{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook takes in a text file, works out the columns, timezone, and CRS, then outputs a standard geojson." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:02:39.229654Z", "start_time": "2017-03-17T10:02:38.523754+08:00" } }, "outputs": [ { "data": { "text/plain": [ "'%.4f'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import uuid\n", "import re, os\n", "from path import Path\n", "from pprint import pprint\n", "from tqdm import tqdm\n", "\n", "import pytz\n", "import arrow \n", "\n", "import numpy as np\n", "import scipy as sp\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import geopandas as gpd\n", "\n", "\n", "plt.rcParams['figure.figsize'] = (15, 5) # bigger plots\n", "plt.style.use('fivethirtyeight')\n", "%matplotlib inline\n", "%precision 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# what are the columns?\n", "\n", "It seems the we have 29 columns?\n", "\n", "The top left 47486 match inspections https://services1.arcgis.com/PuB3FWUAxkScvfQy/ArcGIS/rest/services/LPI/FeatureServer/0\n", "\n", "The bottom right match repairs https://services1.arcgis.com/PuB3FWUAxkScvfQy/ArcGIS/rest/services/Leaks_Repaired_Last_24hrs/FeatureServer/0\n", "\n", "The combined columns that I can work out are below, the unknown just have numbers.\n", " \n", "There is an overlap from city to Y but this is not enougth to join the events. Time might be however.\n", "\n", "We are interested in the leak repairs." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:02:39.246903Z", "start_time": "2017-03-17T10:02:39.238508+08:00" } }, "outputs": [], "source": [ "columns = [\n", " 'OBJECTID',\n", " 'INSPFLAG',\n", " 'PRI',\n", " 'PROB',\n", " 'PROBDTTM',\n", " 'SCHEDDTTM',\n", " 'SERVNO',\n", " 'MAPNO',\n", " 'STARTDTTM',\n", " 'PROBCODE',\n", " 'PROBDESC',\n", " 'CITY',\n", " 'PREDIR',\n", " 'STNAME',\n", " 'STNO',\n", " 'STSUB',\n", " 'SUFFIX',\n", " 'ZIP',\n", " 'ADDRKEY',\n", " 'FullStreetName',\n", " 'X',\n", " 'Y',\n", " '22', # CMPLKEY (Complementary key?, INT)?, SERVER (nah thats 47486-627096, Objectid (no too high)?? 1913-1496485. \n", " 'QTYCALLS', # 1-120 mostly one, shared by both. PRob QTYCALLS. Quantity of calls?\n", " 'INITDTTM', # initial date time\n", " 'WONO', # work order number?\n", " 'LOC', # needed to look at more example to determine this\n", " 'DESCRIPT',\n", " 'COMPDTTM' # This matches COMPDTTM from https://services1.arcgis.com/PuB3FWUAxkScvfQy/ArcGIS/rest/services/Leaks_Repaired_Last_24hrs/FeatureServer/0\n", "]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2017-03-04T17:16:54.104117", "start_time": "2017-03-04T17:16:53.986842" } }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:02:45.397466Z", "start_time": "2017-03-17T10:02:45.395212+08:00" } }, "outputs": [], "source": [ "data_path = Path('../data/austin_leaks/PIR_Leaks2.txt')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:02:47.635081Z", "start_time": "2017-03-17T10:02:47.133396+08:00" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/isisilon/.virtualenvs/py3syspck/lib/python3.4/site-packages/IPython/core/interactiveshell.py:2717: DtypeWarning: Columns (1,2,3,4,5,7,8,9,10,24,26,27,28) have mixed types. Specify dtype option on import or set low_memory=False.\n", " interactivity=interactivity, compiler=compiler, result=result)\n" ] }, { "data": { "text/html": [ "
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7Y1MTRLK3/8/2007 10:56:003/8/2007 11:01:00306550.0614Q3/8/2007 13:33:00MTRLKLEAKING WATER METER...2613 S 1ST ST3108656.2510059934.00NaN2NaNNaNNaNNaNNaN
8Y3MTRLK7/7/2009 9:16:007/8/2009 7:45:00373961.0614U7/8/2009 9:20:00MTRLKLEAKING WATER METER...2617 S 1ST ST3108615.5010059798.00NaN1NaNNaNNaNNaNNaN
9Y3MTRLK2/23/2009 8:24:002/23/2009 10:47:00364175.0614H2/23/2009 21:12:00MTRLKLEAKING WATER METER...1502 S 3RD ST3109627.7510064443.00NaN1NaNNaNNaNNaNNaN
10Y3MTRLK12/20/2005 7:54:001/17/2006 10:35:00263359.0614M1/17/2006 12:52:00MTRLKLEAKING WATER METER...1602 S 3RD ST3109574.7510064134.00NaN2NaNNaNNaNNaNNaN
11Y1MTRLK5/7/2016 9:38:005/7/2016 9:39:00599121.0615H5/7/2016 9:49:00MTRLKLEAKING WATER METER...2400 E CESAR CHAVEZ ST3122372.1910066137.84NaN1NaNNaNNaNNaNNaN
12Y1WMNLK2/27/2015 6:48:002/27/2015 8:03:00553829.0615H2/27/2015 8:51:00WMNLKWATER MAIN LEAK...2400 E CESAR CHAVEZ ST3122372.1910066137.84NaN2NaNNaNNaNNaNNaN
13Y1WMNLK7/10/2011 9:30:007/10/2011 9:30:00432895.0615G7/10/2011 9:37:00WMNLKWATER MAIN LEAK...2401 1/2 E CESAR CHAVEZ ST3122478.9610065983.00NaN1NaNNaNNaNNaNNaN
14Y1SERLK4/24/2005 21:35:004/24/2005 21:40:00240012.0615H4/24/2005 23:40:00SERLKLEAKING WATER SERVICE...2411 E CESAR CHAVEZ ST3122580.8610065926.02NaN1NaNNaNNaNNaNNaN
15Y1WMNLK8/26/2015 11:48:008/26/2015 11:51:00572123.0615H8/26/2015 12:25:00WMNLKWATER MAIN LEAK...2412 E CESAR CHAVEZ ST3122502.4510066098.04NaN1NaNNaNNaNNaNNaN
16Y1MTRLK9/6/2013 17:13:009/6/2013 17:14:00496919.0615H9/6/2013 19:05:00MTRLKLEAKING WATER METER...2504 E CESAR CHAVEZ ST3122825.2310065984.09NaN1NaNNaNNaNNaNNaN
17Y1MTRLK3/15/2007 12:29:003/15/2007 12:51:00307176.0615H3/15/2007 14:06:00MTRLKLEAKING WATER METER...2505 E CESAR CHAVEZ ST3122775.0010065870.00NaN3NaNNaNNaNNaNNaN
18Y3MTRLK6/22/2005 19:31:006/24/2005 16:35:00245815.0615H6/26/2005 22:23:00MTRLKLEAKING WATER METER...2604 E CESAR CHAVEZ ST3123230.7510065822.00NaN2NaNNaNNaNNaNNaN
19Y1MTRLK11/20/2005 17:22:0011/20/2005 17:22:00260441.0673H11/20/2005 21:00:00MTRLKLEAKING WATER METER...8203 S 1ST ST3098647.7510038614.00NaN1NaNNaNNaNNaNNaN
20Y1MTRLK7/5/2011 14:02:007/5/2011 14:04:00432530.0615H7/5/2011 14:37:00MTRLKLEAKING WATER METER...2501 E 2ND ST3122805.0010066222.00NaN1NaNNaNNaNNaNNaN
21Y1MTRLK12/18/2006 15:10:0012/18/2006 15:16:00299030.0615H12/18/2006 17:08:00MTRLKLEAKING WATER METER...2504 E 2ND ST3122943.0010066300.00NaN1NaNNaNNaNNaNNaN
22Y1MTRLK9/27/2008 18:28:009/27/2008 18:29:00351425.0615H9/27/2008 18:53:00MTRLKLEAKING WATER METER...2507 E 2ND ST3122948.0010066172.00NaN1NaNNaNNaNNaNNaN
23Y1MTRLK12/12/2011 9:28:0012/12/2011 9:29:00445632.0615H12/12/2011 9:47:00MTRLKLEAKING WATER METER...2613 E 2ND ST3123501.0010065964.00NaN2NaNNaNNaNNaNNaN
24Y1MTRLK1/5/2014 12:17:001/5/2014 12:18:00509048.0615H1/5/2014 13:13:00MTRLKLEAKING WATER METER...2700 E 2ND ST3123653.0010066051.00NaN1NaNNaNNaNNaNNaN
25Y1SERLK11/20/2014 8:54:0011/20/2014 8:56:00542172.0585X11/20/2014 9:15:00SERLKLEAKING WATER SERVICE...702 E 3RD ST3116358.8810069118.39NaN1NaNNaNNaNNaNNaN
26Y1SERLK11/14/2009 9:34:0011/14/2009 9:45:00385181.0585X11/14/2009 9:56:00SERLKLEAKING WATER SERVICE...903 E 3RD ST3116972.7510068756.00NaN1NaNNaNNaNNaNNaN
27Y1MTRLK10/1/2011 13:13:0010/1/2011 13:13:00440169.0615B10/1/2011 13:51:00MTRLKLEAKING WATER METER...1101 E 3RD ST3117546.0010068543.00NaN3NaNNaNNaNNaNNaN
28Y3MTRLK8/27/2014 19:22:008/27/2014 19:30:00533165.0615B8/28/2014 11:35:00MTRLKLEAKING WATER METER...1101 E 3RD ST3117546.0010068543.00NaN1NaNNaNNaNNaNNaN
29Y1MTRLK12/30/2005 10:00:0012/30/2005 10:11:00264315.0585X12/30/2005 12:30:00MTRLKLEAKING WATER METER...1111 E 3RD ST3117655.2510068502.00NaN2NaNNaNNaNNaNNaN
30Y1MTRLK5/23/2005 8:14:005/23/2005 8:14:00242771.0585X5/23/2005 12:21:00MTRLKLEAKING WATER METER...1112 E 3RD ST3117687.5010068694.00NaN1NaNNaNNaNNaNNaN
..................................................................
70588NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...7212 MEADOR AVE3128508.2510093671.00356219.012/3/2017 9:54:001812528.0NaNWATER SERVICE LEAK2/6/2017 14:24:00
70589NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...10308 GEORGIAN DR3130865.7510107812.00414795.012/9/2017 19:06:001814606.0NaNWATER SERVICE LEAK2/10/2017 12:28:00
70590NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...8012 GREENSLOPE DR3110552.2510107403.00306333.012/10/2017 13:20:001814722.0NaNWATER SERVICE LEAK2/10/2017 21:09:00
70591NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...6104 HYLAWN DR3135834.7510084787.00871450.012/10/2017 14:48:001814736.0NaNWATER MAIN LEAK2/13/2017 21:06:00
70592NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...6421 WILLIAMS RIDGE WAY3103191.0010101877.001215766.012/3/2017 20:38:001812677.0NaNWATER METER LEAK2/6/2017 13:45:00
70593NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...2703 GREENLEE DR3106564.0010082323.0088698.011/30/2017 13:10:001810930.0NaNWATER METER LEAK1/30/2017 17:15:00
70594NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...5316 ED BLUESTEIN BLVD SB3138721.1110079875.49450316.012/1/2017 13:18:001811688.0NaNWATER SERVICE LEAK2/1/2017 14:45:00
70595NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...5209 MEADOW CREEK DR3101614.0010051034.001494819.012/1/2017 14:45:001812084.0NaNWATER SERVICE LEAK2/1/2017 22:56:00
70596NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...4017 VICTORY DR UNIT 2523100105.5010057854.00501413.012/14/2017 21:07:001815701.0GATE CODE: 1739WATER SERVICE LEAK2/15/2017 19:56:00
70597NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...4800 N LAMAR BLVD3116911.4610088781.191278289.012/2/2017 13:35:001812277.0NaNWATER METER LEAK2/3/2017 11:45:00
70598NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...4531 AVENUE F3119239.2510086123.0029791.022/7/2017 17:44:001813823.0NaNWTR SVC DAMAGED BY CITY CREWS2/7/2017 17:44:00
70599NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...5101 SUMMERSET TRL3081905.7510055909.00386973.012/2/2017 9:03:001812261.0NaNWATER SERVICE LEAK2/3/2017 12:11:00
70600NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...415 BASTROP HWY NB3132059.0010060629.88943972.012/16/2017 12:52:001815766.0NaNWATER MAIN LEAK2/16/2017 19:07:00
70601NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...6120 FELIX AVE3128710.7510059473.00315946.012/11/2017 22:57:001814809.0NaNWATER SERVICE LEAK2/12/2017 18:39:00
70602NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...1707 E 32ND ST3122507.0010077584.00228104.011/10/2017 10:40:001806592.0NaNWATER SERVICE LEAK1/10/2017 17:06:00
70603NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...902 GARNER AVE3106935.2510067378.00936565.012/3/2017 13:31:001812654.0KERR AVEWATER MAIN LEAK2/6/2017 16:00:00
70604NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...806 PARK BLVD UNIT 13120527.5010083267.001108480.012/8/2017 11:58:001814007.0NaNWATER METER LEAK2/8/2017 20:00:00
70605NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...1904 CANONERO DR3091718.5010088531.001494757.011/31/2017 12:03:001811342.0NaNWATER SERVICE LEAK1/31/2017 14:48:00
70606NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...4301 SPEEDWAY3118187.0910084826.33214418.012/6/2017 10:43:001812846.0NaNWATER SERVICE LEAK2/10/2017 14:42:00
70607NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...1011 W 10TH ST3110967.0010073208.001494754.021/31/2017 9:50:001811331.0BETWEEN BAYLOR AND N LAMARWATER SERVICE LEAK1/31/2017 15:16:00
70608NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...6207 MORNING DEW DR3081344.7510056368.00390620.021/27/2017 9:09:001810599.0NaNWATER SERVICE LEAK1/27/2017 15:09:00
70609NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...6207 MORNING DEW DR3081344.7510056368.00390620.021/27/2017 9:09:001811380.0NaNWATER SERVICE LEAK1/27/2017 15:09:00
70610NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...1649 OHLEN RD3121863.7510105553.00526992.012/9/2017 14:45:001814590.0BANK OF AMERICA FINANCIAL CENTERWATER SERVICE LEAK2/14/2017 3:13:00
70611NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...1416 ELM BROOK DR3129251.0010117681.001057527.012/9/2017 16:54:001814602.0SWEARINGENWATER MAIN LEAK2/10/2017 1:31:00
70612NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...5728 REPUBLIC OF TEXAS BLVD3084010.7510064012.00479011.032/9/2017 19:19:001814607.0NaNWATER SERVICE LEAK2/10/2017 22:41:00
70613NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...1500 BRENTWOOD ST3117857.5010096352.001194725.012/7/2017 12:51:001813689.0NaNWATER METER LEAK2/7/2017 15:19:00
70614NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...8500 KEARSARGE CV3089442.5010042473.00405181.032/5/2017 12:32:001812801.0NaNWATER SERVICE LEAK2/6/2017 16:30:00
70615NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...1223 WEST LYNN ST3109307.2510075302.001493994.011/24/2017 8:38:001809358.013TH ST.WATER SERVICE LEAK1/24/2017 22:45:00
70616NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...7220 FIREFLY DR3113795.7510035707.00392294.011/24/2017 14:54:001809798.0NaNWATER SERVICE LEAK1/24/2017 19:40:00
70617NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...806 W 10TH ST3112044.0010073012.00188213.012/8/2017 11:01:001813953.0ON THE NORTH SIDEWATER SERVICE LEAK2/8/2017 21:53:00
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70617 rows × 28 columns

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" ], "text/plain": [ " INSPFLAG PRI PROB PROBDTTM SCHEDDTTM \\\n", "OBJECTID \n", "1 Y 1 SERLK 7/3/2015 19:26:00 7/3/2015 19:28:00 \n", "2 Y 3 CCOLK 6/22/2007 12:06:00 6/22/2007 16:45:00 \n", "3 Y 3 MTRLK 6/14/2006 14:15:00 7/3/2006 16:21:00 \n", "4 Y 1 MTRLK 6/6/2011 17:02:00 6/6/2011 17:04:00 \n", "5 Y 3 MTRLK 3/3/2005 16:06:00 3/8/2005 8:28:00 \n", "6 Y 1 MTRLK 4/18/2007 17:00:00 4/18/2007 17:07:00 \n", "7 Y 1 MTRLK 3/8/2007 10:56:00 3/8/2007 11:01:00 \n", "8 Y 3 MTRLK 7/7/2009 9:16:00 7/8/2009 7:45:00 \n", "9 Y 3 MTRLK 2/23/2009 8:24:00 2/23/2009 10:47:00 \n", "10 Y 3 MTRLK 12/20/2005 7:54:00 1/17/2006 10:35:00 \n", "11 Y 1 MTRLK 5/7/2016 9:38:00 5/7/2016 9:39:00 \n", "12 Y 1 WMNLK 2/27/2015 6:48:00 2/27/2015 8:03:00 \n", "13 Y 1 WMNLK 7/10/2011 9:30:00 7/10/2011 9:30:00 \n", "14 Y 1 SERLK 4/24/2005 21:35:00 4/24/2005 21:40:00 \n", "15 Y 1 WMNLK 8/26/2015 11:48:00 8/26/2015 11:51:00 \n", "16 Y 1 MTRLK 9/6/2013 17:13:00 9/6/2013 17:14:00 \n", "17 Y 1 MTRLK 3/15/2007 12:29:00 3/15/2007 12:51:00 \n", "18 Y 3 MTRLK 6/22/2005 19:31:00 6/24/2005 16:35:00 \n", "19 Y 1 MTRLK 11/20/2005 17:22:00 11/20/2005 17:22:00 \n", "20 Y 1 MTRLK 7/5/2011 14:02:00 7/5/2011 14:04:00 \n", "21 Y 1 MTRLK 12/18/2006 15:10:00 12/18/2006 15:16:00 \n", "22 Y 1 MTRLK 9/27/2008 18:28:00 9/27/2008 18:29:00 \n", "23 Y 1 MTRLK 12/12/2011 9:28:00 12/12/2011 9:29:00 \n", "24 Y 1 MTRLK 1/5/2014 12:17:00 1/5/2014 12:18:00 \n", "25 Y 1 SERLK 11/20/2014 8:54:00 11/20/2014 8:56:00 \n", "26 Y 1 SERLK 11/14/2009 9:34:00 11/14/2009 9:45:00 \n", "27 Y 1 MTRLK 10/1/2011 13:13:00 10/1/2011 13:13:00 \n", "28 Y 3 MTRLK 8/27/2014 19:22:00 8/27/2014 19:30:00 \n", "29 Y 1 MTRLK 12/30/2005 10:00:00 12/30/2005 10:11:00 \n", "30 Y 1 MTRLK 5/23/2005 8:14:00 5/23/2005 8:14:00 \n", "... ... ... ... ... ... \n", "70588 NaN NaN NaN NaN NaN \n", "70589 NaN NaN NaN NaN NaN \n", "70590 NaN NaN NaN NaN NaN \n", "70591 NaN NaN NaN NaN NaN \n", "70592 NaN NaN NaN NaN NaN \n", "70593 NaN NaN NaN NaN NaN \n", "70594 NaN 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\n", "5 235202.0 614R 3/23/2005 15:13:00 MTRLK \n", "6 309735.0 614Q 4/18/2007 18:43:00 MTRLK \n", "7 306550.0 614Q 3/8/2007 13:33:00 MTRLK \n", "8 373961.0 614U 7/8/2009 9:20:00 MTRLK \n", "9 364175.0 614H 2/23/2009 21:12:00 MTRLK \n", "10 263359.0 614M 1/17/2006 12:52:00 MTRLK \n", "11 599121.0 615H 5/7/2016 9:49:00 MTRLK \n", "12 553829.0 615H 2/27/2015 8:51:00 WMNLK \n", "13 432895.0 615G 7/10/2011 9:37:00 WMNLK \n", "14 240012.0 615H 4/24/2005 23:40:00 SERLK \n", "15 572123.0 615H 8/26/2015 12:25:00 WMNLK \n", "16 496919.0 615H 9/6/2013 19:05:00 MTRLK \n", "17 307176.0 615H 3/15/2007 14:06:00 MTRLK \n", "18 245815.0 615H 6/26/2005 22:23:00 MTRLK \n", "19 260441.0 673H 11/20/2005 21:00:00 MTRLK \n", "20 432530.0 615H 7/5/2011 14:37:00 MTRLK \n", "21 299030.0 615H 12/18/2006 17:08:00 MTRLK \n", "22 351425.0 615H 9/27/2008 18:53:00 MTRLK \n", "23 445632.0 615H 12/12/2011 9:47:00 MTRLK \n", "24 509048.0 615H 1/5/2014 13:13:00 MTRLK \n", "25 542172.0 585X 11/20/2014 9:15:00 SERLK \n", 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3118802.75 10068659.00 NaN \n", "5 2414 S 1ST ST 3109047.73 10061026.95 NaN \n", "6 2613 S 1ST ST 3108656.25 10059934.00 NaN \n", "7 2613 S 1ST ST 3108656.25 10059934.00 NaN \n", "8 2617 S 1ST ST 3108615.50 10059798.00 NaN \n", "9 1502 S 3RD ST 3109627.75 10064443.00 NaN \n", "10 1602 S 3RD ST 3109574.75 10064134.00 NaN \n", "11 2400 E CESAR CHAVEZ ST 3122372.19 10066137.84 NaN \n", "12 2400 E CESAR CHAVEZ ST 3122372.19 10066137.84 NaN \n", "13 2401 1/2 E CESAR CHAVEZ ST 3122478.96 10065983.00 NaN \n", "14 2411 E CESAR CHAVEZ ST 3122580.86 10065926.02 NaN \n", "15 2412 E CESAR CHAVEZ ST 3122502.45 10066098.04 NaN \n", "16 2504 E CESAR CHAVEZ ST 3122825.23 10065984.09 NaN \n", "17 2505 E CESAR CHAVEZ ST 3122775.00 10065870.00 NaN \n", "18 2604 E CESAR CHAVEZ ST 3123230.75 10065822.00 NaN \n", "19 8203 S 1ST ST 3098647.75 10038614.00 NaN \n", "20 2501 E 2ND ST 3122805.00 10066222.00 NaN \n", "21 2504 E 2ND ST 3122943.00 10066300.00 NaN \n", "22 2507 E 2ND ST 3122948.00 10066172.00 NaN \n", "23 2613 E 2ND ST 3123501.00 10065964.00 NaN \n", "24 2700 E 2ND ST 3123653.00 10066051.00 NaN \n", "25 702 E 3RD ST 3116358.88 10069118.39 NaN \n", "26 903 E 3RD ST 3116972.75 10068756.00 NaN \n", "27 1101 E 3RD ST 3117546.00 10068543.00 NaN \n", "28 1101 E 3RD ST 3117546.00 10068543.00 NaN \n", "29 1111 E 3RD ST 3117655.25 10068502.00 NaN \n", "30 1112 E 3RD ST 3117687.50 10068694.00 NaN \n", "... ... ... ... ... \n", "70588 7212 MEADOR AVE 3128508.25 10093671.00 356219.0 \n", "70589 10308 GEORGIAN DR 3130865.75 10107812.00 414795.0 \n", "70590 8012 GREENSLOPE DR 3110552.25 10107403.00 306333.0 \n", "70591 6104 HYLAWN DR 3135834.75 10084787.00 871450.0 \n", "70592 6421 WILLIAMS RIDGE WAY 3103191.00 10101877.00 1215766.0 \n", "70593 2703 GREENLEE DR 3106564.00 10082323.00 88698.0 \n", "70594 5316 ED BLUESTEIN BLVD SB 3138721.11 10079875.49 450316.0 \n", "70595 5209 MEADOW CREEK DR 3101614.00 10051034.00 1494819.0 \n", "70596 4017 VICTORY DR UNIT 252 3100105.50 10057854.00 501413.0 \n", "70597 4800 N LAMAR BLVD 3116911.46 10088781.19 1278289.0 \n", "70598 4531 AVENUE F 3119239.25 10086123.00 29791.0 \n", "70599 5101 SUMMERSET TRL 3081905.75 10055909.00 386973.0 \n", "70600 415 BASTROP HWY NB 3132059.00 10060629.88 943972.0 \n", "70601 6120 FELIX AVE 3128710.75 10059473.00 315946.0 \n", "70602 1707 E 32ND ST 3122507.00 10077584.00 228104.0 \n", "70603 902 GARNER AVE 3106935.25 10067378.00 936565.0 \n", "70604 806 PARK BLVD UNIT 1 3120527.50 10083267.00 1108480.0 \n", "70605 1904 CANONERO DR 3091718.50 10088531.00 1494757.0 \n", "70606 4301 SPEEDWAY 3118187.09 10084826.33 214418.0 \n", "70607 1011 W 10TH ST 3110967.00 10073208.00 1494754.0 \n", "70608 6207 MORNING DEW DR 3081344.75 10056368.00 390620.0 \n", "70609 6207 MORNING DEW DR 3081344.75 10056368.00 390620.0 \n", "70610 1649 OHLEN RD 3121863.75 10105553.00 526992.0 \n", "70611 1416 ELM BROOK DR 3129251.00 10117681.00 1057527.0 \n", "70612 5728 REPUBLIC OF TEXAS BLVD 3084010.75 10064012.00 479011.0 \n", "70613 1500 BRENTWOOD ST 3117857.50 10096352.00 1194725.0 \n", "70614 8500 KEARSARGE CV 3089442.50 10042473.00 405181.0 \n", "70615 1223 WEST LYNN ST 3109307.25 10075302.00 1493994.0 \n", "70616 7220 FIREFLY DR 3113795.75 10035707.00 392294.0 \n", "70617 806 W 10TH ST 3112044.00 10073012.00 188213.0 \n", "\n", " QTYCALLS INITDTTM WONO \\\n", "OBJECTID \n", "1 1 NaN NaN \n", "2 1 NaN NaN \n", "3 2 NaN NaN \n", "4 1 NaN NaN \n", "5 1 NaN NaN \n", "6 1 NaN NaN \n", "7 2 NaN NaN \n", "8 1 NaN NaN \n", "9 1 NaN NaN \n", "10 2 NaN NaN \n", "11 1 NaN NaN \n", "12 2 NaN NaN \n", "13 1 NaN NaN \n", "14 1 NaN NaN \n", "15 1 NaN NaN \n", "16 1 NaN NaN \n", "17 3 