From 15eaab5cd930c7948624cde0b67a932a94ef6822 Mon Sep 17 00:00:00 2001
From: msyamkumar <msyamkumar@wisc.edu>
Date: Fri, 9 Dec 2022 08:23:20 -0600
Subject: [PATCH] Updated lec 38 files

---
 .../lec-38/lec_38_plotting3_line_plots.ipynb  | 264 +++++++++---------
 ...lec_38_plotting3_line_plots_template.ipynb |  96 ++++---
 2 files changed, 189 insertions(+), 171 deletions(-)

diff --git a/f22/meena_lec_notes/lec-38/lec_38_plotting3_line_plots.ipynb b/f22/meena_lec_notes/lec-38/lec_38_plotting3_line_plots.ipynb
index 9e7f478..347c066 100644
--- a/f22/meena_lec_notes/lec-38/lec_38_plotting3_line_plots.ipynb
+++ b/f22/meena_lec_notes/lec-38/lec_38_plotting3_line_plots.ipynb
@@ -4,39 +4,6 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style>em { color: red; }</style> <style>.container { width:100% !important; }</style>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# ignore this cell (it's just to make certain text red later, but you don't need to understand it).\n",
-    "from IPython.core.display import display, HTML\n",
-    "display(HTML('<style>em { color: red; }</style> <style>.container { width:100% !important; }</style>'))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%matplotlib inline"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
    "outputs": [],
    "source": [
     "# import statements\n",
@@ -58,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -90,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -142,7 +109,7 @@
        "0  CREATE TABLE \"iris\" (\\n\"sep-length\" REAL,\\n  \"...  "
       ]
      },
-     "execution_count": 5,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -161,7 +128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -303,7 +270,7 @@
        "[150 rows x 5 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -317,7 +284,61 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Warmup 3: Scatter plot to visualize relationship between `pet-width` and `pet-length`"
+    "#### Warmup 3a: What are all the class types?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Iris-setosa', 'Iris-virginica', 'Iris-versicolor']"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# v1: pandas\n",
+    "varietes = list(set(iris_df[\"class\"]))\n",
+    "varietes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# v2: SQL\n",
+    "varietes = list(pd.read_sql(\"\"\"\n",
+    "    SELECT DISTINCT class\n",
+    "    FROM iris\n",
+    "\"\"\", iris_conn)[\"class\"])\n",
+    "varietes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Warmup 3b: Scatter plot to visualize relationship between `pet-width` and `pet-length`"
    ]
   },
   {
@@ -327,7 +348,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -350,14 +371,16 @@
     "plot_area = None\n",
     "for i in range(len(varietes)):\n",
     "    variety = varietes[i]\n",
+    "    curr_marker = markers[i]\n",
+    "    curr_color = colors[i]\n",
     "    \n",
     "    # make a df just of just the data for this variety\n",
     "    variety_df = iris_df[iris_df[\"class\"] == variety] \n",
     "    \n",
     "    #make a scatter plot for this variety\n",
     "    plot_area = variety_df.plot.scatter(x = \"pet-width\", y = \"pet-length\", \\\n",
-    "                                        label = variety, color = colors[i],\n",
-    "                                        marker = markers[i], \\\n",
+    "                                        label = variety, color = curr_color,\n",
+    "                                        marker = curr_marker, \\\n",
     "                                        ax = plot_area)"
    ]
   },
@@ -490,7 +513,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -532,7 +555,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -554,7 +577,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 216x216 with 1 Axes>"
       ]
@@ -597,7 +620,6 @@
     }
    ],
    "source": [
-    "# How do we extract `pet-length` column Series?\n",
     "iris_virginica[\"pet-length\"].max()"
    ]
   },
@@ -649,7 +671,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x216 with 1 Axes>"
       ]
@@ -691,7 +713,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x216 with 1 Axes>"
       ]
@@ -772,7 +794,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -806,7 +828,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -839,7 +861,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -879,7 +901,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -918,7 +940,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -955,7 +977,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1128,7 +1150,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1160,7 +1182,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 576x288 with 1 Axes>"
       ]
@@ -1203,7 +1225,7 @@
     },
     {
      "data": {
-      "image/png": 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wGduSv5LzWo5iG7emOU6DvNV+bHdd75UxJl5EBuM0XhSRCdh2OO2w9dT+jJSXBZgjItuwSXKv85wdsBcW//PY9h0nlsEiUt2JqSj2NyoG2300geRLvBD1t2FhonnYqpIqwAKnjYGnP7EXV1WwJ6oZor4e0K53bv5hr3wN0Pka29V0tlvktfx7Z/l5nO4kSTy+BPbEYDv2x/oEdrCVT7i8T24pkuh25LHNLdi+smewJQ7fYVtKj8arG4+zfUFn3XFsN7w/scWCnzjb1/LxHLdjk8Ux7A/VfuyX8mkg33Ue48TXNM/HurzYE5INzjE8jS1OHoHTRcpj26T20cJZN8THuiFc2b2wj7OsD7ZR2SrnuQ9if0yv6Fd9PcfE13N67ScCm1S3YX+UtzuPifD1GrE/8u9jf/jjvF8rtq3IF/xzJboEe/J46XVe5+crDFtatdh5P85ji2Z/xA7GEuZsVwk7kM4q7AnBOWwR+SdAcT8/G6NJuutdHx/bJ7kuif0b/O9Od8W21/teOY9phf1+nsee9IzEJuxdXKPrnfNeP4cdmGcf9rfiALax220+nisHtpRhm/OZPI79TarhY9t5JN2F84p1/NO18vXr/L4n9rc3wH+S2GaZsz6pbp4tCMKud4kDPCiVqpyrtsbYvuxn3Y4ntYgdPnYU0NcYM9rdaJRKm0TkXexJX0lz9bYNyk9aZ69SlFPH6L2sG7aB2pyMlOiVUn5rAgzTRB84WmevUtrvInIS21r4Inac81uwrXufcTEupVQaZYxp7HYMwUav7FVKG41tkd8DeBQ7mMgk7Ljjq90LSymlMg6ts1dKKaWCXFAW4+fLl8+UKlXK7TCUUkqpVLNixYpjxhifo3MGZbIvVaoUy5entZEylVJKqZQjIruTWqd19koppVSQ02SvlFJKBTlN9koppVSQ02SvlFJKBTlN9koppVSQ02SvlFJKBbmg7HqnlFIq5Z06dYpjx45x8eJFt0MJahEREeTLl4+cOXMmex+a7JVSacqJ6IvM23KEk+diqVUiN5ULRxIRpoWQaU1MTAyHDx+mWLFiZMmSBRFxO6SgZIzh/Pnz7Nu3j0yZMpE5c+Zk7UeTvVLKdduPnmXWhsPM3niE5bujSPAYxTtTWAg1iuWidsnc1CmZm9olcpE3eyb3glUAHD16lPz585M1a1a3QwlqIkLWrFnJly8fR48epXjx4snaT6onexG5GXgFqAlkBrYBnxpjRnpskxt4D+gIZAEWAU8aY9amdrxKqcCLi09g2a4TzN54mNmbjrDzWDQAlQpH8kjLstxSqSAFIjOxas9JVuw+wYrdJxixcAdD59uzgNL5slG7hE3+dUrmplyB7ISE6JVlaoqJiaFQoUJuh5Fh5MiRg+PHjyf78ama7EWkOjALWAwMBM4BnYERIpLJGPOF2LKgn4HS2FnSTgAvAHNFpKYxZl9qxqyUCoxT52OZv+UoszceZt7mo5w6H0tEaAiNbspLv5tL0apSQYrmynLZYwpXy8Id1QoDEBMbz9r9py4l/3mbj/DdSvtzkCNzGLVK5KaOcwJQo3hOcmQOT/XXmJHExcURFqaFw6klLCyMuLi45D8+gLH4oxsQCtxljDnrLJspIjWAXsAXQHugCdDKGDMXQEQWATuBZ4HHUjlmpVQy7T4ezayNR5i98TBLd0YRl2DImy2CWysXpHWlAjQpl5/smfz7GcocHkq9UnmoVyoPYOsydx8/Z5P/nhOs3H2CD2dvwRgIEahQKJI6JXPZq/8SeSieR+uVA02PZ+q50WOd2sk+AogFznstPwnkdv5vDxxITPQAxphTIvIL0AFN9kqlWfEJhlV7TlxK8FuP2HP68gWzM7BZGVpXKkDN4rkJDUCRu4hQKl82SuXLxj11igFwOiaW1U7R/8o9J/hx1QHGLd4DQL7sEZcV/VctmpPM4aE3HIdS6UFqJ/vRwIPAxyLyBrYYvwtwC3C/s00VYJ2Px64HeolIdo9SAaWUy85