{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "
\n", "

Prepared by Asif Bhat

\n", " \n", "

Data Visualization With Seaborn

\n", "\n", "

Follow Me on - LinkedIn  Twitter  Instagram  Facebook

\n", "\n", "
\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 674, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib as mpl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Swarm Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Swarm plot is a categorical scatterplot with non-overlapping points" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [], "source": [ "# Recover default matplotlib settings\n", "mpl.rcParams.update(mpl.rcParamsDefault)\n", "%matplotlib inline\n", "sns.set_style(\"white\")" ] }, { "cell_type": "code", "execution_count": 287, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agesexbmichildrensmokerregioncharges
019female27.9000yessouthwest16884.92400
118male33.7701nosoutheast1725.55230
228male33.0003nosoutheast4449.46200
333male22.7050nonorthwest21984.47061
432male28.8800nonorthwest3866.85520
\n", "
" ], "text/plain": [ " age sex bmi children smoker region charges\n", "0 19 female 27.900 0 yes southwest 16884.92400\n", "1 18 male 33.770 1 no southeast 1725.55230\n", "2 28 male 33.000 3 no southeast 4449.46200\n", "3 33 male 22.705 0 no northwest 21984.47061\n", "4 32 male 28.880 0 no northwest 3866.85520" ] }, "execution_count": 287, "metadata": {}, "output_type": "execute_result" } ], "source": [ "insurance.head()" ] }, { "cell_type": "code", "execution_count": 288, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Simple Swarm plot\n", "plt.figure(figsize=(7,7))\n", "sns.swarmplot(x=insurance.smoker, y=insurance.charges)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 289, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw horizontal swarm plot\n", "plt.figure(figsize=(7,7))\n", "sns.swarmplot(x=insurance.charges , y=insurance.smoker)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 290, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAboAAAGrCAYAAAC2fVK7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd4VGX6xvHvpJJGEhJCSQiQEHovIl2IVEGWJoIICqtiV1a36Oqqa111XVfRVRRWEREJiLgoooAgiCA19J6EElIgpCeTMr8/jkwYZsD4M/Vwf64r12Wec+ad90TIzTlzzvtYbDabDREREZNyq+4JiIiIVCYFnYiImJqCTkRETE1BJyIipqagExERU1PQiYiIqSnoRETE1BR0IiJiago6ERExNY/qnkB59OzZk/Dw8OqehoiI1CCnTp1i8+bNv7hfrQi68PBwli5dWt3TEBGRGmTs2LHl2k+XLkVExNQUdCIiYmoKOhERMTUFnYiImJqCTkRETE1BJyIipqagExERU1PQiYiIqSnoRETE1BR0IiJiago6ERExNQWdiIiYmoJORERMTUEnIiKmpqATEamBDmccZsOpDeQW5TrU0/PT+f7k95zMPulQt5ZY2XR6E/Fp8VU5zVqhwvvRFRUV8dhjj3Hq1CmsVit33303sbGx9u3z5s0jLi6OevXqAfD0008TFRVV0dMQEamVrCVWHln3CGtPrAXAz9OP5/o+R2xkLPP3zee1ba9RVFqEBQuT20zmz9f8mT3pe7h/zf2k56cD0CG0A2/FvkVQnaDqPJQao8KDbvny5QQFBfHyyy+TkZHBmDFjHIJu7969vPTSS7Rv376i31pEpNb79OCn9pADyC3K5YkNT9BkWBNe/ullbNgAsGFjwf4F9A3vyys/vWIPOYDd6bt5c+eb/PXav1b5/GuiCg+6YcOGMXToUPv37u7uDtv37t3Lu+++S1paGtdddx133XVXRU9BRKTW2pS8yamWXZTNsiPL7CF3sdWJqzmaedSp/mPyj5Uyv9qowoPOz88PgJycHB544AEeeughh+033HADkydPxt/fn/vuu4+1a9cycODAip6GiEit1MivkVPNgoWY4BiX+zcNbIqfp5/TZ3muxrlaVcrNKMnJyUydOpXRo0czatQoe91mszFt2jTq1auHl5cXAwYMYN++fZUxBRGRWmlKmykEeAY41G6IuoHRLUbTsX5Hh3q4fzhjY8Zye7vbHeoebh7c0eGOSp9rbVHhZ3Tp6elMnz6dJ598kl69ejlsy8nJYeTIkXz55Zf4+vqyefNmxo0bV9FTEBGptZoFNuOTkZ+w8MBCUvJS6N24N2NajMHN4sacwXNYdHAR8WnxRAVFMan1JOp61eWuTncRFRTFNwnf4Ovpy4SWE2gX2q66D6XGsNhsNueLvr/Bs88+y1dffeVwJ+WECRPIz89n4sSJLFu2jPnz5+Pl5UWvXr144IEHfnHMsWPHsnTp0oqcpoiI1HLlzYYKD7rKoKATEZFLlTcb9MC4iIiYmoJORERMTUEnIiKmpqATERFTU9CJiIipKehERGqoUlvpr6rXgpvoq4WCTkSkhll0YBGxi2Pp/GFn7vrmLk5knwAgPi2eySsm0+nDToz6bBRrktYAkFmYyR/X/ZGuH3Wlz8I+vLHjjcuG4dVIQSciUoOsO7GOZzc/S2peKjZs/HD6B+5dfS+ZhZnM/HYmu9N3A5CQlcAfvvsDR88f5fENj/NVwlcUlxaTZc3i3fh3mb9vfjUfSc2hoBMRqUGWH13uVDueeZyP9n9EtjXboV5sK2bJoSWsP7m+XONcrRR0IiI1iJvF9a9ld4u7y7qHmwcWi6Xc+1+NFHQiIjXImBZjnGotg1tya9tbCfYOdqh7uXkxruU4YiNjnV4zJsZ5nKuVgk5EpAbpHd6b5/s+T/PA5vh4+DC46WBmx87Gz9OPOUPm0LNRT3w8fGgX0o43Y9+kad2m/L3P3xkXM44ArwAa+jXk4W4PM6n1pOo+lBpDizqLiEitpEWdRUREUNCJiIjJKehERMTUFHQiImJqCjoRETE1BZ2IiJiagk5EREzNo7onICJiBieyT/DB3g9Iykqia4Ou3Nr2Vvw8/SgoLmDB/gVsTt5MeEA4U9tOpXlgcwC+TfyW5UeX425xZ0zMGPpH9AfgcMZh5u+bT0peCn0a92FS60l4unuSZc3iw70fEp8WT3RQNNPaTaOhX0NsNhufH/2cVQmr8PP0Y2KriXRv2B2AXWm7WHhgIZmFmcRGxjI2ZixuFjfS8tL4YO8HHMw4SPvQ9kxtO5XgOsGXPb7aTA+Mi4j8Rql5qYxfPp6Mwgx7rXP9znw4/ENmfjuTH07/YK8HeAawaNQi1p9cz4tbXnQY5+99/k77kPZM/nIy+cX59vrgpoN5uf/L3LziZg6cO2Cvh/mEseTGJXyw7wPe2/2eve5mcWN27GzquNfhjlV3UGwrtm+b1HoSD3Z9kHHLx3Eq55S93qxuM+JujMPb3btifihVoLzZoDM6EZHfaMmhJQ4hB7AzbSdLDi9xCDmA7KJsFh1YxJfHv3Qa5/3d79O9YXeHkAP4JvEblhxe4hByAKn5qcQdimPB/gUO9VJbKXP3zMXPw88h5AAWH1pMhH+EQ8iB0fZnTdIahjcfXr6DrkUUdCIiv1FqfqrLemJmouv981I5W3DWZT0tL831WFmuxzqdc9opGAHS8tLI9cx1qheXFjuF3MXvb0a6GUVE5DfqG97Xqebp5sn4VuPx8fBx2tYvoh+9GvdyWXc1VqB3IONbjnfZwmdo86G0Cm7lck6uxooMiGRE8xHlPg4zUNCJiPxGsZGxTGkzxd4Dzt/Tn7/3+TtN6zblhX4vEOAVABifnY1vOZ4bom7giWufICY4xj5G25C2/LHHHxnfcjwjo0ZiwegxF+wdzEv9XqJ5YHOeuPYJe3B6uHlwR4c76NmoJ8/1fY5w/3D7WD0b9uSezvcwo/0M+oX3s9cb+DbgxX4v0imsEw90eQAvNy8A6rjX4U89/kR0UHTl/qCqiW5GERGpIKl5qZzMPknreq3x9fS11/OL8zlw7gCN/BrR0K+hw2v2nd2Hu8WdVvUcz8pO5ZwiNS+VdiHt8HL3stezrdkczjhMZN1IQn1C7fVSWyl70/fi5+lHVFCUw1gJmQlkWjNpF9IOD7eyT6wyCjI4nnmc6KBoAr0DK+RnUJV0M4qISBUL8w0jzDfMqe7j4UOXsC4uX9M2pK3Lerh/uMNZ2gUBXgF0bdDVqe5mcaND/Q4ux2oW2MxlPbhOsGkfKbiYLl2KiIipKehERMTUFHQiImJqCjoRETE1BZ2IiJiagk5ERExNjxeIiNQwRSVFrD6xmpRco3tBi+AW9m07UncQnxZPVGAUfcL72FdLSc5JZs2JNfh6+DKk2RD8PP2qa/o1joJORKQGySzM5LaVt3Hk/BEAXuEVHun+CNPaTeOZTc+w+NBi+769G/fmzdg3WX9iPY+sf4TiUmMB5zd2vMG8YfNoWrdptRxDTaNLlyIiNciC/QvsIXfBv7f/m02nNzmEHMAPp39g5fGVvLDlBXvIAaTlpzF7x+wqmW9toKATEalB9qTvcapZS62sP7He5f5bU7aSkpfiVN97dm+Fz622UtCJiNQgl655CcYCzj0b93S5f8fQjoTUCXGqtwxuWeFzq60UdCIiNcgtbW4hwj/CoXZHhzu4rsl1DG/m2BS1c/3OjIoexR+6/8GhhU+gdyD3dL6nSuZbG+hmFBGRGiTUJ5S4G+P46vhXnMk9Q9/wvnQO6wzAS/1fYmT0SHal7SI6MJrBTQfj6e7JqOhRtKnXhm+TvsXP048RzUcQ4uN8lne1UtCJiNQwfp5+jG853qlusVjoH9Gf/hH9nba1CG7h8BiClNGlSxERMTUFnYiImJqCTkRETE1BJyIipqagExERU1PQiYiIqSnoREQqWXFpMUcyjpBZmOm07WT2SU7nnHaqny84z9HzRym1lTrUrSVWDmccJrco1+k1CZkJpOalOtXT89M5lnnsNxxB7abn6EREKtGm05v468a/kpqXipebF7e0vYVZ3WaRlpfGI+seYXvqdgB6NurJK/1foa53XV7c8iKLDy2muLSYxn6NeaHfC3Rt0JWVx1fy/ObnySjMwMfDh7s73c3t7W8nMSuRWd/N4lDGISxYiI2M5fl+z+NuceeJjU+wMmElpbZSogKjeGXAK8QEx1TzT6VqWWw2m626J/FLxo4dy9KlS6t7GiIiv0peUR7XL76e7KJsh/orA17hy2NfsubEGof6jdE30r1Bd5784UmHekidED4a8RGjlo1y6FIA8OHwD3nlp1eIT493qE9vPx0/Tz/e2PGGQ71FUAs+G/3Zbz20GqG82aAzOhGRSrI1ZatTyAGsTVrLupPrnOprktaQZc1yqp8tOMuig4ucQg5gxdEVTiEHsPbEWnw9fJ3qR84fISkrici6keU9jFpPn9GJiFSSIO8g1/U6QQR6B7rc/3Kvaejb0GU9xCcEb3dv12PVcR7L3eJOgFfAlaZtOgo6EZFK0rF+R7qEdXGo+Xj4cFOrm7i17a1O+09tN5VJrSfh6ebpUO/TuA83tb6JZnWbOdSDvIOY0GqCy3Uxp7WdxtQ2Ux26GgCMih5FcJ3g/+cR1U66dCkiUolmx87m/d3vs+XMFhr7N2Z6++lEBUYR1SGKkDohLD+6HHeLO2NixnBD1A0AzBs2jw/2fsCZ3DP0btyb6e2n4+nmybxh85gTP4f4tHiigqL4fYffE+oTyqPdHyXcP5xvEr/B19OXSa0mMaDJAADevv5tFuxfQGZhJoMiB7kMWLPTzSgiIlIrlTcbdOlSRERMTUEnIiKmpqATERFTU9CJiIipKehERMTUFHQiImJqCjoRETG1Cn9gvKioiMcee4xTp05htVq5++67iY2NtW9fs2YNs2fPxsPDg3HjxnHTTTdV9BRERGqMtLw0/rX9X/yY/CMR/hHc1fEueof3pqS0hPd2v8cXx77AzeLG2BZjmdZuGhaLhe9OfMec3XNIyU2hb3hfHuz6IMF1gknMSuT17a+zK20X0YHR3NvlXjrV70RhSSGzd8xmVeIqfD19mdx6sn21lC+OfsH8ffPtD4zf3+V+fD2d18A0swoPuuXLlxMUFMTLL79MRkYGY8aMsQddUVERL7zwAnFxcfj4+DBp0iQGDhxI/fr1K3oaIiLVrtRWyp3f3MmR80cASM1L5d7V9/LRDR+xKmEVc/fMte/76rZXsZZa6RrWlQfXPmjvQ7fk8BIOZxzmvaHvMX3ldFLzU+1j7UzbyWejP2P2jtl8cewL+1hPb3oad4s7vp6+PLbhMXv9o/0fkZybzL8G/qsqDr/GqPCgGzZsGEOHDrV/7+7ubv/vo0ePEhkZSWCgsZhpt27d2Lp1K8OHD6/oaYiIVLvtKdvtIXdBsa2YpYeW8tXxr5z2X3RwEccyjzk1W41Pj+fj/R/bQ+6C/OJ84g7FuRzr04OfujxzW5O0hrS8NOr7Xj0nGBUedH5+fgDk5OTwwAMP8NBDD9m35eTkEBAQ4LBvTk5ORU9BRKRGKCwpdFnPL853ua2wpJDCYtevybG6/l2ZV5RHsc25fU9BSQFubs63YdiwXXZeZlUpN6MkJyczdepURo8ezahRo+x1f39/cnPL2r/n5uY6BJ+IiJn0aNiDUJ9Qp/qIqBEMbTbUqT6s2TCGNR/mVA/3D2dKmyn4ePg41N0sboyJGcO1ja51es3w5sMZ0XyEU71jaEciAiJ+zWHUehUedOnp6UyfPp1HH32U8eMdW0dER0eTmJjI+fPnsVqtbN26lS5dulxmJBGR2s3L3Ys3Y9+kdb3WgNFW5089/kTf8L78pedfGNpsKO4WdzzcPBgVNYpZ3WYxtNlQHuz6oL1nXIfQDrw56E1CfEP496B/21v1hPmG8WyfZ2ldrzXP932ePuF9sGChjnsdJrWexPT205nUehK3tbvNHpA9G/bklQGvVMvPojpVePeCZ599lq+++oqoqCh7bcKECeTn5zNx4kT7XZc2m41x48Zxyy23/OKY6l4gIrVdZmEmfp5+eLg5fmKUV5SHxWJxOlsrKi0iryjPqUGrzWYjy5qFv6c/7m7uDttyrDl4uns6NWK1llgpLCk0XcPV8maD2vSIiEitpDY9IiIiKOhERMTkFHQiImJqCjoRETE1BZ2IiJiagk5EREytwpcAExGR8olPi+d/x/6Hu8WdG6NvpE1IG8BYsDnuUBwpeSn0adyHwU0HY7FYsJZYWX50OfFp8UQHRTM2Zqz92bgfk39kVcIq/Dz9GBszluaBzQE4kXWCJYeXkGnNJDYylr7hfavteKuLgk5EpBp8eexL/vz9n7FhPMq88MBC/jXwX8QExzB5xWTOFZwDYOnhpUxsNZHHez7OPavvYXPyZvsYSw8vZeENC1lyeAn/+Okf9vonBz5hzpA51PGow7SvppFXnAdA3KE47u18LzM7zazCI61+CjoRkWrwxo437CEHUGIrYfbO2XRv0N0echcsPrSYLmFdHEIO4FjmMT47/Blv73rboV5QUsA78e/g5+lnD7kL5u6Zy5Q2U/D38q/gI6q5FHQiIlWs1FbKyZyTTvXErETq+zi3zym1lbI3fa/LsQ6fP0y2NdupnpSVhJ+nn1M9vzif1PzUqyrodDOKiEgVc7O40TWsq1O9e4PudG/Y3anu4+HD8Oau+3b2C+9HZECk81gNu9OtQTenephvmMv9zUxBJyJSDR7r+ZhDC5+Gfg15tMejTGo9iR4Ne9jrnm6ePHHtE3So34F7Ot2Dm6Xs1/aN0TcyMHIgT/V+igDPsgWbowKjuK/zfdzZ8U575wQwAvOpXk85LSxtdlrUWUSkmhSWFLLx1EbcLe70btwbT3dP+7YdqTs4k3uGaxpeQ4hPiL1+IvsEu9N2Ex0UTat6rez13KJcfjj9A34efvRs1NPe2aDUVsqWM1vILMykV+Ne1PWqW3UHWMnKmw1XV6yLiNQg3u7eDIoc5HJblzDXvTqbBDShSUATp7qfpx+Dmw52qrtZ3Fw2Zr2a6NKliIiYmoJORERMTUEnIiKmpqATERFTU9CJiIipKehERMTUFHQitUXyLtizFDJPVfdMrmrFpcVsPLWRtUlrKSgucNi2/+x+Vias5EzuGYd6en46KxNWsid9j0PdWmJl3Yl1fH/ye4pKixy27UzdydcJXzute3kq5xQrE1ZyOOOwQz2vKI/ViavZdHoTpbZSe91ms/HTmZ/4NvFbp6XCjmUeY+XxlSRlJTnUMwszWZWwim0p28p97DWZnqMTqelKS2DJDNj7mfG9xR2G/B163Vu987oKnc45zR2r7iAp2wiGYO9g3rr+LdrUa8Ofvv8TXyd8DYC7xZ1Z3WYxtd1U4g7F8dzm5yguLQZgQMQAXrvuNY5nHWfmNzNJy08DoLFfY94Z/A4N/Bpw/+r72XzGWMDZy82Lp/s8zciokbyz6x3e2vWWPchGR4/m733+zraUbTyw9gF7kLUIasGcIXPwsHhw5zd3sv/cfsB41u7VAa/SJ7wPz/34HJ8c/AQACxZub387D3d7mNWJq/nz93+moMQIss71O/P29W+TZc1yeeztQ9tX+s/9t3J/6qmnnqruSfySRYsWMXHixOqehkj12B0H6/9xUcEGx76DzpOhTmB1zeqq9MymZ9iWWnaWU1BSwL6z+/Dz8uOd+HfsdRs2NidvZkDEAGZ9N8vhbC0xK5Ew3zDe3/0+RzOP2uvZRdmcyjnFuYJzxB2Os9dLbCVsOr2JXo168afv/+TQ8eBgxkHa1GvDC1teIDUv1V4/V3COHGsO8enxrE5aba8XlRbx05mfiAmK4YWfXnA4th2pO+zvkVOUY6+fyTuDp7snK4+vdHnsE1pN+NU/x4pS3mzQGZ1ITZfwvXPNVgJJmyDIeYUMqTw/nfnJqbb/3H42ndrkVC+xlfDF0S+wllqdtm05s4XtqdvLNT5AXnEeXx7/0uW2dSfXkZiV6HIsV90LUvJSWH1itVMd4OuErzlfeN7lWAmZCU71/ef2k2PNqfGdEPQZnUhNF9zcdb1eVNXOQ1wuvRXqE0qzwGYu97/cZb3IgEjC/cNd1l29h5vFzd59/FItglrYu4w7zLVuEyICIpzqddzr0DK4pcuxWoe0drng8+XmFeoTiq+nr8uxahIFnUhN1+02CLqkrUrL4RDh3M5FKtfdne92CoJ7Ot/DhJYTnILruojrGBE1ghHNRzjUw3zCmNR6Evd3uR8LFnvd3eLOPZ3vYUqbKQR7Bzu8ZmzMWEZGjeSahtc41JvVbcaYmDHc1fEuh7q3uzczO87kjg534OPh47BtevvpjG4xmlbBrRzqHUM7MjJqJLe0vsWhHuAVwG3tb7vssV/cTaGmUvcCkdog9yxsmwdnj0LT3tDpZrhopXupOgfPHWTZkWUUlhQyvPlwe0udjIIM4g7FkZCVQPcG3RkZPRJPN09KSkv48viXbE7eTLh/OBNaTbC359mZupP/HfsfbhY3RrcYTbuQdgCk5Kaw+NBizuSeoW94X4Y2G4rFYsFaYmXZkWXsSttFdFA041uOt3cj+OH0D6xKWIWfpx/jYsYRFWSc8SdlJRF3KI5MayaxkbH0j+gPGN0OlhxawsGMg7QLaceYmDH2UFyduJp1J9cR4hPC+Jbj7SF+uWOvLuXNBgWdiIjUSuXNhpp/zikiIvIbKOhERMTUFHQiImJqCjoRETE1BZ2IiJiagk5ERExNQSdSW5SWQkFmdc9CaoBsa7ZDhwK5MgWdSG2w/UP4Zxt4MRLe7gMntlT3jKQabEnewu+W/Y7eC3szdMlQVhxbUd1TqhUUdCI1XdKPsPx+yPm5x1nKHvj4JrDmVu+8pEqdLzjP/Wvut3c8OJN7hsc2PMbBcwereWY1n4JOpKbbs8S5lp8BR76t+rlItfnu5HfkFec51EptpaxMWFlNM6o9FHQiNZ2H92Xqdap2HlKtvN1d/znwcveq4pnUPgo6kZqu8xS49JdZUFOIHlQ985FqcV2T66jvU9+h5uPhw6ioUdU0o9pDQSdS04W1hlvioGkf8G8A7cbAtOXqXnCV8fHw4f2h7zOoySBCfULp2bAn7wx+x2XPOXGkDuMitUHUAONLrmrNA5vz+qDXq3satY7O6ERExNQUdCIiYmoKOhERMTUFnYiImJqCTkRETE1BJyIipqagExERU9NzdCI1yf7/wda5UGKF9uOg221gsUDqAdjwGpw7CpG9oO/D4FsPCrJg4+twfJ2xWkrfh6Bhh+o+CqkkZ/PP8t7u94hPjyc6MJoZHWbQtG7T6p5WjaegE6kpdi2Cz+4s+z7he8g6DV1vhfeHQOHPvehO/mQE2x3fwccTIemHsvrBr+CudRAaU+XTl8pVVFrE9K+ncyzzGADxafF8d+I7lo5eSqhPaDXPrmbTpUuRmuKHN5xrm/8DW+eVhdwFybtg63tlIXdBUS789H7lzVGqzfqT6+0hd0FGYQbLjy6vphnVHgo6kZoiL925VpgFOamu9z9/ovzjSK2XUZDxq+pSRkEnUlO0Gu5caz4A2o52rnv4wDV3gnegi3FGVPzcpNr1C++Hh8X506aBTQZWw2xqFwWdSE1x/VPQ4vqy7xt1ghvfgJZDoP8f4UI/Mt9QGPceBDWBCXONjgZgtPLpdR+0H1vVM5cq0MCvAc/1fY7An/9x4+Phw0NdH6Jrg67VPLOaz2Kz2WzVPYlfMnbsWJYuXVrd0xCpGhmJxl2Xl95Qkp8BmSchtBV4XNSfrqQI0g5CQCPwC6nauUqVKyguIDErkcb+jQnwCqju6VSr8maD7roUqWmCL3O7uE+w8XUpd09o2L5y5yQ1Rh2POrSq16q6p1Gr6NKliIiYmoJORERMTUEnIiKmpqATERFTU9CJiIipKehERMTUKu3xgl27dvHKK68wf/58h/q8efOIi4ujXr16ADz99NNERUVV1jREKk7aIdj/OXgFQIcJZc+s5WfA7jjIPw+tR0CDdka9tAQOrICUPdC4K8QMAbef/215eicc+hr860P78VCnrlHPToE9cVBcaKyIEhJt1IsLYd/ncPYoNO0FUdeVzSvxBzi2zngsod0Y8PQx6ueTYM9ScHM3OiHUbWzUrbmwZ4mxYHSL6yGiu1G32eDIamNx6PqtoM0o49EFqXJ5RXmsTFhJSm4KfcL70LF+RwBsNhsbT28kPi2eqKAoYiNj8XTT/6NfUilBN2fOHJYvX46Pj4/Ttr179/LSSy/Rvr2e+5FaJP5T+OwusJUa3697CW7/Ejy8Ye4wyEkx6mufg5GvQZdbYcF4OLa2bIxWN8DNC2DTbFj1eFn9+3/C9K8hNxU+uNFY3xJg7fMw4b8QPRDmjYDknWWv6T7deJ9Vf3VcDHrjv2H6Sji1DRZOgpLCn8d6AaYsgZAWMHcInPt5ceDvXoDrHoPr/gRL74Tdn5aNFdkLpn5uHKNUmbP5Z5n61VSSspMAeGvXW9zT+R7u7nQ3f9nwF1YcW2Hft2tYV+YMmYOXu9flhhMq6dJlZGQkb7zhYiV2jKB79913mTRpEu+8805lvL1IxSopNgLlQsgB5J8zQmL9K2UhB4ANvv0b7F3mGHIAB1cY/ebWPudYzzxh9JRb/UxZyAGUFhmBuP0jx5ADo2fd4W+N0LxY2n5j26onykIOjK4G3/4NNr9dFnIXrH/ZOLu8OOQAkjYZZ4RSpRbsX2APuQvejX+XdSfWOYQcwPbU7axMWFmV06uVKiXohg4dioeH65PFG264gaeeeooPPviAbdu2sXbtWpf7idQYOSmXhNnPzuyGM/HO9YJM5/Y5FySsh6I853rKHmO8S2UkwOltrsc6usYxfC9IjofUvZeZr4v3KC2Co5f5e+hqf6lUB84dcKoVlxbz4+kfy72/OKrSm1FsNhvTpk2jXr16eHl5MWDAAPbt21eVUxD59QIaQkBj53qjztC4i3Pdpx407+d6rOhY8PIv/1j1oiHiGtdjtRwGFhd/hcO7uO4y3riL8T6XcvcyPj90pbGL/aVStQ1p61TzdPOkX4TrP1Ou9hdHVRp0OTk5jBw5ktzcXGw2G5s3b9ZndVLzubnHFtstAAAgAElEQVTD8BfB7aKrFH5hMPBx6P8o1I0oq1vcYOjz0OZGaHlJ253246DVMKNLAZayenBz6PMgxP7NcS1Ld28Y/hJ0uQWa9HQc69p7Iao/9HvEsd6ok/H53dAXwNO3rO5dFwY/A9feDfVbO75m0F+hxSDoOtWx3nyAcXOLVKkpbaYQHRjtULu/y/30Du/NuJhxDvWejXoytNnQqpxerVRp3QtOnjzJrFmz+PTTT/niiy/Iy8tj4sSJLFu2jPnz5+Pl5UWvXr144IEHfnEsdS+QGiEj0biL0tsf2v6u7E7Jwhzjjsj8DKOn3IU7JW02OLoazuwxzqaiBpSNlXYQDq8yArPtjWV3SuZnGJ/vFRcadz0Ghhv1kmI4tBLOHoGmfaBJj7KxTu+A4+shKBJajyy7UzI7xZiXmxu0HVN2l2hxIez/ArJOGXddXrhLFIw7OE9sMcLw4rtEpUpZS6ysTlrNmdwz9AnvQ8vglvZt21K2sSttF9GB0fSL6Iebq7P6q0R5s0FtekREpFaq0DY9JSUl7Nu3j4KCAnutR48eV3iFiIhIzVCuoHvggQfIysqifv36AFgsFgWdiIjUCuUKuoyMDD7++OPKnouIiEiFK9enmI0bNyY5Obmy5yIiIlLhrnhG17dvXwCsVisrV64kKCjIvm3Dhg2VOzMREZEKcMWguxBmycnJNGrUyF4/evRo5c5KRESkglzx0uWhQ4fYsGEDM2fOZOPGjWzYsIH169cza9asqpqfSO2Wdw6SNhudDS5WUgQntxpLfF0q9QAk7zKew7tYdorxjJs117FelG/Us047j3VmN6S4WH3o/Ak48RMUW3/V4Uj1yy3KZWfqTs4VnKvuqdQaVzyjy8rKYsWKFZw9e5b//e9/gHHH5eTJk6tkciK12obX4LsXobjAWKXk+qeh552QuAnibofsZMAC7X4HY94Faw58ckvZOpmhrWDSQuMB9K8fh83/gdJi8A6Ekf+EDuPhwJfw+T3Gg+YWd+h2G9zwKmSeNLoXpPy8VmV4N7h5IfiGwPL7YddCwAZ+9WHsHKNDgtR4nx3+jBe3vEhecR6ebp7M6DCDezvfW93TqvHK9cD43r17adeu3S/tVmn0wLjUOqe2wZxBlxQtMHOj0b4n+5Kzr8HPGKuebP/Qsd60D/S6Dz6Z5Fh394Z7N8N/+hoBebGxc2D3YmPllYu1GwvN+sKKS67I+NSDWfvBs86vOkSpWqdzTjNi6QhKbCUO9feHvM81jS6zHqrJVcgD47feeisWi8Xltg8//NBlXUSAw9+4KNpg50fOIXdh//TDzvXEjRDczLleUmi047k05AAOroQj37p+j6J853r+OTi11QhBqbE2nt7oFHIA60+uv2qDrryuGHRPP/00ALNnzyY2NpZu3boRHx+v1joiv8Q/zHU9uLmx8POl7XX8GxjtfXLOONbrBJZ1Bnc1lit1GxlraF46VkCDy8/Lv6HrutQYoXVCXdbr+9av4pnUPle8GSUqKoqoqCjS09MZMWIEDRo0YPDgwZw8ebKq5idSO7UfD4GRjrWQFkaHgA43OdbdvaHXPdD3Yedxet8P3W43Li9eLKIHdL8doq5zrHvXhR4zoO9DzmP1eQh6znTsagDGQtChLcpzVFKN+kX0c1jcGaC+T31ujL6xmmZUe5RrZRSAxYsX07FjR3bs2IGPj09lzkmk9qtTF2asgh/eMG4IadwFet1vfA42erbx/aGVxhlWz5kQ3tW4YaROIGybZ3QY6DABOv4cir//Fja9Wda94Np7wGIxbjD58a2y7gW974d6UUY7noBGxk0nFnfoeqvRWQFgxjfGazJPGt0Let5VfT8nKTcPNw/mDp3LB3s/ID4tnqigKG5rdxvBdYJ/+cVXuXLdjJKWlsbcuXM5cuQI0dHRPPDAA/j6+v7SyyqMbkYREZFLVcjNKGfOnKFhw4bk5ORw001ll1tSUlJo3vwynw+IiIjUIFcMunnz5vGXv/yFJ598EovFwoWTP4vForsuRUSkVrhi0P3lL38BYOLEiQwcOBA/P78qmZSIiEhFKdfNKCdOnODOO+8kICCAIUOGEBsbS2BgYGXPTURE5DcrV5ueu+++mwULFnDvvfeyaNEi+vTpU9nzEhERqRDlOqN7/vnn2bVrF8HBwYwcOZIXX3yxsuclIiJSIcp1RldQUIC3tzeNGjWicePGhIVdZnUFERGRGqZcQffMM8/w4YcfMmbMGP773//Ss2fPyp6XSPVI2Qvzx8ALTWBOLBxbZ9QLs+F/D8NLzeFfHYwHwS/YMgf+3QVeagaf32t0EgBI+hHmDoPnI+C/I+HUdqOekwZL74QXI+GN7rB9vlEvLYX1L8M/28E/ouGrP5WtTXloFbwzwJjXgpvK1sXMSDQ6HrzQBN7uC/uWG/ViK3zzJLzSEl5tDWueg5JiY1v8Yph9LbwQCYtvK2vvU5HHLlKDlOuB8blz57Jhwwby8/MZMGAAgwcPJjo6uirmB+iBcakihTnweifISy+ruXvDPZtg9TOwb5nj/je8Cl7+8NklK4u0GAyjXoc3e0DRRb3jvAPhwZ1G+5wTPzq+ZuICOHsYvn3Ksd7lVmPllHcHGC16LqgbAfdthf/0gXMXNUK2uMH0r2HPUtj8tuNY/R81VlWZ/zvHesMOcPvKijv2KXGIVIUKeWD8And3d5577jmHLuMA3377Lddff/3/b4YiNc3BLx1/0YPRJWD7B7B/ufP+2z80ftlf6sg3sHWeY8gBFGbClnedQ+7CWGdddC+I/xQ8/RxDDiDrJPw42zHkwFgsevt82OviL//2D+HcMef6md3GWK6OfduHv/7Ys05ffiFqkWpQrkuX06ZNcwo5UKseMZlLw+TiuqsLH6Ull39NyWU6d5cUua7bLjOWrQRKL/Oay71HaYnx5VQvvsJ8L3fsRb/+2C9XF6km5Qq6yynHVU+R2qPVCOPy4sXcPIzLhzFDnPfvOBE63excb9oHekwHdy/HuqcvXHMnNOzoYqybodMk53rb0dD5FuCSvpC+oUZD1roRzq/pfDN0nOBc7zTJeJ9LhcQY3RNcHXvX/8exB0U610Wq0W8Kuss1ZRWplXyC4JbF0Kiz8X29aJjwXwhrA2P+A21/Z/zy9w6EvrOMoOl2Owx8HHyCjS4BrW6A8fOMZqk3fwz1WxtjNegAkxcZPeFu/tj4LMviZgTW4GeMYOr/qDGml78Rkh0nwsjXIKKb0TU8qKkxVsQ1MGWJ0SFhSpwRLmCE3o1vQvP+MOxFI6A96hgB2+P3EPsktB4Bw1/+uf+cBZoPMOblE1xxxy5Sw5TrZpTLmTp1apVcvtTNKFLlSorA3dO5XlpiBNSl/8iz2Yxt7i4+9r7cWCXFrve32YzP2tzcf/tYpT83eHVz8W/ay72mIo9dpBJV6M0ol6NLl2Jarn7Rg+vwAeOX/+V+0V9urMvtb7EYZ0gVMZargPul11TksYvUAFf802m1XubDbsDLy4vbb7+9wickIiJSka4YdMOGDXNoz3OBxWJh9erVDBo0qFInJyIi8ltdMejWrFlTVfMQERGpFOW6sL569Wo+/vhjioqKsNlsnD9/ni+++KKy5yYiIvKblevxgtmzZ3PffffRqFEjxowZQ8uWLSt7XiIiIhWiXEEXHBxMly5dAON2zpSUlEqdlIiISEUp16VLT09PfvrpJ4qLi/n+++9JS0ur7HmJmJfNZqxheWgl+IdBjzsgtIWx7eQ22P5fo/tAh/EQM9ioZ58x1sk8exSa9oau08CzjvHM2475RqeB4KbGyiuBP6+Wcmwd7PrEeMSg8xRo2qtaDlekupXrgfGUlBSOHTtG/fr1ef311xk+fDgjRoyoivkBemBcTGbFI/DTnLLvvfxhxirIPGl0NrBdtE7l8H9Au7HwTn/IPl1WjxoIU5fBoimw/6LPy31D4a51cOw7o22OnQXGz4X2YyvrqESqXHmzoVyXLpcsWUKvXr1o0aIFb7zxBvv37//NExS5KmWnwNa5jjVrDvzwJqz7h2PIgVHbNtcx5ACOrYWdCx1DDowOBD+9B9+9eMkb24xedyJXoSteuly8eDFxcXEcPXqU9evXA1BaWkpRURF/+MMfqmSCIqaSdco5zADOJ0HmCed6XjqcS3A9Vsoe1/WMROPs0FVd5Cp0xaAbPXo0vXr14p133mHmzJkAuLm5ERISUiWTEzGdBu2Ny4uX9n6LGmD0cNv9qWM9vBvEXA+7Pnasu3lA58nG2VtxgeO26IHG+MfXX/Ie11XEEYjUOle8dOnl5UVERAR/+9vf+OGHH1iyZAlJSUnk5ORU1fxEzMXDy+gG4F23rNZ8APS61+hiENa2rB7Q2OhU3nbMz616fububXx216Cdsd3Dp2xbuzHQaTKMeNWxXU5ICxj2fOUdl0gNVq6bUR5//HHCwsL44YcfuOuuu1i4cCFz5sz5pZdVGN2MIqZTmANJm8CvPjTuXFa32SDpR+MsrVlfxwWW0w8bd11GdAe/0LJ63jk4+ZMRbGFtyuolxZC40ViMObL3lRd4FqmFKvRmlKSkJB588EG8vb0ZNGgQ2dnZv3mCIlc1b3/j0YGLQw6MTgBNexmXHy/tIhAaA62GOYYcgG89aDnUMeTA6CgQNcAITIWcXMXK9ae/pKSEc+fOAZCTk4Ob/tKIiEgtUa4Hxh9++GEmTpxIcnIyN998M4899lhlz0tERKRClOvULCMjg5KSEpo2bUpBQQGlF7oWi4iI1HDlOqN76623WLx4MSEhIaSnpzNz5kz69u1b2XMTERH5zcp1RhcUFGR/di40NBR/f/9KnZSIiEhFKdcZnb+/PzNmzKBHjx7s3buXgoIC/vnPfwIwa9asSp2giIjIb1GuoIuNjbX/d4MGDSptMiJXvaICo6tBiRVihoBPUNm2hI1w7qjxTNyFbgcA545DwvcQ1BSa9zceURARu3IF3ZgxYyp7HiJy9ih8MMpYDxOM1VMmL4KIHkZXgyPf/LyjBQY+BgP+CJtmw6q/gu3nG8Sa9YNbFoOnj8u3ELka6YE4kZrimyfLQg6gMAtW/AHiF10UcgA2+O4FOLEFvvlbWciBcWa3/cMqm7JIbaCgE6kpTmxxrqXuM8LrUrZS2LsMSouctyX9WPFzE6nFFHQiNUVoS+da3XDHhZ4vFnmt63r9VhU3JxETUNCJ1BSDHgePOhcVLBD7N+g6DUJiHPdtNxba3ghdpzrWgyKhx+8rfaoitUm5bkYRkSrQtDfc/QPsWmh0L2g/Dhp3Mbbdscaonz1i7NfmRqM+6t8QM9ToPRcUCV1uAZ/g6jsGkRpIQSdSk4REw6C/Otfr1IWedznXLRZoM9L4EhGXdOlSRERMTUEnIiKmpqATERFTU9CJiIipKehERMTUFHQiImJqCjqRylRSBJknoaTYeVtWMhTmONfzz0NuunO9uBAyT4HN5li32Yx6Ub7za/LOGV+XsuZB1unyHYNILVdpQbdr1y5uvfVWp/qaNWsYN24cEydO5NNPP62stxepfrsWwT/bwmvt4F8dYN/nRj31ALzTH/7ZGl5uAV8/boSVNQ+W/B7+EQUvR8OHoyEn1XjNprfglRh4rS38uwscW2fUT2yBN3sY9Zdj4PtXjXreOVhwU9lYi26Fgixj25pnjff9Zxt4qxck76ran4tIFauUB8bnzJnD8uXL8fFxbBVSVFTECy+8QFxcHD4+PkyaNImBAwdSv379ypiGSPVJPQDLZpZ1Fsg+DXEz4P7OsOgWY4UTgOJ82PSm8aB4+hHYvbhsjGPfwfL7ode98PVfyuoZx2HRFLhvKyy8GfLOGnVrNqx+xlgbc/diOPy1UbfZYP9yY8WUZv1g/csXzXMfLJwMD+4Cd60fIeZUKWd0kZGRvPHGG071o0ePEhkZSWBgIF5eXnTr1o2tW7dWxhREqtf+Lxzb54DRaeCn98pC7mL7Pod9y5zrh1dBfJxzvTALNv+nLOQutucz2LfcxXssc/0eWSfhlP4einlVStANHToUDw/nfx3m5OQQEBBg/97Pz4+cHBefUYjUdt4Bruu+9VzXvfxdv8ajjrH8lys+Ia7rdQLAy8/FnOoa73O59xcxqSq9GcXf35/c3Fz797m5uQ7BJ2IaHcaDzyWh5t/A6CwQM+SSnS1G/Zo7nMfpdjt0vx08fR3roS3h2pnQqJNj3d0Lut0G19zpPNY1d0CPGWBxd6xH9oaG7ctzVCK1UpVelI+OjiYxMZHz58/j6+vL1q1bmTFjRlVOQaRq+IXC7V8ancDP7DG6EAx8zDhrGz/PqB9eBX5h0Pt+iB5ofLl7wdZ5xh2WHcZBn4fAzR2mLjc+W7vQvWDg48ZnalOWwtrnyroX9HsEGnaAsHZQJxB2fQJubtDl1rIgnRIHG/5ldDOPjjXmJWJiFpvt0nuVK8bJkyeZNWsWn376KV988QV5eXlMnDiRNWvWMHv2bGw2G+PGjeOWW275xbHGjh3L0qVLK2OaIiJSS5U3GyrtjC4iIsL++MCoUaPs9UGDBjFo0KDKelsREREHemBcRERMTUEnIiKmpqATERFTU9CJiIipKehERMTUFHQiImJqCjoRETE1BZ2IiJiagk5ERExNQSciIqamoBMREVNT0ImIiKkp6ERExNQUdCIiYmoKOhERMTUFnYiImJqCTkRETE1BJyIipqagExERU1PQiYiIqSnoRETE1BR0IiJiago6ERExNQWdiIiYmoJORERMTUEnIiKmpqATERFTU9CJiIipKehERMTUFHQiImJqCjoRETE1BZ2IiJiagk5ERExNQSciIqamoBMREVNT0ImIiKkp6ERExNQUdCIiYmoKOhERMTUFnYiImJqCTkRETE1BJyIipqagExERU1PQiYiIqSnoRETE1BR0IiJiago6ERExNQWdiIiYmoJORERMzaO6JyBX9tZ3R5i7IYHMfCtD2jbk6dHtCPX3ru5piYjUGgq6GuyTLUn8Y+VB+/crdidzLtfKwjuvrcZZiYjULrp0WYPFbTvpVNt07CynzudXw2xERGonBV0N5maxXKZexRMREanFFHQ12ITuEU61fjGhNAr0qYbZiIjUTvqMrgab0L0JWQXFzN1wnPN5Voa0a8iTI9tW97RERGoVBV0NN6Nvc2b0bV7d0xARqbV06VJERExNQSciIqamoBMREVNT0ImIiKkp6ERExNQUdCIiYmoKOhERMbVKeY6utLSUp556ioMHD+Ll5cWzzz5L06ZN7dufffZZtm/fjp+fHwBvvfUWAQEBlTGVWm/XifN8sCmBzLwihrZryITuEVguszSYiIg4q5Sg+/bbb7FarSxatIidO3fy4osv8vbbb9u37927l/fee4969epVxtubxk8J55g850eKSmwArD6Qyv4zWfxtVLtqnpmISO1RKZcut23bRr9+/QDo3Lkze/bssW8rLS0lMTGRJ598kptvvpm4uLjKmIIpvLPuqD3kLljwYxLn86zVNCMRkdqnUs7ocnJy8Pf3t3/v7u5OcXExHh4e5OXlMWXKFG6//XZKSkqYOnUq7du3p3Xr1pUxlVotJavQqWYtKeVcrpUgX69qmJGISO1TKWd0/v7+5Obm2r8vLS3Fw8PIVB8fH6ZOnYqPjw/+/v5ce+21HDhwoDKmUesNaFnfqdY0xJfmoX7VMBsRkdqpUoKua9eurF+/HoCdO3fSsmVL+7aEhAQmT55MSUkJRUVFbN++nXbt9JmTK/cMjKb/RWHXoK43/5rYWTejiIj8CpVy6XLw4MFs3LiRm2++GZvNxvPPP8+8efOIjIwkNjaWUaNGcdNNN+Hp6cno0aOJiYmpjGnUer5eHnw4/RqOpGZzPq+ITk2C8HTXEyEiIr+GxWaz2X55t+o1duxYli5dWt3TEBGRGqS82aDTAxERMTUFnYiImJqCTkRETE1BJyIipqagExERU1PQiYiIqVXKc3RXu6KSUr7dl0JyZgH9W9anRVjZcmjbkzLYkXSemDB/+sWE2h/+Ts7M55t9Kfh5eTCsfUP8vI3/NQVFJXy99wzn84qIbRNGRLCvfawfjqSzLzmLTk2C6NGsbIHshPRc1h5MJdTfmyHtGuDt4Q5AdkERX+05g7W4lCHtGhAWUKcqfhwiItVKQVfBMvOKmPjuJg6cybbXnhjZlhl9m/PXZbv56Mcke31Ay/q8P607aw6kct/HO7CWlALwj68P8OldvfB0d+OmdzZxMiMfgL//bx+v3tSJUR0bc8+C7azce8Y+1tgu4fxzYmcWbkni8c92U/rz05FR9f349K5enMu1MundHzmbaywI/eyKfcyZ2p1+Mc7LjImImImCroLN++G4Q8gBvLTyAK0aBDiEHMC6Q2l8EZ/MP1YesIccGIs5v7rqEH7eHvaQAygutfH0F/vw9nBzCDmApTtOcWPnxjy3Yr895ACOpeXyzrqjHEvLtYccQEFRKX9bvpc1f7iuAo5aRKTmUtBVsF0nzjvVrMWlrDmQ4nL/zcfOkpxZ4FSPP3nefvnyYudyrWw8ctblWN8dTCWnsNh5TiczOZaW61Q/lpZLdkERAXU8XY4nImIGuhmlgrVqWNep5uFmoVdUiMv9OzUJItTfueVOq4YBtGro3HU9oI4HXSODXY51TfMQvD2c/5e2bhhAaxdjRQT74O8iTEVEzERBV8Gm921GRLCPQ+3u66IZ3K4hN3Rs5FDvEhnEmC7h/Hl4G9wuakhQt44HDw9uyf2DYgjxcwzBPw5txchOjZyCc2Cr+gxv35CHrm/pUG9Ytw53DYjmkaGt8PNyt9c93Cw8NqKNOiGIiOlpUedKkF1QxOc7T5Ocmc+AlmFc09y4I7K01MaaA6lsT8ogpoE/Izo0st8ReeBMFl/tPoO/twejuzS23xF5LtfKZztOkZlnZUi7hrQPDwSMOztX7jnD/uQsOkYEMrhtQ9x/TssdSRmsOWDcdfm7zuEE+hqXJs9kFrBs5ykKi0q5oWMjh7tBRURqm/Jmg4JORERqJXUvEBERQUEnIiImp6ATERFTU9CJiIipKehERMTUFHQiImJqCrpKcj7PypHUHEpLHZ/esBaXciQ1m1wXS3UlpOeSmu28HFh6TiHH052X8Mq3lnA4JZuCohKHus1m42haDucuWtvygjOZBZw4l/drD0dEpNbS+k8VzGaz8cz/9rHgxySsJaU0qefDvyZ2plvTeny5O5knlu3hbK4VPy93Hh7ckt/3iyLxbC73LNjO3tNZWCwwon0jXr2pE24WC39eEs/nu05TUmqjZQN/Zk/uSkyDAD76MZGXVh4gu6CYIF9PnrihLeO6RbDnVCYPLNzBsfRcPNwsTOjehGd/1578ohIe+mQHqw+kYrMZq7LMntyVxkE+v3xQIiK1mIKugsVtO8m8jQn270+cy2fmR9tZdk9vHvpkp71LQa61hGdX7KdLZBDPrtjP3tNZANhssGJ3Mk1DfPHz9mDpjlP2sQ6l5HDfxzt4bWJnnvh8Dxce9T+fV8Qfl8TTtWkQdy/YxolzRseD4lIbC7ck0aqBP8fSc/l2f6p9rB1J5/nTknjmz+hZyT8REZHqpaCrYF/vde5SkJZdyIebEh1a8VywbMdpdiQ5dzz4eu8ZlwsuH0zJJm7bCS5dz6ak1MaCzUn2kLvYqn0pLrsXbDiSTp61GF8v/TEQEfPSZ3QVLNjXdcubBnW9XdZD/b3wctFxINjXi0Bf564G7m4W6ge4HqvBZTqGB/l6EuRiXn5eHni664+AiJibfstVsKm9muF1SXj0iwllyrXNaB7q51AP8vVkUs9IJvVo4jTOjL7Nmd6nGZc2F/hd53AmXRPpFHbhQT7ccm0kw9o1dKi7u1m4rXdzZvRt7mKuTRV0ImJ6WtS5EmxLPMc7646RnFnAgJb1uWdgNL5eHqRmFfDm2iNG94KwAO4d2IIWYf6UlNqYt/E4K3Yn4+/twdRezRjctgFgdCGfu+E45/OLGNquAXf0i8LT3Y3Es7m8ueYI+89k0SE8iPsHtaBxkA8FRSW8s+4Yaw6kEOrvze/7RdEr2mjpsyI+mQWbEyksLmV058bcem1TtekRkVpL3QtERMTU1L1AREQEBZ2IiJicgk5ERExNQSciIqamoBMREVNT0ImIiKkp6ERExNRMt8hhmye+Ir+obE3JVg18eej61gzv0AiADzcl8PHmJAqLSxnVqTH3D2qBp7sbW46f4/XVhzielss1zevx6LDWhAf5kJpVwD++Psimo2eJCPbh/kEx9I0JpaTUxn/WHWXp9pO4WSxM7NGEGX2bY7FYWHMghbfWHiU5s4D+Levzx6GtCPbzIiE9l5dXHWRHYgYtGgQwa3BLOjcJoqCohNdXH+bL3cn4eXkwrXdTJvaIBGDZjlPM3XicjDwrQ9s2ZNaQlvh6ebD3dCb/XHWI/clZdIgI5JEhrYhpEEBWQRGvfn2Q1QdSCfX35q7+UTXq2L+KT+biFT9fm9CRMd2cV4YREakopnpg/NKQu8BigXm39SAhPZenvtjnsG1ar6bc2qsZI/79Pdbistc2C/Hlm4f7M+rNjRw4k22ve7hZWHZvH1bsTubt7446jPXo0Fb0aFaPm9/dxMVt6LpGBvHxHddy3cvfcSarrN+cr5c7qx7uz2vfHGbJ9pMOY708viP+3h7cvWC7Q31Yu4b8/XftiX31O7IKynrahfh5sfbR67h3wXa+P5xe44/9Ygkv3uCyLiJyJeXNBlOd0bkKOTBa3yzYnMSxtBynbYu2nsDT3c3hFz1Awtk83t+Y4PCLHspa3yzfddpprI9+TORwSjaX9Fple9J55m087vSLPs9awsItSXy+8xSX+ujHRPxcdC/4et8Z2jQKcAg5gLO5VuZvSnAIud9y7HMr+dgvdvdHW3l7SvfLbhcR+S1MFXRXUlBUQoGLILQWl5Jnde72DZBT4Lqeby2h0MVYedYS8i/p9n1B9mXGyi0sofjSdADyi0pwc51zGFoAABAvSURBVHNeh9JmgxwX3cmv9B5XPvZfN988a/GvPvbLzfeC9BznTugiIhXFVDejXOlgRnZsxMiOjZzq17dpwO+6RDjV69bx4Pa+zQj1d26JM6pzY0Z0aOhc79SIkR0bO9XDg3y4vU9zfDzdHeoWC4zvFkHvnxdddhirY2OXY3VqEsTN10TifkkIerm7MbVXU2LC/J1ec+VjD3eq163jwfS+zV0e+42dw3/1sd/W2/nYLzbvVp3NiUjlcX/qqaeequ5J/JJFixYxceLEX9xvRPtGzP8x0aHmCdw9MJo7+kXRo3k9UrMLOJySgw0bg1qH8Y/xnWgR5k+IvzfxJ86TX1RCizB/Xr+5CzFhAfRsXo+dJ86TnmMlyNeTR4a0YlzXCHpFh5J4Npfj6bm4WyyM6tSYp0a1o314IO4WC3tOZ2ItLqVDeCBv3tKFpiF+dGoSyM4T5zmfV0RYgDdP39ie61qF0TcmlINnsjmRkYe3hxuTrmnCI0Nb0TUymNzCYvYnZ1NcaqNn83r8a2JnmoX6EV3fjx1J58kpLKZJPR9eHt+JTk2C6dsilN2nMknOLMDPy507+0f9v469RZh/pR37xW7o0FA3o4jI/0t5s8FUN6NcsC3hHOk5BfSMCsXHyx1vD8eziXxrCcWlpQTUcWxGWlxSSlZBMfX8nBueZuRa8a/j3Kg0p7AYCzh9nmb9v/buPyqq+s/j+HOGmUGEEUP8teIPRNJU/IWB31zquOL5wlHPrloqCKmZbah0xORkHi3tGKLljxOu2tJqLLYqZrR5zJPH8ixH8wtIGZrKN9AUzR+kzFcBhYFh//DbGD+s0678cHg9/rx35jP33rnOy3v53Pe72kF5ZTWP1RurtraW0go73h7mBldlt+7asbgZaVfv6ueu/d6tUu96zVMdjlpsd+x09DA3uM1pq6hqtfteWl5JfrFNASci/y9tcjLKL4L7+Pzmeg+LG9DwVprJzdjoDz3Q4Ef7F16NTBgBsJiMWEwN32MwGB74GR3aNd6dvJ3ZrUH4ARiNDx6rYyPdyaF17LuPp4WALtZG3ysi8rC51N/oRERE6lPQiYiIS1PQiYiIS1PQiYiIS1PQiYiIS1PQiYiIS3PJxwtaq6pqB59+e5lvi0vp18XK1JF+zufZjhXduNe9wN3EtCd74u/rCUDxzQp25xZju1PFnwd1IyywM3CvFNee45c4c+UWQ/w6MnlED+cjCF+euebsXhAV0pPu3h4ts8MiIq2Agq6Z1NbWMictt07R5d25F8mcN5qM48Ws/FVngbSvf+S/5obSzuzGc1uPOWtF7vjLRRL/3J8Xw/yZ9v5fOHn5bwDsyi3mk28usftf/8Q7XxSw9X/udxb4z2M/8kncU/Tt3LA0mIhIW6CgaybHim406Czw12tl7MkrZuOhH+osv2Ov4b0vf8DT3dSgIPK/HS7Ex9PiDLlfHL9Qyn+fuMx/HDlXZ7mtws6/Z50jecqQh7g3IiKPDgVdMzn3c3mjy89euc3f7tgbLD//c3mjbXoqqmo4/dOtRsfKv2TDXtOwotuDPltEpC3QZJRmEuLfeFmyMf0707tT+0Zf/2Qjpcy6dnAn/IkujY4VGdQdb4+GZcRCH/DZIiJtgYKumTze1cor/9QPw69qL//LsH9g3MBurJ4cVKduZF9fTxaN688rYwMZ0O1+TUgPsxurJwfxTP8uRIX0qjP+nH/0J9S/E0mTgrCY7n+tQ/28eTGsb9PtmIhIK+eS3Qtas/M/l3OiuJTALlYG9/B2Lr91107WX0vwdDcR1s8X0987BTgctRwp/BnbHTtPB/rWKdZ89uotzly5RVAPb/r9qkjyjbJKjhT+TGcvd/4U0AmDoWEDVxGRR12b7l7Qmvn7ejofHfi1Du3MjTYuNRoNPP1450bHGtCtAwO6dWiwvJOXO/88rGFDVRGRtki3LkVExKUp6ERExKUp6ERExKUp6ERExKUp6ERExKUp6ERExKUp6ERExKU1SdA5HA7eeOMNpk2bRmxsLBcuXKizPiMjg8mTJzN16lQOHz7cFJsgIiICNNED44cOHaKqqordu3dz4sQJkpOT2bJlCwAlJSWkp6ezd+9eKisriY6OZvTo0Vgslt8ZVURE5I9rkiu6vLw8wsLCABg2bBinTp1yrsvPz2f48OFYLBasViu9evXi7NmzTbEZIiIiTRN0ZWVleHndb/Tp5uZGdXW1c53Ver8uo6enJ2VlZU2xGSIiIk0TdF5eXpSX3++B5nA4MJlMja4rLy+vE3wiIiIPU5ME3YgRI8jKygLgxIkTPP744851Q4YMIS8vj8rKSm7fvk1RUVGd9SIiIg9Tk0xGGTduHEePHmX69OnU1taSlJTE9u3b6dWrF2PHjiU2Npbo6Ghqa2tJSEjA3d29KTZDRETk0ehHFxoaSo8eajsjIiL3Xb58mezs7N993SMRdCIiIv9XqowiIiIuTUEnIiIuTUEnIiIuTUEnIiIuTUEnIiIuTUHXShUUFJCbm9vSmyGtQFZWFrt37/5D70lJSWHnzp1NtEXysPyR77akpIQVK1Y8cP2ZM2fYtGnTQ9oy16LHC1qplJQUfH19iYqKaulNkUeQzh+R+5qkMoo82Pnz53n99dcxmUy4ubmxdu1aduzYQW5uLrW1tcyaNYsRI0aQmZmJ2Wxm0KBB3L59m40bN+Lu7k7Hjh1JSkqiurqahQsXUltbi91uZ+XKlfTv359169Zx6tQpysvLCQgIYPXq1S29y23WggULeP755wkJCSE/P59Nmzbh6+vLhQsXcDgcLFy4kNDQUCZMmECfPn2wWCzMmDGDNWvWYDKZ6NChA++++y4HDx7k3LlzLF68mM2bN3Po0CFqamqIiopi+vTpbNu2jf3792MymRg5ciSJiYl1tiM5OZm8vDwAJkyYwMyZM1myZAk2mw2bzcb777+Pt7d3SxyiNqf+OTF79mzn9xgXF0fHjh15+umnCQ0NZeXKlXh6etKpUyfc3d1ZsGABixYtIiMjg4kTJxISEkJBQQEGg4HNmzdz+vRpdu3axYYNG9izZw87d+7E4XAwduxY4uPj2bFjBwcPHqS6uhqr1UpKSkqbaY+moGtmX3/9NYMGDWLJkiUcP36cgwcPcunSJXbt2kVlZSVTp04lPT2dSZMm4evrS1BQEGPHjmXnzp107dqVtLQ0tmzZQmhoKFarlXXr1lFYWEhZWRllZWV06NCB7du343A4GD9+PNeuXaNr164tvdtt0nPPPUdmZiYhISFkZmYSFhbG1atXSUpKorS0lJiYGPbv309FRQXz5s1j4MCBrFmzhnHjxjFnzhy++uorbt265Rzv9OnTZGVlsWfPHqqqqli3bh0FBQUcOHCAXbt2YTKZiI+Pr9PM+PDhw1y6dImMjAyqq6uJjo5m1KhRAIwaNYpZs2Y192Fp0+qfEwkJCVy9ehW4d2ty7969WCwWJk2axNq1awkMDGTDhg1cu3atzjjl5eWMHz+e5cuX8+qrr5KVlYWvry8AN27cIDU1lc8++wyLxUJycjJlZWXYbDY+/PBDjEYjc+bM4eTJkwQHBzf7MWgJCrpm9uyzz5KamsqLL76I1WplwIABfP/998TGxgJQXV3NTz/95Hx9aWkpXl5ezrB68sknWb9+PYmJifz444/MmzcPk8lEXFwc7u7u3Lx5k0WLFtG+fXsqKiqw2+0tsp8CYWFhvPPOO9hsNo4fP47D4eCbb74hPz8fuPddl5aWAuDv7w/Ayy+/zNatW5k5cyZdu3ZlyJAhzvHOnz/PkCFDcHNzw8PDg2XLlnHgwAGGDh2K2WwGYOTIkfzwww/O9xQVFTFy5EgMBgNms5mhQ4dSVFRU5zOl+dQ/JwYOHOhc5+fn57zCun79OoGBgQAEBwfz+eefNxjrl/d2796dyspK5/Li4mICAwNp164dAEuXLgXAbDY7fxuuXr3qbJ3WFmgySjP78ssvCQ4OJi0tjYiICD755BNCQ0NJT08nLS2NyMhI/Pz8MBgMOBwOHnvsMcrKyrh+/ToAOTk59OnTh+zsbLp06cK2bduIi4tj/fr1ZGVlceXKFdavX8+iRYu4e/cu+hNsyzEajURERLBixQrCw8MJCAhg/PjxpKenk5qaSkREhPOWodF475/ivn37mDRpEunp6QQGBpKRkeEcr2/fvpw+fRqHw4Hdbmf27Nn4+/uTn59PdXU1tbW15Obm1gmwgIAA521Lu93Ot99+S+/evQEwGAzNdSjk7+qfE25ubnXW/aJbt24UFhYC8N133zU61oO+v169enHu3DmqqqoAeOWVV8jJyeHQoUNs3LiR5cuX43A42tRvg67omtngwYNJTEwkJSUFo9HIe++9x759+4iOjqaiooLw8HC8vLwYPHgwa9euJSAggFWrVhEfH4/BYMDb25vVq1djMBhISEggLS0No9HI/Pnz6d+/P5s3b2bq1KlYLBZ69uzJ9evX6dmzZ0vvdps1ZcoUwsPD+eKLL+jSpQvLli0jJiaGsrIyoqOj6/y4AQQFBbFkyRLat2+P2Wzmrbfecs6+feKJJwgLCyMqKgqHw0FUVBQDBgwgMjLSuSw4OJjw8HDOnj0LwJgxY8jJyWHatGnY7XYiIiIYNGhQsx8Hue/X50ROTk6jr3nzzTdZunSp8zz4I39+8PHxYe7cucTExGAwGBgzZgxBQUF4eHgwefJkLBYLnTt3dv7nuS3QrEsRkVbmo48+IjIyEh8fHzZs2IDZbGbBggUtvVmPLF3RiYi0Mp06deKFF16gffv2WK1WkpOTW3qTHmm6ohMREZemySgiIuLSFHQiIuLSFHQiIuLSFHQijzAV8hX5fZqMIiIiLk2PF4g0o/pFvadMmUJmZiZGo5GSkhKmTZvGjBkzKCgoYNWqVQDOQt6enp6sWrWK/Px87HY78fHxWK1WZyHfAwcOOGsZBgcHs3jxYvLy8hoUifby8mrhoyDSvBR0Is2oflHvoqIirl27xqefforD4WDixIlERESwfPlykpKS6NevH3v27OGDDz5g8ODBlJaW8vHHH1NSUsKOHTt46qmnALDZbKSkpLB37148PDxITEzk6NGjHDlypEGRaAWdtDUKOpFmVL+o9+jRoxk+fLizmG9gYCAXL16kqKiIlStXAvdqVPr7+3P+/HmGDRsGQOfOnUlISCA7OxuAixcvcvPmTV566SXgXnX74uLi3ywSLdJWaDKKSDOqX9Q7NTWVM2fOUFNTw507dygsLKR37974+/uzZs0a0tPTSUxM5JlnnqFv376cPHkSgNu3bzNnzhznuH5+fnTv3p1t27aRnp5OTEwMQ4cO/c0i0SJtha7oRJpR/aLesbGxZGZmMnfuXGw2G3Fxcfj4+LBixQpee+01ampqAHj77bfp06cPx44dIyoqipqaGubPn+8c18fHh1mzZhEbG0tNTQ09evQgMjKSqqqqBkWiRdoazboUaUHZ2dnOySQi0jR061JERFyaruhERMSl6YpORERcmoJORERcmoJORERcmoJORERcmoJORERcmoJORERc2v8Cbka/9+LwfOYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,7))\n", "sns.swarmplot(x=\"species\" , y = \"petal_width\" ,data=iris , size=6)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 291, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Displaying multiple swarmplots using subplot function. \n", "fig1 , axes = plt.subplots(nrows=2,ncols=2 , figsize = (20,20))\n", "sns.swarmplot(x=\"species\" , y = \"petal_width\" , ax = axes[0,0] ,data=iris , size=8)\n", "sns.swarmplot(x=\"species\" , y = \"petal_length\" ,ax = axes[0,1] , data=iris , size=8)\n", "sns.swarmplot(x=\"species\" , y = \"sepal_width\" , ax = axes[1,0] , data=iris, size=8)\n", "sns.swarmplot(x=\"species\" , y = \"sepal_length\" , ax = axes[1,1] , data=iris , size=8)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 292, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
iddietpulsetimekind
01low fat851 minrest
11low fat8515 minrest
21low fat8830 minrest
32low fat901 minrest
42low fat9215 minrest
\n", "
" ], "text/plain": [ " id diet pulse time kind\n", "0 1 low fat 85 1 min rest\n", "1 1 low fat 85 15 min rest\n", "2 1 low fat 88 30 min rest\n", "3 2 low fat 90 1 min rest\n", "4 2 low fat 92 15 min rest" ] }, "execution_count": 292, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exercise.head()" ] }, { "cell_type": "code", "execution_count": 293, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 293, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,7))\n", "sns.swarmplot(x= \"kind\", y = \"pulse\", data = exercise)" ] }, { "cell_type": "code", "execution_count": 294, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 294, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Changing size of data points using \"size\"parameter\n", "plt.figure(figsize=(7,7))\n", "sns.swarmplot(x= \"kind\", y = \"pulse\", size = 9, data = exercise)" ] }, { "cell_type": "code", "execution_count": 295, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 295, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Changing edge color , size and linewidth of data points\n", "plt.figure(figsize=(7,7))\n", "sns.swarmplot(x= \"kind\", y = \"pulse\", size = 9 , linewidth= 2 , edgecolor=\"black\" , data = exercise)" ] }, { "cell_type": "code", "execution_count": 296, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 296, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAb0AAAGrCAYAAABUoUnCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd4VGXexvHvTDpJaCmEQEIPhBJ6kWJBFFwrUWkaRbFgXVldKyq7yr66KquLuiq2FRQEiYqr2GiC0pGEEnoJJKGmkIT0mfePAwkxMwkKmcnJ3J/r4tI5z5zhNzDknuecp1jsdrsdERERD2B1dwEiIiKuotATERGPodATERGPodATERGPodATERGPodATERGPodATERGPodATERGPodATERGP4e3uAn6v/v3706JFC3eXISIidUhaWhqrV6+u8XmmC70WLVqQmJjo7jJERKQOiY+PP6vn6fKmiIh4DIWeiIh4DIWeiIh4DNPd03OkpKSEgwcPUlhY6O5S3MLf35+WLVvi4+Pj7lJEROq0ehF6Bw8eJDg4mNatW2OxWNxdjkvZ7XaOHz/OwYMHadOmjbvLERGp0+rF5c3CwkJCQkI8LvAALBYLISEhHtvLFRH5PepF6AEeGXinefJ7FxH5PepN6ImIiNREofcHFBUVMXToUKZOnUp6errT5/3www8cPnzYhZWJiEh1FHrn4KmnniIyMtJp+0cffUReXp4LKxIRkerUi9GbrpCfn88jjzzCiRMniI6OBiAhIYEpU6YQHh7OU089RVZWFgCTJ08mIyODlJQUHnvsMT755BN8fX3dWb6IiKDQO2uff/45MTExTJo0iaSkpEoLm7711lsMGDCAcePGsW/fPp544glmz55NbGwsU6ZMUeCJiNQRCr2ztHPnToYMGQJA9+7d8fau+KPbsWMHq1atYuHChQCcOHHCLTWKiEj1FHpnqW3btmzcuJFhw4axdetWSktLK7Vdc801XH311Rw/fpx58+YBxlQCu93urpJFpD47sBbWfwDZqRDaAfreAc26uLuqOq/WBrIkJSWRkJAAwJYtWxgyZAgJCQkkJCTwzTffAPD6669zww03MGbMGJKTk2urlPPipptu4vDhw4wdO5aPP/640pJfEydOZOHChSQkJHDHHXfQoUMHAHr27Mmjjz5Kdna2u8oWkfpo5Zvw3jDY+DHsWw7r3oe3L4RNn7m7sjqvVnp6M2bMYMGCBQQEBACwdetWbrvtNm6//fby52zZsoU1a9Ywb948MjIyeOCBB5g/f35tlHNeeHt789JLLzltf/PNN6scmzRpEpMmTarNskTE02QfgO8nVz1uK4Wv/gwxw8Ev2PV1mUSt9PSio6OZPn16+ePNmzezdOlSbrrpJp588kny8vJYv349gwcPxmKxEBkZSVlZGZmZmbVRjohI/bH5M7CXOW4rzoNtX7u2HpOpldAbPnx4pYEecXFxPProo3z88cdERUXxxhtvkJeXR1BQUPlzAgMDyc3NrY1yRETqj8Kcc2v3cC6ZnH7ZZZfRtWvX8v/funUrQUFB5Ofnlz8nPz+f4GB1yUVEqhXVv4b2fq6pw6RcEnoTJkwoH6iycuVKunTpQq9evVixYgU2m4309HRsNhtNmzZ1RTkiIubVYTg06+a4rd1QiOzp2npMxiVTFqZMmcJzzz2Hj48PoaGhPPfccwQFBdGnTx9Gjx6NzWbjmWeecUUpIiLmZrVCwufw1YOw41uw28DqA11GwlXT3F1dnWexm2wiWXx8PImJiZWOpaSkEBsb66aK6gb9GYh4oJw0OJEOTVpDUJi7q3ErR9ngiMdNTrfZ7CxISue9FXvJyCmgeaMAJgxuwzXdI7Fa/9i+dImJiezZs4dHHnnknGo7ceIEd955J4GBgbz//vsOn/PDDz8QFxdHs2bNzun3EpF6oFEL45ecNY/aZcFmszNx1nqe/HwTm9JyOJZXzKa0HJ5I3MTEWeux2dzb6d2xYwfh4eFOAw+0c4OIyLnwqNBbkJTOil3HOFlceY5LQUkZy3ce46tk53vjna3333+f66+/ntGjR/PSSy9RVlbG5ZdfTmlpKUeOHCE2NpasrCyKi4sZOXJk+XnFxcU899xzrFu3jn//+9/s2LGD22+/nfHjxxMfH8+GDRtYunRp+c4NxcXF51yriIin8ajQe2/F3iqBd1pBSRnvLt97Tq+/fft2Fi5cyJw5c5gzZw779+/np59+onfv3mzcuJHly5fToUMHVq5cycqVKxk0aFD5ub6+vjz55JMMGDCABx98kF27dvHYY4/x4Ycfctttt5GYmMjFF19MbGwsL774onZuEBH5Azzqnl5GTsE5tddkz549dO/evXxdzj59+rBz504uv/xyli1bxsGDB5k0aRKLFi3CarVyww03OH2t8PBw3nzzTfz9/cnPz680kV9ERP4Yj+rpNW8UcE7tNWnbti3JycmUlpZit9tZu3Ytbdq0YdCgQaxdu5asrCwuuugitmzZwrZt24iLi3P6WlOnTuXBBx/kxRdfJCYmpny3Bu3cICLyx3lUT2/C4DY8kbiJgpKqlzgDfLy4Y0ibc3r9jh07csUVVzB27FhsNhu9e/dm2LBhWCwWIiIiiIyMxGq10qZNmxon4l9zzTXce++9hISEEBERUb4r++mdG95//30aN258TvWKiHgaj5qnd3r05vKdxyoFX4CPF0M6hPLWzb3/8LQFd9M8PRHxZJqn54DVauGtm3vzVXI67y6vmKd3x5A2XB33x+fpiYiIOXhU6IERfNf2aMG1PTShU0TE03jUQBYREfFsCj0REfEYCj0REfEYCj0REfEYnhd6Nhskz4W3L4KX2hv/TZ5rHHexsrIyJkyYwNixY8nJyXH4nLVr17Jt2zYXVyYiUj95VujZbPDpzfDVnyFjI+QfNf771Z9hboLLg+/o0aNkZWUxe/ZsGjVq5PA58+fP58iRIy6tS0SkvvKsKQubP4M9S6DkZOXjJSdh92LYPB/ibvzdL5uYmMiyZcsoLCwkNTWVO++8k/j4eLZu3cpzzz2Hl5cXfn5+PPfcc0RGRpaf9/TTT7Nv3z6eeeYZ7r33XqZMmUJRURHZ2dncd999REREsHz5crZs2UL79u0rnSsiIr+fZ/X0Vr5RNfBOKzkJK1//wy+dl5fH22+/zX/+8x/eeecdACZPnswzzzzDrFmzGDt2LC+88EKlc5599lnat2/P3//+d/bs2cNtt93GBx98wNNPP83HH39M165dGTJkCH/9618VeCIi54Fn9fROpJ1bezU6deoEQPPmzcv3uju9fx5A3759eeWVV5yeHxYWxn/+8x8+++wzLBYLpaWlf7gWERFxzLN6eg1rWIWlpvZqWCxVlzALDw8vH4Sydu1aWrdu7fT81157jWuvvZaXXnqJ/v37a1cFEZFa4Fk9vQvuMwatOLrE6dMALrj/vP52zz//PM899xx2ux0vLy/+8Y9/OH3uiBEjmDp1Km+//TbNmzcv31Whe/fuvPzyy7Rs2ZJ27dqd1/pERDyNR+2yUD5687eDWXwaQLuhMGomWM3Z+dUuCyLiybTLgiNWK4yeZYzSXPm6cQ+vYQujh9f1etMGnoiInB3PCj0wgi3uxj80NUFERMyt3nRtTHaV9rzy5PcuIvJ71IvQ8/f35/jx4x75w99ut3P8+HH8/f3dXYqIuFr6r7B1ARxJcXclplEvLm+2bNmSgwcPcvToUXeX4hb+/v60bNnS3WWIiKtk7oHPbjdC77TWQ+CG9yEo3H11mUC9CD0fHx/atGnj7jJERGpfWQnMHAlZ+yof37ccZo+FOxe5pSyzqBeXN0VEPEbKgqqBd1raOtj/i0vLMRuFnoiImWQkn1u7h1PoiYiYSVCzGtrDXFOHSSn0RETMpNuN4OXnuC2gKXS80rX1mIxCT0TETILC4No3wPqbcYg+DeD6d8FH05eqUy9Gb4qIeJS4G6FlH/h1JmQfgNAO0DMBGjZ3d2V1nkJPRMSMmraBS59xdxWmo8ubIiLiMRR6IiLiMRR6IiLiMRR6IiLiMRR6IiLiMTR6U0SkLjqwBlK+ArsNOlwGbS+u3J5/DJJmQ85BCGkPcaPAv5E7KjWVWuvpJSUlkZCQUOnYV199xejRo8sfz507l/j4eEaNGsWSJUtqqxQREfOwlcH8O+C9y+CXf8PK1+Gja42dFUoKjeds/xb+1RW+nwyr34JvHoFX44yglGrVSk9vxowZLFiwgICAgPJjKSkpfPbZZ+UbvR49epSZM2cyf/58ioqKGDduHIMGDcLX17c2ShIRMYe178KmeVWP714My16EQQ8ae+mVFlRuL8yGTxPgoU3grZ+jztRKTy86Oprp06eXP87KyuLll1/mySefLD+WnJxMz5498fX1JTg4mOjoaLZt21Yb5YiImMf6D523bfgIkudBSb7j9rxDsOPbWimrvqiV0Bs+fDje3kYnsqysjKeeeoonn3ySwMDA8ufk5eURHBxc/jgwMJC8vLzaKEdExDxOpDlvO3kMsvfXcH76+a2nnqn1gSxbtmxh//79TJkyhaKiInbt2sXUqVMZMGAA+fkV31by8/MrhaCIiEcKi4UDqxy3NWkNEd1qOL/jeS+pPqn1KQtxcXF8/fXXzJw5k2nTptG+fXueeuop4uLiWL9+PUVFReTm5rJ7925iYmJquxwRkbptwMRq2u6FztdBsJOFpcM7Vx3lKZW4bcpCWFgYCQkJjBs3DrvdzqRJk/Dzc7JHlIiIp+gyEjL3GoNWSk+N1rR6Q/+J0O8usFjg5vnw6c2QuafivIhuMPpjo12csthPD6c0ifj4eBITE91dhohI7TqZCTu/N6YwtBtaddsgmw32LoXsVAiNgVYD3VJmXXG22aDJ6SIidVGDptB9jPN2q9UIQ/ldtAyZiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DO2nJyJiNrYyWPk6rPsAcg5ASHvofzf0ud3dldV5Cj0REbNJvAs2f1bx+Og2+N8kOL4bhk91X10moMubIiJmkrahcuCdadV/IPuAa+sxGYWeiIiZbF/ovM1eBju/d10tJqTQExERj6HQExExk05/ct5m8YKY4a6rxYQUeiIiZhLZE7rd6LhtwD3QqKVr6zEZjd4UETGbkW9D8+6w7n3IToXQGOh3F/S5zd2V1XkKPRERs7F6wcAHjF/yu+jypoiIeAyFnoiIeAyFnoiIeAyFnoiIeAyFnoiIeAyFnoiISaVnF7BuXyZHcgvdXYppaMqCiIjJHMkt5PH5m1iy/Qh2O3hbLfypW3OmjuxKsL+Pu8ur0xR6IiImYrPZueW9NWw7lFt+rNRmZ0FSOlkni5k5ob8bq6v7dHlTRMREFm07UinwzrR85zGSD2a7uCJzUeiJiJjIhtSs6tv3V9/u6RR6IiIm0iig+nt2jRronl51FHoiIiZyTfdIvKwWh21Bft5c1jnCxRWZi0JPRMREIhsH8PSVsVh+k3veVgv/F9+NID+NT6yO/nRERExm/KA29IxuwierU0nLLqBtWCA3D2hFTLNgd5dW5yn0RERMqHtUY7pHNXZ3Gaaj0BMRMSObDfYshpyDENIeWg92d0WmoNATETGbQ5vh05sha2/FsWbdYMzH0KSV++oygVobyJKUlERCQgIAu3btYuzYsYwZM4YpU6ZQVlYGwNy5c4mPj2fUqFEsWbKktkoREak/Sgph1vWVAw/g8CaYPQbsdvfUZRK1EnozZsxg8uTJFBUVATBt2jT+8pe/MGfOHAoLC1m8eDFHjx5l5syZzJkzh/fee49p06ZRXFxcG+WIiNQfW7+AvEOO245shT1LXVqO2dRK6EVHRzN9+vTyx9OnT6dv374UFxdz9OhRQkJCSE5OpmfPnvj6+hIcHEx0dDTbtm2rjXJEROqPIynVtx/d7po6TKpWQm/48OF4e1fcLvTy8iItLY2rrrqKrKws2rRpQ15eHsHBFcNrAwMDycvLq41yRETqj0Ytq29vGOmaOkzKZZPTW7Rowffff8/YsWN54YUXCAoKIj8/v7w9Pz+/UgiKiIgD3W4An0DHbUER0PEK19ZjMi4JvYkTJ7Jv3z7A6NFZrVbi4uJYv349RUVF5Obmsnv3bmJiYlxRjoiIeQU0gRs/AJ8GVY+PngleWnuzOi6ZsnDXXXfx+OOP4+PjQ0BAAM8//zxhYWEkJCQwbtw47HY7kyZNws/PzxXliIiYW8xweGgzJM+B7FQI7QDdRoF/Q3dXVudZ7HZzjW+Nj48nMTHR3WWIiEgdcrbZoAWnRUTEYyj0RETEYyj0RETEYyj0RETEYyj0RETEYyj0RETEYyj0RETEYyj0RETEYyj0RETEYyj0RETEY7hk7U0REfkdSotg0zxI+R/Yy6DD5dB9LPgFVTwnbQOs/wCyDxhrb/aZAOGd3FezSSj0RETqkuJ8+Og6OLim4tjO72HtuzD+awgMhdXvwMJHgVNLJ+9ZAuveh/gZ0DXeLWWbhS5viojUJb9Mrxx4px3dBoufh5w0+PZxygPvNFspLHgQirQZd3UUeiIidUnSbOdtm+ZB8lzjkqcjxbmw7evaqaueUOiJiNQlBdnO24rzoOB49ecXVnO+KPREROqUqH7O2yLiIHpg9ee37HN+66lnFHoiInXJoD+Dxctx25C/GLumh3dx3N72YmjRu7YqqxcUeiIidUnrwXDjB9AouuJYUDO4+jXoMhKsXpDwuTGNAYvRbvGCLvEw6iO3lGwmmrIgIlLXdL4WOl0NGRvBVgaRPcDLp6I9uBncNA+yU43RnE3bQHCE++o1EYWeiEhdZLVCi17VP6dxtPFLzppCT0TEjDbOrliRJaQd9J8IsVe5u6o6T6EnImI23zwKa96ueJybDvuWw6XPwJCH3VeXCWggi4iImRxJqRx4Z1r6AuQdcW09JqPQExExk60LnLeVFcP2b1xXiwkp9EREzKSsqIb2EtfUYVIKPRERM2k/rJpGC7Qb6rJSzEihJyJiJq0GOg++HjcZIznFKYWeiIjZjJ4FAx8A/8bG46BmcMlTcM2/3VuXCWjKgoiI2fgEwOXPw6VToOiEEX5W9WHOhkJPRMSsvLyhQVN3V2Eq+mogIiIeQ6EnIiIeQ6EnIiIeQ6EnIiIeQ6EnIiIeQ6EnIiIeQ6EnIiIeQ6EnIiIeQ6EnIiIeQ6EnImJSGTkFrN+fxbG8GrYbknJahkxExGSO5hbxRGIyi7cdwWYHb6uFq+Ka89x1XQn293F3eXVarfX0kpKSSEhIACAlJYVx48aRkJDAhAkTOHbsGABz584lPj6eUaNGsWTJktoqRUSk3rDZ7Nzy/hp+TDECD6DUZueLjenc+/EG9xZnArXS05sxYwYLFiwgICAAgKlTp/L0008TGxvLnDlzmDFjBnfccQczZ85k/vz5FBUVMW7cOAYNGoSvr29tlCQiUi8s3naElIwTDtuW7zxG8sFs4lo2dnFV5lErPb3o6GimT59e/njatGnExsYCUFZWhp+fH8nJyfTs2RNfX1+Cg4OJjo5m27ZttVGOiEi9sT41q9r2Dfurb/d0tRJ6w4cPx9u7ohMZHh4OwIYNG5g1axbjx48nLy+P4ODg8ucEBgaSl5dXG+WIiNQbDWu4Z9cwQPf0quOy0ZvffPMNzz77LO+88w5NmzYlKCiI/Pz88vb8/PxKISgiIlVd2yMSL6vFYVugrxeXd4lwcUXm4pLQ+/LLL5k1axYzZ84kKioKgLi4ONavX09RURG5ubns3r2bmJgYV5QjImJakY0DeOpPsVh+k3veVgv/d30cQX4alF+dWv/TKSsrY+rUqTRv3pwHHngAgL59+/Lggw+SkJDAuHHjsNvtTJo0CT8/v9ouR0TE9G4f3Iae0Y35ZHUqadkFtA0L5OYBregU0dDdpdV5Frvdbnd3Eb9HfHw8iYmJ7i5DRETqkLPNBq3IIiIiHkOhJyIiHkOhJyIiHkOhJyIiHkOhJyIiHkOhJyIiHkOhJyIiHkOhJyIiHkOhJyIiHuOsliErKysjMTGRjIwM+vfvT4cOHWjatGlt1yYiInJenVVP75lnniE9PZ2ff/6Z/Px8HnvssdquS0REqpF9spgPft7L8//byser95NXVOrukkzhrHp6qampTJ06lfXr1zN06FDeeeed2q5LREScWLr9CPd+vIGTxWXlx17+bjsf3NaPHlHaNb06Z9XTKysrIzMzE4C8vDysVt0KFBFxh5yCEu77TeABZJ0s4e6Z6ygps7mpMnM4q/R66KGHGDt2LJs3b2b06NHcd999tV2XiIg4sGBjGvm/CbzTDp8oYlHKERdXZC5ndXmzX79+fPfdd2RmZtKwYUO8vbVJoYiIO6RlF1bbnpFT4KJKzOmsenoLFy7k66+/ZtmyZVx44YW89957tV2XiIg40D486JzaPd1Zhd7777/PwIEDWbBgAUuXLmXJkiW1XZeIiDhwVVxzwoL9HLZ1CA9icPtQF1dkLmcVen5+xh9wYGAgvr6+5Ofn12pRIiLimL+PFx/e1peopgGVjndsFsx7t/bFYrG4qTJzOKubcy1btuT666/n6aef5vXXXycuLq626xIRESe6RDZi6SOX8NPOoxzMKqBdWCAXtA1R4J2Fswq9F154gfz8fAIDA+nWrRuhoeo+i4i4k5fVwiUdw91dhulUG3p/+ctfnH5zeOWVV2qlIBERkdpSbeiNGTPGVXWIiIjUumpDr1+/fgB88cUXLilGRESkNp3VPb3du3cDYLfbSUlJoXHjxlx33XW1WpiIiMj5dlah9/DDD5f/v91u5+677661gkRERGrLWYVecXFx+f8fOXKEgwcP1lpBIiIiteWsQm/EiBHYbDYyMzNp3ry5enoiImJKZ7Uiy+OPP47VaqVt27aUlZURHq65ISIiYj5n1dN78