Skip to content

Instantly share code, notes, and snippets.

@kanhua

kanhua/pandas_groupby

Created July 3, 2015 13:14
Show Gist options
  • Save kanhua/fe694f5d6391465af789 to your computer and use it in GitHub Desktop.
Save kanhua/fe694f5d6391465af789 to your computer and use it in GitHub Desktop.
Download ZIP
pandas groupby
Raw
pandas_groupby
{
"cells": [
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.metrics import f1_score,confusion_matrix\n",
"from ggplot import *"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UNIT</th>\n",
" <th>DATEn</th>\n",
" <th>TIMEn</th>\n",
" <th>ENTRIESn</th>\n",
" <th>EXITSn</th>\n",
" <th>ENTRIESn_hourly</th>\n",
" <th>EXITSn_hourly</th>\n",
" <th>datetime</th>\n",
" <th>hour</th>\n",
" <th>day_week</th>\n",
" <th>...</th>\n",
" <th>pressurei</th>\n",
" <th>rain</th>\n",
" <th>tempi</th>\n",
" <th>wspdi</th>\n",
" <th>meanprecipi</th>\n",
" <th>meanpressurei</th>\n",
" <th>meantempi</th>\n",
" <th>meanwspdi</th>\n",
" <th>weather_lat</th>\n",
" <th>weather_lon</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>R003</td>\n",
" <td>05-01-11</td>\n",
" <td>00:00:00</td>\n",
" <td>4388333</td>\n",
" <td>2911002</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2011-05-01 00:00:00</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>30.22</td>\n",
" <td>0</td>\n",
" <td>55.9</td>\n",
" <td>3.5</td>\n",
" <td>0</td>\n",
" <td>30.258</td>\n",
" <td>55.98</td>\n",
" <td>7.86</td>\n",
" <td>40.700348</td>\n",
" <td>-73.887177</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>R003</td>\n",
" <td>05-01-11</td>\n",
" <td>04:00:00</td>\n",
" <td>4388333</td>\n",
" <td>2911002</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2011-05-01 04:00:00</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>30.25</td>\n",
" <td>0</td>\n",
" <td>52.0</td>\n",
" <td>3.5</td>\n",
" <td>0</td>\n",
" <td>30.258</td>\n",
" <td>55.98</td>\n",
" <td>7.86</td>\n",
" <td>40.700348</td>\n",
" <td>-73.887177</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>R003</td>\n",
" <td>05-01-11</td>\n",
" <td>12:00:00</td>\n",
" <td>4388333</td>\n",
" <td>2911002</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2011-05-01 12:00:00</td>\n",
" <td>12</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>30.28</td>\n",
" <td>0</td>\n",
" <td>62.1</td>\n",
" <td>6.9</td>\n",
" <td>0</td>\n",
" <td>30.258</td>\n",
" <td>55.98</td>\n",
" <td>7.86</td>\n",
" <td>40.700348</td>\n",
" <td>-73.887177</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>R003</td>\n",
" <td>05-01-11</td>\n",
" <td>16:00:00</td>\n",
" <td>4388333</td>\n",
" <td>2911002</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2011-05-01 16:00:00</td>\n",
" <td>16</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>30.26</td>\n",
" <td>0</td>\n",
" <td>57.9</td>\n",
" <td>15.0</td>\n",
" <td>0</td>\n",
" <td>30.258</td>\n",
" <td>55.98</td>\n",
" <td>7.86</td>\n",
" <td>40.700348</td>\n",
" <td>-73.887177</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>R003</td>\n",
" <td>05-01-11</td>\n",
" <td>20:00:00</td>\n",
" <td>4388333</td>\n",
" <td>2911002</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2011-05-01 20:00:00</td>\n",
" <td>20</td>\n",
" <td>6</td>\n",
" <td>...</td>\n",
" <td>30.28</td>\n",
" <td>0</td>\n",
" <td>52.0</td>\n",
" <td>10.4</td>\n",
" <td>0</td>\n",
" <td>30.258</td>\n",
" <td>55.98</td>\n",
" <td>7.86</td>\n",
" <td>40.700348</td>\n",
" <td>-73.887177</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 27 columns</p>\n",
"</div>"
],
"text/plain": [
" UNIT DATEn TIMEn ENTRIESn EXITSn ENTRIESn_hourly \\\n",
"0 R003 05-01-11 00:00:00 4388333 2911002 0 \n",
"1 R003 05-01-11 04:00:00 4388333 2911002 0 \n",
"2 R003 05-01-11 12:00:00 4388333 2911002 0 \n",
"3 R003 05-01-11 16:00:00 4388333 2911002 0 \n",
"4 R003 05-01-11 20:00:00 4388333 2911002 0 \n",
"\n",
" EXITSn_hourly datetime hour day_week ... pressurei \\\n",
"0 0 2011-05-01 00:00:00 0 6 ... 30.22 \n",
"1 0 2011-05-01 04:00:00 4 6 ... 30.25 \n",
"2 0 2011-05-01 12:00:00 12 6 ... 30.28 \n",
"3 0 2011-05-01 16:00:00 16 6 ... 30.26 \n",