eiOOPLUeZtfEIczcfISr6ImEhQoMyeehevwStKxWkRN7UacQVmTmcZuXz06y8neUzPsGw9ciZS0X/K3ef4PcNhwEIDxWqFs15qei/TsncFIhMXktnpdK6VE32xph1ItIC+AF4yFkcCww2xkx07ucBdvl4eJRzmxu4ItmLyCBgEECJEiUCFrNS6kr7T55n9sbDzNp4hMXbj3MxPoGcWcJpWSE/t1QqSPMK+YlMA3XmoSFCxUKRVCwUSY8GJQE4dvYCKz2K/r9evJvhC3cCUCx3lkuJv3aJ3FQslIOwUO32l1EMGTKEV199ldjY2CTbI8ybN4+WLVsyd+5cWrRoEfD9p5TUbqBXDvgOe5U+GFuc3wEYKiIxxpjxgADG18Ovtm9jzFfAVwB169b19XilVDIlJBj+3n+K2RsPM3PDYTYdOgNAmXzZ6N24JK0rFaROydzpIjHmy56J26oU4rYqtiX5xbgE1h84danof9H24/y0+gAAWSNCqVk816XkX690Hr/bGKjgVLt2bRYtWkTlypXdDuW6pPan9k3slfydxphYZ9lsEckLfCQiE7BX8Hl8PDaxTv9EyoeplDp/MZ6F245d6h539MwFQkOEuiVz89IdlbilUgHK5M/udpg3LCIshFolclOrhP2JMcaw/+T5S8X+K/ac4PN524lPMOTKGs6DzW+id+NSWt+fQUVGRtKwYUO3w7huqX0aXg1Y45HoEy0F8gIFsFf9VXw8tjKwR+vrlUo5h0/H8M2SPfQbvYyar/3OwK+XM+3vgzQonYcPu9ZkxcutmfRAIwY2KxMUid4XEaFY7qx0qFmUVztUZeqjTVk75DbG9W9AjWK5eOvXTbR4bx7fLNlDbHyC2+GqFLBz507atWtH9uzZKVmyJK+99hoJCfa9njdvHiLCvHnzLm0fHx/Pyy+/TOHChcmaNSutWrVi06ZNiAhDhgy5rv2nlNS+sj8E1BSRCGOM52DKDYAY7FX9z0BfEWlujJkPICKRwF3AN6kcr1JB79CpGCYt28usjYdZu/8UACXyZOW+BrZxXb1SeTL8cLVZI8JoUi4fTcrlY8mO47w7YzMv/rCWrxZs56nbKnBntcI6qA/w6i/r2XDgtKsxVC4SySt3+bpe9F+nTp3o27cvTz75JL/88guvvPIKxYsXp2/fvj63f+WVV3jzzTd55plnaN26NStXrqR9+/YB238gpHay/xSYDPwiIp9j6+zbA92BD4wxF0XkZ+yIeeNE5Bn+GVRHgHdTOV6lgtrczUd4atJqTp6PpXaJ3DzbtgK3VipI2QLZtQ91EhqUycuUwY2Ys+kI783YzGMTVjF03naeaVuBFuXz63ELAk8//fSlxNu6dWvmzJnDhAkTfCbjEydO8OGHHzJ48GDeeecdAG699VbCw8N5+umnb3j/gZLarfGniMgdwHPAcOxwuduBh4EvnW0SRORO4L/A5842i4CWxpi9qRmvUsEqLj6B92du4Yt526lYKAdTHmzMTUFaLJ8SRIRbKhWkZYUC/LzmAP+buYW+o5ZRv1Qenm1bgbqlfDU7Cn43ekWdVrRr1+6y+1WrVmXVqlU+t127di3R0dF06dLlsuWdO3dOMtlfz/4DJdWblRpjfgV+vcY2UUA/508pFUCHT8fw6IRVLN0ZRff6xXnlrira2CyZQkKEjrWKcke1wkxatoeP52yj89BFtKpYgGfaVKBS4Ui3Q1TJkCfP5SdrmTJlIiYmxue2Bw8eBKBAgQKXLS9YsGBA9h8oGbsiTqkM5o+tR7njoz9Yu+8UH3StwVt3V9dEHwARYSHc36gU859pwbNtK7B8VxR3fPwHj09cxe7j0W6Hp1JQ4cJ27oYjR45ctvzw4cNuhJMkTfZKZQDxCYb//b6ZXiOXkjd7BL88ejOdahVzO6ygkzUijIdalOWPZ1vxYPObmLH+ELe8P5+Xf1zLkdMpe+Wm3FGtWjWyZcvG5MmTL1vufd9tOjqEUkHuyJkYHp+wmkU7jtO5TjFe61CFrBH61U9JObOG82zbivRpXIpP5mxjwtI9TFmxjz6NS/Ng85vImdX90QVVYOTOnZsnnniCN998kxw5clxqjT9ixAgAQkLSxjW1fuOVCmJ/bT/GYxNWc/ZCLO91rk6XusXdDilDKRCZmf90rMrApmX4YNYWvlywnfFLdjO4+U30vbmUnnQFiVdffRVjDCNGjODjjz+mQYMGjB49mptvvpmcOXO6HR4AYkzwjSxbt25ds3z5crfDUMo18QmGz+Zu48NZWyidLxuf96hDhUI53A4rw9t06DT/nbGZWRuPkC97Jh67pSzd6pVIl+MYbNy4kUqVKrkdRpo1efJk7r33XhYsWEDTpk0Dss9rHXMRWWGMqetrnZ5WKhVkjp29wJOTVvPH1mN0rFmENzpVI5uO554mVCwUyfDe9VixO4p3f9vM//20nmF/7ODJ1uXpULNoQKb+ValvyZIlTJs2jQYNGpA5c2ZWrFjB22+/TcOGDWnSpInb4QGa7JUKKkt2HOexias4cS6Wt+6uRrd6xXWQlzSoTsk8TBzUkAVbj/Hub5t46ts1fDl/B/9qU4HWlQroe5bOZM+enQULFvDZZ59x+vRpChQowL333stbb72VZt5LTfZKBYGEBMPQBdt5//ctlMiTlVF96lO5iPbxTstEhObl89O0bD6mrzvI/37fwsCvl1O7RC6eaVORRjfldTtE5acqVapcNlZ+WqTJXql07kT0RZ76djVzNx/lzuqFeevuauRIA3PJK/+EhAh3Vi9C2yqFmLJiHx/O2kr3YYtpWi4fz7apSLViaaOBl0rfNNkrlY6t2B3FI9+s4vjZi/ynQxV6NiyZZooN1fUJCw2hW/0SdKxVlLGLdvP5vG3c9elC2lUrzFO3ldfhjNUN0WSvVDpkjGHYHzt497fNFMmVhe8ebKxXgEEic3goA5uVoVv94gz7Yycj/tjBb+sP0bl2MR5vXY4iubK4HaJKhzTZK5XOnDoXy9OT1zBr42HaVinEO52rkzOLFtsHmxyZw3nq1vL0alSSz+ZuY/ziPfywej+9GpbkoZZlyZMtwu0QVTqiyV6pdGT13pM8PH4lR87E8MpdlenTuJQW2we5fNkz8cpdVejfpDQfzdrKyD93MnHZXgY0Lc2ApmXIrt0qlR/S30gOSmVAxhhGLtxJl6F/ATB5cGP63lxaE30GUix3Vt7rUoPfn2xGk7L5+HDWVpq9O5ef1xxwOzSVDugpoVJp3KnzsTw35W9+W3+I1pUK8N8uNciVVYtwM6qyBXIw9P46rNl7kld/Wc/jE1cRczGee+vpUMgqaX5f2YtIhIg0FJG7RaSHiLQRkVIpGJtSGd66/ae465OFzNx4mJfuqMSwXnU10SsAahTPxTcDG9KsXH6e/e5vxi/Z7XZI6d6QIUOCtrTsqlf2IhIKdAIGAM2BCMDzSBgR2Q9MAIYZY7alVKBKZSTGGMYt3s1/pm4kb/YIvn2gIXVK5nE7LJXGZA4P5cv76/DQ+JW89MM64hMMvRqVcjsslQYleWUvIvcAm4BxwAXgZeBWoAZQHmgI3AdMAToCG0VkmIgUTOGYlQpqZ2JieXTCKv7903oal83LtMeaaqJXScocHsrQnnW4tXJB/u+n9YxYuNPtkFQadLVi/E+Az4BCxpgOxpj3jTFzjDFrjTHbjDFLjTGTjDFPGWMqAE2AvMDA1AhcqWC04cBp2n/6J7+uO8SzbSswsnc97WKlrikiLITPe9Tm9qqF+M/UDXy1YLvbIQWF06dP88gjj1CkSBEyZcpEhQoV+OCDD0icLTY+Pp5cuXLx+uuvX3rM2rVrEZErJsApVqwYzz77bKrG7+lqxfhljDEx/u7IGLMEuFtEMt14WEplLMYYJi7byys/rydXlnC+GdCABmV0bHTlv/DQED7uXosnJ63mzembiI03PNyybOoG8evzcGht6j6nt0LV4Pa3b3g3CQkJtGvXjpUrV/Laa69RrVo1pk2bxlNPPcXRo0d58803CQ0NpVmzZsyZM4eXX34ZgDlz5pAlSxaWLl1KdHQ02bJlY/Pmzezfv5+WLVvecFzJleSVvWeiF5ESIuJz1A4RCROREh6PuxDYEJUKbtEX4nhy0mpe+H4tDUrnYfrjTTXRq2QJDw3hw6416VizCO/N2MxHs7a6HVK6NX36dBYuXMhnn33G008/zW233cZHH31E//79ef/99zl27BgALVu2ZNGiRVy4YFPf3Llz6d27NxERESxcuPDSsrCwsIDNa58c/na92wk0Apb6WFfDWR4aqKCUyig2HzrDQ+NXsPNYNE/dWp6HW5bVOc3VDQkLDeH9e2sSFhrCB7O2EJ+QwJO3lk+dVuYBuKJOKxYsWEBISAjdu3e/bHnPnj0ZMWIEixYt4q677qJly5bExMTw119/0bx5c+bPn8+oUaPYsWMHc+bMoU2bNsyZM4d69eqRPbt78xv4m+yv9ikJBxICEItSGcrk5Xv590/ryJ4pnHEDGtD4pnxuh6SCRGiI8O491QkLET6es43YBMOzbSoEbbeylBAVFUWePHnIlOnymulChQpdWg9Qo0YN8ubNy9y5c4mMjOT06dM0b96cTZs28f3332OMYd68eQwc6G5ztiSTvYjkAjybABcVkTJem2UBegOHAh+aUsHp/MV4/v3TOqas2EejMnn5qHtNCuTI7HZYKsiEhAhvdqpGaIjwxbztxMUn8OIdlTTh+ylPnjxERUVx8eJFIiL+aSR76JBNd3nz2qo2EaF58+bMmTOHHDlyULNmTXLnzk2rVq14+eWX+fPPPzl69Kir9fVw9db4jwPbgK2AwXax2+r19zfwAPBVyoapVHDYfvQsHT5byHcr9/FYq7KMG9BAE71KMSEhwusdq9K7UUmG/bGT16ZuuNSSXF1d8+bNSUhIYPLkyZctHz9+PBERETRs2PDSspYtW7J06VKmTp1Kq1atAKhTpw7ZsmVjyJAhREREcPPNN6dq/N6uVoz/I7ALW4Q/Engd8O7PcQHYYIz5OyWCUyqYLNhylIe/WUl4aAhj+tanWfn8boekMgARYUj7KoSFhjBi4U7i4g2vtq9CiLYNuarbb7+dJk2aMHjwYI4ePUqVKlWYPn06w4cP54UXXiBfvn+q3Vq1akVsbCwLFizgueeeA7jUUn/q1Kk0a9aMLFncnZo4yWRvjFkDrAEQEQNMM8YcS63AlAoWxhjG/LWL/0zbSLkC2RnWqy7F82R1OyyVgYgIL7erRFio8OX8HcQlJPBGx2qa8K8iJCSEadOm8eKLL/LOO+9w/PhxSpUqxf/+9z+eeOKJy7atXLkyBQsW5Pjx45e1uG/VqhVTp051vQgfQIKxSKdu3bpm+fLlboehFLHxCbzy83q+WbKH1pUK8mG3mjolqXKNMYb3f9/Cp3O30aVOMd6+p3qye39s3LiRSpUqBThCdTXXOuYissIYU9fXuqs10JsDPGSM2eT8fzXGGHOLX9EqlUGciL7Ig+NXsHhHFA+2uIlnbqugV1LKVSLC07eVJyxU+HDWVuITDO91qaHdPTOAq11ieL77IdhGev5sq1SGt/XwGfqPWc6h0zF80LUGnWoVczskpQCb8J9oXZ6wEOG/v28hNsHwwb01CAv1exJUlQ5drc6+pcf/LVIlGqWCwNxNR3h0wioyh4cycVBDapfI7XZISl3hkVblCAsN4e1fNxGfkMBH3WoRrgk/aGnloVIBYoxhxMKdvDl9IxULRTKsd12K5nK3Ba5SVzO4+U2EhQivT9tIfMJKPulem4gwTfjByO93VUSKisj/RGS5iOwUkarO8idEpEHKhahU2nchLp7nvvub16dt5LbKhZjyYCNN9CpdGNC0DEPuqsyM9Yd5aPwKLsTF+/3YYGzgnVbd6LH2K9mLSBVgLXA/cAAoASQOKVQSOwCPUhnS8bMX6Dl8Cd8utwPlfN6jNlkjtNBMpR99bi7N6x2rMmvjER4Yu4KY2Gsn/PDwcM6fP58K0SmA8+fPEx7ucz46v/h7Zf8+sBEoDdzN5Q3y/gIa+nqQUsFu0yE7//zf+07xSfdaPKUt7lU61bNhSd6+uxrztxxl4NfLOX/x6gm/QIEC7N+/n3PnzukVfgoyxnDu3Dn2799PgQIFkr0ffy8/mgDdjTFnRcR7drvDQKFkR6BUOjVzw2GemLiKbJnC+PaBRtQonsvtkJS6Id3qlyAsNIRnpqyh/5hlDO9dN8lSqsjISAAOHDhAbGxsaoaZ4YSHh1OwYMFLxzw5/E32V5vVLh+gZTkqwzDGMHT+Dt6dsYlqRXPy1f11KZRTx7dXwaFznWKEhsDT366hz6hljOpTj2xJDAQVGRl5QwlIpR5/i/GXAn2TWHcv8GdgwlEqbYuJjefpyWt457dNtKtWmEmDGmmiV0GnU61ifNitFit2n6D3yKWcidEr9/TO3yv7/wCzROR34BvsADutReRxoBPQLIXiUyrNOHImhsFjV7Byz0meurU8j7Yqq9OFqqDVvkYRwkKExyasotfIpYzpV5/IzMlvIKbc5deVvTFmPtAR20BvJLaB3ttAU6CjMWZJSgWoVFqw/sApOn76JxsOnubzHrV57JZymuhV0LujWmE+61GbdftP0XP4Ek6d0yv89MrvfvbGmGnGmHJAeWyDvUrGmDLGmF9TLDql0oDf1h2k8xeLMMCUwY25o1pht0NSKtW0qVKIoT3rsOngGe4bvpgT0RfdDkklw3UPlWSM2WaM+csYszklAlIqrTDG8OmcrQwet5IKhXLw08M3U7VoTrfDUirV3VKpIF/1qsPWI2fpPmwxx89ecDskdZ2uZwS9SBHpJiLPisj/ef39+3qeVETuEJEFInJWRE47o/K18lifW0SGi8gxEYkWkVkiUu16