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@myurasov
Last active November 3, 2016 02:44
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Facebook V @ Kaggle – Scores vs Attempts
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{
"cells": [
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"from ggplot import *\n",
"import matplotlib as mpl"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data = pd.read_csv('facebookv-att-vs-score.csv').head(1500)\n",
"max_err_score = max(data['score'])\n",
"data['score_delta'] = [max_err_score - x for x in data['score']]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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ksg/R3se9ZPmu/2yXB3lf97y2vzwt0yS8rY+T2aRb983/5w2sU2PyD995nqfNmzerZ8+e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\nn/406GEAAAAAMIrT/uE7Xkv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XX32lgw8+WG+99VZi2WWXXaabbrqp44IAAAAA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\nImNDqF0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f6e517dce90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8756989353953)>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ggplot(aes(x='score_delta', y='attempts'), data=data) \\\n",
" + geom_point() + themes.theme_bw()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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d2UBPdtCVHR67IpMNHjNJfnN5Q0/xwuIfFcERRTvoygZ6soOu7PDYFZls8JhJ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\n8MIL+sEPfhDNgIaYl57igK7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MmDG666671NbWJklqaGjQJZdcogsuuGAohgsAAIAMPO0f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\ndImdPHmSHT58mD148IAxln8r6pkzZ2RP5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trEh3Imkwl/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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f6e516dcc10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8756986742429)>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ggplot(aes(x='score_delta', y='attempts'), data=data.head(750)) \\\n",
