From 9d1d39f149bf3892e5ca9160adf84bed31fbf8e8 Mon Sep 17 00:00:00 2001 From: noah Date: Mon, 30 Jan 2023 18:11:19 -0600 Subject: [PATCH] correlation and matrix plots, generating report --- Schrick-Noah_Learning-Practice-2.ipynb | 141 ++++++++++++++++++++++++- Schrick-Noah_Learning-Practice-2.odt | Bin 70956 -> 169167 bytes Schrick-Noah_Learning-Practice-2.pdf | Bin 0 -> 177978 bytes 3 files changed, 137 insertions(+), 4 deletions(-) create mode 100644 Schrick-Noah_Learning-Practice-2.pdf diff --git a/Schrick-Noah_Learning-Practice-2.ipynb b/Schrick-Noah_Learning-Practice-2.ipynb index 95d6783..900fb76 100644 --- a/Schrick-Noah_Learning-Practice-2.ipynb +++ b/Schrick-Noah_Learning-Practice-2.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,8 @@ "import pandas as pd\n", "import numpy as np\n", "from sklearn.decomposition import PCA\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n" ] }, { @@ -165,7 +166,7 @@ } ], "source": [ - "## Compute mean, median, min, max, and standard deviation for quantitative variables\n", + "## Part b: Compute mean, median, min, max, and standard deviation for quantitative variables\n", "quan_df = cereals_df[[\"calories\", \"sodium\", \"protein\", \"fat\", \"fiber\", \"carbo\", \"sugars\", \"potass\", \"weight\", \"cups\"]]\n", "pd.DataFrame({'mean': quan_df.mean(),\n", "'median': quan_df.median(),\n", @@ -192,7 +193,7 @@ } ], "source": [ - "## Histogram for each of the quant vars\n", + "## Part c: Histogram for each of the quant vars\n", "quant_vars = [\"calories\", \"sodium\", \"protein\", \"fat\", \"fiber\", \"carbo\", \"sugars\", \"potass\", \"weight\", \"cups\"]\n", "rowcounter = 0\n", "colcounter = 0\n", @@ -219,6 +220,138 @@ "plt.show()\n", " \n" ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Box plot of calories of hot vs cold cereals')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "## Part d: Box plot\n", + "ax = cereals_df.boxplot(column='calories', by='type')\n", + "ax.set_ylabel('calories')\n", + "plt.suptitle('') # Suppress the titles\n", + "plt.title('Box plot of calories of hot vs cold cereals')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Box plot of rating by shelf height')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2vao/V1BQYP8j5Zec9f79UkWg5c7S+Dn2CKFJ2bBhg30Px6lTp7Ry5UodOnRITz31lP0ciREjRmjQoEF65plndOTIEfXo0UObNm3SX/7yF02ZMsX+l/VLL72kvXv3avPmzWrevLm6d++u559/Xs8++6zGjBlz2b06FS5evKhf/epXuuOOO3Tw4EG99dZb6t+/v37zm99UO83EiRO1dOlSTZgwQbm5uWrXrp1Wr16tzz77TAsWLLDvxfL391eXLl304YcfqmPHjmrVqpW6detW7Xk+Tz31lN5//30NHTpUjz76qFq1aqV33nlHeXl5+vOf/1zpnKSrNXz4cK1Zs0a33Xabhg0bpry8PC1ZskRdunSx752ry3rU1LRp07Rp0yb169dPDz30kD38duvWTXv37q3RPCIiIvTqq6/qyJEj6tixoz788EPt3btXb7/9tsNJ8JL0X//1X3ryySe1du1aPfTQQ5WGV+X+++/XmTNnNHjwYLVt21ZHjx7VwoUL1bNnT3twr6mgoCAtXrxYv/vd79S7d2/dddddatOmjY4dO6aPP/5Y/fr1qxT+Xe2JJ57QX//6Vw0fPlwTJkxQQkKCiouLtW/fPq1evVpHjhzRNddcU+W0znj/fqkivD7zzDO666675O3trREjRlQ6Dwwm485L1gBnqeryeT8/P6Nnz57G4sWLHS47NoxLlxpPnTrViIiIMLy9vY3rrrvOeO211+zj5ebmGl5eXsYjjzziMF1paalxww03GBEREcZPP/10xXqys7ONiRMnGi1btjSaNWtmjBs3zvjxxx8dxv3l5fOGYRgnT5407rnnHuOaa64xfHx8jPj4eCMzM7PScj7//HMjISHB8PHxqdGl9N99950xZswYo0WLFoafn59x4403GuvXr680nmp5+fxrr71WaVh5ebkxc+ZMIzo62vD19TV69eplrF+/3hg/frwRHR1do/Wo7vL5qmqLjo42xo8f79C2efNmo1evXoaPj4/RoUMH4/e//72Rnp5u+Pn5XXHdKi4n37Nnj5GYmGj4+fkZ0dHRxptvvlntNLfeeqshyfj888+vOH/DMIzVq1cbKSkpRkhIiOHj42NERUUZDz74oHHixAn7OBV9affu3Q7TbtmyxZBkbNmypVL7kCFDjODgYMPPz8/o0KGDMWHCBGPPnj32cZxx+fywYcMqtVfVl8+dO2dkZGQYsbGxho+Pj3HNNdcYN910kzFnzhyHW0tU1X9r+v7Vpk+8+OKLxrXXXmt4eHhwKT0MwzAMi2FwJhngbMuXL9c999yj3bt3O1zFBvdLTU3V119/bb/Kypluu+027du376rOY8HlufL9gzlxjhCAJuvnj0eRLp28/re//c3pD6mVpBMnTujjjz/W7373O6fP26zq8/2DeXGOEIAmq3379powYYLat2+vo0ePavHixfLx8an2cu66yMvL02effabf//738vb2drgBI65Ofbx/AEEIQJP161//Wu+//77y8/Pl6+urxMREzZw5s9KNLq9Gdna27rnnHkVFRemdd96p8h4+qJv6eP8AzhECAACmxTlCAADAtAhCAADAtJr8OULl5eU6fvy4mjdvzu3VAQAwCcMwdO7cOUVERFz2hrFNPggdP35ckZGR7i4DAAC4wffff6+2bdtWO7zJB6GKxxF8//339kcs4OpUPL8rJSWlRo8RANyFvorGgr7qfIWFhYqMjHR4uHZVmnwQqjgcFhQURBByEpvNpoCAAAUFBfELiwaNvorGgr7qOlc6LYaTpQEAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAcKOysjJlZ2dr27Ztys7OVllZmbtLMhWCEAAAbrJmzRrFxsYqOTlZ8+bNU3JysmJjY7VmzRp3l2YaBCEAANxgzZo1GjNmjOLj47V9+3a9//772r59u+Lj4zVmzBjCUD0hCAEAUM/KysqUnp6u4cOHa926derTp4/8/f3Vp08frVu3TsOHD9fjjz/OYbJ6QBACAKCebd++XUeOHNHTTz8tDw/Hr2IPDw9lZGQoLy9P27dvd1OF5kEQAgCgnp04cUKS1K1btyqHV7RXjAfXIQgBAFDPwsPDJUn79++vcnhFe8V4cB2CEAAA9WzAgAFq166dZs6cqfLycodh5eXlmjVrlmJiYjRgwAA3VWgeBCEAAOqZp6en5s6dq/Xr1ys1NVU5OTk6f/68cnJylJqaqvXr12vOnDny9PR0d6lNnpe7CwAAwIxGjRql1atXKz09XTfffLO9PSYmRqtXr9aoUaPcWJ15EIQAAHCTUaNGaeTIkdqyZYs2bNigoUOHatCgQewJqkcEIQAA3MjT01MDBw5UcXGxBg4cSAiqZ5wjBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATMutQejcuXOaMmWKoqOj5e/vr5tuukm7d++2DzcMQ88//7zCw8Pl7++vpKQkHTp0yI0VAwCApsStQej+++9XVlaWVqxYoX379iklJUVJSUn64YcfJEmzZ8/WG2+8oSVLlmjXrl0KDAzUkCFDdOHCBXeWDQAAmgi3BaHz58/rz3/+s2bPnq2bb75ZsbGxmjZtmmJjY7V48WIZhqEFCxbo2Wef1ciRI9W9e3e9++67On78uNatW+eusgEAQBPithsqlpaWqqysTH5+fg7t/v7+2rFjh/Ly8pSfn6+kpCT7sODgYPXp00c7d+7UXXfdVeV8rVarrFar/XVhYaEkyWazyWazuWBNzKdiO7I90dDRV9FY0Fedr6bb0m1BqHnz5kpMTNSLL76ozp07KzQ0VO+//7527typ2NhY5efnS5JCQ0MdpgsNDbUPq8qsWbM0ffr0Su2bNm1SQECAc1fC5LKystxdAlAj9FU0FvRV5ykpKanReG59xMaKFSt077336tprr5Wnp6d69+6tsWPHKjc3t87zzMjIUFpamv11YWGhIiMjlZKSoqCgIGeUbXo2m01ZWVlKTk6Wt7e3u8sBqkVfRWNBX3W+iiNCV+LWINShQwdlZ2eruLhYhYWFCg8P15133qn27dsrLCxMknTy5EmFh4fbpzl58qR69uxZ7Tx9fX3l6+tbqd3b25vO5WRsUzQW9FU0FvRV56npdmwQ9xEKDAxUeHi4fvrpJ23cuFEjR45UTEyMwsLCtHnzZvt4hYWF2rVrlxITE91YLQAAaCrcukdo48aNMgxDnTp10uHDh/XEE08oLi5O99xzjywWi6ZMmaKXXnpJ1113nWJiYvTcc88pIiJCqamp7iwbAAA0EW4NQmfPnlVGRob+/e9/q1WrVho9erRefvll++6sJ598UsXFxZo4caIKCgrUv39/ffLJJ5WuNAMAAKgLtwahO+64Q3fccUe1wy0Wi2bMmKEZM2bUY1UAAMAsGsQ5QgAAAO5AEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKbl1iBUVlam5557TjExMfL391eHDh304osvyjAM+