"4 0 2011-05-01 20:00:00 20 6 ... 30.28 \n",
"\n",
" rain tempi wspdi meanprecipi meanpressurei meantempi meanwspdi \\\n",
"0 0 55.9 3.5 0 30.258 55.98 7.86 \n",
"1 0 52.0 3.5 0 30.258 55.98 7.86 \n",
"2 0 62.1 6.9 0 30.258 55.98 7.86 \n",
"3 0 57.9 15.0 0 30.258 55.98 7.86 \n",
"4 0 52.0 10.4 0 30.258 55.98 7.86 \n",
"\n",
" weather_lat weather_lon \n",
"0 40.700348 -73.887177 \n",
"1 40.700348 -73.887177 \n",
"2 40.700348 -73.887177 \n",
"3 40.700348 -73.887177 \n",
"4 40.700348 -73.887177 \n",
"\n",
"[5 rows x 27 columns]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weather_data=pd.read_csv(\"./data/improved-dataset/turnstile_weather_v2.csv\")\n",
"weather_data.head()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<pandas.core.groupby.DataFrameGroupBy object at 0x10ed57f60>"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wp=weather_data.groupby([\"hour\",\"weekday\"])\n",
"wp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Groupby object is similar to a python dict. They can be considered as key-value pairs. The keys are the column names that we tried to group. We can access the property ```groups``` to see this:"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys([(0, 1), (0, 0), (12, 1), (12, 0), (8, 1), (8, 0), (20, 1), (20, 0), (16, 1), (16, 0), (4, 1), (4, 0)])"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wp.groups.keys()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[5,\n",
" 11,\n",
" 16,\n",
" 22,\n",
" 27,\n",
" 43,\n",
" 49,\n",
" 54,\n",
" 60,\n",
" 66,\n",
" 82,\n",
" 88,\n",
" 94,\n",
" 99,\n",
" 104,\n",
" 120,\n",
" 126,\n",
" 132,\n",
" 135,\n",
" 141,\n",
" 156,\n",
" 162,\n",
" 174,\n",
" 180,\n",
" 186,\n",
" 190,\n",
" 196,\n",
" 212,\n",
" 218,\n",
" 224,\n",
" 229,\n",
" 234,\n",
" 250,\n",
" 256,\n",
" 262,\n",
" 268,\n",
" 274,\n",
" 290,\n",
" 296,\n",
" 302,\n",
" 308,\n",
" 314,\n",
" 331,\n",
" 337,\n",
" 348,\n",
" 354,\n",
" 360,\n",
" 365,\n",
" 371,\n",
" 387,\n",
" 392,\n",
" 397,\n",
" 402,\n",
" 408,\n",
" 426,\n",
" 432,\n",
" 438,\n",
" 444,\n",
" 449,\n",
" 465,\n",
" 471,\n",
" 477,\n",
" 483,\n",
" 488,\n",
" 504,\n",
" 509,\n",
" 521,\n",
" 528,\n",
" 534,\n",
" 540,\n",
" 558,\n",
" 564,\n",
" 570,\n",
" 576,\n",
" 582,\n",
" 600,\n",
" 606,\n",
" 612,\n",
" 618,\n",
" 624,\n",
" 642,\n",
" 648,\n",
" 654,\n",
" 659,\n",
" 665,\n",
" 683,\n",
" 689,\n",
" 699,\n",
" 704,\n",
" 709,\n",
" 715,\n",
" 720,\n",
" 735,\n",
" 740,\n",
" 746,\n",
" 752,\n",
" 757,\n",
" 774,\n",
" 780,\n",
" 785,\n",
" 791,\n",
" 797,\n",
" 814,\n",
" 820,\n",
" 826,\n",
" 832,\n",
" 838,\n",
" 853,\n",
" 859,\n",
" 870,\n",
" 876,\n",
" 882,\n",
" 887,\n",
" 892,\n",
" 908,\n",
" 914,\n",
" 920,\n",
" 925,\n",
" 930,\n",
" 946,\n",
" 952,\n",
" 958,\n",
" 963,\n",
" 968,\n",
" 983,\n",
" 989,\n",
" 995,\n",
" 1001,\n",
" 1006,\n",
" 1022,\n",
" 1028,\n",
" 1039,\n",
" 1045,\n",
" 1051,\n",
" 1057,\n",
" 1062,\n",
" 1078,\n",
" 1084,\n",
" 1090,\n",
" 1094,\n",
" 1100,\n",
" 1117,\n",
" 1123,\n",
" 1129,\n",
" 1135,\n",
" 1141,\n",
" 1157,\n",
" 1163,\n",
" 1169,\n",
" 1174,\n",
" 1179,\n",
" 1197,\n",
" 1203,\n",
" 1215,\n",
" 1221,\n",
" 1227,\n",
" 1233,\n",
" 1239,\n",
" 1256,\n",
" 1262,\n",
" 1268,\n",
" 1274,\n",
" 1280,\n",
" 1297,\n",
" 1303,\n",
" 1309,\n",
" 1315,\n",
" 1321,\n",
" 1339,\n",
" 1345,\n",
" 1351,\n",
" 1357,\n",
" 1363,\n",
" 1381,\n",
" 1387,\n",
" 1399,\n",
" 1405,\n",
" 1411,\n",
" 1417,\n",
" 1423,\n",
" 1441,\n",
" 1447,\n",
" 1453,\n",
" 1459,\n",
" 1465,\n",
" 1483,\n",
" 1489,\n",
" 1495,\n",
" 1501,\n",
" 1507,\n",
" 1525,\n",
" 1531,\n",
" 1537,\n",
" 1543,\n",
" 1549,\n",
" 1567,\n",
" 1573,\n",
" 1585,\n",
" 1591,\n",
" 1597,\n",
" 1603,\n",
" 1609,\n",
" 1627,\n",
" 1633,\n",
" 1639,\n",
" 1645,\n",
" 1651,\n",
" 1669,\n",
" 1675,\n",
" 1681,\n",
" 1687,\n",
" 1693,\n",
" 1711,\n",
" 1717,\n",
" 1723,\n",
" 1729,\n",
" 1735,\n",
" 1753,\n",
" 1759,\n",
" 1770,\n",
" 1776,\n",
" 1782,\n",
" 1788,\n",
" 1794,\n",
" 1811,\n",
" 1817,\n",
" 1823,\n",
" 1829,\n",
" 1835,\n",
" 1853,\n",
" 1859,\n",
" 1865,\n",
" 1871,\n",
" 1877,\n",
" 1895,\n",
