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@sdonkada
Created March 25, 2020 18:40
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": "import pandas as pd \nimport numpy as np # For mathematical calculations \nimport matplotlib.pyplot as plt # For plotting graphs \nfrom datetime import datetime # To access datetime \nfrom pandas import Series # To work on series \n%matplotlib inline \nimport warnings # To ignore the warnings warnings.filterwarnings(\"ignore\")"
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>ID</th>\n <th>Datetime</th>\n <th>Count</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>25-08-2012 00:00</td>\n <td>8</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>25-08-2012 01:00</td>\n <td>2</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>25-08-2012 02:00</td>\n <td>6</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>25-08-2012 03:00</td>\n <td>2</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>25-08-2012 04:00</td>\n <td>2</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " ID Datetime Count\n0 0 25-08-2012 00:00 8\n1 1 25-08-2012 01:00 2\n2 2 25-08-2012 02:00 6\n3 3 25-08-2012 03:00 2\n4 4 25-08-2012 04:00 2"
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": "# The code was removed by Watson Studio for sharing."
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>ID</th>\n <th>Datetime</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>18288</td>\n <td>26-09-2014 00:00</td>\n </tr>\n <tr>\n <th>1</th>\n <td>18289</td>\n <td>26-09-2014 01:00</td>\n </tr>\n <tr>\n <th>2</th>\n <td>18290</td>\n <td>26-09-2014 02:00</td>\n </tr>\n <tr>\n <th>3</th>\n <td>18291</td>\n <td>26-09-2014 03:00</td>\n </tr>\n <tr>\n <th>4</th>\n <td>18292</td>\n <td>26-09-2014 04:00</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " ID Datetime\n0 18288 26-09-2014 00:00\n1 18289 26-09-2014 01:00\n2 18290 26-09-2014 02:00\n3 18291 26-09-2014 03:00\n4 18292 26-09-2014 04:00"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": "\nbody = client_94555b1407464855ac088c29c3fd79c9.get_object(Bucket='timeseriesforecasting-donotdelete-pr-kgcc1chzo3wdrz',Key='Test_0qrQsBZ(1).csv')['Body']\n# add missing __iter__ method, so pandas accepts body as file-like object\nif not hasattr(body, \"__iter__\"): body.__iter__ = types.MethodType( __iter__, body )\n\ntest = pd.read_csv(body)\ntest.head()\n"
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": "train_original= train.copy() \ntest_original= test.copy()"
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "(Index(['ID', 'Datetime', 'Count'], dtype='object'),\n Index(['ID', 'Datetime'], dtype='object'))"
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": "train.columns, test.columns"
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "(ID int64\n Datetime object\n Count int64\n dtype: object, ID int64\n Datetime object\n dtype: object)"
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": "# ID and Count are in integer format while the Datetime is in object format for the train file.\n# Id is in integer and Datetime is in object format for test file.\ntrain.dtypes, test.dtypes"
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "((18288, 3), (5112, 2))"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": "# We have 18288 different records for the Count of passengers in train set and 5112 in test set.\ntrain.shape, test.shape"
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": "train['Datetime'] = pd.to_datetime(train.Datetime,format='%d-%m-%Y %H:%M') \ntest['Datetime'] = pd.to_datetime(test.Datetime,format='%d-%m-%Y %H:%M') \ntest_original['Datetime'] = pd.to_datetime(test_original.Datetime,format='%d-%m-%Y %H:%M') \ntrain_original['Datetime'] = pd.to_datetime(train_original.Datetime,format='%d-%m-%Y %H:%M')"
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": "for i in (train, test, test_original, train_original):\n i['year']=i.Datetime.dt.year \n i['month']=i.Datetime.dt.month \n i['day']=i.Datetime.dt.day\n i['Hour']=i.Datetime.dt.hour "
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": "train['day of week']=train['Datetime'].dt.dayofweek \ntemp = train['Datetime']"
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": "# Let\u2019s assign 1 if the day of week is a weekend and 0 if the day of week in not a weekend.\n\ndef applyer(row):\n if row.dayofweek == 5 or row.dayofweek == 6:\n return 1\n else:\n return 0 \ntemp2 = train['Datetime'].apply(applyer) \ntrain['weekend']=temp2"