ziGYej5559XeHi4/P39lZSUpEOHDrmxagAA0FS4NQi9+uqrWrx4sd58803985//1KuvvqrZs2dr4cKF9nFmz56tN954Q0uWLNGuXbsUGBioIUOG6MKFC26sHAAANAVe7lz4559/rpEjR2rYsGGSpHbt2un999/XF198IenS3qAFCxbo2Wef1ciRIyVJ7777rkJDQ7Vu3TrdddddbqsdAAA0fm4NQjfddJPefvttffvtt+rYsaO+/PJL7dixQ/PmzZMk5eXlKT8/X0lJSfZpgoOD1adPH+3cubPKIGS1WmW1Wu2vCwsLJUk2m002m83Fa2QOFduR7YmGjr6KxoK+6nw13ZZuDUJPPfWUCgsLFRcXJ09PT5WVlenll1/WuHHjJEn5+fmSpNDQUIfpQkND7cN+adasWZo+fXql9k2bNikgIMDJa2BuWVlZ7i4BqBH6KhoL+qrzlJSU1Gg8twahP/3pT3rvvfe0cuVKde3aVXv37tWUKVMUERGh8ePH12meGRkZSktLs78uLCxUZGSkUlJSFBQU5KzSTc1msykrK0vJycny9vZ2dzlAteiraCzoq85XcUToStwahJ544gk99dRT9kNc8fHxOnr0qGbNmqXx48crLCxMknTy5EmFh4fbpzt58qR69uxZ5Tx9fX3l6+tbqd3b25vO5WRsUzQW9FU0FvRV56npdnTrVWMlJSXy8HAswdPTU+Xl5ZKkmJgYhYWFafPmzfbhhYWF2rVrlxITE+u1VgAA0PS4dY/QiBEj9PLLLysqKkpdu3bV//7v/2revHm69957JUkWi0VTpkzRSy+9pOuuu04xMTF67rnnFBERodTUVHeWDgAAmgC3BqGFCxfqueee08MPP6xTp04pIiJCDz74oJ5//nn7OE8++aSKi4s1ceJEFRQUqH///vrkk0/k5+fnxsoBAEBT4NYg1Lx5cy1YsEALFiyodhyLxaIZM2ZoxowZ9VcYAAAwBZ41BgAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsghFopKytTdna2tm3bpuzsbJWVlbm7JAAA6owghBpbs2aNYmNjlZycrHnz5ik5OVmxsbFas2aNu0sDAKBOCEKokTVr1mjMmDGKj4/X9u3b9f7772v79u2Kj4/XmDFjCEMAgEaJIIQrKisrU3p6uoYPH65169apT58+8vf3V58+fbRu3ToNHz5cjz/+OIfJAACNDkEIV7R9+3YdOXJETz/9tDw8HLuMh4eHMjIylJeXp+3bt7upQgAA6oYghCs6ceKEJKlbt25VDq9orxgPAIDGgiCEKwoPD5ck7d+/v8rhFe0V4wEA0FgQhHBFAwYMULt27TRz5kyVl5c7DCsvL9esWbMUExOjAQMGuKlCAADqhiCEK/L09NTcuXO1fv16paamKicnR+fPn1dOTo5SU1O1fv16zZkzR56enu4uFQCAWvFydwFoHEaNGqXVq1crPT1dN998s709JiZGq1ev1qhRo9xYHQAAdUMQQo2NGjVKI0eO1JYtW7RhwwYNHTpUgwYNYk8QAKDRIgihVjw9PTVw4EAVFxdr4MCBhCAAQKNGEDK5kpISHThwoFbTFJ236vN936nlNXvUzN+3VtPGxcUpICCgVtMAAOAqBCGTO3DggBISEuo07ew6TJObm6vevXvXaXkAADgbQcjk4uLilJubW6tpDp4oUNqqfZp3e7w6hbeo9fIAAGgoCEImFxAQUOs9NB5Hf5Tv9vPq3K2Heka3dlFlAAC4HvcRAgAApkUQAgAApkUQAgAApkUQAgAApkUQAgAApuXWINSuXTtZLJZK/yZNmiRJunDhgiZNmqTWrVurWbNmGj16tE6ePOnOkgEAQBPi1iC0e/dunThxwv4vKytLknT77bdLkqZOnaqPPvpIq1atUnZ2to4fP87DPQEAgNO49T5Cbdq0cXj9yiuvqEOHDho4cKDOnj2rZcuWaeXKlRo8eLAkKTMzU507d1ZOTo769u3rjpIBAEAT0mBuqHjx4kX98Y9/VFpamiwWi3Jzc2Wz2ZSUlGQfJy4uTlFRUdq5c2e1QchqtcpqtdpfFxYWSpJsNptsNptrV8IkSktL7T/ZpmjIKvon/RQNHX3V+Wq6LRtMEFq3bp0KCgo0YcIESVJ+fr58fHzUokULh/FCQ0OVn59f7XxmzZql6dOnV2rftGkTD/t0ku+LJMlLOTk5+mG/u6sBrqzisDvQ0NFXnaekpKRG4zWYILRs2TINHTpUERERVzWfjIwMpaWl2V8XFhYqMjJSKSkpCgoKutoyIenLY2ekfXvUt29f9Yhq5e5ygGrZbDZlZWUpOTlZ3t7e7i4HqBZ91fkqjghdSYMIQkePHtWnn36qNWvW2NvCwsJ08eJFFRQUOOwVOnnypMLCwqqdl6+vr3x9fSu1e3t707mcxMvLy/6TbYrGgN9/NBb0Veep6XZsEPcRyszMVEhIiIYNG2ZvS0hIkLe3tzZv3mxvO3jwoI4dO6bExER3lAkAAJoYt+8RKi8vV2ZmpsaPH2/f0yBJwcHBuu+++5SWlqZWrVopKChIjzzyiBITE7liDAAAOIXbg9Cnn36qY8eO6d577600bP78+fLw8NDo0aNltVo1ZMgQvfXWW26oEgAANEVuD0IpKSkyDKPKYX5+flq0aJEWLVpUz1UBAFA3JSUlOnDgQK2mKTpv1ef7vlPLa/aomX/l81yrExcXxxXRV8ntQQgAgKbkwIEDSkhIqNO0s2s5fm5urnr37l2nZeESghAAAE4UFxen3NzcWk1z8ESB0lbt07zb49UpvEWtloWrQxACAMCJAgICar2XxuPoj/Ldfl6du/VQz+jWLqoMVWkQl88DAAC4A0EIAACYFkEIAACYFkEIAACYFkEIAACYFkEIAACYFkEIAACYFkEIAACYFkEIQJNUVlam7Oxsbdu2TdnZ2SorK3N3SQAaIIIQgCZnzZo1io2NVXJysubNm6fk5GTFxsZqzZo17i4NQANDEALQpKxZs0ZjxoxRfHy8tm/frvfff1/bt29XfHy8xowZQxgC4IAgBKDJKCsrU3p6uoYPH65169apT58+8vf3V58+fbRu3ToNHz5cjz/+OIfJANgRhAA0Gdu3b9eRI0f09NNPy8PD8ePNw8NDGRkZysvL0/bt291UIYCGhiAEoMk4ceKEJKlbt25VDq9orxgPAAhCAJqM8PBwSdL+/furHF7RXjEeABCEADQZAwYMULt27TRz5kyVl5c7DCsvL9esWbMUExOjAQMGuKlCAA0NQQhAk+Hp6am5c+dq/fr1Sk1NVU5Ojs6fP6+cnBylpqZq/fr1mjNnjjw9Pd1dKoAGwsvdBQCAM40aNUqrV69Wenq6br75Znt7TEyMVq9erVGjRrmxOgANDUEIQJMzatQojRw5Ulu2bNGGDRs0dOhQDRo0iD1BACohCAFokjw9PTVw4EAVFxdr4MCBhCAAVeIcIQAAYFoEIQAAYFoEIQAAYFoEIQAAYFoEIQAAYFoEIQAAYFoEIQAAYFoEIQAAYFoEIQAAYFpuD0I//PCDfvvb36p169by9/dXfHy89uzZYx9uGIaef/55hYeHy9/fX0lJSTp06JAbKwYAAE2FW4PQTz/9pH79+snb21sbNmzQN998o7lz56ply5b2cWbPnq033nhDS5Ys0a5duxQYGKghQ4bowoULbqwcAAA0BW591tirr76qyMhIZWZm2ttiYmLs/zcMQwsWLNCzzz6rkSNHSpLeffddhYaGat26dbrrrrvqvWYAANB0uDUI/fWvf9WQIUN0++23Kzs7W9dee60efvhhPfDAA5KkvLw85efnKykpyT5NcHCw+vTpo507d1YZhKxWq6xWq/11YWGhJMlms8lms7l4jcyhtLTU/pNtioason/ST9HQ8bnqfDXdjm4NQv/617+0ePFipaWl6emnn9bu3bv16KOPysfHR+PHj1d+fr4kKTQ01GG60NBQ+7BfmjVrlqZPn16pfdOmTQoICHD+SpjQ90WS5KWcnBz9sN/d1QBXlpWV5e4SgMvic9X5SkpKajRenYJQxV6WX7JYLPL19ZWPj0+N5lNeXq7rr79eM2fOlCT16tVL+/fv15IlSzR+/Pi6lKaMjAylpaU51BoZGamUlBQFBQXVaZ5w9OWxM9K+Perbt696RLVydzlAtWw2m7KyspScnCxvb293lwNUi89V56suq/xSnYJQixYtZLFYqh3etm1bTZgwQS+88II8PKo/Hzs8PFxdunRxaOvcubP+/Oc/S5LCwsIkSSdPnlR4eLh9nJMnT6pnz55VztPX11e+vr6V2r29vfkgdBIvLy/7T7Yp6ktJSYkOHDhQq2mKzlv1+b7v1PKaEDXzr/y5cDlxcXHsRUa94XPV+Wq6HesUhJYvX65nnnlGEyZM0I033ihJ+uKLL/TOO+/o2Wef1enTpzVnzhz5+vrq6aefrnY+/fr108GDBx3avv32W0VHR0u6dOJ0WFiYNm/ebA8+hYWF2rVrlx566KG6lA6gkTpw4IASEhLqNO3sOkyTm5ur3r1712l5ABqPOgWhd955R3PnztUdd9xhbxsxYoTi4+O1dOlSbd68WVFRUXr55ZcvG4SmTp2qm266STNnztQdd9yhL774Qm+//bbefvttSZcOtU2ZMkUvvfSSrrvuOsXExOi5555TRESEUlNT61I6gEYqLi5Oubm5tZrm4IkCpa3ap3m3x6tTeItaLw9A01enIPT5559ryZIlldp79eqlnTt3SpL69++vY8eOXXY+N9xwg9auXauMjAzNmDFDMTExWrBggcaNG2cf58knn1RxcbEmTpyogoIC9e/fX5988on8/PzqUjqARiogIKDWe2g8jv4o3+3n1blbD/WMbu2iygA0ZnUKQpGRkVq2bJleeeUVh/Zly5YpMjJSkvTjjz863BixOsOHD9fw4cOrHW6xWDRjxgzNmDGjLqUCAABUq05BaM6cObr99tu1YcMG3XDDDZKkPXv26MCBA1q9erUkaffu3brzzjudVykAAICT1SkI/eY3v9GBAwe0dOlSffvtt5KkoUOHat26dWrXrp0kcTIzAABo8Op8Q8WYmJhKh8YAAAAakzoHoYKCAn3xxRc6deqUysvLHYbdfffdV10YAACAq9UpCH300UcaN26cioqKFBQU5HBzRYvFQhACAACNQvW3fb6M9PR03XvvvSoqKlJBQYF++ukn+78zZ844u0YAAACXqFMQ+uGHH/Too49y+3kAANCo1SkIDRkyRHv27HF2LQAAAPWqTucIDRs2TE888YS++eYbxcfHV3qw2W9+8xunFAcAAOBKdQpCDzzwgCRVebdni8WisrKyq6sKAACgHtQpCP3ycnkAAIDGqE7nCAEAADQFNd4j9MYbb2jixIny8/PTG2+8cdlxH3300asuDAAAwNVqHITmz5+vcePGyc/PT/Pnz692PIvFQhACAACNQo2DUF5eXpX/BwAAaKzqdI7QjBkzVFJSUqn9/PnzVV5JBgAA0BDVKQhNnz5dRUVFldpLSko0ffr0qy4KAACgPtQpCBmG4fCg1QpffvmlWrVqddVFAQAA1Ida3UeoZcuWslgsslgs6tixo0MYKisrU1FRkf7f//t/Ti8SAADAFWoVhBYsWCDDMHTvvfdq+vTpCg4Otg/z8fFRu3btlJiY6PQiAQAAXKFWQWj8+PGSpJiYGN10002VnjEGAADQmNTpERsDBw60///ChQu6ePGiw/CgoKCrqwoAAKAe1Olk6