" 1901,\n",
" 1907,\n",
" 1913,\n",
" 1919,\n",
" 1937,\n",
" 1943,\n",
" 1955,\n",
" 1961,\n",
" 1967,\n",
" 1973,\n",
" 1979,\n",
" 1997,\n",
" 2003,\n",
" 2009,\n",
" 2015,\n",
" 2021,\n",
" 2039,\n",
" 2045,\n",
" 2051,\n",
" 2057,\n",
" 2063,\n",
" 2081,\n",
" 2087,\n",
" 2093,\n",
" 2099,\n",
" 2105,\n",
" 2123,\n",
" 2129,\n",
" 2141,\n",
" 2147,\n",
" 2153,\n",
" 2159,\n",
" 2165,\n",
" 2182,\n",
" 2188,\n",
" 2194,\n",
" 2200,\n",
" 2206,\n",
" 2224,\n",
" 2230,\n",
" 2236,\n",
" 2242,\n",
" 2248,\n",
" 2266,\n",
" 2272,\n",
" 2278,\n",
" 2284,\n",
" 2290,\n",
" 2308,\n",
" 2314,\n",
" 2326,\n",
" 2332,\n",
" 2338,\n",
" 2344,\n",
" 2350,\n",
" 2368,\n",
" 2374,\n",
" 2380,\n",
" 2386,\n",
" 2392,\n",
" 2410,\n",
" 2416,\n",
" 2422,\n",
" 2428,\n",
" 2434,\n",
" 2452,\n",
" 2458,\n",
" 2464,\n",
" 2470,\n",
" 2476,\n",
" 2494,\n",
" 2500,\n",
" 2512,\n",
" 2518,\n",
" 2524,\n",
" 2530,\n",
" 2536,\n",
" 2554,\n",
" 2560,\n",
" 2566,\n",
" 2572,\n",
" 2578,\n",
" 2596,\n",
" 2602,\n",
" 2608,\n",
" 2614,\n",
" 2620,\n",
" 2638,\n",
" 2644,\n",
" 2650,\n",
" 2656,\n",
" 2662,\n",
" 2680,\n",
" 2686,\n",
" 2698,\n",
" 2704,\n",
" 2710,\n",
" 2716,\n",
" 2722,\n",
" 2740,\n",
" 2746,\n",
" 2752,\n",
" 2758,\n",
" 2764,\n",
" 2781,\n",
" 2787,\n",
" 2793,\n",
" 2799,\n",
" 2805,\n",
" 2823,\n",
" 2828,\n",
" 2834,\n",
" 2840,\n",
" 2846,\n",
" 2864,\n",
" 2870,\n",
" 2882,\n",
" 2888,\n",
" 2894,\n",
" 2900,\n",
" 2906,\n",
" 2924,\n",
" 2930,\n",
" 2936,\n",
" 2942,\n",
" 2948,\n",
" 2966,\n",
" 2972,\n",
" 2978,\n",
" 2984,\n",
" 2990,\n",
" 3008,\n",
" 3014,\n",
" 3020,\n",
" 3026,\n",
" 3032,\n",
" 3050,\n",
" 3056,\n",
" 3068,\n",
" 3074,\n",
" 3080,\n",
" 3086,\n",
" 3092,\n",
" 3110,\n",
" 3116,\n",
" 3122,\n",
" 3128,\n",
" 3134,\n",
" 3152,\n",
" 3158,\n",
" 3164,\n",
" 3170,\n",
" 3176,\n",
" 3194,\n",
" 3200,\n",
" 3206,\n",
" 3212,\n",
" 3218,\n",
" 3236,\n",
" 3242,\n",
" 3254,\n",
" 3260,\n",
" 3266,\n",
" 3272,\n",
" 3278,\n",
" 3296,\n",
" 3302,\n",
" 3308,\n",
" 3314,\n",
" 3319,\n",
" 3337,\n",
" 3343,\n",
" 3349,\n",
" 3355,\n",
" 3361,\n",
" 3379,\n",
" 3385,\n",
" 3391,\n",
" 3397,\n",
" 3403,\n",
" 3421,\n",
" 3427,\n",
" 3439,\n",
" 3445,\n",
" 3451,\n",
" 3457,\n",
" 3463,\n",
" 3481,\n",
" 3487,\n",
" 3493,\n",
" 3499,\n",
" 3505,\n",
" 3523,\n",
" 3529,\n",
" 3535,\n",
" 3541,\n",
" 3547,\n",
" 3565,\n",
" 3571,\n",
" 3577,\n",
" 3583,\n",
" 3589,\n",
" 3607,\n",
" 3613,\n",
" 3625,\n",
" 3631,\n",
" 3637,\n",
" 3643,\n",
" 3649,\n",
" 3667,\n",
" 3673,\n",
" 3679,\n",
" 3685,\n",
" 3691,\n",
" 3709,\n",
" 3715,\n",
" 3721,\n",
" 3727,\n",
" 3733,\n",
" 3751,\n",
" 3757,\n",
" 3763,\n",
" 3769,\n",
" 3775,\n",
" 3793,\n",
" 3799,\n",
" 3811,\n",
" 3817,\n",
" 3823,\n",
" 3829,\n",
" 3835,\n",
" 3853,\n",
" 3859,\n",
" 3865,\n",
" 3871,\n",
" 3877,\n",
" 3895,\n",
" 3901,\n",
" 3907,\n",
" 3913,\n",
" 3919,\n",
" 3937,\n",
" 3943,\n",
" 3949,\n",
" 3955,\n",
" 3961,\n",
" 3979,\n",
" 3985,\n",
" 3997,\n",
" 4003,\n",
" 4009,\n",
" 4015,\n",
" 4021,\n",
" 4039,\n",
" 4045,\n",
" 4051,\n",
" 4057,\n",
" 4063,\n",
" 4081,\n",
" 4087,\n",
" 4093,\n",
" 4099,\n",
" 4105,\n",
" 4123,\n",
" 4129,\n",
" 4135,\n",
" 4141,\n",
" 4147,\n",
" 4165,\n",
" 4171,\n",
" 4183,\n",
" 4189,\n",
" 4195,\n",
" 4201,\n",
" 4207,\n",
" 4225,\n",
" 4231,\n",
" 4237,\n",
" 4243,\n",
" 4249,\n",
" 4267,\n",
" 4273,\n",
" 4279,\n",
" 4285,\n",
" 4291,\n",
" 4309,\n",
" 4315,\n",
" 4321,\n",
" 4327,\n",
" 4333,\n",
" 4351,\n",
" 4357,\n",
" 4369,\n",
" 4375,\n",
" 4381,\n",
" 4387,\n",
" 4393,\n",
" 4410,\n",
" 4416,\n",
" 4422,\n",
" 4428,\n",
" 4434,\n",
" 4452,\n",
" 4458,\n",
" 4464,\n",
" 4470,\n",
" 4476,\n",
" 4494,\n",
" 4500,\n",
" 4506,\n",
" 4512,\n",
" 4518,\n",
" 4536,\n",
" 4542,\n",
" 4554,\n",
" 4560,\n",
" 4566,\n",
" 4572,\n",
" 4578,\n",
" 4596,\n",
" 4602,\n",
" 4608,\n",
" 4614,\n",
" 4620,\n",
" 4638,\n",
" 4644,\n",
" 4650,\n",
" 4656,\n",
" 4662,\n",
" 4680,\n",
" 4686,\n",
" 4692,\n",
" 4698,\n",
" 4704,\n",
" 4722,\n",
" 4728,\n",
" 4740,\n",
" 4746,\n",
" 4752,\n",
" 4757,\n",
" 4763,\n",
" 4779,\n",
" 4785,\n",
