%cjUK7M|zZNIFB)<C4VRPJ~WWyZY_El;q{IznwKikQn1`BrLH
z?_s%Wf6<RddBBJy{)}76LzjSH7!8ayV2Y*Zsc||x?Y$9kdB8l3l|gG6AnUR?H;<jQ
zWENYL@ID3beOS9%#uZY<x=^*hU6jWVg55X*HzGqbCG4;AW^DF@u`;0;3s8N3yG48X
z%%=OThGwxEx}Nie`~R^bV4Gz^uoqf}cm^g58HdQbcO2I5vk?p8T~<rJNj!Hdkz4Z*
z6er$f#nb2rN42LlaAZTZZA^|sw*Uv@JsPlJtj+ZC2cyqOQd9U}`M3yoecxROV+)`0
z2!&u|!~9%&zBax_<-iI(?pc!R9)3Rj%%1n&zf4cv+4;u_(rtNJ>YY{^vd=CoLAGSI
z2AAc^Nf&h_A@aJ>1cW%amlQlQHImCp9E-`F7|PGn*IC=`+jq4YRa%&1UubE?+E%ax
z$D^M`yWD3^%t+$)LVf3VMOv&B=WH`837NYxx*R0{^b&Hj+7hOxoyawq#f2^-#G^H~
zPW-qQT=yUK!uJUp7vikZ@@8-8N6m^oYpPJrx71BG4v_#eZSzU2vQiAA*riK=VxJ{c
zBxVjI79dkCSCpl}w}R{KkO|g!5eJP3I1QMg^@+C;jhT!aC92b>(Y>Q8PLR&NDhOS&
z0wruY?S;gmq-NKa<%7qn5I0q1@I`wY{*jgWYphUQ==V>sXpRiJ2#gSsj~HEz(Yc{z
zq<45v+k0FEzR&^;seX#_sQxxLnO)rn&H5Evof)68nx(&A-_U$ujrpuADLgAmZ6^Yw
z8FcG;(iP9Pv*^iMkMyW44b?8lKquB>svA>+Z~dk==cww9oV~8FuS;(k6Fq6vx2J{0
zn{VQyhSv@ZYF5k#wBfYU7@n;P=#o2G9*}18n_C9&DJBv^%e}tm_pncR?B!DC56q5e
z3*;&9WD%Tj{Q(a<+UO*lwgnT&kJ822B90Ix5B!B|FtM^%PzC%VAq-*i03BL^=1?cx
zqcsPU`O7Cwt)Hlouvul$_BOL$Al8@#p%IV-^82O)9kTE(#}u=>+apXwSh}&!TH{*0
zmSR00RE?inu}^lku<H(Mm9Qtekc;lHSvTT*@3xkh)YLa}&9%KF6(kFXR{4xTRAg6@
z3d`u)+sN{bzupLVSG{*8zM+}lwI{U`KNhOp3T#ooZS&&z(Y?jTv78@o1@FG@g-2bZ
zAK0i*VjBq$HH8xEeXV$5YexS8zqhrm_rQ3Pqy`Vr05{CDTuUnGey6$gyyhfC@#2WU
zNVH{~ykRBj77y4n)b1iB&>MEPB^V~AAZa0KQr@0XJ&P8JGnY5n>~+8*asD%L6g8n>
zMwTi<0ZY`GR7@e5+ip1Rws%&lRbp-NPR{GbqQn60(f1o4(688HgfNpXX{DK2+cB`)
zBKEZ7t6@d7DQ<KzcD_FNzOZ?TVXm4+aKZ1_7)?j}yfbp5?8PP8HH99T$_(GDvt%~%
z8(1cSXZ^ln=6tB2cxhK=VOc#?oo9`Loj@O3r@kDYYW(y#aY$m}fPcB(^(%j2QJp?o
z+1f)|+_ys-XP|&p8<z6wTY*O55wfz%RCAeGQR`>(jR!bldc`-63}UP5)>h96>9)2t
z0AO?lKl}rKgVvjcDs&iFzI`k}&vQ;eJe;3Swq;a&x%yWsaZ^0Y@@2tcmIma6nYFm*
zq}yV(AoZy;A;z5vysl+j6cZ0UM4TJ7^p{|nHrPcuXZfh*g5>b~NL3Q#=NTFa1o|+T
zNkKB^vbw?>QViz3wAGX_vSu`gc2D@;KFT$imR^0FA*V9--STB$p4H?t)Wj+A>TuWR
z2LW6*3>D6M0nhGRFQ9g3xUbi+hiM<NlZH?@qv^))xmu&Tt+`93ahTCbt~JxL6lDLc
zABi>j+p8=m`;4@1-jY@Khz05Mv35#Vza*Av>2)%1_1rr_y%az$Q_QB@v_U*&r9Fiy
zbVV1cl$+1yBrPxCl+Bc?2Nuoyl9X4xpK-&IHQoHeu`d6}8{+COpT};1v2e8yOq9SQ
z7P;QU<waN)uBDYa>G0+a?VWQ6R|iH@v_F0J)kfRa2;B-?X;t%k@oB-4?oeObRi@7;
z1?{?`$9Y@ZAvB=tfuR20Uc|-Zcu(J;bS<|H?36jf_u_Fi{$})TOk_*`f_GHXR8cR{
zrD3m<>CD}yz8^n2i(H^f-m|4WjsVy0v8pWj^TSO%>nT417z?+}RPYlQ;b6+_$uWMo
zHK?2XTD8MQJ9vCE+}~@b;BjvG_Qz&ps-=!Er<mgrhZZ~{ZV$&e;moFtmy`U5GeRyS
zNpgu%t}J_en^N))n!!))%J}DlZS{y=ZZwAD6JHwjY0#OE8MT()J(9PrM&ViDI-TW}
z1bGwl)D`xxjS}t2Xwkc0Jo~Ckn@=ko*1p{+W&=4}Y@a4EPxMg1$>63<$<%K-Szs>+
zmVUI`+V;4U$DugI>8_5e3KCoP%`R`w0)z7)N=hI$kDaRLJ}e;J9Cab#bc`tLsTSJ3
zR+#H6nsrFQchRKdE}fi>d=s-+bMhq6+pE9AQp<v!3dCC7c+x3M+L~mfYk&u_6wwL5
zon31_Q`bmoa%_{!3&-@GW~FXq9q>nRv7GQOFGXT_iUxElos?BSv{AK#jy^wZ^HB?}
z*n6?1iE}BTqf!~^<74*1I={C(d8*!7_Hb+M>JwT_;fDr?74+Mw3K}3yUS3_^0+QIN
z@Yqpnylj)3g1QL%UV74|?Tojl9zeATP)TEcE+hxXjcE(I8%%H24ZWPs_f%BGoT)_f
z@Sv`X3M&9Y={Gf1RiU{;`nHOvi{A!G4JQa_LN0GMf}jjeeD1P<FGheGXNXCdu6Fxs
z<e3vmpzF3&W6F8w*EtU3!DA(3#bIPg=I`{+msq1wIoeOU(G8KA3@+O(bx{VRy!{tX
zHE3Ls3oDj1&QkRf3QF;r{4Tie4M8K8g7jM27U9`2S{_W}z*M8bqw`M(K{m|t7wc@O
zAE6QcEwa)XSDd6tN^SDQd(V<dt}`z1RLXJMF?MXOw$ak2YG|<+$YZuJkojv|3Ex06
zF1#tP@lq@&4ZKl)?u}L_M+WOhzgXS~B7_fgYn0y2T-6#(!&V4~{n(AD#yE%wpwGAI
z;qmHRQ?J#BNo?ypd;~VwIv0_1IBy`Qn1We4%<4ZslM|QeK!GrQBN5qnq22tDap|7R
zBEL89%z+Qt*L?O@<(Fyo#9jm^YmZRH+>m@#^ge>LAoA2ySq*z=CHfF43pb+dc&EpZ
zmwzmkB5EBx{O$?3PZEhYCYRa|IHI22(*6{6`6qJzWmGKt&I85n6{Ct%=f;w??e}D_
z#e&4$>^i8#eZrezLr78DhG{y*<&_dXE^3aItdnjJb8VsEie`MqE_cJpBYlS{4Qn<=
zB0sue*XJAC>%r|1{9gHmmlOim=L_YQ>r6aBx^r{(h~Ww&&Bn_B!-{mLP$kCRLA;v1
zQ>F@Q^(8y2Ej;>4znFB9@GBu#Ni9zy*Mo&nWqk3-yeO*n(NUto(;eek#+YTukeCcH
zf6juxnwQvosl(Z9!?S)PCWa!}qDN_#usy+R__(?T;7d$!^1iEk)oHq?9fL+z!r35`
ze}r~l`?MuVtz}!EFUOz*|5%#*dfw6d*xrZwVjm6l>;QS8JI}C{)&M?h;Ek|XS!s0-
zhLxX}FD~)2`Z#iW%P4d%JyICK8I~61ax&#y7oB^cEUwULUa@!EemHt<KP8Spdl@9&
zW#Cp*Mt@F^fY*&{aMl9BvpVb){u3c>p}vR#O_(Zs7ruD%<zd6#Fh|COtrwg)scKKZ
zKI-b;g2)IVyQS)@lyyeVjq~Nbl&U@MdmqpZ2YbH2Ob_lD5}plZde}XC={$5GO8!+`
zGp0bAk<%`<k{!;cdlMC6&?l#B-|=fvS=QO8;AFCOWzyce0yyU27HdLVb11&}P=B<m
zxMPGYr<%Av@0Ip&wHF~a)QfOFdFOCR<1p=oyt|#~a-&|yb}mO7C_t;Cq(o?m!qh7R
zGOs*SYQ2+){UW2%kHq?~SWY?0&67q9U+H7KjNQPdvij5d!0FJzhjSGqALJ>c9ZFNO
zf@N4Dsm?@5@9c2$!UVp+UU(ltdo}nf`Dv|}?yJY(B{?cFjtw^BQP4I6UM-K=EPn}#
zkU&ElXb13Yhl|E`by<pq%tv}Ke1sA!Z!G&<T6hP}usY+yK?Yl8Rj-@N9(*u+D8`DJ
zDRM5<Jm-Yo>*23*Aj7qOq~vaOYuM2*q<%QmcYb)b@Pl)&m2budO(b%jd3{AyH+{ze
zK$j7FUnT0W_3nMYi>wo$kMtvQ^lzkoBxBpfJOqugp<dfg=o=d9KGXFx8u*@XdfuN+
zwGPFn`LZT7JuRqF=RqtT=|_zmguYnivCz{}I@tLUb=tIQ6RcU{cm5N|)jS<B8_KRN
zWlP&8b!GAu5&~<~mLMcvlxo$OxczAFifl`ufe~`Lf79U`7p>7?2D?uPdfkfT{YVR7
zzq!Y?bg@x>2RBR(C{b!Go2tF#8U``zy=qi5dH-Pk5`GhCLnBN`KS^bksWJzKo6nNV
zL<jc^NlKb%v900OZ3-Xzz0WvWN{x#{B{MUt`B((v{n$8yqQs~1v0%ezjQg)0qU;pV
z+}9jsSQBu<*D)={IeLbTJF>oCH954v^o6d-6?Eh9^$p8Z{iWQ17;e2Qb@Vx;<|Vcl
zwkD%64`FCqt--dMjrfSKPuF6y>yJf4?fToHbUCh_MH16O3Z`g^Pcow0ZGG~ZiIg$o
zcW*l8P_!OCMffzr>t>>72sbaITtzDJf|ypmx|Y4U(Mc1l$2_h=c{Am^_WG}llia?q
z)U^~Wem5jgI>;wyjkez0$01Q3M2rwf*0=KwAUyH8)nUCB#_OF<FdxmM({uNw_CDny
zS*~4)i1BMX*x*L;;)wKcplrmKZ+TW{$K~}+i))3o_C|p2_$9-dYg$TmYmdW_fk~*N
z^J5M4&={HaIu|FGLeDpH{9NcdBm@CJhnjEi@A=I9N<#`zP=tfX*jliaMA>-kIUX}D
z)-CvTmm{ORh3ffe@^d}KVhq8N>OR|Z5ER79^gboIL_PUD1oge4Y}TtMNRM|(_wk8M
z{~AGJ<=Yt?LB@5{NoHtclha(8fcSJ5n&~Uq<ar8*e`|Hrj7+>*!(Yf*n`0xGDkcNZ
zdC^hU*S8Fma5BrAjQT>|3H7`V9}7&u$acH^TV7OKmEIf%JPZUm9FoDurX1c-EgznR
z(q%(3#Y3K5F<ui^5=SI(v{w-`^_@i=%p{g-g|8N?!#9KQbM)rG_4ZrY);Uw%{_MJ@
zNQfpSafz6+IZhoxyc(;?u7o`p{Jb^D-D{hdqJYmjlc3R97%w!`xNp_$Tg9_icR*-8
zJ`CjJFUUzrfkX6EAg+6>j3_P7(ESe{CVRmR7sv?C-*7fl3~*`vg{Rnr=2W7zye}vM
zPO%_FX_2Bp_m?7Y+R%r<N5A(v%Io=n!8e}gA$Hn(i6?C!s=&`cb_J*M{_>TjQ<Fhy
z5BSFRkfHH*G%nDfAlf!n_vYFj>PM!@R2dbMDH2da#m``JuK!wAF37Dv!Tq){f27dI
zD;Z5E76}ekfc6h8lii*3mW&~lup{mHCZ^8%5kAtZx2Dj0yFE2o$hd<!!o`I!{Q+{f
zIO6H!%O<Gy;K>s`_ip9-1jwAu=K@XdeRL|2B_09Jp`(tlUd3PVhD<p;WB{woenNu#
z`AF&(*&eY!+`MVPd_K;mphp?aniLVd8L>1+asBu|o3h#4xw=+%6lva;eRA9yPXiMe
z>WhX3W_8kkR*v^?lOT`3GBm7&ndqJmB@z)Cs1+w@<rJ`*!tV6I8jl`6<M!!HYT(iL
z!G%qt8IEVuE$xjH0g1|}9K!B#t+hn^3vM74_zXZ-GbHKAacKA)jy^7#t4BU(u_2oi
z-^mN5ql*A?q7rZ3d@5l^nf1Ifv9iLZ3i5BDm%)(H(9~eyIi5g6goo`*;s8jvoL*QE
zSG%;~rP~gn<MO?CpuE4mEv^9a+hUSD?+d<r&+0ZP|MPGF9+wGho*}X%J8-qCG97$8
z@tL5J&+0?CF=AWTX`i||<qn0GRs<EwrW>8#B^upR;P+X%^;<rWyx+H-z!|zbuy8hq
zk%q?5s!qnmV9GD_a8P$oJs_MV)fKhVYoMf;po);!AH3bn^I96{?UyP8(txoRz*tX>
z<}m~8K+>DcuMFs#?$e2hk~cSbwbb1`X*~N$YYv7+EiNP)I|@f1y!dx)5BwaD+4R*!
zmFpC!&1P9s&+s5UuQpd+Z?OXK%UYhE**iYI1v{Hz=!1jxP&xIf>6xPEpNNc?_?%r^
zPj_ZmSAg7ST6lQu-Z1mM)(JJrsl-ti$2XQmLixF{=$;dj70gTlnsA`tN0W&hJwz&D
ze>|@EwSrQjW-nOQ8G|i4++0Q~H`fC8K|gd(oR~2FBLMqNNIRej*ve#;ftLk^2|dYc
z!o0oE9`FWpq>$lJN&G$V_ocg2H)PG%x56E|2!L&0P=JgqlsGoFU}N?B#1qZ*85jF!
z&+cF0(ZmI)5q=i6UoG#&F_2?np?K1q_MJxkpz+AlZs-<C{~AtXbQi@k)pe-=W#ks3
zOo!Dao_=IC)s_B$KFY&w@^HGd6V2;<@9QZ@9~$xlIG=9~yf8NNnc_!&eC<u8E8DxD
zqpJ_9O?hgq7xE^MW)HyFKw2L^(~lp&TPZybL|>T+)#KEsO+6a6%lsVcfs4B>++R!d
zuNnITWTg6~?0h~{I*QWp5^|93l&R;w6LdZTQlfLVo>VMVuKb{ove*!=WZ26A{nq_i
z0&xxVu(xwg1fGd2!PY4zPk`h!21kHjHREo4H)hG;z~6$$Y;hjLb7dqyBW~qj(D%xQ
z*VQR;$ZB)>o?9J+^E$ly@J30z&tPZR_h!xbF1Gz}pxUCmva%zL{*|dumhvn0#=|2P
z?sAx2N4xu0)a264H~P!7{hW#6TC)>4p}YIAfw!0)?Y@eh-*#l(NVx=xhjm|Hxz8j>
zUuG=X+*DuGK(|k$RZ{ZKrN%bwmIBk`;^Ot2H{h*9jKAWxu&|;x5N4U2S}zrs@MkKX
zyP6-_H1gP$W%1}@LhN?dfg>m567(t#9S`1<v3IRR96%H26oe;1po9rl1{fk}Xv5$n
zjL>}Uh_)s!Y;(|wQC~RPLqj9UyF`9(jE;)yH)sOb%D|gw$wd~Kog?&Rc*$1ip_n0t
zOBIElK}-7!qLkeBC*W>`M&21BvKWA2&&i6DJXuzl`y4nCmc1=H*to|ZxxBVkSuQ-R
z=fN)|!QXA)e&4OZaJy=#bs}#a?KM!u!0E6n@GJieK;)EV$^XQMf!oK6RIxvNcz({}
zS7B#F7amsN{0DYqj-GO&7&J&YC&o8H>GF%hyom9S@7gC&(4nH|XOz-q0G|T*2?I0W
z$lqV}E^7a0>{#~p<7a%Nnb()tM(no{a<Ylz?}~7uwi_0kxP}VkOd?Bb&};eB><c$A
zt*lsTssYnK^nT;l7bj9(G#qiUvdW98<+<+7^va<7tNt-m!f~8mzbU)8u-t0_K+}JV
z<JU#OKcQy@UmoS=8jVaSATG~crhHGzcYVG9^P*<-Ct|JO%dVIMPXEhV!@YT34e&Ak
z_YWTmtbm)@;{G9murMHHr<Wn5&b7of0=Rjq1BeS5la1Aa+{eOjrAK)j$uT>EnwGK-
zriD%`UAWgy^mqp)8iBr5das7~^9(v<cn*I?8|d`&-88}!P+?Nq;<}Jg^DdXRaTfBc
z3u_TEH@>p(`GvXhAlB|AV2J+!)fG?@AWsdeFfT5@B^x;;Bk&Sb)>S!mJU)W=>kA+D
zWdn3Q>(QC|z9^|?z8_;U-6<==v68O$bkdrfl}mL+X(B&$bh5~9zsm|5$tQFZl+Xn-
zIT!y}A4TXyDrH7@TVIoA{Wwz~d~LUWiiK81^I~f*{JZ#_-7(_9v2&i^Z1;qQHMH8=
zbLsWG5L^S^yI8yq7T+eyd>dye+gk_mWQ+%aO3GwS%_)Zyf)qaU0$?SMd$04501(a;
zgy}fo+Zg0~zxWfu$s!D~)@5EOskWMgZ^wu)uGBz#Y`=7Vr>j=z9cU?<qet6G2(j+e
zRXiOj$tnhHvN&U#Df$lMoL8$_PHPv6UyfDrM0suHJ1eBENzhU;E_7*5Rj%TC$fiCc
z9Zg19_?q~R<K9elaBzcE^7baN#HbyAX^`D9srxq{=CLAGIo%x74<DE^K`dmt>~?~U
zbQk=#i{qKiGQ=Ap^~HKVI*JONlT?1~UO*9UcqOzO;CH9xcbkG)Lfy!8ANk!}**Ru9
z+Ysn-D`{V&H10cwme!EWYc-QoV#`_M3WxD0uzlHses-oPrSxi%J`mUxrtre+-74Ii
zD8jw{Bv53%fRR8tvlqdKN+%W;kbZ4)KH=jd%mN$fNotu_A#^wHy*Hh=fFIJ<H%gRI
z=GJ>NUen*%s+>{h=BpVf9=BI*Gedo-&c0G=8gbYe@?3zz4X{2dOtl{Lg0k$BpcQ}3
zH#b9*psw2TSLSc)*k^Zy$*7?$TU&h>n%b)Z9{jd}LVUH3P5T0ZGZP80-rgUrqWcP~
zLJUR7w&su`sC&hcm#X>H+bd(T4}aoQRbSZZv6p>_^O2vvzV`lZl2<Gz6@KV@E|u}o
zuYZCY0RzjbX!>5yYF<1E6Uqc#k!%og7|#FXFq%7YGckaNvQdpwnid;xzVUp<uGerM
zno#-)%}-(4XE_O{(O3M!wAyYx{CoBL#u{(JT^pN<<#_&z{iyS}BgkRj@`1y;QR8Jv
z<%Q{_;`E1+vjZk238QV*0nNIiu?iQT6wkh!uxoxb_J~9Ox=@-x&}ehlAbX`ev-zD~
z$t4RakBn#lTa{SXZ1~W!22fQ{?-PN8hrN875NzGvetT|wlX}oPd2B0k*RDS0v@9Uz
zdHwYIWVzVUdr6mYsj}Jr*_p_#i0^}gNKb0$5P~2FIJelCIHDpQ%^~f>bt8F3SyZ{@
z3=GqANA%=$?@_n+#KF;3$A!}rp)cxz$Qdg7+zto;*~R1j14LM-IglG6kZ4axb71>4
zk!H`bzh!M9U$N&!-otH4{cAE14%Jf#?}UbCR=;TJ;Xq54W7FFNp^!4Ojh5LG(p_FY
z%W%H_x(zCoPx9IFGA7vK^Ti+>gjQ1O%8;=kw;bYdKA>`sA?&8y&y9k5zTD4F;%yCU
z*U2s;jCE$dV;XG;*Zb{szI)m&zhbGO4r9Kj`DAqi&gCcLgt!z29!Ia5oo~CD4O-as
zDY5KTe)_b0_kK`;+xpsGdf57ikO&au$6aEngZezx))U;-1Z}g0ZDW^MxFecU-Jk4v
zz1UyTJxv?QljZq!i27yQ9ALJN{OQdXHy>plzqpFtgk|yY(amtc9)V}hY<B|;edkQN
zKsCAOqBGSpN_6@kpLD;Kac&YVyfa7^wYK<Np&<F5@}Ii-1uAmB_%-=F9Z!}4<?x}H
z3)|a;c|A?>B7?cz3gVG`9~l=L;K=tm4-uSFD*kxgr#rI;bEMrvnVnGC#5Kph8u@yG
ziQuZBAf1U3eA|TFXnHFaxz)9W7t#~YYfv{Aw)9Gp#pD!O@|v+0*4==^>vwr4xZx~e
zXPJPCbq!{{mm*|z<D*w<e`v{F=~y*BI!aMH-Z_G-prb>O37lL`Zf2_|hwjxrDBWLH
zjW3-kJvUQhdOmu|o}c%SdtZb$QyB8v|0-5#UN!n$Q0L7^bM)qYaKe$e&w6&r$43_J
zrwjlpr+?@%)5Dd^=V|Y2p+}(f&C~UMDLpS=xO7?*dCcyt&V`7!6)r2Ad?pV=_7~v1
z`M>>E$@j<%^&4vw<i2c8*i5l5#m2=I(%lg42PHeZE=sKepvw-8*3g{0*1T6&!yBdQ
z_X7i!{H_ECnVAfRdRHp-^n4BT3ZI%58W-5wc=49(gaNkbKDUe1!#cnqI69VBv5>1w
zk~>gKE>;N<wCYuGcqvL7bdS8+oURQTke*-;1P|gxBWy?I&?NQ)4bEBYvU9b^BkPKV
z6&WF?PtL$bo)(+!<?n;G0W4?GZxAPdqJh1RJWfqd4eI1*)M9;txc-K*Hq}Bg32N^x
zi>7ws<9aORlb7H-T*vBy6OOdiQzlw*tfA40Xt)H9Jb$PTN;Nj_AcurzE0Iy;tBY(L
z^bnhGZlXp7$Fo9GVgu4<+icbr>gl_sC(NcMJ{CU}Nc@bX&dglX!CS$>unB?3C^(8N
z;{DJnu(}`qt=9bqw))rmfwM+L6mxiekH8<xo{apc^0k{}_~xr2$X>QguA$Yt;{1%A
zlysd`N>97d*2ap8;t>-ASo2T+g>a4uIP-go(iL+LP*scHeBZv6&%Rpx7*{OdLyt#`
zOPTG_4uNmkv6v?IYfevdw}2O87RF1n<Xs}S?CZ#+U2$8i#BUx#o-}{S2w}~&VKy3C
z`e7OYI0b|@@q8(ceyOh9^;avk27+C-AJj<I_UFT2Dd%$)R6%j9g`Qq9)_SeV$L(%w
zR38AQ_JMOlNtJWATJkCD3_Doy)^bHlP|Yp^GCM~3m{?-r@(d4<z$Ln_A-1B+wgJ3J
z7d{?RGv%?1S!Qb1>l$vGM0Qgli=NA}o$0p{XWS&4!Ba6O9!=em@ak#=^vaAvgS7i8
z&yG+t<|PT)7mj|P2i+^<bkM}<c}dCmfPc*No6*@CLSD5QYjqij5ckijM-1i9xczUm
zJ*j@&T5oEQx$%RsVeNRWK#jC3@oYx}GLs)a*(-5xZ80~Up%*oL2BsF8mNdo#ag(&3
z`s&_C9Y4b&BRY*Un__%<^g9PK$#Qh7)-|r%cpL2U#)^$&++?C;EI%;O-kgZy_}nRc
z>`rS<!}>Z5_!uROfj@Kh526Hj)C?Dee;)okV<U&<;Op#=MtiY}j5c8?c4d6E@$;Og
z7JvyG^$inBb&;`$V_v#~VRF$J)<ss^t?4(1eL*n>9zA?GNzZAF#qS8FJv`hC`frXj
z-oKYS?}8s&2G;?e0Zg~nsrX2UaYWf7=3(^DT?eJs`3XGY=F0~t^FA~SHhM7_H;{fh
zBmzR!5G{UZn#;THa9fK1V<AkAaQLQ}=ftPS?!zDm&LR=vxFr9P)0**L0m=-3bsG3H
zD)@!yq5p>;_^+NRwCYc~FMbD#<2e8Fvx|zgN6?&W@Q^svUA-?xa<++v^CVEb$Lc`f
z_YHsErHJC!Z`s?QjQ?~QfCRa6GS{D43D8gPU;RT*{i|oz0eMkwYs*o`;O38L=a+lG
zKZazlp%MFEy+z7Mh;cS;xR$+rt22|JrtYiXitpEzsj|(zmTq?4mx#^?G!;+RT5!m(
zoBeKm%h5ak6-b0d8vhw10DoH$Qor`EaaBUh<~k~T|2c?f-E8<sb`hW2inVJW$S)i$
zfXaSVN&jxysmi}%CFtXX&|t$qg~xGuck)#$`?)YDK{vY|tD4(;h^srBfCk&h46kjP
zkh;UaW7xomsw%B_qNW?`45E9Kj*iE`j%E(vNBpO$va!g?X=o+oxYAew`$+}4<0@L7
zc|ri7;(gO>&rp1fp`qbX1vlV;D~fR=m4H?5we+e3FxEjWAQ<>h1G_jn9(|5a$IS=3
zjD6V-|Mh|vmDx%mArjn>75JH%`IUYZTm99*HM_gKJ%c~g6Mu<E$Os96*KV8nw_G+|
z`<C3|0Qrwo{=?M)dj5w(mJUFEkg>8TK3vKN@;}njOd5QXlPtA0DN0%TPWwB6fBLh%
z_}|N3it?wh6Gy%^=YW6zq4SOgP*->GWR7ZFU9Kp<`b7R$Y+K;j5Sz&Y;6K_{jZFb!
z?{seyvf<zV^y}(>7~ua+9ohd-jq`swto;eCx-GW>pt|5>cY=l|uj&4kkc)|jyfv#{
z>T?uh8L>~dK9@b*>2wL#A3HiEMMRv*KX@a=7;>`5o(DIIh;n&#vGO`NwQp^jUst-~
zp3#VXL`0A|0F^%O?mcgvp+ic7;%eJG{yUnQnA10j)<2tHg)YvN(*x-Gu1!M5rKNqn
zVWyi&Vi)w2{h$#>x&WYdlU|4kUB#?1_~gWSz~c_3+SVfmj6PNE!ZPoEr|W`MUQ?kw
zGe+2sfiGc}YqP$-{#sU{^W=P9V)ORKvh-yH^cFoDFWS^LBDw%#KmBfZ`n*nu6m$V>
zv~Nx|`?NX`Tp_H6J$DgSiM_@yOGYAUCAtxFSze|$6X(@!-<o~61ULx*aC~L7fXo8B
z){_mFj@qsm${@wQo%DzZmI+@8xA~4kCWg`fZ8Cph*8kH+6y7Mvwd-eP*%xV(G2aPB
z9p7~oTJ?1Sr99X03o=ZsnJ_!COUZ<AnF`iE04GY==!9{5K8jslS=}KFYKk^p_+Pxe
zcT`hr_bwU)#RgbGK)|vA0Rg4=A_CHpDqW=s0V2JIfT$=^RC*0XdXrv405<|k?*RgY
zA_NjTga9GQUGA-Wf4}dZbMLt0jB(dLFp{jb-a6ko=kv@t$sumUgSpfL#h-A~>>&ZX
z?QdFU-5v;szSw|S-bTF($PPB~VYW`9utmdV`0%G7ND<@aj)YP0=2WcS6Eyt#zCVFK
zS&aM5)ye@f={etZ<%CzS!n;MFzLH=b8{5vtYeB?`tA5i^$-EZXGg>C4_W?hH`I)3U
z0g*w1<nQR>+{W77+T}M&YmpON-(CuB1=v7$D}s6tv=V1A`+gJ6YY58MABDm<`J`DP
z&ATGO6d=8)@A4a>!oihp)Db`0d;i&$jO4?Jsk*{`1z~*T6_HEIsgitaFcu(jQ9*eD
z!~O|Ds#&exh$q;K#R0Y@-IpetKX%Kd#q9!CC(ZOmwnfzcIH^;;mMqWy8O_yJjm_wk
z_pNKS2_!O~u}t{d)1&QhR(2fSHr8kI_lRB;;(dC68@(d_^p8Aw>M@yGF#Se?;9cka
zlT8O*Mn?qSTRulM7AF)XA?OIekGj8E%IbkE;KlW)?Xe{UldL{u7T0u`H>=S)I_|EG
zY9$9Oj2Fg=piR$BAhN<4=PSZF6DHbjEbMuBR9fcWoOE+^3~!8%{uzO#7sU~7YU6jR
z+obesXj}NG`HiqC&E^D(9T1LPCWsW2;nhw5vj%T=WnU>XNFE5=+7?&6R__$c^QOh?
zq5qoka=si4aEX1P&IG#0B(iiUN}N{gBQcT#_U@@U@FY+V1%lAEZL;N;$Ief*Z0N#N
z))xS0E=!t<D3GIE?iu<v4#=*V6{kwsiLn%3o-9xO>VJ_HkTP}uQy5Ar)16W!cC4A#
zh1%rzEiYlik@SqS27hwbbo9#l%)jgrX~wi@Rb*zLT%JK?-DG^tq5Ra~0!6{^oP48C
z+jK^TGlSrk-1)c?V*sx(ct97eI<`G{@%-j<$XRwU*i5KVTp@7%>iWjy<!SPf`^vWc
zOZBUXc<uA(4UY}vw%_VZ3lreR#-&u=9cAVi%=OT9W1OLELMP;_PBuB(TdBLs$~IVE
zEe3F_^W#;f0Gaam*3@eTwpq(n|3xVdC3pzuaVvSepO{-@nI?(ps=~{W5u=*w_siBK
zAPmY<M?=}xR}%1)792hX?JM&5qY=v@1hbss0;cA6uEBQ2o-U!Yif>&71;Ow|H5{)?
z=PC-`zN73o`XbeEh{Bvc)6R7Y7yBP4wK83RYAdST(~<S@+A3b4n~1k>nJL+SNjLro
z9C2LiI2a6O9cfBR3K97Jz5e6JV^M0fo}!|xB|+3Gy+MV{z%PHi$dh?`Wc_dny%2ns
zL;kb`8yHB3loXT>00uvU_=2E810`?6SNryxqticwH)dX}=joj9_x13)KSscRGetx)
z0|hYZRJ3pS6&o5@?7lra<(uEah&sWrC;|7|W8LMTd|ur)uP**%n|t%v1mMc$>(tFj
zxO9QWg@~B?;jXQr6>EQ^l?%Y1UEns4xo(>`pVgD6yzJQ<8?3RBl;8g0H(@1yez3Fy
z0Jc8LcQ9ND7v>t)$+^>pVb>YDc?XYRP2w={Z_yN}i~J+4m!`6^oA~aIp>tiZK18v7
zgd^;01kW@>7uS7t`h&Qx_;Zn{e1&(Yy6Fzv-)Tzj-#6Bz3uv!L^rnb?u;Q^Wf0V7d
zvvkh(*t-%d!~09mO-vFRjYLdYSSHpgPIj?f2<_Q%uXwh+`l3-+w*WtTtxlk}yrS~Y
zGkSU-ZHFT6y0ky4J^Wf<gATS3Mu;&l9M^+6on}KcbbD8@2z|Rfk&xlreR~FsDhFUy
z-<!Lw!S~z0egiU8`9$2djH(gu8Hrq|jHGcX5<I*gQmcaY*`IHlI5~YGvfTz2=0>6H
zuXnarvaf!Oj@J!4Bs>AzhT%2kRp#qeJJaGj2eWiJ%<|Z2{pMI~{;YYTA}34HkP~~Z
z|G~v2nnwHn=yBRss)oeov(Zx=lXxCQxjQZw6#VcSa`uT~45_Gj{RzraL6DC6EXh})
zgUG}}amG1365ky|>)ovhDSk9J@Mq=}J5X?DS@j?7z~}~$AvtsgwjliY&z=77w+HDt
zgU^8_-QIs0j?LF=8=T=J;6`H?=&*~6h5d9QA|mHJDNScTMz~CWtacjJbYOWGX-RfH
z$*ZS6|J+XskcUi;i{9(_@$;#55S8(Y=d8CcTipbAeyT~doxojO7#k}FGQyJfRMIM$
zV5{Roh{w!^%M@rO3ERH}y-C#47IlE#LL>`0McQsn$&>cJuUg;T`|Orx^Wj6WqFPxJ
zQ1)43j9KMIx8&Bgy|i#6gxN}`Wq;R>^%FAbxdx}e2k6xjIn14tw?#aJts7tRtVh{P
z0MKE2du4LJfcJg<mRJb=xPa>=FI!NZv2`(QL*cI|O!1N!K(&A9{RMRAa-~zavK2e%
z;JlRAJwXJAi_0kMZv_!B0d(m6R5N|MJ~`fjttTEIX5k8Y<G`t7-)a*1<iFwp=N>=0
zqHu7im3D*`3&6l&ACwC2W+N6JwuRds6vglFcMJd6Y4=Gew|+%bAm4ZB*;^emJ`qGB
ztlvbq0@1L@0wOV#Hi_JBc~#!$ECUe5Udrq|Q_Tki<-W-jOm!C$VoZ#Ut#HI(u57l_
z?ypz%zgtCz(b8XLU64{#v^i0w%Dh`~@qFdGm6+!Jt2e{tPf~T$?Kza`Y*k-ZQ|w%V
z9=FvlUo0n}H(G4>FD`8U#IaBpNp*IMr@z{0hCtA@+mE6+@7_D{#W6^X9l-9|zJGh*
zf15`S%9`ry5}sZvs3w1Ohmnh+4PA8x?=oI_90J`}z{yHKc|fIUKelrtQ})hh;W8kj
zhakF+<<twC{zhv%%-0y&vtb0_)Oc~A{Yr)k=LuHzTALIfFAV!?YFg-&T;OWq)k@l~
z_i<n`xlc=DwXW`Y6X6_tz{JdfJlUznF;HygD*f7R1LFGyX|;7Y=}iUjxuCflT0-;7
zV{K9+tt=N)a_3|0ZRXeF!FRARrQ<Mu#yx<d{Lqvda|L<m%I^H`e&Tmg>{CSY9)Xan
z3h5N?Zf*-~DeGjhkbKhlCH8X>ip{!jQDa(sJLS;h<MUg~7CmMZQ3uzVm)?lI>k7FN
z<^eOu*~7S;?cvkW_FC_1^Ak#0)}8)1HlDcI$y@$pb!=EF|91MjnOCZs>Ccd4{)2;m
zcH3x7LqqaW^iY;Afx;+&`1m?WAnN3^GD{-6SVBUQ)VllBbO|e)xXUe|GV#>=_emjE
zfc}`b0_Bj&22S#E=E{pUy;K^+-fF@Eu6cXavy$EJeEn!c()$oXs>G9LRGMeYLrMv6
z3BB?uf41x(rP$oBcAJ#{`O(JYny?~M3~=VhFb1Aui`qljo`23vxPNXZCSCRievKk~
zDMKf9t~W8CA1~7lTC7!6u~WlO_ojBcrLfma*`j9j|FF?fvvw0QDYXg5!hvLsW4Jvn
z?Hj{{#2WDIV132eHxVw6K5QMu4rR=8$o@FQ!VkGl9N&u%bsgj&0L-Tw&vqP+>gTaH
zVyQ@C*WE}h=XcBNW{DaC(P0G(V+H3a2769lhPcPiH68bMMt$+T$eRsi=Q2~jiWVZy
z@QRke%n#nVq)M4w?1*g7q(5elxNq7wO(wgW6z+6S+Ef5^h2&|udK*PK(cq?@*~^R^
z^8Ec88|y>?(jIJYomQcXe|ljbJ|mk&|MrBw(#iHwQ1%Tr7Vd&GxUx3_pK<d-Ps`RP
zmFUoAY#%PWoWK0#HN$<eh=N=9bC1(qx=;J^g61>jd)Pkd9o;<cWDW7wjX=c>ho!W-
zH2-ctMY$ch{D|Il@ld>^6{@)y?-$Q+TDt&)jNNYOchIz_e(|2hkMX@dpr=Xu9F2fU
zef%(Iqnart<_;}qU5v(>D9&B73(k#QIeZF<>lTK0ecbJp9jSj}g|+&Uoax$Pw-Sm_
zTQTq*8SBq_)sM@rGsWQqxCW_&g7l5U_2#?)%GMLyV+#WU&PpR-F7nEBT7`k4m~;7=
zzUYs^I-{n=!*L$<jc(2Ek#4KA2QbETf-K|k5&P3A9Ujopez?KZE%~8NGIjil#gbfJ
zYOJJYP4>vfDx<RnI41Z}Lbe^MYH%UO7r#C;<GqvEeOJEH3L1kr3@$DWUVA#SxGOVR
zw-ks(I27+mtmLz}#TXj)#~_0<@+_<$3_6Hrl--p<Xyye!iY?L`-Yc4DfT3Q}xK{7v
z8|B*H9xmp})#NA}isAqln+#v6aWdeGTtmy!9|Qe$bwzi@3rxatB3;G?ocK~J_tt!^
zX+Zk5R~3D}Qh-{}HL!Pv+L5w*s;8dqj~BO}F>Rzsj7^kI@339coMaqr*?J;>Hz?^a
z9aeETy$=hR&tUiVj3Nijr4ws-h)&nH_jbghG-e7MI3Oc<A{Fk|%&*I`+n`3>Z=vE|
z?LV>_5Sp5W1n+^j@I3qIdrVVXZ`PZ)*sKDA)5<tyG>6xh^W9jvoO=SnY2LZw?+mN6
z%_BLH-QpSD!X_nPIY}ni{f#O2c*@jwI*33aB^g@)Mm$Ik!ld-djyJq^-IOd@qxrj|
zAW+DQo1h>~nd~sL!1zUkUEWHuDcA5#Cxh@ZQ~aNnm0@jTb0UOyr*F|1;;)hqVq8CA
z4B`wj4_+~Ww<P(@A2uW1nwPGQZX;|33RezLw<HoZ`;OO2n?a8LARwOB3o%UD#7c2n
z4&D=B?i)Uhne|?rEMk2GZJcP2a9wL+%q>9E{%#3~<|GLIQG_t=NyJrFD0JKE;btyR
zIHR`$<lS`wjeW*$>&EAxaRw;ND67RZ!xN3+6fqQBB2T*#k^6^TF1hHExPB^687lOP
zJ1UzeUtn*%TvN-p9JBOiaHAMFgCZS}W}P0JEuKom>(hv&zH5~K=gsfgkG1B1nrz(K
zW*46mR_N~a#m9zc3|*A`dctmkIp;*wXcqxnENC&c(N<{_UTFp6Hx>AhSq;=$7v+7B
zml1UR+MRVX>!kckYomR)iHAG_`=O+bF{D*7m>>zk=jBs!->o;OFf}9fWtn90Kl1;x
z*A3Tz@h{3VS?jCt99p_vYEfWv%3<6**`lV8fPImtGriGfF#R>yKD#x1ih(=ZK-{oW
zCb8A8)kFDHAhg)zOuID!7GT$7m_i*0OY!lR<j{s1OEydCWk|U<NBl=0&xL^QY@0TJ
z+_^FSB}YBYbWR#z*eiIGUD2N^5Z7-%biTNFSjA(kc-5;e?xp#|e1S2$eUoQ+t}9HB
z%tzfNP8#Kgnx_XMDgMf|YuXkCmybuyGJ6O9GlZ?LfX5rRJXAqZ-A0+5^6pp0^uqCk
zIBl#>$YuEQa4(H_WEC?mDhBmn^yy`EpVJvFZtpeLV#ZDr+^aek{%%Od6xm!73l*GM
zY!ZxcV8QD>915@EIUY03jZZWx70oT+uvq$ICCWH3-PhVIut#&$So*Uy;UTs>r}aM;
z(UXEZ9qs;5P1)e1`pT**;~X`H{9KpG)EXP{VxXesWy`(to!t)Mp;z)k1FUmFBQomV
zyWREyJDnTV&>d@z-a`#O&zZrn@2t41RvPc>Mjy6lAqqZNNvm`#SY)^7!^>)IkY$C%
z61dq=EAyR2QovT2u=s+K_jC{$<Lz#%XHroWydcCjS@;&QQfIS!@Iu^R_ju#}ZpwP?
z369ayBM)TrEEq|ej+v|z)gnm<4wm@ZjD~fiaL)*3jRRF~4;rox7iE8A>^0g#2**o7
z%7QJy9l`qe#GcX4Dw|Q574|VC-E*WWm+vyt29Iqi9{dhpUf6(*tZNhf6w>8&s1`MP
zj$Ry@EgfP8$E(n6^fg;MssX|`RigM;$LhL$3a!uqlULUF{+>A{R)eg2{v=48w{tR#
zR{+7taawm91j^KwTJQ7e`S$HIAn9Ux*2h^`Tff=Fd+wqvNGtu`mEy2=Y@_d(TxsEy
zmEM$R-Jy8-a>=DkHAz6+!BDxzLxiOgB4Iots>}I8j{57E!6=T?MCuiZHP1Th76Ly*
z0m2wAw69O(={M|}V{RnnsqZSmU&O`rsn=YY_QQmw3?N@sOB=`ZrsdJM=!`ZxS2X&5
z4QoWG(>k`}aL?P?4mTUEBTDBv`txO-!AeIbe~JkIi+*T44*c{|;Ik+&489z`HZf_M
z`5&TgGhWusz$PoFGn!9S)G+GCjkJVHKIjgkxZ5L?KmD(zoSW~l7_o=Bbu%@&aG|TL
z1WIE#8Gn~lRYmw_sK=ijOiNyXNEY9FHHD{fSf9)d&+xOf>7%N_xI~O3nVJVzJ}_RD
zD`1LM9PEiv9E;#GEi|_KbV#l!r;G?&dpnPMjClxrYYdI36a-xx-?CL-#Q=6bsZOf>
z>(}uXJJ4@ws2?!~8PDYIPQ*8PQqGxdN)Ck5P6Xg4Gy?wE(qNAhAIr_h!-VC^@5abG
z*AZ_0dg3fm1$5<CKSB(iMtBHWCln2*NTOCs&815z+K&l}dNKXt``}u*ykqnXWfm&#
zI&{BZ;UJE=muvt*?pDgAjrO_ibRagCmj`o>n@j3HtUV4oYCidI!!&`@aCnF-SU)kT
z&-qbH^Du7l6eW0Xkp(x&r-t=fU)`-=n?RVtVe$a+xO)^f)L_+EaPMH-*|UT75D%xi
zpj!?kR98|ZS)NTRsZKD1Hc2-?XMZ(XiSNLhER$Qd|K)^Fcf0_$I$*Ta%EGb6wfIcn
z?#OuH`k<5GjdadBK~~m7AT0{1Q3c@>Op-zx$C<-}8%+?0qP1><1Ah<iEK&782IKke
z_}$zfD)OmJTIsM}H}a?|`QrYeBEvu%F~)!#@P+kHdM2)+y&mnFsA!XE8SiwHx|Gr4
zV%@dLJwl%q;&ioJX12>2&_47$=)|waW?o8qys{lHFmkY3WnAo_lP~^gu`AvfX)ccC
z0D+GG$5h-)Ax}8sf}WJ8Eza@62SUT>)2(4GpK@0cz45D4%?<G|M)i2j_{)Qtp@J<<
zf&FgzqplbV*=OB4Cm0#<znq3Y8MzcnAk8Eb*z%-tevQjYHM8X~kIsmU%w)55g>!r~
zm!g{udrO(taDNNMxm!ZgX{ufce}ccO78HVEp?UnP51`Y98{CP{RuXqS5=fK{UE@-N
z_7%cpMuSSXNr`@4QlBdShRf0na{tJBkAUAm7H=fnuJAllez3@b-0onnMPmIcB3#Bw
zl<=JL0Y-+HU@b|EJ0kc|O{Eh07^sW+SnKZ>#eL>Nl?*~iu;GcdNm;>Hwwmh1wPAIX
zrGI>_o!#;V)i=D6(5#PQL}~~GTju_pZ#Y#<=`z33t${{hxq!#=znj;46)M0b`%k=V
zn`Q>|F{3LB^Gyo5$=jDFCMJp==DZ#@kXY-TEC*&zX5-h3Gk1*&^k*pS_UY!M=?Rr9
z16gf-#g$)rPRWtOh@&O$7u&6ZD)>!GmUn+_d>hQsJfH-Ynpc?vEBPswQ3CkF4kPI{
z@&MtpF<8ri9_1G?khCN^GH}Ug6L2FHc-FZxiyCKRQ>xqAOqF`r3G1At-jvJBQlOAK
z9EuK9J3G7ami9uREbktqVWIgIN$*LXm#Tw99-HcYDM5R~!zB*qsn2CQjK5l|skhj5
zd9CH4ngn>cI!?!ov?p5*0^PER=8}C%&CAQ1Y-#7?=^(3I*Hro~DnOuCjTfLhzsDH_
zO8evA?fU=vW%iUi3zopQwp?Kg6zeg{d2<ptE;TVtZT`o9Juz3H(o6+7A(kL!2{n+G
zoztL@%EkSPn|lx-wKLfw?dj8}t2W14qc8G-EXSyDfnT@r3jdt@OV&<wA$&9p|F(|z
z)W2&21bY7Q+CQ5g_|5;pmv0SDfw*SsOi4s$cj@KT-x39Q==)-iPOCH&w{2i0C#S3y
zIKA%G*!<}zs&5)j3i1v;XxkZ=oLs1O{=BZ%L|n6f_>EL?ubE#8veJsoc}kQB7!!=W
z3<BAA|F^{EhSLP~99W#=pk%*gQcSCgY$yozdL;A1E9a9S>XX~_rD@lu1Q|izh&54&
zZxlKbc{@hYP*go>Yq~5MoyMd7Z3~i`h4wf^I2mlgBxf(#ZZw=1t)BMZsPKA$=j_e}
z1j*l5oU6Sj<7_Wq0HlK?-8}_As4*$j;3!{q^BjHZ#gsqy^}=~-^_Y<Pry7m0w1mh0
z$D1^JYawwZ4>hmK*?h-1$V9na@5B_e@T5>wW8-JVE+;YEpr?nw)6v-A`uz@&KmP&f
z`SdMs7c-0V-e*2v?H<_{2YV!N5sin;*0POI6Wp3z9y%#kbK_KRUdC5v?z>Wb%0}|@
z=K~oGw$mWrKHs0X%#mAZb?Ki+((xZihv=Ql@4MQXcl12%0<#n(YCR`TB&)?Hv(xT-
zM|9NCuIkOv38ypReC(+s{ARXdV>RR;G_$0P*~JC+ag=f=lZ?;i{)LasPW6IjZkmQn
zA3SCdNs)_BPIEd6t*!U};EZkI)J!8+&$BmRlKbyGk08~|DF(NRb|@cLP|R?ZWORqV
zb`bTlz%)ecNc%)LDVRoE_Nm_D5v|*h;+BO#51?v+tA*<*p_!eHlgs@Lujkek&mLHZ
zwJy-js3<R-tk<O>E8Cu_fj0Me`)dd~FpYLJtHdo=AHv&O1E;8zZYt}Y)8kwnq6t{v
z*2XMz+3cL*zwOA`j;pPIZGj#d%Waxj<j!tS!HT(MQbP#T$XQ;0L4DW28w+)p6+hOh
zJIfp3p{w6{!hdPEPk!I<8|X8`)WPxN^2&X)3upo=AWUx$*+iy9FoX8K;YHaG2>$-Z
zp1nE=LhpRYd*UNY4E{*^ap9`qThQlljJW%x+^YL<6O9J%mB|^;w4++WNyqdcx|xd<
zORUSEk`WwpE1vN1cxmOSb6D=pol9P%_fu%zLppC-c<!2Lr@&&<2Wf2H<9?+A3J{w9
z9M+7Xp$qwIM<@yXlr8#xx#vMb2Nwn=CMILmH;GM(iY0HE!mT?jN0h>e4tPmN*-Iaj
z1IOqDwPZ3EQgy~}X|9ReuuCGWu^vZ#s3?P}7Y&+Q>B2r;mV(~a6rp3C7e9s0^CtQG
zow;)4eRmNaOHcHv1!s;c$afjBF6Zv#@w@FlgUr@GgfXz+=I*mt7rXMslZ7SKRWwd4
zH~hi|kx4C}p%1FNiCQjrgxddzas?L2K@6%JO5r8Z`N}%aF3*DBqxR-BA8em!xj7%s
zuk57hyI%Ol4+7jW1%8ju&>B|5A}`}uzZENvh?<yV{;`l}eGP%h3tF9MQUk*nktG=a
z@rh%qmC}N!?WXoV$jm@ATl2T?dDWfpqR{C^zR9Zn_{n&gm`9&h!k}ZUcXN!wa?Wq*
z3D{T14WL9jw%V^m_8E1h9Ylafr~Ef$th)<lXE7T*hAZIQ9~JI1_yzMIt-Glqn_nk#
z{(yV)T*fjPt;%1>eE<hJU5ial!S1h;CCpA4zW%X`kr-w#nW=Yc{xR&xOs$+ffY|u;
z#aufZ`)buQsKsMaC@Uj0h@>KKn@jjdjDUhAxw$}PCKkQ8F_Zg3-O=_NU>to`q8UE-
z&6~-hxz!821r84*s&)!fR?RT&Ek>VDJ#RqA#uvCpr0Z9^^t=#Je%wFql37~+VnBi<
za;?=l3}zT_aAZb#HK6oia9!FRiRv&55>?YVH$I#p_TX)s8>%NrH1AC7%*`2>iEBW4
z3Rx4)v^5U&?iXDfMq&)3OUuQQJ-R}RYTR{(jI=7(zIjuM)W+Hwdy5p4qHuFDQAh&V
z0OS5~L)s_3O$q3d9H}j+<Ig8>T9H@3=SXTUE(lcbQ{u)({7kVJSxgwekV+-SogcP1
zrSL_KIQ6M{B8I!<p<cT;Fh@`5y{2h2%9or6t;`#MVwPgbaWoULbI%>8U-R#*I?%pW
z?vX3v39<OR`q(0PJg$@RWM4AK;h`2I%NxT4**cNFysPfp;}vuCUaqZol@v%!-)C;_
z#Bb`aD-+k)hb*c1*z0LB3fE|*LO9-;e)UIQmb8DcPct2|cE)xkb-@yatb5v<<a+0k
zGiFE>yW^qLMdV}*I&tjyZg@b)=}nHuON>HmXM=vrWPPv2XoOU`R>#aG<k9|Z@^X`4
zHM8k6?NcX0V>o5=0H9br;u~~nu<{0A$fyEZLzBSEk*%4JRXkUu|In$3%}J9E)Ojqb
zd+N;8w6%Pklx)-4dl$vn3cerMF)n#Trb&nG;63-FF?KS2(FO(>F@~z0t=EddvVCc-
zS#_9}={pl~p`PS`=vWJznV#lYb8hg{Cf<GQXShZgbUJhQ+(N&=W5-ILu)S2SmYpk~
zp-S)%?|;N?^_BOV29uch_GJR<n3g@KxrRwSqpjX5)5Nrche}FjTbZ`lI$bF=7Tmz&
z&7OT9n{F=>4b7mZf|na>HIVUgx8Z@~8>}ZsAuk_w5+{><S~ft!q}wG7Q<8s;jMCjB
zc6+{WlXVz><L$lG>Eb|6w&J*r7GLvEGBwUC^Jj!cFefktJW*5BI|tp3-i`Rshm&;>
z_yw-u`y738-L>rWjGQB+Duod=S5vw7%8K)4*23n*jzT!tX{g@)8-*pWsmPJH<;Q9-
zenaIoZc?E9G#lKJBtRWEJ<kwUZf{Kz?NJa$7Syc=Z_<=nBgUM(!R#ERot%CH-Y~IY
zM;mCN({MhxJ*If1TH_)?p(T;xrK(tHDLpOfqdidj+A+|xZ=2KvdVWJTc=ZiAHN`w`
zJE!5@TX%XFO$AVsxEYh8nAR7Y#Zc$sM7-jCE4&N@x@vvcY~8n<OP%2|eH!}4kOy?N
z^+e9nF3&gGOJ{sRj~b4*|Ggu0FVKaM{g1V-O;(RGpe&1Ts>e8w;^1QbIHMYu!F$BW
ztA+f=Mb4AEb%fRKSYtqco!-T^EFXrV3V?L*dzd^M=z=%&u-%e@!z;{O%r#Gk)na!>
zy~;}$E7Ta=s-y!YmCBLm5zz-j)rIDjw~dM1M{s9U(ORT-k!4{vBZtDgWHV-uy2OTY
zMnFx*6rzwMPStdul&V)2K6}B4=`UgQ;@?lvF>#5E5TuL7p>ES3oM>Br+5$rB-l1!f
zJ=nsB$i|P@zEM$NjIX1Zh9(?qh5`LsoK)3sX<M9o9)_3*cDR`G=wKnHaSh|^G!Nr6
zB~|rRqEmM+;&x05^uI{o0Hyh9-UL~0b7!`hXfRmRKJ>!RE><7Lr+NS0UAF@HP0LDT
zYQV+H$N(8?(<5@BO_NDE*^CwKJATc*YhLxR8-C*1fH=yT;)`+a>`V8NjXmG=%&h1s
zBHgyiuHPAL0u`#)e{0J%L?|OvRaNb*5$ROA5tNkKa@H`%LX%z#!(q{8ApUD|t#jHF
z&NfzF{=Hmp6hb1?E;-0nxw)bY3ZJSXl2D<f67yW=zKYdDVEt}>xM|)Plq>^>)(YXF
z6}>od?7|lqrc~CAjBp+)c!Cneo0iYbBp%==6sG#mfWBFLrw=JMHcbB<{jre9GnJ2C
zKV#hy^Z_VWT3q<LisyHK?MDF%SJ1NYes8LTA-U1pwPB%}fcIAJ&%j+qTUq$74gmJ-
zYU5~;iLsYa+)Tz+=sN7j6R4bHG+?8Rhm@M#Bd{c#GO{_(lE1+$IP`kgE5ByBsJ_Ea
zBtoZS1IiRNEX&nbZJ(wyJ7!0GZD0Ur0qJsc+Z;Qjb1zB=`DHkVyvU@hZkbvFNle21
z^C<H3J~dHprCa@q`AD-s?+p%We#B+|abgR3FIAAqs>WG-?R(ddtf;~OqDrCqi*Alq
zr!Jd6zElQbMS4%3>!G<iJm)ekx38ApDd^qK)VRV`x3cKSGf7c$SO=`_10Y2%jJls+
zWK#IlCN;z@*b|g09i*sDxj(GvXQN0xEM5ac4_AETSoW5kwB*_SITS~*$3reo@R=NA
z`!#MM7h{vl_qvm-R<}pPxmHHs_D?>xKV0fP^clRD&N^)#&ctQ17fLHr<qgigePj(r
zl~$q03XQwn6!8Q}aZ+!cH-<W0n2zwlHJI8AuFD7B+hfQ2tQ92>TlceunYmq&8rWOp
z_QdL{iapEZk3XGgCX4Gs97PlVG}HsEFH!beoL4Y5Km9Wbfg7~)l-WnANYasjFqqsC
z)i>sU2D@_%w5|59x8sHgjV`9)xz2Z6!w}I$(uT_cmX}v&<kgnx_+n@$XN`S!i}mML
zll-Z)3RR$Ho58{M;wT`c7?xSe*{L2tC7_wo5~$gAQk1?Yh`wv8Myu*$>}5|Mb#cg8
zkCR~1&#8l>dmv4UvS^3H6#v(~SDWiF+rGJw$xkIE$p2M~E<8S#wbMc}Nwf(l%n01(
zLrMkT>+>L7CRab6yC-O|6}BF@d_Ag(YTbK)(;`>8rIW#$*L+=2*6Pum-F1rDS%Kzl
zw(2pHBExxq)Hr_c+e`RUg2s5*;YG0n>0yk5OQ)lVtIllg9l-fE>)V7hGn;G(tOGI+
z!5R;u(F9-_JnI#1dG^H@<Ag&)R+`+f1*%m`ePa!x3x5wDps6!1{r2pH3?$Kx!%qb*
ziFdAJcbbQm)wv$dtHg|7=xuJcXnJ&th$%);r2ll7YbMQULt`sj`^wRPUw}**H-+I?
zAl=tfYmW}wl4-|%qn}nmF<J{=xnQpI3_HyUuhMDj)oPp%XBQ??@P|i=<fE$I`88;;
zFaw)kR65uA&2s4w6{s~x>O(xxBDxTcUuri9bWQC4Uvv8Z$V%U=bA9cGAJZA^^Fa4#
z=P!Ky3|(52wvAbru+~c7tK|Nl7BIafT%%A|R{z0X2K!wVbUKk!i?@Eg!gBJrdZ#o2
ztZfAm@tv%Oh*abQFiS(iM9!xQcV46ScW+Rfh~u#*qy@ihpZ1GSamCy+%ZZcnYyQ|m
zVEP<>6_!Iud3MO6WAb9y=&{6`t5<`BB)E~VzxQ=!B&*^A2ccQ`3uHwUr#mgOr6G8*
z=*XcMJY^;-*Wxl!!VV7@q4f5Lw$Xd{$FUG*Uij~kvu>*I!hJCV^^!KjS#9C27Rqar
ziMcJ&u-nT!`$DGja{NEW|E!_TD(fVZ3WsVPqy#}B*?^0ai{X;uoKw4`$BYE7{7G2u
zSO4zx6PLo*Fn#fdyGB9f%9<HF46F&a5ZO7G=9=jKYN8UQF>TNsGUeSegTyK$ni8JJ
z^tpMzR?|r@fuN3-ON=Y|<AlrAym3WN$V2{(0IMtB&Lbnkl2lQwr<}A`y|Za~*+bOy
z`{BLqZ!mndT2#7V#M11XN(v(At<UQ8LNy2!0mS|Dbs7ebJMwk7JTjCRi;LP5v|qJR
zlbPLD?quYIOVau`@Ejn0H8?iRd7BLSGw!xWrwa>S$sbR%-FGaW9IBIsHpG9~i>$cA
zohKSE;@CV{=W<Q_-Csr?U#Yg4-obM7LR`s#=5lJMV>NaJ%@Rk$IRN)$Xq$#z*+!no
zSnx||4ZQVPaZ~2_E`5~X$lienv7iAyMJ#gUqG0cAax(QK^lkiQWzVx#^{WV(SL5cI
z{<g7|r1*_X3S`8c3#@z1eVok8L*1HpJ-orwCZa8=kScGjlv5zg2sVa|*|&k;q+qt1
zS^L0a(I~%>=s8kmVzp>VHLY?cq}4WxJ2MARK_MU2LHlt}k14uqzR6e>5?wVnP{UsQ
zF(IL%Vfg8#HAnjE%|BwI3|G@;G=aRS_MbXsXv$_6^kO*kAHhMRL#HTY2UgAnFXj*V
zO_k)HY4wIqM;6Ff)u{_W&;z>e0pQZ8mwgw;M{Roi{%NnH^N6AQbXd1i;uXDvXDIQv
zhD_W6nov@(+Qli3grzmlQiMm6UdSMwI+WB4xJ+cV#L~#&U+7>v%_qtNmvx-9buo6_
zx3A>i1uXf+lo8*wNnZatE5x%;GO|dYqhNCE=!|zuKv?VbTBdiWf?GZ@_hBW87V~!?
z=ln@Ms81v$39c|+Ls6Miq&*=1G(Yx#8Hyn{3M~si_9+NzTKG8dlV-Ezv}A>k{A&ae
zE?vST5#@zMh4j+kh4s<goQ<It8>lk7?+^IHr(F+I+fifFvV?Kja(oQajH{L*6U?V6
z_z@Kxs%1zoVtdzC#8$LB31u_5lrEcQT^G+jw7S*fPOBKkXGP9e=NfpuRz_~x4(gMZ
z^4KkK2$Hlx9XUn{O1mn+hVr@iNc!LD2We*QltBAN^K@MKF(-L5Qwx)sq6|HV57{0K
zfJ#o4Ezup%8L{4}89btjHe7Al@y>Zs^*Fyr@V<lV-P6hOU`_kfSu<tYu=VZ!?_q(m
zXmNcPIH!Hl+1(+3!^@HZUT;KZxvx~$D#|QpeI=!nc;DcsVm8<C|GE_xjccd=aw};6
z?N-nqsl=YrnBls7|0|R6i=nvnDZ}$yH<4IWu4lP&S)h;(dpgmi!0}r7PhU!C^Dnop
zzL9zi$MB?Js!^SqpmEuw?@kPQds!+0UWe>OW~C`SG5d)f)HN;{ul+X{tW!SOh}KGh
zU+wKI=^SErF0R%tgfpVpeP_zg$aoFemO)wU6hpNK4!O$6waz2=%V*r{tk}j1i$4hK
z_Dnzyqt^oV*HEKn_5v0c&?UpQW@qHdbAgjJ5cpw+XBiKMA}n5x8AwQy$j#R|h3iig
z9E@xDeu&N`i;>sw9`@Tn1`k~=2un>3GA3U$#X)JO0ia$}BA;)<KUtAiYk)37E_CX}
zW~yX$&g(#tOKV&C&YAgQrDiS-kIVaRYO8(fmr-5>YbAWYpvx)<-)?`!x0A-=dw{Js
z=}jk=E!0GwW~7kaMB<yr(!Zp8LM^*n`E=`^R0g@4)cK}oUKmt;vhm@T>LJ|&+JgiZ
zCN?+{!z1vd>wQ`<=0ZO^sy8v{uxH-pm^5|mO#i|8mrp9+L!-ImU5bY1m;rB29pKGj
z-t+yX$VGJ7RrFca8rhT|DYJM-K8z|dPS4mRBOy&?^3)ruBZb92AM%}636h2WVQPoB
zy&pcBK!itM9YkY-vc`IEcw<LVMXv7>d~6)x{nVSvj$*D$C1!U>Oq?SYHn6f#dEt@L
zL_*bKS+9o$hSFH=DVaI}et}^{_!N1xpKheQc;`9B>Y-sHAJledwAjqhSirbqF;Bqg
z7DP)s6_rOvh*`mV2P2{zKY5yp7Z{_1_vo$Q<k#<nYRI6Fqw^rOa~4m>=wN3)%%up6
zVoQ61k-6aMcaj!EcW8us11m3x>sDNhNQg4i&oCHts0gi{KYb6q+8qKaW}xU8Yr3C!
zc&0S;Mow=1;CE@bqT^QY6+&Eqgx1hCZpJfdZM7#?<>z}77(U8aSJ*C^S_d3H&KC|R
zsngeDPMHM081b=2f1xbKuFVrw!kg-Z<6NE03pt&iP+?BKZ=DV@Y*Er@F98EyrP$+m
z`|6(bHN(G=$ZIZ`Qp!VU=aj7$b835>Y{nhD6<KiI!)j(t&argUxY*K62RG(B(*PJ9
zI`Vza<s;QL)f-B+!zp!EW@hF!PmqV?>n5YcM(*a*&L*WxP5ku)v}m=HV_u)DXF}Hj
zon0@Ub4})!EBJL~B@w^NqhnmEX{>X!Oe<(Ze8=#BJzl`18n!dEP{Me))XB9w$pUvW
zT=GdJfRDBG$esnwT?Ym6zg;P%gFnvs{%N;A*sG2~jN8wV#d8z&*>gsBwDmJ><9f&^
zQ_q@Zx24GEA|g6G_DXwpQd4GiSzU67iI6AfVz0X%t3Te&Si2ZbUgGo-<_R$y`Pg=R
zK5ntEG_s0MJuOYt(esMSFLzNg%Y?74r43s0Qv(IXt0Ltcq;%prNS3+$%}#)TTi5$d
z+C~~QOUIC;4j*AALfp3Y%i}_*R)1PYw>TdrP->I)<fQ>F9P60{+19q6cFRfD{l8Z?
zZ>5l9^%%SFbh+<_|A5fOw5-VnMpoA}16B2iHc<yJslWGyR-#Sn(#1b!Hq7hp9n3SN
zt#>PAmLhysmK-yBPWc5UpfjM8eY9x}zU93$&>yd}oJZ>mGg7vq52KK#4hoM&g`WpE
z*0>d`(^GX=5hCLAuc#~A6~yJ1jb^8AHCoU;z^rZUWCXY173oOH2;?QNk>{xuD}4%4
z>BAO$%@g5hhi8!tCwhr|p)LvYU7KQ_SRMiQQrIbL$ouaX9}$FTQPBpPy3E;N(sdrC
z6}y2wo#D?DIYGzXE1+eQYt{|wX%=Ew3jxonVon|A1kxon@GS?salOcR!=1(Og~Q#m
zlZolHV|^=Z0Y@|2oq(G@V51@7xPakmGgFZ02hUpH^wb)ShcqZmevc>4uf@mEx*pjd
zROfcEs`v+%^R8K`LgyBc9Zu2wEl=ypO6qE(LJsuBZs=mX71n8S*=_@<F?<Ri-{-$`
zTY3S21d`-X?YC*gCsLoR%22ML{E%efLRAA!;%CRe7RPImj(=brZ-4zQd`<({YDAG?
z&THIgiG3oVa3nnFz$K(7OB73_K~ryIaAn>)=jx?KOH7QT@T0@AD&bhVCTL=!I>jPi
z+}Q;sj(s}t3c9<!Mjh)RaT&mMt;E(#3lHtzIrddQ=83KMu3~P)<M5Uw_F_{jG^dQm
zBPw)*fkR6B4h`rYpD&Q==U4=~0y%l)S~;VsI~XI&g#SETqB-hi65j2#7BVAKT8nV%
zkGSLtIbXcoxK8A5?@@pM7c$m<9w#8ZlInX4KmxH=gA-?!F4FPmUE_W3Y*D5${rZ7M
zUlZ!r8qAufNOpaE{}U)I@`{9SMc1xR<kC~*#{0mjEEjj19J}5%QYV#h<G8c=#()}H
znAf8-X4vLdMPpbsQ{W_wp9zIM3?I%;tFeR&$XeuBt(CHgkG%;t#m|0F3D}I{li_VF
zEnA=IF0<`;8o8?2nqV1xgp^!MLlUh-zm=b@{?5plf3}*nJ3SUYiY!~}cbXonO(sWW
z?0uAh530ddyek;S1Cl&?m(rbNz4ku?e9d{^w4M@V<4vcJ6#sT(9~ffKzF|gh#5ECt
zVRvwe7ceqf)Qn#ZTtJT&?@o1!diI?Mr4>YTc_y~$=?Hcm#s1~B<JDB8^>d7{=JbZI
z2ij&NkWRp&+9nR&S4eCNIM~v=sL7-6FfY_jIldGkng(Ere_v8}#fvOV8JtlSp6D`k
zLY5#xgmBo@@A_DD;6sl3?zk*uxwO1xU{4-V!w*F=P~5tv@`7Q@>nvWq?~=j9lnj;?
zZ0}0IJhHAjVBrKpxT@bGL!(FXjHDvZd%4WcS3r$%VZsj*1l|Ai7~)K@c_B<eQrYHc
zmeKk40l|?Wb+djZof=OraqzdDv9xGz)Q~40bu4)r-LkQ6v2z(aTtlz!TOWGWt_K}R
zBNVG_b|!47IM4LKPYupSh0b-fpdY1Pw5=8&37BweR1<Q&F1|=?&>w4)WkCtZS+8%b
z>jRr>>=ETU_nfx^se@21*IlM_zme<bFN%yy8!7Jou(jzH8<h-7xf^T_R%G1};TA)U
zt$J-*(-rUC->L|<@u_{Sy<e`@ydTMLT2$~gtIazgHm}b-tHy22l8Uf@Iqma9D|Q#l
z%Q<8!kg(#0YCcm5SHjk~=D)3r9@s09_Ys-}Q)NxcgDGz*9&_!Dn=Za5Cb=fla$$Q2
zb9kQ65X0LTTt`0VaAT>3*kL34rHKKn*h*aj8xCfzhm?_=@K)d%SK91Nw8|<QbQKHk
z@L~vZiKLLbcASUh45;<<{4FJqK}zeI6?9&&6{!7fDUE|<p~Gw#E?NLx5b*e9fNf<)
z${nrls&t~zU?L`;Bm|ys5@5}DKK1O^O1O3MC#0|M$7_6QxeWu$tV^4Pq_0y)pr+Uh
zN8S_7H;fez>0rN2V&JAZzFg4e6G5A%A*;TIpup+p-t1^LyY}LSM5vIS#&0?k@WYe2
zahgiygBH|7xWe6JWV+i(cUxmaDlLa>37K?k7$#6?(Cb`e^k<gyKcoVsXK{eHE^|{i
z8^HKvR=;}VM_gxvKcsHQ8v)*-klY_(Ex(!#{CO^ND|f)TJ?-Y&MEXkbf3)zHN$w?3
zw2@cbjz=$Bsr*vYZ{`ee)1_2{(;$>dXPK+f_og1*K?}IU_?VnMWMnD55B%@5l^$uj
z`b^{G=e^u@i1->VZrs6f|F{=32m^>bg=?C)?`f`m?l<KLxb069XPU?HkQ}hOW!AI6
zuP#th$Cc?L{f`PZpC5oF9h}J#m!Jv<Po^bs($LE3ny%*f09V}<GuD6Kc<%LIY=PXT
zRN)PL@>@^B!jt^#O!?j|#?;1IWKp8Qo5TO+N~nD3W&4+J;+1}qs+Rn}V@hC#x<Nih
ziVOT?yrQjF=fOi~2j1g*rbs8=X|eeyQ3swY$NyuJXYKTHtgRGA{N{`cirQ#gWMUET
zaq4v936a0y*q?r(pa0%!iWQ+9x8XJ}va%RWUnHKU{9-Z#{c8Ola-;j-{{1f)7n@aH
z_as$)cg%Qh`v&NqMLW){i&D1Can*@}$tlu*MsE1@PA!Q^-;0K!&rT-{V{~F8TIA$(
z@BZVj*+X1Q^!fb?{o3=O*YLiZ%uZ`J`bB<1m1+9Q9dGvYr)~AvepJ(S3(Oij*Ftmb
zq73F|4>Tzf!%kjjq$z4-@j*}5w7g?g%0FgjJuCQD$iL+T=$al~$cLC;h@Iktx7ibv
zHOoRhy>=qorytUo_dq%!0U6EneOkZU@cb#js_oi}<JvRZ?s_erTy!Sj)_T(kU6p5f
zE~~DhqGV0hRH8M_-`s*G)^FY7-#3t2I6sukTztS@B%jY}kkc2b_NA+BiWcIZ&(>1+
z8TzlBF?=dx$mh9K4AnwOyE5n2ANPzmFi)<`*dBy-@|o?#4@k!JKkF~76TU?&m#K(l
zdySyp`4Px)tm`rTv`Q#B6vdaR_{=4%wm-2!y_fu>*;JmisTdwg^m|<E72F^4u$6MI
zKMBg|F_>-4^pkG#_a*h=97rKIsZ}rSLN>1~cLocez1QRSoxD<i+57UP`)azTNgq2q
z_<VFBxk<J?oZL|yc)I!*F^cj5X-}cYjI?<7iK+H}k;7*9Gq$_-M18pyIpJ1K@Ikt_
z^ksxKi%)O2=IC2hDwPS!5#sQ|pD-zt5Utfyxy2kS)E~M(LBquUXD<+KLru^!Z&Svd
zQ+HBk3m`3KJiES*Z(mnY?<CDaW>Br(Oh~?{?<=V#FOM&X@$kMuSjMhG@zXwQ*&lGL
zyOUcaf}Tkrii~487Cx?Un`fW=(Oe3SnS#7+Yf}EPCTbJAPF#l_K1Llfy`rA|f%&Q8
zVr74i0x0d<PpdO+c47BC;DwnI(?6oqd(3Ah$m46c`*Km&CQ19bIPa}1xqB()QK?qt
zp3=csyxMWcFS^MVZ+a%5UJ?;Nc}AaRyW*7y)8(8(Pn3l|CGFlaw9icJOD(D&%t0zs
zfhFkjIZmpd$a(8aCZU#9Gi6BSEm4-JcMjFSHHSt$tSH;!E=T`p^4;MoPb3}b?VU>U
z8EGB-g1T0|))qgz)AshwewL<w%20YB|Bc{Jm>7N;BHNEf>`?WfKjc-wiESJcA@bFK
zpz*qPbRl}&sl#!rO=tCJ+nHF6HbY7<O<5e`K_6nXp2a8{)5_;MrQf#2-1X*sB60&d
zc8cG|qEb8IdDpXpIAI~}WNcG?w_<0F^LmpnN4dSx^UV$4*uveK^|R|~0F~f`u6rXx
z>>{|T5s9aZe<O4{Fy=m=2)x7-vpui8P(?)Baci@F9Nw^)_g`o{C?idv0VctPZ@-uX
zk*ybo+wx>M+<p@Yj#GZ~)Bvg$+p*S@rGatgQo`@P_V^bor>w_i5QHf9c{(B8v7u=I
zV?glP36JysnyRVoCnh5VPP$eJ(;h34*q1csYiGSLSbZWQGGShg7aK%LYnQYgF~m*W
z)(DG}y8WCHed9CnjiiOd1Ds!bbi9rK%1T&z^VM}Oj`3jLM{B1H(EhIUq(r^icf7XK
zU4f)~6A5|oxGd)09`^r7Qxu4HxX4H|Yp9_O;ohfX*Wm$<f7{H(6fu{g`NQ3woU0I;
z328{a^W$+ED_^Cd;s$fCL=!i_;#&)<ru<KefZWa>EVpIH6S($L1ILj`|IH8Z=u7K;
z@|mU+^wX|z1j5gx-J!0S_e+O1@UwFxTQsb#G^>xAZuH?x>-kjvWLiGqVsk|ca~0dT
zj=T)+a0&ZjKuXAvj+*X&G;<6dszgK1%BVONM4!}<q$NxH54q}+Rl|Z%AKq~C9|~Lh
z1>Ehs|0wF$KSdK0(!{@fyY3W`es!^D0@#s_3=gvrD9r~RU6SG7>7q_JdnhD_@%XXj
zzdYV&anrGH_UQ0x^MYh@bX88=h@?*2YEV;y3xuFQ??OHM;Qxdb;K}s^g%xNahhGZf
zK%(h)8`fi1pi9oPjaln~eMh&hWtR92RP0#rrmgK<J~}%QX$!}Gp|UlWxf(#YnYyu@
zdx0nJ5!kPfZ6PJ{rZ;3;yA{rWX^DRm3-!-Z)yz)+cbJZ#=E2}p``3C}2>?jR*9J+2
zFsSve=)9-D#k>yse0sm_)L+6S<l?EHblB770K)Q9>-l|!#M1rz{P!iLp?_@hzferC
zbqPn8LG}$~KE#0enN>g|K%dqn3n8?(+}(@JYf`MRulUOO0Z=kvmoivnh^TcH?K$*S
z+z(mj^bgNA&&d1DS_nW|2Rmf{<R*`TQMlZ~awh<8p4{_9_zZ^xZ^<B_fjWK^Y2?nF
zHkxyJj-)oxVmK3^5+lEvX|Ad^Nt}x&hfQ!fP016Bz`Pqrju{n9&3pa0!0+6;#pq^C
z@US|Z2jI`bodG(+YH&H%9VKM{MlKNJBnzf#Eqrxh;CCnE+_e&NakYr`kug`a7fMlW
znSiw!5hs_A^u#!VcWq<%JW)c9y_-LI0nKUB-4G|to;Le)=xl|$i^#C29uE#iJt&{7
zbt`4DNzGo9^;zDtpt_;brPsXE(KW@G-~b|Sadldtr2-@BmWCOxv$K14<k`>XN)E{9
z22yNr40)C}mHcGSXNJ-e9ER)&8)(yu)<Mb}J!#iHhC!J>&iw}IK$-9N9PFJYWj6}6
z@~;2{12=C)qGkGMZE0^Nhi^Z0veLWQp@;I#B<uFc*z4fRm(WDbcz&l*Jw-lJtFo25
zQ(B)J%GyfCXQ(#}QXM)wY*Ay-%O<|sSOXq4IXHd!XwR@l^RnZHTUJN2EmpUs!nE9^
z*Wrv_FtjKb4TmMvNUv{RS0VgFXv>K0&g>knol^^GisPW|FDl__;xwT4sDDYhuc{TG
zVa-<6`iYi)4|N;tVoU@rim(k>XCRoktE<by{9Q+!t3uF^&uWT?&vi9c!swaCTOrD?
zME724F$1CV$lB832}k@oTHSf8(mo)tgI*?Jx4^ak-Ki_7?QM3)H>QvlfO2U3YWpQG
zDD%@M!<k<*s&w6Tx<UnrUNEjHg87s_EVGnWm4IXcw4pVh7X@<xKHFLVFI~8$oi0%4
zby;$Foznu3PkJiFJynQZN~ynPyOQzhH=kNYJt<pEjbqH-K3#e5Q47l2KmH>?km+we
z9CBjlrF(}-Cu9X5`9~dEJ`e46I01?~`!C7&lEK1j2G<09C@p<Dvu_^0>G)2~Mjd9i
zyHRYk*iijvOhiCfGC{}8(Z;`*#^qQQ&q>m5P7L2-tR3>G=YBc{iAaa|uA?wg7U8^g
z6@f{W{S8sbd#_G6?sW-xt4`UcNI)Bdy-P240lfOPtL^2@3OYC4npM*$eV+$_K-{7K
zF%4ekc3SDEwX0AdUO}3*KDE|m@Lf4F&s|ThOt|^LoCEEvzcyJjn(ZWN?=oFfimpQw
z<c1_&jR4Y$aiP(K)AvBe$DWbEx*qq|o>)p^bOiq>ZS!_Rm358Rj@E_?0L^oGpob!A
zB`l{2S*?vjlNT6~!S4YxH#__y+$#zeJAARH=jPEsY>dFcj&#5e%3uVdppM}wEl88`
zUuko?(5KWKAliTg%@T?RW90LWW1#u8^o-*ntNAuP#<3ky;@6s6(sybtv?G5qO7b&O
zKb5!W48{N@$kUk|amg$;`Wx0Pw~CAf9Lv{BX5|Bkhl2Egmzu-{{S+!WU4XTLsw$S4
z7se}+Kk-43S%MaIg<AQ#ePeUqT~{5nxq`Rfs>vUI<^WTh6R|Qj5P%jwy^TsW%GJDV
zp(Zo1wb1GM9S1wY>$;BDYvfP~kQzn&?X}*n%I*r=&i`Kgssp)(kvs~Nmu!;GpE}{m
znJrV>lF&N8iZUe5*>$o>Rq?34tIY959zcH9bF7XS%2|L{;(L?iEnu8?^lw5MRE>-M
zu=7wS9Juig<#Y>>f-G?KGTDpxO}08{RCD?ecIqd}AMbXo#CO`bV5qAhioC|kb&C=M
zB`g;_bk;A=sB-u$#38!^Z*!})|3u3n=k<V#n-@%&tdY={{{g3dJGkl_6Q~cc?WMuT
zKoJ%V3rmhtpLbZ3-tPCpLb@w~u-HozC0YNn^igj&A#s0^^MhdyoU?4eLf*Rqdd%^k
z@uAw0WUUkb(DJ!IIYhDjwBK_h{#}p%AG!MfH<tfRrf%^<3&3<^FVEHOe*2izgSN7j
zSP<&A?H}nm?+{c6UXsZFe%|8<?XX;%MsZ7t!&TG1visk2%mFj2IQQb~TNQy!?a~{1
zmjL1_cr9DiJXP$Q)2Rg0*5VNtlG=B++^=7D;*VVOhL@Q=j-n31*()|;W~X!wLnp3z
zJl|{>kK3jE;|6%o3+RcpuCG7logLaG1<L+k)V+6DlWD)MjfyaiB4Za2&~ZQ%DbkC8
z9i>W_j?#n>dO%77ii(PYiqb<70ci;>lu#7~X^GSTAp}JT5JC${fDqU><2d7b-&yaw
z_F8*?$G7=!4vz64Pm<@k@B4RN=fx*sK&(efGA47E>>^&ArU=QMGzz$=ef(X}x5qKK
zaT)9Yt76sEg+|RNd!>T>^$ee`389_=x8pyVC^5?u6A@XDJ3`RmqrA>vcw+F@<NdaA
zgXn3Wzu&&~#?^I9Za-B2S-|nSj-KlYXIv=8Yv7FgzuLdOY4<-9hEv=TxPJX3OYm0o
zsO9F_jE1!aDmZvoD8EXiv<+pBBNkp<4V3wJ^J(yMj_n5N(!G0@9-5q6bP7zoPIxY-
zcKBoLO44ox9mg+1DtuexPb(P|`vpsWIONEbaGSn%tYKg1>SX8WUh1B7E48=v<dcn#
zDY#!3URac;Rk0;lOVbM*xI5w0*)O*taQ1$;8@q59e=%7LdVBao629k6&KE3i{B7w|
zU}uVg?9KsrJhIJI;VtR9+ps19D;c@WeNf-Kr-FQP&q{Uag~oxfgL-qyvyc&N<nW88
zuZ#NT@9y{r#_oA<i@E}D&V@e@Bx0g21&6geG|dvUENQl^eC3}G-C!3bjIeawKZhdx
z>cw`_d7f3^L-n!b>h;M8TdLOHHTkDuVQ*YdKA!!)y5RCY2g1fDeD1__Yy0~PZUza7
z>n1N{-*21P7x&lT)~A#TlWv|3CA}Fr*?-(``!h@H$LCzel)#2>&uPh<4xen-RDnI+
zwVLM<tvgfi<!w7Pue>jpVsP6YB&W|5y*2()GiDHBbmuG;n!S39Uu-yypfRDwIvUDW
zJJF|D_Z60$!tz`jW%#D8w`gwajuuo=TN3<=fmiN+UZZv5!2{7e?yTdas+?cHXb0ob
zx)i$z8<tIylG<$HRs0#djg|P*AK>r{fEO?=QPpq3wGDZsEkEDQx#M{6tFqTkZ9bNh
z#Neo5?-@fktI~eow{}SFgvXcDV0T&xaVKNNQsk^O$D+2IjH}9kQ8eh9QJ=MKh6wCC
zw8|zqoq!jrN2pU)D&uaOq<A(uEe{rW&Z?aidlmI=_^8pN#cfY{7NlfE6f{HX!JGBs
zh$^Q}EL9nmEVI0r_@SQLca3-;m45W6qebr*i*gMjt-<)2yfJ=$@WXrY<tW#VNOhIT
z1BXg)A3c_!ka1JsSzIFBJVJqVT!U&`Gw}TWpX|3(wBv#B9Mdw(e<HtA&i0&xq<_45
z+|%C|N5OBP-x^t|9nUw=@6D7Vsm&oVw@RHOUPoI@Ut4||pQ_nE+4gy@^ENH;PH*aA
z43ZE~6t?VCeM_#d@UNj_XM2rLd_vs6M!vzR$jkSO=64K>I-QJzOGP!DpTPI4$LH_S
zI}v^6DUu$L$8%r!6O8w_+NAu8fo@|w$BuU6w5e$t0y_iypl{^xo=Oe}-?wMF|KAwh
zHCLfRygnqIB03cH)MdFEI0g<dYPM=_xxIM>0Qt)Z-X(dzQ}F>jn%}=064>959dpY5
zOsD#$1(g+CCf9sBUHth7tft~?!L~~~ub51Km6%Pbt<wv~cqQH6=YX>Q26S^j)}K=V
zpm$2eC0xqeWrk{Kv)7$&u#bBo-(*u>5iH?T9>()p*wtX<6LFU8nZR{xgu*&>tfH<a
z5q=D#)A#<C;T-<DR;&#hdv@|jQ<_Bs&WXlDQ`SOIPC2l{HIE)?IX;TCPeZRVMUCfR
zi=LvNC|Ip*R$~5b>V532Y6yNMejiBdAgFgs;dOx8uQ;OPKWr&J+D{3ZtG|zeB==ai
zG%i#{a#C+!<y?9I3q?P1!-Fa2-|ysJq6(%xYUAY$TXgpyceKa`^iKLjc86jSW$ToW
z3$Gc<w8fInDh8lct^B$ql3bVhN>I5NDyjT>@-_fW-ax#r=DZ0l-Swy!Oi~mXQTWBr
z@Ah(7=!%KQ+2wcb`U7ZfUBXxPz=&fOlPP^rWZye=@1=B+P{&8Oho1TQ)hw_o$3M46
z^xdaf_f`;t@@$F$*{u31$3>5j(Wt#Rt7Xdq6QVQelk%FTKtc>_xp+WDYEAFfd~+{k
zk;yCnq8M7use^>|C4!aeTAqD<YN>hAJ5P&W*tX;krO&mxt8CS%WpU38AOk+D{kz!8
ziWrG8ZNCG1MtAoA!WEDrw`qh+>7Zhc@>!AeYn59XTBRhu9lvZG;igoJ_O0hdl2fyj
z%<`wu2kf&;e>LpRI2ws@=>55No?(Nz`RQ^ds`@OSdv8Fw1iWgiJ^|YHNxpQro4kI@
z`F2FnJ=pY;5B%u@MjU?H1e0gpz32QIqKh}2Y%OcJoq+1w5++iR_cE_P;XR;1z;+`6
z^sUPYac^mTQ~+l$PV1s4@LN#kPV}L)j(fUs?yc6{FvN7w6db`%Bc~NAli6oNY>Ck|
z3@`Wo!>spt8!sIAV>-jq5SO-~r*ou*+lEaeL5?V!TjBec;9?PsWx$~zm3zUoKFObY
znc)#w&bO#kNH`NV<#Rig!xkP4n+tEk-)iO&Y<q70Bx&N|kw#sqC5UgAODOwEHe6Ag
zgL??GGSt}D8c)!Nuf4hM6TfHmVq$DLA|lTWo!#`r*HE~92xB7ea*X;ewOFvfK8<g%
z{IN&I=SELsOrF^yuHABDZ&g}ualPXFTeCkBrt1?<uCDo@-~(g?%akGYQ$2YzHIi6P
zzE-Dh{Ux`4QM~EE+Si7M4*C1*WY0gUx1>}`PJDY=DgKYxWC`7O8RsLB7Gn5S;zAi(
zlhD*ItTUl?2IIG^JT7RKpLenGQZTIzznAp7%IcCr`Rx&-Zo9r=GNN?gorriTV>UL`
zn9j2c^&#1<)~8uX<1{=;By3i{mifVT#ktJ|<2HN_lNW@(cbsy1oMFM}X%AHBg%#`*
z>YFUs|18h8_I}5iTE7Lq!P0f*jw`kWGKgz=8|ct@yB_J;;$yXPwet)}ZwdR<SfZ9C
z_NpT};gzdqu>I`GrB<Gz4i!nWH#Z6M!t2i*wHYHqGov`G$}^Ze3xa@tQZ5J#1lZaS
zMDCm{&5H7eqQMy1Xb-&Bw@R88Y5<%TrH-?98uC=Qh5|f~?~qpjk}5%1qZD4t)+$q#
zq?}G{|KerNNoU)Kv_!KxUiIZ!ad;1r$pcOun*LYOh*S?<`}&3DW6aYSH^E%7`n7^_
zhS0bT|DK}t0LBSqpo=<t_#+jYD7q=(R1(CA=~fOIc=L=JYW9ho2G>ce!YzvvDs$k=
zRn#Q2QsQ{|dIXA2$5Ig+K-A)Nvpl2o)n2o_YeqTBo_RmxTxAKvHu9zX^dN1+<N`{p
z>i`@B8PH+4_mxo-;Z<6cHl3BlOdHl#ZaK1B8hrjG?j|hhm0^sp6-UZ;Eg}wWmAh$v
zKF@?`-J9+^)~fa;cznOKz8NK2*tC&B8qF^v2K}a=m?zd2m!CuxNLu=$tK@eJ>}>mI
z3(TKMO~au&T827F1=Cx2%T!>A`$Oxm+B&KYglGlL8~{6Y$>7<>n8nEh_U^11(j(1L
zf1*WRv}kD<aHCC=zx2F*sIGFBXYRN(Kw=BCR^_kisktxx+N$+!ijtzk6#i)LJ}5I4
zd<g<TCu$iFq`TnWpi)#%mpwsE>a+C{-JLVKyiLiP)vG>Ju6v$Pe5p>wsNTh+nEHCQ
z9~DVPka)Q4bt{`u-F>k39Ia5pY9`Hu?1$_9N?do|l9Iib0l-ren0w`xdv$t;$Epl9
zd!o|XyGDk6k`Sze8Udr^>4WX_a-~c)2)4F*1k$mJxV^^6p-%gRlvCea5$*VdPgYWc
zEalr}JzAU1gX|^t2`#qAs1C!?Vs0Jd{u<sS2YvlY0t`i*$f(G^Nlhi;tY+Lq?DbN!
z);ognaU)8j2&Xx6*-e_e#v-#Pr5!?NJ*&u>j1?n8oa#3PkD`pQQ#GkNs}5Lm=ru3G
z@i%G8UR_$YgywdNI%2}R)`!ATs$A<|RJIw#mr#Nyvf#ZRU@<j51P;^cYg2pYX=Wi|
zak=D!PUV7NZ3sRBtAPj~2E8m#{4gP!5!W|Qt_QLBginWF+v6piyA9=-u&j9uv6xDV
z+4dz-^iaEXmEH!VFhfP<qq^g@Uc1lm>yp$r`4&T1BGAF-89Qk>f2%tnOk~bC)oTKz
z1mvJXt4r9_d*=tA7k9YLpO_A)GhbbbbwQ*QP}lr1BG_3^#v={GwD!b&x7iv<#7DUF
zL>7DZr93;NnxH@J3`xWHF1S-=1#LI>;8M|?G1gF9(IhE(Jdi7gc0Z2M>^ntZHMiXV
zYeRa^X>;}fFTX^|^$REgw1}Ccg?Vf+qb!KBv;K^ogm?n0kB|m&z;B09ojD$sZlyzg
z74_1zp$->j(uivl3JIQ(cTn{sUs7QAZMrP@$+GP(cawr#six?RpZB%qyYx;mVaqm6
z)xq67@Ko$I*3KHcc>fu9UCRnDfh?bh`<0s1U2v@bv(jwqm;hmad^i>AJ$Q(|vYq|L
zv%_jI*7h`AHmqV?n-ee+PW9W-8w4c|%-bC5zQ|wIWI{MbT#4^UUL1R5`eeCHznok^
zkX}$w_lz~GouDWN)QWa@Z$K1HcHl@}qm-=ec__PEP_dl4_il?Uf}JeWgSC7;Q?p`)
zfp&JS{W3C0m+7LfU-rf*S5UB4S*=QKMbVJ<ajUQ5W6dvDg6Nkt<|y@pr+WR6+9u|q
zLk#7CQ{Y3;427f1nol*$r!ks_;|Dz^BO>`H0lKmx=2*ItMm*|jPbpJ1d3ZjO+Lhpm
z6A5?753_?r<bXFk(CUt`da&M08<zjQg|~@c$6Dj#mlfZE<6A$gnxCtY=s2k)D${x`
zTi#lmxVy{3ZrFlg3(qnRyOvSLCuE9o-`AUG+ctx~#Bk3W4YnO-tPo(--p}pwu+PgH
zW@Lt~N4e-S%UU5lOp6#+a^%n0{TTraBILdjt-YrTid)z&n@kX2N-9@8Z#lr;pe*vt
zv+~3di?`#@><>KRPg=L0gkrzOW6BjuTYh8qzA>;Bx@@yT#h2eL(T>G3RyVhd!<K7C
zN4DPBOl<2$7*V=2ZJW`QGOSr3yzj(5N!8icvxv1T&-jFn=M}FHd5A9sql7Ee>A@dX
z6x7K+Bf(}T%*wK`+ube9<2nw_up+M|lcvE3#~qjdsomAKl6fpy?9jmnN`y?4eECJv
zlql2%ZB*#%EY!mo6Ec-Q>*7~Cyc&$sv|21Irwu?W6mO$qPxasXa($d^Tj%>yt=!AP
zrR^>OW!A<M1V{E}WAds}$%{{tL1rGQ4(rM5g($$AB9$5koH$9Y88_VG!=%Mdk9}XD
zfK;<}AGe+UHWx#0Tx0u{Y6Q`oh#2{F#Cdu!OB_bc*ZI(j6U?A(P<1GpCu01{@9Ban
z+CUEUk`M4`D8(|K3Ej^#8_f=OZ&II9X4>%qKpJ_V@~|9h#s{9-ns@bx$|Fd0F_b0E
zw$y3-oEb?=`2ZF(tnCO&)8mj%d_HVBg2j!@iKm37#0Ek8{ATe3MGy40dCP10dI~(*
z`gys)3>xq{Y@&&K9s=-xVapH?7q7|{PDb?_C#Qabt*GTTad-X1S_XTuE2oq;)Sv=O
zDCmF28bVvoRCY^`W8B*G$5F^ZaNIjs9vxuiYf*PDNLVxUG60rgRyEPdzO5)qzKb+H
z<3K?5RlRbrD&H{-nE_9XmlnqNLBTT0W!ykxt=?7P3z;>z93D73F9QiH`OEWg=1Ag6
ze8L;~=|fdS=CrRBNpJbf-FWe-QE;1PWIwU0RkgLvB;MWOvI0oxJV8Q!&audy74%9T
zX_=VSK!c_?Ek6nSUl*+nW!Edx*CKmzOb$E=f#e|uN(PvbnP+Kgt(v#MAG^X^$|o=C
zm5F6|s8YMG*4b<|%QyYt(#*p{*plcIGTz@oJDvEvPkhd^B$UMVQ#$#pA4gxQWZUKg
z7qfnT=~2G0N$3zgEvCoGZx+x=e30JbpJI6Rl*+5fBCBoowyeg+;PE&j#)Bji{JA^k
zPW0_q3#U?-;JMVW$>LL)(>Lsr%ZCcCF=CUHp|65rR28YJjeuyoZFQMne4vPD3{0rY
ztjgFK7<fMZerwN27?}qLtEMDyDG$(VLoS)V@D%pVY|>hIDzd~vs)6Z%-7SWqu*xq8
z%e6gQe>g2};ogTjjgEwCfCVI{L=q42i{r7q^-w%?DRm}<b`hppivcl`rb(FmSu^{Y
zWov%*+1K5_CcO#b@L0X9Gk`&Q%Ff#1jhh+6+<f}`7dApIN_pBZ0etm#;1sx}KM$B`
z^R+rp^}STq=hgNpkB^$NU)ki`5&+_Q1{eZ)W;pmx;ujY=`)Z6Eq)nL@Twr{6RUy7d
zJeCjnax5^q-IxfAb~nrSM4KrSg2fMe>bSDO>v_YZ?B<rcZDFViJ?dQ>jB(GkZR?&M
z`sh;UVqZr%x;K^)Vz8KKwa|uFf(*r1iHLiLcv`Q^jbu!(LDM?UDYplVM{cei3@jV?
zBtCjDhsWegCGhnG*x8pR5UO5kXntLpS^3<Y){}dl{ggG32z_N%>kfn0I~9{-<l9$k
zk8eLPur@UQi!^wwGO?-i4dJvH2%_(8MC9JyDTN%dey{qfROhr=%7goS`$7zqX@j*y
z+$iG5TjwqXl(qf3h&Qrsefb!Px!S$r(#x+@lw2H=(@|Dno?8+vtd7zO;GD;uE_R9T
z>lRY(b<K@ZSa04J052s)c-6V+s)Zylco!?LdWCVaQbX6Fg~Yh)1lzf89S*%}+sc<n
z)9T^p_F;WR+hVAsWqY?alwNhsDKF63qLC+VaOMLyOfP*t{&9y@J>2^0+`vs@O_p@@
zWS(}mVYjR90U~Ta+BVb3<QTDGHVav;3W?h(&nj*itewTgdvFatcAZ(s3LartVAvJp
z6wK>xkP1aJkv5~DS7xOWa%dp|M8COcYG{ISzW@s4`ky^>KM<6339OCrCh`3oDI0n$
zl_SX<T2X7m*tI5^F$EJDdWVCjlTAFtD<ZcU+jrA{<xIPW{DCKiOjp#covSz<n-B|!
zj+-csl`7BlXDB8sjVE;;3Na4>G~YS?x_KR(E64qV+><0`3D}s}lC0S4w+?H$q>iuG
zu<wg_Lm^GI5c@b1C6X-j3G6`jNyHw^xnD>OoEW(s@kp&OtNXd~p4T+8vVlD!_6DVg
z^ei!#Z&FC{_@uLQHFH;(WlAlDHQmv5-tf1<0Q%9F-W6^5`%jV=7wIxnIcbDJn%2_I
z^5M|gEgw=yXQh&rE2s(6fpmBUqVZDo8WV|{ZDb7-97m5$us`UQfpKUxr#TId5`Q9;
zdkHf~p=ug^w-U(^feE`;;sSKO>(4FYA4pSp7wp$np|OnfS!tyHN>7as;HECMb#=T(
zX1b<SG*sQ*I&iiNRvVnJA9Z<Sk2kfOWX^!}l@L>gUnlYz*PW*9fzOdb%}&~%J-@PQ
zlneGnU^}JTA*4`7#oRoYK_|jK9RMWchp(1Nn(LC#{yMV=Y3v0`#q7;3!W}l$q_Nr;
zXhxT-DC9o1A3SlpggLzZ;c3^0ldI%nHIobRanfbCKM9)U4IUodDtyDV-dyTsAS2nh
z6$a_+Q6Sv1_bsd*$=NqWDlXkvse33D`h4v-s<x%C@Ilji8r%6(YMe62OZ1W;*X%mG
zDx3HK&1MmGWpOT%5SI`Fg_LbEE>6T-WZe+st9^}*TP+c%sJIMe4;2gG%Va1wOQ@@1
zWfSUVh1V>Pj-tUl@~7&0kO{^zK}{Ji|CAYFO)ouw;Kla$8`?Km=2uOoJoJb9Elunq
z1gE*LDBBN)PZ#M*SKNk^8SO(KYt{UF_^DyNbQG0d4k5t@2C$>8o7{<~yX-_uaTWPt
zJ#A@WuQX7jNQz*@wgRDXj1h=rGfwA6FspH&^Zm3s^V5zIRa4f7s5e6FO>@8Q987XR
z%_`DmDSn^vT9a}F_)WP~$5&Rw^Z@Wg1siXJxU51L1DRi6$&9z=kuZST=Y-}bp(u5J
z&85h=RYgeGg~DHtGRBnYiu71RD34dvc*kOe5XvHgXGRp6P++siyU-kygnjQ{_Lk&b
z-q!ZqxeYq*nYJBAu$~Qbs36zC@}+6;jFt6yIWu2)vq1Ldch8P$zgS(ifmh!uwkp3l
zGngGO7dT_QFeI}$pHdZI?^^z_4`yMXC8(&gT<_LQ66=?jTMhF!K9p36LmSQ9^3;-7
z-I{2B9W?mm8Qo=TZFV*TZmLHfaqD3Uf6Q{yU#EO08}p`R6D!3fySc}K=qz5rIgg|6
zF?X2Fx&T{Es4fU~&#S(3-sjQ7hs9xkxu4E#lcz84Ufs&|g6FT{@IM-$()HxC(hL_D
z@L9ko`F+*(zdt5hJ&F9J-$`1HC%U+()jE@zi52X}aA0DhIqPP-M9Yp=+sap{>PJ5v
zB`ck;7+VbNer=i~Eb&_i{z*ax4Hv@CwtcGmCwnGA{E6%6<)I0uLfbM4*TjS5hRNgX
zU%#XU#HhPH?cRM79d403z<lytQRiU<MRM7CeI)qfyz&(KArq_jx4~2J!oEJ_lD*nm
z9;R+F)on6g%X2&kr|fj?)%2ri<Gb|T-(PvkK>)q^o*s*Y$K7bZujuTk-*S^|+_Wb4
zdP}sZ|MbXwP}?CH!f*8~>D*CU>RpSe0r~9yVtUrr(Y?ujJJvmV8|3=miWO-%p459d
zsh8CbQtVPfmpfkVt#CjY>qwgPnP_5x1qo8Odu4oHfTqe|Zhe`!^9Ko1xLp5P)>VhF
z5!lZY{DRhRXmsZpBR{RGSu?!mD*pP2hDd@Gk}U7Aw@B-~yh~c7P1()fztmw|2ETzx
z-f{7{JvnzLT2#l7CYN}5g8-{Iw&(QE9Uh|UITgn3r(9y5H$}rX+q`W~6VWgz)@;7^
z??+ybs<_MlMT!!K8<S5OnJH56N`sJIHim9~EUp5A-*MYGB+FNyr?qy7FD0`Sy-DZ2
zbR2zwul4#{l_xFRzDN^Z*NygQwp7ywH>6aPm{Arrt$>MQ_X=_EEQVjxn`4V%yfy2q
z$h#whB0dsb>%>X3r1izOD2C|I>jEF^H^OGa-}4?^Tq-`hz>q@aZS&+&H8sAsYB6&>
zFZ-l*%wMf;DZ75^ZEs4t!;3*koswrjEpBWHi5A+IvQ^#L^N1WI%IIUk5YMAD2b|%*
z$SN9~8RCXT^2P0@NCgT$-o3*L$i!YB*LZQO-fx}T2g%-52N&K)6|`T#>f=I`*XM()
z@as-#;cnV|hlE4<76vtK{>#C|gFno?-e3B2<~0X6%%?VYOfr@_ga(Zo0aWpbxn!dF
zDc06wzqNFK8+UpRKhrYj7lDr#ub134xzv^u>T|vIH01*r;-Sp^D7DmEQkg#^5W0HV
zT?8Jd@aq4=1Fzfle?r6!55Yml0tS9QiJo^bLDfs~a<`w{V~vgY+?>l1b%BrnA4KO`
zu2n1y*Ig~oa?1*Sb5Wk&WP8J^j?xd?xn+Y6o#v+tY>$NR1ntCs+yF-Io(GqD_cxDG
z?3Kwh&Ory_jwe2h<|lO-4O!8C&XgMDKP!#O=$$LBhW8thFrmEm(qz7aJg4YylDItI
zmPA08uh&;alA^Xb?8kidzOCY1<tI7n(YosxrG4NKkC69{r}(w=zT+2}$UTI3Ht#k~
zfp@v1TjavG^cUZ{m_o4jF}Z(N^b=oyoorm4Dh@^pk?easz!Q<hl+y4Mlp(who&DV4
zdid%YF!?RuB5!h$9`C|6{24~LXfab6MPGRl0BoGUKWQ$^$j8L(`_G9*$mV1poogdA
zabS8C@K%mj|I^KMaZ0S}!CO1x|JGeJUQ)YnRdrg$Z*$}@Vm+YI$%F^TpsE^p!h_`5
z2JSBl9?qwZq%|VMtC+BeuJezz(Ba6ILB2sR#466Qfw>8O>D+UZCiQwv`(>Ke>k;Y%
zNi!V}3)7pGx7b49gOUBlwKr{Y{tyw3B&&V)NJE3zHT1!5WMEv23NuJ#6`esH6la((
z6ot-Q2MI9K`dv4K$q>guPTiK8>Cz%4Z}PWy_5<KYvJU^FR`Ase(GFW67I!$$)$h~F
z4KBJvPs%WNQ233{JGmq)(p7%{pa0N3-m?(g<nU)=1N`QnG>{UTXews9-$jvU&RzvV
zlkj($f6ZG!e8A&R!vy#jMt(c{r$hw&=Y~e;PmbgN&@aP(9R$)5LxZF@`JR<_NSWy@
zp*2MQhG}L4H0yh6m#~m`f1PRo9I^yAAM5y36!kuz(bOYRk2K5X>7(AKI89R+2m^hJ
z|4p;#==5{%b-2|WDX?|0!jNBU`2vcV<jizU8~AXj?NIm8p<-6;jG&ZV+*Da*P?IN9
z=q5W_c!eA#(@$$htglvNB(1I}0K1HD9~ajP?!Q(gd*42H&c)JD>KGVNiNuK670g*a
z0MlQWRHTm%2y*%zffJ?8Qa<!NFDYHd6}MnLSfSC)V<UQNdY9s(2cQ0dgS@c?RY6_}
zte$CiLsN%Pwj5@6wS|o9tljbxPO8u7YEzxq(etBeAqH+#g1S_Y`mKql!+@vTFcU@2
z)Eb(kg`5q0G>Z;&!F{SmZRNV^yP@Fw_H*@eNNI@z4H?)25UZwPcm*~s1cd`qq74Xj
zbf(JCy4<rDlwD1N$O>-%=To=4f$NAZ^%AW3^U@H;%-a#zFI_4~5~>#KKm9tHmwa=}
z+nfsbtRzMEei($1SGch6#1bvX{pAVVFzMVAI1nHq9MN`#NgexBS656q<ze;EHr;&$
zA1@A7A3N3r&O=iNu$T>yHT#KRKB6`lX9b)JXa4+Dg`cxZt2+x?$lmBm*IYKsH}|t5
zSz$bKQz@zWAKK!N=O?s^R6Kgz^Z96`;!0;E)Y8Rd|H=r6t<G6r{rnjI`T2)I>WhLI
zf93#|&3tB6<B=$}3%)pEL`+TF!plEc(nFH2yPPQ+av=g;Z7?6t>6`@X%^%;{u0CP)
zGA(s$v-}lTf*|nqnmEz-1M_LmOn6Y(`5?eUBIvB7-*L#9%8(he?k4?dHD%7IlC6?=
zcxu>~bG>Rv<1So(AZ=h&+0~0+a0(1}^Is^8nZcR8@dl7#J@KOBx*8OY0JaH(6rgvB
z#;Mo-!zBR5*9@sAp(71vb1tg+Pdpu$N<hQwIobAoS-IfkKF=gSu3M<Rz^he_-3r<1
zuqQ$BY=4d@T<>_=Z&YA5np&M9F@}Ks=if7tv7+*JvB;rxI}O`D_6;Q5Tpd`w4g^Gl
ztXj*D2Xe^$1I84Xx^^0T`Jw^OOtzHu;ui?oZD>ynHOi~byqPHsx)h<9n}d1+))nql
zCM`fCW>H`0C9>8Y>>dNG7E-tLA94g=t^i?^@`3hz^@YCAY84O*XAhz~vGFCbUqk72
z4wWsY>u(T`3Ye~I_ldOAy4;&*-r4xj5ZhGWGC5xnOtW&P5h*nwxiQ2O7bC1O6&y6=
z#?7@?`G+s2G0h6&&k5hOAsqv6v)=YPwgK<XLq(eg4C@o}!6qDXCN#_pq!&pyZuAr(
z;2Mmf-{2hRBZN(@)oiGW3BG3OPB065#s~<pLtw63XTfd8OZC=V`tbV1QNEhVOB(A_
zk}KDHbqZG}kLd?d`Je+>eOon{FF;^D9hDtd=3)&MraB{O*VwGup=gb(|3F5fNYxCz
zuI<?M&yl{G)E<Dl=5M9<V*FgqU{GEz2>}4uMd@`M>I9pU6z6vj<wYC8)+D6)cS|hI
zIf}A6{7+ukyzZTQpVv|@wLe|=GRVr>W5c>8P5bus|EcePNLGH3kyz>KA^2Zk-G^w4
z(L#5cSuA#wj?R8sFq4E)*Tp8r)jcg%n)C(X1ly^ex`<NPlCKb(D6e^SRg^u|X_V<P
zIbP#G*?(pIP(Z2FQQ<dsBrLXB5%+Pw6nOcsvUL4tg|}h9-r0`C01`K2$Y<*0we0D;
zi4VxDyp<<)zr!s$;oD@H!pEK%^u1r=F&Nz@0jqfxd8PZn6I0immPYQH8<a)!*1Kyf
zwy1K|X8tQaoue;?PQ=ht@JpoMF%#piU-@EulHNI^=WRZ8Agtz}q?CU#?P6;ew^D;-
zH;vqeXmb$wZ+xLdsm>}{BI;~k9S4_BPD|viyu_FakhbCC`opojKP=83JcDmu;E`QD
z38(+|(^{O*-w}(uz*ctSN8%N@TmG`KuRQ@czm)I=oJ-4bI@ad6$wubv9dDR^-^h=V
zvlFL;PHTE4I>s^tuQL0cTJKx_!>-M^y?haBU_bItnKRFC%;N5=JlOZQTD4iiIZhoG
z=g6luGc|IC>(b@AH*r)6vO}E6BV@>kYP9RNn#j%UEohT7VW0ZXLDOXXVv^V`aC9*9
zbJ)%;v-1tcBg-0FE^T6;Kkdj2`gk$QTqDKe+Xo9Q1umTXON3K^iP}FP=3Hj@)D>7c
zPv|^LhHnXdOYgb={In9z*0}EvY|&Np`xb6fUe=yfc8BrE?&hEe55fj#@QCr5%%RcJ
zs0!2KZM%sjz!?<vNLeVDsH|frd%1XAUU4e7a%KZ6eS0VKUf+hN82=S3?lYC~exNG!
zl6A0J2a#eGI3}CMmANf?g_-=p<X06S!#R?(Sme5nAXd+0C}*8gg~z@ua!6_V%Iy=s
zAq{m;`$`HZ^b&x|BkI>$+-I@&wP#0uAx3`SuD3S^;;&@3luv^4gBtiaq>D4mF%+G)
zTF;nEyS=($O+E5m)dE&l+hVxpa^G*$G!X6Vbo<z0%9lbQ9#i>EY*ES~JO96gF8U$<
zRrbt}^@9^ClRKi1=px~!^E<m(Q;PD_dRKwYykR@4Ygf?{G&`<kC&OA!o8BW!dviN8
z0)5tw7%6$Ag`IilKc>%yJ|aW-d`W(8gA+9s=QOqiF@WOd-O3LUE;;alecs`w6JR&q
zp{4S5rya0_I0%fa{>ROn?6K;8%s&H+(>p;9;aY+mKFB9NEc%~pwj_ZeRYEgnN6Hs}
zA@MeX3oL}N?ZhtIy-bmZ#;*;-6`pzp&8N=~u%RWpvv;&ivZUr~d`O`!Irx)nVo&Mh
zy15k5vj=aBWk>46)P}%czs&rbzkaS{06VOA5iR20*&bxM*9B+2$0493s`kI;MA;|X
zV0S}MLeA=u5Hf|n?6;r%*vK%~we&YW<1a;b;<w>rYqfo=d4+$M)*{BTa`*#Qd@IBJ
z9oR?*%(2T*3PyO^UUNV?^)XBm7;8VonX^uxpV{5LpwW!-J1Eg3|I{@s0e?+p+V4#E
zpNCn;4sBfYgki)$jd-k_Ec;YnyY@=9a(@|oTvum$*t&S@4w11|T#&limd2eE*e%cP
zI(lDKm-$A-K69gFGVrMY+N3I(Cb}vM$?mu@Zlt(r=#DclaiJ06$6tM5Ps2&~md~4g
zT74<zO#?5E8sHL3Rd*<j96X%HiTv6gHLZROh5j#TYDq!&J-$h5bLRh))JmtwgRu4b
z;*|?$O@9~Go<s27O8j@Jv?}~*EA!W0!x<l4_>h73o~jL7`}T1kjeLDP!1qNU&Q56P
zvB|s5?4~eHvTQ<n=NWz6F+W*{^-H)@3;*P%1^c_+^AAfo@`q{vf7|0l)NL91e{het
zuc=Z6ZRqB5;_Jq^;*C+G+wo+k3(aDqFX8)9)>W**-LTBl{u4#O>f!9{O6@>XrhxP%
z>!Bz--OawksMRpvwAOte@JL++jSb#?tMF;9TUWi>lk*3AAwbQRR1O`xudp%e9#o1k
z1xyLl+O5Ah5G{^hz6PKfn8tcbWU%X7i@_=x-5h1N>?yN6;Jcb__#7dqNOPufXv)Za
zK}p?K3fsf%3fXqLU0a3Ka;?Vh#2nXhp0whsO4J-Z4;_A<A^*xs6)>1KG{9ggoN_DK
znB&0ZTv2^qLvQ2_)b)Gw%>4R(Ht(nXe50OPy~K&pH1C+|HLEZX&cW<ZMYONAeDA!`
zpSJ%qWDlP48?<G;2L0~FG^3H-1X&?DE=~ytQolqap|VT%=$drk5Wx-B#{k~LZDv7i
zusATL``6w#R{FqSV&0LLb)aWGh%U|-rew4s7G$G^3xK8P>iRNO%Bu9ZEz2Oth{&1_
z=sO+s@+D-`S8)hgGpo=VEl(^9u(~5<m6Yddk1(U*PMh$P0xQ-OzlgTB4(7afO(R6N
z>$w&>+#{h5?-Wscoz)h0b$rIwpe;A@uk-W2#VQ4R@(QyVf)j?I2&puz{ydOaeOeNj
z?bquqd2N;{9(?1YH?p%VvD<iIijbEjB>kv+RGIV&m!q8zM0*=!z!~AC1J1(zUJ(;H
zugIg|J-A|Bf3`Qz!esQ)E`zB0c3X8t$AA*)X@UIP9Cq&Y2p)HVfpd+Kq}N~&Jb_Fs
z^#|KFS19_OXXKqs?y`tKLx{f!iluWB!>m)8y_CU(s`J}8yl(=e*PCoI-OVsJ`!A#6
z%Zaa&6)f5wGzG<-9LC7#hNUgONK$^_Eyag4cN>j{2H#py&{!Kz4yHxnJ(wQJ<5H&i
zNi3^`-R~Uj!psaiLbXk7o2`nkBXRD#+}d{3S2(23q^zber`PrUj1N$wMB@g#nv&(^
zVcK2t8=@Ma1jUVUt6`jUPrq{ZL}JWv#aN;~7x8ha@x4a@!sK~T)c{ley3d+31^2d_
z<_E)oA0-i_D_seEPCBQP<(kLZ*pxSB1=r5Dbs;)CGn@T~6KN@Z4gi{*>cz)08mQ=r
zmw2t>v{L=<%TmD0V(m_3g(ewy<J*Jn`SpQW*>;6$mF!F`Dz7+MP<3C@hJs_so1#pw
z^xBNt)C6FpsSCW;n+H?q4SvpF%})$E9j;4Tz(CT_69X}>Q<)c!=b0A2GVmHQm9I;-
zFCe^=)skKU_#^?|Cri-`0_YPAoX3Gw%n6DOB`}8TevpVJ`->#9b4uZ2ng}o^%MW1M
zEDC$Vmu~ff`Y1QhGKeZTsvUjvbC)S>rvI$s=9&C=o|I=`4itCN+Ee$UVd%V=^|{~;
zvXS!I%xSx|OPKkBYtjn^%K_e<H+`n$q?QmF*e3rHy#2<2YWl0i;xO>)cFWZD%#f=0
z!J8(_(WXX!>32&Y<l7!u*_>A>*D~`9NUQ;*NU6i>4Yc&KQ20rSJr1kQ^gSN;-yD~O
z#@$CbJ_+@Ch3M$NLAXLLw&kzqU<WZCS%lp)#ndvGFnyAr+>L^>dsr!cip$Kf0j|k6
zRL@U;kc*U5hV$m*c=$qw-KtX@4=cJft3b4R-Ya0o_^sQ{1!UVfj0>Xv%=$_<j9IBc
zg!R0Rahae1!=K{23Mfm2Q{o&8=v`l{JBbbSqh5yH$8_rm9}!y?n`|@vdxJDyF1__H
z94s2PY=e@@cW~(Ua$pl5uWPVb&w@vBY?vpp)E}QO<Ni4*4GiNiqVNGMNtrxL4v)?X
z1<4%p7*5P})eI$DW;(R5);W@c^-K3>-@H(-HQ<-vJ*LR4wbYri3axdo67NXO6|$uo
zu<P0Ww&>wt_%KCD*5fW#o69ktsyb9Ac3yZ8Ia$VST^mp+*pr{L!njjUx57N`0pv%S
zm}7GH7qfm^XyMZQv5r+0O9E%o-TEBXVmc^5<nw<IGc0zT37>Ac`_~=mp3@!wKRClw
z0raKb)|b7n?KGgnRheg;)AeQN3(;DHhSUR7eQhfPC0#C6g<fH{gH_2L(~6d<|H`Ik
zgq%_|1%+nn%>_ZWn(_0f;j*)7InsT#ThIhCWc8qNAI<ub+fe!u6h8PunzZfLg2}#2
zTV9g<NU%_fQghAPJIy@n(m1BmY+&C{F{&}*Pi^W#w<5d8Pv$80$4pKFT*l53E&3|T
z5!*kHB$OjXs(ca*AU*w-y3CXsdWXfMhmZP5Th?wgyKY`2Aj6({avW=hQ`fUJDk67^
z_7z+t=UGHXt5Os3*Kv%enqmG-bJ^oss2+T>^5F6ljj@J~gU5z_tH0oBMmGqrY@H;Z
ztkL<(Q_7bMESgi%rG`;mO0FV3S6M$f6s!dm@}(-hu^_u`3z(ibWtL}Zxz7d<N%s{e
zu2z<TfNjctaBrpLJ4cOUIdS!q?R}l)cNbsAvwFc8IJZaCTmst2V^(N&5#vrMVdopw
zCQVh^CGS|WClp#l%Hw<PQCOyMLSXR#;w#y!GklG6CvR8EjvtO5FBOtgGxXKvVV=pQ
ztDD=$G2800p&eJvnF!?Y>)brE+`Ns&!59_M35>bZ!7sO88}x6HfxxUX#g%k>EHc$#
z&|mx}(OSga?IOScNZ)RkL>Qw-M^IW{q;PI_Rw$`62U8E^-7}n|o{{X!8Bq1j6s&Gb
z2{z3&?Ti~__7}Uxbd)P)0lnWGzfxlQTpggMp?K-!Wo!UFJDt(K+)<bkC?P&q<4rSU
z24CcDAG6N#9ZN6%nv+g=$NfOxd!W%K?q|*0g<r7R-V1W{S!w$!9bsZc>DY_5SA!V$
zfx~EY>0p_;B7vS(=M&q#yTC6e+6oi=Bpbi<$wei(z<$qC;jQPx>wg`ROZ>Lyll)ml
z6FUO899-D1*1jH^57qLXcq$h_GX`{|S=J3_*C(Ht&Z3{p2?5Gl^w+`U_>qbs=5)7G
zri$OJozQB?KS=i)(}cY!p;8apYeQ_(a!O8^{uKQs$uYshm~QzfN>$l@^=aM#&BUxV
z3iE2cmOpE|Kd;=V{Mn9B^I|<WPkD=(T9fB@aKyB<gE_rI$~W1m8miQ>xM$Z6M#hMg
z`?0aj2X8z*vX_OCK!tE0+aJ46eIb<%YZDF}{7|C=t!e>5iE11CMPgs4f$mJJg#@}0
z(5w^1nFdh=9}|NCSX*EF81LSDB<a1eG;5Si5G@dHKc1!ATnZx=CBI0lGKpEA6?n45
zstwQ_A%(2!=BAze;S+ROG2h%ouSX!j&OFv=idwCxb>ef@!<AbtEUQ|#Omi;-3&Mob
z)}MFu{bj_Xl0rmwSlNjz&!%)W11`TSeLH(%jJRHy$kKYPiNxL<vNmC~#dVZx9RgA{
zBj(%lYQa5P3D5*pSE1fQ*EY)oye7<`l~wd2nKj(gAaY>BE8b2-?tGuqa?(j+__dH<
z{A}|qa@{F_4y;Mcilt)B3T>`{GtO4U!)6Cxo-i#DL-O|@w&)z+C-o3wbcpqn!O3SG
zNt16w*0P$L9+yM~K?i+HZ}b|1#_Wevy@jJ?Ur|v1GPyun7if_~?nnPg{p~&-A9%fD
z`v>lr7*Vb4Db#FRO~Ncm{?#jg>Qf=bwP%rw4fV4d=irQY`RK`p+jDITX%atPJn=W)
zV?i3zR5yDBDne5rk%CdxjgYRnutzi0kX6fkg-sc@vc=sTUBo7yNkxCdkQ;I8lVuOY
z-R<gcn`fa-NP>z`E_`W^Pp$IXOM4U){RWae%=t|`m+q80npWKqqYcH6mEG?fdwjEy
z9G77x)Tb)t36RacihPUQQmVXZ{<J*;BikM%2TI!UTAdq~zNV<rcPC<o3K@w?*W7gM
zzhQoCZXckd9TkL>)!EZy!TN6|aJW54fr5LX8U4oA0%~2>V<8zg5MCx@Vx@ky95Pfd
zyqN0R7^o4u{G9+?QFM&zo^sLj8#%RLGDLV)IkPL}n%=`vFwY<c!8>l)QOuc3PpNCG
z-+@0ZW7SgqvOJ4I)NK4oW`3x{_^iHV<wqt(Dbo9T1s$U-DJkK=9!*Mv&5aznh*9fs
z+r}h%v1zW04{r8fEvEQ)gR@-P>6v56KReo_5ONg!GMzUfKu3(*bi0QOIN+2X`wxNe
z$elr3-ekRXN-p;tw(&x6?v0<cE&z27`S<fXUTjtpOApht_o7$}2fNv;hZPzXpSzgl
z?9mB;z@CD$=aUBjR;{=~))u{KGQQJxC^sspdQcL$t-%IrVmU^ujOJn+YnhZ(ZoVEw
z;WNuOzG(C$+5PiiZ~0L1Heydc0Gd~Z*TyA7R`YL!44#>P+ZaikpQ>uIXk!dJ)h6wJ
zC%zPPHu4~$5|WGP7*sl_;_O)h_5hh!Maba1*8G~al1V^+R(w8|nxJh%Orj+byxx@l
zT6^|DY5iBR?Tknz*MWIT6Su7BEzUmmNSdvMeZFTW6xviU(05W?+DS9e6KE|n(z=vy
zuB^)Rrn?CD<{F)sB;>fgD`34WhedTXDUF`;+ocSE$?m!pn>K`Pel|m>pNnoN)XjJd
zA$6$BLwSl4DP=A%^MYYBIZFM5B}R_w=oxDiM0K=!t1s<RJfP(G%FOewou!A_Ob#~l
zfY{SJ6br=q^f_PT)$Q=X`cu7xRz9i%<nv~bae>Tkm8Z;{_o{cH2rG_C;vm-(!i#*s
z+I!mm=$zm^znGC8jH+Y4aXk8y*a2IIutQJNrh4;o<EWM?^FAd^PPzS)qk`_*;|8^-
zY5JUUEo)`Fz$a2;HLhN9sY~Pw$(BQt(>wFbGF`3_$DCVA##WXI3WYYcm-vJd&dmFO
zNlX03xS%)7L>nm@l8Ph{xPvKS6;~DWEGpVSQjY<mW-GUFlmOI-dvBgQr%69)zOxy{
zQMk(T!@itJX>KO<Zju9()<-~TDfr-H>}D#x9&q-$tVJaLLt)*R#-{H{(igAyd?rhj
zGPk;V#@+vq2}-^T7nB}<dP!lFy&bV6=S*}8dG!H+a*z>7Bjy}<4tg)z;`&D#FACrA
zH=ADGh)DVW5sst<H#G?pJ-lyC%4iX*?saH_rLoC$A`M#9U6!?4*2S|utfl`35#X96
zo^5!K&aRopyIb@c7Qpr+Pv^rUY)FH>2hViBvVHFa)w6w@LGsC7Lz4rOPh_+R*+_K{
z@4<F_2<IN$SI&U{kmeg+5I^&KMVy+N0fN_Jz<SPHPCBT7u-{-(U2W3DWah&rP|rBL
zDzjjnP2B(nn*!<3!x*|ip<<b#eeLRU^V!jXjnjoNC2RYF%NT)5@q@vnt+lW#IVez2
z^W3&MC4Qe!*W&baqE%^7<`khIx8CMcGmqCslqlyu$wfYrPu_m!E<c%oM==EZP)JJf
z_%-=@dxtH(E;~|T>;MgdNQDae-YG<rIukt`w7uri=b@u2unwIyy^Sr7!#cu1cdcDx
zb#zKGm>nSi^dO|QhF2U*SI{KH&PQ;91BCZ*t&z9O<RM7Gf&ruHDIr=t0YO)i<a#l+
zJ)=W@zU64U+9c_^^mu6>sh7wGjOrz@RZ^hF8k%L?*vf}>30F&j#cd>kX7|gK4>Y)t
zq>;Ejvv_+H7UoW*>HJeu;qPS<w#Lnp!TqL`C+KgLdE4y*YI~q*LDe^!ae>2p-@5pM
zECQU|#~-MOo%~4?eWba5qsu|vpan;~`}(5b3?lCKxnkB35a1_%vIpT5-DCdU4VcV3
zf3!9H#C0Hg+t<W~tmE1{xFl5ea4FsA6LDHkeFK_!+7C6%Jrc+T!-Qp-E8|BV8GqgO
z%c>#(>6ik6GkOh@!S8oK1Bc_WKa@Ch_zRNGMb{gJ>6Z~)N_GQ1p#0gdo*P~ZP@E_E
zry}s!;n=ZDa|gJt3IbA36i5q$fDwRvm8bNkq0N7o-6WG`e&M^jTlgYV=KG}M*g<e0
zd&mS)nf$7H`DBoDV|JZO+umj*p~3B^ju%gAp)T3#ZG8jvL9_e3SJNGNW4w$FcvgM&
z7eZ!lw3=_IH*mz&TTM>7CuP2OA|&BQLPFQ)g;G!553~tO)Jc@Lr&(ihZlw|*q!RL9
zbhW;~Bvzq(K#J!tX&`<!ROo+me&aE@nz|`7oO2}glvj&Sn3NU68`RW)`<Y|^1yar(
z|G<s-^5Pc_)tvW!trIm7r*$d%FM0T-=7#E99Kna}QPO{=4a}+>uVnnCo%n)`Byc~Z
z)#QNjjlwC-Rjyl?vsdYN{>~eS!%<V(T+8TZa)Q`4RMesIJq`+QjX<FF*7yTHS0L5^
z{ea-y3CJWqC3hvH)V1hblQnSky;BL4CbKFS!v)XkzCaP@|IXxQEBl8ThX{CgcOP3)
zfnU(hIU@SUT*dA{6ZZDM6$VypbQ1n;SwPvgmF6cRG`<x;d48|**cjWSvS$#KwQXPi
zd%B4g&YM?%(;0B~$3fIXFo<&UOL~rs&o~M9OL@Ni83(fbJA0?`2YP3c)OWJnrpSV_
zOZ;e;D>8inBi81$E$4BZ;qsSvFM@DU)vJCs`Qx|{!o1a`t-R|9<wPBODsBW<rHOJL
z*_%U@wX9RhCsrF=eK_%|h;{kJuk@<f(6%VvC-`Bn*q5@-mksK@9#WoA$8|N~F7q<C
zQ`VXHD62oc`|0GV|DfGB5C6e7apPC6#|}!{O>`#A+AZ&ZK@DG*f6ih-;Jk~jpm@WW
zr=j^PV6Z&bS#oN7tI3JMlS-e=ZO-0Ih70`SfO%V=t8*N8*gZq>s#DosWi?d_opQ2H
zAT!k%?{Y=(_516${rdOcuGOv?C^-vmZ~+CYt-4^Aw>aj#KGDEbf9r1ebPxwo@2?Ln
zu{|w7H6JD(Xf0PLH08(KbQ!MH)oWuNs>WSU2YQcG&UH=4&qer6iSNGO9#XtFypuPA
zCEp(FzbSW|Qz}aGNF18URQTjN+<D{r-|~0=qEZka#6S|kis}D=A^v_x_AHnexwI=C
zJc;p|Ozgf@B|a9y&->jnaUH>X@PEeNAxjC|X6$Ga_HQ{Jewz~i7|nd*HXMCX)DQ&u
z+Afe{pVk<-D&FlA@Z$MOwp#)+Mme5V2p%r9v`uc!iF;HQnd}N7@nkt~ls(?Zm)e#*
z5NMq5r2m-3y?%%(--1C4y%4#v8nks<ug~)nf<783vZb7VLVovY)_DZHZh;tf`7NQd
z8q^9>*Aj+ZQ9LN2sX9sun^4j2^IaE+`DQhw<KzUIHSrPaivG65*TXs@ad?es){eVV
z%I6A3L!f#gBZ1+Kf3KR@1iGXTeRDVc8)@M3mY;wBV1)14v=PAi???lI?ckpFpW0{e
zubt`tYg_j>6yN`AzdYLD3yyR2J5}3gNmU(_YMVU3`U2nI49V@bE8kdH4B??a)E@td
zw|okq)HZi*Lxr6D2bVDao>k#r#iY6hFU|l4;l-zl0v_Xti|@5)A|YLebHuLMZ9*HD
z(uBkyFLv|dEfy*g4Kl6&;O_^&^Y=D)ZgZXwYkmJxb1hupI%r4iDl^vTd6h^X7JKFV
zg8uUdXLf~OmZru&GUVxVO6d9fVy&nNiHj;S-yW(@>pMUV;@8&?u~YY{z02?Hu%Blu
zrhsW|qT#lOE8iq=J-RQ|&-A3$h9LJ>fKExQXa6r7UG~gGSi9!t1KnN)AlkhyNDmKQ
zJ%y77HDWm%UbhXK2G}Ni#THt+gfSCs+l$*zX}l8-AyZMEU!2#Rw`n*kvpd>AG?1~P
z-c76XW3O_Bf4K<gjM3v-)1|jct_v{;ML@{)i4a>`WfOZ}-)v|@msP_Taa<?_^l#N0
zH;va?G|WfH`9w5Rr2M9(4QUok6<7@fIVbl*!|{=@y1kXGL9uG{9Nrw0<>j}sx!LO$
z811)D{O6H@HXF*{aworB<x!sy`FWbZ=C9gh4fmO2>&8?6PL*{=;=e7Q?2-8O99|>w
z%{qrt?@q*G>_VZB%4hpCh+dp(+raTM!iJ*{!JZ`L$Cn18SDO&{N*{zH`T4VqdAvpr
zs6a%<&8@Cd(MgPf9MA+h33{<~b^}xFqiw72j~@vxF?{H{e%O$*3v^h&*i+*dACbBd
z0^u`U=vVoGn=IVx_jsd_%n`|DF*l#19b-~p816pFy^bi|5#ys4_0hy`;1B+#t^1MJ
zSG(qK=4Htx3O@e-R*GRb=kYQ~G1O`~$o|(-4F2@YsK|F=JPWfMlH%{C-!pHgJ6gNS
z0*8&_4NeJ$ut-ygnJTq>&<9jKE%&6Fq6q*wGkKS=*T7q(YJE2cXfHNIr)1+?W3j@O
z$z#r<DsLpEpL7q<2J=C2BQ|L6iPA5j!TIKSmYMf$D*_4!PuOSNAtOLN<CkfYR8N24
z^w6X-6YRqWJU)MG%48ACuj=iex1O!fi3(0d190@C8=$Rz`*C5H(D9tXz4V;txX(4^
zi-y-`7Vo!kTln3%W8{ur9;_T-sKt*4)_IzG@1K5Ab?;+=)TJY(zCsd+JKIwCDacMp
zucw@@tSGhJ@_{*Nl-+tp2I(qSr%mC0PqO@M{N*$`B>e{@XLd;ItPKTm*UMh}1GXu?
z#xs^a+!0n|H$&GNIOZ^Dv_+fOKBA_a-{RbJmiE?N^XFftD`cs&OfRfno?V7b{&U&%
z{-*C^_MctgD?IS(n;Cqb=7m-rpi;KCBr7;I1hrqrKD(gcWDe%0-hSG@WMe)4j*UHF
zvJx~?gNC{+fDK~Cqn9UCH2{)&;m;I@4Kz99lp`f1!s66X=r7ky?0%Lo61wxdhkEEQ
z4RyzjwyhzFJHBr8TK@|T_4u`&JN_qqPJtx+ux9B}{25#r`<)+x`#N`Af{0S@r1y5l
zj<3WGEBJSTcKBu@)-jR^PUYOq)~Bs9fr{pl$M89DI5KG45agAHTzyVnt#vu|)-E<f
zeI_-ex6EfxHBNuMQa_&WP&&mvXuu0M?0r|BX&b`48Dltyh2$Kx4H+}jNm|I$WKZel
zC<aa@D@}Fq4-@Ry6wdHb34vCdxWs_hwZ_By4d|x!8y0d&wW2sb8-V|?oGsshf&RXn
zEl&rrm#@e7LH7&Yltdja>!{oDQ_<iE*)(gf>o1s3e?uPipPX+{^@#ehEc@ScM;lGq
z<EJgYfk)%o`!{W{Ud+hl$M+gFd7Xa##){wVsl0yPT5!4Hc7#Ec|HP*w9oDk;Yy?}s
zzChQcRt;vFV=k4WoM1_Q0b{--9BL4kh1@AJ)LKa}*1Xc!hS%#^CRJ0bEbRJ*(DgpQ
z!>}w_=QKZ|kb6Jx^QXPEn0i#%rT|^>=S*20Q{L!Srq0&o2SAB=F#j^p&kWI`6lZF`
z#K=fGF=auq#D82<mxw~^!-B|JUP;q$SLNjzUH)cOEs%zc>C+04J2X>3yy~1v@@SBK
zkf`0u?Y%ut*rSb~-JvmUr^i+LMl5ps`{Qj$YXMi2Xcbjg+_>yl=9b%`Ows4^G9|Mq
zm38G_vg`QQcuvCKmvlF3p8r>&mXke!;r#Lk{M=kezFpXq2L@3dxpXWt6JNLb>#;3?
z-EmUE^B97{%)@5J2W9(wNA}J<+v@U-8s*1@))-jzdObElZ(w?wlV_Y;(*2xusA2qI
z_Un@CtxC=QD%MB6gi*lzY}Qm>Sgv7H^@QYjJ{VhPUvh!sKk42)({?Cuf)Qa_=)O-Q
zW$86!b<LzqK!8|&oDn$|utwIjU=Tpd>jW@JPgZ}3f>9=nbjZ`k69Ibcxsk*ZRveN?
zdsTQo+Nfhf3`C;V!WZhc<Ro~!yMu=%tIG#^mh2|1#E&p|5>MYYo0apXNo0L>I)W`1
zy|MWPZfRqM52+dEdW~lqxD;0J^*nRmz5TMj=xI==RQgvRQ`RJ6Amg5ED}OU%QlLym
zowoqlt+=>UI~Efu(a9M0liF^c-47RCa`~0w;njxFUQQ8WJ>Mg%FFZ@|Y~5bLN}TPJ
z+Q8L@j*92^QdClDN55!Gc5<s|z+-I*u7E<-EUNim<h^B7TwB*Qhy_T103o;rg1b9}
zU`YrN+}%C6dvFWx65QS0-JQZI+}$bq-22?z=RW;*fBp5_WArzA^!~xAIs<AP>g==k
znrqIvR^<U-2|?;%>ct$jPRk^>RT{aG+pk*G=$*y{gA58+)=&+=9)ed^_e@^%X%I|w
zZGHkkfwR!fhfu%Y3dj#aGo=a=bEr5O<U_LT_Z5BBYfUG1YwghZKc6l`8cZkaE8x3t
zl>C6^xbzggaUVVQ8$RFPFTQ=Mcd1#q`<|QTeD>lBXjh%7T4Qs)Kl+M8rK)uZ=xluj
z5hpfTljPjL1DgG!7Acx;Neh|`s#zHi&06eF7DQLsJK5kj;Z6mlyJh~_yB5@TvgL5-
zjVCIy8`rjy4YcN-XPNZIV>i$DTosUI3{U@Ar4H2VwdX2Ih1}JtnF~T?=*RF{8tMel
z8|iH8Fg;Ju3{7&LeABPmctFh>fnpQN(0yeClUMtvIVomy*!5p!(!al<Irhw=d--SK
z+Am|<q4X}`mYYk-L6{N=={oPxYooM+7(XQY2l~4Fo4b}n7YbH~{mVM`n*(Q1RHV+_
zf#ZTfa70K|VhzQ(>zJ@!?D^A;gS%Gl(nVs);_i@D>uf+e1+9HU)0?FRji$YOZ`hd}
zJxVoF(CJ~HKH@6SqInUh$bHC)&*X9FjW9#QGFiLD;jqe#%lOrKW>n~L_bJPQqf)06
zDcudyK;&|6y&V5N?_Sd;$YM;w@&U?AZsbf){BU)8I&)Ysu_*z^@w*RHxi1tGw06es
zUnt2dnizV`hxr0(E?<+Mk_iclt0q<qD&cQ&5me02zt!3-Kvj6tzbo{<g~M$J+R_mH
z@$>iaDo2NcKYc!2eyOZ5141}$%S0rlAq{+m7(^D#74yqb3{TW=CiXmTA>IbRdbl1X
zNjO(=MJ>{W@C!Op4PD7waoGuZ5hP6Ow2v<^g+xRRzTaP~8l~U0bCb|?K0Btna~qYk
zjA^>^@JF0DuZoKNW5mM2w*TWT@bdqYXGCg}UtQV9Iz08FY;JD0FONuC6eLVar}`;H
z`|tCT{vMgU2b#B>gUu33(@KttnjQiklAyp_!h!zb5g`;_-dlFdV4w+Xmg|8-d6|lw
z#>H{Hta4yakmuUFXQ*3_^Pd*3(%I`^;?}MNY)vr)Ex`qcrl9g}NGLd=$$|Ykh0DJ)
zla#Gk4O@DJ_{WaxrB9YSy}jh(ll?78ZrLr0mN>GX1ffw)&Ecz3tc_@5J?l0tTE4lG
zJdmn~0|9?1#)1(VXiI2*F5f%TZ0_`GQk1IE1%()r^{mmR6o^Hy;eS79yRZ`(FoUIc
z&Mn}CD9ET1JX~yk=f1O=%dY8^%ZSJJU1p9&Y4+#~IQU$nna=~I(P2N(a7EM9tjGGI
zm;H{DoLm$_FYWE^ea^`06%_dQu$(vsdx8PRtUI@*0Ot*!zbIMn`h%nR+JsklLaXje
zfm=%~n{$RjvsFSrrI4RL8)1zYHNUArQ6h-n)^mO&3;>x99od7oC5KnbvB=sY#QL`B
z(O3`Nol7-QUv^ar)@dL5G_d^CTp;AN#an!Rq%_)Rf45TVVqZU36w%9o@=e28(vEXW
zqwz<zUf)Ec0a8tm`uXVF;gkn{pvr$(P?p%5ua4C_#*;Uhh8`hR+}!)B+k=f7CV|AU
zhhLY&QZ5=yC1$#;&{-mbaWxv-rJKG=DlDF$ELflH_N^GOI20aXO1$3i4?1h{t*5K`
zY+(PWBEc*_xB7y0@VW1ud{4it<-DwZ(MgSil)^DH($Vi{LjQR9&h~a}!*6#bm(Z}8
znE<$)fFfHBHV5k-!A8N*M61>iTE7<w&2|;TbS0nMmiSM%GTs@l)CYlVTouX`Q6lUQ
zLlcGl!98gagSPKSXR^FgnfCAE4a82@<#6{w3IT{vZJ>vjB0u=3SxJMAbF0CWYs!o0
zVN3K%BO?R+0Xekbi6U{d&If@o|I*Ua>+|lPflBMU-;hGUao~IVkqCU`SbJU?et53|
zFGR@e&XtNYuBen^y0btY7DQq2;0`vnqmSDB+mZP!gnat#U?ityW|d_02<AY%guvU9
z-ksU~+vNw{#%2!YK>6e^lJJouzGGY44xR$&e+`)zq=ShJ3rSQ}99p{*L%MsKbuL$D
zhQ?a&iTQtQb_M7sBf>?5riN+Nna7;e*f4IbKT}9Yk%yreq>OY1td4c+>8-{O)dNpW
zfvwSuCW_3cbN}$bF8?-vL%6b*Ic4C}Blsf1npEvB<)k(C0qudu<^HYa-M#Id(gEn|
zK)JykUlX#=3KtRFJ%u6g@$!WBr&czqCVse<zM$F7!=q=f&Q-YJmNT_f);-F2wzo5`
zwUM~^bZwo|stSd`oSmmc9r*?b<su`pp92eb0R(p1o|*`hywxy7z<bk29xhFgcio)I
zX9hXhAoXIz67JCuw-!Jti@#PiE<35llqf%1^Y{^tU$8hkxf5c>2kBGhI~zcBZr-Tx
z0hkvp>$1QxzJg*iCj#OgF?@s65OCVX!<Pld(Eu(-iCRmsiJ78(Jdq?L^SQK^Q>&TE
zdD%^b*MuFhKD165az^q+ijo#D_PMy<?LruCALgxb57`xFkE%2Ec7_a|e|6z-?zK6Q
zox6*K6NO-!&1QabFBRR}K?hT;sarC%rs9W0f(1p7{gCP%j_?#qG$`jhpO$Y<uLFqJ
z14P?M+A=;^DlITUeRZLJ8Q2LW@}r>;r4$jL4eAWMqcHvz<SKVP3zy-D`r}G|^awOE
zT%H{~G=`1os%ZDuikaDTA}b^yI~ks7dx6C=u9gxf$v06LgzW%v7qO^FMLcb}I+9N;
zp&k4ZlJl#wY`rQEd@?*`lX_XTaC^B!JU+XKa6u|QXs=5BkWzW5w5i$nWBj3sbUPJw
zyjn;&bnlrZxA_|Akv0>#i1(&r)k=}E>u_d>nTbmz&M572ux%5k8}fBX`MJ^nV*|3}
zg9@3@I<6C6gc??^cpD%MO6#G8sp+e#IxVSOg-YKZWOgdz-;Rp44!yPHNMidgdbxNq
z0Oqo1K$wbq$}Rn64Qvm?;acI(^v{^jH@o0-E&=>o#`nbBfkA>}a|XI0ZRt<VAK*&@
z1eZ|-TLt0A1m<C7B(QW=gTOYalV5o1QM(MEq|**|>sI6EKB_lKWA$zn+IaLNAP8aw
zOAYd0fFH89YAQBQ3!(?P(<!vZ+-$i#+^pD$%xADp#-0?@Y=w;&Qu-(b-B7h|dT%Xn
z5#7!=o(Hs_m)MIo8_<MWobhM1!7Ca#SC3GSEaw=_&*q-y^Qk^RmP4U_Y98MqaXIr~
z9D!;T)rJZAY~V^67>w6+A*nmyBfrcdQLa>zG;+n+Bjlq6Pbll6jfrRCv4J;}{Juop
z`!z3>%Wtu9H;<maONRy%ypDIdVp{Y29*QG?e3g<~VJ-1y17ntqZj;$fz~QaG81hF$
zMXb0|Wk38uR#{;FsBak$q2kl|FO)C4trxV$B;At2nS82aPL_)a!^G|K&j}4<4V1jL
ziVHFm5O7b_lXN!Cs_dhVj<q+Zy(%V@8^0CN9)g40yVgl5p^;eKzyI3DXxyh9_hyRw
zlWH=er<Kx3!*Z0@d;GB@`sl=l!Fpjz5~83$WcqEKE$*3{#MnfRy*UkGHNjPQa!uGH
zkLr*;etnRYOX}DAkzPZKhc`j4@=MaaIn!ZdzxMboljt=jSxI6lR|i=s(h-pO+#8F^
ze(!Yo?@6_jw3MOB{4K?BEpiDCkJi^WNLhJmI>gn~sp-0<lV{&Gi!(N#-A+~NS1SAa
zU-#${HuWFMpsx)L^CLXqIXLa<NU9iAAn#)YOKXLDNu=_8&sRaZGUe?UEp1FWQEJB8
zN{}SvbA~yPtp#VD#*gRe8L6Z#tS(|>z$43sU*UPICKi_#Ote_=h92HTA%72cZ=EjU
z+@G`V^?Rh<$LqmRsT}j*fo~Ci#uqkp3)4J;W#0CS-%_SWPb?gYuFEuPf(qTe$+S%0
zXhz<D`q3EIJ0V9|p(FjOx8=5wj*&h*t3-*_nSc~YDLJS`ke~2jGD7cB!q@H~h~&Vi
zOe7=Gm8?O^B=9Z-yI9MYveB*wZ41x2sbPq@73=(MZtHbz%8pWsYhTiJzDgGSJ~y`t
z-^w5H$i?=R@ys+n@ujN}QPHh;$56y&hgk$aHSCEB{6#VkFPC<<%}8}0+BArGjBlQh
zJDy=<|Eh?pS@B0!V%~V2nWM8C!ytQOn}L}K3XxAAOjCaP$80wQ0s&Iryix{~X)IgL
z($x==TST=*mYSu_NeNx|6yNvG4QfQoiWhOuug!xUHJ`Cn>rSJ|v(uef-ae(f!c#Zh
zkQ{Zt<l>t4vDGlTbC#+hl#zC(r(p{`+;AvS%bFABAOCR2fVGI~d0~Hf@L-pd;+PD*
zMk5O6@eyqgJ1fpfN^DZumm~uDlT<sYulD4qA8CRT&ly-4t(pVpvo0}h9~8K+2%6#I
ziSazyi^LadX0)L9Nf-A`zQYQsg|mV4@N%zlFJ(M6qU~HUnNRn+IPyajvqn6+#%qzg
z9eP-__u&IA2p=00<Gougs<*OY&EEJN2dbK^<A{FeB$ZsvD{kWKBx$Ge$?|{FO#~@L
zlba6hEPjCV3~7TO<gZ4<$vX%U%C;E`pL$^}$4q7i^O$wDNc5Q~JlwR50FWynKgK>N
z5X040wn&Pcy1wR{0b}2&$^Q@tOd;e%#VL7y6orkwq69&ZW0tIraI4M<Km3ktFh|c0
zzoziT`<Bu#;=D-cF++Eg<c$t$ex$7*%VH)l<JP_pCjZ3mAP<lB;sK9+Q%miL%LQ&^
ziC>?h;vIVZTkoz^Pht+57e_LyJybvGG?f?yUR#R5Det^~{${unj_fHDM+V{WXh1Gh
zBV|d9NZ|<zShQzKqEt!=X_S)M=MA$6Ky5Gj#p{OeoKKHOdJ9q@3ZTGn9Xn&=ey-R9
ziuBETMf>{Rk2>ITtFY|eJLNru^-^u$+E>>R%-6o>WRx}}xp{qP{+0x*4^*RopGbXo
zgDZJm_f4(g`bu)td)*#A{axv5r{qiJ$Yx9x?9riOZS>p1&<;i#eCB7%{S|k_Q!AvV
zS3KDE8b(IAo9xrM21r~qV`eVBpMlu3?=|$i<0%>tbW^aVh|ZSP-<ZXm^PX#V<TcXB
z_(p{IzsN_S5P@QJfyyMkT=4!Z08E=Nr1gbJukJgEgZj~?#Fghg`yhim$%Y-h6fy6r
zY6(<E2JJ=X<<a?QEwsPMLAX7%%NtW^eOw&Nz8PdVTBbz&tkAQEwzifQL59oZ$Sp+a
zv_Muhq8GI@cN7UzJRxQsY#=tA$MzyIa69V@ZJQ43E6U@3W`>8Jg8C7`-Ui=eVO7*`
z{1owOsS}=Tk|bn>-n<_2NW*hYkg;TI!bB6OcZ5q-x(Z@7JmU5Gy&Qg#gu4@2Q;5;#
zNQqbYnG;qu+JEhnNvglS-I?V9J6$Mq&R6Hpu!X%ATDfdC)f#nCi^m{rBo&F<!;Q^2
zSUfhSNrap(7It<u+2iE$D2{f~6YT6QLAJB;V$11J$H<7N2lD|<C2vD{(3i{cDs{hq
z>}aBvzqgqQ&GS&IW7hX!nmshgW>M)C5}hGx(wn|_gQ9|W1D~ocI2?~?G$?A7rQwWF
zbaU!N)XRK2N#*4rj<nT%G%!uMBFX(!g0Xsh2-WP;g5v;60*gL6??S;#KQVSvgh$!J
zB##DtjScA!CKRx#PPtK}+o&<F5*coz-5#=->6EspC~nlS2h93E4zRXYTB!%AY3te&
z=H}#8>Z-)_9~6re36)}Y%D7TtKzhdAMg0TZ0gMn%lrDisL{`1lt~;b&gCklbc(0-;
zIg{BcXV`!P7T6w^ZZ&f-5~HtItb*8uKfHF}Edl!X=!f)(@9gz-*eVRlWniXAbd&OM
zl{?U)g#Js)Fh8NYjmj8jhVa}++dyf#tCmVZE3J#QRgGxhOR^+n%jGMXxKrgCH8jCD
zKUJ3R?T5dJtiE!Nh;eJfjl<@|Pj6n;MZ@L&G-su}!3|a>)gGtB0>9}ex6*Rhk061Y
zdNYN7G4mS5Z0tkO(`*{ES}W}D`<^eq&&5SLUe}O9#(Ch=`o66EXxu|&G%;L(7t-Ak
zjmzakLzw!cnwc#-k-N{ulMxw$)QZO^GP-Em7>KNDQJ^a`>-eE;CE;N-AP}D)y@l7V
z^GEvjknB*cO^F)nou6pE$1+y}ec+wv@<CJo8u)1KaF<GOvAnwC9l}FWzCu-Q&srq4
zH35j*fj*T}W<wQjLo}|;FkIcfOYMEB(g>adRilT31vS34R?vqsM403^7Nm%)-8H{J
zy7-akbjO0sg5Q^RrJ0Ye9Lo>pWrpwF{rC{%xt-Zfe5A!Zygq|_`$e0vEaDCq9HAuf
zUE6a!_-lG96+Jxq2S$1tmM%;~Rw^*|%F9e5dWp85$F*jUiqSj3$(&XhwdaqR;%+A#
zH&;FQzM37IV-y=;)YYyTGbQGO2WKj(@)o-179VJBn#g`cKL))ktbw~92-=ZCUMf|)
zRpc+w*Cwm`$X;Qfv0cqpGD}FP(Wug~j4Nsi87I1%ywQ&BXuJDFGe%;X*w8tIiinF}
z#_O@Ho4{O1e?^Ct$ZW|Ia716uv12!=4;L07<Gd#dJ0n0i67gEU4X=0>zF@1l7B*~%
za!53}f&sJ5JyAbLhq19s4ss(er;F#mqs$$UTg(rzON+Om3m*j#hTl^B706e9fy3-p
zFY5F`IS8$!CN^JyhjqE?m^NtBoo-&(wbMefGhLBAnn4p%5C-u5Hzy$1YQDYgor|Jg
z!T6Lg9ET~Sc_b_C%=iT_<f|&PU}-<zOre2QM8G0KXRDZGN>fZ;t?FDs197;Kf$nOM
zo@t0b6)qi%EiX;qw<Ou#ToI1T`(<A1&1&a@*(z+ter`L_p9^p58m}e>r|>-w7Yr0B
zRAV|grfWpaQr<31I6I5&e5JFGwcS2cR?}=^7<3{1!0^QcztQE0r&Jm7l}59TsFJ1{
zlg8N84B_#Wdb#DCR2FkERFTe}xtV%O>cngl?rg3(XA-MwN}C13&CrJhcc4s6NiDbM
zUDWUw?Cy#X;@6j#s6Q9Rb<?y9Q$&KmK;_&)XZIdbO*I-<^=voCqZLmmLeQPsQ{<O}
zIFJ0JZ}^_a^9(1S>6tyPCbb4CS0@QN4VFj8MYj?;Q09*X?Qs13L{G0wa%&Ts+*F($
zP+HTM@i;`rpEQ2DLYh<hS}Jv*>S<mgi)9Oy%jnDE842P=+g9|(=`|>G?;N@PSR@#q
zfqQ?I)LDgJe)A(Kl6ohLeKf7wkK$lfHPHwKmx+yRTLu$)Y0>~;=)6nJ7S#+3y}fxR
zsw*cmZmU+lS0#old~RgH92WOGn@s19TFz*QITvN=FLRaBUJ_w0gUZkF<uAFh`0EgS
z(ckd)Uwf4fTpPUGnK;G@C1EziMTUQDsj<b&(-jN4Dc@t&9?S+d3dP_PsI$k_J!H4v
zaL`o&z}TlcZIIiGQ)uKThgTdYi}bKfi92Hh?df`wu1odS7}9ngP&H;IK6$!Qis<cX
z(NUq@Pp+Hyx&T}njV4d6>Artzyy*l=@UH=V8ha~>zcw7l!MdJZbIMhC)NK>HIy}1L
zpv$$jGXi-xJIio&kEH|>-=9RLA4K8oMH;|BF!`O2cZlwmuG(}zOdOUMTqTNBZn)#n
zFnUcEz+~tViu@=rTM^P|xDa?@O+rTaoW_b#1&#;*;CXF*h~b$OFq^hwC}czbki>o_
zACFLBEloo~4-ra3vQC+3D{FT=2sK+>o~wW9a_{)9mmi_cav|^#X=kf3B=&;ri=Gip
znIDIyrt!fHvL1G~w#MLV?zpzsgx^*?DFs)*;TyDM3qNeKV;lrI|L9{3jZIuuB@MaD
z5x>_~IOiBvZjdKRpFg47QVtloPe-;v()Cb?+)J^(rhA<_%=F6trS9?ejw_#!FQxQa
zTZrc*;la(zvxE`?E2o=)5R@1-QlGKsyDf3IX6;e}$KxD6+;Oez9W1sRW7)#WO?mFr
z0fCTCpO3d37m8}Zls?t&!ouY`woxf^H|A2WrLv8*#V*x1Y17fKodTQt7}bZnx*4<d
zn{Fe6OBQ1{MS4Gfy>sAr4aDPhT9vxwSdd0I@1w<zrh;6UqJ9VLRmVPQ{r;<}G3wQT
zHi-Y{=sdtZ#`~RtQ^~T;bcDx=%_boFd`XdGCWbNAhQ|E66~^<#fQ;o^N6sPE2*tO1
zd83_0pZ5lNa6Ts%Gjh}VMEXvmy#*JIF3`dxzYAQ-+>1+$%0Y$<W-xyNjp`HoSdOkm
z-OKxfu@l2--O&k?{1Lf{%lwXV{)nDapbK7F7Fi+Rhb_K{lr-U)D{~NxyAP%m-~~|<
zO?6dw2*&bJP^Dk7OqPVU)qAD(gV-OIqHt2hqmLx-fAkyIggSn9_y2P5Ry16e<>4AF
zumw?`=7nDGgEu?oKFflNuG}zuU@#$6t7Vj-F|@<|L3Nd?e@=j_CA<X^Lm(5#{NXyk
zi(5X+sI1a=3JP?{I)UQ9qa$E`GXMRc*Z^r}UXqh2YmVJi(n=-If9083+Lc>e?48){
zx>!-K+x=+cD;~$*yFmucjE{c}EDg8Vy{y`Z*I6zlWZ6CY)bxQ5{}N5$$(hJs;EwLt
zYT`>Nr9O~Sdsd|D7|jYWz{<M~_3n6wXnMrxOPEQ&*RI)3(G51<Hd(-0vn3`aa+QTw
zc!B;}`C93XVQH{1U=L@?Tn%9<a(L`KVXl3qHC|Dc!%~C`^OXMF8-YJNK&L80(O@-q
z>{Os+rEy)>|K(}3PkHHN?$wz60resry0ROmOXI>VN|5#87*}`#d(lsqL#u{1fBS=t
zfd}7Hw+KygL!1zco0Lyo!?D&}b~Lak`_mmEs5ky<E%z)LkM`Z)61QjrZKLX~I1NiQ
z86t%BMG<PuLxkLk0*r*81aU&vc70IHD(uuqUzKT!0tsZMdPl15QZ)lRH_|586@T_y
zaubYFT0I6!ej$C#v3vK1W=$XEn<L8fi6bSrY)S|lvFlXCFY#oD+wxVxv!g<TN-L*T
zkMlB;O4}^3(qQ`q(DZh^GKg{o8AX`aN=qXymr78;y~j$dk0G%AMoawl2H5j;j35`6
z>lrDQ<(F^AV}jNV86VOv@{UjZv14o*Mo|<jhQM<qS`CaqLbjwf=Bq#-0_yq>xkO}Q
zEIlpyZJkLNcG_MDJPMnj6dLr}^GH${{FMgU*&x&%*=x00S}D6jHv`uU*SQD##kta>
zKyl*ZAb~;MvXwqv;<J|r6>e82<wZIH&|^2kO&k_zbu>hawN~*9?YhfSgdp$&WxB|d
zi~W{^<KPH>5)BMBb)BrobY=So$##EeZH3sEP{}_#@@qPf&(UI$B%yHPd^Ucgy+2qT
z12Uf!(s8OUs2J!ndqGg;Xw2horai6$sfbWjaBRQRz3Au@78I3BIFIC{nY`Z6+JDXH
ze;qQv_>gBPDAfGp*JVt~|9B^}Q1OqGe}33P=zsm||9_vUB*A2DwDZ=AADAzw-Q6Ow
zOxTr+*O7=Uxn4r51g}g)EN`4Cz=3QZUvE@SQ<N0v;1uF}Vh?|kS*$6(!iZHI)Zfx%
z@l^bSqo{B_yrca0y(xT!14W_7G9L{!R<S$-ug9C`Pcq2}FCG;gOHL${;FVEOU~1K~
zgT*1rdc6y68p4hHzBSpqq<AE-4@U&$tH|RlL5<AT3ii}iLxfN^NWWXPjb0yZ;p1t;
zlCg(&``SOI2fECi9#jHywyszxV^mZC*(VF;sG7GE70c)|f*&lti_T|2e>hB8#Gxy8
zsjQ=bYH=kg-ht{aTOLN1D6D^UThDEM|L^P04E6@nF@4!Ts+8>(N}+LBYOE@t3DFZm
zPk^|@u|~*EaoBCkij+mlM70>*Krf(o3nx|=>*T69Hi3h<O(0r+%IMNLr{8cUoZ8rp
zwA=v3$L@h?MKi8-<|;8<YdpMyjy%`)XEg^pWTo^2hSm@B&mSgJUzM5-i3do1Xtt3g
z6As}POC&EnVIA6J-<#7CwlFyp3Y1+D6~!r*8>BmbQ|A2{*SyNLzk2nOC-E{_L(6P2
z{!<F9wV=tEpCPkAK<-Wb-jmwD(v2T$n<nnU(8lVyrHO|WV18pQ;JACN3swIG-J7`U
z&FH`<n%rsIifUX>7DOzcP@%KHefUFu9XvRC&Bt3bxDphxD4ecA=Jwk&Q?DU6w~$8)
zl75m82I@YlRmd;pd95OA`KtLSf2W<~d{;<65qNZ$GvZElsk5hU3B`D>us{iIBrLg-
zWGDNvjMs(Kx>egqejF#1p`|CtLOd4B-g}6#zY)WM!|8F?nP<dWj(7#bBvNZKC?_t4
zU(EV7S-~<DQ3}fwCC1hG9h1~t-l5qLT<G5!D3qI2J_5oSO>U1Y2+l3-O_2bixq)kP
z;MzTbQ{m31B`X>9dlDOmB|hzH$OSfv{A{}M1M4@NHu|xIfjjzN>OB8mYS0z<kfD^w
zO}|^qQ2SWK^?zL$XA{AJi_`BdED`yxfdAI+#;=XTcfRwM=bBhA?FD}FH~(RfjXpc=
z9Hx$(=xK4aw-Eb~%l~mE1)VJ%2T{a=ZFsFEOz42F2KjDxgJmYxR&cnS5lU$Ab|WHH
ze$@;oLP^>dqK6EV3ynx@=7AEtxS|+2aZij{?}sAxe)4DOikziR*VT^FM8yu&R+@yc
z|Gj4AHS*gzt1DayQQ4rK_<!7I8lHcp1Ok<`;#3Yv;0W=}(U$mvLg~-_jzYIlX7v3A
zy^;x5-F}!!j0KCvk<A`(ebpDiE7tqvc69W<@<()UX9k~*${-)MIFKRg&MUarTu84g
zb3Q#O9T2)lmxQl7zNeCKDhAO9(&;A7lxX!8i(Hocya{A%Muy4GMIH)C4wGK70;s%W
zJ&QJ-pq)^?pmQS5CCxavIcn#JN>-{YOI2M^He6MWQAW3i*_g5--gP14KZxMnm2N1e
zh2f(PZAp_g2s~~#i*|M#U8{obsM=N)mWjmJK9+lJHVKS+(zTO_4vfziZqLJ#$+%#w
z5ajAuB{Wq-qa-+GgHtPks6p01Rm0NLbJ&l)y$9i1bvTBxW)h!6$p1*0nJ4=$P@EG@
z7!4(TP7KXBW1<miG0p(xWzmb4(3zI2;%CQQfL^mPq|;$%HB^MGwtn4YohD3^?8cW2
zGQmmHLn2Qo`3KIeQ<nTYqXpcJL1Nf;h0oedq$oZ?q;iv7O%t!|rBt8Xvbh73xjHiR
z&*-Dl1&P-=5bW5YKl6{cx;JP^GL=-Tj3pJTnHi+9>$i`GCKxHeeV2$QqyvbL5&mKo
z5vU7AiP!PLs&R|5xJEMJT$-FlRVe!H6Y_FS4zytA#AV;!O6hFsXRDv@Qdkz=!_NQU
zQ{=xR3z!$GMX-~sWeiD0igm44WAf=vm_b%||7^cS#4!NHVR(<6z_M3&9hx}GOTXh*
z+w94#becNa{*Set^q_EAKEJG}`he4tgpv~B*b>uqd+1WmXniL8*L^86GAs}2JQo#;
z5OeE(N;BzqT%S)>QKQS~HL}U?j4Q+Y<LE@OG7$0nva&7cLWMYuzJGS7kr7bBzQhC*
zg@%rEpT>aewr<%rx$M1#-P^32NGho%ckXA7`((Awx{bsiy7gQV2HXbElY~6tjF^R7
zBV%c6X&Lg%j_MLWuZ<bIA_;Z;4yi*+qci1iBJb>{BgV3&8w9bgq(0PBsWAww+O@r^
zvXz_UsWsQilpo$@L6q6&9oU=?EBj@0A_|1mABP+0kIBu(ylOl;26@E#@|U`Ru%CYC
zk)t(!tLl6AWz}DkG@qt^%QLGP_MAaOMhjR;6zDju)T2G+WCz<G&9pNpNV=fP3xS%(
zlKt9KAZ>W-z+=S!425nG;l1d2W1aB?A@{T#lolNomv+@=Q&`f15U$RTAJ^8_sOAze
zANXaj4|{jA`Z9r1la-Qa2NAcMdZ9QF2Dg@Eoz3pEPxlwnHA+^;)q9BMb3_Oc1RW`N
z7eDJQip)<y4M_L=g#OnMNW%RQr*bo$RBiIT-89Y}=XD-2^B!1w4ZKCZy2x`)POGHd
z*&i|9;0qzHtJWjF?G!`@<wbxBD{MyaLhtQ-?xjvfgnZ9H?Ml;*A|eVy|0PnRpRb^O
zA-w8|YE)Ty3Q_Ai?W(Ifb6Yh+t1~6<l}h@NvZM|OP*8|YSvb1sIaMFkYT}^hA}HM{
zq7z&1XkI-(jCoEJiXsiCVTT-68J&&dTMgQSu^zojQ+e^-rM{1)?dKiDvRy}FP~e0;
z*%?w$cwV4Ph7&8P6`NVFx+gr3&@JP1pW8UqgCs;m>R|svOJrcj%!rDF#VD5d+8aku
z7p~F%D43%}bpRRkl1zO4GLcoe(Z;X%qYB>j^)-vc{PzNtDvE1DF0V(Qk9=3kh@iSF
z@jS2BEXj&+J|`DvLWGo*4VD@^jro>FMwi^LfhIobr8*XeMq{b0c&--W;)(PG7hP`Z
zt-5M)_E-Be>)GL-o49yp6<vb@cOA5$>Vs{Ol6}bNp1;}!z-fPC84|?!Ya3Fa=$n$(
zHapkaojO3*Xwau8wz9h11z|4AIlg0Ll(uML&ol>+gA()gg|t0+4iXZQ{#sqNIqriN
zZ!LJEC#14O_~9DoZ1lVNY7LSgqlVAHT-nfdRG{`%@a>F~$N2Lvy|T31n}mr^yw)F&
zfT()$KcebP79QJcy3);^u8t0_CdGWk61?Ul7gFFk-<csPEHUgIj)a!$5`}XW^)F2b
zsIw+RZ5S=GLg@joKb;;q+RA+US!QX0uhyI9x(>sD16S7b*v80rL6@o5)|Vv6kzW!Q
zG*+UCVtlyn4VV^?h7(yZm13Bs?hGkLV}H?cprbDU(BU8P7>nt2`7gRK^>5$uYoSC%
zMd$0u(c>AkdMETuz85H=0&MY&rme1fB(+(7J-3&rwj!KPo}0kS&qZKnN01%gbP0az
zoh8E?4hzM)+OV7ov!KecxL)9v1z@K+!%O?|g}(^FTDLMt-GCFE#%LQ+^V&&s!3$ej
z(l6Lk(!8aFfEr*arPF2SNJ%r#d!d;A9V*D+vR|C{`f42aC7~SH<JJSe)qCiC!L&Za
zSnhE_0e4#`yxeHNzEJ;?Wh|v5@zA^>P4RvJd2>fgs3hsyRN~AQD#Tqsou76N-5?ou
zv8L~o(?7#(XS9EqhiuWpz~oSsa&qbnXrWo(CTGO$AgtTwtAz(89-w;5wohyDNI65K
zmnl-s#ULDCrtU9y1j^S@61I5vU$1h;-l13G>0YO=^lfM=+e@`t3t=H4Z{&VRs{k}n
z7~U@}WvzLIvTz1(Z(|@*ZiN`ab67}rLVOV_oKy&MN7DS((onnR`oy2)B^6KoLa@W)
zIy*l;*6P0K)N+5Z>hVnIaIzTEg7BIISWK+%zhd#&?`8lKKtc~&Pqo&Cz1Iy=Kw!2y
zPPsKN+0fLme)a5%Sz|gAWspse-f<GY>LyH-b*qkUoJRP--{`OhW5vj5PftopV}%U$
z`+)$y^JN$rkkdW3R%T=qZ)*YvCSxmv(R{I$kdg0!Kq`$VZ2944;7VlN?y+CS_!t~A
zM(IgEr`Bjg4q0F%=+g2ed|h*Cdp4RVh}zPb#-e&nEbzl9-35=#zb$0i-Sw=ujqD86
zbV9-pe&5^rEWmSHCs$XSnp5%IZ1=J=4Y6lOueW`sM^s}<9asRIcsJNp#6VF*8ciF{
zTLgi6Z_^*HI9Vt1=E$5*N_1F|5&{D)BTP9l_YY_!hmA-mHn5+eOZ)!^;=f*lfD;O4
z)N(|J;09oI2((<Or+CiI&hBs9qGn?H1~GvD$F!TUknI}?>d+!3ZOj57*1w+=;8o%K
z|K(?pWSO%huy5@XLsLydn9ZIrl^m9M2kU$0Y0qzM(Kx?`o)C5$6iBN6p?2ehFeF4~
z)|#mtP|}pd3=FpDLy8Ym3YYY{;z-rprGKXifFmZblIwqkcYU+QUE2iG?o{=B0YJwW
z0GhOZ@8Sj0m4XjCG1R6tW8Gkemx0AVZ(|p?kZ-u@v15j8;)oPViWOfieuR&thf5y{
z+eUyxmioukLXQ;$v}zw{47+bhshzoerm^&9?+f_!tt6pbZayfFK?iCzCE~`(Ti@Mv
zO1gjk-(8hLcx`ieN9K?NO8d_OcL~H@<%2q@m@q=Tcs==GmF78C+;kO+(!1NM#Ox%2
ztT9?qjv|MzLSPJUdJMGe#elQx%FB|{F}p_}hfo7*=2YM8nxNAghZlgLMPC9Y%2JJ@
z^rgk!?)b|<aZ=Jhq2Y^vK*PP$-_VeiU7=K`=)VCD6Uu7wE-o85i=fc{y|gJf03e8(
z^c2JAQyY#XuD-$NMx>k+a9;q4u?169H;!UBbZ>+btok-sZIcsP2p+mHRW9tIhvogZ
zqh?Xi`S^K?9ex&Wx_U0jutrrl;+p_s=0l0zOC}{rBWJX&^g84ZKe;Gwh!FP-e<5EU
zWzrLus7IsOiBEq)>Z9^$LN~b=Fj#IuhldtJCtyFs4mlQwg~lOWWZNnr%R-sO#Uhz2
z_xoP~2kZP0OHF-!j$2Q~fdl|`8GUG(-ZS&IN_oXg1Hf7(u2^NGfzF`-H}(Y|XFA3+
zoEWFrawj-rWtmnUcQ+M(hfM!aS>uB`To@TVj0`>stCN-9IFA{1rd|`7shxG=?mzi-
zslpTX(Ekyk{>J2!(g}54`TG4u(eAvhm(5ttJ7IT56<7G+gSz|B9MXdB3m^vidted*
z7-XP;t-FZvgeJ>bm|f);%Nj)=C-FLHvPw5{EAWcvH3n`Z{DCr+mMd=%-FkKf6IFzI
z9LreGM2zR_Gn2wrrR$v|Gor^PGn=0tBGDZsO#*{&h>9GLNJEqj?GNUdY0=$jH~BXJ
z!WpW7y6b$y5FCA@hD@r5uy>Cl!DmDu0f&6wO)BAY5Yz0wP$1}o_Eq9*a*THEHFC^6
zAO;!w(xrJt{(Bb2Y65cTR_VaL5G{}3HJL~!^TP)m7F(9tla-*%BBhy{<1|`7KR`A~
zXkx@NgQa~E#CDl{$?T9rD5G}V4CwuKpL^h(M<G0J-z?|}E0&)n(|#;TIGYZYP}i#l
zMpjgv9mIv1O5B00FPY-ZmqP(X(WdL!jbPhj;7g<(g+Nz7<B3TF<thm3RcZsk!|JYj
z`~DU`HeW#yhePjP?~HC0nkfSkw?F00j~7u~1cH&JwetMPP;x!*wwrsP=qBURX6WzD
zKMTRtvmKoUcEZ8M+Cb*ja_BMXv2cxP%Sft+N7-JM53a4cy^jUVQN!x%TL?cw!{!Lv
zESZOC=HjBTBrc&uMCUmWsw6l0GsoiCqgil;z&i3iE)ySWq{Y>ORaK_7YdAj9167%g
z)df@-#B8;&0V=jX!_3i%1Ko;^JXgmloc_=6`R$?=nAH&Jj$rA?6z2ET!0i8jF11dz
zKf1SnJnd6eZ*jo9W;ZJ=iCwK=&8q-N{H1zljn=v%O@J5O&#I7sl~>ZlSeA5-XLxrs
zZ(VJ<@X>-fzL^y$SmY5=TcW17k&k|>J+Ib3)bt}iadpF7>MTgkV7Zj-RY-6-t39X9
zXuQ_9JIyYu$inwbIFaxjB9YW4Da%gr1Kd_SWJ}v#r4%FudCp~wH$^XVV>u2~qV3H}
