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- "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -53,11 +54,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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77oObbzbhpFUr2LtX4UTOUuaAsm3bNnr16kV0dDQOh4M1a9aU+Hzw4ME4HI4Sr+7du5e45sSJE8TFxRESEkJYWBjDhg0jNzf3on4RERHxct9+C9deC08/bcb33GPaO02a2FqWeKcyB5RTp07RvHlz5s6de95runfvztGjR12vZcuWlfg8Li6OTz/9lI0bN7Ju3Tq2bdvGyJEjy169iIj4hjVroEULSE2FsDBYtco8QhwUZHdl4qXKvAalR48e9OjR43evCQoKIioq6pyfff7556xfv57du3fTunVrAJ5//nluuukmnnrqKaKjo8takoiIeKu8PJg82YQRgDZt4M03oWFDW8sS7+eRNShbtmwhIiKCv/71r4wZM4bjx4+7PktJSSEsLMwVTgBiY2MJCAggNTX1nN8vLy8Pp9NZ4iUiIl7um2+gY8f/hpNJk+CDDxROpFTcHlC6d+/O66+/TnJyMk888QRbt26lR48eFBUVAZCZmUlERESJr6lcuTLh4eFkZmae83smJSURGhrqesXExLi7bBERcae33jItnT17IDwc3nkHnnoKAgPtrkx8hNsfM+7Xr5/r31dccQVXXnklTZo0YcuWLXTt2vWCvmdiYiITJ050jZ1Op0KKiIg3OnPGzJS88IIZd+gAy5aB/pstZeTxx4wbN25MnTp1OHjwIABRUVEcO3asxDWFhYWcOHHivOtWgoKCCAkJKfESEREv89VX0L79f8NJYiJs3qxwIhfE4wHl+++/5/jx49StWxeA9u3bk52dTVpamuuaTZs2UVxcTNu2bT1djoiIeMKyZdCyJaSnQ506sH49/OtfUKWK3ZWJjypziyc3N9c1GwJw6NAh0tPTCQ8PJzw8nGnTptG3b1+ioqL4+uuveeCBB/jzn/9Mt27dALjsssvo3r07I0aMYN68eRQUFDB27Fj69eunJ3hERHzNL7/AvfeanWABOneGJUvgT3+yty7xeQ7LsqyyfMGWLVvo0qXLWe/Hx8fz4osv0rt3b/bt20d2djbR0dHceOONPPbYY0RGRrquPXHiBGPHjmXt2rUEBATQt29fZs+eTc2aNUtVg9PpJDQ0lJycHLV7RETs8sUXcPvtsH8/OBzw8MMwZQpU1ikqcm5l+ftd5oDiDRRQRERs9vrr5nC/06chMhIWL4bYWLurEi9Xlr/fOotHRERK79QpGDIE4uNNOOna1aw7UTgRN1NAERGR0tm/H66+GhYuhIAAmD4dNmyA8zyBKXIx1CgUEZHfZ1kwfz6MG2cWxdata57a6dzZ7srEjymgiIjI+Z08CaNHw9KlZtytm1l/8psdwUXcTS0eERE5t/R0aN3ahJNKlSApCf79b4UTKReaQRERkZIsC156CcaPN6cR16tnWjodO9pdmVQgCigiIvJfOTkwciSsWGHGPXvCokVQu7a9dUmFoxaPiIgYaWlmu/oVK8xmazNnmlOIFU7EBppBERGp6CwL5syB++6D/Hxo0ACWL4d27eyuTCowBRQRkYrs559h2DBYvdqMe/c2jxTXqmVrWSJq8YiIVFSpqaals3q1OXX42Wdh1SqFE/EKmkEREaloLAueeQYmT4bCQmjcGN580zxSLOIlFFBERCqS48fNWTpr15rx3/8Or74KoaH21iXyG2rxiIhUFDt2QIsWJpwEBcELL5gndhROxAspoIiI+LviYnjiCejUCTIy4NJLISUFxowBh8Pu6kTOSS0eERF/9uOPcNddsH69Gffvb3aJDQ62ty6RP6CAIiLir7ZtM4HkyBGoWhWef948UqxZE/EBavGIiPiboiL45z+hSxcTTpo2hV27YPhwhRPxGZpBERHxJ1lZEBcHyclmHB8Pc+dCjRr21iVSRgooIiL+IjnZhJOsLKhe3TylEx9vd1UiF0QtHhERX1dUBFOnwg03mHDyt7/B7t0KJ+LTNIMiIuLLjhyBAQNg61YzHj4cnnvOzKCI+DAFFBERX7VhAwwaZB4lrlnTPD48YIDdVYm4hVo8IiK+prAQEhOhe3cTTpo3h7Q0hRPxK5pBERHxJRkZZm+TDz804zFjYNYss8+JiB9RQBER8RXvvmt2hT1xwuwE++qrcMcddlcl4hFq8YiIeLuCArj/frj5ZhNOWrWCffsUTsSvaQZFRMSbffcd3HknpKaa8bhxMHOmOY1YxI8poIiIeKs1a2DIEMjOhrAwmD8fbrvN5qJEyodaPCIi3iY/H8aPN2EkOxvatDEtHYUTqUAUUEREvMk330CHDmazNYBJk+CDD6BhQ1vLEilvZQ4o27Zto1evXkRHR+NwOFizZo3rs4KCAiZPnswVV1xBjRo1iI6O5q677uLIkSMlvkfDhg1xOBwlXjNmzLjoX0ZExKe99Ra0aAF79kCtWvDOO/DUUxAYaHdlIuWuzAHl1KlTNG/enLlz55712enTp9m7dy+PPPIIe/fuZdWqVRw4cIBbbrnlrGunT5/O0aNHXa9x48Zd2G8gIuLrzpyBhAS4/XZwOuGaayA9HXr1srsyEduUeZFsjx496NGjxzk/Cw0NZePGjSXemzNnDm3atOHw4cPUr1/f9X5wcDBRUVFl/fEiIv7lq6/M48Lp6WY8eTI89hhUqWJrWSJ28/galJycHBwOB2FhYSXenzFjBrVr16ZFixbMnDmTwsLC836PvLw8nE5niZeIiM9btgxatjThpE4deO89mDFD4UQEDz9mfObMGSZPnkz//v0JCQlxvX/PPffQsmVLwsPD2bFjB4mJiRw9epRZs2ad8/skJSUxbdo0T5YqIlJ+fvkF7r0XXnnFjDt1gqVL4U9/srcuES/isCzLuuAvdjhYvXo1vXv3PuuzgoIC+vbty/fff8+WLVtKBJTfmj9/PqNGjSI3N5egc2w+lJeXR15enmvsdDqJiYkhJyfnd7+viIjX+eIL09L55BNwOOChh2DqVKisbanE/zmdTkJDQ0v199sj/48oKCjgjjvu4LvvvmPTpk1/WETbtm0pLCzk22+/5a9//etZnwcFBZ0zuIiI+JTXXzeH+50+DRERsGQJxMbaXZWIV3J7QPk1nHz11Vds3ryZ2rVr/+HXpKenExAQQEREhLvLERGx36lTMHYsLFxoxtdfD4sXQ926tpYl4s3KHFByc3M5ePCga3zo0CHS09MJDw+nbt26/P3vf2fv3r2sW7eOoqIiMjMzAQgPDycwMJCUlBRSU1Pp0qULwcHBpKSkMGHCBAYOHEitWrXc95uJiHiDTz81LZ3PPoOAANPOeeghqFTJ7spEvFqZ16Bs2bKFLl26nPV+fHw8jz76KI0aNTrn123evJnrrruOvXv3cvfdd/PFF1+Ql5dHo0aNGDRoEBMnTix1G6csPSwREVtYFixYYGZOfvnFzJYsXQrXXWd3ZSK2Kcvf74taJGsXBRQR8WonT5q1JkuWmPGNN8Ibb5h1JyIVWFn+fussHhERd/roI2jd2oSTSpUgKcnsb6JwIlImeq5NRMQdLAteftnsb5KXB/XqmY3YOna0uzIRn6SAIiJysZxOGDECVqww4549zRM7derYWpaIL1OLR0TkYqSlme3qV6wwm63NnGlOIVY4EbkomkEREbkQlgVz5sB990F+PjRoAMuXQ7t2dlcm4hcUUEREyio7G4YNg1WrzPjWW80jxdrLScRt1OIRESmLXbugRQsTTqpUgWefhdWrFU5E3EwBRUSkNCwLnnnGPJXz7bfQuDHs2GGe2nE47K5OxO+oxSMi8kdOnIDBg2HtWjP++9/h1VchNNTWskT8mWZQRER+T0oKXHWVCSdBQfDCC+aJHYUTEY9SQBEROZfiYnjySbj2WsjIgEsvhZ07zRb2aumIeJxaPCIiv/XjjxAfb7aoB+jfH156CYKD7a1LpAJRQBER+V/btplAcuQIVK0Kzz9vHinWrIlIuVKLR0QETEvn8cehSxcTTpo2NY8UDx+ucCJiA82giIhkZcGgQbBxoxnfdRfMnQs1a9pbl0gFpoAiIhXbpk0QFweZmVC9ugkmgwfbXZVIhacWj4hUTEVFMHUqxMaacPK3v8Hu3QonIl5CMygiUvEcOWJmTbZsMePhw+G558wMioh4BQUUEalY/u//YOBA8yhxzZrm8eEBA+yuSkR+Qy0eEakYCgvhoYege3cTTpo3h7Q0hRMRL6UZFBHxf99/b/Y22b7djEePNgf/Va1qb10icl4KKCLi3/79b/PY8PHjZifYV1+FO+6wuyoR+QNq8YiIfyoogAcegJ49TThp2RL27VM4EfERmkEREf9z+DD062dOIgYYNw5mzjSnEYuIT1BAERH/8s47Zi+Tn3+G0FCYPx/69LG7KhEpI7V4RMQ/5OfDxIlw660mnLRpY1o6CiciPkkBRUR836FD0LGjeTIHTFD54ANo1MjeukTkgqnFIyK+bdUqGDoUcnKgVi1YtAh69bK7KhG5SJpBERHfdOaMWfzat68JJ9dcA+npCicifkIBRUR8z8GDJpDMmWPGDzxgztWpX9/WskTEfdTiERHfsnw5jBwJJ09CnTrw+uvQo4fdVYmIm2kGRUR8wy+/wKhRZsv6kyfh2mtNS0fhRMQvlTmgbNu2jV69ehEdHY3D4WDNmjUlPrcsiylTplC3bl2qVatGbGwsX331VYlrTpw4QVxcHCEhIYSFhTFs2DByc3Mv6hcRET924AC0awcvvwwOBzz8MGzaBH/6k92ViYiHlDmgnDp1iubNmzN37txzfv7kk08ye/Zs5s2bR2pqKjVq1KBbt26cOXPGdU1cXByffvopGzduZN26dWzbto2RI0de+G8hIv5r8WJo1Qo+/hgiImDDBnjsMaisDrWIP3NYlmVd8Bc7HKxevZrevXsDZvYkOjqaSZMmcd999wGQk5NDZGQkCxcupF+/fnz++edcfvnl7N69m9atWwOwfv16brrpJr7//nuio6P/8Oc6nU5CQ0PJyckhJCTkQssXEW92+jSMHQsLFphxly6wZAnUrWtvXSJywcry99uta1AOHTpEZmYmsbGxrvdCQ0Np27YtKf85EyMlJYWwsDBXOAGIjY0lICCA1NTUc37fvLw8nE5niZeI+LFPP4WrrzbhxOGARx+FjRsVTkQqELcGlMzMTAAiIyNLvB8ZGen6LDMzk4iIiBKfV65cmfDwcNc1v5WUlERoaKjrFRMT486yRcRbWJYJJVdfDZ99BlFRkJwMU6dCpUp2Vyci5cgnnuJJTEwkJyfH9crIyLC7JBFxt9xciI83u8L+8gvccAN89JFp7YhIhePWgBIVFQVAVlZWifezsrJcn0VFRXHs2LESnxcWFnLixAnXNb8VFBRESEhIiZeI+JGPP4bWreGNNyAgAB5/HNavN4tiRaRCcmtAadSoEVFRUSQnJ7veczqdpKam0r59ewDat29PdnY2aWlprms2bdpEcXExbdu2dWc5IuLtLAteesmcPHzggHlseMsW+Mc/TFARkQqrzM/p5ebmcvDgQdf40KFDpKenEx4eTv369Rk/fjz//Oc/ufTSS2nUqBGPPPII0dHRrid9LrvsMrp3786IESOYN28eBQUFjB07ln79+pXqCR4R8RNOp9kR9s03zbhHD7MrbJ069tYlIl6hzAFlz549dPmfnvDEiRMBiI+PZ+HChTzwwAOcOnWKkSNHkp2dTceOHVm/fj1Vq1Z1fc2SJUsYO3YsXbt2JSAggL59+zJ79mw3/Doi4hP27oU77oCvvzaLX5OSYNIkzZqIiMtF7YNiF+2DIuKjLAvmzjVhJD/fHO63fDn8pwUsIv6tLH+/tRWjiJSP7GwYNgxWrTLjW24xjxSHh9taloh4J82niojn7doFLVqYcFKlCjzzDKxZo3AiIuelGRQR8RzLgmefhcmToaAAGjaEFSvMRmwiIr9DAUVEPOPECRgyBN55x4z79IHXXoOwMFvLEhHfoBaPiLhfSgpcdZUJJ4GBMGcOvPWWwomIlJoCioi4T3ExzJwJnTpBRgY0aWLCSkKCOfRPRKSU1OIREff46Se46y547z0zvvNOePll0FYAInIBNIMiIhfvgw9MS+e996BqVbN9/bJlCicicsEUUETkwhUXm4P9rrsOfvgB/vpXSE01W9irpSMiF0EtHhG5MFlZMGgQbNxoxoMGwQsvQM2a9tYlIn5BAUVEym7zZhgwADIzoVo1s3394MGaNRERt1GLR0RKr6gIpk2D2FgTTi6/HPbsMfudKJyIiBtpBkVESufoURg4EDZtMuOhQ+H556F6dXvrEhG/pIAiIn9s40YTTo4dgxo1YN48MxYR8RC1eETk/AoL4eGHoVs3E06uvNK0dBRORMTDNIMiIuf2ww/Qv7/Z4wRg1ChzCnG1avbWJSIVggKKiJztvffMrrA//QTBwWZH2H797K5KRCoQtXhE5L8KCmDyZLjpJhNOWrSAtDSFExEpd5pBERHj8GHT0tmxw4zHjjUH/1Wtam9dIlIhKaCICKxdazZaO3ECQkPhtdegb1+7qxKRCkwtHpGKLD8fJk2CW24x4eTqq2HvXoUTEbGdZlBEKqpDh8zakl27zHj8eHjiCQgMtLUsERFQQBGpmFavNtvT5+RArVqwcKGZRRER8RJq8YhUJHl5MG4c9Oljwkn79rBvn8KJiHgdBRSRiuLgQbjmGpgzx4wfeAC2boUGDeytS0TkHNTiEakIVqyA4cPh5EmoXRtef93sdSIi4qU0gyLiz375BUaPhjvvNOHk2mshPV3hRES8ngKKiL86cADatYOXXgKHAx56CDZtgnr17K5MROQPqcUj4o8WLzYzJ6dOQUSEGd9wg91ViYiUmmZQRPzJ6dMwbBgMGmTCSZcupqWjcCIiPkYBRcRffPaZ2Ql2/nzT0nn0Udi4EerWtbsyEZEyc3tAadiwIQ6H46xXQkICANddd91Zn40ePdrdZYhUHJYFCxZA69YmpERFQXIyTJ0KlSrZXZ2IyAVx+xqU3bt3U1RU5Brv37+fG264gdtvv9313ogRI5g+fbprXL16dXeXIVIx5ObC3XfDG2+Y8Q03mH9HRtpbl4jIRXJ7QLnkkktKjGfMmEGTJk3o3Lmz673q1asTFRXl7h8tUrF8/LF5fPiLLyAgAB57DB580PxbRMTHefS/ZPn5+SxevJihQ4ficDhc7y9ZsoQ6derQrFkzEhMTOX369O9+n7y8PJxOZ4mXSIVlWfDyy9C2rQknf/oTbN4M//iHwomI+A2PPma8Zs0asrOzGTx4sOu9AQMG0KBBA6Kjo/n444+ZPHkyBw4cYNWqVef9PklJSUybNs2TpYr4BqcTRo2C5cvNuEcPsytsnTr21iUi4mYOy7IsT33zbt26ERgYyNq1a897zaZNm+jatSsHDx6kSZMm57wmLy+PvLw819jpdBITE0NOTg4hISFur1vEK+3bB3fcYc7UqVQJkpJg0iTNmoiIz3A6nYSGhpbq77fHZlC+++473n///d+dGQFo27YtwO8GlKCgIIKCgtxeo4hPsCx48UWYMAHy8yEmBt5805xELCLipzwWUBYsWEBERAQ9e/b83evS09MBqKu9GkTOlpNjDvl76y0zvuUW80hxeLi9dYmIeJhHAkpxcTELFiwgPj6eypX/+yO+/vprli5dyk033UTt2rX5+OOPmTBhAp06deLKK6/0RCkivmvPHtPSOXQIqlSBJ56A8ePNJmwiIn7OIwHl/fff5/DhwwwdOrTE+4GBgbz//vs8++yznDp1ipiYGPr27cvDDz/siTJEfJNlwezZcP/9UFAADRualk6bNnZXJiJSbjy6SNZTyrLIRsSnnDgBQ4fC22+bcZ8+8NprEBZma1kiIu5Qlr/fWv4v4i127oQWLUw4CQyE5583a08UTkSkAlJAEbFbcTE89RRcey0cPgxNmkBKCowdq/UmIlJheXSjNhH5Az/9BIMHw7vvmvGdd5pdYtW6FJEKTgFFxC7bt0P//vD99xAUZBbGjhihWRMREdTiESl/xcVmF9jrrjPh5C9/gdRUGDlS4URE5D80gyJSno4dg0GD4P/+z4wHDjS7xNasaW9dIiJeRgFFpLxs2QIDBsDRo1CtGsyda9afaNZEROQsavGIeFpREUyfDl27mnBy+eWwezcMGaJwIiJyHppBEfGkzEyIi4NNm8x4yBCzv0mNGvbWJSLi5RRQRDzl/fdNODl2zASSF180609EROQPqcUj4m6FhfDww3DjjSacXHGFOfhP4UREpNQ0gyLiTj/8YBbCbttmxqNGwTPPmEWxIiJSagooIu6yfr2ZJfnpJ/PY8CuvQL9+dlclIuKT1OIRuVgFBfDgg9CjhwknLVrA3r0KJyIiF0EzKCIX4/Bhs139jh1mnJBgDv6rWtXeukREfJwCisiFWrvWbLR24gSEhsJrr0HfvnZXJSLiF9TiESmr/HyYNAluucWEk9atTUtH4URExG00gyJSFt9+C3feCbt2mfH48fDEExAYaGdVIiJ+RwFFpLRWrzY7webkQFgYLFwIt95qd1UiIn5JLR6RP5KXB/fcA336mHDSrh2kpyuciIh4kAKKyO/5+mvo0MGcnwNw//1mE7YGDeytS0TEz6nFI3I+K1bAiBHgdELt2rBoEfTsaXdVIiIVgmZQRH7rzBkYM8YshnU6oWNH09JROBERKTcKKCL/68svzRqTefPA4YB//AM2b4Z69eyuTESkQlGLR+RXS5eaw/1yc+GSS2DxYnMisYiIlDvNoIicPg3Dh0NcnAkn111nWjoKJyIitlFAkYrt88+hbVuzTb3DAVOmwPvvQ3S03ZWJiFRoavFIxbVoEdx9t5lBiYqCJUvg+uvtrkpERNAMilREubnmkL/Bg004iY01LR2FExERr6GAIhXLJ5/A1Veb2ZOAAHjsMVi/HiIj7a5MRET+h1o8UjFYFrz6qtmy/swZs8Zk2TLo1MnuykRE5BzcPoPy6KOP4nA4SryaNm3q+vzMmTMkJCRQu3ZtatasSd++fcnKynJ3GSL/dfKkeUJn5EgTTrp3Ny0dhRMREa/lkRbP3/72N44ePep6bd++3fXZhAkTWLt2LStXrmTr1q0cOXKEPn36eKIMEdi3D1q2NLMllSrBjBnw7rtmnxMREfFaHmnxVK5cmaioqLPez8nJ4bXXXmPp0qVc/58FiQsWLOCyyy5j586dtGvXzhPlSEVkWfDiizBhAuTnQ0wMLF8O11xjd2UiIlIKHplB+eqrr4iOjqZx48bExcVx+PBhANLS0igoKCA2NtZ1bdOmTalfvz4pKSmeKEUqopwcuOMOSEgw4aRXLzOTonAiIuIz3D6D0rZtWxYuXMhf//pXjh49yrRp07j22mvZv38/mZmZBAYGEhYWVuJrIiMjyczMPO/3zMvLIy8vzzV2Op3uLlv8xZ49JpwcOgSVK8MTT5hZFIfD7spERKQM3B5QevTo4fr3lVdeSdu2bWnQoAErVqygWrVqF/Q9k5KSmDZtmrtKFH9kWTB7Ntx/PxQUQIMG8OabZpdYERHxOR7fByUsLIy//OUvHDx4kKioKPLz88nOzi5xTVZW1jnXrPwqMTGRnJwc1ysjI8PDVYtP+fln6NMHxo834eS220xLR+FERMRneTyg5Obm8vXXX1O3bl1atWpFlSpVSE5Odn1+4MABDh8+TPv27c/7PYKCgggJCSnxEgFg505o0QLWrIHAQDOL8v/+H9SqZXdlIiJyEdze4rnvvvvo1asXDRo04MiRI0ydOpVKlSrRv39/QkNDGTZsGBMnTiQ8PJyQkBDGjRtH+/bt9QSPlE1xMcyaBYmJUFgIjRvDihXQqpXdlYmIiBu4PaB8//339O/fn+PHj3PJJZfQsWNHdu7cySX/2XfimWeeISAggL59+5KXl0e3bt144YUX3F2G+LPjxyE+3uxnAmZR7MsvQ2iovXWJiIjbOCzLsuwuoqycTiehoaHk5OSo3VPRfPgh9OsH338PQUHw7LMwapSe0hER8QFl+futwwLFNxQXQ1ISdO5swsmll5r1J6NHK5yIiPghHRYo3u/YMbjrLtiwwYwHDIB58yA42N66RETEYxRQxLtt3Qr9+8PRo1CtGjz/PAwdqlkTERE/pxaPeKeiIpg+Ha6/3oSTyy6DXbtg2DCFExGRCkAzKOJ9MjNh4ED4db+cwYNhzhyoUcPWskREpPwooIh3SU6GuDjIyoLq1c1ak0GD7K5KRETKmVo84h0KC2HKFLjhBhNOrrgC0tIUTkREKijNoIj9jhwxC2G3bTPjESPguefMolgREamQFFDEXuvXm1mSn36CmjXNjrD9+9tdlYiI2EwtHrFHYaE5R6dHDxNOrroK9u5VOBEREUAzKGKHjAwTRD780IzvvhuefhqqVrW3LhER8RoKKFK+1q0zB/2dOAEhIfDqq3D77XZXJSIiXkYtHikf+fkwaRL06mXCSevWsG+fwomIiJyTZlDE87791pxAnJpqxvfeC088YU4jFhEROQcFFPGs1avN2TnZ2RAWBgsWQO/eNhclIiLeTi0e8Yy8PLjnHujTx4STtm0hPV3hRERESkUBRdzv66+hQwdz8jDAfffBBx9Agwb21iUiIj5DLR5xr5UrYfhwcDohPBxefx169rS7KhER8TGaQRH3OHPG7Gdyxx0mnHToYFo6CiciInIBFFDk4n35JbRrBy++aMaJibBlC8TE2FqWiIj4LrV45OIsXQqjRkFuLtSpA4sXQ7dudlclIiI+TjMocmFOnzanDsfFmXDSuTN89JHCiYiIuIUCipTd55+bx4ZffRUcDnjkEXj/fYiOtrsyERHxE2rxSNm8/jqMGWNmUCIjTUsnNtbuqkRExM9oBkVK59QpGDzYHPR3+jR07Wqe0lE4ERERD1BAkT+2f7853G/RIggIgOnTYcMGiIqyuzIREfFTavHI+VkWvPYajBtn9jmJjjZP7XTubHdlIiLi5xRQ5NxOnoTRo00gAeje3aw/ueQSe+sSEZEKQS0eOVt6umnpLF0KlSrBjBnw7rsKJyIiUm40gyL/ZVkwbx5MmGBOI65XD5YvN9vWi4iIlCMFFDFycmDkSFixwoxvvhkWLoTatW0tS0REKia1eAT27IGWLU04qVwZnn4a3nlH4URERGzj9oCSlJTE1VdfTXBwMBEREfTu3ZsDBw6UuOa6667D4XCUeI0ePdrdpcgfsSyYPRuuuQa++QYaNIDt22HiRLNDrIiIiE3cHlC2bt1KQkICO3fuZOPGjRQUFHDjjTdy6tSpEteNGDGCo0ePul5PPvmku0uR3/Pzz9CnD9x7LxQUQO/esG+f2cJeRETEZm5fg7J+/foS44ULFxIREUFaWhqdOnVyvV+9enWitNGXPVJT4c474bvvIDAQnnoKxo7VrImIiHgNj69BycnJASA8PLzE+0uWLKFOnTo0a9aMxMRETp8+fd7vkZeXh9PpLPGSC1BcbNaXdOxowknjxvDhh2YjNoUTERHxIh59iqe4uJjx48fToUMHmjVr5np/wIABNGjQgOjoaD7++GMmT57MgQMHWLVq1Tm/T1JSEtOmTfNkqf7v+HFzjs6775rx7bfDK69AaKi9dYmIiJyDw7Isy1PffMyYMbz33nts376devXqnfe6TZs20bVrVw4ePEiTJk3O+jwvL4+8vDzX2Ol0EhMTQ05ODiEhIR6p3a98+CH06wfffw9BQfDsszBqlGZNRESkXDmdTkJDQ0v199tjMyhjx45l3bp1bNu27XfDCUDb/yzMPF9ACQoKIigoyCN1+rXiYnjySXj4YSgqgksvNY8SX3WV3ZWJiIj8LrcHFMuyGDduHKtXr2bLli00atToD78mPT0dgLp167q7nIrrxx/hrrvg10XLAwaYXWKDg+2tS0REpBTcHlASEhJYunQpb7/9NsHBwWRmZgIQGhpKtWrV+Prrr1m6dCk33XQTtWvX5uOPP2bChAl06tSJK6+80t3lVExbt5pAcuQIVK0Kc+bA0KFq6YiIiM9w+xoUx3n+CC5YsIDBgweTkZHBwIED2b9/P6dOnSImJobbbruNhx9+uNTrScrSw6pQiorgX/+CRx817Z2mTWHlSvifBcoiIiJ2sXUNyh/lnZiYGLZu3eruHyuZmTBwICQnm3F8PMydCzVq2FuXiIjIBdBhgf4gORni4iArC6pXhxdeMAFFRETER+mwQF9WVARTp8INN5hw0qwZ7N6tcCIiIj5PMyi+6sgRsxD213bZsGHm4L/q1e2tS0RExA0UUHzRhg0waJB5lLhmTXjpJRNWRERE/IRaPL6ksBD+8Q/o3t2Ek+bNIS1N4URERPyOZlB8RUYG9O9vtq0HuPtuc/Bf1ar21iUiIuIBCii+4N13za6wJ05ASAi8+qo57E9ERMRPqcXjzfLz4b774OabTThp1Qr27lU4ERERv6cZFG/17bfmBOLUVDMeNw5mzjSnEYuIiPg5BRRvtGYNDBkC2dkQFgbz58Ntt9lclIiISPlRi8eb5OfD+PEmjGRnQ5s2sG+fwomIiFQ4Cije4ptvoEMHeO45M540CT74ABo2tLUsERERO6jF4w3eesvsBOt0Qng4LFpkFsaKiIhUUJpBsdOZM2Y/k9tvN+GkQwdIT1c4ERGRCk8BxS5ffgnt28OLL5rxgw/C5s0QE2NvXSIiIl5ALR47LF0Ko0ZBbi7UqQNvvGG2rxcRERFAMyjl65dfYMQIiIsz4aRzZ/joI4UTERGR31BAKS+ff24eG371VXA44JFH4P33ITra7spERES8jlo85eH112HMGDh9GiIjYfFiiI21uyoRERGvpRkUTzp1yuwIGx9vwknXruYpHYUTERGR36WA4imffmpaOgsXQkAATJ8OGzZAVJTdlYmIiHg9tXjczbJgwQIYO9Ysio2ONk/tdO5sd2UiIiI+QwHFnU6eNGtNliwx427dzCPEl1xib10iIiI+Ri0ed/noI2jd2oSTSpUgKQn+/W+FExERkQugGZSLZVnw0kvmFOK8PKhXD5Ytg44d7a5MRETEZymgXIycHBg5ElasMOOePc1Bf7Vr21uXiIiIj1OL50KlpUGrViacVK4MM2fCO+8onIiIiLiBZlDKyrJgzhy47z7Iz4cGDWD5cmjXzu7KRERE/IYCSln8/DMMGwarV5tx794wfz7UqmVrWSIiIv5GLZ7S2rULWrY04aRKFXjuOVi1SuFERETEAxRQ/ohlwaxZ0KEDfPstNG4MO3bAPfeYQ/9ERETE7WwNKHPnzqVhw4ZUrVqVtm3bsmvXLjvLOduJE3DrrTBpEhQWwu23w969Zr8TERER8RjbAsqbb77JxIkTmTp1Knv37qV58+Z069aNY8eO2VVSSTt2wFVXwdq1EBQEL7wAb74JoaF2VyYiIuL3bAsos2bNYsSIEQwZMoTLL7+cefPmUb16debPn29XSUZxMTzxBHTqBBkZcOmlsHOn2cJeLR0REZFyYUtAyc/PJy0tjdjY2P8WEhBAbGwsKSkpZ12fl5eH0+ks8fKIH380m609+CAUFcGAAWa/k6uu8szPExERkXOyJaD89NNPFBUVERkZWeL9yMhIMjMzz7o+KSmJ0NBQ1ysmJsYzhT32GKxfD1WrwquvwuLFEBzsmZ8lIiIi5+UTT/EkJiaSk5PjemVkZHjmBz3+ONxyC+zebfY7UUtHRETEFrZs1FanTh0qVapEVlZWifezsrKIioo66/qgoCCCgoI8X1hwMLz9tud/joiIiPwuW2ZQAgMDadWqFcnJya73iouLSU5Opn379naUJCIiIl7Etq3uJ06cSHx8PK1bt6ZNmzY8++yznDp1iiFDhthVkoiIiHgJ2wLKnXfeyY8//siUKVPIzMzkqquuYv369WctnBUREZGKx2FZlmV3EWXldDoJDQ0lJyeHkJAQu8sRERGRUijL32+feIpHREREKhYFFBEREfE6CigiIiLidRRQRERExOsooIiIiIjXUUARERERr6OAIiIiIl5HAUVERES8jgKKiIiIeB3btrq/GL9ufut0Om2uRERERErr17/bpdnE3icDysmTJwGIiYmxuRIREREpq5MnTxIaGvq71/jkWTzFxcUcOXKE4OBgHA6HW7+30+kkJiaGjIwMnfPjYbrX5Uf3uvzoXpcf3evy4657bVkWJ0+eJDo6moCA319l4pMzKAEBAdSrV8+jPyMkJET/gy8nutflR/e6/Ohelx/d6/Ljjnv9RzMnv9IiWREREfE6CigiIiLidRRQfiMoKIipU6cSFBRkdyl+T/e6/Ohelx/d6/Kje11+7LjXPrlIVkRERPybZlBERETE6yigiIiIiNdRQBERERGvo4AiIiIiXkcB5X/MnTuXhg0bUrVqVdq2bcuuXbvsLsnnJSUlcfXVVxMcHExERAS9e/fmwIEDJa45c+YMCQkJ1K5dm5o1a9K3b1+ysrJsqth/zJgxA4fDwfjx413v6V67zw8//MDAgQOpXbs21apV44orrmDPnj2uzy3LYsqUKdStW5dq1aoRGxvLV199ZWPFvqmoqIhHHnmERo0aUa1aNZo0acJjjz1W4iwX3esLs23bNnr16kV0dDQOh4M1a9aU+Lw09/XEiRPExcUREhJCWFgYw4YNIzc31z0FWmJZlmUtX77cCgwMtObPn299+umn1ogRI6ywsDArKyvL7tJ8Wrdu3awFCxZY+/fvt9LT062bbrrJql+/vpWbm+u6ZvTo0VZMTIyVnJxs7dmzx2rXrp11zTXX2Fi179u1a5fVsGFD68orr7Tuvfde1/u61+5x4sQJq0GDBtbgwYOt1NRU65tvvrE2bNhgHTx40HXNjBkzrNDQUGvNmjXWRx99ZN1yyy1Wo0aNrF9++cXGyn3P448/btWuXdtat26ddejQIWvlypVWzZo1reeee851je71hfn3v/9tPfTQQ9aqVasswFq9enWJz0tzX7t37241b97c2rlzp/XBBx9Yf/7zn63+/fu7pT4FlP9o06aNlZCQ4BoXFRVZ0dHRVlJSko1V+Z9jx45ZgLV161bLsiwrOzvbqlKlirVy5UrXNZ9//rkFWCkpKXaV6dNOnjxpXXrppdbGjRutzp07uwKK7rX7TJ482erYseN5Py8uLraioqKsmTNnut7Lzs62goKCrGXLlpVHiX6jZ8+e1tChQ0u816dPHysuLs6yLN1rd/ltQCnNff3ss88swNq9e7frmvfee89yOBzWDz/8cNE1qcUD5Ofnk5aWRmxsrOu9gIAAYmNjSUlJsbEy/5OTkwNAeHg4AGlpaRQUFJS4902bNqV+/fq69xcoISGBnj17lrinoHvtTu+88w6tW7fm9ttvJyIighYtWvDKK6+4Pj906BCZmZkl7nVoaCht27bVvS6ja665huTkZL788ksAPvroI7Zv306PHj0A3WtPKc19TUlJISwsjNatW7uuiY2NJSAggNTU1IuuwScPC3S3n376iaKiIiIjI0u8HxkZyRdffGFTVf6nuLiY8ePH06FDB5o1awZAZmYmgYGBhIWFlbg2MjKSzMxMG6r0bcuXL2fv3r3s3r37rM90r93nm2++4cUXX2TixIn84x//YPfu3dxzzz0EBgYSHx/vup/n+m+K7nXZPPjggzidTpo2bUqlSpUoKiri8ccfJy4uDkD32kNKc18zMzOJiIgo8XnlypUJDw93y71XQJFyk5CQwP79+9m+fbvdpfiljIwM7r33XjZu3EjVqlXtLsevFRcX07p1a/71r38B0KJFC/bv38+8efOIj4+3uTr/smLFCpYsWcLSpUv529/+Rnp6OuPHjyc6Olr32s+pxQPUqVOHSpUqnfU0Q1ZWFlFRUTZV5V/Gjh3LunXr2Lx5M/Xq1XO9HxUVRX5+PtnZ2SWu170vu7S0NI4dO0bLli2pXLkylStXZuvWrcyePZvKlSsTGRmpe+0mdevW5fLLLy/x3mWXXcbhw4cBXPdT/025ePfffz8PPvgg/fr144orrmDQoEFMmDCBpKQkQPfaU0pzX6Oiojh27FiJzwsLCzlx4oRb7r0CChAYGEirVq1ITk52vVdcXExycjLt27e3sTLfZ1kWY8eOZfXq1WzatIlGjRqV+LxVq1ZUqVKlxL0/cOAAhw8f1r0vo65du/LJJ5+Qnp7uerVu3Zq4uDjXv3Wv3aNDhw5nPS7/5Zdf0qBBAwAaNWpEVFRUiXvtdDpJTU3VvS6j06dPExBQ8k9VpUqVKC4uBnSvPaU097V9+/ZkZ2eTlpbmumbTpk0UFxfTtm3biy/iopfZ+only5dbQUFB1sKFC63PPvvMGjlypBUWFmZlZmbaXZpPGzNmjBUaGmpt2bLFOnr0qOt1+vRp1zWjR4+26tevb23atMnas2eP1b59e6t9+/Y2Vu0//vcpHsvSvXaXXbt2WZUrV7Yef/xx66uvvrKWLFliVa9e3Vq8eLHrmhkzZlhhYWHW22+/bX388cfWrbfeqkdfL0B8fLz1pz/9yfWY8apVq6w6depYDzzwgOsa3esLc/LkSWvfvn3Wvn37LMCaNWuWtW/fPuu7776zLKt097V79+5WixYtrNTUVGv79u3WpZdeqseMPeH555+36tevbwUGBlpt2rSxdu7caXdJPg8452vBggWua3755Rfr7rvvtmrVqmVVr17duu2226yjR4/aV7Qf+W1A0b12n7Vr11rNmjWzgoKCrKZNm1ovv/xyic+Li4utRx55xIqMjLSCgoKsrl27WgcOHLCpWt/ldDqte++916pfv75VtWpVq3HjxtZDDz1k5eXlua7Rvb4wmzdvPud/n+Pj4y3LKt19PX78uNW/f3+rZs2aVkhIiDVkyBDr5MmTbqnPYVn/sx2fiIiIiBfQGhQRERHxOgooIiIi4nUUUERERMTrKKCIiIiI11FAEREREa+jgCIiIiJeRwFFREREvI4CioiIiHgdBRQRERHxOgooIiIi4nUUUERERMTrKKCIiIiI1/n/XxkwkYj07LkAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1" + "# Method 1\n", + "plt.plot(x,y,c=\"red\")\n", + "plt.show()\n", + "plt.plot(x,z,c=\"orange\")\n", + "plt.show()" ] }, { @@ -69,11 +95,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2" + "# Method 2\n", + "plt.subplot(1,2,1)\n", + "plt.plot(x,y)\n", + "plt.subplot(1,2,2)\n", + "plt.plot(x,z)\n", + "\n", + "plt.show()" ] }, { @@ -88,11 +131,53 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\vi_to\\AppData\\Local\\Temp\\ipykernel_19888\\2111286679.py:8: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_1.set_xticklabels(x, fontsize=14)\n", + "C:\\Users\\vi_to\\AppData\\Local\\Temp\\ipykernel_19888\\2111286679.py:9: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_2.set_xticklabels(x, fontsize=14)\n", + "C:\\Users\\vi_to\\AppData\\Local\\Temp\\ipykernel_19888\\2111286679.py:11: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_1.set_yticklabels(y, fontsize=14)\n", + "C:\\Users\\vi_to\\AppData\\Local\\Temp\\ipykernel_19888\\2111286679.py:12: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " chart_2.set_yticklabels(z, fontsize=14)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "# Method 2\n", + "plot_options, (chart_1, chart_2) = plt.subplots(nrows=1, ncols=2,figsize=(10, 6))\n", + "chart_1.bar(x,y)\n", + "chart_2.bar(x,z)\n", + "\n", + "\n", + "chart_1.set_xticklabels(x, fontsize=14)\n", + "chart_2.set_xticklabels(x, fontsize=14)\n", + "\n", + "chart_1.set_yticklabels(y, fontsize=14)\n", + "chart_2.set_yticklabels(z, fontsize=14)\n", + "\n", + "\n", + "chart_1.title.set_text('x by y')\n", + "chart_2.title.set_text('x by z')\n", + "\n", + "plt.show()" ] }, { @@ -105,11 +190,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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DateCalorie burnedStepsDistanceFloorsMinutes SedentaryMinutes Lightly ActiveMinutes Fairly ActiveMinutes Very ActiveActivity Calories...Distance_milesDaysDays_encodedWork_or_WeekendHours SleepSleep efficiencyYesterday_sleepYesterday_sleep_efficiencyMonthsMonths_encoded
02015-05-0819349050.6501.35546001680...0.403891Friday4.016.492.0863310.00.0May5