" 4791,\n",
" 4796,\n",
" 4802,\n",
" 4816,\n",
" 4822,\n",
" 4828,\n",
" 4834,\n",
" 4840,\n",
" 4856,\n",
" 4862,\n",
" 4868,\n",
" 4874,\n",
" 4880,\n",
" 4892,\n",
" 4898,\n",
" 4910,\n",
" 4916,\n",
" 4922,\n",
" 4928,\n",
" 4934,\n",
" 4951,\n",
" 4957,\n",
" 4963,\n",
" 4969,\n",
" 4975,\n",
" 4993,\n",
" 4999,\n",
" 5005,\n",
" 5011,\n",
" 5017,\n",
" 5034,\n",
" 5040,\n",
" 5046,\n",
" 5052,\n",
" 5058,\n",
" 5076,\n",
" 5082,\n",
" 5093,\n",
" 5099,\n",
" 5105,\n",
" 5111,\n",
" 5117,\n",
" 5133,\n",
" 5139,\n",
" 5145,\n",
" 5150,\n",
" 5156,\n",
" 5173,\n",
" 5179,\n",
" 5185,\n",
" 5191,\n",
" 5197,\n",
" 5214,\n",
" 5220,\n",
" 5226,\n",
" 5232,\n",
" 5238,\n",
" 5253,\n",
" 5259,\n",
" 5271,\n",
" 5277,\n",
" 5283,\n",
" 5289,\n",
" 5295,\n",
" 5313,\n",
" 5319,\n",
" 5325,\n",
" 5330,\n",
" 5336,\n",
" 5352,\n",
" 5358,\n",
" 5364,\n",
" 5370,\n",
" 5376,\n",
" 5394,\n",
" 5400,\n",
" 5406,\n",
" 5412,\n",
" 5418,\n",
" 5436,\n",
" 5442,\n",
" 5454,\n",
" 5460,\n",
" 5466,\n",
" 5472,\n",
" 5477,\n",
" 5494,\n",
" 5500,\n",
" 5509,\n",
" 5515,\n",
" 5531,\n",
" 5542,\n",
" 5548,\n",
" 5554,\n",
" 5571,\n",
" 5577,\n",
" 5582,\n",
" 5587,\n",
" 5593,\n",
" 5611,\n",
" 5617,\n",
" 5629,\n",
" 5635,\n",
" 5641,\n",
" 5646,\n",
" 5651,\n",
" 5667,\n",
" 5672,\n",
" 5678,\n",
" 5683,\n",
" 5689,\n",
" 5705,\n",
" 5711,\n",
" 5717,\n",
" 5722,\n",
" 5728,\n",
" 5745,\n",
" 5751,\n",
" 5757,\n",
" 5763,\n",
" 5768,\n",
" 5783,\n",
" 5794,\n",
" 5800,\n",
" 5806,\n",
" 5812,\n",
" 5818,\n",
" 5836,\n",
" 5842,\n",
" 5848,\n",
" 5854,\n",
" 5859,\n",
" 5877,\n",
" 5883,\n",
" 5889,\n",
" 5895,\n",
" 5901,\n",
" 5919,\n",
" 5925,\n",
" 5931,\n",
" 5937,\n",
" 5943,\n",
" 5961,\n",
" 5967,\n",
" 5979,\n",
" 5985,\n",
" 5991,\n",
" 5997,\n",
" 6003,\n",
" 6021,\n",
" 6027,\n",
" 6033,\n",
" 6039,\n",
" 6045,\n",
" 6063,\n",
" 6069,\n",
" 6075,\n",
" 6081,\n",
" 6087,\n",
" 6105,\n",
" 6111,\n",
" 6117,\n",
" 6123,\n",
" 6129,\n",
" 6147,\n",
" 6153,\n",
" 6164,\n",
" 6170,\n",
" 6176,\n",
" 6182,\n",
" 6188,\n",
" 6205,\n",
" 6211,\n",
" 6216,\n",
" 6222,\n",
" 6228,\n",
" 6245,\n",
" 6251,\n",
" 6257,\n",
" 6263,\n",
" 6269,\n",
" 6287,\n",
" 6293,\n",
" 6299,\n",
" 6305,\n",
" 6311,\n",
" 6327,\n",
" 6333,\n",
" 6345,\n",
" 6351,\n",
" 6357,\n",
" 6363,\n",
" 6369,\n",
" 6387,\n",
" 6393,\n",
" 6399,\n",
" 6405,\n",
" 6411,\n",
" 6429,\n",
" 6435,\n",
" 6441,\n",
" 6447,\n",
" 6453,\n",
" 6471,\n",
" 6477,\n",
" 6483,\n",
" 6489,\n",
" 6495,\n",
" 6513,\n",
" 6519,\n",
" 6531,\n",
" 6537,\n",
" 6543,\n",
" 6549,\n",
" 6555,\n",
" 6573,\n",
" 6579,\n",
" 6585,\n",
" 6591,\n",
" 6597,\n",
" 6615,\n",
" 6621,\n",
" 6627,\n",
" 6633,\n",
" 6639,\n",
" 6657,\n",
" 6663,\n",
" 6669,\n",
" 6675,\n",
" 6681,\n",
" 6699,\n",
" 6705,\n",
" 6717,\n",
" 6723,\n",
" 6729,\n",
" 6735,\n",
" 6741,\n",
" 6759,\n",
" 6765,\n",
" 6771,\n",
" 6777,\n",
" 6783,\n",
" 6801,\n",
" 6807,\n",
" 6813,\n",
" 6819,\n",
" 6825,\n",
" 6843,\n",
" 6849,\n",
" 6855,\n",
" 6861,\n",
" 6867,\n",
" 6885,\n",
" 6891,\n",
" 6903,\n",
" 6909,\n",
" 6915,\n",
" 6921,\n",
" 6927,\n",
" 6945,\n",
" 6951,\n",
" 6957,\n",
" 6963,\n",
" 6969,\n",
" 6987,\n",
" 6993,\n",
" 6999,\n",
" 7005,\n",
" 7011,\n",
" 7029,\n",
" 7035,\n",
" 7041,\n",
" 7047,\n",
" 7053,\n",
" 7071,\n",
" 7077,\n",
" 7089,\n",
" 7095,\n",
" 7101,\n",
" 7106,\n",
" 7112,\n",
" 7130,\n",
" 7136,\n",
" 7142,\n",
" 7148,\n",
" 7154,\n",
" 7172,\n",
" 7177,\n",
" 7183,\n",
" 7189,\n",
" 7195,\n",
" 7213,\n",
" 7219,\n",
" 7225,\n",
" 7231,\n",
" 7237,\n",
" 7255,\n",
" 7261,\n",
" 7273,\n",
" 7279,\n",
" 7285,\n",
" 7291,\n",
" 7297,\n",
" 7315,\n",
" 7321,\n",
" 7327,\n",
" 7333,\n",
" 7339,\n",
" 7357,\n",
" 7363,\n",
" 7369,\n",
" 7375,\n",
" 7381,\n",
" 7399,\n",
" 7405,\n",
" 7411,\n",
" 7417,\n",
" 7423,\n",
" 7441,\n",
" 7447,\n",
" 7459,\n",
" 7465,\n",
" 7471,\n",
" 7476,\n",
" 7482,\n",
" 7498,\n",
" 7504,\n",
" 7510,\n",
" 7515,\n",
" 7520,\n",
" 7537,\n",
" 7543,\n",
" 7549,\n",
" 7555,\n",
" 7560,\n",
" 7576,\n",
" 7580,\n",
" 7585,\n",
" 7591,\n",
" 7597,\n",
" 7613,\n",
" 7619,\n",
