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@JnBrymn-EB
Created December 17, 2017 22:06
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data Nerds Project\n",
"Corporación Favorita Grocery Sales Forecasting\n",
"\n",
"https://www.kaggle.com/c/favorita-grocery-sales-forecasting"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"%matplotlib inline\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['axes.labelsize'] = 14\n",
"plt.rcParams['xtick.labelsize'] = 12\n",
"plt.rcParams['ytick.labelsize'] = 12\n",
"\n",
"import os"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"ROOT_DIR = '/Users/johnb/Personal/data_science/kaggle/corporación_favorita/data'\n",
"HOLIDAYS_EVENTS = os.path.join(ROOT_DIR, 'holidays_events.csv')\n",
"TEST = os.path.join(ROOT_DIR, 'test.csv')\n",
"ITEMS = os.path.join(ROOT_DIR, 'items.csv')\n",
"SAMPLE_SUBMISSION = os.path.join(ROOT_DIR, 'sample_submission.csv')\n",
"TRAIN = os.path.join(ROOT_DIR, 'train.csv')\n",
"OIL = os.path.join(ROOT_DIR, 'oil.csv')\n",
"STORES = os.path.join(ROOT_DIR, 'stores.csv')\n",
"TRANSACTIONS = os.path.join(ROOT_DIR, 'transactions.csv')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2728: DtypeWarning: Columns (5) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler, result=result)\n"
]
}
],
"source": [
"# this takes a long time to read\n",
"train = pd.read_csv(TRAIN, parse_dates=['date'])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"test = pd.read_csv(TEST, parse_dates=['date'])\n",
"sample_submission = pd.read_csv(SAMPLE_SUBMISSION)\n",
"holidays_events = pd.read_csv(HOLIDAYS_EVENTS, parse_dates=['date'])\n",
"items = pd.read_csv(ITEMS)\n",
"oil = pd.read_csv(OIL, parse_dates=['date'])\n",
"stores = pd.read_csv(STORES)\n",
"transactions = pd.read_csv(TRANSACTIONS, parse_dates=['date'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Joining Stuff"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"features = train.merge(items, on='item_nbr', how='left') # takes 1 minute"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"classes = features['class'].value_counts().reset_index().rename(columns={'index': 'item_nbr', 'class': 