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/opt/conda/envs/Python36/lib/python3.6/site-packages/pandas/plotting/_converter.py:129: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n\nTo register the converters:\n\t>>> from pandas.plotting import register_matplotlib_converters\n\t>>> register_matplotlib_converters()\n warnings.warn(msg, FutureWarning)\n"
},
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x7f0cd0bdd080>"
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": "<Figure size 1152x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "train.index = train['Datetime'] # indexing the Datetime to get the time period on the x-axis. \ndf=train.drop('ID',1) # drop ID variable to get only the Datetime on x-axis. \nts = df['Count'] \nplt.figure(figsize=(16,8)) \nplt.plot(ts, label='Passenger Count') \nplt.title('Time Series') \nplt.xlabel(\"Time(year-month)\") \nplt.ylabel(\"Passenger count\") \nplt.legend(loc='best')"
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": "# there is a sudden increase in the number of counts."
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": "# Traffic will increase as the years pass by\n# Traffic will be high from May to October\n# Traffic on weekdays will be more\n# Traffic during the peak hours will be high"
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0cd0b5e8d0>"
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "train.groupby('year')['Count'].mean().plot.bar()"
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0cd0b59550>"
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "# We see an exponential growth in the traffic with respect to year which validates our hypothesis.\n\n# Our second hypothesis was about increase in traffic from May to October. So, let\u2019s see the relation between count and month.\n\ntrain.groupby('month')['Count'].mean().plot.bar()"
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0cd09ff358>"
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wWeBbMcb7YoxLgY8BhcDlqTZTSYbIa2KM82OMzwDXAheFECZ31ZuRJEmSpCOpvqmVa+9YRHNrgls+MpvCvL61CE9nb6WH8hbg3hjjnzvtHwuUA39s2xFjrAeeBOalds0FaoH5Hc57Gqjr0EaSJEmSuq0YI//4P0t4dUs1P/jgcYwrLUh3SWl3SKu8hhCuBiYAH9nP4bbZp5Wd9lcCwzu02RZjjG0HY4wxhLC1w/mSJEmS1G397Km1PPDiZr7wjsmcPWVIusvpFg4aKFNDUv8VOC3G2PQmTWOn56HTvs7H99em4+teA1wDMGrUqIOVKUmSJElHzFOvbeP/PbyMdx5TzifPHJ/ucrqNQxnyOhcoAZaGEFpCCC3AGcAnU9s7Uu069zSWsbfXsgIoS823BNrnXpbyxp5NAGKMt8QY58QY55SWlh7yG5IkSZKkrrR+R3IRnollhfz7ZTPpEGv6vEMJlPcDxwDHdXgsBO5Jba8kGRjPazshhJAHnMbeOZPPAAUkw2mbuUA++86rlCRJkqRuY09TC9fcsRCAWz46m/zcQ5o12Gcc9NOIMe4GdnfcF0KoA3amVnQlhPB94EshhOUkA+aXSS7Cc1fqGstCCI8AN6fmYwbgZuB3McYVXfh+JEmSJKlLxBj5wm+WsLKyhls/fiKjB+enu6Rup6vi9beBfsCPgYHAAuD8GGNNhzZXADexdzXYB4Hru+j1JUmSJKnLtCYi//bIch56eQtfvHAKZ0xyGt7+HFagjDGe2el5BL6WehzonJ3Ahw/n9SRJkiTpaKmoauDv71nMgrU7ufykUVxz+rh0l9RtOQBYkiRJklIeX7GVG379Eg3NrfzH38zk0tkj0l1St2aglCRJktTnNbUk+M4fV3DLk2uYUl7Ijy6fxYSygnSX1e0ZKCVJkiT1aRt27uH6uxfz0obdfPjkUXz5XdPIy85Md1k9goFSkiRJUp/18MtbuPG+JQD85IpZvPOYoWmuqGcxUEqSJEnqcxqaW/m/D73KL59dz8yRA/jRh45n5KD+6S6rxzFQSpIkSepTVm2t5fq7XmB5RQ3XnD6Oz58/mZysjHSX1SMZKCVJkiT1Gfct2shXHlhKblYGt155AmdNKUt3ST2agVKSJElSr1fX2MJXHljK/7ywiZPGDuIHHzye8uK8dJfV4xkoJUmSJPVqr26u5vq7X2Dt9jr+/pyJfOaciWRmhHSX1SsYKCVJkiT1SjFGfrlgPd/43asM6JfNnX93EvPGl6S7rF7FQClJkiSp16mqb+Yf71vCw0srOGNSKf/x/pmUFOSmu6xex0ApSZIkqVdZvH4Xn757MRVVDXzxwilcfdo4MhziekQYKCVJkiT1ColE5Gd/XcO3H1nBkKI8fn3dXGaNGpjusno1A6UkSZKkHm9HbSM3/OYlnlixjQuml/Nvlx5Lcf/sdJfV6xkoJUmSJPVoz6zewWd/tZhddc184z3T+fDJownBIa5Hg4FSkiRJUo/Umoj88M+vcdNjrzFmcD4/v/IEpg8rTndZfYqBUpIkSVKPU1ndwN/fs5hn1+zkfccP5xuXzCA/13hztPmJS5IkSepRHl+xlRt+/RL1Ta18529mctnsEekuqc8yUEqSJEnqEZpbE3znDyu4+ck1TCkv5EeXH8+EssJ0l9WnGSglSZIkdXsbdu7h03cv5sUNu7nipFF85aJp5GVnprusPs9AKUmSJKlbe/jlLdx43xKI8OPLZ/GuY4emuySlGCglSZIkdUsNza1886Fl3PHs68wcUcwPPzSLUYP7p7ssdWCglCRJktTtrN5Wy/V3LWbZlmquPm0sX3jHFHKyMtJdljoxUEqSJEnqNl6rrOEX89dx3wsb6Zedyc+vnMPZU4akuywdgIFSkiRJUlolEpHHV2zlF/PX8dRr28nJyuA9M4fxf86fxNDifukuT2/CQClJkiQpLWoamrl30UZum7+OdTv2MKQoly+8YzIfPGEkgwty012eDoGBUpIkSdJRtXZ7HbfNX8e9izZS29jCrFEDuOH8yVwwo5zsTOdJ9iQGSkmSJElHXIyRv67azq1Pr+PxFVvJyghcdOwwrpw3hpkjB6S7PB0mA6UkSZKkI2ZPUwv/88ImfjF/Hau21lJSkMNnzp7IFSeNoqwoL93l6W0yUEqSJEnqcht27uGOZ1/nnufWU93QwjHDi/nu+2fyrmOHkpuVme7y1EUMlJIkSZK6RIyRBWt3cuvTa3n01UpCCFwwo5yrThnDrFEDCSGku0R1MQOlJEmSpLelobmVB1/czK3z17FsSzUD+2dz3Rnj+fDJoxk2wNt+9GYGSkmSJEmHpaKqgTueXcfdz21gZ10TU8oL+bdLj+E9xw0nL9thrX2BgVKSJEnSIYsx8sL63dz69FoeWVpBa4ycN3UIV54yhrnjBjustY8xUEqSJEk6qKaWBA+9vJlbn17Hko1VFOZl8fFTxvDRuWMYOah/ustTmhgoJUmSJB3QtppG7lzwOncuWM+2mkbGl+bzjUtm8L7jh5