" 7631,\n",
" 7637,\n",
" 7643,\n",
" 7649,\n",
" 7655,\n",
" 7672,\n",
" 7678,\n",
" 7684,\n",
" 7690,\n",
" 7696,\n",
" 7714,\n",
" 7720,\n",
" 7726,\n",
" 7732,\n",
" 7738,\n",
" 7755,\n",
" 7761,\n",
" 7767,\n",
" 7773,\n",
" 7779,\n",
" 7797,\n",
" 7803,\n",
" 7815,\n",
" 7821,\n",
" 7827,\n",
" 7833,\n",
" 7839,\n",
" 7857,\n",
" 7863,\n",
" 7869,\n",
" 7875,\n",
" 7881,\n",
" 7898,\n",
" 7904,\n",
" 7910,\n",
" 7915,\n",
" 7921,\n",
" 7939,\n",
" 7945,\n",
" 7951,\n",
" 7957,\n",
" 7963,\n",
" 7981,\n",
" 7987,\n",
" 7999,\n",
" 8005,\n",
" 8011,\n",
" 8017,\n",
" 8023,\n",
" 8041,\n",
" 8047,\n",
" 8053,\n",
" 8059,\n",
" 8065,\n",
" 8083,\n",
" 8089,\n",
" 8095,\n",
" 8101,\n",
" 8107,\n",
" 8125,\n",
" 8131,\n",
" 8137,\n",
" 8143,\n",
" 8149,\n",
" 8167,\n",
" 8173,\n",
" 8185,\n",
" 8191,\n",
" 8197,\n",
" 8203,\n",
" 8209,\n",
" 8226,\n",
" 8232,\n",
" 8238,\n",
" 8244,\n",
" 8250,\n",
" 8267,\n",
" 8273,\n",
" 8279,\n",
" 8285,\n",
" ...]"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wp.groups[(0,1)] # Return the row indexes that hour=0 and weekday=1 "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Return a new dataframe with the number of entries of each ```(hour,weekday)``` pair"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>UNIT</th>\n",
" <th>DATEn</th>\n",
" <th>TIMEn</th>\n",
" <th>ENTRIESn</th>\n",
" <th>EXITSn</th>\n",
" <th>ENTRIESn_hourly</th>\n",
" <th>EXITSn_hourly</th>\n",
" <th>datetime</th>\n",
" <th>day_week</th>\n",
" <th>station</th>\n",
" <th>...</th>\n",
" <th>pressurei</th>\n",
" <th>rain</th>\n",
" <th>tempi</th>\n",
" <th>wspdi</th>\n",
" <th>meanprecipi</th>\n",
" <th>meanpressurei</th>\n",
" <th>meantempi</th>\n",
" <th>meanwspdi</th>\n",
" <th>weather_lat</th>\n",
" <th>weather_lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>hour</th>\n",
" <th>weekday</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">0</th>\n",
" <th>0</th>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>...</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" <td>2142</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>...</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" <td>5236</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">4</th>\n",
" <th>0</th>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>...</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" <td>2140</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>...</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" <td>5241</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">8</th>\n",
" <th>0</th>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>...</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" <td>1487</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>...</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" <td>4427</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">12</th>\n",
" <th>0</th>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>...</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" <td>2132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>...</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" <td>5203</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">16</th>\n",
" <th>0</th>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>...</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" <td>2134</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>...</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" <td>5164</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">20</th>\n",
" <th>0</th>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>...</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" <td>2144</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>...</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" <td>5199</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>12 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" UNIT DATEn TIMEn ENTRIESn EXITSn ENTRIESn_hourly \\\n",
"hour weekday \n",
"0 0 2142 2142 2142 2142 2142 2142 \n",
" 1 5236 5236 5236 5236 5236 5236 \n",
"4 0 2140 2140 2140 2140 2140 2140 \n",