'count'})"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10f2b9208>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Ufe3TTx1Ou40vDOzHFwb2O+H6lrYOqg8fZW9dE/vqmth7pImtBxr48/ufsmxLDeX5XkYU\n+SnJyaCiyM+wQr/eUKZUL7FM0Vfpw+WwHeseinT28ACvbdjH5v1Bnl21m7qmNiB0XeGCkYVMG5rP\nlPI8hgS8OmxUqQTRoq96zVfGFvOVsZ9NKbG/vomdNY28vGYvL6/Zwytr9wIQ8LuZUp7HlPJcRhRl\nke9zUdovE7uOHFIqblr0VdJ03kswqSyX2y8+gx01jbyztYZ3ttbw9tYaFq/+7GYyt8NGecDH0AIf\nZ5b144qJA3TEkFLdYJmirxdy+zYROdYl9PWzBmKMYdvBBnbUNLK/vonN+4N8sj/IBzsOsXh1NXe8\nsI4pg/N44Ftn4nFq8VcqWpYp+nohV0USkdCjJAO+z61bsbWG1zbs409vbePbD73HrIoChgR8DAn4\n6N8vQ7uBlDoFyxR9paI1uTyPyeV5FGZ5+N2SzSzbXHNsncthY3Cel/KAlyEBH+UBL2NLcxha8PkP\nD6X6ooQWfREpA97jswelX2GMOZDIY6q+47oZ5Vw3o5zahha2HAiy9UCQLQca2HogyMd76/nr+n20\nh59GP6zAR569idGTmsn3uZMcuVLJ0xst/TeMMZf3wnFUH5XrdZHrzeXMstzjlre0dbCztoG/b9jP\nu9tqeXNTkMm/+DtDAz7mnV3O9GH5FGZ5khS1UsnRG0V/moi8BbwF/NSYyBv4lUocl8PG0AI/Qwv8\n3DBzCP+7+HX2uvrz6rq9/OCp1QCM6Z/Nn745iaJsLf6qb4iq6IvIzcBcYAzwuDFmbsS6XOA+4ALg\nIPATY8xj4dV7gKFAI/An4B+BZ3oodqViUuq3cU1lBf/n/OGs2X2Ed7fVcM/fN1N59xKKszOYPjSf\nyeW55PvcDMrLpDhb7xJW6Sfaln41sAC4EOj6P+FeoAUoBMYDL4nIamPMOmNMM9AMICKLgClo0VdJ\nZrcJ4wfkMH5ADlOH5PP0yl3sOtTI0yt38cg7oSmlHTbh+rPLGVeaTUlOBkXZHnIzXTjstiRHr1R8\noir6xphFACIyCSjtXC4iXmA2MNoYEwSWisgLwBzgVhHxG2Pqw5vPADb0ZPBKxWt0/2xG988GoLmt\nnc37gxxubOWxFTv5Q9WW47YVgZwMJwPzvFw7rYyLx5bo8FCVciSWLnYRWQCUdnbviMgEYJkxJjNi\nmx8CM40xl4jIlwh9Q2gEtgHXGmPaTrDfecA8gEAgMPHJJ5/sfkYWEgwG8flSf6hgX80j2GKoaeqg\n5qihtslQ32KobzVsrG1nd9BQ5BUuH+ZibMCOy957xT9dzgekTy5WyGPWrFkrjTGTTrddvBdyfUBd\nl2VHAD+AMeYV4JXT7cQYs1BE9gCXOJ3OiZWVlXGGZQ1VVVWkQy6ax/E6Ogx/Xb+XX7+6kd992IDd\nJpTkeJg+NJ/sDBe5XiczhxcwvNCXkInj0uV8QPrkkkp5xFv0g0BWl2VZQP0Jtj0lvSNXpQqbTbho\ndDHnnlHIW58cYNXOw2zYU8cra/fS2NJOS1sHv3j5Y0qyQ88ovnhsCVOG5FGS7dHZQ1XSxVv0NwEO\nERlmjPkkvGwcn92MFTWde0elGqfdxjkjCjlnROFxy/fXNfHahv28vbWGVTsPHRsemud1EfC7yfW6\nKM7O4KLRReR6XbjsNhx2we9xUNov80SHUqrHRDtk0xHe1g7YRcQDtBljGsKjcu4UkesIjd65FJga\nayDa0lfpoiDLw1WTB3LV5IF0dBjWVh/hgx2H2LCnntrGFg41tPD3j/fxzAe7PvfeEUV+ppTnMWFg\nDuNKcwj43WS67PoNQfWYaFv6twF3RLy+BvgZMB+4Cbgf2A/UADcaY7SlrxShrqCxpTmMLc05bnlT\nazsffnqYptZ2WtsNbe0d7D58lNc27OPP733Kg8u3H9vW53bwtUkDGFuazZfGFPVyBirdRDtkcz6h\nAn+idbXAZT0XklLpz+O0M6U873PLr5tRTlt7Bx/vrWd9dR2HGltYs/sIDy7fRoeB/3otk/7uFj5q\n/4Q5UwbRz+tKQvQqlVlmlk3t3lEqxGG3HXf/AIS+GSzfcpCFb25lY/VR3n5tEw8t387M4QFmjSgg\nz+eiwO+hJMdDpssy/62VBem/DqVSgMdpP3bRuKqqisDwCdzz90+o2nSARat2H7dtdoaTr07oz5AC\nH16XnUyXg6wMBxMG9NOnjSnrFH3t01cqeqNKsvnjnEm0tXewrrqOhuY29tU3sedIE+ur63jknR3H\nppXu5HLYGJSbyaA8L98/fzgjS7qOtlZ9gWWKvnbvKBU7h93GuAE5n1ve1NpOXVMrR1vaaWhuZ399\nE8u31LCjpoGVOw5x2e+XMTTg49rpg7lwVCF+jzMJ0atksEzRV0r1HI/Tftyzg0eSRWVFAQD765v4\n3eubWbnjED98ajU/fAryfS7K8kLPKB6c76Usz8ugvEz6eV16U1masUzR1+4dpXpHgd/DnZeOpqPD\nULVpPxv3Btl+sIFtNQ289ckBnl55/P0DxdkeBuZm0i/Txej+WUwqy2VwvpcCv1s/DFKQZYq+du8o\n1btsNjnhHcWNLW1sP9jIztpGDtQ38c62Wg7UN7NpXz1/Wbf32HajSrIYEvBxybgSzh1RgE1nHE0J\nlin6SilryHQ5GFmSdexC75wvlh1bd6ihhQ8/Pczm/UFeXruHt7fW8MLqanIynVw3fTA3zByCU585\nYGmWKfravaOU9fXzupg1ooBZIwq4/uzQjWQvrdnD4tV7uPuvm9hR08ivLx+r3T4WZpmir907SqUe\nh93GpeP7c+n4/vzfv27kt69vZtnmg3hcduwiFOdkMGNoPqP6Z1HgdxPwe8jO0JFCyWSZoq+USm3/\n57zh5GS6WFd9hJa2DtraDdsONvDvLx//wLwp5bmMG5DDl0cXJynSvk2LvlKqR9hswrenD/7c8l2H\nOi8KN7P9YCNPvv8pK3ccYuGbWxmbb2ed2Ux5vpepQ/P1W0Av0KKvlEqo0n6Zxz0n4LvnDaO+qZU/\nvrGVP7+zhbte3QiA3+3g/JGFTC7PpSg7g4mD+uFza4nqafoXVUr1Or/HyQ8vrGCSew+Tvjidj/fU\n8eiKnbwRMZfQgNwMfnPleCYOyk1ytOnFMkVfR+8o1Tf53A4mleUyqSwXYwxbDzaw7UAD//b8Wmb/\n4W2+WJ7HmNJsAj43Ab+bmcMDOqV0HCxT9HX0jlJKRBgS8DEk4GPq0DweWLad5z/czYPLt9PS1gFA\n/5wMvnvuMCYMzGFoQWIePp/OeqXoi8g3gHuMMYHeOJ5SKvVluhx8Z9ZQvjNrKMYY6pvbWF9dx3ef\nWMWPn/kIgNH9s7jyzIFcNKqIgN+d5IhTQ8KLvojYgSuATxN9LKVUehIRsjxOppTnsfRfzmHXoaO8\nuekAj67Ywe3PreWO59dy0egivjS6GJ/HQZbHydCAj+xMHQ3UVW+09L8BPAX8oBeOpZRKc067jcHh\n2UC/+cVBbNxXz3Orqnn47e28vGbvcdtWFPqZd3Y5syeWJidYC4qq6IvIzcBcYAzwuDFmbsS6XOA+\n4ALgIPATY8xj4XV24GuEnqGrRV8p1aNEhBFFWdz6pSy+M2sIe480Ud/cxuHGFtZX1/HX9fv4wVOr\neWXtHvpluijJyaA424PP42BcaQ4DcjNPf5A0E21LvxpYAFwIZHRZdy/QAhQC44GXRGS1MWYdcA3w\npDGmQy+2KKUSye9xHvcwmHNGFHL92eXc8fw6Vu44xNrddeyrb8KEHyhmExhW4GfGsHxuOW8YWX3k\nQTJRFX1jzCIAEZkEHPueJCJeYDYw2hgTBJaKyAvAHOBWYCQwQUSuAYaJyD3GmFt6OAellDoht8PO\nr2aPPfa6qbWdQ40tHGpo5cWPqllXXcf/LN3Gfcu2MTjPyxeH5PHt6YMpD/iSGHVixdunPxxoM8Zs\nili2GpgJYIz5l86FIvK+FnylVDJ5nHaKszMozs44NnX0h58e5o2NB1iz+wjPfLCL1zbs46VbZpDv\nS8/RQGKMOf1WnRuLLABKO/v0RWQG8JQxpihim+uBq40xlTHsdx4wDyAQCEx88skno47JyoLBID5f\n6rcYNA9rSZc8wHq57Khr5+fvNOG0wZBsO/19wuBsO2MDdjKdJ++itkIes2bNWmmMmXS67eJt6QeB\nrC7LsoD6WHZijFkoInuAS5xO58TKyso4w7KGqqoq0iEXzcNa0iUPsGYuI0bX8Pzqaj7YcYg3qht4\ndUcbELoprKLIz3lnFHLlmQOwRzwpzIp5nEy8RX8T4BCRYcaYT8LLxgHr4tyvUkolxeTyPCaX5wHQ\n0WF4b3stK3ceYuPeetbuPsK/PruG+YvXMfsLpfzyH8ckOdrYRTtk0xHe1g7YRcRDqC+/QUQWAXeK\nyHWERu9cCkyNNRCdhkEpZTU2mxz3IWCM4eU1e3lpTTWPv7uTMf2z+eqE/kmOMjbRtvRvA+6IeH0N\n8DNgPnATcD+wH6gBbgwP14yJTrimlLI6EeErY4u5YFQhn9Yu51+fXcO/Pb+WAX7h1do1nDuigPNG\nFp5+R0kU1ROMjTHzjTHS5Wd+eF2tMeYyY4zXGDOw88asWBljFhtj5iX7YohSSp2O027jzzdM4YG5\nZ3LDzHJcNnh5zR6ue/h9fl+1OdnhnZJlZtnUlr5SKpVkuhzHHhJ/pnsvU6efzfef/JC7Xt3IFwb2\nY/LgXEvOABpVS783aEtfKZXKXA4bv5o9lpLsDL6+8B0m/Pxv/PKVDad/Yy+zTNEXkUtEZGEwGEx2\nKEop1S0+t4M/3zCFOy4ZycSB/fjjG1t5c9OBZId1HMsUfW3pK6XSQWm/TL41bTD3Xv0FyvIy+eFT\nq9m4N6ZblxLKMkVfKaXSicdpZ+E3QzfIXnPfCvbXNyU5ohDLFH3t3lFKpZvhhX4e/vZZ1De1cu7d\nb3Dtg++xo6YhqTFZpuhr945SKh2NKMri/rln8pWxxby3rZZr7ltBa3tH0uKxTNFXSql0NXVIPr+a\nPZbffH08n9Ye5YUPq5MWixZ9pZTqJeeMKGBEkZ9fv/oxH++tS0oMlin62qevlEp3IsJ/XTkeY+Di\ne5Zy16sf93oMlin62qevlOoLzijO4sVbpvPlMcXcu2QLy7cc7NXjW6boK6VUX1Hg9/Dry8cyIDeD\nHz31Ua929WjRV0qpJPA47fz+qok0t3Vw0W/e4rqH3uNgsDnhx9Wir5RSSTKmNJuXvzud7503jLc+\nOcjsPyznUENLQo9pmaKvF3KVUn1Rgd/D984bzmPXT2bP4SauXPg2j67YQUtbYsbyW6bo64VcpVRf\nNnFQLr+7agI2EX767FquXPg27R2mx49jmaKvlFJ93QWjinjluzP496+OZtXOwzyzclePHyOhRV9E\nCkVkuYi8ISKvi0hxIo+nlFKpTkS46qyBjB+Qw4+f+YjrHnqP5rb2Htt/olv6B4HpxpiZwMPAtxN8\nPKWUSnkiwp++OYmbKofw2ob9/PzF9T2274QWfWNMuzGm82qEH4j5gelKKdUXBfxufnzRCOZOLeOx\nFTvZV9czUzNHVfRF5GYReV9EmkXkwS7rckXkWRFpEJEdInJVl/XjRWQFcDPwQY9ErZRSfcTcqWV0\nGHi6h/r3o23pVwMLgPtPsO5eoAUoBK4G/iAiozpXGmM+NMZMBm4HfhJfuEop1beU5Xs5a3Auz63a\n3SP7i6roG2MWGWOeA2oil4uIF5gN3G6MCRpjlgIvAHPC610Rmx8BGnskaqWU6kOmlOex5UCwRy7o\nOuJ8/3CgzRizKWLZamBm+PfxInI30A40AdeeaCciMg+YBxAIBKiqqoozLGsIBoNpkYvmYS3pkgek\nTy6JzqPpQBsdBp75yxuU+OK7FBtv0fcBXWcKOkLooi3GmHeBs0+3E2PMQhHZA1zidDonVlZWxhmW\nNVRVVZEOuWge1pIueUD65JLoPHI+PczCj5aRP3gklaOK4tpXvKN3gkBWl2VZQMyPftc7cpVS6sQG\n53kB2HYw/ufrxlv0NwEOERkWsWwc3RiaqXPvKKXUiWVnOsnzutjeAw9Vj3bIpkNEPIAdsIuIR0Qc\nxpgGYBFwp4h4RWQacCnwSKyBaEtfKaVObnC+l60Heq+lfxtwFLgVuCb8+23hdTcBGcB+4HHgRmOM\ntvSVUqpsdx2nAAANi0lEQVQHDc73suVAEGPim4Qt2iGb840x0uVnfnhdrTHmMmOM1xgz0BjzWHcC\n0Za+Ukqd3NjSbA4GW9h9+Ghc+7HMLJva0ldKqZObMLAfAKt2Ho5rP5Yp+trSV0qpk6so8uNx2tKn\n6GtLXymlTs5ptzG2fw4f7DwU134sU/S1pa+UUqd21uBc1uw+Qm0cz9G1TNFXSil1aheNLqK9w/C3\n9Xu7vQ/LFH3t3lFKqVMbVZLFgNwMXvxoT7eHblqm6Gv3jlJKnZqI8LWJA3jrk4Pcu2Rzt/ZhmaKv\nlFLq9L4zayizKgL86a1t3Xq/Fn2llEohNpswqiSb+qbWbnXxWKboa5++UkpFx+dx0GHgaGvsD1Wx\nTNHXPn2llIqOzx16FEqwqS3m91qm6CullIqO3xMq+vXNWvSVUirtaUtfKaX6kGNFP5Vb+nohVyml\nouPr7N5J5Za+XshVSqno+N1OwKItfRE5S0TeFpE3ReRxEXEm+phKKZXOOlv6wabWmN/bGy39T4Fz\njDFnA9sJPUNXKaVUN3nddqB7LX1HTwfTlTFmT8TLFqAj0cdUSql05nbYcTlsiR2yKSI3i8j7ItIs\nIg92WZcrIs+KSIOI7BCRq07w/kHABcDimKNUSil1HL/b0a0hm7G09KuBBcCFQEaXdfcSasUXAuOB\nl0RktTFmHYCIZAGPAHONMbF3QimllDqOz+NI7IVcY8wiY8xzQE3kchHxArOB240xQWPMUuAFYE54\nvQN4AviZMWZjzBEqpZT6HF83W/o9cSF3ONBmjNkUsWw1MCr8+zeAycDtIlIlIlf2wDGVUqpP87kd\n3erT74kLuT6grsuyI4AfwBjzCKGunZMSkXnAPIBAIEBVVVUPhJV8wWAwLXLRPKwlXfKA9MklGXk0\nB5uobTIxH7cnin4QyOqyLAuoj3YHxpiFIrIHuMTpdE6srKzsgbCSr6qqinTIRfOwlnTJA9Inl2Tk\n8dzeVdTuPBzzcXuie2cT4BCRYRHLxgHrYtmJ3pGrlFLR87oTfCFXRBwi4gHsgF1EPCLiMMY0AIuA\nO0XEKyLTCN2AdcounRPsX+feUUqpKLkddpoT/BCV24CjwK3ANeHfbwuvu4nQMM79wOPAjZ3DNZVS\nSvU8t9NGS3vs97pG3advjJkPzD/JulrgspiPfvw+FgOLKyoqro9nP0op1Re47DZa2w0dHQabTaJ+\nn2Vm2dTuHaWUip7LESrfsbb2LVP09UKuUkpFzx0u+s1tKVr0lVJKRa+z6LekatHX7h2llIqedu8o\npVQf4tKWvlJK9R0ue+hBKs1tsY3Vt0zR15a+UkpFL+X79JVSSkUv5bt3lFJKRS/li7726SulVPRc\nqT5OX/v0lVIqenpzllJK9SHuVB+nr5RSKnqdQzZTtk9fKaVU9PRCrlJK9SGf9enrzVlKKZX2Ur6l\nr5RSKnqWLPoiki0i74pIUERGJ/JYSinVlzhsgoj1Ru80Al8Bnk7wcZRSqk8REdwOm7XG6RtjWo0x\nBxJ5DKWU6qtcdltiundE5GYReV9EmkXkwS7rckXkWRFpEJEdInJVTBEopZTqFpfDHnNL3xHldtXA\nAuBCIKPLunuBFqAQGA+8JCKrjTHrYopEKaVUTNyOBLX0jTGLjDHPATWRy0XEC8wGbjfGBI0xS4EX\ngDkxRaGUUipmoT792MbpR9vSP5nhQJsxZlPEstXAzM4XIvIyoW8AFSLyR2PMg113IiLzgHkAgUCA\nqqqqOMOyhmAwmBa5aB7Wki55QPrkkqw8Wpoaqd7bFNOx4y36PqCuy7IjgL/zhTHmy6fbiTFmIbAQ\noKKiwlRWVsYZljVUVVWRDrloHtaSLnlA+uSSrDxy1y4ly+uisvKsqN8T7+idIJDVZVkWUB/rjnQa\nBqWUik3CRu+cwibAISLDIpaNA/QirlJKJZgrUeP0RcQhIh7ADthFxCMiDmNMA7AIuFNEvCIyDbgU\neCTG2HXuHaWUilHCRu8AtwFHgVuBa8K/3xZedxOhYZz7gceBG7szXFO7d5RSKjaubhT9qC7kGmPm\nA/NPsq4WuCymo554P4uBxRUVFdfHuy+llOoLXA675ebeiZq29JVSKjYuu43mVp1PXyml+gS300b1\nkSZe/Kg66vdYpuhrS18ppWIzsjg0Yv5HT30U9XssU/S1pa+UUrG5ZsogbjlnKE0xTMVgmaKvlFIq\ndpluB8ZEv71lir527yilVOy87thm07FM0dfuHaWUip3XZY9pe8sUfaWUUrHLdKVoS18ppVTsfKna\nvaN9+kopFbtMd4p272ifvlJKxS5lW/pKKaVil6kXcpVSqu/Qlr5SSvUhKTt6Ry/kKqVU7FwOGy57\n9KXcMkVfL+QqpVT3xDKCxzJFXymlVPd4Y+jiSXjRF5H/EJG3ROQREXEm+nhKKdXXeK3S0heRcUB/\nY8wM4GPg8kQeTyml+qJYLuYmuqU/Ffhr+Pe/ANMSfDyllOpzYhm2GVXRF5GbReR9EWkWkQe7rMsV\nkWdFpEFEdojIVRGr+wF14d+PALlRR6aUUioqsdygFe3HQzWwALgQyOiy7l6gBSgExgMvichqY8w6\n4DCQFd4uG6iNOjKllFJR6fGWvjFmkTHmOaAmcrmIeIHZwO3GmKAxZinwAjAnvMly4Lzw7xcCy6