diff --git a/lessons/01_python_data_visualization.ipynb b/lessons/01_python_data_visualization.ipynb index d14917b..bd5cef6 100644 --- a/lessons/01_python_data_visualization.ipynb +++ b/lessons/01_python_data_visualization.ipynb @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "tags": [] }, @@ -131,7 +131,7 @@ "- Plot basic plots\n", "- Handy to use for Exploratory Data Analysis (EDA)\n", "- Well connected with `pandas`\n", - "- Not ideal for custimization\n", + "- Not ideal for customization\n", "\n", "`seaborn`:\n", "- Easier for complex plots \n", @@ -143,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -175,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -191,102 +191,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "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>country</th>\n", - " <th>continent</th>\n", - " <th>year</th>\n", - " <th>lifeExp</th>\n", - " <th>pop</th>\n", - " <th>gdpPercap</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>Afghanistan</td>\n", - " <td>Asia</td>\n", - " <td>1952</td>\n", - " <td>28.801</td>\n", - " <td>8425333.0</td>\n", - " <td>779.445314</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>Afghanistan</td>\n", - " <td>Asia</td>\n", - " <td>1957</td>\n", - " <td>30.332</td>\n", - " <td>9240934.0</td>\n", - " <td>820.853030</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>Afghanistan</td>\n", - " <td>Asia</td>\n", - " <td>1962</td>\n", - " <td>31.997</td>\n", - " <td>10267083.0</td>\n", - " <td>853.100710</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>Afghanistan</td>\n", - " <td>Asia</td>\n", - " <td>1967</td>\n", - " <td>34.020</td>\n", - " <td>11537966.0</td>\n", - " <td>836.197138</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>Afghanistan</td>\n", - " <td>Asia</td>\n", - " <td>1972</td>\n", - " <td>36.088</td>\n", - " <td>13079460.0</td>\n", - " <td>739.981106</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " country continent year lifeExp pop gdpPercap\n", - "0 Afghanistan Asia 1952 28.801 8425333.0 779.445314\n", - "1 Afghanistan Asia 1957 30.332 9240934.0 820.853030\n", - "2 Afghanistan Asia 1962 31.997 10267083.0 853.100710\n", - "3 Afghanistan Asia 1967 34.020 11537966.0 836.197138\n", - "4 Afghanistan Asia 1972 36.088 13079460.0 739.981106" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm.head()" ] @@ -302,60 +209,27 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1952" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm['year'].min()" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2007" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm['year'].max()" ] }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2007" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "latest_year = gm['year'].max()\n", "latest_year" @@ -363,102 +237,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "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>country</th>\n", - " <th>continent</th>\n", - " <th>year</th>\n", - " <th>lifeExp</th>\n", - " <th>pop</th>\n", - " <th>gdpPercap</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>11</th>\n", - " <td>Afghanistan</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>43.828</td>\n", - " <td>31889923.0</td>\n", - " <td>974.580338</td>\n", - " </tr>\n", - " <tr>\n", - " <th>23</th>\n", - " <td>Albania</td>\n", - " <td>Europe</td>\n", - " <td>2007</td>\n", - " <td>76.423</td>\n", - " <td>3600523.0</td>\n", - " <td>5937.029526</td>\n", - " </tr>\n", - " <tr>\n", - " <th>35</th>\n", - " <td>Algeria</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>72.301</td>\n", - " <td>33333216.0</td>\n", - " <td>6223.367465</td>\n", - " </tr>\n", - " <tr>\n", - " <th>47</th>\n", - " <td>Angola</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>42.731</td>\n", - " <td>12420476.0</td>\n", - " <td>4797.231267</td>\n", - " </tr>\n", - " <tr>\n", - " <th>59</th>\n", - " <td>Argentina</td>\n", - " <td>Americas</td>\n", - " <td>2007</td>\n", - " <td>75.320</td>\n", - " <td>40301927.0</td>\n", - " <td>12779.379640</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " country continent year lifeExp pop gdpPercap\n", - "11 Afghanistan Asia 2007 43.828 31889923.0 974.580338\n", - "23 Albania Europe 2007 76.423 3600523.0 5937.029526\n", - "35 Algeria Africa 2007 72.301 33333216.0 6223.367465\n", - "47 Angola Africa 2007 42.731 12420476.0 4797.231267\n", - "59 Argentina Americas 2007 75.320 40301927.0 12779.379640" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm_latest = gm[gm['year'] == latest_year]\n", "gm_latest.head()" @@ -466,20 +247,9 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(142, 6)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm_latest.shape" ] @@ -507,28 +277,9 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 142.000000\n", - "mean 11680.071820\n", - "std 12859.937337\n", - "min 277.551859\n", - "25% 1624.842248\n", - "50% 6124.371108\n", - "75% 18008.835640\n", - "max 49357.190170\n", - "Name: gdpPercap, dtype: float64" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm_latest['gdpPercap'].describe()" ] @@ -583,20 +334,9 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# default bin size: 10\n", "plt.hist(gm_latest['gdpPercap']);" @@ -618,20 +358,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.hist(gm_latest['gdpPercap'], bins=30);" ] @@ -647,20 +376,9 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.hist(gm_latest['gdpPercap'], bins=30)\n", "\n", @@ -687,20 +405,9 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm_latest.hist(column='gdpPercap');" ] @@ -714,20 +421,9 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm_latest.hist(column='gdpPercap', bins=30, grid=False)\n", "\n", @@ -754,20 +450,9 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.histplot(data=gm_latest, x='gdpPercap');" ] @@ -788,20 +473,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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pbgw4LdCtW7eQk5MDV1fXWvt06NABBw4cgKOjI2bOnIkOHTqgQ4cO+OSTT7RaV23XhGhS/VDv3W05OTlarVdbOTk5GmutGqPq62/Tpo3ae6VSCQA1Tn/cLTc3F0IIrdZTHx4eHrh+/XqNAPLaa68hNjYWsbGx9/wcqtZbW22VlZXIzc1Va6/+eRkbG6NNmzbSsgoLC/Hggw/ixIkTWLp0KaKiohAbGyudfqtrrO7lwIEDiI2NRXx8PLKzs3H06FF4e3sDuHO7/M2bN2Fqaqr2H7GJiQkyMzNr3N5efZuHDBmiNs8zzzwDANK1NSkpKfWqcdWqVXjppZfg5+eHbdu24fjx44iNjcWIESM0bntt+39paSkKCwvrtc67nTx5EsOGDQNw5zqtP//8E7GxsVi0aBGAuse/KuhrCgRVn+O9TjlrUrW86r97OnTogNjYWJw6dQqJiYm4efMmvv/+e9jY2Gi9DqDmzydw52dUm33uypUrCAoKgrGxMQ4ePAg7O7sa69D083rr1i2UlpZK/W1tbaFQKDT2rTqNWX3ZVdavXw8HBweMHTu23nXT/xjruwC6//bs2YOKigoEBgbW2e/BBx/Egw8+iIqKCpw6dQqfffYZ5syZAycnJ0ycOLFe69Lm2TqZmZm1tlX9wqr6C7f68zQa+kyWNm3aICMjo0b71atXAQD29vYNWj5w5xddq1atGn09wcHB2L9/P3777Tc89thjUru7u7v0H5WpqWmdy6ga39pqa9WqVY1rITIzM9G2bVvpfXl5OXJycqRlHTp0CFevXkVUVJR01AZAozyvpmfPnrWOlb29Pdq0aaN2kefdVCqV2vvq++iXX36JgoICteUBwPDhw7Fw4ULs3LkTI0aMuGeN33//PQIDA7Fu3Tq19ruXfbfa9n9TU1O1I371tXXrVpiYmGD37t1qR4bu9Twl4E4A6d69OyIjI3H79m21+Xv16gUAOoWuXbt2AUCN3z1VF1UbiitXriAwMBBCCERFRUkX/d+tR48e2Lp1KzIzM9XCaUJCAgDAx8cHAGBubo6OHTtK7XdLSEiAubk52rdvX2PamTNncObMGbz22mswMTFprE1rUXgEp4VJS0vD/PnzYWNjgxdffLFe8xgZGcHPzw9r164FAOl0UX2OWmgjKSkJf/31l1rb5s2boVKp0KdPHwCQ7iY6e/asWr+qX5x30+YvtiFDhkj/Id9t06ZNsLCwkO7SaQhLS0v4+flh+/btanVVVlbi+++/h5ubm9qpkvp67rnn4OTkhDfeeENjQKmPLl26oG3btti8ebPaaYRbt25h27Zt0p1Vd/vhhx/U3v/0008oLy+X/vOqCg5V+0mVu+/eawqjR49GTk4OKioq0K9fvxqvLl261Dl/ly5d1PpX7XN9+vRBSEgI1q9fL110Wt2pU6eQlpYG4M72V9/2s2fP1nrR8Pbt29UeJldQUID//ve/ePDBB+u8U6m2/VyhUMDY2Fht3uLiYnz33Xe1LutuixYtQnZ2NubNm1evu67uJTIyEt988w0CAgIwcODABi+vqaSlpSEwMBAVFRU4dOiQ2p1Pdxs7diwUCkWNOy2//fZbmJubq4XgcePG4dChQ2p3YRUUFGD79u14+OGHYWxc81jD+vXrAdy5iYN0wyM4MpaYmChdR5CVlYU//vgDERERMDIywo4dO6TbvDX54osvcOjQIYwaNQoeHh64ffs2NmzYAAAYOnQogDt/CXt6euLXX3/FkCFDYGdnB3t7+zpvaa6Lq6srHn74YYSFhcHFxQXff/89IiMjsWLFCuk/1wceeABdunTB/PnzUV5eDltbW+zYsUPjXT49evTA9u3bsW7dOvTt2xetWrWq9a/E0NBQ7N69G0FBQXj33XdhZ2eHH374AXv27MHKlSt1PlReXXh4OIKDgxEUFIT58+fD1NQUn3/+ORITE7FlyxatnyYNAK1bt8bOnTsxZswY9OzZEy+99BL69+8PKysr5OTk4MiRI8jMzERAQECty2jVqhVWrlyJKVOmYPTo0XjxxRdRUlKCDz74ADdv3sTy5ctrzLN9+3YYGxsjODgYSUlJeOedd9CzZ09MmDABABAQEABbW1vMmDEDoaGhMDExwQ8//FAjxDa2iRMn4ocffsDIkSPx6quv4j//+Q9MTEzwzz//4PDhwxg7dizGjRun07I3bdqEESNGICQkBM888wxCQkJga2uLjIwM/Pe//8WWLVsQFxcHDw8PjB49Gu+99x5CQ0MxaNAgnD9/HkuWLIGXl5fG24KNjIwQHByMefPmobKyEitWrEB+fn6tt61XqW0/HzVqFFatWoXJkyfjhRdeQE5ODj788MMaoas2kyZNQlJSEt5//3389ddfmD59Ojp16oTKykqkp6dLQan6EbHKykocP34cwJ0jrWlpadi7dy9++ukndOvWDT/99FO91q8PWVlZCAoKQkZGBtavX4+srCy1a5Xc3Nykozndu3fHs88+i9DQUBgZGeGBBx7A/v378dVXX2Hp0qVqp53mz5+P7777DqNGjcKSJUugVCqxfPly3L59W+MT1W/fvo3NmzcjICAA3bp1a/Ltli19XuFMTaPqzoKql6mpqXB0dBSDBg0Sy5YtE1lZWTXmqX4XS0xMjBg3bpzw9PQUSqVStGnTRgwaNEjs2rVLbb4DBw6I3r17C6VSKQCIadOmqS1P08PgaruLatSoUeKXX34R3bt3F6ampqJdu3Zi1apVNeb/v//7PzFs2DBhbW0tHBwcxOzZs8WePXtq3EV148YN8dhjj4nWrVsLhUKhtk5ouPsrISFBjBkzRtjY2AhTU1PRs2dPERERodan6u6jn3/+Wa296k6Y6v01+eOPP8TgwYOFpaWlMDc3F/379xf//e9/NS6vPndRVcnMzBQLFiwQvr6+wtLSUpiYmAhXV1cxZswYsWnTJlFWVlZjO6o/6G/nzp3Cz89PmJmZCUtLSzFkyBDx559/qvWp+vzi4uLEmDFjhJWVlVCpVGLSpEni2rVran2PHTsm/P39hYWFhXBwcBDPPfecOH36dI2xauiD/qorKysTH374oejZs6cwMzMTVlZWomvXruLFF18UFy5ckPrp8oDJ4uJi8emnnwp/f39hbW0tjI2Nhaurqxg/frzYs2eP1K+kpETMnz9ftG3bVpiZmYk+ffqInTt3imnTpqnd9VT1Wa9YsUIsXrxYuLm5CVNTU9G7d2/x+++/q61b011Dde3nGzZsEF26dBFKpVK0b99ehIeHi/Xr12u8E7E2R44cEU888YRwc3MTJiYmwsLCQnh7e4uXXnpJnDp1Sq3vtGnT1H73mJubCw8PDzFmzBixYcMGUVJSUmP5mh70V1+13UWlaXnVx12Tqp+L2l7Vf2eUlpaK0NBQ4eHhIUxNTUXnzp3Fp59+qnHZFy9eFI888oiwtrYWFhYWYsiQISIuLk5j36o7Ejds2FBnvVQ3hRCNcOyRiIh0kpqaCi8vL3zwwQeYP3++vsshkg1eg0NERESyw4BDREREssNTVERERCQ7PIJDREREssOAQ0RERLLDgENERESyI/sH/VVWVuLq1atQqVQ6PUSNiIiI7j8hBAoKCuDq6qr2JcD1JfuAc/Xq1RrfEE1ERETNQ3p6usbvA7sX2QecqseIp6enw9raWs/VEBERUX3k5+fD3d29xteB1JfsA07VaSlra2sGHCIiomZG18tLeJExERERyQ4DDhEREckOAw4RERHJDgMOERERyQ4DDhEREckOAw4RERHJDgMOERERyQ4DDhEREckOAw4RERHJDgMOERERyY7BBJzw8HAoFArMmTNHahNCICwsDK6urjA3N0dgYCCSkpL0VyQRERE1CwYRcGJjY/HVV1/B19dXrX3lypVYtWoV1qxZg9jYWDg7OyM4OBgFBQV6qpSIiIiaA70HnMLCQkyZMgVff/01bG1tpXYhBFavXo1FixZh/Pjx8PHxwcaNG1FUVITNmzfrsWIiIiIydHoPODNnzsSoUaMwdOhQtfaUlBRkZmZi2LBhUptSqcSgQYNw7Nix+10mERERNSPG+lz51q1bcfr0acTGxtaYlpmZCQBwcnJSa3dycsKVK1dqXWZJSQlKSkqk9/n5+Y1UrWZpaWnIzs7WaV57e3t4eHg0ckVERESkt4CTnp6OV199Ffv374eZmVmt/RQKhdp7IUSNtruFh4dj8eLFjVZnXdLS0tC1azcUFxfpNL+5uQXOnUtmyCEiImpkegs4cXFxyMrKQt++faW2iooKHDlyBGvWrMH58+cB3DmS4+LiIvXJysqqcVTnbgsWLMC8efOk9/n5+XB3d2+CLQCys7NRXFwEv2dCYe3STqt58zNScWLDYmRnZzPgEBERNTK9BZwhQ4YgISFBre3pp59G165d8eabb6J9+/ZwdnZGZGQkevfuDQAoLS1FdHQ0VqxYUetylUollEplk9ZenbVLO9h5dLmv6yQiIqLa6S3gqFQq+Pj4qLVZWlqiTZs2UvucOXOwbNkydOrUCZ06dcKyZctgYWGByZMn66NkIiIiaib0epHxvbzxxhsoLi7Gyy+/jNzcXPj5+WH//v1QqVT6Lo2IiIgMmEEFnKioKLX3CoUCYWFhCAsL00s9RERE1Dzp/Tk4RERERI2NAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZEevAWfdunXw9fWFtbU1rK2t4e/vj71790rTp0+fDoVCofbq37+/HismIiKi5sBYnyt3c3PD8uXL0bFjRwDAxo0bMXbsWJw5cwbdu3cHAIwYMQIRERHSPKampnqplYiIiJoPvQacMWPGqL1///33sW7dOhw/flwKOEqlEs7Ozvooj4iIiJopg7kGp6KiAlu3bsWtW7fg7+8vtUdFRcHR0RGdO3fG888/j6ysLD1WSURERM2BXo/gAEBCQgL8/f1x+/ZtWFlZYceOHfD29gYAhISE4PHHH4enpydSUlLwzjvvYPDgwYiLi4NSqdS4vJKSEpSUlEjv8/Pz78t2EBERkeHQe8Dp0qUL4uPjcfPmTWzbtg3Tpk1DdHQ0vL298cQTT0j9fHx80K9fP3h6emLPnj0YP368xuWFh4dj8eLF96t8IiIiMkB6P0VlamqKjh07ol+/fggPD0fPnj3xySefaOzr4uICT09PXLhwodblLViwAHl5edIrPT29qUonIiIiA6X3IzjVCSHUTjHdLScnB+np6XBxcal1fqVSWevpKyIiImoZ9BpwFi5ciJCQELi7u6OgoABbt25FVFQU9u3bh8LCQoSFheHRRx+Fi4sLUlNTsXDhQtjb22PcuHH6LJuIiIgMnF4DzrVr1zB16lRkZGTAxsYGvr6+2LdvH4KDg1FcXIyEhARs2rQJN2/ehIuLC4KCgvDjjz9CpVLps2wiIiIycHoNOOvXr691mrm5OX7//ff7WA0RERHJhd4vMiYiIiJqbAw4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7DDhEREQkOww4REREJDsMOERERCQ7eg0469atg6+vL6ytrWFtbQ1/f3/s3btXmi6EQFhYGFxdXWFubo7AwEAkJSXpsWIiIiJqDvQacNzc3LB8+XKcOnUKp06dwuDBgzF27FgpxKxcuRKrVq3CmjVrEBsbC2dnZwQHB6OgoECfZRMREZGB02vAGTNmDEaOHInOnTujc+fOeP/992FlZYXjx49DCIHVq1dj0aJFGD9+PHx8fLBx40YUFRVh8+bN+iybiIiIDJzBXINTUVGBrVu34tatW/D390dKSgoyMzMxbNgwqY9SqcSgQYNw7NgxPVZKREREhs5Y3wUkJCTA398ft2/fhpWVFXbs2AFvb28pxDg5Oan1d3JywpUrV2pdXklJCUpKSqT3+fn5TVM4ERERGSy9H8Hp0qUL4uPjcfz4cbz00kuYNm0a/v77b2m6QqFQ6y+EqNF2t/DwcNjY2Egvd3f3JqudiIiIDJPeA46pqSk6duyIfv36ITw8HD179sQnn3wCZ2dnAEBmZqZa/6ysrBpHde62YMEC5OXlSa/09PQmrZ+IiIgMj94DTnVCCJSUlMDLywvOzs6IjIyUppWWliI6OhoBAQG1zq9UKqXbzqteRERE1LLo9RqchQsXIiQkBO7u7igoKMDWrVsRFRWFffv2QaFQYM6cOVi2bBk6deqETp06YdmyZbCwsMDkyZP1WTYREREZOL0GnGvXrmHq1KnIyMiAjY0NfH19sW/fPgQHBwMA3njjDRQXF+Pll19Gbm4u/Pz8sH//fqhUKn2WTURERAZOrwFn/fr1dU5XKBQICwtDWFjY/SmIiIiIZMHgrsEhIiIiaigGHCIiIpIdBhwiIiKSHQYcIiIikh0GHCIiIpIdBhwiIiKSHQYcIiIikh0GHCIiIpIdBhwiIiKSHQYcIiIikh0GHCIiIpIdBhwiIiKSHQYcIiIikh0GHCIiIpIdBhwiIiKSHQYcIiIikh0GHCIiIpIdBhwiIiKSHQYcIiIikh0GHCIiIpIdBhwiIiKSHQYcIiIikh0GHCIiIpIdBhwiIiKSHa0Dzr59+3D06FHp/dq1a9GrVy9MnjwZubm5jVocERERkS60Djivv/468vPzAQAJCQl47bXXMHLkSFy+fBnz5s1r9AKJiIiItGWs7QwpKSnw9vYGAGzbtg2jR4/GsmXLcPr0aYwcObLRCyQiIiLSltZHcExNTVFUVAQAOHDgAIYNGwYAsLOzk47sEBEREemT1kdwBg4ciHnz5mHAgAE4efIkfvzxRwDA//3f/8HNza3RCyQiIiLSltZHcNasWQNjY2P88ssvWLduHdq2bQsA2Lt3L0aMGNHoBRIRERFpS+sjOB4eHti9e3eN9o8//rhRCiIiIiJqKJ2eg3Pp0iW8/fbbmDRpErKysgDcuX08KSmpUYsjIiIi0oXWASc6Oho9evTAiRMnsH37dhQWFgIAzp49i9DQ0EYvkIiIiEhbWgect956C0uXLkVkZCRMTU2l9qCgIMTExGi1rPDwcDzwwANQqVRwdHTEI488gvPnz6v1mT59OhQKhdqrf//+2pZNRERELYjWASchIQHjxo2r0e7g4ICcnBytlhUdHY2ZM2fi+PHjiIyMRHl5OYYNG4Zbt26p9RsxYgQyMjKk12+//aZt2URERNSCaH2RcevWrZGRkQEvLy+19jNnzkh3VNXXvn371N5HRETA0dERcXFxeOihh6R2pVIJZ2dnbUslIiKiFkrrIziTJ0/Gm2++iczMTCgUClRWVuLPP//E/Pnz8dRTTzWomLy8PAB3Hhp4t6ioKDg6OqJz5854/vnnpQubiYiIiDTR+gjO+++/j+nTp6Nt27YQQsDb2xsVFRWYPHky3n77bZ0LEUJg3rx5GDhwIHx8fKT2kJAQPP744/D09ERKSgreeecdDB48GHFxcVAqlTWWU1JSgpKSEuk9n65MRETU8mgdcExMTPDDDz9gyZIlOHPmDCorK9G7d2906tSpQYXMmjULZ8+eVfumcgB44oknpH/7+PigX79+8PT0xJ49ezB+/PgaywkPD8fixYsbVAsRERE1b1oHnCodOnRAhw4dGqWI2bNnY9euXThy5Mg9v+7BxcUFnp6euHDhgsbpCxYsUPtW8/z8fLi7uzdKnURERNQ81CvgzJs3D++99x4sLS3VwoMmq1atqvfKhRCYPXs2duzYgaioqBoXLmuSk5OD9PR0uLi4aJyuVCo1nroiIiKilqNeAefMmTMoKysDAJw+fRoKhUJjv9raazNz5kxs3rwZv/76K1QqFTIzMwEANjY2MDc3R2FhIcLCwvDoo4/CxcUFqampWLhwIezt7TXeqk5EREQE1DPgHD58WPp3VFRUo6183bp1AIDAwEC19oiICEyfPh1GRkZISEjApk2bcPPmTbi4uCAoKAg//vgjVCpVo9VBRERE8qLVNTjl5eUwMzNDfHy82p1OuhJC1Dnd3Nwcv//+e4PXQ0RERC2LVs/BMTY2hqenJyoqKpqqHiIiIqIG0/pBf2+//TYWLFiAGzduNEU9RERERA2m9W3in376KS5evAhXV1d4enrC0tJSbfrp06cbrTgiIiIiXWgdcMaOHav13VJERERE95PWAScsLKwJyiAiIiJqPFpfg9O+fXvk5OTUaL958ybat2/fKEURERERNYTWASc1NVXjXVQlJSX4559/GqUoIiIiooao9ymqXbt2Sf/+/fffYWNjI72vqKjAwYMH6/VVC0RERERNrd4B55FHHgFw5+sYpk2bpjbNxMQE7dq1w0cffdSoxRERERHpot4Bp7KyEgDg5eWF2NhY2NvbN1lRRERERA2h9V1UKSkpTVEHERERUaPROuAAwMGDB3Hw4EFkZWVJR3aqbNiwoVEKIyIiItKV1gFn8eLFWLJkCfr16wcXFxc+9I+IiIgMjtYB54svvsC3336LqVOnNkU9RERERA2m9XNwSktLERAQ0BS1EBERETUKrQPOc889h82bNzdFLURERESNQutTVLdv38ZXX32FAwcOwNfXFyYmJmrTV61a1WjFEREREelC64Bz9uxZ9OrVCwCQmJioNo0XHBMREZEh0DrgHD58uCnqICIiImo0Wl+DQ0RERGTotD6CExQUVOepqEOHDjWoICIiIqKG0jrgVF1/U6WsrAzx8fFITEys8SWcRERERPqgdcD5+OOPNbaHhYWhsLCwwQURERERNVSjXYPz5JNP8nuoiIiIyCA0WsCJiYmBmZlZYy2OiIiISGdan6IaP3682nshBDIyMnDq1Cm88847jVYYERERka60Djg2NjZq71u1aoUuXbpgyZIlGDZsWKMVRkRERKQrrQNOREREU9RBRERE1Gi0DjhV4uLikJycDIVCAW9vb/Tu3bsx6yIiIiLSmdYBJysrCxMnTkRUVBRat24NIQTy8vIQFBSErVu3wsHBoSnqJCIiIqo3re+imj17NvLz85GUlIQbN24gNzcXiYmJyM/PxyuvvNIUNRIRERFpResjOPv27cOBAwfQrVs3qc3b2xtr167lRcZERERkELQ+glNZWQkTE5Ma7SYmJqisrGyUooiIiIgaQuuAM3jwYLz66qu4evWq1Pbvv/9i7ty5GDJkiFbLCg8PxwMPPACVSgVHR0c88sgjOH/+vFofIQTCwsLg6uoKc3NzBAYGIikpSduyiYiIqAXROuCsWbMGBQUFaNeuHTp06ICOHTvCy8sLBQUF+Oyzz7RaVnR0NGbOnInjx48jMjIS5eXlGDZsGG7duiX1WblyJVatWoU1a9YgNjYWzs7OCA4ORkFBgbalExERUQuh9TU47u7uOH36NCIjI3Hu3DkIIeDt7Y2hQ4dqvfJ9+/apvY+IiICjoyPi4uLw0EMPQQiB1atXY9GiRdITlDdu3AgnJyds3rwZL774otbrJCIiIvnT+Tk4wcHBCA4ObsxakJeXBwCws7MDAKSkpCAzM1Pt4mWlUolBgwbh2LFjDDhERESkUb1PUR06dAje3t7Iz8+vMS0vLw/du3fHH3/8oXMhQgjMmzcPAwcOhI+PDwAgMzMTAODk5KTW18nJSZpWXUlJCfLz89VeRERE1LLUO+CsXr0azz//PKytrWtMs7GxwYsvvohVq1bpXMisWbNw9uxZbNmypcY0hUKh9l4IUaOtSnh4OGxsbKSXu7u7zjURERFR81TvgPPXX39hxIgRtU4fNmwY4uLidCpi9uzZ2LVrFw4fPgw3Nzep3dnZGQBqHK3JysqqcVSnyoIFC5CXlye90tPTdaqJiIiImq96B5xr165pfP5NFWNjY1y/fl2rlQshMGvWLGzfvh2HDh2Cl5eX2nQvLy84OzsjMjJSaistLUV0dDQCAgI0LlOpVMLa2lrtRURERC1LvS8ybtu2LRISEtCxY0eN08+ePQsXFxetVj5z5kxs3rwZv/76K1QqlXSkxsbGBubm5lAoFJgzZw6WLVuGTp06oVOnTli2bBksLCwwefJkrdZFRERELUe9A87IkSPx7rvvIiQkBGZmZmrTiouLERoaitGjR2u18nXr1gEAAgMD1dojIiIwffp0AMAbb7yB4uJivPzyy8jNzYWfnx/2798PlUql1bqIiIio5ah3wHn77bexfft2dO7cGbNmzUKXLl2gUCiQnJyMtWvXoqKiAosWLdJq5UKIe/ZRKBQICwtDWFiYVssmIiKilqveAcfJyQnHjh3DSy+9hAULFkjhRKFQYPjw4fj8889rvfCXiIiI6H7S6kF/np6e+O2335Cbm4uLFy9CCIFOnTrB1ta2qeojIiIi0ppOTzK2tbXFAw880Ni1EBERETUKrb9sk4iIiMjQMeAQERGR7DDgEBERkezUK+D06dMHubm5AIAlS5agqKioSYsiIiIiaoh6BZzk5GTcunULALB48WIUFhY2aVFEREREDVGvu6h69eqFp59+GgMHDoQQAh9++CGsrKw09n333XcbtUAiIiIibdUr4Hz77bcIDQ3F7t27oVAosHfvXhgb15xVoVAw4BAREZHe1SvgdOnSBVu3bgUAtGrVCgcPHoSjo2OTFkZERESkK60f9FdZWdkUdRARERE1Gp2eZHzp0iWsXr0aycnJUCgU6NatG1599VV06NChsesjIiIi0prWz8H5/fff4e3tjZMnT8LX1xc+Pj44ceIEunfvjsjIyKaokYiIiEgrWh/BeeuttzB37lwsX768Rvubb76J4ODgRiuOiIiISBdaH8FJTk7Gs88+W6P9mWeewd9//90oRRERERE1hNYBx8HBAfHx8TXa4+PjeWcVERERGQStT1E9//zzeOGFF3D58mUEBARAoVDg6NGjWLFiBV577bWmqJGIiIhIK1oHnHfeeQcqlQofffQRFixYAABwdXVFWFgYXnnllUYvkIiIiEhbWgcchUKBuXPnYu7cuSgoKAAAqFSqRi+MiIiISFc6PQenCoMNERERGSKtLzImIiIiMnQMOERERCQ7DDhEREQkOww4REREJDs6BZxZs2bhxo0bjV0LERERUaOod8D5559/pH9v3rwZhYWFAIAePXogPT298SsjIiIi0lG9bxPv2rUr2rRpgwEDBuD27dtIT0+Hh4cHUlNTUVZW1pQ1EhEREWml3kdw8vLy8PPPP6Nv376orKzEyJEj0blzZ5SUlOD3339HZmZmU9ZJREREVG/1DjhlZWX4z3/+g9deew3m5uY4c+YMIiIiYGRkhA0bNqBDhw7o0qVLU9ZKREREVC/1PkVlbW2N3r17Y8CAASgtLUVRUREGDBgAY2Nj/Pjjj3Bzc8PJkyebslYiIiKieqn3EZyrV6/i7bffhlKpRHl5Ofr164cHH3wQpaWlOH36NBQKBQYOHNiUtRIRERHVS70Djr29PcaMGYPw8HBYWFggNjYWs2fPhkKhwPz582FtbY1BgwY1Za1ERERE9aLzg/5sbGwwYcIEmJiY4NChQ0hJScHLL7+s1TKOHDmCMWPGwNXVFQqFAjt37lSbPn36dCgUCrVX//79dS2ZiIiIWgidAs7Zs2fh5uYGAPD09ISJiQmcnZ3xxBNPaLWcW7duoWfPnlizZk2tfUaMGIGMjAzp9dtvv+lSMhEREbUg9b7I+G7u7u7SvxMTE3VeeUhICEJCQurso1Qq4ezsrPM6iIiIqOUx+O+iioqKgqOjIzp37oznn38eWVlZ+i6JiIiIDJxOR3Dul5CQEDz++OPw9PRESkoK3nnnHQwePBhxcXFQKpUa5ykpKUFJSYn0Pj8//36VS0RERAbCoAPO3df0+Pj4oF+/fvD09MSePXswfvx4jfOEh4dj8eLF96tEIiIiMkAGf4rqbi4uLvD09MSFCxdq7bNgwQLk5eVJL34RKBERUctj0EdwqsvJyUF6ejpcXFxq7aNUKms9fUVEREQtg14DTmFhIS5evCi9T0lJQXx8POzs7GBnZ4ewsDA8+uijcHFxQWpqKhYuXAh7e3uMGzdOj1UTERGRodNrwDl16hSCgoKk9/PmzQMATJs2DevWrUNCQgI2bdqEmzdvwsXFBUFBQfjxxx+hUqn0VTIRERE1A3oNOIGBgRBC1Dr9999/v4/VEBERkVw0q4uMiYiIiOqDAYeIiIhkp1ndRSVHycnJOs1nb28PDw+PRq6GiIhIHhhw9KQ4LweAAk8++aRO85ubW+DcuWSGHCIiIg0YcPSkrKgAgECvyW/CwaurVvPmZ6TixIbFyM7OZsAhIiLSgAFHz6wcPWDn0UXfZRAREckKLzImIiIi2WHAISIiItlhwCEiIiLZYcAhIiIi2WHAISIiItlhwCEiIiLZYcAhIiIi2WHAISIiItlhwCEiIiLZYcAhIiIi2WHAISIiItlhwCEiIiLZYcAhIiIi2eG3iTdjycnJOs1nb28PDw+PRq6GiIjIcDDgNEPFeTkAFHjyySd1mt/c3ALnziUz5BARkWwx4DRDZUUFAAR6TX4TDl5dtZo3PyMVJzYsRnZ2NgMOERHJFgNOM2bl6AE7jy76LoOIiMjg8CJjIiIikh0GHCIiIpIdBhwiIiKSHQYcIiIikh0GHCIiIpIdBhwiIiKSHQYcIiIikh0GHCIiIpIdBhwiIiKSHQYcIiIikh29BpwjR45gzJgxcHV1hUKhwM6dO9WmCyEQFhYGV1dXmJubIzAwEElJSfoploiIiJoNvQacW7duoWfPnlizZo3G6StXrsSqVauwZs0axMbGwtnZGcHBwSgoKLjPlRIREVFzotcv2wwJCUFISIjGaUIIrF69GosWLcL48eMBABs3boSTkxM2b96MF1988X6WSkRERM2IwV6Dk5KSgszMTAwbNkxqUyqVGDRoEI4dO6bHyoiIiMjQ6fUITl0yMzMBAE5OTmrtTk5OuHLlSq3zlZSUoKSkRHqfn5/fNAUSERGRwTLYIzhVFAqF2nshRI22u4WHh8PGxkZ6ubu7N3WJREREZGAMNuA4OzsD+N+RnCpZWVk1jurcbcGCBcjLy5Ne6enpTVonERERGR6DDTheXl5wdnZGZGSk1FZaWoro6GgEBATUOp9SqYS1tbXai4iIiFoWvV6DU1hYiIsXL0rvU1JSEB8fDzs7O3h4eGDOnDlYtmwZOnXqhE6dOmHZsmWwsLDA5MmT9Vg1ERERGTq9BpxTp04hKChIej9v3jwAwLRp0/Dtt9/ijTfeQHFxMV5++WXk5ubCz88P+/fvh0ql0lfJRERE1AzoNeAEBgZCCFHrdIVCgbCwMISFhd2/ooiIiKjZM9hrcIiIiIh0xYBDREREssOAQ0RERLLDgENERESyw4BDREREssOAQ0RERLLDgENERESyw4BDREREssOAQ0RERLLDgENERESyo9evaqDmJy0tDdnZ2TrNW1JSAqVSqdO89vb28PDw0GnehtTckPUSEZH+MOBQvaWlpaFr124oLi7SbQEKBVDHd4/VxdzcAufOJWsdNhpas67rJSIi/WLAoXrLzs5GcXER/J4JhbVLO63mzUiIQeKur9Br8ptw8Oqq1bz5Gak4sWExsrOztQ4aDam5IeslIiL9YsAhrVm7tIOdRxet5snPSAUAWDl6aD1vY9ClZiIiar54kTERERHJDgMOERERyQ4DDhEREckOAw4RERHJDgMOERERyQ7voqJmIzk5+b7MQ0REzR8DDhm84rwcAAo8+eSTOi+jrKS08QoiIiKDx4BDBq+sqACA0OkhgVUPGCwvL2+a4oiIyCAx4FCzoctDAqseMEhERC0LLzImIiIi2WHAISIiItlhwCEiIiLZYcAhIiIi2WHAISIiItnhXVQtFB+aR0REcsaA08LwoXlERNQSMOC0MHxoHhERtQQMOC0UH5pHRERyxouMiYiISHYMOuCEhYVBoVCovZydnfVdFhERERk4gz9F1b17dxw4cEB6b2RkpMdqiIiIqDkw+IBjbGzMozZERESkFYM+RQUAFy5cgKurK7y8vDBx4kRcvnxZ3yURERGRgTPoIzh+fn7YtGkTOnfujGvXrmHp0qUICAhAUlIS2rRpo3GekpISlJSUSO/z8/PvV7lERAYtLS0N2dnZOs1rb28PDw+PRq6IqOkYdMAJCQmR/t2jRw/4+/ujQ4cO2LhxI+bNm6dxnvDwcCxevPh+lUhE1CykpaWha9duKC4u0ml+c3MLnDuXzJBDzYZBB5zqLC0t0aNHD1y4cKHWPgsWLFALP/n5+XB3d78f5RERGazs7GwUFxfB75lQWLu002re/IxUnNiwGNnZ2Qw41Gw0q4BTUlKC5ORkPPjgg7X2USqVUCqV97EqIqLmw9qlndYP+SRqjgz6IuP58+cjOjoaKSkpOHHiBB577DHk5+dj2rRp+i6NiIiIDJhBH8H5559/MGnSJGRnZ8PBwQH9+/fH8ePH4enpqe/SiIiIyIAZdMDZunWrvksgIiKiZsigT1ERERER6YIBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZMegv6qBiJqPtLQ0ZGdn6zSvvb09PDw8uF4Dl5ycrNN8JSUlUCqVOs3bXMeK9I8Bh4gaLC0tDV27dkNxcZFO85ubW+DcuWSt/yNraevVl+K8HAAKPPnkk7otQKEAhNBp1uY2VmQ4GHCIqMGys7NRXFwEv2dCYe3STqt58zNScWLDYmRnZ2v9n1hLW6++lBUVABDoNflNOHh11WrejIQYJO76Sqd5m+NYkeFgwCGiRmPt0g52Hl24XpmycvTQenvzM1J1npeoIXiRMREREckOAw4RERHJDgMOERERyQ4DDhEREckOAw4RERHJDu+iIjJADXmIHB+q1jzc74fm6bq+5qylPYyxpW3vvTDgEBmYhj5Ejg9VM2z6fGgeAJSVlOo8b3PS0h7G2NK2tz4YcIgMTEMeIseHqhk+fT00r2re8vJyreZrrlrawxhb2vbWBwMOkYHS5SFyfKha83G/H5pXNW9L09IextjStrcuvMiYiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHd1ER3UNLeyCbLutvjJpb2npJvprrA/d03a8N9SGBDDhEtWhpD2Rr8PZCt5pb2npJ3prjA/ca+rNgqA8JZMAhqkVLeyBbY2yvLjW3tPWSvDXHB+415GfBkB8SyIBDdA8t7YFs+qq5pa2X5K05PnBPbg8I5UXGREREJDvNIuB8/vnn8PLygpmZGfr27Ys//vhD3yURERGRATP4gPPjjz9izpw5WLRoEc6cOYMHH3wQISEhSEtL03dpREREZKAMPuCsWrUKzz77LJ577jl069YNq1evhru7O9atW6fv0oiIiMhAGXTAKS0tRVxcHIYNG6bWPmzYMBw7dkxPVREREZGhM+i7qLKzs1FRUQEnJye1dicnJ2RmZmqcp6SkBCUlJdL7vLw8AEB+fn6j11dYWAgAuHHlPMpLirWaNz/jCgAg798LMDFWcF7Oy3k5L+etPm/mnUsR4uLipN+39XX+/HkAOv5+bmnrbYTPqLCwsNH/n61antD1eWLCgP37778CgDh27Jha+9KlS0WXLl00zhMaGioA8MUXX3zxxRdfMnilp6frlCEM+giOvb09jIyMahytycrKqnFUp8qCBQswb9486X1lZSVu3LiBNm3aQKHQLplqkp+fD3d3d6Snp8Pa2rrBy6O6cbzvL473/cXxvr843vdPY4y1EAIFBQVwdXXVaX6DDjimpqbo27cvIiMjMW7cOKk9MjISY8eO1TiPUqms8f0/rVu3bvTarK2t+QNyH3G87y+O9/3F8b6/ON73T0PH2sbGRud5DTrgAMC8efMwdepU9OvXD/7+/vjqq6+QlpaGGTNm6Ls0IiIiMlAGH3CeeOIJ5OTkYMmSJcjIyICPjw9+++03eHp66rs0IiIiMlAGH3AA4OWXX8bLL7+s7zIA3DkFFhoaWuM0GDUNjvf9xfG+vzje9xfH+/4xhLFWCKHr/VdEREREhsmgH/RHREREpAsGHCIiIpIdBhwiIiKSHQYcIiIikh0GHC18/vnn8PLygpmZGfr27Ys//vhD3yUZnCNHjmDMmDFwdXWFQqHAzp071aYLIRAWFgZXV1eYm5sjMDAQSUlJan1KSkowe/Zs2Nvbw9LSEg8//DD++ecftT65ubmYOnUqbGxsYGNjg6lTp+LmzZtqfdLS0jBmzBhYWlrC3t4er7zyCkpLS5tis/UmPDwcDzzwAFQqFRwdHfHII49I30lThWPeeNatWwdfX1/p4WX+/v7Yu3evNJ1j3XTCw8OhUCgwZ84cqY3j3XjCwsKgUCjUXs7OztL0ZjnWOn3BQwu0detWYWJiIr7++mvx999/i1dffVVYWlqKK1eu6Ls0g/Lbb7+JRYsWiW3btgkAYseOHWrTly9fLlQqldi2bZtISEgQTzzxhHBxcRH5+flSnxkzZoi2bduKyMhIcfr0aREUFCR69uwpysvLpT4jRowQPj4+4tixY+LYsWPCx8dHjB49WppeXl4ufHx8RFBQkDh9+rSIjIwUrq6uYtasWU0+BvfT8OHDRUREhEhMTBTx8fFi1KhRwsPDQxQWFkp9OOaNZ9euXWLPnj3i/Pnz4vz582LhwoXCxMREJCYmCiE41k3l5MmTol27dsLX11e8+uqrUjvHu/GEhoaK7t27i4yMDOmVlZUlTW+OY82AU0//+c9/xIwZM9TaunbtKt566y09VWT4qgecyspK4ezsLJYvXy613b59W9jY2IgvvvhCCCHEzZs3hYmJidi6davU599//xWtWrUS+/btE0II8ffffwsA4vjx41KfmJgYAUCcO3dOCHEnaLVq1Ur8+++/Up8tW7YIpVIp8vLymmR7DUFWVpYAIKKjo4UQHPP7wdbWVnzzzTcc6yZSUFAgOnXqJCIjI8WgQYOkgMPxblyhoaGiZ8+eGqc117HmKap6KC0tRVxcHIYNG6bWPmzYMBw7dkxPVTU/KSkpyMzMVBtHpVKJQYMGSeMYFxeHsrIytT6urq7w8fGR+sTExMDGxgZ+fn5Sn/79+8PGxkatj4+Pj9qXtA0fPhwlJSWIi4tr0u3Up7y8PACAnZ0dAI55U6qoqMDWrVtx69Yt+Pv7c6ybyMyZMzFq1CgMHTpUrZ3j3fguXLgAV1dXeHl5YeLEibh8+TKA5jvWzeJJxvqWnZ2NioqKGt9g7uTkVOObzql2VWOlaRyvXLki9TE1NYWtrW2NPlXzZ2ZmwtHRscbyHR0d1fpUX4+trS1MTU1l+5kJITBv3jwMHDgQPj4+ADjmTSEhIQH+/v64ffs2rKyssGPHDnh7e0u/oDnWjWfr1q04ffo0YmNja0zjvt24/Pz8sGnTJnTu3BnXrl3D0qVLERAQgKSkpGY71gw4WlAoFGrvhRA12ujedBnH6n009delj5zMmjULZ8+exdGjR2tM45g3ni5duiA+Ph43b97Etm3bMG3aNERHR0vTOdaNIz09Ha+++ir2798PMzOzWvtxvBtHSEiI9O8ePXrA398fHTp0wMaNG9G/f38AzW+seYqqHuzt7WFkZFQjPWZlZdVImlS7qivy6xpHZ2dnlJaWIjc3t84+165dq7H869evq/Wpvp7c3FyUlZXJ8jObPXs2du3ahcOHD8PNzU1q55g3PlNTU3Ts2BH9+vVDeHg4evbsiU8++YRj3cji4uKQlZWFvn37wtjYGMbGxoiOjsann34KY2NjaTs53k3D0tISPXr0wIULF5rtvs2AUw+mpqbo27cvIiMj1dojIyMREBCgp6qaHy8vLzg7O6uNY2lpKaKjo6Vx7Nu3L0xMTNT6ZGRkIDExUerj7++PvLw8nDx5Uupz4sQJ5OXlqfVJTExERkaG1Gf//v1QKpXo27dvk27n/SSEwKxZs7B9+3YcOnQIXl5eatM55k1PCIGSkhKOdSMbMmQIEhISEB8fL7369euHKVOmID4+Hu3bt+d4N6GSkhIkJyfDxcWl+e7bWl2S3IJV3Sa+fv168ffff4s5c+YIS0tLkZqaqu/SDEpBQYE4c+aMOHPmjAAgVq1aJc6cOSPdTr98+XJhY2Mjtm/fLhISEsSkSZM03mro5uYmDhw4IE6fPi0GDx6s8VZDX19fERMTI2JiYkSPHj003mo4ZMgQcfr0aXHgwAHh5uYmq9s6hRDipZdeEjY2NiIqKkrt9s6ioiKpD8e88SxYsEAcOXJEpKSkiLNnz4qFCxeKVq1aif379wshONZN7e67qITgeDem1157TURFRYnLly+L48ePi9GjRwuVSiX9H9ccx5oBRwtr164Vnp6ewtTUVPTp00e6FZf+5/DhwwJAjde0adOEEHduNwwNDRXOzs5CqVSKhx56SCQkJKgto7i4WMyaNUvY2dkJc3NzMXr0aJGWlqbWJycnR0yZMkWoVCqhUqnElClTRG5urlqfK1euiFGjRglzc3NhZ2cnZs2aJW7fvt2Um3/faRprACIiIkLqwzFvPM8884z0O8DBwUEMGTJECjdCcKybWvWAw/FuPFXPtTExMRGurq5i/PjxIikpSZreHMdaIYQQ2h3zISIiIjJsvAaHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh4iIiGSHAYeIiIhkhwGHiIiIZIcBh8iAREVFQaFQ4ObNm/oupck99NBD2Lx5s77LuC/atWuH1atX39d1pqamQqFQID4+/r6sb/r06XjkkUek94GBgZgzZ06TrnP37t3o3bs3Kisrm3Q91Dwx4FCzNX36dCgUCigUCpiYmKB9+/aYP38+bt261ejrKi0txcqVK9GzZ09YWFjA3t4eAwYMQEREBMrKyhptPQEBAcjIyICNjQ0A4Ntvv0Xr1q0bbfkXL17EM888Aw8PDyiVSrRt2xZDhgzBDz/8gPLycqlf1bgqFApYWlqiU6dOmD59OuLi4tSWVxXIql4ODg4ICQnBX3/9VWcdu3fvRmZmJiZOnCi1aRsCDDEM1vZ5xcbG4oUXXrj/Bd1DYGCg9NlV7Q9jxozB9u3b9V1avYwePRoKhaLFBGXSDgMONWsjRoxARkYGLl++jKVLl+Lzzz/H/PnzdVqWEELtP/kqpaWlGD58OJYvX44XXngBx44dw8mTJzFz5kx89tlnSEpKauhmSExNTeHs7AyFQtFoy6xy8uRJ9OnTB8nJyVi7di0SExOxe/duPPPMM/jiiy9qbEdERAQyMjKQlJSEtWvXorCwEH5+fti0aVONZZ8/fx4ZGRnYs2cPcnNzMWLECOTl5dVay6effoqnn34arVrp/1dQbZ97Y3JwcICFhUWTrkNXzz//PDIyMnDx4kVs27YN3t7emDhxot4DWX0/l6effhqfffbZfaiImh2tv9yByEBMmzZNjB07Vq3tueeeE87OzkKIO9+dsmLFCuHl5SXMzMyEr6+v+Pnnn6W+Vd+btW/fPtG3b19hYmIiDh06VGM9K1asEK1atRKnT5+uMa20tFQUFhYKIYTYu3evGDBggLCxsRF2dnZi1KhR4uLFi1LflJQUAUBs2bJF+Pv7C6VSKby9vcXhw4dr1JSbm6vxe71CQ0OFEEJ89913om/fvsLKyko4OTmJSZMmiWvXrtU6VpWVlaJbt26ib9++oqKiotY+VQCIHTt21Ojz1FNPCZVKJW7cuFGj3ipHjx6VxlWT69evC4VCIRITE9XaPT09xccff6xWw9dffy0eeeQRYW5uLjp27Ch+/fVXIcT/xhK1fN+ZLp/7oEGDxOzZs8Xrr78ubG1thZOTkzTeVT766CPh4+MjLCwshJubm3jppZdEQUGB2nI1fV7Vt+3KlSvi4YcfFpaWlkKlUonHH39cZGZmStNDQ0NFz549xaZNm4Snp6ewtrYWTzzxhNoXG9Z3fztz5ozGz0GImt/tVGXDhg0CgIiMjJTazp49K4KCgoSZmZmws7MTzz//vLTtQtT8eay+7Hvts7V9LvHx8SIwMFBYWVkJlUol+vTpI2JjY6X5UlNTBQBx6dKlWreTWib9//lE1IjMzc2lU0Zvv/02IiIisG7dOiQlJWHu3Ll48sknER0drTbPG2+8gfDwcCQnJ8PX17fGMn/44QcMHToUvXv3rjHNxMQElpaWAIBbt25h3rx5iI2NxcGDB9GqVSuMGzeuxvUBr7/+Ol577TWcOXMGAQEBePjhh5GTk1Nj2QEBAVi9ejWsra2RkZGBjIwM6ehUaWkp3nvvPfz111/YuXMnUlJSMH369FrHJT4+HsnJyZg/f36tR03qc9Ro7ty5KCgoQGRkZK19zM3NAaDWU3dHjx6FhYUFunXrds/1LV68GBMmTMDZs2cxcuRITJkyBTdu3IC7uzu2bdsG4H9Hjz755BMADfvcN27cCEtLS5w4cQIrV67EkiVL1La1VatW+PTTT5GYmIiNGzfi0KFDeOONNwDU/XndTQiBRx55BDdu3EB0dDQiIyNx6dIlPPHEE2r9Ll26hJ07d2L37t3YvXs3oqOjsXz5cml6ffc3XUybNg22trbSqaqioiKMGDECtra2iI2Nxc8//4wDBw5g1qxZ9V5mfffZ6p/LlClT4ObmhtjYWMTFxeGtt96CiYmJ1N/T0xOOjo74448/GrzdJDP6TlhEuqr+F+OJEydEmzZtxIQJE0RhYaEwMzMTx44dU5vn2WefFZMmTRJC/O8vxp07d9a5HnNzc/HKK69oXV9WVpYAIH3jbtVf1MuXL5f6lJWVCTc3N7FixQq1mqqOiERERAgbG5t7ruvkyZMCgNpf1HfbunWrAKB2FOratWvC0tJSeq1du1aahlqO4BQXFwsAtdabnZ0tHn74YaFSqWo9ovTxxx+L9u3b12jXdATn7bfflt4XFhYKhUIh9u7dq3HdVX10/dwHDRokBg4cqNb2wAMPiDfffFPjdgghxE8//STatGkjva/t87p72/bv3y+MjIzUvmU5KSlJABAnT54UQtw5gmNhYaF2xOb1118Xfn5+tdZS2/6myxEcIYTw8/MTISEhQgghvvrqK2FraysdrRRCiD179ohWrVpJR57udQSnuur7bG2fi0qlEt9++22tyxFCiN69e4uwsLA6+1DLwyM41Kzt3r0bVlZWMDMzg7+/Px566CF89tln+Pvvv3H79m0EBwfDyspKem3atAmXLl1SW0a/fv2kf9/dd8aMGQDu/MVdn6Mbly5dwuTJk9G+fXtYW1vDy8sLAJCWlqbWz9/fX/q3sbEx+vXrh+TkZK22+8yZMxg7diw8PT2hUqkQGBiocV3V3b0dbdq0QXx8POLj49G6dWuUlpbec71CiBrLAQA3NzdYWVnB3t4eycnJ+Pnnn+Ho6KhxGcXFxTAzM7vnugCoHVGztLSESqVCVlZWrf11/dw1rQ8AXFxc1NZ3+PBhBAcHo23btlCpVHjqqaeQk5Oj1YXtycnJcHd3h7u7u9Tm7e2N1q1bq+0H7dq1g0qlqrWW+u5vurp7v09OTkbPnj2lo5UAMGDAAFRWVuL8+fP1Wl5999nqn8u8efPw3HPPYejQoVi+fHmNzxG4c9SwqKhIm82jFsBY3wUQNURQUBDWrVsHExMTuLq6SoeuU1JSAAB79uxB27Zt1eZRKpVq7+/+pX33LbXW1tYAgM6dO9crgIwZMwbu7u74+uuv4erqisrKSvj4+NQrOGhzUfGtW7cwbNgwDBs2DN9//z0cHByQlpaG4cOH17quTp06AQDOnTuHXr16AQCMjIzQsWNHAHeCVn1UjUPVf6ZV/vjjD1hbW8PBwUEat9rY29sjNze3Xuu7+1QEcGec6joFUzVN28+9Puu7cuUKRo4ciRkzZuC9996DnZ0djh49imeffVarO+lqC8zV2++17Q3Z3+6loqICFy5cwAMPPFBnzVV13Ys2+2z1zyUsLAyTJ0/Gnj17sHfvXoSGhmLr1q0YN26c1OfGjRtwcHDQdjNJ5hhwqFmztLSU/pO+m7e3N5RKJdLS0jBo0KB6L0/TsiZPnoyFCxfizJkzNa7DKS8vR0lJCW7fvo3k5GR8+eWXePDBBwHcudZEk+PHj+Ohhx6S5o+Li6v1WgZTU1NUVFSotZ07dw7Z2dlYvny5dBTg1KlTdW5X79690bVrV3z44YeYMGGCzncvVV1jMnToULV2Ly+vet/O3rt3b2RmZiI3Nxe2trY61QHcGRsAauOj6+deH6dOnUJ5eTk++ugjafx++umnGjVV/7yq8/b2RlpaGtLT06XP7++//0ZeXl69rksCgJycnHrvb7rYuHEjcnNz8eijj0o1b9y4Ebdu3ZICyJ9//olWrVqhc+fO91yeLvvs3Tp37ozOnTtj7ty5mDRpEiIiIqSAc/v2bVy6dEnjNXLUsvEUFcmSSqXC/PnzMXfuXGzcuBGXLl3CmTNnsHbtWmzcuFGrZc2ZMwcDBgzAkCFDsHbtWvz111+4fPkyfvrpJ/j5+eHChQuwtbVFmzZt8NVXX+HixYs4dOgQ5s2bp3F5a9euxY4dO3Du3DnMnDkTubm5eOaZZzT2bdeuHQoLC3Hw4EFkZ2ejqKgIHh4eMDU1xWeffYbLly9j165deO+99+rcBoVCgYiICJw/fx4DBgzArl27cOHCBfz999/44osvcP36dRgZGanNc/PmTWRmZuLKlSuIjIzEY489hs2bN2PdunUNejZP79694eDggD///FPnZQB3Li5VKBTYvXs3rl+/jsLCwkb93Kvr0KEDysvLpXH/7rvv8MUXX6j10fR5VTd06FDp4tnTp0/j5MmTeOqppzBo0CCNp8000WZ/u5eioiJkZmbin3/+wYkTJ/Dmm29ixowZeOmllxAUFAQAmDJlCszMzDBt2jQkJibi8OHDmD17NqZOnQonJ6d7rkOXfRa4czpz1qxZiIqKwpUrV/Dnn38iNjZWLQgeP34cSqVS7dQvEQBeZEzNl6bbxO9WWVkpPvnkE9GlSxdhYmIiHBwcxPDhw0V0dLQQQvNFqrW5ffu2CA8PFz169JBukx0wYID49ttvRVlZmRBCiMjISNGtWzehVCqFr6+viIqKUrtYt+qiz82bNws/Pz9hamoqunXrJg4ePCitR1NNM2bMEG3atFG77Xjz5s2iXbt2QqlUCn9/f7Fr1657XlAqhBDnz58X06ZNE25ubsLY2FjY2NiIhx56SHz55ZfSdggh1G51NjMzEx06dBDTpk0TcXFxasvTZgzv9tZbb4mJEyeqtWm6yLj6hc42NjYiIiJCer9kyRLh7OwsFAqF2m3iunzumi6KHTt2rLRcIYRYtWqVcHFxEebm5mL48OFi06ZN9fq8dL1N/G4ff/yx8PT0lN7Xd3+710XGVZ+zqampcHFxEaNHjxbbt2+v0beht4nfa5/V9LmUlJSIiRMnCnd3d2FqaipcXV3FrFmzRHFxsdTnhRdeEC+++GKt20gtl0KI/3/VIBE1qdTUVHh5eeHMmTPSdTAt1bVr19C9e3fExcXB09NT3+VQM3X9+nV07doVp06dqnFdGBFPURHRfefk5IT169c32h0/1DKlpKTg888/Z7ghjXgEh+g+4REcIqL7hwGHiIiIZIenqIiIiEh2GHCIiIhIdhhwiIiISHYYcIiIiEh2GHCIiIhIdhhwiIiISHYYcIiIiEh2GHCIiIhIdhhwiIiISHb+H9HVk2MrP3S/AAAAAElFTkSuQmCC", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.histplot(data=gm_latest, x='gdpPercap', bins=30)\n", "\n", @@ -823,7 +497,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Kernal Density Plot" + "## Kernel Density Plot" ] }, { @@ -835,20 +509,9 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.histplot(data=gm_latest, \n", " x='gdpPercap', \n", @@ -880,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -897,20 +560,9 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.histplot(data=asia, \n", " x='gdpPercap', \n", @@ -935,20 +587,9 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.histplot(data=asia, \n", " x='gdpPercap', \n", @@ -972,20 +613,9 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.histplot(data=africa, \n", " x='gdpPercap', \n", @@ -1016,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1026,22 +656,10 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "\n", "# YOUR CODE HERE\n" ] }, @@ -1083,172 +701,16 @@ }, { "cell_type": "code", - "execution_count": 29, - "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>country</th>\n", - " <th>continent</th>\n", - " <th>year</th>\n", - " <th>lifeExp</th>\n", - " <th>pop</th>\n", - " <th>gdpPercap</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>11</th>\n", - " <td>Afghanistan</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>43.828</td>\n", - " <td>31889923.0</td>\n", - " <td>974.580338</td>\n", - " </tr>\n", - " <tr>\n", - " <th>23</th>\n", - " <td>Albania</td>\n", - " <td>Europe</td>\n", - " <td>2007</td>\n", - " <td>76.423</td>\n", - " <td>3600523.0</td>\n", - " <td>5937.029526</td>\n", - " </tr>\n", - " <tr>\n", - " <th>35</th>\n", - " <td>Algeria</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>72.301</td>\n", - " <td>33333216.0</td>\n", - " <td>6223.367465</td>\n", - " </tr>\n", - " <tr>\n", - " <th>47</th>\n", - " <td>Angola</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>42.731</td>\n", - " <td>12420476.0</td>\n", - " <td>4797.231267</td>\n", - " </tr>\n", - " <tr>\n", - " <th>59</th>\n", - " <td>Argentina</td>\n", - " <td>Americas</td>\n", - " <td>2007</td>\n", - " <td>75.320</td>\n", - " <td>40301927.0</td>\n", - " <td>12779.379640</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", - " </tr>\n", - " <tr>\n", - " <th>1655</th>\n", - " <td>Vietnam</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>74.249</td>\n", - " <td>85262356.0</td>\n", - " <td>2441.576404</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1667</th>\n", - " <td>West Bank and Gaza</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>73.422</td>\n", - " <td>4018332.0</td>\n", - " <td>3025.349798</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1679</th>\n", - " <td>Yemen, Rep.</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>62.698</td>\n", - " <td>22211743.0</td>\n", - " <td>2280.769906</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1691</th>\n", - " <td>Zambia</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>42.384</td>\n", - " <td>11746035.0</td>\n", - " <td>1271.211593</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1703</th>\n", - " <td>Zimbabwe</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>43.487</td>\n", - " <td>12311143.0</td>\n", - " <td>469.709298</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>142 rows × 6 columns</p>\n", - "</div>" - ], - "text/plain": [ - " country continent year lifeExp pop gdpPercap\n", - "11 Afghanistan Asia 2007 43.828 31889923.0 974.580338\n", - "23 Albania Europe 2007 76.423 3600523.0 5937.029526\n", - "35 Algeria Africa 2007 72.301 33333216.0 6223.367465\n", - "47 Angola Africa 2007 42.731 12420476.0 4797.231267\n", - "59 Argentina Americas 2007 75.320 40301927.0 12779.379640\n", - "... ... ... ... ... ... ...\n", - "1655 Vietnam Asia 2007 74.249 85262356.0 2441.576404\n", - "1667 West Bank and Gaza Asia 2007 73.422 4018332.0 3025.349798\n", - "1679 Yemen, Rep. Asia 2007 62.698 22211743.0 2280.769906\n", - "1691 Zambia Africa 2007 42.384 11746035.0 1271.211593\n", - "1703 Zimbabwe Africa 2007 43.487 12311143.0 469.709298\n", - "\n", - "[142 rows x 6 columns]" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm_latest" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1264,26 +726,9 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "continent\n", - "Africa 52\n", - "Americas 25\n", - "Asia 33\n", - "Europe 30\n", - "Oceania 2\n", - "Name: country, dtype: int64" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "count.head()" ] @@ -1301,20 +746,9 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['Africa', 'Americas', 'Asia', 'Europe', 'Oceania'], dtype='object', name='continent')" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "count.index" ] @@ -1328,20 +762,9 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([52, 25, 33, 30, 2])" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "count.values" ] @@ -1357,20 +780,9 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.barplot(x=count.index, \n", " y=count.values)\n", @@ -1381,20 +793,9 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.barplot(x=count.index, \n", " y=count.values, \n", @@ -1426,185 +827,18 @@ }, { "cell_type": "code", - "execution_count": 36, - "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>country</th>\n", - " <th>continent</th>\n", - " <th>year</th>\n", - " <th>lifeExp</th>\n", - " <th>pop</th>\n", - " <th>gdpPercap</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>11</th>\n", - " <td>Afghanistan</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>43.828</td>\n", - " <td>31889923.0</td>\n", - " <td>974.580338</td>\n", - " </tr>\n", - " <tr>\n", - " <th>23</th>\n", - " <td>Albania</td>\n", - " <td>Europe</td>\n", - " <td>2007</td>\n", - " <td>76.423</td>\n", - " <td>3600523.0</td>\n", - " <td>5937.029526</td>\n", - " </tr>\n", - " <tr>\n", - " <th>35</th>\n", - " <td>Algeria</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>72.301</td>\n", - " <td>33333216.0</td>\n", - " <td>6223.367465</td>\n", - " </tr>\n", - " <tr>\n", - " <th>47</th>\n", - " <td>Angola</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>42.731</td>\n", - " <td>12420476.0</td>\n", - " <td>4797.231267</td>\n", - " </tr>\n", - " <tr>\n", - " <th>59</th>\n", - " <td>Argentina</td>\n", - " <td>Americas</td>\n", - " <td>2007</td>\n", - " <td>75.320</td>\n", - " <td>40301927.0</td>\n", - " <td>12779.379640</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", - " </tr>\n", - " <tr>\n", - " <th>1655</th>\n", - " <td>Vietnam</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>74.249</td>\n", - " <td>85262356.0</td>\n", - " <td>2441.576404</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1667</th>\n", - " <td>West Bank and Gaza</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>73.422</td>\n", - " <td>4018332.0</td>\n", - " <td>3025.349798</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1679</th>\n", - " <td>Yemen, Rep.</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>62.698</td>\n", - " <td>22211743.0</td>\n", - " <td>2280.769906</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1691</th>\n", - " <td>Zambia</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>42.384</td>\n", - " <td>11746035.0</td>\n", - " <td>1271.211593</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1703</th>\n", - " <td>Zimbabwe</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>43.487</td>\n", - " <td>12311143.0</td>\n", - " <td>469.709298</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>142 rows × 6 columns</p>\n", - "</div>" - ], - "text/plain": [ - " country continent year lifeExp pop gdpPercap\n", - "11 Afghanistan Asia 2007 43.828 31889923.0 974.580338\n", - "23 Albania Europe 2007 76.423 3600523.0 5937.029526\n", - "35 Algeria Africa 2007 72.301 33333216.0 6223.367465\n", - "47 Angola Africa 2007 42.731 12420476.0 4797.231267\n", - "59 Argentina Americas 2007 75.320 40301927.0 12779.379640\n", - "... ... ... ... ... ... ...\n", - "1655 Vietnam Asia 2007 74.249 85262356.0 2441.576404\n", - "1667 West Bank and Gaza Asia 2007 73.422 4018332.0 3025.349798\n", - "1679 Yemen, Rep. Asia 2007 62.698 22211743.0 2280.769906\n", - "1691 Zambia Africa 2007 42.384 11746035.0 1271.211593\n", - "1703 Zimbabwe Africa 2007 43.487 12311143.0 469.709298\n", - "\n", - "[142 rows x 6 columns]" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gm_latest" ] }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.barplot(data=gm_latest, \n", " x=\"continent\", \n", @@ -1627,7 +861,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1637,22 +871,10 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "\n", "# YOUR CODE HERE\n" ] }, @@ -1696,20 +918,9 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.boxplot(data=gm_latest, x='continent', y='gdpPercap');" ] @@ -1725,20 +936,9 @@ }, { "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.boxplot(data=gm_latest, \n", " x='continent', \n", @@ -1759,20 +959,9 @@ }, { "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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++CFat24NBwcHzJ07V63bzdW5jPlwclzuac61Ou7cuVNprOXH6NHtW1paKv1eflmm/P0jk8lw4MAB+Pr6YunSpWjXrh2sra0xefLkSqeYqMz+/ftx6tQpxMbG4vbt24iOjpYuU6WnpyM7OxsGBgYVPs9paWlP/DxXRd3P8507d2BnZ1fhUp6NjQ309PSeeNyAB8fucZ87VTzpfKSnpwMAgoKCKhyv8ePHA0CFY/akNqnmcUwTPVOtWrVChw4dKi2zsrKCTCbD0aNHK73u/uiyR/8IBgcHY+LEidLv5f9b7NGjB/T19fHLL79g7NixT4wxLCwMLi4u+P7775W28eig0XJpaWlVLqvsD/CT/PLLL8jPz8fOnTvh5OQkLVdlcK6uri5eeeUVREZGIjU1VemLqPzLTN15jgBIidaj88/o6OhUeT6fxsmTJ5GWlobRo0c/tp67uzvCw8MhhEBcXBxCQkIwf/58GBkZYfbs2SptS5VxMeXKv9ge9ui5NjQ0BFDx/fLoF566LC0tkZqaWmF5+cBfKysrtdt0cnLCpk2bAACXLl3CDz/8gODgYBQXF2P9+vVPXL9NmzZVbrd8cHJERESl5Q/35gCqn4cOHTrAwsICv/76KxYvXvzE9SwtLRETEwMhhFLdjIwM3L9/v1rHrTaUx/HBBx/gzTffrLROixYtnmVIVAn2NJHW8PPzgxACN2/eRIcOHSq83N3dH7u+s7OzUv3yPzB2dnZ455138McffyA0NLTSda9cuYK4uDgAkCbre/gPbFpaWqV3zwEPuvcf/jItLS3F999/jyZNmqBhw4ZVxlvV/wrLt/twkiiEwMaNG6ts62EffPABSktLMXbs2BqZ4O/cuXNYtGgRnJ2dMXjw4Kdu70kyMzMxduxY6OvrY9q0aSqtI5PJ0KZNG6xatQr169fH2bNnpbKa6CUol5eXV6Gnbvv27dDR0UG3bt0AQLo7qfz9VK6yHj51egZ69uyJ+Ph4pX0DHvTeymQy9OjRQ+X9qEzz5s3x0Ucfwd3dvcI2qsPPzw937txBaWlppZ/n6iYA+vr6eP/993Hx4kV8+umnldbJyMjAn3/+CeDBcbt7926FCU7L/xaU90irozZ6dFq0aIFmzZrh3LlzlR6vDh06VEg0VY2VPU81hz1NpDW6dOmCd999FyNHjsTp06fRrVs3mJiYIDU1FdHR0XB3d8e4ceOq1fbKlStx9epVjBgxAn/88QfeeOMN2Nra4vbt29i3bx82b96M8PBweHh4SLc+jx8/HoMGDcKNGzfw6aefwt7eHv/880+Ftq2srPDKK6/g448/lu6eu3jxYoVpBx5VngR+9tln6NevH3R1deHh4YHevXvDwMAAb731FmbNmoV79+7hq6++QlZWlkr72qVLF3z55ZeYNGkS2rVrh3fffRetW7eGjo4OUlNTsWPHDgAV7yIDgDNnzkChUKCkpAQpKSk4cOAAtm7dChsbG+zatavKKQyq659//sGJEydQVlaGO3fuICYmBps2bUJubi5CQ0PRunXrKtfdvXs31q1bh9dffx2NGzeGEAI7d+5EdnY2evfuLdVzd3fH4cOHsWvXLtjb28PMzKzaX9iWlpYYN24ckpOT0bx5c+zduxcbN27EuHHjpMtGdnZ26NWrFxYvXgxzc3M4OTnhwIED2LlzZ4X2qnoPVHacp02bhtDQUPTv3x/z58+Hk5MT9uzZg3Xr1mHcuHFqjweKi4vDxIkT8X//939o1qwZDAwMcPDgQcTFxancS/c4Q4cOxbZt2/Dqq69iypQp6NixI/T19fHvv//i0KFDeO211/DGG29Uq+2ZM2ciISEBc+fOxcmTJ+Hv7w9HR0fk5OTgyJEj+PrrrzFv3jx06dIFw4cPx5dffonAwEAkJSXB3d0d0dHRWLRoEV599VX06tVL7e2Xn7fPP/8cgYGB0NfXR4sWLaqV1Dxsw4YN6NevH3x9fTFixAg0aNAAmZmZSEhIwNmzZ/Hjjz9WK9bw8HB8//33aNy4MQwNDZ/4H1B6DI0NQacXSlWTW1bm22+/FZ06dRImJibCyMhINGnSRAwfPlycPn1aqlOdiQbv378vtmzZIl555RVhYWEh9PT0hLW1tejXr5/Yvn27dGeKEA/uuHN2dhZyuVy0atVKbNy4Ubpj6GEAxIQJE8S6detEkyZNhL6+vmjZsqXYtm2bUr3K7qgqKioS77zzjrC2thYymUzpbpxdu3aJNm3aCENDQ9GgQQMxc+ZM8fvvv1d6V1ZVYmNjxciRI4WLi4uQy+XC0NBQNG3aVAwfPrzCXYfl+1b+ksvlwt7eXvTp00d8/vnnSncTlatqcktVlB+P8peenp6wtLQUXl5e4sMPPxRJSUkV1nn0jraLFy+Kt956SzRp0kQYGRkJhUIhOnbsKEJCQiochy5dughjY2MBQLqT6HHvyarunmvdurU4fPiw6NChg3SMPvzwwwp3O6WmpopBgwYJCwsLoVAoxLBhw6S7/R6+e+5x74FH754TQojr168Lf39/YWlpKfT19UWLFi3EsmXLlN675XdrLVu2rMJ+ARBz584VQgiRnp4uRowYIVq2bClMTEyEqamp8PDwEKtWrVK6y6syT7rbslxJSYlYvny59F42NTUVLVu2FO+99574559/pHpOTk6if//+j22rMr/++qvo37+/sLa2Fnp6esLc3Fz06NFDrF+/Xmli1zt37oixY8cKe3t7oaenJ5ycnMQHH3xQYXb58s/zoyo7Fx988IFwcHAQOjo6Sp/Lqu6ee9L5KHfu3DkxePBgYWNjI/T19YWdnZ145ZVXlO4WrOq9W9nfmaSkJNGnTx9hZmYmAAgnJ6dKjiSpSibEE25RIaIqyWQyTJgwQe05eoiI6PnDMU1EREREKmDSRERERKQCDgQnegq8uk1E9OJgTxMRERGRCpg0EREREamASRMRERGRCjimqQaVlZUhJSUFZmZmaj2agYiIiDRHCIG8vDw4ODhAR6fq/iQmTTUoJSUFjo6Omg6DiIiIquHGjRuPffwVk6YaVD6F/o0bNyp9RAURERFpn9zcXDg6Oj7xUThMmmpQ+SW5evXqMWkiIiJ6zjxpaA0HghMRERGpgEkTERERkQqYNBERERGpgEkTERERkQqYNBERERGpQKNJU3BwMGQymdLLzs5OKhdCIDg4GA4ODjAyMkL37t1x4cIFpTaKioowadIkWFlZwcTEBAMHDsS///6rVCcrKwsBAQFQKBRQKBQICAhAdna2Up3k5GQMGDAAJiYmsLKywuTJk1FcXFxr+05ERETPF433NLVu3RqpqanS6++//5bKli5dipUrV2Lt2rU4deoU7Ozs0Lt3b+Tl5Ul1pk6dip9//hnh4eGIjo7G3bt34efnh9LSUqmOv78/YmNjERERgYiICMTGxiIgIEAqLy0tRf/+/ZGfn4/o6GiEh4djx44dmDFjxrM5CERERKT9hAbNnTtXtGnTptKysrIyYWdnJ5YsWSItu3fvnlAoFGL9+vVCCCGys7OFvr6+CA8Pl+rcvHlT6OjoiIiICCGEEPHx8QKAOHHihFTn+PHjAoC4ePGiEEKIvXv3Ch0dHXHz5k2pznfffSfkcrnIyclReX9ycnIEALXWISIiIs1S9ftb4z1N//zzDxwcHODi4oKhQ4fi6tWrAIBr164hLS0Nffr0kerK5XL4+Pjg2LFjAIAzZ86gpKREqY6DgwPc3NykOsePH4dCoUCnTp2kOp07d4ZCoVCq4+bmBgcHB6mOr68vioqKcObMmdrbeSIiInpuaHRG8E6dOiE0NBTNmzdHeno6FixYAG9vb1y4cAFpaWkAAFtbW6V1bG1tcf36dQBAWloaDAwMYG5uXqFO+fppaWmwsbGpsG0bGxulOo9ux9zcHAYGBlKdyhQVFaGoqEj6PTc3V9VdJyIioueMRpOmfv36ST+7u7vDy8sLTZo0wZYtW9C5c2cAFac0F0I8cZrzR+tUVr86dR61ePFizJs377GxEBERUd2g8ctzDzMxMYG7uzv++ecf6S66R3t6MjIypF4hOzs7FBcXIysr67F10tPTK2zr1q1bSnUe3U5WVhZKSkoq9EA97IMPPkBOTo70unHjhpp7TERERM8LrUqaioqKkJCQAHt7e7i4uMDOzg779u2TyouLixEVFQVvb28AQPv27aGvr69UJzU1FefPn5fqeHl5IScnBydPnpTqxMTEICcnR6nO+fPnkZqaKtWJjIyEXC5H+/btq4xXLpdLD+flQ3qJiIjqNo1engsKCsKAAQPQqFEjZGRkYMGCBcjNzUVgYCBkMhmmTp2KRYsWoVmzZmjWrBkWLVoEY2Nj+Pv7AwAUCgVGjx6NGTNmwNLSEhYWFggKCoK7uzt69eoFAGjVqhX69u2LMWPGYMOGDQCAd999F35+fmjRogUAoE+fPnB1dUVAQACWLVuGzMxMBAUFYcyYMUyEiIhqyOzZs5GSkvLU7ZRfPXjclQBVODg4YMmSJU8dD704NJo0/fvvv3jrrbdw+/ZtWFtbo3Pnzjhx4gScnJwAALNmzUJhYSHGjx+PrKwsdOrUCZGRkTAzM5PaWLVqFfT09DB48GAUFhaiZ8+eCAkJga6urlRn27ZtmDx5snSX3cCBA7F27VqpXFdXF3v27MH48ePRpUsXGBkZwd/fH8uXL39GR4KIiFR1//59TYdALyiZEEJoOoi6Ijc3FwqFAjk5OeyhIiKqJcOHDwcAhIaGajgSqitU/f7WqjFNRERERNqKSRMRERGRCpg0EREREamASRMRERGRCpg0EREREamASRMRERGRCpg0EREREamASRMRERGRCpg0EREREamASRMRERGRCpg0EREREalAow/sJSKqbbNnz0ZKSspTt5Oeng4AsLW1fap2HBwcsGTJkqeOh4iePSZNREQquH//vqZDICINY9JERHVaTfXqDB8+HAAQGhpaI+0R0fOHY5qIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVKCn7gpJSUk4evQokpKSUFBQAGtra3h6esLLywuGhoa1ESMRERGRxqmcNG3fvh1ffPEFTp48CRsbGzRo0ABGRkbIzMzElStXYGhoiLfffhvvv/8+nJycajNmIiIiomdOpaSpXbt20NHRwYgRI/DDDz+gUaNGSuVFRUU4fvw4wsPD0aFDB6xbtw7/93//VysBExEREWmCSmOaPv30U5w+fRoTJ06skDABgFwuR/fu3bF+/XokJCTA2dm5puMkeuHExMRg2LBhiImJ0XQoREQEFZOm/v37q9yglZUVXnrppWoHREQPem+XL1+O5ORkLF++HEVFRZoOiYjohaf23XNnz57F33//Lf3+66+/4vXXX8eHH36I4uLiGg2O6EUVHR2N9PR0AEB6ejqio6M1HBEREamdNL333nu4dOkSAODq1asYOnQojI2N8eOPP2LWrFk1HiDRi6hr166wtbUFANja2qJr164ajoiIiNROmi5duoS2bdsCAH788Ud069YN27dvR0hICHbs2FHT8RG9kORyOYKCgtCoUSMEBQVBLpdrOiQiohee2vM0CSFQVlYGANi/fz/8/PwAAI6Ojrh9+3bNRkf0AuvUqRM6deqk6TCIiOi/1O5p6tChAxYsWICtW7ciKipKGiR+7do16XICERERUV2jdtK0evVqnD17FhMnTsScOXPQtGlTAMBPP/0Eb2/vGg+QiIiISBuodXmutLQUWVlZiIqKgoWFhVLZsmXLoKurW6PBEREREWkLtXqadHV14evri5ycnAplhoaG0NfXr7HAiIiIiLSJ2pfn3N3dcfXq1dqIhYiIiEhrqZ00LVy4EEFBQdi9ezdSU1ORm5ur9CIiIiKqi9SecqBv374AgIEDB0Imk0nLhRCQyWQoLS2tueiIiIiItITaSdOhQ4dqIw4iIiIiraZ20uTj41MbcRARERFpNbWTpnIFBQVITk6u8JBeDw+Ppw6KiIiISNuonTTdunULI0eOxO+//15pOcc0ERERUV2k9t1zU6dORVZWFk6cOAEjIyNERERgy5YtaNasGX777bfaiJGIiIhI49ROmg4ePIhVq1bhpZdego6ODpycnDBs2DAsXboUixcvrnYgixcvhkwmw9SpU6VlQggEBwfDwcEBRkZG6N69Oy5cuKC0XlFRESZNmgQrKyuYmJhg4MCB+Pfff5XqZGVlISAgAAqFAgqFAgEBAcjOzlaqk5ycjAEDBsDExARWVlaYPHlyhUuPRERE9OJSO2nKz8+HjY0NAMDCwgK3bt0C8GDSy7Nnz1YriFOnTuHrr7+uMB5q6dKlWLlyJdauXYtTp07Bzs4OvXv3Rl5enlRn6tSp+PnnnxEeHo7o6GjcvXsXfn5+SpcJ/f39ERsbi4iICERERCA2NhYBAQFSeWlpKfr374/8/HxER0cjPDwcO3bswIwZM6q1P0RERFT3qJ00tWjRAomJiQCAtm3bYsOGDbh58ybWr18Pe3t7tQO4e/cu3n77bWzcuBHm5ubSciEEVq9ejTlz5uDNN9+Em5sbtmzZgoKCAmzfvh0AkJOTg02bNmHFihXo1asXPD09ERYWhr///hv79+8HACQkJCAiIgLffPMNvLy84OXlhY0bN2L37t3SfkRGRiI+Ph5hYWHw9PREr169sGLFCmzcuJETdhIRERGAao5pSk1NBQDMnTsXERERaNSoEb744gssWrRI7QAmTJiA/v37o1evXkrLr127hrS0NPTp00daJpfL4ePjg2PHjgEAzpw5g5KSEqU6Dg4OcHNzk+ocP34cCoUCnTp1kup07twZCoVCqY6bmxscHBykOr6+vigqKsKZM2eqjL2oqIgzohMREb0g1L577u2335Z+9vT0RFJSEi5evIhGjRrByspKrbbCw8Nx9uxZnDp1qkJZWloaAMDW1lZpua2tLa5fvy7VMTAwUOqhKq9Tvn5aWpp0OfFhNjY2SnUe3Y65uTkMDAykOpVZvHgx5s2b96TdJCIiojpA7Z6mRxkbG6Ndu3ZqJ0w3btzAlClTEBYWBkNDwyrrPfyoFuB/j2t5nEfrVFa/OnUe9cEHHyAnJ0d63bhx47FxERER0fNLpZ6m6dOnq9zgypUrVap35swZZGRkoH379tKy0tJSHDlyBGvXrpXGG6WlpSmNlcrIyJB6hezs7FBcXIysrCyl3qaMjAx4e3tLddLT0yts/9atW0rtxMTEKJVnZWWhpKSkQg/Uw+RyOeRyuUr7S0RERM83lZKmv/76S6XGntQD9LCePXvi77//Vlo2cuRItGzZEu+//z4aN24MOzs77Nu3D56engCA4uJiREVF4bPPPgMAtG/fHvr6+ti3bx8GDx4MAEhNTcX58+exdOlSAICXlxdycnJw8uRJdOzYEQAQExODnJwcKbHy8vLCwoULkZqaKiVokZGRkMvlSkkdERERvbhUSppq4yG9ZmZmcHNzU1pmYmICS0tLafnUqVOxaNEiNGvWDM2aNcOiRYtgbGwMf39/AIBCocDo0aMxY8YMWFpawsLCAkFBQXB3d5cGlrdq1Qp9+/bFmDFjsGHDBgDAu+++Cz8/P7Ro0QIA0KdPH7i6uiIgIADLli1DZmYmgoKCMGbMGNSrV6/G952IiIieP9V+9tyzMGvWLBQWFmL8+PHIyspCp06dEBkZCTMzM6nOqlWroKenh8GDB6OwsBA9e/ZESEgIdHV1pTrbtm3D5MmTpbvsBg4ciLVr10rlurq62LNnD8aPH48uXbrAyMgI/v7+WL58+bPbWSIiItJqMiGEeFKlN998U+UGd+7c+VQBPc9yc3OhUCiQk5PDHiqiOmb48OEAgNDQUA1HQjwXVNNU/f5WqadJoVDUWGBEREREzyOVkqbNmzfXdhxEREREWq3aY5pu3bqFxMREyGQyNG/eHNbW1jUZFxEREZFWqdYDe0eNGgV7e3t069YNL7/8MhwcHDB69GgUFBTURoxEREREGqd20jR9+nRERUVh165dyM7ORnZ2Nn799VdERUVhxowZtREjERERkcapfXlux44d+Omnn9C9e3dp2auvvgojIyMMHjwYX331VU3GR0RERKQV1O5pKigoqPTRIjY2Nrw8R0RERHWW2kmTl5cX5s6di3v37knLCgsLMW/ePHh5edVocERERETaQu3Lc59//jn69u2Lhg0bok2bNpDJZIiNjYWhoSH++OOP2oiRiIiISOPUTprc3Nzwzz//ICwsDBcvXoQQAkOHDsXbb78NIyOj2oiRiIiISOOqNU+TkZERxowZU9OxEBEREWkttZOmgwcPYufOnUhKSoJMJkPjxo3xn//8B926dauN+IiIiIi0gloDwceOHYtevXrhu+++w507d3Dr1i2EhYWhR48emDRpUm3FSERERKRxKidNP//8MzZv3oxvv/0Wt2/fxvHjx3HixAncunULGzduxNdff43ffvutNmMlIiIi0hiVk6bNmzdj+vTpGDFiBGQy2f8a0NHBqFGjMHXqVGzatKlWgiQiIiLSNJWTprNnz+KNN96osvw///kPzpw5UyNBEREREWkblZOm27dvo0GDBlWWN2jQAHfu3KmRoIgIiImJwbBhwxATE6PpUIiICGokTcXFxTAwMKiyXE9PD8XFxTUSFNGLrqioCMuXL0dycjKWL1+OoqIiTYdERPTCU2vKgY8//hjGxsaVlvG5c0Q1Jzo6Gunp6QCA9PR0REdHo2fPnhqOiojoxaZy0tStWzckJiY+sQ4RPb2uXbvC1tYW6enpsLW1RdeuXTUdEhHRC0/lpOnw4cO1GAYRPUwulyMoKAhr1qzBpEmTIJfLNR0SEdELr1qPUSGi2tepUyd06tRJ02EQEdF/qTUjOBEREdGLikkTERERkQqYNBERERGpgEkTERERkQpUGggeFxencoMeHh7VDoaIiIhIW6mUNLVt2xYymQxCiErLy8tkMhlKS0trNEAiIiIibaBS0nTt2rXajoOIiIhIq6mUNDk5OdV2HERERERardqTW8bHxyM5ObnCQ3oHDhz41EERERFR7Zo9ezZSUlKeqo3yZ2Ta2to+VTsODg5YsmTJU7XxLKidNF29ehVvvPEG/v77b6VxTjKZDAA4pomIiOgFcf/+fU2H8EypnTRNmTIFLi4u2L9/Pxo3boyTJ0/izp07mDFjBpYvX14bMRIREVENq4meneHDhwMAQkNDn7qt54HaSdPx48dx8OBBWFtbQ0dHBzo6OujatSsWL16MyZMn46+//qqNOImIiIg0Su2kqbS0FKampgAAKysrpKSkoEWLFnByckJiYmKNB0hERJpXE+NfasrNmzcB/K+XQ9Oel/E49PTUTprc3NwQFxeHxo0bo1OnTli6dCkMDAzw9ddfo3HjxrURIxERaVhKSgqSkq8BppqOBMB/pwxMytSC6XDuajoAepbUTpo++ugj5OfnAwAWLFgAPz8/vPzyy7C0tMT3339f4wESEZGWMAV0fcs0HYVWKf2DTyN7kaidNPn6+ko/N27cGPHx8cjMzIS5ubl0Bx0RERFRXVPteZoeZmFhURPNEBEREWkttZOm/Px8LFmyBAcOHEBGRgbKypS7aq9evVpjwRERERFpC7WTpnfeeQdRUVEICAiAvb09L8kRERHRC0HtpOn333/Hnj170KVLl9qIh4iIiEgrqT3s39zcnGOYiIiI6IWjdtL06aef4pNPPkFBQUFtxENERESkldS+PLdixQpcuXIFtra2cHZ2hr6+vlL52bNnayw4IiIiIm2hdtL0+uuv10IYRERERNpN7aRp7ty5tREHERERqYDPAaxabT8HsNqTW545cwYJCQmQyWRwdXWFp6dnTcZFRERElUhJScG/ycmwVyg0HQp0//tvaU6ORuMAgNRnEIPaSVNGRgaGDh2Kw4cPo379+hBCICcnBz169EB4eDisra1rI04iIiL6L3uFAl8OHaLpMLTKhPDaf/6t2nfPTZo0Cbm5ubhw4QIyMzORlZWF8+fPIzc3F5MnT66NGImIiIg0Tu2epoiICOzfvx+tWrWSlrm6uuLLL79Enz59ajQ4IiIiIm2hdk9TWVlZhWkGAEBfX7/Cc+iIiIiI6gq1k6ZXXnkFU6ZMURq5f/PmTUybNg09e/as0eCIiIiItIXaSdPatWuRl5cHZ2dnNGnSBE2bNoWLiwvy8vKwZs2a2oiRiIiISOPUHtPk6OiIs2fPYt++fbh48SKEEHB1dUWvXr1qIz4iIiIirVDteZp69+6N3r1712QsRERERFpLpaTpiy++wLvvvgtDQ0N88cUXj63LaQeIiIioLlJpTNOqVauQn58v/VzVa/Xq1Wpt/KuvvoKHhwfq1auHevXqwcvLC7///rtULoRAcHAwHBwcYGRkhO7du+PChQtKbRQVFWHSpEmwsrKCiYkJBg4ciH///VepTlZWFgICAqBQKKBQKBAQEIDs7GylOsnJyRgwYABMTExgZWWFyZMno7i4WK39ISIiorpLpZ6ma9euVfrz02rYsCGWLFmCpk2bAgC2bNmC1157DX/99Rdat26NpUuXYuXKlQgJCUHz5s2xYMEC9O7dG4mJiTAzMwMATJ06Fbt27UJ4eDgsLS0xY8YM+Pn54cyZM9DVfTDBu7+/P/79919EREQAAN59910EBARg165dAIDS0lL0798f1tbWiI6Oxp07dxAYGAghBAe3ExEREYBq3D03f/58FBQUVFheWFiI+fPnq9XWgAED8Oqrr6J58+Zo3rw5Fi5cCFNTU5w4cQJCCKxevRpz5szBm2++CTc3N2zZsgUFBQXYvn07ACAnJwebNm3CihUr0KtXL3h6eiIsLAx///039u/fDwBISEhAREQEvvnmG3h5ecHLywsbN27E7t27kZiYCACIjIxEfHw8wsLC4OnpiV69emHFihXYuHEjcnNz1T1EREREVAepnTTNmzcPd+/erbC8oKAA8+bNq3YgpaWlCA8PR35+Pry8vHDt2jWkpaUpzTIul8vh4+ODY8eOAXjw0OCSkhKlOg4ODnBzc5PqHD9+HAqFAp06dZLqdO7cGQqFQqmOm5sbHBwcpDq+vr4oKirCmTNnqoy5qKgIubm5Si8iIiKqm9ROmoQQkMlkFZafO3cOFhYWagfw999/w9TUFHK5HGPHjsXPP/8MV1dXpKWlAQBsbW2V6tva2kplaWlpMDAwgLm5+WPr2NjYVNiujY2NUp1Ht2Nubg4DAwOpTmUWL14sjZNSKBRwdHRUc++JiIjoeaHylAPm5uaQyWSQyWRo3ry5UuJUWlqKu3fvYuzYsWoH0KJFC8TGxiI7Oxs7duxAYGAgoqKipPJHE7SqkrbH1amsfnXqPOqDDz7A9OnTpd9zc3OZOBERUa1KT09HSVERJoR/r+lQtEpqTg70792r1W2onDStXr0aQgiMGjUK8+bNg0KhkMoMDAzg7OwMLy8vtQMwMDCQBoJ36NABp06dwueff473338fwINeIHt7e6l+RkaG1CtkZ2eH4uJiZGVlKfU2ZWRkwNvbW6qTnp5eYbu3bt1SaicmJkapPCsrCyUlJRV6oB4ml8shl8vV3mciIiJ6/qicNAUGBgIAXFxc4O3tXelDe2uCEAJFRUVwcXGBnZ0d9u3bB09PTwBAcXExoqKi8NlnnwEA2rdvD319fezbtw+DBw8GAKSmpuL8+fNYunQpAMDLyws5OTk4efIkOnbsCACIiYlBTk6OlFh5eXlh4cKFSE1NlRK0yMhIyOVytG/fvlb2k4iIqDpsbW1RmpODL4cO0XQoWmVC+PfQfahDpzaoPSO4j4+P9HNhYSFKSkqUyuvVq6dyWx9++CH69esHR0dH5OXlITw8HIcPH0ZERARkMhmmTp2KRYsWoVmzZmjWrBkWLVoEY2Nj+Pv7AwAUCgVGjx6NGTNmwNLSEhYWFggKCoK7u7v0WJdWrVqhb9++GDNmDDZs2ADgwZQDfn5+aNGiBQCgT58+cHV1RUBAAJYtW4bMzEwEBQVhzJgxau0PERER1V1qJ00FBQWYNWsWfvjhB9y5c6dCeWlpqcptpaenIyAgAKmpqVAoFPDw8EBERIT0eJZZs2ahsLAQ48ePR1ZWFjp16oTIyEhpjibgwWSbenp6GDx4MAoLC9GzZ0+EhIRIczQBwLZt2zB58mTpLruBAwdi7dq1Urmuri727NmD8ePHo0uXLjAyMoK/vz+WL1+u7uEhIiKiOkrtpGnmzJk4dOgQ1q1bh+HDh+PLL7/EzZs3sWHDBixZskSttjZt2vTYcplMhuDgYAQHB1dZx9DQEGvWrHnsJJQWFhYICwt77LYaNWqE3bt3P7YOERERvbjUTpp27dqF0NBQdO/eHaNGjcLLL7+Mpk2bwsnJCdu2bcPbb79dG3ESERERaZTa8zRlZmbCxcUFwIPxS5mZmQCArl274siRIzUbHREREZGWUDtpaty4MZKSkgAArq6u+OGHHwA86IGqX79+TcZGREREpDXUTppGjhyJc+fOAXgwueO6desgl8sxbdo0zJw5s8YDJCIiItIGao9pmjZtmvRzjx49cPHiRZw+fRpNmjRBmzZtajQ4IiIiIm2hdtL0qEaNGqFRo0Y1EQsRERGR1qpW0nTgwAEcOHAAGRkZKCsrUyr79ttvayQwIiLSHunp6UARUPqH2qM66ra7QHpJxUd1Ud2kdtI0b948zJ8/Hx06dIC9vf0TH55LREREVBeonTStX78eISEhCAgIqI14iIhIC9na2iIp8xp0fcueXPkFUvqHDmwtqn6wO9UtavezFhcXSw+6JSIiInpRqN3T9M4772D79u34+OOPayMeIiIieoLUnBxMCP9e02Hg1t27AABrU1MNR/LgmDRUKGp1G2onTffu3cPXX3+N/fv3w8PDA/r6+krlK1eurLHgiIiISJmDg4OmQ5CU/jdp0q3lZEUVDRWKWj82aidNcXFxaNu2LQDg/PnzSmUcFE5ERFS7lixZoukQJMOHDwcAhIaGajiSZ0OtpKm0tBTBwcFwd3eHhYVFbcVEREREpHXUGgiuq6sLX19f5OTk1FY8RERERFpJ7bvn3N3dcfXq1dqIhYiIiEhrqZ00LVy4EEFBQdi9ezdSU1ORm5ur9CIiIiKqi9QeCN63b18AwMCBA5UGfgshIJPJUFpaWnPREREREWkJtZOmQ4cO1UYcRERERFpN7aTJx8enNuIgIiIi0mrVelz10aNHMWzYMHh7e+PmzZsAgK1btyI6OrpGgyMiIiLSFmonTTt27ICvry+MjIxw9uxZFBUVAQDy8vKwaNGiGg+QiIiISBuonTQtWLAA69evx8aNG5UeoeLt7Y2zZ8/WaHBERERE2kLtpCkxMRHdunWrsLxevXrIzs6uiZiIiIiItI7aSZO9vT0uX75cYXl0dDQaN25cI0ERERERaRu175577733MGXKFHz77beQyWRISUnB8ePHERQUhE8++aQ2YiQiIqIaNnv2bKSkpDxVG+U3g5U/uLe6HBwctOpBxFVRO2maNWsWcnJy0KNHD9y7dw/dunWDXC5HUFAQJk6cWBsxEhERkRbS01M7jXiuVWtvFy5ciDlz5iA+Ph5lZWVwdXWFqalpTcdGREREteR56NnRNmqPaRo1ahTy8vJgbGyMDh06oGPHjjA1NUV+fj5GjRpVGzESERERaZzaSdOWLVtQWFhYYXlhYSFCQ0NrJCgiIiIibaPy5bnc3FwIISCEQF5eHgwNDaWy0tJS7N27FzY2NrUSJBEREZGmqZw01a9fHzKZDDKZDM2bN69QLpPJMG/evBoNjoiIiEhbqJw0HTp0CEIIvPLKK9ixYwcsLCykMgMDAzg5OcHBwaFWgiQiIiLSNJWTJh8fHwDAtWvX4OjoCB2daj3rl4iIiOi5pPaUA05OTsjOzsbJkyeRkZGBsrIypfKnneCKiIiISBupnTTt2rULb7/9NvLz82FmZgaZTCaVyWQyJk1ERERUJ6l9jW3GjBnSXE3Z2dnIysqSXpmZmbURIxEREZHGqZ003bx5E5MnT4axsXFtxENERESkldROmnx9fXH69OnaiIWIiIhIa6k9pql///6YOXMm4uPj4e7uDn19faXygQMH1lhwRERERNpC7aRpzJgxAID58+dXKJPJZCgtLX36qIiIiIi0jNpJ06NTDBARERG9CDhDJREREZEKVO5p+uKLL1SqN3ny5GoHQ0RERKStVE6aVq1a9cQ6MpmMSRMRERHVSSonTdeuXavNOIiIKpg9ezZSUlI0HQaAB3PUAdrxqCgHBwcsWbJE02EQvXDUHghORPSspKSk4Ma/yahvbarpUAAdAQDIK9Lskw+yb93V6PaJXmQqJU3h4eEYOnSoSg3euHEDycnJ6NKly1MFRkQEAPWtTTH6k1c1HYbW2DR/r6ZDIHphqXT33FdffYWWLVvis88+Q0JCQoXynJwc7N27F/7+/mjfvj2fQUdERER1jko9TVFRUdi9ezfWrFmDDz/8ECYmJrC1tYWhoSGysrKQlpYGa2trjBw5EufPn4eNjU1tx01ERET0TKk8psnPzw9+fn64c+cOoqOjkZSUhMLCQlhZWcHT0xOenp7Q0eG0T0RERFQ3qT0Q3NLSEq+99lptxEJERESktdg1RERERKQCJk1EREREKmDSRERERKQCJk1EREREKlBrIHheXh5OnDiBkpISdOzYEVZWVrUVFxEREZFWUTlpiouLQ79+/ZCWlgYhBOrVq4effvoJvXr1qs34iIiIiLSCypfnZs+ejUaNGuHo0aM4ffo0fHx8MHHixKfa+OLFi/HSSy/BzMwMNjY2eP3115GYmKhURwiB4OBgODg4wMjICN27d8eFCxeU6hQVFWHSpEmwsrKCiYkJBg4ciH///VepTlZWFgICAqBQKKBQKBAQEIDs7GylOsnJyRgwYABMTExgZWWFyZMno7i4+Kn2kYiIiOoGlZOm06dPY82aNfD29ka7du3w7bff4p9//sHdu9V/eGRUVBQmTJiAEydOYN++fbh//z769OmD/Px8qc7SpUuxcuVKrF27FqdOnYKdnR169+6NvLw8qc7UqVPx888/Izw8HNHR0bh79y78/PxQWloq1fH390dsbCwiIiIQERGB2NhYBAQESOWlpaXo378/8vPzER0djfDwcOzYsQMzZsyo9v4RERFR3aHy5bnbt2+jUaNG0u+WlpYwNjbGrVu3YGpavSeQR0REKP2+efNm2NjY4MyZM+jWrRuEEFi9ejXmzJmDN998EwCwZcsW2NraYvv27XjvvfeQk5ODTZs2YevWrdKlwrCwMDg6OmL//v3w9fVFQkICIiIicOLECXTq1AkAsHHjRnh5eSExMREtWrRAZGQk4uPjcePGDTg4OAAAVqxYgREjRmDhwoWoV69etfaRiIiI6gaVe5pkMhny8vKQm5uL3Nxc5OTkVFiWm5v7VMHk5OQAACwsLAAA165dQ1paGvr06SPVkcvl8PHxwbFjxwAAZ86cQUlJiVIdBwcHuLm5SXWOHz8OhUIhJUwA0LlzZygUCqU6bm5uUsIEAL6+vigqKsKZM2cqjbeoqEhp3592/4mIiEh7qdzTJIRA8+bNKyzz9PSUfpbJZEqXxNQhhMD06dPRtWtXuLm5AQDS0tIAALa2tkp1bW1tcf36damOgYEBzM3NK9QpXz8tLa3Shwjb2Ngo1Xl0O+bm5jAwMJDqPGrx4sWYN2+eurtKREREzyGVk6ZDhw7VZhyYOHEi4uLiEB0dXaFMJpMp/V6eoD3Oo3Uqq1+dOg/74IMPMH36dOn33NxcODo6PjYuIiIiej6pnDT5+PjUWhCTJk3Cb7/9hiNHjqBhw4bScjs7OwAPeoHs7e2l5RkZGVKvkJ2dHYqLi5GVlaXU25SRkQFvb2+pTnp6eoXt3rp1S6mdmJgYpfKsrCyUlJRU6IEqJ5fLIZfLq7PLRERE9JxRa3JL4MG4o3379iEpKQkymQwuLi7o1atXtQZKCyEwadIk/Pzzzzh8+DBcXFyUyl1cXGBnZ4d9+/ZJlwGLi4sRFRWFzz77DADQvn176OvrY9++fRg8eDAAIDU1FefPn8fSpUsBAF5eXsjJycHJkyfRsWNHAEBMTAxycnKkxMrLywsLFy5EamqqlKBFRkZCLpejffv2au8bvdhmz56NlJSUp2qjPNGvKmlXh4ODA5YsWfLU7RARvcjUSprCwsIwceLECgOeFQoF1q9fjyFDhqi18QkTJmD79u349ddfYWZmJo0dUigUMDIygkwmw9SpU7Fo0SI0a9YMzZo1w6JFi2BsbAx/f3+p7ujRozFjxgxYWlrCwsICQUFBcHd3l+6ma9WqFfr27YsxY8Zgw4YNAIB3330Xfn5+aNGiBQCgT58+cHV1RUBAAJYtW4bMzEwEBQVhzJgxvHOONOL+/fuaDoGIiB6ictJ09uxZjBw5Em+//TamTZuGli1bQgiB+Ph4rF69GgEBAWjZsiXatGmj8sa/+uorAED37t2Vlm/evBkjRowAAMyaNQuFhYUYP348srKy0KlTJ0RGRsLMzEyqv2rVKujp6WHw4MEoLCxEz549ERISAl1dXanOtm3bMHnyZOkuu4EDB2Lt2rVSua6uLvbs2YPx48ejS5cuMDIygr+/P5YvX67y/hCVq4leneHDhwMAQkNDn7otIiJ6eionTWvWrMHrr7+OkJAQpeXt2rVDaGgoCgoK8Pnnn+Pbb79VeeNCiCfWkclkCA4ORnBwcJV1DA0NsWbNGqxZs6bKOhYWFggLC3vstho1aoTdu3c/MSYiIiJ68ag8T9Off/6J9957r8rysWPHVnrnGxEREVFdoHLSlJKSUmGepoc1b94cN2/erJGgiIiIiLSNyklTQUEBDA0NqyyXy+W4d+9ejQRFREREpG3Uunvujz/+gEKhqLQsOzu7JuIhIiIi0kpqJU2BgYGPLX/SLN1EREREzyuVk6aysrLajIOIiIhIq6k8pomIiIjoRaZyT1NpaSni4+Ph7u4OAFi/fj2Ki4ulcl1dXYwbNw46OszDiIiIqO5ROWn6/vvvsWHDBkRFRQEAZs6cifr160NP70ETt2/fhqGhIUaPHl07kRIRERFpkMrdQps3b8bYsWOVlkVFReHatWu4du0ali1b9sQZt4mIiIieVyonTQkJCXB1da2y3MfHB+fOnauRoIiIiIi0jcqX527fvg1TU1Pp96tXr8LS0lL6XV9fH/n5+TUbHREREZGWULmnydbWFomJidLv1tbWSoO+ExISYGdnV7PREREREWkJlZOmnj17YuHChZWWCSGwePFi9OzZs8YCIyIiItImKl+emzNnDtq1a4dOnTohKCgIzZs3h0wmw8WLF7F8+XIkJiYiNDS0NmMlIiIi0hiVk6YmTZpg3759GDFiBIYMGSI9MkUIgZYtWyIyMhJNmzattUCJiIiINEmtZ8917NgR8fHxiI2NxaVLlwAAzZo1g6enZ60ER0RERKQt1EqayrVt2xZt27at4VCIiIiItBefeUJERESkAiZNRERERCpg0kRERESkAiZNRERERCqo1kBwACgoKEBycjKKi4uVlnt4eDx1UERERETaRu2k6datWxg5ciR+//33SstLS0ufOigiIiIibaP25bmpU6ciKysLJ06cgJGRESIiIrBlyxY0a9YMv/32W23ESERERKRxavc0HTx4EL/++iteeukl6OjowMnJCb1790a9evWwePFi9O/fvzbiJCIiItIotXua8vPzYWNjAwCwsLDArVu3AADu7u44e/ZszUZHREREpCXU7mlq0aIFEhMT4ezsjLZt22LDhg1wdnbG+vXrYW9vXxsxEhGRNrgLlP6hBTddF/z3X2ONRvHAXQAWmg6CnhW1k6apU6ciNTUVADB37lz4+vpi27ZtMDAwQEhISE3HR0REWsDBwUHTIUhuFt4EADSwaKDhSABYaNexodqldtL09ttvSz97enoiKSkJFy9eRKNGjWBlZVWjwRERkXZYsmSJpkOQDB8+HAAQGhqq4UjoRaN2P+v8+fNRUFAg/W5sbIx27drBxMQE8+fPr9HgiIiIiLSF2knTvHnzcPfu3QrLCwoKMG/evBoJioiIiEjbqJ00CSEgk8kqLD937hwsLDgajoiIiOomlcc0mZubQyaTQSaToXnz5kqJU2lpKe7evYuxY8fWSpBEREREmqZy0rR69WoIITBq1CjMmzcPCoVCKjMwMICzszO8vLxqJUgiIiIiTVM5aQoMDAQAuLi4wNvbG/r6+rUWFBEREZG2USlpys3NRb169QA8mGagsLAQhYWFldYtr0dERERUl6g0ENzc3BwZGRkAgPr168Pc3LzCq3w5Pd9iYmIwbNgwxMTEaDoUIiIiraJST9PBgwelO+MOHTpUqwGR5hQVFWH58uVIT0/H8uXLERYWBrlcrumwiIiItIJKSZOPj0+lP1PdEh0djfT0dABAeno6oqOj0bNnTw1HRUREpB3UfowKAGRlZWHTpk1ISEiATCZDq1atMHLkSM7T9Jzr2rUrbG1tkZ6eDltbW3Tt2lXTIREREWkNtSe3jIqKgrOzM7744gtkZWUhMzMTX3zxBVxcXBAVFVUbMdIzIpfLERQUhEaNGiEoKIiX5oiIiB6idk/ThAkTMGTIEHz11VfQ1dUF8GByy/Hjx2PChAk4f/58jQdJREREpGlq9zRduXIFM2bMkBImANDV1cX06dNx5cqVGg2Onq3ygeDJyclYvnw5ioqKNB0SERGR1lA7aWrXrh0SEhIqLE9ISEDbtm1rIibSkMoGghMREdEDal+emzx5MqZMmYLLly+jc+fOAIATJ07gyy+/xJIlSxAXFyfV9fDwqLlIqdZ17doVJiYmyM/