Ofa5zo6/wJkCRJkvQGL2+s4tan1/K7JVtoak1w1uRSPn7KWE6dUEJGhsNalWSglCRJktTu2TU7+M4fVrDw9V3k52Ry+Umj+Ni8MYwtyU93aeqGDJSSJEmSiDFy2/x1fOOhZQwtzuOrF03jsjkjKMrLTndp6sYMlJIkSVIf19SS4KsPLOWe5zdw7tQhfP+Dx1Hg/EgdAn9KJEmSpD5sW00jn/jlIha+votPnz2Bz507yTmSOmQGSkmSJKmPWrqpimtuX8jOPU386PLjuejYYekuST1MxsEahBA+FUJYEkKoTj2eCSG8q8PxEEL4WghhcwihPoTwRAhheqdrDAwh3BFCqEo97gghDDgSb0iSJEnSwf32pc1c9p/zAbj3unmGSR2WgwZKYCPwD8AsYA7wZ+D+EMKxqeM3AjcAnwZOALYCj4YQCjtc467U+RcCF6S27+iKNyBJkiTp0CUSke/8YQWfvnsxM4YV88D1pzJjeHG6y1IPddAhrzHGBzrt+lII4RPA3BDCy8BngW/FGO8DCCF8jGSovBy4OYQwlWSIPDXGOD/V5lrgqRDC5Bjjiq57O5IkSZIOpLaxhc/96kUefbWSD8wZyTcumUFO1qH0MUn795Z+ekIImSGEDwIFwHxgLFAO/LGtTYyxHngSmJfaNReoTbVv8zRQ16GNJEmSpCPo9R11vO8nT/Pn5Vv52sXT+Nalxxgm9bYd0qI8IYRjgGeAPJLh8L0xxpdDCG2BsLLTKZXA8NR2ObAtxhjbDsYYYwhha+qYJEmSpCPo6VXb+dRdLwBw+1UncsqEkjRXpN7iUFd5XQEcBwwALgVuCyGc2eF47NQ+dNrX+fj+2ux7MIRrgGsARo0adYhlSpIkSWoTY+S2+ev4xkPLGF+az399dA6jB+enuyz1IocUKGOMTcCq1NOFIYQTgM8B30ztKwc2dDiljL29lhVAWQghtPVShhACUMobezY7vuYtwC0Ac+bMOWDwlCRJkvRGTS0JvvrAUu55fgPnTh3C9z94HAW53jVQXetwB01nALnAWpKB8by2AyGEPOA09s6ZfIbknMu5Hc6fC+Sz77xKSZIkSV1ge20jV/zsWe55fgPXnzWBWz4y2zCpI+KgP1UhhG8BD5HsgSwkuXrrmcC7UnMhv09y5dflwErgyyTnWd4FEGNcFkJ4hOSKr1eTHOp6M/A7V3iVJEmSutbSTVVcc/tCdu5p4ocfOp6LZ3p/SR05h/LfFOXAL1Nfq4AlwIUxxj+kjn8b6Af8GBgILADOjzHWdLjGFcBN7F0N9kHg+rddvSRJkqR2v1uymc//5iUG9c/h3uvmeX9JHXGhw+Kr3dacOXPiwoUL012GJEmS1C0lEpHvPrqSHz2+ijmjB/LTD8+mtDA33WWpC4UQFsUY56S7js4cSC1JkiT1YLWNLXzuVy/y6KuVfGDOSP7lkunkZmWmuyz1EQZKSZIkqYdav2MPf3f786zeVsfXLp7Gx+aNIXlDBenoMFBKkiRJPdD8Vdv55F0vECPcftWJnDKhJN0lqQ8yUEqSJEk9SIyR2595nX/53auMK8nnZx+bw+jB+ekuS32UgVKSJEnqIZpaEnz1gaXc8/wGzp1axvc+cByFednpLkt9mIFSkiRJ6gG21zbyiV8u4vl1u/jUWeO54bzJZGQ4X1LpZaCUJEmSurlXNldx9W0L2bmniZs+dDzvnjks3SVJgIFSkiRJ6tYeWrKFG37zIgP753DvdfOYMbw43SVJ7QyUkiRJUjeUSES+96eV/PDPq5g9eiD/+eHZlBbmprssaR8GSkmSJKmbqW1s4XO/epFHX63k/XNG8I1LZpCblZnusqQ3MFBKkiRJ3cj6HXv4u9ufZ/W2Ov754mlcOW8MIbj4jronA6UkSZLUTcxftZ1P3vUCMcJtHz+RUyeWpLsk6U0ZKCVJkqQ0qm5o5vdLtnDvoo0sfH0XE8sK+K+PzmFMSX66S5MOykApSZIkHWWticj81du5d9FG/vBKBQ3NCcaX5nPjBZP5yMmjKczLTneJ0iExUEqSJElHyepttdy3aCP/88ImKqobKMrL4rLZI7h01giOGznAuZLqcQyUkiRJ0hFUtaeZ3y7ZzH0vbGTx+t1kBDhjUilfuWga50wtIy/b1VvVcxkoJUmSpC7W0prgqVXJIa2PvlpJU0uCSUMK+Kd3TuGS44ZTVpSX7hKlLmGglCRJkrrIysoa7lu0kf9dvImtNY0M6J/N5SeO4tJZI5gxvMghrep1DJSSJEnS27CrronfLtnMvYs2smRjFVkZgTMnl3HZ7BGcPaWMnKyMdJcoHTEGSkmSJOktam5N8OTKbdy7aCN/WlZJc2tk6tAivnLRNN5z3DBKCnLTXaJ0VBgoJUmSpEO0bEs19y3ayP0vbmJ7bROD83P4yMljuHT2cKYPK053edJRZ6CUJEmS3sSO2kYeeDG5Susrm6vJzgycM2UIl84ewZmTS8nOdEir+i4DpSRJktRJU0uCx1ds5d5FG3l8+VZaEpFjhhfz9XdP5+KZwxiUn5PuEqVuwUApSZIkATFGXtlczb2LNvLgS5vZWddEaWEuV506lktnjWByeWG6S5S6HQOlJEmS+rw/L6/k24+sYHlFDTmZGZw3bQiXzR7BaRNLyHJIq3RABkpJkiT1aXctWM+X73+ZCWUFfOOSGVx87FAG9HdIq3QoDJSSJEnqk2KM3PTYKr73p5WcNbmUH18xi/45/vNYeiv8EyNJkqQ+pzUR+eoDS7lzwXounTWCb116jKu1SofBQClJkqQ+paG5lc/e8yKPvFLBJ84cz43vmEwIId1lST2SgVKSJEl9RlV9M1ffvpDn1u7kqxdN46pTx6a7JKlHM1BKkiSpT6isbuBjP3+O1dtquelDx/PumcPSXZLU4xkoJUmS1Out3lbLR//7OXbvaeLWK0/k1Ikl6S5J6hUMlJIkSerVFq/fxVW/eJ7MjMCvrp3LjOHF6S5J6jUMlJIkSeq1Hl+xlU/+8gXKinK5/aoTGT04P90lSb2KgVKSJEm90n2LNnLjfUuYOrSQW688kdLC3HSXJPU6BkpJkiT1KjFGbn5yDd96eDmnTijhPz8ym4Jc/9krHQn+yZIkSVKvkUhE/u9Dy/j502u5eOYw/uNvZpKTlZHusqRey0ApSZKkXqGpJcHnf/MSD760mY+fMoavvGsaGRkh3WVJvZqBUpIkST1ebWML192xiL+u2s4/XDCF684YRwiGSelIM1BKkiSpR9tW08hVv3ieV7dU852/mclls0ekuySpzzBQSpIkqcd6fUcdH/35c2ytbuRnH53DWVPK0l2S1KcYKCVJktQjLd1UxZW3PkdLInLn1Scxa9TAdJck9TkGSkmSJPU4T6/azjW3L2RA/xzuuepEJpQVpLskqU866BrKIYQvhhCeDyFUhxC2hRB+G0KY0alNCCF8LYSwOYRQH0J4IoQwvVObgSGEO0IIVanHHSGEAV39hiRJktS7PfjSZq689TlGDOzPfZ+YZ5iU0uhQbspzJvATYB5wNtAC/CmEMKhDmxuBG4BPAycAW4FHQwiFHdrcBcwCLgQuSG3f8TbrlyRJUh9y69Nr+czdizl+5EB+fd1cyouKblAAAAAgAElEQVTz0l2S1KcddMhrjPEdHZ+HED4CVAGnAL8NyfWYPwt8K8Z4X6rNx0iGysuBm0MIU0mGyFNjjPNTba4FngohTI4xrujC9yRJkqReJsbIt/+wgp8+sZp3TB/CDz54PHnZmekuS+rzDmcOZSHJns1dqedjgXLgj20NYoz1IYQnSfZq3gzMBWqB+R2u8zRQl2pjoJQkSTqKFq/fxX/8cSVLNu5m9uiBzB0/mHnjS5g6tIjMjO51/8bm1gRf/J+XuXfRRi4/aRTfeM+Mblej1FcdTqD8AfAi8EzqeXnqa2WndpXA8A5ttsUYY9vBGGMMIWztcP4+QgjXANcAjBo16jDKlCRJUmfLK6r5zh9W8qdllQzOz+G8aeUs3rCLx1dsA6C4XzYnjxvEvPElzBs/mAllBSQHpKXHnqYWPnXnCzy+YhufPXcif3/OxLTWI2lfbylQhhC+C5xKcuhqa6fDsXPzTvs6H99fm72NY7wFuAVgzpw5+20jSZKkQ7Nuex3f+9NKHnxpMwU5Wdxw3iQ+fupYCnKT/xysqGrgmTXbeWb1Dp5etYM/vJLsKygpyE31XiYfowb1P2qBblddEx//xfMs2bibb753BlecNPqovK6kQ3fIgTKE8D3gg8BZMcY1HQ5VpL6WAxs67C9jb69lBVAWQghtvZSpuZelvLFnU5IkSV1kS1U9Nz22il8v3EB2ZuC6M8Zz7enjGNA/Z5925cV5vPf4Ebz3+BEAbNi5h/mrtzN/9Q6eWb2D3760GYDhA/px8rhUwJwwmKHF/Y5I3Zt21/PR/17Ahl31/OSK2VwwY7+D2iSl2SEFyhDCD0iGyTNjjMs7HV5LMjCeBzyfap8HnAZ8IdXmGaCA5FzKtnmUc4F89p1XKUmSpC6wo7aRnz6xmtuffZ0YIx8+aRSfOmsCZUWHtirqyEH9+cCgUXzghFHEGFm9rY5nUgHzseWV3PfCRgDGluS3B8y54wdTUpD7tmtfXlHNx37+HHuaWrnjqhM5adzgt31NSUdG6DCtcf8NQvgx8BHgEuDVDodqY4y1qTb/AHwJuBJYCXwZOB2YHGOsSbV5GBgBXE1yqOstwLoY48UHK3LOnDlx4cKFb+mNSZIk9UXVDc387Km1/PdTa6hvbuV9s0bw9+dMZOSg/l32GolEZHlFDfNXJ4fILli7k9rGFgAmDylkbipcnjx2MMX9s9/StZ9bu5O/ve15+udkcttVJzKlvKjL6pZ6shDCohjjnHTX0dmhBMoDNfh6jPFrqTYB+GfgWmAgsAD4VIxxaYfrDAJuAt6d2vUgcH2McffBijRQSpIkvbn6plZuf2YdP/3Lanbvaeadx5Tzf86bxISywoOe+3a1tCZYurm6PWA+v24nDc0JQoAZw4qZN34wJ48fzIljBpGfe+ABcn94pYJP372YEQP7cftVJzJiYNeFYKmn67GBsjswUEqSJO1fU0uCXy3cwA8fe42tNY2cMamUz58/mWNGFKetpsaWVl5cv5tn1uxg/uodLF6/i+bWSFZGYObIAe3DY2eNGth+L8k7F7zOV+5fyrEjBvDzK09gUH7OQV5F6lsMlG+DgVKSJGlfrYnI/Ys38f3HVrJhZz0njBnI58+f3C3nG9Y3tbLw9Z3tC/ws2bibRIScrAxmjxpIeXEe/7t4E2dNLuXHV8yif87h3NlO6t26a6D0T6skSVIPEmPkD69U8B9/XMlrW2uZPqyIWz8+gzMnlXbb+zP2y8nktImlnDaxFEjO83x+bTJgzl+9gwVrd/D+OSP45nuPITszI83VSnorDJSSJEk9QIyRp17bznf+uIIlG6sYV5rPT66YxQXTy8nI6J5B8kCK8rI5Z+oQzpk6BEgO283JMkhKPZGBUpIkqZtb9PpOvv3IChas3cnwAf3498uO5b3HDyerl/TmGSalnstAKUmS1E29srmK//jjSv68fCslBbl8/d3T+eCJI8nNykx3aZIEGCglSZK6nTXbavnuoyv53ZItFOVlceMFk7ly3hgXq5HU7fi3kiRJUjexaXc9N/3pNe59YSO5WRlcf9YErj59HMX9stNdmiTtl4FSkiQpzbbXNvLjx1dx57PrAfjo3NF88swJlBbmprkySXpzBkpJkqQ0qapv5r+eXMPPn15LY0uCy2aN4DPnTmT4gH7pLk2SDomBUpIk6Shpbk3w+o49rN5Wy8sbq7j9mXVUN7Rw0bFD+dx5kxhfWpDuEiXpLTFQSpIkdbGqPc2s2lbL6rbH1jrWbK9l/Y49tCRie7uzp5Rxw/mTmD6sOI3VStLhM1BKkiQdhtZEZNOu+r2hsUNw3F7b1N4uJzODMSX9mTykkHfOGMr4snzGlxYwtiSfwjwX25HUsxkoJUmS3kRdYwtrttW9ITiu3VFHU0uivd2g/BzGl+Zz7tQhjC8tYHxZPuNKChgxsB9ZmRlpfAeSdOQYKCVJUp8XY6SiuoHVW/cNjmu21bGlqqG9XWZGYNSg/owvzefMyaX7BMeB+TlpfAeSlB4GSkmS1Kds3l3P4vW79wmNq7fVsqeptb1NYW4W48oKmDt+cDI0lhYwvjSfUYP7k5uVmcbqJal7MVBKkqRebUdtI8+s2cH81TuYv2o763bsaT82fEA/xpcV8IExIxmXCo0TSgsoLcwlhJDGqiWpZzBQSpKkXqWmoZnn1u5k/uodPL1qO8sragAoyM3i5HGD+MjcMZw4ZhATygrol2NvoyS9HQZKSZLUozU0t/LC67uSAXL1dpZsrKI1EcnJyuCEMQP5wjsmM2/8YI4ZXuziOJLUxQyUkiSpR2lpTbBkUxXPpHogF76+i6aWBJkZgZkjivnEGeOZN2Ews0YNJC/bHkhJOpIMlJIkqVtLJCIrt9bw9KrkHMgFa3dS29gCwNShRXzk5NGcMmEwJ4wZ5H0dJekoM1BKkqRuJcbI6zv2JBfRWb2dZ1bvYEddEwBjS/J593HDOGV8CSePG8Tggtw0VytJfZuBUpIkpV1ldQPzV2/n6VU7eGb1DjbtrgdgSFEuZ0wqZd6EEuaOH8zwAf3SXKkkqSMDpSRJOup272ni2dStPJ5etZ3V2+oAGNA/m7njBnPdGeOYN6GEcSX53r5DkroxA6UkSX1EU0uClkSClkSkpTXSkkjQ2r4dad3nWPJ5c2tMtklEWloTqf2R5tZE+/7WNxw78LWaWhMs2bibVzZXEyP0z8nkxLGD+MAJI5k3voRpQ4vIyDBASlJPYaCUJKmXSiQiSzdX8adXK3l02VaWbak+6jVkZgQyMwJZbY/MDCaWFfDZcyZxyoTBzBw5gGxv5SFJPZaBUpKkXqShuZVnVu/g0WWVPLasksrqRjICzBk9iM+cM5H+OZnt4S4zM6ND0AtkZmSQ3RYAMwNZGRntITCzQ7usjOTz7My2sJiR2h9S+5PHM0Owt1GSejkDpSRJPdz22kb+vHwrjy2r5MmV26lvbiU/J5MzJpdy7tQhnDW5jIH5OekuU5LUCxkoJUnqYWKMrN5Wy6OvbuVPyyp5Yf0uYoShxXlcNnsE504bwsnjBpGblZnuUiVJvZyBUpKkHqClNcHz63bx2LJK/rSsknU79gBwzPBiPnvOJM6ZWsb0YUWuiCpJOqoMlJIkdVM1Dc38ZeU2/vRqJY+v2EZVfTM5mRnMmzCYvzttHOdMLWNosfdllCSlj4FSkqRuZOOuPTy2LDmU9dk1O2hujQzKz+HcqUM4b1oZp00sJT/XX9+SpO7B30iSJKVRIhF5eVMVf1pWyaOvVrK8ogaA8aX5XHXqWM6bOoTjRw0k09VSJUndkIFSkqSjrKG5lfmrt/Poq8mVWbfWpG7tMWYQX3rnVM6ZWsa40oJ0lylJ0kEZKCVJOgq21TTy+PLkUNanXtt7a48zJ5dx7rQyzpzkrT0kST2PgVKSpCNk4649PLK0goeXVrTf2mNYcR5/M2cE504dwkne2kOS1MMZKCVJ6kLrttfx8NIKHlm6hZc2VgEwbWgRf3/ORM6bNoRpQ721hySp9zBQSpL0Nq3aWsvDL2/h4aUVvLqlGoCZI4r5xwuncOGMckYPzk9zhZIkHRkGSkmS3qIYIysqa/j9yxU8/PIWXttaC8Cc0QP58rumcsGMckYM7J/mKiVJOvIMlJIkHYIYI69srub3qZ7ItdvryAhw4thBfPjk6bxjejnlxXnpLlOSpKPKQClJ0gEkEpEXN+7mkaUV/P7lLWzcVU9mRmDe+MH83WljOX9aOaWFuekuU5KktDFQSpLUQSIRWbR+F79/eQuPLK1gS1UD2ZmBUyeU8JmzkwvreHsPSZKSDJSSpD6vpTXBc2t3JldnfaWCbTWN5GRlcMakUr7wjsmcM3UIxf2y012mJEndziEFyhDC6cDngdnAMODjMcZfdDgegH8GrgEGAguAT8UYX+nQZiBwE/Du1K4HgU/HGHe//bchSdJb09yaYP7qHTyydAt/eKWSnXVN5GVncPaUMi6YMZSzp5RRkOv/u0qS9GYO9TdlAbAUuD316OxG4AbgSmAF8FXg0RDC5BhjTarNXcAo4EIgAj8D7gAuPtziJUl6KxpbWvnra9t5eGkFj75aSVV9M/k5mZwzdQgXzijnjMml9M8xREqSdKgO6bdmjPH3wO8BQgi/6Hgs1Tv5WeBbMcb7Uvs+BmwFLgduDiFMBS4ATo0xzk+1uRZ4KhU6V3TN25EkaV8Nza08sWIbjyzdwmPLtlLT2EJhXhbnTRvCO2cM5dSJJeRlZ6a7TEmSeqSu+G/YsUA58Me2HTHG+hDCk8A84GZgLlALzO9w3tNAXaqNgVKS1GVijCzesJu7F6znoZe3sKeplYH9s3nnMUO54JhyThlfQk5WRrrLlCSpx+uKQFme+lrZaX8lMLxDm20xxth2MMYYQwhbO5y/jxDCNSTnZDJq1KguKFOS1NtVNzTzwOJN3LlgPcsrasjPyeTdM4dx8cxhnDR2EFmZhkhJkrpSV04UiZ2eh077Oh/fX5u9jWO8BbgFYM6cOfttI0lSjJElG6u4a8F6HnxpM/XNrUwfVsQ33zuD9xw33IV1JEk6grrit2xF6ms5sKHD/jL29lpWAGUhhNDWS5mae1nKG3s2JUk6qNrGFh54cRN3LVjPK5ur6ZedyXuOG8aHThzFsSOKSf6akSRJR1JXBMq1JAPjecDzACGEPOA04AupNs+QXCl2LnvnUc4F8tl3XqUkSW/q5Y1V3PXc6zzw4mb2NLUydWgR37hkBpccN4zCPO8VKUnS0XSo96EsACaknmYAo0IIxwE7Y4zrQwjfB74UQlgOrAS+THIRnrsAYozLQgiPkFzx9WqSQ11vBn7nCq+SpIOpa2zhwZc2c9eC9by8qYq87AwuPnYYl580iuNGDrA3UpKkNDnUHso5wOMdnn899biN5L