KO\nTCmlVFRiGbIZ261cnzccaDPGbIpYthqYCWCM+VBE9onIW8BO4O4T7URE5gHzAAKBAFVVVXGGZQ3B\nYDAtctE8rCVd8oD0ySXZebiDrVFvG2/R9/FZn32nI4C/84Ux5ken24kxZqGI7AEucTqdEysrK+MM\nyxqqqqpIh1w0D2tJlzwgfXJJdh6VwL/NOd1WIfGO3gnyWZ99pyygPtYd6R25SimVePEW/U2AQ0SG\nRSwbB6yLdUc6945SSiVetEM2HSLiAeyAXUQ8IuIwxjQAi4A7RcQrItOAS4FHYg1EW/pKKZV40bb0\nbwOOArcC14R/vy287iZCwzj3A48DN4aHa8ZEW/pKKZV4UV3INcbMB+afZF0tcFnPhaSUUipRLDPL\npnbvKKVU4lmm6CullEo8yxR97dNXSqnEE2NMsmM4jojUAxuTHUcPyQcOJjuIHqB5WEu65AHpk4sV\n8hhkjAmcbqN478hNhI3GmEnJDqIniMj76ZCL5mEt6ZIHpE8uqZSHZbp3lFJKJZ4WfaWU6kOsWPQX\nJjuAHpQuuWge1pIueUD65JIyeVjuQq5SSqnEsWJLXymlVIJo0VdKqT7EMkX/NA9YtzQRqRKRJhEJ\nhn82Rqy7KpxPg4g8JyKWeTj8aR54f66IfCwijSKyREQGRaxzi8j9IlInIntF5Pu9HvzxsZ4wDxEp\nExETcV6CInJ7xHqr5eEWkfvC/17qReRDEflSxPqUOCenyiPVzkk4pv8VkT3hmDaJyHUR61LinBzH\nGGOJH0IzdP6Z0NO4phN6AteoZMcVZexVwHUnWD6K0ANlzg7n9RjwRLLjjYjvHwlNlvcH4MGI5fnh\nv/8VgAe4C3gnYv0vgbeAfsAZwF7gIgvmUQYYwHGS91ktDy+hiQ3LCDXILg7/+ylLpXNymjxS6pyE\nYxoFuMO/jwjHNDGVzslx+SQ7gIh/JC3A8IhljwC/SnZsUcZ/sqL/C+CxiNdDwnn6kx1zlzgXdCmW\n84DlXc7PUWBE+HU1cEHE+p9jgQ+zE+RxugJjyTy6xPgRMDtVz8kJ8kjpcwJUAHuAr6XqObFK987J\nHrA+KknxdMcvReSgiCwTkcrwslGE8gDAGLOF8IdbEuKLRde4G4AtwCgR6QcUR67H+udqh4jsEpEH\nRCQfIBXyEJFCQv9W1pHC56RLHp1S6pyIyO9FpBH4mFDRf5kUPSdWKfqnfcC6xf0LUA70JzRed7GI\nDCGU15Eu26ZCXqeK2xfxuus6qzkInAkMIvR13A88Gl5n6TxExEko1oeMMR+ToufkBHmk5DkxxtwU\njmMGoacFNpOi58Qqc+/02APWk8EYsyLi5UMi8g3gy6RuXqeKOxjxuqnLOksxxgSB98Mv94nIzcAe\nEfFj4TxExEaoe7MFuDm8OOXOyYnySNVzAmCMaQeWisg1wI2k4DkB67T0e+wB6xZhACEU/7jOhSJS\nDrgJ5WtlXeP2Eroesc4Yc4jQ19txEdunyrnqvBPRZtU8RESA+4BCYLYxpjW8KqXOySny6Mry5+QE\nHIT/9qTQOTkm2RcVIi5yPEFoBI8XmEaKjN4BcoALCV29dwBXAw2E+jBHEeq2mhHO63+xwIWciNgd\n4bh/SahF1plDIPz3nx1e9h8cPyrhV8AbhEYljCD0jzuZo15OlsdkQhfebEAeodFhS6yaRzim/we8\nA/i6LE+1c3KyPFLqnAAFwNcJddfYw//XG4B/SLVzciyuZAcQ8QfKBZ4L/0F3AlclO6Yo4w4A7xH6\n2nY4/A/9/Ij1V4XzaQCeB3KTHXNEbPMJtbQif+aH151H6KLVUUKjk8oi3ucG7if0gbYP+L4V8wC+\nAWwL/+33AA8DRRbOY1A49iZC3QOdP1en0jk5VR4peE4C4cJ9OBzTGuD6iPUpcU4if3TuHaWU6kOs\n0qevlFKqF2jRV0qpPkSLvlJK9SFa9JVSqg/Roq+UUn2IFn2llOpDtOgrpVQfokVfKaX6EC36SinV\nh/x/TEskOhv08kAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ee97e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"classes.plot(use_index=True, y='count', grid=True, logy=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sample unit_sales plots by class"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"57032\n"