zhO7LMagxw4ii4pn_bPo2?sT#m0@y<kwO4?e(Xui_Hfl6rx<T~5gKhI#Z)C0{(^q4b
z27DCun)+Sb)+h$)pX4B`e{+`3#V(ep@MP~DejY(<L>~?5?tI)LI{K5fWQUzwRpZU8
zut81Mhr(xdhyR**spi`Ibtg5>RzPi~ErIq{%4qHP-lHIIG@9P!iNz>#!*Rp}4qM*^
zlql+{2bmQiw2+A>onf~N4L||dzL^tZU}z$`0Y3I-L_iU`=w%UJ4_|Ed<g6v;{xSD4
z%^%=7Yijn<q1TjL1-%1*Qp$9VN?DLM@=k`Qd+Aw-v)R<~sc1_bbJJ<yMriW;psn1P
zu-V!B)x}f#i!{FiB1&a~I)b?}Gmj<h{NhEKJ%uJ}o06AvR!bkGq+TyA(_9b7|BEdX
zzS6+OfwvPWxBiCbqw6-q?JT;+0vD;qw(Rl;y4OckJy2SW`v4c#i7xkXJHyX?cN>|Z
zK$?7TXWyq)SKT)fod+Q;hoFrhkKud%38y8t2uIGIdK>6Td7n1z_Ru)p=_~3K{ImT3
zB(ndgzYI!|H1#070<-SP9Y=_^V4!)Jmv3K4-V`zMa*~(m4PBFe=?P`<MayZ8{u;h~
zi$`;#X~(odHi`D`<iB8h!ouaYG&ij91P=g({5cd})ID0oIDS~kq1`W9lzzl`D8AkL
zwA6;J)q2mfbkLN~-wOzj;fO~<dh<`?^}Uqgd<5^9v2Gq}I&GI-3eAM#m^?ULcz)Am
z7B5&v4c9$s<Ft1sy3XC}W+6^TXL*1^9HJU%GdiV2*YisbH(#>^kB7s`yDr@gJ`H8r
zfEsKvc&)l(d3?*GOEtQ+rSlhC)<{y`KlsE?jw@)X91y)T+Bwhx?cU_jC(+{4HPITU
z-uL~HKFLLQdyuPP72bYd`&;_AA9l^eGcn9D?+-eiLuE$?<ZcjtrPeX7gd_$<q!DY|
zE#-FKtz;48twS{TXT;NPtdx2N^lS>ibaO4gij#k{WLcI+ASZ@=O3mE~q?*I4j_t?H
zk970pSb(ZM^K@Uqc}3IpkXocnMaRxv1WF5Mr7r!E_N^mfM4Et~N*m*x2IEl;8t&Z2
zeOmvl(L!@hb%+JMJA~R`Y2u7F($1K;RI|w+5Oo83{scZP&;{)^dFlG6trec1)*lV!
z)0^x*mp(vjpVk-qg-a<bNq1=b8uS+p)fuQhbT!(aZFIGugBr|Y2U~Naf{e@|V<8jO
z6$n1A0@<~A5=+;V9xAm2C#`qz%}IFAPVaTV6vdi#L?<mz6ifJc&j;2jbyLCNGu_0E
zg7cVyPxtsNRh2SLwPZx@^_2HiAuZ?Xj1gMC21QrT!K>{(FNm8juu@V}$_=}SZ5rI}
zg4H?mC5-qUE~CH8w}OwelR4RPR{!s1fx@=7v?8}s)i|#@%k$D{Id-XGEVH&pB86t_
z(p_rhp|zRYj`9S@gg@mWoDTaY75)G!YX1mxb<mllEn63e=(QnQMvb+$GXqC>+D*Y(
zD3V)sK|(QZsobCl%w|LkEg5=;Lpn10(mv#E)2|;Y<C`Srg~7Cw-ad@%8z{$D5(<Az
z7ou##8g$@JXguV+OH4-z{kbp#I!o^#{J3a1ayr@7B2#22Ne6mFn59|txZB4!-rFOu
zs}N~QXKmPF+V_k9er_Hv3B3jg5ZddB+r+;e)Z(0eB5oKXSHq}qKCzrG*2zPH3h}&%
zfVjVyJpzT#33sB+FQFQZ?rbD0Sm!G(em<W1Wk~N#kPfN-z%AW(wheaQatV+&(AMn4
z)8Etw$FB8#A%v0wr0*Em!3XwjHZ3mw)<Mk2TrP;|tpxA-njg#F;}Up0H(-Ao8~7aF
zb9sT9&Qq|&S~W5HAb{+4$;>rl(_VPwxe*X{aJr45!$QRv2vwd?rVO`FtaKc?<`v%G
z>ID6)21%|A<L_-_!wJ8>PN*`>p_73C4wGux<2kay9mZQddZLp@uch!$T=A|%Rjug(
zLa_JP_<><6r?65+X&tAWS^;tv;PW$2VqX7(s?4+fkY|wqhhBEJp~loWM5q%$5g*3S
zH_mx!&1SylGon_fv)ntfJN=6v2zm(SN;Sk49XJe!6GJG8J&~a;7CRflF*wYnM3(lQ
z_%6D^h~ESRCGJL5?jG>iWCRZGj2>1dCJ!7*p@!d#|K8PsqrrQa#5=zir>47#y1hld
zE&P1y>iS}Nh<Kp=FFNl$K-I6;`CZn-`qJYJa(Y<Usu_t6=0y#!gSCwekGbdP%DW^`
z1q;>0^*4gOvH(>%OFI=zx`V^amRs9KP5&DX`_s*rxQ|a%kK~to^D6MJPc81uI_)G|
z%4O>}sRR2-c*~2mUHu-61G1C4>7)|%9)w2f{fyj*j6Ug~A8vHDzXuW|(+8Jo_MC5)
z>@F}sk=?iCFXnME`nm}ID$TLJoc?S+AMIn!*cuFoY6if7!sRPb0AeL2vB3Me#q_jr
z_q{%5NRCkB)gN|-^p-c?hR0!>JUNl^=@Bmu=GKB3G?+yi#7L)9L(gh{<}qE>)NS##
zZ7hY@%(0tIkH7Gg#MEf=Pv<NXFUnoH%~(Y`S6+^>(DDGRJg$eI?_j;?qVFUF`~`fm
ziCjcVDZ>@u%EmOCsdhXV{-q$-A6F(wM~qrstz^%HNA1w_)|i$ik!^*2P3#S<!Qbso
zG63b3^%J})%}u$6{e{iej0nlqe^)^6(*(?<@V^w~`ikZAnsAv9SMH6nqfI0Kk(7F2
z&&P{FIkuHyHpC$YZFr^%r!_UIKS-w^`QlJ{2pZUAg!U`4SiGnJSKqs5kZIopneq0q
zckPM*Ady2<4{l!{Z9^T38c-#=(g=ka*s#Ca0Iy8~%8)bnk9_y`CokJ%hxt=n_o9YX
z-Rm_FvYc&t8uAY|vs<U;9d4nT@fr^XiOqu6%#@r7#5W)K`=<1_tNs*E|HQ4yiH(f*
zOOe1n`>maxi5sgGwbUfKPUQ+;@lFkc>E2Losx|cm%p<oC!zMMDEL}=!_o_oo{S*Si
z>TQ0>Z^}uXi|E?uUv&q!D;Xer$SefjIm+D}3wwF0%`1!pSHi<PL{j#PgI=wlWpodh
zat6zmkQYvSwL@6B+74GLZL~WKpL4TCD=TI-^5&Jmj6w=vMI+F;Gs@(B4<#I>0!jRf
zJj-W67ZN~s!X!_SG*W+SJ5DqPWaW^8gY{n;M%<%(EAsb%sF?j*hy3w0|5KL1?l3h=
z7T3;(Xkx?t!jSL!R6cX7W+RSt#51C>p;X)jOuX1=57OY-eAnnGUoh?UyGp5^ikMg~
z><|tsujs5SIuoF$P<4UCi#x#Qsm<&<9>W#B*@bYnNl7*`y0}zRWS2Ov%a5Ky-^26;
z5Ty#~pchg<H(`SGN=la0{!$>@Dq2*GOrhF!1w1>UdlK<@b;v!3lm}%o?cBuLSZWtG
zizptRMrNJeH=PXpsYu=2OcMqSTgLw>Lgp+jqIco6TJoxYI!Jh=5~ezEm<=>v1?qJI
zPR>WnJh>09$YD;H+}t~-J<qv1^8v&<hQp3rp6i*7Vq2a6F(q+ltiOw7SlMz*Tg|=z
zM>PX(OYzN=J>?p(Gyz|tw{PC$#6lVQ7mUkd@UE8_1H-N9DcT=yqbh^rQ&jt$U{Uy8
zFU=O_n^aVEP8U)a$K4+<1xMm-yFr6Bmi(L8SnK!pVC~wU(T?cHR~q`K6~&`ktv^N{
z9EKX)((%erM<HgQcox>%u9Mat00h1tVoSCuFQeWWt9i@ELLQzacY$?#_B4StmP}<$
z4|7I3q!csG5wskiSg)x&x|(^QG!s{eeiMs$8B9`6Jwf4fDyc5PiCxz}igmL}$p}fe
z@pKC|DQol9=nL1KJ)zy?&KMjh`i$Ymat`|yk5i1{51qIESSzeCXdaf~>Y#u=uIBtg
zSjw_Ag>ioRZ_V$qX^7?@Qg65jtCePN(BOp<!CA}V(j2xGvdfET!Q{XQz@(*ArV)EV
zi2Zh6GwxZl<3GRTpo~sdREPL7Y;$F!7|A>BAr74JBGg=l2TUM>5X*Z|&5*l@GcEH+
zEX11}o-0Hp;;_B=Fa=*aAMb(uhYp^k%%LE!8Jj#z6st0USV=$3bf&Vduj>d_M=OhB
zR0S~?D^Jc=kYH@EyA`8v8Vf~+#p$5KeK(&#*yIat@*BOhbI_t8v<muKsag|9@1>{8
zb;#A%hMAHG#k7@My)g#vo62`G@QdH(uu80D^~HC#a8p?;rWJrTJ$e?-M~zemK~N1;
zITpM7H3#*&@2Kp~1~E09EjsM@rIj4(=WII~HFyEP1x&GjPF0DuwS$=2iJ@|G<+Aap
zaimZS;E2SfYATb_tC`^-y=ADJd|`dK5dh2o1gp<+IirTGEZ0N+g<!5oO=<Li7V8Wo
zy8tHLYBIZl!0wKZuI@+3tJYl#TLge^ZTlRYrA>qGT%#dh;-2ER(HIUK{26G*s!iG*
z0QVym9i2~^G;2-I($>&mmD%aj;cWRkpW_psrHh>{zT;Sw{~(;|GGw0MZ_BkjADwTZ
z{5^O@4eNv3Ew}G%Sx$G9r-(Q$m%1@hi9Z~vCao1DL@U6Z&St+SvwkLOXq`Wf_Pfyk
zY(!t-(RSQ&dXbBAyI+@XO-CzN+O*ZK+59vjU%Z-1I=6Usqa*V538w8m#CxiN+vd(%
z&j<OVOFlFv`ZW4hc!XhE=h-1$)mqhfVF4!*%3<gj7JYkC>f#p9Vgx~F!W}cq>4S0~
z!+w$hS>-p;aS$C9EllO$^FG&f+>`&sE3<{U;-I`nzQ8b7S!R<n)N}Pfa3~PDwW?v4
z0Xwu7m|}NtRS5Tn;IR?-0LGN~0|v#>2&%Buf@Um`lk+dY_7$pu=4(&QyLlFTxLJYJ
z8l7&HA6BV3`OE!0Dd?)3uM>>jJ2-4f4;W;dFFz3%e_8RzrH$YCVUyP5VbsIeSFZBh
zwGe{6=>iB-Wu$n)hbja-i8^nQF}jyV#%`S85Tw)EJ+Ys&c@>!*&&{`-x|#&(swynV
z|Dj8*>o3QGelqa16taz=$f1#tik(V4tfHc$`eDUtRg>dH`e~7q4Gy1!a)8@@Y<qJ}
z#0B0^WK6X699JhIpx^bevxo2NBg>cC5aNRQMvc!>`YGKpRz~3Vbuya=a#}^*^)d;x
z`BuW_WRBQ_z!TIncgIH&e|5o!lympn1FHl!XBx;-E9{Pq?bdbCY_YF6nWIWnYh?v~
z-Zw2JlZ_#EK|x|EgM4}qN{!(rAD7XZ8Gu>+Jsf8Ni*AglsG~q~g^W8kcU}qASkrf~
z3-{PzR7nt*tpN6uD|}W?9`<&LmamjY$#_P1)zY>=1O-bzr{j?+-9lU--pmnG{td>b
zy9XvB;{|xhnKx|!tUUd;=%CzYgl*Wz*q7NY_?`3t8J=$v0rd`{|3d&30$rR|G>6V;
zl7e#Kp<0ZDN1c@*?ixn7E3=Z}Wm2qi)deH&tzF?339BiwC3YbE=xBcFWys{f)xmTJ
zj6t()j6L9q@&#h)+ncJfp+l8*P}qS@Q!WbLV0(TXl_WtMm@(^Y@gv-O&(%b_h`j8h
zKfJMCC+^DWNj?n+ir|Q4>RnJFy-O`pdw5pBX}t}KNQNpw0F@(MZ=H6RYB$xKp6EFT
z*K~Q`Y57i!?G}Y#nZE`KT#aSOW9LU)^(T`lmrc#qKXN0T1GWodeLFekwpaJ;1}&>w
ze7&TI1QR=-ad$aYr5iL+Y4kwllrO3j8Rd?BN4^&;AQAK3zyNXb7LTsLRtccg*Q?Js
zJP|TLCLL!8obyr6YqD8(1ZpE#0lHZ04KZgAK^F-5rSYPsrlU{_Z<krV{l5BZAnEua
z4I}c5U>9H=qOv@-!tVyT7h)Ym_6~xvT?I^;$zlrQBtNUkh&vzi!dEM)eVOg<f)&uz
zoG<4_w=VLG$8AoNOkUGsY=cu$8i|k+Q7lEQ=i%YXl+*S?J_c24SUVhkiA`*3A@)EN
ze5w_(^xPlD<-=M+a!+?6V2?fF5|aP$hXH$Ij$9k)S$cYHUT8jr!M$UHo?cE=G)vJx
zX1Y9y3iuVVq@)~g+e|pw$>&&E!#wq6iTGkJXyuzs?yI6`zC6C7{ZrkM#P}3U^E9pE
z#7?cD;rTb?lzDE$_=s<?LJqcR$Mo*+##BilMH3eh$-xHd>OsPAxIREyl$M)+QIn-d
zWfrV`OM`)h-O`Hl`Uhv#IMU76f(&_sK9Sn~&+QDzzQ~aO#|8(SQ83QDylByc+)3#`
z0UX;uMt+p`|GQ`CJ^@)JjkUQy3OUg8{J~{io5cOH<~HqXdB=N9xI9l!q~-V1w_Zor
z?SzCu!eWwz`<YdC+JWBeNhBwhMWrErI6XF1F4ooj&ms^1kUQn;0{=?rfVMOYU!Q{#
zJ~E)m)P?z|NCEy-Sy@Z~8;aVH=M!qFBgdu}K?DGdXrYZJ-1$LJs8guWbh}8m75mHb
zrvEeE3;zF#_bNq9=6RuWysviC8u*7&?W+QQ{(p}MvoiZ24p^}bvQQ+L@#7;o{-;<l
zSzPlYoFQ3V9)!<k80#lTuh`B+`{Ur=FV}um#{ivA{K7zs5E1dmvJGXCP+v8Q8!($J
zYx4(9ZUFhc=8#|}Wh2u)50P&h>`c_Y77nP1*U6fc(H>O?W`7v6ZAp$Pj~d45dUwVz
zi8xz4C0yWt$X=`UJ8<%}0j4xXy)=QiLb!jBU=z!|P~T%oVFcd=UWQD>2r0(B56MZh
zi1|ZW`aypTs-}bEZ(A;MW$2|7d%J-^tEdMCnm$?vh<m19i%uA3W>hVk9+iIVa~*Ti
z*??&J72R)3F8{E?lnT**cyd*!V1XKVL*le^@8OowbLg)uoI*+K@gs9j<Yt%gb<nim
zcF1&jRP1`lqj|lnl$1;3VF78U>eQ|ZlX9s%vVS}N<=6hdad*~nQSIyg2SGqVLZllM
zkPhjVQaVJsySt=8x~03M8>G9Np}V`g^S99L-tM!{x#ymH&$)m6<`3t!mcuZ!W-;sg
zJkRIz{xB;il@wAU(}<z9inav|JUL*Ru{|=g`rxp75qPD!P&iX~g<ll0YfR|AZMl%0
zNMzo?&%fc(Ica|EI(P+AeIp_7lDZ4x?z$~!*CbxA_-wKH^I8Ple>eoJ_Yql5ZT#sl
z<tWt9=Ex-Y_0#B|qZq-+-E*gslWVANLVW_HyA5HNw<lZz>`{%3-eS-h_Joe+DM^wk
z{+E+6a_vT79;R@&k<6AVfEJZq5Pz-i<pd5R)sE(}^Yuz4t+He__83nSk>(lqh1{{B
zS*|vSDD9Ms%nTMQ;N4dO<+{w7X0L5fVX7twyqhD+3+}W|>$}5ri$2ot>vItGkEZUA
z&aTyi%rkQcv9P|D!2mS{=4C{>*0;ghl-N88470H1xL`BmP5I(Zi`Gv#-o63vJgh0g
z3+od2BF%>6(8C3(gk#p1^t!pcFW$(^lV2a7F(BN{GO)bkO6^)0Q^wPN5-d~mIFz5F
zwEA>AI>M(O<p}rCGm6J`BwXFzy!5c^ni49s*u(19>s2Cs(5pvKP8y-FnyiK9>UT!)
zcwjPKWrzyVC^|q1?EpGF?R53Rt1rKN+wF-0<E8Ab=cR-fie7Nz&wW`;2{>gbIdT<G
zCcn7DnCVX~BY8f7AzQsEt`Pdg?w9b7?S3)^l&>fwH^6=Tij3iP;yNApk|+&{wdvg3
zTe2WeQ{4=bg34c%m1H#;7>6hTMCpM_#}cIg=M9OQGi^eTg4xAMzS_a?Xs<<<atZgz
zDS8Q`hCom><%*>Q)hOgIFFlK$7C3<*AMC)<q;#(WOR@69EEoKq7nAp}T#$GE^AQfl
z5TUDL^^Tgn^Mu}>dLQAV=n4gk$`2zYGm+iQ{uZr=)huzw_z*!EfNxC^Blvv++N7D7
z67M9*Q20GlC!$!4(HC%|x45~9(;iJQzBpPA+~Zo;B@<N=;Zg_!A?T&CZrl6$3Bz(#
z-lBA_fiavA86sEt9GV%&Vm&NLl>4f^D2|!*2fut@cUJ#UdhA{WVs&<Pxz#APC0^2f
zzgX&L)ssWCxCX&6!VB?A1QfE86qbK0%}^AFbj-wu6Q&)};Fj5~An=g*eO^NQ$GoJS
zw4DJRBgJyzb%*Zi1zbCIM>Z_>)-~WS5{?;|x(%liR&ccWCeEJWt?%JNX5WX;)l(Xs
zT-Vu+GL3>ZGJZDQ`|?2dTb*aJn$|ak_L{GpyaMCz2}(?i`-vGEg02o@PF|mPq|QBo
z;bN3KzRb9miB5?7GFGg8{XAVmAPSHb%)ck@FmZeq;Xuubeu$*+6LS8gOt(>?K}{Pc
zP4mOvVnn?U{OF#lI47*22vDB>xaGJj-hKBO4WXQ(0N3y~iyx4u^qZarC@6zRbZ}s~
zIU-;apWztupXnfaZv+iMx~jh>75nW=#wz&xg*<C#j}I*RRq`*#8F+rOCs4l<qQ38m
zbp0qZ`fJlOz3KawcE_(fAD&%{{;xm%AK7CvnB6;kVbE^HetjgoF_BB6;(Yw<22c_`
zeR?#?;3{7{uh|K`zu4U7Z{Xh!NIg%2(LaZC)MzKk2|9Xh5?*<F2nH>9nB%2gBNJHo
zVskuwP;AYm3tyb%Qd63cM@ATqb@J~B?@0HI6?>n#;7;471H6K%Vt-KC%kvw1k>Eti
ziqRnJ^ZL3<`{RsiC?uo^ra!$=lcpf$*XUPw4$NT@p6BzJUU>Bhf$P_t9+fiWv^GO8
zS60??45v&ET%(E!OsWQ#=5xy6DxKLk=_>*GR$O7~LBstGTE4=!#vS|OPEH5Z{o2C}
zB_@+5gpH}H(!q7e^POzxYL)kzcr5DfgA?MqIvPhz^Z2_L=4I(x8q<fWH)!5LxNRG@
z_kr@N;yml{I3d|P{($NU?@zC?dqYD77nMRKKn&**t#d1k)%FyMu|iq%a4=WUA9~Hl
z1@o0DChAxY4h|!^isO2JU$bdvyg*Ke=$I6Y0Dz6UthZUm`K{U5(m>`}GQzi3&kQxW
z9QNV|Ck)wGyNwp3@z$1)BFIbfU&ehYC*4+V&+2sP0iBu7Vp4l@1#{Nn@&NL+kuo2j
ztXf(yk>5^S;O>LKZ?a9gtj&dmta5`3JBKvE@q&rOYFK-FdxP!#!^5NI-*lVW@;Z{J
z)kQ_zP|m_Vk;V6Anru`#uX5SGnFb^6!*!e~*J$}}Jm@xUgr7czEw;UP1}5dtyVz`(
zE_v=rdW7#CdiCU+WB<-k>zypE{E~zK4ZXahz@t_5iQ$wFnBw-w^<EqH^+vM@9H0Ar
z*KY284#i9PTk&S#+D@4#r6#D(3>*#4eLR5;a>-LSk>6_PT<#c19U4`Vlnm{~SE;k1
zgui!sp(+~f!y=ur<VV-uMW0Ee$U?%$XXOCUoqjziftZZp>7lSspN^u69#}3%@+nn2
zVh9GOH>Im^j9A)ybm;Rv<(JpxZR-Q4cvMOV!?t?-{+$9&aMf_ea*E09L7%N<Xpw$t
zb(t|mpt5kdQ~4VkHa51}gI;<&vK4a*xo<Eo<lAzDLgGwD17IAuaLwEI=Q(i1{!+vD
zQbC45^}}p`6<$sJm%oDUte7Y!+#L(9F(bLco<<J)t2a8JIPWK_&Tgl1OazS$I9p@+
zu%LF)5c@T_el6Xe({Don;)Cn{slg~vvH2xI$n6ka@5omLkxpYz6mWPo&_XJ+*$U{4
zVN9Bk3u}(Eh9(Aa+3qynCb0GtV?DpdxfuduW*uqHlvI7a%$0q%;d|-DkFhx%lNoAz
zSu*wXg>oISN59P|Mj}38werQYU&K2f1gsMh4y78LAJo;FB%;lc#?ulK68I1$4Ta*a
zf@uO9Xk)Ta>@|>3-FXv*4KZ$_ieW|f3p^AmsNVXex&)Q$EeEHEl3X%jD2|Iu{AuY$
zMTiaga&8B*s!bL1F5a`(XBzu%5I(n?g7KVTo?<wxS&Gx`LlbS$k@+ftv`H>x9aBsv
z@BNz;Y?+v1CKYo(Qa&gkz1`i-Hihab#3|cji}Z;y_(5;a3lO>&=mEVZ?!QyMsjSmy
z(D!c>Z^jH7`c`D3apEvM1tx7R(|FFV)S2SE5>eN*QWy;|oXALnyOO&ZZ=ICWeJ|l!
z`EHiD8d2o0vP%yPh9sP9YXGAeaDi+FqY!$a-sBcp8lZjd$T9uwM$1e`!R;h{sNGTL
zk$mX8#df@$i*A9)L;*-7s)-C%Uwp30?Rz^W1@|n$)$Y_-%ZknmGRGA1M@@*~j8t@^
zY^DYGCF6|0?QZNhPg?4cjqY9G(b$S|b!vU}bt`+LSeaqZUuB{a$S*XYXfTkQ5~-dX
zU{5O>(~OzR(FMIUj6&yYhi?uzYTz=(swjFLTP%nmq1fw-Up!xwPLt@l4F5~<*e8i4
zv*$#s?65aVOf+_7OyJ(BJjbIHc~w8-i-&GimAQxYv-(dh$yr`$T>#e9vyyONVQwFK
zeGd7hj?5slDPI`^@|ngtWMUqn>Q|GB$gXo7h+~#uOXDW>4sLpchBuBex4)j;O%FUT
zpQC1=o^Dec)UJV2d#B%B<tH*qIg50ZoC}mVq*!cks072bbN5vLfugd6?<DdG%+PL&
zor5`?*EJJvLo&{?*3Jh-qo^N}%8&i}zq##<ds-O?KoN8%@^4v@LQ~qX(|VtepT}q)
z#hz>zrVt;Gi$|hCrxL=A#l(`07s>dJb30&9wVmM7?K0Jg5#Q>Jk58SwdcMv*BR*xB
zA|LP_@b&3F@&pbheWxO1*Tl-1Xe~Fto!yB-_6h#a!v(0vYy5xZJei3JNYSPz`s*UH
zKTQC;*9&7YFh=C!gyb>w2z}XJWC2IxT#LCthc{2y@C1eqMq)SKV1_#KD0cayBCbMW
zn2F|_<uLy{bp8;zeutdx2XW;z#KOm}<SQ^pUrmdBw-6K5Zti(1pla@Bc;XiAGSN)i
zeW^Bl;?!O3Km_+FfRNeXPewccOJD2la1C7j*_qNQ;|Tu0=e6UVtGF@_M(;N!Z#Nym
zgK$}O9))(xH!?*=Qc8jlKgIUFrX+id$JZYe2OTixa+m7XeT8i70wuIpv5G;@((o!=
z_!kpVs-HLbLJr?EDk?JmqP}?Y<_rS};lqP~O{uLNQ4FO~sK>KTi@|(a@lq;^=&Bue
zn!TlJn#kQD@`^!uI;#dCNqq>9*dx#(gvaQv64FSGgC`k8o#nFQ=K!2sgsYl!{#I^$
zgS15sGc1oWd0`}+X&lKk|DF%B{kJqN^<a>%m;JeHq?`)X*;P3DE`w=dqM`5|^DY@k
zO&k>YF>lP8DUE0dL%pm{6D?q|Oit4Lf;gZ_&y_IgMjqC|$(7EzAUU!xLhKEHT<iEg
z3_esh@j|?{S0#>>ghm6dL(p1*f8(;tk#G0X-21n=?1Va5nJB1D7&+}5+VJUYLJH=K
zS}og)`Bt6B&VBiRbJ<C|KoUepMl-%{G6D+XVt}L(8R1p8CH%+PNm$JUEM_VS;;7k2
zqbm4%?ft>!zCM(c0X-uAU{Q<^EC4~~!xY>K(9ZZzDi<~XxpGm80sPn3je`zWAoR!s
zNgq+<Ma-A>$-wjoKMbT}q@fzY%W(e)%ej8R%06&qQEn;mV-?jsS!5A%<FV2|C?;tM
zBvn?EO(i!)gEK9${E#%JWh-XcS=v>U5$33?KFijYjMLmu*rE)cx)pS|VXV|8i}96S
ze|6UViDOc1nPL%a1N&=5c^rTOI>DgP9s-oE^a-{K{g+1e_ZkHYYzc0^D&5CqYO)^&
z1OF5CUB-{fP0<r@zd4o$@(qw;)4tMzS3vjp!LCSkETGyTZ|C@}t~A}f7^!&5BBs0`
zF>g9U<zpl?T;*JLT|6SoemFVEc^HkG@$4>pg~8*70;J)7Mo2DeB&#H$I&DfH)|fPS
zhU)HKeVzO-6qYeuycz#TC8cCHp4iV;p3KYdOOc4#zcs7<-6k{8c78sPlcVqmSX=*g
z%X%aCu$8s*{qE=9hkK(x8G?R1-}3>oUt8QIL9deiqX0<?Fi;_M7Nn!Iw3KM+hj$K)
zBdqOc*_f-w*)bgZFkZ`6@B&rCd<oC4lMAdqkX>tf4q5-=!h4?vAT16yjf<Dhnp8y{
z9hjV0#dr2gDF)oG->Y=oQYvKc8=V6}=8Nr49>*Jy8$f;(Hl}3TW%lO0G>U1L{^Dmr
z>El<bw@EirsEFo-YcFR^OWf>#jey$>5{@LKCs%Zyzx*8%p)^v~8)02DRGI3C_8@gD
zNMKEksfe0VF#nEJ_}M=j<WM_5Y&a~`SJfDv`vCXkSxYL?^1*El(SaVfponTQB%UJ^
zEQ>wbXxV;Hb1wh8ce8E)V=0Rg;O7xJ&S0ek@fw${_G8@0kvd~s`c4itRa60@0hz&q
z$Dt{;!cieMJIo3dMk(dd!gDe1F_sO2(_{Ix<|8nUG&__ltIBUjdQHt4Nd%R9l;kVO
z1DjI`e<3daIz<?yWVXD+zALpOsIJiW#xR8w3@+bY+)_ddR8~3+-b2t_i`!okQU@od
zRt|8__1yZ1;t^Z}U61_+vJZ<1P?2K;$Vs#8WutOHE0a<nSvJ#W$fHHNd+~&M%!ZH1
zwnxU&(gLKu*=={Sh4lHLUOX)&m%O%)o%ZFD%)>%|sdBZ_`L?>c92o4U4VC^F_z|wM
zKMefD#0-Q1cgp_LEtcbPuHUaAR<<*+_X6@CtYn<5uYFw<RSr5>wN~Q!wdS3(3>W94
z6R@!tCI@hi8S~td1f}h27{0hI(88`QEv@$GEsu&QOH12a^kJx`W#`6~YzQ0c0(6#4
zf7AtkRWyycD+XqOW30e<`nfa>5S%`5UUt5~Rqdc`chpvO5X0uh5~m)?-+kFb)PQ#U
zj7q60pzQT@vGchY`%D3Z*y_r{?1nzffqoD$>^rh7P;LksWxH>_z|*8PZZnmuT}8lX
zL|x9)&wSF48FUYf`z}@l`<$ch%O3Za8KzYUB0q423k-9TvtSO{?%w8Rs0ehJ<YINR
z%-5PS34r2=I!J;t0j3)j+RE}s750h2JUGLMd19R%(s1Oxm#_cYa*cIv@$o(pT~E3C
z?57gd9<#c~E_pKjJ@OZ19Yy9KD)xbrz*^L$__##!#ljY7S_74D>`6gqu|va4*d`L?
zIBYHjlPpT*#{PZdZ<#~PABCabyHdMc%d0rFZ0EdkRw_DO;9TW2%&HN0o~z{%bJ^VA
z_1GF^xO9CrOT_1XA*Kj80p6VJLp5AG0>c8r8b<4Rl@nN4-nwe*(T|ODbGQ$+gesf#
z0Btf(yvSZ|iAg334jUeuO?va-AkwfdsHs^s3SWI#=d$+F&c3<7Uo6r&5ediR#{H3z
z_@pPL%bjPx8;(S&z_V78ypG=J{e$filnbX@sCX_HT<5<1FelrQKCB~g9i5CD#YA@Y
zH?LM>!2eWfM?F0X{bKVXA+Ev|0NfblR{dZjN5OGNM#9k4KY)=5$o?&0WVi5N!N?{5
z9E_}!W%xqeaSVW0ADny+Mr0>@PVI7v@%(&06g=w-h4dMTd;IKFd5inGfO>O}N0GX%
zADkT~Yh;9Pg{~;iU|DYT<(k>e#hjj%@hB8gLsB51FO?V{3gCq_Lr4(n=(vT}a9$DY
zJ~i_7<!W2%^*r8EC?8I2xqrQWmsE$_CXN>nag4doVUArIetc!O4sBG8`gW+v>Eb*-
z=0JZ$&USZpd#q!7xPg%sN`1KgL$4f$w`}-!`NDkKK!Yxg^F*Z>l-Fa!bC^&7o%RS2
zk@3}(=L5<zz+~-~>ko@r8SS!uY3Go#VSps28w)yA{x6xwe0%?hdHe+q%-fUQ3)B(R
zJmACA+1uSbgpzBv>_v>P81pw>6~c+AAI#u3o!Y1HXJ-dy=1l<2Tv!I`>c5nBQh<7A
zEQ<=&y`ylQKUDN5bEaIJtin`|WJ7qzmPr(rBk%0w^swl(ZEvBrI{^C5JmJZp;AYjg
zNkIwPuMJ&*oM3dCcPwLu7f!k*)fock<-0T`^TKq@lxLSxg>zY|9T;dwg}{exs(r-x
z#$4YuS{<*G+hlyqSbMA(h7@i6W>wgtCJJvejSWv@o+#pwb8ZvdnzGZf#O@dm=H#@+
z$C<j@n$NZVo;P?Qkfiy*atX@b#M9XOY}tax&7uHmx#^?vDlHf0#1rHQ%>q@goRlfc
z3!VlS!f%$cRrBR4eOmZVoncOrHIW{o<Al^)c(7xIP0|REi=x`SQ`=W!6I?50_xhIZ
zd+49bRXEYFK~byqt(-})pI~<5E(wJbphu@T-oC_UcjSW-SB}svWqv>a_r;zS<(g!c
zZ^$4|t}(d@M^OXXIDoYmQlTqddwkU}Q0<vSL2%m}ma=g_L;r5F4qBf?tg$HtHGZ45
z2V|ME>+`AGFckd$ym(n}yqe(?#|Xr;@O_QqTR<i(*ibLNO}9dh{HNw8S=RDo46{8I
zw6bD3?Nb{6al(sO8)9VpOIfodK~3f{i^dZaVE}hU>Q|r~wjE)^Ig2A0oE%f*-TRzj
zMWwJFE@<!On&!y=ghw#=ib|kK_^|rZp}ARhy)=#^Bh91Ixhtl`?J;R6a()^qNGskN
ztF|p1moCkc6)O{Xsx?(c;L~ZaHr(z}PpUKH(NXjt>Sovp@DL>=b<9o%lSi}APG)A<
zC1ssk&%{piulDkS85zrwly=f(Gly4vbNb<ISjl+sfvH*Wxtx;DqGSb~|Ggob2UrAi
zqTr)P=7em*cgftskOln7s>1QOExX;@xGCMjy$x~Iws?<jrn@b=Q6ztX;Ic9U&fKq4
z8U>o(U^{GfF#eHLVHo{{+p>_(h98Emlm6@%f8NB5^Z|L*T2vSf$g&C6O$go9n49jM
zQL-B`byZ;48D+?;30HNc@3tuvy%vgm&#2_pA5RG3`oND}nAfF7h)j2H_(ip8Ss(eg
zs?GOp#WPQlDvgJdQ{=mh%&GW&*Lp2kx}7PaR8ZH`l8azQ!|x;b!q-qO_nco~8QaX=
zU9Li6_cFWfz@nL*Udgba6~cr^hBql=E@2yRiW`#>ndbr8KJU5&d&H^i$g~}D(ap7^
zYQc>;!V(SdVC=y0c_;DjLc*6M=hzkz>!~uZTmU|F%VyO4)Bp+Sfftl-%)VF+k8o%R
z^4z&BG0_d|Jj?%>&ssnV5;13e{H<faM>aIf5?=Mj6w}M;A~YW1;^y&k$yvnXKPlF<
zKXf!n>U{EJvEVPyAdpmGw&=IYn>r+cPwZ`MlHT0d887+Z*3KFPueY+~UI?h3sfoB~
z71!YJ5&LGax~!GAm^J?jVO`$XlrEV^EwJ7uXefdiFN_1Vkgs)H7w!}G$j?&(TxD*6
zu3Guppe>SH2`#jVd~Kr4YOZyNr^;kBce1Hihcf1gk@23oVuTgEFt3t>c^?0GAs`Nl
zf<4w&)fZ-p>fm^Lj#@}8deGI0K%+l{Uga~M+V_Ry8a`QH6QOdXFtc24tQ&;DQdPwq
zWq8LMs7W%Ut~!hx$T2gDTK90MU~uPa?IFq{bTgQj94e{`sprs7o&pi-NO&$6xPTwU
zPktW6%j34IeYubFr?zH9C=40<v6}7WrzS6J(l?z!PDR>Sa2uo0(owg5lE*q}!%ma~
z+4jO^vb>No&rnn--!3vZH5SIiLB}$hwbh?!mROa*Ea*pl>UN-Y$?J@#to|gUQ}-v~
zrE<5lV*d8X3_?dKUGaV^Z5cli;NCIfs6@bt&@}tTMAe|6ppnOAI_GM%O8?CFGW>p`
z6c$*%3TUoIQy$tFe#LfB#!zB{oA4XAhw7LwQsIyvy9Dt<FYL%oZ`Ar8llCW&I#EPY
zQ7U#>3}%2k4jU4zkdMnksy>T}%pFT?8CiD8rNs2?Hdn1HcwJ)z3#c*WBR{q5DbsQ1
zzv>^p8hNp*RM{h9pcpa!@G(d(RRVYt3l-I3pYh0UT(sBcXM4BM11Sj&qj=fhOg6oz
z;L8A}!L9%(CAxuWvruc&R3Cm3_z-|;Pon%^G?ua}v<6iSMn1{cHTb}6izV1WTa!sF
zrM_UOH83(M2_cj2YvlZUwBv&0#8PKmh~N7Hscf4MxjLzY#{pf_@3rE}^`>6HGUazn
zDNheJR#C-=GfFDRg}crrIV<&7uwE2PyfMw|s?AlGg#auu#l){LM3u0}w%OD=26->$
z{a!K0SfU2oY<$iTa_GZkkf<m}u2(J-DfhSLr=fYZ3v*X`A;>(I^LQTMPLGFrl*|;v
zOjk0q^>ELF;_gGPT^O^x;a>QIeVs`1r{mOJts`wA>t^v!-fr1_6k*Pm#*<J@hmIbH
zh#<TEDN8jo2>U*&;r8WvQJ~$<`;m`l_M(#?jmCj=if@NQ(8{grZTlCn2;Yo|I!t{p
zZuZCW+lTUfk7j&}wN=@J0qrEA`8;kd(iGbH>kcj7PR@GsW2m(}`B%Y%rRuyGe8G})
z{)awbh0*k~kPKL(rmnyux}~5YxYM-+CLFKxUB|c8hDBfj9s^F{vt6cdnp0~-*diY<
zjkJ@Pq2y1G*1sHjhBIoY?hPPRBS6e<k)j-{N}WA-Ld`d)hAY;eYKI}{m<u?(kCB}P
zl}Si2%s3OBpzd$A3E-2u8zCqadaj$M$`IETPXs#(8|_zBjw~$0UM1<0?=z7t<2=8D
za~#<*rBzvM8Z%y1Z92i6v<Q|MwI(};lae}51`#3j;6aCfEl(qg-)2_d%&`MTNsj|(
zFqe$_S$dU=5TgoLmLu*!JyQK>RBMYp_o7iTZ8%dE9;HVV6F)R_ZHo=VMdu3yZ>&(<
zmf{{(*A$AkY^>HWjl4Vv0B)B*naO-w)htI@k&1u3K*M~-B2S@4tRH1(W5abBgQVE1
zjcnCYX>j+B%GRb|bCpe`v$r?gr6<hW+xw;mtjO=zE73MOSa}{G+Wc(wiMyZeLABYd
zT=P`8oOr4CQt4zLBOo$SCAz}-8S7=)TMyQLi@0m{*ayCB$==`SHj5;|MoUw$a1Ey6
zx6gN)cP>`t!Y`o3w33=!1+N~Gpkne#9<^v(GU$iF1^F%HzyO+@3cOhIYouQVo8L|i
zpfVNU1$YFJ*f&RNJ>hPsB-+^o<!yW1IAGv6d|bG$YvBZ7E1rX)Htj9I<4Bs7!2tHM
zmmW>zUn)`)!;l5M8c6AFg@;PAqu?B=-cRKjVFd%`1f;RDI3u?7cyS~!RB#(}_PQzC
zaPS?|h~u*syzQcMJIut&2J$P;0a3IAB=FtjvAb@TzGmAehez1Jk^$M{`g3=3?U`Kb
z<+1Sy4A%Kx<hX5`#SLK^8xXlsmB<K|$Kj1j^^Ask(YBRz+t2be#Koa@>e?J5zI;^y
zMy0z9O}hnI%64ITv<LBg9d$&yppS&QUc+k6_zBqb!^u<jTAzH2^!#IoD}Y?-inX(A
z?C607#J+?kr~7ms<E8q@H`}XG3uGRpA@Wr&CiCEe(1KP^;X*+1l+!4Jkgoh|Ci~ua
z&EgG|q0>pMmQcZu&)?3I;0lVaI-~M|T~C!6`lv>^=1*6&OqXVth>EYo_wYM5f67yc
z!{-v#!ajG|lV@g`UA)hjbptaii}PX`lZn1)`|#aZJ2MjL_xih3q`2-Y#Lw;ulB9h#
z+Fc+Wz-oOz=f@qsi-M7sicJd)FjW9p=OvTI0@&rbiuJKq#tTOwAwQrP{I09)|Fsyj
zit{~c`CV5jAM!nes<7u_AksStm`=iQ&V%T5X!rcs&#+scAul^Xo68%7eFR2Rqk#>u
zI?;E`tqNR{`spGc_g)?AYOjA-#l<RrF}daN`!_5A8$tgQ;jza?4Cix}$t+T8eS>VJ
zr)X2?iWasnRXw{a-1GUq#*bq<t(tJDP{f4JhCx$V7W@928aG`J5l;aCF~bv%P!WbR
z3ac*|8a@6OeJG)#?-1zx)8#swC%76N@HS}c-vLuM{Ia&xymX%+99RA{k5MQx@jp$O
zbi7{4C^^?>O_XN*v|0nlRt7NT%d$)zHADGRO*4S;W}KBhACN3hVg^UQren>aOeg4W
zhY#$bC2OOY+l~nUQ6P^y-du@Di6#xMM-axzuw?)vy~dwICi$z6<GQTQJZ$YH;nDp(
zLsNVg4mFQN9g#|2fxoYyL>~WK?r60E*-G@+2~)Yz1wP;F{a+_cjbGu)Cw~u+DJU%4
z6@J<8R+;o|{cS0F67R6X%*h?)CI+I=q$$Dl?8c3N9`PvC>ZY_s1lTVhNHrVK3YX$r
zAb|{Zrj4cR?Ea#aK2jPJZtv5I9sp}8gC#`m><HsN21WEfKz$Wm?dHFsSk!*nJj1Z<
zgKvI;)Kae{(%@;SF7U7L9Qn;gic~48@lYVue2j*}GlK#c<#gp-m0D2$nPl-c7^C&y
zEm_16ZVT|a^ugAm6rOmB^v`BY)r3YlFo_Y2G+D3jvAJmEX8Tci>S|=O=myxB`UN{D
zimP2KVK4<B!Z9#)4(8gEts_af<{rjOHPHWOP)B~78Eig`#~t0BdUFz@AG2;mSn4lf
z#v>C^{3!(U#?7NUecs4*yan<d-v7vVuwVIa<vYl?(&Z{P1j+kuC=%==soG&cz7ze2
z5fAdul`>a$d&F*$KCAtAXpZlY<KH|D>S_$d6d_y1E<gnojI?0>-_muh{W%q-5W%TL
z9oSQ8z<E}S_oW8@^C(BHfigDsI3K3i=fgDY9jM=>mwvkyhZv=vj_}<|e?mE$pgjOJ
z8`bzQA(8nrzM9);zW=5j_zaarHV=3+!Q3J7$2OeJ#_$^kkG_10J-@POh*eY2FHK~S
zuNdoQH|%sx!Jq}@z$`>kvB^c^F~&N`mHL3K<ws&up_EZnq|^1MVw=~R^y^@Cx~64k
z9PE5-*OXf4XN*T4mpJo%vwHuG?z1#8K$nOM>Bw0>Q=@sS0X>O3z%W@)VMFy{Z_uO(
z=DFradb8UHc)nqG0os3b<}~!yE16UVE7r?Ls@Iy_U0~7YHG!IuI$Sl2hwzqk7p=ZW
zy~fNB>Vw5iIbPBq+y}6klZ$_8)D${sfU*DO3Jyb=#Iv)y>{1YNZCsLz^H);(e}n0G
z9S`tv@=jqtj?uCTtm3L{`s=}hs{SGKfgBjy`>n188XlPn30+3HJcAp7)ItaQC=&x#
z^aR650jn1ueh??+30RAiMEq}qp$**cz6Ht2Szj<3VeVh9Ko1w8=YOgnzwe;{&(F#E
zRqH6^@qMcsm>m6C0NJVY*Ps6Xb<d~?*~qxe)F~EINLUyIAUi5c*AU{eMpY5T%-R3#
zPy=^+c@B&7q{k2F%~_UAI`QQWRhPE4uawM@i9t5TQ%jp2c!F~8V6d^VS6NFn8U(u&
zXD=L2<N&RpZ21$7Tcjk%0Hl_A&q7=JfOuxy_bzwYXIp&<j5uz)Q_BmXMA7svxX&w$
zBX$907f(ZG%fQ?`o^-=4lz&uPmyL8%5GK)m``rl<vD3{H$J*Kz2gQzht<|R@=$A;W
zwlLww?lwCRsuv`0uTLZuPj@x)GUl+~pcg)K<aZL}`%pGhYc6^x`u=^WOOLc#^4fI_
zMxz!FK=<E#)Ib$hENwhE#Uk?!i<)=YVr0&b8nBgk6vyGIw*6`==~nPdfm(O=+O+j3
zb50!+ipiT1ZgWI~Q}i=B<p9pEhnu8Kxu)z>uljr3el6|A+X}BmZ@|8GSr5WD85MdU
z0s@VZt=Mub_62PtA4QXI7ZnDS5V?5bS0cppPRBAY?#`3$Q)T>7qdBNiCv`zf2~2b0
z+wGJW;J`6qyoz5)<QNqnC)eL0A`zj%yx!~;5xHB#`ijF<Q2qi0_+WdlKKYr<Yg{gc
z9cJxr_`u)oK4>Q&2$;XvTzWkN0y}^O<18Iui`dP+m}$<?YscZ>Hl`)<Xtkv;iYUW4
zMEA&Y^YxiGc&=m%EFO<)JMg89=``}^QR#e)2riUN-f+>Vnf*SsCG+sNx0frjqXmk)
z)(a$}fqX;RZ~CJ`Is;<pEKf55BI8g5xfV+IP*Fuilzg+7a9=D#@qQ!t3fhaM?2fks
z_4!<^kF7!`zY+d(-6;RTM=jWn8ydW*!ti))<IJ6!g3?lx`Lb{)Q(>_OLZo0^B<1MO
zcl|4<JcW(g!SK;Q4RrG-c<!4&0xxUyex{uc?%J~7LY5QXdjiVS!3g28qr)?S-~#1h
z4r{cdqoa{AMWSv-RRFrA$#wrhR_bpgr2wyBn)MG&>A~^PtA~-KQAJzmw}!)xNIrRD
z1xPOdNO}f@!E_HsqA~uYp6?q!+wdtVPSyIR{#s}G`4I6kJ)oQV$At5_Z*b-IPyW~b
zogAf>k3gbg7~O=<d5C_)rZwFrQ%(I?Idv#A^pf*XB5a?ABfRLo`S5kcS6yyW?FLUH
z+q7dWT2*6)wM}Wq-`B&bIV-;kVN(>!3=RyoeB<M><7GXv%40F;p>Z5e-ze}E$!cx*
z+1p_;9ffSyUX4kx<IW+>J2Rm@etfw#R$i>VQ-wyg;LdZP(0hN~Ob;StJ#)yr)byBA
zphF^^E3&7Ly}rPAT}|@!F<}E11}~5<p74BC4JdH5lzIZFyO6m!zqT%fGH6^Umo>e6
zt|`X?h0dk&%q%9@G;|&k5@Sbm{ll_zG2CFUu2avq)s$71O-2EF&MFa}=o%dyq?hnq
z8WXbpuZsA8jqdxiO{i?BnbvQ?gfF&UT;A67Gmonzq~Npbw$y7$9x$&?Mp65%PCXB6
zug9GXMg;C*ZK@EfxC$@<!>6yWr|7_!t$1cW^ui>7xwJTuAP5SU$p+15aY5a6-{v4Z
zQk<M4CamOyPTXR7{tq+!dgyg5oP|lFek%C+xYN9zY3r}JyT2`aOiD)9+)n9RX>~~#
zge&X;U@@{}-;U+VsfJrKewe{-B%~pCFOud=`uuhDFq+Mn6?bdw*}NkY+LJiO-0uR^
zGQLS&03@28plY{<!H#moj7p*Kxgo+j59t_{#AwQgGZ->W-2=*i9FQSWJve%P1Gi_e
z!Vg171ib`;uiBf401|u-Bk9H-tjkNn<?y4azYlM3yL|m$=HUIA-u_U2?gnKIwrS^(
zuRBMptAe?QAGYDKW!I0>;1(vX-E^Qsia;Q8j@@9ssHn>){2v*WVhq++0j!&Hsd^n1
z#QDnRa5RT0F0td~<1y2@m!&G(zY3JG?)_E&jd<Di`#YU?kYDcK&A??&iFMakcY*;_
ztXY-cZBrC@Kya@X0kd}CpIuWn#d2CK0HnfI<;{Rv0-YBA{L|1^@o!L}RzrKF)~c8R
z%^m@#=;(R(U9FR_i?eAQ_E$XGE-=|2v2y>3vZIqxgL69S>a^v-_Q0n9yxeHo%iaAE
zM#!y`(<63FhPMqx^+f=mPWcgpHq_4ed~ah${`(1+1AJ6!|CVo)rHC`f>K9iRSxGrv
zPwUMNQwOEw<b38o=5b%-7A{QhH?-_IITW8ag0})I0kNd6x0&!bBl*Uf`a2pTJs%6(
zqd`C{;4aqHSL~YCz&fV(&ZRK*W4=O3fR%Z_RzlNNU)<rlU|hYGxp&47EM{MDH9$2>
zk{5Me6cc@n3Q_bfN<B~c!P&(LE8oXW^&fY2t+i7*U(<#1jPD&75zgreiL@MGE0TU!
z4wlci>-M4^u~d5gK@W_058$+;@7kjDR`!CZGeq0`3-4ipkeCiw5T|!orkLjWos$Iz
z(i<Euix<F`<<fDNYR_q8fs(Jw8EnVFxT-fV<*ib!<r;{$uqZPi^41$+aWXTp-Dh#1
z5Kvgu9`3)ZJ=<e@2V(Xu-fswo*N#>lADVDcsfJV+|GacetGTeXlv<!)Ak7V3i*p!D
zL1f(37spi0z=8o_k=t8l9pvC%A_EB_%N52l&(Q%RpIT~X_?vzcigX~%B-03w?rc>m
zinaV*zdhT(8Ni=?Oo-L*YxwTi1JVO-F}#Zyqmg)}c&my7Js{-oGx%LhcjMc;IUX!(
zz5hfi_#u?xP%pp*0mE;8jk2--85XVS8q)*wo8rO-6?gM6q#AW$aWClHtKKsL)@3aJ
z9AL0($!qh3e@Z-@r`Ar|B<$w!$3I*SK5IX@cXVr&IkfPNy~vJ7n<%O+IkQy3y6~Gy
z1=#Nhr~(~8$5hz3nBAs@_Q{fE>$)#!^!c?zs;wyt)L~Ty-@T<cN1$p$lJ^?aWZ#4T
z1E2>wyYpJ$x&s&6OV~U=ihpE=gHiIrxA4zUEM!al=m*C$>}*_fH3mhf_aZ3zIUO|R
z-y{QIeNP7X#_UXayd1JT@)-W~wtd&VGviIdwrmZauu~gy63#Ai@TU6ILXwaQeJALM
zf>@8b#G=in?eS^ZEhGJt8w_Jp0#bC0{K!M9Y*5IcwUkeuVqEF_J|J?-k=UvGwm8f7
zQFHLKF~|B%XB3_FjIY*4ll6Sr(SzEEsUx;ux{9%YysbHZcmYQ~Ov051bLo%7tqt@D
z2fK9YRNk`d@i0&`(lF?^7G`SBLganm5qxKj6~7ZdU=b?*ZO#As{;1H+E!GtdqA`aI
z8H|y@L)6d%qm`hV=nc4<+*7}wRpTttcc3#_4I2`e&J(>~ntecJDg=Z+{_URsufmX;
zP2wL+7_+tZ$d{LwW)>Dwiewr7_OcS7s`9I#-;2PF{)c{fN!CWr)mDFZ52ypk*uB`N
z=28dpg5>}t=}Vl6hq2>B!287HWVYcP4v_A8xZDm2$lV~LSgpTnEg#Ub3Jj<2-og-*
zHkt8%2+xRg`h@b{iM<5|e`cy_?b@ue4*`4=rwwU>(>C9k>y$MBSJuw5eOzyAD}&<M
z=-83^rh?D)ddt2J0TBrn&c2}=fKBSMNv%-_h_cMqtjK*%P5@<^u%P^Yfj}fU=s_8#
zb~*)#4eI1R*6CZ=*vKl-F36jXXh&I<zcOwk8_8D2I^7<XRwNIJV_He-?G?GKV7Irk
z>ul)#l>lDNUlV*E=puUkJnk$*<DDKlY9PAz{ydJGAOvf-+5z-@-&?Uce(T+uv;zaA
z=fKotrw!Hsc41`!2Jc)TYuQZK<4RCGsabJejE6@Oi5LObT~)x@y;C=_!*3=3-9(+V
za_&)y6{W#gR#5vhOaN}fhUG&-7h${kd?*M<a66I`h|KO{lcurUJJ*}8W*`p2bVKl}
z^Q^5E_KCfu>|a~SGK?YLwn>-FaxDDMNH$Hl%;8hV^SC8)%P%%AqXvL5Pb%y9!{j5C
z_}mWGxxxbZGUkyyPlWqJarRqo#8Q{d0wFf%M?qycgPpUY#<Y=P4)DUV?P;>X_@B?6
zFrO(aFYd1T5+D^e52m1^c2IVlZjX<aopx8_MBoZ@=l&`P?qrR0WhA~cwr|4Q4hgkH
z4RyLsDe!dBw6QRA)#bJAoi2iM#uZ)M9eW4G(?JpK?;k~-7AQ+^-M7>O|2H~KI*)Q~
zX>n$@twK-Ib@n~){X^>+jb7Qavh`NlZ-*yew7vN4SI#x+n;ruD7`53RkjOxmbz^os
zb}bgiGjPtn!Ny5>=l-(o@#0VGs_6Hc6dCy!&-^QH2p}dj;u%JVy1kYgY?fI$FC|Oo
zS6z(VEO)2$_6EOB;IAzXlN7(yr+;90R*n`HmK%I1RGBq6IQFvWXWE|*96Vm@JoH`G
z2jm|;k1v_6si1**-#~;bBL)5KZ1w2G<vCK!;Y?A1xx8G<Dc|Ovboc3rOpy9=qOx7G
zHkLhQD+?2cY_qC20ub}6XU~bVYuLqT4$nk79hAT|zJpCQUEa1-hUjg)nfOmNn&5y$
z-nF43n7yzWP`=R~u3whiUw@uoWt`jFGb@x$;?e!mYC9Es>XKX~PJc1Go?DKIJXw}~
zeU_>!hrTtMpIiP22>N)yq})x#xCepnE@+trKh>TUBWJbYeBi63r)Gi@iG<$)g$6|u
z6CSm=Jgc+)4Q8)T5RWqtczNbdb0pXO+x15Hl3GV#<o5uCZlF?hn;$oAygXiC9KYe5
zv=#hQ2%Th`bv8cUYkk4NDtp+<QF?eCOoPc*<osB>E-)>9U$AB1PcLG!IyLW`946T{
zCZ_}IT|YbJ_<JrOM9Jk2+_=t(hT7t*Qf5R6=yi`X|6aN<OkD%H#@r=$KR<iMeNQyN
z;L2M68sjh)0`t|e^b>|op-K=C$ygG8`c?MsRR{i=u0s1&6lL7Qtkm%!_|Bq%V+u;G
z-7lTlk&ainWriRf)HJ8E=h8LSXLrZ7{8Om;(PW;uL*k2e_Z?qIsUkoQI+!CBv9m{H
z+z|@}7w7FLp*uXwdrewxgF-)#9fUWJ6<ClzrM7ZjdN`f}v852w@$ylnw^;h}@*M;%
z*Ada`r}Ea;Bn|VmW_xSOX?@V*eYoX4NF{hF6QO;H>;9beERi`#9vH{h9z!rH!xC&R
zaNaodi(I@h$g4Tqv)*1l-BiWG@hH+)CDX|ZXd&;mRy^33+?c0F=Q2_v@u+o&VHUs9
z=ZxRMq1n!N={X)GDWcDyR3&t2<bJu5*x(wLNk3R%YzR=inur8}^`ko!)!Mv0=bQ>@
zwZiA&82RrgHu`V6_u#GheuDQd>?FeP&fz{u^b^&p9a7Wz%v>)fqNA{2Q=M+9H^MHW
z(>kJWv9M__N4~@WgNL<;OA5yEOhNJpiHYz`C;zzE{!Em+oDN{tP)OVn4W`51REv16
z#-IYmK#`N&o{<k_bxS=#4uV{J8o~P}!-?~@h`LuCQDrZ9t(W)RF<u+gME>5}TLX3X
zXLoZj8oe$VJ^!g1mx+KmTSY?!vg;LnF~SKKHW!x&>1l+e|EE$=q8`}s++9evnk|cZ
z)x+v)&qG{x`$yYS<;!UYQ3IKpy7Jvq^V4X^P;gQ~r<l(3F?j{qgLTGi0Xyek;Kcl$
z>PK>!w#LodJ#WajFxU8e$EV7$4@QTQ%oQ*yU|jvU3t%?Hl+SYE4*V$igdbRa5na;<
zM?_9m>%2P-U+LyL*f^34(sy`SNc@@Z-MCe`0yfT5l>{L-uDMQN=IjXJxJXPw);~_z
z=y6e@y&zpTD5Bt{47wa_6pPNnw!EeL@N6`(1>x!zIVGW{`?mblfEZ$vH*tqNcsA1T
zCmb{z+WjDdPG{HJiDU=wXzKnO3y&?_TSaO-z*x~^p{kJtdd%_ptj{qtz2D>0S@YwV
zSCj>zXO8T-dGx!1>IZK+88dTs7Z!==?6$U~Zj?s;A`|UicGx`9F5@rEo5nagGxD=l
zxkpo|I0$?7HOZdt1%O_HdR=plzuWqRnR&$BQd#%XUaSm9Qrw=BZsDHO276bbLZHz5
zQ?lEUGDSJw-P-oX__@Bam!md-R>TNvN`$lv+AUy=4gqgRY&{QpXr1-}-qYQ@ADvU|
zzu!5fTdZ<W6^UBsfC@DTLo&QA4;i2MYoKDNbw??^`H>QQb-9t|3pLb2{sV?x5#pnx
z!UX^^Y?im`x=9|1e>x%gLb--`yp&p7fB2{P^d;j<AxI!K6+nm*HN3;KI?3ACcv1VJ
zFc%FEdYr|IjJF@$2z>;#Fv+P1+Ic$GXGeq1RD6AHLE}!l^qAmGv7)>lyBtVCF*1}?
zsPalMFM1E@NsaOXfBS6#+>6W%9R7~$n{Z7l$?*Y1w<!e%gPeUMl74mnjKpr|SU{x)
zNC`(G2Fm#b#3HfNNcD|%5tE;H9KYkn7t_-1!h50T+gJv3V(2@pS*bkiRZwzs@n#hl
z31fC@p%@*xhbs)<IX?7X7og5;9)WCOfOrxhN>jrzG@Koq$G|^30hR<zbD0+CW*es*
zMb<HZZ_Gldb3o%e@9OBtNwux6!!rFIbs#D8%H5psfJ}%cPAA{*H_7T_e*VthK2O10
zs4STl73G#{;mgO&X-4N$-wL&2v|7HSM!}*j4^!dpoX(Ea<jF3!)BO)mE`n*a*0flt
z&Gc84YLl^pId*n>A>1|a2;)9r_v9nGy$Us-%5_SXT#&5Y8>xLorBe0TzfB9#|5#E&
z?z2Jny%3?0r9X=;mtP<wo9X?H#Upr~c<wV#*ve10ITV2ukJ49BAW_yOj_nP2F?==a
zfcW#B-CmCYu`+D!B+`9jawP0KVBMv~ZNE1qW4AUuSh8cYbjQ)AqcmJ6uGI#Q$AVed
zaGj{sYB;F#9w5@Mkb(GfQJoF^wMTbzmbXR;l^WDl3T`t<GxKJyttqrXQPymReC4J9
zalxG5UdM0vbux#SK&@YVyyeA`%P`GOOYn+g<2p5ZR9PVfpnk9r>1OihkJ`m_C6K<3
zL>zd}FJ)x=nO*K|q42whxFhRDsa>Hi9cQVC((&Oo{d)!{fh1W!qmR4M?(HOx6p8WQ
zRUj<yYHunkCv9Fl{*^|RAHPgo4>S42_3Lz`ui;xoPFAZ&OQAlU0~$e+I=<W2y>#}X
zSEu6=iVBX1so}PgNKo71B>{H6<Nva_qgPfj(EjR$^sAo{f?0mq%L}CR9Q*?5onvoa
z3c(8Y#{|i+-L*D_VKCc~;UwHDM3N22bqs<BDk&X|E)ZO3uaM~U%q-%i#yAjF6$s<#
z0-{tb%lS)0^E8rFTW_)GgJDN(4kw|r>E_=Vs>iO$(d6TG_5KvPPUMbQ_6yCcJ)P_>
zVt`@Hy{7H4o#AMnTP(wlne>PsrCTKxp@(d5vEgQ|Z@P!YY>sTHhi0Dw9dc!@d-AJ<
zmLbG(6>P)7(_91pxz%RJNs?}dD6cdp%9GtG9Qrxzpa?wi=7kUm5#MY6x!eyd_6+*&
z;sVaD@0Z&<zcXofCT+n)u^bxHojCxR^G9dr&aS?;Dy3tQ+yA9__xDsA<;%6NOF|rq
zUjQTQf#>+^7BJOK;l~}p2s{H*YA=0hA6RR6h0b1=7pRw_+#x)!20uFWe<$#?!IUqA
z`Nl_G)#6fz*Z&Bl2!;O+JIn#$vsI}C)RoO(Wbns=_b>neAl*~*MboU$8>gg_y*U^U
zur!z;%rk%f^E7ubxKQKRqmj@-;G{_nsQkYOx6yZh3S!T?v>khlHI_1f&vw=nX-tzW
zi^o#9n`K`*xLJ=%*D@Lc&|=AI6+Sl`Ub(8$Ga<Y&Uho63+Y<BHL2yR~KXuD*ss2UX
zG9pi_;^O!OGN4m#-)H->iruZSbQ*c<pcOJ%W};j+8cnLcBb8YICx;1T)V9s;v1}?=
zm`JgGvz`KBW|L<OsKf1Ftc!(rpbAGt=4(~y4TIHhmLVQRY?HeedhtCm;hnOK{&Ztn
z#-AopB_La9C}cU^JUpr#nLbzK5Ctb;=zIK)lYyTFZBK8g@vO?B&BjX;<vfryeRsGM
zBGcj|{cE-b(yO5D*PyWIaaoF`vh<P;{_eUuhkI}<y>-)5L9%?stCVtH<C`kYnn6p_
zwSCbma``jGSl&wDYF`~4rHfiL>#{-f6xM%XdsxJn*7ouU#Xdm6<QW#>#vN5Bhl@)8
zvdZL7mRiLd-F?T;rf_4AgTJ&t3QbAxwL)o<F_svZMZ0^)=XC)d>v?Fs!`03X%gC4l
z7gM&{Y4EWC@XPxhOHVZ>XWUrcG^$y%$wHp)sibss@6Ryf5omU7Jz65v!=^>_nbM1H
za`?v{cpatldAr(Azk<~yX3om}0><vM8h`b`7jQNF9S?joaZkg=A2~yjZ*u0r@Xoe_
zxe)Lg2TU{7j_YUXipc4d_!s(%GdN6UDt$><xm>5p-ZV)|2A$Un1Oj4f`N##7ZU0?P
zd1moQtFh<X=i76zT&7d5h0fO)KxwgBtq8x<Ha#!Wb~PKj6M*A_C(t@VeIUGqXOXB>
zd{arw19i(j;_3&p<ulYONH4x<XA>!ZAg?z%f)xy9)2{1}s@B)PYmu-k2(R9IgN||G
zl&6Vi-B*I#aq>1;?WUd{V?IwM1FO)Ea_X+|e3|Z@p|2jo?hwlHSmB^CdH?&7FZ^;5
zwW7+x^yj;!JP2KldmXTA8md?3D=OV#`+}f2k4qq+gAitGWx-Was0PNuUsLSetZy*j
z9ayJU{W$(;W_vtpvQA@OBS~W(C{VmjKelBX>gj<N0dTEP#B@d1WkB1Vpd%L+{YQ!j
z%it*s%6J@{!yzK4q8rf5-VbL4XC!O4C>><&=gqvqTYDsmJ{BvcBKMf3%TYZbq-BL_
zV_5j4Uhd=eNcy+gTg+ijsGg5K4~*CH%U_5?>R)?#skN-VWXar{#9o~f0W}6}RCUU7
z673u!%5UBNOK@A3rZ#$;e+IW@ehpI4ZUHlsu^@YPxYbia509(wE_)oR^+99o>7R0^
zs&_QB|C&3cE;^w2psKW|3Ia}TpWroEA+x{m^)6k`_8>TO$aa@6lIDb6Kcmu|kSWu;
zy21cSvj={#&3+Tgd^X1ZuI_o&WMr_YeBr6dq*4*2?$0DP-$8HUyxn;9?L3j*_Df9H
z%b3rEpXbk=_USD5sw_dq$XxbE?3v4Ywq@!iKE@wyHIiPwN(Fh>33g|Fc#4AW*yB%v
zkyJM?kaNDV_hj2inB8>xjo^{IE~?^lcAoC(%%p2UL;*G5P1onW*&GnB3&eLZO6Bjs
zzTe&j8y3FKMZmp}GRgbMyYI-skE3eOa}Mt;Ka6%`01=yDYG6X|c0W@#Jo}chNU_54
zRUNZQcs1Nz@LGXF%G@qn4j;jNjtA3+oE&w8^O3n0=v}2o+k0DA0VghA7sF4b34-I5
z^%^L*X}dUAHeHWu=1olNQ$=fRb5t`OWO97gnM#NiD{r3#zA^Y1kciI7w{7$CwlA&g
zsZ*tlBF8{Zpa9!#uX!!ao~E*F$`_UGyP^c>i?@{p8rpT{_e3@UI(c)4^<%dLaV!a6
z%Ey@`08=1??W%>fvs1`b5XL69i?+4VMC<ONx_c}y-lt|AAgE=fruumG4)bPo-9VzO
znswGLY+Cp%8ftc$7ezRH$bVUI+OSw{7V~!dtVZS=H%~>>lg_oV<%+WL6wQv2+ueKC
z^#hmg1P<>+J=@IbmKF#2zEkw`mh-bu9LI;(IUlbuIX2?Qdt>OmttbQZ)~Bu$GjZ=7
zM2iLCC$F27!oHCz=2c$J%*q=AOUNWk&^ERHSqcBAs{)4)L^<)(u(G-7J+c#UQ;r0Y
zD21{$k+@ZbaUTm*^4Fp3Qt#n0avU#@a?XhmvfnMPkY{GtvK1Ockmnlrpkm&y^3~jm
zA3MwBuJu`g5-La_gOAsHGTWb-44iY_eP!~hOB0Q&$g=EUlgWPjIPl)!OClD{yB2|f
z580hxw#GJ1w7EbfXHjV)>yDOrg&J#xMH-r#C`ius>vhJn#p3BgpH+sMf+^?80aKF*
zLld215R2NL>NIC^fT}9!COyN-SmR9NpnPTWs00(EcBPQAp+=J9ZGZgfYh6Pw&@pF*
zy@<wpwd<JD5jrzRo_<eRi}jb$pDn5gPDCRVotfoA=E8-~sI86r9c*8}uaPy_mJXR=
zv5a2EL0YwRmJXAkV?9W$I?yb2-=RKr=$9Uv3}{oi7CrY?`NFDpJ@S~vra|*4PjwKq
zj-6>%NbCgl=y6`fwa_94tc|nu4A=LQy%IBFe4ms$v_<en_(%m_gm~}pB8<@o2JBr8
zQX0n-X^v`@Noll1w(ZxC8??GSdy|i|WO|St@gXh@q;g|a%L_<4x8r7`F{Q<9gFXd|
zQ@GUFc6(#aB*&zBJYF8^2Ih4ialAh(s8kdQMcAq;B%b@OI!8@jDh$V-?sQd)0-0Ze
zS|5s7!bJ!Av}7|V*(M_K&f**<N=4pDX<QOo_E<oZFB<`wUoU$nvE83*j|@4*WPK&X
z`g$BaV;}0Y-g;VQ+as{<;zaj3sum>#9J>+MF!cZ{HhXnrFGZIU+9(Ovzk}^O>m0*^
z-Yhrb3~D05ff*lSLUn;2kyOpe03^3iJIr{2<#<nA<eW`^0RH`;6lf8Xhc8frEl2?m
zwUz-w!s@|skd1cgB?pOmDlzg*$`_PCTYS%)=*S?hF8bH8++UQ^=HqL=n-CP*Rx%OD
zAlWc%cWNjvJJTWcws6F?iGSkO(t3KgD-eYr6FPSbsTjq6JjqjP=tM_D6!v7Q!iruX
z40g+5+?xXbV7<aABw6jPmxa)_<E1i*;CT3+FZcUG&83S+V=U(#pVvx92IEGtDpdu)
zScXX@NtBC+lC;<sUH3m_wz)Ulm~kMAeVyUWWXM#ei(hssK<0E4G+5=`K$V8XQ{uH-
zYL-$m|NUJyqIklofi<eS!7Yr~)4M(at0{;DGjshG&IV;x?;h?7_2c|#Mg)Tb!@ng3
zfA)R*`#&%k;A($tb>fqP?^Y`ab3^>t$E_go2oucpBn|S-9}mLUf^_|Ha3A*Jd*Fk?
z{qdg|kbizY7_i@-3U~-N6b~5s9}lI2dDQsFRtV3-tNVF#g>wg^`MCiGriJ*Q`jrBR
zJttyypU71ADJg9f^In;<7-w*p*}s)Ot8}8WbjW01q~CL0t}$vg5CUoSZzpzr>Rq2{
zC~Y-97c%Au`G3s4c{H1A+xM@nvb9xhRTV{d6*adMMMGyZt$Eg(XDWsgv+7`M&2!9Z
z9)lPXs;DV32O+dd5HUprF}zpz-o5Yrd+z&ve$Vr~@A|D@{<D^>T-SM?*LfYs@%?;{
zQ*RrtxmPO8^?k|`#P3)^<@$BWCS1SKv_l!U`?Rc(Z(KrSj9O{~+KwMtKVr3g%$5+o
z?g5_)tA}81r`jg2ZkV%;Pm&@mM)X6QP|x}*s$6n~a$4R@fEBb_ruh_#%9z3!ubKB{
zA@EFRe$)8JaGJcL4f<x8f@3p$Lb|l2Rf~<SHc)4i(G#IgmrS~xM$O>NZI$~uicIH3
z!&7!ovn4k8C5Yv^QFwn{W5eBZG>GL_y{D<d3=`#&TZ<pIv*|q&BcH9o8AmtYe0F)b
ztTr*;Rq$mm!9r?{`DCP+GM~%P2ER?L@7S)t8GE&1i)A?1O~q8Xr-KaC^%-0uLfwG%
zPC&a{=T>}j^k{PmSf{KOtf3nJtQTH$drd0=vz-{@0(yEYH5XSFC({|EHLEP{b3!$Y
z-{hgI{l+T$N;Ah)dm;LRb)DiTt!BDo)|GKn4}%FODzsbou4ANOL~ScnFdW*9|6H>J
zZEuC#T|ZP`V!JuiAg@%{G_y;*HReoaWn;-x`E`plJH6*=5XH%@nyO?`1@Y|Hq~_=O
znGb7s3ahj*)KSr>d8j2_t<F}TO{#6@x~I8)D~)t(f`=b-50g%<W{|_ixg)ZTPi<n;
z=3SrOhgk4XR)wvfmyg`H%jzE*=6q*7Pv0&zT|Bm~ld_2hH{F=LqWy>m=5#La%vQ&D
z5pJSMT%yCLHgkHJC(KjCs#`BJhP@v%L1}UsqW8+BRX=mHj11(~^=oG~QhtNVgB-`X
zvTwF^|ELHCGesqtDH-5b99QqPd^q>Tw7}blNk?+VUu-cUxy_|>tv(>HScc+gaqdn6
z@u5Wsfm?70q__~kF~xK1U9)%3<)z&(Xz0M`(vj98`d$y=p-<;=l<TSap<j<}>-<}q
z_0cbkq8dsMD@6<;e2!lh->^>!a6+v^N^n`vAF=5UUvb8MYd$NEn9SJY>kr`s32~;t
zSf3Uf!ox;g-Z5n6OWs@rTpGi$lqS;`kELB-872fv-9Jh^*yE);;F&B@)VE*PM6flp
z-m)XMtYvD7YER2hK>nD~r?nD@WOeK`h3jxm{fEpEkN@!k$&o7aA;%9>+u6&YYa21A
zK4YgVaFd_PRzWPd@}wDV-4U0m4me)QA&rVtA+jmC_!pzc#rst^_K*KH)j_?S$7V~q
zqocxKnrBvY%+U+-aZVr;XPUD!OP_MM)y#2}MB|2PY^vtpF^{g=i(m8KqZKfR+)5Gt
z=5z2vn@a{{of$VLa5N=eoJYk?m@kPdhXw|w7&x1*b<b)v$fJf{);3MvH2fk}B3Gpu
zdtngYj^nY`5e%cE>YHE1ZcI>}^L%4gGb?fRUr2T8;OkINn=0Nm=DcSAJ$NAP3);lw
zvp3q(CnY|7-y6xS0&&1T`!oDnrsZn1K_9)OPHQhu?;N+fKotk$iX-@5siOIW-%rH8
zVQ}-Aw7hL_f+eGK*AksnuTyL2ltp}SGTYh9=3dY!-BG6lF6>NBf$@t3K{410Yn<CY
zLxigyygt6x@QKIZELV1a+m#EDnCmvZd{sY09y5I~XIN%1o%UpC&i|Cr!Keob9q}^5
zmLJZ?5x+}Idu?J1BN!W{bgURio!S;g2>cx-hJ}&LU@Oeqoyf4y^7O1ZslP6rrXlM$
z8gq3ANo`l?^PKMZEwsy-D3Lg9R)y?dpPcXgaT(XHV#}|`Of~O`f5iJ+z|A#pij*0m
zGfS}}J$E7FK`$=YWa=`vsvCP%QkwTr&W@LuTkp=qw%dPCoIk7AIT6njt(;sVLn}3V
z`M(@3(0iPy(_~6hp8;Z*{^aR1Qx5qpV0Jl*+daBUWUKAfr>#Hdpw*|4n2v6vxGtPR
zjIizex}&R}DJYpKj6O`l7A+_xrFZ^Y5~VN6*n360=)&VE@1<Fefm>~zs~jw#>PR{M
z3I>xpoi%vo=zDgDb&SiKECEfdZ&q=XTd!2%M+SD!k*^oU=|dxbe}S5fAA?VA_=F&A
zrYMfa1SS^yF7D48@Rd8v$KSpu9AFva)Y<M}D!dii#(2?w+wVSIW^}|e9>P~7;|@x{
zT7_)$31OU)OrFj($y*%@RzMO%X-`5RYj5Mnb~l?e&c=CixJ%g&5t8p9f;>?Nx3YJI
zJ*Pa7c+v?9LCM`kYni!cTfnHmd)X87oRY!fwsMFWfK#5_)>ey&T7I#X56th#7)R08
zhTIc8*I{GiliKZ7g^&K1#^?j2{ur7D_H+smUIw=-M#C#aGdP>P9Hzd!-?PS<I8Qd}
zj+W@?V)e>K%B@xB`%-$h+2noW6NQf+iYd%!p4`OOJHJ^vT8TIyJ5})O7HmoSuI3+0
zrBK&aCm(S$auyhkR*a^S3FL3%w^B*iin^A7Y2U^YXE{^jveY-tN12FZ*^WAT_L0Jh
z1Me-{xh<6=Ru<jjcz^EYaejZ0=?N&cetAr7KMd-<V!DP<EHkckGX{O1o0BBqp<5mC
z0!9rU@26)(q$RZr<yLhJ+Cp5!Xc`*R<sg%XO+Y9tc4SnNh^GP`6GAZq4Si)>K}!E`
z-)WLw^V5`i93DIQ$Njg?2hq4`0i7@gTQTO^VZiBf-^RwI8sGtQPyD6qb5t%0mD^@6
z=6`<i!u}MEewl$X<#1-&g(+qV?ru*lH?4DRne-glEJ*WM-m>pEZ#F=ppcRNC-=4#0
zDv(aedhC3lV+?4g1Ghlqcofg}?=A5oY1~vSnZ!&Uq2-`UoYW>Bg<7ce>;ztCA=Pok
zw%{Vo;Y!JSue5T?zWSgi!5)j^lyc*ozmm)5m^lTX&ZKc8H(WgST;*3VNAp4B?OE<I
zesjNUSxHCx)*5v2{e!(?t)kfeEY2MhZsJsnaU3$!CGNw}HOTggl+sF*Rd1rYkbcG3
z1~dQYLSkZLorC0P(KBr(FJi$_%bs~cRJa!Iu8-5q{_ds_I8itN8YiK6mNE>|;-Df9
zs0W=c#|QX~U;QYw^xQJ&xxcMls9{ft=5&}`d~!gHmRrHs+4;t~Aj_h>Wbi)*vLCu=
z(zJ#>`A3Wx<T2Uo84+N5bB0d3Wj?kgM<q!wcaIEno6zEv_ZxQxDeyT`MwYafDVtfZ
zBfrP-YmT?N8ik2(??znWqjhvNgOp|Z=OkScH7!Q-YgVUpcHe4SUQkc9+bvGmTO8Je
zS&$vnBLE+No;u{wYjnCFP0;CZnsr^#=4q^v=C1ARg`#Xl)~APTf6V_?o{1J$Xf$B6
zNS8UNag0(+5iio|R+2lI4ZdyDoI2DEOOx6*R;$EV4W;_LieMG7p-xeDEFDHSL|cwF
z6lGt2Z)ozgd%y;nY73QJWNwxs9pR?Gc|~0YsmvVggksrEqKZdHs2{tWkfKZqpAce9
zLn8eyV;Rm^K~<a2%rtIQ>x`%W+NAEuvWRGXNqi#z@_QckT1QtGp%4!C__6rx0B)cA
z`P9Xy!G60_Fy)lPg3_7_YSUB+cYzwoxLCK?=|m0RZ`AGH3OiinW&hhA$u3R<_tyOP
zKiVAZM*x=>5;ff$?|)WmTiCFAaTUO73#^6w#b1O--SH2R@m@{0u<0L~^?tilMTLx4
z1#Ev)G(x!N<9v?}Zqt_>qsiv^M=Een)>ON=*5#9T27>y+>%mhn6_v5~yzerj-+^TR
z;k@nWCp}Yu+0eJzxZrh&orX{*1I&!;U57X3y5f0^z3O>)WrF(Uw^y;Y)a2@ZSh0DD
z8E`b_o+rTplQ~@n(gAj0m^DG~0AcsByhIxlJ)JbMc979@Lmzd8{q_!{?LKx|^1Vi9
zm*e0NZ{x-rJ4xs9uP)kECNk4ry&^`9`%J`1f(#w7+!X(|+<Ks5P}v#JBu1}o$UIB`
z0Z}^R&dbkqR>%yHYDf5`QB&e1HnxlGFsk+OLD<#;WNi^|j<+98mE5yfzQ}m+ydhQ6
zB}e?(v(-Z1>JTO_*&p@kcYU<X)uH9l6whI5uKXCckp4K_Q!!9VL(Y5cSw^blblF27
z8?{l>w(YB&Pwh9r)+0ph;0y28-9TFuYCNzL7(bEyz@W!^>a=zrQw@0(Gfc#%T4vs~
zuI?8^#mUuUft8Vc{vWB+?A?(fL)CUOi0NaVYg>~8zwcomGA-7Jo%W;<z3r&c8GDwa
zDp)kFI{jUY;(Sie;(R@>_JA+&0JaJ*$@K+oeQ;k;N{^tlS6PnKnsOkmM;l>{E$YS~
zEJ0bs82*6isHUFFZ<E1!y3X_<(^o~ZMAy6itZ8LcpuA7)<n*MG7=>5@?13)myycNk
zMS)wd1`<D>wF>E^c&_G95633Ba(7L@eGB7M1ycIw)2v>Q<20hRYIwEZ1IBmH^gY^N
zpkJSNB1HQO>gK$op8adRi<Sv}^Nt7l@_@|`$bENP`LLsX)2C@#;WdRsq-vsY)sdMJ
zpjcKP#UA^Wi?%+FmDc16LDB@NhW~$)O8z&p*T}1hOBudo9R$wUXr=D@W;sbz)2@fh
zdz9t*T0FmBC)di3D1BAxkVFc&$+nt{By+ST{1V%uWz3W}8e5+Z5m>6Je)SF<LryPk
zS%v&HNHlIfKq?+6H7=q0@qoRN5uvtT-*np|cuZ_vn6#(dVr*U>Jd*br+d^ccz7us(
z)sj-$*Qcx7-p{#A9-S=*UnDt}Vi&{hDqd_)#pt-!cWXKj9=-_u$|_O0w##!oWcb(b
z(6DkHd%j~(;Qb_Vu=!-mMPl8~M9njyk*6Pdrzp|uL)KIJ4NtcZWmO$;N<?<=XMKI<
zUn{@Nm-w-THHrN*1qlYW+Ad?Waa-lDUS-*eZ)-K>vzQ0XK#izpYh$>T0c+pFE(6$#
zcLmUfqe#Nqk~{4JK|g$=S@Yse#PyU0<t}Kl^0FbG;$#2Sh8!*6+j_-*_1<ItmG(f0
z@t)KR)7c%ywadeCY@8)N68KL>OP{sgi#y18CoY)Qs!h@0HV4b-1)nU)@`EF#RPVkt
zja9=1k>6tmjOCk~=;YSuDC<iSRw=~u#TP5?-(y?3PI)@J*GjlpDc?<2ccxxU0Y6{m
zUxTj;AL4JWb1^jsYWvbf-Y#c~C9Zl0WZ2$K{`%>;?yu|wsLezHciTZ5U{vhA`%#`Z
zefZLsqUqsyP0=|zdeD5<TbR&FIiq@CP-1xIgc_;uGGbMT@$xKPLu|C`gWcfpZHA{J
zT;Gv6;g~UZ{Y-vWA3KN!`xZG8E$Uig`noWN;exlxT9YWT3wlla(8q=KahhegU0xz%
zNPI8?=oOip;W(tlD7izp+GQ8g1d`$_2k(_Heq(-qyY1Nw*+zLMH-z1Hq|T>Do3bsy
zi$K^iVtFp|-AUP(bX(2d7&^^BNcZpO{KR@8qyZ?G5Q2*rn$}LXTsR79i=1&iP|^jj
zV!m8;6U4s#LW@z*$%91q9Y{4OTAcG)i@!BQdJk1-+aK&u%~m)eP{B0McKQxdAYPUJ
zkL47EZ10M394WngKqTLH7%QxIS)#;q`BOyt4=t;{Yi77Z4m_hX?iLN!AVxc<o2D+=
zcO*tN5)uxL8eg_x-CuTa%9J9J<ZzHew+IPS_7d{8lbT{bEy~M`Kg`2F3Cv<H)Myl8
zjg~oDkWD6hlXP6V=IOPXRz^KOEE$CCeBG^0o?hXe_Eyf2^VR@Dox#%;`}$0j0F@X8
zaw(2;w`zMW1`MH1!V!nQCzDL~ck=`$o2^T*?&RNT{3Kt7MlcVZb2@ERW7TpDao+T<
zVY+=EuC`6r_36!=$YT5GI-;8yJ)1dE!#~cZEjp8oLCK^$=()Uraae@d+B2T<?NR9R
za9(iHHyG^aFw?WnVm-1FM^Jfbzkm$C4b4LR)`BB0*Wx4$d7em*%;MvEb-Ypjnlqk~
z7m1N#Hp5<&7U0lXW*^j%5;Vx3(Q_qfi~V}N|0mxVrTyHHbuUUuy_7=<L^G_Oknk#i
z6UO2FaupsmxqztGg3!epLzgA$)JR%)k$*nfN+|9$>BZpe3Id*`cgv38mAbxinw|Wk
zrV;+cnK4aXSu^miN!42>c*_wxzh;NySoPyc@5L<awfXK8)o14)CrI16)X#qx{J>v<
z3s~pg+k~^m2|JfZ=!ISQh|(G&X5304xt52*xy%-tP3BDArcYGEMOw}A>mPY08|-TY
z^-E{#uEU;hTxg*V-q0;GF%%>F=xI{?Ox`ka56*heU=ZU!ENPdfMMZwT*f**bE<$EM
zpG>H@O&e6fCnqJ?>7ODB;Uk0{178T$hxz(cpHK|Eto44LHh}cTxB7u|Yk#zBsjROm
zI<+H_N5e||1HT7(i8;@Y*kM)u8c&YX^!c$B@1qf2xDW3A^yR3b3M@=dcXTLTHQ9)Z
zYs+x+PtX6iGF7~0(CrVdJ{#BPYA9GGGS@WdMT_fuymQ*Z9SZonY|VJ=EQ1zK{$NTW
z<mPczHTwAH8bA%>B~Y?X&cJj0IrjE2YHL8tUdJoRQZ3W9yHl!B#bza+cQ;F38N8UD
zsC<v}|Dnt&=kvf-{qTE^ReWa5r*{^<E!12={pQ!eV_=PnS3c>Ee`bL53+OExE`(Xl
zK^=UZMOgacFhqayCu2m;;V|s&=hGKGjDwJ<&VJ)~A#YKZsNXULFLKnI$04Ji4L=!N
z9!HdgUlc7J%D+aoi=oB~*`D>kWu1yjmzmqvh{q8>c+m!(m*u$Y@JVUr=<H3>NTV1!
z?VwaNbyftFR(ah<mA&o^%sFQ8Iirq;k;Dgd+<&W7;gtBw4t(?N7aY&~iE3qGAJxGV
zKlDR<ALx6V9(NURuzeXiin|KSz|@rl?pihN^hagvZ!cMdmgDd}|F%kjf2RKD*j~-O
zIj_clAgh=nVLLV*l`07N0G!J=0?G4)i0pvNE|nTPV%4sW$6uDpf8)=qk9vhgfP8I6
z+>G@mg~j~#s=QWa@a5#2^Xcl{OAG!-*3{%f8@cusJSvIm*lUId%LmM?wyzM-8FC}U
z{v;yO3@|$nVonDRx47<iC0e=2t<SJ;5Is0!G|!k(qi3uXAQWm~1tN<rBA_16D}peu
zGvNQOIeyhwWt&qr?<hdVtRAsbYT8FQP>gPHJP30~p=9T78)9*ml1C^**pzA7R}-c+
z84^pWPVH`JkUnB(BpRL040h?0kzKt4U2;Sr;b#|olNC<g4Dm;FTinji>6ekTlsMAZ
zBeNpizvBq?zSv7msI86F;rfw!ctKoXTHLx}Te-mVWLxj0O_pN4B8!1F2}|-MS=Q@&
za(RWeeu}uYyK#QA&*qK2M&C)`co@cQI+ZmqGoB|gu-;-A;ev`1B>({}2$a^|K#?re
zB6c;<h?`HTbKkcP6?4f`LHEPuUOg?;gpNr|AnOmfeK*bbx+IRq3YifjKz6y}#l{HK
z@081ImWj-2w^L#dC!&ffvD74r>0O)^Q$hMiHgP#T(ZKVJOcsGbiEp!6Q<y?vD9D#2
zOvHJn8Ku}Vaokk<+*jjpyurTrY~B3Zg9WZ_VZI<A1n=A7FCx91rI9rPidW)p+Jb)z
zISjt1{8&l}e+y2!Mn%0RI98Cj8#Y_G|5bPTvywzTBWYJ)Ct)LfqTa}UExi*3y7J-J
zir6~aZ$LNzvlVv3*~{U<>j!D@5HU|W`9D@&>-^%^_j6KUm<#-rfQ_r3@cAMYUKRU|
zH??S(V@PNWQsIjYA+>tQM&SEO35LGC_60@*+ttS@w@A{|g?YqxZUvyWi+-$-h(*jS
z-ap<Mnd_VLKwla0o@RMAqd}Pz?<-hwyUKjS&$Uy>|E6VXqm-k)sv&ZScubD22H7e;
zW{x^A)DD1_6t1mUQLvvJ7+WO#tH+#~TFSo#=PGWsbE|rQ`x^yyukUtu_aUf}Y}qim
zy5hjXa&|0r2IW)nDM_BAY?_{_q2=xa8QV@B+m%p0zZ^Q<5<*-cd9W4Igst*B>}7I^
zsWq&(Y&!h5B7Hbw-{N_c%TB4lkLLNRw}`(;uUm^4Map^A;b%<f!5}WD(Xr_vXbShM
zR$I%hgQ2ixpih_6`xXAl>HG}^^w_<^Y3W(NyYglg0Wuo=ni)ftZz1;Yz|QJB{^MKk
z8AxXWkscqPpu-1G)Yrl=Tcb#Yyncw6<GyB%)440_;c{+IvEHj%<l=<s#JsUm^9mpj
z5xkhVB_~$w0W>C#!Jtf)PcSS^qcEGgC6e=LmpvOvXN?~;zT9F=y#-E`-~F!2@xvLH
zSGBjbnqPVR<jDMLv~QihCd=0(O@;o9!eqmm(eil_U${9pXe_tMi#U<nJ&YWjsIi^a
zMBf3*pt=r=&(@k-$jbu0HWK}$UePT&(H3jhmVApAwsh3?v3Y;FXsL<U_E3V<9SLuj
zNV*D&SX<g<E0rry@1+Jr#llIHZR*oZ%EQM2AVB-^48S&}zz)0c#iOdsji?O)QhEc9
zuEi<M_C43rC(QfR4~Jc`1u_m3&Cg=d)!^1fa3f!$^lEt<3bF><O8i~J+28Ii<-IGP
z`{(Vt6>l~uc+T*`@dCc*i^DEGr}arGYh&$j6q;(rZ>#)pU<Sv-S2Aj=fZG6~g~B$z
z)+JNvA-Md3U&vPQd_o4PHpg7;dpgpEfxxorLlR}^f=+J#zG=o<<1zB}%Na}CBe6Sk
z>LzPb?L6sV>w0k@z|b;=PD(7mr5Mn!nCwHq@}dTbe=61Y=&X(xbZKT*2CL3Q*4>k-
zvDL4tyqOl9nkYWN7etvr&y-l^7We{;#Lq1_2If*>?0~6Z`(%sC94&7+=*g6fkd=nZ
zWNT6`l}Rq*xK8z^>C4p2SLP?xSamz$sgf1yG7I+r1YwY(dTH{Wb;P8nvjD*%zt`@0
z(kiMdbF4mswE+ZT*DEW>uP!^CD6@fPq)F+wHSc<?@7$_aTuyW{ajmg&EjAPC0PkQY
zb!C0OzXq#O2yaw$iQ_Kix{6{lmO{z=F<7B3u+4F_x!8_61vhdn8!8ixPq%c{#rsl*
zAFu}Q)yf}P*9peo$Pb);SuglFu`ckU8zoA5>7WZz;`ctbCrPLt^fNGZ{2-@z*4r_V
zq*pf3$cY^}%0yx<C9SK~y|!9W6#MzHeuk7EW-+kU=M>9reb|WP^4Q9yG!bHk?W=^E
z{wQ6?>n7U6_{aE~)t05iEXuKRGsm&A`nKWEFT$o0^H7;GB~BC7LaGbGE~+_dDH6T=
zCqIA8Rh&+I1UwA-OJ8Gszh~3yz#sSk4@0|i+2~UAS)<J^cju|<$1>oBr-=RC75sd6
zhU&?5Ou>WDZqafxcy%gnTq!Jl&7#J?LXm68l!%=qv#A$=?aSIf+)ojsj*lBWer^8l
zDXyc&vr9ff@YxrC??b0cl?=4zSy%aj;)RFh$c?HzQ$7`cCWPhpSogf+S=+zyWYcq_
zlLRKHKi<7?@b*73J(yL6O^x5>+;U{@BFt9hE(gZg;;LD@qQ*Sug?63s2hCkBO{N&#
zPkFjnDaY2GLH2QYQxB`y()Q*}!W)f@y!)nW_0XgJ@sEOrpDHIuU9);VVs1djN?kN#
zTG3K!4Bw8;DHfR*x_EKT-l{<ke<nLRe~{EfrPsw^=x+_zy5PN9cIuJ6U(P&a3v^Jc
ztefHImZkQT$#cr_8@rD|4y&!Zi*cN?dndz(At<lT4nCl~@*ZDdZdsAQkeL?w{lzeH
zC=J9_(`Fzx6F{FqEvLL)TjX|jt-p``K}!{$soRH>#w{f?8*}5TcW4XMKI|qiKqnn7
zQK8*7+bscR!PI1=7tAc<js}q+tyRMg(`kNs{y0+Ub01R9VvE1{Sy^#TMFqZ&&${R4
znu6O?5ckT96XgiCbK6Akw<VTuy&Mc?j+g|7nlh3maEpVZfy<AyS9g&Q-z+Dlr4}2`
zaX5G5j}V}d-O{>Z?e@5<Ft;Uf|IJ-i)JxMsI+Rwk-52vqJ0S1v+5_+ISW=3)c!Lq_
zZrj^P)}db&kJ$^|sk{;H^Iz>%Z_+Oqrwla~^p)Eyoae4Eefd&QukwStRsZU?()7nU
z{#xwBYFoDJINaDjsSD?iwYk{EC2Lh9djwtsj=VN9an(3{;7q@dMV)Y5IH?ga{*XRn
zuDe{=FqV!UC<k77SJUO5T{?jnHLNRYXN-zvJY+9KrB}Csna`*TsE+?ePEQHo*XR_A
zBL%XC2+#+t{CJ-=5oP}kG?p%<J){t68M3zv#*ZP|={+|+7BSgoVJg0G!U+`UatYAA
zz7R`y*A}lSHQ)BJDy7w-0-sq=!liaJOF6eC?|Q4R*J_1b#B=E^2&Z^1>olX%L34H2
zWxcmc`*^Gu$c#XMtYum4FJawNYKfA_NSBo?AGHLnYCEk2v}_}@mv{S+<khb+p0inj
zhSbQv@eNDy(zc?bg4!q>lU13^_&VR@*p3#3D+R8X4qQUh9le}%r#D%&8K3X<qzM&<
zzX@B4qH@DXt#qQ?WZx&4M;BrK>IJq*1^whfX0%-oNvz1HUzUAm!XRy)qxkdg>BXJy
zR~a&KwXZ&<gi7Z;PZqKD|NRS8Hs2nJ*3ORwGP53MMp1Bqa8H8B+kRS&vP%0;cwxo5
z(w;=g2-E}{7!8H9y5qmvhqmH*j1!&e?rt$~+#o^IMyzPKWxdoMZ?Y&2b6-e?ls|Z{
zl=f_Y9(>|<4_xuPCUhu}KU!5=+1<oPCE-RkD->c>(L8_=U4Yr2w%P3&6*O#4{(S0^
zn{h~q4x-s&?t85QDsa`=ayYT9CsU*;oRyTuF$BbzMYr1Kz<88kJ!yr%>+Xs9p7_D`
z>87Q!qvpIr^uB6gy6y9wPq$=WUYi4*05U=MZ$z9%df>&@$9fNAM6>oK{s_nJJ+TNm
z#pz;aXCAoOPLW-T<Agly5L_Or4SS=O@k!oN{%J-vi%y}*WAC!J48?om;JVDa{yqNu
zrp#u2iJoR~&$v?y-HxHnxcndzj`o!LrD}$P)H6C2S0-vox?!+*kfRh)!F}9W-892}
z9_E7<Et{(DcHS5VuLlK~)@Z>pEWajzcA8=KFnfw<zj?h;zr&cim#B$Y+^$iD1+NIM
zQeHU=)PgVdc=fDM1j#r;rAz21w9Dg%dadNCblxYZVe`F(#rYLgr0Z!zV+g+rbqBSv
zHDC*L9E1{_=-^^t=R}u1ZL*NA^3T~gNP~RorQJ-!6qjUBEuCAr+4S}B69OL;kQo?^
z@Xsl@xHdHtSZY+3I$DzN>#AFBU<L;-jIBjn+5^ei9O8UPtmEXig>xEfUWl`t^6A%~
zH#rbxGdx!3#GhdrM3gx}zI|M|`ma7-3rCb^em{GqlGI=eWa7W-dv}-~pT0CC;q5uJ
zM$jWvQD(-(gpMkMr%ma%v1d>w6V-&332-B9mCO*VAyMHpk<&q*jy;)L;{YeR)<ItG
zUpCGh@7+R{ywLVPBr*BUm7rnvXi*@(TV~nof;_xUWkO$xjgTtUj`_V}saHl}67JkD
zzFKG~>%R~g4nM}iJaVh8L&2Lku+RdDrG-YR@Tw9Pj6BIu2Iyi_$7yG734XVkDjw%q
zO5$WU`gH0gz8wk3?uE1>h<{j*i(}8SeyIf>L6lf{$Pp=JnFe#J+6$Cbp^xVBgoFj4
z)Z7|8TlTzga}*mj7`|_d^R9ge!f-u}IH#NQ0e>a+Dsrj5Lnd&|PohI+Mq$FMown$x
zVo=?v-m=6Dx|1^Igw1K8XIiX*+7hy}Lz%^^`X%r9?Kjk|V&}G|7g&?Y;pJNWHY<ob
zt8=d{4_@wSkq>_GjJ^{r@nzXR`f!!kHUqNW?ur~k%KM@-Pmm0S>RrYP6#^>UJ5&TU
zqkq)!y(EvfctbTZ?-Yq+;=PPxZ9{5_#`Pmi$i88q<^>ZQ^Wm#=8J6RbA9{(Gn1neL
z{S<s=v)g@_$Zd7gQ}}F`q*xJb9f3$u7+Cfs5VzwB0?U9zt!NB3s@s@nE9xqNgzX}*
z&DLo|q&Je}e`iCeWpnJ@0mAKLhQzqjQNQ<0iNWA+^W6!(E=eD)eA>Pt5XC9nQe7Eh
zQ+Jm>i3A96%KE9D+?@CNlVPKwY0dZK-H#TRm$$!1v=B17sU|`&ag}(~b#&X9yMO;l
zTtG(dH2wFHqL&i7k;2v|qC9)_wX&OcSEQ^X5-Qui#Mqz)@@5upI4%e;<M#DLCMq>B
z`lUIsVG-j2A0L1Av>aVdZSgCTf0t6g01g;QY-t*uFSyiLWyHv_c;nlaWbYRr1w#88
zV$jNVMyA?&IF7icC1b1b#>aJ`=gP)3X3u5APgle<it#X|)go>grgOtw-r8#nBcOl(
zBxzxkAN5MXV-IE8V$$z0GN#~qq%e;r?sD!e)!43h{Y=_e@Ze^(M5n%--GDi!&c2lW
z!$<)K(=|GdamFx)l_&b;HlY>V=<uqpR31mE>6skZr31KBKfdpiL3Mo2wQz@_X7jBL
z$}OWxmna~Jd5-nEgDF^oNhV0D>dp5iU^8a~km$ih!x@Le$x*3SCfTo)kpVWDKRQPp
z7i0Q4wh%Ql=)m3kiqYJdIL_5->+=2p^-G&?OyzFhwP}=E#T5~RbO+mV6`iF#gz#MA
z!P`!THO0>omSq>x(a&mZ?BXS)B%mZvlxrPDDcUJ>6a7;0EY(z@f|F{=ERT-QFE=bm
zC(3ooxGvQ6Nddc%Zj7;uHtx*j{Rfi=ch~giJu|73lI5PpT6#GKw;m@5=5q(6<O)b2
zU~J7Fc~uvKA#x>dFVNg-$)zUDZv6=oNy{U}FG8ELos!ZYt0qnKO)sdsjM$p1S7X=4
zTa4>(I~H%(*J(+4bG_6)_HAovID9uCF~GFpX+DptEcUkE%Hf@kzSJ^T8&ow^7jEI>
z**NDl-wl2rSdc-A_nLt@CLK^72ri_X^9;+(Tp<AG-3XQb8MER#KGd&{7i#gw9szwO
z|NO8HC#=i${7F7=^D$Fi?JILA(bD8izZ<k9B0-H_fB;p5$^bbZnO1+%j+%W?tlKL=
z&&!+jYd388+LvBK8+eQ+>G=Pik8CJS8A9s=y_Z$P{(qoYo&O@<qFs^MgMp|<0GR^L
zb5-0b1sh;JE;s-FOBFo`(R;tNVC(iA<R>esZUz)yZ$U{%s0;PeLNM|@BN3locv7sq
zP{i9i6a#ekBmwbf!5<jVB>Lm6>$ahwnu`+^+1S}$+Q25q$H>cN=9R667PnvddxNBS
z$4movPrFj;Y*%<1fw#@SQj*8;QvU);(lf}L-^^6FcJ<Cb2v@gn=V{)=So_*qvGp4d
zs1CYBKzVC!8<>vdn!c#duAKB-%Sk?FDLSk+DKz{Gn6$)Cq4vYhsG1;plAbkCFZ{I#
zXnsPS=AO;-Vg8A)oiOaa9!k{s6S9mwH-`M}6K>=t0>IkuHW8`SReYA?^%rXb>0Y+(
z#9Dpl;|#RmE3(a)!RP;;HY!)Jcnq8e2VkyBrX!;B685!c@SJqBrJCmZC4>Gn8O2c*
z*6nocPhc{~`a9kF--*d5X}p;YqRM=(t$SY_7e%;nrlA?$p^%*|WlMpL|A9;eiS#r+
zc>LsK$v<w9=FkBMp#=HXhqYRIV?0#vhz&Gn<!8pdI1zh7vW-8v_Ej^(rGo!coysNn
z4X@QBbDDyE(v)bpRM*8pB@qr<ffN2!uX+{bFnReuS*rWdgS6fdCp8oNmg!(Sf2&<c
zE`rb>yRLXra_f^bDZX$O^tn(I&0eQ?L(NTm*Kv00;aooJg)teb`|8AhP^xsWrjA|z
zcd5z#7>0Avi{F#rGGaZnr-#4N>bKl)dnaC8AOjq$<-=*^2a}V5awngZ^Bprcc9$J3
zo%-w`{e>1i#C~}zJ}`P|vTwS)GAB*CxwPk=*r9!?(KaFJ+&O8=qnPrax{t&wF^d6T
zv{lsQ>8GL4{{cNIZ@Bf1=*ydFu1M@OO^3MT*1^}x0LbgdSm9oz$Z+#TwAin8-7p0}
zvZ*WM$qP=?*B!_zU$5Nm&CTz(O?)N*4bm;%UtlC#g-r&fan2ZcZY2W67ZJtuPhOgF
z=a+{0m3Aj1x~&+{1b*n|*Cn7rbwzU*pZJV-nu0o1Nm6Ftr}lnvAoyz1d4DFqOpMN*
z9(}XRb1ZE%W1L_4{UYhb+Q;}c>6y*%%AK}r^&gi(jgZg2GZ)ZUss4|CV<{bpw3;6_
zx0mpT=U<;Uu#nB71v{Ycg%h+Po!d?$r~bw=i=U_I^tr{Bt@70Xr0FI94bUW*pKt#k
z<C9LEe`pfdVKRkD&H0PRHihnkvP+sogX=HCY8u)cTt7^r9I>NFziQL{g-(qCsz=p*
z%$soG7r0j{YQ2;z^a6h{pDTOkpjA)D@mE_$X@8A+>*I$se>g9EskF@M1$lv9mXqV~
z2Z~Td<)wRGC~Vd8W%qj+<_~H=e4qxa7-lt9$FUlIf)q>~%_a3b`E`ozD6QLYBBxU?
z6SW_-VyH$#@>4xq_}(~C&VbEUJNgda3)I57@gU2r*l?#0C`)(z<LwM)3<f8{k#R)s
zK4-S6caP4E22%R|v#VV}Vs6u0t^vkzdC<z;Nyb!x$;gTR)-t_Gxxy+i6TKA;^|aql
z&k10zI-Tx4iQ2v5ceJpJ{2MlDbrAqC8fPQ)3&3Y7WL+ZA3^Y6{O83#uJcu+u#!1yF
zesrE<D!W7Hp;lQ%eeyU)cn;O=csxmD6jE;Mne&EyAJ%>DjDf2-@9^b)*nP|VTGJ1=
zuJ^H}56LD8K-11`NzNh6u||QPzCNGRoCV2K%G#Nyyk>SvDX!9LQr5F3$X{j*o*awY
zr5VyY_-c&WcFi@wl#y0yQe*0V-+yiI!%5o1{W_)#7gs=^MdmVwWX%IG-5(18pu$t_
zig~Ln{xEsKFHzQ|afY-TO!d4jBP~E?u%=!V`B|=V{148It|#P5iWaaS9SBi6dpn%D
zV5UIRCp<<F3iPY|X~GGGKeas*MikXMKB@H^PuG+_4ULHz5GW84jjw+D)22bg;gmWN
zdG)ND@~h*mr!HOm^EKJ<;7_xL=wq7X3j@E_3=Pe{*d#6tl$XH%Vb91r`7`EFQurtI
z2YmIxKao1%um5PfxJh3bA@eJ3yXx6@?8;QMshp(C_eTffuH{nB)5XiW#l_AgdJdTC
zeD{SuYw8(pkcw*JQFan^t?>9R2`kmU6}a7T=v#-06VwI_Vw548e(Hg@w{uR+o3q+w
z%NU3LJ@TI0%H{rDqCVCP=>nP_t;;Ac(^G$l3)D1M%do(nU|b%?9Lnw0y!6dKiU=3f
z?LjbkuEZfS%Y)Ge#-4!G?EL2MY^O&0-J+sf61V5mTx<PCRjBX`IWL_EKJ^4%)l2oP
zG$y9WCw@6if_kTN@>RFSwU35YL6EJHIS_e?%Ds35bWw_TMd%^*&7L`#q+=yKDBf^=
z1+|ogdYuxT2|5!ha+5o)Zwto}N=E7*m8h@?E{5L9g?Z1&gErQA>ek{l<#i7lJrCpy
z4d*&n3;9*-SI~@C7Nxf{n!J|ED7fLy{<P`DA1QeyXhiC#82N)oKms-fG)5*O0nu!z
zzQ#6U>NZUSunc}#I{u4%=7}8pk06Lw8t;F`XWE=-v(C+l2M{Q%bRc5CC!IH92LGe)
zWBY+e%t$A~^(X*Yg-0dy+MJHr_b3H=#me;VEe_@yHCVlOX@SFkLYaaIVy-pu+)Dw-
z0zZjqfC8TV{!gpVJy~a5<71>~a>XTeSCtz{D=fN=wd_Fus<7U~<@ImvE`;4%)@hm<
z^7#Q`Oe!}7{5O9vaO|j;JnfVZ9DKkj>+!X2w0YYIM13SCV$!Gs)y&M3utkk;KUbTD
z+r4TyG=M)S87m(w(k`s^$Di#_Q!o#7nauO2Zo@&xXjs|*8AK1+QxN{LUi%I13tQ-N
zNpb6*JS|=x77mV*6E5c@b=IQypZ){PT>S5VnZ`Z4P27QQ#&O~kofMpZz59G$K7>0!
z2~*!-c*H6G$XX?7%na|BewSr!o0i7J?w_R(rNW%Y;p0PJ`8Co#jPrJOULD-_j*h+p
zDprto)-eb^F8DzV+9V|~JQMG^od7iD<-6$^Qt67^4`1kiH>mjV?NTQl;}))q+kOm<
zY%qSyH$L8?Hi3U`iH_xsSX~{s?`%{z#LvuU7dp%@1Ef1k{r8UsW3&sg9nI0ghC_A0
zv|@=TX&MIpzOpd!f@K`briE(($r&GloBZ(_{x@wR=@5shHb<K^4mu^}`@1Be>Q@ZJ
z$rj@#$|~%jxz1&#V6H1hK(TJcMRgNQljgtT*~_2yKcz7bQ5kZDH2_l|i171zAEQtN
zT|nvXid*XlU;F$om&;c<v0L6$YqxZP{J$eH0Xd_uSidAO{Gwo<^bF9==}1<yWUO?M
zRlCq`k-mMj^d)n``*3%K(Kr^r^?~1!^FO-d_8j&+Jew=haNOjo40G>}<x%#7i8}!J
ztmx@5=23rEy|OCpmU_mmhyLbVR$Y?_va{Dp@U_qF<bjzr?dU5qPHaohr2x$he<blW
zpqz~`z@#t|xn}!wcl4T}35p2)XWoX-*6254-<~80vY*e!yg55K!{vJqDPr=e$rbq!
z>%B6<U7|M`z-K2r3zrvU)qNs{Bo`2+cL^1qXj9HnLiXF0X1E!5G-qxBadJnbWUOqI
z=sdYRVW#OY(Zk}q18pJC#%bCS>WIsf5$$5bvc@LQ#gM22Qg__Q>e!es+|``r>}fEB
zPq*-i`ay12XkDbo%>oaPq6@rRLusz#RjcE0?T2PQy6Wt=Jph7G^bNpZGSdA&8B7#Y
z-?de_zg|8KwdJp8o^i>$_xY1C5+oXYcLo;q7lb*j&k7tz{MSFym|XWE{rG+7G)+U^
zKbPQN_P@hzwJ}Tba#3^B-JeO`H<l6s5HlueO~w#1EvX;UqMfO91=3PqJO04@-3Seh
z;Zx;D_jR0+&9BfK%&FB~&YPzi<o`VjY5D^Fr@9DShW-g4!#rOiAl9$dTfu5~aNKsc
zvEp`CzWKSA8y^yvO#||54?-?8j@^6AWVle?vj5YIC$W9r6cEdtKI~MSaU$+MzO`J^
zW{SVDfC-}Udjw&u!3X5|HmL__8FQcFcy#uHAL4o966fEc$ddpRd85?pAx^L9H;VHk
z2zgPE@vxh5eKn=@d@hHBTOoTUr67<ZI<&|nW>LAmTtmSaYLT8eU>YJUYz`m1;T1KX
z@4YegPg{^E6OfC^9^*~#zhF^U!l2f98=w$egU0>FzE+`-;9BRmg}jmlPNf1uMC0%Y
zWS@rvZ$VtN!mYTG8q^wT=tKW9r}kEm%+OSDxW@R~qwTsa=g*DtJywN<Upz_|`qOhA
z@=vSs_I#S3GEDU@3L*T7M0UapT8sfGvhKRu_r~if&BqAL71{ixdcT%m20cyony=db
zEqmTq(wcVwB-!?E(brFJR)u~o6gL?FqSL(<%sq1fb^3ON`KkNqAig>M<>~RX4Z^z3
z{=`)SRc8WMZX07Bi}CT$tnLW50j)uaH2X}pP!S1GE2A4P=gjNP6D&mLtWB}|L_@B!
z`SQD(xXpp>^xKOBHmK=^nw-Bm^<JQRPPfGeW?~-?E+k)LFR~83YMmu^$#vHbpIWQ)
zka0WlI0f_{yn1jkKTMjn5=2_H_6--zIdgNQMR8|qX$c&Y|CyFQ4oQas-8S?6{Y6Gi
z1^fj0!Gm+&DL8x3(@{T4OIDIYlOu8GU@S&Q5+9&`=6GSXzml5U!NbRm_^(s0p^)oz
zA1NAaJRs=KE_0*of%&NeHYFeb8)$>pUG;1e*<Zudun!nDQybbk7=AyAwUC_84-U5<
z(C0jHyi`iNj{JnY&LBJyIr=nZwpjYc<!4Vuo7ukH@6>P7p2;(;%(czuso6fRA}NH4
zAChXTsimWv7ABPUPZ3WEHTtyo7N6Pr4(%+qMh0{zG1QA%3``zAd+?Ak0LP(o_D4E3
z6G3peG0A4$S3q2a08KpkHq(zj${!nMUmh1*l2me`J|%N~+)+IFjkv1s>O7)H$vowX
z5!%?7b&y{DJ_Y80_4~W#Z=bndFF$JQl(LZjD&SW|taUybupnA>J?Ur=(_XM)NWJ&$
z!FGY8hxcRG#u@$wxG8pFk~N!@COs0z;&8&n%g=Ij(AalOxbDi!oJo-SlRQo6)p<uT
zzBt~y6;Qt(p2EUDu>0M4sPU5oj~O|tkSU-2`kEMXNf`meHpPJHGL((>(&yld7`O4{
z-&WSTw&ynv$%|CkrBynyo5-puE)PLQ>A2$Mx63Ia8_mwcS0FJ|7gyB~ekC937D*u2
zrG~&v;Wh}70le59<RXwIM9LxTZ?&P6-)MLkj312A2A&W%Xm_<+5MZ3@<_{gGi=2w>
z!1wm~5d6kyU6&?a^WHKZx_L}g6B0@1n3XepCvatVGcjB$g0a^0)79F3)S2HZCue62
z`kOx7AMp?>)tb*wJg~SBt?*)_Uyza*E7ki>lzob)RwntO#oEU&z<Gg*|8I%u;kj$O
z#NiJ4hm0(SpPM)0lM~lu&T9Q}Clln~<t?)-(f8R^ynltEL8_s^%;f1wkhdB5Qq`1?
zR-R}YD{3F#CS0A5n3l0;#`AdgKH`rTme<@S{j0gJwiN&9Z|*+6(8>Q+nyTW?w1;i7
z&Ltt`**>e{PJN|0`#eVS;{ngx!D+zBK=(%*fHW;a|3&A{6`NVUL>=$dZ$W3C2L_|>
zWd;45m|&6yRt6fnHq*!A_m4gR!0TsOJOkWNQQ-hkB)U#crPn@-t)+<lS?UdMSQ~1S
z&awpTFVcd(R&40>=7KG!fuJIW-yjmSE%VvLQ<`;F?A0{t1D|rWCi!MbQLkk}wT<wb
za&!`_R9G4LZFub*Q+3Nc<nJv4hSZk6SpHTg>a$Rz_^89qpeblKp7@8I@9KR>yVZOu
zG2|qf@!w^o!4#v^)!aPHt(Shs2<cSI2PDH~yPm`}G?RM_|9_g4zD)sRr&NJXC`Dz`
zT1#`@ktoo<CtFk{IDk6SyKQK|y)*I0zB23JhC}8y(*hmh77)j2W;fkeSL`XH9S>>7
zJx6JSPK-Yv?z5qN8KeqWkMt_D?)>qkR+c|x>m_f2<E`;QzvO=!nt!qD#|L?tmi?pr
zeO2Vfv5e-Qp!fG?=*1elV6To2LB~X4LG$K3St*B{Hwh&|kUA$9G_tcQj-T9-&h2Rl
zV;9t}O?Eb}vd-NL+^gEd`Byk33b<lL!{#>l$-80-*V9XWim$#)H>NSo3B`}hasfvc
z9P|+UeMA}P;!;~KWUlOe+is;U6S_+nvm4*4*s_V~x|k>p#rnQ5(ZC%4&F1ruBEe(@
zq|wyK7v~Mz&k;cQIEs(sbHrq}Y*WjP5_%e&9zs|IFD`7W2)1DJJ8t2dUK#cMZ0=H5
zE@0Z@+~W7MJ;I-#AfeX(EA+HP8yW!bN{W!^(Sv?h7=C$L(YNT{>Rn%lAJjchqF}vk
zrzhOx^wnfQjj)?5=r1;@3c<#XgmkEGtt#f~z}&4{M(~E9Y0^u;BljqD#^0Q3VL5H4
zobTOKdxwp?qNDfl=}PdO`uXLD|8zc)D*wy$@n@T2GYvqGS|YE;6q{^ZaOv&%Nt239
zR%-Yku9;1nlthE{ZLVm}3@Vcab%ttZ@Dnts(S?eJOZRSaNV`5OpMvY$zV>Q#YP{hf
zb>A~GRVrMsYui~j&+SEmC`*wdWUA0a2D}&{Fzm6=$5!v1v*q%(ws$k6-QQnVLIB?t
z!>ylr*JmoRcR0JfOXn(g;K5(})@;SgKjg#1c<S<Z38eAikFGVCh!@ni9;vz;x*shA
zAU)y27qV|D_!Vw;s1yT2JI8OU)NVytplfDvd}Ak3;HQ~D5$B`Ld-|=MsznjenYwK^
z@LF?g^2-Lh1Xb<;4t^_`7^#CWd5`%Ve=gwL@H1a<4=X!i#c?-Lz4(Hm3c!{Oet|12
zne)sHw^=Gmg1aC5^f9FBR1|SmRr$Jqc?xK_g%5V`T1RU_Wpddf@Q$qwgY2>gLjJcX
ziX5#{bA5@tCB!+o!(m(WV#mwO1C2BV{atsw9^8UAR%EVO!UY*%+VY^@)H}2Wz3);I
zF9Ws_*#l=pcXeT_Qidwqk~ar)5iwQsu?mL)Z$PN<4%LY)_wEOe_ffVt@ckz3^C&n8
zM5kRYryqUAs39QAXcP{>T=+`fY=8iL(Pe{!q=4mox9c5rV2u(s=-pe#Rw@<_R{R#a
zd?{%Hsfg#9)z<yR)sG{96WYLs)s7#BK*ujH`0TiB#|W}|M)f3#%+>8lOu%~e$_D_u
zT+zM5FSd68H>s@uUhRUIS<a+nv5;n~e*%u!{3MdA1d#Rw^vg}yx7*&bE4+;T=|c3^
z$WeJL7(vQ-p`w74u*i#s-pLMAO>|gYBk9)bsZ;lV>U!Ra0j2M?3klc>g~it36N2XD
zrKUeU90WwetFQks!(GjYPQO#m%W<SL?ap%1EGr9}s?%}dW3f(7{3Ta|wYt|RS}yLu
zz<2%UB(3xNwZ2T~S1`S?Z!gcNLy!4GB>!^~calzt>eZ<4s<6Yv@-+_QLg=N{!lm8P
z<?c%^DDO9#-0Z9HfV4)pt%y}dl9RxJWAQWi<s~_}i36!(qlas1&{9uqJscEUe8q6m
zuzZkyMgxO*n2DC4X27jJ1{m(XoiyQg#?zkdq?J1&?eeEqEqaq3AW5B|QT_Uv0i{rW
z^?@Fdv}rT0>~v|%;Ni827=@?rAB0JM=RT^&+jJcoFlOu}V0oO?-V=^NqXuhtNh3AH
zjO{DitLuT=Ery51jvpt1xqC@})`5yLEjEKy1KS8-!q&YbtQPh;HUR%PK{S6ydt(yr
z7=w+y(SqGILO8$*{Frk!ym2p7m87E)_a$slLx7*yKJ;sU+HE~3uH~X$R#4;A^fUDK
za?$bK&80#($%&@HwAXmc9Y7UI6}^d*HHvYCfw?udVgdKIwf=4xO}RR~5y!7ntn{jy
zt>Ou4WkOe2SWRwwO;wxCj#+Jg1-~|0^-LQyRa_<_<eb=LRF4sX5hhlK0iV8u{#1Z9
zI`wfz+En^LAtYjq-NThBY`(uFeZqZQ#_JC%G+DAjf}U+Hm1w+m5F57V-Gy>^)>JNn
zHYxL9V_X@UmKht~^V&FGU#Qq#JW8H2&2auOx>5rkUJy){hMwh8SlCt)^p3u=>`iGY
zHqWkJ<=!-(ChgsuK7=CnT$YZv;113|)-PV(R&y8~D>H(7*3fyZW<HhQqbocLY$Ojz
zo_{=TmJO}n(Js90+*aXW(()#=h2YB2^`dSGz!fONLpHc#761@Q%S1LgK9F&f=zPHh
z%Jw3299m<p!639Z$4ZS|Lkq*&Pr*f$GeBUyiE3;8#6IPkEeUIsa7G+ZU|O!b4)9V4
z6~)96W+qTp4@(dB!Vss6W0{7x$3Uz?qT^hmNDt7uYjYlLt01PiY9ct>EH!#k%4xE6
z8R)aM6cwfObyrjhOY!~j`}8QH%oIBK&!#-H;xL~zQRf-%l0BA^os-G^j?C-W21wFb
zZiRyCj&LFU=yY}||JX$5J?)J`O>Dr#u)(AUz$SUBKf0C1yDXG*?>@&DljgQ~JB>5X
zS%oeyur}YWkl^R0*Q^Y{c=@-iONX)E$O5{Y4FEi=-RM|<D$MCwIO#}qrg;$c(YV0w
zR(%H#fTh)q)aif1_gf*#XR1KT-S)#`1~O|S$yuBG<Pu^)FMZ#<V|8krkRxYb7~&G^
zGS~f1>xCK9I*WXu$mP&0U>?1R@3jqWMilFmW|^Q!NKY)_HZGc!bhMjKg{9u~DeiZZ
zGDPyNr%8t5j{a8E<7Xa_xG$+~hUv>#B9xK>NPrLd;E`W55X%%9v_0tgDEZ1~?s@bT
zh3sjR7t>k)hy8n7+s0fFigVhtE0Dzx{bvu*Efk?*yO%98yQg8C>#m@^Rbwv{ruH4k
zV?ZWzr6-ox{vu|@5*>U8B8+d3HxGC@Wd|!aHgD%XN;(|du`#Y2k2jZ^k5UX!Xs6Q(
zy*1YxD^uh5J^g-|FHViYRie<PGV;sT9nXdM3@k>XQ->}k{ItJ_=m;o8D55)@NS-43
zE_Me_{J}GR=_Kj{M)YEx>}Ko*lfQ^YQhMe~;|m!Q=yGuH0^=tAMZjw%$%mEJF6fh8
zxJ&6S(w;K{jm^n-bgp6?k2s1m(EzAP?*{;l0_1-SG}4Juu0(>3K>@~1Dt{4;<&xNX
z`~K*%Vq=6w>hVw?@Vw4o<xQa7UGATLF@S00%iekk7?}V#4=(TfolV{6kXN$8P!Z5m
zN))_TD+v#u-3dI#slZktVY?qX@g@Z<^(WORpXg*@+k0<DC%4YL(_t_q%*khAW~_81
z+p?{<HC5Q0`O4XMF#hw)KD{ZRG<U1sOSi8ka7|QO)$nEj?i<W*zmV^(@{X_uMK@~!
z-JI8EeyjE^n-9#Jk}(A$$@4<`B~}|2r-Tezof*otb~nSLB8CqeP5?x;x^bN#q;5sf
zO!%|2@*fmvNEaTJq3eQ&Yew(lMDz<HxmI!Nt_OHta^Qlwtmj_*n;7<7X8s3ay@C0E
zuc@bGJ$TE(K8b<uueX@*e&-O>dzMrna@%V85t)q?yc}PaB|9(J=m=7~ipF$nZ^-)W
z#ZxsJ`I`S%b?+V3<hq6XVqX?yD*`IbWdQ}T&^vaN-a@3SNDG7(I)vC8O{JHBNKb%B
z?*T<RBvL{QB!nIaB|r!PLg0L?=01Dud&anToIB3F`6FXM+V_6#edm0h`I`wkf>Qah
zR!VsfQfn2T&}<GUGxWc7KmI+r%1vJp9e+WIJU(Cv*yfX0#8qa?vkMKXmIi8_;?3Pj
z<K+RfDgoE(3oY^na979M=j}oj3iMnoqJ4u`14aXQ`L9q;R8SqwB*9WuwlCWi@4M(I
zbAS<qN3QMmx}o7QvUU(<^4Nu28Ip&@lj1KN5p8`;PAUpcoSg^Ei<HNkwqR^A;AFx%
zs&Zu6cZM}hywfpFFROuleDz%9!Ew9?jinG4D4IX(RSQFG7D37&=9oCTc%Iq684^L7
zSD0*Ea(zP~pW<uJpbDn%)WXQw9fKfO;`Df1K<wM<X6QZoRJZ-g@w#te$BdVKS;zc`
zpCDT_GTO#dhRrq&Cg~4CzkF|QmO8CYhE}Q1k%E7$@jdx2{ud{b$MZs>Tict3n3Bd#
z$m^)Hykr|Ugxk=k>uHG3wJI<=L#e_f)`WO|bNND-MU{2h#ud{RgH$u14hLmSaHYs(
z@;%C)t~qyb`BqJhnM!dfau+*Vyq=h*R^j@iPQ%CMrA~R;{*^lQ5mU;PTQE37V%z!O
z??y!#I^z3~yuxUUh=FoEK;JNGd8Oa?3F2Er*<LY_LDI`~s<>I+=@C`W<u{vaBWe(1
zj_Pf|E7lS;+<JufxRwrA)wcvTlf*L-ESF8^oIA*Jo;i#%#XeJ<8_F8N-7j%y`z)kJ
zb<*9RrtI4j=Y=f{Ik#=8r=%V6AODgna#b&i;urjFb=RCmz%_VtNNx!YCy^q}@5UXC
z7e_KjX4&N{5IZWr8Q<d-wW$)rQpljAMh~hE;4)%()%>S=(;R^XlPFM+5cgv7h4)bS
znk#tbrB_A@%mifP4tdB}oMs{jhSHl~U{hGq*i~WWA+Z`F;EWtNwOQ9?`STOAZ;g4Z
zWWgU)Bca1(Ory4EY*&pbX3;>o2hgOA)GS5?Dk9`Z2dB$t%T7@3yku@vX?wB;s^PDj
z;a82L$Xoss9mzzf{?NwlFopG!{nc03_bSvBrALaY6#|CE>Gv>kcF^h$feY66_wkAL
zZ@of%y0NFRFT+a6!9TUYs9YBZn7GP92oQnG=6Zlc2e2I;u1^rD%Ur|yT-$;q`VzvQ
zq;*9lVCuasJUF)yZKLapT(Pc#L6(+J3>3j~EGcBYiH^ALRCv+)2Kt_q(WfWdSj*xx
zCx_>y%KrUwTPsbsfT%j_*JN^mBfYcXRhu(XnIYM9(ejgxS5bS4N(nE@w=(?$Qpj(B
z!CdyP*aw($y#}@Bfdd_th+@QFD!v|;j3V~Tbt^%B(Ck0%HqyVci0GAcSxlRmC4ZZg
z+pYn7{yICn*d@6l=;d~yR9cPSK>0~y2f|p~pqnS@$_Nktmk?kf56o8R?d6B!u70H{
z=Y)o_3SB{GG9T5Ivk5PsE#BYi=RTnR``B^_u$jE8xHV(y#SMMVVbNkzE<sm&8ar8F
zc5W%@nB2djTGC3dv)byriuRk9b%1_wyR2q181?sLQ~Pkq4{;q!GQzBRqG_pLi=se#
zG8p07V?DCxz`&_GB_6l+E??Z@k7+y7+DlzQsn7eY%8Fo%msVlW8$3U+kg(guYk*Vp
zOAGicB9xOT!Q=Mq0ivnww+XSY1XmyoR}CF~p<3=SQ=ZvLZv3~<T`>duD|C0{>^{iz
zy4c2BkLM@Jns>%7{tJAbT;&6cZib9p96D7<((cSBB`J<sIkY7;?R|v?=Y76F{k~1i
zfGU2Ow#u0-tLByuntizzT0_aY!Lxew^goP~6ODEPJO*#~k0&-{wcXgmlZo8VBm9>c
za9g+kM^)#kY}Jbs{%QwUT(A8TbOUJv+23@o)%?OSo@ku7znxEb{_leSllQ;i9{(lL
z^6Q-9`TskL@qdv{`adwr|Ac^zxc?2`8P@SxZN17SWR=(x4I+}2jq5v;(fU>usGwLB
zWDpfQQ0A7Gq5>mnHfl%pe4Ic`P0%<%9K2E9b%mP-FRD+SV`a9-VDI4T<gYP9w<tEr
zQyJ-vX6W@Y%aYJKO%b&_K(3BZPQ+Ll`j<g-T+yK3_iSn}plkkIx%Pa0xoj(P(=Ekz
zdh7FNo!DZ=O;JuJCdYLcwq;HMmdwc`qQS%(hVhJ`47vZ7RXLQ<;ZdK}`lyM8Z`n#u
zQSqMo-WHuS749`F#P2gZWlSMw=7~)W=r^4{O)lU$H3rnPlmZEq-+%chm|p-HR%4~F
zzBCvwrojp@gs*SzTd!Xc1>6@H0wWfDOjwAva)`pUnJ4g>X0OQ*q(J36h?|&=774jJ
zcJl)+gRq4%d3gZf|2WT4Dhv(PH{Q&tO+*`l>fLSX@h<(9MV#rkCMP+tUHjG};Iu-U
zpqV;$sTb3+;+#Wj5%#kk4e$SlkX|R}{UW<__0Cqv^3^)l63{nlqtX`6Deyr`@?10d
zb(Y-Cx%rxJCi*hg2$@tSKTL8Wd<unw09=#fkHaB_QGWA71#NbQ6`=FIe~_+pfBLt@
z$@~E#9+Nacb;-#1LJ1I*X-2l#>_FGvXB~HLU+_p(FZb9CS&LQC6|Bc!B~@VmhFqnp
zfiES?s4w*vsRmt~xaivJ@k1Cx8ukgxR;nuKNfTCr0B&!^G4^D$zS|w9mRLZ;{0uD+
zMzQ62!u$n9{WsW^%72GlWxFwf%Kkpa#P$8>vJ6wzAMUDm5orHOyKI?z^Yvj;c@ohU
z?UXi^^-?#U4#>dU>9avGy~WQ>+fb=xql$X;HEf7Gy40&fPynC_RmnO~1oMo(UICrA
zG6%dCgtpay3IU$?w*S5xDV!D3(PkCcx)bpvPy!CH!ae}5F2W9_Hz!d*4kmX%Uzj5!
z@zYh-r%Sz7q5-o0e+zk)6hj&cR{&qyYFJAB370a<eGjm!Jgr0ws23CEW@Z5@8i1S{
z1OUdDcQ*W$X64B=?LK|m&1IZl65x8I2D&4X)U>rD#RzH1iUSXFJOtfN{qj|Of&4%9
zRmhw^Ak@9d<v<^(e651{A+jHrsc7;vto{Da&Hq0DS9|AIkZP>230F_9uDd32JMchR
zUiA_Uk7*q}SL(`kpBt(nt}uaBOL8O-FN=_hYh>E+JKR=^06)=SOAJ&IHnkG8YD~ab
zfooP~%jeP$DEeV!tSad2+hIO7$ZEe?Y-cEgLB3t(J^AC)R}bYe>U`lno5Y^1GObGn
z2zT;u`CSg*cNfYlUX)4EXK&>eULIwwe?OD}qb-kV<L?3hvFPk}=_Jme2f!qI!P^?D
z7996ZKn7JaP*wr-U?8BfPQN@b-Nhd2#@FL|Q3|fhO??+mu7CAZa3$Yz`23k{$a=g-
zT-~SDLnUx26Pu)IBg&Y`W^2RqwSc7GI|3S5g?SBB1xL~Q@~7QJlOEVB*(a&mzgowt
zw?>x1X9j0~?z;Wr^-Ov_HAh6n`=@MAI_f^Qb{ifg9xj%}K&*Gim2Fb@iT{LCj#C-{
zZ-}z^uYoA@0alHkFGO2#_nY796n)-ouKd`w4js8cfpbI$u=Y8d_se=#<gWMbz_X02
za%F?o3Y4JrZFY!);CXtkEuThaipo*iC>OA!DL{$M9u{Tp1@0cb=J=H$lkKEs<JN4!
zzO;}VRuxcieNL)L7lZ&Xx`f<j0gKY(=cWG@ZxwstcgomMA%sXbuUo`jVFk@w)Ntht
zmvy}Cc%J-lP;CjP$0gb|=zaGH{m1N8X#ERk73fWKbhqMp;`^5bv-cnLvCut$ulL&~
zz{mm=m%lH8|KbAt<vaO*6PEnHXNLYy8Lp8c_}9o9Vy6~9*w3SNXBHO6lKyRN3{;l_
z6}@?p5lOiZC+I+RVDcan<25^e4}O)VO}St2s{NRZ<Dj`4DR(n1G#?9;9wj-n50>kW
z0EHTG08)^oiAddMYpAQhP;l-mI=QsU+W|kaqLcg<hUnQ~xdIi}h3$zl@U#)>`PPRT
zDvuJxYUcd5q5ObYw7W)da&ubEFB4_QpT)5%HP6;dbW>XZCjiN!1Cw}+ppt@@)kfmN
zC~&Q?)-u}$%A7D<EZRJ)7;tOZzC7@<s_r9@mviyz42;We3dvdbh0G-NWRd$jS^$9A
z|LmPf$<b2u__6Dz9T6`bH{IPoCqF_GlBc&h`NARww)1PLn*o)N_{6<~w-gLg-x2d2
z!b%xGu2<Y{kCuxEWEm+B92t;goSvm!hAWzzBGS;WErW0bGy-wALlOFA&Jlh`Xx8#^
zN0LR;K>-sWM?w|^gp<|QBT#awMXa>Br`1QxF9C0dxXv*s^TPc2b#-)3ux4T7>nP`i
z8iuQ#TmGPQ-m-hVpyb$CSpZ4=oyNat<<{_DJ|9mpKk=U!aQ$)2D-dc1`8qfch>$_b
zcA)}%()nt_irqC)>Us8(hEu={JoP=VL%Q;WfUzFNA7M7}F5c7Xk|zJzE&JZRyi;Tw
zB_hfm4<eWlx6AewXZ!%gft(5!iZ0veM6z?|Sly4eMlY9nF$E{uk-E3fJOg({L=0lu
z>{@bNGMs(gsOGm12$@ftd<ZISfw#xXy~ZZU>O0|5yn-cxqj9(9;$>w3^QsW-9lEjV
zHPIH`0{z>YVEuM<%n*Q_YBFmk3_~|;2OqKX{5dr-TCI!({lKx-(??D+8~vs1@-uZ_
z3za<`#-@d2-qeml>EyYRQ&Wo@qiUJiI)aD&<4yz9EtD$8o3!xOHd)!$-Vu=lWU!2y
zK7Ifa09Rqe7}$Rok%}fhY$+^hh^qUU$;Dsno7ECT-(w{W91%uKY99hc<a$fRTu$Sr
z^g7|3n@879UU4sdWw51V*U9bP`=v`6i1{I$)yS=7l3b8iic@{>Bp!q%R{_!F+sDrn
zfJn}UR06dB>W(<7iEmAmsp$$w)<9m$M5JiAj;h)@Az_;x?OMwl34C*_or}kK5B7HR
zx0Kl<@{??>Of4vQz<~1FfTMF+|2R6TJ}tdTxPLI5c6#mLPnIo~tGVWt4YOUz3x^%j
zlCeY0NShZCzojr6U=E#j6?fpx;a_OIR@i}*M)4FVCxUyvO(kW0ko*aFPvHahcRJK+
zxm_rY&cbL`5Qo^+L5W(IR(-p4XqwU=J<}474mz%PK(aDoR7xbpJzF;6LDS44KW?rC
zbpWcPed|1sVt$7E(&<0oUxF~J%5^ovx}B&Xq_qL`RqvPc5TXG<qV>1RnkALY02O0N
z^#N}o#N0x4O?K{w|Aihkw5>-0kiqh0rrMc1^wqcgfJ-)Sa#PdJ*Og$VNaLJ!?02hE
zTe8<rQMIAsHm~nHEMm0g?J!rZOD9{fo0@L^x}Q(`jDPo%A+6@n<ItZLcJ86{XG+Dr
zG0Qrd<;Ejhp!Z~Pk^TCon~f=ey||qMXRSX-P@Elb;kZ#Mz|S?e%s{%@E_w`_Tbd3|
zlbWh(?4=!<%kpI@EWOPE6&oF4&H4O6-r6Q`QTpTeXVxm&qcjt)>f0ojl};quO|Lu=
zeNM7_aAM{%Z8IOJ7bNuh`xSGbW@WF25;ZMm$~|DgXF=-u@8yOxR0EdZ430kBY4|Ep
zYptQXam5#~50>utR?M}uN!vh2?HwAl(b_2bzE>R%9VpS=I=)%HUGiNMwcJyQ(7>$6
zqNb{h#hrm-MEA=id)Xc2f2Yf^@_*4~ZqPJdZ^3X}4SkP(Cqs70xk9iTDSreP2nDg%
z-xt2T>d~dc1ui!MP-(!ovZz)&BR<~XUdHk8H1MTfH9JFNC0aFn39m`-t4!47P6rE*
zE9f<lVt(SHHF92QZ5jq^TK1vP>Aeyptp_~emAm$p!D*L37)uiL-nK7YN<=XG#>0E{
zOn@$HvXK`sM=opmBa0g%V^?NrihXOGqsI7hE>l>W`ssw6(=-rNlwKd7)IW(fWY`{%
zHo9grKcDLq%rXOztINIQKt&$%e`Ul7X`Kqr`xVNcLh5~CthVt3{2leCL+vSmli~jT
zgsuiX-4o7o;`2^g2n;aW(MQaoPz#q5_5SKQ_dFZC<4V#+yp0zpR>M`$*WDX-BW+&B
zay!Kc*cvc0m#t6vi#fD?B;nYuwoZp-hk#W3)OJdc5s4&x_Or1{t+Je!Emvnw%jK}<
zM)v>!j8_28r>aJEaJZD@M9c01UGdNqRS)f)`(Vb^0XaOX+e%h!i^D5ErEZ%yX8Gh4
zrYovc1L-jaXQP|o!&67#b;C-OVAHS{%!e!76uBXD-$MW3w$$j$p=-uv?J>j>e{R>x
z)g9{wN<*2iJ)k*w+Q$1U#03vm@buJMeq2?xoszP>T#K8IY5lke?5mF%FDtb%hf%Fv
zFw<YbQ8-tqe~Q~ZI3VpGnew~ML70JNA{Pnhq6OM1SA#J#{B!fA#LW^r$8#djjmykp
z)+sOy0D`57b}P{bT-%+a)cEMw=lh^>rB!!^m|iu#PE(B<0@KmZNc3Qm?+kRI)bsul
z%sA~IG0lP;cPmk^yownjt`gMu=V=fdc`;8C@b1P+$5folR3rCWBIl<*okLtCHp^JW
z$T=OJ=t#qd+5*UBvxY#Z?6A`Rg_;Jv@harbjepWVPdfT0>uO5jh<u>Zd{pRxB1V6~
zcWmB9HDn{9T~NBvTE!dkbNQZS`LtnEnkJNU4tz&NC2Z3g<9hlXN$-(e_N_1bBQFho
zF=!d%e;(O%;MLlm%Uv^_Z7pAA_%AYo{e|Y#e2mz&D<9oMH`A*97fwy!kycRv&1B_(
zyOVYPVNtE5@sI>=(p;V1m)^%#$vy2BC9C_A^^8_q-|`Q@uHg2*i-&FiIlVal$g7<|
zi=mxmD#ea4>PuWo<AHN$klYxUl{z4zOoEqG6@Up6Aa{T4w+Pv3HW}cKGS;<PnJ+>Z
z4Lj^4O8j6r7(_Ar&V?N-pJ;il%6`)}wX!#=E8+asp~lYo8n-4L00vBmGsTKb;N$Uo
z1A##O{&gVC>Fb9M0w5;{F+V-lwI2eQbrc&(kGV+=9{svDn`=k^Jr+xRkg~rv>1gNB
z(Pmr6!U2E^HMqjRxHupnl=EoM!3)~`v+hxSqAH;`YLIhcBI~b`SkrSA>HuC?k>@y|
z&GBw>X+s=n-msD+BE5XqW`Q;p-hn%qB3ShLuxd-RjYaWU-rtho32r8^i?oi%0`*(>
zJ@jYT#S)vrPp|<ix63fpAEDU&F_WEQ>I)ED%iHM1_VEon9X%I!Iof=^cGO+(q4_}g
zr@!j{>3xZ&<?_Y*V{CIz<*K|+#lwVq+C*mZdYxi4bbDYQB(*Qq;9}T^WA`84;%uo7
zK3US1t2cgq9X~Uqw3(rTj+3nN|KOF7|I-$)fq9*}5pUD!+AFB%Mh<OK!Qak0FhPkM
zmUU{&H_aLKot!;Uajsj%)PPjQX6|iEHQWYjkgz~7-+z^sc+UWNl1MKSV_#78tGDG)
zjaVU*R6ot(UHiBl15U?&g<W@Z03C#+XBchlQmg<^?D_Uz<-CahCg=T$C}~`pH2p7(
zl5J0ojrhA?m=gI@&XesC=Z`yfSlFGff{hz}RS$%o(%9^~u<dg>9d^ts@?8C3qg|w%
zMXZdgAX2XEk?DiNu(n|Z*z8_4568S|>x$0A;`88g5k>yh8+)#ss=ju4SXighzbbdH
z<Ds}lAh}R(qOSKectu3<$0qJf-Lmf%*ay+k9~9gkzhZm48K_j-U$;u`4Vrj~^}CAE
zx4O~+E;Mf&Z8~QD<q05`W-Uz!2n*$Kz3$Okhe{pL#ZDcCqfMuQTgM-AX+X$4*<!*k
zHE}$FLGgBIpBkB`EcYX9O}3mivrKagUH*iXEEjKp5B!ShGNboP`BbK-!?|sI)R{~}
zzgb=Zbgpi%;7M8E&+Fl9*L>T}jgZ~~lrk}iT>8v-UI0=Zd3>Sfm-a`xmbZT?D1Ij{
zSPqe|6aXo<t@D12FO(qmo2=xMO1D}cRw(%Tw#O1DHEK$|J0vQa?D1cBtplqof?wp<
z-A4fE($=gRqM*pLQB~%C#T^-ljnl5iuL(z+C6wKE#$k6@G1tG~7lkeuHN^RD!sj5{
z)B#3qBGVa%ybuMA3lfkfd3QhEvC-iAP{h9wvmd)Id#(~5h#x8L5+)1s$yF@o$))y?
z)8AYadDvmHwa{WB{Aop&X@Iva|E?l*M9TR5a#e7bAJ$%h9dRK`6jYkv_gy0H<DKS5
zIwC@?X;j>ds~}VLK4~m~HneF^fDrO+We8d(dDca>-n7mFs*ubw(5-BvjyZYx%gpnx
z-&2O>LIB2u^1TK>!ho-8pscOK=Rz;5kE%h-2^x1W3#V@%gWG5{i7G#!dEuRlYll7U
z><FC^e%sN&J#C1}UqR{c(h>1AdHbbDvZQPQow&Z$G$+@|o|nK1ynaa;nqB(k!j3w~
zjH8+)gIiH*UNxH9S(9&33>hm#uDiGGj6HAteLBq)xN)Pm^wTouiZ}puPgQEV)Ttv0
zv~3sTQ1!~@vN8MjULsWj+`Fp=Ro>%9iJzMk5Zsei^FLoezb#Fad>sbZ4c+rwD^qtA
zjofy=cSJnItuCoB^iP<Z;?`OwbOGL;j1zgy?7T;)@D(u)={ql(0!CkJ1Ls!lw&-$J
zNmVT}6{O)=7bmL{8^8@_mSy(nM^lI`0Hde|+SjRVKG1u=LAcy97%K6`WpX5?#Jg%J
zY2zh52K}jC!NomF?RYdiWQA-2U!^Fm9M>=Zvj20G&rtGW0uSbbm)lP2HtIzZz>j1J
z_oD;SzbOt^1r3_>B3EMlW~0hZG`y;^)xz9&#30)|6={9DYr3qfYWT!{=o9<>Ft-J}
zEXuyEh0CDs%l6=2s{3xLM<BUKQ4h2#ad5bjEfR@j6)e%(?04ak+4KDfq`fWRktxI&
zk%su562I-vfaCL2sE*t>3Dc^>WZkT9jR4MyFNLk8G6pa8-FLf+M0Kof=8Z)UAR-!E
zA5VsD(q1zl^)T!<3$@u(hpJ2*mdwG6^17Q9neFsw{pmM5P;jmz4&9`$KP&z|^Q?cN
zb$h&0lmvo5<BWDxo^!yFxiAVQO7jFJqa_k;m9tfnl>)Hd^NCwZosNRU+Vbip75t6!
zgXf&OdmJn)9%h*5TcA(B?BWI)YzGIXP9bQZ{lZl9l<+M3?fzxl8Wg)Uj)MxpFbIIP
zicMUrLrN=y3sVMap*0eQTg_`J-yohgb-HS_BBrQck%KBt_)-14MDc{8qM~=6*lT|W
zt>8kS@td6N<=Fq(XFG8179bzfJ#U^7K9st`QLiJ<T?gWP@`}>e+L5cKEN;(j#Z^yJ
zmSwfZ`W@c&knq0~A9GG_gB2}%Ukhzj;czl;ni;MoaqkMP^%LbBilIz%%$KKw0A8mQ
zs_?me;0bi16-c`2DL3rCNaZ@d19)F3C&qg6H>ObElf{fajA_M-;nKEaT%bo{1ZN}|
zO0CE5&Cw?f<MfjyA8(~9`<h&i6fT%)2lt5bo*Yy>^Jfy~{>R0A1OBbMq4oW<6S{8K
zD(~Na$hFImfY?-Ei=7T?Zeik8`c<U2ek`2mon6&?!u)Cuo!$6)5V+Vj**;}V%E_mk
zt8g_1mux|Wnf1ArinI^pvMVqtzQpxd-f_XUH0oZo{uS2q1ec(a7JEe=XadanS*bXj
zt^WgdeAcp0%IeaTioy=s5x|>Qte+Y_IxrzMC0^lc^!USflPZY-_hkqoo=g0#_Kss3
zx*S^m)thNC#F=6MzFiVs2y*zbb>eou2hbF9?K$P{y6v;vQpW<#G<gdk$6JPYU|gW%
zK%u199S}HB0@veNMKo#|r9XQ}?=A>~Pu?J1QUMA@eaqud_Sau}$RSt3rY9vL2;VG<
zYo5B6L;*BP1!!|c`$vVa>J2Jj;LCcqZO)?#UMeLuWP2c!i1d{~chj#szv|-bF4AzX
zZ1<n418R={N!46yUI6cTV)|(3GYR{?m@|9-KcHW>`rx)PK}eNg^X;?yH$H!>zmuNe
z&wt=ocz7ynxBIrhW6dhuDP(Y-umU88BXvRc?+Rw%{lk~zOpJ(N2=||%0{?7qI8`?6
ze*XHSUvn-Gk7wfDORd6?S66=3lL9{wzI$)*O@J)-YxM(sr|cN-diJ?h*T<@~?Rf%#
zzoGx&#k{VO`D+uONO%8diT5un>i;3>_H=K7I3ffGc&F81%ek^NT*0<U{_iaYHr&(U
zm(mCP`Jct%zwCeiI|uM#x<5)wllI4v4l+xG(Y7<H<iE1O!&06&=FD|Y{k-dNaqNZY
zqoL1((?jDs<es4S;Q2fQtAE2w?06vb_Yt%9#UXp!ZtnAWJhK-W5#=xZw8Lt0mK0lI
zW--xfx3GaQ#sQx^^v5SZ;j^Ffd<pwISzahb!>Mc`3^?G6=5ZobvzNu5N<ZB%k5mb?
zeu*NiY-lRg)%Q-EXaK#T?W<I``Qp^uB+~Hb!EON2$)pn1V5w9)^4Pma^I#Y?iNg+A
zJTwexWbU#~y)<6p^3T32ywOQ~Bc0lI&Brc#AD*WWqOR32F|D4a|BtNI0BVn6>@GAD
z8r=kbkMQn~-^-=_)40M@VN{6S`Wud>ISITR`NzvoX#Wgkdz=2VMPjA=j^S?~Af`D_
zQ{BD8Hi_8hLrNV5N;A__0}xZx`@z4_M!-isHDxL5i!DNVM!~iU1t3Fz^EYNyWD9cn
z;}p$8E&u%9_=AEouN&P5&-qPG89U&RRzURN{nwTGBz)$NJ+WT8a@j6d<mESt`Ea|Z
z_m-^y$`+hh;t0y_obG^){xhmKPQ5duk9p!zIq{6yPdTo((Z@G5{O@Q-iT3sHn)hC)
zj7(k3H|e*Q0$0CEbw}jbVhi)%RdxNj+qa*e{IFR#H0-V5(fuT;Nnlc<r&*kYCb<gE
zluW3Vb@Yzs+%JMu*EsG`kg~iMNQREC<o~duUi=Y)AJlyYbjkeVVXfaf^es00(4AA<
zfY2u$y$;Dctn=4pg0kX-H#A_kV4-QK!*-zs718@QPuBPq{1^mkD!tY{)<>?@LJx-J
zX6Fp{6Ma`i|NOG;=TpZlq<p3po^jSUVj!QC+$-<g*1NklZV(ZfnC)L7!p=X~v<Ocs
zag2@>x|BiRQw*5iPgiS>mP)w&objuy#35C)^hm`Y{_0-x1l?E#Q+z(Nnu=^sl8zb-
z_z;te+4QFrAclO9Nyp*^3x^8N%u68zSOGL#5Ef)gF_%a?>|uxDby*cSQz+&XDQ;T$
z=BVOLDN22BT@3ySIK7zOS6Wp~nY!4`B4k@y#CE{+lFOUVG4*(ah6Fep_Z?WP+$egi
zc~=T8_rpMpI(ol!dG*W_>A^jLiZ(*$cPX2|3o)Ne9IL6T$dgyORuNIG{ChEAeN2r7
z!@pKLT9ul?P9~c6hRmaOYs-7}6HnH4MDI_@xy4&&O~CH{b5D8RMxlxGE*XMZjb`T&
zl_;Wf)^(XivhU^q8CIhj%Lh&;2MU0&>8Y;N?>4)vr@#5M%xNf$6>*kVSqjH&RIQDV
zjG&H#K>nqbhWx41d7DHbf6mUkwqBs~A58%avu|9Al<kY9-fLHc&hl8#t`9&Gh_&yC
zJzA5H(T9VxwCYz~1T-X5X98C^Yf*wWYl8$;gG|eOh?1(G-(Kw~UCs<d+9*g<bCb&d
zI<^h5IWg}BsiHv+ptp}CW-=-V$mHu>4@T|~Z@VfZlm2o;RVw(Fg|D}rWX>o{RAH%2
zGl^x5@So1Oz(>w-7oZ%DN4^T;BtBiA5Elgzq5J!?nR4q{2=O}j^Fhz6WY085_5QE$
z=V9o|YTsb9I@cG{n6-$FBIN=~sR>oaD(|J*sLyzQZ=9U9jQd>Shl=cwF+oiHa;W%V
zRqSU9D?MPP=pe!aRL{DuADH<Z$2L?PAXBVN=j&P#tKHZfM<3TI>^(ZEWiP}n7(b&c
zD`tHol|lVZYbogrSnBQ=<GXT+#P;470iVPk3&kcuL^Kr6Er<{fZnju`O@vWQ@zsn=
zF$bA?{e(}FsojGS<cbr0dw%1IC!8^UseYO5@nf*#xd19R-N1NH3<Vy4imd?Q_xVf}
z2nuG|lGKMontZhb0R{h$$MCxnklL<Lhk#X|{ShIP#u|gUg_eD}59Lm2t+i<MyzK?L
zrLFE#V`Xqu^RD<-(@xa++b6`~#qu04*H2wyOd+hi={U8t?oX=j#15QG6HNwfP)4o@
zrK9c@)qdQ6;PlNm?o?ySXKz)Ef%Dw6{q)s=2fpG828}|O39Hl336P(=^~t{9EYeH`
zFdiA#+nSz84`uu=qw7M$GtLe%7={Fl$_xr|U`Lnk!!@Nw!aU{P1$9h%;tJ_OnJ^5S
z<~@?>ppL9&-TO^s%)1;+mDs3VxTxXeVZ10T?o&v0;KbjIH%btztj`!2w?@aq@!cuP
zAP+B0s?3}pC(Js5@#ZC+xq=P??&Z+EzMDISy&cRn;{(0!pvyP1ZOX42*-muPv4`Gk
z+%x-WPyFa>38ArDvrrQ#(w`mpfV%dCqiXV+lS%~|ewK@ilBKX{X7vMJko@8maneB$
zsJHhZi;~K3P~WRs?2+}#&;}LaK7a4is0^d~`G;Wnjf|0#wU2WKA>XHK5~BL%xg#g5
zTcOpn-(5xo^W5i7S?EQ~pbGsU1x|75){9BGRs_#vkun%*w{IG@v#MH*;$EZ8wUUon
zx!gO<mUJG_WbXUdLx{JjaPkrHT=%Zg_KG<rmIa^(DyKkShptA>C#$wVd1P~s3e1Tg
zD$D&~s6v*IhFz+tL(wIe%+m_4@p`?D;$3ELO_4$sOWy>(uAMmMWzEDUr3bo)6|Jzn
z=xdwD>qa+bzs3Ik*E$Aysp%vo@597W(B!5lyFj9PZWA><5lqi>{P=)zqQFwte9M}S
z<^54g+M1p=smdH1T&CjdiG1#yCeJ_TE>5i^=r0|+a5oJAij#nD8HlwT6X$)3CXMpZ
z#7)xmZj~tK-f|gB|5g{((;#Ofka6na%}D4Ee^*1@M8oqQUrnkNW%WqxPGcI|>Fn+<
z^>);j);vLB=5;PdN%QNM@q~|<Jw!;76iUCScYTH6FaOg;al*&0CJ&`k*(SZ%QtmvU
zB<?b0i4Vs69V9?v3_ZJIrt*bz%o`<CJoMgnR1a)%4Qyccw{K6#i~Cp>sR=?B&TrYJ
zN-nvTz`hv}>LjhT4hL!9q$o(N5;^Iq?}n7L)!K>iB_@U&bPLnkAYqn=v8lkE=Eq1v
z3`+(Zn&)j+n3qeoh~>JagodBU&}t`V)PoPP&rZ$Sp)?r=OW_@2Ek}5%#?}aoh=f%L
zXZE2?ijsjLcN|u(E8qQT(8I_lROyj8BV<0xe)+S~Z;1;kBe+m+NZ0JwAcz%zU4PLB
zy6V^$1GT}<71HER<thZ`00@Kbv?!4>om`$!vH9rqX(D5N;?*cFa1h03D^_UiUh+_f
zS4l(m%;F}>7n5Cz$-OavcDa1GTROG>7BrY1UmVODP4HTGuOAd_Wo$0XPS`fe&k>^J
zhXS1#v1JFd+I@Wss;;K=3e`KM53PDzexqeGLYL;1^kje&b?eGGOqXiC)9EbV$g_Cs
z+Zsa!5d$%;H1p#c1)^vtdLAYeR?i=j`t_9n=vz2JCG{t-905j7dBWfYf1wS$uDV31
zV1eS>aKiQ2CPD#IqdLcD_<rV)VW|maV^SSyzVU(g<oe2SVd?#IY7&bzE{p3aD7(j5
zNh;L9(34uZClto|XbAps>nf&Sle(5Ba9gOazFjRTdxAqWG^sH(QN20OW}vU9Ue>0l
z1<#b7c15PC^pb-mvpAUiy&7IoOPg`48Zu=)tyl#CwKb4NStnGg@6H+V^XY+@!{CQ(
zQW)mGDN&W0H)*SY9|{xKJGdlrB9F4QLrb`mCOVksk;6xPz|as}J+Yz|k|RY<Q5sSE
zY6q|5nn_Ps$y!tD53cVH%p9TFzm&kqJ@88<1r8~3KWnCKoX0PaHJK}@8<b+HhmpUB
zhBd<#v{l^QCe-<Hh+WG1+U1>nH|@zZl7Br8pEHi=Kg+HS!XdelR#Qwl#XcvN&uz-+
zM#Wq1;c$N}T2gIG<AY}*p87ICu@2|qs{LF&)ilRm`y;Tll9mtcy>58VNqljil5>dc
zSG%#-Ty6Ei@lF}k-%TsQ3B>{e4xiO6m{L+GRM(GpmnJv;6i&Q6tzlu?oz*xSl1Dly
z$R~?&<^`QUmQ$9#8(|Z828~*McNH?R7ojoX6Xr@$x_MN`8e1uw?Cuf_aIY_fU9|Sa
zXykik><!eUaq}!wE3oU-WSx6MymAU2c9nE8T`uPlY4Y8rVldNju;<NNDZd}CO7TCI
z7)N!thLmV8lE|C6Vur_E4Q#9w<FO)gcMDQj$atiAv=zfN+P;1&9gKwTjp(hNRUphs
zRMZ&f=DVw`JQwrUDq$`cNQK&i>n3INZF19x=I?`(v{WC~cV!oX7A5#3R<3r^L=yA-
zFo*k1>vf|lpr~9K{-fp78(o$Hs6HbCWgZ-@c3PdN6pG(lKkQ+otLU7Ox4R%jO6=l6
zFWil;4r^nsc;FrT8sENMzUnZi93%{5cDOgnu9`jjY2>7kohjbeZGss%U71!3Decxm
zi4$`eHSErgGYa#!yvnLHV}0*cW;vG`X+Z6q0ukAY+KNQi(5xVe(+^SC5`WtHav!+H
z{eByGdTFf<<p7irw%<MxWyb{fX?&=k&a1HNTab|~b*bu|-;21(ja=lq2f43ULcLRS
zhC->=AJT2ID*f`)0<S--2c!6~-jP~A4`mjv!Vj{%-+iU_$ynE#7VT-Iq^aal5W>ri
zsl8IB*{|lHWf#$>TQYMYnowe_dEZl+^#<&sdN30kM1Wyb@!j9ZI9T7$!bAUR=h}hm
zJfzUbp)}s-ucjjORS4M*qasY?{9LZuk~=|o$Z0-9{Fqf%j85fD^t%37JOlK0Zxp1N
zALq|4&_9L@p_v7wb{UITaYBh}Yxlq8+19uC?+wW@OcXu2kWJ$_FBJYpfjPkh>=eER
zN^~m1O3xHy#rT%gb5=_vNHl^w{jv<6UcDcOSIxnH5+byy5G&+sLukKgF?c-ltW$Xw
zy7~9b)!!RO=jRMkGlViSvu2c>U1qOCHNM#CZdvE7(F%>z3`F~Ks%akZk8iXJOed*&
z7BMY<&;ON=ZjGC1va`TL&w3`|^T|BgD<Z~`8}q`Ll(lD02h)`E_2+dnx{w+Q6KVLf
zm+;HP)<JS?<e42=F!9Qw&!s_0w$`aX6&W=nNkN}V=W8#>e8{Lv;&g|95AWo5ERQNl
z`zjYFiFqbJ3+o-$4+hraf!{9E2XDoLMnt9Ml~2`_ST*XX7Q0oxS`YW7J@X23xM`qJ
zMN;eMU$<X;@xp61T&-~RrttEu@QU#TORm>&>C$>CmFv3f`7OvPd4hj=l5UE!s;Gk7
zv9s5uitInGZ_G#UDffFNW_v70$6dT51n2+uf{}zLVzt$lja(z22pWxcv7E=&CnX%x
zI<r}-luI?jXprnmQfDw$J<G56Msi`xeaVfic8u_`<eL2X+Br@AsX=Xf4-BTX%bHG>
zX12JD9%dK7_JyBhh4l-f==_iGwQ$E{<<P|~X+I`kZ~}59LRUV(#8obvS_<X5NmGs%
zfyeFymh2JbAZY>Xdna-S%qZmSO#HAORQ03o%hP1`^>LZ*zAer-Cl`8%_8te5Bk+2E
zy|p=Gd-;H5j^?#o>eW!HJ|}0o#pdC=74BhKpbMF2PN-g^c<tl6IPTU981ng^r}_&O
z_$x}n+z>bA!swwimEXw-YJsQN=c5XQZzbk@w<dcdZ@c;w-z|H=VC_5ISn3k3l%cjj
zlEZ(1X{~RF8a;bIzx6VRj<^{zU!)9Y69ng4kzj$@V49qcxc@xzyAx@s!d~(G!{4rV
zawbJ7N|0Ar-%xXHkOzt=c0AX@ket(k-Y4v=^K2_b{RD_eqh<8A(2nPbdSP8xF6wVo
z*{9NOR>df_GE+wJN%HC#mmqU^s2FaLzKloq!@Q?c{CSiWkS7T+?3EJf;FX=#g&`J%
zi!tEaOhKbAZ=kh(Dee5HS7q)dQ4L#1{|*2h)cn5HOAWuRORAXr(vREHcZFu#e_rKE
zD{MqH4pcov`z7TW)pgc>o!8ac@pQz+?yzx<lCA!IO^WZp=B85RI?8sc)X$ANj5S>T
zid7c4{IT5A@~E(%a|@~V-O}5U-2x>yT$yno$z**iu>QNmL#5(#s9P*h&Rttje!RR9
zK}#w=hV?DZ)}~U!U@@=}y72k-t%L*da|w^@P3bSBJtm*rOM%xeac|_A8+HX0=M2q|
z?@*+&FB>YHx$ob}zuGmEVv4u;iJq7N(_09*;*dnF4K3K8W{RDir1rkkauj~{GtY%;
z_=BH;MVar~H}jT3)DakTzFYBXx^wT!x^eR13DXf*as_RSeQ!Mg?8QP9MoFl9rma)0
zmAu^hWBT`?CR0jo27h!k@c22ZZuby1AN@GdT-$GBm<=DP+3;+bJLXJ3qz_9CH%tX?
z^^6*DoiIr6_l49=MuKrz#d&SBn`K_qWUWJOMbL-z6XW3Lr>+kl6x>i~pENn_@#9Ji
z$AhF(U|g9rz*wI|C2JWl9k+5PoWf=fdsux?mPzxl%`tw%Ml?0Eoo7wC3S)Ur@?&Wl
zgspYARDovRCeWx)O8?n9UehvIuL$qv<4RTR%IA~tEBAU2-<pbCVbe*>jm6_j_?CZV
z0yo8R8te2HyTNX1V^_lk+$n1-qCop7*3Y4RbmKMnnpNBllm!XS`)7D~%KpBh!B)~n
zMz)MqHban`yQt=Uq56)E#*gCcVhl1b9VSFqbE14F$;r<dd1(xlr(2p`ER2>$^xZ1y
zDyGW&kYAj78U;u$T6zNT4oSNYDX@~;D65*ceU*iU5!6qMx@1tO!BmvW^=BXquSttn
zeHHvt<j=Ck=y`U;b;!zB`3miSx#r|?TrbnH7)MAd44G6qS9pP)>hWZ$z0{LpOB$~@
z?ZB#xIFnDv&EsDl1*bYJkiUPrNm&s9b#F9lY8rIZF<)n&H#kT$Fp5todw1Db=JyAy
z#IW8~pm`mA;={>WAM`Pj(Q~n>>AjIAmi|>%=&#}l!H8#?_l0ssLGHx&i0rb*A-~0S
zc7I##f!KHKR5DI(HMLY`NXY=A#`B@z%$(-+OVCF7A>N(IYcNjuV4l_d!6{}#-8?f+
z(brW7JhCeo=`m>})AtQtWme>8K~t;E*Acltwo&`8*S}`mr6xV*bL8xg$`|46gZXaS
zywz99ahKd#184}VdAH0VKJXEL)*gG>v{<1F=NqVEa?cyG?fDCv`Bk^@GY+%0yBZK;
z%ne?<RP~o;o!BK~oQrOtPSozE10a~)+WGf`rt2!32`S=#woK>YDZJtu-`OWE@zeK9
z{`~nFgFW#oIiDf&#4%p_z*;DyGB0-i&4FnB(9RTs1^DJ#ToMmSK7x8Ie|CB=uU!q;
zn4p%)jIXM9>DJ7<)z)D5`1SPSn=5nVcq30aczc}D+fMD$3or7~E=<Mq<@Xipfc3>;
z#{J`uBMs&H^QBCi{c+#Ja@_CHR7FUxEsK;?Wr4`Mh+#ikcI-)3*KuFO*goh*V`9!@
z2I%{4rrUy~Ubl=Y>b5uAwdrtBakXS}@K*NYVhw3?vr<kEKD}3U8mm_?@va?lzbKhf
zA@tp#iv!QL6;ZgwF6csKvu0}M?&!=|OZ!2bhTded^_zO6qE-4%t=;~Dcpkdpkd(SU
z41(8UUJUF;&T~Sr_9=`CmKW-NR>V81**)WZ{g41vS!KCr1`6oBpj(xnL*jGS>4;#>
z2t)=Z30`grRjn`y>)8R<G3(<6k@@z6(qGXnHRCt$t9F_Cp8n49*hms>2j{;MJ1>+i
znyj8a_A;zORj9sDEZ6J?r<{Ad_T6pB4boOw6KJDBFs-LaO#!-o_*`f4!i>RO>&a{#
zmv^K%kWbSCgtb6UV-CCnmT7u2RP&WoQ<_4aCPrwje&6N|nkY}IUqe?J-pa^-cbpgQ
zLlaXRI^CCXcLzRfOk1AFJn-kW+#oQuD3#T-Q1k5y2$Q_zk?-Fe-n#%j610HbN2rPO
zcvD<CUs;#4DHdp%>|djQJv^!8hGa*DF(OTcSO3X;+=kWigd1C_SJFT__-oJG>lH^?
z3RBfR-i<#CJryc3phpidM!c;0GL*NQWiB5%`xx{}qHYsN=@Di!kS+Y6FC|O$7(s_o
zws6lyy8D)g)}%;qCP!1_0H`Ne#`Wy(fG{v4S5n%k_uEUkInK)xM6dYT4CHRh`rGRd
zXsbb5eWn<K7gf^O9Ir|ow@7m}sSR?8HImJ$m8<0qy6Tv&h>R;1@|us>7lcAQFV>`$
z<g1p!jZ9VhK{5BTRm-oZMIMZsv(Twa_UZeCAZHjDYkoZe)3A&IVWHCM?7^bmcX;vi
zeIfHLEe!OrD^Y$1Ho+8)>Wmkh{uBBY?h$5QTROaT|GJ(iJm1}l>w@d32@#REy{8w7
z>Mmdoj;jmX%^&DRQj*Tbxyy{JKbPsC|7aI~wy*8-=W3j95C&?KR@C>SY){sieH3=2
zNFvhJ^n9l+^*z@9V-Yi1z|!i=XIr#bp+1`Y<m}P$2)A6~`U)|>Wgz$7?}mbpYLyfd
zBTqRrSwfeG;9a0^RW#c*0`w4TljHkbaiTD@d~Ga+p;rNIyiwqbJvb<+Qs|4=%{i0(
zuNTEz5y53z9{X7<Yu!dgUM~#yE*yf_oQqE))0r)jlWHSF#W;U&S$ZE4CW;K^nx_R*
zjEffGxJBib${%(9mz(e{$Fep`Bw}cUnUGXM2Wc(-iEW)WB1!f~;(<Kdx$pc?r23dv
zi?$9f)yuAOi2&ATTQdggjce4m+e$y#@?dP*Co40QBN4M_W3tl)9-its_q^LL$$2lN
z<Wlc7*Xl)S%MX^H-8vK_UixOn_Mh%fKRgk29%1%G;`YuWch{P@NXP48t5-)1uKg}2
z-F33z!_l4S@YdsRuSlPJ+U(*CX{jl}Cmy_aB@#KX$T^4f_K(7A4&sTD6eTJR*n(^A
z7y5VkTcM5HJ0faX>PKPcNisp}NLvBT@;my%t~Yd9C%Ll+#p*WJ1wpSp#-qO1845=R
zEMJ?3HMaDJI9z+ZQeS8@GNQ^S7B@B)7*sUihUtG=ytY(}xPGM9@Z_Zq-=HLOuq9@z
zQ%AtomkvH7v3REkU5)U~%i)yL?+8ousT1qV@4cL8qz#xA8EHtapbH0s^ezUe`koIi
z+FZCXr7}|w{v_SPhTIG|4uN62f^x_uak-is)mnC+RcJ_*Ynd1<+Mv#>ebpeYP*jt+
z-jhgImhCYba{0EgxjBEh3##Fp9e1g~EF-a2Rx{ZiZ%&Wr6Kd^z$QwG|zoK=Ld)cRt
zx7v)|?m94}VWYMFb&KO>O3={=VI`yvuDMS=oIA{23yEw`y*e17SyO#W&cOH8q`at~
zO%Ay(X!%}-#;Uq2=mWIYZ|v#n*^^XQo&xNtZGJJ%YwV<k>XZou=-xNz{^<LvaIo*)
z+XI53_4VhCZP^dch)H0j@GSRa^)=~b&O+63z#M<@HHZ^s#OW>(@@)wjtI4xOv#7Fu
zx0u3ms0?o(Cztt{gWmV?QNlmv6walLoLp}8s_j^XVhbb3E>*SY>2>uLFZesl42p3+
zsxxZymzv|=9Dh^3B^rx%LV4FBkKF4rn5$aO^M*GEHl=8VkFo}ZOY>|j%>^M^3mZWN
zY5h4^BiA2=$cTY4nIFuN1hjl8f4D2|HkvC@z>AVCRDv^4uU8kjNw<Gw79a;iLbWQq
z;Q9A$M1#c6I3B2z892sbd0n)(b9EQMq+Kn%uWwu4BdXS%(xh}!>mv7UsH*gt<Bu_l
zB0XZR^)VTs4lq5BRIy6c+)@yA8^|d*qT#;wk>N@aV#Ms!@Sde$;!g*=?Of$>9Pqff
zF2|CUKkw5#(clNpcW-K@1*uwBpHY%ub{oCe(=TM6>x?Qp5y59;xiJXuzf&wr1%FVt
zDt9R<+s8i^o!ZeZbMd2woT*~4o38=C@UB<EVXT>nFtd+ZHYy)-LMYM|gLz%SRx#Dj
zBTf&QgUx3aqfVM>KJpF;F*z3+7l#3NZM=EM&Ry&4wnpbr%N3s<I}-KtP?+w{`+Lp>
z&8fkj!Fbqqs(DU)sbY3b^IR&3`#B`>A!U$|FRp~-oijXjwBgUqzbna~ydl-!&l`n4
zKR6KHyzi3Crs)0$;TO;GHyl}-#DPaBCWh=2u8|K;eXEsRc3i6qV#LOmYV6>iA&l)y
z$RADQ5u<iLv@uY*^a?^}ByrzEgd*%m-<~*FIz5v<j?r9nX21O|3G{9G<8js`%&+P)
zwb{qZwrU{KQn+D!Oa*brqau2vDdHU~*;fIA3NU&;_nQCX#-8_LqozAVVlcjjG0tlm
zCz`A6Y-mX!SU$5{>Zuc=>OO(Gftr`o4nKSdD9EkPoz%;f>CXL&Ty;%#O&wKn0~D3m
z-#=9=UOtnSVPN!|(bwO?_bu)^n-gHp({go(Tf)jG2v|K+ySVG@7x^hxYxh7tc#BJN
zN%N4EF+>Xrq8|-uRCjdN@7>$izpezGt!(o0y0!B!Ec*0|WcFQ$vtOS4Jfd~Y`<>Iy
zfDmnJE~6B3SiZySoP0t@Op1EJx?kc-EXHh3Nia9_lv1UZ^Bt@X);xcpM^-_zO3#qu
zbPll((?*glYP0)u2W>wm92&LSp?*>OT+}i2=w^sOLZgcInPFnq78awWkQP&dA5ePw
zYoO^t2lK)Y+&Sg<o$r0h$BLZ+31A$*wi)4zm9UKy!O!;^Hxzxrqye)Tg~^+<t|`Z|
zvin6gLO$02`oSwF&gSk6kXNx(_K(YUS|xD4BKqQPwb@GjWeIt2kUMlkD&yIaH=^5n
z?^rI6SOgeKQ=3qaxBj0uTtfLT0rrnCzkBTO(`@_CEBD_2!xaPOntRW7|5c>-KGLmx
zSUlJ~?$zFX&u6YlUE!cf9?$bbMfe}_xV%~2@zIq0sP~aHrRdCqf*b_|qJEY{YIaiH
z<P-RF2zULSUc0s<&5#(3aUM3QcomXnDRa%c#L00QM_Nl#g}-u3OuS0%J-7FL<Qwr*
zDoxUgjdyvh?*3Isc&Z>liP6=>Ail@vH2g5~-0?B7%bo9%A9FI`&Yh`H_k6a`+Z~xF
iM)%z{@QUa<HH{$hCdzxA4gW&|xp&*(R^g2Y&;AF}k2Gum