Ph4mJCQeCExERPUTtpOmtt94CAMyaNavSMplMBiEEZDIZSktLnz5CemaKi4tRUFAAACgsLERxcTEHgxMREf2X2knTtWvXaiMO0gLffvsthBAAgLKyMnz77beYMmWKhqN69mbPno2UlBRNh4GbN28CAIYPH67hSB5wcHDAkiVLNB0GEZHGqJ00OTk51UYcpAVGjRqFn3/+GWVlZdDR0cGoUaM0HZJGpKSk4Nr1ZAhDzT5HUVb6IIG9mp6t0TgAQHYvV9MhEBFpXLUmtwSA+Ph4JCcno7i4WGn5wIEDnzoo0gwzMzOMHDkSW7ZsQWBgIMzMzDQdksYIw3oo9Bik6TC0hlHcT5oOgYhI49ROmq5evYo33ngDf//9tzR+CQBkMhkAcBzTcy4wMBCBgYGaDoOIiEjrqD3lwJQpU+Di4oL09HQYGxvjwoULOHLkCDp06IDDhw/XQohEREREmqd2T9Px48dx8OBBWFtbQ0dHBzo6OujatSsWL16MyZMn46+//qqNOImIiIg0Su2eptLSUpiamgIArKyspLuMnJyckJiYWLPR0TMXExODYcOGISYmRtOhEBERaRW1kyY3NzdpAstOnTph6dKl+PPPPzF//nw0bty4xgOkZ4ePUSEiIqqa2knTRx99hLKyMgDAggULcP36dbz88svYu3cvvvjiixoPkJ4dPkaFiIioamqPafL19ZV+bty4MeLj45GZmQlzc3PpDjp6PnXt2hW2trZIT0+Hra0tH6NCRET0EJV7mkpLSxEXF4fCwsIKZYaGhvj777+lHihVHTlyBAMGDICDgwNkMhl++eUXpXIhBIKDg+Hg4AAjIyN0794dFy5cUKpTVFSESZMmwcrKCiYmJhg4cCD+/fdfpTpZWVkICAiAQqGAQqFAQEAAsrOzleokJydjwIABMDExgZWVFSZPnlxhDqq6Ti6XIygoCI0aNUJQUBAfoUJERPQQlZOmrVu3YtSoUTAwMKhQJpfLMWrUKGzfvl2tjefn56NNmzZYu3ZtpeVLly7FypUrsXbtWpw6dQp2dnbo3bs38vLypDpTp07Fzz//jPDwcERHR+Pu3bvw8/NTmi/K398fsbGxiIiIQEREBGJjYxEQECCVl5aWon///sjPz0d0dDTCw8OxY8cOzJgxQ639qQs6deqEsLAwdOrUSdOhEBERaRWVL89t2rQJQUFB0NXVrVCmq6uLWbNmYe3atRg2bJjKG+/Xrx/69etXaZkQAqtXr8acOXPw5ptvAgC2bNkCW1tbbN++He+99x5ycnKwadMmbN26Fb169QIAhIWFwdHREfv374evry8SEhIQERGBEydOSInAxo0b4eXlhcTERLRo0QKRkZGIj4/HjRs34ODgAABYsWIFRowYgYULF6JePc0+ToOIiIg0T+WepsTERHTu3LnK8pdeegkJCQk1EhTw4MHAaWlp6NOnj7RMLpfDx8cHx44dAwCcOXMGJSUlSnUcHBzg5uYm1Tl+/DgUCoVSz0nnzp2hUCiU6ri5uUkJE/Bg7FZRURHOnDlTZYxFRUXIzc1VehEREVHdpHLSlJ+f/9ikIC8vDwUFBTUSFACkpaUBAGxtbZWW29raSmVpaWkwMDCAubn5Y+vY2NhUaN/GxkapzqPbMTc3h4GBgVSnMosXL5bGSSkUCjg6Oqq5l0RERPS8UDlpatasmdQzU5no6Gg0a9asRoJ62KN35AkhnniX3qN1KqtfnTqP+uCDD5CTkyO9bty48di4iIiI6PmlctLk7++Pjz76SJrY8mHnzp3DJ598An9//xoLzM7ODgAq9PRkZGRIvUJ2dnYoLi5GVlbWY+uUzz30sFu3binVeXQ7WVlZKCkpqdAD9TC5XI569eopvYiIiKhuUjlpmjZtGtzd3dG+fXv069cP06ZNw/Tp09GvXz906NABbm5umDZtWo0F5uLiAjs7O+zbt09aVlxcjKioKHh7ewMA2rdvD319faU6qampOH/+vFTHy8sLOTk5OHnypFQnJiYGOTk5SnXOnz+P1NRUqU5kZCTkcjnat29fY/v0POBjVIiIiCqn8t1z+vr6iIyMxKpVq7B9+3YcOXIEQgg0b94cCxcuxNSpU6Gvr6/Wxu/evYvLly9Lv1+7dg2xsbGwsLBAo0aNMHXqVCxatAjNmjVDs2bNsGjRIhgbG0s9WgqFAqNHj8aMGTNgaWkJCwsLBAUFwd3dXbqbrlWrVujbty/GjBmDDRs2AADeffdd+Pn5oUWLFgCAPn36wNXVFQEBAVi2bBkyMzMRFBSEMWPGvFC9R+WPUUlPT8fy5csRFhbGuZqIiIj+S60ZwfX19TFr1izMmjWrRjZ++vRp9OjRQ/p9+vTpAIDAwECEhIRg1qxZKCwsxPjx45GVlYVOnTohMjISZmZm0jqrVq2Cnp4eBg8ejMLCQvTs2RMhISFKUyNs27YNkydPlu6yGzhwoNLcULq6utizZw/Gjx+PLl26wMjICP7+/li+fHmN7OfzorLHqPTs2VPDUREREWkHtR+j8rDx48dj/vz5sLKyqtb63bt3hxCiynKZTIbg4GAEBwdXWcfQ0BBr1qzBmjVrqqxjYWGBsLCwx8bSqFEj7N69+4kx12V8jAoREVHVnippCgsLQ1BQULWTJtIu5Y9RWbNmDSZNmvTCXppLT0+H7F4RjOJ+0nQoWkN2Lxfp6UWaDoOISKOeKml6XC8RPZ86derER6gQERFVQq2kqbS0FNHR0fDw8KgwoSRRXWFra4ur6dko9Bik6VC0hlHcT7C1ra/pMIiINErlKQeABwOmfX19kZ2dDeDBLOCNGzeujbiIiIiItIpaSRMAuLu74+rVq7URCxEREZHWUjtpWrhwIYKCgrB7926kpqbygbVERET0QlB7IHjfvn0BPJjr6OHnspU/p620tLTmoiMiIiLSEmonTYcOHaqNOIiIiIi0mtpJk4+PT23EQTVg9uzZSElJeao2ymcEf9yDilXl4OCAJUuWPHU7RERE2kDtMU0AcPToUQwbNgze3t64efMmAGDr1q2Ijo6u0eDo2bt//z7u37+v6TCIiIi0jto9TTt27EBAQADefvttnD17FkVFD2YJzsvLw6JFi7B3794aD5JUUxO9OsOHDwcAhIaGPnVbREREdYnaPU0LFizA+vXrsXHjRujr60vLvb29cfbs2RoNjoiIiEhbqJ00JSYmolu3bhWW16tXT5r0koiIiKiuUTtpsre3x+XLlyssj46O5uzgREREVGepnTS99957mDJlCmJiYiCTyZCSkoJt27YhKCgI48ePr40YiYiIiDRO7YHgs2bNQk5ODnr06IF79+6hW7dukMvlCAoKwsSJE2sjRiIiIiKNUztpAh48SmXOnDmIj49HWVkZXF1dYWpqWtOxEREREWkNlS/PFRQUYMKECWjQoAFsbGzwzjvvwNnZGR07dmTCRERERHWeyknT3LlzERISgv79+2Po0KHYt28fxo0bV5uxEREREWkNlS/P7dy5E5s2bcLQoUMBAMOGDUOXLl1QWloKXV3dWguQiIiISBuonDTduHEDL7/8svR7x44doaenh5SUFDg6OtZKcEREVHfUxPMxAUiP7yp/gkF18fmYpC6Vk6bS0lIYGBgor6ynx+eUERHRM6WnV617mIiemsrvPCEERowYAblcLi27d+8exo4dCxMTE2nZzp07azZCIg2Q3cuFUdxPmo2h6C4AQMg1f6OF7F4ugPqaDoOec+zVoeedyklTYGBghWXDhg2r0WCItIGDg4OmQwAA3LyZDwBoYFtfs4EAAOprzXEhItIUlZOmzZs312YcRFpDW/43XD5eIzQ0VMOREBERUI3HqBARERG9iJg0EREREamASRMRERGRCpg0EREREamASRMRERGRCjhDGBFprfT0dBSXFGHT/L2aDkVrZN+6iwL9Ek2HQfRCYk8TERERkQrY00REWsvW1hZ5RZkY/cmrmg5Fa2yavxdmcgtNh0H0QmLSpCVq6kGWT6umHoRZU/hATSIi0hZMmrRESkoKbtz4FworG80GIntwxTa3sFizcQDIuZ2h6RCIiIgkTJq0iMLKBoGzF2g6DK2xZclHmg6BiIhIwoHgRERERCpg0kRERESkAiZNRERERCpg0kRERESkAiZNRERERCpg0kRERESkAiZNRERERCpg0kRERESkAk5uSURaLfvWXWyav1fTYSA3swAAUM/CWKNxZN+6C7OGfPYckSYwaSIireXg4KDpECS5ZYUAoPGH5Zo1tNCq40L0ImHSRERaS5se1lz+EOvQ0FANR0JEmsIxTUREREQqYNJEREREpAImTUREREQqYNJEREREpAIOBNcS6enpKC4uwZYlH2k6FK2RczsDhQb6mg6DiIgIAHuaiIiIiFTCniYtYWtri9zCYgTOXqDpULTGliUfoZ6RgabDqJbZs2cjJSXlqdq4efMmgP/d6v40HBwctOr2fSKi5xGTJiItpafHj2dNqIkEFqi5JJYJLNHzi3+VtUjO7QyNj2nKy7oDADAzt9RoHMCD41HPsaGmw6gWfinWPUxiiYh/BbSEtjwWIS+zDAC04rJYPceGWnNc6PnFBJaIaopMCCE0HURdkZubC4VCgZycHNSrV0/T4VQLHxVBREQvGlW/v3n33CPWrVsHFxcXGBoaon379jh69KimQyIiIiItwMtzD/n+++8xdepUrFu3Dl26dMGGDRvQr18/xMfHo1GjRpoO74l4xxYREVHtYU/TQ1auXInRo0fjnXfeQatWrbB69Wo4Ojriq6++0nRoz4yenh4HvBIREVWC347/VVxcjDNnzmD27NlKy/v06YNjx45Vuk5RURGKioqk33Nzc2s1xidhrw4REVHtYU/Tf92+fRulpaWwtbVVWm5ra4u0tLRK11m8eDEUCoX0cnR0fBahEhERkQYwaXqETCZT+l0IUWFZuQ8++AA5OTnS68aNG88iRCIiItIAXp77LysrK+jq6lboVcrIyKjQ+1ROLpdDLpc/i/CIiIhIw9jT9F8GBgZo37499u3bp7R837598Pb21lBUREREpC3Y0/SQ6dOnIyAgAB06dICXlxe+/vprJCcnY+zYsZoOjYiIiDSMSdNDhgwZgjt37mD+/PlITU2Fm5sb9u7dCycnJ02HRkRERBrGx6jUoLrwGBUiIqIXDR+jQkRERFSDmDQRERERqYBJExEREZEKmDQRERERqYBJExEREZEKmDQRERERqYBJExEREZEKOLllDSqf8io3N1fDkRAREZGqyr+3nzR1JZOmGpSXlwcAcHR01HAkREREpK68vDwoFIoqyzkjeA0qKytDSkoKzMzMIJPJNB1OteTm5sLR0RE3btzgrOYaxnOhXXg+tAfPhfaoK+dCCIG8vDw4ODhAR6fqkUvsaapBOjo6aNiwoabDqBH16tV7rj8AdQnPhXbh+dAePBfaoy6ci8f1MJXjQHAiIiIiFTBpIiIiIlIBkyZSIpfLMXfuXMjlck2H8sLjudAuPB/ag+dCe7xo54IDwYmIiIhUwJ4mIiIiIhUwaSIiIiJSAZMmIiIiIhUwaXpBCCHw7rvvwsLCAjKZDLGxsVXWlclk+OWXX55ZbKSe4OBgtG3bVtNhvLCSkpKe+BkiItWFhISgfv36mg5DJUya6phjx45BV1cXffv2VVoeERGBkJAQ7N69G6mpqXBzc6uyjdTUVPTr16+2Q33uVHVsn7WgoCAcOHBAozHUFdU5p46Ojk/8DNEDI0aMgEwmq/DS9GfoRXHjxg2MHj0aDg4OMDAwgJOTE6ZMmYI7d+5oOjQlQ4YMwaVLlzQdhkp491wd884778DU1BTffPMN4uPj0ahRIwDA2rVrsWzZMly/fr3KdYuLi2FgYPCsQn3uVHVsnxUhBEpLS6Gnx4n8a4qmz2ldN2LECKSnp2Pz5s1Ky+VyOczNzdVuj58B1V29ehVeXl5o3rw5FixYABcXF1y4cAEzZ85EcXExTpw4AQsLC02H+fwRVGfcvXtXmJmZiYsXL4ohQ4aIefPmCSGECAwMFACkl5OTkxBCCB8fHzFhwgQxbdo0YWlpKbp16yaEEAKA+Pnnn6V2b9y4IYYMGSLMzc2FsbGxaN++vThx4oQQQojLly+LgQMHChsbG2FiYiI6dOgg9u3b90z3+1mo6tgKIcShQ4cEABERESHatm0rDA0NRY8ePUR6errYu3evaNmypTAzMxNDhw4V+fn50nplZWXis88+Ey4uLsLQ0FB4eHiIH3/8sdJ227dvL/T19cXBgwfF3LlzRZs2bZTi27Rpk3B1dRUGBgbCzs5OTJgwQSpbsWKFcHNzE8bGxqJhw4Zi3LhxIi8vTypPSkoSfn5+on79+sLY2Fi4urqKPXv21MJR1C6PO6eZmZnC399fWFlZCUNDQ9G0aVPx7bffCiGEuHbtmgAg/vrrLyGEEPfv3xejRo0Szs7OwtDQUDRv3lysXr1aE7ukdQIDA8Vrr71Wadmjx1EIIbKysgQAcejQISFE1Z+Be/fuiUmTJglra2shl8tFly5dxMmTJ6V2ytfbvXu38PDwEHK5XHTs2FHExcUpxfDnn3+Kl19+WRgaGoqGDRuKSZMmibt379b0YdCIvn37ioYNG4qCggKl5ampqcLY2FiMHTtWCCHEvXv3xMyZM0XDhg2FgYGBaNq0qfjmm2+k+hcuXBD9+vUTJiYmwsbGRgwbNkzcunVLKv/9999Fly5dhEKhEBYWFqJ///7i8uXLUnn5ed6xY4fo3r27MDIyEh4eHuLYsWNSnc2bNwuFQiH9rs3fK0ya6pBNmzaJDh06CCGE2LVrl3B2dhZlZWUiOztbzJ8/XzRs2FCkpqaKjIwMIcSDpMnU1FTMnDlTXLx4USQkJAghlJOmvLw80bhxY/Hyyy+Lo0ePin/++Ud8//330hs+NjZWrF+/XsTFxYlLly6JOXPmCENDQ3H9+vVnfwBqUVXHVoj//YHu3LmziI6OFmfPnhVNmzYVPj4+ok+fPuLs2bPiyJEjwtLSUixZskRq88MPPxQtW7YUERER4sqVK2Lz5s1CLpeLw4cPK7Xr4eEhIiMjxeXLl8Xt27crJE3r1q0ThoaGYvXq1SIxMVGcPHlSrFq1SipftWqVOHjwoLh69ao4cOCAaNGihRg3bpxU3r9/f9G7d28RFxcnrly5Inbt2iWioqJq8Whqh8ed0wkTJoi2bduKU6dOiWvXrol9+/aJ3377TQhR8cu+uLhYfPLJJ+LkyZPi6tWrIiwsTBgbG4vvv/9eI/ulTWoqaXr0MzB58mTh4OAg9u7dKy5cuCACAwOFubm5uHPnjtJ6rVq1EpGRkSIuLk74+fkJZ2dnUVxcLIQQIi4uTpiamopVq1aJS5cuiT///FN4enqKESNG1OYheSbu3LkjZDKZWLRoUaXlY8aMEebm5qKsrEwMHjxYODo6ip07d4orV66I/fv3i/DwcCGEECkpKcLKykp88MEHIiEhQZw9e1b07t1b9OjRQ2rrp59+Ejt27BCXLl0Sf/31lxgwYIBwd3cXpaWlQoj/neeWLVuK3bt3i8TERDFo0CDh5OQkSkpKhBAVkyZt/l5h0lSHeHt7S//DLSkpEVZWVlJ2vmrVKqmHqZyPj49o27ZthXYeTpo2bNggzMzMpD9GqnB1dRVr1qyp3k5oqccd2/I/0Pv375fqL168WAAQV65ckZa99957wtfXVwjxoJfD0NBQ6X9bQggxevRo8dZbbym1+8svvyjVeTRpcnBwEHPmzFF5X3744QdhaWkp/e7u7i6Cg4NVXr+ueNw5HTBggBg5cmSl61X2Zf+o8ePHi//85z81HvPzJjAwUOjq6goTExOl1/z589VKmh7+DNy9e1fo6+uLbdu2ScuKi4uFg4ODWLp0qdJ65V/+QjxIJIyMjKRkNiAgQLz77rtK8R49elTo6OiIwsLCmj4Uz9SJEycqXDF42MqVKwUAERMTIwBU2Yvz8ccfiz59+igtu3HjhgAgEhMTK10nIyNDABB///23EOJ/n5dHe68ASP9RfzRpqoy2fK9wIHgdkZiYiJMnT2Lo0KEAAD09PQwZMgTffvvtY9fr0KHDY8tjY2Ph6elZ5bXv/Px8zJo1C66urqhfvz5MTU1x8eJFJCcnV29HtJCqx9bDw0P62dbWFsbGxmjcuLHSsoyMDABAfHw87t27h969e8PU1FR6hYaG4sqVK0rtPu4cZWRkICUlBT179qyyzqFDh9C7d280aNAAZmZmGD58OO7cuYP8/HwAwOTJk7FgwQJ06dIFc+fORVxcnIpH5vn1pHM6btw4hIeHo23btpg1axaOHTv22PbWr1+PDh06wNraGqampti4cWOd+gw8jR49eiA2NlbpNWHCBLXaePgzcOXKFZSUlKBLly7SMn19fXTs2BEJCQlK63l5eUk/W1hYoEWLFlKdM2fOICQkROnz5+vri7KyMly7dq06u/rcEP8dynzt2jXo6urCx8en0npnzpzBoUOHlI5Ry5YtAUD6O3XlyhX4+/ujcePGqFevHlxcXACgwvv/4b+P9vb2ACD9PXyUNn+vcDRdHbFp0ybcv38fDRo0kJYJIaCvr4+srKwq1zMxMXlsu0ZGRo8tnzlzJv744w8sX74cTZs2hZGREQYNGoTi4mL1dkCLqXps9fX1pZ9lMpnS7+XLysrKAED6d8+ePUrtAqjwDKfHnaMnnZ/r16/j1VdfxdixY/Hpp5/CwsIC0dHRGD16NEpKSgA8GAzt6+uLPXv2IDIyEosXL8aKFSswadKkx7b9PHvSOe3Xrx+uX7+OPXv2YP/+/ejZsycmTJiA5cuXV2jrhx9+wLRp07BixQp4eXnBzMwMy5YtQ0xMzLPcJa1lYmKCpk2bVlh+9+5dAP/7AgcgvScra6NceX2ZTKZURwhRYVllyuuUlZXhvffew+TJkyvUed5vCGjatClkMhni4+Px+uuvVyi/ePEizM3NYWxs/Nh2ysrKMGDAAHz22WcVysoTnwEDBsDR0REbN26Eg4MDysrK4ObmVuE74NG/j+XtV0abv1fY01QH3L9/H6GhoVixYoXS/+bOnTsHJycnbNu2rdpte3h4IDY2FpmZmZWWHz16FCNGjMAbb7wBd3d32NnZISkpqdrb0za1dWxdXV0hl8uRnJyMpk2bKr0cHR1VbsfMzAzOzs5VTkFw+vRp3L9/HytWrEDnzp3RvHlzpKSkVKjn6OiIsWPHYufOnZgxYwY2btxYrf16Hqh6Tq2trTFixAiEhYVh9erV+Prrrytt7+jRo/D29sb48ePh6emJpk2bVugtpIqsra0BPJjipJwqc181bdoUBgYGiI6OlpaVlJTg9OnTaNWqlVLdEydOSD9nZWXh0qVLUk9Ju3btcOHChQqfv/L2n2eWlpbo3bs31q1bh8LCQqWytLQ0bNu2DUOGDIG7uzvKysoQFRVVaTvlx8jZ2bnCMTIxMcGdO3eQkJCAjz76CD179kSrVq0e+590VWnz9wp7muqA3bt3IysrC6NHj4ZCoVAqGzRoEDZt2oTAwMBqtf3WW29h0aJFeP3117F48WLY29vjr7/+goODA7y8vNC0aVPs3LkTAwYMgEwmw8cff1zl/x6eR6oc21WrVqndrpmZGYKCgjBt2jSUlZWha9euyM3NxbFjx2BqaqrW+QoODsbYsWNhY2ODfv36IS8vD3/++ScmTZqEJk2a4P79+1izZg0GDBiAP//8E+vXr1daf+rUqejXrx+aN2+OrKwsHDx4sMKXT12iyjnNyMhA+/bt0bp1axQVFWH37t1VHpOmTZsiNDQUf/zxB1xcXLB161acOnVKukzxoisqKkJaWprSMj09PVhZWaFz585YsmQJnJ2dcfv2bXz00UdPbM/ExATjxo3DzJkzYWFhgUaNGmHp0qUoKCjA6NGjlerOnz8flpaWsLW1xZw5c2BlZSX1vLz//vvo3LkzJkyYgDFjxsDExAQJCQnYt28f1qxZU2P7rylr166Ft7c3fH19K0w50KBBAyxcuBAWFhYIDAzEqFGj8MUXX6BNmza4fv06MjIyMHjwYEyYMAEbN27EW2+9hZkzZ8LKygqXL19GeHg4Nm7cCHNzc1haWuLrr7+Gvb09kpOTMXv27KeOXau/VzQ4nopqiJ+fn3j11VcrLTtz5owAIFasWFHpQPApU6ZUWAePDCBMSkoS//nPf0S9evWEsbGx6NChg4iJiRFCPBjk16NHD2FkZCQcHR3F2rVrq2z3eaTqsQUgsrKypLLKBjY+OoC7rKxMfP7556JFixZCX19fWFtbC19fX+nOtfLBrA+3W1k7Qgixfv16qR17e3sxadIkqWzlypXC3t5eGBkZCV9fXxEaGqrU7sSJE0WTJk2EXC4X1tbWIiAgQNy+fVut4/Q8UeWczps3T7Rq1UoYGRkJCwsL8dprr4mrV68KISoOBL93754YMWKEUCgUon79+mLcuHFi9uzZFc7Ri+jR6U7KXy1atBBCCBEfHy86d+4sjIyMRNu2bUVkZGSlA8Ef/QwUFhaKSZMmCSsrq8dOObBr1y7RunVrYWBgIF566SURGxur1M7JkydF7969hampqTAxMREeHh5i4cKFtXpMnqWkpCQxYsQIYWdnJ/T19YWjo6OYNGmS0ue7sLBQTJs2Tdjb20tTDpRPryGEEJcuXRJvvPGGqF+/vjAyMhItW7YUU6dOle403bdvn2jVqpWQy+XCw8NDHD58WOk7RJUB/4/+vdTm7xVObklERHXK4cOH0aNHD2RlZT03j+eg5wPHNBERERGpgEkTERERkQp4eY6IiIhIBexpIiIiIlIBkyYiIiIiFTBpIiIiIlIBkyYiIiIiFTBpIiKqxOHDhyGTyZCdna3pUIhISzBpIiKtlpaWhkmTJqFx48aQy+VwdHTEgAEDqnzeXnV0794dU6dOVVrm7e2N1NTUCo9aqW0hISGckJFIS/HZc0SktZKSktClSxfUr18fS5cuhYeHB0pKSvDHH39gwoQJuHjxYq1t28DAAHZ2drXWPhE9f9jTRERaa/z48ZDJZDh58iQGDRqE5s2bo3Xr1pg+fbr0BPvk5GS89tprMDU1Rb169TB48GCkp6dLbQQHB6Nt27bYunUrnJ2doVAoMHToUOTl5QEARowYgaioKHz++eeQyWSQyWRISkqqcHmuvAfojz/+QKtWrWBqaoq+ffsiNTVVKebNmzejVatWMDQ0RMuWLbFu3TqpLCkpCTKZDDt37kSPHj1gbGyMNm3a4Pjx4wAeXBIcOXIkcnJypFiCg4MBAOvWrUOzZs1gaGgIW1tbDBo0qLYOOxFVRbOPviMiqtydO3eETCYTixYtqrJOWVmZ8PT0FF27dhWnT58WJ06cEO3atRM+Pj5Snblz5wpTU1Px5ptvir///lscOXJE2NnZiQ8//FAIIUR2drbw8vISY8aMEampqSI1NVXcv3+/wsNiN2/eLPT19UWvXr3EqVOnxJkzZ0SrVq2Ev7+/tK2vv/5a2Nvbix07doirV6+KHTt2CAsLCxESEiKE+N/DS1u2bCl2794tEhMTxaBBg4STk5MoKSkRRUVFYvXq1aJevXpSLHl5eeLUqVNCV1dXbN++XSQlJYmzZ8+Kzz//vOYPOhE9Fi/PEZFWunz5MoQQaNmyZZV19u/fj7i4OFy7dg2Ojo4AgK1bt6J169Y4deoUXnrpJQBAWVkZQkJCYGZmBgAICAjAgQMHsHDhQigUChgYGMDY2PiJl+NKSkqwfv16NGnSBAAwceJEzJ8/Xyr/9NNPsWLFCrz55psAABcXF8THx2PDhg0IDAyU6gUFBaF///4AgHnz5qF169a4fPkyWrZsCYVCAZlMphRLcnIyTExM4OfnBzMzMzg5OcHT01PlY0lENYOX54hIK4n/PuFJJpNVWSchIQGOjo5SwgQArq6uqF+/PhISEqRlzs7OUsIEAPb29sjIyFA7JmNjYylherSdW7du4caNGxg9ejRMTU2l14IFC3DlyhWldjw8PJTaAPDYeHr37g0nJyc0btwYAQEB2LZtGwoKCtSOn4ieDpMmItJKzZo1g0wmU0p+HiWEqDSpenS5vr6+UrlMJkNZWZnaMVXWTnlyV97exo0bERsbK73Onz8vjb+qrJ3yOB8Xj5mZGc6ePYvvvvsO9vb2+OSTT9CmTRtOh0D0jDFpIiKtZGFhAV9fX3z55ZfIz8+vUJ6dnQ1XV1ckJyfjxo0b0vL4+Hjk5OSgVatWKm/LwMAApaWlTxWvra0tGjRogKtXr6Jp06ZKLxcXl6eORU9PD7169cLSpUsRFxeHpKQkHDx48KliJiL1cEwTEWmtdevWwdvbGx07dsT8+fPh4eGB+/fvY9++ffjqq68QHx8PDw8PvP3221i9ejXu37+P8ePHw8fHBx06dFB5O87OzoiJiUFSUhJMTU1hYWFRrXiDg4MxefJk1KtXD/369UNRURFOnz6NrKwsTJ8+XeVY7t69iwMHDqBNmzYwNjbGwYMHcfXqVXTr1g3m5ubYu3cvysrK0KJFi2rFSUTVw54mItJaLi4uOHv2LHr06IEZM2bAzc0NvXv3xoEDB/DVV19BJpPhl19+gbm5Obp164ZevXqhcePG+P7779XaTlBQEHR1deHq6gpra2skJydXK9533nkH33zzDUJCQuDu7g4fHx+EhISo1dPk7e2NsWPHYsiQIbC2tsbSpUtRv3597Ny5E6+88gpatWqF9evX47vvvkPr1q2rFScRVY9MlF+QJyIiIqIqsaeJiIiISAVMmoiIiIhUwKSJiIiISAVMmoiIiIhUwKSJiIiISAVMmoiIiIhUwKSJiIiISAVMmoiIiIhUwKSJiIiISAVMmoiIiIhUwKSJiIiISAVMmoiIiIhU8P9DpuCng6fVFwAAAABJRU5ErkJggg==", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.boxplot(data=gm_latest, \n", " x='continent', \n", @@ -1797,20 +986,9 @@ }, { "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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h2rRpA0dHR8yZM0et283VuYz5cHJc7knOtTru3LlTaazlx+jR7VtZWSn9Xn5Zpvz9I5PJcODAAfj5+WHJkiVo3749bGxsMHny5EqnmKjM/v37cfr0acTExOD27duIjo6WLlOlp6cjOzsbBgYGFT7PaWlpj/08V0Xdz/OdO3dgb29f4VKera0t9PT0HnvcgAfHrrrPnSoedz7S09MBAMHBwRWO14QJEwCgwjF7XJtU+zimiZ6q1q1bo2PHjpWWWVtbQyaT4ejRo5Ved3902aN/BENCQvDuu+9Kv5f/b7FHjx7Q19fHL7/8gnHjxj02xi1btsDV1RXbt29X2sajg0bLpaWlVbmssj/Aj/PLL78gPz8fO3fuhLOzs7RclcG5urq6ePnllxEZGYnU1FSlL6LyLzN15zkCICVaj84/o6OjU+X5fBKnTp1CWloaxowZU209Dw8PhIeHQwiB2NhYhIaGYt68eTAyMsKsWbNU2pYq42LKlX+xPezRc21oaAig4vvl0S88dVlZWSE1NbXC8vKBv9bW1mq36ezsjA0bNgAALl++jB9++AEhISEoLi7G2rVrH7t+27Ztq9xu+eDkiIiISssf7s0BVD8PHTt2hKWlJX799VcsWrTosetZWVnh5MmTEEIo1c3IyMD9+/drdNzqQnkcH3zwAV5//fVK67Rs2fJphkSVYE8TaQ1/f38IIXDz5k107NixwsvDw6Pa9V1cXJTql/+Bsbe3x1tvvYU//vgDYWFhla579epVxMbGAoA0Wd/Df2DT0tIqvXsOeNC9//CXaWlpKbZv346mTZuiUaNGVcZb1f8Ky7f7cJIohMD69eurbOthH3zwAUpLSzFu3LhameDv/PnzWLhwIVxcXDBkyJAnbu9xMjMzMW7cOOjr62Pq1KkqrSOTydC2bVusWLECDRo0wLlz56Sy2uglKJeXl1ehp27btm3Q0dFBt27dAEC6O6n8/VSush4+dXoGevbsibi4OKV9Ax703spkMvTo0UPl/ahMixYt8NFHH8HDw6PCNmrC398fd+7cQWlpaaWf55omAPr6+nj//fdx6dIlfPrpp5XWycjIwJ9//gngwXG7e/duhQlOy/8WlPdIq6MuenRatmyJ5s2b4/z585Uer44dO1ZINFWNlT1PtYc9TaQ1unbtirfffhujRo3CmTNn0K1bN5iYmCA1NRXR0dHw8PDA+PHja9T28uXLce3aNQQFBeGPP/7Aa6+9Bjs7O9y+fRv79u3Dxo0bER4eDk9PT+nW5wkTJmDw4MG4ceMGPv30Uzg4OOCff/6p0La1tTVefvllfPzxx9Ldc5cuXaow7cCjypPAzz77DP369YOuri48PT3Ru3dvGBgY4I033sDMmTNx7949fP3118jKylJpX7t27YqvvvoKkyZNQvv27fH222+jTZs20NHRQWpqKnbs2AGg4l1kAHD27FkoFAqUlJQgJSUFBw4cwObNm2Fra4tdu3ZVOYVBTf3zzz84ceIEysrKcOfOHZw8eRIbNmxAbm4uwsLC0KZNmyrX3b17N9asWYNXX30VTZo0gRACO3fuRHZ2Nnr37i3V8/DwwOHDh7Fr1y44ODjAzMysxl/YVlZWGD9+PJKTk9GiRQvs3bsX69evx/jx46XLRvb29ujVqxcWLVoECwsLODs748CBA9i5c2eF9qp6D1R2nKdOnYqwsDAMGDAA8+bNg7OzM/bs2YM1a9Zg/Pjxao8Hio2Nxbvvvov/+7//Q/PmzWFgYICDBw8iNjZW5V666gwbNgxbt25F//798d5776FTp07Q19fHv//+i0OHDuGVV17Ba6+9VqO2Z8yYgfj4eMyZMwenTp1CQEAAnJyckJOTgyNHjuCbb77B3Llz0bVrV4wYMQJfffUVRo4ciaSkJHh4eCA6OhoLFy5E//790atXL7W3X37evvjiC4wcORL6+vpo2bJljZKah61btw79+vWDn58fgoKC0LBhQ2RmZiI+Ph7nzp3Djz/+WKNYw8PDsX37djRp0gSGhoaP/Q8oVUNjQ9DpuVLV5JaV+e6770Tnzp2FiYmJMDIyEk2bNhUjRowQZ86ckerUZKLB+/fvi02bNomXX35ZWFpaCj09PWFjYyP69esntm3bJt2ZIsSDO+5cXFyEXC4XrVu3FuvXr5fuGHoYADFx4kSxZs0a0bRpU6Gvry9atWoltm7dqlSvsjuqioqKxFtvvSVsbGyETCZTuhtn165dom3btsLQ0FA0bNhQzJgxQ/z++++V3pVVlZiYGDFq1Cjh6uoq5HK5MDQ0FM2aNRMjRoyocNdh+b6Vv+RyuXBwcBB9+vQRX3zxhdLdROWqmtxSFeXHo/ylp6cnrKyshLe3t/jwww9FUlJShXUevaPt0qVL4o033hBNmzYVRkZGQqFQiE6dOonQ0NAKx6Fr167C2NhYAJDuJKruPVnV3XNt2rQRhw8fFh07dpSO0YcffljhbqfU1FQxePBgYWlpKRQKhRg+fLh0t9/Dd89V9x549O45IYS4fv26CAgIEFZWVkJfX1+0bNlSLF26VOm9W3631tKlSyvsFwAxZ84cIYQQ6enpIigoSLRq1UqYmJgIU1NT4enpKVasWKF0l1dlHne3ZbmSkhLx+eefS+9lU1NT0apVK/HOO++If/75R6rn7OwsBgwYUG1blfn111/FgAEDhI2NjdDT0xMWFhaiR48eYu3atUoTu965c0eMGzdOODg4CD09PeHs7Cw++OCDCrPLl3+eH1XZufjggw+Eo6Oj0NHRUfpcVnX33OPOR7nz58+LIUOGCFtbW6Gvry/s7e3Fyy+/rHS3YFXv3cr+ziQlJYk+ffoIMzMzAUA4OztXciRJVTIhHnOLChFVSSaTYeLEiWrP0UNERM8ejmkiIiIiUgGTJiIiIiIVcCA40RPg1W0ioucHe5qIiIiIVMCkiYiIiEgFTJqIiIiIVMAxTbWorKwMKSkpMDMzU+vRDERERKQ5Qgjk5eXB0dEROjpV9ycxaapFKSkpcHJy0nQYREREVAM3btyo9vFXTJpqUfkU+jdu3Kj0ERVERESkfXJzc+Hk5PTYR+EwaapF5ZfkzM3NmTQRERE9Yx43tIYDwYmIiIhUwKSJiIiISAVMmoiIiIhUwKSJiIiISAVMmoiIiIhUoNGkKSQkBDKZTOllb28vlQshEBISAkdHRxgZGaF79+64ePGiUhtFRUWYNGkSrK2tYWJigkGDBuHff/9VqpOVlYXAwEAoFAooFAoEBgYiOztbqU5ycjIGDhwIExMTWFtbY/LkySguLq6zfSciIqJni8Z7mtq0aYPU1FTp9ffff0tlS5YswfLly7F69WqcPn0a9vb26N27N/Ly8qQ6U6ZMwc8//4zw8HBER0fj7t278Pf3R2lpqVQnICAAMTExiIiIQEREBGJiYhAYGCiVl5aWYsCAAcjPz0d0dDTCw8OxY8cOTJ8+/ekcBCIiItJ+QoPmzJkj2rZtW2lZWVmZsLe3F4sXL5aW3bt3TygUCrF27VohhBDZ2dlCX19fhIeHS3Vu3rwpdHR0REREhBBCiLi4OAFAnDhxQqpz/PhxAUBcunRJCCHE3r17hY6Ojrh586ZU5/vvvxdyuVzk5OSovD85OTkCgFrrEBERkWap+v2t8Z6mf/75B46OjnB1dcWwYcNw7do1AEBiYiLS0tLQp08fqa5cLoevry+OHTsGADh79ixKSkqU6jg6OsLd3V2qc/z4cSgUCnTu3Fmq06VLFygUCqU67u7ucHR0lOr4+fmhqKgIZ8+erbudJyIiomeGRmcE79y5M8LCwtCiRQukp6dj/vz58PHxwcWLF5GWlgYAsLOzU1rHzs4O169fBwCkpaXBwMAAFhYWFeqUr5+WlgZbW9sK27a1tVWq8+h2LCwsYGBgINWpTFFREYqKiqTfc3NzVd11IiIiesZoNGnq16+f9LOHhwe8vb3RtGlTbNq0CV26dAFQcUpzIcRjpzl/tE5l9WtS51GLFi3C3Llzq42FiIiI6geNX557mImJCTw8PPDPP/9Id9E92tOTkZEh9QrZ29ujuLgYWVlZ1dZJT0+vsK1bt24p1Xl0O1lZWSgpKanQA/WwDz74ADk5OdLrxo0bau4xERERPSu0KmkqKipCfHw8HBwc4OrqCnt7e+zbt08qLy4uRlRUFHx8fAAAHTp0gL6+vlKd1NRUXLhwQarj7e2NnJwcnDp1Sqpz8uRJ5OTkKNW5cOECUlNTpTqRkZGQy+Xo0KFDlfHK5XLp4bx8SC8REVH9ptHLc8HBwRg4cCAaN26MjIwMzJ8/H7m5uRg5ciRkMhmmTJmChQsXonnz5mjevDkWLlwIY2NjBAQEAAAUCgXGjBmD6dOnw8rKCpaWlggODoaHhwd69eoFAGjdujX69u2LsWPHYt26dQCAt99+G/7+/mjZsiUAoE+fPnBzc0NgYCCWLl2KzMxMBAcHY+zYsUyEiIhqyaxZs5CSkvLE7ZRfPajuSoAqHB0dsXjx4ieOh54fGk2a/v33X7zxxhu4ffs2bGxs0KVLF5w4cQLOzs4AgJkzZ6KwsBATJkxAVlYWOnfujMjISJiZmUltrFixAnp6ehgyZAgKCwvRs2dPhIaGQldXV6qzdetWTJ48WbrLbtCgQVi9erVUrquriz179mDChAno2rUrjIyMEBAQgM8///wpHQkiIlLV/fv3NR0CPadkQgih6SDqi9zcXCgUCuTk5LCHioiojowYMQIAEBYWpuFIqL5Q9ftbq8Y0EREREWkrJk1EREREKmDSRERERKQCJk1EREREKmDSRERERKQCJk1EREREKmDSRERERKQCJk1EREREKmDSRERERKQCJk1EREREKmDSRERERKQCjT6wl4iors2aNQspKSlP3E56ejoAwM7O7onacXR0xOLFi584HiJ6+pg0ERGp4P79+5oOgYg0jEkTEdVrtdWrM2LECABAWFhYrbRHRM8ejmkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTJiIiIiIVMGkiIiIiUoGeuiskJSXh6NGjSEpKQkFBAWxsbODl5QVvb28YGhrWRYxEREREGqdy0rRt2zZ8+eWXOHXqFGxtbdGwYUMYGRkhMzMTV69ehaGhId588028//77cHZ2rsuYiYiIiJ46lZKm9u3bQ0dHB0FBQfjhhx/QuHFjpfKioiIcP34c4eHh6NixI9asWYP/+7//q5OAiYiIiDRBpaTp008/xYABA6osl8vl6N69O7p374758+cjMTGx1gIkIiIi0gYqJU3VJUyPsra2hrW1dY0DIiIiItJGat89d+7cOfz999/S77/++iteffVVfPjhhyguLq7V4IiIiIi0hdpJ0zvvvIPLly8DAK5du4Zhw4bB2NgYP/74I2bOnFnrARIRERFpA7WTpsuXL6Ndu3YAgB9//BHdunXDtm3bEBoaih07dtR2fERERERaQe2kSQiBsrIyAMD+/fvRv39/AICTkxNu375du9ERERERaQm1k6aOHTti/vz52Lx5M6KioqRB4omJibCzs6v1AImIiIi0gdpJ08qVK3Hu3Dm8++67mD17Npo1awYA+Omnn+Dj41PrARIRERFpA7Ueo1JaWoqsrCxERUXB0tJSqWzp0qXQ1dWt1eCIiIiItIVaPU26urrw8/NDTk5OhTJDQ0Po6+vXWmBERERE2kTty3MeHh64du1aXcRCREREpLXUTpoWLFiA4OBg7N69G6mpqcjNzVV6EREREdVHao1pAoC+ffsCAAYNGgSZTCYtF0JAJpOhtLS09qIjIiIi0hJqJ02HDh2qiziIiIiItJraSZOvr29dxEFERESk1dROmsoVFBQgOTm5wkN6PT09nzgoIiIiIm2jdtJ069YtjBo1Cr///nul5RzTRERERPWR2nfPTZkyBVlZWThx4gSMjIwQERGBTZs2oXnz5vjtt9/qIkYiIiIijVM7aTp48CBWrFiBF154ATo6OnB2dsbw4cOxZMkSLFq0qMaBLFq0CDKZDFOmTJGWCSEQEhICR0dHGBkZoXv37rh48aLSekVFRZg0aRKsra1hYmKCQYMG4d9//1Wqk5WVhcDAQCgUCigUCgQGBiI7O1upTnJyMgYOHAgTExNYW1tj8uTJFS49EhER0fNL7aQpPz8ftra2AABLS0vcunULwINJL8+dO1ejIE6fPo1vvvmmwnioJUuWYPny5Vi9ejVOnz4Ne3t79O7dG3l5eVKdKVOm4Oeff0Z4eDiio6Nx9+5d+Pv7K10mDAgIQExMDCIiIhAREYGYmBgEBgZK5aWlpRgwYADy8/MRHR2N8PBw7NixA9OnT6/R/hAREVH9o3bS1LJlSyQkJAAA2rVrh3Xr1uHmzZtYu3YtHBwc1A7g7t27ePPNN7F+/XpYWFhIy4UQWLlyJWbPno3XX38d7u7u2LRpEwoKCrBt2zYAQE5ODjZs2IBly5ahV69e8PLywpYtW/D3339j//79AID4+HhERETg22+/hbe3N7y9vbF+/Xrs3r1b2o/IyEjExcVhy5Yt8PLyQq9evbBs2TKsX7+eE3YSERERgBqOaUpNTQUAzJkzBxEREWjcuDG+/PJLLFy4UO0AJk6ciAEDBqBXr15KyxMTE5GWloY+ffpIy+RyOXx9fXHs2DEAwNmzZ1FSUqJUx9HREe7u7lKd48ePQ6FQoHPnzlKdLl26QKFQKNVxd3eHo6OjVMfPzw9FRUU4e/ZslbEXFRVxRnQiIqLnhNp3z7355pvSz15eXkhKSsKlS5fQuHFjWFtbq9VWeHg4zp07h9OnT1coS0tLAwDY2dkpLbezs8P169elOgYGBko9VOV1ytdPS0uTLic+zNbWVqnOo9uxsLCAgYGBVKcyixYtwty5cx+3m0RERFQPqN3T9ChjY2O0b99e7YTpxo0beO+997BlyxYYGhpWWe/hR7UA/3tcS3UerVNZ/ZrUedQHH3yAnJwc6XXjxo1q4yIiIqJnl0o9TdOmTVO5weXLl6tU7+zZs8jIyECHDh2kZaWlpThy5AhWr14tjTdKS0tTGiuVkZEh9QrZ29ujuLgYWVlZSr1NGRkZ8PHxkeqkp6dX2P6tW7eU2jl58qRSeVZWFkpKSir0QD1MLpdDLpertL9ERET0bFMpafrrr79UauxxPUAP69mzJ/7++2+lZaNGjUKrVq3w/vvvo0mTJrC3t8e+ffvg5eUFACguLkZUVBQ+++wzAECHDh2gr6+Pffv2YciQIQCA1NRUXLhwAUuWLAEAeHt7IycnB6dOnUKnTp0AACdPnkROTo6UWHl7e2PBggVITU2VErTIyEjI5XKlpI6IiIieXyolTXXxkF4zMzO4u7srLTMxMYGVlZW0fMqUKVi4cCGaN2+O5s2bY+HChTA2NkZAQAAAQKFQYMyYMZg+fTqsrKxgaWmJ4OBgeHh4SAPLW7dujb59+2Ls2LFYt24dAODtt9+Gv78/WrZsCQDo06cP3NzcEBgYiKVLlyIzMxPBwcEYO3YszM3Na33fiYiI6NlT42fPPQ0zZ85EYWEhJkyYgKysLHTu3BmRkZEwMzOT6qxYsQJ6enoYMmQICgsL0bNnT4SGhkJXV1eqs3XrVkyePFm6y27QoEFYvXq1VK6rq4s9e/ZgwoQJ6Nq1K4yMjBAQEIDPP//86e0sERERaTWZEEI8rtLrr7+ucoM7d+58ooCeZbm5uVAoFMjJyWEPFVE9M2LECABAWFiYhiMhnguqbap+f6vU06RQKGotMCIiIqJnkUpJ08aNG+s6DiIiIiKtVuMxTbdu3UJCQgJkMhlatGgBGxub2oyLiIiISKvU6IG9o0ePhoODA7p164aXXnoJjo6OGDNmDAoKCuoiRiIiIiKNUztpmjZtGqKiorBr1y5kZ2cjOzsbv/76K6KiojB9+vS6iJGIiIhI49S+PLdjxw789NNP6N69u7Ssf//+MDIywpAhQ/D111/XZnxEREREWkHtnqaCgoJKHy1ia2vLy3NERERUb6mdNHl7e2POnDm4d++etKywsBBz586Ft7d3rQZHREREpC3Uvjz3xRdfoG/fvmjUqBHatm0LmUyGmJgYGBoa4o8//qiLGImIiIg0Tu2kyd3dHf/88w+2bNmCS5cuQQiBYcOG4c0334SRkVFdxEhERESkcTWap8nIyAhjx46t7ViIiIiItJbaSdPBgwexc+dOJCUlQSaToUmTJvjPf/6Dbt261UV8RERERFpBrYHg48aNQ69evfD999/jzp07uHXrFrZs2YIePXpg0qRJdRUjERERkcapnDT9/PPP2LhxI7777jvcvn0bx48fx4kTJ3Dr1i2sX78e33zzDX777be6jJWIiIhIY1ROmjZu3Ihp06YhKCgIMpnsfw3o6GD06NGYMmUKNmzYUCdBEhEREWmayknTuXPn8Nprr1VZ/p///Adnz56tlaCIiIiItI3KSdPt27fRsGHDKssbNmyIO3fu1EpQRERERNpG5aSpuLgYBgYGVZbr6emhuLi4VoIiIiIi0jZqTTnw8ccfw9jYuNIyPneOiIiI6jOVk6Zu3bohISHhsXWIiIiI6iOVk6bDhw/XYRhERERE2k2tyS2JiIiInldMmoiIiIhUwKSJiIiISAVMmoiIiIhUwKSJiIiISAUq3T0XGxurcoOenp41DoaIiIhIW6mUNLVr1w4ymQxCiErLy8tkMhlKS0trNUAiIiIibaBS0pSYmFjXcRARERFpNZWSJmdn57qOg4iIiEirqfXsuYfFxcUhOTm5wkN6Bw0a9MRBERERUd2aNWsWUlJSnqiN9PR0AICdnd0TtePo6IjFixc/URtPg9pJ07Vr1/Daa6/h77//VhrnJJPJAIBjmoiIiJ4T9+/f13QIT5XaSdN7770HV1dX7N+/H02aNMGpU6dw584dTJ8+HZ9//nldxEhERES1rDZ6dkaMGAEACAsLe+K2ngVqJ03Hjx/HwYMHYWNjAx0dHejo6ODFF1/EokWLMHnyZPz11191EScRERGRRqmdNJWWlsLU1BQAYG1tjZSUFLRs2RLOzs5ISEio9QCJiEjzamP8S225efMmgP/1cmjaszIeh56c2kmTu7s7YmNj0aRJE3Tu3BlLliyBgYEBvvnmGzRp0qQuYiQiIg1LSUlBUnIiYKrpSAD8d8rApEwtmA7nrqYDoKdJ7aTpo48+Qn5+PgBg/vz58Pf3x0svvQQrKyts37691gMkIiItYQro+pVpOgqtUvoHn0b2PFE7afLz85N+btKkCeLi4pCZmQkLCwvpDjoiIiKi+qbG8zQ9zNLSsjaaISIiItJaaidN+fn5WLx4MQ4cOICMjAyUlSl31V67dq3WgiMiIiLSFmonTW+99RaioqIQGBgIBwcHXpIjIiKi54LaSdPvv/+OPXv2oGvXrnURDxEREZFWUnvYv4WFBccwERER0XNH7aTp008/xSeffIKCgoK6iIeIiIhIK6l9eW7ZsmW4evUq7Ozs4OLiAn19faXyc+fO1VpwRERERNpC7aTp1VdfrYMwiIiIiLSb2knTnDlz6iIOIiIiUgGfA1i1un4OYI0ntzx79izi4+Mhk8ng5uYGLy+v2oyLiIiIKpGSkoJ/k5PhoFBoOhTo/vff0pwcjcYBAKlPIQa1k6aMjAwMGzYMhw8fRoMGDSCEQE5ODnr06IHw8HDY2NjURZxERET0Xw4KBb4aNlTTYWiVieF1//xbte+emzRpEnJzc3Hx4kVkZmYiKysLFy5cQG5uLiZPnlwXMRIRERFpnNo9TREREdi/fz9at24tLXNzc8NXX32FPn361GpwRERERNpC7Z6msrKyCtMMAIC+vn6F59ARERER1RdqJ00vv/wy3nvvPaWR+zdv3sTUqVPRs2fPWg2OiIiISFuonTStXr0aeXl5cHFxQdOmTdGsWTO4uroiLy8Pq1atqosYiYiIiDRO7TFNTk5OOHfuHPbt24dLly5BCAE3Nzf06tWrLuIjIiIi0go1nqepd+/e6N27d23GQkRERKS1VEqavvzyS7z99tswNDTEl19+WW1dTjtARERE9ZFKY5pWrFiB/Px86eeqXitXrlRr419//TU8PT1hbm4Oc3NzeHt74/fff5fKhRAICQmBo6MjjIyM0L17d1y8eFGpjaKiIkyaNAnW1tYwMTHBoEGD8O+//yrVycrKQmBgIBQKBRQKBQIDA5Gdna1UJzk5GQMHDoSJiQmsra0xefJkFBcXq7U/REREVH+p1NOUmJhY6c9PqlGjRli8eDGaNWsGANi0aRNeeeUV/PXXX2jTpg2WLFmC5cuXIzQ0FC1atMD8+fPRu3dvJCQkwMzMDAAwZcoU7Nq1C+Hh4bCyssL06dPh7++Ps2fPQlf3wQTvAQEB+PfffxEREQEAePvttxEYGIhdu3YBAEpLSzFgwADY2NggOjoad+7cwciRIyGE4OB2IiIiAlCDu+fmzZuHgoKCCssLCwsxb948tdoaOHAg+vfvjxYtWqBFixZYsGABTE1NceLECQghsHLlSsyePRuvv/463N3dsWnTJhQUFGDbtm0AgJycHGzYsAHLli1Dr1694OXlhS1btuDvv//G/v37AQDx8fGIiIjAt99+C29vb3h7e2P9+vXYvXs3EhISAACRkZGIi4vDli1b4OXlhV69emHZsmVYv349cnNz1T1EREREVA+pnTTNnTsXd+/erbC8oKAAc+fOrXEgpaWlCA8PR35+Pry9vZGYmIi0tDSlWcblcjl8fX1x7NgxAA8eGlxSUqJUx9HREe7u7lKd48ePQ6FQoHPnzlKdLl26QKFQKNVxd3eHo6OjVMfPzw9FRUU4e/ZslTEXFRUhNzdX6UVERET1k9pJkxACMpmswvLz58/D0tJS7QD+/vtvmJqaQi6XY9y4cfj555/h5uaGtLQ0AICdnZ1SfTs7O6ksLS0NBgYGsLCwqLaOra1the3a2toq1Xl0OxYWFjAwMJDqVGbRokXSOCmFQgEnJyc1956IiIieFSpPOWBhYQGZTAaZTIYWLVooJU6lpaW4e/cuxo0bp3YALVu2RExMDLKzs7Fjxw6MHDkSUVFRUvmjCVpVSVt1dSqrX5M6j/rggw8wbdo06ffc3FwmTkREVKfS09NRUlSEieHbNR2KVknNyYH+vXt1ug2Vk6aVK1dCCIHRo0dj7ty5UCgUUpmBgQFcXFzg7e2tdgAGBgbSQPCOHTvi9OnT+OKLL/D+++8DeNAL5ODgINXPyMiQeoXs7e1RXFyMrKwspd6mjIwM+Pj4SHXS09MrbPfWrVtK7Zw8eVKpPCsrCyUlJRV6oB4ml8shl8vV3mciIiJ69qicNI0cORIA4OrqCh8fn0of2lsbhBAoKiqCq6sr7O3tsW/fPnh5eQEAiouLERUVhc8++wwA0KFDB+jr62Pfvn0YMmQIACA1NRUXLlzAkiVLAADe3t7IycnBqVOn0KlTJwDAyZMnkZOTIyVW3t7eWLBgAVJTU6UELTIyEnK5HB06dKiT/SQiIqoJOzs7lObk4KthQzUdilaZGL4dug916NQFtWcE9/X1lX4uLCxESUmJUrm5ubnKbX344Yfo168fnJyckJeXh/DwcBw+fBgRERGQyWSYMmUKFi5ciObNm6N58+ZYuHAhjI2NERAQAABQKBQYM2YMpk+fDisrK1haWiI4OBgeHh7SY11at26Nvn37YuzYsVi3bh2AB1MO+Pv7o2XLlgCAPn36wM3NDYGBgVi6dCkyMzMRHByMsWPHqrU/REREVH+pnTQVFBRg5syZ+OGHH3Dnzp0K5aWlpSq3lZ6ejsDAQKSmpkKhUMDT0xMRERHS41lmzpyJwsJCTJgwAVlZWejcuTMiIyOlOZqAB5Nt6unpYciQISgsLETPnj0RGhoqzdEEAFu3bsXkyZOlu+wGDRqE1atXS+W6urrYs2cPJkyYgK5du8LIyAgBAQH4/PPP1T08REREVE+pnTTNmDEDhw4dwpo1azBixAh89dVXuHnzJtatW4fFixer1daGDRuqLZfJZAgJCUFISEiVdQwNDbFq1apqJ6G0tLTEli1bqt1W48aNsXv37mrrEBER0fNL7aRp165dCAsLQ/fu3TF69Gi89NJLaNasGZydnbF161a8+eabdREnERERkUapPU9TZmYmXF1dATwYv5SZmQkAePHFF3HkyJHajY6IiIhIS6idNDVp0gRJSUkAADc3N/zwww8AHvRANWjQoDZjIyIiItIaaidNo0aNwvnz5wE8mNxxzZo1kMvlmDp1KmbMmFHrARIRERFpA7XHNE2dOlX6uUePHrh06RLOnDmDpk2bom3btrUaHBEREZG2UDtpelTjxo3RuHHj2oiFiIiISGvVKGk6cOAADhw4gIyMDJSVlSmVfffdd7USGBERaY/09HSgCCj9Q+1RHfXbXSC9pOKjuqh+Ujtpmjt3LubNm4eOHTvCwcHhsQ/PJSIiIqoP1E6a1q5di9DQUAQGBtZFPEREpIXs7OyQlJkIXb+yx1d+jpT+oQM7y6of7E71i9r9rMXFxdKDbomIiIieF2r3NL311lvYtm0bPv7447qIh4iIiB4jNScHE8O3azoM3Lp7FwBgY2qq4UgeHJNGCkWdbkPtpOnevXv45ptvsH//fnh6ekJfX1+pfPny5bUWHBERESlzdHTUdAiS0v8mTbp1nKyoopFCUefHRu2kKTY2Fu3atQMAXLhwQamMg8KJiIjq1uLFizUdgmTEiBEAgLCwMA1H8nSolTSVlpYiJCQEHh4esLS0rKuYiIiIiLSOWgPBdXV14efnh5ycnLqKh4iIiEgrqX33nIeHB65du1YXsRARERFpLbWTpgULFiA4OBi7d+9GamoqcnNzlV5ERERE9ZHaA8H79u0LABg0aJDSwG8hBGQyGUpLS2svOiIiIiItoXbSdOjQobqIg4iIiEirqZ00+fr61kUcRERERFqtRo+rPnr0KIYPHw4fHx/cvHkTALB582ZER0fXanBERERE2kLtpGnHjh3w8/ODkZERzp07h6KiIgBAXl4eFi5cWOsBEhEREWkDtZOm+fPnY+3atVi/fr3SI1R8fHxw7ty5Wg2OiIiISFuonTQlJCSgW7duFZabm5sjOzu7NmIiIiIi0jpqJ00ODg64cuVKheXR0dFo0qRJrQRFREREpG3UvnvunXfewXvvvYfvvvsOMpkMKSkpOH78OIKDg/HJJ5/URYxERERUy2bNmoWUlJQnaqP8ZrDyB/fWlKOjo1Y9iLgqaidNM2fORE5ODnr06IF79+6hW7dukMvlCA4OxrvvvlsXMRIREZEW0tNTO414ptVobxcsWIDZs2cjLi4OZWVlcHNzg6mpaW3HRkRERHXkWejZ0TZqj2kaPXo08vLyYGxsjI4dO6JTp04wNTVFfn4+Ro8eXRcxEhEREWmc2knTpk2bUFhYWGF5YWEhwsLCaiUoIiIiIm2j8uW53NxcCCEghEBeXh4MDQ2lstLSUuzduxe2trZ1EiQRERGRpqmcNDVo0AAymQwymQwtWrSoUC6TyTB37txaDY6IiIhIW6icNB06dAhCCLz88svYsWMHLC0tpTIDAwM4OzvD0dGxToIkIiIi0jSVkyZfX18AQGJiIpycnKCjU6Nn/RIRERE9k9SecsDZ2RnZ2dk4deoUMjIyUFZWplT+pBNcEREREWkjtZOmXbt24c0330R+fj7MzMwgk8mkMplMxqSJiIiI6iW1r7FNnz5dmqspOzsbWVlZ0iszM7MuYiQiIiLSOLWTpps3b2Ly5MkwNjaui3iIiIiItJLaSZOfnx/OnDlTF7EQERERaS21xzQNGDAAM2bMQFxcHDw8PKCvr69UPmjQoFoLjoiIiEhbqJ00jR07FgAwb968CmUymQylpaVPHhURERGRllE7aXp0igEiIiKi5wFnqCQiIiJSgco9TV9++aVK9SZPnlzjYIiIiIi0lcpJ04oVKx5bRyaTMWkiIiKieknlpCkxMbEu4yAiqmDWrFlISUnRdBgAHsxRB2jHo6IcHR2xePFiTYdB9NxReyA4EdHTkpKSghv/JqOBjammQwF0BAAgr0izTz7IvnVXo9snep6plDSFh4dj2LBhKjV448YNJCcno2vXrk8UGBERADSwMcWYT/prOgytsWHeXk2HQPTcUunuua+//hqtWrXCZ599hvj4+ArlOTk52Lt3LwICAtChQwc+g46IiIjqHZV6mqKiorB7926sWrUKH374IUxMTGBnZwdDQ0NkZWUhLS0NNjY2GDVqFC5cuABbW9u6jpuIiIjoqVJ5TJO/vz/8/f1x584dREdHIykpCYWFhbC2toaXlxe8vLygo8Npn4iIiKh+UnsguJWVFV555ZW6iIWIiIhIa7FriIiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVKDWQPC8vDycOHECJSUl6NSpE6ytresqLiIiIiKtonLSFBsbi379+iEtLQ1CCJibm+Onn35Cr1696jI+IiIiIq2g8uW5WbNmoXHjxjh69CjOnDkDX19fvPvuu0+08UWLFuGFF16AmZkZbG1t8eqrryIhIUGpjhACISEhcHR0hJGREbp3746LFy8q1SkqKsKkSZNgbW0NExMTDBo0CP/++69SnaysLAQGBkKhUEChUCAwMBDZ2dlKdZKTkzFw4ECYmJjA2toakydPRnFx8RPtIxEREdUPKidNZ86cwapVq+Dj44P27dvju+++wz///IO7d2v+8MioqChMnDgRJ06cwL59+3D//n306dMH+fn5Up0lS5Zg+fLlWL16NU6fPg17e3v07t0beXl5Up0pU6bg559/Rnh4OKKjo3H37l34+/ujtLRUqhMQEICYmBhEREQgIiICMTExCAwMlMpLS0sxYMAA5OfnIzo6GuHh4dixYwemT59e4/0jIiKi+kPly3O3b99G48aNpd+trKxgbGyMW7duwdS0Zk8gj4iIUPp948aNsLW1xdmzZ9GtWzcIIbBy5UrMnj0br7/+OgBg06ZNsLOzw7Zt2/DOO+8gJycHGzZswObNm6VLhVu2bIGTkxP2798PPz8/xMfHIyIiAidOnEDnzp0BAOvXr4e3tzcSEhLQsmVLREZGIi4uDjdu3ICjoyMAYNmyZQgKCsKCBQtgbm5eo30kIiKi+kHlniaZTIa8vDzk5uYiNzcXOTk5FZbl5uY+UTA5OTkAAEtLSwBAYmIi0tLS0KdPH6mOXC6Hr68vjh07BgA4e/YsSkpKlOo4OjrC3d1dqnP8+HEoFAopYQKALl26QKFQKNVxd3eXEiYA8PPzQ1FREc6ePVtpvEVFRUr7/qT7T0RERNpL5Z4mIQRatGhRYZmXl5f0s0wmU7okpg4hBKZNm4YXX3wR7u7uAIC0tDQAgJ2dnVJdOzs7XL9+XapjYGAACwuLCnXK109LS6v0IcK2trZKdR7djoWFBQwMDKQ6j1q0aBHmzp2r7q4SERHRM0jlpOnQoUN1GQfeffddxMbGIjo6ukKZTCZT+r08QavOo3Uqq1+TOg/74IMPMG3aNOn33NxcODk5VRsXERERPZtUTpp8fX3rLIhJkybht99+w5EjR9CoUSNpub29PYAHvUAODg7S8oyMDKlXyN7eHsXFxcjKylLqbcrIyICPj49UJz09vcJ2b926pdTOyZMnlcqzsrJQUlJSoQeqnFwuh1wur8kuExER0TNGrcktgQfjjvbt24ekpCTIZDK4urqiV69eNRooLYTApEmT8PPPP+Pw4cNwdXVVKnd1dYW9vT327dsnXQYsLi5GVFQUPvvsMwBAhw4doK+vj3379mHIkCEAgNTUVFy4cAFLliwBAHh7eyMnJwenTp1Cp06dAAAnT55ETk6OlFh5e3tjwYIFSE1NlRK0yMhIyOVydOjQQe19o+fbrFmzkJKS8kRtlCf6VSXt6nB0dMTixYufuB0ioueZWknTli1b8O6771YY8KxQKLB27VoMHTpUrY1PnDgR27Ztw6+//gozMzNp7JBCoYCRkRFkMhmmTJmChQsXonnz5mjevDkWLlwIY2NjBAQESHXHjBmD6dOnw8rKCpaWlggODoaHh4d0N13r1q3Rt29fjB07FuvWrQMAvP322/D390fLli0BAH369IGbmxsCAwOxdOlSZGZmIjg4GGPHjuWdc6QR9+/f13QIRET0EJWTpnPnzmHUqFF48803MXXqVLRq1QpCCMTFxWHlypUIDAxEq1at0LZtW5U3/vXXXwMAunfvrrR848aNCAoKAgDMnDkThYWFmDBhArKystC5c2dERkbCzMxMqr9ixQro6elhyJAhKCwsRM+ePREaGgpdXV2pztatWzF58mTpLrtBgwZh9erVUrmuri727NmDCRMmoGvXrjAyMkJAQAA+//xzlfeHqFxt9OqMGDECABAWFvbEbRER0ZNTOWlatWoVXn31VYSGhiotb9++PcLCwlBQUIAvvvgC3333ncobF0I8to5MJkNISAhCQkKqrGNoaIhVq1Zh1apVVdaxtLTEli1bqt1W48aNsXv37sfGRERERM8fledp+vPPP/HOO+9UWT5u3LhK73wjIiIiqg9UTppSUlIqzNP0sBYtWuDmzZu1EhQRERGRtlE5aSooKIChoWGV5XK5HPfu3auVoIiIiIi0jVp3z/3xxx9QKBSVlmVnZ9dGPERERERaSa2kaeTIkdWWP26WbiIiIqJnlcpJU1lZWV3GQURERKTVVB7TRERERPQ8U7mnqbS0FHFxcfDw8AAArF27FsXFxVK5rq4uxo8fDx0d5mFERERU/6icNG3fvh3r1q1DVFQUAGDGjBlo0KAB9PQeNHH79m0YGhpizJgxdRMpERERkQap3C20ceNGjBs3TmlZVFQUEhMTkZiYiKVLlz52xm0iIiKiZ5XKSVN8fDzc3NyqLPf19cX58+drJSgiIiIibaPy5bnbt2/D1NRU+v3atWuwsrKSftfX10d+fn7tRkdERESkJVTuabKzs0NCQoL0u42NjdKg7/j4eNjb29dudERERERaQuWkqWfPnliwYEGlZUIILFq0CD179qy1wIiIiIi0icqX52bPno327dujc+fOCA4ORosWLSCTyXDp0iV8/vnnSEhIQFhYWF3GSkRERKQxKidNTZs2xb59+xAUFIShQ4dKj0wRQqBVq1aIjIxEs2bN6ixQIiIiIk1S69lznTp1QlxcHGJiYnD58mUAQPPmzeHl5VUnwRERERFpC7WSpnLt2rVDu3btajkUIiIiIu3FZ54QERERqYBJExEREZEKmDQRERERqYBJExEREZEKajQQHAAKCgqQnJyM4uJipeWenp5PHBQRERGRtlE7abp16xZGjRqF33//vdLy0tLSJw6KiIiISNuofXluypQpyMrKwokTJ2BkZISIiAhs2rQJzZs3x2+//VYXMRIRERFpnNo9TQcPHsSvv/6KF154ATo6OnB2dkbv3r1hbm6ORYsWYcCAAXURJxEREZFGqd3TlJ+fD1tbWwCApaUlbt26BQDw8PDAuXPnajc6IiIiIi2hdk9Ty5YtkZCQABcXF7Rr1w7r1q2Di4sL1q5dCwcHh7qIkYiItMFdoPQPLbjpuuC//xprNIoH7gKw1HQQ9LSonTRNmTIFqampAIA5c+bAz88PW7duhYGBAUJDQ2s7PiIi0gKOjo6aDkFys/AmAKChZUMNRwLAUruODdUttZOmN998U/rZy8sLSUlJuHTpEho3bgxra+taDY6IiLTD4sWLNR2CZMSIEQCAsLAwDUdCzxu1+1nnzZuHgoIC6XdjY2O0b98eJiYmmDdvXq0GR0RERKQt1E6a5s6di7t371ZYXlBQgLlz59ZKUERERETaRu2kSQgBmUxWYfn58+dhacnRcERERFQ/qTymycLCAjKZDDKZDC1atFBKnEpLS3H37l2MGzeuToIkIiIi0jSVk6aVK1dCCIHRo0dj7ty5UCgUUpmBgQFcXFzg7e1dJ0ESERERaZrKSdPIkSMBAK6urvDx8YG+vn6dBUVERESkbVRKmnJzc2Fubg7gwTQDhYWFKCwsrLRueT0iIiKi+kSlpMnCwgKpqamwtbVFgwYNKh0IXj5AvLS0tNaDJCIiItI0lZKmgwcPSnfGHTp0qE4DIiIiItJGKiVNvr6+lf5MRERE9LxQ+zEqAJCVlYUNGzYgPj4eMpkMrVu3xqhRozhPExEREdVbak9uGRUVBRcXF3z55ZfIyspCZmYmvvzyS7i6uiIqKqouYiQiIiLSOLV7miZOnIihQ4fi66+/hq6uLoAHk1tOmDABEydOxIULF2o9SCIiIiJNU7un6erVq5g+fbqUMAGArq4upk2bhqtXr9ZqcERERETaQu2kqX379oiPj6+wPD4+Hu3atauNmIiIiIi0jtqX5yZPnoz33nsPV65cQZcuXQAAJ06cwFdffYXFixcjNjZWquvp6Vl7kRIRERFpkNpJ0xtvvAEAmDlzZqVlMpmME10SERFRvaN20pSYmFgXcRBpjVmzZiElJUXTYeDmzZsAgBEjRmg4kgccHR2xePFiTYdBRKQxaidNzs7OdREHkdZISUlB4vVkCEPNPkdRVioAANfSszUaBwDI7uVqOgQiIo2r0eSWABAXF4fk5GQUFxcrLR80aNATB0WkacLQHIWegzUdhtYwiv1J0yEQEWmc2knTtWvX8Nprr+Hvv/+Wxi8BkB7iy3FMREREVB+pPeXAe++9B1dXV6Snp8PY2BgXL17EkSNH0LFjRxw+fLgOQiQiIiLSPLV7mo4fP46DBw/CxsYGOjo60NHRwYsvvohFixZh8uTJ+Ouvv+oiTiIiIiKNUrunqbS0FKampgAAa2tr6S4jZ2dnJCQk1G50RERERFpC7Z4md3d3xMbGokmTJujcuTOWLFkCAwMDfPPNN2jSpEldxEhERESkcWonTR999BHy8/MBAPPnz4e/vz9eeuklWFlZYfv27bUeIBEREZE2UDtp8vPzk35u0qQJ4uLikJmZCQsLC+kOOiIiIqL6RuUxTaWlpYiNjUVhYWGFMkNDQ/z9998oKytTa+NHjhzBwIED4ejoCJlMhl9++UWpXAiBkJAQODo6wsjICN27d8fFixeV6hQVFWHSpEmwtraGiYkJBg0ahH///VepTlZWFgIDA6FQKKBQKBAYGIjs7GylOsnJyRg4cCBMTExgbW2NyZMnV5iDioiIiJ5fKidNmzdvxujRo2FgYFChTC6XY/To0di2bZtaG8/Pz0fbtm2xevXqSsuXLFmC5cuXY/Xq1Th9+jTs7e3Ru3dv5OXlSXWmTJmCn3/+GeHh4YiOjsbdu3fh7++vNF9UQEAAYmJiEBERgYiICMTExCAwMFAqLy0txYABA5Cfn4/o6GiEh4djx44dmD59ulr7Q0RERPWXypfnNmzYgODgYOjq6lYo09XVxcyZM7F69WoMHz5c5Y3369cP/fr1q7RMCIGVK1di9uzZeP311wEAmzZtgp2dHbZt24Z33nkHOTk52LBhAzZv3oxevXoBALZs2QInJyfs378ffn5+iI+PR0REBE6cOIHOnTsDANavXw9vb28kJCSgZcuWiIyMRFxcHG7cuAFHR0cAwLJlyxAUFIQFCxbA3Fyzj9MgIiIizVO5pykhIQFdunSpsvyFF15AfHx8rQQFPHgwcFpaGvr06SMtk8vl8PX1xbFjxwAAZ8+eRUlJiVIdR0dHuLu7S3WOHz8OhUIhJUwA0KVLFygUCqU67u7uUsIEPBi7VVRUhLNnz1YZY1FREXJzc5VeREREVD+pnDTl5+dXmxTk5eWhoKCgVoICgLS0NACAnZ2d0nI7OzupLC0tDQYGBrCwsKi2jq2tbYX2bW1tleo8uh0LCwsYGBhIdSqzaNEiaZyUQqGAk5OTmntJREREzwqVk6bmzZtLPTOViY6ORvPmzWslqIc9ekeeEOKxd+k9Wqey+jWp86gPPvgAOTk50uvGjRvVxkVERETPLpWTpoCAAHz00UeIjY2tUHb+/Hl88sknCAgIqLXA7O3tAaBCT09GRobUK2Rvb4/i4mJkZWVVWyc9Pb1C+7du3VKq8+h2srKyUFJSUqEH6mFyuRzm5uZKLyIiIqqfVE6apk6dCg8PD3To0AH9+vXD1KlTMW3aNPTr1w8dO3aEu7s7pk6dWmuBubq6wt7eHvv27ZOWFRcXIyoqCj4+PgCADh06QF9fX6lOamoqLly4INXx9vZGTk4OTp06JdU5efIkcnJylOpcuHABqampUp3IyEjI5XJ06NCh1vaJiIiInl0q3z2nr6+PyMhIrFixAtu2bcORI0cghECLFi2wYMECTJkyBfr6+mpt/O7du7hy5Yr0e2JiImJiYmBpaYnGjRtjypQpWLhwIZo3b47mzZtj4cKFMDY2lnq0FAoFxowZg+nTp8PKygqWlpYIDg6Gh4eHdDdd69at0bdvX4wdOxbr1q0DALz99tvw9/dHy5YtAQB9+vSBm5sbAgMDsXTpUmRmZiI4OBhjx45l7xEREREBUHNGcH19fcycORMzZ86slY2fOXMGPXr0kH6fNm0aAGDkyJEIDQ3FzJkzUVhYiAkTJiArKwudO3dGZGQkzMzMpHVWrFgBPT09DBkyBIWFhejZsydCQ0OVpkbYunUrJk+eLN1lN2jQIKW5oXR1dbFnzx5MmDABXbt2hZGREQICAvD555/Xyn4SERHRs0/tx6g8bMKECZg3bx6sra1rtH737t0hhKiyXCaTISQkBCEhIVXWMTQ0xKpVq7Bq1aoq61haWmLLli3VxtK4cWPs3r37sTETERHR8+mJkqYtW7YgODi4xkkTkTZKT0+H7F4RjGJ/0nQoWkN2Lxfp6UWaDoOISKNUHghemep6iYiIiIjqE7V6mkpLSxEdHQ1PT88KE0oS1Rd2dna4lp6NQs/Bmg5FaxjF/gQ7uwaaDoOISKPU6mnS1dWFn58fsrOzATyYBbxJkyZ1ERcRERGRVlH78pyHhweuXbtWF7EQERERaS21k6YFCxYgODgYu3fvRmpqKh9YS0RERM8Fte+e69u3L4AHcx09/Fy28ue0lZaW1l50RERERFpC7aTp0KFDdREHERERkVZTO2ny9fWtizioFsyaNQspKSlP1Eb5w42re1CxqhwdHbF48eInboeIiEgb1GiepqNHj2L48OHw8fHBzZs3AQCbN29GdHR0rQZHT9/9+/dx//59TYdBRESkddTuadqxYwcCAwPx5ptv4ty5cygqejBLcF5eHhYuXIi9e/fWepCkmtro1RkxYgQAICws7InbIiIiqk/U7mmaP38+1q5di/Xr10NfX19a7uPjg3PnztVqcERERETaQu2kKSEhAd26dauw3NzcXJr0koiIiKi+UTtpcnBwwJUrVyosj46O5uzgREREVG+pnTS98847eO+993Dy5EnIZDKkpKRg69atCA4OxoQJE+oiRiIiIiKNU3sg+MyZM5GTk4MePXrg3r176NatG+RyOYKDg/Huu+/WRYxEREREGqd20gQ8eJTK7NmzERcXh7KyMri5ucHU1LS2YyMiIiLSGipfnisoKMDEiRPRsGFD2Nra4q233oKLiws6derEhImIiIjqPZWTpjlz5iA0NBQDBgzAsGHDsG/fPowfP74uYyMiIiLSGipfntu5cyc2bNiAYcOGAQCGDx+Orl27orS0FLq6unUWIBEREZE2UDlpunHjBl566SXp906dOkFPTw8pKSlwcnKqk+CIiKj+qI3nYwKQHt9V/gSDmuLzMUldKidNpaWlMDAwUF5ZT4/PKSMioqdKT69G9zARPTGV33lCCAQFBUEul0vL7t27h3HjxsHExERatnPnztqNkEgDZPdyYRT7k2ZjKLoLABByzd9oIbuXC6CBpsOgZxx7dehZp3LSNHLkyArLhg8fXqvBEGkDR0dHTYcAALh5Mx8A0NCugWYDAQA00JrjQkSkKSonTRs3bqzLOIi0hrb8b7h8vEZYWJiGIyEiIqAGj1EhIiIieh4xaSIiIiJSAZMmIiIiIhUwaSIiIiJSAZMmIiIiIhVwhjAi0lrp6ekoLinChnl7NR2K1si+dRcF+iWaDoPoucSeJiIiIiIVsKeJiLSWnZ0d8ooyMeaT/poORWtsmLcXZnJLTYdB9Fxi0qQlautBlk+qth6EWVv4QE0iItIWTJq0REpKCm7c+BcKa1vNBiJ7cMU2t7BYs3EAyLmdoekQiIiIJEyatIjC2hYjZ83XdBhaY9PijzQdAhERkYQDwYmIiIhUwKSJiIiISAVMmoiIiIhUwKSJiIiISAVMmoiIiIhUwKSJiIiISAVMmoiIiIhUwKSJiIiISAWc3JKItFr2rbvYMG+vpsNAbmYBAMDc0lijcWTfuguzRnz2HJEmMGkiIq3l6Oio6RAkuWWFAKDxh+WaNbLUquNC9Dxh0kREWkubHtZc/hDrsLAwDUdCRJrCMU1EREREKmDSRERERKQCJk1EREREKmDSRERERKQCDgTXEunp6SguLsGmxR9pOhStkXM7A4UG+poOg4iICAB7moiIiIhUwp4mLWFnZ4fcwmKMnDVf06FojU2LP4K5kYGmw6iRWbNmISUl5YnauHnzJoD/3er+JBwdHbXq9n0iomcRkyYiLaWnx49nbaiNBBaovSSWCSzRs4t/lbVIzu0MjY9pysu6AwAws7DSaBzAg+Nh7tRI02HUCL8U6x8msUTEvwJaQlsei5CXWQYAWnFZzNypkdYcF3p2MYElotoiE0IITQdRX+Tm5kKhUCAnJwfm5uaaDqdG+KgIIiJ63qj6/c275x6xZs0auLq6wtDQEB06dMDRo0c1HRIRERFpAV6ee8j27dsxZcoUrFmzBl27dsW6devQr18/xMXFoXHjxpoO77F4xxYREVHdYU/TQ5YvX44xY8bgrbfeQuvWrbFy5Uo4OTnh66+/1nRoT42enh4HvBIREVWC347/VVxcjLNnz2LWrFlKy/v06YNjx45Vuk5RURGKioqk33Nzc+s0xsdhrw4REVHdYU/Tf92+fRulpaWws7NTWm5nZ4e0tLRK11m0aBEUCoX0cnJyehqhEhERkQYwaXqETCZT+l0IUWFZuQ8++AA5OTnS68aNG08jRCIiItIAXp77L2tra+jq6lboVcrIyKjQ+1ROLpdDLpc/jfCIiIhIw9jT9F8GBgbo0KED9u3bp7R837598PHx0VBUREREpC3Y0/SQadOmITAwEB07doS3tze++eYbJCcnY9y4cZoOjYiIiDSMSdNDhg4dijt37mDevHlITU2Fu7s79u7dC2dnZ02HRkRERBrGx6jUovrwGBUiIqLnDR+jQkRERFSLmDQRERERqYBJExEREZEKmDQRERERqYBJExEREZEKmDQRERERqYBJExEREZEKOLllLSqf8io3N1fDkRAREZGqyr+3Hzd1JZOmWpSXlwcAcHJy0nAkREREpK68vDwoFIoqyzkjeC0qKytDSkoKzMzMIJPJNB1OjeTm5sLJyQk3btzgrOYaxnOhXXg+tAfPhfaoL+dCCIG8vDw4OjpCR6fqkUvsaapFOjo6aNSokabDqBXm5ubP9AegPuG50C48H9qD50J71IdzUV0PUzkOBCciIiJSAZMmIiIiIhUwaSIlcrkcc+bMgVwu13Qozz2eC+3C86E9eC60x/N2LjgQnIiIiEgF7GkiIiIiUgGTJiIiIiIVMGkiIiIiUgGTpueEEAJvv/02LC0tIZPJEBMTU2VdmUyGX3755anFRuoJCQlBu3btNB3GcyspKemxnyEiUl1oaCgaNGig6TBUwqSpnjl27Bh0dXXRt29fpeUREREIDQ3F7t27kZqaCnd39yrbSE1NRb9+/eo61GdOVcf2aQsODsaBAwc0GkN9UZNz6uTk9NjPED0QFBQEmUxW4aXpz9Dz4saNGxgzZgwcHR1hYGAAZ2dnvPfee7hz546mQ1MydOhQXL58WdNhqIR3z9Uzb731FkxNTfHtt98iLi4OjRs3BgCsXr0aS5cuxfXr16tct7i4GAYGBk8r1GdOVcf2aRFCoLS0FHp6nMi/tmj6nNZ3QUFBSE9Px8aNG5WWy+VyWFhYqN0ePwOqu3btGry9vdGiRQvMnz8frq6uuHjxImbMmIHi4mKcOHEClpaWmg7z2SOo3rh7964wMzMTly5dEkOHDhVz584VQggxcuRIAUB6OTs7CyGE8PX1FRMnThRTp04VVlZWolu3bkIIIQCIn3/+WWr3xo0bYujQocLCwkIYGxuLDh06iBMnTgghhLhy5YoYNGiQsLW1FSYmJqJjx45i3759T3W/n4aqjq0QQhw6dEgAEBEREaJdu3bC0NBQ9OjRQ6Snp4u9e/eKVq1aCTMzMzFs2DCRn58vrVdWViY+++wz4erqKgwNDYWnp6f48ccfK223Q4cOQl9fXxw8eFDMmTNHtG3bVim+DRs2CDc3N2FgYCDs7e3FxIkTpbJly5YJd3d3YWxsLBo1aiTGjx8v8vLypPKkpCTh7+8vGjRoIIyNjYWbm5vYs2dPHRxF7VLdOc3MzBQBAQHC2tpaGBoaimbNmonvvvtOCCFEYmKiACD++usvIYQQ9+/fF6NHjxYuLi7C0NBQtGjRQqxcuVITu6R1Ro4cKV555ZVKyx49jkIIkZWVJQCIQ4cOCSGq/gzcu3dPTJo0SdjY2Ai5XC66du0qTp06JbVTvt7u3buFp6enkMvlolOnTiI2NlYphj///FO89NJLwtDQUDRq1EhMmjRJ3L17t7YPg0b07dtXNGrUSBQUFCgtT01NFcbGxmLcuHFCCCHu3bsnZsyYIRo1aiQMDAxEs2bNxLfffivVv3jxoujXr58wMTERtra2Yvjw4eLWrVtS+e+//y66du0qFAqFsLS0FAMGDBBXrlyRysvP844dO0T37t2FkZGR8PT0FMeOHZPqbNy4USgUCul3bf5eYdJUj2zYsEF07NhRCCHErl27hIuLiygrKxPZ2dli3rx5olGjRiI1NVVkZGQIIR4kTaampmLGjBni0qVLIj4+XgihnDTl5eWJJk2aiJdeekkcPXpU/PPPP2L79u3SGz4mJkasXbtWxMbGisuXL4vZs2cLQ0NDcf369ad/AOpQVcdWiP/9ge7SpYuIjo4W586dE82aNRO+vr6iT58+4ty5c+LIkSPCyspKLF68WGrzww8/FK1atRIRERHi6tWrYuPGjUIul4vDhw8rtevp6SkiIyPFlStXxO3btyskTWvWrBGGhoZi5cqVIiEhQZw6dUqsWLFCKl+xYoU4ePCguHbtmjhw4IBo2bKlGD9+vFQ+YMAA0bt3bxEbGyuuXr0qdu3aJaKiourwaGqH6s7pxIkTRbt27cTp06dFYmKi2Ldvn/jtt9+EEBW/7IuLi8Unn3wiTp06Ja5duya2bNkijI2Nxfbt2zWyX9qktpKmRz8DkydPFo6OjmLv3r3i4sWLYuTIkcLCwkLcuXNHab3WrVuLyMhIERsbK/z9/YWLi4soLi4WQggRGxsrTE1NxYoVK8Tly5fFn3/+Kby8vERQUFBdHpKn4s6dO0Imk4mFCxdWWj527FhhYWEhysrKxJAhQ4STk5PYuXOnuHr1qti/f78IDw8XQgiRkpIirK2txQcffCDi4+PFuXPnRO/evUWPHj2ktn766SexY8cOcfnyZfHXX3+JgQMHCg8PD1FaWiqE+N95btWqldi9e7dISEgQgwcPFs7OzqKkpEQIUTFp0ubvFSZN9YiPj4/0P9ySkhJhbW0tZecrVqyQepjK+fr6inbt2lVo5+Gkad26dcLMzEz6Y6QKNzc3sWrVqprthJaq7tiW/4Hev3+/VH/RokUCgLh69aq07J133hF+fn5CiAe9HIaGhkr/2xJCiDFjxog33nhDqd1ffvlFqc6jSZOjo6OYPXu2yvvyww8/CCsrK+l3Dw8PERISovL69UV153TgwIFi1KhRla5X2Zf9oyZMmCD+85//1HrMz5qRI0cKXV1dYWJiovSaN2+eWknTw5+Bu3fvCn19fbF161ZpWXFxsXB0dBRLlixRWq/8y1+IB4mEkZGRlMwGBgaKt99+Wyneo0ePCh0dHVFYWFjbh+KpOnHiRIUrBg9bvny5ACBOnjwpAFTZi/Pxxx+LPn36KC27ceOGACASEhIqXScjI0MAEH///bcQ4n+fl0d7rwBI/1F/NGmqjLZ8r3AgeD2RkJCAU6dOYdiwYQAAPT09DB06FN99912163Xs2LHa8piYGHh5eVV57Ts/Px8zZ86Em5sbGjRoAFNTU1y6dAnJyck12xEtpOqx9fT0lH62s7ODsbExmjRporQsIyMDABAXF4d79+6hd+/eMDU1lV5hYWG4evWqUrvVnaOMjAykpKSgZ8+eVdY5dOgQevfujYYNG8LMzAwjRozAnTt3kJ+fDwCYPHky5s+fj65du2LOnDmIjY1V8cg8ux53TsePH4/w8HC0a9cOM2fOxLFjx6ptb+3atejYsSNsbGxgamqK9evX16vPwJPo0aMHYmJilF4TJ05Uq42HPwNXr15FSUkJunbtKi3T19dHp06dEB8fr7Set7e39LOlpSVatmwp1Tl79ixCQ0OVPn9+fn4oKytDYmJiTXb1mSH+O5Q5MTERurq68PX1rbTe2bNncejQIaVj1KpVKwCQ/k5dvXoVAQEBaNKkCczNzeHq6goAFd7/D/99dHBwAADp7+GjtPl7haPp6okNGzbg/v37aNiwobRMCAF9fX1kZWVVuZ6JiUm17RoZGVVbPmPGDPzxxx/4/PPP0axZMxgZGWHw4MEoLi5Wbwe0mKrHVl9fX/pZJpMp/V6+rKysDACkf/fs2aPULoAKz3Cq7hw97vxcv34d/fv3x7hx4/Dpp5/C0tIS0dHRGDNmDEpKSgA8GAzt5+eHPXv2IDIyEosWLcKyZcswadKkatt+lj3unPbr1w/Xr1/Hnj17sH//fvTs2RMTJ07E559/XqGtH374AVOnTsWyZcvg7e0NMzMzLF26FCdPnnyau6S1TExM0KxZswrL7969C+B/X+AApPdkZW2UK68vk8mU6gghKiyrTHmdsrIyvPPOO5g8eXKFOs/6DQHNmjWDTCZDXFwcXn311Qrlly5dgoWFBYyNjattp6ysDAMHDsRnn31Woaw88Rk4cCCcnJywfv16ODo6oqysDO7u7hW+Ax79+1jefmW0+XuFPU31wP379xEWFoZly5Yp/W/u/PnzcHZ2xtatW2vctqenJ2JiYpCZmVlp+dGjRxEUFITXXnsNHh4esLe3R1JSUo23p23q6ti6ublBLpcjOTkZzZo1U3o5OTmp3I6ZmRlcXFyqnILgzJkzuH//PpYtW4YuXbqgRYsWSElJqVDPyckJ48aNw86dOzF9+nSsX7++Rvv1LFD1nNrY2CAoKAhbtmzBypUr8c0331Ta3tGjR+Hj44MJEybAy8sLzZo1q9BbSBXZ2NgAeDDFSTlV5r5q1qwZDAwMEB0dLS0rKSnBmTNn0Lp1a6W6J06ckH7OysrC5cuXpZ6S9u3b4+LFixU+f+XtP8usrKzQu3dvrFmzBoWFhUplaWlp2Lp1K4YOHQoPDw+UlZUhKiqq0nbKj5GLi0uFY2RiYoI7d+4gPj4eH330EXr27InWrVtX+590VWnz9wp7muqB3bt3IysrC2PGjIFCoVAqGzx4MDZs2ICRI0fWqO033ngDCxcuxKuvvopFixbBwcEBf/31FxwdHeHt7Y1mzZph586dGDhwIGQyGT7++OMq//fwLFLl2K5YsULtds3MzBAcHIypU6eirKwML774InJzc3Hs2DGYmpqqdb5CQkIwbtw42Nraol+/fsjLy8Off/6JSZMmoWnTprh//z5WrVqFgQMH4s8//8TatWuV1p8yZQr69euHFi1aICsrCwcPHqzw5VOfqHJOMzIy0KFDB7Rp0wZFRUXYvXt3lcekWbNmCAsLwx9//AFXV1ds3rwZp0+fli5TPO+KioqQlpamtExPTw/W1tbo0qULFi9eDBcXF9y+fRsfffTRY9szMTHB+PHjMWPGDFhaWqJx48ZYsmQJCgoKMGbMGKW68+bNg5WVFezs7DB79mxYW1tLPS/vv/8+unTpgokTJ2Ls2LEwMTFBfHw89u3bh1WrVtXa/mvK6tWr4ePjAz8/vwpTDjRs2BALFiyApaUlRo4cidGjR+PLL79E27Ztcf36dWRkZGDIkCGYOHEi1q9fjzfeeAMzZsyAtbU1rly5gvDwcKxfvx4WFhawsrLCN998AwcHByQnJ2PWrFlPHLtWf69ocDwV1RJ/f3/Rv3//SsvOnj0rAIhly5ZVOhD8vffeq7AOHhlAmJSUJP7zn/8Ic3NzYWxsLDp27ChOnjwphHgwyK9Hjx7CyMhIODk5idWrV1fZ7rNI1WMLQGRlZUlllQ1sfHQAd1lZmfjiiy9Ey5Ythb6+vrCxsRF+fn7SnWvlg1kfbreydoQQYu3atVI7Dg4OYtKkSVLZ8uXLhYODgzAyMhJ+fn4iLCxMqd13331XNG3aVMjlcmFjYyMCAwPF7du31TpOzxJVzuncuXNF69athZGRkbC0tBSvvPKKuHbtmhCi4kDwe/fuiaCgIKFQKESDBg3E+PHjxaxZsyqco+fRo9OdlL9atmwphBAiLi5OdOnSRRgZGYl27dqJyMjISgeCP/oZKCwsFJMmTRLW1tbVTjmwa9cu0aZNG2FgYCBeeOEFERMTo9TOqVOnRO/evYWpqakwMTERnp6eYsGCBXV6TJ6mpKQkERQUJOzt7YW+vr5wcnISkyZNUvp8FxYWiqlTpwoHBwdpyoHy6TWEEOLy5cvitddeEw0aNBBGRkaiVatWYsqUKdKdpvv27ROtW7cWcrlceHp6isOHDyt9h6gy4P/Rv5fa/L3CyS2JiKheOXz4MHr06IGsrKxn5vEc9GzgmCYiIiIiFTBpIiIiIlIBL88RERERqYA9TUREREQqYNJEREREpAImTUREREQqYNJEREREpAImTURElTh8+DBkMhmys7M1HQoRaQkmTUSk1dLS0jBp0iQ0adIEcrkcTk5OGDhwYJXP26uJ7t27Y8qUKUrLfHx8kJqaWuFRK3UtNDSUEzISaSk+e46ItFZSUhK6du2KBg0aYMmSJfD09ERJSQn++OMPTJw4EZcuXaqzbRsYGMDe3r7O2ieiZw97mohIa02YMAEymQynTp3C4MGD0aJFC7Rp0wbTpk2TnmCfnJyMV155BaampjA3N8eQIUOQnp4utRESEoJ27dph8+bNcHFxgUKhwLBhw5CXlwcACAoKQlRUFL744gvIZDLIZDIkJSVVuDxX3gP0xx9/oHXr1jA1NUXfvn2RmpqqFPPGjRvRunVrGBoaolWrVlizZo1UlpSUBJlMhp07d6JHjx4wNjZG27Ztcfz4cQAPLgmOGjUKOTk5UiwhISEAgDVr1qB58+YwNDSEnZ0dBg8eXFeHnYiqotlH3xERVe7OnTtCJpOJhQsXVlmnrKxMeHl5iRdffFGcOXNGnDhxQrRv3174+vpKdebMmSNMTU3F66+/Lv7++29x5MgRYW9vLz788EMhhBDZ2dnC29tbjB07VqSmporU1FRx//79Cg+L3bhxo9DX1xe9evUSp0+fFmfPnhWtW7cWAQEB0ra++eYb4eDgIHbs2CGuXbsmduzYISwtLUVoaKgQ4n8PL23VqpXYvXu3SEhIEIMHDxbOzs6ipKREFBUViZUrVwpzc3Mplry8PHH69Gmhq6srtm3bJpKSksS5c+fEF198UfsHnYiqxctzRKSVrly5AiEEWrVqVWWd/fv3IzY2FomJiXBycgIAbN68GW3atMHp06fxwgsvAADKysoQGhoKMzMzAEBgYCAOHDiABQsWQKFQwMDAAMbGxo+9HFdSUoK1a9eiadOmAIB3330X8+bNk8o//fRTLFu2DK+//joAwNXVFXFxcVi3bh1Gjhwp1QsODsaAAQMAAHPnzkWbNm1w5coVtGrVCgqFAjKZTCmW5ORkmJiYwN/fH2ZmZnB2doaXl5fKx5KIagcvzxGRVhL/fcKTTCarsk58fDycnJykhAkA3Nzc0KBBA8THx0vLXFxcpIQJABwcHJCRkaF2TMbGxlLC9Gg7t27dwo0bNzBmzBiYmppKr/nz5+Pq1atK7Xh6eiq1AaDaeHr37g1nZ2c0adIEgYGB2Lp1KwoKCtSOn4ieDJMmItJKzZs3h0wmU0p+HiWEqDSpenS5vr6+UrlMJkNZWZnaMVXWTnlyV97e+vXrERMTI70uXLggjb+qrJ3yOKuLx8zMDOfOncP3338PBwcHfPLJJ2jbti2nQyB6ypg0EZFWsrS0hJ+fH7766ivk5+dXKM/OzoabmxuSk5Nx48YNaXlcXBxycnLQunVrlbdlYGCA0tLSJ4rXzs4ODRs2xLVr19CsWTOll6ur6xPHoqenh169emHJkiWIjY1FUlISDh48+EQxE5F6OKaJiLTWmjVr4OPjg06dOmHevHnw9PTE/fv3sW/fPnz99deIi4uDp6cn3nzzTaxcuRL379/HhAkT4Ovri44dO6q8HRcXF5w8eRJJSUkwNTWFpaVljeINCQnB5MmTYW5ujn79+qGoqAhnzpxBVlYWpk2bpnIsd+/exYEDB9C2bVsYGxvj4MGDuHbtGrp16wYLCwvs3bsXZWVlaNmyZY3iJKKaYU8TEWktV1dXnDt3Dj169MD06dPh7u6O3r1748CBA/j6668hk8nwyy+/wMLCAt26dUOvXr3QpEkTbN++Xa3tBAcHQ1dXF25ubrCxsUFycnKN4n3rrbfw7bffIjQ0FB4eHvD19UVoaKhaPU0+Pj4YN24chg4dChsbGyxZsgQNGjTAzp078fLLL6N169ZYu3Ytvv/+e7Rp06ZGcRJRzchE+QV5IiIiIqoSe5qIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgFTJqIiIiIVMCkiYiIiEgF/w9sL+TM+Vxz6QAAAABJRU5ErkJggg==", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.boxplot(data=gm_latest, \n", " x='continent', \n", @@ -1839,20 +1017,9 @@ }, { "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "11680.071819878167" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# starter code\n", "gm_latest['gdpPercap'].mean()" @@ -1860,20 +1027,9 @@ }, { "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "\n", "# YOUR CODE HERE\n" @@ -1917,28 +1073,9 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/lg/ly0nyv616nj7vqtsl1wcyj8c0000gn/T/ipykernel_44252/3520808190.py:12: FutureWarning: Passing `palette` without assigning `hue` is deprecated.