]
}
],
"source": [
"class_ = classes.iloc[200]\n",
"item_nbr = class_['item_nbr']\n",
"count = class_['count']\n",
"items = features[features['class'] == item_nbr]\n",
"print(count)"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"908741 20851\n",
"915822 14102\n",
"915821 12563\n",
"1317092 9516\n",
"Name: item_nbr, dtype: int64"
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"items['item_nbr'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [],
"source": [
"item_histories = items.groupby(by=['item_nbr','date'])[['unit_sales']].sum()"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [],
"source": [
"class_histories = items.groupby(by=['date'])[['unit_sales']].sum()"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [],
"source": [
"min_date = '2017-03'\n",
"max_date = '2017-08'"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11a2b9c50>"
]
},
"execution_count": 178,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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NrB1ZXo1ll+o+Pzz7MqnJw2QyGdJPPMT6M9eTyby578cdtHntxnI9955UPVLKhpTyceBc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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1196ef748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"class_histories[min_date:max_date].plot(use_index=True, y='unit_sales', grid=True)"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[908741, 915821, 915822, 1317092]"
]
},
"execution_count": 179,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"item_nbrs = list(item_histories.index.levels[0])\n",
"item_nbrs"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WPH6BFJGyerZDVo8Q4kXA7wD/HmgDLwC+J4TYB9wJ/GdgD3AUOC+/Ju/1zkv4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\nMkzBb2JiYjLLMAW/iYmJySzj/wGUmrGNcjzxDQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1160867b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = None\n",
"for key, group in item_histories.reset_index().groupby(by='item_nbr'):\n",
" ax = group.set_index('date')[min_date:max_date].plot(use_index=True,y='unit_sales', ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
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