literal 0
HcmV?d00001

diff --git a/p13/images/q10.png b/p13/images/q10.png
new file mode 100644
index 0000000000000000000000000000000000000000..d06324756d4e8c260eb89d2342b24292785f0d70
GIT binary patch
literal 20884
zcmbun2RzsP`Ud{3Br2I9+c(j)vNIwHQQB5yMA<9JEJ`FYDnt}Y9;3)sRCcA3l@&sg
z5rw4izutPzInO!IIltHc_5b&3`Hs(ckNdvv>$>hwu-=|s49mHeQz#S$Elu_P6v|>v
z3T06d9W7otCHEo>|H!-T)OS1JXyta=%;h*m*UZhy&e6^8q`83maTnK<jt*Nzr9~w-
z3!HFsb8=M>6SM#42SgoRti?9U@bAPy=$$kTTqzVrGxBHAJ(bjx6w1CuTI#9?J>o|?
zy^OCOpHrD@5r1xQ>>$%>y;oM5>4!IN<V#!Ax~J{#iY$@lm(L9!=BIo;YjwTIX3)y&
zV|L9~eP6j;i^IhyZG3I(-Y#O>NvCTqx1P?w<qM<VONFgxUn&jsOnNJR91kBVE*z*+
z>YgqAG9<*RM#sd=%p8$$F?opql}dGy(FqU2ugl`9_=zg{j3yXA)zGmDkssIo*Ecn}
zcP;C_<j_%gE;5oO*S2MqWbDiO9vpVx3OYeO1A}1Eqs33klYdyN>x2uf->^Z|!=o^{
zoScpR(xppG?Ci~U+`^g*-+WTX%EQFe-F*Tly|-@T#*IvTd|72-vKQ$iX&5?f7A;z|
za0SLXy92A8!ez*nGYe~~<CjK^0DfX#W9CnOvOG`E^1t7#7-UJQ4B_a_uIAfu@F1I|
z<eK8sU*6mOT)`nKuw@IwO@&kb1qHI6lb<i-*|x~EDsSD&db-O;*4x|rO}53Zl$4b2
z;ns(T=Qfa$xhCJK-6mG{OR}xN@k*)B&!miujMn_)$B%O=dWc^N36XI9sH3i-Vg7xz
zGe*XqOIur8-0{6)z*PF-%x7C)D+Z_r(3<`D+F$54$Z|MC|D0plEc>o79@S{kqju9#
z<QCGy=>^Xx2NX69Hl#AIUcHo3IFwc5)c<@n8#}v9n~ahYuj8X}+I+{ZFbRvQPcQgA
zKMD5r^>sI<9SFL7nTBFq>b<73<n%6MW1iCaIj`K4u3KdlJtx-BOb%Vl&6V;Vd%A4P
zrR=1n#plkQTQ4RyaCoidA+Au`rAwCv1qZ9z*<~b`3%YR5ZIR<Q@)n+&i?1v8T_NH=
zaP#yfht6VY1Aaa}QR>>Yy3fClw2M%JFsef@nlp{?Uj}ZOm|T7Zw|ggAvToi>OFOyG
zxWB)D@mZY2ai3RGdy)5#9KDU#7N4EFb8zE@!|A8oPFOBU-E))0z`#H)xn53zEw#LC
z>3~JZ>xzAe59M1NQ@H~g_usj5XZ^;FYHDi!T1VB?7GvsG@hfMD*-n3da&C!k8zYY#
z)3s~Y<j#Ce8CfiBqhVvSvC$?^HP$dwLtFb&0F`R=#wJfM?O@QAE4y4=BtLxkaBF|s
zt%gA!-Wv_wUH;#)E3H2)Pki`7ShKRSl5+OJ1Mw(qVKKMicgzE?6CL;c49qcV@A~8J
zUE0;FSJR47ZR<}+)zsDP^znJDdd9~`$;H(*B075DR!vQtaZggW<}V{B<@{+K<9=87
zR+_Xw{#gE`&hnnb`}gl>WD0D*jEva7se1RJGK86v^Pb;@ix-X9w$*1YU%vcC=Iht5
z3l0cb?#^=A=Opy!=x2SEFR}CQ8yZ^C{juR@)xjf2hT1!_d`_LpQ{}c892~^Rwv=H<
zZN7A~BU&R_)!jYcfTQHor%zTx7Ut%g8A9UErW>>I1pBRcRn49lobLTfG)~~uNZab|
zy`APQSx3wJUqmw$H{7u8GXBo(^eyec_U&h%hI~4F{qmOJkdT1=Y3GeaW!Fc)=*P6h
zKkXGZ?*Gp_+#n^zW@ct4=P`CmtMm4bivs7LJpTSZolFllkoDWSk}stJWo0U!6Q9gV
z&emocDC7%ab7^U5(H_TNH7{T08eZ<xCpRti=S_=_%eT8J-@M=;TQ^_HVai6Sm>Owk
zc+T%VrdoejmwTU{-Yv18v){We+`oVSQ+vVvLf_fq(qA<ZYt@9Kf^&0o*{ds0&bg%@
zNZqqW=a95-?AB{W$@NY%1>6lbdGXKQtNl4c!?W^nuCwmN7pSt1?=!k)Ec%~cyO)_+
z`R%m|BZY4H@@JRVY@M(_rNBE{G{ATD`gN|1l*iVu`Ci6uUABUKv$)(;yJJ~s>{e^@
zH@8${#LX5X<ekTGCfm2?%Xv=RE9D+_FVqw2+_-HUcWrI0ZnO3A<7SQb_PJjUia%;%
z!uR#tw<0=f#LZZ84Kyd;JusX880W~9In<mPSNlg>+3XaziSLi&zq;mU`AJk{Wer%f
z)#}*H#9%02Z}Ju8XDahQ_Wqg~x<58KS?Tk=^CH=ZM>-tng*Dwag=z#$PfuG7onaQD
zx+q5P2{&HEDkOOq3;%FB!(FEr{Vqc5)(MJ;RG*7L%wFP})g`)3Gp;7Ku;T0vD%B=i
zCT!K&8s7D6%Mn+c?C6;z;*R;NTkg!x&epjc6x2Z}d51vww~SGZc)Ty<gcKJW8=Di$
z;=JYFBr@0KSZ=kV9;u`WHe|qc4G-J(_4mswuu-GU2d!SJX9dx-6e+!*WzkBlKM@`m
zXZt`~k<!@GvQ}0$T9&6TKSm&;y|+^=!VU4Mu6bZ!pnXGR)p)IV>vC2h7u!ca*X8KA
zxw$=@l#q~czf{4LxH2kJLX}$ZF{s4!eSPG%zb)fcadlN9<(9TO;We49-$tWP=k{gA
z+i$f}UL)*<n{=p4I9>KAdEM!z2WuW;M;$)QF2%**;^J~kZ#@som4{bCsNbK^1a~AT
zjr!U<?|PA?;39)z;gq(yTFw#d*6h5m&xBm^!|Kla(qB%r9@^EYXwA#9bMyi|OCDGL
zqn~*ndAF2&4sv+iTD3FcXT(CJcalbIp<B69{mdEp#fum7@UD`lzoxx3&(Qu&opAJv
zh^tr6$H&LB^X^El7f@C%ZS{Q5%R0OF&qbudlNW?osjN!PVX^I~cNyCdaVGw_F<VjM
z!Ym$@x_m09FYJ22-r%74B}nR<LPA5YdCRtoPv@p(DZF1-B8FM<_h0P3npvLSJ)2p6
z%_?R4qjI(pHS*5k`7}H!x>HY{re+36(|%{&_aer1*2-T9tBIOJ`^r!#N9>jPTB^&U
z_&m+NM<gH1(^+p}kryKwdeyTnTZgZB@$BD?38A_OyfVyXe8n#0`sY#Ao2v{$@+({Y
zX`I;O>J~o28^1-9K`tbe$KU6tdf#O^qwo|=3A;s?GPC?ve02jxwsQZ01Glk?pEue_
z@87?lhmD!Je%>ixK<g<@@aCl7OGtc-neusPC?YQI#i$I`WqJITPaW~jK^j0U+p{v)
z`TTseZ7p@zf%R-PwY5EVsv^lvHW4>&T<YjB_KDq}rfy{=%(nc(lC>5%w>i#T6#4F*
zzOcrglp;Z{FcaT%N9`<`r$$(rBiLRks|V1t7+l8Xs#}U$n=ZU3vG86|yiX7<t56OX
z`Dx#7>6P^-Y*ujYGTr;GQUklf-F4`yuQgxNQxSq?EM4n#2g}?BBO4g%yRGtAoE{ni
zD}B3n@DJgVhGFSDiE&K;HxUg^QyXSOf8!mQ{^0{N+~o^k&F*<?>V$0I0sv~gx@oi+
zD-`?F?o}*#x#1UnsQGAY-?9|bQupSB)cW=7on}-lsnjDq8%snVgoNH>Hq2z-cy0Ok
z__*etJsLm`2RE*EQ@EMDV=a}s4Rg>K)Yy3NUXx9LWS(K@)vIjFcH*k1Drkahf;Nes
zzzsEHfB(Pv|2^ic{99|7nGK>}h-e<kGJg8(!V2e>qo<#Cb@4xa`jkMZe7jcjw^Mjs
zbNB8YfCt?pBcUdbJ<Uei@>T`ih(B8HZw0sl%z!(=1fEm7?c{a>W4KK8v0h&&x9qKh
z8=XJB5!6XgT=QD_=jJSv$Cv8jWG$YZr^grc9~@gmxs{QzGGG~_hO@JT)vNg6ni|dF
z_m8<7?&|K)(xU%Z7dOzI7#JUszIoxs)&Vf@S|-@^G+>#8Q}_0l@$#%MqQzRGj~qF&
zcH_q7YIMjAiz#m#8pf-*9gqE-8sXe(b-8q82cr@;El<3{spSz75nDXFE?rtqLra_V
z=n)SvZS(AH0wslC7WtOAaTsCWQ*P~!7NzZ1R#w(q&xV-Z6zwxnzYBm)N;8adtU1E~
zX-*;Eq0{E)Su&mL3h}iv-&rOmrnBpIU%%z`eUwxD7$wWN$p3qnA3uie8SvgB%Ae@T
z#^#S&2^JO>fv8%i>9HQ+u2cXTX=&-1`<pgy%$P3+bdP9wpzVL~z<~f<hoGDsXF@_k
zvz%o}u45NpiTlX2-YY6$*%sBGUm#XI@cQncIQC=-<?M$K=9KOF`Z2W<j~+cDP&r=3
zueA2N!6Od|NlD2J9wp#e`As3k@4|Su1v0PIxOKF|9XAf-wv0mI5HqPj+SZ-Q$ys_q
z?VPgDO!oy2lPCD-SkFa%s*DV~MRnLtcXt`et$)K&p;~+Q?mBa(XztL#gO;=W=W)RJ
zz&@J6YJNX;b8{-tl(_Q;^?>5=a3&xoi{7eG_GRzld#kUk6%<?q(BUzZSs?B?aY83n
za_P_SUv?EZbcSEQ9(dyh*Q|buQAw@Cp`%Cb#Z78sqN6zwj#rvst@o7*iD<eGyxIxW
z<ouz6{t;$dJYl7*OJ9vu^`w6J*ZvpIBW==(Q|~Nj`%O$tJo+Mb=@}YciW1qIWZRNO
zd2>Rx4W)$>fWJmb7q0l;smOSNk*+d+;FJphNS2bZT0ZLPG$<D~FCTU1s$xG{=G&Q)
zbvq*~Yt`-Bx9L`_D8~}iZR1sNqf?{n@cQytCbX&Zq!gE>wY6)i7b5J6NY)gbOHf?=
zL9M6P%Zbme4@D@)$^#i_`+<<BhabM~9vHZ|?aL!pN;tyZR_j;Cs>66`?W4CC1<KgB
z9qTA`mbucxdos`P-ocF()zxd|<<~enI|Dqw8FUL<Rc9~$17TmK_Tjsv<mB;kMinW8
zveREod=^`5!m%pu>c)j9B!pp{EylW^;w$<E4!o~!Zo7DAcl5LNc5aHe*OZ-Idp-lJ
zu+9@km0!0^wY**@D8+2GUX_%TWXF|WqOGedz2@@$!|4%`k^a~`%Xaqj<r;25#78Jk
z7dx==8t`J@brDhR<oa8;Zc&i)_mrrWY^u<-<WNi68NyEQ=;%1!A8mRGYnVP(N4Rw6
z^CrRbOpc{L?v9O(F>N}Mb=7m49ZQ~NuhQgIlmr~uZ_m2AOjq(L>U)2!6%n@It*u?r
zR~xm{$?3t^*RL$6-=9g<f9#pp`o+M+M3fTr^{b2RFFMg76kCh8M<I3gequU$V}BZ(
zOHoI6{PTX7+XpxD@^ZxvVnL{-9pv)9u6<|!i9Ewy7w--%mtZk?9zRsjN0WB<uEt7k
z866J~kD%#kkDi_$!O`L&(fYIlBIN&9weQ@!e?QvOBejZV@Gi<rE7p{ZjLo|)e#(jQ
zF6KC*>3&pDgSs2g@wy^yZ9@a={M`4l@n$1O5=BvJAii%uabo@T%?AETUQ<uX%kP|)
zyxkrY7UqzzEG%5LC!#RX-{0SA=-an%BW&~r7)=3LS&qrcN!ot=h3e+irR?KbOlu<^
zYjFh}G%^a=adFjcEdCg2TXw6u8^=cqYnE12R;s2QRLeZf{i}N80!FDAU%`It>!7k>
z<gmhwW94ddp&VJQD;|9=@)}`0X{Kp64DY{usRQ7-=IT12&#hY<RGEt|2KF5gjpn`z
zNV@)-wn>I@&?cdh->2RauC`-`F8jrl=3Te-1VluZ{Wa?MY~Hj9C*v~~Y&~^>Gk926
zSjbBLp;g_ph_$=MMhd!QiuF>qrQf@^{n#;q=PzCqjnK6k{{~F*BW)K3-4syM%S}cy
zkW<}36yCij-1kR6$7OyMKHhEa6<zalrz<Kdq>2*_)YZ>lE#D@M)G2h~&ucsAt`)AR
zsEA-HaQ?&;edKrs-RXstTQdoKbp27}R7a7k(b1M0+dlkJgy3;kNJZ7AuA_&Zr65~?
zn$%nsKO}p^#qQ3H_8p;!1bI;%mCfBzdzGIe^f}E;oTSLMG<YETOSli~hXkx`KcO$(
z@-8#|V@?S^Zn(9Ue!so_7L6->q1YpIf=ry8bQC%FVa|N}_CVx6QrMkn&(Cb~UpLgf
zaQ-@+U<%a*6}1S$O=Xem04iYo);oCc{K<y9f_R<m5owEcn|l8IhN5Q4t}A?>>XVnb
zkF+(Nn8kL#jPLefZ(Oe!xY}VBp09n!#)UDD>{AUO084K7H7Q5+_37^HZ?$|37-eR5
zyRkef)R}t)m6~){i!Y!t>*zK%4h~rZQ)A=HII5PCVyk{RpN+9}G&0)NJ`v3wfh(W>
zaVUMPVXsPT<Lvjc`O31nNwJl@3XMtKHB;sm77{j%>xFk=NDIOhX$LEUSwD4^so2=q
zAQ>^<vVNT~^A-EV!^^Ap&FvjCE~h`NvLM`+A$Q4eC2dFi+j+#m52#4DuIHCJ!Sw#j
z0Pn<L!>-S_Z*mc~%f))MnBm&dDf1;~LF;@#k|G?<o<wB^K^jE7dZf4At9GlaTe-BX
z;A-V4xIM!^S}D9JQGhw(VfWI|jM~oVv)M1C<}-~7%s*5F>o)JbAw}PwZy)99fud^B
zXu4+e+XoCynYGNv3K<UBQsq?*^K4ctD&ClLFES3hw&{qrk|Hy6C#~2COWiH4fqzIx
z#0$)#!mC^LY_uVjk*v?Oiz3vdc5<@dcD*&oAV(j2u68MURO=b56ZrhO_P^fWAS${_
z`_9|GHqq!8h)G7B-F{d%mX;~C6LUtqa!wRv=KYL&F_KSLa2aruo2jLLi}}tzHFP+`
zwCsHf*q&1)X^30B<P7m&OHKMX?yu3@_<-TsU+W^n{>z%R4Zk*R+7uBUe%91)cD0h{
z#P<6pk0}(D*$LJ?Hx(`*!tp4$)oe+9>Uu+kS)LmM;pXLTq*Vee1QO$2@u^L23cP3I
zTCKIUmz#KvNYgA`s-={B0Qeh;*K_!~fHad@_uD(WnbZUTOu#k1-Jw7>q`G=mwS!Tp
zRCui=-KtgjRRmK7@$C63Ff#vZKt(^#=9+3Ns43<(Yl5FV+5T(xi{G--5`sY1M}*{6
zpV!npdH>jJ(v*Xp-TZ4`Eo%Rrc6OT&XBrX?&~Tk5K1cP!5c8_|^3c=M&)iq}(Z^b2
zDao_VeI>R=W#Zg~NQP0ttBtCJcx;X8qtQxj5EK$ppP!62^$i9Yl7tOIIosD~De8)W
zRu|QB@lVlP4_L6A0($HzJ|S*d!xSKc4f}AjLXN`k^4P&#OI^KjC1xv8+2?^nrvf=4
zh)Q)`T?S-^(m7BNGpSmA9)HK|*L-I;lB;%^;&#Vurr$5U)aCn=;rn|pF%!SpQ;4t=
zBke~_%fMqyeCg`is2bV-_i~CkPb15v+@W4A0s*(EsEBYOrgL98a_!sMDF86XA5FE{
zaw>V|Y8Aw7bIQ9wmF8mj(AyiAInYdlFu;g9!X}RkiDX6+%Q_`R2qeP0iN_<Qk?y+#
zZpga|n|P1!ocL5<&gXb?Yu0sv<JQ(d8b!4;*t(awq@RajH22x|ed2ZpFA-Vt?j_(@
zDB@aDN=k)^qt<-cKlrU-HhN~}JgWs_U|YlR>5_Gtl){|+fIm~yztW2PeZbqJg>M;3
zj)F9Z|63L!=j+v$9X{NeaXmg!?e_LPdscn@`ZYW;@k&e#XX?yOAp~tCEY=MhHXu7T
zMa%axY-3G1EG#2)J(wWe%jq2twl2`;C9W9yuzzFHgF1`fDJm&RxP1b$U+(pI9W!&R
z)&hWea<cjYQ)>tUpGy%BzuzzCs7a#&2kDrqRK4{N9J`bkf|C&ob3|z2^ErL>DMXCo
z&ZH~GY>`1Vr<``!Qg^V2sz%mY>NbPGUJg3<I!{7S(C{s@-f<&Y#-(RxW<2{oex!<t
zy;hB2mJc(q2$yl_2*OZ)F7qA9YkA;4Vi@JFaC24l75-|}E0$-@XRiD?A6)a^Fh_-b
zUImFNgC-5NlJ%?jMNZ!a>%WxEhyC%##sC?~*p+j0b1{;~7q;ur&d(oz!!(A&?1z4X
zv?uP=oDE0X_(N(;EY&_76J%s$v}?^-nwFN<99BCB;4UC8&IERtj*jlZbBRM6SA(>D
zy4K;J3r4?RDJba1v-yB~(&7U%Th6R}3#x6bX6+SC&}B=>Mb;PImW~jt9TGS-)LeJN
zIoD=*UWB^K_1bK9&~Rmvf!#7jzKZGb-unBdD(bs-p;UX`eX7LQ-gbkS*e*{`1+3T}
z6qcYCExMnadspO|s#@|lHK6H}fUB3qJc3pTC;%+ZOSQ~-o{@<H_HDWJ2kz>qBDynk
za9j)uqO+}PGT*s#C#SNv9LD0VPON`|l2;Py7LmOP6-c-fBhQ~d7xx%Dh74%&@ntM3
zyNc1y5()b@sjFA79((`j%&K613ZbVDZj2kAAMiVfh%vS9Ot`zZw<0hU=#FByLGzJ9
zLpyMVa;HACfd;<}R4d$mCpEP<RQCN7+=~Qawa<_LtUdP{t$f=&=%%Tq)w5X!@qs)0
zg}}%|>(}OB6IbbmO?~OQg7i--_IQHjS$X-sBS$W#AGt5nHU*kd4H-k#g@!_))#OkM
zNe*7;J5mDY{1B|LVZrucdyC8Cs4f(QEQGRsMn<-E`Y*3vyS9`Pbm`Kw7zvB+-rgmC
zetvFW-t$5Qd0Vh)%a)z{_A#R%)d@q|pdfjbUu10GGWzksd?K*GIEpQl<K?^feJmxV
zI}`RKDAH466i#h~ypoNGXoumyx$Sfnky9?L;8;w->x(Ghp@pjf+SO3iIM4n1@w>`h
zpzU3Fe#cf(zwPSkGHWrasGT3U4(yp2YGK@~GAji|LooV<ZX3fI$%-UO+yMgvddk?h
zZ{-DDzAGRHP@WVz_r7^(y?3+8Bh>dV-`t<-)N_2<-rjDxbIfQ9UR<+g&Ec?wmz7Ob
z!9g`9xc;@f!W!qjJ~yTbbGIxP1Xi@0IbT~{z3fTd(R+@%z9b^}{_@zY|A5lvH?QO$
z5U{Ajo24=4^Jkm$fq^nVl#v;Mx3A9)f#0`Uc0S5ps-Ru&$jmw_)fP!96B+u3v*z13
z$D4~>t)q$qB{L6)Ae}AQp4<ufWr5j`h>3aE_tWFd8R;Jr!NbXBdCnFESu(GjjS!``
zpjOn15;oYnN{e<S=UHS3Myy`pQw+8Or#?5*|Br(6N_0xEO)tK_mpwCO<OGU1aTLf8
zPBsW%jgB6A0T7Vw+^c~oH~TUVgi*Y_EA2M-VR5;toZ~OvfV;oUE&D1fJL*hfn;glQ
zJL&gh6})}>7K$M4-o1OhC!3B?&SE%tPo6v}=h7E+$lp#|Pmk%km}%JCxBJOlIX<3b
zzb<<8lJD$H59X%)(&|m!kVhynN?tOkBE`*~(LDP4eA9Gy0OJ_`d<YRM-HzS<yTHuM
zy}srsLwYFpUYhU)O~cz0o2+@Akb=)lE*(8RGnknVb3eau@bU4Pe|i6SW=7>#52JZo
z?#ca(j@MtS%p0%dlG2?1@q^yf)D)w;J|`zfr|sI+t3kC<A|c(~$9nqv*Nr~<wkO+j
z(&k~;{YQ_CDI~}>)0swsGg@(H{|3q@)87T*#Y#(C!_54q*_RkjrH{sC>l~#cQI+2>
zo8ux20@5QB3rKXsP|zln!XFhMaVt-PSw%7;Yvfst?4->_uW2{+y|*7#P7WyvC2S-)
z2;<ws=}jIVW33^hhT)uXji;d~v{rIx6*ns<Z<3K|&h%5pURA8M2#2h|b<?ElR(?MF
zsZ*x_2J24LUKYhpj@;wo&&J31-tK!VC<pn6H5zisA=sArSk@L*m!Dqb_YF$)n=>$N
zesE(704v+RUFI_Hw&t&NwKUdl1Pop8Q*Fb>)6~@5Ze}J(%fNO1vDbHVFi%jdszD>Y
zDLL&3h&F$&pr9bn!d=dqGbOWOFg!BynNKYN>@~m3<epFypUFd(R#u;v*(_VS)a=*v
zxPI=5i1Nr~My`Q0X^R$4mUp?6CB<kK^R|Ew-&yt=p6=CIAVc#mAHDm7dj+sz^KWeU
zM<xARESpV(41p`xPzQf50LD9b@qt;n(5ai9#c#Lb@*_5#aQ4sjo%M{$0V@B1l7~~p
zSJ887n4Ti%{DDS!ZrY;5xtbS&EpU>G4N1+3Vi(bj64sTR_H6p&&@}4Lv7!5AR7J&(
zTcg*Gn5aUx1T$xTb3LJDhc&;dMSzN^VBM=|7Rj?n_Pbe}vX8>yEaQ{=oUk6%!vy42
z6}+Z4qej1x!3gx#`q26gA2NGTjTvSDVUECZF5dG;5vfsZ5Q2$)DXEJ3=&-Ft5<C{q
z|9I^u?$W2}JzmK%v-+mW{4dwbJn}3TSMfeWoq4iOf8j#Za3S;4)hc@X_xpqBSOzjo
zHZ2hdEx~W@41xSuC^R7jT#!7ce|>um<&8oCi%>=KOJSj0I?bocg-vuAuOa6e6T3|M
z1<OE-#j8o9ubd0+fz#`dxPzG2I<#vDN10(q?eFp@w;_nzNZp$#(;Alvc8h3T#7ltc
z_Zd{s50r(A({=GbsIUL-#2LWe>tLvmeR|^@OCv}zMWtTMp5YWiU`|O*P4=6gBat$X
zR5PH`Ww=w6kY|B>+CGnAOp+kr<UD*xRN7B^K{qTP(hLGY1McTF^&nPPf}Q!Vd{=1A
z`92BFfmb(ebB)uRz;yK9JpKMD7D@`4iw>QCQ<|4UBI03Ny{}hDjBT)|$4oLL^BmJ+
zltNDi68*w}B10CtX&A2ua8m@T2G3sCTwPVwCPB3cCG3N*ztrhb<0u*};i%g_Kc|91
zLU!!m&!VVUxC&@dwT$=B0qBLX0ucvL64oWEbX_uIVvg7rLKvO*yk6Wjd0M^|QQ$Cv
z&`N7(kW1HY*`oWI++OJ4(6F)+HFd4LYTE;|9S^VQypER-03uu{J&R)h4vnRCT{zlD
z4jw%Cq@khVFv?FVN3!1f@TjPOM~@Wy1_ss&3kU8Et2r5aO<<v5zoIgCZ{Bl$ZuVY!
z`qq=F4TEE&C0~+IFR?E}!8W>X0W!-gJ!DBi0!P+e@}zE!t!;D0(;L#ZT=qj>zPzr!
zOIC8^OYLysy$P4i$^%vD&LIYNV<Sln?!8`XIrjbgE)a)+Z}v^c7S_sB;8Y;zPtBR!
z6au9Pc|uf$Rv~e+SawA`igZ8l`SWL3Q|K?Knbnmmtj<c&#ZF79KcT0m_vGBDl_Wu#
zH|EJ~O-#52AYol6Y#Jeh2=xJSnAFxV#B_|c_+t5jVU&LNU<wq32liNf@-D{9d`euV
z-s4LNt&mRBdIQi1)a+WI@A})At*Da@<)%5JD9ey6>I)oAXIm0|XEyx$^~<UI$s)pw
z`ppiRW*>jSjxTeKWt|27O<vHmLV)7~zWxUDU#r@l<LpQ(pWfUKn6pKG0OJJ;lb;eE
z6B7hbXUJ!^>1oMgFb;cm%luk5gcWn){P|C;w;(|9D0#9$_-JlvX>5$KENYZ{znY1;
ze#EKV^d~UIIw7HMi1+2dk>ee%uWw^(Lb;xqfjH<k__lJRYVo#z`#csRzpO*Y6N@WK
zWOrITzq(;2bLV*`fN2qge9OG;ool`<C$^r#p8K=<xvL@%r&s#Ted9-cFDN0g&orxH
zkYEQep)37<_3~%3+}oO6si3(~K(^hA(-n<gyI}*pyuAG3GmHpDj2&Y~xKI-wHeH{y
z0cFb-<(c(!2y{t%6P2etcE@G!^iNqxBL4qU^6nam6{DQC6hm^XYqP0f$;-=|2B#u#
z|CoOHg~d4bmeNh#8~?zP%eN?iMva;-zxDjC^d_pbbY889u1@?t=?`C&m<_mDg*X}-
zJ+;VL0p417?#g^V;=macloF{J5;}apXfhH5SA9V^t*K{my1L~iop9rtk>=eW)S?=1
zIGsC0%~>a`Dca{gv`+fM3f;(UAIOJx<3pMU((ieCNX<*Q+}3KjgBibhvo2LIwEG|L
z>sX}Udk-@Or-V68bmHl?e=qx2N7oiEEjTJbHOeva@9XUi0J3xTlUX615sd{N4j>Nn
z3!V;(EcC_e66RIP4r?4rwyWn;&#W7%s8Cm&o9^`(&aMVbw-_mmzp>@;+kAFWl`k`h
zoWCo3Yuli*@9K>#1Y)SDDxCQ$L@FGR`@LzY3D1zwQ}`}rtcPNgtP%QQ=d%mWW7$8Z
zz4od%3(Ko++_2#(KmwtMh%`mW2-F<`xFZgNjV@<b{_)2jOz=6O3V`D&uF<s6X%PV6
zr^YnaM~@%Zrymi^I9k%YD1t>gG~h~b5YJv0|HgcKqhFYM4X8t}5|l!Id>crHqY21-
zJA70`{_*}+C)<2^GXLYNn<2nckL!zbawI|Xb0&I!rJtKBC^LiK1G(r)?#YJmhzPS5
zx!@b+Ppj3{_iWd11(2@9uHOuj_x#0+7lT4WR})5Q=keor^17Zs!TrJ*!+{X6nzE3^
z^;95jEZT0@RoZ#$*VASEY%qbWMuKw~_qrAxy@CSOuVZ62>l!#vAPOv}%tS*mFwAVO
zzs<~Cw3#gFo0aYppZ0lAwOYR`aO6MFgbWY>`N_niXK6)M72zx&erz9XYH8^mujaqF
zKdl0_S=)&?EJixWi$ro%{gGkt&}nw&lwD_WlW;b(R(+%0&QUQ9bxVGL6Koei4t1p9
z`Z7O1l#q)U6~`#0b2GNYLn7z<OAZC5w~x>GM8jUAwN|W~4re@p$Ibsx`eA89QwUi}
zNmL;rp_oPliS5EsJ!3uPGQpuWEIi&i>V2H{DZafJGg6ujx8<!s{juW;pV9-j!Tma*
zKu6jOWKV1}ub_LGpwuo*{}ymY0**N1q`|eX-@IAs<N;&jl@v%^ThqS%wSG(fi%Pkf
zF&@(ue;q<!>CaIzID9@6`*h-D7{D5z%=gjJS&5({G&yo(qAzN164HT3&jpSfb_Wg}
zTH0+T*~kfP$S1A}1zgOMB4iCiW`tsddGV8PQ`oNrlfpfakzaIjgliH*ycU#rm-jb@
zHjwI;+W_||;vUQ0(*IGN&Hkl2TaG2N`|=HPaW?@N0DEV$(yQX-oEO6<6z)0Q{s&w|
zuCJ9YF5~kctSfGqaO0)v896yD7cN`?B;JJ)TXd`50anVa9w<kl?q$-XkX^82;lLfy
zeKZ@8E9XIB#%0X^7)Z2l+j8j8p$j1#V&+JNAQKwPSXfz6LKd@u?QBXvvi4ubtXk()
zyb3geG^3Bdo5WRWBh+Q>bm53AtYde;F-|mSeC=_3@%lC6w$r0h8_GP!sR<q*=)o20
zBr5X)7K)sWi}MpT$e|&nT+HV(yH-i;8CuAy4-GO%sy2N2{1`%kwfOE~K;>x|qjcM#
zuwXgT?%THy+Ur#e;)jS`d=eWRgYHAArkzBds=|w;T>CXv&iE%8lKtCXRed)bjOxA@
zznw&K-rr6FEg-?H#R!0T!tW6FEzh9$>9o-ccK7t0V^p4gVsp+=`?emaoFyJV`lGW!
zZ2_|g2n*AK%5ZS&BD6;iKWb!@r9g(CUtHB*C%JViZ;ob`PDj@LVRk}R`~Di=MJGtK
zV2C2In@iV6)pmdRa>Z-3Xc^}1Fyp&5<e0ySE1n0y50*>+8`%l&3YaeLnn0%wQeq6S
z{ml0-VjDD%R1sT7jpsk2YJtY-I5>A|lkc_MHx-*SB2Z@HpI*S99x2$jfS*wlw4-fx
z#5B^(%*)$phn0T$CiO=m-i6KcqK@#^p9~Hoy9wZKF~4GPoJh7Cujz)Vx>VTZ<3kYc
zu3d#S2QWSRdqxf*9<(pcN2UOn7=g?=lP!YaLu{*5+c1}-!xHHk5@*hwsev7_mUUCf
zOLN;gV(f|7_OK;G((B=i&H2|?wS5$@C#U;x`Qh_n0QJVVs_ifek+l%-d^q;8)}C-K
z?p#uy06P$Gh2L~Jzc{p;kR{|Yf4Wo|9G^mJxS`_b8+8hSQUetd@!9>xSj$}U@xIkV
z)i$EI!-5sYr(_dSzKw0!NqA{&&0dgqqgC4q8uDz9{QCMrEMEb_33Dqkuf7n`*zfV~
z^AmU$a%$D~W7O31g@4e$^<TPzYfFnw-t_16`(yC<^}<?sm4}lIOR^?kKwnS&M0x6)
zH+nB)B$f~&tk0#WuRDHqwLnDrgK9o(nyhD{7U8er<t_FLN7cS5_3@hi`E$3@W@dwP
zkH6~yoyd0Bs4s>K%X;9R(pAKQSTeN%xddN}l};zs&fxFG*zQDhVS#LqRd^%A9FgS;
z&<e4{t(U}z3d*Z`_Fp^lz_K<{c!*SS<~ZfTSMn?wQEJ*GApT*IlNoMCUYmVa=2zBO
z&KjZKu>)w|1@#|d0#!;Xw{`~p2jfB~Rg?jmNr6gNFI$I0pT@p^WwjP^6v#S2--lOF
zSbVF8GDn7f1xjt|h7Gm1GNeatV|j0Y*3aiPEa5#n*+ME`xNui~*519FU~99QaKU%k
z78egKJ|!Gqsgd>U<`jk@=PJ2v`nM<pf)*{I-F{n-cvn6(rAL=~!~3v))24EGKb&4G
zeb<zK^iPE+N6!+OiO>kdlR<_bHebqiI#LpTc=%e`^+g}{Mo>p$9}PW)&!c-${I=73
z%JMHUEk-3(I6wEZ2goIpbD<V^o`lbUJt1VVz91Wx8+Ab73_CZO>5`mJ^!rs+7ZE}U
zr4k>qA^@!Tz35uYf}>5*o69@faEy$-Us+RNV@P)FDkVgc9u)9~)V<{hktDN$&;TEc
z!)C16)TxHb@XmfgWo14<Ws<bD@A&UYb%i0x6Lnr|Yiq}RXpnJOAI-_pj-s)Ni3*U7
zgbP_rdGGtvo-n_4H>Am^5TP@DsdnJs^qBg2@pB^7Bi8jMcEq9N?fvK}n;*sF*LXD%
zLrF?i*vE2qzBAMhajzruW;_?G2i4^i76SCZ*}F0D@lehp2!0+~1{!9`vQ_$=e2ea$
z?ya+DS?N^Z?y@;lqnsuo$QTPN4SLlyoVAN6@LB~VCh|*hg_fG6HpKo~ruA0JUG_cC
zX!D*hx02vBI^DrFtMzjur%?Dznlkb#u))SILmcMZvJS@x2hz(wf8v^e(Zj%!@#`Sl
zG_|!q*vYuu3lw>wYqof=de(M~@px}_FTBwAva)C?ga{=bdZc041%d(A9?i`R9bS=}
zCuto^gY&);SWq-sV6?bpEE>Hd?Vu#aCHl>W-<%Xluz<1@Vti2kIlOiDIu(U<CBZN#
zG}T0-EnvO{9i5}wm{~J2T2=Pz>+Z&;CTCtDmyNNpvEarfJZ5TX5^8=p+drO<2o6lM
zE`S%~+!mvJ0cq*gPwGmZ!bLVz=AiqsmEj#1{BcCFh{*~Z%>}ZKD^rO$_&aJ2_~onb
z*|ShTG<DzANIOV{aJ2lwvvUy!(ef={*iUDp9J`g9dvN~Lif<cp!Xc&_8ghXOU-|ru
z?4B%v-yquDMZK@DQ0ihDKF`1<MMp9oKrS;I8w~}!Zr8)D`>{o!BUm_xXYR9T^@j1u
z>SYWuQH}ZUP**=(-)MQuDEi}x(3W@{;--opAFIfo3fV62C4w}TlCAcM)LKi)g80vl
zS48vMPo-xk#$e$SBf!6#m22FQ$_l3G_v`C(5;sj_b8}K|E*lb0HK^Ay<ZdG#@ioOq
zWfEgzPCTGX-8RJvD$>WpLrSIXZk}kJ*_47NRv<R-6Y$M%fIZzH*RVV1*%ZXJ&3B&e
zTI1dMX79^I?T|e8hcfgR9<ntxx?g$JZbBu0)V$$@6ihnN6F!-f9I-(`FB{(Jg&Ap$
z+;sXVC?FGCsWH{isODARwetBE9#UrBXxp0olxVM*k%y6Mdwq8F{=@E{u{!^#gsRJa
zGS%AJlIywUoQ^&0YB2m6jHszt!2KMmhxL?1r+pelSaT1M#3$=?EJxMk`eWcSI-Z>i
z3fgQnqQn~KNj){Re^FK-ePq;DlN0x|MRprYMdH%T@TTK;_2;WEo{dq0g*CmWmZiW6
zEib$EU0<u)szkWZ##ag>SHLez%~@^R=~VKp^fm$~64Vy+OeNM%dpf!WUv-W7s0_{T
zZWaSwWVGEP8VtWpqyMAF#d(khdg3tz7-9j0l0d@w#AqisSu}uxx^4ffqGCl%-0C`L
zV8`z}El8B_W&GYu(CA2@f(2p>x$*<N7?n_}iG)KTfvWpyz&`jlAjeT9C0R;Nf2jf*
zBn;x2Zy)8SQ;EE8-Sc+SNq%q*Fla$NmR#=#Vn6#tJvGBHZ#hw0C<6b{#L})j@n#3i
zoKF#gnAWUmP5R!i4LG8nmD-e%;)84vBeaVm4m%9x34+Gtaeki(W{^h=k!vZ$l$2#!
z76u};P3kbt?!qg2Q$YGoVIe1lFzA%^{}P+pg#TH+xQ9kyQN~B_zM^WQgFX)S&H87F
z2@Vu9WiDDAi8?m-`(J92D+aJe5{qC90RG{y1-KvFuB7UTl8x9+UxExlGNPP?KuVE~
zx?Keq%22zM)%b@>IJ+CmAgpEbL-k;mXDHAPC$#pXpQ9y2(;_y1pQ8Ks#VDMLON$So
zxuaCq0)EncCMH>aIGKU06S=F64h@wueskWN4Rh(pRt8@NQEB279F<GYYLsBkO9Dao
zua%I<uC?&`E&7n0dBsSPcpbKDXwc5hw3M08&P<MtiT}!mxr&*cJrH!z4eu}i?A)-u
z??f<aZIQQs?y;wf$z356RtGY0>qI8gVrj^^eq8B3{LW0T^e=V5u0qUJ-(ut9kP*}Q
z84g%zi6q*A5+8;=se4~g$%6${raVCx)k2n!5nrV8Yb?Nb-3Sb7#{h8<nO!QbK%7(G
zQ*(zk1>zZnLcD|E%HkT4Uk)Y;Y+zf?1K$eiylT!m8Ui{C4y|L8pPPWNi<QcSF-Rf<
zZ;e9bmKShg6}l*8TBS4NMXC`D%=q=s-4o3Rs45ExhCT&SA;7;Mw(4R~P5(GOOT-G)
z=>N4{h>JO5HykN_&;FL7nIlN&zyi;VZlHaprjB|h{{ic&;f~(9nvG4$C^0e7F;x@u
z!U(pUWA(oPy&%;^1+8wz2jRX(aRU6QT4XGWQoqj*#mfqG=ed~uBYMH4DA`&_B4YU|
zd?n_umW9`NB`5>&BZ3>e#c^}o_|9PxbpBUsAL*)--o0Q*IJ>nk=-#0oT$#<)!|4~a
z@2Ek1j*N<e#=Q&;2{-o)e0l?4c^JeM>5a&WHhFEgbTSXGUAL}Ml>l&ZPm;I)Mq2*q
zKwxfNM&5^v@W#%^*SGX075BUnJ|0V|f<kfY3|R7QJJmoZU>IuD|JyLQc;T&k`~ETv
zYF1Wv18{FS{8<6&>Y@7=JpHPFwnnUCVb0q~zG3jYbLC!>8OH(+{QuBF_#f?sME8hb
z__NoAaT}GRk{J09r!?8z-k-+A&wmB3AHuxf*{_<~Ag>@rl_b3v)J?FsUNFp*S$`nC
z36R5CPhDMT>B1ZTtF0`k#u#@Hl#v3%YwOIfU*2ShuA5^;Tdu3GuZN6KQSojA3pIyr
z;V^&ecZsjl=u;yFoWVZyHAF^6u6&Na!ee6xZv_QuE+?aAx$`#@TJz$?4qsp87Ob>=
z<eYZEBJj6Ftg!h1J!)AgTOfx}^!DxR>Biy@x_5^wtDT``{G+&P<So!36v&mM3-8nz
z!>f#lX_p_WlPeTTT>^l<9kzV9r<cX*SWSIDf)ZR&kq2ru@s6mTZ#+BDR_akY5;D+E
z{;57ZU`Tfk&=-{TQa--AE0P~rh3G-#L1VTWcZOU&y~|2Ov1O|Ao4u)G7x_meU#_LV
z%cb#bKrX2u{?!Ouy9lm!(!2=`9UV&r)vo{e3i)R5%7Ghyeq-$a>ODPAAIW>%%IX6m
zVBnQ2j0*0<LFk}}SMqAEH!A}A4uCtv{K?rxu&`;MY9-PriSbA7n@FGZ>v^^`<<6bk
z0On&;QyQ?<5!22x^-<;j;7q^88)f~r(*ZDDL@#R_np06}nS(%}9r4K8;)?#!&BldH
zr#nw^{F<F*=Ha;vZP(((^)15oXR?eOkf#U*JTbo)E{(^nQy&wI;!KV#ZLNHMZPQYU
z#ECZoMAXi9>QSq|y<=JZo!uNj0mGlhjNk4Sdn^PMqk?$E#zFps0CI$YB3({N!acwO
zquq5lwILY08&%p`B(}<*U&_ShCQ?=CDdw<gtopUVxE&R_7%pomWgLVmXXALh5#Wp~
z;({UE1QNE*o5w+`27!&*r8wDmz`XL(>KS*%mg{Nv?{lD}fmqE)h2jOuNn^87z78=?
zQJ7pmzN|0kFOp%T)T3NS7nKm&dY};*McLOW737y@Nvh_MZU=flKR+VKID<U(`2jiQ
zypAxd-_Q0g9?qLX3a}x-%P!o1|Iyb=6aj#wJ7RH4UilOOG~hbCnfeRcn}4d%VF2J9
z#YPA`?=m+8a2pQLX;6+IM8%rbN-p^a)&UKLGzkZM1y*3@;@YTi>T`-%Z;{MiRn>EI
zUARf>hxC#11I>IbhlDlVi3Jec^1BC5Q^>)Rknof4-mO{`QIrY+skYCb_s@>pw$b*2
zy%Z+Y|M}KIqW811_H>{zkSZ^403*iTdYa&Y4oTPnGbsY7e?`wTeL%hT0n;0r-(Qrk
zgWgfRvDv_U|LJPp)12`}3ATd{(E_oq4kOM-`#FWS$$3wUQ;vaQ6F!9@S3iDy9c(!#
zzdYzTj6NEQfRGRkg>*dpNfhVmYHFU<5pM9)Xq5anGWoTuLlKNal<nxluDZNt2|qtS
zn3QBf3l7{IXmbHR*|B{)g_zgTzOxehe0s9Qln7EiFx|(f_$gBoY>gzpceM2uKc}f(
z#U=WV7=KPN97n%yfvwKyAEl*yU|zS!$=Hj-VMD1)^!we=8!^ze5+32oM`yl?TfgE#
zkG4!(;6R59!+g=+n+mJZ|4TX+00PewVI$T$;VGJs7L6Gj?Lb#gwrz_j`ghES-(@34
zYzOI@ZB|Z8xGjJ&nkTOIyRl=ujE}VIPjog?!K+f<d`ggn8K2g^Mw0X)frCBYV&cU>
zK;jLR`6qR+&kmIJCwPC=LPf+N_GnBk%HHGEmLq?09;K^9gJs=8&gC&~4rVG~piP@?
z`BEaEpztQfHG;@LH>DG&IMfGTBEJ;n3%b6}RLV;C_P1PCT3Sju3)mV}4C*>SMyQi`
zLW%T(h*J4NtSm#!arD;`S(POT^Vfe&_g;y(c{3FImvph}=J(1M#3N!+Pyjb|Q@aNT
zg8{yii;KC4LFIMcYM$TDSQJ#xj2s_dAeRKf6O5Ef@u{Ie^qMy|HjWv$hZp^0DZc?<
zM+sFKwH=iZ%<K5|;~OaobmHZhApoDlVrh{+J$L^%j{WwlU^`sy30|Y}q}7OwIf$3#
zD^^Sn<o%O3ACNEb5B%2fPY2WsSNo;Fz|}DDj=i(EvgRsqa1V%Q)srVTV6oP^+VA*1
zOR)m2Pa$=#piE;o>U@Tvu#GH2$kbD-Uf5e&S_*(`UeIIV0`c(RoHM)_7)af`c_mzh
zQa|3KA3~Mx_Wb30Co$25V9ck6TLaKWHoHkeg84~Z>Tc*7=o*oJU9@^7r#OWIpS|V&
z)1w{ol<nxu^2o}()#LApXanC?PI0k9f-N^$&;7+V^*nMm5g6U0(=#(NMJ7884R0(-
zcD0AOZ1GumP#!^4x6SE<6X;#v3>Qp@68h-@Tt|$IHo1>>ocwC|&?=N70FN-SGosl|
zjV{4;H<);4CME&E{hbB|v89ialGKnIcOtAhPkufmNb@@H4w~RLP=aLNdz9ZIZv!jS
zsi>&zJ9>1>`R=0pijliN;ufO7aeqq@?BzH2r+>Wn`Vx%Qtn2pajVk<Vm%a_W-lm`!
zoomyyaS=iB<Y53oAWXO)m4ayTG0Hr=2_CHTXxS$8d?m7Z<q}54V>#NQvG>zXg=68j
zJZRo+Y#gtjV;M{uwA3LWkvI%Ksj;9J@d=X2iLTPe@Oqo0Ml%QQ|A4r_0SvVGtbVau
zTIrV8d1tVBh1f-n*ONaWE7kS%!smwI;o-`a#sJTdfDwlNLMnF9T4;+qv9T-R>?{2I
z$5LV48$uMRA6$5Tf$C2@)<WXUS4(8c&42(EFn(+}eBWdwrn^(~0DUBr;z08lM3@jf
z%7Gpu)iX4-3F-@&>g!tD5^P_vtzI3Rn&7F89;y`xZ#`eWh|x0gZB~YVJStzYWs59E
zO?du_!|=&SY>n$Jhhmx3^qaL796Tm+nsHd{|M&AZ{?CVVkT*rfF*ZBkxk2|=*s97w
z*w)bx*;;QF<8<*gF_3<G|F{HC<Zw{{(Cer`dH2A)a`~={f~{mzBGm1=*mDpq8W+Gh
zZBtm8zG3s`3cNFpE<gnZwxo98&pshosQeLCbYjF+-+nLg^uHPrQE%yg5N>VkzcyI`
zkq0;s_LAK110dd_A=ZT+XN-qrwhZGB%Ox-GrC=zNauc(Uq4h%6y;!wfJ#z)Q2Q$Tl
z{^t8C)7?uZhFe+DR7d<BBtwloh6Y5`IY_@NVs-BNt!8Kc+)m65*uffbf5L}Hx(*18
zg0qdb+J-aA1${LOiZP~~@FSEb(5eKZYS9HVhPbyD=?lS{6Kx^np&0?aXog!t_>*wK
z9ZXzY%i&JMs_w28NvuGVzpk$X<z1n3vhtKsb)}Rv?MWo9!hr-YSP?@oYGyFHO+%K@
zZ94_WE2f|vzCAp4;tkG=9P;6{-`rNP=nQSwuU_rOI@$%qbz5&eX>^5Y_(Pp+m%5LS
zPcMH0O`NQw2AryBJ|~ApO$`Sn@k_-ie<U_;zq!Dc7E?d_v8`)tZHx~h52GcT2^=91
z&1FuB#TW`(No7|*(^rWqR{+V>ZtFb(i>-Z!g)3B}%K_kv@U4_%#JQ1}+T;4zeT3`d
z>qKll&nGP{9I!)@2A~9=DFfF%n<AQWo!uzvjgOEY2yIKai^WTp5XZ`+iMP9<-tK@U
z>TDcGJ38@t(5|6h>Rp7PgtL``Ze4T?NST|PkHJWm3}zNjj1VB&JZ$gGi9S=YPrXcv
zT$UoRR)Sz6X~FoBNBu1maO;?vZy)Q*fv6sUau5;`Nq+D^FHxtdx!HX1?HvMINi!z`
z<_Cz<B!jQwkvj`QYY}+I!rriL56*nE!Wvx^92`uZ$3l71)m7FCnfZm71wd~hSQvt8
zjZ54a;FJV^{|xj6vE~L$0TB?>1yBk}x4rYTW%Cz_g#n}ttyYuY{7+M&cEb^=YH2BC
zV{1#2C&cYuz)yXIVtIbkWCR<3Og<HP0YMyny~OuSSOO4cKp7SQvikXUYlsDVfnNR|
zwry1W=PbP9f7*G>;UNChSt1+8BkvDrnuHM&9;uu4De|1$7`Te}()sf=geWJp3{eym
zA*W7bNnvLZFSv1;FE1RW3h2!YTwurD+@vVogQ<yC#KTF?DtrtSG6EniWXG{De)H|a
ziP1G1X_)0NV2S|Gv94)Nk+=*#xheRRKt;F&MdlKO9Zv6gv{>y#>#R<g5fTLnw&vzZ
z<XIf5olw<jDA{OW2<Qb0A9y7#-wg7XhB6Lep6jaL%wX!`vmRd_f1fyx;*JR^RJfYx
zEcg!W<pC}f^S3El!Xw=2+fIGHig=#{gWm^ajG3<h>%q|IuvaP&)F=AUp=3Lul<4_+
z!=mlP$1sxvMD5&L#Sq0wxUS{sI>10DiEW*GX=sC%6RLo~lfG}_%}%A<4Vgx=q$MNj
zYn8e7-n|@@3cx6aw$jOFqs3>RehF>tiUwKUaBC!T-EJC6L{wCRogD+}2lU4~OjxgT
zp>fY<mM_|H;I6>>^_uf}pznx}8p(p)XTEHH))C8>8OTuGz+erY43grvPDF%wv-iVD
zZ}T+<jAs1PmbDs}DU^U15c$xnC=}8%^WEWuZO1z6Fc9oJ=+1GNdNU*L&3pxT?1s|@
z(o#8i*_EZK7zxg8?smz}cp}Eo3w(Xzs4uKdc-9T+Sp$DW43&t6+F>QCa8Q#bcrb0-
z>CDE*9jx(WA`}u!?(Vs1qc`_*>+4U6)6(Hze|~^(@$Ks7cVE<9VLe?CNzp)IHEXAy
zkB36l)B=jfUOn~c&C_E%dtH5JCy!8`kgjm}o&$~`WT2s2)L48v0Y4+i<;&d-bl~cZ
zQJ$SRfL<g1-;M34ahv__?@6`Y_bXK1X9jEW)wVBEX+O*P=Z?L(n-&vysRXXG`;Vu%
z&<R1}A#NN!U-~K~Zz2o1iL;wn1rU@-{fa#~RPxjAHada9@0@6;ayob+Iy$=cOvKlp
z2tOQPV7aeKPj0Kf3d=7y*nG&496%vs1!c1gFgsKrgc{BTuoy7o$tCjgyRGx26>oc>
zmBQ(J=V{rtyBK3y)1Nal+Ls2KQw7@#9ILTY-k_i4(d<+^9U~(tv+<Y-5I&oW$E3eE
z-bpL|_^LOv>l<nnGiYF(vJN~ZXZly4hu#A`O<FWfJO|gM8$U=+P9{y{!|er(Xq6(F
zj94yS#>q0G4B832@91?oFx9x~^0IwhS&t<)l!<LoDyTbyCpYcW*AK!YREQwEpk$*_
zo@@`8h7#va3Pn67G$E_*Q3`|)N{5aosGec=*Rao$vBZ{MBV>$zl-%ie3`@NB#><^U
zk_;%uGUd#bXu+pQI~r+&rtL3qFE<ECO%=gP!tb+j4`0I^6GnE#u_?m?AQu=j58Li{
z_|><v@Qf%74KP=(OrSP3Hg+TU5u8@~@_LzA!S1&xS3sCfMls@f0OFvp$>GsBbm@?V
zU@<TDP!XxVuU@+r+mXHLnl^^&SZyR8ZZH^G`~A?7Bgr{AZ$FRM^t%AS1c->L(UIP>
z(ERV;zdJgAZ(4graWPC|$P7vO`G-xjnry}a=aJ;36qc6Wapq1eN5tZKxhnUdMdA)L
z)4?lZ7Cs^Mvd?z-5y&~x%er1vv^knwHhAl3t@d4fXK13uOsk-S9Mdax>DP{W{T}zB
zJFCcG(Rg`sq@9DprArfR7rGa)Ngc`%v8*Wm9DYcY7pTH~ct{cY1I(b*k|zMXfh`pD
zjUY5VEI&M>N(j{XIp~qvd)D9h3jg~WvZ`Q^CXO`{tHJ-MAs$AJr#IO=LMS4u3_2_h
z`&6U7s;bHyg@!&Ju0S01AdzOJ=Ft~Hx?y~MeIt8K9$GO}g>qj+&mDySMaY3>$qhYs
ziXo8Wc~e1xI|2!F2GiZU+>@*%Kp-=HZlA>NB+n*;&=a~ZS>raAD#?0?=;9VtE6IG3
z0uR%Q#-0!)DcLrqnJa$3mVkxzKqx1e@B@BcOEMJk^eQN{-7<RB($Zp8CWe@E9uGHo
z@ALgAhDA_7fP%`1Jc<jn)cBhnjJNR=HsbRm9zN28g03>+WlQ;{W64~tldzU*p{x7N
z(N5dVqM;1kC6%z-?u3b*6b6(ENKg}#=w0K0Lcwvg*o_%izFJUFkSZvs3ORYZajCaK
zS5{j8;v1e_v?nZYphKWcY_za<6=~BzJyeM+7Zo)v?Kshn$244m$CwUlF)D2!G>=0q
z2yJD-h_%aM8|xVu5J9fB5zl;dPX53Luy7lRF%OKlAOgNR{5Y7CY`yd*Vf#CKzL}P|
zXBK`b{i%N9#61XUZ0OBn0ct4I8U_|MN4_O=5IX;3bh5i1m<7Nzz)CJ05ubxJVZQ_a
zmn?Bp#n0qdznC90y82*>-@B4u*%+yvQP=nV^|?~;IT{ouprWno=Ygko;)>3vrl!uh
zW~QYv!&}9Uyv+*R9S0x~$Z<6S(TPvS>ZTFZHiF*lqCD|ftBamrXpauM?6eY1hSxa1
z3^m7~QFf1kh|3}(8RSG>&yYqR#EgdQ`*qZTXA2bf+sM#E+(xr;LGg^}e8#UeJqu=_
k|M956|Fcx7nP1k{afOF%yVp`YA(5iBbB}tK+A;tC2bNH?LI3~&

literal 0
HcmV?d00001

diff --git a/p13/images/q16.png b/p13/images/q16.png
new file mode 100644
index 0000000000000000000000000000000000000000..e31975b58e552f76360e924faf4e6b26570b5b91
GIT binary patch
literal 32475
zcmcG0c|4YD+wNm3AyY&lQsxkqq>y=tWGEFSga$HX%&g2x3Xvj0nn=kIp)wRIG>}<Q
z%9we!kE_=HhP}Uce|!J2-`{V&YvJ*@pZmV9^E{^W3g5R^YbC>41`36;Qb$|eh(e*x
zr%<R;>6hU<vGP;+24#n<#z9wOM_X49OBWl8zNM>^y`!uBNh<+&8<(>u9nWl$+9oBt
zN#KO5tJ7HpX=#Uldx4ari=DK%9KQzMWQCLVp|cbUizWGoDogp!NeabJTSr~R#Ph~r
zyN8KMb?fqxVLHp78WAgFg)4%#g)xY;4{%z&is0Kbur@bnCC{l%2U&x&j)e=ZZ8)ZO
zTlsdbP=w^_ft9g>`@2g0J)4`{RH$M;_0H`GUFBgr)b`_@=9H!Tkhuzn2AewhU#C2$
z#`4|dzf9N@n%UXd*kX*1S?wX;&<zZi#Mf+Mbi(=M>vWEP^@3oR2<CvSyq@phzrMLD
zQvc~wumF7ob7)vt7z6%LdV2aTm)@FvhBMPQHmx!f-;%t`i~8)@vl^i)c-P92k#4nw
z#6;h`mE>oxZf;a1bCIcc?%e4*fj7w7eC6s@%QI)B7I>Gqh4W2pdnA?XKYXwzmpFb=
ztWH+7W0xkmy8nx-Ef(DO<(uO&?dgCJ$Lo$)(l*?ZRprp=>FE*Jxzns6l~s&y+qP|4
z_wL1?NYS$o4+~Qgh!A97wd(h1?;gBJRDoA8!{*qrfCx^B_~unAiOqhmR8>_sJ9X{m
zRrceRl9D1HS^MNJ?@6Zc@bE_8oZ2{vYAxqgaRP=MG4b&sT+&A=6!HD{OavEXa~Hz!
z<*}cQ8DS9-FBj&fQq$6?jg5`B+BdT*o*NGc4Xx&iUN0rZyng-qzLuvFzdqfc(wHsC
z%c~gaewBNsT_N#V(sswR{r3-OYipMewHG(!JG8PZE3-8;35$p<*U{10EF%+`o12^V
zYQ53n>({SSI(p4AGc$!AZwd@|pjxNoL%)3aa`I#hQk1x5tY|4+lY_1DPF<9a5-;OZ
z;SW<%_&06ZRH|)dc6rY=sZ{+WInTLC$+X+IyL);}PW=!TG)gaU?8NOmar(4`0*7G6
zos0~+uJ+EI!ub~USA_PA%+H)1Xf0s5so-|yu34$ij&+LX(r>*kEx9UUkY;>mZ+&Cq
z%a{#X`|j+$$=<(n+qO9V)#~H=U5zwp(mCl%$<D<&)NRk)7%BCSZEAh`-`3Uj)JzU{
zM%%u<u3~D+)zZ>(;$s%u%U7>@TMivO*i$SlCoH@yNI+oYMtqX~ehI~;@<5vP^whK}
z0oSfwt8*?YDms{Vg6+YB2LdtL$4;M)tgo*ZG#^~riBH^;@4&cW!-g9QZn{!;^>I5B
zWUTi+J+(jU{{7onx7@PF>64Xw4|hF%aOlahZKpq9P#1iGPnhoDKF~~MXJ^;<>zC@D
zJ&czwU78*&=<Km-$+cdt;4u_+Z~uK&!I<*qX6_@!?v-Uri)If_Zxj?1?5$YSN`3Iq
zAu38xP|)TxZG{Glnz@#*mND@w@qW5*8X6tV^6}HBT(|xM<3sH{Q$y{q@=kt;;5{E2
zy1b**H<FHV^|9thmM1<xSVJjqX*ryE6TcuUE88_VxYEtd?SWYV^U<S6ALZtXHL?di
zdbF8|do#t|-97BmCC%QNIGbNruU_pQ7>L61u__OsBDXR7=<|q){-zBI3TyqB7PgC<
zWC@(D!zv&7^+|$>Pl1C|+$5l=Xb0t3Rn(dUWq&2yu*jmbKUDYc=R|qv>v+ENK+e&N
zhPO3!<_<owU8$$1x7n(KJ|Q8Y>)p+rxKx@OH*Prn{;FY;b5yaj|4m(;x~*-d-aIKO
zCA5Yd8XC)gZ+qrFCH1Q*C%UKSctTRr?L$v&ot&I@Ke2sV|Hx7;F&`Uh^Oh~=!^2ld
zS(GyQ`ub9KA3nVH`qq;{r<=07@n^CQKNSz~*pk0`_3E(j@R*+>SPznB`4!*aCS^Q%
zJQLUZrj;}G=<{>(-jkbfcd01R{K_G5ah$t$?Hau)<7d(F)*8R+InqVN%gf8k$r(J_
zTU-0|?H*0j2L}Ult*dow3mjTQN`2?7`s!2hna=CA_10diew(!2=1h5^Q#W<#(xSKC
zO$E-y#YNd4WXoRS+Zj?F&98>#x_hyfE8C*%(z%IWmLpv+=$V-6rdoV_eY=1B5HUTY
zbVkHv<6(Y2E<y3)dwus_7G#L&NhGO=-pTHB>XR_8uG`(PUNkN$im9#GgC#yb9!vLi
zfxe52?D)h)Ol&NzqT=)D$?CsrsyoGhkt|NuHEY80>@NfdQ&9#62Xno~Y)=MxPmfrp
zXJ%TxyRoA&eYIzSz`4eBoxaX8Wo-S>hTB^HF$c9S@rvo6qPnFUC;sT^(@HD{(>|qS
zW&cZUZRRM_oYTts>gu#L*QBGdd23>^IC)A-OHrpU3+H>yP7O<Ym^ydJW2f@}{{36l
z?dDDo&Ev;6;t!tx{LqXhVC!8@4K^_`vDY;<L3ow}0|QQz17E0f-c(mFUnQ(}x%Azf
zP;gk^S=Xb!ha1+vZr*-<`&4O8cF}qTkFkoj-Wh{)K4K`eVUdw)=H}*ildm0jzBs6L
z@ZiB?Z?A9j9PeX8YYA#E_PBla$Gbw8UIqpCfiTmYqg0;Tiy0|TPkp-5|Ei<oXy)5%
zmkaE_`f6%wqI!zD^83zBRt8YfJo278Gd}QTm1AdV-08DZLr0ohT2%G*^)t;`X+PfE
z&xnuYVlnljK(A|dqMs6QecS1m6&32=?eIt`9YQT$Qb$X|@YGfD#Ajz`8}m)G&0q94
z<uH~AhpP*=pO+m*N32PH$kQa~V%KapwW??flf;1s)AIp+k=;=a>(LojtXsEkWMpLb
zaL04Db?Yu=Wr>atwsP^Cy^XOrqSEgcIrq9MD8E{?Mtl_~C#QW&-U@MX@#Ye*E$7Dj
z0&%ZvgmUS``pmsrJ$stu#KrHGFOK=?kTrdMyCX9;P2G(ht56E+KYtDppy%FxhL;rk
ztZ8&vd-<tO<1C+%qC!beN%5rp8rRl6SH3^&Tl{il^yh{sp6z?Hr4$sNX{QvA+icF2
z3=!79F0gACFE-J#k)`ctE32x~&?00VtgWqWS}40`Mtd`!JRh!gJW#N;Aj#0s@I}={
z9+YD_hn5Rx+MiiAWgls@VLou+K%razY7{kzYnP7}yRWROstUf&`4kH;RW0<Gt*!9Q
z1}SZ<HzQ-?T>mA%B0h0;c6Jo-2+ugwj=GI>4?fH{c37}$N4(0Qr<3=amv8*=p|=Lu
zg1nqET&lY~;K0MfDrROp_f2!+XT+5@Y@nf{q7pUDzEO9yFh4)P(D_@)R+(iT?Jvq~
z->xkh``On=Dc34<k=F5gGkAHu+9StKrTOV^(O9t5l)~cTZz#|Q%lw|#$+Q+YRu8ro
zFfNowpej&PGWC<<hc~%(e47YZO1Zc=QqXnlmH@E8gAp#^lNnv#t3jV4f210SY|qQG
zzBv3);@0i6G!I6mG|rt{OX(W&-)`8{#>!~7aKn-RLlv_Y4Wo5MnWy8LFGX8MMo)xl
z%Ei^EUD}ozJyv!9g6GF=+bimRZx|c=Vf=1k*dS_MJ<Z#}hh4{v*#>X^vYbp$8JYdG
zB>mjGY^j=s{}#4S@~(4XWBxZakDOKeX^^ZoH+igXw?UrsgFn}y!FM`}r)_ybwnf|y
z54_^WQvcSW&NAtCKVw$fpVtp_adBaXy{`0`9Y2}p(7JlrvSsxjKdQGsbIU#TNxbO&
zHfd>T`k;WO91CmI#?9Nd1&4$zL&@(M5@FL|!wTOG5OC}MeMUY$zJq3FuWD;0I@>Zf
zVaZcbQ&T(PU0ny7*;ew%T_`P8N>=m^!3O^JGMMqim&Za1u6-2B=FOXT@7_%*dH%e+
zt1BRoW;r(HO0$A9m8ifn{);|8FVRyrpBq16-&x9c=FFLq$w|!v2Uh3Xf4MT;G)Wrv
zrAy4zG&HFXAFfnXR6Kb2@XLmV-;qa(1?Wk0GBGiEgzoF<>3Iz0EJ4<W!EbJGd(@gO
z%dSZs2|9oNylb)amMvTA61Uvhx3E)QzWn`rmM3=aHJ_iGsK2enVv=pX1{kU`n2`%@
zLr6cf_37#5l9H0+{Y@;lwW32(Q`hfJQM!n&jL**HJ+q9B?fKZ(FUINv%@GIqp51!x
z?U8jatLx>LrS-=Lb=wNh(e>vKhU|CS`SD&WB~;ME`fHt+Y-dYGM(K-OwdM7B!4gsW
zoendeGxLX-h6kA?B^{VX7FUF5R>?b0vuaNCA03eQaA=R3`5>HT)hpiD;J;aXzs#!-
z)zMC)uh;MLpQR1yz1VX}W~=PWd5h1McRO9VW4FJ&oFe@C=@+(VY<Qo(21iz=i&4Kv
z78M6NR!2|`4L({p#&qvc>0FiDqICZw=TEZf8%tlJKW0=XB_wcgpEWVzc;@<(8hamw
zf;l84r1`n`c3_3`5~kU&+nrWY99r{(@7@)&eV=@BdfIc7Sw0hXj+VLk4cCHOUSr=a
zKR-Cs_wnv3JmA!O_af$|hOL(t7qs>D<CN~@Z?dv73s|$o_84l0yw~VPK+xa7C4il`
zH7~BEr>8H^GQ52&ZFFf>$E#2ltqk3`N1nf}>Td4jN)t_UA8cvPci=fU6@TQzx1OF0
zmoKw!I{1hJ45}F?zMr5JpQVMV>F!Ye<1MF7of6!%iD`>%UAcks!i5J9HUT+xMGEJa
z7x%bhvF}3_d*;^PH8gZ7ER6n!lJ8n{zUE>NX)H8q;75Y9&VH|pX?-<m4VW4nvXaLN
zfa_qc6&>oA<*8E<El*E>yJq1Rlm8??zv{*L<uVQ}Tgm0zyLZpY#pPxADiN}ZJA8H3
z#}n)B9qx*LVrrP(wseQ~c}a-X#FZKP!$lmXQbz)O7ee~l9&*jw?S1j{TWELVv*&q(
zF<A@R275H_oJnqcoN?AxVEcBiRJPD#mJ36|Rt7n#3GzOa>?1|yJ=`hEzEK)a?!0{b
zj4yv+fkxrkQrUpRc+bz*Z{NP1lE-p#9q$X@w&(k+*Uhwiisx#c9(rQKm6vzCAa-Ef
zT6+9ME3eskY8hV@3gy;qEd%unjw(Z~dOx>E^8;6&2PjZAHeLnTP%!>tFP6V%^(8(w
z4h~wBh^-DSCf^HjS8D970q^w3`x<C0EiJi~eB=W>YR6A~eh`j6{D!yq*oz>8s*Hhz
z=GC{Hzg3-RD|C*z^s}vK3ox~LRzA%#Ccsvjo|-W;&yKssB1P4+)WfCu(@u`9yZDD<
z%vc#2BdNKH8G{0zo^G-lY<b!!8?GJ%qGb8$-hTeUrpn6RtC4*>UHb%XPAnz>9)A0H
z*Vv^u__?N_pm;)y_i42!PoBg~eqZV0a<;ztOYadY@0lZ3t=W6FZ@RgYX3k^yvX1@K
za0l}dU*E#KQ_CsZo-@>@Qa7tv1{HL!9`0(li)adykw53;A7dT0sL1a4<nd<vx{ZnH
za_{F>>1)JY`xucH_HnxyVN=*;mX<c>C9X+x6n92)Nq=2jn4A82C*^qZ0W67#lOHm>
z>r>U5pV&p4TkZ6l_e^Zc&d#O?JPE!N7)T{$UKju#_2SEyqGlQK4WP!~%_mO3dRP{g
zwYzcUH;G@Ig_iS8=^NK^vvPBXx%GcuFDG~4%%t(2I!_PgEi|qJ^;GD~o10c!o;VSv
z6}_%|KGB$4!Bv#kUYwe;c+QoEQlE9yp{V)ZPX!8v>FK9P4v$~8T9kly+4_dJS*v}U
z%dX#J$P?-vRs2yI$t838^QMZ53W06g_Gi9pY&81L?Vz)xWYh7w%65kFSCYFfMs-N$
zdipaO`1||24z_RtuBl<Gc76RC1n_y=duqsLG4s?PDsK|fE17fO<SzT?9E)h0<;-1R
zy!0zpP*D=qJ@DjT*VR=3WKk$)`SvQ%1qkSL7!%4bnKf!X(d!`Q^|Mik;2ba$P@byp
zSD}XY4?Lv4CeNYiY%Nu{IvG5z(05J_xbr-qNOw(~L|;=5KR~k0WT14UyfuUclMsjY
zXPn>z@}48N>P%-tnfb1qZY}loCY+|p!aum6U_06MJUl#!IUmMsc^%sd*L(Q**#ukK
z*)69O`pn3l`j}<d^Nq1Z;YpU6?rIyxcT)w_3-v$`HZ2^X`T25f?d{z|L(CL>vKOGL
zY~0)l!{2&p8Qu{MCe9MipOsd{R&(>toji<OQn9D+XJ#%lFfh2W<Lt8T?(Rarg=cLG
zf*@wQQ3XflhReQTB{#Yla^xO=bH%E%`Jvf%&{u2VI~Rk(y8bz9S6A23b~$n}zxw(F
zWMp#pJ;`0UcI$3{V%D{5#h*O4!@ZneSfJW{J$Ch{(CFLCJK9~B33U37*0TR|O{jtA
zK{Zjumb0+1Y!ngMuxZnSauGFV6h2h?3%Dt?D!a@47J6D}X=%Gc`TYW}UR{MEO}A>*
zDrf-)*UeW?bgS9g+LD?`zVGerJr1gXjrr<Zbu=3|3qT}cX>{v``})H0#fzpUE+AG`
zS}L?#@zMAzgk>*Gb;{V*ac@1-#*O<#I!E5qr@im)V$YP9?{@v!NXN{~OzH~L%9Xix
z@7LXsccxYgWsWO$e((s-B@kHjHrQ&GQ3eB{Ho$4I5~j?)v*Th1Qgqceif_1b<%&AR
z%E;(Sn%erboP+1iJ@XuF*(Rf?c%&gUHez7F-uXokT^ev|R(7@&0OtN1ySyHgm#_tZ
zU)mR0pK8jMq-H&0Zq6_;RS~`_4Ye@~KwvFCA-MV1=iXE5l&@iI8zMOS`TghDKPxH<
zKX>k2nz|qxkVEBqwU97yjYc_21r^P**Su5XKaF#t!la?$(C_w9UU(B}tfi&(5%&ft
zRQhO<i-vteTJXV#hqopA85tQ>ppHa>+@uN63sQb}Joio$jhM;j(lDGKd#_vxBDTjm
z`$%#Abggt*7=#ho!DUR`0;^-=eLeNTUadg7)$zm(!F(PVWkmE14M`>MIQ#v>`RO>Z
zy3T?$A3w&l*UNc~zg)g?gHZ8}LPE}_w1VQ7T}^5C)H+(3UT}OfGxh^mje^|{PQ1UN
zyWaHHX8+EJ(V4f~h?Z!Qrf#UNsTpE^sN-2XE=WRflQ>ObRXm8Kt_g5Iq!YrmUw;0)
z8q7Z|DykxJi(P%OhvU{0^%Tm;UqQ|%Pa24_udgpwvpJpik2Yx-j#i6D%}4m}9fK4>
zXkl`4at8~Y)(h{wA?ol0_!02JKQHIY6T4SUO;e0odSIeN=8O~Fzkfd{)z7PgkkUfN
z$H$}dXGV0))%jmlkn7@j`R0vI!}`lty5Cw8z42eGq5meA7D`aZDK6RusPA*-5USm-
z)4;|GHI>(nXp3RmVw-b?P%?J|V{a+JcS_|@aGac-4PCi~gk@#fp~#RzL90@ZC&<ai
z9^mMIqlhCAWKGm(f|D<Blaz*dZ0$8^Ymmi}(b1sb;9ynjB2>0#9>bTg#0k_01QI90
zL~zx(43tD|J-rGr9uB@55t&>eLBX_~4hR_Q=_|{WzXH#VjE$X-jEsD_s@1ysQa2#l
zbni8bePw>W!Bs}w_;t|kIbn7)DUDk`bjy~dp{I~71U1F*u8|NSs?N^NE)H}=a^t$h
zyCVn}p$1_LRf<SzBj4ZhB<33=?|Ok9VF)RRd+l0PH8mOl^olf%$jeu+ZulSv{VqtL
zt2x*De^cwEy=I{J#>HrF+-GWP>dHM+^Y$&c)49}EWeBd6V<%2bXQ+xlNoY1I1*_PX
zs!B(|=;_Z7RHD}@;=Tuhpb4&DuadohcGd9owCUE9jkMTQ8e`wz5*|Z12sT5b`_kf^
z^yE-`B=)uC;`|I*J9Tg0%DDY9iQ?TM+j-E($A@+G>Sd0Oj++kW(Sv~F=D+;;;Z9le
z#45HpPN*CBu*-P)_$=-1nZngclOVd#$&)830Z;?fSZTp6ggcd>A%sF+)LA7*k$3yW
z0X1P6b{sbk&u#yuMbDYh3|HCotWmSMMAOwgJds$F|L6*RpC2aaZ9*C0mUj}M+_I^S
zM|BJmC~s;qZ4nj|TcNx(zs26(p6HxbR@CSjZO^?;zu)k>Dg|-pMO)EXO9zLQfJA&d
z-8p_KV0jIEc|t{ju7rl8aNay&>Z@;>sGz7QJxXnTLqj0Q6PhDw@F#gJEG+1QE)Q3j
zSbqM%5EQUVWN#O0O`~&de-3&nG`M?pKYT#pCb6n%>F795nd>rK6Wmw2xG-e_#9kZg
zHq^ET6pfylxhhu7`1r4E^P(W2X#xo-n_YUeqxg2NMlVtK^pu|+|4BnR(U3-Wrn6LX
z%&id%w?4;0*}koi4RtWf<n9%{&O?U|O{4i`l->0h?%;!-aPaxLZJ?eEB_VZnddF>T
zbuC0hM7Vqf!op(PNQ>d+je=Ny8-#7&{{59e+=MKcKXYB-KmU6<dIJ?y@e84$8w3O>
z-~)}{I!nCH<N6@LF5{FqKueh)_Fp=ml*EH}y4h>=IPkzRP?Zx++3j56ou58&LcekH
z@Tkt%bB%CH(jy_NQa1ZcJ85rZw{Lz#^&wMV?c&;P6pGugk5nU4cO6>t#MbTd3{W}0
zEEOxx6HVxI_7O&u_Z!Oo>(Cjm?ifzjxqA8L&5O`PR1FMR&<=wmJZj@50Ss9nCqMF;
zalxul!>^o^OgSgr0V1w!-<rQt|N7P!<3B%G!m{Amex|FS)9)4FgVJg9&S(!T?6BzQ
zYC__Ag@uK=<?OjNqt{*R>pKC4f8cu|S}##eNYjmxXNU}!?3Iwd3x=SftII${Xb>S)
z3k!a`_sMam9qsHy^iPeEMNS@_y84B!xt~6MjQwn9W7CcL0%oC+B<Ju5f;Ra~#1Z&u
z*Yi3?)<SvzT_ZZEFw?_jOG@WfqWPc%U6shW$;QNK*#C`Y<YD5u-Kd&k7sa358*w-p
zvFYt``d-<dU;Uy2nbL1+Y8Y7fmDGz|mQvWG)^20iV)w41#B0oHsBOpAQy=LGQ|N2B
z?L5+@;yToJsKp)h9;A{eed#t(8+QZofSOC{Pm_;MupmSSp|wjWd=Pw@!B5l<Xa2<$
z;2<=ezEgZea3;d}tB{o^KHZCJ+tdqLz!^&6{6v#QmRUh|UR!M~<K*OIf}*z^%%S6#
z-n@QYj@58nsfpn>bVVS~d{^1Ng^AK&Uunv*AMb7weo9IKsA*Q#{L;0NnYXuAn|7A^
z<~o1VOuuu7{FaNGai$)T&}`USMGTU=zzVoGAEUr4+p{VDWtS0cO%tvdV4B*&!GW8b
zyS$=;7Ee`MSNA0<PH)SPg~_>6NV+e|%PAg1Z87mSc6J0CLgFP_O;l7AN=1<0!YtM9
zQeU$}hu*}kS+l0Mc;i=JB_$=i%az4lKGP#toAlL9J_A<nS#=i}sKjq!El`Tn*|Rj1
zpT|S)+z~-1_}!mVR>Ql5|9=T6c6~s}e~}l9L<2U@aa$QWmCJMaIU6CF91^}uM?oE@
z3}5LmfJy`+2nwtUQqIcHFTK$4`LpJ?s*4$0%7%Gltkh$!wit*FcvDeY^BwTV*q=}N
zPS5UXXlep)Q6v&wiO-DD;dSinK{syjGOdwKH~H$xZ)dOb4lYIgGq=;t&CSQ~a3AI6
zUC7K721w00`h0Xj|Iw|T`!x(>@A4@7?II2a3YQhC4pFeKUtdeqT&U?gI!gfz7zgI8
zH?ptT$o@vFm6ffbm?xy^p;>5i^T8tj&@o|NB8W5dDRfPB`d8zQ|3j(P!-D`AA-9;)
zg(gn9JZw6KWppIG`e=R6@&JRq0hDrd@R-Y&1HhFbCU5MNn-PitOOUoo4>nGi0u!4X
zR!+Eny+*QA!hz@;+S>GB9ziQs3Ge36APO+rr}|Z4eO<+M!ucCTpvmsou>-V4V3VX|
zM(^FbcW2&ZQI~@X_te0|ibzl2nCS1Cf2KVGe8GBda!}TRam;KR;7>_F07dWm))f!U
z3aW?!R^(!XNB!;hw`%maD>~W0hykdC1I@WK9UUFbk8K!T&Yo>3^Y=fQWT3AQn-?Uk
z9PqO8N>e5pQi7br;ner{Gxm?}X^9v;%He)PIbY+jyZfYFHFlCU2>0?AFJ2^Uwxr&B
zLq2e)$I!7ak8M)gJ)8lFc6cpm`%GW61;VDwZY}Z}6Gk(Zc=FD@Aq|GPhlfXEsq(;f
z@Jw431zdJAuJ`53m(<Hy*2N|!?sDzBY~Bh+`3gIrY;pGf*4(GLxhg2S84jbuTi~_*
zp=lWzw`kwv6;LwC>h|l+5!LXLh8yt@Z1i*eobNL;N(q2>@aDmfx7foU?ig5FTaUdd
zRC?+^g8ldVgMo54Ha|L9$g^k9T*EC-ep_pH<r_F1r1?C@&UL8JuVC9YWbEOB4fCS8
zS-#U6jkKY_(ISdpd0k*&AaTz8W_r2uPBc&_Cnq-&mFX3hTsRgYX}~}x=bt}U1QgZn
z9}NrZQ~ZY&Hm={fb7yDugZp>yzWDHAmEF4=D(IImn552r;HH>l?W016d5M~O3AIYM
zR>QCYj!<b^u#alTI~sn!v8=STASK_~uCJAmE}g>Py?%eK<cekyZSjurFn0H=o$gTX
z0Pv<b^}J?Fl*9Uz9@n>3P*4DR+~gErXi??|^Hvpttov}sMG%SA3DQ0%Z{!O7T*~s=
z@^tUsy+r=|{_bWZFgsC$(C_7)ztX~kNOt50=PZY%yV-Zvl{l3EaNLULwyxfEP+-jL
z2YvvZI1)~VAOP_9@83yZf*;4Rm?X<)c<3Wo?ez5YE!e5VB!L5lCx1MD{9Gq7Z(MqH
zJ-xlvSTFe4eFp*@dBvh!{^rdJ@MB^%VNHnWi!1+FVO2Q+{-~y*L5FtZxiGseFE4Lj
zvAe^^>?1s5Ki*dZ$u)pzppD(qxhf2-Sq*od4Td05t_CAUggAPilLvQhav&TABeBi<
zAWng5I`@B;oc~?TUx=njDS!KRCFvMM3A}KD7NYZ4Ec<B`MuwX{xS3x`slYy~$9_QM
zfLP*<e6gcv1Z#OVXtZsO4-J>pney1SdGqCXx51YEXXd0RGiOF_RKI;Yc=gTQ`1sZF
zn+{zWb{yni6z=Qo-QOkLAtNKhugJpIaBXz>@>~Qnm0KN??t>iUG1NFTXqPXy#?H+;
zm@7!G8xndNF3e?+XX}XoqDo?&f_cQWc5+f~+`Q=wpHMGJZY3nC5HJu0w_g{a&TBhr
zOF00LsO{Uwx?1w^1t=>UpiU4e94cFCPEIuT2mwym&lMnV`?Ae<z%nEP)kpTHX{B7K
z@x-)-q%LFkju#*LWn&{dwEk=PhWqzxz$PS;F@!pmBS-j16#_a_dd4+BhrSmIP|gC~
zgV@XJh85t?$0v*Vu{h9Uk6Bu#)`yF$Y#Q9(G5!f1=>^)j^Y^+n&<6@%S3?K{iH@yt
ze3G(Z$Bs2H=CI|zHZB(w->0d$3}A5io;`bh-dr@1eV3xl0{AyQH)s9p<6VR~boX_5
z@5H4-PI^*b&G~)U%uuOphqYNqaA@ea`I)hUPfu~;l{7$J8lhM)x+uxOoHZN8(?oTf
zB2Z-y8>TjJJ;ur;0>k;`EC){T>e<&mA~Go}EdjkK62`BuiwFuDDJ3Q*W*vCAc6M@*
z(ag+jqp&d917vT5-!<G)p`i><UVi)L&CCf4ET2Z6vQk^5JhTlAmQL`%_WvnGR|EBp
z6YN&Y-hLCQ@W6{{AQ%i6!^0ic9H>vu)2RHk2^>lZDHqqidX;B<`}gj>G@hyq7$2K|
z*2$@SVUFM82|O$N>DgJo?l9#}5HYs3YiAqeBoF89yXUQbwA5z>7zH@@E%+}C?Gu75
ztIU8w#SKxKnt_r<TA}q1UVU<7M)A<V>8&<39N>jhw;ixO_K00?#1i=ZN&n0r@+lZB
zI&fsBGYG`zd+}MSI4PxDAh!VO)Z{JGe0&@%a@oahUs?37A_Tlo(aXTnXKwOg(1!I!
zeqX+Pp#<Q*+PWc8gjY{x-My<K7$YDi7XBn(-Qpl>gUSB=8D;zYr2dGC<5X}bcKOY7
z126=^X8QQ?V`0;F!xiirZ0M2Nd-rNWjno|&=KAw)EIo?(Ta=X6!QMRJv{k)Ehm{tn
zYPW?&S;g#el01rKfsxer^Cuz6DLx9T**I@rzkWDeQswm@v7m1Q-v1WjHhr7JvRFOG
zxS=on7cr`?wPxbp^KU6D3I^8;&VKc|%E3n!Cxc3gJ1Uq_UXg#n)5}Zj_}CdnM#jRz
z!q{0aA{>;;*$C#YT(KfhfF9!En*t@Igh2mlYwxSS=UKIi1{@8GC;miPW!#l3K}d_-
z0<eRH762j#P(Y|JIFw=LAP`A+fB)Q<AM-6$XzgLKrit42d&u^Ni)vG2Wo6a%<Hywg
zjc%Z{2xAbQ2-R#Qn%;84n}MdCmll2JM{A{J2k`}?vU1sbrQxQn%ZNJC<~eq7#Z1fg
z5oQL4mmmSTcv$n}9}HY3@C1x@o8UF-LZMso>0X;9Bd`;REuCihDg@bv-FOm&TOGHv
ztIb<-y7&;1glp9Y)QTX1*OH-xA!$Z&2a<FR3PqfRX%(o}$k$57B2SXB01Vr$rL`Qb
zy{|EYaj4_DSzmt<T;@MadFFFcVxrEHy`^Pfef>Vl<tj;fYJ5%#1wi~fR113thg9U4
zjvP56zhlRGK|$5b_g8q&0|i*Vys+X?em=adWmw9FclPqtr6`xxTa)Bm&BZPGDI_ui
z#ETAO{rd8HqF6O%>>)T1Dn6%Y8+e#usgD<4eGK0CW;wZK6!;+=6hsGTh!6oH%e~8U
z^Mi*EoqxRJ12FkI{rj7||KcuWJg6wRyXT)g+0xk9NH{X0L*3vt#2&?W7~BZ&r3By}
zTLU7&+U_dwtBl}0m~X#kaemCe{>x*H!$<MlD7aQyupByUVAN&kIaH~ssc59-&=#Pr
z4YTu~M>+h~^X4kiPJexV7&$)fN<vuZED1`!=TiT!k|cqMw5&dX(mXI0CSG|~V2pQD
z%W?|~<<aCwq^R*rMTsnQ%!;Zig3KsL(E;}mkPAglcMfn;^~4F$4*tDZsnatv-B^c>
z-^M`E)}Y$GAY{pQ&-)bRXw-dcw1mc_f^$<t7e_{%cz1cSqP)cA!<X6$&+t6jkhYyM
z<LK<fX<!2`kiiSE8BtI|pf0~a^9KbEjEETM@%3xEDuU{W+?cEll$b1wG9}apXEZK$
zzViUZ*xtuLNzq^4YUPaiq87tvh%E(}2|@DdO6D)s=s76!zFuwB@wx<g{D<sKes9#E
z2#WcB;q|L%sYvJu?esU)E|f`*BH&DQUU?@9P(&zJ&)09?GTb2aA)lq<>beynpqQkj
zNc`|N9*wMyBn6H4VSRWq)MDcB0F=*9wmK3-1+=xYt6eq_vRf+t3I5f;kS-@Fx$@`F
zpR5{eaE1;RoZ&-QQh7%CsA1J^0I#)c*Al?N%EcveO@OPSvs1Z~r|Xm*t(wM1aT9)Y
zf;E}z_PNqBa27l|pQa{ywy<haab{30X^L}k4xA9_)D<f#72cy4U&b}!aYOESz0g+T
zwF-}CIi<w&H??C&NsJVYrv;4842w@(AwXKIrOd-1OMinok8GnV<PkP5uH^vkZKb}&
z`xeM=fj+ARGjQI5A&;_5L=+%j%DyZ<)(F{UzkdB9x+5zO4<kDB#|MX2fg2GYNBJBx
zKR-XzW*vXz7Y}CjZ$RO9G)_z)Y6C5$Xs~d!=b`c2(^E?O_kW_ElN=JiRPt??qN2=+
z`ddD&KHPhBl;;7%x$)4|irokIW$1E}UJnuk99E?jT??H8R*}=Us+Gk3hlfz#)D(K}
zp17Q2M-;+Th`0KU&TH_UN1aMVz=)(J_a^T`O{OQwKoau9{^^Z3q6DZ52C56r97nfR
zPv@;sw>o|D<O+)HY30sqrpZm&=^U|9EzQl)$bc4J0@2;}1;ta<(h})xPC<YvJ^j5!
z*~fI9Rg`jQRv9*Qm43Z7obwR661JU=Z)=+8SL*4uUf{4{8Z~)vkPWz^s_VshvX0R5
ztw44Fx77oSiRx+i#ZWk2kf`QB)6J#6I}wl)G`<!W7YvdKDH6M`Nd0|M!Qv$3X4zht
z1}8d86$LkJa7HYn=o_#W@IMs=DklNCi!(p?c@<o>GuzQu82D-d@EObnL7G-jvJO4@
zE@J&Y>BXW`{w&tNORKN%gOs!=mBWXxw+*r24YEvg)&+Q&1(IGE7rv$y(8Lmt0&-a>
zNKOdT8tT)hPw#?Wu+x2DHy{jj)?;>drfEOiTwQ5L&OAgSSOgTD2&*SghJ(?*{PJZD
zcAGjJr+VNcl0L@$N9k3^n#(8_tV`O?0xKY>xOgYZfl&KUKQLRPWS)`@WCW6$YAJAJ
z0e0hFvxXEyxS=FL1Rq-L$;R@A1~x>7s*o+H&pxsf=;8&`y=|vH?tXaqDbWnmGcsPh
zd&gXGru`+<8$%EX^AgY8is~-78AP;%zX#t@67SuOI(D$wT~Zuzu)Z}GXzfO4(81{f
zh+u%eaInNv20A$EBL(Ws#~cfOas$vMb?0xqd-sk6E{PM0yub#y8K|})85u%Qq@BB8
z(h&tZCMJexNL#mVJ$B~IrM)*5-c(rQ27ypmBHl-e0xDfMj8?3rSD!vT-It3d^$JQ5
z!im*jTo7DX{>s#K$%;HAh4*E!9JG>4%Df!phDc%L)}kMQBD?@~*nF~a<AsnALDW+`
z1x?g)vM!1$@;6qMx3%$}U$*ikR0HDXA+t#0F{p0UAU~0=G<*aH<;dnnOR|kD&2=S4
zx31t^Q80&nEFIbE8^<(cy=R=wbfLv(R2n%MHec_Wihtae`G1u?|2Mbg|KAJ##@j#6
zBvG-eG#Iir6x99katxLJn8kmi=bVX=k&H-8Gkp5DByvw=752Y+MMXS?0zHkeg~NF#
zs1Ow)%jx4s4rsqBKwGj~ws7(Z;^Q`GIbW0{p>I9~S0dST{rVLFIbe-2q&#iy-FkXV
zNXYyKakNGO)fg&9bO!i8^!oJ{uCN;baD7WMxsu-y1+LGv)*@vZOiUfv!RD8U{`Cu3
z&Vq>W9bCAdm9<+<?e<1hf-`4Dr8Gppfs?VpWPqylTIi`4+{=sPKjW0ojnk7fI+_t2
z)`m=d9>9S;nfiXG?K`Dg3!OJ$v#fxXaO%@NONa<AKf)0*exIypX=6i2ybNycTj*4%
zMioDf>>`hz^IdbiGion21!3nB?dpuoOjtjwPc){lfCLbL7(h2%D-{H<oF;zl2SxOI
z9E}?Rp@NIVu+el$EP5V3CepxaAVwL3V1Sns62b_jHOkQSoS&AFJJS}%?>9|_^{s_|
zK02tpWs9+`1N23gnCuvWpd~@V3ZYf+MpE<h=g%4nQULo11rbjo-3GUtq`-)Sg}kEA
z<LFQp{;y!kz|crStldga{A$3@<Ls@lj)|?o+dnvX@$l1AFFHHR$}2v1cJllA`MLBy
z-4c{4c#8A8Y<Sq{_KASB4b$m`!F(Ki)P{Gz8C{T-0v(0^p`o-FVg!&*jM!N>H#*8Z
z9&qq4>#p)ZgmfuTCx}E)^sUq26fq;9B@pI}@&s8`@{#|4>WGD85ws#+F1r^-0bsj^
zQZ~x0%l2TbKPn2slMJ6i<Kp7X6HzqUenSc-1_2}se<T77GxxGG_yr~W>0M$bq<4)E
zT3eY_eQ9m|2FtGS?2o-M@f&>XS3VStNNLwfj*aEmdipaH;1r3H0^+42;|K8zP4ydy
zWALR!LMnK!3C233z0-`G;p=be!w(38kC(P!2K*z@$`kF+wzajjUA}((Uf&4$01_`N
z@}qcwhKW}X00iD4(kX}Pse%-snAYUpjt4`bPf(#7_>WkSNfjFw@;5N#K#~CsscOr~
z+d`LC>;L=^CR`Nm8HoU(z$4(2rTX=(ySpY3vJARpMP=oSx;mz7(iT<ml4i#o9iy=<
zL^n#2oiPhFl3;Df3G^T_j%5qW;AdlIqP)JIm1HNdcfr>0Uv6e%Vj96sJXRAcMt1q*
zCr=uXT36T5ST8T1@W)-&Sz%>4JidOmN=QUR4aUj$Z|<rZFMaL9wTqnj&5TxirF4SL
zr?jQTZuuMJF@Ese8_1%szbdI3H|4KgjH@ENkl4}x&}1|dhCj0^|6g99x&yO8Cci*Y
z!*BJ8;*XZ@>fETIweQ}4D16w~f2ggl)Sn3qj%h>(ZuhYgrm9QZ)Ev(SH&7iZu-=-}
zAG1;ePT>1ty6aZ8%BCUb(FdTI+G1;GM_L<ucn_nN2A-#hOCd*U)Y!xX#)!f$UaY*Z
zVim%`%TQ?G@K7iiy9h+$|2C@5W$lgNQksYc{)XIHGht(CNrkv7m`56j0vSXC*N0aX
zg3a>gslnd8RfLFv44pV}qWtx1dh}O-qGG*bFcYhaFg7wpK>Tco-%LDmOwvb7re)8o
z;*vTyqH?ieslzq9Cg$z0nGXvQIqE8G4CI<I)k919?`9v4WWGm9LJR&cUBbgHQZh1Z
zxFCFD4Rn7JPQ=tv7ii?4Werb&QVytB4_tWM#)ixhfRI)}D<%0Z^md|10kAF^y+Ynt
zy^~cq-=+d?uMARiiI1g@JiCSaO$mVG_YHw6xSw$+&%zn|<H}ATgfsE$(<}TCK_pRQ
zkGV+)BJ`v7UyettMsV|H*6nB7$~`)Lms23_ueGwaMyl@uf-0}afjcD@#z078fGQyj
zU_a>{?toNF@;N|{p*cB@rA;>y6T|U?pZ)kuKCM_YF)qif%ru$S?K-Hyc)c3k(0g)#
ziUR-lfYe<&0sT`NhU)MdA3uIfTx{swHx#`OWc!i{mMe!TPHt`*$BqfW8NN7NI>!v(
zo?zS3xuKop4YOG|<2)peV|2^8tDK4?jKG9sx4io|+T|J;{;;e}d47Jrr{?q@K2$Ts
zP4<@T#O}K{#m`uV8tpVyiMZJetCI)$5ur7VzAE@PYRXlK_j~M>&5bVqKvM!7Uk&*H
zrAyq{?&L|arjD8#-RwFnEXrlTISR2@VFxwb+b=<{`oe%x3>^Zl2^)+m{M@It$D?!?
z95xssLE~;9l|Xfj_6FqX<y(os7tJS#3n}!GZ_&!5%(IR+;^XI;zLP~z;&ryKzu)?M
zUE-rBPtO01iNGKy8H*z8(WHsD8zR!`{FQ}rZUQwgTe&vYkw;(uEp_xY?TzzGSCAoL
z5_7lOiL@!KiBvd@M1)5ziv-FfL{w-Ezu3Ni58mh5e=*9GTE9NES?4ww9u$z@@0FK!
zb5v5>IXEC{Ku-+}Gj`KK829j;MQ*{|;UX6yGKvAxP6D<Vcu@x|>_YkmLb8C6P{zh@
z8|hvr`7StxY!ej~?Hnv-*n=hr6QmG^570>Oud#P_$B$nC0Nnr?6x;J%K|2;xB;RsU
zZ?3(6=A{Sqhtw9}jo(mFh!;lmjLFF=)C-c#h7m{$A6xRS=Uonf2<F3w50j)H%-)r1
zYHBwS;6+Ek9@2!Po;#Pk-Ekcm*#U+6iVfoA?j9l<QRw=U9o0P7rgk-Et)8AHgHz}e
zY4AWmDyi@+iTR5pQyMZGbbluiZT5sK-bzJr8kv~T0FNQJH7{@Lg$oyMA@-VOe23W`
zZnV*zG$Shqhl_ZaL<VPEy{Q}!nIxOhs#I<JAAa4ubt_3d5h={P(1{8n?F9_wktGj|
zuhW{Clte=E+&kSj5t&EthCCbbzacHxlT<7pH|lKG0DHyDjyGc~NPhzjVOzaA1abtL
znk7UkNJYHJ8bm_5A;=$4Nj&@m8|R_F>W1Z?v81-4NW9HP-@AjQqe^90uUxrx=gw3^
zeo9=ku#k`?coa!;fax1T>?aBiVfNtA>4N}UB(H^lQx~#em5O`~c49RaOjsbZ3LL#-
z#m%Sf=iqwd0SYK8{z+~;I!3jOnU@|zkVW|<)(7<t@$LO>A4rE`^EJs`)rw-5h6)2$
z=wNET)hR?LK+Vnn{T1x3@PFrLexwj}1v(p}TU2l`9Z-41Sq1!M!88N$&)M`aNKcSo
zMIO2FH#jmI8|R)}b~A|Rh*A8Q<32!MDyShksgw_SR}1q2I#r|xsGHbV?zP9*W)#Y}
zH7F;UFap}vl_hXNFilVlzX76)I8K_VD(i*$om>~*pBoT2)cLAJLT{bPMqjG)$wCp%
zBX6gk@vu4E0myzu2pNP`ANPuQUNwn$sRm}70w<=1JF9cb77w=#kzN`Wk=`6Wh@|N6
zvZaNb@>!Uhj0neWIx|InRb9hqpkmT^>V}Q2EynVm7Pgc8D;uXy%;#pzgKhx2n^geE
zWm&iD^64qaWyrYPMj#-CPk_A6(2_$e_XvhGQBP>P+7BFs_x=jyWYj?-LJ+`w<O>y<
z3})lhjA1uJe}!xR8HvF1_I5tRSYl3Ypr=M4rmL@yUPR;$J7X-l-ahMyg@6!j7At6Y
zBw??sAe<(x`s~G+$&o&t!sT1=XTwMJX9e5iYiQP9;#WS}ruOH9>YC$8?;@=hQ(i##
zr8|YTI(E#TH89M?lnJ~XpQkM4D2yuR=51P2o26DF3Przi<wDO8FK&d1JIBskaF0qf
zW-|3gROC;QY4j?r2$+o>qVm%}TH+Z9kx@`woB_8uG$MjQPhX$lH4;cie#fGx1T!lE
zh*+1Dl$2^Ok=t8y3pXD(gcbQAlqAx_A(aTNX)^r*VTw#DqE{h0aGq_0CWS)wC<!h@
zk`=nroO$O??ch?eRV4$aXaFg(RA$3a-a&SPQJf*Z9=P(`=PCTWpdas3tdaacqV=j?
zJDTxtbXE2p(IFw4;p4_vP;Fuo6IbBFX@rvXXmZO+*$axk{<8(sLryRsDZ}pPUq>e<
zuAv;m_9jv~B9?hjc+O%;!lXv#{9)ca^j&<3K+cu;6+r?w6E8+ao)@4m^j}hf8Be9c
znyy@4?3Ouv&3AfiQK1>yD4|=}P*Ai2QT!pOk(!s-5Ay*QguF`+J-l8<Xg5eW0W{n$
z&)wlM#EW}}F<VB+z!;B3baDljkBh^Y6}*UTA<TRX*yaR-;Rk?bai>#2;c)NDfdf#c
zk@=Sa{W3a6NQj9$r*~C8G&f{t+;yr(_dj|3n3{rgnI*CWjXk4kkUmKjf^nN+mWosx
z6ZW9z*!Pvdh$8KsQ(zp8)}z)4xIipAHb4Cvh>^fRn_u8{%-gqbPkaoWo77Jf20%u-
z|EpBiPdkV!uiw3^LKXnS>dSZTET*nT|D%Q?6okiGS67D?9{`tu3>KkK_O%xmw8{L-
zNtmre7^fyPbn>`)m=g_#KiiFr1}TGZ1sJ153~X(M(PlGp5GGdkV#59OEe1rHotwLj
z8CawOdEk`m%4X)^!md7YXqD4T*i40%NjNa+ym-S@+{H$BFP&c)_C%DZgmw@MOg8*s
zTpTBg<f!5u0148rFm7{8HJAbDJV(zL;Sz#5fA(Vpln^Ttp+Z0*y+0XpeK>rBuc%V0
zV0amW&+*Vfp^&Yu9ejB?CMFQYn)B4m3&^Qm!^6_Xa!73xfeXQg+U>ax&5zb&EGr`i
zA<b}%hYMi(1`(I#6#I^nH85me0b@jAtV*|44m1-+@zQbg|0N=JwHkHKaPjME_kFJP
zGve-6xCcxa);j58V`C%a@!={wGG^w*0fDk*FiEC=r1(EN{)Qd>noRn@jHFNyK_`C>
zutXh{kWd3&#d92#%fPa*vq?ybpnTjf5`cv0*9|s`ky-!nN{EG?1MS6JW%HwqWc;bC
zeTd^f$Cw;)9zMK?wu=nl;p`kNZ;o^N4}t2&-=n$_<wi6DK(-S61WD>m1*xOZ*ldpe
zSWq45^k34cg$fI5k*Sv`_#q!|E5cfFQY>P?lq|w}2?D-1k-k2Ac1-mMDfPbISPG@e
zuRI{z0@)nSz9=h{Pk}Wah<wnW;aHGvGKPx<NyhTAP1J!+kXw@0??c>u1ov71W&-vS
z>P9(A-DR9u01a`ygv9-d<hFd2uLtHu?2sv5KrK)2m9{8VS5>9Hv`&#>)vBvL(fbW!
zEKVIkUQjh<4r&cvvkcb{QHZf<7LcQ;LeBA|R&vRgUXbyVU(m=&LN`|0;%N5!wcAel
z$mYgrZv>kQE@dY5F`sj1F4BgQZ{$mNAQKi88oC^V+5}LLa3(4@CWV6U-<KdJ5DB3I
zixVD5<_uF)12MWqhWVeB=HE(ch_Hf8lpyacNJjF3RBAu=DwdPf?4OX*+{Z@oHq!|Z
z2;})V5f})B6;S@-1r>4vBq53&2+$Niyd=T@Zpfe8F*)e7?4SGH_atSP=J4ldA&3G%
z?Zo_V49brDxp7hC#^{l3qYt8hwU{8_h>%((RMdTtgOSbYzPjMQsR+s(FLAX1%`r!7
zerEF1zsHe^8y;*lFLI$HL1b)Np@L*L^y8FI1y7%DV_vt53^c!a+j11L_mf$IxO<HU
z21{$Mg92{AghKW%jD8^nuzX}_nJ5Jyk_>8+{0bb4H=DK-=7gvP_@GIj4Ly<sh`>BG
zpTX{G0BnQ}VFmGg=H26aSy|+0h(gcbg87b}$&O1ilKi3%N)nq`><%M6cYWC1LW5Yz
zVQFD_+_kYwaH&$vL*Oy0+Zg29*)z7J{qhYG&~{9l{Y-~x5ENW!KO5G{+0$cW02u=&
zRE{d_?)t|zdtCcQmOSXup#%{hq4cn~qEc%wnR6q7j8MTUm}F$GMuoK=B-r!ZIU)y+
z{QmvM!_gGB5*VyC;;iz%vs=j>g&RW*Rk%o`rKP2%kpl#Zj<7M@hY66i|NiRL0C2$L
z&0oHBL#xLyuOiVqk#$*p-=eEMdnK~6B#-U{ZyUISm+)TfVN29CNJAXOj=1ASN&tdb
zRuWU3UheL4$q3e=I08M^wn;8MOv2g+at(%{2*GtN?p6@$>OW!@a;mzvYsy)a=ZUvx
zg4q$<_n%5On&K=4WGqBK7X5ge6pA6q2M2Shp$Jg|z}mZkpeX_cpAIAgGmuy=7AN_*
zNI5-%C`a})c=35OeuQ^qj=#Qaby26ojhK$8-Nb9fPy}%(AliS0o;>rQ;s6F{N#Z$k
z@68B2dNM+Q^r{qgEYVm09QU$Oja7M`d1ea`r4`b7#4jOXJ%Glz<5TLD@qcGO68<Ro
zQv}tBXE(N0%MFk16cf`qb1j1<&eJOC4u}$(q^76m^tHa^tk)5vT!>SLl`?D0%r9DP
zkKVC!C#db>w9#L@`excHd=N<hRNsk=XGp~e3SKcBNUBCa`m*B;1Z)yXBV`C@08|bp
z6PTH$jly^M;6aY*E{Y+??{<$)OWcb}=BPhE6vYqUUEj7xDwmU%3Y$Ol;X_GijXlXh
zL}yYT&+y4T!iGde8z-VCeXV2r2O`J{RyVn>B$10lM=HRu8nO&G;L*N<bBOgw+!})U
z#Wl&*fly2uUBH<Yh-Y*Gu#vnxb}4K#+*M)$lWqt59I!(2XF_;H@E$hu@f9;3bG*P9
zF`;D$ER*m8$)J-j(Xexmy`UyvVwhCy-{JilGq|B-L4xGYd}hJS6_UUt38f^lJMGHL
zH6#V&XmGc#S;=dZ7QVOGqf+G8ptYWKF8*^T#jgN#0=0r++XhZxS(7RK$W}#k4>rRX
zpk~axZ6kaT&F4tA6pAdQ3oYP8B?<XIpY^5q<l0tXrk5y>DE}AW+JWWLQHVr`7{)P7
zxT40qXlpA`rx6yH$|j3qcJdF|i^jzI_G&C+GDb1bS;kLl8->X4_y8f0VgQ#S{^zB{
zzTV)5%p&f@`UpW_^Y!$qIu)8GY3XIZ^*;qCUs#F;8R1NFG`f59-bens67<w~ks;cN
z@KX~}j0OPRVi2YAF$`-EhJ*y};7aneJG1fm0W|`XlFR}pNWcun9X>x5@?b#-)FBoO
zE_V0E7RYdT7d<H=za|+ERFI(*63Kl;QjxeH;%BC4308roPSgXS|G&Qk&7VQ%532>9
z#FHxd_#TI4sCSm)??MD2BZiC*a!`Sg=`H)}Za{&~(EuTbKu_eOXZuQDM8qOSB)9;D
zAC4f6xVX?`)etP0nglC5R;V-@n4Jrpz~6oS`nBkpDVvV6rNu~$2O|8#2<-&@(`8E+
zK0EFJK7mX1kAjd1@Dq|OfnNaul^W)gyu7>s!lmWKhdi;OC;<=^a7vB<Jt!3w1$<rm
zn#O-V=;mLhW776D-RNA~3Ll^@L52pK13fqdEaBqCm87u1x=_6&jMWuKSJ^RCi<^hV
zQw5AO_AvU=rI4pj-EwIp`r+2l!}oOU|GX02h`7vt3lpYD*YLyhUT~;I^?;x-GX2{+
zid%*nQVqgdRd^iEqdhw0a2k*-GR7bSG*(z#{OZ*!8VZ3HiKPc{a0^N9;7o$7eW^jN
zIbYElNSp<CinvEWFSyAF6$S#7r(%9Y<I)^DIq;$;JhO&72K;yoUqK_umPfz5fI4;i
zwJ+9Qj0=!v|IeQ*V7?IL1VAzL*)s)-fP@4ipsgBm9l#ByR)O(C2$B$U)^Gl|7SbRT
z3TV-z(@j#a21tTHV`vPb5|O+}Q$kepM{5;^8c31=w~3^Tke=J#>5gDa1wJRdj7`Q$
z)>TY!SZZT0BBKD)z8VE2BCh!`j0!wz**EjBtT&(iu1DN&fM_-3Uq=<?;DCKM3x@V8
zn36&&5FZ*CRE%iIPgWp^#I->DnL^p_*r9G^B}gJPh+oDZyk(;U8IVk5VuJhRA*}v=
znDs)OluIJ_Q&ZD&3fy`o_`BDVf+Zs`3RElfl!91?<ic4T&x05lcCh)8Bjms;%))TZ
zgj;x(ZKfKwy=iP@1U^m!_C>CfSXrBMC#I%CQ&LjQy#}L>WrZEqh(N0-J?hN3Q&fR=
zR+q#3;zOkJ({A6+b?R0{<K!eYgbWs$+&@5~s#TD_j$dIHFX`$!hDb>{Y#mUlDo8la
z!ySrwr#>-2?(>`+I21GY069w_t6+?~5PzCvlEI39LweyX$_a9R<@x(79pb(r44mS-
z(Qa`p2~N`@!~c|$R_9cCkQVZ6z;^*)*TF7qbSuk2`g%nEKe}-b#sCx>3R0W5{5e4Y
z-Vj_xU7bqf@0FF6B*2B#4#>bv{)&|=D*?af8$vCKS`jxhGxGu)8dp1wc}*f>Y&!Cc
zLwR9*)d37n^l?AU>#^I3Gfs%C3<^vGOdfdtJPpiIa(V*R3FdN{fM|o2w37c%q5jzu
zDeU32?BVIJf8bcEG{+BiLir}6P}G<VIdc6L&iz5>ejp75gZVAa*qvNJ3+`!YM;NJd
z5zJoZ)JIV=cY{SvXe!2+g0X>KH8wtOHn>y_ag02jI<()R{-ujN+gIN=pfo>olK|Cp
zg7c8*P!6NpWIzdZR(pp`?m`4&27;)yWFQcczEKD45I!<hgyI;4_?!5F2VodY#EEhz
zjezuyfP9&LFD$u}fCQ&bEutalM#0#mGz4*FWMqunK8^OROyS4)1|>i=LbeyxKyuvO
zf^I^BK1i<&5mL<dS?13DJ(H_qQo;qf=Utv76rzMadJ9|<cGvihpu9XcTp1#e+twun
z0@$U3ZhMaQtN?lpCE;l}Px0$K=BJ&BWrV-Kfusl#V@CtCUYMOAiZ22&%PE^>WrF|?
z0H>KT6G)aQ)D93X{)^B5TWES(536q(mRBBxY=~4Ov3l@ef?m*GbQs#rxeNDt6y*xQ
z66x}B=$i_N5GgYRDv@zO5WGi_uu<G^Vc8S01i%~iHQp0PsL_b*y+Ja7WJ6+Eks%O3
z*Z6mZ)a8)xHlwiWCCbvF>mb)sDYD88_w!$3OX4a(um&r@E+oTzn3^LBy$nvtLzL^u
z!N2vBy@I7|r?8RHn>TMr#%iYU=DrxGVrfA^n-_znv1T1VJdBJQMG98-MoGr)Kpup{
zOZf;e$m}eqH$Q+5R%_0RKf&YwulDDkAo73Zu<qO2K*buT;J;<Jpr`@^E~ocvQhFc#
zKdxv^VECXZjAc6bO%col@Af5CROEAz<QwL=R7hGLPB~~04n*SvWqt`cg@bP$I%SMe
z*V<O;f&a6nh{z^|qOPTdT)##L@xRC4T3O8nOCEYmi(FncqW8oBNPGso`whZHV-vVg
z249D%#NPnq-%Bc8Zyqrc3~Klvj@V20f9H77;pi9S?TCLu=5tZ~kWz`6Tqs5FPD7pk
zCrFH<?hJD8Gl#DKUnV{-n3s7~cRu&#I`Ygl5GE{U)yO0aGJs~;zUU2PFJV`x;eb3a
zU)TV#kvskdnK9K)0#I-gQt#dkha#iX%Dcmb7Jw}Tnk-^YI5UtBvm;WSze(A892q{y
zWsATG1tz`tr0n^RA5F+W4L<ZiSPIx#!GM6|Pyon#jqa$^A*dx}bOpIn>o-?~h>J?-
z7}{a&1P`n^$Q2~l3e@ouUD$bH)@>fcB%~IPUAzt905c(>fUHQY1!1}i^9^e-)Etvf
zkP4zLn{gmfb8D+LI1?Gr^;=r-Aj60l%DmR^4W7ll!(}6?Mko+-8X7%?IASCvLlnzQ
zgOp2nYOkuQmTl0CB0VW`TQVMS`i(-4ZpNgoC)u%0LlDg&A!0I10mZNW!J#cUHS*Cu
z--_yL>(QP!=rR#`b-1ZyW{}uHi0x3y!Dva=m<)ozxoFJCj3Tj)01JgbIPTkbxvgoT
zqoafHV;lm}fcGqtue!t+iS4UhOHL2Ni4O$osHmtw>Zl{s0~!$-Jw4e9Y*db$fYPkt
z>YAt52{--~;R6^8mGp+}M8-PEL=$w5!%A?qNm;<$!+D$+0cCTHui!t7>i%fO;W}Zl
zG^<*r>wtuo=EqowF#h_rHjK*k=xgQ07tR7>rRX{BH!;}^Juy+1j1iXO$QcoRd%#;u
z2)!@~Ugu4~2}D-Cch*<=t}kvbv{Up)1_b`du;xsaET~9g)6mcm9Mo4>3mM@KD5aQ(
zhFW>NMPbJdlK6vmqe1+z@$qywq_QsSoT4Iwv^c~<7-m%%h<f5P*l~n&Li;)KU;E0l
zE`J5e^d96IIR4wy>U_tiaVQBaO0~@YX(bCtLM>T`sqR~dqkcGmeEKsCXCl9&f?kKw
zcY1t>a8x{X0&<9?<4r?DgLJ52b_uosL_;m3#$u66m<8v;JpSdXX(cG1q~S_Q?aeHK
z;0$p-eiNB<2A+{sM#_<zf-t7}P$6-s$&?(K0ew_XjI8m&Z&40n<cJoCa$Nw>xO*Eg
zd5Awv0v&<XJ_%W+Igk3?mF=%#1OY8)J)}iwSY(<Fg@BxOiX;u7qh2<P%IhVWJTKoL
zpZqsv2K~wdw%Iq<a;Br?(0AeDsorakeqiDs#D?xO&{T|zrPcl2Ah(!z^DN!&&KZg*
zByn3{`z0Qi2mB^Uc@X407!iMRM&!UbM8j&v$GX{rc46~ZVP2`n)&U2$kcp6=jU;r+
zi(EOP&Mr?#@5C`rVjow1Mh~YdNxJEN_UznoZ&Y~kR<Z?g3eSH&Vs1AMvf0yP4n31F
zcg)I&8<zs?7V+E}W$$FM+jsl+ZD(@A;d=sF6Pr-t3EF?=J}54E7Qt81h>@wOYbU)i
ztwew{Cgo)NPct^+OfY~;4B-gE-N{yhpz{6u=06u9Z#@_Me<7#sla2g&M=z21?*x><
zSJDC`a6)1f@-;aT1ENfPzT1D3gL*yTi1ZX{a~G%yi6UT=g<{A7DyGVJVM#Co3>VPh
zJUuvd=b^^p(70%Tx7`>pur&>imf5o96)GJBDOMbYLj#teh0|up;T=TXgp^eYSDs<p
z9BE-S(Wv5bpf&?7PZ?2N)WM+$>mZ3({4V|m_qJ0UCMLSJU)vC`fQTg`Y>*rU=GILN
zQ|Mey1I;oB=V{x1Z$`HDkGO>!fN?SmOY#tTAE%UoaF6NR<J=Z!yqFAOLf{S-jX2So
zFG<dfK<eitU~5e`($pk&OM*ranpKdcBZ*85&-b`1PbXkKk%LL#ZB#-*h)GDG$4Y{n
zXbB=U(@{s#H#S!VR!`lf8h?xXOfvBZEjxpUT1}7~F8ubQcBWFH{}ueCHC7FlX378c
z*_Dc7W47e$3d0;nuuawm<D!_qR7awXljBoU?>&no)rY?!u%tOMt}+w)Q0nVVXb_kT
zm^{%2$=S3RBg50zYv{(ZWAl~Kvyan55Q~Hvh;IQ80*5HDYhL1Afg~Q-si?v(f~=%N
zPTSwD6Rlaxhp+ya^+{y(fq;|$=YygD-^010clsz{x;M+#2(WSR(czC;%?OJr1hH2W
zfs0@<8>!q0oOU7*yJ&wC=02=)-IC7#DfJ|<4;N>Ze%wYbm$S+=uKByrNo2ccK37*(
zs<6^xoGPx*3sxYRI071GA1sg`&2DIIHOn3XV<+h^<XrKj*3+qLkwP~ydyl=fkrh!V
zNIHp+0VFW6;>#KCph5%zQrLuq=nzCCD~NInVkcZ3Ewm?2-u2{$S;ZCoky;TyieSF2
zjbVWmaL@md6_7{0@)_Z(ze<nI&_lvQuKa#$r{-nRJ~ul{e2WvX$Oz&A=hjQ!wFZ<$
zc2L>ex*wDN%F4==0F*ykmCI(#zi~nkkw>uHgP}wqY90lvuNykK%Wv~CKRzs9GX8~}
zVm$$2&%Fzpn>>(>BF8yG5+vu3V32WxaSG&|lE>)emKY^^^!RZQ)EuyRTw?D#GG74N
zP?KkdvylV)JtEItL>RpaX;qfLE^ivJ5suu7KYgu0a|)6S(o*N~M<LFUq$Q{=x-$(?
zq~Yign}*yzIl253G`hIex_eIM&qZKf1hFopoJrAuO=pDzvPljGeTiY$85r!M7Num7
z{&VI94duF=0|VvH38y%jfgIVlZWlKay~wJP6Ca&H%E*xu(90<#TuiVUmOX)BI0@Qm
zyw4EHCU$&Bqcrn>J1IHRwd7wMtQ?a#0sm|hjtp3d<DUtffl^NntN}w6ZL%}Wac;>w
ziNdZ03`^p7$B!Qu0E<Missy2`hq9D7iG-gjHgosSpW)=>2_%llz!sTF0^Y>24`c)t
zUAr3bKVq{Go{vzB%a3<|PfsRsF_)OCXrkpv>RxSzL?I|A2g0$MLcz&21b`x?%&%{c
zheeD`jLJ|0ZN{xju|v!Or<uM)1cIEfDme_}c<uHx#2UkaNL=N`8)u-dk%P}%R}K&@
z39tslEmON`jO2u&9AYqr4E7N9*mV~LS;THIU<|=4P;TKKW7WI_u+In|ggEs-N;~tg
zob&aMe~V_4Ge#+lNt%!)g|dzj(PL198p)EPaBPVV(MZamdXTjenzWf1MWjR$Z7P$=
zSQ=Rd$(kiZqJFQtX0CJ2b<Vl2bN$XA^Vg)O=llIE_x;}Pl<!{8mq$$V5N;X_*p!ci
zup5sk`Gs&VMC-`Ocqg|7*PZh0=5A@He~k7YK?zA(r}<En1w+L9M4b`u3D~((kPteG
zGjvD^R!>>FQpC3EWZi4iy;X3-7k_*E=5mSldUc{x>X|Mk?~3xwpX`0mI#~bdZa4Lo
z`#JFwTQ`@#hmJId#jC#jSHP}ThJykmwim=zQnxzcwj?lO^l8TnKmVKursa^nXnIDM
z#~vZeZ2q2v%%yN>@{7%g6n0(G9L|cCP;n5c@l)yVt(9z{a_0=CMp{EZR`kmG(gGY+
zYrCtZI`6k%>t@&Z&R>V-g0RaPjr0KjjvwP`L|6^2Gfi7@ug>!%;9KnFwXUaGi1hIB
z!vF%$r#G4?g1o%*2b^9tH|gNPilRTwTF?(Ys(o2c>!70$oarCensU?E4Z#bz-d^fJ
zZ%>YfUel8&Oy*uw5t7Q6E<O6!@sgZM-i_)}+}^$!s~fUjy#|*@Y3t+T?Kx~uiut4d
zl}RU)oPG*-p=w+iIl$L?Pv4J~kt1{b9#<E&(bKC4)lkSd-aetRNUJ-bHw~4FvZXxK
zZ2Zj*C7C`X0dJaZ<e<O7VEoM`;IHlb&7F|tX}vKa-l%>rX#^5CgZ__Kf;w*~q*jSZ
z*L1B-g>`pdkYk>heE90*Jz2wQtlL(8$BIvU!m%uLh$1eD>ZA*17Zx}>>WsZ4u}6(s
z#M_mXHKo>^JTY-`+r6I9pV>G%mPQvG<g-AcFkg#YknT5!{DN8G?fjB6r`&+}%f51D
z(muHgEDv$KagZoClUCO+9yQ2o;P;sWIHqi)AOAGfqa3>tDdl1v0|*MSpU#t%(*TB&
z#1XxrUN<e*(eM@T`24faVtCSG2SuK8FSLzH7v`k-bBh*Lf7q!qeq3Wd`S9MdlzUy%
zN3Q?N8CHv^Jx!q9%Ra0EI~u11(1aOx>-P23dO+}nH%>TNgvYvgutiV@gj-DS+2$p%
z93o(CItJ@C5j>!==big|Ohb})kaPy=aMIHYkde+nZzvKYiU2s9b(=Sj&w6Y#EGRCn
zbHMU}pZk9Ioy67SEFcR?3`>xSrI51{WGiZS(sFRqZlD!IQR{ZX?5srXa8-i3dr+fY
zOgfB#zW0q$2M5tZfu72HrS8fGV4``k*!nt7fW32DJ0mgH<{A{lpAtw2SP|}WPP@(-
zb+Y?aBAk{9>c@8GibPBE<I<CdKpv#f3;Ru1JmL@j=I0b*u3%!<KpC13A57(~Mp*zC
z9EZY);{RhJu^sN*U+UwN|GxI6z?pJ2009V*iD-(E5}`0BGq~sE?a)_qC20VEEq!!p
zjHwZe3kiV^x7ArdGP*7u{$d&P0A3eu5NE92=&K?*m|~v?!0~$LZ@oJzhY1oB%K!5L
z3$yW(i2j22E-?u__lPN9yIfk}0w}>cJxtuReYAB)4)wS2K|GUSdX*icB^BRRF%Hgr
zxn5^W`oJpA?w6}3=cJor7U3G}(<!}8Pd#i>wngje%C;RTs(U|f?AUh|Z4>Pmw!jJM
zeR9ZGn09#5^vha;ziO!_9r-8P^-;LVgoiD`oaHW}ZiMr{!!ZkbG6Gx%BI0194I@}*
zU5I%Mu~ZUqE6^_JsZG<E15tqEWQzIo=j?P7&l5r<#prkv5>6k$*T7o}R+Ae=8T4<Q
z@Be!t`7d>1_498Wmo``abS5-~`Za!ZSK~%!f+PTGrBSQ}ZrEV=P|Jzg5W~@B-7AVF
za+;SMOIO0;II3yF+ceo$&_8Wr7q~Rhg<v-g=Jq^u<Hqz-DeQDL_yVfM1U{xNy3v8l
zU#y`1Z*PCx7z1J3B`-l+2cf6G*ke#NpdcCr4b$4l$l_{A6D}xO^{h}0wydmK&OegS
z!(HnB9m=MfH%#@KGAj<h7sOvS*TcPS*N`v>>&9IjM3F|1L9j=UcGFy33}N#Q9cqlQ
zV;9P;#_e<#ENN?0l=<?f>|gAl!>=vkUvmnC)r@4pHD8>cW(#Egg|&6oFI58<mIZLZ
z#(@eTvk2s7mpBQU{JZ?e%im>R_Xo%(5o1_E7elZ}4uG%#43p3i#66q4P2|#|l_h3d
zjv&g>7m~_SR(AZ{)n&9`g37U|DH=!7N6&sl@@{GJ^dWn`^3~(i5?9e5E#>ck@!5!>
zC!o)Y^gz@h#~pQ!NW8H!O+K--2cq=Z$#sIwaDz-B3R6O0(GrR=p#IJ227}r!S(2kO
zu*lhPzvQ8cY<YPATrZBt0NE?`bzVs7n<+FzA;jCyplt`u=zU;PQqQ5L|Jfg=C=!N3
z{E(D*h}^fO9pkHV0y%)8jBxuEB&>0lA=jqJt1YQnzjp2KybbwwxS%Y|pYhN{x8d_-
zGN5j;VH=Ei1WV0Z4IU>?4Tvs2#1okbDwK~|FMEb8Zv{r91OSc3uq2{44z;ps0|#^Q
zD#z)%tVOKecQu6c+fZ+f0w1bQdW@j-{A09roq>QQquLafE+JtZ0)d#-4fSQ|UZRRO
zPx_XKYm{5F-Yxmlh;}h|0P=f2j=Zq|`)NFK2}2ou^%WXo%*(N;1hq<PXn8R+v!F)q
zyN;rhGg5?5c+pWtc1wDE?buKD+j?nhPEA`F!g{?6MMb4@hGs%&U1W+j)KCE|v;57S
z+<u>Y|HVHOf$K8-ux7MtG^rc+q>Z)P0>g}qqdKX0n(3DNn0}Q2+;@e?c=8eRw*N>A
zkBDtc4=YPcO{GhhE~AV2kszd2=c2yFG=LHiglySNi;orYQ3yIKTrAwCTxZBti>BM*
zPLEIVTVc*s$)pKGX^za(j~v;ypsxNHt#V_Um*~4P(g^vv(aqxxu`}2X;zgXv)ly%0
zSFWk@+}uevwhq0#Zv=(RpIK)%?&O=FNzYhgJOftkVnxk|->&vvW}f%(&8kKsu3~$Y
zEYZP>ottZ=q@{g?>G@$$by4*-{jh()xvFV%9`>5+AT%KbJ0i@ji)zCPu3hT@`X3S5
zzk~&Z4KK{SDtF7kpH|{#&p1J0)iz@o3&U}d{X&Cy+C)(`Ql`&dG{5NFIZ4+Ca_p9F
zk$zZYatKjO`t_T*&yNZzdReo}fJPG8vj+=~X~wd@<5sKx0k^WsTz46zmGG$maFSn{
z`jwfPU8QM%KGr0_PFFu4Tm~QqhsJv7O40fgL_<AeAi5VW>DfNE-PJw5-6w-3=$vwp
ziwMms<_Ek%s0zNxTAA1O3Yabc;u<unlCi{rxt`z-$wY(e6g%JL%T6b5MEvlB5dr{*
zgMVZHwGy<Mm59)AE%pw{qynb=nu3P9C#vy0-;?5$$dPBaywA=d%Pr=V>}er?TY1_y
zi#{!ng}6J5ZmI<sxa2BI3(K0IW%!5`n7Q-k`%k*gHC-SFVf}mG;~5!(3UDGw+q$^6
zdbR|Sl6M9G)U4!(p=Rkpo(?i*gsMmw4O~cKD3>@8>bQ>rE@ZWp7iF|&@}83+4|eZ}
ziuwdg-5?^PkQ%F7-9IXU5RyOzbvG=d%J~Q6M;u%^e%Hq(jy`^)ovv<nRn~*Y5pQav
zcI<dnn6Sx3y*FOwV$87u5(cgcru8!Gejv7(AuN<1=Ph(dA0bFT0D7G*I;Fz;(7R(j
zuIv)4`nwZ-Q=A;d1_5*@E_)O;d{-$UWj+ivt$s(>7#QJplBxh=fdV#AYD`LF(FO4Y
zM2(>eVvL8aTMN^)u?P6Kk{%}!tK4A|8G1q|w3ZtS3xWKy$elYS_g$D`r1}WbClD4d
z(V37fPD@wtdtMpbCOOASePk2^Rhq<PmC4%tkN+l=_kXvE7xnm3iFLfsAhG7EuW@cn
zw3OtYGtS>z2{_*PH(YeiV{5K4HU?d1uoyakf$Kw(^yK#DIR7P9)w2C(pV=V7BO_?;
zulqh>5Y(2)$o);W$*e)iDIf9?39wdM9rvl~0NM5e_DRrvU~0x21wx(3eZ^C;DUA`Z
zYn6lj!qYS1XhmcRdLANH8M<-H*HXfA=<0Utn6y`0%CfPzW&Lu1LjTqAJ=!gr%LPA$
z1VbW;0;^}-*IINl86If6>8((mN)G8+m}@{S>hrURy=Pw|T*4g<=G>c^gTX+wvC@b@
z0}gBWh!JaCZgDwDA%Q?qz%1Hn`pu!Y7Qi5VB)2VRw+!_X;Xim6&q8hKA`h|xwEGjr
zX|z*jynTLqo%R1;UT?@Z(NI|CQYny++)8w#^XA>A2oN?LnqRPSiMFhR>fy7S%Zw`t
zXh6__-KhNm=R+3D>%sq|E1(oqfv$+YPvC0Ks*!$vUy)Z)ed-EaR^;nExrmKKb@#4D
zoA7OQt2OEZU~42?=8k8>ckR*v*N!~G@)vy|dyu!ht1&v1qf@4_i7fseWa0?vhG{Y8
zIhw191GC&qyv?u67ccH3<Rci=Uic{`KvG*FZbW>&V#V>)DoMS>GY*m<nAh2}BRWLW
z(%GLz6C!$ZkRQo>;DF0m@EVh?Xl^nZDfqdCVQn0KYl?$0j@3l6BVJ|dTPE(+%_aEx
z?RxyntE)e$|D|q>C*1;$a&+P!!N7qs4!zaI7kh=}A;>5V1;tx*s(tI`^Bi|G7y?ce
zdeW{u>-5quC@7TYtmooa<wz?zE(@a?h_V43WOc82{m5Wy`l3x7YG7WSZ!LKJ;sw3?
zwpU`bsZEp8{9bl~_N_h~y;!mJAMTVndQgng#i0VKc*J3OZ`*7$GqcF6;6vzUeSFYC
z$)FIv`16{oX^|)B&FvceP?vC;;U69M^u4sEe8B7?1pktt^@R5PR>i9iS+}}v9Zi&S
zbyDLe=j7IWJ_jYRXwK=GppNTj)q%B$x=4h=6i-+!6sUbbUUz_C?UpS^E?Sg)eF-nQ
zw&qQJ&v1mHadfjXcTKV%ff1<bnu#ZkW+dxF+i)%_L8QQMrMeTqldCz1`7yoRvflrp
z_&&qm!6`maZ0%680BN_omAn0;X1r#pXvPhS`6<>^AmZ@iULDVQMFup<QvpFH9C95R
zdE(90x0=u9Z26Q=q;a0fg>SixoaowvJ4Ke0v3L{R0K_ps;71}i<}ddv7y5>aT&Z7O
z`8uagixRU@4leAfP3u{6#v|SY8>qO3R>nX%Jh#*&vYG;`u<K7+dGFDIUl^C)^t<zG
zKHmq$kKR-O>TGI!Z3JP`QUPb8#mq*6Cb?Q1IGT#+r#UDjXJWLS-S<&Z9R=qCV~pct
zkg2<;csvBkl$0cvqnLi#ZFw{-j9xUonnuYZ!OXyEj7(cAJDWC29NQE@K~Onk$`K4m
zq`BNX{rdO6-INqB0v=*x&oAHX!piHpduN&dU4f1{EpQ;+rrr1+DFB)Kkg&lb<_8}I
z@X>m{sOBYRy`50@bYNR|?ULayo%{9Ehta-(&Pw(wmN6QDP>S#~1PZ{<okeY&FmU&&
z-V{L4l#)mwtQJ$q-1##g4)@u+x6GVY+2;=tEiX3F_0*S@7oue|qggmy*0&LWyKOCl
zGONBXpb>vClE|tDkDYd`S~%FlZgz>&=>e*n4T2J7`Dgkz%A}hT_x_#G<zKP}@Pig@
z%rs|9Z#OU$PnW@@oA-TY8lB=N`5y((cHsseq$khn0J>1>lGROfJ#m_RDnR|2ZVm1e
z3dc6(YSCAp3-Z`u5_<B^;wJ{*-%TFm=KZ9}_zh0^zA()mCTfC%Z+g6on_G0l?>&Mk
z>k3>o20c~hq&WYDf9AJ8rT3Gy`d&t|J^v{ip{Es!FeVNWbsqa*LXlzUDfh+K4T3xl
zwKrUzS35P|wROv*%QdC=D|HV2`_26yiLQyJ;+bSuGW%+6N=jex!C?_l1tsXqLd4n|
zL)C&#Fp!xLvZyFuX}6q`KaeU)1eLMmvT|pN9E>YYzja3S7}hb?EBf{H^mLb@1z8n@
zTb*GP9=NNx_dwW7Q|Eolb#yNE?#_sVfVeZ@7!#+T96+rkzIf;d0R)rH3$h-FZUf@@
z;pxt>0G&MDF7>qtyWqZcbRm7{*yhFv8bT1R8E_Vw$s7vm;<lZJ`2+T3`Jxd!nh4%r
z^XRhOd$PB3fmPL*|66MW<L}fZdoSJ-a?701s$kg2*v*?aA1B^Ch5E!qA%@vG&^g9X
z1}rdJBv_GywD{7JCw3(?ptkVqrI?QP;Bn`^AGHLf#2rAuJW-aEFF9{Fi3~~vhTl4<
zR4T)MbGI<s<hvz^XJpB%lsi=W37&&%@|q3j_{)4yS!pU{8n>_6VNZvG<EhpgBFnZp
zZrHrJ9Whb4?7(2QeONfR&n?DZ+=0n8XdmS*A@O;F$cEu*ncmzOkYei80c<1Pfa47P
zi%etp>5(FqOHJ<oaB<ibpb8Zz#uE6aTGKScx^2Hwv!%G_sqgTetgnT7xE>KuAw<dL
zr5EmC_-P1VNZ*XnndW!P+FhXhieH`V^wX8E+my#{Tr$tUtyN0bgtmr;y);{+Jg#^I
ze)a_?j+)X)C)mFB1NWhKi*WHFNsd4b^Z`$nIGKJUCw74Llf>~n4zCRe9I(#aD~s5O
zMo+EeLfdSh!r)6A5D&B6Yg(vp;g^s%+QVJQqjH%}67a12T^<d!)?sCBXK%E7d35K3
zg=6;f_q9@f;jw3&khuu-D_mdQs}2{f1+QtQfShY6LXv<Plw$tNNRuQzW9^G?HmK*|
zlas0xz&pxI7A<0C4TVDyC5Q&FKkacgHOHLygDblp0;8aI$N`~EL63-nq&07$Kx9=f
zE5AYDp!s`Q#QNCKKOazdgbNR(@bbMdR$t;okDe`|x%$w0{xP6M<N1p>O*2(@K2!C*
zetLB$IVV{oM1n<neIB~1u(0lVN0Ne!hWT$qf%yL2<3mDn`@ehGO-6z#1@G<TMy2@>
z{hc^|xfoP{Pm;;d1Z{Ux3bOj?FOx@g+$H4Ih*x1_?d+Nb_(e}oA_wW$^<zu8<(~sa
z&y)o9qeq+ZH)*bT<Ny3r_Y-*h_Hs#a>^lZ}4yx(ejRz}w=uNz=u?4Bzo{3YAnzB>-
z!m5SVwsYs!Ktqs&ks1h41sNp<47`vsijJuQ9SgGboBouYR%!8<P}D0556F8NP_LzD
z;w(V`Q3gmh60gzJyrFERM&`<4Z(a4jnLN3@n8n!1Ov_8k_F)aj?cd)*5g+RLpj6Nn
z@hd}X)76K2)N9G5E-#tk1}LsHDUd}3CqfH4mi6GkUszdf_i)ouf0>_9JLP<C_>QUI
zib_R;K|w)QhnPDrUcb(xiI+t1gKnpduzo$Zu5lIW^NTM6pQ&^uvxMqU`V$~EH6jR_
z^)Uqlc|xG9lF3^Zu{U$c0p>cmOn3c_R(MdQTQ)Q@_+B9RP4N!9E_xD~E6bAdWl&AR
z-b4?VUD0{=tmnal1}Tc{$imAXWJCkJGo-@Fi>>T>2u_06hFe+Od@->mbr<Yd!ZYX0
zSx;cXxsG+bN;Jg}>r_%D%amq`aYtE{@ajiSb>-&Im2@UDNzAZL?-F&jlFhET_Xtyx
zqTnphEO_7YoLvA>A!g1I&f!r}Kd1E8QgyuR_@S4@)>8(-S&mRX`o~gJb*>NbqJ`Gk
zIL;Rp0Y?WJ+`;T^t+d?;!vpJ#!p)q=&G}UI?l=ffU&2S9{*^P(L`h+3xHDB@1r~1y
z{lPU|?@{%{!lE%oNrkz{Vd@XqM@1V>ccqW9TIEo&Ga{9PiO&$meh0MT2G)7wWKG_9
z<1e}WZTTvLrUN0wyvHdyj-!2!&}%GVS;q>f%5Q%`k)&?*j0Dct^K}Do2{`rb(#7`r
zk=Yy0k4Nj5TE%O!rPOv1z64;ny}o`IlqU{P_uEYL)2i|)PU$_^ccnM6n`$xGMf93t
z;{WExa!zJeeqw6Jg3MX;xgi{4?X+xK*S&h!89r_j6iMJ*PfsQ&5d_xLlV9?K+v*Qa
z0H4XYqg_e?pZgJvo#lFLewcl^oF1z<UK1>5LZ~-h8=o-uiTrkVmP&0!q@LxBY(;l?
z;4ln!Tjn)X6t*cXF1G6j^xIW0WHPQyi2+r&aBX3*qfBj5kktjaWBgKYZ#{%UDx?i5
ztOECm6L+`_;cWfx?eiEs@1sjgO2!fLtIw@t%PqVFyu+J&N_7>XrDlWq1+SVkR%eIk
xyfxj`?uEVP8%urSX!zd`EB~LVliLl-6Z_<t4)6M$W6-=ZMm5ehdBlu0{|9I>5LW;I