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1 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " Date Calorie burned Steps Distance Floors Minutes Sedentary \\\n", + "0 2015-05-08 1934 905 0.65 0 1.355 \n", + "\n", + " Minutes Lightly Active Minutes Fairly Active Minutes Very Active \\\n", + "0 46 0 0 \n", + "\n", + " Activity Calories ... Distance_miles Days Days_encoded \\\n", + "0 1680 ... 0.403891 Friday 4.0 \n", + "\n", + " Work_or_Weekend Hours Sleep Sleep efficiency Yesterday_sleep \\\n", + "0 1 6.4 92.086331 0.0 \n", + "\n", + " Yesterday_sleep_efficiency Months Months_encoded \n", + "0 0.0 May 5 \n", + "\n", + "[1 rows x 24 columns]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "import pandas as pd\n", + "fitbit=pd.read_csv(\"fitbit2.csv\")\n", + "fitbit.head(1)" ] }, { @@ -167,15 +377,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# MEDIAN STEPS BY MONTH_ENCODED\n", "# your code here\n", + "fig, axs = plt.subplots(1, 2, figsize=(12, 4))\n", + "med_steps_by_month = fitbit.groupby('Months_encoded')['Steps'].median()\n", + "plt.sca(axs[0])\n", + "med_steps_by_month.plot.bar(color=\"Orange\")\n", + "\n", "\n", "# MEDIAN STEPS BY WORK_OR_WEEKEND\n", - "# your code here" + "# your code here\n", + "plt.sca(axs[1])\n", + "med_steps_by_month = fitbit.groupby('Work_or_Weekend')['Steps'].median()\n", + "med_steps_by_month.plot.bar(color=\"purple\")\n", + "fig.savefig('fitbit_median_steps.png')\n" ] }, { @@ -191,11 +421,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 80, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(15,5))\n", + "\n", + "features = ['Minutes Lightly Active', 'Minutes Very Active', 'Minutes Sedentary']\n", + "\n", + "for i in range(3):\n", + " ax[i].scatter(fitbit[features[i]], fitbit['Steps'])\n", + " ax[i].set_xlabel(features[i])\n", + " ax[i].set_ylabel('Steps')\n", + "\n", + "plt.show()" ] }, { @@ -211,13 +462,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 81, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "# your code here" + "# your code here\n", + "titanic=pd.read_csv(\"titanic.csv\")" ] }, { @@ -229,11 +481,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PassengerId int64\n", + "Survived float64\n", + "Pclass int64\n", + "Name object\n", + "Gender object\n", + "Age float64\n", + "SibSp int64\n", + "Parch int64\n", + "Ticket object\n", + "Fare float64\n", + "Cabin object\n", + "Embarked object\n", + "dtype: object" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic.dtypes" ] }, { @@ -246,22 +522,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['PassengerId', 'Survived', 'Pclass', 'Age', 'SibSp', 'Parch', 'Fare']\n" + ] + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "numerical_variables = titanic.select_dtypes(np.number).columns.tolist()\n", + "\n", + "print(numerical_variables)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Name', 'Gender', 'Ticket', 'Cabin', 'Embarked']\n" + ] + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "categorical_variables = titanic.select_dtypes('object').columns.tolist()\n", + "\n", + "print(categorical_variables)" ] }, { @@ -274,11 +572,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ - "# your code here" + "# your code here\n", + "plt.style.use('classic')\n", + "plt.rcParams['figure.figsize'] = (12,6)" ] }, { @@ -290,11 +590,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "plt.hist(titanic['Age'], bins=20)\n", + "\n", + "\n", + "plt.title('Distribution of Age')\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Count')\n", + "\n", + "plt.show()" ] }, { @@ -306,11 +625,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 96, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "bin_sizes = [10, 20, 50]\n", + "\n", + "for i, bins in enumerate(bin_sizes):\n", + " plt.subplot(1, len(bin_sizes), i+1)\n", + " plt.hist(titanic['Age'].dropna(), bins=bins)\n", + " plt.xlabel('Age')\n", + " plt.ylabel('Count')\n", + " plt.title('Distribution of Age (bins = {})'.format(bins))\n", + "\n", + "\n", + "plt.tight_layout()\n", + "\n", + "\n", + "plt.show()" ] }, { @@ -322,13 +666,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n'" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", - "\"\"\"" + "\"\"\"\n", + "#It divides the data into into more groups" ] }, { @@ -340,11 +696,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\vi_to\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "sns.set_style('whitegrid')\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "sns.displot(titanic['Age'].dropna(), kde=False, bins=30)\n", + "plt.show()" ] }, { @@ -357,22 +749,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "import matplotlib.pyplot as plt\n", + "\n", + "gender_counts = titanic['Gender'].value_counts()\n", + "plt.bar(gender_counts.index, gender_counts.values)\n", + "plt.title('Gender Distribution')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Count')\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 2 - seaborn\n", - "# your