0nvw30A34MDAQWAOd3uAclwBXATexdDfZB4PrDLVyS1Pu9sjk5N/KBFzdT29jC5CGFfP3d07nk+OEU97M3UpKkdAsdFl7ttubMmRMXLlyY7jIkSUfBnqYWfvvSZu56bgMvbdhNblYGF6V6I2eNsjdSktQ3hRAWxRjnpLuOzlz6TpLULSzbUs1dC9Zz/+JN1DS2MLGsgH++eBrvO34Exf3tjZQkqTsyUEqS0qa+qZXfLdnMXc+tZ/H63eRkZfCuY4Zy+UmjmDN6oL2RkiR1cwZKSdJRt6KihrufW899L2ykpqGF8aX5fOWiabzv+OEMzM9Jd3mSJOkQGSglSUdFQ3MrDy3Zwl3PrWfR67vIyczgwmPKufzEUZw4dpC9kZIk9UAGSknSEbVqaw13LljP/7ywiar6ZsaV5POld07l0tkjGGRvpCRJPZqBUpLU5bZWN/DEym3cu3Ajz63bSXZm4B3Ty7n8pFHMHTfY3khJknoJA6Uk6W1raG5l4bpdPPXaNv6ychvLK5K3IR4zuD9fvHAKl80eweCC3DRXKUmSupqBUpL0lsUYWb2tjidXbuPJ17bx7JodNDQnyM4MzBk9iH+4YAqnTyphankRGRn2RkqS1FsZKCVJh6RqTzNPr97Okyu38dRr29m0ux6AcSX5fPCEUZw+qYSTxg4mP9dfLZIk9RX+1pck7VdrIvLSxt3JXsiV23hxw24SEQpzs5g3YTCfPGs8p08sZeSg/ukuVZIkpYmBUpLUbvPu+vZhrH99bTvVDS2EAMeOGMD1Z03g9EmlzBw5gOzMjHSXKkmSugEDpST1YfVNrSxYu4MnV27nyde2sWprLQDlRXlcMKOc0yaWcuqEEgZ6ew9JkrQfBkpJ6kNijKyorEkNY93Oc+t20tSSIDcrgxPHDuKDJ4zk9EmlTCwr8NYekiTpoAyUktTL7apr4qlVbYvpbKOyuhGASUMK+OjJozl9Uiknjh1EXnZmmiuVJEk9jYFSknqZ+qZWXt5U1R4gl2yqIkYo7pfNqRNLOGNiKadNKmFocb90lypJkno4A6Uk9WBbaxp4dXM1y7bU8OqWal7dXMXa7XUkImRmBI4fOYDPnTuJ0yeVcszwYjK9J6QkSepCBkpJ6gFaWhOs2V7Hsi3VvLq5mle3VLNsSzXba5va24wY2I+pQ4u46NhhTB9WxEnjBlPcLzuNVUuSpN7OQClJ3Ux1QzPLt9S0h8dlFdWsqKihsSUBQE5mBpPKCzhrchnThhUxdWjyYXiUJElHm4FSktIkxsim3fUdhqxWsWxLDet37mlvMyg/h2lDi/jo3NHt4XF8aYH3gZQkSd2CgVKSjoLGllZeq6xNzXNMDlddtqWa6oYWAEKAsYPzOWZEMR84YSTThhYxbVgRZYW53r5DkiR1WwZKSepiO+ua3jDXcdXWWloSEYB+2ZlMGVrIxTOHMTUVHKeUF9I/x7+SJUlSz+K/XiTpMDW2tLJ6ax0rKqtZvqWG5RU1LK+obr/PI0B5UR5ThxZyztSyZHgcWsTowfmutipJknoFA6UkHUSMkc1VDSzfUp0KjTWsqKhmzba69l7HnMwMJpQVcMr4EqYMLWTa0GKmDi1kcEFumquXJEk6cgyUktRBTUMzKyr29ja2bdek5joCDB/Qj6lDCzlv2hAmlxcxtbyQMSX5LpQjSZL6HAOlpD6ppTXB2u11+wTHZVtq2LS7vr1NYW4WU4YW8p7jhjGlPDnPcVJ5IUV53p5DkiQJDJSSerkYI9tqGtuD4/KKGpZvqWHVtlqaUvd1zMwIjC/NZ9bogVx+0iimlBcyZWgRw4rzXGFVkiTpTRgoJfUa9U2trKzcNziuqKxhZ11Te5shRblMLi/itIklTC4vZEp5EePL8snNykxj5ZIkST2TgVJSj9PUkhyuurKyhpWVNayoSH59feceYnKNHPplZzKpvJDzpw1pD45TygsZmJ+T3uIlSZJ6EQOlpG6rNRHZsHMPKyprWFmR7G1cWVmzz+qqmRmBsSX5TB9WzCXHD28PjqMG9SfDW3NIkiQdUQZKSWkXY2RLVcM+wfG1ylpe21pDQ3Oivd3IQf2YPKSQc6cmex0nDSlkXKnDVSVJktLFQCnpqNpR29ghONYmh61W1FDTuPe2HEOKcpk0pJAPnzSaSeWFTB5SyISyAvJz/StLkiSpO/FfZ5KOiOqGZl6rrGFFRe0+8xx3dFggZ0D/bCYNKeSS44e3B8dJQwoY0N95jpIkST2BgVLSfiUSkabWBC2JSHNLgubWRPJ5a9zv9ubdDckAmepx3FzV0H6t/JxMJqaGqrYHx/ICSgtyvS2HJElSD2aglLqxGCN7mlqpaWihpqGZ6oZmqhta9j6vb6GusYWm1mTga25N0NwSaU4kaG7dGwSbE/vfbklEmjpsN7ck2kNka2rRm7ciJyuDCaUFnDh2UIcex0KGD+jnAjmSJEm9kIFSOkJijDS2JKhuaE4FwBaq65vbw2BNQ0v7sfavbccb955zsGCXEZJBLjuz7REOuJ2TlUF+p/1ZmYGcA2xnZ2aQc4DtjtfPygyUFeYxZnB/sjIzjtInLEmSpHQzUEodNLUk2NPUwp6mVvY0tVLf1Jp83pzcrmtsob65tf14XeO+IbC6fm9YrGlI9hy+mRCgMDeLwrxsCvOyKMrLZtiAPArzCinMy2rf13Y8+cimuN/ec/plZzpsVJIkSWlhoNQha2huZfeeZhqaW4FkGAIIhH2e73MstB3dt/3ebdo3Ol8npM7v2C6k2kXi3mDXuG/oSwbBZCis67DddmxPcyt7GlP7mlvbA2R9U2v7vQ0PVX5OJkX9stuDXklBDmNL8tufF+ZlUdQvm6IOYbCoQzjMz8lyKKgkSZJ6LANlH9XQ3MquPU3sqmtm154mdtY1sXtPEztTz/fua2ZnXfL5nqbWdJd9WPplZ9I/J5N+OW1fs8jPyWRA/2z65WTRP3vvsfzcrE7ts+ifOta23dY2LyvTMChJkqQ+zUDZC7SFw84BsGNYbAuJbfveLBwW5mUxKD+HAf1zKCnIYeKQAgb2z2FQfg4D++fQLyeDmOrIa/9Kcs5g23bbRkw927dd2/beY3vPiW9st599wN6AmJ0Kgm3BLztrn2OGPkmSJOnIMFB2UzUNzVRWN1JZ3UBFVQOVNQ1srW58QzjcWddEffOBw2FRXhYDU0GwrDCPSUMKGdQ/p33foPxsBnZ4PqB/NtkuqiJJkiTpEBgoj7KmlgRbaxraw2JldQMV1Q1UVu27r24/PYiFeVkMzk+Gv7LCPCYPKWJQfjYDOvQeDuyf3d67aDiUJEmSdCQZKLtIjJGddU1UVCd7EitSwTD5aEz2MlY3sKOu6Q3n5mRmUFaUS3lRHlOHFXHm5DLKi3MZUpTX4ZFL/xy/XZIkSZK6j6OeUEIInwS+AAwFXgE+G2N86mjXcTCtiUhza/Im780tCarqOwxB3U9Y3FbT+IZbRIQAg/NzGVKUy9DiPGaOHEB5UR7lxbmUFeVRngqLA/tne9sHSZIkST3OUQ2UIYQPAD8APgn8NfX14RDCtBjj+gOdV1XfzP2LNyXDXSrgNbfGvc9bU89bOj1vb7uf9i0dAmPqeHPL3ucHu3tEQW4WQ4qSvYgnjR2UCoi5lBfntYfF0sJch5xKkvT/27v7YLuq+ozj3yc3L+YFqQHShCpGa3hL0EhCNZSXGEWtlAoCU6xlTC1J6TBQURiUoRaqgrYO6FReSn3BdlAcA4L2BSiFiAoFkoAhCimIQQWMhEIxJQYafv1jrRt2ds699+yTm3P2Pnk+M3vuPXuvvdba5z5337vO3mcdMzPrW4qo9rl7O9SYdBewOiKWFNY9BCyLiI8Otd+EGbNixvs/O2S9A2PEuAExbmAM4wfGMG5gDOPGauv348fmdduVSeu2Ps77Tdhm+xjGD4jJE8amK4q7p6uKUyb49lMzMzMzM+sOSSsjYn6v+1HWtVGRpPHAPOAzpU03A4cOt++saVP41oePbDk4HDcwhgF/LISZmZmZmVnXdfMy257AALC+tH498LZyYUlLgaUA++yzD6/da8pO76CZmZmZmZm1rxdv8CvfY6sW64iIKyNifkTM32uvvbrTMzMzMzMzM2tbNweUG4AtwPTS+mlsf9XSzMzMzMzMaq5rA8qIeB5YCRxV2nQUcEe3+mFmZmZmZmajo9tTlV4M/JOku4HvA6cCewNXdLkfZmZmZmZmtoO6OqCMiK9L2gM4D5gBrAHeFRGPdrMfZmZmZmZmtuO6/mGKEXEZcFm32zUzMzMzM7PR1YtZXs3MzMzMzKwPeEBpZmZmZmZmHfGA0szMzMzMzDriAaWZmZmZmZl1RBHR6z6MSNKvgLW97odZC3sCG3rdCbMWnE2rM+fT6srZtDrbLyJ263Unyro+y2uH1kbE/F53wqxM0gpn0+rI2bQ6cz6trpxNqzNJK3rdh1Z8y6uZmZmZmZl1xANKMzMzMzMz60hTBpRX9roDZkNwNq2unE2rM+fT6srZtDqrZT4bMSmPmZmZmZmZ1U9TrlCamZmZmZlZzVQaUEp6haT1kn57Z3Wo1yRNkPRTSZ7hq0GcTasrZ9PqYlfIYjskTZP0pKRX9rovNrRdIa8+dzaX87mtqlcozwX+NSJ+nBt6g6SvSfqZpE2S1ko6W9I29Uo6SNJ3cpnHJH1MkgrbZ0taJukRSSHp/BYH9VFJ90h6Nv8h+LakORX7j6Qpkv5O0s8LfT5zcHtEbAb+Fvh01bqtp3qZzdMkrc7ZfFbSnZKOrnoAkt4j6aac75C0sLjd2Wysxmcz17WvpOskPSPpOUmrJB0AzmaDND6LI50nc5mlkm7LWQ1JM4vbI+KXwD8CF1Rt37qqZ3kt1XduLvf5HTkYSVfmes4aXOdzZ6M1Pp+SflPSVZIez3/Xb5Q0a3B7lXy2PaCUNAk4BfhiYfU84EngZGA28FfAx4CPFPZ7OfDvwHrgEOAM4GzgQ4V6JgHrgPOAnwzRhYXAZcChwCLg/4BbJE1t9xiyi4Gjc58PAD4JfErSyYUyVwOHSZpdsW7rgRpk8+fAOcDBwHzgVuB6Sa+veCiTgTtK7Zc5mw3SL9mU9Brg+7mdRcCc3O7GQjFns8b6JYu0d56cBNwMnD9MmS8D7+vgfwjrghrkdbC+NwNLgNU7eDwn5P483mKzz50N0w/5zIPY64FZwLHAG4FHSWOryYWi7eUzItpagBOAp8gT+QxT7m+AlYXHfw48C0wsrDsPeKxVXcAa4Pw2+jMF2AIc0+4xFOq/oLTuO8DnS+tuBT5RpW4vvVnqls1c9r+BP+vwePYEAlg4xHZnsyFLv2QT+CpwdRvlnM2aLv2SxcK+w54nc5n5uczMIbY/ApzS65+Nl5Y/m57nFdgd+DHpRbTl5f8TKxzLq3P7B5AGCme1KONzZ4OWfsgnsG8+P76hsG4M8MvyebGdfFa55fXw/KSMNC3sy4GnC48XAN+NiE2FdTcBewMzK7RfthvpwJ8eqWDJ94BjJL0KQNKhwFzgxlK5u4Ejd6B/1j21yaakAUknkV7wuKOTOtrgbDZH413Evp8AAAgcSURBVLOZb9c5BvhRvh3mSaW3H/xhi+LOZn01Pos7gfNaX3XI65XAsoi4teJ+W0kaC3yN9M/4A8MUdRabpR/yOSF//fXgioh4EdgMHFYqO2I+qwwoXw08MVwBSQcDi4HLC6unky7tFq0vbOvU54D7gDsr7ndG3u+nkl4gXZ08JyL+uVTucXZswGvd0/Ns5nviN5J+Ea8AjouI+6vUUYGz2Rz9kM1ppH/8zyXdRngU6R+kqyX9fqmss1lf/ZDF0ea81ldP8yppCfA64C/b3WcIFwBPRcTlI5RzFpulH/L5IOkW1wslTZU0XtI5wCuBGaWyI+ZzbIWGJ7L9k7CVpP2AfwE+GxHXljaXR/AaYn1bJF1MGj0fFhFbKu5+OvC7wB+QnsgjgM9IWhcRxauUm0jHbPVXh2yuJV3p/g3geOArkhZGxJqK9bTD2WyOfsjm4AuPN0TExfn7+5RmfTsNKL4Y52zWVz9kcbQ5r/XVs7zmui8EDo+I59vrbst6jiQNKOa2UdxZbJbG5zMiXpB0POl9oE+R3kZ4C/BvLYqPmM8qA8oNwCtabZC0P3AbcE1EfKS0+RdsP+qelr8O+cMYiqRLgJOAt0TEIxX3nQhcBJwYEd/Oq1dLmgucxba3vU4lvbnW6q/n2cy/1A/nhyskHQKcCfxplXra5Gw2Rz9kcwNpErQfldY/QDoXFzmb9dUPWRxtzmt99TKvC0jv0V1TmHxzADhC0qnA5EizX47kLaQrPU+U6vm0pA9GRPFja5zFZumHfBIRK4G5knYHxkfEk5LuAlaUio6Yzyq3vN4LHFheKelA0ptBvxERZ5a3k25JPVzSywrrjiJdPl1XoX0kfQ74I2BRRDxYZd9sXF7KVzW3sP1zMQdY1UEb1n09z2YLY3jp/vTR5mw2R+OzmQcB9wD7lTbtS7rLo8jZrK/GZ3EncF7rq5d5vR44iHRlcXBZAVyTv2/3qtBlwOtL9TwOXAK8tVTWWWyWfsjnVhHxP3kwOYs0mdkNpSIj57PCbEAHkQZeexTWzSaNqK8hjbi3LqVZiH6Ry8wB3kOa4ejDhTLjC0/Kw6T3VswFXlcoc2neb1GprSkVZzVaTpo1aSHwGtLtCJuA00vl1gEnV6nbS2+WGmTzU6Q3aM/MfbkIeBH4vYrHMTXXvZB068Mp+fH0UjlnsyFLH2XzWNIfqaWk920sAV4AjnY2m7H0URZHPE/mY5hLegE6gHflx1MLZSYBz5FuG+v5z8dLvfLaoj/L6XCW11I962g9y6vPnQ1a+iWfwImkK+mvBd6dc3hti3Ij5rNqw3cCpxUen59P1tstLZ7420kzCT1B+mwWFbbPHKKe5YUyLduhMJ3uYH9GOIbppM+feow0kHyQdLtrsT8LSLMyTWz3ufHS26XH2byKdKVmM2m65VuAd5TaaSebi9vIuLPZsKUfshkv5fO/8nlzNfDe0nZns+ZLP2SxzfPkUMe1uFDmvcCDvf6ZeKlnXlv0ZTnbf7xcW+fO0j7rKA0ofe5s5tIP+SRNVPoz0gvGjwIfJ936WjmfyoXbIumdpNlVD4zqk+HsdJK+AsyIiLfvYD3fAO6NiAtHp2e2szmbVlfOptXFrpLFNtu6mzRhxld3dlvWmV0lrz53NpPzua0qk/IQETdKupQ0pWz5vTM9pfTO1EVsf1961XomAD8g3eNuDeFsWl05m1YXu0IW22xrGrCM9PE3VlO7Ql597mwu57NUtsoVSjMzMzMzM7NBVWZ5NTMzMzMzM9vKA0ozMzMzMzPriAeUZmZmZmZm1hEPKM3MzMzMzKwjHlCamZl1kaTFkvYuPF4nac9e9snMzKxTHlCamZkBkga61NRiYO+RCpmZmTWBB5RmZtY4kj4u6S8Kjz8p6QxJZ0u6R9JqSRcUtl8vaaWkH0paWli/UdJfS7oLWFBqY7mkSyTdLukBSYdIuk7SQ5I+USj3IUlr8vLBvG5m3ucfcps3S5oo6QRgPnC1pPskTczVnC5plaT7Je2/c541MzOz0ecBpZmZNdEXgfcDSBoDnASsB2YBvwPMBeZJOiKX/0BEzCMN5s6QtEdePxlYExFviojvtWjn+Yg4ArgCuAE4DZgDLJa0h6R5wJ8AbwLeDCyR9Ma87yzg0oiYDTwDHB8Ry4AVwPsiYm5EbMplN0TEwcDlwFk7/OyYmZl1iQeUZmbWOBGxDngqD97eDtwLHFL4fhWwP2lQB2kQ+QPgP4FXFdZvAa4dpqlv5a/3Az+MiCciYjPwSK7nMOCbEfG/EbERuA44PO/zk4i4L3+/Epg5TDvXtVnOzMysVsb2ugNmZmYd+gLp/YjTgS8BbwUuioi/LxaStBB4G7AgIp6TtBx4Wd7864jYMkwbm/PXFwvfDz4eC6iNfSENXCcOVbBQdgv+22xmZg3iK5RmZtZU3wTeSboyeVNePiBpCoCk35I0DdgdeDoPJvcn3ZrakqSLJB1XoQ+3A8dKmiRpMnAc8N0R9vkVsFuFNszMzGrLr4KamVkjRcTzkm4DnslXGW+WdABwpySAjcAfAzcCp0paDawl3fY6lIN46TbXdvqwStJVwN151Rci4l5JM4fZ7SrgCkmbKE0EZGZm1jSKiF73wczMrLI8Gc8q4MSIeGiU6rwpIt4xGnWZmZntCnzLq5mZNY6kA4GHgf8YrcEkgAeTZmZm1fgKpZmZmZmZmXXEVyjNzMzMzMysIx5QmpmZmZmZWUc8oDQzMzMzM7OOeEBpZmZmZmZmHfGA0szMzMzMzDriAaWZmZmZmZl15P8BWBFzsFTA83IAAAAASUVORK5CYII=\n",
"text/plain": "<Figure size 1080x360 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "temp=train.groupby(['year', 'month'])['Count'].mean() \ntemp.plot(figsize=(15,5), title= 'Passenger Count(Monthwise)', fontsize=14)"
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0cd09a3518>"
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "# daily mean of passenger count\n\ntrain.groupby('day')['Count'].mean().plot.bar()"
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0cd04e6a58>"
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "train.groupby('Hour')['Count'].mean().plot.bar()"
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0cd09a3c18>"