ZKSEk2ePFkhISEKDAxUy5YtHf4BAAA0BnUKQk888YT+/ve/a/HixfL19dXvf/97TZ8+XREREXr33XedXSMAAIBL1OnQ2EcffaR3331Xt9xyi+655x4NGDBAsbGxio6O1nvvvadx48Y5u04AAACnq1MQOnPmjNq3by/p0vlAZ86ckST1799fDz30kPOqAwDAzfL+U6xia6lLl/Hd6WL7Ty+vOn0110igr5dirgl02fwbozpt7fbt2ysvL09RUVGKi4vTn/70J91444366KOP1KJFCyeXCACAe+T9p1iD5mytt+Wlr97n8mVsefwWwtDP1CkI3XPPPfryyy81cOBAPfXUUxoxYoTefPNN2Ww2zZs3z9k1AgDgFhV7ghbc2VOxIc1ct5zzVq3fulPDb0lUoL+vS5Zx+FSRpny41+V7txqbWgchm82m9evXa8mSJZKkpKQkHThwQLm5uYqNjVX37t2dXiQAAO4UG9JM3a4NvvKIdWSz2ZTfRuod3ZJ79NWzWgchb29vffXVVw5t0dHRio6OdlpRAAAA9aFOl8//9re/1bJly5xdCwAAQL2q0zlCpaWl+sMf/qBPP/1UCQkJCgx0POmK84Tcy9VXONTX1Q0SVzgAAFyrTt9i+/fvV+/evSVJ3377rcOwnz+R/kqmTZum6dOnO7R16tRJBw4ckHTp8R3p6en64IMPZLVaNWTIEL311lsKDQ2tS9mmUJ9XONTH1Q0SVzgAAFynTkFoy5YtTiuga9eu+vTTT///gn62h2Hq1Kn6+OOPtWrVKgUHB2vy5MkaNWqUPvvsM6ctv6mpjysc6uPqBokrHAAArufa4xo1KcDLS2FhYZXaz549q2XLlmnlypUaPHiwJCkzM1OdO3dWTk6O+vbtW9+lNiquvMKBqxsAAE2F24PQoUOHFBERIT8/PyUmJmrWrFmKiopSbm6ubDabkpKS7OPGxcUpKipKO3furDYIWa1WWa1W++vCwkJJl768bTaba1emASgtLbX/dNX6VszX1duzPtYFTRt9CFervvpQfXyumu33oabr6NYg1KdPHy1fvlydOnXSiRMnNH36dA0YMED79+9Xfn6+fHx8Kt2pOjQ0VPn5+dXOc9asWZXOO5KkTZs2KSAgwNmr0OB8XyRJXtqxY4eOuu7eX5KkrKwsl86/PtcFTVNFH8rJydEP+91dDRqj+v4ccuXnqtk+U0tKSmo0nluD0NChQ+3/7969u/r06aPo6Gj96U9/kr+/f53mmZGRobS0NPvrwsJCRUZGKiUlRUFBQVddc0P39fFCzdmXo/79+6trhGvW12azKSsrS8nJyS49NFYf64Km7ctjZ6R9e9S3b1/1iGrl7nLQCNXX51B9fK6a7TO14ojQlbj90NjPtWjRQh07dtThw4eVnJysixcvqqCgwGGv0MmTJ6s8p6iCr6+vfH0rn8Dr7e1tivNZKk429/Lycvn6unqb1ue6oGmiD+Fq1XcfcuXnqtl+H2q6jnW6oaKrFBUV6bvvvlN4eLgSEhLk7e2tzZs324cfPHhQx44dU2JiohurBAAATYVb9wg9/vjjGjFihKKjo3X8+HG98MIL8vT01NixYxUcHKz77rtPaWlpatWqlYKCgvTII48oMTGRK8YAAIBTuDUI/fvf/9bYsWP1448/qk2bNurfv79ycnLUpk0bSdL8+fPl4eGh0aNHO9xQEQAAwBncGoQ++OCDyw738/PTokWLtGjRonqqCAAAmEmDOkcIAACgPhGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaRGEAACAaXm5uwA4l7Xsgjz8flBe4UF5+DVzyTJKS0t1vPS4/nnmn/Lycl0XyisskoffD7KWXZAU7LLlAADMiyDUxBwvPqrAmIV6+gvXL+utT95y+TICY6TjxT2VoFCXLwsAYD4EoSYmIjBaxXmP6PU7e6pDiOv2CH224zP169/PpXuEvjtVpMc+3KuIQdEuWwYAwNwIQk2Mr6efyi9cq5igTurS2jWHk2w2m/K88tS5VWd5e3u7ZBmSVH7hrMovnJavp5/LlgEAMDdOlgYAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKZFEAIAAKbVYB6x8corrygjI0OPPfaYFixYIEm6cOGC0tPT9cEHH8hqtWrIkCF66623FBrKAzgBAK5nLbsgD78flFd4UB5+rnl+o3TpGY7HS4/rn2f+6bJnOOYVFsnD7wdZyy5Ics0jmBqjBhGEdu/eraVLl6p79+4O7VOnTtXHH3+sVatWKTg4WJMnT9aoUaP02WefualSAICZHC8+qsCYhXr6i/pZ3lufvOXS+QfGSMeLeypB7FCo4PYgVFRUpHHjxul//ud/9NJLL9nbz549q2XLlmnlypUaPHiwJCkzM1OdO3dWTk6O+vbt666SAQAmEREYreK8R/T6nT3VIcS1e4Q+2/GZ+vXv57I9Qt+dKtJjH+5VxKBol8y/sXJ7EJo0aZKGDRumpKQkhyCUm5srm82mpKQke1tcXJyioqK0c+fOaoOQ1WqV1Wq1vy4sLJR06YnpNpvNRWvRcJSWltp/ump9K+br6u1ZH+uCpo0+hKvlaXip/MK1igzooOuCgly2HJvNpjyvPMU2j5W3t7dLlnGxqFDlF07L0/Ayxe9DTdfRrUHogw8+0D/+8Q/t3r270rD8/Hz5+PioRYsWDu2hoaHKz8+vdp6zZs3S9OnTK7Vv2rRJAQEBV11zQ/d9kSR5aceOHTrquj9eJElZWVkunX99rguapoo+lJOTox/2u7saNEb1/Tnkys9Vs32mlpSU1Gg8twWh77//Xo899piysrLk5+fntPlmZGQoLS3N/rqwsFCRkZFKSUlRkAvTfEPx9fFCzdmXo/79+6trhGvW12azKSsrS8nJyS77y0Wqn3VB0/blsTPSvj3q27evekS1cnc5aITq63OoPj5XzfaZWnFE6ErcFoRyc3N16tQp9e7d295WVlambdu26c0339TGjRt18eJFFRQUOOwVOnnypMLCwqqdr6+vr3x9fSu1e3t7u/RLu6GoOLbs5eXl8vV19Tatz3VB00QfwtWq7z7kys9Vs/0+1HQd3RaEfvWrX2nfvn0Obffcc4/i4uL03//934qMjJS3t7c2b96s0aNHS5IOHjyoY8eOKTEx0R0lA3CivP8Uq9ha6tJlfHe62P7TVSegVgj09VLMNYEuXQYA53NbEGrevLm6devm0BYYGKjWrVvb2++77z6lpaWpVatWCgoK0iOPPKLExESuGAMaubz/FGvQnK31trz01fuuPJITbHn8FsIQ0Mi4/aqxy5k/f748PDw0evRohxsqAmjcKvYELbizp2JdeEly8Xmr1m/dqeG3JCrQv/Ihc2c5fKpIUz7c6/I9XACcr0EFoa1btzq89vPz06JFi7Ro0SL3FATApWJDmqnbta67w63NZlN+G6l3dEtTnBMBoPZ41hgAADAtghAAADAtghAAADAtghAAADAtghAAADAtghAAADCtBnX5PAAADcl5W5kkaf8PZ126nOLzVu05LYUd/cll97w6fKrIJfNt7AhCAABU47v/Cw9PramPu5N7acXh3S5fSqAvX/0/x9YAAKAaKV0vPeS7Q0gz+Xt7umw5B0+cVfrqfZo7Jl6dwl13k1GeiVcZQQgAgGq0CvTRXTdGuXw5paWXHs/SoU2gS++2jsoIQk1MfRzPro9j2RLHswEArkcQamLq73h2/RzLljieDQBwHb5hmpj6OJ5dX8eyJY5nAwBciyDUxNTH8WyOZQMAmgpuqAgAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEyLIAQAAEzLy90FADAfa9kFefj9oLzCg/Lwa+ay5ZSWlup46XH988w/5eXluo+7vMIiefj9IGvZBUnBLlsOAOcjCAGod8eLjyowZqGe/qJ+lvfWJ2+5fBmBMdLx4p5KUKjLlwXAeQhCAOpdRGC0ivMe0et39lSHENfuEfpsx2fq17+fS/cIfXeqSI99uFcRg6JdtgwAruHWILR48WItXrxYR44ckSR17dpVzz//vIYOHSpJunDhgtLT0/XBBx/IarVqyJAheuuttxQayl9cQGPm6+mn8gvXKiaok7q0dt2hJJvNpjyvPHVu1Vne3t4uW075hbMqv3Bavp5+LlsGANdw68nSbdu21SuvvKLc3Fzt2bNHgwcP1siRI/X1119LkqZOnaqPPvpIq1atUnZ2to4fP65Ro0a5s2QAANCEuHWP0IgRIxxev/zyy1q8eLFycnLUtm1bLVu2TCtXrtTgwYMlSZmZmercubNycnLUt29fd5QMAACakAZzjlBZWZlWrVql4uJiJSYmKjc3VzabTUlJSfZx4uLiFBUVpZ07d1YbhKxWq6xWq/11YWGhpEu7yG02m2tXwiRKS0vtP9mmqIv66kMV83Z1P+V3AleLPuR8Nd2Obg9C+/btU2Jioi5cuKBmzZpp7dq16tKli/bu3SsfHx+1aNHCYfzQ0FDl5+dXO79Zs2Zp+vTpldo3bdqkgIAAZ5dvSt8XSZKXcnJy9MN+d1eDxqiiD+3YsUNHXXeutF1WVpZL51/f64Omh89V5yspKanReG4PQp06ddLevXt19uxZrV69WuPHj1d2dnad55eRkaG0tDT768LCQkVGRiolJUVBQUHOKNn0vjx2Rtq3R3379lWPqFbuLgeN0NfHCzVnX4769++vrhGu+7202WzKyspScnKyS0+Wrq/1QdPF56rzVRwRuhK3ByEfHx/FxsZKkhISErR79269/vrruvPOO3Xx4kUVFBQ47BU6efKkwsLCqp2fr6+vfH19K7V7e3u79IPQTCouQ/by8mKbok7quw+5+vef3wlcLfqQ89V0Oza4R2yUl5fLarUqISFB3t7e2rx5s33YwYMHdezYMSUmJrqxQgAA0FS4dY9QRkaGhg4dqqioKJ07d04rV67U1q1btXHjRgUHB+u+++5TWlqaWrVqpaCgID3yyCNKTEzkijEnKikp0YEDB2o1zcETBbLmH9Y/9/ur/McWtZo2Li6Oc7UAAA2GW4PQqVOndPfdd+vEiRMKDg5W9+7dtXHjRiUnJ0uS5s+fLw8PD40ePdrhhopwngMHDighIaFO0/7XO7WfJjc3V717967T8gCgMajPPzD54/LquTUILVu27LLD/fz8tGjRIi1atKieKjKfuLg45ebm1mqaovNWfbxlp4YNSlQz/8rnY11peQDQlNXnH5j8cXn13H6yNNwrICCg1r9ENptNP/3nlBJvvJ6T+gDgF+rzD0z+uLx6BCEAAJyIPzAblwZ31RgAAEB9IQgBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADTIggBAADT8nJ3AQDM57ytTJK0/4ezLl1O8Xmr9pyWwo7+pEB/X5ct5/CpIpfNG4BrEYQA1Lvv/i84PLVmXz0szUsrDu+uh+VIgb58pAKNDb+1AOpdStcwSVKHkGby9/Z02XIOnjir9NX7NHdMvDqFB7tsOdKlEBRzTaBLlwHA+QhCAOpdq0Af3XVjlMuXU1paKknq0CZQ3a51bRAC0DhxsjQAADAtghAAADAtghAAADAtghAAADAtghAAADAtghAAADAtghAAADAtghAAADAtghAAADAtghAAADAttwahWbNm6YYbblDz5s0VEhKi1NRUHTx40GGcCxcuaNKkSWrdurWaNWum0aNH6+TJk26qGAAANCVuDULZ2dmaNGmScnJylJWVJZvNppSUFBUXF9vHmTp1qj766COtWrVK2dnZOn78uEaNGuXGqgEAQFPh1oeufvLJJw6vly9frpCQEOXm5urmm2/W2bNntWzZMq1cuVKDBw+WJGVmZqpz587KyclR37593VE2AABoIhrU0+fPnj0rSWrVqpUkKTc3VzabTUlJSfZx4uLiFBUVpZ07d1YZhKxWq6xWq/11YWGhJMlms8lms7myfNOo2I5sTzR0FU+fLy0tpb+iQeNz1flqui0bTBAqLy/XlClT1K9fP3Xr1k2SlJ+fLx8fH7Vo0cJh3NDQUOXn51c5n1mzZmn69OmV2jdt2qSAgACn121mWVlZ7i4BuKzviyTJSzk5Ofphv7urAa6Mz1XnKSkpqdF4DSYITZo0Sfv379eOHTuuaj4ZGRlKS0uzvy4sLFRkZKRSUlIUFBR0tWVCl1J2VlaWkpOT5e3t7e5ygGp9eeyMtG+P+vbtqx5RrdxdDlAtPledr+KI0JU0iCA0efJkrV+/Xtu2bVPbtm3t7WFhYbp48aIKCgoc9gqdPHlSYWFhVc7L19dXvr6+ldq9vb3pXE7GNkVD5+XlZf9JX0VjwOeq89R0O7r1qjHDMDR58mStXbtWf//73xUTE+MwPCEhQd7e3tq8ebO97eDBgzp27JgSExPru1wAANDEuHWP0KRJk7Ry5Ur95S9/UfPmze3n/QQHB8vf31/BwcG67777lJaWplatWikoKEiPPPKIEhMTuWIMAABcNbcGocWLF0uSbrnlFof2zMxMTZgwQZI0f/58eXh4aPTo0bJarRoyZIjeeuuteq4UAAA0RW4NQoZhXHEcPz8/LVq0SIsWLaqHigAAgJk0iJOlAeBKSkpKdODAgVpNc/BEgaz5h/XP/f4q/7FFraaNi4vjlhuACRCEADQKBw4cUEJCQp2m/a93aj9Nbm6uevfuXaflAWg8CEIAGoW4uDjl5ubWapqi81Z9vGWnhg1KVDP/yrfVuNLyADR9BCEAjUJAQECt99DYbDb99J9TSrzxeu7NAqBKbr2PEAAAgDsRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGkRhAAAgGk1+afPG4YhSSosLHRzJU2HzWZTSUmJCgsLeaI3GjT6KhoL+qrzVXzvV+SA6jT5IHTu3DlJUmRkpJsrAQAA9e3cuXMKDg6udrjFuFJUauTKy8t1/PhxNW/eXBaLxd3lNAmFhYWKjIzU999/r6CgIHeXA1SLvorGgr7qfIZh6Ny5c4qIiJCHR/VnAjX5PUIeHh5q27atu8tokoKCgviFRaNAX0VjQV91rsvtCarAydIAAMC0CEIAAMC0CEKoNV9fX73wwgvy9fV1dynAZdFX0VjQV92nyZ8sDQAAUB32CAEAANMiCAEAANMiCAEAANMiCAEAANMiCKHGtm3bphEjRigiIkIWi0Xr1q1zd0lAlWbNmqUbbrhBzZs3V0hIiFJTU3Xw4EF3lwU4WLx4sbp3726/iWJiYqI2bNjg7rJMhyCEGisuLlaPHj20aNEid5cCXFZ2drYmTZqknJwcZWVlyWazKSUlRcXFxe4uDbBr27atXnnlFeXm5mrPnj0aPHiwRo4cqa+//trdpZkKl8+jTiwWi9auXavU1FR3lwJc0enTpxUSEqLs7GzdfPPN7i4HqFarVq302muv6b777nN3KabR5J81BgBnz56VdOlLBmiIysrKtGrVKhUXFysxMdHd5ZgKQQhAk1ZeXq4pU6aoX79+6tatm7vLARzs27dPiYmJunDhgpo1a6a1a9eqS5cu7i7LVAhCAJq0SZMmaf/+/dqxY4e7SwEq6dSpk/bu3auzZ89q9erVGj9+vLKzswlD9YggBKDJmjx5stavX69t27apbdu27i4HqMTHx0exsbGSpISEBO3evVuvv/66li5d6ubKzIMgBKDJMQxDjzzyiNauXautW7cqJibG3SUBNVJeXi6r1eruMkyFIIQaKyoq0uHDh+2v8/LytHfvXrVq1UpRUVFurAxwNGnSJK1cuVJ/+ctf1Lx5c+Xn50uSgoOD5e/v7+bqgEsyMjI0dOhQRUVF6dy5c1q5cqW2bt2qjRs3urs0U+HyedTY1q1bNWjQoErt48eP1/Lly+u/IKAaFoulyvbMzExNmDChfosBqnHfffdp8+bNOnHihIKDg9W9e3f993//t5KTk91dmqkQhAAAgGlxZ2kAAGBaBCEAAGBaBCEAAGBaBCEAAGBaBCEAAGBaBCEAAGBaBCEAAGBaBCEAAGBaBCEAjdaECROUmpp6VfNYvny5WrRo4dD29ttvKzIyUh4eHlqwYMFVzR9Aw8azxgDgZwoLCzV58mTNmzdPo0ePVnBwsLtLAuBCBCEA+Jljx47JZrNp2LBhCg8Pd3c5AFyMQ2MAGrzVq1crPj5e/v7+at26tZKSklRcXGwfPmfOHIWHh6t169aaNGmSbDabfZjVatXjjz+ua6+9VoGBgerTp4+2bt1a5XKWL1+u+Ph4SVL79u1lsVh05MgRV64aADdjjxCABu3EiRMaO3asZs+erdtuu03nzp3T9u3bVfG86C1btig8PFxbtmzR4cOHdeedd6pnz5564IEHJEmTJ0/WN998ow8++EARERFau3atfv3rX2vfvn267rrrHJZ15513KjIyUklJSfriiy8UGRmpNm3a1Ps6A6g/BCEADdqJEydUWlqqUaNGKTo6WpLse20kqWXLlnrzzTfl6empuLg4DRs2TJs3b9YDDzygY8eOKTMzU8eOHVNERIQk6fHHH9cnn3yizMxMzZw502FZFXucJKlNmzYKCwurp7UE4C4EIQANWo8ePfSrX/1K8fHxGjJkiFJSUjRmzBi1bNlSktS1a1d5enraxw8PD9e+ffskSfv27VNZWZk6duzoME+r1WoPPADMjSAEoEHz9PRUVlaWPv/8c23atEkLFy7UM888o127dkmSvL29Hca3WCwqLy+XJBUVFcnT01O5ubkOYUmSmjVrVj8rAKBBIwgBaPAsFov69eunfv366fnnn1d0dLTWrl17xel69eqlsrIynTp1SgMGDKiHSgE0NgQhAA3arl27tHnzZqWkpCgkJES7du3S6dOn1blzZ3311VeXnbZjx44aN26c7r77bs2dO1e9evXS6dOntXnzZnXv3l3Dhg2rp7UA0FBx+TyABi0oKEjbtm3Trbfeqo4dO+rZZ5/V3LlzNXTo0BpNn5mZqbvvvlvp6enq1KmTUlNTtXv3bkVFRbm4cgCNgcWouAYVAADAZNgjBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATIsgBAAATOv/A6W7zDOBU8E8AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "## Part e: Box Plot\n", + "ax = cereals_df.boxplot(column='rating', by='shelf')\n", + "ax.set_ylabel('rating')\n", + "plt.suptitle('') # Suppress the titles\n", + "plt.title('Box plot of rating by shelf height')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " calories sodium protein fat fiber carbo sugars potass \\\n", + "calories 1.000 0.301 0.019 0.499 -0.293 0.258 0.567 -0.072 \n", + "sodium 0.301 1.000 -0.055 -0.005 -0.071 0.298 0.059 -0.043 \n", + "protein 0.019 -0.055 1.000 0.208 0.500 -0.025 -0.292 0.564 \n", + "fat 0.499 -0.005 0.208 1.000 0.017 -0.300 0.302 0.200 \n", + "fiber -0.293 -0.071 0.500 0.017 1.000 -0.380 -0.139 0.912 \n", + "carbo 0.258 0.298 -0.025 -0.300 -0.380 1.000 -0.471 -0.365 \n", + "sugars 0.567 0.059 -0.292 0.302 -0.139 -0.471 1.000 0.001 \n", + "potass -0.072 -0.043 0.564 0.200 0.912 -0.365 0.001 1.000 \n", + "weight 0.696 0.309 0.216 0.215 0.247 0.138 0.456 0.420 \n", + "cups 0.087 0.120 -0.244 -0.176 -0.513 0.367 -0.049 -0.502 \n", + "\n", + " weight cups \n", + "calories 0.696 0.087 \n", + "sodium 0.309 0.120 \n", + "protein 0.216 -0.244 \n", + "fat 0.215 -0.176 \n", + "fiber 0.247 -0.513 \n", + "carbo 0.138 0.367 \n", + "sugars 0.456 -0.049 \n", + "potass 0.420 -0.502 \n", + "weight 1.000 -0.200 \n", + "cups -0.200 1.000 \n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "## Part f: correlation table and matrix plot\n", + "quan_corr = quan_df.corr().round(3)\n", + "print(quan_corr)\n", + "fig, ax = plt.subplots()\n", + "fig.set_size_inches(11, 7)\n", + "sns.heatmap(quan_corr, annot=True, fmt=\".1f\", cmap=\"RdBu\", center=0, ax=ax)" + ] } ], "metadata": { diff --git a/Schrick-Noah_Learning-Practice-2.odt b/Schrick-Noah_Learning-Practice-2.odt index fcddd4c9081b05a800c2fa700d939a6ccbad432c..a3ab9e988d6f0d1b1fc045e6913a9c806b07de34 100644 GIT binary patch delta 108509 zcmbsQWl&{3ur>_C49?&%xHGuBGq}6EySuY-cXx-u-QC^Y-Q8VYX6|#oI`#bhQnhO( zy|Oy#PABPH>0MR=GFc1-BP0GD1Q`ej0tiS6m?s8C?EBXv&IXv_f1da;?udW0G0{x_ zOG%PJ0EUA8zh6b;Cv71B|M-7tR*3%(?SthXj}2h5h2VH6xON$73$*441m%5fw6qX-u3f!l-Sy{JR^dN<%j6Y~b(5SyxRgyl1ZYhXOiS-q4ll-zp{&#K~E zBO?zW13@HLdVqOx$zJh43iU9N8;e*u6{oq8LJJ9`1If9FWZQyIxjC$U?Gx!-{x`2uuz#DJ(zM(!wp6F&Q0< zOX{8QwF=R0C+N^HP6N0UJ~4Gy*5UPDI@DNULS0*v$^e4gM2WEem*~2kT%>wfv+!}z 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