nkOpGxETG8/jE1fz39+30LFmESYOakiBSG2IpzKuFhUKMKJ3XXYei6b7sMUcPaMJPz3xaz57EbkZ+AXIlcQmxhjj3f8+qX09AHzq/E3HnnDUBNYbY6aKrQhdgG0f8AxwAngBqALUNMbsu9Zz6Hz26kYcPh3DoK+X8/f+UzzTpgIPNr9J6+dTmzH2L0THaU9r/tp+jP6jl1MkV2YmDNST4LTkavPZ+5vslwGhwEBgrTEmWZU2IlIKOxLfC8aYD5PYpgPwI9DKGDPXWZYT2AmMM8Y8dq3n0WSvkmvtvlMM/Ho5p2Ni+bBrTW6rouNFpaoTu2HNRFjzDZzaD3lKQ95ykPcmyFfO+b8sZMsHegLmmiU7jtN39DIKRWbmm4ENtftpGhGIZH8WuNcYM/0GA3kNeBrIa4yJSWKbEUBbY0xRr+VjgBbGmJLXeh5N9io5pv59gH9NXkPebJkY3rsulQrrYCGp4uI52PgzrB4POxfYZaWbQ+EaELUDjm+zt/Ee1xiZc/6T+POVtbeJJwXhOgFRalixO4reI5eRN3sE3wxsqBM/pQFXS/b+9rPfA2QKQCxNgE1AN6eevySwC/jAGPOZs00VYJ2Px64HeolIdmPM2QDEohQACQmGj2Zv5aPZW6lbMjdD769DvuyB+LirJBkDe5fYBL/uB7h4BnKXgpYvQY1ukKvE5dsnxMPJPTbxH98Gx7bC8a2w6w/4e+Ll2+Ys7pwEOCcDiX85i2u1QADVKZmHsf3r02vkUrp+uYgJAxtSPE9Wt8NSSfD3yr4r8BRwqzHmdLKfTGQTUAS4ALwIbAe6AIOBJ4wxH4nIFmClMaab12MHAMOAEsaYvT72PQgYBFCiRIk6u3fvTm6YKgM5fzGepyevZvraQ3SuU4w3OlUlU5hfzU9Ucpzab5Pz6m9s0g7PBlU6Qs37oETj5CXji9FwfLtN/seck4HE/y+e+We7sMyQ56YrqwTylYUsuQP2EjOav/ed5P4RS8meKYxvBjagZN5sboeUYSWrGF9EvvZa1AzIASwCorzWGWNMbz8C2QKUA+4xxnzvsfxXoBZQGNgCLDfGdPd67EDgK5JI9p60GF/54+Cp8wz8ejnrD5zmxdsrMaBpaW2IlxJiY2DTVJvgd8wFkwAlb4aaPaByB8iUPWWe1xg4e8RJ/FsvLxU4sQuMx6xuWfPa5O9ZJZCvnC1tCNNSnmtZt/8U949YQqawUCYMakjpfJrw3ZDcYvxm2GFxExngNLaY3Zu/8xsexyb7mV7LfwfaYpN9FJDHx2MTT71P+PlcSiVp1Z4TDBq7gvMX4xnRuy6tKhZ0O6TgYgzsX+kU00+BmFO2GL3pv6Bmd8hTJuVjEIEcBe1fqSaXr4uPtQn/0kmAUxKw5XeIHuexjxDIVfKfaoHybaBMi5SPPZ2pWjQn3wxsSI/hS2yR/qCG3JQ/hU7iVLIkmeyNMaVS4PnWAw19LE+8nEpwtrnNxzaVgT1aX69u1E+r9/PMlL8pGJmJ8QMaUL5gDrdDCh5nDv9TTH90ky06r9QeavWAUs3STp15aLhN3vnKXbnu/EmnWmCbR6nAdti1EBZ/DrV7wW1vQGZtwOmpUuFIJg5qyH3DFtNrxFJ+eKixdstLQ/yqsw/Yk4m0A6YCXYwxUzyWzwAqG2OKi0hH4Adsy/v5zvpIbNe7b4wxj17rebQYX/mSkGB4f+ZmPpu7nfql8zC0Zx3yZItwO6z0L+4ibPnVJvitM23xeLH6NsFX6WRbzgeD2BiY9yb8+bEtpej4GZTWOcC8rd13iq5fLaJ0vmxMeqAR2ZOYHlcF3g13vfPYUSGgBHDF6ZoxZoEfjxdgNlADeAnYAXTG9t/va4wZLSIhwEKgOJcPqlMdqHGt+nrQZK+uFH0hjicnreb3DYfpVq84r3WoSkRYGrnKTK8OroFV42HtZDgfBTkK25b0NXv4vmIOFnuWwI+DbXfABoPhllcgQluhe5q7+QgDxizn5rL5GNG7LuGh+l1LDYHoZ18UGIfvqWyF6xtBLxJ4C5vkc2O74r1tjPnGY5s8wH+xM+1lxjYKfMoYs8af59BkrzztO3GOAWOWs+XwGf59Z2X6NC6lDfGSK/oY/P2tvYo/vBZCI6BiO6jZE25qCSEZpCfDxWiY9Sos/dK28O80FIrXdzuqNGXSsj08991autQpxrudq+t3LhUEItn/DDTCTmu7Ftt17jKJRe5pgSZ7lWjF7igeGLuCC3EJfHpfbZqXz+92SOlPfKwtnl89Hrb8BglxUKS27S5X9R7I6qs9bQaxYz789DCc3g+NH4OWL2rrfQ8fzNzCR7O38vgt5Xjy1vJuhxP0AjGoTlPgMWPM2MCFpVTKmrnhMA+PX0mRXJmZOKgeZQto6+DrcniDTfB/T4Loo5Atvy22rtkDClZ2O7q0oUxzePAvmPEi/PkhbP0dOn4BRWq6HVma8ETrchw4eZ6PZm+lSK7MdK1X4toPUinC32R/HjiSkoEoFUgLtx7j4fErqVQkkjF965ErqzbE88u5KFj3HawaBwdXQ0g4VGhrE3zZ1rYVu7pc5kjo8ClUugt+fgyG3wLNnoWmT2X44yUivHl3NQ6fucCLP6yjQGRmWlYo4HZYGZK/xfivAjcZY3qmfEg3TovxM7YVu6PoOXwpJfNmZeKghproryUhHrbPsQl+83Q7Bn2harYevloXyJbX7QjTj3NRMP0ZO7ZA4ZrQ6UsoUNHtqFx39kIc3b5axI6j0Uwc1JDqxXK5HVJQCkSd/SDgeew49tO5cgQ9jDEjbyzMwNFkn3Gt23+K7sMWky97Jr59oBH5c2j96VWd2g9T+sHexXYUuWr32rr4wtXdjix9W/8DTH3KNuRr9TI0ejjjNF5MwpEzMdz9+V/ExMbz/YM3UyKv9mAItEAk+4RrbOJ3a/zUoMk+Y9p25Az3frmYLOGhfDu4kc7CdS1bZ8H3A+2VfNu3oXpXCNNSkIA5ewR+eQI2T4PiDaHj53Zc/gxs25Gz3PPFX+TNFsF3DzYmt45zEVBXS/b+dn4sfY2/VBj7Uqmk7Y06R4/hSwgRYdyABproryY+Dma/BuPvsX3jB82D2vdrog+07AWg23hblH9kIwxtAkuHQcK1rp2CV9kC2Rneuy77Tp5nwNfLiYmNv/aDVECk6gh6qUWv7DOWQ6di6PLlX5yJiWPSoEZUKKTD3ybp9EH4bgDsXmiHfb39XZ3/PTWc2g8/P2LbRpRuDh0+g1zF3Y7KNb+uPchD36zktsoF+bxHHUJDtA9+IATiyj5xR9VF5BERecUZTQ8RKSsi+uuqXHH87AV6jlhC1NmLjOlbXxP91Wyfa68uD6y0V5vtP9FEn1pyFoWe38OdH8C+5fBFY9sgMggvtvxxe7XC/LtdZWasP8x/pm4gGC860xq/ut6JSCbsCHp344yYB/wCHALexU5L+3wKxaiUT6djYuk1cil7o84xpl99ahTP5XZIaVNCPMx/F+a/A/krQJcx2kLcDSJQtx+UaWkH4vnpYdj4C9z1EeQo5HZ0qa5fk9IcOHme4Qt3UjRXFgY209rglOTvlf0bQGvgfqAg/8xSB/Ar0CbAcSl1VecuxtFv1DK2HD7D0Pvr0LCMdg/z6ewRGNsJ5r9tx60fOEcTvdvylIbeU6HNW7BjHnze0I5tkAG9eEcl2lUvzBvTN/LzmgNuhxPU/E323YGXnfHrvbvd7QRKBTIopa4mJjaeB8auYOWeE3zUrZYO0pGUnX/YYvu9S2wdcaehEJHN7agU2Kl+Gz0ED/wBecrY7o/f9obo425HlqpCQoT3u9Sgfuk8/OvbNSzanrFef2ryN9nnBTZeZR/amVmlitj4BB6dsIo/th7jnXuqc0e1wm6HlPYkJMD89+Dr9pAp0l7N10oX42FlPPnLQ7/fodW/YdM0+LwBbJrudlSpKnN4KMPur0uJvFkZNNZOWKUCz99kvxM7EY4v9YHNgQlHqaQlJBiembyGmRsO82r7KnSpm3FbMycp+pjtUjf3dTtJzaC5ULCK21GpqwkNg2b/su9V9kIwsTv88CCcP+l2ZKkmZ9ZwRvetR5bwUPqMXMqhUzFuhxR0/E32XwPPi0gPILEzrhGRlsCTQJoZPU8FJ2MM//5pHT+uPsAzbSrQu3Ept0NKe3YvgqFNYdefttX33cMgk/ZOSDcKVbOlMM2esZMPfdHYdtXLIIrlzsqovvU4dT6WPqOWciYm1u2Qgoq/yf5dYBowln/q7BcCs4DfjDGfpEBsSgE20b/96ybGL9nDgy1u4uGWZd0OKW1JSICFH8DodhCeGQbMtK2+df7w9Ccswg6v23+mbV8xtpMddvfCWbcjSxVViuTki5512HbkLA+OW8nFuIw7AFGg+ZXsjTHxxphuQHPgfWA48DHQyhjTIwXjU4pP52zjywU76NWoJM+2qeB2OGnLuSiY0A1mDbGzrg2aD4VruB2VulHF6sADC6DRI7B8JAy9GXb/5XZUqaJZ+fy8fU91Fm47xvPf/a198APkmv3sRSQCWAw8b4z5HfgjxaNSyjFy4U7en7mFu2sXZchdVRC9Wv3H3mUwuQ9EH4E7/gv1BujVfDAJzwJt3oAKd8CPD8KoO+yEOq1eDvrBkDrXKcahU+f57+9bKJwrM8+00e6iN+qaV/bGmIvY8e/jUj4cpf7x7bK9vDZ1A22rFOLde6oTokNqWsbAX5/CqLZ2JrV+M6D+QE30warUzfDgX1C3Lyz6FL5sBvtXuB1Vinu4ZVm61y/BZ3O3M27xbrfDSff8rbOfCdyWkoEo5emXNQd47vu/aV4+Px91r0lY6HWN7By8zp+AiT3g95egfFtb1Fu0tttRqZSWKbttdNnzO1t/P/xWmPM6xF10O7IUIyL8p0MVWlUswP/9tI5ZGw67HVK65u8v6CdAdxH5r4g0EZGbRKSM519KBqkyljmbDvPkpNXUK5mHoT3rkCkszcye7K79K+xV3dYZdvS1ruMgSy63o1KpqWxreGgRVL8XFrwHw1rZGfWCVFhoCJ/eV4uqRXPyyISVrN570u2Q0q3kzGfv8wE6n70KhL+2H6PPqGVULJSD8QMakCNzuNshuc8YWPoVzHjJjqHeZTQU8zmxlcpINk2DXx6H2PO2m2XFO9yOKMUcPXOBe774i+gLcXz3YGNK5dORIH252qx3/ib73tfaxhgzJhmxpQhN9unTyj0n6Dl8CcVyZ2HSoEbkzqbzqxNzCn5+FDb8ZIvtO34BWfO4HZVKK04fgIn3wYHVcMv/QZMng7btxo6jZ7nni7/ImSWc7x5sTN7sOnCrtxtO9umNJvv0Z+PB03T9chG5s0Uw+YFGFIjM7HZI7ju4xo6XfnIPtH4FGj1qx1RXytPFc3YGvfXfQ/Vudha98OD8/qzYfYL7hi2mUuFIJgxsSJaINFOgnCYEbD57pVLC9qNnuX/EErJlCmNc/waa6I2BZSNsI6y4C9B3Otz8uCZ65VtEVug8Elq+BH9PhDF3wpngbMxWp2RuPulei7/3neTRCSuJi9dBd/zl96+HiDQXkaEiMl1E5nj9zU7JIFXw2nfiHD2HLwFg3IAGFM+T1eWIXHbhDHzXH6Y9BaWbwuCFUKKh21GptE4Emj8L934Nh9fbhnsH17gdVYq4rUohhrSvwqyNRxjyy3oddMdPfiV7EXkAmAvcA+TCzmfv+aeXHOq6HTkdQ4/hS4i+EMfX/RpwU/7sbofkrkPr4KsWsP4HW/9632TIltftqFR6UrkD9PsNMDCyrW3rEYR6NSrF4OY3MW7xHr6Yv93tcNKFa46g53ga+Abo5wyyo9QNORF9kZ4jlnD0zAXGDWhA5SKRbofkHmNg1ViY/gxkzgW9f4FSTdyOSqVXhWvAwLm24d63vWzxfrNngq7h3rNtKnDw1Hne/W0zhXNmplOtYm6HlKb5e0VeFBiliV4FwpmYWHqPWsqu4+cY3qsutUvkdjsk91yMhh8G2xb3JRrC4D800asbl6Mg9JkG1bvC3Dds1VDsebejCqiQEOHdztVpVCYvz075mz+3HXM7pDTN32S/AtCBc9QNO38xnv5jlrPhwGm+6FGbxmXzuR2Se45shK9a2ulMW7wIPb+H7AXcjkoFi/DM0OlLuOUVWPc9jLodTh90O6qAyhQWytD761AmX3YGj13BxoOn3Q4pzfI32T8GPCEizVIyGBXcLsTFM3jcCpbtiuKDrjW5pVJBt0Nyz+pvbCOq81HQ60do8Zwd516pQBKBpk9Bt/FwdAsMawn7V7odVUDlzBLO6H71yJYpjL6jlnHgZHCVYARKksleRPaKyB4R2QP8DBQD5orImcTlHn86S4G6qrj4BJ6YuJr5W47y9t3VuKtGEbdDckdin+gfH4SidWxr+zIt3I5KBbuK7aD/7xASbq/w133ndkQBVThnFkb3q0f0hTj6jFrKqfOxboeU5lytgd5skhgaV6nrkZBgeO67tfy67hD/vrMyXeuVcDskdxzbahtMHdloG0w1fx5C/W0jq9QNKlQVBs6BST1hSj84sglavBA04zdULBTJl/fXofeopTwwdjlj+tXXeTU86Ah6KkUZY3jl5/V8vWg3T91ansduKed2SO74e7Idxzw8M9z9lZ3QRCk3xF2AqU/B6nFQqT10GgoRwTPW/E+r9/P4xNXcVaMIH3WtmaGmxr7aCHp6WaFS1HszNvP1ot0MalaGR1uVdTuc1BcbA789DytGQYlGdqSzyAxahaHShrBM0OFTKFARfv83nNgF3SdAzuDoutahZlEOnIzhnd82USRXZl64vZLbIaUJ15XsRaQGUAG4YjxTY8zXgQpKBYfP5m7j83nbua9BCV64vSISZP18r+n4dpjcGw6thZufgFb/1mJ7lTaIQONHIV8FW6T/VUub8INkNsXBzctw4OR5vpy/gyI5s9C7cSm3Q3KdX788IpILmAYkjtuZ+KvtWQegyV5dMuavXbw3YzMdaxbh9Q5VM16iX/8D/PSoTe73fQvl27gdkVJXKn8bDJgFE7rCqDug/SdQo6vbUd0wEWFI+yocOh3DkF/WUzAyM22rFnI7LFf52zLjTSAv0Ayb6DsBrYDxwA6gfopEp9KlKSv28crP67m1ckHe61IjQ9WZEXfBjoQ3uQ8UqAQP/KGJXqVtBSrCgDlQrB78MAhmDYGE9D/BTGiI8HG3WtQsnovHJ65i+a4ot0Nylb/Jvg024S927u8zxswzxvQCZgGPp0RwKv35de1Bnp2yhiZl8/FJ91qEhwZHS1+/nNgFI9vA0q+g0SN2trpcxd2OSqlry5YX7v8BaveGhR/YFvsXzrgd1Q3LEhHKiN71KJorC31HLWPd/lNuh+Qaf3+JCwM7jDHxQAyQw2Pd90C7QAem0p95m4/w2MRV1CqRm6961SFzeAbq9rLxFxjaDKJ2QLdvoM0bEBrudlRK+S8sAu76CNq+A1t+hRFt4OQet6O6YXmyRTBuQAMis4TTa+RSth5O/ycxyeFvsj+Ene0OYDfQyGNdBmxirbzN23yEweNWUL5gDkb2qUfWiAzSEC3uIvz2gr0SynsTPLDADmCiVHokAg0HQ48pcGqfbbi3Z/G1H5fGFcmVhfEDGhAaIvQcsYQ9x8+5HVKq8zfZL+SfBD8WeEVEvhSRz4D3gBkpEZxKH75fuY8BY5ZzU/7sfN2vPjmzZJAr2pN77Ghkiz+HBoPt1KK5S7kdlVI3ruwtMHA2ZM4Jo++EVePdjuiGlcqXjXH9G3AhLoEeIxZz6FSM2yGlKn+T/avAb87/7wGfYYvuu2OH0n008KGp9OCrBdt56ts11C+dh4mDGpI3eya3Q0odm3+DoU3h2Ba492u4/R3bf1mpYJGvnG2pX7Ix/PQQzHgJEuLdjuqGVCiUg6/71edEdCw9hi/m+NkLboeUaq42Nv5rIlIEwBiz3Rjzh4iEGGNijTFPG2OKGWPyGGPuM8YcT72QVVqQkGB4Y9oG3py+iXbVCzOqbz1yZM4AV/TxsXYgkgldIVcJeGA+VO7gdlRKpYyseaDnd1BvICz6FCZ0g5j0PbNc9WK5GNmnHvtPnqfXyIwzjv7Vruxfwk5+A4CIhAKxIlI7kAGIyG8iYkTkda/luUVkuIgcE5FoEZklItUC+dwqeWLjE3h68hqG/bGT3o1K8km3WhljDOpT+2F0O/jrY6jbH/rPhDw687MKcqHh0O6/0O592DYbRtwKUTvdjuqG1C+dh6E967Dl8Bn6jV7GuYtxboeU4q6W7H11jg5oh2kR6Q7U8LFcsNUDbbFVBPcA4dhZ94JjTMd0KvpCHAPGLOeHVft5pk0FhrSvkjH60W+dBUObwOH1cM8IuPN/dpx7pTKKegNs97wzh+z0zLsWuh3RDWlRoQAfd6vFqj0nGPT1CmJi03cVxbW41gnaGZXvA+ApH6vbA02A+40xE4wxvznLQoBnUy1IdZmo6IvcN3wJf2y109Q+3LJs8I+MFx8Hs1+D8ffYMe0HzYNqnd2OSil3lGluZ87Llg++7gArRrsd0Q25vVph3utcg4XbjvHohFXExqf/wYSS4uaIJ+8C640xE3ysaw8cMMbMTVxgjDkF/AJoBakL9p04R+cv/mLTwdN8eX9dutXPANPUnj5of9D+eB9q97KNlfJl0Fn7lEqU9yZbhVW6uZ3J8dfn7ElxOnVPnWK81qEKMzcc5l+T15CQEHwzwcK1x8a/S0SqOv+HYMfCby8iNb03NMaM9PdJRaQJ0AsfRfiOKsA6H8vXA71EJLsx5qy/z6duzKZDp+k9cinnL8YzbkAD6pXK43ZIKW/7XPhuAMSeg05fBcV44UoFTJZcds6Hmf+2XU+PbYHOo+zydKhXo1KcvRDHu79tJlumMN7oGHzzeVwr2b/kY9n/+VhmAL+SvYiEA18C/zXGbE5iszzALh/LEwc3zg1cluxFZBAwCKBEiQxw1ZlKluw4zoCvl5MtIozJgxtToVCOaz8oPUuIh/nvwvx3IH8F6DLGjh2ulLpcaBi0fQvyV4RpT8Hw1nDfJHvlnw491KIsZ2Pi+HzedrJFhPLiHZWCKuFfLdmXTqHnfA7IArxxlW2Ey2fU81zukzHmK+ArgLp16wZnOUwq+23dIR6buIriubPwdf8GFM2Vxe2QUtbZI/Zqfud8qHGfbYEckc3tqJRK2+r0tgl+0v224d69Y6BMC7ejSpZn2lQg+kIcw/7YSY7M4Tx2S/BU2yWZ7I0xuwP9ZCJSAltaMADIJCKeo5BkchrtncFewfsqK87t3J4IdGzqct8s2cPLP66lerFcjOpTj9zZItwOKWXt/AO+62/7EHf4DGr1dDsipdKPUk1g0Fz4phuMvdsOMlV/oNtRXTcR4ZW7qnD2Qjz/m7mFbJnC6N8kpa57U1dqN9ArA2QGxmETduIfwL+c/6th6+ar+Hh8ZWCP1tenHGMMH83ayos/rKV5+fx8M7BBcCf6hASY/x583R4yRdqWxprolbp+uUtB/9+h3K0w/V8w9Sk7CFU6ExIivHNPNW6vWoj/TN3AxKXpfzIguPoIej+JSC1/dyQimUXkKREZfJXNVgMtffyBPQFoCWzD9rEvKiLNPfYfCdzlrFMpID7B8O+f1vHBrC3cU7sYX/WqG9wT2kQfs13q5r4OVe+x3eoKVnY7KqXSr8yRdtbHxo/B8hEw7m44l/7mkQ8LDeGjbrVoXj4/L/ywll/WHHA7pBt2tV/yPcBiEVkNjMdOhvO3MeZSHwtnON362CR8N7Af6JfUDo0xJ4F53sudRhC7jTHznPs/A4uAcSLyDPaK/wVsnf27fr42dR1iYuN5ctJqfl13iAeal+H5thWDqnHKFXYvgin94NxxuPNDqNPHzvillLoxIaFw239sw72pT8DwW6D7JMhf3u3IrktEWAhDe9ah96ilPDlpNVnCQ2lduaDbYSVbklf2xphHscXmS4EhwDIgRkSiROSgiMQAe7Hz2VcBngCqG2OW3mhQxpgE4E5gJvA58AMQD7Q0xuy90f2ry52OiaXPqKX8uu4QL7erxAu3B1cr1MskJMDCD+ywt+GZbd/5un010SsVaLV6QO9f4MIZ21J/2yy3I7puWSJCGdG7LlWKRPLQNyv5a9sxt0NKNjHm2g3XRSQCO8VtA6AItt79OLAJWJASjfluRN26dc3y5cvdDiNdOHI6ht6jlrH18Bn+26UGHWsVdTuklHMuCn4YDFtnQJVOcNfHtthRKZVyTu6BCd3hyAZo86adDjqdnVyfiL5It68Ws/fEOcYNaEDtErmv/SAXiMgKY0xdn+v8SfbpjSZ7/+w8Fk2vkUs4fvYiQ3vWoVn5/G6HlHL2LoXJfSH6iP3BqTcg3f3gKJVuXTgLPzwAm6ba0SjveB/C0lfD3yOnY7j3y0VERV9kwqCGVCmS0+2QrnC1ZO/mcLnKRX/vO0nnL/4i+kI8EwY2DN5Ebwz89SmMut3WJfb/3XYJ0kSvVOrJlB3uHQtNn4aVX8PYThCdvmZGLxCZmXEDGpA9Uxi9Rixl+9H01SlMk30G9MfWo3T7ajFZIkKZMrgRNYrncjuklHH+JEzsAb+/BOXbwgMLoIjfHUyUUoEUEgK3/B/cPQz2LYNhLeHIRrejui7Fcmdl3IAGiEDP4UvYG3XO7ZD8psk+g/lp9X76jV5GiTxZ+f7BxpTJn93tkFLG8e22UdDWGdDmLeg6Lt2O261UUKl+L/SdDnExMPxW2DLD7YiuS5n82RnbvwHRF+LoOWIJR07HuB2SXzTZZyAjF+7k8YmrqV0iN98ObkSByCCdj33HPDts57nj0OtnaPSQFtsrlZYUqwsD50LeMvBNV/jzY1vllk5UKhzJmH71OXbmAj2GLyEq+qLbIV2TJvsMwBjDO79t4rWpG2hbpRBj+tUnMnO422GljKXD7HCdOQrb4TtL3ex2REopX3IWhb6/QuX2dva8nx6GuAtuR+W3WiVyM7x3PfZEnaP3yKWciUnbowVqsg9ysfEJPDPlb76Yt50eDUrwWY/aZA4PdTuswIuPhWlP22E6y91qG+LlLuV2VEqpq4nIBp1HQ/PnYfV4GNMezh51Oyq/NbopL1/0rM3Gg6fpP3o55y/Gux1SkvxO9iJSTkTGiMgWEYl2bkeLSNmUDFAl3/mL8TwwdgVTVuzjidbleL1jVUJDgrA4+1wUjLsHlg23w3R2+0b7zyuVXoSEQMsXoPMoOLjaVsEdWud2VH5rVbEgH3aryfLdUQwau5wLcWkz4fuV7EWkBbAGO6rdYuyodouxw+Su9RzDXqUNJ6Iv0mP4YuZtPsLrHavyROvywTkq3tEtdjjOPYugw+d2mM6QICy5UCrYVb3bFusnxMKI22DTNLcj8tud1Yvw9t3V+WPrMR6fsJq4+AS3Q7qCvyPorQBigDaeM86JSA7gdyA8qY78bsjog+ocOHmeXiOXsifqHB93q0nbqoXdDillbJsFk/vZwTm6joMSDd2OSCl1o04fhIn3wYFVcMu/oclT6aaB7ciFO3lt6gburlWU/3apQUgql6RebVAdf6c0qwx09Z5a1hhzRkTeASbcYIwqQLYcPkPvkUs5GxPH1/3q07BMXrdDCjxjYMlQmPEiFKgM3SdArhJuR6WUCoTIwrZr3k+PwOzX4MgmaP+JncsijevXpDTRF+J4f+YWsmUK47UOVdJMiaq/yX4fkNTYhhHY2e6Uy1bsjqLf6OVEhIUw6YFGVC4ShPXWcRdtI7yVY6DindDpSzs6l1IqeIRngXuGQ4GKMOd1iNph2+LkSPuzzj3SqixnL8Tx5YIdZM8cxnNtK7odEuB/A713gFdF5LJZUpz7rwBvBjowdX1mbTjMfcOWkCdbBN8/2Dg4E330cTvM5soxdtjNe8dqolcqWIlAs2fs9/zIBjvi3sE1bkd1TSLC87dXpEeDEnwxbzufzd3mdkiA/1f2zYEcwHYRWQwcBgoCDZ3/WziN+ACMMaZ3gONUV/Htsr288MNaqhSJZFSfeuTNnsntkALvyEaY0M3W5909zI7CpZQKfpXb2260E7rDyLbQaShU7uB2VFclIvynQ1XOXYznvRmbyRYRSp+bS7sak7/Jvgl2PvmDQEnnD+c+QFOPbdPPMEjpnDGGz+dt570Zm2laLh9De9YhWyZ/39J0ZMsMmNIfIrLaurxiaaYtqFIqNRSubgfJmtgDvu0FLV6E5s+m6YZ7ISHCe52rE30hjiG/bCBbpjC61C3uWjx+ZQZjjLunJOoKCQmG16ZuYPRfu+hYswjvdq5BRFiQjZFkDPz1Ccz8P/tl7zbBjrqllMp4sheA3r/A1Cdg3ptwdBN0/NzW76dRYaEhfHJfLQaMWc5z3/1N1ogw2lV3p3dUkGWHjGHH0bM8MmElo//aRf8mpfnfvTWDL9HHXbDDZ878ty3G6/urJnqlMrrwzNDxC2j9Kqz/wU5dffqA21FdVaawUL68vw61S+TmiUmrmLvpiCtx+NXP/tLGIsWB4sAVfSCMMXMCGNcNCcZ+9mdiYpn290GmrNjH8t0nCBF4rm1FBjUrk2a6dgTM2aMwqSfsXWyH0Wz+nB1lSymlEm2aDt8PhIjs0P0bKFrH7Yiu6nRMLPcNW8zWw2cZk0Ldoq/Wz97fQXXKAOOB+omLnFvj/G+MMWlm2LJgSfYJCYbFO44zecU+fl13kJjYBMrkz0aXOsW5u3ZRCgbjrHWH1tmGONFH7Bl81bvdjkgplVYdXm8b7p49Yov0q97jdkRXFRV9ka5fLuLAyfOMH9iQmsVzBXT/gUj2c4AKwNvAJuCK+fyMMfNvMM6ASe/Jfm/UOSav2Md3K/ax/+R5cmQK466aRehcpxi1iucKviv5RJumwXcD7bj23b6BorXdjkgpldZFH4NJ98Oev6DZs9DihTRdEnj4dAxdhi7i1PlYJj3QkIqFAtdNOhAj6NUD+hhjvgtYVOoy5y7GMX3tISYv38uSnVGIQJOy+Xi2bQXaVCkUnDPVJTIGFv4PZv8HitSyiT4ySIf4VUoFVrZ80OsnmPYkLHjXNtzrNNTOqJcGFYzMzPgBDRj49XJiYlNvDP3rGUHviqt5dWOMMSzbdYLJy/cyfe1Boi/GUypvVv51W3k61S5G0Vxpt5VpwMTGwM+PwtpvbRFch8/SdOtapVQaFBYB7T+1w2f//rLtj999AuQs5nZkPhXPk5XpjzVN1bHz/U32bwLPicgcY0x0SgaUEew/eZ7vV+xjysp97D5+jmwRobSrXpgudYtTt2Tu4C2m93bmsJ3wYv9yaPUyNP1Xmu43q5RKw0Sg0cOQrzxM6QdftbSlhMXruR2ZT6k9SY6//ezHikhFYJczgt6JKzfRUfOuJiY2nhnrDzF5+T7+3H4MY6BhmTw81qoct1crRNaIIBwM52oOrrEN8c6fsMNhVm7vdkRKqWBQ7lboP9M23Bvdzk6iU6Or21G5zq8MIyJ9gBewo+jV5soifR01zwdjDKv2nmTy8n1MXXOAMxfiKJorC4+1KkfnOsUonier2yG6Y8NP8MNgyJIH+s2wA+YopVSgFKgIA+fY0fZ+GARHN0Kr/0vTDfdSmr+Xk68CPwD9jTEnUy6c4HD4dAzfr9zPlBV72X40mszhIdxRtTCd6xajYem8qV58k2YYA/PftaNfFasP3cbbUbGUUirQsuaB+3+A6c/Awg8gaifc/RWEBeHcIX7wN9nnBT7XRJ+0C3HxzNpwhMkr9rJgy1ESDNQrlZtBzcpwR7XC5Mgc7naI7rp4zo6It/57qN4N7vooXcxPrZRKx0LD4c4PIO9NtuHe+SjoOt52781g/E32C4FKwOwUjCXdMcawbv9pJq/Yy0+rD3DqfCyFc2bmwRY30blOcUrnS5tdP1Ld6QO2Id6B1XaYy5sf14Z4SqnUIQKNH4VsBeCnh2w9fo8pkKOg25GlKn+T/ePAtyJyAviNKxvoYYxJvQ6DLjt65gI/rd7P5OX72Hz4DBFhIbStUojOdYpxc9l8hGbUYnpf9q+ACffBxbO2ZWzFO9yOSCmVEdXoClnz2nr8kbdBz+/tFX8G4e8IeomJPKmNjTEmzTQnT4kR9C7GJTB38xEmL9/HvM1HiEsw1Cyei851inFXjSLkzJLBi+l9WTvFFt1nLwDdJ0LBKm5HpJTK6PatgPGdISTUXuEXqel2RAETiBH0XiODtrg/dT6Wj2Zt5cfV+4mKvkj+HJno37Q0nWsXo1zBHG6HlzYlJNhGeAvegxKNoOs4O8qVUkq5rVgd6P87jL3bFul3HQc3tXQ7qhTnbz/7ISkcR5qVNSKUX9cdpGGZPHSuU4xm5fITFppxu29c08Vo+OEB2PgL1OoJ7T6wo1sppVRaka+cTfjj7oHxXeDuL9P8JDo36rqL3kUkO7Z1/gFjTGzgQ0pbwkNDmP9My+CbLz4lnNpnB7I4vB7avAkNH9KGeEqptCmyMPSdbgf3mtLfTqjT4AG3o0oxfmcwEblTRFYCp4AdQDVn+XARuS+F4ksTNNH7YddCOzzlid1w37d22EpN9EqptCxLLrj/e6jYDn59Fma/ZscDCUJ+ZTER6Qj8BBwDnuOf+ewBdgI6VG5GlZAAC/4LY+6yfVf7z7TDVSqlVHoQngXu/Rrq9IE/3oefH4H4OLejCjh/i/FfAUYZYwaISBjwrse6dcBDAY9MpX3Rx+1QlNtm2fquuz6CTNpoUSmVzoSEwp0fQvaCMP8d+9vWeSREBM+Q5v6WT1cCJjn/e5dxnMDW4auMZM9iGNoEdi6Adv+De0ZooldKpV8i0PJFaPc+bPkNxnaCc1FuRxUw/ib700BSfadKAUcDEo1K+xIS4M+PYNQddozpAbOgXn+tn1dKBYd6A6DLaDiwEkbdDqf2ux1RQPib7GcCL4hILo9lRkQyAY8AvwY6MJUGnYuCid1h5v9BpTvhgflQuIbbUSmlVGBV6WhH2Dt9AEbcBkc3ux3RDUsy2YvIDhFJ/CV/CSgEbAaGY4vynwdWA8WAISkapXLf3mXwZTPYNhtufxe6jIHMOd2OSimlUkbpptBnGiTEwsg2sHep2xHdkKtd2ZcCMgEYY3Zh57GfCtyKnde+GbAYaGCMOZCiUSr3GAOLPoNRbW1Rff8Zti+qFtsrpYJd4ep28J0suWFMe9gyw+2Iks3vDuTGmH3GmP7GmGLGmAhjTGFjTF9jzN6UDFC56PxJmNQTZrwI5drAAwugaB23o1JKqdSTuxT0+x0KVLQD8Kwa73ZEyXKtZB+cowuoa9u/0hbbb/kNbnsDuo23Z7dKKZXRZM8PvX+B0s3sNLkLP0h3g+9cq5/9qyJyzI/9GGPMNQfWEZHOQHegLlAA2AN8D7xpjDnjsV1u4D2gI5AFWAQ8aYxZ60cs6kYYA0uHwe8v2fmf+/4Gxeu5HZVSSrkrUw47OuiPD8KsIXD2iL0QCkkfI6xeK9nXBC74sR9/T3H+hU3wLwL7gFrYxn0tRaSxMSZBRAT4GSgNPIrtx/8CMFdEahpj9vn5XOp6xZyCnx+DDT/aYvtOQyFrHrejUkqptCEsAu4eZqftXvy5Tfgdv0gXk31dK9l3NMYEsgniXcYYzz7580UkChgDtADmAO2BJkArY8xcABFZhB2W91ngsQDGoxId/Bsm97Zj27d+FRo/lm7OWJVSKtWEhNiJvrIXsFf4545D17FpflCxVP0190r0iZY5t0Wd2/bYGfXmejzuFPAL0CFlI8yAjIHlI2F4a4iNsV1NmjyhiV4ppZIiAk2ehA6f21FER98JZ9P22HJp4Re9uXO70bmtgh1v39t6oIQzxa4KhAtn4fuBMPVJKNUEBv8BJRu5HZVSSqUPtXpA9wl20J2Rt8GJXW5HlCRXk72IFAVeA2YZY5Y7i/Ng6+m9JQ5S7LNJuIgMEpHlIrL86NG0fYaVJhxeD1+1gHXfQauXoccUyJbUiMhKKaV8Kt8Gev9sRxgdcZutEk2Dkkz2xpiQANfXX8a5Qv8JiAP6eq7Cd4O/q47iYoz5yhhT1xhTN3/+/IELNNgYAyvHwrBWcOE09PoZmj2jxfZKKZVcxetDvxkQEgaj28HOP9yO6Aqu/MKLSGZsi/syQBuvFvZR2Kt7b4lX9L6u+pU/LkbbbiM/P2I/nIMX2iEhlVJK3ZgCFaH/TIgsAuPuhvU/uh3RZVI92YtIOPAdUB+4w0ff+fXYentvlYE9xpizKRxicDqyyV7Nr5kIzZ+H+3+0rUmVUkoFRs6i0PdXKFILJveBZcPdjuiSVE32IhICjAduAToYYxb72OxnoKiINPd4XCRwl7NOXa81E2FYS9tF5P4foOULEBLqdlRKKRV8suaxF1Pl28C0p2Hum2litL1r9bMPtM+ALsAbQLSINPRYt88pzv8ZO2LeOBF5hn8G1RHg3VSON32LPQ/Tn4FVY6FkE7hnOEQWdjsqpZQKbhFZoet4mPo4zH8Hzh6GO96H0NROuf9I7We+3bl9yfnz9CowxBlF707gv8DnQGZs8m+pk+5ch2Nb4dvecGQ9NH0aWrzo6gdNKaUylNAwaP8pZC8If7wP0cfgnhEQntmVcFL1198YU8rP7aKAfs6ful5rp8Avj0NoBPT4Dsq1djsipZTKeETglv+zCf/X52BsJ9svP0uuVA9F+1sFk9gYO0DOd/2hYFXb2l4TvVJKuavBA9B5BOxbBqPugNMHUz0ETfbB4vh2GHGrHfr25sehz1TbMlQppZT7qt4DPSbDyd128J1jW1P16TXZB4P1P9rR8E7uge6T4NbXIDTc7aiUUkp5uqmlnX8k7rxN+PtXpNpTa7JPz+Iu2Nb2k3tDvvJ2bPsKbd2OSimlVFKK1LSj7eUqDmGp11hPm2enVyd22UEbDqyChg9D6yHpYk5lpZTK8PLeBIPm2wZ8qUSTfXpyLgq2/g6bf4WtM+04zF3HQ6U73Y5MKaXU9UjFRA+a7NM2Y2wjji2/wubfYO9iMAmQvRBU62znU85T2u0olVJKpXGa7NOa+DjYswi2/Aabp0PUDru8UDVo+i+ocDsUrqmz1CmllPKbJvu04PxJ2DbLJvitv0PMKTsgTulm0PAhKN/WNuZQSimlkkGTvVuidtii+c3T7ZV8QhxkzQcV77RX72VaQqbsbkeplFIqCGiyTy0J8Xb0pM3TbZI/ttkuz18JGj8KFe6AonV0NjqllFIBp8k+JV04A9tm/1M8f+64bUFf8mao289OgagN7JRSSqUwTfaBdnKPvXLf8ivsWgjxFyFzLpvYy7eFsrdA5pxuR6mUUioD0WR/oxIS4MBK2/d9y29weJ1dnresnfyg/O1QvIFOL6uUUso1moGS42I07JjnJPgZEH0EJARKNILbXrcJPl9Zt6NUSimlAE32/jt9wOn7/hvsnA9xMZAp0hbLV7gDyraGrHncjlIppZS6gib7azkXBWM7wsE19n6uklCnr51wpkRjHY9eKaVUmqfJ/lqy5LYJvnJH2/89f8VUH9NYKaWUuhGa7K9FBLqOdTsKpZRSKtl0gHWllFIqyGmyV0oppYKcJnullFIqyGmyV0oppYKcJnullFIqyGmyV0oppYKcJnullFIqyGmyV0oppYKcGGPcjiHgROQosDvAu80HHAvwPoORHqdr02PkHz1O/tHj5J+McJxKGmPy+1oRlMk+JYjIcmNMXbfjSOv0OF2bHiP/6HHyjx4n/2T046TF+EoppVSQ02SvlFJKBTlN9v77yu0A0gk9Ttemx8g/epz8o8fJPxn6OGmdvVJKKRXk9MpeKaWUCnKa7JVSSqkgl2GTvYgMEREjImFux5IWiUgf5/gYESnvY30Lj/Wt3YjRTXp8blxyv4MiMlpEdqVQWK4SkY4iskBEjojIeRHZLSI/ikhbt2NLKzy+eydFJLfXujBn3RCXwkuzMmyyV347A9zvY3kvZ11Gp8dHBYSIPAb8AGwF+gPtgNed1a3ciisNywk853YQ6YUme3Ut3wM9RUQSF4hIFuAe4LtAPYmIZArUvlJZqhwflSH8C/jRGNPfGPOLMWaOMWaYMaYj8LzLsaVFvwOPikghtwNJDzTZO0Skm4jMEZGjInJWRFaJSG8f2xkReV1EHhORnSJyRkTmi0gVN+JOBWOBkkATj2WdgFC8kpmI1BORKSKyzymC3CwibzrJz3O7eSKyUETuco7zBeChlH4hKSSgx0dEPhWRwyIS7vXY7M5n7a0UfC2u8lX8KiKlnOV93IkqVeUBDvlaYYxJ8LwvIqVFZLzze3VBRFaLSCevbRKrSaqJyFwROSciB0XkNREJht/+xFKPl662kYjUF5FZzu96tIjMFpH6HuufFZGLIpLXx2M3iMiPgQ3bHcHwhgdKGWAK0APoCPwCDBeRwT627YktYnsc6AuUAH4K0vr/3cACLi+q7oUtbjzrtW0JYDUwGGgLfAT0A0b52G954GPgE6ANMDuQQaeiQB+fz4EC2BMGTz2AbMCwAMWt0p6lQG8RecZXO5BEIlIcWALUAJ4E2gMrge9EpL2Ph/wIzML+rn0D/Bv4v4BG7o6DwKfAIBEp6WsDEakOzAdyA32w381IYL6I1HA2G4c9Oe/q9dg6QCXsCX36Z4zJkH/AEMAAYT7WhQBh2B/WNV7rDLZOLdxjWWdneWO3X1cAj08f5zWVxSakE0BmoDAQB9wKtHC2ae3j8eIcw55AApDXY908Z1lNt19nGj4+s722Xwn85vbrDvAxvOw76Pw/xGubUs7yPh7LRgO73I4/BY5HeeBv5/Ua7KQtE4DbvLYbARz1/Mw4y2cCq30c3+e9thuGbU+Sy+3XnMzj5PndywOcBEY668I8P0fYC7iTnq8Vm+yjgO+9jt0ir+f50Nkuk9uvORB/emXvEJFyIjJBRPYDsc7fAKCCj81nGmNiPe6vdW5LpHCYbpkMZALuwl5hHsLHlbiIRIrIOyKyHbiAPYZjsYmtnNfmu4wxq1My6FQU6OPzOdBSRMo5j6sH1AK+TMkXodxljNmCfZ+bA29gS4E6ATNE5GWPTdsC04FTTuvzMKdUcQZQQ0QivXb9rdf9iUB2oGrgX0XqMsZEAe8DvUTE1291M2CqMeakx2NOAz9jj3OisUBDj+9cGNAN+NYYcyGFwk9Vmuyx9aHYM7sa2IYwTYF6wEjsj7i3KK/7iR+GzCkVo5uMMWewRYH3Y4vBxhuvOkTHKGwR9cfYK9t6wMPOOu9jczBFgnVBChyfH7AnDA849wcDB7BVSyqIGWPijTELjDEvG2NaY6sX1wKveHQzK4D9nMV6/b3nrPeuez6cxP2igY7fJR9gf5Nf87EuD75/aw5hi/YTfQdEY0vaAG4DChIsRfjYIg8FjbCNrJoaYxYmLgzSOvjk+hqYhj1B7O69UkQyAx2wxWcfeSyvlsT+gm2c5oAdH2NMrIgMBx4SkXexVxjvG2PiUir4NOICEOG17IpGUxmJMeaA81n4CFv6sxQ4DvwBvJPEww543S8I7PC6D7A/gKG6xhhz1mm4+j7/nPAkigJ8tdYvhMdFmzEmWkR+wJbMvYJN+juMMX+mTNSpT6/srazO7aWieecsuoM74aRJM7HFgUONMet9rM+EbeQS67W8TwrHlVYE+vh8ie1HnFhFkBEa5u3myqLldm4E4gan4Z0vFZ3bxJb6vwHVgfXGmOU+/ryLne/1ut8N23h0XUACTxs+x568vO61fD7QTkRyJC5w/r/LWedpLHCTiLTB/vYHzVU96JU92CvMv4DTwGci8gq21fPL2AYyOV2MLc0wxsTj44rVY/0pEVkMPC0iB7HHrh/BU1R4VYE+PsaY/SLyC7bO9hdjzN4UCDutSCzlmQi8LCIvAYux1WlJHtMgtE5E5mKrcXZiG5Ldga3G+dYYs8fZ7v+wV/gLRORTYBe2SLoqUMYY089rvwOdrnbLsD1fBmBLmE6m7MtJPcaYCyLyGlfObPcf4E5gtoi8g/2sPYe9wPMu9p+FLRUZ4awfl6JBp7KMfGWfBYh36siO8k/f6CnAW8BwguzNTgXdgRXAZ9gW04ew3ROVdb3HZ7JzG6wN8y59B537b2G7Uj2CbQNRCd+jEwar57C/ya9hB4yZhK1ifB6P4+Ak/brAGuBNbKnSF9gGZ3N87LcDto3Iz9ji6dexSTDYjML2lLrEGPM3tlfMaWAM9mr9LNDcGLPGa9sEbNfEotiW+dtSIeZUk2GnuBWR74HqxpiybseilC8iMh64GXu15qvBX7qm38GU5QxQ9Aq2m3Cwt/dQ15DhivFFpC62eLAd8D+Xw1HqCiLSEKiJHeTjqWBL9PodVCr1Zbhkj21EFYJt3fqKy7Eo5csibFHjGGzDo2Cj30GlUlmGLcZXSimlMoqM3EBPKaWUyhA02SullFJBTpO9UkopFeQ02SuVwYhIH2eec+NrKlURaeGxvnUKxuA9+ItnbNodT6kA0mSvVMZ1Bt+D1vRy1qWkPtgRBJVSqUCTvVIZ1/dATxGRxAUikgW4BzsLmFIqSGiyVyrjGoud7bGJx7LEYaOvSPYi0lNE1ohIjIgcE5GxIlLYa5tdIjJORLqJyEYRiRaR5SLSxGObedihXW/2qC6Y5/V0+URkvIicFpEDIvKxM3OgUioZNNkrlXHtBhZweVF+L+xELGc9NxSRQdiTg43A3djx2tsA80Uku9d+mwJPA//GjgIYCkwVkVzO+oeAVcDf2LHfGznLPI0FtjvP9QXwMPBC8l6mUiojjqCnlPrH18D7IvIYdua01sDtnhuISCh24pR5xphuHss3YedV7wd87PGQSKCmMeaEs90h7IxrdwDfGGM2iMhpIMwYsziJuL4xxiSOrjdLRBpgJxLSEfeUSga9slcqY5sMZMLO790DOxPfbK9tKgAFgPGeC40xC7GlA829tl+UmOgda53bEtcR1zSv+2uv8/FKKQ96Za9UBmaMOSMiP2KL8ksB440xCR5t9gDyOLcHfezikMf6RFFez3HB2d/11LlHed2/gD0pUUolgyZ7pdTX2CvpEGxRubfExFvIx7pCwPIUikspFSBajK+UmomdiW6oMWa9j/WbgcNAN8+FItIY25p/fjKe8wKQJRmPU0olg17ZK5XBGWPi8X1Ff2m9iPwf8KWIjAPGAUWBN4CtwKhkPO0G4CER6YptdX/GGLM5GftRSvlBk71S6pqMMV+JyDngGeAnbNe86cCzxpizV32wb+9gG/4NB7JjSwdaBCZapZQ3nc9eKaWUCnJaZ6+UUkoFOU32SimlVJDTZK+UUkoFOU32SimlVJDTZK+UUkoFOU32SimlVJDTZK+UUkoFOU32SimlVJD7f3orisrw/gkFAAAAAElFTkSuQmCC\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 576x288 with 1 Axes>"