" + geom_point() + theme_bw()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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DC3IDC3LjRm/c6A28YvhHYHCEExbkBhbkBhbkBhbkxo3euNEbWJT6XQCQq1gsxhFOeEZu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\n+pepx8n/4kfyC733yX2M5zt1ey49T33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jDUnSTTfdxOCPXsUiBwtyAwtyAwty03vWrVun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\nem7feustb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LNiY2N7eghwKF7hwBGio6N7eggAzhMJCQk9PQQ4UHx8fE8PAYgovXv37ukh\nnLN69erV00OAQ7ksvigSQITyer1yu92cFAcAcE5qfhnOdgpAd6D5x1lrjpBlWfL5fLIsK2BZy3+t\n12m9fihabyCbf3e5XP5/LX8Pdh27y52kdQ1b17n1z6H83/rnjgSrX3s1bvmv+dDqc732LevYnO/W\ny0Opeeuf7XRUu9a/OznPLTPbcu4ItY7h1LP173ZzQ/PvLXcaObG2wXQ0PwR7DkxqHeocECzDThCs\nRu3NB2czz7aeW1v/H8qc4LT6thRqfcPZxtlpb25o/t+uzk7ZngVjNyd09PotlNd1oQgl4+FsF52q\n9WuNlsvae46af255O+EIZ17p6PU1nIHm/xxTWVkpqeMXTy1/bj3h2f0hNv/e+ilvb2PZ3oag5eUd\nvaCzewHS3rJgY7RbFs4OB7vLTR5DR5Ney+Wh1D3cF5Otx9DRxrCjCTvY4+jo+bDb+ISan1DrHmzD\n3t7v7Y2xo8y3boI6alY62iiGM9aW4+iolna/tx5n6xem7dU13HEGG2/rcbW3rPn+m5vtUP/WOsqC\n3Vhbj7GjmgZ7bOHME+GOO5Sxh5OF1uuE+gIv1L87k+xKbXc0BBtHsJqGUleTeSHU+SrYWFvvKGqv\nzh2Nz66mdmNuvax10yD9s5GQ7OcCu587qm9HYw821lDmC7v5zK6+pvUOVttgY7Ybe7DtWXOdO6pt\nsDGGm43W4wt3vO3NCy2z0l6u2xt/uI+h5Tjtfm7vsvbmj1C2L+2N22787c23djmyezwdjb/lstY/\nBxtzZ21fQvl7aHl/ofy9tvf3YPcYwhm7xDkj7ND8n4PCeWEXLOytb6M9HW2AwplEu1JXH77d3kax\nvQ1O8+/Bfm5PsBeyoUz4LS9rfTtOFErN28t5sN+DOdt8O6nOHdWyvWUtb6Mj7b346OjFoxPr2sxk\nnrD7PxR2L7A7an5CbS7OFeG8yAylrqFmOJQ6Onk+aCncGp9tfaXQMtt6mV2Gz3Wta9f6SLGWlwX7\nueX/oTqb+cHpeW4tlNcQZ7vday3c+nd0ebjPhWVZ58Tz114Tbrqd7Ihd7Vv+z8nCg6P5hyNUV1cr\nLi6Os3AD6HL19fXq1avXOfGiCs5RW1ur2NhYtlNAJ6mpqVHv3r35mwqC18UwRWLgGOynQri8Xi+5\nQdg8Hk/AodJAKFq+0wuEyuPxkBsbrY+0RCBqAxM0/wAiVl1dHU0cAOCcVV9fz3YKQLeh+YcjcPgt\nTJAbmCA3MEFuYILc2KM29qgNTNH8wzE4vAkmyA1MkBuYIDcwQW7sURt71AYmaP4BAAAAAIhwNP9w\nBJfLxR5OhI3cwAS5gQlyAxPkxh61sUdtYIrmH47AJAcT5AYmyA1MkBuYIDf2qI09agNTNP9wBCY5\nmCA3MEFuYILcwAS5sUdt7FEbmKL5hyNwVlOYIDcwQW5ggtzABLmxR23sURuYovmHY7CHEybIDUyQ\nG5ggNzBBbuxRG3vUBiZo/uEIHN4EE+QGJsgNTJAbmCA39qiNPWoDUzT/cAQmOZggNzBBbmCC3MAE\nubFHbexRG5ii+YcjuN1uJjmEjdzABLmBCXIDE+TGHrWxR21giuYfjsAeTpggNzBBbmCC3MAEubFH\nbexRG5ii+YdjMMnBBLmBCXIDE+QGJsiNPWpjj9rABM0/HKH5K02Y6BAOcgMT5AYmyA1MkBt71MYe\ntYEpmn84Boc4wQS5gQlyAxPkBibIjT1qY4/awATNPxyDSQ4myA1MkBuYIDcwQW7sURt71AYmaP7h\nGExyMEFuYILcwAS5gQlyY4/a2KM2MEHzD8dgkoMJcgMT5AYmyA1MkBt71MYetYEJmn84BpMcTJAb\nmCA3MEFuYILc2KM29qgNTND8wzGY5GCC3MAEuYEJcgMT5MYetbFHbWCC5h+O0fy1JkA4yA1MkBuY\nIDcwQW7sURt71AYmaP7hKOzhhAlyAxPkBibIDUyQG3vUxh61Qbho/uEYHN4EE+QGJsgNTJAbmCA3\n9qiNPWoDEzT/cAwOb4IJcgMT5AYmyA1MkBt71MYetYEJmn84Cns4YYLcwAS5gQlyAxPkxh61sUdt\nEC6afzgGezhhgtzABLmBCXIDE+TGHrWxR21gguYfjsIeTpggNzBBbmCC3MAEubFHbexRG4SL5h+O\nwR5OmCA3MEFuYILcwAS5sUdt7FEbmKD5h6OwhxMmyA1MkBuYIDcwQW7sURt71AbhovmHY7CHEybI\nDUyQG5ggNzBBbuxRG3vUBiZo/uEo7OGECXIDE+QGJsgNTJAbe9TGHrVBuGj+AQAAAACIcDT/AAAA\nAABEOJp/OAafbYIJcgMT5AYmyA1MkBt71MYetYEJmn8AAAAAACIczT8cg5OawAS5gQlyAxPkBibI\njT1qY4/awATNPwAAAAAAEY7mHwAAAACACEfzD0fh5CYwQW5ggtzABLmBCXJjj9rYozYIF80/HIPP\nNsEEuYEJcgMT5AYmyI09amOP2sAEzT8chT2cMEFuYILcwAS5gQlyY4/a2KM2CBfNPxyDPZwwQW5g\ngtzABLmBCXJjj9rYozYwQfMPAAAAAECEo/mHo3B4E0yQG5ggNzBBbmCC3NijNvaoDcJF8w/H4PAm\nmCA3MEFuYILcwAS5sUdt7FEbmKD5h2NYlsUeToSN3MAEuYEJcgMT5MYetbFHbWCC5h+OwSQHE+QG\nJsgNTJAbmCA39qiNPWoDEzT/cAwmOZggNzBBbmCC3MAEubFHbexRG5ig+QcAAAAAIMLR/MMx2MMJ\nE+QGJsgNTJAbmCA39qiNPWoDE9E9PQAnKSwsVGlpacCy3r17Kzs7O2BZXV2d9u7dq7q6Ol188cUa\nNGhQdw4zYjHJwQS5gQlyAxPkBibIjT1qY4/awATNfxh27dql3bt3q3///v5lKSkpAc1/UVGRXnnl\nFSUnJyspKUnvvvuuZs6cqSuuuKInhhxxmORggtzABLmBCXIDE+TGHrWxR20QLpr/MA0bNkwLFy60\nvXzjxo3KzMzUwoUL5Xa7tW/fPq1evVpjxoxRUlJSN4408vB9pjBBbmCC3MAEuYEJcmOP2tijNjDB\nZ/47UX19vY4ePaoJEybI7W4q7ahRo9SrVy8dPny4h0fnfLGxsYqKiurpYcBhOCwOJsgNTLjdbv/2\nHwgV8409t9tNbWzExMQw3yBsvPMfpqNHj+qpp55SVFSULrroIk2fPl19+/aV1HTIv2VZGjhwoP/6\nUVFRSklJUUFBgS677LKeGnZEoPGHKV44IFwJCQk9PQQ4UO/evXt6CHAotlPB8TdlLyYmpqeHAAc6\nr5v/xsZGVVZWtnuduLg4xcXFSZIGDx6sgQMHql+/fiorK9OHH36oAwcO6Pvf/7569eql2tpa/zqt\nb6P5MgDdKy4ujhdVAIBzFtspAN3lvG7+T5w4oZdeeqnd68yePVszZsyQJE2YMCHgsosuukhPP/20\n9u/frwkTJvjfmfZ4PAHX83g8AXsuN2zYoH/84x9B7+/BBx8M+3EAsMchcQCAcxnbKQDd5bxu/jMz\nMztsttvbE5uUlKR+/fqpuLhYkpScnCxJqqysVL9+/fzXq6ysVFZWlv/36upq29v8xS9+wQ4AhOUX\nv/iFJHYcITzkBibIDUyQG5ggNzBFduyd183/2e5praqqUkVFhf8s/snJyUpISFBeXp4yMjIkSWVl\nZTp9+rSGDBniX++mm26yvc3msAIAAAAA0FnO6+Y/XG+99ZZGjhypPn36qKysTO+++6569+6tMWPG\nSGo6SmDKlCn66KOPNHDgQCUnJ2vDhg1KTU3V0KFDO7z9/Pz8Ln4EAAAAAIDzEc1/GCorK7VmzRpV\nV1crLi5OF110kW666aaAz/NffvnlioqK0ttvv63a2lqNGjVKOTk5IZ2pvqPzDwAAAAAAYILmPwy3\n3XZbh9dxu92aMWOG/ySBAAAAAAD0NE4vCgAAAABAhOOdf8Dh0tPTNWXKlJ4eBhxm4MCBmjp1ak8P\nAw6TnJxMbhC2vn37khuELSEhgdzAyJVXXqmRI0f29DDOSS7LsqyeHgQAAAAAAOg6HPbfA7xer0pK\nSlRdXR3WemVlZSorK+uiUeFcYvJcV1dXq6SkRF6v1/Y6FRUVKi0tFfv8IpPJ81tbW6uSkhJ5PJ4u\nHBnOZZWVlTp9+rR8Pl/I69TV1am4uFiNjY1BL29sbFRxcbGqq6uZbyJUKNuc1hoaGlRcXKyGhgbb\ny0tKSlRWVhbW7cI5TLY5zfNJXV1dF44M57KOtjnBeDwelZSUqLa2tgtH5jwc9t/N8vLytG7dOlVV\nVcnr9erSSy/VnDlzFB1t/1ScOXNGa9eu1bFjxyRJWVlZuuGGG9S/f39JTZPiunXrVFhYqOLiYl14\n4YVatGhRtzwedK6ysjKtWbPG/1wPGTJEN954o/+5Dsbj8WjDhg3avXu33G63+vbtq6997Wu68MIL\n/deprq7W2rVr9eWXX8rtdistLU033HCDBg4c2OWPCV2vqqpKb731VsDze+ONNyo1NdV2HZ/Ppy1b\ntmjHjh1yu92Ki4vT3LlzAw6T+/vf/65PP/1URUVFamho0E9+8hPFx8d3x0NCN6irq9O6deu0f/9+\nRUVFKTk5WTfccIPS09Nt17EsS++9954++OADSVJMTIyuu+46jR8/XlJT87Zy5UodPnzYvzNh0KBB\nmj9/vjIyMrr+QaHLhbLNCebvf/+7tm3bJsuy5HK5NHPmzICPrL311lvauXOnf2dRXFycZs2apa98\n5Std+njQPULZ5gSzZ88evfPOO/6mb8aMGbryyivlcrnaXHf79u3auHGjJkyYoJycnC55HOheHW1z\n7Hz22Wdav3696urq5PP5NHnyZF177bVyu5ve996xY4fWr18fsE50dLQeeOCBrnkg55CoZcuWLevp\nQZwvqqqq9OKLL2rcuHH6l3/5F40aNUpbt25VQ0OD7UbTsiz98Y9/VFRUlO6++25NmzZN+/bt0/79\n+3XppZdKatoQf/nllxoxYoS8Xq9cLleHfxQ491iWpRUrVigqKkpLlizR9OnTtX//fn366ae69NJL\ng27oJGnbtm369NNPddddd+m6665TRUWF3nnnHV122WXq1auXJOnPf/6zKioq9O1vf1tXXnmlDh8+\nrB07dmjSpEn+iRDOtXr16oDnNy8vTx9//LEmTpxo+/xu375dH330ke68807NnTtXXq9X69ev19ix\nYxUXFydJOnTokJKSkjR48GAdO3ZMM2bMUExMTHc+NHSh9evXKz8/X3fffbdmzpypoqIi/fWvf9Wk\nSZNsv542NzdX77zzjm677TbNnz9fvXv31po1azRixAj16dNH9fX1Kiws1Lx58zRv3jxNnDhReXl5\n2rFjhyZPnsx8EwG2bt2q/fv3B2xzNm/eHLDNae3gwYN64403tGDBAi1YsEDJyclau3atMjIylJyc\nLKnphfcVV1yhOXPmaPr06fL5fNq8ebNGjRqlxMTE7nyI6ALN25zFixcHbHPGjRvn3+a0duLECa1Y\nsUJz5szRLbfcooyMDK1bt05JSUkaNGhQwHVLS0v15ptvqm/fvurXrx+f944QHW1zgiktLdVLL72k\nGTNm6LbbbtNFF12kTZs2KTo6WpmZmZKkgoICFRcX61vf+pYmT56syZMna9KkSUpISOjOh9cj2Ap3\no88//1yWZWnmzJmKiorSoEGDNGnSJO3du9d2ndLSUhUUFGjmzJmKi4tTfHy8rr76ah07dsx/WHhs\nbKy+/vWva+rUqerbt293PRx0sjNnzig/P19XX3214uPj/c/18ePH2/0IwN69ezVp0iQNHDhQUVFR\nmjlzpizL0hdffCGp6d29zz//XJdffrn69Omj2NhYXXPNNTp9+rQKCwu76+Ghi9TW1urzzz/XFVdc\nEfD8lpSUqKioyHa9vXv3avz48crIyPB/RWlcXJz279/vv85VV12lq6++WkOGDOmOh4Ju5PV6lZub\nq6lTpyopKUkxMTG65pprVFVVpSNHjtiut3fvXo0cOVLDhg2Ty+XSxIkTNXDgQO3bt0+SFB8fr/nz\n5ys9PV1RUVHq16+fZs2apcrKSp08ebKbHh26UrBtjs/n829zgsnNzdXQoUN1ySWXSJIuueQSDR06\nVLm5uf7rZGdnKyUlRW63W7GxsbryyislNTWAcL7mbU56errtNqe13NxcDRw4UBMnTpTL5dKwYcM0\ncuTINq+bfT6f1q5dqyuvvNK2IYQzdbTNCWb//v2Kj4/XjBkz5Ha7lZ6ernHjxgXMN5IUFRWl1NTU\ngH/nA5r/bnT8+HGlp6cHvHOWlZWlsrIyVVZW2q7jdrsDDpds3mt1/Pjxrh0wutXx48flcrn8z6/U\n9Fy7XC7b57q8vFzl5eUBzVlMTIzS09P96xQUFMiyLGVlZfmvk5KSooSEBP/HC+BcBQUFkhTw/Kam\npio+Pt72+W1oaFBRUVFAbtxut4YMGcK8cp44deqUGhsbA3KTmJio1NRU29z4fD4dP348YB2pKXvt\nzSVVVVX+24ezlZeXq6Kiot1tTjDHjx9vsxMxKyvLdh3LsvTpp5/65yU4W319vYqKigLmjubntr25\no73ctDxHyc6dO+XxePiISIQx3eY056blkWZZWVkqLCwMON9IXV2dtm7dqi1btujgwYPnzXlG+Mx/\nNyovL29zOEnz52fLy8uD7q0sLy9XXFxcQICjoqIUFxen8vLyrh0wulWw57r5c3F2z3Xz8mC5ar6s\n+aiB1ofVxcfHq6KiotPGj57R/DwHe37tclNZWSnLstrkJiEhgeb/PNE8L7Q+h0N780JDQ4Pq6+vD\nWqe+vl5btmzR2LFj1a9fv04YOXpSKNucYMrKykJa59ixY1qzZo3q6urk9Xp1xx13aMCAAZ00evSU\nqqoqWZYVdO7Iz8+3Xa+8vFzZ2dkByxISElRfX6+Ghgb17t1bZWVl+stf/qJ//dd/5WNFEaa+vj7s\nbY7UlJvW55iJj4+XZVmqqqpScnKyXC6XkpKSVFFRoZqaGn344YfKyMjQHXfcYfvxpUhB83+WVq5c\n2e4h2f369dPChQslyX+Sm5aaf7c7G3KwdZrX4wzKkeVsnutguWq9TijXgfM056b18+t2u9udVyQy\nAbV5sRxKbkJdx+Px6E9/+pOioqI0b968ThoxetLZzB2hrDNgwADNmTNHNTU12r17t9auXau77rqL\njzQ6XLhzR8v12nvdbFmW1q1bp8mTJ3MC4whmkptg6zRfJkkTJ04MOFLkE+TTVQAAEnFJREFUxIkT\nevHFF/0fa4pkNP9nacKECaqvr7e9PDY21v9zYmJim6+baP7d7nDI5nVaToA+n0+1tbUcQhlhgj3X\nlmW1+1w3Lw+Wq+bLmv+vq6sL2HtKhiJDYmKiLMtSXV1dwLv/NTU1tp99bH4Hrr3cILI1P881NTUB\n80JNTY3S0tKCrhMbG6vo6GjV1NQELK+pqWmTm+bGv7y8XIsXL1bv3r07+RGgJ4SyzbFbL5R1EhIS\nNHz4cEnS6NGj9cwzz2jHjh269tprO2P46CHN25xgc0d7n9G3y010dLRiY2N1+PBhHT58WMOHD9cn\nn3wiqenINq/Xq08++UTjx49v99u0cG4LZ5vTUmJiYtB1pH9msfXOgcGDB2vIkCE6dOhQxDf/HB9z\nli6++GKNGzfO9t/FF1/sv25mZqZOnDgR8JmS/Px8JSYm2n6VW2Zmprxeb8CJkgoLC2VZVsBnw+F8\nmZmZ8vl8ASdpKywslM/ns32uk5KSFB8f7//ct9R0Iq/CwkL/Os2HPrW8