\n", - " sns.stripplot(data=gm_latest,\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# create a boxplot\n", "sns.boxplot(data=gm_latest, \n", @@ -1995,7 +1132,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.8.12" }, "toc-autonumbering": false, "toc-showcode": false diff --git a/lessons/02_python_data_visualization.ipynb b/lessons/02_python_data_visualization.ipynb index a80c605..8f50097 100644 --- a/lessons/02_python_data_visualization.ipynb +++ b/lessons/02_python_data_visualization.ipynb @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -99,20 +99,9 @@ }, { "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.scatterplot(data=gm, x='gdpPercap', y='lifeExp')\n", "plt.xlabel('Per-Capita GDP (International Dollars)')\n", @@ -130,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -146,20 +135,9 @@ }, { "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.scatterplot(data=gm, x='loggdp', y='lifeExp')\n", "plt.xlabel('Per-Capita GDP (in Log Scale)')\n", @@ -175,20 +153,9 @@ }, { "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.scatterplot(data=gm, x='gdpPercap', y='lifeExp')\n", "plt.xscale('log')\n", @@ -218,20 +185,9 @@ }, { "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.scatterplot(data=gm, \n", " x='gdpPercap', \n", @@ -251,20 +207,9 @@ }, { "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.scatterplot(data=gm, \n", " x='gdpPercap', \n", @@ -300,20 +245,9 @@ }, { "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 600x600 with 3 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "g = sns.jointplot(data=gm, \n", " x='loggdp', \n", @@ -341,11 +275,10 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "\n", "# YOUR CODE HERE\n" ] }, @@ -371,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -394,20 +327,9 @@ }, { "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.lineplot(data=countries, x='year', y='lifeExp', hue='country')\n", "plt.title('Life Expectancy of Portugal & Spain')\n", @@ -440,27 +362,15 @@ }, { "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 800x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.figure(figsize=(8, 6))\n", "sns.lineplot(data=gm, x='year', y='lifeExp', hue='continent')\n", "plt.title('Life Expectancy of Countries in Each Continent')\n", "plt.xlabel('Time (Years)')\n", "plt.ylabel('Life Expectancy (Years)')\n", - "plt.legend(prop={'size': 10}, loc='lower right');\n", "plt.legend(prop={'size': 10}, loc='lower right');" ] }, @@ -480,11 +390,10 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "\n", "# YOUR CODE HERE\n" ] }, @@ -519,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -529,20 +438,9 @@ }, { "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1500x500 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.figure(figsize=(15, 5))\n", "plt.subplot(1, 2, 1) # num of row: 1, num of col: 2, plot index: 1\n", @@ -585,108 +483,9 @@ }, { "cell_type": "code", - "execution_count": 69, - "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>country</th>\n", - " <th>continent</th>\n", - " <th>year</th>\n", - " <th>lifeExp</th>\n", - " <th>pop</th>\n", - " <th>gdpPercap</th>\n", - " <th>loggdp</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>1236</th>\n", - " <td>Portugal</td>\n", - " <td>Europe</td>\n", - " <td>1952</td>\n", - " <td>59.82</td>\n", - " <td>8526050.0</td>\n", - " <td>3068.319867</td>\n", - " <td>8.028885</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1237</th>\n", - " <td>Portugal</td>\n", - " <td>Europe</td>\n", - " <td>1957</td>\n", - " <td>61.51</td>\n", - " <td>8817650.0</td>\n", - " <td>3774.571743</td>\n", - " <td>8.236042</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1238</th>\n", - " <td>Portugal</td>\n", - " <td>Europe</td>\n", - " <td>1962</td>\n", - " <td>64.39</td>\n", - " <td>9019800.0</td>\n", - " <td>4727.954889</td>\n", - " <td>8.461248</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1239</th>\n", - " <td>Portugal</td>\n", - " <td>Europe</td>\n", - " <td>1967</td>\n", - " <td>66.60</td>\n", - " <td>9103000.0</td>\n", - " <td>6361.517993</td>\n", - " <td>8.758022</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1240</th>\n", - " <td>Portugal</td>\n", - " <td>Europe</td>\n", - " <td>1972</td>\n", - " <td>69.26</td>\n", - " <td>8970450.0</td>\n", - " <td>9022.247417</td>\n", - " <td>9.107449</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " country continent year lifeExp pop gdpPercap loggdp\n", - "1236 Portugal Europe 1952 59.82 8526050.0 3068.319867 8.028885\n", - "1237 Portugal Europe 1957 61.51 8817650.0 3774.571743 8.236042\n", - "1238 Portugal Europe 1962 64.39 9019800.0 4727.954889 8.461248\n", - "1239 Portugal Europe 1967 66.60 9103000.0 6361.517993 8.758022\n", - "1240 Portugal Europe 1972 69.26 8970450.0 9022.247417 9.107449" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "countries.head()" ] @@ -700,20 +499,9 @@ }, { "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 300x300 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.FacetGrid(countries);" ] @@ -731,20 +519,9 @@ }, { "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 600x300 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.FacetGrid(countries, col='country');" ] @@ -764,20 +541,9 @@ }, { "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 600x300 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "g = sns.FacetGrid(countries, col='country')\n", "g.map(sns.lineplot, \"year\", \"gdpPercap\");" @@ -792,20 +558,9 @@ }, { "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 960x400 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "g = sns.FacetGrid(countries, col='country', height=4, aspect=1.2)\n", "g.map(sns.lineplot, \"year\", \"gdpPercap\")\n", @@ -833,7 +588,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -919,7 +674,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -928,20 +683,9 @@ }, { "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.style.use('ggplot')\n", "sns.boxplot(data=gm_latest, \n", @@ -962,20 +706,9 @@ }, { "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.style.use('default')\n", "plt.style.use('fivethirtyeight')\n", @@ -997,35 +730,16 @@ }, { "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: SciencePlots in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (2.1.0)\n", - "Requirement already satisfied: matplotlib in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from SciencePlots) (3.7.1)\n", - "Requirement already satisfied: contourpy>=1.0.1 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from matplotlib->SciencePlots) (1.0.5)\n", - "Requirement already satisfied: cycler>=0.10 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from matplotlib->SciencePlots) (0.11.0)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from matplotlib->SciencePlots) (4.25.0)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from matplotlib->SciencePlots) (1.4.4)\n", - "Requirement already satisfied: numpy>=1.20 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from matplotlib->SciencePlots) (1.24.3)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from matplotlib->SciencePlots) (23.1)\n", - "Requirement already satisfied: pillow>=6.2.0 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from matplotlib->SciencePlots) (9.4.0)\n", - "Requirement already satisfied: pyparsing>=2.3.1 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from matplotlib->SciencePlots) (3.0.9)\n", - "Requirement already satisfied: python-dateutil>=2.7 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from matplotlib->SciencePlots) (2.8.2)\n", - "Requirement already satisfied: six>=1.5 in /Users/mingyu/opt/anaconda3/envs/anlp/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib->SciencePlots) (1.16.0)\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "!pip install SciencePlots" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1036,20 +750,9 @@ }, { "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 800x600 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sns.boxplot(data=gm_latest, \n", " x='continent', \n", @@ -1078,20 +781,9 @@ }, { "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.style.use('default')\n", "sns.boxplot(data=gm_latest, \n", @@ -1155,7 +847,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.8.12" } }, "nbformat": 4, diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..6dc47f5 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,3 @@ +pandas>=1.4.0 +seaborn>=0.12.2 +matplotlib>=3.5.1 \ No newline at end of file diff --git a/solutions/01_python_data_visualization_solutions.ipynb b/solutions/01_python_data_visualization_solutions.ipynb index a10262a..9a0e4df 100644 --- a/solutions/01_python_data_visualization_solutions.ipynb +++ b/solutions/01_python_data_visualization_solutions.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "tags": [] }, @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -33,20 +33,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2007" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "latest_year = gm['year'].max()\n", "latest_year" @@ -54,102 +43,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "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>country</th>\n", - " <th>continent</th>\n", - " <th>year</th>\n", - " <th>lifeExp</th>\n", - " <th>pop</th>\n", - " <th>gdpPercap</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>11</th>\n", - " <td>Afghanistan</td>\n", - " <td>Asia</td>\n", - " <td>2007</td>\n", - " <td>43.828</td>\n", - " <td>31889923.0</td>\n", - " <td>974.580338</td>\n", - " </tr>\n", - " <tr>\n", - " <th>23</th>\n", - " <td>Albania</td>\n", - " <td>Europe</td>\n", - " <td>2007</td>\n", - " <td>76.423</td>\n", - " <td>3600523.0</td>\n", - " <td>5937.029526</td>\n", - " </tr>\n", - " <tr>\n", - " <th>35</th>\n", - " <td>Algeria</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>72.301</td>\n", - " <td>33333216.0</td>\n", - " <td>6223.367465</td>\n", - " </tr>\n", - " <tr>\n", - " <th>47</th>\n", - " <td>Angola</td>\n", - " <td>Africa</td>\n", - " <td>2007</td>\n", - " <td>42.731</td>\n", - " <td>12420476.0</td>\n", - " <td>4797.231267</td>\n", - " </tr>\n", - " <tr>\n", - " <th>59</th>\n", - " <td>Argentina</td>\n", - " <td>Americas</td>\n", - " <td>2007</td>\n", - " <td>75.320</td>\n", - " <td>40301927.0</td>\n", - " <td>12779.379640</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " country continent year lifeExp pop gdpPercap\n", - "11 Afghanistan Asia 2007 43.828 31889923.0 974.580338\n", - "23 Albania Europe 2007 76.423 3600523.0 5937.029526\n", - "35 Algeria Africa 2007 72.301 33333216.0 6223.367465\n", - "47 Angola Africa 2007 42.731 12420476.0 4797.231267\n", - "59 Argentina Americas 2007 75.320 40301927.0 12779.379640" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gm_latest = gm[gm['year'] == latest_year]\n", "gm_latest.head()" @@ -175,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -185,32 +81,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "\n", - "# YOUR CODE HERE\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ "sns.histplot(data=gm_subset, \n", " x='gdpPercap', \n", @@ -247,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -257,22 +130,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sns.barplot(data=gm_year, \n", " x=\"continent\", \n", @@ -299,20 +159,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "11680.071819878172" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# starter code\n", "gm_latest['gdpPercap'].mean()" @@ -320,22 +169,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sns.boxplot(data=gm_latest, \n", " x='continent', \n", @@ -369,7 +205,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.8.12" } }, "nbformat": 4, diff --git a/solutions/02_python_data_visualization_solutions.ipynb b/solutions/02_python_data_visualization_solutions.ipynb index d57023d..048b43f 100644 --- a/solutions/02_python_data_visualization_solutions.ipynb +++ b/solutions/02_python_data_visualization_solutions.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -45,22 +45,9 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x432 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "g = sns.jointplot(data=gm, \n", " x='loggdp', \n", @@ -88,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -97,22 +84,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sns.lineplot(data=countries, x='year', y='lifeExp', style='country', markers=True)\n", "plt.title('Life Expectancy of Portugal & Spain')\n", @@ -134,20 +108,9 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1314.5x900 with 12 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.style.use('default')\n", "g = sns.FacetGrid(gm, \n", @@ -178,7 +141,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.8.12" } }, "nbformat": 4,