       ]
@@ -1502,7 +1524,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x288 with 1 Axes>"
       ]
@@ -1882,7 +1904,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1995,7 +2017,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2040,7 +2062,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2265,12 +2287,18 @@
     {
      "data": {
       "text/plain": [
-       "2000    1730\n",
-       "1990     846\n",
-       "2010     503\n",
-       "1980      21\n",
-       "1960       1\n",
-       "Name: year_manufactured, dtype: int64"
+       "0        1990\n",
+       "1        1990\n",
+       "2        1990\n",
+       "3        1990\n",
+       "4        1990\n",
+       "         ... \n",
+       "10046    2010\n",
+       "10050    2010\n",
+       "10051    2010\n",
+       "10052    2010\n",
+       "10053    2010\n",
+       "Name: year_manufactured, Length: 3101, dtype: int64"
       ]
      },
      "execution_count": 44,
@@ -2281,7 +2309,7 @@
    "source": [
     "# Drop the NaN values, convert to int, and do value counts\n",
     "pacer_decades = pacer_decades.dropna()\n",
-    "pacer_decades = pacer_decades.astype(int).value_counts()\n",
+    "pacer_decades = pacer_decades.astype(int)\n",
     "pacer_decades"
    ]
   },
@@ -2300,11 +2328,11 @@
     {
      "data": {
       "text/plain": [
-       "1730    1\n",
-       "846     1\n",
-       "503     1\n",
-       "21      1\n",
-       "1       1\n",
+       "2000    1730\n",
+       "1990     846\n",
+       "2010     503\n",
+       "1980      21\n",
+       "1960       1\n",
        "Name: year_manufactured, dtype: int64"
       ]
      },
@@ -2397,101 +2425,71 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>503</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>846</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1730</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>1900</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1930</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>9.0</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1940</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>68.0</td>\n",
+       "      <td>68</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1950</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>371.0</td>\n",
+       "      <td>371</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1960</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>349.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>349</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1970</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>578.0</td>\n",
+       "      <td>578</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1980</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>937.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1990</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>431.0</td>\n",
+       "      <td>846.0</td>\n",
+       "      <td>431</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2000</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>215.0</td>\n",
+       "      <td>1730.0</td>\n",
+       "      <td>215</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1196.0</td>\n",
+       "      <td>503.0</td>\n",
+       "      <td>1196</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "      pacer   other\n",
-       "1       1.0     NaN\n",
-       "21      1.0     NaN\n",
-       "503     1.0     NaN\n",
-       "846     1.0     NaN\n",
-       "1730    1.0     NaN\n",
-       "1900    NaN     1.0\n",
-       "1930    NaN     9.0\n",
-       "1940    NaN    68.0\n",
-       "1950    NaN   371.0\n",
-       "1960    NaN   349.0\n",
-       "1970    NaN   578.0\n",
-       "1980    NaN   937.0\n",
-       "1990    NaN   431.0\n",
-       "2000    NaN   215.0\n",
-       "2010    NaN  1196.0"
+       "       pacer  other\n",
+       "1900     NaN      1\n",
+       "1930     NaN      9\n",
+       "1940     NaN     68\n",
+       "1950     NaN    371\n",
+       "1960     1.0    349\n",
+       "1970     NaN    578\n",
+       "1980    21.0    937\n",
+       "1990   846.0    431\n",
+       "2000  1730.0    215\n",
+       "2010   503.0   1196"
       ]
      },
      "execution_count": 47,
@@ -2524,7 +2522,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2567,7 +2565,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2599,7 +2597,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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6kex2+0r6OvexHdA9IsaWKN+VklZJWiRprKQ989bvDsyMiGV5y6eTNJv+OXUrgDcK1AEM2NSgbdq08VWWK9CqVat8J1WzCtTov8qIWAQsApDUF3gnIj7OKNcK4NfAROB9YFfgAmCqpM9HxCtp3dYkx47yLcxZX//8Yaz73+D8uo3Wvn17li5dSpcuXTZ1U9aMlixZQvv27csdw8zyFPVfwohYexXJ9PjJOv+aI2JO/rKNFRHvAN/LWfS4pPEkI5ULgW/WxyHZJZgvf99XsXUNV0pnAGcA9O7du8nM3bp1Y86cOdTU1NChQwfvfiuziKCuro758+ev98/OzLJXVPORtBVwA3AiUNNI2aeaK1QhEfGWpP8D9s1ZvBAo9JulS876+ucukpQ3+smvy//Mm4GbITnJtKl87du3p0ePHrz77ru+vXOFqKmpoUePHh75mFWgYneG/xI4nmRa84sku8XKIX8EMx04TlLHvOM+A4CP+eQYz3SSprkTDY/71B/raXjTmI3UqVMnOnUq8dnFZmYtQLHNZzDwo4j4ZSnDNEVSb+AA4E85i8cCo4ETgN+mdW1IRmgT05luAONJmtFJaX29bwIvNcdMNzMzK16xzUfAjOb6UElfTb/8XPp8pKT3gfcjYrKk60hm4j1BMuFgF2AUsAb4r/rtRMTzku4FrpfUFpgJnEkyE++knLp5kn4OjJK0BHiWpEEdRjKl3MzMMlRs87kHOBr4WzN97v15r29KnycDh5DsJjsTOAXYEpgPPAaMjoj8JngqcAVwOdAZeAEYEhHP5tVdCCwFzgZ6kjTTERExbpO/GzMz2yDFNp+JJKOLLUmuBrDOAfqIeKzYD42IJqeCRcStwK1FbqsOOCd9NFW3mqRBXV5kTDMzK5Fim89D6XNfktFIveCTSQAlne1mZmYtR7HN59CSpjAzs1al2JNMJ5c6iJmZtR7F3lLBzMys2RR7hYP1TSaIiDi8GfKYmVkrUOwxn81Y99po25Ccf/M+8FpzhjIzs5at2GM+hxRaLmkn4EFyTvw0MzNbn0065hMRb5LcCfSnzRPHzMxag+aYcPA+8Olm2I6ZmbUSm9R8JG1NcmWBN5snjpmZtQbFznabyboTDtoBPdKvj2/OUGZm1rIVO9ttMus2n+XAbOD+9NiPmZlZUYqd7XZKiXOYmVkrssHHfCRtIWkHSZuXIpCZmbV8RTcfSYMlTQM+BGYBiyT9Q9KXS5TNzMxaqGInHAwGHgHeAMYA7wLbktwN9M+SjoqIv5YspZmZtSjFTjioJbmh3LCIWFO/UNJlwMPAaMDNx8ygtlOJt7+otNu3TBS7220v4Je5jQcgfX0TsHcz5zIzsxas2OazAtiqkXVbpuvNzMyKUmzz+V9gjKS+uQsl9SbZJTepeWOZmVlLVuwxn58AfwdmSHoSeAfoCexPMvvtJyVJZ2ZmLVJRI5+IeA34DPALoAb4LNAeuAHYOyJeL1lCMzNrcYod+RAR7wDnlTCLmZm1Eo2OfCTVSDpL0qAmar6Q1rQtTTwzM2uJmhr5nEEymaCpe/XMAMYCHwO/br5YZmbWkjV1zOcE4OaIWNBYQbruZuAbzR3MzMxarqaaz2dIbqWwPlPSWjMzs6I01XzaAx8VsY2PgA7NE8fMzFqDpprPu8DORWxj57TWzMysKE01n0nA9yQ1NSNuM+B7wGPNHczMzFqupprPNcCewH2SuuevTJfdl9b8tDTxzMysJWp0qnVEvCLp28BvgbckPQ3MTlfvCAwE1gDfiohXSp7UzMxajCavcBAR90t6DjgHOJzksjoAbwG/AX4eEW+UNqKZmbU06728Ttpc/jODLGZm1koUe0sFMzOzZuPmY2ZmmXPzMTOzzLn5mJlZ5tx8zMwsc0U1H0m3SurbyLodJd3avLHMzKwlK3bkcwrQrZF1XYGTmyWNmZm1Chuy2y0aWd4TqCt2I5K2l3SjpCckLZMUkvoUqOsi6RZJ8yV9JOlvkvYsUNde0k8lvSOpLt3uFwvUbSZplKRZkpZLekHS8cXmNjOz5tPoSaaSjgOOy1k0WtL8vLIOwEHAMxvwmf2BEel7HgeOKPDZIrlDal/gLOADYBQwSdLeEfHvnPLfAEOBHwH/Ar4PTJA0KCKez6kbA5wHXJh+9teA+yUNi4g/b0B+MzPbRE1d4aA3SWOBZNSzN7Air2YFMJWkMRRrSkT0AJD0XQo0H+AY4EDgsIiYlNY+AcwEfgz8IF22F8ldVE+LiNvSZZOB6cBl6XbqL4J6HnBVRFybfsYkSf2BqwA3HzOzDDW62y0iboiIvhHRF5gDHFn/Ouexa0R8JSJmFPuBEbGmiLJjgLfrG0/6vkXAOGB4Xt1K4N6culXAPcBgSTXp4sFAO+COvM+5A9izsckUZmZWGkUd80kbzQulDpNjd+ClAsunA70lbZFTNzMilhWoa0eyi6++bgWQfxHU6enzgE1ObGZmRVvvhUXrpTeO+zzJ7rj2+esj4nfNmGtrYFaB5QvT5y7A0rTugybqts55/jAi8idN5Nc1IOkM4AyA3r17F5PbzMyKUFTzkTQAeBDYCVCBkgCas/mIwrPr8j+7uesaiIibgZsBBg4c2NhsPzMz20DFjnxuSmtHAC+y7sSD5raQwqORLunzBzl1hYYkXXLW1z93kaS80U9+nZmZZaDY5vNZ4JSIeKCUYXJMp/AsuAHAnIhYmlN3nKSOecd9BgAf88kxnulADcnI7Y28OoCXmyu4mZmtX7HNZz7JL/OsjAVOlXRwREwGkLQVcDRwV17daOAEktt9I6kNcCIwMSLqR2jjSfKflNbX+ybwUkTMLOH3YrZhajuVePuLSrt9syIU23x+Dnxf0l8iYvWmfqikr6Zffi59PlLS+8D7abMZCzwB3CHpR3xykqmAa+q3ExHPS7oXuF5SW5LzgM4kOTn1pJy6eZJ+DoyStAR4lqRBHUbDqdtmZpaBYptPN2AX4GVJf2XdYyQREZduwOfen/f6pvR5MnBIRKyRNAy4Nl3XnqQZHRoRb+W991TgCuByoDPwAjAkIp7Nq7uQZIbc2SSXBJoBjIiIcRuQ28zMmkGxzeeinK93LrA+gKKbT0Q0OcssrVkInJY+mqqrA85JH03VrSZpUJcXm9PMzEqjqOYTEb7vj5mZNRs3FTMzy5ybj5mZZa7o5iPpDEnPpffgWZ3/KGVIMzNrWYq9jfa3gRuBp0lmnt1GckXoxcCbJLcvMDMzK0qxI58fAleSnEMDcFNEnAz0I7mL6YLmj2ZmZi1Vsc1nZ2AKsCZ9tAOIiA9IzrE5uyTpzMysRSq2+dQBm6UX5XyXZMRTbymwXXMHMzOzlqvYk0xfJLkx29+Ax4ELJM0EVgG1wKslSWdmVafP8rvWX7QJZpV065aVYpvPzXwy2rmYpAn9X/p6CXBs88YyM7OWrNgrHNyb8/UbknYHBgEdgakRMb9E+czMrAVab/OR1A64GrgrIp4GiIiPSEY/ZmZmG2y9Ew4i4mPgP4AOpY9jZmatQbGz3Z4D9ixlEDMzaz2KbT7nAudJGiZpvbdDMDMza0qxs93uBzoBDwGrJM0juYdPvYiIHZs7nJmZtUzFNp9HadhszMzMNlqxU61PKXEOMzNrRXw/HzMzy1yjI5/0NgpFi4jfbXocMzNrDZra7XZ73uv6Yz4qsAzAzcfMzIrSVPPpm/P19sBdwCPAPcB7QA/g68CR6bOZmVlRGm0+ETG7/mtJNwD3RMRPckpmAFMkXQ38GDiuZCnNzKxFKXbCweHAXxtZ99d0vZmZWVGKbT4rgIGNrNsX+Lh54piZWWtQ7Emm9wG1klaTXO2g/pjPCOBS4DeliWdmZi1Rsc3nXGBL4ErgqpzlQTIR4dxmzmVmZi1YsVc4qAO+JWkMsB+wLfAO8FREvFbCfGZm1gIV1XwkKRKvAW42Zma2SYqdcDBb0sWStitpGjMzaxWKbT6PAecDsyQ9IOmIEmYyM7MWrqjmk17VejvgPODTwHhJb0r6iaTuJcxnZmYtUNFXtY6IRRHxi4jYAzgYmArUAnMk3SPpkJIkNDOzFmdjb6nwd+BPwPNAO2AY8Kikf0jarZmymZlZC7VBzUfSDpIuA94iOfH0Q2A4sBUwBOgA/LaZM5qZWQtT7FTro4H/AAYDi4DbgF9FxL9yyv4q6RySK1+bmZk1qtgrHDwEPA18l+Tq1isaqXsTuLM5gpmZWctVbPMZGBHPrq8oHQmdummRzDZRbacSb39Rabdv1goUO9V6vY3HzMysWI2OfCRdsgHbiYgY0wx5zMysFWhqt1ttgWUBqJHlzdp80vOGJhVYtSgiOufUdQF+ChxLMtvuCWBkRLyYt732acZvAp1Jpon/JCKmNGduMzNbv6aaT9sCtXUkV7XOcjfcD0gmO9RbVf+FJAFjgb7AWcAHwChgkqS9I+LfOe/7DTAU+BHwL+D7wARJgyLi+ZJ+B2Zm1kCjzSciVue+Tn7PA7A6f12JvRIRTzay7hjgQOCwiJgEIOkJYCbwY5LGhaS9gG8Ap0XEbemyycB04LJ0O2ZmlpGNvcJBpTgGeLu+8UByGSBgHMnJr7l1K4F7c+pWAfcAgyXVZBPXzMygOprPnZJWS1og6S5JvXPW7Q68VOA904HekrbIqZsZEcsK1LUD+jd7ajMza1Sx5/mUwyLgOmAysBjYB7gAeELSPhExD9gamFXgvQvT5y7A0rTugybqti4UQNIZwBkAvXv3LlRiZlZR+iy/q6Tbn9VM22lqqnW/vEWfSp97Sfowvz7vUjubLCKeA57LWTRZ0hTgHyTHci4imXkXBd6ePyOv2Lr8DDcDNwMMHDiw0PvNzGwjNDXyeYPCv7AfbKT+U40sbzYR8ayk14B900ULKTxq6ZI+f5BTV2jo0iVnvZmZZaSp5lOpl8nJHcVMBwrdVXUAMCcilubUHSepY95xnwHAxySN1szMMtLUVOuKuzWCpIEkd1K9L100FjhV0sERMTmt2Qo4Gsjd8TkWGA2cQHrLB0ltgBOBiU1cKNXMzEqgYiccSLqT5HydZ0nuG7QPyQmkc4Eb07KxJFc0uEPSj/jkJFMB19RvKyKel3QvcL2ktul2zyQ5OfWkLL4fMzP7RMU2H5Ip1F8nuXJBR+Bd4AHg0oiYDxARayQNA64FbgLakzSjQyPirbztnQpcAVxOcnmdF4AhvmiqmVn2Krb5RMSVwJVF1C0ETksfTdXVAeekDzMzK6NqOMnUzMxaGDcfMzPLnJuPmZllzs3HzMwy5+ZjZmaZc/MxM7PMVexU66pX26nE219U2u2bmZWQRz5mZpY5j3xsXR61mVmJeeRjZmaZc/MxM7PMufmYmVnm3HzMzCxzbj5mZpY5Nx8zM8ucm4+ZmWXOzcfMzDLn5mNmZplz8zEzs8y5+ZiZWebcfMzMLHNuPmZmljk3HzMzy5ybj5mZZc7Nx8zMMufmY2ZmmXPzMTOzzLn5mJlZ5tx8zMwsc24+ZmaWOTcfMzPLnJuPmZllzs3HzMwy5+ZjZmaZc/MxM7PMufmYmVnm3HzMzCxzbj5mZpY5Nx8zM8ucm4+ZmWWuVTUfSTtI+oOkRZIWS3pAUu9y5zIza21aTfOR1BF4DNgVOBn4FrAzMEnS5uXMZmbW2rQpd4AMnQ70A3aJiDcAJP0TeB34D+BnZcxmZtaqtKbmcwzwZH3jAYiImZL+DgzHzccqRJ/ld5V0+7NKunWz4rSa3W7A7sBLBZZPBwZknMXMrFVTRJQ7QyYkfQz8LCLOz1t+OXB+RKwzCpR0BnBG+nIXYEYJI3YF5pdw+6VUzdnB+cvN+cur1Pl3jIhu+Qtb0243gEKdVo0WR9wM3Fy6ODkhpGkRMTCLz2pu1ZwdnL/cnL+8ypW/Ne12+wDYusDyLuk6MzPLSGtqPtNJjvvkGwC8nHEWM7NWrTU1n7HA/pL61S+Q1Ac4IF1Xbpns3iuRas4Ozl9uzl9eZcnfmiYcbA68ANQBF5Ec/xkDbAl8JiKWljGemVmr0mpGPhHxEXAY8Brwe+BOYCZwmBuPmVm2Ws3Ix8zMKkerGfmYmVnlcPMxM7PMufmYmVnm3HzMzCxzre3yOhVD0o4kJ7jWX3VhIfByRMwuX6riOX/5VHN2qO781ZwdKix/RPiR4QMYAjwPrAbW5D1Wk5yLdFS5czp/+bO2pOzVnr+as1dqfu92y5CkrwCPkFxB9jvAfiR3U/10+vV3gPeBsZKOK1fOxjh/+VRzdqju/NWcHSo3v8/zyZCk54EnIuLM9dT9ChgUEXtnkatYzl8+1Zwdqjt/NWeHys3vkU+2dgHuKaLunrS20jh/+VRzdqju/NWcHSo0v5tPtt4FPltE3WfT2krj/OVTzdmhuvNXc3ao1PzlPhDWmh7AKJILm14C7FRgfT/gYmAZcEG58zp/+TO3hOzVnr+as1dy/rL/YFrTg+SuqVcAy0lmmCwD3gbmpl+vTtddSXo8rpIezu/srTF/NWev5PyecFAGkrqRTH2sn28vkvn204HxEfF+GeOtl/OXTzVnh+rOX83ZofLyu/mYmVnmfIUD22SSdgX2JjlhbVpE/Ku8iVouSe1J/tNYl7NsT2A3YG5E/L1s4YokaTNgJ5L/fa8B3omIf5c3VXEktQX60/AKAW9ExMrypapOnu2WIUmfSX955C77oqQpkuokLZP0mKQvlCtjUySdJemHOa/bS/ojybD9LpKpmq9L+o2kT5UpZqPSn+/dkoakvwCrhqSOku4GFgNLJN2YLr+J5Oz0e4Apkp6S1KmMURslaRdJ95B8D68CU4EngdmSZkn6saSK/A9x+m/3QZLsLwFT0sdLwGJJD0raq4wRN5mk4yWtzurzKvIPugV7DhgE/ANA0oHA30gO/t1Ksg92KPCYpAMi4plyBW3E94Frc15fTbIPeRQwkST/EJKZM3OA0VkHXI/2wPHACOA9SXcAv4uIl8obqyijgOHAdcAi4AeS2gFfA84g+Tu1P/BT4ALgJ2XKWZCkzwGTSA5w/wVYQXJ2fR/gZ8BWJJmPkjQkIpaXKeo6JB0ETCD5O301yX+2FpL8fe8C7E7yd+oJSYMj4vFyZa0mPuaTIUlrgP0jor75PEoyfD8o0lt5S9oK+D/gzYioqEt1SFoGHBkRk9PX7wFXR8TP8urOB/4jIvqWIWaj0p//4cD2wMnAISS/QJ4DbgfujogF5crXFEkzgP+JiGvT14cBfwV+lPvzl/Qj4DsRsWt5khYm6bH0y2ERsSxdJuBGYL+I2FfSdsDTwC0RcWmZoq5D0lTgHWBERBQcGaQj/XuBXhExKMt86yPp20WW7gv8Z0Rks9ei3NMAW9ODZP/253NefwR8o0DdycD75c5bINf7wDE5rz8Gvlig7nBgebnzFvHz70Uyong5XbcCeIBkhNGm3Hnzsn8EHJzzevM084F5dYcAH5U7b4H8S4GhBZZvSzLVt2/6+izg9XLnzcu4DDi0iLrDgGXlzlsgV/3FQ/MvKFrosTqrXFW137sF+hRQ6FLms0h2Q1SaScBpOa+fAQ4tUHcYyS6KihYRcyPiyogYQLLL6hbgi8CfSHaFVpL5wA45r3unzzvk1fVOayvNSqBDgeUdSEaf7dLXL5GMTCvJh0Axo/i+aW2lWQj8juRiok09fpBlKB/zyd4ZkoalXy8BtitQsx3Jfv1KcynwpKQ/kOynvxi4R1JnkmNXQXLM53vAj8sVcmNEsiv0H+mEiqOBYndVZOV/gdGS3iH5e3M1ye7ZSyQ9ERGzJPUjOd7zRPliNupR4DJJz0TETABJXYBfkFzS5bW0bisq7xf4ncC1klYB90Xe8ah0EtEJwDXAbWXItz7PAP0i4s2mitK/W9kp95CwNT0oPMz9bYG6m4HHy523ke9hIMn/TlfzyVB+dc6jDrik3Dmb+Pl/vtw5NjL7DiS/oOt/zq8C3UhGo6tJRjurSX5x71ruvAXy9yE5o/5jkgP2z5HsiqsDjsup+xkwrtx587LXkDSgNSRXAniFZKbe39Ovl6fr7gZqyp23QP7/AhYXUfdFYFJWuTzhoAJJOheYEREPlztLIemB4kOBA0hGaZsBC0h+qfwlIhaWMV6jJF1KctC+0napFUVSR5KfeTvgbxGxQlIN8F1gD5IRxO1RoXfVlLQ18J8ks9xWAzOA/450JJTWtAEiGjmwX07pVOpjKHyFgLER8UIZ41UdNx8zM8ucj/mUUXqeRheSIfvCSvzfXlOcv3yqOTtUd/50BNolfflBpFPHq0Wl5Pdst4xJ6irpqvS8jfqry74LLJX0v5JGlDdh05y/fKo5O1R3fknbSbpe0kySCR9z0scSSTPTdb3Km7JxlZjfu90yJGknYDKwDclB+xUkZ0dvAfyW5PjJl4A/AN+MiDVlilqQ85dPNWeH6s4vaQ+SiR2bAeNY9woHA0hmSAIcEhV2xYyKzV/umRit6QE8RHIdrl45y7Yg+Qc3MX29J8mMpR+WO6/zlz9zS8he7flJriTxv8BWTdRsldZMLHfeaslf9h9Ma3qQnLtzXIHlO5LM/tkuff0T4KVy53X+8mduCdmrPT/JlPAjiqgbDCwtd95qye9jPtnajORM73