code here" + "# your code here\n", + "import seaborn as sns\n", + "\n", + "sns.countplot(data=titanic, x='Gender')\n", + "plt.title('Gender Distribution')\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Count')\n", + "plt.show()" ] }, { @@ -384,11 +813,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.countplot(data=titanic, x='Pclass')\n" ] }, { @@ -400,18 +851,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.boxplot(x='Age', data=titanic)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n'" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", @@ -427,9 +902,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n'" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", @@ -445,11 +931,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\vi_to\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\seaborn\\_oldcore.py:1599: UserWarning: Vertical orientation ignored with only `x` specified.\n", + " warnings.warn(single_var_warning.format(\"Vertical\", \"x\"))\n", + "C:\\Users\\vi_to\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\seaborn\\_oldcore.py:1599: UserWarning: Vertical orientation ignored with only `x` specified.\n", + " warnings.warn(single_var_warning.format(\"Vertical\", \"x\"))\n", + "C:\\Users\\vi_to\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 16.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n", + "C:\\Users\\vi_to\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 20.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n", + "C:\\Users\\vi_to\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 20.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.set_style('whitegrid')\n", + "plt.figure(figsize=(8,6))\n", + "\n", + "sns.boxplot(x='Age', data=titanic, orient='v', color='lightgray')\n", + "\n", + "sns.swarmplot(x='Age', data=titanic, orient='v', color='darkblue')\n", + "\n", + "plt.title('Summary Statistics and Distribution of Age', fontsize=14)\n", + "plt.xlabel('Age', fontsize=12)\n", + "plt.ylabel('Count', fontsize=12)\n", + "\n", + "plt.show()" ] }, { @@ -461,9 +986,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", @@ -480,17 +1016,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Method 1 - matplotlib\n", - "# your code here" + "# your code here\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.scatter(x=titanic['Fare'], y=titanic['Age'])\n", + "plt.xlabel('Fare')\n", + "plt.ylabel('Age')\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -507,11 +1060,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 105, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.scatterplot(x=titanic['Fare'], y=titanic['Age'])" ] }, { @@ -523,9 +1098,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nyour comments here\\n'" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", "your comments here\n", @@ -541,13 +1127,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 109, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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uKRCHGN84HCUEABAT3G63KioqrI4BIAoY3zgcl2MBAGLC+vXrlZOTo/Xr11sdBQAQZZQQAEBMWLZsmcLhsJYtW2Z1FABAlFFCAACWW79+vdra2iRJbW1tzIYAQJyjhAAALHf47AezIQAQ3yghAADLHZoF+bZtAEB8oYQAACyXlJTU7TYAIL5QQgAAllu6dGm32wCA+EIJAQBYrqioKDL7kZSUpKKiIosTAehNtbW1mjp1qmpra62OghhBCQEAxISlS5fKZrMxCwLEIa/Xq23btsnr9VodBTGCEgIAiAlFRUX64IMPmAUB4kxtba18Pp8kyefzMRsCSZQQAAAARJHX65XNZpMk2Ww2ZkMgiRICAACAKKqqqlIgEJAkBQIBVVVVWZwIsYASAgAAgKjJz89XYmKiJCkxMVH5+fkWJ0IsSLQ6AACgd3R0dMjv91sdA5IcDodcLpfVMYCY4PF4ImtCwuGwPB6PxYkQCyghABAnJk6cqIaGBqtjQFJGRoaqq6utjgHEBLfbrYKCAm3YsEEFBQVyu91WR0IMoIQAQJzYtGlTn54JaW5uVl5enjZv3qzU1FSr43wvDofD6ghATPF4PKqrq2MWBBGUEACIEy6XKy4uAUpNTe3zJQRAV263WxUVFVbHQAxhYToAAAAAoyghAAAAAIyihAAAAAAwihICAAAAwChKCAAAAACjKCEAAAAAjKKEAAAAADCKEgIAAADAKEoIAAAAAKMoIQAAAACMooQAAAAAMIoSAgAAAMAoSggAAACiav369crJydH69eutjoIYQQkBAABAVC1btkzhcFjLli2zOgpiBCUEAAAAUbN+/Xq1tbVJktra2pgNgSTDJeTxxx/X6aefrtGjR0f+Wbt2rfx+v8rKypSbm6uxY8eqrKxMfr/fZDQAAABEweGzH8yGQJISTX6znTt3at68eSopKemy/7777tOuXbvk8/kUCARUXFysVatWaeHChSbjAQAAoJcdmgX5tm30T0ZnQt5//32NGDHiiP2VlZWaO3eu0tLSlJGRoZKSEq1bt85kNAAAAERBUlJSt9von4yVkNbWVn388cd6+umndd555+mSSy7Rww8/rKamJjU0NCg7Ozty7PDhw9XQ0KCmpiZT8QAAABAFS5cu7XYb/ZOxy7EaGxs1ZswYXXHFFfJ6vdq9e7eKi4sjaz/+fys+9HlbW5sGDRpkKiIAAAB6WWZmZrfb6J+MlZC/+Zu/0Zo1ayLbp59+umbOnKnnn39ektTe3h557dC1gsnJyabiAQAAIAqWLFlyxParr75qURrECmMlZOfOnaqurta8efMi+zo6OpSenq4vv/xSe/bs0dChQyVJNTU1ysjI0MCBA3t8/vr6eiUkcMfheNfS0iLp4O87JSXF4jQAehPjG4hPn3766RHbdXV1FqWBCaFQ6DuPMVZCkpOT9Z//+Z/KysrSpZdeqp07d2rNmjW65ZZb9P7776u8vFw5OTmSpPLychUWFh7T+bOysmS326OQHLGkublZ0sHfd2pqqsVpAPQmxjcQn4YMGdKliAwZMkSnnHKKhYkQbcFgUI2Njd0eY2zq4G//9m+1cuVKPfrooxozZowWLlyo4uJiFRQUyOPxaOTIkSoqKtJll12mESNGyOPxmIoGAACAKDn8bzr+xoNk+DkhF1xwgS644IIj9judTpWWlqq0tNRknGPS0dHBAxRjwKF3Sg99hPUcDodcLpfVMQAAMeq11147YruoqMiiNIgVRktIX9XR0aEJEy5SU1P300owJy8vz+oI+KtBg05SdfUrFBEAwFFVVVUdsb1ixQqL0iBWUEJ6wO/3q6mpUZ2dayRxxy7g/7SqqWmG/H4/JQQAcFT5+fmqqqpSIBBQYmKi8vPzrY6EGEAJOSbJkrhjCwAAQE95PB75fD5JUjgcZk0IJBlcmA4AAID+x+12q6CgQJJUUFAgt9ttcSLEAmZCAAAAYlxfv0HO1VdfrY8//lhXX311n7+5DDdk6R2UEAAAgBg3ceJENTQ0WB3jezvW58DFooyMDFVXV1sdo8+jhAAAAMS4TZs29emZkObmZuXl5Wnz5s19/mGkDofD6ghxgRICAAAQ41wuV1xcApSamtrnSwh6BwvTAQAAABhFCQEAAABgFCUEAAAAgFGUEAAAAABGUUIAAAAAGEUJAQAAAGAUJQQAAACAUZQQAAAAAEZRQgAAAAAYRQkBAAAAYBQlBAAAAIBRlBAAAAAARlFCAAAAABhFCQEAAABgFCUEAAAAgFGUEAAAAABGUUIAAAAAGEUJAQAAAGAUJQQAAACAUZQQAAAAAEZRQgAAAAAYRQkBAAAAYBQlBAAAAIBRlBAAAAAARlFCAAAAABh1zCXkyy+/jEYOAAAAAP1Ej0pIZ2en7r77bo0ePVoXXXSR9u7dq6KiIn322WfRzgcAAAAgzvSohCxfvlx/+ctf9Nhjj8npdCozM1N/93d/p2XLlkU7HwAAAIA4k9iTg1566SU999xzGjx4sCTJ5XLptttu04UXXhjVcAAAAADiT49mQoLBoJxOpyQpHA5HPjocjuglAwAAABCXelRCJkyYoCVLlmj//v2y2Wxqa2vTnXfeqfPOO++4vmlra6vy8/P16KOPSpL8fr/KysqUm5ursWPHqqysTH6//7jODQAAACC29aiE3HzzzWpvb1deXp4OHDigMWPGaP/+/Vq8ePFxfdPbb79dtbW1ke2VK1dq165d8vl8euGFF7Rjxw6tWrXquM4NAAAAILb1aE3IwIED9eCDD+qLL77QJ598oszMTGVmZh7XN/T5fPr444911llnRfZVVlbq9ttvV1pamiSppKRES5Ys0cKFC4/rewAAAACIXT0qIc8991yX7T179kiSHA6HBg8erDPOOEMpKSnfeZ5PP/1U9957r5544gndfPPNkqQDBw6ooaFB2dnZkeOGDx+uhoYGNTU1adCgQT39WQAAAAD0AT0qIc8884zee+89paen6+STT9a+ffv0+eef6+STT1ZbW5tCoZAeeeQRjRo16lvPEQwGddNNN2nBggXKysqK7G9tbZUkJSUlRfYd+rytrY0SAgAAAMSZHpWQ7OxsnXfeebruuutks9kkSatXr9Ynn3yipUuX6sknn9Sdd96pp59++lvP8cADDygzM1M/+clPuuw/VDja29sj+9ra2iRJycnJx/bTRF2r1QGAGMOYAAAAx65HJeTll19WdXV1pIBI0uzZs3Xuuedq6dKluuqqq3T//fd3e44NGzbo888/19lnny3p4AzItm3b9NZbbyk9PV179uzR0KFDJUk1NTXKyMjQwIEDe/yD1NfXKyGhR+vsj1lLS4skyemcEZXzA31dfX19jy7JBLpz6L+1/PsExB/Gd/8SCoW+85gelZCkpCRt3769y2Ly7du3R54d0tjY+J2zFlVVVV22Z86cqQsuuEBz5szR8uXLVV5erpycHElSeXm5CgsLexItIisrS3a7/Zi+pqeam5slSZ2dayTF2uwMYKVWOZ0zlJWVpdTUVKvDoI879N9a/n0C4g/ju38JBoNqbGzs9pgelZB58+Zpzpw5mjJlioYMGaJPPvlEL774om688UbV1dVpzpw5uuKKK447qMfj0T333KOioiL5/X5NnjxZHo/nuM8XPcmSaO8AAADA99GjEvLTn/5Uw4YN0/PPP6+3335bQ4YM0TXXXKNNmzZp/Pjxuv7661VQUHBM3/jJJ5+MfO50OlVaWqrS0tJjSw8AAACgz+lRCZGksWPHatSoUaqsrNSTTz6pZ599Vnl5eRo2bJiGDRsWxYgAAAAA4kmPSsi+ffu0Zs0arV27VgcOHFBxcbGmTZum9PT0aOcDAAAAEGe6vZ3U1q1btWDBAv34xz/W3r17df/99+sHP/iBrrzySgoIAAAAgOPS7UzIlVdeqalTp+rll19WRkaGqUwAAAAA4li3MyGzZ8/W73//e82bN09r166NPEQQAAAAAI5XtyXk3/7t37RlyxbNnDlTzz77rCZMmKCmpiZ98MEHpvIBAAAAiDPfuTDd6XSqsLBQhYWF+uCDD/Sb3/xGHo9HP/jBDzRlyhSVlJSYyAkAAAAgTnQ7E3K4nJwcLVu2TNXV1Zo9e7Y2bdoUrVwAAAAA4tQxlZBDkpOTdeWVV2r9+vW9nQcAAABAnDuuEgIAAAAAx4sSAgAAAMCoHj0xHQDiWUdHh/x+v9Ux+r3m5uYuH2E9h8Mhl8tldQwAcYgSAqBf6+jo0IS8CWr6qsnqKPirvLw8qyPgrwYNHqTqzdUUEQC9jhICoF/z+/1q+qpJjRc2KpwYtjoOEDNsAZv06sExQgkB0NsoIQAgKZwYVthBCQEAwAQWpgMAAAAwihICAAAAwChKCAAAAACjKCEAAAAAjKKEAAAAADCKEgIAAADAKEoIAAAAAKMoIQAAAACMooQAAAAAMIoSAgAAAMAoSggAAAAAoyghAAAAAIyihAAAAAAwihICAAAAwChKCAAAAACjKCEAAAAAjKKEAAAAADCKEgIAAADAKEoIAAAAAKMoIQAAAACMooQAAAAAMCrR6gAAAADR0tHRIb/fb3WMfq+5ubnLR1jP4XDI5XJZ9v0pIQAAIC51dHToogkT1NjUZHUU/FVeXp7VEfBXJw0apFeqqy0rIkZLyMaNG/Uf//Ef+uSTT3TSSSdp9uzZmj59uvx+v+666y698MILCoVC+qd/+ifdfPPNcjgcJuMBAIA44vf71djUpDWdnUq2OgwQQ1olzWhqkt/vj/8SUltbq0WLFunhhx/W+PHj9ec//1nTpk3TiBEj9PLLL2vXrl3y+XwKBAIqLi7WqlWrtHDhQlPxAABAnEqWlGJ1CABdGFuY7na79frrr2v8+PEKhUL66quvZLfblZKSosrKSs2dO1dpaWnKyMhQSUmJ1q1bZyoaAAAAAIOMXo6Vmpqqr7/+Wj/60Y8UDAZ1zTXXKD09XQ0NDcrOzo4cN3z4cDU0NKipqUmDBg0yGREAAABAlBlfmD5gwAC99957+uCDD/Tzn/9cSUlJkhT5+P8/b2tro4QAAAAAccZ4CbHb7bLb7Ro1apSuuOIKbd++XZLU3t4eOaatrU2SlJwca8vIWq0OAMQYxgQAADh2xkrIq6++qkcffVRr1qyJ7Ovs7NTAgQOVnp6uPXv2aOjQoZKkmpoaZWRkaODAgT0+f319vRISorPEpbOzUwMGpOmbb2ZE5fxAXzZgQJr279+vr776yuoox6WlpcXqCEBMq6+vV0pK31zWzfgGuhet8R0Khb7zGGMlZOTIkfrwww/19NNPa+rUqXr33XdVWVmpBx54QBkZGSovL1dOTo4kqby8XIWFhcd0/qysLNnt9igkP+iPf/wDDzuKAc3NzcrLy9PmzZuVmppqdRzI+ocdfV88OAvoXlZWVp/97y3jG+hetMZ3MBhUY2Njt8cYKyEnnXSSHnroId1111269957NWTIEN19990aN26czjzzTN1zzz0qKiqS3+/X5MmT5fF4TEXrEZfL1af/0Io3qampffZ/igAAAP2d0TUho0ePVkVFxRH7nU6nSktLVVpaajIOAETYAjarIwAxhTEBIJqML0wHgFh00qsnWR0BAIB+gxICAJIaL2xUODFsdQwgZtgCNso5gKihhACApHBiWGEHJQQAABOic09bAAAAAPgWlBAAAAAARlFCAAAAABhFCQEAAABgFCUEAAAAgFGUEAAAAABGUUIAAAAAGEUJAQAAAGAUJQQAAACAUZQQAAAAAEZRQgAAAAAYRQkBAAAAYBQlBAAAAIBRlBAAAAAARiVaHQAAACCaWq0OAMSYWBgTlBAAABDXZjidVkcAcBhKCAAAiGtrOjuVbHUIIIa0yvpyTgkBAABxLVlSitUhAHTBwnQAAAAARlFCAAAAABhFCQEAAABgFCUEAAAAgFGUEAAAAABGUUIAAAAAGEUJAQAAAGAUzwkBAEm2gM3qCEBMYUwAiCZKCIB+zeFwaNDgQdKrVicBYs+gwYPkcDisjgEgDlFCAPRrLpdL1Zur5ff7rY7S7zU3NysvL0+bN29Wamqq1XGggyXd5XJZHQNAHKKEAOj3XC4Xf2jFkNTUVEoIAMQ5FqYDAAAAMIoSAgAAAMAoSggAAAAAoyghAAAAAIyihAAAAAAwihICAAAAwCijJeSdd97RtGnTNGbMGF144YVatWqVwuGw/H6/ysrKlJubq7Fjx6qsrIx79gMAAABxythzQr788kvNmzdPixcvVmFhofbu3aurr75agwcP1r59+7Rr1y75fD4FAgEVFxdr1apVWrhwoal4AAAAAAwxNhNSX1+vvLw8XX755bLb7Tr11FN1ySWX6N1331VlZaXmzp2rtLQ0ZWRkqKSkROvWrTMVDQAAAIBBxkrIqFGjtHz58sh2Z2entmzZopycHDU0NCg7Ozvy2vDhw9XQ0KCmpiZT8QAAAAAYYsnC9I6ODi1cuFBOp1OTJ0+WJCUlJUVeP/R5W1ubFfEAAAAARJGxNSGH7Nu3T/Pnz5fT6dTjjz8um80mSWpvb48cc6h8JCcnm44HAADiTKvVAYAYEwtjwmgJ2blzp6699lpNnDhRt9xyixwOhyQpPT1de/bs0dChQyVJNTU1ysjI0MCBA3t87vr6eiUkcMfheNfS0iLp4O87JSXF4jQAehPjG72ts7NTaQMGaMY331gdBYg5aQMGaP/+/frqq