NaN NaN \n", "18 2 NaN NaN \n", "19 1 NaN NaN \n", "20 1 NaN NaN \n", "21 1 NaN NaN \n", "22 1 NaN NaN \n", "23 2 NaN NaN \n", "24 1 NaN NaN \n", "25 1 NaN NaN \n", "26 1 NaN NaN \n", "27 3 NaN NaN \n", "28 1 NaN NaN \n", "29 2 NaN NaN \n", "30 1 NaN NaN \n", "... ... ... ... \n", "70588 1 2/3/2017 9:54:00 1812528.0 \n", "70589 1 2/9/2017 19:06:00 1814606.0 \n", "70590 1 2/10/2017 13:20:00 1814722.0 \n", "70591 1 2/10/2017 14:48:00 1814736.0 \n", "70592 1 2/3/2017 20:38:00 1812677.0 \n", "70593 1 1/30/2017 13:10:00 1810930.0 \n", "70594 1 2/1/2017 13:18:00 1811688.0 \n", "70595 1 2/1/2017 14:45:00 1812084.0 \n", "70596 1 2/14/2017 21:07:00 1815701.0 \n", "70597 1 2/2/2017 13:35:00 1812277.0 \n", "70598 2 2/7/2017 17:44:00 1813823.0 \n", "70599 1 2/2/2017 9:03:00 1812261.0 \n", "70600 1 2/16/2017 12:52:00 1815766.0 \n", "70601 1 2/11/2017 22:57:00 1814809.0 \n", "70602 1 1/10/2017 10:40:00 1806592.0 \n", "70603 1 2/3/2017 13:31:00 1812654.0 \n", "70604 1 2/8/2017 11:58:00 1814007.0 \n", "70605 1 1/31/2017 12:03:00 1811342.0 \n", "70606 1 2/6/2017 10:43:00 1812846.0 \n", "70607 2 1/31/2017 9:50:00 1811331.0 \n", "70608 2 1/27/2017 9:09:00 1810599.0 \n", "70609 2 1/27/2017 9:09:00 1811380.0 \n", "70610 1 2/9/2017 14:45:00 1814590.0 \n", "70611 1 2/9/2017 16:54:00 1814602.0 \n", "70612 3 2/9/2017 19:19:00 1814607.0 \n", "70613 1 2/7/2017 12:51:00 1813689.0 \n", "70614 3 2/5/2017 12:32:00 1812801.0 \n", "70615 1 1/24/2017 8:38:00 1809358.0 \n", "70616 1 1/24/2017 14:54:00 1809798.0 \n", "70617 1 2/8/2017 11:01:00 1813953.0 \n", "\n", " LOC DESCRIPT \\\n", "OBJECTID \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "5 NaN NaN \n", "6 NaN NaN \n", "7 NaN NaN \n", "8 NaN NaN \n", "9 NaN NaN \n", "10 NaN NaN \n", "11 NaN NaN \n", "12 NaN NaN \n", "13 NaN NaN \n", "14 NaN NaN \n", "15 NaN NaN \n", "16 NaN NaN \n", "17 NaN NaN \n", "18 NaN NaN \n", "19 NaN NaN \n", "20 NaN NaN \n", "21 NaN NaN \n", "22 NaN NaN \n", "23 NaN NaN \n", "24 NaN NaN \n", "25 NaN NaN \n", "26 NaN NaN \n", "27 NaN NaN \n", "28 NaN NaN \n", "29 NaN NaN \n", "30 NaN NaN \n", "... ... ... \n", "70588 NaN WATER SERVICE LEAK \n", "70589 NaN WATER SERVICE LEAK \n", "70590 NaN WATER SERVICE LEAK \n", "70591 NaN WATER MAIN LEAK \n", "70592 NaN WATER METER LEAK \n", "70593 NaN WATER METER LEAK \n", "70594 NaN WATER SERVICE LEAK \n", "70595 NaN WATER SERVICE LEAK \n", "70596 GATE CODE: 1739 WATER SERVICE LEAK \n", "70597 NaN WATER METER LEAK \n", "70598 NaN WTR SVC DAMAGED BY CITY CREWS \n", "70599 NaN WATER SERVICE LEAK \n", "70600 NaN WATER MAIN LEAK \n", "70601 NaN WATER SERVICE LEAK \n", "70602 NaN WATER SERVICE LEAK \n", "70603 KERR AVE WATER MAIN LEAK \n", "70604 NaN WATER METER LEAK \n", "70605 NaN WATER SERVICE LEAK \n", "70606 NaN WATER SERVICE LEAK \n", "70607 BETWEEN BAYLOR AND N LAMAR WATER SERVICE LEAK \n", "70608 NaN WATER SERVICE LEAK \n", "70609 NaN WATER SERVICE LEAK \n", "70610 BANK OF AMERICA FINANCIAL CENTER WATER SERVICE LEAK \n", "70611 SWEARINGEN WATER MAIN LEAK \n", "70612 NaN WATER SERVICE LEAK \n", "70613 NaN WATER METER LEAK \n", "70614 NaN WATER SERVICE LEAK \n", "70615 13TH ST. WATER SERVICE LEAK \n", "70616 NaN WATER SERVICE LEAK \n", "70617 ON THE NORTH SIDE WATER SERVICE LEAK \n", "\n", " COMPDTTM \n", "OBJECTID \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 NaN \n", "12 NaN \n", "13 NaN \n", "14 NaN \n", "15 NaN \n", "16 NaN \n", "17 NaN \n", "18 NaN \n", "19 NaN \n", "20 NaN \n", "21 NaN \n", "22 NaN \n", "23 NaN \n", "24 NaN \n", "25 NaN \n", "26 NaN \n", "27 NaN \n", "28 NaN \n", "29 NaN \n", "30 NaN \n", "... ... \n", "70588 2/6/2017 14:24:00 \n", "70589 2/10/2017 12:28:00 \n", "70590 2/10/2017 21:09:00 \n", "70591 2/13/2017 21:06:00 \n", "70592 2/6/2017 13:45:00 \n", "70593 1/30/2017 17:15:00 \n", "70594 2/1/2017 14:45:00 \n", "70595 2/1/2017 22:56:00 \n", "70596 2/15/2017 19:56:00 \n", "70597 2/3/2017 11:45:00 \n", "70598 2/7/2017 17:44:00 \n", "70599 2/3/2017 12:11:00 \n", "70600 2/16/2017 19:07:00 \n", "70601 2/12/2017 18:39:00 \n", "70602 1/10/2017 17:06:00 \n", "70603 2/6/2017 16:00:00 \n", "70604 2/8/2017 20:00:00 \n", "70605 1/31/2017 14:48:00 \n", "70606 2/10/2017 14:42:00 \n", "70607 1/31/2017 15:16:00 \n", "70608 1/27/2017 15:09:00 \n", "70609 1/27/2017 15:09:00 \n", "70610 2/14/2017 3:13:00 \n", "70611 2/10/2017 1:31:00 \n", "70612 2/10/2017 22:41:00 \n", "70613 2/7/2017 15:19:00 \n", "70614 2/6/2017 16:30:00 \n", "70615 1/24/2017 22:45:00 \n", "70616 1/24/2017 19:40:00 \n", "70617 2/8/2017 21:53:00 \n", "\n", "[70617 rows x 28 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# df = pd.read_csv(data_path, header=None ,names=columns, index_col=0)\n", "df = pd.read_csv(data_path, header=None ,names=columns, index_col=0)\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Transforming cols" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:03:49.183966Z", "start_time": "2017-03-17T10:02:52.128358+08:00" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5/5 [00:56<00:00, 10.62s/it]\n" ] }, { "data": { "text/html": [ "
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INSPFLAGPRIPROBPROBDTTMSCHEDDTTMSERVNOMAPNOSTARTDTTMPROBCODEPROBDESC...FullStreetNameXY22QTYCALLSINITDTTMWONOLOCDESCRIPTCOMPDTTM
OBJECTID
1Y1SERLK2015-07-04 00:26:002015-07-04 00:28:00566188.0465Y2015-07-04 00:47:00SERLKLEAKING WATER SERVICE...11925 1/2 ALTERRA PKWY3120697.5310121089.21NaN1NaTNaNNaNNaNNaT
2Y3CCOLK2007-06-22 17:06:002007-06-22 21:45:00314762.0615B2007-06-23 08:41:00CCOLKLEAKING/CHECK CITY CUT OFF...1305 E 4TH ST3118411.3710068599.12NaN1NaTNaNNaNNaNNaT
3Y3MTRLK2006-06-14 19:15:002006-07-03 21:21:00280152.0585Y2006-07-04 19:24:00MTRLKLEAKING WATER METER...1400 E 4TH ST3118802.7510068659.00NaN2NaTNaNNaNNaNNaT
4Y1MTRLK2011-06-06 22:02:002011-06-06 22:04:00430378.0585Y2011-06-06 23:44:00MTRLKLEAKING WATER METER...1400 E 4TH ST3118802.7510068659.00NaN1NaTNaNNaNNaNNaT
5Y3MTRLK2005-03-03 22:06:002005-03-08 14:28:00235202.0614R2005-03-23 21:13:00MTRLKLEAKING WATER METER...2414 S 1ST ST3109047.7310061026.95NaN1NaTNaNNaNNaNNaT
6Y1MTRLK2007-04-18 22:00:002007-04-18 22:07:00309735.0614Q2007-04-18 23:43:00MTRLKLEAKING WATER METER...2613 S 1ST ST3108656.2510059934.00NaN1NaTNaNNaNNaNNaT
7Y1MTRLK2007-03-08 16:56:002007-03-08 17:01:00306550.0614Q2007-03-08 19:33:00MTRLKLEAKING WATER METER...2613 S 1ST ST3108656.2510059934.00NaN2NaTNaNNaNNaNNaT
8Y3MTRLK2009-07-07 14:16:002009-07-08 12:45:00373961.0614U2009-07-08 14:20:00MTRLKLEAKING WATER METER...2617 S 1ST ST3108615.5010059798.00NaN1NaTNaNNaNNaNNaT
9Y3MTRLK2009-02-23 14:24:002009-02-23 16:47:00364175.0614H2009-02-24 03:12:00MTRLKLEAKING WATER METER...1502 S 3RD ST3109627.7510064443.00NaN1NaTNaNNaNNaNNaT
10Y3MTRLK2005-12-20 13:54:002006-01-17 16:35:00263359.0614M2006-01-17 18:52:00MTRLKLEAKING WATER METER...1602 S 3RD ST3109574.7510064134.00NaN2NaTNaNNaNNaNNaT
11Y1MTRLK2016-05-07 14:38:002016-05-07 14:39:00599121.0615H2016-05-07 14:49:00MTRLKLEAKING WATER METER...2400 E CESAR CHAVEZ ST3122372.1910066137.84NaN1NaTNaNNaNNaNNaT
12Y1WMNLK2015-02-27 12:48:002015-02-27 14:03:00553829.0615H2015-02-27 14:51:00WMNLKWATER MAIN LEAK...2400 E CESAR CHAVEZ ST3122372.1910066137.84NaN2NaTNaNNaNNaNNaT
13Y1WMNLK2011-07-10 14:30:002011-07-10 14:30:00432895.0615G2011-07-10 14:37:00WMNLKWATER MAIN LEAK...2401 1/2 E CESAR CHAVEZ ST3122478.9610065983.00NaN1NaTNaNNaNNaNNaT
14Y1SERLK2005-04-25 02:35:002005-04-25 02:40:00240012.0615H2005-04-25 04:40:00SERLKLEAKING WATER SERVICE...2411 E CESAR CHAVEZ ST3122580.8610065926.02NaN1NaTNaNNaNNaNNaT
15Y1WMNLK2015-08-26 16:48:002015-08-26 16:51:00572123.0615H2015-08-26 17:25:00WMNLKWATER MAIN LEAK...2412 E CESAR CHAVEZ ST3122502.4510066098.04NaN1NaTNaNNaNNaNNaT
16Y1MTRLK2013-09-06 22:13:002013-09-06 22:14:00496919.0615H2013-09-07 00:05:00MTRLKLEAKING WATER METER...2504 E CESAR CHAVEZ ST3122825.2310065984.09NaN1NaTNaNNaNNaNNaT
17Y1MTRLK2007-03-15 17:29:002007-03-15 17:51:00307176.0615H2007-03-15 19:06:00MTRLKLEAKING WATER METER...2505 E CESAR CHAVEZ ST3122775.0010065870.00NaN3NaTNaNNaNNaNNaT
18Y3MTRLK2005-06-23 00:31:002005-06-24 21:35:00245815.0615H2005-06-27 03:23:00MTRLKLEAKING WATER METER...2604 E CESAR CHAVEZ ST3123230.7510065822.00NaN2NaTNaNNaNNaNNaT
19Y1MTRLK2005-11-20 23:22:002005-11-20 23:22:00260441.0673H2005-11-21 03:00:00MTRLKLEAKING WATER METER...8203 S 1ST ST3098647.7510038614.00NaN1NaTNaNNaNNaNNaT
20Y1MTRLK2011-07-05 19:02:002011-07-05 19:04:00432530.0615H2011-07-05 19:37:00MTRLKLEAKING WATER METER...2501 E 2ND ST3122805.0010066222.00NaN1NaTNaNNaNNaNNaT
21Y1MTRLK2006-12-18 21:10:002006-12-18 21:16:00299030.0615H2006-12-18 23:08:00MTRLKLEAKING WATER METER...2504 E 2ND ST3122943.0010066300.00NaN1NaTNaNNaNNaNNaT
22Y1MTRLK2008-09-27 23:28:002008-09-27 23:29:00351425.0615H2008-09-27 23:53:00MTRLKLEAKING WATER METER...2507 E 2ND ST3122948.0010066172.00NaN1NaTNaNNaNNaNNaT
23Y1MTRLK2011-12-12 15:28:002011-12-12 15:29:00445632.0615H2011-12-12 15:47:00MTRLKLEAKING WATER METER...2613 E 2ND ST3123501.0010065964.00NaN2NaTNaNNaNNaNNaT
24Y1MTRLK2014-01-05 18:17:002014-01-05 18:18:00509048.0615H2014-01-05 19:13:00MTRLKLEAKING WATER METER...2700 E 2ND ST3123653.0010066051.00NaN1NaTNaNNaNNaNNaT
25Y1SERLK2014-11-20 14:54:002014-11-20 14:56:00542172.0585X2014-11-20 15:15:00SERLKLEAKING WATER SERVICE...702 E 3RD ST3116358.8810069118.39NaN1NaTNaNNaNNaNNaT
26Y1SERLK2009-11-14 15:34:002009-11-14 15:45:00385181.0585X2009-11-14 15:56:00SERLKLEAKING WATER SERVICE...903 E 3RD ST3116972.7510068756.00NaN1NaTNaNNaNNaNNaT
27Y1MTRLK2011-10-01 18:13:002011-10-01 18:13:00440169.0615B2011-10-01 18:51:00MTRLKLEAKING WATER METER...1101 E 3RD ST3117546.0010068543.00NaN3NaTNaNNaNNaNNaT
28Y3MTRLK2014-08-28 00:22:002014-08-28 00:30:00533165.0615B2014-08-28 16:35:00MTRLKLEAKING WATER METER...1101 E 3RD ST3117546.0010068543.00NaN1NaTNaNNaNNaNNaT
29Y1MTRLK2005-12-30 16:00:002005-12-30 16:11:00264315.0585X2005-12-30 18:30:00MTRLKLEAKING WATER METER...1111 E 3RD ST3117655.2510068502.00NaN2NaTNaNNaNNaNNaT
30Y1MTRLK2005-05-23 13:14:002005-05-23 13:14:00242771.0585X2005-05-23 17:21:00MTRLKLEAKING WATER METER...1112 E 3RD ST3117687.5010068694.00NaN1NaTNaNNaNNaNNaT
..................................................................
70588NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...7212 MEADOR AVE3128508.2510093671.00356219.012017-02-03 15:54:001812528.0NaNWATER SERVICE LEAK2017-02-06 20:24:00
70589NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10308 GEORGIAN DR3130865.7510107812.00414795.012017-02-10 01:06:001814606.0NaNWATER SERVICE LEAK2017-02-10 18:28:00
70590NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...8012 GREENSLOPE DR3110552.2510107403.00306333.012017-02-10 19:20:001814722.0NaNWATER SERVICE LEAK2017-02-11 03:09:00
70591NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...6104 HYLAWN DR3135834.7510084787.00871450.012017-02-10 20:48:001814736.0NaNWATER MAIN LEAK2017-02-14 03:06:00
70592NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...6421 WILLIAMS RIDGE WAY3103191.0010101877.001215766.012017-02-04 02:38:001812677.0NaNWATER METER LEAK2017-02-06 19:45:00
70593NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...2703 GREENLEE DR3106564.0010082323.0088698.012017-01-30 19:10:001810930.0NaNWATER METER LEAK2017-01-30 23:15:00
70594NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...5316 ED BLUESTEIN BLVD SB3138721.1110079875.49450316.012017-02-01 19:18:001811688.0NaNWATER SERVICE LEAK2017-02-01 20:45:00
70595NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...5209 MEADOW CREEK DR3101614.0010051034.001494819.012017-02-01 20:45:001812084.0NaNWATER SERVICE LEAK2017-02-02 04:56:00
70596NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...4017 VICTORY DR UNIT 2523100105.5010057854.00501413.012017-02-15 03:07:001815701.0GATE CODE: 1739WATER SERVICE LEAK2017-02-16 01:56:00
70597NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...4800 N LAMAR BLVD3116911.4610088781.191278289.012017-02-02 19:35:001812277.0NaNWATER METER LEAK2017-02-03 17:45:00
70598NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...4531 AVENUE F3119239.2510086123.0029791.022017-02-07 23:44:001813823.0NaNWTR SVC DAMAGED BY CITY CREWS2017-02-07 23:44:00
70599NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...5101 SUMMERSET TRL3081905.7510055909.00386973.012017-02-02 15:03:001812261.0NaNWATER SERVICE LEAK2017-02-03 18:11:00
70600NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...415 BASTROP HWY NB3132059.0010060629.88943972.012017-02-16 18:52:001815766.0NaNWATER MAIN LEAK2017-02-17 01:07:00
70601NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...6120 FELIX AVE3128710.7510059473.00315946.012017-02-12 04:57:001814809.0NaNWATER SERVICE LEAK2017-02-13 00:39:00
70602NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...1707 E 32ND ST3122507.0010077584.00228104.012017-01-10 16:40:001806592.0NaNWATER SERVICE LEAK2017-01-10 23:06:00
70603NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...902 GARNER AVE3106935.2510067378.00936565.012017-02-03 19:31:001812654.0KERR AVEWATER MAIN LEAK2017-02-06 22:00:00
70604NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...806 PARK BLVD UNIT 13120527.5010083267.001108480.012017-02-08 17:58:001814007.0NaNWATER METER LEAK2017-02-09 02:00:00
70605NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...1904 CANONERO DR3091718.5010088531.001494757.012017-01-31 18:03:001811342.0NaNWATER SERVICE LEAK2017-01-31 20:48:00
70606NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...4301 SPEEDWAY3118187.0910084826.33214418.012017-02-06 16:43:001812846.0NaNWATER SERVICE LEAK2017-02-10 20:42:00
70607NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...1011 W 10TH ST3110967.0010073208.001494754.022017-01-31 15:50:001811331.0BETWEEN BAYLOR AND N LAMARWATER SERVICE LEAK2017-01-31 21:16:00
70608NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...6207 MORNING DEW DR3081344.7510056368.00390620.022017-01-27 15:09:001810599.0NaNWATER SERVICE LEAK2017-01-27 21:09:00
70609NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...6207 MORNING DEW DR3081344.7510056368.00390620.022017-01-27 15:09:001811380.0NaNWATER SERVICE LEAK2017-01-27 21:09:00
70610NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...1649 OHLEN RD3121863.7510105553.00526992.012017-02-09 20:45:001814590.0BANK OF AMERICA FINANCIAL CENTERWATER SERVICE LEAK2017-02-14 09:13:00
70611NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...1416 ELM BROOK DR3129251.0010117681.001057527.012017-02-09 22:54:001814602.0SWEARINGENWATER MAIN LEAK2017-02-10 07:31:00
70612NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...5728 REPUBLIC OF TEXAS BLVD3084010.7510064012.00479011.032017-02-10 01:19:001814607.0NaNWATER SERVICE LEAK2017-02-11 04:41:00
70613NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...1500 BRENTWOOD ST3117857.5010096352.001194725.012017-02-07 18:51:001813689.0NaNWATER METER LEAK2017-02-07 21:19:00
70614NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...8500 KEARSARGE CV3089442.5010042473.00405181.032017-02-05 18:32:001812801.0NaNWATER SERVICE LEAK2017-02-06 22:30:00
70615NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...1223 WEST LYNN ST3109307.2510075302.001493994.012017-01-24 14:38:001809358.013TH ST.WATER SERVICE LEAK2017-01-25 04:45:00
70616NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...7220 FIREFLY DR3113795.7510035707.00392294.012017-01-24 20:54:001809798.0NaNWATER SERVICE LEAK2017-01-25 01:40:00
70617NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...806 W 10TH ST3112044.0010073012.00188213.012017-02-08 17:01:001813953.0ON THE NORTH SIDEWATER SERVICE LEAK2017-02-09 03:53:00
\n", "

70617 rows × 28 columns

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" ], "text/plain": [ " INSPFLAG PRI PROB PROBDTTM SCHEDDTTM \\\n", "OBJECTID \n", "1 Y 1 SERLK 2015-07-04 00:26:00 2015-07-04 00:28:00 \n", "2 Y 3 CCOLK 2007-06-22 17:06:00 2007-06-22 21:45:00 \n", "3 Y 3 MTRLK 2006-06-14 19:15:00 2006-07-03 21:21:00 \n", "4 Y 1 MTRLK 2011-06-06 22:02:00 2011-06-06 22:04:00 \n", "5 Y 3 MTRLK 2005-03-03 22:06:00 2005-03-08 14:28:00 \n", "6 Y 1 MTRLK 2007-04-18 22:00:00 2007-04-18 22:07:00 \n", "7 Y 1 MTRLK 2007-03-08 16:56:00 2007-03-08 17:01:00 \n", "8 Y 3 MTRLK 2009-07-07 14:16:00 2009-07-08 12:45:00 \n", "9 Y 3 MTRLK 2009-02-23 14:24:00 2009-02-23 16:47:00 \n", "10 Y 3 MTRLK 2005-12-20 13:54:00 2006-01-17 16:35:00 \n", "11 Y 1 MTRLK 2016-05-07 14:38:00 2016-05-07 14:39:00 \n", "12 Y 1 WMNLK 2015-02-27 12:48:00 2015-02-27 14:03:00 \n", "13 Y 1 WMNLK 2011-07-10 14:30:00 2011-07-10 14:30:00 \n", "14 Y 1 SERLK 2005-04-25 02:35:00 2005-04-25 02:40:00 \n", "15 Y 1 WMNLK 2015-08-26 16:48:00 2015-08-26 16:51:00 \n", "16 Y 1 MTRLK 2013-09-06 22:13:00 2013-09-06 22:14:00 \n", "17 Y 1 MTRLK 2007-03-15 17:29:00 2007-03-15 17:51:00 \n", "18 Y 3 MTRLK 2005-06-23 00:31:00 2005-06-24 21:35:00 \n", "19 Y 1 MTRLK 2005-11-20 23:22:00 2005-11-20 23:22:00 \n", "20 Y 1 MTRLK 2011-07-05 19:02:00 2011-07-05 19:04:00 \n", "21 Y 1 MTRLK 2006-12-18 21:10:00 2006-12-18 21:16:00 \n", "22 Y 1 MTRLK 2008-09-27 23:28:00 2008-09-27 23:29:00 \n", "23 Y 1 MTRLK 2011-12-12 15:28:00 2011-12-12 15:29:00 \n", "24 Y 1 MTRLK 2014-01-05 18:17:00 2014-01-05 18:18:00 \n", "25 Y 1 SERLK 2014-11-20 14:54:00 2014-11-20 14:56:00 \n", "26 Y 1 SERLK 2009-11-14 15:34:00 2009-11-14 15:45:00 \n", "27 Y 1 MTRLK 2011-10-01 18:13:00 2011-10-01 18:13:00 \n", "28 Y 3 MTRLK 2014-08-28 00:22:00 2014-08-28 00:30:00 \n", "29 Y 1 MTRLK 2005-12-30 16:00:00 2005-12-30 16:11:00 \n", "30 Y 1 MTRLK 2005-05-23 13:14:00 2005-05-23 13:14:00 \n", "... ... ... ... ... ... \n", "70588 NaN NaN NaN NaT NaT \n", "70589 NaN NaN NaN NaT NaT \n", "70590 NaN NaN NaN NaT NaT \n", "70591 NaN NaN NaN NaT NaT \n", "70592 NaN NaN NaN NaT NaT \n", "70593 NaN NaN NaN NaT NaT \n", "70594 NaN NaN NaN NaT NaT \n", "70595 NaN NaN NaN NaT NaT \n", "70596 NaN NaN NaN NaT NaT \n", "70597 NaN NaN NaN NaT NaT \n", "70598 NaN NaN NaN NaT NaT \n", "70599 NaN NaN NaN NaT NaT \n", "70600 NaN NaN NaN NaT NaT \n", "70601 NaN NaN NaN NaT NaT \n", "70602 NaN NaN NaN NaT NaT \n", "70603 NaN NaN NaN NaT NaT \n", "70604 NaN NaN NaN NaT NaT \n", "70605 NaN NaN NaN NaT NaT \n", "70606 NaN NaN NaN NaT NaT \n", "70607 NaN NaN NaN NaT NaT \n", "70608 NaN NaN NaN NaT NaT \n", "70609 NaN NaN NaN NaT NaT \n", "70610 NaN NaN NaN NaT NaT \n", "70611 NaN NaN NaN NaT NaT \n", "70612 NaN NaN NaN NaT NaT \n", "70613 NaN NaN NaN NaT NaT \n", "70614 NaN NaN NaN NaT NaT \n", "70615 NaN NaN NaN NaT NaT \n", "70616 NaN NaN NaN NaT NaT \n", "70617 NaN NaN NaN NaT NaT \n", "\n", " SERVNO MAPNO STARTDTTM PROBCODE \\\n", "OBJECTID \n", "1 566188.0 465Y 2015-07-04 00:47:00 SERLK \n", "2 314762.0 615B 2007-06-23 08:41:00 CCOLK \n", "3 280152.0 585Y 2006-07-04 19:24:00 MTRLK \n", "4 430378.0 585Y 2011-06-06 23:44:00 MTRLK \n", "5 235202.0 614R 2005-03-23 21:13:00 MTRLK \n", "6 309735.0 614Q 2007-04-18 23:43:00 MTRLK \n", "7 306550.0 614Q 2007-03-08 19:33:00 MTRLK \n", "8 373961.0 614U 2009-07-08 14:20:00 MTRLK \n", "9 364175.0 614H 2009-02-24 03:12:00 MTRLK \n", "10 263359.0 614M 2006-01-17 18:52:00 MTRLK \n", "11 599121.0 615H 2016-05-07 14:49:00 MTRLK \n", "12 553829.0 615H 2015-02-27 14:51:00 WMNLK \n", "13 432895.0 615G 2011-07-10 14:37:00 WMNLK \n", "14 240012.0 615H 2005-04-25 04:40:00 SERLK \n", "15 572123.0 615H 2015-08-26 17:25:00 WMNLK \n", "16 496919.0 615H 2013-09-07 00:05:00 MTRLK \n", "17 307176.0 615H 2007-03-15 19:06:00 MTRLK \n", "18 245815.0 615H 2005-06-27 03:23:00 MTRLK \n", "19 260441.0 673H 2005-11-21 03:00:00 MTRLK \n", "20 432530.0 615H 2011-07-05 19:37:00 MTRLK \n", "21 299030.0 615H 2006-12-18 23:08:00 MTRLK \n", "22 351425.0 615H 2008-09-27 23:53:00 MTRLK \n", "23 445632.0 615H 2011-12-12 15:47:00 MTRLK \n", "24 509048.0 615H 2014-01-05 19:13:00 MTRLK \n", "25 542172.0 585X 2014-11-20 15:15:00 SERLK \n", "26 385181.0 585X 2009-11-14 15:56:00 SERLK \n", "27 440169.0 615B 2011-10-01 18:51:00 MTRLK \n", "28 533165.0 615B 2014-08-28 16:35:00 MTRLK \n", "29 264315.0 585X 2005-12-30 18:30:00 MTRLK \n", "30 242771.0 585X 2005-05-23 17:21:00 MTRLK \n", "... ... ... ... ... \n", "70588 NaN NaN NaT NaN \n", "70589 NaN NaN NaT NaN \n", "70590 NaN NaN NaT NaN \n", "70591 NaN NaN NaT NaN \n", "70592 NaN NaN NaT NaN \n", "70593 NaN NaN NaT NaN \n", "70594 NaN NaN NaT NaN \n", "70595 NaN NaN NaT NaN \n", "70596 NaN NaN NaT NaN \n", "70597 NaN NaN NaT NaN \n", "70598 NaN NaN NaT NaN \n", "70599 NaN NaN NaT NaN \n", "70600 NaN NaN NaT NaN \n", "70601 NaN NaN NaT NaN \n", "70602 NaN NaN NaT NaN \n", "70603 NaN NaN NaT NaN \n", "70604 NaN NaN NaT NaN \n", "70605 NaN NaN NaT NaN \n", "70606 NaN NaN NaT NaN \n", "70607 NaN NaN NaT NaN \n", "70608 NaN NaN NaT NaN \n", "70609 NaN NaN NaT NaN \n", "70610 NaN NaN NaT NaN \n", "70611 NaN NaN NaT NaN \n", "70612 NaN NaN NaT NaN \n", "70613 NaN NaN NaT NaN \n", "70614 NaN NaN NaT NaN \n", "70615 NaN NaN NaT NaN \n", "70616 NaN NaN NaT NaN \n", "70617 NaN NaN NaT NaN \n", "\n", " PROBDESC ... \\\n", "OBJECTID ... \n", "1 LEAKING WATER SERVICE ... \n", "2 LEAKING/CHECK CITY CUT OFF ... \n", "3 LEAKING WATER METER ... \n", "4 LEAKING WATER METER ... \n", "5 LEAKING WATER METER ... \n", "6 LEAKING WATER METER ... \n", "7 LEAKING WATER METER ... \n", "8 LEAKING WATER METER ... \n", "9 LEAKING WATER METER ... \n", "10 LEAKING WATER METER ... \n", "11 LEAKING WATER METER ... \n", "12 WATER MAIN LEAK ... \n", "13 WATER MAIN LEAK ... \n", "14 LEAKING WATER SERVICE ... \n", "15 WATER MAIN LEAK ... \n", "16 LEAKING WATER METER ... \n", "17 LEAKING WATER METER ... \n", "18 LEAKING WATER METER ... \n", "19 LEAKING WATER METER ... \n", "20 LEAKING WATER METER ... \n", "21 LEAKING WATER METER ... \n", "22 LEAKING WATER METER ... \n", "23 LEAKING WATER METER ... \n", "24 LEAKING WATER METER ... \n", "25 LEAKING WATER SERVICE ... \n", "26 LEAKING WATER SERVICE ... \n", "27 LEAKING WATER METER ... \n", "28 LEAKING WATER METER ... \n", "29 LEAKING WATER METER ... \n", "30 LEAKING WATER METER ... \n", "... ... ... \n", "70588 NaN ... \n", "70589 NaN ... \n", "70590 NaN ... \n", "70591 NaN ... \n", "70592 NaN ... \n", "70593 NaN ... \n", "70594 NaN ... \n", "70595 NaN ... \n", "70596 NaN ... \n", "70597 NaN ... \n", "70598 NaN ... \n", "70599 NaN ... \n", "70600 NaN ... \n", "70601 NaN ... \n", "70602 NaN ... \n", "70603 NaN ... \n", "70604 NaN ... \n", "70605 NaN ... \n", "70606 NaN ... \n", "70607 NaN ... \n", "70608 NaN ... \n", "70609 NaN ... \n", "70610 NaN ... \n", "70611 NaN ... \n", "70612 NaN ... \n", "70613 NaN ... \n", "70614 NaN ... \n", "70615 NaN ... \n", "70616 NaN ... \n", "70617 NaN ... \n", "\n", " FullStreetName X Y 22 \\\n", "OBJECTID \n", "1 11925 1/2 ALTERRA PKWY 3120697.53 10121089.21 NaN \n", "2 1305 E 4TH ST 3118411.37 10068599.12 NaN \n", "3 1400 E 4TH ST 3118802.75 10068659.00 NaN \n", "4 1400 E 4TH ST 3118802.75 10068659.00 NaN \n", "5 2414 S 1ST ST 3109047.73 10061026.95 NaN \n", "6 2613 S 1ST ST 3108656.25 10059934.00 NaN \n", "7 2613 S 1ST ST 3108656.25 10059934.00 NaN \n", "8 2617 S 1ST ST 3108615.50 10059798.00 NaN \n", "9 1502 S 3RD ST 3109627.75 10064443.00 NaN \n", "10 1602 S 3RD ST 3109574.75 10064134.00 NaN \n", "11 2400 E CESAR CHAVEZ ST 3122372.19 10066137.84 NaN \n", "12 2400 E CESAR CHAVEZ ST 3122372.19 10066137.84 NaN \n", "13 2401 1/2 E CESAR CHAVEZ ST 3122478.96 10065983.00 NaN \n", "14 2411 E CESAR CHAVEZ ST 3122580.86 10065926.02 NaN \n", "15 2412 E CESAR CHAVEZ ST 3122502.45 10066098.04 NaN \n", "16 2504 E CESAR CHAVEZ ST 3122825.23 10065984.09 NaN \n", "17 2505 E CESAR CHAVEZ ST 3122775.00 10065870.00 NaN \n", "18 2604 E CESAR CHAVEZ ST 3123230.75 10065822.00 NaN \n", "19 8203 S 1ST ST 3098647.75 10038614.00 NaN \n", "20 2501 E 2ND ST 3122805.00 10066222.00 NaN \n", "21 2504 E 2ND ST 3122943.00 10066300.00 NaN \n", "22 2507 E 2ND ST 3122948.00 10066172.00 NaN \n", "23 2613 E 2ND ST 3123501.00 10065964.00 NaN \n", "24 2700 E 2ND ST 3123653.00 10066051.00 NaN \n", "25 702 E 3RD ST 3116358.88 10069118.39 NaN \n", "26 903 E 3RD ST 3116972.75 10068756.00 NaN \n", "27 1101 E 3RD ST 3117546.00 10068543.00 NaN \n", "28 1101 E 3RD ST 3117546.00 10068543.00 NaN \n", "29 1111 E 3RD ST 3117655.25 10068502.00 NaN \n", "30 1112 E 3RD ST 3117687.50 10068694.00 NaN \n", "... ... ... ... ... \n", "70588 7212 MEADOR AVE 3128508.25 10093671.00 356219.0 \n", "70589 10308 GEORGIAN DR 3130865.75 10107812.00 414795.0 \n", "70590 8012 GREENSLOPE DR 3110552.25 10107403.00 306333.0 \n", "70591 6104 HYLAWN DR 3135834.75 10084787.00 871450.0 \n", "70592 6421 WILLIAMS RIDGE WAY 3103191.00 10101877.00 1215766.0 \n", "70593 2703 GREENLEE DR 3106564.00 10082323.00 88698.0 \n", "70594 5316 ED BLUESTEIN BLVD SB 3138721.11 10079875.49 450316.0 \n", "70595 5209 MEADOW CREEK DR 3101614.00 10051034.00 1494819.0 \n", "70596 4017 VICTORY DR UNIT 252 3100105.50 10057854.00 501413.0 \n", "70597 4800 N LAMAR BLVD 3116911.46 10088781.19 1278289.0 \n", "70598 4531 AVENUE F 3119239.25 10086123.00 29791.0 \n", "70599 5101 SUMMERSET TRL 3081905.75 10055909.00 386973.0 \n", "70600 415 BASTROP HWY NB 3132059.00 10060629.88 943972.0 \n", "70601 6120 FELIX AVE 3128710.75 10059473.00 315946.0 \n", "70602 1707 E 32ND ST 3122507.00 10077584.00 228104.0 \n", "70603 902 GARNER AVE 3106935.25 10067378.00 936565.0 \n", "70604 806 PARK BLVD UNIT 1 3120527.50 10083267.00 1108480.0 \n", "70605 1904 CANONERO DR 3091718.50 10088531.00 1494757.0 \n", "70606 4301 SPEEDWAY 3118187.09 10084826.33 214418.0 \n", "70607 1011 W 10TH ST 3110967.00 10073208.00 1494754.0 \n", "70608 6207 MORNING DEW DR 3081344.75 10056368.00 390620.0 \n", "70609 6207 MORNING DEW DR 3081344.75 10056368.00 390620.0 \n", "70610 1649 OHLEN RD 3121863.75 10105553.00 526992.0 \n", "70611 1416 ELM BROOK DR 3129251.00 10117681.00 1057527.0 \n", "70612 5728 REPUBLIC OF TEXAS BLVD 3084010.75 10064012.00 479011.0 \n", "70613 1500 BRENTWOOD ST 3117857.50 10096352.00 1194725.0 \n", "70614 8500 KEARSARGE CV 3089442.50 10042473.00 405181.0 \n", "70615 1223 WEST LYNN ST 3109307.25 10075302.00 1493994.0 \n", "70616 7220 FIREFLY DR 3113795.75 10035707.00 392294.0 \n", "70617 806 W 10TH ST 3112044.00 10073012.00 188213.0 \n", "\n", " QTYCALLS INITDTTM WONO \\\n", "OBJECTID \n", "1 1 NaT NaN \n", "2 1 NaT NaN \n", "3 2 NaT NaN \n", "4 1 NaT NaN \n", "5 1 NaT NaN \n", "6 1 NaT NaN \n", "7 2 NaT NaN \n", "8 1 NaT NaN \n", "9 1 NaT NaN \n", "10 2 NaT NaN \n", "11 1 NaT NaN \n", "12 2 NaT NaN \n", "13 1 NaT NaN \n", "14 1 NaT NaN \n", "15 1 NaT NaN \n", "16 1 NaT NaN \n", "17 3 NaT NaN \n", "18 2 NaT NaN \n", "19 1 NaT NaN \n", "20 1 NaT NaN \n", "21 1 NaT NaN \n", "22 1 NaT NaN \n", "23 2 NaT NaN \n", "24 1 NaT NaN \n", "25 1 NaT NaN \n", "26 1 NaT NaN \n", "27 3 NaT NaN \n", "28 1 NaT NaN \n", "29 2 NaT NaN \n", "30 1 NaT NaN \n", "... ... ... ... \n", "70588 1 2017-02-03 15:54:00 1812528.0 \n", "70589 1 2017-02-10 01:06:00 1814606.0 \n", "70590 1 2017-02-10 19:20:00 1814722.0 \n", "70591 1 2017-02-10 20:48:00 1814736.0 \n", "70592 1 2017-02-04 02:38:00 1812677.0 \n", "70593 1 2017-01-30 19:10:00 1810930.0 \n", "70594 1 2017-02-01 19:18:00 1811688.0 \n", "70595 1 2017-02-01 20:45:00 1812084.0 \n", "70596 1 2017-02-15 03:07:00 1815701.0 \n", "70597 1 2017-02-02 19:35:00 1812277.0 \n", "70598 2 2017-02-07 23:44:00 1813823.0 \n", "70599 1 2017-02-02 15:03:00 1812261.0 \n", "70600 1 2017-02-16 18:52:00 1815766.0 \n", "70601 1 2017-02-12 04:57:00 1814809.0 \n", "70602 1 2017-01-10 16:40:00 1806592.0 \n", "70603 1 2017-02-03 19:31:00 1812654.0 \n", "70604 1 2017-02-08 17:58:00 1814007.0 \n", "70605 1 2017-01-31 18:03:00 1811342.0 \n", "70606 1 2017-02-06 16:43:00 1812846.0 \n", "70607 2 2017-01-31 15:50:00 1811331.0 \n", "70608 2 2017-01-27 15:09:00 1810599.0 \n", "70609 2 2017-01-27 15:09:00 1811380.0 \n", "70610 1 2017-02-09 20:45:00 1814590.0 \n", "70611 1 2017-02-09 22:54:00 1814602.0 \n", "70612 3 2017-02-10 01:19:00 1814607.0 \n", "70613 1 2017-02-07 18:51:00 1813689.0 \n", "70614 3 2017-02-05 18:32:00 1812801.0 \n", "70615 1 2017-01-24 14:38:00 1809358.0 \n", "70616 1 2017-01-24 20:54:00 1809798.0 \n", "70617 1 2017-02-08 17:01:00 1813953.0 \n", "\n", " LOC DESCRIPT \\\n", "OBJECTID \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "5 NaN NaN \n", "6 NaN NaN \n", "7 NaN NaN \n", "8 NaN NaN \n", "9 NaN NaN \n", "10 NaN NaN \n", "11 NaN NaN \n", "12 NaN NaN \n", "13 NaN NaN \n", "14 NaN NaN \n", "15 NaN NaN \n", "16 NaN NaN \n", "17 NaN NaN \n", "18 NaN NaN \n", "19 NaN NaN \n", "20 NaN NaN \n", "21 NaN NaN \n", "22 NaN NaN \n", "23 NaN NaN \n", "24 NaN NaN \n", "25 NaN NaN \n", "26 NaN NaN \n", "27 NaN NaN \n", "28 NaN NaN \n", "29 NaN NaN \n", "30 NaN NaN \n", "... ... ... \n", "70588 NaN WATER SERVICE LEAK \n", "70589 NaN WATER SERVICE LEAK \n", "70590 NaN WATER SERVICE LEAK \n", "70591 NaN WATER MAIN LEAK \n", "70592 NaN WATER METER LEAK \n", "70593 NaN WATER METER LEAK \n", "70594 NaN WATER SERVICE LEAK \n", "70595 NaN WATER SERVICE LEAK \n", "70596 GATE CODE: 1739 WATER SERVICE LEAK \n", "70597 NaN WATER METER LEAK \n", "70598 NaN WTR SVC DAMAGED BY CITY CREWS \n", "70599 NaN WATER SERVICE LEAK \n", "70600 NaN WATER MAIN LEAK \n", "70601 NaN WATER SERVICE LEAK \n", "70602 NaN WATER SERVICE LEAK \n", "70603 KERR AVE WATER MAIN LEAK \n", "70604 NaN WATER METER LEAK \n", "70605 NaN WATER SERVICE LEAK \n", "70606 NaN WATER SERVICE LEAK \n", "70607 BETWEEN BAYLOR AND N LAMAR WATER SERVICE LEAK \n", "70608 NaN WATER SERVICE LEAK \n", "70609 NaN WATER SERVICE LEAK \n", "70610 BANK OF AMERICA FINANCIAL CENTER WATER SERVICE LEAK \n", "70611 SWEARINGEN WATER MAIN LEAK \n", "70612 NaN WATER SERVICE LEAK \n", "70613 NaN WATER METER LEAK \n", "70614 NaN WATER SERVICE LEAK \n", "70615 13TH ST. WATER SERVICE LEAK \n", "70616 NaN WATER SERVICE LEAK \n", "70617 ON THE NORTH SIDE WATER SERVICE LEAK \n", "\n", " COMPDTTM \n", "OBJECTID \n", "1 NaT \n", "2 NaT \n", "3 NaT \n", "4 NaT \n", "5 NaT \n", "6 NaT \n", "7 NaT \n", "8 NaT \n", "9 NaT \n", "10 NaT \n", "11 NaT \n", "12 NaT \n", "13 NaT \n", "14 NaT \n", "15 NaT \n", "16 NaT \n", "17 NaT \n", "18 NaT \n", "19 NaT \n", "20 NaT \n", "21 NaT \n", "22 NaT \n", "23 NaT \n", "24 NaT \n", "25 NaT \n", "26 NaT \n", "27 NaT \n", "28 NaT \n", "29 NaT \n", "30 NaT \n", "... ... \n", "70588 2017-02-06 20:24:00 \n", "70589 2017-02-10 18:28:00 \n", "70590 2017-02-11 03:09:00 \n", "70591 2017-02-14 03:06:00 \n", "70592 2017-02-06 19:45:00 \n", "70593 2017-01-30 23:15:00 \n", "70594 2017-02-01 20:45:00 \n", "70595 2017-02-02 04:56:00 \n", "70596 2017-02-16 01:56:00 \n", "70597 2017-02-03 17:45:00 \n", "70598 2017-02-07 23:44:00 \n", "70599 2017-02-03 18:11:00 \n", "70600 2017-02-17 01:07:00 \n", "70601 2017-02-13 00:39:00 \n", "70602 2017-01-10 23:06:00 \n", "70603 2017-02-06 22:00:00 \n", "70604 2017-02-09 02:00:00 \n", "70605 2017-01-31 20:48:00 \n", "70606 2017-02-10 20:42:00 \n", "70607 2017-01-31 21:16:00 \n", "70608 2017-01-27 21:09:00 \n", "70609 2017-01-27 21:09:00 \n", "70610 2017-02-14 09:13:00 \n", "70611 2017-02-10 07:31:00 \n", "70612 2017-02-11 04:41:00 \n", "70613 2017-02-07 21:19:00 \n", "70614 2017-02-06 22:30:00 \n", "70615 2017-01-25 04:45:00 \n", "70616 2017-01-25 01:40:00 \n", "70617 2017-02-09 03:53:00 \n", "\n", "[70617 rows x 28 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# turn the american datestring (in austin timezone) into pandas utc datetime\n", "def parse_dttm_b(s):\n", " if isinstance(s,str):\n", " return arrow.get(s,'M+/D+/YYYY H+:mm:ss',tzinfo='US/Central').astimezone(pytz.utc).isoformat()\n", " else:\n", " return s\n", "\n", "DTTM_cols = [col for col in df.columns if col.endswith('DTTM')]\n", "for col in tqdm(['PROBDTTM', 'SCHEDDTTM', 'STARTDTTM', 'INITDTTM', 'COMPDTTM']):\n", " df[col]=pd.to_datetime(df[col].apply(parse_dttm_b),utc=True)\n", "df" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:03:49.196084Z", "start_time": "2017-03-17T10:03:49.185483+08:00" } }, "outputs": [], "source": [ "# test\n", "assert arrow.get(1474131660000/1000)==arrow.get(df.loc[69665].INITDTTM),'should be equal after conversion'\n", "assert arrow.get(1483936920000/1000)==arrow.get(df.loc[70392].COMPDTTM),'should be equal after conversion'\n", "assert arrow.get(1484258400000/1000)==arrow.get(df.loc[5811].SCHEDDTTM),'should be equal after conversion'\n", "assert arrow.get(1484258160000/1000)==arrow.get(df.loc[5811].PROBDTTM),'should be equal after conversion'\n", "assert arrow.get(1484262840000/1000)==arrow.get(df.loc[5811].STARTDTTM),'should be equal after conversion'\n", "\n", "# assert arrow.get(LWOPR_69665['INITDTTM']/1000)==arrow.get(df.loc[69665].INITDTTM),'should be equal after conversion'\n", "# assert arrow.get(LRL24h_70392['COMPDTTM']/1000)==arrow.get(df.loc[70392].COMPDTTM),'should be equal after conversion'\n", "# assert arrow.get(LPI_5811['SCHEDDTTM']/1000)==arrow.get(df.loc[5811].SCHEDDTTM),'should be equal after conversion'\n", "# assert arrow.get(LPI_5811['PROBDTTM']/1000)==arrow.get(df.loc[5811].PROBDTTM),'should be equal after conversion'\n", "# assert arrow.get(LPI_5811['STARTDTTM']/1000)==arrow.get(df.loc[5811].STARTDTTM),'should be equal after conversion'" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:03:49.203221Z", "start_time": "2017-03-17T10:03:49.197501+08:00" }, "collapsed": true }, "outputs": [], "source": [ "# TODO make sure there are no NaT?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save to CSV" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:03:50.657199Z", "start_time": "2017-03-17T10:03:49.204598+08:00" } }, "outputs": [], "source": [ "df.to_csv(data_path.dirname().joinpath('derived','austin_leaks_with_headers.csv'), date_format='iso')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Converting CRS\n", "\n", "Convert to the google maps CRS. \n", "\n", "It looks like the crs is pyproj.Proj(init='EPSG:6578') and it has to be multiplied by 1200.0/3937 first to convert to meters" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:03:50.854533Z", "start_time": "2017-03-17T10:03:50.658663+08:00" } }, "outputs": [ { "data": { "text/html": [ "
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INSPFLAGPRIPROBPROBDTTMSCHEDDTTMSERVNOMAPNOSTARTDTTMPROBCODEPROBDESC...Y22QTYCALLSINITDTTMWONOLOCDESCRIPTCOMPDTTMxy
OBJECTID
1Y1SERLK2015-07-04 00:26:002015-07-04 00:28:00566188.0465Y2015-07-04 00:47:00SERLKLEAKING WATER SERVICE...10121089.21NaN1NaTNaNNaNNaNNaT-1.087801e+073.555848e+06
2Y3CCOLK2007-06-22 17:06:002007-06-22 21:45:00314762.0615B2007-06-23 08:41:00CCOLKLEAKING/CHECK CITY CUT OFF...10068599.12NaN1NaTNaNNaNNaNNaT-1.087925e+073.537257e+06
3Y3MTRLK2006-06-14 19:15:002006-07-03 21:21:00280152.0585Y2006-07-04 19:24:00MTRLKLEAKING WATER METER...10068659.00NaN2NaTNaNNaNNaNNaT-1.087911e+073.537275e+06
4Y1MTRLK2011-06-06 22:02:002011-06-06 22:04:00430378.0585Y2011-06-06 23:44:00MTRLKLEAKING WATER METER...10068659.00NaN1NaTNaNNaNNaNNaT-1.087911e+073.537275e+06
5Y3MTRLK2005-03-03 22:06:002005-03-08 14:28:00235202.0614R2005-03-23 21:13:00MTRLKLEAKING WATER METER...10061026.95NaN1NaTNaNNaNNaNNaT-1.088261e+073.534652e+06
6Y1MTRLK2007-04-18 22:00:002007-04-18 22:07:00309735.0614Q2007-04-18 23:43:00MTRLKLEAKING WATER METER...10059934.00NaN1NaTNaNNaNNaNNaT-1.088276e+073.534268e+06
7Y1MTRLK2007-03-08 16:56:002007-03-08 17:01:00306550.0614Q2007-03-08 19:33:00MTRLKLEAKING WATER METER...10059934.00NaN2NaTNaNNaNNaNNaT-1.088276e+073.534268e+06
8Y3MTRLK2009-07-07 14:16:002009-07-08 12:45:00373961.0614U2009-07-08 14:20:00MTRLKLEAKING WATER METER...10059798.00NaN1NaTNaNNaNNaNNaT-1.088278e+073.534220e+06
9Y3MTRLK2009-02-23 14:24:002009-02-23 16:47:00364175.0614H2009-02-24 03:12:00MTRLKLEAKING WATER METER...10064443.00NaN1NaTNaNNaNNaNNaT-1.088238e+073.535857e+06
10Y3MTRLK2005-12-20 13:54:002006-01-17 16:35:00263359.0614M2006-01-17 18:52:00MTRLKLEAKING WATER METER...10064134.00NaN2NaTNaNNaNNaNNaT-1.088240e+073.535748e+06
11Y1MTRLK2016-05-07 14:38:002016-05-07 14:39:00599121.0615H2016-05-07 14:49:00MTRLKLEAKING WATER METER...10066137.84NaN1NaTNaNNaNNaNNaT-1.087788e+073.536352e+06
12Y1WMNLK2015-02-27 12:48:002015-02-27 14:03:00553829.0615H2015-02-27 14:51:00WMNLKWATER MAIN LEAK...10066137.84NaN2NaTNaNNaNNaNNaT-1.087788e+073.536352e+06
13Y1WMNLK2011-07-10 14:30:002011-07-10 14:30:00432895.0615G2011-07-10 14:37:00WMNLKWATER MAIN LEAK...10065983.00NaN1NaTNaNNaNNaNNaT-1.087784e+073.536296e+06
14Y1SERLK2005-04-25 02:35:002005-04-25 02:40:00240012.0615H2005-04-25 04:40:00SERLKLEAKING WATER SERVICE...10065926.02NaN1NaTNaNNaNNaNNaT-1.087780e+073.536275e+06
15Y1WMNLK2015-08-26 16:48:002015-08-26 16:51:00572123.0615H2015-08-26 17:25:00WMNLKWATER MAIN LEAK...10066098.04NaN1NaTNaNNaNNaNNaT-1.087783e+073.536337e+06
16Y1MTRLK2013-09-06 22:13:002013-09-06 22:14:00496919.0615H2013-09-07 00:05:00MTRLKLEAKING WATER METER...10065984.09NaN1NaTNaNNaNNaNNaT-1.087772e+073.536294e+06
17Y1MTRLK2007-03-15 17:29:002007-03-15 17:51:00307176.0615H2007-03-15 19:06:00MTRLKLEAKING WATER METER...10065870.00NaN3NaTNaNNaNNaNNaT-1.087774e+073.536254e+06
18Y3MTRLK2005-06-23 00:31:002005-06-24 21:35:00245815.0615H2005-06-27 03:23:00MTRLKLEAKING WATER METER...10065822.00NaN2NaTNaNNaNNaNNaT-1.087758e+073.536233e+06
19Y1MTRLK2005-11-20 23:22:002005-11-20 23:22:00260441.0673H2005-11-21 03:00:00MTRLKLEAKING WATER METER...10038614.00NaN1NaTNaNNaNNaNNaT-1.088646e+073.526800e+06
20Y1MTRLK2011-07-05 19:02:002011-07-05 19:04:00432530.0615H2011-07-05 19:37:00MTRLKLEAKING WATER METER...10066222.00NaN1NaTNaNNaNNaNNaT-1.087772e+073.536378e+06
21Y1MTRLK2006-12-18 21:10:002006-12-18 21:16:00299030.0615H2006-12-18 23:08:00MTRLKLEAKING WATER METER...10066300.00NaN1NaTNaNNaNNaNNaT-1.087767e+073.536405e+06
22Y1MTRLK2008-09-27 23:28:002008-09-27 23:29:00351425.0615H2008-09-27 23:53:00MTRLKLEAKING WATER METER...10066172.00NaN1NaTNaNNaNNaNNaT-1.087767e+073.536359e+06
23Y1MTRLK2011-12-12 15:28:002011-12-12 15:29:00445632.0615H2011-12-12 15:47:00MTRLKLEAKING WATER METER...10065964.00NaN2NaTNaNNaNNaNNaT-1.087748e+073.536281e+06
24Y1MTRLK2014-01-05 18:17:002014-01-05 18:18:00509048.0615H2014-01-05 19:13:00MTRLKLEAKING WATER METER...10066051.00NaN1NaTNaNNaNNaNNaT-1.087743e+073.536311e+06
25Y1SERLK2014-11-20 14:54:002014-11-20 14:56:00542172.0585X2014-11-20 15:15:00SERLKLEAKING WATER SERVICE...10069118.39NaN1NaTNaNNaNNaNNaT-1.087997e+073.537458e+06
26Y1SERLK2009-11-14 15:34:002009-11-14 15:45:00385181.0585X2009-11-14 15:56:00SERLKLEAKING WATER SERVICE...10068756.00NaN1NaTNaNNaNNaNNaT-1.087976e+073.537324e+06
27Y1MTRLK2011-10-01 18:13:002011-10-01 18:13:00440169.0615B2011-10-01 18:51:00MTRLKLEAKING WATER METER...10068543.00NaN3NaTNaNNaNNaNNaT-1.087956e+073.537244e+06
28Y3MTRLK2014-08-28 00:22:002014-08-28 00:30:00533165.0615B2014-08-28 16:35:00MTRLKLEAKING WATER METER...10068543.00NaN1NaTNaNNaNNaNNaT-1.087956e+073.537244e+06
29Y1MTRLK2005-12-30 16:00:002005-12-30 16:11:00264315.0585X2005-12-30 18:30:00MTRLKLEAKING WATER METER...10068502.00NaN2NaTNaNNaNNaNNaT-1.087952e+073.537229e+06
30Y1MTRLK2005-05-23 13:14:002005-05-23 13:14:00242771.0585X2005-05-23 17:21:00MTRLKLEAKING WATER METER...10068694.00NaN1NaTNaNNaNNaNNaT-1.087951e+073.537297e+06
..................................................................
70588NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10093671.00356219.012017-02-03 15:54:001812528.0NaNWATER SERVICE LEAK2017-02-06 20:24:00-1.087548e+073.546058e+06
70589NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10107812.00414795.012017-02-10 01:06:001814606.0NaNWATER SERVICE LEAK2017-02-10 18:28:00-1.087453e+073.551053e+06
70590NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10107403.00306333.012017-02-10 19:20:001814722.0NaNWATER SERVICE LEAK2017-02-11 03:09:00-1.088170e+073.551077e+06
70591NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10084787.00871450.012017-02-10 20:48:001814736.0NaNWATER MAIN LEAK2017-02-14 03:06:00-1.087297e+073.542847e+06
70592NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10101877.001215766.012017-02-04 02:38:001812677.0NaNWATER METER LEAK2017-02-06 19:45:00-1.088435e+073.549177e+06
70593NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10082323.0088698.012017-01-30 19:10:001810930.0NaNWATER METER LEAK2017-01-30 23:15:00-1.088332e+073.542218e+06
70594NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10079875.49450316.012017-02-01 19:18:001811688.0NaNWATER SERVICE LEAK2017-02-01 20:45:00-1.087200e+073.541082e+06
70595NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10051034.001494819.012017-02-01 20:45:001812084.0NaNWATER SERVICE LEAK2017-02-02 04:56:00-1.088532e+073.531173e+06
70596NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10057854.00501413.012017-02-15 03:07:001815701.0GATE CODE: 1739WATER SERVICE LEAK2017-02-16 01:56:00-1.088579e+073.533601e+06
70597NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10088781.191278289.012017-02-02 19:35:001812277.0NaNWATER METER LEAK2017-02-03 17:45:00-1.087961e+073.544421e+06
70598NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10086123.0029791.022017-02-07 23:44:001813823.0NaNWTR SVC DAMAGED BY CITY CREWS2017-02-07 23:44:00-1.087882e+073.543460e+06
70599NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10055909.00386973.012017-02-02 15:03:001812261.0NaNWATER SERVICE LEAK2017-02-03 18:11:00-1.089222e+073.533058e+06
70600NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10060629.88943972.012017-02-16 18:52:001815766.0NaNWATER MAIN LEAK2017-02-17 01:07:00-1.087451e+073.534320e+06
70601NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10059473.00315946.012017-02-12 04:57:001814809.0NaNWATER SERVICE LEAK2017-02-13 00:39:00-1.087570e+073.533938e+06
70602NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10077584.00228104.012017-01-10 16:40:001806592.0NaNWATER SERVICE LEAK2017-01-10 23:06:00-1.087773e+073.540406e+06
70603NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10067378.00936565.012017-02-03 19:31:001812654.0KERR AVEWATER MAIN LEAK2017-02-06 22:00:00-1.088331e+073.536919e+06
70604NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10083267.001108480.012017-02-08 17:58:001814007.0NaNWATER METER LEAK2017-02-09 02:00:00-1.087838e+073.542437e+06
70605NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10088531.001494757.012017-01-31 18:03:001811342.0NaNWATER SERVICE LEAK2017-01-31 20:48:00-1.088850e+073.544538e+06
70606NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10084826.33214418.012017-02-06 16:43:001812846.0NaNWATER SERVICE LEAK2017-02-10 20:42:00-1.087920e+073.543009e+06
70607NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10073208.001494754.022017-01-31 15:50:001811331.0BETWEEN BAYLOR AND N LAMARWATER SERVICE LEAK2017-01-31 21:16:00-1.088184e+073.538951e+06
70608NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10056368.00390620.022017-01-27 15:09:001810599.0NaNWATER SERVICE LEAK2017-01-27 21:09:00-1.089241e+073.533225e+06
70609NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10056368.00390620.022017-01-27 15:09:001811380.0NaNWATER SERVICE LEAK2017-01-27 21:09:00-1.089241e+073.533225e+06
70610NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10105553.00526992.012017-02-09 20:45:001814590.0BANK OF AMERICA FINANCIAL CENTERWATER SERVICE LEAK2017-02-14 09:13:00-1.087773e+073.550327e+06
70611NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10117681.001057527.012017-02-09 22:54:001814602.0SWEARINGENWATER MAIN LEAK2017-02-10 07:31:00-1.087502e+073.554567e+06
70612NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10064012.00479011.032017-02-10 01:19:001814607.0NaNWATER SERVICE LEAK2017-02-11 04:41:00-1.089141e+073.535911e+06
70613NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10096352.001194725.012017-02-07 18:51:001813689.0NaNWATER METER LEAK2017-02-07 21:19:00-1.087922e+073.547098e+06
70614NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10042473.00405181.032017-02-05 18:32:001812801.0NaNWATER SERVICE LEAK2017-02-06 22:30:00-1.088967e+073.528240e+06
70615NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10075302.001493994.012017-01-24 14:38:001809358.013TH ST.WATER SERVICE LEAK2017-01-25 04:45:00-1.088241e+073.539707e+06
70616NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10035707.00392294.012017-01-24 20:54:001809798.0NaNWATER SERVICE LEAK2017-01-25 01:40:00-1.088115e+073.525647e+06
70617NaNNaNNaNNaTNaTNaNNaNNaTNaNNaN...10073012.00188213.012017-02-08 17:01:001813953.0ON THE NORTH SIDEWATER SERVICE LEAK2017-02-09 03:53:00-1.088146e+073.538873e+06
\n", "

70617 rows × 30 columns

\n", "
" ], "text/plain": [ " INSPFLAG PRI PROB PROBDTTM SCHEDDTTM \\\n", "OBJECTID \n", "1 Y 1 SERLK 2015-07-04 00:26:00 2015-07-04 00:28:00 \n", "2 Y 3 CCOLK 2007-06-22 17:06:00 2007-06-22 21:45:00 \n", "3 Y 3 MTRLK 2006-06-14 19:15:00 2006-07-03 21:21:00 \n", "4 Y 1 MTRLK 2011-06-06 22:02:00 2011-06-06 22:04:00 \n", "5 Y 3 MTRLK 2005-03-03 22:06:00 2005-03-08 14:28:00 \n", "6 Y 1 MTRLK 2007-04-18 22:00:00 2007-04-18 22:07:00 \n", "7 Y 1 MTRLK 2007-03-08 16:56:00 2007-03-08 17:01:00 \n", "8 Y 3 MTRLK 2009-07-07 14:16:00 2009-07-08 12:45:00 \n", "9 Y 3 MTRLK 2009-02-23 14:24:00 2009-02-23 16:47:00 \n", "10 Y 3 MTRLK 2005-12-20 13:54:00 2006-01-17 16:35:00 \n", "11 Y 1 MTRLK 2016-05-07 14:38:00 2016-05-07 14:39:00 \n", "12 Y 1 WMNLK 2015-02-27 12:48:00 2015-02-27 14:03:00 \n", "13 Y 1 WMNLK 2011-07-10 14:30:00 2011-07-10 14:30:00 \n", "14 Y 1 SERLK 2005-04-25 02:35:00 2005-04-25 02:40:00 \n", "15 Y 1 WMNLK 2015-08-26 16:48:00 2015-08-26 16:51:00 \n", "16 Y 1 MTRLK 2013-09-06 22:13:00 2013-09-06 22:14:00 \n", "17 Y 1 MTRLK 2007-03-15 17:29:00 2007-03-15 17:51:00 \n", "18 Y 3 MTRLK 2005-06-23 00:31:00 2005-06-24 21:35:00 \n", "19 Y 1 MTRLK 2005-11-20 23:22:00 2005-11-20 23:22:00 \n", "20 Y 1 MTRLK 2011-07-05 19:02:00 2011-07-05 19:04:00 \n", "21 Y 1 MTRLK 2006-12-18 21:10:00 2006-12-18 21:16:00 \n", "22 Y 1 MTRLK 2008-09-27 23:28:00 2008-09-27 23:29:00 \n", "23 Y 1 MTRLK 2011-12-12 15:28:00 2011-12-12 15:29:00 \n", "24 Y 1 MTRLK 2014-01-05 18:17:00 2014-01-05 18:18:00 \n", "25 Y 1 SERLK 2014-11-20 14:54:00 2014-11-20 14:56:00 \n", "26 Y 1 SERLK 2009-11-14 15:34:00 2009-11-14 15:45:00 \n", "27 Y 1 MTRLK 2011-10-01 18:13:00 2011-10-01 18:13:00 \n", "28 Y 3 MTRLK 2014-08-28 00:22:00 2014-08-28 00:30:00 \n", "29 Y 1 MTRLK 2005-12-30 16:00:00 2005-12-30 16:11:00 \n", "30 Y 1 MTRLK 2005-05-23 13:14:00 2005-05-23 13:14:00 \n", "... ... ... ... ... ... \n", "70588 NaN NaN NaN NaT NaT \n", "70589 NaN NaN NaN NaT NaT \n", "70590 NaN NaN NaN NaT NaT \n", "70591 NaN NaN NaN NaT NaT \n", "70592 NaN NaN NaN NaT NaT \n", "70593 NaN NaN NaN NaT NaT \n", "70594 NaN NaN NaN NaT NaT \n", "70595 NaN NaN NaN NaT NaT \n", "70596 NaN NaN NaN NaT NaT \n", "70597 NaN NaN NaN NaT NaT \n", "70598 NaN NaN NaN NaT NaT \n", "70599 NaN NaN NaN NaT NaT \n", "70600 NaN NaN NaN NaT NaT \n", "70601 NaN NaN NaN NaT NaT \n", "70602 NaN NaN NaN NaT NaT \n", "70603 NaN NaN NaN NaT NaT \n", "70604 NaN NaN NaN NaT NaT \n", "70605 NaN NaN NaN NaT NaT \n", "70606 NaN NaN NaN NaT NaT \n", "70607 NaN NaN NaN NaT NaT \n", "70608 NaN NaN NaN NaT NaT \n", "70609 NaN NaN NaN NaT NaT \n", "70610 NaN NaN NaN NaT NaT \n", "70611 NaN NaN NaN NaT NaT \n", "70612 NaN NaN NaN NaT NaT \n", "70613 NaN NaN NaN NaT NaT \n", "70614 NaN NaN NaN NaT NaT \n", "70615 NaN NaN NaN NaT NaT \n", "70616 NaN NaN NaN NaT NaT \n", "70617 NaN NaN NaN NaT NaT \n", "\n", " SERVNO MAPNO STARTDTTM PROBCODE \\\n", "OBJECTID \n", "1 566188.0 465Y 2015-07-04 00:47:00 SERLK \n", "2 314762.0 615B 2007-06-23 08:41:00 CCOLK \n", "3 280152.0 585Y 2006-07-04 19:24:00 MTRLK \n", "4 430378.0 585Y 2011-06-06 23:44:00 MTRLK \n", "5 235202.0 614R 2005-03-23 21:13:00 MTRLK \n", "6 309735.0 614Q 2007-04-18 23:43:00 MTRLK \n", "7 306550.0 614Q 2007-03-08 19:33:00 MTRLK \n", "8 373961.0 614U 2009-07-08 14:20:00 MTRLK \n", "9 364175.0 614H 2009-02-24 03:12:00 MTRLK \n", "10 263359.0 614M 2006-01-17 18:52:00 MTRLK \n", "11 599121.0 615H 2016-05-07 14:49:00 MTRLK \n", "12 553829.0 615H 2015-02-27 14:51:00 WMNLK \n", "13 432895.0 615G 2011-07-10 14:37:00 WMNLK \n", "14 240012.0 615H 2005-04-25 04:40:00 SERLK \n", "15 572123.0 615H 2015-08-26 17:25:00 WMNLK \n", "16 496919.0 615H 2013-09-07 00:05:00 MTRLK \n", "17 307176.0 615H 2007-03-15 19:06:00 MTRLK \n", "18 245815.0 615H 2005-06-27 03:23:00 MTRLK \n", "19 260441.0 673H 2005-11-21 03:00:00 MTRLK \n", "20 432530.0 615H 2011-07-05 19:37:00 MTRLK \n", "21 299030.0 615H 2006-12-18 23:08:00 MTRLK \n", "22 351425.0 615H 2008-09-27 23:53:00 MTRLK \n", "23 445632.0 615H 2011-12-12 15:47:00 MTRLK \n", "24 509048.0 615H 2014-01-05 19:13:00 MTRLK \n", "25 542172.0 585X 2014-11-20 15:15:00 SERLK \n", "26 385181.0 585X 2009-11-14 15:56:00 SERLK \n", "27 440169.0 615B 2011-10-01 18:51:00 MTRLK \n", "28 533165.0 615B 2014-08-28 16:35:00 MTRLK \n", "29 264315.0 585X 2005-12-30 18:30:00 MTRLK \n", "30 242771.0 585X 2005-05-23 17:21:00 MTRLK \n", "... ... ... ... ... \n", "70588 NaN NaN NaT NaN \n", "70589 NaN NaN NaT NaN \n", "70590 NaN NaN NaT NaN \n", "70591 NaN NaN NaT NaN \n", "70592 NaN NaN NaT NaN \n", "70593 NaN NaN NaT NaN \n", "70594 NaN NaN NaT NaN \n", "70595 NaN NaN NaT NaN \n", "70596 NaN NaN NaT NaN \n", "70597 NaN NaN NaT NaN \n", "70598 NaN NaN NaT NaN \n", "70599 NaN NaN NaT NaN \n", "70600 NaN NaN NaT NaN \n", "70601 NaN NaN NaT NaN \n", "70602 NaN NaN NaT NaN \n", "70603 NaN NaN NaT NaN \n", "70604 NaN NaN NaT NaN \n", "70605 NaN NaN NaT NaN \n", "70606 NaN NaN NaT NaN \n", "70607 NaN NaN NaT NaN \n", "70608 NaN NaN NaT NaN \n", "70609 NaN NaN NaT NaN \n", "70610 NaN NaN NaT NaN \n", "70611 NaN NaN NaT NaN \n", "70612 NaN NaN NaT NaN \n", "70613 NaN NaN NaT NaN \n", "70614 NaN NaN NaT NaN \n", "70615 NaN NaN NaT NaN \n", "70616 NaN NaN NaT NaN \n", "70617 NaN NaN NaT NaN \n", "\n", " PROBDESC ... Y 22 \\\n", "OBJECTID ... \n", "1 LEAKING WATER SERVICE ... 10121089.21 NaN \n", "2 LEAKING/CHECK CITY CUT OFF ... 10068599.12 NaN \n", "3 LEAKING WATER METER ... 10068659.00 NaN \n", "4 LEAKING WATER METER ... 10068659.00 NaN \n", "5 LEAKING WATER METER ... 10061026.95 NaN \n", "6 LEAKING WATER METER ... 10059934.00 NaN \n", "7 LEAKING WATER METER ... 10059934.00 NaN \n", "8 LEAKING WATER METER ... 10059798.00 NaN \n", "9 LEAKING WATER METER ... 10064443.00 NaN \n", "10 LEAKING WATER METER ... 10064134.00 NaN \n", "11 LEAKING WATER METER ... 10066137.84 NaN \n", "12 WATER MAIN LEAK ... 10066137.84 NaN \n", "13 WATER MAIN LEAK ... 10065983.00 NaN \n", "14 LEAKING WATER SERVICE ... 10065926.02 NaN \n", "15 WATER MAIN LEAK ... 10066098.04 NaN \n", "16 LEAKING WATER METER ... 10065984.09 NaN \n", "17 LEAKING WATER METER ... 10065870.00 NaN \n", "18 LEAKING WATER METER ... 10065822.00 NaN \n", "19 LEAKING WATER METER ... 10038614.00 NaN \n", "20 LEAKING WATER METER ... 10066222.00 NaN \n", "21 LEAKING WATER METER ... 10066300.00 NaN \n", "22 LEAKING WATER METER ... 10066172.00 NaN \n", "23 LEAKING WATER METER ... 10065964.00 NaN \n", "24 LEAKING WATER METER ... 10066051.00 NaN \n", "25 LEAKING WATER SERVICE ... 10069118.39 NaN \n", "26 LEAKING WATER SERVICE ... 10068756.00 NaN \n", "27 LEAKING WATER METER ... 10068543.00 NaN \n", "28 LEAKING WATER METER ... 10068543.00 NaN \n", "29 LEAKING WATER METER ... 10068502.00 NaN \n", "30 LEAKING WATER METER ... 10068694.00 NaN \n", "... ... ... ... ... \n", "70588 NaN ... 10093671.00 356219.0 \n", "70589 NaN ... 10107812.00 414795.0 \n", "70590 NaN ... 10107403.00 306333.0 \n", "70591 NaN ... 10084787.00 871450.0 \n", "70592 NaN ... 10101877.00 1215766.0 \n", "70593 NaN ... 10082323.00 88698.0 \n", "70594 NaN ... 10079875.49 450316.0 \n", "70595 NaN ... 10051034.00 1494819.0 \n", "70596 NaN ... 10057854.00 501413.0 \n", "70597 NaN ... 10088781.19 1278289.0 \n", "70598 NaN ... 10086123.00 29791.0 \n", "70599 NaN ... 10055909.00 386973.0 \n", "70600 NaN ... 10060629.88 943972.0 \n", "70601 NaN ... 10059473.00 315946.0 \n", "70602 NaN ... 10077584.00 228104.0 \n", "70603 NaN ... 10067378.00 936565.0 \n", "70604 NaN ... 10083267.00 1108480.0 \n", "70605 NaN ... 10088531.00 1494757.0 \n", "70606 NaN ... 10084826.33 214418.0 \n", "70607 NaN ... 10073208.00 1494754.0 \n", "70608 NaN ... 10056368.00 390620.0 \n", "70609 NaN ... 10056368.00 390620.0 \n", "70610 NaN ... 10105553.00 526992.0 \n", "70611 NaN ... 10117681.00 1057527.0 \n", "70612 NaN ... 10064012.00 479011.0 \n", "70613 NaN ... 10096352.00 1194725.0 \n", "70614 NaN ... 10042473.00 405181.0 \n", "70615 NaN ... 10075302.00 1493994.0 \n", "70616 NaN ... 10035707.00 392294.0 \n", "70617 NaN ... 10073012.00 188213.0 \n", "\n", " QTYCALLS INITDTTM WONO \\\n", "OBJECTID \n", "1 1 NaT NaN \n", "2 1 NaT NaN \n", "3 2 NaT NaN \n", "4 1 NaT NaN \n", "5 1 NaT NaN \n", "6 1 NaT NaN \n", "7 2 NaT NaN \n", "8 1 NaT NaN \n", "9 1 NaT NaN \n", "10 2 NaT NaN \n", "11 1 NaT NaN \n", "12 2 NaT NaN \n", "13 1 NaT NaN \n", "14 1 NaT NaN \n", "15 1 NaT NaN \n", "16 1 NaT NaN \n", "17 3 NaT NaN \n", "18 2 NaT NaN \n", "19 1 NaT NaN \n", "20 1 NaT NaN \n", "21 1 NaT NaN \n", "22 1 NaT NaN \n", "23 2 NaT NaN \n", "24 1 NaT NaN \n", "25 1 NaT NaN \n", "26 1 NaT NaN \n", "27 3 NaT NaN \n", "28 1 NaT NaN \n", "29 2 NaT NaN \n", "30 1 NaT NaN \n", "... ... ... ... \n", "70588 1 2017-02-03 15:54:00 1812528.0 \n", "70589 1 2017-02-10 01:06:00 1814606.0 \n", "70590 1 2017-02-10 19:20:00 1814722.0 \n", "70591 1 2017-02-10 20:48:00 1814736.0 \n", "70592 1 2017-02-04 02:38:00 1812677.0 \n", "70593 1 2017-01-30 19:10:00 1810930.0 \n", "70594 1 2017-02-01 19:18:00 1811688.0 \n", "70595 1 2017-02-01 20:45:00 1812084.0 \n", "70596 1 2017-02-15 03:07:00 1815701.0 \n", "70597 1 2017-02-02 19:35:00 1812277.0 \n", "70598 2 2017-02-07 23:44:00 1813823.0 \n", "70599 1 2017-02-02 15:03:00 1812261.0 \n", "70600 1 2017-02-16 18:52:00 1815766.0 \n", "70601 1 2017-02-12 04:57:00 1814809.0 \n", "70602 1 2017-01-10 16:40:00 1806592.0 \n", "70603 1 2017-02-03 19:31:00 1812654.0 \n", "70604 1 2017-02-08 17:58:00 1814007.0 \n", "70605 1 2017-01-31 18:03:00 1811342.0 \n", "70606 1 2017-02-06 16:43:00 1812846.0 \n", "70607 2 2017-01-31 15:50:00 1811331.0 \n", "70608 2 2017-01-27 15:09:00 1810599.0 \n", "70609 2 2017-01-27 15:09:00 1811380.0 \n", "70610 1 2017-02-09 20:45:00 1814590.0 \n", "70611 1 2017-02-09 22:54:00 1814602.0 \n", "70612 3 2017-02-10 01:19:00 1814607.0 \n", "70613 1 2017-02-07 18:51:00 1813689.0 \n", "70614 3 2017-02-05 18:32:00 1812801.0 \n", "70615 1 2017-01-24 14:38:00 1809358.0 \n", "70616 1 2017-01-24 20:54:00 1809798.0 \n", "70617 1 2017-02-08 17:01:00 1813953.0 \n", "\n", " LOC DESCRIPT \\\n", "OBJECTID \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "5 NaN NaN \n", "6 NaN NaN \n", "7 NaN NaN \n", "8 NaN NaN \n", "9 NaN NaN \n", "10 NaN NaN \n", "11 NaN NaN \n", "12 NaN NaN \n", "13 NaN NaN \n", "14 NaN NaN \n", "15 NaN NaN \n", "16 NaN NaN \n", "17 NaN NaN \n", "18 NaN NaN \n", "19 NaN NaN \n", "20 NaN NaN \n", "21 NaN NaN \n", "22 NaN NaN \n", "23 NaN NaN \n", "24 NaN NaN \n", "25 NaN NaN \n", "26 NaN NaN \n", "27 NaN NaN \n", "28 NaN NaN \n", "29 NaN NaN \n", "30 NaN NaN \n", "... ... ... \n", "70588 NaN WATER SERVICE LEAK \n", "70589 NaN WATER SERVICE LEAK \n", "70590 NaN WATER SERVICE LEAK \n", "70591 NaN WATER MAIN LEAK \n", "70592 NaN WATER METER LEAK \n", "70593 NaN WATER METER LEAK \n", "70594 NaN WATER SERVICE LEAK \n", "70595 NaN WATER SERVICE LEAK \n", "70596 GATE CODE: 1739 WATER SERVICE LEAK \n", "70597 NaN WATER METER LEAK \n", "70598 NaN WTR SVC DAMAGED BY CITY CREWS \n", "70599 NaN WATER SERVICE LEAK \n", "70600 NaN WATER MAIN LEAK \n", "70601 NaN WATER SERVICE LEAK \n", "70602 NaN WATER SERVICE LEAK \n", "70603 KERR AVE WATER MAIN LEAK \n", "70604 NaN WATER METER LEAK \n", "70605 NaN WATER SERVICE LEAK \n", "70606 NaN WATER SERVICE LEAK \n", "70607 BETWEEN BAYLOR AND N LAMAR WATER SERVICE LEAK \n", "70608 NaN WATER SERVICE LEAK \n", "70609 NaN WATER SERVICE LEAK \n", "70610 BANK OF AMERICA FINANCIAL CENTER WATER SERVICE LEAK \n", "70611 SWEARINGEN WATER MAIN LEAK \n", "70612 NaN WATER SERVICE LEAK \n", "70613 NaN WATER METER LEAK \n", "70614 NaN WATER SERVICE LEAK \n", "70615 13TH ST. WATER SERVICE LEAK \n", "70616 NaN WATER SERVICE LEAK \n", "70617 ON THE NORTH SIDE WATER SERVICE LEAK \n", "\n", " COMPDTTM x y \n", "OBJECTID \n", "1 NaT -1.087801e+07 3.555848e+06 \n", "2 NaT -1.087925e+07 3.537257e+06 \n", "3 NaT -1.087911e+07 3.537275e+06 \n", "4 NaT -1.087911e+07 3.537275e+06 \n", "5 NaT -1.088261e+07 3.534652e+06 \n", "6 NaT -1.088276e+07 3.534268e+06 \n", "7 NaT -1.088276e+07 3.534268e+06 \n", "8 NaT -1.088278e+07 3.534220e+06 \n", "9 NaT -1.088238e+07 3.535857e+06 \n", "10 NaT -1.088240e+07 3.535748e+06 \n", "11 NaT -1.087788e+07 3.536352e+06 \n", "12 NaT -1.087788e+07 3.536352e+06 \n", "13 NaT -1.087784e+07 3.536296e+06 \n", "14 NaT -1.087780e+07 3.536275e+06 \n", "15 NaT -1.087783e+07 3.536337e+06 \n", "16 NaT -1.087772e+07 3.536294e+06 \n", "17 NaT -1.087774e+07 3.536254e+06 \n", "18 NaT -1.087758e+07 3.536233e+06 \n", "19 NaT -1.088646e+07 3.526800e+06 \n", "20 NaT -1.087772e+07 3.536378e+06 \n", "21 NaT -1.087767e+07 3.536405e+06 \n", "22 NaT -1.087767e+07 3.536359e+06 \n", "23 NaT -1.087748e+07 3.536281e+06 \n", "24 NaT -1.087743e+07 3.536311e+06 \n", "25 NaT -1.087997e+07 3.537458e+06 \n", "26 NaT -1.087976e+07 3.537324e+06 \n", "27 NaT -1.087956e+07 3.537244e+06 \n", "28 NaT -1.087956e+07 3.537244e+06 \n", "29 NaT -1.087952e+07 3.537229e+06 \n", "30 NaT -1.087951e+07 3.537297e+06 \n", "... ... ... ... \n", "70588 2017-02-06 20:24:00 -1.087548e+07 3.546058e+06 \n", "70589 2017-02-10 18:28:00 -1.087453e+07 3.551053e+06 \n", "70590 2017-02-11 03:09:00 -1.088170e+07 3.551077e+06 \n", "70591 2017-02-14 03:06:00 -1.087297e+07 3.542847e+06 \n", "70592 2017-02-06 19:45:00 -1.088435e+07 3.549177e+06 \n", "70593 2017-01-30 23:15:00 -1.088332e+07 3.542218e+06 \n", "70594 2017-02-01 20:45:00 -1.087200e+07 3.541082e+06 \n", "70595 2017-02-02 04:56:00 -1.088532e+07 3.531173e+06 \n", "70596 2017-02-16 01:56:00 -1.088579e+07 3.533601e+06 \n", "70597 2017-02-03 17:45:00 -1.087961e+07 3.544421e+06 \n", "70598 2017-02-07 23:44:00 -1.087882e+07 3.543460e+06 \n", "70599 2017-02-03 18:11:00 -1.089222e+07 3.533058e+06 \n", "70600 2017-02-17 01:07:00 -1.087451e+07 3.534320e+06 \n", "70601 2017-02-13 00:39:00 -1.087570e+07 3.533938e+06 \n", "70602 2017-01-10 23:06:00 -1.087773e+07 3.540406e+06 \n", "70603 2017-02-06 22:00:00 -1.088331e+07 3.536919e+06 \n", "70604 2017-02-09 02:00:00 -1.087838e+07 3.542437e+06 \n", "70605 2017-01-31 20:48:00 -1.088850e+07 3.544538e+06 \n", "70606 2017-02-10 20:42:00 -1.087920e+07 3.543009e+06 \n", "70607 2017-01-31 21:16:00 -1.088184e+07 3.538951e+06 \n", "70608 2017-01-27 21:09:00 -1.089241e+07 3.533225e+06 \n", "70609 2017-01-27 21:09:00 -1.089241e+07 3.533225e+06 \n", "70610 2017-02-14 09:13:00 -1.087773e+07 3.550327e+06 \n", "70611 2017-02-10 07:31:00 -1.087502e+07 3.554567e+06 \n", "70612 2017-02-11 04:41:00 -1.089141e+07 3.535911e+06 \n", "70613 2017-02-07 21:19:00 -1.087922e+07 3.547098e+06 \n", "70614 2017-02-06 22:30:00 -1.088967e+07 3.528240e+06 \n", "70615 2017-01-25 04:45:00 -1.088241e+07 3.539707e+06 \n", "70616 2017-01-25 01:40:00 -1.088115e+07 3.525647e+06 \n", "70617 2017-02-09 03:53:00 -1.088146e+07 3.538873e+06 \n", "\n", "[70617 rows x 30 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyproj\n", "\n", "survey_foot_to_m=1200.0 /3937.0\n", "p0=pyproj.Proj(init='EPSG:6578') # NAD83(2011) / Texas Central (ftUS)\n", "p1=pyproj.Proj(init='EPSG:3857') # WGS84 Web Mercator (Auxiliary Sphere) \n", "\n", "def convert_to_3857(X,Y):\n", " return pyproj.transform(p0,p1,X*survey_foot_to_m,Y*survey_foot_to_m)\n", "\n", "x,y=convert_to_3857(df.X.values, df.Y.values)\n", "df['x']=x\n", "df['y']=y\n", "# df.drop(['X','Y'])\n", "\n", "\n", "# test using data from thier webmap\n", "x0,y0=convert_to_3857(3133157.5, 10085295.0)\n", "assert (x0 - -10873914.4433)<1,'should work for test data'\n", "assert (y0 - 3543050.4391)<1,'should work for test data'\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## To geojson" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:04:20.597724Z", "start_time": "2017-03-17T10:03:50.856258+08:00" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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22ADDRKEYCITYCOMPDTTMDESCRIPTFullStreetNameINITDTTMINSPFLAGLOCMAPNO...SCHEDDTTMSERVNOSTARTDTTMSTNAMESTNOSTSUBSUFFIXWONOZIPgeometry
0NaN3506121.0AUSTINNaTNaN11925 1/2 ALTERRA PKWYNaTYNaN465Y...2015-07-04 00:28:00566188.02015-07-04 00:47:00ALTERRA119251/2PKWYNaN78758-POINT (-97.71883613475558 30.40602168798523)
1NaN400994.0AUSTINNaTNaN1305 E 4TH STNaTYNaN615B...2007-06-22 21:45:00314762.02007-06-23 08:41:004TH1305STNaN78702-POINT (-97.72998272625865 30.26188173484448)
2NaN362708.0AUSTINNaTNaN1400 E 4TH STNaTYNaN585Y...2006-07-03 21:21:00280152.02006-07-04 19:24:004TH1400STNaN78702-POINT (-97.72873894244808 30.26202114720336)
3NaN362708.0AUSTINNaTNaN1400 E 4TH STNaTYNaN585Y...2011-06-06 22:04:00430378.02011-06-06 23:44:004TH1400STNaN78702-POINT (-97.72873894244808 30.26202114720336)
4NaN299714.0AUSTINNaTNaN2414 S 1ST STNaTYNaN614R...2005-03-08 14:28:00235202.02005-03-23 21:13:001ST2414STNaN78704-POINT (-97.76018855412671 30.24166596881509)
5NaN300902.0AUSTINNaTNaN2613 S 1ST STNaTYNaN614Q...2007-04-18 22:07:00309735.02007-04-18 23:43:001ST2613STNaN78704-POINT (-97.76150797578026 30.23868649764332)
6NaN300902.0AUSTINNaTNaN2613 S 1ST STNaTYNaN614Q...2007-03-08 17:01:00306550.02007-03-08 19:33:001ST2613STNaN78704-POINT (-97.76150797578026 30.23868649764332)
7NaN300896.0AUSTINNaTNaN2617 S 1ST STNaTYNaN614U...2009-07-08 12:45:00373961.02009-07-08 14:20:001ST2617STNaN78704-POINT (-97.76164694000661 30.23831524346074)
8NaN259940.0AUSTINNaTNaN1502 S 3RD STNaTYNaN614H...2009-02-23 16:47:00364175.02009-02-24 03:12:003RD1502STNaN78704-POINT (-97.75810182363229 30.2510192947657)
9NaN259634.0AUSTINNaTNaN1602 S 3RD STNaTYNaN614M...2006-01-17 16:35:00263359.02006-01-17 18:52:003RD1602STNaN78704-POINT (-97.75829228724409 30.25017327150837)
10NaN322070.0AUSTINNaTNaN2400 E CESAR CHAVEZ STNaTYNaN615H...2016-05-07 14:39:00599121.02016-05-07 14:49:00CESAR CHAVEZ2400STNaN78702-POINT (-97.71762372635818 30.25486062333257)
11NaN322070.0AUSTINNaTNaN2400 E CESAR CHAVEZ STNaTYNaN615H...2015-02-27 14:03:00553829.02015-02-27 14:51:00CESAR CHAVEZ2400STNaN78702-POINT (-97.71762372635818 30.25486062333257)
12NaN211898.0AUSTINNaTNaN2401 1/2 E CESAR CHAVEZ STNaTYNaN615G...2011-07-10 14:30:00432895.02011-07-10 14:37:00CESAR CHAVEZ24011/2STNaN78702-POINT (-97.71729718594632 30.25442809116065)
13NaN211922.0AUSTINNaTNaN2411 E CESAR CHAVEZ STNaTYNaN615H...2005-04-25 02:40:00240012.02005-04-25 04:40:00CESAR CHAVEZ2411STNaN78702-POINT (-97.7169787794186 30.25426487385318)
14NaN879506.0AUSTINNaTNaN2412 E CESAR CHAVEZ STNaTYNaN615H...2015-08-26 16:51:00572123.02015-08-26 17:25:00CESAR CHAVEZ2412STNaN78702-POINT (-97.71721424047422 30.25474279812237)
15NaN322046.0AUSTINNaTNaN2504 E CESAR CHAVEZ STNaTYNaN615H...2013-09-06 22:14:00496919.02013-09-07 00:05:00CESAR CHAVEZ2504STNaN78702-POINT (-97.71620069417993 30.25440869438884)
16NaN211946.0AUSTINNaTNaN2505 E CESAR CHAVEZ STNaTYNaN615H...2007-03-15 17:51:00307176.02007-03-15 19:06:00CESAR CHAVEZ2505STNaN78702-POINT (-97.7163682396871 30.25409832901511)
17NaN321986.0AUSTINNaTNaN2604 E CESAR CHAVEZ STNaTYNaN615H...2005-06-24 21:35:00245815.02005-06-27 03:23:00CESAR CHAVEZ2604STNaN78702-POINT (-97.71492876098637 30.25393689970791)
18NaN1015862.0AUSTINNaTNaN8203 S 1ST STNaTYNaN673H...2005-11-20 23:22:00260441.02005-11-21 03:00:001ST8203STNaN78748-POINT (-97.7947342865837 30.18071290474441)
19NaN321710.0AUSTINNaTNaN2501 E 2ND STNaTYNaN615H...2011-07-05 19:04:00432530.02011-07-05 19:37:002ND2501STNaN78702-POINT (-97.71624702364329 30.25506397762937)
20NaN290474.0AUSTINNaTNaN2504 E 2ND STNaTYNaN615H...2006-12-18 21:16:00299030.02006-12-18 23:08:002ND2504STNaN78702-POINT (-97.7158042526021 30.25526945974075)
21NaN321734.0AUSTINNaTNaN2507 E 2ND STNaTYNaN615H...2008-09-27 23:29:00351425.02008-09-27 23:53:002ND2507STNaN78702-POINT (-97.7157979592134 30.25491728575067)
22NaN321806.0AUSTINNaTNaN2613 E 2ND STNaTYNaN615H...2011-12-12 15:29:00445632.02011-12-12 15:47:002ND2613STNaN78702-POINT (-97.71406247216238 30.25430974185582)
23NaN290366.0AUSTINNaTNaN2700 E 2ND STNaTYNaN615H...2014-01-05 18:18:00509048.02014-01-05 19:13:002ND2700STNaN78702-POINT (-97.71357469983644 30.25453904942606)
24NaN879296.0AUSTINNaTNaN702 E 3RD STNaTYNaN585X...2014-11-20 14:56:00542172.02014-11-20 15:15:003RD702STNaN78701-POINT (-97.73644375553381 30.26344102487212)
25NaN363482.0AUSTINNaTNaN903 E 3RD STNaTYNaN585X...2009-11-14 15:45:00385181.02009-11-14 15:56:003RD903STNaN78702-POINT (-97.73452665606773 30.26240545658105)
26NaN363542.0AUSTINNaTNaN1101 E 3RD STNaTYNaN615B...2011-10-01 18:13:00440169.02011-10-01 18:51:003RD1101STNaN78702-POINT (-97.73272716322229 30.2617831202706)
27NaN363542.0AUSTINNaTNaN1101 E 3RD STNaTYNaN615B...2014-08-28 00:30:00533165.02014-08-28 16:35:003RD1101STNaN78702-POINT (-97.73272716322229 30.2617831202706)
28NaN363560.0AUSTINNaTNaN1111 E 3RD STNaTYNaN585X...2005-12-30 16:11:00264315.02005-12-30 18:30:003RD1111STNaN78702-POINT (-97.73238424855897 30.2616633952571)
29NaN400856.0AUSTINNaTNaN1112 E 3RD STNaTYNaN585X...2005-05-23 13:14:00242771.02005-05-23 17:21:003RD1112STNaN78702-POINT (-97.73226790726385 30.26218909997605)
..................................................................
70587356219.0530798.0AUSTIN2017-02-06 20:24:00WATER SERVICE LEAK7212 MEADOR AVE2017-02-03 15:54:00NaNNaNNaN...NaTNaNNaTMEADOR7212AVE1812528.078752-POINT (-97.69612767423286 30.33014639024331)
70588414795.0656817.0AUSTIN2017-02-10 18:28:00WATER SERVICE LEAK10308 GEORGIAN DR2017-02-10 01:06:00NaNNaNNaN...NaTNaNNaTGEORGIAN10308DR1814606.078753-POINT (-97.68759124418112 30.36886373358098)
70589306333.0538694.0AUSTIN2017-02-11 03:09:00WATER SERVICE LEAK8012 GREENSLOPE DR2017-02-10 19:20:00NaNNaNNaN...NaTNaNNaTGREENSLOPE8012DR1814722.078759-POINT (-97.75201769610545 30.36905158527984)
70590871450.0493298.0AUSTIN2017-02-14 03:06:00WATER MAIN LEAK6104 HYLAWN DR2017-02-10 20:48:00NaNNaNNaN...NaTNaNNaTHYLAWN6104DR1814736.078723-POINT (-97.67358467634561 30.30524625454306)
705911215766.0153660.0AUSTIN2017-02-06 19:45:00WATER METER LEAK6421 WILLIAMS RIDGE WAY2017-02-04 02:38:00NaNNaNNaN...NaTNaNNaTWILLIAMS RIDGE6421WAY1812677.078731-POINT (-97.77575678484202 30.35432876830911)
7059288698.0657512.0AUSTIN2017-01-30 23:15:00WATER METER LEAK2703 GREENLEE DR2017-01-30 19:10:00NaNNaNNaN...NaTNaNNaTGREENLEE2703DR1810930.078703-POINT (-97.76649592905592 30.30036364526744)
70593450316.03101444.0AUSTIN2017-02-01 20:45:00WATER SERVICE LEAK5316 ED BLUESTEIN BLVD SB2017-02-01 19:18:00NaNNaNNaN...NaTNaNNaTED BLUESTEIN5316BLVD1811688.078723-POINT (-97.6648140744901 30.29155538276262)
705941494819.0332588.0AUSTIN2017-02-02 04:56:00WATER SERVICE LEAK5209 MEADOW CREEK DR2017-02-01 20:45:00NaNNaNNaN...NaTNaNNaTMEADOW CREEK5209DR1812084.078745-POINT (-97.78444857807514 30.21466728210482)
70595501413.0615363.0AUSTIN2017-02-16 01:56:00WATER SERVICE LEAK4017 VICTORY DR UNIT 2522017-02-15 03:07:00NaNGATE CODE: 1739NaN...NaTNaNNaTVICTORY4017252DR1815701.078704-POINT (-97.78872926072586 30.23350949986936)
705961278289.0549506.0AUSTIN2017-02-03 17:45:00WATER METER LEAK4800 N LAMAR BLVD2017-02-02 19:35:00NaNNaNNaN...NaTNaNNaTLAMAR4800BLVD1812277.078756-POINT (-97.73323830541952 30.31745561879857)
7059729791.0555260.0AUSTIN2017-02-07 23:44:00WTR SVC DAMAGED BY CITY CREWS4531 AVENUE F2017-02-07 23:44:00NaNNaNNaN...NaTNaNNaTAVENUE F45311813823.078751-POINT (-97.72606032578145 30.30999885700736)
70598386973.0209847.0AUSTIN2017-02-03 18:11:00WATER SERVICE LEAK5101 SUMMERSET TRL2017-02-02 15:03:00NaNNaNNaN...NaTNaNNaTSUMMERSET5101TRL1812261.078749-POINT (-97.84648270740318 30.2292945202867)
70599943972.0242289.0AUSTIN2017-02-17 01:07:00WATER MAIN LEAK415 BASTROP HWY NB2017-02-16 18:52:00NaNNaNNaN...NaTNaNNaTBASTROP415HWY1815766.078742-POINT (-97.68736689196109 30.23909036737392)
70600315946.0615818.0AUSTIN2017-02-13 00:39:00WATER SERVICE LEAK6120 FELIX AVE2017-02-12 04:57:00NaNNaNNaN...NaTNaNNaTFELIX6120AVE1814809.078741-POINT (-97.69805366462411 30.23612883532359)
70601228104.0724436.0AUSTIN2017-01-10 23:06:00WATER SERVICE LEAK1707 E 32ND ST2017-01-10 16:40:00NaNNaNNaN...NaTNaNNaT32ND1707ST1806592.078722-POINT (-97.71634409049777 30.28631552139746)
70602936565.0610796.0AUSTIN2017-02-06 22:00:00WATER MAIN LEAK902 GARNER AVE2017-02-03 19:31:00NaNKERR AVENaN...NaTNaNNaTGARNER902AVE1812654.078704-POINT (-97.76641252202596 30.25925828998614)
706031108480.0204332.0AUSTIN2017-02-09 02:00:00WATER METER LEAK806 PARK BLVD UNIT 12017-02-08 17:58:00NaNNaNNaN...NaTNaNNaTPARK8061BLVD1814007.078751-POINT (-97.72219135503057 30.30206507689073)
706041494757.0741988.0AUSTIN2017-01-31 20:48:00WATER SERVICE LEAK1904 CANONERO DR2017-01-31 18:03:00NaNNaNNaN...NaTNaNNaTCANONERO1904DR1811342.078746-POINT (-97.81307959800138 30.3183619749208)
70605214418.0716300.0AUSTIN2017-02-10 20:42:00WATER SERVICE LEAK4301 SPEEDWAY2017-02-06 16:43:00NaNNaNNaN...NaTNaNNaTSPEEDWAY43011812846.078751-POINT (-97.72948993180425 30.30650226337686)
706061494754.0170486.0AUSTIN2017-01-31 21:16:00WATER SERVICE LEAK1011 W 10TH ST2017-01-31 15:50:00NaNBETWEEN BAYLOR AND N LAMARNaN...NaTNaNNaT10TH1011ST1811331.078703-POINT (-97.75321761374349 30.27502770389426)
70607390620.0265185.0AUSTIN2017-01-27 21:09:00WATER SERVICE LEAK6207 MORNING DEW DR2017-01-27 15:09:00NaNNaNNaN...NaTNaNNaTMORNING DEW6207DR1810599.078749-POINT (-97.84822614810216 30.23059073488725)
70608390620.0265185.0AUSTIN2017-01-27 21:09:00WATER SERVICE LEAK6207 MORNING DEW DR2017-01-27 15:09:00NaNNaNNaN...NaTNaNNaTMORNING DEW6207DR1811380.078749-POINT (-97.84822614810216 30.23059073488725)
70609526992.0590422.0AUSTIN2017-02-14 09:13:00WATER SERVICE LEAK1649 OHLEN RD2017-02-09 20:45:00NaNBANK OF AMERICA FINANCIAL CENTERNaN...NaTNaNNaTOHLEN1649RD1814590.078758-POINT (-97.71629701067313 30.36323955031358)
706101057527.0337504.0AUSTIN2017-02-10 07:31:00WATER MAIN LEAK1416 ELM BROOK DR2017-02-09 22:54:00NaNSWEARINGENNaN...NaTNaNNaTELM BROOK1416DR1814602.078758-POINT (-97.69196714063571 30.39609749377057)
70611479011.0204342.0AUSTIN2017-02-11 04:41:00WATER SERVICE LEAK5728 REPUBLIC OF TEXAS BLVD2017-02-10 01:19:00NaNNaNNaN...NaTNaNNaTREPUBLIC OF TEXAS5728BLVD1814607.078735-POINT (-97.83924391121697 30.25143929904074)
706121194725.0355628.0AUSTIN2017-02-07 21:19:00WATER METER LEAK1500 BRENTWOOD ST2017-02-07 18:51:00NaNNaNNaN...NaTNaNNaTBRENTWOOD1500ST1813689.078757-POINT (-97.72967930881964 30.33820583105881)
70613405181.0534489.0AUSTIN2017-02-06 22:30:00WATER SERVICE LEAK8500 KEARSARGE CV2017-02-05 18:32:00NaNNaNNaN...NaTNaNNaTKEARSARGE8500CV1812801.078749-POINT (-97.82358419028652 30.19189506598336)
706141493994.0388862.0AUSTIN2017-01-25 04:45:00WATER SERVICE LEAK1223 WEST LYNN ST2017-01-24 14:38:00NaN13TH ST.NaN...NaTNaNNaTWEST LYNN1223ST1809358.078703-POINT (-97.75832058342988 30.28088955049816)
70615392294.0292227.0AUSTIN2017-01-25 01:40:00WATER SERVICE LEAK7220 FIREFLY DR2017-01-24 20:54:00NaNNaNNaN...NaTNaNNaTFIREFLY7220DR1809798.078744-POINT (-97.74702063118784 30.17176266908997)
70616188213.0252971.0AUSTIN2017-02-09 03:53:00WATER SERVICE LEAK806 W 10TH ST2017-02-08 17:01:00NaNON THE NORTH SIDENaN...NaTNaNNaT10TH806ST1813953.078701-POINT (-97.7498211266024 30.27442020454225)
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70617 rows × 27 columns

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" ], "text/plain": [ " 22 ADDRKEY CITY COMPDTTM \\\n", "0 NaN 3506121.0 AUSTIN NaT \n", "1 NaN 400994.0 AUSTIN NaT \n", "2 NaN 362708.0 AUSTIN NaT \n", "3 NaN 362708.0 AUSTIN NaT \n", "4 NaN 299714.0 AUSTIN NaT \n", "5 NaN 300902.0 AUSTIN NaT \n", "6 NaN 300902.0 AUSTIN NaT \n", "7 NaN 300896.0 AUSTIN NaT \n", "8 NaN 259940.0 AUSTIN NaT \n", "9 NaN 259634.0 AUSTIN NaT \n", "10 NaN 322070.0 AUSTIN NaT \n", "11 NaN 322070.0 AUSTIN NaT \n", "12 NaN 211898.0 AUSTIN NaT \n", "13 NaN 211922.0 AUSTIN NaT \n", "14 NaN 879506.0 AUSTIN NaT \n", "15 NaN 322046.0 AUSTIN NaT \n", "16 NaN 211946.0 AUSTIN NaT \n", "17 NaN 321986.0 AUSTIN NaT \n", "18 NaN 1015862.0 AUSTIN NaT \n", "19 NaN 321710.0 AUSTIN NaT \n", "20 NaN 290474.0 AUSTIN NaT \n", "21 NaN 321734.0 AUSTIN NaT \n", "22 NaN 321806.0 AUSTIN NaT \n", "23 NaN 290366.0 AUSTIN NaT \n", "24 NaN 879296.0 AUSTIN NaT \n", "25 NaN 363482.0 AUSTIN NaT \n", "26 NaN 363542.0 AUSTIN NaT \n", "27 NaN 363542.0 AUSTIN NaT \n", "28 NaN 363560.0 AUSTIN NaT \n", "29 NaN 400856.0 AUSTIN NaT \n", "... ... ... ... ... \n", "70587 356219.0 530798.0 AUSTIN 2017-02-06 20:24:00 \n", "70588 414795.0 656817.0 AUSTIN 2017-02-10 18:28:00 \n", "70589 306333.0 538694.0 AUSTIN 2017-02-11 03:09:00 \n", "70590 871450.0 493298.0 AUSTIN 2017-02-14 03:06:00 \n", "70591 1215766.0 153660.0 AUSTIN 2017-02-06 19:45:00 \n", "70592 88698.0 657512.0 AUSTIN 2017-01-30 23:15:00 \n", "70593 450316.0 3101444.0 AUSTIN 2017-02-01 20:45:00 \n", "70594 1494819.0 332588.0 AUSTIN 2017-02-02 04:56:00 \n", "70595 501413.0 615363.0 AUSTIN 2017-02-16 01:56:00 \n", "70596 1278289.0 549506.0 AUSTIN 2017-02-03 17:45:00 \n", "70597 29791.0 555260.0 AUSTIN 2017-02-07 23:44:00 \n", "70598 386973.0 209847.0 AUSTIN 2017-02-03 18:11:00 \n", "70599 943972.0 242289.0 AUSTIN 2017-02-17 01:07:00 \n", "70600 315946.0 615818.0 AUSTIN 2017-02-13 00:39:00 \n", "70601 228104.0 724436.0 AUSTIN 2017-01-10 23:06:00 \n", "70602 936565.0 610796.0 AUSTIN 2017-02-06 22:00:00 \n", "70603 1108480.0 204332.0 AUSTIN 2017-02-09 02:00:00 \n", "70604 1494757.0 741988.0 AUSTIN 2017-01-31 20:48:00 \n", "70605 214418.0 716300.0 AUSTIN 2017-02-10 20:42:00 \n", "70606 1494754.0 170486.0 AUSTIN 2017-01-31 21:16:00 \n", "70607 390620.0 265185.0 AUSTIN 2017-01-27 21:09:00 \n", "70608 390620.0 265185.0 AUSTIN 2017-01-27 21:09:00 \n", "70609 526992.0 590422.0 AUSTIN 2017-02-14 09:13:00 \n", "70610 1057527.0 337504.0 AUSTIN 2017-02-10 07:31:00 \n", "70611 479011.0 204342.0 AUSTIN 2017-02-11 04:41:00 \n", "70612 1194725.0 355628.0 AUSTIN 2017-02-07 21:19:00 \n", "70613 405181.0 534489.0 AUSTIN 2017-02-06 22:30:00 \n", "70614 1493994.0 388862.0 AUSTIN 2017-01-25 04:45:00 \n", "70615 392294.0 292227.0 AUSTIN 2017-01-25 01:40:00 \n", "70616 188213.0 252971.0 AUSTIN 2017-02-09 03:53:00 \n", "\n", " DESCRIPT FullStreetName \\\n", "0 NaN 11925 1/2 ALTERRA PKWY \n", "1 NaN 1305 E 4TH ST \n", "2 NaN 1400 E 4TH ST \n", "3 NaN 1400 E 4TH ST \n", "4 NaN 2414 S 1ST ST \n", "5 NaN 2613 S 1ST ST \n", "6 NaN 2613 S 1ST ST \n", "7 NaN 2617 S 1ST ST \n", "8 NaN 1502 S 3RD ST \n", "9 NaN 1602 S 3RD ST \n", "10 NaN 2400 E CESAR CHAVEZ ST \n", "11 NaN 2400 E CESAR CHAVEZ ST \n", "12 NaN 2401 1/2 E CESAR CHAVEZ ST \n", "13 NaN 2411 E CESAR CHAVEZ ST \n", "14 NaN 2412 E CESAR CHAVEZ ST \n", "15 NaN 2504 E CESAR CHAVEZ ST \n", "16 NaN 2505 E CESAR CHAVEZ ST \n", "17 NaN 2604 E CESAR CHAVEZ ST \n", "18 NaN 8203 S 1ST ST \n", "19 NaN 2501 E 2ND ST \n", "20 NaN 2504 E 2ND ST \n", "21 NaN 2507 E 2ND ST \n", "22 NaN 2613 E 2ND ST \n", "23 NaN 2700 E 2ND ST \n", "24 NaN 702 E 3RD ST \n", "25 NaN 903 E 3RD ST \n", "26 NaN 1101 E 3RD ST \n", "27 NaN 1101 E 3RD ST \n", "28 NaN 1111 E 3RD ST \n", "29 NaN 1112 E 3RD ST \n", "... ... ... \n", "70587 WATER SERVICE LEAK 7212 MEADOR AVE \n", "70588 WATER SERVICE LEAK 10308 GEORGIAN DR \n", "70589 WATER SERVICE LEAK 8012 GREENSLOPE DR \n", "70590 WATER MAIN LEAK 6104 HYLAWN DR \n", "70591 WATER METER LEAK 6421 WILLIAMS RIDGE WAY \n", "70592 WATER METER LEAK 2703 GREENLEE DR \n", "70593 WATER SERVICE LEAK 5316 ED BLUESTEIN BLVD SB \n", "70594 WATER SERVICE LEAK 5209 MEADOW CREEK DR \n", "70595 WATER SERVICE LEAK 4017 VICTORY DR UNIT 252 \n", "70596 WATER METER LEAK 4800 N LAMAR BLVD \n", "70597 WTR SVC DAMAGED BY CITY CREWS 4531 AVENUE F \n", "70598 WATER SERVICE LEAK 5101 SUMMERSET TRL \n", "70599 WATER MAIN LEAK 415 BASTROP HWY NB \n", "70600 WATER SERVICE LEAK 6120 FELIX AVE \n", "70601 WATER SERVICE LEAK 1707 E 32ND ST \n", "70602 WATER MAIN LEAK 902 GARNER AVE \n", "70603 WATER METER LEAK 806 PARK BLVD UNIT 1 \n", "70604 WATER SERVICE LEAK 1904 CANONERO DR \n", "70605 WATER SERVICE LEAK 4301 SPEEDWAY \n", "70606 WATER SERVICE LEAK 1011 W 10TH ST \n", "70607 WATER SERVICE LEAK 6207 MORNING DEW DR \n", "70608 WATER SERVICE LEAK 6207 MORNING DEW DR \n", "70609 WATER SERVICE LEAK 1649 OHLEN RD \n", "70610 WATER MAIN LEAK 1416 ELM BROOK DR \n", "70611 WATER SERVICE LEAK 5728 REPUBLIC OF TEXAS BLVD \n", "70612 WATER METER LEAK 1500 BRENTWOOD ST \n", "70613 WATER SERVICE LEAK 8500 KEARSARGE CV \n", "70614 WATER SERVICE LEAK 1223 WEST LYNN ST \n", "70615 WATER SERVICE LEAK 7220 FIREFLY DR \n", "70616 WATER SERVICE LEAK 806 W 10TH ST \n", "\n", " INITDTTM INSPFLAG LOC MAPNO \\\n", "0 NaT Y NaN 465Y \n", "1 NaT Y NaN 615B \n", "2 NaT Y NaN 585Y \n", "3 NaT Y NaN 585Y \n", "4 NaT Y NaN 614R \n", "5 NaT Y NaN 614Q \n", "6 NaT Y NaN 614Q \n", "7 NaT Y NaN 614U \n", "8 NaT Y NaN 614H \n", "9 NaT Y NaN 614M \n", "10 NaT Y NaN 615H \n", "11 NaT Y NaN 615H \n", "12 NaT Y NaN 615G \n", "13 NaT Y NaN 615H \n", "14 NaT Y NaN 615H \n", "15 NaT Y NaN 615H \n", "16 NaT Y NaN 615H \n", "17 NaT Y NaN 615H \n", "18 NaT Y NaN 673H \n", "19 NaT Y NaN 615H \n", "20 NaT Y NaN 615H \n", "21 NaT Y NaN 615H \n", "22 NaT Y NaN 615H \n", "23 NaT Y NaN 615H \n", "24 NaT Y NaN 585X \n", "25 NaT Y NaN 585X \n", "26 NaT Y NaN 615B \n", "27 NaT Y NaN 615B \n", "28 NaT Y NaN 585X \n", "29 NaT Y NaN 585X \n", "... ... ... ... ... \n", "70587 2017-02-03 15:54:00 NaN NaN NaN \n", "70588 2017-02-10 01:06:00 NaN NaN NaN \n", "70589 2017-02-10 19:20:00 NaN NaN NaN \n", "70590 2017-02-10 20:48:00 NaN NaN NaN \n", "70591 2017-02-04 02:38:00 NaN NaN NaN \n", "70592 2017-01-30 19:10:00 NaN NaN NaN \n", "70593 2017-02-01 19:18:00 NaN NaN NaN \n", "70594 2017-02-01 20:45:00 NaN NaN NaN \n", "70595 2017-02-15 03:07:00 NaN GATE CODE: 1739 NaN \n", "70596 2017-02-02 19:35:00 NaN NaN NaN \n", "70597 2017-02-07 23:44:00 NaN NaN NaN \n", "70598 2017-02-02 15:03:00 NaN NaN NaN \n", "70599 2017-02-16 18:52:00 NaN NaN NaN \n", "70600 2017-02-12 04:57:00 NaN NaN NaN \n", "70601 2017-01-10 16:40:00 NaN NaN NaN \n", "70602 2017-02-03 19:31:00 NaN KERR AVE NaN \n", "70603 2017-02-08 17:58:00 NaN NaN NaN \n", "70604 2017-01-31 18:03:00 NaN NaN NaN \n", "70605 2017-02-06 16:43:00 NaN NaN NaN \n", "70606 2017-01-31 15:50:00 NaN BETWEEN BAYLOR AND N LAMAR NaN \n", "70607 2017-01-27 15:09:00 NaN NaN NaN \n", "70608 2017-01-27 15:09:00 NaN NaN NaN \n", "70609 2017-02-09 20:45:00 NaN BANK OF AMERICA FINANCIAL CENTER NaN \n", "70610 2017-02-09 22:54:00 NaN SWEARINGEN NaN \n", "70611 2017-02-10 01:19:00 NaN NaN NaN \n", "70612 2017-02-07 18:51:00 NaN NaN NaN \n", "70613 2017-02-05 18:32:00 NaN NaN NaN \n", "70614 2017-01-24 14:38:00 NaN 13TH ST. NaN \n", "70615 2017-01-24 20:54:00 NaN NaN NaN \n", "70616 2017-02-08 17:01:00 NaN ON THE NORTH SIDE NaN \n", "\n", " ... SCHEDDTTM \\\n", "0 ... 2015-07-04 00:28:00 \n", "1 ... 2007-06-22 21:45:00 \n", "2 ... 2006-07-03 21:21:00 \n", "3 ... 2011-06-06 22:04:00 \n", "4 ... 2005-03-08 14:28:00 \n", "5 ... 2007-04-18 22:07:00 \n", "6 ... 2007-03-08 17:01:00 \n", "7 ... 2009-07-08 12:45:00 \n", "8 ... 2009-02-23 16:47:00 \n", "9 ... 2006-01-17 16:35:00 \n", "10 ... 2016-05-07 14:39:00 \n", "11 ... 2015-02-27 14:03:00 \n", "12 ... 2011-07-10 14:30:00 \n", "13 ... 2005-04-25 02:40:00 \n", "14 ... 2015-08-26 16:51:00 \n", "15 ... 2013-09-06 22:14:00 \n", "16 ... 2007-03-15 17:51:00 \n", "17 ... 2005-06-24 21:35:00 \n", "18 ... 2005-11-20 23:22:00 \n", "19 ... 2011-07-05 19:04:00 \n", "20 ... 2006-12-18 21:16:00 \n", "21 ... 2008-09-27 23:29:00 \n", "22 ... 2011-12-12 15:29:00 \n", "23 ... 2014-01-05 18:18:00 \n", "24 ... 2014-11-20 14:56:00 \n", "25 ... 2009-11-14 15:45:00 \n", "26 ... 2011-10-01 18:13:00 \n", "27 ... 2014-08-28 00:30:00 \n", "28 ... 2005-12-30 16:11:00 \n", "29 ... 2005-05-23 13:14:00 \n", "... ... ... \n", "70587 ... NaT \n", "70588 ... NaT \n", "70589 ... NaT \n", "70590 ... NaT \n", "70591 ... NaT \n", "70592 ... NaT \n", "70593 ... NaT \n", "70594 ... NaT \n", "70595 ... NaT \n", "70596 ... NaT \n", "70597 ... NaT \n", "70598 ... NaT \n", "70599 ... NaT \n", "70600 ... NaT \n", "70601 ... NaT \n", "70602 ... NaT \n", "70603 ... NaT \n", "70604 ... NaT \n", "70605 ... NaT \n", "70606 ... NaT \n", "70607 ... NaT \n", "70608 ... NaT \n", "70609 ... NaT \n", "70610 ... NaT \n", "70611 ... NaT \n", "70612 ... NaT \n", "70613 ... NaT \n", "70614 ... NaT \n", "70615 ... NaT \n", "70616 ... NaT \n", "\n", " SERVNO STARTDTTM STNAME STNO STSUB SUFFIX \\\n", "0 566188.0 2015-07-04 00:47:00 ALTERRA 11925 1/2 PKWY \n", "1 314762.0 2007-06-23 08:41:00 4TH 1305 ST \n", "2 280152.0 2006-07-04 19:24:00 4TH 1400 ST \n", "3 430378.0 2011-06-06 23:44:00 4TH 1400 ST \n", "4 235202.0 2005-03-23 21:13:00 1ST 2414 ST \n", "5 309735.0 2007-04-18 23:43:00 1ST 2613 ST \n", "6 306550.0 2007-03-08 19:33:00 1ST 2613 ST \n", "7 373961.0 2009-07-08 14:20:00 1ST 2617 ST \n", "8 364175.0 2009-02-24 03:12:00 3RD 1502 ST \n", "9 263359.0 2006-01-17 18:52:00 3RD 1602 ST \n", "10 599121.0 2016-05-07 14:49:00 CESAR CHAVEZ 2400 ST \n", "11 553829.0 2015-02-27 14:51:00 CESAR CHAVEZ 2400 ST \n", "12 432895.0 2011-07-10 14:37:00 CESAR CHAVEZ 2401 1/2 ST \n", "13 240012.0 2005-04-25 04:40:00 CESAR CHAVEZ 2411 ST \n", "14 572123.0 2015-08-26 17:25:00 CESAR CHAVEZ 2412 ST \n", "15 496919.0 2013-09-07 00:05:00 CESAR CHAVEZ 2504 ST \n", "16 307176.0 2007-03-15 19:06:00 CESAR CHAVEZ 2505 ST \n", "17 245815.0 2005-06-27 03:23:00 CESAR CHAVEZ 2604 ST \n", "18 260441.0 2005-11-21 03:00:00 1ST 8203 ST \n", "19 432530.0 2011-07-05 19:37:00 2ND 2501 ST \n", "20 299030.0 2006-12-18 23:08:00 2ND 2504 ST \n", "21 351425.0 2008-09-27 23:53:00 2ND 2507 ST \n", "22 445632.0 2011-12-12 15:47:00 2ND 2613 ST \n", "23 509048.0 2014-01-05 19:13:00 2ND 2700 ST \n", "24 542172.0 2014-11-20 15:15:00 3RD 702 ST \n", "25 385181.0 2009-11-14 15:56:00 3RD 903 ST \n", "26 440169.0 2011-10-01 18:51:00 3RD 1101 ST \n", "27 533165.0 2014-08-28 16:35:00 3RD 1101 ST \n", "28 264315.0 2005-12-30 18:30:00 3RD 1111 ST \n", "29 242771.0 2005-05-23 17:21:00 3RD 1112 ST \n", "... ... ... ... ... ... ... \n", "70587 NaN NaT MEADOR 7212 AVE \n", "70588 NaN NaT GEORGIAN 10308 DR \n", "70589 NaN NaT GREENSLOPE 8012 DR \n", "70590 NaN NaT HYLAWN 6104 DR \n", "70591 NaN NaT WILLIAMS RIDGE 6421 WAY \n", "70592 NaN NaT GREENLEE 2703 DR \n", "70593 NaN NaT ED BLUESTEIN 5316 BLVD \n", "70594 NaN NaT MEADOW CREEK 5209 DR \n", "70595 NaN NaT VICTORY 4017 252 DR \n", "70596 NaN NaT LAMAR 4800 BLVD \n", "70597 NaN NaT AVENUE F 4531 \n", "70598 NaN NaT SUMMERSET 5101 TRL \n", "70599 NaN NaT BASTROP 415 HWY \n", "70600 NaN NaT FELIX 6120 AVE \n", "70601 NaN NaT 32ND 1707 ST \n", "70602 NaN NaT GARNER 902 AVE \n", "70603 NaN NaT PARK 806 1 BLVD \n", "70604 NaN NaT CANONERO 1904 DR \n", "70605 NaN NaT SPEEDWAY 4301 \n", "70606 NaN NaT 10TH 1011 ST \n", "70607 NaN NaT MORNING DEW 6207 DR \n", "70608 NaN NaT MORNING DEW 6207 DR \n", "70609 NaN NaT OHLEN 1649 RD \n", "70610 NaN NaT ELM BROOK 1416 DR \n", "70611 NaN NaT REPUBLIC OF TEXAS 5728 BLVD \n", "70612 NaN NaT BRENTWOOD 1500 ST \n", "70613 NaN NaT KEARSARGE 8500 CV \n", "70614 NaN NaT WEST LYNN 1223 ST \n", "70615 NaN NaT FIREFLY 7220 DR \n", "70616 NaN NaT 10TH 806 ST \n", "\n", " WONO ZIP geometry \n", "0 NaN 78758- POINT (-97.71883613475558 30.40602168798523) \n", "1 NaN 78702- POINT (-97.72998272625865 30.26188173484448) \n", "2 NaN 78702- POINT (-97.72873894244808 30.26202114720336) \n", "3 NaN 78702- POINT (-97.72873894244808 30.26202114720336) \n", "4 NaN 78704- POINT (-97.76018855412671 30.24166596881509) \n", "5 NaN 78704- POINT (-97.76150797578026 30.23868649764332) \n", "6 NaN 78704- POINT (-97.76150797578026 30.23868649764332) \n", "7 NaN 78704- POINT (-97.76164694000661 30.23831524346074) \n", "8 NaN 78704- POINT (-97.75810182363229 30.2510192947657) \n", "9 NaN 78704- POINT (-97.75829228724409 30.25017327150837) \n", "10 NaN 78702- POINT (-97.71762372635818 30.25486062333257) \n", "11 NaN 78702- POINT (-97.71762372635818 30.25486062333257) \n", "12 NaN 78702- POINT (-97.71729718594632 30.25442809116065) \n", "13 NaN 78702- POINT (-97.7169787794186 30.25426487385318) \n", "14 NaN 78702- POINT (-97.71721424047422 30.25474279812237) \n", "15 NaN 78702- POINT (-97.71620069417993 30.25440869438884) \n", "16 NaN 78702- POINT (-97.7163682396871 30.25409832901511) \n", "17 NaN 78702- POINT (-97.71492876098637 30.25393689970791) \n", "18 NaN 78748- POINT (-97.7947342865837 30.18071290474441) \n", "19 NaN 78702- POINT (-97.71624702364329 30.25506397762937) \n", "20 NaN 78702- POINT (-97.7158042526021 30.25526945974075) \n", "21 NaN 78702- POINT (-97.7157979592134 30.25491728575067) \n", "22 NaN 78702- POINT (-97.71406247216238 30.25430974185582) \n", "23 NaN 78702- POINT (-97.71357469983644 30.25453904942606) \n", "24 NaN 78701- POINT (-97.73644375553381 30.26344102487212) \n", "25 NaN 78702- POINT (-97.73452665606773 30.26240545658105) \n", "26 NaN 78702- POINT (-97.73272716322229 30.2617831202706) \n", "27 NaN 78702- POINT (-97.73272716322229 30.2617831202706) \n", "28 NaN 78702- POINT (-97.73238424855897 30.2616633952571) \n", "29 NaN 78702- POINT (-97.73226790726385 30.26218909997605) \n", "... ... ... ... \n", "70587 1812528.0 78752- POINT (-97.69612767423286 30.33014639024331) \n", "70588 1814606.0 78753- POINT (-97.68759124418112 30.36886373358098) \n", "70589 1814722.0 78759- POINT (-97.75201769610545 30.36905158527984) \n", "70590 1814736.0 78723- POINT (-97.67358467634561 30.30524625454306) \n", "70591 1812677.0 78731- POINT (-97.77575678484202 30.35432876830911) \n", "70592 1810930.0 78703- POINT (-97.76649592905592 30.30036364526744) \n", "70593 1811688.0 78723- POINT (-97.6648140744901 30.29155538276262) \n", "70594 1812084.0 78745- POINT (-97.78444857807514 30.21466728210482) \n", "70595 1815701.0 78704- POINT (-97.78872926072586 30.23350949986936) \n", "70596 1812277.0 78756- POINT (-97.73323830541952 30.31745561879857) \n", "70597 1813823.0 78751- POINT (-97.72606032578145 30.30999885700736) \n", "70598 1812261.0 78749- POINT (-97.84648270740318 30.2292945202867) \n", "70599 1815766.0 78742- POINT (-97.68736689196109 30.23909036737392) \n", "70600 1814809.0 78741- POINT (-97.69805366462411 30.23612883532359) \n", "70601 1806592.0 78722- POINT (-97.71634409049777 30.28631552139746) \n", "70602 1812654.0 78704- POINT (-97.76641252202596 30.25925828998614) \n", "70603 1814007.0 78751- POINT (-97.72219135503057 30.30206507689073) \n", "70604 1811342.0 78746- POINT (-97.81307959800138 30.3183619749208) \n", "70605 1812846.0 78751- POINT (-97.72948993180425 30.30650226337686) \n", "70606 1811331.0 78703- POINT (-97.75321761374349 30.27502770389426) \n", "70607 1810599.0 78749- POINT (-97.84822614810216 30.23059073488725) \n", "70608 1811380.0 78749- POINT (-97.84822614810216 30.23059073488725) \n", "70609 1814590.0 78758- POINT (-97.71629701067313 30.36323955031358) \n", "70610 1814602.0 78758- POINT (-97.69196714063571 30.39609749377057) \n", "70611 1814607.0 78735- POINT (-97.83924391121697 30.25143929904074) \n", "70612 1813689.0 78757- POINT (-97.72967930881964 30.33820583105881) \n", "70613 1812801.0 78749- POINT (-97.82358419028652 30.19189506598336) \n", "70614 1809358.0 78703- POINT (-97.75832058342988 30.28088955049816) \n", "70615 1809798.0 78744- POINT (-97.74702063118784 30.17176266908997) \n", "70616 1813953.0 78701- POINT (-97.7498211266024 30.27442020454225) \n", "\n", "[70617 rows x 27 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# converting to geojson\n", "from collections import OrderedDict\n", "def df_to_geojson(df, properties, lat='latitude', lon='longitude'):\n", " geojson = {'type':'FeatureCollection', 'features':[], \"crs\": {\"type\": \"name\", \"properties\": {\"name\": \"EPSG:3857\"}}}\n", " for _, row in df.iterrows():\n", " feature = {'type':'Feature',\n", " 'properties':OrderedDict(),\n", " 'geometry':{'type':'Point',\n", " 'coordinates':[]}}\n", " feature['geometry']['coordinates'] = [row[lon],row[lat]]\n", " for prop in properties:\n", " feature['properties'][prop] = row[prop]\n", " geojson['features'].append(feature)\n", " return geojson\n", "\n", "\n", "\n", "cols = df.columns.drop(['X','Y','x','y'])\n", "geoj = df_to_geojson(df.copy(),properties=cols,lat='y',lon='x')\n", "gdf = gpd.GeoDataFrame.from_features(geoj['features'], crs={'init': 'epsg:3857'})\n", "gdf = gdf.to_crs(epsg=4326) # geojson only supports this by default\n", "gdf" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:04:21.695538Z", "start_time": "2017-03-17T10:04:20.599279+08:00" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 27/27 [00:00<00:00, 28.66it/s]\n" ] }, { "data": { "text/html": [ "
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25NaN363482.0AUSTINNaTNaN903 E 3RD STNaTYNaN585X...2009-11-14T15:45:00385181.02009-11-14T15:56:003RD903STNaN78702-POINT (-97.73452665606773 30.26240545658105)
26NaN363542.0AUSTINNaTNaN1101 E 3RD STNaTYNaN615B...2011-10-01T18:13:00440169.02011-10-01T18:51:003RD1101STNaN78702-POINT (-97.73272716322229 30.2617831202706)
27NaN363542.0AUSTINNaTNaN1101 E 3RD STNaTYNaN615B...2014-08-28T00:30:00533165.02014-08-28T16:35:003RD1101STNaN78702-POINT (-97.73272716322229 30.2617831202706)
28NaN363560.0AUSTINNaTNaN1111 E 3RD STNaTYNaN585X...2005-12-30T16:11:00264315.02005-12-30T18:30:003RD1111STNaN78702-POINT (-97.73238424855897 30.2616633952571)
29NaN400856.0AUSTINNaTNaN1112 E 3RD STNaTYNaN585X...2005-05-23T13:14:00242771.02005-05-23T17:21:003RD1112STNaN78702-POINT (-97.73226790726385 30.26218909997605)
..................................................................
70587356219.0530798.0AUSTIN2017-02-06T20:24:00WATER SERVICE LEAK7212 MEADOR AVE2017-02-03T15:54:00NaNNaNNaN...NaTNaNNaTMEADOR7212AVE1812528.078752-POINT (-97.69612767423286 30.33014639024331)
70588414795.0656817.0AUSTIN2017-02-10T18:28:00WATER SERVICE LEAK10308 GEORGIAN DR2017-02-10T01:06:00NaNNaNNaN...NaTNaNNaTGEORGIAN10308DR1814606.078753-POINT (-97.68759124418112 30.36886373358098)
70589306333.0538694.0AUSTIN2017-02-11T03:09:00WATER SERVICE LEAK8012 GREENSLOPE DR2017-02-10T19:20:00NaNNaNNaN...NaTNaNNaTGREENSLOPE8012DR1814722.078759-POINT (-97.75201769610545 30.36905158527984)
70590871450.0493298.0AUSTIN2017-02-14T03:06:00WATER MAIN LEAK6104 HYLAWN DR2017-02-10T20:48:00NaNNaNNaN...NaTNaNNaTHYLAWN6104DR1814736.078723-POINT (-97.67358467634561 30.30524625454306)
705911215766.0153660.0AUSTIN2017-02-06T19:45:00WATER METER LEAK6421 WILLIAMS RIDGE WAY2017-02-04T02:38:00NaNNaNNaN...NaTNaNNaTWILLIAMS RIDGE6421WAY1812677.078731-POINT (-97.77575678484202 30.35432876830911)
7059288698.0657512.0AUSTIN2017-01-30T23:15:00WATER METER LEAK2703 GREENLEE DR2017-01-30T19:10:00NaNNaNNaN...NaTNaNNaTGREENLEE2703DR1810930.078703-POINT (-97.76649592905592 30.30036364526744)
70593450316.03101444.0AUSTIN2017-02-01T20:45:00WATER SERVICE LEAK5316 ED BLUESTEIN BLVD SB2017-02-01T19:18:00NaNNaNNaN...NaTNaNNaTED BLUESTEIN5316BLVD1811688.078723-POINT (-97.6648140744901 30.29155538276262)
705941494819.0332588.0AUSTIN2017-02-02T04:56:00WATER SERVICE LEAK5209 MEADOW CREEK DR2017-02-01T20:45:00NaNNaNNaN...NaTNaNNaTMEADOW CREEK5209DR1812084.078745-POINT (-97.78444857807514 30.21466728210482)
70595501413.0615363.0AUSTIN2017-02-16T01:56:00WATER SERVICE LEAK4017 VICTORY DR UNIT 2522017-02-15T03:07:00NaNGATE CODE: 1739NaN...NaTNaNNaTVICTORY4017252DR1815701.078704-POINT (-97.78872926072586 30.23350949986936)
705961278289.0549506.0AUSTIN2017-02-03T17:45:00WATER METER LEAK4800 N LAMAR BLVD2017-02-02T19:35:00NaNNaNNaN...NaTNaNNaTLAMAR4800BLVD1812277.078756-POINT (-97.73323830541952 30.31745561879857)
7059729791.0555260.0AUSTIN2017-02-07T23:44:00WTR SVC DAMAGED BY CITY CREWS4531 AVENUE F2017-02-07T23:44:00NaNNaNNaN...NaTNaNNaTAVENUE F45311813823.078751-POINT (-97.72606032578145 30.30999885700736)
70598386973.0209847.0AUSTIN2017-02-03T18:11:00WATER SERVICE LEAK5101 SUMMERSET TRL2017-02-02T15:03:00NaNNaNNaN...NaTNaNNaTSUMMERSET5101TRL1812261.078749-POINT (-97.84648270740318 30.2292945202867)
70599943972.0242289.0AUSTIN2017-02-17T01:07:00WATER MAIN LEAK415 BASTROP HWY NB2017-02-16T18:52:00NaNNaNNaN...NaTNaNNaTBASTROP415HWY1815766.078742-POINT (-97.68736689196109 30.23909036737392)
70600315946.0615818.0AUSTIN2017-02-13T00:39:00WATER SERVICE LEAK6120 FELIX AVE2017-02-12T04:57:00NaNNaNNaN...NaTNaNNaTFELIX6120AVE1814809.078741-POINT (-97.69805366462411 30.23612883532359)
70601228104.0724436.0AUSTIN2017-01-10T23:06:00WATER SERVICE LEAK1707 E 32ND ST2017-01-10T16:40:00NaNNaNNaN...NaTNaNNaT32ND1707ST1806592.078722-POINT (-97.71634409049777 30.28631552139746)
70602936565.0610796.0AUSTIN2017-02-06T22:00:00WATER MAIN LEAK902 GARNER AVE2017-02-03T19:31:00NaNKERR AVENaN...NaTNaNNaTGARNER902AVE1812654.078704-POINT (-97.76641252202596 30.25925828998614)
706031108480.0204332.0AUSTIN2017-02-09T02:00:00WATER METER LEAK806 PARK BLVD UNIT 12017-02-08T17:58:00NaNNaNNaN...NaTNaNNaTPARK8061BLVD1814007.078751-POINT (-97.72219135503057 30.30206507689073)
706041494757.0741988.0AUSTIN2017-01-31T20:48:00WATER SERVICE LEAK1904 CANONERO DR2017-01-31T18:03:00NaNNaNNaN...NaTNaNNaTCANONERO1904DR1811342.078746-POINT (-97.81307959800138 30.3183619749208)
70605214418.0716300.0AUSTIN2017-02-10T20:42:00WATER SERVICE LEAK4301 SPEEDWAY2017-02-06T16:43:00NaNNaNNaN...NaTNaNNaTSPEEDWAY43011812846.078751-POINT (-97.72948993180425 30.30650226337686)
706061494754.0170486.0AUSTIN2017-01-31T21:16:00WATER SERVICE LEAK1011 W 10TH ST2017-01-31T15:50:00NaNBETWEEN BAYLOR AND N LAMARNaN...NaTNaNNaT10TH1011ST1811331.078703-POINT (-97.75321761374349 30.27502770389426)
70607390620.0265185.0AUSTIN2017-01-27T21:09:00WATER SERVICE LEAK6207 MORNING DEW DR2017-01-27T15:09:00NaNNaNNaN...NaTNaNNaTMORNING DEW6207DR1810599.078749-POINT (-97.84822614810216 30.23059073488725)
70608390620.0265185.0AUSTIN2017-01-27T21:09:00WATER SERVICE LEAK6207 MORNING DEW DR2017-01-27T15:09:00NaNNaNNaN...NaTNaNNaTMORNING DEW6207DR1811380.078749-POINT (-97.84822614810216 30.23059073488725)
70609526992.0590422.0AUSTIN2017-02-14T09:13:00WATER SERVICE LEAK1649 OHLEN RD2017-02-09T20:45:00NaNBANK OF AMERICA FINANCIAL CENTERNaN...NaTNaNNaTOHLEN1649RD1814590.078758-POINT (-97.71629701067313 30.36323955031358)
706101057527.0337504.0AUSTIN2017-02-10T07:31:00WATER MAIN LEAK1416 ELM BROOK DR2017-02-09T22:54:00NaNSWEARINGENNaN...NaTNaNNaTELM BROOK1416DR1814602.078758-POINT (-97.69196714063571 30.39609749377057)
70611479011.0204342.0AUSTIN2017-02-11T04:41:00WATER SERVICE LEAK5728 REPUBLIC OF TEXAS BLVD2017-02-10T01:19:00NaNNaNNaN...NaTNaNNaTREPUBLIC OF TEXAS5728BLVD1814607.078735-POINT (-97.83924391121697 30.25143929904074)
706121194725.0355628.0AUSTIN2017-02-07T21:19:00WATER METER LEAK1500 BRENTWOOD ST2017-02-07T18:51:00NaNNaNNaN...NaTNaNNaTBRENTWOOD1500ST1813689.078757-POINT (-97.72967930881964 30.33820583105881)
70613405181.0534489.0AUSTIN2017-02-06T22:30:00WATER SERVICE LEAK8500 KEARSARGE CV2017-02-05T18:32:00NaNNaNNaN...NaTNaNNaTKEARSARGE8500CV1812801.078749-POINT (-97.82358419028652 30.19189506598336)
706141493994.0388862.0AUSTIN2017-01-25T04:45:00WATER SERVICE LEAK1223 WEST LYNN ST2017-01-24T14:38:00NaN13TH ST.NaN...NaTNaNNaTWEST LYNN1223ST1809358.078703-POINT (-97.75832058342988 30.28088955049816)
70615392294.0292227.0AUSTIN2017-01-25T01:40:00WATER SERVICE LEAK7220 FIREFLY DR2017-01-24T20:54:00NaNNaNNaN...NaTNaNNaTFIREFLY7220DR1809798.078744-POINT (-97.74702063118784 30.17176266908997)
70616188213.0252971.0AUSTIN2017-02-09T03:53:00WATER SERVICE LEAK806 W 10TH ST2017-02-08T17:01:00NaNON THE NORTH SIDENaN...NaTNaNNaT10TH806ST1813953.078701-POINT (-97.7498211266024 30.27442020454225)
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70617 rows × 27 columns

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" ], "text/plain": [ " 22 ADDRKEY CITY COMPDTTM \\\n", "0 NaN 3506121.0 AUSTIN NaT \n", "1 NaN 400994.0 AUSTIN NaT \n", "2 NaN 362708.0 AUSTIN NaT \n", "3 NaN 362708.0 AUSTIN NaT \n", "4 NaN 299714.0 AUSTIN NaT \n", "5 NaN 300902.0 AUSTIN NaT \n", "6 NaN 300902.0 AUSTIN NaT \n", "7 NaN 300896.0 AUSTIN NaT \n", "8 NaN 259940.0 AUSTIN NaT \n", "9 NaN 259634.0 AUSTIN NaT \n", "10 NaN 322070.0 AUSTIN NaT \n", "11 NaN 322070.0 AUSTIN NaT \n", "12 NaN 211898.0 AUSTIN NaT \n", "13 NaN 211922.0 AUSTIN NaT \n", "14 NaN 879506.0 AUSTIN NaT \n", "15 NaN 322046.0 AUSTIN NaT \n", "16 NaN 211946.0 AUSTIN NaT \n", "17 NaN 321986.0 AUSTIN NaT \n", "18 NaN 1015862.0 AUSTIN NaT \n", "19 NaN 321710.0 AUSTIN NaT \n", "20 NaN 290474.0 AUSTIN NaT \n", "21 NaN 321734.0 AUSTIN NaT \n", "22 NaN 321806.0 AUSTIN NaT \n", "23 NaN 290366.0 AUSTIN NaT \n", "24 NaN 879296.0 AUSTIN NaT \n", "25 NaN 363482.0 AUSTIN NaT \n", "26 NaN 363542.0 AUSTIN NaT \n", "27 NaN 363542.0 AUSTIN NaT \n", "28 NaN 363560.0 AUSTIN NaT \n", "29 NaN 400856.0 AUSTIN NaT \n", "... ... ... ... ... \n", "70587 356219.0 530798.0 AUSTIN 2017-02-06T20:24:00 \n", "70588 414795.0 656817.0 AUSTIN 2017-02-10T18:28:00 \n", "70589 306333.0 538694.0 AUSTIN 2017-02-11T03:09:00 \n", "70590 871450.0 493298.0 AUSTIN 2017-02-14T03:06:00 \n", "70591 1215766.0 153660.0 AUSTIN 2017-02-06T19:45:00 \n", "70592 88698.0 657512.0 AUSTIN 2017-01-30T23:15:00 \n", "70593 450316.0 3101444.0 AUSTIN 2017-02-01T20:45:00 \n", "70594 1494819.0 332588.0 AUSTIN 2017-02-02T04:56:00 \n", "70595 501413.0 615363.0 AUSTIN 2017-02-16T01:56:00 \n", "70596 1278289.0 549506.0 AUSTIN 2017-02-03T17:45:00 \n", "70597 29791.0 555260.0 AUSTIN 2017-02-07T23:44:00 \n", "70598 386973.0 209847.0 AUSTIN 2017-02-03T18:11:00 \n", "70599 943972.0 242289.0 AUSTIN 2017-02-17T01:07:00 \n", "70600 315946.0 615818.0 AUSTIN 2017-02-13T00:39:00 \n", "70601 228104.0 724436.0 AUSTIN 2017-01-10T23:06:00 \n", "70602 936565.0 610796.0 AUSTIN 2017-02-06T22:00:00 \n", "70603 1108480.0 204332.0 AUSTIN 2017-02-09T02:00:00 \n", "70604 1494757.0 741988.0 AUSTIN 2017-01-31T20:48:00 \n", "70605 214418.0 716300.0 AUSTIN 2017-02-10T20:42:00 \n", "70606 1494754.0 170486.0 AUSTIN 2017-01-31T21:16:00 \n", "70607 390620.0 265185.0 AUSTIN 2017-01-27T21:09:00 \n", "70608 390620.0 265185.0 AUSTIN 2017-01-27T21:09:00 \n", "70609 526992.0 590422.0 AUSTIN 2017-02-14T09:13:00 \n", "70610 1057527.0 337504.0 AUSTIN 2017-02-10T07:31:00 \n", "70611 479011.0 204342.0 AUSTIN 2017-02-11T04:41:00 \n", "70612 1194725.0 355628.0 AUSTIN 2017-02-07T21:19:00 \n", "70613 405181.0 534489.0 AUSTIN 2017-02-06T22:30:00 \n", "70614 1493994.0 388862.0 AUSTIN 2017-01-25T04:45:00 \n", "70615 392294.0 292227.0 AUSTIN 2017-01-25T01:40:00 \n", "70616 188213.0 252971.0 AUSTIN 2017-02-09T03:53:00 \n", "\n", " DESCRIPT FullStreetName \\\n", "0 NaN 11925 1/2 ALTERRA PKWY \n", "1 NaN 1305 E 4TH ST \n", "2 NaN 1400 E 4TH ST \n", "3 NaN 1400 E 4TH ST \n", "4 NaN 2414 S 1ST ST \n", "5 NaN 2613 S 1ST ST \n", "6 NaN 2613 S 1ST ST \n", "7 NaN 2617 S 1ST ST \n", "8 NaN 1502 S 3RD ST \n", "9 NaN 1602 S 3RD ST \n", "10 NaN 2400 E CESAR CHAVEZ ST \n", "11 NaN 2400 E CESAR CHAVEZ ST \n", "12 NaN 2401 1/2 E CESAR CHAVEZ ST \n", "13 NaN 2411 E CESAR CHAVEZ ST \n", "14 NaN 2412 E CESAR CHAVEZ ST \n", "15 NaN 2504 E CESAR CHAVEZ ST \n", "16 NaN 2505 E CESAR CHAVEZ ST \n", "17 NaN 2604 E CESAR CHAVEZ ST \n", "18 NaN 8203 S 1ST ST \n", "19 NaN 2501 E 2ND ST \n", "20 NaN 2504 E 2ND ST \n", "21 NaN 2507 E 2ND ST \n", "22 NaN 2613 E 2ND ST \n", "23 NaN 2700 E 2ND ST \n", "24 NaN 702 E 3RD ST \n", "25 NaN 903 E 3RD ST \n", "26 NaN 1101 E 3RD ST \n", "27 NaN 1101 E 3RD ST \n", "28 NaN 1111 E 3RD ST \n", "29 NaN 1112 E 3RD ST \n", "... ... ... \n", "70587 WATER SERVICE LEAK 7212 MEADOR AVE \n", "70588 WATER SERVICE LEAK 10308 GEORGIAN DR \n", "70589 WATER SERVICE LEAK 8012 GREENSLOPE DR \n", "70590 WATER MAIN LEAK 6104 HYLAWN DR \n", "70591 WATER METER LEAK 6421 WILLIAMS RIDGE WAY \n", "70592 WATER METER LEAK 2703 GREENLEE DR \n", "70593 WATER SERVICE LEAK 5316 ED BLUESTEIN BLVD SB \n", "70594 WATER SERVICE LEAK 5209 MEADOW CREEK DR \n", "70595 WATER SERVICE LEAK 4017 VICTORY DR UNIT 252 \n", "70596 WATER METER LEAK 4800 N LAMAR BLVD \n", "70597 WTR SVC DAMAGED BY CITY CREWS 4531 AVENUE F \n", "70598 WATER SERVICE LEAK 5101 SUMMERSET TRL \n", "70599 WATER MAIN LEAK 415 BASTROP HWY NB \n", "70600 WATER SERVICE LEAK 6120 FELIX AVE \n", "70601 WATER SERVICE LEAK 1707 E 32ND ST \n", "70602 WATER MAIN LEAK 902 GARNER AVE \n", "70603 WATER METER LEAK 806 PARK BLVD UNIT 1 \n", "70604 WATER SERVICE LEAK 1904 CANONERO DR \n", "70605 WATER SERVICE LEAK 4301 SPEEDWAY \n", "70606 WATER SERVICE LEAK 1011 W 10TH ST \n", "70607 WATER SERVICE LEAK 6207 MORNING DEW DR \n", "70608 WATER SERVICE LEAK 6207 MORNING DEW DR \n", "70609 WATER SERVICE LEAK 1649 OHLEN RD \n", "70610 WATER MAIN LEAK 1416 ELM BROOK DR \n", "70611 WATER SERVICE LEAK 5728 REPUBLIC OF TEXAS BLVD \n", "70612 WATER METER LEAK 1500 BRENTWOOD ST \n", "70613 WATER SERVICE LEAK 8500 KEARSARGE CV \n", "70614 WATER SERVICE LEAK 1223 WEST LYNN ST \n", "70615 WATER SERVICE LEAK 7220 FIREFLY DR \n", "70616 WATER SERVICE LEAK 806 W 10TH ST \n", "\n", " INITDTTM INSPFLAG LOC MAPNO \\\n", "0 NaT Y NaN 465Y \n", "1 NaT Y NaN 615B \n", "2 NaT Y NaN 585Y \n", "3 NaT Y NaN 585Y \n", "4 NaT Y NaN 614R \n", "5 NaT Y NaN 614Q \n", "6 NaT Y NaN 614Q \n", "7 NaT Y NaN 614U \n", "8 NaT Y NaN 614H \n", "9 NaT Y NaN 614M \n", "10 NaT Y NaN 615H \n", "11 NaT Y NaN 615H \n", "12 NaT Y NaN 615G \n", "13 NaT Y NaN 615H \n", "14 NaT Y NaN 615H \n", "15 NaT Y NaN 615H \n", "16 NaT Y NaN 615H \n", "17 NaT Y NaN 615H \n", "18 NaT Y NaN 673H \n", "19 NaT Y NaN 615H \n", "20 NaT Y NaN 615H \n", "21 NaT Y NaN 615H \n", "22 NaT Y NaN 615H \n", "23 NaT Y NaN 615H \n", "24 NaT Y NaN 585X \n", "25 NaT Y NaN 585X \n", "26 NaT Y NaN 615B \n", "27 NaT Y NaN 615B \n", "28 NaT Y NaN 585X \n", "29 NaT Y NaN 585X \n", "... ... ... ... ... \n", "70587 2017-02-03T15:54:00 NaN NaN NaN \n", "70588 2017-02-10T01:06:00 NaN NaN NaN \n", "70589 2017-02-10T19:20:00 NaN NaN NaN \n", "70590 2017-02-10T20:48:00 NaN NaN NaN \n", "70591 2017-02-04T02:38:00 NaN NaN NaN \n", "70592 2017-01-30T19:10:00 NaN NaN NaN \n", "70593 2017-02-01T19:18:00 NaN NaN NaN \n", "70594 2017-02-01T20:45:00 NaN NaN NaN \n", "70595 2017-02-15T03:07:00 NaN GATE CODE: 1739 NaN \n", "70596 2017-02-02T19:35:00 NaN NaN NaN \n", "70597 2017-02-07T23:44:00 NaN NaN NaN \n", "70598 2017-02-02T15:03:00 NaN NaN NaN \n", "70599 2017-02-16T18:52:00 NaN NaN NaN \n", "70600 2017-02-12T04:57:00 NaN NaN NaN \n", "70601 2017-01-10T16:40:00 NaN NaN NaN \n", "70602 2017-02-03T19:31:00 NaN KERR AVE NaN \n", "70603 2017-02-08T17:58:00 NaN NaN NaN \n", "70604 2017-01-31T18:03:00 NaN NaN NaN \n", "70605 2017-02-06T16:43:00 NaN NaN NaN \n", "70606 2017-01-31T15:50:00 NaN BETWEEN BAYLOR AND N LAMAR NaN \n", "70607 2017-01-27T15:09:00 NaN NaN NaN \n", "70608 2017-01-27T15:09:00 NaN NaN NaN \n", "70609 2017-02-09T20:45:00 NaN BANK OF AMERICA FINANCIAL CENTER NaN \n", "70610 2017-02-09T22:54:00 NaN SWEARINGEN NaN \n", "70611 2017-02-10T01:19:00 NaN NaN NaN \n", "70612 2017-02-07T18:51:00 NaN NaN NaN \n", "70613 2017-02-05T18:32:00 NaN NaN NaN \n", "70614 2017-01-24T14:38:00 NaN 13TH ST. NaN \n", "70615 2017-01-24T20:54:00 NaN NaN NaN \n", "70616 2017-02-08T17:01:00 NaN ON THE NORTH SIDE NaN \n", "\n", " ... SCHEDDTTM \\\n", "0 ... 2015-07-04T00:28:00 \n", "1 ... 2007-06-22T21:45:00 \n", "2 ... 2006-07-03T21:21:00 \n", "3 ... 2011-06-06T22:04:00 \n", "4 ... 2005-03-08T14:28:00 \n", "5 ... 2007-04-18T22:07:00 \n", "6 ... 2007-03-08T17:01:00 \n", "7 ... 2009-07-08T12:45:00 \n", "8 ... 2009-02-23T16:47:00 \n", "9 ... 2006-01-17T16:35:00 \n", "10 ... 2016-05-07T14:39:00 \n", "11 ... 2015-02-27T14:03:00 \n", "12 ... 2011-07-10T14:30:00 \n", "13 ... 2005-04-25T02:40:00 \n", "14 ... 2015-08-26T16:51:00 \n", "15 ... 2013-09-06T22:14:00 \n", "16 ... 2007-03-15T17:51:00 \n", "17 ... 2005-06-24T21:35:00 \n", "18 ... 2005-11-20T23:22:00 \n", "19 ... 2011-07-05T19:04:00 \n", "20 ... 2006-12-18T21:16:00 \n", "21 ... 2008-09-27T23:29:00 \n", "22 ... 2011-12-12T15:29:00 \n", "23 ... 2014-01-05T18:18:00 \n", "24 ... 2014-11-20T14:56:00 \n", "25 ... 2009-11-14T15:45:00 \n", "26 ... 2011-10-01T18:13:00 \n", "27 ... 2014-08-28T00:30:00 \n", "28 ... 2005-12-30T16:11:00 \n", "29 ... 2005-05-23T13:14:00 \n", "... ... ... \n", "70587 ... NaT \n", "70588 ... NaT \n", "70589 ... NaT \n", "70590 ... NaT \n", "70591 ... NaT \n", "70592 ... NaT \n", "70593 ... NaT \n", "70594 ... NaT \n", "70595 ... NaT \n", "70596 ... NaT \n", "70597 ... NaT \n", "70598 ... NaT \n", "70599 ... NaT \n", "70600 ... NaT \n", "70601 ... NaT \n", "70602 ... NaT \n", "70603 ... NaT \n", "70604 ... NaT \n", "70605 ... NaT \n", "70606 ... NaT \n", "70607 ... NaT \n", "70608 ... NaT \n", "70609 ... NaT \n", "70610 ... NaT \n", "70611 ... NaT \n", "70612 ... NaT \n", "70613 ... NaT \n", "70614 ... NaT \n", "70615 ... NaT \n", "70616 ... NaT \n", "\n", " SERVNO STARTDTTM STNAME STNO STSUB SUFFIX \\\n", "0 566188.0 2015-07-04T00:47:00 ALTERRA 11925 1/2 PKWY \n", "1 314762.0 2007-06-23T08:41:00 4TH 1305 ST \n", "2 280152.0 2006-07-04T19:24:00 4TH 1400 ST \n", "3 430378.0 2011-06-06T23:44:00 4TH 1400 ST \n", "4 235202.0 2005-03-23T21:13:00 1ST 2414 ST \n", "5 309735.0 2007-04-18T23:43:00 1ST 2613 ST \n", "6 306550.0 2007-03-08T19:33:00 1ST 2613 ST \n", "7 373961.0 2009-07-08T14:20:00 1ST 2617 ST \n", "8 364175.0 2009-02-24T03:12:00 3RD 1502 ST \n", "9 263359.0 2006-01-17T18:52:00 3RD 1602 ST \n", "10 599121.0 2016-05-07T14:49:00 CESAR CHAVEZ 2400 ST \n", "11 553829.0 2015-02-27T14:51:00 CESAR CHAVEZ 2400 ST \n", "12 432895.0 2011-07-10T14:37:00 CESAR CHAVEZ 2401 1/2 ST \n", "13 240012.0 2005-04-25T04:40:00 CESAR CHAVEZ 2411 ST \n", "14 572123.0 2015-08-26T17:25:00 CESAR CHAVEZ 2412 ST \n", "15 496919.0 2013-09-07T00:05:00 CESAR CHAVEZ 2504 ST \n", "16 307176.0 2007-03-15T19:06:00 CESAR CHAVEZ 2505 ST \n", "17 245815.0 2005-06-27T03:23:00 CESAR CHAVEZ 2604 ST \n", "18 260441.0 2005-11-21T03:00:00 1ST 8203 ST \n", "19 432530.0 2011-07-05T19:37:00 2ND 2501 ST \n", "20 299030.0 2006-12-18T23:08:00 2ND 2504 ST \n", "21 351425.0 2008-09-27T23:53:00 2ND 2507 ST \n", "22 445632.0 2011-12-12T15:47:00 2ND 2613 ST \n", "23 509048.0 2014-01-05T19:13:00 2ND 2700 ST \n", "24 542172.0 2014-11-20T15:15:00 3RD 702 ST \n", "25 385181.0 2009-11-14T15:56:00 3RD 903 ST \n", "26 440169.0 2011-10-01T18:51:00 3RD 1101 ST \n", "27 533165.0 2014-08-28T16:35:00 3RD 1101 ST \n", "28 264315.0 2005-12-30T18:30:00 3RD 1111 ST \n", "29 242771.0 2005-05-23T17:21:00 3RD 1112 ST \n", "... ... ... ... ... ... ... \n", "70587 NaN NaT MEADOR 7212 AVE \n", "70588 NaN NaT GEORGIAN 10308 DR \n", "70589 NaN NaT GREENSLOPE 8012 DR \n", "70590 NaN NaT HYLAWN 6104 DR \n", "70591 NaN NaT WILLIAMS RIDGE 6421 WAY \n", "70592 NaN NaT GREENLEE 2703 DR \n", "70593 NaN NaT ED BLUESTEIN 5316 BLVD \n", "70594 NaN NaT MEADOW CREEK 5209 DR \n", "70595 NaN NaT VICTORY 4017 252 DR \n", "70596 NaN NaT LAMAR 4800 BLVD \n", "70597 NaN NaT AVENUE F 4531 \n", "70598 NaN NaT SUMMERSET 5101 TRL \n", "70599 NaN NaT BASTROP 415 HWY \n", "70600 NaN NaT FELIX 6120 AVE \n", "70601 NaN NaT 32ND 1707 ST \n", "70602 NaN NaT GARNER 902 AVE \n", "70603 NaN NaT PARK 806 1 BLVD \n", "70604 NaN NaT CANONERO 1904 DR \n", "70605 NaN NaT SPEEDWAY 4301 \n", "70606 NaN NaT 10TH 1011 ST \n", "70607 NaN NaT MORNING DEW 6207 DR \n", "70608 NaN NaT MORNING DEW 6207 DR \n", "70609 NaN NaT OHLEN 1649 RD \n", "70610 NaN NaT ELM BROOK 1416 DR \n", "70611 NaN NaT REPUBLIC OF TEXAS 5728 BLVD \n", "70612 NaN NaT BRENTWOOD 1500 ST \n", "70613 NaN NaT KEARSARGE 8500 CV \n", "70614 NaN NaT WEST LYNN 1223 ST \n", "70615 NaN NaT FIREFLY 7220 DR \n", "70616 NaN NaT 10TH 806 ST \n", "\n", " WONO ZIP geometry \n", "0 NaN 78758- POINT (-97.71883613475558 30.40602168798523) \n", "1 NaN 78702- POINT (-97.72998272625865 30.26188173484448) \n", "2 NaN 78702- POINT (-97.72873894244808 30.26202114720336) \n", "3 NaN 78702- POINT (-97.72873894244808 30.26202114720336) \n", "4 NaN 78704- POINT (-97.76018855412671 30.24166596881509) \n", "5 NaN 78704- POINT (-97.76150797578026 30.23868649764332) \n", "6 NaN 78704- POINT (-97.76150797578026 30.23868649764332) \n", "7 NaN 78704- POINT (-97.76164694000661 30.23831524346074) \n", "8 NaN 78704- POINT (-97.75810182363229 30.2510192947657) \n", "9 NaN 78704- POINT (-97.75829228724409 30.25017327150837) \n", "10 NaN 78702- POINT (-97.71762372635818 30.25486062333257) \n", "11 NaN 78702- POINT (-97.71762372635818 30.25486062333257) \n", "12 NaN 78702- POINT (-97.71729718594632 30.25442809116065) \n", "13 NaN 78702- POINT (-97.7169787794186 30.25426487385318) \n", "14 NaN 78702- POINT (-97.71721424047422 30.25474279812237) \n", "15 NaN 78702- POINT (-97.71620069417993 30.25440869438884) \n", "16 NaN 78702- POINT (-97.7163682396871 30.25409832901511) \n", "17 NaN 78702- POINT (-97.71492876098637 30.25393689970791) \n", "18 NaN 78748- POINT (-97.7947342865837 30.18071290474441) \n", "19 NaN 78702- POINT (-97.71624702364329 30.25506397762937) \n", "20 NaN 78702- POINT (-97.7158042526021 30.25526945974075) \n", "21 NaN 78702- POINT (-97.7157979592134 30.25491728575067) \n", "22 NaN 78702- POINT (-97.71406247216238 30.25430974185582) \n", "23 NaN 78702- POINT (-97.71357469983644 30.25453904942606) \n", "24 NaN 