wrSYbA9VcjnkZyyflK4/zlU83Zobrz1wGdi6jrTHLOT6WpyPxuPtn6OzBK0pb1C9ILEl5G8j/DN9LFNSQHBSuN85dPNWeH6s7/EMkVDr7YWEF65etrgAezCrUBKjK/p1pn63ySe4DMlvQEydnenyO5ltV/xic3pPoCyf7xSuP85VPN2aG6859HcqB+kqS3SSZMfEByOamtSSZO9CK5N9F55QrZhIrM79luGZPUn+QfYu5Z3jdExNScml7AyoiYV56UjXP+8qnm7NAi8g8nmRW2OwWucEBylYOK/YVaafndfMzMLHM+5lOBlNxa+7H1V1Ym5y+fas4OlZ1f0iGSTpK0TyPre0m6JOtcxaq0/G4+lakbcHC5Q2wC5y+fas4OFZhf0hZK7mb6KPB7YJqk8UruvJpre5LbjlSUSs3vCQcZktR7/VVA8g+w4jh/+VRzdqj6/BcAuwGnkNzm+xBgNPCUpMER8XL5ohWlIvP7mE+GJK0hmWGy3lKSy8pncy/1Ijl/+VRzdqju/JJeBW6KiF/kLOtFMoW5D3BkRDwtaT9gaiVlh8rN75FPtupIppv+YT11A4EzSh9ngzl/+VRzdqju/L1Jbn63VkTMlXQwyRTmRyUdQ/I9VqKKzO/mk60XgNUR8ZumiiR9SOX9AwTnL6dqzg7VnX8eyfGQBiLiI0lHAg8AfwauzTpYkSoyvyccZOsZkhPriqFSBtlIzl8+1Zwdqjv/NGB4oRURsSJd9zBwUZahNkBF5vcxnwyl+1n7R8TkcmfZGM5fPtWcHao7v6TjSc78HxYRCxqpEXATMCQi+maZb30qNb+bj5mZZc673czMLHNuPmZmljk3H7NmJOkUSZHz+EjSLEl/kjRCUkX+m0sz3l7uHNZ6eKq1WWmcAPyb5P40vYGhwN3AGZKOjohKPSfELBNuPmal8XxEvJHz+veS7gfuJ7lp11nliWVWGSpyF4BZSxQRfyS5pMnpkjoCSOoo6WpJMyV9nD5fmL97TlI3STdJekvSivT595Jq0vX909czJdVJ+pekX0nqkp9D0tnpbrblkqYpuYvlOiT1lXSnpPfTz3xe0nHN/5Ox1sgjH7Ns/Rk4FhiYXml4AjAAGAO8COwPXExys69zAdIGMjVddjnwT6A7ycmB7YAVwHYku/l+SHKXyn4kF5T8MzCo/sMlfQe4HrgduBfoT7I7cO3trdO6HYCnSM6OHwm8D5wI/FHSsRExtnl+HNZaufmYZWtO+rwt8HXgQODgiJiSLn80Od+PSyVdnd7RcyRJMxkYEbnX6Lq7/ov0/fXbIG1sbwCPS9onIp5LR1O1wISIODWn9n3gnryctSRXGjg458TECWlTuozkzpdmG8273cyyVX/pmACGALOBqZLa1D+AiUBbklEQwBHA03mNp+FGpXaSLpD0qqQ6YCXweLp6l/R5+/RxX97b/wisyls2hGTUtCgv2wRgL0lbbdi3bdaQRz5m2dohfX6HZNfZjiSNopBtcp5fWM92rySZxHAZyS66JSSN5gGgfVqzbfr8Xu4bI2KVpPzLrnQHvp0+Gsu2eD2ZzBrl5mOWraHAcpILbS4AZgIjGqmdlT7PB3qtZ7tfA34XEZfXL5C0RV7NO+lzj9yF6Yhmm7zaBSQjp6sb+by315PHrEluPmYZkfQV4BjghohYJmk8cDywNCJebeKtE4GLJO0VEY2NgDqy7gjq1LzX/wbeIml2t+YsP551fxeMJ5moMN3nJFkpuPmYlcbekrqSzEbrDQwjOfH0r8CotOZOkgbxqKTrSHattQN2ImlSx0bEMuDnwDeAv0m6nGRWXFeS2W7fi4glJM3iZEkvkkw0+ArwhdxAEbFG0mjgFkm3kUwy6J/myd+FdgnwD2CKpP9HMgrrAuwB9IuI0zb5J2StmpuPWWncnz4vJ5mu/CzJrrE/RHop+YhYKWkwcD7JDdT6Ah8BbwKPAB+ndR9KOoBkmvX5JLvI3gMeq68hOd4j4Ir09Z9JZtP9IzdURPwm3R13Trr+pTTXHXl1cyQNJJn19l9AN5JdcS8Bv934H4tZwrdUMDOzzHmqtZmZZc7Nx8zMMufmY2ZmmXPzMTOzzLn5mJlZ5tx8zMwsc24+ZmaWOTcfMzPL3P8HbkrLAeL0qO8AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2634,7 +2632,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.9.12"
   }
  },
  "nbformat": 4,
diff --git a/f22/meena_lec_notes/lec-38/lec_38_plotting3_line_plots_template.ipynb b/f22/meena_lec_notes/lec-38/lec_38_plotting3_line_plots_template.ipynb
index ffe8742..0362e27 100644
--- a/f22/meena_lec_notes/lec-38/lec_38_plotting3_line_plots_template.ipynb
+++ b/f22/meena_lec_notes/lec-38/lec_38_plotting3_line_plots_template.ipynb
@@ -1,25 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# ignore this cell (it's just to make certain text red later, but you don't need to understand it).\n",
-    "from IPython.core.display import display, HTML\n",
-    "display(HTML('<style>em { color: red; }</style> <style>.container { width:100% !important; }</style>'))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%matplotlib inline"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -50,12 +30,12 @@
    "outputs": [],
    "source": [
     "def f_to_c(f):\n",
-    "    \n",
+    "    return (5/9) * (f-32)\n",
     "\n",
     "# test it by making several calls\n",
-    "print(f_to_c())\n",
-    "print(f_to_c())\n",
-    "print(f_to_c())"
+    "print(f_to_c(212))\n",
+    "print(f_to_c(32))\n",
+    "print(f_to_c(67))"
    ]
   },
   {
@@ -72,8 +52,8 @@
    "outputs": [],
    "source": [
     "# Establish a connection to \"iris-flowers.db\" database\n",
-    "iris_conn = ???\n",
-    "???"
+    "iris_conn = sqlite3.connect(\"iris-flowers.db\")\n",
+    "pd.read_sql(\"SELECT * FROM sqlite_master WHERE type='table'\", iris_conn)"
    ]
   },
   {
@@ -89,7 +69,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "iris_df = ???\n",
+    "iris_df = pd.read_sql(\"SELECT * FROM iris\", iris_conn)\n",
     "iris_df"
    ]
   },
@@ -97,7 +77,39 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Warmup 3: Scatter plot to visualize relationship between `pet-width` and `pet-length`"
+    "#### Warmup 3a: What are all the class types?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# v1: pandas\n",
+    "varietes = iris_df[\"class\"]\n",
+    "varietes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# v2: SQL\n",
+    "varietes = list(pd.read_sql(\"\"\"\n",
+    "    SELECT DISTINCT class\n",
+    "    FROM iris\n",
+    "\"\"\", iris_conn)[\"class\"])\n",
+    "varietes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Warmup 3b: Scatter plot to visualize relationship between `pet-width` and `pet-length`"
    ]
   },
   {
@@ -114,18 +126,21 @@
     "# getting unique class column values\n",
     "varietes = list(set(iris_df[\"class\"]))\n",
     "\n",
-    "plot_area = None\n",
+    "# Iterate over indices of varieties list\n",
+    "# Q: Why are we iterating over indices instead values here?\n",
+    "#    Discuss how it will be useful to extract information from other lists \n",
+    "#    like colors and markers\n",
     "for i in range(len(varietes)):\n",
     "    variety = varietes[i]\n",
+    "    curr_color = ??? # write code to extract color\n",
+    "    curr_marker = ??? # write code to extract marker\n",
     "    \n",
     "    # make a df just of just the data for this variety\n",
     "    variety_df = iris_df[iris_df[\"class\"] == variety] \n",
+    "    # print each subset DataFrame and verify that the output is correct\n",
     "    \n",
     "    #make a scatter plot for this variety\n",
-    "    plot_area = variety_df.plot.scatter(x = \"pet-width\", y = \"pet-length\", \\\n",
-    "                                        label = variety, color = colors[i],\n",
-    "                                        marker = markers[i], \\\n",
-    "                                        ax = plot_area)"
+    "    #variety_df.plot.scatter(x = \"pet-width\", y = \"pet-length\")"
    ]
   },
   {
@@ -159,7 +174,9 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "iris_virginica.plot.scatter(x = \"pet-width\", y = \"pet-length\")"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -176,7 +193,9 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "iris_virginica.plot.scatter(x = \"pet-width\", y = \"pet-length\", xlim = ???, ylim = ???)"
+   ]
   },
   {
    "cell_type": "code",
@@ -204,7 +223,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# How do we extract `pet-length` column Series?\n"
+    "iris_virginica[\"pet-length\"]"
    ]
   },
   {
@@ -272,7 +291,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Close the database connection.\n"
+    "# Close the database connection.\n",
+    "iris_conn.close()"
    ]
   },
   {
@@ -886,7 +906,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.9.12"
   }
  },
  "nbformat": 4,
-- 
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