Tnl5uSorK/nqrQhg9/xW\nVVXZPr9xcXFKTU0NWMeyLOXn5zOvnCfS0tIUFRUVkIHm71G2y03ziZNariM1Za/lOl6vV6+//rpK\nSkp05513skMpgiQnJwfd5pw4caLduSMjIyNobtpbJzo6WgkJCaqurj77gaNHxcXFKSUlpc02p/Xc\n0VpmZmab3OTn5/tPVBsVFaXMzEwdOHBAubm5ys3NVVVVlc6cOaPc3Nzz5jPckSrUbU5rzfNNy6MD\nCgoKlJqa2u6O6IaGhvNiZxHNfzcaMWKE6uvrtXPnTklN372+c+dOjRw50v9Ob35+vl566SX/0QSp\nqakaMGCAPvjgA3m9Xnm9Xn300UdKSUkJ+Bycx+ORx+PxHwbV/Duco/k5be+5rqur00svveSfCF0u\nl0aNGqVPPvnE/wJp586dqq+v9797kpCQoCFDhmj79u1qbGyUz+fTBx98oMTERJr/CJCYmKjMzMyg\nz2/z97X7fD69/PLLOnz4sH+9kSNHas+ePf7P3O7fv19nzpwJ2GHp9Xrl8Xj8L6Caf295oiU4U0xM\njIYPH66PP/5YdXV1sixL27dvV3R0dMBXz65YsUKff/65//dRo0Zp//79KikpkSQdPnxY+fn5GjVq\nlKSmjKxevVqFhYW64447FBcX598ekRvnC7bN+eSTT9TQ0ODf5kjSG2+8oT179vh/HzVqlA4ePOg/\nc/+JEyd08OBB/9ex+Xw+5eXl+TNiWZZyc3NVWFioESNGdNfDQxcaNWqU9uzZ4/+sdvM2p+VX8m3a\ntEkffvih//eRI0cqPz9feXl5kqTTp09r//79/nWysrK0ePHigH8XXHCBLrroIi1evDjg6Fs4U/M2\n5/Tp05LabnMk6YMPPtDmzZv9v48cOVJnzpzxf5NERUWF9uzZE7DO4cOH/X2Sz+fTxx9/rIKCAo0e\nPbo7HlaPcll8wLNb7dq1Sxs2bFBSUpLKy8t1wQUX6JZbbvEfrrt9+3Zt3LhR999/v//QlIKCAq1a\ntUrSPz/HcvPNN2vw4MH+233qqad05syZgPuKiorSgw8+2E2PDJ3hxIkTWrVqlf8FUOvnurKyUo8/\n/ri+9rWv+Q9Lqq2t1cqVK1VUVKR+/fqprKxMc+fO1YQJE/y3W1JSopUrV6qurk4xMTFqbGzUggUL\nAl7kw7k6en59Pp8efvhhzZgxQ7Nnz5bUtIf79ddf15EjR5ScnKzTp0/rmmuu0dSpU/23u2XLFr3/\n/vtt7m/hwoV8h3IEqKio0GuvvaaysjLFx8erpqZGN9xwQ8Bzu2zZMo0ePVo333yzpKbmfs2aNTpw\n4IBSUlJUXFysGTNmaObMmZKaXpw/88wzQe/v9ttvD2gQ4Uwttzl9+/ZVeXl5m23OL3/5S11wwQX6\n1re+JalpDtq4caN27typgQMH6tSpU7rssss0d+5cuVwueb1ePfroo3K5XOrTp4+qq6vV0NCgyZMn\n67rrruNEbhEglG3OY489pri4ON17772Sml7zbtu2TR9++KFSU1NVUlKiUaNG6cYbb1RUVFTQ+3n5\n5ZfVv39/5eTkdMvjQtfqaJsjNfVA9fX1+slPfuJf9tFHH2nr1q0aMGCASktLdeGFF+ob3/iG/2R+\nzz77rEpLS9W3b1/V1NSosbFRU6ZM0ezZs4OefyuS0Pz3gJqaGh0/flyJiYkaPHhwQMjq6+tVU1Oj\nfv36BWzsPB6Pjh49KkkaOnRom0mvvLw86LsqSUlJXfQo0FW8Xq//e7ZbP9der1cVFRWKj48P2KNt\nWZZOnDihqqoqZWZmtjkzqtT04uvo0aPyeDwaOnRowFdOwvnae34ty1JZWZni4uLaHPJWVFSk8vJy\npaentzk8u6amJug5TRISEiL+bLjnC8uydPz4cdXV1SkrK6vNO2VlZWWKjY1t820SxcXFKi0tVVpa\nWsBZ/JvnqGDITeRoPmS7uro66DanvLzcf9h+S6WlpSouLlZqaqqSk5MDLmtsbNTJkydVWVmp2NhY\npaen885tBGpvm1NRUSG3291meXl5uYqKipScnNzhd7FXVlbK7Xa3yR6czW6bI/3z