literal 0
HcmV?d00001

diff --git a/p13/images/q17.png b/p13/images/q17.png
new file mode 100644
index 0000000000000000000000000000000000000000..f2a6257eda0a906823e61bef24093cab5ab3df9e
GIT binary patch
literal 29192
zcmbTe2RPUL`#wx%WF(t1N>N5AGO`+!sFbpbY$BVC>?AZOWs8ca$lhC4WtPfb3CWD?
z^_=hS`}_a?j^}y)$NxDV$8jHb2cOS-yxy<ty3Xr7&+8p@{@f{AsvT4$BqX$_l@--V
zNH%GbkdPKqlH)gL^lyH}|D>Iiw4E;6nmM@`I+&82HFUDGvUReuFxus8>fmT$Ya=Fn
zSoo08u4_(Cc8*6xM6CbU2ZU`M%tZtwxRr2_t#-;fjwB>>hQxoQuN0CkNJ#8&oK`$`
z$u)MO$Hn#1*Kc*drxG7-+Iw4API(jM=Y-EM*_AHz^HAP>wrkfWqhyr})!X*p4J5mu
z$n?WOiRt|L^Oui5jw2x*4c#8va{Qy)hLqXWJ2|Hhec1cBZ^Ui5Fv@d2Hrsjn(7n<H
zojN17JHCPV`4JV9y?Hx5J-t1%N~$7$I241zh(Gx4&txEey`5K+2S3|hRIA{x)yJM_
z2jQ<$feeE9D?P<;J7<!bvzC?u$>*NFa2oxrEyQ9Tum@jo7NzmKeS6EBORsOmTp6BK
zS4pL6e|<6e)z#9X>?)k_k*<{2s?^sv8ufn)7*aNA7CBi|tor?)opp2&$JdQQ78hOL
zXr<e%aW&t^-^24(M@B}HiHk@K{9v;)L?Zp(|GbV1M!fje_g(+DoA{Y_6sO{85T#L9
zS64oF&e?gtQgA>3#pLAVwgc@GpM$;*)kj#gXY9Uk;Q|fkktZSY%kPI5JF?B$Wt@c+
z)))8K+uLuUpb&HTp&aM>J&2|`|Jo;>UauAF`H8MmA3}LYKfk0-FJC`$`1&`YzyVy4
zHv64Qe`;1Kmq`wOe*UIy$?qLpT#}7y?k=vZ$n33j7_I&_6rn%dUFgWpRctq~$+|OV
z;Kzr@_qpVvD=LnLi|98!+<ijo#xJJFd}p&p72M~oP6l(F9{ct->Yy?Cr%#_6Vx=F?
zjkPhdu$&AN(4aC>#$A)dN;}@6W);>R<GJbT`tyQ?v;iCWhYugB>*^er|5&8y7QQ<x
z+4JKeV{zg{SN=}idu^9(xiv{`%kvY~!6EEowIugnsz!9?xQu;koc{AiJeWh;$ogJz
zu!KsOfT{TPZw<;SDp`2}{{HMN_iEV0uRZLsuc@hF_n~KHji`SV6sT+;5gThY-dEm-
z`;N^%VZU{x>8aTKRG;nMef!Ki>w2ebBf3lCLPOs%s>vR^c5VO0QnUA=@oc++<C`{b
z9_`3ZKD(0LEU&7r&Tx-aBrorPepxL3amez^ep%Ud@6dFmdn`HE+k$P&*TS#2r42P3
zU@O`@eDdVBA=?unozET53vP$<sv5D8pFVxsO+G@EPgBgi$)vB$vms7SrfSf<DRyA-
z_h61y$Dy9g@B>$jGPT=_ZlvTMm>AJ~d->&9-y01<1_lNxyM7<P7tK#KQZx_V_;u-9
zs?OjSDeSlYYopBvbKK;p>w-CrKPR3(6D#!y4=WhYEUo#&<9(!uJdWf>M6hBjjZ_CQ
zI?t(Hm$Co8<-v}_DlW1I4?e1{RvcSdTwIK$-M=${j(d2%%XS|hUu~ymny&P_ckd`^
zXq<lL;*R!S7nU@h`|(&!J=^STocH?DnHAkK4|dVVukO3LyI)x`Y3u9i>Pl*UkfatL
zTwY#2r%`(I#tOMn^3KNsK9P}Z$B!T9xXFpA{1B(gtEun3c35HU52NF7LuG5LSgTiA
zSs96h*y*-nhoQT<YR+rvx`jrqBPWgPf_a67o0gAwtrmFtWmdh>NcqgGVPRxs6e(sN
zT$P5n`fgPh!abs}u|$VG_s%G@rPSTU^6Q(Lr!Kvt<1MMWe3?bg6FZt^XK5CCT(}Qg
ze(C@DDS<=o=9i+xh=&g=J|&zAx_2)D-yo5w_q0g6TB>s9%>BkJea*G(%Y0iL!v!Za
z+jAlktU9uI>j(Foyl>Y|EJv($g%4?}UUB$Hymy>P`D&<noEu-2*X&5M`EWxN+0O2A
z;=~?Hhc;Gc=>#=XcZrI&EL(Qv9WZDzBO@n2WZuLfpp|we*Yaz7j>W~IS*zX>_9{`U
z@Xw#UdJF80i`I8a+9Y0jt^OrNOC<hecp+j!u72?K>(^(Z4!!hwL9C-fP*Bh+9+&L$
z&xDfcchs^o@Au@`_Qm;8&}H46vy3TIN#%HE@*z~{N}f>9^~vr+lG}IgWMP|KU-I`_
zTc&4bu36~wwsnki>GNczqoZ5?Giq$@-tS8>JvTR0y3m{LW^&ZkRcfp)J=tZd_sRYX
zFGx;W2#Sk~w|W{`{LQq2QttCYcMP|0-)_)4IW#o%WUBv+bXJ9?Armumn4xbAR%2)G
z^)?9)PtOPTgSG6l!;NB-#Z&T|MfuLfMo!8i4#Y_kZj61aJ;m*5QnLIj<z%75(EX2L
zf;;z}i_MVXI>k!)RNk|Q)MROSb+(z);Q&27KL=8V(Rf#Wa{;zW_6h#&o5^Y3Pp??_
z6x}%47=8EwlHZjTvw1x>T*K(n#FA&{%G!j(5X(68_U#qi-m8@b_Jfg<wp_n||Nip&
zVt};cu&7mghSOTS*RsXO2$5!)sgf$}kl%B2NISx3;^ljaDC*g3@3U9oi=rD>KDK*r
ztmu<(<IuJ{hH4|#f<$HUIdLno!{l!M$zWMX(=YcbD%1B`;%!YjyXVM}Xm&9(?JmJf
zug>qvynH{k>`~3Y_rby63k&<OwGDT66yF%Dy~`|kNN#d;^!3MS9v<NzzrLm@Dk;&k
zv0Xc`Vr<Ix@buPQ$+L6*x-5gTH~;MS_4PdyEgppEzS4F5>l>xFmva{<^7~S)U3%S;
z=lCStO_o+xBTD=FYMg67hCSiG$X7pz<ddqCeMeZYi0RBxM2&2O$cfkLO~E|ItRlDW
zDcq?ul}KkbpZ_wYopbHNIt4PfdV@vnM>3in;(^ak1cc(pBEDH+Beq$7C6y!r<u`eH
z?y&hCs)RFlEs7a<HHCR(Wn+`h#+Y@C%(dy8H$)yJV|s-3@vr$lQ*Yg2KV0=Xm+2=@
zw7A7PPM7XSrtv$eUt#?UUZ}rRu^)KnFEka|ETWRCtNhwZLhx$o&0HTI>~i}!?EI$%
z1yUy;?5KI?PrWo8V_V=fs_v_MMb%e$Z;G5INsNRwkA#GT-q*|cyw;(cf3ETD*`t$l
zjh@?MniRW}nOW(>CT$)KqoLzRZv3h)x-phDei6wjm|G$32TJzcCzo?AO$%}&F1&q%
zYx!Nns?T)v(x?T0i~oIY1^F)d2w}Y!I@xAq+aCl5D*sNX{#ZkVTgSXK9z|SS+<14P
z*v4io2>;0^+J%vleIAT-A>&%Ej~_p_`1FG8(W6IX+ksk?e?P1KNapYF-|<z1m)F0)
z-=H)1`Y9_bEBRAI7F))5pYffIp6+q!>*(>Wx<mWrjfUz6;)`7TnGP39Z_a)E^wb->
z_EM_$qgSt9dECdfSLfnyhFy8q3A%+2&I@Yi&VA$b!?Sb4x%`o57&ti_FRICzE|?4J
z7F0wZzCLqM0E^0GE}K=uEIqUEs`?FEq@25Ruvwafb?1|iPdMFGx0^Rngs8?39!Q(~
z{8AODNmfp7)<an1st6xZ61HyL&Bw>rRYtp0LdYi&r6Iq&rw7}41i)c0AK&+pkpQ3=
zRO624%<OjzAI8R>@$itvm18H8ySOaK#<v+=<H|f*Q&%@QHKnGj%i-naMdq~zoFZz|
zE%mOdDtp}J$9sB|U+Vq1+z<R!qJj7B4aR$~f0)<F43&0qaS_l=4J<GB4i9>bZ4USr
znawEZQ~O}&Y@5EfX-8dOUpz3!-<=+M9hVRqdfdSw3)#X!R#w)|#U=lGQZoww0Wy{o
zoHEW05}9}J-7~JdMMmUOGA1ngk2^I+l~q+$X~{Oq>#g@SNCj!cG=20s3Q<b6(yt!y
zxrQP@CFx#XenZRPU@kC})e7$Y&7WIX!EO691(GI97p~^n^h8^ihY4!293^mL+OZ&w
zgDeaT$5DN=#>E_m&wNYMyK<BsVZdaql6togY1y<Z`C{_9+qZB3+}((;beuQRXy|bp
zdFnhzO-GlE{drS48>e7-qRs61{P}a|zNe8-o+Ji{18|xg3ku6{9649K^6T$+qb?fp
zZXqXkz)}{kjQ#x;JAPHMu}=%BttrnId1FRl7lA>QgTl0l?ZVBi24IpsE{T-5>8>*H
z#WjG}QD8Wv5Un&_!=_kiGA1GpK0U8i`8<jYn&)|kjytW00OFG8@ma)7Z<?2NS6<@?
zzOQ(fg;z85d7t-&T$jB2!ldca%+No9^yyi(%Aqf5dNKeEan|K=a_;{ul9C^T;D;}f
z2aTtvr{8C(0llNVI*=;uMMf&%&kPkp2$^<`glS!Uj)m%M5a!{jiNjaa0ZI#2CX2Ht
z@|`C-t;Y0;<Z^^pGp$;5W+*4&R7hS5pj3)>v9onq^)4KYX@8~zv-kSe{2p={XQ|aM
zSj{H_8Xwcjo*ucuBOvf`;2<C~6B$xcjjG5oSE<{#EAENB8>-(Xw+8qUHgR%ZJiqs5
z%8B#?IM^lPV5;Fqr+OcTZn7;U%kQNsU;UoZN<mIOgRI#;_iz~1<oDV_pUikCmP*N=
zK~U>L;US@`G#e}2mr}@21s{zN7BwKLu9o`2KuSu=A>(}i=G-sSE|=;+`fY_tSn>-m
zsy}{p8Y5qsuYCW=AhY5Y+4*!XA>E%38z=AuAY5)WwPv9eRLto2@88SntKsqOzhE?U
zS0&=kLa*P0ozIVL4h+6?ipw`mZ{X*J0Nw9{Aqq`-%?O!^hu4Ws$jnmpKH2>b?+FAe
zdICmP)`0kU{dN86&cm*=XI+PwXU+BXUFS5|4pVja%sN>rC@27$W{oFolpq%|x38?d
zWf#=ada>n9B#HML*+gfQ3$^@;P`5qBcxPDh#i`C*YRUZ64aS?lUMJ5u(PHPlPz=(r
zzmPASdWC}9n`V98%;L^)qhSMEfdj8rG7Sw)gY%vh^LWqj6h~}uCM5(3qokzk_pR;a
z+&AYAsfv~SzM~U8(5CNr<70n+zfg#N=}l%_6*Da}{UalUo4r%(S)|kq59v#9sRHOu
zj5JNR8%ql}w&Yl}B4YRM-Oj}HPxRDZG}4Ie@h->VUMDwvrkNc%v9>(jDCrzwR<JhT
zHSsF~NyMLuS=<rnTDZ}aAq7BdX1a>*V!4;+>e?E=PS##DKO==Baf1y}Vx!CPa_-@E
z+}^S1QwAm`&L*6E0N8OgX+$5TsWC>fuC6X%W~jb3-&Q}EQzktAgaDhDm#DkM>Til}
z2kKZE3eS~yo(q+I-sUU6TUyS4e8O+s_7aWaH9&u^%`7N4C4iVmfaTFaJU<n}1*q~A
zNTa3D(R{e+scN=aBj8zT?i4z{YpqGNeIB#4e&n>@u?3S+OljB;-R8fTlqj<>-jO}p
zmd-6NFOQn-2Rw{#?m$VbK}SsG5V@4BAvjCgbTK*Fg&|GXg70#+S(JNbR)*(_b8-A0
z*MWCrL@yE;sDymTT~%}7YDqiEeT&v4oi1P|W0G1_5bI^<|Bubv`QYzB<6<OxgoTA8
z_6U%yEbKfPBXP%2m~uz0bv}D-nx2l=kJY8wlYo-6ySmztCaA6<n0bN?rxx<-8?;UN
zL`An(m<|2`R@h2IlW5)?C*c|IIj;l!qFv&enQM&%q+8<p=t9EDj)spp*FN1sw)hS7
z<S@~h>%pZ&nxaMLwZVy2TUVgF=&MkpsEuyYOZH8hHc`^ijUZHNj51B!ma(YAr@r9C
z=SCcYzJ5*73JMM$Mt`+BQ!gUB^y4v!(?ln;4*;&+>Z1MSJgcb5>;qTws*N%;Zj5PO
zztY)^+^f=7j&2Tn(5}D2ca`m~V_{)s%X36PoZN0{_9V4{lMfnhYDfKS&)h>)|Cujn
zbj)#;!NJ;ywozT-%w_arug*W;g!3mOy#OOCcmTgR{cIuidAv_;(|Mf5DSmEd=7q=7
zOstgsyUuWpjhwu(mA?IG{Xk;GXgyMYNhPF5RUaOuz<p#3r_8%&#~z+uy4}*!Vx`vg
z`r^Kx-TSfK>xLLoCVPsBoq-m$wqB(C4A#*)oK!@=j3)B*rIRJ4rEfj6#-=7FtXuc(
zX-!r`3GQ2d102^xp~2=fWfN|;=tBOmSzb(4%wxs6=raxW;>Y<5k|YmyN;U-?#qNnE
zPJ%w{6E<*>%TyE4LZpJXyhzz14~|Ds(bmQ)Y94yXVdx|C_4x5+{Uw+3PjhRw;?CpR
z-@kuPO&_ca8L=_&_bpfOSbVM%{oKn_%AIBT&%rUn9?>)uJTvzqa6bRsPYq7B6TM&{
z0PD;^0QaWzxt1Ec28W7Mw9*+E8I7~YBQ!Qr!?(7&y15OEjF`^~%v{cwP!&59M-vy9
zVdRe_v9|E`B|EOurtSV0;waMENN2YOXM&g`#Z*U{<0+ouN-w2o9;g!egK#%yBj3Gy
z_qV*9cuAY?$g~Y$6@HC3m-6U%oKIi9Dr&(n-fi)%qR5s0<by+x(|U?YwexK_!G`F>
z@g>Ai5`|PC;&kevH)-33BUVr>3kHK_QmxmP=k^E)+?^`l=uMg`o+`Ts;N`jeCo@lO
zx?=O<^72ft`_v=QAJ*va%<<trlRYsEyed+z;!5ui<X7CG9cC~b{hVP+Eq<Mxk#Bqd
z;0Y5GlW^`S1T86<01r>-2Ku{^69ZI*Tyi(<z}Fmc9#=+}Rd{nw0H|{?#<r}otu3O@
zYvlp3D~Z|J6qW;*?S>oJPlj-vH89v!A0c91bC;PQC6G-zW8IM}2s-K8+bgZ*-rg?~
z5(w%DAo_Mdz?BH<33_hskn(Z`5L;=PLawEc_Ze1GE>3wjE>u=F*nA0mq#ACr{7BxD
z$jg09XFL#pg(gJc@72U59MJdpP3FBe#|na{$|&<Zh>9Yo(Rb7$B}W0ctd`?Z7}19Q
zM%5#L4$3^+L8C1|+V#_`K#M=X7#MD>uVLA6`>cQ^HV2McibR}C{p_((8fEZQp0=W{
z;@(kRzMc>c>CnNx1k~hX0?t7i7cK}f2>MX78Z@v)%CP#hRw(aEa3?E8NVsU<McFzz
z@8w<Gz$M6U^6|+*?x1WhxfS0SAKnUY-<_=I(yx}j$)ZLF!0<%-^txqNxFpxjK>muu
z{iFumq8tV5LARz#7vjWTFao#l2bP)|7P(w)@{B)&etNS!$vTP6QhqbK$DdzbKRz4g
zL6p>!L19dR1SjEnbZ0;RF0N~2<0MHWygq2fXDT++Nr@=qQ?lwtyky@Wo#J|qqQ+Jc
z5Gkfne~|G_gs)!Y>9#wxJAv{)H2?@RomNRrtT+=XTDd%X`k71%^=xqE%?k4VJ-ZIc
z#+G@m9NB#wM=JqJBs2T+>Vm7QYkSUtn%L6i#lD3T2PN}Y(k_Qte|5%Z-VxXJDkDQw
zh~?hdF0zK(Z{+N@zuM$M=Q=-Wt?9^$ipGN_@U=uUeemGHOX*kTdNSvZ8ux4L+WIQj
zaUbjTZ$CcEOdYkfBt1oJO-JIw$hK^m28%H`G!!<e%_B;GjogY{<z?denWd5EdNS?#
z={|dy(Lu2DYJL~z_WW}pscxR+?Llt8$0XAu@hyp45zs+FWb|=(l)?O&49V<LcDsf?
zhSmRZ6%gI&=(s{ha{9EWDV4ajCEsQ2Hvjt!g7$B44=Uk8QKs>X6>Aj<SFfIb%`o0a
zXWd!xSnas3u5UFzC}KLC@e&$!)Eav9JXR}SQIYS9=oD@r^J};hB7f_Ojjw6_jI;`R
z)|LI4p~rX2%66yycr!IUP+d01lB!32<5$J&i!Is7OGj?JA>kozB9=jrp9%dlS{a9;
zO)n&mfPFz>xV4S5KfT;wTzh(2)cozQHc9i$OVP)WPeGP52`Fr=I_7zz&rk)Iv$$As
zJ-sr|dOO3W-@k{;QsyTHDttEuYNDKk<KUOjA1ealWKFcC>z8kMx4xpc>f9n`e*8n|
zbRBm~!ND_6slagRXJ91=tnc46M|ZvHjEPC2^!2dX9?m$g9rKg^X?l&fEkEzg7O$#(
zu*CK@F!22bx(@$yC-GTjbQi6X-%_^<YF4~ZI{*BZ&fC(nJ6(VAJH9@TMv@!&{y4vo
zkWiO=z&1`Jl$cREZK3Iw6K16;zMCsW`>W_0Khv<!VXqL}zxw{e7N2iVm8}SOdG!>#
z>=O_W81x(ZSUD13B~o6|C|UL4aZ9PppI>CjYBCZASZQpp-QU2dt*)+SO=u;b<1{ih
z7Mp5$%{bmmD^hAQS#!DQ3o5>CoQfE*{|Vx1tdUH#g~Eka5|fhD^KJBy>Q5p^);{&{
z=$~ubEz5B^N0i%N%p_2UZmhr3BTyHadJit`6~Xd>-n3eID&rEo70H!@<BYPh^01ip
z+31Sl#_7r8{xRyYwwRafS3Naevg7WXk!#tSw!M%F3JD=PSg;<&;f2*d1_q9)sNC&Y
zTU%X~0_6a#ALVl7<`<#;(V9<k3{N<^O$W=&u%x2h;Xprn*qB%8*4ah@88GY@5!?-u
zd7HnyArsVk_s;)(ne2GS=C_y8KRkT+FyBW>F;N?NK<PMoCn<*?lr}c=8~b8_bM5Tx
zzU}Nf!1A-L*<(wS4=F%NM>dvTVYT1qJ-#J{cvm`!1P|6<+_txSvKeH0D~jy6Ot>J$
z>`2wGujh*;Vx>qI`sh5DE26{-=`Leon6WU4TefW3&c$_3QE>}CpEo9kI%532Iw-2|
zplhkH9+0<4i2=~U{1xn=<oM`p9qcw8>^3F!^XIo0J5Rg-73)0bJ@-{>>$Yvf;1io}
zT5NA9CIj#C?%gvTu>w0%a=JUgoRx7u&fuH}a847Vw`F9kLSD~)dn3#Y6^vcMSai?X
zn0Mg^rsuoNI8*z){I1ygw_Wv1OzfsWPbsX5=y8*CpZ_sEP~|*#_Uu_x=s|zK#l<z<
z?U>;r(tU$<FW<Yx-z_DDQBG)|bWa6^72F2-j^mrUY@kRF|Jj6{D^e~lSv1v4d*I5u
zR<#syKL{~MH4z8@DhRUUzha`JKcbLEWm99Xzu$wkUSDf$9G@zspxsdsqA<*3gzbJ<
zCAIqHZLmkBeU__>zYB|%mu4~yNK-GHHkoiLY+L9d`h||{LYZXjgDprt>O`hEbB2a?
zhxq$ETL*_j*T1EHSgV;Vs@G-kSa-8?^s_BH2r#x@NNjedi#Yxe9!-XMGZ%D+FzY@o
zeb29D%bHRAIt;xxsq<_OPx0J;;9tib(DZbm<#~6!78Z9ePLwrSG$xGBI@~m#5P$yJ
z=JRuJvp!>8bW4|#bfOI>F5_X2r4u)=d=P4#ZYM!KYn4w=+X-BHRl%z7QK_b|_M})x
zh>kAXXl1fz_&z|jsI$=R+mSUVl@zOobZAb*9HUYPk+i<PUR_fIR5mhhch?`K&jH*v
zhqth}_!CGm^xL;ToV~Y$=nA9E`&Zo@>At<XF#S>R{F_Tn&HI4YO@SB8aIa@0MR#k(
zuR!n`Pyg(-=N=iCCt`nky6Ryx6;fW+9Wyy0to!NcOaX)FOowf1YHFd6A3M%<1O`&x
zx^-)YrJ`A(D#OrjJaVZ_Um^0~W&zEHE;q!+(QCCTKaNPhw!M*XBDkP<YO>g{nak0l
zrIEI5y%T4sVHIfH#q<3*l2PWv$IF_M%YRzcqK@3K?6th=TbTc=$Hj2g>{@qwxBFqc
zXF7ECP3D|;1C<AoURG>MdU<r@-u?SOLKN2fN0a0Eb_X;s32LQr7#bRa=ovl`n7CK$
zL$qv1iF-?3-Re?@d1Em(uIPN`!pfB(4N`Qt1s)q~3p60^PPx#A3+qMuZl+Lwt<HOM
zVe)DInpVIzq5<g<^x-?(|5&Y|NE^(?HIP|}V4Kd_*x3A--=G4sLy$Oyg7qZBTqz=D
zqUI?^#*K2?&9a*>CPjwz;9-sCxasYs==I)M)Ae=+zWVd)tKb4_zIH>YCdIZ$I)`&-
z{at#o_foGuU75wb`Jz5-lAZf<@rj_8a9g}SD4O0lX-czE|Mc=Z+}^i$9Pa;lfs)pL
zeQh@@**V-$KjLReOIuqzE;I!sNv7jSQwhcAT*2`kYBdGxCNs~uFg*Wy5e?MA#D_Tg
zOgh36Xj7;3=HZJ;XPz5Y-H~4Q0Jn5DMxwE+Dz^2BfT^ZsUrC2Yq~n?UIv?c3nSwb!
ztSl)h?$s|iV}$BkiJqqc#Pu=M$NhRm;%B494Lfrzbc>w$^)|B2n`agWLoQ+^(Fj?5
zc}0)@wEoZPJ(dG6+-8R%ubnURa9f_AsL#w1==`ouz*6FP%X4E}X=xjOk6g*QHc((-
zQ%sv@?bmj7vxtaxc5S!&+<e!=dX*Vq9dF&?w2FhqwW82mL13S(4?n<v;l&n6uY=&n
zU!s{M1SD>5ZW8dkN0pT+_o>C1{Q3C_yCTbD$-!&&_bEQLxQ4{jkFA=J)BdB|y8U=`
zDlj<M43ZTZ9r}NC+wtIwE@Uin;H^21I8lm-h#Wt0V&bNF6K=i|(u|{bvO%qH<V*H%
zZ^il~uanOXM{Nl5@GO0toU*M_LWW|`%*-6^M6YT~QVVY3t+jFO{evXNP@^S0A$6F!
z-n_ZvR4_+op3<pPJ721V9Re+FwwIT;L$}!|lZ|K#FT|n&AU8mi5B+phmx@*J?nRe-
zi_~PrvOVMZ;AZ8shwrN?9KP>EQbkf_=OTH3Bwq5qY6OQj^r6hGg_SPT@J(3JV^N1p
zKj$t?_U!ZlI=IrsBCM;7l7;)v8C@CAZVr9&r22c!y|>orQbzEP`#TO(g^URpK}P={
zq`+Z{kdss?K0YMti-UB<%aa}16yTrhtgfjUXI2b`RIRVIB-14(M%Le=-5Fhf8$kY&
z@MCS$VF>3Wpz7)WCkc>diwBpfEo9YG^tCg5-Z4e<?dLh$uWy*QZr#cO<f(8x;<$j6
zR3v(-_OFuGC)_VxdSdMN>eAM-C33Gt(l;7@ulCPI`E4dY>Xc)g4j#(cakN?hY66<8
z?*jvsRdfn8tKKg(h_-*Nw4`Leewi$xq~)1@Rd_qGye<iCbFaL7?=Y`YAJhkM_W8vd
z2lBf^6@0s0xW~IF_MAe!rDnm?Wf8t)K~7J<&u+BZ61X1QD++qkMIay&;s0aLKS{pF
zU*+gg5*QcQg%!*RIjj5T*xO+K8ao(821*wU22VPk7Co|q%WcbKVV%$+;CZrIQ^pkF
zq-nI{hg_!(&>)*zFU-x6HAE%ehq_VIxvzK~6m;h3<42jsbquVm=AN7iUa}*8kB;;2
z+U2w7RIptgr%U@+@8&o;XeWZ+p@Kd#lcL}Vm*1cSeHFOYLelH0ML;d8K&bE_NX!ty
z1m)lGREG6ljgg$@|A7TyXhV6a00aa&%t-M@F=7_fbXtu|5$9E@So}TRrr%N~r&~tT
zEN9NA7u>BV!o$PvP*`mV@(#MK|0yoF+aQBEBqh6cLtl>q*^vpR%qhO7#7zuJ6$68j
zwd#u7VC{p^W!vroP%|nQ&;?P19KRd=?Ab0bFJ@YOKYo}*OISyjlaf(Xb>^Bq74-IY
z<V#Vab{*vv>tLXN<T0Qg^cB2(l&sq!I)znHh_GrAmtGPSA07vh{v{>|$jrsX^=GuT
zu5%tOVgJ}zz57(D`9-!v5b;pOTZ>(6Ri5mBq_8=Z=Ot+S9P6%cX=R8?A?=J^-kTj9
z{VM$c2TN~8y=3q8VBB%|mcDmm-}QUI5yBVU*8J$?4M1CC-}n(bb8^zgu>>~*3l5o2
zd%O1KoNJX)V&+x?>FL^;w}Ke=9fG4FrnxEl@IBCvtwlGkFE31~IXQ`onKe|jwmt?*
z7;|_ocgd|Mx2CrCGZ<4K6jQAY+?q_@5qHh?1qC*Fj&;3vW)&o^Bb@K6{F0Rv@7^=g
za`S{rucKLM(^pn{b^~$&`(}!5;y@e*NO$Z&Mxw}kk4KlvmwyQ+;7Q!c&(FV*XQh*%
z7B4Ts+&S^`<5<lJZSBYlpsB4=vablS7_YA`K~oik1QNJPCnVe?8h7&}I@)XpcYmro
znRd^0KIthc9wI;n*hpq(pa*$qW(5;@T@HVu@~pd%j%QZmYdUkb#<^~qpFG^x=SbHO
zwfXS%;i((A=>0(OdX^z!%7!4;k0Tl4ThQ6gL$8D`Hp~CUJJ)J!SANx(*TYY5E3BD>
zn?*{ucHcuPC<Lt9%Wd7BQ8~>1cpe%l1NbJVUtjn)04t)-pN*v~c0SgXXE(|qJ9|G0
z^kkTK8#BGVAxud#7Z9sxkD_{?M~8tWzzX+y1pXqQ`&DUMUU`b!H=g^pKb~}Lu)p`c
zelQxIkpF*V|5H+1dtO_HfXAd~XOE)0&{NS!duQ8WRk1(g7MhmcYd3)VI&+u2J?ZIL
zp%^8S5a^$s-C`k|EWNG7ZFV)~i&uhxhQX-1c3#8kQp@h2U$%02b2P<^M6v;2io)PU
zwpUd2A$ASm%16*XRtqConrok4D9N7;_nqu9?2~t$IX$~J5)ZyU!}Z|LlScH9&Hy0r
z8xZIn>O9D^4A<XA9v&W9YYj`YBhYfsk}A4zdV4QUpFmO<d%Zlu?fP@~&u_Hr>%|7f
z{}2&DQm4^xl)5hr1FGhyc!L?5T@bEp$g!c7ajy9Bp?`F%!uqvvGuJ7(FthFSg}yMI
z?W2Y^3Wr3O7kKBFdd1FU+b@uplo+5Jra3Y8&F(jk>{`y!>|{?<&}qfQ?P$H!DTOZQ
z1VVc?>9R%MLT$_fm|3M0*fTd)wLE7Q=B%L5o<$aY*zfn?z%PxF>b*SbfpEX^Zvi9S
zo?+;x7m{`Q+_@y646=)NcJHyV5w(geEG#`mhlRhMj)&&8(kOi}D3FO^DNY;4sG$X3
zMcrByCkPtR(JFR!qJ)U$IIl+vfdrU5+`M3vFYx~DZJZ6}+m8tHp#(q~ISdg|C<Ky4
zSFVeq;u&Ze?^;`1C)eHQ#|i$3Olw47kDPmSw$_P&=qZJzYTZMtlQLMAM@IY9g1%C4
zdsK|2m&Xlcf~2-@mRrcUvh#|Pg9+e^^vyB@6%{IMI%gXPjimca%1A$rr+&oBQJ1<`
zZKkXEJ=k<lRWZ?Lh(Gh@L~a`!GQK|G-Psiwnjp2fx0iX!ps3bg^x>&Fi#8T+u<xM3
zn?H>Jq{rq9MJ8EaX)k2F>eT`0T}5YCe?Zhd4;_zk=ELM_ODG-$TMv`N`^zQMC{s>j
z-yVRd&oKGGK(sXhTLjd*X*i@FLM3iryI=X_2~%gjZG7{Ej>>xKq%#Mv>*rcogqyKR
zGj!(o%DKmKJ`GeZ`#3v1hdmRIj2Zy~Jkx&gB$sPHsf1N~1<V0eu-1$PvMJqtiz-iO
z<8bOt{3>@}upt6mT0rLTH3LoSjsDI1^>#?u5}b4FtIsq%-?N17JX+{^3DXaPItYyN
z;P7xQR1UZ4N(xT;`1=2n24FX0IfI$#k?sk7W7b)gQW_zI0tsJ(wB7eD_t{A6BVwk;
zzWIkJkef5hGSh$9jlARdMEk9NxqPcJ*f-*y13*LuaC@~6N4CCEVm+>sx>tlnNE;b-
zbJm2UK?Mny*P<bitUAesjt`;@Gc<cnqR}_&dboSKcIWW03;m<xLi!AXl9G}_EUHO$
zt>?nN)rrywu~74O=2*V0R++IxE|r~cH+G&oa50IdE8ljXsHkXs!be|f*8Un+!(Q3h
zwX>3yD^oG1JF^y7&{ssw@MbQ5zbE3rd|z(kov<*n&>mRqLV@49zP43W`N5VJfbg+j
zoHqRR<@E`;PUTNs3+VHfG*9K>X;`3>HJGe>bNOqbeNdpuE?nCO8T7A|<?G9WAZhZ7
z%ZrPP8yoDQazx6w2p_nd^FCyH++|MSObmH?xsCjeWG9Q+5yPs6QzK}Y89?fe*$O}6
zd4;+nZqwa9xh^SOXWLiy^x?zp09Pa3om#!U=seNS%S`&*-U5~@o9kPdC$XRRM$E{<
z*F#>uIztVhU0q#mH#mx=Vcd7F;o`$IMKR6q`vIdby}1;Wn3yR0l%RuNz1m;QMe;OV
zUEQFGgH7gJs^`$?*1_7SsnU|zoiTw-?qpd^Z0zi(0eGeD`i~af{&<tr`f5J1E(bp}
z0+14f%?8J+ufGRdXf*hVBYYVpQeNG$xyu6-vz}|qxKs)2*qsr9OxMXmwR=1ldI*CV
zVa#$GZ+`?m!?Zme$0;nmT@M0i$q+nBs%~NELa%$smoHy*<C9yum9DX6m;~u$u8r$t
zTepikZiHcD88bdIdVQ231sLF<QFY)M?rNb?kZY?<J9nz$7^jt$-_J?IWFig0ayEjT
z)W~?ipS8bLt#Lu)O=L6Y_@^p7GUd#RyJFf@pX?u4_3pSEsDYXV&tpO(ZM~VP!+9Su
ze*V|fOf0mNK5Fv5H^z4Dr#$!c(3sxbxW&2<kNW!`{F%RC)WHr(P5_@mK}ktzfYy|#
z4Gu#ppqK(5JQxa=nao(>03o&K(4j-z2@TI>rf%yMH#ClOab;LV6)yZr2-!ua8V|WK
z9LWRvrWH^cOjiLgeo71Q(cAj~rcD-(a9uyx0@ugqOyg6<3VkpnmO(*&_t;=*G4gOa
zTD&eBzeQJ6t!sT;^HVO)PCPtExfZm)rs>5XLDF+_K8T6g32~^hr>AFr6ALwbnN5z*
z(vG{QR(Bvtu)`*>;&6W78?@p=`eh|{<Hehh?J2k;#k3=Yj|DM^ddWh1#ch8#Aj@)F
zYm%92nCbAffans@rCPuNLQGp0zQmH*CK=}i5$M+CYx6O)DY^PnQ{|01DPe+*3;Eqf
z@_rc_f+MxOQ2$_+2`SP2k>BT4UtgzG9n_Q*b})mW`=Am$heuOLCo9pe;p*2{q~LYG
z*G&IuHOrlsux>E9zU<VZa24r$^pONl%@-&vQ7O%DVVgvZ5VCQ*k3+qYZvfY!1s%Eh
zNS)1NAb2}chU%Xpkur(hq;w>0Re#3B$E)(>ed`{3B(`>lg98G^S<VM&*f&|Y%WTYY
zyKZ=*WDystblF$#_7V{GkFu4?1k@#{5&Zz4voq80TP+g;e<ZxUlK*{lG-|9FrR*YT
zh8HhhaIk4`-594Vc8S^9(bEGpY{Oe9m?#kPsC&6yYd4QL{j31=CQJaQ&z^mGB48Wb
zIWRE;mL&oe1mD$A<VZdJm`}IZ`2k^&BT)WmYjP{>f*kR1o*${MtsOpbyYR=L@nmLa
z9_{htyM(s^BaIny%KjYxsaWklWWg^A_6pb(#AtAh(R0{|2qBpWI!L>%V645CNB3RM
zx0!e!c~ATRnTjDRA_vM5;bsYz*UB<E9S8fO@YRy{h*>SyH~Gnlk*dCfbyY+4X3}@I
zGWNfWAT)t-&0Rw*01mG69p+I|_B@a&lYvK5ua-tPJ(bx!{pF%sCT@vigKXj>=&1|z
zTwG0iLS)}n>NZU?6|HHV3W;{1USG{#Dm%70Tl_?Q_&Hit#k+Slbr^?5Mk<3JC7qs`
z*_7e7cpa6vJ<s~eRpH${=RUtsqTa?Kbrg&*L5uvpnhNFlmY*MWGlSvV%OFVosh=Mw
zYcFQKoPX!hp51hGZ&~OIuf{Q?#Ml%CLHgZ1eCQ}z`Sxt{khw*43t*QL1F5N~jHdf5
zSHYc0uUmoMBwX&YAHr%jtt|ufkkg>?YlyQ3kvu?Qerg|&@Gi9=4G<&VtG@&0*7RI@
zYVNa(X@fx}EW7jL9o=3l6K>no6=Tzp&e85j)WxeREBB`rPksytoOz}z9jU<mE!DR(
zcc6M}!G_n*o}Epx_J~~d+dw8e#IJ2Ptq+HABuG*+-+3L5XfdQ<F7H+Ql9CeF*+xlD
zhF5`7eeioY{@FDmJ}@vK4&?%%7KvvOOdeHT6)F&leaYerFjvJ>puyukjGD}X0)L!O
zlT3%LC5$kbgZt@hP|<^b0f-5G)j60SrxzAnv@_C<#<bNi{}?{jM1srM0}J<Z8R$?v
z+9EqyF7vu=FwJBuZa%s)Z#I$AZ$N~L|M9Xu=4))^y}i8+XuZIR4IOFu4wbGT^!<Bf
z=kfMRa7$;wvZXcQf}toW4ivbHO0%0a-ipx2wYs`hRtLce2|81~VQ59qm*t*6AQU4v
zcYN2yKxKMXCMLzH-qMbu8-gGx3kru;)1RPwB`Pxl^G+SL(`ZZ8<~a9l^W(n7leelB
zvxhZihcir7*Y))k@0Q3;WbQzw1KMM5OVe|_B+H|&m<v1ukIRo=*|0(*4DI0QzB08-
z)_YwRE@nwsiC-cWV<@7Fqgl(>_b>T=duFInF~wAs?XU`Z|Glbi0^65?MrYubcpMq|
z9`rtX)NL@Jk1k_Th1HG~F&rSfn^Irz_q3<G`zMAdprMIDEjH>Yy3xI;bqW2s8y+bf
zwa*dVTgb?ydBz)*PE}<$N1tXnI`<0<hFzcMlDi%~|0Sx#ndJwq>o7wOmm0FcN(l##
zgZtKq1aROzh&d2HyQQT&l1gFJ2AB9D%`x?I?p^qOikI)et&KKkwU4Cy=3$zh<Q8<X
zldW~#AsVmM*RN_RQjr0&&0Z><CD1OBmB|P(EHQEKaC3ZfmTCPfy<&-~06HSRK|>wX
zdl&WyWJSAYDKg3|dj1TU4NGo6EiImejS4d8R2lU>)|e09x@@bAL!xR<DJ8box84u?
z5o?y3D0T1dT^=bZsjeTt;JY(~S|feL1=Ujr)~CuRHtl(hLX8>50ZU~kC?J5(xa%N}
zl8(kP@8=0+ga%6ZQlJvaRt>_?02BJ>VwWk7c=vyJniK<xd`a7FSMuM**xm}EgAwe(
zj><oy59`-VdA{$^708U1_dG%;zqktzrxvO{I5VM@|Bbh5jrG7~MdTRR*Pi3P|4ej6
zpgKvrGV!Dx07V2I0lhd3R8ftYSo>^@%ODLoY7EH9%f~@TU<k{j6Hst-jhuTsKYmcK
zK);k~u=dzJ7PHU1JT;-J2goi9v3v|aKv=7g+;+mXia7%Dsxnq#-CcY4-UgvWxQ}65
z)hY9kCI)l}iU~6r5^HD&8{a?LW6@J|I7D`a@}F55MsTaRo>%HG@9G`2<Ue1nX=1V$
zx~GaufWDQLkmt%gAvsCQC&LkOCEsQUJC)3F<e6cl3oT4_)zv;RJMVLBO)sN*sWLQ`
ztCV=OeQnLU;2|FR6>poCXTBG3oo7~p|No589IX9!gvNZqT=6apr<BIOzt_NuWlgh7
zi-3Uai0CEmafJ=G+A6x8ccLuW;VHY5>0r99ucbKi6sBC^TqdGA6|aDieh8}I=KQ!t
z>-ztOcBKp1D1Vgo-$@!xC3U5l)0b~7pvYn#>lnymM~`3(2wkCmD6Erp8xflYFH#-F
zmFJs0K=$kAn4Mi*vHjV}ygY|4z<za3F|oz|b@j)q|8L_pH+#5(a^kP#T85>0V>>~W
zg#l~x5^F{viCHL-1MrYzQkv5diD+FPqPE+&>A4WflEO;n@e_tqSO3a6EC+5a&l#?J
zI0~yO>S|`5Nj(=QyY(nWIzDsG{?~Gqwr*kFworc6$cP8qQbL6OLn&4R6D+Qv;$}V4
z;5;!|ihU<b$ZT$P9<>IK`Rvw9bf(^@vPyZh|88S^bo{wCpJs%JK6%4lfjvmp-{d>y
z7Ut*kMjaD?Ghm^%_0#}OsFryz&;qO*dOn`!k<;$y3;{l7k}sX;)VpO{LW*8wEWIV;
z`O;NnLEUq>+|P05k@y+-4GF1Tc2+dyA9~d>;eXPrIO_Y2E09f4RUF?J5=H{};n@yb
zG7-ZKhYo$-JwjH|%6Qe|lTc&J>&GBk8`vnf`mRPEV5Cpx4-eA77WTa#G4=l(tf_Bq
zZXV|43C6k}#m2|5S*As^byhBFFQg++zB7?W!A^k03VvEsv}C58O)kH|@iE+Aueg7{
zYoKtXqG@FRUF88yA;uKc-HUH89|n!`WU_s@G3FqR9{?s{v%?t8nKo}^Y*>5mLMj^4
zuiy!N4K{y_(+{@|Q}L~zKY!9tKODXUe*|c(p_Qp}m-9K1%}g9p+vleO$~<=;{^~K0
zUg6=rXgyevnd+;lo?*fR^BFH!sApl<uR-StPm*>Q(dA>-#SMlXt2lcWfF}q%qdmov
zz_0r=+LiW}{<l4VPbvd<di~uTYEkDC)yy_D42#X)>n9+tak^6&*4&+*YnvVnIiEnz
zAxGuXM;ju$X{1Sd@(7RmGu<~c%Mtos7M|4&xZGxJSyyx&B>T}uV?rro{=tI>FA+?z
zZPzBvEF-f;0_*|T<Vr7K2!stu3qUvtNKf(9DKX<(8nj+-H{Rq12&CVWQbXzimfDMj
z*NR`5oh3Y8_8x~9?y(wvR|MJRNS>lA?Z}b>+WC&EVr-hW=2bMko=IU5VsGAgfp0WM
zFr9=-MuYU0aLkXq7MF2IZUb_%skn9Lm+AR=3B=cRf_zRoUJO=Ouez`)Uct88zK*jn
z?R(rj#-!fbudlk*k>}q?F%-A_vk}%+>~!${Sls^IJWa-+R#h9dnaQHTf^lHfV+oE{
zQdcyL1sK^2Zid&k5wu9FT;*=H(9niuEvS+%bjyp83JSCLm-@}=?Ws^W!?c+RZqZ-u
z(j_J|`u*^f7A|`r%`8oMZ>XZL<Yc{MvX_RFYV2FoRE&f_dP-TF_pFb)A*B|#+gxR(
zKmAy<(Gy=N6!;$V@ZnL!8YLhpnwsF(zRXM}ER1X8Vw99VoHG4+UH$&7yB^=F=K1dN
zkDAQDzluPr$Ave)l>HL^3l2}!aG~A1cI}!XeJTeHlh%SRfR5&Np<`p+AoS6e`(c5~
z!Z*+kVDj*DiJPNPVTqtEte`}NLvluUkX+Jer154;pT}lFO<<7i%w#S-WFhiYpFR~T
zqz6i&ic>|Jr7GSH2IwS&NC67wNg7&OQ}C#<FsPttjHFqeIKBza?WuCxUK#B&*@j3`
zI)zklPfN-%ZPff&E+sVts*Llv0g!iLnlBlet8+l+fk8o;d55pH_<&p;S@r#VC9i@}
ztpXzcO3V33u{vEoCi(#MahTf$So#EM0fuL@*@Bc<mD8s)Pro6VpX>qFrUb<L*x|U<
zwwx0!vPEk}eZ2?AIq2}O?~KK5-_1h?M@C@aQ-b#dq6A%yNdqqIv4E%USP7@eZfSG(
zOj$X@ZmGpFk!yXuC0C}GMh1dq8j2~E5-UIm(|>r5_`B*kr*SS`exijUgCJ{&Ih;J}
zdbGCJy+fHfXs)-tD{(uYbYJ>0Gs7m4(nQ=o*%@~%-n@2DL7b0|kFJJIK4Fn2C?X($
zd23e%NAi;oZcUYm^|hs;;rQ7tt^b{oUpS{u1&yy2&H>`2BPZ;@m2mL?ojGBc$I=?v
zhR)fhr-<O;aS73qw&#F}Yq?+PvX`x~K+t%lNgK>@a7>SugHm#Qih;h47(xLa3mk(1
zn-+!m1sV>grF>WOe?Y?vK+z{6`f<;mJ#*UG?l=~H#m4ac!`(Rk;X$3$MOQWjF8Rd@
zp+>lc8)CP5uDlWVQ{MKv`}l4!afz<?kTB5Lj(6tPKOeD%eoain)tc^<um(6B@3~%9
zzG8!h@9pJn4~|ubS@53+drbuf1?DIi>G|3;dc<bnjizT{c!z|Do*~jYcOm>h(Bkk;
zp5=voUt1Zy*4ZJqP~S^RloBGR|8!r&m$(_9!IUENBw#cjohH&}!qYcitBV)Aej4A-
zVAOlIy}-V#cDMQ$3;v9UpvrmLRJ;6!(1;*G!SE_ibaGWqwwc-mzti2QMZfes?I<fN
z*tgfGSf*rpQ_1R~#YHL1TBKpZfVfG;EJh?`$N?Q?p6+E=lk-C80*ameVRS9f%;w{j
zU!hrlI>hj3BUuikEJ~Lk-4hrO+l*ki5M%!$#}ny}KRz<cuCM5Gk(?vp4d(Pa_cX9<
z!%ND$_jwxwzp%KmMuoUBFOM71JNH-mae8SPS{NLe-aA}g(CmIQYw3A_)YrTN6H_H(
zV=oeUYJ9>s{SB?}l;8o0Q^DI23Fs$1UUI-!&F9Lx=f)nhEaor&$q+ucl$AFX_X^;D
z^M3-(!9FL4cA8n>lEJ&%TP0j}ply2u0q-$PzY9w$B*s4WKCE{1Y;@yeEu;$!yjD$p
zXv=%uMmXVy2)h=f3QveKV&l=OvuExC!UK#*!Q8hih2V9An=aBtQsgWxtg#pb*1Xf#
z@vuf?91h~05m2aWT8WDHKi9zW&m@S$A9iZdEv}oVDMEcDeYJe5h0<m_%;N{f#!_^I
z?AeP1Ve+%WCKK$bdLbt#m%VzQw4tWkaZav3s8DE;wMG7MGhAx~-!XO~0V1Uh{CT8=
z*7}x8<h#*-mbS@xu<C`Qx@3yXH0k-FzJ+)a5fav{#rws@GC+uRm?!R8PsLR_A|+Vg
zi8!vN>ic)4_)}3WIx>wZAS)W6OOU98oB2IH*a7*~t70tDg?dvg=}FQ)Q%5hb*6J58
zT6dx{p2mE6nJp$LK%gf=Bvi>tJb&TeReQ1P(4kNaH*xx4?35AxF81cJW5>Yfk_;!!
zhxjgUcnwn+NSS3`I7RtSvW@-}dK_~pe|O~FEF|N}@(r)CSsGP?a8tIGsphR4WgFX-
z8^`xbpNA0Hq_0ILf1u;DUVwTFJUDn!0mf`}^<~DQ%;N@DxxJ?kwk-Dz#`x^>DUEbb
zMQ_RBpm(q4IGPB|M{g_NSeHTPc_e`^H2!~m+dm*c%<BDio32d1Hc|!f47Ma!j=1nG
zf3I;`$>Vs9SS(pz9uv4Euypd@%hc6DirFV&n^YMqeW^R=gB8s-zJaGMlpInmMGAuD
zug|}hie^YTu7dQ;M16;}&ztVA5<s$7etCb-9-hUeqNo(4z@aNy8W<`ko&oarl{~A=
z@QCdnX#d?p{F=hLJ`q=Mg(yh$X{9xc+7Gs)$^NpHif8}+K+q9f9@ED#sWCKN?+%Nx
z?7mOU%^{#n7}(f;PG1kYesSmq%vxoKObsS=7uQ@Ux7`slFR=Kse=<rYVi#;N5Q7Lq
zJ!ZTlxS{V@#ff+iRwWM(4i;jfH0bW#kF$kJhyK1sVg~l3jO(nZgYfy4Z&bo2Pr-fE
zQUJEgRW!2yC5)w<ex5Hf8LK@t^8>z3amz21Eqk1+f9Ei1SL875=c(z9lbfz)e3;kv
z##A*@k`5A6hWllU0C;Q(GZ3(74OD_z4q}w0BhNZ!&J*t*z(|o9z*J`l@94FVe>TY$
z<<q{>j<EL@xYDD#HLxL*my~3!EzX4v#9){f`F3LZ?6m2}CxAd#pMg4j6UK{)NI~M=
z7;VyC9C0_PycR1x^wZ;{-M=QC4L;{+tmOKBvE#PeC-BqZLOL%Pw$(iO_W{1ArP&-V
z<ojsP0Kwn?JnuS4JH62S>2;dE#44cXXm?@ui4(N6v_qJCHv_a^h3$z@DSAuYuS=w`
zVOo*MCiEW^t%OPzc|2x<me!ME4CbwVc8IklTeYQe?v${yJMWW}Q(l#xd@C_cZHR>!
zGTcfj8bR9j*6-OaDbF42v)n&FZ9W&*@Rc83PuyhFJMbY0)xhFn_p~NAV|B6&!zyyT
zP(T|(Zg~7xy}&dzF-@{FVz^=Ff}6}&J-_O1J9Ca)LBVzHhGS66ff2_|Z6fsKWMuSU
zO|iT>==`cqi2P%mlTcD_j#p4C_gb?`YfIG;BW9<N{5iP%q~iX~%{<Z>?)m6!>RDzz
z$G({{FI=&)e?QvFAPn>Y=iEew40U~&;3+4koVhhTjz)OzkE^Jt6qRASLEe2|bicsz
ztAO0CWGKG>uFvx)OxX{A7TDX3hT_1huGzAFoG;lOj0i;q^f<~df6pH09g;S&33ZbM
zKa0U_q7eoKB{nfKJbV&O*kZpQ9l=Ulhsq%Rf}%bN-0CRLMvMvkO?Z!Vmsf1zjPP3h
z<e^_)R=6+a#+XN8_grq)=U>`kBKp0PI&U!pHVvwIwpC5x6Z#0Nl?eWe#QQo-T*sGn
zVBV(O#w|}|R=hCe+tAq$`q)_n66A3+V4I%E7qw(soek-j|M6JV^JcKB*pHL{#nT=0
zxh}OIxj+hT<2=$2)_tH%bfWE}_kWJC&2C*5h1z32YN<?x*|9LgePL7KD$HQonMPy?
zia~UBqroF4AsXjQwEq05UAx?-8Z-KtMr-m_H>PY0(y~kkTGe1JeRYunQcwM%)e(i^
z=A~5hrv#k|<vz(>)TvX?w+&vf3rRI9P*W^=OA7Vc8q-3F^Ze|}Pe0oQ%vy-C(bre<
zg(2AU!hMA~niwSJif$o=8^69-sVW6}{-^YOH_%F}5KOPQVhfIWb*=Fbt(xqkl+QGU
znP4M`_H*K?2e?w=Z7l>@(e>FZ3Ymw)S<6UK@%9Z(frO4jFpm+#br_wnO4CU?!=7i`
zXLC`2C*?X*GP@`Sl8GFzIP)P*&+Jf`#Fa03Z!yYrRc@p<%y;LQrEj6PAO^;&eh646
z6qUk5^g(W+`*F&e9!6+l<=iD&1!ma4{!mff*8EgvB<n+X_$Ig|T`juVB&@-kJ~KHD
zdx(|$5OaZZW5=fsG%Vla+$S?n%Y(DR0Gk=wnQo8SMu{~UyecKZ@;7duv>&vSbnpQ@
z|9YK#aE8BOTx`!-!=3?{?+}vAyWZAR)J<8F{Hx^O9z&6;BGY)d=N9ZKWwtHAoGn=|
z9S1-9c3--On@=YE4M?OUZbf^3FAr6ZbvZbcp*&<_Fb<Q%aRW4Mb3=QmR)iwVQfDe(
zDBZi(TOy6&L;~Dm(HzFx51I$S?;`m|r#01OZmtc876|oQ@s5L=z7Ik;(zA*E3T)bs
z48@1`9&L3NzzktBoQ?XI^&49O=7z1Ywb7}tBXeOKsBpB?;mBqdM#dA^d1A2x;IXxe
z&d$LiWPp}V>87Ttn5J_yR+s<*pqYu6Z4k{fX1KxdQ&LkWV9e9`=_w)ykqPmU$9Z!N
zH%s<uy`|#zqFm^k`jWxHn}8i$e=P~G(0BsdDSf<B=x88&%D9P!{EL4zw3Y@-i`k;h
zHPzLiIS+uF?8q{uhEdDM&85ydzo(X%*WCwQpskR2|Ay3u^zvvr`*SfjM!!<`y3^Sd
zeJHeNez=n{15)v?Z*TF+n$WWf_iElj?J(6lSMn&q(xD>(ry9Nc;z){SL{DGe9g{Hx
z{$Ucr)-)QNYuncgZ)?t@$jEDLg&3-%sleR5qf;ats83ZRXa-+K&{XyGh*pTMuF(z-
zhS2Wet?76qU4syM0M=!v&m8lP9hR_b%GWo8=I!)Ig6mCUigU@q(J|X?3Q8RD+iE68
z#>c`*<F$`2LPEbD62^%!d8(s?7m^civ-sBw`RrL0%xtkUbN+4mlB$QqZMWImi<(e6
z{Uo8FJ0erGi50Aot82lHJ`AsH0YUGW^pfSXyyM!{bmT0&BPcZOyg;O?Cs-@h{JQ$y
z;+?xaFMNT0gK&;z(+OtFFxv`+U*7&iyMuVe5eYG<*OQr(2Law>u>&u~!5ccPufoh}
zf*Ao!Yc$E2W#xL6B3F0j9M_6|zRTp&`tE)4TPZ0C1c=CQ|AXM61}i%HrfDR{L-FKi
ziMCS^m*MeqQhm(MYe0tSd``kT=@Sv5Rb&hvPr}ni+;iCpv%_!GvEN4YpJ8rDfe!Of
zI_=pM$4~4&NY8gh)I2NC3PO|8Iq2Oep30Id%xr9tHh0E|3JmW^l>BfV*Zj9%AAe5P
zt|nH0B$Nyv=@qAhoB-RTxx!EFnZ_8Y%`U_1F5<j>;kIrfBafa-D_f@e7$M2{HvE9$
zm;K7hcElOXvh}0FLWs?bF}cyER`7r{=DB#e15C=faU-=xZzNSzE2!==2+CY~dztyY
zYoSPr>2Xo>LI|@~SS<DT7+{#L%J5c@UEa?|Ub0c9qwQ2fWqxYpGhz8d@L@{Aptr=W
zAx1I;kI8Fot_>#`fBW@@@g~jlcow_&?%m>piO?jOJh)~MQc9)A7lnv-Ks=ur8n`E7
zFlXt=H@0XGtJd-#UomqSZdCtO0%^EprCMLSin30_fc1sEt=h*fa0<#GMlS*-V0j}9
zIaBJm++iGE`;zAPIv9)!z5OV|Kg!4J*J$|*JJvGm8rX&Tow5YOqge&E|1v<IZv-24
z4&LLizP7@Mw`o8%#9OHLVp^+6H<FX6gh~zb6QZu7<L!oJQ!S*!P5#GMb!F^j<pf(Q
z2~oBT-a<U~2E0?o4Qdq-lo&|K9GTbH-aM~##M+CPF<#-}VbF7=U`{hqp3~;lW#Jd>
zDVvhm1@VdT_w;NMG~ZGW_DNboKCQIQmzEU%-~#dscsHjr7rs{Q43dvwe&y@8U^DrY
zFz{UodZ)h+@eZ^{u^HOWyuD!#*b@RzuUR9y`BdG}@t@Tn{=UHH2Y9;ap@`|(=JP2m
zt80?o?jnCCs5e#z@rl#_d_w8kE1kD%9p;r7Usxjl_0_LgLDD=sQ5*gbWCbl=)#$@%
zc~-uBXLm`kz_?fB<h#jB^QlzC-&e4mviS54wyWBm{S&n1>y|Lf4bq00?dSV@XsOWT
zeULi~W!qmf>XuR&*B(`-yd5ATbL4~h-xsCLR5eP*%%u%C2V|KVwh0%kIXjAktB4f{
z5sS{VRAb~zx*6?@=Sp-lN9@7PJ0!%X_?QS`4Wm@$8mW}}-qzm=-(1*?7TtZ)H-P(&
z;|R8k)Wg3EbIYMwF2f~V=XFnG<C#3%mPpxo3v$Au2spY6Zx$1#u<5muzdpU{#wN9W
zvWR*cx3jZT=&8R~7Q1^wxN@`=2H5gdBiz*NS!KMu%_&s%pTE|$whGl`xJx2e0WGMC
z;F)3Ot||DO15yCG+3c^cjsHszHvISnn(8wz9-1^>iGkCLW@z_gBYvi#lY_q#hE_*6
zyE#kz-I-uPc+?{=z1eb)rSdNG`O+hbN>Ow-C;PZxB%tz{oFI;`Z0Iyq3MbEngocjP
z^fEkhkENF?VoXMVuZ}9^^Gm~TLhU&pbQ$gk`JUqTFP@Sx&q{3h`#{y(d%TL>BKmVI
z`iD#>3oYT8_PX+toeJ}lSaT)c<bC&dQsB)FF1>KQxekztjdo^Mb$t3z{`ZM8@m5x5
zI3Mts+4_Wkb60*$%}IR^dSQJm&Hq)}nTO?^_j~+~QI@hjmKMn%S+catQbuGZs+qAx
zq=mAypdtG*GqP32UP>Vq+C(CiYSNvdETu(75y`ZWrKIh=zPC9u&pgk0u5+&I{N=iI
zZ@=H~yL^`S`}Gxs4u<0yspC%kj|hi1n^|;C{%|a@NA>X~LF$X+!ev)}?!qFKeq+7c
zTYDgNA2Q?A%>K&b(n_nwbh46N*ms4|YX2ru_wFEj@6EnP#wcN#QZqW?rD#5b0Y9ZM
zX7&4XmqSMx%6{CnLx{nR;#1#tJu+O*wB2>s!q+#5+&WE>J(I{0-*sTIov9bU%H_%E
zkENdXFKN~kzo@BNbV4?g=g<9%QPFc?_ng2Ce;sFa?KR_NHzp=KM=5v%L;Zf_aoYF3
zMqFZQ+wZ*FPj=nU%EJT8lV005tv$D}Z+8uE98_^xb55l1{CwNA8p}Ko5t@|ZJ=|{c
zFt*43e&_Xn>L`O8j&N^jA<i#9U|N36w!GB1s<200N`K;f7Hrv1JNOK(J2U*qh(8s<
z26s>d8-Ko~<KMldTkm~x;%Q5@Yd>@`KVWz`CbexX@0R_vUOJ5nTH7XWd4Di*&b4)s
z>~E#xk2>FylU<f0I`7kF40EKNM~fr=01_O+QO96#jI`)$bG^@v_9xnTtE+ncP}BJ*
z`ShlDcl~0%#c;z5RH`3j1f{4NW^ZYK<WhO)>9fp{Ilpv~z4wsu_U-<93WlybHhm}$
z*<OBn_bFQ=`gblf=2ywC`e4nK6;4l#$FJzUVbiY%Oi!RP-@YVFB}O*8r`1%v=yX^s
zu*<y2c}Qw~R69l6W}vC%o3RP<&BmU0Mpx#R@79?5m$yAFKk}~M-Se^={`Fl*3x};w
z1eR!QAUqxCrmFAmT97d^{PSPy=0?LqNI#_cZKCe9X=x|DAOlWujbbFNmQA6d9@_or
z)MP)3{L(Bt!P*2TllFq|qb&4fKfPDh@Y(W}cMXnrKwo*;<!QRY>CIlC7al$6+gWz;
z&uj!2rMp!S;^B{F?b%ANHMU63pTFxjW{F6hd-ckC*Wi7AwnJ9;<&RK0+u!VrZ1716
ze=qxdZ(8zB$w3Lp4ps`YNDsHXA3q|w<<iV!&Yv&7=?-IYQ`d%CJ&j$5k9-lE+`;mM
z|A&i<K0`4_DCb9JynR9HhG}`gq~&#4suTK*S;Y3=UAFd3>x%y9$%t#)O%(^aCTwkq
zOH6ESetl9cu;aBkjs{+Ji-hQt-E=n!wSN0G@3bLcn1q=Ix3)UjFd^$kHgy!qcQ3Z{
zvK0{Tu=t!I4lG5WQB!dFAO)1QV+KhobAG~dS#CdmYjM=B{7{9UNo-4Na~zdpW?vx`
zTu2EGM$2r<k>f#}1SpLiF=8+EA3RD@5)xst0!;UkTx2QjrY&tvFAZDU8&liy5A<+P
ze9_NaQDrI}S5YTMN7>T!GDH|q)@LgJ2^jd;)bwIwwpi7k<VU{wJyM8PLy?%_>dn!d
zdi7Twg{9bIo=)W#_z*W{j8m)treJVM^@)JhNu+S%obpT@Z+7lD4rQ;s+e`}!UBLt;
zlFT7$zMP-|SZX-JxCc-)lAL@5)+F#9%l{q+<?XG@l&_Y#D?3N8&shGrcw9r>y7hCs
z9g5mp7mv@KqHun0WIy-y&IzR9ltXtD@#luOB6jXr9vOS%QUW5~U|<(|m}COAuh4hL
zU$>v!eJ#y51s`NqXO)va%=`Gx+TWm?#WDTu?zvwKv-Z9@&1Hs5|Kk=>HAnHA(ur7J
z96y4*$}o!%H4_HsP4t1$ZYxZ$Qmc5JNRGP8K^ZKA%ZBK`!r{S(x_Egh8{F2;SuNXR
zM$FDGp1-|~M|Wv1eOR()LLEUh)SYBUL)L0h<E+rb?e1spoZG&zWbdrtoqr2>4Zs!j
zDx4oG-}0s-becI)%b!dy3RjxcH1uYs@x<%1HjbaTLye@|x6p2LPF)-NxU-B5<Lgpt
zwnAxk`^_~B8v+-Zl9J-~sdRZwQJffz1&wstEn*mHH4br8LQL+5b(0kuR9NPkYSM8s
zPwd<+U}}JkWq@vGT^j;U7r%duTC!wG+M@6~w@4VHK$&cZGZJWG^p>yD-wAx7*Tf^E
zyM=7)N*mV9JMFX?*8BjQoM5H77sgMV8aef9ADatvMkr=nY+m>Bq*vufRqBQK{+3?f
z;`R3VH-XDiamaR18QZw*$}E5?gS$UG-Ld6Ee;;+yyNj+W4`V&<I);T$m^k57&tdaA
zrRU^`gzB<WR`+V3*(ZQkt%bco#Vd;EgEL6yaiXDn=^m7V=>D73;u%ys4)jQFP<1VV
zGSXASqb_M>*}(1tnAVwkaUH7g{`>*&`t1FYAVS%5C7Lz^ar{whlct-MF*m3d2Wrkd
zMlP&S9d(S4?6bq%*FJ9;1`}eqzx@BkqqUD;NN&Sxb`hyWT9nzkH|1a1ZG6$Ux*q$M
z&2}pbi!<c6t|bY+PcwESgLEp0U2^ZoPTi`?Qcb({)4pijh&)Nw>c-!qJmH6PSKe;I
zsEjmMOMuZvna`!Y+H1{4r!4!At8Ef<x0tRSn%o#{HdZixfQK>;p6?%f<JS9+zGl8~
z+fdkSA+i>seyF+9z|A!}c3bMFPnwkbx_Zf#m3`@ZFQZRId+mO>rJCL5S_8^zu3kQ}
zwfyZ)2Lj_^R{9~PRplx7GIirdc9rb{&qJxu-8%QvqvqDdu8lITaJSpL&yLiR{q--#
zuq<r)ced~6t>AwH6#vVcZ)QA_>tp2YAgP>v2_Vkd<zF{Hv1<N<G5pIf68gINCkK#2
z?Rh?D>eLPxp#uh9Rels^_v~Bba6uE+?Ze>i6lW9E+YD<O6^xgFWm)HpHRW9%6dA1d
zP5C%H#%XL!g?Ed3l7ljZq;JD4`j(dJmVFaO!cj?Ck*OP`E-#_6nOWEV!wP-gbL~OV
z{<5O|)z`jkmj>t0nycz29?w6+moF$YOB{I&xT=gN9_bJfx2h)7S8CTHwOf>>w9Bcc
zI2lJhH%XSY{PQ~rcmIZM?(fN1l5H`Cu>u6ccsxtZX;NdUCn|zr|G{bNIrX`pSJT^N
zD+^<MGaVhU#k}%MDlQt0?I4ylwCKGh3LpAVVHDkk&vn3nY(y7U5CJ`Z^x6StLF%VI
zlges+Lqj-lf%ujA`)IB{dhZ!#+KB1VrRgPP&J}rON2S~9pG_A-U6n-q{P$sky(A#X
zEXx*!g-4}Il^Z~(nDdx~J6Et~(RNxjw!e$NF?~%9Qr4I03L5ck>UJ^_+shw<C^Y}8
zLD(s4K<}iHu}S`vA_Pfi)BCEgcq-8F>{0gPR6LHdgUr19NZS2rf55%|Zue#L`xS+h
zzy69thi4o%q8zQu1i16YKhiG+%{b_<p^G<DI*2ya($thmoBp<|y0DB6n6%*+#LUTq
z%+~K=ugPOkK%;Tb>A++ueo-iR$MG0QaCl$65)#>(2t@2Kjg7Ob+PSeCs-v$~6+{PK
z$vG+w#$!ZZBhbjhnSC0E?LNx0^_cE+!T&HO{3om%S-!AB{v*{4QOh=lE=?mk3^6L+
zVL@j_r?{!D<()Ocnw@7RH&B@n4n4|w#~gm$kP_tQiFntCdJnsokg^D*5F>@)KucTO
zhkNvV^aitiyE6CpSKFcER;<6O1ZJ3Gn$7he&RdqzfLEb%Dm^%4M%M|mcGDS7dP<cl
znI9r=PZ9TF<+V|M>f_`Um49(d75Ht551U0+_*P_A^7b$izYH0iZAzur2$-*H3wn+P
z4W5~%jXvDsn-U-NmNq4eR@9L1>r0%dBN*1w&@dFQrDyV6aiv9tp<)JdoOn59kb+k%
zo9Us0z8)2u?C3V?wi6($iyvOfE2%0Y$jOfPu#&2%tGfwEq0lfMJaS~ITaRwt^x)~}
zEWdwhQdZ2(3;u!~EvGCV-IZvDJB$wd>o+i3=}DXb{B}|~lQC3FOAY&w5m@Avh?ti7
z+ax|K%Ih7;E<c2LAWyIx4KU032wP3OOGDDg8WwQO+>|~PGsgKKF|EKYt<tcLD^**J
zX!XszcX}7*MX%(OZA%ufsDbQ!SWemFMw9b(CwkFWRU$_DmW)#rRVD8O2M!!Oabjg2
zz->ol(t;11kdS!0=<>{{wYqmjaYo`pJu#x1KF#J(9HZt)<$|B(4;<Bh-G|@j@_3Dj
z2Ze8jZEL86=%7<MxV-_U+k)tTgg3kX>9D>s#cBN!Y^Iky%1oT^1)qGnX8yotNZjC!
zGie@Da@G+MRLVNmPO({G>!s-D^zIR%&zd|-qrQo8P^f$Fpi7r`*~OYWGJNiZK1{_+
zO&)1S+e>2`p~eA{5|hH44oUeYr&Mg7+>8oriqGjHRIvPlWekB0?M-J-cjMcoX&+c5
z%4(_pp#=_HPn(&~73dWtp<|32e4hUh^f>}s+)k(ir3GQ4!rMNF8*CEKalt<`QWus1
zAUz2d4e-wd$!ektiJ))PUAD8c6Gd{?jXtw3cE>!RgTw45P&z<(&nZ8>`gHC0BD1Me
ztMViJ)1(I99Y7_!p4j*@yyyhiM}ovII@k=-yQ^#L+pKgyo$TwpVtbeF11I?-S~O{W
zKO2*h#<q`NQU)JtXm|`Y{`H!WX5U<CJB>iwl0|McLI<DP-a6KLQvDb7U=k8ULrHYw
z%eFSk#TdEouys$|B^cF^N<ox3x|Jn*Y7wJL#Pm^aH<^>ks&O!=O~plc*7@~xR)-hr
z2nH@L{s;_p0^f%p4>zBwO}n*1rMl;o@O!i0qKIr5VG+FL?KdkSogg_5S)nmsz1g?@
z)0U4<cdsbBF_{@W9AkpOUatQwPHX5;Nu_)%1JpLFAi`Qhqzyp7?(XR|WYO9hqX`?{
z3_@a}fGTM)@b2QeeNH_(cRqyxfQkGQ4+l3@C+x#!NZc1dfnbX|Fw?J@1>YG3p8%~f
z_Hr*en4xaEBY@IW4as4cRJQ*ZHD7hJ`Pxq|L36izcz6VwB!-1e>5psQV1ifOELM3m
zRbBBVyaYwOlvyh&NHPasqu0_Ri%s|K6ZS1ygnL;Y&nD%xY>FA*kp2F3SqLLn(9Jr;
z7&pXg=CE--YFW16%(O0IM-`-fW{9{n0UVL@Y^d85W7xnw&AYU0CSROw>ya}3z`)5H
zYT~lkLa`(lJg?8v(9+R)@ItC|pXn$73IrC|y~c_^3X=`<uOMIo?Z@K-xS|PnqdqOc
zsvmCcJ|b@9Fja$<(@=>v@ucL=Exa;viudev#;)eDVZ-uXocXninKkKMww}lgg;iXH
zx$mpKtNuvVD?mrs&Bquu)Zpd6vvB?3L4zb13uYacpt4=?TpHZ(HKX-Noy|hg!CTyR
zZ?ds*K&Ni~gld8<)4?-4UuwdBfbR4*cJ$=}P(EE)<2)-B6^M)z*F<crLW{#<A_Q%)
z@kIPYIKAfC%`QNKarOD#@oP0VR(Fw+;IpY*WQyEiJYE9{|Auq3T}h!9r~XOz>!j`&
zvzS>WY>2G=J;8TxMb6r9oXcezYzzm#JHC@gc{{AGy8k7cfTF+JA~wdmsNtg8C(QKZ
z+7YHLelFbx$3WsdI#Mkx{~~8p9J<q<*v>tq!FP-*bcAi?>ML;(TjhpnYKBcbR&XpR
zsAg@&jbPA!KuJ!sdW(iU=t%<T?zmMC#Ky+XJkYv{EBPPvu%pjSdOUmhuDd9S^<0rY
zL_e*pbY|^%P~3pi(s^Ms5af(-zpov<P?9;(k9uWC1J6J*L|^}*4O~kiK?h~;RlbkO
zk6DLR67HQaxFhk2z!qQJ0LsDHCTr#MTL<Osqp+4PaatEoj+lY+_uQhyOJWAC+Pq~;
z@^^%xLk0~>!?k|MK{=-J<+c>evxO2LVa?2_h|zC|UueakziugeHBo*jehDd0K`~=>
z^colLMCJy3uu4E2XrC7p*Nt?#7gIXbO1cpZP)1>)QQm}k2&*;(SAYR`6x2rH_mR>Y
z@fF*;zp-cd0|Jr^OwHJ7j1W;d)NV$C8cNB*oBO8&m)eQOg%o?0i$uz*bkeA^!tE%-
z!;!wNOnE~bK=#S+b7x91%q|zkI`gaUj}_DCu<FwGaH&P2Xi$+*;;u(G#g|1~H3V%$
zeO2fI)g9uCwfqJ*=B~`cxT40k8D3vt>!CsvDYkaOBe!WzEDqUx0y}}KI3R;o;4#)V
z)n=+4zT{G>h<rA%#`!Y1m19#HPOQP6qPC+R@1||@_1tSp8RM8zK8TTRv)=NbV*9tA
zFDV|kuc4^FwvB!A+uNgLK?g>W2Z)G$K2Y;X^~f`ds37VNms3V9Y-sYSYDh)?{3Qmo
z<z42)EPBM$nHKCcpZnQwteq=D!~ApeqE9@1@nV_S*V$PN%zcy{;23K!{!i$Iil1-2
zn=x<tSYig&MI$=0zHDU++e_8BodP87+)pcq5Z5OnWLvTDNdRK#5{lAMD)7B+o#sDm
zL9VNZG0qJia4tK$0b<To$mnzzo6i5_X{|@Z*KwQ)=oanf#N46-8m8`w8YZRZY_G;V
zWv`coQhDLN^=#N@tE(+4tY*#97v~^|HHQL&E@D%kB#>Dj*(CL9mdwd|!ZO(L)|;ab
zYUWyHHE}ysNOcW>{>YvK=*=}Ynw$1Jv~0G9*i4?b_y2Yj%>SM)9vpC;QAK6wm}Lnu
z0T7wHUA~^y75NlV^xsav`8w_>u5w4mGnX@l&p|fwyr$>0efqra`$2?KLb*?3a%$S%
z-W)HnEBz-0aSY3<kk;l#GDrS8$NQy7)ag3&?4`x)`K#Dd1K)Lr7|hC+Re70lh!f|c
z*K50A$htf+Z>Z=<QajjV5-BAqU^RzfG?wEOtXXoKgxl)r)%tdkL2#7H9qzWz)vHES
zNZ8x=u%m`mC()wEXeoStJjE~qbCE0H<ys()83~}U0I2zAz6Pb^Dd-&JjYUD#Y^#J(
zf^0-Uinc@O1O!K_z(fRyUXR!HM;4V{QW8j!tp33ajTdEO&2DzGA&L!B|9Q`~1bm3@
zsjce?Z*Jjg7myB2hCNu{s9BB#W%M0DCy9Gft)VDGl9`Yz6nKj8gE^4LNDy2lNn2a9
z2ZZ0>h-5i_rY9DEJ#ml<(aBl-&Q#EFX!P*kn-9-+Ii(ws(y|HiyM<9$wCQ2mi9`|^
z`YAlC15CE~3k@jO9=El5J@S#LxKaS{SdEUbLoO`g=!shZ)4sB5x2S!1{vTvIE>-tW
z<3RVv(11oLoo5Q-!uLuU;paw}3FHQHLJdR2D?S|CZg2Q|+-c4nN(hbx9W96g=mP4=
zP7&(-MkIWW)!Kg8Jj`3-gUJBj{c-dQt=_7<h#nlIp@RVo2yNXdK0vrD2njB_KGNlE
zn2k@UwFb4$81(%jWjb}P@ap94vxAKD!duCdbtM&hwSq4u<OEMHk@yf9mb^b{y8VWn
zvg~*r){PvnMagU6CI{Z2pH66<q_ZM-=&BOvRf=g`>Q4}DgT_dCdH5=*0U=^hsQ67Q
zBz^^g?i5^4mVpU!9p#mcTStAs2|y;NVKV8?HdKE)5+Q$(QW<gc3kwfdCGtnQCxt_z
zm?qLN%Me^!84@36jZF#9Tro|YID~iAKCd054#WI-{e80@Vf&Xc!o33n1K03#2KdfB
zd+k2*_UB2&z9KnA#^Rp$BzB1@R>ut1=O{NSZDGtf=s9WOuPKEIrv``!Qwi3wav<R%
zmdaq9R#h#p7S(UQY&X9$V*d*^7wO~2lV$n39LH8MWXXZfGhVn;eBbDeZR$&@5-Si$
z8hSi&)oWfC%8J=x94jBn6j#3m+Wl4q?B<mYaW?+r9DcM65%67<e{|pH3zdW4WA@sI
z(YA%*Zqx)g#Ncg_(}71VcA=r6uL`2oxJNDcB@@*X_8=D49Nbigkxe)(wQF|<^wCH4
zFMf3YZG;AiM1~6xZ;5Cg+VqbC3yd+QytY<}s`M9pQg(=GNY}n2&u&(yz5q2XeE*A2
znkm(8h~&{=9iV(A>`asI!J3X<Gk)RT-kSaftNH;T(ga{35{F(x%!{<;I!rS+?{NRz
zccI$%#6b~c`O`Q!CRaTP<uV>^%j0Rw-ZvMea(_|az1kK_k}7xWjn}Bb<xguQ2%_|K
ziw^5Uupl0mid5FnRaqR@!VeTQs8=S1AcipS)+^qtt*AI0lS2TpxCEK6B~z97zy$*&
zH|)4L)`>L}J5B$wcG<OWE*UJn)l=ws#kwGho}$i4^RDVi%0$W@nK?P^#5E&LPCR(6
zo8+X@YLfeD8=VUoB>Eoi|A{3VWbn|zhh9_4vgDTGF@5D6Eza{Ir{Mgt%L(f+3~&c8
z+NXC|<v16FDPiccT56o?WM%>mLcn8PkHi%q+L(G4AyLl_6iAO($I1povj&J0U9jbl
zh2Q4Ht8|x;ty0<~R=c~avn`GhURMFxWWWRjzvQ%)O7`BtMC^~F@)3Ei@${TIU&mxf
zdV0D<(E9GB+8%snK658OnW&ro-^+lBUNM%<0(5fPY<HD7J}W6ALQ9w#Nd*M#hMh)_
zdmm_mHYb!-4unCF_}0e;N*U!GA+kR6c*4uyr3+3Hj6XWEesw&dfhX0yKtr-+GR6-6
zVajQx`{l<u{Q9$EwR>3RV|qS{8TRbkhFL~##WzVSgih76Ltp^*y`F4D><~d?OhlzG
zzrFWwKjVWLT9)$h*?zbMKf}%w)ihCDf6<S<Ov>EL+v*JFB$?q1Dp3(ZHSnLj4+QYt
zsrGSM-9@s63sT%ef;k)Pp0eCh%lfY2jm>q53iJ{{SluI)gfmf2HD)OnE2MRlNG3ij
z{6)}DDH}zwbcz|oQ(04<CMU8<4zY^5JpJn9^=e~N-uL!Mu9qiRi(tni<O)F7g<khp
zCNQ#1MNtQ*0VcTBPuU4Y(7w<;ozezBw7BnlDiuNmPO2R)N~jF%hfxa-v$@5=nrUk;
zYZrx)B<Iv=`_#1_`yyDLg@6@2N9Rz6ly^i##CM5nmpR=(^_7$ws9x(VmV2eNYXl*B
zwL)26K}cl8?j&qp8Nl9`gXR-RQz!D_f^92a^ke<hopg_(<&J!&nA*var_5~;Cl*1(
z@DA%cV6OX@6DAakh4%qnf>4@-G5{B@QKye@o=TZ;Cu7=0NsNl@ZP^D@SFaK))du`d
zzSOH$g)qofaQErCQ*08^`|$ZOK{$+F|Df47_x9*TOAb9V7e0{(e4_wDh|3bS9Tm!W
z5h6ZTqc8H?1Domly7lc0<&oNSt*i(8`QJ4c#g@uJa&D>Y`29J=<@;Ym{eOHBtHwt1
z<V&>?CzS`s%-D=(b3hH2wi?`iCEG6a(tNh*zZ(VruL!WM$JC>D{5LLH-oUAhl5eJ4
LO^cao|KooF&y^H#

literal 0
HcmV?d00001

diff --git a/p13/images/q18.png b/p13/images/q18.png
new file mode 100644
index 0000000000000000000000000000000000000000..33b4129e678ff2767de2ab21d928b9e432a3dd3f
GIT binary patch
literal 28459
zcmagG1yogQ*EYOqX#o)s1l&lcfOHsir_vo#lF}d;lnBxyrBb4FND5m)kWOg?lu+pg
zCH}cM=Z$at@B4kv7-u}^=w`Flz3zL?tLBQ-(oiHNx<G_Np-7dL<aAIdY(*3btM&{&
z{K+GsXE^YG;$HFwUb?P!UOtu{wkUN=FE?jbFJ}iUW^Y>$PY2h#LVQ>G1bLY6czL;b
zO7Qc${O1SwTs`dhxkQ-c;Y$eJlngylC~`~WAFMaB`3@-5-RH`3*Y$kUSEl?-66cRk
zHbzRnu%&6ec&+4kYawR#fzbuW<hCMV&XfURA<0aQ9aUpB<Dc6_!dJV?)dtlx(=tVd
zD!WXs4Rj1>nNW70Q@nPLV*U8&iog{?W+EYy^<WvsEwOJSL8g0w3*IqXzv_zr)~SVA
z(ni4l&Y<olT?|3~ja%E}G8&E6c@)n=K|v9RPGpFLKRx$qPDxHqF6RuZBK##<o<p1x
z{+9DbdmQ|w5(Q(@#cTRr$A^9~4B`)(nq=7$3d)<29~TrLd8nJOq1_Z5G&!lV%B17r
zMF*d`(Hus~ElC2Os3i#}yNKrDDQwwNiQ#()KWkB2i-m=i#PAfpIZ@uuj*XOFr1Cf>
zMXtTymV-fs_{<qC<O+2@n>edPv)MfPe_x%yQ8yt;GqbF0RzpKW2U%{%#`bp0)YOOa
z=Cc%W7h2{MvW4t>+?q*6OYffqw?3tBOLJ{>@H{SQI=0%JYY*J`Ok-nX<JNt3M8N&K
z+-lQFaQ%q!duO_mhE1ZTqh0#o;NX^)mh}NuehNlLv)MBGu<QQ*5^b?e?6R^=pGwSi
zaq;l9OU$H;6!_3+joHoiexY8e=8Ye1E19aAn(Pu1FPg*2g&YQuWjCnxV6|?Gng0^U
zqLv}?HSaiG-1E7ZJKD6)%d$0^E+;qlisyowi1X+*D=YNQ(nv|)Xe^_&iobu|J?YEj
z<m5*fbL?gTG0z2(wwQ}JGjHD&znzPK=cXWFG8!v;e5a<qo*u3{3XAqf>(dJHlNKsX
z+K`QnHl~Thy`_=f_3drp-IWP@UR709A;*zomrAFRo-f_qRmtpZY!}!P+G(Zzy;6U4
zeEA}PVqsy)Zjtcw^J^_Ot&jfE7MpTVXJu|=^kQSewTTY?Jn3RoM1-ED?ZJ@<NweD+
z;n=~!!Q}muqwUqHw2u!7CW<P&e(AtH(+b~trhdQ@D|O@UUB1o~{_5l+liK*gLLSE8
zeM>2+<5htt(a|}^)prXG${u(w_UIcN*4Eb2hJ|KjnLjqI$lKi6!Q<J}lap)dHxUtk
zA@0eBJQdG{uCjpRpZ(bk5?&D+84}czBL%wbYHU=5goMN8pJaVjCu<FkdNL$Ee-Ckb
zuYEJU-hZOrd}lsCfCH`L+0xb~6!gbyxX@77;Y!V1diFyCa>0AQ^)iG1IKU-~xy@WF
zlL#kg!Y{3VSDcbU^Xk>BoV>i`f?!KSM@OzAqbe?M8Fu#Y^mK+LcRRa<+#qJ;xag~>
z5NT^`r;E9NGCEI5c>|sy{ISN<&#VD4t+7m+zP@6yGJozw-s?#h$1$M16wvVDL(x6H
zThkL06L~$4zkmOJhJ>WD@q&o6!FzJJ47BY)-94wYmNPRgkyKtk`#%0Et1<D|{z$;I
z{`I!`71wW4Qqt0@g}24XbMM4zXpfDJ4NK6x%gV@b(OtZez^=*0!qWUl!t1Bjn2Z{!
z=g+=N_~eXgQ+4;Qq^gn73WUH>@ElYZ)%U)GMt^@DA0NNIzCN@4YY_Dan;-iz_hbg#
z$FG~td{+y-S0}}fcS`QN|6Qpbe51{><YqLxK3brg4-19*`0=Cgoj%NhiMD-j<~(wx
zE8|~{ZdC?X*mXPqP7#^IPyUt{@Be1bl|?be=I`!`TB_jVcg1y4VWjke9&=x;cD@Cy
zNe>JTrV2a6Z#_ImL6I^5k8;T<WGaL_1pgYJRt<CSLU&qZWTd;18sAq>y_&r4#jN`p
za&nJ$^q<cKu74ze+9d$X@%!sLMFRucG*MSR?+jk!_ZGBa>bFg1vqW9S^$L&k)YIOW
z){Bgo1r$A$G2BT>NNBE}4(^PgVDVipYpYqz4EXu&gJjdmvE;kkCGQLV!ezl}?CKzd
zy=T%Yxz=zKHt=1HE=GbUvfmYR|H)9r-g**Ct)9o+;$mBVR<P0X)%(YRDF40HZul?9
zph{U0k>sPldt2@7S)(S4RU>B2&CL&A-3&MC{Ij<fTT;RgOH@AAYCZAZ#d)+e^wP~R
zt#`M0*#kR%|AOlDNr2?R!-p;%9~v6G%;n{Bp6BFTM#|G~taqV{r6jq$xDqHy;@^)S
zJrb)LIpek>&rG~B-88+5er8uOR`cigJ5qCVbL);o&Q>_FE|bB3SMV*Qj<yFs7Yjj=
z!4atQ`eoH{u#nce)hp}z=+PtEo!?)DbaZt)88i*g$944dh`^7CvPeqSFEdp}T@d%k
z!8#XEWZv}c3^}=IozL3cBBv5Yi{<I2rk16VoB&R=j&4nDEnRhp`#BPvXk81ErkUzj
z-YerG#1bjD4QWEX3d9vtxWvSsKcyEHwCy<eE%>jCppcNmcqQl7LidkQ0!EHoCs`+l
z>~Pu|;PTa82ou5`SXo&`Jb6;lqa3d)dUsN6ywah$>3D}9pN!#-Y2sGhQZe_fy`#P9
z#m6*e%)Go$>4fYII!kK46Xk#AMx&G1IXNRWE=mYY2|SOsJ+s7a!Lc3?=fAqTnl5qg
zt&Wv2U6`d_hvaR`)YMd5eEj&hxa-%hg-l7nR<=DkK7xH^kV1swIdCUb#n+QCH?Qf!
zqakMyyCx@x3w>{X%s#6s8LsL%oTaUm>S?3SyLG?V$QZ;de2%yRR2ovCk<CA<udkRp
z^dn+Q^{3jWaeJ?HF`>N$s<l#@hzr;DhtAEvq<p)TMo--qNQR0{$FxUNlJLe?;a4*-
zv$8&JGp=O*b?A2^RBa~M;&DdZTI1ilkJ%Mc{^`wP!?m7)LCvIrCZ)qOB0SA^{x0k7
zY;W5Pz0uYnDHdZ@>{(cH`t{0Po|WeTCmQWBw!6kY-%6kAHZ15SLbZQC<U`T7si`TK
zUHKv&m6-Hyo3|S`Z;vb8lFPB%w;dP0AoG_;JtP710n<VGyRNo&jHgOB6(Gal*J9JO
z?QJiTX06wk(K;71q={pt6*|Q|QKKZ2c!%0I?)mumymy&cDE!H%(jF&fs;74@>;ADg
zx$L39MM-by&Kbc+e`aqt2Mo!{y?rblVDVFHwDDrdiG|@&U5?BpSy|a~6X&|fcoz3M
z<pj1e`(DOmUgK7J*M?9_TG(;s08EthtDWhhFA^IXG7u=B%u{rvFJFGt(jv!>ciUSf
zCg+Cm-AUR2Rl70c&Nr|Ld5kK*5NZR~(S_OzdyK~bh4Hz@<Cc@iwm0R&wAQc{BlNo7
zMkNN;eQxt;H_evTWl@79A(BRoEmQh_=Aq7u=W1*z>d~0bBAL_xeYoa6?7h56Fj|`+
zOiq6H3Q1<8k`?ag@{5_MQ%LnCx4q*51<TC0fY~m(VHEG?rorv7Ja>0@uchJcev0HL
zVPD}l<tzvPiR@|&A{6s@6gWf2OvcfvP{fuH$)4%^scb_ZbqdFH-tO=FzP~&6iTCer
z|J@BM><~Q*+R_cm;vc`89UlJ!;7px{3uj{_S3|ngzF|wyB;F^B#@0yOkdTp)0f^B`
zaY^FQ!YR@ttr%0wk_r0x^&L&OpwIzDr$SjRrYZEk)@}<2te^S)qp#YpBmf-}R8;TA
znp~K=Nf8&7l%C#o+dSxVrgXq^<{JFy#>R#kt_YTT2+lR(^$WIX=0iEkR5Hi=)&m0r
z0NCEV{E~6AJ?^2ezrU4Wsu*-y+i;zEYVXhf{{FWRbf<58;|BK1M0LL3*24D6M2b^!
zZJ12ZAGggpWt5JN&KWW?J98b%EbNL9BTU;hW9C;RYyHKhl9W_bWA#4#5AjJoM(y1%
zcZ++Rg?)yNgCib%C?+m0j*E*sGduh0=`DWPCUD<jfVC*jor41yU>gqmlr^>6&dS<4
zGB%dq`|iqk6$!maG!)twZ{Bbet7|UaWM=sCQ80Q}f$m$jX}xz>mTcCSFJGca8!0)&
zJzo0n{GR>sqq)qw?Mqiz;j-J?!j~_Zq2t^hvjiMu_`!b%&B@umT6=gH`2EKZKcA1-
ztCH>yXv!`V1eA6OjR(g${r&rQ3o1r`wqk4)X&oh}xCe7WyPTHR+0f8XXdwwHw+Av?
zbSO17HFszuBTVuV6VIVpSd=w2`K!!0`htJ!t#XT*;YZ_Wj1|yRQhstO`Oq4QL-2E`
zfa=PXE7TV%xV1dyaM=<F0VqmIdDY9ywfMb${hIFu?L8bB)CGX$A_5ep)k}s)e|A!(
z1H6+m6umgNop_-}k$!G#^ZYK?PCi+Wr5j?8<rA`0oIMi9;@tIx<CZ7~M+87vNj5E-
zoP1>0zI|0>T%GJ&%vXBBmrT_vQOKG0GF!RtU+)_?ZaDuAd-Q1iN35)bpk7LLCXkFc
zM?1hf2;5z*H4b4lpv(zmVw#)|q$;6cLBVE0iuP5f;ZoQNj*|I5t<=J9jn>=z_j-KI
zHk<{G#!fu`(kLlF`dsZ}sdi^_sTH0{K#}LeLOI)`qg%Z|RFtSw($m!dgT+ekKA$R*
zxM1OjUF7u9eWBD6w_%HHe_u?fiwm|T@=1LoP3>2W7&K4pl09~>sAEefQ{YU_nRjgJ
zU(Qod6ugFq{TZI^O6C^sG5J2Ws#PUv=XvJEwT3~54SjvSB!;8oziX30ds8MpQ}>{8
zd<O(@Z^X2%>Ey^YhEdv4cMl%)XB)w>AoUl*?W;StOU%?qicJdue_X$Q9qGk~o1Od`
z`!;~`sPo;(E1|d7r+J3s(1$1z$Jk?=h6G`_OB%ix3cTY<xo}HWU40&~E(wF!v(i!l
zDJiM_`4sc#viD^=lX<NHQVkUukK}bn(+Qm+C9UGDU#(k;G7b3pRv-C+rIM!1ni??=
z50B^40V2ROX2Y3+U)pvilN~uDzdg6|^F;#eHSFsc<ry;z+mE%qvL};-{rW+0mpjX2
z32^AobFYn8ao-Flo6qq1W(kNwWD%c)_8M>u)em>g%oxd~x6cAwS%fbx?a^Wqv^g_k
zeqZ|J&q$L&y|>HbATof#iU)g5CoVqjiu}-}sEA`kaeT1a8b0`~H~#hg@wD8TiF?MX
zU0WHh2qosXnKQMOuaWU-VuBt{L;a$t^C$*zlke`By$j=%)6g3VpGkLuCp7#Ez@&ys
z%$vSHq=CnV`nL*}*2nqjT8Q@*&+N-$bg!+vWG+|TUrCIw9ZJu>0j-@Cw%pK=-f*#L
z=l;eIte+Fru4Q$wr`ed9QLe78aOeyh1O3V*fJ>mffJlti0+Fz$#Rr_meI*l6Kfo3j
zGq}{AXV0EpgZ2OQ^<B!;bXI)`Q`u#Owov0x_7Kd4n(}+{?(Lb`c*N%sX1U}Jtk|&f
z4u$A+U_})V9I7kUt$n$wG;nH^l$9;vkW9iBS{|zi&(HMlFsgQweO_8xYPF_sko@9>
zk(CrQ54ALrqRA{(XdJ?im#DA0j3>ec=r9fLeH85XcmBBHgE`~lqaeFQ5<AqFRKy*n
z%BF~ePck#^RKm*5{R9f`7HrUx(Pu9{unz!aQ3P`ST*T!9oNjh0DTWZ>$*7t6dHuqt
z)z#JN7X#QdGrNGeSxNVFb>&z#hov0W!tq}|_?aE+`#q8!uDUE4;Af&(#+(E^Ro>7o
z%ofILX3A&UR_^01W{(3CL2)8t;)>m$2;TrwIQZ%&0o-TvTzi75^CDDJ>saa5H`>_-
zAN;TGP2ZPAH8wVe*!nKt04^hPZ+T;LvpmfJns%b%Kh(;b-C%+nhnBDbYadH7v_ABn
zK|Cj`0(CR%B7^B0{dc!2T_%!iJr~U?@6IMT0Y$G)zIvw*RVwRsYy4Rn)EbtgMB1?*
z;kLO;dql?#_;<ReBekupUO#+Y==WC612>tGv0^N+-#=h?8SACl2mj%6vWpU^Qis7j
zs~zAFkJ@cs2mRfpK35PC@#Qm=%oOn}j*+&Hmng2utY7Y<7n}dl{968rlB#Nj%oy+d
zqE37N<98M`Moq!el0K_B(2PQCr_cfBZvZ&~*@Fu{{~=)SeX`Hmw+wvJ3#AqxvC~qI
z?;mauFa>S@vrT-If%nqAzdL1==WiW~J7dI5T|;Q_Er*aP=<tetPkO)B3!EC*)gU))
z0Vf*BRwVz_+$<ij%cHEU9JoIlz7IX;_q!78XGux&K#ibvzJ{X@Xus5TTIO5Oo@vZQ
z$=0q^A(!}z&^GLPGrMO#KKwP1ON<Bz#m`&>Q=eb4R<I4Sf#Vfw=KqT|Pb0&~G2`0I
z2cs%lw^asI7LJfnl@-vVvvhR7_L-do5-eSHlU2&CJ`<hiHEMxk(gha>l=D$|I29EY
z^28Og6`rCxTYeK#vBCC54)&Lh4m1!0=)-L4FKm30TuQwxHL_$f04qX6zwYHF%-^_=
zh7;PDBPJvyL`Xt%8Mv*TwlcJrfkY9k`Zv26E+(em_V(7kzNG;}98!!yiFVy-lI(qs
zZws5Ip_J)UBiL@v<55_cnedfADfN;i&(&(?=db&U@tBioYimT6`g1R>RjZP|gAJ#5
z8%|p;o5Du}k?4!hvRpZ7#m;{7BY5yIgEH$-{ZtmiVZD4=Aoy@!r+V|}nZPrTaQs$R
zeY?`(rb621ayW81PQe?Qg-Dv})G-bQSBj`1VxGW{ypQJ+7F5%+r(&6>8XUpT;UfB`
z<3CQ3i#N-7ejC)}{t<lHpJG0s7O9=9d#Z(n0y+OVTE+sZ3+wPN{6Lg2sytMFWn$}^
z)$6c+lSit&*Z}TzzTW#iRM67$h18d*Gnt7r#PnJT<{IPZd-cdTV(rroDbC8yo)91Z
zX}rp*9b_Nle7@3i943*jmjtRbE;dfQ?^f1UG2}$VzgpbKky?X!>QDk--9I^Yo~$Vw
z5~)V1mR?pe#8liiQ(pAj+PCgwW|!kh0fY}dm2NcPPuJjJMN1|c<uhYwL6m%{$}}@`
z?*2Mf$)tPu!|bHZf0RA^va+&5!;03t!pfF6Sjp^tb>|s+30iG!LSkdHZzK}ECLDv(
zN>k>&Vgx`+94K|_?>#(k3*~6R&{vp)TF)d}eTs486~Q~MS1ICNd>$D|Szca#GQ8DN
z{_;mQUfV=SeaQB+vj9aIXkI2N8{TjF>WL_d4-yj-1=$s5G5E(C(RSFTrI!^zQy_by
z&6RnIjYrGux-UTE*UziNDRaI+kDHUGw(P%rMeyiwzd@HBcqjvHuGj<Qp~ay)%Gr%B
z@z0!uMB=qc9vwN<xU*y!RlQDNd3Y{-p!5Zznj*Jp_TkU#ofp`ItE<B;Ujk2#Cf&Z{
zh87u#3(L4m?I3{soRWqHpKffwDaJVDez44=uutDV57qA63U6cYd36e(usJz7b2Ilo
zmYekpVwheUi;kAzB+}}0pHh{OUYWnqjX{5teUFVSxCPD&sImF}aoAs=2Svv4QdGhn
z19hOPv|?@+k&6l_Pb^txe&KVm<g$-4K{(>qPxFT}k<&^q<y$)CA#0)iv6Flz*?4`l
zRyR`nYCfU~JMsWw0OWEom!KJy;q-5{!)*2543ruwTAF13{7bly4UN94;Nc-S9kh25
z*voK{vFB1zwa53CNUNPz>=K-B*SJbOermBv9pofrCw06=zWD8jM~`q3IV1S^U{Po3
z0LRsOjN|+avBl+QyR+djq*^9X2t~>n7fkC0Q7Zh+n>SC`6jn|<EW%iVF|zrZKECPS
zjS!JL>7tyz?yzYP$Rr*+@M(bMo@H5ekr?i4yfdg|Tu!VrgoKxPdAs{9qY@H#_Kcey
zVMp*5nbz;VerHNxJtp9N?c)YJ<__~k0JP7a|HPd6tY14+I=<F)(gXdh8#=S1g#|N+
z!3g3z{5yTJ0D$cC?~|Po^GToSAV6R=03D2~96y8FV)}h2h1XaCkO45IOTxm5&^+DO
zXRa#-Uxqq*8Dyt`f<;N}2|x?tn41_2=C-zQPz0V=Rtm$`XSkSG!<_P4T;>0T`gnaG
z2}(<6{QP-`j7g>|M>zpnoW*=cQuIa1WDwf~K+#Nd>P;02kECKB0Hk5p_58Y#(FJJp
zHh@Jgv$5$k1s`?ne}Sd=2qmUwqm>?xTf@{A+l=;%Jdf;yfY3_@l)3Qzw~CD9-P}qm
zK2hJc(Zd22R}}RF1eele>5UdDe2c)tjW&^ce|MJbf%08|+pb8?&CR8&avBkVQe!{2
zuwc{)#h)~x-6on*`cM4#_J1YjAA+(_JH$T0mLYxFa+`zJJjC)`Lu2ix3X8*$|Bp`o
zCgJ#m1a8Sd_tNs?;QFCbBW0rctD2co4!p*7UYvj{NiGO~$y@!u$jdzcr@Sn_uM4Y`
zeJ+Tr=<-y^#cSp>>GhHTR;8q47;~r8McrZN4ip*+vCDH8_pl~pSJ?N)Cnqa_?CUgA
zY<sxBff^>o0#UvL+7?hR-Lm%?68ApY2*y2oX2HvS2m*G-ldo%&wL*Yjt@c)@V)i*e
zUd8>V7>uuqi_UObT<k+BdHduK18@)8R2E20r_I%)=1XPZH7E_?F0Oe1$|z7>glZc6
zgBOKRh#1WbK8k@cKR^GCn>Ur!)vJ<|ZZ(w_-Z>(kpPPG@n(D9xb$jG24UJ-8V8c|~
z&Jy+p#xq2+w59o>k?avJud#%<N`Z=r;|=duSUC7@D^(-$NlBl<4>*`UIkp$d@m}bn
z!^EE%`?0d(Qsi0o=i9e$fWac4Jh2ANE#>$+AQ4L-=Mhm+<@HAd7+wq|58;4=#e?>i
zfZAG(Xsx$gDQYpFK7A^bmH^Ocu|D$=H0w~<Yyy6pHi1DwSgNrx(g5s+-rer?H>qrl
zjnyoxlV2JYg1=_;o1;Labi@s6h}MLHLY<q_^5vrM`R5O8edp|Xo=EWh-B7d-W7mJK
zO7`x*gFWoNm)CJH$6BLf753up-ye0KHFDTdrT5^To1d2lF|QloGM6T@B+zY289NzR
zL}%1zzAY77CyW7}c1gdGt!Ju_7ROd4j~#QyM{wVx$B)Z^j#}-!cOH9SNsCDDMz{7C
z)zd_%-!(Z5vVnEd4QlSv%P&xGUb{@yRT&tX^Jr$@!xJpqK0n``sXpM^<S>P<y$rx(
z%ovZ}0x0+LWNiX~Eu&6QAjX>R%Vq^`MygMN8chnoD~#--Bk$65lPmz>t`}FIG&D##
z9e{u~T55@NGmPXFoImPA2Y3S7QOCxsgbgHtSdXwLN}bVv)s@Zw{nE;9Vb@Pnb&-+;
z>*DxuOVfY*=XLNK5V8XbDCllyK}u~r+BJ5n{@I?u9vK}y2lY#Y+vYx$UqlsFYqFr3
z2ileadRsr#iZF5}4Ww4sbzuev6I>?V8-{=DxIy0=6`{wc`;ldT787pp9vjQ|qA$Zb
z|0s?6#C;`g+v6kePY)7p-v=IeWV=o`Di|0%pPiq#^$iH1?@kjHW%U1f=?CD;&%c?(
zJz8k5Iwrb*roK&UW@e`F<UDUQEP0ae5vyu4E&RHxV2(VMxc8eDXlIq7a(!XtjrS2s
z^N2}+MT_%M%&>HziZ1#X@0|r4vikCy=V<hYr(L0HzU3N%cCX_nQR&<sks+CC;MPD_
zL%g3oQv(FyaC=ZQi7LIO5~(J0*@sYVcb$Vzf)>^$mFpk;II-{(<SkLkc>bJrk$~-M
zls|ZuNQ+EgD;Y6wvmdyO9r6QnX2wZ!XS;%p^%PU-k%PJDedzm}&x{0vZ$azUqVW}B
z(5Z3CS96g@X9C?*z~;<1NgoeJU&iNTa}x#rTiv3b6E4-_qA~@^rvjdnQRNxNz_UH+
zvm9=srNxQAK~D0}vCx@v=;^oZO9#l&20&o})05#9coKvy^Oq!~%78N4n#SQ>mQXEi
zH$b*Hu4ZQuDth|PxP9MSC@h1po=hw=>>l%+BWO>HKhNgkpIX03eBPr1Xiy7<F!V~F
z1%LVfkRMM~V}pZTN%>yy6twCT440U+e|UFWw}xeb2BS37B0r8tKmfq;wYqKYr`n;`
z3g{RWHigED%~&|JM040D_<!6tTF&s$Kjpqcsdx(WdhBThoX*Qg2MnAOLwVtuHJ4u>
z{|wzh&~b=^0H5P(D$?CsYP;;pSL>dPI}K|Q@8i;v=A@L>=I65m>Ler9ltXZ(7<fN6
zQ^Ar|-F6<OB-tOd!|ZsCDrf#ImE^+?`+bEn{1hX{_#8_$MKiSDQ%%;QA0;NidY>}T
zGCiF&-<dL4>7e`Ks?$QcnEdILk$DS>r%IdFxmg=sKy`+=V+wS};leftHD!NM1Qncn
z@eCv}vV`^fCyG5gBcAZ7G0f35o?Lc??iW{ofL^F$bva2v8k};SS)KR<!{N8o37#Hq
z1m2c(3KM>D-XQQ?W@nd_xfZAMW)U_3*N{(VN=1{OXC{|Y^m*(!6R9gigoLwgO!vJ4
zL(nv*);rguF=soEa59sC5z|TRbbJNW9+tg|!{Wk1E67mFs;YxpFKTcRYNB*7KTk3J
z3WtArBAk9*DA}@dnt!0st^2iz%ea`7TwJ*hg7gzL9l7i!ylo7wTWzzQmH!o~4I2v4
zf1o|-T3zN-L@wXspmG1fWc^yJD9b}NC|^Y!xplDs4v)4IhIuJd@(}o0>$TVuC+&`&
z43^BKqjSa?*Y>xv5lr0&*poyX*?GG5DGL~^O$nb?`yK|A89^P2Ggo+HZ;zdoRi3Ii
zSLJlgZTH&Q``+_1Dl4bs;-eBmJadJA0SN+?PbE61<MbmmKD#_>>1Q4i-1L`73l+h1
z2nv4yvx9*?O$l%Cku&(KQ{O(oL2|BkrurMz-eS|tTtcEQEiFw4b>wC<Rl%L#$SH^q
z+P_rkL@-gE09xBk$B~6HK{f?OM#jsRFC)tnwV>0k4N$dLYKsKe<y;hZF$T5?EZ+Jj
zVt%(j+YV`UfT?-F3}1B`$Wit#Y4YE3tn*$`0lk=zi0J$7gzI98d9eE@b}EVjtMUrV
zWdm9f5{-=S0SS?LhK7ft-0z0$z+XZz>tkY?__VZlSEF-OJPItU;2fridoJ{qn9D*B
zC;<8o4*z07ex}vuC~D`iay%v`rZf?#xXi-BLwU=HwdK76Me7RG^x~#tf6xrRw6|OC
zE{}Qr8hFeUydMgth{Se9WP~1Fy|-alzxQg3K&mg6@36oZ{+ol;+_wbo^f4<ca(vff
zYZi#^AbZ^hE#(gQZLmc}<~5~v&ha;_V}r+O`RNg1NbVy1l>@jdSs)Fi_)kF(DsKGa
zNYXq5ZGjb}u@Kqg{fCI02yLt!JQcw<cz()&is|U+hMnLlh@YIdl-g&`6S5a0nj|gc
zwjKnDTq9HJ7iLDTBOl@6R}0V6(HZhw!KMX~@LJ?e3qVO|QPJv_rMqB&LaD!E*F~F_
z)(<B0YRwNafQ4;wEQ%d84Pf^qC*iRuetM(*yeHj~x9>$cyFzAW=HdR2STYi=7C#d%
zajy2+=5VZ<%?|D-8BSAmS0QHtorj8!u6=X9^T}7v^s}QN4p}Wq_^d`-(mGGPFKXHA
zZEwFMBs93diq<hb6mVs9pr9!Ay%Ls2uZjI3)Y{g0x-lr=_|Fo5k@e-TVXEEY<&gTw
z`ZbvUV|Ml<@B$ZJav~zDuIE>fC-UssStz5=h3v_IBG7<{Gz-tRe3)0Q7*J7^X;UfB
z)vHx4wD1@~bTg6<0xpp9tlWp+)2Ir~CrR(hOijBo|M~awvS5{Hs@fqa%;RKoZ!e~3
z#voA%z#^Z(snrCpv}k@eQ;A;mF2h9$FAI2PBup~t>+5bPBv%lUl5)FD<R9#oD&;2_
zE43N11ENU+fJ(FBMW7#Q?d|P3IXP~*)uI6byEY0RD+l>Q;xLhLPEf858)1|z1<5A<
z1}n(M1o0D8<uFd&yi>qN4$?X;s1U$w$BkB(mWU0)+V~Pp*U7J2UJQWr&6zW2O8sCX
zu-a9mLTqH90gB%5i4+W@G_51;X`8@ej~epv<UU%w1a1=uLy`hkaUDO(+xsheWjcxZ
z8!%wUBf>UBjMP?$vP>j{4{NFluRp{OIeJww5H<<K5eFD)0-O3MP;RQw?rXX;s6J|6
z(wg<M`GEy;kRzV~eS3LFo+}H0B0#pMAm6$7O7E4r&3<}vOrxg#|5NwafZ99%b{(%I
z1Um-E3pcX|0BN1)w5bDw2e`BbTE~O}7nJy4O*Qy!-I=Vp60o<L3t!40<`x2|W)N}^
zRwpr0dZK()Jro!?_o)*1xZtdd0;c%{IV6J&I7xzng1|t_I6=<N2MrO@B;_E$ImK#&
zd=7qiD_8}liyT~BQLc>#d0kf=Ggv4JxRA2*t@SA)E{Pk2^?&2YeLBn?|NB(Y`s%q2
zekelmE?jk#Q&S@WE1*K$y!x&w+zq0q@$f{$vh|nSs)E2gTJ6dN#gq?XL)Hsjsl(8#
z|NiaDltz*|gMjwn#M_%*ny?WBO`631z8(cdxC-En`kkd;mF_J3RtIgt`~v4VT&|)4
ztQOtAd^J;bhvDgkt5Nb#&L{ac!ioe!He_yYPQdaLE+r+UnAgv<hK7c?1O!yn)SrQw
z{v4~wpV~!y!~aFrLo}LV4sr2RsLBG+NxXwjq@RQ|;w>g){Rq*`t=!w&TLkC`-zX_{
zE3QKe0edPjZ;3!<`>xVuCj<lwQaw1y%EO%y8WC9+D4ju%M8w3{feivZ#^_x<Lis&@
zLFF~9_vXEev9Y)?L$-_^hLT*V+}PQfuU~8Y0d9aWWJQ*!BTo}?IYg=&8f-E$nROV-
zndAqXdm)6^lshNBc~7{=DJV!>x)JwQ5ip7p^)9r-K`H~HAv_Hna_lGk1I2(%XbLXr
zcp_q2!RxNJn7D)9`{frpqZ(zc=@kARp;sWggLJNJ=v?I{-j9(6Hx~Moe$23%Pt)=s
z{7{`as+?5;K|-;bIb2Ai)%l$MXZ@z5&x(pDGgarf{EyHInxQ8#F>J7E&}xi)7{q*5
z8C=FI-Mzn{^-txKw^5#pGwtjf_vfh(Lof40YO4@_Rg7g+hv3Pb;lk9gemTBS5VYdn
z&S0==miR{Ns6$3V+d@5A_4d}+wQgMYNJZ40@84s(Qk!e(?}ii^ixZNd*t9*YaFJsc
z-6!{!716P3UV=w0QfPSd-QKkQ&oXP2GyW>}F-LAjyA7y7R7Ssyau^VxTk{O8KDV}u
zK5p`MY@MOIc=P-?n%I81l{@R}%;MsPk#S1mr%NXHPmwx%;X()CGWEbfshgqIAt+{2
zTCBi(aZ9ib5IEYRl!J|A6$@}_?w%)}A?+e)J<s5ZvI=dst@#H2XdZmv!5xG+utq$6
zY76*n_=i&{F64LoEF}6K!ulF*80A<M08DFXmpPcDN@L8Xz?fjjp?~27>b5%h`TE}Z
z>=Z|o2S~o9J&c47+aUgxXh<C1yc1|Q_mc)hAm0aF*kga)5)vtI7+EL?5H#~$j{n0p
zB_!f1ac^1BX><|*7XKue<NXR6qFKPo)z{hC4zT`I+0+H8|Dj(c{AV)-A6w5`3<+f=
zBp8-i;enH}2)F}6diW(EyC<b}E*Y>{<YPC7JoO$Ibr^UAfFu<TyZF_+ai`S*K|%!<
zP=t?<{#LmEnC9#S!L_ENH&(v3c2Zw!7Z0>qD*17ltu7(2<<U4uM!ii@%83_iSma<~
zd5FPWQ*3-Zh^$IfRBWvM(r}U2@1aN_MSr$`SqsfxczLmu;SRw5gwT<Y*C(j@+S<6R
zthK^Yc}Ir)Z3gvpu{hx3DHr6{zI_;j`s4RaL9T^0Hzx-y0%gcDBIehZ1zHRAI*}H!
zScon0vm)<eQ8@Di@?7YY*CtC0A3%v}*d9>z?#+-1dSUGPA;~=WAXm!u68d{QoOK}0
zE@g6We!2^+6ABQkT5S{do&OuDt)z4Ya*94$m1qynjwFT;``@2Pfo{oTSl*I%2p-3z
z|56cx7XttM%AY6Fl56?;yxZ=A=v_54vv$c0d8~=h&}(GtX9Z}L!mXwbE?v3=3Yi3#
z2}P~k{DoTqh~cHKZoB=nAGE#{Sd1RfP(eQ%t-Hq!T%HgB_S-iG@^U6OAnXFLraYhr
z_mJL~VjXuE`(`K;aZfn3rsU*SpdzCUeiipJ<0EQfJT$+EkUWGU42*F4G}Y%aE<9Xf
z-V2C@4pdwD&%bnpFB#|9si>%+xwzi8C=b5EpkKOv+yM5C!>N`HihnbJI*_#7d<)S!
zCZKk6&pA|qN9n)2+zva_&C}Bw{G3U@#f<q6g`GMcmvy$_wxK7eNKI24;DeQbl~w)C
zN^@_uaDVN-xcBn&dr0$<B2$imAgb2)S}Jx80U&K)D)X&E_$bX2B81#a#(IRHKs%m?
zW(;-?lJO|>ylcSNnT212Q;#~~Z@RoZY@9)#6Je5gGoD3MR8);kH*%4fU*DijfCT<M
zbz}t?tzCOOD}ad?5OqM76WV&sR*xi*d`eJSMRraAc_Ahwjd|d81qJ*O6HijOnmIs5
z)d5G~V{LSBm#l-{I=i^22rUpfbF;IvwoxU|;#uNeus~fz4gho~tHs~gsv*WiF)9AO
zeLg3_51K!v)4h&JjJr83ZdBuDS&PHn4Go|ZLL)y%N|>OT487HV0-pBPkgjGKcv*-N
z1l-8N&jdN~|7)UmVH`ozQ1TEw2vIcTfy2%l0~rUr25_pUUuCJwy+u~d+1a`5GXwDs
zZnBl~GYy=<rQ!KV(|U-$cv~f+zn={wR#sCJ2JmcHcnJAHVU#tXyWw&q8H9=kt#~x=
zE^Iy$z!TPhQHRSxI?e`6u2Ap25<NL-lC~$5s@4h;4?ky5bTkQ$000oaf{X|~QsVPG
z0>yQ|xthDXyD{YvRXg)!t)3Qh4=qDBsAxy(YxSXd=-@-Bf^S4Zk(yUfF#hGsmsazj
zLSdB}YI(q30uT7y#Iub!MaD~_qA9?zjXQ4@n<(G9bsougF*4rwNtRbo7$`Cpy;W%N
z5g<3${vhD@gv3NSh|baq*^z+g#J<>@RV_Y^G9Zw8Y+Kx)W-u&d^dfO?+d#g>z2n11
zp(SmhX??PEz^>c(7Q&^5>>FS#K&rCNWX&CFEvmR-Qw0S{3q*#6($0IU8uECM&;smH
zX#4m+;8svDGbDW$;Hg@JLR9Ja^{t6}l+xE>P*o{uyqBNMUpdlZrmA5wz=C5wkf%;>
z|Cj@<p;bJ0r#Dj?@vEomeP~pph>}FbJ9>NVq4fFs`Wj?C;8siiw5;a8y}5}7VIN`y
zPKFLU#GMeFR8@<Clm$?<GDdqlJF|s+3X0n{B59Ezn5NPCSs3<hls))y8KlfS3*|fr
z8DyN#j}TL=70pyvR-TnTIUtwz-{!bS`mA$jy_vkiw)1@E{bRouqON2H@7b|b(KfN*
z%2)M#{v8kyFfmld&c_!6DAe>D!C8uwWJqY0S~ic?`?!{Q&KjKeST=Awlvo#YBkNQd
zL2BpV_j44BoVPtH-G3;6$J&w|D`TX+G3xufApg0f51(~wG?MEW_5hU-mG&+Db$LZa
z!R?aFsXvc3>#2*3D`TV~P`m(-{Pf-i;CHDW3Ip=u+Z7(aHgl0Dtt}IG74O#hbigAB
z<nk9(&w0Uh+d~fmt>L^6PnIisH-TUaShbv4=*@DiXw(5K8s!|;LzE#MkPL^qugd9m
z{Z86dCp+Dy%1hNZKon%%)rnO4>b02RQx0iCtNE&s+lbv}9Ab$ves^1lk3SX~*ZIFb
zzzI@3q>H>ed8=XJWcBoTZh>=&sMeF7z0y1;HD^UdCj^%MD;zxR4Pcoz>^j6Bkj?T9
z1fsG(AO*jM17s4gQbm2pDc7P8UTMYMsX8l9)-+VwzT_2uy3Y5^vAr3pP-&{a`M;xt
z67y1O2@kOR1xWc^G4q?JW?^T~mr5yrA>#4^ixxOQbsW$!s}G>{G_>4{f#6OwR63_I
zAU+Vzou(WSNAjF}oC-yrmv!zTfop_<m+d?Wdl08x>fP@yaF>^ZoRF|!`I&sq1Msct
zP3U{gf_A>9LtBIsKRG%1#=J=e<OY#@kbMWI(6;Uyq$EGyB$t+hviw{o$iK|#E2M+!
z+<*MfvTv5mRNe}Z`W^(NgYS=IK_DIjwQJ_ruXboHg*RPoU#;Afdt3bFi&A`4q3RrI
z7j7%{KQQYWm>;9>UDBHK$Ri>=#clpRBfjc5^k(S8FrPle-%&`I0j`6~8=(lpa~%KI
z^zZQQ|Cau(&uLMTdy53(#^1Yi0^usO9kDWe_lDK&R8pOkw!+<;^o-q^rl%+{?0|^4
zE`XOD$17>wU^c`;IdmF3W5G8=z<{@k)rbWxzYF>TH>(DPd*P|Aw0j8*2To`gC5?Zg
z;F%jzvB=Iy^Sm?ti{%t5VnE3f0`bSM2cc0Bs+@bshl?-6hyP_NjVH$eX`Z~H^O$>(
z10h+bOulrrlxNv@Hux!8XDd-s{0}6qAi``7I4WJrZ(#MCBkPJjz<F(eG7t~9hp2^j
z?{uu~V<#qN>du^{*9E$;tc6>Q@;P?gaAYl;@$c5opNE_yl#=h@iRA!<x3RSa%jp_y
zWCswK<v(+wty0FE^FY1N$<L>eTqJM6o78tZ#1o(t({?j~Qz&zC=&9a#p5mPct0E%%
z+%~;O4S}X+8$tK^q}xa!8$5%Lpf=Y2h>?Vva2NSbooM(@_aChyny;uG!)<AcIG+)#
z;e(hPLJ^XdMqlr<Hk|zjZIx|8RZc}oiIn!+Chm{#Q7>&R@@DS=B(mCHpGEA2`B)vf
zmY4y`>`06qz;7%bZqufY=|~F9{gc1utO{rywc7Y>WS-)}^~V9R)JKYMfx3%4DFQJe
z@zbkHVybM587hnO$w31$c;nc{{C7&)N6<R)a4*PxApHadhyg}%$~+e}mJXmSOG#~C
zOOMcNfX7LlW_=FNnE)SK+`vB;AL|!QB`G0c|C|#Ar*^Gi3S@jnrRWCU-R4L9Q7}!Q
zGeNXQTuxp-Nm7X-?gktypnKz&71(B`F;7C+OKE6{mN)k74<6tlfg>COG6*l)fme}(
zT+>^RqGul<Nq|f>oaZrsPy;z=3M_ycAoq!_1(QOzO3b=RMJKf^vFfplp7HAV0T>fV
z>mL50#X~Hy%PV$#mX>&Ctrt)sA)o>OX!Q3N42{*}fT<5a0P=%W5AbL#9{PT^(+VXq
zIW-jtEKopT-DCQOT#EvDUFudt|6se&@KC&vCQ23x&hXAmPq4&3Lsq^QOh1<n@H4w*
zk2lEg)~|>lPvDhZ_X|9O<5_=7gILxp<9L%1tXGJLh(PT|&wGru$3glDY-}4lyIVF=
zX!K_Qk<b&HfqE#LGQ%-+Yb)0@BCufZ1MLpJKOatPN3MzHyQd7|@!;vWK}(K`QiL%E
zIC@k}Oq!ZA>@(+Qgp-qs*Le4ZFyIq|psZAzwB%3)X**<Qq7RxfW8nIAsHRaRC9Y-u
z2=MHkh)^QcuQ4BAcuMa__WZ$o)6Zc1FjNywK>&D3eZX@%&gja$O@*By&lDa6i*+Sc
zO=OX@83P_Ij1*;7!%!H)m=SptW=7N$V@k<54mAr!L+@kR^WPByMJ2zL1O4?jY)D|$
zxAYj$=;6%QpLPcSSox{Rp8L|W8FB0(iSYMS0m}!_SmS;dnY8yq5|Nt=l8%VI2htRy
z!FjL1!k1Enov&j!y%B>U{@Jsc!n5)@_#7i3XU9c>go*@Q2niY&*IItwdnxppiUky4
zB!dN*>CRx@Qz{nfxZfJ|S&<Q{`)#tvA5k-=NTY4pygUwh{1TH|oe3D~yNS3AT*&az
ztK;K_#EkBIaE5rV8LMbS!~6&=YDDwtC%*RWu0-~Bybk)f(P?n2sfYVjFfb;7r9Ffi
za*mflNYQa<q?gUSM@NT?asZo)TXH8bFpw5>Mo_HuW8)&k(m^Y5Z(MfniDA;*lYfF5
zMYUjuujuXU?Tv`Yqrd9`BWS7hUO~IATQvBre3x3s79cIH)+_wiRq*^l6?Z|Cs$9Os
z?>z5=FG^D0E8jW#h<)+@LLtzUMaC^2ZGESrxDKL<*v(t#qZtUZ6+Wg472=JfrV|I|
z!szeznK__!I1y1IW@oEcz>8z~o4QPL=IfM@EpQ#y*DWB}&=aXCH;2tP;(3mSrVSFS
z?JzC%6m~DvG1lQA$dJO0@HPjoQ9fY@GcPc&lmxqv>fE^&7~$yQZ#w+`oSa1`feyc6
z=e&a6Irt4+ZbHc}*Hu&jSx*9MVG|P@6?cz{Fu~0G$K<J{-hgs_XQcSzuV24x9fd$a
z1B2eBqZo3yRy*L_e#V62)Pjf%RyyE=a5%?^<QBX?OJMZg*^q+idX55!ZEUQpc#vjS
z%h%}NnDW^;*;G}-q!=&`%4&x#NgeP1cwv7TozyWOpAB6Q(d99Mi_F~IORrrZimT;F
zPIc}74B|2)f;~(WxgG6{Y?a(UdIDjLWXa&T7p<o*p(-dUsFjfU5ZTj$juS0tRsvlm
z2F^}Sm&sj&B7rM)djBELZ_$f5&-A^z2~u$D3tB8;$Ds(x)tZO*mWJKuzQlF<yT-j(
z?vY%pWK;MrK{g5Wd7#inbJ}uT8J(<(DcSIGB%r^tqHbez86qV7x7aUT!U}=IP9r%|
z>uFEYYythqyCf?i;ijEk9{Bb=Crw7xcQ0PYuw!^$o?quo{?Py4>{C@GZ$v~*6jufV
z9v&Xz7nt2Yx`!<DyOKs2m6SllcW_`E)Tf%md7ak69zUk8*FXmM-cIcyk3c}6?~fxG
z>v;Dm<KDt0ghGd)`0wq(wk8Y)RbhWv!R~;WOo!sQh#K6KG*2(iW$8E(7(#-fI!vX*
zAgxTG81PLLutt0oKYxjp3z*g}zfJDIT&dLN7nb24U0rIdN;=jscYq|yW0jQ;={pDQ
zGcjf`hh$Axj0_Y&aYRNWS#DBO)bi-pEq-ByBET51d}R}6Mn3pgRZWhJ(3FzInQ}-<
zB4dL8DYFmBL1RMj%|nQKk{vQ7xBR@xLsiDFhV0T)u^F)V!uo8pO0-;yt^Tjf?D%ss
zwcdyO?oNgX`0nf*dmMWJ1A1)e`$$H{8pbpKl}=wi`U4{cJjU;%0c7s3PN@Q(uKHaS
zQPbd<%CIt4K@bABW7rAHfWiO<kCG;>fLH_|P>2}&m_0-5s~x783tp1WaDe;?F)j9T
zrS3>?Z>($6Q8Iu?6jGMXMJgp(3X)_OYK}>m&Ppf}kTGz0^YQb?Mn^|mneM_-s&t*s
zgg%Z8tgc+?=<Ljf^9u|w_-N<$Qr{@k{lkx-x@v;hG99QpuAzCqv#aZ}fWR|gyQF2x
z-EP|)e<ADsJLoUUm)!S^m`lDROj<xE9wZt;fA{G4^LNEVS`p%1G6dv|xIE2P;EYzt
z_??F;0N@$-8n9VQOG`)>MSzF`tnw42?0jKV2m}&Z$h5#-w-|fp0A3skqttUg(>ejz
z7E459z)}G^i=8w_)zr+**$l}3iSULwjj!w)ZWnyd8kpQT`X^15ivU{TlqK=HUwLW!
ztMzNknZ)Ge)w^iO^88;lbf<r3SG|`<L&L)f`uqDEK<BE2J=}HW?V{3K$%?TqX`d<i
z#j8%x9NV8}l}SB)KcNwX3}iWvSzT11qHvc7cJEy~_l66k%CA#>e5TJ!9jK;=Vy1DA
z@zQx;9RtMdf}HL``iz_$pKj8{TU2o!JAb3;8p<4~UR`4oINxdJkb7{jn01lqc|=44
zqQE|xG%08Dd$i!WfO_`GmX<e{L|yel>v@WTsJBz-XP~<`8dpZhern#}REoC4%HTA%
znga(7qTdX(8NeJ6xQ?$1DR`qak%r79c>y=d8uI<Z=oNLg1d%7yagLy~E2$?XG>eK(
zV!l@-I}95`%JZSE^S9UX#0UVFe$S8o8iS}lch<}X?$$mo!;9?i#3WoZ<5Yj};DJGf
z9Vw`&BO=UbogxsJ3mjw)&$h;}ZVzz|giv5^(>Q!zTPx8ok<V%Ed*mGV0xg-gUBCLk
zvUz5RQv~Hw<7;&eHU=Ov1fx6!%RUERX}Tfx!@b{UD+9$BLl;9BF|$u9;lSO3J~<=?
zjqq))^~v6SU+-15K?o)hZDVI*ZK^s5ftL%a?$uc%Xt@yEC@3y3{{jvhcZ%_FwHfgw
z&Y^x--U)aG!pJ9hpecXt@0Crs-*(Y=W$fm^ozC{o1v<I{*g=lM5DCy@55sc(fTyip
zvo>}UI@LPbRy7*AXDA-l*5@eP-9Zj6;1d)AtD1vW;V)&U^&j?*Q7H}%rGyfBIj!C}
zrJZMqEw#zKmIod^_4QjEZj!c|(c5}2BEC#RmPRLu4nN=AKhj83Mwz#H2IY1;SjL!t
zpbLihAZD46kdXbgSYD3rB`nHY2|vo!dh(`T8Jrnip0w6H^PE)Jq~JQ~@`F!82o`{z
zyz%>I0dPBvGHPV&90K{#>HxNpo5?x%!t?U?Pp~=%kXRqBu#e51IrQsMOH(jg?17JW
znY|Q(>jDz}9B|je*VGgRjBt71AN;5LW8AsgaA240?>kd(M~Y&?whq;`ZOCi4L0`F2
z_Q@JPe-|#G<~f{8Q1U+k;IQFcBI+_|V$@`&-)CRnWi_b)KWm%_VyDr_C(nRP2UDN`
z=d!E1NS~9a;Y@~_Vzg#b1WjDw<O@3t$Z2N7q!t<;6CVcpDh0)L=v-BWe5JTGxikCH
zGnZz(=!$8edO%IlgY0R<&>4uA=(K}RjQG?pl-ZdWGT=iF7MI;zKV}(M-qHTO19U*R
z8rB1GO!Uxj4Pg1U_x2L-+_WDI{d!G$#-5qdz$B+TVC@66Z0RUd7<7H`-{PZ;^$|+<
zaxJgMsaT1mIY4sz>J>*+Aj*qdOqS_6ZaVKk9{d<EnoZE0OJTIK@$af63I=+M{p5iL
zL+VC}^%q3Z@-++@Tbig<*R(jEMb1+k&C?96P1TDcJ|m;3)36#L<V<jCCQFS>Oc;E=
z`LP2<z6#|J2@e>ZKuqR4d~Y_?CGg+}-|BOJgTPgI`u`M*{YZ3t4xI~Dn;kG=Ulc!%
zxs`Hse2Dj91}!)!We_Gq_5>t;b~qX%BB*LidixVOb>HablR+kfMOym9P#v@jIYmWJ
zPzFKV0vL(QeY@CZd9;i{+~X0*1>-|m;L3x_l%tx$2X6gCXlpQ))()PylA2l$s7qvr
zHt6%<Id!Fp#=7wki+l5MWZ_BSr*n&W`}iyZ_ECv|7+AO473jIcvekF`Kfx3<f7vRP
zrj#YB74#iv-EWZVXdWCK1g|x#iU+dBFm3)G8CwMPd&DU7`SUx_y{y4Mu#LF_(+enQ
zbkTy<6k~Pw-XWjD5x@_z#Bb)<pT@G#nwwu(u-iJKrij}_h7vkS-<g8yV_RJRKfY7p
zMB2$3V!t2>Y=8jvV|K$Q+z>Dp&?Rd~mZVGiki|vWiKIbnfgIjXuza|oXhtA|_aGEV
z!b}D6ID#(yzpKgR#KY?a^lriCn1>q%%co$p7GAAjDVVCHq*R(reGIe&<VSe5LMn)@
zWdVD4+wgd<Y9MJE*%K+q?AZcd62=n2BBx2ekBDWvb`4_zdgicj&GQQkNneq8#u;K_
zZttGX&L@3+TF9`u-f1i%2?;n#BFIleBW9=Or&SP|1_^%u{`v$a<DAB{W_X!VN;oj*
zo75-6%p3ytOL!a1JnZU^Wg@TlKqbq4VTAm(6NGQ~c6Z+wc)o&}H&9H9O5hnMb9)yw
zLX`lOu8d9L8z#+w&5Qs=A0m>NP7B#LXr;6J*C5I%r!OLoyl$fOS3f5gpe>_CtDTC9
zihmIuyd}iI93(@o+siuA)NBfmH4V*(o$*?+{w@EM<1pZfxRSLBFnC_r!KO%hK^Rp^
zC&BHtyKJbDE@mn8=$6qDgcvXb6X(vJwb-KM<N|XUvPT9~U^|Muq;@;^6Hf|f&b+S}
z7?%`8s}XMm!I1Ecd@nnC#NXa7VFXy>{H+0o(oWxSfDajv(&T%Pv_05b1QeEM^^ORl
z43WTSJR#yMA$7OF45|&#lZ<<eFPPTxlb>2)4P)=2?wj^OMC0EnSEYOqd(gJJwgE9H
zguwnsKJ@@h)G(;vNC-1|XKk7Z^kI+*<ju@7s{#S7|F_o`<bUSVHwO|5x=j_E0&l1s
zxXq_yQ4=j+AYlbX7b50~z(#900QUHw9PJfN_%X-^r^BY&INa*RIr|UvvMKrtuPs^c
zS7f>pxbFr(Q}|yYRS_q)$6;Zc-=FXc!V6W9S^NKrslJ3#1L1<HS|+`>!T^G<j+j_W
zH!}HNT>mJTe}{Jc2+!qTvrO0vv9$lSUA0B0yb|u^ZxBBY5BCHYJgr>z<S+pOFYBLa
z%pp~+4A9r_=c{nvnNWgdGsH?m-c7JPUPTN`0Z|JO_Udz(3gIEaZi85R-(mKJFU}%^
zHSX4Mb{@+nD{ilGiS4l_XJ%KTcRn;U?9V(TkK(-r%iVLDSXGUAi_NNd)fiMfq|w}a
zIGT5jPk_#swDXwhG5ExWRgOu!ih$a%PEniXRf^jpPQyGvL%!U^aEH*ip;UYOhtUXC
z-~W}L6{UU*qmUyoypcl!&z*<r&EUTw7EU*&XTjHxV8mPB^9g9?Z@7*sUqlFjjsqTp
z#@4pidu!!rkB~?VvojT9*!?Tw<PbsjKqm@eog}35<_8CX<ihy7*cqYXG($Tu-N4HW
z^F@$>$cKhQ31230)u~mbdFK6ta`MnJ45#D{3~#=S96_VMhCq~d85wody2CL+OquP>
zquehL#jXHN<J*S-Cv8QT6}|z%L>d7m*`C)<#k2Iyn2V!$BzVD`uYya=J{Y`rPTj(W
z7ledE#!-oaQ}z(!3hxj(I`o?imA^)?%&u_v?%hCeQUihWUeJJio&w;5t42_uplZY5
z*Jk@e^37gwOYu)*8mf07U#S4Ew24Q<Z&qrL8&U$xe00<RR2g@IJZyf8Un)m*odV;l
zl;iO7gEF5rGvpwCO^jzLh+A#g(tvoHBF+rXOXKSYffkf*?-Soc9+jftTOxz<(*&4o
ztGl;UL)}?wi1bf~%6S@x`aAvT)2~Qpvr&Bt-MKb5z{d=~u_d0CHS`|U*Z|}jguo(E
z42PkCBsI7qS_pv1g+DI)vuw!7&5`!lwrVNy2_j!!;^b^E!-7}vsP>h<&<ps->!+%7
zXOTsH#3=L7w+7!*sfR}hV;468Bt*d5Qxx97Bmy>ET$SE_#4&UOy8F{XQbE7ZLA{>9
zp2TCQ94rQs-tzf#|G$yhh7cGcx8)Fzcg+3C@&~0JQUZ~UMRWX2+|A`mQb@i*uKk4@
zFIuOW6Zy<KMNny>{`UE^s2nVokP?+Ui)(AWz?+a$9|3o~vjL~N?Cz9AL#SvdIRq&F
zDZxPFk>MC*VIa*B@5l_C9Io6Gj2{o)QfgX)bb?GAe^j{Y9r}wGiy&e_QTEF6YC$}p
zg0V7d0&rYs|E@I=@HE@OfYS_z8~M6A;mXm`ks)XYadB}Pk+)&Dld&r5<eG@hUf^l(
zqsM%C@B_(DH>uPpz;NNaTSYpqfM!MkG!^K8o??+eTZKyr7kFThDYx|Ws0CWNH`s)m
zAf7_PnIeu72+P}OsA)@QFJO)^OCjXR;_}TQYb%w5XJPouglLCBIjIy>U{H7nLuA*n
zlH0a}N|)n?LF&?m-w2#j4|G+uEd)zUjNoMmkZFDiL*me@W4tl32L6#Ap=}`(Wrfyy
ziD7-n+@gblx=B2U@enL>o~rw5w0m})Xy&o)Qfz&xGoFqf*uD^(YxIwT&z1whNzs8v
zT;u*jNmG-6`HU|Oq}Ucu5jl;+ZJ5ap1`Mzg&W1+M-^vaDidgd{pO}VkfZ+2TJib?;
z^ZNSvxx+iLkoR82rP#Zs@Vbit5``k=@U1}{X$QwgkeE0fV3M;q`#w_p+BFnZ&I*v4
zDGJW&H!i*beL4D~<a>kKtgNh^UU;Vy(#_!o9f+ih%t=9GehvY}CV1fvF%6%W-4~Bg
z7zsm62-uoMwrn#L%w!Oruo~lDX(Jy01HCmaZnjVh`ZWF<c*_=udfn1{le&%>NUj!o
z;X1Ge5M5$X0-y;&F-`@@2a-FRgv2=AtO~{M0yWkn)RT}2q8M4+R_uJfJ4~nVXnNiJ
z;~b0;=BkjtqlRQCL%xRT{@_7%u4)RDfo4dAxpbTyt=-2dwP~jeZ)N`sTFwh$2OXX(
zzljbXv0mwDjXy`)EOKRYV`COxd%y<X8N6@J{xJ{C#K|RT#>o8n$pXVKglEn$L*fzQ
zb#B`~wU?k*_ac5cv{2CU%N!=4T_C1B2n{MhvHvk)?r{MBeP`%RTz7+jD9=0N5`qh;
z`qC~@|Gy93gZVTE+72@Qq}(4Bp`@-04-(O(F8WMfhj<tAk}!xD+s}S_jDQH3o%Q&t
zf7>12umRS_O&H9Wa)L1z_Zdv6&h)=lviJ<u5YK;xh7{5^|B1c*kjLQ8c*RK|GyM>0
z9ANnaWyDQiLcFfDZ4s1<Jh1knX|Fs0oV_`0?CK6<L?{rcmd%<cCMJyXFN1OXzDFM$
z-kO2Tkk3aqE+C@}pfSuL@z_)^(mpCxD?M^m!ENT!nwfNv-XNmz65ymiB@8d7=c%wO
z?ji|S`%J$u7z4&eLF2^;3fpOVd%v&JP=;TnqE?(^!>V3`??#YkMW^D46O0vxsweIt
z06Pd$mPL0V(64cOevx4eY0EK8vSioX+yvm=C}7==7X^StMHxOhw+REiXDKKwMS(39
z;$*gN;-!;Met`*bps$FEu9REg-5v+;pP8yp0r?AS2AT)xNn?#clBeV9@LnJcyyQk1
zfru<aj_m*f@->-Wzka=}VbVlBisgkPSmuniiE=yNIj#q?JAgRIyTPpS3$8Q<=ve07
zoiMJW4wGglp!OHqLI}mi-d+eiinO|t54#sI@*~Re<@GD?CnDelCbw3x4hi-t&)@-3
z!fZa+`u`fc_Hd}vzCTiGm5R#wuuJ5WV@_piw=LRKBGPWksY#;4AP*)?wK`}}a!e^i
zY$!s6OyrQ`QfcIvV~Y$*BgFH$)${E8KG%C)@3a57wlXun-`w~8{eC~EAAlf4p>11%
zQT$G0%#u<q)eRS`wb3P!lmp<}yFhH=V-lI>G&f*2@z;lk-OwhY3uk9-_QH__!?-be
z6Cg>~VZwUgJ?e<ws;;Z-vgX+FTm&9`HC>-$GAX8~3ssX&Zpy|s{Q%}zbc5Vdb^i6M
zr0eI&^4B@UcoyM=SHvjUbrKy*2DH6@Sl=Te1DN1fuU!ih;1*!3;#&3;q9#W6iT=2*
zj!ra0vt*ya>yT)XXwr(|mdqvI-nMTFJrzwwzgFe~>efI3`{s4};)a)KrJQ=fx~-<B
z50Ac56^ciR*<&@;lcJ+ylm)fv8Z7>bcAFH@kpOlnL<0|MG}kX87l$~86inA!ZV(ym
zt6>X&dI-*OlyYaD?Fw~|OK-%ai&?!_zg#?AyKTCYf9^sW!=;}q0-lOT8SttXdYaX1
zO1UDydZzPT0bKp~BAZ>bQHpIdRHw49TgAbv>Zo>r!GFT>FKs~z@FQ4_;q)hK-qSrC
zo}(!EFWi4YBV7h(rdw4;S=h>)d3F4nlou4cfB=#4)u<s>+DI|lvE5ha*nBOq5&jUg
z>>an)Gyt0zfQXAm_)5|oSNOA~?X8}U{-%EED&x!K>I~b|cErx5X07Yrwml*&Y%?ry
zU;{<Ap~vXuH|HxlQ_KXAszR!m>Q1VuB>;vR;%+^DJR@hwzw;D(q2ZDx{7*C+lQHB$
zS7t>6d{lt5kWd)um#(6ijfetkHiKhi)lL?`3esD+-@#?AGNYP0Dj>89M*i3}jc?|u
zF-b4Gz<ZVQV<fVzKZRl2^Dw#)`K9nSXVSZa4Zx}{<BLTZS$O6+TMZ?7a(qzNYiJ+g
zNO5oQ{wb_0TVbLJ_YHZ5X$b)hOMYA)Dde<J^v2Z6>g3G77F1v(OK&{Qc`l5v0H*px
zNexU@IPge}+{TGceo6v!*_m=k`;;RqK3$%~tZ`E!8L#|8+31h>q1v@Ne6s>w6mxqh
zoF_)l=0b&Y8#8d7pfwCisq6Yv1R#RE3$>a4C5uHPo76vCGS2)cos;P8_!4p(a=tqU
zqMPsXg!k+xwA>e2tkqO%TXLZqihe26t@9SU1&p(h5DlZmI@hKeiFlHnC^;_uYB{>Q
zbtl?em9*XY<K{P^|Mqf<IpOKxIA064chV49D&Rx*VRpsJQ-nMm=|ZkPU-{OBqI_4`
znqC>gfR}Fnbnb?523+S!FCP4+7ydN|2RUj`qgPCN`^U$zMQ+P}MW9dC9nx_S576X_
zi-;tY$>6v!v2eEvM(2*f579`E80|9AK{VxBAv4W}<?5v_Bma=kM(eA8q8;4S&1@Om
zxtE4YiAN01g#U8*uo5;fCgbJHm+x+VyAQgrF;qcE?)~hIk-xldTO88Qe~tMNrUbEB
zc&5V_;TX-?3+?u}v^BpXHE{2{y=dF!Fy(y*Pu9U{i0gD2Tn3B%JgB>Gml$n@xCP-z
zx^5gIVGDZofpU-{t7*8aBrC;f`_obI=xj6+L^ij*6${JyOjx37kE2IWkl?~dzMFy}
z&U~SK{emGIyoM?fA}Awr7dOc|xhF+19|tKXi&njLaD1WYynpq~J*UwuXIJImUjePO
z=EE06j-qMEZ<CttEhuC`rNLawUh(#A;aG!dYp&Bm3Up$x9YgTmNyuL+`CHQ=mfkYI
zdiCI^1r?f3K8I!>>A6C3ErEtKWHAy2??|T7)edQbVnM6h-QE53kt53BE{Q!7fV(!{
z7l9d3D%z4~Y3Defev~{ZH8RWGb)W!3U9@;2uTpxBppZW+FDG3Jh`DHJCJ}!Vk7*j9
z*PX0VqJ9L&{U>C2s6lW9sOCH|7*UFpO{CcK|0ysb@(y4gU^35>&+yq_nFs$me+*J>
z#HK})I4<m;uD1>n7OlC*qzu}<6-Y`N>ay~S993W8N;4n9^gna<g(d7|`*fDxyWe*`
z$;`-qY&C{|LKI)DT#&t}XTjg9zz2HT^Q!-7{Dw%?+}sd_4$z32i(w1(X@B3O0yCc}
zce14P+zMT1kqr)K6H5T5rdk}Wc|f{j3Y2^rUKzMH#P$UdVcv%RBS7oGg<QLJE1==A
z|329UJFAiYnx!&}j65&8&P^Ov(URAsWj3A`XObM9enFzqd!JkT&GBPxfxW76@Vh*|
zZSzg|K2z$crtH32=raP#a6jbrl#SM-g|crxG`@MxO``!e84&=t$6rDGCV2TCls01N
zx&qrM8T^e$Uv<^=-zwc>ex`sCSO$HNyr`bi9F(M9^rIM}6bT>&{S`V`2R{HdDJ5Nx
z`>wl^Z(!I<L?)n<zw;Q*-L`b8_|(*i4zK-zMa9@=oIkXmTM(*l>SyO9q5LyRk5s<@
zp514C6_ix@+DEO9d%Wyo^`$fRM>$YrWk<%UC(`Yf+1OgdbJ6g~=N{eR{t|&Z6aY+C
zL#_WK{_<hzyzimJBGG3keNU#l7SH$&sI-56Z!kSOxmZ%~tdLY^W(7OFeEJm0Lb)#a
z!L_A0AOLM_jGn6~{69@&XwNdCO9GB=sS-LW_DX$S_<k|<&Z_=f7d-my*%X9SAYk!j
z9<bP>VUiE)EU>&uh6^fxS90ueA`2pEx8TYLn$oLrOsN_CSjr5T=GQ;|`)@g&5jLIi
z7ubjXXq|h3Xvv2#t)n9!LyMo~`dR~@1P#;=8X6(EOFDLm2{x6vlQRr)U4e}glsAux
zz5PfY>qBU}Ug!0s$Q!B~&8w__xPy&sud9MUUAU6E{V7$u9WjAfrUGThtNcF^$RKp^
zU(lRW@xM(^F1T?}pj3-eJ^TdUhNa%hnd4&Lf{qPO4XmV~%S!9PX5P|ciP9LvX0t`=
zV_BDz%q?p$9vHdzESi~_iQbVcSa2N2EdF&5P+4LP;GF6`@wg)7E@R01+m8r(s1T^C
z)ICrb%NaZha~4hQf2V^qPGM2ez6XN~=g)sP%UYWJ_b=f0`iB^{zlB=-Fqe4tch>Xv
z5ZjA5tx@~Ss;lp1{hXTX87gDW<BWd$Vf$Iu6^05Da6()LxXu4ciT=-9lvthZ)~xg9
z(TPyVKTwNE+8%OtBlG<%Ek*n$KmMSlwLBmofS`CpXr9)N=K1+GkW9!Y%<BqL(~8-_
zlGOWSbH@7t+i}?r&lfv^pBLPRJ99{9qf0Nni8_Pn16<HN41dJyOQI9N#6EzPQiNyN
z$m5h)@b-0d7e|cC1|a2mx?67cHd>#F$w?7u=^bd@$!bQ+z4mp^ft&Z*oi6x=3gsU{
z;DbIT5j;UT>|QLS!q$OH*B*F%{{)(hiG=sixh(-huV8H4I#E13waE!7!sRGK_K*jQ
z;{?u3E%5*1%ddqP-y_6vAYjjuHp;?PRN>Yk>ZuJGZF=npN_M=DF*<^mxFJ}VOSiHL
zr(-^oShjKEwl->iH}VB^ac(bRLsYjT|LboLGTi7YJVOnQIwZQ>9)-G90+f2LHsHW+
z=r7h$5^*)<SUj3jZ!&5kxS5GhDiFJE0f@^2Lq7>M1VomRW2~*+fV(><5BCj*n^O|n
zxpJ_Z=`;{2COC0e=uMladm&?%#Pp+!aRO75e}mkxS$^(4_i;vR5#t}Y1JjM0q8HOY
zQ4bdT7u8OQpLal|mcqN}QJg@hNBJGI=^emV;B+}?A|qICQ#*wP*J^yp{R7RmUt~87
zFw%P7i4;NbFJNEDYiE?zox<%I;qeS0qu%azD=f^BLejy4ZpPv);Ul@exh<a@H?{WW
z=c>_r8Mfj-dwb_W)O7+42%(C^W_N2O>u~87IN2WaiG!)SH{xoeZ}X%gQ2QOjR+~p+
z^Ykg*P|@B0_g@%xG13rBtNg#TD1dIu5G$Zr;McHzmCSyhjQ2Y-PKPc=F^MKpA#w4G
zw{FP+qo-kj?|q!Cn_or6;?Sbl9Q2_D+7)Ewk5M&zcXf1|6;}`u4L|{s15A>eA#uIX
z*=Y~8pw+Nzfh75C(xcQ*$~J?NDI;>%|E^RnP*LZ<*`T9u(_h6CCkq!*bTK&jyCC92
z&p;M0N%Mp1B?0X!ZniT$kZ~Fm7zEb!Ku1X6pxVbb8SDryuKu*jdrePn5pN7>;QK?7
z?j3`YiohrpUe1AFwGO9~t-O8D8x%>+W40C9&k0!!6N(g^JXYb#`G}e^wi_NJVx<Ie
zutC<llMetKR$859Gj9SW2NE`jSZ@^lOLy-&2Oem#&Ksi&_=Q%#@CWd2Ji_KDXg~2(
zU}y}Bi#r&fnJ<Xz@66+7o`0or6?w=Mgm{+K(VU%IUedQPOw0RJv1g+0AQ)nagwF3U
z1AwlK6D-PAu<E03M93LY&*B>>oEk3hgxP5G*AHu!z@<08dF0j{wjV+OU=E{zCA0yn
z61^fU3cDS?zOiEJMQ&zTqS;FlAmVRe@6vW*)vNZaU;i=*#Hls~ngOy>va23f;GJn~
zCLh6<NiwLgf{B&4TSiF)m+tbBs==7r4CVB~PEe|8-<DRA3U}_74*VI<Pa#>qUdJ&2
zAmTR`q{^qP7P0g_4Ve-BZ|ZugczNprX9F#PaSIlEZN0~0+(0-rRAWdL)dTt44a3X*
z2d)M3xLZjLJn`79tkbWtM+^gIj1ND|pW9EkPsyzv-GV-S=>mvD&3ijIxWDWAGPG^C
za)zKyoQrV>Akkvm4d3Xx>FH?}?A)clMWQ7E5F`O^Ood*1A<Ou%fBtJPMSSPAhaa|8
z>?N^1FqtHR7>^pWPz!#@9fg1`7-_BI@W@9SoM_+L{o>z8?SU%l40hN1@=*x>C7Ied
z=BuCJ#OP%VRg!yMt%d06!K3lS<w{5&DM-XjAQNU0A4L(Y-jd8roSw0tkif4^5<p;U
z?#5cygDUb^D?<Fw7Zel-%gNadeTicX8+GUR$LYc#<VG>UGDxQZ$W_H*9&xX|8|?l|
zLa_%UkPSy@jaFaXO;_NNO^Dr##LaO9`tjU>cPGK<gX}U{V-AId#ZorBJs0r@FKBix
z5%~kuCf>w}DEH8xH*aP^v?_&fPZx?_d*Vzpfk{M&eWW=n>1s@jPxEUpT83|^%xCIe
zch8te^<Nz!3~n0v^hqBp-)V`=`j><h-gz_ZiSl`eUw2WJl*-95hc+e{tW|Tmv-o+w
z@QJL~rF0eYO5ULXNZy`1(g8I(V#&0S=zb*o1!JYx13t@On{%b>9#=qpmek%2<n7=m
z)G)PnC%@2RD0k+u`n3@AUna_KNrWFj&sHofA>l%#LMD6nMz(Q2Qgcr}qk8r5IETa)
zhbBQc$XoKed@Jn#S;+zE{<n{cz^~f=iF~WeFn$*C+V2hRes+nR9ngk#_)n$h?C4k^
z+&`BZfiB9Fw(xuTGEfe|Lql%R)2eL%5-UlvDKzj@0wM6ZkT$Dr2*133E<(67%+t<|
zMx$AKEt&()pDj3GSbyi;=-CB}^MFktEmGdt_yz>Y&B@0g3q#9+;3?69VFYfT!^erR
zIhYwKasDZBad$kSB54QVh#uI^56Ozlg#Zl_VX|(spg8!}wyaRvL77uN%2KamDH81+
z0`X9{3%`77(SNNnICUThB4H8STaO~BVG5r4H5V}qP{qFoqK{+=Ie?XTExVy7h9w{=
z>Vpm1w*h;^n-di!UTF-mjc;DIAl4WaP!rrPF`fYgd4Yx-_>S8EFtOQ0VCnd<-AI|m
z3shoi4JzX9G-%rb!9+8x-6RbaXZh2Pjt<`$knx9*Q-#;Bob(4g)yv6r3dt9ikJ<(Y
zv~?ve-w+x$IDXK8U4b%tWOk-wRsnW#3}Y0N5b5W?f42hbL=y-dbLUjqWwGwzVUmG%
zY^@aZjwq_|2Mi<FnhS%>1vKR(s%p)x(<MYp9_xA<`dVTvCyA77{$;=gh%gmuLUd2j
z_`?^-1OS@YobR!Qs7i6N6%X+WqCvQl<SH~}KEwI_hB(_1$-NZE$6HV?kNlge@-*##
zaYNL4C6kXIkhn11<<m%%r9tFD1___B9<#|pS`I*Z6PEZ-D19*qHpOiw&xe3F8BZlC
zv9>v|fDK0rK?gxckYEEuR3f19Gx|tQwhK`&F6>N)8L~Bx4xomGiER&@6WGt2-Q3it
zcwA?aeapRtEKOL-pt<iO8E8ryiOU5od>2e-h&Q_q3Cb0OEaLxuMf4{QCL%fgfd^sj
z5@EU#a7hD-6JUA$3Ro8+2qN!Vgo9ZM>(vC!Ryu9Xt{YmgtI<$U|LnVt3pIhxB^WMP
zus*2XQq0l5*b{GF!oR17rF8-mI|r4Z&_VosCZ2G@uZ5iyj2XG*<t+H%C2a4{y-{Xg
zY@^2fX`{H?QaHAe;iUt=rR!RAJO~7q4`=X>Qg|bT;n(?TFRAWm2ps$HAs8Ky6hbu0
zq5DYd1xEuDA_%{xti{EPX?hT{DPS7KMqQg(hn_PS_mV_8l|#_`zT8FpJh`&c`uh4K
zP#|56i#z_I88bhPbje`9vPtS`8-)c>KbfOPlH<V7N&-61QZa|`5&J%voNA5zE9oTm
z#_9*MI}lsa<b(~i9$*e)iPLCU^YM1Y{^S`hz^`0CV;OFSa1+^g*^z4xJYI<$c@k8N
z{&zegE^ZeLlXzkUvo?p1cpkudAK$Zg!fq1291`oJsy$QfQ{0$ln=ewT<&8u;5<eRW
z*X{@ydv{#Spw>QGtJs5SnN{ntKJhI<^7R5RELqOzhhsKzlNKQ%2E*)WgleH1epH9v
znndNm=)V%@fwEV7ZSB|!k~4{P(^{Y{$9zwr2>5(#FnwNK?Szi6?9C={So#&{!^u^V
zq-f};T3TBmt3r^`3&+xU`G}w9HZscMfi!iHO3*cN!h^xU5Dggmn=1?DPA`A3L}r12
zKqF2O*CKS}bR^s0i?-=v%;59bdep)Rj~;*3y%n;ub>x9HBw7Stt_yNg&}SVY>226r
zwp^R*Xmj~EUmQ-L*6oxzIpfDyJ<>?hI)YZIA?9Is=7%-raq90C4(8(She1#qhfs3x
zR-3U0^T(U^=MQESr2Xt4_}xL=XS1TFq;_W#a+kmv*#}}CUYmZ@2{n3~5~G7I>`b%<
zf#KtS<$yMJhoOV;5QH!!0f(T|#i_pQfW|cWo_E-Ncb810rrp7=oa1?K1!B7ss6T84
z{1goGU=(dWp=uwVe7l*r@|1SnsDv>@W9rNHJ(i){e(6{3enO^E01{_m2PIBb)ai53
zxxgx^h-RU4`tt{|spzOAfIQO>o~79p$3Z_ohEq@*I$vbqR-ver;!fHPd{G;)<mz&Y
z<pNJ#5RxiKCb;vXo5;3{aTK8wQ^l(*cwKNgg(y+Th5CR!>5fM!#l|Zz3C`9LFnbdY
zB&*8R9PoxpJEGY*e&Hb{sjK814frw$0o4|(i77po#`#RBH*z>vny_4t?pb&vz)tYO
zRYKFuJ<^Co+DG}dWr1!X!NSSdVN9C)1X|LXfSC_+*q?`roB@O?kFVd#^>~{j*j!Mr
z=z=&P2rxi7!ebU`_Qg<sSE3O<wbk2YGa!F_pwn?_yz?C<jm%VC2y&p(hq~R1LD?P)
zr=^LBNv3HJR4r+xT7e#?RR_KZ3W;m6Cl?W|SXwVg8~ntyU4vqE=tX%9FX_QuZi(wO
zw8QHA9^BsXI?vX{#igtYw!X`;v9aS^;u6R{(r^~-=C9XoBnWngT)OlW(sAS_k%&WT
z0HjnfKw29c8^fsGvDFDtTJhk-v1`LHTRt70lG)^6SaZwbnFW!q?#zKf3p0}r<C7b<
zX$<j0t`7`Nt%uAH3@V9Y`WmK4Lz@j^?-9pVghBlGsF@PR-de<Q4ipAE;T(=QB4dO<
zb5A_iCI$Q%5oi&y1WC&ik~-`cJ`2CK`oTi+O`D3h7ii-52;+?k+X;9VN1LJd$oJrV
z*T~B!aBMS!Al=slP5l?*e*x|w(D)o`tp}C{3K$>r`5{Nth>r+hhoAE*o*CeQCs<vH
zi>m|MZ3={hJT?mFArT{y(TYSZ0;d*3tB!J2f^*0FZJ-zmrA15^4mw%TgRK}{2#*Sr
zD;@8G5wfBxLQO*3aXuiGw9?_r+hPoPZw-Z2E{DnXKH?ejFf{~+&D@`c$zGfZ6(9@a
zR@8()V%PPdOA-QhQ(9eJO`Zlr9>zk_rkikY(^?oWePKy2hx&kpy<hjQP8aaIl)3Tf
z?{wJXt9^^jMgdufW6A2G&lkc;od_Pe93=ArM?dE_F$7j2%s~nSzW$tB9q*L)_Pi7e
z&fDr?r>Rw+m1oIgZSZKWx#!l9dP!37@nDOnwy7*=6T4B=^#Lxr!g?i1Ds2PKLItR1
zlG}0F!2pWH(H@)!IMo1<lnA@ZGG2d$H42|`0CyZWo_v>R0xEq8A~#71pL>5~+;hm0
zuKAZokm1?qT2+P$=GdQi1m;ru&?bX-+hSXXP6v`*&757hK&1ZXUXyp1!IWNf<R;QJ
zs3Mw{OC|TN5RM{z^io;leMfJi+BH>PDp0!iSHdY#4ckg0jhAC>(@R1M8{G(Slp-F)
z^K!l3DaBqysMuzQ6h)+My)%SGPFnZh|EnjZ{oj54%%&WXeal1k$fn`Jb(CMW?%I;E
I+5YT50lvphs{jB1

literal 0
HcmV?d00001

diff --git a/p13/images/q20.png b/p13/images/q20.png
new file mode 100644
index 0000000000000000000000000000000000000000..b6343007086c8e4aa1ca468f6d653947eea08ec4
GIT binary patch
literal 38932
zcmcHh1yGh<_&17zfFd@CNQ-oLmxOeQbV?&2NJ$C;0@B?jBGN4aQYzgb(%s$N`?}x%
z_nkd+X3y+Bd(N48omU>8yVkwdb^U4)prjyq2a5m;1qJ1fw3N6q3d%JC6cp4H%<J%p
z%KYdU{Eye+xrW0_8&d}-13MEGc>{;HRyGb+uMMBPGqJOOZDY;O#L2|Q@WkA~;jKL%
zGxMAO&li|%?97<yxJaMFNp8NC(zHiGxo3d<LCqG<dX0h-=OryJqT-yqKH;P@FmUy2
zXUJdBgxs4(RwcQr<4qxle7_8%`Zs;~4t?IgZ2fj|uM-yKx(Z?vt7P9sYmW!wh&(&=
z>-d>AMcUX!FV<YEGo89L_dDa<y?ZJ7sP^emS3)F12b=d3O!!ah)#o)7bdme$BH2I1
zzmOpxc@KUP7lRM(qZd2~@cW-{kz?OMzH|S(1O>r=2bzaSar}2!FF}O)e@A`heA@Tl
zQ6iRbBJ&V`{~M7MWYXBw3duCzb@URVqoeJD3ypX6WZ%9mE)?ralnf);8Pv9UQS0h>
z`_7#RihxYnxJM^)Z{M;+Qq0WEykKID{g<y<7ETeMS!TMz_b}!Gxx^D`Y(g%pUPl^l
zB__B^bdaL(g~|{a=JRlq1XQ%^#r8`I$tfxL0?sTA{`XpXdK8D!acP;Q8EM~8KEV~-
z!A93*`Rj-xI$&mC@O#Shs_XLNY-OUlqOjos)_o$P&ZZ!|9NlWJIA;Ck-ri!3o~o)U
z+qFT);E<4VB7+sVcor`apX)Qr%h_v6DvLd7J>OsVXTQksD-?V1(T>cO1HB-L#o!tW
zyJ_dM<Qa8VUq8QVRbt{z@@yz@h8*=GlF7-*QLF+vB4T3rNzYe?!{T4INUiHZaY;$v
z|9&R(i7}gcd7tZdD&0@m_?<Qx4()r^9x<<9_7ABS>PYv0lP@VQ{xvWVb5H2_87CeE
z6I19t;q!2<ati}fQ@^w{{gUP`r_FKcB(68brKNuc2V;fapWc7`Si}4zJDW!6WFF`I
z{Ja=WF*=&a^=7pA-NxuOoFau3K6qECsHo>BOKA>Ulf-UrZWPk9y9*sXA<RWx(os}1
zYimIX3HU#L{BT(A^-A-+)GX+#DZC6N=D+s#{MdHjOg(w?>W?2*Y8_JtoACKIS_mO`
z^Y}Q?jT<+v-yu+0c8@b^3GJ(}(H9U9VBzF!YHJIil22suICtKhs=xQk?+)R=%gsGQ
zk3+XFpUJTA-MeSnlX~aZ`bgP8Y6tyM4OzJNW=|sLEk#AeCr))8{Rcw2h1t9W2?+@d
zx<8{IF>1Yf^CraC7Xz-km{(Ls_xA3~$ukziM$E{ls05DJ*yWZ(&Hw&I!!WVB>>B_5
z`*&9`E+wVw^kD7v*bhb~CZ_nr#M#x=c3I}y#$bGQC7OpAb=D#@cUT>snx}Yqq3XXs
zz%8o3<YPDMHlF_FMR{6K^&RfN5k_cbyo#NKgd|zOC6d(R*z5D>CqLedH3u=*NhvF1
z7id>dk&$^tQ7f|9%}d?Befu$&m4=ri6WsJx-C1ayo@+qe`!l<PRn^PmxqFxAdy0o!
zQ;Km+y8qg5T))2CPG58%A76T7w0vc<mjCtZ*U7y0etj8|b6Z<Iv5eYSR+eXn8~J**
ziEuByWoC+^Vq&Z;&X-%)VG5+%FLi(P_kUStDzE3Z!5JADxqWoBG~X6QB;+37mBdXh
zjjg7pcAHcvnOZUR?eVrju6mI|PpTj)$KWj%t6>(H8P7Xn8C@1))OqX|Z}Y!fpZ=Hg
zQm57x7bb`52&d&Bi)rU$Si7(LzlE%B(eUuZ<I=13*1dPDsjc1F*)cfYp0OIQeDGnW
z!5@!5)eG&$?oyhk-9kHVBFAe{n8>O}sh3xg7Ng&3(XQW~9@6)0`ujH$zLvX*yHqQu
zsF(#M0!9_v($ey$!-{uF2`fy{&Sc&w-RgI?>%%42)@0=5=9}>JDV{#{hSB)@Sp-cX
zndkRxQ&5%59@UMzL`w9+?#FL`SWg7T#NfUe`_VKxnF_05bG)iyyvjZSRx7;uOb=#s
zkq`z<E#>NWZ}7v5bgQX4N*OAwMwGA5!?ekbK{I})prF9C?P`Eko#r&r)b#u=7M8NE
z=lOBT`uscvnjNgxdARTPoSdB8vpn^pSk#gJ{<7X7!&k4KTpf<tSR5^OCXl0*=H=xj
z$Hsp9nHm}SbSPI<_WHa{{e@b0Tic7EOek_}Pp<a+6)g@N*N0ym5DXUS>o2b{%LP4R
zG=4@R<X)K^5t07W<LvOw$iRT=^?4ZUY(ba@%xHEkp~SNP2BGAcJS&8;@ft!M85`5C
zb6ksE)iX5wvg$U|!CbH6*4@w`7E2*5<g}?%_hWOimR{I-``O0mUY%s!@$4=9@cQG~
zAVXcx$u-x>izPwoj#2^l<Lzr#*3|Ne@Q_hd^7E~&QUeE#jp9`>wb-82pDZR>^yKT;
z>m88nuMWtDhJ~q5+`__&EGQ^2c_w5#`*GD3ialL(e0;q7&c(&il*JVjdU}3iZ-A2Z
zVpr0QUvc^#(h?GWgJWl_c}3d?2dWn%U0op+Qyzq^DN)5119S`w3@S%c?~in$X1W}2
zlZBB8(iL|@sqd}#^eneb^EjpT@bG|Hz6Vd3U5Jd|$B!S8*(-FqOkO^T$<58JR-||5
z7t~0lSK5NE`>z^5J)m^$g0?jM$M@Fo$ViFR2%DUooXXMaU_l2gFBFX$XWM{P#vo)d
zyB@6OT<R2Paek9axHf+`N`R4$4vUbGQ0u#SL=g!oDd|A3xN1~tYIl1KJ*q~XJ8yS)
zcdpw&uBy?&>cC?Hf?c?+``Fl#TP`q(;f;pD(5xmF6)}tX-^KVhwFHw91y+N%kB?a0
zPd(Qa%5qOUZzVNorS0-Vg}O*-AtNKpCCwfESL=4<KIHE1j$%GpQ>7Ir_#r(#-GV_-
zK%nLq-yU{MmULueIGGsAzr$O+4$JpZY-)BSyc{`gCW+|j>6!HFbf)8v%Wlfs&X-TY
z(B&5t>`jpJInXpWH;>nQra?o%9@1BapBy$uIj0V48s|ois-6cuqM)EaMw3ae=96;H
zKi6Q~-_Rtb<>i|?I)b3gEmm*M&51z`dO;ThOO<Wv0^VyLCAABdYuegCo<A(Rv!g9D
zSa2|xlzfWB@9*LS_$d|cx^lu7vkvb3v>41!*h<XIG)X^7t<%>ClQoD!+bb0IIM;Aw
zv?(=86MDZZujcL=#g?foZDnOu$7czn`%3$Hn=DC9O$}C!jj{39+zJ8gJ9v0_!NI$V
z7#*_SsqfP~&vzt|7YbK--S-9K@bD03Xb@6zkB^-TTJq?7&fL&c=-seR-Rzy5n70$W
zC(Ym$aaj$2C@<%P7XAw!Fp<-e&A9dcyY*p_ckkZi==(o;C@yy$w_O#Q>vDhAJ$P=T
zmA{#t@vIpt2M?FHC%#ZAJTg-@5y8^NAit`PoLf0_VLjX!!{g_#e!9lV$=T)9H9lU`
zxYO38A*7ScmZ<#qXr!kn%yOu32g;xAaxdAy{D9Amd%Fv9`gTx0ulcLCCw+6%YCk<v
z`+MZ_>jP@d`EJMhRDD{8WSHIVyfo5j;E(yg><3W9A9mPagaBw$+Fa~T=^*ty|IIz+
z-f+A#cZ<=?%1Ta6?NM7>+le147C{!%z2Coob6Ah_z`N!pwzjs;wcOm?9ItzygrEsn
zmsL8m9cwu*+tVUmM`dMYs&1wN#Fozu;WW@9RP*$AV{h0D7kdE;`Ou%GXesDdQ^g2p
z$Cw=2KbqRRoJ1M8@Bi&`((26{m$Quu)dnwan@MAMB%R8)UKqC?v3Op(hkPf;G+Y*^
zaS9>eH0=E>LP14U`gZ1zXvf0EvpZN=?M_?UGYwinMKszK)?H5Wu_ixkrtUuTze}t#
zr0=qTi{f!{FtmGfGw0B0Yf^XGe;!&uYkT{jv9anuR0KVC@7|fhyhDM8rMjUv8TyrS
zW3xw=0?Q5R?M)mUoY~pgPobgRPW8oG^-BZV@i0@2UcYXG(LX-hs^6RN+@3~-F>U<y
z>jS*Pxa`f@-MziJj4+{VyY)TZN{?WTI?TfIZftG+WYQ6ft3_p_7|2|I9@*I`H*ip9
z*0T#x%2Ke|8{Qc6`b4$*#wZk=Dvt}k!ooreH|k&#K>{ZyC$&PIHgAkuSjk7WhwGZq
zb2Ceh`5cy??Jaf%goQ0N+!Lmtr<Zly+MK9%KO8Z8wn;*cE3c(RAREg-Mny$6Rr~(z
z5cOoKV4hO8!g_-4g?5iy_waB$oCtLrT4VMdZ6cnxpL-h?cd?^eTU)WaXj!?rmpre|
zNW-h6Hv8M;?d;f$nuE#s`IDf9#ae83_g_Op8>zB4tGn4+%24Kc<?-2J&j&r71zuI}
zO(=O1p+s%4GO!rg-=8|bb(#RcWb4-pbtQ7n?aZ|#3wx$23Y~~^mV6foAr(&bxH#?m
z@kZNXAh!v+X(c@Ww{PF9M!!qH(R)7Gc{y3@hMcGF;!vA_+d4QSgZ#mR2jkUFVcXkp
zCtcSHMAg4VHxCwQBc%|q|1^NG*~~b-r?j*I04O6OB7RT*_QB_Wm)|_v9}Pn<ba`w9
z#aa~F)%MPgNF;@~w>JW%B_t$HTz{P&ZS_P_$~vDc#KFS71^5RgU$^>4>krrcWiNn_
z^%sYP#C#6F#>NQ6#KcYyH)N;k-g}MfiYcZFw1o*@w!#DMz%&5jpi}3b0LTZI=ld&I
z6kC(EBeiba%r)EB5S#(PS5i{)5rc-3v7G&4=gj%Z9)e_G^!S`M^GA#6si^z_@|L=v
z>_*mPVzl#T4gvOoDLA*d=qH+vw5E@Ke#*d&zA2<=Extn+dG4g`jHx<NM)*#Uo`XY$
zi=Ca`p@B&=cA+DVxdS*vWS(jsRZ>z?2OzsR&&v}t&DgYh19g#IE*=6QcW1AoJ+6-3
zqa)_+a-<SZ{&dV6FEx=J`SVA#P^};l2HfTZaFcJ{JwR@|>iX{~E6n>u0qw`i%gZkS
zY;J>L318|;qMoXDD$-z$7Kgff-X}@gCL|<O8W0cw3!SmTa!6sa*uW=Wg>ElqXwXlW
za%7thX0Kj}q3`)(l1+PEU0rE;dAZf=*R(?g+Ug!h6Hd3zg=A!9qlDqL0cd*3#l_Wq
z<fQ+vSqDH(6u;vt#n|w0Ya|7(2Gf%#&o+lkGLVC{H8tBd#wy~Dwx;yw*Mb59A|yiy
zD2MVjUvjarwW}8v->Ej%jAdtI`ww7QLyJL<N=is*yF<VcZq}2kJ6#{P^j;XxLHOxY
z(Nu1m)bR|-dsQ%*OMy{XnVC^@zy2!@XuM~D>lO~We7Lb@vK{4rJonuv-v4J5`2S~I
z`u`6n`Y7`TV31U#%I1cvvvY6GOX`rJYJ-OB6w*&&l;<4dqJQXReAfR@5g43*Z*DzY
zoc`+!I)+pv97oPEYW?gPN||ZbQ!+A<jDuK-NlPOBcUE<7A|fLHa#e51%F5m)=KJci
zj4pD9oI^D8hiMnV-~RrALJV|t7PrH7tO)amR4gpvP+6mrlRG2GC6`Cas8IkFQ3?vC
zz`@Hrq9VPw5p6*!2cMA8$kg=P8jH+)V*rlB>c5+?HbY5;6~=zNQ9S|z!phFx@ax&R
z^P}ABJ1Gp9qP~&b|5z*s84lM+#GsDCKW9jU5XdF4`L3^9mGAa+_bva+!GRKe{a1fK
zj&$Viohfl~aTe%?P^EkW0&YTu1`_C(ot^EzGyc;t2#S=EiHUDP0b^0^A;CQo0h)ug
zv3gHoLAS%k-@m<HW-0Vl+8ULgVRZGiRs&pMeZ-{mDJ~8VD&6tvX{qg8v-=yG7#XMs
zpVh2KN=<ybuV_{*b?Q9?8MVIu`t#=+Ko2Mk$T;lAbR^B$p6r_Ze7AwH766oTi5vlN
z;}5YgfJQcVb=_fSXCJMw=>e`QbLfYKn;KDw2GR>nD->{z5<?8Aiwm_!lSWXJ-1oY;
z0psqhWTibi9XCsR?^jzZSnafB+7?O4!^d}R`>!lBDge|!2wgQbrGjyS{+R@rt<10q
z>-^%P>g~)mSd%DFG{RwdM8w86Lw5{=XY;%`z)RtGqGDt$Xe@fYHduf#$)ApEcJr+d
zbaZuP_s{oN`d`pI3?}A(1nm~-b1-$FCcjw2P2jP8if9DDYmH_b1OBJ+i|Xj;><(!D
z9Xf`)WdnSW$ZgXNmB?2#{nf-z$Nlw@DETC=9pF=WF~Gf8C#s#ywx@sJCgKSPG_<=>
zF=c3O-U@_UN>R~l^!w|^#>VX~?y24)ePQdVx{&mAgMdlG^lMQVpko<doF1?}Dbla6
z`*n7YR45u1$i>V_p{9mLEBvUUt4<e#usUM^mF0YX_ehz9&ob6wjKWdNm-gVfB;PqW
zM8hl`C`=Rf)Z^mdhz9a>YoPqM&y9``?f{y~OXpg`;!vyLUHH}=n(2r6`}<n~9fTgO
z6&e!4_}zWdZE<TWZA%M?@Ir9#?SX@qFwzd_=)0dqd{l<4Cu?ZY?3TJy7LX}h3XSSy
zm8s40Hn1y7=|})XjPwt&1`gumACCYZ{ZUpH^-@_`WeAWYBib(X$XqoinE58sk@L`h
z+hj789WSc4>gZV>rQ6|%QF}j8k%AFu077_RCLOs9y%ic986{<=iX#;TMKLsez4r&I
zot>SZ0s>yVcX4)}o}0@cxTZuGvp!Z424X`tmBk`$u4E<)bYPg-fa0agEe2$8uaMaR
z?O?SBFeS`=yQ59rfpXB=h(Cl0ok|s`{{n*NH0dH)P#0O(44md^2OBJ(rhorb94BBY
z9Zh+r0YZnFH;|g6Sw;nq@^iEtATE3lhe}R~@X%taP7vj2bAtXf<USoP=rfq!-MHWH
z`NhSl*IC}Zdl#j#x!KUfM0NHZpg$kw9ODMRJHAX+U6$N*bb-;)4_AkZ(u#tCid#5m
zR!+Js5wo$gk5t-{+teOB8mq8r86K__cYJu5D&V>=b+F`rkMx=nyfk+cpfg#AOK{UQ
zE`-oUTGi`bWJp+;><XkXES8j&(QoTb9t;l;yZ2zm#3ABnFM++i{Rj6B#l871)K>bV
z?_ZjiO*ENQ1zdXWkO;&(O}(%9#n#jOC8z5b$U?}RXJKJ^1#hJWX!ZJdRhf93guzx@
z|CZ#7EqQ~Zz%v5bmrgG{!<t+KMHi?MLH2tyRId+7+%}J#g|}Swc;#u=efnEkZb(N0
z(EAKi;rZaq`g(9ojH*`&Ouwl3c#YXgxRyrsJH|+goqk1O*0<BoU{z;w5h<&=)RI)#
zOf?S;sc+~hDTR-w$(|C_*4Cm{+RjPTkwn!DJasWaCku<u0F`)<!*cL8fL8$I3eL`z
zqqP9MJdS5>P)L8VnW`gr!)>EMDI}z~@zci#4X}wJRHAdB|0k(YCJD>S=1;h3m&YoY
zLC<Wfuw1Hf*^?pG)+^nablcj2>BIi&7Ye)+S>36!)BP2+Uw<=YfmpoIy?5)D5zOfm
zL)tdW^`RnCcm!D9*-b=vcrAgr^u=XmINGtdPCk+RH#C6CfdEASPy>yY98N6=s#HL5
zurc6@@k(2tmHsR|p0v*lS{2rJ=9z8~gJulX`n&Z60Z5D<z#d1-EhS<7;R8tqWGj}V
zvOE17?QnCVqu8J!p40LX3WDo;)5Z3;rqTcv=EZvGRlXG|xB9_BA#I4T|HqGuT@Nhu
zJTDx9sHm6UjLlqFT55p@?18&Q8W7rzyA%LpRrAzd6zK^v=~R9moO>BLq>-gS{7pWo
z889QFO#&fNW3+j{JAYI7>YP0`HrB-Bj_APC|0X~#Fdt-K8MMBCf^L9KNEnovNr`|^
zM6H9-`RAO3)L2*v`C8?HFkvI2q8dQ-+}Yo6oR~-n!ea);C5k*1kS7*sqwpc<#o0}B
zD=Td|FSFu-)6=ULHum<0gG4;DwS`EN?GH03r1N#Eu+h-apsY(@U0wk8b<))5LxIyY
zzycr0Q)hQvRRO8@c)hHrwYz%}0IkKIlFTUqKuG_vuzP@7m&$sC8sNkr-WEf%0R)~N
zaqOG>JhCaD5Zs1Z7K1<NvCR4k(3-uHoNjt^{pU-h2TCg{_Efko!k8bQoPbmC8?NT~
zFyV6;=t@s8MRChu!h*6bUZhw1_T9Thm;qoT_<jG*0T=qZwv8@G4pP0y{oHsEu~_XF
z<v<*f)6pS%^ym@1{X}pSqCwPN<r5I;`9F=2GjkO(EMIR#-^`T7OHNK^;o@orZ5>99
z4IUKwOTpTGXe|GoJonR$dnDVSXxV{z!1r!l3aVAki;U~Ew6q9mfMS?ZS;-?RD*D#m
zzTdGDF;r6TM~UQp*xz?>J=*NLI6FFlZng|UO&uFtl~Oj=e0|(c0OUnO9}>7ox{~4Y
zS1e>1!-_R+kEX?-!bdSRHI+*fB34&dFJHsQ$L~zy4g=x+6_^45Ti&1Uld-TU73ctN
zi=-$4s0Sk(nwCZibKV_jH2RGjAO{1YGlVJ6@n-ZP)GpAPGytKXfB*$O_CAQdpc>(`
z8B5jKKZFPFf|;xcJ+k=6kLEvryn(yG;fd}=W`p^f022Y8C-6DaK^FjJ{qI+4oV!Fk
zpXu=M@u4}~1ljYQ*H(u=smCV@X;5O9PHY@hqoXiv@6GfHzdcf{Jh-8AhH;I%p^9_6
z=ib{{%i}eAo^$;5G<3I?2Ih=cODxBZ9P3G#{@)t(^%r9WYp*fA@zy?ja{N$y^267+
zt;)-%16bal(Y{D#U>$>&g5tbYdnB{30}2R0ws~+b43>M-5km*W%)vrkSwND!wzKGf
z#+2Mlff+V7HL<$xn}Z@AT3ubeI*Dj0xvF`OxvhynN;(IbvF2>E`Y|CPyHWFPJ&zL;
zc>I==y`>YRjI*=PWu<v23zFWy{|na8GSn*QjZY~leL<XM1<l;h&@f);y=&bN3#ij_
z^7096CRqQ=$$)NcyVOk#D<@m8mJdOj2qgthmTQzv#@#krYH|yRSgX^qN=!t|-GDH%
znFkafMGa{vKAs<4wLN%3-@!~`BwM_Pa)Y_}==zPVt4m8pu5j#+xl)~d+1H4Oh+r{x
z4~d0GMMZ5X(E?B(kPw>kIAa95JPSk`K-NoDDkw@oPG=Vup2KtrPeOOt9LI;(4@~-B
z_cP49cagpWhgwhk%#;y=hk5JdL`_ca1M`%{c2<0V9WhEk8zYAn;E19IVg;-%iygWc
z8IbWs0R*wKvgVSPn{_2NfxiO=95;OV<(-=;pd6?bXytSpq42ow(;)Z`urj<Q5!EAD
zl8-se?;|A;NCM+bwcc;zZ=%O0nAIo`)a~48vBk(ZwT2>a(*kgZ-4+#}5xxKYM{lU_
zrniy|G6|$)Wa!@V&j4=fgKki6xwq7VKtvR)ky2ki$JO31&u_tV{A+hy8w^1#q%niH
z!^H-^Bvb={9?MDY0-1Mz|Gvt0?m7TERr)b7Io@qe%7a;XhmZ?hNtO-3IV{iCQaM=b
zydLK~urRxiT&Wb2v$?juf;^<5t!@7w6as-B2DS-+@;~elxSWBJQNu4Uv|H|ixUtGN
z`zoe)e8(G~u49W&T;p9j=}|LIpxvI=+8in)a{oLSbmdXrCjSiF+K1v_USO!?sfB#~
z`qh0%P*9K;Mhpcys=@Ajo5hjM#Lwrhu6$ry_ztEF(MM!K_4bWD*x&DT>gw(eCE&D}
z=Z|5t!6fJ6QgdXaq<qfVL(aj$p|9I>*p1@s;<8X}YGYHRRzx8UGF2k<O8b?+lpy*v
z1JXWTE2@8t(7l30`sBuz`|oz98fUS^b-FK<2B}Mq?CP&^FI<kaV_1~?X)!NQkuZh)
z`lVFCish~JB*I(;6|mDZm{5ocvC%LIst1h7wW=0JVcA#{uqKZ;tGBQU&PFKaN76&G
z@ChEB`_vV$xv<V7t}db_gW3uXBr43u;NW1Mx6>$~go)&I3deme{+UMnfQZ+Q0x{{J
z?d5Bfcpt0{WvI}}3KV7P7=QcSF!y$eW&DiY2~%7tZWrAeYV9?alIusYR|n4jtT38Q
ze}=rckN%8;K=scDR5Tu!T?#-^CeS^bJi3R5;y!)CM2sjeFKfIfl>Y;h{q7RCgZ4kL
zc>!vlNnt%02K%5E0t?wa7}76;LW_*rE#?}f#h;vH{6gp%{5R~Qf+Rh~erTk>c$(1m
z_DW+DZ=Q;zZsK<l>A#ih&A2r~GWT;?N@~in9t*m1fMkLc==I6k>R)UaT_>>mY5My5
zkk2rLaPaYS`gnpOhuC+ll0i2EElZ934MJU^t~G}ecfjj%m`t)2o)Mxi$~T_gLQC+p
zBOpq~I=aG^_M<YUYB<n0SW-G3z40#OBcYp}TM*Dlb!5SSA@B<Ndd=x-Ud`p{8j$V)
zP$1`KXGOu(M7j>ZDDXFw^VApz>~W|S=9l|2<dV2TK72qy$|2NB2`MQ|gd;*<IzBs#
z>#&4I@y+dM(`vE?AG(Xy534q~JB@M++|<-m3wtJ+JXoDD^>RiZvl)N7{**ak%(j9T
z+x?@k*yX&ztk}STGrOee6Ed<#UaxgbvBr-Xk2;3gD*Q7<gtPn6<giGw9-@n|!?JjO
ze0&UscPjw66L<%jHO{Qib2PNHX6NP_+_q|4fC$L~Dpl!$`i<zDYWW(!0dRr)#f<XS
z(J>PM8F1Me9sLHV>IqzL2oRlrt~mtUPk-oDpn-R`Mv!;t)Kf^;98J2ppRQ!p>@*Vs
z_&0yDx+L2rvk-RXS-jV+u-S-L!>SSe)Gx{U&g=VXzXETG*q18LET)b#8wHJjZP?=6
z-ndC+=&vo(d%Yyg@3VT{$s!?$mwy6qsLiM9YSqTD0&f|b^(q_+k1JZJt=e~lmAr1e
z5qD(CNtJ%TIkxxsjyW%Z4#6rPfk?J8C@sq&z!t&wK%9DR>+xP0!UWy~qPs$!-Jer*
zLhE$Cn5}6H%vM-teaDVdy0-b|^MYHIAh871&rpf`bb`R8R9t}m&I7>(!8#65OtIsd
zT1dr%#E0$O{QM*KHurAg-^|RNvzEaO+pv7W&Lm#;`z9rhE7j53c9wv<ElF(1*|d&4
zLk#Z6zu4eIED#HOB!j3iyS&`mnZOQ9xL9Jf>&4>zZJrM)BK*9>9t4_bIJ{`%=gyK8
z1h`@r5A7A`d0cwagyeNxifXA3ELHj)RlJo}KBeP`(4<?LaMe#;r3|R6<HTZr>-(ua
za$LG;H*$36K|9lACL=R?n0obKcS{5-an16y_ObO(?<d(ff&|`5a-(uAyE-zi&%RVK
za;@Cd%F(B(ON%L*uYR|xcROpdsrPR~D6QaXU;9g<Ln_Q31R&1vwv+#M9u;_Lb2`qH
zb|L%G+hoLfmXPy?W^5qC(C?uD+KIKl*`_B9F^@jBOYNIuijo;?E^cQuoZml23yUO)
z(XK{)WV%mVG5FE@{PhKaopGP^^<M$}eaV$L@;%p?<Thu5!pa<Z#i=o4f|mR4f4r6)
z!qX8MBwP6)FU6$zc?n19^t{iF$4kbsZe!P4snouAYbdDr*#@Mthku^BW$pfN0ME&-
zWG?&3JQC9pSa>)7CRRu1kMPXZGDj%sopE!gtM3X%z3SW(H~QDCSI(k??@&%!taM*F
z9yIl}tN29R6kVY3Q$R<RYL}ZGyEU~tHZjFfDp#I={$~Ak*4mT(a0Yx9?r&lVtF7%3
zBkoim->W~3A1z}N(;5(sOclOOj;R_0_q{(EF-_hn%$*j$|5(@m%dFL6Yg)y%CNj$f
zhS73%M$+Ix^OP=&5w;3X@{$|=pDU1ATG0AWYB4n>$kV(@XQo83UxKJqt$UH5>D9oT
zRu8j=sKj+_@-f%#7u@;`a^jMupY?A$5Px_Q&8-<bV(WI};_xu97{-#7y32F=rf)~_
z-hfObYIs4kru{CNE*|MpYY4U0Yq9%ubRZwPE{M#cNe~hIPA;>TYLn@6<axf^Bi-u=
z|M1yFzo6nlYWAznZ$UK`JJ$?uu4vgP-lw|;>tNZJ!Q|0eVS!QC0H-k>eNSnhSim$@
zw@@EnW&&f^%X(^|ymLQJ2D#e_hcbeGwaYK8-(Yz&0rgC8uO@gO!+liSw%gG`uNsLu
zy|tLNc7Oj5?$S^@XB&!CN2kH!Bq4IWot&7pGv)g-q7($8F)^8)hC9AZw*`5k-EJN^
z5G&*y6Pm8^eWX*2y?sJgTF^auwWmfQSkM1k_=v7Mms+Hk0$HxoGqf{uyh6Tttm=-$
zG6|2RCD6qi1H=ZuF9&EljgFJ1uYt(=%1Y8kXmc?rBK??HDVwj+sZ41B{p0oR<~nY=
z_b_sdX7;7;*meD1WEMzm6|UV!QED%KIxU2zo=Qc*B|kKS>D>%W=+%F?UK|Yl)loo)
zkjsKvpVFkNJkoAe$9r{$l<4fk*G>vu{|wg4M}~x!Z={{fTYF{-f8G`ATIfZ0_4JIa
zjVt$5E`Aby1JvJ_hK5f876Ma%leK4def)?H^g%U8Xx)*Lo-I(HyX)0lSIE!1&*v@`
zJfvdN0}30mBM;-%I_>SE*h>>CFW92q>4`+dWUReKPnUzTF9+@8dAic{#zq%_tN(Sz
zp45UUaU;O`U$e6M)5S)*-_zWC9mli-upyB_P)^&oy0D?I^4~f~ci;?8$V)9AHtMg2
zMXM(Ve~l)!922uCe35XMGERU5E41`b5T;pP|D^yh^&BLULNPie3yWNdRaOp;#?H>$
zXg+}#jMx>9^kIHsPpJ8>^XmS-x=0Mj_^Ui*@LK0Xflr}Wwp};>J~`)@(vX3`P)tie
z&5v`NLVwCtzK0?-F@YDf$|7J_#sDp6gXq%rdnCa*IkdtT`%zj6)6=g&SAchLlFDp;
zSKQp32DI8QAl@LsrRnKsz`P+sawnW$@(-d4jg*-Ip^K#G18pDW+O=yc4Lm@(Arg1*
z<;$0Km#3B}-6{Mnh#-4#(DXk7^yrT_9nj;04iaxAW<-E04>-bn;wNWlXee?GXr7RF
zlai&MYO`$bl=~xm7Tn5Q@14&u;K)l6+>|BI&KbKqokrpn%!8`((iqLi^!fKb$Hz^N
zBC@BuRI_*;bglH6RD@<7(hL#i3PJ|LDj}QzE?Y;B@Kq=9Kvp)o6Ycnv6nRkGFhTAC
zq2^zKcHGym6ovZr-Ov>gL<9)v70B1_`+bs#_5#K^@rTucyu5*OhZSXTb&>CYB+xP;
z=(PL_;5eMuA9PtH2W4nvgh+h|KhgeSWzZT<Mj6V_zz_^L92&UIHfYO6pdo{_p!wbW
zftQyTM5QVl9b+XF44<YOwM39S)|h_3S6{?3R*S3etVb8;+%EP%?Hvjp!R~PRjfzdp
zWxil+X;|jtu|aYxFXE2)PnP+JL}<7o%mpMRB(5VD1|wfXQxg@*r@<R+0^J_;u=yqO
z@fw#X$d7?g(HKqp5{qFDC|JG6#qn}RnE7}m>sHO4g4Y6Myl!G){pss_v2hBoC|=mJ
zZnPY6?eX-Sy?E^xqv`s#cXywHNyu15AnYLkY!^Q5oPlxp4*o{tL9Do%F-7`Ttz`4W
z7w+lY`n9JQEdwSM2gC)<FH=K#2cUENG01yp4v|F%GBkV<6B!SaF}Yj|VPVBi`77E)
zT_>An1mlWuWO#sqauPvTC76uLidf|(C8*QGB}U>B60x*(1`U1-vTP^}j8{on;jyt2
zR#ps<U~^dc>kCUYB3fm4Ar18ITncjVo<Z{k0=7I_PLBfi9OFVBO=__JJr@q=R{N;i
zD0X&_OE+##jvQ)*<OpEQe`0l&m$G&B(kIUou78DbxR%*cQ+CK;Yq(~Yj(tC%**;&p
z;x08cHK@{UATd`uZIJ-1`3hGBFZ=_wqKuHK7G%9lyOY}hoFI@7mJVVM0da_~ECfRM
z&{+`FVpgMOC9q%_7#VFH92z097(=gqt%_bt#;7R}7s3;dVJ)q1Y}ne_DR&WqThFYT
z(iGuwaXoC(!#{s}+fbOirI~dpoS4e4DQ#Pw$VpigvkXtNC2oKz1Io3xMDnfBjH%sv
zm&X|iH>bTnGd}I35d}(#pk{#hpq?v(6gV&hi$m_+J1(H5n`2L;eHH(8ba#8|A>6qN
zo($w9K_Ceb!%D@|caMOHP%O@>r7=%xrbZXz@IQQ(4T<xu5C2XV^9N>~ZP6;8qY|4<
z`~k8&?2y2O7%HM}41=Qukvr85dgVmEAo7Dwd{Mu9)YMFcjXeZ<w+wd<nzcU3a5s`!
znnW3?`e1~uuJYXuxfvikSD>0zg%^{*ri3U{p%M>}pc6v}D2`ZeXXm=x`W`2gP{eT3
z+;;<3J#<h>{SXJO*aL*t<}lJ8$fvZmwoaE1=@|jtN0zm-tLvkLnuiO3;E{5ez;4Fo
zc4$@Z24sv;H3bC}@8*UE9}q@!8QlaOmX&hW+*7|cNMfe3Veppi>oyKt@$?K6Fc<$V
z+3m5}=I;D9J;Enyd;Vr9EI2;*;7nD;?z)d!n!%o1LC%sg(%?jeVCX;ok5>SqB4{-6
z*E*0~6d3%rtN&=>M*M?<ZUN^Ji#1V=1lI`-yv2+|ok^w)$V}y0f{eyt-unR}csO`?
z{#jXB7Q3&d{V8tWvG>PH6=dE5$+byuQcI&Yk|Jjy34*5(`H;~ydok;@KHs)J^4Tjj
zGOhys0ncDa*|!)s?Il_1dr}+~xc>Pu-d4uV`Ngr&Md=Nd+3;&lZzoBVe@jmafzUEK
zrz(B<&}X1g*kIuyDgq-So}&zW?Y)UZ^>(iLjvnM>5a$iRH$2K65Gx=CI5kBIvAE_C
z!WM`^Ahj5bm1$7(vcRWAv_BNc?1ET6Qum%8x{497A0m*Gt4fB7^wU66EH>|ZN~M_E
z3B)!Yge&ISedRh08AC|LBAou<6sngvgcdn|NDucLsuj++;pv-Gw4sFe|BXLS!sgGc
zl34A>wQbc}5p;0zz46)<9?f#Lzw~kG;_Wyw90%gSC)p1K34B{+Ndjd!K!ijpU-i3<
zS-8WcC`BPMR@Mmc0UzAI{{i$%@EzwMw*a9Ny#pN(v7CVyBl-(eSu$$s8{knOw+h8n
zMGzYWVq3Ei;4xhNmqYUq3sGi4%?=En01+BAS9S;nb6Jl|Sy<4)I2i-s)2Xuam5r0B
zs7I<XM9iU0u!6t^KBe<oLB(TG8azA_llbpfEnCi}j@*~WnV(jw6P$>ScvECqv$;EO
zV<0mS->p$sr?8&CcK<t*bVOHgxtXSLDJ7#oZg(Jkx?R+~+1U_=i2s-RtJHX0VT<yR
zH8HJSlMQd~v)tPZAq+ex)2Pk7hOdomDb;Mmq9iGk%yknq6Camai_4BW2NbMfOn{vy
z>ieMDI%P2G_6I+HG#Ady-Oc>?#FS=UR(Iv6+Ro3Rj_3XBB$CJ%ZfUFT14wlrK)A~7
zov|Me4i2~%`ZeBhHB_`rN4(J%+Ia0%&tqILT$)!^#?z=hWDw2&JT|gVSbut!d}G6g
z9J7fGjE5!cqs@i3IQ<yQBs+)Odtp3=6zbic*Ji`ZXKxj+NGecXxG~YgaYtOKOCAn^
z0HOBdJucU9=z`}zp!^X|ig5cR#>-w~mt<qj$$0dRlT7A8gZ$9-pLa9<M1?S(JXNXp
zPe5kGWk2tiNL;w#-j_()it3^r_m9x&W2|A`@|wy`!ItdGzsx5Cl%7kYKkughsh-=V
zGr)SO>z{5PHrJ0|btyoL|MRSZYMB{$0AIw;G+Fu;VNh~v;hNHN)dCYEn~o!~M8HXq
z*kB+9IjiswA3&Ha)*q=^t@oan+I_cI`S9c+>~|2Y>Ie*c>acHaC*x9_^sS9HM{a`L
zfLy(>D;Y}R^Pr->&<{NPfS%KnYX}>t>-7d49}}<}Hhxkj9Z-4%!SLJ$3g4ywQjgIq
zD<3ay7&HxVt?0LJgdHDR{idE#GrqJwa3mJ>Ef>nl0)!auQT?#_i&#bZWcPnCTiS7X
zwhRKIutNfNK$w4@0N9Nn<yD+qPDWnd1ed+Voj<pjUs+lPL0kZ|l>N0K=BbgFkg_lU
zxM*Ts_NDd)5-3$|>|}1Obd()3c-T5B9Ihy)-|P6868lwr#@c<luX5Tp9+(I43GQIv
zhchca;`}w1b}Mkcz6!IS6M&Kp?S{V5-wNVljM_iu!3+NkTD3a_sgR5TqJMy4`UwJ-
z3I*q>f^NISA2kVZR|HW?FshV7XSr<1UQY?ZAbtJD&$QRhV{=z)a>$XU$?gSEzt7}q
zMP$McIy{5eET`maQu3YKT3!sLM<<q)l#I?q<HAi?Vq#(aR{(tO3AH+10YKyXlzSck
zd`ssm#&ztfx9Noq&UN_=lM@dl3y8FJC6yUqHl7>zTXf!i{bh}Xu7)VH(|?Q^CqczF
zws!GO7F4ewumXB(T<pQ+hFu)jUw)G#J4?W|_@8u0RIcRz>ukv38mL5fQBwHv+`ARv
z=2fq@z@>tEi>hKP8z~N&ItsWfMv$a|7H?=^;01|O2#s|)J*}Xc@&RiI$*@5IMq(`>
z*20185a&0nzwyMC<D*?TF^<@9<CRZ7gRZ|agPk$Qt;>BQ^DuF{>|;q(pnm^!oi@ex
zCj!s3t)F8@MgG2_jW)vflT*SEcj>4bEJws^L!?1O34>e<n9Vj|oz8(9%(!3GBXo8f
zlvU8SyP!9`b?DqEa9PQWL&3axa|Q|8v$IEmi8uos3ks$tWKAwFFCo#13Xy0O$f!#}
zotBc7odZj<1@g1?m#0BMGooT+)$)gC78WpmK_Aqtd`l)F;p;h%?12CyC>BC3rLX&`
z1`bXS?3WBSCTo*m+Y5{H_A4Y*0GN@G+j<^!JTvG;xAED;=eB+m+SL38GH^U~btwro
zAMzeBp8V+O=-VS^X}D{GD7M*&pH1xEagmWvQEue)Tha&hUKYfw6gf~&#8TU~j(Qrm
zeW;LAf6J7fSP0H;v%~gmzg}XBMh)n-NW2kl^H%aUJ`quHRu(lhb@huMDNbGBa>2b!
z&&;5HVCaCoJD-M!HJ(0ws^S>@nAICxgWdg>VXzwG1>Lxi5Q$(~7MS75LhloQ{d!hD
z`SBJWQ|~u<LckX3iNU;(D@MY*KulIf_UZ$gpa;J?*<Eme?Ek=+Qas>cWS0ccJn(D2
z+e{(G2oj^zbKiM>`}V)6YHvNoR0vG~HXSI;%*_0+1ORn`^dILb2?S~kEiF3`uNgL|
z1i7d5ytGx;NS6sbHMPx@V?!A~N;Y$LZ<>1llBo1BZJ8kDdE^VMJVk-&?GS2c$C>)|
z9u}nGz#bt6nkwKTDkHP<<E5gM)c=-*;}a4d;NWDO?rv}YYH9H&mkdSutU@<ZVM8jP
z$nip!?ZZ<yl~fZmvlalDC-YH?ApI@^Pg{WYoemzD#RhImzqAAxL$JcXW@h$*rwV4$
zb7kef_G>h4Zm+DZLqWkb>rN));i(+9eIyRs&IT!n`NVa|WXI?*G#3XL@0lmAd|8u9
zl_e^TwN#aG()Cw*EkEh#D_N4WFljAv_G<nPuRzytvLiPEF0LOc8^C^UWGc5oNquW)
z*M5Zi@F64^DNtU#cmWPdwjX2a;_7NHfffzI8z86k3wQ&>gBJl*-6rG;2KJ3aN8!Uj
zRYet*hme>}2dN(sm6w-4MMdF&Nsdl4h!quCa|1YyI|LhnyP^TY1xq6y_L%^#W<0d)
zAzw7d)QYgZ5_*vK$n$p57ucP2vhQ?5qSjibRK%~afi~LH6`kFI_+u#T`dSH7r|yt}
zidI{oRr8y=Mw_krj|n9P32W@!+&5Y)&N&n(1^jF56xlf#YA*hU9xe%T!=jmde>8Ee
zLx3>o8#kK0gTs7`y50=@`3<f-_>*Pt&)%7K(wyoSDd!-3=zj;k!N&$}?312Owl-8`
z2B3;2re|uW{Oi{5cvd4Ms{zi-5`^!-hDd_MX+OAPNc!4cOxPFH$IrIBv^fHo(_+z0
z$t<cf6L%KJZgoAL$erEHew_Jf#?MlW;G;g2d%m)%nj&a%`_>W^J57^>3`E0~osKT9
zu8V^w|He_ve_Yn4sw=$2lD!MC4+JKNML`Nq%a|C}0Ptnp$8OHfJOKeFQ<qmzjL@H~
z=XBk=6?E}`(uBn^v$+xZ`oP>QiY*Zm2ya2`uL+7f<dzU03$}{{Kr9RIXX2tJl4h=K
zt+H=p_>EoM{%f&FR_=~X?ix$r*B<|T+OCZgwy$<1q3V6>mG|3=@H*=1#lYSMqtguF
zFzh$Uo9O85oCgE@StP~j;eeI5xrqtJyh5XU;{SEz1qE_9$T)&ShlEBf7Qk9iU)NAb
z6VhD{Z-zRIy1lpOX1(qrDA04bh$I82b_c(#(zdw)bB?uf41qmpfO;|P;_4p7f$Yjb
zcM>lgfZ;x;j=@-=o4LlLc=_EK_9bG?r$x1*>)uEw_X;hFc+BjP{JK4V%4YjZ1zO>c
z6MxRYj{gV2n3omSx_2b*g5q`k6-01ulL#P87m_j|P!1ufOAh8*2Bar$6Z1s_6iHX1
zgM9+1;O&@zX_~7_{r{besrWA$W4!P3!)oLY)Yg@OJUlpgGvvLXghDXjLw&t4?BlTz
zdkh~h!l=GFKi;W<-EZK~^h0rg%oY+g&;U^e6a+*Pf);`74<g{QYR!~g&70%cAwhH=
zu!;Y|_7(yT^AGSIz^7VlA@yt=7$_eWeEI~CtB)Nv_NQaRZ-ouL1ib7~R~vG(gS{3X
z@r6A7oLoBijk_3`!~uEGkNo;H62ZL67feUVOP-|YQQQ9QML~y(A_SREpsFJ35VQgc
zF0M!5gX=lZU?A)|$)+wR{nJ%{p)NnN{{qPia9TX%<>du#P6DN1d}5-?dFLtg0b@81
zSkD*`<b)5wUJcU{0OXd;=NQ-)MO|jMAOoq^6^IBydj-8DQ=<e)QEF>zLoV(FL@MyJ
ze*gRT5aQ&>&MgEkln+n<A6^71WHnWnLd^dT>haFeQ5IzDknJMKSs@mq{PN}N;bJnR
zqk?I9f_+E6<_2v0K(Y+r(Um!E>4A?8;a8;O0bh(U7tJ4*6zh#I4x^56nEn8x_Omng
z&g01g1>f;b%fuK`8-4!$b8l6tN^M2GpTcrbt)%TwIp<TjPWdUQ&HdstUPuD~x+NXi
zUQ?&}GV(6*U=Rh`ule&ki&HuA{zWH*ro#0~xO-w++)%$wx`f{b^;Xic<!JZf*UE6f
zy+F^;0LPt&hX+FT!DVIa$PO+zqp`8d_(BkF!c)p1VP>s#bFCWuR#mSSn<W?i^jYG*
zRHxR&Iw^ar&cROvz$)5hx;hO;ZE&5+W0ZK8<-a^2B9cRrWZMn*SlQTSp(`0cU`sBA
z57)@Z2(Xd%^or}By_8YMxKF*e6~^vSoEPxYbTOn|DVb1r?2ny(^3xn}Bo0U%7aOEA
zwF%-nH~lL)M5f~6ITd8G<g29XPo`q%%8IX&u7sq3upd5b1bE^y7sCB-6JnMLP-5fE
z`8CMYTSGLwyBDo>8R%!;eI<TS8{0eG#~iPlKf0Bb9N)NfMub1o6VKrjX#Yy*gKvT!
zbULGz&T~oJBJ~`)M5pOTDQkRl#&2@hls?KxF}rfWE{PU^A;-saVSAMLF38$|*`I%E
zZyPr6dlgCt`}559m-~45`5{g%fka;14)e7%p)11DS?NtjL$<-j$18!S3z$=VdhjRY
zh#*sx0{GhyjsU1N48aGlq8W&7*IZqmf#iV#$z|B22Yb?ZEeG>y+s0I_MiO|@t!}nE
z39>Q;^$+OH?R>_dVaz+M!cp!;i$y;btbfJJ7jquYAcg}}&2ee{EFv)jPxy}m6B%QW
z=9%>}-|h6szd<A+02ENS>#r_~hI<|!Nlj)QtdHQBnVBIo9;Cu!SO!QPflxYRE6}P4
z2mUt?0a2Lr)~#DG<Sk$X@PL?y$E?@bIA4D+0MJ&M+mW^F;kq=ez?+~jLz)0=U26R^
z*jkD#Kj1Vk;Q5u6m50kM@sN!%uu}sTXxx4Q{ol-nFsaa&51kcbXS#7LQys3Z*MEAi
zkvx*s_k$k0njG(BxBz47r_P`w%`Z>?{POp2C5F<?L#)jI;LVt5yV6E?UgkZxZT?6)
z&K1|PQYrg*-_Ruw%9N(2W)t58lcIF!d>8*H0vsT@AnN!YHUJ`7P)OP-$IQ2u28*V*
zR%BhmGa+fFe}l24ymlW!du1{2MRpv2qjTFF=Y>#<4?~AV3rbdIrh$P$x*F2xW#gF8
zuV2T;!SN|6u`QYM`9je`JAB%NUs{%0UoV7xT>16IUf9WF3OrBls&;WUPLq?$MD%#!
zzm7C0H6~-9@V(9)iTwrza!2AqkFKxq-L9QmFm8*uTKf=@zATL$sK{KW4ZDl8)e4Mt
zk285Ak3eHlKC_?v#su+1Roy5G=@{er`T6kh@Mm&z!MW@GVvH`@|2%fvs4WhDfFk`%
zcO+E-Nzecq1W~yUvV?HDN`NXmdhV>}7ag^;l=vuY<3YvKqH!l*e~@OEJf_3uCHL8>
z{`*!<EjXYU75~A{yCQjY@=TL{(%z<mpA<~icrQlpE70)QN^u}z1UoysfK=M9h?*Xf
zH#);5&Cox-f}9hdlw@RP<_~G8)sd{DZ}py6LXi}Z#;kRJBUmf!kqUWX(2wK_w8~ky
zxz(G_fnO}-RWtnAY_z{pRtZRxmF`^3H!$<|cb5%KDU&eFk(w{Yd_-F0tAcupN#1XN
zPctttGDW+XyL9#amC7U8s~XwTFSBwUkLZNp#vq0x4si<D#loz1QbX<nmVGOvOF=-t
z0lVC0AyScBg^xkpraj!(tQe+nak^Gib1<llg1}28hYiAC?%hq=?icmGh_!B^*9tg}
z$9ek+qT(KWkIvi_kjd<9OL0omFUGw0N1k_TlU|vxUU$)%j-a1?DE{noLSX|+?k1Tf
z|83VbKJ?m0afxkqSF;xkxahr6ZJ&WH&VxFO#3y0Po<N1Wbl5y&08k95AAa@q^`lCX
zA`JxaTMb%EJ0b6<O1-$?a(FxoRvv6(?*W*jTFc~u?4n_7${*a!d22|T6<wA3ecq~j
z2b)Ap>&4mjwcAE{3hMPe%y`b0`K0_-9Na3Z1gbmX<yMy5b$8o@A866&3twD>JB|MP
z@-3xl@766>MW}QD>z+eW8i{s5JWkuo1TsX;(EGe1N!zrs{rvo-BEJq+Kj~ltB+{n-
z1LzD2gHEN=#wif<UCMjDO+*hKyjYy4Q8absGV>f--`V;-Bav*$9`x0koKvevfi~v$
z_+h-OW)uI+3+>&znt3t`qle^TIe5Z9=)QMaQ3l;z&>v;O#OMnmxdT}iWa~Z>+=R>!
z;$T2<t);Io0-z0SQt1YB2XUmH1t4PwKkPz$3L?#Tz(gb<j|egi86)GB%Qe{Ikl}fC
ziL`GB?;xiGsHzEDiUIafLUvPiaC9^g{JAohJ=4yvuGb@_l&~Ax5O%{Na(Shsq%;O3
zpCi7Ul#J~EvtsJ?))Gsc*%{(~{9G+KhR}qpg_^~!{$7K=>@%{J&GQHpZsEzor&(3)
z5{vFTl~sie_b<!0EO;_TUH&#ss12oK;wDd?TTDY#4LF?UPX}5Eq5^?{ow1J*ffw!^
z>irC0p&NE?H;~_106TSu!COPJKrm-u<9~$E`}Q9TJFuNWqt><DVs`P%^Pp_)3MPou
zGZmjh#X1INSZTL_1%1U3vPR$+1j1IrMfz%ZLZC6a&}CXa-ozO$GrI?1(*z))Ng)0c
zLCPrlmhaVfY^5qu&5{(UcVbGk-elECRc!8Tm`o_N=F9l!PZae9g*&iABR-dnHR!%f
z>S3l?7OVv<LsR{-ete-lZNX{MD~aBjRNwo>aIKx?OKpWvi*B|hdcN0VQf#x%;tT_S
zaUB2FQH7M8dXcjp0x5QGZg)!TD@*4YR-j3qguq8;Tw?t1kU4{eQBw_`<kuVt$LjP~
zB2L6VCO@bA(WQQ~L{h58s`fkjxp#-`)3)r-u|%~Xc*Z{wkf$K{V~;^{m-cc|haftq
zm5e2mq~iLO6m0l$OqG&uUBRNdj0~_3jZqjqs>nWXxRW%m?m+CV^yzb}@wtyoT~X*~
zVNh@%(sHu;5K?zkaL;Kzcp!6`bB0<{Brh6Ek<zTJWoQ0aKkaXqsb0)QcsT>%y;whI
zaBI>r>Crf<3FNc2kmFZ&Urg+q3efYvY>N?RwyrxM*PN7hgy=#1m3<7ek3P-OJ1AiE
zSMN9%;twq6TW2LzpTA?`2@MM4DBCMmI{4&SE1J&sx2(#RPG`s<JHS1%;dRl~gNsuR
zV;^rP!-Ce;&7X}Q=6^0s7S<P7AMMjHjx+``i_+UfepOT>!K?Pg!a!uv?4+zeZOZdt
zo4S{lMe79FFP;9vH6FCgS$iu(MeQ%5-H;Qtpj6m(orZ3yJFg=5XhvFMf%veG+H*2+
zUQea1I~sf6M~dU)HQE@qp>xtTzTl_NB~A9i#-zSn_Xz!)z3cwC&34D#vGw}Ps&iLk
zx;ZjSHtan^egtU58{?}H<Joh5JVyp(S>zQ*n=O{E|Bg;OQNkK4lg?UwaIoJ7#4$?n
zb?O_qhX~><lVUc)%PR?pd2r1#)>uAb54-UuQwQK)E%_<c{dbbxv>3~=)!}6;1$9!<
z#-y?cdAb(6?$xuNJr9QyN<!53uXdKQID@7~kU|l?X|hP8=_Ipnfw>9?&+pBPJdL<V
zKje=+e`q}(Xg6<{wxz_e@n!98VCG(|c1?D+Ces@XO5t1%|9q3tftePidoanP|NO8|
zr}$=hDMyjM3+`=rPfUHgO`h$WPhnk)-!D-9OeF^W?NlC`c_^)*xHLCaYO566V>^aw
z9b+_C=JTj%g%3SFTA8i%<U*!NtAJ`b7WS`j<^<piU<MC5J~p93;3=b5ZEW~tX%=V{
zk>|^-L05-#aX;u9$Sg~9?v#nPJ6#5T)~wgb9<R^GOr!*+)wR+8fF?$DY23T9lA&AU
zU}opDFHHg6W}|4(%ea%-h{L0x%J}^c6nlYZLMS=~lX1rk<jAA^hExQ)-~(A*UmXyw
zRUlI}I2B`G@B5{dZQRAMsi{yu>QGr&*Z*bqb$+y!Bpu1TH!AyLgT`&)BM~uX2jNPU
zx?j}Aj*%@mG27KU6cSl$e76gv6<TM5UvrCI_w*^%I<bydWf&Q`Jx1cI{v$;#DW}yx
z|M|~%Gs<7ep$u}o>RDhZwRiAz_xkLH+(IGg*vEo~G@hS=zkd}6UVaFl(fi1|#NS1p
z*^u-zl#0|uj=?@`*yu}BSIwou&B9{;{EPTWdHAhF1R%e*=~p!66new-^fWP{!Q^`%
zNPSeedwi;9_jhP^{@nw@mR#QM#Kh<>UY}3_qSB8<XRAN&N`}nDJgKW25w|?ZGS0NC
zyLLB?hUk3wv7V6Zd*9uXHPNO?T@4yixH*(cw@nVsz$-s_HszO?wI0c>)s`&WXBcKj
zXYpFbt1O}$&X2ACoW#{pRCVx!ks=>5)x*m7BVuq>*i?JRFZ3|+aKI7M+YbZ%`Gb^X
zNDHA8!;(b#)rHf7Rf|XZK(uwBmO@xFASFXMwD5)0byYKSN=C}0y>`4R;dwW^WV&vf
ze-jns=_Y=8YO96jh;l*<%83^;jtttgWz;Od2{HMoutTts9WUU9G|>@)b4MX<HC!x`
z$NE~-Rfa8{yHKbinT<N>Q?-{sT?szh(A@mH1dF@03-=99oF7`Zj>NJ{tqREurK3E_
z`o?B*Z<vNt*oFNlygYF4x5w`tPUW(Wt#ID-^Yx!JYH7>-wTk~Y)bYZ){svx8dME9O
z?e<Drz(+k{iGQ^N8XD(*WoKf+UG!H!8Unu)F&T5sZHAM!7S5!vy`2`pl<hV*YqR`N
z=C8KONIUW?enfE;N{EQ;ruet*CqGxuMW03|>um+%0J#Kmf&2y<-JcFKKrVknasa>p
zq;McM&9KyyW(I7NvalM0><~*bva-teZRK3stm-#$6=GtDuPlCb8-8EZ<^XzIZ`d&P
z-6ygHfyL*(ezM}6DH1;4)Qbg=GZc(U_()pKHW?GvNV5A}FJh#Fhs;AVaTZ5Y2#@Fv
z)pkTj&K>Eon5pSuO)Y<#q#}U!4SOkLAYB6c;@Ut#Pk-kLQE^b3Qb4|q&h>!JJe{3%
zn;sZ0rECuce&#0JD^AX5_~XNbf>&Hz-qKgg`<hnhD@DBJ*UR15h|~s3f>|zSjLEFJ
z1{w}2vl5OG5~-r2THaSK`bLh6#HEXmvc{rZ>t$Uuvo>yx9t~|sNjTA@y*cy^l(g|z
z_`jyA$y=v@d0fCxf(>;I5Df=*^A>hPltb{j&-ru|gg)4O-vGbI3I0}Q-uK0Q1LEEv
zD<)lUF*7p*C@Lv0&jcBYNZ6ysiuscEcN}v>O3ukl`uC4KqJ_kii!)&wnirvEZkWwf
zxL3&`-XEX0CcoZ(VEdlxsVv`WW?Q%E{Go=0*_g%mQIw%mf`X#2$|;GZYXLzDM)$vO
ziN3Aj=~E3`dGn>ja)=4#@~HkQX1VJBXzneestVt=Ulc)7X$hrEQc_SrN$GAWX^;>Q
zkX8u=q&uZMq>+^FZctP@M5LtQy{G@Z#~I^{efInHeDH&g<yvb#YtHAn<GOw~6yc$h
z3_eLrC@Gjgkb?9fW}lZvsP((uK#FA$yDWp9$9!j@V?0mA7uX1XP~|F!nfvq%6%!Nl
z!)?JxFbM2`mmYzQA?j(xR3V*=T5P97&zS&)AUei<N*XO68ewmS8xxnE^9(l<dYw~c
zb7<f7^)!8@tbEIM^P7A|bf$6qWiFvq`O3x22}PWZU1-i0_eSQ}U;o{R;%Gtd++C_k
z=IGG*8!3AAF1V1jLxV|fUr$~h2O3|`pd()J9NYp>1Bn5TMHDQ&P)+FYurl~i1HnIp
z0*yTmz&DtKLIY{SXxKp!Mq9TaOh4?-!&ndnAUqH7BpYT-e~gJr8Ss@`?NxswV`^be
z;Bw0Lf`rxM$*<?t)O<Zr<L$jXl?3?d^s}y4y%nf_{5h?W?%h34<Hu^~$e1lYs=Z(c
z8F%I4f~VVhJ&-)Vl-`j|Uz>E{>F+J9x}B+F=@b5uK}Xwk<FPqPFh9^ka;Lelia02t
znln-2ygrKd8Vt@Pg`ptrDTu^Dfl>e@#ZlYGxltb=or5wr$n}uiFIm{5y1net=1%dZ
zX;x0`=hRW@z+jrC4H{#r;`UkdM~c70xW;$vr#fO%@|UdNUcW!Dtr#2jS4q!HbD(jR
zj4U_7fLNch+-3HHZ`7$hQq#-fOp#YmW6jhu{b-+m1kz#ho*stp26Gb=eBbGnuD|=L
zPXhI&V2yWiS{E`ZU{yU%MG{UZY_<*#-hiJ3AV;7jT7aHIdskPSz+VeA!;yab4l~+5
ziR;(#-JO{dWC~xr5cJhQxTgO^gH0tu@N7{qU~MXwjw04%HH~fT`KFgacTsx8#!H9p
zL>tTAThEGn8}&t92}a9n@owiL+xzgGL?*QG=ouIsF1>rqcPPk7E-2#JZgD>4EC>|>
zqb1U8f}IHwI(Q#1-?~91(htBfC_>7W&9TUKSFxIvh)0zZVYS+wi??rmyvOzRZG{Kk
z$|SJ|Ra7z?!_<PcqwN<*?#;OG26&E+SYwCe#>KqsPWp8MrtH%P#J_VjQfYWZc|xI8
zxgQA|6C|0}99KovB|u$62OuxRMFie`bR5#hATnErd@7%u^tZH}Ed9m^Dy~Gq9T~0&
zKfP~CVrya3(|0=a%>@Fah+Qoi7+I2h^xokgcgjaInqB_kjP+<?`>b5kKd}a#;0{dv
z-YVgA<D)&ztP*j&myhiULtqtDn!UY9I1T!t4XJ6A0P>=;S33)ip=??PrCk-mx1NOF
z9_c>&FibJ^7`2ghma$Kkmg+0@{;W&6>f{gYMWO1!<wp)>0?~rp_cIEes<scA$>VG@
z>>M;sHwixa@v%DzFS~W?svc;b;csc%ZDA63ov*29L=r(Z!EE7PztR5nYclK*z6b*a
zbUV=NkcCSItr--SV__$B`tjw8R2XG()Di4=hyV#PC0f9&K|Rh92my%65p;L8&>~6L
zxY?*vz3NQEBOKCoU+F4SS^n<;g#&Z?jtQv<-KK9BLxi`Y2FSWv#=QzDI6PM9%(5O`
zrgK}CowI!Fa(8Gi-xpTD5`<xHc`ql!CR<Ceie6nJPHbU)Mww?X*soXA-h-FgRdwb6
zk_t}A*Z?sEG?VeLzgGZP3nAn|xj+!)wgZVVjY+2t4D!6Gv7}^D-4kB)0i|Cie=6Pn
zmP$>gnM`OFBb)Fv;>NY6lRH7?`c<>B$q7AcDVVj((VoN_sondecCip`&P?*@+%8C|
zc<R^tQ&svc{Fc25^v{ho)0OkH7#MaJ<6T)ghGk^pb#;IKnt9ugV@P1aGWZ!Q@><gb
zVSbq_CHng8Lp_#4Nz?%6dU3_O_r)omkG<akM}+{3v(IOrFM0Kx)>XLa#?MveLJd0`
zvmnBE%$gD=KVe~8Gmil^<G(nI^6}EQiTI@Rw-u*e^6W30x60VWhY2Y-4$fltHD@XK
z?=`*fMRS#HE`8U`E#o_~#6<Cwn@9b=hYJRASJfwpaz_@$?aVYU+L2-Lh{J6Nzl(#z
zFktI3i2Qi=K1B`XM#+eDq+L{D))AZH)4z-_|IkKjR_j`2{)GZJQ%kA(5FD^M?5_Im
z_&LnE#DZe}F%iW}=Cv+Sy6MKykE0Co)IJ~#5$a90q5Z8#`>T_&`vh|}QR`Fn)PP+c
zO81NVt&wnI(iYqLu#a=@&Bhv$n>~ozaIn2o&PZ2AT@t0aLBjG;j>hc!3*|f^iH!7j
zv{Y+K89SBxOA=xw=aT#98rr(QTV~E_7|rVhRrndWf_Xai-FQv8WGMzX4x*zX<9FVX
zX*%|3En04dSG|g>z8zdOCi_innU2wK<5q;_T0&O5<!BVkiU`s2-M>4iVkN&B`Bt9%
zN>N()L5})BK;^G@E!pbBL58YD>X1oRG~pj}!3^6e-49I_#`sx0tQ!>5ckA}Sb+JYW
zZ${=t&VM)bU$8Pr=(1>mvm7EY)esPq;&RydO4C}E-y-`j#MVUFjlrE8Rl@EOJ@^W8
z`ycpk==7EEESxGUg-qU6w*&dV@gj#X7^{T|vvb=RJ0cSCo^)4bwhJBMvu=6`OyRUl
zXPpITQU*{s{mq`CZx)g_aju?s3E{A!WN?=ndslR)${SZFmRC1d`B>kL&0X`rUz&IS
zL(||8bAEhyy`SEx|NfDNK<$}tirj5SL7d{OTvI2JT)xA1o=TxkGg_~^$;dv;#k`eM
z+&Ls3Swb=^z6!A<>nx6R>(5lhjlyPrL6Y?3?u;8F;?OP0hr<=mWfKR#hTn+IwsYp3
zF_wRJd)Mn<y!<g@I`h}lAALWSjvk~jcIbaA>=B=|6F6jGY15{2#?<I*v%FJsLC_lm
z-%wggmpp&R0s17PvVp;j{|><O_f-Q|lAnuoD$5n}q7dcJ==EFnrqJ~DxE!#k>F2DL
z@N9eUL|s?7UCt<n-XCJ6wc_qqu>PzF-VV8FX-|oG=<|}BCanFK^V6G?F&|~Q{XDs&
z#Qp7LqQ~tU7K!o<O@~L^6N~4YXy^=+teP_@k`f8CSKsH41di<_8n)1?<K8rZJC76o
zJXvUitlp1>NiO}z&Omcu?KvT%)KdqSo2_3Th%auL=B(nyZ**<7uyz+{)Vz#gj=`BG
z4>F7$a|*VGt)DO9Ti<?za+M^LMR;U-l9!F&F2fCtF*>C)dpxIuE12sl?TkW<v>TM*
zt`@G(k%_!AnCcy`%}@JR#yNT>abPt>0rwA2qwjfBwsiK<D(lptx#{;8qc}k#*K^n)
z3!k3KwmZ6&?XEdY<>NUV8eo?(RagK?6lLI?cT#2Fi1ie`lej5sp!}lz=n_4_SZ1Jt
zr@X|tzN)GOfvRQ>NvwbyKhwjxIKRA6szn35TerkFlApfW@hxQV=C6K&-N{$4XPQtq
zS#`X;(WBb&H))PYq{;9Eb^hA<pYtEL*5=wZAj8sSgxi*&YJod}rl*6$(1;+Cs57eD
zgFd(2nrpP6r`lbiK*L^2Rgax0KT$`-+SK^<$7S)`e>tR7V{ME#zHjrd)^BJ9u{jA`
z(OVRkRWBXw551+@OvlxiCozP1vbt#3<ay+H2XYC^gd>@>C*_N>)of~tLvLQ*Ye6Bj
zDeH)x9lw&RDE&L2dy+t>Ga;*|hn^)PPyvSy*0raHOV=GO=Be0{2>~q?9T}<ew?h0*
zbKF3;1;1pqlk}Kh@(fx$&lmSQ9XHTRI+h0gjUUa~ZQ^o-6n4l|v=U-oCLXxe`vrEI
z<xWY<<2};#TO}kEJMdi_876d$jr=rp$q`pgUy&OX9{rV`ew|AxgEBmtNP~k*oy1&o
zQoxOui7xYo4A-PtLEo@+>kuPOmoRpOW6=E`MMqb&vmd+}IN0+-`BlZ7&rvVgTyV<Y
z;Gc(Rz7PZhjvwYpVSYWkM`sOa`rgI{N{B0&cCo%H|I<*?)~z5`L|-mnE=`w^wQp%0
z+4}xNol-_B6OBtrRhf&8te8AI_n2IBPfTV7{y~ZTm!*|;;~1@m>G+>_>{W+3eo95+
zchMQ=#~L(jWwd>B-yQWDuubPsx1A_VaQr)lxMqgAVQ&lUA2!X1HH0#ZWTgD%7A98@
zt-c~77hS+~`@K|&?@U}=P}Yf|KozGe@VMXkrS^&gerWasruHw&8L3`GgC46U;m2po
z)voi_9XO?OX!B2vHYB&_u5?(t27H^c34OsTllPXAhl~5iU^3Jg1JcakOd?#bS$zNP
zg*d1`6HTpO+t`LD`Gt!`(lWXlTkoS15cD>ER+lt07$E7=9Z<<S4Zm%nv#`2#CnV3u
zl_E#$Y7htLkOs>Rj<R)?o1O}9k^ec!_8qci{Z>YEK;@&mK#F$mve!qc9sgcXSR(;;
z3yF<mruIvBt*K|0{>bN<J+8LmU(X89dr!k5_<>2~FtAii=DoNAC)-w1B%XehyyTA0
zJvnscp}UlE!cGy~qu87l7Ja$f364|JUXl?pWeiNezjp~RRdl;l*D0=!T@MMm6Gx45
zCR~hdSG|I)YzA1vAWa*Fc7WLS>FMbh*z|X?^RCKbVKA&Ke=2EXc8!#=Q+m&W*#qC<
zZgTh9X?w@J%?AytT)g}_b*^gksE>^4e!W@1EuNmH82i_?6;ib%GxL3bvrQ-#kkzE_
z60_7RcXN>FBH5oXgdi?lH-MP;t@rHZvxnrhK??N+<t!71(95ykfe!IXy#WNGcO=xx
znAL*j(aH-Vd1CMi+c7?MVm&X)3%owv<hNvlG8tf+aPjbV6uz9EqkvKd72Yi^hnnX@
zJ-xJNf8Blv#k$;>p0ZKY4Z5F?DS4?GPa4;;Ze6Nkp=_adIM7ASch`{2m%>#?uO5vs
zQBSkpyMOXcTu|O=viKv_MTtn7Xg#q+?+cqzCJmMmOF;4>UX!w3a|;XTjroGLJvOs|
zH2SWjtH);M+ep0o)??i(lJrkd^UNPlHVf0pkU6w7yu&9ue?5J4FOT}poBW-!tj^WH
z$^sLAJNk3Db|UOdEyzi<4WM%xWi7ORfs5Pf({=WX>bO^cs`kqf`GEHCv+tpqUBpW9
zD$+RR>6jI?x^c%<7$<i{6wYi4Hue{^!oj2gkZNd>{a6fplmo&Ouq8R3y!^e}40?xQ
zNInsI7Z|3%uml>|utKdp`>kI;e~N<n9UwO72&`*%mK>yt=r?Y6gX(ZMMoCt70VpJy
z(DemL+fT4jfq)Tu-1WMj!Rrl8@Fz&;kBh4Xc-vqG!6VL2VE8C#weTk+GQ1+XyKIKk
z-`Ba8*siR~GWwWS-*$eb_`w+IxF<U5oVQqMHKFBq<9oOpF6|>Ncd{Z&@kXN8p15K(
zo?r(Z#UOD&qugz7G$sj|9i8OrSN`EGhMAS+1Fp?ulTRD6UTB>k%ecQxe^=x`xz@5p
zgdNg=E_(T%GNhnX_P`QEbNGarO{~jf!X%Kq@PkGOC}Ef~k%*EN1#x;o%?afEKbMx;
z5v69MJEAaMh9qu0KeI{FPFtH4DNcc`G8cMI&>SuYR1Gv;1ss=}cebH{2MGtFC3pq3
z7;qBb1`!LqXcy!JNVgdU*d?!aI&Ss!_nSgV<CTYp)8&O1*r?xtj^`GK-j~iC8<TiP
zsh;XwlA!QxiBL6T3~iG@zSvsT;DCwQ*S=RGt7vA-b+V#lRn2cZ^!$|Q6ryM3&(d=j
zE9c?CsCPye@Qv{${A<T9EwfM0-Xq_bhI2^E_G))mjJ%z)Wp}*v@|&#EYUcNH402P^
zB2jXbi$TgG|5d}!mAuDhwoSLwgXHjp$u$gOWO<uTHdv8ARnHNa1|p&Q0uX5EoElr^
z%@-r6E;jawxEnV>@d6(3a?>6HxQ=uXz&3gSV%qoqcTY9v0Wb&v`sD?%m%(Uu{R_}N
zdSP+2!EXnh_*C6Hz}Gss1O+EG=wm_b3BuL<IuT$iLE)hdbhLmA((IZ4V9}ibHj`UQ
z3^bbB#{LW?wPV9|eA5)vIuzlyvEmQz(pz-m#}O!+zPvY57FHSQm(?y6Mc{!)k7*I+
z9<R&C$T8}lTy%MXn?-N#G?|BOAU?a`{o+c%&gVwU-OMhwi+W7D*;U3{7rhdlkDfL=
zIeB9{OuqX1_Tv4m|5^)Zn`Un?bT9t;g=D<wUqH|YLXp=jJ>YFvS~3Ob5|ke@K#2*Z
z5q?8A1SLa{ng;3tgrop<H3U->Ez1CutXzXe_YdTJEQWW`(LZNuLKzED8G+#oAoMwt
zbc;WKz5&P&<j;3KG9t1)y=g@2v82VUe<-4EP8u=M=ukx1#wyfBpBNGl?1jh2<C%W`
z;Nw#+Ki>BA3;TzGekgtdW2dhD$@!GpU+S;XOj}JE&vqS(u2x?)a@fGCcwW7LJtTLH
z;T@ixmK?NW?gTXUk;J7Pw%<k`4+e5zQoh_u^m#bfAh9?@6D|Zc4`V=Z!<HYOSm50q
zmYZwQv}<5sa9koNAb^5LkyL+O6e?kWSpmZoZvK0RQ_u$>idHDm0d$o4lf39wOms4X
zJ1<M64Vj?G=6Cw`tE_B!q6*~NRafUOBk}yBWgRu)R>qg;Kqn-=qqjg$FBdVmn3Vfk
zP2H*BjctfIJ=3f3R2x}cNB&jI;I8n=aghd;wrPxwOUJ;e&WUHG6Z%!+la57tI{V#P
zd)xkLTHF;KoT3`~a1W<;wbEYtRfUJ+0U7pnNC+-s>4ORu@X`rnB9EFcPamnO?o#n<
zD3?m7HrUDp)eFlQd<L=09>6q6v^&2x{7RbXo*_1g@l(cv+b>qzC=iWfynU#gVOl7~
zFDoLM_=%_NwFs^j3CTyEb`U(?5mnvy2Gfp((j$2`3jEWo2hbpws7{dd{V=9}>Vzs@
zBkAasC43<z*l@mGk^9Slj!uemB??<NtB9Jl_S)7+p+qJ%l;Ifp_+kK1yF9ng3M$<3
zKEsscWJGNa>a*^0J<HMnxJx4Gfgz`2Wd9+jTX2EODJCn{FWw}Of}>XDdpVkVlp|A4
zA}d5bflML{Z}X<#Nl0GLRKJ+&V?e4gde=)#te*u|SU7R>czq6^jfAH6A~e1G1x-8i
zM8c%GYg!(#MsZTsjL-Cu6olT+KAKUVSog|^n0mNlbF&=^DX##m1%*uxjYf2IbWl1X
z4Es;;2zW+`?nT}NCltthI}n{bw7LPuW!vNk^cn#{!5EesF}FvA^IaWHm;7vS2zMj#
zob+B~H%U7E>D|KY;TodRm!)H14LurXlIVn6;^6f#1=DN7>AG==XVV}0Y#-$)&f=~Z
zVlS!hC5|gpF&&l6?9t-+tr9#+ED(VX2IAZTVHGLhK44?{0zQD|%Znr^mVv=p!Nq0$
z@MAoW#SN&LnSiA0wy=9N7)fdRxWTh(YGF|UdU_P^{|m&dSA<OcY?4}t{fU%fcPsT3
zHm)`Tt%5~a;XQL}8R_3I<b^PMsR?WbxVo*vWEO0j6v0TLMXinx?5T~hQ;9a<M1tgS
z7lAd}&kG@Q0Dx8o5JQVrKTP0B#nst8eE1Lqt^)vgJAwlEH1KgJCnv#Qx6^W+DzEo*
zeZAApf+V0ayJ3Byu#63;klOlsz)64fWYv=u=MHcG6R1qD6WPP<FTZ!2dw{#=-XKjI
zGlhRP8JSCobk4f;AlVt&ISa&N4Smx+j2I{`B%L4x8ZKu62f!cCXB8Ksn(t$nPUz>f
z8OOvJ$K+)K99--cjN(JYdc{N;*L&qhD~Or7d8GTKne-z{s++MNhmfPca$|UAO4h>_
zHHBHH;_FmnjBTZYCtLE|%VP4ztv#;-?#Atr;aidESGZ|M@`|DZxD!@nx%*AI6=E(A
z_@xt=yTxcMB2!aD-DBVG%cEJXTYYZxCR_3*j-r1PcdNF(>zS$N9Z7T2IGdbL_sy6m
zu10+(W{JcRt-yI%Yul_W0vRt8z4%Vp=ZtWM1U8-od8Y)NF&__#501*D=J}E6l8Wf-
zGnb6GK`*(vxv43nj}PU1<>kNBltgY!(1kCvnwoV)X8KV_Mc8ov5|_FikKXCP%CAs?
zi+$C|lG>YJ!x=*STT;f&sJ1=aJzKWjylRopBBSQ!jKZhp!UJhno96>~C4b}jv-O2b
z{f@h#UdZ_K>3!6P^-oOA4Mg+hnfAWplGCx*m3@1`yQ+#~6_0t>f-aC`P6At(mLQ}+
z2`Us~`<6sXp+D93$mJa!n^O~~(v;03Q}?#<B&B}iNkW?;@E!9@8v7=H|7BsKAd1%n
z{tL~gGC3hL&-oMDWMaD?C#eTg<hFGaM7>92CkT|90NkN)dRSlp+wu)1)5N<y_fG8%
z!~;ZKew%hT&;%9XjB-19ki+ps6a2MQ_V>&&2^m=!%6KF;ivKg*i}KW#QW?JP?tTT9
z*(a=mK6f)3#7XwUv-6Kg3pU!ne`?CRD$b;n13#fzd4Dvse5x#Ymd`35GmrGppd2|7
zGdI!a(|2nx-e)u<#6SL4Cn%uhlfnO;Huv>>?CqYn75pE|1*@(E2FgC}R1a98Axmz)
z6Lon-boi<VHV7Q4Es+ez?~T>Z)rvK->InH*$=@tN@Ows~PvA+$vRHNB$&hAZKmVQ`
zhvnFOEhb~-DUpQKLcqXvo8GnlMG1!R`m71X0NwjhpZ5jwJ+I!n_GM5N_(UoH-j(Ej
zhYI=GLy2b`QO_d9b7c6j+F(7{MwdT)#f(T;&oX0?*2;>Ci9t(P^2TKN``t6Ro|)*r
zn@f}AGqED{a!Jbm1Nv^cdnnec(xe6-7??%$pVDB9y=f27*ZBDF1Kf5l3N-4)b(wqa
z4bY5f2hx_-yy^FO$ILBr>e?LeQu09%4%$-Mj#*r*4?Si>BZKwihnDUmsq{T|EJBO<
zSi=uYFN6dy?ZZNNa9%m`zs=eowXfmC$cBToKm@W|O#hUA!b2SHkPEmE=k9Pb(H*k#
zxW1>=Plsh0&UC{io*3I>kM8X=wdf*#@IB*Re&_t{%CqS2gtk3*sqeaRk(GS(V$+Pp
zcwoY`VyW(iB(FCWOautLWT7ZBq%wL;;@`vlX;GqTXeRZSsIKt^y;!8#tR$--)sY0M
z3bxpKU{BhAE)_g9P)x>BnLQ>!i(sJR&`9dd*^iX~ivN<1IX5rv;E%IAWhu339xkz9
zan?ZYNE(8Wpv)q;RHvF*W`2u<6@$qBF+$;w=B3du>La?B|16dBF=CJ#*)Tt|g${Uu
zB0L(cy}hziG;4ec{WZ+}gu$sc_endBO;NEnTDlh#OkR7^B-UdZdwo*onhttK*a(t!
zVE}}IL2qC2w<k85iwlieqP<GI#2Dk59luPK*(;Sqb5cAP#<!;a+B&rAw~f66yzv49
zQbDcQ1w;x-ozqo+S}RBRy@>+s07FC8%=kGx;rMKV);8*AZ$g(TYez3Zx^cdpNzNvo
zpCj^l#ugS&B>V)L#iA<tzGqMiMxt5Rh?vL~e6;TSlR?_eZA<4Q;KQK0*MjjD{nf+3
z&n73p%W?;YPU17;tInHu9b9fa$#2LQfpzTp#(gHvZ}w7kj=O;w7SS#3$62Gm)-?tU
z@*m6eE1~PCa1Y>v-wZMDSb6-rE9Z@Zg_ys`{*-i36+76J(F??5mGcW4m{Wmb@4uJB
zp@LLDqq{tVTiX+A%;I*gDH45xm1wA7C?D#2!70<<fzKjhZ!waYeiNx40vn`qHyKt<
z-Gu6fwxWe0&C`He%V_>rXe?S~2D(QSU%X8d)y$DnFJ)x(-T3zz5td6@^YFt)nHdcQ
zTJvDRb-2wkwk|t`_29$Tk!@AONm|2gl;?$>J_67EFPvQ6johz5fdZ*|vWG-H<=BL0
z@LOgELXH{vXHL4oVl_CNL2uZ`{>t1~Ee(oc5L>3zOkTSQ@3J2Q?hf#{`1$*<KZthJ
z$_(&}(<)bltzbp5>To)FBI&e4PiB`5n~Z#3ZuQLf)xdQoDET4(8!3N-&jrM!j;l`}
z4<wd7NP;V6iY@)5;2wwFgC5P;g7QK|cG^(khqY;txi6ug;{rT=`vGrCQ1h4})e%KH
zPEJm3?d^UbNBuMSa2qCJC6^Wf`3+ocNG}-LOh(V1iGpSU5zNcTs9d&CQBn?O$wVP_
z0vL>eq|QJ#1;i&{T0d6SfQb%fM}dkJG?#eLm<Ph)&cT5h7^=zLQh>}cB`r)G5s1la
zU9_}Z61G0>_J~jKenh5Fnk@HA_K|%w@9LTMrOLzFaNQFh_a+^JPKyjT>PVb)f;|#p
za(D54%d_XuOK;d8l|!O+a77?+5J*@BU4D^HmFTy%w1^g;!89?1{D?>|0RY_g{rg8~
zvOB<>C9sGDyb=9<y$8MtP*QFpFc9!wn3|hALNbVeS0SnaESW}=c8=1=P=HTE9tg7d
zPvFXs`ap{0HIPcPk8Kt~12G}B)UrS$Di03Gr}akMJf#~i|MRTfu1amOmzfCu_lUC6
zQznN}3#%2e;j?fOilf4v33ugADU1qQc_`ZmE<u>O5`(zQfhAhy0oQ==HK2xZ^EJXl
z2CL&PI4Ub_=lJKnPi;{^ZqN-*v~YTvgI|~D-!FlOrwkCwKG5mzdL3E7g<PDu$;&$)
zD!&5H0kA+8z){2Ol!1&|qn8njW!>KJ3ljLxvz==zV)9&ery9p6)n$h}ZtxuqNi0T;
zzIcswJUJPn7)*Yj9_6#lKqi|V39?iW-dm1lVFD5SUy67PV)TN@4?=FN+K@39*O}Yd
zmB@0#K^zzyOb5bwkP$!@1q^YqraItMcp*F_7;pgdZ$KH&zPHH>rIntZ{QiSzCYh^L
zRBPjRV@tj%{!m-Bz`=3NRMyL_bh=$BBejq?@I?OpOlw%+fpq`fryl~kE3x|)T0g&t
zFvZXile<|aS0)0;fJ;~yQUo>u1d##PRx3}>3!QTS01mkpL*_d@JL?Eliis*fq#*`B
z1UUn%xO+fPq+avi@Mt0Ttc1_#;DC{kl(fp?u+3*aeHuMZS9pJhwz(sOz=q6#h?QZy
zK55Y3sH|Kf??K`eiN^`jghCv>nUEp_d+w7_%T*y^VGUt?=<JK-_g}u**;no!Gu6?o
zKLnA-4vh5pgB1QiOOD`~VXPITr-%vV?k79(wzu^}e0*Pj{{B4(K07|uI7W>CIK%?E
z?1wlz7X=e+ipm~5XJ)YB=yDQ%pkd;SB_=rx;no^4d<Do(=$M$^!R@=SzMfx~nwY3-
z6o&c*8nAo%!SCM#c2lMJi7}{DUcv-7&}$dQG`eo524rx4hKFafXv;z)7CuUb@9*;K
zW!}FGv(c|$#~<(Gre4>hZ@C*oKStnZyz5xrK3{HXafA_*B+YwNdj01Nr7u{}iKiD)
z@WAK-*6;BZE9Aj{4dC6viF2DqC?2xuluHn%#|6Q356A%Mnc^<jQ;FStf+M?mUo5?<
z8k&yKOWIe3)s2o_Cva7Im)>3QYEKD9Md?nGG?JZw3xA0b9XOBaFg6d6H|W5V52Y0D
zg(n!A<!pZv;OE_eo$DSTTS3X<3stD*vt4Yc3Yr3{qrefeCR5N!Biec7L4zq)-oWhh
z>@(|o3Qjf{$>RRGQbT9;DG|ME-=BON+2@KM&^0543iXrwJFuUrFGz~MRnA(Wgu}II
zq)&pb^c_tpQzmQzXCTP;Jebh(yf|J3C&5_Nb1h^n0ciKJiZY>E=?Rl>kfAN$;E06U
zBo_dU!S<IsD~|dDhWvGao*MxA<>0yk6BrqfISv@>vp|F}>r>|c=g*&E>kK&iUze6H
zd_N}9Qf48JF^9e7x4K7|f=;8GaxZ&ZurZtX<|j6euX)o^FVSGIRuJJiT~CagxWDRb
zy(=du<dHE{;C!rWACik~hiN)c(C}UHWrel@*BNZ)<i!<IxR{*Vrfh7#)0Dqv&~gZ~
zhhX#>*hEP=mf_U9kz^;bsW377Q-l#zsy0)r6NPFr>cx*JKybAz&*{NCm@J68bi-$j
z75Jz{MMb-|2?hijX7DWu6by~RX6Qrd6P_32*4)PI>vQ<}US>>};;pjEd$ZybnNorf
zSU`uLt!Q9bkb<MZ>RVk^iTG&#D9%UqY`6_oNGF!^CM?KjAawB7A=t6V#E>aoGLZ$C
zpRE^G>K>!It$U0m;zE*+lt36s;0MC~hAnOgPaqNNNL~;e-;wM(4xKA%)mh_AGT0E9
zO+L_A_?z&8yS%XTPb9Ta7`^EI<^qqrOl1LZn_<lnW@Z)iR>mUuANSufqI>KGz2V&z
zrt~FqXH-c<cQD3UC59}j!ZaLz8v8-CwHDK9$3OmQWd2^3vctMY22EZ?Wo0|~Y#|5M
zI)+PdGv#|fuuJiEd>FzRu84FqOU6}u$>&vfMDyO)-G4Cx!pl$qs|{7ztSf$Vw<!39
zL^ScPMsYi*$)i8u|CDLGUELz$2w;qr^LVQ~vTsQpps<g$Y?Ethm@I~lLF()nW&Nw~
z!lwpDD^|^3q4+kcJV%Ekt0J5<`%!UG3?hS*NWTLg!URE9R>S@QVQHnC;7`(xsW&^q
zaiO0YJ%Z1%ioc8R^cPdbN@sa8hgzNY+j;w^KoRI+zOGPnrSva??vrkMw0y1Q9%j;5
zqLmqJ3zaf&C@fmLd+{qo(9S3IAspfZ%7(zhW>p5lkTh$P>F5Kjn|;q1dMf@a=hB-a
z@(b#onT@{n)fU`DY2u(>1&I_F3CVm`_BSvGljGYRv&?1V>&eG5Z(nPJTq=xPfQm@1
zWDEAViGk9(`E8x7Z4gPLD7R%(9a6C&(&R|XldJUuj1KC-5Yu%ac~azOqS&mczi8>S
z8#J+18^Z9dP-<)U7cYG6?+yv#Bxc+z=)o@}JBwYCk0n7OvL~T_Egjl#7sf#DPpvM&
zG11>%y@&{Q^~}vnre~{ZX?_-!h~EWVX^@YN`6u@5l1cb)vWqx@?|GD@HBC3OyhQWz
z=55wP)8CNtkGLX|Ve8ucQlh{B0`ZbLdDEy2;hzuU*N!W1sr{&f`v&8fRQg_CHjwA=
zSWw{Wu?!BD;=QyW>D`^}DIlWM!8MQC#kFJTS>tXAH%<6EB0GpCGNOa?Ryo3X-??={
zGuf6F?wVIY5fQ|Lio&l5K5I>-FA<uIM5F|4@3{uy*QGu&W)vTLN0wYqQ8*@WEuEI)
zYe6g|H!K+NY1UuA2B_yr&~;>S_-M<U_!#ru`D=LAB^vvpF%?o4Q~h_e7{sx1d^`pv
zoc!wqj$~^OUPu0yc6WLHHxT1k+8_M+Pb&tzce>BpCacjjH4iE^eH_e41svP|K4e_!
zw=hJL;TCej`6NQorVppISj4=IikkdYVs+VMr1J)YTmeH4vmmeb!Q%@P#pH;G;pjjL
z<@u?^yln$pwkcI9bO{cFE{tj)CO>hNF=Cl@#GB5jKYP5}gON(F`SqCftuj8T^q*K#
ze*9F`9Lf*~=Asf43-YyJf0Zx+JQI1b8gl|U$N4?(0?prB=o+U~JOkA``o@ID6)a*@
zQYF<gFSeIVRJq%CHAG*f-e^*+4U|c1Rg+Dzth5|?3!}e2K{G(1Q!U-{L0|zJ4letP
z;vK2aRkz?a4KDWn*|+rj8Y_$9+h^2$l|GRJ9b?Z-wZc=0Mf27I-p}LwB+FLhMKo-M
zn#D(OOaunHU3|U)y^%ENx4`5TV{2<!aQq}Zbmf?txjc_u`)@)>8&4!Xu#M6*r~W4?
zY>KC?xvA+rsJ9^&XJ90N-U?`~?-0U-qg$IO6sr-61k~7`SzGr4azTG>^Rw3}|911G
z2!NMi=qowsA(6o<Q2N}B8Ay8S08I^;F%^`QM1er8tVaFdv?L-ugm*>eZ$L>7`8S9b
zZjnCupP+--A2R8!CvOMPlf~wTuFBlA9du7(mzSaF$sP~lOMT8L-gk;MXc#z-%(u0w
zol6RqNfQ$>({)DX4j?0MVB(^7-Ak+VWw3!i1{V-AI23U4({po9C;L_iq7CAp8SrAF
zKp$cmj?HC&M<e6I4m{y})42SYm?#TXP&a5tCET}1IB!e9_gw^<*djR1Ny%5d1<cLN
zMqoB79MV(>t{E&v((>{MAiC0aE*AVs2>rWC0D>@C7y|&Ep&Tgr*4E!@nvn-o3p5Wi
zz&{3Kje<cviqQIihyZHeXJCv!P9+oZ6o6$z*l{odBNpBQj-pzp)zDe`ssAstDU3dW
z5ELS3Dd@t%$(IS$W<-v8e&UQwF9p{hcF3h$|G@KwrRkKsHQ(%#%zNunRRY!r`HIMf
z6-AI-%HXgZ7{7lPgJH*;iHZwTy*pPvPzt{48cb0_G{={RK9^cQg7EysS^!lHXDc79
zQCl~2P0!`|wh!`)!Z5RVAPK=?hn${>#|rNFr4-lsyPpPNstiIQ24k$o6!c-@f#VMo
z#hAc*jba3KT6lh6K&n&~nE&s#0#+6X$&cM-{~JuWbL_Eq6Z&aoCS3*kr@$^;gHdbP
zBy2|TGBETPesgtnG={lq1;lI+|Kxyx7qNbUxeWCM%npJ?VgNj2)77>~8#53?!h9Tx
zsuR#5%P1@30awfz<{b=$e9jUQnxC@Fh+x;*3md?x&N+%KYJ-SqA&Nc1O(gMDh793c
zu@K*X>V(c)m=7{Oti1ldr|<wu14<8EY|MWyK-L-<6l4s{0+@1%hwx0GyLT)6^r!Bx
z*SP;LJ#j&a?f-*{uY&1oJnNIi6tLp7!usbZMbP;oX6-=%YPRxuvsgMc=r@7mQ|G#^
z_#a&M;9);B+a_XrfPjF^v#qKHf8Vz@B<ff3sD>4QxKv{+5n4Mahzyonbx;3na?)Gi
z!OOc&!m>D@t$6~i7#~%zjJ#V)4&u4FXvN8l^Zp^3XtXr<we<E*m;KiEJk_mu>gXtL
z`{@aoMHPTU)(VjoGQR_Qo*MN&AT37$EvdexmbZ)uy}rIa(1q0MSAP6Jd2I8`=OG_V
zgbRlG6Yz6m6|*ujO4+^w0DE8tz)=u2E_eoHEG;dYPT}!9E^+&BKs?DIG?xKP<$kcc
zZHCkUU`aK6z>LX{AlM-~tgWj<W<MaJcGwKVOAj+Eg@if@2|bF&haOdWCk+Uq))p_a
zw|&gj&yfG|xohdY%*VIN#vp>(%@LTAVD^)8K~I4`2ejplp_zL7!At3_RJPTN9|oU{
zu0UeL`3Jg`Q^qwh_pfJCyV)+EHv<z6nHQVB{82$H^>_BGROB%P$am)lGEg<&`BYQW
z1q2M(<B;7wy7!E#z`x_-<yQtiAPho!-vSOzg!>L2{Z-&O`~=<<g2v-?ZgjJ;Ni?>f
zimg3r2HpGz$tNzPO+$}}jgYDs?VhRxQq)1dyzb@ZkC6Nb7p5@mm^dkd5Xh}~V6qtO
z4ZUS18_nk@Cnr}wQ!Na+oZpgAd-wwWN`Q|q3cJs}d&4%a24Z4Y5z0LvYmfQaPxpo%
z^{Lm?)Z8y;a{};)XQMcb(PaBW_P?PMWA9R;+zi9)P~=sW-`II~%=AmCfD~f+4zU3A
z!%@LYYM<>WYK)FWOS9haNn@EpWq}Z{t3&ZzzDSB<JIh<O2@m?0nVAF_|4Lko!!InH
zvb1z*eh5SNuAto%j&28IZ(wLB$IC!#ofY1t19_o2LSWCgz=g``b3TUM<n`CjoJ!C^
z)oY?>1X^EF5nI)N5fV{e*Vfi@cSLp#mJnC-vj?;7L8)(VS_?B0=T^4F7Hgm$p-cdE
zbWi+^)OfPsd7ShY<PX&cfD-}&os}daYna=P&@kaM^0Z1R5mSQm#yAWpc>_J^Jvbc7
zz}*j9+O@}kusQzuj*1lcr=<<MSjb>oa0XadtP*tafU+IQ9)V_yfr0S@ibOdu-w?(I
z|AF%o8KU0Y?2~U$2v9C$0tKYYNNNYO5}}yU4sL@#`}^uiPAaPZn_pLB4z(RBP9Pb%
z2fA*U98m@UBp@*%`y8lBRyXnQVsn;WE~*+`6!$pM^KeXiwyuolv}+8<&=2hnL`pxR
z8fY`+T35sCZEYF#1NSooyJBd$BV$h=!Cd42OvUk=JwW_1Q0qa;8St<Juc#A@1orm!
z2oVIPX%?|O1R@a3?(GIE?F_ieWwQx<d@c!?$YDK@hCR~jgjOMfRG@Yhk%m}>6lO&x
z7;OHp;CuB$#Jmf%{OL+7LgZY5(Fm}G;S&*M#abd~3#?-bL@yO)eI($!N1!>d^TQdL
z-F?i)U}iCee*N@DduNKWe!adeTT;0@UUFU*t<t`yZt%;%Qwv(@q5cshTv!jW-VXE+
z6u73xoJb#M#+Z?&6{%+D^jnXrmEEI4gIv)FZEj%CZMLIN?*Ub)wl*z>*{Y?P?3ZXo
z?Svo+apuIM8~8y3vjvnj&(B-6(qlHGW~F1T2vZ0AH&u|+q2Pm6={VeP%5282#OV?z
zQ$=BJ470}5vX~0nS%LK8c)V-=y45(AD=>P{?;oZ+ur@K_-ejZcp4rRn0M(3@<!dF^
znbrW_oX3qrAOEf9O=mSN9@5#sVBk-W<(XhTy7tLk2VFWh6C+e{0=cH_hMCrsPCg_B
zQVxVLo|#LIPTc%h{j1#=i4}p8VgP<zWd0_ARAuwc&D*0Xosk#zATNx$nAlpgv?$)Z
zw`)a}yVRNA#as@?(x;+%@**26!M-v1NJ2pdpPgO(rH0X**wi?$3};J>N6<&)YMIef
zJl;|}=jQ=I1E2j=p+%r<ol279sa#lB(w3IUHp0vtgMB~K8Q`1hIu$4UU%Hh&O)(gl
znx6Y{AE#CGh>+B6$~yN&<au+2CWR5aB=MzIcW$JZ_#tV39aN#}s*v^cwzq$Ijn>5H
zJX&p-bES7o#ji7G9g?Hr>-;O7{l6B$e&Q!94?x9)s)`Ep7r3X6wiV6=?Tb;*+H;{C
z{x(ga;*>wloe!~Xs~f``@-E0x-Tx{d(wANQmrJ(f;yk|J2C8m&mH8H^w@w<B9pcKd
zW5D@)E#wnFx2aX5uB8)hP#_Mczv+vM3?$K-T`{t1{d$3mtRWh#;c)!lzmpA{D|s<>
zwlP0kS^ec|jFGwq#>UEDd*;9Wc)Y-3cQ=B1F(f6AAHSZQOZ>SNRO)Zu<@9`+^v5f%
z)VcIP@?tGKzqgGu8H~adlfX+9BZfW@Hx>p4kf5qKfoBbobti~^V9?H_^ZVuAufwm2
zy{qnx48M`X<ze8y@NQicK(3<KH!hO_mipgY(Dsy*ZgB)70U5-^Pwg8!3QL=U*!qOr
zcKtx?fgodeptuF2%!|iJog5vJImhko*HC?Td)T!CB)B%cUnOi<MqRx>=ob}3*CdIS
zE<{Qpd-mWrgM(#anhMB{G8-gJF3yf&Mu&p4FsL#hINm$jF`=cS1I^Fqv*<dmjT7;|
zPvSgl#i2vi!7S*r9!Qcw0CRso?iY2{D$YY4A<q~_Y{dffY_!h#IXH76IzvImao)Tc
z=4s~p4^at;VSY(Zc|R!4tbp4J)jj}sA-q6H9D&oP6?3}!(Ps_9EQB=!RB;$60<3R1
zakC2KMV)wohnB!)f{wtUMn>=fIt3uGc$mOpWtB*lqpe#?Vz9!HByY|lp7bPvwg);^
zlQ4<l()rIQ@;jJjZK4#EH(YCLNnd(;IGDim4#>fyxk^-k^a%#E8G=iIurn(s$JowJ
z5u!=h!rMAJ`~jH^vg=zJ85sgzC%mAb01H&p@JU;1t9Fgu9T=pJj!5i)DgnO2WH=P@
zVYtZ8ws&&pb$i+rWaZWA*Bd$KY4nfJLU|rCjMpW|8)>U1%#mD6KWezmuET$XhQrcL
z6Zmgt8?KC;92CZ-_@0<7_r`#vZWIm{C|Rm4oIu<g0>KNYJnCl;prV?8aR~)G5c-t?
z2nD94=wzHUHZ)-1;&ybeHQT=d1m+%$oPjv&Hjr+fz}78$`>^7ys9)#D=3x6Ajb!Xz
zcf`F~QaNQ$_lRW}N67Y^hi($b{!NJ6u}v-08Wq>e3>rhP17c{$0}*HpVn(DJ1Sjh*
z16GF_&;wxy7leL9gc%AX)4pQq%qr)Aw)-D(-5Ouf+zJDPx5t?qv~nE+BsTJy{DNTv
z?TvYJ?fXsdEB1&Fl~(;3^k>7NYvQoKrgDQ)s2k3S5a8c{{0ENMxPm4~0ZgFN1c8o&
zv$Gk{*<n^p0zlw25=4E`A+)>+$I`o$loV^#4S+HRPjtc{JxjRDAOnMZadBx$0s?ZB
z_XvpltAE1gW+(O}$#F?@G|o+>fQX{uQnN2mGLYZW2^(}yLH2|WP;`sK9kvE0Gf;;j
zY0TM97ZtQNVnI8Z-z)9^i(O^dfC7P%fkfpDN{q;~Q7F+OEf;8)Aqc_nIaXwF`{2h%
zLr|IqvFI~cu5mymLw%E&Y#XQ~WDtb#S&th*2^u+cA;T<(78y#k>_94=v9-~cPN~#_
zJ<z%2c&XoryTByu(?S!ye!}N$X7i-1Rbm*96H6ID7r$CfafPgi0<efz5Dg<lQl4g1
zLa&sK?tuIgLE%F>mWr6zprHMGzOfHhXS}xxY8gQF`~VBK_vfcL;L0arXGu&Uta<h7
z6_UmwqY)wDm4vQSKB)Tc8t&`~CXrW^MKHOb6BJXKzYtM|YT`A0OTDoGG*ohM(~By>
zUK%WNdFBM7pJTwgT!A4141l5qr)z#MOaqN&(}~=kiH|?CaObt3zx_C-h)6vLYV@EL
z&HUoGV)YNu(mpnqhe(x-THYErl#f2Qv~6*mBG;=oeChd?+VWjg)!o8()nEFjm4QX#
zE>`qlgcfjT;52QANC%0~fz9*`+JMM)LxT(&Q>`$3UG>MX43q^B)-@=1TcH>W#eSgR
z`bI?HBM)(S{k6Z45F=xafSPg@xqiTqwga#v_=7DFtP$FkmVui;62XAEwA$`lP+8eu
zi&WSA#r`4@Z_lQ~fXO+6Yd;?`N}(5#&)&X8F_8L%9zzmLSFv7D>9?7y4uMT)VS5{D
zS{_F*Ck|O3hZir5AfQJuYvYAlN?V_0q8J^(+lQ3CA>Ky_pVkvWaF>lju8RUY^Aib)
zYY;!vb8{0wrU`fGzp=iZAMSFO+*Qi~t__5@CNMY`ZULl~#O1go4V=l!zurq^CmGj)
zeyro1@#7htC?0R$@MGhiBn2zYK1F05rEEkw);_THd46IKe^es%FLW8D$84gU_Ioq%
z92rA#GZ5xm55icEh5Jc=B3*l26^UUZYx*_!n4awIAaaP_RihK1#I^4UHlUrsyJj1I
z0TWP~))01pFt|`eSNj!kj;-1+Yg|i3RZ=j?yFLc2OzPR%iAp?OdnM_h$@{?M8at1G
zXl8ir)91?>n2E*e<r=!33A3gPx(^-L%cCM@Zaz(tAz5TdD)^O0$HQ1ClRz7zN^7!U
z_ErqN<JC`=;cm&qoI}*!Sh~=R+lr`{h8kLkX3RV7wfn}t$GmIo3jN$b=v5rn%i7`m
zTM4YFjG2~SnEbAt6uy|S5#~-Uzk=h};I>$G(M32AdPSM{$3wBJ=Nh%{vF2+0udkQy
zMwGdG1@35tT{(Q4apj{icBS>{hEC#EnhnY!-Rkwgla6xr3KNt@X7WFR)sG9Yw1!66
zu1}q!o=2SC4?L+Mw%Xm>^w4Mcg43UQ<>Q2Vqg)|Y^Jv)~YJDWzz1!#FQbFE-qhwsa
z<CB^a;T}~^ZtC}XG^;;hq3932dPE;AdE)k$NcfR`!;H#n5f$DadtX!S&i8AWs#cE}
zDl$<-7>2(qHJ{D#vMW&7x)A*cWhN)(#u6zWE)`+F{}BBLVe8wXlOYT9jVFVo@Nyqw
zNmTLPrczF;#mi*%+}yce%&)DCTi;fC9k69HN+sSwt7Q#B4@fQ@)SsA5$+ot3O1gta
z`f|}k?BHT!hMdBd=ONY$CHRa;mdz5YgTE#P)|T*3_bf*vGxiOKvRNOnb^l`iBAjVy
z)Ll0_n_u-%RztUAxs>!mQ-oVHDOOP>eB%2r=Eu#-y!W#7w|6buo-k>=TqvJWK@q=p
z{b+q)d2FA)ufgPfhNY4Aw8K(^_s%<RXBRGMqPBN*vpJWq+;bS2B;w&~+7sd8P<%IV
zSzo>sDe0}#gp0e$_T0K*UN<7={SOr6uYMVCo@EzT$dztC99S|SEk8SFn~mpF;WW>J
zHz37>H;`*SUzBXzsUNf6+DG2hqU@*W3E24Gtk6F}F8m(6=4p)c)c)>u!_7HX4tQ7B
zgSKc(+tYfopkNGsxbieujL8yLx60+4X6~2LG04y4e_iLGqKnCD`Bz!Fw)Xs;wwscu
zbgeCqG&T>say8~0zrhNWe!wg{nfhu)euvoDh3E@>(g)I#8#TL+1T$~Sa^xj_caLYL
zoi6yunUF!eE@S@W3eJ;}FYles#4<0ehVG{1+i^X_l1h_|TC8GViYX%{<$~`Kf!rG_
z!LsKk6<E%-2}{_W6lU1Nj~;Pp^qJGcZ%e8UpJMsl(01(ksbXPm!{9Gw($4Z+Cd)lS
zHR3j7OVT&Y<gc^7dpXHm?w)c_7@B-yMj!l;#oU-Gth0Wj9)6@TW!~2miF4mhCej_f
zlpRG=C`A-o&gIJAS(;4J|K}F`@{$Pm2dAEmjao}C@$B9KgIlc-+BqH>L0a4`frGC%
z?_gD)B;2|F2NPa)qp8q#g!5+XX4E5%;AVm|zBd=%?&iM*8q0_CnV+W3IG}tK8$tQK
zFy3Lle7Q~LrJ`c*LUfe&%L?;keL?0wx8si}X7Vq>4|HeJ&Xfk%j{F%bGQXI5lUO-y
zh`T#@2f>ZmABuX!8-zZr^f6{)ZR(@OT6>3iMW#_W8r*RC2`16^Idwwgl`9re#IH)C
z)+%*z@)rE*+dEm>C;lvaMuuyVX>-NhyhMCx;7+dPN-N5Vf5sJ|G;*zXE|mGB*A4ZD
zCngmu7L8Css^+2(*IpIJCuD^`_Cel`KoXUd`i@=L-;cFLt(-%Jzk>RH3A{qFGNG+9
z_b&I2Or-XC6l-^#@|q;-y~i?UzF5sdrQ&9M{T*Bq5;IpT*=#E{vzUPDH2O>6%O}wh
z6dd($U(>&TY$(bgj3X1;@I7N24NK<IjY!QZ%HP2%-`&BuHw=qGoo{WaF%sCv^1wmT
z;<<LlynKEjzOD$JirknKYwGgs6>$|_6vF7K%CF3K;+&h(2Yw0Ai8;#W#mXxU6Y>x&
zf57H>c;lY2GA~M0O5JqPITOeFj~c#$jF&j^;V3=>3W1s{?b>FF?@d+|zt9umetD<P
zS6NV-VPF_Nwch=aV%)K@@0YZ=tgKBQH&f?bC*vaXuo|9~tADP*Yo9o~)g25RDm>U-
zMUP3YFL<QMSMY6%>tU=C=FRer2-A9QM))scMUlUft57^~VF793rcP;?F3OC-Jy|(r
zjL~;kS5-TGucI?bvR0a(Nyp31B|Fw7VLcl!&Cuo7Yy2z~`%9b(?`xW(?6%^H33itH
z1yvpA;6XiybsOhk-G}e~CWKKJeuQmgpD3tZT7im?!9s63{G-q&6xXI;4u`t7b{>>3
z;2tF<(yTy5srC8Uaz)m4I_CGML%Tiq#*+){`liN((FE(b!HJrJy3gW#B{wE&OHTW{
zI7iaokn^xenEa|vJyj7tl*zPll$bL;IOKVlLEp3Nn4gyR7(^i&l9K*Hlwr4TyeqG$
zsDjw9qpRzCxsRG!6vAzU#(|l+c_JbC9~vTDqxdpyHn`EprY)05az$Rw?ZGBto#-L^
zq^dCY^?2O_^{ox$2Grl)&|D3fJ1DVpc6V=b`Chwy5}csuTjY&}Th7AUZJ7RMlEUyQ
zG5MNLpO={F3;P68o?d?X$s2b$Ikhx3V+#rjqLY#eVPcRdfG;1wOc*RIEMy@vGH3@<
z9@ZT4DJUq+Hn>&L!>t30i_b(W@EE`4io1ZwS(Cx{Z(ABL<K&g!wWHJigm-Ts%gX`1
z)dnPeEG#UlAPL)cf;e<Sj<Ycf@+CmknL$x*+}48Mvjw#FL?oTbH20?doZY<g<({`U
z2|SmqLIOt9u{bjB;HObHFem{n)HhXbJ6R>ADF~9(wX|{p@*)>m38_#B)gyz*N<hTv
zu#xDn#fl8sAaPY9w^<O(r-h+B0x)I!Fd?(DQXNc7K`_1^CUqfmSP>_WzJ86tNpeEM
z-FI#2AjA|t7*{Kw+rqlp+{}%MLyzuz^)VG_s@3)Mih_c$1XBh@4y~R)S5sGy26m=1
z&^0wQHLamX1tjDYC~UzBvdRR7g-w}+2~R#GeF<@YL2<E$fk7%{)rhAcCOX;@gj~9x
z9nH3PZo>TI<mB6eDT>19`(yC24;+`?LtQ=p>sLK57<$uq3ca=sXuDxyVvc}ho)?HJ
z6O)tH(EsSXNPAtsa}~wTq-L%WCSJRK<K*L;VC|V39bGtZZ=8p?+l|5PzU}PGxhA0N
z{gvHiq^ExcMmLX|n(AtI6Jz5B03oh_o1CBj9TFV8CvviuX;3rg)#rfd$x7+BA)EE6
zF*7xN#o+cGG-DTDnXg*{w%wFaUZHTr$wfrC8gg8$hztxIHa*ye9tklq@x<x0d4&~J
z_zUv#*1oww0tDZ610+ova93|^ZhF{5gQ=E&9cBvG-0^^r{4g1n6bA<#?X?KZ^Zu&l
zR{MFVF*-5{5`OzRk~?>bAt#vcGBY!a%;I}KX$f>0FUs7UoR!!vfP$X)Uco^RLPy!B
z;p5Zj=;$~BTgz_&sm!V>4Ul@pwEbM0nz(au;o4j|<zaI472p$maJ?djWKhUv53}XZ
zF?zS1Zi(`k%F)S51AbiBdAHS2Ek8gl>f6=SyAJ1OT}dMF0^35Qdv6<13elJ1Uz3q$
zUP1Bd?(2&hTOWtV^d)2mbE%ww+Xo|A4&a;`A%|$3vrnC|w6XC_I~?lmRn^l=-rd{N
zFf{a;+uPdOvbM5vOFKkCN44NZNxPYzo<7^`(+s$gB0!w1^)P)Lht0>dN>@WwH3L|;
zciGtFA@dy*zj=O%Qv~y$WMyPV5aC|#SU!9lT(;HER{wK%pQM2tP&QdYn-?YoM5g*&
zxCw)n$J*L@6f%!Wiy_J_nB6(^<mVnUIm(Oc;B%Y=`m=_zavG$#Yv7!W?OGfGKjeNd
zYpErax@w|7Bq6sUJaSghjoesUQ<jpFY7Pz<chX!05$9~3bKyU6U)_Tcaz0rYVy@fl
z-3Zc15xnn=M$C-AuA-m>Jo|u-f^rW>5)}o7G$7*&3JQ++2nzf=tU3xx8=NdCub;u!
oK|$gk6ci&;_%Z)~{PI1YkJ*iaGL&nw@a<7#Bo!q}#EjnlA1SvlssI20

literal 0
HcmV?d00001

diff --git a/p13/images/q5.png b/p13/images/q5.png
new file mode 100644
index 0000000000000000000000000000000000000000..a215d70d733f0a07d11f40323cd484b4d7b3e68a
GIT binary patch
literal 32811
zcmdqJc{tYX+BSS4krWMPLa7i!B_eaCR74pvW+<75kPL~aP>4{<EQ$<?l%a^~qJc`L
zL=qxV$lSZ1?t86uKi~Jf&-VWLe&5>ewN-}Sb^gxbIQC=T_v5^vw_kGw6E_ouLRq1$
zrGAh?q1D3wWf_;^D=`Y}F8D*vYmc#)fvdfjkF|##WuLW|o0F@TlfzK~Z#xf92UnME
z5<4WM#RQIfdAWJ++Pc;G-#;MX>TztVs0{xeJY<=hmWd~Y!eUMSPm`l`%Yi}(O4L?Y
zG4xIT{?W(K@I(93(SByWRqFa;!Y{jaOkVt$_|#&(cV1Dtw&D5RqTa*TT8lPoY}B_I
zZauwv$Hf(eHYy^tXP+-DblcoDP_7S_+cq`Va_!`{ekc2N52X9;Qp|+}Ln*89KM|2H
zE0xvN)oq=O1<1d1t%LC|^~^B()%aHoH@g=3=ZXLRo1W!#iRtg&87c(Mai041^_-Bl
z$1}n8>(j+pRRts@R_=*lKc^aVihtGe%*&%wV>WBIT9}P+;&J1v)+zW>I5-k?J2=gQ
z*RrynX-L@G+nlwRk%cAv&Ydmm*RPkJzZSy4vR+b>wg1%(HGhAFi)%&BK0G;ebbe-{
zu%yJ$;nB&V!;RN>vV178)V!&1>P`Bd<&D>NEWdmAuF0#!ovs!X2PLc1r%&Ig)+A4>
zXl*qnAAgGPbz~Ep*22QV^Ashe+eQVK1_lOLN?8~g&s0|{UEA((cG;RukGs0o9Y|5E
z8|!@*6C0a;P(a-L;o1!vk;?e&Rh*pXIks9@_0*h`4V;seFne$&eNTkFh|P@i4t(6=
zbZy$SrPfBsrXx>AOpJNmx^<K@7umLao*4STH7UR+=dtAF^_}4<Dg5@0i7|si8hiFU
zdHHfh*4~8ra?gG%mz#%qEGm3g-9PdE?B&ZWhYKujWJMMg6}h>&DeLMoFBihwtVwH_
z=oqjs%Hq&8k+P|0mX(vUrpAd-&R{NjKR)s??O4jd(2LLGl=H|emZd$zz2iixeul<W
zUxH<Ha&n%LHy%Rei@d8$y*)MM8yXs#>ixaF^?~~aGjsD8%-xq4R~Wvx-&Zp>PSlzG
z)&H7~^6mYdTVtjZ-`=a4nenQssok$KI(TsPQ5%~>>#&}2r<0t5z4~AARh<6466;mF
z^OJwb&E2Pu;_saD-eQwKK3$%f80u}icZ@oDdEIVWN`6Mm+snKCr}TzS(=S=__{kHM
z>278jY@N=Rw#zdgJdmY4#^)B<zF6IuC`HG&%j<E8!`njtX%BS`4QvX%Hbp@}8j6*j
zUDlXsOG}HW^SkNkX~9jKG^Tw=yH&h{<S{B+b=^|s;-VrNitt*d@xiy6eP%zpDy{A9
z!!k54i(YPPZ>QCIWS%V{C8eJgwQI|kEq#$YUYTvc)Xd`-b*ja`4h-ZpZLzhsrrErC
zbA|u(!Bct0MMo(mpEMeVCwXu@0{rlU9^T$z*RS(fRQX@PWX5~Cc2zvV*n5VD^Arx>
zv)@N~Joxt34vQg-pzz*3wYFkAPnqrb<)kH7#G}uY9C1)(6gyI?+c#Bg*ARW}+QqF^
zQ>v%(%pZ9d-oIb>xh{fiL50Av&wF^40(tS}_r@o$pFe+Iai2z+-k16)9`_$zyD5)j
zH}1vKM!Htdvs0qCS}HR0E1I>*;1Hf1YN^9k=;`eZ!8Yjr+1Frv&whodVa}Ot$6g5>
zxT!#$j9?c(TTrm|+lPY77L|TIbrBql%*>(Z&e2O)ROD2w_$_EA9DDx!^YH<Xd6|c_
zFB%$_3knLFzINzH_}<r$kf?A<8r$dGvDY`#+<IyTT8lPh>n5G`pZ@7kQUCSjb*Z2Q
z|IP>Qbfu-G$D7jWX=!P@M@DY;MT$k^Ep#tyb7*CsA;BhQP--w=17AD;rJnWz{?J;n
zxZBt7_{#61iuKIo*N*iVzVCTdcE@S*yXW5(Dq|zBKUn);e|+)5|JQ#r3So$bhGw8S
zYq^4gf`Inw&d$!_x%&u&;X>NcLd#-eVoW=nK0ahi37F(^a&qea@+EZS<D=fL%F}Ie
zH}Uo!bQxQs=jP|#zdT>%>*rU~)Fjnl`5R$&YI^#~t5*`WGJ6vw&Xtwz#4odQaxz+4
zTJkFRvf>Qa_CC9OZ-XNCU?1&Q4+cG--y`O}zP=QS=;6Hch#|)Yhr(F+SF*6M80HzT
zx-R3~EX&WvMz5r#WLRLq_v{j1NcpMuvaW|G9pBwPwEW7ZeKiOV_kQpo^sm2S=e1jF
zur5Zz`$tz)cehoZS@~*vdwbK4CI3@MnrkY@iVOdid`PQpglNa9=r6l;1$SuseaB<1
zBXiTgC};d8zBwe{F)CR1`SWL1ZtiO~a`=tsUWxv}U;6vQ<KosXS+c~oeWWQvlY-2`
z5#>4fY@MQi&V=KY*jQE`o;yDUNOWn)T%L)2Z`DVQPgDw0#A!%y=m-s6LOBy3A73x$
z=;#<P^NnoL?(S57k}#^fNhEoPbM7}gDZX?i@A*ypuBB>TUdQj`>gc#!Ab+Qp`O%~4
zIy@%>0|U=rxS+3y)RwC0fvJ%8*4P;#e&?$AkuaW}E>=&@(qq;1kXa@syPwbrZQS_e
z{d+cwUY@ZO#i6W8Ctft`r)kp1K)PnX8zmD8SRMTl+hY2I>gr1l8W=R)KC~sj-|_uz
zdIYM9Q@@r{^blL-#@`;04VWp>2=<y8cW7;EOLJ-~mb*#fLuASecCGo@-{A=f3H4(*
z)4c;t8OCKUd`xSFQx&@In#)J>%B_yz*s6hm9A_}U)uQ4&_C<zebs+NVc0+&i21hlF
z1e`k`=$B7CLr9B3fI%#yqhQ*?duqe!D58gMhhpFk{`1(HG@0TQlLv0reeMXCjmdIr
zs;a6+fBsZ0u&5mUT(^A5(xo+RZCr1&_ciqVh{OnW&*2C-w&ba3X`QDQU0Ac3mV*2f
zPv88EbH|Cb$;ru*h#XThGc_$O?Bb>+%F4=TJR%oSiBKr3N4VsU|D?s?@8A0_sbQhU
zg|w+fA6}gh$v}#<y*0gtZ1T1LBZ&F`!8hv%m@?0tp?D28(*tfGc(}N@n071^EOdCg
z$$x(0gRn`lkdw2se!BXy66X$fWaWm@i87au7hfyRGRw%wxOsS}{vP>=Oj5}^<ASAm
zzE)e6QPAi7Z|&GnoW2Ykz6V}|t1-=(&$OlyAeh3UA{CsXF<^?C+FCj!k|)&oEn|p3
zOX%s-kPJjE?|BU#jO3J}Mf%ZveRKC1Hi4Mg1J=Wb4?l40p}oj1e(j&o1`og2+p!7h
z_x(Q?5wBKQDEZIu<R~6}@ZdqW&rg?acW74c^R=}VLf~Tb^z<Y+lxdIYW)nlhwFswr
z54{|c<$YFu{rZ)120K0daK7p2*w_;it>R)9bB>E{zOwYgBTj>LP2q{xuRE^Qr08J_
zZ$I&lks!c($6m)h3keAso0)LLaXDzhOQRgcz2i-e{)V}q4O_ML?{E3TgTS)>$}unc
zgWkU51FOWu#bc0v`-=XJo0_VSRnJF6s2x9^)AC`jj*hC6Qyw)0)9g`TW+d?a<0Fp#
z*D0DG?wVUWJLfAb3^Z-Pa3dn>KV<Tso*GSS`M?Z#ic$R3ukan?)!L7URKMPcO>3uX
zmpTrYUdeI&#uO#XJ~LHSTFPT8Ri}5Td3o-*%(uC@Io366GW->MM+L55!C8orlKSJe
z<}K^Gb(e6YD3pb{UkBET8fx`b<mZc@De17oW)SUPy=Kj!_MCgg#m%P1i(x2ki(fQe
z@=d1pnx}PjJ&%Lwa?Hw$HLf46yGZjUkVpJphbzW3KKNpiRzyT(8IO#UvXxb;3cFQ>
z&yRHkR1XXs=aqG%>^Sl6P5WK@m)9s~-rhRkm@FSKvwe7YSg+KnjrXMv9+9n5K<n@>
zM?c5({_UUTthD>CZ4U+tu9}}bVwii79xwcEr%f1Q4a3&0TPyq~m>5>_>anY|mpFb{
z34CE(;VXr$5%=t0!OZc)T?DhnqC67Bca3w0cy&Lf@t^KXp!Pp`@<jIZq!@uJC*I$-
z?tUDcxWkdXCI3i5-v_{zjN<;m>0kX=;d%f!8p`y~zS_~AS{jPGyZiCx%w?Dk$)ish
zJ0G50j)QdYR6geOF~S>#<mses$7()&;IOc;7<hk&18_e0@ndCKd3l@m5{H>NVXVCH
z&Q*SeWn~;&4(I79{`gc~Eqv&9+|TJu?JJ?zuV3F^(DuOHhDLd)_Wk=qZ4$r-wcdl5
zfm%;gEM)Jyu8!g$^#1+(C}FAxTJo<mE?@pu#70*)k|J>Q=uxkkUC49?-iP09n^7p%
zNf;`#*sX<Sq2?=4x{(8@Nw$>kuV2HSKi9fp@vF7S#^gl**RNOmvg$s4$k1dNA81nR
zF8~ToKM-zV6Ri^`9E^lXq1-ip6gE2Q=6mXt$ZMs5nYG^D-hT9?8j;>!=@*U4EQ~*B
zZWSi}@qNb+NS|k3EB!G$wU83Dpz<Pi<HSmBvIJUw69NG0X|A8DkhZq3WuljH>11SJ
zV4#rVCh*U^&vxhb?MKd%D9?3KNYP&40DES3_Ilu0EN@|9;qwb+(fgd7#CUmmv9sw=
zah3P7;%9d+Lc@EeRAAIsMfn<Qna&mOBp~v6+<>{jGC{Y2H-ep20X+Kp`rL<-g|ri8
z-P5aFkulV5CH+1geH1V&(_ZF!`OTX*%#X^1v}+#u{7~GLD)m_$HOcyq{s+riH6l5K
z@ztY~!)?dgOGHQ(ecgazuHvGvWXim<`2bn*PXWKpz556bioId+c1~Peya!m<+ynzT
zA9>b-{@|~#FWtYr%N?c?Kx?~pTr`@Nj?Nvq8wZ&G#fukh@r%g!u;0t0zeY!uQTJl^
z(412ZMv+<5*r+?PLTH)KkFNLfIZ{1he~;~6D;6mx<C7!?6T^!~UgDF#x=(8HGszN?
zzj$OgwMBeK&Yqh8{b?0D`%=p2`1n&J%K&;*;lsYCFyi$g&5x9?;S6j#a5EBkDqiIv
z5_qDFGdGHiTR)CqnpbhfS(LSwI(IA$3JQwbVzd$`{qd)uKT$xf8-#@!fu_PyMwhyN
z!aI`}VOA}0SipX$?<jL6Z)tqw$em;o0dMR&iQ?@X;_ElQcZqJ-lrVG`UFU1n*sFi$
zfAjlI4(ICg(g2mQA@`iaIUfAQjww@Lddny{Q%_jhTxIrqN154X@+rEPFthQZhYADd
z{VD?IO?%Byq~aup<6!^$*FK1q7TG*YM*)T4B1%>hD27h!(L^b-RA_j(O;^RKw$*WX
z+;hEg?#vYwr9X4qNZ@(;?AaFATgwEaHy>C>Rw-oZ3hLF=`p}RPe72X(iI9>BiD-(z
zrcFy3Sk|c<8*_%TVs6z@R1pyQV=vFfMTGHC>OQT=k;Bd2DCCiV@AYQkqt4qtt868I
zz8iQK@~*_eKr1%1dSPZcG8Q)3AValAtProF|5OIu;)%GnpZ*{|0Gs=#g(d#-K@Q87
zZl-yQRs?@}+fOE_Jh&-Jg^7_-IYGj_yQhanI~Iris>AH911UAno-w?7^{TM6R0Em2
z2(!c7;ricK7<1-W?ii7`ca){KZL0-@l~$+@nDtIfN*Wx$2KGeO;|rt0?%h2D1BnhD
zi0<2uzoB%LI;;Izm?uShoUlGE=BegguECD>tzb{Oy1EEpu(A^H4+wBaiT>`65zA$M
zr52IR*j9ZOe*1p?dGnBt|K8JP5EwleHzmioD80p5xB2DG-8?=colj8OhGA#ZQV0mg
z9z0qf$u;ot(az3~A89B!*Q39FsiC-WA8wUOynZWSDE~;AM!xBNNrz^kJc~-x{t8S^
z-0VO=g!ny`c9Ka>6+IvSEWAa=wTs!u$H&e+&IMe9FHk=A?_C9UUfxL5LN;HX$51~r
zQck?f3D$_>?n$r=eBsq=j_IE98t4ouv94X})LN)A?LRX<X!>l9<Rqg4i#?c&iM@%z
zh_T4M6udom|F@R><=U}s3v;LXipKxkH7dBNF^jz|C?vEbEiDZR)#K8ajbs_qJcHNr
z@kJrnQXDEZU#BQ(s;ZvV;n9w@I(95PaDK)bAJuln@FnsAg(4v#!QG#imq*f0I19gh
zZoo_t{yZTb9UB`P9T%7BzYfKZr7s>VePS1fR)$7YO^$vBg~D`>b~%T{yY`4HZ<`~e
zQB>sj=jZ1iVk&EFKY~+QqR+v~ntJlhPO?1v{jjB2STtuRzuyzN=mIE7qnvfDKj6ZJ
z3sf2Y6Df&_In5e3KxrZU#9hWQ7>K`tO&xjNf<E@n9mlXed-fyIaZ++RHTM4g`jSU|
z&z{`Q{SA2m_GO>Wlvr#=7>{T8*FH$_+*(?5Zh3889sRLa$xX68lfx#Af~4B%D?)hs
zd@Cie233guZ9|dxN$l#d8#nl<SH-V?Un~g62i}LQWoIX;D*hQFg!|l-JFmPqGtd?2
zEMsrG_ub#Wler!4EH~(zI!nLY%Ejf9%g2Wzml3D_Pe8;s73%S=rJ0#RV#bA(p_Y6#
zlrQ@W%H4Z4`dawOYI%4Rdu%eR@}HLUpK`P70E=jYnwcO03G;_bu+>ls+W-%f97MgQ
zvw#2oL^;n*I2S#Aedqo`z}&mH4aq*c*XIB^*73-O<wIh?t{i|kg`joBf}#=<jKcQB
z-??)~Lx1wii#1cTvo^r+=cA(bAm>Wq<C(dn)rTCNx+=H;N1sLU?6h)pL}W4*5D-u<
z|LlGEX?=aolP5G%Qc}E^$@!p95*N!a$h#{2(5%|CM0sZLR!TR@>x8YAU*8>he)iv(
zx%u>+m_|fR&)Jn^XUSoMJPi6%)zZ7wvg&D?T6m%F*ik@*e@9=V;4g?m)(J_hv~~?w
z39U78YB_#$eF#Df5Mr!Gu#ooZpZ%{dg9Xk2m#io3F)pzVdqTgop-H8^oQ=T&_;v8>
z74FRMpt3ysU)lLCpfmxVZ|WB(A(VMPup=1S2d96#g!R|f))wJx26Uapx1M)<c%9J$
zY$*G&2-Y)x34GsTbhjJeL|;+K{c|X_%YG0ue+~)Elg@bYjc`^Td4DGnj3#r%12Pe#
zZx1LrI6EFYcI&Oo227TEy>dToE}#sG+_S){*JbKhl;+NW^14$JBeV<vN!YSVAum7w
zp12rZBt~$+OrZSX!x~ccOP=~^>-Fv3GPW&;8z-&E!#sL+Y4HaS5fXl|{#}bob1uW+
z)L1X&45Ci1!k_5zN%B+K%D2`Dol`|rk4{Wv+`D&g->*nUL9j=lg%ZTAqv#izF|R9k
zPDi)gHAlR$vbIk9nT$CQ-r2*MdHL}=0@*$$nzF=NY;ibnU1kLiM#Jb_(4YBmhqu}P
zSg-AN)U}978*6{zCk!M+7x9~@hu79p&?Sl2hbrDJmg0F{cP&OfRbM`Tp0V%On>Tv-
zZ|5yBktu;Q%TS8`3nAWMa5!*d7n{MY{qx;cTLhN?_<`AustTC>cBN^+En4QU^dDXN
zYPS{+Z8-Q;WKooAsVX6QWiICNGJ~g!-skAkZPbZ-GqJebwppIRhFLmnq%NSau3mi>
zkueQCWZOEzEoe#jMWtHcH@*AFic50?P|2VCw)U!o`E3s;#4$G?pYV_nI!tbS-|Sg3
zwe_mlKfq?P{!@iNPl0urnfxB{<%?~c=piOBX?3>`-5LKEie=M6kUzwgTIt*&gOp9w
z3vB7B&k<V-?O$?Nsx4;gSPS}Q5LS9QdV+nw=onU}y7$(*d3!IVfXZHqjMlVOkZg<K
z!9xOayLPRYmR?Okzzzi_N(Wgl>I^`V@%k^=m27dZ6`vor!?7h5=cl#Yb2GyG8*oB>
z(}-nuu8V7t`vzx8(wf$^)ae2ur7B}EKoF_jslQH74)<^`E}_Tx!#d3UZUiVUB!H)3
zD|lFWdGi!F*x1e?&wsw|TGb?PYj05<7)1a*HfSgUEEBufc@T0|U~jmcQxpT3`1$!!
z(A2iKbH{Hn`YI-mNp4R4W#LpWv||U`3LcrK;QE`&TrJ<-HRl-{8zbVv!osYpZnEqu
zJcEv+uBn-ULXcF<B=U`nTmo4*j8fPjTlWd{hkJ8Xoe@!3$er1x9M?e-BNwPt`b~5X
z4Mm`s>Kl9dR2`&%GGiLA`UoPF$vyj?vQL3(h_vy}$i5MvzIt&KvCglXXN#4|_@Z*z
zv;g+$np+faTUIMFv579(wryKfczL-+ZL%~Q>IsUlX-N*%ori}<cGoWOPKQr90kPv5
zMk1FeR{wzqH~(TEO9l>AHr|lu0B@!lOiQnKYd_ywVLgFI9(LM59#*cdm*qUaK8Ct;
z^4q&7Lmvvpe!W&AgQ8Y`UcX_(7+65x)2AIPG(J8&DX6{rRf<wd&n$RBK@kz{X$6$x
zv(;RGZC*C5hO6RgkYwDaMy*?0TWyW9#Tp=B5t22Sjv*cRnA(dHRn5&!vTE+<UdrQt
zgM$KVJ3D$1ati)alC{5=F)}_zNV_Mu8(WWSOQlQE9u19jur<YNH3xb5`1JElcliJQ
z=tFiG0!YNcES)qwd<p}np)6arjM98j&>0~u-nnE9cndY>PrOFR@E=0lKR=G-`(<!2
zmzO~(e7v%oUBc}AlMse2myzEyfHrZURn*l(J;a)4%U*OPBqp9mo<BCF2ttU9-3Uhz
z@a%oacE9oC0BqbSwA<n}HwOm?`~Ld6;-S}Ix<@CK%7pNs3C0H+ls;ij-}v!-2OD+%
z;>BjaS?m|+BB(J<Oij~4xC$HH<@NXXhu*M~EVOs!>EA8=&eCy;r2}{jcYpKctjx?*
zh!$?{?oUv(Z*RY``!u^M<GVbQZJN?JQ!#^0j(kGrKG*W;#R~NRnexxFCvorg+fH5$
zTh1Cx0ksz+1z265o}Ny4PSiLy_;TX5W0zV^MiYjmv*Oem1Va-)%ex_X%S;}FBMjOF
z>oT!M-+uM^{hFBAqo>CTvc_%V+aZFaLF&}t0K5HJ2p|$C1TM;%{|X~A&9qPd1tE@J
zjX<$ZG%LT2&H~P6`pU|bmHdj4v%i1THa0RJx^uV=yhT&~k)83SAnAfppG}T@jDQ{*
zCuXv`Hk{>Iw4j=o-+{@$Gml@iZk2K@-J<k@JQ1AvR=hMdRe++5K?!Kb{+tf~@=m}R
zpO~JUYQPe!ns!D=TT53rG%G9X=PCQGF;_xL`fC2lGGD%}%N$o}yL$Di=xb7^d8`S!
zq@uHLUmZSGA1s?)jNQf7zh`7frP*<#v-$3z1>TX75!q8eGX+0gC4qdiUw+8AlwzH>
zXT9DIKmh#~t`Y|FwC8L8PvoBrgJ7>dD%;biPrn$lW7O+2QVoI)vC9!_jHWA)^APXd
zu2w4sEzHUKjSDNz4sSE>BA@&`)k`#5OiXNa^81m#Ux08uK%Kh+0($GCdQjLkbSwt>
zxc&68;o%H~x&W3Ez1;Ujw25RBk2enY+A;aoquoz-vF(W!65P14FQbNQi}}tweTM-b
z#&frYIi^W`aJ?~klt<Q001$RDX1%zwxwX)mj(huY3IrH)i!d^joWXY?nfuf9Nc<h0
zoP704SL5<-qRc;(3Ujo+G$D|?9Pk_p!^A1VOs&tz0O0!ejfsMlc?wD7Ulo67LIMZm
zpz#CbcWtfw*t94>l7|UNi{(A&?XDfWL{n2!%%pe;Hv0#8p+($+1jPsCX!q&KP=ZPK
z-?#|QUxhIkfx#L<hag*$9}w7%8Cl@d(|K=w5cm%4`gvh~mQcM2EQelI`cJPWsy5K-
z{yWasX;(Ib>urvbGFyJKJaFi~$#-ZJP1Qj`QJ)#LIu4`iX5f%8d-ES`H;56TbbU2i
z5f!xpaOc*)b0hshjG_qd5kKG7Tp2LSex%H055Dvdh{?UnOBiY<BWOb+L`{D0cmT?W
zgipvh-N2ljGEOKCNc|<vSZQAb%9^Fj^;7+D+r6eD8_lR+B*cHJ3i$UU9odgO1gWt>
zR+iJ++L~4M@!Pj+NN57?zPBNx>2Gp|v-ZAT!jMntS}hYce*ViK6f?lyxOsYRd)Hwv
z|2HpyZSW*}dgvQIGjZ3++a7ykhrz(oL2io^F<6SjPpk^S{o&v)a!XFnjEj(%HayG>
zwaW0W8P}b|`P3FMvY<2LT_@Cy+CKJ@)B<vR3DCHDb>O^SmH#OrAt8b7+t>d7@yVz(
z;?gAzl;@*hnu)&h@gpDDP|oegS=T8AMq&dVbCe(xVZL;0bny{v3|5RC2$2IT^t$jP
z=ENOZ|J-DUE0v}Xz(yVUmiQ3HM?Ui4@P=L7hrwtxrk1r9cR<!5;0(|w&3EjxmbSKv
zzkfwb>GhqiVUHd?s&{&XU+l)jwN?c@5?oIx>SdCHv<{eRcwtyryoOs>ArV424*@15
z=*@|Pi|YbP%v98D+y(l8cmQB1ZjeW`wY5?D96AN+LVv`rnf~DM<H8iH$7g5=%4o?m
z2|*lND{^oNtQ?OoD=jcm$k!>4>+1IO?)XOuJ*5a;7JdsoMd?TJns}A$*H8_KCqWrT
z6E_r;<VAr+RJF7S39<_Q6~IAg;xx*pQkhX;W{aa_{viiO&wpYj>2}2xiD;ZY3gH7p
z>n>+yZS)%-2nLWLA_e$OO0!G6!xa?MP8m@kz95MF?XKV|Av8<~PEK)QlhKU$z4d!8
z9#7t@H2Je{@7gVgnJFb*8mEyYk%3CO0vEa4D=N!{ko8fbIr53kO99u?QA}M=WfcT}
z86J-OM}2+#-}UuNrx$ox_3Q&b@-?vhqXewHx*<<et1;ujMIy?$Ae!sKrAuM(=zs)R
z#m&t`xLXICD<pd1MF28b@gkf%U3kAXCS??_TumW@Q_#ZnW|yvtWh^Y0#VWU!af2ZJ
z&%xLG0zRMQrwW|h$;nAKFRyp~eO^}~qChfC5Bjr^bLbBHQf5wyb}T{H3a5T90hThl
zB+jiAsNg-^8cb?t9ARpF$?xH|5bQYna#<3FIu9Vp!d0<;<3@Vaa;jN6@x|K`_AgBJ
zvNVEJ`ZM>7C6sk)_}*($;u5+#>mzvF?jJuc11PMQkzwDs_v%w5Pbu5ytT(#;6L3k?
zu4EDdN+gfjpm}MoH9=B)(RScv!~8+j{O%{e70up2o^IcWjvJHPd`J1`#6%r(I?A?0
z^HYfF=WR)lR0&xshz~;DsR>lwjgb8hphA9%S*Jis3sTe`ynyt_fkUxE@Ysyle5w(4
zXC?r}C9=o#c%j3BS{U;aJZ0>A*{5_=LQ7M=64oGY4d`Hk22fB~k93x|#fRgWTHY95
zX>sw{TepsR+Yz=}nhB}E(tm8vCFc!<nHJ&zr;TWZtwalyq5-avfte)VyQv?<WX`FM
zJ<%WhE2S-tgdJv>zei%?gt>dw<eEr6XC<DBrFxxBOke8tYIqg$m+}~}ya+_E4?bGG
zQD@+n4Ef^HtiL#dEGeyW=R2z~DC$QH9^pAtUjQ(z8@q&Y<w^}K;^=gL$`BjjwV%Ji
zk3hnS?J0*y_%8nl2a%Zm&KVNVmO7mF^|e9<hDXI?e<eNELjTh9CKIQ+i)^(Bx1K*2
zOUYvMOYB<U_QNtVZ1z_z{#5B(N9JbKX(j7|rhjg{#4C4}B)j3(qL~Wv{g@|%l^jPj
zm^dUN!Ko9tC%J9gY-^dM&fi5#y_@*<RtqN(ncUBWv{k`WSc5lsy%%%1>V-xD?Th#C
zcRcb~q|{enD^X-UzcM4bT_h<*R8%M9`rcTf&dSq9pUM`OhZD<z;5Ck{#LmtxZ2oZj
zZ(>wRHzRr(cu--3Z041GyF!T-&1jP}ZM|gTCCtABu#*?;L12MG>+s2|`b4oJczHDs
z508JWJfUily~i-c!&EgahLC(^y})~zJIJviB&t)Z<by|#9L?7jV<*j2tRQosVmGAI
z{*CVRIo4<)kq;A+0ZdyQt{=6>ZnCI%GnZ=BX$L#@w!h(?Idn;4EkUKqyiS1=%!{Gi
zpYcHh7*(tZU3KAt%3yPr6y!8!URk~Drx<{3Bo-Dt=M{6g;yS2eqjS@q`Tgk`8BM7w
zbP9gsjF2W!mT98iAwH33m-%geetEHU|6crVy-tBjd;OOm)qm;{=cK@6<oBb(iIVpj
zA^3@qZG=Jwoaw$(P*oGjwXI}i3yJe7*=G6z*uE=CPD56GlWVX!-}!HT7@0`FZz@sB
zhTuV`PgNgT^?^d4FBz!hxGrV<z)kS3W%VV?p!q{X)Bi2&JI!pV1Z@;KirNq3!b~{O
z&-x6zpEwC4A8S$ZO1XblCv)ul>)!&f9B5gX`+Bg)xT-V(>>+!_T?W%|?7$+StFy^c
zAmG=_oo**j*7<x2NU*+6tSk<7(K0{{RGD^6@V`89!GURHxH(DV;-%t8O1ly6)RDe`
zZ>61%!N@`p{bxxw@sE-$(TU}thlez5B2inb=Wt--ltGSQ@Ns2S;>B6DDmXEb^M99y
zU_wFJ=sP*g1>uYi<Y!-ob!`}>*)IXSebLc6rnM4goFK7r03z#$lK)kHy?yhE7JH0K
z<Vt1TRR}M`?f3WgPJtSc^c}S-Iq{we@lNF&6Wd}gMX9yYd!#d0`h5@}u;k92nvi6f
zul_|rV*ofZ$3In7){lXtqMU)gN}c}SRa5JswKA_Ed|Bj8{N_UsFR!NnL_Np}0P`eN
zlbirMrzCPhc`rEzt74Xv9sZCc@rZ`5z9^*VuCCNJ41BB2gS*5p*QU~rouw{!?*GJ3
z`~M9qO1;?#MZIlLY$oq%XF>H#l_2l9_!rB^Rk>1ww1Xg>61O|72IL3<y}llPNTRsG
z?HUY!WYi>***R$X$v1Am?hpmfhz$abw9sbkC>#6cvQ|PnzzzEuXY(xFYw%OJj}PeU
zCQ8y&&;4Bf>gMj{NW2tfFR$&Wk<P%0^#sBzU?-A8J?KJWG}gVTVDj|`shlFu3F-Q}
z)d9Hb7u#xoX-GKGHx;^UjU>>j7-Xs1uoZL^5{7^dr;s||0PEWU&2}7xkoDlyuT9vb
z_r|OKi_u7_wQKFOddYjDYZi70B6HS{a^=Hpl<7(cO0^8wZ6TG@Qtnz*-c~3*^~)Y-
z`VMR*lJ<?91mPgUzi!G?=ZX;$(S&z)d`x$S{fNf8-F{0b!iG7l6anynEbA1`l$Dif
zbU;>DjTK6UQ>}K<ICAh{?9WqxkTRP|^sqVFyj!cCcy1BaLdwhK04Hg>gXpioJfd;>
zpRvRKAF-ofcQJM_mETq7mh%w8ghq%MWT)yTNmI`JZ^MVmBm-HXjF>wvMf<Q6U_76l
zp`im-Do}9we}#{S{|FynuC2?&^R50?>jGy6H^-~oMh>E*<d-#p;|$5k5za6BgvA<o
z8@GiiGuPnOQS6<8wtJhglNipaPIQQxJ&=T^>-M#gE2;o-TP&0{$K+mi+Gm1*Vzy1w
zI>1<wC~e0?@HFx|Y&?S%m6fYtbGae!bDP()(2Az<<x2uG)t-_XZ;e&6O*Ap);cRE9
zUsz3ysiiI-Z+mpX!U3-tg%ZiHv`*f8n6MshgUuWJblO3oK6!d!4N|(`voeH0b&cmJ
z3qYY#D1-n9mwh7HwevwyvGV^IG}P+J(rq}_d?f1mxg${n;Yo-33|$sZtbsQt?DfC_
z`$g=Np8WWKGPT+?zn#0FwJuxs*QKOC;Yk-1BNy2K^%IM9O3HQ{;}lJ!?8LTrg^N_l
zzn!%Iw_0QUJ?NXU*kf(SQl8Y;FNGvF&{Zi9II`JC46`M@KE*J&1UfzF(pr2UoZu+n
zG`K~5FxhZ@8ISm4L2QN4)etQoDhPe?zj*3hR#G1Lj;#j;Ne|u{<l?Tq1#CP#%Tc_5
z7=qn@A>{i;?dC0~?LEHzQM5lCf2DepT>SN<LsGx~;Gi4K4O`hCGI^QTFfn^&P=yJB
z2B=ob<BOJ^`x0VmQiiHJ+OV}+Ku*r2K9r0^OfiXe@W1n|o)|DD-w$n6>J;+%PyK1O
zsM@A`^ijF{VOaf3xCIFykbh^tOMSG8QKJ**U;kw%a!J1IESK~2dz9B1J8R37`QO-A
zB~N}cjOr!jdVMJWGq~$V7<bv&*IF(9Ct25c#^LM2TIpwXbpfM}80iZ*ER{`Nqobmt
zsO2c*;DH4jNg`I?FSK{S`o5Z;Y3=h#m1Bs6!WI>>@VG{2(RA0JNm>!|pZ^Xm6J+J!
z2nPraEd0LNKmghSvvRw02}tDJWMY|*ZW+q#`V|LOVwh!m9a!Nj)6bGG{pSIA*q_aJ
zD)*%{3VcVcL`&J9qL}YK@*n5?3cd&u)ZgIY|Fc>fCq=Xsu80F)*{@%@vc~>Z@-q0J
zp-85oQU?)158DkK`jO!OUhu6_ZvS3^NZ`n)>ynq)Ci$QLrh5aVw>aGDs5rIl>+6)u
zu<<_rw;7d!+|YMP1FNa=`O20>myP0=D_n%nRF6CK|2%0g7|(@<T0u&K5%7vU)2dZX
zn+LBXeRYk*&@Mzrv(8O?u%z0+7E^;=Pm`Iy5P)FUC)!;P6$gzlpZ_kzTgMN?3PD8C
z&-QBnSnkOHG!iGj6whi*+GhOFOT^_<)s3EG^`Oe^bTmCKUcMY&S-Bep(owGuE7-N9
z+p7ZPxp%tc`3J%e1x&SEQBg7HU=~y0R1X8GWnq%MDwTB`yE{WIeB}er{{3N(1bJ+N
z4dJB3<XMAD8F-g_Wq8QZ_C0o&`$(r8aXjSa=8E=5j`b&F>^_VuR=mH)LqW5FkeX<$
z8klXgelRRwzC2FCoEzvdTK-_^1NZ_-!vr)f``MexDX}Q(1uU!lkpZJS^|!lStBxdE
zFjmKUYP5%PX4M7_E5Ky*cA)74RaonNM-IHI_%U5J*fDER_!1HZQWjkB`i}BOMn-g-
z8#<rIY$&p8U?<y`Xd~du3BL%zaL>qb(~X-prGwO!b?c^tqJYshiO&85=a=vAksFQL
zJBaDzp8ZQWHJ!qoBgKCsDY3#2A*OME!mXm3wz`P;IpJnm$t!yX9)$HUKaoZY%pYk|
z@%r9=Xi_{5JvnqJ=Xt?B?&S&PzW)A>Q7<wG=-rT?iD<aEDrQ1UA=8igGPZZtGmzO}
zn(hvy?ZV<>QjhgrO4o^Yg4$9C_AmZ5a_&}Wl6U;8yuX`TJ34OBEMYb|a)e~>=X|{x
z5RNWD`MLmgpAny$rYEe9xp{g(X<i6@I(?UJ9i5vRQ%%!54}#<(-h7#Mth%0FbZd1`
z^>L&vkStfRbn)`pVL-b0Cb;4R)JoZy8<a>Ikvu#1qZYYfdjG@)q}T>NgFP@lz>>#`
zXbs`BiZxc~0u;Rq@a#i(R)@prP~g@mVxd(>b$713yj=K5X`Y_&+Rva=sJ|eH9EI0V
zdXuh=o!v$ZTF58zGU=C*vU*JE`-NX)!c$N|)}iJ?Gs?NCo^XC!-5e1?L6s7hkEZD9
z5riBO^y!c5IaNU)-7F9Q@W;AKA@pU;h}j1VZ8&h?01489p`^|Rjw-^u^-ZJ8>LMa@
z1KWW+@ULC~)THvMxng&%0r|rY=QMsY1|>&Rfu$0>dLrc+%LGH=pw1*#OIB6V{l%yq
z8^=)%e)u9b@I}-T4P5$n;HB0D17XCNmNbhmrR$}s9({Rjhlj?yH^p{)iT8SJxNX}Q
z3fcI^p!tb}=ht@@5S^n@WXB5b?OLrJ9TAY39lo%uo(E$e0btyaC>a$V9-b)gbGK7U
z(G&{fQxvrEudDwooYpV2Qh^^INa!f`Q#zD-kGi+icMFd_e0(_Qm$Snoriv*-j1xng
zI)vF?xAb+LiIen+j#BZ%cg-%~NTrgkR$5xmVd<Zy@CQCVu8;Y*3#u2m!3KLgdvoN%
z>Wz}9p67ml3L<E1_3G8cVYl6>l@*$AJ&M8gj#Xe{g`eF@N=l-k#9p~VLxFRRq;5dy
zO-HICL5$FuKlGxZ^gW0iKVq=w;##8U7ang~-}ckN6ILi@PDu(z8>$*J8Iu?&pAK;w
zaza8==SAO7XdolJ1A0!(hd4Pw2KRmUlfzUof;^Ua*m2ur0<LUK+m;l5MSo7xREL%&
zN-8#}#+YZ|CwRr)WbNh9g~tJjXi2op;4N%yS+4<B473O@a!Rf07O-EAUK%ZeRVb_g
zX_!XT(uYnxm-3DZDY4s*l6-FVN40UO6BmwQ5ysu8d>;vtgiZ*|336GtxwhG-V%-oH
z*T7UrgV57QKNnE1$odQJ5@IzcAqZ+W3@LPUOPS9ArXS8T4o0Nh06HGcGqD>jfr8^X
z;?UKB<Jpb9L;baK<;wGsk#QT3*f%yd!uQ1>;5@pKve<*x_44J*oceb($|wdrvX9Sn
z&;L$nB^8#8bGy*q(nfg1X>Z=V$#v66crBFED4I16Mt2U2lOaQXsVTIsg&ul$Vq2{-
z!w3`>PSnb@6ou21%zqYUw}NI(Rp95~xHT~w^A>rBU;ql&pWyqb)X`w`{OVW$6!t6f
zXAg@-+kP1sI1edr1FB+h^westX5_e3WLN2|x36kyXb}Qx@ltUOtB%`528q`{eQE_Y
zowT1VO!xD{Zl8g8MPvullH+MkJE8jm-`Su+u9!^=Z-Df(@=OWK1L*Wt_)w_F!K}0(
zakf7U;!!rW_J=wOu0sQD1@7ntAbk#$Gl1g)Q1Wo-^fI+p5vus{ANzM^kGxl)hmb-c
z{Pfqa^}qGer_!T)s~#z*O?W}ip(QWrXEg)fy{Thkq;CyP^i|M)eQ1lQiP@kDcMZym
z427Vf7V!rU9z0LfyOO&QZ08jDqikW#c;Ij6T_{L1lC5`m4;vH48itD;bkT&}YmMB8
z@}Uq}RA|#C(j);RHIZXV_KWY>woMJ(+UQV0H8pzsK1@rI%g0^BQ3hWg=Di*<vS)A*
zVVHRJAx%@SZrwmq9XuJq#Fs%Kdz*Aqz=Nj+Nfl~acW>_oPn|>Xh!Dym{`C>qKwy=4
z@bKY!crvg@_rO44r<-GrjxIu^6V;Dsv;9C>QLu)=z-)BW?T1O3%Z<)e<I;$u$-7Q6
zAuQ~sSb<!lrm?_9zE~xL7n9p?Lh`**;U#{hyU8)rgmp&ek?;J>4hhSuNW?Cl!0gl~
zn!95zLTDx-S-(0kfRy0G1&n|UpBx9=Kx{i*I-}*%ZmXVSx&VaJz^8T$BTC0uKf_gE
za)N)|I*B2tJJ4RBHHdaq1>8{p9j8EC3g97ENIABM#az24ibxY07IqO)=^_p%9$#Qt
z&2AYuo#ioVhYYgE&@ir1<Pe{%n=&?71n@F`1UeiW;*tKV8IgmT=O6e@+(sbYed?$B
zT5(fD(i1T?HN}X`f|62jm(K`@GBIM!Z<^2BcSuL);scMqi$F0qsbe6&ieNcIu_<w&
zka=#jmL(nK<Yyouw9uf&+yrAAqHoRHw+0BvWXMSd3kUFsf%f}%sLYSXmoZ=s32=eG
zq_(@<Sm4ET!|cJT*RNjfC;eTB#BJ!7=({wk4c(3%W&@9B&x^^F@bZd*RNDYnwC~cD
zGzk6?1ywUT@aX31_Aa13r4AeE%Oy=|sryQWpkD+LN=O3PgFck{NL^GyWKlx;VRGjp
zH9a~GWqn3?VJ1&=e{>6CBXL6M4wl?8xV6%y^MRlb^9`<E(fpLvD4WVR3_N}HY9-EZ
zynH<a+g1x+Bqe#+KizOh;MT-SXYlmXQ%DmHP|-Fs^GZy(bY^p$V%UD8ddaRWH;8RB
zP9(!)xWl!&4%VG52I-CTXdS}Ok^V1eS=(PFz+(=x);3=WfLFhuYj;b7)?zL-cCf9X
z03d~<q2~$OQL(SD$Y0t|%5WIZMBdJ)ei7AzyLe@H(6&>}DM9Buw*`6B)(Pz-UDU|Q
zeV5V>oj4&1ych;d<|rQ7%(a&o6esnMgmVrFcp3mO#5jx*2@3F*dgelNp>k|YuI}4_
zPiUYZ9nwUX1ZxQ;_if^5(PL>bF|doTL5xubRr>SmOGmFD>(i%Bsl*DAqu<<oa9UwQ
zjh6kwm#YykkQ)o(k+vJld&ODC-3CZb3>l#J^ZRGV2Sc!iOkgc!+@ud7EYt$Og(4F!
zW=6Q3?LlNCrXEHAIbKHc+Td3TaX3c>y$zZhV;~l*?XF$C0K^Q@rTagEI9_!0OuRSp
zP(LJ%1KZs9^16|o9P3G-7Y(qbD-wm#X3LdC-Tv`6Ko$mUclYvl70K<8pGjXia1rdn
zVV&;V(UQy_D<qQOCmElll<g~}ztd;LjL;+~4V6*2=%p&tly9(m0VQtRJY564Cws4o
z#Z)S{!_9!4d=4*YH#Ut5KMk;+cm_m`?ndIIlYbU})!hlC5#JAXOcSsgvEbHNn>zqP
z$?+!D$@vl836?xB<o?HqbCQU&QJ!#o8$a?ESNt>Q8Pb0gXwM)id$tM;Z}|rQI2aLi
zQxrc6M{J-Bbd(iPe<=pcJYS=(NrqkK)Fw?_X>du0q2TRwFCIpNLlV0ZXvkWGR_n*=
z?U)H-+@PeI<<3EzrZl(QKzB4hd~^B98m>-&x#z%QJIoIgX)<gj-$l}WH`KB(%*$bM
zq)Kz6#KDm&b}hJM<yq4G`6^jXOH1o99Gxp}M$pGbk|qm;Rz5(II(W(v=nH{P(O*sr
z@FfhhG{&^qr_t=mix=7%j9J6Sm^jv)#0f<^eV#U(CIymw${^FLSfSiJMhOlipuQhB
zaiY+=0^}Umk38t)b>w8lR$vUM8I7a<NR#nfoEz#4|2)<)LhOY9c@3&R>LDs@!3=^+
zkYz)0=0#3tthj*j5orrgBH)tPQ9@Z;i|ryjvRVM8I6oREc_CyGyG%_@4JA`t_iJCD
zT?q%5tE(${EELf=`HP3k?F#RSnCZSd<>$8^o%ti2yF7h-p20*zjLG@^Fe5pv{iBGM
zPlV2u0?r#3(8Er6SL)5PC_bOGwVAv+p9G<*2Gp9Q*MMGrKQ^PIbeUb02{M=)bS=`)
zj0|#yl@=&o1B%U;M|U~>t!bJ?ckMC-Yia>u{nY@6PY1>>te1MmL%(4Bz7bk?1kiD|
z-bW!HE;5o7iCw=AXJrpAJRm{6UQJ?9NzI(Uz8>BH|FJp_uA8oJv!mb=ld?)@IdcC*
z{OIT?E4UC3&87?0)zv6!j^Z)g{n#MlK;F>5lbK%_Mxkti$?D+r+%x{5wXs6W;67<W
zV;4%Zr|7$~(@iV~*dxUfT5z8td#MA`Y3b;!1`;cP&4(Qr9^~{3K7%?W^g2wB;Uz@e
zeGkgZmw`MXwM~X8!wX|=)tr|nH-#)?Vp0VWg?5kZ34cg5$jvU>-&)diBb6Ti_;3dp
zcPUJx;cdfZs*D5@5fT?`Tp08x5JAIiBu5m!Tp{g)EB7~^Hw$6ErJM9q|K1bq)MPpb
z#hc{Diq|(+V2w#BSkAr|?g|o(Fd|}u)40D+2em$8<|Ujgw3=+LeQ6jq_?uO$L+C!d
z8V}rimlBr%umK%qVg9#eCtPuM)VL=wir#mzv(+LUq?m*5zP`m4XRzAP_*%idAZ@)V
z_dG`WhuhmtTavl7(UkYWGAIfuRxMVj??<lIk>gzCjtE57?UT)M1~5yK3XVWt<@WoT
zK=s5zLv9d3mf}Gx!edk+w);<Xl3a^Gg##K2zP;ra!cRE<($u(}a^^q&rL*;lPQ*zA
zAruPz39q+v_e{@l9(iJYLU-(FtfHIjw)*Y8{Q)r1qX(rH-lF)Sr|^%aL#R(w40zb{
z`!2PP5Cu5z=5oJU|8ffLe5kZExMW2l1dRM-HW|PIQmKGlhDBHd`*92cDYozaubF>r
zBKJDGF~>$K8eZSDaiiTXMuU|oLPJwhQd;(%fc1q1sT_Bo><zO`GDvaWBUjtpyqe(T
z+=v&bBmo?npc@ii0{2WXqeBnp1vS@PPL~$d3{%yF^0eH>_65AkhTbfM5Fr#1@6h|~
zeLMutps=*c+v{AYEL{jNhf-!sisqg@4t%Mz-`;N_Hxz)(-)8lY1+QzKZQg@YKw~<g
zROB?kAfU<pyQ)siA#V4jvLdu$o$I@lx>GyW)<o+72V7cpkV@R}Yg(~O{x<tSLA~GE
z<iQ6Q8m{`F)tXhCh2JO<tr9vsHm0Gi#tH4+;xcsCcbyc)0$t52Rb^~UmNU3I!7qIf
z<N>@ufRzrNn@*vR2O*n9a0#wx5iqD}B)Ts8Y`8`k?8LS-&^nmE0;qcJ^+TRL1Cd+2
zv)og2Xj1OXoXxGzy}e`ajVwuHjw&N0BNkOgu*Ax-LSVppPz#gmW^7+3aoKcbYatM|
zcVoq2Uy_Fec>#IA?138%Pz6J@%((^Z(nGIQuU@}@e+RpmadeNaN_io}i^mle6_iXi
zC8#zCbbN6kTi(KVCoeBg(h|6p1VOucl2qWHs|C6NS98cj<P?fT(t{193Ml_OIe9Rk
zLXniIm8n1IHr!Ro)78~QtN}||)<xnV)pT_50I;`Kp595?^ii%K97#0II;P+=lH8(d
z7%OD*Co0qRWz!v_ty-~hJ%{<eeUaGyZZ}#x17^mbfLo_IUTwEkJ9fBy9+ym@tBTwg
zKx}Y;9v~={P-lpVSyXV6Tn9U>u;Z&p&RLl~?L?`A!mJLQB^as<_#I!jD!P>AI07V!
z59;xRcFFEYxr4oZeH&p}5CW=1N2s0b_s&nBEJu7zamaM!?)$<%1Rh2T<)@TOr)<xc
zFG67NH?|a5ZUxl?LNNl}d&F@>_!RI!1ge6Y!4_shWF&Yz$>7Arix*d8A`VN?q*bj|
zpZP--*{y~MOZ_#T+`i7^SW7ne4?>6`m0$Q2IJ*yhLb^k0E@+V>hH9>xKRV0r37b7A
zq**hV4aZ|TE`Rw9{EVRg0&D|mVu5cr8ZE+y*9DDzJ_kvH4JI(@Yy&%TTo|-9vUkaP
z;Y9`j9nOY?5EG_gs0XVHJc6L(-Xjv~!!gdg+ixwv457D1>o_b^0fz|wy?r?U#P&)}
ziW}UkWJ;mv13*wltGn_cKOcRQs=|mSKh%(4B6F>4LYINNBQzm;i0Hw45jt5|KYdBy
z+?Zx3`d$g)l*jcp=tr}WkIef|wWth^0^oo$&h6BfW&>*vqm8X^6+XPR%rymXT;EzI
zLe&Curw{Hos+WK~^mH>{SkSEe(1HMi2%=u@(HD6l7sRqg&AX+aucA=`4X`&lr4|tt
zLf<Zm@Uf}P16<+<GZ~3Z0~bO)dG<`RH1Y>x#SM>5nlq_&zaOPG#EFCeS3Hju--fU6
zfhB}+Z+(X5pfQOB5{K+8jH{3&Y+v406z(u&aJZG7oeogx@oXv;(@6ZBTsP66D1)7D
z`xvg+I_HaMkN`+3@Q@#ck;%BqUycyY1W5zE755DR7J8WPIyso~_S=^S=8d%4_PpmE
zIdN49yoPj?KC3tAc@lm7sJz^6M$qLru)goqsNk6r+FbB@5R=k9Je$EoardRR!0tir
zL80L8rpd9N3r<NGjSb9J8YZ1d*FXmJfC!2~m9#HKkq=qw3|^&b=G&HdPar+xO1~X&
zp^6`PASOBKe6fT}+Ln=2(8O)2+&*Iq$g3AvpN~saHt$c?Te!=8EqA=V7{!PP^Hb;c
zlH6C8Hcs1ip@;6lc;8xh81=w_Cd<03%GFI_r)un&Duy{u)^{}3qlZdl?WXiSxK?Nn
ziXT*_+3rPBOEEb{U8`X;---&?P-gx8!a_ZX<HvPFSwWTQW#5Z?cT2m$8I{8EmOQR&
zGR_zG-`MqnZ?oE84o-Q}H7#vNO+}8yy%T7de1@Z;pL=klQ+vrWEZo7ss7|`+Pai<M
zllzMh1Zq)FNLS3;=<c5X5mZX^7=$CSJ=vgjE9Y?jwVy2U#6@$}f74sXEk9Uu4qV5p
zo;-Py4a}_QWf%%X84A8a$0u6;bOlWQu&<i8G`9Q02a}FdO6|u{&W9aq4Ia1#p==e_
z^eEc<f6^Ng#<8crpD>xBtg7I=bm5;hnfAPkR?`P)UjqXGHBSpBCFAJ|^b)1xT|eV}
z)+;JnV2Sq{=IE)^hh77k*+@;;nlh;DY{Q%R5w{|cW<;R6PzdkG-{r*Mf`ALu44fs8
zXN_K?k3{Aw-f!kitf@MWp0LmTDM5!7e*@i-(4>f)$5>GyCv3QO7?&Nq@TzGB<D?E+
zkQs&9>1bP9COUUGy$o-H2+q*HvI#zAPF(t<4|a><Ff0BNw`1YV)Zv$GwXT(e6iLGz
zkcJ8Hm4tU8C<|TMl<3mJG^u=w1#)D(6iNS2QLu&}UZSg<8AM$}GdovU3y=V5aV8f+
z!GH?MK7`Q0*dn--h*-(t8WQu-Wg`Y!fG?@jlTPT@e|P-w*nBkTcdgjW;qo`7-FZ@P
zWbQV{>EeC99NuK~iMt<Y7Z)8x{49rm97k}I=JtHhvtcxJOKp7@000@6Ed#Rtb8Iv=
zG7iR463EW6stO4SfoXq=A>3A|KJi|ZV7l_p4)3c1PB%f2VSerN?VYyQz?&y$E{w0?
z;}eG)>C2@wvRJw|b{!i2RBbsTyld~ieQdCx=*yMbJX_h6rpC|&ELnuUt)y5xF<?%O
zqM_aT-nqEXf_Q|GL!bfxcc*#m{7g_gk^%4!8Xtf}J;VAF#7x#>fTU_Bi*u3A{W6;E
z2lo#n+l8PKK;ZmKZso>LNqK(N%}A-rj}p>`qH|EL1-x0tx(zlC4$EMKDz{;^yAG?S
zHE5q4!`#)lt%&r)+;N&G+cZx6$l?0X$EXiT>h1dlMu2F5+}}x?A|N+e=B2s`VJOvf
z-3459beKReZd2fAXSaWMZv-2hP#8U>%=N|Z&)>SW`KDrks88epRWJ%f(;z#1M7X>K
z>klUIny!)2&e98f-*g?WuZK*EJ3bcce(2=53MsDP9Q5=aps?btZ#{?=2c3M%?SK9N
zVm`%??w3xCkH^`4-!xLUDFbyU5jla^)<ZfYu029WKy#(1;PB9Z%TYriYPWwz32sw*
zvInq_GLRQU`w2ou<jer7nd-f)WUG^7jy8T`I|DZ<`a#Jrg;lk;sxq0_HlX2rhQAMn
z&5TZWuhp=p198~y+R$ihFHA#vpWdL%A`yX8>S(BT{wYsjOw<qdroO~fneF8O`aPW7
zNQe0)oDf<=p*I#Z4xx)0q_OQxctR(c41-l`)`XzFoly|2^ugzrbDW4Q+xN+P?_I8X
zvFON1)|woK&tYL<#BqBbo_gFtV3<9;0L1_%=BL=AdfB>M<r%j@8Zp3LauIkZ6<~vl
zoeyzI%1!$F*|TSHHP?9*OzB|C{=TMXNBfJ)*H<3`*!MzK)00@88`XI(2j{=O2=Nv6
zP$qE1n6meY_0G)a!X9D~)8QjV;i#G<ZAW^D$W#MTKtTw_+QT_xYw4MdMIf>%aX*t1
z5aziWH0qL`HEcjSR2*nzW+XrRGARc5)dmOyx}X$kCgcyCqQRtwL0<v<qytoE=G*n|
zxT3sn6F4+7*C<I}@a>@olf;K8k9eYnjB)=aU=clhkuHYjWy<Z1GPpGY+lT?|>{1H3
ztP1;>6i7|;8yF~nZNT9xP{hZ|>s+<XlDzup&6{kz*8}hG+@x6)aG(2q`@ungXT=kT
zV>|KYn9puFC!wMVk^4Br6i9voqw?g_Cw?F?>WZwsgSZ@rJQtP`7}-@ZDsub4cE=Vt
z6F#S%`uXJvctktAG9;kKfHe?v4}U%IM@|XS0iLu6mrgb1)v!>2)n~1EY|J{gz~+xi
z54+~g3`1I)JL)oW!wuojJ35XGO+yf=?da$jkT{Ek1=3`BC@VEL9kVU{Ew>O(#A1p3
zf-N?WIFG#tXF>c^$;YiCyZAXzQ1{<dxPbRfgA<Fo?$LO)4=%Skzh?7(E9kc5+K#@+
z3$RL&E7_FWe+W`QEQ-D^13f0kUdNf#F0+RMu`Z7Jb(ZUxwHSRfwvQADI?|;f+Catn
zq@ggH8hP}C^rM;-7b(X!h41<SO5M?`thH;i_G-`reV1Z3k~U^+bjjmy1j;jPFTBXx
zey1MyVM62u*b+i$c!K)%@gJG4sLPj)Zel4F2`+mvSw*~lyLNFaw}1NvtSZV;gWlQr
zvoBf`$<RtJ_3LPB>t8a7z!hnCX*S;i?~ooaJ4uY8z#YI;^s=(D<Pr_s%<vQhXCeCO
zNlgQrhm5acZ{<wjdg*T`!8$zwni4tEmmGsq<k*a?`{yO->p5;15l!<Ls;)bH4aC@o
zuIzaER}4FFo6K92-KeqWbDXU_OtH(0z;=||`0IhE4P)jyi&wR8cfq#c+~t+i5<KtW
z>Fr&QxueNsTSs;WZjp%VM@O^W+RE2#qK1!=v?-YZUBnwr=o5&5(3XQSCX-2#{-hVj
zucv#}m+o6df$DNX0nH(#xE}5(V*v=k<!d+cxKehX4kHvVjKD-zM1|}Qgb&O{YjoG_
z2?@yHhA{z4EdwUv6+WyDDX18~a9!F?C%fVO9VMjX4L-JP{H88{<~1>hI&^=2xs(T|
z`X*d#xd~GVMRQ{)T5G5f9Mwk7>+qY(;+Q#WlvM_^s)EhdL6Lcc+zv@9Ufiui<<q`{
zjlK-mXN`fNuxlRype9$%<XKjCDZePbi{DO1p+xOR#6AZKY!yz{XGAno4y7ZSLBYQV
zN)>8VZl_E?bgP=qPP1t_G8_~=cKeg03_7xfw~!JMh07+#Fa&N3V^h<M;C}IGNO?85
zvMQ2KzD4=PLU>5Y3NiFl5jQ?7t%{1u@z%n$`n+r7xlz~&8Xy3pzR7eTau?wv3ATY7
zP#uaPDoxN)(1s#mp&}k1QVxMajX{$s=t$5#ON;xV4=53gj9yaaV?|sIt^BxH2m9Sl
zR?!)S4q@%6;%qjldcumb?E7Mc+D_Y=mbt9hySG6s3b$RBij#{MTt6w&2{k+fD{KRa
z5bg;jBs#b0pLW|_I*rSnW6+$2>rS`M{<tZFTfLsa)n<(gCP?H*=JwE}z5$*jDIKOJ
z2Aq@gmoGm9OOQYJo45pUQA68+UySrNoLs;s?Up0gvFVi2A6$e&f~E93-T+K;2n;$r
z0&RbYD)H!%Jj@fJ0QXeBjSZxS06oXuSX^pAYx8b6<w@@`TqjaE&_w<uK@BywZS@1v
z*bbd}3L0djcR~JdqpLSyq1@#?d>%W%v1G5MNeeo|5D;bDsErffJ9h33ndlqo^1%TC
znFnP!k)`wotf^mL-H1R9L?`t2HOk6D#}5*apnA|f^x<J9jooGFWAS6!*`HA^17YnZ
zJTp#C!_^G{U&e^e*{2J$K&i5!4SdA{gCK)L!}CNAjfUr-J4p~iJ0J!7CJZYmh}(eC
zs&F<UVmWkbtF_m!DB}H)m}J^NGfGCq+bP)s^LuDMkHrSCoBpH<$HXY0B=7#r>j*}~
zTn@!gCHG)f+%q_JE&()C6UAO8%Xxa8aK*K-{?k9x;8g>se|TjU)uR5vKK+N0OuZ-s
z$put!Hkf=Xf1!<&Y_g8!8g6ARl1UN-E4CgDfVdQi2Oi!~yj?1^Uus`ZR2>*6>3J(8
z3caMXgAl~*5~`Dl;wAm-Dd+UeOgdteMrE;+i?yq30dM!5AecF2kUXBUF)oDiL=Q5#
z)h$a|njN9;Pfo!Vp=F0|8$JPk#*J@HPWvYYQQ?Pb9Jni_odc+*lOPd=NqSLbVU9O+
z15hIXh~Mcn{stDhnUZT*1PTwdjTImm>F7SBNLjf~;XF{-dYEd;HR`bLM4!$0RwE7t
zB5?NmP7)}3IV7PU!wjo8XpVcClJw0Q!3gyX4J`-nm@(gd5^u<!0-{Haw8nn>ChB?n
z@^4r(z!W-uEW3?>BrP<Pf;IdMBu{M)G(=ugMnYtc79GNi;=a8e774cX9Oln{!a&Hw
z6G1NML`0rK>Oxm%3$IQ>d0u3O!7=9EZ(YCB?pL8II|pv8;o%>107_Ej0PFK3Qokzv
zh)8?^SlRwzslk5hU|TD=c7tI(qV6$e3>H)i6F~MR92PlIAc=^k1!SO6lxXx2k+cT5
z0YLI8q8nj7C=N%WiNt<u{|(Y568HW0_l|HleyDMiK@ddAom@oq9(a>Rhua2ATsB*a
zDGf!IivPpi#{In}8PT^EryVVjQOq6Bch6TK5fl3=urqo~pD}l!C|(W-xX|rE@gVoX
zlAbo~P417?=PsK+yMq7>j_K;jsGI0|<@xy9fCJbLx12~2%wx8B%SY5_q<I8BGp)%N
zN?^^2Fh&Y<^j4DgN71sSwKX-QpU(!|9r16%>tZ(*y)<R#?+egmI508;Id9YjVA2-#
zvN3?Ii#Rzv(p?N$+1VGNjX2&I0U3z$GqKni7oHlIdt}K5EmTBac&imV{v=##-*sfk
z`?!#)j9P>;R3xYc>1hr853!rgHldc@2pJssWYs7CUs14>k!$9NVrFb&asklm{Gy4?
z0C`UX_D~Dl)N>xtJOV{!{4X4@n%A!nkd*N^>6a91KMW>+4Gt<B!YK!&&v1mKutn{r
z_8rz_5BPT~U+tI7%uI3x!E!K3ef{cCDW8J%-GloVvBcq!ZAh*fA8s>%fT1?>{4=m%
zI&RUVzP5zMO)Oia)4L)Yky58LPb`|b@o!CD^ciTq4N!WBdyYDW`)Y_FqgLNg3@PC}
z3fc(lHS)m`<nM^q4SZYF02EC8I3r+ey@<kBI0Z=HuvV-PQj9oB>&V?taes_}jp}z0
z*9Bt2H<f}UFlpEsxRSsfupWV8D<O+KspS6XbeJYY`CoxN;6NfW2$V&fvdHk2X8%?f
zpusZZi(5B{kDfc_WxX(N%*H1{*%w6aTaPVFObLAQ-fO`&b0DCR>VuS*9-4<@qN4@a
zw_1o1|0Yq&2&6z9RmUEw!-iK!`>s=)Z^X;TFx10<mgg}{Y|g1gM#lIl_?B%8ogNaS
zpMF8$Y!$2)xE+gzq;8_lUAnRni%F*b=QOVKT8akMIaEt95yH&0nzZnAZlD^2N}^x0
zN%su;Xg%BlXTF#GhwpsD=`X<mi<Q|!uVsKr^@KYDRV#>|33QHvdRYalMkL|Qp%jhe
z==^YX+YNR6N)?+e)87R-(4paoFn<Z~B`Je&t%$zM_%8U&i1rGUD|_-=oLI+6e{>SB
zAh*Q9C-<Ch&lRVvw#~P}IHm(jQv1QH<1SkhvM(~eW7FDN{;$r?JSykB{o{9*B3ZKE
zO|%Y;Y!yZlm83$ljNM3!N}3@Vl!!>ETjdUsCB-nt5`~yNS&D8?qA}JiO-NF<?9%Ub
zHO@TG{Qmi!^P6+#90%p@`~7^b<$b;1@2jfMF?#&g_3ewxhDn@ie&}x7Nkr37;7xnK
z7;CaKoE}v`^5Lwkc6|8uPU*FN7H)~}fNGP<C+wg6H6$Ce2?N*v>}fG>{KR!@*9xDY
z72hGr>bvUkNVu&cK7>-b#zURJ;eMMYgYN=K@*FR~&)x4<tp936pLol?AftP8CXO$u
z9gx4yXdQJ((4E>()C5T87%n`L5`t{CL;O%{YS0L;(hQ04+F>Q0fb~?91V8HH@zwiY
z!&npooK#^i7f+p<(!Fx|VyLgp04tgpSM@r}87w8SYhF>dkNe@B+le-_j$9Mu)zENu
zXt>d%E(|!tIVbjq9^L12A_Y#@WYm-c_o~ej3(6Sfe1!;wK3IKcwNn!umkkBJb3aMd
zK-t`DxMi)un14`+C%>t<HK{Mqq!_R8-3#Yz(f27PS$3a(%23`P&U7d)fgaW6nA_oR
z*g@H57EiH$S`4_O9pBF~@E<s+)Z^}t)Y)spt~lSc1T3O^7tZRHpGO(V{B}{Z$_SGA
z29vGbf`g2-0*BbSF8H)pxoPXxPV^ozq#Pw|ifC*gL{~@^u{ZN1(@v_?RUFXC+jc0S
zuxgX~qxihasxYTpn~GN%Dg;N7)WS%qrDD^-MTbL1rsKOP9h;D>Q}naMwSdsMk~s&a
zFCw9Vppz2Pd_84`7p20>X!Bx6r1D91IbNq5><>0~vtCoAq9nEmpR+9U#l}SQ86=->
z_Sp`TAJr6fC{~4MBzOog=zqyD?ZzdC4wELmVuE_}dikPzRNQlFKg_2K+f#EjFF#*O
ze7MPLp6)B1xw2IQ9^lI4WF-|s*N-18caMl@Q${n|w)@0ZOt75jj{Q6~+Cl&G-FxT!
zfm-#n(Apg9qeXT;=Q^7gyP@;zGqW_g!L$i)`f3wyfV&d&=Mpi~HZ|UWq&e_T=*B^p
zKISw^e%(s(^y>>PLOKkZ<hN$~+<cY2Yx;U(sO8|;xViCjewYhCpnH~0w3QcTnH@Pf
zjFg*ApMFp8b`Q97ViU+|wC(bzS;j_(?`g4w>W?>tIAvv*dA2C~xot%{r(S>%=1D^0
zI1PLpl#1u9nX=d~?wiFIs22PJ<G%7a{th<M3~;@7ydaz4>nxa{NomiuzBI?OoyIV{
z>4UkH{o<A*00g;t73J?vP+w_kPb_%W0t!w2Tz!+e5M9oI(RIzn*P8bHyfkf^&+$3?
zY<9KGChG-!nmrabV*#jibkZn4-+g*jlyoHT!Bza#$$5YBuh)6;8gGk?UC2;WoVB$i
zb4Z4RaLJa<7r#z9=JEcfR(fGc4Of`H$Irw4W}G}b>ZgKErD=T6!CYb!`THjq{FwAC
zjh0&wUGSUOUmP^9D7-N!TuapN*weF%@Q9f5_Z%KfK8poydo;&%=TjR(spvdOH2J{)
zLRd+9#REDkRN%1#G)UlGyY3DPGXFN>!lJ*0*Vd=r{n;$L>^_(h91MpIx7u5H=05IF
zVitA}COXo49VVaqrwmTQGZN0$1{3AOK9`Q|8g+(0?F|<kpeV4@ZJ$|2AzxJ64^>*m
z!Q=1Hq#wEZhV*xV&(fl+sb&y2cUe@_kmzzBAD`x%qV-nWyK2{1RjL^ZgUXaUZ2r}j
zl^v0F%};nN{cMuo&(-c&#D%K6IkyAGH#&%c&*u-7z2tRLGh-7Bh;~}BH|FpvAT*5o
z)TILLq;b2oM>t2HX;2Ue_oYu*FPRqO`lImtKG(<FTcIEXF+sAK?b;XnUq&K87P7Bo
zP*F@qi{gG+Ewecwf%czqZZKpO2w3S^!13lO?kA~gMac-N>I~b}X7(`}DMN_OK&pMF
z_BXX(6dqm%BJGT?r)N&sd_~=s6l?CWO!{b}5>oWPSv9BqmRMlmD@-I7L-~6C_U*6)
zQx?n!wSofn(1K^*Gi@Aq?T<u&#Dh~^rYD+{o=t{N_n+;PBtjHnmI{$i7NdaY2vc9o
zjwyD;j->nK%qBd8jdtB4|9$=BH;D3B6QH85Rpw0|$7Pc)1XV_yETN!J8*|gwcHlrm
zQsNmhl#o9qZPW8wcj=-zK|>}wUX<Izq+R*=CYZvnGrUl7nkPIrBmA$kJXh`n(fBH`
zJw4?Np3CGSF1ZrH2@X|1FI!(xP9skJ5N{W)JN9EdL2O&T73O$@moD);=)HLHKys?j
z<ABMa%q<0R28?XMAH(2-IBrH)2Z^VZlT5E}9PwZ0{=(T;SDJj>3n?NS|A$*d9ou`>
zRg0dBHxCCnOGryIlgIVrsrN3G@5yDk%&y-|8Z3<sgo-0q``OwmDX-4atA+GWst&oh
zss!Fs2BcfWD?=99UF(QiV+JLGB>%ZpxBB88bOw|S0NIHIE;5xjhWZHwUdznWC@;j6
z?KEv_<~Eo?&tBj|STHEEKgXTPo-sAv`oNPU4kjT2u-lxla@}1`%oN_1h-u+jVAezA
zE+bPV*cssB;A^ndx_pfAiLu9!03tNIhb6Q?hrm@pM@Q@qtt*4xEsAgO9_1wm;5$dM
z6=&$KUidlJZ{-yn`_V{jRlxCZH)_mta7Jf3VE&UvOrW#PT1PNt6TZEi36jO0x0c*Q
zZnZ|O3ejbJ($>IW4N1}r)R4y3k!dniYmw2*^i!o$QHr%CYnlaJ;)V;<#6=Qnb6@Sa
zf5GOU&2tg`KXeC~9=92{w(F>E&@@C*?r<x#j?fU4X~_`$)aMUDL(c#Hgz18GMid**
zG0PMu7^I%LL`x}{W)2t|8*}(N$LR|5CFsPn+PYN4&VAI=uc6~%%uhRTggQ{@w}Zz8
zV~gxN6xNpW!iC36UZ@$_cE_$|D3kr6zP{-%7Ye=iMn)Qqjvm?$W`;1$L;{1y_=cA^
z03TLRqcAaCdY5m9HfrvxM<bQL>xyON6;cs>7{ZM9@bTL5M%yqEZ^N<IM`0s8g=?|S
z+c%TNnj-NPjCU>qRT_fS*N)jOo0*#lBN}@-`5-XElk8OEd4pnRC&Nyf^0k~5=4V~`
zM>_WQiY$52hrBjkD9;?qZ`SSV;M%Nx_g37sHuC>4m7zWjrg+?KwAwEsA9B=cV9+(p
zMUv*Bb9*3jIbmsJ`^4+@*Di2{&ExOy52ffA8bMh)bea3R7|y@gtV!3)bpI0>Ddha`
z0#k@X46JX1@?Xa7UC!IE+`fRu@LIczTDjN@a^CWIap;}aN`&OcxHiIh`v4Mp&yg=y
zTdRgnA2b6_wD?qu9-I$XiWW{${N`7N0R}vFKaV|6n4{#9>BM}uzPzHc<lwHacycQw
z8`c0^i_N=^qCLsuOojBjtONDPn*vZoUf8n8MgZ90_aSd8RT0KJQ~m&@fgA5$-O;?^
z8{>k<JfDEeJG4j$LVQN7WMX9nNZ-#)obVB<!~HQ1y2P|)mZ6+SqJlP`KkgOv8Q5j?
znvJQVjNd;QpDgL~;{Mg7icJefMn7IyXuz?0QTXk>`w{|p>W9K!&yvt2-x-XAclb2O
zTR&nJdPboZ%Ji1$?B!c#BeUE1XA}fL@(^rF)!BXx)(tzz`rOF)kg>PLcZu*W#f@L#
z-pVJ%`POMt6m+zisYlaLcls#$w=*Px=kx%AcoMLM+{wa@(|{8Sg?QGGi^L@3hfnV6
z!hr(^_EF_5sWkwdptBYy#r*bzvCU)F7QMz*`%D8j7qK4Uf%axF%1kj8l&4$cVhF=l
zR2Cv`xt4P4XwJJ<6DC|Ybltgy$)sbGR2(YSf3_)dpORfd5U1PAlQ)U@12#SF{e@0z
zEhfCb99^QcML^Ob-Ng0<SrFIsgbMGa49bX-R$iu6v8gxScNBSLjK0}(IvSClD39KT
z9OdNXlzCvC?+A#f0wpnhX-pi?MaK3}<*cq0Qc!ghU-SO1Q(S0@E@e)^b?KrYZ(400
z_5}YQ#?b9@R?q~&Yty<ivj~^zr^FoLt|0k||7PzG+;;NdAuP1B(^@?YBkM_;vl&=N
z=>RXHBy#lyPsoUSK%+$;1H)`*z3x?fGx;Q4ha4_B4N9IJ{s|;W?6Kj;F=9Y90C~2v
zv=<;yhy05=gQpa9N{)#g0fk@=FJG@n#8FTScnH=kLb2Y=x+Yrp(OI*;lX8|L2>c|d
z6LU4$Bq8L^>P=k=k*g4fzZGm5>P{{!0jh{)v;cC;cn~swy*8lt`k2Q<&W6&1?0e<h
z-nzMAdXFPW!n}kwOm<*#jaK>{CrX~?h@Q0Q#gf~!){i(L#{XdToQ$9pCPJqP5Q2$g
z?BW_7s$M_QSh<=8P?jq=HK7A*%>~<N*BZ^N7_@TLCvUj@@xupiY;|lm#XQL6WXY(2
z_MfMaxeYT~8Ju6C&^@bdX8K`8V+@xW9k7)SohIg_SC2RE<<?p@Pn`TInD%_@v6~?#
zJR9*kCjgaJRqcQMiJ-$Tg4?d`$tPZehz|MJ&Ji1RQ%hD?a_5I+1;QoEU$Z}Y!>P!f
z05ypbWfLfp(d+bF&?vEKGxLUP@nH@P&3w6tbtKFl4qmCI2EK7(z9oRh%-qn;Qb3MR
zVvZ(gv_b(EuPDy<)Cvs0u=m+g7iZrmFnCq4x9?Ls2pBs0=<G@O+Z#}Si-EhW8Ob&q
z(@&b{-~FC%Z`A<c^xwtbdq<-;QNiaDdz<C>JwkkKpji0wK~wSIppli<PN~|5uKsH>
zOB5y>AdXrljUbN$SzW<~Ugl3sn8j2^hoNnD+L(SmfT`q>{y#m%;9jEbfY8U06czh2
z7cG509o*f|{g-L<f?fdWls*CW_uyGDUy>bg+8!>>>RPFoV6e>KtqC2Oul@P3|4bS>
zNq#8<7maz8uD&D467<tpUPD7y%MC(<Bn%X!bgLAy079sl3s1oi_%wV?Oh}wqB4Nb_
z>DdX1PyTymKQlOr*5+v``J9Q}$3M<<cX!_%)gJh>f2E4AKp(L9W7RR`wxW%_j2OuH
z<vRO<Nh}L3ChN)?w#vKCa{DQZ)b_rZq4gwwETqkgE(flUBODs^)>rDDH&({ueCd?x
zfVB}0C1mnGGh_CG(1Q$VyT6+uj_$N)O!r3PQ7o$x2!zx+5^gcgj{yRfId90YuT6`m
z@YLpDs3*9W(2NP|Nj~xDU)YN>Nz!H$UEM^xZhkg*y=`_7UWD^}%cY`dq#MaYa=+Mq
zBW`{Nvq+(UVk830-J`Z&QqFc(2ML2$l9P<a`GK_*LNEJ|BBA#$$@%IC+Eb&EO_t%3
zq@@5`@D0i9tUr3Z%q>MCP-N$pXuQH9)oEp`wry9yztE(_hcpm}(48$|9h{+TWFwcZ
zNh29Sh$JUJ-=#W0Jw&cC2q2L@@XnI-`Z)mT-c&<!Rnk6<Hd-H;RMMdfX&ff7faxLU
z`L-Vd45Q4`a2_C&>!2cW^!4?Pu8Ix3^+|dI9H2<CslEk?EIt|H?QI&F8SK(;_Kipi
z5)^a}kJ6o;jeaJQ4#?VQ-V}CJVQL@q4qR{Xixbt53~6`)q6jES7!&|`5~jpCx?E2X
z-}-epi{VusAKgPgIg<cid39S^uX$bh2FL*00M`bO*>{KnTL<?T**K7Opj##E5TMkr
z26faQ-Op|0$Xc&0jHN_y&2VFR$S8NswBw%XvBKQ}&nf6Mq^r=dv0sZWZ>QUsTGA&M
z*MR7GOoGK68cbVgbb|Lm-kefBQQhzc4}{NspYj($m>W3$Tq2rYkti4+YbUkQuc!p}
z+=Tlx(uM|9l(7bVbwN=bxNW!;*sicA^plrF`b&Vmz^ss;CW>iLK#!+i1b~~T9^~`8
z2v3sgKpbI&zkrd7Tu`2DWZvkW=L0`mOJOCFr7t!CVvl^_@K%p6#sn)ii?=a4AL$7Y
z;R$JXoyc8rzxtwWp`AY0vW2O2Ak8tW2G4;^3ekpHsSkoSL5E7NTyP*Cx~9IHqqEK2
z&82Ulkpk0+NSXk-;hNL2iRP)2EHk_t3unc{6(^k~pWpinsD?}idzdazqzgwLAM8j2
zNsQ0wo;7d&{K8Umqpq+F5WQmAj(dXdL0r*vE52HN9d~i+gAZQeZi&xfTYP1#RJLvg
zcm?_hDxxlp&ZNecou6TEtAlTNIXmApx6JwY%qD-^l42wN;%aiEY_mZivA-NVum!(Z
zGO<-cfo{{LSKbFLY}WH_X`iJHU%hxy@SF`atixEw?DiH`)zqxY-jl8^-m}fa-MzSD
zfQPfM`^2ZMavK!fKYT({!(>AY3hB+Q{2Tf?!c`)yBo(FY+$mL1+)wnTXLxjChum;C
zTtUr}-|}X985wNa8Xq4?!`PBRdme3<IF$GX#(Q~e{wI094W)fi={OFc?W)F!39{!-
z`hTF^f>ZB<AO#V5wM`l^5+WK8*g=r(2GY13^mEqr191eki)z-UScEeQ^#(mYFEu0Z
zMs}J-Uo1%F3{puxP~j`6_Mtt9v9+@^gQHj7u^Uxsw*`#|BZjO&iM>IGHCjYuK5*9}
zLT*I)rc(zkCud$<VmUn3(;?MU#&@&|nszg7%-mYjsq3jR-mv&6gUuZ~c8n<E-TuiZ
zl9E>(%o(p4SR{+@b2K}}vf_%jW5D-treS)pm(i1DZgu}kBmBr2;x72?3E&ab)Dg9A
zP+?lzZ$Fjz6W2T2v@cY;5fhEC3>)t1>Oi8oRy9mUDMN6k+4=Oe6)4;P4pqk|^<crL
zb$kAZLPS=}h{~MK_?%x8KJNr1m&I;?98!f5Wk*$8$kUH*HZ;-W?-;>?FpFUs4yId$
z%|-2%V5cqih2G1Y2PFUZMPA9@JCB8a#RGuCl{j-kO<l)}$_3c;$?4*j*qhm4a%-%T
zD%M41x^>mfTV>bjYqvl9ETsSleClYrl>xxTPRr!mWPGs;s$aICzqhnUzYoR;&Gd@g
z64Oh(j!`qqo+_>N+=PdEcfHeEYBae|YktD(^xcc|M)Ugf`=c-M3612!@ixrO?*k{D
zrNS49wyaDOWP4dLf6s4ldslTZ{G+wZ8Kv<M3V+F5>|F*K=md^En!!+rTl$=Yd9f2e
zqie73@fK75K07?GFjf`cd_rWY59G4%sOC(A)rSkg_@zt2r@*uRxrUV*2Y=vn{PTE-
zR+Wk8;x{+_wcT<5Q`ho_b-rn<D`JTEHA|g<56)AlT}A~nWT;##{qFIPqsTMy74K`3
zGMT-Isd&R(oC1yQ7rU4GO$Pth*5v<kd8;S|{1f9UZuCQL$jumR;u1PbsRMfu*Lsbg
zY+hD+G9Kf!KTtV38;LPgtOxWZP`M~ZE3zJu(h*j*w)o=~SCa=A;`WlNk1iADmoQ9a
zHD#b^EP-Gsg5utW%$pa5!-od6>@q(6)L*Tsj90J+4vbiESJ|X=^Ah?KQe|Vs@slU1
zJNRPKTtfvmB*@l;-br69YtN9Oh&Y8(2*pv${rBqdUcu6y{JyJflq%-%+Uydon3%g8
z*&s=QAU}1$AHT?IC((LM%?WEKWK!BuEd}0Z4)9YXf?!+ONSbo0K4D41<GD{kK;V4;
z*ig({X^eEBATYlbq~a`tRj4~M=5DAELz@Rh+l|D(5<MwDl0v~<9$UYsZ3l(C^k_i0
zu$ESnk!Mh(E`0r@9SwL=F#b!2@NJVFfKc>4KmO#L-qn$9!sL@4iWs<%j%9SB&(w8y
z_))bS==i4WDx@uItRQRZJ<K3QH&b9FIJK<rv}x0ZGC2KCr6s@#<@p{%5fWli*a6I9
zQdkwb)Fz6ZU>pYJ@L!D;F{GqDhWCyJZ&4V7Q}sC&9izAE*bR&up#~{=&1CrH`L-)f
ztIRARWe8R);vRm4y_q;s=+V=N-#|`?c%j1l8Et!wa-KFhAm_V{$$Y*5!=Ssr0m}{)
z2Y{q9x_Kb;hD=R=oi`H*opXF)4>iYEjOv$VWzCNcW(uuBY)%kzEK6Y~Du&1H+wYzr
z>tW-3kcB7|6nGUilQCv3?%&0&wamaU{MDgL(N;*y&H!6>jMkjMqwIqZ>&3eaYm)l=
zBDX~A*;}r}(sLbIw`A#jY=bASd;6Ecsi-0pUT`$T*&tG@VQ5$cS*`xFiHVR<1VIF?
zXOD%-_@Ho02R4Rn&(G$!nO5uJ9HH@{VbrO&%Sfvt9MovGOnUL!1TJ>~EG`P9<=`#w
z+d7k5hGB|PqjCQ0lez3-yvtQN&Fk!YY1i8lFb09An11Df+Kjs;bPza?E}XZd^TqyA
zOlVzq1#`mabYE-O4Wpyr9Q`pYq87>-8|tFq0o<o%e`;@P-8zNwtcxF`CgC@W1>sZ{
zeZx0lmtS9S-NEqL#!h;G&BlHDVF{EWo9n=F^(ne}$zFV+<~ql~R%DbkQYJ8g|MJQg
z6Tf{ao9i-2$jue92#eZq2K&{xA!qO0u^&GD9vJUJMluZQr0_uF`28YD*~I(UH5gF~
z`I;`XjQ)?Qfh=)j8^yt5%W<M7!JQgOMqk!qsQ~ok@^)ke0=UVz{90gn6Zm?}Iwl_W
zZ7S1da3VH}%Vz1Yhru)+(sa^q>{wd&SsD|*?C_`82+70a;371DXOZ)=)#x|zD-Iw$
zj<J|R-P@8xW-q-jX;{-~Rg6SD*YR{#8o%b5%?ETfT{H*p;{-iM9dmKXVr~X`LJzx(
z1Tcb}RT4t=_-8HyGm3=0INgnZ_+&{!%wzlC^2D$!9d8cO#s6zZbe+zw<#~P!?w!1;
P;6Jya9?l1xyq5nDOYC9c