" 1 5241 5241 5241 5241 5241 5241 \n",
"8 0 1487 1487 1487 1487 1487 1487 \n",
" 1 4427 4427 4427 4427 4427 4427 \n",
"12 0 2132 2132 2132 2132 2132 2132 \n",
" 1 5203 5203 5203 5203 5203 5203 \n",
"16 0 2134 2134 2134 2134 2134 2134 \n",
" 1 5164 5164 5164 5164 5164 5164 \n",
"20 0 2144 2144 2144 2144 2144 2144 \n",
" 1 5199 5199 5199 5199 5199 5199 \n",
"\n",
" EXITSn_hourly datetime day_week station ... \\\n",
"hour weekday ... \n",
"0 0 2142 2142 2142 2142 ... \n",
" 1 5236 5236 5236 5236 ... \n",
"4 0 2140 2140 2140 2140 ... \n",
" 1 5241 5241 5241 5241 ... \n",
"8 0 1487 1487 1487 1487 ... \n",
" 1 4427 4427 4427 4427 ... \n",
"12 0 2132 2132 2132 2132 ... \n",
" 1 5203 5203 5203 5203 ... \n",
"16 0 2134 2134 2134 2134 ... \n",
" 1 5164 5164 5164 5164 ... \n",
"20 0 2144 2144 2144 2144 ... \n",
" 1 5199 5199 5199 5199 ... \n",
"\n",
" pressurei rain tempi wspdi meanprecipi meanpressurei \\\n",
"hour weekday \n",
"0 0 2142 2142 2142 2142 2142 2142 \n",
" 1 5236 5236 5236 5236 5236 5236 \n",
"4 0 2140 2140 2140 2140 2140 2140 \n",
" 1 5241 5241 5241 5241 5241 5241 \n",
"8 0 1487 1487 1487 1487 1487 1487 \n",
" 1 4427 4427 4427 4427 4427 4427 \n",
"12 0 2132 2132 2132 2132 2132 2132 \n",
" 1 5203 5203 5203 5203 5203 5203 \n",
"16 0 2134 2134 2134 2134 2134 2134 \n",
" 1 5164 5164 5164 5164 5164 5164 \n",
"20 0 2144 2144 2144 2144 2144 2144 \n",
" 1 5199 5199 5199 5199 5199 5199 \n",
"\n",
" meantempi meanwspdi weather_lat weather_lon \n",
"hour weekday \n",
"0 0 2142 2142 2142 2142 \n",
" 1 5236 5236 5236 5236 \n",
"4 0 2140 2140 2140 2140 \n",
" 1 5241 5241 5241 5241 \n",
"8 0 1487 1487 1487 1487 \n",
" 1 4427 4427 4427 4427 \n",
"12 0 2132 2132 2132 2132 \n",
" 1 5203 5203 5203 5203 \n",
"16 0 2134 2134 2134 2134 \n",
" 1 5164 5164 5164 5164 \n",
"20 0 2144 2144 2144 2144 \n",
" 1 5199 5199 5199 5199 \n",
"\n",
"[12 rows x 25 columns]"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wc=wp.count()\n",
"wc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Return a new dataframe with the number of entries of each ```(hour,weekday)``` pair"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>ENTRIESn</th>\n",
" <th>EXITSn</th>\n",
" <th>ENTRIESn_hourly</th>\n",
" <th>EXITSn_hourly</th>\n",
" <th>day_week</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>fog</th>\n",
" <th>precipi</th>\n",
" <th>pressurei</th>\n",
" <th>rain</th>\n",
" <th>tempi</th>\n",
" <th>wspdi</th>\n",
" <th>meanprecipi</th>\n",
" <th>meanpressurei</th>\n",
" <th>meantempi</th>\n",
" <th>meanwspdi</th>\n",
" <th>weather_lat</th>\n",
" <th>weather_lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>hour</th>\n",
" <th>weekday</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">0</th>\n",
" <th>0</th>\n",
" <td>63712687826</td>\n",
" <td>44939043396</td>\n",
" <td>3161210</td>\n",
" <td>2537164</td>\n",
" <td>11902</td>\n",
" <td>87231.063258</td>\n",
" <td>-158379.460616</td>\n",
" <td>0</td>\n",
" <td>0.00</td>\n",
" <td>64171.22</td>\n",
" <td>295</td>\n",
" <td>129012.7</td>\n",
" <td>9085.7</td>\n",
" <td>3.529000</td>\n",
" <td>64177.229333</td>\n",
" <td>135503.341667</td>\n",
" <td>12522.123333</td>\n",
" <td>87239.766206</td>\n",
" <td>-158375.801147</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>153149943567</td>\n",
" <td>108048090886</td>\n",
" <td>7191957</td>\n",
" <td>5722665</td>\n",
" <td>9752</td>\n",
" <td>213231.965466</td>\n",
" <td>-387148.771307</td>\n",
" <td>0</td>\n",
" <td>46.35</td>\n",
" <td>157011.83</td>\n",
" <td>1349</td>\n",
" <td>313620.2</td>\n",
" <td>30492.7</td>\n",
" <td>30.022000</td>\n",
" <td>156949.264167</td>\n",
" <td>329963.468333</td>\n",
" <td>38481.118333</td>\n",
" <td>213253.350657</td>\n",
" <td>-387139.695161</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">4</th>\n",
" <th>0</th>\n",
" <td>62392039290</td>\n",
" <td>44166326953</td>\n",
" <td>727273</td>\n",
" <td>734428</td>\n",
" <td>11887</td>\n",
" <td>87149.877929</td>\n",
" <td>-158231.085448</td>\n",
" <td>0</td>\n",
" <td>10.78</td>\n",
" <td>64104.73</td>\n",
" <td>297</td>\n",
" <td>124710.4</td>\n",
" <td>8726.6</td>\n",