78701- POINT (-97.73644375553381 30.26344102487212) \n", "25 NaN 78702- POINT (-97.73452665606773 30.26240545658105) \n", "26 NaN 78702- POINT (-97.73272716322229 30.2617831202706) \n", "27 NaN 78702- POINT (-97.73272716322229 30.2617831202706) \n", "28 NaN 78702- POINT (-97.73238424855897 30.2616633952571) \n", "29 NaN 78702- POINT (-97.73226790726385 30.26218909997605) \n", "... ... ... ... \n", "70587 1812528.0 78752- POINT (-97.69612767423286 30.33014639024331) \n", "70588 1814606.0 78753- POINT (-97.68759124418112 30.36886373358098) \n", "70589 1814722.0 78759- POINT (-97.75201769610545 30.36905158527984) \n", "70590 1814736.0 78723- POINT (-97.67358467634561 30.30524625454306) \n", "70591 1812677.0 78731- POINT (-97.77575678484202 30.35432876830911) \n", "70592 1810930.0 78703- POINT (-97.76649592905592 30.30036364526744) \n", "70593 1811688.0 78723- POINT (-97.6648140744901 30.29155538276262) \n", "70594 1812084.0 78745- POINT (-97.78444857807514 30.21466728210482) \n", "70595 1815701.0 78704- POINT (-97.78872926072586 30.23350949986936) \n", "70596 1812277.0 78756- POINT (-97.73323830541952 30.31745561879857) \n", "70597 1813823.0 78751- POINT (-97.72606032578145 30.30999885700736) \n", "70598 1812261.0 78749- POINT (-97.84648270740318 30.2292945202867) \n", "70599 1815766.0 78742- POINT (-97.68736689196109 30.23909036737392) \n", "70600 1814809.0 78741- POINT (-97.69805366462411 30.23612883532359) \n", "70601 1806592.0 78722- POINT (-97.71634409049777 30.28631552139746) \n", "70602 1812654.0 78704- POINT (-97.76641252202596 30.25925828998614) \n", "70603 1814007.0 78751- POINT (-97.72219135503057 30.30206507689073) \n", "70604 1811342.0 78746- POINT (-97.81307959800138 30.3183619749208) \n", "70605 1812846.0 78751- POINT (-97.72948993180425 30.30650226337686) \n", "70606 1811331.0 78703- POINT (-97.75321761374349 30.27502770389426) \n", "70607 1810599.0 78749- POINT (-97.84822614810216 30.23059073488725) \n", "70608 1811380.0 78749- POINT (-97.84822614810216 30.23059073488725) \n", "70609 1814590.0 78758- POINT (-97.71629701067313 30.36323955031358) \n", "70610 1814602.0 78758- POINT (-97.69196714063571 30.39609749377057) \n", "70611 1814607.0 78735- POINT (-97.83924391121697 30.25143929904074) \n", "70612 1813689.0 78757- POINT (-97.72967930881964 30.33820583105881) \n", "70613 1812801.0 78749- POINT (-97.82358419028652 30.19189506598336) \n", "70614 1809358.0 78703- POINT (-97.75832058342988 30.28088955049816) \n", "70615 1809798.0 78744- POINT (-97.74702063118784 30.17176266908997) \n", "70616 1813953.0 78701- POINT (-97.7498211266024 30.27442020454225) \n", "\n", "[70617 rows x 27 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# the geopandas to_json can't handle dates, so lets manually convert them to isoformat\n", "def to_isoformat(t):\n", " try:\n", " return t.isoformat()\n", " except Exception as e:\n", " return None\n", "\n", "for col in tqdm(gdf.columns):\n", " if col.endswith('DTTM'):\n", " gdf[col]=gdf[col].apply(to_isoformat) #.astype(str)\n", "gdf" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:04:21.728848Z", "start_time": "2017-03-17T10:04:21.697875+08:00" }, "collapsed": true }, "outputs": [], "source": [ "# Add main columns\n", "gdf['OBJECTID']=gdf.index # want to keep this so add as a property\n", "gdf['REPO_Date']=gdf['COMPDTTM']\n", "gdf['leak_id']=gdf.OBJECTID.apply(lambda x:'ATX-%s'%x)\n", "gdf" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "ExecuteTime": { "end_time": "2017-03-16T02:35:05.626557Z", "start_time": "2017-03-16T10:34:46.809455+08:00" } }, "outputs": [ { "data": { "text/plain": [ "Path('../data/austin_leaks/derived/austin_leaks.geojson')" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# export all\n", "gdf.REPO_Date = gdf.COMPDTTM\n", "geojson = gdf.to_json()\n", "geojson_file1 = data_path.dirname().joinpath('derived','austin_leaks.geojson')\n", "open(geojson_file1,'w').write(geojson)\n", "geojson_file1" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:04:38.492523Z", "start_time": "2017-03-17T10:04:21.731598+08:00" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../data/austin_leaks/derived/austin_leaks-inspections.geojson\n" ] }, { "data": { "text/plain": [ "Path('../data/austin_leaks/derived/austin_leaks-repairs.geojson')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# split into inspections vs repairs\n", "columns_inspections = ['leak_id','REPO_Date','ADDRKEY', 'CITY', 'FullStreetName', 'INSPFLAG', 'MAPNO', 'OBJECTID',\n", " 'PREDIR', 'PRI', 'PROB', 'PROBCODE', 'PROBDESC', 'PROBDTTM', 'QTYCALLS',\n", " 'SCHEDDTTM', 'SERVNO', 'STARTDTTM', 'STNAME', 'STNO', 'STSUB', 'SUFFIX',\n", " 'ZIP', 'geometry']\n", "columns_repairs = ['leak_id','REPO_Date','22', 'ADDRKEY', 'CITY', 'COMPDTTM', 'DESCRIPT', 'FullStreetName',\n", " 'INITDTTM', 'LOC', 'OBJECTID', 'PREDIR', 'QTYCALLS', 'STNAME', 'STNO',\n", " 'STSUB', 'SUFFIX', 'WONO', 'ZIP', 'geometry']\n", "\n", "# gdf_inspections=gdf[pd.isnull(gdf.COMPDTTM)][columns_inspections]\n", "# gdf_repairs=gdf[pd.isnull(gdf.COMPDTTM)==False][columns_repairs]\n", "gdf_inspections=gdf['NaT'==gdf.COMPDTTM][columns_inspections]\n", "gdf_repairs=gdf[('NaT'==gdf.COMPDTTM)==False][columns_repairs]\n", "\n", "\n", "# export\n", "geojson = gdf_inspections.to_json()\n", "geojson_file_inspections = data_path.dirname().joinpath('derived','austin_leaks-inspections.geojson')\n", "open(geojson_file_inspections,'w').write(geojson)\n", "print(geojson_file_inspections)\n", "\n", "geojson = gdf_repairs.to_json()\n", "geojson_file_repairs = data_path.dirname().joinpath('derived','austin_leaks-repairs.geojson')\n", "open(geojson_file_repairs,'w').write(geojson)\n", "geojson_file_repairs" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2017-03-16T02:41:36.291837Z", "start_time": "2017-03-16T10:41:36.215051+08:00" } }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:04:53.691555Z", "start_time": "2017-03-17T10:04:38.494324+08:00" } }, "outputs": [ { "data": { "text/plain": [ "Path('../data/austin_leaks/derived/austin_leaks-small.geojson')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# small version of leaks\n", "columns_whitelist = [\n", "# 'INSPFLAG', # only 'Y' or NaN\n", "# 'PRI',\n", "# 'PROB',\n", "# 'PROBDTTM',\n", " 'SCHEDDTTM',\n", "# 'SERVNO',\n", "# 'MAPNO',\n", " 'STARTDTTM',\n", " 'PROBCODE',\n", " 'PROBDESC',\n", "# 'CITY',\n", "# 'PREDIR',\n", "# 'STNAME',\n", "# 'STNO',\n", "# 'STSUB',\n", "# 'SUFFIX',\n", "# 'ZIP',\n", "# 'ADDRKEY',\n", " 'FullStreetName',\n", "# 'X',\n", "# 'Y',\n", "# '22',\n", "# 'QTYCALLS',\n", "# 'INITDTTM',\n", "# 'WONO',\n", " 'LOC',\n", " 'DESCRIPT',\n", " 'COMPDTTM',\n", " 'geometry'\n", "]\n", "geojson = gdf[columns_whitelist].to_json()\n", "geojson_file = data_path.dirname().joinpath('derived','austin_leaks-small.geojson')\n", "open(geojson_file,'w').write(geojson)\n", "geojson_file" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:04:58.674275Z", "start_time": "2017-03-17T10:04:53.692982+08:00" } }, "outputs": [ { "data": { "text/plain": [ "Path('../data/austin_leaks/derived/austin_leaks-repairs-small.geojson')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# small version of repairs\n", "columns_whitelist = [\n", "# 'INSPFLAG', # only 'Y' or NaN\n", "# 'PRI',\n", "# 'PROB',\n", "# 'PROBDTTM',\n", "# 'SCHEDDTTM',\n", "# 'SERVNO',\n", "# 'MAPNO',\n", "# 'STARTDTTM',\n", "# 'PROBCODE',\n", "# 'PROBDESC',\n", "# 'CITY',\n", "# 'PREDIR',\n", "# 'STNAME',\n", "# 'STNO',\n", "# 'STSUB',\n", "# 'SUFFIX',\n", "# 'ZIP',\n", "# 'ADDRKEY',\n", " 'FullStreetName',\n", "# 'X',\n", "# 'Y',\n", "# '22',\n", "# 'QTYCALLS',\n", "# 'INITDTTM',\n", "# 'WONO',\n", " 'LOC',\n", " 'DESCRIPT',\n", " 'COMPDTTM',\n", " 'geometry'\n", "]\n", "geojson = gdf_repairs[columns_whitelist].to_json()\n", "geojson_file = data_path.dirname().joinpath('derived','austin_leaks-repairs-small.geojson')\n", "open(geojson_file,'w').write(geojson)\n", "geojson_file" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2017-03-04T16:09:41.503453", "start_time": "2017-03-04T16:09:41.479719" } }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-03-17T02:05:01.338262Z", "start_time": "2017-03-17T10:04:58.675656+08:00" }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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18871510.0179462.0AUSTIN2008-12-15T20:01:00WATER MAIN LEAK5304 MIDDALE LN2008-12-11T00:33:00None47504...2008-12-15T20:01:00MIDDALE5304LN445092.078723-POINT (-97.68836457533361 30.30438042438331)47504ATX-47504
19181110.0186050.0AUSTIN2008-12-11T12:27:00WATER SERVICE LEAK2612 BARTON HILLS DR2008-12-11T02:17:00None47505...2008-12-11T12:27:00BARTON HILLS2612DR445094.078704-POINT (-97.79419587998068 30.25309566083325)47505ATX-47505
20249713.0721136.0AUSTIN2008-12-13T04:54:00WATER SERVICE LEAK2100 MALDON PL2008-12-12T17:54:00None47506...2008-12-13T04:54:00MALDON2100PL445311.078722-POINT (-97.71585179399861 30.28287851870463)47506ATX-47506
211161013.0783147.0AUSTIN2008-12-19T21:03:00WATER SERVICE LEAK8800 SPARKLING CREEK DR2008-12-12T17:35:00& PINERIDGE DR.47507...2008-12-19T21:03:00SPARKLING CREEK8800DR445312.078729-POINT (-97.77735835885383 30.44914289108704)47507ATX-47507
22299119.0804590.0AUSTIN2008-12-11T23:00:00WATER SERVICE LEAK2603 STECK AVE2008-12-11T22:05:00None47508...2008-12-11T23:00:00STECK2603AVE445248.078757-POINT (-97.73211207109489 30.36299194868041)47508ATX-47508
23948437.0431384.0AUSTIN2008-12-22T19:16:00WATER METER LEAK2610 MC CALLUM DR BLDG A2008-12-16T15:39:00None47509...2008-12-22T19:16:00MC CALLUM2610ADR445592.078703-POINT (-97.75207189419315 30.29547815644571)47509ATX-47509
24353096.0823412.0AUSTIN2008-12-16T21:40:00WTR SVC DAMAGED BY CITY CREWS5905 GLEN MEADOW DR2008-12-16T17:38:00None47510...2008-12-16T21:40:00GLEN MEADOW5905DR445594.078745-POINT (-97.77834994035153 30.20288444435117)47510ATX-47510
251131212.0769148.0AUSTIN2008-12-24T17:54:00WATER MAIN LEAK3112 DANCY ST2008-12-24T05:49:00E. 32ND ST.47511...2008-12-24T17:54:00DANCY3112ST446675.078722-POINT (-97.72093549877751 30.2885654778701)47511ATX-47511
26188003.0756668.0AUSTIN2008-12-24T11:01:00WATER MAIN LEAK5008 WEST PARK DR2008-12-24T05:45:00None47512...2008-12-24T11:01:00WEST PARK5008DR446676.078731-POINT (-97.75333237392334 30.32847464805146)47512ATX-47512
27938711.0228981.0AUSTIN2009-01-06T21:17:00WATER MAIN LEAK3005 CATALINA DR2008-12-23T00:33:00None47513...2009-01-06T21:17:00CATALINA3005DR446706.078741-POINT (-97.73638362112345 30.22231564570604)47513ATX-47513
28864689.0633500.0AUSTIN2008-12-30T21:11:00WATER MAIN LEAK5615 SHOAL CREEK BLVD2008-12-23T03:29:00SHADY OAK CT47514...2008-12-30T21:11:00SHOAL CREEK5615BLVD446647.078756-POINT (-97.74840584359411 30.33333979644249)47514ATX-47514
29938875.0239062.0AUSTIN2007-02-09T09:41:00WATER MAIN LEAK600 W ST ELMO RD2007-02-05T05:11:00BETWEEN S 1ST ST & S 2ND ST47515W...2007-02-09T09:41:00ST ELMO600RD350826.078745-POINT (-97.77356215237674 30.22163467591938)47515ATX-47515
..................................................................
23101356219.0530798.0AUSTIN2017-02-06T20:24:00WATER SERVICE LEAK7212 MEADOR AVE2017-02-03T15:54:00None70587...2017-02-06T20:24:00MEADOR7212AVE1812528.078752-POINT (-97.69612767423286 30.33014639024331)70587ATX-70587
23102414795.0656817.0AUSTIN2017-02-10T18:28:00WATER SERVICE LEAK10308 GEORGIAN DR2017-02-10T01:06:00None70588...2017-02-10T18:28:00GEORGIAN10308DR1814606.078753-POINT (-97.68759124418112 30.36886373358098)70588ATX-70588
23103306333.0538694.0AUSTIN2017-02-11T03:09:00WATER SERVICE LEAK8012 GREENSLOPE DR2017-02-10T19:20:00None70589...2017-02-11T03:09:00GREENSLOPE8012DR1814722.078759-POINT (-97.75201769610545 30.36905158527984)70589ATX-70589
23104871450.0493298.0AUSTIN2017-02-14T03:06:00WATER MAIN LEAK6104 HYLAWN DR2017-02-10T20:48:00None70590...2017-02-14T03:06:00HYLAWN6104DR1814736.078723-POINT (-97.67358467634561 30.30524625454306)70590ATX-70590
231051215766.0153660.0AUSTIN2017-02-06T19:45:00WATER METER LEAK6421 WILLIAMS RIDGE WAY2017-02-04T02:38:00None70591...2017-02-06T19:45:00WILLIAMS RIDGE6421WAY1812677.078731-POINT (-97.77575678484202 30.35432876830911)70591ATX-70591
2310688698.0657512.0AUSTIN2017-01-30T23:15:00WATER METER LEAK2703 GREENLEE DR2017-01-30T19:10:00None70592...2017-01-30T23:15:00GREENLEE2703DR1810930.078703-POINT (-97.76649592905592 30.30036364526744)70592ATX-70592
23107450316.03101444.0AUSTIN2017-02-01T20:45:00WATER SERVICE LEAK5316 ED BLUESTEIN BLVD SB2017-02-01T19:18:00None70593...2017-02-01T20:45:00ED BLUESTEIN5316BLVD1811688.078723-POINT (-97.6648140744901 30.29155538276262)70593ATX-70593
231081494819.0332588.0AUSTIN2017-02-02T04:56:00WATER SERVICE LEAK5209 MEADOW CREEK DR2017-02-01T20:45:00None70594...2017-02-02T04:56:00MEADOW CREEK5209DR1812084.078745-POINT (-97.78444857807514 30.21466728210482)70594ATX-70594
23109501413.0615363.0AUSTIN2017-02-16T01:56:00WATER SERVICE LEAK4017 VICTORY DR UNIT 2522017-02-15T03:07:00GATE CODE: 173970595...2017-02-16T01:56:00VICTORY4017252DR1815701.078704-POINT (-97.78872926072586 30.23350949986936)70595ATX-70595
231101278289.0549506.0AUSTIN2017-02-03T17:45:00WATER METER LEAK4800 N LAMAR BLVD2017-02-02T19:35:00None70596N...2017-02-03T17:45:00LAMAR4800BLVD1812277.078756-POINT (-97.73323830541952 30.31745561879857)70596ATX-70596
2311129791.0555260.0AUSTIN2017-02-07T23:44:00WTR SVC DAMAGED BY CITY CREWS4531 AVENUE F2017-02-07T23:44:00None70597...2017-02-07T23:44:00AVENUE F45311813823.078751-POINT (-97.72606032578145 30.30999885700736)70597ATX-70597
23112386973.0209847.0AUSTIN2017-02-03T18:11:00WATER SERVICE LEAK5101 SUMMERSET TRL2017-02-02T15:03:00None70598...2017-02-03T18:11:00SUMMERSET5101TRL1812261.078749-POINT (-97.84648270740318 30.2292945202867)70598ATX-70598
23113943972.0242289.0AUSTIN2017-02-17T01:07:00WATER MAIN LEAK415 BASTROP HWY NB2017-02-16T18:52:00None70599...2017-02-17T01:07:00BASTROP415HWY1815766.078742-POINT (-97.68736689196109 30.23909036737392)70599ATX-70599
23114315946.0615818.0AUSTIN2017-02-13T00:39:00WATER SERVICE LEAK6120 FELIX AVE2017-02-12T04:57:00None70600...2017-02-13T00:39:00FELIX6120AVE1814809.078741-POINT (-97.69805366462411 30.23612883532359)70600ATX-70600
23115228104.0724436.0AUSTIN2017-01-10T23:06:00WATER SERVICE LEAK1707 E 32ND ST2017-01-10T16:40:00None70601E...2017-01-10T23:06:0032ND1707ST1806592.078722-POINT (-97.71634409049777 30.28631552139746)70601ATX-70601
23116936565.0610796.0AUSTIN2017-02-06T22:00:00WATER MAIN LEAK902 GARNER AVE2017-02-03T19:31:00KERR AVE70602...2017-02-06T22:00:00GARNER902AVE1812654.078704-POINT (-97.76641252202596 30.25925828998614)70602ATX-70602
231171108480.0204332.0AUSTIN2017-02-09T02:00:00WATER METER LEAK806 PARK BLVD UNIT 12017-02-08T17:58:00None70603...2017-02-09T02:00:00PARK8061BLVD1814007.078751-POINT (-97.72219135503057 30.30206507689073)70603ATX-70603
231181494757.0741988.0AUSTIN2017-01-31T20:48:00WATER SERVICE LEAK1904 CANONERO DR2017-01-31T18:03:00None70604...2017-01-31T20:48:00CANONERO1904DR1811342.078746-POINT (-97.81307959800138 30.3183619749208)70604ATX-70604
23119214418.0716300.0AUSTIN2017-02-10T20:42:00WATER SERVICE LEAK4301 SPEEDWAY2017-02-06T16:43:00None70605...2017-02-10T20:42:00SPEEDWAY43011812846.078751-POINT (-97.72948993180425 30.30650226337686)70605ATX-70605
231201494754.0170486.0AUSTIN2017-01-31T21:16:00WATER SERVICE LEAK1011 W 10TH ST2017-01-31T15:50:00BETWEEN BAYLOR AND N LAMAR70606W...2017-01-31T21:16:0010TH1011ST1811331.078703-POINT (-97.75321761374349 30.27502770389426)70606ATX-70606
23121390620.0265185.0AUSTIN2017-01-27T21:09:00WATER SERVICE LEAK6207 MORNING DEW DR2017-01-27T15:09:00None70607...2017-01-27T21:09:00MORNING DEW6207DR1810599.078749-POINT (-97.84822614810216 30.23059073488725)70607ATX-70607
23122390620.0265185.0AUSTIN2017-01-27T21:09:00WATER SERVICE LEAK6207 MORNING DEW DR2017-01-27T15:09:00None70608...2017-01-27T21:09:00MORNING DEW6207DR1811380.078749-POINT (-97.84822614810216 30.23059073488725)70608ATX-70608
23123526992.0590422.0AUSTIN2017-02-14T09:13:00WATER SERVICE LEAK1649 OHLEN RD2017-02-09T20:45:00BANK OF AMERICA FINANCIAL CENTER70609...2017-02-14T09:13:00OHLEN1649RD1814590.078758-POINT (-97.71629701067313 30.36323955031358)70609ATX-70609
231241057527.0337504.0AUSTIN2017-02-10T07:31:00WATER MAIN LEAK1416 ELM BROOK DR2017-02-09T22:54:00SWEARINGEN70610...2017-02-10T07:31:00ELM BROOK1416DR1814602.078758-POINT (-97.69196714063571 30.39609749377057)70610ATX-70610
23125479011.0204342.0AUSTIN2017-02-11T04:41:00WATER SERVICE LEAK5728 REPUBLIC OF TEXAS BLVD2017-02-10T01:19:00None70611...2017-02-11T04:41:00REPUBLIC OF TEXAS5728BLVD1814607.078735-POINT (-97.83924391121697 30.25143929904074)70611ATX-70611
231261194725.0355628.0AUSTIN2017-02-07T21:19:00WATER METER LEAK1500 BRENTWOOD ST2017-02-07T18:51:00None70612...2017-02-07T21:19:00BRENTWOOD1500ST1813689.078757-POINT (-97.72967930881964 30.33820583105881)70612ATX-70612
23127405181.0534489.0AUSTIN2017-02-06T22:30:00WATER SERVICE LEAK8500 KEARSARGE CV2017-02-05T18:32:00None70613...2017-02-06T22:30:00KEARSARGE8500CV1812801.078749-POINT (-97.82358419028652 30.19189506598336)70613ATX-70613
231281493994.0388862.0AUSTIN2017-01-25T04:45:00WATER SERVICE LEAK1223 WEST LYNN ST2017-01-24T14:38:0013TH ST.70614...2017-01-25T04:45:00WEST LYNN1223ST1809358.078703-POINT (-97.75832058342988 30.28088955049816)70614ATX-70614
23129392294.0292227.0AUSTIN2017-01-25T01:40:00WATER SERVICE LEAK7220 FIREFLY DR2017-01-24T20:54:00None70615...2017-01-25T01:40:00FIREFLY7220DR1809798.078744-POINT (-97.74702063118784 30.17176266908997)70615ATX-70615
23130188213.0252971.0AUSTIN2017-02-09T03:53:00WATER SERVICE LEAK806 W 10TH ST2017-02-08T17:01:00ON THE NORTH SIDE70616W...2017-02-09T03:53:0010TH806ST1813953.078701-POINT (-97.7498211266024 30.27442020454225)70616ATX-70616
\n", "

23131 rows × 21 columns

\n", "