2yRanz+isrJS\nJ06cUL9+/dqcy8bj8ejkyZOqqKhQTEyMMjMzz5v5huYfAAAAAIAIx3FUAAAAAABEOJp/AAAAAAAi\nHM0/AAAAAAARjuYfAAAAAIAIR/MPAAAAAECEo/kHAAAAACDC0fwDAAAAABDhaP4BAAAAAIhwNP8A\nAAAAAEQ4mn8AAAAAACIczT8AAAAAABGO5h8AAAAAgAhH8w8AAAAAQISj+QcAAAAAIMLR/AMAAAAA\nEOFo/gEAAAAAiHA0/wAAAAAARDiafwAAAAAAIhzNPwAAAAAAEY7mHwAAAACACEfzDwAAAABAhKP5\nBwAAAAAgwtH8AwAAAAAQ4Wj+AQAAAACIcDT/AAAAAABEOJp/AAAAAAAiHM0/AAAIycqVKzVs2DAV\nFRWFve4vf/lLjR8/vgtGBQAAQkHzDwAAQlJZWanDhw/L6/WGvW5paamOHDkSsCw7O1s///nPO2l0\nAACgPTT/AACgR5w6dUqVlZU9PQwAAM4L0T09AAAAnMzr9ertt9/Wvn37VF1drcGDB2v69Om69NJL\nA65XXV2tN954Q5999pni4uI0ceJEXXPNNYqJifFfp7y8XCtXrtSxY8eUmZmpW2+9Vf379w+4nY0b\nNyo1NVWjRo3y397111+vadOmSZI8Ho/Wr1+vf/zjH4qPj9eCBQs0YsSIsB+XZVnatm2b3n33XQ0Y\nMEA33XRTu9f929/+pm3btsnlcmnOnDn6yle+IpfLFfT6Ho9Hb731lhobG/Xll1/qjTfekCRlZmZq\n0qRJsixL+/fv19/+9jcdP35c8fHxmj17dru3CQAA2ueyLMvq6UEAAOBEdXV1mj59uvbu3auJEycq\nMTFRhw8f1unTp1VeXu6/3sqVK3X33XeroaFBkyZNUm1trfbu3asXXnhBixcvliT9+c9/1qJFi+R2\nuzVhwgTt2bNHHo9HL7/8sm6++Wb/bWVlZenSSy/VoUOHlJ+fr/T0dC1ZskQ/+MEPtGvXLuXk5OjU\nqVMaO3aszpw5o4MHD+q+++7T448/HnLj3NjYqJtvvllr1qzR2LFjFRsbqy+++EILFy7Ub3/7W//9\nSlJBQYFuvPFG7d69W2PGjJFlWdq7d6/mz5+v119/Xb169ZIk/fCHP9SLL76o8vJyVVdX67LLLtMX\nX3yh/v37a+DAgZKk+fPn67//+7+1ceNGzZ07V8OHD9cFF1ygEydO6ODBg/ra176mN954Q9HRvHcB\nAEDYLAAAYOSPf/yjJcnasWNHwPIDBw74f/7ss8+smJgY66tf/apVXFzsX15SUmLl5eVZlmVZp06d\nsuLj463LL7/cKi0ttSzLskpLS60rrrjCiouLswoLC/3rDRkyxJJk/exnP7O8Xq9lWZbl9Xqt+vp6\nKzMz07r00kutgoICy7Isy+fzWU8++aQlydq0aVPIj+uZZ56xJFm/+93vLJ/PZ1mWZb399tuWy+Wy\nJFn5+fn+686aNctKS0uzcnNz/cs2bNhguVwu64knnvAvu++++6y+ffsG3E9iYqJ13333tbn/I0eO\nWAcPHvT/7vP5rFdffdWSZK1atSrkxwEAAP6Jz/wDAGCooqJCktocmj9y5Ej/z//3f/8ny7L0/PPP\nKyUlxb98wIABuvDCCyVJa9euVU1NjR577DElJSVJkpKSkrR8+XLV1tbqzTffDLj9rKwsPfTQQ3K7\nmzbjbrdbmzdv1vHjx/XMM89o8ODBkiSXy6V7771XI0aM0Kuvvhry41q5cqUmTJigu+66y3+0wPXX\nX6958+YFXC8vL09bt27VQw89pDFjxviXz5kzRzfccENY99n68WVnZ/t/d7lcWrhwoUaNGqV169YZ\n3SYAAOc7jpsDAMDQ/Pnz9Z//+Z8aP3685s2bp1mzZun6669XVlaW/zpbt25VdnZ2wLLW3n//fUVF\nRWny5MkByydPnqyYmBi9//77+u53v+tfPmHChDaHvm/evFmStGLFCq1cuVJWi0/11dXVKTc3N6TH\n5PP59NFHH2nJkiVtPiYwderUgOZ7y5Yt/se4b9++gPs8evSoPvvss5DuM9gYnn/+ea1evVq