" <td>3.545000</td>\n",
" <td>64116.531333</td>\n",
" <td>135335.941667</td>\n",
" <td>12516.253333</td>\n",
" <td>87158.616124</td>\n",
" <td>-158227.501251</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>167128298182</td>\n",
" <td>117943547302</td>\n",
" <td>1573515</td>\n",
" <td>1479628</td>\n",
" <td>9753</td>\n",
" <td>213435.880640</td>\n",
" <td>-387518.473888</td>\n",
" <td>24</td>\n",
" <td>36.28</td>\n",
" <td>157107.19</td>\n",
" <td>1353</td>\n",
" <td>307984.3</td>\n",
" <td>27618.8</td>\n",
" <td>30.071500</td>\n",
" <td>157099.596833</td>\n",
" <td>330257.781667</td>\n",
" <td>38569.438333</td>\n",
" <td>213457.281137</td>\n",
" <td>-387509.368133</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">8</th>\n",
" <th>0</th>\n",
" <td>30122489421</td>\n",
" <td>21296628669</td>\n",
" <td>363408</td>\n",
" <td>274662</td>\n",
" <td>8264</td>\n",
" <td>60562.380782</td>\n",
" <td>-109957.035822</td>\n",
" <td>113</td>\n",
" <td>9.90</td>\n",
" <td>44597.53</td>\n",
" <td>203</td>\n",
" <td>92620.6</td>\n",
" <td>7051.4</td>\n",
" <td>2.971000</td>\n",
" <td>44561.744333</td>\n",
" <td>94054.175000</td>\n",
" <td>8360.895000</td>\n",
" <td>60565.804586</td>\n",
" <td>-109955.726165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>90483903351</td>\n",
" <td>64317526813</td>\n",
" <td>4835175</td>\n",
" <td>2845975</td>\n",
" <td>7747</td>\n",
" <td>180296.700940</td>\n",
" <td>-327342.488095</td>\n",
" <td>23</td>\n",
" <td>47.39</td>\n",
" <td>132836.18</td>\n",
" <td>1174</td>\n",
" <td>271296.1</td>\n",
" <td>34833.4</td>\n",
" <td>27.033667</td>\n",
" <td>132699.947167</td>\n",
" <td>279290.253333</td>\n",
" <td>32820.870000</td>\n",
" <td>180311.488271</td>\n",
" <td>-327336.039663</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">12</th>\n",
" <th>0</th>\n",
" <td>62821234828</td>\n",
" <td>44275300633</td>\n",
" <td>3047650</td>\n",
" <td>2144367</td>\n",
" <td>11845</td>\n",
" <td>86824.031667</td>\n",
" <td>-157639.726688</td>\n",
" <td>23</td>\n",
" <td>0.00</td>\n",
" <td>63890.81</td>\n",
" <td>296</td>\n",
" <td>146573.1</td>\n",
" <td>13346.7</td>\n",
" <td>3.545000</td>\n",
" <td>63877.518500</td>\n",
" <td>134876.813333</td>\n",
" <td>12477.505000</td>\n",
" <td>86832.662961</td>\n",
" <td>-157636.090690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>149116940556</td>\n",
" <td>105337208080</td>\n",
" <td>19037666</td>\n",
" <td>14110316</td>\n",
" <td>9700</td>\n",
" <td>211888.799499</td>\n",
" <td>-384709.742100</td>\n",
" <td>0</td>\n",
" <td>8.71</td>\n",
" <td>155994.05</td>\n",
" <td>1347</td>\n",
" <td>351273.7</td>\n",
" <td>44508.9</td>\n",
" <td>29.870500</td>\n",
" <td>155958.075333</td>\n",
" <td>327963.098333</td>\n",
" <td>38347.921667</td>\n",
" <td>211909.492590</td>\n",
" <td>-384700.571820</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">16</th>\n",
" <th>0</th>\n",
" <td>62090823955</td>\n",
" <td>43845420034</td>\n",
" <td>3611638</td>\n",
" <td>2702315</td>\n",
" <td>11854</td>\n",
" <td>86905.656130</td>\n",
" <td>-157787.722595</td>\n",
" <td>0</td>\n",
" <td>0.00</td>\n",
" <td>63887.42</td>\n",
" <td>297</td>\n",
" <td>144261.2</td>\n",
" <td>18152.8</td>\n",
" <td>3.545000</td>\n",
" <td>63935.821333</td>\n",
" <td>135050.745000</td>\n",
" <td>12487.290000</td>\n",
" <td>86914.305085</td>\n",
" <td>-157784.114143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>146605495421</td>\n",
" <td>103525573447</td>\n",
" <td>13221402</td>\n",
" <td>8920160</td>\n",
" <td>9635</td>\n",
" <td>210300.517850</td>\n",
" <td>-381827.453760</td>\n",
" <td>212</td>\n",
" <td>37.29</td>\n",
" <td>154624.73</td>\n",
" <td>1338</td>\n",
" <td>349741.3</td>\n",
" <td>47315.2</td>\n",
" <td>29.578000</td>\n",
" <td>154786.471000</td>\n",
" <td>325649.420000</td>\n",
" <td>38054.253333</td>\n",
" <td>210321.074720</td>\n",
" <td>-381818.510432</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">20</th>\n",
" <th>0</th>\n",
" <td>62833925478</td>\n",
" <td>44360570828</td>\n",
" <td>3794434</td>\n",
" <td>2899374</td>\n",
" <td>11912</td>\n",
" <td>87313.016288</td>\n",
" <td>-158527.081652</td>\n",
" <td>0</td>\n",
" <td>0.00</td>\n",
" <td>64253.63</td>\n",
" <td>297</td>\n",
" <td>133315.7</td>\n",
" <td>14543.0</td>\n",
" <td>3.545000</td>\n",
" <td>64236.495167</td>\n",
" <td>135672.683333</td>\n",
" <td>12542.133333</td>\n",
" <td>87321.763664</td>\n",
" <td>-158523.406952</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>149039212896</td>\n",
" <td>105377515073</td>\n",
" <td>19895847</td>\n",
" <td>13695042</td>\n",
" <td>9675</td>\n",
" <td>211725.590392</td>\n",
" <td>-384413.544626</td>\n",
" <td>24</td>\n",
" <td>0.24</td>\n",
" <td>155757.97</td>\n",
" <td>1339</td>\n",
" <td>326903.8</td>\n",
" <td>39791.6</td>\n",
" <td>29.684333</td>\n",
" <td>155838.595500</td>\n",
" <td>327695.378333</td>\n",
" <td>38286.998333</td>\n",
" <td>211746.549918</td>\n",
" <td>-384404.509521</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ENTRIESn EXITSn ENTRIESn_hourly EXITSn_hourly \\\n",
"hour weekday \n",
"0 0 63712687826 44939043396 3161210 2537164 \n",
" 1 153149943567 108048090886 7191957 5722665 \n",
"4 0 62392039290 44166326953 727273 734428 \n",
" 1 167128298182 117943547302 1573515 1479628 \n",
"8 0 30122489421 21296628669 363408 274662 \n",
" 1 90483903351 64317526813 4835175 2845975 \n",
"12 0 62821234828 44275300633 3047650 2144367 \n",
" 1 149116940556 105337208080 19037666 14110316 \n",
"16 0 62090823955 43845420034 3611638 2702315 \n",
" 1 146605495421 103525573447 13221402 8920160 \n",
"20 0 62833925478 44360570828 3794434 2899374 \n",
" 1 149039212896 105377515073 19895847 13695042 \n",
"\n",
" day_week latitude longitude fog precipi pressurei \\\n",
"hour weekday \n",
"0 0 11902 87231.063258 -158379.460616 0 0.00 64171.22 \n",
" 1 9752 213231.965466 -387148.771307 0 46.35 157011.83 \n",
"4 0 11887 87149.877929 -158231.085448 0 10.78 64104.73 \n",
" 1 9753 213435.880640 -387518.473888 24 36.28 157107.19 \n",
"8 0 8264 60562.380782 -109957.035822 113 9.90 44597.53 \n",
" 1 7747 180296.700940 -327342.488095 23 47.39 132836.18 \n",
"12 0 11845 86824.031667 -157639.726688 23 0.00 63890.81 \n",
" 1 9700 211888.799499 -384709.742100 0 8.71 155994.05 \n",
"16 0 11854 86905.656130 -157787.722595 0 0.00 63887.42 \n",
" 1 9635 210300.517850 -381827.453760 212 37.29 154624.73 \n",
"20 0 11912 87313.016288 -158527.081652 0 0.00 64253.63 \n",
" 1 9675 211725.590392 -384413.544626 24 0.24 155757.97 \n",
"\n",
" rain tempi wspdi meanprecipi meanpressurei \\\n",
"hour weekday \n",
"0 0 295 129012.7 9085.7 3.529000 64177.229333 \n",
" 1 1349 313620.2 30492.7 30.022000 156949.264167 \n",
"4 0 297 124710.4 8726.6 3.545000 64116.531333 \n",
" 1 1353 307984.3 27618.8 30.071500 157099.596833 \n",
"8 0 203 92620.6 7051.4 2.971000 44561.744333 \n",
" 1 1174 271296.1 34833.4 27.033667 132699.947167 \n",
"12 0 296 146573.1 13346.7 3.545000 63877.518500 \n",
" 1 1347 351273.7 44508.9 29.870500 155958.075333 \n",
"16 0 297 144261.2 18152.8 3.545000 63935.821333 \n",
" 1 1338 349741.3 47315.2 29.578000 154786.471000 \n",
"20 0 297 133315.7 14543.0 3.545000 64236.495167 \n",
" 1 1339 326903.8 39791.6 29.684333 155838.595500 \n",
"\n",
" meantempi meanwspdi weather_lat weather_lon \n",
"hour weekday \n",
"0 0 135503.341667 12522.123333 87239.766206 -158375.801147 \n",
" 1 329963.468333 38481.118333 213253.350657 -387139.695161 \n",
"4 0 135335.941667 12516.253333 87158.616124 -158227.501251 \n",
" 1 330257.781667 38569.438333 213457.281137 -387509.368133 \n",
"8 0 94054.175000 8360.895000 60565.804586 -109955.726165 \n",
" 1 279290.253333 32820.870000 180311.488271 -327336.039663 \n",
"12 0 134876.813333 12477.505000 86832.662961 -157636.090690 \n",
" 1 327963.098333 38347.921667 211909.492590 -384700.571820 \n",
"16 0 135050.745000 12487.290000 86914.305085 -157784.114143 \n",
" 1 325649.420000 38054.253333 210321.074720 -381818.510432 \n",
"20 0 135672.683333 12542.133333 87321.763664 -158523.406952 \n",
" 1 327695.378333 38286.998333 211746.549918 -384404.509521 "
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ws=wp.sum()\n",
"ws"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment