From a0bfe95a6ac80e8899671b140b2a223bfcc10cbf Mon Sep 17 00:00:00 2001
From: gsingh58 <gurmail-singh@wisc.edu>
Date: Thu, 2 May 2024 02:53:21 -0500
Subject: [PATCH] lec26 updated

---
 .../25-unsupervised-recap/25_dendrogram.ipynb | 638 +++++++++++++++---
 .../25_dendrogram_001.ipynb                   |  78 ++-
 .../25_dendrogram_002.ipynb                   |  78 ++-
 .../26-parallelism/26-parallelism.ipynb       | 453 +++++++++++++
 .../26-parallelism/26-parallelism_001.ipynb   | 301 +++++++++
 .../26-parallelism/26-parallelism_002.ipynb   | 301 +++++++++
 .../26-parallelism/colab_demo.ipynb           | 189 ++++++
 7 files changed, 1923 insertions(+), 115 deletions(-)
 create mode 100644 lecture_material/26-parallelism/26-parallelism.ipynb
 create mode 100644 lecture_material/26-parallelism/26-parallelism_001.ipynb
 create mode 100644 lecture_material/26-parallelism/26-parallelism_002.ipynb
 create mode 100644 lecture_material/26-parallelism/colab_demo.ipynb

diff --git a/lecture_material/25-unsupervised-recap/25_dendrogram.ipynb b/lecture_material/25-unsupervised-recap/25_dendrogram.ipynb
index e84f94e..bc58488 100644
--- a/lecture_material/25-unsupervised-recap/25_dendrogram.ipynb
+++ b/lecture_material/25-unsupervised-recap/25_dendrogram.ipynb
@@ -46,7 +46,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -64,6 +64,29 @@
   {
    "cell_type": "code",
    "execution_count": 3,
+   "id": "64305db8-5c60-424b-ab4d-f9928ed9afd4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 1.18884077, -0.0640573 ],\n",
+       "       [-0.2231132 ,  0.57960296]])"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "km = KMeans(n_clusters=2).fit(df[[\"x\",\"y\"]])\n",
+    "km.cluster_centers_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
    "id": "38e9282f-250c-4456-8170-f89dae3bfd54",
    "metadata": {},
    "outputs": [
@@ -73,13 +96,13 @@
        "<AxesSubplot:xlabel='x', ylabel='y'>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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lQ82DteXYQ/8DpQtrrGOSp2PirwheUCIi0mxpBWppeUrerzURAgfWsyhY0YiISAuiZEjCgi2eyw+jLwIxYKKDFY6IiLQgSoYkTJRS+5RlLyZ2XLCCERGRFkTJkIQF4zqDWluGXOPBdV7Q4hERkZZD6wxJeIi7EorfgPKtgO+oA7GQ/FtM3BUYo9xeQm9tdhZvb1xPnsfDaR07MbFPP+Kj1YUr0pxpNlkdNJus+bC+PGzhc1AyB2w5xJ6PSbgF42wX6tBEAHhyxXIeXboYp3FgsfisJd3ditevnEy7+IRQhycSUTSbTFok40jGkXQPjnbzcaQuwJH8GyVC0mx8l3OAR5cuBsBrfZUbte7Ky+X/vvg8lKGJSB2UDImINIIPN2/CaaqPa/Nay3vfbUSN8CLNV9glQzNmzKBbt27ExsYydOhQPv+89t+4Zs6cycCBA4mPj6dDhw7ceOON5OTkBCna8GetxXo+x5f7EL7cB7Gez7DWV/eJ9bm2dze24J/48v+K9XzRaNcVCYXisjJMgGQIoMzrrWwpEpHmJ6ySoVmzZnH33XfzwAMPsHr1asaOHcv48ePZuXNnwPqLFy/muuuu4+abb+bbb7/ljTfeYMWKFfzkJz8JcuThyVov9vDd2EM3Q/HrUPwG9tBPsIfvwtryE7t20WvY/ediCx6Fwmexh27EHroBa4sbKXqR4BrdOZ1yX/WE3mEMIzp1xukIq49bkYgSVv87H3vsMW6++WZ+8pOf0LdvXx5//HE6d+7MU089FbD+smXL6Nq1K3fddRfdunXj9NNP57bbbmPlypVBjjxMlbwLnv9W/FBe8QA886B49nFf1pZvxeY9iH9WmA/w+g+UfoktmHHc1xUJpTPSuzL6pM6VG7QCOI3BaQz3jT49hJGJSF3CJhkqLS1l1apVZGRkVCnPyMhgyZIlAc8ZPXo0u3btYs6cOVhr2bt3L2+++SYXXnhhjffxeDzk5eVVeUQqW/wegd8iBlv87glc990aruuDoteP+7oioeQwhn9dchk/Gz6SjklJJMXEcHbX7rxx5dUM7tAx1OGJSC3CZp2hAwcO4PV6SUtLq1KelpZGdnZ2wHNGjx7NzJkzmTRpEiUlJZSXl3PJJZfwj3/8o8b7TJ8+nWnTpjVq7GHLFlB1TZ/KA2Dzj/+6vsPUuICijdzkU8JfbFQ0Px8xmp+PGB3qUESkAcKmZeiIYwcoWmtrHLS4fv167rrrLn73u9+xatUq5s6dy7Zt27j99ttrvP7UqVPJzc2tfGRmZjZq/GElZgyB3yIOcB1/s7+JGUxll9ux140edNzXFREROR5h0zKUkpKC0+ms1gq0b9++aq1FR0yfPp0xY8Zw3333ATBgwAASEhIYO3Ysv//97+nQoUO1c1wuFy6Xq/GfQBgy8VOwxW+C7yCV43pwgqMVJv66479w7HgoeAq8O4+6rgEsJvGuE4pZRESkocKmZSgmJoahQ4cyf/78KuXz589n9OjATdJFRUU4jpnB4XQ6AbTmRz0YZwqm7RsQeymYBP8j9lJM2zcxztTjv65xYdr8B2IvojIfj+qDaf0vjGtU4wQvIiJST2G1HcesWbOYMmUKTz/9NKNGjeLZZ5/ln//8J99++y3p6elMnTqV3bt389JLLwHw4osvcsstt/D3v/+dcePGkZWVxd13343D4WD58uX1uqe242ha1paBLcM44kMdioiItCAN+f4Om24ygEmTJpGTk8PDDz9MVlYW/fv3Z86cOaSnpwOQlZVVZc2hG264gfz8fJ544gl+8Ytf0KpVK8455xweeeSRUD0FOYYx0WC0iaWIiIROWLUMhYJahkRERMKPNmoVERERqSclQyIiIhLRlAyJiIhIRFMyJCIiIhFNyZCIiIhENCVDIiIiEtGUDImIiEhEUzIkIiIiEU3JkIiIiEQ0JUMiIiIS0cJqbzIRkXBV5vWyOHMHOUVFDEzrQM+2bUMdkohUUDIkItLE1u7N5tb3Z7O/qLCybNzJPfjruAnERmmjYpFQUzeZiEgTKior48Z33yKnuKhK+fytW/jzksUhikpEjqZkSESkCc39/jsOl5Tgs7ZKuc9aXl67hkXbt2GPOSYiwaVkSBrMlu/EFszAl/9nbMkCrPWGOiSRZiurIB+nCfxR67U+bnzvbW79YDalXv0/EgkVJUPSILZoJvbA+diCv0Phi9jDt2EPXoP1FdZ9skgE6tUmBa/11Vrn021beWnt6iaNI9/jIbekpEnvIRKulAxJvdnyLdi8hwEL+IBy/4GytdiCJ0IYmUjzdXa37nRr1RqnMTXWscDr679pkvtvzsnhx2+/zsBnnmDws08y8bVXWLlnd5PcSyRcKRmSerPF7xH4LeOD4jeDHY5IWIhyOHjlsisZcVLnWus1RavN3oICrnzzVZbv3lVZtm7/Pq59+3U2HNjf6PcTCVdKhqT+bC5Qw2+3tuCHv1of1vMZvrw/4sv/C7ZsfXDiE2mmOiQl8cplV3LnaSMCHncaw8g6kqXjMfObtRSUluI9aoC2z1p81vLPVSsa/X4i4UrJkNSbiR5KZddYFQ6IHgyAtaXYQz/BHvoJFL0Chc9hcybiy380qLGKNEc/GTKMDolJVbrMHMYQ5XDw02GBE6UTsTp7T7VZbABea1mVtafR7ycSrpQMSf3FjoOoXoDzqEL/W8gk/tz/Y+GLUPpFxbFyoGKGTOEzWM/y4MQp0kwlu2J588qrubBXb6IcDgww8qTOvPajyfRJadfo90uJjw84VskA7eITGv1+IuFKK1BLvRkTA21exuY/CsXvAh6IPhWTeA/G5f+t1ha/hX846LGc2JJ3K+uJRKoOSUk8Pu5CHsuYgM9aohxN9zvpVf1O5d1NG6uVW2By/1Ob7L4i4UYtQ9IgxtEah/v3mLS1mLRvcbR9A+Ma/UMFm1fDmT7w5QclRpFwcKR7rCmN6tyFX4wag6m4n6Oileia/gO4vO8pTXpvkXCiliE5LsY4CJhLx4yCkv9S2T129DkxpzV5XCJS1R2njeTiXn2Yt+V7yn0+zurarUm65ETCmZIhaVQm4XZsyfyKn44kRE5wtoe4y0MVlkhE6+JuxU+GDAt1GCLNlrrJpFGZ6F6Ytq9BzGj8by8XxF6KaTML40gMdXgiIiLVqGUogljPEmzRK+DdBVF9MAk3YKL7Nfp9TPQpmDbPVW4+aWpZeVdERCTUlAxFCFv4Ejb/9/inxXuhfDO25H1o/RTGdVaT3FNJkIiIhAN1k0UA6zuMzX+k4ifvUX/6sLkPYuvYRFJERKQlUzIUCTxfAGUBDljwZUH5pmBHJCIi0mwoGYoIdXVXqTtLREQiV9glQzNmzKBbt27ExsYydOhQPv/881rrezweHnjgAdLT03G5XJx88sk8//zzQYq2mXCNAWICHDDg6FCxxYaIiEhkCqsB1LNmzeLuu+9mxowZjBkzhmeeeYbx48ezfv16unTpEvCcq666ir179/Lcc8/Ro0cP9u3bR3l5oM1GWy7jcEPyVGzeNCoHUOMEDMb9/yoWUBSR5iArP59/f72a5bsycbti+VG/U7iwZ29NSBBpQsbaAFsaN1MjRoxgyJAhPPXUU5Vlffv2ZeLEiUyfPr1a/blz5zJ58mS2bt1KmzZtjuueeXl5uN1ucnNzSU5OPu7YmwNb+iW28BXwZkJUX0zCdZjoPqEOS0QqbD10kCtef5WCUg9ea3EYg89aru4/gD+cc36owxMJKw35/g6bJoHS0lJWrVpFRkZGlfKMjAyWLFkS8Jz33nuPYcOG8ec//5lOnTrRq1cvfvnLX1JcXFzjfTweD3l5eVUeLYWJGY6j9d9xpLyDo9UflQiJNDN/WvxZZSIE4Kv489V1X7M2OyuUoYm0aGHTTXbgwAG8Xi9paWlVytPS0sjOzg54ztatW1m8eDGxsbG88847HDhwgP/5n//h4MGDNY4bmj59OtOmTWv0+EVEauP1+fh0+9bKBOhoTmOYt/V7BrbvEILIRFq+sGkZOuLYfnNrbY196T6fD2MMM2fOZPjw4UyYMIHHHnuMF198scbWoalTp5Kbm1v5yMzMbPTnICLSUOEzoEEk/IRNy1BKSgpOp7NaK9C+ffuqtRYd0aFDBzp16oTb7a4s69u3L9Zadu3aRc+ePaud43K5cLlcjRt8iFnvHvAsAOsD11mYqM511N+PLXwOPB8DUZi4CyH+Ru0tJtKEnA4HZ6V3Y9GObZXdZEd4reX87ieHKDKRli9sWoZiYmIYOnQo8+fPr1I+f/58Ro8eHfCcMWPGsGfPHgoKCirLvvvuOxwOByeddFKTxttc2IKnsPvPxuY9jM3/PfbAefjyH6OmcfPWewCbczkU/Ru8O8G7FVvwJPbgNVhfUZCjF4ks959+BgnRMTgrWrsdFX/+qN8pDFIXmUiTCZtkCODee+/lX//6F88//zwbNmzgnnvuYefOndx+++2Av4vruuuuq6x/zTXX0LZtW2688UbWr1/PZ599xn333cdNN91EXFxcqJ5G0FjPYmzBXwFb9VH4NHjmBT6n8DnwHeCHbTsAfP5VqkveafKYRSJZjzZt+fCa67h+4BD6prRjZKeTeCxjPH86d5ym1os0obDpJgOYNGkSOTk5PPzww2RlZdG/f3/mzJlDeno6AFlZWezcubOyfmJiIvPnz+dnP/sZw4YNo23btlx11VX8/ve/D9VTCCpbNIsf1hU6mgNb9Bomdlz1kzwfB6hfcb2ShZj4axs5ShE5WqfkZH57xlmhDkMkooTVOkOhEM7rDPlyroKyNYEPRvXEkfJh9XP2TwDv9wFOcIDrHBytZzRqjCIiIk2hRa4zJMchegD+lqFjOSFqYMBTTNxFBH5b+DCxFzRicCIiIs2DkqEWzMRfh39PsqP/mR2AE5NwY+CT4q+HqL5HrvDDuTFnQeyEJopUREQkdMJqzJA0jInqAm1e8u9JVr7OXxjVE5P8O0x09WUFAIwjAdq+CsWzsSULwET5xxbFTsAYvV1ERKTl0ZihOoTzmKGjWe8+wIIjVbNSRFqI3JISPti8iX2FBfRNSeXcbt2JdgbqGheJPA35/tav+hHCOFNDHYKINKIlmTu59YPZFJeV4XQ4KPf5OLl1G2ZefiWpCfVbIDUzN5d3Nq7nUEkxg9p34IKTe+KK0teCRB61DNWhpbQMiUjLUVRWxsjnnqawtAzLDx/hTmM4q2s3/nnxZQBkF+Tz5IrlzNvyPQ4DE3r25n+GjaBtfDxvb/iWX338EQb/NkdHkqlXr5hESnx8iJ6ZSOPRbDIRkRbs463fU1BaWiURAv+2HZ9u28rB4iL2FxYy8bWZvLbua/YXFbK3sJCX1q7mitf/w+aDB/j1xx/hsxavtZT7fABsP3yIP3y+MPhPSCTElAyJiISZwyUl1DTyzwK5Hg/Pr1lFTnFRlX3OvNaSmZfHnxZ/TqAuAa+1fLh5E57y8qYIW6TZUjIkIhJmBrbvEDCZAWgdG8dJScks2F59w1cAi2XTgf01JlPlPh8eb+BV6EVaKiVDIiJhZmBae85M71q5kevRfj5iFNFOJ7E1DIR2GENKfHzARMng3x8tKSamsUMWadaUDImIhKEZEy7h+oGDiatIejokJvHHc85nyoBBAFzau2/A1h+ftUwZMIiRnTpXSaaO/O1Xo0/X8hsScTSbrA6aTSYizVmZ10txeRlJMa4qSYynvJyb3nubpbsycVaUe63l/O49eHLCxZR5vfxt+RJe+/Yb8j0eTk1N4+6RYzira7dQPRWRRtWQ728lQ3VQMiQtmbUlUPIRtnwbxtkFYi/AODStuqUo83r5aMtmPt62BadxkHFyD87rdjJOR9VOAWutWoOkxVEy1IiUDElLZcu3YA9eB779+NdfLQfTGtPmRUx037pOFxFp1rTOkIjUylqLPXw3+A5WlFRMpba52MN3Yq0vVKGJiASd1l2PQNaWQ+Hz2KKZ4DsAUX0xiXdgYs8OdWgSLOWb/I9qfODNhLLVEDM06GGJSPjZsH8fz361klVZu0mNT+TqUwdweZ9+YdX1qmQoAtnc+6HkfTiyUkn5Ouzh28D9GCbuopDGJk3PWi+27OvaK/kOBScYEQlrX+7exZR33qhczXx3Xj5fZe/h6+wspp19XqjDqzd1k0UYW/YdlLwHVZZs83eJ2Pw/Y60WW2vJbMlH2P1nQt5va6nlgOj+QYtJRMLX//tsAd6KRAio3CLm5W/WsjknJ5ShNYiSoUhTuhxqWnvWlw3e3UENR4LHlq7EHr4LfPtqqWUgbhLG2T5ocYlIeMopKuLb/fvwBZiH5TCGhTu2Viv3WcuyXZm8s2E93+7bG4ww60XdZJHGJECNC/kfOS4tkS38F/7ff2po/TPJmITrIeGnwQxLRMJUlKPm9hRrLVEOZ5Wy7YcPcfN777Dt8A/d8CM7debpiy4h2RXbZHHWh1qGIk3suYArwAEnxIzEONsGOyIJlrIN1JgIRY/EpC7HJP4MY/Q7kojUzR0by4hOJ1Uu6nmsjO49Kv/us5ab3nubnbmHq9RZsWcXUz+Z15Rh1ouSoQhjHG6M+xH8//RO/I2DBhxtMMn/L7TBSdNydiLwf3knRKVjjDPAMRGRmj101rkkRMdUJkRH/rxv9Fg6HbW2z7JdmWw/fLjannhea5n7/Wb2FxUGL+gA9CtgBDJxEyC6P7b4HfDtxUSfArGXYhyJoQ5NmpBJmII9vDLAER8mflLQ4xGR8Ne7bQpzf3w9M79Zy5rsLFITErmqX39GnNS5Sr09+Xk1XsMC2QUFtIsP3TANJUMRykR1wST9PNRhSDC5LsAk3oUteIIjMwjBhUmehtHsMRE5Tu0Tk/jFqNNrPH64pJjWcXE1Ho92OEh3u5sitHpTMiQSIYwxkHgnxF0FpUuAaHCdgXEkhTo0EWmBduXl8sCn81m8cwcWiHE6Kfd6OXp9ewNcc+rAkA+gVjLUAljvASiZjfVmYaJ6Q+yFGIdmhUlgxpkKcRNDHYaItGAFpaVc9cZr7C8qrJy/XOqtOoEjyuHg6v4DmHr6mcEP8BhKhsKc9XyBPXQ7UAY4sJRDwd+gzUxMVNcQRyciIpHo3U0byC4sqFbuMIa+Ke34/Tnnk+520yq25u6zYNJssjBmbYl/ET1K8Y8Bqdhs03cQm/vrEEYmIiKRbN2+vQGn3Pus5bucAwxMa99sEiFQMhTePJ+Bzaf6IopeKFuN1WrSIiISArXNDGsbHx/ESOpHyVA48+Wf2HEREZEmcHnffgH3OjDAtacOCnI0dVMyFM5ihtZ8zCRDVPfgxSIiIlKha6vWPJoxnuiKLTkcFV1mE3r24tYhw0IZWkBhlwzNmDGDbt26ERsby9ChQ/n888/rdd4XX3xBVFQUgwYNatoAg8hEdYXYy6m68ar/7ybx5xgTE4qwREREuLR3X5befCvTzzmfqaefyfuTf8w/xl9MtLP5rXYfVrPJZs2axd13382MGTMYM2YMzzzzDOPHj2f9+vV06dKlxvNyc3O57rrrOPfcc9m7t/nsktsYjPv3EJWOLXoJfDng7IpJ/ClGU6dFRCTE2sTFM6n/gFCHUSdjra1lC/PmZcSIEQwZMoSnnnqqsqxv375MnDiR6dOn13je5MmT6dmzJ06nk9mzZ7NmzZp63zMvLw+3201ubi7JR+2z0hxZ68OYsGvsExERaXQN+f4Om2/O0tJSVq1aRUZGRpXyjIwMlixZUuN5L7zwAlu2bOHBBx+s1308Hg95eXlVHuFCiZCIiEjDhc2354EDB/B6vaSlpVUpT0tLIzs7O+A5mzdv5v7772fmzJlERdWvR3D69Om43e7KR+fOnes+SURERMJW2CRDR5hjFnGy1lYrA/B6vVxzzTVMmzaNXr161fv6U6dOJTc3t/KRmZl5wjGLiIhI8xU2A6hTUlJwOp3VWoH27dtXrbUIID8/n5UrV7J69WruvPNOAHw+H9ZaoqKimDdvHuecc06181wuFy6Xq2mehIiIiDQ7YdMyFBMTw9ChQ5k/f36V8vnz5zN69Ohq9ZOTk/nmm29Ys2ZN5eP222+nd+/erFmzhhEjRgQrdBEREWnGwqZlCODee+9lypQpDBs2jFGjRvHss8+yc+dObr/9dsDfxbV7925eeuklHA4H/fv3r3J+amoqsbGx1cpFREQkcoVVMjRp0iRycnJ4+OGHycrKon///syZM4f09HQAsrKy2LlzZ4ijFBERkbpkF+RTVFZGF3crohyh7agKq3WGQiGc1hkSERFp7rYeOsj9H89jZZZ/M/F28fHcP+ZMLuvbr1Hv05Dv77BqGRIREZHwlecpYdKbr3G4pKSybH9REb+Y/1+SXDGc171HSOIKmwHUIiIiEt7e3rCeg8XFeI/plHIYwxMrlocoKiVDIiIiEiQbDuyv3MH+aD5r2XRgfwgi8lMyJCIiIkHRPjGxxmPtEhKCGElVSoZEREQkKK7oe0qNx64bMDiIkVSlZEhERESCoou7Ff8YfzGxx+wXemW//tw4aEiIotJsMhEREQmiC3r0ZEzn2/lk21aKykoZeVJnurduE9KYlAyJiIhIUCW5XEzs0zfUYVRSN5mIiIhENCVDIhHKWov1FWJtWahDEREJKSVDIhHIlszHHrgQu28wdu9gfLkPYH25oQ5LRCQklAyJRBhb8jH28B3g3VJRUgrFb2MPXo+15SGNTUQkFJQMibRA1leALXgC34GL8O2fgC//cazvsP9YweOAAY5eDt8L5evBszDosYqIhJpmk4m0MNZXiD04Gcq/B3z+wsKt2JIPsW1mQvl3NZwZhS1bjYk9L1ihiog0C0qGRFqa4llQvpmqLT8+8GZC0WtALFAS4EQfxrQKRoQSBJ9s3cITK5ax8cB+2iUkcN2Awdw4aAhOxw8dAgeKivjX6pXM27IZp3FwYc/e3DR4KMkuVwgjFwk+Y+0xW8dKFXl5ebjdbnJzc0lOTg51OCJ18h38MZR+GfhgVF+IGVyRFPmOOejEtFuAcbZv6hClic3euIF7583BQdV/5Sv79eeR88YBkFNUxMRZM8kuyK/cQdxhDD3atOWtK68mISYm+IGLNKKGfH9rzFAEsdZiPV/gy70f36G7sEUzsb7CUIcljS4K/5igQJyYxF9C9KlH1XX4y91/ViLUAnh9Pv60eBFQPd19Y/06th46CMDza1aRdVQiBP6dwzfnHOD19euCFa60QD5rKfcd++5r3tRNFkFs/h+h6N+AE/BhPR9B4b+h7WsYR2iXQpfGY2LHYUuXBDqCiZuAcSRCm9eg9HNs6WqMIxliL8I404IeqzS+HbmH2VdU8y85S3dl0r11Gz7eugVfgI4BC3y6bUtI94mS8LS/sJBHvviM97/bRJnPy/COJ3HfmNMZ2qFTqEOrk1qGIoQtXVWRCAF48X/kWfBmYgv+EcLIpNHFXQHRwyt+MFS2EkX1h7hr/KXGiXGdhSPpHkzCzUqEWpD46OhajydUHI9yBP74NxiiHc5Gj0tatsLSUq5841Xe3bSBMp8XgJVZu7nmrdf5em92iKOrm5KhCGFL/ou/RehYXih+P9jhSBMyJgbT5nlM8u8hZizEjMEkP4RpOxPjiA91eNLE2icmMaxDJ5ymalepAVzOKM7pdjIAF/XqjcNU7061WMb37BWMUKUFeWfjenbm5VbrdvVZyxNfLgthZPWjZChS2NLjOyZhyZgYTPxVmNb/xCTcBrYMPAuw1hPq0CQI/nReBq1i4zCA0xicxuAwhkczxlfOFLt+4BD6t0sFqrQfcnqXdCb2bj4baEp4WJm1O2By7bWWL/fsCkFEDaMxQxHCuMZgi18LcMQJrjOCHo80Pes7hD14C5R/TeUii4420PqfmMoB1NISdW/dhk+uu5G3N6xn/YF9tE9I4kf9TqGLu1VlnfjoaF770STe2biBj7d+j9M4uKBHTy7u1Ydop7rJpGHcrlhMtcVc/cJhqYYGT62/4YYbuOmmmzjjjMj4Am0pU+utLccevB7KVvHDHBMnmBhMmzcx0T1DGZ40Ad+hn4HnY/xjxI5wgKM1pt0ijNHUaamdz1oWbN/Kou3biHI6Gd+jJ8M6dMIEaAGQyLY2O4vLXv9PtXKD4Z6Ro7lz+Migx9SkU+vz8/PJyMigZ8+e/PGPf2T37t3HHagEjzFRmDbPYRJ/Ds50cKT4ZxC1fVuJUAtkfYfAM5+qiRCAD3w54FkUirAkjHjKy7nx3be45f3ZvPbtN7y8djWT3pzFgws/QcvTybEGtu/AL0edDvi7Zo8M0B/TpQu3DBkWytDq5bgWXczJyeGVV17hxRdfZN26dZx33nncfPPNXHrppUTXMZMh3LSUliGJLLb8e+yBCTUeN8kPYuKvDWJEEm7+9dVKpi9eFKDTA/518WWc06170GOS5u/7gzl88N0mSsrLGNM5nTFd0gOOJQqGJl90sW3btvz85z9n9erVfPnll/To0YMpU6bQsWNH7rnnHjZv3nxcgYtII3GeBCah5uNRpwQvFglLb234NmAi5DSGdzdtCHo8Eh56tGnL3SNHc//pZzI2vWvIEqGGOqHZZFlZWcybN4958+bhdDqZMGEC3377Lf369eOvf/1rY8UoIg1kTCwm4ScBjjj9axBFDwx6TBJeCkoDzzz0WlvjMZFw1eBkqKysjLfeeouLLrqI9PR03njjDe655x6ysrL497//zbx583j55Zd5+OGHmyJeEamvhJ9iEu8Bk1hR4PSPE2v9lAbASp1O79K12lpF4J+XOOqkLsEPSKQJNXhqfYcOHfD5fFx99dV8+eWXDBo0qFqdcePG0apVq0YIT0SOlzEOSPwpJNwM3mz/LDJHUqjDkjBx29DT+HDzJorLyioX0nMaQ/vEJK46pX+IoxNpXA0eQP3yyy9z5ZVXEhsb21QxNSsaQC0iker7gzk8tvQLFmzfSpTDwYU9e3PvqDGkJiTWfbJIiDXk+/u4ZpNFEiVDIiIi4afJZ5OF0owZM+jWrRuxsbEMHTqUzz//vMa6b7/9Nueffz7t2rUjOTmZUaNG8dFHHwUxWhEREWnuwioZmjVrFnfffTcPPPAAq1evZuzYsYwfP56dO3cGrP/ZZ59x/vnnM2fOHFatWsXZZ5/NxRdfzOrVq4McuYiIiDRXYdVNNmLECIYMGcJTTz1VWda3b18mTpzI9OnT63WNU045hUmTJvG73/2uXvXVTSYiItI0rLV4vOW4nFGNPsu1Id/fYbNRa2lpKatWreL++++vUp6RkcGSJUvqdQ2fz0d+fj5t2rSpsY7H48Hj+WENjby8vOMLWERERPCUl/P1vmwcxjAgtT3RTiden49/frWSf61eycHiYtrFx3PLkNO4afDQkCzUGDbJ0IEDB/B6vaSlpVUpT0tLIzs7u17XePTRRyksLOSqq66qsc706dOZNm3aCcUqIiIi8N6mDTy48FNyPSUAtI2LZ/q557N0VyYvrvmqcpXz/UVF/HHxIg6VFHPf6LFBjzOsxgwB1ZrRrLX1alp79dVXeeihh5g1axapqak11ps6dSq5ubmVj8zMzBOOWSRUrC3BFr+NL28atuAJbPmuUIckIhFixZ5d3PPRnMpECOBgcRG3ffAu/167OvC+d1+t5HBJcfCCrBA2LUMpKSk4nc5qrUD79u2r1lp0rFmzZnHzzTfzxhtvcN5559Va1+Vy4XK5Tjje5sR6d0PJJ4AXXGdiorTBYiSw3mzswWvBmwlEYfFBwRPg/gsm7qJQhyciLdzzq7/CYUzlop0AFn8rjK+G4cplPh/f7t/HmM7pwQmyQtgkQzExMQwdOpT58+dz2WWXVZbPnz+fSy+9tMbzXn31VW666SZeffVVLrzwwmCE2mzYkk+weX8A35HWAAP507HxN2CSpmpLhhbO5j0M3j0VP5X/UJ77a3CNxjhqHjsnkamwtJR3N21g3b69tEtI4PI+p5Bej90ErLUs3ZXJB99tpKS8nDFd0rmoZ29cUWHzFSNNYPPBnCqJ0BG+Os5r5Qr+os5h9U699957mTJlCsOGDWPUqFE8++yz7Ny5k9tvvx3wd3Ht3r2bl156CfAnQtdddx1/+9vfGDlyZGWrUlxcHG63O2TPIxhs4SvY/GP3h6t4Uxa9CNGnQtzFwQ5LgsT6CsDzKYE/dsqh5COIvzrYYUkzlpmby6Q3XyO7sIAo48BimbFiOY+Nm8DFvfrUeJ61locWfsLL36yt3Mts9qYN/HvNV8y8/CqSWlhLu9Rf91at2XH4ULWEyAHERkdTUl5epYXIaQzdWrWmX7uah7I0lbAaMzRp0iQef/xxHn74YQYNGsRnn33GnDlzSE/3N6dlZWVVWXPomWeeoby8nDvuuIMOHTpUPn7+85+H6ikEhfUVYgv+r5YaDmzRrKDFIyFgi6n59y8DvvxgRiNh4LcL5rO/qBCAcuvDay1ea7lv/txax3As2bWTl79ZC1B5DsD6A/t5etWXTR+4NFs3DBoSsGXIAv/vrPNIinFhgCiHPxVxx8byjwkXh6TXIqzWGQqFcFxnyHq+wB66sfZKznQc7eYHJyAJOmst9sB5FeOFqjNtXsfEDApuUNJsHSouZtg/ZwQc0Aow/dwMJp1yasBjUz+Zx5vr1wX80uuQmMQXN93aiJFKuHl13df8/rMFFJf7u+oTY2L4/dnncUnvvuR7PHyweRM7Dh+iW+s2XNSzNwkxMY127xa5zpA0gKnrzeSA6EHBiERCxBgDSfdhD99FxXDFiiMOiDkDogeGMDppborKy2pMhBzGUFhaWuO5xbWcW1JedsKxSXi7uv8ALunVhy/37MKBYcRJJxEbFQ1AksvF1f0HhDhCv7DqJhOwthxbMh9f/v9hC/+F9QZYYyl6EDhSarmKE5Nwc1OFKM2Eib0A0+ppiOoLGDCtIeE2TOt/aPC8VNEhMYlOSYF/c/ZZy8iTOtd47pjO6QFnBjmN4Yz0bo0Wo4SvhJgYzu7anTO7dqtMhJobJUNhxPoOY3OuwB6+AwpfwOb/Bbv/bGzxB1XqGRONcT8CRFPtn9jZGdPmRUx0zQMipeUwsefgSHkHk7YRR9pyHEn3YIwGtIrf9sOHWLlnNwWlHu4fcwZQ9RPDABf27FXrgNZLevWhb0q7KqsGO40hNiqanw0f2USRizQujRmqQ3MaM+Q7/BsoeQfwHnMkCtNuIcZZ9QPLlm/3D5T2bgdHGsRdiiNmcLDCFZFmand+HvfMncPKrN0AxDid3DBoCMM6dOTJFctZv38fbeLi+fGAgdw65DSinc5ar5fn8fDUyuXM3riBkvJyzuzalbuGj6J7ay3fIKHTkO9vJUN1aC7JkLVl2L2DgEB98A5M0q8xCXUMmhaRiFfu83H+yy+wKy+3yqBnA9w9cjQ/Gz4qdMGJNKKGfH+rmyxcWA+BEyEAg/XlBjMaEQlTC7dvZUfu4Wqzvyzwr69WUeo9tuVZpOXTbLIQsN7d2KJXofx7cHbExE3GRPeq/SSTAM7u4N0G1eZueDExQ5oqXJFK1lcAZWvBxEH0QIypvftEmp/NB3NwHrNFwhH5pR4OFhfRPjEpBJGJhI6SoSCzpauwB2/E38rjBZzYov+A+1FMXM3bhfinSt+LPXwn/gbtIx9kDogeADGnN3nsEtls4XPY/L8BFZsuOtKg1aOYmOEhjUsapnOyO2AiBBAbFUXr2LggRyQSeuomCyJrLTb3fqCUHwZBewEfNu83WF9hreeb2AxMqychqmdFSSzEX41p/TzG6J9Smo4t/gCb/wiViRCAbz/24M2Bl3eQZuv87j1IiY+v3DrjCIcxXN1/gPYTk+OSU1TErG+/4eWv17D98KFQh9NgetcHU/lm8O4IfMwWQ+kXEJtR6yVM7PmY2POx1gNEKwmSoLCFz1G1RRL8CzmWYYtexyTdFZrApMFcUVH8e+KPuO392ezKz6ssn9CjF78aPTaEkUm4em3d1/xu4SeU+3yVnxLXDxzM7844O2zWNFMyFFQ1r+IKgK3j+FG0VowElXcH1ceqHX1MwknflHYsvOEnfLl7FweKCumfmkbXVq1DHZaEoXX79vLAp/MrPx2O/Pnvtavpm9KOq2rYxqW5UbNCMEX1BkdN6244IUYLlEkz5UzH3zIU6FiXoIYijcNhDCNP6sxFvfooEZLjNuvbb3AE6KEwwCsVG/iGAyVDQWRMNCbpNxU/HZmF4/8nMIl3YJy1baEhEjom4Saqtww5gGhM/FUhiEhEmoN9hQV4ra9auQX2FuQHP6DjpGQoyEzcJZjWL0LMKHC0809Pdv8VEu4IdWgiNYu9CJP4S+CoTYAdbTCtn8U4O4QsLBEJrX7tUqtsxXKE0xhOTW0fgoiOj8YMhYBxjca4Roc6DJF6M8ZA4q0QPxnK1lSsMzQYY/QRIhLJru4/gBdWf0VhWWnlkg1HBlHfPix8lt1Qy5CI1JtxJGNcZ2BiTlMiJCKkJiTy6o8mcWraD61And1unrnoUoZ17BTCyBpGn2YiIiJy3PqmtOPtq65hb0EBpV4vJyUnh82U+iOUDImIiMgJS0tMDHUIx03dZCIiIhLRlAyJiIhIRFMyJCIiIhFNyZCIiIhENCVDIiIiEtGUDImIiEhEUzIkIiIiEU3JkIiIiEQ0LbooIk3C+g5iC56Gkg8BH7jOxyT+VBu7ikizo2RIRBqd9eVhc64C727A6y8sfgPr+RjazsY4U0Man4jI0dRNJiKNr2gWeDOpTITA/3ffIWzh86GKSkQkICVDItLobOnngA1wxAueRcEOR0SkVkqGRKQJxFLjx4uJC2okIiJ1CbtkaMaMGXTr1o3Y2FiGDh3K559/Xmv9RYsWMXToUGJjY+nevTtPP/10kCIViVwm7iLAF+gIJu6SYIcjIlKrsEqGZs2axd13380DDzzA6tWrGTt2LOPHj2fnzp0B62/bto0JEyYwduxYVq9ezW9+8xvuuusu3nrrrSBHLhJhYi8E17iKH5wVDyB6OMRfHaqoREQCMtbaQB37zdKIESMYMmQITz31VGVZ3759mThxItOnT69W/9e//jXvvfceGzZsqCy7/fbbWbt2LUuXLq3XPfPy8nC73eTm5pKcnHziT0IkQljrA8+n2JJ5gA/jOhtiMzAmOtShiUgEaMj3d9hMrS8tLWXVqlXcf//9VcozMjJYsmRJwHOWLl1KRkZGlbJx48bx3HPPUVZWRnR09Q9lj8eDx+Op/DkvL68RoheJPMY4IPY8TOx5oQ5FRI7TjsOHefarFSzeuYMkl4sr+p7CtacOJMbpDHVojSpskqEDBw7g9XpJS0urUp6WlkZ2dnbAc7KzswPWLy8v58CBA3ToUH3xt+nTpzNt2rTGC1wkgtjyHdiCJ8CzEEwMxF7sX2jR4Q51aCLSQN8fzOHy1/9DcVkZ3opOpA3797F453b+efFlOIwJcYSNJ6zGDAGYY158a221srrqByo/YurUqeTm5lY+MjMzTzBikZbDlm/Dl/dHfIdux5f3R2z51qOO7cTmXA4lH4DNBd9+KHoRe/BqrC0OYdQicjweXbq4SiIE/gUzFmzfxmc7tocsrqYQNi1DKSkpOJ3Oaq1A+/btq9b6c0T79u0D1o+KiqJt27YBz3G5XLhcrsYJWqQFsZ7PsIdux/9x6AWc2KJXoPUMjOss/9YbtoiqCy36oPx7KJ6tgdMiYWbh9m1VEqEjohwOFm7fylldu4UgqqYRNi1DMTExDB06lPnz51cpnz9/PqNHjw54zqhRo6rVnzdvHsOGDQs4XiicWGuxJR/hO3gLvgOX4cv7PbY88Kw6kRNlbRk299f4E50jyY7/7zb3fqwtg9LPqJoIHWGwnsDj+kSk+XKaGlIEC05H2KQP9RJWz+bee+/lX//6F88//zwbNmzgnnvuYefOndx+++2Av4vruuuuq6x/++23s2PHDu699142bNjA888/z3PPPccvf/nLUD2FRmPz/4w9/DMo/RzKv4Wimdici7Fl60MdmrREZWvAl0P1VaUt+A5C2epaFlN0gIlt2vhEpNFN6NkLZ4AhJeXWx/gevUIQUdMJm24ygEmTJpGTk8PDDz9MVlYW/fv3Z86cOaSnpwOQlZVVZc2hbt26MWfOHO655x6efPJJOnbsyN///neuuOKKUD2FRmHLv4ei5yp+OrKwnResB5v3B0zbmaEKTVoqW1r74cO/wv9eNFRPmLyYuAubKDARaSq/GHU6X2TuJLugAIvFYQw+a7nm1IEM7dAx1OE1qrBaZygUmuM6Q7bgWWzBYwRe4RdM6lcYR2Jwg5IWzfoKsftHQ60DoY9OhBwVP3sh7kpM8u9rneggIqGzeOcOZn6zhqz8fPqntefGgYM5uY1/XO3hkmJeW/cNS3ftJCnGxcQ+fTm328lh8f+5Id/fSobqoGRIxM8WzcTmTcOf6AR+71WKHgFRXTCxEyBmdFh8cIpEomdXreBPX3yG0xi81uI0BqfDwUsTf8TwTieFOrwT0pDv77AaMyQVYs8h8JeRA6JPUyIkTcLEX4tp9QxEnwaOVCq32KjGCVFdcLj/gHGNUSIk0kztLyzk/5b49/c8MmvMay3lPh+/XfAxkdRWomQoDJmoHhB/U8VPR/4JnWBcmOQHQhWWRAATezaOti/jSF0Mpqak26CPFpHm79PtWwNOnfdZy/cHc9gVQTswhNUAavmBSfo1xAzGFr0BvgMQMxQTfz0mqkuoQ5NIETseit+g+nT6ckxsRqAzRCSM2GqTIVouJUNhyhgDseMwsePqrizSBEziHVjPIvDtxd9tWzGWKPZCiDk9xNGJSF3OTO9aOUPsaAbo1qo1nZMjZxsdtWWLyHExzjRMymxM4l0QPQxiTse4H8W4/6JxQiJhoH1iEveMHANQuZ6Q0xiiHA4ePvu8iPp/rNlkdWiOs8lEREQay4LtW5n59Vr2FORxamoaNw0eRu+2KaEO64Q15Ptb3WQiIiItXJ6nhEU7tlPu9TGmSxdSE36YAHF21+6c3bV7CKMLPSVDIiIRrszr5d9rV/OfdV9zqLiYIR06cMdpIxnSwlYZjlRvrF/H7xZ8jMfrn+zgMIafjxjFz4aPCnFkzYeSIRGRCGat5Z6P5vDf77+rnDv02Y7tfLZjOy9OvIIxndNDGp+cmK/3ZnP/xx9VmRfms5a/LltCjzZtW9weY8dLA6hFRCLY2r3ZzDkqEQL/wns+a5m+eFHI4pLG8eq6r3EEGAjtMIaX1q4OQUTNk5IhEZEItnjnjoA7k1tg/f795HlKgh+UNJpdebk1LqwYSYsq1kXJkIhIBIuNiqpxaT0DRDtq2nZFwkHflHYBk12nMZzSLjUEETVPSoZERCLY+B69Au5B5TSGc7udTFx0dAiiksby4wGDiHI4q3SVGfwtf7cMHRayuJobJUMiIhGsU3Iy/3vG2YA/AXIYgwHaxsVXlkv46uJuxcuX/Yiu7laVZakJiTw54WKGdugUusCaGS26WActuigikWDdvr28uX4dB4uLGdS+Az/qdwrJrthQhyWNxFrLtsOHKPP56NG6DU5Hy28L0aKLIiLSIP1T0+ifmhbqMKSJGGPo3rpNqMNotlp+aigiIiJSCyVDIiIiEtGUDImIiEhEUzIkIiIiEU3JkIiIiEQ0zSYTERFpJsq8XlZnZ+H1+RjUvoMWvQwSJUMiIiLNwKfbtvLrjz8ip7gIgMSYGB4YexaTTjk1xJG1fOomExERCbHNOTnc/uG7HKxIhAAKSkuZ+sk8Pt+5PXSBRQglQyIiIiE285s1WGurbZrrNIbnV68KSUyRRMmQiIhIiG05dBBvgN2xvNby/cGDIYgosmjMkIiISIh1a9WaZbsyqyVEDmPo3rr1cV3TWsvizB3M2/I9Pms5p1t3zu7avcoO9uKnZEhERCTErh0wiP+s+xoDVbrKfNZy06ChDb6ez1runTeH9zZtJMrhwFp4dd3XnNO1O09deAnRTmejxd4SqJtMREQkxHq3TWHGhItxx8ZWlsVFRfPwWedyZtduDb7eB99t5L1NGwEo9/nwWh8An27fyqxvv2mcoFsQtQyJiIg0Axkn9+TM9G6szNpNudfHsI6dSIiJOa5rvbtpAw5j8B3T7WaAdzau58cDBp14wC2IkiEREZFmwhUVxZjO6Sd8nYLS0mqJEPi74ApKS0/4+i1N2HSTHTp0iClTpuB2u3G73UyZMoXDhw/XWL+srIxf//rXnHrqqSQkJNCxY0euu+469uzZE7ygRUREmliZ10uepwR7VPJzepf0gAOlncZwRnrXIEYXHsImGbrmmmtYs2YNc+fOZe7cuaxZs4YpU6bUWL+oqIivvvqK//3f/+Wrr77i7bff5rvvvuOSSy4JYtQiIiJNo6isjIcWfsKAp59g0DNPMvbFf/LG+nUAXHvqQFITEnAelRA5jSHZ5TquAdktnbE2QDtaM7Nhwwb69evHsmXLGDFiBADLli1j1KhRbNy4kd69e9frOitWrGD48OHs2LGDLl26BKzj8XjweDyVP+fl5dG5c2dyc3NJTk4+8ScjIiJygqy1TJn9Jst2ZVbrDvvDOedzdf8BZBfk8/iyJfz3+834rI+Mk3vy8xGj6OJuFZqggywvLw+3212v7++wGDO0dOlS3G53ZSIEMHLkSNxuN0uWLKl3MpSbm4sxhlatWtVYZ/r06UybNu1EQxYREWkyX2XvYUnmzoDH/rrsC67s15/2iUn86bxx/Om8cUGOLvyERTdZdnY2qamp1cpTU1PJzs6u1zVKSkq4//77ueaaa2rNEKdOnUpubm7lIzMz87jjFhERaQqrs7JqXDzxQFERewsKghxReAtpMvTQQw9hjKn1sXLlSgBMgH90a23A8mOVlZUxefJkfD4fM2bMqLWuy+UiOTm5ykNERKQ5aR0XF3C2GPhXrU5yuYIcUXgLaTfZnXfeyeTJk2ut07VrV77++mv27t1b7dj+/ftJS0ur9fyysjKuuuoqtm3bxqeffqrkRiQMlXq9RDsc9frlRyQSZHTvwYPR0RSXlVVZsdppDBkn9yBZyVCDhDQZSklJISUlpc56o0aNIjc3ly+//JLhw4cDsHz5cnJzcxk9enSN5x1JhDZv3syCBQto27Zto8UuIk3vjfXreHLFMnbm5uJ2xXLdwEHccdpIYrSVgES4JJeLpyZcwm0fvounvBynw0G5z0f31m2YdtZ5oQ4v7ITFbDKA8ePHs2fPHp555hkAbr31VtLT03n//fcr6/Tp04fp06dz2WWXUV5ezhVXXMFXX33FBx98UKUFqU2bNsTUc1XPhoxGF5HG8++1XzFt0YIqZQa4qFcf/nbBhaEJSqSZOVxSzPvfbeJAUSH926VxdrfuRDnCYjhwk2txs8kAZs6cyV133UVGRgYAl1xyCU888USVOps2bSI3NxeAXbt28d577wEwaNCgKvUWLFjAWWed1eQxi8jx8ZSX89dlS6qVW+D97zbys+Ej6dFGLb0Sfj7fuZ2X1q5mZ24ufVLacdPgoQxMa3/c12sVG8cUba1xwsImGWrTpg2vvPJKrXWObuTq2rUrYdLoJSLH2J57mLyj1vs61qo9u5UMSdh5cc1XPPzZApzG4LWWrYcO8uHmTTw14RLOP7lHqMOLaGpLE5FmJzmm9sGfyUft7C0SDnJLSpi+eBEA3opf1L3WYq3lfxd+jNfnC2V4EU/JkIg0Ox2SkhjR6aQqWwmAf8xQssvF2V27hSYwkeP0ReZOygIkPBbYV1jIhgP7gx+UVFIyJCLN0p/Pu4DUhEQAohwODOByRvHkhIuJjYoObXAiDVTXqhA1LaAowRE2Y4ZEJLJ0drv55LobmbP5OzYe2E/7xCQu7d2XtvHxoQ5Nwoy1llKvlxinM2RrVY3pnI7LGYXHW16l3OBvCe2T0i4kcYmfkiERabZio6K5vO8pddb7KmsPb6xfx4GiQk5Nbc/V/QfQLiEhCBFKc+azludXr+KfX61kf1EhbePi+cmQodwy5LSgt8Qku1w8dObZTP10fuUAamfFTgt/PCdDLUMhFjbrDIWK1hkSad6eX72K33++sPILxmEMSTEuXv/RZHpqodWI9n9LPueplV9WK79p0BB+e8bZIYgIVu7ZzSvfrPFPrW+bwvWDhtC7bd2LD0vDNeT7W8lQHZQMiTRfWfn5jH3xn9X2aHIaw7COnXj1ikkhikxC7VBxMSOee5ryAIOWncaw5ObbaBev1sOWrCHf3xpALSJha/7W7wOuJ+a1luW7d3G4pDgEUUlz8O3+fQETIfC/P77emx3kiKQ505ghEQmpTTkHeGv9OnKKixmQlsZlfU6p9yaTpV4vxpgaF1gt82rtlkjlrmMtqlZaq0qOopYhEQmZWeu+ZsLMf/PCmq94b9MGHl60gHGvvEBmxbY6dTkjvWu1LrIjYpxOrUIfwfq3S6V7q9bV1qpyGMNJyckMbt8xRJFJc6RkSERCYl9hAb9d8DEWf7eF11oscKCoiAcXflKva/Rqm8Kkfv0DHiv3+bj/k3mNF7CEFWMMT0y4GLfL3wJ0ZK2qxJgYZky4RLO3pAp1k4lISMz9fnPAVh2vtSzasY08j6de3WVndevOrPXrqpX7Kq6zv7BQ0+wjVJ+Udiy64Sd88N1Gth0+RBd3Ky7u1YekenbDSuRQMiQiIVFcXlbjeB8LFYvT1f2ldai45kHSFjhYUqxkKIIlxMQwqf+AUIdRI5+1lHrLcTmjQrYgpCgZEpEQGXVSl4AtQwbo3roNKXH1W2l6QFr7Go8lxsSQ7nYfb4giTaaorIxHly5m1rffUFRWxsmt23D3iNFc2Kt3qEOLSEqGRCQkBqS158KevZiz+TuOpESOipaiqaefWetvyWVeL6+u+5q3N66nwOOhU1ISWQUF1ZKr24cO1z5m0uxYa7n1/XdYtntX5Xt266GD/GzuB5T5fEzs0zfEEUYeJUMiEjKPZUygf2oa//nmaw4WFzEwrT13Dh/FyJM613iOz1p++uF7LNi+FfB3hTkAp8NBlHFQ6vPSOjaOnw4bzs2DhwbniYg0wIo9u1myK7NK2ZE0/tGli7mkdx8N8A4yJUMiEjLRTie3DR3ObUOH1/ucRTu28WlFInSEDzDWcn73k5l21rm0josjyqHJstI8rdyzu3L7mGPtzs8jp6hI49yCTJ8WIhJWFmzbGjDR8VrLwh3baJeQoERImrVWsbE1ro/lNIb4aHXtBps+MUQkrDhrSXTUtSDhYELPXsQ4ndXKncZwQY9eJMTEhCCqyKZkSETCyriTe9a4+eaFPXuFICKRhmkVG8ffLriQaIcDhzGVLZndWrfhwTPPCXF0kUljhkQkrIzodBJX9uvPG+vX4TAGn7U4jKFdQgL3jBwT6vBE6iXj5J4svvFW3t20gQMVkwfO63Yy0QFajKTpGavNe2qVl5eH2+0mNzeX5OTkUIcjIvhnlH20ZTOzN26goNTD6M5duKb/QFrHxZ3Qdedv+Z6nVn3J5pwcOiYlceOgIUw65VQthicShhry/a1kqA5KhkQiw6x1XzP10/mVrU0G/3TnW4eexv1jzgh1eBJk5T4fn2zbwvr9+0hNSOSinr1xa6f7sNKQ7291k4lIxPOUl/OnLz4DqJzlc+S3xH99tZIbBg6mfWJSiKKTYNtfWMg1b7/OlkMHiXI48Pp8/PHzhfzz4ssY3blLqMOTJqAB1CIS8b47mEOuxxPwmM9alu/eVe9r5Xs8LNuVybf79gbcd02avwc+nc/2w4cAfwuRBUrKvdz+4bsUlZWFNjhpEmoZEpGIFxdV+0dhfD229LDWMmPlcp74cnnFJrNwcus2/O2CC+nXLrVR4pSmd6i4mE+2beHYNNZiKSgt5ZNtW7i4V5+QxCZNRy1DIhLxTm7dhh5t2lZbp8gASTExjE1Pr/Mas779hkeXflGZCAFsO3yIa99+gzxPSWOHLE0k11NSLRE6wgAHi4uCGY4EiZIhEYl4xhgezRhPfHQ0DmNwGIPTGJwOB49mjK/XZq9Pr/qSY+ec+awlz1PC7I0bmiZwaXSdkpJpXcNAaQsMat8xuAFJUKibTEQEODU1jU+uu4k3vl3H5oM5dEpK5qpT+tPF3arOc6217MzNDXjMYQxbDh1s5GilqUQ7nfx8xGgeWvRplXKHMYztks7AtPYhikyakpIhEZEK7eIT+J/TRjT4PGMM7eIT2F9UWO2Y11o6JWlZjnAyZcAgYpxO/vHlMrIK8omLimJS/wHcN+r0UIcmTUTJkIhII0h2uQImQwCHNM6kUeV5PLz+7Tcs351JQkwME3v348z0ro22OKYxhsn9BzDplFPJL/UQFxWtlaFbuLAZM3To0CGmTJmC2+3G7XYzZcoUDh8+XO/zb7vtNowxPP74400Wo4hErpq6yQA+3PxdECNp2fYVFnDhf15i+uJFfLJtKx9+t4mb3nubhz9b0Oj3MsaQ7IpVIhQBwiYZuuaaa1izZg1z585l7ty5rFmzhilTptTr3NmzZ7N8+XI6dtTANxFpGj5bffPYIwq1Nk2jeWzpF2QX5FfO+PJWrOX077Wr+SprT+gCk7AWFt1kGzZsYO7cuSxbtowRI/z9+f/85z8ZNWoUmzZtonfv3jWeu3v3bu68804++ugjLrzwwjrv5fF48By1+FpeXt6JPwERafHS3a3YWrFQ37H6tWsX5Gharg++21SZAB0tyjj47/ffMaSDfumVhguLlqGlS5fidrsrEyGAkSNH4na7WbJkSY3n+Xw+pkyZwn333ccpp5xSr3tNnz69sivO7XbTuXPnE45fRFq+B888p8Zjv9beZo2mzOcNfMBAmbeGYyJ1CItkKDs7m9TU6iu4pqamkp2dXeN5jzzyCFFRUdx11131vtfUqVPJzc2tfGRmZh5XzCISWcamd+Uv519A3FFrEiXFxPD0hZfQPzUthJG1LGd17YYzwEDpcp+Ps7p2D0FE1ZV5vczf8j3/XvsVSzN3aluWMBDSbrKHHnqIadOm1VpnxYoVAAFnCVhra5w9sGrVKv72t7/x1VdfNWiGgcvlwuVy1bu+iMgRl/c9hYt69eGbfdkYDAPS2hPlCIvfOcPGL0adzheZO/GUl1d2lxlgbJeunJHeNaSxAXyXc4AbZr9FdmEBBv9Cjae0S+WFS68gJT4+1OFJDUKaDN15551Mnjy51jpdu3bl66+/Zu/evdWO7d+/n7S0wL9xff755+zbt48uXX7YYdjr9fKLX/yCxx9/nO3bt59Q7CIigcQ4nQzt0CnUYTRbWfn5PLPqSz7ZtoUYZxSX9O7DzYOHkRgTU6/ze7VN4b3JP+aZVV+yeOdOkl0uruh7CtcNHFxtO5Vg8/p8/OS9dyqXWDjSHrTxwH5+NX8uz196eeiCk1oZGwbtdxs2bKBfv34sX76c4cOHA7B8+XJGjhzJxo0bAw6gzsnJISsrq0rZuHHjmDJlCjfeeGOtg66PlpeXh9vtJjc3l+RkLZwmInK89uTncelrr3C4pKSyVcdhDP1S2vHGlVfjqmPD3OZu8c4dXDf7zRqPL7npVtonJgUxosjWkO/vsGi/7du3LxdccAG33HILy5YtY9myZdxyyy1cdNFFVZKaPn368M477wDQtm1b+vfvX+URHR1N+/bt650IiYhI43l65ZdVEiHw79+2bv8+Zm8K//3b9hYW1Hp8X2HgRTkl9MIiGQKYOXMmp556KhkZGWRkZDBgwABefvnlKnU2bdpEbi0Ln4mISOh8sm1rwGnxBli0fVuN51lrmbP5O66f/SYX/uclHlz4CdtrWMYglPq1qz7R5wiX00m3Vq2DGI00RNi0SbZp04ZXXnml1jp19fhpnJCISOhEOwP//m2MqXWV5z9+vojn1qzCYQw+a/ku5wBvrl/Haz+azKnNaKZe35R2nJnelc937sB31PeRAa4fNIQkTc5ptsKmZUhERJq3gtJSPOXlNR6/pFffgIOcfdYyvkevgOdszsnhuTWrKuuBf9Vpj9fL75tgC44T9Y/xF3N5336VswjjoqL5n9NGaJPXZi5sWoZERMQ/Y+nN9et4a8N68ks9jO7chZsHD6VjUugmeHyRuYPpixexfv9+nMaQcXIPfjv2bDokVR0sfMuQYXy8bQsbD+zH4G8R8lnLhB69yDi5R8Brf7JtS2WL0NF81rJiz27yPB6Sm1GLS2JMDH8+7wJ+O/ZsDhQV0iExibjo6LpPlJBSMiQiEiastdw19wP++/3myjVsvj+Yw9sb1vP2pGtCMiZlxZ5dXD/7rcphCl5rmbfle9buzeaja28g4agp80kuF29deTXvbFzPwu3bcEU5mdCzN+NO7nnc0+JDO5m+ZskuV7NK0qR2SoZERMLEF5k7+e/3mwGqbFRaUOrhsaVf8I/xF9V6/uc7t/PUii/5dv9eUhMSmTJgED8eMOiE1uf5x5fLMMDR29R6rSUrP593Nq7nxwMGVakfFx3NNacO5JpTB9br+ud3P5k/L/m8WrnDGE7r2EnjcKRRaMyQiEiY+HTbloArWnut5eOt39d67pzNm7hh9lt8uWcX+aWlbD10kIcWfcrvFn5yQjGtztoTcIaYwxhWZ2cFOKNhTm7TlluHngZQuQ2H0xhio6L43zPOPuHri4BahkREwkbtWwvVfMzr8/GHzxdh+WHW7ZH05T/frOXmwUOPu4utVWwchWVlAeNpExd3XNc81q9Hj2Vo+47M+vYbDhQVMrRjJ24YOITObnejXF9EyZCISJjI6N6DF9Z8Va3caQwX9OhZ43mZeblkFeTXeHxJ5s7jToYm9z+Vx5Z+wbFtQ17r4/K+pxzXNY9ljOH8k3twfg2DrEVOlLrJRETCxPBOJ3FFRYJxZJyPwxhax8Xxy1qmbsfWsc1FXC3HC0pLWbh9G4t37gg4bf6WIadxTjf/bvFOY3AYgwEeOvMc+qa0q+spiTQLahkSEQkTxhgeOW8cZ6Z35e2N68kr8TCmSxd+PGAQ7eITajyvfWISg9t34Ou92dXG98Q4nZzb7eSA5720djV/+uIzSiqSILcrlj+fN65KC02M08mzF01kxZ7dLMncSXx0NBf27E0n7eUoYSQsNmoNJW3UKiItwXc5B5j81ixySzwYQ+XU/L+cP56JffpWq79g+1Zufu+dKmUGf0vUh9dcR6+2KQBsyjnA5pwDnJTsZmBa+zrGNYkET0O+v9UyJCISAXq1TeHjKTfyxvp1rN+/n7SEBK465VR6tGkbsP7zq1dVW+zwyN9mfrOWX4wawx1z3ueLzJ2Vx/umtOPZiyfSKYQLQIocD7UM1UEtQyISbOU+H19l7aG4rIzBHTqQ7IoNegynv/Ase/IDD7oe26UrcVFRfLJtS5VuN6cx9Gzblg+vvk4tRBJyahkSEQlTSzN3cs9Hc9hXVAj4x+TcNXwUPx02PKgJxsmt27C3oKDaGCOnMbRPTODN9d8GmEFm2XjgAF9l72Foh05Bi1XkRGk2mYhIM7EnP4+b3nubA8VFlWWlXi9/WbqYdzdtDGosPxk8rFoidGQ/sdM7p1dLhI62Ky+vSWMTaWxKhkREmonXv11Hmc9XbVNSA/xr9cqgxjI2vSvTz80g8ai9xdrGx/PsRRMZ3Tm91i08erRuE4wQRRqNuslERJqJHbmHA5ZbYMfhQ0GNBWDSKadyae8+rM7KIsrpYHD7jpXbgVzR9xTe2vBtlcTNaQxDO3bilNS0oMcqciKUDImINBM1rQJtgK4Bju0vLOQ/69aybp9/49WrTjmVgWntGzWm2KhoRnXuUq384bPOxVrL2xvXVyZEZ6Z34//Ov6BR7y8SDJpNVgfNJhORYMnKz+fcl5+ntLy8yi7wAI+Pm8AlvX9YD2jjgf1MfnMWBWWl+KzFaQxea3n4rHOr7RTflPYXFbL98CE6JiVrSr00Kw35/taYIRGRZqJDUhIvXnoFqYmJlWWxUVFMPf2MKokQwG8XfExhRSIEVA52nrboU/ZXzEQLhnbxCZzW8SQlQhLW1E0mItKMDO90Ep/fcAtr9mZRXFbOwLT2JLlcVersLyzkq6w9Ac/3WsvHW7dwdf8BwQg3rGUX5PPMqhV8um0r0U4Hl/Tqy82Dh5Jw1KBxiQxKhkREmhmnw1HrOj2lPm+NxwxQ6q2+oapUlZWfz6WzXuFQcXFlq9rfv1zKJ9u28PqPJuOqY3NbaVnUTSYiEmY6JibRtVUrAk1ut8AZ6d2CHVLYeXrVl1USIQCftXyzby+zN20IYWQSCkqGRETCjDGG351xDsYYnBXr/RxJjK4bMKjGWWnyg4+3bqm2qCT4X8eF27cFPyAJKbUDioiEobO6duP1H03m6ZVfsnZvNmmJifz41IFc2a9/qEMLC9GOwG0BDmOIdqqdINIoGRIRCVNDOnTk2YsnhjqMsHRJ777MWLm82mrfXmsZ36NXiKKSUFH6KyIiEecnQ4bRs01b/35rULm9yPgePRl3cs+QxibBp5YhERGJOMkuF29fdQ1vbfiWhTu24XJGcWHPXow7uWet+65Jy6QVqOugFahFRETCj1agFhEREaknJUMiIiIS0ZQMiYiISEQLm2To0KFDTJkyBbfbjdvtZsqUKRw+fLjO8zZs2MAll1yC2+0mKSmJkSNHsnPnzqYPWERERMJC2CRD11xzDWvWrGHu3LnMnTuXNWvWMGXKlFrP2bJlC6effjp9+vRh4cKFrF27lv/93/8lNjY2SFGLiIhIcxcWs8k2bNhAv379WLZsGSNGjABg2bJljBo1io0bN9K7d++A502ePJno6Ghefvnlet/L4/Hg8Xgqf87Ly6Nz586aTSYiIhJGWtxssqVLl+J2uysTIYCRI0fidrtZsmRJwHN8Ph8ffvghvXr1Yty4caSmpjJixAhmz55d672mT59e2RXndrvp3LlzYz4VERERaWbCIhnKzs4mNTW1WnlqairZ2dkBz9m3bx8FBQX86U9/4oILLmDevHlcdtllXH755SxatKjGe02dOpXc3NzKR2ZmZqM9DxEREWl+QroC9UMPPcS0adNqrbNixQrAv0vzsay1AcvB3zIEcOmll3LPPfcAMGjQIJYsWcLTTz/NmWeeGfA8l8uFy+Wq93MQERGR8BbSZOjOO+9k8uTJtdbp2rUrX3/9NXv37q12bP/+/aSlpQU8LyUlhaioKPr161elvG/fvixevPj4gxYREZEWJaTJUEpKCikpKXXWGzVqFLm5uXz55ZcMHz4cgOXLl5Obm8vo0aMDnhMTE8Npp53Gpk2bqpR/9913pKenn3jwIiIi0iKExUatffv25YILLuCWW27hmWeeAeDWW2/loosuqjKTrE+fPkyfPp3LLrsMgPvuu49JkyZxxhlncPbZZzN37lzef/99Fi5cWO97H5lsl5eX13hPSERERJrUke/tek2at2EiJyfHXnvttTYpKckmJSXZa6+91h46dKhKHcC+8MILVcqee+4526NHDxsbG2sHDhxoZ8+e3aD7ZmZmWkAPPfTQQw899AjDR2ZmZp3f9WGxzlAo+Xw+9uzZQ1JSUo2DtYPtyNpHmZmZWvsoAL0+NdNrUzO9NrXT61MzvTY1C+VrY60lPz+fjh074nDUPnk+LLrJQsnhcHDSSSeFOoyAkpOT9R+vFnp9aqbXpmZ6bWqn16dmem1qFqrXxu1216teWKwzJCIiItJUlAyJiIhIRFMyFIZcLhcPPvigFoesgV6fmum1qZlem9rp9amZXpuahctrowHUIiIiEtHUMiQiIiIRTcmQiIiIRDQlQyIiIhLRlAyJiIhIRFMyFCb+8Ic/MHr0aOLj42nVqlW9zrHW8tBDD9GxY0fi4uI466yz+Pbbb5s20BA4dOgQU6ZMwe1243a7mTJlCocPH671nBtuuAFjTJXHyJEjgxNwE5sxYwbdunUjNjaWoUOH8vnnn9daf9GiRQwdOpTY2Fi6d+/O008/HaRIg68hr83ChQurvUeMMWzcuDGIEQfHZ599xsUXX0zHjh0xxjB79uw6z4mU901DX5tIet9Mnz6d0047jaSkJFJTU5k4cWK1zdEDaY7vHSVDYaK0tJQrr7ySn/70p/U+589//jOPPfYYTzzxBCtWrKB9+/acf/755OfnN2GkwXfNNdewZs0a5s6dy9y5c1mzZg1Tpkyp87wLLriArKysysecOXOCEG3TmjVrFnfffTcPPPAAq1evZuzYsYwfP56dO3cGrL9t2zYmTJjA2LFjWb16Nb/5zW+46667eOutt4IcedNr6GtzxKZNm6q8T3r27BmkiIOnsLCQgQMH8sQTT9SrfiS9bxr62hwRCe+bRYsWcccdd7Bs2TLmz59PeXk5GRkZFBYW1nhOs33vNGjXUgm5F154wbrd7jrr+Xw+2759e/unP/2psqykpMS63W779NNPN2GEwbV+/XoL2GXLllWWLV261AJ248aNNZ53/fXX20svvTQIEQbX8OHD7e23316lrE+fPvb+++8PWP9Xv/qV7dOnT5Wy2267zY4cObLJYgyVhr42CxYssEC1DaFbOsC+8847tdaJpPfN0erz2kTq+8Zaa/ft22cBu2jRohrrNNf3jlqGWqht27aRnZ1NRkZGZZnL5eLMM89kyZIlIYyscS1duhS3282IESMqy0aOHInb7a7zeS5cuJDU1FR69erFLbfcwr59+5o63CZVWlrKqlWrqvybA2RkZNT4WixdurRa/XHjxrFy5UrKysqaLNZgO57X5ojBgwfToUMHzj33XBYsWNCUYYaNSHnfnIhIfN/k5uYC0KZNmxrrNNf3jpKhFio7OxuAtLS0KuVpaWmVx1qC7OxsUlNTq5WnpqbW+jzHjx/PzJkz+fTTT3n00UdZsWIF55xzDh6PpynDbVIHDhzA6/U26N88Ozs7YP3y8nIOHDjQZLEG2/G8Nh06dODZZ5/lrbfe4u2336Z3796ce+65fPbZZ8EIuVmLlPfN8YjU9421lnvvvZfTTz+d/v3711ivub53tGt9CD300ENMmzat1jorVqxg2LBhx30PY0yVn6211cqao/q+NlD9OULdz3PSpEmVf+/fvz/Dhg0jPT2dDz/8kMsvv/w4o24eGvpvHqh+oPKWoCGvTe/evendu3flz6NGjSIzM5O//OUvnHHGGU0aZziIpPdNQ0Tq++bOO+/k66+/ZvHixXXWbY7vHSVDIXTnnXcyefLkWut07dr1uK7dvn17wJ+Fd+jQobJ837591bLy5qi+r83XX3/N3r17qx3bv39/g55nhw4dSE9PZ/PmzQ2OtblISUnB6XRWa+mo7d+8ffv2AetHRUXRtm3bJos12I7ntQlk5MiRvPLKK40dXtiJlPdNY2np75uf/exnvPfee3z22WecdNJJtdZtru8dJUMhlJKSQkpKSpNcu1u3brRv35758+czePBgwD9uYtGiRTzyyCNNcs/GVN/XZtSoUeTm5vLll18yfPhwAJYvX05ubi6jR4+u9/1ycnLIzMyskjiGm5iYGIYOHcr8+fO57LLLKsvnz5/PpZdeGvCcUaNG8f7771cpmzdvHsOGDSM6OrpJ4w2m43ltAlm9enVYv0caS6S8bxpLS33fWGv52c9+xjvvvMPChQvp1q1bnec02/dOyIZuS4Ps2LHDrl692k6bNs0mJiba1atX29WrV9v8/PzKOr1797Zvv/125c9/+tOfrNvttm+//bb95ptv7NVXX207dOhg8/LyQvEUmswFF1xgBwwYYJcuXWqXLl1qTz31VHvRRRdVqXP0a5Ofn29/8Ytf2CVLltht27bZBQsW2FGjRtlOnTqF/Wvz2muv2ejoaPvcc8/Z9evX27vvvtsmJCTY7du3W2utvf/+++2UKVMq62/dutXGx8fbe+65x65fv94+99xzNjo62r755puhegpNpqGvzV//+lf7zjvv2O+++86uW7fO3n///Rawb731VqieQpPJz8+v/EwB7GOPPWZXr15td+zYYa2N7PdNQ1+bSHrf/PSnP7Vut9suXLjQZmVlVT6Kiooq64TLe0fJUJi4/vrrLVDtsWDBgso6gH3hhRcqf/b5fPbBBx+07du3ty6Xy55xxhn2m2++CX7wTSwnJ8dee+21NikpySYlJdlrr7222rTWo1+boqIim5GRYdu1a2ejo6Ntly5d7PXXX2937twZ/OCbwJNPPmnT09NtTEyMHTJkSJVprtdff70988wzq9RfuHChHTx4sI2JibFdu3a1Tz31VJAjDp6GvDaPPPKIPfnkk21sbKxt3bq1Pf300+2HH34Ygqib3pHp4Mc+rr/+emttZL9vGvraRNL7JtDrcuz3ULi8d4y1FSOXRERERCKQptaLiIhIRFMyJCIiIhFNyZCIiIhENCVDIiIiEtGUDImIiEhEUzIkIiIiEU3JkIiIiEQ0JUMiIiIS0ZQMiYiISERTMiQiIiIRTcmQiIiIRDQlQyISUfbv30/79u354x//WFm2fPlyYmJimDdvXggjE5FQ0UatIhJx5syZw8SJE1myZAl9+vRh8ODBXHjhhTz++OOhDk1EQkDJkIhEpDvuuIOPP/6Y0047jbVr17JixQpiY2NDHZaIhICSIRGJSMXFxfTv35/MzExWrlzJgAEDQh2SiISIxgyJSETaunUre/bswefzsWPHjlCHIyIhpJYhEYk4paWlDB8+nEGDBtGnTx8ee+wxvvnmG9LS0kIdmoiEgJIhEYk49913H2+++SZr164lMTGRs88+m6SkJD744INQhyYiIaBuMhGJKAsXLuTxxx/n5ZdfJjk5GYfDwcsvv8zixYt56qmnQh2eiISAWoZEREQkoqllSERERCKakiERERGJaEqGREREJKIpGRIREZGIpmRIREREIpqSIREREYloSoZEREQkoikZEhERkYimZEhEREQimpIhERERiWhKhkRERCSi/X/lftqk4hJZ7gAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -96,7 +119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "a598a3dd-5032-45c5-9363-965fc3e8ee91",
    "metadata": {},
    "outputs": [
@@ -106,13 +129,13 @@
        "<AxesSubplot:xlabel='x', ylabel='y'>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -129,7 +152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "551617cd-39f1-48cc-aa13-c7b5693fb8e9",
    "metadata": {},
    "outputs": [
@@ -139,13 +162,13 @@
        "<AxesSubplot:xlabel='x', ylabel='y'>"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -162,7 +185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "387af0b4-a588-4ece-aa0c-c51b7087574a",
    "metadata": {},
    "outputs": [
@@ -172,13 +195,13 @@
        "<AxesSubplot:xlabel='x', ylabel='y'>"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -195,15 +218,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fbb90f28-b8eb-4699-b4c1-41749f28b169",
+   "id": "de8f3046",
    "metadata": {},
    "source": [
-    "## Dendrogram"
+    "## Clustering Counties (Agglomerative)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "fc8848e3-3d5b-4a26-b523-94eb6eec3579",
    "metadata": {},
    "outputs": [],
@@ -213,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "8c0cfdf4-911d-431f-875e-f5735f2e5dc8",
    "metadata": {},
    "outputs": [
@@ -330,7 +353,7 @@
        "4  0.389109  POLYGON ((654796.85595 2272096.94081, 654799.8...  "
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -339,17 +362,9 @@
     "df.head()"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "de8f3046",
-   "metadata": {},
-   "source": [
-    "## Clustering Counties (Agglomerative)"
-   ]
-  },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "7476c04b",
    "metadata": {
     "tags": []
@@ -361,7 +376,7 @@
        "<AxesSubplot:>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -392,7 +407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "3e7bd98d",
    "metadata": {},
    "outputs": [
@@ -403,7 +418,7 @@
        "<IPython.core.display.Image object>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 11,
      "metadata": {
       "image/png": {
        "width": 400
@@ -418,7 +433,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "447bf80b-ed2b-4e8c-b3e0-b18432124cf5",
    "metadata": {},
    "outputs": [],
@@ -428,7 +443,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "dbfad1ee-e2dc-487c-8727-d29a83c69181",
    "metadata": {},
    "outputs": [
@@ -438,7 +453,7 @@
        "array([44, 62])"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -450,7 +465,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "b8f326d3-b2fa-43c4-8890-64c7cd1c1999",
    "metadata": {},
    "outputs": [
@@ -525,7 +540,7 @@
        "62  0.001092  0.002670  POLYGON ((551112.77265 2479206.62887, 551125.3...  "
       ]
      },
-     "execution_count": 13,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -536,7 +551,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "4886fc90-65b8-4d6e-95ca-c54e19a99f91",
    "metadata": {},
    "outputs": [
@@ -554,7 +569,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "0bbd3a3e-a7d1-40cd-81dc-2f5ee96c0353",
    "metadata": {},
    "outputs": [
@@ -564,7 +579,7 @@
        "array([21, 53])"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -576,7 +591,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "id": "35b24649-f5f4-4f35-a5cb-c72f609d1713",
    "metadata": {},
    "outputs": [
@@ -656,7 +671,7 @@
        "       [139, 141]])"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -667,7 +682,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "id": "23f810e6-300f-42af-ae14-a22a5ff6c5fe",
    "metadata": {},
    "outputs": [
@@ -678,7 +693,7 @@
        "<IPython.core.display.Image object>"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 18,
      "metadata": {
       "image/png": {
        "width": 400
@@ -693,7 +708,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "id": "afaf3fb8-f613-42a9-af44-e7ea90ca889e",
    "metadata": {},
    "outputs": [
@@ -703,7 +718,7 @@
        "3"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -723,7 +738,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "id": "e667afb4-b562-4cda-875f-f572662862af",
    "metadata": {},
    "outputs": [
@@ -733,7 +748,7 @@
        "143"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -744,7 +759,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "id": "b9f71818-80e0-45dc-8abf-e3d83e0503f6",
    "metadata": {},
    "outputs": [],
@@ -757,12 +772,12 @@
    "id": "3406545f",
    "metadata": {},
    "source": [
-    "### Linkage Matrix => Dendrogram"
+    "## Linkage Matrix"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "id": "8f9b405d",
    "metadata": {},
    "outputs": [
@@ -773,7 +788,7 @@
        "<IPython.core.display.Image object>"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 22,
      "metadata": {
       "image/png": {
        "width": 400
@@ -788,7 +803,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 23,
    "id": "8dd1560e-b868-43fc-ba8d-fbd2890e9004",
    "metadata": {},
    "outputs": [],
@@ -799,7 +814,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 24,
    "id": "2e385d72-db87-481c-837e-b9e28ac3f410",
    "metadata": {},
    "outputs": [],
@@ -810,7 +825,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 25,
    "id": "b2f478e2-3153-4e9d-9a83-53ebcc322da2",
    "metadata": {},
    "outputs": [
@@ -890,7 +905,7 @@
        "       [1.39000000e+02, 1.41000000e+02, 2.63233914e+00, 1.43000000e+02]])"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -905,9 +920,17 @@
     "linkage"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "f3fb4580-9c1f-482b-a0da-1e1983b6c0dc",
+   "metadata": {},
+   "source": [
+    "## Dendrogram"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 26,
    "id": "cd2adce1-7f60-47a1-80f5-2a77eeeef3b7",
    "metadata": {},
    "outputs": [
@@ -929,17 +952,450 @@
     "None"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "e68ac6b6-4fa3-4e37-b662-70a47ae6d7d9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>NAME</th>\n",
+       "      <th>POP100</th>\n",
+       "      <th>AREALAND</th>\n",
+       "      <th>HU100</th>\n",
+       "      <th>developed</th>\n",
+       "      <th>forest</th>\n",
+       "      <th>pasture</th>\n",
+       "      <th>crops</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Racine County</td>\n",
+       "      <td>195408</td>\n",
+       "      <td>861533739</td>\n",
+       "      <td>82164</td>\n",
+       "      <td>0.230906</td>\n",
+       "      <td>0.100167</td>\n",
+       "      <td>0.072588</td>\n",
+       "      <td>0.482126</td>\n",
+       "      <td>POLYGON ((645313.81834 2212738.58489, 645456.3...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Clark County</td>\n",
+       "      <td>34690</td>\n",
+       "      <td>3133378070</td>\n",
+       "      <td>15076</td>\n",
+       "      <td>0.046476</td>\n",
+       "      <td>0.326691</td>\n",
+       "      <td>0.022979</td>\n",
+       "      <td>0.444642</td>\n",
+       "      <td>POLYGON ((431909.29098 2393751.35940, 433872.5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Wood County</td>\n",
+       "      <td>74749</td>\n",
+       "      <td>2054044751</td>\n",
+       "      <td>34088</td>\n",
+       "      <td>0.080285</td>\n",
+       "      <td>0.226244</td>\n",
+       "      <td>0.023411</td>\n",
+       "      <td>0.320990</td>\n",
+       "      <td>POLYGON ((498653.94690 2388370.84202, 498647.3...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Rusk County</td>\n",
+       "      <td>14755</td>\n",
+       "      <td>2366092584</td>\n",
+       "      <td>8883</td>\n",
+       "      <td>0.035567</td>\n",
+       "      <td>0.473937</td>\n",
+       "      <td>0.049572</td>\n",
+       "      <td>0.138357</td>\n",
+       "      <td>POLYGON ((397166.23292 2498521.78567, 397167.7...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Ozaukee County</td>\n",
+       "      <td>86395</td>\n",
+       "      <td>603514413</td>\n",
+       "      <td>36267</td>\n",
+       "      <td>0.222642</td>\n",
+       "      <td>0.088609</td>\n",
+       "      <td>0.127867</td>\n",
+       "      <td>0.389109</td>\n",
+       "      <td>POLYGON ((654796.85595 2272096.94081, 654799.8...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>Washburn County</td>\n",
+       "      <td>15911</td>\n",
+       "      <td>2064515991</td>\n",
+       "      <td>12979</td>\n",
+       "      <td>0.047761</td>\n",
+       "      <td>0.609277</td>\n",
+       "      <td>0.075988</td>\n",
+       "      <td>0.050258</td>\n",
+       "      <td>POLYGON ((344661.07082 2572737.00086, 344660.4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>Monroe County</td>\n",
+       "      <td>44673</td>\n",
+       "      <td>2333270295</td>\n",
+       "      <td>19204</td>\n",
+       "      <td>0.066948</td>\n",
+       "      <td>0.421153</td>\n",
+       "      <td>0.148289</td>\n",
+       "      <td>0.215588</td>\n",
+       "      <td>POLYGON ((436857.69239 2316241.29531, 436976.8...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69</th>\n",
+       "      <td>Richland County</td>\n",
+       "      <td>18021</td>\n",
+       "      <td>1518120276</td>\n",
+       "      <td>8868</td>\n",
+       "      <td>0.054007</td>\n",
+       "      <td>0.488928</td>\n",
+       "      <td>0.250210</td>\n",
+       "      <td>0.164889</td>\n",
+       "      <td>POLYGON ((457338.65941 2298254.23217, 457337.5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>Price County</td>\n",
+       "      <td>14159</td>\n",
+       "      <td>3248866440</td>\n",
+       "      <td>11120</td>\n",
+       "      <td>0.033263</td>\n",
+       "      <td>0.431089</td>\n",
+       "      <td>0.039663</td>\n",
+       "      <td>0.016128</td>\n",
+       "      <td>POLYGON ((462928.25547 2551125.09835, 462875.5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>St. Croix County</td>\n",
+       "      <td>84345</td>\n",
+       "      <td>1871138853</td>\n",
+       "      <td>33983</td>\n",
+       "      <td>0.096763</td>\n",
+       "      <td>0.215260</td>\n",
+       "      <td>0.259282</td>\n",
+       "      <td>0.393676</td>\n",
+       "      <td>POLYGON ((273211.45562 2474047.17383, 272364.8...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>72 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                NAME  POP100    AREALAND  HU100  developed    forest  \\\n",
+       "0      Racine County  195408   861533739  82164   0.230906  0.100167   \n",
+       "1       Clark County   34690  3133378070  15076   0.046476  0.326691   \n",
+       "2        Wood County   74749  2054044751  34088   0.080285  0.226244   \n",
+       "3        Rusk County   14755  2366092584   8883   0.035567  0.473937   \n",
+       "4     Ozaukee County   86395   603514413  36267   0.222642  0.088609   \n",
+       "..               ...     ...         ...    ...        ...       ...   \n",
+       "67   Washburn County   15911  2064515991  12979   0.047761  0.609277   \n",
+       "68     Monroe County   44673  2333270295  19204   0.066948  0.421153   \n",
+       "69   Richland County   18021  1518120276   8868   0.054007  0.488928   \n",
+       "70      Price County   14159  3248866440  11120   0.033263  0.431089   \n",
+       "71  St. Croix County   84345  1871138853  33983   0.096763  0.215260   \n",
+       "\n",
+       "     pasture     crops                                           geometry  \n",
+       "0   0.072588  0.482126  POLYGON ((645313.81834 2212738.58489, 645456.3...  \n",
+       "1   0.022979  0.444642  POLYGON ((431909.29098 2393751.35940, 433872.5...  \n",
+       "2   0.023411  0.320990  POLYGON ((498653.94690 2388370.84202, 498647.3...  \n",
+       "3   0.049572  0.138357  POLYGON ((397166.23292 2498521.78567, 397167.7...  \n",
+       "4   0.127867  0.389109  POLYGON ((654796.85595 2272096.94081, 654799.8...  \n",
+       "..       ...       ...                                                ...  \n",
+       "67  0.075988  0.050258  POLYGON ((344661.07082 2572737.00086, 344660.4...  \n",
+       "68  0.148289  0.215588  POLYGON ((436857.69239 2316241.29531, 436976.8...  \n",
+       "69  0.250210  0.164889  POLYGON ((457338.65941 2298254.23217, 457337.5...  \n",
+       "70  0.039663  0.016128  POLYGON ((462928.25547 2551125.09835, 462875.5...  \n",
+       "71  0.259282  0.393676  POLYGON ((273211.45562 2474047.17383, 272364.8...  \n",
+       "\n",
+       "[72 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "2f7e01a1-3383-4e57-abb7-3d5f80793fa2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# set NAME as index\n",
+    "df1= df.set_index(\"NAME\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "77a23ff6-4c8f-445d-bc7e-903968d89aeb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>POP100</th>\n",
+       "      <th>AREALAND</th>\n",
+       "      <th>HU100</th>\n",
+       "      <th>developed</th>\n",
+       "      <th>forest</th>\n",
+       "      <th>pasture</th>\n",
+       "      <th>crops</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NAME</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Wood County</th>\n",
+       "      <td>74749</td>\n",
+       "      <td>2054044751</td>\n",
+       "      <td>34088</td>\n",
+       "      <td>0.080285</td>\n",
+       "      <td>0.226244</td>\n",
+       "      <td>0.023411</td>\n",
+       "      <td>0.320990</td>\n",
+       "      <td>POLYGON ((498653.94690 2388370.84202, 498647.3...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marquette County</th>\n",
+       "      <td>15404</td>\n",
+       "      <td>1180045997</td>\n",
+       "      <td>9896</td>\n",
+       "      <td>0.058674</td>\n",
+       "      <td>0.260061</td>\n",
+       "      <td>0.047678</td>\n",
+       "      <td>0.313069</td>\n",
+       "      <td>POLYGON ((541227.99438 2327564.06470, 541232.2...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  POP100    AREALAND  HU100  developed    forest   pasture  \\\n",
+       "NAME                                                                         \n",
+       "Wood County        74749  2054044751  34088   0.080285  0.226244  0.023411   \n",
+       "Marquette County   15404  1180045997   9896   0.058674  0.260061  0.047678   \n",
+       "\n",
+       "                     crops                                           geometry  \n",
+       "NAME                                                                           \n",
+       "Wood County       0.320990  POLYGON ((498653.94690 2388370.84202, 498647.3...  \n",
+       "Marquette County  0.313069  POLYGON ((541227.99438 2327564.06470, 541232.2...  "
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# compare the last two counties in the dendrogram to see the similarity between them\n",
+    "df1.loc[[\"Wood County\", \"Marquette County\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "66aa2bda-14e9-4325-a3d7-c20a87611e07",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>POP100</th>\n",
+       "      <th>AREALAND</th>\n",
+       "      <th>HU100</th>\n",
+       "      <th>developed</th>\n",
+       "      <th>forest</th>\n",
+       "      <th>pasture</th>\n",
+       "      <th>crops</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NAME</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Wood County</th>\n",
+       "      <td>74749</td>\n",
+       "      <td>2054044751</td>\n",
+       "      <td>34088</td>\n",
+       "      <td>0.080285</td>\n",
+       "      <td>0.226244</td>\n",
+       "      <td>0.023411</td>\n",
+       "      <td>0.320990</td>\n",
+       "      <td>POLYGON ((498653.94690 2388370.84202, 498647.3...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Marquette County</th>\n",
+       "      <td>15404</td>\n",
+       "      <td>1180045997</td>\n",
+       "      <td>9896</td>\n",
+       "      <td>0.058674</td>\n",
+       "      <td>0.260061</td>\n",
+       "      <td>0.047678</td>\n",
+       "      <td>0.313069</td>\n",
+       "      <td>POLYGON ((541227.99438 2327564.06470, 541232.2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bayfield County</th>\n",
+       "      <td>15014</td>\n",
+       "      <td>3827680323</td>\n",
+       "      <td>12999</td>\n",
+       "      <td>0.041450</td>\n",
+       "      <td>0.718962</td>\n",
+       "      <td>0.058296</td>\n",
+       "      <td>0.008185</td>\n",
+       "      <td>POLYGON ((394311.35486 2690830.88205, 394217.3...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  POP100    AREALAND  HU100  developed    forest   pasture  \\\n",
+       "NAME                                                                         \n",
+       "Wood County        74749  2054044751  34088   0.080285  0.226244  0.023411   \n",
+       "Marquette County   15404  1180045997   9896   0.058674  0.260061  0.047678   \n",
+       "Bayfield County    15014  3827680323  12999   0.041450  0.718962  0.058296   \n",
+       "\n",
+       "                     crops                                           geometry  \n",
+       "NAME                                                                           \n",
+       "Wood County       0.320990  POLYGON ((498653.94690 2388370.84202, 498647.3...  \n",
+       "Marquette County  0.313069  POLYGON ((541227.99438 2327564.06470, 541232.2...  \n",
+       "Bayfield County   0.008185  POLYGON ((394311.35486 2690830.88205, 394217.3...  "
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# compare the last two counties in the dendrogram with the first county to see their dissimilarity with the first county\n",
+    "df1.loc[[\"Wood County\", \"Marquette County\", \"Bayfield County\"]]"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "14a94f28-b3c7-4246-82f0-ef048d7c1c21",
    "metadata": {},
    "source": [
-    "## Part 2: redraw an image more simply, using only 4 colors"
+    "## Redraw an image more simply, using only 4 colors"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 31,
    "id": "2c983beb-7848-4b27-89e4-b1b30e1966e4",
    "metadata": {},
    "outputs": [
@@ -953,10 +1409,10 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7d07dcb60d00>"
+       "<matplotlib.image.AxesImage at 0x759436591390>"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -980,7 +1436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 32,
    "id": "bd1ebfbf-1fb6-429c-82d4-19506a252f79",
    "metadata": {},
    "outputs": [],
@@ -990,7 +1446,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 33,
    "id": "240b11f1-2daa-4b1f-8769-150f9e8c9ac1",
    "metadata": {},
    "outputs": [
@@ -1006,7 +1462,7 @@
        "       [ 39,  46,  56]], dtype=uint8)"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1018,7 +1474,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 34,
    "id": "2c999039-4b60-406b-8095-efaa719ae507",
    "metadata": {},
    "outputs": [
@@ -1435,7 +1891,7 @@
        "KMeans(n_clusters=4)"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1447,20 +1903,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 35,
    "id": "010f4e9c-d1cf-431c-b52b-51243c76305d",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[ 82.15028392, 158.90596881, 235.54356973],\n",
-       "       [ 44.87924215,  52.15943442,  42.35224586],\n",
-       "       [223.01941144, 221.28077842, 220.4703591 ],\n",
-       "       [117.961055  , 128.05967312, 125.75739497]])"
+       "array([[ 44.88224289,  52.16326462,  42.35458212],\n",
+       "       [ 82.15028392, 158.90596881, 235.54356973],\n",
+       "       [223.022064  , 221.28314919, 220.47254276],\n",
+       "       [117.96656122, 128.06417194, 125.76469364]])"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1471,23 +1927,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 36,
    "id": "2f386fdb-25db-49d7-a0ab-2f739f6187de",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7d07dcbc51e0>"
+       "<matplotlib.image.AxesImage at 0x7594365f8b20>"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1502,17 +1958,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 37,
    "id": "31798ce2-3262-4086-9039-e18387fa59d2",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([0, 0, 0, ..., 1, 1, 1], dtype=int32)"
+       "array([1, 1, 1, ..., 0, 0, 0], dtype=int32)"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1524,21 +1980,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 38,
    "id": "7d319bca-f525-4f7c-b018-e6b96df3bc60",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[ 82.15028392, 158.90596881, 235.54356973],\n",
+       "array([[ 44.88224289,  52.16326462,  42.35458212],\n",
+       "       [ 44.88224289,  52.16326462,  42.35458212],\n",
        "       [ 82.15028392, 158.90596881, 235.54356973],\n",
-       "       [ 44.87924215,  52.15943442,  42.35224586],\n",
-       "       [ 44.87924215,  52.15943442,  42.35224586],\n",
-       "       [ 44.87924215,  52.15943442,  42.35224586]])"
+       "       [ 82.15028392, 158.90596881, 235.54356973],\n",
+       "       [ 82.15028392, 158.90596881, 235.54356973]])"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1549,7 +2005,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 39,
    "id": "0f6cb61a-23a3-4c36-93bf-8fd222a34085",
    "metadata": {},
    "outputs": [
@@ -1560,12 +2016,12 @@
        "       [ 82.15028392, 158.90596881, 235.54356973],\n",
        "       [ 82.15028392, 158.90596881, 235.54356973],\n",
        "       ...,\n",
-       "       [ 44.87924215,  52.15943442,  42.35224586],\n",
-       "       [ 44.87924215,  52.15943442,  42.35224586],\n",
-       "       [ 44.87924215,  52.15943442,  42.35224586]])"
+       "       [ 44.88224289,  52.16326462,  42.35458212],\n",
+       "       [ 44.88224289,  52.16326462,  42.35458212],\n",
+       "       [ 44.88224289,  52.16326462,  42.35458212]])"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1577,23 +2033,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 40,
    "id": "2fd0d8ca-0d8b-4428-8bb8-ce8e149622b9",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7d07dca30310>"
+       "<matplotlib.image.AxesImage at 0x759436443c40>"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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Xdhvva/4I3lMguJN8YKH/1V/9VU6dOsVf/dVfXfHc5Xawuq7f0CL2evt87WtfI5fLtf4WFhY+6LAFHxckeKSjzq/uLTLkb2K9C2LrNOscjNX5f+4rcSDawGYSgi/4ePKBhP4rX/kK//AP/8Crr75KZ2dna3ssFgO4YmaeSCRas/xYLEa9XieTyVxzn8uxWq14PJ5Nf4Kti9eq8XhHjRf6qoTsdzdQLkvQ5lT5lyNlfmGoIsRe8LHkloRe13V+9Vd/lb/7u7/jlVdeobe3d9Pzvb29xGIxXn755da2er3O66+/zsMPPwzAgQMHMJvNm/ZZWVnhzJkzrX0EP50oMsTdKl/cWeZn+6tY5HtHVCVgb7jBLwxVCNo1rmmgIxDcg9xSwdSv/Mqv8Jd/+Zf8/d//PW63uzVz93q92O12JEnixRdf5Otf/zqDg4MMDg7y9a9/HYfDwS/+4i+29v3iF7/Ir/3arxEMBgkEAvz6r/86u3bt4plnnrn9Zyj4WKDI8Il4jWe7q8j3sIjuCTcY8jf583MOJjOi3lDw8eCWvql//Md/DMCTTz65afuf/dmf8a//9b8G4Dd+4zeoVCp8+ctfJpPJcPDgQV566SXclxSq/OEf/iEmk4nPf/7zVCoVnn76ab71rW+hKKIN0E8jsgRPxWs8d4+LPBgTeYdJ5xPxGmYZRtMm4XopuOf5UHn0dwuRR791kCR4Ol7juZ4qyj0u8pdTaUp8Z8zOmZRZiL3grvCR5NELBB8GSboYrrkXRF7X9VvSa7tJ5wvDFQJWUVkluLcRQi+4a+wONXiuu3rHip9uBU3T+eGrrzAzP3dLr7ObdF7oq4psHME9jVhNEtwVgnaNT3TV7gmRB6P24749e295nUgCdocbAPz3cbtoSyi4JxFCL/jIsZl0fnl7mQ7XvWMgJkkQuUpf2Zt6LUY2TkODvzovLI8F9x73yHxK8NOCLMH9sfqWdIncFmgy6G+KHHvBPYcQesFHStih8eneO7P4qqoaCyvLt//AN4nTrPM/bSvT49l6FzHBxxsh9IKPDJdF5/ND5WvG5TVNu2bWi66DdoNMYE3XWE2sf7hBfkhcZp2H22qYRUmI4B5CCL3gI8Nn1ejemO1eLtk6cHJ0FF27eqpisVRkcnbmzg7wNrEv0uDhttrdHoZA0EIIveAjwWnWeb6nSkOVeHm8SkPdLPWZXA67zYYkXf0rqek6jUbzoxjqh0aW4NGOOg6zSLkU3BsIoRd8JOwINhgJNMnXJSRZuSJ8k83lMCnKNRt9zC0u0n2JU+q9js+qcTBWv9vDEAgAIfSCj4Aer8pn+6s0NHhnoYnd7kS+RNFrqsTU4gptkcg1j1GpVrHbbB/FcG8LsgQPttXxWMWsXnD3EUIvuKNIEjzaXsNu0nn/9DlWzr3KgG/zTHcxr7NaNuNwXD0HPV8sspa88SJrvd7gXrJuCto07ouKWb3g7iOEXnBH6faoDAea5AoFpqYncOo5wpc0E9GBmeU1bLWVax6jVqtRKJVu+F7npyao1qo33C+bz5P9CPoOSxLcH63jFV44gruMEHrBHUOW4aG2Gg6TTr5QYEEebD2naTq6Dtl8gaWxd7gd9o/aTZqSFUqlm7pw3A7CDg2vCN8I7jJC6AV3DJOkM+hrogNHxmYxqUUurLaOTk5QrlY4PZ8iX1UJX8d+4FZk8l4sSn2qs3ZvDkzwU4MQesEdI+6sMzl1nnK5TLpmpmKLs2tkG41Gg9fnJb4342V6/ASKWqS/q/uaWvjuzM3Nvk2KiR1Dw7fvBG4DEjAcaNLtFtWygruHEHrBHSO5Mo2uNZmYnaGSnCKUfh27zYqu69QqRaanzpGvauiS5ZrHqNXr1BOnudG8vtFosJpYuyczc6yKviW9fQQfH4R7peAOoeHQ0vR0dPDDV19B1jdXirqLo1ibDVTZgX7ZXL5cqVCuVklnMpw+P0oilaQtHL1h9KOvqxur5doXjQuEAoFbPZkPzUNtdd5bufHYBII7gZjRC+4IilbDXRxlZn6eYqm46bmZhXmaqrqxX/mKi8DU3Bw/fu1VqrUasizj9/p4+tFHkeVrf11NZjND/f035Sdvt1qxW60f4Kw+OAGbRlyYnQnuEmJGL7gjSHoTTVNZWF66IuiSymTR9M0ph/VGA1VVURSFHcPDbB8aQpZkdgwPs7C8jNlkplKrYVIUVFVFlmUsZjOlSoXzkxPoOmwbGEC+ROgtZjPKZRcHHZiZn6cjFrup2f/twmnWidpVFvLC7Uzw0SOEXnBH8BZOoqt1Vi8pdJKQkK/iZSMj8d7xYwR8PjxuN9qGsdno1AS1ep2puVkKxSKKojDc38/0/Dw2i4WeeBe6rtNoNlhcWeH0+VF2DA1jNpkolIpouo7b6bri/Y6dOoHX4+HgvgNkC3lC/gCRUAhZklGUi+NbSSSIhEJXXCw+KE/E6xxLWNBEtqXgI0YIveC2I+t1rPUkly+gBnw+ujo6WF5b27Td5XIS9Adw2O28/OYbrK0bF4dKtYqma9isVrYNDjIyMMjbh98nXyiQQ2ctldx0HJOiYLNaCPoDhINBvv+Tlzd55+g66OhoqkYoGCKTz1Gt1njp9OvIskxPZ5z7du9mbmkJgLnFBbo7O4kEQ3jcbixm84f6dzHLujEeIfSCjxgh9ILbjqJWsFeXrtguyzIm05VfuXyxSLlc4Vt/PYOqS1fknIf8AWRZpl6v0xaJsLCy3NrF7/WRyWXRgZGBQeLtHZjNZmq1Gs8/9Qm8bnfrOJOzMxw+dRJZkWmLRImFwzSaTQqlIqqq4vW4qdRqTMxMs7y2ig6omkZXRyeKorC0ugpAeywGgK7p5Ap5/F7vTf27+K0au0MNjic+3AVDILhVhNALPjJ2Dg+zmlhjen7uiucePHCAsYlx1jPZTdsjwRCffOLJVjx9aXWFPdu2M9DdQ61eJ5XN8u6xI4CxyHpBdF0OB0G/v3WcfLFIvdFoPZ5bXGBkYAAJePaxxze958984ml++OorLK6u4HY6sdtsZHM5Tpw7S6PRQD2uYTaZ2DUywnvHj/P4wQdpj0ZveP4m2eiXKxB81AihF9x23KVRYPNiq9psksmkOXnmNKVyGSQjZu/zegl4vQz29rG2vk4ql8dmtVCuGp41FrOZas3IyrFaLDjsdqq1GjMLC1RrNRKpJEF/gFK5zHIiQa1eZy2ZpKu9fdP767pOvL0dh93B4ZMnKF7HAsFsMrFn+w6W11bJFQqoqkrQ7+fTn3iaWr3BWjJBo9HkrcOHKZVLNJo375PvsWhIkhFGEgg+KoTQC2475kaWqwWiX379VQDCkTYUWeGR++9nqLcPs9ncCsXIkoTVYqVSrWK1WMkXCrzy9lvs37mL7s5ORgYGrzi0pmscOnKYob5+LBYL8ctEHsDrduN1u4m3d7C4sky87cp9LiXg9eJ2umiLRjFfEpu3Wsx0tXegA8VyicXli/bKZ8fHSGdz7N62DavFgiRJV2T2PNhW59UFK3VVeCIIPjqE0AvuKJqqoWkakVCIgM9PrlgADEE3Kyam5ubYNjAAgMvp5OD+/UiShISE3+elVq/T0xlHliR0Xadar18xHS4Ui1RrNVwOB9Xqjd0rD+7dhyRJVKtVzGYzpqvk3rucLj73yU/x1uH3aTQaVyzESsBI/yD1S57r6eyiXBnnez/+ES6HA1mW2b1tG/3dPR/gX04guH0IoRfcVhStjKWRQm2q5PNZSoU8+3fv4Zknn+KN995tCX1TbfLau+/Q19XVEvr79+xt+cnrus5r7xwi4POTyeZarxmdmEDVNhce6Trousbc0mJrmyRJmOQb56x3trUT8PnQ0fF5vIQCAcanp+nu7MTn9jDcP9BK97wck6LQHrkYm3c67Ny3ezfbh4b4p7fepFavEw1fu5mKQPBRIYRecFsxNUtIpVWmpsdpj0b5f/0/fpWgP4gsS0iX5DrqgKZpOB1Ozo6PA4avzZmx8y2xr1SrTM7N3vybqxcvAB6Xm+G+/mvuqus6FouZ/u4ellZXaTabaLpGU21SLJcYnRhnbmkJXdeJBEN0d3ag6zo2q42ezjhIICsyHRsZOBeQJAmn3U5bJMrCyjImRTHWJACnw4FFhnaXxmxOFE4JPjqE0AtuK5ZGCrPFzNDwdjpjMUYnp3hwvxezfGVKoY7OiXNn7sg48sUCh0+duObzi/OzBAIhTkcizM1O0d0zQG9XN2ZFwWYxcvFdTieSJBFv70BRZM6OjVGt1VhPJZFkmYDPh4SEy+kkEgoBFzNDd42MsGN4GJvV2lqsXVtfx26z8T+NSPzBMRflhojTCz4ahNALbhvxwhu0mxKkAF2SWFxbo6lqlMplVhIJEsnkDY/xQVFkmWgojLRReVur10hm0tfcv69vEMWkUCiXCUTaKJRLlCtlNF3n/RMnMJmNn4YsSUzOzLR8drYNDuJ1ewAwmUysra+TyWVJJJPEIhE0VSUSCmO7xEvHvFE7oAPpXI5YmwdZaLzgI0QIveC2YDfpfOq+AYKWOP/n/1jhQmrMWjLJD159hVzhzrbukyWZaDhMb7yLUCDA+yeO02g2r1nNajGbeeT+B6hUKhfPwW5HVVXaLsmJ13WdcrWKw26n0Wjw2rvvAKDICm2RCLIss2fbdmw2K3abjUKxyMzCPGaTiYDfj9Nubx0rFg4DRiesxzpqvDRnQxVdBgUfAULoBbcFm1zHbVWoVWtcmv+oo98Rka+bgyhaDUUtokhGGGX/zl2sJNbQNI2923ewd/sO7JcI7aWkMhmCfj/SJUVVbIz85z/9wsXHmkY2n8fv81GpVFheW2NidoZUOs3S6io6OgvLRhVwezSG3+tj97ZtWCwWqtUq1WoVm9WK85LG57IET8VrvL9qIVURBrKCO48QesFtoZ5b5JVXX+dOWbmYTWaazUbr2JbGxbDMjuERHtp/AFkx/GrAmLEXSiXeev+9TccJBQJsGxgkdJnAX+DyiMqFWDyAw25noKeHvu5ums0mEzMzaJpGJpdlYmaGZCZNOptldGKccDDIjqFh4u3tWK9iiSwBO4IN3lj8aO2SBT+dCKEXfGhs9VVcpQkK5eKNd74FDDdJhf6ubgb7+lhcWeb06CiTE+dpqsYCp9Vq47nHntjkOnmBarXKK2+8RrGYR9d1ZElm946dbBsYvGLfC+QKecanp0GSNmwOtl3hXilLEhazmR1DQ4CRPbRjeAQJMJvNnDl/nkQqyaGjR1DfVxnq62Pn8Ag+jxdZlkgkk7hdLrrcJkAIveDOI4Re8KGw1VaIJX+Ion54kU+tJyiXi0iSTHtHnJ6uOE8+9BBWixVFkemMxVBVlZd//A9Ua0ZhlNfr43r3EH5/EKfLTSGfw+8P4A+ErjuGufk5Xnrtn5BlhbZYGzsGh67qaa9fklsvyTLBjVk/wIP797O4skK1XuPkuXMUy2W+9+MfMdjbx/bBQdxuN+8ePQLuLlyWHRTrYmVWcGcRQi/4wNhqy8SSP7o1kde5Mj6yweLCLMvLC5gUE+FIDEWRcVwSY5ckCYvZQiAUZnlp4cLW675dLpchGArjcDoBoxPV9fB6fXi9flRVveaxC8Uif/3338XhcCLLMg8fuI/uzs5N44y3t6MD8bZ2FEXhpTdeZ2Zhnqm5Gfq6uhns7WMyWeOzfRX+YdouxF5wRxFCL/hASHoTX/74TYt8LpsBXSeXyxLv6kW6Sn6h2WzB5wtQLOTpjXfhukrTkOH+frZv301vrxF+MWb2VxdJn9fL3t17WVhZvunzcjgcdHXESWcz19xH0zTK1SoNVQVJYmx6apPQX0CCVprlEw8+hKqqnBsf5+ToWabn53n2scdx2lN4a02KUu9Nj1EguFXEkr/gA2GtJ3BWZm5uZx0W52dYX18jFI5uqpC9FFmWGRzaTkdn9zUP5bDbQQe7w4nH56eyUXV6Ncwm0x1pF6goCj6vF65xHgDNpsrJc+fIFwzLB5fDgdft5oG9+9izfQfVWo2X33yDUrnMp0es2M3CzlJw5xBCL/hAeAunWVtZQFNvouG1BG3tcbp7+sll0+jXiKk3mw0WF2aRJcjmc1f1mDFmyRZq5RKNaoU9u/ehKDK5fJ5sPk8un0e95HUOux2f29P6c14j3fIC1VodWZKoVCt0xGKbetBeesxH7nuAR+97AKv56hcSWZao1Kp8/ycvt8QeQFFkDu7dx94dO6htiL2LAg+5phCtpwR3ChG6EdwyJrWItb6GZndcMTtvNhrouo7ZbLkYUdEhm02TzaYJBsNI1wi1WKxWwuEo/+oX/gXtsTYkoHxJQVOj2eTc+DjPPfk0qqYZnaYkien5ed5cfR8w3rKvuwerxYjFWywWBnp6WsdQNY13jh019pWklnNlOBikPRLF7/XS29VFTzyO2Wy66kibTZXJ2VmqtSqapmE2XRn3lySZXSPb8Hu8m2yOwbhzeWDPPgJeH2tJIzvniUee4t21FcqW69snCwQfBCH0gltGR6beNGbN0mUZKcuL88zPz/DIY09fvAhI0Nc/hEkxIcsyqqaiahohf4DOtjaKpRKTc7MMDm1HlhVef+9dJEli5/AI8xv9W4f6+kAHs9lErlBA13VcTqdhTmY289gDB68ZErqUbD5PvV4HjFx730ZHKkmSWE+laItEsFotFIslms0mZ8bG2DZorAfouo4kSSiKzJMPPcTa+jqvv/sOe3fsuOJ9NF3jyMmTWC1mOtvaLv7b6YYLp0kxMdTXRzQcZn55icTaIh2eOBM3dlkWCG4ZIfSCW0ZVHJRwU8tl8Pg2Fx5FYu0kEqubtnlcbrYPDuLzePF7vbxy6G3WkuvkCnmq1SqqpuG0O+jt6mJlbY1MLkfQ52PPtu3s3W6IqNVqversOpnJMDk7g9lkuimhDwcCgOGMWW80Wj40QKuBSLytvRX+kTB8dM6Oj5PKZHA67AR8foqlEjuHh/mFFz6D2WxG1zeH7BVZ5pH77mctuY52iX9+pVbl73/8Ix65/wG62tvxut24nU5OnDuL1NFzw/ELBB+EW4rR//Ef/zG7d+/G4/Hg8Xh46KGH+OEPf9h6Xtd1fud3fof29nbsdjtPPvkkZ8+e3XSMWq3GV77yFUKhEE6nk89+9rMsLi5e/laCe5y6JcTVsl1sdjsd8e5NT1WqVUYnJ1hcWeH0+fOk0mn64t3cv2cvP/vJT/LA3r3s2b6dgNeHqqr8/Kdf4IVnnsVus2GzWrFdQ+TBmJUnksmWtfHNYjGbcdiuHq+3Wiw4bDYcNht2mw1Zltk1MsJATw9tkSj93d3s2b4dRVHIFwscPXWKcqXM0tpqy9pYBxSTQkcshnsjtRMAXadWr2/eBqQrEpMlzy2dg0Bws9yS0Hd2dvIf/sN/4MiRIxw5coRPfOIT/OzP/mxLzH//93+fP/iDP+Cb3/wmhw8fJhaL8eyzz1K4ZDHqxRdf5Lvf/S7f+c53eOuttygWi7zwwgsbecuCjwv14H6C8W2A0fu1LRwhEjSKkdraOzfNrhvNBrlCgYDPS61eQ9N18sUCEzMznBo9j9ftodFo8ub779Lf3UPA58Nus93UODwuF08/8mjLtfJmURQFs/nWbmgjoVDLjvgC0VCYg/v24XQ4cNoduJ1OZhYWeOn11zlx5koLZpvVymeeeRav293atmtkhLolgCaLKlnBnUHSb3UqdBmBQID/+B//I//m3/wb2tvbefHFF/nN3/xNwJi9R6NRfu/3fo8vfelL5HI5wuEw3/72t/nCF74AwPLyMvF4nB/84Ad88pOfvKn3zOfzeL1ePvNH05jt7hu/QHBH8OePEMi+gyzBs489QaVa5Y33373qvgGvj/27duFyODly6iR7tu/ApChEQiHMJhPJdJpqvYbP48V1iQHYBXKFArWNJuG3G6fDscl07HaQyeVYWl1l5/AwYCwk5wsFAj7/FVmZ6WyW/+2YRErpuq1jEGx9GpUC3/+VPnK5HB7Pte8IP3CMXlVV/uZv/oZSqcRDDz3EzMwMq6urPPfcc619rFYrTzzxBIcOHeJLX/oSR48epdFobNqnvb2dnTt3cujQoWsKfa1W2/Qjz+fvrOWt4ObIu3bgzx1B1xvMLMwzMTN91f1qlhi79z9AxKPg83j4zLPPIWF0lLrQfclkMuEymZicmWEtuX7FMdaSSUrl0m0dvyzLuBxOnA4nbZEwAZ+fSCjEkVMnaTab9MTjREOGtbDZZLqli4Hf620t9IJRZJXKZphbWmS4bwBJlnBs3LXI9gCK2wnXLgkQ3GbMzSy22ioF5zA3qq7eCtyy0J8+fZqHHnqIarWKy+Xiu9/9Ltu3b+fQoUMARC/x8r7weG5uDoDV1VUsFgv+y5wDo9Eoq6ubF/Au5Rvf+Aa/+7u/e6tDFdxBTM08gdz7SLoRcsvl85dlgUuosgOZJnsGuwm67czMT5IvXgzjZXI5Vtc3i7oR3/5o8smVjTuKfKGAy+kk3t6OyWSiLRKhXK2iqhoriTUA3C43c0uLlMpGumd3Z0crVHUtLpUPq8XCYG8fuq6TSqdZSSQoVcr4PF5GBgZ4pqvKX405Lu97LrgDKGqJWOIfkep5KrYOmsrWjwrcstAPDw9z4sQJstksf/u3f8sv//Iv8/rrr7eevzzz4UJK2vW40T5f+9rX+OpXv9p6nM/nicfjtzp0wYdG4/5wmfWVGdT1M1gahkjrSMwVrVwaVdclhaKjH0szw+T5o0ydP4qqqZsyUO429UaDiVmjunc9nWY1sc7IwABvHz6M2+Xivt17yOZz7NlmLLyG/H4URaGpqq38+0spVyqcn5oiFg4TCgSQZXnTfhLG7yMcDBL0+0lns61sopFAk15vk+mcaQvWTelIehNdur7P0EeDjrs0hlJdp1Qq4i2cJuV7+G4P6o5zy0JvsVgYGBgA4L777uPw4cP85//8n1tx+dXVVdouyRtOJBKtWX4sFqNer5PJZDbN6hOJBA8/fO1/bKvVelVPb8FHiU4g+x6l1dNYmvVN1aegY60nNu0t6U28xVMAND/CUX5QNF1rXYgaapNsPscrh97aSJuUKJbKJNMpBvv6mJ6fZ7ivH7/XSyKVxOf20NXRgdVioTceZ3x6muW1NUwbC7498S5sViuydLFBuizLhDZSPQFMeo0X2nMcc0Y5smamrkpoH3vB1zE383iKZ7DVllmO/By6dCeaoutcvDpee1He1MxRnXwJuzSLYrfi9wfo6HTxTkWlqm7tZu0f2gJB13VqtRq9vb3EYjFefvnl1nP1ep3XX3+9JeIHDhzAbDZv2mdlZYUzZ85cV+gF9wI6rvIktXr1MpE3kPTGXRjTB0eCVoWuLMkEL6sHCHh9BH1++rq6SWdzRs692cyRUydpNBrMLS4wNjXJ2nqS7EYHreW1NbL5HKCzd/t2ouEw8bZ2JmdnOHLqJOcmJpien0fTtCsm7SaTiTafnc/1V/i1AwU+21/h446zMkPH6t/gyx3FVkvQkfg7JP32X/Z9+eN0L3+bUObt64TbdUzj38GfP4rVbCKXSZPPZ8nMHaFt8S8wN69tYrcVuKUZ/b/7d/+O559/nng8TqFQ4Dvf+Q6vvfYaP/rRj5AkiRdffJGvf/3rDA4OMjg4yNe//nUcDge/+Iu/CIDX6+WLX/wiv/Zrv0YwGCQQCPDrv/7r7Nq1i2eeeeaOnKDgdqDjyx/H1Px4L4LXLFHMzTwOs0ZvvIvBnl5Ojp5DkWV6unoYLYXQ5CZuX5SGWqYj1saD+w+0mprUGw3KlQr1RoNUJsNIf/9laaRNXn3nbRqNJjOLC9TrdR7cf4BCscR9u3e3Xn/41EkcNjtej5tYOILFbEaRZRRZRlVVZifPsaN3mEMOK4nyx9GOSsNeXUbKz1BKL2E2W7A7nfSG7GTryxStndwumy2pUcSSeAeTRcXaSLLbucxo1kHD5GvtY1LzmFOnoDBHqVxkZXmRfD7LvgMPMjp6hs6uXiz1FGq9irU8R8O/k6ZypXPqx5lbEvq1tTV+6Zd+iZWVFbxeL7t37+ZHP/oRzz77LAC/8Ru/QaVS4ctf/jKZTIaDBw/y0ksv4b4kZ/gP//APMZlMfP7zn6dSqfD000/zrW99C+UqMU/BvYCGrbaKP38MiY9PrUPQ58e0UfXau5E9o6OzuLLCQE9vq5VgZ1sb0zkTDQ1cJgXJ0eThR55jKZUn7qxQLJeoVg1fAovFgn8jkyYSDLbeq1qrUalWUWQZn8drZNik02jo/OStNwEwKQpryXV2Do/Q2xlH1TQ0TeP0+fME/X5cDgdBfwBFUdi/cxc6YFbuzdiNqZlH0SrULGEuFWyTWkRV7PhzR/DnDrOyNIfk8iDJMpqqcv7cMUzNw7h7PwNmJ02Tm4r1MntnCbwWjVK5dFOLpM1mjeTSJA23i1xuAqm0TES2kA89Qt1shMbMyRPMvP4nDA3vYGZpnsaGBYbd7sCkmEDXcS/9D6SGCam4iG1YJuO9n62UjfOh8+jvBiKP/qND0Sp0Lf05sl6/20O5KSQMy4V4ezuWm7Ao7oy1oSgyPq+f0STsisoUSyVkWcbjdpPN5cjkcgDYbbaWTcKlZHI5SuUynW1t6MDswgITM9OYTCZ0XWd6fg50aKhN/B4vxVKJR+6/n0wux46hYRLJJIurK7hdLvq7uvF5vEiyxHsrFr43ZaOh3n3BMTXzSLqKqtgJp1/FnBtnveMXaJq9qIoTW20Z+fxf4gz3sHzqJXw+H6raxGy2Mjc7RXtHnFQywcj23agWH1bqmGwuliKfoyx5AQ1TI0u1XGCPeZRkGdZCn9p4dw1zM0/D5OVS8bXW1/Ek32Du6PcZ2baTeq1GNpvG4XDi38iIUpsqh997k2wmxfC2XWSzaYqFAo1GnZ7eAaxWGx2d3aytLrO2ukQk2oY/1kui4/PUzX6c5Wk0xUbD5KGp3HuVy3c8j14guBdQJBnbRj56RyxGRyxGb7wbi+XmMjwuyEY2nyeiVKjXPaytr2M2m/G4XPi93tYs/ppjUJTWwqqEcZdgvNbHzMJ8Kw1zfGaaQrFIU1V54713cTldZHM5ytUqzz/5FLKssLC8xPjMNNsGBjnY5uZ4wsxk9u78TCW9gS4pBLPvYk0fwyqrNGwxcgsnsZjNmE/9r0Q6RkiEnyd/9FtEbRXcjSWisTYURcFmsyPLCrIsUS6XqdVqLC7MYrXaCIYieJw22oqHWTYPU9Nk7KN/gqVRZdVmp+EdhBCAhjrzMt2mWVZiP48qG5+1p3gOpZHDWZtn1+596DpkMykW5qdxe3zYHU7KpSKaptE/MMza6jKZTApFUSgWjRDk+PkzuNxedF2nM96DxWqlXCpSzSdo0/8Pqu5hrIUJzIqOqjhYjvwsdfP1U2rvVYTQC66JpDdxVOaQ9Xs3ZBPw+fjcp56nVq9TKBbRdZ3FlWXi7de3+5UlaZN98KWCPrKRVXazeFyb47lmk4ngRmiov7u7lVIa8PkI+Hy89s4hltfWqFQq5IsFJCT+7oc/YLh/wPDGcbnI5nN43W7Mdymi6axM4S2cpm72oy4e4vS5o8TaOoh3QT6bprt3kIXRU7hdbjzZP2V64hArzQY7d+2nVqvi9nhZWzXi83OzU9TrNXp6B3F7vLjdHsqlIql0CqutRDtjrK6tUC7l6OreqDUoreJcfQW9USQqz0FTxXXuv+ByezCZzSTXlsgVi8xmU8S7ewkEwtjtTto7ujh35iRul4diMU+9XmPvngMsLy2QWF1h+8695LIZarUqTqebfD5LqVRkeWkeu91BLpehVCwQ0XW80iizM5P0DgyhqCUsjYwR+5ckdD5eoWYh9IJroBHKvI67NAYfcWxeloycGF3XqVYr6LpuzNqvUmtRqdUoFIvMLi4w2NvH2NQUZpOJv/zed6/7Hg67nWcfe5x6o044GEKSJHQkyuUS0/NzWC0WhvsuLrbquo6m6ciydFMumVeej3HHAfDMY4/TVFUy2SzvHDtKpVqlVCpxdnwMXdcxmUzs27ETXYenOquMppx81PFivV6ivnYaCZ25yfNk0imymTTVahVZlpEkieGRnSzMTWO2WBnZvouxc6epViu0tXeyuDBLs9lgdnqScqVEOBzF5XLjdnso5HOUyyXcGP+uqWSCfD6L1WpD0zTWVpcJR2KYq6fQdSMVdWp6nGajgcXUQzZVIpfLsDg/y649B8ikkmiaht3upF6vY7XZWF1dIp1aR5Zlzo+NMjC4jXw+y/j5M6iqisfro1jI4/H46OkdIJdNs7Q4h8lsJhAMb5yjTFdPX6vPcTB7CE/hNCVHPzn3no/08/iwCKEXXJVI6p9wlSfvSDrcjeiItRENhZien6ditZLNZRk9e4qR7buv6DVbLJf4+5d+jMViQdd1zk9O0FRVKrXrG7tXalXePnKYQrHIz/3Mpzl+5gx5Uxvbw/D2kcM4bHYkpI0LgE46m2VqdpanH31sU5xeB8NkHul6nQU3YTaZMJtM2KJRXnj6GVRV5fzUJKVymd3btjExM8Nf/f13uX/vPmKRGF2WCiUlSKry0WXglKxdLI6PYZI0Uql1NF0DHdZWl9h34EEmx88xMLSdYqlI2OHE5/Wz774HWZyfZXnJSCHN53I0mw06OrqwO5ycOnkEXddpNhs4nW6Ghndw6uRRioW80adAVSkW8uzasYuVxBqBYJhMOkk4EsPj8VEuF43FWq+PYChCvKsHRTGjaRqlQgG73UFHZzelYoH1daOi2eX2EAiGmZudolwutbqWlUpFVLWJLEmUSgUi0XZmpidQFGXjouEw7jzKJaxWGxarFVMjh6mZo2lyI6F+rGb1QugFV0VRy3c0N75cKlIqGY3FLWYLXn9g0/OVam2jyYeC2Wymq6fvmjPpSq1Ks9kkk8sxMjCAyWTi0NEjNxxDKpOhWqtxfnICXdcY8jcAI5xTrlb4p0NvoWsaM9MTxLt6MVssjE1Noeka0VCYcqVCIpnk6OlTeD0etm2EfAI+/xU2xFdDglZP2/07dwGGh9RKYo18qcj49BTDfX383HaNPztVBD66xUDJ5qHrwX/B9Ot/Sjzew/LSPNVaFbXZZHpyjNWVJTxeH9lMCpfLzeTkebq6++iM9zA5MUq5XCIciVEqFUinkpQWZgHojPewtrKEw+kiGI4woG7j2JF30FQNj8eL2+Pl2ImjbN+5F5vdTqGQIxJtx+F0srg4i8frZ/TsSSRJpq9/CH8gRCAYYnzsLJGYsQDf1d2Hx+vD5wtQb9RxezyYzCZcbjdzM8bnt//AQ8zOTtKo11hZXqReq1Gv1xga3oHL5UExmUil1hkaGKJaq1OuVkiur2F3OHHp56mbA2Q9Bz6yz+PDIoRecAXW+jq2+todfY+VpQXGx89hMVvYvff+Tc8trCwTCYYoVypUalXq9doN0289bjedsTacDgfvHj92U2MoVytGGqZiIp3N4vd6cV3WFlCSZfoGhluP3S4Xk7OzuJ0uNE3jxLmzpLIZUtkMp86exmq1EQ6GcNjtyLLMJx559KpunJdTqdYoFAtEQiEevf8BI1+/XqdWr9PmVNilnONt9T506c7+ZCW9gbWepFrKIGcn8PuDTE+PXzLOCktL80iSxPzcNFarDZPJRP/gXqqVMu+8/ZoRvmkzrKovXMzBEPlsOoXT5SaTWufMqWMMDG4jEAiRTidpNpo0Gw127NrP3Owk7e1d2O0OGo06J4+/z/DILkrFAtlsGpvNztrqMk6XmxPH3qNYzHPi2HvIsozNZqetvZNCPofL7eHMqeMoJoWh4R1Eou3ksmkKhRypZAK73dGa8VerFc6fO028q4fu3kE0VSWRTGHasLMOBEOcPnmUzq5efKaTmNQyKd9Dd/wzuR3c+yMUfOTIeg1Zu/WedpVyCYvFimK6/tdqYW6G5eUFACwWK27PlVktNquV3nico6dPs7qyRDgcu+4xXU4nkVAIn8dDo3HzdyLGTNxoFTi7lmVn3/ULZd47cYxPPPwIlUqF1fV1UpmLFZXNRgNd08nm82QLeWRJJp3NYLNaMSkKxVIJk8mMzXpl2qfdZsVus7bO5cDuPbx77ChvHX7faHzS2cWZ0VmytltbKL4VrPV1/MlXsVUXyWUzHH7/rU0N2hVZQZIlms0muq6Ty2Z4/KnnUBTj89Z1vdUsfnVlEUfehd3uoFIxbDmtViv9gyMoikIhn2N+foZK2UhlNZvNlCsl0ukkkiyjazqNZsMIa507hdvtJZ/L0mjUkSUZt8eHy+2mVCricnlIp5Ot1MpAIMTRI++0xu10uOjpG6RULOJ0uchkUrS1x3E6XdSqVSqVMrKs4HS6KRRyJJMJevqGqFYrNBt1GvUaVputlZ0TDIZALeItnCDv2k7dHOReRwi94LZRLBTweJXrCr2u6UYu84aLpcvtwXZZpyeb1crubduJt7Uzs7BAT+/gDdciu9o78Pt86FexZ7gWDpud+3fvQVZkQLqpakhFlrFZbdQbDd47cRxVu7hQ7QsEGR89g93hwGQ2AzoTMzM47Q7MZjPff/klHHY7Qb+fXSPbWh20rn4+7Zw4e4bx6SkAkuk0ij4MN9eP5aaQtRpIEppkXHik5ElmT7xEMBBA0zQCgRB+f5C5uWnq9Rrdvf0U8jnW19cwm8xIksTayjKBYBiL1Yrd7qRzI8zTaDQYHNpOvV5jemqcYDDMwvwM/QPbkCSYmhxD1zUaVhsHH36S0bMnWFiYJZNOkkknAQhHYhshvgI2mx1d15ibnTIK0tYNLyGTyUy8uxdN05Ak6Ij3MHr2pOErtBH3r1TLWK1WSqUChXyWTDrJ4sIsmqoyvG037e1xRs+dRFWbOOxOOjq7GT9/hraOOGaLheNH36V/cBtOp4tgKAKSYZ9xedP3e5mPY3214A7TMHlpmPw33vEywtEY1ht0hqpWy6wsLbQeK4pyhYhvHxwi3tZ+cftNLHJK0kV3yHh7x02N12w24/d6kYCmLYJZvbHFQyQYoqujg1gk0sqiuRSH08XZ08fRNQ1FUdg9sg2f18vMwjwet5vV9XXOjo/xN//4ff7+pR9zbmLiGucjsXfHjpZd13o6jarfvswbSW/gTb6GdezPcZYnAZ1q5CE6dzwBSCxuxNRTqfXWxXN2ZpLkumFe1xnvwevzG3nxFz5zCXr6Btm5ez8mk4lsJo3ZbOGBBx83qmM1rXXX1xHvpqu7n3qjzqmTh8nljDsj/ZK/qcnzRtaVptNoNEgmE9hsdkxmEzt27SccaSO5nuD4kXcJhSM4nC7Gz58hl81gMpmx242QmaZpTE6MoqkqTbWJx+Onu6cfWVYol4tMjJ/D4/URjbXT1hHnzKljLC7OUq9VyedzjGzfg9lsZmz0tHE8VSObTRPwenFWpj8WPk9iRi+4gqbipuAaIZB954rndE1reaZn0kkURcEXuPlbV12/aEvt9fgYGt5xxT6yJCNJxo+9PRIlkUre9PElSaI9GuX02OhNvwZge4eXSvrGlbT7du5EliRkk4lIMMTc0uZ+x9FYO6srS6iqSn9XD6vr6zgdDnweD3abjVqtxno6haZrpLNZTp472yqwuhxFVpAwsn5UxUnedeW/1QdBUQsEFr/H2uR7KJKOOT2JZ+jTNJcPc+Twy8SiMQLBMOg6mUyaZtMQskvDOPNz02gbdzMzU+P09A1gsdiYm5nE5w8iyTKZdJJyuUgum2FxYRaTYiKTSbKwMEMwGMEfCFKrVlhduXrHlXRqHTbO/wKSMZ3mzOljWCwWnE4X++57kCPvvUWj0WjdYdUbdeoNo5pbkiRkWWF2ZpJQOEpP7wCljWKqpYW5jbsBaeN8JDRdQ1IlMukUgWCY0yeO0GjU2b5rH6AjyzJut4fV9QQ+ktiqK6xEPntbPps7hRB6wVUpOEdwZE+hFtdwXiJC586cpFDIUa1WjDLynoFbEnqTyUR7ZxeBQIhItA3zdWwKJKCrs4MTo2evuc/twqRAJBDAYbcz1NvHaiJBoVS6ogmKSbn+T0aWZdweD0uL83S0tfPwffdhs1ppNJq4HE56u7pIZbME/X7yhQI2m41UJnNZlo6RqhmLRIiGw6yuJ8i699y2nrLu5R9z9u2/o1jMMzS8g6Dfi714nLn0LPv23U+5XCQYilIs5Ons6uXdQ6+14uwXuDRkNTszQb1eM+LrkkR37wC7du/nxPH3yeWzF89KlgiGooDEemKFTCaFyWxBkRUq1fLGmRvoGHcNFouV6amx1jb3RsFUe0eccrnE7PQEuVyWer2Oy+0hf8n7eTxeioU8uq5TKhZoNBuk0+vEu3pp7+wil00zN3d5VzTdaEgTaWNhYZaF+ZnWBePcmRNIQKytk0q5zMLCDI1Gg65Hd3/oz+ROI4RecFWaipusbRAlMb1J6AeHt7O8NM/5c6fQgUwmhdps3nAB9gIWq5Vde+69tLRSqYSiKLxz9Ailcpl4Rwft0SiTMzPMLy9vErbrIcsyXV195As5IsFgKwY/0NNDoVTCarXQ2dbG//inf6JWr+FyOChXyvz3f/x+6xjRcJgdQ8OEAwFMikLF1k3etZ3bUTQlF2aZOfIPFIsFms0mo2dPsTA/y67d+wFYXl5AbTYJhqI4XW4q5RL9A8Mk1lbJZlIt0bsUh9NY4LRYrNjsds6ePk4um75iUbzRaLC0OIuEhHujUGlhfgZ0vSX0Pn8Qm83OysoiqdQ64UgMi9XG3n0PcOzIO+QLhu9QLpfZiNsbRXWBQIi29k7OnjkBgNfrx2Qy4/MHSKdTNDbuSmq1Gun0OlabjULhYqjOarHi9QUoFQtYLBZ27NrH8tI8a6vLpFJGg516vcbouVPk8zm6e/px+DvRIvtJ+R750J/LnUYIveCa1AJ76a6e5tLK2AuLbhfwB4I3LfL3AhIQ9AfweTz0dMZZXFnhxLmzFEpFcoWLbQ5T2QyLK8u4HE4O7NqNyaQwMz9/Q6M0SZaxO53Yr5JHb8zanWi6zrbBQSrVKg/s2cv88hLpbKZ175DKZmg0Gjz72ONokpmM9wCabL/ieB8EdeUI6ytzrcc6OqVinkqlzPzcNB6vsaB94th77N57H5Ik4XZ7ae/oJrG2wonj711xzAsplL297eRyGSrlEtVrFKzVajVsVhuq2iSdTlKtlI1qVouVWr1GJpNq7Vsul5ibnSISiTE+dhZVvVi8p6pq633tdgfVaoXpqYtpoN3bHgBnjDOvfnvT+5tMJhYX5kgl1wkEQjgcTtbX19A0jXhXL6lUAr8/SD6Xpa13J7GOHk4ePUQqtY7D7mD33vtJJhPkshn27HqAce+nyDfu/e//vT9CwV0ntfHF7u0bNITsFppk3wvIkozP4yEaChPw+bBarUzPz/HOsaOUKtfuyJ0rFMgVCiyvrdERixEJhTApCvV646ZN064+HomdwyPYrFbMJhOhS4rF2iNRUpkMQb+fUrlM78j9vDl1c4vLN4MU2oHD4aR8SaN1TdcZPXcKtdnEarWxsrxIs1Hn3JmTaJpKtVoxrAL6BnG7PBSKF2fCEhBt66BSKpHNpshk0nR0dBFrN+yHpyfOk8mmAbDZ7GiahqwomEwmIpEYhXyORqNBONrGytI8DoeLjng3qtpkYtxYZ0kkrt1PWpYknE4XHZ3dnDt7orV9eWYUhzeJrulIGGm8JpOZjs4uKpUKHo+XubmpVqWuP9xBtaGysrzIwtwMw9t2ITur2GSdvfsPksnlUUwW/H5vyxkzlV6nYimD6cZrO3cbIfSC69JsNmg0GiwvzRONdWwK40hImEz3ZoqZSVaw2230d/fgdbuRJInltQRHTp0kGgoxv7Lc2tdqtmCxmGk2r26doKOzuLrC0uoKp0ZHaY9G2Tk8QkcsRqU6wtTc7A0tFy7nWpWziWSSA7v3sHN4hJmFedYLJuD2CL2ilpBTx6lVrxxrtWp0tMqkk+i6jsvtIZVcw2qzE9rwqdE0tXXXEYt1EIm2USjksAd6kC12CstnKRYLOBxO0HVSqXUUkwmHw4nZbCbe1YvT5WZ1eRGL1Ua9XkeSJEwmE4nVZewOJ7v23sfy4jzhaAx5I1PnAhJg3XidphvbJVmmWq1w6sTh1tisFiuZ5BKptXkUkwlNVQlHYoQjMYrFAoFgiLXVZVTJjNftwG53oMtW0lnDisHpcjM2ehrf6hLVasXIGlJs+MLtoF686yvZezY1OLmXEUIvuC6SJGO32enq7m95uUgbOcqxWAfdPf03dRzLRs5x/RaKmT4oQb+fRx94gHAwxMz8POMzM6ytr7fEYXF1FYvJjN1mY/vgENFwmEgoxPTcHH/6F38GQHfPwBUhcX3jv0trq6wkEsQ2XvfkQw8zPT/H3OKiUeRzC7n81xp/vlDg/ePHke0+2qI7WCl+OF8VSatjH/2vhF0KKz6/MZNuXvlZ5HJZI920Ucdms/PAQ0+QSSdZmJ+mVCxQKhYIBEKoqko01oHFYiUc8ZJsuphZT+B0ukmnk8Zfat1Iw/T6WVtdptlssrQwx9DITpYW53A6XYxs20U+n0WSZEKhCO+9+waxWAcul5tduw8wNztFPp9F0zS8vgBPPvEMh95+jUTSSPNUVZVisYAkSfT3D7G8tEBbeyfFYoHE2goej49SqcjqyhLNZhOX20MoHEUL7yXS/jDZM98lffpHdHSFkLQmOUmiUMiBrpNOJ0HXWV6ap7d/BEkt02w0KBTy+ANBPk6NSYTQC66JJlto2qN4JJ2m2jRmahiZD5FIGz5/EPkmOoPJksTzT34CSZL4h5dfagnu7UBCwm6zEfQHqDcajE1P0Ww2WVwxZt9ej4dms4mma8iSjCxLDHT3smvEqNCcmp1hcnoSv9fH1Ow0a6vLWKxWQ+iBXDazMSO1bPpda7rGcmKNlcQa5yYmcDudHNi9G0VWSGUzTExPI8u3XqYSi0ToiMbIFfI4HQ5GBrpoNrQPLfSsHcZUz1LIyURj7USibYyNnr6idy0YFzRFVmhrjxsGYYlVgqEoy0vz6BgVsQAzU2NkMmmKxTxLi/NUK2XKZY1LexmtrCxitdrp6Oyio7Ob+dkplhbnkMCwQkgncbu9pJIJ3jn0GjabjbXVJarVMl5fgPsPPsrZ08dZWVmkkM/yox/9A42NBeFYrB2r1cbiwqxhMLkxKamUywQCYVLrCUKhCHv3P8DM9AQOh5NcLosuKcjIqPOvYCnNs+OTv0rdEib//n/F4/URa+sgnTIqbSVJomn2kQo8ji6ZcGSOIpEHZJA+PmVIQugF10STbVStbVjra0ZF4AUk6ZZErLOtnVjYqCjs7uhgZnHhxi+6Dheaend3dBLw+Qj6/STTaV55+y0KpSKarmOSDWHM5LKYFBNDvX1GjN7vo9loYrfb+cM/+k+cOnMSfyDIyXPnGJ8YxeP1Ybc7WVtdIhSOMjM1Tjab5uBDj2N3XBlu0TFytlPZOu8eO4rdZqe7o5NnHnucWDh8weH2uthsNtxOF/lSkfZoFLPZRDAQwGazYXUGyKx+eEGxWy0sLkwTCITJpFNG2uF19m+qTeZmpwiEwuRyGVZWLtYLXMhAmpw8D0AqlcDj8fHQo09x+uRRCvkcTpdhJ2AyGamQPl8ASZJIpdaxWKxEY+2GJ7zLbVgR1Ko0G3Uku4Nms0k2myEUjnL+3ClSyQTbtu9mYnyUWq1KJNpONpumvbN7I/MGdF3D6/UzPztFNpchEm1j/4NPYvd3kpg/hcvlIZ/L4Bz6FGvRg8in/ohiPofX56dcqWH1R+gbGCGVTCDLMsWNjJxotJ2u/u2sOgZQFQdVa5RO/a/Ju7aR9j30oT+Xjwoh9ILrknftxFM8e0X1n8fra83wm4oHVbFjvYYRWqFYpFKt4HI6W31cPwiKrNDV0cG+HTtZTyWpN5pMzExzZnzsirS/pqYSC4Xxeb3s3bETVW3yd9//e2Zmp/n0p17g3MQEFpsDfyBIIZ9jdPQ09XqNB+57EL/Xx8uvvsTC/AzpVBJ/IMjM9ATbd+6l2WiQ3piFXr4orWoaxXKJsxNjTM/P4bDb2bN9Oz6Pl1g4fM3z8rhchINB8pcYgAEc3LefczkPC4UPGbbRG8grb7O+tkpq3RCyq4VtLkfVVE4eP4zavLFVdalY4NSJI62spHqtSigUQdd16jXDTyaVTICuk1hbRlEUkskEzUaDbdt3Mzc71brwBEMRJFmio7ObQiFPo9FgfnYai8VCLNZOKBwlEm1j9MxJnC4XzWaz1U0q1tbJ/Pw058+dIvzgF+l1uInGUjQahk99UnJSO/99dCmE5+nfwJN9H9PScZiZo9Y0akPGz59B2ljkVUwmbM0UnWt/gyaZURs1cpl1PLIFW22F1fCnPxZxeiH0guuiKnb01hz6Ir39Qxv/J1G29+CRC7T7ooDRQ7VSqyJLEuFgCKf9Ymrg9sEhkuk0NquVRCp5w3i21WyhPRKlt6sLdKjVaxw6cphkJk1T3ZzbfuH9woEg3Z0d5HM5ipUyEvDe0aO8+dZrNBp1/rf/7x/hdLnp7OphaGCYjo4uNCBXyBOLtfPMo4+iyQqz87NMjJ3lvgMHOTd6hvW1FWq1KqdPHcPr9fPgw09cM3RVqVWp1Kq8cuhtrGYLfp+Pod4+eru6Nv17XKBarZBYXYE9ezf+VcHlcHBs8sOb20jouCyG5bOqqkiyfNN3ZBfCJE6nC13XN2XrXIqqqTR1icHnfgtnRYEz/z/s+76IPvFdxo6/Chi57SPbdoEkMT05RrVSptFskEyusXvv/czNTBLv6kUxmZgcP8fouVPE4z3IskwumyHW1klbeydzs1P4/UEkCXbvvZ9K2TBDq1WrzM5OAsb3xLR+BJujjZMnj2C12vD6AhSm/hup1DrRp34TT24GJTNKyOfmzOnjmBSFUqmIxWIlGIq0YvQLc9PEu407Qk2zsk4AvVlibXYUm2c/kt6851sMCqEX3DKaqlKplHE63eiyAuj0+TQ+9YTRzHluaYkfvvoKAz09PPnQw5guEcNIKMQLzzyL0+Hg+JnTHDl1qhUK0DWN5iWzx1q9jizLhAJBZhcWWF5bu2qlqtftpicex+f20BaJ4Ha7+bO/+BZHT50gGm1jcnaORDLB3gMHuVCVCdAea+eJhx+hM9bGxOwMbx1+H4BqrUaxVMLt8XLwoSf4uU89zw9cHt5861WKhTxOp7vV+QodVleWyGSSDA3vuGpNQa1RZ3U9wep6grPjY3jdHvbu2EE4EERRDMFVVRUJnd54V+t1VouFJ7t1Xp5XUTWJ9YqMroPNpOO3atQ1qdWMxGXRcZs1KqpEtnqliNdqVTRNo9FsYLPbsVrdJJMJAoEQ+VzmiovmBSxmC8qGAF5KIBAil8ugXvI6TdOpyB4s4Q6adj+6p5tkOrvpdanUOvYNn3m73YGu66wn1ohE27HZHWi6xulj7wIQjrRRqVYYHtnFwvw0Xq8fs9lIkeyJdzEzPU4mnWR+bgZJkqjXa7icbsLRGIm1FRbGjlJcD2IymdF1HYvFQr1eY2BwGwd64f33vsfM3Fm2bd9NuVTE7w+ybccepibOo6pNfL4AtVqVer3OzNQEfo+XbD6P3WanWNOpVsrsbrxPvW5mvemm4Bii6BziXlykFUIvuC6uygwjvd3E26KtbY1Gg0wqSSTa1mrv53ZeTAFsi0QY6e9n2+DQJpGHi92VAPbt2MXiygr5oiEiarNJNBQkGPDzxnvvks7mWEmswWXybjGZsVqt7BgaJujz4XY5effYUY6dOMYTDz9GZuw8mG3E2jpwOFwUSkVjoc5uAyTyuSyffPo5dm7fZRhtVau0R2M8/cijOOwO/D4fzz/1CdLZLEdPn+Kvv/e3rCbWGBgYodGo4/Z4OXv6OMtLC4RCEebnpnA4XRTyOcMOQtepVqtXbX94wbt+dnGe7s44IX+A7UND+Lw+OjvilKtVLjWU2B1usDvUoKFJ/NWYnTNJM58fqrA71KDUlPjfTztJVmS+uLNE3KWSrsn88UknmUvEXsmOMXHuWCu8VSjkKRby2O0ObDY7mXSKaxGJtuHx+Dh37uQln6HZSMO89HM1m4lGImi1Ag5mWHf20Uwvkl+fwWq1UatVKZeLhMJRMukkff3DxGLtlEpFbHY75VIRXdcYP3+GRqNBR2e3YUqm6ywuzDIzPUG1UiESbSMUjlCv1Wg06pjNFuJdPZw+dRQJCZ8/iMPhZMeu+5idn6WQSeB2Gw1NNF2nXquRSSd575W/JZVKUC4VKBbzmM0WgqHIhmWCxsi23SwvL+BwOFlemsdms7OaWKNYzNPd1U/DbLR3XFpeoraRWhvwzSJFdArOYe41sRdCL7gmDrPOz4zY2dv1wC3F1i1mM48/+NANe6tKssQLzzxr5EVrGjMLCyQzaV59+20azeYmeTebzFgtFnYODeNxuzEpMpVajbZolO+/9COOHDfa1L32roIkyejoxu13at3IrpkYZduOPciygqqpTM1M8frbb+L3+fmtF38ds9mMw2bDZrUhAe3RKG3RKHablT/51v9OV88A64lVpibP89AjT2G12UmsGY0v7j/46Ma5GudbqVR4561XGBrZSWe8+6q9bjVdZ2ZhntmFBc5PTtDT1cXTjz9JyO9vmb5x4YgSWBSdTpfKTM5E3K0iSeAy6zzSXue1RQsxh2HTG7BpPBCr8+aSYb2g67A0eZhMcnPRkQ54A1F27t5PJpO6wsvmAisri63eAWCk1g4O72A9sUI6tY6m6ejoRGMd2JxefFIOa2EVZ1cnqWaFHcND5HIZZqYn0DWd1ZVFFNmwF56dncLlcjMzPU5be5ye3gECwTAmxUQ+n6WtPU6lUiKbSXPfA4/yztuvsp5Yoa0jztLiHPV6nVRqnbmZCbSNdM++gWFKxQI12cnQw5/Hmj2LYjKTy6ZZWV6gVq9RTyfx+4OUSyXDwbJUQtd1arUq0VgHsixz7uwJY00BCV3XCIYivP3mP9EZ72Zudopgz36sI5+j6VBoTP0T9XqV6akx+ofzDD/6ImO5G3cY+ygRQi+4JjoQCoaQ5WYrs+FmY7vyDURe0zRUTWN8eppT589RLldoqs1WzF7CKHpyOQ0jsK72DoJ+P5Ik8Z/+6x+xsDDHs594jtPnzzM5NUFHZ7fxKsn4Yeq6oa8+XxBZltmxaz+KYoQ+JCQWlpZoNOrMzEzQaDQYm5rixOkT/PMXfhaH3U61XqdYLBp3JJJEuVRkbnaytQDdPzBMsZBvVUmC4bWfy6Q3Oh+5mJwYJRiKYHc4qFaMhT6Xy7Op762OTqFc4vT5UUYnJjCbTewYHCYUCNDd0dkK7QA83lnj4fY6VuXiBfBAtM6uUAPzxjYJeLqrxmMdxuy9pkr8t2U3b5y00mw2iMY6yKSTVKoVLNEdeDu209s3ybmzF2fsl+J0Gn436Dpmi5Wu7j5cLjd2uwOv14+ma1QqZawWKzYTyMtvsJ5OEevsJeLsZrmQZ27GiJs31eaGdbGZYChCNpOiVCrQ3tF1MXtG09BlHVVtkkkn8fr8BINhlpbmjdaA9RrrayutFFEATe1jfm6axNoKuq7RGe/BbdOprhxlZm6SoeEdrK4sGUZpnd1ks2kq1Qo+fwBJkqnXa+zZdz+ZdJKx86eJx3vo6OxuhRGrlTKZTApd17HbHcSGH6GRnSey7QFM9RRHDy3T2dVLuVyikF2nvTSHt9hE0hoUncPX6XNw4XO887N/IfQ/zUjX/4pVmxLff2+M7c41wsEgiWSSzrb2mzp00O8nl8/j83io1et0xGLoulFsVCiWWF5bZWl1hXKlerHKEUOEQ4EAoUCAncMjJNMp5uZm+fHYefbv2YtJMeFye7Ha7EzOzVEuFXE4XZsWRYvFAhaTCZvNTjgcJplOs2tkGx2xGM1mE6fVwutvvko6vc7Bg49iNplpNJtEom0UyyUcdju1Wo1EKkVfVxfBQIim2iQUjhHv6gEJzBYL/kCIS+MXM9PjtHd0EWvroH9wBFVVsVisrK+tMDV5nlKxyLYde2jv3IjDX5Z72VSbNNUmR06fxKSYiIZCDPX10xGN4na5MMkSZnnzGoUsGTH7S1EksG9ssykaDwyECHzuC4xPnufcmZP4/AGQJKqLRziam2BpcY5roeuakXLqcNJsNFhcmCWfy2KxWGjriNNsNHA4XBtNPXJGL1mPl6mx06yt/Zh6rYZ2SV79hdz0WFsH8a5ePB4fTbXJemIFp8vNqROHWx2sZFnGYrURCkVoNhv09g/idLo5c+oo1WqFru5+8vksA0PbKBRymM0WMpkU+dwJNN3IwBka2s7h996kXCrSP7gNq9VKLpdhdWWR7p4BCvkc2UyKTDrF9NQ4zWYDr9dHtVIhGAwjyUY46OypY/QPbqOtPY4sVyAQZDpnIlJNMTSyE5PJhM8fwOtyk5t9A0tmHY/XS9Xadk2h9xTPYLZ5wN1JqnJnG40Lof8pJmLX+OXtpatFFlpotTbS6zpt0ehNizyAfcPHxWqxoG6EZc5PTnDyzCk8Xt8V4YxYOILf42Xn8DCpbAZN08jksrz93rucHT1DuVQglUkjyTIOp4v+wREAnnr4YQqlMoePH0NHx2534nJ76Iy1sXf7DtbTaeYX50ll0jywdy9ms5n1dIpcqUy1WiEUNLI3rBYzxVKJIydP8TOf+ARWi5VI0LgbiETbKFcreH1+2sKRDWvhNHNzs3i8PsrlEkuLc/T1D9NsNgzRsViw2R1IsoTFYsXhdFOv16nXa61F3PHzZ4jG2q9q89xUmyytrbK0torL4cRpt7Nv5y66Ozpu2D/3Ut4/cZy//d7fsLg4T7PZpFavkc/nWvHt9cQK9XrtitcpsoLDYXRbatTrdPX0USoWqdfrrK4sGIZk1WqrobfFbGF5aYFyuYRiMrG2urRpofYCTqfLyFMvFhkbPcN9Bx+lWilz9swJspkMZouV3v4hkusJKpUyA4PbkCSJqcnzaIvzDI/sYPfe+7FYrVRKJVLJBDP5LFarjfaOOMMjO5mYGGVpcY611WUGh7ZjNpuxWm3MTE+0vPU9Hh+Neg2TyUTfwAiyLOHzBdA0FUmSMVusrCdWMJstzM8aZm9Gm0wF9Dog46jMoSWOY5IkEolVfF4/VrOFUj5FqWjYKRC99Ow1HJV5VMWBtb5GKPMmksmGlHWR9z37gZr93CxC6H9KCdg1fn6wQtSpXXdWX9AlooODNwzFXE6uUKBQKnLstOHnncpkqFTKeHzGl1mWJCLBEOFgkMHePhRFwWo287/+yR8xOT3JQw8/QSgQpKFqdHX3IcsysqywnlihkE0TCMfIZTOMzcyyc2iY+/bsZXU9YSz81Y2wRaPZxGRS6Ovq5okHH8JsMpNIJnHYHciKjMNpLKhpuk4ynWLn0BCJlLEwOTE7zalz59g1sm3TefV1dTPU10e5UuHtI4dZSayhmEx0dHa3wlqVchk5bDQNkYCerh46OzqZX1xgbXWZ9w69hq5DIZ9lYX6GBx58jM7OOIl1o4PS5RfBYrlEsVzipTdeI+QPEA6G2Dk8TNB/Y2HIFwosLMxTKl30aLkQj19amr/m63p6BwhH20isLROOtDE+do5CPsvA4Hb23fcQ5VJxw/ysweTEaKs1pN8fxOv1sbp8ZVFcd3c/ZouFleUFMukksiwzMXaOeHcvFrOFVCqBbcM+eGh4B2fPHKdSMXrK7ty9n4W5GZrNJo1Gg/XEKvt270Xe6D+7tDTP+voag0PbCIWjJBOrjGzbRSGfo7dvCKfTzdzcFNFYO3Mzk9RqVdra40gbn5nVYiXW1sE7h16jvdlgaHgnFquVs6ePEYm0EY62kctlCARDrWIqJfnXYLUh2+1EIjHq9TqnTh2lVq2yc/cB8lKApslDJPUTFLVEw+zHWziFJluR9AaS3oRGEb1RxGmZIesxPk9rPYEuSTRMPiyNFDWL4eH/YfhYC72ttoxmG0CX7uxtz1ZFbuRIZa70F7+U85MTPLB3X8ur5npk83nyhQKnz58nnctSKBVxO5zYbDZyxQK1SoWO9g56OjuJhSPY7TYWlxaZmp1luL+fQ0feZ25xnkajzsLCHJMTY8TaO1vGV81mk/v27uPRgw+zljTizO8eP8bf/eP3+NlPPs+TDxu+4OVKhXMT47idTiLBIPH2drxuNwCLK8u8d+L4FWNPrSdIrK/TFjPivl3t7bx9+DDFy/LG3z56GEmW2DW8jacffYxz42McO3Om5Y1utdrx+gJMjp/D4/UTDIX5Z598nnqtyp+Oj7Jr527Gzp+lXKkQa+ugWCwYoQ0dxsfO0WjUGdm2e5N53AU0XSeRTpFIp5ienyMSDDLY10fIHzBaIl7lYrx/9x7mnnyaf/jB32+yJrgRqdQ6wVCERr2Ormn4fAGi0XYsVivra8bCbrlU3NT/9wL5fM5oKKIoRqGS1UapVCSdXkdVVZqNBpVyGU3X6AmGUZtN7jv4KCbFhA4cP/oOqytLoOvkc1mcLhf1en2jeraBruvMzkyQTifp6OgiFIkhKwqL8zNYLDY0TWVweAeapuEPhBg9d5JMOoWmabhcHrbv2MvExCiH33uzFT0LR2K0dxghtUw6xZlTR0mnkkZf20adeEccq8WKLhlGfsViHqfT1bpQgNGLYHlpAafThaZpuK117Os/xFo30nmpGiEyrZpHVhSkS9Zf3KUxQMdeXSQ19Q4d8T7q5gCmZoH59v/5Q2vcx1row8vfJWv/n6labz6kIDBIV2T+2+Ec3aW3rplRo2saqqbywN59V31e03VKpRJrqSSzCwssLC8TDgRZ2Fj4AiMXXpIlHtp3AJ/XQygQJJXJoGoa3/7v3+H8+TNEIzHS2Yc4dfYU+/Y9AJLcEqUH9u4FTUMxmUhnMjz5yKM0m03W0yn6u7px2h3IsQ7sjovC6LDbObB7DxLGncU//uQn/IvP/iwWs5mhvn5GJyfJXyJOmqZjsbuwWMxkcrlN56goCsP9/Zw8d661lnDm/Hl2Dg1Tr9fZs30H4zMzqJqKIisEfT6ee+IJctks7504RjqdYnx6igf27ec3X/x/oygmFhbn+OGrr5DP5ygVC5w5dYzpyfPGYiJG7vrO3QeQZIl6tYpiMhshg0uo1KrMLS8xv7yMSVHo7ozTFokw0NOD/ZK+vUGfj+effZ5/eu0nNFWVer1miJDLg8PlIhSKMHb+zKb6BYBKuUQqZRiHHTvyDjo6bW2daJqG3eGkq7sXu30IxWRiaXGOVDKBruutmHe8bztef5iJM+/hchkXWYfDhaaphEJRo4drUyOZXKOvfxi320utVmVi/ByKYtoUTsrlspRKRR44+DhLS3P09Q3x0CNPUcjnmJ4ax+PxUq8Z+5fLRaxWG5qq4vZ4UdUmXV29vPfumzTqNcLhKH5/kKHhHdRrVdLpJJqq4g+EsNsdOOxOXG43yfU1FMWEJJtRVZVCqUQynSLe0dla0zAalxfxb/ja16rV1jpBpVzCKUskZs4SCkdbdQDFYgFNVentH0JWZAr5HM1mA4ejSnPhJNZQBLu3nXSugEVbxRzowKTmAQlf/gQNs5es++q/x+vxsRZ62ezAUzwrhP4DYvJ28ZmHn8Pn9lz1+TPj5zl9fnPvVVXTqDcazMzPk8llGZuaIugPsLRmzFoWV5eRJAmrxUJbJMq2/gGikQinz53hRy//kLVkkicefdJYPJUk/IEwgXCU6blZwqEI//JzP8d3f/wjtg0McGZsjK72DiKhkJGRgY4sSWRLJcrlCn6vl6cffZTX33mHgZ6eTeO8MLedW1w0MnxUFcxmXE4nw339HD51AjD61zaaDVLZjLHgeVmrwPVUimcefYzp+TlyhQI7h4YpV6qoqorb5dpUM2wxm+nu7KSnM87JfJ7PPvc8b7z/LnPLS6xnMvR1ddHd0Ul3vJvhwRF2Dg+TSK5zavQcx08cJZtJ43J7KeQyzM9NEwiEOH3yCB6vj527D1z17l1Hp6E2mZybYXp+lrPjY8Tb2unr7iLg82OxWAj4fLhdbqwOJ/lsho6OOJ969lM0Gw3cHi9/USoyNzeDpmuYFBOSLBEKRzEpZrBKNNUmdpsDVVXJ57MEQxESayt0dfeTySSxWIyuYefOnCAcjZFcT2DtfZKGr4/eShZFkVEUI7y1vDSPzW7H7nCil4s4XW5yuQzFYr5lh60oChaLhWAwQjK5BrrReerYkUOoqkqsrZO5uWlmpyfQdA2Hw9lqShIKRRg9d4piMY/VajcWxgdGaO+IMzc7xfjYWVwuNxaLtdX4XAcmxs6x/74HefCRJ6lVq6SS67jcbkO40ynOnj6GzeZgfnaK1dUlOuM99PQM0Gwa2UGlYoGx82eM7lzBMMvL8wSDERbmjWKu3r4hSsUCkixjMVswbdwhVysVCoUcUxNjeDxe8rksbo8PCTB7vSjNEm1z38JkNiOhU7b3EIrvYjJ7a9L9sRb6pbZfQHZe20NEcH1sNhsBn++q0b9iqcTY1BS7RrYZt+DNJmPTU6TSGSZnjVhpOBSi0Wyytp7ApBgx6d6uLvxeLwPdPUzOzZLMZGg0m+QLRfKVGh5fkGOnTnD/vvtwe3xYbUZ3II0mZouVSq3GJx55hHAgSKVavSRerXMhZzLg9/PMY49hUhSWVlfZMTx8RdqnputomkYilaRSrXJmfIz7du1p9WK9QLVWY3RiAl3XWV1P0Bm7MGmQkGUjA8hsNqPICrIk0d/dQ6VaJVsosJpI0Nd1sZK13mhQrhqVlCdHR9k20OC5x5/k9PlRZubn2bdjJwGfDx14/OBBkuk0e3fsJBIOUywbzTCsVhuffvaT/NXf/CXr66vs2f8Ay4vzRnZJbz9zC/OYLReF4vJzTueypHNZ3nrvEB3tnezato2R/gG+9uu/zfLaKsP9/bz2ziHS2Swej5e2SJR9Bw4SibYzPz9N/8A2rDajA9SZU8fJZo01i0q1TGWljITExNhZ4t19JJNrnD5xBLfHi9fnR9M00qkke/bej9sr05DXkcNRjh97l1KxgKapdHQalgYHH3qCSrlIIrFKqVhgcHgHpWKB/oER2trjWCwWGo06ncUecrkMnfEestk05VKRpYVZVleWWndYs7OT6BtpuZMT58lkUkQibVQqRk9ZALPZgsVixWKx0tc/zLuHXt9Up6HpGieOvY8kGc3IL4TBqtUKoXCUxNoymmZs13SN+dkplpfmAYmODqMH8o6de6lUysS7eimVjDuLru4+HE4na6vLRKPtpOdn6BscRtf0DVM310YqaQpfIGiEl5wu1tdXN9JhLZw9dYyR7bspl0u4oz6W0kWQvdxK3P5jLfRepx3kEqWmCVVxcDvzURWtjK26Qslxc37rW42FlRU629rweby8euhtllZXqVSrmyyG19bXkWWZ/p4e9mzbjqppFIpF6o0G33vpx5QrFUwbs7NqrYrb4wWMFEqH3caOwSFWVpfIl6yEAwGCwRA+j6e1HvDwffe3fnDT8/M0mg2G+weMHHtFQdehI9bW8mPRATaKjYrFIgsrK9y/Zy+SJHF+cpKdQ8ObwhoSxnVkPZ2iqW4OXbidLob7B4gEQ8iyzKP3P8CZsfPEwmFUTaNcqaBuNOKQJYm+eDd7tm8nHAiwsLLCUG8vsiTjdbt56qGHeWj/Aawb/WM1TWNqbq51cTLJCpIk0dbeia7DzMICHm+A2dkp+vqH6O7px+100BY1UjjWkkny2QwD/YMk06lN6YsXsNnsjE+cp1AqcuLsGaKhMDuHRwj4A/zMJ56hqaoosozZbObzL3yWbD7Pn/3lf6NULlIsFbDZ7DQatSv6vuroVGtVJsfP4fUFcLrcVCsVctk0qqrS1zdkNPhIjrG4MMPy4nyrInd1dZnkhqnaI489jdvjo1gsEIt1UK1WyOUyRuP5qQo7du2jXq+Rz2fJZtIUC3lUVaUj3k2lUuaBBx9jZnqCtdUldF1vxdpdLje6ruMPBDEXzBQLBWrVKqVSkY7ObnLZdCsUdeE7ABCNdaDrGom1FUwmMy6Pm2wm3SqgCoajFPK51kK2jtHCMByOEYm143J7qDfq6LrOuTMn2L5zL4rJhMfjQ0c3mrQUc+RyadLJdSMn3+FE3QineX1+I3TkcFIulbDbHciKYhjrpZPMzUzi9ngJNDP4Z75NNfAsun+YTfm91+FjLfTW8iye/DHcspd01YQc3gkSNEw+6uYrU9ZuBVOzgLMyjS6bKNu6uNdKmm8HMedmQ7ELX5nl1VVUtcnc4iLnJyepXhIvlTBiyB2xGD2dcaxWK6qq8ubh95EliZ7OOCuJNcqVSius0Khc0uuzaXyxz46P8+xjj/PQffeRyWbJ5vNEQiFK5TImtxtJlg0xB1YSCU6NnqNcqaAoCn6Pl2AgQL5Y4CdvvkGxXObhA/fRE48zNjXJzuERPG43OzYWYJ966BEKpSJWi3XT+bqcLn7mE09zbnyM+eWlTc/JsoTTbife1oaEIc4+jxdFUcjkcricLjRNJ1fI8zOfeBpZlpldWKDRbNAbj9MTjyNxMVXeeYnTpSxJ9HV3Y98QfqvVSiwc5okHH2JpdZWz58/icnsY2b6b9bUVBgcGQVKIhsKsrydoNhvYNnxido1s49To6BUeQIrJRKlUZHFhjvbOLkoL8yyuruC0O9g2OEjQ76cz1o4kGSGn8+NjTEyMGXnkPj9qs0mlUrnmd0fH6OkaicRIpdY5e+YEJsVExVemkM9uPNfG6vLiptc11SaSCqPnThEIhgGdI4ffRpKMNNZCPtcKKSXWVsikkzTVJoqisGfvA0yOjxIKRXA4XURjHXTGe7BabUxPjbG2tszCwiyDQ9spFvKsrS4bd2qri4CE3W5n2/bdnDj+vmF6ZjLR3t5FLpumrd34LgdDEZrNJhaLFX8gzMLcNIrJRFd3H9pGuugFsS/kc4TCUXRNM8JVNhuBQLiVWprNpjfOX6JvYBiH3YmsKKwnVvH5g5jNZiwWK1LQMHkbPXtyI09fxu3xoms688lpGvU6jUYdRTGRzaSx2ezYpv9PfLF+5hKbF8Kvxcda6JW192hoBUxShkCziW19DiTDNnex7fOo8gfvbapLJiT0D3WMe50DkToSRtx9bX2dtfV1phfmSWezV9jYOu0OfB4PO4dHUDUVtdkgm8/jcjo5fPJEq5Xe0tq1+3uCUUK/f9du3C43//T2W3zuk5/C5XQaqZCKgqZpHDl1EpPJzL6dOzlz/jwnz51tWfi+/OYbOGx2RgYGeHDffg7u289P3nqT2sbFqFK9MidclqVW1g1cvGTLsozf48FmtbW2e90XF3XdThfSRnMJRVEYGTCakaynUgT8fhx2O6l0hvZojHPj47x5+D22DQwSDYU5M3aencMjnD4/SlvEmIkHfD4sFguJZJJI6GJFrd1mw2wy89bh93n84IPsGBrm7374j0zNztDe2YXJbCWVyfDSm68DRrEWGHci69fwqZEVhf7BEUqFAlPjo/gCQWw2O3V3g0NHj2BSFGLhCPt27ESWZbw+P/v3P8C7774Jum7k3F+nPaIiy8S7epmfmwaMvHSTyUSxWEAxmfF4/WQzKaw2O6qqbvo+SZKE3Rcjm8+RSS5vtAes0ajXiLV1sjA/w9kzFzOjrBYrjz3+NEvLizQadTxeP6dOHCGXTbNj937y+Sw7du0zGpvMTbGyvEChcLGDVr1ufM/tdgfTU+O4PV527NpPtVJmavI8jUaD2RkjxGOYn1npjHczPTVGo9mg0WwwPnYWn8+Px+OlujGJ0YH1xBrriVX0jVBhR2c3e/cdhA1fnXq9js8fQNc1arUa3d39WCxW5manMFss+Hx+dE1jZNtOFhfnDR//fBan00Wz0aCnb2CjmxUbBms16rUqboeT9cl3sd9kE5+PtdDn16YIhsKUyyXCoTBet4f1TJqqNYYmWW98gOtgaaSx1JPULCG24my+zaXS6VYZm5piYWWZqdlZcvksimKiVCwQikRRZIVIMMjeHTuxWiwUSyXeP3aEN996jXKlzK9+6Ss0mo0btgeUgH07dtIeiwHg9/qwW23MLsyTLxToiMWIXiJ8S6urdHV0IAG7RkaIhsNUa1UajSb/4+UfUWg2WU+myBUKdLa18cIzz7Rm69V6DVVVURSFYrlMMp3CarEyOTvDwX37sZjNhAIB+rt6NlwzJYb6+oiGjfePhS/G74f7jbCdruusp1J4PcaidTAQYGF5mZH+fuaWllhYXuLcxDhgpGVaLRb279xFKpPh3MQE7588AcD2gSF2DA3x9z/+If/8058hHAi0jr97u5GvL0nG2sAnHn6U4d5elteT5AoF2iIRdo1s4/0Tx8nkN2cGXQ+n201v3xAnTxymM96D3e5gbPQM7R1xmqrK/NIia6vLBIJhrDYbbo+H5aWFq64BKIpRROX1+llanGNqo/EIGBdTMHrOXqhcVRQFj8cHQC6Xae1rNluoKAG6BnuR9QaRaDtj50+ztrpMrK3zoklYuJ340AEauQWWl+apVCq4A20k0ymCoTCJhDHj1zUdh8OJ0+Wmf3AbxUKeUyePbBq7DiQrMo8+88usJ5ZIjL+N2Wxm2/Y9jJ0/Q61WpdGoo6kqdocTj8dYAK/Xqq000WAoQr1epzPew/lzp6k36qhqc5N189TEaOtzTK6vMTi0nYWFWQr5HLG2DkCiUqkgyRLTk+e57+CjmM0WzCYzTqeLYj5HKBTl1IkjdHX3sbQ4h83moK9/iOXFeWIdcUbPnaJRr1EqFWk2btwrAD7mQr9r+06SuSyFfI5CsUi5UiFfbqD7wh8w71QjmH2XmjmIqjio2OK3fcz3Cg6Tjsus0xaJcOzMadLpdcwmMxaTwiNPPUPQ78dsNhEJhanX6yyurmC1WOiJdzHe1oHZZObY6VM4nS5cjuvf9fh9PuLtHXRsCP0Fnn3sccqXNaq2Wq187pPPb7q2RoLGjEYH/tXPf550JgsYC8Zet5uQ3xBMTdPojLWhahqKouB0OCgUixTLJbYPDmHeEC+b1cpzTzwBXJjFuzfN+C9HkiT27NhhvGe5zPEzp3lg334AfB4PdpuN7o5Oo2p0fZ2+rm50XWdidmZTc+twMIiOTnd7+6bZstVioau9g/NTU6ysrRENR+jp7MTj9tAVL2+M2YbFYibg83Hi7Fn8Xi9nxsc2pYlej9JGX9V6rYbJbGZ6epwR6y6S62vMz02Tz+cYHNpGLNbB8tLCFWsWYPjedHX3GXbHjQYmk4lCIUesrZPF+VnKFUPwUqn11mvyV7koBcNRMlNvcfissdB5/Og7RvtCRTEa2qScSI4obc/8GomZw+SmXyUUjpDL5Wj/1P8Hb/ptZk6+YrxXcp1ms8H83DThSJRwpI31xAoj23ZtapUoAaZairPv/4BguI211WU6u3oIbHgVORxO/AEjK8hqtbEwP0O8q5dCLkulWt5ok1imkM+xd/9BDtxvWFVXKmVOnzoKQFtbB41Gg+mpMTTVWL95/9030Dc+v96+IZaW5igVCwyP7EJVm1QrFSRJYi2xSiaTIhyOkc9nDU8htwezyUy9VjVssTEssRv1OuvrRpMf5SZ1TtJvpYriHiGfz+P1evlX/9dfbvmGqIqTjOc+KpYYdWuEG83CLY0UnuIZCs6RjcozkHQVX+E4Gc9+QOYKM5Ir0HFWpqlYO9DkD98g4najyIbrYaVx8RxMsuGN0uZU+be7S9QbDX746iucHT1L0OPGZDKxnk4RDRnZTKvrCTK5HAPdPRtCqTOzsMDI0DY62jtvahySZPTzNIpPLs7+FVlGkmU0TUVRTESCQdZTKXYMDW8y87rkSJgtFjRVRZblG7pjfmgkCZOstGLEkiQZRT26hiTLm74Z2kaangSt53RdJ5vPs7hipJ7arNaLaaDSlc1c1pJJAj4fimJk+BRLJeaWjLWDtkiklbGj6zoz8/Osp1OcPHeO5PoaHq/PmDXrRohieaPqVTGZcDhcyIpMqVgkk14HjAbYHq8fl8vN9NQ40WibUZ+QWLnq4i4Xzk2S0HU24sgeymXjQtSo19AxfOqzmYsLxGazBbXZpCPejcPuIJFYJZtJoyjGv6uE1FpfkGXZKFrSdVxuLxnNS3HxBLqm4nJ76Ij34hx4GkdlhvmJU5wfPY1JURjZvpu11RUURSbW1omu64QjMc6ePobb42N6cqz1fenrH+aB+x9keW2NbCZl+BFZreiaRjqdRJIkqpUyibUVGo06kqygNg0/n97+oQ330ifJbdh0nD19vLXYHApF8Hr9LC/No2ka8e4+NE1ldmbS6FesKLR3dKE2Gy3/oNGzJ+nrHzJ6EgOBYLhlllerVnn/3TcoFgsblekSwVCEru5ejh55BwCXy8O7r71LLpfD47l6mjR8zIX+X/xffol4dw+6ptGwhlmMfR5rPUnNGkFn85XOWZnGUk9Rs0Yo27pwLP2IQOk0ijNM1rOfhsmHubZG0b0DVXGia00k+fo3PCa1QNfy/0HWs4+09+CdPOUPhM+qsts2w6F0G87yBEXnMD2WNbqiQRKLE+zwGrOtc+fP0RXvbmUyKrKyqQxf17RNFYDAhhjJSLLUmrUaQmhkwxgzQgmTSWkJWq1W22Sg5fH4sDsc5HNZAsEwqytGzrvJZLpCBGv1OpOzs3R29VAsFrDbHK0Z+s2iA9lMCr8/SK1eYz2xitPpwu3xUchnAaOEHzA6HyVWiXfEmZiewOfxGrUB0YvmJZqm4XS5CQYjV7xXPpfB5fLcVPP0641YVVVkWQFdb2U8+Txeujs7mJydJZPNomoasiS1xFWSpFZeebOp8vKrL9Pe0YUkSSwtzhm3/M0GdruTcqlIKpW4IrvmZvD5Anzis/+G99/+MYtTpwFDrPVLLnr7Hn2BcqlA2GujWMhx9tQxwv334VRqTJw9ij8QIrMhsBfGL0sSkiyjqipWq42Rbbuo12t0dfdTLhVZW1umUimzMD/Tes8L593XP4yu6wwMbdvwFNKZnZ5EVZvY7A4URUFRFJaW5inkc3R0dNHTN0gqtY4kSQSDYdZWl5FlheWlOdo7ulhZXqRer2G3OzCZzJTLRSRJYvfe+0kl1zm+0ShFwlg/aW/vwucPEGvrRJLgzKlj+AMhzp4+blzUdB1JllFkhW079hCJtjE9NUY6tY7ZbOH/z95/R0myX/ed4CciMjLS+6zM8r6qu9q754EHAg8ASYAOK5ISyRHF4UiUxOESK2qlndU5u+QZHnLEEY1meaQjUtQQoAOGHiAowuO5fq+9Ke99pffeRMT+EVnZVV1V3dUPD6ZJfs95OOjMisjMyMj7u797v/f7HRmdQLFYiEa2mJu5b0hKt6asq9XqPh0hVVWZvTP/2ED/VJdudrddqyuLDA5L9O98kqzrIlXlQYlAUkuIaKiRm/ikCJpkJe5/BQ8JMukkjdgO7mAaq7uPemwKX3+VhO+9ZO5+Gt/FH+WorN5WWUOTLNRlLxyzIfLNRrWQYGvpS/QIEpJWxZu7ia43mZyqEt9aZArVEI8ql+js6iaXSQPwnve+wtlTp1nf2mRmZop8IceLL7yXns4u5pYWWV9fpbOzm4tnz+Fze/jjv/wzavUa586c4yMf+BALK0v86Wf/ApPJxL/4J/8TDruDuaUF0sk4J0+c4uzEKeKpFPcn71KrlDk5fpKx4RHWNjdYXFog3NmN3+ujUq1QrdWNxpeuMzY+0Wp6PQhoRoapo+saCAKSKDLU12/o3eg6DrvdWKRazbKm2sQsK+3mmCiJmCQTqqYiICDu7iR0w0ZPFCVU9QOHXt+dWIxoMknhIfclAE0QKVUqLeVkYZ/8gCAYKji6rgHCkTuTcrlo1GW7eiiXS+SzRp1bMkncvm2m2mKOmESJVDaD2+nC1OpNbO4Y08mNep211SVy2QzVagVFUbDbnbjdXiwWC16vUU6KRXfar+t2e8nnMo8l7pVKJTbKDtLpB/X3vaUqHVievkZ44BTxggqlIi63h96AHbNoRxseY219xRCAs9jItxZbTdehFch6evqZmbqLPxBEkiSy2Qxbm2vt15Akic7OHkqlIo16HbXZRNVU1leXMZvN2B1OBoZGyKQNSWSny8fs9D1EUeLylRdRNdXQxl9ZpFjI093TT7FoUDnLpSJuj49iMU+xWKCvfwiTbCKdTnLq9AUS8SjZrPGb2WXQlEtFNjaMz7SyNEdP3yB9/UPcvHEVrUXHBbBbrHh9AWam77K8OEdXTx9OpwfZbG7NMagtTv4Q2WyaUrGAuSX4lkrGDhWMexSe6kBvMsmkEjFkWWZnaw3f6Hso2E8gN7OY6wYbwVO4S8fAeRbcvdTqKgXHBFVziEa9TiqZIBbbwbKxysSH/++4Ar2I4TEquo468VHkZgZHeZms8zy26gboGhVrH/byEsH0q+Sc54h0fA/6t2mztiYHqJmDWGrG9l/SjG222ybiHhunVCiwtrJEo9lgdXW5fdzbb7+OZJKZnLzDUqu5JEkmzp+/zNz8DGurSzRVlZNj46wXt5FkM4V0ismZaQqlMplshkq1itms8Od/89+RZZn1jTUymRQ+rw+bzc7S2ip/+ud/gmSSGB0e4wc++v3cuHubu/fvUqtW+NEf/lFMkokvfu3L1BsNHA4HLz7zPFuRHd66dtVovA2OcGJklLmlBW7dvk4wGOb9730f8yvLfOkrX6RarTA6eoIXn3mOrcgOr7/5GjabjQ9+xwfxeTz810/+Drqu09ER5sK5C/i9Xj75B58A4P3v/xAWxcLc4hxmxUKlVOLE2Dg6sB2JUCwW6OnqwefxsLiyRCIRp7Ozi8H+ASPLWlmmUMgx0D/Esxcv8cb1a2xtbeD1+XnlPS/TFQ7ziU/9Abqu8R0vvcxg/wDxRILlFUPz/tTJCRqNBtNzHuq1GkN9/YyPjJEvFpibn0UymTh98hSSJDE9N0M2m6G7u4/Bvj62IhHS2SzVWpU/+fM/xuFwGWP8hRxms9HEDAbDpFJxqpVKO8DuolI53Bf2YTQbNWY+978bJi/+4L7a/C5ymQT1yjVGxiaYmpums6uHnY0lhk8/jzeks7RsNLHr9cM1lzY3V2k0G0SjO0T3LEa70DWNQj7HhcvPGTsfoFjIc/vmW2iaisVipX9wFJPJhD/QQa1axeP1s7o8z+LiDH19Q+SyGTweH+l0ktUW+yYU7kLNq0S2N9taPrvTyrqut38Xjdb7VlUVTVXxeP00Gw26unu5ef1NnK0hOEk0DHHsdjvFYoFSSz4BDMe2xfkZunv6aDYbvH31a9jtDoaGx/F4/WTSSe7evkapmCcRjyIKx/OE2IununTzY//0J1iYm6RcKdM/MMz3/MOf5SuFM3hTr+Eq3gegkMuRN3dTG/txRL2OKloBHcvCJ0nNfol4LMLg6ASOZ34aXZDwFO7RMLlI+t6LjoTczGKrbODPXiWfS6N7RnGIFSS1iCra2A7/IA2T+1t7QR4BW2WNzsRnOWywQlNVNtZXmJudPCB41dnZY1jOFQ2lPrNZwWq1UatV6e7pY3BoDFGUyOcyeH2Gop8givvEuOq1GrJsRhAF1GbTUB6s13G0JBcKhRz5XBaLxYq/xXbRNZ1iIY/DaRh0VCsVLHvNtHWIRXdQNZWu7uM3yzOpJC63p+3pahJFotGIsV0PBAn4/KTTSTLZLIrFSijYgSzLTM9MIkkmFIuF/t5+qpUK8WQC2WzG5/Fis9mYnplEsVjxuL0EAwE0TWMnGqFaKRMIBPG4PWxubVAoGA3RE+MnqVYrLK8soaoqXV29BAMBtre3WFyaIxTq4vlnnsNpt/Nb/+d/wW534vf5+fF/9D+wsLTIb/+3/4zD6eZnf/rjNGo1fvsT/9UwK3/uRS6fPcvb19/i7vQ02UyKeDyKJEnU9gy7WSxWqlWDI68oFhr1B5rxwWCo3eh7FGw2O4IgUNPNXLr8InPTt8ilDgbiXdjtDhRFIZNOIwhw6sJLbK0vkkkdpOMqisW4Xw5pCB8G2STznvd9iM31FaN01NqNbayv4A90cPLUWdIpY0ipXCqRSESpVipcuPQc9XoNURQxyTKb6yuUikXMikKpVKRaKaPsuVa7165WNRqoYydO4/MFqFYrrCwvkMum0Vvv32KxUizkkc1mQqEuJJNEMBhmZ3uDne2NtsHOXhhWiD4K+Zyh2d/VQyGfo6e3n4W5aQYGRxgeO8nbb36NTMZIZI9bunmqA/0z773SpjZdvvICA+OX2RSG8WbeoJTPGqPHsQjVuop34AqCKGCSZWKRHeydE5i2v8LM1F26eodRTv0wejmBO38PkyxT7Ps+VNGGp3AXuZFtCQuBKloRdI2VxWkCoR7s3k4asoe4/5XWIvLtBbmZpfbG/0o2voEoSpw9f5larcrC3DSq2qRQyB/Kl/Z6/TQaDaMhJQiIgogvEKRSLuH3B3F7fOi6jttjGDbX63VMJhO6Dib56I2ipmqozSayYv5GfuxvO+wapOxi13FKkqT245WWpZ2Ojt3hpFGvk89ljWAkSZhlM6VSkY31ZWRZYWT0BJqusbq8yKnT52k0GzgcLhLxCJGdLZLJGI1Gw1igH5pq/nrR2ztAoZCn5/x34+o5x+TnfpVyLm4IkjUOZucmScLl9pJJpwyJAaB/cIR4LLKPnghHB3oBUCxWgsEQm3vKNxaLFbvdQTaTbhvNe70++vqHqZRL6EB3Tz/pVIL1tSXKJeP1Ll15AZvdwfbWOsVCnt7+IQRBIJ1KUCjk2Nk+KLX88PvpHxzh5KlzqM0mM9P3qLd+S/G4sYA5HS68/gD5XJbLV140/G9XFw/9zQkIeH3+9vXQWuyx51/8Dt549Ys4nC58/iCpZPyJA/1TXboJh3twezxG08bdxbJ8Hlt5hUopTy6XNowfgMjmEvGdNYaGx7B5/bh8/ZTXX+fe7auYFYWN1Xn8+f/M9vYGAgKnz16ky/IFREmkUa9jMisU7SfQBBOWWgxzI4Gve4xazytYilMo9TjHHUX+ZqNh8kD4MqnZ24DOxtoyTpebTDp56A+yfVyjjs3mwGoNIpkkgxWgG5mZy+VpKQMakrMmk4lGvb6n1nz0baXrGs1m4+9coN8b5AEsViuyLLcHsgCsdsOmsNlooLf6EF5fAF3XkCQTzWYDj9dPKNyFKEoUCzm83gBOp5uV5XkUxYIoilisNs5ffJY7t94mGt2m2Wygo2OWzY/8zp8Em5triIKIGp/kxpufptFoYLPZ+Y6XP8DiyjLLS3P76shNVSWdTrb/rQPrq0uH/mqOGtQSBJHOzh6SyXj7MZPJxImJs6jNJg6ni/W13RKkwOLCTDtoRiPbXLr8PMVinlp1A1VVicV26Oruo1qtkE4naTTq5PO5dgbv9fpQVdVQnNQ0LBYrNpuddDqJLMuIokgqGefurWuYFYWh4TGuvfVa+/1brTaazQbx6A6NZoPJ+zdJxGP7FlyLYkGSTOjoVMpl0ukkdrvDEHZTLBQLeWOx0nXy+SzVSvnYO529ePJizx788i//MoIg8PGPf7z9mK7r/PzP/zxdXV1YrVbe9773MT09ve+4Wq3Gz/zMzxAIBLDb7Xzv934vW1tbPClkWcbpdFMs5hH0BvbyCo7CLJl0CqvVTjqVwGq1oygWMukkt2++xcrqCtXwe9FFmdHxCS5efp5atdqmo4miSGRnk2LBYKSUyyVUQSbleZ684zR12cvq8iL5yDzeyF/j0LJkOz70bT1BKw58CE+gy+B2L8yyurJIuKuHwcFRxsZPobQMsfeiVCyQiEeMrebWButry8ZId2SbxYUZVpbnKRULVKsVREnC4XJhVhTMyqMH1SSTqR3Q/q6jXqu12TF7UatWW83AEs1mw5DsFYzRe03TjMZsLoOu66STCbLZNBtrK0Qj2ywtzJDLZtpyxACdXb1YrTYGhkbf1fev6RpzM/fbjJ1KucTffP6vWFqYOVaz0EgkbJjN5vZg1eNeb211iULhATdfbTa5f+c6G2vLlPbMFGQyKcrlUlsXSdNUZqbvsbq8QLVWpdk0bBGLhTyKYsHt8ZLLZfeVaUwmmbMvfT8jp56lp9fovezKIdus9vaUaySyxcbaMgtzU20fWwEMoTddx+5wIYkSHq/fsCb0+Dh1+rzRizlzgfGTpxkZPUlHKEwg0MHJibOMjZ8mlYjTbDS49vZreH1+urp6GRwep7un/4DK6uPwjjP6Gzdu8Fu/9VucPXt23+O/8iu/wq/92q/xu7/7u4yNjfGLv/iLfPCDH2R+fh5nayjl4x//OJ/97Gf51Kc+hd/v5+d+7uf46Ec/yq1bt57IJk0QBFRNxW53YtJqWIuG5kd3bz/okErFkc0ypVIRHfB6A7hdTsSp/0S1nKfZbLYoWg+UQmw2O2az4SuZzaYJhbvYWpnFab9L1vscsYaHRHQLu93J9atf5Qd/8EeRbFWy9SYI36YbJIsP7+mPknv1t9B13dBQiUfp7R2gVC6hNptks+l9zTQdYyG9eOl53J7DnIyEFuvlm/Yp/tbhqAXP3vqduNsOUsbiuSsK5/Z4QdepVauUyyWyLeNqXdfp6x9mZ2eThbmp9iKytbGG0+Uiv2c69d3CXo0dHfaYuwv09PZTLBaoVSuUW/owe7E7YIWu0zwmvfNhTZ/duYLcQw1lSZQMM3vJRE9vPxtry5RLpfbROsbOafLeLRCMMonPF2hn4wJGWSS6dJPtrTXq1Sqy2YwoGbRIk2xmeWmeM+cuUS6XqFTKxKI77R3a7nATGLtjSZSMBVs3hNd6+4aoVqvEYxHMioVsJo3b48Xt9iAIAitLC+joOF1uCvkcdrsT2WxYP4Y7e3C5PRTyOXp7B5m9M//Y6/aOIlOxWORHf/RH+e3f/m1+8Rd/8cFF13V+4zd+g3/37/4dH/vYxwD4xCc+QSgU4g//8A/5qZ/6KXK5HL/zO7/D7/3e7/HKK68A8Pu///v09vbypS99iQ9/+MPHfh9qU6VULNDTOwBAPLZDMhHjxMRZRFHC7+/g1o03qZRLhq2bAPOzk9TrNUNwaY/U6S4KxTylcrH1JRkZsNfrpzN3j8TGDJHJz1MrZsnlsoRCXWxFdpj96lfoPvMBct3f+9g6vcOsczbw+Jta0+FuQqauPlkk1Q6tIAnIQ9+Je/IzZJI7rK8utdQB69SqFXa2N+js7j3AmpBlM16f/wCH/u/xbQBBwKxYQIDkTBxNN9gnBo+7l2Ih367jarpGLmfcs+/45VqvefyWnm4w2izWI++fvec67Lwej5ds9uDitHfI6ih0hDspFYsU8lm2NtawO1zUa9W2JpLxDo1S4u6p8rls+9y73PzVpTl0XUPTdcL+IOVyEQTo6x9Clk1IkolwuJtodNsQO9N1nE43lYqRQJkVC+FwFzoCzaYKgmFePzc7SToVx+P1s7G2jKZriKKARbEwOT+NpmnIsplGvU5TbbKxvsx7Xv4QkiSxsjRPsVRAls2UigepvYfhHQX6n/7pn+YjH/kIr7zyyr5Av7q6SjQa5UMf+lD7MUVRePnll7l69So/9VM/xa1bt2g0Gvv+pquri9OnT3P16tVDA32tVqNWe/AF5fNGY9Tr9yMIAvNzUzgcTiwWw9BgZvoebreXULiLU2cuomkGXzzc2U02k+b+3RvsHOJpuYu9XOB6vUYyESMV22Bn5j7VagW/v4NSMd+WGS3lUzhqmzgjnyLnPEfBPo4qHczW7GadHz1RZtTbfCwhU9fhA3011Cco/TdUgf9rQSEV30LUjWyu0WiQTMYQtXpbJjcW3WFwaIx8PkuxmGf85BlE0ah/GjrYT14D/Ht88yGIRvDYpUfqusbM1F1GRk+2TbDfCbxeP7VadV+T1OsL4PMH27TCx0GHlhn6O+8J7DZNAZxOwyqxkM8SCHY8lhkU2aOa2VSb+8o9h8GiWLA7DNXUVCKG2pqU3Yu9HrtTk7cQRZF0KokoSTQbDTxuLz19g2QyKex2hzF97PLg8wcRu1+gZ+wy1s/9byzMTbb593slIpKJGLqut6eGUZs4nAHK5SKapnH97ddwub2cOXeJtdUlwLA9PA6eONB/6lOf4vbt29y4cePAc9Go0WkO7Zke3P33+vp6+2/MZjPeh4yNQ6FQ+/iH8cu//Mv8wi/8woHHa/UaNpudeq1KRZJYWpyls6uXnt4BTDY/uqiSSRraELHYDoqiMD87dUCZ8TD09Q+RTiYolgoIotCWqgUIhTtpNAIEO8KozSYXLj5LJpNCymVRlDB55+lDzxmyqYx5jxdEBQF8lidjSWTzeU41lllMTAHGsZqq4ioXjFKWy0Ex56RYLLCyssC5C1f2v79wd4uZsEyz2XjioYy/x7cWOkY509B1z7/j89RaNexdCBhMmF0Tj280XC4PNpthSFPP1rHZ7Ib7Uj7L6NgE0egObrcXURSNstW78JqqqiIIItVKGVEU8XgDVKvlNtd9LwYGRkCgHWytJhvjJ8+wubGK1+snmYiRTiWwWG04XW5mpu5ywmRnIfAsOdWGJIrtElf/wDAba8v4/EEEQaDRaLR3HZqmEY3uYDKZGBwcZWV5wRDrK+ZR1Sanz15icX7mWJ/viQL95uYmP/uzP8sXvvAFLJajtV0envTTdf3I6b/j/M3/8r/8L/yrf/Wv2v/O5/P09vayOD9jNC9OnaNYLLRWzwCT928xMH6J7e1VujpDZNJJ8vkst2+9fezPuiu/CtBsNrlz+1r73zPT9wiHuxkaHmN9dZm+gaF2hi438/gzb5Dwvf/AOSNFiT96cxl7efnAcw9DFEXOnzqFWT4+O+X6nVusb+9Qr1dp1BsIooDd4cTl9tBsNEiljAYTQK16iNa4AA6nizPnLiMIkIrt0OEPvKulm1RFpKYKuMQChZqOLpoxNY+vxvj32A+r1Upv7wCbG2vo6KRSiUMHl54EezN5ASOb7gh1oqrNNm3wcVDMCo1mY9/u+HEQBKGduZvNFjpCXWSzhgqlQXXUSZhiBpe9VkEURYOzbrVhMpn2sXHgAef9OAtBo9mgWilTq1Vbf3/4UbJJptFskM08yKQdDicmk4yiKNy++RaVSglN16k36uTzWbxeP7JeJfLVXzLeq2xGbfUCkq3rmUolEBCwPiQQKAoinV29dPX0I5vNbG6skstlEASBRDxy7N/mEwX6W7duEY/HuXTpUvsxVVV57bXX+M3f/E3m542mQDQapbOzs/038Xi8neWHw2Hq9TqZTGZfVh+Px3nhhRcOfV1FUdplh70QBOjs6sEkyzgcTqKFPKlkHHRYuH+Vs+cuo1gsiIFTJJPxfWPex0F3Tz+FfA6bzU4yEaW5J8MtFvLUajVyuQxzM5MMDI2wsb5CMhFj6MR57NZ+Stb97lSVpoC3Z4TRI8y4H0a1VuPqzZtk83mKjnEspTUU0dgRVFXJsO9Ty5hkC+W6Sr5cx2U2xMKSxTIWi8JuAUmSJOx2Q5ipWMjvu1H3Ypc1I0smXnrxZcNk+13suG7kJYoNgZCUIlnSaEo2LLXjBY+9kGUTumZUap1fB4unpsKrWwqmagx7eeXxB3yboVyp0D8wwvbWRptD/u5CYGT0BOPjE4gCxw70/kAH1WqFQiGPpqrHem8Cxu/Z5XJz/+5NNjaM76NcLiHLZpqtABsKdyNJJhqNOqfOXKRSKbG4cDCzlU0yNaFqaMsA/QMjxGM7BxrDAtDTN8gzL30nV6/fIB+ZI5/PtZ3L9qLRbLT1mgQgEAyhaRrzs/fxeP0oFgul8sFdQLOpoqgFNmaNQU6TZMLj9WEymVAsVtLpJDr6ITMFCulUgmwmxTPPvdeILyMnaDYarK4sMDo68djrCk8Y6D/wgQ8wOTm577Gf+Imf4MSJE/zbf/tvGRoaIhwO88UvfpELFwyn8nq9zquvvsq///f/HoBLly4hyzJf/OIX+aEf+iEAIpEIU1NT/Mqv/MqTvB0UsxVJklhamKWrq5dwuBu1NfY8M32P6am7dPf0k0jcIR6NPNG5AYNyqesIArjcXvL5bLt+XSoVmJu5z+mzFymVikb3Xtfp7O5DrRXpSH6JaFCmYnngKeq1aFzqEgha+4/9HoI+P+lshpqli3z5JFqjii6ISJJMXbRhq20T1UJsbK5yvm+Ynbt/zvjpD3JvehKnWaeUN7IcQRTp2PVDDXe3a4RHIZ6IkU0n6QyFDw3029EIHf4AU/Nzh075PQ5LT3zEfrgcjrYO/mBv35F/p+uG9d2jsroTZsAMgjP8iL/6+jHc34/X43lXz/n7n/4D7t65hqoZGvyapj22YWqxWNsmIY+DIMDEiQkG+wewWRQazSY7Wxukj0gUdhGNbDEyNkFHqJO1lUXU2tGB3m53YDYrZDIp4rGIMUeg6/T09JPNpqlWK3R2drO9tY6q68Si2wRDnW3jkHwue+gwWLFYwGw2t6ZfJTY3Vto7jO7uPur1GqlknJGxCex2B/WmxuBLP461tMzGvS+yujK/r19lNit0dfe2mqdGkpFMxNuNYSOR3H/tXS43/kAH9+5eNxpvGAvE8OgJOkKd3LtzA4/HR6bFnHoYnV2GqbnPHySfz9LV08/q8sKDEl3xeCW6Jwr0TqeT06f315/tdjt+v7/9+Mc//nF+6Zd+idHRUUZHR/mlX/olbDYbP/IjPwKA2+3mJ3/yJ/m5n/s5/H4/Pp+Pf/2v/zVnzpxps3COi+6+flweLw6nm1w2TblcpFwu093Th8PhZGtr3WjAplMIooAkSGi6dvztpA4d4S40VcPucOzTBJHNCpVKift3b7Rpb5VqBY8viNmsIOp1zI3svkCfrYmkqyJB6/ED416tdF03obVydBGIV0QUqR97WaTT5GKqZEj9OsgzErRQqpQ5VLVEAE9Lw/0o5HNZTp84wcnR0ZZE6n6MDw8jCiITY2PH/izvBJqmtwdETJJ0wAT8cajV68wvLz0BW+Qbh2QmTTqbfcfHq5rK7OJiO/hous6d+3coFvKIokh3dx8IAqVi4ZHlm1q1Su2YmzRN1/naa1+h8dL7GOobYHRknM2NtWMdt7QwgyhKj2XIOByutj1fLpsmlzMkgCM7W0YA13W2NtfaMg06EI8Zidve7NzhcFKv1xEFAUkyUatV6ezqNTR+FMWQJJDNpNPJFp3SqIvX6zXCnYZfguQc4ZQrSHHrLi6Xm52dTRSzQjIZo9lokM2koWUSKQoCgiC2dyuHfU6Hw9WiVT54VhAElhfnSCUTFPI5SqXCkffn2uqSoeypaTTqDeZm7uHzB7HabDicLirlg7TVw/CuE7//zb/5N1QqFf7lv/yXZDIZnn32Wb7whS+0OfQAv/7rv47JZOKHfuiHqFQqfOADH+B3f/d3n4hDD2C1WGnU6+3AXavV6O7po1Qs0Ns3SDweJZNOGlrYNjten59cNkMqlWhLjx6FXb0KURDp7jdMhR0OF7JsJpGIIgoCwY5OavU6aytGfhoIdlDr/yip2CJeby95x8l953SaNdzKOx9DFwT2iS/7LZrBY2+WeW11mtFAkrl0EpOgUyyXvy7Gg9frJxo39EEOI8tLrYArH7MM9U6RLxZZWDG28H3dXXT4A485Yj9kk4lLZ84e+XwkHn9s8BUEGO4fIJvP73PCOgy1ep31rS1cTiepzANqYH9Pz2MNWnSMBpwhOXHwmus6nBwdM4KGrnPr/j2+/KUSwY4wDqcLl9uLz+t/bC/KkMp9xOdt/e9uaIpGtrl79yZLi/OUyiX0YyRKhjqnIZExODTKzRtX9z3X1d1LIhGl3iJK7EJrSQsD+8o9DwdCRVGQRGlfoK+Ujdq4QQU14kIul8Hj9ZHPZWk06u3A6PKFCJ76ToZL83zh83/JztYGjaaK27fEdWuI1dVFBF1ncGi0ZV/oYXV5gUqljMvtJpvNEAp3Ewp3cffO9fZ78Hh8uD1eioU8qVSCnZ3N1o5YaPkyCIyNn2Jrc41CIcfw6Alkk8zc3H69qd0pZ4OyCelUnELesPhMJKJomkZXVy8Wy/HKlk+11s35Z87i8fnweP3EojuUinn6+ofb8sUmk4zFasVudzI/O0kiEcXr9eNye8ll0229jPZPShAIdoTJpIwVH8FQx5NMMh6Pj1C4i53tDTLpJMMjJzC7Qkjn/zn6nf8f26tzBIIhTOM/gNp3+CzAS911fmDkaMPldwId+PIbr7O4uvKuijBsrq/S3dXNv/gnP9kO6n8bUalWH2uFCBi+to0GlsdM/qqaRrlcRpZlQyq5BbvVhsn06ESm3mjw1atv4vN4uHzu/KEU3N3vOF8o8Cv/8X+nXDXKD6ViAZMsEwiE2Npaw+v1Uy4VqRzWdH8MDLtAD5HINoIgMDA4QqNeZ2trHafTRWdXL0sLs4/UzvF4fJRKRTRNRZbN+yZOd3XjDXvActtEHYxFwOF0PZYO6fH4KBbyB+QALIoFXTe0gqrVCh6Pz2hirq/sM1Sx2Z2MnXsvIy/+GJ/5zz+LWa9w5bn3UCzmDcNuQWBm6i6hcBe5bAazolBtmaVHo8Z1GT9xGl3TmZ+fevD6FiujoydZWVloM3ZOn7lIMmFIHzgcLhp1w0s2n8sgiCJ+f5DtrQ10dBwO47MbnhA8kvnm8fioVivcfOPW326tm1qjRjIZZ3RsgmAwxNLirCGHIAgEOkLo6MzPTSG2HOYT8ahR7+vqpVarMjJ6knwuw/DICSqVMqsri/h8ARr1GplMmmAwRDqVZGT0JJ1dPSiKhXShynsufwc722tYLRYs5Tlkn5cO//Noko1ox8Uj3++FjndHZ2QvllZXWdvafNeVdj70/g/i83jZjkYAgVq1gsvpwu1yEU8dj7v7KIiCQGdHB5IkUa3VjGw5GDS27LEYmq5js1gI+B5dYvp6YbVYsD6CQbYX0mOCPBg7HWdLwdOiKOhALJGgUq0SCgYfOT+RyeUolctMz01TKJV46cozmPeYq+QKBRZWllFVjecuXqS/f5Br19/m3IVnWF6cY3Nztd3A7B8coVjIszg//cT3Rq1aIdVa/HRdZ3VlEbPZjMfjI5tNU5iffswZ2NcDUtUKJsmESZapVisIrddQ1SaybKazqwdJMrG2sojX58ft9j420Hd196KqKgtzU8bUu8eHKEmcnDjXkj8o0qF0sjA3dahjVrlUILJyF08gzDOXLqJrjbam/PbWOplUknq9xtbGGs1mg2brvTYbDex2B909xvT9w3MF1WqFycnb+x5LJmKUSkWKxTy5bJp6rcZL7/0g01N3SKeTSJKExWLBYjVopLVa9YAb22Hw+QIoisLNN249+svgKQ/0oihitVgpFvMEOzoZGBplZWme9bVlGs2G0YipVhFEEZfbw+VnX6JSKSObZARBaJVnLLjcXqxWG26Pl82NNS5deZHpyTv4/EG6uvuw2x3ouk4yEWNk9AT2/mfp1lVErYqcvcfGzobRQe88gWYJftM+fyQe59Vrbx8rI31SeFxuAj4ftXqdL7/xOqVSkQtnzuKw27k7PU2tUacn3Mmdu7cRTVKbtglGRiib99NCiy1et8PpYqivn4nRUW5NTVKuVEgkDQPswb4+CsUi0YRRMgr4fER3NqhWDG/RbCbNwNBoW3f8MNisFpwtAbFGs0k6lwUdRgb62YpEqNaMxdZht1Eslx+rRVerVtB0zdgdWhTe88xzgMGI2opEaDabDPQ+kEteXF3BaXdgU2R0XSeVyXB7ehqzLPO9H/4u9NYEq6bprGxtYbNa8bqcIIisb20xNzfNmTPnmZydoV6vc+H0mfa5789MUa7WCPn9bEcjKIoVm82wDfQHgoQ6u5i6d4tqrcrczP0DDI7jQtU0VO2hpEQ/fHr1uNh1VgKjPLO1tW5Qh3Wd7a11hoYMT9/+gRFmpu/uO9agSVb31cAX52cQRLH9SCabbpVsDIPyru4+Fhem6ezuw6JY2Npaaw9dSqKE0+Wi2Wgg15LInhDVzA6rK4v4W7/5zfXVVumogtfrR1UfDKYpFmPXsLg4fSwiQqlUpF6vYVEsRgYf8DB5/xalYgGb1UZnVy9Op4u7t6+TTifw+QKYTDLNZoO+/iHu37156O5pZWXh2LMuT3egR2T85BnK5RK3brxJIBAiFO6mUikjSRLhcDc+fxB0iGxvMjI2Yci+1mr09A6QzaSI7GyRSiboHxjG7fEZY9K1KucvGdaA2UyabDZDsxHD7fXRrGSZ/dJ/IZ/L0N3TTzIRM5yIFCeS7cSR79Us6cjvYgWk3IA7M7Pvmhrhw/D7vHSHw1SqVUwmEx/+jvfTHe4EXWdje5uTo6Ogw5tXX2Nm5v6+Yz0eLxbL/np0KpUAXccf6KCYz/L+F16kp7OLL7z6KiMDg8b3FQxy4/49Bvv6cDucLC4vcH/KYHktLBt9kJn5oyczRVHkhRfeyz/4yPdgs9nY3NlmZWMdu9VK0B+gVK4wNT+H1WIhn8/y2utfNT5roAN/4PAFulgsoGuaUWvu7cfldBKNx3nr1k1yhQL93T0sr69xb2YaSZLwebysbaxzb/IuekuPxucPIIoSf/H5/44ArK2tUG+5Q3X3DJDJJLl45jy5fI5ytcr61hbZbJqbd28zuzDPwvw0gWAIh8PFyorh7+pwutB1HYvVTqVcpFIp43Z56OkbZGlx9h0H+aNQb9Sp5975vaaq6oGgtPfeXVycRRQEdrY3GBoaYX5+BsVsodGoEw53sbmxiqbD4OCoMdzU8iqIRbfbHnBms0I+lyUU7iIQ7MBkMjE/N0V//1B7qtVsVujs7GHsxCmD2dPVjezq5kuTb6FYLGysr+D2GMNYA4MGZTrzEMOoUMhTKBxvUMn4+xyiIODzd2B3OPYobEJP3wChcBfxWITOrh7i8YhBhDh7kWwmbZR0dv13TTKSybSvDHZcPNWBvqk1WZibwuX2Egp3093TTyoZ5+Ll55FlM7ms0SF3OJ2YFYO+Va2WcTrdNJtN3B4fXq+fqcnbuD0+REnk9NlLrK8tkYhHGRgcJZNOIstmfH6jVrcwN0WhkCcU6mJ25h6apuH2d6NP/A/UnAYDxWHWeSmcb8sQAHgVHbfYoHS8JnkbVotlH9OkXm/QaDaY2cqwsh05vvyovl/+VRTFA1n3Xnz19VfparnaNxoNVtbWWNvc4PypM2RyWRZWVigVcm3hpr0w9En2a5SYTCaazSbR6DYdHWHeuH4dv9eDxaJQrlaoVKp0hcOYTSay+TxmWaZQyBONHjy/JEnIJkMDf2+mY5KMY/Mt/Y9sPk84GKSns4t6o86ls2dpNBqcm5jg03/xp+0gEYtuH9pw3oUAjJ04zfCAIURlkiQSqRQXTp/h3MQpNne22dnepK9vEEU2sbi0RSGfI5NJ0dc/hA7kchnDiMTvp1Ipk4hH8Hh8bG6sYrFYWVhdYXNjlWBHmGw2jd8XJJ1Oks2m6WpRAUulAslEDLXZRNc1Ort6aTTquD0+NE0zWCadPWxurNKo11t9gqMJB99MdHf3UamUMZsVY9Qfnd7ewbb/KxiZfiIeJRQMMjg0Rm/fALPT91lfW25n7quri1gsVgKBjrbdYTjchdlswWq1srG+zNDwCQqFPNffft1Q2JydZGT0BOVSyaBjL85RrZbpGxgmn88SCMQZHB6jXC5RKhYNc29dw6woyLJ8rEl6MEQAh0dOsPiQeqdFseDx+jCbLftsEAG2N9cJBEK4XB40VWV07BTbW+uGobgo4g90UCjkqFUrmBWFnt4BCvmc4Rv7BLTmpzrQe70+NFUj2BGmq7uvbR1Wq1VZXJjh5MmzhpPP4hwOp4u+/iFcbTU4o1sdi+4QDBpccV3TjAGPlvZ0PLaDJEl0hDqN7Z7ThaapNFoa7KFwF8ViAWHggzQ9J9v111JD4P7kbVzF/dnn4ytpD0EQGB8a2jcsthONkkyn0XQd8RhDKPVajVh0h1C4i+tvv47D6SSTTjE8Mk7/4MiRx+XLFbZu36RcLtHZ1cPSyiJNVWNheZnJ+7cIdoTx+YL7tDoeBZfLTbqly9FUm7x57SqR7Q0mzlzA0lrMavU6r77+FZxuL+64h7fefPXAebxeP339Q/gDHUR2NtuLVzIRp1jIk0zE+MwXPs/21joTJ0+RyRfYjEQ4OTLC9OwMt+7dYXphnrffemOfkiGPKEvoQC6bIZqI8yd//TkkUUDVNbYiO0QTcWrVCnOzkyAIvHX1VcZOnOLMucs0mw3m56ZIJeMGCywWMQb4RJHLz7zEtauvsrW5TrAjTLGYZ2drA78/iM3uIJGIsbw0R0eos0UIMLU13+PxCDabnWwmbdCFVRVRFMnns5RLRSRJwtMRZmh4jJvX32zp0T8ZTCYTVy49y+07N49cLERBRNe1Y507lYxjtdlbJVIfsiwjmaR2g3MXmq5xf+oeZlmmu7uXcGc3DoeT9TXDvlLXdSqVciurFxFF0bgudifZrLH7vnfnGh3hLtweLx6Pj62tdYqFAkMjY6RTSVxuN5lMmoHB0baf7+ryAvF4FH8gSCGfxx8ItphMnn3MHgHDVlPTtbYJ+t4bpV6rHSgHarpOKNzN9OQdtId2NcGOMJubq3z4w9/HZl5ge+ZVyuUSoiggiSbK5SJXnn2Jt9/8GpVKmcX5GXp6+7FYbdjtjmPv3J7qQO/x+o0Vt9FgfW2JYEcnmqaRzaaJRyOkUwn8/iC5XBZBEJieuoPT6UbXDXW6bDaNy+2l2bK5K7WGD0RRNDJ+txe3x8fszD3Q4cTJM4Q7eygW8sbqXypSqzfxdZ6hsqfNpusQd1xBrMRR6o+3ZXsUphYeL0H6KMiymXBnD7Is89wLLyNJEqqq7qupH4ZsNs2lcxcpV6skUik6OzuxO9ysbGxw5ZkX6Qx28NXXv3ps16L0HvEl4/UlfvBjP8zs8hLDfQP4fV52olF6+4fwe31MTd9r+3HuRT6fNb6Ph6A2VTRdY2PdKIucOXmK1bUVTp86i9vpJBKPs7A4T7lSZnlpnlQqfuAcj0KpVCSbzVCrlKlWSjg9AbSW4fjK+hrhzm6qlQomkwmbzUEhnyOdNhp61WqVyXu3CHd243Z7WV9bJpNOEuwIg2B8R7HoNvVGjXq9xszUXc5ffJahkXF2ttaJxSIIgChKLSqxIRcSCnexvb2BpJgwm8345CDJRIxqpWJw5WtVnnn+vbx99WtPrFskIJArFB450ep0uSmXiu2MNxgMUamUDx3EqtaqVGtVNE2jUi6hqk10PYzH6ztQGgHo6e7jxWee460bb+NwGp63a2sPxuwScYNi2D8wwub6imEViBGIZdlMPpulWqsgy2bDfSqXpWA/QdBuyAFHdrZwdp8haG2wvrqI1WpjcGiURDyKrmstrr2O2+2hr3+IeHSHaq2Koli4/OxLzM3cJ5fN0Gg2EAUBk0mms6uXTDp54JrV6zWmJm+jqQ/MwXcXGFGScLo8WMwmTMU1Fuan26Uaj8fHzvYmiVgUVVXp6e0nFt1p08nTqeSxBQifat5cMNiJJJmIRrbY2d5EAOZm77OxvoLD6aLRaNBsNttaFNHItmHKWyxw9851CoU8TqeLRqPO2uqioW/fyhocTqehWaGpnDp9gVNnLpBOJ3nrza+yvDxPT98ALpcHSbFTVnoOvLem5CDnPEdd3lP7/RYQWQVRQDbLRkAxmxElCdls+Lg+Copi5b9//nOk0mkGenspVuucP3WaEyOjKIqFerOJ1WpFOIJHIsCRDJNSscD21iZvXn8LQRCZW14klc7QEQhgUSz09/TQ0REm3PngupokE3abA1VVadQbhvytICIIIvV6vf3jsliteLx+Euk0VruDrZ1tdmIxRFHE6/Nz5vR5Xn7Py7jdh2nsH41Go44oisb9MH4SQRDYiWyTTKdxujwEg2FcbsN5q1QqUKmUSMQjpBJxJEmi0WygWCyk0yljwEmSqFYrLZu/CkPD46iqytT92xRLBW5efxNRENviZIbWu4rb40GWzZjNCnaHk3qtyvraEksLs6wuL5BKJdB0Y8Cvt3eAYiHfdqt6os/bbDA7c/+RgSSXMwKdRbGgKIrhgPRQ/Xj3HnC53C0rQAuarqFqGrHYDlbr/l6Ow+7E6/UTi8d47c3X8PsC3Lz+Zlt2AIxSSLAjTGd3L9uba7jcXsTWDI7PH8Tj9eNye7DbHCQSUQRB4OQz30Xdf4E1x8usR1LkihVkm4+tgglVVbHa7VSrFaKtcp6qqqRScTbWVwxzEosFp8NFIBhiZWmeVDLRXuC6ewfaFYBsqyn88L2v7g3ygN/fgcvlYXNjlXKpyOtvvsrW9gZer799TKlURG9p5tjsdsrlMucuPoMgCJRKRZpq89iyF091oL9z622ikW0EjOAxPzeF1WrH5wswPDKOSTJRqZTJ57LtLb4oCK2R6h6ajQbra8s4HE6DLiUIiJIhParrhnxDuVQyMrBMyqi9NZt0T7xM0+QmY+rGdeYfoJYPpxsWbSMU6oaCZLlYbNdXa9XDrdKODV2nfIiqnt7KlsDYQh7XzOEw2Gw2unr6UDWVtbUVzpyc4M7MNLJsQjaZODcxQSadOvJGGxoe57kXvwOz+SAlcWd7E6vVhs8fZKSvF7/Xh8/jxmax0BUO0x0OozUbbG6uto/RdK1t4HDl2RcRRQm12UR9KBAlE3HSqQSqDhfPnCMc7KC/p4fnL17i0tlzjAwM8Nobr1I4ZslpF81Gg3t3rpPOZJhdXkHXdTTdUFBNJmIszE+Rz2UJBsOG12s+h9cXQFUNizvZJFOrVrE7HEycPo/L6SYW20HXdYIdYZaX5g0DDrWJzWqjUi0zPXn7wNY8m820xbKuv/0aiYThC1tv1Pc1N+u1Ghsbq7jcHs5duEI43H3sgUSTZMLl8tDVvV9awuPxHdCcEoCe3gEuXXkRh8O1b2EQgInT53G7PJycOGeooyYTdHY9YCk9LBdeb9RxutyMjJ1kaXmBdC6L1+uj0TS8b11ON4rFysCV76NRr7cMVzRUVaWjI4y3ZbXoD3RQr9cQELBYrKze+wrJL/+vJF77dZw2Cx6nja/98a9y42/+G4sL09y5+fYBvRwBAcViwecPGm5YNmMxiOxs7mMAeb1+TLJMpWUaPjI2wej4qSOvrw4kkzHGT5xmcHCUUqnA8tI887OT+xa+vVo7jXqdUqnAzOTd9qL2JHiqSzeq1twnS7BrJTZx+jxWm43e/kGikW1q9Rr5XAazbGZjYxUB2jZtdruDm9ffpKd3kFwuQ0eos10XtTuc3Ln1Nn39QzgcLk6cPEu2VEUd+4dsCzKiT4O1P0XoHjz0/emCiZT/fbjSn0EQqwQ6QqjN5iNFwpKJGIFAxyObg8A+r9E9j7YfFwShnW0bN0nxsbIHe1GtVpidusuzL7yM1WLB63azFYkQCgQpVyq8+tZVTI+YijXJspEFHzZVa5Jwe7zous7CygpnT51mdWODSrXKsxcv8mef/UsjM93TbNI0jbpWx2q1Ua/XaTTqh3pn7k4x2ux27s9MY7UoBPx+/vSv/pLhwWGKpSImWX4i300Bgd6+QUqlIsGOMKYWt93tcnPnznVy2QylYpGlhRmUMxeMHaXD2fICha3NNUySqa1DE41sE4vt4PX6yWbSJOIxgh1harUKzWYTrz9IqVyieoR3KtAqNxYJBkPkcln8/iCRyAMN9t1Sye2bbzE8coKBwRFSyTgqj88AZbMZl8t9QCrErCiIokSttl9ewSSbWVmaO8B914HVlUWjeS7LZLOGeXfyIS15xazgcnuQTCbj2kS2yaRTFAo5/IEOw68YCIW7cLu93Lt7g9zymzQadRrNRrv0k8tmyOdzmM1m8vmc0bDNG9On9VoNl9tDZGeL5dk7DI+e4Oz5y+3p+EQ8ytaeXQMYu8NTZy6QTiWJRLaQJImx8VOYzcq+BWptdYnqnjp+MhHbV3Z02J3GQvxQr2NjfYWz5y9TLOS59tZraLrWZgc5nS6q1UqbS7+3T1IsPV6j6GE81YH+4bKB2+tDMSvcu3MdUZRoNOtYWzS/cGcP+XyWDlsX6VQCUZSoN2qstQyKYy0TZVVtoijGAI3D6aJaKTM/N0Wj0cAeHEI68yPUZWN7JZqgeuInedT6KjnCFNSL+LgOqEgmE9IjAmQgGDryuQcf/KCcKRhlGovVcLjay6iRzWY85gdBvljIt6eGj4Ku6YQ6uzFJJkIdYeaXlxkdHGKwrw+fx8POzhZWmx2LxXpgu64oFsLhbhTL4edvNBrcv3uTF9/zfoYGBjk9foJoIo7D7sDv8TA4MMAbb3710GO7e/rp7OqlVCoeqlio6zozU3d55tn30BHs4NLZszjtDnq7DC2T//OPfp9o5KCKqSAITJw6T71eO3BeHZ2VlQUUs0KlUsYpuzGbZC6dPs3C/DTJRLw9DFSv1+nu6aPZbFIs5HE63a1dh04suoOiWJg4fd6YZi0V6ekdoFwuEQ5302w2iGxvsr25hs1mB13HZDKRf4S2fCIRQxJF8ke4R1UrZer1GrlDnJqOQqVSbgc9WTYjSWLb9u7A9QYK+Swej5/oIeqw5XKJvr5BFuZn2pLBlYfUI2v1GulUEsViaffcdgPbwtw0stlsaLg31bYG/PTUnQOvVavX8PkC7X6EySQbejVbGwQ7wtRrNXLZNF6f3+jjxSOUS0UEQTx0RiDc2W349zabOOxOzl24TGRnm1wuY+g8nT5viKrtSTY1XT/Qc7A7HNgRSCZieLy+tg5RLLbDjWtvUKtVD/S6XC4PZrOyT7NINsmomvpE0s+7eKoD/a5iHxhZgdlsRjKZ6OkbZHlpDpfLTffZ72bz/ucpV8oMjZ+lUS0iiRJbm2sMDo4imUyUS8W2G/xuF19Vm6wsz7c3aJquM/Cef8Z86UknNQUy7ssIehNv/qBZy7cCDsfRo9K7sDucDDqcaLqOLMv0dHYx1NdHvdEglkySLxYId/ag6zrLi3P7KGiiKD7SJFxAoLvX0NfeHfo6MTxMqVzCYbPRFe7CarWjNnOHTjXu6uY/6vMpFitNVWVuaYmTI6OMDw+jA89feZaN7S0Khdy+sojb7aWzq4f0o8TA6rV2Vra2tsybb3yFXC5Lc88We27mHmazwvMvfQcFu5NQuNuQ2bZYmbx3C4vVamTtvgDR6Db5XJa+gWEKhRzZTBqb3RDPu/LMS2ysGUYfjwr0YAw4HSaNCwarY2tjjdHxCZrNBslkfB/N9nFQFAWzWaH6iHJjvV5ry44chkq18kgZDVEQEESBeq2GxWqlqlXQVCOYNdUmzUrL+3Zz9bFtrsweV6hYi5pbq1XJ5TKkU0lAxx8IkUo+UJ3cVZhsNhv7FqFkIkY+l8VisSKbzQQDQe7dvUmpVMTnC9DZ1dNm+D0KuwukDgfur90JYgGQWhRkaCnnPgSL1UatVn2kRtdReKoD/V7U6zU21lb2rcxWq41T55+jkd9ke2UGv2ohvjHZrs/umosEgiGWl+bweHxsbKygNpuEO3vo6urDJMukksYXvrGxRC2dwDPyErr8+GAJ0NQEmppAwXESZ2kOk/rk2653HcdRLmz9jUVReM8zz7Y1XhRgYnSUV1//CpsbG9gdzgOqfarapFwuYbc7OQwm2UQ+l6FerzM6OMT7X3hxX/1YkiSee+Fl3nzty0cGsMMgCiI+f8A4l2Do1H/kA68YuiEAus7C4jy1avWA6l8hn22xtx5vCgMG/dDp8hjTr6lEqzSjoutGmWnq/u2WoFfLsjEZx+lysb21wfzsVPs+3dgwWEKKxUqxkKevf4iu7l6qtSqRaAS12WzPIDwpQuEuXG4vYydOszBnyBY0njBIGAyao+9Zh8OFy+Wh2GKsCRiS2HuzzsRjNOytNjvBjjBut5etzTVjITqkwnRYkJda6pi7r6cf8vd73bZMkolMJtm+Z0VRpFwuUSwsHWDY7pI1hkdPMnn3Bp/9zJ8AApIoGpIGuoO6/mj22lHv6WGIoojL5aFcKlKr1Q5VwtRbSp7vBH9rAv0uK+FhpBe+itussVEvYdOynD1v2OcZU4sVIjtbOJwuZqbu4nC60DSDEZBKxjGZZDpCnfQPjDA1eZuZP///YFEU/ucP9NPbc7QG+l6s5Ex8at5KFQ9NyfHtEeifEA9LA++KUmmSGVVVkaT9gchkknE6D9Z4d9E/MNJq7Fm4cOr0oU1CsSXq9CTweH0MDY9jb0kgXDh9Zp+6piAIDA0Mcnvy/oEfkt3hQpZlBgZHD0j8ChjMCtkkt0uBmXSKbCbVLpl0dvWQSsZpNJv09Q0iCAIuj1FP9nkD7OxsUCoWcbncbbNpMBqchUKOidPnqdWq7Gxv8MJ7PkAsus3g0CgvPv8SW9vbfP7zn9mXxAg8KEceZncHkErESSZibK6vMjo+QaGQRzYrT5TRH4ZdaiBAuVxkfX0Zs1lhcHC0LTGcy2Zwe7yP9T0wzlFic32VcsAooxzF5DoMHeFOzGalvUDvfW/73jPQ1d1HV3cvszP32xTQ3t4BQuFu7t+9ceh1KZeKrK8utcXhxsYmyGRSOF1ukhtTNMqPbup7vT4ymcOvgYDRa9N0DU03KJo/8AP/kMmNDOVqnVp8lkq5SDabRtO0Y/kHHIWnOtA7nS4q5dKBtU8QBEKhThqNBqdGBtmJ2VhcmOH+vZuMjp7E4XQR2dnE7fGRSETJZtM01Wa7/gdGHbmrp5/+gWF6Oo0p2Gq1gs/rIZ9LoXf4sD9GdhbglL/OPxrXuZeU8Vs6kRuPP2YXuUKeaPLrs4X7RkGSJERJQtefOB5jNisEW4Ymj2roPin8/iD+YEf734epRbpcbiyH9A68XkPl8LBFRxAEhkfGsbUWEAGw2R2GRrqmIUBbCRWMnaLX52dne4PR8VPMzU4iCAKnz15kbub+vkCUSiWwWKwszs+0ONIq05O3qVarDAyOEE8k2dreaKeCu0qPXl+As+evsLqycKRw2W7DuaqWWVqcZfzEabYfmsx8J/D5AmTSqba3g6ZpmM3G1KbPH+Tu7WuA3iZHHIa9ipUmyYRsNrcz/yfJWZOJOB6Pt33OwaExVpYPnz3xBzowyWYsFivFYgGvx4dZUYjHI7zwng8wdf8W+XxuX89JaZm0KGaFWr1mCB/6A6DD+vKc4SrVem7vZ9rFo4JzT98gnZ093Lj2Ohff94O88v4PMz19B0+nn2ZRw2aGCZfM/NwkGxurR57nOHiqAz0IBIKhA47w3T39dHSEyWUz/OGn/6Bt8tvbO8j83BQnT50jlUywtraMw+7E4rQe+JKGRsbZ2lwjEY9yU9fbgkipVIL/+Ju/yvDwKKdOn6dcLmG12trcVrPZjK7rmM2KUQPWdUyODhydE3zHhXGUR8gO7ELVNHaiUda3t75tA/3fJVisNiTpwU/FYXfwP/9P/5y/+Nxf8OWvfAGL1U6jUW8HiEazQTweRQCWF+doNhqIosja6hKNRv1AMOjpHaDRqKMoCrVqlUAwjNVqxe5wUmvUW6UHHafTRXdPP4stQw9REgl39hg14sdM9lYrZZrNJiZZ/rr1kQ4zNSmXS1y/9jqAUcJqXYej4HS5kWUzqVTC2Ik3GvQPjGB3ONncWDn2xHWjUd/3+/d3DlGQe6inFsknNrDbndhaU/B2h5NkItauw5cr5ZZ4mUYg0IGu6/tN0QUBt8dLX/8Q+XyWWr1Go9kgmYjRbDYZnzhDR0cnq8sLJBIxRFEg91BT/FEKlF29I4yPn2Ly/i0KO9PEkxd58coVUpk0n/3zTxKtKeiFIrHYDgICPn+AXDaD0+WiVquhadqRu7mH8VQH+nKp2JYy2ItUMk61UiaZjON0utrNi1QqjmQyMTdzn6babNEmncxO3zvw4yuXS/T29iOhE+zoxOcPGEJTN6/REQgyMDCELMsoZjOyLCMAhVwGj8dHuVzCZrOTy6TIZtMEJwaxZFYRhOMpWwpApVZjbvl49eJvJBx2+7vqGfs0wuXytCl+YEgRd3Z08M9/4p9x6sQp/uhP/ohCPk+V/ewjnQdUuI5QJ6lU/NBsdW1lEVES6e8fZnV1ie2tdRTFgiRJrZKYjiybGRgcIdzZs8+4vlp5vAInGGSCyfvHF+GwWCwMD40xOzt5oCEeDnfTaNQPBPwnKQkV8jnGTpxGlCQuXXyGQrHA1ORdevsH2dleP/I4l8uDy+Vha2sNMMyHqi1lSx3YXFviyiv/mOU5Jw4z9Jz9IGJxE4vZ9KBprHjxOUxsbqy2m57LS/OoavOAdWAsukMuk6bcEkrs6xvC7fGiKBaikW0Us4VgqBNVU9nZ2mB45ARrq4sHJpFlk4zD6drHyLlx4yrJZJyBwVHmZ++zsf7/RXEGadaKdI1cwj3x/VhTr9GYmQJ0fL4AoXA3qWQcm83R0j/6OxDoVU3dt5p3dhpd8Fw2w+DQGNVqldGxU5hMxvTbzvYG+Xy2vaLv/cHshclkIp2Mc/7938k//IH/G26nC0Ew6voLy4v09/Y/1oBiF6VKhS++/hqKybxPW/yREASSqdQ3TJnySTA+PPyuukiZZUPX/GmC0WQ9GE0lUeTlF17C7nDxZ5/9MwTByNoP01Lfy3F/GE21CaqRiAgCnJg4w9LCLIFAB5ubqwwNj+NwuhFFieWlecZPnCaVSrC1sUZkZ5PB4TFsVhurKwuU3iXVSk1V0TQVxWI9QIc8TGhuLyRJorunn3gscqTSog5sb60jy2a2N1cplkoUCzlu33zrkcErn8/uozP29Q+xvr7Sfp3o1iKf/+TPY7XZEQWBlZufI5NOGmJghZzhxhUYZn3pNvZAP6ZYhOYeLv6+zyFKNA1bKBwOF6Io4nC6WFyYIRgMo2kqmxurqGoTu91Js9lgeWnuwHkUs4LFYj3wGlq9xPL8AzmParVCtWosPIu3v4h498vE7C5kTy9qNc/W5jqKxUKtVkWSpCeq2T/Vgf5hJBMxmqrBUsikk5w9f5lsJkW1UqG7p59qtUJf/zBLi7PtkXYB4UATVzbJaJrGtetXaapN/sWP/49IkmS4yow8mUfq6sYG+UKB3q6uYx+zsLLM5PzBG+bbFoLAyOhJtjbXHiuh2mw2KBbzuL2PliAQBIFAoOPYGcs3ElarDekodyhBwKKYMZlkVlcWKT7GMONRaDab6JpGNpPm3IVnyGZSuFwe1laXUBRDnbGnt59sJk2lXKJ/YJiOUCe5bIZqtUJPn1GafDdQbzTY3tlGUZQDgf5x0DWdZkuA7eH7wWQyoTZVdHSKxQKiKGKz2dnZ3kDH2KUHgyGKhfyx3LHi8egBByubzc7JCy9i8Q9RyKVxbU9SqdbJ5TJGcFxeQJSthM5OwNwNJElD1/QDXPZypYQAnD13GbfHy/bWBlOTt9F1HUEwNIVcbkN1cmN9+ciN1V5a7pNAEiWGJ67Q/ew/Rorf5G/+5D9RyZafuCcGfwsCvSiIxratZR+2m71HIlvEYjtcuvwCgWCImam7hhiZq2jQlDCyy96+QaLR7X0UrN0brJaMkU6n2IpG6Q6FqNYMDXFBEJBNpmMZVU+MjnFiZOTY5Y9qrc70wsKxNSy+1RAEg2VTLOTQVBVZlpFbgmmCAKJkmJIYIlY6kmTCarWhqRqi6ejrp6OTzaaRROlbfi2y2bQh+2s2o6kqlVqNt+/cRkAg4POxsbXF0uIcNpu9NXzzznyBFcVqDKBVKiQTMSKRLXy+QLvkoCgWbl57A7Oi0Gg02NneNIS4ElH8/iAulxuzbH7XdoJ7M+dH4eHvSBBoyQQchN3uoNgSSzNJEi6X+6GRfgHFYj1yAOxhHJaJX7j4DF6vi/5zV6iV0mzZamwVTeiNMt09fRSLBba31pn84m8bE/B2J/V67dDrpkObKlutVtq9kGKxYGjWBDoIh7u5c/tam2J6GPTWdYL97EC/P9ge4PR4DXtETdNoNA058snrXya1s4TT4Wz3D94JwfKpD/Q+f8BwZ89l2oFB23Vl13Xu3H4bi2Ll9LlLVMolcrkHE4LVWpVcS9r1KGxvb/K7f/gJhgeHeevam5w6fQHFYmF0YAiv293+0gxD56MDl8vpoL/7gUiXYTEXJ5ZIMj48vKcUpNMVCtHZ0bHv+Gq1xtLaaotGqgPv3GT83YQoSjz/4vv2U/8EofWfxJlzl7FYLK1tvFHD1XSNfD6Lz3f0kI2AwKnTF6jX99eCd0Wf7HYHg0P7d1cen5/jwFAqfHCsrmltts3uc81Go1W/NTLPWHSH7p4+g23i0Xjj2lvY7Q6qlQq2Fg+82RKfeqc0uHwuQ3fvAFsbq0ad3mLBarUhy2YqlTJrK4uMnzzD1uYadruTXDbNa1/9PE21SXRni+dfev+70mx9EgjAwNDovpKFy+UBQaBYyB9oyO5tVvb19vPjP/Y/8pv/5TcfBC8BtjfXvi79v7t3bvDC+z6CWSuyvXyd5eUF1laXqNfrJBJRdE3fF2wfJylQLBUolgqGEqbD2f5+dWBlaZ5sJoXNZjNsTDHmCA5IGENLgkTYp5yabVEvBUFAkiS+8zu/l3gizttvvYqO8Vup16rUFcWgMT+BdMdePPWBPpNO7eNE6+htWVO322MoVjYL3L5xteUk1LEvIB821r0LofX8ifEJNiMRVFXja1/9PCOjJ5BEidHBQe7NTFMsFDh/5izPX7p85LlMD9H2IrEYX3z9NWSTieGBgfbjFkXh+YuXDhyvahpXzp+nUlf59NduIxWPblh9UyHQ1n45DLsTkwNDo098XndLmycYCh942ulyc2LizIHHjwObw7H/WJ12trT7nK7pjIydBHR0HbY2VtnZNvTvTSYTsllh8v5tnn3mBfKFAtlMispj9Gkeh1q91qYG2qyGdnu5VCSdSmBWLNRaEsa7wXN3EtxitVIsFHj76teof50c+SeFDmw8NGSWyabx+4MIh+x4RUEkFO4iEY+yvrHOr/8f/4FCqdAuR7jdXkqlQluQ7wB1GgiGOtE1nUQiuv+ciSjNZhNBFGiU0wRMRdSuTmRZZmVlwaCDNo+XIImCiN3h3NdvUZsNqnt3LoDX5yeVSrS5/6Io0T84zOb6Ks1mg0AwjFlREDDUPgsPTTmrmopsktuMoIWlecND1mprl8zicUNy/evZ2T71gf7hD2+z2mk2GsYIfLOJy+XB6w+wvrqESZYplYq43B6SycP1yK0WK06Xh0wmSXe3UdffiWyxubHentLc3tqgp2+Qe7Mz5LIZksk4Wy1ja7fz8GnQXdQbDeqNBqVymQ+992W+9tZV1rc2OTU2/sjjJFHEabcTT65hLm8dQ5rq73FsHLJY7dUNAugbGKZaKWOxWrl142rb+GF7Z6vF2FAxK8oTBXqLYsFitZHNpjFJprYOiq7reLw+Ll68whe+8Fdour6PurkLm82OxWJDFMV2jVkQRXhC7fmvF4fRKA+jYIJxXTtCYdLpBLVajVKlREdHJ/V6nb6+AdLJGNlsmt6+QRSzwtKenYLNZjeG1qy29gpgtzuo1aqEwl2Ewl1EdjaRZTN37twkEtkhFotQKOSpH+Jt8CiIoojD4aRYyGF3GL/pYrGwzzjEUKHcH0dUTWVlecFwJRub4OX3vp9rN95isH+Q6zffPhDod6/f7mDZ7EO2nLt4p5l8+/N8XUd/i2G12DDLZmOgQbEwNDyO1Wajf2CEgcERxsZP0d3bb8gOY2wJM+kEpWIBh+NgQBYQcLo9nDl3ibPnrpDLZcikk6yvrVCuPGAzFPI53n7za7z95tfYaglQVSpV1jY3D5xT13XiySSZnJEZvH37Fp/54hcotMpF73v+BcaHhtv2d4+D2+lCfIyW/NOC/p4eHLaD9Nh3A4psRpEfP7NwLOg6szP3jEZnS5q4Ui7R0zuAIEqtEpR+QFbhURAQ8AU6UCwWTp+5gCzLRharQyjUhcfrZ2RwiOHhcf7lP/sZwuFuBEHAumfYq1gokE4l2NnZRDabOTlxri3Id/D1jCnQgQHDVayvb/CJJlDfLaiqyr27N9tzKXrLR3h0fIJgR5gL543dbC6bYX1tGcWs4HZ7EQSBcLibkbEJYtEdMukkDocTWZZRmyp371xne2u9rSG0t5l7WCM03Nlt7DoEgUBgv5Bgf/8QZrO5zZTy+YJPbNwCcOXyswx0dxuSGDNTWKz2Q9Vcvxl4qjP63r5BUqkYpVKJZqNOdGeTkfEJNtaWyeeybeuykxNnWVmex+Fw4fX5sdsNfZaFuSlKxSIdoU4QjPqvx+tnZ2uDUGcXFy8/z93b17FYLCSTcRr1Gpqu75NGzWRSxKI77GxvMjE6wlYkwv25BxaCuq6zHY3Q29XNi5evkMxkiMWiJJIJFEWhO9yJJElkcjleunKFvu6eI39+qqZxb3aGxjvQPfl2hM1iPXR6tbMjhNkkUz+mV+dhEFs2c+8ODAbQ3MwkzWaDi5eeo16vkc9nSaeS9PQNMBHo4N6d648cElLMCvV6rZWM6uSyaaoVwxuhI9TVZm4UCjkGh0b588/8Gc9eeY5XXv4OcoUCX3vtKwiCgKZpxGMRevuH2NxYRRQEwp091Ou1A32iiZNn0DSNhQXDMHy3yZlOGwJf3ywoZqVl+ecw/CNKRTRdo9lsMjdzn3BXD416jUajgSiIqGoTuTV8WC4XEYBEIkpndy/BYIjOrl7WWv6xuWwGQRBwutwUC3kC/iCFYoHVlUVMksTZc5eZn52kVq/R09PP1tb6Pq/jZHL/wGUmk2rLfesYekTvBF979Utcfet1VlaXcLk8WCwWQyDum1xeg6c80G9truP1eclmM8gmGVk2U6tWuXj5eZKJOIVCjlCoi6XFWXTdqLkuzs8QiWxhMsmcOXsJQRRp1OsoFktLybKEIAqGjrYoGca8tQqnz16kXCySy2UOmCUEOzpRtSarm5usb+9QPoQWlkylmFtewm23c+3t1wiFunC6PZTLZRTFgiAKbO5ECHh92Gy2Q4P95Nwsi6vv7KZ7mhCJx49tyHwUKrUqlXftB6WTTBjvaWN91TDdrlXJZtJtQS2H04nlEM75LhSzwomJs6yvLbe36Z1dPahNlZnpe+0ms6JYCIU6uX7tdc6cvcQLV55FNpnoDHfhdLlbuwodry/AyOgJioU8+VyGQDCE3W5HlmXu3LrWpgoqssSVK+9hZWVxXznl69FNeSdQLFYQBC5feYFUKsHSwkw7426qTePatQYNnU43mxurSCaJ8RNnSCXjRCJbFIsF5mbuIwgi83NTlEtFrDY7JtlMs9lgc2OVZqPBz/7LjzO7vEwkGsFus/Gh93+Q9TNnef2tNw8E9cPw8FSuy2XMMBxHt2cXOrDVcr0zzpmlWBCxOxx/H+ifFBarhY5QF+lUknBnD2ZFYWtzDafLjdvjM5gQzQbVagW12Wxz5xPxKINDY9y8cZWTp87SbDSp1ap4fQFDBxwBs1nBZDJx7vxlRFFCkiTmNiZRFIWBgRG2t9bbwWh7ex23y0OhWNynA78LTdVYWl6gUCpRrZQRRZHV1UW8Xj/pZBy7w0n/wEg7kH/ovS/THd7fgMwVCswtLR0u2/u3Dodp932LoEMqmWgHiGQyhmySDb0cAYKBMOlUglw2vW98/mFMnD5PpVwm32J96cDy4ryRoeuGrR4Y+k2XLz1LNLrD0sIMtyfvG7vE6Uk6Ql2sLM1Tb9TJpFPcvvlWW3r37Te/yovvfQWH08Wp0+eJxXbo7u7l9PgJPv+l//7IUfxvJGw2O7quk89nEYB7d69TyOdR99ScFbOCLMvG7nd7A4fdiUk2ceLkGba3Nkinky1qok5f/zCz03ep1qp4vT6ymTQut8eQOOkbYn11id/+xH+lq7sXk0lmfPwyW5EIZkVBbTYOSBQcB81mk5OnTjE3c/+J5zr23searh1ao39SmEwmNFU7tl8zPOWBPhgI4/MHOX32IoFgyOCiegwuqsfjIxE3BMu83gCy2czO9iYIAj5fkFh0m2BHmFhkh2IxT7GQp7dvEFGU2NxYxesPMDQ8xsb6Cj5/kEIhx+jYSWx2B6lEnInT57l/90ZbLc/eqhfuolE3tE80VSWbzbA4P002kyaVSlAqFREFgUIh19Y5WZibQkfH6XRz8fTpfYFe13Wu3rxJ+h3cpH9X4bDZv/76v25oqUzev7UvUDaaDbSKRl/fEP5AkIGBYZpqk+mpu5jN5jbHerfMsusylWkZpIuCgKbr7fkPeCDvm0rG+Yu/+L+M4Sl0vvLqlynmcxQK+ZZp/S4bRd+XoTcadSbv3eR7P/oDXD53gcm5Ofw+H9/3Xd+NaLbyqU9/gka9cezg4PH4yOcyX3disdd5SQcymTQul4dKubRv1+ZyeUgmYjgdhmSJWVawKAovvvg+pqbv43Z72N5aZ3trvW1KsqsKmctlEUXRMEBpNbQL+RwnJ84yPjTM69fe5v69m4dqvIPxPaEfnVyUyyWmJ2+jNp+8Tt82dde1Q6er3wlCoS6ymfQTSXg/1YE+noiwuWWMIMsmmVBnN4rZMCn2eHw4nW6cLrfhG2m1US4bxuBWq5WlxTlWluYNRTuTjNmssLQ4h65rdPcOkIhFiMcMx/VoZNsYOxZFbHYniqK0XaJ8/iAWixWTSTYmRVpW9Gsri/gCQdZWlshkUrz35VfQNI3IziaSJDE0NEa9Xmd9bYlTZy4iiRIOhwOXzYLX7dn3Oafm59mMPHrs/O+xH+9Gjb5Rr/P21a9RrRglht1tuGQy4XA4aTTq5LIZvu+j388f/+kfIYnG3EAmlaRer9HXP8TszD2jxKPrTJw+TzIZx+8PtpUv87kMOoaTU3fvAOurSzSbjQeGN6pKoZhH1dRH0ut0DI2nT//xH4Cu0z84is/rRZIkrGaZ8ROnMSsW7t+50ebZu1xuCoV8OwANDQ6TzaRJZ40J0ncjMGm6bky6FgvtoC/LMlXxQSu4Vq9x/95NTp46x9z0PZ555gWaqsad29eYm5uhf2C41YBNIZuNKeRdP1Wv14+mqXT3DOByubl18y0A4rEooXAXX3njVYr5LP29ffgDHczN3kdTDbXN3UDpdLgQRIFqpWK4ylUrlEpFnE4XHo+Pgd5ePvrhj7C6uclv/c5/OvbiJwBuj5fhkRMUCvm2+Nxxr+phaphgKAA86b39VAf6SrlMo2l84c3mA5lhAaPOJgoioiQxODTKvbs3EEURp8uN1Wqjs6vHGF1uyX+azYphNAxEI1voum5w8V0eevuHKJeKrTpbHkEQqOayiKKE2awwcfo8qqpSr1ZZX1+hoyOMKEo4nW58/gBOlwub3QmCwODwGLPT91hYmMHt9qAoVpYWZnG5PVy8cJkf/dg/2DdFW6pUmJqfo/lNpsw9rRAQ8Lhc2G22x1JdHwdRkrDa7O2Bmr6BYZLxKJVqhb6+IZ69/Azzy0usra8SCHSgKBbu3HyLsZNnDAct2egbmRWLodGey+BwOLHZ7Fy+8iK6rhOLbTN5/zb1Rp3VlQVEUcTnC7az9Yf7QY+CDu3SQioV54uf/yxOi5nb9+8SCvegNhuYZIOzbTabCfj8zM3PouqqYfLd3YfWbJLOZh5ZhnpSlIoFRscmqNWqJOLRFu8cLlx6juWleXK5DPValZWlOSrVCnfu3MThdCGZTOTz2QNibNqeBa9SLqHrOpsbKwwOjREKdRKPRXB7vKRTSbLZDD09fQx09/D5L3+eZrOJWTZjsdragT5fyGGSTOjoNJtNrFYbpVIRm83BpYvP8P3f/VE2NtawWSx85CMfIxbZZH5pEbXZfOSwld3hpKu7j0Ihb8xfSCZcbs+R1NOHEQiGSCZiB4J9U20iaE/G3nmqA321VjlUP9xqtXPy1Dlq1SqKYiERj1As5unu7sNisZLNpIi3tK+dThf1Wo2m2sTnD5BKJfY72YsCpVKBWGQH2WzGZnfQ2dVDLLqDzx9keOQECEaWl0mn2NpcY31tCafTjdvrRVVVUok4c3NTJBMxisW88cXpOtVKBavVzk/82E9we/I++XyOSrWKrcXf1oGltVUyx5Rs/XaA2my2mR27Mq+HDc48Cnab3fAIfci4RNcMpsquDLT9kEAuCAJjQ8NsR48ehDsAXSeXNQwzZNmMw2W4h6lqc581XTIeI9zVw+bGGktLc2QzKbp7BzBbrIBg0C6rFRbnpymXim0N+83NNRx2J11dvVx/+3X6B4dZWV6gt3+QyI6xU+vq7qNaKVMul9qBwGa1oem6wTBZWXyizkUsuoMkSvzJX/wJvX2DmEwSs9N3EQSBf/RDP0aoI0SjVuW3079NLBZBB15743Cf3q8X5UqZlaV5rDY7Q8PjFPI5Gs0GS4uzlMtlHA4X/QPD2Gw2VlcWkWXzPtOS3t4Btrc32tIAe7Hb2KzVDf/nnp5+otHtlmywaDR211d4c08WXlErVKoV/P6gYViuqm2e+t7J+VhshzevvkosHuXOnRucPn2Bf/IjP0Y42MF/+E//B0uLc0cGesWsICAwM31v3+PHDfLAAfn1XbwTqudTHeiPgs8foF6roapNNtaXDVql14/T6aZcLuLx+vH6AmysryCKkmF91tAoHtIoqVQqSLksCDA4NIqmqXh9QWx2B4vzM2iaRijUiVmx4PX5uXDxWRrNBpIoYbc7jD5BLkNTVenrH0KSJFZXFrDZHOi6RrlUZDMSIRAI4nG7SaRS9PcYUgmbO9tcv3v3m3vxvg5USiWmp+62JxYFQcDvDzJ+4jQuz6NFzPaiOxzGLJv3sWZWluZJJePtgaJwZzcXLj135DkazSb1RuOxiqFqs8nqyiIul9uorQsCoiRiszuQZaMcuN0yyi6Vi2ysrSBKEsFgmM6uHob6B0hkskRiOyRixucul0ssLc6STiVRW4ySYqnAwvw0Z85dYnV5gUIh175OI6MnMZsVNnIZAgFD+iKZiDE4PMbqyiKrKwvG9UTAbDa3a9QPQxAExk+cYW1lgWqtiqqpNBt1PvKh72J6cYHOrh5D0XF9lXgixptvvUHsEZPh7xSSKOLx+ttBTZIkarUqlUoJXddQVRW/P0ilUsZsNnNy4gySSWZhbopMJtVq3ubaO9t0OomuHVzkrBYrPn+wLYiWz2eZmcm2n9/dRZllM81ms92fkERjp/9w0D1z+jyjI2MUikWmpu8TiWyRSMRIJGIMD48zMDBIKBBENpn4xz/8I5TLZZZXlvj9T/0+hYd0btwthVZVU6nXa3g8PtKpxLtGpggGQ7jcHqrlMrN3Djda2YunemDqKGxvrTM7c4/Z6XvE41FWVxZIpxJGxlUpG76RrcbYLivH7+/AYn3g/iSJIjarnfETp8lm0q2dQZTtzQ3u3bmOruvY7A6azQZvv/Uqa6uLaKpKPB5BEASazQYbG6usry63X8eQb+3jwsXnUNUmimLh2edeoisUot5o8Oz5C/S1gryqadyfnf26aYbHhSKbcdkduOwObK2hHKtioSfceexzbG2tU8hn6e8f5tz5K5w5e5FyqcjC/Az1R5hLP4yFlZV9FLR8Ltvuk5w+c5Fz568wMDDC2soixfzhLIZGo3HovIHJZHrgIQtEI9tYrVY6Qp0MDY/TPzBMvVYjl0kjiCKDQ6P09PQDhihVZ3dvy4giQ7lcIp3Po+sa/+wnfopXXvkuTpw8g4DQ8pKNG1z5Fo2wUi5Tq1XpGxji7PkrKGal/fnq9Rpj46dIJuM0mw2azSYzU3f3GZhLJonzF581ZG8VC5aHh6N0SMQj9A0MM37CsGgsl8v83h99kkwmw6mTp/l/fvzfYELji1/6G6KPkE7+eqBqWtsE26JYcDkNFpyqaSSTcTRdo1IuYTYr/MD3/xCCIHLtrVep1+vt4F4qFdqfvVQqHrqbaTabRiZ+yBCSKIiYWmYxstm8b8hQFKV9/gK7WFiY5dT4CZ69dBld1xkYGGZgYBhJlFhbXeJrX/sSn/6LP6VWr+N1uRkZHKLWbB46kJVOJzh76gwf/+l/RXd3H6lkHE3XEQWB97/vg5w5ff7JL+we7BqXq8dkU/2tzOgRBOx2Z3vrt3uLpJIGt75SLlOtVmiqTUKhLmw2u5EptkoFoiAyODxONpNidvoeXp8fVVXZ3t4wdCgUKw67kxMnz7CyPI8oiG3u78qSYT7dPzCM0+Uhm0mRy2bo7RsgFOpieWme5aU5ZJPMR777+zh78hT/7ff/G889+xJup9NowOg661tbROKHyzR8I3BqbJwr584BsBOL8dkvfxFd15+IlrfrsytJEvlcFq8vwIVLz3Hv7g22ttYZHBpDOMZUb1cohCzL1FuvvTg/w9DwOKFwpzHIsmtcbrWSTiVxOF0H/AxtVit260HLwN6ubnweD4nWQp/LZtjaXCObybTtEeOxHUZGT+L2+nC63PQPjpDJpOgfGCYRj1Is5CkWCvjcbnRNxyxJWMwysdZze1toOkZGq6oqlUqJuZlJOsKdTEyca7lW1UjEIyQSUU6cPMOpMxe4d/v64SPvuqFZLggCFy8/T7PZbLs6gdH4Gx0/hWJWMCsKTqebWrXM4sIskZ0tssnTbK4vc/Xa1SeWHn5StDgJjIydZGlxjlo1s+/5cqVMpVLm81/4nDG5ruuPVH88DKIkUqtW9jWN7TYHvf2DRlmtp5+d7U2j57bnuF1lyIdRq9f4/U//AcNDI3zwle9ibm6K7Z0tvD4/zWaTfD7LV1/9smFCYlL4vg9/GItiObQxenriDP/0x38Sq8VCNB7jjz79e1SrlZZsQoL8Hg0dk2QyeoJPoGWjY5R2jlvG+VsZ6HXdkLjd5fDu1uXbgV/X6e7tJ5NO4fUFkGUZq83O1uYaaJphmhDdoVgq4PMFyOez2O1GA2v8xBl0XUMymajXjC3Z9tY6W5urWK12dDB2D7UamqaSzaTQdUjEDN3saGQbXddxub0srSxz5+4tRgeHUGS5nc1UqlVevfbWNy2bB6MXsdvv2L1xdR7tWr+PFaDrDAyOYjabuXHtDVwtOtypMxd54aX3s7O9SbVawW43SlaP2sAG/X5kk6kd6Pv6hwgEOx7U+nXIZlJ4fH46FesTmdYKwv7Bf0EU0DS1Pf1otzlAYF9D3OXy8OJ7PoDH5WbL7WFra5N8PkckHiObmcHnC3Ln7g1EycTW1n6xObvdwfjJM8xO3aVSrWCSJBwOF/NzU1Sq5d2PA7rOwtw0Xp8fQRTp7R4kHovsc20ySpErTJw+T6lUPODoVMjniMd2iEV3sNnsfOCV7+Zj3/XdfOErX+STf/C7TB3ipPaNhA7MTt870GvZ+/xRmlPHfYGHmUGVSolKuUSpVCSbSXH2zDniscixg2g8EeM7P/xR7FYrn75nNMlFQWgxo2Tq9Rqf//znEEWR69dex2Y/fADK63ZjtRg7ru98/yvo6Hzy937H2KlP3d33t2PjpyiWCkcaIb0beKoDvcvpfiSXtFat4A90GDW+1mMCUKmU29vluZl7mBXFkJnWdcKdPejojIxPGEJoJplz559BMpmoVSsszE9zYuIsmqricLpwOJ14fQHisYjByEGgUilTr9cJhsLoOjhdLr7noz/ApXMX+KsvfYGp+7cpFHI4bDYunDnLe557oe3iVG80eP36NarVJzcqeLdhlk143e5Dnzt3coLF1VVDe12HpcU5NjdWDXlW3XCsV5tGj8Rudxg0P5uNrlCInVj0+NQ93chUq5UK1j22kQ6nm1q1aizkh2Tux0X/wDBbG2vtDLpULmJRLNjtDxq9HrebcqWM2+XGOjJGMpVEbTaJxyJGcI1HuXzlBZKJg0GrWqmwvfmA+y0IAsVCDpfbi2x6ICns9wcN+8lclo6OMDabnVCoa9/4vY4RzGem72E2K4yMntz3Wqqmsrq8QCjcxdDICQRBQDGb+cDL72c7nmB+fprtzfU9MgzfeBwV5N8N1Oq19nV1OJxUK8Yufb0VMKvVKrlcFk1T24v77ud2uTwUCrn2fWi1WNslpTevvsalS8+0xQ936+r1er0tjqZqKrEWoWMvJNHw8c0Wy9yanERVVVY3Nwj6fJw9e4HV1RWyuf27m8XFmUN7EO8mnupAX31E3ddqtaEolja7ZhdeXwCzWdlnh7Z7HrvNQbFYoFQqUMhn8fs7jMy9XiPaok1Kkompe7fo7OplaHiMZDJOsVggEY9SKOTo6x8inUy0dUV0XSefM9g0V29cQzabOTVxmheeeY7TJybaDJtdROJxVjc3vy1mQwVBxHSEjeCuTy4YwzuRVsZuUSwEO8K43V7S6SQ2m51odItSqUhXTx9bT8KGwWhszkzdYXj0JJquYbXaSafiyGYFURSJ7GzS3z+M8g6DfSIepbOrh83NtT2fzcza6iKnz14EQaBSqaCqKtVala3NNRbmp4FdTRSBy1deJJGI4nS6sdsdLZE7g0GjaaoxydgKeI1mg9ieTF0xK3h8fjRNo7dvEHVtGU3T6OzqpVQqHNBZMSsKZtmMbDYzPXn7wOdxOt30D4zg3tP8NsuG4uOHXvkuTKLAV772ZVZWFr8lo/jfKNRq1fY13oUoivgDHQRajlW1WrXNZNlrIgJGT0dHR9N1pqbusra+SndPP7ls5ol21v5AB7LZzOLiLL/6Hw3Nq76+Qfr7Bujr7WdufvbAMd+MqeWnOtAHAh0EOjpYmJs+8GU4HE58vsA+fYpda7NMOkl3j8FzVhQLuWyGWHSbptqkUTWatYpiZbylWa6pKqJkTN3m8lkS8SiBjhD1ep1kIka9XmN4ZJxSscDi4oMvslqt4PMHSKeSxJNJstk0Z06d4ft+8Ifb27q9yObzfOXNN55otPlbBZMkEQoGiSYSqPqDbXG1VqWRjONwuLDZ7JjNCs1Gk0Q8Ri6TbmvMHxc2u51QuBuv18/y4iw9fUZJY2BwFAQBk0l+yKHo+NBUlUw6tY9CCUYwTaeT3LpxlUAw3J6o9Hi8BzVidJ35ucmWeY2Aw+ni4uXnqddqxOMRatXqPqndXWSzGYOCJ4oIgkB3dx93bl9rDWfpWK02hkdP0Ns7QL2lgb+zs21IYXt8rK8fbhyfL+RYWZ7HFzhoRF8oFvmeVz7IMxcusRPd4S8/95dcu/72ofebKIqGANcx7Py+HdBoNHC5PNRq1fYi2qjXScSjeL1+dnY29y0EDzdQ9/ZEtJZkQ34Pg+cwCBhc90QihtPpQmh5y66tLu5j18zM3GfmCPnhbxae6kBfqZZJxKNIJtOBQL9Li9pFb+8Abo+PzY0VmmYzA4MjRCPbLC/NGaJigki4s9u4wWUzmWyaZNzgvScTMVKpBF6vn1w2Q1NtsrI4R0/fIFqLSZBKxrHZHXi9fkRRbFO3ZLMZj8fLwvw0ZkXBJJnIFwpYFMsBssDU/PxTk2XZbTY+/PL7+IO/+DPU+v76p6pprKwsYLPaQBCo16o0VfXYmZEkSYwODnF3xsicA4GO9gCPIAg4nG7isQjBUJhwuPtQfaHjoFqtEItuH6C8VasVGvU6us3gVe8mC3udyGRZ5szZy6SS8X1Bt1DIsb62TDqVIJWM72Ny7YWAwNDwOJubq0Qj23R0dBLsCJPPZbE7nMYiUa9x+dKzfPcHPoimafzyr/1vBpPriCAvAOGuXgaPMHlx2O0oZgW7zYbX7WZsaITPfv6v+YNP/94BvfZwuBtJkojHI9RrNb7rO7+HfKHAG29+7dBzWy1Wwl09Lb7/twYPWx9qukY6nWwpdT6AYlbo7h1gbWXhieiOkmiQNDLpZNsMZjfGjI2fplIp4WiRMvRmo70IeDw+QuEuFuen269nUSzf1N/6U02vzGZSBIJhvF5fu5EoIGC32entG6S7uw9JFBkdPYnNZm+LH5lMMrPT95BlGZNkMqYJBdqKhJLJRDaT5ub1N5ibuU8yEUcSDd7t7spfKOTbA1DBYAjZbMbl9iCKhsRqT+8AuqZRzOfJF3IUi3lMkonP/NWf8Zkv/M2BbWYkHmd5/euzUPtmI55M0uE/3A7QLJvbkhDaE9YfBdhjrWj0VHYDfbPZpJDPomoqtWqV7e111HdZtrlUKlJv1Ekmouzsaa7WG/V2TV2STCQT0fYiIMtmFMWCKIgsLc4Sj0dRNe1IESwdnbnZ++0dgmQycer0BZ5/8TsYGTnBmbOX+OGP/RCXzp5ldX0Vj8uFoiiYTDKK2WDUjI1N7DunIIiMjZ/aV7bZi3qjQXNPU1KWZT7yoe/iwrlL+H3+feyRyM4mqqYxODRGsCPMS8+9SOIRjdNKtfItDfLHRW/vALLZzOry/BNz2q02B+FwN9lMCkEU6erq3fd8T+8g66tLNFoSFsnWIiCKIpsbq+3XEzAG5I6CxWJFetcktg081Rm9jlFj7erupdFokEomCHd2o1gsBIIhQ3zs1Hk6u3uZm51kdXmB0bGJ1kReiUwmRWdnD2azwvr6clujOtuavtyFJApYbXYaezKGRrNBPB5B13Q6OjqxO5yUigX6+ofQNJ1Go8426+3JuVKxgBjuplQqUK1VaapNJMnIRFVV5eqtm5S+wZS3dxudoRBT80ZZwu5wEu4yZgDSyThDoydwuTzous705O1DectHQdd1SuUyoiCgtpreAC63l1q1wgvPPEcilcJqN/RmarUatiN6CUe+hqa3GFDGv91uL13dvW2Rus2NtUPpfqIgIJlkenr6SaUS5HIZBODEyTMU8jky6SSqpu4r8TjsToKhTlZXFpAkCU1V9zGaLIoFh8OJ2mySy2XoCHUSCgR47tIVLIqCpumUKiUq5TLhzm7cbi/RyBbhrh40TWN5af5YPR2n3Y7lod2P2Wzm//X/+Dfcn5nmP/zHX2mrK+pApVykWiljVcxMzkw9lsr3jQzye6/b14PtrfW21MmTwGKxEgp3ce/u9XaDeW1tqf385sZqywLwQa9o9zUe3lHowOrqIgCySUbTVFRNQ8CoAFy49BzpVMKQpH6X8FQHepNkIpWMGWa7uo5kkrBYrGxurlIs5EmnEgyPniSXzTA8Ms721oYhb9D6BgytkR0EjAlOl9vLxvryPgkEMEoRe7eFFou1PV69a0DR2zeI2+OjVCrS09PPzRtX0VsDEt09/cSiO6yuLGAyyZQrFRZWVzgzfgIdWN/eJpHafzM8DdA0jWTGYBCUy8W26bGmady9fW3f3wmCQFfP0VnMXoiiyPMXL7Oxs0MsFuXO7WtUKmV0TcPnD1Iq5tF1KK2toGkadofrid63KIoUCzkW52faAbJYyFGtBtta8+UjRtsNGeAL3Lj2ejvwPaARqoeyiQzdpCayLHNy4hzTU3f2Bc1avcbK0jwWixVFsfCD3/cDDPcNtE1ZJElAkkwtPfppItubaLrG7RtvEegIcdwQq+uGWuYudVRVjQATSyb47Of+govnLvDaG6+1r8muOiTAa69/tT3teRyIrQXz3Qr+Pb0D7GxvtsXM3ine6WRqrVY1BOf21PL3ftfxeMTo9QhGqdFsVojsbKJjzOU83AfRdR2rxcrFy8+zsrxAJLKFIIpcfuYl4tEdevoGqNdqJFpVg68XT3WgB0PLezct05rN9kq5y8811ACbFAs5QCCdTrR/ZAKGZLHFajV8K2vVffzpI19VEHA63Xg8XjKZNHaHwxis8gfI54xm7e7CoOs68ViEpmr412qqitPpbtOpsrkcb9++9VTqzCtmM+NDw9yauo+u6fsWyIdLU0+KXZ6+xWbj8jMvkkmnUNUmoijRaNTRtCaNRgPFYqFYyOHYp3tz9LUUgPOnTrOwtGBQQ1tQNa0tNbCL3UlYURAol0vG0Ewuy+2bb6E+lF0+ytOzVC5SWi8iCALzs5NoqkH3c7m9hi6QrhvuUKJERyhMb1f3oc5bQOt+N/5/sVSguHp8A5G1rS3SuRx+jweA16+9zef+5rPUGw3y+RwvPPM8VquV8iE7y+3INtuRbdxub1tx81Ho7OolnUq2ZwW+XmxvrT+xTLDb7SGfzx2fyvsI6Lre/o535TL23uPBYIjnn3uJvp4+ujs7yWWz/Ppv/iq1es3Q0ErG910zm9XGyZNnGBse4dpbr+H1+nE4XNy9fQ1ZlnF7vER2Ng3HLVHk9MQZYon4O5aseKoDvaY1HyuYtasKCMbKOjJ2kvW1ZWO7PXEWU8urMx7bYWtz/Vhb4Hq9hsvtwWZ3tk1OOjo6qVTLxni9YEieVqpldAz+7aUrL6AoFlZXFnA7bIwODqLpOrOLi2TfBTOCbwUEQTiSfvluv8721jrjJ04jmxVMJomtzTVjxyRKBDv2avcb0hF+79HaOrIsY5LNKBbrI1klJtnExKlzSCYTpUKBra11stn0kVozj4Ou6w/49Bi7g9GxCQr5DB943wf53N98lnKpRDqTxtbZ9Y5e41FQVbUdnHRgZ2eLhYXZdpLxmb/+y8eeY3ei1m53UKmUj1zQ47HIOxLfOgoul4dcLvNE56xUyvsolO8WqpXKPt67WTYzOn6KE2Mn2j4S0zOT7e/6sKGwnp5efvqf/guisSi9fQN85Du/h+n5OWKxHcrlkqFo2jreJJkY6B/C5fEfEF08Lp6o4v/zP//zxmThnv/CDxlk/PzP/zxdXV1YrVbe9773MT09ve8ctVqNn/mZnyEQCGC32/ne7/1etrbemeaGpus4HE7DFf4YECXDNrBRryNJBrd5bWWRudlJUsnEARaMolhwuTwHzqOqaqvWp5FMxNncWDWMhHUYHT/FyYmz+PwB/P5g2xkHdDbWlzl79gIf++7vwWqxML+8zOQhvNq/CzBJJk6OHs4O2YtyqcStG1cN0w21iWyWAYHtrQ3cHi8ej6/tDQCt2vIx2Ay6pqE9QdCo1as0G3X8/g48Ht+7YqttsVgwKwonTp6hXCkbblGCQCJ1fMu6/dCp7NHGOQrlSpk/+tNP89XXvvzEcXB32EptNh8ZRBvN45ucBIMhbDZ726zc5XIf0PExhM00Ll5+Hrvd8dhzSpLE6NgEXS2doncT9UZ9X0KoWCyUS0U+89ef4Q//9I/50899lq++/ioOh5PTZy60zOMNWK02HA4n2VyeZrNJrlji5KlzzMzPIogCly49g0kyZneCwRACxm7xr/76L9nZ2XrHg1VP3No9deoUkUik/d/k5GT7uV/5lV/h137t1/jN3/xNbty4QTgc5oMf/CCFwoPt5cc//nH+/M//nE996lO88cYbFItFPvrRj77j1b9YLBxbt6PZbLKzs0F3bz+j4xNsrC+TTMaNrK71yxUwOPgmyUStVqXRqDM4NIq95VYkm2TsdgeqqrK2usTOziZLCzOUS0Xu37tJNpumUMhjbglW2ewOBEFkdWWxvSAJgkC90WBybvYbOjn4jUatXmd5fe0dHSsIBkXzcbDZ7dhsxn/lUql1rMDJU+cwmWRWVxb3VWoEBPo6u488nw6Uy2VUtflE9V6fP8iFi88yPj7B8Mj4oUJah8HldBu2g4cgk04yM3UHQdf53g9/Fx/7gR+iv3+I8ZGRY7+vvdB03ZDxaEFV1X0T1orZjEmS0HXY3FwnFouio6OYFTrDXfQPDB84pygI9PT0H/gMtVoN2awc+Pt3goflePP5XJt6ODp6kmAwBBiJZCGXPVSa/GEICIZZybvU+zJJhtnMw9+6x+PDYrFy98515mYnuX7tdeKxCA6ni2KxwPzsFFar4QHd1z/EuXOX+Ic/+KO88v4PYTKZmBgdZXlpnjde/wpOu5NLF67gcBrJa6VSbt/auq6xs73RlnKQRMng7h/z/T9xoDeZTITD4fZ/wWCw9UZ0fuM3foN/9+/+HR/72Mc4ffo0n/jEJyiXy/zhH/4hALlcjt/5nd/hV3/1V3nllVe4cOECv//7v8/k5CRf+tKXnvStPDGsFqthCI5BoTtx8qyhc9O6qOHOHmSzwsmJc9jtDqxWG6fPXKRWq6FYrASDIU6eOsfZ81cwmUwoigWz2Yym6+3tWTy6w91bbxuKmIEOvF4/siwjSSbsDheXzl2kVq8zs7hIJpv9hn/mbyQ0TaNQKqLukYB9119DVY1pZkUhEOxoP57PZYnHIoTCXVSr5QcNdvTHunFVascrvTws6mYymdjcWOX2zbf21X29Hh/DIycYGhrD7w/idj8oG0kmCeVhlcnd91GpcObsZdweLyaTiWCw41g9oqMgIOAPPLhGxVKRta0H9nnGfShht9m4eP5yW/fnmSvP8fP/719Akc2EQp2YWoFUNhkSz7mc4djW1zf04LWEFoX2MTjO34AxAf1w2VQSRd730nt5/8sfwKJYsNrsNJtNZNmM3e7Yd50fRlNtkkzGKVcev8M5DkRJpLdvEDCus9VqQxQEqpVyi3RhTJHvKpeurxmzDo1mg+2WjHKpkKcz3MXl8xfp6uzi3vQU9+dmKZWKdIS6GBoY4JWX3sOJ8QkqlfJDw3nCvnkRURSxWg1/6+PgiQusi4uLdHV1oSgKzz77LL/0S7/E0NAQq6urRKNRPvShD7X/VlEUXn75Za5evcpP/dRPceuW4b2592+6uro4ffo0V69e5cMf/vChr1mr1ajt+XHmj5CmtVqsWG32A3QmUTCsBCdOnWeofwBREIgnYpRKBaxWOw6Hk1hsB1EU0VSVWzfeJBTuppZOMjtzj0qlzKXLL1Cv1yiXSywvzVEuFSmXDt6cO9uGfEE0uk0iHqW3bxCb3eD1V8tFwh0d3Lp/n4XVFSRRRBKltnjX04patXrkkA4IXDpzFqvFQqZUplBu7b50jlVrbDQa7Vp8tVrB0dKXN5lMBDvCnD15ErvNTjSdpdFqlj1qcysAfq8Xi9WGzx/EarXhdLlZX1vex8fv6xvE7fEgCsYP28h8zfT1D7DT4pjvQpSM7Gp9bZlcNmPY3UkSTVWlXq/T1d2HIAhUyiU6Qp10dIQRBAGvP2hYUB4TkmRqSxs/DFGSGB+fwO32oshmao06LfmmNoqlErXWYNTW9gY//qP/hK+89jVEs4Wb9++RSMTwBzvw+gJk0kn6+ofZ2d5ge3vDIDPsWYQEUTwWG8Rmd1DPvrNSlNcXYGxkHLfLyZ37d43v3+nC7fWxurzQ3jV/M9BsNFo0VpBlE8+98D7evvo1KpUy1VrVcBIzmymViizMTXPYXajpOn/1uT/j1u3r1GpV7DY7zz/3IpqqYrFauXn7Js+cO4/L5cYkmQiGOrHbHVgUC13hMF999UEy3KZ3H5PX9ESB/tlnn+WTn/wkY2NjxGIxfvEXf5EXXniB6elpolFDUyYUCu07JhQKsb5uDJ1Eo1HMZjPehxploVCoffxh+OVf/mV+4Rd+4cDjTqcLt8dHpGW35nS5D+hG2G0O+geNLenU/Vs4rBZOnTxNsVRkZWkBTVMpl0Xsduc+5UF7yxN014E+lUq0+xIP+LwPLrLTYVifVVuyqbIsUywWyGZS/P/Z++8oSfKzzB/9RKT3vjLLe9td7d14P6MZaWTRyIHEIoFYwbIC6cBl9557xS4/7Q/27gIrzK5YQAKtEPLIa0ZmTHfPtHflva+s9N5nxP0jsrKrunx3j9Bw73POzOnKzDAZEfl+v9/3fd7nSaaSjI8NcvTYvfzwxZ9SKpfRaDQ8dv8DZHM5BsdGaapTunLHwhKF8AS9HYoOdjyZYGZhHlnentnxLwmTxbKp2xMoQbKnZx89HR0Kje+FFxTLtnKZwbFR7j16bNPtpIrCpU6vp7G59dadUlvfiMVk5olHHsViNjM+Pc3pC+d2TIXJwKJ/Ga1Ox7ET91Xu6c3Z2ip6O7q45+hRJFnmlfPnmFmYx2Q00duzn1g8wdTkKCaTmUg4xJOPvwmPy83z2QyCINDZvY9Q0E84FKRULOLz1VcHQq1Wx2P330+tp4ZXL19ibHr3ioUtbR1bUlRFUcUj995Hc0MDSyt+Xnjl5Q2fsVutVemNX3zuA6jValqaWpiYmqDO68Ve6fx2OV08eM/9qLQ6bCYjy0vziKIitex0uIhGI9jtzqo703aI3WaQB4WV9OVvfo1UKsHs7CSyJFfdxRKJ2G3XSarG7WvljU1mnE43CxWevdtdg8fjJZGIE4uGMVtsdPXs4+rlc+RyWRLxGKW1hvHFQjUVuFXwjcejyJJUtS8FmJ2tCAMKAgf79mE0GkEQae/sYXJ8hKAANTU+WltaUKvUt62Ls6dA//TTT1f/3d/fzz333EN7ezuf//znOXVKcfu5dem5lre7FXb6zO///u/zO7/zO9W/E4kEjY2NWC22au4c2CBgBijytoJIOp2kxlvL/NIiFy6eQ6vTodFq6e7Zz6WLZxEEEavVRqJi2zc1MQqVi5zP55ncRK8ElBydxWojn8sSCYcUOQVRIFuZuUYrD7okSeQLeZaW5vF4fHg8NdT7lJmdx+VidHKC+4+fpL8McqkPg06nGJhUZoWhZI4vnxnFmBrj9W1NuT1kM2lUKjVarY54LIrFaiWdSiIDPzn9Mq9dvohKra7+CNQqFX2dXVvuLxyNKqs4GeKxCCazhUw6XXWA0un0JFMpPv/lf8TpdCuCVLssVC0sLQGVe5LLKYOKJGM0mUinU9hsDkYmxhmZGMVstq4bYAVBYN++A/ziu9+LPxjgrz775/zzt77Gm9/0Zo4eOsIrZ08TCQWYn51GkiRkWeb8uVdoa++iobGFRDzGT8+cUfRr9tBEBspyPZvNVMzo1cTjMUwmszI7NFn44U9/hEql2nKmm0ynyRfymI1GNJWV0ZGDhzly8DCBUIjG+gZkWeb9734fdT4f84uL/Pc//+94ffX07jvI1UuvkUjEUalVWG32OwriW0Go/F9GrjR3Seh0Oj76kd+gxu3mhZdeZGZmspI623uot9sdGE1mZElWCBQViKKI2+Mll8sRi4bp7tnHRz/4K8QScf6vP/5DwqEAF85Fq2nKW/WRdoPNGEplqYxapaahsQWbw8PQ2BiiSo0gCDQ0NhMMBlhaWiCfz9+Rb/QdceNMJhP9/f2Mj4/z9re/HVBm7bW1N12JAoFAdZbv8/koFApEo9F1s/pAIMC999675XF0Oh063caHN5PNrPN4BKX4ZTSZCAZXcDjc6A1GEgll9E3Eo2QyGUDGZnew4l/i+rWLlEolRV64sg99xcy5UCwQDgerkrUGg5FisaDkCdUa1BoNmUyacqlEQ1ML8Vh0W9nkVS/VRDKGIMD1oQFml5ZJZzLkCwXam1uo9XpBra8+wmqVCrXBQJ3OwDsfPML3fhRELNz9H9idIhGPodcbScRjRCIhnE4Xrc2t+IMB2psasVttjM/ezBcjUA02m+4vmaRYKhIKrhAJB2lu7SCVUhQI9/UdUNJd5SIWoxG308n80tKeFT8LhTyRSAidXo8sSej1ehrq6pmemaa5qZlsJo1epyMSX0/BVIkifV3dzC3MUS4rDkNf+cZXsNkc1HhrmRgbqhpvuD1eVGo1VqudQj6PSpApF/OYTCbS2dyujFjWIhoJodXpKRWL9HT3ks3l0Wk1LMzP4fV6MRrNZHJ5RNXG8ptCr9z8Gnncbn7zVz8GyOjXCO5ZrDbe8vRbmVuY49FHnuTMqy8Tj8eUIvjrALvDhV5vYLliFvLsm96MgMCLZ1/heqnElSsXqpOxlrYOZqYmdrzvAgJmi4VCoYDBYCIRj9HW0k4qlah2AieTCa5fvcjhoyc5dUoxASoUi7Q0NPLU40/x91/8PH29+9nXt59/+uoXSaWSeGp8ezJv3wqiSsTucHJt8DrXBq4zOTFCIhHDarWj0+lIp5MbbA8dDhe5XHajyN4WuKNAn8/nGR4e5oEHHqC1tRWfz8cLL7zA4cOHAYU//tJLL/FHf/RHABw9ehSNRsMLL7zAc889B8Dy8jIDAwP88R//8Z6PH42G11XgjUYTeqORjq4+ymWJ2roG5maniMUi1NY20NHVx9TkKMlkonqDstmMIiubSVeXXuXyzQ7HYrGI2WKtdDZqKVRqBZIkUS6VKBQLlEpF0qnklvxqvU5PLpthfm6aQiFP/4GjmMxWvvLPX6euvolCIY+vxovL4WB0chK1SkVHS8u6fahFcBjVFDRO9D+HgV6r01Mo5CszzCz5Qp7R8VEEUaCt+SGMRgPTC9sXSdeiUCxSliTcNV5yuWxVTVEURfz+JQxGE63NLdRWrtvC8vKuG2Ma6+sJVBymAGq8tcRjUQRRZGZmEndNLTarDZfTteVSuSxJlCVlie9yuhFEFTq9nvExhS4rCAJOp5v2jh6SyThOt4dMSpkEPHz/QyDLvHz+3G2l4ywWG5l0ipmZSaw2J7FomFKpRGNDM52tbZy9eIHCHk1rBMCg1zE7P8ef/eWfApDKpEkkEjzx0COcPHqCSDzO4QMH+Yv/9T/WWRzeCo/HiyCIBAI7N/do1BoEUaxyxqNR5b5oNVomJkb4q8/+BWVJIhhcWRfObTY75l12RNc3NPHYI08SS8QJh4O8evZleru6qa2t4/TZl6t6RGWpzNjoIPOzU8QTcQaHB2hsaGJkdAiNWsP8wiz+lSVkSdrVd9stCoUCV6+cRxQEnC5PtdnyVpG2VXg8XhxORRX3dQn0n/zkJ3n22WdpamoiEAjwh3/4hyQSCT70oQ8hCAIf//jH+fSnP01nZyednZ18+tOfxmg08v73vx8Am83Ghz/8YT7xiU/gcrlwOp188pOfpL+/n8cff3wvp1KF2Wyp2LQpqZJMKsW1y+dx1/gqHZTKcmd5eYF0OklrWxfDg9e2VVK89b1ISMnPG2wmHE4XkxOjlKVyleokS/K6pgj9LY04VpuDXC6Lr7ae+dkpstk0uZyJSDiEyWxRrN+0WoLhMHarlVKpxNj0FF2tN1kOpVKJgRuXMKQnf24SN4IoYtQbKBSLOJyu6utGs8JzdnlqEAWRWq8Xu9WK8WEj14YGGZ+e3mqXVTTV12M2mkhl0jQ0tQBU2v2V4q9KrSYUiXDPkaM4bDb2dXczNTu7K72gSDQGKPepptJstSoEZqis3no6OmioraNYLPLSuddYCQY37EcURdo7ezEaDKz4lxQjkopF3Kol5ML8DO2dPcrxDAY0KhXtzc2oRBXTC/N7Zl7V1NSi0Woxmkxk0ilElRqz1YbT7eHeY8dxWK2oVCou37hONBHfeYdrUCgWefnVM4xPTWCx2DBbrDjdNfz5//pz9u8/SDab4Z5TD/CeX3g/X/76l1lcnMPl8uD2eBkdGcDj8RK6RTV2J+gNRrRabXXGutpIVioWKZVLLK/pBPXV1lNf28DE5BitbZ0V60o1TS3tzEyPb1kv0On1HNi3D4PewPM/eQG1RsP0/DyPP/oEKlHklbOvYDGbCQQUpclHHnyEmfl5xsdHmJ2d5m3PvpO+7j5++vJPCAZvdrhqNVoMRhN2qxWz2YzF5uT8uTO7YqBp1IpEejabQaVSUSgW1rH3tsOtyry7wZ4C/cLCAu973/sIhUJ4PB5OnTrFa6+9RnOz0pTwu7/7u2SzWT72sY8RjUY5efIkzz//PJY1hbo/+ZM/Qa1W89xzz5HNZnnsscf43Oc+tytu7GZYO6K53TVKQ4cM+XyWhblpiiWlhVgURRKJODeuXURGScOUSkUkSdp2dgJUKVqZTEopynTvU/TBF+dobGpjZnqc9Jrz0Gi0ipdl5e9oJETf/kNMT42TyWa4cf0yDocLq9XOpfNnAIiE+8nm8lgMehKpFEcOHqrur1Qu8+rlSwyMjvzcBHkAvVbLEw8+xLde+GGVzXErZFlmaHyMfV1d6HU6Hjp5inqfj9cubzTNWAuz0chDp+7h9PlzxG+ZtegqqYVcIU84FkOr1eB2OOhua2dienrbJjQBeOjUKQqvFFhc8W8wLDFWmnGmZmfxeWqQZZl9nV0c3rcfjVrNxevXAIXBshIMcvH8aSRJ4ujx+zh+5Dh//4W/VWbpFQvLxua26j5FlQqtTk8imUStVnHPkaOoVCpiW7DI1n1nrZbm+kYmZm8Okqv7NahNiILI/NIiWo1auc6n7iGTzeJxubba5QYs+f08/+MfotPpaWltJ7Dip7PvACpBeaaj0TDRaJgThw6TzaTxemt58vE3cb0iJ73X4ANUB8abEKjx1rLiXyJ7S9dyKplA26yhb/8hLl04S6lYxG63Uy6XaGluY3KLdJIsKSJ5Xa1tvPnJp1lYXODf/drHMBoMXLh4nvc+9wEeOHkPX/r6l3n5lZ8yOHSDRx5+kkceeBiL2YStojUvSRLf/u43qvt1ujz8m1/6MO3NzVgtFgKhIOFQkIldiMypVCrqG5uZmhhVGv7uUMNnJ+wp0H/pS1/a9n1BEPjUpz7Fpz71qS0/o9fr+cxnPsNnPvOZvRx6V8hms3R176NQyCvuPxV5BLVKjUarpVRS9EaaW9oxGkzk8jkS8Wh1FLXbnYrgVSpZXUp6fXUUcjmisYhi5ZaMY4qb0ep0OF0ePB4varUidby4MEs6ndrw8Op0evz+xSodzWAwUuOtZXJ8GFGl4sSxe+jt3Uc8mWRqdpoPvfcDVfnfUrnMq5cuMjA6+jML8ntx1Eln0kjlrWcwMjLXhoa4PjyM2+nkXc+8Ga1Gu2OaRRAEjAbDjimIF189AwgY9DoePnVvVXp66/NRNF+MBsN6z9tbMLu4wNzSEgJwoLePe44erdJgs7kc33nheb7/g28hSRLHjt1DndfH4QOHeK27j2AoQDqVpHffQbS31JZy+Rxf+e53AKX+cvzQIVxrZIVlqEgyr+feq0QRs2nrBjNJljh35Qrnr15FFEWeffwJ6nw+EsnEpiY3m12X85cvkEmn6D90TFFkNVloaWzi13/pQ0q/SLlMOpthZn4eu93Bm9/0FsxGI1/+yhd33P9uISMrRIhNkEolGRkd4t5T9ysp0P2H+Oiv/Bpf/863SKcSWwb6UrnEwtIiB3p6sZrN3HPqPqwWC4Ig8Bsf+ahS4BcEPvqhD5NJJTl/+QIWhweNWk1XeztHDxzCYbXR1tJakd6WlYbKbBqdRk0sEUdAxlfj5aknnmZmdopisYDFYsXnq2dhfqbiF6yunk8un2NsZBAZmWKpiEpUYbPbiaxJKd5NvKG1btZqNuu0OsrlEstL8ywszCCVpepSbq2OuCTLFW9TmfbOnuqSURREEvEYgiggr6mOhwL+DZ3eqzaEAjA3M4UkS1itdiwW6wb9cQFFM6WQz2G12mhsaKaxCAs3QQAAqBtJREFUsZkyynFyuRweby0Om5362jqeeewJPC5XNQjNLiwwOLY7Gdq7ARm4eotsxWbIFwqMTEwwu7hQ5a9vvU+5Kj188drVLWf/qyhLEkNjoywHAmS3sYuEVTVCGYfNznIwQDAcJr/D7KhUKuEPBre9ogoHXUIlipSlMheuXSOdudmZ293RwbPPvB2b1cKjDz6CQa9HFEXe+673cvbSRSSpjGqTAWd1vwAmo4VMVqk/1FcIDJIkEY7GsJrX01WzuRzDE9sXQFevs1lvZH5pkYmZaVwOJ84t9OnXbywzMjLEu3/h/UzPzdJYV0cxn2V/d3d1oIhEo3z28/+bnp59qDVarg9cw2wy37b2z9bfY2voDUZGxkZxOV08+/Rb8HlqMOj1nD790y23WZib4XN//9fYLRYeOHUv1kqGQWB9DBFFkY986CNEYjFeefF5AM6fszI6OUF/Tx8/eOH7CkMQOHn8FP/2I7+OxWSu6vgPjAzz9W9+5abIoiTR1dVLR0c3L7zwHR5+4FEcDhff+s7XyRfy6PV61BoNyWQCSSoTi64nluwGDsfuVmxv6EDvcnkJR5TZ+CrHPZ/PUSqVthRbEhCqA8D05Fh1Zml3OBUan8lCoWJHJqPkoX2+OvxLi8gVz1J3pSU7HA6QSaeQZHlLqpkoqug/eJwrl15VvD51ehaXl6jx1qLTGyhLEql0msHxcZ594glq1iy1ZVnmyuAgr7Nv8AbsRpZBo9HQWFfHhWtXd7VPs9FIS0MT8WSS8enpLdUZQRl0rRYr56/ubt+NtXXYLFayuRzLgZ1znPFkguQWhiBroVap6WpT/AVWgoHqfdDrdBw7cJDD+/tRq1TrqMGBSBhBFFCJ2/+0XHYHtTVeovE4i34/+7uVPL5KFPF6NtoAyuxOEVRAoMbtIZcvML+0uLsgDyAIfOI3f5tiuUwimaTW66V0/wPrDGCcDgf//qO/SS6f4+yrpxkYGlCK2BU65HbnpPDWd3f+Mjfp1reu/NLJJMgygiDidns4/doZ5hfmeOfb3sUrZ15hqSINvBaSLFEoFPjuD77DkQOHtj2+JMsk06lqkTwWi3Dh3BmmJsaqyrg13lqefeat2Czri8GCIBCJhLBYbUQiIdLpFJNT4/T07Ocjv/IxvG4P+7q7mV2Y4/z5MwgVT9tUMrFuArAdjAYjVpujOtlcaxazHd7QDlOBoFKo0Wp1qDUactkM0UhonfCPy11DbW0DtbUN2O3OavONXqfHZnegUWuoqaklGgkrhRWHk6aW9qoFnCiqkCUZu8NJR1cfzS3tOF1unC43Tc1ttLV3V4TLNmK1IBcJB3E43OQLeQauXyYUXOHs6Z+QSMTo6u5DbzDg83iorfFu2IOx4wnURmWG77I7EAWBotqBLPzLjtGiICgzvV2yA9uaWnjg5EmOHzyEuAOlUBCU4L2blANAb0cnD548icvh2DEYCkBL4+508bUaDfcdPcaDJ0/S07Gx81ejVt+2ZEGd18uDJ0/S39NzW9tvheb6eh677z4ePHkSt3P3+vECCl3abrXSVF+PRq3GoNev+35K+siE0+7k//W7/5EP/9K/wWq10tndt/WOAbfLxSOPPIHXW7fheq39y2q1K30vwNFj93DoyMkNj5dao+HDH/wIJ46forGuHqfTzcd//Td53zvfwyd+6xPbznCD4RDx5PYslXQ6iV5voK6+CavVBijBfnJyFEmSUKlUPPv0s/R2dW/YdnZxgUMHj/LQ/Q/hdivfY8W/hEajQZIkXnntDGcuXqh2GGcyaWamJ/a0VtdotbjcNVXtoeQuC+5v6Bl9XW0jKwFFusBsthAJhygUCxj0RgqFHGVJwmKxkkmnqG9oZnxsCI/HSywaQaPRUN/QTEtrJ06Xm8sXXyWVShIM+NeJpBUKefzLCxU6U5BYNLIrSpxGo6Gn9wDDg9dYmJ/BV6u4Sx06fLL6mbaWFh48dU8lNz+L5hbJX1GAp7s0nIl78Lr7qPP5yGSzhFNFTp99kULx9e2UtVk2ijjdLuaXFhkctWI2mahxuQlF7x5F9OrQIAa9nqa6ei5qr5HbRstGRpnR7wZlSWLB70etVhGO7X1ZvR1S6TTzy0sUi0VsW3QV3w78wSA/OXuGno4OMjukvW4Xoihgs1i4/9R9tLe289rli8SjYVYCfg4fOko8HmNmZro6gw+GQ0SiER5+6DG++rUvUi6X0ev0HOg/hNVm50c//gGgmHukknFkYMW/TO++g9x7/2MsLc0xMzUByPi8tYzPTJPO5Tl38Tw1bjexeBynw0lHSxsP3Pcg//ydb2x63tFImPmFOdhiYgag1xtpaGpFWJgjEt7ItLJZbTx834OImwzwR/YfwB8IYrFY6OjqpcZbSzqdIpVJk8qkcbtreO3cGdxON4f6DwEVocUVP9FIeFfp2Xg8hiRN0tjUysz0OA2NrVw7f2PH7d7QgT6eiOJwOFEq9XUIgkipVKSpuY2BG5cp5/ME/EvU+Oq4evkcOp2+0g0no9XpkKQykixx7coFGhpb0Gq1XLt6cYujCbS2dzF44wqlzO40WibHh5Xuy3yO0ZEBrFY7C/PTaLU63vHWd/L8j58nHo9hNlsoSTIroRBe93oPVgG4//iJ6t8GnY6RiYsUiq+/sXBPe8eul4bbQV/p1Lw+PMTRAwdZCYVQbdLQczuwW20kkknOXrxAb2cnxV0MfvOVztjtoBZV2CwWXj73Gh6nk2wuv22D115gNhgJRaO88PLLdLW1sbTiJ3Ib+dlbYdQbMJtMzMzPY9AbXnfRPEEQqPPV8s5nnkUURL72jS/jramlf99B4okE5VKJZCpBuVxmcOAaS0uL6wr3J46f4v4Tp7BbbXz7e98kv0ZeWiEuyOgNhpvSy4KA2WJlbHyUK5fPceXyOWw2B8+98znaWloRBDh26Ajf/cG3N9VRKpaK/J+v/CO/8Wu/seVKTBSVWp0sSxsmOSpRRXtHz5aqq0aDAeSyUsPp7GFo4CrlUhGNSkU4EuaeI0d5x5ueVnLzFZZhsVRiYnqKz/zP/0EimSSZjG+7KtWoNezff4iRkQFUKjWT47uTOX9DB/qWlg7yhTyZCuPFZncwNzOJwWDE661TBMZkmRX/Eg6nW5mdLy0iyRKZdJpYJIxaoyGVTFAo5Kmrb9zUaFqSZSLhQIX/vrVRxa0oFArUNzZTLOSRJDuxWJjZ2RgHDhwlEo2SSMR4+ZUJGpvaaGnt2JVUc7FUYmopgJJ1e30ljrP5HLK8a0XeLVHjcqHX64nG4/g8nl2tEhb8y2SyO1/rI/v2Mzk3i1qlIp3JVnsbtoNOu7P0gMlk4rH77+eFl1/GbDLRVN/A1NzcjtvtBr2dXSDA8Pg4DpudclmieBcMzhtr62hpbOTFV8/itNu2rYPcbbzp0cfp79tPLpfjpbMv8/Hf+G1yuRxSucT5yxe5cOkcLW0d9PbuIxYNE4/HaW5owmQ08r53Pcfi4jyvnj9b3V80GmZ46Dr7DxyhvUNJb0myTI23lhuVyZjJZOHkqQe4/8SpalG1s6OLzvYuhkeHNj1PUVQxNTur9Khs8mAb9HpaW1pZ9vsp5PNMTt5kANXV1dPV1bvlD0KtVuNyOKs1rv37DzIwNIDXU8Oxg4eUzIPJtG4bjVpNT2cXjz74KD/8yfM7CsVZbXZ8vlomJkZxuy3YOnoYurI5S2ndue34iZ9jFItFXC4PrW2dijFzNIRao8W/vIjRaEKj1dLR2cvo8A3K5TJqtbq6nNTp9bS0djI4cAVQ8nDxCoVyM4iiyKHDJ7h29QLpdAq1Wr1u1iCg1AMi4RBqjSI+VOOrw+nyoFapuXHtIkajiUKhwPj4MGqtFqvdSWt7N0OD19jft3+THP1GaLVaHnn4GX7wwrcp5WJ3eAW3x43hYfZ1daMSdph9yzA9NVbVi78VQzeu8K63/QIOm23Xx06mUlVq5ez0BKktcquzU+M88dhTlMvSrplJyUqHaiGfZ2JseFOqp1arIZtOUl/fiAyMTIzvSS0xuLJMYGVzob7g8jzHjp6iLJXJFwqKVPYu6xGRUJDlpc2NeoYHrnLvPQ9iMhopFEvrUlgajXrblNadQq/T0d7cjAz0dnUxMjHB0OgI73zzs3S0dTA8Oowgy/y7j/w6oigSikSqRWetRkNvTx8Xr1xc5xEQ8C8RrW/C4XTT0tpJKBRQpMb7D2I0KyJkiXh0vTiZwcAzT715y0A/NTXG8EgTTz38yKYTjmw+z5WrlwiHg4SDNwv7FrOF3/r13yKxxTMOSjw6f/kiw4PXKJVLqEQRm92JxeYgEPDjdnvo6+zakKIVAJ3eQDC4sm6yJwqC0o1fMXsBiISDfPObX8ZkMtPbd7BaIN4Jb+hAPz87RbGYJxYLYzAYsVrt9PbZKlIDBfR6A5FwkLJUVrjtax4IWZaZmlw/Em4XJsqSxLlXX6522ja3dDA1cbOBSQYi4VBlxK1namoUnVbH4I3LSJKkaOfElYc4l80wMzlGKp3i1L0P4autp1gs7GrmLAC1FpD1LnidA/2u0zaCktscGd48VygA9d4aIomdmS6bIbCyvGXHYHtLG4/ccx9XhwYoFHbH/3c5nCyu+CmViszPTW3p1+twOHnP29/F8Pg4TruDVGb3/qfxWJS5uc2VKYOBZX7jw/+WH1YUJg16fZXyV5Yklvz+DRIYq0gmE1vuVxREHn/kCQ7uP4BapaKxTjFgEUURp81BMnV3tNm3w6oyZE97O91tbahUKobGRqivq8dsthKKRKjzevHdwix6+vGn0Gq0fOFLf0+qwojKF/IMDlzh3vsfw+F0k0zGuX7jCtNT4/zKBz/Ck488xnJgpZoGWUVLUzNms2VTeQBZlhkavE4oHKbmljRp5QOYTGYCK+slgA8eOExXRycXr13b8rvLsozRaESoGKPbHS4sFhuCIDA4NIDNZudNDz+GRr1xu0IhvyEAGY1mDhw+zmtnX0SWJNQqdVWeRafTc+H8aYSdJmEVvKFZN97aepaXF5kYHyESDinOOXPTxKJhRFGo6qMcP3E/Nd7a6g9aQCCbzZDNZpQHc5fHK0uKPLFebyCfz2GzO6q5PrPJgsvtUeid5RJ19U2KemElyAtQLeDIQCQapljIM3jjCieOHOPQ/gO7/+KyhD5/97Q2AEKRyIb0wcG+vm2DfSAUquZct2PSGI1mtFuYb9wpBEG5z/09vbv2r/UHdt/BqXx/meXgzrTN3WL1nFefh2wuR6KyYilLZZb3cH6bQRTFahPQKn5WfRhrz2G12z2RTHKw/xBvfuKpLb189TodzzzxFB/6wC9XDU9AaZIaHLjC7Mwk4VCQTCbNr/zyR6mrU5hBq/Lea+F0OKn11d56iCpiiTiz87Nbvh8M+KuaO6sDl9FkJbXNbB5WqaAC1oohSjabJZ/PYbVYefrJZzh08MimtalMNsv5yxc3pB3TmRQXz51GliQ0ag0f+qVfwVVppIzHotTWNpBO/wxEzf6lsTA3U1X/W1ycIxDw4/F4cbpqyGUzmC0mPDW+qnqlz1dPYGWZGl8tDQ0tXL92EUEQ0Ol0VUW87bDaxKRWq8lmMqTT6eoqIZfPUiwVKRWLTE+Noa540q7m60xmC15fPYvzM1WbNBnlITp5+Age1yazi58hMtnshiKQRq3ZdhCcW1qitIucuMVq27Wv7+1idHLyddXrv1vsI4DGxhZFf6W3l3yhSDKdIhS5WyykjWeqzO7rmFvcvajc3cT9J+9RPBp2GIgFQeCh+x7kwsVznL98AbipFwTKiuX97/sQb3r40W2L+VazGZfdwVZJjXw+x+T0FEcPHbllMIS5hfkqRx2UznhPTS2JVJLwDgVzjUbRr1lV2l11qTMaDDxw8hQvvvbqpoVWg97Aww88zPjYcKUrmup3LxQLqEQVBw4e49H7HyKXy/PTl39CJBJifn5mXXPndnhDB/qSVMKgM2I0GonFouj1emJRhQ9fW99IsVBgePAaMjLlcpnOrj5FarhUxOP1cfDwca6tkT3dDqIg0NrWxcL8DKlUEpVKhd2u8LajkRClUmldzl6j1nDo6EmuXHyNUrmkbBPwrwtGDodL8ZO8C8yWO0VTfT06rfauz/v0egNWm/2u7lPgps7LKtqbmxkY27kodVvHEwQa6uqIxRM01dUzND52R/srFosgK16t+V2mm1bhq61nanJ0U1KA3eFcZzf384JbUyvbwaDX84vv+xCLK34WF2+VAJaZW5gnmU5ht26vXGk0mbeVuPjxiz/iiUceX7fCWAms8Nef/+uqoYjBYMRsMpPNpLDbd+5JUKlUtLW0oNeIeF0ubA5ntTtar9Phdbs39VMXRYF7jp0gmUpV5UeymQyXr1wkHAlhNJoUgbdggKJU5uO/8dv887e/ztnXTu/69/qGDvQul4dMOqWYRhhN7Os/QjqVZGjgKiqVCqkic5vP5QgG/YouuM1edZGXJXlbJ/u1kGR5XQW+s3sfnhofqUSCV8/8FKkSwA16A9lclmKxyMTYcDWnbzZbUVd0WIxGMxqNhng8SktrBy+9+iqH9u3HbrXidDju6uzxXxyyvOtZx952u/6+GQ2GO/Jb3elY80tLWExm5pbufFZ8J+cZi4YpbiEhEYtGKG4rRyAzPD6G5+Sp2z7+zwItTU38mw/8Mn/5139JJHpT+0WSZUZGBnYlufCB5z5AIh7j4tVLm74fCK7w6vlXectTz1Rfi0YjzM3NAEpX9Lvf9T4ef/BhisUixVIJp8OBy+FYJ5uwFga9nnc+/eZ1r+ULBUW0bod7brdaefezb+P68BBnXjtDJByk/+BRbly/TFtHD2qVimtDQ6wEAswvLvDOt76TweFBwrs0QPmXn0reARxOd9VtXRAEpidHuXH9EmWpTCDgJxQKEI9FlXybDNcun8fvX0St1jA5PsL1qxcoFAuIgoDVaqepqbW6lFOWXKYNx1Sr1Gg12qpA0cLCzLpZurrCtS5LZaLRcLUukEolCIeDipBaIkYyEadcKrO8vMDcwjzf/MF3+cb3v0NhBx2Yn1eo1ZpNO4Rz+VzV3OFuQUbpKtxJdfTnFWqt9rapmmu9EvYKGaq1gJ9nCMCJo8f53d/+PerrG9dNfIIBP2fOvbqj33CN282RIye2DMqSJDE0NrLOr3mtrWNjUwv3nTiFw2ajxu2m3ufDoNNhNZv3NFDrtFq8bjcC0NbUjObWSuwtSKZSnDv/KucunmN46AbB4ArDg9e4cP4MQf8ihUKeH77wfUYnJ6vm7rvBGzrQp5NJDh4+gbnS/RpY2VigjERCOBwuzBYrsiyx4l/i8qVXiUUjSJKEXqdHbzDS1t6F0+WpFnZ69x3kyPF7aG3trN5Yh8PF4aOnqGtowmZ3UCwUiITWd88lkwlEQdg06BkMRtrau5V2c7MFQRRYWV5k4MZlioUCgiC+rhS41xMajVaRW32DQkDA66vb/D1BoHWXsgm7gSxJxPaoFb+K2roG9GuklUVB2LXEtwA01G7+HX/eIAB93T38u4/+O2rrGqoBTQb+6Stf5CenX9lxHw/ccy9e79bfdyUQYHxNcB8eVsT8BEHgwL5+atxuZFg3GOwFpXKZbO7m79lutW458Kwe977jJ/jVf/NRHA4nM9PjuFwefLV12Kw2HA4n8/OzBIJ+GuvqePMzb9112veN+8sE/CuLhF8MIJWlbXNVqWSC+sZmRXhMlkmlkkiShMlsweF0US6VWFqcw+ny0N7RQyqVZODaJcWYwldXfcjMZit6g4F4LEoul0UQRJJrGhwUpUMJtUaDVqMjdUtFPJfNVvOVq7MyGaU6rxIF3vH0m6s0u+2wG3GrnzWy2TQej5d0OoXT5QaEqtfr2hno/PISkizvaYah0+lpa++i6igqCCwvzm3QK98t6ry+dQ5ToDSiNDW1IoriBp66IAjUuFy3VTA1my2o1RqcLg/RCtU3Uqnp3A4kSa4mnp1ON0ajGUmWWFrceYUgAyuhjW39P68QgL6ubj72kY/xn//vP6imbDLZDC+feYljh4/g3KY3Q6PWYLM7WFrevO9gYnyEV187TV9nF7IsV5k2Op2egwcOo1KpKBaL1dlzV1sbGs32BIVVlCWJ2YUFboyO0NvegcvpxGG17dgRLskyXe0dNDa2kEwksFjtLC3O88yTzyCq1Oh1ekwmM//w5S8yNzu167ToG3pGL8syUrnMTmbZ+UKOpcW5dQEnk0kTj0eZmZ5gfn6mYsbbilanRxRV1Hhr8dbWV2+qKIroDQbGRgaJxyLE4zHyuSwWi02xAHO62dd/BJ1OT6FQQK1Rs3ZhZTSY0On1TE2OgSAQi0WqAVsUBVzuGtRq9a4eopGJiV11jb7euHXpGFhZJpmIszA/w8L8NPF4FP/SQrW4BVAu7d3guFAoVPe5MD9NIh6jr/8wOq0Oh3PvbKVAeGNeM5VMcO3qBUI7UBt9NTV7OlYmk65ck2kSyTjpVJJYLLKrLui10KjVeJwuUsl4lZkRj0fx+xdYWd5d3UCAqs/BGwWCINDe0kpLa8e6Z218fITL165uW2IzGgz0dHRs+ZuSZIkLly8RTyRYXPETCK+pB0gyw+Pj/Pj0aW6MjlSd0YrF4qYDviwrwX31dGLxOOFolBqXi0wui1GvJxAObfrsFYpFQtEIkiwTjkaZmpvl4P4D/NIv/gpSuYTT6UYW1Vy5cY1IJIjJZMbl8vDss++iuaV954vIGzzQg9IGrd+Gume12hAFkZqa2i1za2qVCq1Wx6tnfsLAjcsEg/6qbv34uNI5KcuK6Ug2m0aj0WI0mlhcmCWTTiEIIvsPHKGuvhGjUcnrK7r0ym03Gk2UpTL7+w/T0NSCy+XBbndSW9eAWqXG4XQzPz9HLL675XypXP6Z86I3w/7ubtRrOM/FUpGyVKZQKFAsFLBYbEiytG6Ajd1Gvl6uyMyu/hcK+rl25QK5fK6q4rcKAQG3Y3uGxGazaUkqo9cbdjRdaWlo3NO5KxRb5ZqUy+VdSUBvBq1GQ53Xh9XmuFkHKpcplUq7kn0A5Wlc9N/d/oufBYxGI5/8zY/T17Ov+lomm+Fr3/zypimwUETpcC+Vy6i1esRtUluBgJ+lFT+ZdJrcmslTJBYll8tR5/PS29HBvq5uTEYj+UJh0z6HbD7Hi6+eVTSuZmcJx6LYbVbcTicmoxF/MIjdamVhaeP1zxcKLK+sMDw+zvMvv8jE7AwFSSaVyWK2WGlp6+La9ctKcH/zO9Co1TidLvK57JaF+Vvxhk7dABvSI7eikM+Ty+cY30b8R6VS09TcrpjxyjJ1dY109/UTCqxw8fxpnC4PsWiEleVF6huaictRCoU86XQKnV6P0WQmmUisCzprTaWLxSJSucTw4HVsDkfVQd7rrcNud2K3O2moq9/zbPFfGpOzM5sGTa1Gi9Fkri6F1yKfL9z5ICUI1Nc3MjMzyfLS/K1v4XY4Se21UFspyG9GtZVldmX39/OIeDKxZefvGwWiICDJ8IH3/hJ/+pd/SiCgSEssLy/y15//3/zOx/79uma5iZkZjEYjl65f48r1q9uuniRZYmp2Bp1GvS6WhKPR6oo7m8shiCKyLLO/u2fTVYRRr8eoNxCJxbg8cAPjGkmLYqlENB7nYF8fpS3O5cboCF63B41as04p1VurdDcbTRaKhRxPPfwop44e5zsv/JBCWaKppR340Y7X8A0f6HdCLr+zymO+kOfK5dfw+erJ5bKIKpFUMoHD6aapuZ0V/yIajQZRpWdhQemoGxm6jizLHDh0nEw6xcjQNQIrng02gnV1ygxwaWmedCaFqFIhSxKFfB6L2Uw8FmFifBir1ca1oSGOHTz4hqFXOu12RFGkXC4Tj0VxVLjGGq2WxuY2ZqbGkcplTOY7k+FVqdTY7U6lS1EUcbo8xGMR2tq6sFjM5PJ5hsfHkMqSQsGbmqBhm87IVYiiCrvdqaw4BAGDwYjD7iSby6DXG9Gt6eZdW0TL5fMEwiF8nu0HZp1Oj7Gy2nTX+AhVApSoUleL/jqtBq1G4b6bjUZ2y6OwWGyoVSplv8EVxYxDFKuz12SlizOby902S+fnCXVeL7U1NfzGr/0mf/nXf8HKyjJlSeLipfO8dvki9x47Ub2mfV1dGPV69nX3MHf4GDPT41vWRGRJYmx8ZF0/g8PuoKWhgUX/MjqdgWgsislkRq/Xk8lmtn62BIVl0+jzMTJxs9fCZLLgcblorK3bVDnVqNfz6L3343I4+Mb3v0ssGlEUOwWBA/sPcvLwES5fv4rZbMFiNhOJRhSVTFGNbwsCwa34VxvoNWoNZamM0WjCYDQRDKwXmFKr1MiyjFqjobWtE51OTyadom/fITKZNMVikcWFYby+OsrlEtFoGKfTTblUIl/I43Z7KRYLDFxXeLq19U04HE4WbymK2e12GhuaefTBR/jmt79BMhlHrzegEgXuP3kvL5aKZLMZ1BoN9T7fGybIZ7JZXr10qZo2aGhqpb6hufq+IAicOPUgpVKRUqnE4OhoNS1SKhaxGE2banqDUntZayHY0dW7gcXkdLrR6nQ47A6CkTCBSJhoLEZTXT1Gg2HHdnWprJhI7D9wdN3rtXWNJFMJLGYrdrud5cAKhWKBYOTmbE+v022b65YlpaPR6XLjsLswGE2Egit09/aTyaSxO5yIKhVj01OoVSrKlevS29HJlYEB9LuQi7A7nPhq6/EvLeCp8aHRaPD56klnc2SyGc5duYJWo6FQLFZnplqNFvMtjWZvBEiSxMDoKDPzczTV1/OxX/2NarDP5rJ89m/+JzqtjuOHDgNKZyzAhauXGRgexOWqYWVlc2lqGXjt3Nl1Kbvenn2USiW+891votPpCYcDPP74M/zyez+ALElMz89tqpPT1tRELp8nHA7wyukXqyuPJx5/hn/3kY9uyd5RqVSUy2UkSWJqaoJrVy8qsUmt5gO/8B7qfT5On00ytzBPd1s7/+N//g+mZqZ4/LGnedNjj/PpXVzDf7WB3uWuIZmMUywWMQnihi65VdeXQj7HxPgINTU+0ukUkUgIURSZmZ6gVCwSCQexWG04XR6kcplisYDN5qC+sZnJ8REKhQIej5eW1g6SiTiiIFYVMgUE+nv6eP9z72dheYlXzr6CJEu8+x3P8fD9D+Gw2ylJZaw2B3U13l2pV/4sYNDpOVKhl22FsiSRXbNaiscijI8NIUkSxUKB2vpG9u0/jH95gVg0wjOPPc6Lp18mmUwQCAZpvOd+VkLBTXPepXJ5He3Nv7zI1ORoRdSphEqlpr2zF4vFiigoP+wlv58al5tsLodWo+Fg374N+11FW3Mzi/5lpaHmwhnF7FmtobG5jRX/ItlsBqkscez4PdR6aohEo0TjcVwOB/FEgpOHj2xZ79FqNMiyRD6XY8W/qFB+ZRlJkpibnUIQoL6hmeOHjuCw2jAaDFwbuA5AMBLh/hMnaW9u3nTfGo0aURRwu2uYn5tmYW5Gsd2rvJ9Opejr7sVoMHKgp5eVcIiVYBBZlqlxuXn64Ueo8/58PGN7QS6f5/kXf8TI8ABve/advOXxp/jQ+z/Ef/uz/6r0q8QifOEfP09rUxNu5xorTkliYW56x36Ltewto8HIw/c/RCqTQW8wIJXL6PVG9Dodph0mEDVuD8hQV9dEfUMzLncNc7ObC9Ddijqvl7IkYbXZ2bf/MIIgVLdViSLd3b2c++Ln+cxn/5LlFT96vYEjBw5tsDPcCv9qA/3KypLSlbn671uwenMVbQo9xVIRtVpNOBxEFAQOH7uHQj6HJMk0NLYgyzKJeJRgcAW3p4bpyTECK8vs23+QhqZWQEDn0dHe2c34mFIPMJlMnDp5L6Ig0FBbx3/+f/4Bi34/vR2dVe7zqSNHOXHwMIJw57rvdwJ/IEChWFSct3w+srkcC8tLWMxdm868zUYTnS2tiuyAoDSKNTW1Ya4YpAuCgCAK2OxOarx1aNQaHrz3fkbGx7hw4TXe+syzVXXFW6FWq9nf3cMrF84BkIhHMegN9O47xOLCDCazlda2ThDAZlPsFduamjGbjEzNzWEymrZtkc/l82i0WgxGI8gyoqiisbmNTDqlaCPFY2g0WiVdVOGpq1UqWhubCEbCqEQVVosFzyZWfQf7+hidnMRmc7DiX8RoMFEqFcnnc0iyjEpUU1vXiEqloqejA61GQ/DAIYwGAzPz8wiCwI2RYRw2O62N6wdBu9WGSlQp/qJQ9at1ON3EYhFElYggKHxth82GTqclEAwyt7jI0PgYNS43/mAAs9FEV3v7G2b1aNAbeMczz/Jfx5XOdEGAw/0HefDBRzl9+kWKpSLTs9N87ov/wK9+6MNVxy6tTs+b3vRWrl67xMjIwK6OVeOpob9vH+evXMZmcyDLMo1NrdX3tVot3i1SdsLq/wSFKRYOB3fdXKWI0Ik01TcQCAaqoourUKvV/PqHf51yucyPXvop4UiYQmn3pIx/tYEediJdKhAAj8eL1e5gePAaDQ3NpFJJ5mYmcbo8eH11yLLM4MCVCsNGIBoJ03/wGMVigacefxPjMzMUigVAwOWqYRwl0Le1d92UihUEHDY7jlt0X0RBQPwZGkRshUAoRLES6BWhNy0dLa1bPqiCoKyKalxuAuEQbncNbrcXWZZQqUT6unoIRGNYrDYElPxzW1MT45MTlMpFksn4ls0jAuslkpuaFZ9etVpDjdeHx+UiuIbiZjaZuO/4cYrFIsPj4xQKBfyBwJYWfas5a41GS0trJ4Ko0GPtFguaCk9ZKktYrDZUKhUHevsU9yCUwqxarcKxxUCiEpXg29TSRlkqYzAY0Wg0OG02pmanEUUVtkpdIJfPY7daMRoMWMzmqil2V2vbpuYoggCiSsRiUQa6uvomWpuaicTjFArF6jVbvWM6rQ67zYYsy7gcDspSmba6Ziwm0xsmyIPyvX0eD9k1hu5mk4nf+PBHcdpsfPPbX6csSZw+8yJWi4WPfPBXEAUBj9PJ9374XWanJ7bVvVmL9o5uRFHkYN8+/MEAAgLj05OUJJl4MonNYqHGtbUvLSgreV9tPV5fHfE9WFCKokBtTQ0tjcqKM2y42fOgElU01tZhNpn40U9/RKmQp7Otddf1l3+VgV4UBBxOD+HwRmnZW294Lp/Dv7xAJpMmn89RKBTQ6nS43V5qvD4kScK/vFAVTGtuaadQyFMqFWloakWr1W76oxGgKmj0RoIAHOjt3fFzMmsMwqHaoSegor6+kfa2doKXLyEg4HI48IeCilViTQ3NzW20t3bs+pxq1hS/VKKael8d8WSymvNMZTJcHx7CZrXylsefwGaxbCmvLKDkwidmpkkD3X391fe8bg8uh4OhsTG0Gg3tzc2MTEwgqkQGRkbobm/nvmPHtj1Xi8nEiUOHOXfl8jrT7IO9fXhrG4jEYzhtShF7cGyUoZEhppeWkWWZe48e23YG2FzfwHNveSv//LyOZCXolSSZg337uTEypPC4ZRifmSEQDHDh8gVsdieZbJa3PfkUF65e4b/+2X/l6NFTnDpylOaGxn/RVeReoFZr2H/w6DoJY51WyzuefQfhWJSXX/kpZUni+R99n8a6Ot70+NM01ddTXzH5vnr5/I7UWa1WR1d7JwICkViUGzeukUolMZotRCNhIrHYrvx9JVliZOg6xWKRXDbDyZP33Xxzh+tdKBaYXZijUHHOWw1WHqeTRCqF2WTiQ+/9AIViidnFxV3LgLzxItEuIMnypkFeJapoaetkbmZy3U1PZ9KYLTa6e/oZHx2kLCluVPFYhHgsit5gQK834HLXEA4FKJdLeH31+Hz1XLp6hUg0gk6vx2K1Vc0OXG4v+7q67prP6OsNi9m861Z6gHw+T7rCO26ub9jw/vzSEvW+WgTAYDCwsLiIWq3i+KHD9PTsp7Vpe0kBs8m06X5B6SRu8NUp90ml4vKNa9y4cY0nHntyVy5WTrudno7OTRtfgsEAFoMOvd6AVqMlEouSyeWwWiy0N22eO18LURTp6+wkEAquo9LFEgksZjMWsxmDXk+hqBSpQ6EANrOJtqbmHZf5giBgNppoqK1d1zAXjceq0gaiKFAoFuhqbyeWiKHXG2hvbkWj0bC04ieeSNDa2IDdZru72suvM0RRpN7rxWm3V19TBnqZJx55goHBG4RCAfKFAn/z939LoVjkofsf5n1vfwfD4+PcuHZpx0Df2NiM2WIFZMxGE82NTRhNZoaGritd9RXEk0nMJtOWK9KutnaOHD1JJpPhyuVz1dc1Gg29HZ3bnoPRYMJktiJm0jidHgZGR+hsbWM5EGB+eQm382EcdkVx0+vxkNyldtG/ykCv1xtQqVSVpqWbKEtlJidGqn9bLDYcdjvxRAKtVotGq6Gto5uF+RnKpTJWm52lxTlElcjBwycYHx3C7fFSKhaxWmxk0inGx4ZYWpqnpqaWw0dPYnc46ejo4anHnuT4ocNbMkvuBB0tLUzNzRKMbOSp3y5am5rQ63ZvlafX6Xj03vt2/uAt+Mnpl1nZRJPoVjTX19Ncv3kOfzM8fM/ezuVkhaHxekCn1fLUQw+/LvsWRYFH7rl3V59tWzMwSbJMuZBXfJODQXR6Awd7+/5lC0N7gEat5v3veo5gJMJrly8DUCqXyOXypDJpjh09wdlXXyGRiJMv5Pm7L/wdpVKJtz79LOlsdkdNGI1Gy4P3PcSDJ08RjkYpFAv88vt+EYCrra184av/VP3s5OwMfZ1dqLb4vURjMRYX51lZWV7Xl7F2BbwVksk4sWiYpcV5RFEkk8shI9PW3EyhVNwwGUjuwC5bxb/KQO9yecjlshsC/a2wWm28513vY3JuhrNnX2FpYQ6VSo3FYiMUWqkWcVPJJNeuXCCVjKPV6ZFlCbPFik6vJxIOYjZbSCRiTIwN43R5MJkttLa04XJun8u7XdgsFvZ1dfPia2d3/vAukcvliMRid21/W2G1ESUaj+9oRPH/x92BLMuk00my+Tz5fI54Is7YxDjLK358NV6WA8rqN5NJ43I4ue/4CYrFIvk1XZcatRqLeW/UzHyhQHoP9ovboVDIYzFbKBQLtDY14nUrVoSSJJFIpdBqHsLlcPKlL3+BsiRRLpf5yje+gs9Xt6N2PUBjQxMH9x9gYHSEel/tuoJrV0c3v/mRf7stC20t6n0+3veOd5FOp7k+PITeYCQYieyY2wc41H+IhnpltRsIBVgJRxAQsJrNnDh4aN1nZxcXie6yBiDIb8BuikQigc1mo/dw97p0g0atqeqA7LYQKwgCnhofTpeHWk8NnZ3dfP+F7+NfViRBFVcqRYjLV1uPJEnU1NRS39CEKKpIJuOYTGbmZqdIJuL0HzxGLBahu6MTu81OPpcDFI/HcrlcbV+/HciSTD6v7C+ZyRDeKjDLiouOVqtVfrD5HAtzM7R39qDdYhYSiyiGLbdKCtxtZNIpQqEATc1te95Wp9NWc7SlUumuK32q1erqqiaXz9+28NhmUKlEDKvXVpZJZ7O32cgkMzM9gUajXde3cCsioRXi8ZgilyFJrKws4XLXEA2HsNjshEMBHA4XJpO5+lsJrixz+OhJOts7SWcy67qBTUYjDbU7N6GtolQqEYlGiMTjyDIUCgoVV63WkEomCAb3ZpeYSad47y+8D5/Xy5J/hUfvu4/x6WmCkTDj09MY9HrC0QgLczMMDFyp9g6oRBVeXx2BleUtHcgE4J3veA8P3fcgIFNb42VpxU9rY9Om6bRwNKooUe4i1XnzHgt7XjzJyg5gCznia8NDvHrhAn/0B/+ZeDyOdZsB7Q09pVrbRCMIAharrdp273S4iERCqETVllogMsqNCKwsEwj4KRc6sdrsRMIhCoU8jY0tCnVSgGKhyIpfmeFn0incHi/pVBK7w8XU5BjJRJx9/YdBUCzEpudmsVnjLC7OIksydfWNpFJJHI7bm+WXyiWQZRYX5iiVSxgMJpxuz5afD4cCuD1eYtEIszMTJOIxdHo9bR3dW1wLGavJyNGDR27r/HaLZDrFxauXOXHo0KZSzrdiccVPvdcHQK3XW3UESiSTVWu8pRU/tTXeOzL0kFGYQau1g/mlReKJJGVJIhAK3nGPg0qtorutHVEUkSSJ0alJyqUyiVQKQQDLHhqZTh46AoJirbcVmhsaCEcjxG/J4f6v//0XtLV28JEPfWTT7eq8PlaCGxUuE6kkEzMzm25jNZsxVFhJdV4vyysrxGJRTDoNXa0K9TiVUGaeDocLq9Ve7TXZC2rcHkRB4NSRenL5AvW+WjwuF8uBACuhIAJw5MhxlpYWCIWUgaQslVm6RSZjM0xMT9Le1kFPRyelUolUJsPVoUE6WlrRabVo10zQtvK93Qx7eSYXV/wMDg/hcbk53H+gQtfcfPtSqYzZaOLR++7nj3ax7zd0oD987BRDA1fJ53PK7EZWLMSWF+eqtKaWts51eflVCAgIgoBao8HnqyObzRCOxrh24xqlYoHa2gZsdicmkxmb1UEkEqqOzqtMnFBwBbvDRTQSwunyKO/LigSA0+7gXc+8GXEXwWw3WFrxV5pdBK4PD3LxxvWtPyxAXYMSsGp8tbjcNUiStK1Eqsvl4ReeffuuWAV3gngyydTcHP09vet+PFthf3cParWKfKHA+Mw0DpsNURRx2OzVwtz+7h5UatUd1RaD4TBjU1MYDQa8Hg/NDY2IglBRJSzvyQ7vVsiyzA9e/CmhSASHVTn/3s5ONGr1GgXTu68veGthWpZlGuqbkMtFjqwGkk1Qu4nmkiRJnDi0+SRAFIXqoKNSq+jv7kVG8YgtS9IGuuztIhAOMzAywszCzcC96qsKN2WY+/Yf5PLFV6vEiN2gt7uP4wcPMb+0xMXZGRpqa2lvamZ6fk5ZiavUNDc0VLtu7yYkSWJpZYVrw0NMzkzzk5d+TDaXo7erG7vNtuE+DYwM8+qFc3hqfP+/4Rmby2Roam5jbnaKwMoysiShUisWgqsLprmZyernVaKI16e4xqdSSSwWK8HgCja7A7PFRjQSYnp6HLPZQiaTRg6uUC6XGB8fWqcBn8mkGRm+AUAopOQ3I+Eg+VyO9o5uRU1TENBptXtismyHtjUslb3SNlVqFSq2Pw+VqLpr57oTXA7Hrn/46kqPwfzyEmcunOfyjRuIoshbn3iy+qNT32EfgiRJDI2PMTo1xfDkOFazhcfufwCX3Y4g7M3zFCrulMJNUstyIMD80lJVuVKr0dDR2opGrb6jAFhZ1e8ayXQah8vD0489uedBURRF9Lrd+dGuvR/bGW3sFf5AgNGpiR3TsiazhVP3PMTC3BSjY8O7SpH5AwFujI7gsjt4+NQ9FIpFxmdmMBoMtDU1I0sSer2e5UAAlUpFIpmkqb4ejVpNLp+nXC5jNm10pFuLsiQxPTdLubw+OE/NzzG/tMjc7DTTk2Ok0kkmJsd501Nv4c1PPEUiub7WeG14mHS+QCkQYGmDr+7meEMH+nQmxW98+Nf58csv8tIrP0FvNCkKlGuw2vHqdHpwe2oolUo0t7QzNjKIXqtBliTSiRiZTAZ/RZtiNcUSjYSIRkK7HjXD4QDRqKI3fezYz48vZyIeI5fLYjKZtxQYK0sSi/5lutt2p299uygWCywvL+45Pz01OwcIOO12amtqMG0jTb1XlMtlpufn0Wm1eFwubBbLOhrfXrHoX6bW660GubJUpiSVue/ocRrr6kAQ0Gt3z3DaCvPLizTW1e86aOu0WrraO2lu2Jy2+vOO9pYWrgwOkM7uXOD11nh5z1vfxn/6v/8T87sIhjVuN7lcnjMXL2AyGjmyv59DfX0kUinGp6aYXVwgVyiQzqQRBZF8oYDVYsFlt9PX1VUtDm8HQRBwOZwbnn2rxQKyjEqApsZm0qkkKpWKk0eOYzFb0N3yrDz9yKPVf6dSKb7w13+347Hf0IHeZDQxMTfL2MQIDqeLurpGrl4+jyQry8WW1k5CoQCiKGIwGimXSkqHpSjyO7/529S43Xz9u98mmUwwMTEKa4TPHE4X5XJ5w8CxFWQUDXqr1UZzS8euXON/Vlj1ud1uxq4SxV0pPu4GpXKZfKGAybCxsKvRaDmw78CeVg9zS0ss+pdRq9Uc6O1Do1ZXDRw0ajUup/O20zZlSWIlFEKSJFwOJy67A6fDzuDoKC6HQynWu1x7mpmuFi1lGYKRMJFoDICh8TGm5mZRqVQc6ttX7bFw2u2bdsLuhKa6ehKpFJIkrROBW4XdZsOwpviu1WixWW2vO9spmUqRWsO20WjUO3oE7AZ6rQ6VSsW+rm7mFhfRqNVE4rEtP1/jqeGX3v8h/j9/9sc7ejFHolF83lpOHjpMMBLmyuAAVwcHObSvj+aGBnw1Nbz02qtVJpJKFKmr8TI0Mcb88hINvjoO9PZitVgwGzefhCjd8Zv3edTWPMrY9BRf//Y30esNOFwelgIr+Gpq8GzD1tHs8nf0hg70VqudBl8tXV19lGUYHLiC2+MFZOLxKNPT42g0WkRBYDau5OwFoLe3H4P+zZiNRg7s28+f/8/PsLKyhICiXhiNhpmaHMNssuy6dRoUq8G+fYew2uxo78KMDZSmkJXACoOjI1UWRCKZJJmIo1Fr0G/xUK2F0WzGyOujWijLMqNTU0zOzlRfW2XEmE0mmurq6e/pWbeNSiXuGJizuRwvn3uNaDRCIBQikUwwMz3O2dM/Wfe5tvYuOts6cDpdPHzPvbtOs0RiUV546afk8wVOn32Z8iaMDJVaTXt7D411dbQ0t3Di4OFdp4kGRoZ55dXTXL1+ZVP2zre+/TVaWjsxGI20NLVwqG8fbc3NexqwSqUSX/r6l/GvrKDVGxHENY5mRhOP3Hsf+7p71u2zWCpSLJVet2D/6oXzfPWfv7LORKerex/Hjxzj3qPH9tSrcStmFxcqtpsqQMag1+NRubbtJzly4BAH+g9z+fKFbQvAk1NjaPR6ZhfmaW5o4N6jx4jEopy7coVsLovVYq0OKia9AZPRWLX9LBSLTM3PMjU/i8Nqo7u9g67W1moqp1Quk0ylsFut2xZn2xqbSKeS+P1LHDl4pFqPyuZyO/Lvd8IbOtBnMmleePHHPPLAw/iDQdKxMFeuXaa2rgGNRsvy0gLFYgFRELFabDQ2t5KIx0gkE1y8eoVnn3wTA0MDN03FBQGz2UK8MijsZGqyFqvKitFIGONdkoKVZZkfv/wif/cPf1Nxv1k/5Hh9dRw+ds9dOZYkSSz6/XS17Y32WCqXOXf5EpevXKhQP29CFEUeuP9hOlpbqzPLQj7PK6+e4UBv37bF2PmK2uf1qxeqr2024AYDfi5deJXjJ++nq7WNpl02WV0buMH/+eLnYQdZKP/SAoIg8ujjz9Dd1r4rxkWhWOT5Hz/Piy//eNt9B1aWMRhN1S/W2ti0LljvhFgywdVrV6oeCWtx4tSDSudypV6w9tyKxeLrFuiv3bjC+Pjouu9dLBSw25001tXR2dK65bY7IZfLMThwlcuXXqt+LbVaTUtbJwaDCQRFAnsthVmr1fJvf+WjfHJybEvOuQykK4XbQqnIxMw0EzMzijCcVku40h29CovFQl9HJ0ajEa/LTSgarTL7kukUc0uLDE+M4fPU0NvRic1q5fKNG1gtFjpbW9HrdJsOeKJKRX/fPs5dvMDp0z+hLKhJpRK0NDXz+EOPVdOBpYqz2G66wFfxhg70H3j3++hqb+fS9euEoxFEtYae3n6efuJNfOM73+ThBx/ltfNn0ep0nLznYURRREamxuXisQceIhSJcPHSuepPXZblivLk3vLHoiDQ3duP11eHVqulUChgM5t27dC+JQSBzvZOjEbTOiW76nHvEqNH2ZdI7W1I2KpEkYa6Op5/foVUMg4I1ZmTSqXCYbWty0cLokBzY+OOqZu2xiZCK0s73gkZZZZayOfwenbOk66iobYOURQoS9sfQQkoMo11dbvO22s0Gmrc7l2d+6pfwoHe3j0FeQCX3UFzYyPzmwR6UJy2bp1AmgzGqkDb64Hmlg7Eir76KmSUgLtbSd2t0NrURCIeIVgxOHe7a4hGwiwvLfDAw0+i0WiZnhqjs/umRLUAOO0Omhpbtm0uSqWSZNNpDCbTajTYMi20EgwQCIVw2Gz0dnTS06FiZHKCUETxAl4JBunv7sFkNBKORlkJBent7MRiMjG7uMj88hLN9fW0NTWj0WhupgVlmUw2R2NTM/FohIGhq+RzOSRJYrl3hUA4hMvhoL25BfUuVvJr8Yb2jI0l4kou2Gggl81w6dI5uju60Ov1tLd10N7RRWt7F/v7jyCqRIUJUSmIFIpFvvmD74GgwrymQCnfhtGdLMv4lxdYXJilUGkztxj0dyx/oDykdvr7N7brCyh1hLuJ2zlfURTxeTzY7Q50egP6W4KIIKxvFCkVixi0mh3ZJoIoYt9jXncvnGWrzY6nxren/e/6PNjjtdxLfnDtZoJAW3v3lt9bkqUNu02kUrtum78dbHUuMvIdO11Nzs6QWZP7T6WSNLW0YbPfXGXJmwzcKrWKh+9/cNu0WCaTJrdGl347yCjXNhyLcvbSRUWPpqWVB06crNKBV0JBTEYjfZ1d7O/uIZfPc/bSRQrFIvccOUqxVOLi9WucvXiRSCXNJcky/mAAk8nMv/vob/J7v/3/4MjhY4qe07UrqFVqMpksf/fFv+fr3/o6L549zbWhoV2d8xt6Rn/24kVOv3aG2poaxsZHEFUq3DU1eFxu2lrbuT5wHbvdieUWaWBkOHvuVa5cuUBtfdMG96m9wmq103/gqLIMr2hRhyKKq/udBnuH3Y7NYt0kFgjYbDunEcLBgGKPKKrw1davmzUWCwVyuSzJRBybzU4oGsW0x5nCKiKRcNVcebWPT0DxLC0Ui9U0TTAS5vrQEI8/9DgazfrHb2llBYNeX12SqkTVrmNguVwmEovh2+WsXhmAdj/PmVtaJBKL7bpZxlzRjt+tcff14SHam1vW3Z+1XZXKOW/cTiWqsFrtJBOxDd6wSysrdDS33NxQAK1GTSKZxLIDFfB2oVKpqK1tYHlpfp0Rei6fJxyN4t2ljMBmaGtqxmg0kq4oNuZyWfzLixw4eKxS2L7JN5VlmWA4pKxqRJHaugZMZsu23Pp4PIpjG+ewzbA24BsNBhpqa3n41L0sB1YYm57ixsgwPR1Kz8SDJ0+x6PczOjmJxWzCYbORzeVYXF5mJRhUTHuKRWZmZ8gXChw7dJh9Pb3k83kQIJZIcmNkmIHhQRbnZzGZLQqVexd4Qwf6c2dfoljKU1vbQI23FrvdyStnXiGVSlMslThx5Bg3Rjaagg+NjXDh/Gly2SyRSKgiU3D7yGYzXLxwBrPZSn1DE9lshgNdXbv2/9wN3B4voeDKzaAnKO3kO8FktqDXGyqBbf35qFRq9HoDoiBiMBhuO8i3NTVz/PgpyhJEo2EKhTzlUom52SkMev26DliT0YTJoJxPIpVicXkJlUpFY109VoulWkwVEHC5a3B7vLtqlxdFcQPLxx8MkM3lsFealO6kGayuxovtlhbzaDxOLBHHZDRusBb0eLyo1WrKhd0F+u72jvVBHnjl3GvMLczR0txGbU3Nls5TZrNFSZvdEugbfLUb7vnrraYqyRKJTQaduwGNRlOdOGk0WkRRpJBXVtDRaIR8LktdXSMB/xLXr1zghR9+m6amFjq79+H3L21rEg6Kk1lL2/bqkltBkiVSmTQjkxPMzM9jNBjo6ejAqDcwMjnBcmAFp83O4f39HO3vJ53NcvH6NUanJtftJ5fP419erP59bXgIZDh+6BB2q406r5f9Xd2MTIxxsG8/iXiMF771wx3P7w0d6GVZwmZz0N2zH7fTic3uRJIkJiZG6WjvZG5psWqWvBbpTJpCoUihWKCupglkmYX52dtqywaq+WZfbT1anR6tTk9jY/NdEwa0mM171gZZxa2plLUQVSKiSotGq0WjUq+j4u0FWq2WFf8Sy/5lUslEVQ5WpVJVaJ03Z84GvR69Xo8gwMXLF/jat/+Znr5+3v7U00TjcaUxbM15GE1mTJn0jgJ1ilnK+vOfnJ7mp2deoamphb7OTo4dOHhb3w+UIHMro2d0cpK//8fPo9dq+ciHPkxfV88WW+8Mg16/YVowODLE2MQYU7OzvPMtb9t0O7vNRi6XxWZ3ks/lSGduXqdkOrWhqcpu3X0B73bQ19lVdRq7evkcufydTaLWYiUYRKc3cuLkA+h0elwOB+lMhmQqSV1tPX7/EuNjQ2QyadLpJA6Hm0Q6zSuv/IT6huZtJSNAUY6MhkN7ntXfilwhT66gpGqcNju9HZ309/QQDEc4d/UyVwYHcDsceN3uDYEelF6TVc2uTCaDVqurThq1Gg0qlYqnH30cYNcrszd0oH/i8ae5ePkcBp2WlqZmSuUygeAKM3PTSAhb3rBEPEaxkEcQBMKhINxh/lAQRURBJBIO4VGpWFyYY3yqk76uHsQ9Ftg27Bs4dugw3/jWV3cMdpshm0lX6X06rQ7tLTStQi6HRqujUL59gTBBEOjtO4DRYiOTTjM8eBUZxcBbfQu7I5PNshIM8IWv/hPL/mUkqUwoGOBv/v5/09DcztD4GDqNhjqfj7JUJhRcQaVSYbUqAW0rPrQsS+QqfrGrmJ6fZXJCSenVOO4swC0HAsQSiXVKiNl0kkQsird7H/NLy3cU6OeXlmhrWi+iZTQYmJ2ewOutxaDffBA+tH8/l/YfQpJllhfnmZwcrb43s7DAgd6+dSvLmYV5Dm3jp3unMFeaFkWVakf9970gnkzy6sXz6PR6DAYjRrMZnV5Pa0srE9PT5LIZBgeu0tbejdtTo6Qj7Q7GRgaxWO0gCNgcTlrbO0klk8zObOywLZVKSrOk033XtPoj8RhnLl3AZXdgs1o5cegw/kCQG6PDDE9OrPusLEksLc4RjYZZWfHTWFePwWBAlmQGx0aZW1yoflan0+0pDfaGDvRPPvIYbrebh++7H5vFyv3HTxCMRIjGYwgIBCNhZelzC6yVWY2S+pAxGIyKU8ttxvpcNktPX39VLVClUtHX3XvHQX4V2V3MaLfeNnOT9mixbgj0+UIetUZDsXBnSpC5bJZkPE6pVKxexmgkXB1k0tks5XKZofFxlv1+1DoDwXCIwMoyoeAKxWKRsqCitq6BVDLJ5Ow0gkpDbW0DvroGLBYbkXCQq1fOKTnLWyBJMtl8Hr1eUQk16PX09+7jxZd+wvLCLP3PvfeOvp/FZEKv05HJZpFkGZPRyKljJ/i7L/wtklTmcP+BO9p/Y10dMjA+PYXb4cRutXKgp5fv/UBLuZinpWFzo5ZcLsflS68hSRKl4vrA2t/ds65GJMCGnoa7DbVaTUdHF1qtjrnZKcWMJxFH2iFtshPSmYxChQ748dYqnb2LS0sk0ml8bg+DwwMcOHgMvcHA0uIcmXQavcGAyWxBpVZjNBrZt+8Qao2icJvNZghswuqanZ6gsamFu+3KEo5FCceizMzPb8neEgShIpEe4PrIMMcOH6W/p5evfvfbZHN5TEZjtTN8cGyUmfn5XXey7znQLy4u8nu/93t8//vfJ5vN0tXVxd/8zd9w9OhRQCmC/MEf/AGf/exniUajnDx5kr/4i79g376bs4h8Ps8nP/lJ/vEf/5FsNstjjz3GX/7lX9Kwx9bsCxcv0NzWxvd+/GM8bjcnDh6ixuWq6j4XC3ly2eyG9EUiEaewJrBlMuk7ZATICAj09PYrOjqJ+F19TsxmC/v3H64Wt6LRENFwaFcsk+0ULgEslUGvq70L7W10Z67CZDLhcrkoFPJYLVa0OgMajRq1RkM0Huc7P3qB6ZlJnE4PFquNc2dfoqOrF7VGg9VqJx6LsLQwRyaVpFQusTA/g89XT1mSWJiboXffQZwuD4eOnOLq5dc2BHuVSoXNYuEnZ88Qjcd5y2OPU+f1YbFYaWpqwb2JkfdeunPNJhMajYbv/vhHhKNRnnr4YRxWpUhusdrv+HbLsszw+DhnLp5HQOA9z74Vk9mCzebAanNs+Tw5HU5+7xP/AWSZyekprly/QjweIxIJUSqX1tHoZaBYLCJoXj+zEbPZzG/96r9FlmUeue9BQtEIp187U7HWvD06cL5QYGJ6Gr9/EUmS8S8tIMsyKpWKibFhpHKZVCqJze5ErdGQzWZZWVkilUoQj0fp23eI+tp6cvk8TrudBf8yffsOEgqubCiWv96a7ZIsEYpudDZDVkgcGo0GrVbH+Pgo80tL1Hq9PPHgQ0SiMZx2O8lUis62NiZmZphdmN/1Ge8p0EejUe677z4eeeQRvv/971NTU8Pk5CT2NSPUH//xH/Pf//t/53Of+xxdXV384R/+IU888QSjo6NYKsWwj3/843z729/mS1/6Ei6Xi0984hO85S1v4dKlS3t6GBKZFBpRYGFxnlwuwz1HjnLx+jV8NTU0+Gqp9flwOV2bamMoPwCF+icIImX59mcckiwzPHSdsdFB7A4XVquNlWCQzta2u+Iw1dTQxAff+4skUilK5RIDoyPk84V1XZqxSFihI1aOl0mnUakUo+qlxXlkWcLhcGG/hZIpSzKyLK1T59wrBEHgPW97R6UWKDM8Psa5K1eQkUmm00zMTDM6MsD4xCharQ5RFCmXy4wOD1T3oVKricejGAxGpZhXlohGw1isNoqlIlMTI7g9XpxON4eOnOTKxdeqqoWgLLuvDg2ysLREsVQknclU+ck2u3NThk1HVx+JRHxXMhexeJxXzp9jaWUFSZaIRGM4rLY775WoYGRygiW/n5JURiWI1Z9voaCsUjYr7K8Gu31divR0b2cXp46dYGpuDkkqk8vlNyifjY6P0VRXp2juvA4QuClk1tfVhSRJnDysTAJvV3yuWCpx+twZVlaWkSWZFZQ8di6XJR6L4nS6qatvQq1WE42EUYkiNpuDzq5edBoNp8+8SCadorG5TVl1l0o01jfgcLqqooTVYxXyJBMJLHtoRgKF/bTTb70sSevqgB3NLVUCxMz8HP/8z98nn88pqZqh6/z+//v3+Pe/8dscO3SEeq+PsiSh1+mYnptDliQsJhNXBwe2Otw67CnQ/9Ef/RGNjY383d/dFNFpaWmp/luWZf70T/+U//gf/yPvfOc7Afj85z+P1+vli1/8Ih/96EeJx+P8zd/8Df/wD//A448rBYUvfOELNDY28qMf/Yinnnpq1+eTzOb40te+jM5o4vz5MWZmpigUi7z9LW+nwVeLw+bAYjZvCPSrAU1vMGAwGLHZHMzMTNzRrF6SJaSSVG2ld9rtd6SPvhaiKNDbqbABVn/clwdurPuMxWJj7bRPKXgKgEBtXQORcHDTjt1IJITNZid9B6saAdblxg/07qOzVemwlSSJ//1/Ps/AwFUcTjehUAC1Wo0sKx0L5sqs1e3xkk4n8S8vkkmnqa1rwFNTSzabxuny8NqZn5LOpNnffxin043b412nM14sFavXRAAW/X6adghm4VCATGZ3KbFwLEp2fH1qRKVS0dxyd0Tg5pYWN7ym0+mxWu2YTOvZQrIM4UiIV149w9j0FJ4aH/7lxQ3ie06Hk33dijmP8iRAX0/vXVWU3AmiKKLT3tnxNGo1lMtrWDMyarWGunoPffsPE42EWBicYV//YSwWRdZ3bnaKqUkVLa0dWCxW/MuLJBJxtFotPX0HSaRS2OyODYE+X8gTj0d3FeitZgt1FUnnztY2bFYrkiQxOTu7Tu129ZznFhe5ev0KsiwBApHgCipRxOF0E41G0On0NxsjZYgn4nzlG1/BabPR0qx0FKvValLpND995aeMjo0QDOyOpLGnQP+tb32Lp556ine/+9289NJL1NfX87GPfYxf/dVfBWB6ehq/38+TTz5Z3Uan0/HQQw9x9uxZPvrRj3Lp0iWKxeK6z9TV1bF//37Onj27aaDP5/PrluqJiubLysoyxXKZUipJe1sHk9MTHD18vCoCFEvEN7TZy5JMuHJzs9kM2WyGSCS0l8uwLeLxKBq1Goftzpfzm0EQhKrL0lqobuGkr2Ub6fR6ausbN92fq5LaOdx/4LaEtTaDKArVmYo/GCSbzdHc0sHU1Bhms5V0KkFDYwvpdIpIJEQ2m2GlsixXqVQ4XW5aWjuw2R001tWTSCaJRQ8QCweYm5miubUD1Y4t/DsPWk6X545yx6st+HcbFrO5KmG8WWNZOBbl69/7DgtLiywvzVMolrh44cyG4KLIHMj86i/9SnU2LYqqdfu8RSHh5wqrd1Cr1fKmx5/iytWL5PI5kskEyWQCvd6AWq3GZLaQy2ZZWpyntq6h4hPhpKGphVAogNdXTzCwDMiUSiWuXTlPa1snmS3qXrMzk9TVNylNlludm6Ss4ifHlPs/PDpMKBRAkiSS6TQtrR1K2rIivjc6MsD+/iO0NLXw8D33rkuTBsJhPvd/Pkc2s7GRbXhkkE99+lPVps7V1Woum6VULu1IGV3Fnp7Sqakp/uqv/orf+Z3f4T/8h//A+fPn+a3f+i10Oh0f/OAH8fuVxiPvLa30Xq+X2VmlTdvv96PVanHc0nji9Xqr29+K//Jf/gt/8Ad/sOH1saEbiCqR3n0HOXboCPecOIXD4aTO6yMaj2PQ69nf3U0ylSJaMekVBIHaukYsVhtzs1ObSgvcCXRahV5ZusPi01YoSxKpSmdjsVAgmYzvsIUCURCxOZwU8nmKxQJ6vaGasjAYTIRCIcrl7c1Jbgcmo5FQ0M/c7BSgsGPsDmXJvJqOWH1Y6+oayWYzZDJpZmcm0en1igtYqUR9fRPFSuFYliXcHi/zc9NbHrexbvfG4v+SiMeiJGJRrGu6O512RzUQGIwmSuUymWymKpLlcjjQaTQsLc5htTmYmZ7YZAapBHVTpYkPlMB5Y/AGKpWKOp8PAVheWcHjcv3c+ffm8nm++6PniSfiWKw2xkYGN7B4VjtZy6USCAIDNy4zOzOJ2+Ot0E0VZp1araa1rava/VpX34RGo6FY3JwVlEomOPfqi+xlCJyYUhg0nhrlul44d1rZVyqBRq0hl8ty8cIZnHYHw4PX1m0bS8QJBPxbTk0SyQRNLe3Y7E56OjoYHB1lZPg6kW3E3G7Fnu6uJEkcO3aMT3/60wAcPnyYwcFB/uqv/ooPfvCD1c/dmrKQZXnHNMZ2n/n93/99fud3fqf6dyKRoLGxkaaWdry+WvKFPINjo8iCyJH+A/zj179Kb3cP7c0tzC4sVoO88h3KjI8NAgIel5tMNkthixt+K4rFAtlsBpPJvKX5h0at5sD+A7j3YDcGEEskkGV5U0eZW6HTaVEJIgVZRqqYGGSzGUqlIlqtdlNWikqlwmZ3UMjnSSRi5A154jGlKJTLZrmey/Do/Q9gUN2ZSt6tWAkGWQn4q36d5XIZh9PN9NTYhlTRaiqmra2LcDiIr7ahQi/0IcsChUKBmZmruD01LM7P7Or4Or2eQrHA1NwsPe0dd/W7lSWJdDqFzbGR5mbQ63eVv19VkzQZjGSyWWRksrlsdfAzGIykMmlmFxfZ19UFKOHn/lP3EYrHGR0eqMxWN8LtcvOBX3hvdfAWgI7WtmoqB6i4lu0eiVRqA8XVbrWhVqsolcvE4nFkWSaVSmyZClwOBJhdWNj0vVWMjAwwMDSARq1hX/9hLl98bV2n7Vpk10gXJJPxdZMfk8mMgECpVKRUKuGp8dLU3EYqldxyJS/JktLlLQjIslxlrbldCpHA56tjcXEeq9WKVqtneWmBGq+PdDpNY30jE5NjNDQ0Yrc5mJuboba2nvPnzyBLEuFohEQySaGQx+lwEgqHdqShiioV9fVNDA1dp7G+gWQygVq9t9X3ngJ9bW0tfX19617r7e3la1/7GgA+n6Id4vf7qV1jJBwIBKqzfJ/PR6FQIBqNrpvVBwIB7r333k2Pq9PpNjTDAEyMD5FKxclmMnR39zA5Ncn46CA9vf1o1Sr+/stfxO9fprGpRcnRxWPIsozD6eY973ofXW2tRGLxXTnVa7UaRsfH+P4Pv8uHP/QRPFtwWA16PQ2+uj01SwXCYb79wg8xGoy89YknSa5p01apVOh064NvT3sHBp1+ndlxNBomn8thMplBKleDTCabYWB0VFHwNFvQqFSslvr0HuWetDY18dB9D6K/QynUzdBQW4vdZidRGWxzuSypZAKvt46VlaVNg0Ew6EelUjM3O4UgCPT17ufGwDWKxQJGg4lyqUzqFi9UrUZLc30DsxWu8cTMNEf29/OBd7+f6yPDVR3xVaxS1XYLr9tDZ3tHtQ4wNTeL0WCg1ldPa2MTllss5no7u2hv72R6en1DTKGwuen4wb4+5peWmF9ewh8M8vK5cxzq6+O97/wFBIQqkwwqWivIGIwmWto68fsXN3TFgtIY+J0XfrCuEL2wOEckHOLEyfvQabUUijfPRZLKTI6PKFTjLbAcWFn3e7FYbfzK+z+Iw27n6sB1Xr14kXw+x8jQ9U1XGTe/wfZY/USxWODi+dOo1Rokae9KVEcPHkavNzA1N8vS0gLRSJhLF86Sy2W3OT94/JEn0Gi1hEJBXjn7MqA075lNJpxOF6FQEJvVTiwepbWtA4vZTFtbJ4V8nkg0woG+PtLZHMFgAJ+vjv0HjmCzO9GpRBwuD5FohOOHj/J3f/83BLYYqFdRKpUYGLiGWqPGZbeTTMZ3nbJZxZ4C/X333cfo6Oi618bGxmiutGa3trbi8/l44YUXOHxYEeIqFAq89NJL/NEfKRa2R48eRaPR8MILL/Dcc88BsLy8zMDAAH/8x3+8p5OXgUBFp2Z2bo5CIc+KP0kmk+YnP/qeUuGWZaYnx6rFP1B047/6jX8CBLRabVXrWQayFb63SqWiVCohiAJSWcLlcLC4vEg6neTChVcxGowIglJsKksSGo0WqVzGZDLR0NjC3Ow0jc2tTIyPIAgKd99itVMulUgklIYtdWVV4A8GGRgZxOlwMTc7xblzZ6oB0Gg04vbsXnxLFAU6W9uq+waZjhalU3EV6rb2dcFGFAVurOk3EERRkUxAYcPIslK4jEZDGI1myqUSRpOJYHAFl8uDy13Dgd6+TaVXo/E4jz36FF/68heqabJg0I/VYquyb9bCV1uPVC4TCPgRRZHWtk6uXbvM9JTiLbD/wGG0Wg29ffspSxITYyOk0oojj8fpYm5xkVKphNmo8N73d/fQ19W1YbUoCgKH9/fjsVtZ8vtZ3qSolc3lmJocA1nGYjbTVFfPtaFBypKE2Wiiqb6e3/zIRxEQNvRMqNVqPvjeD26YrUUiIVJJZbZ79sI5xifGiEfD5AsF9nf34A8ECAT9qNrbcTtdW5pOhCLKamxmanzLmXM8HuNvP/dZEBRWiCzLiKJIqVTCH1jB46khGo8hiiqkcpl8PsfKypLiLyyqkGQJtUqNIEChUKxSEZXvK6JWq4hFw/yvv/sssiwTjoQxGo1YbQ48NV4kSUJvMJLPZdGoNQiiSDabrRp3A3i9tcgy1Vx7LBomHotWGVXt7V3odHr8/iXisQiSJNPR2YskSdWJQLFY2DT8a9QaDh48isPh4sEHHiUSi3J98AY/+tH3Nr1eazE5PYEoCAyP3fSbnp+bZh6BwcEbyMhMTIxAJRPR3dvP1MwUmXSaQ4eP88qrZ1hcmKNYLDI3P8Pxk/cTWFnGZnMQn5tBFEWmZ7dOPd6KxYVZbHYH3/j2NwiFAuR3KcC2ij0F+t/+7d/m3nvv5dOf/jTPPfcc58+f57Of/Syf/exnASVl8/GPf5xPf/rTdHZ20tnZyac//WmMRiPvf//7AbDZbHz4wx/mE5/4BC6XC6fTySc/+Un6+/urLJzdwul0k0omKqk0ZYnV3bMfg8HE9WsXkIpKdXuV0iSgUCk1ajXLSwtYbXba2w7z4Q98EEFQ0gr/47N/xcjoIFarnVAogE6nI5VKMj8/jVQuI8kyP335J6jVagRBxGqzE42EaG7tIBaNcOLYSR5+sI2ZhQXK5TJLwRA2u4Mao4VQJIIgCJy7cJ73vOs9HOjtRZZl/vJv/xr/8iJ19U1Mz0xRLBURBYGmlvZqsS9ckWZ1utwgw9zcFOVSuTqAiYJY/Z4TE+sHY5WoquqoCAg4nK7qstXhdKPXKU1GZouVRDyG3eFErzcQj0fxeutIJuMUi0X0egN2h4uAfxFJkhBFkeilC9gdLp7/8Q9RqVSo1Rq0Oh2ZdBpJkhAERbN+baCVZZn4FpRGAYGm5jYi4RA6vZ7FhTlEUeTAwaM88cjjaLVa9nX3oFGrSaZTvHT6JTLpNPX1jRzo7UWtUjE+OV41uBYEUG1CrTTo9Rze38/h/f2Uy+VN0wLzS0usBJXCvcflxuep4YETp0ilUzQ3NG5rcqISRfoqqZbNIAMnT9zD5MwMJqOR/p5eBEHgyYcexh9YYX9P79arQhkGhgaq13K7Y3g8NYiiyJOPPsnI2DCtLe0MjQxhsVgxm0wUikUevO9Bfvzij9jX20c82UUiHsFkdRCLhjnYtw+1Vs/A4DUuXVa8AVQqFSazhXtPnOLgwaN4PTUEI2HGp6ZIxkLkJYH2pmbFFUyrI5mI097aTgmRyfHhdYFe8U+VKRTKFKOFit/zze904shxXB4v3/vhdwCZUrHEu9/xborFIoGg0q38ne98fVPxOI1Wi8VqY2J2mp72DiLx+K61foZHN2pkrcoXb7jmMszPTnPi1P00NzbT39NLa1MT3/ruPzM3O4VULuNfWiASCSl9DILynCdi0S0LwrdCkhW6cTS6+7z8Wuwp0B8/fpxvfOMb/P7v/z7/6T/9J1pbW/nTP/1TPvCBD1Q/87u/+7tks1k+9rGPVRumnn/++SqHHuBP/uRPUKvVPPfcc9WGqc997nN7bqhobm6jUCjgqjzMJpOZfZ1dvHrxPC2tyjIqFguTz+fRanXo9XoO7D/EscNHWVxepKeji2gyibEislUql+nr6+dtzzzL+PQ0JoMetShSkmVkWQmgo+MjeH31PP7Qo1y+doVnHn+SL379q7zp0ce5NnCN597+C+i0Ot75zJsVuzGfj0W/n3uOHEOSJQqFAsv+ZfQ6PUaDkXJlZgKsY0MIgkhrWxe6ymrDYlkikYhSU1OLyWxBquSHE4kY+VyWlrZOZqbG1/F0BRTxJ41Wi1qtIZ1OVusLRqMJo9FMOp3ig+//ZSZmZujt7CQUCbPsX6ajuZmXz57GbLFiMlvQaDRMjA1TV9/IO9/6Tr7//Pf4tQ99mL/628/y1ONvYnRshL6uLuaWFjGZbbgdDqamxmlqauXshVdpa+9icmKUXC67bXAKBv3Y7Ip5eCadBmQOHj7Bu9/2Lvb1rHdLctkdvPMtb1+3/ZH+fg709e2J2qpSbW6M3t7cvEFIrK/z9kSvboWAkg661Wu0ub6e5h3NU2RWVpZx1uxs/ajRaFGr1RzqP8jC4gKtTc2ks1maGpvxuFwUi0Ua6+u5cv0aBr2BTC5PqVhkcnxEKViWJWLhEGvVf0vlEulUEqfbh9FoxB8M8MrZ06Qq9FhRVJFMxCgUCwiVidb09IRimnFL2mpt0BcFRWUyHo9WVUtfOvMyrW2dqFRq3B4f6VSSzrZ2HDYb41NTfO0736ShsZlEIk4sGkFGRq/T09TUyoP3Pcjhffs52LsPtVpFb0cns/NzvPjiC3smYdhsjqoh0VoIQE/PPp5981s52n8QlUpNOBqhkM9XDY3yhTxjY0OV7xvYsI+fBfZcan/LW97CW97yli3fFwSBT33qU3zqU5/a8jN6vZ7PfOYzfOYzn9nr4dfBaDIjCynK5RL5XJF8LscLS/NIZYlsJo3RaEYUVTQ1KZrV7a3tmM1mHA4nZVkmEI1uqLzrtDocDifmYJAj+/u5NjSEUatBFESMRiPFYgmPt67iDduG2+Wmrr6RjrZ2/OEw6UyGq0NDHD94kImZaYrFEqIgUC6XGJmcJJVO0b+vvxqIpufmqoYIsUi4+gDKssT05CgqtYZUZUadSiaYn51GrdGg0Sg5S6lcprOrryqRjKwU8IrFAl5vHaIo0tjUitFkplgsksmksFishENBHE43yUSMfKGAIAqkMxlKZUnhbYtqNFodarVGWQ3I0NLWiSCK6HR6GpvakGSw2R0YDEacHi/5UpmGugZyxRIWixWPx0tDXR06rZ63PHEvPxAEtAYTF8+f3lLdsFQqsbQ4x7GT9xMM+CmXS0TCIUWbaJfPxW7tBDfDrWf180o9LORzpFOpHTXUFxfn0Gl1XLx+nbnFBUoyRIJ+atw1PP/TH1Fb28DwxASRaIRCqUgkFCSdTipGHNkML/w4QTIZ35jPFmBkfJSh0SGOHTlOnc/Hd753btvz2YnyoFKp6Ontp1gs4nS5iUUjiKJIMOCnrb2b4cFrZLMZbgzeoKmxGafDzr953y9x6cZ1RsZGGB8bZnl5gd6+fj724Y/i9dRsuH82mx2r1b7nQL/V550uD2968hnuP3EKgEAoxFe+9Q3Onn1pw7VQYohpT851dws/X5yqPULhXy+RSaeQZZlisYBKVLjDZalMuVSmuaWNB+5/GJ1Wy/3HjysNHDpdVUCqUChUOwdVosiDp05hNhqxmc3odTruPXaMYqmEAKSTMc6USjxw4gRtTU001tWh1+t55tHHMOoNPHD8BFqtlu72dkRBoLmhEVmWKZfLirF1Tw/5QoGL169VeeaFYkHJ8as1hEIrxFZdcAQBsdLZGo9FKZfL1XxvoVigpsZHbV0jkxMjaLRaZeZfCZ7lchmTyYLd4UIUBQIry7jcSirDYDAiCCI13jqKhTw13jryhQKyJJPPF1gJBcmm02g1ahDEm+kDQVkKryIaCzM9P4coqjAaDGSyWdQqNfFkglKpRCAcxqDXc+H6dbL5HPPLSxRKJYrpFCqVmp72DsYnJ9BotRuKf6VikRX/EsVioaptbrlFIvj1gAwMjCg5WZ1Oi9Vs2VHfXpZhJRTcc3HsTqDk0v1k8gVisU3a6W9BWSozNz/DysoS/uVFSqUi8VSSrp5+QqEgQ4NXaWhsQaPRUlvXyMT4EKVSCVmS14nirYVeb6BYyFIqSywszGGx2rHbHfj9e8sde7116A0GSqUSK8uLFPJZHn7ocWQglc2QTiaZnhpjfm6KcChAOpPiM3/1Z5y450GaGpqYnZlgeHiQXD5XnTzNzEyRzeXu6iBduEULSgDsDhfNLR0Mjw4zPTuNze4knohz5crFTQc8GbmqSvmzxhs60F++9NomS+6b7AqH3clHPvQR+nt6N2yrqgSttQ1VgiBUHdxXOctqtRq9Tocsy2SyGRw2G4119ei02mqDkaeio1LlOVfYHMZNZpYajYbD+/uxms1ksllS6Qz9B45is1rZ19PHP3zxc8TjMUAmWWGqlEpFSuUyRoOxGmyTyQSBip/q6MgAGo2Wto4e6usaQFC4wDaLdYMxgV5vqMoQ5At5TCYz2VyOUrlctU4zmEyE43GsNjvxWBSbw0k8GiWdTlLX0MTIxDgWq52F5WUsNgcTM9Mc6ttHMBykzufl69/6Bj5fHSqVSCi4gtXmIJlMUeOtZXpqApVKRVf3PmbmZvHU+JidWc9M0RuM5HJZ2tu7KZeL7N9/kLVz62wuR2obZshWKBQKqFXqdY0whUKBV157FUmSONjXRzFfYHhinM7WVrRqNd/7yU+2NA+RJImpyVEWl5c3BENRFGlp62J+bopkQmFJlEolpZnMbCGdSiJJSmdwLpfdNJiC4o5kNlnw+uoq9yGiaDOJIlarfcfvLAoCKlHF6dM/Xff60pJitJ3JpMlk0iSTCSwWGz19/ej0BvI5RfBrK5lhn6+eRx9+gi988fMMDV7DZnOQ2+Ms2Wyy0NrehVQuI4oioYCf40eO0dbcyuWBG6wEltFq9SwtzaMLB6vbFUtFBq5fZnR4gFQqQS6XRQCMRoX5VC6VCEejJJIp9nV1EUsm0Wo0WM2793IWBAGL2bqlvaMgiBw+eoq5mUkmJ4Zpam7H5U6RzWZIxKObMnpkWb6rss17wRs60G8HATh27CQdLXszu94KZUlicGyMaDxOKp2uDgh73k9ZIhgJI8syQ+NjXB0cJJVKIqpUvHz2FdRqDfX1TUiSRDDg5/CxU0TCIfL5LI1NCpumWCqwvLTA2OggoKQ7kGVy2QxWqw2DwYDD7sTjciu2is2bi3qtYmR8jGX/Mrl0gky+gH95kVwug9vtVVI9VjudHZ3YLBbGZ6aJJROK5kgwQCQcpJDPU+N08v3nv4evronJiRFmpydIp1PIsoTZYqNcLmG12lnxLyID//ytryKjdCGqRBVUiuEatUZJNRlNBALLHD50lHuOHmN4fIKG2lr0Oh2FYpHpuXmuDg5Ug7AsK4W6YqkIslwVslO6bUWy2QzpVIqlpXkMegMNjS2V+1omGPAjSxKXr14mFFohl81id7pobmmvunhNjg/jdHnQ6Q2EgitEIpXAsybXI6qUtJZWqyOTSTM1OUq5VCIej1IsFMgX8kphXBAIhwKVArCMze5AKkvMTE9soA9qNVpEQWR6ahwExSc1mUiADNNTYzs+b7V1jVgsNubnpiiVS9Uei3K5vC5fnM/nyOdzzM4Y0et2ptnOTE9w6dqVqoTEZvnrnZBKJxkfHeSh+x9iZOIme6ipvh6T0cgDJ07y4plXkMrShlXfrceTgXQmhUFvoLGpha9+86vU1Phoa24mmUpiNBixms3YrFZ+7Zc/siNrpVAsYrU7d7S85NQ9ANwYHmJyaoK52akNTCudVkdzawfRSAhfbQO+mhq629qr3r0TMzNMz88RWFlmcXFup8t2W/hXG+gBRJWGVy9dUHJ/HZ13ZGN2t5DKpJmZm+Mf/umLipCYJLO8NK/YnCUTlaWdgN3hJF/IceXSa3hqfNTVN6FSqYjGwgxcv7xhKVkql1leXiCXy1aDi05v4NiJ+5mam90giiWDkotNJpgYHyERj1bb4RUmD/iXFrE7nIQdiib8KqVPlmRmpsdZ8S9RKChdtn/y5/8NZJl4Ir4hn5lMxhFQ5JZllFzsWukBjUYDgkC5rHCbo5EQC/MzRMIhFuZm8AcChEMB5uam0ahEZFmR5J2cnSVbmSFJ5TLJZIJ0Kkm5XMbrqwMBSsUSer0yK5QlqRpMpibXM5Oq16UizFYsFkinktjtDlraOnG6PITDQQSU3gT/0sKGfL5Wq0OtVpPNpLHaHNhsdjKZtDKQCwI6rU5Ja60sVyUqQqFAdb+bccRFUcRud+L3LxKNhkklE+Sy2V1pvdd4a4mEg9Q3NHP/Q09y/eoFlpe3b1QKrCyhUql3ZKuXyoqUwK3P4V4RDgfJ5Qukkgk0Gg1NdfUIgNvhIJXJkMnlsTucO7JN1Go1be3d7N93AIvFSqGQx+d2E43H8XpqUKtU5PJ5ZFlmf9/+ddtGolGm59cH2GgswcT8ej2p7XDxwllF9niTC1co5JkYG0IQxCrd1GK109HaVmkUVfpgtutfuFP8qw30MvDq2Zc4c/qn9O47iM9Tc1cCvdVi2WBZtxecPv8aX/nal4hGwusYMoVoGKfTTTQSQkYmHosiyxLpUorMzCQLczOAIjtsMplvasyvgVQuEwmHqvvNZjNMTYxUxczsdidarQ6D0Ugw4Gdqcox8pXFEFDcvYCYTcRbmZxBFFYVCnnwuRzabYW52EpVazYFDx1FX0l/FYpHgir+aHlFVKJ/lSvduWSqj02qpb2hGKksszE9TKpery1mF/qqobUqyhM1mp62jC61Gw8LcNAM3LmOzOZRBZwf2wk4BbScBt0KxgJxO4XLXsLQ4z/zsVLVwL0nlTQPhqjE8KDPOtbNOjVZHfX0TodAKqWQSq9VGtCJXuzqwbgpBwO3xkkoliEbDJJOJbc97LaQKZTYaVZ61tQyXraDM+HcXvBMJZQBvaGhGbzAoq4RgYNeyHKtYWvEjSRLNLW143B6KlTSWShSxWS0YTeYdA73JZEGWJAYHrwPK71+tVvPDn7yA0+niHW9+G5KkmNPcCklWVCHTmSzjM9OUy+W9uc3JMpJU3pJgIFN53uQyC/MzNDa2cOPGVaUJsJBnbnb6tt3tdot/tYEeIFF54CRJYmF5qSp1oEgTr+F1c1OCYfVVg95Ayxp9fKkyG0xn0mRyudv2Vz3Yt59vfku76Y1d25K99n1ZlqtdsKuUrdWgiCCALKPRaDGazIp6nyhUZYpVKhXpVJLlpQXUajU9fQeoq6sHWaLG6aCnZx+haBSn3b6lqqHX7SGeSuF2OBidnOCb3/oaokpF/8FjaDVa9HoD99z3SPXaabRaHrv3PrweD8FwuNqt+s1vfY1iuQwIFREzSZnp6g14anyYjCYeeehRVKJIIhGnsb6B/t59SLJMb0c7n/nLP7ttHvFeIaD4vrZ39DA2MkAun9swOIiiWF1pZTOZbTsc8/kcU2tSLdE1muQCwpYdn4V8jsmJEQIry9htDiw2O8tL81vm9Feh1Sq9DJlsuuLSpaYslXdttr56Xqs/k2qwugUykEol8frqGbxxeUv9mO0wOHAFqSwRDKj5b3/xp1V5kcWFWWLx2Laezi6XB1NF8Cu/xeqisa6Bprq6TRv61iKVTmM2mUilU4xOTlJe8xuMRyMYTWZCwRUMBmNlwFWuh9IEtjvapCzLzG2j0fR64V91oF/F4I3LjAxfr/5ttTnw+W5K2JZKReZmp2hp7azm5NRq9bpgbjAYGa7op3/nhecxVHPASv5wVV3uVqRSSUqlUtUHMpvJ3DGXVhAEDh8+TmNjC93t7YQiEU4dPoJaoyGZTnP6tbMsrqyQTiWJhFcZIUrFf3JiBJUo0tnZzYnDRwlHI9x/4pSizbIF9zwaj/9/23vTILnO897vd87pfd9m32cwM1gJkOAGkiJFSVeWTEmWbFcsRzfWvc5NXTmmIpWccmy5UtQHV0kfElfJjm3d2I5ixymzytYS+dqySVpcxQ3EDsxgMGvP3uv0vp/z5sPpOZieBRiAhMiG+lcFFND7233Oc973eZ/n/8dRrwZqCwQZGh5l+tok1UqFfDYLkoSmqnqwEuB2uSlXyggkxkYO0N3VTSQWw2GzM7cwx/ihYwwfOIjTbufo4WPIiqKblMsybpeTns4uerdIaEjAQycf4I37H+L06Td2zJx8vgCqqleJvFela23tnYyOH9ZTJ/4AqVSyocJFkWUOHz3BL3/6c/h9Pr73ox/etJV9L0Jt7Xt6AmtCGBpAdocTk2Iy9I0sZguyouxa4aHWqkZ6TJIkQm3t3HPPfYQX5sjUVwXp9AaFQr4h+AeDbVgsekAMhtoJBttAgnwux8py2Hj9bDZNPpdFAKlUkulrE5jNltvabNy8ODisLtbWVvV/2+1YbXa8SODVZb99Hg9TszMN5093Tz+9/YM3fP3jh47cNMiDXvbd09nJ6QvnaQ+FWItdf59arcbC3DQAseg6lUqFWGx3EcYPIj8Xgb5ULjWsRvP5HGtbtMw3uVCvYtkNq8VKtVrF5w9QKBUp13OkQhNUK2Vqewk4rSxTKhVYXlogl7u1ICSh166vr6005L0lScJisTI7M8VieI7HHn6Uc5cvcvTQUcrlChNXJ5idvcbY+BFyuWzDLFhTVS5dOkssFiFXLNLV1r6jc3UrxVKJ/+fvn2Vubga3x8tGMsHIyAE0VeXKpXM89PBjBINtbGwkuHD2bYqlArKskEzG+dr/+D8ButBbqVwivqG3ts/NTjE0PEZv/xCqEKi1GtX6d5POpFleXeUt9BnagyfuZXRoGJfDyRf+my/gdXuYD89xcPwIy6srLC+H8Xr9tHd2Y7VYuTp56aZpm/2Qy2U5f/Zt4//VaqNWztDIGH39Q8yGF7jwg7dZXNl5PO2X/Rq/bx1XW1sHxUIBi9W6e6DXNKDeES7LdHX3MXHlAkMj43j9uqzCoHJgx2ZjrX7BjKyvsLQ4Ty6bob2ji0AwRFuHLsWhyAohnw+TIvO3f/fXlEpFrFbrvsdhtzt0TSb0i9WJ4/fhdnsYHR5hqH+ATC5HKBAgnclgt9t1mQZJJhQI8P9+7+95+aXn7kj1iklR6Gpvx+10MTk73XCfoii65EGTclcEepfTbeiTCyHIZtO3ZaJhtVip1qo4Ha4GPff6C+tNS7ksU1cv43S66O4ZIJ/P6s5Oe9DV0wtCsLxPtcWGtwS92mIbmqbx5puvGv8/d/4dFFnB5w8iSbpwWKlUZHFhtmGDJxhsw+X21C86GaKRNWrlEs+9/BKPPvDgrt2hlXqjktvjJbK+yvDIGKPDB7h06TylchGn08VieJaFuRljNr1ZSrgaieDzeLBaLPjqloUWs4X7H3iETzz5Uc5cPM/U1Z0OObIsMzwyTnswxP/1t/83v/H5/45gIICmqfzSU59hfnGRufACsVjE+KMJgdlkIhJZveXveTf0703/7iwWa92g5nofQbFQYGryMl6fn6XVZUAyKnQ2KzosVuuuzlblUnFHoFJkua5HJFGplG/a0GME1X2sYFRV5dzZt/T3rlYJBEJUKmXi0QhdPX31Pg09FZRONzYRptMbrK4scmDsEANDuvqnEBqFYp6lpUWqdbG4GwV5n9dPKBiks7MHr8/PUP8gnZ2deF1uzk9cQZYVLBYzvd09nLl8if7ubqKJOLlcnsLaKgtLS/R0dmGzWSkWC7eVHtoPG+k01VqN7s4O0rksq5HrM3bFZMJsMr+nhuc/S5o60EtAqK0DoWlYLBYsVpsu3lS37FJrNV2jxW4nFGpHVhR8vgC1WpVrV6/Q0dmNw+k2DB58Pj+5nC4TYLHasNmub7pqmsrLL/4rVquN0bHDmM0WkMBn2TvIb5JJp+64GaWqqSQSjSmh1LYStEQiRqJej5xOp5i5NsmRoydYWAqzsBRmNxRZwelwsLQ4TyIRY21tmddf+4kxnBde+GckJL0ha8sm3MrKItF4jIMjBxoEvyrVChOXzzN+YIzPf/ZXbuhTOxcO8zdLYf727//OuHilN5LI9X0HI+UjSSzMXcNmd2BSTJjt119TlmXcTidb6/AddeE5TdOYnZ2+adORw+HUfVuB3r5BvfQzskYqlSSd2sBqtdHR2Y0Q+gUiV0+NOJxOZFmho62dgcERlpfCrK6vkstmUHLXN1VtNjtHj56gq7sHCYl8PsuF8+/oqbFCoUGldL8oioLLofd1lMplI3+diEeJRa8HsGy9RHcvJEniwNghHA4XuWwGi8XK3OyU8Rq9fQPE41GOHrmHDz/yIeaXFlmPRZmfvYaqquTyeT70+Ec4cew4G6nN40NwcXKSYwcP6ntIhQLL6ynmF8NYLBY2UikURaFaq5HNZfWcvQRvnjnDwbGDnD371i2vjvdDoVikVNbFBo+Nj3NsXLdojCWS/OjH/0ioreM9WS2+HzR1oA8G2wkEQghNQzGZqNVq9PYNMjh0gEwmzerKIlabDbvdSUdnl77jLgTxeJbB4VEi66vYHU7cbp8hgCQrJpKJGFabbYepOOgnpfkWnJjisQiR9VVsdsct5Y/1EkRtz026W0UC2jq62KjrX4dC7bS1dTI5cQF/IMTiwhyapiLLilFFA3rziSTLBINtSHV97u2fSHDdtWsTq9XG4uoqpUoZxzb541g8yg9/9A88/tDDN3S1CgUCHDx4mLfefh2EwOPxkc1mcDic2OwOenr7ScSj+H0Bnnj0Q/T1Degm0V6f8RoWs0XXq9mSmtrcyK5Uq8wsLNSt3fb5PdbtGfUV49ZvYvP1d/5ew/0D2G02ypUKs+GFXVabEn3d3Q0NPeLzX0AAiyvL+5LR3o7dZmOwrx+A9WiUF9/4KbVajbfeeIX4luaj3ahVq4bIm6j7IQN0dHYzNnaE8YPHGD941NClPzB2GJvFwvximL6BIQYHh/lP//4/YFIU5hYXqak1bFYrjvrESZIk+nt6mJqd5fjhI8yGF8jmclTVGn6vj09++Emef/UVSqkU9vpzVFXl4IFRfvzCv1CplDEpyp6VYjvGU6tRKO5Mby2vr7EevX7cVqtVo9FJV6ZVSG0kmZm9xvTUFXr6Bm64cf5BpqkD/fH7HiKZiFKtVPAHQiQSUdbXVoxa8PGDR3WXIiFIp1N4vX7jByyVCgyeetyQ5N3E6XLh3KWDTtNu78fNpFOGaBnoaQCLxXLTGYnL5SZfNwN/L9ClChwk60EmmYzX6/g1Mpk0QhMMDI3i9fpo77i+EXp18hKZdErfCDSZd+SqN9l68Le3d+knc3c38USC/l1EuiRJYo9tAQOP280jDz3C5SsXyeWyhuLl5gUzdzWDpmmkUkl+6anPcPzI0Vtqe9dljMdv4RnvDt3x7OAtPWe4f+DmD7oJPV1dfP4znwUBn3jiSWYWFoz7VE1lcmaaarVqyDhEI2tkMilWlsP6Jnv9mEklE6yuLOoVUi43VycuGibdHZ3dmBQz2XIVSZK4OjNjXFyddjujQ0MNn8nr9vALT3wYWZbpam+nr7uHjXSKSCyGJEn84pMfaQinm6vuyPoKlWqN8MIsdodDr7ipN4AIrW5etO0gmJy+xnP/9q870i6aqjZ0sK6tLhv7HbKsK9Mmk3HjMfOz000Z5KHJA70sy/T06SeCEHqH4W5nugT4A9d1vT0+Hx58t/Re2UzqtnQqNkvwYtE1qtUqtWoFdR+vk67LEbxXqJrKwhapgc2D12QyYbM5KORzWK1W2to7G/xYZUneUXFyMzaScWRZ5s133ubEEb05pVQqUqmUkesnv97YdOOZtAQcHj/EE098jInJy9smy4LVlSXKlTKVSoUf/tcfMjw4TE/n/rX7f16Q0DfEBbCRSWO3X19hCeDYwUNkMmki67pBuW9oECEEj596jHRqg6uz00ZpcrVW5erkJYrFAqqqIjSNmlojm83gcroZGDqga8QLYZyLqWyV0xcb7fNM9bz8JmaTmUOjoyQ2NqhUq7tWydRUlWgqTS6XIZ3eIBJZJRGL8vCjH0aSZKanruB0uejpHdTHXQ/6NVVlenry1oTM1J1Kk3e61v1O0tSBvlarYkU/INZWlnC5PXi2LNt3RYi6KqKKxWLVUzZu701lCr0+P6ZdTLmvvy4Nq/dcNoPL7cbr9bOyFEat6bMlTYhd3YDeC2S5ro53C/lLTVUpl4pIkoTfH9yxIetye5Alac9mkN2o1qp4vT5KpSKReByv24PH7eFrT3+NpXr5nElRjBLV3RBCsLi6wuLKKh974kl+/XO/2nB/MrXBH3/nTwzt/VQ6RXaf2t4/r0jA4dG9NfJ3Yz0Wpf3s2QZjlkq5jMftwufxsjA3zdximEqlgqqqvPbK83XDmDHDHc0f2NKoWD9HappKrbRVQ6jEm+fO6nIYezA9P08ml6ejs4fwwqxeeJHL8NorL+ivUCwgyTJzM1OYTGaO3nMfHp9f161xe99zf+hmoqkD/dbA293bv89nSdjsDuZnr9HTO2DUDG+nWCigaarRjFEsFtH2ELcCPUVjs9uxWK2EF2aZnblKd0+frq55B1ubtyLLCm6399YCvRDYLBYURXf42e5z2tHZzdXJi2g3adDZjs8XRJZlnv2Hv6O3p49f++yvcPL4CU4eP3HT56azWabn5zh76RJej4eDIyN43Y19Ch63m6f/h9/mb/7urzl7/gxCU2/JGrDF/uhsa+cTH35yx0XUaXfgsNv1Ovp0mppaQ1M1khsJzl+5gqqqzM9dY3U5zOrqEulUEpPJzNDwmCEUZrFYd0zMNE3j8tQUj5w82XB7pVrl4uQEkcgqk5fPk6+fU0KIxvNLVckX8iiy3l/gwY8kS3R19952n8N2HHYnpVLhliY/7zdNHeg3mbx8ga6ePl0fplTCYrVSq1Z1j1Hntny7pJcK3nPvAzd8TfuWZqlSsUh4YQavN8DQ8ChqrdaQ3gA9HbSJw+mkUi7tWhoJ+szbbDLv2cm3nba2jn3VKNdq1YaqAI9Ht+szpI/3wGQyceLehxo2mculEpNXLuByubFabZjN2i3NiMLhWcLhWSRJ4tiR44ay534QQjAbDlPT1D03IiVgZHCQ/+Wrv8v/9if/O2fOvcP/+d2/5Iv/7W/gcbt3XBha3D42q3XPhiMJ8Hu9xv872to4NKbvQwh0ffZisch6ZI2LkxOoqsrc7BTReBxFUXSfhEqFwaEDIEmkN5L0d+80VFFVlfDiAvOz14wgfyNUTdU3i4VgMTxPfo9CCJvNzuEjxzGZdxYFVMol45hfCs9TKOrvG2rvoFwqvWelvD8L7opA39HVjb0ux1urVbFYLKi1GpVyeWeg30alXK6LDHmpVqs7KmpqVb1rdnlxgXuOHcekKGSzGTwen17tY975FaY2kvgDoT1d5iVJwm53UKlU9rW5s99GlK2YFBPVSmVfsw6fP7jje7LabPT09nPmnTf0clOLBVWtGZUWt0K+kKOmqvs2BPF5PNx39Bg/ef01SpUyr71z2qjcGe7XnZEuTEwwMjiIy+Hg8OHjXJ26SiqT4pW33uTRBx40An2pXCYaj9PX3X1LrlMt3j26i5aethns6+Oh+x/U7xCCpdVVqvWO8TdPv8VGfU/K1tGBp+5vnM3nyeSyRONxjo4f5Fc//Vmec7mM4JvP53n77df3PIcWw3NEI6vEohF8/gBPPP4xlLpEdb5QYGbmGoFgiEwmZZjN9/T243R5kCS9U3azoezg4WOAXpmzMDe970naB4W7ItAHgtfNITZTLTaHA9s+9Gj0KhgrpVKB9dUVHn3kQ6xsaZTQ3edVVE0lnkxisjmwmPWgV61WcewS6AOBEMFgG7MzV3eVO9gUTdosV7wTmC26WfnmASkh6Q08uzxWkWXMZhMWs4Xeri5W1tepVKv09PTpFzNFoVQqIckyU5OXqFQru+pt74bfHyQaj5NKp28olbydkYEBzk9cIZZMsBaNYLVY6hLNNcIry7SHQkZp3NDAAF//3f+VcqXMkbFxrFtmn1arlY10mq6ODsymu+JwbwoEelf15amrFOuljVsre7bS2dXdIEmSL+T515deNF5JCIjG9JLQwf5BvG43o8PDRGNRTp9+4wbm6Buk66X7DoeTX/vcrxqrj5/89DXOnn0Lm81GsVg0ZKdlRaFSnqW7pw+73WmIyFUqZUT9mA+E2ggG2xoE5irlMisrYdRa7QNZl3NXHPlCCGOzE+qlWIqM0HR3J0nSO9sQ6Joo9V9CkiQUkz7LzKRTxGIRwstLDXXkgGGELcsKoVA7IO1wXNpKIBhCkmSi0TUS8eiuP3wmc2sKfzdCkWVUTUOR5bqrlEJ7ewfJRIyD44eIJRJ0d3bS2ztIWyiELEnIsoKqqaxHo5w4fISJmWl8Hi+hgJ9TJ+/nrXNn6e3sYqqtnYMHDnD6wgX6urr4xX/3Cd56522isQiRyBrxWGTPA1tCD/T/4fNfuOX8uSTL3Hf0KM+/+gqaEAz29DHU309iI4kkySQ3NrBarTjsdtYiEU4cPsJ6PKYbkm/7DEcPHkSWZFRVvWVf4haNCCEMdcmtmBRTQ2OcEILw8jLpTIbpBV3EK7FN2VJVVUrFAjVVNSQRbvbey4vzqGoNRVHw+gL77oFIp1N8+zt/YqzqypUyaq22Q/99fW0ZRTHh8frJ5XJGcI+srxqllxLs7HQX4PH69Oq0D2DuvqkD/fLiPG6PF5fbw+SV87jcHtZWlvH6fASCbRQLBdbWlunpHWB07LCe51uYIZtJk0jEGBoeZfjAuP6DL4ep1aok4jHaOzr11nVJ1zgxmczcc/wB2to7uFHxdyGfIxZd18vLKhVy2SxyPQjfDi6nm3KldNOWb3+gjUx6g3tOPECorQNJgmMHD1MsFnA6nNx79CgCePWtt5gNhxkdGkLVNOLJJIfHxrFYrQT9eufn5PQ02VyeUCDAeiyG0+FgLrzIUx/5KBPT10ilM/zWf/xPrEYiZLIZ/vlf/4np2WkSidhOdUdF4cnHnySWTGC323c0Tt0ICRjs7SPo8xPbSLIei/LoAw/Q1d5uPMZqsSDLMocOjLIejeL3ejHtMmvfvBBG4nE629uNEs+7nXK9s9a7zYaxWCoxtxgGwa6BMhaLUNySB3c4XYRC7ZTLZcLhOSamp3c8b3zkgGHG460bdtjtDqLx+PWZcDBEIKincgqFAhfO6h6zAkEysfsFWGhaw0SiWk93Vms1SpG1BvXKrcSj6xS27Clls2mmpm4+udI0DU2r7OlXAPpqZbeVyc9KWfV2kMSdyh3cQTKZDF6vl8c+9hg2ux2X001beydCCJLJOBvJOIV8juP3PqhrZksSpVKR1eVFBLqIVqVS5sDYYZxOF5VKmUQ8Sqitg0IhT2R9lb7+Iex2B/F4lGCwDYFgIxFncHjUsPhTFIW2ji7D1GNudopsJk2orYP4lrx6oZC/pTr0TUyKST/wbjBr6e8b4LFHHidXLNPX08ND996HLMucv3KF+aVFxkdGKFcqLK+tUSwWeei++7gwMUEun0OuyxsM9PTiceuWgnPhMJoQ9Hd3U63VMJtMOOx2ZsNhvG430UScgZ4+ZsLzDPX143Q4mJqZplTIc+b8GUBXToxG1nF7PHR0dPHoqQ/x2U/8ojGbFpt/1ePtXmFXAC+/8QYTM9eQJZknTz3C+MiIfl/9qC1XyiytrrKyvoYkyTx44gT2PS4omhBcnJzg+OEjH1jT73fL1rNZExqvv/OOIRO9iaqq5IsFKuUyb7/5yo6gVSmXDe0bAEUxYbFa0TSNcqlIMNTe0Ei0KUUSj0WQFYWe3gFkSUZWFHLZDB6Pt+H1JUmit3/IuADsRaVS4eKF0zesIts0e9lOuVzSV/Ob38sN36k5kdB/y4lzU6TTaTw38FVu6kB/6N5xvF4fg0OjlEtFwguzVKoVZEni2IkHsNsdXLl4lmwug9Vqo1Iu4Q+E6Osfwl3f8FleDpOvH0hCCDaS8T1n4BJ6a7/N7sBsNpPPZTGZzciSzNDImFHuufU1Qb8gmEwmqtUqqVQSp9OlG5rf5vglJALBEB6vj4cfeoxQIEAynSbo85FMpZAkiVQ6TWd7B5lclkz9s0hI+L1eMtksDoeDR07ez/krVwj4fKSzGWxWK23BIK+9+QbBQBDFZEJVVbL5PEIIfB4PuXyeqlrDZrHy4Il7uXR1ko8+9iHeOPMOXe0dyLLE6vo6r73xKgF/AK/Xz+c++RSdW2bi1VqNn54+TXsoRF9XF+4beHnGk0l+9MJzlMpljo4dZLCvFyHg4uQExVKJUqnE0vIi/kAIRZF58tSjjA3vbh8pgOXVVb3Rrkkbq4QQrEWju3ZMCyG4MDFBqXx9ozBXyDf8v+HxmiCXy9ww1SCEYH5umu7e/gaLwZqqcub0T/H5gowfPGLcLskyLpfHuHqXSyXduH4b2XR6VwXZraiqytrq0m1tfJoUE23tnQwOHWBjI8FGMkEivvv31qx0dfWSz+d4/Sev392B/hd/5dO43R4Ww3Mcv/cByuUSK0thY9aua21LVKsV3B4v/YMjLMxNEwy109nZw8pyWNevkGTdpi+ZQJZlYtF1Fhfn6OzsoVQqEgy1EVlfRZZ1MS2Xy43JbCaXyxgenBLgdnsNwa3NdmtZkjh4+B58vgCZTIrUxga1WtXwTt1UhtTqJ53T4aRWn2HpVTMaJpMJk2IyjL5lWeG+kw/hdntQNQ2bxaJb6mkaFquVcqWCqmm47XaqqkZbMMjswjwWiwWH3cHIwCCXpibxuNwUigXsNjudbW2EV5aRJRlJqGhCQjGZDNGp3VYVVrOFI+PjmBQTE9PXcDmdCE3j0OgY0UScrrZ2ook4yVQKj9uNy+Hk6MGDFItFnnvlZXq7unQd/Ztskv7jC88bjVYIQSaTxmq1MVXv0DSZzPT09nPinnv5xY989Iba4wLIZrN4mrT8UghBNJGgVqsxOTNNOnt9khJPJht+J03VyNZlI7aimEx1pUz9MZH1FRx1AbRischieHbHc3b7HIVCHkmSjOdaLFYGh0cbVksut1fPw9+gG1xWlF2bFtVajbXV5Qa7QovFimMfpboSErIsowlBakMP8hvJxF0V6EG/GE7uY0bf1Dn6fC5LuVxElvWceDIeI5/PMjikp1f6+oex2XVDi81ZRntHF5l0CrPFwtghvT0/k0pRKZfqnXxWEvEILpeHvv5B7Hb9oNp0oFJrVarVql4+uU0cymK1ophMFIt5qB9PmhBMXrlAaM9aeImx8aOYzCYuXTiDyWRGUEGqe4z2D47gcrsRmsDpclEulSkW85itVhRFobujg8RGEiEEFpOJ/p5e3jz9FnNzekNYR2c3S2urukmE04Xb5WZhcQFNVcnnsrhdblK5rNEQ47Q7aA91EInFKGzTObeYzNx37B6uzkyTymaoqXol0lokwsjgIOlMBlUIHHYbiWSSTDZLpVolm8uxElmnv7sH/5qHjUyGVCbDUH8/mhC8efYMvd3dtAdDWMxmhBCUymVsNhvX5mbp7+7m3158Hr0CQ1Cr1QiF2snns/i9fnw+Pz6Ph0997N9hMd+gexk9lnjcbmp1nZObPf5WyReLLK+t0R4M3vBxQgguTE4YE4WttxcK+V0rSeKxiKE+uuP1NI2ltTXDLL2trYP1tZVdiwHMZnNDpVohn99h/2e12rBabQwNj+7oGdnEYXdSrugpErfT2XDBLpcrFEtFnC43lWqFSqVMtVLR3aS2rZhNiklXP90W6KuVyo4SZbvNjsfnv/5ck5nhkTHd+GfL3otaqxljdzhdOJwu+gaur/Qiayu6gcge2k13G009oz/x0HE9yFcrhqWePkuue+bUg+Xxex/E5fboXbASqDWV2uZz0Mu+Lp5/m1w2y9j4EcrlErHYOi63h1QyQf/AMAsLszgcToqFfN2v9dZU7La6+JjNZsSmSJqk63xsvp7ZZMZitZLaSPLIhz6Cy+WhWimzvr5q7PQHQ+0cOXIcSZI4ODKC2WTC5/WRzWV54ZWXyOdzFIsFevsGyWbSurF1PEKlXMZssXD50jlGRsbweH1YbXbsjsYZ0vLiPIG601ChkCcUbKNSq+J2uvB5PCyuLFOrqfUaY4GiKEiSjEBgs1rp7ewy6qTtNit2q43e7m5UVeWeQ4dZXFnm+Zf+jf/8G/89Fyau4PN6cDmd2K02wivLhAJB1qIRHjpxL2+cPYOERCyZwGm309XRaZzPDrudvm5dMO3spYscPXiISCzKYG/fTX+PYrnMwuIiBw8ceE/r6yuVKnOLYdZiUUL+ACaTiUg8xtWZnc1zuyqBaoL1teWGYFiplAnPz1AqlfZ9zO1lGeh0OOnuvS6UpmkaC/PTO/L0fn+Q/oFhgqE2tkbgtdUlo+Z8K488/AjBLVIHG+kUG9ks+WyWaGSN4dFx1JrK+tqycRHTNJVMOs3S0k5rPafTxeDQgX0pVMqyTGdXL7Issxieo1QqUCnfLIALUqmNW/a3/aCx3xl9Uwf6z//Hf08sukY0uo6EPnuWqC9NXW4KhTyVSgVZlunrH+LQ4eNG3m/ySqPIkqqpyJJE38Awfn8IVdVTP/FYBLvDQaVcplqtUqmXZb2bJeCxe07qDUiaVp/NtG25V2Lq6iU2kgn8/iA2u4PF8Kxh4q0oJoZHxnjwwUeMJqBILIbVbOKnb75uGElEo+s4HA5CbR0shufp7u5loH+A8xfOYjZbeOzUY0TicVRVxWm3E00kyGZS+AMhhvp6MZvMzC2G8Xm8RrpA0zSCPi9vn34TSZZp7+iqVyloeD1eo9xUkmTaQyHiiQTDAwPML4YZ7h9AAA/dex9nL12kXCrwscc/gqqpKHUFUSEEal2a+dW33yLo9zM9P0+xWMRms3FgcJDujs5dTd7PXbnM+PAIV2dnue/o0X39DmrdB1hRlPd8c1bTNJAk1qNRcvk8uT26Oa/Ozhp15qAH52q1ihCCleWwYQJfrVTI5TJk0qldKz70Xo+bV3dtpjRA3zuSZNmwHNyko7Nbl8OQJOQtxik1tcbqyiJ2uwO3x9fwHEWWQZKIRdfJ1gsgenoHcLk9zE5PGuKDWykWCqzXvYN3+5zdPX11qXBp1/Seqqo7qn80VaNUKjatbvyt8nORullZWqRcKeL3BfD5g0Qja1htdo4eu5fZ2SlkWaFQyNPZ2UNHZzcL89MshueoVMpomorVZkeSJKPTThOCxYVZJCT6B4aJxyPY7XbsdgexyBqqpuGsl5ptr7/dD3a7A6vVhqfehZvNJvF4fMiKrnvt8weIRyNk0ily2Qy5XMYwJZcAi9XG8RP3MzoyxsLiAvFEnEq1ihAa4flZstk0xVKRjWScdGoDs9lCPpdjfn6aYiFPMhmnu2cAk9lEeHmZqlpjuK+fQrFIeyjEPYcOkUgmmF1YwOf1UchlmZ25hsvtwevzc+XSWex2B3Oz17DWm69kRcFkMtMeCpHP5+nq6qa3qwuvx4OmaZy7eJ5MNkOlVuMTTzzJ6fPnmF6Y576jx5AkGrplJUnCVO9rODw6yvkrE8STSRx18TOzyURwy7J9KwcPjJLNZjl2cP8ywIoss7S6isVi2fXi8W6QZRkBtAWDhs680+HYYUp/ZGy8oXtZU1UuT01Rq9U4PDpqXEhXIxHS2Syapu4aGJOJGIvhuYZUh7xpHl/H6XARbLu+Kd7e3rWrCKDJZGJjI7Fj5h5dXaNQyFMqFklvM7XZRK3VjAtOODyLoiioqsrsTGO5ogR0dvXS3z+EEIJEItZQXSMQrKwsYjab6esforu7b4cO0/raMovhuTtiQnK30dSB/ujxkywvzTE0PEY8ts7GRoJsNsXbb71KuVTE6wvoFS9mM9lMmrnZa9z/wKOcfed1bDY7breXaHRNN6KQZdrbu4jF1llYmCGZjHH4yAkSiRgz05NGsM3nc7rxhdW2L9/KzdOsraOLA6OHcDpdRkPW1rxksZCnkM+xGJ5rqMe12+wEgm1YrTY+89RneP7FF5i8eoWrVy/jcDjp6u4DhF5ZsJFo2AeoVCvMzV0DYHV1ibXVJRLxKB2dPVitNoKhdtaiUSyKTL5UplopMTYyhtfj5eLkBIVCkYX5GRxOF3a7g0wmRTweRRMaxVKRa9cmMJvMSLLEzPQkaq3GAw89Rq5QYKivj77ubkrFPOa6cFwkHmN1fY3o+hoHf+lzxhK+UDeEcdjtIOmJt862dkaHimRyWSR0KYMDg0PGhWA7QhOsRiK032LA7unqolatNYiPvldsygNLkkS+UGB6YZ7RwSFjjBIYxitr0QjZvD7r9/u8FAsFNpJ5ioUCV65do1QuUa3VEEKwMD+zqy9ArVZtGENnV6+u6Orx4nJ7URSFcqlIpaLnzCuVMuVySd+/2obb5TVkRYzb3B7mZq8Ri66haTJOl6uhO3Q3NkscTSZzvRS5EU3TiMcie0prqDWVtdVl1ld3n6HfjiTHzyNNHegVRUaSZGauTZDP5xgYHCEaWcNkNrMU1i8AiXiETH32cWD0EOvrK1QqFUrlEv0DI4yMHmRlOUwiFsXpdOF0HqBarTI0osusyrKiC4NtJBkcHuXShXco5PM3TN24nG6KpQKBQAh/IEQul2H84LEGx6patcrZd96gr38Yr8/PzPTkrjMTm92Ozx9A0wT/9ON/ZHFxwSg3KxTyu0os7IUA1tdXWV9fxe324nS5cNidrK4u6eWflQpWq41QeweR9VU0TUNVa2RzO09mRVEIBNp29I+trCySTMapVMqMDg1z//H7eP3MOwgEV2dmuHDhDIFAkP/6kxeM/oNavW3cbDIx1NdHZ3sHPR0dABRLRfq6e1haXWU9GjWUD7dTrlTYyKQJryzjsDto26fcgixJKIrC1OwMIwODd0QmwaQoeN1uzCYTiysrIEn0dnYZuisALocLyxZhrarTpbtLFUv09zUqsx49dISjBw/irAfiSCzKa6ff3pG6UVWVZCJGqVQkkYgTDLaRqxcw9NTz9CaTmWQihtliYe0mBufVWpVCPkcw1M5GMk5lj7LN7fT2D+FyuXE63cbVNJtOUywVGkx5dkMTtyam12J3mjpH//Tv/s/YHXZKxSLRyCrtHV1kM2lWV5cQQtDXN4RiMlEulViYn0ZRFPoHR7h29XJ9t36c9k59RpdMxKjVqmTSKcbGjyDXZ46VcpnVlUV8/mBdCW+OTCZlzGQURWFoaJTwwqxRUnnvfQ9htzt3GKHEoxFC7XoAW19d4cL5txGaht3uNJTxmoXxg0cZHhnf9zS4LRDk6Pg43/mr/1Lv3pUINOxNXMekKHz2458gvLjA3//j/8fg8IGG+6Prq6wsh3nqk5/hyPghLk1dpau9nctTUwS8Xk6dvJ/u+oViv+QLBaq1Gr4b5DnfC1RNIxKLUa3VCPh8dT/bd0cqk6FQLNbr6K8YdfOqppLeplxqNluMHhKoywJfvkCqLirW1z+Efdtnsltt1NQapVJJ9z+uo9fYX9MNdWrVm87ub4bd7mjwaQa9sm5rZYzFYm2QS9A0jUw61bTOT++Wn4sc/aXz72Aym6hWyvT0DbK0uIDNZiMQCLG0OM/i4hzJRIzh4XGGhsd0LQ5Joqu7j5HRg2iqSi6bIRGPsr66zKGjJ3C7PUaQB/2LnLp62ciLWq02NE3DuqljL0msr69itdkx1Uy0dXRhtdrw+rfkkuum0Ta7Xd/IrVVxOl2Mjh1mdmbqAxPkJcDr9eNx6ydSR2cPmiSTiEeJx/SVQ7GQx+Px0t3Tb5R2VCplLDeoXVertXoJKLS3teNyuTDb9hacq6kq5yeuoKARCrUTj0Z0I3ZfkIX5afK5LHa7k/6ePmYW5hkbGjLUMT986hFDzuFW2Oz+rdZq+14N3A6KLNPd0YEQglQmY+jGvJuVhM/jMS5Qt9MI9vHHnyCRSu15v9PhoFqrUqnsXQtfrVbY2LI/sB6NsrBy8w1RtabS2d5Ob1cX+VKZSCLZUNabTm2Qy6a5fOmcoTm11UPCHwiSy6ZRb9Pqczt2m51arbbDdnArvXUfi2h0nWIhd9sSJz9LmjrQR2NrRlt9Lpelo7ObRDxKaiOJxWpFlhW83gA+f0DviqvpYkgerx4IstmMbhBud/Dgqcep1VSSiShury5BnM1kmJudul4KiV4KqZj0lI7QNHr7h+jrHwQgHotisViwWG1sJBO6PZ/NRijUQXhhhmR9+ZxIRMlm9NnPB2kmEgi28dv/+cuMDg1z+eoE8eQGy+trtLd3AYJyuczMtQlGRg8ZaSghhOEBsBfxeITB/gGKpSIPP/QIqqYxFw5TrXsGbEeSJGYWFmgPhXji0ceYuHaN7o4Ogn4/p+6/H4fNjixJSJLEYF8/c+EFEqkUfXXZhttBkiRGBgaZDS8AujH5nZJJqFSrVKpVzGYzyVSKQrGASTHh3+ppYLM3iITdiHKlctNxm02mPY3YPW630Vsgwe0Lvw2PGP8UYn/HdqlUYmpujkQySTAQoqYJ2MCoDHI5nKhqJy6nq6G3YHlpgXw+x/rqEj6f31jRAPT2DZLaSOxrk3ZTbXKzocvnD1KplMnfwK2sVqtiNlvw+fyUy8X3PNBbrVZda2sXKuXSbRmeNHWgt9scCOpu9Qg0TTMqbLq6+7BsKfdzuT1k0im8Pj+Kog/b6/Xj9foQQj/Rs5kE2WyGWq2Gzx/gwvnT5HIZFFnB4/WSSaeM0jNFUahUKnrZmCSRy2TweH3kshlsdhm1VmNmepKOjm5jedk/MER4YRan022oV3o8XhwOF+t1v873k2q1wt//8B9oa+swRMoCgTZDkvna1GWOHL23Ya9BkiXcW4wndiD0VdHpM28zcXVCryKqV5Jks2kS8W0NQJK+ajr16JM47XbuPXKUwd4+nnvlZYL+AKl0ihOHjzTMgMeGhxFC1FU5dz9B9oMk6fLIM+EFZEm6rZWBEMLwV93k6uwM2WzWCESTU5NMTU81PEd/fz2we31+HnnoFNZdzDC2otQ3elfW10nexFwm6A9wdGycwb69ewzKlTLFUpnERpJDB0bfVX+Bbte68/lC0JCKURSFQwcOoGoaqqoSS+pm8ibFhM1qYXxkZIeF5/WmuhKFYgmv283U7IzRUT4bXiCTyxnSDpIkc3h0rMGjdpNsJq0bzNcLINo7uhr6SjRNM/aQQF/E1lSVN06/RSwWYdg1TrlUZDE89544TklAMNTRsF8TDLXh9emrzMsXz5LJpAwlzX2/bjPn6J/61U8bB4HFYjEahDKZNHa7g/bO60410cgaVosVr7++LBf6jxiLrlGo2wYuLc7jcnkoFQsgSeRzWV03Hl12wOnS0y2htg5kRQEBqY2E0a1pMptxuz3119VVLC9fPKu/nRDIilyXTZaMVJAsy8iS/L63Zm/6at57Ut9fkGQJBPoKKaV33mqqSv/gsCHFsC+E4Kev/gRFUbj35MMUiwWuXb3MxkZi1zJBRVEYGBjBYrUxMDhMR1s7BwYHEQKOjI0RTybvuE5NLp9nfmmJI2Nje144ViLrJDdSxv83JxrlcoVX3/xpPYDogadSrbKyHKZYd8tSVdXoYN2O1+OjUMzjdLoJten7DPrxt/NzdPf0G54L6Y2kkY+32R14fX5Wt22uKoqM1+OlvbO7IQhv/g4HDxzAZrVSq9WMQCNJEmPDww0a/3shhNAnBHOzaNtTKZI+BlXVuHLtKrUtsuKa0HQlTQSVSoVcLstieI7I2gpOp4u+/qGGTf/7jh1nYEuXq6LIjA2P1IsnZKrV6o6gazWbQZKYX1wkf6PN3XpcMJlMjI+MkM5mWVheolAsMhcO1x8iqFSqxopFaMJYYWynXC4SWbs+ifN4ffj8OyvDNE1ldXmRWq1qVIAZ/Q4mM719g8iyTC6XIbq+qlcB1nsgLp+ZvLsbpg7dO27UYUuyjNPp4sDoIYrFAg6Hk47OnsYnSpDLZHRHmVyW1ZVFXalvj5PObDZjNlswmy243B4kYGhkzFgdWCxWrlw6i6fehu8PhFhbXa7nDTMsL4WJx9Y/QMmZvfH7g1gsFu458QAbGwldZ0fTWFqcI5XawOVy8+DDj+8qULWVaqVCrVYzrBjzuSxvvfEKtWoFi9VWT/UUb/qdSJLE4098HIfLhcvuoKOtncHeXiRJwuvx0BEK3THTFoDzE1colkq6GuguM9tSpaKL1GUyRONxMtksV+dmAP07qFYrLMxNG7PMTdIbyR22dsFQh/G9mkwm1FoNWVGMXLTFbGFgqHFDejubG6L6vytE11eZnp5seIyEPmP1eP2GPo2qqrt2xm7icrnp7xvEbrcTbOvAat3j9xeC1dUllhbnicV2yi5YLFYGBkd2XSWsriw2pFlu5mSmyEpDqlBCwunQe2L6B0d2fMbNd7Ta7Dicbmo38H6ulMuEF2Zpa+ugt7ff+Lyqqu6QBGlgl0NxoLcXs8lEpVyiWlNZWF5EUUyYzGZKxWKDhIoQgmKxwMLcNNVaFa/Xz30nHwYgHo8aukKqqlKplA15lGq5zH/59v9xd2/GBoNtBAIho1RMkiUcDhf5XJZIZBV1ZZFSsUC1WsVkNtPW3sn5s28ZV16/P4jd7mAjGTekE4KhNqrVKrIsY7Xpeh8HRg/tyEHbbHbMZjNHjt1HKqU3PpnMZvoGhsjnsnqVDgDitqwAf5aYzWacLjcrSwu8/tpPKBWL9U5hGVM9PdDXN3TTIA/1bsvNk1kIlhbnje7O2y2T6+vpwet2GzOxaq1muBetrDSKXr1XqJrGwsIsb595G2WXNnxVrZFJp7A73Q2651tpa+8EJPyBIOVyCafLTblUorotiNkdDhSTiVwmo+sk7cLa6hLzc9f25eyl1mq7fiYBRCJrRCL7N8l2e7zUNI1YIk6+WNwzf7+0OK83U5VKu+67FIsFLl54Z9/veyNUTd1xLG0WNES3pALNJjNenx+fP6j3r1jtNwzyoB+/Pl+AarXC/PzMvj/TyvKirgRqIHHJrad4e3oHcDicZLIZQ6ZldvrqDaXLc7kMa2vLdc9m664rqlw2ve8+gqae0W+WV24ll82S2kjg8Xj13HgmzZXL5wB9R71ULiGEqNf1uvQuv0wKt8vDoaPHCQRC1Go1ZEmmWq3oaYptk5Cl8JwhkCQ0QaVcwmqz170nM1y7ehm7w1k/8G8tl/azoqOjmyc+9GF+8tILxkyhWJeM2LrCkSWJoZExrFYbHZ3dt5S2UWsqr7z4L/tqLNuOBHi8/ptuDGaz6Zsas7zfeDw+KpWyMYvei3w+Z1wUW7y3WC1Ww6Ckp7cfq83O/Oy1HatCRTHR2z+I1WqlVCxy5fK5PY8vi8VqGKyoqko2k/qZr95/LsorN3NYak2lWMyzkUywvLSgG36XS9sCllzXxtB/ilwuS7FY0LU/6pu1QtPzXpuaLXsF6UCgrd65GCcYakdVVVZX9BlXPp/Vg+YHNMBLSBw+eoLunj7OXThHLpelVCricDiRt87G6zicbhwOJ9HoOr19g4CuURKLrtHXP7xnA5Oet5zfdXa3HwTs2WbfbGTqUsEf1Iv+zwPlSplyUl/5bVfE3I7fH8Dt6sVqsXHPiQeM27fPwmVZRpEVzGYLsvzBlj9u6kAPeg54YW6aTCbN4SPHcXu8LC3uVMOzWK0EQ+2sLIeN29xuDx2dPeRyWUZHDyGAlaUFhIBQWzuKSaFUalwi5nJZ1laW9DxoZA2vz4/T6Sayvkow1EapVNwz3/lBwOv1EQiEyGbSLC0tUCoVMZl0oTRNE8xMT8CWj9/e3snS4gIOp5NqVc89X7rwDg6Hk1KpuKezYqVS4drUlTtSY+zz+esln9epqSrh+WnMFustV4sEg20Nsr3bEQhWl5ew2+0sbzl+bhcJDJ2lG1EulW7oLtbizjB9bYLZmat0dPY0bIKXt12oNy/c+cLepZgfFJoydZNOp/H5fHzic0/hcrqoVWsUSwU2NuLkctldN+kkgLpC4tbbJFmGutY8YOzW7+UrKgRNffJtVtf4fAEWF/X2867OXo7ccy9rK0tMXDnfsPyU6vLPSJLxnWia/n3dKE4J2Fc++XbHsP332bQn7OrpY2Rk3NDX2YuVpQXjBJUl+YZBVyBYW16iptaM394kmxgcGW1QdwS9dDCXSZPciO8Yv8Wsb0gqikJXdx+yonB0bAxHfeM6vLRMJLE52xS8/earTS+j2+LOoqoq1y7OkEql8N6gzLkpA/3y8jJ9N6gHbtGiRYufJ5aWlujt7d3z/qYM9JqmMTU1xeHDh1laWrrhJkQzkclk6Ovru6vGBK1xNRN345jg7h2XEIJsNkt3d/cNmwWbMkcvyzI9PXqNvMfjuat+OLg7xwStcTUTd+OY4O4c141SNpvcfr94ixYtWrRoClqBvkWLFi3ucpo20FutVp555pl9aXA0C3fjmKA1rmbibhwT3L3j2i9NuRnbokWLFi32T9PO6Fu0aNGixf5oBfoWLVq0uMtpBfoWLVq0uMtpBfoWLVq0uMtpBfoWLVq0uMtpykD/Z3/2ZwwNDWGz2Th58iSvvvrq+/2Rbsgrr7zCpz/9abq7u5EkiR/+8IcN9wsh+MY3vkF3dzd2u50Pf/jDXLlypeEx5XKZL3/5y4RCIZxOJ5/5zGdYXl7+GY6ikW9+85s88MADuN1u2tvb+exnP8vU1FTDY5pxXH/+53/OPffcY3RQnjp1ih//+MfG/c04pu1885vfRJIkvvrVrxq3NeO4vvGNb9TF9a7/6dxiM9mMY7pjiCbj2WefFWazWfzFX/yFmJiYEF/5yleE0+kU4XD4/f5oe/LP//zP4g/+4A/E9773PQGIH/zgBw33f+tb3xJut1t873vfE5cuXRK/9mu/Jrq6ukQmkzEe86UvfUn09PSI559/Xpw9e1Y8+eST4vjx46JWq/2MR6PzC7/wC+K73/2uuHz5sjh//rx46qmnRH9/v8jlcsZjmnFcP/rRj8Q//dM/iampKTE1NSW+/vWvC7PZLC5fvty0Y9rK22+/LQYHB8U999wjvvKVrxi3N+O4nnnmGXHkyBGxtrZm/IlGo8b9zTimO0XTBfoHH3xQfOlLX2q47eDBg+L3fu/33qdPdGtsD/SaponOzk7xrW99y7itVCoJr9crvvOd7wghhEilUsJsNotnn33WeMzKyoqQZVn8y7/8y8/ss9+IaDQqAPHyyy8LIe6ecQkhhN/vF3/5l3/Z9GPKZrNidHRUPP/88+KJJ54wAn2zjuuZZ54Rx48f3/W+Zh3TnaKpUjeVSoUzZ87w8Y9/vOH2j3/847z++uvv06d6d8zPz7O+vt4wJqvVyhNPPGGM6cyZM1Sr1YbHdHd3c/To0Q/MuNNpXTc9EAgAd8e4VFXl2WefJZ/Pc+rUqaYf02//9m/z1FNP8bGPfazh9mYe1/T0NN3d3QwNDfH5z3+euTndY6GZx3QnaCr1yng8jqqqdHR0NNze0dHB+vr6+/Sp3h2bn3u3MYXDYeMxFosFv9+/4zEfhHELIfja177GY489xtGjR4HmHtelS5c4deoUpVIJl8vFD37wAw4fPmyc/M04pmeffZazZ89y+vTpHfc162/10EMP8Td/8zeMjY0RiUT4wz/8Qx555BGuXLnStGO6UzRVoN9kuxuQ2OIQ1azczpg+KON++umnuXjxIq+99tqO+5pxXOPj45w/f55UKsX3vvc9vvjFL/Lyyy8b9zfbmJaWlvjKV77Cc889h81m2/NxzTauT37yk8a/jx07xqlTpxgZGeGv//qvefjhh4HmG9OdoqlSN6FQCEVRdlxto9Hojit3s7BZJXCjMXV2dlKpVNjY2NjzMe8XX/7yl/nRj37Eiy++2OBw08zjslgsHDhwgPvvv59vfvObHD9+nG9/+9tNO6YzZ84QjUY5efIkJpMJk8nEyy+/zB//8R9jMpmMz9Vs49qO0+nk2LFjTE9PN+1vdadoqkBvsVg4efIkzz//fMPtzz//PI888sj79KneHUNDQ3R2djaMqVKp8PLLLxtjOnnyJGazueExa2trXL58+X0btxCCp59+mu9///v85Cc/YWhoqOH+Zh3XbgghKJfLTTumj370o1y6dInz588bf+6//36+8IUvcP78eYaHh5tyXNspl8tMTk7S1dXVtL/VHeP92AF+N2yWV/7VX/2VmJiYEF/96leF0+kUCwsL7/dH25NsNivOnTsnzp07JwDxR3/0R+LcuXNGSei3vvUt4fV6xfe//31x6dIl8eu//uu7loH19vaKF154QZw9e1Z85CMfeV/LwH7rt35LeL1e8dJLLzWUtxUKBeMxzTiu3//93xevvPKKmJ+fFxcvXhRf//rXhSzL4rnnnmvaMe3G1qobIZpzXL/zO78jXnrpJTE3NyfefPNN8alPfUq43W4jFjTjmO4UTRfohRDiT//0T8XAwICwWCzivvvuM0r6Pqi8+OKLAtjx54tf/KIQQi8Fe+aZZ0RnZ6ewWq3i8ccfF5cuXWp4jWKxKJ5++mkRCASE3W4Xn/rUp8Ti4uL7MBqd3cYDiO9+97vGY5pxXL/5m79pHFttbW3iox/9qBHkhWjOMe3G9kDfjOParIs3m82iu7tb/PIv/7K4cuWKcX8zjulO0dKjb9GiRYu7nKbK0bdo0aJFi1unFehbtGjR4i6nFehbtGjR4i6nFehbtGjR4i6nFehbtGjR4i6nFehbtGjR4i6nFehbtGjR4i6nFehbtGjR4i6nFehbtGjR4i6nFehbtGjR4i6nFehbtGjR4i7n/wfFD4jg8kvLSAAAAABJRU5ErkJggg==",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
diff --git a/lecture_material/25-unsupervised-recap/25_dendrogram_001.ipynb b/lecture_material/25-unsupervised-recap/25_dendrogram_001.ipynb
index 79323af..7da3991 100644
--- a/lecture_material/25-unsupervised-recap/25_dendrogram_001.ipynb
+++ b/lecture_material/25-unsupervised-recap/25_dendrogram_001.ipynb
@@ -40,6 +40,17 @@
     "df.plot.scatter(x=\"x\",y=\"y\", c=df[\"color\"], vmin=-1)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6c26f089-a258-4106-8846-7365af8999b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km = KMeans(n_clusters=2).fit(df[[\"x\",\"y\"]])\n",
+    "km.cluster_centers_"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -94,10 +105,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fbb90f28-b8eb-4699-b4c1-41749f28b169",
+   "id": "de8f3046",
    "metadata": {},
    "source": [
-    "## Dendrogram"
+    "## Clustering Counties (Agglomerative)"
    ]
   },
   {
@@ -120,14 +131,6 @@
     "df.head()"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "de8f3046",
-   "metadata": {},
-   "source": [
-    "## Clustering Counties (Agglomerative)"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -276,7 +279,7 @@
    "id": "3406545f",
    "metadata": {},
    "source": [
-    "### Linkage Matrix => Dendrogram"
+    "## Linkage Matrix"
    ]
   },
   {
@@ -327,6 +330,14 @@
     "linkage"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "166d2aad-3142-455d-991c-605054bc0895",
+   "metadata": {},
+   "source": [
+    "## Dendrogram"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -340,12 +351,55 @@
     "None"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1a403a0e-6c6f-401e-9449-601a0dc8b5d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0d12e7a4-aeb6-4ae4-a363-e374dfc981af",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# set NAME as index\n",
+    "df1= df.set_index(\"NAME\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b969b8d3-cec8-4dfd-8754-fbcb78ab5832",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compare the last two counties in the dendrogram to see the similarity between them\n",
+    "df1.loc[[\"Wood County\", \"Marquette County\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ca625cf2-4621-4097-a55e-b86fcbafe155",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compare the last two counties in the dendrogram with the first county to see their dissimilarity with the first county\n",
+    "df1.loc[[\"Wood County\", \"Marquette County\", \"Bayfield County\"]]"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "14a94f28-b3c7-4246-82f0-ef048d7c1c21",
    "metadata": {},
    "source": [
-    "## Part 2: redraw an image more simply, using only 4 colors"
+    "## Redraw an image more simply, using only 4 colors"
    ]
   },
   {
diff --git a/lecture_material/25-unsupervised-recap/25_dendrogram_002.ipynb b/lecture_material/25-unsupervised-recap/25_dendrogram_002.ipynb
index 79323af..7da3991 100644
--- a/lecture_material/25-unsupervised-recap/25_dendrogram_002.ipynb
+++ b/lecture_material/25-unsupervised-recap/25_dendrogram_002.ipynb
@@ -40,6 +40,17 @@
     "df.plot.scatter(x=\"x\",y=\"y\", c=df[\"color\"], vmin=-1)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6c26f089-a258-4106-8846-7365af8999b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km = KMeans(n_clusters=2).fit(df[[\"x\",\"y\"]])\n",
+    "km.cluster_centers_"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -94,10 +105,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fbb90f28-b8eb-4699-b4c1-41749f28b169",
+   "id": "de8f3046",
    "metadata": {},
    "source": [
-    "## Dendrogram"
+    "## Clustering Counties (Agglomerative)"
    ]
   },
   {
@@ -120,14 +131,6 @@
     "df.head()"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "de8f3046",
-   "metadata": {},
-   "source": [
-    "## Clustering Counties (Agglomerative)"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -276,7 +279,7 @@
    "id": "3406545f",
    "metadata": {},
    "source": [
-    "### Linkage Matrix => Dendrogram"
+    "## Linkage Matrix"
    ]
   },
   {
@@ -327,6 +330,14 @@
     "linkage"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "166d2aad-3142-455d-991c-605054bc0895",
+   "metadata": {},
+   "source": [
+    "## Dendrogram"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -340,12 +351,55 @@
     "None"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1a403a0e-6c6f-401e-9449-601a0dc8b5d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0d12e7a4-aeb6-4ae4-a363-e374dfc981af",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# set NAME as index\n",
+    "df1= df.set_index(\"NAME\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b969b8d3-cec8-4dfd-8754-fbcb78ab5832",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compare the last two counties in the dendrogram to see the similarity between them\n",
+    "df1.loc[[\"Wood County\", \"Marquette County\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ca625cf2-4621-4097-a55e-b86fcbafe155",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compare the last two counties in the dendrogram with the first county to see their dissimilarity with the first county\n",
+    "df1.loc[[\"Wood County\", \"Marquette County\", \"Bayfield County\"]]"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "14a94f28-b3c7-4246-82f0-ef048d7c1c21",
    "metadata": {},
    "source": [
-    "## Part 2: redraw an image more simply, using only 4 colors"
+    "## Redraw an image more simply, using only 4 colors"
    ]
   },
   {
diff --git a/lecture_material/26-parallelism/26-parallelism.ipynb b/lecture_material/26-parallelism/26-parallelism.ipynb
new file mode 100644
index 0000000..59d494c
--- /dev/null
+++ b/lecture_material/26-parallelism/26-parallelism.ipynb
@@ -0,0 +1,453 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "5f200a84-798b-4634-bc32-67645d94aa8a",
+   "metadata": {},
+   "source": [
+    "# Thread"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9c2567f0-5e30-4c25-8d9d-65d8e8b648b8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A 3\n",
+      "A 2\n",
+      "A 1\n",
+      "B 5\n",
+      "B 4\n",
+      "B 3\n",
+      "B 2\n",
+      "B 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "import time\n",
+    "\n",
+    "# no threads\n",
+    "\n",
+    "def f(name, n):\n",
+    "    for i in range(n):\n",
+    "        print(name, n-i)\n",
+    "        time.sleep(1)\n",
+    "\n",
+    "# takes 8 seconds to run\n",
+    "f(\"A\", 3)\n",
+    "f(\"B\", 5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "358d5e73-8b34-4440-82b6-184bd6ede511",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A 3\n",
+      "B 5\n",
+      "A 2\n",
+      "B 4\n",
+      "A 1\n",
+      "B 3\n",
+      "B 2\n",
+      "B 1\n",
+      "done\n"
+     ]
+    }
+   ],
+   "source": [
+    "# with threads\n",
+    "\n",
+    "from threading import Thread\n",
+    "\n",
+    "# takes 5 seconds to run \n",
+    "t1 = Thread(target=f, args=(\"A\", 3))\n",
+    "t2 = Thread(target=f, args=(\"B\", 5))\n",
+    "# start both threads\n",
+    "t1.start()\n",
+    "t2.start()\n",
+    "# join together when both finished\n",
+    "t1.join()\n",
+    "t2.join()\n",
+    "\n",
+    "print(\"done\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "606cd963-c3c2-412a-9ac5-4cde728f07b4",
+   "metadata": {},
+   "source": [
+    "# Process"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "62844d4c-95ee-4a67-a858-a8cae3bdd2e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def double(x):\n",
+    "    return x * 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "202b7116-0ce3-4306-b8fc-4ef8a3265753",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[14, 16, 18]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# map function apply the double function on each element of the list\n",
+    "# similar termiology with the \"apply\" function of pandas\n",
+    "list(map(double, [7,8,9]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "76250849-4a97-46ec-87c5-8d1a957c6cbf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# a pool of available processes\n",
+    "from multiprocessing import Pool"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "78358efa-d65b-4085-b725-10a0c63c5d82",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[14, 16, 18]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# use the with keyword\n",
+    "with Pool() as p:\n",
+    "    # this is probably a bad idea: it is much slower to create processes than multiply by 2\n",
+    "    # why? need to take extra time to create copies of the current process and wait all the processes to return the results\n",
+    "    results = p.map(double, [7,8,9])\n",
+    "results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a51c9345-58c1-4e6f-b327-8d18da2e9c14",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'<html><body>\\n<h1>Node: 2</h1>\\n<h3>Children:</h3>\\n<ul>\\n<li><a href=\"0.html\">0</a><li><a href=\"1.html\">1</a></ul>\\n</body></html>\\n'"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# a good untilization of multiprocessing\n",
+    "# create different processes to scrape different web pages\n",
+    "\n",
+    "# 17 pages in total \n",
+    "import requests\n",
+    "\n",
+    "def get_page(page_num):\n",
+    "    url = f\"https://cs320.cs.wisc.edu/crawl/practice7/{page_num}.html\"\n",
+    "    r = requests.get(url)\n",
+    "    r.raise_for_status()\n",
+    "    return r.text\n",
+    "\n",
+    "get_page(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "9bf4f34a-26f1-4b27-aa0b-41aaff723836",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1318.3391094207764\n"
+     ]
+    }
+   ],
+   "source": [
+    "# your VM has two CPUs\n",
+    "t0 = time.time()\n",
+    "with Pool() as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "t1 = time.time()\n",
+    "print((t1-t0) * 1000) # how it takes to scrape all 17 pages in ms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "abf28b02-2d1c-4a2e-aaa0-497b96b3cb77",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1832.8018188476562\n"
+     ]
+    }
+   ],
+   "source": [
+    "# gets slower if only use one CPU\n",
+    "t0 = time.time()\n",
+    "with Pool(1) as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "t1 = time.time()\n",
+    "print((t1-t0) * 1000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "8de61134-bbda-4c2b-bb51-696a94944165",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1127.1436214447021\n"
+     ]
+    }
+   ],
+   "source": [
+    "t0 = time.time()\n",
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "t1 = time.time()\n",
+    "print((t1-t0) * 1000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "e40c747e-7f4d-4f7b-b893-a59482ef65dc",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "HTTPError",
+     "evalue": "403 Client Error: Forbidden for url: https://cs320.cs.wisc.edu/crawl/practice7/18.html",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mRemoteTraceback\u001b[0m                           Traceback (most recent call last)",
+      "\u001b[0;31mRemoteTraceback\u001b[0m: \n\"\"\"\nTraceback (most recent call last):\n  File \"/usr/lib/python3.10/multiprocessing/pool.py\", line 125, in worker\n    result = (True, func(*args, **kwds))\n  File \"/usr/lib/python3.10/multiprocessing/pool.py\", line 48, in mapstar\n    return list(map(*args))\n  File \"/tmp/ipykernel_75513/1239930198.py\", line 10, in get_page\n    r.raise_for_status()\n  File \"/home/gurmail.singh/.local/lib/python3.10/site-packages/requests/models.py\", line 1021, in raise_for_status\n    raise HTTPError(http_error_msg, response=self)\nrequests.exceptions.HTTPError: 403 Client Error: Forbidden for url: https://cs320.cs.wisc.edu/crawl/practice7/18.html\n\"\"\"",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[0;31mHTTPError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[11], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# bug 1: if there is an exception in one of our processes\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Pool(\u001b[38;5;241m8\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m p:\n\u001b[0;32m----> 3\u001b[0m     results \u001b[38;5;241m=\u001b[39m \u001b[43mp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap\u001b[49m\u001b[43m(\u001b[49m\u001b[43mget_page\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mrange\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m20\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# we don't actually have this many pages\u001b[39;00m\n",
+      "File \u001b[0;32m/usr/lib/python3.10/multiprocessing/pool.py:367\u001b[0m, in \u001b[0;36mPool.map\u001b[0;34m(self, func, iterable, chunksize)\u001b[0m\n\u001b[1;32m    362\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmap\u001b[39m(\u001b[38;5;28mself\u001b[39m, func, iterable, chunksize\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m    363\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[1;32m    364\u001b[0m \u001b[38;5;124;03m    Apply `func` to each element in `iterable`, collecting the results\u001b[39;00m\n\u001b[1;32m    365\u001b[0m \u001b[38;5;124;03m    in a list that is returned.\u001b[39;00m\n\u001b[1;32m    366\u001b[0m \u001b[38;5;124;03m    '''\u001b[39;00m\n\u001b[0;32m--> 367\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_map_async\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43miterable\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapstar\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mchunksize\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/usr/lib/python3.10/multiprocessing/pool.py:774\u001b[0m, in \u001b[0;36mApplyResult.get\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    772\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_value\n\u001b[1;32m    773\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 774\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_value\n",
+      "\u001b[0;31mHTTPError\u001b[0m: 403 Client Error: Forbidden for url: https://cs320.cs.wisc.edu/crawl/practice7/18.html"
+     ]
+    }
+   ],
+   "source": [
+    "# bug 1: if there is an exception in one of our processes\n",
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(20)) # we don't actually have this many pages"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9578fc17-554f-4dff-bb1d-9f4e3a1c47fe",
+   "metadata": {},
+   "source": [
+    "RemoteTraceback: this error traceback comes from another process than the current process this jupyter notebook is running \\\n",
+    "Thus, the name \"remote\". "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "508fb76b-c212-4b32-98fd-d0e8da84d9e6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "status_codes = []\n",
+    "\n",
+    "def get_page(page_num):\n",
+    "    url = f\"https://cs320.cs.wisc.edu/crawl/practice7/{page_num}.html\"\n",
+    "    r = requests.get(url)\n",
+    "    status_codes.append(r.status_code) # bug 2: status_codes is empty\n",
+    "    r.raise_for_status()\n",
+    "    return r.text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "a043791b-6ece-47db-92a7-1488c68172d9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "status_codes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "73194f2c-fd85-4673-b856-9cdec9934ccc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "75513"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import os\n",
+    "os.getpid() # the unique process ID for the current process"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "d9bc43ac-1b08-42f0-83ee-55aea261a634",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "status_codes = []\n",
+    "\n",
+    "def get_page(page_num):\n",
+    "    url = f\"https://cs320.cs.wisc.edu/crawl/practice7/{page_num}.html\"\n",
+    "    r = requests.get(url)\n",
+    "    status_codes.append(r.status_code)\n",
+    "    print(os.getpid(), status_codes)\n",
+    "    r.raise_for_status()\n",
+    "    # ADVICE: return everything you need when using a process in a pool\n",
+    "    # global variables aren't shared between processes\n",
+    "    return r.text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "c52b66f0-2d47-4269-87f1-b8bc22f60b58",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "75579755757557675580 75578 75577  [200][200]75582[200][200]  \n",
+      "\n",
+      " [200][200]\n",
+      "\n",
+      "75581\n",
+      "\n",
+      "[200] [200]\n",
+      "\n",
+      "75576 7558175577755797558075578   [200, 200][200, 200]\n",
+      "[200, 200]75582\n",
+      "75575[200, 200]\n",
+      "   [200, 200] [200, 200][200, 200]\n",
+      "\n",
+      "\n",
+      "[200, 200]\n",
+      "\n",
+      "75581 [200, 200, 200]\n",
+      "75577 [200, 200, 200]\n"
+     ]
+    }
+   ],
+   "source": [
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(18))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "32bbfa3a-4719-4289-995e-9094ab69e371",
+   "metadata": {},
+   "outputs": [],
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/lecture_material/26-parallelism/26-parallelism_001.ipynb b/lecture_material/26-parallelism/26-parallelism_001.ipynb
new file mode 100644
index 0000000..9168ff6
--- /dev/null
+++ b/lecture_material/26-parallelism/26-parallelism_001.ipynb
@@ -0,0 +1,301 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "5f200a84-798b-4634-bc32-67645d94aa8a",
+   "metadata": {},
+   "source": [
+    "# Thread"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9c2567f0-5e30-4c25-8d9d-65d8e8b648b8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import time\n",
+    "\n",
+    "# no threads\n",
+    "\n",
+    "def f(name, n):\n",
+    "    for i in range(n):\n",
+    "        print(name, n-i)\n",
+    "        time.sleep(1)\n",
+    "\n",
+    "# takes 8 seconds to run\n",
+    "f(\"A\", 3)\n",
+    "f(\"B\", 5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "358d5e73-8b34-4440-82b6-184bd6ede511",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# with threads\n",
+    "\n",
+    "from threading import Thread\n",
+    "\n",
+    "# takes 5 seconds to run \n",
+    "t1 = Thread(target=f, args=(\"A\", 3))\n",
+    "t2 = Thread(target=f, args=(\"B\", 5))\n",
+    "# start both threads\n",
+    "t1.start()\n",
+    "t2.start()\n",
+    "# join together when both finished\n",
+    "t1.join()\n",
+    "t2.join()\n",
+    "\n",
+    "print(\"done\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "606cd963-c3c2-412a-9ac5-4cde728f07b4",
+   "metadata": {},
+   "source": [
+    "# Process"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "62844d4c-95ee-4a67-a858-a8cae3bdd2e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def double(x):\n",
+    "    return x * 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "202b7116-0ce3-4306-b8fc-4ef8a3265753",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# map function apply the double function on each element of the list\n",
+    "# similar termiology with the \"apply\" function of pandas\n",
+    "list(map(double, [7,8,9]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76250849-4a97-46ec-87c5-8d1a957c6cbf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# a pool of available processes\n",
+    "from multiprocessing import Pool"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "78358efa-d65b-4085-b725-10a0c63c5d82",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# use the with keyword\n",
+    "with Pool() as p:\n",
+    "    # this is probably a bad idea: it is much slower to create processes than multiply by 2\n",
+    "    # why? need to take extra time to create copies of the current process and wait all the processes to return the results\n",
+    "    results = p.map(double, [7,8,9])\n",
+    "results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a51c9345-58c1-4e6f-b327-8d18da2e9c14",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# a good untilization of multiprocessing\n",
+    "# create different processes to scrape different web pages\n",
+    "\n",
+    "# 17 pages in total \n",
+    "import requests\n",
+    "\n",
+    "def get_page(page_num):\n",
+    "    url = f\"https://cs320.cs.wisc.edu/crawl/practice7/{page_num}.html\"\n",
+    "    r = requests.get(url)\n",
+    "    r.raise_for_status()\n",
+    "    return r.text\n",
+    "\n",
+    "get_page(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9bf4f34a-26f1-4b27-aa0b-41aaff723836",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# your VM has two CPUs\n",
+    "t0 = time.time()\n",
+    "with Pool() as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "t1 = time.time()\n",
+    "print((t1-t0) * 1000) # how it takes to scrape all 17 pages in ms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "abf28b02-2d1c-4a2e-aaa0-497b96b3cb77",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# gets slower if only use one CPU\n",
+    "t0 = time.time()\n",
+    "with Pool(1) as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "t1 = time.time()\n",
+    "print((t1-t0) * 1000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8de61134-bbda-4c2b-bb51-696a94944165",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t0 = time.time()\n",
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "t1 = time.time()\n",
+    "print((t1-t0) * 1000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e40c747e-7f4d-4f7b-b893-a59482ef65dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bug 1: if there is an exception in one of our processes\n",
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(20)) # we don't actually have this many pages"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9578fc17-554f-4dff-bb1d-9f4e3a1c47fe",
+   "metadata": {},
+   "source": [
+    "RemoteTraceback: this error traceback comes from another process than the current process this jupyter notebook is running \\\n",
+    "Thus, the name \"remote\". "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "508fb76b-c212-4b32-98fd-d0e8da84d9e6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "status_codes = []\n",
+    "\n",
+    "def get_page(page_num):\n",
+    "    url = f\"https://cs320.cs.wisc.edu/crawl/practice7/{page_num}.html\"\n",
+    "    r = requests.get(url)\n",
+    "    status_codes.append(r.status_code) # bug 2: status_codes is empty\n",
+    "    r.raise_for_status()\n",
+    "    return r.text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a043791b-6ece-47db-92a7-1488c68172d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "status_codes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "73194f2c-fd85-4673-b856-9cdec9934ccc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "os.getpid() # the unique process ID for the current process"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d9bc43ac-1b08-42f0-83ee-55aea261a634",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "status_codes = []\n",
+    "\n",
+    "def get_page(page_num):\n",
+    "    url = f\"https://cs320.cs.wisc.edu/crawl/practice7/{page_num}.html\"\n",
+    "    r = requests.get(url)\n",
+    "    status_codes.append(r.status_code)\n",
+    "    print(os.getpid(), status_codes)\n",
+    "    r.raise_for_status()\n",
+    "    # ADVICE: return everything you need when using a process in a pool\n",
+    "    # global variables aren't shared between processes\n",
+    "    return r.text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c52b66f0-2d47-4269-87f1-b8bc22f60b58",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(18))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "32bbfa3a-4719-4289-995e-9094ab69e371",
+   "metadata": {},
+   "outputs": [],
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/lecture_material/26-parallelism/26-parallelism_002.ipynb b/lecture_material/26-parallelism/26-parallelism_002.ipynb
new file mode 100644
index 0000000..9168ff6
--- /dev/null
+++ b/lecture_material/26-parallelism/26-parallelism_002.ipynb
@@ -0,0 +1,301 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "5f200a84-798b-4634-bc32-67645d94aa8a",
+   "metadata": {},
+   "source": [
+    "# Thread"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9c2567f0-5e30-4c25-8d9d-65d8e8b648b8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import time\n",
+    "\n",
+    "# no threads\n",
+    "\n",
+    "def f(name, n):\n",
+    "    for i in range(n):\n",
+    "        print(name, n-i)\n",
+    "        time.sleep(1)\n",
+    "\n",
+    "# takes 8 seconds to run\n",
+    "f(\"A\", 3)\n",
+    "f(\"B\", 5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "358d5e73-8b34-4440-82b6-184bd6ede511",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# with threads\n",
+    "\n",
+    "from threading import Thread\n",
+    "\n",
+    "# takes 5 seconds to run \n",
+    "t1 = Thread(target=f, args=(\"A\", 3))\n",
+    "t2 = Thread(target=f, args=(\"B\", 5))\n",
+    "# start both threads\n",
+    "t1.start()\n",
+    "t2.start()\n",
+    "# join together when both finished\n",
+    "t1.join()\n",
+    "t2.join()\n",
+    "\n",
+    "print(\"done\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "606cd963-c3c2-412a-9ac5-4cde728f07b4",
+   "metadata": {},
+   "source": [
+    "# Process"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "62844d4c-95ee-4a67-a858-a8cae3bdd2e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def double(x):\n",
+    "    return x * 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "202b7116-0ce3-4306-b8fc-4ef8a3265753",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# map function apply the double function on each element of the list\n",
+    "# similar termiology with the \"apply\" function of pandas\n",
+    "list(map(double, [7,8,9]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76250849-4a97-46ec-87c5-8d1a957c6cbf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# a pool of available processes\n",
+    "from multiprocessing import Pool"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "78358efa-d65b-4085-b725-10a0c63c5d82",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# use the with keyword\n",
+    "with Pool() as p:\n",
+    "    # this is probably a bad idea: it is much slower to create processes than multiply by 2\n",
+    "    # why? need to take extra time to create copies of the current process and wait all the processes to return the results\n",
+    "    results = p.map(double, [7,8,9])\n",
+    "results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a51c9345-58c1-4e6f-b327-8d18da2e9c14",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# a good untilization of multiprocessing\n",
+    "# create different processes to scrape different web pages\n",
+    "\n",
+    "# 17 pages in total \n",
+    "import requests\n",
+    "\n",
+    "def get_page(page_num):\n",
+    "    url = f\"https://cs320.cs.wisc.edu/crawl/practice7/{page_num}.html\"\n",
+    "    r = requests.get(url)\n",
+    "    r.raise_for_status()\n",
+    "    return r.text\n",
+    "\n",
+    "get_page(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9bf4f34a-26f1-4b27-aa0b-41aaff723836",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# your VM has two CPUs\n",
+    "t0 = time.time()\n",
+    "with Pool() as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "t1 = time.time()\n",
+    "print((t1-t0) * 1000) # how it takes to scrape all 17 pages in ms"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "abf28b02-2d1c-4a2e-aaa0-497b96b3cb77",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# gets slower if only use one CPU\n",
+    "t0 = time.time()\n",
+    "with Pool(1) as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "t1 = time.time()\n",
+    "print((t1-t0) * 1000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8de61134-bbda-4c2b-bb51-696a94944165",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t0 = time.time()\n",
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "t1 = time.time()\n",
+    "print((t1-t0) * 1000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e40c747e-7f4d-4f7b-b893-a59482ef65dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bug 1: if there is an exception in one of our processes\n",
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(20)) # we don't actually have this many pages"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9578fc17-554f-4dff-bb1d-9f4e3a1c47fe",
+   "metadata": {},
+   "source": [
+    "RemoteTraceback: this error traceback comes from another process than the current process this jupyter notebook is running \\\n",
+    "Thus, the name \"remote\". "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "508fb76b-c212-4b32-98fd-d0e8da84d9e6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "status_codes = []\n",
+    "\n",
+    "def get_page(page_num):\n",
+    "    url = f\"https://cs320.cs.wisc.edu/crawl/practice7/{page_num}.html\"\n",
+    "    r = requests.get(url)\n",
+    "    status_codes.append(r.status_code) # bug 2: status_codes is empty\n",
+    "    r.raise_for_status()\n",
+    "    return r.text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a043791b-6ece-47db-92a7-1488c68172d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(18))\n",
+    "status_codes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "73194f2c-fd85-4673-b856-9cdec9934ccc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "os.getpid() # the unique process ID for the current process"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d9bc43ac-1b08-42f0-83ee-55aea261a634",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "status_codes = []\n",
+    "\n",
+    "def get_page(page_num):\n",
+    "    url = f\"https://cs320.cs.wisc.edu/crawl/practice7/{page_num}.html\"\n",
+    "    r = requests.get(url)\n",
+    "    status_codes.append(r.status_code)\n",
+    "    print(os.getpid(), status_codes)\n",
+    "    r.raise_for_status()\n",
+    "    # ADVICE: return everything you need when using a process in a pool\n",
+    "    # global variables aren't shared between processes\n",
+    "    return r.text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c52b66f0-2d47-4269-87f1-b8bc22f60b58",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with Pool(8) as p:\n",
+    "    results = p.map(get_page, range(18))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "32bbfa3a-4719-4289-995e-9094ab69e371",
+   "metadata": {},
+   "outputs": [],
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/lecture_material/26-parallelism/colab_demo.ipynb b/lecture_material/26-parallelism/colab_demo.ipynb
new file mode 100644
index 0000000..7686d32
--- /dev/null
+++ b/lecture_material/26-parallelism/colab_demo.ipynb
@@ -0,0 +1,189 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "accelerator": "GPU"
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "id": "V8Wp2EuB-GRt"
+      },
+      "outputs": [],
+      "source": [
+        "import numpy as np\n",
+        "import torch\n",
+        "import time"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "N = 2000\n",
+        "A = np.random.normal(size=(5000, N))\n",
+        "B = np.random.normal(size=(N, 4200))"
+      ],
+      "metadata": {
+        "id": "H2bDVNZJ-T2q"
+      },
+      "execution_count": 2,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(A.shape, B.shape)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "rX9WohQO-dVv",
+        "outputId": "f0e5f552-3e5c-4396-8f08-5209c4a362fc"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(5000, 2000) (2000, 4200)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# convert numpy array to torch tensor\n",
+        "A = torch.from_numpy(A)\n",
+        "B = torch.from_numpy(B)"
+      ],
+      "metadata": {
+        "id": "HVf2koGc-kGy"
+      },
+      "execution_count": 4,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "A = A.to(\"cuda\") # \"cuda\" is Nvidia's platform for programmable GPUs\n",
+        "B = B.to(\"cuda\")"
+      ],
+      "metadata": {
+        "id": "ReTSpYTN-nmG"
+      },
+      "execution_count": 5,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "if torch.cuda.is_available():\n",
+        "  print(\"GPU\")\n",
+        "  A = A.to(\"cuda\") # \"cuda\" is Nvidia's platform for programmable GPUs\n",
+        "  B = B.to(\"cuda\")\n",
+        "else:\n",
+        "  print(\"No GPU\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "0PU4TydX-532",
+        "outputId": "5fa14f46-dc84-472f-c32b-0900ee4faa63"
+      },
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "GPU\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t0 = time.time()\n",
+        "C = A @ B\n",
+        "t1= time.time()\n",
+        "(t1 - t0) * 1000"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "D7p0Ttni_D1h",
+        "outputId": "bf79073b-1ebf-45aa-83c7-e3259438a0d0"
+      },
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "29.39772605895996"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 7
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "If we rerun the above cell, we get the reduced time as shown below."
+      ],
+      "metadata": {
+        "id": "2y5-Gk_XHMsi"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "t0 = time.time()\n",
+        "C = A @ B\n",
+        "t1= time.time()\n",
+        "(t1 - t0) * 1000"
+      ],
+      "metadata": {
+        "id": "M90BptST_EWD",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "9f45fd19-4150-4d2f-846f-09f5ccde139d"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "0.995635986328125"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 8
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
-- 
GitLab