7d+9W\nbW2tJKm2ttb/cQMAABAe3vkHAMBQRkaGcnNz9eMf/1hHjhzRPffco6FDh+q73/2uvxGuqalRv379\n2r2duro6xcfHt2no3W63EhIS/M1vs9ZHGkhSVVWVXC6XPB6P6uvr1dDQ4P/X/E58KDwej7xer/r0\n6dPmstbLqqur/T+3vs/JkyfrzjvvDOk+W3vsscf0ve99T5dccolefPFFbdq0SVu3btUll1win89n\ndJsAAJzveOcfAICzkJ6erocfflgPP/ywSktL9f/+3//Tb37zG+Xk5GjOnDm66KKL9Ne//lU+n89/\nmH5rWVlZqqys1OnTpzVgwAD/8rKyMpWVlWno0KEdjmPYsGGyLEs/+9nPQrq+nV69eiktLU1Hjx5t\nc1nrZc0fW1i0aJGuv/56o/uzgpx3+Pnnn9ctt9yip59+OuB6paWlGjRokNH9AABwvuOdfwAADLV+\nFzo5OVn/9m//Jkk6duyYJOmWW27R6dOn9Yc//MH2dprflf/9738fsPx3v/tdwOXtWbhwoSTp8ccf\nD2ms7Zk3b57WrVun4uJi/7K6uro2n+GfM2eO+vfvryeeeCLo7Xd0nykpKSotLW2zvKGhwf8tAc3W\nrVunwsLCkB8DAAAIxDv/AAAYWrZsmfLy8jR37lxlZGSopKRETz75pHr37q358+dLkr7+9a9r+vTp\n+u53v6u9e/dqzpw5qq2t1bvvvqvLL79cCxYs0NSpUzV79mw98MADKi8v19VXX6333ntPy5cv18yZ\nM3X55Zd3OJZhw4bpBz/4gZ588kmdPHlSCxYsUEpKio4dO6YNGzZo8uTJuv/++0N6XPfdd59WrFih\na6+9Vg888IB69+6t5cuXKyYmJuB6zcu//e1v66qrrtKSJUuUkZGhkydPatu2bYqOjtb//u//2t7P\nFVdcodWrV2vgwIFKTU3V6NGjNW/ePM2dO1evvPKKxowZo8mTJ2vHjh168skn/ScyBAAA4aP5BwDA\n0JQpU/S3v/1N3/ve91RRUaH+/ftr6tSpevfdd3XBBRdIajqMftOmTfr1r3+tl156SU888YRiY2M1\nadIk3X777ZKaPtv/xhtvaPny5XrxxRf1yCOPaPDgwbr//vu1dOlSRUVF+e9z7Nixtof1P/HEE5o0\naZJefPFF3XHHHfJ6vUpLS9Pll1+uWbNmhfy4Ro8era1bt2rp0qW65ZZblJSUpCVLlujee+/VY489\nFrAT4O6779bQoUP17LPP6jvf+Y7q6+vVv39/TZkyRffee6//ehkZGZowYULA/fz6179WWlqadu3a\npTNnzmju3LmaN2+eHn/8cXk8Hv3qV79SdXW1JkyYoBUrVujVV19tc14EAAAQGpcV7MN2AAAgLI2N\njW3eGbe7XnR0dJsz6bfk8XjOusn1+Xzy+XxnfTterzdg50N7LMuSx+MJqQ6h3p7P5wv5/gEAgD2a\nfwAAAAAAIhzHzgEAcJ745JNP9P7777d7nYULF3JGfQAAIhDNPwAA54lDhw7p7bffbvc6c+fOpfkH\nACACcdg/AAAAAAARzt3TAwAAAAAAAF2L5h8AAAAAgAhH8w8AAAAAQISj+QcAAAAAIMLR/AMAAAAA\nEOFo/gEAAAAAiHA0/wAAAAAARDiafwAAAAAAIhzNPwAAAAAAEe7/A3amyfcAAV0wAAAAAElFTkSu\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f6e51348590>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8756986595409)>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ggplot(aes(x='score_delta', y='attempts'), data=data.head(325)) \\\n",
" + geom_point() + theme_bw()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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