literal 0
HcmV?d00001

diff --git a/p13/images/q6.png b/p13/images/q6.png
new file mode 100644
index 0000000000000000000000000000000000000000..5bf948cd1e8da19781790449b891114cb5667678
GIT binary patch
literal 29694
zcmeFZc|4Zy+BJSR3x!H3GK8WsD>76<$(<o23L%Nekc3Q?p^T-B6(NK&l__(IOi58f
zW>JxO3VGMrcklf?&;IS-exCRJ<NfRH^Z5?Kbzj$Y9_MkaW36?ZH#O7_t)bmSOQBHK
zs2o;2MxiX#!asXxR^o3;c-tT0Khh3LCmghF&N^H+wl||3HFmJIvT?AoFyV4Ev%hFz
zb3t54Qb=qk*Et6V+lzaJg{}Yb141_T=E8!zIhAmc)wYNAE>b8A#^j$RkM|{6P$(DA
zt0*4OcDg_G<?<<=$;DM8pYpBFNHHE}T0zyk`1MU->&{gn{`U70!lFX``f6{7b(d;h
zuzwi3<5?qBsr;$M&#T>vOKx-1E{*Bn{4Hga{-j3kW&SF|`pO>p?&$HZ5qa+E;-Atn
z+^e~l-@u<Y+xKSEaq;l*ychEkz<+pFuqKkf-*7sDe09vz*biSFUh-eRDWY588OJ3j
z$8mYM-Mgqrj#uSa0Xu$N%#(5H>eZ{aYbDY<yckU1CrV}ZEVw)zcPiiBGW>v|qM~x%
zr5_vH+S;<d)Qjj)28V{0$S#^mNl86EwT6j_iH%2IeoJ3<=$($rXXW_5*o7f!DJc;u
zzGXqZVBpZa<iWqVnSXny|L5PtGg7LfcvWV9i+eHRU-)EN8N<kb^H%=PKkI+zH}5cL
zsi>%oOiXz3s?5yv1d9)qcr41Vq-UkDu&|ssc`{x(aMOtw4i-6;CrjMr+Fi$wHa9ny
zR#mMoa+y@X5`<ZgyIA2V1YK&Igt+#s=cn%1*47T2+al-U#eX!a^X&r}R%v@)Sy|bP
zOFxd&Z;@riBENohbNyt?sue4`KB(_g>Zu51Vr9KCFmSH+fecG*Y^;>yAZztq0n>@h
zn>TJezOjyfu(#^Y%i3D1>*B)nQqP%z_~41DU=Eq%6vmR@zf#+$f;ePo>FDT~wrmly
z@ec~x=;-Jer}kiP_vdHkV^gM;L910lUX@;57AWs{p}V_#IfaRZ#e8I%@@9G!V!^Eb
z-L%b}qPp;~Fdv3}^Nd3++1F!YjKZuxrWw#NFfcd_wdmN)J=TmL8T>46)tqslJqJ(1
z%g=8zGtwopXR%{N{)<aL;`E-KZO*gXdhFP-fW5nMS!M(N&52*%KJXv!uiv_T`}UfJ
z+qZ9%c-^$yD#F63+-D89%DSK}a)LHBGcPpbl_OjBST@oi-1D49<1{PX_3Z7%x_f#i
zx8NmfOGTcEz|JYfdlPk^cfy}DpK)y&3T4lpT<YADCr>(id%aq7Z8kT`o1RpjE8H??
zCVsZoGd@0ke!FhksT^y($-}KwG3pvNvE_X=;gu{#uD7l4J$l4TsV_fz{K?a&eY^9s
zb8~V&p1<?Sv}7k27sbxbZmj3y)03Zb_^`g#;`t4(KR!M!=k%Drx-d6g{_-VHt7A@1
z4kfzdSWWevZR(xhzekx}*}VB4)!N94T%@+TTCkN%8Taq)uVN5+L`9{{JjTuEa)%qs
z&!0c@?0QySXv^d7IHr2|aB1M?J&Y_YzFB59OZSK6wnodl`9(yq7PUG^XM4=%7#ap2
z#buPjRlJjN%d$=*6g;ah{>-0ic`o4Dultk)nA509-isG6>+06{uH~q9xL@weaFFJz
z%jEZ}R<Yu>baXY1@;i6ZBREE;rdE2&a^Axx^b@*6tM%HCx%_M0J#jhrnXXlo{RNIg
z8P4Npol};3czB#Dap$<V+xorC+xyZNPhYrzC3AVxy7%%=`jaP5*2e7POioT7o9d|y
z-YOxn;Y-0~--LvOLOJ0|ejc8<IMsCuG}-=d>hO4-U0qj$<$uwrhV8taTUk*Ncj3#6
z8vy~0_Yz#^riNJexyvR}BjYaLcOL(0-23MCxwbq}m+7B@*cHoHu6+6O<<iPv&TyMy
zwu^)JUsYC?H#9I|foyGUMFy_$s))_ZRJ<=ukH#WP`V@QIJGE+}aJy#Q^0ixJZ`k!z
z7=L@8a3eVQ5S}yBX|#Lir_s%#Cd=>Nzb|rS$|`_edL7pB+=s+9XKN#3Ssn#Q|B2tD
zQF&qsmkPy{6cr!Ik&9}_{7LCgjsIOP|KG_y|FsJIzu)}t>g4~`H$)Yr8oY2=JzTOV
zpQ4?-^w6P08+IJ0*GbVX>yPmWdh_NDb!fPwBzVcPm8Gv=ulV@!BQoU5Fd>7eq0vw2
zM!|bJT-Wd3z1!B_ULoDEh>?luwpnZ8mOnd=|6(?sQ^QbeE)yHuY9k|~y!`yKwl;R;
zc22VYo*0#ENm6@o&EKDn(%BGy=-m59tADoTU%$Qe(981jWhZklyzVT!Za4kYfO=m_
zbGZ4yfdexWAJiN2>`bv!c=qnybg}=f(z$cnQ5Af|%&On~y+Xb8T1nD3h4Dk;(L1?;
z|EM2^t^dRNF&T6_+;lUKkdPXM5u0zN2ZN`p2Odpxir#H;cXF%i=h2Z73guNrMRn_c
zDjw-W|E74n&ij|e!<wHhkt9KE|F&Yc%^nMrEI#yXODO~IVwX|4#KhL+UihMb8Y1py
z^WRmHw@3cDlIZ7Hu^kB)3bgO5jy-yBx6?@HlH=)yfg5+}Qz&@T%P6)NFV;*H9Y1~?
z%l8rs)n_f8UEdtmAfI0OwmN`KymMe+`@ZVX9pOKu*JEXOM{2K{phvV^&CT7jZvA?@
z?~MZUQ>`{GxicXlArx7LJ$jirIbp56AKP16^wW<T20sY(^rQrAl04$Rg_E;>KT?eL
zVU#%gix=;t(_i}beucZc`(xeoE%<dtMn(!UEv4Qj$*iyH&NkaimqKGon%gTX__bPD
zT6-s(^)j=vs&@yV=4y7CgyhZ|9*<XE)0k$k*?;4%rIfq7PHv=R6@HnT_@?#h)vJLo
zi8aX!HMx^xf5Da(38qBU53eoqt~3-}+xy<V&1*UK-cA0}Rqo5}wI492*P6}9*W267
zl5^w6l`=9iPFJpMzVrw4v|y8%N!CbH2EP=rnAb<YK50|LXEQ!MT{-#VQ>MiS{-T_V
zUu&=C=S#ax3~<~0Xv-J3vbGlW`0e^AF|oQem~&syyLTE6!|fblVPVP~e|E=i6&mhF
zA)f2$>B2w16!?biIvM9WJLdFjLO|`l)YV(J7@J#KOgf6)9_yrT^z6T=*7Wow3y_7&
zv%5AO#T=+Zm3IZSCW7Q_+GR;*N99o-ZZBfu;0P=&-GAc5iO!kPp0Oc0)1U|UW@enE
z_U=VIuf?C0Zo#}N&cE0yL}HEPu&7m{GYc|{{S1<AK5I5BqM&-+yLT@mD{CFLdK@CB
z`;NLiUO7`_OGnWa-H9Kc)b9!z=%3KjyJ^{!a`Ux6i}{s#$@3p?v}B*BJAeMXX4V-M
zZ02AqbMg8gnHOKOy#pe7UP++W3o)G&qtzSmnNzI4ep?@N`_nQ!_xYE-!ryXWXQ)?l
zZ||A5{EMpu1O(E%Z2=DyqhhyHAILhd+jTO>3vEQ(moIiBod+nT*H<yTOVQaeKl#Zh
z{n23pxwXt3B7RMGcr-k>&^lG%xW?_*L_=%;;9$Tu_2|=+-<$mCc=1zWX3D<FtJm{C
zwECPSb@?ZI@xoLqb^ZPv%O=`G!CQ1rapCcA3yANfa!A=yuCH8k?ZE?suxFPF3JQ9#
zbbfwY$u%zF8cFIgFB=*}TNg%0M=Q2Ok*-5LV6B#+p`nyrw_?uR^x)^~DLSc}t~imK
zJ1Vl5Iy*PllN96r64&XoX3L#BTNma1K<08Bz;pGEKlf%F;*{T?cNKW^U7CT6myb_3
z9<MTVhptAprH-PK61Sirt#!-uGUT?0AM6Y@4(dK|*F3)P&QNlz$0Pw$*J6h|l(%uH
zs;UmQ7j5ovo8}lC96W7p9eDmzT3J&Q^Ru&cFQ<lD*&g9`AHNg-UafuP2<=)<`G8M`
zSJtGL{C06~)OkGe*Shuo2o(?)7k`d7<1s(#+puCCUJdg~WnTeZU0uV^=m_I@>Ic-0
zetB`JT)1TZCE4+cN>TZl9a87sagp6)-J0|I2GdrJOcNyp_*u*TpFh(c?<cQA>#ReB
zOHbe)E|qm&j5Bk?CC{t@)z1zFlRi_-`L89~@aBg2Uq3wY=)oB&wZQ!Zwam&}Y$Gu$
zkXIMZ&C9zSI8MRINy@XIj%#jqHulQ&Pe1>^7Rm49*YU~8*D)Ty(aExNa4aG4_ZIJJ
zB)>{*!PCaZqetjI^0a@&kH3$0Evegc@hf$Hw33rm;vD0J_QIRZ%_oreyMdQkWt~KR
z&-5_V-k1K+T#o$6WO1!QH?gp&sB35_5V3hCzXTO3&*9rTA;ZGQkBSwp>XL|mzO5sj
z`X$e985)opM-PBd+n$OwrVQ$MRgYFHU*4aan_Gz($ok^Z|CXb<wRQ6qCqdq^Ioi$X
zX^6v?fMT(xCwk(`(N#@+`w%(xK>FfJIu;?t@vn8v%!hE1Gv5P#ieLKKCM|L99i^(O
z%4zz`WlaQ&^BiJ?EIjaXO{;%aT${Ncxue6WC~L<hmi<E36?L7l_44-qW^Dsp`n5hL
z7~6XDl>r5BW5GqzQER%3PAr^kc=X`X_r|ia>#In<85yyq;qL6~Td{51Ha=g{M7*be
zE&gzs=bbz2mtngzF{|LIIx>ux{hIi8XXtma+gx|Jk-O;B2yRv}>a;@yEiLUeweW@9
zdy$dGW!F|zYyrT%ad<tp4vWyKH<{O+@v7{8&pZF)CHW=;C70LM?rdEM;pOJ$F8jv<
z7+05<Z~btWMtHB&2p2L#pqwo3;5I)iN205nTc&aO$|tAt#Xc0HH|hbvQT~)>@Q=3^
z{al=zd&!#3yI*<Jv2<b)H%VGjC~7hCfvVv`vB-r|t}_{BceFR2z5iT%(e}L>4^Oo)
z5c6g?v+DNtEsOKx4D!DQwkj$so1j=X<AHwyIdLEK;o7+~-~eGnXyue@s?IPfZ~?t2
z&>)e%*q@eiZgo1fkCSi&ar4Kx@O{K%f@-)svoDGC_Z#AE#uvux_tDVOzHiOJ1E4D`
zMO&~{IiOQ#8Gb@=0xt@USw*zmmEQh67uxohxG&ra3Ay&k$b$o@32pti9ReZv_&3^Y
z9Erc@hWANWHEXzUS+{PfN{H=PuL}D<clP1J@wH*XM!%2v{Yg7I*l&n+DH)lX`pZKt
z-e{Z3f&VD)Vh^r5Rpg@M>`fMrzji=GCr)uS9(gGx<jx(tnGs`&^B<|{bsv({Lv{W{
zV|T!oI^6<C>zzi$>}2;R9=&(#{`~;Qp_Zz-bfXd>qXhDpf=}=eMji{2EjiZyXyp#j
zTt!lfM|VH=8=Eu!!1a~?DW_XDK4wyjmc2<*B^sT9&(D$yh57kc;`-j{>BE12+M*D)
zcWan9IfH>IO(q5!&<_gT;It5vTITY*>(p6A#k)phZq~(xE@Qo`2{Hodw6QUmJb(4&
z6&n*NhDs!(y-eC)PQqBzxLkzfvqzLaU*29yuSMPg?H{IzNuczvZ|=Y9Er47rVbjje
zcjWH&$DAtonY+UQhHCuj`1)$mm1%qi$wq>VD}9rJt9xfVLwJp6$NHRq%ad2}RK&?z
z{(;c&<>h=T3i|r`(Ix2_T`jJ&zR$j||7!!bcJ9#n_U&8xBN6;~+)J<cSuF024I;@R
zmuAPzs1YJdY>Fl~0{X4Fa^*^6iVhu+a5*4@c=rDv>0|WoNuQ_<fnQaR9(|1zY1{jT
z2^sM03+9MVYX^25f3jaggK@9pAPsux6Z-ll03kEKexzsG^(eE;yRxD;pm?H+#;V-m
z&%4;aRyl}$HOLmLFE5x;t}D<;i=s3Znf`Yq(bn9$AAe{fn)S+lH*YdYS~fE7eV}$Y
zgm-cJb^4{f2GK#zgUzB$;3X{PbdB8jC^sHH<Z^Cp&NN*?8U2x7@;!T~IWs;ZBZIN4
zt7|L=fZN#IeB1ZN<gM5?iPPh}D(jZ5TH7e2Y#3yHBQH;C$^KWbU$f22QN|WD8EMO<
z8JRR2&J4`uHssD0|NeFURG|}7P1vsT?DL<vyh=gQ*mb>JG4Z{L4yfWFl}e2c(#ySI
zutC^R_QMp4`!WjIcFwIxr}+4*X$A$~vpFO!H{i1YyLP{6&AIT!@6{_sdQN%vuU{7n
zSatE+*h%!8_gqjsa>P&bFP@=pKx7h?F<w1JexReIME2CX+FE*Gfr==}^QTQsuX}oW
z>K^OGuAorfzI{vaeDmgT+lxzd_=MU<qz)fs7OX{Ru9@o>^eWV$&61X0US7-bFb$7Q
z&H1FI*??SJ7)Ws5$9@Ffd~8%APkEzz1x<?J@bLQtx*Y4)#0*)kUAxw3B~l6GZTDDo
zqb$<tUbt`}vgM?nUKvQkT$_%t+`hkaR5CmMGe?!yPj*Dh8HWf#y)0hRI8dghrm!%j
zPfzCdE^OSm@kU^v&Z*9ku5yx2s8JHD@q{ZWv;F#ddS<h7z@_&0+FH;n{K&5Qk@;*L
zBcmtQYj(7Ik%ip&DcpFdpw3I=@MuoOq=Tp(nU+n0yxX>I6%bfmR#pZQR9m|Z$uUsL
zf1~lchX+{qT)1EO<>SYVrQ@v@dd_3LH{1Agr_`fm8wg2e{<^xF7Qp#GUJJ=$6@i=k
z-icZ^ZfBRaU(Tl*=Jo8Eco1-Yz5HD5z)LWqUKSq`W3f&%UA~+XVSEB7b9PeBI2R0k
z`;c_w=FNtJqv2X};Wj_|CY$j#w4Wm}<C4CBDpk4VFD?%U0iv+s*2`OMN&+wa_-Nc&
zdR3X@%2;nzgsiie{7mPvKXvSdXIfes+PL!AgT7*J!~cU`rkmCz+NTf~$)a$PrMn#!
z6=huj$ZjsfayLIeKhJR}s&JQ};1L4PWa=9|mn;jA&*7G;znfEk6+9aM!HyC>ZZ8pj
zuWYN&>x|qcnf0?RL;HRsuXW$EDK6{qShOAyMcuxkE<d{*1Ym@i8EtKC?Zi|;Ufx5r
zp%hQlmBxSB%@kj5FLWj}@}@l(0@{nNY(<&8di5%ajnSUUzSb)h>@s_N()KRIvDlpd
z$^wAv9MaLR$=DARsC1`nxT7Lb5)?2t*|RU4>(+(zv%Lf7cCSb02Fllu?2;?fX#=0q
zW40T-cuqQ;rWBp^{w%_8r)JK7e8PmCypi-gXR1Qtut`3@JsbVWwBJiN@wwYttdK<C
zT&TbUHDB~Pr5zpnY8FsgS;fy%!{|1!NEV8PdeC;W13;e>n^=%hr{nPT@gd#Y*f^fJ
z>w8mbWXtP{3Laon{C;gs7n-6Q65G^`Es-wCf}%BL-)-IEg`YP2{IRBn4v+o!2Eh46
z9XNVl+|vP?CF<(xggwU=|G4iVZ`s?oYY}{|eXlK<ZN~dJ32u#>4-w9t75f;q%oF=2
z4m{&_qvFD>BY!?}r@HZXCAYb$rYq4A5j2#HXV0{bqqH&I_F<J<wwHo_qN^u(pO3%4
zziU%9>it3AwMyFBjj1WO34A!iCMT(I<_vGU%a2`ch0g1lcN|yDwroNIoE`7CoBXbm
zhn5KY7X7tbljQlebHFuIe{hWn$(*{06~UarGM9gzu8We)bDb62ZPOkApximuS92ow
z0>{txBLAD~xBa6%dQsm9#5w}>Z7ywrwp)(0c~<R(dYX3FGm43C2X<&RG&DG&X~_Cw
zROE6AeLw4e^j7&VUUVb<fBv}-I>V_`rvm;13WC-R&`CYcy?r~4g@wh~)br;OJN2K_
zq#l2&5H4h3s1!)9&tEgp;L5-$uL$A74t4eJPQ7(VEK4b;ie1^r-zOXiW!$*YXC2>>
z!uQv*Z^X}zF&r8v7`bY?!4=E$3cHF4v<6o1{@zQpe<QodHb;Xjc9=klSo4Wcf&n_?
zgXI;_T4uF*Oblr5)XQ3q%BrD#+PHLw)~qi<>Dx<s=R%Wl(_IMf&p!e2_5!k45B?QO
z2O8|fq;CcXgOxUO=OFO;4R5c-`?uoeZ#%IgLt{A6x`M&}6NV-YaY}$f$N$#Y)@Vhv
z6grFZt4Gs!IvYiRoLjPQe&k@7_0Zs8hWmm`A2aFlA~R&Ylie47l~q=*QlNSM_r0Hc
z;pr#k5Z>m`pJTxXWaQ+yC%pdi<5Bo=tZO_-4T>jL^<{m%a3!A^?hJxhe3CL(xt*og
ze7Q&QUntCSIdV6T$zPPS*T16#{<XIFf0Z-+pNO6RcWww2E0@@%5Z=DIdParbx%%xp
z`wu9dv2-%~FZwH0h*}pRx(r?U^`xY2yebObw9NKa9*e)-=vhT5LPA1VH|T$o84lmx
zTeSj|Z?P$!<+rl3B5IRikqb8uPj@K$AKGfmogd<o7uuxAW*|KvBH7+*ZlGbSgvI;i
zmw&dEy}7-WARN?klabD{yerc}{A%|ff0D;mi*f%YKr%ZBD#b&GOhG}?tXcCq)3j0}
zk;)eTm-KU2L=-LAoszWUPot2xTyv}|gE)3jZlE>LvAKf(_r@O@28Qrlr9+44z|v_Z
zsd0=#v2&iog&=O4kV45Rvj=_sQqLRy{^B!ND7|y>TqEpGkl6Iikcg_jd>x;dkjO)M
z{RbMe=KMEkjO$;cv6|kOcVl_BZngXIaThu&kq^bdata~5>~b#J?O~&rps9*w+n`lh
zw{D&7Xtz>)&_Wi-EXX=P<gg7M+rGDocmYgIDXpv9^+A5ejvZ3c(p_kKR{ouZb^rXI
zSXlD`3zDfT&h4i1@$oHj+HxVw#M*jSZq?JG?CfmAdqfOevSbOK`3@&&<LV&?e8}N=
z>II3ISkRG6WJ?mlLP30$HZ@7sOaYijwiGw>r&qd1hKB0o90(vglcmluQt;nH6$gvm
zRHW9w%Wuzzk?<K69wJP}astw!7m8&w(9vCg@PGqUNZ{Wz(x^3Bl+NMd;2)pTP0@_F
zwD#9VF1vW~BAT*;?H}_mniID3_x$YPqenw?Inj<n9v)~flG(Xy*WWL}|H=G2sIrjo
z%QyY}6u?m>sy(2kY&R^FlArBepAU3zI$9%K@(|P+*fuX&)mgkrqM{Z_rxFRw?Uw@~
zO6BF{2fh^SiHnbi7)^uJOpO#%N)IahE4(w7Mk+`!MD4MO9vZCHtMhS({LqkYv`-V#
zxUrcTAJ{wojlzcaA$~m3+iLkKZ5Jd}rK%7<rQj`cSr6)D!JMx(-`_7iBKtSm6EtsD
zmEMHk|5wbb?oaW&Hq+EU?YzO~B85a};v4X!N2mXC3vB*(UFN@SLI3HS5vc|grrWW3
z#av90Jka9emR4vS*3KK*%}K)P?_KPlFWLA?Y;?zt^I5D&C-w<6wL8$`YM-$ap%l^n
zkqG~r?w3LeAd?0AA-)v<KS^9Wsc-+AR##F_|EW>_r@Q>GUG)F^<{zFxTj=Az(%51h
z_3%E=@USM@Gj7;G)N7bExI{!4w;l?5g>JLqvF6q`u=PV@*wb&8A6B4=b!1B14uXVP
zP<uaM3u)pb?%i8PAuY?V$seYro=Z;TSVbPF^aF;7kKYRWL}zE`>37qIL(Vu1`3T-H
za&wP4WGuDHv)}mfOWU<@6KHsMu~VXbW2vL;;19osCR>rF{^re_tn#jT?2jl9A$*_v
z_=Iiug|-`a?`~lJLuYH9j=pjy?%O~^JjD|g$E@WOZgsGugp)<sP!SbKY)D;AP1)W)
zYhD&|Md`TL`6JY)TTK7jAc>De?l04jdK-`bl#Yw=Im`J5OywIim_$@p{ONf~3p!<H
zRp2(~7-no)5x@p$ZJ#&<Z_t(3I)Xg|1CJe7`!WC7Z2x?%is*w13JO6TH6o#b#4X{8
zoS5i_e!#`ra3eZQI5(>5KYaKwI?{FUuAq*f(a+VDm6h?ZD8cIyR_2yPWvVZCAoodI
z`M3T2*GGu-LtRo(SPG-d9a9;fWGiI4rB3cOZ!0R4Z8|{PO|%pe2Za{R4#UEkRN*l`
z^qNt>%irJ$Iq-@-U)pW?>rD#?(Dze%7oAz{CH*<xJ=4sw(t}#oSF|(fq$k2b`?(0!
zEFNi?;)#ZdItMSoX>;>cHa5f8g!~Z)RQhu5-T&Ut;K%$sI5d<Q1v|oQQD|3}b3_o<
zdViNx@Lx-QmpmW!hpd!^`C4>TzM$3OU_1Cv`4sLPkcp>?nGfTRlvv6Uz-b2l@aOcP
zAJ53nRsuCIVp>5D4)d|WCZvi;%HP}p&F23FviuEVb<z)bzxur}M_&8$3tu*YDX<JT
zW#nG&INTnXs+-Qk&(HrsAq4!{{LHAJj(HybF3#k&-yh$Ypz$h)z({$wy;H*-!3dD*
z*7^DQ46~YzlzQ_E`y2*tRjIey{+@T9`Sq(CE!yX_id`z}-oJlOo0nDi;hV$A=xEu)
z1J^tI`_0!~jAreDpeAMCOJibcdOJEgEmxhcYzk~BXxW$Ov$EFo1Gi`;zlhrbY6Q_-
zJJ!KWAzY|;%3ZwvQjqSN=r3ILE>7yaa2(pSblI|t^K)N2d=#!pBw#Ca!y*+LgLd#F
zIIWdy*|&pz7lzesa_U|RC{sT?)J=3*{#r?DH$e)WnSFOnecysMV(|!m0n8$|{KACR
zD0KW3gRnBtDvD@*z15P|hwxS{x{aQHpqAtqDXm}RlKt+R!^`UGBiiYP1~W4=xR4*1
zIKRv7&W8X$Rzu#2{qSvK%h|JMEyK^<vME_OPFO6h1z~yWm-h*(N-^?o6FGsbq6%px
z;Ba|%?>_#Zo8I<oEn8P-Cl?$_WE%sAbqDTgXG|}ein_(CqW$EArk2NMa7!j2Fi6Od
zHR9R1lS;#_sI7e$+cYcBw(FYUB~hvc_2xRhSJzh1_4dcOj@<;eaVN%OwlDn8s@@IT
zhAnCG{*j7h_-HjK9e)U=4T(oL&(@_Q-E{kMx-;TaEW^X&fd*+GsBJ^XDGVF{(7O)Q
zPj~&k#SL}$_OL*=Wx*n87u2%D>Y$>Xd`t-%<DsEr8(K>|N(f7+rl!{Y;Bq@t2=C3~
zPxWuET(gNrC4@YiB3iFTA#q)30?Z-2t2sG2MFB0iRYF)LE$@O62!NQrj$9wBeXOAN
zR8y+1I{hYz!|v{2v+!f*I*N<PkCG1oeG=-&{PhX0^|Go;1w5Q4T5w`x12O2us4x$w
z9{I+7nagT@f@{V*%a&;-ALBE=a6t&*3afjkUWtZVR!;6U99M})tm(BjnF11mrsdz4
zuAiOKPWQu)d5722r%yK}^r?K#GE>sfxYc6Ti-4pdysKuc!V28d_Tx_?2%k6uMWj(^
zmn!=D4RS6Mj0!Z+cb-n0%mH5`cz2094xW%ytqsMW2tcG3v%+=Y!k9twbVCb@Y@c`h
z*(QLPeT}bl(!?&Ki%2}zoDs{&GhUJka-G)P+&t5D)?QLo;&Ae@gjaawef>u6vk8Qe
zIjo|>q(CDI9IcsfggLvqCiKpoJA|5J?Di<}g#l2ty`$i=O+%*XA$;==K7wx5s#SK~
zuWnL3HY?DKem0M}3Bl&^vCW6ZEvR@_JH#ZVe)zLdp6!A3`U6xdJ+NAnVEt*iD^sr^
z;57+tH3DH_ifAILFX7a9`S^^%3K6pzB!;UH)l&@OqG3ge1&u<XU~f?N19?(P;bS4j
z$is(kSWdFVK{vLq)4z<)9ScnZ?Z!uKdY*4@e6VV3j&%cW`p$64N(wl!{lMjv{Xezt
zX1@J)KE22X4`B+*E2YW&G00yyTHn+YjTkov9KDpH0oernt?JV;`_NmrD8j<Rlv|(f
zxXsUG7M5TWNjZ%?6wK~xA~+YXtua|^TaCMAbaZsef)Hz>L?TkfiL5iLNnR+NZoh&i
zuR><HaO?0sJZ*KjaJq@NPvmavO?WF^{r$dRg}ML*^5BR|^xe1snt7)8j(X?UuRetG
z`tV^rB%R9INb%8`QBy*6gZ|YlphgxI6}2^VK>phMU@f3`=(G&124Z5zo{rIrIgOlt
zVo-2={j!brckbWc$-q^`T6^o(Ew15om>OVnh&^KMY<%`CF<VgfXPUf*pP5ts?zHY>
zjU_NMY9{0qf=PM}scs2{VT)`js8b^3J9{W7T$|^9wIM$*j|=K|>3GR7(n(eSGD>D<
zX4GuK&7h#L>&C|&_Hux=*7syyU`SGa7Xb#b2ZHH|JX>x&u_$~K5Vw|5qGg@0AtRWg
zZ4}gvltBSQGFSo5q)2w1=nnnat-=2O<!BU1+|J{ri0s*O2uzL$p6$8C2jvUXh`X|m
z4o*n0ue?^T*M2hNQCL`L3o?vS-$6;$N%cX1uUNK{9wuj^OXu77X{U*qBSBQ6gld+!
zyU}mnO}}N!7QNy!3*+8q5*A>A(cUTeu?Pn}Gp~R7=@SdZc5ccVi0!v(E^G($SKok>
z2CON+x@^_EXXfgZQqo1kdO>y;@=nIN1|HH&q8j+{s=!Qiy>Jm^43eo<=F9tta5~~L
zjM)Q`3bOIRg<q2>X+aQ78lUKCy{28$507Wh<8q*rmtVdVQFgdo72Lz3l1XUxXg43=
zBT{FGb2BtWtPM#+=<@q5q9$Gu5*Ek87<SEcUS}XV2btf=+4&|ZA#Eid`&y^qI6%r|
zKJ6_%_dPXTF;dJ-QC~lbQQ-!-dRmnbucV};k+HFL&~;qrhH|kS&jK2Jg@Y7aM`OL2
zZn6<`O-rs#`gEb<&2=UaT1@Z?2w&Shl-qGUQ=y!mO-zwIf&1^-{uny!)`k)fkA_?u
zBLo@0JUFdMT8VdHCKT~|eI6%;i-nL1s0agph_sJS7{3JsRD>Tw@z}8t+|~MRYBUJV
zS)2G1nI_#Z77OZHL<H~qO;k~Tq_eZ%eWy`SXdw5Ax=ftYvFwr6dPIwsk_b2Z7U!R}
zBy2xxX66lb$P`@2Iq)xOLlD-9uQnboo)sDfKZ%VBGC$r^m9FgB`shH=(6B($4;M{u
zQ4Zc>{r=*&Cx%5W4;>T77G<~LLo3jNW>|d|BZyyCmi=gy#BH1G7cX9z0DcfAR69+=
z9319LsO<0X<gj-4Ao8J*ZgU)LUef8jn2t}d?EbE;ufOSS%svJf{)%>RqG&c3To$(c
z_~a%nv*2Uh(_3(}bochy_(VpswY$$*JGr=|7=#=E+cEm}o(+$rB=d0boDeFbH{pjM
z93e?6k)+%GYPHVqqp0H=0KEV?ndd(VVf8steNhUy(RXJeIEfdky}jKsJaQ`}%GzkT
z&A=eX3pTvoBJ0G}VaZp`fJTCtK(KN?P*WgyYYv43Y-C|c`V`~0T^PmQ8+w*82%)jk
zfPj<f;PH<Sg{6M$aM~uPsi{fKgm4jR!e-*->)Qio1BC*60$$}NH0m#5@g?txsH8%t
z@*X;}r7yp}p>Gcs+u?ho%8;1hYAuFq6>D8JpQZ<0-LlU;06cgXU?`SQ5=?TVP}O#_
z`=EspH*-z6F#N|Tv?=c1cZ`pi5`7SgcsHmp+sl{hCzRVka14Hab|~RH{q(|gN4!CS
zBf#Z>{<jaBgbromEfe7K#!g_p)@%_RK1*ke%m)Md^BWZUhvue-3Gn<ZWbi&oos&65
za1*U6O|nMpHO<`TN1ZcjyI=c*V)lf^>u`t{)YO{zc^LM5ffUdG6uOE|4!}0akqu)S
zfzEc(fe{fA)HyjhIVfT&*MxTl%g+sp!(tMTor&ad5WJvRV6j*NwETU)XO<Ng7o#d)
zMT-9(bIZP`r)QZ;$VhM1dg#2>_0P6?iOgPFhn|QOpPe9$Y8XQg>@XID$U(Pp=dJSD
z8eWx<ek(C%Z$2+*(%c`MiCIwU()SJexfcQv#!H>#*VF;%kTT~m*sK|NY|R*yS`#=Y
z24JCssC)ymf7KlEFrvnp!j>LIqqTXrRVlJh5c<=d)6+w(EF3b9udWOi>6V5f>VgF7
zpWS8w1BvAGTRWvmI)TCklRMB{bCwz1_m59g9i{X2Gfh_D-nMa|eM_ij79fk#gC!_k
z#p&vaMU8`Q7a@I-A5cd0^3PK+&zYc^v<$bng`i)HK?5bAmywSrZDLU?EW^*-dbv&k
zLHcOg6~2!#o-*M@H%>X14X|a2ev?ljmMd5>Z=%X<<>yxxrY_l!&6Vl!?O13^&Ao>Y
zAF_8WLLkdHUA9!`<pz{0*2|YKV^O)h-V`ccXH=kPm(tKqJEiw@%#Rlw;pmsk9mxjD
zw~rG`&)%!yi$cgD-bkGhlIO#s_%=NO;~s~-F{a`8ly>!Mrl6o8B7;OuaY)+}h;aju
znOU&r9%Q?!n#?n1gUy*PTKgk5K~Q!6miDAwoS?@)NJ&`T(6FW741*0Ucz-KSG%VV#
zbO`(gYbuN)Lh9eA<1#Wt=Hbcpj$;T3L%pf0k+`)N+in!=yv(z3c@3%;MK)$83sf_q
z7c3|Hlpr4wq=oeL*uamc!+mZSNYk*srWQg&pi)KU>BG^X<gEPb$=w~gYBtJtTBc{u
zhV?vcMDnW^Z@l*crK?}6wUAfEC3VFHUIccelpRlPT^&KF&Oc)SULPVEkqw3dBXYKu
zHM>Tl8Ko@4v~n$6Q$+M3<~7;9nmgtf7KnW_yGG>1@tP^tF%dJ+qV^B7pFO*d+BMR7
zwXmb9sp-)t^((i-!&yLzGzuLQed>FQ9`9qU?S$Se0_W(j<5tkKGU4^wIgOzJW5`AP
zO}AyXp{CPd7{PH7C{KFXUbdg8_i+dwGT~xV(U18ET>|cg#^@pb@6}Av7I60Y9x%RL
zC*>~Gum>%DY=hX{ao7TJKyoI~zj$P2PZ8qBCBpB?S(-h)#?{!y346xvK<Rjul$6XD
zLL`g>yKi|n%$)Qmz=9Z#GDKTrck$wSSbWrS=42cOxG+mao59l)0B<y!M<N3guzVXB
z4JMw~z**k78u~>0Pjp%v)~(|~_e5G1GO~hwHQ1J~bzknvagr+s9QFcwti>ySgGmoB
z^qUZ_-aNNKDNsoIa8uN@;;{ys`TkE5TKCMi3X`rKJDE6%h_Z+h&h1qSc7T)wGVS5<
zdp7BSxL@kgqz?x|c%2(hI#SIVfzR&*Y`P?g(&GB~Ytzj9czvdI>u%?+wq&g&lb2qr
z&$SmydofDcc2bIGy6ND@)9O2Nk%gT-0Qx?m(^*AM@6Y)`ANA|aE7+0o{q?_p|3;@q
zFQ}VF-#N>i8Yym0q*>F7fHELN9aILGO-aejvHA>)RBs6f_i``Bk;zFV0Djqr<r~}<
zCO<{UySXHO65w7A;Vb|pHuY4jF^K+m8O8@s<=HMlbt6uBN++&JJb?JD0B`{1Wo5CY
z=S?HtM}S@fPT1L+K!@>|tMCWk@rbqloW)06hKQ0_U>uh@*p+W!V-OWBDq>UFJ6n@#
zW5pk!_<W)4l|qVxdHb-cYB@^HWZ0|K^z>ek0$LKj3dYy#s!`oiXdl{o-C}{zL5EJ{
z4ol1A*ceebB}T6@P>9bM&Vnuk8Tk8S2}cNSlMr1xs|4+YhK8mT8<TPKW;zO)Fo7k@
z8?T$Vtx_6aizJAGADH=;6a!K}rtdclCJ@CtdX3I;u(QL-4Ihf<&S_*(4zj^9-b9xt
z#&c<?qom`ZBhp}f{}IDAPkkA8sUA7<6879+bk`426fMKYkF4fq<ltDty&OsZ>93a9
z`{qYX?Q4o*W0VeZ6k&#1D{aV^k(ntvyZ;0$A3uLLG*&$|R|`vV9hT$zt5tj~TXS~7
zLze2urWEq@>8?ce7=mlFRh|2wdtpANN$6mONWu~T9;b<c+w-y@kZKxq&^Vj`6c5^Z
zj;aKBoC(>}b*ySzq|o@jD^v7PEyB0We(-}#j22zAHGxWXmJUN6r9RjzSvk2boACmf
zg}{^bpi_X!2K#QHC3}a<)L^os#Uo>VeWCAWZ~^CeEEc0_J{B%)Q~_Gx*}MVe`^2_h
zYxy-`K*TT?WTJ7BdpWsf?5VF8b*ka<Ag&}ulof(7i$32jS^Ry4eXj!zFvlT6MC@wZ
zk4UJU%z2dTa~oRvLsas|+R5uk!GQ#gRUv~*r1qugrUxPCe0ntJD(61WN~$Ih4amvS
z?$`MDsZ;E{D%XO88BqVuhKzqZvonx%u7^YJ4jp3?7N2y#P3iSGcqoXyYV06-iW9}I
z`A3@AD&F<Qr5TkNmWHyO?Rx1w^Rr;s7M?2Vf>!odTz#N5m+bj9Tt8$aEho2~iFoe`
z>}v{R1f#-fFrwH}p@&3?;StkX=iWVB0(tPsu>@yvYzeDFx|rSA2(@TOr(eJ`KwdIc
zh<AJlp*-58Yt;3uUjDkb_X-rFwXj9dbL`!K9#*HIai=7-NUSJipyjBIUGRH@KA^+f
zd4*i_XMkkYs(TY>GGL)B1=Az~(<@TpMp$Vm(dwSF=q8931s+=p!*{6{V)fpzu8GP#
z-t8ZM@L9a~+5sZ|W9YzkYEaL4xn6~IkyJ`;V|_f(@Qt9LkG1xi!gOobDxW^hb)lm;
z5I~%8S0F#@8rA5!3Q?PypIfZQn8!6#+Oskx;hS=++0d>dTM_4611#(aSH84U`Pa~^
zAm_6y(BxmV#86k0P~B<lSnq@cKCrut>(^fgAy;GE3#$wn6Tn#4Rd@*=8(4<1v$K!D
zCvFOT&1q(Y8~Rtq#eOw3tSc!aec?u=nUR8-wL0`{JuKjOsg>C5S#2FpPwruduem04
zSz}m3mu%0PhZzq0Irlnj$4d?(@r0CvKyJ>zxDDpo(Yieyoq(J8GRZPNo!$)QVkC)f
zf8k<{f(`K-!Wv>J8ih`FGjnsM@Ell%hpe8XTGZlpn}oVTU64d2=XgR9H*^tuF9}lK
zY&~*JOKS-Qtl_4W3|j)gxkOq;98p!hv#-l+r}0=feH-z*Az$ev*J)sc@*FOjGj|fm
zqG#tvOBd-4kuHbD8VNX*cl-4apaV{;B_pm9u<nLto~_#ix)Wfqw0F_k!Y%*t%ZX^x
z^<u}S8YqW>FbUY2PQ8wP2mW}FG<U|qIXim*68Bc|9=(lu5v=B#PUi@FN5=|cM+*HU
zZ1Cbth+CkcHk4lWMNXr9`xV&M!li!OF}Z^de-$O--ae01=U)@ag(axRWP4EMsb)J_
zBoT7is-j1XSNBuiK>{Jnf@Sz^J|BTK@4MfmA~3$rUZFaB)%xQ#_ceqf&11fkeJ#5b
zS1^~1<6wkJy;=v6PQVxcJlziFr}o|+28{O|R#&gY`y?z`Xlm_ea6(-_e$a7p#!$1-
zGcgm(A}-!2@Rmk_h73wb2W=6b)Jw&*;>|y@2j(eu?%X-?@zC>(j9c3bB+N+q!H^Yk
z%)oMdMrLc#arsgt&8436OEgr!)<#}O*vFdHgpG`kYZb7|4T>j->T@{j#431G@1&4S
z1B(uYf;N+~SWwj4+q)cH7J4!kt5{`L1Qr6hSDk9)I=X@k(PG`mfH?eEWiXzNz>Ab}
z^4xB?fP4_6rr`LI`VVMp|LGtWf6p;cG@j~90>LiB3Tx%RA6x@J!#1`11XF0{+nW(8
zCxo|aes-LcV3Gm%Uiv=Z7MvW!TVUTu3u81-z4im<T@!W|zz~>!yM`F2P>8<??G&;J
zH^}^5`p-*Yp0&en58Y80`7z8N<hk|+;$^~3)uiVG4C3L-F}!@#vN-WR@y5UaS%E&A
z7#q+zpQX*QbfYmx(SIp2M(ZRWkcYiK(44uIc!9{6Md`TN0g(JYpq)5C{?s{sX4kU+
z_MUIBHJ1T*;hmi=NxD$<O4V)-#37AqM@=*(hp*-y!S9rTFaV7$`gnb6R6ugQ_A(W4
z|Cu%&@_*_RlPVZA;m+!@vn|gpBIK^@27FkBM#8Esj|u#TS72bEtP4z59%Od9Nl5aL
zzLAh10+@8i1dO1ujYG4*sL)B?qsycqLXtQ$otHlmsQG@-`M7puVs}&e1L|y5d%Gcl
zUtsmA)Bu7MTe4N#7hkg&-9UwZtP@>E-Z(^<tS`g;{o7#3r^|@b9YzV~;pRRtBxXMW
zZc)^E?93=Qr4$3&g%Tvr<eagE)VtBqLLl=}a)&TEz=XcEyJ)(7J)Hl7I>(<Ab{*Up
zc`0XGa#6aCjg7gHK%OX=dHY*<v^}EIvpJi653gHt8kI*{ZJ106)defqIXFnny02!d
zIa=5p?%il+VL`0P*)<x}5MB&8eX}0Ns$yA2;J$~?WefQ%5^ETZwhQ}_KQ;JyJ@GID
zVd^}7VoSs(0s5`!p8Z;@dL0CI%gVO#+LZP3!gLBx{u{@e%d`yC5=Dge#F`<kSAZY7
zjyd7OL&pYI=o<(L!s=*KII5g82L&q#+ll$KlK1-ZyA>OJZtIqgvqXa;i-S9GtoIfh
zWEXFIX?fP<J<PkVQ=iQV66>8!Fyy7WCicS$+FdYQTn=$cvZzhb%4#Q)cXZEtK7Ce>
zO&GvO8)AxkC&QGIa+M7T?M$QwNcK_PT%O?;&iUIh%)>6@xU<#P9hU06yu1yzIu)2x
z`Af5sf$XDy^%KE>!0@kewNX$4=;ux&yof-CPI!6e?3+~NVZ$#xYsl=e#Dz9ixcCpD
zPnuLVdLZw%3Eud3ube5R2)h7e%5rd=c)F%jT$#DKhoAsyK<20u+5?5~DmDq3v$Az?
zP;_;bJrcH4prm=Pv~=Vk^GS8}dTJ|5JOM|ff}2&}t+Ia=vdM<k*$!-c;rLsbF|P-D
z4GIxt7INv*rS=9w)!LYiVMF;=c&eW*a^?-=Y{xNhVSh$a^|NUKwY2h&l+Oc}5)ujh
z5J@CRSn=2cs3!-|z=GffFAlwhy-t^gCNQwDnvC!SY~HgL<LaO8%{@ZDhKiQLuROM-
zKHT(ML;NaC%%(UBC=1Zn9G&?2WivRR3h<&nU}tLLPjw*QQ19(tgLrO+{A4NoTpIXP
z^qklG8fuZc@g4r71Zsd{p$CR(Y&`doh14%!22LWS5hEpD%FQF8f=ehuM#TZ-?}6sg
zdwzK3yB~wMsOXHV7`7;aw3twShN86rEowR78K#1omZk^lCQ9&Qs2v%k;U0@3`mQcW
z<>&72^JqVV(cj1DCy6`Li;)bFQc6F6{``2)MoGOBCy3|AGTc}~%R_575v)dFb&f-3
z8w-U%O9mjVTO^=dttEXGsx11dXGmtr1`5RlnPFMCP4_nnJ{4xs$vUF~)6@na*;lAe
zK#&5I`t%#_7`$SYbCCcUp_BGr1ds3v6TxITib^h0W=6^x>^e)AkaY(l+%eKZG!Fuz
zuo<%0BbUf}XpK%!@A;NWBYcNfMQeJ{=wp_dDgvASFRn3ugHIp7iHS+CS`JL-6i-;A
z-psW=x3~_rF!k6;&A!e~!Woi$;9sLedMJopp)swkt)_su_S;=GAq63aNs7h^V{Qnr
zh{83^=lXYb1|5_}!fxv}1|Gc&m(5}@WN@?96}Bd6c~o&v?7AA=C)CfN1xH~;C!_=#
ze651}vggq{2XQ=`{`uv6qy7FB$?)W%Q(^M#w_%6&i6+~pa33F^lJKd>DA+1o@s1*7
zE?)>5BBdBx|E%=8vPN{~t4S~2Vzxc(i@hcr)h>VgzJ2>JkRkQS5&ZxuSIA<T6di&7
z?(S=kA8)7BFTV9>-r<8vQ8Q<1YT8tA>*2@cx@Xv-MPhO}t8E${zpmk7VW4)cQk}jB
z=%$iBuuTAWhPA(Xlz0wXn-CkAJf#7B1p+R1ni%a1URkMx-0kynX9KqmdSFMX-&h*n
zBca&Fpgr947t~3CJAuY-;nyV$&g~);or$;f$rldEkXl&4k=A5>L4)oU85wy3l-ClS
zvxP8_H#|JBY_w`y%nhVVzljNlY*n%9Tigc~aT|Ro9>4QN#KqU6*I+@!F{4-QE@#-M
zonE?=a7sio2Y<1<bvN34!pOk0C+aZpZt0V^P7n58S_keudVZdWzc7@TEdE{~LoGz)
zi-V^>rIECc*pgyWP9Q(X2tc;#+a{o3C9rxp)~1M6?92@!k78NU$Wbfg?=VJDd?MrY
zRaP7dg2NnO8{SATxMlc*1VCCMRKsmaZr(dMSUrqEEA(W9K7Jfc!!EqA3xLQkYid*>
zPp;<nYJO%Oj8_xB$Pd<#2$_&tuOK|vqotF0O#G6sF*NX?o>{>B%_@GVAlWswO&HXD
z9m1#j3OpEeWt?i_NBAdsUlcEYqT{4CUIyz%Y;MF?g2kAm&S`0BDS<2?Vm^SF(9F_6
z!UbW}gn#itjFg=MOutnn{-i`t$(J>_ZXzeY;4Q6Cpjp0ZRXpBRq>q+r2*G<~5)pc-
z*z8F+*ycf0ZVY0V=1H#!?}9es^y6u+2z+{^y#sDiMq1WDFYa6<qcw(ph#Y|d&v>mP
zhosi}O`8NSyGBb`tb>I@kio=B6V(lYMGoD7p1w5gSR@Ly3GN;*$QPs45QHB&s(iM$
zvnz`bH5GxVd#d#<)CR)ILd&3gDAt4OQ~$7xcZY7;PESk2B4}JizqJ#;0y%?1yo#|7
z9Iml_TJ@-^>Ot(uOvt0InCT#69olKyk?7`(5ypr%GO6*PPkZYMg;1J9%Bi5}RXkqq
z)&@2A3Wp?M?omK1k;cZxW_A{L0&<6sHtxCXv&>8;D2Lhw0kV-279oI4#V)r-FC7mC
z=<)+ylxkofdlqnJ<Y@tk6IIn3*R&h7*Adus;A>$@S~H4$i5U(-peo{i#W)Mx58J?(
zkihMR=!dS0FX-zBR-NPJZ^=10sH3%xB{(t0a8)-xg-1XjnIc$IfB^mx__N^}@$_IC
zj8TC|zT|`j?7+#EGpB|mvfpO2VLmxDX$t#^_$~>a207KQrBi_uN^Z$~{K^j$1B=e=
zDGUW8n9Gsl(SG>ncDQfGRw8Zhuj%1nl6i*4#$ExnVy$126o_?BHBjR(tV^;(>cH_h
zW$^0|Y(FvFVPr`8eAn68ITma^L@JxalS?rChQ%oZq`+A~Ybl`O_FlVo%@$@&$?CcW
zXmSB~48nTjOsRmDzTVHMvkisL7wf1YQDx01KZo$f;z^o|-3qGai(Oq^G532F;z>WC
zb!*OHHMI&9N4keux?4p>nV=U{+aHxdQezgZj#f*m89#M7gg0`6rUsD{56K(k8N@tD
zgx)QDYzer@88pBmCa-9+RjV*QB5@j{eG&US<jJsb5z8VzhsZ65j~og4<Z%-EJUSri
zl)U?&Ly1tB4-$F<qH@)<F+&WQVF_LntcdMYHFSBf`6^&YvbObG=vJOM^`aE>!GOb$
zHDVRQYCHls_ZcS8Ui^q{v@;jemz`bZz9d7ds6C4MRHf|Ah|^&zQ6xmn-?F<xBqf}e
zyiWKY9K*nhu^Tdhg3+|Itrrl|NHgkbTH7Q1{^Gfq$tZ44U~=8fPY|N+%uh$N=<TxU
z`S~*lb-DEYd$AAhDj^xRT`#W*))S?Z%zt0Q$KPuoK3sPt;7kODU2l-?%UV@kodpCL
zp@#uqZh|2^N+b>t(d1;DV+lUw2jKlt3ES!p;u(PKPOH50m?EYk6p6L^wcoRFEsuDX
zIljmg0OfB-cW`+zg37t&!HEuFBZ!~x8^YCLsp119N^oS$!dSi^<R)@-6mhU1WYTi?
zfl6P#d^yo>|I9|8i4<rpbbf{nNTe1bB>#;VM{~kJoWH0`JBY^P80j6tovxzq?B>#t
zf3aT?5v&Md>NU_DKi1^Wu)17hX{+m|&Trpt0=M=cFNEg8wN6GLL5QWdpNl}t+=UAh
zpYo=Jub+{e38Rf8hzx#~d_e0?{76IZ={GVl8EX_^5BFc>t4PKq9`sp(^j%JHZ^Ca*
zPOv&i$Vv!D0bAtu)_lH`ZHd%JYK+R{C1N^*-Qzmsn}Zn8Xl(`cyac2PLco`CDLLQ;
zxu4W&$NYRtAYJ&{h<J<A@cn7LBk(2x?NDtae|?V(0XN`^gIfqi2PBu|D7{jALh_qZ
z;;&y5n8h0EcQ88=nEC+QcL~JTNS`ae(K3P6LwniS+K!Q7n5+}HYP4P<T0x8hG(N`_
zp~mW86wVQ*WnicT{~^3@5rjk+Mh>tE%iw=O5<|++ilx;eUK<=Q1NB86n~B^e0mIl9
z;z;KHm~w=!^$;g>IiYlm*mmx(dlK&mLBkac6I?H0tAfuIRuzp_Y-R<w1(wYCy>a!&
zkH>$eC-dpkDEqkB$+h74hluu}qQy!S_pe{SLiTKEbwmq6dGoyV0)R6{mQS6|X1=8F
zmg%NxV!{K0t+)Tm)ZhWEeV^n{IKcx!{iNy`-Zp{aPo!z6n3myjkV>OuhxIESMxd}b
zdk`WD$5-iC*3iMt16|x`NX+jE%cuAUsA*_q8nCyBA>A<e!-j~d+Mwl>k&%&iC(Q-G
zL#$fM?in7gn`rz)R8%xd@6-euJSQv)@sPkjQ1;=2*6{7jhY86ae)&I5O-(H<ZUWG?
z{WW1BVcnwL9s}o1@<BPx3lM*Zn*<i#yMGNW3JsSyd<!YG%@Ej3m_8u`KLD(3Re=!0
zpEvJfR2%JTRNITEg<=Uyh%JHW9oSuD5C}yR{=E%2M($Sf5K^v0Lky3U6f4RT4pLbG
zWOv5CJbv5+vL2znL>vY*?rzsq7_uLGf<dMe&(AS|m>fZ;g#ZQqI?(QcF)JJslzf8Q
z0<|qL<I3~}9R9;pI_@3ZUw3a6O5UTSBvYUvkSFogI$z(ycZ5!oSel910X{<}aA1)w
zlixlZ^8W6}uQm9+ZtcLPTM-dA0AjmQ<0#RK2O-6<V|qL}*Hs0qcXik<e{wFHYe_P`
zk3$9MaSBg(Rqdqd6G${TYN#9gB+50j$Zc*ngzH^K52B>(;^tRIL`C`G95c){F`$_|
z_Kf;I0#K5G0dmL};2a|}vp3LL4=DR(6z$aGYrxy>|6~7=F!!l7=T`}-Iy$Ox0wD5<
z-m{gEq;SNVn*f|}vJqw4B2)`Sgc(|(L#QY#kS|HUqX{y#Xg3<X3hY8r^sd@Z^>rR7
ztT_YX72$7;lj=y!89QYHu9U+B&;`%)<xmkEkO*2y2_;!_Px7|NE!@k=IC4Z}WGqr7
ze~Hg_%JprBtl>nH*F7d7N@eOR#R%d-ANn#J9~bK=;5Yg@?8bHv-08&NXRYYx(%>{Y
zT*ueIrg{Sq;;f~x%DUqDv6`i6A;x~%VmLAbQ^n)}n!&awS!i`PHLBGtv^+lj=+UFo
zxJAsKRY0(MX1xbx=v0vlGg6dqe!k<2pZplo1%x0DIw+|veH&Ig7r7*VG@uO4??_Zg
z!1!4+Ce^-wN)N^kE5k_-H5%kB4CWN^=#55JJG394e%H1u(e+*k^&n16Bb+r%YyHh>
zpcY6Yxk=*Ots#5m#9mN!q)6Lhp70SATj08LP~PA@@g!~*_yrL1#|vt$IH0ruu;zg)
zM58EnsWXgs^<OsM`+b)_Z_mcDD9PP@>YIg2BK;SQ&TH(j>C|`6#9ls@xVVTu3&XUV
z$YeL*M-NnmFqwq)W=ZHsGM+zw1*l<f-3sRRQDUMAK>G@f$kE>m(?%rif>9*rv>i`7
zC9vqWtp3n07iZ@#48I)9fB&RN*8bP)1FFLBkDL?L!AwSqlih0er*qgv#2g0|o=hFP
z^nd-2Q*QV<60_EC*%AbbpPWXwLYL9vBWQXejbCrU3?@6!uz|epqc-^0G=To^<7^#V
z1A@bjiK$$i^#Z@KcJhlhyu~#@p+XzBCLLuf-;k_87e2KnVUnfwJ~+;9OfbI0xrL)|
zWriOctc}bABV?8CTKELDEGmL#9Ni8&Vo!2(PO2)I6Gdqh)IJ-5)~_~7(*J;9Oyuu8
zZJza)(b5waB?KY8DLFA*y^S30)L$Q?TR{JwvTD^TIAqxxcmEw}-nPfBddJ6`=FGvM
zLYEO$xC4SfV&9vArk+p%K}K}kl;59XWqX`2Jb$;u;D>NdJ{oL)esjm9Ytt2*ZB7H<
zt~~0T1)CD~=u=9{u?oaKIOI2ui{Lb<E`}w<rHNWQGx)4t%6>1WC^b^bl%MYo?`q`#
zDqqWh{(myY#3!sB(D%r!yO1-Ft=bJ9tO9&AII4lAX@1Y&AYqU>4G@d(fLE+qvG3S$
zr82l->C&XOk|TjINPPfSQ4P$tQ5H9gh(jla=)NAgMeCWOoUn(6HE@0`yR@~XR8;*d
zGfArj2olhqFeUGIxWaM}@q^LcgK*iGZH)3qu7#Qo9eNdf^3dE@y2Wh#b^It%XR(P9
zhd#h%55Y44@-gT?KX(<WglqzQT=}*b*Eq*yy=sdsEMNtRCQ5|!eND&G2s4KJBiRZ4
zwlv{ebB_-I6BB0(adg3mfq2-46K9^9yv|ouQ8@q(k#W-|KXNV!{GA7YU6_y~!9EaS
z3fWO4@^c%GatMo$7eD9L`#jkMj5)N|_<v%{DYnDya)d8KW|hI|3MaRR{dSrfWP@<g
zD6~~q|4ODCnU6`d2F!;$5N~4Hh-@hfj0q1_x30mM!GDj7Br~_mjJT%ULJBnnn1wlg
zsTU*BRmoY6&_N;^U&Z^lYq&*jl+TMI=Bm-jNpDC;?r^H_oGyXemIyIeV$2e>{f#=3
zd~6NE2#u>B`j-BSI_W-PhF0Tn!PA3usRUf+F<RiQK8jP^z=8RY`G3qjD}nL^*3iIo
zGx6}UO4&ZFGP=!EO^44EfG$tOVwe}t<a<EIC2nbzwbD5_KnS~Q6b7ZfW+7Ph&>)}}
zS|u!(3jS=>i6R%t<4;ap#izoyh7Orb2<sF`@KneDt4U<u4|j#`?rE9NJLQ#-nAnYm
z@AFU4<a<6-j^X5&!nvOX;4D3I;+>$~5g#!wCf8beINi|21rDy}s}LVh7dbH5_j<EU
z;Z-*Av!&PpV9PAS4?o(3N`&5zJ=~OSpL^kvramhK1!*60jKAZP#(cMlZ2<{R43*@J
zBN%Ak!R=q<hDdrzWG)c-Fj0NR(~{)({QRf2=tgQA)5#D9X+j9cN>1Y>J$91DGW1>y
zA-v?&tI~0Sb(pY-Nq$gJAOoFV?_D2TFX}(qxE0r~U$;Yq6;8FBA81NtasTyg8&HU7
zC6k__QW+B9y98Ah;semSQGL4FSa1)x+9<t4jdw?P$5i0&nP3~Q01ct>?CjD15TK;o
zeo2t?UqH*P!ZnUVrUutUi*ZC-=!saCuI}!oozAzuW9pI2#gijyF@}A;I`r!xR9<53
z6uI<W+j%wsbPY}p+7!b3t!N<X-n}05&xp(r{l2pynOs9~1fK>1#lbnTXyea)O5=b&
zA4IlX$@~~y`37cZL|-LDX>v74Rbs7d?T7@U(onNuxVy)!XHjLl$T&J0FY#>uz`)nw
zbWfi@PbN>8Z9}~Sxa#uV7hd4aglFXDvS0)P&RtMk1d6`K_HPmr)`e@41wbs0%(W18
zM^aK}W_Fg$HDI8oQK+5^uV*7pDB+Qo)@$F$!LbW{9!}6>f^4;({Nu5>kh@(k>k+Gr
z;}gH8vw%uYfbxF`Ed1uglmSj4LVxDIFsU1wvQ>-&rD{D`X3f9RDD&+PKYZ&=f98U&
z#~+WIYLN96i?dP(#&Y2G>x@fbC#Q_K9{6&fzf6Mfzhf%svn~%Cf>ITzsp)|io}9GR
z*N^!Kk$e?x*qrT#S|oAc<PtnEc-8Cpn-(*sNOp9Vb=0m~WEBXJ#JH6B4{$O~s7350
zl@N?(`JyMaKhw9PR3yO|Lpr%t&%c6mEF)9}SPpWo2%5Qabbn1kHK&m;MV$;cf<FSZ
z>b<Dsyq=BiCdvocH)i6pKyCLyeqg|_^jv$aC`_EHXz)2*CmIe}hMQ#IGBvpzC~Gv}
zfeX<J3F_+P{m)&xRp>RutuJ1_T#1(Aw1q{aMG3D8f9q;ecgDQJ*hpkUj}`uqbOIGx
z)_p#YtEMLO`t@bR=79XviO_-rkPUd)7kyIALNV3OWlh|*jsK)aebT#vfey=X4c?4p
zFDg*!Nz;sRZ*rt9IfH@d-G=4$sL<etD*m$ZJ}Z1nxlpajE+r#l+W1%#F=LfxU9vEB
z5}$dfnD2ZF&d$q#%a0sDg}~ZFc?j3sz{jVXL77QpZr^qL7|?ZO4$MS6n2^L615uHl
zKM&zm0esUx5E`)!UGU26AApj8$K<8e9^!QK0xd!gw8QWV*}#}j=krZQA7Km{AA9{d
ztQBERS$z4T2~1+b_&{baM*D#`Diy;Ow{jA3)WK4eqf)H3-T2p|0M-D3DFz!gi)*Zz
zrUr4{J)9|;LZ(lP!#lnk$sf{M=uBZocP$EisWQX3oB#tHc5$X<7#su2JF~0tN|C11
zXXvrGuD`w|HRo7wMoqtKU4WoF4I)tQ?LM<=%zOkx+aLok&DrN!woSzI5G#&l_{b46
z<}svi63Nc`<m8%U4ZSXts2%CYa$wlLct21-=|dN6fh$gEHb|hq21mk%Tv`dhC}!}7
zX#m)70AWPFfnzL=B_A_`K!7Zbn_Zc$%6*I+)EXBTm-U4cC&s;d2d;g)4H>ikMp8Io
ze&H-CBPu(NBg?L7ltp>7yL72;w0$0T-1YOPp(iu*QMe$+Ql^oIV0Ya{LJm<K4=NQx
z!z(}ta9}H}a5yG@%rcy+s0@3^3b>CR4E+WV@em*a7S>c#Bu57M84Bsy3O3XcCmzlL
zB^+HIc6p*3$W|gCy@O?&S#XC7W~=P5^NG6xR{N_c@u)ScK&q4T4hS~~Ae}Y%?ucT`
zt&_RkDA;|@wt)gTsq`fR6nw>a^AZEo|B-7RCn_8pI(GAhgnH5kV?YKZSlvW7Sn-HU
z0xf7#)qZ<aC1;U3Xupj@hdw~=LKL3_-NQ=iEJP4W{ag<E=p``2``{GMY8>2Q@d>?-
zs9E)f>#f0<eup9VZKYp8xM<Xj8C*=Sz&za!3E@$HNUgw|$N)z{4mVMtK_`7%H~z*A
z!#@W(z%_z1>(JPv1E_N-kT;bMBaS`YbVL3tsp<c#vh$Ct`QGFBDT)#ci~Ojq6bea`
z$r{~uq9*I7rS)S)`H@9_UileT9fw#yP%$c%qB$moB~n%`hEz6%%V?<yH*CgZ+~>Q?
zeQb~W$9>%Yq|-U)`}uyppU?aK`t^YyOw0WnXb;*6$wYYwEtA2MU_IS$1#PT5ofw=!
z9KM3E6E8u834Lhp`k7LxiHVQz1_QM7_M5|%;#@=OPeg<sov{CXi3>!XJ8gk>@jV;+
z7FfyTfVXKD?uPF^>hnqwn6_hrtqurQnvMOWKkG~`E)3Epe9$Mi=z&UA-v`b>6aNfH
zNCoH<wu14|9Twv5LPvBkXy#VYXaP8xp|dJ`lv72`Qa!O))4d`^7t8)_cCU^{?6}wH
zJAF#PMI^Qu)Nxc<o52!D-_jP8e^Z!Dwus<`0T%I6Ov}EhujCv-KIb%sUbj+q?9j!g
zO^-a<(AkM%90L_V7%asU7?y`9BtotoUlg%3{VOV#ei%=b5fKM&bn5_9nF-@2wnBA-
zQ7-}5q6he!e_lp4-}93gziE_q!aYzuCN;m14FG6dKr=1B$;!u*#InURDir+Dh5s-W
zhBx4iWmug=4g;@|w>ZbYho0X0)2AoNh>Sk<RGV1`JSZWz)D@x%E(kc*i_Oln#CIAE
zRZsRZt%r`or={8H2=45)FD`gj|0z4@T4%&sKbp;YBEncySw#`ym-jv<5ve;`I837;
z;;NB9eDIZbjy}^h(>Xj2xvIdYkYTzc$40N>-?($$J^AEHKz9R!uvBkV=!aeGuJ~wo
ziUt9Z<~AJIUNhY)8RUhwU``1j?zKA;YWsTC%B>JU`|ADC5EDR|2un^n;Bym5xqr4D
za*j-(`c&J{4f@-SY;qmO=!VaS)k}ZFTX6{lVPxQO+jI7sSIUYStt6G}D2NQSbD_o0
zH7M~Y!TN`|MDMF>C0Q}4{RIOQK5(!yx@w|NwwmWnn0TRS#X$q^#Vv+EHwAf~4Ab)v
zMj`_dTExx|l`g5!Qip;|)sWo+&x`f(+8k?k9_GUeY)`!h4=$kNiok=&f*FP8$$dz6
z-#&djHNo$*#SuU6o1@>OTbxzj{dKL>IbWotbfwm~yY!pDNiL|C>g(&Z4_sP-=A;a=
z_%L30AYE+*qP9zb4WbBY+T^xLrC-C=U7PLJSCC}FyDF*7Z0R#a$Z@5>pJuXBJY_Jh
zMN_}OEOj(gT?L#Fk7#~i3(z;w1D{Kt2Njh>j7~q~+hm;U4v75+5w5f_x~!7FM=t=x
z@K-dHl6NTzZ^g}f_s&nfpbYbtHH&_uTH}*sL9i9pP+<*u60QAG3!#X5OIL~NY2@is
z`evR5Gse7j37v3mpCvg#H7>MDa>p2c=kDu4vNF*SBM|c{8M~42K7n;89hl8D8^9?E
zj-hr|L^vLBb9HqJ3CVCgD6#q+(;!DuNc<B!T0G&ajo}0sHLHAv%$?!w-3Q#~NZ`!M
z>(_%~)du}(S0Mq!ctv-sBx4r)p!Ut*z3rf(rREo6W%~%rtgKwLG0}pHt)(npec<N?
zy8qsC$xxY6f2?TvlI<biGlczzl^Y182c{XPu&}V=cK0<~a|zxZNc^7YX^>kXVJ$c&
zX|jQLQdPd9j`}&jH2=vXS(O-HQTk>88+ZH)y(@$^2M(m{tegj?#Ybwvdl-$lGLbEH
z0IHr-D2N4(g!2)r0i0DhCAaJ%s2Y-+3(Bd6glIq0f3nhrCT``SNP6teOa>v;IvTTb
zXTnmUIyn;jg?0=?*=_Wk(kIDCa{HtJ5@>hw7UN9sqS!99Z-Q@9hQHg|+`|AzanI4C
zHJ|<V%hCys)JcjF+({w$ZJ}la<lwOrHK;g~iq2hL0@g3ypoLA;0so}8%w!a1lq?^m
z2mxT1bVBkas%>)&@ff7CJTJX}&A;95%_aCosgB9erJhKB@SBU$r3$g0!0QmZ-2g)+
zh1d{KjORA(n(7p7V+OVK$|l4a3b!OdlcRT8xQS4L?N<Mrv(E82yQtX3oS7dKHxp>E
zjPj$<ap!9jjQQ9;iN)`)ergDE?JPk5g6k7dzTRf(NPTBcFEl#&%cK2k+Qv0AmYfkZ
zXk2~M{kAqWewO~OL9qiEDEK>5q?l)bAM0&g5+ybZr!gv>auPE*M?~6o5Ilk2DN=>f
zuD3~6sq-Yxns8mrljWdDsA79a;234=&~*(b@eW8qdZQRAr$k&wEm~CDWXjPfM>0L9
z{)oO_5^klEVp<}|j%8PtyuL=(5|)UAzL}wcK|vz;6Qe5gJkC&Cny5}+X&1t9&QFRm
z_x=`Nq>5WKM3k>>4HeYh_C*h$!F?rAW9*}56T((rB#b$?F0FCT_(kP+Dl+>Kq?=IN
zy7+YJa1e2igojywsY1-uD&Os2>qgMcgD&ixzX}T)3g&)J;c=1!#AksaSuR`>6(#=Q
zCmZV6^SqE<LMa-8YkoN}r{6$|3-X!&L#5ToLIcKi)n@i;_6;0&qDIjPFz#&>9k+V!
znnbI$F@p9>7&i=u5aFUvb#!!m+$f4nil|EJUEy7}TaOxSoa-tIlmB)@1ZSx79+D@p
zZqMl{Q;%u2Hq6><<?XUyz(fZJ2cJ)E&9gR?g(#yD(y<I0R4?Ca;l|>%p5do-|D28;
z<Lx;KZ+Bez*mbQbYHy(Q*%AE*4caWsvnVZQn2_MJXvHp%E(WFRG<B_Fy})!obnghe
z3$N?GMt!r+>?4!+#_c`GvgsWMCw&ue#o@jO_KQ~wIb$dKb=?FftGQqjiap(O&?}T7
z%d?NDzchb{TOZj#5Z(NHqbE$TgZI%-WFO1~YmgQQw6xx4*c6e=^5qkFxBMV|zMr{)
zPwaV~x-qPcj;o(~wtJ)ZQFpZ&=2MNfFzQPZqqDTnPUJ;Av7XqViq2IlF#zqaGlOR!
zF~7s0!XeQ@4?JDR*Gw+hm=ESL3<by?di9NbZXUetp7*S8JMh~pUtdho<qo$Tf606t
zzwU)20uixk3i86>%+``zV&9|maZU@4owZvV%d=WRF<1*RzQH<yV6JLv;TQ^`mgAFV
z=|1Le%w4Rv1Hw{Tt`ld^ZyvFm=_FZ7-Y$S#GEH=P^y9P!yQbxVcPUcc$zo5ouH0&}
z8SK{-M2mxl_PT9#B3an3tHwRinv!lKJigdhBX)AUQg-)Y?H1FC)y-mci;y#~vW)@Q
zMRrS9LeK)IPgqs5bqTe!W2FBE9->!+doSjr1A;9{bI0-|W^s&XX}QZN$mys2@}0To
z6^FY_$amg<?vJcI3%A_^$?<eImG1#GbZEIASgD4ug*Jr1r(SpYQK?THlu;`4GOWY{
zL14le?(r?y+0kV++`KJSO{;xF3|g1&skH$o21TAW(T~5%9t^(3^{WQ|Hq6rU7E6(&
zqku>qCJh(>$jEaUud3u=ndC=AO2|qK2qb!@#%8XtS!HtRyE`bzG7#J16HRH%k^fbP
zs@;<~C4^d_VEF*v-~=&&$sE^YFG8+%J3epmx3(@rTiAyLV@MwtiPW<5b={U)+p-Ee
z+-Dom!|l9{rk%>*7Nx}*Fm`{Z2CjKPe5hJ~%SZcJ(XQUV_;mk_LxBz>gHIZ>!Vk~8
zESJm3>&#}QakzgmRjZVtpyVErA+oiU*N5bo$T<i9<NUKfMFQr<$U=gOtem2u-X>NR
zY}T2~bwotldmPh3)p=jYTiba-f&-mSFEKE$(IF9R-X~zlGUJ#UXNauD-I*6~%m($#
z<HqYmatdTbgn%v;p)Y8cY(;^AyMs%BQQ!dRF^1G#Jm8tBjp*fZF~FUGeSpG}c!6S5
z$anmPW@E;9Er8V!C1e)`>mCK2g<Cn(OQGNc7$}umU5-HiCYa@*L4$UWU!=`*DhObq
z<4cNK_+0u(hixxgRClM3;Yc)d^I19B+2Zl~@z}z*ATQ&&SrvpB@F#DH>_oz16;TA~
z)oVU|OFC18!3LmR;&mbmRjlBP?p`vZIyDZe0{7o6rg~DV#ItsoK@)HX=myvF5XH@d
znp4hXvWZqp4pkzMxYJ}&I;#ktK{ifSZ;7#hHJ5TibV;-fUclKWBB?1QvWOwhL_|CJ
z2M?vbp1FBKy2FxO#oMQzwH<VSPDIch4W-B$EhiRX7tQxfWF3X5U89>|JaiPD^0_L$
z(n+j|CvJ>WATX3~U)s)`GDKd0-2F_(EX>P(3PaAM`0nUJSVip^Q3&4nl{u>A!~!<w
znW?$;_><pHQKlCGMBzgI33v2`qaOQLz3AA1bA@6n6JH))>B8V$G~AK~3qtPgI|b-g
z(Erv*#H5x0JB25MQj>W_c;l6Cmd%H)n+e{rvI*F?7sd=B7NQTOse(<IgO>}~@}yZo
zIB}tP8tgu%MwD1Z?$6=0iTRHu@84w^?=idaV-{<LQ)k-s6Hxp)jYHk~NX&w`S)|KW
zpoY;FYKxyWcl%lPwyGi|JvQCY+~c{WTTOA~@*%%aYHWG&`{+XKQHxiBRDr*&r@z)x
zNL@>13>P@uqiR@|-?mV-YV1MoiS({`0n#G}(KCSX-e#Ri`}O@b&)x(Jpae=fww-WF
zgcG+a+#?@cFWH}WWA}zn7U0{L21wdj4rGxS1wqj`KPJFyTIb5ud)^hk=QgSjX_D$r
zZ5iRri~^)D2Q`eRe*L8=?Y+N?+q$-BzF%}eW!`Z~rO`xU^txPEXVfr%&YW%v!mI7u
zo>NY4;f+L{%d&8Dx|Mm~Gx@z$u7y;^>rp)QltgxEz=|USB%*;!;IfhitHi@4W;Lqw
zj{5G<hm+}1q^X2-s;(ko&7R<&F`?yM*^A0JCW#L^%LCWkYOtk&-C5z}<fLFu=-}@V
z(Is1f?wWN>3K1hoj!R{wC=JwYW?6n4iIsINBw_JuxKA$G2*$CTmeH1YPtjRDi10zJ
zAW?C!{(Z%EPsuFLnm7(brye}Xk`_-=->4XvyIQj2p-GlJH}F~?--Rr2wmcT%hZP?Y
z5}w2BUasAE`qLzf-y?kaJWd$O%QH1!X>XDE!;M6CkaXEGNldYH{@??lbc)WInM*X_
zyvYC}jz-FlP1-iOn%sNGMH%*!5F4~vp;V*vc~vMp>TNcuf+dJQ>?g_mqB*JH;g`b-
tJJmz-%U4;1QDgs-e)xZ+50<^u(pl`*WkT34f6n4mxVe0!Jmeg*;a@1l2!j9s

literal 0
HcmV?d00001

diff --git a/p13/images/q8.png b/p13/images/q8.png
new file mode 100644
index 0000000000000000000000000000000000000000..1828d7a3ff07c9b713fc13e61e59787fbe9487d0
GIT binary patch
literal 30913
zcma&ObySsI*FAiY5)qJ;?nb0jQt47c8YCp8MGz1ql<scn4(S$ABm|@zL`q7K6iL5z
z^!GgD{o)<t`{Pz_#yR`i*N(O3nsY8g9;nIVTqD1RKp=1w6=XCJh${*R1WMCY4EW76
z;l4=tOT<-H*HzQe($(G6#R8#f>gr_Y=xS$UM(bwb^3=xBf$z4!ZQfh7)~>EjPer-7
z?Em|L+m0?)T<n50vM>milY-t;1Om?#`5#J=WT6cL@%*-;jI`GC^zC_%=R^;G3GF(%
zV^;fy(3#>B(nh08tLM_1(8qRc_<s8ktUx5|<b--t3&ZIKDKVuxx-0>)A@?^{+}m{O
zWB8Pxd?S|~wMMFK&~l<*p}o36@Z}8Cv0<a_SM#{H#NcR@hEZ{Io$I`&dmTQ$A5Ryl
zdAP^afEvO)oTn?<T3E^q{w6)>Kq2`13q0It_yAAW3n$-B<PYBiP#KY5;h~|V{rlaM
zZ-@}&5B>7t(^zkFmb;_O2Q$TmH}c|4YNq?uaFJhTq@|}6dwyfS#XV@Ax;Z=;l@a~d
zkLiHJL)V(P4&-3yC8eb?iHRgGRJhSZ$nPT3g*!q*LYNB!kz;G{3kuSUi_gbJ1${t?
zy|QCl*V!raZ(?CFBVvIRHhjoA{dX#um<q_3FqioM|27}c6~ah3KQuZo54E^EPT2__
zZjN)ToVK6uV>92+46iV1p}&0_7Zu~Wl%k^I(2=sTvhx>_HChP?>f++!WNy<dKIeP#
z5mElg$7(arDa<_m-Y;FKmJywn7KVz6`^xb6y&q~%U*E@_`4;DHDtB522Gl2$6`#h6
zHLI)!sr%D}2A^CoDJPno9&QN#IX~FzB)o6(=kntDelJUv=|>E^udQUTev^AW$n~-$
z7Nn=IAsn8Fq`HHgFXH`1;hV^NLAa)q6-FqN8RA}o)Sl~ftta2pNbk6nS)DK?8T#+<
zyJ$UpNCyu_JTNc_Gj8*wyK{%)(ThEFGc&c$K!bX_jx6Z_Zjb%PVlaW&k*TSv;JiFW
zet!O4Ee2T6<UqsQH|rf2BK!MQ9$Q%0G~0`uG&nu9+xeytn!uq$&%p4JL->j>8K331
zsVZ~bHqSb%>6yAG&g(;Tb8fTtncuD=zK9<i8aj2LKfgGd9G;siyF?)0hS|W#i0T?P
zc1&DcfO@VRa#pWjzb>k*6k-yGebE>n8_Q~LCchVWeecYnCz|f<v|UkI+2O6HfBp<*
z-@BNg5p`w7r4|b=H)z;QGC`gM^oLqnua34Ry*LfpeZ-knl1-F6Z&A>0e{G{cL?<SG
zKQ^+nyQQJ2xpy!qsjR=yR<?a=PbKb26cG_&OoJT2=HseMc23Tf^73-yJ_7>-b#-+=
z8lT@CyZm~BQlc+@bNdo@JfL-UcFuhEp`7OC&9%D7O4%?HIySc61I7FIbrRf=qg*(g
z{o1B$U#PcFlV&@~ut3dw^$HEaqU3%>#APMeD#K}uM#QD_3Du(-t3kPY_X5^5jf~3K
zw~=S}%;=4T_g$YiDJeD&lzgnF5gTKg_t9@O>X#K4W7XBw8IRj!PvAYgz({9(rlg{B
zc*+eARH2xjo`ypfFuy~UC`^efoS`=0RikJ+jVLx~a8OWI{<!w$<<9YZfohtR45_eF
zmQ~8xAIY;HeC<cbKV5%J;d`I`8t3Xj&fs8qr|lOUtEJz2%f<^4q&!#h^YaVx`l?X~
zoN_*$eaW~}WjR1zxf&&TDQsqD#_e<de6U)XtBnW?3+wsmM&a<t$dcYWi#`&&skbOP
z#vV*F4UUewGi0#gB#p<ZS6@-E?kDIN@2Ol=J>N6q7ZO^oXxX`fNPn^4n=ELbYBhg)
z>Y47f(^OPkyhpBhHt)XhX|Cz%UPJrEz?0eg;zvX~jmx;{FE3A$g`Met{alD*$$Wlg
zd#3JVBBz1axYOdUR1EUadfraL77-DVZg&@^B;_$f``p(jF#RU|+@KM$@d2BwljY3|
zg58!(aj(;ek~a6B#{DULm_OT&smUoQVp38<Y(@(f3(_2}HAcV@U#jY+{&>9bG77fQ
z&~;c=x7Iqws?(nBUziz#HKvk_ASZScPwLB8yu+xBsi6J-ZyYT!ZX{rAsIKM>rxejR
zy1XSmeifFXE9ah@n_#+H;iI1dkLCv6AY+Gmer+w$O(R$Jp`V%>8jWd^e?O<};=-Hh
zbGnhWFgY=?|MxbMhDnJ18zmVp)AkkeyZu2eRrMbiclEz$Mj(&Ft&)VqM6=FdeB-|U
zbX&%*_%>enZFpTwdU`kngY(^wcvJQE6uf+Vs%#=I%m3o|hn~-$c?G!t&;Nc5QO{^_
zTyXI0MJGgUkcQkqvIkLMqTJx7lUPP`vnUY>2|Wu7X0BYsU3eF`#OjY8Io?%DVg0)%
zBvpB6lCrY0y6rw~lMCgK+NlYdRk%f)RA~QZk1*Xuf10Ge*P)@;YU}Gg%SUHsLg8mk
zIVVfAziCBRCYInlSlFMB5LIZz65^hRAGxkFmX8c&M@opFGBP#kX%`8~Y53FN%m3#~
z$ri6|%^3xL<J+TIF=J5R$4rO3P3`KEV`O5=&dx@Gv|`B;1dAWrw|ZAiO|9prrluy3
z=?63|Ev@H?cQVxC6BFr0M5dp3tHV4_W8z*ur9h^<<{__dvTXL@)z#IE_aD)HzWPPw
z`ro%0)q?N^^JYw#DWWU%t4r{wp&mB4K8FE$F}Wa|{5j7Exvu<j@YifPVIhjYsfpkG
z@O@a!*n81bxx@Oq+&zB}$pESNt{H4JoX|y=rU%;E7_c<3PpYN+;Wz9VJPqhbR|JuX
zjo*CYeVDebIZ^N!##+pKs_Un=6xTzY$_)J>MXT_|Ox*5a9p=wzcv#@Rh}_iV0{UX3
zXp%gBnaG0oBkUct|K>o<w(UO_J9|S!|B7-cT7Xz={S~oTLG$n`C)ma+p9{~*z)9R7
zR0g?lDGv{iq4uyq{I;#FEv6`^3MP>gAxwp9e=)%=BDT>i8QWckpy3YM`vM<ePf}P@
zJ@bp{Tz=mBm!u=~^69EsWzvmb|I5_mHA?p$*Pz?>WWIS5HTme}{9y-=$Y0>$dV{lV
zWb7(`&ac8ZKB0Td-DwgRSA|BjegA$jj-A{yzp1yF9eXmGDtcn;J}zXSeC24LlhvDZ
zuA{07_wUO?#2wC+$D8vx+ZJ~ECiVUq%l|WdhwO#GQ9@zOkTqJFo|H{UNO&E?ATQ_Y
zl=pal+6iYG<>^{Zjh*k|R%QEA>%o_gVO;Nm`);>f54*|Lm7ioBny;K>_Ir0x_{HzH
zR`ZbCX}P%YO0~;B#ItF>g-CX|K8&hasP@Sp9a}~0S{Er_;)vc@Iro_;UsP<b)klHH
zj(zbP@;y1o@O4G1vh7#u<o=|wR|I0{;&|bwp5T*-TUVqU-<=dpHk)^aXS;3B3`3TG
zyxo$W?T2^(Sz;g6B%Fs3V!MklCEEJ~XJN_}SJ7uDcSuf3N=jOHuot5GR<E5l`0a2s
z%|_o-yR@Gs$b%qFy0^F2xLH!#nixeRNe!t>_uY#otLe`P95FF5epTk(p5=GUyRK8-
zal2lsQz^(e0N0KA_|~Sqyc@;`9dp);JKwnoN?FHMBq)mLybLUVox&oGjg7r(Y!n8(
zRJrQbLIsb2)Q^db#;K{~S~@!Bkgk1ZNqHY%wG*UZ=irD?f&-Q!XCr5s083BO`!L?N
z>xJzd$A!)D(wH}Iejc@@v|U1`hTM&JbaeFlbgQy0@g<;zOo|;i5g!0Op&)E*Y<y;e
zBO+vNZP|S;Pu8N(L_H5#Az-&jz?=n?_;{%gABZ#AyO!Mz<9P%3)oC?B$LwPu&Ic72
zJIJKJW*vj(9l9a;gg{6>KODWU3z54kiY5vc8wG(&Bk{wgjEaJS!s!kylQB*+s$Q)%
zer#;4*c*VX_IQ9vuV?WyEKB2!hXk@Kady8T$e(-z+1>PGpy}%81Zz9H&QCWVg+o$7
zo`%M6{@C1}ht>!wGc$Su0s=%jEBdvSo*0JAXZ|UG)X2%n#olag+WsBb^}EB_{(DqB
z*3Ui9hwiQBWQSJUKTNrrFRB0b(9llD=oxWE<I=VBpD+J>><GY&$;gNRXlgc;B^?|R
zB5i3|P$+uqfq=fICZX+<Cl{My-k-X<FgX1nZpVy|k7pMZT_q+a&a_Y~Buo=>?0V;Y
z#)xOU{sn=G<H@=trcWPIz^)X-@+P5g1cd<6+1dH6tme!9c}qb7#-EeHm)v$!+>DHj
zv~+YRum!)*4+bwT-9`&kY3Z+13J<*};_FIw_OJ6s$+C7`swXpf`>nLLc5H+RQ~#-s
zdc~vmucfI2;!3W0Xhbnx)er6bC?$O;8|K|8^bHK0A>(=`-XtbAUHg)uTVok9dHO$K
zMQ+?@2*0B(+sceWViV*#>iSU@%F(z~qOYU_Fc$awxa8&JFklrQ=<A1awVxB<N&Kb_
z#G~2KbDt>Fd%heY#O=H!^WtPRsi&vsJs{G(otB?wJ9ACz^DPY_@({32qep(p+HAbO
z^Lu|>@b^+|%);xEoX2L>aK7JpdtE2xM!+>C|Ftt828kcu^~UPzs*`Aj@fI@+%kt=b
z$xrDbPakM#_(PI;Y-wq>F_Pc7QIMu0dZmkWG%3^m(c$%X^m>eS!y&GJVY{h-izO<A
zAU<Le5)AvZ9LvB%C%&o{!`rxM$xbUP3;5%IQ-@I7%)8wwg<B)eSg}`-vAu>|eCFNQ
z<fQqBS6Fjl5qg2?=V?$%Av0~&g7Zi7?cHRJ)7ZF|2K6y;%k&~1@=CI892&{5ELUC0
z?T)Yh+-A+}5CAzswC1zQj>d>hf_W8rZdd%$77LY572ErVcHulChntE80&E+#pR063
zV#KfHUYt5pFlIPI^%wV<eSR@NFE03&^DXTfhk4O(asl@BV+#ulQW2ND%?sUC<1s?_
z1FLWzX<Z9u_kUwVsK-t3AH@YBtH#lohn6l$v1+B1VdJC%1w@Y|J^rEuDm@D+*}ore
zG`wAA(4cnoxK)nVjMt#lP}1~9T={<j-?XA>IKKMBhr|%FWBOKk@35i3p^h2dU_@j_
zjc()t9I1)>E~_LeE0H)eqi;IOoY1#Aa%4<$a!Mwxb~zAHOZ-i4COo8Ly~=#7`m=AS
z#t7R|m5di2r-)3ekK8w7J5eME;&BS>nQIIpiSzfW;_0H#1ehQz`&!2d4FT0aQBl!b
ztusPqqqo0g=kE2*$k+*WLH6#C6}}gKdr{8!JGK4<<9^RqBr>=a!q>S@;J_aF<A+^d
zULM-{Y<xUXg)w2gx@H+GvcT?-ZR~S7jMm85gnVycK(YJt$&)9qOPbY{J2zRGWGb20
zU^<q1`jJ$GY$=fjj8u40``-RN<LXMmJ_BYd^LNa{i=+R6xrauH<$_vL!ZB`QzO|cU
zPE^$l*`Ecpp2ZV;*<X94TJbYlB_;$j^zkj1e~H5wbxnj4*F`kLl0`K};SRMBTQ_lW
zx0<UN_gH=R>KXpCXsrg5fF^S90XUF`pSnoH^m7{gqB%w)3pv@wi{(@%O-Y7JbN#V&
zI9c}vme~cnbjM<2H*|}u-1DgJ8)%eh))l!BC+v=^OTQ{5Av#IjQ<%B7s{pG%xawkx
zEQ@FwV+2oK@~H3*EbC&HWm{=H810dRjE=I51YQfST{itHQxSQsvt-=g0lAv=p>uv~
zWr-WF2yMDQ`m9w%x-=QGa&QFnt?p}ShV&pmX85T9p;N`f%q$>#N?-5yfMFyuNH5NM
z+}~y2(IIbuG>p`ioXyI@LRO0w9|kEa2CNN$beBA-kDV#???VE|!w$*9`00-|u#sn0
zx6?^T16MoGF#+>wZQKZIj9wVAGJg}?uUk2~#W60714#v1vrli>JdNOavMe`q&56Oj
ztCPhg#)t7s60=U$)9Bb(e<)-i*3H$ZtT_85ANBOMi%4ns!r;l|IY&Qu?qxl_aShL<
zxAr}%EN@qGR(Lv>>KJ>g$r>%uFeWikO3|_3`rm7UO2*UtHoacV@^R+k7iro#RCNi5
z(fr6&)I2Es7cb9#b|XmuzzR7}*S;XBhSJJ+n+-b<5&e7PSaN}F2o4MT=!=31p~~!T
z37Pru=iuzCdEv|smfy*CC~Na4`Pqgal+e3tdDLLJtM+_=z-+TVl>NA2)@FaDx7Kc&
z*YkX@d*esVATxsBeaCRH8B%n7N{S++eSWWBcI>xr7XVmFMhu;w99V2O{O8_I1a*>z
zT~RBHqr}BT*?j?jie#vb&sLO_?9WvE>|S-*$i!gt-<D)z`t&5_-#s4q1x2^ATA}8o
zcd*o^H|-UM%8>N)*%6cxt2f?qi1o-jJG=TmzjsYHC(0?FZO@F?*g>pE^ZokbK(+E&
zcR1NSs04GV?zky@<wBxefz8cL*S;H{KYzY!84eNa?&HktFMfTiIRF5RMoisItclo;
z{aC|Wnc=7?>r@Hw^CJ+=?mu_x#DL=I?d?@iP}sd?(B#6z%gf8{_CvSwnN@$XpLutr
z>Cxu+DN8a>SJuzGT#b@lnPdy`F%c-DK0t<lR;<le;@3J|##_?bGub)9V1q}_e-$c_
z=f4+&hD&w0u2YMV2H{fOb#~?f@b>n_i3>tXRTT&5Fm)}hm4*nqdx7sQYqG1WN7h&P
zx^mK~bFr1lRMS6%@0dOQZnJW=&-VLf4S8ueJIzk2;j{6F$U=*4IY6%&tr#%q?={Ik
zAwc06daNd_59eZ@9&H5?b7-5u+BE)}d4hsyasP>d$ji?^v1bqzBmpMt_sQCufSon?
zFn|~&sgSJiDWHTSl-hXbz*U&icx!!}R-Z_l?cs1Jv0MV4yXxiH!k^TMqB#HzPC3cH
z;B0h3r5+*hWa1k@AQ^3Kl8V-SB?#)c2q)Ms1dD&R)Y8(D*cMu~^)Nk@WF8V58yhn;
zSIuwPuFnUkC=q88^WHC)H83f%dRU=7H`(ccM;V!{KVIO0&5G)MFd#&9^QQcu_;LE=
zenA2A=4=Dkv#p7U)YMe#zC=zmU&}A)WKMVBP57O@z0W$cv9-+!48#~LY;I0PmJmdQ
z#o2E&adKqytWZ4)RG@HM{r;VNq{vW>!CtvR+H)y{We6ax^KzF5XH-PQCyOMbz#wYR
zt5Dj1DlW{thCnGDhG!x9v-9)wth11a2ps)WINoBOUzmS7#BY{vr&Y%=k!hz}7~!}V
zho(239=6g<g*?#!Y?7Xyp0$;%eqpo0F6cg+1Bd6td(C)aWW?WLzL}1b6X(s#%ccd-
zG(r0-_@>|9`<*f;@-T}rVB9Cl#v}{K%XHEIiuVD>zle@AQnhFEzUt>P6&IiqZy-F^
zvx8a_g#-mPqNv4-AR4%?^x)Ier;0qa9CD5Za>g10ZtQX2GA$2DN_f#Jf$4R6<_MDG
zfF4v$?S~JGON_@)r^1Ua!&Cj}-M43CGen=!rwz#IJn|OcG-{3~xoxQ6eR@cTI9$(-
z@|-9yEzSMf=B0V}?v;TQz91zfC2K&rJ`4`Z$eb3_-Sb{HPf+0&cliz`er27uUxaaY
zfmKUm5mt0?FdXcSL<5KH^mNM5sHj2+RvN~})aCkhpB?ALy?zblDaI8+^dh35P`)@j
zE`(C+^H&zQz_Qc~^3)`-cQYDjrQ15}oI9B6%Gh;R?PSF3opRWvcv1g;h>!ZW<u6*k
z(oOjl_QLwwMjDy)oqMHchMned^tJ`$rr|v0$-@d-m23ie+)oPJOZ&MiKV8r+y^q&_
zMsQ<qsur2b31nRGh<>$LlZg$Nom9$Xx^vv9I}QjIuc^IeCnF|U4p2z<s+{YY<<i>^
zJs<VCpA?~#;y7o)IQm277A6ccRW<{1M3xhGzZX_j;R9Q2ZEX$6KWDnvRFwVJt?Q!G
z<{lnRA#CO<B1wJ3E)OJtEK<hu)jK2hOZQ_t(th+P3X72WIgak8tEjrZe#yFpRGvAu
zJm43gzA0&CgRFg$YkI7-cL%wsmfmWZ<Pt+M4q1=n)p!XiY23%M%@~Es#43UXwJUQI
zBWd|-X67pQhli8{WVx80#_D;r-)cniHpIj>+N&gNS~^wRb4`T6ZPFpDXhZL#@%8c2
zo2hAO>YADXa4xff5!BCrNNV_rM7&YdmxrWyE^ha>VdD)rtR7loYu8K7&iWo*`UA#M
z$q*$zo_D8l`!R)ru(q|m+wOC*3lX7YTFks)c@xp4o42=}aRymR-*O$DfekkrsJcLT
zY7exAubv!VU;go~<qQTgvlGcyyMOhNkCWlGOtjwkHBkG>UL?8a3eE(X3V%bL)*Qyh
zwAGtWP-^b2#NE%Sub=pNhJuP=(i_WELeQPe3MF4-1{!wQtPA&W6XsStd+Mw{`)z3e
z42|nKVg5b~O;4?UEVMt`_)cct?^4Dafe~iB=(*M`I}$vl1k-{5<phZ@YvIrD<tX8k
zmAC|lOn`HrY)7r%t`k+bS5Uwt@M&=%mOHi`X}|v&Nh#u=^vH({=+$>iz{Mpe1WP!O
zG=!N+tryGf9~?B5TTq0e<^h|D3Cku@(e$1C9AYyH;s-F&NVf5I<F_lwpWPR{8!WLb
zpj-<Pbs!mJ>3M;^mC@q1tzYTKkegBB932`K=6tr@klWNmCWDqXfPt`Hcqg8C+bC2q
zj@c$bEqhm3A-qZo2%NnROqy>%-DX-?MzMS}_oy<-aek|IZ_TW<xVS^|au3gLzL{9&
z6>M8Lg%ECGre{g&z_kb@Dyf9yf&3kf_hHQBzQ6yK*1ax@0xg~07ye65c%MmCJA#7&
z6oxjR&`7)>h5GL!WI7&)IboGI5=QEG$;?$`lz3}$a_E7{Wijr9bPqL`mA(Nk+jfp{
z&BRT-3lpQz8CoVrMw9W9hmdE+M8%<QC(qx0CbQkaY}-;~{o$UZZqkz6%*E-^M<@h~
zEcAih)KcQ(Q}=rNdb5gX+kB2xdhC6QVy>_hL^)<y09((=hfrepr}nF?#FA&;9}>&K
z_@YAoNizcZqEN32UmT9|Kp74d8a*9d#}lfwfxxDxYb9!o=HVNvs$Nv?imGqFnpq}}
zHLekccTp=_5{fukF0$=>vTO+AdQm-X=i_J|;|nzbiO1Nl-zAlm-LJ3+8+msAbhp*3
zeKRHL%<<w9L`*e3EgX@A9b7EpL|=+cC2X8bY#15QXn&tlD*Tegg|^(2GS9k`31S-a
zZFG$&WtA&ozur$L>G{=Wqsm@+pM5Xr?UTvd2&qcrwxKF>`MNYBa%5~1{L&vEGU3N2
zdm9};0X_^2wlh4gsHEhssVQA-T%7aw6sx6vzCjtF5P^k$T~fj>kOo!eC}=f%=~~xh
z3@SM@*VM>LufNP{#2LYpJog0#Ar}}?baZs#<#0YJncoY4E`xx8y-p=c1X*Ya^Lm)=
zxn-|R-lR8~eOvwAh&1AX@sLGb%UA9i*5|+X#<K5Wo*uXV**=~}!ZLtcc@Vl-=Ua!M
z8o!DF5S5%k#9Rcm7!(>vs!B8iI3X*y5nUp_rFX8P87of0t-ltXgnKqzZR_#yL7wuU
z%0(i=lnfcu6ptO`F)N*tI9+E@NfX3@#CG&o0BT%KG&rY!(v^dLpX>b<=O#noZ!&Bi
zUX`0m8s_D;sC~#{+sn?-%7GgVq|h*kD_IN2o8w_?w&v=+>_=Pu!t}Kdc{bm<;<<nO
zA4KbZ@D@6${dkCe&0X4ZVW~|3Oz`B~tc90{!}5TLf<^}TEcIYLUW7czu|D)B+rXJG
z*SJQ{&Ve=pmz$%qmEg%lSqH$M?IRK`2;(VyR%QdK0;G~Yt;`{h`;~qV#MUt>h0re~
z&D7jw3tpGO%_EKqK;~*-(an~-BHqq!ug}zRAihB?=>YQ6xdZ)XR%<IIuu!SYx@cm!
z1lU2CedZ2Z6XhR^)N}oP9%*X_0(VIsOY)BEsAJhuFNkiL_EUHFa&D9a5>p~YwfOi~
zpq9cDa-al-IBzP0As?>T;h1<`c=(s~;)mCClRVWcfj^bKgAK2l5!KwGUGEstjOc$O
zNrO#t>*}euipq7!)89{yk(I=Bjn#77@z;Cz?x9xK)bMzpx}F0wlvwxZwzQc>$f;%T
zG9MYkgOG@{6egjZuSqImi<!jQX<mcT#d7-k`TzkJv+lr^mjUo#W=0exOEw|2@FD={
zPUdg>$V>olE&@m%6#?We0t1&a7(~xyK>Jca@k~@0g&lwO!aG<S>~8fqVEmbc%4qpe
z+bda5uhB+me}8`$n7soJtGltMWkWeL6FoNt^-dZ_IuadPwgmzDUpw^%jbb2~=ibKm
zhbf}Z*io_|-cJ7SrGo?>QEwT$KE@uQw4R<`Psc6{(yvBuF0JUHT|~7z9FFn~hm5rv
zbi$XXqi_6u{uD}HV8P~SHhX*m7BT!`srDkscCx0X*;Xh2lW3LvA4IEYaX6V${8z1E
zf3FChQkeRKJFc&;eth&QM_8()q5}5>0X&ru0H*{8<0>G_sX(M`ygc0!U)BWn^*_R>
z!OQ;&qx{GbL%XebNumG^C~el<9Z>cqHl8BFRM?(vkXKbz9s2pi*4Ctf<7=xKSL^N-
zpk_hi{-Iazb?ktU($`O2IIXIxQczX>G${Fp(lt#!idxp(Ja;mPr*x43XW6-u$C9z!
zGgi@CyT}9U>djZ6GNsZmvXysJNW2ivaPA@-o16P_JP$Pd25_r|t*v7DX*!Q#UC?|l
zcY`FKb1u9!MMcSi;EQqI0*vbBLi@|1?JsFUTqYMK!}ifo34y*F&LUk)+g6b=x9vi~
z_!O9-%WdBI_2ESM&6=Ew3bo;PAL|~CYzn{VwF$@*mhuFeug9`xSoWro4A4W!OC{>E
za@BsOHbgF*RNAd2L%Uo*-}NAL?&+X7ny-?wa$BO~boFb*5D0##mqtJ(<4_87ue+tC
zrWR#qcN`Q~R0#4*Eu}1$D_1@#bZt?hv5fJ3#7$55NXOgw#fk(+d@CB7Qo~RAt((I4
zt}xQ)h&=rsJz&YuGOq>?gQPdT?FKo6ALx96w8U+|Dr0p|bT-F|2?YcMJiHq~YP=!^
z(wNUncbF@D(iI3w<*!M@ZBxI?7n%>7-E12uRGG-n{qa+NH)m$mv*-zXN^o33H}#|n
zN;5?vz*o1hV44SEo!@qhm0ZMyaUOgHT6%iLZZ*~AdNqNFq3wnR>fN*2TK>;HJ-Y^%
zd)+jI2>nK<>=kb^GTIIA1HOy(XWPFsqvcC!6O`FI>5rS`HjlzyEi!__$Eo}Fee^On
zzZAhIsN+-+>uHYfuzp{_Vqsks!_|P8V88IrX#ZXK^=SIV?@`*GMt9z^<c-oNuf$&4
z>uIWp@wuR1ecfBM%>9@$&qU&6g|PK#!a(@>Zq`H^t}Qr3Sh={m!EWHxMP`L&Xa!du
zdCHm9(u2Kzw%vqtC)O2C762d+6RC~={Mv@2TuC{1(1To<7xxtkKMi5zM2!<ftQbxz
zwEM*HroW2r&gQ@7wcCNY5%uysce1*Vt9@>inoV3h12h7w{IsMD5`>naA*D;(|5j+w
zfWWB{GK0aUU*yeEw?FHVr_F}1*nV64osWx*(i%2H<i}|CdH|Y3ha02fe=ffT;31D3
z=sxR!X$#`iM0>Z+6wF+GiP(f*@{erI?1|H5q?(L`j;F*J=dUoYHtX-57UQ#Ja2<-_
z-n){wvhrBJ^?B9W0$`|I*rvhupG|AjpZoi@nmw{p1a2DS&7BV`R6glGmU(XLugH-o
zC8NBN6TfBqX{-B?iRDi{K0bQ+OKdt|D3lX#b-+9j2&kHn%lel|c)!2e$74Uke-2?$
zNsx<QuLgy$>lLWJk|wkD_SII`C(Y_z#L-ew=2u<lSXfwA7IgDfL$wwwN{c3=Qb0K>
zZ;bf`Rc|PSXAH#da+KuK+0XWF^qYp?PTtkmlR#Qh5*j2mPlXI@8jx!;${#Ffr0~CZ
zIifzF`~qCg?XuF7HTkf1tGkRrZiB|yrI+bB02in8-_CY3wOBA@<L{*~@r9QFa@VJ8
z3L$ZZS3P*4tU32b4FVE40Kkf|s5iOcngiq=5HkohG)lNe(vym6YI0CmEfKJmzurtZ
zg2)qeK5PABk#*+CoFu1~y0QY;#B0}J$JAfEXw|{1{uqP@5<9`aeDK;*8&uxp1}U6a
z_~qUDJA3v~=J|qmG-k$hH=dL7rPA3)&jFgir}?WAc_dPaxS)Zx0LY8=vEsPY0ql@j
zS{~*=scq#vs55BkmFuSU{*NEv@C;ZcB+~<2<5fM|F5Oxn={YLQo?_Pq{Qmts-Q#<T
zaUZh!a{c+0isr>G3QTisCy|F_)$n$b&JEh6_+P@XVT9~bvAhbbI&3@zIO8a>l<e50
zq~;_9MM(*X9|RO|S@`()e()*Q3f|cn4h%T@Z0nU-Q(Z00ZKi@gPza^3Y{P@LvRa}F
zex~Gl&6`(6+N4Rf*As}#<g><QH=V0!5AAV}T0pgfP;|H$L_=PuJP%|hGdq4k5_ffs
zQ<nFMkDZ`FPX`(Y2M3#w(4-5){V-t#>%7P%s^ac^7W_<EKT_V<dPAU53ux4-zsW@z
zQd;v{EEwAX^C#%|^~dpBT-PryPoLTxd>=?H;7NUj9Vt7&|8X(XZzN>@*0n&?zcPai
z!)MgFvZhMd^1S$pV3#lSvW?$_B_$tCsqhgoNw+^lmF5h-Y*|7mT501(=bQvl6w9PK
zD&^I_GLsR_-EJVcEnGjl{lPLdy9eu3mP>p%jo9bUU;dYhDcn}LFPvrMkU-n!uxw2v
zY+^ybQSP8Sisty#{mBy!c6Rnxj=Q%ktkD~g)eD3Y<AoM^kths$@vz$WC>rrs1;kNm
z1V!+i7<x7=EVL_W#Rv6jFDLxbyWPCj?Y@_kRuC{h*Lo_ct*xDtlk=h4FN;LRi=^06
zDue_d9}dhb?J`|y2>){18baEoW;J)KSTyB3J^wt|_LV6L9a>J8J#*xIkbBbF+8Vvq
z`Qt2}_3(nVE_9%Q<?-7i`V``wmvpnVvIM2*3YG%t7F}5JJRx(xq+j`}MLq3muOoaB
zU|u-7F^Qp=*UvY0!OAp>*AO|~ZAHW}hg^VO2AkP!H&AMeOHmP!@&S%LzQ7qZ?j-i&
zmDEl#{;=w@7<XR+OITK6w&W_qNJY0u+^NB+SG;r0N#xRYh1<nuX{G;Vgx+W~T3U6N
zx8#gn{oCB6N`r>mD-y7+4Ev&Ip|!1YF21hYb(5cQqmxNjRPMhoQytr20`~QRmKLMU
z4u3A666c^^<AT1D(ltP*xeoNx5C*|=5tvRoRo1Vm^l=GUEMfW1)|X=6B)w%&ui|}|
zlXhvJ995~7K61QdD!5Ds{Ud!?JbooU-9!9rpC|NMoT-YP%SodS%vvqYPUEh_yek3g
z9ykrsBPqnFj6(Q@EG99kN@v&cd6mjfE+@){d>=aISZ3;@Irv4|10vOW@PKx1k6e1J
zRSwj0hHHEo0tci2HNVmF@C^T0;byJ{p3!uyNZoWY?69Q3X)U{~>^g&d<l*_9*jcua
z3GIq^@4i-EQ{A|j`ZZN>{|$9*b8%~{Va*}m22?SzsCht{^{E99SYjKrKaqt?!khsz
z{q!%SFa**xA${(cX5#_WBhd*7#BbZQ^Dv`whIpOgJlj&LkONTI9Ip=tAUVv(*pp5N
zffNqhJkPpfW_$(4q~Z)Wv$!}Zekj|V14%U17^;c_a9o9&vy{8+)||&Tji8>6Nez|e
zc#u&#%@f?%waE$<9T&f#CW*>K25;?CzivcRM1I9`*^NCWM45^nJ1IR>K1puI&u-xz
z)qSx&w0FOkut9n}QyuA!s3jYfhnn*^GUP#wkA1nuW^ukXmk2Qs^mh*V`{>RW{#?+&
zf!G6q7|B!Iar+?!95<3zHEMC|Saiw)K#5Eo*dN3N?#^B(;<lV{5~#`GvzZ%psU3G4
zvn&O)dk>!A;^M*$;O4QFRqorjH$ZFvvC18gIOvUxnDQi0{5Su6cQynX?KxDTpMq$7
zt|Fdq78kw+M<tw`>zKHd@A(GBa`k|eU{SCs%&D{fGFN-!*4yi~bMtDwVDW=Jgdh%b
zZenFD*7%+KQSZ|NJPJ}rhFQTBWb-9mL`J6e<sTo2iM3#e89XLrQOn~o??RTiWnh-6
zk>HbiOyV4Rbr>yG4R|QQZ#~1a4URWmWNg|Ls8o%@4sQHNm)~r%*eB&3R{+mp+wKQ!
z8JV%EDFwl_2&iYaPA;3)GIQYy<fq+)I=|me4&#=XtekZ=?~2JJ8xs>#$(1jVJ$g}M
zXAa(Xh+)ejvvO!Th&fXYjx>mGd2woYVR7Nyh%HRQ{?x^o+|o!kdg1u^4l!TJVHu<D
z_%P6E1hwV5_V(p$_C5Us4)tgCW9gWDvuidTKh~}t6bMU+Zk5%%1*_g*dk_vqAdo@V
zC<N`^w_hG{-O{T@v&!@+fIO^1lvDeOrz9h^Z}kJRFmTBLBdF@J4HL}uzT}10upk4^
zxBf3*<bcur;kKa{8GB$dZekn{kI1e~wgs-o73$fc#g9QD!Rvs|@}R1Wop)dX#7rgX
zniWAI#6I783-&Bauf|dxDmCyfXaJdkL&p0G@ZoZuF(@NOU<Mh>SH2k<5s}aLMK}QX
zFpHm2rBgXNwL}Y;C4&1GGE2^VOof{YoAQ0^eNx*w;moVXBb#Enb)v%hnH==oc{m!h
zk{5@B;zwhewU2uVX5M+XB&Oju4N7>QK7hvo9tg+;ZqpMyjDNXma0rgn7<+q*TUc6Z
zym%otkSU%9kKI@b;{qM*<>d>#vlRrJsNT_HsZ17T{eb0iV5P)|c|tHv71T--6lc3+
zdG$IpX!`iPyY1&U?jK?8SrIICjMxB9;jowG%~j{cKpYCW`Q~T2Z+uSKRy=Dg2j~%p
z-_smDIcfMTuh%`9j08%R&f^WRzlBcu=%8O&vZxa-QcuD8xO@If7N7l|o6y)V94+`*
z_7enyQuK`-<C#{En(u3LQzAD7lA{vWLRnq$q9Nw9GBXEedTz2Yy{t&Vp%4V|05p%_
z;B_caT!HiS-6|+7)RdD8T-XQV4Wzsr*)U|GowrWJ>F9a>K2csN@P|v&742u}1{Hw{
z$Hik_ictqy-GWE7BS)bakY{A$#ziS{UAHE19`Exzz+4f&5c<r2OjSK!%Wxk8wF7)H
zOJKq1s<jzKARrwURaD5StH&$|23{w-0<7HU&r0`3zm&1)Grze$xy+hMVS!0+LI1U^
ztjzaV{_U!5F#lrte;<2;bC8%rV=l~ouF)Ck^-#fyt#_EehG<+2q<9MjZ7bZk=TKTX
ze`YI0nyVZCT%P@Z2w!wwo0R`C0Fz|UKO+yWpTn~Y`nXs(x9IeK!*w6^&Q<k-xEpNm
z1@?`rU2dLOKd;b@9Wg6$Y`;kSBD!^p9K5A%2Vd?Sf{SYumTvucc$DUH7xRi#o99su
zNL7RTx$;pO;Ob?SkjR9DDE819ln$K6jQ>=?7hnSCG8tyksgkWU`E*QwNN%fa<5@Nl
z8Q?*fk3$f1c^s>NGcsPSRF{=NHWD^qSraqwaC|N_C4V1AW=3SP-Je0m!>b4|LPyry
zP2WXWfA3F0X^2ZrRRW*d_2xG)4O?sL-4_sFUt>kf^hM_;SmW8SZN#|z+(n&DmAUS8
z)SM)94I|~Zt78CKdUDx>WewZKQ`N@Oel?L*qV}J2eK2#U2|X(msrR<EFx=S01ihrB
z<hqZUxj8-sMX7XXou-aX5a6f3c1jR>A-C)MXee`B6Tr6ueEwj=1K<JU!X0g!Zc_^g
zz7Q|*rrZ?SfE^Am=x$q~E*jODjj0)saIiGRK(lMst1^=vip>V%i4ZY})(lK8omUm7
zVdH~+AKCR!U5=_tH_C4+H6E_4tsS&6AcmEw%7eWOd7G}MgsGw>8GEu35EAZzNeGzE
zj+*mt9Rbfb@{^FR3A%fM2;n`swx?@qWqLJTPbmI}<>=mMMd0`vMJRucs^g8@;uJy-
zM8Ccc*JPJZM?CjFrYVV!Qe@Bwa3%2@lQ9E6rq-n6iYS=o+4%V4B)~~cPY-5i8mOUt
z-~GAt5=cv0d41EE77?G3p$fb!xA=Y!!&rmkBP7%wQRecPDE)s)YGU@u{sLcdyM7Qb
z`aB^BOJP#*o56pr92I;VnVHXKnKXtr^U~Nj^Fe;3Hc1J8#;i5(qd@+V%cIFhY<KRY
zf#g@@xbO~?`wgh}4qq%lk3cgVPN0wy8y0-hzDWLgu{o5D3LN|cA0MChm=|y-tw-_{
z$3PiDhStlAv(b@!Ws9GKKM;zw>{OO76090kBy~My29l4&URvtNW2V{O>y#P~y&|9h
zGJr5K5s}jo(}B5yFaNVmEf8_?fGv#uwLL2@m^Q#6g?zZpdtVeKAuj$JR7Uy(n$!NY
z;kLjJMt>e`;BS8&=KGe^Y~Q9t9-sJqPdW01y;pCDTNIx&DFN-XpI<X92QyV=WX_I%
z9%Dz7a2cyW-G>|r{|Y01%O0<J^QS&6)+_n)wO;ar?8{EG(ArQ}u|_|4>8%_qOsF&1
zL*Q2Np@#Zi^U2SJcFD)6A}#ZgaCY<4tW1NaB9h2PIgP()5%`TT%(UfN-J690svlz^
z_p#DKA9wJE!yjOtKY{&l^F$~rvn&%|vwWAEV_4eRcMNV?w9pa=rLU>QJz3|);)1)2
zLnQRkiE`%dcz%&3ww;Bpg^sQWii=CRJ|5Q(RA~x+CBwk4AQ=(B;@2qzRcg$Ia;(y<
zmos@XSUC%t!8ul>oOHVuFibmp{mVaR3t&P!%VN+m$hi8@?pCv`J_WXT>4m?&7dQ_B
z`Qu5-l}7ELBftlz2<3saw4ddg%-{m1d#t)#{HDUa8QSgnmLza8s2Mf8W`hqTZr-5~
zj3KE=8=>uF1r-bu23|op8P)(wYh-N;O06hvFW6IL4DZ!)vVdC%PASS@lQzn`%yv9#
zOIhlgpy}Oz>;oI8H!zf4<qcm$0iz)Od<bazK|;1$M$Kb<#0q&fK=ne64RSzqa<a9X
zi!M>v#3oreu+f2Kmu53iDfjgDVzoqSA6HYiM>%z8S)4NXS-10mueSuz3(hYTh!8Tb
z0BE>wjwx<4zeXywG1>3lA&uk@=BBixJjTM!<Yp$z4T7L`<h5bpKUB`oD6SNexDlq*
zX`%s$>3K=aqn8)s2Y*10g}w(`3><Qzy$*crFF%SYlbgz(U(Ac2!lnSdixdO^zX%Hd
zZx9qC->^x_W^iz@8~ni)XLZ<<zT|Ja4r!q|0@@2+P4e#et>3S;Nq(%UA9a(E@E+2`
zEA;hwKqR$zi7Q`Xr+sv5h<11Xisq;<FL`Bq0!1&TQcKL_mta8!xkWdN?2xIf`Dl0{
z!>2gUeoV#uaJ%ztb1cN6X_e#@@N|O17Y$*leaqE;`WYMiIo7tzoI~3f<<6jYS{ib{
zCe9iRbaV<qhGNDY-pBk)OTy6wuLeg^R+jHSQu6bcF9ol$Z;k+D%d;H4yNuXy*Zy)V
z`7|ggc8lw7NL>22es?2|W3y{XZVWG5ZYPC-z+aS?_v#HHzDg~1Lm;|>{RPaV)@kvs
z=yvTW@F_7L7qcYK7xDD%jaeyaFTQ+Ec|9z{!81(X_|WBI;6-jcVLG}2bU%z#bD_I@
z4_scjJsQh89#ep(U=P%>2AmJzO2q{oMRB8jx|tLfLmrqB1e0`>&uuyWx}awf#;&Wd
z9>;Kb^(3IP-H4=D1uGhtQdkP?9=XuI^9ELE+D?$1+r(Ep?dCO1g|B7ldLRxS<UV{$
zzxKQTmUH~m*2Rf=Kts{el|+6eVlpj4WTRoGC>qMj*vO2{57H%=5m><SfV?BKj_n!m
zPB%FO(ntW1f0ZdUCkdHmVqUbyZ|!Zmw9LdS?$84dA_RA-k>(sN3RW=dTf;4ifAeM#
zrYCS6E83y`!fkUT9~)i^8BD=jJpvNw20$z&AsaGET6EaIyIlH7$=36cihbX-H;;r$
zWjGC;wDt7Jsvpbdz1MzXdEr*q_(t~0Y<H)ng74#+X>0KK9wOzv`B@B11r_#kC6z;m
z?#GWYY%D`^=iFrFbR-oAew0%aSvyOH&D3*^=v{o}W0X1tUs%Fr@hZ3$R)%sqWyai8
zY?IY(@ox!ZPx7h$ysm3&Ny8?M@`t&MMPo-?liY?z?0GaaQx%PWe+73f?w)-}$oh72
zS&xt~whnPK<T<0knz4Qf0{<(VJ67sGgxXxHF$@Gd;`FGfd2q)P99s9}?i(-ys7Ed)
zu*NAq7e_k(7E=W)pNUy)BL4F5vs3=#ERADMr3YDwB*!(=?I8+msxj;^1$vK@hNWIx
z5Gc68z7J*}1~xXVBtsW0Bp(c3Cb8qWr^qX8Yik=1s{FW2nwS6w2R2mV@#0?38nGnG
zxtj{tL7Q516$NFnHSx~hKB(zQl`oI$HCPU7&pY4zdGqg?fKtl9m;7WJj8VuA5ToNK
zi3&}}k2T3(&pUm@A%g46p;K{qR#96U4;v^Cma2z9&4M3yihgnXOT!ACMrea<fyJ`3
z$Rx*%Qgm?HJO*2AMSxa}Yk#0t6*6-{s};%NnSo<l0>t17*8{k3igwz#%>L-^P!~sM
zc*tv>UF9sc7pq|83n>s(keNZtwLA*sZ}A+w1*nXSfVR$YAu|)416d1_@ao`<Dg8H!
zq4vvBtiv1Cv)l1WN%AryygwCKrE7SZ$gCUtzf%2p2cms^S{en<q;^<lxZH7I?J1vJ
zu>#qRsc1wo6yW?8pX0L@?x*m+_B>qA{?Cv;E!fB31_lR{4!J|)g~UrWV*Q#?v!LZ^
zfujbG=tr|;Q&Ur|$AM)oUX;4)pRO_q+P8ElBS44uE;<b@eF`hi&;L}@nxFqV)8jiC
z^e4E^+BdL4u`Db_kd&~n^8wx6twsC?>QqTLjm@~92H%iVzIQf8Wq9IsJsE8d)sWhS
zB=SHs1xROq@e#ZmU{?rX`5=pHfJOs13M^lhZ-v72DQQDEwZ1d%2hbZjF);O1>0{~V
zX=5r4NPV0y)z}GwIX`kcmARzS4GGR?v#+$zyL>msZAY00ChcZW5sP2`xg?^YxewmO
zvG$iQPq!ZZQ351qE6B-@8{J95`jq@1s=4|n3#{INq=+#^v^k_h4@*KHz!E=ssG&j6
zCKdaX>uDfa3Mf{8LqJl}+B19LkIyq%Vh+zVKE%h==3-$gObiJ=tyYpV)X`Zxj*g>P
z(OuOoC+WB0G_-l->|C{iP~1GK``p%%hczz8Ima^c@=*sV?*m5joTqsG3Nqk0mU{A}
zbn^J0`}l?>ts+7}O|1(+1$0c{walNbu{|650IXR!DbI%|)4})*V1zI6@Eqs%+!Yzd
zz{L@oS_Jq>>a_b=DsQguc2Xa2J1Vnk779mx=u`)lKqm@8*mG@4bZCC4L;7P{6BTh>
zz)+xWY>W#XNRZh<e1kK_AR?kyxx#KXX5Hf=S0@-7Kiq<f-je;QIZ5`MDww2JU-7N4
z4m-8qqbnEKwe)y8ReE6wr7kjdXeCSxB`;(uv}0$IXT51!f!`1PX%XXtIY*+@=Jc?(
zLn3GH%yLms0o>QUo-$t;b5p*~=SN(<R=bYR%yL8fDOcG3of}M4+RXV$xsYnWM2#ym
z`wa+SN?N_B@h;8~LC=Kv4Ur$xSsKwGHtHkMUp|lRjs?CCCVj$VJ)<J$>KS8$g#{gc
zyo2{Bv0sFxsw)&KtIfV1_J`+Ns(GqE<w`rb^L9qph#s40_xsu!CeBEct)?-Mf%N{b
zr|s&q7RDzhm%(fF>--EVh-4v0>dU>Tm)}5+l?5$}2YP1bypQLh2P39+@c-6oW*a-0
z6Agq3AYo`HB&(NC?J0Aig!WdXQ&Y!WJLsbyK7$;H{D#AVMz?PQ<8`+p*NrBI9h8nH
z!@CRj=}&=-e``Nm|F&IL+y`5mf#c7FxZx<-<;%|V&m5J%y}_y_z9k?eGzt?#-a@#H
z#gMK+N>e}}A$|3)UM2+<Eb*^j`&rp<Zg6US-rG_yXDsx)m85;TEU3`6TrxnIQxb}U
zFmj)NW;zL>X6-6M{MVGZabKZonjFF!oC&eVy(k2lcl%U2`e~VloTs+kJ`W5C{Gcmc
z`CV709V?1+wed46E&j}1S&E7oF*<hCJSa&6)4wuGO1@cIUf$SU{Ak?gzB8wYSnr~6
zjBmXU)P2$j0Y&-3*M3jbBmz>>nBfiYbB&6pjrfDP+XIGJ4usa}PVMv1S69?XqJES1
z+4@k&!P_68pQ=L4f?kX*y~4V>1n8%+2HFCp0a@P<fh&y4l?D{<v7w=FC*U=C>PuvS
z?1bT!5%KdKX=solt4onx)hJ0k#2q^nyL4jGw6E-j-lKa39~~N=Cg2~Kx&5p%$!{O#
zCz8@aSAeQHul>)(&syko^*kEavH2X&2B82cDnbMMy}u<13&IuJi!kQppmil+$NX!n
z2MUcZ(x(Tumv+qHvyRxLB$f?779mZ%1obpMt=omRinh$OLZd?mzXK9faA+jNOp-1i
zY=C1sY)U1tmqDqeP3mD98ylPYIQ6ZPD|u4JJ|`Aeq+VVgyaD12$`E=4zw=V3@7CJd
znkI06{ti*f(K%^jCGk#pVj|;rvnK>f(Aadp5mb1!j7iDb6l72C1<g8S=?$Y=+y-qL
z{Ak4aezMHN<oPY7f}na__eku?w^B41!&H!wL9!LlWksm|n;;LQa-qjqv0M%TMB*#)
z$*;V=DcUEqGa-hS{kD8qAA<Qr#VTw0!M+o*y^M9frchC_r$x;Dm9OSG0&{{ndEh3a
zZwC6M7-(M^*Bl%m&svuR72XL;g;Fc=4mjbpI^k&Mi`CZtKqp$yW@P#eCmvE(DeD9E
zG@JEdY$Y}BA70{(RXo^owX}Jh!~Q}HN;5eUQldWR!T`6`Jw2PP^o)&-dyMTMGbglO
zSYMCscQCXjVM-~O!OTn#N+cnx8Dp=J!c)oj3)M~uobU@te`>1D{Gm*?mbNn~Q9303
z#Rqqz+%KAAXbM0?p(IHHDTwCl0H(gdYOpjVBK|l>1DUUeum+Ak_LxEyC6+Y;dw@}B
zbZjZePAd()3B}~?ds&Apu$R)+o!<CnY^x$VJVRTTFKbhl{(^q0dC~K=?ZXig0hAGt
z<JFL+*7oyNu0yazj+jS@%RzZShlo!|kOhbCLD}rwoJs%&&VG0v5@L_mO&Tjp?RL#}
z1QXG27*#Xu<IS@AQPTn;SzWRAsmSkeMVrpn<IU?Q!4>Wy7De6=r@@1d>v6kwC!eG|
zzcy!N-&5DrL`5LKO5arqYmzKbIr_1FiyJ4<GNSONY=VM`;B_p5ROkvW#1TJK%<~CJ
zFy72V_vBccm%A;P3xV|<3BZ$3=#Hd{t9t|`H-nN}t!H0UJm$+;%wTmqv9{TI1y1P^
z23A~G+#oy}HL#O4XX=QwXP7K^Sx+lRDBG+KpLyi09R+vR+q&$BIBk7jU4^EiQbIZ@
z-kits_IF~epYO_lK;;^01E71o#le0s8~?a2-J2Bu>QlCIemU{`zdd^xfGKU*fxFst
zGi^MDik3_SH!}5NH=v8$9~}j{*#!B2gQ+a>tbR+vr|pWV`m9+<Pw*PnBfOK^ThcC-
zrE6heBo^hnBQ=scTa+%160zPj5N_pWlZ-!~o&V!wPwf4e7T>VWBIH*rYRS<iuL7BQ
zCwUd(Da*=nN=iy>!$V-UK76>lva(_VLQoG--5^qIZf&6;{!{%eKn_Os$<sBofNwT>
z!Ev@;)rCBT=b!Se09L$|>OW4$&s0>x^R{8Tkj8k)^WA_S-e612f%d$u$;xB>cc3+>
zBy&rTT&@o7H&FI|5Wf$X|Bu4g#F?{zleoD1tOJ@Vrc&=oocnJ}(~sP~meib~u+cTp
zN#daJ`T>)OhO&=La+j>F=M>grMOeJtf&LuLEpDd#3d;oDr^IPrWUfZnT8ovqTbit5
zsxlt7)-3V7q6lIgyI?r-!9JSh$qoH<&FKBW(639t9Qhy$>Wv>Lg`EYUTjpDd!y>}Q
zxo8r;-pU};-IFH768}lRNV=kyQ_MJpcQ`w|oG-1ErT_4uEU?pB&}vfbtBvQkvjAzk
zJu|^2Q%8TErvJ^jEw-@KNQweVEV<nLl(y%P?uIHWDSo81{YJvvH={n2N2LcWOb;Sn
znP@**EYV94t8Cn>^C@$45Rn?u%R^I;F?(E)^L8ff0j(uXfHv8?x#gk##ya+s`2E?X
zg*QS>Pid4=_CNhtkY%iyX<7xW5JN<(S4FPErR_y{t@DTZ5dBB@B#B<ChdNs(_f&fe
z<5fP|l7-=~sClC*yxD&ppnjpdG3Vl&SEFz(dag_hryxn8=WV|jM%@|i#4kpz-LLiR
z_w!674dvRQBw}Y{t9l_-At1t};8OSkf8#QkUt6?+l6K=30V<=Lf5O*S{ybZxV~NJ-
z%I=^7Jldr$VZZ;%<dNdT7-CeH@?H@~B|a1UohSv1*H8NZpU7N`E}Kd)c&zP7c&)3<
z{DG!F<FRA;jUFW%JIW%fMC)$TJSS;4MMW&hpULd-7?oFu5U=+2zH5$m7n7Z@E1}*L
z$-l2%d<{paAZ~(*A?7{%WTM{9`vL^$;pw<^<SF9Yfh7IH82O`Dds3D<*hi-rSy*zx
zX9!#i((>2j07L(m3yB1ADnNrR5uCz62Eo57QMn3T;cA7WBkl5*;{T_i5s<TjlG0sp
z1p?cOv(WyZ)_U0&(QwL<A|hO%y9H4;Yar6SueYClY_tV8392t@IAWO=|LrqxvPvQT
z`I4hx`WDE2$bVM_M0v5kbTt-mY~>0%J)S}K<7365>#gF<aL&DIw8RpyVbYXW+(;N3
zVc}FJ3vb43d@R#k&*W%W(xsB`_4*MSZwpTB_~wS}lLvj<4V}#S+wn7j>ri0;q_tWX
zH?dsyC~YX@BYe}|^C6=4nWdYr45RT7et2+4ddgZPP5q3<$c;9zm^;2;l9~zb*XJ(T
z6KlU(^l^=g*V#9Z4+3JTtNf(-V=DpaKs^)+NxM&r1}=GPFtC(eLK3U`-bt9szdh<z
z?c7<n=R@a2CE)bGUQ@92EvTF{@48IUCvg)usj{^&DgJo>P~H83+K&12++c<IVN`*x
zciZ)|4<0<Y@z&WEcqv#p<|e-~l6w?A8)_BA|NiZS%CCBep@08$f&-&NmJ<~v!hQ#(
zEokxTWTRnJBxR0U{ZPQT=m+i$(i?AODPxqPWeAGmI~^KEQ>-#KbjtA^A~_%FzZ)hq
zN;Ut5R!z^-a!5Dl4a-w_CNW0YG8W4wK5|1fKg-acs0p-XD^CmsODkF>#p33k!NJ1u
zQXQnU^#ij!Q95vVyMcb&v~-19pyhLMxrwGPQr^zEs)H+zY9=BbnuwyBH~&#XMpKGZ
z6?y%sQDPOyf(aIR(T_jM+Mw!*QxCb!Iu>IYGc1~xey1kh_>GF*b8>Q$x%}YFV2mR<
zy2Xg|5n4_a(HJ|GX|fn{S)&k&su=Wli{nUYl7hU3QWJV@@mu9SeAM1J5z0N3{_IGv
z>s$888<d3-eud#226_HO+NO{x{6MyDxM{Vx(eV;5WH_G1@_KnRMr8(|+IkqewHT>;
z5tmBXjX#c-OOy!KIL+;DvvrH6*I=VHS3+)jIVxj5S+F(Ut>T)bwbj*Pr3T07Y%47N
zMwMdwaTP{Q!WGh#s?rNpYpQ-5svA%C(sWL}LSAV+=t92qRVD>F3sEKN0^rs_CJ&J4
zsq-8nSNA8m{gL1H(4wZeZ6W;X_qyMz$wo?qk*N!j+U++>6a53}@A9ErUdN4gWxh+n
z*jCCpCZUoq)-x_)9ns_3*VlLN|LW|_<FQ=VzJD9iD3t~xL*|Ogm}DrkipWeTVIf0?
z6p<)WM93JKB^k=BkU}X#rX*7`lcA6#_5Mz4KYOp|eLwH>c|Y$Td#$zCZeRC(U)OmZ
z=W!h8@Ap08tu%$zrGHp%w`nNan95+d#H+A7nqHySflpuOvC1n8(WV%IeM{u)OH*@~
zFyH8LD0LDJIN@OGUS>Du`Rgj%J$Jg4ovS0Paa1SoYMEp;>ic@azi#Vf7vMu3U$|pl
ztf}1BvK8^a#hH~`lKF;-tbGP^P<YYavYXj+LWjdTKOG8H3whD4m!$g`Qf^Iqdm+^8
z$GsSn*wQ!kdF@5-z>=@YF-b37*wYbTLsO}F{cKt+x)%Tr=+5;=Y`=W%jmn%*sqT#9
z+HLu@%uhI)d&IM%tgr2!$a5bJ-kQ?YveU#!TCx9wdLRvVcfcl&k`iN~##L>GXV+;7
zs|u7oofRsLF!JFQ`zuU%#G=z%G*sAhx8?TAN#Cxnt_N>t<!kHf3%Uy0!nT;wMY)sZ
zlTQgyc`7ciRm8`4<K1{AS5elD)~|sB;T(#FX*;#jn!d}>UufJlLA6~#$I3}tS9guG
zonob3NRmb?ol3>hcNUAYXE#tv(Q8>M&&kM0L{B)r)MfMt^s_EdHl9Fv|7GdMRu1b9
z%h!U&(}|V?=dyg)2-qnO+_vH_pbym%xqITUPe-)hy<H-bJSJV{0<)ew?1p{#g;@sj
z-X)34m5ygWeE_Ez6-^3kq|gSYKrt2rYQUCl+gg^DnScHMweaLSm!WrxVr-(>krnKf
zh3PKkVtAoPkM3xEUDjA1E8$<4(iYwjt%`%;M|QEA(MrXi@+V3nTcqB8d9Fd5Naw8M
zA*4_-FCUOXx3DMw!MYIA07d(T7{2J%g;>_dC{jl1C3<HKWi0EM$gu$gt@7W>71oBl
z2x{X>tq%!ZDgU5ouUPaQHiw^TYR?d`?RuUWXe|n5hO4WT2_f9Z6j+DJH@MnJ$(&4>
zvJ;OTklPg_td!MwU1!p>=0?&!IU8&1MCS%cf0!2(rQ9ahF>$2+>nOSxaIIIg-dhC?
zxi4KwqE+d8xN{(%IaF(6%NP3n?>Zx6l57hcepWV*x*S|8_4fbyWAdb`b&N_XBb*R<
zx0Tg9#pk7Wr`iQ=VYxr9IPQG<y2t(fMGw}7uzAjE5*r$f3$*J(P*WbIpxg3#$^jx^
zqU;=uG!^>C2d<fW|6qt-)4r)7e)Lgh=31kr^nsv{yHXjoM3h8=l~q@3755VlEK=%_
zaU6dt9N%&)qFryY@R2e7tDW+wC*kBt0=MAZi|cCxZcx*yfVss<5d|vDyK|(gL}Xck
zECYYxzZJ;Ra%<+z-2W`i<NRneHvW#o4VxbO)HD(3;dE8CiY08w?X9n?lVOvz3rS(s
zdk~D{9b{TL7ELFlQ`#I1$I4!`IUd`rxrHN$RWcNPPUZUgdWFpg<UamegWaX%?tXA?
zs#kVIW~e@P+w`j(EAP#d$B(M=rlov*JJL*>x)?U&mbm>P-Op<=eu;&Jx_L^YhO69q
zRce`niiZ-LnJ0hJmRk9)&=HRn9H>D1E9r^5N@kBy-{jrU&`mhw!Oy?85fu<5@T)1F
za0SI%sHug3zja;UaOlspR9?oldJ}EpGs4NDhihMIs~+r(UnxNEnVQxXxDM`LE-~}g
z-SS~4L*IS>dF`pyAYB>BEHyPbkD1wS6?At{-LZ))rcs1ZS({b`oy}CCQ>E{qt*}Nx
z9^Z&I+3EvLJ%8c9xWH2xViy9l)=q5}1hBC8(fSE>Zv&e*il~)_uS?oye_zQph(Ua%
z!Gq|JFD(M0BlqIkJ3KV>FuqlLDwKBq{9TwS=%ebh)dDwP^~x#dalITL&7ZVW4rZXp
z*?#AFb#UR<cHFA(_ETL`h9DdL?7i>36>p!_J@gCtd0|}WE7(3K@2T@dr)n~v%N={*
zSjN=NE_wKPf*mg}uZ>eMv%#s%Y8Of4C!B=g(#aIx=<Kp7<GdGs7#`c~dn1PhPk82r
zF5RernmT^1u=CI{YU*HL(y7KddgL<)d}=Cl_SWhFEj9TR%TT2yCTfczHI}YjaZipk
zuDnt_#-E|X;$&$P`Q&(N<>MwEaV@pXV!OaYHl0e}F5MQ|Dc%r#lOhmh*3SX7f+lp=
z0-T&zp(2pSEf<A*irPn_XT4G|rS?lrxt4H_<JG7pSwFLABV+(cl;f(F8CG;GHl0o$
z_NtQG+|QkC_+C(6ks6-+O`EZ2AY6BsHB0TVWa*6`)Gw&CyeR=U{zCUm)Vi5_46C2W
zeL%dk20r7-e4?`V*$d{T0?FrhOVX944eWD2>nQj~X^lXc?*OfcmYUUox}34DF0b{G
zj>14MGq_kaRaFDhC3N;R$+TSyZC2y4<7$hyy7SOR|F0z7)5@;iXKAr(i?A%dVGc5?
z-_IYtuib6Yjy=#_x1Ime4coX%HRfL@)b}MTuMVBk=GMy2(Bu(U3b!N|hA8>Nr?+cb
z!*$2H#Y0u<9>)B|Bc`&YfRUE$g$Lz?XOz~o4=IevtK_V9_LXKz{eF;fE=a_<H07+C
zd;Yf2(t0`i`N1!GQ=3?%k3K{@${M0WuUEz=PMFoMGqSTzjkn|KR(SL<K-|e!Tj=mj
zEu~0~QCBX3zrUzt!wH6(6TJaHYXtaC^$A~>a~QKxz8>+U9<h>dz*TgS^TGU->S&Zf
zl9rKS#=O{8vE(4}q=F{xn-J78x6!FivDA*J?jD@n+vR&6(%Zwn^c$~4DSXS$Ykjz;
zSHe}Wr>naYev5F?aBtoDkgc<O?%dU)w=P&`WNn?QS;427X_FMt%%M}IzTxkDt2U5D
zbzCCP@fC;L6)pC_a;mE_{mpr5>ei)o=j8Ud@>AXMSs{ItHAVF7Hi4Jx-DLf3e3`QI
zn;!%=sPU*I>5gWmimPnN`1|HLbK505aPv6$^|4VW-ac%vA;H6-#3O6T^>E<Pciu;q
zoAmRJj?eD;nya=tv~^KZo3bZ0znMQNV%5_C!_=HDyH{lNkxW9GhC8|Tl1S@kPLBEG
z+SU}l`B&$vXg=65Fqd@yu7ATyz2b{|#6|r?`q1#j4z>B@8#-ck0c_8$Ikj%z!Cg|+
z@`gIUexI?PnWRI6R<A<pAtss$sS}32^~WvGDxFUC54^W2g`6nNG_T-klP{n5W8-0S
zb#;Yu^po3qh0$u>Ij=&)0Ny+LI%4*^Yed^NNUPi>_h0dh_vYIjTmy9O`~2Q;jE{|R
zyH$$|C+9ZHE4>kG=PEvVQu^%K+)<|zZu%qEq8amfIwBXEJ}&6*f2S>9#i6qv+1}P5
zs?ZzGd!SKVs5k4q(5oeKLPU5?Dg(1*wC~42h2_iK${*uQu9cLqTp8`e)YhOpIpsH{
zXxoRf*AiOca!CQ}+)TZLsdYwrh?=|YlB_m639rl&-Xzw4cA+OzYpPo%o2^+scV^d|
zSH#IA>kG9(@fA%l5Rz8<Bh`{1HJ0VPPh^*zlWYiekYe)iELY|0iEm}(JdiC7#bC|=
z|GV<Rvk6Iho-1rm-bEMBC|A$OXk0=i#iOFKa0~x|Fp-NEDS8anJjNUL%zLfZNfJ21
zAXt`Nq<c~@;P)@H3LK1Cxvx~wQd8+-4vt|@=#qFL$3P{(F37%F>*$jKlC|qs2n|Mc
z59_}T<kpvC9V-vpq~QO?WoLoAimg`gsauN%*Jd8+1thjc%4A91-#7F3%1GH;{=?^>
z%Ls?$50opBWef!l*X-D-ZA27GUP$wIM%dq&Hf#3@FO-|?Z{EeFx#_RkEI;~)fDujU
z&8mTWq#09F)Pr4KmzXA}z7gNPd`aq*j~_pJpYm@zD_Z#%^MTg_I?bO?Z=XzjUpS`u
zc3tbPiHh)udkb2)(hdm${j`$?2C7JXLvxJs%L-UJeygPvniy70lS>ZvY`PxbXoRPn
z)^2=G&4;UmL7=Q>)hVIKFBfFhR@eqJJ`$~uyQ-_L{rY!Pz`Nf*D(*UR1_sf*%mK_$
z1U0xK#YUbbdCo9dK<;MEChnaRN7vPFukl%7RW%cV^=G|<BO|)`@TB~kx`0Ck?on?%
zPdr>`3eY;vSCG;$=wuynhhOr7m`=9SJfGUM4IS6iQB5xzd&3AOzo+<iUYo9OoW~(J
z336HoQ+-2Ol&3gqUi)XXu1swf4VeA@Wyq<7A6|eEy3(uES&n6VG)qC@Cg+mW8Mt<F
zb($(V8Rf{minxDY0}1}^m`$phOmojjGsZHU1N%u6PAtSOsf<QHzVUsZ&P+06#*(6u
zQhYxe=WiMt=R5Tv9(?^NGbzbu>mL12%)14Qb9v{DZI||KDT@)({~37h3XhY~-hy_G
z0rOj1m82ce8j3ct3xP}FIm_~4%~`K<*|R(herC+)ijQfm*JL|j<K?n5f}_BqN-{#r
z;=TBRlZF#Kxa1tUr26b^bWo$lz^6?qtFZlSK1W>#gY3At;S(uedeIH31`Nzuy#sB(
zN9rEcG>sYaci(O;Jg=7KwpyW~*XHZKtcMSiP-TR)v_%QVWNu9TG{b06Os_@z4#iRi
zquIl<J0C4$`U))+=6vHFd~6!-GVAym#;q;rywfSJKCywusj;AWe7pVZK;h_?OBYw>
z9o<)7GtBpm>FeKjOhY$wsFFj>+3^Z>fvl!S9^D(4*~`u!AYL_<C%XOUWr-+@yROwj
zJVRE)^{t2V?@?4UPqU@O+om#{%#i0*VZNo>NKtDQcTB=}E1A9AgZ>smXNnwyaj%69
z+d3_gmGgWj=H#I(ONy1y4^XnONX>TeQMdY3(iwiNEy==<Y2@;?*fTXF%r%2udkyKe
zMm<>j8j9}uXWUEJtL>QK8eo;%TNYojHuF}Y-_K(#WWUI{lkdr146n_+ZDa~>!U?G!
zt%Trv$2j!^{H9_{r<5BXN2jQ_B`I$)OPJYczsV$Hc&G7(Q^v-Rio<J)M6T-Eg?wzz
ze50dQaJtx*Bh}C_vwuKbywZ9L$9egw5zv4eX2+_xjvSZPx7@tPnSSn5cuN|$F)!!*
z=`7v@&Td=uj=b4_^il|&R4-n^(ngxL?~K`YF`*MjYu9z9ilS}2J~}!|QYCe>R>RR^
z@3P`z{jflTH|KAPpYv16e|V;!L$s8<^Ba|#aj+wT!<sIKONS31e&?TlZ|Pd**qvB`
zYaUT6w*NYD>)7Ep`~5va)H;-kXKS-~>9-}Qb=+^YP3IO_rJI#n-C1nl8(r$#?YOvC
zK%j}+Ji_^2(z;mAO<C^3W0!LFfBn~|=pG!_eNge$bJbhxD@o$7S7{3;iZi;M?95iS
zDL9reD`4j~7&~;L%}}l7k+LPneEhoBN%^UoA}uwGBRl+cqjyON>uT7IGMM^~y!^Yp
zfsE6_%2JJ`>W#pY$b)|(Tk$<#9t-v>$M)q__F>?V%3yfS5A{de$D&@wF@Qx;d{9|6
zBjsbAocgB?yBu4etl1rYB2~E0i_cK|t>fr*cbiO(h3yLLh*_4Ft3ww#AAPS^R=-o`
z(f#Y!Wu0iBaQ|o%2NzuYq2Hd67O}2VyEX}ZSlb@2Jh2ecX|8E!$-$T9gl9x)I+EKP
zFk+XL6cn>drJSzmI>J?S2VL#b2J!xS<;-K8tuK#F^{*+May)f;Fg#6lshEbYtU)<9
zz<ln_x|B4Xv873)EdDe7XQg>*w|+gq#f;zlU+W?J^dt?#A+rykZYGX&o3*~~f0&gu
zXFJ6>);Ho*@<8LhObo4xP0h|wk>*RC<Ed_z9D^Tg?bvw=hT}D7nfCg#oQ@67IqX7?
znBD8Ew`O}hcJSl<92>kf+CRL%`HU>8S*lLn>nuW?#x&!O>?M^ZxigPF7cW$|n;y5^
zFxItF%@*%aZ$X%Ixq>zS+y23QmY)B57w#Tguf|;y8_X81oX{Woggv7&ET+d!?c=)#
z(tEYsna2!#_~*6*^6F<d#WVaX;G0sToeoo;4A~)uwYdx}Sd|!J9khow+Q>Tjh!*s7
z)!K#4LgHiVE?xJRFYny;qXrt2tGeAozZv!Qs0S+gfw}@Yv>F_8L{LF=nLyYPY7UXP
zlT*|pum78>Uayg&s$RpwPa~1M{rQ7B`8WBTi9@$DA3T^od(AK?x4TgL)$2`k$*&xm
z9#R!fN!~qpq=;?cm+r-9tTj93aiE5yjC9Z=NV7tErcQ+LqhiGEw&Ni8DiISu1lRYG
zk*TQ$I>SVW0iP!-=QE{{2dt*l-<LIg?=`nBqzke<z#ug)(Ag`Ad22@dhgLH9dcM%f
zK|WNge*cc$i$I~K5ci-UR<9$1k`-HEV%a0CaNK)y9Zrf?Q>1@<@{PCnkDxwF>Yx3K
z??J0VUPy<~SbVaSu2MuTN?@8)PoL57mA<g;zM#gSMEBDDE=RPY>cJBFP3G_U;JM_Y
zM$3mn!Ksh*TitBqfWW|Yfjgw$+jjqhd!1;#&Wa$;Dxmf*{Zi2Z{_{i86=894^yw|D
z|D!42xqJ7~_N5OK-yHhizt@G5`V2hWCU0kEX1+qT%K^E?`Gc_V!7`~*e_JZ*e^+=c
zl&6@OCr_>@2>+!Uc&HahQ?z$SCjsNgcj%RYFf$DxL~l^aS*hi~^4Pd>BawnqP7tYm
zueg}loqEe;*f5O0{Z`;VENmW9eIoFo$(nrjjF()rKlAOvxYb7ejFnPN$Hcat|FPQC
z#%s53g(=f5OHIA%LU2xV{Eg5zD1(4GeyZr-V)H-c5VbF}mpUE(!(K9+N1M&yPI*Tg
zMahEAZaz6}EJ#Fh0pGugW_8|`-GTf26;F8&2uZq+XBCZ<FHR=sHOj=sU;d`rI1eWZ
z2f>YXd0)97A5TtD8A_Kf%?z!mGoC~D_E~^Y-^3{fr&m0m149(Y9j-tAi<eLC39PZ1
zUU?6Ra}|g9RREIh2ce8WAP+!AwI6l!ucfIg^F|efmG=6z98!(v69fT{2EyF0ry%#h
z+4(PWkNvB@@BcE*zOJha@A8wc?bSDcAp~G?Z{RW-pJ16&o-4C^4iuHQj4D`LXFM!a
z!ZPe6-{$?_PBPU6Hw8Ks%D#)!W(4$t>Kb6{N`dryK179PT+(b?21zpTnxCG$6?z#X
zX3K47)UevJW=(iUNn~|ZRRTm+B1gdC({lPY#pK(3wiuGP1n>bU@3M>}!0_sW7;@go
z;om&Y5pLlfIB#57A$v7~(4iCcOJlD<8u5IP{mQTXzhRg<J^iUN-U6Y4FiT7Ynqcs~
z9TmkC$S!Nro=;HGbqDvH@^Jxk%N&gWetv#ARO?N!aY5R>i4bp9`Qom<V)LlWn}mRV
z8o~~<&s70GptUDNS=d%S{|nmP1o=5*@G_%%=VKR^6hblBTQ<9?d|`;?OJ@;-cq~0U
z*;VlFUn7VdY4_P_!z=j6C=sjmJswliqQL))h%ge=%yEfsZrh4wwlY&5n|(@_$lr+J
zahwYomEt8O%x|`3Uf%yS#o%RgKSy+R_t%`qkDCU<m)YsN+{y)0X=H&lCbJ4CA@T9{
zPHKP|@8@kNq*XN4oOZCSRK5D&Cmd{cAe1Mp6_{9tzJ|Nh41YXuIXmd(-+xOUF5&&>
z=!3f(BRK@jiaIgtAg$v&j>;BRT5XVNujzBPWBu3P${JjYL%Adft`ML7&v6UU{9v@9
zfR{ga?oo$oz{UT34EeOAd$#}n|15*C|L2(vwcI$RJ}`XGc>@g1t*zQPZl;p`{Uf=f
z_6avml@=$TGWf1!Aexr*&8mET;K06s2;fGq*J8cHlBw6iiZDJ6B@7$bxNVz19PtS$
zDOK0PmHm+CCA&@afY46}sK3gGXR_3BC<y(25RhM0)zyhmYA}J<-{U?mm^1g|P^L2(
z4{+tr62bE{fp_CF*~JX!)J3RmmfjCK3)aJcv=0j1#+gLD923s=NDmX&M&$rz`>&s?
zX}yV&!LZatpc_{R4-Gv6T1Yzn6B~Ev?E<J&M~Ja3GrROAaXgVfcM2ptT5q~_Oma{v
zeE*-epWdqETmb1yZymhwMP*sFH2d>*W6?ok9h)0%@rOXp8j{pmqSF8Z_IOd3(^_eu
zqT<Pq0?3@G7I~n8#eGV%cpE`pE_EnM#Fx1j?&O#4pb#1a!1_M8R)$q${NeVy9wtGr
zl_lkbKfr*Ifwn*7Fh?Q0nAy{d>=QEQ7-5T>0U3E|=;@#I^epTB23kTS<y|Px(L-<l
z(WQ5*i`w6seM;)%V{`wW+8};Y&$%tYeYyi=Lqn%>xx9^8{2UYE=7A}n9y0#*lI}19
zE*HfGIJt|0vY2l`{>Rb_6JrK7!-l26hIst0fJ%guhFfyD?ZM@68g5@=Wu*0nqq%Rs
zJNNX<5jYW(Ao_|4dGdM&9HI8TE$SK?>DV4CT(PjsspT+VLs&Q<0=&B;Sa<7#wu{}o
zfQP+L?(<Am7aVX9onh*Qf&#`6>_@$R;<@X>p-jS=rIv$fCb!ouJ?=tGd&!`4*0ExW
zYQrV5UF?J6Ds-8T9??=jENY#43X$k%)RZ4eT{D|%Z>lWQ4P8c?S5QuXWd_3XI%eT2
zhi>?Oz*M}H&9HU~?z<`=VEi$7gZ5WEp6);GYBz#|m2vM0rZLC4Vc4Jyv|-Nu`!^B?
z4^jUS^h)oQKhl%WX4G-qbsFa|lpn_9ij&LVj8bbhc}z-BuzpHv{t2L89q&XHld#SI
znsB%x4}3;;`A-{4Vx#BZgD4idj?Q9*oI#NhCFLdr$Ru_4%VDD(^EAKV^nDIN)>jNG
z_=E$A8nR`KwxstX>s$GJ*kCPSeJ^DHENFnG*atzN0uX@ja!h3(=|851OSBpqqP5<Q
z1ttUWddc6KnA(iYp0EPjMWJrk&q(H0tUozf*lGU~I^}6#r#Zm#mm6_rxOd>s<;m0%
z%nt!RNrPw`54ZQtWHlfXQc>_yJ;(DpG<+TmsFC&@b{x!H!=Qw(m)@(uK-nO(c+MC&
z1M-?fsP7Gk-)DTWDrmt204w@d@;;zz#ztG_4UY=lQ56i>f$<Ix58K(rte4>n5aQm%
zi?UUs%aI0+=Y9jWu`U|E2HE?I(<UAhVni_mdyFEEQhc&s4I9PbJd7fToJLQH7=a1E
z?f}3q#IG#Vxcx`PpG8?bc3M#EpK}Et@<GDGitR^Q+`j7u;d29QdI0e7`?hhfrE`=9
zlUX^Kzx+LE<Hug@$DCo7c&Zmc0yq!T+L?|g7Km)|Q%B+!u~#Eu`&Pn09L~U$@F@ke
z1;GPkhM4%Fz&3LD9vgNMd`Y5-xbJYcYj`O9r25yzhO$TCP&DSz#b5lqT2xHzG;E6|
zZ_Ulk&v#fvCIYk#(j-<mW66KLW;hetK$(WHalvyQe@#SC7=Z#B>w6Wn8qYzQcdQp{
zH(U5NnA=(AF!fK8WUoDl8VUm?GJA3nm;3RvtDjDl-@+@|$R{hy{yd;L75@yYPIzOH
z8lpWN1&YZ<&v}G1DhgiyH^T-rlgH*@TL3XHvLHWy`tL`lFY~aJoi)s&x7;&4BxHlj
zFF*K-Vxta@8|Io(Q6&&}5saoj*%CO|N-(zrNBm+?XXP)VQH2nGaNeNs95WS1dW$OH
zd0TOSyAuIG3F#CMFRxaSefJ0^<-`v{Q9=}GYU=7~*mQz!Aga3l53tM6&RN>U_P?DP
zGBp?YSE}%mxjE8Y-ZDt`X0fhM05`B4?|_2I3$v00FNKrRia7y>kI$?q`}StH$$cVn
z&$9=;WNxxMmdHxs{)T+%2x8iI7Qx6`#&fLPGQDHPuRLnupn;4fitW<CMp8;4F1y21
zc!<PND?ES9^x=bP$^}~(G0|CrvDKQc!A>m~Ec5e$)hU_w=CWVk-n!sauLWjN4dRnP
z1E*tVs`}P8kF4GE&$izQcJe+O3R~G-@-o3}oU9&qun9E3OSHPzu`3;<-Y_cy8hg&%
zJY=Y0yvLI;j^!jm36AmZ6BwTQXD)?YoUb$%8N#3{9)~e01lFdeqLP3z9U%T0qu|E8
zgUCW%-U=3-P*-0MYS>9cJAu7>gF#9fEE2kJYmJwD>ud?@15wq<OKno@m=~3i^MGVn
zOt)CORAQHBj{JYjS|XrjBsc$UT$5r5z_bX<eWrhYMkX$H7uaqCqhhG>zQc%D@?q$a
z)TJgwt7>Xq;E&*tU0h0)LV;Bn)Whhwbu}(8VGG-6k9!{_d!>9Va1Kj|{8L}0o@gfy
zI@8qSZX*96-jRzC>%K!w%M07min|_wkB!0=L^qmWpk^}v7>!{v*`;H<P(t<Oox=t7
zv8LVU#;)fz96b89kOA>*#oDbDiqNy^BRNy<-@gPPZgKGXu?raP+PilpWshk&E8K~^
z>AcU#WErSwKZo*c-T1@0MxPeNrQ-oszo~Z1JWe5@hUq24<2Wt^Wf{iV-PTKBuTXLo
z9INzG`he5klZ3!Rwi;qCCe(e{V20y8gd+ABd^UJhMBhwGn#(^NDbL~gWQeUFYP&Fi
zz3&GJpD;Bs0D((JBv@MVA}_d(_us=#f{cF3Ma#bNLKlx}B~+?~g`b<0*{caR8dDsg
z0y786^#iO@y<baO=J2oK?PbS2AHo8om+10FPID;>)0%<=PNpRwV<De_H;ZuEaMEiq
zoNrf(6VUx;&nZatIHjd`5F99h$IVN4%uiNBK@f--nE+|zNKcs*c`C$~XIr)~GyD<{
z7S^lkKxPq4X!85;LH{yFJA}3rfQj5#V(n3mmF|mtY^_zC>sBO8B=PiG`q_s`2vWF(
zOND%cJ<+1pn@IO}_L{B3fcg~tyf-vt7OKKbuu_JGEJ-Q=LZ{dB3Qy<>PUm$XuCrg0
z-W$jqfQ&iM8-D}}w_mt}J}skFRRN56F1P+HR{SC5*gl}dyst<A{Y)lgtlcJ5h1Z-I
zFeoD}=?oOJ`N{5!uvw5)mFz)y&_Cc8m<DaBAG<RHWNZ}5He*LB68F0<4aXHD1nkGv
zC~{b2@@b17ZF8z^bISZsN)nDLT1*$ecUawtjP%C{7>((n?|97pFbh`?)P|i$#Q%gB
zWt+*xz7^2o!zD#?Ky!^V=x3+#J&LhylUZ6YA}kMzz-v4W+Ni;I;D+Pert!5t<0M%T
zp_TyiNFwnHLnNkAw|TrLbk==mUvI!XCUc10$!{YgzsQD6%0{@#ePF`Mu|r1L2Hic)
zWa+pNe607J-Uys-X@PtA8G<RlkPxw_e8sL$`LT5Q3M$BD6g7-+m=Z>Vqiiy8gRDy^
zFU+v3#@h*$xeYj`&o@X-DZu74SvGId=!UfOm23Mce-zf6u`McMzbX6uonWQG#@u(N
zYE|2)*|C#VOpHCqH{Gb^;Ofcgbt8JhKc?lEC8-jy06ye>L0-j6$;UFPs6b`OkB_W#
zSis%Wqn5+)v+GtJh@I#-VFH`Ol3cGR76q+$&FvlIcWdCf&;&7TaA4paXpGWtsQ`FO
z2Ku7Qwi5%7l29ujyg1FVapMw-X&%Zfp7mm?ypUVz#04o&bQ<CZffh=~=$JstJK`QT
zAmSOd<Hu8xisno}R29v--oO28W2{6l<sBRnFi$CJ{v_dj&1{qm#>=#qI6obVv3(7t
z9&(jKZ&P}tD!(hbeEw)moEnjHUpm6@Y=`FOp(LZcgMDML;4+G2VD`QjRjlaRYi{|O
zL=rR1B!N2f1^LYtQ(rC&%J##K;;~(~C_g^|R$Ah#epY|wYxTC9MN3#2R1|Xmb40(7
zwyZ>V0Ep2SFpZDTNf0kHVoX^C+}`L%tU!80P0?6gj|X%OHKF49pC3zMAi~VM@r9y#
z%a@?VmEG<~EWQYJIT?Y1sBjub{P7xifFYQ!MfO~WPF(!y(8LS)M5NnJV{tsl%zTOZ
z2L?VQnCH)RJgLshHkrT83i3-aiVkAt_s}saJ-RZd;<vkeb7d4Ob`(o0=%{JnpK-BX
zwFGtj8Mw_!c)|?6cUYDhMv>4@Rd;q{JPjqmw8G1)myilg#*4AtcRF;Vyr;<7*$H|x
zN)LfeA@dBF2oj?p&^r&>xEXHi%@+5M*69m^&gmX#?olWxlSwb2`sNmBck+7Eab9Zn
zJmT)%)B~p~^YimRU0um02Z{+%17QdN7MVG^Ba~-3vGMpVump4AA@~!*9c3DU?=<)*
z{CoB&0Kb@FZN6s%26gCf_W1Jnl_O$kKah4@gknhuVdS+yL9idP30SU;zZM4Y|CMaI
zb4~FfZPlZl6$aR_c#p?igKz6xSMkQTk$Yc(26~f}40yLA;@+E$o?DFb_yYs=bHoyw
zY!-I*siHlcoQE&CzbL`h@fc7P^nlp#I_-s)%?G})KIC*SOn-mdrr0j{LGmwaYt2|=
z3g5?<scC7S7l!Y@LW+oj=oigO2DU2f6A887nOksf7-&Fl0L*b<|8PI$=FlGc1BO%*
z>UaWd)pNb&@oPs$=js$R<T-X;#_u#~)1w^Hv7M~>takS7*-u!D)x=zm6znqzeJ~iF
zM+9?s?^2yZYiY%)A)z)%;;vz-0XBKu;lwXo{<F_oq2~{EFy{#3`+A2{8T0B`1DN0G
z>KgxN<*%a)M^?KA7qi&PqSz$3ds0{>pi*KIu?!rT5V7RWK4V@-P0BM&J|quudQnK<
zI?xEo5fyE=kn;gn)Bq-(xCxc=4AR`TQddc_L-EG=ze{#k&@j1(QXwQPj4}78;61SC
zD<<cm1{?u+z?+fznK9wJ5p`W-MZhX-@44;gA(16^0)6;0exoP3Xy<z)7Y*EwMco&D
zjz3P#BmJcZg6Udssn%2+RM?c~ka3m0zl62Hot}w$fO9Gsw0|<EFABYOnWfp2Bt9G}
z=4ag68y#ry9LAH|WSx<@I3$3B{v1q3LEyc+g+*I&EGr8;DXA>TmeYhhk(-y71Zv!C
zHo^(0i<f3Wnp1_x+=Ol>rd83yD>&1sj=dj96<=^pInkeslX6pv6goxJ%8nJJ-~u0+
z%;dQxRJsZvj*Rr!E1;|)J>B(GdksYfO#!mg5p-$@<`@B=xEk4j7-52=qr|^m@E5T=
zA3jV)>^NkDA$RC~j%jcJBcFRvZ=TDj*1+K4X=rJpkhGB(7109P)#bUGD0^*RUv|+m
zKEHxo5aHV#gYbT!fSv}o$Ni&i0nc1dH1y>tF@16O&HzuUqN-Y1>N=ha;8X4B!Kr66
z<d2>~0SHFHRje@`y;Fk=GE!13*mpTiJm+*M&%s>Oj$d8la#np<vL?z{`8I3fO16vM
zL}!PG9v&X9Kyo&6{1NX;?K;D^(;Zwx0>U7Jg>oi41O)|&k$w!@Eb;lmihCG2Dg)|m
zH>#(zSMWGodM*u<O^9mRWpuqbtsFAOWqb%qeB#a_$LK%-Kl5X7l=rspzk1sm>(m7t
zoM!9vI3>O~mraE6f&3mIV#0YCyr-4pQi0(Q%kosjF#$orprMAiqlmj+SMsp#O40ih
z*uDF$^A2^{C6`jj&qolR<{k}C4xw4DZeVS*Tfcpg)MS(8i}r+)OoUs=GX)LvZ{YE;
zJF2V{m|x!%U_VccyGZ2JR8<p^12uw)ytgFw4`@K6c$-s^M^JCrH$g@#Q6;PuDwb=K
zJYB~xp0sap24e=v;Ir!}PswD|kWh9y0wHITuxBM^IE@^s8U>IPP((0Wq7O(O+!j6K
z(-*XumNASqJ8yf0wx771PP<<X1sxoc^4W~+><)%MXQ#<jH#GCBke`sbs(Xx!_k9Xk
z6&P@BdD_bz;oc5VGoe=BPGry|g*%e%-0j+a8ezVM`!%K4bDqrlb3}RBkGYU95Qgk7
zgff9OPe#<JKQQsM#|cH`W)<rRv>Mh)X&*sCwuS!cbEcN{2#BQck-^}b<u>*I`)u9+
eqsaRDhvLcLXYTRjZ5zf3Q&bhz6|#?*`TQ^55}5!1