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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4Rd+AqnocuGa5+5Dm+TSwb1XdOH9Dkit/+u3subyil6TG+ctYSWqcQS9JjTPopZ1IcmWSib8NKck9SVZO+rjSzhj0ktQ4g17NSPK+JO/slj+c5Avd8jFJ/iHJ65JcneSGJJ9Ksm+3/cVJvpTk+iSfS3LQvOM+JcnmJH/cre/sOPck+WBXv7n7DiKSPDPJ55N8PclHWfidytKSMejVkquAV3TL08C+SZ4K/CpwM/AB4LVVdSQwA7yn2/5XwAlV9WJgE3DW0DFXABcA36qqD3RTLj9xnKHxD3b1c4H3drUzga9U1YsYvFLzkAn/uaVd8j56teR64MVJfg54GLiBQeC/gkHAHg78exKAvYGrgecBLwAu7+p7AfcPHfOjwMVVtSP8j97JcXa4dKiX3+iWX7ljuao+k2T+A0TSkjLo1Yyq+lGSe4CTga8CNwGvBp4D3A1cXlUnDe+T5JcYfPnbS3dy2K8Cr07y51X1QwbTLj9xnCEPd5+P8eP/vnxgRcvGqRu15ioGUyZXAV8G3gbcyODJ4ZcneS5Akn2SHAbcAUwleWlXf2qSI4aOdx7wWeBTSVbs4jijenpLN/44YP+J/EmlRTLo1ZovM/jmzqur6gHgh8CXq2oO+G0G39N/E4PAfn5VPQKcAJyT5BsMfii8bPiAVfUhBtNAfw/850LHGdHTB4FXJrkBeB1w7wT+nNKi+RUIktQ4r+glqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWrc/wFOHuFaTpVoKgAAAABJRU5ErkJggg==\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "train.groupby('weekend')['Count'].mean().plot.bar()"
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f0cd0423da0>"
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "# Note - 0 is the starting of the week, i.e., 0 is Monday and 6 is Sunday.\n\ntrain.groupby('day of week')['Count'].mean().plot.bar()"
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": "train=train.drop('ID',1)"
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/opt/conda/envs/Python36/lib/python3.6/site-packages/ipykernel/__main__.py:1: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n if __name__ == '__main__':\n"
}
],
"source": "train.Timestamp = pd.to_datetime(train.Datetime,format='%d-%m-%Y %H:%M') \ntrain.index = train.Timestamp \n# Hourly time series \nhourly = train.resample('H').mean() \n# Converting to daily mean \ndaily = train.resample('D').mean() \n# Converting to weekly mean \nweekly = train.resample('W').mean() \n# Converting to monthly mean \nmonthly = train.resample('M').mean()"
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1080x576 with 4 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "fig, axs = plt.subplots(4,1) \nhourly.Count.plot(figsize=(15,8), title= 'Hourly', fontsize=14, ax=axs[0]) \ndaily.Count.plot(figsize=(15,8), title= 'Daily', fontsize=14, ax=axs[1]) \nweekly.Count.plot(figsize=(15,8), title= 'Weekly', fontsize=14, ax=axs[2]) \nmonthly.Count.plot(figsize=(15,8), title= 'Monthly', fontsize=14, ax=axs[3]) \n\nplt.show()"
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/opt/conda/envs/Python36/lib/python3.6/site-packages/ipykernel/__main__.py:1: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n if __name__ == '__main__':\n"
}
],
"source": "test.Timestamp = pd.to_datetime(test.Datetime,format='%d-%m-%Y %H:%M') \ntest.index = test.Timestamp \n\n# Converting to daily mean \ntest = test.resample('D').mean() \n\ntrain.Timestamp = pd.to_datetime(train.Datetime,format='%d-%m-%Y %H:%M') \ntrain.index = train.Timestamp \n# Converting to daily mean \ntrain = train.resample('D').mean()"
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": "Train=train.loc['2012-08-25':'2014-06-24'] \nvalid=train.loc['2014-06-25':'2014-09-25']"
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1080x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "Train.Count.plot(figsize=(15,8), title= 'Daily Ridership', fontsize=14, label='train') \nvalid.Count.plot(figsize=(15,8), title= 'Daily Ridership', fontsize=14, label='valid') \nplt.xlabel(\"Datetime\") \nplt.ylabel(\"Passenger count\") \nplt.legend(loc='best') \nplt.show()"
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 864x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "# Naive's method\n\n# The blue line is the prediction here. All the predictions are equal to the last observed point.\n\n# Let\u2019s make predictions using naive approach for the validation set.\n\ndd= np.asarray(Train.Count) \ny_hat = valid.copy() \ny_hat['naive'] = dd[len(dd)-1] \nplt.figure(figsize=(12,8)) \nplt.plot(Train.index, Train['Count'], label='Train') \nplt.plot(valid.index,valid['Count'], label='Valid') \nplt.plot(y_hat.index,y_hat['naive'], label='Naive Forecast') \nplt.legend(loc='best') \nplt.title(\"Naive Forecast\") \nplt.show()"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "# We can calculate how accurate our predictions are using rmse(Root Mean Square Error).\n# rmse is the standard deviation of the residuals.\n# Residuals are a measure of how far from the regression line data points are."