803mTdvHiEhIRw7doyJEycyePDg2q5NRETkvDqrnl7jxo0JCQkBIDQ0lKAgreItIiLmc1Y9vaCgICZMmEDfvn3ZsmULhYWFTJs2DTBWbREREdf6/NeDfLI6lbSsAtqEBTJ+YBsu69zM3WXVeWcVepdeemn5/zdrpj9UERF3mrJgCx/+sq/8cXpOIT/vOs5jIzpxz8Xt3FeYCZxV6I0cObK26xARkbOw83BupcA7079+2MGNfVoSGuR4vz05y3t6IiJSN3yz6ZDTtuIyGz9uPezCasxHoSciYiLFZWU1tNtcVIk5KfREREzkwg5hTtssFhjSrAS+vB9eiIapkfBpAhza5MIK6zaFnoiIifRvG8KFMY6D7/quTWmTeBX8OhMKc6AkH1IWwHvDIW2DiyutmxR6IiIm805Cb+4Y3IaG/sZYxNAgPx4a1oEXGn8OeQ7u+ZXkw+LnXFxl3XRWozdFRKTu8PfxYvJVnXnsik7kFpbSKMAHL6sF/vWN85N2L4GSAvAJcF2hdZB6eiIidVRRaRmFJc4HrnhZLPh5W7FaTh2w26t/wZraPYB6eiIidUxKxgle+m47S7cfwWaHC9qG8PDlMfRp3RQwwvC1H3cyZ+0BMvOLiWjozy0DW3FPzHAs695z/KJtLgTfBi58F3VTrfX0kpKSSEhIqHTsH//4B7Nnzy5/PHfuXOLj4xk1ahRLliyprVJERExj15FcRr21ksXbjMADWLnnOOPeXc36/ZkA3DtrA28u3U1mvrHX6aEThfzz2+38M28EBDoY5OLtD0OfdtVbqNNqJfRmzJjB5MmTKSoqAiAzM5M77riDxYsXlz/n6NGjzJw5kzlz5vDee+8xbdq0SpvVioh4ojeX7Ca3qLTK8eJSG6/+uJN1+zJZtO2Iw3PfSioh7fovIW4M+DQAqw/EXAG3LYSovrVduinUSuhFR0czffr08sf5+fk88MADXHvtteXHkpOT6dmzJ76+vgQHBxMdHc22bdtqoxwREdNYuuOo07YVu46xKMVx4IFxy27x4UCIfxueyoBnjsG4OdCiV22Uakq1EnrDhw/H27vidmFUVBTdu3ev9Jy8vDyCg4PLHwcGBpKXl1cb5YjUPyczIWsf2KpfnUPMx7t8VEpVXhYLPt7O2wG8vTQ+sTpu+9MJCgoiPz+//HF+fn6lEBQRBzL3wiej4aV28Fp3+FdXWPWWu6uS82hE1winbZd1bsafujV32u7jZeHS2PDaKKvecFvoxcXFsX79eoqKisjNzWX37t3ExMS4qxyRuu9kJnx4Jez4Fuyn1lfMTYdvH4MVr7q3Njlv7r24PZGN/Kscb9zAh4cvj6FTRENu6h/t8Nz7L+lAeHDVc6WC26YshIWFkZCQwLhx47Db7UyaNAk/P22HIeLU+g/hRJrjtp9fhf53e/zE4/ogopE/n983iLeW7ea7zYcos9sZ2imciRe1o1VIIADPX9eV7i0b8/Hq/RzMKqBdWBC3DmzNlXHOe4FisNjt5pqtGB8fT2JiorvLEHG9mSNh92Ln7RN+gKh+rqtHpA4522zQHU8Rs/CpYWKxenkiNVLoiZhFl5HO20I7QkQ319UiYlIKPRGz6DISOgyvetw7AK582fX1iJiQ1t4UMQurF4z5BDbOgqRPoTAbWvaFAfdCeCd3VydiCgo9ETPx8obe441fIvK76fKmiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DIWeiIh4DC1DJiJiQkWlZXy35TDp2QW0CQ3k0k7heHupH1MThZ6IiMlsSM3iro/WcyyvqPxYVNMAPhjfl/bhwW6srO7T1wIRERM5WVzKhA/XVgo8gAOZBdzx33XYbHY3VWYOCj0RERP5KimdrJMlDtv2HT/Jsh1HXVyRuSj0RERMZO+xk9W27zue76JKzEn39ETcaENqFotSDgNwaWwzekU3qfmkrP2wad6pTWT7QacrjQ1mpd6x2ews3XGE1XsyaeDrzTU9Iolu2qDac6KaVN/u6RR6Im5QWmbjz59u5OvkjPJjbyzZzZVxzXltdA/no/BWvgnfPwV2W8WxsFi45QsIjqjlqsWVck6WcMsHa0g6kF1+7NXUtndsAAAgAElEQVRFO7j7wnY09PfmRGFplXNaNgngkk7hrizTdHR5U8QNZizfWynwTvs6OYP3Vux1fNKBtfDdE5UDD+BoCnx5fy1UKe707ILNlQIPwG6Ht5bt5p5L2tG4gU+ltoiG/sy4pQ9eVosryzQd9fRE3OCTNfuraUvl7ovaVW1Y/6HzF9z1I2SnQuPocy9O3C7nZAnfbDrktH3D/mx+eXwoXydncDCrgHbhQYzoEoGvt/oxNVHoibhBRnah07a0rALHDScOVvOKdjiRrtCrJ47mFVFcZnPanp5dQANfb27sE+XCquoHhZ6IG7QLC2L74VyHbe3Dg+BkJmz8GA5vMe7V9UyA0BjYs9TxC1q9KW7YmoUb01ix8xh+Plau7BbJBe1CKj/v0CbYOBsKMqFlH4gbDX6azFzXNG/kTwNfL04WlzlsbxcWZAxo+nUW5ByAkPbGZyS4mYsrNR+FnogbjB/UmicSNzlui7XAv3saozNP+/k1uPCvYPUBW9U5WkUdr+PaD3ew7VBFkM5alcrIni145cbuWK0WWPoiLP1HxUlJs+GnV+DWBRDa4by9Nzl3gX7ejOoTxYe/7KvSZrHArRF7YfpllT8Ly6fB2E+g7cWuKtOUdAFYxA3G9ovm7ova4n3GoANvq4WJF7ZlTMq9lQMPjMErP70Ew6eCX6PKbe0v42+2OyoF3mmf/5rGZxsOQurqyoF3Wm46fHHP+XhLcp49fkUnruzWvNKxBr5evHBlG3qvmFj1y09JPnx2O5Q4v3Qu6umJuM0TV8Ry28A2LNl+BIChncJpdnQlrEl1fILdBvnH4OEU2L4QCrIgqh8nQ7ow/+8/OP195q07wKjmHzsv5OBaOLodwjqey9uR88zfx4s3burFpCO5rNyTSZCfF8NimxH86wwoK3J80snjsP0b6Brv2mJNRKEn4kYRjfwZ2++MwSf7alhCKu8w+AZCtxvKD53IKaSo1Pmgh6O5RRB8Fq+r0KuT2ocHV15EOu9w9SfkHandgkxOoSdSlzTrWn17RDdjekLSp+UrsoT2vJWwYD8j3ByIbd4QIrrCzu8cv6bVB8I6nWPh4jIR3Wpor+Ez5OF0T0+kLmnWGdoNddwWGAZp62HW9bBpLuz8HpY8j/dbA7gtLsDhKVYLTBjcBnrfBr5Bjl83bjQEaRUP04i9xvnUlMie0Hqwa+sxGYWeSF1zw/vQ/rLKx0Jj4MJHjRGXv3XyOPekT+bOIW0qTU5u0sCHaaN60Kd1U2gcBeM+hUZnzOuyWKHrDXDly7X0RqRWePtCwhcQEVf5eKtBMHaOe2oyEV3eFKlrAprAzZ/B0R1wZAsEN4foATBvvNNTLBkbeCrem4kXDWXN3kz8fby4oF0I/j5nLETdejD8OQn2rTAGwUT2hCatav/9yPkX0g4mLoeD6yEnFUI66LLmWVLoidRVYTHGr9MKsqp/fkEWIWExXPGbYe6VWL2g7UXnpz5xv5a9jV9y1hR6InVRRjKsefvUiizNodct0KKP8xVZfAIhXINRRGqi0BOpa7Z+aUwytp3eOuZXY+5Vz1vBvxEU5lQ9p+/tRpuIVEsDWUTqkpJC+OqhMwLvDL/+F674Z+VpDT4N4IL7YdjfXFejiImppydSl+xZYiwG7cyhTXDPz3BoszFPr1lXCGjsuvpETE6hJ1KXFOVV3158ql0j9UT+EIVeXZM0B9Z9ACfSjGWh+k+EDpdVf87+lbDydWPwQ2Ao9BhnTEb20l+v6UQPMObP/XZ39FNKogby3+V7SNyQRk5BCb1aNeGuIW3p1vKM+3n7VsDKN4zeYFCYseVMr1vBqrsZ9UryPFj/AWQfMKYw9J8IHUe4u6o6r9Z+KiYlJfHyyy8zc+ZM9u/fz+OPP47FYqFDhw48++yzWK1WXn/9dZYuXYq3tzdPPvkkcXFxNb9wffb1w7D23YrHOQeMJadGvAADnKyEv+kzSLyz4odkTiqkb4C9y2DUTGMfEjGPxlHGl5ZfZ1Vpsod25PY1kSzfk1J+LC27gO82H+LtW3pzScdwY6+8L++t/HlIWw/7lhuT3qV++PYJWPVmxeOcVOPS+GV/h0F/dl9dJlArX/1mzJjB5MmTKSoy1gL8v//7Px566CE++eQT7HY7ixYtYsuWLaxZs4Z58+Yxbdo0/vY3D78Rn5FcOfDO9OPfHM/RKi2Gbx933CtI+coITDGfq141Bqf4nlpk2OIFna7im15vs3zPiSpPLy6z8fevtmIvKYDvnnD8edg8H/Ysq+XCxSWObq8ceGda/LyxE4c4VSuhFx0dzfTp08sfb9myhX79+gFw4YUX8ssvv7B+/XoGDx6MxWIhMjKSsrIyMjOruYFf32390nlbaQHscLBY8P6fIb+a1fO3fHHudYnrefkY++Y9sh3uXQWP7IAxH/P5Tse7aAPsPZbP/nULq5/AvlWfh3qhun/XZcWw7WvX1WJCtRJ6w4cPx9u74sqp3W7HcuoyW2BgILm5ueTl5REUVLEA7unjHsvZ/linlTrYGLKs+NxeU+o230AIjzXu02L06KpjK6npM1TD50XMoaZ/1zX9XPBwLrmzbT3jBnp+fj4NGzYkKCiI/Pz8SseDg4Mdne4Z2l7ivM1ihdAO8OV98EIr+L8oY/JyQBNjnpYzzlbrF1Ma0j7UaVtIoC8tegwDb3/nL9Cums+YuJ6tDH55Hab3hucj4O2LjIFsNan237Wl+p8lGJ2Q//6yj8umLaPT0wsZ8epPzHa2cXE95JLQ69y5M6tXrwbgp59+ok+fPvTq1YsVK1Zgs9lIT0/HZrPRtGlTV5RTN7UbCq2cbAnSZSTMHW8MbijMhqITxj2amfHGtjCOhHeBLto9uT4Z1TeKqKaOtxC6f2h7/BqGOR/wFBEHna+txerkd0u8E75/Co7vMm5hZGyEz++GJf+o/rzWg50HW/cxENq+2tOfSNzEswu2sPNIHoUlNrYdyuWJxE0897+tf/CNmItLQu+xxx5j+vTpjB49mpKSEoYPH07Xrl3p06cPo0eP5oEHHuCZZ55xRSl1l8UCN82FfndVDGAIDIeLnzQuc+U72A25ONfYRXnEixVbxngHQI+b4NavwKeab/1iOo0CfJh79wVc3T0SXy/jn26b0ED+eX0ctw1qYzzp0mfh8uehYQvjsU8DY8rCrQuMe4VSNxxYY3xxdWTFv2re/XzMJzDgXvA7NVWlQShc9Bhc83q1p20/lMuctQcctn3w814OZJ6sqXLTs9jtdru7i/g94uPjSUxMdHcZtau02FhfsUFTY1X8lzo4Dj0wRvZNPmJcAi3INDYKVdjVewXFZZwsLqVpoG/5/fJKbDZ9HuqyH56Fn1913n7tG9Dz5ppf5/TPioAmZzUv9/XFO3n5+x1O25+9unPFFyiTOdts0Ozlusjb15hUXK667yV245fVWj7gQeqR4pPGfbrfTCwP8PUiwNfLyUno81Dn1dDXONUXKS61YceOn7fjv2u7lw+Fvk0J8HL+WSgsKcPbasHby0pNXRxzdYH+GIWeGcQMdzhZGYD2w3TZqj5aM8NYVSVrL/g3Nr71X3LqUreYX8wI+Pk1x21Wb3Y16s8L/13Lku1HsdntDGwXwl8ui6F3K2PcQ1FpGdMX7WL2mlSO5xcT2cifWwa25q4hbbFajZ7/0u1HeG3RTn5NzcbXy8rwrhGM7BHptCSLBYZ2Cj/vb7Wu0bpEZjD4L8bli9/yaQAXP+H6eqR2Lfo7fPOIEXhgDF5a+TrMusG4bCnm12ogdLzSYVNW3J2MnLmXH1OOUGazY7fDz7uOM3bGatbvN+Zh3vfxBl5fsovj+cb0hPScQl5YuI3JX24G4Ieth7n9w7X8mpoNGNNdvkpK54nPNzGiS4TD33dcv2hah9b/L1UKPTMIaQcTfoCu14OXH1i9oeOf4LZvoEUvd1cn51P+MfhluuO21F9gp4NFCsScbvwQLnmqYtBRaAxcOY3nisaQW1h1a6niUhuv/riDdfsy+THF8T3+2WtSST1+kpe+24bNwaXKwyeKaBXagMev6ETLJsZI4NYhDXjmqs48f51nLGKuy5tmEdqhYu1Eu11ratZXe5dVP7l45/fQ8QrX1SO1x9sXLnrU+GWzld+3XfbtD05PWbHrGF0jnW8WbLfDgqQ0dhx2vlvHsu1H+fahC5l4UTtsNnv55VBPoZ6eGxw5UcjhEw5WWDmtKA+y9kOpk5UXHAReSZmNA5knOVFY4vx1845ATtrvrFZcylrD91Drqfu3BVmQnWpMcBbzO2Ogklc1IeRlseDjXX1IeXtV/2Pd54x2Tws8UE/PpVbuPs4LC1NIOpgDQJfIhjw6ohMXxZwaqVmYA989ZeycUFpgDGDoc5txCcTJYBW73c5/lu3m/RX7OJZXhI+Xhcu7RPDsVZ0Jb3hqqPqBtfD9ZDiwyngc3hmGToZOju8piBu1vcSYZlDs5Jt6VF+YPdZYi9VeBg1bGqvq97/LtXVKrRneJYKZq/Y7bBsW24wrujbn34t2OWz38bIQ37MF324+xMYD2Q6fM6Kr43t6nkI9PRfZeCCbWz9YUx54AFvSTzDhw7Ws2nPcuLwx6wb4daYReGAMYFjxL1jwgNPXffHb7fzz2+0cyzN6hSVldr5OzmDMjFUUFJfB4a3w0TUVgQdwZCt8ejPs+L5W3qucA/+GcKmThRo6XgE/TIHt3xiBB3DiICz8q/ORgGI6913SnuaNqs6tbBTgw8OXxxDbvCFj+0U7PTe8oT9PXRmLv0/VH+/tw4O4eUCr816zmSj0XOSNJbsoLq068q7UZmf64p3GNkAH1zg+OWkOZO6pcjj7ZDEf/LzX4Sl7juazICnNmABb4mCVBbsNlr3wu96DuEj/u2Hsp9DmQmgQAs26GqvutOxrhJwjK/4FJdVcMhfTiGjkz+f3DmL8wNZENPQnLNiP0X2i+OK+QXRoZqzW9I+RXXkhvhvdWjSiSQMf+rRqwvSxPXloWAwAfVs3Zf49A7m6eyQhgb60bBLAPRe347OJF9AowLOnOOnypov8ssv5Hlcrdx/H3vIXnF9dtxt7oTVtW+no+v1ZFDkI0tN+3nWc0WnV7KGWtt64f+gX5Pw54h4dR1TdBXvmSOfPL8iCQ8kQ1a926xKXiGjkz5RrujDlmi4O2y0WC2P6RTPGSY8PoEtkI6aP7VlbJZqWenouUt3qGX7eXlh8HS8kXM430BiadXiLseGsrQx/n2pW5AACfLzAp5rXtXprYrsb7T2WT/LBbApLHA9GySkoIelANhk5py53e9fwGanu7/pMmXsrvvCIeBj19FzkqrhIPvxln5O25saOCD+95Phkn0CweBtbkGTuNo41bEm/iycTHhzGkVzHozyv6t4cmsTD8lccv26nK8Hb73e+EzlXm9NyeOqLzSSdGmjQKMCHCYPb8MDQ9lgsFopKy3j+fynMW3+AwhIbFgtc2CGMVztfRZPtTjYIDY2BiG7V/8ZHtsH/HoLUlcZjv4bQ705joJS1+i9QIvWFenouct8l7WkVUnXvu8hG/ky6LAaadYYL7ndwpgX6ToDP76wIPIATB/FZMJG/9y7A28Gw42t7RDK4fSgMfADCYqu+bGC4sSK/uFRGTgE3vbu6PPDA6NFN+2EHry82RuQ99lkyM1ftp7DEuHRtt8OyHUe54adwytpdVvVFvf3hTy9X/xvnH4f/Xl0ReGBsUbX8Ffhxyrm+LRHTUE/PRcKC/fji3kH8d+U+vt9yGJvdzqWx4Ywf2Iaw4FO9reFTjXsy6z805tOFxUD/icZGk7aqKzQAjEh9hc/v/ZL3f97L5rQcmgb6cmOfKOJ7tjBW3w9oAhO+M9ZyTFkAZSXGep0D7oGGztfhk9oxa9V+cgocz6V8d8VeRnSJYEFSusP23ZlFfHnJS8THLoGkT43RvS37wgX3GTusV2fDf53v1LH2XRjyMAQ0/j1vRcSUFHou1CTQl4eGxZSPsHKo87VVN/ucc5Pz56f/SrcIf/41uofz5/g3ggsfMX6JW63dl+W0LaeghG+3HHK4fFT5+QdyiY+/Hfrc/vt+49RVzttKThqDYNpc+PteU8SEFHpm4N/I+FbviE8DY5WOE+lwaLOxnYzW46yzGvpXP3AoNNi3xvPtdju/Hsgmp6CEbi0aERpU9b5senYB2w/lEhbsR9cWjYzPUHVqape66UgKZB8w1ucNaefuakxBoWcGcaOcD3Lpch18cQ9smlcxYTm8C4x8C5rHua5GOSvX9Yzkx5TDDtt6RDXm+l5RvPL9Do7lOV5/s0OzIC59ZRl7juUD4OtlZVTfljx7dRd8vKzkF5XyROImvt6UQdmpLmPn5g1554KraLlpruOiwmKhefdzf3PiOtmpkHjXGfdoLdDhMrjuLQgMcWtpdZ0GspjBoD9DpIP5Nk3bQWEeJM+pCDyAI1tg5nVwMtN1NcpZ+VPX5lwZ17zK8cYNfJg6siu+3lZevD4OXwfrJyZc0IopC7aWBx4YW8bMWpXK1K9TAPjrZ0ksSEovDzyArRknuO77QIrjHFwm9w2Ga/59Ht6ZuExZqTFn88xBSdiNxcjnjHNbWWahnp4Z+AXDbQth4yew7X/GoJYOw6HdUHhrkONzTh43Np4d9KBra5VqWa0Wpo/pyZ+6NufzX9PILSyhT+smJAxoTcSppacujW3GN38ezMyV+0k5lEuzhv6M7hPFil3HyCtyPKBpztpUbuzdkoWbDzlsP5ZXxCfhjzB+9J8gaTYUZBuXwfvdCY2dT3CWOmjb/+C447U3ObAKUldDdH/X1mQiCj2z8Akwpi70nVBxbNs3xnJizmRsrP265HezWi1cGee4x3da+/Bg/nZt5f3N3lq228mzobDExuLtR7BXMwhmU3ouDL4KYq/63TVLHZL+a/XtGRsVetVQ6NUlGclweLMxh67dJVUmDOcUlLBsx1FsNjuDO4QSGhha/es10LX9+qRpYPWDXFo0rn5FlqaBWn3HjA5knmTN3kwC/by4uGM4/mfz774wx1jPt6wU2l4Mwc1cUaopKPTqgpOZMG+8sYHoaQ1bwo0flK+lOOOnPUz7YQcFp5as8vWyMmFwax4L6QDHdzp+3R66vl+fXN+7pdM5fL2iG3Ndjxa8+uNOUjMdLDB+6nwxj5IyG08kbiJxw8HyaSyNAnx4cfgQRlh9wOZgvqd/I8jNgFdioeTUvV+rj7GI+eXPa/NpNJClbph/R+XAA2M1/Vk3QP5xvt2cwdRvUsoDD4wBDP9ZtodvOkwx9t37rUuecjz4RUzropgwbhvUusrx8GA//nlDHFarhX+N7kGwf9Xvso+N6ESniIYuqFLOl39+u43P1h+sNG8zp6CE+xakkzro/8Dym6XjvP2h/z3G3pklFYOdsJXAytdh1ZuuKbyOU0/P3Y5uh92LHLcV5cDGWby/yfnK+f/cFMif7l8Hv34EGUnQIBR63gQtetdSweJOz17dhSu6NufzXw+SU1BCr+gm3Ng7ikYNjEuXvVs1YdHDF/HpmgNszThBWLAfN/aOoltLzcMzk4LiMmavOeCwrcxm59VjfZl27ypjpZ3sVAjtAL1urXbvTVb9Bwbc6/G9PYWeux3ZWkN7CtsPO19iat/xkxT6NcV/yMPnuTCpq/q1aUq/Nk2dtocH+/PApR1cWJGcb2nZBU5H6gJsP5wLYT2MpQvPdCTF+YvmHICiXGOjYg+m0HO34BrWvwxuTrOGfk7Xa2zSwAc/byu/7DrG5vQcQgL9GNE1gkA//dWamd1u56edx9h+6AThwf6M6BpR41ZSZ+NEYQnfbj5E9sliekQ1qTY8xX1CAn3xtloodbImXURDf4pKy/hh62HSswtoExrE0E7heDVs7nyNVb9GxhZlHk4/Gd0tuj+EdYKj26q2WazQ82bG+Fv5+/8c9wiv7h7JNa//zKa0nPJjUxZs4V+jezCss0ZsmVFadgG3f7DW+DZ/SuOvfHh9bC8Gd6hh5F41vkpK57H5yZwsrrg33LtVE969pQ9NahgZKq7VJNCX4V0j+Do5w2F73zZNGfziEo6esa1Yq5AGzOs9hvCMJMcv2vMmbSGFBrLUDTe8D0G/CSiLF1z1KoS049aBrbmyW9U5XQPbhbD9UG6lwAPILSrl3k82cDDL8Sg+qdvunbW+UuABZJ8s4a6Z6zie53jvxJrsOpLHpE83Vgo8gPX7s3h0fvIfrlVqz9+u6UKniOAqx28d2Ip3ftpTKfAA9h8/yZj1nbB3vbHqi0UPhKGTa6tUU1FPry5o1gUe2ACb5sKhTUYAdh8LTVoB4GW18MZNvbhlz3G+23KYMpuNSzqFE9nIn8tfXe7wJYtLbXy69gAPX97Rle9EztHGA9kkHcxx2HayuIzP1h/k7ot+/8LCn6xOdXqpbFHKYdKyC2qc5yeuFRrkx1cPDOa7LYdYtec4gX7eXNM9ki1pJ/jvL/sdnrPneAFLr/kHl/S7A7YugLJiY03O9peBVX0cUOjVHX5BNW4X079tCP3bVkw4/36L4yWnTtt7xhqNYg57j+XV0P7H/k6re12bHfYfy1fo1UE+XlauiovkqriKe/9fJTm+5HnavmP5MGgARA+o7fJMSaFXV5QWGd/MDm8yVmSJGw1BYZWesiU9h+82H6LMbueSjuFENa26E/uZopo24PCJQr74NY3Mk8XEtWjM5V2a4eNgMWOpG6Ka1Px3SvYBY1eNwmxo2Q86XlHpXk1RaRnfbj5kTFkI8uO6ni2q/axYLNT4WZK6I6pp9V9OavoMeTqFXl1wfLexK0J2asWxRX+H696Ebjdgt9t5bH4yc9cdLG9+Y8luhsU2o1d0YzakVt1rz8fLQrCfF4NeWFzpslbb0EA+mtCPlvqHUSf1ad2UThHBbDuUW6XNz9vKjZbF8NrjlXfVCO8CCZ9DcDP2Hssn4b3VHMwqKG/+53fb+ctlMVgtONyg9sIOYQo9E7mmeyQvLNxGbmHVKQ0tGgdwSadwN1RlHvrKXxfMG1858ADKiuDziZC1n1mrUysF3mk/phyme1Rj2ocHVTru523lr8M78vL3O6rcx9lzLJ+/fOpkdJfUCf+5uTfRvwmhBr5evDG8IeFL/1o58MDYSmrB/QDc/8mGSoEHxv3dV77fzqPDO1XZsii2eUNeulH7LppJsL8P7yT0oVFA5bVUmzX0Y8YtffCyevbk85qop+duB9fDISej52wl8OtMPtl0kdPTv0rKYPWTl7J42xE2peUQGuTL1XGRTF+8y+G3eoA1+zLZeTiXDs2qjgwT92sTGsjihy/ih62HT20t5MfV3SNp+N1Dzk/a+QMbt25nS/oJh80lZXbyi0v55YmhfJWUTtbJEnpGNeaimDCs+iFpOhe0C+GXx4fydXIGB7NO0i48iBFdI/Dz1pSEmij03C0ntYb2g6RnFzhtPpZXREmZjcs6N+OyM+blpWVXP10hLbtAoVeHeXtZuaJbc644c6pKTtXefgU7aYeqH9iUll1AaJAftw1qc36KFLcK9PNmVN8od5dhOgo9F7Lb7SzdcZQfth7GboehncK5tGmH6q8xh3agbVggvzq4bwfQskkAJWXG9ITNaTmEBPlxQ+8WtAsLAg47PMdigbahQQ7bpA4L6QB7ljpus3rTrlU04HxZO+MzIeLZFHouUlxq466Z61i6/Wj5sdlrUhnQtikfRw/GK3VF1ZN8AqFnAuODS/g11fGGsFd0i+CSl5dx7IxJy2//tJv7Lm6Hn7eVotKqm8wO7RhOdIgGLphO3wmw/gOwOViTsfN1dGrXhgFtD7FqT2aV5ga+Xozqo16BiAayuMiM5XsqBd5pq/Zk8lbok1V3RWgQCmNnQ1A41/ZowZ8v7YCPV8W9F6sFbrmgFcu2Ha0UeAB2O7yxdDdPXNGpys3ufm2a8vKN3c/fGxPXCY+F698Fv98sGNzuUrjqXwD8e2xPukdV3moqJNCXd2/pQ1iwn6sqFamz1NNzkbnrHG8TAvBB8knum7wY9v8ChzZDULgx98q74ofUpMtiuGlANItSjlBms3NRTBjH84v5aKXjlRnsdtifeZLVT17KD1sPk5lfTLeWjegV3eS8vzdxoS4jjdU1tn8DBdnGJsORPcqbw4P9+fK+QazZm0nKqa2FLo0N1wAHkVMUei5y5ITzNROP5RVjs9mxthoIrQY6fV54sD9j+0WXP3Y0l+tMR3OL8Pfx4uruNezkIObiFwRxo6p9Sk3bD4l4KoWei8Q2D3Y4iRygY7NgrLlpsO6DU2tvhkPPBGMHhlNKymx8nZzBd1sOUWazc0mncPq0aoLFYvTqHP+enr1vlqllpxqfh8NbIDgCet0CLfuc88v+susYn204SPapKQtj+kXrsqd4FJeFXnFxMU888QQHDhwgKCiIZ555huzsbKZOnYqXlxeDBw/m/vvvd1U5LnfnkLbc8/EGh213xJbCG/2h+Iz1EX+dCRc/CRc/RkFxGbd+sIY1eysGKHy/9TCdIoIZ2jGcRduq7p/V0N+b0RrObE57lsLssVByxrSTDf+FS5+FIX/5wy87ZcEWPvxlX/njxduO8N7Pe5k1oT9dW2hndfEMLhvIMnfuXBo0aMDcuXOZPHkyzz33HM8++yyvvPIKs2fPJikpiS1btriqHJe7oltzJl8ZS6Bvxb2VAB8v/np5DDem/Lly4J229B+QkcyM5XsqBd5p2w7lEhrkx2Wdm2E5Y35xVNMAPry9H6FB+gZvOmWlxko8JQ7mWS76Gxzd/ode9uddxyoF3mnZJ0t49DNtLSSew2U9vV27dnHhhRcC0LZtWzZt2kRISAjR0cY9qsGDB7Ny5Uq6dOniqpJc7o4hbRnTL5oVO48Bdi5oF0qjjF/gp2omqCfNIXHTZU6bv96UwaYpl7P3WD5b0k8QEuTLgDYhWmXDrPYshdxqVtFPmg3Dpvzul52/wfnE9q0ZJ0jJOKHL4eIRXBZ6sbGxLFmyhGHDhpGUlERubi5RURWX32Y21bkAABcTSURBVAIDAzlwwPkIx/oiyM+bEV0jKg4UVO3BVVKQRdbJEqfNeUWlFJfZaBsWRFtNPja/mj4PJ2todyK7ms8QQNbJ4j/0uiJm47LQu/7669m9eze33HILvXr1olOnThQUVCyvlZ+fT8OGHvhNM7IXWKxgrzqJHIAWveie1ZifdlSd4wfQKSJYw9Hrk8hegAVwMjopshckz4PkORVTFvrdBU0rlhbbfiiXD3/ZV7610Oi+UXRv2ZjFDu79grFAeWyEB/7bE4/ksnt6mzZtonfv3sycOZNhw4bRunVrfHx8SE1NxW63s2LFCvr0OffRaabTpBV0iXfcFhwJ3ccw8cK2OLtaee8l7WuvNnG90PYQe5XjtkYtYdcPkHgH7PoR0tbBqjfhrSGQuhqAH7ce5urpK5i9JpWkA9n8mHKYOz9aR1r2SRo38HH4smP7RdMk0Le23pFIneKynl6rVq147bXXeP/99wkODmbq1KlkZGTwyCOPUFZWxuDBg+ne3UNXCrn2dWMievJcY2cFgBZ9YORb4BfMwPbBvDqmJ//4OoVDJwoBaBroy6RhHbhGc/Dqn5Fvg08D2Dy/YsmxqP7Q9QZY+Neqzy/Oha//Qsldy3ny800Ul1W9ajB33UFeujGO95bvLZ/f6edtZUzfKJ66MrY2341InWKx253N8qqb4uPjSUxMdHcZtSP3MBzdBkHNILxTlebSMhtJB7MpLbPTI7qxLmvWd7mHjNGawREQ1hE+vRlSvnL69J/+tIhbEh0vMg4wfmBrplzTha3pJ8guKCY2oqF6eFJvnG02aHJ6XRLczPjlhLeXld6ttMqGxwiOMH6dVuRgWssZ8vOr307q9E7bnSN1/048l0Kvjvni1zQ+WZ1Kek4BHcKDGD+oDRfFhFV/UupqWPk6ZCRBYBj0GAe9x4NVPcF6pdVA2LPEcZtfI3p164r3D6sodbJ7cH8tSyai0KtLnv1yM/89YwHpg1kFLNl+lClXd2a8s40/N8+H+XeCvcx4nL3fGOCwdxnc+F8qzVoXc+t9G6yZAfkORmFecB/NQpsyqm8Un6yuOu+zdUgDrumh+78i2lqojtiafqJS4J3phW+3kVPgYJ5VaTEsfLwi8Cq94Jewa9F5rlLcKigMxn8NrYdUHGsQApc+Axc9CsDfr+nC3Re2JcjP+D5rtcClncKZfdcA/H3U8xdRT6+O+GaT81U4CktsLEo5THyvlpUb9v/s+Fv/aVs+hw7DzlOFUieExcD4/0HO/7d373FRlukfxz8zHAUclZOOooYIKSmeUitdMzXNTEszc03SbbO1sjUP29pp2+q3tf3yV7a6aoefWrqKWuyr2morycSs1DRLTE3wAI4EiCgngQFm/xgjkRm1VubAfN+vF3/w3DzDNY7MNffz3Pd1WaDiFETE1WtB5e9n5OEbuzJzWDzZJ8oJDw0kunmwGwMW8SxKeh6istrBbK3euIPN69XO2xUBUHOBcfFeLdrZv5wICfSnizacizSgpOchBsZH8ermQw7HjAYYGF0F7zwAe/9lv5wZPxz6/c6+n8tRcWKATtc1YsQi4i61tTbe+OIwq7dlYyk6TWxUKFOviWV8n5gLnuvrlPQ8xKD4SPrFhjvspnBb91a0f/NGKD1rD9bu9fD9h9D9NnvbmXNFdYVutzZixCLiLg+99S1v7vipiHiGpZi567/hYEEpD93QcI+v/EQLWTyEwWBg+dS+JF/Vsa79UERoIDOHxvNM2Lr6Ce9HlcVQdhxGPAumM5/w/IKgx6/t930CdC9HpKnJsJyql/DO9kr6QX44VeHiiLyLZnoeJDTIn6dv6cajo7pSXGElPCQQfz8jzH/f+Unf/xsmvAH9fwflhRAYBoEhrgtaRFzqo++cV92prrWRti+PO/p3dGFE3kVJzwMFB/jVX17urAODfdD+ZfSHsOjGDk1cpbrKXlzASYGB2lobVTW1592GUGGtIcjfiEF7NZuUC1WOdFKbQM5Q0vMG8SNg1yrHY3FDwc9x9XzxQplpsOk5yNkKfoGQeDMMedzejQMoLK1k/kf7eXvXMcqrariirYn7BndmVJK57iHWbMvm1c0HOVhQhinYn9uubM/s6xMIDdKfe1MwpEs0Cz/JdDhmNMB1l1+ggpOP0z09b/Cr2dCsVcPj/s3guoddH480jv0fwD/G2xMeQE2VfcHSshugJI/SymomvPwFa7blUF5l3+Ky51gx96/eSco2exWWv6Ud4OHU3RwsKAOguKKa///sEHcu20a1g+4L4n16dWjFyLMbUZ/lzqsvI6aVbm+cj5KeN4iIg7s+givG2j/9G/wg4Qb4zfvQro+7o5NLJe0px5eyS47B1qWs/yqHrDPJ7Fz/9/H3FJZWsvhTxzOAHUeK+Pg894LEu/zt172YOzwBcwv7YrXLIkJ4YnQiT4xOdHNknk/XO7xFVALctgJsNvuXUZ9XmpRTRyH/O+fjBz7m06CRTocLSipZ91UOFVbns7mN+/MZ2d3sdFy8R4CfkRlD4pkxJJ6aWht+zrpMSwN65/RA5VXVWE6epspRFRaDwWHCq66p5djJ05RWVrsgQrnkDBeoi2k0XvCNLdDv/H/Ofvqg1CQp4f08mul5kJIKK8+8v5d/fm2hwlpLy5AA7ujfgQeHJRDg5A3NZrPxcvpBln12iPySSgL8DNzQzcyfbkokqnmQw3PEA5nM9kvVlh2Ox7uOZkSz1nyyz3Gt1ZhWzbi9b3sWpB2o65t3rhFXOO/VKOIr9NHPQ9hsNqYu386abT9dojpZbuXvG7OY99Zup+f974f7+esH+8gvsdfZtNbYePebY0x85QsqrOev5ykeZvj/gL+DggKRCdB3Grf0akfvDi0bDPsZDTw2qithwQH80Uk1jmFdoy/cl1HEByjpeYhPvy9gx5Eih2OpXx/lSGHDBQwny6tYvsVxvc6sgjLe2XXsksYojazjNfDbMwuWmoVDi/YwYCbc9SE0a0mQvx+r7u7PrGEJdIwIoWVIgL1t0LSruKGb/V7d5Ks6smzqlVwTF0HLkADio8N49MauLJncR/v1RNDlTY/xeeZxp2M2G3yeVUjHiNB6x3ccKTrvwoXPMo8zoW/7SxajuIC5h33BkhMhgf7MHBbPzGHxTn9mSJfWDOmiS5kijmim5yEu1OAzOMBoz375e+GHDKg9fzUOgGZqGtpk5ZwoJ8Nyyvkl7IpiOPa1ve+eiNTRTM9DjEoyO62y0CzAj6EBGbDoFig8YD/YogP9Bj9GVPMICkoc9807u0qHNA37fyjh0X/u5qszl8JNwf7cNTCWmUPj7Zcvq6tgwxOw43WwlgEGiBsCoxdAyw7uDV7EA2im5yG6tDFx14DYBscNBnjk6mBMqXf8lPAATmUT8PY9PNWnEn8HS5ZH92jLr+IjGzNkcbGCkkomvfplXcIDe8WVBRsO8OLH39sPvDcbvlx8JuEB2CArDV4fDVVO+i6K+BDN9DzIn0Yn0qdjK9Zsy+bYydN0jg5j6oDLuGbbA1DreBn6yOz5vHXvP1m25RC7LaeIDA1i/JUxjO8do4ULTczqrdkUllU5HFu+5TDTezcjZNdqxycXHbaXNOszpfECFPECSnoeZlSSueFlyTe/cH7CsZ30MDfjpYm9GjcwcbuvjjRsMPyjkspqcvekE2c7zzaV7C+V9MTnKem5WnWlvaCwrRbaX+W40Wv+XvsChMh4e3X9oOZw2vF2BgJCwBhAXnEFe3OLiQwLolu7Fo37HMQtwi7QJSEo1EFR8rMFmy5hNCLeSUnPlb5eBR8/AeVntic0awXXPQr9ptm/LzoMqb+DnC/PnGCALqOg6xj4YpHDh6xOHMcf39zN27ssVJ9ppNXVbOKFCT3oatabXFNyc892fJDxg8OxRLOJmF5XwyYzlOQ6foDuExoxOhHvoIUsrvL9R/D2/T8lPLDP3t6fCxmp9lV3b9xyVsIDsMG+f9mXnpt7NnzM8E48VT6Ot3YerUt4AHtzi5n82lZOlju+/yPeacQVrbm5Z9sGx5sH+/PMuO7g5w9jFoKfg/JzV8+AGHXkENFMz1W2vHT+sdoaKHJcXYUjW+Cuf9v35+37l/1n44eTGzeBf/xtp8NTCsuqWP/VUaYN6nQJghdPYDAYWHB7T0Zc0YbUnRaKT1vp1bElyVd1/KmHWvz1MP0z2P4q/LAbwqKhV7L9uIgo6bnMMcfJCYDcb8BynnGw3+frN+2nS6FAxnd51Jw1wzvXN0dP/twoxcMZDAZu7G7mxvO1CIpKgBufd11QIl5ESc9VQiLhVLbjsWatIDTigucXV1jZ/P1xamw2BsRFEB4acN5TIkIDf2GwIiJNk5Keq/ScBJv+6nws6XbY+Aw4WnIeEsGyggTmp6RRXmUfD/QzcvevLqNTZCgHjzvupn1rn5hLFb2ISJOghSyuMmAmdLim4fG2veHaP0LL9vZLUoZzXhL/Zuzo81ee+iCrLuEBVNXUsvjTg1x/RWtMwQ0/uzw4LJ6kmIZtaEREfJlmeq4SGAJT3oG978C+9+z79BJusLeR8T+z2q7vb6HDVbDzDTh1FKIuhz5TeS7FAjjemPzRnjzS5gxm7fZsMizFhIcFclufGHp1uMCeLRERH6Sk50p+AdDtVvuXM62vgJHP1Tu0P2+f0x8/dLyM5sH+zBjivNWMiIjY6fKmF4hu7mDf1RmtQgII8tfLKCJyMfRu6QVuP08j2Al926uwtIjIRVLS8wJTr7mMkd3aNDh+VadwHhya4IaIRES8k+7peQF/PyNLJvfhi6xCPtzzAzW1NoZ0iebahCiMDnrpiYiIY0p6XuTquAiujrvAJnYREXFKSc+LfHesmA/3/ECtzcbgy6Pp01HbEkREfg6XJT2r1cq8efOwWCwYjUaefvpp/P39mTdvHgaDgfj4eJ544gmMRt1mPJfNZuPh1N2kbM+pO7bwk0yGJ7Zm0aTeBGr1pojIRXHZu+WmTZuorq4mJSWF+++/nwULFvDss8/y4IMPsnr1amw2G2lpaa4Kx6v8Y2t2vYT3o4++y+PvGzPdEJGIiHdyWdKLjY2lpqaG2tpaSktL8ff3Z8+ePfTr1w+AQYMG8fnnn7sqHK+yequTQtXA6m3Ox0REpD6XXd4MCQnBYrEwcuRIioqKWLp0Kdu3b6/bYxYaGkpJSYmrwvEqlpOnnY4VlFRSYa0hOMDPhRGJiHgnlyW9FStWMHDgQObMmUNubi5TpkzBarXWjZeVlWEymVwVjleJjQxlV47j3njtWjZTwhMRuUguu7xpMplo3rw5AC1atKC6uprExES2bt0KQHp6OldeeaWrwvEqvxlwmdOxqdc4HxMRkfpcNtObOnUqjzzyCJMmTcJqtTJr1iy6devG448/zgsvvECnTp0YMWKEq8LxKjf3bEdWfimLP82i+kyndKMBft2vA78dGOvm6EREvIfBZrPZ3B3EzzFu3DhSU1PdHYZb5BVXsGFvHrW1Nq5NiKZDRIi7QxIR8QgXmxu0Od2LtDYFc0f/ju4OQ0TEa2lXs4iI+AwlPRER8RlKeiIi4jOU9ERExGco6YmIiM9Q0hMREZ+hpCciIj5DSU9ERHyGkp6IiPgMJT0REfEZSnoiIuIzlPRERMRneF3BaYvFwrhx49wdhoiIeBCLxXJRP+d1rYVERER+KV3eFBERn6GkJyIiPkNJT0REfIaSnoiI+AwlPRER8RlKek1EZWUl69evd3cY0kgWLlzImjVr2Lp1K7Nmzao3tnfvXhYtWuSmyMSTFBQU8Oc//9ndYXg0Jb0moqCgQEnPR3Xt2pUZM2a4OwzxAFFRUUp6F+B1m9N9QWpqKm+99Ra1tbUkJyfz+uuvYzQa6dOnD3PnzmXHjh0899xz+Pv7YzKZmD9/PkuXLiUzM5NFixbpDdALjB07ltdeew2TyUT//v1ZtWoViYmJjB07loEDB5KRkUFZWRlxcXE8++yzDc4/ffo0M2bM4Oabb6Z169akpKTw4osvMnz4cHr37s2hQ4eIiIhg4cKFWK1WHnroIfLz8zGbzWzfvp3PPvvMDc9aHDn77/3QoUN8+eWXAMyaNYuJEydisVjYtGkTFRUVZGdnM23aNMaNG0dycjJdunThwIEDlJaW8tJLL2Gz2Zg9ezbr1q1j9OjR9OvXj/3792MwGFi8eDFhYWE8+eSTZGRkEBkZicViYcmSJcTExLj5X8F1NNPzUCaTiSVLlrBo0SJWrFjBmjVryMvLY8uWLWzYsIHrr7+eVatWMX78eIqLi5k+fTqdO3dWwvMSQ4cOZfPmzezYsYOYmBi2bNlCZmYm7dq1w2QysXz5clJSUti1axd5eXn1zi0vL2f69OlMmjSJMWPG1BvLyclh5syZrF27lhMnTrB7927Wrl1LTEwMKSkpzJgxg8LCQlc+VbkIJpOJNWvW4Ofn53C8tLSUl19+mSVLlvDKK6/UHU9KSmLFihUMGDCA9957r945ZWVljBo1ilWrVhEdHU16ejppaWmcPHmSN998k2eeeYbc3NxGfV6eSDM9DxUbG0t2djYnTpzgnnvuAez/iXNycpg+fTpLly5lypQptG7dmqSkJKqqqtwcsfwcw4cPZ+nSpZjNZmbNmsXKlSux2WyMGjWKb7/9ltmzZxMSEkJ5eTlWq7Xeudu2bePyyy93+Jq3atUKs9kMgNlsprKykqysLAYNGgRAXFwc4eHhjf8E5WeJjY1tcOzsYlldunQB7K/p2a97YmIiAG3atOH48eMNHuPH8R//L1gsFnr27AlAeHg4nTp1unRPwktopuehjEYjMTExmM1mli1bxsqVK5k8eTI9evTg3XffZezYsaxcuZL4+HjWrVuH0WiktrbW3WHLRUpISODo0aN8++23XHvttZSXl5OWlkZgYCC5ubm88MILzJ49m4qKCs6tFDh48GAWLVrEggULGswCDQaDw9/19ddfA5CdnU1RUVHjPTH5RYxG+1txdXU1ZWVlVFVVkZmZWTfu6HW9GOeeFx8fz65duwA4deoUhw8f/mUBezHN9DxYeHg4U6dOJTk5mZqaGtq1a8fIkSOpqqpi3rx5hISEEBAQwFNPPUVERARWq5Xnn3+eP/zhD+4OXS5C3759OXr0KEajkb59+5KZmUlSUhKLFy9mwoQJBAYG0r59e/Lz8xucGxkZyQMPPMAjjzzCtGnTzvt7xo8fz7x587jjjjto27YtQUFBjfWU5L905513cvvttxMTE0Pbtm0v+eMPHjyY9PR0Jk6cSGRkJMHBwQQEBFzy3+PJVHBapInbuXMn5eXlDBw4kMOHD3P33XezYcMGd4clbpCVlcW+ffsYNWoURUVF3HTTTWzcuJHAwEB3h+YySnoiTVxBQQGzZ8/GarVSXV3N73//+7p7fOJbysvLmTNnDoWFhdTU1DB58mTGjh3r7rBcSklPRER8hhayiIiIz1DSExERn6GkJyIiPkNJT8RDpaamMn/+/Lrv09PTWbt27UWdm5WVRXJycmOFJuK1tE9PxEtoxaXIf09JT8TDnThxgvvuu49bb72VI0eOMHHiRObMmUObNm3Iycmhe/fuPPnkk+Tn5zN37lxsNhtRUVHuDlvEI+nypogHKyws5N577+Xhhx+uV4z48OHD/OUvf2H9+vWkp6dTUFDA8uXLuemmm1i5ciXDhg1zY9QinktJT8SDbd68maqqqgZ1VTt06EBYWBh+fn5ERUVRWVnJgQMHSEpKAqB3797uCFfE4ynpiXiwW265heeff57HHnuM06dP1x13VIC4U6dOdYWld+/e7bIYRbyJkp6Ih+vcuTNjxoxx2Ez2bDNnzmTjxo0kJyfzySefuCg6Ee+iMmQiIuIzNNMTERGfoaQnIiI+Q0lPRER8hpKeiIj4DCU9ERHxGUp6IiLiM5T0RETEZyjpiYiIz/gPHQE3efj4CToAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show groups with different colors using \"hue\"\n", "plt.figure(figsize=(7,7))\n", "sns.swarmplot(x= \"kind\", y = \"pulse\", hue=\"diet\", size = 8 , data = exercise)" ] }, { "cell_type": "code", "execution_count": 297, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AgeGenderPeriodUnemployed
016 to 19 yearsMen2005-01-0191000
120 to 24 yearsMen2005-01-01175000
225 to 34 yearsMen2005-01-01194000
335 to 44 yearsMen2005-01-01201000
445 to 54 yearsMen2005-01-01207000
\n", "
" ], "text/plain": [ " Age Gender Period Unemployed\n", "0 16 to 19 years Men 2005-01-01 91000\n", "1 20 to 24 years Men 2005-01-01 175000\n", "2 25 to 34 years Men 2005-01-01 194000\n", "3 35 to 44 years Men 2005-01-01 201000\n", "4 45 to 54 years Men 2005-01-01 207000" ] }, "execution_count": 297, "metadata": {}, "output_type": "execute_result" } ], "source": [ "employment.head()" ] }, { "cell_type": "code", "execution_count": 298, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(11,8))\n", "sns.swarmplot(x=employment.Age ,palette=\"Set1\", y = employment.Unemployed)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 299, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Facet along the columns to show a categorical variable using \"col\" parameter\n", "sns.set(rc={'xtick.labelsize':10,'ytick.labelsize':10,'axes.labelsize':14})\n", "sns.set_style(\"white\")\n", "sns.catplot(x=\"Age\" , y = \"Unemployed\" , col= \"Gender\" , data=employment, kind=\"swarm\" , height=8, aspect=1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
#NameType 1Type 2HPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendaryTotal
01BulbasaurGrassPoison4549496565451False318
12IvysaurGrassPoison6062638080601False405
23VenusaurGrassPoison808283100100801False525
33VenusaurMega VenusaurGrassPoison80100123122120801False625
44CharmanderFireNaN3952436050651False309
\n", "
" ], "text/plain": [ " # Name Type 1 Type 2 HP Attack Defense Sp. Atk \\\n", "0 1 Bulbasaur Grass Poison 45 49 49 65 \n", "1 2 Ivysaur Grass Poison 60 62 63 80 \n", "2 3 Venusaur Grass Poison 80 82 83 100 \n", "3 3 VenusaurMega Venusaur Grass Poison 80 100 123 122 \n", "4 4 Charmander Fire NaN 39 52 43 60 \n", "\n", " Sp. Def Speed Generation Legendary Total \n", "0 65 45 1 False 318 \n", "1 80 60 1 False 405 \n", "2 100 80 1 False 525 \n", "3 120 80 1 False 625 \n", "4 50 65 1 False 309 " ] }, "execution_count": 130, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pokemon.head()" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['#', 'Name', 'Type 1', 'Type 2', 'HP', 'Attack', 'Defense', 'Sp. Atk',\n", " 'Sp. Def', 'Speed', 'Generation', 'Legendary', 'Total'],\n", " dtype='object')" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pokemon.columns" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
HPAttackDefenseSp. AtkSp. DefSpeed
0454949656545
1606263808060
280828310010080
38010012312212080
4395243605065
\n", "
" ], "text/plain": [ " HP Attack Defense Sp. Atk Sp. Def Speed\n", "0 45 49 49 65 65 45\n", "1 60 62 63 80 80 60\n", "2 80 82 83 100 100 80\n", "3 80 100 123 122 120 80\n", "4 39 52 43 60 50 65" ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pokemon1 = pokemon[[ 'HP', 'Attack', 'Defense', 'Sp. Atk','Sp. Def', 'Speed']]\n", "pokemon1.head()" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14,12))\n", "sns.swarmplot(data=pokemon1,size=6)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 2 }