literal 0
HcmV?d00001

diff --git a/p13/images/q9.png b/p13/images/q9.png
new file mode 100644
index 0000000000000000000000000000000000000000..6a05b93eeb0b446d81a4d76ff6b7c1da8f638da6
GIT binary patch
literal 21820
zcmb`v2UJwswk=vJin=8m5D}qB3IdWdN(Mnt42T4kAQ{O~L`6xGk)#9_0}7&K$tXxP
z0g^;A2ofcuApX8^pK$Lz_rLdB`@6Ms_J*RW)>?DSG5YAej~RGWOO<Lf(`FKhM5V5#
zq(dUDRU?ts6l~mp-?&KBhvHw7&dR5qk6*mt>~`MKjCAC@v%SqlXB$gnR#!7eC(Da=
z!u+EALi<@QoSp5Rqyz+P|M>^}7ah$7c*OQ7<3l#ttLZtBNHph(|E)<q_}G#}I`KqZ
zN&bX;!g#00=}&_z2Ums;Y!28TdhKr3#;mwU@fRkH{ir_oIUc5o+ogA*Bh%(sy+Pgg
zqujq-Wjr)B-UT<Q3rhQGhTPUDSjtR!>`bdnR}pejZ)>rS&*Gh0y({tJ*&k*c44n)e
zy2U3w-g&*B`qgJ-rm%4h8UHj+IXaV+@Xvd{P4skhbP;Q~)QBH9#IfQhx}E2)5kHw;
z`HwGJd>tkkG(6MKx9@$uo`Qnn5Lc9>6f-_m$d`8Qwr$%ix=Uq?i<u_ajjwUMy7AWz
zS~|Mk;R68y0czK-U0ZwI-(S4VZ&M`2nl)=kcHKSY<%cL$74dCf_X-H8Dk)u`knE!6
zQlq!<Z(h4@T|99;1&mIQs_i4i{=Z)6-*-{|jsC&xth3BiB||`9;8jg7#p=-AyKH=>
z`jj6$e8?suvbD6dbhxWT`c#I2-o>T2Z#8E}n*ZWElXJ-4{(z2-j{W?Y9<R@4+@PbG
zR({lcf~3>OLKo}Vv37=s4<AzH@$vD!DZjez*y+;&JB2T>N=Y%@5x-a^{6WU|uO0m7
zx{5tK$7A{Q{dSzaM7M6kmhwnW4g0~mZTk%iw-&jMzkcOQ*-+~3wd=AF@dew2*sj|<
z)4EA{{}eGcHYSnWy1m6S42%4hmoG)xntw<Nd2@4zNq<!cqws~`jOEN~7DX*BYON%h
zz~NyFQh9TlZbPPtYGrk`$?uh47A<40cJ9L;*}nMv{-vg&QStO-+S{Pa;$mibdHKD(
zy#2@6@!U`4STvArI`XJ!WM^qFyt{4IY^^`N>{`esX6tAgIyc(NE+utFKyvLBT_cb6
z;upIrb<cV~<n1W-5GJlG*2q&mmU&IN_d=&XZl%Bb_lmgPmzNE*G>7on+dE3VrHhM;
zzqjaLJddXyC+j7KA75Cv^7~izJ8z0C2nq^1di3a(%fEi^Y{qxd2*q!qq-OpYZTY*%
z=l6=r_|n2;SWwXB1PO=Nu4@?R=#G`JT>380NNu%=Ej%u6INaSpOrB@|ehL!eYFG1*
z#YI*L3C5uh$>M1xd1LSA-JU*qBJbf*&~+2>mu}K<Uzw^!z^J%QD`NST8N-9Ry2GUW
zD7NF5yuDp)nXD&AN7GuXj(U1ZAyS>6<1Jiov~U|fiywSen$G<a@4jS`d}yL4Yg1%$
z@}4UlCDM;hoILsMvq($n)2D}@humw=Hcv@U*IeM)yVpWz4DX!vzkdDthSABwQGRLV
zY0B6m;Zn}Sr1IGpr(Ik`GmJ`}iYK%jUGnqm#)oNLy?WJC08x+?`svdruI7$w^;~M_
z&!68&LsQ*V;uSJ7Ki)yfM&Y?I@r<`=W#PlY-!`9ChLU~!%E}H(xlPy<T?q^bsCl5D
zZzp>CtiHbWW3?4rDZRaPij33OEm>JvvvmiTzblGZw`@TGHAROoOVVGye0gy=C2ZDi
z_MW0Yu`I#6rMGu=b-CV5#NFGCetL4;cP=wC(=}*-hKT(_mr-X`AA{0MJF&{;MU$m}
zkt~{@ZZmT4U2oW-mwn-Ug&$Sif%9vr_sFGpsC(7N@Wn~HWppJSe)Z~=`((+&0h6jN
zTXqUjFmP#>NAv2wFs-G(?&oLR`})TGue*3&6r_N#Fn^sV*UvmtF*HofFyN16-?wj*
zgM))>SnW60MiwE{jjj`4EVKA|c<L;4$Gd%g?{@n7_7%2?|MawDWmQ$*jU7hi*&pPr
zr<q1upI3LU%!@D2cU=5FGgI;6d_{OtQbvbE2lE&8J9t)}K{szAD`=lvnjiNZRP?8Q
z<43jY?$N#J({eE~Wr_Uqj_WnUiNN8Olx$C3sHw023-^Z|7uwua{V<G)4U6^RUW3J5
zohP%A>^<|9w$X=g;A12?_*e7kzyS{r52_aJJ7Vv&B8E*?lPYyn+vYrW)lgP(@m8&d
z<*TbHR#NlQB^l58vG#L!jz89F-*@}q0eO5j+5hLz!QbuYO4#S+jsLv6xybF}-sr>b
z9^W2wIu<Y=e%Q#i#47mbkL%yQt;9Xf)<s4}hR4T$3wKYj<F>`eOv`M(u~t%2vgX~p
zH&2c~rrot`G(3r&@6R=g^!4>I-)6LQ2nfNg){q!Dh;LrEdgB3G{#=Jpx%y|U4o9F$
zioB6gQiX0p`&uvJ$<&bFym_OhrKO^vuvR6Q@#^BDI|ny+%7X`$4fph@RzE6B&B}`B
zlU1%!Jl6E^;UHgfmfY$$n~H^~tiuB<ER-sl#{Z?B;2HS(Rcf!$=%0JNP+wnf{bB_n
z=o(a+w_2GZ+NE4ZKArQnu}M!PXa2bX(>#3X>Lc0tnAY}lj=a77i*@(^@f{IJ=X<wq
zPML0OY~(ufsl`I1t<WXy_*;`d-?6>m(hni*L#q>ZwMygCQEcX4#IEd8Moo-RejA@^
z*j*Jt+~AQTH}IsRbFG>;4-O7`j^}i27#J83kv+Gm%@@x_X}e{e()g!OCziig(0H1m
zD!g<VjWLQ($*1~LgSIzleTu0c^c-AWvaGHy_HmZOezivxnR9LbJn*d37cOvN-Ttw7
zdXtkPVj|{2DS1>q%*2Xh#VOo7gk10F<m52&X<s&Vx~+}Hgcd$fU0t18nj&^Jkkq&D
z*kSHU&#-4t*wuBE#vhVoL-K6X#p_xmDphcut~2BL-S>~&5mO<q#CHRgf~%{T2osf~
zqod|TuBpJ-Y9JLI+q;zrm6{0lOs@qy!-Bl(nh5oV#6L@5xNqy`vCp~n_kU>2S5YA4
z1TepjB>r3S{~kj8zv7GkzhAs9DMeb{1WX|tupa|LLX-^*5>hGzU$d+}*gJiF#t2$=
zHnuhFD#3@a6C<Odj_K(14S$?{dFh(-_-E1LnfKB!mnMpOCnv+g!)doLOVFOZG<D-x
z$ITrAWIjHsd-v{rpPN%&nCQ%O96U^^bVNyMAYSMA@q4Gz=ITCKi2_A1Z;i0zm#uUi
zZQ(<(j&<bIL~(0ZX$X{DN18I}EOa5#CYEA5zrjY*-v1M%pk5Kda!wpcX*l#yXJ>S4
zbF=(I9X6yCOTP|Ng^j(#tPegHxe5G4^#mq4R~yM$IQ{e~Pi1B0p^aDX-zSsG$J(<q
z-KUIgzPzL}sS0k$^&ZQt4v&iR#Z{4|q&}xF@Bxk;JxW_wS4YdpXwgZdjC*>NXV)1-
z$FA~8KRGcmq_@JqW9%27$K|3~T75meous?oOY@$CKu%W_?p;YvPR_9T^>Z#DG_*w{
zl++WgYxL^f9r3AV-Lvg-=dd6&EyzV1Mommi#<!~X8%W6){$5$4V`K~n4&HL<*Iet~
zy?e_qmi_XJJ$rd4w{}wH@{gG{BxPk~{Qgkc<zK-W4bRUWtT7d0mas2>-vDgj5%VV#
z)C@Y7I2IUCKh*gqQel1N<_CGJ&O*`BA76LL{F-fIly*(eC_b5Xstpi^#bbbubm;tf
zHWI6h%$H#%IXStF)YMf!W`;(+lW*T<LLnZ$%r792-=fM&CQ~}i4}P8C5*B9Iw{M@P
zQ^enSwmdbs!1)>l2}yRL%S%8dj3s2{*HTJO&er-^f$FwQlT3$xl`VVZn4_bkNp{?d
zj~0La9Qhm<nUoZ|{;%zA9G3z7f)Rud9z7b7O^rUxDI_d>@917;#(1ye*on2Z@^*Io
zT8UDFIe||!v>WAI#~3HdeqSaKWYeP~P0_8NKHXIfV?od;U%o6Cy60dhLY3xu*^1Q4
z&(<;~Lv9WZiiU=UIqK~A5&58ifF2GMg&i>o30rc{gdp)6#vAaf>gdoT3otY8Y!9l|
zY&6O;-SjjqjVO-8(MyYq=RTz#+sniAI*@_;<2^-6(gDffQ-+2iX}ZsEGhZ&6@%$UQ
zI2wK){OZP~dS%7YsSv?=ZnWhYi<>sqw(&h*p~uXlV~Kg`d3oFa4b^-e$5v3-I6KkV
zk@t$8E}{ul_Mchbqo6LdHLtI6lTIwZA&F$&lHS1kJT<kv^{h`w44?je>(&gC-Q*XK
zuWxsnnwfpe{e}G7kgg{jyi5E&zaRr$M1Mh}qm!yb^zP@jZypY@Cdztkm-U)gQdi%E
z-6?3_bLiHsTRlzM2bGPCSmYLa*1b)TWFQ^Y(YZ!ELByJ;wB^P2to2Sq@0-V8+EUwX
zRaYALDM9(<GIGhLO`E7%r28vJs!jthe>-V&?AWoz!Pv9F7@@Wud2GDAe<8`rdd`;L
zSH3yxd1LG5^{DW^l1^XG4c0{y-HwgT{uqI?q2|fnEmxDTA(6g18FNSanxtZQMjWf&
zYaUrOM9fRiIUY?z9wDKuC$Vl)M22?U^S<=U7rHjzPuE!pxW~rMzRu_OQn$-cV!ZK7
zg)1n_@s)4h6bw{!#pFmEwTe@G+q9tJcn!#J|E2G*D2G4i@~+H2K6np>pe2|<#>_QM
z{;ZrdnYkCcS#ZIJTwU{WO&mR$joHa$?OrX#aMzv2y!-aOLPdDEB1N=hB<<bTZWYt$
zv}PDiElrl`3vb7cCO>ACl)o+Q#=r98gU|iDcgt^2q4}eeOc-FxJA3)ZdOV=v#)p3q
z8wBkNu}#H*_wjIT9mA2%W+_8de2a@^^5b?4q;qID&QDtv&!}@n6$}dbXf<+?vjn&(
z^0)2S!7eI#@}gP1&J!in%&nVmtYdega*coBjVO3hb{Ku@b}ovaOj3K^HHE2Wip9#^
ze0Pi})24f51jcD53X5`O^`@6&WYm|maP<{a{nZZ3iw*`wuJ4#)Q4nYzuL8Q@M^>Ny
znN{T@B>g0ZQX=L=_Q^|mOmm<>V1wF!kX`6W@|w7+aIZXoj@^EGK;8NciXcnCrmLmc
zucD{-?AiqwF5^2Osa8->Fx-(ZfOLAmdHAUFXbY9XM&^T;nR%i&|5{q8F7;k&>qPq-
z>8_w~u6DpFDeS`8BcCb1eSLSQE!&(1H6&)g-nEAsu?o*lnV_t{bm-rJ*UaCY4h*RA
zwP09V!Dl+)D0%DfLk(_<{{@phc-0MvsHCG4X%x?$7<NHBlG`%hwqv`crRC{j_srU#
z;$80Ru%)Z;HMh6k749SQ#M0h<`vj#9H19r@De5v^AWgi_RqyLrBcssN)Kt$=Y1gp;
zAnzx!++^~#RfrO*&q?vQcF1oc;Zj$d`Ru2ehB5VNT76Sfj=YQAMi+mfjiKAQbKl%F
zmRt(Ro>A`7OMQ;@3700AIJnhJsza4eo!V~XJ$JH1uqiT<zIf&5XiZ(+Yus@<JqLhU
z(f8}MLlcLlnIE8{p>Ug^?0%n~R<N+xOX}%+a}(HW`vw}8;DiKbB-%5g=gi9qX!2?6
z7gCepSk^Jqo7?$bcrUqLny%$0peu?Tn1+aigkW?e#vOUKcJa)JTG4H~DUt_SM9FIi
zq+7%E#d5lU_eDLA7~)*ltad|4US+ez`}#48Z!;ebQj#>|4y+N1*IaNi;nGUj%SUwc
zyuAGUDppocJI2$LTFmEZ@5ILLFcsSQ^y$-{@$qL%1^3Rz)|#sLZz)_yorx{Qr4>4F
zBev7HBh!SERNm2{KWR>U)wvKVrdp@CL{?5NF0n;nJOE)~b6*uMwFjIY@jhqHFwIYP
zpS}1Ca4$S2hHLeyo_d3~&_^;n5VdX*i3>@VblQMS8SUwT&r1vX(_k6!xAMl;4<6--
z9+M@@;%}>N#m0_)<t6s(I=hc*U$ZRsJovq`P$uCyn>sPnS>%?Im)DYNh}0>!vS{Kw
z@ui@44REsF%|EzQ+~R?XUQX2fwe^3!IQQyWM_F49y$}8|y>Owg*ME<l=PfP2`endH
zgRpn5jY%>dLVjCzu4SX}quw2azPc$jO@}M$Rd@Fu!$Rj?JsZTvK;-_z;rH*~r`@(~
zJt<E7A`6kTdMAn|^VHAbWu?&96;_-*w7c*`Ml(mx=k5?Nszet{WN#$Joy{}*iKTKB
z#l7L@-XBBB)gVALxm3=q_BJ)mYF(7yd}-v$gSPR8M@C-DwQg0|coqCg|DNBAl<11=
zyS*21>6c$zNJsYILUID>MFz-fxJO&SQM;+}bFTHh6FgJ+WRu13y`(EfC7!+Q=E-jW
zj2uAmFw0$Pv${%8cdQ?MCJ|rPuTumw3a*`+nj+#(T|F>Gk==10uCM8__9#8O!1IpS
z0*@Ik(p|Iqm^dM`&8ME7F}p#F4Q}w{$&;gL&7NjfxlDi_)Ik9?qUu`VXL2m=NguAn
zLqi%xg=}p0zj5Q<-Me?c(V>#+0ZpFZ*)}pVGFvw~GJ+;m;){yun%Ye|Cr)gApCGx8
zWYJYDX>4K=5fzn^rkmEhk&4RJ^Ez%d#*dno^2%x_N>6U(mXv3ba^4F9!TF#zqC7r6
z-o584<pI+gS^}mKc<SUe4)Xmfv}R9U{cLMHEv>9D@RLJe#%Hcscj}`e&AmsDHUL=>
z><_<DaR7K8MgG|Sc=M!Jz;w?Td9c|y<m6ZmKcu(HJ##Vc$ZFFc=$}QecSYJ#qdYMu
zutqQX)-6^}&h<RehjkyF;E9Nj-*iKvx4b5R`9tJTKI#jI#=ga={<)UllRm#IUf=lZ
zp;1ym0LRf)0Cg38>pwf4IA%IMHAk9A?8ef?zQ2IFZm0hqNqZiC`?gii?bo|sP!c@K
zT-!s+CxWQI7A@(uswLPKbnS`CJKq*K4TUEsKVSM$8OYF<YaM&62stYKbmm$?LBS)`
zt37eoekNo67w6V&-+!7Eui0`=nvH@Wy{wvfG?Qcso(M|qCiXjB0gFab_x3r~5GK*h
zyQN*P)2>A#cK;f0{t>u#wKA@(th}5oU83E&)6!#>2zlxY$F4d5U3J!w#=aCV9Dk%K
zpDgEXL(hm$j7U*SQZDhFv$C#|$6pVKAfG<sGQT6_{{7sOi>tq)MYORg`iV&C?Yg2r
zvD&;&ynCu>lbf3h;8k&3)cPX`M9n*5&(vSx6X_(c4NzD%K2V=)DVhIlJ=~uC_>+cy
zdV2a6bUrG`)9;gH|2lZ^Akx9k=Oyz@DDBUz-N3BAO_JS(?X#O`AJB{v<frz*Upbw|
zoMgxK|7^qt+42V>Y_ghjQ9;q?M?^$4oFki2tzW;Mh_Isu2EqG|Kf0?C%b%K_j_1v7
zKk-G<u&A+7hv>j=+_(`ZXtLpcN=l~3%mta5x56*&d)E?0u}LB@z(C%?K@cF%qm9o)
z=1$`J`>5AHXD#&&jm%$P-}LhGFR9Bv26x~oed?Ha?(>Tm_4-E0E^*_xae|~PkCQJm
zg~`q{Zs$959bZc{L|>=q=_Iq!<EJ)Tl?VYi-@3IG9Du}L9`aIlt)5MDbMxtZyWOu}
zzqWDkNJP3c8G4`S-X9_k1a$TD=Q9Rnmpe^6{-#r7nJr7E>v&&cvzPuH;k{FJSZQEv
zb-PA4^xgh<E`+=k^~LvAOw5I>;+HQOy%r|k4A#d^tt?GyP`_nvZ*M1EiHl<l-YLA{
zHz3zhef^uMse6lmj-<Kw-q=C<N4JC;)FAqEZj>@!({CLmb(_d3GTA&fHn#QLFSKA1
zdje(ru*&ali*nT?Q-+|6+OL;YX{um+gj*|tMAA%@+J^pNakfdDEvokWRP~<zH#^P}
zAo}b3#G9{QE07MkyT5D@y>#gkEi-fQ%+QC{B{@-1(bOkT8h#lV8QBeLD<}=PCrY_k
zy^s?VYtf3Jl}s9-_}21Fza>~P67(+V5SYSD(2t9YizHH2$S!|=!$MYB+1&!g-`Dc+
z@~%0gd$FdqRkyY37MT3~r(cxUq2ZH^{nPIeD{@|}z##O&1CDu?2-VD5W)3gQhWqQU
zbVO~Q)Vy3=QX+VH*&S5vd9dPO0@smBjP6RGB&gdsA+LFxThY<qj1Y9EmbXF@VMl)l
zPQ}v<|5x+&t@BZonudXsHu!t=a+K54)2vaov<wWslq~LtVvE}%U2D<}i(FM)K4+nc
zn;mXgN7AHDIjO7LKhm7WC}MH6WU{}%|M<m8^dr&)wert~?u~bNjfv<!`7<S+q8HvL
z1ZHIkZDb>nkj$T*$$d>wmq-}xOoA<G7rRRrK?Pc7sj3!H>Hz5=&S+U!LQA|Bm~uPv
zFYdWcJKR~6f5ZgaixZeiGq@&2oyC}71dnUW-hjxm|4h!t?n^UNVz!^JgDu^G+~Pj+
z<grbu^W}k>h>cseRDwzl#T6KOC@ZgT$uRuuhQd|Q@@rnoZgKm&zcTEvpgE|Nec{~!
zyDt(%&?+fqD01Z(9^5_x`NYcFI`d+;9L0tWBhAR0_q3DczR%BBp))y~MsX(jgWS><
zZP~f4ef|A{E+Z$<xL^AD?Xd*VbW6IPFLv2l(&590iJE&aHC62*_c)(^-Z`L*(=YAs
zwNL5+Z{EGjij~^w?Mjq&Eikm43#^tROq%gRZw7WztY3e=?$$on_7nR-$aG&`;!{vi
z01{dI_Kr9W8ynjqfP-@_oxPWVH{dgh)_%x6fjf-c*O<Rgcr`s(&v!VKAT)oeC;4vO
zzTMAHDj7+emWhdHZhE`NY=i0)cyh7N&^%mEmw4vx#x;-~x3GxV?2hyb=h99J2G;5U
zAW(4uL%2AW{o#OF-7T*5fb>dV_W=hwIttO#(;qOd+z54sT~cx<Cnskp^*c`W33(<F
z3)(!J_G@;Xg}ntsNs34u#6BB+US|AbdXV5F?#lZT<a|l@E*W?GC|@pox3`Q%Tj6Sx
z)Hr!5veuMzSA6UdUsFuIsZfd{tsxz^CBjX(!9qk$P0iv(m;K9k4E}xlJuYiZ$oCnr
zkjV=@fi#EROlsvT{zY&$^F|*AUQ@Vtv`s`ymyBLc#4=K}AIyhzzi*@WX~&NT{QKVa
zH=1Xn);Lqi?yb$WpkewKv8mJQ_2BR3spwDh)Nba*qTBF*;>q2+Bvdy@8UFeC;^+gY
zNiV^?f|RxY-Xotzp{}Gv)%1s(ZKsit+uIo?NlA4_c&lnYqF5U8#n1Win<FDuv*R5*
z%6_jDW$=U3@TcDW8i>xlYA0O;mHKY3Y}5Cf3pO}WGv%4?ecyx!>pAmIoGrGVXz$X`
zmUUS))quM?hvi=_)Fa$3altf)7tm4q1F_xFw12ldD20nd4Im4EjL;&x94|jZLQOd6
zQ%aP>W4~?-X;x7_91=3$8+tpOH99sn1@SP~(*4q59V)1ffVPrSh{ebydfdUyf|-vw
ziVmoCNYfuJM6m69>y+0;4zYqs>mhbU$sF>z*$zHjy{JnZs0ZGG<p=K-Z{EDwztBml
zl~n^V_X^~IUw?JjXkCt??OE@+ZDKZUS29hi#bgyAxYnMjFr|8@$2L?w&SaxFeT*Hk
zH{AMs&-BcU;JI?rs;VdRorEH6KTtzQq^5(vW*MM%J=>jKF_lV3cHE9IR8v<MZ1=MN
zF>N*xKK}IqvtVECpFr7+tN`U{>eF%U-rp;ezge%Bqj`&njrAW&@}frPXJ0=+kPUIS
zwWmRRkU2STJTCMiO<0>sM|y?>cpg1{dLw#(9J@}Y^6__UH)uC*+9X);^j#u>u@dyK
zCm;-Tjr^UvSvY$ywE3FuytBZHYRbmNwITWP&nFrCvDDyGT$Wb9%fa8~!)x5Fs?N26
z@$rzJo^v@i?Tw#7G#q2FuX!_LU$mhkT!zxJGJvk;{rkKN`_YfTYIJJa|7v%ZEX{&w
z78L-nipqw~fBh8^6XS<=^Il=$=i3gzV~Kx=;11_$5q|@j`ovnXeCrqdwe`y-#l=YZ
ztk+ZBx*{~Woa#GsB%vQYc+ooW%`avpTlbZ$S|@X36TvDZupU9mPT$myK03zH<1xXI
z?;i|kR{6r#;qCD7z6g=F_K0R(c*jI=6$1`$<7I5eIs8=BUviHhR#tS&I5Du$<%}rN
z8>x%tg<$;(D=<D6qokze8}+#M%uAgHxv`kl2Xye@9@M0HPYn<+uWFl2`84y!E9{^H
zL_F@lENV)H9~Gww@gOVMwTwwC>CvOQw{JzxJgG75C?vT2cF?L|!P@g=SM?bFpxV4~
zd+I-afO)(wx$h4jL!C@3Ng|rygkahCHthHP)DMTFC}-ODDnv<pv{a-2nEConQByPc
zRz3%Ln(==&D>G^!VOm>vpvqSO=RMmU)zpt3&y+V*B0Hq!IQX*|nM%;X+y=$&$3~tb
zb8V7QxmF{orWFo;MKax>Akw4{Qgx*Xhs;ftlvh9w5qIv44j-+#g2D_Z0bo9a!|Dg>
zQ4qHXK$_ypz^!GYb45uhNy#htzsiY$71nn5fu?Yso=zVB#<%XYMDiaPY<3@t(&TDd
zI{31P&|b100^z5aa4ddz7O1VQo#T21DUCY#ZONbY9{*C%l<pcB7^uTP`3a9TLiRi3
zriIGD#ZZ&l8U1P6JJMWoKo!@k)n0NtarMo3xyhv2Y}Gq{+!x5{%S(p}rdY6Sj`|4!
zlT5d7vF?_1q=1B|eCQB~%+8)^{(*&54nF34k1q|AtusWNfp0ksQ;=_r3Jmz6l$uUP
zM1?1??w0l3O6WOI=Nb;@=Gk`KfBJMYntoeHJOZUv&icP%8dEh8DEZx&ckPyPE{|YW
zJqkJ(C0g_O$}7q}m1VzwO>$9!H5sr2Z3$vng04Fd9jEJLR|rJz3M@GQp2{2$J3zNW
z)HUK3%yA3F95k7LKJ0t<rgr^Y<%Ni1<(SHq_{J4IvgarWCqIBYwGtV07ZDX$VSw~Z
zyG|)WJ1Yc(vVl}nQ*-6;L!fkq+bnDdL(wE|l?k<Jt<TV$ujo9fL=C1z&i?Yn!1-I_
z`dERpRlvl8Hf;w?&CTz)a0I6HYC)}((GE5U<NR>3w*4kb&gI2k%3|mX-xn7ApFbA>
zh@(Z3htgovp7n+=3YTBVCo0-(Q6~Kd+EXeknaZNF%j`tp*ECJZ2s$deev|*4XM5+<
zSx(UB=I=d>l`=HJs^W_Y-MM6;tN${J28-WNU_?<=0;@NuRtuoeF3(XuC1vGam^CW!
zz;6O#>j}%@p(x-Iza#<(6VeEB`U|&7BY>Ip(ry!#!wo5Pz;_^vUwB0a)Vw1u!2F2O
zg_g(KdkErc@z+B4)VIgU_tB+;yb~m_1$f0vKL%sD!pNC7;A|ko9<C^YkPv-Z<~~J6
zu?3vjeD>^F=gF?!yt)}V8lYJwRJ@Yn{=GeZS(*IhT60V9(vKhKrw3{mTgz5%a3^1)
zSJ=3`*dOMO@5aJi#gjvY*Bc$z^jsRxcR=lka)Iv2C}GdKGWXo4_sQd=*YJY4DXFOR
z5sf}*AseP00Klkj72kU+IH}ScqSPJFyxt7h_~y}(JC%Tz`_X=KnF_7a3*dGiwY@m+
z%P8ai0_+|=><-1EUGE=2I^T%MC&>CWhtQ`Ud43uAaqX41mkudLKT^Wvcy5bd<kw1;
zvz_+>3f)AypPv4fCzC-k4a!!~*q9CUdgk4m3*wQWH$T+bM;bOd{7`4>jvdlcB911=
z&UbFHCdzo|6r<fGi-??X_wWdW<TnL^;P!I0^Uv9D_gzL?j(8M#Hn+3{f$<3hrU(!=
ze;=nAj!0K>cFt*-oM_8bB+-8R_U%I19tI9aw@dC3&-O(h1{RrH5$B4nzoGNQ+1X;C
ziYT)z#=C(3Cg2cR<>tYUmo86h0D|^miN)LBNm+bkg-W63U9^D@ici_fPhLnL7qUuI
zQ#Yb#LAg&pW(YkD70SM+e9fIom4Tp_ibCy?Dk)bFKNPy{dQ4ZBGWzhFUNOhbkqjJ2
z>G8tm3eaX?dSDc{W5(k$y10baX$%)V($PE$WsqRoh~5q?eUvRK<r-3NZ?B5WzpG<m
zP{#<yuq5Eiwmn9s)?Z8`4djKNl)0}g|JcAlRs`f$)6~56({=8)oVOHcyzh8|Egg@t
zvgpglO>4Fy3=MZ3Z)|FkjJPA?CrKkP;h=cr)e)}RZE6$pg~F0Q=UUHZn$>T|{#;-7
zYyQs3wZhd<0s}$85vZ7o%NpJl($PuRb*O=bVvh*I!OYC8P#4~&rnTHz4EuPmFMcQM
z_j5%JY`&fI)(5DX5Fg-R@k6>ZM$<zmx(&J3x`dj2M)0<Ce-%~n@^roXK!hqNmq1vq
z28M=4{pxslctH7tp*M0K{<!AfnmaE4?i`}&Wn@fUAUj_8Pqh0TQJQcXfh<ZpA@%oK
zT-RxJE>A%~Ben^;3ouSW0R8eCuL9u_ZD+n+=j$X{ua9ZE0@l@Adge=2zS^k7Ku?0T
zhK)>K3;neEThrsY5ufELRhjSQ>sCEA=wP$EIwG5{1TwRsu^>1!mWY2!dQ885p?*Dh
z@Bm8jx4K)a>SDnrR=tydM8zB6>$tj2od{gQtrjNtb1yZs#1-_FWG*h1=M!(^g$daL
zVebnq_Eg>AE|;0FM=mXNx~U9;aeSR)*>o2aDEb{jj0?c#-gU8<$PWJ$mVF>Bzi=5n
zl_2BMIPCPve-pi=FoJN^7xm7YcB)rdX`+(g@YFvO;B;j=wk%GQ2ds{u_fO|bXuNa;
zx>LdGm_UM58T|3%2kA=aZt0Qc54T1C+9hUFjxu4t`2D<+s;UW4NL!ZKUx-|5S4S`^
z>5{cl{QRMTkcL6m>YO~e?Q@Rh@r&N@^?`(cVAM78ziD!I(_h5Mx^L85l$4Hedjufp
z>?~R{c9;HM@rs%wJV3{e(cvmu9*`30{M%~UMO}cKBBZkhe(-s0>i`V7dn!%Pb?h|4
zNq~@QV2Qh$q8et5dfx_1+#}6+GMM^L6b5V{phQq-5C%6kF>tXW2!!It=HHkK1#}D*
zv4Qa<j0PF+3B+u$o?DNB?$;~+w6+`wLWH25Am`1bu+e$s(<Xd+70B$iTlG?+t8gx(
zI%88LH*78g#bB0D@Y<|ZlvKuqfV^wsMa&lL$z;U~0yAgPUccD^A%ZY!y(v>wGJW!2
zNv@19?BtvAvXx&4%{<HrT%><tj30KA0fY1cFA2H=fjeV_^cK%WsWPxPA-1n;_1ARg
z<gabrw#}?wBEaTvtR>^z{LTSin<bWZq%i|3E(rH@7fEuOg@w`Pg0TOt-Pd-ple11o
z(LaD)0ePPASP)h-IP*}&g3uOihd$d96ro1HY9lfep~=X|poW|VrHwi$*yd`HKSPA5
zx?H-LfB+2vjj&`yl|)~(k<GrZa?@%Vg|W{UWF0#fSJmw)`uLC;9htuc4L2HYavG4;
zJ4nLV*@Og@dMssjgdkAB{ShP^erIJBtQ2W)6l4yH-^3Wv!sQWQi_Gf2@?$6@lAXjT
z>nZX`JDCuKMLEUpbM+Q)C6gl$J6;<Y9Bl4c$0aA%#Ygj$v-P#dKKQF{3{dP76r@9E
zm72d&y~n3AoK5k8QBn<0&WsKgF)KS8)eA0-etL~%Q6?(5G3sguKnp{5JyYns4@yuN
zl6zm{Lyf{|u%^8Puz(dI)A^f@b*0)T)4$a=jV)<Ynu26<weV6Zog#>9f)33vC|J8{
z=0gFV*faH~vC{ed&NNF!cYDEF7Ey(~TdS6VXZf;M|74dBTiMB0Yws|N8t)YnigXGN
zNY^ZKi@GPhVCQ(l=m4}UNC!Vb7d~U$K(}V1#Es!Y1v{DG70Be#m%<MA)g^b_Sy<=_
z$hA)46VAVWx}XeKe0m7nd&kq`afPIsDb*Y&HQ_mZpD5jVftr5k1YJb-3v4n;`KQmG
zy@A*_MX-_h_gtQ^3}yXp*ww641sqU$l#mQM?^i3QG_bO<-FxLpolh50(q<MpUoTJ=
z?6cgz2V6FHRp{<f$KUo0k~)e}nfYKP5K1Ih+2e1wJ6-?cp|y>!KpZj;QFa7Ps?K5G
zw*>pwu*XG7v{`p^>A$CQtd=~fG_aH7;#NISul_8aHMcWqC9ku)rn^3>WD^zLhFtty
z^VunOPR@t5tzSLdl?I-IlP3gUWYY`pP6v$DMM$5L*66#tdqg;a*L|o|<H(@;Q16sG
zBYA;MQogRHrkwbCaABu~S;$41W*-726WAOMn5RB}lJ3otB+SJo!{S%-OT;q%H<IMk
z<Ac980ns0V**0W_DW=x6Ezedz%GX)U;LX>c36?I%`Wc4YCf&916N)AY9tSz?%nl7O
zjb#Om!^~L$e$xR4C9rJ0UkaRb1e8tP-scqZ@bkYvuO8r<`n=S?D4Rp|P=)N}P)!AQ
znJp1skusHHs6PbE!<z};5&}@OG$0{D_(-Iyh&khkb+GK$!|G;X=MR&!4k8Pq>=<2|
zQiiRn8TNqo8`+wXt{YmC*iHX>pK$#^JC~z2Bnpr&Cv<fQS3!~EjU)yy?5^yNE{zz+
zuN>EF#qhNWtR;(mHwm829&uw`rD!Ui@zJU8X?jWH+x940t`4OM)oG6LD_2NxsP|+P
zO}xIf@3>}$@wzKu8pZY<BI`R1a9FyT)JI={o&^S^p(rn#gYC0vM+7f@U`-*^tA)Sq
z2U9Q3kZFv=1}8KX0@Qe*+2HyTrQL2f^9u?ds~b#Yg3Zw+Bj+(aod;LZnD0PnAPt?U
zCgM&&;DhO8i10X{veKs$(AvA7KnH_rfr8*C%CD-VRh5t;lHl=hr=Gts%Z!34?~%jd
zq0ExkAYzhPSxM-v2<e~HgYE2&ULwS`gp=HA`o6&BeQ9IxgMK}yfj|TkoIh{C4~ECa
zn&;>|L!L=}`t&u3$UDrebdoWgMW>w#io6_WU%gifMVcVcdIKCh%Y;gXeRE!-b%|*B
zARpgmW{u!=@@Lzm;hOoiOJ|}wKFotHixV4QqO*vgY!{c76uF{yHmhQ>A+R0U99na-
zpeg+Ntperu#k}HrRsVQ{4$RHS(<9FW1O#F|Ey=M%T8i`u`UC9}Kaymk2PhyqXh~dJ
zv@e;1+O7x~LF72Ig8p!dq3s_0Tr~qva9`-o2|<Nu+zjJgQ~6+WL2`$2*a8|Qf7Nb(
z4vGAlY(aT0Z4M9a@m=C}hn}1;hM@x(L=iDo==|*(>{tC@b{WNN7?C>PNkvvR+jHAm
zZFIZE<@UzJsHS<fgD-LS^6H1oTMi!!4cID}2FNHG@F<}XEeF>AA|y$++TzbqW9Tp~
z>p>4<E-6@6ZNB;A)b{sJVRaoI@UTv_0`=F}HVDmG|8Ln}gKOt!N$Ck0j^3a^Ub={a
zHeU`{3C0NSmw;%ZaR&U=vI}2)eSVFey|h<4fR{T%X`r1b&^0kkXLx+T*u{3aH#8SC
zvEZ}k&R<i~dXo8YnzW}bw5LWk=}T|hcCzDc&G4FiqIq5dJ)d_86!NH!O$}&O=g~%t
z!bPd|r1atRqnCYEH#6$!s<rIZ!UCA#H<si(UbJxgb@tt{>Mk#tg8ocCr2!_wqGciC
zPDDrk#j^lstcbwBy-UOnOPPnft^~J%f}&#Y=;%#^gb7?s)By=^9fqa|Q<cbP_glLJ
zr2P285)UMp4}=m|VQv4-J6vvQOnAS3-WCE|qSx;QYX`Zr=UIN&YtRfA2`eNlgCr7E
zF5{l^t9$qFuY{mQyL)#C;O?qQ3~l$o#V#32AEu|;ux{F^4ZeRknBl(tmh{+e)0?tM
zBOOvbiEdq%-xu1v)Re^74cah@pbUNe*pE9GOZSlipr?PU!)ya5DF7PZNUk?vr7{Y{
z8-VF|m%D-N*BnC9Qx8o9e=S0mme#irVN&%sj`$Bv;$z_58*on)9fZelZ*<*;(SU&c
z=WAy=9x^=mN#MP;SK`EMZ)fZ$lNA6;cjb0wn)s7g(doP^m1E$@s;rITRt5)s1N!rx
zX)eHGoyk(hQfd~Nnt{lG^w)sG8Z?>Bk6*l?C4EHlCLIEB*}Qo(Ay0qGJ6m=+yw+3#
z&b5-(G|V;}ITA841fGRgRdb@|(~E}0i3E$Wrxms>AKPS75dTHLh~>Rx;2D{>&&9<B
zVhS6YY(JQu)-AH1-%LXzZUuG97uB91xx1_%J$?-CMr{E$!52rq51i8E(-wcz#LaZ4
z$b|&I5ZTMIh~nGBSfkf4EFJJ!xx~T2K_U?f-4`uC&8fM$=3GHDxZE&Z(o}+rPTwO@
z5dAae@twXW3?aF^Ex;Cr`P8grA%A^NwTmTl+X*iTp)bP3-w+MTVa=7U1MP`G=gzj8
z@JYy@J9oG1W-8lP=IB12O;>Wm77yeK&m%4(;^I<U-*401M<20de}}>nUFYc>3p#jj
z0=Ds<0`Ku{gqXA-arrmE$LKIOax$voqLNO$(}|#LZc?69U&W`7{Xi8B#U4&rYcNNO
z$k^Q6l$&qdSD#c?;)vGgQ2T59{&El(-v^?!jps(1Rd#LmyK#d}Mur)@z39(QxLwh@
zfu8N)HJBz*jZ1W9n`_6ak!&0)RZXN#*7eA+lN~qnC$sVyyrhLHS`B|fCWzmZ0X1G=
z1L#ijr%uHf{Xp&sKyaQ%b1=U#Rz}TRS}U#D>ajM-#-)<dt%{4R+uK;b{Cg_QhnOaU
zJ(h6!2mA42D-x_1sXSdT8^75=Sdjc__Oy&YC_&@=Hc@&9pk3(V#(^rE%>JB`xTqSn
zANxZk#$p20Hpgm(BjPraB-|#Lp<daXNX7%z2>;*up;eD!()p-FiTX?yph*5GM$2}d
zhz4rerx0Je_WcoGV~ezv21@_<j}4A^cu1lM96fcaYMZTAYN=BRY^{l&@58dywX`zC
zBS57_T<RpKRj0YdUlO6&%WU$dG-yNPS=GxaY75#&UQJlqB-Xs_`<No#yN7-tFpjmI
zk%43AVS|P9uInwjAN(`T#u95@s8+}=`crt2QJMM6f<lJ13^>ia=dr@4miQwC^`Gf*
zIC3LPKC_R$HJbINRKt|%cQ~sRGkBT5WLoQUGgT`}@&04|ajX#<{RKu7S7n)y+qEW_
z6|W78aj6Y7x@W|CoeT5()tuiXjkgwtq_uJM@Q4kSZ?m4bk@l3?w}UU7yO&37dLwg;
zgTPpW{T46cOGWv;KW+5LL%$$$`osC1t$lUot#lDf$m9H@u;Gj8@k8W;J7%hP<i5ew
zm=xLZAPkqW4-B{41<|gB?;|4-v?ST>HASF-j>$|I|JhQT$7;}9c4Jh-Ad;K!uc3BR
zC8hal7LKd{*J>;4NgJDQE{P5)($?L(l8&e-4M^a&_vd+@79T8ppSAzXsRcjtDDbJ&
z;z75{8N`Efnz=5wyv#_6z0uLvWzV1qRGvNX;~j<iT5XMRo4FUR{v73}lF!4#%P459
zR5Ax0i}32bY2_qOn__|{z3!CssgAzFyxZ(2_vm--(!PCNOKBiDj`dgy-ktZ=g$7Il
z7_xS6h3sb&A;MY;+~jEv&G6J?xF-Gn!q1x;y?@TW0vj_sGA4MhJti<XTa)-3rGH%a
zT;Zcro|X`U;BIff^zz-Q1r;x`_<v_BF|Bjk*^o@OV&=Bg=&_8-nKVt?W}=hP(MDm(
z=XJ!wb=FD>uf~B0o_KI%duFrz{eQjql`RbfsP88Fg7hjbH7^g3^I#k`&)^XoC-^Gy
zr<HDMJOj`lB|}rw)v=zIF2adeymy}{zJa9a>v`oH$t5zgEDT~sLS3I;JL$oAdb+6m
z=ToXr@wffZ*LIm)8$h8RW+0QF?!mlJWcjITKfE@I&zb$*|HE8K>A@R{z=UhU=}iCp
ziMcK*t?I4%Yxk9%baZPH9`FTbYc*nU1^%2gH%?uXxzKZACr$pP+D3y}glgMTL`4dt
zVnY-eyt!cVK895^hNPxWJJyTY#9`=}C37ujM5`VyVaUpU+ns7bm-{7u26FV~LWQsn
z8%CdHS^>5aG!dsN>F6KUFfj{s0SA{Fe?}%n4*-%|9ff>KLl2C=RC$?IPX+lq;rrYd
z$6D~Riv9``qUh<#REm3<FTLi+ETelx|I5oL8Df9GtebxN{CqCcnZ(r#;#kkXv7`0$
zT4Faynq513_KT5`5uAyH`H88-uRx!|{+k@EhC!PmcUkOTW8XsY>VyFnMp&BPi94Bh
z>t+~n4k3L@OYef*N~kl2ufW8=52;_~w9hkJITJG8*`MyUq!xISvK~CmL-4NR*~c|a
zDUr&kxYma>O9$P0`BpFSYjAQj9E$5e>2Nx@FhL@tN19MKNQCZ^SBZTXldUC(8*Z(Z
zR2#_3Noz`QnU;idh;c71l~u$aM&tFD#OQz%=zT+GV<-BrcAmsoOkOobt$JM1H^>=u
z?JNu&+;>-Xay;b6x<;!{+H5))9XUB`H$JL7;Rp@kLAxBsD!FF$0|pHK>wj+g^II7i
zetBqmO3#f-KHgXUi-M98o#uLsiMlwSE<8d5ir}A=!8+LGhCjmLAQP&&k&Sux^%4S;
z36w69H*8_NLJ<7A83wP=YV-mQ_)^l`$6{VEeEiR0QAJeZkQ749u|@+vF1V@je+-+>
zbM+CDJZS5%oE(w#Gr4u?)~lmwj<QJWvKInu0l8kfjx!l~e&aNBq#%Js+(S5Z3G+J9
z6s=<?26D`M@!{x4NF?;h;!j7r%MOBpB^Vnoe@N#_S~Vv05B}jg!a%_oOoUuM`RJ{P
z*(_p!((x=y6zj=Tr`D3d&IXS_@1Fb2cvxE-^DN;L+vw=d7abxVZ?6oOJe2Zv_C?|~
zM^B!NHrl0_ZT>+;PcMGr<k6$&{{ExeqFt4;1o2xweqN*^@yRZx%j@hGq~b>iH!XQ#
zKu}f<Z0QEl^770F6_<m*mxY&q{c0$1GXJ-$MT&d<;RDSc?^!y?9WH~!V}gox01P3T
z59tF6#6@ps5w6@0{}g6OXoN4kEeH2=;QVU}g969(8ZrCjVfw*rki~p%j+eEg=&I}W
zqg?*GcJ>Yv*T$AJWtU}F=JU&Xp)mPkI2D78ey~abfZp*A0rqg>B;IiogQ*a)Gh?bb
z)mrS)=^MPXhkCjOkkXUztsp!O$;+<^W6Nada;om}&Og}YwA3$~e^9^6iH!oQ@DZcR
z?jE8t^))7bZRxehNDXg=4;%>pZJs6k-`>$V1HVr8XOFjpi=0e$`ZJ^`gwkGzRUz=a
z-F{2e;-S!2OLjiRL-W;Mc0TVNKM=|~)@D_24*1vn;p(8-zYQm*?*&r|tD^$U+=S^2
zj9h}OS4+eB0uhkQgszGBRaR5mxOVN@k147&g#D@Y`B`zR|2X#j?Mh9jhM5^BMy?^F
zd<Uz*)I3wFuZ^Lm3z)fvZx>A=q5BLY7*Wt4w1zHxks{`w-MTy|i5YFIIoQQ(2;07!
z0;LD6>b>mZ{~kIo^pTcw9cw%1r7`*ZU2?&-^gi_7MI=`2J64Q;@OOC(?QVE<WEU|8
zjv?~l;qL}5Ako>*<k{?7Ssprg^Y_B<mE_Z<mkJ20Es3?zZIT~|+r?Jn@L?rPLPBG_
z0c&mEB4FyOibe{+{F3zd<1b6W#cW1L`?pXQy3pwf$jglxN)C)oxDQ6_R>D71sk+CT
zgOJ$?n$S?X%V{(<EsX(tZwIn4rrVCd-KubDvDd$^%WHBQsS?bPi>=28KFUMzb)4bg
z<b)HK4Fb=It@XEGxz)n4n<BR%Xq7=1+(exW!ZiFy9Sw`jUP9S}<&2pz(OTO5`(0wN
zfX4?Go%N(ln|2|?cEDH)5-}@Pl80U~74GB$3Gbgd&njFrR708R&~6b585aXbm)oei
zrsh_3=zX{tsysw!XtK|W9*GwF<|FU(^mO7iLcP<i^0F(yNJ*!U+xX|)R}{68OV-cL
z`58EP2{$9Yn1JJjm6b|#w6v^NR#wck@k>8pWeH|!L8c~rpQ+>E`6);dNlA7eXgd{b
zZJ!M{r^NygU6*kB8eB^exX>x(I{q1*C8tKrMz-tlbUs3kyIq@CJk*j2-DAxmQ&UsM
z=1!MZL(he{g<?x4jqv>iW%Hh29jPO?F-zE!NFU35d{PRDnX&u#*TQo7!tJ!(v;W@z
z5w75rJPg$Nf`j+gHZ6rKpbvvkZ?eqlHCu>ig~OS|3fBy5L-N=bJs4Ibl#)&#ENQ|2
zdA9C*QpfFw3#~>U47k)z-Ss~0PfXNX*1u0ac(FC^i=Lt3ZsecUMrC<%io~=+{m1Y5
zcCuUn73WQ{$IJn@2?HYI*i<ap$$s|v_*g432#K2T`7I(lHe?t|7lXBPA4+s1eNWOq
z4rDp?PQ06S@7|5X*oUbp2f^CFNOul}B2L1AOzLvd&z@cRJR0ATUaQM`0xA7Ut&_=W
zLO<G6GTW%p2Jd5+_ktnOhgvL3lk9wGmZ|p(LpmZPcgz|-%cq(wnmcjg1c`(V6$rc5
zw~22kHXk2q?0E3_aX-ezdt~#4V0QGHEZG4SMFk$wV`t6;!Bb!YNff#=yC2P-_g;1;
zF<oc9WS!c5P1h6B;}r;?DTNq8DG~c5@;_Qx@!8#^{4&bRlwX%X2@r9x|7<BU8rSFf
zyKy}@b73tB9sSb<nliW(s>1e!;giO?%aRwq1Yyzq;JjqR;QM6RZ#iOI3O49-7;^~-
z3Q_<EgFtovVEeZ5AF(|A@!mR8lc6V-%lb&OuOE`bly7c7-&YxUI@5SPHeE)>y~(?U
zg-p87jRxJ$JpxtMgAlJ`50kl8Q=<lrll|bqvu+o8|0#2Jx$!o3Jw{aT#QKAJ_4x42
z0wbiU85va!+A{ZaCjb$SrKrHCxe?Kd$0vx?R+3bp8J>REZL*7W1)H%QLnHq>n_%+A
zm%2ZbA!}uR3`D^}DOy}S`}^@Om@vM7w;$^)Y8`f4AkH_qKH+uW54D>RF$ggaLZHiY
zdEX6dUUn931t)}ML98F^F7;kRg8Z%G0$q0<35N(wC+SDbpZA11nIdJYXKTwhSrDS<
z=`%k6)^=J-f*v-J?O3+CiCT=wd@Ua~=*IO>kO*V&F@1ggi$&N<C0*VkU`HP1b5k}?
z!i8*%@k*8F;1f2I6rP+2!noX~5Eb_8sEaY^TQRCi*l?9BEuUmS%r(ftbQ4C+9l(~c
zQA`%(!buJj0DST-yx>81fX=-S9tysk!y8|Db)5*|o5>#_Lc5-#_HYcp;nR-hndINg
zkKKWal<$byDxE$ZC*iYFoKoSW2j3I}Ny*go!RhP^Az(!lyGDV<TXXsN`M0CT2e#0L
zP^$``l#a}F4ZDhTU!=&~xNjw~4SyNJajUGN;^+SR*Mc&h)(uTA257a-xkTE8$lZX$
zOyD=I1UvBtZ0Q^9gVhp23ZRi&Jk%Pq@Wm19SwQUCO6kdBc6eZT&*WM?T>3%OF(ZAf
zz3l4R52NzY0=+!PEc7-=rrUAMME}IoBO;cK9Bb}&=^7i~H(J7(C;?!=Zo*Rmq{&|B
zI?jV4I1$&=sp-8blD2rVWfskG(3*7{0zkcPhLuYY28f8nMB7h9%>}1a>GVOC8%mxM
za@_T@vNDM2cL|q@*(Y485R6!JD;>5^#cQ!WM$Iz-c5llaMK_={ASdxRw)oFS9Q=2P
z0T}Y1@JCkLKy4JB7xV5780G?ZGB$kROH%fwZl!s22mv)Wp6O+8fcR!R?LsKDZ<7y}
z)wZ%Z?vS||60l#)W7-sE@$I22Ln+vim=8rtaI;_z6~Q#kpPg8y-fB54U4qd77$|#2
zM>`%YusU)QbDyz;qodXf0~p`5cJ)4J{t?s_m+F86JZF-bFwqy!wdkYKqq*kmOJI2D
z`fnkT!vo`KdxQ3Lfg>kG{B;Dsy|k19J)7WqISpw@hcz?^r9B6OfY={|*#F7OrDW>s
z*RRH~U=gY}{PV=AGK3=rLSdni^msxH>_g|^4uUyZ1x_`U5T+ZDX-VbiBd!%q6#j)1
zb>KTLhp#8N>v^f98WhcP7<__(oyy?@M9dOM0O#ODZ<uuRZtc#q-L-+5ned7d@mu&4
z4!HBMs}_32hlgK5HoKRXcWP2f(Qk`9ge?cmaRlS=5;#3JZroUoUX(Zyp(GFE!8qNg
zBJALb#n!NSDYvS8ry(t%!tKOdUgJEMH#Pv_cmc{Ix}_YP=0KczgY!h5xOF1w8UrE}
zT3em{%s6t#*BPea<!{<PjZ4c2StanSMn!;C5I}k{iQ<mICqhQSyaF)+is2$x-|jUL
zDI!idSLsCA-$l>8FOd5H5)39?iCLYUJ9jRY{a!kVgDwm^Aoia_F(=%*U6*E#5Ep}7
zS`OU)0*1Pq&)ty7a8Lk&4}4Z;l8H?Ks+b=3Cnc2CU}M=!iwB6=In0QihpT}o0V_-0
zzx&{TdW}h&>rkke=H`iW4S0Aq6L&yNIR6}GCmtN0kObj=N0$a%yZRPF`NRAwJYyp6
zA5Nv8z6xd>?9*Bd8!<zVb->^apy=;ccm#CJ%r*^f_BdAvGuP)a^A!h|c!ms`Z=!l)
zrkNOJfJ4({va5s$GKbmWW5l4CXKMjuW)}CJHLK?lp&f%vL-4;SdwT%z<RP2$1^q?B
zTm7-*y|BNY&N2<mkb(afmZ3Dv(-YH9I5Y{i;s6Zr_Y%St*6jeE4XGUUVhYoG#we3S
zhMbUc>vYjAne>K?vV}#45m=Vc<YB6##+f4?Ghff+@`#~;p23H|#TQ}O=)tCGHS(e&
zPPV~^30i&H3ud^aGOT9bMzZ4>_#OM8u&NBA*2j=op|uNKr|nC7UP@1@ga<_l$JH2h
zNc)H_cq(knG=8&r&7tC{s$HJ8Fl<?`ImEa!(@^5&Mz?2=KwW+PTwQin7O*ZxwG7+w
z)fA*Dv<)M<iIPr_NUV6?ur}PtScdW|xbrWPAo6GD2Nb*47z%~uQF(O=LaV~7iE(`B
z3ml0?9_U^zI`W=j+9bT;*D{=xfVL*p)P{P<xg=J?Q!|{~+;s=S+eqE1=SH@(OKwKo
zJUmYugr1=k?2N{-U4ht}0r0_(Mq8IL9M^27Vmxq&Fuzs!(~L&LnbWlP%IUJpB^fs0
zpx0h;M?dfeIo^2?$2HNCDuLZKO9ikK143#7J-ob9^s+m4m%tMbl>Z8Iwc)pJQIOio
zd=8R`s3%=1gG*4wC%5}Yc0ud9D@cOG#)9RmwWzB<>|iL&ASGGAguPIR1c)Xm1?@cu
ziiQ%T38FCcq5g^gyd+RE8`<>%$7*3pDM5k`LoJ2VkfzuV9QbG<QTGuw9eR%)F-C$3
z7m=sp#o}M#tfa)od8#{)ghXho1kgkhoRgcx5I3oOU?@@4I;QIb5zIK%hRESJ`-N0d
zf?a-l<17$^63=bO+hEKZmNNKU;Cx(0D?vPu2GIW{g%}WAOTw^Z@a0JXpC327jv6A+
z&|X}DU$r)qwtX|I5BCCW3n@?$zC+>w3MN`dOy!Y?2^i9sq@^b4J~`H{?|JZS(7gcN
z5Y4Ab>j7rZAE=Hb60xDx)B?KFp!X8y4UAP<I48ocSCYJKGp1#k?J#JBlLM@LlaDOj
zErDI1$;LeJ<x7baq46Pa;PDW-i+}=a%7<t2ka^H8sk9c3W)u-8lOekF_%1xd_by|m
z%unIoA!K+I72+b{pDdaDtn*kqc>{@1@KgDbBanv+#oUBMWj@1Pr&6X%RwZoH++ZVq
zQ9UpH$;09~%vKDnzIrfRNeOXK8W2D~_BrX?yrY-X^T%crU$1;#NX9fD%jL!MQMNg?
z9}))~3u^P`qQ&PW-<8nBU}`IE!F#)aQ7{PQ_+{A&N#(gtjq%)^IjT;lirQ|fComL2
z20yB&7l;#2?xMh<He7+m2H`Ce)85(7Po8}n6Zx}*UUDt50`nMQyNd`TjsxoYeiUaq
z85N<=M|AJRfQgrHiP~2q8WLLN>xgnVnA%czsCW3@f4JLmW_r4js#Ox>MQceth$bqn
z19m*)Lvu4T!b>wTw{G1{O|41Y@eNf1)v<+Ylhve)gF|M6C`N8gL>fv;uUjF}t@?Li
z%_U}*JY9&Ca?DG^wXQ|0@i%O<<|o`%mOZc#@d-8B1BVH>RVAkTf#ti-wqa8d<N8KL
zgosD#a_^@~!8Dss>zC0r<!~smUOxn|XY_+O%BsO)w$5{Q_$o136s0XED5;%_A?|^7
z-Je-}mK_M)yVI>(8Rw%NE6Mfbfj1D??k3E8QTmjamb-WV{_E5)-{mfT&e=p9z=98V
zHv2qKZ!diVrz(LudNq6-I}WA~(VsS-yO=7b(XMn2EVGX%2srt5;Q<k5D@beocuJlw
zfNN_>P<9_RjM7R9W57T%6BZ|CP;ON)1Pfkx%LqSdKkPXoBg(6l6GLX{`uWr-cdt#t
zWH;PUSo7z=D3~Snon?FGyTsE@J$rrj_fK7-$b+-2g13Vhvn5Vf08VJijjlB%8c#tu
zqlw`cOdt_wUw}Lz00XKQo2+c-*P%x@{QXV7H9jQj1I{%RCo&0+svv}D!cv1(x(AcR
zk;{7kMla!S7)7nN;=r|FlusP9aSwF~mHQBeVF_mFPRDu@4m%_4VuWlBSl21^`{T!>
z7+O5k%8xUKV8bW+G7Rh?5rwkI5^V*WnAmpMoIc%rh@m;6>me9YV%7<XhLFvPr1#>*
z0gMPSzyL`c2-lFJN|@$TCbhj1(N(NYx8o@ia^{xZQd<eTnFkF~?}^$6OuTw;04$e)
zffjKd8s^poVM^rcHYfXM{eCS;7SaW^LD)$NcyT>HKOZ{dR*dxCUPM-2PZ9)QXV`(s
zRD!B;z@G(SHkQC^!~+wA5Uk$Hpb&trNDy)t5W;@+=*k#OuB17*d~`DMJNk^(SGH~A
zB>dTD^6mI=-q}7vlLsaB*jl%Ha<VP6!a{>Y3|tZFuI>h3F!z}E2E!DH0Y;)*Kr{FT
z^CNFiP&B)TJwLg5Kf@Ld#74M@!K9m5t(zEq2txB5h=(5p^?u~DWo+Nj;9y`ii<c&>
zK*S|awV8wkA{(cSu3(V152<(uI8dTFBTGu^E&m*S&J{bWd*Va@!YK%Ax-njpi$qww
zH?rAX41@fyjJP8@57^9zGaQ9Hep|!Dj?gB0Hkj2LJFM=OPL2Xo5#yjl>b?)aLFVVz
zLN{<0#-`ESCjOb$Di`kK-MkUPJ;ZSbVi%sxG=lP%Ag0g3e-2@iM3p$53|#<|O^R%N
zXn@QPB(CYbV4JHjgR#p-7;AzL?3P<Y7je7~DR+7=;h=?h&Sb;Dz|b^&@1@c}*XpTV
qbURlM{UQI4bKU+gnx69ClzXoS3s+Vz{KQG7Bz0vir3{60*Zv>l$;T=H