696/dyhUOg7jzFWQvbt26c5c+Zo1qxZKi4u7vJaYWGhysvLlZOTI0kqLy9XYWHhMZ0/KytLdru9t+IiRjU3N0s6+PtOTU21OA2A3sT4RjT84Y9/5Lb/MaC5uVl5eXnavHkz4ztGOBwOuVyuqJw7GAyqsbGx22OMlZCnnnpKX3/9tVavXq3Vq1dH9k+YMEHLly/XPffco6KiIvn9fk2ePFkej8dUNAAAEKdcLlfU/tDCsUtNTaWEQJLBEnLDDTfohhtu+NbXS0tLVVpaaioOAAAAAIuwiAIAAACAUZQQAAAAAEZRQgAAAAAYRQkBAAAAYBQlBAAAAIBRlBAAAAAARlFCAAAAABhFCQEAAABgFCUEAAAAgFGUEAAAAABGUUIAAAAAGEUJAQAAAGAUJQQAAACAUZQQAAAAAEZRQgAAAAAYRQkBAAAAYBQlBAAAAIBRlBAAAAAARlFCAAAAABhFCQEAAABgFCUEAAAAgFGUEAAAAABGUUIAAAAAGEUJAQAAAGAUJQQAAACAUZQQAAAAAEZRQgAAAAAYRQkBAAAAYBQlBAAAAIBRlBAAAAAARlFCAAAAABhFCQEAAABgFCUEAAAAgFGUEAAAAABGUUIAAAAAGEUJAQAAAGAUJQQAAACAUZQQAAAAAEZZUkK2b9+u3NzcyLbf71dZWZlyc3M1duxYlZWVye/3WxENAAAAQJQZLyEbNmzQ7Nmz1dnZGdm3cuVK7dq1Sz6fTy+88IJ27NihVatWmY4GAAAAwACjJWT58uX61a9+peLi4i77KysrNXfuXKWlpSkjI0MlJSVat26dyWgAAAAADDFaQmbOnKnKykqdfvrpkX0HDhxQQ0ODsrOzI/uGDx+uhoYGNTU1mYwHAAAAwACjJSQzM/OIfa2trZKkpKSkyL5Dn7e1tZkJBgAAAMAYy++OdahwtLe3R/YdKh/JycmWZAIAAAAQPYlWBxg0aJDS09O1Z88eDR06VJJUU1OjjIwMDRw4sMfnqa+vV0KC5Z0KUdbS0iLp4O87JSXF4jQAehPjG4hfjO/+JRQKfecxlpcQSSosLFR5eblycnIkSeXl5SosLDymc2RlZclut0chHWJJc3OzpIO/79TUVIvTAOhNjG8gfjG++5dgMKjGxsZuj4mJqQOPx6ORI0eqqKhIl112mUaMGCGPx2N1LAAAAABRYMlMSG5urrZu3RrZdjqdKi0tVWlpqRVxAAAAABgUEzMhAAAAAPoPSggAAAAAoyghAAAAAIyihAAAAAAwihICAAAAwChKCAAAAACjKCEAAAAAjKKEAAAAADCKEgIAAADAKEoIAAAAAKMoIQAAAACMooQAAAAAMIoSAgAAAMAoSggAAAAAoyghAAAAAIyihAAAAAAwihICAAAAwChKCAAAAACjKCEAAAAAjKKEAAAAADCKEgIAAADAKEoIAAAAAKMoIQAAAACMooQAAAAAMIoSAgAAAMAoSggAAAAAoyghAAAAAIyihAAAAAAwKtHqAACA3tHR0SG/3291jOPW3Nzc5WNf5nA45HK5rI6BOML4jh2M795BCQGAODFx4kQ1NDRYHeN7y8vLszrC95aRkaHq6mqrYyCOML5jB+O7d1BCACBObNq0qU+/U7phwwbddtttuu2223TZZZdZHed7cTgcVkdAnOnr43v+/Pl6/fXX9aMf/UgrV660Os73wvjuHZQQAIgTLperT18icPfddyscDuvuu+/Wz372M6vjADGlr4/v119/PfIxNTXV4jSIBSxMBwBYbv369Wpra5MktbW1af369RYnAtBbfv7zn3e7jf6JmZB+hoVtsYOFbcD/WbZs2RHbRUVFFqUB0Ju2bNnS7Tb6J0pIP8PCttjBwjbg/xyaBfm2bQBAfKGE9DN9fWFbXV2dSktLdfvtt+uUU06xOs73wsI24P8kJSV1KR5JSUkWpgEARBslpJ/p6wvbVq9erZ07d2r16tVasWKF1XEA9JKlS5dq8eLFXbYBxIfzzz+/yyVY559/voVpECtYmI4+o7a2Vj6fT5Lk8/lUW1trcSIAvaWxsbHbbQB9V0pKSrfb6J9iqoTs3r1bV155pUaPHq1JkyZp48aNVkdCDPF6vbLZbJIkm80mr9drcSIAveXwmU1mOoH4cegNxG/bRv8UMyWks7NT1157rSZOnKi33npLS5Ys0b/+67+qpqbG6miIEVVVVQoEApKkQCCgqqoqixMB6C3hcLjbbQBAfImZEvKnP/1JbW1tmjNnjhwOh84//3zl5eXp+eeftzoaYkR+fr4SEw8uY0pMTFR+fr7FiQAAAHA8YqaE1NTUKDs7O3K5jSQNHz5cu3fvtjAVYonH44m8OxoOh+XxeCxOBKC3HHqD4du2AQDxJWZKSGtrq0444YQu+0444QTuFY8It9utgoICSVJBQYHcbrfFiQD0lttvv73bbQBAfImZt5qSk5PV3t7eZV97e7uSk5O7/bpD74wHg8GoZUPsKCkp0f79+1VSUsLvHIgjU6ZM0e23365gMCi73a4pU6YwxoE4cbTn/jC+49uh32936/ts4RhZ/VddXa2bb75Zr732WmTfggUL5Ha7dcMNN3zr13V2dmrHjh0mIgIAAADooZEjR8rpdB71tZiZCcnNzZXD4dCDDz6of/mXf9Gbb76pzZs3a926dd1+XWJiokaOHKmEhIQu60kAAAAAmBcOhxUKhbpd3xczMyHSwcXpt912m95//32lp6dr0aJF+vGPf2x1LAAAAAC9KKZKCAAAAID4FzN3xwIAAADQP1BCAAAAABhFCQEAAABgFCUEAAAAgFGUEAAAAABGUULQ52zfvl25ublWxwDQi9555x1NmzZNY8aM0YUXXqhVq1Z1+6RdAH3Hxo0bddlll2n06NG65JJL9NRTT1kdCTEgZh5WCPTEhg0btHTpUoVCIaujAOglX375pebNm6fFixersLBQe/fu1dVXX63Bgwdr+vTpVscD8D3U1tZq0aJFevjhhzV+/Hj9+c9/1rRp0zRixAiNGjXK6niwEDMh6DOWL1+uX/3qVyouLrY6CoBeVF9fr7y8PF1++eWy2+069dRTdckll+jdd9+1OhqA78ntduv111/X+PHjFQqF9NVXX8lutyslJcXqaLAYJQR9xsyZM1VZWanTTz/d6igAetGoUaO0fPnyyHZnZ6e2bNminJwcC1MB6C2pqan6+uuvNWLECM2ePVszZszQ8OHDrY4Fi1FC0GdkZmZaHQFAlHV0dGjhwoVyOp266qqrrI4DoJcMGDBA7733ntauXauKigpVVlZaHQkWo4QAAGLCvn37NGPGDDU1Nen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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.boxplot(x='Pclass', y='Age', data=titanic)\n", + "plt.show()\n" ] }, { @@ -560,11 +1159,63 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\vi_to\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\seaborn\\axisgrid.py:848: UserWarning: \n", + "\n", + "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", + "\n", + "Please adapt your code to use either `displot` (a figure-level function with\n", + "similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "\n", + "For a guide to updating your code to use the new functions, please see\n", + "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", + "\n", + " func(*plot_args, **plot_kwargs)\n", + "C:\\Users\\vi_to\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\seaborn\\axisgrid.py:848: UserWarning: \n", + "\n", + "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", + "\n", + "Please adapt your code to use either `displot` (a figure-level function with\n", + "similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "\n", + "For a guide to updating your code to use the new functions, please see\n", + "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", + "\n", + " func(*plot_args, **plot_kwargs)\n", + "C:\\Users\\vi_to\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.FacetGrid(data=titanic, col='Gender').map(sns.distplot, 'Age')" ] } ], @@ -585,7 +1236,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.11.4" } }, "nbformat": 4,