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "111.79050467496724\n"
}
],
"source": "from sklearn.metrics import mean_squared_error \nfrom math import sqrt \nrms = sqrt(mean_squared_error(valid.Count, y_hat.naive)) \nprint(rms)"
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": "# ii) Moving Average\n\n# In this technique we will take the average of the passenger counts for last few time periods only."
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1080x360 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1080x360 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1080x360 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "# Lets try the rolling mean for last 10, 20, 50 days and visualize the results.\n\ny_hat_avg = valid.copy() \ny_hat_avg['moving_avg_forecast'] = Train['Count'].rolling(10).mean().iloc[-1] # average of last 10 observations. \nplt.figure(figsize=(15,5)) \nplt.plot(Train['Count'], label='Train') \nplt.plot(valid['Count'], label='Valid') \nplt.plot(y_hat_avg['moving_avg_forecast'], label='Moving Average Forecast using 10 observations') \nplt.legend(loc='best') \nplt.show() \ny_hat_avg = valid.copy() \ny_hat_avg['moving_avg_forecast'] = Train['Count'].rolling(20).mean().iloc[-1] # average of last 20 observations. \nplt.figure(figsize=(15,5)) \nplt.plot(Train['Count'], label='Train') \nplt.plot(valid['Count'], label='Valid') \nplt.plot(y_hat_avg['moving_avg_forecast'], label='Moving Average Forecast using 20 observations') \nplt.legend(loc='best') \nplt.show() \ny_hat_avg = valid.copy() \ny_hat_avg['moving_avg_forecast'] = Train['Count'].rolling(50).mean().iloc[-1] # average of last 50 observations. \nplt.figure(figsize=(15,5)) \nplt.plot(Train['Count'], label='Train') \nplt.plot(valid['Count'], label='Valid') \nplt.plot(y_hat_avg['moving_avg_forecast'], label='Moving Average Forecast using 50 observations') \nplt.legend(loc='best') \nplt.show()"
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "144.19175679986802\n"
}
],
"source": "rms = sqrt(mean_squared_error(valid.Count, y_hat_avg.moving_avg_forecast)) \nprint(rms)"
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": "# iii) Simple Exponential Smoothing\n\n# In this technique, we assign larger weights to more recent observations than to observations from the distant past.\n# The weights decrease exponentially as observations come from further in the past, the smallest weights are associated with the oldest observations.\n\n# NOTE - If we give the entire weight to the last observed value only, this method will be similar to the naive approach. So, we can say that naive approach is also a simple exponential smoothing technique where the entire weight is given to the last observed value."
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1152x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "from statsmodels.tsa.api import ExponentialSmoothing, SimpleExpSmoothing, Holt \ny_hat_avg = valid.copy() \nfit2 = SimpleExpSmoothing(np.asarray(Train['Count'])).fit(smoothing_level=0.6,optimized=False) \ny_hat_avg['SES'] = fit2.forecast(len(valid)) \nplt.figure(figsize=(16,8)) \nplt.plot(Train['Count'], label='Train') \nplt.plot(valid['Count'], label='Valid') \nplt.plot(y_hat_avg['SES'], label='SES') \nplt.legend(loc='best') \nplt.show()"
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "113.43708111884514\n"
}
],
"source": "rms = sqrt(mean_squared_error(valid.Count, y_hat_avg.SES)) \nprint(rms)"
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": "# iv) Holt\u2019s Linear Trend Model\n\n# It is an extension of simple exponential smoothing to allow forecasting of data with a trend.\n# This method takes into account the trend of the dataset. The forecast function in this method is a function of level and trend.\n\n# First of all let us visualize the trend, seasonality and error in the series.\n\n# We can decompose the time series in four parts.\n\n# Observed, which is the original time series.\n# Trend, which shows the trend in the time series, i.e., increasing or decreasing behaviour of the time series.\n# Seasonal, which tells us about the seasonality in the time series.\n# Residual, which is obtained by removing any trend or seasonality in the time series.\n\n# Lets visualize all these parts."
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 4 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "import statsmodels.api as sm \nsm.tsa.seasonal_decompose(Train.Count).plot() \nresult = sm.tsa.stattools.adfuller(train.Count) \nplt.show()"
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1152x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": "y_hat_avg = valid.copy() \nfit1 = Holt(np.asarray(Train['Count'])).fit(smoothing_level = 0.3,smoothing_slope = 0.1) \ny_hat_avg['Holt_linear'] = fit1.forecast(len(valid)) \nplt.figure(figsize=(16,8)) \nplt.plot(Train['Count'], label='Train') \nplt.plot(valid['Count'], label='Valid') \nplt.plot(y_hat_avg['Holt_linear'], label='Holt_linear') \nplt.legend(loc='best') \nplt.show()"
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "112.94278345314041\n"
}
],
"source": "rms = sqrt(mean_squared_error(valid.Count, y_hat_avg.Holt_linear)) \nprint(rms)"
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>ID</th>\n <th>Count</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>18288</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>18289</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>18290</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>18291</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>18292</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " ID Count\n0 18288 0\n1 18289 0\n2 18290 0\n3 18291 0\n4 18292 0"
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": "# Validate the model by using test data\n\nbody = client_94555b1407464855ac088c29c3fd79c9.get_object(Bucket='timeseriesforecasting-donotdelete-pr-kgcc1chzo3wdrz',Key='sample_submission_LSeus50(1).csv')['Body']\n# add missing __iter__ method, so pandas accepts body as file-like object\nif not hasattr(body, \"__iter__\"): body.__iter__ = types.MethodType( __iter__, body )\n\nsubmission = pd.read_csv(body)\nsubmission.head()\n"
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": "# We only need ID and corresponding Count for the final submission.\n\n# Let\u2019s make prediction for the test dataset.\n\npredict=fit1.forecast(len(test))\n\n# save these predictions in test file in a new column.\n\ntest['prediction']=predict"
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": "# Remember this is the daily predictions. We have to convert these predictions to hourly basis. * To do so we will first calculate the ratio of passenger count for each hour of every day. * Then we will find the average ratio of passenger count for every hour and we will get 24 ratios. * Then to calculate the hourly predictions we will multiply the daily prediction with the hourly ratio.\n\n# Calculating the hourly ratio of count \ntrain_original['ratio']=train_original['Count']/train_original['Count'].sum() \n\n# Grouping the hourly ratio \ntemp=train_original.groupby(['Hour'])['ratio'].sum() \n\n# Groupby to csv format \npd.DataFrame(temp, columns=['Hour','ratio']).to_csv('GROUPby.csv') \n\ntemp2=pd.read_csv(\"GROUPby.csv\") \ntemp2=temp2.drop('Hour.1',1) \n\n# Merge Test and test_original on day, month and year \nmerge=pd.merge(test, test_original, on=('day','month', 'year'), how='left') \nmerge['Hour']=merge['Hour_y'] \nmerge=merge.drop(['year', 'month', 'Datetime','Hour_x','Hour_y'], axis=1) \n# Predicting by merging merge and temp2 \nprediction=pd.merge(merge, temp2, on='Hour', how='left') \n\n# Converting the ratio to the original scale \nprediction['Count']=prediction['prediction']*prediction['ratio']*24 \nprediction['ID']=prediction['ID_y']"
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": "# Let\u2019s drop all other features from the submission file and keep ID and Count only.\n\nsubmission=prediction.drop(['ID_x', 'day', 'ID_y','prediction','Hour', 'ratio'],axis=1) \n# Converting the final submission to csv format \npd.DataFrame(submission, columns=['ID','Count']).to_csv('Holt linear.csv')"
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": "# 4) Holt winter\u2019s model on daily time series\n\n# Datasets which show a similar set of pattern after fixed intervals of a time period suffer from seasonality.\n\n# The above mentioned models don\u2019t take into account the seasonality of the dataset while forecasting. Hence we need a method that takes into account both trend and seasonality to forecast future prices.\n\n# One such algorithm that we can use in such a scenario is Holt\u2019s Winter method. The idea behind Holt\u2019s Winter is to apply exponential smoothing to the seasonal components in addition to level and trend.\n\n# Let\u2019s first fit the model on training dataset and validate it using the validation dataset."
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 1152x576 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"
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