literal 0
HcmV?d00001

diff --git a/p13/p13.ipynb b/p13/p13.ipynb
new file mode 100644
index 0000000..ab52638
--- /dev/null
+++ b/p13/p13.ipynb
@@ -0,0 +1,2336 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5e33d91e",
+   "metadata": {
+    "cell_type": "code",
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "import otter\n",
+    "# nb_name should be the name of your notebook without the .ipynb extension\n",
+    "nb_name = \"p13\"\n",
+    "py_filename = nb_name + \".py\"\n",
+    "grader = otter.Notebook(nb_name + \".ipynb\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0611fe14",
+   "metadata": {
+    "deletable": false
+   },
+   "outputs": [],
+   "source": [
+    "import p13_test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2bcd01a8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# PLEASE FILL IN THE DETAILS\n",
+    "# enter none if you don't have a project partner\n",
+    "# you will have to add your partner as a group member on Gradescope even after you fill this\n",
+    "\n",
+    "# project: p13\n",
+    "# submitter: NETID1\n",
+    "# partner: NETID2  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "372ed345",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    " # Project 13: World University Rankings"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b30c2df0",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Learning Objectives:\n",
+    "\n",
+    "In this project, you will demonstrate how to:\n",
+    "\n",
+    "* query a database using SQL,\n",
+    "* process data using `pandas` **DataFrames**,\n",
+    "* create different types of plots.\n",
+    "\n",
+    "Please go through [Lab-P13](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/tree/main/lab-p13) before working on this project. The lab introduces some useful techniques related to this project."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "479785c7",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Note on Academic Misconduct:\n",
+    "\n",
+    "**IMPORTANT**: P12 and P13 are two parts of the same data analysis. You **cannot** switch project partners between these two projects. That is if you partnered up with someone for P12, you have to sustain that partnership until end of P13. Now may be a good time to review [our course policies](https://cs220.cs.wisc.edu/s23/syllabus.html)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3e0e04f5",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Testing your code:\n",
+    "\n",
+    "Along with this notebook, you must have downloaded the file `p13_test.py`. If you are curious about how we test your code, you can explore this file, and specifically the value of the variable `expected_json`, to understand the expected answers to the questions.\n",
+    "\n",
+    "For answers involving DataFrames, `p13_test.py` compares your tables to those in `p13_expected.html`, so take a moment to open that file on a web browser (from Finder/Explorer).\n",
+    "\n",
+    "For answers involving plots, `p13_test.py` can **only** check that the **DataFrames** are correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. Your plots will be **manually graded**, and you will **lose points** if your plot is not visible, or if it is not properly labelled.\n",
+    "\n",
+    "**IMPORTANT Warning:** Do **not** download the dataset `QSranking.json` **manually**. Use the `download` function from P12 to download it. When we run the autograder, this file `QSranking.json` will **not** be in the directory. So, unless your `p13.ipynb` downloads this file, you will get a **zero score** on the project. Also, make sure your `download` function includes code to check if the file already exists. Otherwise, you will **lose** points for **hardcoding**."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aad1951a",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Project Description:\n",
+    "\n",
+    "For your final CS220 project, you're going to continue analyzing world university rankings. However, we will be using a different dataset this time. The data for this project has been extracted from [here](https://www.topuniversities.com/university-rankings/world-university-rankings/2023). Unlike the CWUR rankings we used in P12, the QS rankings dataset has various scores for the universities, and not just the rankings. This makes the QS rankings dataset more suitable for plotting (which you will be doing a lot of!).\n",
+    "\n",
+    "In this project, you'll have to dump your DataFrame to a SQLite database. You'll answer questions by doing queries on that database. Often, your answers will be in the form of a plot. Check these carefully, as the tests only verify that a plot has been created, not that it looks correct (the Gradescope autograder will manually deduct points for plotting mistakes)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "48aad11e",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Project Requirements:\n",
+    "\n",
+    "You **may not** hardcode indices in your code. You **may not** manually download **any** files for this project, unless you are **explicitly** told to do so. For all other files, you **must** use the `download` function to download the files.\n",
+    "\n",
+    "**Store** your final answer for each question in the **variable specified for each question**. This step is important because Otter grades your work by comparing the value of this variable against the correct answer.\n",
+    "\n",
+    "For some of the questions, we'll ask you to write (then use) a function to compute the answer. If you compute the answer **without** creating the function we ask you to write, we'll **manually deduct** points from your autograder score on Gradescope, even if the way you did it produced the correct answer.\n",
+    "\n",
+    "Required Functions:\n",
+    "- `bar_plot`\n",
+    "- `scatter_plot`\n",
+    "- `horizontal_bar_plot`\n",
+    "- `pie_plot`\n",
+    "- `get_regression_coeff`\n",
+    "- `get_regression_line`\n",
+    "- `regression_line_plot`\n",
+    "- `download`\n",
+    "\n",
+    "In this project, you will also be required to define certain **data structures**. If you do not create these data structures exactly as specified, we'll **manually deduct** points from your autograder score on Gradescope, even if the way you did it produced the correct answer.\n",
+    "\n",
+    "Required Data Structures:\n",
+    "- `conn`\n",
+    "\n",
+    "You **must** write SQL queries to solve the questions in this project, unless you are **explicitly** told otherwise. You will **not get any credit** if you use `pandas` operations to extract data. We will give you **specific** instructions for any questions where `pandas` operations are allowed. In addition, you are also **required** to follow the requirements below:\n",
+    "\n",
+    "* You **must** close the connection to `conn` at the end of your notebook.\n",
+    "* Do **not** use **absolute** paths such as `C://ms//cs220//p13`. You may **only** use **relative paths**.\n",
+    "* Do **not** hardcode `//` or `\\` in any of your paths. You **must** use `os.path.join` to create paths.\n",
+    "* Do **not** leave irrelevant output or test code that we didn't ask for.\n",
+    "* **Avoid** calling **slow** functions multiple times within a loop.\n",
+    "* Do **not** define multiple functions with the same name or define multiple versions of one function with different names. Just keep the best version.\n",
+    "\n",
+    "For more details on what will cause you to lose points during code review and specific requirements, please take a look at the [Grading rubric](https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/blob/main/p13/rubric.md)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e04f805e",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Questions and Functions:\n",
+    "\n",
+    "Let us start by importing all the modules we will need for this project."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b1363e20",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# it is considered a good coding practice to place all import statements at the top of the notebook\n",
+    "# please place all your import statements in this cell if you need to import any more modules for this project\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "995a9ea8",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, you may copy/paste some of the functions and data structures you defined in Lab-P13 and P12, which will be useful for this project."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a4fab7ea",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# this ensures that font.size setting remains uniform\n",
+    "%matplotlib inline \n",
+    "pd.set_option('display.max_colwidth', None)\n",
+    "matplotlib.rcParams[\"font.size\"] = 13 # don't use value > 13! Otherwise your y-axis tick labels will be different."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e4eac640",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# copy/paste the definition of the function 'bar_plot' from lab-p13 here\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "71c71935",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# copy/paste the definition of the function 'scatter_plot' from lab-p13 here\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "153b23ad",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# copy/paste the definition of the function 'horizontal_bar_plot' from lab-p13 here\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1f6d37df",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# copy/paste the definition of the function 'pie_plot' from lab-p13 here\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "88255766",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# copy/paste the definition of the function 'get_regression_coeff' from lab-p13 here\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8119a0ec",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# copy/paste the definition of the function 'get_regression_line' from lab-p13 here\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "13851f7d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# copy/paste the definition of the function 'regression_line_plot' from lab-p13 here\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c12776a3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# copy/paste the definition of the function 'download' from p12 here\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f4fbd661",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# use the 'download' function to download the data from the webpage\n",
+    "# 'https://git.doit.wisc.edu/cdis/cs/courses/cs220/cs220-s23-projects/-/raw/main/p13/QSranking.json'\n",
+    "# to the file 'QSranking.json'\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "40f76941",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "### Data Structure 1: `conn`\n",
+    "\n",
+    "You **must** now create a **database** called `rankings.db` out of `QSranking.json`, connect to it, and save it in a variable called `conn`. You **must** use this connection to the database `rankings.db` to answer the questions that follow."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8de4b158",
+   "metadata": {
+    "lines_to_next_cell": 0,
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create a database called 'rankings.db' out of 'QSranking.json'\n",
+    "\n",
+    "# TODO: load the data from 'QSranking.json' into a variable called 'qs_ranking' using pandas' 'read_json' function\n",
+    "# TODO: connect to 'rankings.db' and save it to a variable called 'conn'\n",
+    "# TODO: write the contents of the DataFrame 'qs_ranking' to the sqlite database"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9f28e183",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# run this cell and confirm that you have defined the variables correctly\n",
+    "\n",
+    "pd.read_sql(\"SELECT * FROM rankings LIMIT 5\", conn)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d31f5dd9",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 1:** List **all** the statistics of the institution with the `institution_name` *University Of Wisconsin-Madison*. \n",
+    "\n",
+    "You **must** display **all** the columns. The rows **must** be in *ascending* order of `year`.\n",
+    "\n",
+    "Your output **must** be a **DataFrame** that looks like this:\n",
+    "\n",
+    "||**rank**|**year**|**institution_name**|**country**|**academic_reputation**|**employer_reputation**|**faculty_student_score**|**citations_per_faculty**|**international_faculty**|**international_students**|**overall_score**|\n",
+    "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
+    "|**0**|55|2018|University Of Wisconsin-Madison|United States|94.0|62.1|84.0|54.2|53.2|30.9|75.8|\n",
+    "|**1**|53|2019|University Of Wisconsin-Madison|United States|88.5|51.2|87.4|52.6|58.8|30.6|73.2|\n",
+    "|**2**|56|2020|University Of Wisconsin-Madison|United States|87.8|49.7|85.5|50.0|57.2|30.9|71.8|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8eefb54f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'uw_rating', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6a51b275",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q1\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "587fd6d2",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 2:** What are the **top** *10* institutions in *Japan* which had the **highest** score of `international_students` in the `year` *2020*?\n",
+    "\n",
+    "You **must** display the columns `institution_name` and `international_students`. The rows **must** be in *descending* order of `international_students`.\n",
+    "\n",
+    "Your output **must** be a **DataFrame** that looks like this:\n",
+    "\n",
+    "||**institution_name**|**international_students**|\n",
+    "|---------|------|---------|\n",
+    "|**0**|Waseda University|35.8|\n",
+    "|**1**|Tokyo Institute Of Technology|31.3|\n",
+    "|**2**|University Of Tsukuba|30.4|\n",
+    "|**3**|The University of Tokyo|26.2|\n",
+    "|**4**|Kyushu University|21.5|\n",
+    "|**5**|Nagoya University|21.3|\n",
+    "|**6**|Tohoku University|17.6|\n",
+    "|**7**|Kyoto University|17.5|\n",
+    "|**8**|Hiroshima University|17.1|\n",
+    "|**9**|Tokyo Medical and Dental University|16.7|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b72f2999",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'japan_top_10_inter', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f06aaae0",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q2\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "341ac4b8",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 3:** What are the **top** *10* institutions in the *United States* which had the **highest** *reputation* in the `year` *2019*?\n",
+    "\n",
+    "The `reputation` of an institution is defined as the sum of `academic_reputation` and `employer_reputation`. You **must** display the columns `institution_name` and `reputation`. The rows **must** be in *descending* order of `reputation`. In case the `reputation` is tied, the rows must be in *alphabetical* order of `institution_name`.\n",
+    "\n",
+    "Your output **must** be a **DataFrame** that looks like this:\n",
+    "\n",
+    "||**institution_name**|**reputation**|\n",
+    "|---------|------|---------|\n",
+    "|**0**|Harvard University|200.0|\n",
+    "|**1**|Massachusetts Institute Of Technology|200.0|\n",
+    "|**2**|Stanford University|200.0|\n",
+    "|**3**|University Of California, Berkeley|199.8|\n",
+    "|**4**|Yale University|199.6|\n",
+    "|**5**|University Of California, Los Angeles|199.1|\n",
+    "|**6**|Columbia University|197.1|\n",
+    "|**7**|Princeton University|196.6|\n",
+    "|**8**|University Of Chicago|190.3|\n",
+    "|**9**|Cornell University|189.2|\n",
+    "\n",
+    "**Hint:** You can use mathematical expressions in your **SELECT** clause. For example, if you wish to add the `academic_reputation` and `employer_reputation` for each institution, you could use the following query:\n",
+    "\n",
+    "```sql\n",
+    "SELECT (`academic_reputation` + `employer_reputation`) FROM rankings\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "271b86d7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'us_top_10_rep', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "96cacdd4",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q3\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "21ba8c82",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 4:** What are the **top** *10* countries which had the **most** *institutions* listed in the `year` *2020*?\n",
+    "\n",
+    "You **must** display the columns `country` and `num_of_institutions`. The `num_of_institutions` of a country is defined as the number of institutions from that country. The rows **must** be in *descending* order of `num_of_institutions`. In case the `num_of_institutions` is tied, the rows must be in *alphabetical* order of `country`.\n",
+    "\n",
+    "**Hint:** You **must** use the `COUNT` SQL function to answer this question.\n",
+    "\n",
+    "Your output **must** be a **DataFrame** that looks like this:\n",
+    "\n",
+    "||**country**|**num_of_institutions**|\n",
+    "|---------|------|---------|\n",
+    "|**0**|United States|74|\n",
+    "|**1**|United Kingdom|45|\n",
+    "|**2**|Germany|23|\n",
+    "|**3**|Australia|21|\n",
+    "|**4**|Canada|14|\n",
+    "|**5**|China|14|\n",
+    "|**6**|France|14|\n",
+    "|**7**|Japan|14|\n",
+    "|**8**|Netherlands|13|\n",
+    "|**9**|Russia|13|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1991dc45",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'top_10_countries', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3e878347",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q4\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6ef62b90",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 5:** Create a **bar plot** using the data from Question 4 with the `country` on the **x-axis** and the `num_of_institutions` on the **y-axis**.\n",
+    "\n",
+    "In addition to the top ten countries, you **must** also aggregate the data for **all** the **other** countries, and represent that number in the column `Other`. You are **allowed** do this using any combination of  SQL queries and pandas operations.\n",
+    "\n",
+    "You **must** first compute a **DataFrame** `num_institutions` containing the **country**, and the **num_of_institutions** data.\n",
+    "\n",
+    "**Hint**: You can use the `append` function of a DataFrame to add a single row to the end of your **DataFrame** from Question 4. You'll also need the keyword argument `ignore_index=True`. For example:\n",
+    "\n",
+    "```python\n",
+    "my_new_dataframe = my_dataframe.append({\"country\": \"CS220\", \"num_of_institutions\": 22}, ignore_index=True)\n",
+    "```\n",
+    "will create a *new* **DataFrame** `my_new_dataframe` which contains all the rows from `my_dataframe`, along with the **additional row** which has been appended. You can **ignore** any warnings about `append` being deprecated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a0b3223c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame 'num_institutions', then display it\n",
+    "# do NOT plot just yet\n",
+    "\n",
+    "# TODO: use a SQL query similar to Question 4 to get the number of institutions of all countries\n",
+    "#       (not just the top 10), ordered by the number of institutions, and store in a DataFrame\n",
+    "# TODO: Use pandas to find the sum of the institutions in all countries except the top 10\n",
+    "# TODO: create a new dictionary with the data about the new row that needs to be added\n",
+    "# TODO: properly append this new dictionary to 'num_institutions' and update 'num_institutions'\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c95611c9",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q5\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "51a82c7e",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, **plot** `num_institutions` as **bar plot** with the **x-axis** labelled *country* and the **y-axis** labelled *num_of_institutions*.\n",
+    "\n",
+    "You **must** use the `bar_plot` function to create the plot.\n",
+    "\n",
+    "**Important Warning:** `p13_test.py` can check that the **DataFrame** is correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. If your plot is not visible, or if it is not properly labelled, the Gradescope autograder will **deduct points**.\n",
+    "\n",
+    "Your plot should look like this:"
+   ]
+  },
+  {
+   "attachments": {
+    "q5.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "b7e7e295",
+   "metadata": {},
+   "source": [
+    "<div><img src=\"attachment:q5.png\" width=\"400\"/></div>\n",
+    "\n",
+    "<center> <b>Delete</b> this cell before you submit the notebook to reduce the size of your file.</center>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4cd92732",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create the bar plot using the DataFrame 'num_institutions' with the x-axis labelled \"country\" \n",
+    "# and the y-axis labelled \"num_of_institutions\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6617e42c",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 6:** Create a **bar plot** of the **top** *10* countries with the **highest** *total* `overall_score` listed in the `year` *2019*.\n",
+    "\n",
+    "The `total_score` of a `country` is defined as the **sum** of `overall_score` of **all** institutions in that `country`. You **must** display the columns `country` and `total_score`. The rows **must** be in *descending* order of `total_score`.\n",
+    "\n",
+    "You **must** first compute a **DataFrame** `top_10_total_score` containing the **country**, and the **total_score** data.\n",
+    "\n",
+    "Your **DataFrame** should looks like this:\n",
+    "\n",
+    "||**country**|**total_score**|\n",
+    "|---------|------|---------|\n",
+    "|**0**|United States|4298.4|\n",
+    "|**1**|United Kingdom|2539.2|\n",
+    "|**2**|Germany|1098.2|\n",
+    "|**3**|Australia|1093.8|\n",
+    "|**4**|Japan|752.9|\n",
+    "|**5**|China|743.4|\n",
+    "|**6**|Canada|705.3|\n",
+    "|**7**|Netherlands|674.9|\n",
+    "|**8**|South Korea|612.8|\n",
+    "|**9**|France|595.2|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f7cf3887",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'top_10_total_score', then display it\n",
+    "# do NOT plot just yet\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "64d40c82",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q6\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e7b11bc",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, **plot** `top_10_total_score` as **bar plot** with the **x-axis** labelled *country* and the **y-axis** labelled *total_score*.\n",
+    "\n",
+    "You **must** use the `bar_plot` function to create the plot.\n",
+    "\n",
+    "**Important Warning:** `p13_test.py` can check that the **DataFrame** is correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. If your plot is not visible, or if it is not properly labelled, the Gradescope autograder will **deduct points**.\n",
+    "\n",
+    "Your plot should look like this:"
+   ]
+  },
+  {
+   "attachments": {
+    "q6.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "033d0733",
+   "metadata": {},
+   "source": [
+    "<div><img src=\"attachment:q6.png\" width=\"400\"/></div>\n",
+    "\n",
+    "<center> <b>Delete</b> this cell before you submit the notebook to reduce the size of your file.</center>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2192b4e4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create the bar plot using the DataFrame 'top_10_total_score' with the x-axis labelled \"country\" \n",
+    "# and the y-axis labelled \"total_score\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88cbb812",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 7:** What are the **top** *10* institutions in the *United States* which had the **highest** *international_score* in the `year` *2020*?\n",
+    "\n",
+    "The *international_score* of an institution is defined as the **sum** of `international_faculty` and `international_students` scores of that institution. You **must** display the columns `institution_name` and `international_score`. The rows **must** be in *descending* order of `international_score`.\n",
+    "\n",
+    "Your output **must** be a **DataFrame** that looks like this:\n",
+    "\n",
+    "||**institution_name**|**international_score**|\n",
+    "|---------|------|---------|\n",
+    "|**0**|Massachusetts Institute Of Technology|194.1|\n",
+    "|**1**|California Institute Of Technology|186.7|\n",
+    "|**2**|Carnegie Mellon University|183.5|\n",
+    "|**3**|Rice University|180.4|\n",
+    "|**4**|Northeastern University|179.1|\n",
+    "|**5**|Stanford University|167.5|\n",
+    "|**6**|Cornell University|166.1|\n",
+    "|**7**|Purdue University|158.2|\n",
+    "|**8**|University Of Rochester|157.9|\n",
+    "|**9**|University Of Chicago|151.2|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "af3589cd",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'top_10_inter_score', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "41ee5bff",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q7\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4794b1a5",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 8:** Create a **scatter plot** representing the `citations_per_faculty` (on the **x-axis**) against the `overall_score` (on the **y-axis**) of each institution in the `year` *2018*.\n",
+    "\n",
+    "You **must** first compute a **DataFrame** `citations_overall` containing the **citations_per_faculty**, and the **overall_score** data from the `year` *2018*, of each **institution**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "92a32a11",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame 'citations_overall', then display its head\n",
+    "# do NOT plot just yet\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c9a2b1ba",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q8\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "68165402",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, **plot** `citations_overall` as **scatter plot** with the **x-axis** labelled *citations_per_faculty* and the **y-axis** labelled *overall_score*.\n",
+    "\n",
+    "You **must** use the `scatter_plot` function to create the plot.\n",
+    "\n",
+    "**Important Warning:** `p13_test.py` can check that the **DataFrame** is correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. If your plot is not visible, or if it is not properly labelled, the Gradescope autograder will **deduct points**.\n",
+    "\n",
+    "Your plot should look like this:"
+   ]
+  },
+  {
+   "attachments": {
+    "q8.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "667b4025",
+   "metadata": {},
+   "source": [
+    "<div><img src=\"attachment:q8.png\" width=\"400\"/></div>\n",
+    "\n",
+    "<center> <b>Delete</b> this cell before you submit the notebook to reduce the size of your file.</center>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0e0b8a7d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create the scatter plot using the DataFrame 'citations_overall' with the x-axis labelled \"citations_per_faculty\" \n",
+    "# and the y-axis labelled \"overall_score\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8ba5ed8c",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 9:** Create a **scatter plot** representing the `academic_reputation` (on the **x-axis**) against the `employer_reputation` (on the **y-axis**) of each institution from the *United States* in the `year` *2019*.\n",
+    "\n",
+    "You **must** first compute a **DataFrame** `reputations_usa` containing the **academic_reputation**, and the **employer_reputation** data from the `year` *2019*, of each **institution** in the `country` *United States*."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b04f767f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame 'reputations_usa', then display its head\n",
+    "# do NOT plot just yet\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "05490b0c",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q9\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5f8fcce5",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, **plot** `reputations_usa` as **scatter plot** with the **x-axis** labelled *academic_reputation* and the **y-axis** labelled *employer_reputation*.\n",
+    "\n",
+    "You **must** use the `scatter_plot` function to create the plot.\n",
+    "\n",
+    "**Important Warning:** `p13_test.py` can check that the **DataFrame** is correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. If your plot is not visible, or if it is not properly labelled, the Gradescope autograder will **deduct points**.\n",
+    "\n",
+    "Your plot should look like this:"
+   ]
+  },
+  {
+   "attachments": {
+    "q9.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "0295c09c",
+   "metadata": {},
+   "source": [
+    "<div><img src=\"attachment:q9.png\" width=\"400\"/></div>\n",
+    "\n",
+    "<center> <b>Delete</b> this cell before you submit the notebook to reduce the size of your file.</center>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "29894cd8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create the scatter plot using the DataFrame 'reputations_usa' with the x-axis labelled \"academic_reputation\" \n",
+    "# and the y-axis labelled \"employer_reputation\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e739c41",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 10:** Create a **scatter plot** representing the `international_students` (on the **x-axis**) against the `faculty_student_score` (on the **y-axis**) for the **top ranked** institution of **each** `country` in the `year` *2020*.\n",
+    "\n",
+    "You **must** first compute a **DataFrame** `top_ranked_inter_faculty` containing the **international_students**, and the **faculty_student_score** data from the `year` *2020*, of the **top** ranked **institution** (i.e., the institution with the **least** `rank`) of each **country**.\n",
+    "\n",
+    "**Hint:** You can use the `MIN` SQL function to return the least value of a selected column. However, there are a few things to keep in mind while using this function.\n",
+    "* The function must be in **uppercase** (i.e., you must use `MIN`, and **not** `min`).\n",
+    "* The column you are finding the minimum of must be inside backticks (``` ` ```). For example, if you want to find the minimum `rank`, you need to say ```MIN(`rank`)```.\n",
+    "\n",
+    "If you do not follow the syntax above, your code will likely fail."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fa9e1b6f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame 'top_ranked_inter_faculty', then display its head\n",
+    "# do NOT plot just yet\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a4831be1",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q10\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "59b40839",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, **plot** `top_ranked_inter_faculty` as **scatter plot** with the **x-axis** labelled *international_students* and the **y-axis** labelled *faculty_student_score*.\n",
+    "\n",
+    "You **must** use the `scatter_plot` function to create the plot.\n",
+    "\n",
+    "**Important Warning:** `p13_test.py` can check that the **DataFrame** is correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. If your plot is not visible, or if it is not properly labelled, the Gradescope autograder will **deduct points**.\n",
+    "\n",
+    "Your plot should look like this:"
+   ]
+  },
+  {
+   "attachments": {
+    "q10.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "0ffca4e3",
+   "metadata": {},
+   "source": [
+    "<div><img src=\"attachment:q10.png\" width=\"400\"/></div>\n",
+    "\n",
+    "<center> <b>Delete</b> this cell before you submit the notebook to reduce the size of your file.</center>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2f17934b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create the scatter plot using the DataFrame 'top_ranked_inter_faculty' with the x-axis labelled \"international_students\" \n",
+    "# and the y-axis labelled \"faculty_student_score\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9dab472c",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "### Correlations:\n",
+    "\n",
+    "You can use the `.corr()` method on a **DataFrame** that has **two** columns to get the *correlation* between those two columns.\n",
+    "\n",
+    "For example, if we have a **DataFrame** `df` with the two columns `citations_per_faculty` and `overall_score`, `df.corr()` would return\n",
+    "\n",
+    "||**citations_per_faculty**|**overall_score**|\n",
+    "|---------|------|---------|\n",
+    "|citations_per_faculty|1.000000|0.574472|\n",
+    "|overall_score|0.574472|1.000000|\n",
+    "\n",
+    "You can use `.loc` here to **extract** the *correlation* between the two columns (`0.574472` in this case)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f09ade4a",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 11:** Find the **correlation** between `international_students` and `overall_score` for institutions from the `country` *United Kingdom* that were ranked in the **top** *100* in the `year` *2020*.\n",
+    "\n",
+    "Your output **must** be a **float** representing the absolute correlations. The **only** `pandas` operations you are **allowed** to use are: `.corr`, `.loc` and `.iloc`. You **must** use SQL to gather all other data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "706db815",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'uk_inter_score_corr', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ea738710",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q11\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "314d22d6",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Let us now define a new score called `citations_per_international` as follows:\n",
+    "\n",
+    "$$\\texttt{citations}\\_\\texttt{per}\\_\\texttt{international} = \\frac{\\texttt{citations}\\_\\texttt{per}\\_\\texttt{faculty} \\times \\texttt{international}\\_\\texttt{faculty}}{100}.$$\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cef190f0",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 12:** Find the **correlation** between `citations_per_international` and `overall_score` for **all** institutions in the `year` *2019*.\n",
+    "\n",
+    "Your output **must** be a **float** representing the absolute correlations. The **only** `pandas` operations you are **allowed** to use are: `.corr`, `.loc` and `.iloc`. You **must** use SQL to gather all other data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "777d001c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'cit_per_inter_score_corr', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee14b0ac",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q12\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc72c981",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 13:** What are the **top** *15* countries with the **highest** *total* of `citations_per_international` in the `year` *2019*.\n",
+    "\n",
+    "\n",
+    "The *total* `citations_per_international` of a `country` is defined as the **sum** of `citations_per_international` scores of **all** institutions in that `country`. You **must** display the columns `country` and `sum_inter_citations`. The rows **must** be in *descending* order of `sum_inter_citations`.\n",
+    "\n",
+    "Your output **must** be a **DataFrame** that looks like this:\n",
+    "\n",
+    "||**country**|**sum_inter_citations**|\n",
+    "|----|-----------|-----------------------|\n",
+    "|**0**|United States|2623.8207|\n",
+    "|**1**|United Kingdom|2347.1602|\n",
+    "|**2**|Australia|1255.5530|\n",
+    "|**3**|Netherlands|748.4268|\n",
+    "|**4**|Canada|724.5029|\n",
+    "|**5**|Switzerland|561.8790|\n",
+    "|**6**|China|482.2577|\n",
+    "|**7**|Germany|455.5466|\n",
+    "|**8**|Hong Kong|375.3032|\n",
+    "|**9**|New Zealand|327.3357|\n",
+    "|**10**|Sweden|305.3745|\n",
+    "|**11**|Belgium|255.0750|\n",
+    "|**12**|France|198.0860|\n",
+    "|**13**|Denmark|186.4904|\n",
+    "|**14**|Singapore|160.3000|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "14aaad72",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'top_cit_per_inter', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b44e985d",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q13\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "59a993ce",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 14:** Among the institutions ranked within the **top** *300*, find the **average** `citations_per_international` for **each** `country` in the `year` *2019*.\n",
+    "\n",
+    "You **must** display the columns `country` and `avg_inter_citations` representing the **average** of `citations_per_international` for **each** country. The rows **must** be in *descending* order of `avg_inter_citations`.\n",
+    "\n",
+    "**Hint:** To find the **average**, you can use `SUM()` and `COUNT()` or you can simply use `AVG()`.\n",
+    "\n",
+    "Your output **must** be a **DataFrame** whose **first ten rows** look like this:\n",
+    "\n",
+    "||**country**|**avg_inter_citations**|\n",
+    "|----|-----------|----------------------|\n",
+    "|**0**|Singapore|80.150000|\n",
+    "|**1**|Switzerland|75.497000|\n",
+    "|**2**|Hong Kong|62.550533|\n",
+    "|**3**|Australia|61.362388|\n",
+    "|**4**|Netherlands|56.166733|\n",
+    "|**5**|New Zealand|53.226220|\n",
+    "|**6**|United Kingdom|52.889084|\n",
+    "|**7**|Canada|50.779723|\n",
+    "|**8**|Denmark|46.196200|\n",
+    "|**9**|Norway|46.083300|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dac3e940",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'avg_cit_per_inter', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "946bb83c",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q14\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bfded4bf",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 15** Find the **institution** with the **highest** value of `citations_per_international` for **each** `country` in the `year` *2020*.\n",
+    "\n",
+    "Your output **must** be a **DataFrame** with the columns `country`, `institution_name`, and a new column `max_inter_citations` representing the **maximum** value of `citations_per_international` for that country. The rows **must** be in *descending* order of `max_inter_citations`. You **must** **omit** rows where `max_inter_citations` is **missing** by using the clause:\n",
+    "\n",
+    "```sql\n",
+    "HAVING `max_inter_citations` IS NOT NULL\n",
+    "```\n",
+    "\n",
+    "**Hint:** You can use the `MAX()` function to return the largest value within a group.\n",
+    "\n",
+    "Your output **must** be a **DataFrame** whose **first ten rows** look like this:\n",
+    "\n",
+    "||**country**|**institution_name**|**max_inter_citations**|\n",
+    "|----|-----------|--------------------|----------------------|\n",
+    "|**0**|United States|Massachusetts Institute Of Technology|99.8000|\n",
+    "|**1**|Switzerland|Ecole Polytechnique Fédérale De Lausanne|98.9000|\n",
+    "|**2**|Netherlands|Eindhoven University Of Technology|95.4493|\n",
+    "|**3**|United Kingdom|London School Of Economics And Political Science|91.1000|\n",
+    "|**4**|Hong Kong|The Hong Kong University Of Science And Technology|89.5000|\n",
+    "|**5**|Singapore|Nanyang Technological University|88.8000|\n",
+    "|**6**|Australia|The University Of Western Australia|88.3000|\n",
+    "|**7**|Belgium|Katholieke Universiteit Leuven|76.7700|\n",
+    "|**8**|New Zealand|University Of Waikato|73.6434|\n",
+    "|**9**|Canada|Western University|72.3240|\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fba4a1c2",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'max_cit_per_inter', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9c4db997",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q15\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da9cb13f",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 16**: Among the institutions ranked within the **top** *50*, create a **horizontal bar plot** representing the **average** of both the`citations_per_faculty` and `international_faculty` scores for **all** institutions in **each** `country` in the `year` *2018*.\n",
+    "\n",
+    "You **must** first create a **DataFrame** `country_citations_inter` with **three** columns: `country`, `avg_citations` and `avg_inter_faculty` representing the name, the average value of `citations_per_faculty` and the average value of `international_faculty` for each country respectively.\n",
+    "\n",
+    "You **must** ensure that the countries in the **DataFrame** are **ordered** in **increasing** order of the **difference** between `avg_citations` and `avg_inter_faculty`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e9e566a5",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame 'country_citations_inter', then display it\n",
+    "# do NOT plot just yet\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "60d1c6f7",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q16\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3e859552",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, **plot** `country_citations_inter` as **horizontal bar plot** with the **x-axis** labelled *country*.\n",
+    "\n",
+    "Then, you **must** use the `horizontal_bar_plot` function to plot this data. Verify that the countries are **ordered** in **decreasing** order of the **difference** between `avg_citations` and `avg_inter_faculty`. Verify that the **legend** appears on your plot.\n",
+    "\n",
+    "**Hint:** If you want the countries in the plot to be ordered in **decreasing** order of the difference, you will need to make sure that in the DataFrame, they are ordered in the **increasing** order.\n",
+    "\n",
+    "**Important Warning:** `p13_test.py` can check that the **DataFrame** is correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. If your plot is not visible, or if it is not properly labelled, the Gradescope autograder will **deduct points**.\n",
+    "\n",
+    "Your plot should look like this:"
+   ]
+  },
+  {
+   "attachments": {
+    "q16.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "fb3e7670",
+   "metadata": {},
+   "source": [
+    "<div><img src=\"attachment:q16.png\" width=\"400\"/></div>\n",
+    "\n",
+    "<center> <b>Delete</b> this cell before you submit the notebook to reduce the size of your file.</center>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "259af611",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create the horizontal bar plot using the DataFrame 'country_citations_inter' with the x-axis labelled \"country\" \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a5d4543",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 17:** Create a **scatter plot** representing the `overall_score` (on the **x-axis**) against the `rank` (on the **y-axis**) for **all** institutions in the `year` *2020*. Additionally, **plot** a **regression line** within the same plot.\n",
+    "\n",
+    "You **must** first compute a **DataFrame** containing the **overall_score**, and the **rank** data from the `year` *2020*. You **must** use the `get_regression_line` function to compute the best fit line."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d51299b8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame 'overall_rank', then display its head\n",
+    "# do NOT plot just yet\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a422be6a",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q17\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4c062dae",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, **plot** `overall_rank` as **scatter plot** with a **regression line** with the **x-axis** labelled *overall_score* and the **y-axis** labelled *rank*.\n",
+    "\n",
+    "You **must** use the `regression_line_plot` function to plot this data.\n",
+    "\n",
+    "**Important Warning:** `p13_test.py` can check that the **DataFrame** is correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. If your plot is not visible, or if it is not properly labelled, the Gradescope autograder will **deduct points**.\n",
+    "\n",
+    "Your plot should look like this:"
+   ]
+  },
+  {
+   "attachments": {
+    "q17.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "aee08178",
+   "metadata": {},
+   "source": [
+    "<div><img src=\"attachment:q17.png\" width=\"400\"/></div>\n",
+    "\n",
+    "<center> <b>Delete</b> this cell before you submit the notebook to reduce the size of your file.</center>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6c914693",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create the scatter plot and the regression line using the DataFrame 'overall_rank' with the x-axis labelled \"overall_score\" \n",
+    "# and the y-axis labelled \"rank\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "effa2591",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Food for thought:** Does our linear regression model fit the points well? It looks like the relationship between the `overall_score` and `rank` is **not quite linear**. In fact, a cursory look at the data suggests that the relationship is in fact, inverse."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9f1de243",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Food for thought is an entirely OPTIONAL exercise\n",
+    "# you may leave your thoughts here as a comment if you wish to\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "26e4e3c1",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 18:** Create a **scatter plot** representing the **inverse** of the `overall_score` (on the **x-axis**) against the `rank` (on the **y-axis**) for **all** institutions in the `year` *2020*. Additionally, **plot** a **regression line**  within the same plot.\n",
+    "\n",
+    "The `inverse_overall_score` for each institution is simply defined as `1/overall_score` for that institution. You **must** first compute a **DataFrame** containing the **inverse_overall_score**, and the **rank** data from the `year` *2020*. You **must** use the `get_regression_line` function to compute the best fit line."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6c535d83",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# first compute and store the DataFrame 'inverse_overall_rank', then display its head\n",
+    "# do NOT plot just yet\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "22a6a736",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q18\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e64a0040",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, **plot** `inverse_overall_rank` as **scatter plot** with a **regression line** with the **x-axis** labelled *inverse_overall_score* and the **y-axis** labelled *rank*.\n",
+    "\n",
+    "You **must** use the `regression_line_plot` function to plot this data.\n",
+    "\n",
+    "**Important Warning:** `p13_test.py` can check that the **DataFrame** is correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. If your plot is not visible, or if it is not properly labelled, the Gradescope autograder will **deduct points**.\n",
+    "\n",
+    "Your plot should look like this:"
+   ]
+  },
+  {
+   "attachments": {
+    "q18.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "baeb0d40",
+   "metadata": {},
+   "source": [
+    "<div><img src=\"attachment:q18.png\" width=\"400\"/></div>\n",
+    "\n",
+    "<center> <b>Delete</b> this cell before you submit the notebook to reduce the size of your file.</center>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dd8efd5b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create the scatter plot and the regression line using the DataFrame 'inverse_overall_rank'\n",
+    "# with the x-axis labelled \"inverse_overall_score\" and the y-axis labelled \"rank\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f9f2089",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "This seems to be much better! Let us now use this **regression line** to **estimate** the `rank` of an institution given its `overall_score`."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0849a83f",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 19:** Use the regression line to **estimate** the `rank` of an institution with an `overall_score` of *72*.\n",
+    "\n",
+    "Your output **must** be an **int**. If your **estimate** is a **float**, *round it up* using `math.ceil`.\n",
+    "\n",
+    "\n",
+    "**Hints:**\n",
+    "1. Call the `get_regression_coeff` function to get the coefficients `m` and `b`.\n",
+    "2. Recall that the equation of a line is `y = m * x + b`. What are `x` and `y` here?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7f3fa177",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# compute and store the answer in the variable 'rank_score_72', then display it\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c1559986",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q19\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "547f4135",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Food for thought:** Can you find out the `overall_score` of the university with this `rank` in the `year` *2020*? Does it match your prediction?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "60915e12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Food for thought is an entirely OPTIONAL exercise\n",
+    "# you may leave your thoughts here as a comment if you wish to\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "53ab4005",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Question 20:** Using the data from Question 5, create a **pie plot** representing the number of institutions from each country.\n",
+    "\n",
+    "You **have** already computed a **DataFrame** `num_institutions` (in Question 5) containing the **country**, and the **num_of_institutions** data. Run the following cell just to confirm that the variable has not changed its values since you defined it in Question 5."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2a86a546",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "grader.check(\"q20\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d95601d7",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "Now, **plot** `num_institutions` as **pie plot** with the **title** *Number of institutions*.\n",
+    "\n",
+    "Now, you **must** use the `pie_plot` function to create the **pie plot**. The **colors** do **not** matter, but the plot **must** be titled `Number of institutions`, and **must** be labelled as in the sample output below.\n",
+    "\n",
+    "**Important Warning:** `p13_test.py` can check that the **DataFrame** is correct, but it **cannot** check if your plot appears on the screen, or whether the axes are correctly labelled. If your plot is not visible, or if it is not properly labelled, the Gradescope autograder will **deduct points**.\n",
+    "\n",
+    "Your plot should look like this:"
+   ]
+  },
+  {
+   "attachments": {
+    "q20.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "76ce5db5",
+   "metadata": {},
+   "source": [
+    "<div><img src=\"attachment:q20.png\" width=\"400\"/></div>\n",
+    "\n",
+    "<center> <b>Delete</b> this cell before you submit the notebook to reduce the size of your file.</center>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0fdcbe48",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# create the pie plot using the DataFrame 'num_institutions' titled \"Number of institutions\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6bce0354",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "**Food for thought:** It seems that we'll run out of colors! How can we make it so that **no two neighbors share a color**? You'll probably have to look online."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7bd4d538",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Food for thought is an entirely OPTIONAL exercise\n",
+    "# you may leave your thoughts here as a comment if you wish to\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "936abcda",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "### Closing the database connection:\n",
+    "\n",
+    "Now, before you **submit** your notebook, you **must** **close** your connection `conn`. Not doing this might make **Gradescope fail**. Additionally, **delete** the example images provided with plot questions to save space, if your notebook file is too large for submission. You can **delete** any cell by selecting the cell, hitting the `Esc` key once, and then hitting the `d` key **twice**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9515f232",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# close your connection here\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "27a5f70c",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    "## Submission\n",
+    "Make sure you have run all cells in your notebook in order before running the following cells, so that all images/graphs appear in the output. The following cells will generate a zip file for you to submit.\n",
+    "\n",
+    "**SUBMISSION INSTRUCTIONS**:\n",
+    "1. **Upload** the zipfile to Gradescope.\n",
+    "2. Check **Gradescope otter** results as soon as the auto-grader execution gets completed. Don't worry about the score showing up as -/100.0. You only need to check that the test cases passed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9419c771",
+   "metadata": {
+    "cell_type": "code",
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "from IPython.display import display, Javascript\n",
+    "display(Javascript('IPython.notebook.save_checkpoint();'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b54d6127",
+   "metadata": {
+    "cell_type": "code",
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "!jupytext --to py p13.ipynb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "11da7246",
+   "metadata": {
+    "cell_type": "code",
+    "deletable": false,
+    "editable": false
+   },
+   "outputs": [],
+   "source": [
+    "p13_test.check_file_size(\"p13.ipynb\")\n",
+    "grader.export(pdf=False, run_tests=True, files=[py_filename])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a44ca87a",
+   "metadata": {
+    "deletable": false,
+    "editable": false
+   },
+   "source": [
+    " "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  },
+  "otter": {
+   "OK_FORMAT": true,
+   "tests": {
+    "q1": {
+     "name": "q1",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q1\", uw_rating.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q10": {
+     "name": "q10",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q10\", top_ranked_inter_faculty[[\"international_students\", \"faculty_student_score\"]].reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q11": {
+     "name": "q11",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q11\", uk_inter_score_corr)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q12": {
+     "name": "q12",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q12\", cit_per_inter_score_corr)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q13": {
+     "name": "q13",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q13\", top_cit_per_inter.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q14": {
+     "name": "q14",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q14\", avg_cit_per_inter.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q15": {
+     "name": "q15",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q15\", max_cit_per_inter.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q16": {
+     "name": "q16",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q16\", country_citations_inter.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q17": {
+     "name": "q17",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q17\", overall_rank[[\"overall_score\", \"rank\", \"fit\"]].reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q18": {
+     "name": "q18",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q18\", inverse_overall_rank[[\"inverse_overall_score\", \"rank\", \"fit\"]].reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q19": {
+     "name": "q19",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q19\", rank_score_72)\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q2": {
+     "name": "q2",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q2\", japan_top_10_inter.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q20": {
+     "name": "q20",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q20\", num_institutions.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q3": {
+     "name": "q3",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q3\", us_top_10_rep.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q4": {
+     "name": "q4",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q4\", top_10_countries.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q5": {
+     "name": "q5",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q5\", num_institutions.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q6": {
+     "name": "q6",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q6\", top_10_total_score.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q7": {
+     "name": "q7",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q7\", top_10_inter_score.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q8": {
+     "name": "q8",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q8\", citations_overall.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    },
+    "q9": {
+     "name": "q9",
+     "points": 5,
+     "suites": [
+      {
+       "cases": [
+        {
+         "code": ">>> p13_test.check(\"q9\", reputations_usa.reset_index(drop=True).to_html())\nTrue",
+         "hidden": false,
+         "locked": false
+        }
+       ],
+       "scored": true,
+       "setup": "",
+       "teardown": "",
+       "type": "doctest"
+      }
+     ]
+    }
+   }
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/p13/p13_expected.html b/p13/p13_expected.html
new file mode 100644
index 0000000..6d4e549
--- /dev/null
+++ b/p13/p13_expected.html
@@ -0,0 +1,8726 @@
+<html>
+  <body>
+    <h1>Question 1</h1>
+    <table border="1" class="dataframe" data-question="1">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>rank</th>
+          <th>year</th>
+          <th>institution_name</th>
+          <th>country</th>
+          <th>academic_reputation</th>
+          <th>employer_reputation</th>
+          <th>faculty_student_score</th>
+          <th>citations_per_faculty</th>
+          <th>international_faculty</th>
+          <th>international_students</th>
+          <th>overall_score</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>55</td>
+          <td>2018</td>
+          <td>University Of Wisconsin-Madison</td>
+          <td>United States</td>
+          <td>94.0</td>
+          <td>62.1</td>
+          <td>84.0</td>
+          <td>54.2</td>
+          <td>53.2</td>
+          <td>30.9</td>
+          <td>75.8</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>53</td>
+          <td>2019</td>
+          <td>University Of Wisconsin-Madison</td>
+          <td>United States</td>
+          <td>88.5</td>
+          <td>51.2</td>
+          <td>87.4</td>
+          <td>52.6</td>
+          <td>58.8</td>
+          <td>30.6</td>
+          <td>73.2</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>56</td>
+          <td>2020</td>
+          <td>University Of Wisconsin-Madison</td>
+          <td>United States</td>
+          <td>87.8</td>
+          <td>49.7</td>
+          <td>85.5</td>
+          <td>50.0</td>
+          <td>57.2</td>
+          <td>30.9</td>
+          <td>71.8</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 2</h1>
+    <table border="1" class="dataframe" data-question="2">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>institution_name</th>
+          <th>international_students</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>Waseda University</td>
+          <td>35.8</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>Tokyo Institute Of Technology</td>
+          <td>31.3</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>University Of Tsukuba</td>
+          <td>30.4</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>The University Of Tokyo</td>
+          <td>26.2</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Kyushu University</td>
+          <td>21.5</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>Nagoya University</td>
+          <td>21.3</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>Tohoku University</td>
+          <td>17.6</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Kyoto University</td>
+          <td>17.5</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>Hiroshima University</td>
+          <td>17.1</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>Tokyo Medical And Dental University</td>
+          <td>16.7</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 3</h1>
+    <table border="1" class="dataframe" data-question="3">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>institution_name</th>
+          <th>reputation</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>Harvard University</td>
+          <td>200.0</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>Massachusetts Institute Of Technology</td>
+          <td>200.0</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>Stanford University</td>
+          <td>200.0</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>University Of California, Berkeley</td>
+          <td>199.8</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Yale University</td>
+          <td>199.6</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>University Of California, Los Angeles</td>
+          <td>199.1</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>Columbia University</td>
+          <td>197.1</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Princeton University</td>
+          <td>196.6</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>University Of Chicago</td>
+          <td>190.3</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>Cornell University</td>
+          <td>189.2</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 4</h1>
+    <table border="1" class="dataframe" data-question="4">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>country</th>
+          <th>num_of_institutions</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>United States</td>
+          <td>74</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>United Kingdom</td>
+          <td>45</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>Germany</td>
+          <td>23</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>Australia</td>
+          <td>21</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Canada</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>China</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>France</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Japan</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>Netherlands</td>
+          <td>13</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>Russia</td>
+          <td>13</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 5</h1>
+    <table border="1" class="dataframe" data-question="5">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>country</th>
+          <th>num_of_institutions</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>United States</td>
+          <td>74</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>United Kingdom</td>
+          <td>45</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>Germany</td>
+          <td>23</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>Australia</td>
+          <td>21</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Canada</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>China</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>France</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Japan</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>Netherlands</td>
+          <td>13</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>Russia</td>
+          <td>13</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>Other</td>
+          <td>155</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 6</h1>
+    <table border="1" class="dataframe" data-question="6">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>country</th>
+          <th>total_score</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>United States</td>
+          <td>4298.4</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>United Kingdom</td>
+          <td>2539.2</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>Germany</td>
+          <td>1098.2</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>Australia</td>
+          <td>1093.8</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Japan</td>
+          <td>752.9</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>China</td>
+          <td>743.4</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>Canada</td>
+          <td>705.3</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Netherlands</td>
+          <td>674.9</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>South Korea</td>
+          <td>612.8</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>France</td>
+          <td>595.2</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 7</h1>
+    <table border="1" class="dataframe" data-question="7">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>institution_name</th>
+          <th>international_score</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>Massachusetts Institute Of Technology</td>
+          <td>194.1</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>California Institute Of Technology</td>
+          <td>186.7</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>Carnegie Mellon University</td>
+          <td>183.5</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>Rice University</td>
+          <td>180.4</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Northeastern University</td>
+          <td>179.1</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>Stanford University</td>
+          <td>167.5</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>Cornell University</td>
+          <td>166.1</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Purdue University</td>
+          <td>158.2</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>University Of Rochester</td>
+          <td>157.9</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>University Of Chicago</td>
+          <td>151.2</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 8</h1>
+    <table border="1" class="dataframe" data-question="8">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>citations_per_faculty</th>
+          <th>overall_score</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>99.9</td>
+          <td>100.0</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>99.4</td>
+          <td>98.7</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>99.9</td>
+          <td>98.4</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>100.0</td>
+          <td>97.7</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>78.3</td>
+          <td>95.6</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>76.3</td>
+          <td>95.3</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>74.7</td>
+          <td>94.6</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>68.7</td>
+          <td>93.7</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>85.9</td>
+          <td>93.5</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>98.7</td>
+          <td>93.3</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>83.3</td>
+          <td>92.2</td>
+        </tr>
+        <tr>
+          <th>11</th>
+          <td>99.2</td>
+          <td>91.2</td>
+        </tr>
+        <tr>
+          <th>12</th>
+          <td>100.0</td>
+          <td>91.0</td>
+        </tr>
+        <tr>
+          <th>13</th>
+          <td>96.2</td>
+          <td>90.7</td>
+        </tr>
+        <tr>
+          <th>14</th>
+          <td>66.2</td>
+          <td>90.5</td>
+        </tr>
+        <tr>
+          <th>15</th>
+          <td>63.2</td>
+          <td>90.4</td>
+        </tr>
+        <tr>
+          <th>16</th>
+          <td>83.9</td>
+          <td>89.8</td>
+        </tr>
+        <tr>
+          <th>17</th>
+          <td>62.3</td>
+          <td>88.9</td>
+        </tr>
+        <tr>
+          <th>18</th>
+          <td>67.4</td>
+          <td>88.7</td>
+        </tr>
+        <tr>
+          <th>19</th>
+          <td>85.6</td>
+          <td>87.1</td>
+        </tr>
+        <tr>
+          <th>20</th>
+          <td>91.4</td>
+          <td>87.0</td>
+        </tr>
+        <tr>
+          <th>21</th>
+          <td>66.7</td>
+          <td>87.0</td>
+        </tr>
+        <tr>
+          <th>22</th>
+          <td>64.8</td>
+          <td>86.9</td>
+        </tr>
+        <tr>
+          <th>23</th>
+          <td>55.5</td>
+          <td>86.9</td>
+        </tr>
+        <tr>
+          <th>24</th>
+          <td>75.3</td>
+          <td>85.6</td>
+        </tr>
+        <tr>
+          <th>25</th>
+          <td>46.3</td>
+          <td>85.5</td>
+        </tr>
+        <tr>
+          <th>26</th>
+          <td>99.3</td>
+          <td>84.9</td>
+        </tr>
+        <tr>
+          <th>27</th>
+          <td>75.4</td>
+          <td>84.8</td>
+        </tr>
+        <tr>
+          <th>28</th>
+          <td>73.3</td>
+          <td>84.8</td>
+        </tr>
+        <tr>
+          <th>29</th>
+          <td>87.7</td>
+          <td>84.3</td>
+        </tr>
+        <tr>
+          <th>30</th>
+          <td>50.0</td>
+          <td>84.0</td>
+        </tr>
+        <tr>
+          <th>31</th>
+          <td>61.4</td>
+          <td>83.9</td>
+        </tr>
+        <tr>
+          <th>32</th>
+          <td>97.5</td>
+          <td>83.6</td>
+        </tr>
+        <tr>
+          <th>33</th>
+          <td>47.5</td>
+          <td>83.0</td>
+        </tr>
+        <tr>
+          <th>34</th>
+          <td>71.7</td>
+          <td>81.8</td>
+        </tr>
+        <tr>
+          <th>35</th>
+          <td>56.4</td>
+          <td>81.5</td>
+        </tr>
+        <tr>
+          <th>36</th>
+          <td>70.6</td>
+          <td>81.5</td>
+        </tr>
+        <tr>
+          <th>37</th>
+          <td>61.7</td>
+          <td>80.8</td>
+        </tr>
+        <tr>
+          <th>38</th>
+          <td>90.3</td>
+          <td>80.8</td>
+        </tr>
+        <tr>
+          <th>39</th>
+          <td>63.7</td>
+          <td>80.6</td>
+        </tr>
+        <tr>
+          <th>40</th>
+          <td>99.5</td>
+          <td>80.4</td>
+        </tr>
+        <tr>
+          <th>41</th>
+          <td>77.2</td>
+          <td>80.4</td>
+        </tr>
+        <tr>
+          <th>42</th>
+          <td>100.0</td>
+          <td>79.9</td>
+        </tr>
+        <tr>
+          <th>43</th>
+          <td>56.4</td>
+          <td>79.5</td>
+        </tr>
+        <tr>
+          <th>44</th>
+          <td>79.8</td>
+          <td>78.9</td>
+        </tr>
+        <tr>
+          <th>45</th>
+          <td>50.7</td>
+          <td>78.8</td>
+        </tr>
+        <tr>
+          <th>46</th>
+          <td>95.6</td>
+          <td>78.6</td>
+        </tr>
+        <tr>
+          <th>47</th>
+          <td>83.4</td>
+          <td>78.6</td>
+        </tr>
+        <tr>
+          <th>48</th>
+          <td>91.5</td>
+          <td>78.4</td>
+        </tr>
+        <tr>
+          <th>49</th>
+          <td>70.3</td>
+          <td>78.0</td>
+        </tr>
+        <tr>
+          <th>50</th>
+          <td>63.7</td>
+          <td>77.9</td>
+        </tr>
+        <tr>
+          <th>51</th>
+          <td>23.4</td>
+          <td>77.3</td>
+        </tr>
+        <tr>
+          <th>52</th>
+          <td>92.5</td>
+          <td>76.5</td>
+        </tr>
+        <tr>
+          <th>53</th>
+          <td>91.6</td>
+          <td>76.1</td>
+        </tr>
+        <tr>
+          <th>54</th>
+          <td>54.2</td>
+          <td>75.8</td>
+        </tr>
+        <tr>
+          <th>55</th>
+          <td>62.4</td>
+          <td>74.8</td>
+        </tr>
+        <tr>
+          <th>56</th>
+          <td>54.1</td>
+          <td>74.4</td>
+        </tr>
+        <tr>
+          <th>57</th>
+          <td>83.5</td>
+          <td>74.3</td>
+        </tr>
+        <tr>
+          <th>58</th>
+          <td>50.8</td>
+          <td>74.0</td>
+        </tr>
+        <tr>
+          <th>59</th>
+          <td>68.5</td>
+          <td>73.1</td>
+        </tr>
+        <tr>
+          <th>60</th>
+          <td>98.8</td>
+          <td>72.9</td>
+        </tr>
+        <tr>
+          <th>61</th>
+          <td>81.5</td>
+          <td>72.5</td>
+        </tr>
+        <tr>
+          <th>62</th>
+          <td>63.1</td>
+          <td>72.1</td>
+        </tr>
+        <tr>
+          <th>63</th>
+          <td>26.6</td>
+          <td>72.0</td>
+        </tr>
+        <tr>
+          <th>64</th>
+          <td>55.5</td>
+          <td>71.6</td>
+        </tr>
+        <tr>
+          <th>65</th>
+          <td>55.1</td>
+          <td>70.8</td>
+        </tr>
+        <tr>
+          <th>66</th>
+          <td>95.7</td>
+          <td>70.6</td>
+        </tr>
+        <tr>
+          <th>67</th>
+          <td>34.8</td>
+          <td>70.4</td>
+        </tr>
+        <tr>
+          <th>68</th>
+          <td>93.5</td>
+          <td>70.3</td>
+        </tr>
+        <tr>
+          <th>69</th>
+          <td>99.1</td>
+          <td>70.1</td>
+        </tr>
+        <tr>
+          <th>70</th>
+          <td>88.9</td>
+          <td>69.4</td>
+        </tr>
+        <tr>
+          <th>71</th>
+          <td>99.8</td>
+          <td>69.4</td>
+        </tr>
+        <tr>
+          <th>72</th>
+          <td>26.9</td>
+          <td>69.2</td>
+        </tr>
+        <tr>
+          <th>73</th>
+          <td>31.9</td>
+          <td>69.2</td>
+        </tr>
+        <tr>
+          <th>74</th>
+          <td>2.6</td>
+          <td>69.1</td>
+        </tr>
+        <tr>
+          <th>75</th>
+          <td>74.1</td>
+          <td>69.0</td>
+        </tr>
+        <tr>
+          <th>76</th>
+          <td>48.4</td>
+          <td>69.0</td>
+        </tr>
+        <tr>
+          <th>77</th>
+          <td>76.3</td>
+          <td>68.5</td>
+        </tr>
+        <tr>
+          <th>78</th>
+          <td>51.8</td>
+          <td>68.5</td>
+        </tr>
+        <tr>
+          <th>79</th>
+          <td>61.5</td>
+          <td>67.8</td>
+        </tr>
+        <tr>
+          <th>80</th>
+          <td>59.8</td>
+          <td>67.2</td>
+        </tr>
+        <tr>
+          <th>81</th>
+          <td>48.1</td>
+          <td>67.0</td>
+        </tr>
+        <tr>
+          <th>82</th>
+          <td>50.1</td>
+          <td>67.0</td>
+        </tr>
+        <tr>
+          <th>83</th>
+          <td>46.3</td>
+          <td>66.8</td>
+        </tr>
+        <tr>
+          <th>84</th>
+          <td>47.2</td>
+          <td>66.8</td>
+        </tr>
+        <tr>
+          <th>85</th>
+          <td>40.3</td>
+          <td>66.1</td>
+        </tr>
+        <tr>
+          <th>86</th>
+          <td>80.2</td>
+          <td>65.9</td>
+        </tr>
+        <tr>
+          <th>87</th>
+          <td>68.3</td>
+          <td>65.7</td>
+        </tr>
+        <tr>
+          <th>88</th>
+          <td>96.7</td>
+          <td>65.6</td>
+        </tr>
+        <tr>
+          <th>89</th>
+          <td>32.8</td>
+          <td>65.5</td>
+        </tr>
+        <tr>
+          <th>90</th>
+          <td>49.6</td>
+          <td>65.5</td>
+        </tr>
+        <tr>
+          <th>91</th>
+          <td>69.6</td>
+          <td>65.3</td>
+        </tr>
+        <tr>
+          <th>92</th>
+          <td>80.2</td>
+          <td>65.2</td>
+        </tr>
+        <tr>
+          <th>93</th>
+          <td>82.3</td>
+          <td>65.2</td>
+        </tr>
+        <tr>
+          <th>94</th>
+          <td>6.3</td>
+          <td>65.0</td>
+        </tr>
+        <tr>
+          <th>95</th>
+          <td>54.5</td>
+          <td>65.0</td>
+        </tr>
+        <tr>
+          <th>96</th>
+          <td>96.7</td>
+          <td>64.9</td>
+        </tr>
+        <tr>
+          <th>97</th>
+          <td>70.0</td>
+          <td>64.7</td>
+        </tr>
+        <tr>
+          <th>98</th>
+          <td>82.1</td>
+          <td>64.7</td>
+        </tr>
+        <tr>
+          <th>99</th>
+          <td>78.3</td>
+          <td>64.6</td>
+        </tr>
+        <tr>
+          <th>100</th>
+          <td>42.3</td>
+          <td>64.5</td>
+        </tr>
+        <tr>
+          <th>101</th>
+          <td>41.5</td>
+          <td>63.9</td>
+        </tr>
+        <tr>
+          <th>102</th>
+          <td>56.0</td>
+          <td>63.9</td>
+        </tr>
+        <tr>
+          <th>103</th>
+          <td>83.3</td>
+          <td>63.6</td>
+        </tr>
+        <tr>
+          <th>104</th>
+          <td>58.0</td>
+          <td>63.2</td>
+        </tr>
+        <tr>
+          <th>105</th>
+          <td>31.8</td>
+          <td>62.3</td>
+        </tr>
+        <tr>
+          <th>106</th>
+          <td>69.8</td>
+          <td>61.9</td>
+        </tr>
+        <tr>
+          <th>107</th>
+          <td>37.9</td>
+          <td>61.6</td>
+        </tr>
+        <tr>
+          <th>108</th>
+          <td>70.9</td>
+          <td>61.5</td>
+        </tr>
+        <tr>
+          <th>109</th>
+          <td>55.2</td>
+          <td>61.5</td>
+        </tr>
+        <tr>
+          <th>110</th>
+          <td>75.5</td>
+          <td>61.5</td>
+        </tr>
+        <tr>
+          <th>111</th>
+          <td>56.5</td>
+          <td>61.4</td>
+        </tr>
+        <tr>
+          <th>112</th>
+          <td>53.6</td>
+          <td>61.3</td>
+        </tr>
+        <tr>
+          <th>113</th>
+          <td>85.3</td>
+          <td>60.8</td>
+        </tr>
+        <tr>
+          <th>114</th>
+          <td>24.3</td>
+          <td>60.8</td>
+        </tr>
+        <tr>
+          <th>115</th>
+          <td>37.0</td>
+          <td>60.7</td>
+        </tr>
+        <tr>
+          <th>116</th>
+          <td>69.3</td>
+          <td>60.7</td>
+        </tr>
+        <tr>
+          <th>117</th>
+          <td>61.6</td>
+          <td>60.4</td>
+        </tr>
+        <tr>
+          <th>118</th>
+          <td>74.6</td>
+          <td>59.3</td>
+        </tr>
+        <tr>
+          <th>119</th>
+          <td>33.6</td>
+          <td>59.2</td>
+        </tr>
+        <tr>
+          <th>120</th>
+          <td>25.7</td>
+          <td>59.1</td>
+        </tr>
+        <tr>
+          <th>121</th>
+          <td>35.1</td>
+          <td>59.0</td>
+        </tr>
+        <tr>
+          <th>122</th>
+          <td>3.8</td>
+          <td>59.0</td>
+        </tr>
+        <tr>
+          <th>123</th>
+          <td>56.7</td>
+          <td>58.7</td>
+        </tr>
+        <tr>
+          <th>124</th>
+          <td>48.3</td>
+          <td>58.4</td>
+        </tr>
+        <tr>
+          <th>125</th>
+          <td>55.3</td>
+          <td>58.4</td>
+        </tr>
+        <tr>
+          <th>126</th>
+          <td>43.3</td>
+          <td>58.3</td>
+        </tr>
+        <tr>
+          <th>127</th>
+          <td>31.9</td>
+          <td>58.2</td>
+        </tr>
+        <tr>
+          <th>128</th>
+          <td>75.8</td>
+          <td>58.1</td>
+        </tr>
+        <tr>
+          <th>129</th>
+          <td>49.9</td>
+          <td>57.7</td>
+        </tr>
+        <tr>
+          <th>130</th>
+          <td>81.0</td>
+          <td>57.5</td>
+        </tr>
+        <tr>
+          <th>131</th>
+          <td>70.4</td>
+          <td>57.2</td>
+        </tr>
+        <tr>
+          <th>132</th>
+          <td>70.3</td>
+          <td>57.1</td>
+        </tr>
+        <tr>
+          <th>133</th>
+          <td>97.5</td>
+          <td>56.9</td>
+        </tr>
+        <tr>
+          <th>134</th>
+          <td>63.2</td>
+          <td>56.3</td>
+        </tr>
+        <tr>
+          <th>135</th>
+          <td>53.0</td>
+          <td>56.3</td>
+        </tr>
+        <tr>
+          <th>136</th>
+          <td>63.8</td>
+          <td>56.0</td>
+        </tr>
+        <tr>
+          <th>137</th>
+          <td>39.5</td>
+          <td>56.0</td>
+        </tr>
+        <tr>
+          <th>138</th>
+          <td>11.4</td>
+          <td>56.0</td>
+        </tr>
+        <tr>
+          <th>139</th>
+          <td>35.7</td>
+          <td>55.8</td>
+        </tr>
+        <tr>
+          <th>140</th>
+          <td>42.1</td>
+          <td>55.6</td>
+        </tr>
+        <tr>
+          <th>141</th>
+          <td>48.9</td>
+          <td>55.5</td>
+        </tr>
+        <tr>
+          <th>142</th>
+          <td>51.3</td>
+          <td>55.5</td>
+        </tr>
+        <tr>
+          <th>143</th>
+          <td>27.2</td>
+          <td>55.2</td>
+        </tr>
+        <tr>
+          <th>144</th>
+          <td>50.4</td>
+          <td>54.7</td>
+        </tr>
+        <tr>
+          <th>145</th>
+          <td>30.9</td>
+          <td>54.5</td>
+        </tr>
+        <tr>
+          <th>146</th>
+          <td>70.5</td>
+          <td>54.4</td>
+        </tr>
+        <tr>
+          <th>147</th>
+          <td>74.3</td>
+          <td>54.4</td>
+        </tr>
+        <tr>
+          <th>148</th>
+          <td>59.5</td>
+          <td>54.3</td>
+        </tr>
+        <tr>
+          <th>149</th>
+          <td>94.4</td>
+          <td>54.3</td>
+        </tr>
+        <tr>
+          <th>150</th>
+          <td>57.2</td>
+          <td>54.2</td>
+        </tr>
+        <tr>
+          <th>151</th>
+          <td>80.9</td>
+          <td>53.7</td>
+        </tr>
+        <tr>
+          <th>152</th>
+          <td>54.6</td>
+          <td>53.6</td>
+        </tr>
+        <tr>
+          <th>153</th>
+          <td>19.4</td>
+          <td>53.3</td>
+        </tr>
+        <tr>
+          <th>154</th>
+          <td>29.7</td>
+          <td>53.2</td>
+        </tr>
+        <tr>
+          <th>155</th>
+          <td>33.4</td>
+          <td>52.9</td>
+        </tr>
+        <tr>
+          <th>156</th>
+          <td>30.1</td>
+          <td>52.8</td>
+        </tr>
+        <tr>
+          <th>157</th>
+          <td>59.0</td>
+          <td>52.7</td>
+        </tr>
+        <tr>
+          <th>158</th>
+          <td>58.6</td>
+          <td>52.7</td>
+        </tr>
+        <tr>
+          <th>159</th>
+          <td>56.9</td>
+          <td>52.6</td>
+        </tr>
+        <tr>
+          <th>160</th>
+          <td>90.2</td>
+          <td>52.4</td>
+        </tr>
+        <tr>
+          <th>161</th>
+          <td>42.9</td>
+          <td>52.4</td>
+        </tr>
+        <tr>
+          <th>162</th>
+          <td>63.1</td>
+          <td>52.2</td>
+        </tr>
+        <tr>
+          <th>163</th>
+          <td>20.4</td>
+          <td>52.1</td>
+        </tr>
+        <tr>
+          <th>164</th>
+          <td>59.7</td>
+          <td>52.1</td>
+        </tr>
+        <tr>
+          <th>165</th>
+          <td>89.2</td>
+          <td>52.1</td>
+        </tr>
+        <tr>
+          <th>166</th>
+          <td>88.4</td>
+          <td>51.9</td>
+        </tr>
+        <tr>
+          <th>167</th>
+          <td>48.4</td>
+          <td>51.5</td>
+        </tr>
+        <tr>
+          <th>168</th>
+          <td>70.5</td>
+          <td>51.3</td>
+        </tr>
+        <tr>
+          <th>169</th>
+          <td>53.1</td>
+          <td>50.9</td>
+        </tr>
+        <tr>
+          <th>170</th>
+          <td>53.8</td>
+          <td>50.8</td>
+        </tr>
+        <tr>
+          <th>171</th>
+          <td>91.2</td>
+          <td>50.7</td>
+        </tr>
+        <tr>
+          <th>172</th>
+          <td>27.6</td>
+          <td>50.3</td>
+        </tr>
+        <tr>
+          <th>173</th>
+          <td>38.7</td>
+          <td>50.3</td>
+        </tr>
+        <tr>
+          <th>174</th>
+          <td>53.3</td>
+          <td>50.3</td>
+        </tr>
+        <tr>
+          <th>175</th>
+          <td>45.8</td>
+          <td>50.1</td>
+        </tr>
+        <tr>
+          <th>176</th>
+          <td>31.8</td>
+          <td>50.0</td>
+        </tr>
+        <tr>
+          <th>177</th>
+          <td>39.2</td>
+          <td>49.8</td>
+        </tr>
+        <tr>
+          <th>178</th>
+          <td>50.8</td>
+          <td>49.7</td>
+        </tr>
+        <tr>
+          <th>179</th>
+          <td>92.2</td>
+          <td>49.7</td>
+        </tr>
+        <tr>
+          <th>180</th>
+          <td>23.9</td>
+          <td>49.6</td>
+        </tr>
+        <tr>
+          <th>181</th>
+          <td>83.7</td>
+          <td>49.5</td>
+        </tr>
+        <tr>
+          <th>182</th>
+          <td>30.0</td>
+          <td>49.5</td>
+        </tr>
+        <tr>
+          <th>183</th>
+          <td>52.0</td>
+          <td>49.5</td>
+        </tr>
+        <tr>
+          <th>184</th>
+          <td>23.8</td>
+          <td>49.5</td>
+        </tr>
+        <tr>
+          <th>185</th>
+          <td>42.6</td>
+          <td>49.3</td>
+        </tr>
+        <tr>
+          <th>186</th>
+          <td>24.7</td>
+          <td>49.2</td>
+        </tr>
+        <tr>
+          <th>187</th>
+          <td>36.9</td>
+          <td>49.1</td>
+        </tr>
+        <tr>
+          <th>188</th>
+          <td>51.6</td>
+          <td>49.1</td>
+        </tr>
+        <tr>
+          <th>189</th>
+          <td>100.0</td>
+          <td>49.0</td>
+        </tr>
+        <tr>
+          <th>190</th>
+          <td>35.9</td>
+          <td>48.9</td>
+        </tr>
+        <tr>
+          <th>191</th>
+          <td>9.4</td>
+          <td>48.5</td>
+        </tr>
+        <tr>
+          <th>192</th>
+          <td>98.3</td>
+          <td>48.5</td>
+        </tr>
+        <tr>
+          <th>193</th>
+          <td>96.0</td>
+          <td>48.5</td>
+        </tr>
+        <tr>
+          <th>194</th>
+          <td>49.2</td>
+          <td>48.1</td>
+        </tr>
+        <tr>
+          <th>195</th>
+          <td>79.0</td>
+          <td>48.1</td>
+        </tr>
+        <tr>
+          <th>196</th>
+          <td>57.0</td>
+          <td>48.1</td>
+        </tr>
+        <tr>
+          <th>197</th>
+          <td>43.7</td>
+          <td>48.1</td>
+        </tr>
+        <tr>
+          <th>198</th>
+          <td>3.7</td>
+          <td>48.0</td>
+        </tr>
+        <tr>
+          <th>199</th>
+          <td>73.3</td>
+          <td>47.9</td>
+        </tr>
+        <tr>
+          <th>200</th>
+          <td>12.8</td>
+          <td>47.8</td>
+        </tr>
+        <tr>
+          <th>201</th>
+          <td>50.9</td>
+          <td>47.4</td>
+        </tr>
+        <tr>
+          <th>202</th>
+          <td>7.6</td>
+          <td>47.2</td>
+        </tr>
+        <tr>
+          <th>203</th>
+          <td>73.6</td>
+          <td>47.1</td>
+        </tr>
+        <tr>
+          <th>204</th>
+          <td>96.0</td>
+          <td>47.0</td>
+        </tr>
+        <tr>
+          <th>205</th>
+          <td>44.4</td>
+          <td>47.0</td>
+        </tr>
+        <tr>
+          <th>206</th>
+          <td>76.8</td>
+          <td>46.9</td>
+        </tr>
+        <tr>
+          <th>207</th>
+          <td>46.9</td>
+          <td>46.9</td>
+        </tr>
+        <tr>
+          <th>208</th>
+          <td>73.0</td>
+          <td>46.7</td>
+        </tr>
+        <tr>
+          <th>209</th>
+          <td>22.6</td>
+          <td>46.6</td>
+        </tr>
+        <tr>
+          <th>210</th>
+          <td>72.1</td>
+          <td>46.6</td>
+        </tr>
+        <tr>
+          <th>211</th>
+          <td>33.4</td>
+          <td>46.5</td>
+        </tr>
+        <tr>
+          <th>212</th>
+          <td>54.9</td>
+          <td>46.4</td>
+        </tr>
+        <tr>
+          <th>213</th>
+          <td>56.8</td>
+          <td>46.3</td>
+        </tr>
+        <tr>
+          <th>214</th>
+          <td>40.1</td>
+          <td>46.1</td>
+        </tr>
+        <tr>
+          <th>215</th>
+          <td>72.0</td>
+          <td>45.9</td>
+        </tr>
+        <tr>
+          <th>216</th>
+          <td>43.5</td>
+          <td>45.8</td>
+        </tr>
+        <tr>
+          <th>217</th>
+          <td>55.8</td>
+          <td>45.6</td>
+        </tr>
+        <tr>
+          <th>218</th>
+          <td>45.8</td>
+          <td>45.5</td>
+        </tr>
+        <tr>
+          <th>219</th>
+          <td>3.8</td>
+          <td>45.2</td>
+        </tr>
+        <tr>
+          <th>220</th>
+          <td>13.2</td>
+          <td>44.5</td>
+        </tr>
+        <tr>
+          <th>221</th>
+          <td>49.3</td>
+          <td>44.3</td>
+        </tr>
+        <tr>
+          <th>222</th>
+          <td>21.0</td>
+          <td>44.2</td>
+        </tr>
+        <tr>
+          <th>223</th>
+          <td>61.9</td>
+          <td>44.0</td>
+        </tr>
+        <tr>
+          <th>224</th>
+          <td>79.4</td>
+          <td>44.0</td>
+        </tr>
+        <tr>
+          <th>225</th>
+          <td>49.1</td>
+          <td>44.0</td>
+        </tr>
+        <tr>
+          <th>226</th>
+          <td>27.5</td>
+          <td>43.8</td>
+        </tr>
+        <tr>
+          <th>227</th>
+          <td>54.7</td>
+          <td>43.7</td>
+        </tr>
+        <tr>
+          <th>228</th>
+          <td>17.2</td>
+          <td>43.6</td>
+        </tr>
+        <tr>
+          <th>229</th>
+          <td>11.9</td>
+          <td>43.4</td>
+        </tr>
+        <tr>
+          <th>230</th>
+          <td>66.4</td>
+          <td>43.4</td>
+        </tr>
+        <tr>
+          <th>231</th>
+          <td>59.4</td>
+          <td>43.3</td>
+        </tr>
+        <tr>
+          <th>232</th>
+          <td>14.1</td>
+          <td>43.2</td>
+        </tr>
+        <tr>
+          <th>233</th>
+          <td>41.4</td>
+          <td>43.1</td>
+        </tr>
+        <tr>
+          <th>234</th>
+          <td>12.5</td>
+          <td>43.0</td>
+        </tr>
+        <tr>
+          <th>235</th>
+          <td>1.1</td>
+          <td>42.9</td>
+        </tr>
+        <tr>
+          <th>236</th>
+          <td>38.2</td>
+          <td>42.9</td>
+        </tr>
+        <tr>
+          <th>237</th>
+          <td>50.9</td>
+          <td>42.8</td>
+        </tr>
+        <tr>
+          <th>238</th>
+          <td>23.7</td>
+          <td>42.6</td>
+        </tr>
+        <tr>
+          <th>239</th>
+          <td>47.2</td>
+          <td>42.5</td>
+        </tr>
+        <tr>
+          <th>240</th>
+          <td>4.0</td>
+          <td>42.5</td>
+        </tr>
+        <tr>
+          <th>241</th>
+          <td>24.1</td>
+          <td>42.3</td>
+        </tr>
+        <tr>
+          <th>242</th>
+          <td>17.9</td>
+          <td>42.0</td>
+        </tr>
+        <tr>
+          <th>243</th>
+          <td>62.8</td>
+          <td>42.0</td>
+        </tr>
+        <tr>
+          <th>244</th>
+          <td>8.9</td>
+          <td>41.8</td>
+        </tr>
+        <tr>
+          <th>245</th>
+          <td>78.0</td>
+          <td>41.8</td>
+        </tr>
+        <tr>
+          <th>246</th>
+          <td>36.8</td>
+          <td>41.6</td>
+        </tr>
+        <tr>
+          <th>247</th>
+          <td>23.0</td>
+          <td>41.6</td>
+        </tr>
+        <tr>
+          <th>248</th>
+          <td>63.1</td>
+          <td>41.5</td>
+        </tr>
+        <tr>
+          <th>249</th>
+          <td>11.0</td>
+          <td>41.3</td>
+        </tr>
+        <tr>
+          <th>250</th>
+          <td>23.8</td>
+          <td>41.3</td>
+        </tr>
+        <tr>
+          <th>251</th>
+          <td>46.5</td>
+          <td>41.2</td>
+        </tr>
+        <tr>
+          <th>252</th>
+          <td>12.5</td>
+          <td>41.1</td>
+        </tr>
+        <tr>
+          <th>253</th>
+          <td>4.5</td>
+          <td>40.9</td>
+        </tr>
+        <tr>
+          <th>254</th>
+          <td>20.6</td>
+          <td>40.9</td>
+        </tr>
+        <tr>
+          <th>255</th>
+          <td>44.5</td>
+          <td>40.6</td>
+        </tr>
+        <tr>
+          <th>256</th>
+          <td>21.1</td>
+          <td>40.6</td>
+        </tr>
+        <tr>
+          <th>257</th>
+          <td>6.5</td>
+          <td>40.6</td>
+        </tr>
+        <tr>
+          <th>258</th>
+          <td>43.9</td>
+          <td>40.5</td>
+        </tr>
+        <tr>
+          <th>259</th>
+          <td>63.4</td>
+          <td>40.5</td>
+        </tr>
+        <tr>
+          <th>260</th>
+          <td>48.8</td>
+          <td>40.5</td>
+        </tr>
+        <tr>
+          <th>261</th>
+          <td>35.0</td>
+          <td>40.4</td>
+        </tr>
+        <tr>
+          <th>262</th>
+          <td>46.7</td>
+          <td>40.3</td>
+        </tr>
+        <tr>
+          <th>263</th>
+          <td>67.6</td>
+          <td>40.2</td>
+        </tr>
+        <tr>
+          <th>264</th>
+          <td>37.1</td>
+          <td>40.2</td>
+        </tr>
+        <tr>
+          <th>265</th>
+          <td>22.1</td>
+          <td>40.2</td>
+        </tr>
+        <tr>
+          <th>266</th>
+          <td>15.8</td>
+          <td>40.1</td>
+        </tr>
+        <tr>
+          <th>267</th>
+          <td>25.7</td>
+          <td>40.1</td>
+        </tr>
+        <tr>
+          <th>268</th>
+          <td>3.9</td>
+          <td>40.0</td>
+        </tr>
+        <tr>
+          <th>269</th>
+          <td>9.6</td>
+          <td>39.8</td>
+        </tr>
+        <tr>
+          <th>270</th>
+          <td>18.8</td>
+          <td>39.8</td>
+        </tr>
+        <tr>
+          <th>271</th>
+          <td>69.6</td>
+          <td>39.6</td>
+        </tr>
+        <tr>
+          <th>272</th>
+          <td>47.8</td>
+          <td>39.6</td>
+        </tr>
+        <tr>
+          <th>273</th>
+          <td>49.8</td>
+          <td>39.5</td>
+        </tr>
+        <tr>
+          <th>274</th>
+          <td>22.3</td>
+          <td>39.4</td>
+        </tr>
+        <tr>
+          <th>275</th>
+          <td>25.3</td>
+          <td>39.3</td>
+        </tr>
+        <tr>
+          <th>276</th>
+          <td>1.6</td>
+          <td>39.2</td>
+        </tr>
+        <tr>
+          <th>277</th>
+          <td>32.6</td>
+          <td>39.2</td>
+        </tr>
+        <tr>
+          <th>278</th>
+          <td>68.5</td>
+          <td>39.1</td>
+        </tr>
+        <tr>
+          <th>279</th>
+          <td>41.9</td>
+          <td>39.1</td>
+        </tr>
+        <tr>
+          <th>280</th>
+          <td>8.4</td>
+          <td>38.9</td>
+        </tr>
+        <tr>
+          <th>281</th>
+          <td>37.5</td>
+          <td>38.8</td>
+        </tr>
+        <tr>
+          <th>282</th>
+          <td>32.0</td>
+          <td>38.6</td>
+        </tr>
+        <tr>
+          <th>283</th>
+          <td>36.7</td>
+          <td>38.6</td>
+        </tr>
+        <tr>
+          <th>284</th>
+          <td>32.9</td>
+          <td>38.6</td>
+        </tr>
+        <tr>
+          <th>285</th>
+          <td>18.1</td>
+          <td>38.5</td>
+        </tr>
+        <tr>
+          <th>286</th>
+          <td>30.4</td>
+          <td>38.4</td>
+        </tr>
+        <tr>
+          <th>287</th>
+          <td>97.3</td>
+          <td>38.4</td>
+        </tr>
+        <tr>
+          <th>288</th>
+          <td>11.9</td>
+          <td>38.3</td>
+        </tr>
+        <tr>
+          <th>289</th>
+          <td>66.0</td>
+          <td>38.3</td>
+        </tr>
+        <tr>
+          <th>290</th>
+          <td>1.1</td>
+          <td>38.2</td>
+        </tr>
+        <tr>
+          <th>291</th>
+          <td>64.4</td>
+          <td>38.1</td>
+        </tr>
+        <tr>
+          <th>292</th>
+          <td>38.9</td>
+          <td>37.9</td>
+        </tr>
+        <tr>
+          <th>293</th>
+          <td>73.2</td>
+          <td>37.9</td>
+        </tr>
+        <tr>
+          <th>294</th>
+          <td>7.6</td>
+          <td>37.9</td>
+        </tr>
+        <tr>
+          <th>295</th>
+          <td>13.8</td>
+          <td>37.8</td>
+        </tr>
+        <tr>
+          <th>296</th>
+          <td>39.6</td>
+          <td>37.8</td>
+        </tr>
+        <tr>
+          <th>297</th>
+          <td>47.7</td>
+          <td>37.8</td>
+        </tr>
+        <tr>
+          <th>298</th>
+          <td>16.4</td>
+          <td>37.7</td>
+        </tr>
+        <tr>
+          <th>299</th>
+          <td>52.6</td>
+          <td>37.7</td>
+        </tr>
+        <tr>
+          <th>300</th>
+          <td>94.4</td>
+          <td>37.6</td>
+        </tr>
+        <tr>
+          <th>301</th>
+          <td>52.8</td>
+          <td>37.6</td>
+        </tr>
+        <tr>
+          <th>302</th>
+          <td>27.9</td>
+          <td>37.5</td>
+        </tr>
+        <tr>
+          <th>303</th>
+          <td>19.6</td>
+          <td>37.4</td>
+        </tr>
+        <tr>
+          <th>304</th>
+          <td>38.1</td>
+          <td>37.3</td>
+        </tr>
+        <tr>
+          <th>305</th>
+          <td>37.5</td>
+          <td>37.3</td>
+        </tr>
+        <tr>
+          <th>306</th>
+          <td>63.8</td>
+          <td>37.0</td>
+        </tr>
+        <tr>
+          <th>307</th>
+          <td>61.7</td>
+          <td>36.9</td>
+        </tr>
+        <tr>
+          <th>308</th>
+          <td>81.8</td>
+          <td>36.9</td>
+        </tr>
+        <tr>
+          <th>309</th>
+          <td>22.2</td>
+          <td>36.9</td>
+        </tr>
+        <tr>
+          <th>310</th>
+          <td>10.2</td>
+          <td>36.7</td>
+        </tr>
+        <tr>
+          <th>311</th>
+          <td>37.5</td>
+          <td>36.6</td>
+        </tr>
+        <tr>
+          <th>312</th>
+          <td>46.2</td>
+          <td>36.5</td>
+        </tr>
+        <tr>
+          <th>313</th>
+          <td>11.1</td>
+          <td>36.3</td>
+        </tr>
+        <tr>
+          <th>314</th>
+          <td>17.9</td>
+          <td>36.3</td>
+        </tr>
+        <tr>
+          <th>315</th>
+          <td>19.7</td>
+          <td>36.2</td>
+        </tr>
+        <tr>
+          <th>316</th>
+          <td>43.8</td>
+          <td>36.2</td>
+        </tr>
+        <tr>
+          <th>317</th>
+          <td>73.3</td>
+          <td>36.1</td>
+        </tr>
+        <tr>
+          <th>318</th>
+          <td>33.3</td>
+          <td>35.9</td>
+        </tr>
+        <tr>
+          <th>319</th>
+          <td>31.0</td>
+          <td>35.9</td>
+        </tr>
+        <tr>
+          <th>320</th>
+          <td>78.6</td>
+          <td>35.9</td>
+        </tr>
+        <tr>
+          <th>321</th>
+          <td>17.5</td>
+          <td>35.8</td>
+        </tr>
+        <tr>
+          <th>322</th>
+          <td>2.7</td>
+          <td>35.7</td>
+        </tr>
+        <tr>
+          <th>323</th>
+          <td>77.9</td>
+          <td>35.7</td>
+        </tr>
+        <tr>
+          <th>324</th>
+          <td>40.2</td>
+          <td>35.6</td>
+        </tr>
+        <tr>
+          <th>325</th>
+          <td>60.0</td>
+          <td>35.6</td>
+        </tr>
+        <tr>
+          <th>326</th>
+          <td>41.1</td>
+          <td>35.6</td>
+        </tr>
+        <tr>
+          <th>327</th>
+          <td>65.9</td>
+          <td>35.6</td>
+        </tr>
+        <tr>
+          <th>328</th>
+          <td>37.4</td>
+          <td>35.5</td>
+        </tr>
+        <tr>
+          <th>329</th>
+          <td>31.6</td>
+          <td>35.4</td>
+        </tr>
+        <tr>
+          <th>330</th>
+          <td>2.9</td>
+          <td>35.3</td>
+        </tr>
+        <tr>
+          <th>331</th>
+          <td>1.8</td>
+          <td>35.3</td>
+        </tr>
+        <tr>
+          <th>332</th>
+          <td>12.0</td>
+          <td>35.3</td>
+        </tr>
+        <tr>
+          <th>333</th>
+          <td>1.6</td>
+          <td>35.1</td>
+        </tr>
+        <tr>
+          <th>334</th>
+          <td>7.0</td>
+          <td>35.1</td>
+        </tr>
+        <tr>
+          <th>335</th>
+          <td>1.3</td>
+          <td>35.0</td>
+        </tr>
+        <tr>
+          <th>336</th>
+          <td>1.1</td>
+          <td>34.9</td>
+        </tr>
+        <tr>
+          <th>337</th>
+          <td>23.4</td>
+          <td>34.8</td>
+        </tr>
+        <tr>
+          <th>338</th>
+          <td>43.4</td>
+          <td>34.7</td>
+        </tr>
+        <tr>
+          <th>339</th>
+          <td>100.0</td>
+          <td>34.7</td>
+        </tr>
+        <tr>
+          <th>340</th>
+          <td>20.1</td>
+          <td>34.6</td>
+        </tr>
+        <tr>
+          <th>341</th>
+          <td>46.2</td>
+          <td>34.6</td>
+        </tr>
+        <tr>
+          <th>342</th>
+          <td>37.5</td>
+          <td>34.2</td>
+        </tr>
+        <tr>
+          <th>343</th>
+          <td>58.6</td>
+          <td>34.0</td>
+        </tr>
+        <tr>
+          <th>344</th>
+          <td>38.5</td>
+          <td>34.0</td>
+        </tr>
+        <tr>
+          <th>345</th>
+          <td>49.8</td>
+          <td>33.9</td>
+        </tr>
+        <tr>
+          <th>346</th>
+          <td>40.1</td>
+          <td>33.9</td>
+        </tr>
+        <tr>
+          <th>347</th>
+          <td>74.4</td>
+          <td>33.9</td>
+        </tr>
+        <tr>
+          <th>348</th>
+          <td>7.9</td>
+          <td>33.8</td>
+        </tr>
+        <tr>
+          <th>349</th>
+          <td>3.8</td>
+          <td>33.8</td>
+        </tr>
+        <tr>
+          <th>350</th>
+          <td>15.2</td>
+          <td>33.6</td>
+        </tr>
+        <tr>
+          <th>351</th>
+          <td>49.2</td>
+          <td>33.5</td>
+        </tr>
+        <tr>
+          <th>352</th>
+          <td>33.8</td>
+          <td>33.5</td>
+        </tr>
+        <tr>
+          <th>353</th>
+          <td>29.9</td>
+          <td>33.5</td>
+        </tr>
+        <tr>
+          <th>354</th>
+          <td>6.9</td>
+          <td>33.4</td>
+        </tr>
+        <tr>
+          <th>355</th>
+          <td>9.2</td>
+          <td>33.4</td>
+        </tr>
+        <tr>
+          <th>356</th>
+          <td>74.5</td>
+          <td>33.3</td>
+        </tr>
+        <tr>
+          <th>357</th>
+          <td>51.2</td>
+          <td>33.3</td>
+        </tr>
+        <tr>
+          <th>358</th>
+          <td>20.2</td>
+          <td>33.3</td>
+        </tr>
+        <tr>
+          <th>359</th>
+          <td>28.5</td>
+          <td>33.2</td>
+        </tr>
+        <tr>
+          <th>360</th>
+          <td>13.5</td>
+          <td>33.1</td>
+        </tr>
+        <tr>
+          <th>361</th>
+          <td>52.9</td>
+          <td>33.1</td>
+        </tr>
+        <tr>
+          <th>362</th>
+          <td>20.5</td>
+          <td>33.1</td>
+        </tr>
+        <tr>
+          <th>363</th>
+          <td>1.2</td>
+          <td>33.0</td>
+        </tr>
+        <tr>
+          <th>364</th>
+          <td>78.2</td>
+          <td>33.0</td>
+        </tr>
+        <tr>
+          <th>365</th>
+          <td>33.7</td>
+          <td>33.0</td>
+        </tr>
+        <tr>
+          <th>366</th>
+          <td>56.8</td>
+          <td>32.9</td>
+        </tr>
+        <tr>
+          <th>367</th>
+          <td>23.9</td>
+          <td>32.9</td>
+        </tr>
+        <tr>
+          <th>368</th>
+          <td>2.1</td>
+          <td>32.9</td>
+        </tr>
+        <tr>
+          <th>369</th>
+          <td>10.0</td>
+          <td>32.9</td>
+        </tr>
+        <tr>
+          <th>370</th>
+          <td>44.1</td>
+          <td>32.9</td>
+        </tr>
+        <tr>
+          <th>371</th>
+          <td>34.9</td>
+          <td>32.8</td>
+        </tr>
+        <tr>
+          <th>372</th>
+          <td>40.2</td>
+          <td>32.5</td>
+        </tr>
+        <tr>
+          <th>373</th>
+          <td>1.0</td>
+          <td>32.5</td>
+        </tr>
+        <tr>
+          <th>374</th>
+          <td>3.9</td>
+          <td>32.5</td>
+        </tr>
+        <tr>
+          <th>375</th>
+          <td>15.9</td>
+          <td>32.5</td>
+        </tr>
+        <tr>
+          <th>376</th>
+          <td>24.5</td>
+          <td>32.5</td>
+        </tr>
+        <tr>
+          <th>377</th>
+          <td>30.8</td>
+          <td>32.4</td>
+        </tr>
+        <tr>
+          <th>378</th>
+          <td>26.9</td>
+          <td>32.2</td>
+        </tr>
+        <tr>
+          <th>379</th>
+          <td>24.7</td>
+          <td>32.1</td>
+        </tr>
+        <tr>
+          <th>380</th>
+          <td>42.3</td>
+          <td>32.0</td>
+        </tr>
+        <tr>
+          <th>381</th>
+          <td>1.5</td>
+          <td>31.9</td>
+        </tr>
+        <tr>
+          <th>382</th>
+          <td>43.3</td>
+          <td>31.9</td>
+        </tr>
+        <tr>
+          <th>383</th>
+          <td>26.0</td>
+          <td>31.6</td>
+        </tr>
+        <tr>
+          <th>384</th>
+          <td>21.8</td>
+          <td>31.5</td>
+        </tr>
+        <tr>
+          <th>385</th>
+          <td>2.4</td>
+          <td>31.3</td>
+        </tr>
+        <tr>
+          <th>386</th>
+          <td>21.5</td>
+          <td>31.3</td>
+        </tr>
+        <tr>
+          <th>387</th>
+          <td>52.2</td>
+          <td>31.2</td>
+        </tr>
+        <tr>
+          <th>388</th>
+          <td>32.0</td>
+          <td>31.2</td>
+        </tr>
+        <tr>
+          <th>389</th>
+          <td>11.7</td>
+          <td>31.1</td>
+        </tr>
+        <tr>
+          <th>390</th>
+          <td>17.3</td>
+          <td>31.0</td>
+        </tr>
+        <tr>
+          <th>391</th>
+          <td>40.3</td>
+          <td>31.0</td>
+        </tr>
+        <tr>
+          <th>392</th>
+          <td>38.2</td>
+          <td>31.0</td>
+        </tr>
+        <tr>
+          <th>393</th>
+          <td>18.8</td>
+          <td>30.8</td>
+        </tr>
+        <tr>
+          <th>394</th>
+          <td>5.1</td>
+          <td>30.7</td>
+        </tr>
+        <tr>
+          <th>395</th>
+          <td>49.7</td>
+          <td>30.7</td>
+        </tr>
+        <tr>
+          <th>396</th>
+          <td>2.1</td>
+          <td>30.6</td>
+        </tr>
+        <tr>
+          <th>397</th>
+          <td>19.7</td>
+          <td>30.5</td>
+        </tr>
+        <tr>
+          <th>398</th>
+          <td>20.1</td>
+          <td>30.5</td>
+        </tr>
+        <tr>
+          <th>399</th>
+          <td>18.7</td>
+          <td>30.5</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 9</h1>
+    <table border="1" class="dataframe" data-question="9">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>academic_reputation</th>
+          <th>employer_reputation</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>100.0</td>
+          <td>100.0</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>100.0</td>
+          <td>100.0</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>100.0</td>
+          <td>100.0</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>98.7</td>
+          <td>81.2</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>99.6</td>
+          <td>90.7</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>99.9</td>
+          <td>96.7</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>98.7</td>
+          <td>90.5</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>99.9</td>
+          <td>99.7</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>99.7</td>
+          <td>97.4</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>95.4</td>
+          <td>92.6</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>98.9</td>
+          <td>90.2</td>
+        </tr>
+        <tr>
+          <th>11</th>
+          <td>89.7</td>
+          <td>56.9</td>
+        </tr>
+        <tr>
+          <th>12</th>
+          <td>88.2</td>
+          <td>74.7</td>
+        </tr>
+        <tr>
+          <th>13</th>
+          <td>100.0</td>
+          <td>99.8</td>
+        </tr>
+        <tr>
+          <th>14</th>
+          <td>100.0</td>
+          <td>99.1</td>
+        </tr>
+        <tr>
+          <th>15</th>
+          <td>85.0</td>
+          <td>73.1</td>
+        </tr>
+        <tr>
+          <th>16</th>
+          <td>91.7</td>
+          <td>56.1</td>
+        </tr>
+        <tr>
+          <th>17</th>
+          <td>95.6</td>
+          <td>91.3</td>
+        </tr>
+        <tr>
+          <th>18</th>
+          <td>78.5</td>
+          <td>79.0</td>
+        </tr>
+        <tr>
+          <th>19</th>
+          <td>88.5</td>
+          <td>51.2</td>
+        </tr>
+        <tr>
+          <th>20</th>
+          <td>62.5</td>
+          <td>52.7</td>
+        </tr>
+        <tr>
+          <th>21</th>
+          <td>93.8</td>
+          <td>78.1</td>
+        </tr>
+        <tr>
+          <th>22</th>
+          <td>85.0</td>
+          <td>46.5</td>
+        </tr>
+        <tr>
+          <th>23</th>
+          <td>73.5</td>
+          <td>74.6</td>
+        </tr>
+        <tr>
+          <th>24</th>
+          <td>89.1</td>
+          <td>53.6</td>
+        </tr>
+        <tr>
+          <th>25</th>
+          <td>68.1</td>
+          <td>43.1</td>
+        </tr>
+        <tr>
+          <th>26</th>
+          <td>38.7</td>
+          <td>18.5</td>
+        </tr>
+        <tr>
+          <th>27</th>
+          <td>64.8</td>
+          <td>55.6</td>
+        </tr>
+        <tr>
+          <th>28</th>
+          <td>62.4</td>
+          <td>66.0</td>
+        </tr>
+        <tr>
+          <th>29</th>
+          <td>77.7</td>
+          <td>70.4</td>
+        </tr>
+        <tr>
+          <th>30</th>
+          <td>65.7</td>
+          <td>60.7</td>
+        </tr>
+        <tr>
+          <th>31</th>
+          <td>71.4</td>
+          <td>40.4</td>
+        </tr>
+        <tr>
+          <th>32</th>
+          <td>43.4</td>
+          <td>18.7</td>
+        </tr>
+        <tr>
+          <th>33</th>
+          <td>57.0</td>
+          <td>51.4</td>
+        </tr>
+        <tr>
+          <th>34</th>
+          <td>54.8</td>
+          <td>29.1</td>
+        </tr>
+        <tr>
+          <th>35</th>
+          <td>64.6</td>
+          <td>16.7</td>
+        </tr>
+        <tr>
+          <th>36</th>
+          <td>44.5</td>
+          <td>20.5</td>
+        </tr>
+        <tr>
+          <th>37</th>
+          <td>61.4</td>
+          <td>54.8</td>
+        </tr>
+        <tr>
+          <th>38</th>
+          <td>27.2</td>
+          <td>12.3</td>
+        </tr>
+        <tr>
+          <th>39</th>
+          <td>66.9</td>
+          <td>25.6</td>
+        </tr>
+        <tr>
+          <th>40</th>
+          <td>46.1</td>
+          <td>21.6</td>
+        </tr>
+        <tr>
+          <th>41</th>
+          <td>48.2</td>
+          <td>35.7</td>
+        </tr>
+        <tr>
+          <th>42</th>
+          <td>21.9</td>
+          <td>34.5</td>
+        </tr>
+        <tr>
+          <th>43</th>
+          <td>24.4</td>
+          <td>9.3</td>
+        </tr>
+        <tr>
+          <th>44</th>
+          <td>20.6</td>
+          <td>11.3</td>
+        </tr>
+        <tr>
+          <th>45</th>
+          <td>37.5</td>
+          <td>30.0</td>
+        </tr>
+        <tr>
+          <th>46</th>
+          <td>38.6</td>
+          <td>40.1</td>
+        </tr>
+        <tr>
+          <th>47</th>
+          <td>29.1</td>
+          <td>20.0</td>
+        </tr>
+        <tr>
+          <th>48</th>
+          <td>59.1</td>
+          <td>48.0</td>
+        </tr>
+        <tr>
+          <th>49</th>
+          <td>41.6</td>
+          <td>27.0</td>
+        </tr>
+        <tr>
+          <th>50</th>
+          <td>30.3</td>
+          <td>30.8</td>
+        </tr>
+        <tr>
+          <th>51</th>
+          <td>46.4</td>
+          <td>28.9</td>
+        </tr>
+        <tr>
+          <th>52</th>
+          <td>35.1</td>
+          <td>38.7</td>
+        </tr>
+        <tr>
+          <th>53</th>
+          <td>19.8</td>
+          <td>14.2</td>
+        </tr>
+        <tr>
+          <th>54</th>
+          <td>21.1</td>
+          <td>16.9</td>
+        </tr>
+        <tr>
+          <th>55</th>
+          <td>40.1</td>
+          <td>22.5</td>
+        </tr>
+        <tr>
+          <th>56</th>
+          <td>44.8</td>
+          <td>16.1</td>
+        </tr>
+        <tr>
+          <th>57</th>
+          <td>32.0</td>
+          <td>12.7</td>
+        </tr>
+        <tr>
+          <th>58</th>
+          <td>39.4</td>
+          <td>25.9</td>
+        </tr>
+        <tr>
+          <th>59</th>
+          <td>19.8</td>
+          <td>5.4</td>
+        </tr>
+        <tr>
+          <th>60</th>
+          <td>3.3</td>
+          <td>2.9</td>
+        </tr>
+        <tr>
+          <th>61</th>
+          <td>20.1</td>
+          <td>11.0</td>
+        </tr>
+        <tr>
+          <th>62</th>
+          <td>42.7</td>
+          <td>31.2</td>
+        </tr>
+        <tr>
+          <th>63</th>
+          <td>18.8</td>
+          <td>22.2</td>
+        </tr>
+        <tr>
+          <th>64</th>
+          <td>20.1</td>
+          <td>15.1</td>
+        </tr>
+        <tr>
+          <th>65</th>
+          <td>31.4</td>
+          <td>32.3</td>
+        </tr>
+        <tr>
+          <th>66</th>
+          <td>28.2</td>
+          <td>24.9</td>
+        </tr>
+        <tr>
+          <th>67</th>
+          <td>11.9</td>
+          <td>12.4</td>
+        </tr>
+        <tr>
+          <th>68</th>
+          <td>16.4</td>
+          <td>6.9</td>
+        </tr>
+        <tr>
+          <th>69</th>
+          <td>22.1</td>
+          <td>7.2</td>
+        </tr>
+        <tr>
+          <th>70</th>
+          <td>16.6</td>
+          <td>12.2</td>
+        </tr>
+        <tr>
+          <th>71</th>
+          <td>16.7</td>
+          <td>7.4</td>
+        </tr>
+        <tr>
+          <th>72</th>
+          <td>23.4</td>
+          <td>29.4</td>
+        </tr>
+        <tr>
+          <th>73</th>
+          <td>18.2</td>
+          <td>22.8</td>
+        </tr>
+        <tr>
+          <th>74</th>
+          <td>6.5</td>
+          <td>6.8</td>
+        </tr>
+        <tr>
+          <th>75</th>
+          <td>28.5</td>
+          <td>19.5</td>
+        </tr>
+        <tr>
+          <th>76</th>
+          <td>8.3</td>
+          <td>6.8</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 10</h1>
+    <table border="1" class="dataframe" data-question="10">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>international_students</th>
+          <th>faculty_student_score</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>64.7</td>
+          <td>77.4</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>99.8</td>
+          <td>37.5</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>92.5</td>
+          <td>26.2</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>20.6</td>
+          <td>94.2</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>37.5</td>
+          <td>11.8</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>3.7</td>
+          <td>25.2</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>66.2</td>
+          <td>94.9</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>93.0</td>
+          <td>71.5</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>4.2</td>
+          <td>28.6</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>30.1</td>
+          <td>92.4</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>3.1</td>
+          <td>27.6</td>
+        </tr>
+        <tr>
+          <th>11</th>
+          <td>46.6</td>
+          <td>43.2</td>
+        </tr>
+        <tr>
+          <th>12</th>
+          <td>29.4</td>
+          <td>100.0</td>
+        </tr>
+        <tr>
+          <th>13</th>
+          <td>3.8</td>
+          <td>43.7</td>
+        </tr>
+        <tr>
+          <th>14</th>
+          <td>23.3</td>
+          <td>82.7</td>
+        </tr>
+        <tr>
+          <th>15</th>
+          <td>6.8</td>
+          <td>66.8</td>
+        </tr>
+        <tr>
+          <th>16</th>
+          <td>72.1</td>
+          <td>100.0</td>
+        </tr>
+        <tr>
+          <th>17</th>
+          <td>76.8</td>
+          <td>89.1</td>
+        </tr>
+        <tr>
+          <th>18</th>
+          <td>99.1</td>
+          <td>87.2</td>
+        </tr>
+        <tr>
+          <th>19</th>
+          <td>1.6</td>
+          <td>45.8</td>
+        </tr>
+        <tr>
+          <th>20</th>
+          <td>5.0</td>
+          <td>43.4</td>
+        </tr>
+        <tr>
+          <th>21</th>
+          <td>93.5</td>
+          <td>35.8</td>
+        </tr>
+        <tr>
+          <th>22</th>
+          <td>11.6</td>
+          <td>77.9</td>
+        </tr>
+        <tr>
+          <th>23</th>
+          <td>54.5</td>
+          <td>6.3</td>
+        </tr>
+        <tr>
+          <th>24</th>
+          <td>26.2</td>
+          <td>93.3</td>
+        </tr>
+        <tr>
+          <th>25</th>
+          <td>26.1</td>
+          <td>98.6</td>
+        </tr>
+        <tr>
+          <th>26</th>
+          <td>64.6</td>
+          <td>63.1</td>
+        </tr>
+        <tr>
+          <th>27</th>
+          <td>96.2</td>
+          <td>24.3</td>
+        </tr>
+        <tr>
+          <th>28</th>
+          <td>57.2</td>
+          <td>90.7</td>
+        </tr>
+        <tr>
+          <th>29</th>
+          <td>4.3</td>
+          <td>57.6</td>
+        </tr>
+        <tr>
+          <th>30</th>
+          <td>87.8</td>
+          <td>46.4</td>
+        </tr>
+        <tr>
+          <th>31</th>
+          <td>91.8</td>
+          <td>25.0</td>
+        </tr>
+        <tr>
+          <th>32</th>
+          <td>30.5</td>
+          <td>77.7</td>
+        </tr>
+        <tr>
+          <th>33</th>
+          <td>7.6</td>
+          <td>74.5</td>
+        </tr>
+        <tr>
+          <th>34</th>
+          <td>NaN</td>
+          <td>96.4</td>
+        </tr>
+        <tr>
+          <th>35</th>
+          <td>1.5</td>
+          <td>62.0</td>
+        </tr>
+        <tr>
+          <th>36</th>
+          <td>17.6</td>
+          <td>59.3</td>
+        </tr>
+        <tr>
+          <th>37</th>
+          <td>32.5</td>
+          <td>15.6</td>
+        </tr>
+        <tr>
+          <th>38</th>
+          <td>98.3</td>
+          <td>66.4</td>
+        </tr>
+        <tr>
+          <th>39</th>
+          <td>56.1</td>
+          <td>99.7</td>
+        </tr>
+        <tr>
+          <th>40</th>
+          <td>60.6</td>
+          <td>71.3</td>
+        </tr>
+        <tr>
+          <th>41</th>
+          <td>74.2</td>
+          <td>93.9</td>
+        </tr>
+        <tr>
+          <th>42</th>
+          <td>40.9</td>
+          <td>28.3</td>
+        </tr>
+        <tr>
+          <th>43</th>
+          <td>11.9</td>
+          <td>88.0</td>
+        </tr>
+        <tr>
+          <th>44</th>
+          <td>33.8</td>
+          <td>32.5</td>
+        </tr>
+        <tr>
+          <th>45</th>
+          <td>70.1</td>
+          <td>50.1</td>
+        </tr>
+        <tr>
+          <th>46</th>
+          <td>98.0</td>
+          <td>85.0</td>
+        </tr>
+        <tr>
+          <th>47</th>
+          <td>30.4</td>
+          <td>41.9</td>
+        </tr>
+        <tr>
+          <th>48</th>
+          <td>2.5</td>
+          <td>25.6</td>
+        </tr>
+        <tr>
+          <th>49</th>
+          <td>55.6</td>
+          <td>77.3</td>
+        </tr>
+        <tr>
+          <th>50</th>
+          <td>98.5</td>
+          <td>100.0</td>
+        </tr>
+        <tr>
+          <th>51</th>
+          <td>94.1</td>
+          <td>100.0</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 13</h1>
+    <table border="1" class="dataframe" data-question="13">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>country</th>
+          <th>sum_inter_citations</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>United States</td>
+          <td>2623.8207</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>United Kingdom</td>
+          <td>2347.1602</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>Australia</td>
+          <td>1255.5530</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>Netherlands</td>
+          <td>748.4268</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Canada</td>
+          <td>724.5029</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>Switzerland</td>
+          <td>561.8790</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>China</td>
+          <td>482.2577</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Germany</td>
+          <td>455.5466</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>Hong Kong</td>
+          <td>375.3032</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>New Zealand</td>
+          <td>327.3357</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>Sweden</td>
+          <td>305.3745</td>
+        </tr>
+        <tr>
+          <th>11</th>
+          <td>Belgium</td>
+          <td>255.0750</td>
+        </tr>
+        <tr>
+          <th>12</th>
+          <td>France</td>
+          <td>198.0860</td>
+        </tr>
+        <tr>
+          <th>13</th>
+          <td>Denmark</td>
+          <td>186.4904</td>
+        </tr>
+        <tr>
+          <th>14</th>
+          <td>Singapore</td>
+          <td>160.3000</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 14</h1>
+    <table border="1" class="dataframe" data-question="14">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>country</th>
+          <th>avg_inter_citations</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>Singapore</td>
+          <td>80.150000</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>Switzerland</td>
+          <td>75.497000</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>Hong Kong</td>
+          <td>62.550533</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>Australia</td>
+          <td>61.362388</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Netherlands</td>
+          <td>56.166733</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>New Zealand</td>
+          <td>53.226220</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>United Kingdom</td>
+          <td>52.889084</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Canada</td>
+          <td>50.779723</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>Denmark</td>
+          <td>46.196200</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>Norway</td>
+          <td>46.083300</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>Sweden</td>
+          <td>45.522983</td>
+        </tr>
+        <tr>
+          <th>11</th>
+          <td>Ireland</td>
+          <td>40.810833</td>
+        </tr>
+        <tr>
+          <th>12</th>
+          <td>Belgium</td>
+          <td>39.861500</td>
+        </tr>
+        <tr>
+          <th>13</th>
+          <td>United States</td>
+          <td>38.357020</td>
+        </tr>
+        <tr>
+          <th>14</th>
+          <td>China</td>
+          <td>37.164742</td>
+        </tr>
+        <tr>
+          <th>15</th>
+          <td>Israel</td>
+          <td>36.224833</td>
+        </tr>
+        <tr>
+          <th>16</th>
+          <td>Finland</td>
+          <td>32.759067</td>
+        </tr>
+        <tr>
+          <th>17</th>
+          <td>South Africa</td>
+          <td>31.579800</td>
+        </tr>
+        <tr>
+          <th>18</th>
+          <td>Austria</td>
+          <td>31.025500</td>
+        </tr>
+        <tr>
+          <th>19</th>
+          <td>Saudi Arabia</td>
+          <td>24.431567</td>
+        </tr>
+        <tr>
+          <th>20</th>
+          <td>Germany</td>
+          <td>19.839767</td>
+        </tr>
+        <tr>
+          <th>21</th>
+          <td>France</td>
+          <td>16.605891</td>
+        </tr>
+        <tr>
+          <th>22</th>
+          <td>South Korea</td>
+          <td>14.925775</td>
+        </tr>
+        <tr>
+          <th>23</th>
+          <td>Taiwan</td>
+          <td>13.880733</td>
+        </tr>
+        <tr>
+          <th>24</th>
+          <td>Lebanon</td>
+          <td>13.756600</td>
+        </tr>
+        <tr>
+          <th>25</th>
+          <td>Malaysia</td>
+          <td>9.417440</td>
+        </tr>
+        <tr>
+          <th>26</th>
+          <td>Italy</td>
+          <td>8.174883</td>
+        </tr>
+        <tr>
+          <th>27</th>
+          <td>Japan</td>
+          <td>7.546055</td>
+        </tr>
+        <tr>
+          <th>28</th>
+          <td>Spain</td>
+          <td>7.496975</td>
+        </tr>
+        <tr>
+          <th>29</th>
+          <td>Brazil</td>
+          <td>3.194100</td>
+        </tr>
+        <tr>
+          <th>30</th>
+          <td>India</td>
+          <td>2.952050</td>
+        </tr>
+        <tr>
+          <th>31</th>
+          <td>Mexico</td>
+          <td>2.350200</td>
+        </tr>
+        <tr>
+          <th>32</th>
+          <td>Chile</td>
+          <td>1.985200</td>
+        </tr>
+        <tr>
+          <th>33</th>
+          <td>Indonesia</td>
+          <td>1.690200</td>
+        </tr>
+        <tr>
+          <th>34</th>
+          <td>Thailand</td>
+          <td>1.365900</td>
+        </tr>
+        <tr>
+          <th>35</th>
+          <td>Argentina</td>
+          <td>1.335000</td>
+        </tr>
+        <tr>
+          <th>36</th>
+          <td>Colombia</td>
+          <td>1.329300</td>
+        </tr>
+        <tr>
+          <th>37</th>
+          <td>Russia</td>
+          <td>0.626680</td>
+        </tr>
+        <tr>
+          <th>38</th>
+          <td>Kazakhstan</td>
+          <td>0.412800</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 15</h1>
+    <table border="1" class="dataframe" data-question="15">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>country</th>
+          <th>institution_name</th>
+          <th>max_inter_citations</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>United States</td>
+          <td>Massachusetts Institute Of Technology</td>
+          <td>99.8000</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>Switzerland</td>
+          <td>Ecole Polytechnique Fédérale De Lausanne</td>
+          <td>98.9000</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>Netherlands</td>
+          <td>Eindhoven University Of Technology</td>
+          <td>95.4493</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>United Kingdom</td>
+          <td>London School Of Economics And Political Science</td>
+          <td>91.1000</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Hong Kong</td>
+          <td>The Hong Kong University Of Science And Technology</td>
+          <td>89.5000</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>Singapore</td>
+          <td>Nanyang Technological University</td>
+          <td>88.8000</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>Australia</td>
+          <td>The University Of Western Australia</td>
+          <td>88.3000</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Belgium</td>
+          <td>Katholieke Universiteit Leuven</td>
+          <td>76.7700</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>New Zealand</td>
+          <td>University Of Waikato</td>
+          <td>73.6434</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>Canada</td>
+          <td>Western University</td>
+          <td>72.3240</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>Sweden</td>
+          <td>Chalmers University Of Technology</td>
+          <td>70.7608</td>
+        </tr>
+        <tr>
+          <th>11</th>
+          <td>Denmark</td>
+          <td>Technical University Of Denmark</td>
+          <td>65.5705</td>
+        </tr>
+        <tr>
+          <th>12</th>
+          <td>France</td>
+          <td>Ecole Polytechnique</td>
+          <td>63.1176</td>
+        </tr>
+        <tr>
+          <th>13</th>
+          <td>Finland</td>
+          <td>Aalto University</td>
+          <td>62.9799</td>
+        </tr>
+        <tr>
+          <th>14</th>
+          <td>China</td>
+          <td>Zhejiang University</td>
+          <td>60.9606</td>
+        </tr>
+        <tr>
+          <th>15</th>
+          <td>Austria</td>
+          <td>Technische Universität Wien</td>
+          <td>59.0250</td>
+        </tr>
+        <tr>
+          <th>16</th>
+          <td>Ireland</td>
+          <td>Trinity College Dublin</td>
+          <td>56.5160</td>
+        </tr>
+        <tr>
+          <th>17</th>
+          <td>Norway</td>
+          <td>University Of Bergen</td>
+          <td>53.8688</td>
+        </tr>
+        <tr>
+          <th>18</th>
+          <td>Israel</td>
+          <td>Technion - Israel Institute Of Technology</td>
+          <td>44.4800</td>
+        </tr>
+        <tr>
+          <th>19</th>
+          <td>Macau</td>
+          <td>University Of Macau</td>
+          <td>43.9000</td>
+        </tr>
+        <tr>
+          <th>20</th>
+          <td>Germany</td>
+          <td>Kit, Karlsruher Institut Für Technologie</td>
+          <td>43.5600</td>
+        </tr>
+        <tr>
+          <th>21</th>
+          <td>United Arab Emirates</td>
+          <td>Khalifa University</td>
+          <td>42.2000</td>
+        </tr>
+        <tr>
+          <th>22</th>
+          <td>Saudi Arabia</td>
+          <td>King Fahd University Of Petroleum &amp; Minerals</td>
+          <td>40.1000</td>
+        </tr>
+        <tr>
+          <th>23</th>
+          <td>Spain</td>
+          <td>Universitat Pompeu Fabra</td>
+          <td>36.8628</td>
+        </tr>
+        <tr>
+          <th>24</th>
+          <td>South Korea</td>
+          <td>Pohang University Of Science And Technology</td>
+          <td>35.0529</td>
+        </tr>
+        <tr>
+          <th>25</th>
+          <td>South Africa</td>
+          <td>University Of Cape Town</td>
+          <td>31.6572</td>
+        </tr>
+        <tr>
+          <th>26</th>
+          <td>Malaysia</td>
+          <td>Universiti Malaya</td>
+          <td>26.0620</td>
+        </tr>
+        <tr>
+          <th>27</th>
+          <td>Italy</td>
+          <td>Politecnico Di Milano</td>
+          <td>25.3774</td>
+        </tr>
+        <tr>
+          <th>28</th>
+          <td>Japan</td>
+          <td>Tokyo Institute Of Technology</td>
+          <td>18.8191</td>
+        </tr>
+        <tr>
+          <th>29</th>
+          <td>Taiwan</td>
+          <td>National Tsing Hua University</td>
+          <td>16.1868</td>
+        </tr>
+        <tr>
+          <th>30</th>
+          <td>Qatar</td>
+          <td>Qatar University</td>
+          <td>14.3000</td>
+        </tr>
+        <tr>
+          <th>31</th>
+          <td>Lebanon</td>
+          <td>American University Of Beirut</td>
+          <td>13.7104</td>
+        </tr>
+        <tr>
+          <th>32</th>
+          <td>Oman</td>
+          <td>Sultan Qaboos University</td>
+          <td>11.2000</td>
+        </tr>
+        <tr>
+          <th>33</th>
+          <td>Brunei</td>
+          <td>Universiti Brunei Darussalam</td>
+          <td>6.2000</td>
+        </tr>
+        <tr>
+          <th>34</th>
+          <td>Egypt</td>
+          <td>The American University In Cairo</td>
+          <td>5.3523</td>
+        </tr>
+        <tr>
+          <th>35</th>
+          <td>Estonia</td>
+          <td>University Of Tartu</td>
+          <td>4.8416</td>
+        </tr>
+        <tr>
+          <th>36</th>
+          <td>Mexico</td>
+          <td>Tecnológico De Monterrey</td>
+          <td>4.5172</td>
+        </tr>
+        <tr>
+          <th>37</th>
+          <td>Czech Republic</td>
+          <td>University Of Chemistry And Technology, Prague</td>
+          <td>4.4590</td>
+        </tr>
+        <tr>
+          <th>38</th>
+          <td>India</td>
+          <td>Indian Institute Of Technology Kharagpur</td>
+          <td>4.1552</td>
+        </tr>
+        <tr>
+          <th>39</th>
+          <td>Russia</td>
+          <td>Moscow Institute Of Physics And Technology State University</td>
+          <td>3.7278</td>
+        </tr>
+        <tr>
+          <th>40</th>
+          <td>Brazil</td>
+          <td>Universidade Estadual De Campinas</td>
+          <td>3.2373</td>
+        </tr>
+        <tr>
+          <th>41</th>
+          <td>Portugal</td>
+          <td>University Of Lisbon</td>
+          <td>3.0560</td>
+        </tr>
+        <tr>
+          <th>42</th>
+          <td>Chile</td>
+          <td>Pontificia Universidad Católica De Chile</td>
+          <td>2.6384</td>
+        </tr>
+        <tr>
+          <th>43</th>
+          <td>Colombia</td>
+          <td>Universidad De Los Andes Colombia</td>
+          <td>2.6001</td>
+        </tr>
+        <tr>
+          <th>44</th>
+          <td>Indonesia</td>
+          <td>University Of Indonesia</td>
+          <td>1.7955</td>
+        </tr>
+        <tr>
+          <th>45</th>
+          <td>Argentina</td>
+          <td>Universidad De Buenos Aires</td>
+          <td>1.2168</td>
+        </tr>
+        <tr>
+          <th>46</th>
+          <td>Thailand</td>
+          <td>Chulalongkorn University</td>
+          <td>0.9775</td>
+        </tr>
+        <tr>
+          <th>47</th>
+          <td>Poland</td>
+          <td>University Of Warsaw</td>
+          <td>0.6256</td>
+        </tr>
+        <tr>
+          <th>48</th>
+          <td>Kazakhstan</td>
+          <td>Al-Farabi Kazakh National University</td>
+          <td>0.4896</td>
+        </tr>
+        <tr>
+          <th>49</th>
+          <td>Belarus</td>
+          <td>Belarus State University</td>
+          <td>0.0935</td>
+        </tr>
+        <tr>
+          <th>50</th>
+          <td>Philippines</td>
+          <td>University Of The Philippines</td>
+          <td>0.0378</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 16</h1>
+    <table border="1" class="dataframe" data-question="16">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>country</th>
+          <th>avg_citations</th>
+          <th>avg_inter_faculty</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>Canada</td>
+          <td>55.700000</td>
+          <td>92.950000</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>Hong Kong</td>
+          <td>69.050000</td>
+          <td>99.950000</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>United Kingdom</td>
+          <td>65.988889</td>
+          <td>95.788889</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>Singapore</td>
+          <td>74.750000</td>
+          <td>100.000000</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Australia</td>
+          <td>79.260000</td>
+          <td>98.940000</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>Switzerland</td>
+          <td>98.950000</td>
+          <td>100.000000</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>France</td>
+          <td>100.000000</td>
+          <td>94.400000</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>China</td>
+          <td>66.900000</td>
+          <td>58.133333</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>United States</td>
+          <td>87.461111</td>
+          <td>73.894444</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>Japan</td>
+          <td>64.850000</td>
+          <td>11.400000</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>South Korea</td>
+          <td>85.050000</td>
+          <td>24.100000</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 17</h1>
+    <table border="1" class="dataframe" data-question="17">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>overall_score</th>
+          <th>rank</th>
+          <th>fit</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>100.0</td>
+          <td>1</td>
+          <td>78.221321</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>98.4</td>
+          <td>2</td>
+          <td>78.073809</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>97.4</td>
+          <td>3</td>
+          <td>77.926297</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>97.2</td>
+          <td>4</td>
+          <td>77.778785</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>96.9</td>
+          <td>5</td>
+          <td>77.631273</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>95.9</td>
+          <td>6</td>
+          <td>77.483761</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>95.0</td>
+          <td>7</td>
+          <td>77.336249</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>94.8</td>
+          <td>8</td>
+          <td>77.188737</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>94.1</td>
+          <td>9</td>
+          <td>77.041225</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>92.0</td>
+          <td>10</td>
+          <td>76.893713</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>91.8</td>
+          <td>11</td>
+          <td>76.746200</td>
+        </tr>
+        <tr>
+          <th>11</th>
+          <td>91.8</td>
+          <td>11</td>
+          <td>76.746200</td>
+        </tr>
+        <tr>
+          <th>12</th>
+          <td>90.9</td>
+          <td>13</td>
+          <td>76.451176</td>
+        </tr>
+        <tr>
+          <th>13</th>
+          <td>89.3</td>
+          <td>14</td>
+          <td>76.303664</td>
+        </tr>
+        <tr>
+          <th>14</th>
+          <td>88.9</td>
+          <td>15</td>
+          <td>76.156152</td>
+        </tr>
+        <tr>
+          <th>15</th>
+          <td>88.6</td>
+          <td>16</td>
+          <td>76.008640</td>
+        </tr>
+        <tr>
+          <th>16</th>
+          <td>87.7</td>
+          <td>17</td>
+          <td>75.861128</td>
+        </tr>
+        <tr>
+          <th>17</th>
+          <td>87.4</td>
+          <td>18</td>
+          <td>75.713616</td>
+        </tr>
+        <tr>
+          <th>18</th>
+          <td>87.4</td>
+          <td>18</td>
+          <td>75.713616</td>
+        </tr>
+        <tr>
+          <th>19</th>
+          <td>86.2</td>
+          <td>20</td>
+          <td>75.418592</td>
+        </tr>
+        <tr>
+          <th>20</th>
+          <td>86.0</td>
+          <td>21</td>
+          <td>75.271080</td>
+        </tr>
+        <tr>
+          <th>21</th>
+          <td>84.3</td>
+          <td>22</td>
+          <td>75.123568</td>
+        </tr>
+        <tr>
+          <th>22</th>
+          <td>84.3</td>
+          <td>22</td>
+          <td>75.123568</td>
+        </tr>
+        <tr>
+          <th>23</th>
+          <td>83.9</td>
+          <td>24</td>
+          <td>74.828543</td>
+        </tr>
+        <tr>
+          <th>24</th>
+          <td>83.8</td>
+          <td>25</td>
+          <td>74.681031</td>
+        </tr>
+        <tr>
+          <th>25</th>
+          <td>83.8</td>
+          <td>25</td>
+          <td>74.681031</td>
+        </tr>
+        <tr>
+          <th>26</th>
+          <td>82.7</td>
+          <td>27</td>
+          <td>74.386007</td>
+        </tr>
+        <tr>
+          <th>27</th>
+          <td>82.6</td>
+          <td>28</td>
+          <td>74.238495</td>
+        </tr>
+        <tr>
+          <th>28</th>
+          <td>82.1</td>
+          <td>29</td>
+          <td>74.090983</td>
+        </tr>
+        <tr>
+          <th>29</th>
+          <td>82.1</td>
+          <td>29</td>
+          <td>74.090983</td>
+        </tr>
+        <tr>
+          <th>30</th>
+          <td>81.5</td>
+          <td>31</td>
+          <td>73.795959</td>
+        </tr>
+        <tr>
+          <th>31</th>
+          <td>80.6</td>
+          <td>32</td>
+          <td>73.648447</td>
+        </tr>
+        <tr>
+          <th>32</th>
+          <td>80.5</td>
+          <td>33</td>
+          <td>73.500935</td>
+        </tr>
+        <tr>
+          <th>33</th>
+          <td>80.5</td>
+          <td>33</td>
+          <td>73.500935</td>
+        </tr>
+        <tr>
+          <th>34</th>
+          <td>80.4</td>
+          <td>35</td>
+          <td>73.205911</td>
+        </tr>
+        <tr>
+          <th>35</th>
+          <td>80.4</td>
+          <td>35</td>
+          <td>73.205911</td>
+        </tr>
+        <tr>
+          <th>36</th>
+          <td>79.6</td>
+          <td>37</td>
+          <td>72.910886</td>
+        </tr>
+        <tr>
+          <th>37</th>
+          <td>79.5</td>
+          <td>38</td>
+          <td>72.763374</td>
+        </tr>
+        <tr>
+          <th>38</th>
+          <td>78.8</td>
+          <td>39</td>
+          <td>72.615862</td>
+        </tr>
+        <tr>
+          <th>39</th>
+          <td>78.6</td>
+          <td>40</td>
+          <td>72.468350</td>
+        </tr>
+        <tr>
+          <th>40</th>
+          <td>77.9</td>
+          <td>41</td>
+          <td>72.320838</td>
+        </tr>
+        <tr>
+          <th>41</th>
+          <td>77.8</td>
+          <td>42</td>
+          <td>72.173326</td>
+        </tr>
+        <tr>
+          <th>42</th>
+          <td>77.1</td>
+          <td>43</td>
+          <td>72.025814</td>
+        </tr>
+        <tr>
+          <th>43</th>
+          <td>77.0</td>
+          <td>44</td>
+          <td>71.878302</td>
+        </tr>
+        <tr>
+          <th>44</th>
+          <td>76.6</td>
+          <td>45</td>
+          <td>71.730790</td>
+        </tr>
+        <tr>
+          <th>45</th>
+          <td>75.9</td>
+          <td>46</td>
+          <td>71.583278</td>
+        </tr>
+        <tr>
+          <th>46</th>
+          <td>75.7</td>
+          <td>47</td>
+          <td>71.435766</td>
+        </tr>
+        <tr>
+          <th>47</th>
+          <td>74.8</td>
+          <td>48</td>
+          <td>71.288253</td>
+        </tr>
+        <tr>
+          <th>48</th>
+          <td>74.5</td>
+          <td>49</td>
+          <td>71.140741</td>
+        </tr>
+        <tr>
+          <th>49</th>
+          <td>74.2</td>
+          <td>50</td>
+          <td>70.993229</td>
+        </tr>
+        <tr>
+          <th>50</th>
+          <td>74.1</td>
+          <td>51</td>
+          <td>70.845717</td>
+        </tr>
+        <tr>
+          <th>51</th>
+          <td>73.6</td>
+          <td>52</td>
+          <td>70.698205</td>
+        </tr>
+        <tr>
+          <th>52</th>
+          <td>73.4</td>
+          <td>53</td>
+          <td>70.550693</td>
+        </tr>
+        <tr>
+          <th>53</th>
+          <td>72.4</td>
+          <td>54</td>
+          <td>70.403181</td>
+        </tr>
+        <tr>
+          <th>54</th>
+          <td>72.3</td>
+          <td>55</td>
+          <td>70.255669</td>
+        </tr>
+        <tr>
+          <th>55</th>
+          <td>71.8</td>
+          <td>56</td>
+          <td>70.108157</td>
+        </tr>
+        <tr>
+          <th>56</th>
+          <td>71.5</td>
+          <td>57</td>
+          <td>69.960645</td>
+        </tr>
+        <tr>
+          <th>57</th>
+          <td>70.9</td>
+          <td>58</td>
+          <td>69.813133</td>
+        </tr>
+        <tr>
+          <th>58</th>
+          <td>70.9</td>
+          <td>58</td>
+          <td>69.813133</td>
+        </tr>
+        <tr>
+          <th>59</th>
+          <td>70.5</td>
+          <td>60</td>
+          <td>69.518109</td>
+        </tr>
+        <tr>
+          <th>60</th>
+          <td>70.5</td>
+          <td>60</td>
+          <td>69.518109</td>
+        </tr>
+        <tr>
+          <th>61</th>
+          <td>70.4</td>
+          <td>62</td>
+          <td>69.223084</td>
+        </tr>
+        <tr>
+          <th>62</th>
+          <td>69.6</td>
+          <td>63</td>
+          <td>69.075572</td>
+        </tr>
+        <tr>
+          <th>63</th>
+          <td>69.0</td>
+          <td>64</td>
+          <td>68.928060</td>
+        </tr>
+        <tr>
+          <th>64</th>
+          <td>68.6</td>
+          <td>65</td>
+          <td>68.780548</td>
+        </tr>
+        <tr>
+          <th>65</th>
+          <td>68.4</td>
+          <td>66</td>
+          <td>68.633036</td>
+        </tr>
+        <tr>
+          <th>66</th>
+          <td>68.2</td>
+          <td>67</td>
+          <td>68.485524</td>
+        </tr>
+        <tr>
+          <th>67</th>
+          <td>67.9</td>
+          <td>68</td>
+          <td>68.338012</td>
+        </tr>
+        <tr>
+          <th>68</th>
+          <td>67.3</td>
+          <td>69</td>
+          <td>68.190500</td>
+        </tr>
+        <tr>
+          <th>69</th>
+          <td>67.1</td>
+          <td>70</td>
+          <td>68.042988</td>
+        </tr>
+        <tr>
+          <th>70</th>
+          <td>66.5</td>
+          <td>71</td>
+          <td>67.895476</td>
+        </tr>
+        <tr>
+          <th>71</th>
+          <td>66.2</td>
+          <td>72</td>
+          <td>67.747964</td>
+        </tr>
+        <tr>
+          <th>72</th>
+          <td>66.0</td>
+          <td>74</td>
+          <td>67.452939</td>
+        </tr>
+        <tr>
+          <th>73</th>
+          <td>65.9</td>
+          <td>75</td>
+          <td>67.305427</td>
+        </tr>
+        <tr>
+          <th>74</th>
+          <td>65.8</td>
+          <td>76</td>
+          <td>67.157915</td>
+        </tr>
+        <tr>
+          <th>75</th>
+          <td>64.9</td>
+          <td>77</td>
+          <td>67.010403</td>
+        </tr>
+        <tr>
+          <th>76</th>
+          <td>64.2</td>
+          <td>78</td>
+          <td>66.862891</td>
+        </tr>
+        <tr>
+          <th>77</th>
+          <td>64.2</td>
+          <td>78</td>
+          <td>66.862891</td>
+        </tr>
+        <tr>
+          <th>78</th>
+          <td>64.1</td>
+          <td>80</td>
+          <td>66.567867</td>
+        </tr>
+        <tr>
+          <th>79</th>
+          <td>64.0</td>
+          <td>81</td>
+          <td>66.420355</td>
+        </tr>
+        <tr>
+          <th>80</th>
+          <td>63.8</td>
+          <td>81</td>
+          <td>66.420355</td>
+        </tr>
+        <tr>
+          <th>81</th>
+          <td>63.7</td>
+          <td>82</td>
+          <td>66.272843</td>
+        </tr>
+        <tr>
+          <th>82</th>
+          <td>63.4</td>
+          <td>83</td>
+          <td>66.125331</td>
+        </tr>
+        <tr>
+          <th>83</th>
+          <td>63.4</td>
+          <td>83</td>
+          <td>66.125331</td>
+        </tr>
+        <tr>
+          <th>84</th>
+          <td>63.2</td>
+          <td>84</td>
+          <td>65.977819</td>
+        </tr>
+        <tr>
+          <th>85</th>
+          <td>63.1</td>
+          <td>85</td>
+          <td>65.830307</td>
+        </tr>
+        <tr>
+          <th>86</th>
+          <td>62.9</td>
+          <td>86</td>
+          <td>65.682794</td>
+        </tr>
+        <tr>
+          <th>87</th>
+          <td>62.6</td>
+          <td>87</td>
+          <td>65.535282</td>
+        </tr>
+        <tr>
+          <th>88</th>
+          <td>62.3</td>
+          <td>89</td>
+          <td>65.240258</td>
+        </tr>
+        <tr>
+          <th>89</th>
+          <td>62.2</td>
+          <td>90</td>
+          <td>65.092746</td>
+        </tr>
+        <tr>
+          <th>90</th>
+          <td>61.9</td>
+          <td>91</td>
+          <td>64.945234</td>
+        </tr>
+        <tr>
+          <th>91</th>
+          <td>61.8</td>
+          <td>92</td>
+          <td>64.797722</td>
+        </tr>
+        <tr>
+          <th>92</th>
+          <td>61.7</td>
+          <td>93</td>
+          <td>64.650210</td>
+        </tr>
+        <tr>
+          <th>93</th>
+          <td>61.7</td>
+          <td>93</td>
+          <td>64.650210</td>
+        </tr>
+        <tr>
+          <th>94</th>
+          <td>61.0</td>
+          <td>95</td>
+          <td>64.355186</td>
+        </tr>
+        <tr>
+          <th>95</th>
+          <td>60.8</td>
+          <td>96</td>
+          <td>64.207674</td>
+        </tr>
+        <tr>
+          <th>96</th>
+          <td>60.6</td>
+          <td>97</td>
+          <td>64.060162</td>
+        </tr>
+        <tr>
+          <th>97</th>
+          <td>60.5</td>
+          <td>98</td>
+          <td>63.912649</td>
+        </tr>
+        <tr>
+          <th>98</th>
+          <td>60.5</td>
+          <td>98</td>
+          <td>63.912649</td>
+        </tr>
+        <tr>
+          <th>99</th>
+          <td>59.9</td>
+          <td>100</td>
+          <td>63.617625</td>
+        </tr>
+        <tr>
+          <th>100</th>
+          <td>59.5</td>
+          <td>101</td>
+          <td>63.470113</td>
+        </tr>
+        <tr>
+          <th>101</th>
+          <td>58.9</td>
+          <td>102</td>
+          <td>63.322601</td>
+        </tr>
+        <tr>
+          <th>102</th>
+          <td>58.8</td>
+          <td>103</td>
+          <td>63.175089</td>
+        </tr>
+        <tr>
+          <th>103</th>
+          <td>58.7</td>
+          <td>104</td>
+          <td>63.027577</td>
+        </tr>
+        <tr>
+          <th>104</th>
+          <td>58.7</td>
+          <td>104</td>
+          <td>63.027577</td>
+        </tr>
+        <tr>
+          <th>105</th>
+          <td>58.6</td>
+          <td>106</td>
+          <td>62.732553</td>
+        </tr>
+        <tr>
+          <th>106</th>
+          <td>58.4</td>
+          <td>107</td>
+          <td>62.585041</td>
+        </tr>
+        <tr>
+          <th>107</th>
+          <td>58.3</td>
+          <td>108</td>
+          <td>62.437529</td>
+        </tr>
+        <tr>
+          <th>108</th>
+          <td>58.3</td>
+          <td>108</td>
+          <td>62.437529</td>
+        </tr>
+        <tr>
+          <th>109</th>
+          <td>58.1</td>
+          <td>110</td>
+          <td>62.142505</td>
+        </tr>
+        <tr>
+          <th>110</th>
+          <td>57.8</td>
+          <td>111</td>
+          <td>61.994992</td>
+        </tr>
+        <tr>
+          <th>111</th>
+          <td>57.4</td>
+          <td>112</td>
+          <td>61.847480</td>
+        </tr>
+        <tr>
+          <th>112</th>
+          <td>57.3</td>
+          <td>113</td>
+          <td>61.699968</td>
+        </tr>
+        <tr>
+          <th>113</th>
+          <td>56.1</td>
+          <td>114</td>
+          <td>61.552456</td>
+        </tr>
+        <tr>
+          <th>114</th>
+          <td>55.8</td>
+          <td>115</td>
+          <td>61.404944</td>
+        </tr>
+        <tr>
+          <th>115</th>
+          <td>55.5</td>
+          <td>116</td>
+          <td>61.257432</td>
+        </tr>
+        <tr>
+          <th>116</th>
+          <td>55.5</td>
+          <td>116</td>
+          <td>61.257432</td>
+        </tr>
+        <tr>
+          <th>117</th>
+          <td>55.4</td>
+          <td>118</td>
+          <td>60.962408</td>
+        </tr>
+        <tr>
+          <th>118</th>
+          <td>54.7</td>
+          <td>119</td>
+          <td>60.814896</td>
+        </tr>
+        <tr>
+          <th>119</th>
+          <td>54.5</td>
+          <td>120</td>
+          <td>60.667384</td>
+        </tr>
+        <tr>
+          <th>120</th>
+          <td>54.5</td>
+          <td>120</td>
+          <td>60.667384</td>
+        </tr>
+        <tr>
+          <th>121</th>
+          <td>54.5</td>
+          <td>120</td>
+          <td>60.667384</td>
+        </tr>
+        <tr>
+          <th>122</th>
+          <td>54.3</td>
+          <td>123</td>
+          <td>60.224847</td>
+        </tr>
+        <tr>
+          <th>123</th>
+          <td>54.2</td>
+          <td>124</td>
+          <td>60.077335</td>
+        </tr>
+        <tr>
+          <th>124</th>
+          <td>54.0</td>
+          <td>125</td>
+          <td>59.929823</td>
+        </tr>
+        <tr>
+          <th>125</th>
+          <td>54.0</td>
+          <td>125</td>
+          <td>59.929823</td>
+        </tr>
+        <tr>
+          <th>126</th>
+          <td>53.9</td>
+          <td>126</td>
+          <td>59.782311</td>
+        </tr>
+        <tr>
+          <th>127</th>
+          <td>53.4</td>
+          <td>127</td>
+          <td>59.634799</td>
+        </tr>
+        <tr>
+          <th>128</th>
+          <td>53.2</td>
+          <td>128</td>
+          <td>59.487287</td>
+        </tr>
+        <tr>
+          <th>129</th>
+          <td>53.1</td>
+          <td>129</td>
+          <td>59.339775</td>
+        </tr>
+        <tr>
+          <th>130</th>
+          <td>53.0</td>
+          <td>130</td>
+          <td>59.192263</td>
+        </tr>
+        <tr>
+          <th>131</th>
+          <td>53.0</td>
+          <td>130</td>
+          <td>59.192263</td>
+        </tr>
+        <tr>
+          <th>132</th>
+          <td>52.9</td>
+          <td>132</td>
+          <td>58.897239</td>
+        </tr>
+        <tr>
+          <th>133</th>
+          <td>52.9</td>
+          <td>132</td>
+          <td>58.897239</td>
+        </tr>
+        <tr>
+          <th>134</th>
+          <td>52.4</td>
+          <td>134</td>
+          <td>58.602215</td>
+        </tr>
+        <tr>
+          <th>135</th>
+          <td>52.3</td>
+          <td>135</td>
+          <td>58.454703</td>
+        </tr>
+        <tr>
+          <th>136</th>
+          <td>52.1</td>
+          <td>136</td>
+          <td>58.307190</td>
+        </tr>
+        <tr>
+          <th>137</th>
+          <td>52.0</td>
+          <td>137</td>
+          <td>58.159678</td>
+        </tr>
+        <tr>
+          <th>138</th>
+          <td>51.9</td>
+          <td>138</td>
+          <td>58.012166</td>
+        </tr>
+        <tr>
+          <th>139</th>
+          <td>51.4</td>
+          <td>139</td>
+          <td>57.864654</td>
+        </tr>
+        <tr>
+          <th>140</th>
+          <td>51.2</td>
+          <td>140</td>
+          <td>57.717142</td>
+        </tr>
+        <tr>
+          <th>141</th>
+          <td>51.2</td>
+          <td>140</td>
+          <td>57.717142</td>
+        </tr>
+        <tr>
+          <th>142</th>
+          <td>51.2</td>
+          <td>140</td>
+          <td>57.717142</td>
+        </tr>
+        <tr>
+          <th>143</th>
+          <td>51.1</td>
+          <td>144</td>
+          <td>57.127094</td>
+        </tr>
+        <tr>
+          <th>144</th>
+          <td>51.0</td>
+          <td>145</td>
+          <td>56.979582</td>
+        </tr>
+        <tr>
+          <th>145</th>
+          <td>50.9</td>
+          <td>146</td>
+          <td>56.832070</td>
+        </tr>
+        <tr>
+          <th>146</th>
+          <td>50.6</td>
+          <td>147</td>
+          <td>56.684558</td>
+        </tr>
+        <tr>
+          <th>147</th>
+          <td>50.5</td>
+          <td>148</td>
+          <td>56.537045</td>
+        </tr>
+        <tr>
+          <th>148</th>
+          <td>50.4</td>
+          <td>149</td>
+          <td>56.389533</td>
+        </tr>
+        <tr>
+          <th>149</th>
+          <td>50.3</td>
+          <td>150</td>
+          <td>56.242021</td>
+        </tr>
+        <tr>
+          <th>150</th>
+          <td>50.0</td>
+          <td>151</td>
+          <td>56.094509</td>
+        </tr>
+        <tr>
+          <th>151</th>
+          <td>49.4</td>
+          <td>152</td>
+          <td>55.946997</td>
+        </tr>
+        <tr>
+          <th>152</th>
+          <td>49.2</td>
+          <td>153</td>
+          <td>55.799485</td>
+        </tr>
+        <tr>
+          <th>153</th>
+          <td>49.0</td>
+          <td>154</td>
+          <td>55.651973</td>
+        </tr>
+        <tr>
+          <th>154</th>
+          <td>49.0</td>
+          <td>154</td>
+          <td>55.651973</td>
+        </tr>
+        <tr>
+          <th>155</th>
+          <td>48.6</td>
+          <td>156</td>
+          <td>55.356949</td>
+        </tr>
+        <tr>
+          <th>156</th>
+          <td>48.6</td>
+          <td>156</td>
+          <td>55.356949</td>
+        </tr>
+        <tr>
+          <th>157</th>
+          <td>48.5</td>
+          <td>158</td>
+          <td>55.061925</td>
+        </tr>
+        <tr>
+          <th>158</th>
+          <td>48.4</td>
+          <td>159</td>
+          <td>54.914413</td>
+        </tr>
+        <tr>
+          <th>159</th>
+          <td>48.3</td>
+          <td>160</td>
+          <td>54.766901</td>
+        </tr>
+        <tr>
+          <th>160</th>
+          <td>48.3</td>
+          <td>160</td>
+          <td>54.766901</td>
+        </tr>
+        <tr>
+          <th>161</th>
+          <td>48.2</td>
+          <td>162</td>
+          <td>54.471876</td>
+        </tr>
+        <tr>
+          <th>162</th>
+          <td>48.1</td>
+          <td>163</td>
+          <td>54.324364</td>
+        </tr>
+        <tr>
+          <th>163</th>
+          <td>48.1</td>
+          <td>163</td>
+          <td>54.324364</td>
+        </tr>
+        <tr>
+          <th>164</th>
+          <td>47.9</td>
+          <td>165</td>
+          <td>54.029340</td>
+        </tr>
+        <tr>
+          <th>165</th>
+          <td>47.9</td>
+          <td>165</td>
+          <td>54.029340</td>
+        </tr>
+        <tr>
+          <th>166</th>
+          <td>47.8</td>
+          <td>167</td>
+          <td>53.734316</td>
+        </tr>
+        <tr>
+          <th>167</th>
+          <td>47.7</td>
+          <td>167</td>
+          <td>53.734316</td>
+        </tr>
+        <tr>
+          <th>168</th>
+          <td>47.7</td>
+          <td>167</td>
+          <td>53.734316</td>
+        </tr>
+        <tr>
+          <th>169</th>
+          <td>47.3</td>
+          <td>169</td>
+          <td>53.439292</td>
+        </tr>
+        <tr>
+          <th>170</th>
+          <td>47.3</td>
+          <td>169</td>
+          <td>53.439292</td>
+        </tr>
+        <tr>
+          <th>171</th>
+          <td>47.3</td>
+          <td>170</td>
+          <td>53.291780</td>
+        </tr>
+        <tr>
+          <th>172</th>
+          <td>47.0</td>
+          <td>172</td>
+          <td>52.996756</td>
+        </tr>
+        <tr>
+          <th>173</th>
+          <td>46.8</td>
+          <td>173</td>
+          <td>52.849243</td>
+        </tr>
+        <tr>
+          <th>174</th>
+          <td>46.8</td>
+          <td>173</td>
+          <td>52.849243</td>
+        </tr>
+        <tr>
+          <th>175</th>
+          <td>46.8</td>
+          <td>173</td>
+          <td>52.849243</td>
+        </tr>
+        <tr>
+          <th>176</th>
+          <td>46.7</td>
+          <td>176</td>
+          <td>52.406707</td>
+        </tr>
+        <tr>
+          <th>177</th>
+          <td>46.6</td>
+          <td>177</td>
+          <td>52.259195</td>
+        </tr>
+        <tr>
+          <th>178</th>
+          <td>46.6</td>
+          <td>177</td>
+          <td>52.259195</td>
+        </tr>
+        <tr>
+          <th>179</th>
+          <td>46.4</td>
+          <td>179</td>
+          <td>51.964171</td>
+        </tr>
+        <tr>
+          <th>180</th>
+          <td>46.3</td>
+          <td>181</td>
+          <td>51.669147</td>
+        </tr>
+        <tr>
+          <th>181</th>
+          <td>46.2</td>
+          <td>182</td>
+          <td>51.521635</td>
+        </tr>
+        <tr>
+          <th>182</th>
+          <td>46.1</td>
+          <td>183</td>
+          <td>51.374123</td>
+        </tr>
+        <tr>
+          <th>183</th>
+          <td>45.9</td>
+          <td>184</td>
+          <td>51.226611</td>
+        </tr>
+        <tr>
+          <th>184</th>
+          <td>45.6</td>
+          <td>185</td>
+          <td>51.079099</td>
+        </tr>
+        <tr>
+          <th>185</th>
+          <td>45.2</td>
+          <td>186</td>
+          <td>50.931586</td>
+        </tr>
+        <tr>
+          <th>186</th>
+          <td>45.2</td>
+          <td>186</td>
+          <td>50.931586</td>
+        </tr>
+        <tr>
+          <th>187</th>
+          <td>45.1</td>
+          <td>188</td>
+          <td>50.636562</td>
+        </tr>
+        <tr>
+          <th>188</th>
+          <td>45.0</td>
+          <td>189</td>
+          <td>50.489050</td>
+        </tr>
+        <tr>
+          <th>189</th>
+          <td>45.0</td>
+          <td>189</td>
+          <td>50.489050</td>
+        </tr>
+        <tr>
+          <th>190</th>
+          <td>44.8</td>
+          <td>191</td>
+          <td>50.194026</td>
+        </tr>
+        <tr>
+          <th>191</th>
+          <td>44.7</td>
+          <td>192</td>
+          <td>50.046514</td>
+        </tr>
+        <tr>
+          <th>192</th>
+          <td>44.7</td>
+          <td>192</td>
+          <td>50.046514</td>
+        </tr>
+        <tr>
+          <th>193</th>
+          <td>44.6</td>
+          <td>194</td>
+          <td>49.751490</td>
+        </tr>
+        <tr>
+          <th>194</th>
+          <td>44.5</td>
+          <td>195</td>
+          <td>49.603978</td>
+        </tr>
+        <tr>
+          <th>195</th>
+          <td>44.2</td>
+          <td>197</td>
+          <td>49.308954</td>
+        </tr>
+        <tr>
+          <th>196</th>
+          <td>44.1</td>
+          <td>198</td>
+          <td>49.161441</td>
+        </tr>
+        <tr>
+          <th>197</th>
+          <td>44.1</td>
+          <td>198</td>
+          <td>49.161441</td>
+        </tr>
+        <tr>
+          <th>198</th>
+          <td>44.0</td>
+          <td>200</td>
+          <td>48.866417</td>
+        </tr>
+        <tr>
+          <th>199</th>
+          <td>44.0</td>
+          <td>200</td>
+          <td>48.866417</td>
+        </tr>
+        <tr>
+          <th>200</th>
+          <td>44.0</td>
+          <td>200</td>
+          <td>48.866417</td>
+        </tr>
+        <tr>
+          <th>201</th>
+          <td>43.7</td>
+          <td>202</td>
+          <td>48.571393</td>
+        </tr>
+        <tr>
+          <th>202</th>
+          <td>43.5</td>
+          <td>203</td>
+          <td>48.423881</td>
+        </tr>
+        <tr>
+          <th>203</th>
+          <td>43.4</td>
+          <td>204</td>
+          <td>48.276369</td>
+        </tr>
+        <tr>
+          <th>204</th>
+          <td>43.3</td>
+          <td>205</td>
+          <td>48.128857</td>
+        </tr>
+        <tr>
+          <th>205</th>
+          <td>43.2</td>
+          <td>206</td>
+          <td>47.981345</td>
+        </tr>
+        <tr>
+          <th>206</th>
+          <td>43.1</td>
+          <td>207</td>
+          <td>47.833833</td>
+        </tr>
+        <tr>
+          <th>207</th>
+          <td>43.1</td>
+          <td>207</td>
+          <td>47.833833</td>
+        </tr>
+        <tr>
+          <th>208</th>
+          <td>43.1</td>
+          <td>207</td>
+          <td>47.833833</td>
+        </tr>
+        <tr>
+          <th>209</th>
+          <td>42.9</td>
+          <td>210</td>
+          <td>47.391297</td>
+        </tr>
+        <tr>
+          <th>210</th>
+          <td>42.8</td>
+          <td>211</td>
+          <td>47.243784</td>
+        </tr>
+        <tr>
+          <th>211</th>
+          <td>42.7</td>
+          <td>212</td>
+          <td>47.096272</td>
+        </tr>
+        <tr>
+          <th>212</th>
+          <td>42.7</td>
+          <td>212</td>
+          <td>47.096272</td>
+        </tr>
+        <tr>
+          <th>213</th>
+          <td>42.1</td>
+          <td>214</td>
+          <td>46.801248</td>
+        </tr>
+        <tr>
+          <th>214</th>
+          <td>42.0</td>
+          <td>215</td>
+          <td>46.653736</td>
+        </tr>
+        <tr>
+          <th>215</th>
+          <td>42.0</td>
+          <td>215</td>
+          <td>46.653736</td>
+        </tr>
+        <tr>
+          <th>216</th>
+          <td>41.4</td>
+          <td>217</td>
+          <td>46.358712</td>
+        </tr>
+        <tr>
+          <th>217</th>
+          <td>41.4</td>
+          <td>217</td>
+          <td>46.358712</td>
+        </tr>
+        <tr>
+          <th>218</th>
+          <td>41.3</td>
+          <td>219</td>
+          <td>46.063688</td>
+        </tr>
+        <tr>
+          <th>219</th>
+          <td>41.3</td>
+          <td>219</td>
+          <td>46.063688</td>
+        </tr>
+        <tr>
+          <th>220</th>
+          <td>41.3</td>
+          <td>219</td>
+          <td>46.063688</td>
+        </tr>
+        <tr>
+          <th>221</th>
+          <td>41.2</td>
+          <td>222</td>
+          <td>45.621152</td>
+        </tr>
+        <tr>
+          <th>222</th>
+          <td>40.9</td>
+          <td>223</td>
+          <td>45.473639</td>
+        </tr>
+        <tr>
+          <th>223</th>
+          <td>40.7</td>
+          <td>224</td>
+          <td>45.326127</td>
+        </tr>
+        <tr>
+          <th>224</th>
+          <td>40.7</td>
+          <td>224</td>
+          <td>45.326127</td>
+        </tr>
+        <tr>
+          <th>225</th>
+          <td>40.4</td>
+          <td>225</td>
+          <td>45.178615</td>
+        </tr>
+        <tr>
+          <th>226</th>
+          <td>40.1</td>
+          <td>226</td>
+          <td>45.031103</td>
+        </tr>
+        <tr>
+          <th>227</th>
+          <td>40.0</td>
+          <td>227</td>
+          <td>44.883591</td>
+        </tr>
+        <tr>
+          <th>228</th>
+          <td>40.0</td>
+          <td>227</td>
+          <td>44.883591</td>
+        </tr>
+        <tr>
+          <th>229</th>
+          <td>40.0</td>
+          <td>227</td>
+          <td>44.883591</td>
+        </tr>
+        <tr>
+          <th>230</th>
+          <td>39.9</td>
+          <td>230</td>
+          <td>44.441055</td>
+        </tr>
+        <tr>
+          <th>231</th>
+          <td>39.8</td>
+          <td>231</td>
+          <td>44.293543</td>
+        </tr>
+        <tr>
+          <th>232</th>
+          <td>39.8</td>
+          <td>231</td>
+          <td>44.293543</td>
+        </tr>
+        <tr>
+          <th>233</th>
+          <td>39.7</td>
+          <td>233</td>
+          <td>43.998519</td>
+        </tr>
+        <tr>
+          <th>234</th>
+          <td>39.6</td>
+          <td>234</td>
+          <td>43.851007</td>
+        </tr>
+        <tr>
+          <th>235</th>
+          <td>39.6</td>
+          <td>234</td>
+          <td>43.851007</td>
+        </tr>
+        <tr>
+          <th>236</th>
+          <td>39.6</td>
+          <td>234</td>
+          <td>43.851007</td>
+        </tr>
+        <tr>
+          <th>237</th>
+          <td>39.5</td>
+          <td>237</td>
+          <td>43.408470</td>
+        </tr>
+        <tr>
+          <th>238</th>
+          <td>39.2</td>
+          <td>238</td>
+          <td>43.260958</td>
+        </tr>
+        <tr>
+          <th>239</th>
+          <td>39.0</td>
+          <td>239</td>
+          <td>43.113446</td>
+        </tr>
+        <tr>
+          <th>240</th>
+          <td>39.0</td>
+          <td>239</td>
+          <td>43.113446</td>
+        </tr>
+        <tr>
+          <th>241</th>
+          <td>39.0</td>
+          <td>239</td>
+          <td>43.113446</td>
+        </tr>
+        <tr>
+          <th>242</th>
+          <td>38.9</td>
+          <td>242</td>
+          <td>42.670910</td>
+        </tr>
+        <tr>
+          <th>243</th>
+          <td>38.8</td>
+          <td>243</td>
+          <td>42.523398</td>
+        </tr>
+        <tr>
+          <th>244</th>
+          <td>38.7</td>
+          <td>244</td>
+          <td>42.375886</td>
+        </tr>
+        <tr>
+          <th>245</th>
+          <td>38.5</td>
+          <td>245</td>
+          <td>42.228374</td>
+        </tr>
+        <tr>
+          <th>246</th>
+          <td>38.4</td>
+          <td>246</td>
+          <td>42.080862</td>
+        </tr>
+        <tr>
+          <th>247</th>
+          <td>38.3</td>
+          <td>247</td>
+          <td>41.933350</td>
+        </tr>
+        <tr>
+          <th>248</th>
+          <td>38.3</td>
+          <td>247</td>
+          <td>41.933350</td>
+        </tr>
+        <tr>
+          <th>249</th>
+          <td>37.8</td>
+          <td>250</td>
+          <td>41.490813</td>
+        </tr>
+        <tr>
+          <th>250</th>
+          <td>37.6</td>
+          <td>251</td>
+          <td>41.343301</td>
+        </tr>
+        <tr>
+          <th>251</th>
+          <td>37.6</td>
+          <td>251</td>
+          <td>41.343301</td>
+        </tr>
+        <tr>
+          <th>252</th>
+          <td>37.5</td>
+          <td>253</td>
+          <td>41.048277</td>
+        </tr>
+        <tr>
+          <th>253</th>
+          <td>37.5</td>
+          <td>253</td>
+          <td>41.048277</td>
+        </tr>
+        <tr>
+          <th>254</th>
+          <td>37.5</td>
+          <td>253</td>
+          <td>41.048277</td>
+        </tr>
+        <tr>
+          <th>255</th>
+          <td>37.3</td>
+          <td>256</td>
+          <td>40.605741</td>
+        </tr>
+        <tr>
+          <th>256</th>
+          <td>37.2</td>
+          <td>257</td>
+          <td>40.458229</td>
+        </tr>
+        <tr>
+          <th>257</th>
+          <td>37.2</td>
+          <td>257</td>
+          <td>40.458229</td>
+        </tr>
+        <tr>
+          <th>258</th>
+          <td>37.1</td>
+          <td>259</td>
+          <td>40.163205</td>
+        </tr>
+        <tr>
+          <th>259</th>
+          <td>37.0</td>
+          <td>260</td>
+          <td>40.015693</td>
+        </tr>
+        <tr>
+          <th>260</th>
+          <td>36.9</td>
+          <td>261</td>
+          <td>39.868180</td>
+        </tr>
+        <tr>
+          <th>261</th>
+          <td>36.8</td>
+          <td>262</td>
+          <td>39.720668</td>
+        </tr>
+        <tr>
+          <th>262</th>
+          <td>36.8</td>
+          <td>262</td>
+          <td>39.720668</td>
+        </tr>
+        <tr>
+          <th>263</th>
+          <td>36.8</td>
+          <td>262</td>
+          <td>39.720668</td>
+        </tr>
+        <tr>
+          <th>264</th>
+          <td>36.7</td>
+          <td>265</td>
+          <td>39.278132</td>
+        </tr>
+        <tr>
+          <th>265</th>
+          <td>36.6</td>
+          <td>266</td>
+          <td>39.130620</td>
+        </tr>
+        <tr>
+          <th>266</th>
+          <td>36.6</td>
+          <td>266</td>
+          <td>39.130620</td>
+        </tr>
+        <tr>
+          <th>267</th>
+          <td>36.5</td>
+          <td>268</td>
+          <td>38.835596</td>
+        </tr>
+        <tr>
+          <th>268</th>
+          <td>36.5</td>
+          <td>268</td>
+          <td>38.835596</td>
+        </tr>
+        <tr>
+          <th>269</th>
+          <td>36.3</td>
+          <td>270</td>
+          <td>38.540572</td>
+        </tr>
+        <tr>
+          <th>270</th>
+          <td>36.1</td>
+          <td>271</td>
+          <td>38.393060</td>
+        </tr>
+        <tr>
+          <th>271</th>
+          <td>36.1</td>
+          <td>271</td>
+          <td>38.393060</td>
+        </tr>
+        <tr>
+          <th>272</th>
+          <td>36.1</td>
+          <td>271</td>
+          <td>38.393060</td>
+        </tr>
+        <tr>
+          <th>273</th>
+          <td>35.9</td>
+          <td>274</td>
+          <td>37.950523</td>
+        </tr>
+        <tr>
+          <th>274</th>
+          <td>35.9</td>
+          <td>274</td>
+          <td>37.950523</td>
+        </tr>
+        <tr>
+          <th>275</th>
+          <td>35.8</td>
+          <td>276</td>
+          <td>37.655499</td>
+        </tr>
+        <tr>
+          <th>276</th>
+          <td>35.7</td>
+          <td>277</td>
+          <td>37.507987</td>
+        </tr>
+        <tr>
+          <th>277</th>
+          <td>35.7</td>
+          <td>277</td>
+          <td>37.507987</td>
+        </tr>
+        <tr>
+          <th>278</th>
+          <td>35.6</td>
+          <td>279</td>
+          <td>37.212963</td>
+        </tr>
+        <tr>
+          <th>279</th>
+          <td>35.4</td>
+          <td>280</td>
+          <td>37.065451</td>
+        </tr>
+        <tr>
+          <th>280</th>
+          <td>35.2</td>
+          <td>281</td>
+          <td>36.917939</td>
+        </tr>
+        <tr>
+          <th>281</th>
+          <td>35.2</td>
+          <td>281</td>
+          <td>36.917939</td>
+        </tr>
+        <tr>
+          <th>282</th>
+          <td>35.2</td>
+          <td>281</td>
+          <td>36.917939</td>
+        </tr>
+        <tr>
+          <th>283</th>
+          <td>35.1</td>
+          <td>284</td>
+          <td>36.475403</td>
+        </tr>
+        <tr>
+          <th>284</th>
+          <td>35.0</td>
+          <td>285</td>
+          <td>36.327891</td>
+        </tr>
+        <tr>
+          <th>285</th>
+          <td>35.0</td>
+          <td>285</td>
+          <td>36.327891</td>
+        </tr>
+        <tr>
+          <th>286</th>
+          <td>34.9</td>
+          <td>287</td>
+          <td>36.032866</td>
+        </tr>
+        <tr>
+          <th>287</th>
+          <td>34.9</td>
+          <td>287</td>
+          <td>36.032866</td>
+        </tr>
+        <tr>
+          <th>288</th>
+          <td>34.9</td>
+          <td>287</td>
+          <td>36.032866</td>
+        </tr>
+        <tr>
+          <th>289</th>
+          <td>34.9</td>
+          <td>287</td>
+          <td>36.032866</td>
+        </tr>
+        <tr>
+          <th>290</th>
+          <td>34.8</td>
+          <td>291</td>
+          <td>35.442818</td>
+        </tr>
+        <tr>
+          <th>291</th>
+          <td>34.8</td>
+          <td>291</td>
+          <td>35.442818</td>
+        </tr>
+        <tr>
+          <th>292</th>
+          <td>34.8</td>
+          <td>291</td>
+          <td>35.442818</td>
+        </tr>
+        <tr>
+          <th>293</th>
+          <td>34.8</td>
+          <td>291</td>
+          <td>35.442818</td>
+        </tr>
+        <tr>
+          <th>294</th>
+          <td>34.8</td>
+          <td>291</td>
+          <td>35.442818</td>
+        </tr>
+        <tr>
+          <th>295</th>
+          <td>34.7</td>
+          <td>296</td>
+          <td>34.705258</td>
+        </tr>
+        <tr>
+          <th>296</th>
+          <td>34.7</td>
+          <td>296</td>
+          <td>34.705258</td>
+        </tr>
+        <tr>
+          <th>297</th>
+          <td>34.6</td>
+          <td>298</td>
+          <td>34.410234</td>
+        </tr>
+        <tr>
+          <th>298</th>
+          <td>34.6</td>
+          <td>298</td>
+          <td>34.410234</td>
+        </tr>
+        <tr>
+          <th>299</th>
+          <td>34.5</td>
+          <td>300</td>
+          <td>34.115209</td>
+        </tr>
+        <tr>
+          <th>300</th>
+          <td>34.4</td>
+          <td>301</td>
+          <td>33.967697</td>
+        </tr>
+        <tr>
+          <th>301</th>
+          <td>34.3</td>
+          <td>302</td>
+          <td>33.820185</td>
+        </tr>
+        <tr>
+          <th>302</th>
+          <td>34.3</td>
+          <td>302</td>
+          <td>33.820185</td>
+        </tr>
+        <tr>
+          <th>303</th>
+          <td>34.3</td>
+          <td>302</td>
+          <td>33.820185</td>
+        </tr>
+        <tr>
+          <th>304</th>
+          <td>34.2</td>
+          <td>305</td>
+          <td>33.377649</td>
+        </tr>
+        <tr>
+          <th>305</th>
+          <td>34.2</td>
+          <td>305</td>
+          <td>33.377649</td>
+        </tr>
+        <tr>
+          <th>306</th>
+          <td>34.1</td>
+          <td>307</td>
+          <td>33.082625</td>
+        </tr>
+        <tr>
+          <th>307</th>
+          <td>34.0</td>
+          <td>308</td>
+          <td>32.935113</td>
+        </tr>
+        <tr>
+          <th>308</th>
+          <td>33.9</td>
+          <td>309</td>
+          <td>32.787601</td>
+        </tr>
+        <tr>
+          <th>309</th>
+          <td>33.7</td>
+          <td>310</td>
+          <td>32.640089</td>
+        </tr>
+        <tr>
+          <th>310</th>
+          <td>33.6</td>
+          <td>311</td>
+          <td>32.492576</td>
+        </tr>
+        <tr>
+          <th>311</th>
+          <td>33.5</td>
+          <td>312</td>
+          <td>32.345064</td>
+        </tr>
+        <tr>
+          <th>312</th>
+          <td>33.5</td>
+          <td>312</td>
+          <td>32.345064</td>
+        </tr>
+        <tr>
+          <th>313</th>
+          <td>33.4</td>
+          <td>314</td>
+          <td>32.050040</td>
+        </tr>
+        <tr>
+          <th>314</th>
+          <td>33.4</td>
+          <td>314</td>
+          <td>32.050040</td>
+        </tr>
+        <tr>
+          <th>315</th>
+          <td>33.4</td>
+          <td>314</td>
+          <td>32.050040</td>
+        </tr>
+        <tr>
+          <th>316</th>
+          <td>33.4</td>
+          <td>314</td>
+          <td>32.050040</td>
+        </tr>
+        <tr>
+          <th>317</th>
+          <td>33.4</td>
+          <td>314</td>
+          <td>32.050040</td>
+        </tr>
+        <tr>
+          <th>318</th>
+          <td>33.3</td>
+          <td>319</td>
+          <td>31.312480</td>
+        </tr>
+        <tr>
+          <th>319</th>
+          <td>33.2</td>
+          <td>320</td>
+          <td>31.164968</td>
+        </tr>
+        <tr>
+          <th>320</th>
+          <td>33.2</td>
+          <td>320</td>
+          <td>31.164968</td>
+        </tr>
+        <tr>
+          <th>321</th>
+          <td>33.1</td>
+          <td>322</td>
+          <td>30.869944</td>
+        </tr>
+        <tr>
+          <th>322</th>
+          <td>33.1</td>
+          <td>322</td>
+          <td>30.869944</td>
+        </tr>
+        <tr>
+          <th>323</th>
+          <td>33.0</td>
+          <td>324</td>
+          <td>30.574919</td>
+        </tr>
+        <tr>
+          <th>324</th>
+          <td>33.0</td>
+          <td>324</td>
+          <td>30.574919</td>
+        </tr>
+        <tr>
+          <th>325</th>
+          <td>32.9</td>
+          <td>326</td>
+          <td>30.279895</td>
+        </tr>
+        <tr>
+          <th>326</th>
+          <td>32.7</td>
+          <td>327</td>
+          <td>30.132383</td>
+        </tr>
+        <tr>
+          <th>327</th>
+          <td>32.6</td>
+          <td>328</td>
+          <td>29.984871</td>
+        </tr>
+        <tr>
+          <th>328</th>
+          <td>32.4</td>
+          <td>329</td>
+          <td>29.837359</td>
+        </tr>
+        <tr>
+          <th>329</th>
+          <td>32.4</td>
+          <td>329</td>
+          <td>29.837359</td>
+        </tr>
+        <tr>
+          <th>330</th>
+          <td>32.3</td>
+          <td>331</td>
+          <td>29.542335</td>
+        </tr>
+        <tr>
+          <th>331</th>
+          <td>32.3</td>
+          <td>331</td>
+          <td>29.542335</td>
+        </tr>
+        <tr>
+          <th>332</th>
+          <td>32.3</td>
+          <td>331</td>
+          <td>29.542335</td>
+        </tr>
+        <tr>
+          <th>333</th>
+          <td>32.2</td>
+          <td>334</td>
+          <td>29.099799</td>
+        </tr>
+        <tr>
+          <th>334</th>
+          <td>32.1</td>
+          <td>335</td>
+          <td>28.952287</td>
+        </tr>
+        <tr>
+          <th>335</th>
+          <td>32.0</td>
+          <td>336</td>
+          <td>28.804774</td>
+        </tr>
+        <tr>
+          <th>336</th>
+          <td>32.0</td>
+          <td>336</td>
+          <td>28.804774</td>
+        </tr>
+        <tr>
+          <th>337</th>
+          <td>31.9</td>
+          <td>338</td>
+          <td>28.509750</td>
+        </tr>
+        <tr>
+          <th>338</th>
+          <td>31.9</td>
+          <td>338</td>
+          <td>28.509750</td>
+        </tr>
+        <tr>
+          <th>339</th>
+          <td>31.8</td>
+          <td>340</td>
+          <td>28.214726</td>
+        </tr>
+        <tr>
+          <th>340</th>
+          <td>31.8</td>
+          <td>340</td>
+          <td>28.214726</td>
+        </tr>
+        <tr>
+          <th>341</th>
+          <td>31.8</td>
+          <td>340</td>
+          <td>28.214726</td>
+        </tr>
+        <tr>
+          <th>342</th>
+          <td>31.8</td>
+          <td>340</td>
+          <td>28.214726</td>
+        </tr>
+        <tr>
+          <th>343</th>
+          <td>31.7</td>
+          <td>344</td>
+          <td>27.624678</td>
+        </tr>
+        <tr>
+          <th>344</th>
+          <td>31.7</td>
+          <td>344</td>
+          <td>27.624678</td>
+        </tr>
+        <tr>
+          <th>345</th>
+          <td>31.6</td>
+          <td>346</td>
+          <td>27.329654</td>
+        </tr>
+        <tr>
+          <th>346</th>
+          <td>31.3</td>
+          <td>347</td>
+          <td>27.182142</td>
+        </tr>
+        <tr>
+          <th>347</th>
+          <td>31.2</td>
+          <td>348</td>
+          <td>27.034630</td>
+        </tr>
+        <tr>
+          <th>348</th>
+          <td>31.1</td>
+          <td>349</td>
+          <td>26.887117</td>
+        </tr>
+        <tr>
+          <th>349</th>
+          <td>31.1</td>
+          <td>349</td>
+          <td>26.887117</td>
+        </tr>
+        <tr>
+          <th>350</th>
+          <td>31.0</td>
+          <td>351</td>
+          <td>26.592093</td>
+        </tr>
+        <tr>
+          <th>351</th>
+          <td>31.0</td>
+          <td>351</td>
+          <td>26.592093</td>
+        </tr>
+        <tr>
+          <th>352</th>
+          <td>30.9</td>
+          <td>353</td>
+          <td>26.297069</td>
+        </tr>
+        <tr>
+          <th>353</th>
+          <td>30.9</td>
+          <td>353</td>
+          <td>26.297069</td>
+        </tr>
+        <tr>
+          <th>354</th>
+          <td>30.8</td>
+          <td>355</td>
+          <td>26.002045</td>
+        </tr>
+        <tr>
+          <th>355</th>
+          <td>30.7</td>
+          <td>356</td>
+          <td>25.854533</td>
+        </tr>
+        <tr>
+          <th>356</th>
+          <td>30.7</td>
+          <td>356</td>
+          <td>25.854533</td>
+        </tr>
+        <tr>
+          <th>357</th>
+          <td>30.6</td>
+          <td>358</td>
+          <td>25.559509</td>
+        </tr>
+        <tr>
+          <th>358</th>
+          <td>30.5</td>
+          <td>359</td>
+          <td>25.411997</td>
+        </tr>
+        <tr>
+          <th>359</th>
+          <td>30.5</td>
+          <td>359</td>
+          <td>25.411997</td>
+        </tr>
+        <tr>
+          <th>360</th>
+          <td>30.5</td>
+          <td>359</td>
+          <td>25.411997</td>
+        </tr>
+        <tr>
+          <th>361</th>
+          <td>30.5</td>
+          <td>359</td>
+          <td>25.411997</td>
+        </tr>
+        <tr>
+          <th>362</th>
+          <td>30.5</td>
+          <td>359</td>
+          <td>25.411997</td>
+        </tr>
+        <tr>
+          <th>363</th>
+          <td>30.4</td>
+          <td>364</td>
+          <td>24.674436</td>
+        </tr>
+        <tr>
+          <th>364</th>
+          <td>30.4</td>
+          <td>364</td>
+          <td>24.674436</td>
+        </tr>
+        <tr>
+          <th>365</th>
+          <td>30.3</td>
+          <td>366</td>
+          <td>24.379412</td>
+        </tr>
+        <tr>
+          <th>366</th>
+          <td>30.2</td>
+          <td>367</td>
+          <td>24.231900</td>
+        </tr>
+        <tr>
+          <th>367</th>
+          <td>29.8</td>
+          <td>368</td>
+          <td>24.084388</td>
+        </tr>
+        <tr>
+          <th>368</th>
+          <td>29.8</td>
+          <td>368</td>
+          <td>24.084388</td>
+        </tr>
+        <tr>
+          <th>369</th>
+          <td>29.7</td>
+          <td>370</td>
+          <td>23.789364</td>
+        </tr>
+        <tr>
+          <th>370</th>
+          <td>29.6</td>
+          <td>371</td>
+          <td>23.641852</td>
+        </tr>
+        <tr>
+          <th>371</th>
+          <td>29.6</td>
+          <td>371</td>
+          <td>23.641852</td>
+        </tr>
+        <tr>
+          <th>372</th>
+          <td>29.4</td>
+          <td>372</td>
+          <td>23.494340</td>
+        </tr>
+        <tr>
+          <th>373</th>
+          <td>29.4</td>
+          <td>372</td>
+          <td>23.494340</td>
+        </tr>
+        <tr>
+          <th>374</th>
+          <td>29.3</td>
+          <td>374</td>
+          <td>23.199315</td>
+        </tr>
+        <tr>
+          <th>375</th>
+          <td>29.2</td>
+          <td>375</td>
+          <td>23.051803</td>
+        </tr>
+        <tr>
+          <th>376</th>
+          <td>29.1</td>
+          <td>376</td>
+          <td>22.904291</td>
+        </tr>
+        <tr>
+          <th>377</th>
+          <td>29.0</td>
+          <td>377</td>
+          <td>22.756779</td>
+        </tr>
+        <tr>
+          <th>378</th>
+          <td>29.0</td>
+          <td>377</td>
+          <td>22.756779</td>
+        </tr>
+        <tr>
+          <th>379</th>
+          <td>28.9</td>
+          <td>379</td>
+          <td>22.461755</td>
+        </tr>
+        <tr>
+          <th>380</th>
+          <td>28.9</td>
+          <td>379</td>
+          <td>22.461755</td>
+        </tr>
+        <tr>
+          <th>381</th>
+          <td>28.9</td>
+          <td>379</td>
+          <td>22.461755</td>
+        </tr>
+        <tr>
+          <th>382</th>
+          <td>28.9</td>
+          <td>379</td>
+          <td>22.461755</td>
+        </tr>
+        <tr>
+          <th>383</th>
+          <td>28.8</td>
+          <td>383</td>
+          <td>21.871707</td>
+        </tr>
+        <tr>
+          <th>384</th>
+          <td>28.8</td>
+          <td>383</td>
+          <td>21.871707</td>
+        </tr>
+        <tr>
+          <th>385</th>
+          <td>28.8</td>
+          <td>383</td>
+          <td>21.871707</td>
+        </tr>
+        <tr>
+          <th>386</th>
+          <td>28.8</td>
+          <td>383</td>
+          <td>21.871707</td>
+        </tr>
+        <tr>
+          <th>387</th>
+          <td>28.7</td>
+          <td>387</td>
+          <td>21.281658</td>
+        </tr>
+        <tr>
+          <th>388</th>
+          <td>28.7</td>
+          <td>387</td>
+          <td>21.281658</td>
+        </tr>
+        <tr>
+          <th>389</th>
+          <td>28.6</td>
+          <td>389</td>
+          <td>20.986634</td>
+        </tr>
+        <tr>
+          <th>390</th>
+          <td>28.6</td>
+          <td>389</td>
+          <td>20.986634</td>
+        </tr>
+        <tr>
+          <th>391</th>
+          <td>28.6</td>
+          <td>389</td>
+          <td>20.986634</td>
+        </tr>
+        <tr>
+          <th>392</th>
+          <td>28.5</td>
+          <td>392</td>
+          <td>20.544098</td>
+        </tr>
+        <tr>
+          <th>393</th>
+          <td>28.5</td>
+          <td>392</td>
+          <td>20.544098</td>
+        </tr>
+        <tr>
+          <th>394</th>
+          <td>28.5</td>
+          <td>392</td>
+          <td>20.544098</td>
+        </tr>
+        <tr>
+          <th>395</th>
+          <td>28.4</td>
+          <td>395</td>
+          <td>20.101562</td>
+        </tr>
+        <tr>
+          <th>396</th>
+          <td>28.4</td>
+          <td>395</td>
+          <td>20.101562</td>
+        </tr>
+        <tr>
+          <th>397</th>
+          <td>28.4</td>
+          <td>395</td>
+          <td>20.101562</td>
+        </tr>
+        <tr>
+          <th>398</th>
+          <td>28.3</td>
+          <td>398</td>
+          <td>19.659026</td>
+        </tr>
+        <tr>
+          <th>399</th>
+          <td>28.3</td>
+          <td>398</td>
+          <td>19.659026</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 18</h1>
+    <table border="1" class="dataframe" data-question="18">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>inverse_overall_score</th>
+          <th>rank</th>
+          <th>fit</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>0.010000</td>
+          <td>1</td>
+          <td>0.010503</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>0.010163</td>
+          <td>2</td>
+          <td>0.010566</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>0.010267</td>
+          <td>3</td>
+          <td>0.010629</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>0.010288</td>
+          <td>4</td>
+          <td>0.010691</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>0.010320</td>
+          <td>5</td>
+          <td>0.010754</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>0.010428</td>
+          <td>6</td>
+          <td>0.010817</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>0.010526</td>
+          <td>7</td>
+          <td>0.010879</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>0.010549</td>
+          <td>8</td>
+          <td>0.010942</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>0.010627</td>
+          <td>9</td>
+          <td>0.011005</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>0.010870</td>
+          <td>10</td>
+          <td>0.011068</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>0.010893</td>
+          <td>11</td>
+          <td>0.011130</td>
+        </tr>
+        <tr>
+          <th>11</th>
+          <td>0.010893</td>
+          <td>11</td>
+          <td>0.011130</td>
+        </tr>
+        <tr>
+          <th>12</th>
+          <td>0.011001</td>
+          <td>13</td>
+          <td>0.011256</td>
+        </tr>
+        <tr>
+          <th>13</th>
+          <td>0.011198</td>
+          <td>14</td>
+          <td>0.011318</td>
+        </tr>
+        <tr>
+          <th>14</th>
+          <td>0.011249</td>
+          <td>15</td>
+          <td>0.011381</td>
+        </tr>
+        <tr>
+          <th>15</th>
+          <td>0.011287</td>
+          <td>16</td>
+          <td>0.011444</td>
+        </tr>
+        <tr>
+          <th>16</th>
+          <td>0.011403</td>
+          <td>17</td>
+          <td>0.011507</td>
+        </tr>
+        <tr>
+          <th>17</th>
+          <td>0.011442</td>
+          <td>18</td>
+          <td>0.011569</td>
+        </tr>
+        <tr>
+          <th>18</th>
+          <td>0.011442</td>
+          <td>18</td>
+          <td>0.011569</td>
+        </tr>
+        <tr>
+          <th>19</th>
+          <td>0.011601</td>
+          <td>20</td>
+          <td>0.011695</td>
+        </tr>
+        <tr>
+          <th>20</th>
+          <td>0.011628</td>
+          <td>21</td>
+          <td>0.011758</td>
+        </tr>
+        <tr>
+          <th>21</th>
+          <td>0.011862</td>
+          <td>22</td>
+          <td>0.011820</td>
+        </tr>
+        <tr>
+          <th>22</th>
+          <td>0.011862</td>
+          <td>22</td>
+          <td>0.011820</td>
+        </tr>
+        <tr>
+          <th>23</th>
+          <td>0.011919</td>
+          <td>24</td>
+          <td>0.011946</td>
+        </tr>
+        <tr>
+          <th>24</th>
+          <td>0.011933</td>
+          <td>25</td>
+          <td>0.012008</td>
+        </tr>
+        <tr>
+          <th>25</th>
+          <td>0.011933</td>
+          <td>25</td>
+          <td>0.012008</td>
+        </tr>
+        <tr>
+          <th>26</th>
+          <td>0.012092</td>
+          <td>27</td>
+          <td>0.012134</td>
+        </tr>
+        <tr>
+          <th>27</th>
+          <td>0.012107</td>
+          <td>28</td>
+          <td>0.012197</td>
+        </tr>
+        <tr>
+          <th>28</th>
+          <td>0.012180</td>
+          <td>29</td>
+          <td>0.012259</td>
+        </tr>
+        <tr>
+          <th>29</th>
+          <td>0.012180</td>
+          <td>29</td>
+          <td>0.012259</td>
+        </tr>
+        <tr>
+          <th>30</th>
+          <td>0.012270</td>
+          <td>31</td>
+          <td>0.012385</td>
+        </tr>
+        <tr>
+          <th>31</th>
+          <td>0.012407</td>
+          <td>32</td>
+          <td>0.012447</td>
+        </tr>
+        <tr>
+          <th>32</th>
+          <td>0.012422</td>
+          <td>33</td>
+          <td>0.012510</td>
+        </tr>
+        <tr>
+          <th>33</th>
+          <td>0.012422</td>
+          <td>33</td>
+          <td>0.012510</td>
+        </tr>
+        <tr>
+          <th>34</th>
+          <td>0.012438</td>
+          <td>35</td>
+          <td>0.012636</td>
+        </tr>
+        <tr>
+          <th>35</th>
+          <td>0.012438</td>
+          <td>35</td>
+          <td>0.012636</td>
+        </tr>
+        <tr>
+          <th>36</th>
+          <td>0.012563</td>
+          <td>37</td>
+          <td>0.012761</td>
+        </tr>
+        <tr>
+          <th>37</th>
+          <td>0.012579</td>
+          <td>38</td>
+          <td>0.012824</td>
+        </tr>
+        <tr>
+          <th>38</th>
+          <td>0.012690</td>
+          <td>39</td>
+          <td>0.012886</td>
+        </tr>
+        <tr>
+          <th>39</th>
+          <td>0.012723</td>
+          <td>40</td>
+          <td>0.012949</td>
+        </tr>
+        <tr>
+          <th>40</th>
+          <td>0.012837</td>
+          <td>41</td>
+          <td>0.013012</td>
+        </tr>
+        <tr>
+          <th>41</th>
+          <td>0.012853</td>
+          <td>42</td>
+          <td>0.013075</td>
+        </tr>
+        <tr>
+          <th>42</th>
+          <td>0.012970</td>
+          <td>43</td>
+          <td>0.013137</td>
+        </tr>
+        <tr>
+          <th>43</th>
+          <td>0.012987</td>
+          <td>44</td>
+          <td>0.013200</td>
+        </tr>
+        <tr>
+          <th>44</th>
+          <td>0.013055</td>
+          <td>45</td>
+          <td>0.013263</td>
+        </tr>
+        <tr>
+          <th>45</th>
+          <td>0.013175</td>
+          <td>46</td>
+          <td>0.013325</td>
+        </tr>
+        <tr>
+          <th>46</th>
+          <td>0.013210</td>
+          <td>47</td>
+          <td>0.013388</td>
+        </tr>
+        <tr>
+          <th>47</th>
+          <td>0.013369</td>
+          <td>48</td>
+          <td>0.013451</td>
+        </tr>
+        <tr>
+          <th>48</th>
+          <td>0.013423</td>
+          <td>49</td>
+          <td>0.013514</td>
+        </tr>
+        <tr>
+          <th>49</th>
+          <td>0.013477</td>
+          <td>50</td>
+          <td>0.013576</td>
+        </tr>
+        <tr>
+          <th>50</th>
+          <td>0.013495</td>
+          <td>51</td>
+          <td>0.013639</td>
+        </tr>
+        <tr>
+          <th>51</th>
+          <td>0.013587</td>
+          <td>52</td>
+          <td>0.013702</td>
+        </tr>
+        <tr>
+          <th>52</th>
+          <td>0.013624</td>
+          <td>53</td>
+          <td>0.013764</td>
+        </tr>
+        <tr>
+          <th>53</th>
+          <td>0.013812</td>
+          <td>54</td>
+          <td>0.013827</td>
+        </tr>
+        <tr>
+          <th>54</th>
+          <td>0.013831</td>
+          <td>55</td>
+          <td>0.013890</td>
+        </tr>
+        <tr>
+          <th>55</th>
+          <td>0.013928</td>
+          <td>56</td>
+          <td>0.013953</td>
+        </tr>
+        <tr>
+          <th>56</th>
+          <td>0.013986</td>
+          <td>57</td>
+          <td>0.014015</td>
+        </tr>
+        <tr>
+          <th>57</th>
+          <td>0.014104</td>
+          <td>58</td>
+          <td>0.014078</td>
+        </tr>
+        <tr>
+          <th>58</th>
+          <td>0.014104</td>
+          <td>58</td>
+          <td>0.014078</td>
+        </tr>
+        <tr>
+          <th>59</th>
+          <td>0.014184</td>
+          <td>60</td>
+          <td>0.014203</td>
+        </tr>
+        <tr>
+          <th>60</th>
+          <td>0.014184</td>
+          <td>60</td>
+          <td>0.014203</td>
+        </tr>
+        <tr>
+          <th>61</th>
+          <td>0.014205</td>
+          <td>62</td>
+          <td>0.014329</td>
+        </tr>
+        <tr>
+          <th>62</th>
+          <td>0.014368</td>
+          <td>63</td>
+          <td>0.014392</td>
+        </tr>
+        <tr>
+          <th>63</th>
+          <td>0.014493</td>
+          <td>64</td>
+          <td>0.014454</td>
+        </tr>
+        <tr>
+          <th>64</th>
+          <td>0.014577</td>
+          <td>65</td>
+          <td>0.014517</td>
+        </tr>
+        <tr>
+          <th>65</th>
+          <td>0.014620</td>
+          <td>66</td>
+          <td>0.014580</td>
+        </tr>
+        <tr>
+          <th>66</th>
+          <td>0.014663</td>
+          <td>67</td>
+          <td>0.014643</td>
+        </tr>
+        <tr>
+          <th>67</th>
+          <td>0.014728</td>
+          <td>68</td>
+          <td>0.014705</td>
+        </tr>
+        <tr>
+          <th>68</th>
+          <td>0.014859</td>
+          <td>69</td>
+          <td>0.014768</td>
+        </tr>
+        <tr>
+          <th>69</th>
+          <td>0.014903</td>
+          <td>70</td>
+          <td>0.014831</td>
+        </tr>
+        <tr>
+          <th>70</th>
+          <td>0.015038</td>
+          <td>71</td>
+          <td>0.014893</td>
+        </tr>
+        <tr>
+          <th>71</th>
+          <td>0.015106</td>
+          <td>72</td>
+          <td>0.014956</td>
+        </tr>
+        <tr>
+          <th>72</th>
+          <td>0.015152</td>
+          <td>74</td>
+          <td>0.015082</td>
+        </tr>
+        <tr>
+          <th>73</th>
+          <td>0.015175</td>
+          <td>75</td>
+          <td>0.015144</td>
+        </tr>
+        <tr>
+          <th>74</th>
+          <td>0.015198</td>
+          <td>76</td>
+          <td>0.015207</td>
+        </tr>
+        <tr>
+          <th>75</th>
+          <td>0.015408</td>
+          <td>77</td>
+          <td>0.015270</td>
+        </tr>
+        <tr>
+          <th>76</th>
+          <td>0.015576</td>
+          <td>78</td>
+          <td>0.015332</td>
+        </tr>
+        <tr>
+          <th>77</th>
+          <td>0.015576</td>
+          <td>78</td>
+          <td>0.015332</td>
+        </tr>
+        <tr>
+          <th>78</th>
+          <td>0.015601</td>
+          <td>80</td>
+          <td>0.015458</td>
+        </tr>
+        <tr>
+          <th>79</th>
+          <td>0.015625</td>
+          <td>81</td>
+          <td>0.015521</td>
+        </tr>
+        <tr>
+          <th>80</th>
+          <td>0.015674</td>
+          <td>81</td>
+          <td>0.015521</td>
+        </tr>
+        <tr>
+          <th>81</th>
+          <td>0.015699</td>
+          <td>82</td>
+          <td>0.015583</td>
+        </tr>
+        <tr>
+          <th>82</th>
+          <td>0.015773</td>
+          <td>83</td>
+          <td>0.015646</td>
+        </tr>
+        <tr>
+          <th>83</th>
+          <td>0.015773</td>
+          <td>83</td>
+          <td>0.015646</td>
+        </tr>
+        <tr>
+          <th>84</th>
+          <td>0.015823</td>
+          <td>84</td>
+          <td>0.015709</td>
+        </tr>
+        <tr>
+          <th>85</th>
+          <td>0.015848</td>
+          <td>85</td>
+          <td>0.015771</td>
+        </tr>
+        <tr>
+          <th>86</th>
+          <td>0.015898</td>
+          <td>86</td>
+          <td>0.015834</td>
+        </tr>
+        <tr>
+          <th>87</th>
+          <td>0.015974</td>
+          <td>87</td>
+          <td>0.015897</td>
+        </tr>
+        <tr>
+          <th>88</th>
+          <td>0.016051</td>
+          <td>89</td>
+          <td>0.016022</td>
+        </tr>
+        <tr>
+          <th>89</th>
+          <td>0.016077</td>
+          <td>90</td>
+          <td>0.016085</td>
+        </tr>
+        <tr>
+          <th>90</th>
+          <td>0.016155</td>
+          <td>91</td>
+          <td>0.016148</td>
+        </tr>
+        <tr>
+          <th>91</th>
+          <td>0.016181</td>
+          <td>92</td>
+          <td>0.016210</td>
+        </tr>
+        <tr>
+          <th>92</th>
+          <td>0.016207</td>
+          <td>93</td>
+          <td>0.016273</td>
+        </tr>
+        <tr>
+          <th>93</th>
+          <td>0.016207</td>
+          <td>93</td>
+          <td>0.016273</td>
+        </tr>
+        <tr>
+          <th>94</th>
+          <td>0.016393</td>
+          <td>95</td>
+          <td>0.016399</td>
+        </tr>
+        <tr>
+          <th>95</th>
+          <td>0.016447</td>
+          <td>96</td>
+          <td>0.016461</td>
+        </tr>
+        <tr>
+          <th>96</th>
+          <td>0.016502</td>
+          <td>97</td>
+          <td>0.016524</td>
+        </tr>
+        <tr>
+          <th>97</th>
+          <td>0.016529</td>
+          <td>98</td>
+          <td>0.016587</td>
+        </tr>
+        <tr>
+          <th>98</th>
+          <td>0.016529</td>
+          <td>98</td>
+          <td>0.016587</td>
+        </tr>
+        <tr>
+          <th>99</th>
+          <td>0.016694</td>
+          <td>100</td>
+          <td>0.016712</td>
+        </tr>
+        <tr>
+          <th>100</th>
+          <td>0.016807</td>
+          <td>101</td>
+          <td>0.016775</td>
+        </tr>
+        <tr>
+          <th>101</th>
+          <td>0.016978</td>
+          <td>102</td>
+          <td>0.016838</td>
+        </tr>
+        <tr>
+          <th>102</th>
+          <td>0.017007</td>
+          <td>103</td>
+          <td>0.016900</td>
+        </tr>
+        <tr>
+          <th>103</th>
+          <td>0.017036</td>
+          <td>104</td>
+          <td>0.016963</td>
+        </tr>
+        <tr>
+          <th>104</th>
+          <td>0.017036</td>
+          <td>104</td>
+          <td>0.016963</td>
+        </tr>
+        <tr>
+          <th>105</th>
+          <td>0.017065</td>
+          <td>106</td>
+          <td>0.017088</td>
+        </tr>
+        <tr>
+          <th>106</th>
+          <td>0.017123</td>
+          <td>107</td>
+          <td>0.017151</td>
+        </tr>
+        <tr>
+          <th>107</th>
+          <td>0.017153</td>
+          <td>108</td>
+          <td>0.017214</td>
+        </tr>
+        <tr>
+          <th>108</th>
+          <td>0.017153</td>
+          <td>108</td>
+          <td>0.017214</td>
+        </tr>
+        <tr>
+          <th>109</th>
+          <td>0.017212</td>
+          <td>110</td>
+          <td>0.017339</td>
+        </tr>
+        <tr>
+          <th>110</th>
+          <td>0.017301</td>
+          <td>111</td>
+          <td>0.017402</td>
+        </tr>
+        <tr>
+          <th>111</th>
+          <td>0.017422</td>
+          <td>112</td>
+          <td>0.017465</td>
+        </tr>
+        <tr>
+          <th>112</th>
+          <td>0.017452</td>
+          <td>113</td>
+          <td>0.017528</td>
+        </tr>
+        <tr>
+          <th>113</th>
+          <td>0.017825</td>
+          <td>114</td>
+          <td>0.017590</td>
+        </tr>
+        <tr>
+          <th>114</th>
+          <td>0.017921</td>
+          <td>115</td>
+          <td>0.017653</td>
+        </tr>
+        <tr>
+          <th>115</th>
+          <td>0.018018</td>
+          <td>116</td>
+          <td>0.017716</td>
+        </tr>
+        <tr>
+          <th>116</th>
+          <td>0.018018</td>
+          <td>116</td>
+          <td>0.017716</td>
+        </tr>
+        <tr>
+          <th>117</th>
+          <td>0.018051</td>
+          <td>118</td>
+          <td>0.017841</td>
+        </tr>
+        <tr>
+          <th>118</th>
+          <td>0.018282</td>
+          <td>119</td>
+          <td>0.017904</td>
+        </tr>
+        <tr>
+          <th>119</th>
+          <td>0.018349</td>
+          <td>120</td>
+          <td>0.017967</td>
+        </tr>
+        <tr>
+          <th>120</th>
+          <td>0.018349</td>
+          <td>120</td>
+          <td>0.017967</td>
+        </tr>
+        <tr>
+          <th>121</th>
+          <td>0.018349</td>
+          <td>120</td>
+          <td>0.017967</td>
+        </tr>
+        <tr>
+          <th>122</th>
+          <td>0.018416</td>
+          <td>123</td>
+          <td>0.018155</td>
+        </tr>
+        <tr>
+          <th>123</th>
+          <td>0.018450</td>
+          <td>124</td>
+          <td>0.018217</td>
+        </tr>
+        <tr>
+          <th>124</th>
+          <td>0.018519</td>
+          <td>125</td>
+          <td>0.018280</td>
+        </tr>
+        <tr>
+          <th>125</th>
+          <td>0.018519</td>
+          <td>125</td>
+          <td>0.018280</td>
+        </tr>
+        <tr>
+          <th>126</th>
+          <td>0.018553</td>
+          <td>126</td>
+          <td>0.018343</td>
+        </tr>
+        <tr>
+          <th>127</th>
+          <td>0.018727</td>
+          <td>127</td>
+          <td>0.018406</td>
+        </tr>
+        <tr>
+          <th>128</th>
+          <td>0.018797</td>
+          <td>128</td>
+          <td>0.018468</td>
+        </tr>
+        <tr>
+          <th>129</th>
+          <td>0.018832</td>
+          <td>129</td>
+          <td>0.018531</td>
+        </tr>
+        <tr>
+          <th>130</th>
+          <td>0.018868</td>
+          <td>130</td>
+          <td>0.018594</td>
+        </tr>
+        <tr>
+          <th>131</th>
+          <td>0.018868</td>
+          <td>130</td>
+          <td>0.018594</td>
+        </tr>
+        <tr>
+          <th>132</th>
+          <td>0.018904</td>
+          <td>132</td>
+          <td>0.018719</td>
+        </tr>
+        <tr>
+          <th>133</th>
+          <td>0.018904</td>
+          <td>132</td>
+          <td>0.018719</td>
+        </tr>
+        <tr>
+          <th>134</th>
+          <td>0.019084</td>
+          <td>134</td>
+          <td>0.018845</td>
+        </tr>
+        <tr>
+          <th>135</th>
+          <td>0.019120</td>
+          <td>135</td>
+          <td>0.018907</td>
+        </tr>
+        <tr>
+          <th>136</th>
+          <td>0.019194</td>
+          <td>136</td>
+          <td>0.018970</td>
+        </tr>
+        <tr>
+          <th>137</th>
+          <td>0.019231</td>
+          <td>137</td>
+          <td>0.019033</td>
+        </tr>
+        <tr>
+          <th>138</th>
+          <td>0.019268</td>
+          <td>138</td>
+          <td>0.019095</td>
+        </tr>
+        <tr>
+          <th>139</th>
+          <td>0.019455</td>
+          <td>139</td>
+          <td>0.019158</td>
+        </tr>
+        <tr>
+          <th>140</th>
+          <td>0.019531</td>
+          <td>140</td>
+          <td>0.019221</td>
+        </tr>
+        <tr>
+          <th>141</th>
+          <td>0.019531</td>
+          <td>140</td>
+          <td>0.019221</td>
+        </tr>
+        <tr>
+          <th>142</th>
+          <td>0.019531</td>
+          <td>140</td>
+          <td>0.019221</td>
+        </tr>
+        <tr>
+          <th>143</th>
+          <td>0.019569</td>
+          <td>144</td>
+          <td>0.019472</td>
+        </tr>
+        <tr>
+          <th>144</th>
+          <td>0.019608</td>
+          <td>145</td>
+          <td>0.019534</td>
+        </tr>
+        <tr>
+          <th>145</th>
+          <td>0.019646</td>
+          <td>146</td>
+          <td>0.019597</td>
+        </tr>
+        <tr>
+          <th>146</th>
+          <td>0.019763</td>
+          <td>147</td>
+          <td>0.019660</td>
+        </tr>
+        <tr>
+          <th>147</th>
+          <td>0.019802</td>
+          <td>148</td>
+          <td>0.019723</td>
+        </tr>
+        <tr>
+          <th>148</th>
+          <td>0.019841</td>
+          <td>149</td>
+          <td>0.019785</td>
+        </tr>
+        <tr>
+          <th>149</th>
+          <td>0.019881</td>
+          <td>150</td>
+          <td>0.019848</td>
+        </tr>
+        <tr>
+          <th>150</th>
+          <td>0.020000</td>
+          <td>151</td>
+          <td>0.019911</td>
+        </tr>
+        <tr>
+          <th>151</th>
+          <td>0.020243</td>
+          <td>152</td>
+          <td>0.019973</td>
+        </tr>
+        <tr>
+          <th>152</th>
+          <td>0.020325</td>
+          <td>153</td>
+          <td>0.020036</td>
+        </tr>
+        <tr>
+          <th>153</th>
+          <td>0.020408</td>
+          <td>154</td>
+          <td>0.020099</td>
+        </tr>
+        <tr>
+          <th>154</th>
+          <td>0.020408</td>
+          <td>154</td>
+          <td>0.020099</td>
+        </tr>
+        <tr>
+          <th>155</th>
+          <td>0.020576</td>
+          <td>156</td>
+          <td>0.020224</td>
+        </tr>
+        <tr>
+          <th>156</th>
+          <td>0.020576</td>
+          <td>156</td>
+          <td>0.020224</td>
+        </tr>
+        <tr>
+          <th>157</th>
+          <td>0.020619</td>
+          <td>158</td>
+          <td>0.020350</td>
+        </tr>
+        <tr>
+          <th>158</th>
+          <td>0.020661</td>
+          <td>159</td>
+          <td>0.020413</td>
+        </tr>
+        <tr>
+          <th>159</th>
+          <td>0.020704</td>
+          <td>160</td>
+          <td>0.020475</td>
+        </tr>
+        <tr>
+          <th>160</th>
+          <td>0.020704</td>
+          <td>160</td>
+          <td>0.020475</td>
+        </tr>
+        <tr>
+          <th>161</th>
+          <td>0.020747</td>
+          <td>162</td>
+          <td>0.020601</td>
+        </tr>
+        <tr>
+          <th>162</th>
+          <td>0.020790</td>
+          <td>163</td>
+          <td>0.020663</td>
+        </tr>
+        <tr>
+          <th>163</th>
+          <td>0.020790</td>
+          <td>163</td>
+          <td>0.020663</td>
+        </tr>
+        <tr>
+          <th>164</th>
+          <td>0.020877</td>
+          <td>165</td>
+          <td>0.020789</td>
+        </tr>
+        <tr>
+          <th>165</th>
+          <td>0.020877</td>
+          <td>165</td>
+          <td>0.020789</td>
+        </tr>
+        <tr>
+          <th>166</th>
+          <td>0.020921</td>
+          <td>167</td>
+          <td>0.020914</td>
+        </tr>
+        <tr>
+          <th>167</th>
+          <td>0.020964</td>
+          <td>167</td>
+          <td>0.020914</td>
+        </tr>
+        <tr>
+          <th>168</th>
+          <td>0.020964</td>
+          <td>167</td>
+          <td>0.020914</td>
+        </tr>
+        <tr>
+          <th>169</th>
+          <td>0.021142</td>
+          <td>169</td>
+          <td>0.021040</td>
+        </tr>
+        <tr>
+          <th>170</th>
+          <td>0.021142</td>
+          <td>169</td>
+          <td>0.021040</td>
+        </tr>
+        <tr>
+          <th>171</th>
+          <td>0.021142</td>
+          <td>170</td>
+          <td>0.021102</td>
+        </tr>
+        <tr>
+          <th>172</th>
+          <td>0.021277</td>
+          <td>172</td>
+          <td>0.021228</td>
+        </tr>
+        <tr>
+          <th>173</th>
+          <td>0.021368</td>
+          <td>173</td>
+          <td>0.021291</td>
+        </tr>
+        <tr>
+          <th>174</th>
+          <td>0.021368</td>
+          <td>173</td>
+          <td>0.021291</td>
+        </tr>
+        <tr>
+          <th>175</th>
+          <td>0.021368</td>
+          <td>173</td>
+          <td>0.021291</td>
+        </tr>
+        <tr>
+          <th>176</th>
+          <td>0.021413</td>
+          <td>176</td>
+          <td>0.021479</td>
+        </tr>
+        <tr>
+          <th>177</th>
+          <td>0.021459</td>
+          <td>177</td>
+          <td>0.021541</td>
+        </tr>
+        <tr>
+          <th>178</th>
+          <td>0.021459</td>
+          <td>177</td>
+          <td>0.021541</td>
+        </tr>
+        <tr>
+          <th>179</th>
+          <td>0.021552</td>
+          <td>179</td>
+          <td>0.021667</td>
+        </tr>
+        <tr>
+          <th>180</th>
+          <td>0.021598</td>
+          <td>181</td>
+          <td>0.021792</td>
+        </tr>
+        <tr>
+          <th>181</th>
+          <td>0.021645</td>
+          <td>182</td>
+          <td>0.021855</td>
+        </tr>
+        <tr>
+          <th>182</th>
+          <td>0.021692</td>
+          <td>183</td>
+          <td>0.021918</td>
+        </tr>
+        <tr>
+          <th>183</th>
+          <td>0.021786</td>
+          <td>184</td>
+          <td>0.021980</td>
+        </tr>
+        <tr>
+          <th>184</th>
+          <td>0.021930</td>
+          <td>185</td>
+          <td>0.022043</td>
+        </tr>
+        <tr>
+          <th>185</th>
+          <td>0.022124</td>
+          <td>186</td>
+          <td>0.022106</td>
+        </tr>
+        <tr>
+          <th>186</th>
+          <td>0.022124</td>
+          <td>186</td>
+          <td>0.022106</td>
+        </tr>
+        <tr>
+          <th>187</th>
+          <td>0.022173</td>
+          <td>188</td>
+          <td>0.022231</td>
+        </tr>
+        <tr>
+          <th>188</th>
+          <td>0.022222</td>
+          <td>189</td>
+          <td>0.022294</td>
+        </tr>
+        <tr>
+          <th>189</th>
+          <td>0.022222</td>
+          <td>189</td>
+          <td>0.022294</td>
+        </tr>
+        <tr>
+          <th>190</th>
+          <td>0.022321</td>
+          <td>191</td>
+          <td>0.022419</td>
+        </tr>
+        <tr>
+          <th>191</th>
+          <td>0.022371</td>
+          <td>192</td>
+          <td>0.022482</td>
+        </tr>
+        <tr>
+          <th>192</th>
+          <td>0.022371</td>
+          <td>192</td>
+          <td>0.022482</td>
+        </tr>
+        <tr>
+          <th>193</th>
+          <td>0.022422</td>
+          <td>194</td>
+          <td>0.022608</td>
+        </tr>
+        <tr>
+          <th>194</th>
+          <td>0.022472</td>
+          <td>195</td>
+          <td>0.022670</td>
+        </tr>
+        <tr>
+          <th>195</th>
+          <td>0.022624</td>
+          <td>197</td>
+          <td>0.022796</td>
+        </tr>
+        <tr>
+          <th>196</th>
+          <td>0.022676</td>
+          <td>198</td>
+          <td>0.022858</td>
+        </tr>
+        <tr>
+          <th>197</th>
+          <td>0.022676</td>
+          <td>198</td>
+          <td>0.022858</td>
+        </tr>
+        <tr>
+          <th>198</th>
+          <td>0.022727</td>
+          <td>200</td>
+          <td>0.022984</td>
+        </tr>
+        <tr>
+          <th>199</th>
+          <td>0.022727</td>
+          <td>200</td>
+          <td>0.022984</td>
+        </tr>
+        <tr>
+          <th>200</th>
+          <td>0.022727</td>
+          <td>200</td>
+          <td>0.022984</td>
+        </tr>
+        <tr>
+          <th>201</th>
+          <td>0.022883</td>
+          <td>202</td>
+          <td>0.023109</td>
+        </tr>
+        <tr>
+          <th>202</th>
+          <td>0.022989</td>
+          <td>203</td>
+          <td>0.023172</td>
+        </tr>
+        <tr>
+          <th>203</th>
+          <td>0.023041</td>
+          <td>204</td>
+          <td>0.023235</td>
+        </tr>
+        <tr>
+          <th>204</th>
+          <td>0.023095</td>
+          <td>205</td>
+          <td>0.023298</td>
+        </tr>
+        <tr>
+          <th>205</th>
+          <td>0.023148</td>
+          <td>206</td>
+          <td>0.023360</td>
+        </tr>
+        <tr>
+          <th>206</th>
+          <td>0.023202</td>
+          <td>207</td>
+          <td>0.023423</td>
+        </tr>
+        <tr>
+          <th>207</th>
+          <td>0.023202</td>
+          <td>207</td>
+          <td>0.023423</td>
+        </tr>
+        <tr>
+          <th>208</th>
+          <td>0.023202</td>
+          <td>207</td>
+          <td>0.023423</td>
+        </tr>
+        <tr>
+          <th>209</th>
+          <td>0.023310</td>
+          <td>210</td>
+          <td>0.023611</td>
+        </tr>
+        <tr>
+          <th>210</th>
+          <td>0.023364</td>
+          <td>211</td>
+          <td>0.023674</td>
+        </tr>
+        <tr>
+          <th>211</th>
+          <td>0.023419</td>
+          <td>212</td>
+          <td>0.023737</td>
+        </tr>
+        <tr>
+          <th>212</th>
+          <td>0.023419</td>
+          <td>212</td>
+          <td>0.023737</td>
+        </tr>
+        <tr>
+          <th>213</th>
+          <td>0.023753</td>
+          <td>214</td>
+          <td>0.023862</td>
+        </tr>
+        <tr>
+          <th>214</th>
+          <td>0.023810</td>
+          <td>215</td>
+          <td>0.023925</td>
+        </tr>
+        <tr>
+          <th>215</th>
+          <td>0.023810</td>
+          <td>215</td>
+          <td>0.023925</td>
+        </tr>
+        <tr>
+          <th>216</th>
+          <td>0.024155</td>
+          <td>217</td>
+          <td>0.024050</td>
+        </tr>
+        <tr>
+          <th>217</th>
+          <td>0.024155</td>
+          <td>217</td>
+          <td>0.024050</td>
+        </tr>
+        <tr>
+          <th>218</th>
+          <td>0.024213</td>
+          <td>219</td>
+          <td>0.024176</td>
+        </tr>
+        <tr>
+          <th>219</th>
+          <td>0.024213</td>
+          <td>219</td>
+          <td>0.024176</td>
+        </tr>
+        <tr>
+          <th>220</th>
+          <td>0.024213</td>
+          <td>219</td>
+          <td>0.024176</td>
+        </tr>
+        <tr>
+          <th>221</th>
+          <td>0.024272</td>
+          <td>222</td>
+          <td>0.024364</td>
+        </tr>
+        <tr>
+          <th>222</th>
+          <td>0.024450</td>
+          <td>223</td>
+          <td>0.024426</td>
+        </tr>
+        <tr>
+          <th>223</th>
+          <td>0.024570</td>
+          <td>224</td>
+          <td>0.024489</td>
+        </tr>
+        <tr>
+          <th>224</th>
+          <td>0.024570</td>
+          <td>224</td>
+          <td>0.024489</td>
+        </tr>
+        <tr>
+          <th>225</th>
+          <td>0.024752</td>
+          <td>225</td>
+          <td>0.024552</td>
+        </tr>
+        <tr>
+          <th>226</th>
+          <td>0.024938</td>
+          <td>226</td>
+          <td>0.024615</td>
+        </tr>
+        <tr>
+          <th>227</th>
+          <td>0.025000</td>
+          <td>227</td>
+          <td>0.024677</td>
+        </tr>
+        <tr>
+          <th>228</th>
+          <td>0.025000</td>
+          <td>227</td>
+          <td>0.024677</td>
+        </tr>
+        <tr>
+          <th>229</th>
+          <td>0.025000</td>
+          <td>227</td>
+          <td>0.024677</td>
+        </tr>
+        <tr>
+          <th>230</th>
+          <td>0.025063</td>
+          <td>230</td>
+          <td>0.024865</td>
+        </tr>
+        <tr>
+          <th>231</th>
+          <td>0.025126</td>
+          <td>231</td>
+          <td>0.024928</td>
+        </tr>
+        <tr>
+          <th>232</th>
+          <td>0.025126</td>
+          <td>231</td>
+          <td>0.024928</td>
+        </tr>
+        <tr>
+          <th>233</th>
+          <td>0.025189</td>
+          <td>233</td>
+          <td>0.025054</td>
+        </tr>
+        <tr>
+          <th>234</th>
+          <td>0.025253</td>
+          <td>234</td>
+          <td>0.025116</td>
+        </tr>
+        <tr>
+          <th>235</th>
+          <td>0.025253</td>
+          <td>234</td>
+          <td>0.025116</td>
+        </tr>
+        <tr>
+          <th>236</th>
+          <td>0.025253</td>
+          <td>234</td>
+          <td>0.025116</td>
+        </tr>
+        <tr>
+          <th>237</th>
+          <td>0.025316</td>
+          <td>237</td>
+          <td>0.025304</td>
+        </tr>
+        <tr>
+          <th>238</th>
+          <td>0.025510</td>
+          <td>238</td>
+          <td>0.025367</td>
+        </tr>
+        <tr>
+          <th>239</th>
+          <td>0.025641</td>
+          <td>239</td>
+          <td>0.025430</td>
+        </tr>
+        <tr>
+          <th>240</th>
+          <td>0.025641</td>
+          <td>239</td>
+          <td>0.025430</td>
+        </tr>
+        <tr>
+          <th>241</th>
+          <td>0.025641</td>
+          <td>239</td>
+          <td>0.025430</td>
+        </tr>
+        <tr>
+          <th>242</th>
+          <td>0.025707</td>
+          <td>242</td>
+          <td>0.025618</td>
+        </tr>
+        <tr>
+          <th>243</th>
+          <td>0.025773</td>
+          <td>243</td>
+          <td>0.025681</td>
+        </tr>
+        <tr>
+          <th>244</th>
+          <td>0.025840</td>
+          <td>244</td>
+          <td>0.025743</td>
+        </tr>
+        <tr>
+          <th>245</th>
+          <td>0.025974</td>
+          <td>245</td>
+          <td>0.025806</td>
+        </tr>
+        <tr>
+          <th>246</th>
+          <td>0.026042</td>
+          <td>246</td>
+          <td>0.025869</td>
+        </tr>
+        <tr>
+          <th>247</th>
+          <td>0.026110</td>
+          <td>247</td>
+          <td>0.025932</td>
+        </tr>
+        <tr>
+          <th>248</th>
+          <td>0.026110</td>
+          <td>247</td>
+          <td>0.025932</td>
+        </tr>
+        <tr>
+          <th>249</th>
+          <td>0.026455</td>
+          <td>250</td>
+          <td>0.026120</td>
+        </tr>
+        <tr>
+          <th>250</th>
+          <td>0.026596</td>
+          <td>251</td>
+          <td>0.026183</td>
+        </tr>
+        <tr>
+          <th>251</th>
+          <td>0.026596</td>
+          <td>251</td>
+          <td>0.026183</td>
+        </tr>
+        <tr>
+          <th>252</th>
+          <td>0.026667</td>
+          <td>253</td>
+          <td>0.026308</td>
+        </tr>
+        <tr>
+          <th>253</th>
+          <td>0.026667</td>
+          <td>253</td>
+          <td>0.026308</td>
+        </tr>
+        <tr>
+          <th>254</th>
+          <td>0.026667</td>
+          <td>253</td>
+          <td>0.026308</td>
+        </tr>
+        <tr>
+          <th>255</th>
+          <td>0.026810</td>
+          <td>256</td>
+          <td>0.026496</td>
+        </tr>
+        <tr>
+          <th>256</th>
+          <td>0.026882</td>
+          <td>257</td>
+          <td>0.026559</td>
+        </tr>
+        <tr>
+          <th>257</th>
+          <td>0.026882</td>
+          <td>257</td>
+          <td>0.026559</td>
+        </tr>
+        <tr>
+          <th>258</th>
+          <td>0.026954</td>
+          <td>259</td>
+          <td>0.026684</td>
+        </tr>
+        <tr>
+          <th>259</th>
+          <td>0.027027</td>
+          <td>260</td>
+          <td>0.026747</td>
+        </tr>
+        <tr>
+          <th>260</th>
+          <td>0.027100</td>
+          <td>261</td>
+          <td>0.026810</td>
+        </tr>
+        <tr>
+          <th>261</th>
+          <td>0.027174</td>
+          <td>262</td>
+          <td>0.026872</td>
+        </tr>
+        <tr>
+          <th>262</th>
+          <td>0.027174</td>
+          <td>262</td>
+          <td>0.026872</td>
+        </tr>
+        <tr>
+          <th>263</th>
+          <td>0.027174</td>
+          <td>262</td>
+          <td>0.026872</td>
+        </tr>
+        <tr>
+          <th>264</th>
+          <td>0.027248</td>
+          <td>265</td>
+          <td>0.027061</td>
+        </tr>
+        <tr>
+          <th>265</th>
+          <td>0.027322</td>
+          <td>266</td>
+          <td>0.027123</td>
+        </tr>
+        <tr>
+          <th>266</th>
+          <td>0.027322</td>
+          <td>266</td>
+          <td>0.027123</td>
+        </tr>
+        <tr>
+          <th>267</th>
+          <td>0.027397</td>
+          <td>268</td>
+          <td>0.027249</td>
+        </tr>
+        <tr>
+          <th>268</th>
+          <td>0.027397</td>
+          <td>268</td>
+          <td>0.027249</td>
+        </tr>
+        <tr>
+          <th>269</th>
+          <td>0.027548</td>
+          <td>270</td>
+          <td>0.027374</td>
+        </tr>
+        <tr>
+          <th>270</th>
+          <td>0.027701</td>
+          <td>271</td>
+          <td>0.027437</td>
+        </tr>
+        <tr>
+          <th>271</th>
+          <td>0.027701</td>
+          <td>271</td>
+          <td>0.027437</td>
+        </tr>
+        <tr>
+          <th>272</th>
+          <td>0.027701</td>
+          <td>271</td>
+          <td>0.027437</td>
+        </tr>
+        <tr>
+          <th>273</th>
+          <td>0.027855</td>
+          <td>274</td>
+          <td>0.027625</td>
+        </tr>
+        <tr>
+          <th>274</th>
+          <td>0.027855</td>
+          <td>274</td>
+          <td>0.027625</td>
+        </tr>
+        <tr>
+          <th>275</th>
+          <td>0.027933</td>
+          <td>276</td>
+          <td>0.027750</td>
+        </tr>
+        <tr>
+          <th>276</th>
+          <td>0.028011</td>
+          <td>277</td>
+          <td>0.027813</td>
+        </tr>
+        <tr>
+          <th>277</th>
+          <td>0.028011</td>
+          <td>277</td>
+          <td>0.027813</td>
+        </tr>
+        <tr>
+          <th>278</th>
+          <td>0.028090</td>
+          <td>279</td>
+          <td>0.027939</td>
+        </tr>
+        <tr>
+          <th>279</th>
+          <td>0.028249</td>
+          <td>280</td>
+          <td>0.028001</td>
+        </tr>
+        <tr>
+          <th>280</th>
+          <td>0.028409</td>
+          <td>281</td>
+          <td>0.028064</td>
+        </tr>
+        <tr>
+          <th>281</th>
+          <td>0.028409</td>
+          <td>281</td>
+          <td>0.028064</td>
+        </tr>
+        <tr>
+          <th>282</th>
+          <td>0.028409</td>
+          <td>281</td>
+          <td>0.028064</td>
+        </tr>
+        <tr>
+          <th>283</th>
+          <td>0.028490</td>
+          <td>284</td>
+          <td>0.028252</td>
+        </tr>
+        <tr>
+          <th>284</th>
+          <td>0.028571</td>
+          <td>285</td>
+          <td>0.028315</td>
+        </tr>
+        <tr>
+          <th>285</th>
+          <td>0.028571</td>
+          <td>285</td>
+          <td>0.028315</td>
+        </tr>
+        <tr>
+          <th>286</th>
+          <td>0.028653</td>
+          <td>287</td>
+          <td>0.028440</td>
+        </tr>
+        <tr>
+          <th>287</th>
+          <td>0.028653</td>
+          <td>287</td>
+          <td>0.028440</td>
+        </tr>
+        <tr>
+          <th>288</th>
+          <td>0.028653</td>
+          <td>287</td>
+          <td>0.028440</td>
+        </tr>
+        <tr>
+          <th>289</th>
+          <td>0.028653</td>
+          <td>287</td>
+          <td>0.028440</td>
+        </tr>
+        <tr>
+          <th>290</th>
+          <td>0.028736</td>
+          <td>291</td>
+          <td>0.028691</td>
+        </tr>
+        <tr>
+          <th>291</th>
+          <td>0.028736</td>
+          <td>291</td>
+          <td>0.028691</td>
+        </tr>
+        <tr>
+          <th>292</th>
+          <td>0.028736</td>
+          <td>291</td>
+          <td>0.028691</td>
+        </tr>
+        <tr>
+          <th>293</th>
+          <td>0.028736</td>
+          <td>291</td>
+          <td>0.028691</td>
+        </tr>
+        <tr>
+          <th>294</th>
+          <td>0.028736</td>
+          <td>291</td>
+          <td>0.028691</td>
+        </tr>
+        <tr>
+          <th>295</th>
+          <td>0.028818</td>
+          <td>296</td>
+          <td>0.029005</td>
+        </tr>
+        <tr>
+          <th>296</th>
+          <td>0.028818</td>
+          <td>296</td>
+          <td>0.029005</td>
+        </tr>
+        <tr>
+          <th>297</th>
+          <td>0.028902</td>
+          <td>298</td>
+          <td>0.029130</td>
+        </tr>
+        <tr>
+          <th>298</th>
+          <td>0.028902</td>
+          <td>298</td>
+          <td>0.029130</td>
+        </tr>
+        <tr>
+          <th>299</th>
+          <td>0.028986</td>
+          <td>300</td>
+          <td>0.029256</td>
+        </tr>
+        <tr>
+          <th>300</th>
+          <td>0.029070</td>
+          <td>301</td>
+          <td>0.029318</td>
+        </tr>
+        <tr>
+          <th>301</th>
+          <td>0.029155</td>
+          <td>302</td>
+          <td>0.029381</td>
+        </tr>
+        <tr>
+          <th>302</th>
+          <td>0.029155</td>
+          <td>302</td>
+          <td>0.029381</td>
+        </tr>
+        <tr>
+          <th>303</th>
+          <td>0.029155</td>
+          <td>302</td>
+          <td>0.029381</td>
+        </tr>
+        <tr>
+          <th>304</th>
+          <td>0.029240</td>
+          <td>305</td>
+          <td>0.029569</td>
+        </tr>
+        <tr>
+          <th>305</th>
+          <td>0.029240</td>
+          <td>305</td>
+          <td>0.029569</td>
+        </tr>
+        <tr>
+          <th>306</th>
+          <td>0.029326</td>
+          <td>307</td>
+          <td>0.029695</td>
+        </tr>
+        <tr>
+          <th>307</th>
+          <td>0.029412</td>
+          <td>308</td>
+          <td>0.029757</td>
+        </tr>
+        <tr>
+          <th>308</th>
+          <td>0.029499</td>
+          <td>309</td>
+          <td>0.029820</td>
+        </tr>
+        <tr>
+          <th>309</th>
+          <td>0.029674</td>
+          <td>310</td>
+          <td>0.029883</td>
+        </tr>
+        <tr>
+          <th>310</th>
+          <td>0.029762</td>
+          <td>311</td>
+          <td>0.029946</td>
+        </tr>
+        <tr>
+          <th>311</th>
+          <td>0.029851</td>
+          <td>312</td>
+          <td>0.030008</td>
+        </tr>
+        <tr>
+          <th>312</th>
+          <td>0.029851</td>
+          <td>312</td>
+          <td>0.030008</td>
+        </tr>
+        <tr>
+          <th>313</th>
+          <td>0.029940</td>
+          <td>314</td>
+          <td>0.030134</td>
+        </tr>
+        <tr>
+          <th>314</th>
+          <td>0.029940</td>
+          <td>314</td>
+          <td>0.030134</td>
+        </tr>
+        <tr>
+          <th>315</th>
+          <td>0.029940</td>
+          <td>314</td>
+          <td>0.030134</td>
+        </tr>
+        <tr>
+          <th>316</th>
+          <td>0.029940</td>
+          <td>314</td>
+          <td>0.030134</td>
+        </tr>
+        <tr>
+          <th>317</th>
+          <td>0.029940</td>
+          <td>314</td>
+          <td>0.030134</td>
+        </tr>
+        <tr>
+          <th>318</th>
+          <td>0.030030</td>
+          <td>319</td>
+          <td>0.030447</td>
+        </tr>
+        <tr>
+          <th>319</th>
+          <td>0.030120</td>
+          <td>320</td>
+          <td>0.030510</td>
+        </tr>
+        <tr>
+          <th>320</th>
+          <td>0.030120</td>
+          <td>320</td>
+          <td>0.030510</td>
+        </tr>
+        <tr>
+          <th>321</th>
+          <td>0.030211</td>
+          <td>322</td>
+          <td>0.030635</td>
+        </tr>
+        <tr>
+          <th>322</th>
+          <td>0.030211</td>
+          <td>322</td>
+          <td>0.030635</td>
+        </tr>
+        <tr>
+          <th>323</th>
+          <td>0.030303</td>
+          <td>324</td>
+          <td>0.030761</td>
+        </tr>
+        <tr>
+          <th>324</th>
+          <td>0.030303</td>
+          <td>324</td>
+          <td>0.030761</td>
+        </tr>
+        <tr>
+          <th>325</th>
+          <td>0.030395</td>
+          <td>326</td>
+          <td>0.030886</td>
+        </tr>
+        <tr>
+          <th>326</th>
+          <td>0.030581</td>
+          <td>327</td>
+          <td>0.030949</td>
+        </tr>
+        <tr>
+          <th>327</th>
+          <td>0.030675</td>
+          <td>328</td>
+          <td>0.031012</td>
+        </tr>
+        <tr>
+          <th>328</th>
+          <td>0.030864</td>
+          <td>329</td>
+          <td>0.031074</td>
+        </tr>
+        <tr>
+          <th>329</th>
+          <td>0.030864</td>
+          <td>329</td>
+          <td>0.031074</td>
+        </tr>
+        <tr>
+          <th>330</th>
+          <td>0.030960</td>
+          <td>331</td>
+          <td>0.031200</td>
+        </tr>
+        <tr>
+          <th>331</th>
+          <td>0.030960</td>
+          <td>331</td>
+          <td>0.031200</td>
+        </tr>
+        <tr>
+          <th>332</th>
+          <td>0.030960</td>
+          <td>331</td>
+          <td>0.031200</td>
+        </tr>
+        <tr>
+          <th>333</th>
+          <td>0.031056</td>
+          <td>334</td>
+          <td>0.031388</td>
+        </tr>
+        <tr>
+          <th>334</th>
+          <td>0.031153</td>
+          <td>335</td>
+          <td>0.031451</td>
+        </tr>
+        <tr>
+          <th>335</th>
+          <td>0.031250</td>
+          <td>336</td>
+          <td>0.031514</td>
+        </tr>
+        <tr>
+          <th>336</th>
+          <td>0.031250</td>
+          <td>336</td>
+          <td>0.031514</td>
+        </tr>
+        <tr>
+          <th>337</th>
+          <td>0.031348</td>
+          <td>338</td>
+          <td>0.031639</td>
+        </tr>
+        <tr>
+          <th>338</th>
+          <td>0.031348</td>
+          <td>338</td>
+          <td>0.031639</td>
+        </tr>
+        <tr>
+          <th>339</th>
+          <td>0.031447</td>
+          <td>340</td>
+          <td>0.031764</td>
+        </tr>
+        <tr>
+          <th>340</th>
+          <td>0.031447</td>
+          <td>340</td>
+          <td>0.031764</td>
+        </tr>
+        <tr>
+          <th>341</th>
+          <td>0.031447</td>
+          <td>340</td>
+          <td>0.031764</td>
+        </tr>
+        <tr>
+          <th>342</th>
+          <td>0.031447</td>
+          <td>340</td>
+          <td>0.031764</td>
+        </tr>
+        <tr>
+          <th>343</th>
+          <td>0.031546</td>
+          <td>344</td>
+          <td>0.032015</td>
+        </tr>
+        <tr>
+          <th>344</th>
+          <td>0.031546</td>
+          <td>344</td>
+          <td>0.032015</td>
+        </tr>
+        <tr>
+          <th>345</th>
+          <td>0.031646</td>
+          <td>346</td>
+          <td>0.032141</td>
+        </tr>
+        <tr>
+          <th>346</th>
+          <td>0.031949</td>
+          <td>347</td>
+          <td>0.032203</td>
+        </tr>
+        <tr>
+          <th>347</th>
+          <td>0.032051</td>
+          <td>348</td>
+          <td>0.032266</td>
+        </tr>
+        <tr>
+          <th>348</th>
+          <td>0.032154</td>
+          <td>349</td>
+          <td>0.032329</td>
+        </tr>
+        <tr>
+          <th>349</th>
+          <td>0.032154</td>
+          <td>349</td>
+          <td>0.032329</td>
+        </tr>
+        <tr>
+          <th>350</th>
+          <td>0.032258</td>
+          <td>351</td>
+          <td>0.032454</td>
+        </tr>
+        <tr>
+          <th>351</th>
+          <td>0.032258</td>
+          <td>351</td>
+          <td>0.032454</td>
+        </tr>
+        <tr>
+          <th>352</th>
+          <td>0.032362</td>
+          <td>353</td>
+          <td>0.032580</td>
+        </tr>
+        <tr>
+          <th>353</th>
+          <td>0.032362</td>
+          <td>353</td>
+          <td>0.032580</td>
+        </tr>
+        <tr>
+          <th>354</th>
+          <td>0.032468</td>
+          <td>355</td>
+          <td>0.032705</td>
+        </tr>
+        <tr>
+          <th>355</th>
+          <td>0.032573</td>
+          <td>356</td>
+          <td>0.032768</td>
+        </tr>
+        <tr>
+          <th>356</th>
+          <td>0.032573</td>
+          <td>356</td>
+          <td>0.032768</td>
+        </tr>
+        <tr>
+          <th>357</th>
+          <td>0.032680</td>
+          <td>358</td>
+          <td>0.032893</td>
+        </tr>
+        <tr>
+          <th>358</th>
+          <td>0.032787</td>
+          <td>359</td>
+          <td>0.032956</td>
+        </tr>
+        <tr>
+          <th>359</th>
+          <td>0.032787</td>
+          <td>359</td>
+          <td>0.032956</td>
+        </tr>
+        <tr>
+          <th>360</th>
+          <td>0.032787</td>
+          <td>359</td>
+          <td>0.032956</td>
+        </tr>
+        <tr>
+          <th>361</th>
+          <td>0.032787</td>
+          <td>359</td>
+          <td>0.032956</td>
+        </tr>
+        <tr>
+          <th>362</th>
+          <td>0.032787</td>
+          <td>359</td>
+          <td>0.032956</td>
+        </tr>
+        <tr>
+          <th>363</th>
+          <td>0.032895</td>
+          <td>364</td>
+          <td>0.033270</td>
+        </tr>
+        <tr>
+          <th>364</th>
+          <td>0.032895</td>
+          <td>364</td>
+          <td>0.033270</td>
+        </tr>
+        <tr>
+          <th>365</th>
+          <td>0.033003</td>
+          <td>366</td>
+          <td>0.033395</td>
+        </tr>
+        <tr>
+          <th>366</th>
+          <td>0.033113</td>
+          <td>367</td>
+          <td>0.033458</td>
+        </tr>
+        <tr>
+          <th>367</th>
+          <td>0.033557</td>
+          <td>368</td>
+          <td>0.033520</td>
+        </tr>
+        <tr>
+          <th>368</th>
+          <td>0.033557</td>
+          <td>368</td>
+          <td>0.033520</td>
+        </tr>
+        <tr>
+          <th>369</th>
+          <td>0.033670</td>
+          <td>370</td>
+          <td>0.033646</td>
+        </tr>
+        <tr>
+          <th>370</th>
+          <td>0.033784</td>
+          <td>371</td>
+          <td>0.033709</td>
+        </tr>
+        <tr>
+          <th>371</th>
+          <td>0.033784</td>
+          <td>371</td>
+          <td>0.033709</td>
+        </tr>
+        <tr>
+          <th>372</th>
+          <td>0.034014</td>
+          <td>372</td>
+          <td>0.033771</td>
+        </tr>
+        <tr>
+          <th>373</th>
+          <td>0.034014</td>
+          <td>372</td>
+          <td>0.033771</td>
+        </tr>
+        <tr>
+          <th>374</th>
+          <td>0.034130</td>
+          <td>374</td>
+          <td>0.033897</td>
+        </tr>
+        <tr>
+          <th>375</th>
+          <td>0.034247</td>
+          <td>375</td>
+          <td>0.033959</td>
+        </tr>
+        <tr>
+          <th>376</th>
+          <td>0.034364</td>
+          <td>376</td>
+          <td>0.034022</td>
+        </tr>
+        <tr>
+          <th>377</th>
+          <td>0.034483</td>
+          <td>377</td>
+          <td>0.034085</td>
+        </tr>
+        <tr>
+          <th>378</th>
+          <td>0.034483</td>
+          <td>377</td>
+          <td>0.034085</td>
+        </tr>
+        <tr>
+          <th>379</th>
+          <td>0.034602</td>
+          <td>379</td>
+          <td>0.034210</td>
+        </tr>
+        <tr>
+          <th>380</th>
+          <td>0.034602</td>
+          <td>379</td>
+          <td>0.034210</td>
+        </tr>
+        <tr>
+          <th>381</th>
+          <td>0.034602</td>
+          <td>379</td>
+          <td>0.034210</td>
+        </tr>
+        <tr>
+          <th>382</th>
+          <td>0.034602</td>
+          <td>379</td>
+          <td>0.034210</td>
+        </tr>
+        <tr>
+          <th>383</th>
+          <td>0.034722</td>
+          <td>383</td>
+          <td>0.034461</td>
+        </tr>
+        <tr>
+          <th>384</th>
+          <td>0.034722</td>
+          <td>383</td>
+          <td>0.034461</td>
+        </tr>
+        <tr>
+          <th>385</th>
+          <td>0.034722</td>
+          <td>383</td>
+          <td>0.034461</td>
+        </tr>
+        <tr>
+          <th>386</th>
+          <td>0.034722</td>
+          <td>383</td>
+          <td>0.034461</td>
+        </tr>
+        <tr>
+          <th>387</th>
+          <td>0.034843</td>
+          <td>387</td>
+          <td>0.034712</td>
+        </tr>
+        <tr>
+          <th>388</th>
+          <td>0.034843</td>
+          <td>387</td>
+          <td>0.034712</td>
+        </tr>
+        <tr>
+          <th>389</th>
+          <td>0.034965</td>
+          <td>389</td>
+          <td>0.034838</td>
+        </tr>
+        <tr>
+          <th>390</th>
+          <td>0.034965</td>
+          <td>389</td>
+          <td>0.034838</td>
+        </tr>
+        <tr>
+          <th>391</th>
+          <td>0.034965</td>
+          <td>389</td>
+          <td>0.034838</td>
+        </tr>
+        <tr>
+          <th>392</th>
+          <td>0.035088</td>
+          <td>392</td>
+          <td>0.035026</td>
+        </tr>
+        <tr>
+          <th>393</th>
+          <td>0.035088</td>
+          <td>392</td>
+          <td>0.035026</td>
+        </tr>
+        <tr>
+          <th>394</th>
+          <td>0.035088</td>
+          <td>392</td>
+          <td>0.035026</td>
+        </tr>
+        <tr>
+          <th>395</th>
+          <td>0.035211</td>
+          <td>395</td>
+          <td>0.035214</td>
+        </tr>
+        <tr>
+          <th>396</th>
+          <td>0.035211</td>
+          <td>395</td>
+          <td>0.035214</td>
+        </tr>
+        <tr>
+          <th>397</th>
+          <td>0.035211</td>
+          <td>395</td>
+          <td>0.035214</td>
+        </tr>
+        <tr>
+          <th>398</th>
+          <td>0.035336</td>
+          <td>398</td>
+          <td>0.035402</td>
+        </tr>
+        <tr>
+          <th>399</th>
+          <td>0.035336</td>
+          <td>398</td>
+          <td>0.035402</td>
+        </tr>
+      </tbody>
+    </table>
+
+    <h1>Question 20</h1>
+    <table border="1" class="dataframe" data-question="20">
+      <thead>
+        <tr style="text-align: right;">
+          <th></th>
+          <th>country</th>
+          <th>num_of_institutions</th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
+          <th>0</th>
+          <td>United States</td>
+          <td>74</td>
+        </tr>
+        <tr>
+          <th>1</th>
+          <td>United Kingdom</td>
+          <td>45</td>
+        </tr>
+        <tr>
+          <th>2</th>
+          <td>Germany</td>
+          <td>23</td>
+        </tr>
+        <tr>
+          <th>3</th>
+          <td>Australia</td>
+          <td>21</td>
+        </tr>
+        <tr>
+          <th>4</th>
+          <td>Canada</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>5</th>
+          <td>China</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>6</th>
+          <td>France</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>7</th>
+          <td>Japan</td>
+          <td>14</td>
+        </tr>
+        <tr>
+          <th>8</th>
+          <td>Netherlands</td>
+          <td>13</td>
+        </tr>
+        <tr>
+          <th>9</th>
+          <td>Russia</td>
+          <td>13</td>
+        </tr>
+        <tr>
+          <th>10</th>
+          <td>Other</td>
+          <td>155</td>
+        </tr>
+      </tbody>
+    </table>
+  </body>
+<html>
diff --git a/p13/p13_test.py b/p13/p13_test.py
new file mode 100644
index 0000000..dd4e42a
--- /dev/null
+++ b/p13/p13_test.py
@@ -0,0 +1,352 @@
+#!/usr/bin/python
+import os, json, math
+from collections import namedtuple
+import pandas as pd
+import numpy as np
+from bs4 import BeautifulSoup
+
+HTML_TEST_FILE = 'p13_expected.html'
+
+MAX_FILE_SIZE = 500 # units - KB
+REL_TOL = 6e-04  # relative tolerance for floats
+ABS_TOL = 15e-03  # absolute tolerance for floats
+
+PASS = "PASS"
+
+TEXT_FORMAT = "text"  # question type when expected answer is a str, int, float, or bool
+TEXT_FORMAT_NAMEDTUPLE = "text namedtuple"  # question type when expected answer is a namedtuple
+TEXT_FORMAT_UNORDERED_LIST = "text list_unordered"  # question type when the expected answer is a list where the order does *not* matter
+TEXT_FORMAT_ORDERED_LIST = "text list_ordered"  # question type when the expected answer is a list where the order does matter
+TEXT_FORMAT_SPECIAL_ORDERED_LIST = "text list_special_ordered"  # question type when the expected answer is a list where order does matter, but with possible ties. Elements are ordered according to values in special_ordered_json (with ties allowed)
+TEXT_FORMAT_DICT = "text dict"  # question type when the expected answer is a dictionary
+HTML_FORMAT = "html" # question type when the expected answer is a DataFrame
+FILE_JSON_FORMAT = "file json" # question type when the expected answer is a JSON file
+
+def return_expected_json():
+    expected_json =    {"1": (HTML_FORMAT, None),
+                        "2": (HTML_FORMAT, None),
+                        "3": (HTML_FORMAT, None),
+                        "4": (HTML_FORMAT, None),
+                        "5": (HTML_FORMAT, None),
+                        "6": (HTML_FORMAT, None),
+                        "7": (HTML_FORMAT, None),
+                        "8": (HTML_FORMAT, None),
+                        "9": (HTML_FORMAT, None),
+                        "10": (HTML_FORMAT, None),
+                        "11": (TEXT_FORMAT, 0.5213253604130499),
+                        "12": (TEXT_FORMAT, 0.557397228343763),
+                        "13": (HTML_FORMAT, None),
+                        "14": (HTML_FORMAT, None),
+                        "15": (HTML_FORMAT, None),
+                        "16": (HTML_FORMAT, None),
+                        "17": (HTML_FORMAT, None),
+                        "18": (HTML_FORMAT, None),
+                        "19": (TEXT_FORMAT, 56),
+                        "20": (HTML_FORMAT, None)}
+
+    return expected_json
+
+def check_cell(qnum, actual):
+    expected_json = return_expected_json()
+    format, expected = expected_json[qnum[1:]]
+    try:
+        if format == TEXT_FORMAT:
+            return simple_compare(expected, actual)
+        elif format == TEXT_FORMAT_UNORDERED_LIST:
+            return list_compare_unordered(expected, actual)
+        elif format == TEXT_FORMAT_ORDERED_LIST:
+            return list_compare_ordered(expected, actual)
+        elif format == TEXT_FORMAT_DICT:
+            return dict_compare(expected, actual)
+        elif format == TEXT_FORMAT_NAMEDTUPLE:
+            return namedtuple_compare(expected ,actual)
+        elif format == HTML_FORMAT:
+            return check_cell_html(qnum[1:], actual)
+        elif format == FILE_JSON_FORMAT:
+            return check_json(expected, actual)
+        else:
+            if expected != actual:
+                return "expected %s but found %s " % (repr(expected), repr(actual))
+    except:
+        if expected != actual:
+            return "expected %s" % (repr(expected))
+    return PASS
+
+
+
+def simple_compare(expected, actual, complete_msg=True):
+    actual = getattr(actual, "tolist", lambda: actual)()
+    msg = PASS
+    if type(expected) == type:
+        if expected != actual:
+            if type(actual) == type:
+                msg = "expected %s but found %s" % (expected.__name__, actual.__name__)
+            else:
+                msg = "expected %s but found %s" % (expected.__name__, repr(actual))
+    elif type(expected) != type(actual) and not (type(expected) in [float, int] and type(actual) in [float, int]):
+        msg = "expected to find type %s but found type %s" % (type(expected).__name__, type(actual).__name__)
+    elif type(expected) == float:
+        if not math.isclose(actual, expected, rel_tol=REL_TOL, abs_tol=ABS_TOL):
+            msg = "expected %s" % (repr(expected))
+            if complete_msg:
+                msg = msg + " but found %s" % (repr(actual))
+    else:
+        if expected != actual:
+            msg = "expected %s" % (repr(expected))
+            if complete_msg:
+                msg = msg + " but found %s" % (repr(actual))
+    return msg
+
+
+def list_compare_ordered(expected, actual, obj="list"):
+    msg = PASS
+    if type(expected) != type(actual):
+        msg = "expected to find type %s but found type %s" % (type(expected).__name__, type(actual).__name__)
+        return msg
+    for i in range(len(expected)):
+        if i >= len(actual):
+            msg = "expected missing %s in %s" % (repr(expected[i]), obj)
+            break
+        if type(expected[i]) in [int, float, bool, str]:
+            val = simple_compare(expected[i], actual[i])
+        elif type(expected[i]) in [list]:
+            val = list_compare_ordered(expected[i], actual[i], "sub" + obj)
+        elif type(expected[i]) in [dict]:
+            val = dict_compare(expected[i], actual[i])
+        elif type(expected[i]).__name__ in namedtuples:
+            val = namedtuple_compare(expected[i], actual[i])
+        if val != PASS:
+            msg = "at index %d of the %s, " % (i, obj) + val
+            break
+    if len(actual) > len(expected) and msg == PASS:
+        msg = "found unexpected %s in %s" % (repr(actual[len(expected)]), obj)
+    if len(expected) != len(actual):
+        msg = msg + " (found %d entries in %s, but expected %d)" % (len(actual), obj, len(expected))
+
+    if len(expected) > 0 and type(expected[0]) in [int, float, bool, str]:
+        if msg != PASS and list_compare_unordered(expected, actual, obj) == PASS:
+            try:
+                msg = msg + " (%s may not be ordered as required)" % (obj)
+            except:
+                pass
+    return msg
+
+
+def list_compare_helper(larger, smaller):
+    msg = PASS
+    j = 0
+    for i in range(len(larger)):
+        if i == len(smaller):
+            msg = "expected %s" % (repr(larger[i]))
+            break
+        found = False
+        while not found:
+            if j == len(smaller):
+                val = simple_compare(larger[i], smaller[j - 1], False)
+                break
+            val = simple_compare(larger[i], smaller[j], False)
+            j += 1
+            if val == PASS:
+                found = True
+                break
+        if not found:
+            msg = val
+            break
+    return msg
+
+
+def list_compare_unordered(expected, actual, obj="list"):
+    msg = PASS
+    if type(expected) != type(actual):
+        msg = "expected to find type %s but found type %s" % (type(expected).__name__, type(actual).__name__)
+        return msg
+    try:
+        sort_expected = sorted(expected)
+        sort_actual = sorted(actual)
+    except:
+        msg = "unexpected datatype found in %s; expected entries of type %s" % (obj, obj, type(expected[0]).__name__)
+        return msg
+
+    if len(actual) == 0 and len(expected) > 0:
+        msg = "in the %s, missing" % (obj) + expected[0]
+    elif len(actual) > 0 and len(expected) > 0:
+        val = simple_compare(sort_expected[0], sort_actual[0])
+        if val.startswith("expected to find type"):
+            msg = "in the %s, " % (obj) + simple_compare(sort_expected[0], sort_actual[0])
+        else:
+            if len(expected) > len(actual):
+                msg = "in the %s, missing " % (obj) + list_compare_helper(sort_expected, sort_actual)
+            elif len(expected) < len(actual):
+                msg = "in the %s, found un" % (obj) + list_compare_helper(sort_actual, sort_expected)
+            if len(expected) != len(actual):
+                msg = msg + " (found %d entries in %s, but expected %d)" % (len(actual), obj, len(expected))
+                return msg
+            else:
+                val = list_compare_helper(sort_expected, sort_actual)
+                if val != PASS:
+                    msg = "in the %s, missing " % (obj) + val + ", but found un" + list_compare_helper(sort_actual,
+                                                                                               sort_expected)
+    return msg
+
+def list_compare_special_init(expected, special_order):
+    real_expected = []
+    for i in range(len(expected)):
+        if real_expected == [] or special_order[i-1] != special_order[i]:
+            real_expected.append([])
+        real_expected[-1].append(expected[i])
+    return real_expected
+
+
+def list_compare_special(expected, actual, special_order):
+    expected = list_compare_special_init(expected, special_order)
+    msg = PASS
+    expected_list = []
+    for expected_item in expected:
+        expected_list.extend(expected_item)
+    val = list_compare_unordered(expected_list, actual)
+    if val != PASS:
+        msg = val
+    else:
+        i = 0
+        for expected_item in expected:
+            j = len(expected_item)
+            actual_item = actual[i: i + j]
+            val = list_compare_unordered(expected_item, actual_item)
+            if val != PASS:
+                if j == 1:
+                    msg = "at index %d " % (i) + val
+                else:
+                    msg = "between indices %d and %d " % (i, i + j - 1) + val
+                msg = msg + " (list may not be ordered as required)"
+                break
+            i += j
+
+    return msg
+
+
+def dict_compare(expected, actual, obj="dict"):
+    msg = PASS
+    if type(expected) != type(actual):
+        msg = "expected to find type %s but found type %s" % (type(expected).__name__, type(actual).__name__)
+        return msg
+    try:
+        expected_keys = sorted(list(expected.keys()))
+        actual_keys = sorted(list(actual.keys()))
+    except:
+        msg = "unexpected datatype found in keys of dict; expect a dict with keys of type %s" % (
+            type(expected_keys[0]).__name__)
+        return msg
+    val = list_compare_unordered(expected_keys, actual_keys, "dict")
+    if val != PASS:
+        msg = "bad keys in %s: " % (obj) + val
+    if msg == PASS:
+        for key in expected:
+            if expected[key] == None or type(expected[key]) in [int, float, bool, str]:
+                val = simple_compare(expected[key], actual[key])
+            elif type(expected[key]) in [list]:
+                val = list_compare_ordered(expected[key], actual[key], "value")
+            elif type(expected[key]) in [dict]:
+                val = dict_compare(expected[key], actual[key], "sub" + obj)
+            elif type(expected[key]).__name__ in namedtuples:
+                val = namedtuple_compare(expected[key], actual[key])
+            if val != PASS:
+                msg = "incorrect val for key %s in %s: " % (repr(key), obj) + val
+    return msg
+
+def parse_df_html_table(html, question=None):
+    soup = BeautifulSoup(html, 'html.parser')
+
+    if question == None:
+        tables = soup.find_all('table')
+        assert(len(tables) == 1)
+        table = tables[0]
+    else:
+        table = soup.find('table', {"data-question": str(question)})
+
+    rows = []
+    for tr in table.find_all('tr'):
+        rows.append([])
+        for cell in tr.find_all(['td', 'th']):
+            rows[-1].append(cell.get_text())
+
+    cells = {}
+    for r in range(1, len(rows)):
+        for c in range(1, len(rows[0])):
+            rname = rows[r][0]
+            cname = rows[0][c]
+            cells[(rname,cname)] = rows[r][c]
+    return cells
+
+def check_cell_html(qnum, actual):
+    try:
+        actual_cells = parse_df_html_table(actual)
+    except Exception as e:
+        return "expected to find type DataFrame but found type %s instead" % type(actual).__name__
+    try:
+        with open(HTML_TEST_FILE, encoding='utf-8') as f:
+            expected_cells = parse_df_html_table(f.read(), qnum)
+    except Exception as e:
+        return "ERROR! Could not find table in %s. Please make sure you have downloaded %s correctly." % (HTML_TEST_FILE, HTML_TEST_FILE)
+
+    for location, expected in expected_cells.items():
+        location_name = "column {} at index {}".format(location[1], location[0])
+        actual = actual_cells.get(location, None)
+        if actual == None:
+            return "in location %s, expected to find %s" % (location_name, repr(expected))
+        try:
+            actual_ans = float(actual)
+            expected_ans = float(expected)
+            if math.isnan(actual_ans) and math.isnan(expected_ans):
+                continue
+        except Exception as e:
+            actual_ans, expected_ans = actual, expected
+        msg = simple_compare(expected_ans, actual_ans)
+        if msg != PASS:
+            return "in location %s, " % location_name + msg
+    expected_cols = list(set(["column %s" %loc[1] for loc in expected_cells]))
+    actual_cols = list(set(["column %s" %loc[1] for loc in actual_cells]))
+    msg = list_compare_unordered(expected_cols, actual_cols, "DataFrame")
+    if msg != PASS:
+        return msg
+    expected_rows = list(set(["row at index %s" %loc[0] for loc in expected_cells]))
+    actual_rows = list(set(["row at index %s" %loc[0] for loc in actual_cells]))
+    msg = list_compare_unordered(expected_rows, actual_rows, "DataFrame")
+    if msg != PASS:
+        return msg
+    return PASS
+
+
+def check_json(expected, actual):
+    msg = PASS
+    if expected not in os.listdir("."):
+        return "file %s not found" % expected
+    elif actual not in os.listdir("."):
+        return "file %s not found" % actual
+    try:
+        e = open(expected, encoding='utf-8')
+        expected_data = json.load(e)
+        e.close()
+    except json.JSONDecodeError:
+        return "file %s is broken and cannot be parsed; please redownload the file" % expected
+    try:
+        a = open(actual, encoding='utf-8')
+        actual_data = json.load(a)
+        a.close()
+    except json.JSONDecodeError:
+        return "file %s is broken and cannot be parsed" % actual
+    if type(expected_data) == list:
+        msg = list_compare_ordered(expected_data, actual_data, 'file ' + actual)
+    elif type(expected_data) == dict:
+        msg = dict_compare(expected_data, actual_data)
+    return msg
+
+def check(qnum, actual):
+    msg = check_cell(qnum, actual)
+    if msg == PASS:
+        return True
+    print("<b style='color: red;'>ERROR:</b> " + msg)
+
+
+def check_file_size(path):
+    size = os.path.getsize(path)
+    assert size < MAX_FILE_SIZE * 10**3, "Your file is too big to be processed by Gradescope; please delete unnecessary output cells so your file size is < %s KB" % MAX_FILE_SIZE
diff --git a/p13/rubric.md b/p13/rubric.md
new file mode 100644
index 0000000..8a073a0
--- /dev/null
+++ b/p13/rubric.md
@@ -0,0 +1,137 @@
+# Project 13 (P13) grading rubric
+
+## Code reviews
+
+- A TA / grader will be reviewing your code after the deadline.
+- They will make deductions based on the Rubric provided below.
+- To ensure that you don’t lose any points in code review, you must review the rubric and make sure that you have followed the instructions provided in the project correctly.
+
+## Rubric
+
+### General guidelines:
+
+- `import` statements are not mentioned in the required cell at the top of the notebook or used additional import statements beyond those that are stated in the directions (-3)
+- Required outputs not visible/did not save the notebook file prior to running the cell containing "export" (-3)
+
+### Question specific guidelines:
+
+- `bar_plot` (2)
+	- Function does not create correct bar plot (-2)
+
+- `scatter_plot` (2)
+	- Function does not create correct scatter plot (-2)
+
+- `horizontal_bar_plot` (1)
+	- Function does not create correct horizontal bar plot (-1)
+
+- `pie_plot` (1)
+	- Function does not create correct pie plot (-1)
+
+- `get_regression_line` (1)
+	- Function logic is incorrect (-1)
+
+- `regression_line_plot` (1)
+	- Function logic is incorrect (-1)
+
+- `regression_line_plot` (2)
+	- Required function is not used  (-1)
+	- Function does not create correct scatter plot or the correct line plot using `df["fit"]`(-1)
+
+- `conn` (3)
+	- Data structure is defined more than once (-1)
+	- Did not close the connection to `conn` at the end (-2)
+
+- Q1 (3)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-1)
+
+- Q2 (4)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+
+- Q3 (4)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+
+- Q4 (4)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+
+- Q5 (6)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+	- Required function is not used (-1)
+	- Plot is not properly labeled (-1)
+
+- Q6 (6)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+	- Required function is not used (-1)
+	- Plot is not properly labeled (-1)
+
+- Q7 (4)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+
+- Q8 (6)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+	- Required function is not used (-1)
+	- Plot is not properly labeled (-1)
+
+- Q9 (6)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+	- Required function is not used (-1)
+	- Plot is not properly labeled (-1)
+
+- Q10 (6)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+	- Required function is not used (-1)
+	- Plot is not properly labeled (-1)
+
+- Q11 (3)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-1)
+
+- Q12 (3)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-1)
+
+- Q13 (4)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+
+- Q14 (4)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+
+- Q15 (4)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+
+- Q16 (6)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+	- Required function is not used (-1)
+	- Plot is not properly labeled (-1)
+
+- Q17 (6)
+	- Did not use SQL to answer (-2)
+	- Incorrect logic is used to answer (-2)
+	- Required function is not used (-1)
+	- Plot is not properly labeled (-1)
+
+- Q18 (4)
+	- Incorrect logic is used to answer (-2)
+	- Required function is not used (-1)
+	- Plot is not properly labeled (-1)
+
+- Q19 (2)
+	- Incorrect logic is used to answer (-1)
+	- Required function is not used (-1)
+
+- Q20 (2)
+	- Required function is not used (-1)
+	- Plot is not properly labeled (-1)
-- 
GitLab