" ], "text/plain": [ " 22 ADDRKEY CITY COMPDTTM \\\n", "0 195724.0 918296.0 AUSTIN 2009-08-24T19:56:00 \n", "1 353552.0 918014.0 AUSTIN 2009-08-24T20:00:00 \n", "2 959696.0 951692.0 AUSTIN 2009-08-22T06:05:00 \n", "3 669430.0 201806.0 AUSTIN 2008-12-11T15:47:00 \n", "4 979049.0 799934.0 AUSTIN 2008-12-12T03:09:00 \n", "5 946496.0 656144.0 AUSTIN 2008-12-16T16:24:00 \n", "6 902320.0 372398.0 AUSTIN 2008-12-04T05:52:00 \n", "7 872558.0 221001.0 AUSTIN 2008-12-18T11:41:00 \n", "8 363824.0 919562.0 AUSTIN 2010-03-08T00:30:00 \n", "9 899641.0 107600.0 AUSTIN 2008-12-08T03:05:00 \n", "10 936586.0 1153503.0 AUSTIN 2008-12-10T01:50:00 \n", "11 489201.0 372434.0 AUSTIN 2009-08-24T21:52:00 \n", "12 1160881.0 825272.0 AUSTIN 2008-12-09T02:39:00 \n", "13 1160867.0 798422.0 AUSTIN 2008-12-07T18:49:00 \n", "14 1052524.0 729452.0 AUSTIN 2008-12-15T19:39:00 \n", "15 898455.0 366044.0 AUSTIN 2009-08-23T01:25:00 \n", "16 873286.0 520754.0 AUSTIN 2008-12-07T06:27:00 \n", "17 874046.0 235514.0 AUSTIN 2009-08-25T01:15:00 \n", "18 871510.0 179462.0 AUSTIN 2008-12-15T20:01:00 \n", "19 181110.0 186050.0 AUSTIN 2008-12-11T12:27:00 \n", "20 249713.0 721136.0 AUSTIN 2008-12-13T04:54:00 \n", "21 1161013.0 783147.0 AUSTIN 2008-12-19T21:03:00 \n", "22 299119.0 804590.0 AUSTIN 2008-12-11T23:00:00 \n", "23 948437.0 431384.0 AUSTIN 2008-12-22T19:16:00 \n", "24 353096.0 823412.0 AUSTIN 2008-12-16T21:40:00 \n", "25 1131212.0 769148.0 AUSTIN 2008-12-24T17:54:00 \n", "26 188003.0 756668.0 AUSTIN 2008-12-24T11:01:00 \n", "27 938711.0 228981.0 AUSTIN 2009-01-06T21:17:00 \n", "28 864689.0 633500.0 AUSTIN 2008-12-30T21:11:00 \n", "29 938875.0 239062.0 AUSTIN 2007-02-09T09:41:00 \n", "... ... ... ... ... \n", "23101 356219.0 530798.0 AUSTIN 2017-02-06T20:24:00 \n", "23102 414795.0 656817.0 AUSTIN 2017-02-10T18:28:00 \n", "23103 306333.0 538694.0 AUSTIN 2017-02-11T03:09:00 \n", "23104 871450.0 493298.0 AUSTIN 2017-02-14T03:06:00 \n", "23105 1215766.0 153660.0 AUSTIN 2017-02-06T19:45:00 \n", "23106 88698.0 657512.0 AUSTIN 2017-01-30T23:15:00 \n", "23107 450316.0 3101444.0 AUSTIN 2017-02-01T20:45:00 \n", "23108 1494819.0 332588.0 AUSTIN 2017-02-02T04:56:00 \n", "23109 501413.0 615363.0 AUSTIN 2017-02-16T01:56:00 \n", "23110 1278289.0 549506.0 AUSTIN 2017-02-03T17:45:00 \n", "23111 29791.0 555260.0 AUSTIN 2017-02-07T23:44:00 \n", "23112 386973.0 209847.0 AUSTIN 2017-02-03T18:11:00 \n", "23113 943972.0 242289.0 AUSTIN 2017-02-17T01:07:00 \n", "23114 315946.0 615818.0 AUSTIN 2017-02-13T00:39:00 \n", "23115 228104.0 724436.0 AUSTIN 2017-01-10T23:06:00 \n", "23116 936565.0 610796.0 AUSTIN 2017-02-06T22:00:00 \n", "23117 1108480.0 204332.0 AUSTIN 2017-02-09T02:00:00 \n", "23118 1494757.0 741988.0 AUSTIN 2017-01-31T20:48:00 \n", "23119 214418.0 716300.0 AUSTIN 2017-02-10T20:42:00 \n", "23120 1494754.0 170486.0 AUSTIN 2017-01-31T21:16:00 \n", "23121 390620.0 265185.0 AUSTIN 2017-01-27T21:09:00 \n", "23122 390620.0 265185.0 AUSTIN 2017-01-27T21:09:00 \n", "23123 526992.0 590422.0 AUSTIN 2017-02-14T09:13:00 \n", "23124 1057527.0 337504.0 AUSTIN 2017-02-10T07:31:00 \n", "23125 479011.0 204342.0 AUSTIN 2017-02-11T04:41:00 \n", "23126 1194725.0 355628.0 AUSTIN 2017-02-07T21:19:00 \n", "23127 405181.0 534489.0 AUSTIN 2017-02-06T22:30:00 \n", "23128 1493994.0 388862.0 AUSTIN 2017-01-25T04:45:00 \n", "23129 392294.0 292227.0 AUSTIN 2017-01-25T01:40:00 \n", "23130 188213.0 252971.0 AUSTIN 2017-02-09T03:53:00 \n", "\n", " DESCRIPT FullStreetName \\\n", "0 WATER SERVICE LEAK 4703 MESA OAKS CIR \n", "1 WATER SERVICE LEAK 4842 CANYONBEND CIR \n", "2 WATER METER LEAK 9200 SAN JUAN PASS \n", "3 WATER METER LEAK 1503 WEST AVE \n", "4 WATER MAIN LEAK 4506 OAKMONT BLVD \n", "5 WATER METER LEAK 505 FORT DRUM DR \n", "6 WATER MAIN LEAK 2523 WINSTED LN \n", "7 WATER MAIN LEAK 4101 GUADALUPE ST \n", "8 WATER SERVICE LEAK 4408 KNOB OAK LN \n", "9 WATER MAIN LEAK 2613 FRANCISCO ST \n", "10 WATER MAIN LEAK 1508 NORRIS DR \n", "11 WATER SERVICE LEAK 2204 TOWER DR \n", "12 WATER SERVICE LEAK 1100 FLANAGAN CV \n", "13 WATER SERVICE LEAK 5212 GROVER AVE \n", "14 WATER MAIN LEAK 2015 CHESHIRE DR \n", "15 WATER MAIN LEAK 4306 SCOTTSDALE RD \n", "16 WATER MAIN LEAK 3104 BRYKER DR \n", "17 WATER MAIN LEAK 6109 PARLIAMENT DR \n", "18 WATER MAIN LEAK 5304 MIDDALE LN \n", "19 WATER SERVICE LEAK 2612 BARTON HILLS DR \n", "20 WATER SERVICE LEAK 2100 MALDON PL \n", "21 WATER SERVICE LEAK 8800 SPARKLING CREEK DR \n", "22 WATER SERVICE LEAK 2603 STECK AVE \n", "23 WATER METER LEAK 2610 MC CALLUM DR BLDG A \n", "24 WTR SVC DAMAGED BY CITY CREWS 5905 GLEN MEADOW DR \n", "25 WATER MAIN LEAK 3112 DANCY ST \n", "26 WATER MAIN LEAK 5008 WEST PARK DR \n", "27 WATER MAIN LEAK 3005 CATALINA DR \n", "28 WATER MAIN LEAK 5615 SHOAL CREEK BLVD \n", "29 WATER MAIN LEAK 600 W ST ELMO RD \n", "... ... ... \n", "23101 WATER SERVICE LEAK 7212 MEADOR AVE \n", "23102 WATER SERVICE LEAK 10308 GEORGIAN DR \n", "23103 WATER SERVICE LEAK 8012 GREENSLOPE DR \n", "23104 WATER MAIN LEAK 6104 HYLAWN DR \n", "23105 WATER METER LEAK 6421 WILLIAMS RIDGE WAY \n", "23106 WATER METER LEAK 2703 GREENLEE DR \n", "23107 WATER SERVICE LEAK 5316 ED BLUESTEIN BLVD SB \n", "23108 WATER SERVICE LEAK 5209 MEADOW CREEK DR \n", "23109 WATER SERVICE LEAK 4017 VICTORY DR UNIT 252 \n", "23110 WATER METER LEAK 4800 N LAMAR BLVD \n", "23111 WTR SVC DAMAGED BY CITY CREWS 4531 AVENUE F \n", "23112 WATER SERVICE LEAK 5101 SUMMERSET TRL \n", "23113 WATER MAIN LEAK 415 BASTROP HWY NB \n", "23114 WATER SERVICE LEAK 6120 FELIX AVE \n", "23115 WATER SERVICE LEAK 1707 E 32ND ST \n", "23116 WATER MAIN LEAK 902 GARNER AVE \n", "23117 WATER METER LEAK 806 PARK BLVD UNIT 1 \n", "23118 WATER SERVICE LEAK 1904 CANONERO DR \n", "23119 WATER SERVICE LEAK 4301 SPEEDWAY \n", "23120 WATER SERVICE LEAK 1011 W 10TH ST \n", "23121 WATER SERVICE LEAK 6207 MORNING DEW DR \n", "23122 WATER SERVICE LEAK 6207 MORNING DEW DR \n", "23123 WATER SERVICE LEAK 1649 OHLEN RD \n", "23124 WATER MAIN LEAK 1416 ELM BROOK DR \n", "23125 WATER SERVICE LEAK 5728 REPUBLIC OF TEXAS BLVD \n", "23126 WATER METER LEAK 1500 BRENTWOOD ST \n", "23127 WATER SERVICE LEAK 8500 KEARSARGE CV \n", "23128 WATER SERVICE LEAK 1223 WEST LYNN ST \n", "23129 WATER SERVICE LEAK 7220 FIREFLY DR \n", "23130 WATER SERVICE LEAK 806 W 10TH ST \n", "\n", " INITDTTM LOC OBJECTID PREDIR \\\n", "0 2009-08-23T00:20:00 TRAVIS COUNTRY CIR 47486 \n", "1 2009-08-23T00:50:00 None 47487 \n", "2 2009-08-22T03:32:00 None 47488 \n", "3 2008-12-08T16:54:00 None 47489 \n", "4 2008-12-05T21:58:00 None 47490 \n", "5 2008-12-12T16:54:00 None 47491 \n", "6 2008-12-03T23:54:00 None 47492 \n", "7 2008-12-03T23:15:00 BETWEEN AVENUE A & W 41ST ST 47493 \n", "8 2010-03-07T16:11:00 None 47494 \n", "9 2008-12-07T15:12:00 WEBBERVILLE RD 47495 \n", "10 2008-12-08T15:34:00 None 47496 \n", "11 2009-08-22T16:04:00 None 47497 \n", "12 2008-12-08T17:27:00 None 47498 \n", "13 2008-12-07T18:49:00 None 47499 \n", "14 2008-12-07T21:23:00 WELLINGTON DR 47500 \n", "15 2009-08-22T18:54:00 HILLS SPRINGS CIR 47501 \n", "16 2008-12-06T19:22:00 W 32ND ST 47502 \n", "17 2009-08-23T18:15:00 REGENCY DR 47503 \n", "18 2008-12-11T00:33:00 None 47504 \n", "19 2008-12-11T02:17:00 None 47505 \n", "20 2008-12-12T17:54:00 None 47506 \n", "21 2008-12-12T17:35:00 & PINERIDGE DR. 47507 \n", "22 2008-12-11T22:05:00 None 47508 \n", "23 2008-12-16T15:39:00 None 47509 \n", "24 2008-12-16T17:38:00 None 47510 \n", "25 2008-12-24T05:49:00 E. 32ND ST. 47511 \n", "26 2008-12-24T05:45:00 None 47512 \n", "27 2008-12-23T00:33:00 None 47513 \n", "28 2008-12-23T03:29:00 SHADY OAK CT 47514 \n", "29 2007-02-05T05:11:00 BETWEEN S 1ST ST & S 2ND ST 47515 W \n", "... ... ... ... ... \n", "23101 2017-02-03T15:54:00 None 70587 \n", "23102 2017-02-10T01:06:00 None 70588 \n", "23103 2017-02-10T19:20:00 None 70589 \n", "23104 2017-02-10T20:48:00 None 70590 \n", "23105 2017-02-04T02:38:00 None 70591 \n", "23106 2017-01-30T19:10:00 None 70592 \n", "23107 2017-02-01T19:18:00 None 70593 \n", "23108 2017-02-01T20:45:00 None 70594 \n", "23109 2017-02-15T03:07:00 GATE CODE: 1739 70595 \n", "23110 2017-02-02T19:35:00 None 70596 N \n", "23111 2017-02-07T23:44:00 None 70597 \n", "23112 2017-02-02T15:03:00 None 70598 \n", "23113 2017-02-16T18:52:00 None 70599 \n", "23114 2017-02-12T04:57:00 None 70600 \n", "23115 2017-01-10T16:40:00 None 70601 E \n", "23116 2017-02-03T19:31:00 KERR AVE 70602 \n", "23117 2017-02-08T17:58:00 None 70603 \n", "23118 2017-01-31T18:03:00 None 70604 \n", "23119 2017-02-06T16:43:00 None 70605 \n", "23120 2017-01-31T15:50:00 BETWEEN BAYLOR AND N LAMAR 70606 W \n", "23121 2017-01-27T15:09:00 None 70607 \n", "23122 2017-01-27T15:09:00 None 70608 \n", "23123 2017-02-09T20:45:00 BANK OF AMERICA FINANCIAL CENTER 70609 \n", "23124 2017-02-09T22:54:00 SWEARINGEN 70610 \n", "23125 2017-02-10T01:19:00 None 70611 \n", "23126 2017-02-07T18:51:00 None 70612 \n", "23127 2017-02-05T18:32:00 None 70613 \n", "23128 2017-01-24T14:38:00 13TH ST. 70614 \n", "23129 2017-01-24T20:54:00 None 70615 \n", "23130 2017-02-08T17:01:00 ON THE NORTH SIDE 70616 W \n", "\n", " ... REPO_Date STNAME STNO STSUB SUFFIX \\\n", "0 ... 2009-08-24T19:56:00 MESA OAKS 4703 CIR \n", "1 ... 2009-08-24T20:00:00 CANYONBEND 4842 CIR \n", "2 ... 2009-08-22T06:05:00 SAN JUAN 9200 PASS \n", "3 ... 2008-12-11T15:47:00 WEST 1503 AVE \n", "4 ... 2008-12-12T03:09:00 OAKMONT 4506 BLVD \n", "5 ... 2008-12-16T16:24:00 FORT DRUM 505 DR \n", "6 ... 2008-12-04T05:52:00 WINSTED 2523 LN \n", "7 ... 2008-12-18T11:41:00 GUADALUPE 4101 ST \n", "8 ... 2010-03-08T00:30:00 KNOB OAK 4408 LN \n", "9 ... 2008-12-08T03:05:00 FRANCISCO 2613 ST \n", "10 ... 2008-12-10T01:50:00 NORRIS 1508 DR \n", "11 ... 2009-08-24T21:52:00 TOWER 2204 DR \n", "12 ... 2008-12-09T02:39:00 FLANAGAN 1100 CV \n", "13 ... 2008-12-07T18:49:00 GROVER 5212 AVE \n", "14 ... 2008-12-15T19:39:00 CHESHIRE 2015 DR \n", "15 ... 2009-08-23T01:25:00 SCOTTSDALE 4306 RD \n", "16 ... 2008-12-07T06:27:00 BRYKER 3104 DR \n", "17 ... 2009-08-25T01:15:00 PARLIAMENT 6109 DR \n", "18 ... 2008-12-15T20:01:00 MIDDALE 5304 LN \n", "19 ... 2008-12-11T12:27:00 BARTON HILLS 2612 DR \n", "20 ... 2008-12-13T04:54:00 MALDON 2100 PL \n", "21 ... 2008-12-19T21:03:00 SPARKLING CREEK 8800 DR \n", "22 ... 2008-12-11T23:00:00 STECK 2603 AVE \n", "23 ... 2008-12-22T19:16:00 MC CALLUM 2610 A DR \n", "24 ... 2008-12-16T21:40:00 GLEN MEADOW 5905 DR \n", "25 ... 2008-12-24T17:54:00 DANCY 3112 ST \n", "26 ... 2008-12-24T11:01:00 WEST PARK 5008 DR \n", "27 ... 2009-01-06T21:17:00 CATALINA 3005 DR \n", "28 ... 2008-12-30T21:11:00 SHOAL CREEK 5615 BLVD \n", "29 ... 2007-02-09T09:41:00 ST ELMO 600 RD \n", "... ... ... ... ... ... ... \n", "23101 ... 2017-02-06T20:24:00 MEADOR 7212 AVE \n", "23102 ... 2017-02-10T18:28:00 GEORGIAN 10308 DR \n", "23103 ... 2017-02-11T03:09:00 GREENSLOPE 8012 DR \n", "23104 ... 2017-02-14T03:06:00 HYLAWN 6104 DR \n", "23105 ... 2017-02-06T19:45:00 WILLIAMS RIDGE 6421 WAY \n", "23106 ... 2017-01-30T23:15:00 GREENLEE 2703 DR \n", "23107 ... 2017-02-01T20:45:00 ED BLUESTEIN 5316 BLVD \n", "23108 ... 2017-02-02T04:56:00 MEADOW CREEK 5209 DR \n", "23109 ... 2017-02-16T01:56:00 VICTORY 4017 252 DR \n", "23110 ... 2017-02-03T17:45:00 LAMAR 4800 BLVD \n", "23111 ... 2017-02-07T23:44:00 AVENUE F 4531 \n", "23112 ... 2017-02-03T18:11:00 SUMMERSET 5101 TRL \n", "23113 ... 2017-02-17T01:07:00 BASTROP 415 HWY \n", "23114 ... 2017-02-13T00:39:00 FELIX 6120 AVE \n", "23115 ... 2017-01-10T23:06:00 32ND 1707 ST \n", "23116 ... 2017-02-06T22:00:00 GARNER 902 AVE \n", "23117 ... 2017-02-09T02:00:00 PARK 806 1 BLVD \n", "23118 ... 2017-01-31T20:48:00 CANONERO 1904 DR \n", "23119 ... 2017-02-10T20:42:00 SPEEDWAY 4301 \n", "23120 ... 2017-01-31T21:16:00 10TH 1011 ST \n", "23121 ... 2017-01-27T21:09:00 MORNING DEW 6207 DR \n", "23122 ... 2017-01-27T21:09:00 MORNING DEW 6207 DR \n", "23123 ... 2017-02-14T09:13:00 OHLEN 1649 RD \n", "23124 ... 2017-02-10T07:31:00 ELM BROOK 1416 DR \n", "23125 ... 2017-02-11T04:41:00 REPUBLIC OF TEXAS 5728 BLVD \n", "23126 ... 2017-02-07T21:19:00 BRENTWOOD 1500 ST \n", "23127 ... 2017-02-06T22:30:00 KEARSARGE 8500 CV \n", "23128 ... 2017-01-25T04:45:00 WEST LYNN 1223 ST \n", "23129 ... 2017-01-25T01:40:00 FIREFLY 7220 DR \n", "23130 ... 2017-02-09T03:53:00 10TH 806 ST \n", "\n", " WONO ZIP geometry \\\n", "0 580930.0 78735- POINT (-97.82460426524551 30.24299059253743) \n", "1 580932.0 78735- POINT (-97.82675029997988 30.24219926503761) \n", "2 580915.0 78737- POINT (-97.90543523261422 30.21938883975655) \n", "3 444845.0 78701- POINT (-97.74688985035503 30.27942444961227) \n", "4 444473.0 78731- POINT (-97.75148894169132 30.32082458189908) \n", "5 445300.0 78745- POINT (-97.76771015540359 30.2064011266074) \n", "6 444166.0 78703- POINT (-97.75918111620598 30.29698530319657) \n", "7 444169.0 78751- POINT (-97.7354500990549 30.30641876306587) \n", "8 669389.0 78735- POINT (-97.82803137965742 30.24776340772963) \n", "9 444604.0 78702- POINT (-97.71051676533885 30.26298823681678) \n", "10 444625.0 78704- POINT (-97.7750080315964 30.25760950079775) \n", "11 580919.0 78703- POINT (-97.76163158879571 30.29738378720173) \n", "12 444848.0 78704- POINT (-97.76944922024389 30.23972304521572) \n", "13 444606.0 78756- POINT (-97.73446407455189 30.32291721101286) \n", "14 444611.0 78723- POINT (-97.6885156595565 30.30999981781025) \n", "15 580924.0 78721- POINT (-97.6795479811319 30.28518479171067) \n", "16 444587.0 78703- POINT (-97.75502045361979 30.30422032928627) \n", "17 580947.0 78724- POINT (-97.6616555831656 30.28834178198006) \n", "18 445092.0 78723- POINT (-97.68836457533361 30.30438042438331) \n", "19 445094.0 78704- POINT (-97.79419587998068 30.25309566083325) \n", "20 445311.0 78722- POINT (-97.71585179399861 30.28287851870463) \n", "21 445312.0 78729- POINT (-97.77735835885383 30.44914289108704) \n", "22 445248.0 78757- POINT (-97.73211207109489 30.36299194868041) \n", "23 445592.0 78703- POINT (-97.75207189419315 30.29547815644571) \n", "24 445594.0 78745- POINT (-97.77834994035153 30.20288444435117) \n", "25 446675.0 78722- POINT (-97.72093549877751 30.2885654778701) \n", "26 446676.0 78731- POINT (-97.75333237392334 30.32847464805146) \n", "27 446706.0 78741- POINT (-97.73638362112345 30.22231564570604) \n", "28 446647.0 78756- POINT (-97.74840584359411 30.33333979644249) \n", "29 350826.0 78745- POINT (-97.77356215237674 30.22163467591938) \n", "... ... ... ... \n", "23101 1812528.0 78752- POINT (-97.69612767423286 30.33014639024331) \n", "23102 1814606.0 78753- POINT (-97.68759124418112 30.36886373358098) \n", "23103 1814722.0 78759- POINT (-97.75201769610545 30.36905158527984) \n", "23104 1814736.0 78723- POINT (-97.67358467634561 30.30524625454306) \n", "23105 1812677.0 78731- POINT (-97.77575678484202 30.35432876830911) \n", "23106 1810930.0 78703- POINT (-97.76649592905592 30.30036364526744) \n", "23107 1811688.0 78723- POINT (-97.6648140744901 30.29155538276262) \n", "23108 1812084.0 78745- POINT (-97.78444857807514 30.21466728210482) \n", "23109 1815701.0 78704- POINT (-97.78872926072586 30.23350949986936) \n", "23110 1812277.0 78756- POINT (-97.73323830541952 30.31745561879857) \n", "23111 1813823.0 78751- POINT (-97.72606032578145 30.30999885700736) \n", "23112 1812261.0 78749- POINT (-97.84648270740318 30.2292945202867) \n", "23113 1815766.0 78742- POINT (-97.68736689196109 30.23909036737392) \n", "23114 1814809.0 78741- POINT (-97.69805366462411 30.23612883532359) \n", "23115 1806592.0 78722- POINT (-97.71634409049777 30.28631552139746) \n", "23116 1812654.0 78704- POINT (-97.76641252202596 30.25925828998614) \n", "23117 1814007.0 78751- POINT (-97.72219135503057 30.30206507689073) \n", "23118 1811342.0 78746- POINT (-97.81307959800138 30.3183619749208) \n", "23119 1812846.0 78751- POINT (-97.72948993180425 30.30650226337686) \n", "23120 1811331.0 78703- POINT (-97.75321761374349 30.27502770389426) \n", "23121 1810599.0 78749- POINT (-97.84822614810216 30.23059073488725) \n", "23122 1811380.0 78749- POINT (-97.84822614810216 30.23059073488725) \n", "23123 1814590.0 78758- POINT (-97.71629701067313 30.36323955031358) \n", "23124 1814602.0 78758- POINT (-97.69196714063571 30.39609749377057) \n", "23125 1814607.0 78735- POINT (-97.83924391121697 30.25143929904074) \n", "23126 1813689.0 78757- POINT (-97.72967930881964 30.33820583105881) \n", "23127 1812801.0 78749- POINT (-97.82358419028652 30.19189506598336) \n", "23128 1809358.0 78703- POINT (-97.75832058342988 30.28088955049816) \n", "23129 1809798.0 78744- POINT (-97.74702063118784 30.17176266908997) \n", "23130 1813953.0 78701- POINT (-97.7498211266024 30.27442020454225) \n", "\n", " id leak_id \n", "0 47486 ATX-47486 \n", "1 47487 ATX-47487 \n", "2 47488 ATX-47488 \n", "3 47489 ATX-47489 \n", "4 47490 ATX-47490 \n", "5 47491 ATX-47491 \n", "6 47492 ATX-47492 \n", "7 47493 ATX-47493 \n", "8 47494 ATX-47494 \n", "9 47495 ATX-47495 \n", "10 47496 ATX-47496 \n", "11 47497 ATX-47497 \n", "12 47498 ATX-47498 \n", "13 47499 ATX-47499 \n", "14 47500 ATX-47500 \n", "15 47501 ATX-47501 \n", "16 47502 ATX-47502 \n", "17 47503 ATX-47503 \n", "18 47504 ATX-47504 \n", "19 47505 ATX-47505 \n", "20 47506 ATX-47506 \n", "21 47507 ATX-47507 \n", "22 47508 ATX-47508 \n", "23 47509 ATX-47509 \n", "24 47510 ATX-47510 \n", "25 47511 ATX-47511 \n", "26 47512 ATX-47512 \n", "27 47513 ATX-47513 \n", "28 47514 ATX-47514 \n", "29 47515 ATX-47515 \n", "... ... ... \n", "23101 70587 ATX-70587 \n", "23102 70588 ATX-70588 \n", "23103 70589 ATX-70589 \n", "23104 70590 ATX-70590 \n", "23105 70591 ATX-70591 \n", "23106 70592 ATX-70592 \n", "23107 70593 ATX-70593 \n", "23108 70594 ATX-70594 \n", "23109 70595 ATX-70595 \n", "23110 70596 ATX-70596 \n", "23111 70597 ATX-70597 \n", "23112 70598 ATX-70598 \n", "23113 70599 ATX-70599 \n", "23114 70600 ATX-70600 \n", "23115 70601 ATX-70601 \n", "23116 70602 ATX-70602 \n", "23117 70603 ATX-70603 \n", "23118 70604 ATX-70604 \n", "23119 70605 ATX-70605 \n", "23120 70606 ATX-70606 \n", "23121 70607 ATX-70607 \n", "23122 70608 ATX-70608 \n", "23123 70609 ATX-70609 \n", "23124 70610 ATX-70610 \n", "23125 70611 ATX-70611 \n", "23126 70612 ATX-70612 \n", "23127 70613 ATX-70613 \n", "23128 70614 ATX-70614 \n", "23129 70615 ATX-70615 \n", "23130 70616 ATX-70616 \n", "\n", "[23131 rows x 21 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# test\n", "gdf2=gpd.read_file(geojson_file_repairs)\n", "gdf2" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "heading_collapsed": true }, "source": [ "# Working out columns\n", "\n", "I have some labeled data I scraped from thier server, so I can use it to work out matching columns (and what db they come from)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2017-03-02T14:40:30.450989", "start_time": "2017-03-02T06:40:30.068Z" }, "hidden": true }, "outputs": [], "source": [ "columns=range(29)\n", "df1 = pd.read_csv(data_path, header=None ,nrows=47486, names=columns, index_col=0)\n", "df1.T\n", "df2 = pd.read_csv(data_path, header=None ,skiprows=47486, names=columns, index_col=0)\n", "df2" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-03-02T14:19:28.031849", "start_time": "2017-03-02T14:19:28.026162" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "'2017-12-01T21:56:00+00:00'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how to parse file times to to utc time\n", "t=arrow.get('1/12/2017 15:56:00','D+/M+/YYYY HH:mm:ss',tzinfo='US/Central').astimezone(pytz.utc)\n", "t.isoformat()" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "ExecuteTime": { "end_time": "2017-03-02T14:52:31.352743", "start_time": "2017-03-02T14:52:31.339429" }, "hidden": true }, "outputs": [ { "data": { "text/html": [ "
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OBJECTID69665
INSPFLAGNaN
PRINaN
PROBNaN
PROBDTTMNaN
SCHEDDTTMNaN
SERVNONaN
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ZIP78617-
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FullStreetName11500 GEMMER ST
X3.14491e+06
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22475678
QTYCALLS2
INITDTTM9/17/2016 12:01:00
WONO1779246
LOCNaN
DESCRIPTWATER SERVICE LEAK
COMPDTTM9/19/2016 14:14:00
\n", "
" ], "text/plain": [ "OBJECTID 69665\n", "INSPFLAG NaN\n", "PRI NaN\n", "PROB NaN\n", "PROBDTTM NaN\n", "SCHEDDTTM NaN\n", "SERVNO NaN\n", "MAPNO NaN\n", "STARTDTTM NaN\n", "PROBCODE NaN\n", "PROBDESC NaN\n", "CITY DEL VALLE\n", "PREDIR \n", "STNAME GEMMER\n", "STNO 11500\n", "STSUB \n", "SUFFIX ST\n", "ZIP 78617- \n", "ADDRKEY 201879\n", "FullStreetName 11500 GEMMER ST\n", "X 3.14491e+06\n", "Y 1.00319e+07\n", "22 475678\n", "QTYCALLS 2\n", "INITDTTM 9/17/2016 12:01:00\n", "WONO 1779246\n", "LOC NaN\n", "DESCRIPT WATER SERVICE LEAK\n", "COMPDTTM 9/19/2016 14:14:00" ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# compare this LWOPR\n", "LWOPR_69665 = json.loads('''{\n", " \"Editor\": \"InterAGO\",\n", " \"CreationDate\": 1474259828703,\n", " \"PROB\": \"WSLK\",\n", " \"STNO\": \" 11500\",\n", " \"QTYCALLS\": \"2\",\n", " \"STARTFLAG\": \"N\",\n", " \"CITY\": \"DEL VALLE\",\n", " \"SUFFIX\": \"ST\",\n", " \"SCHEDDTTM\": null,\n", " \"LOC\": null,\n", " \"ADDRKEY\": 201879,\n", " \"PROBDTTM\": 1474124400000,\n", " \"STSUB\": \" \",\n", " \"DESCRIPT\": \"WATER SERVICE LEAK\",\n", " \"ZIP\": \"78617- \",\n", " \"COMPKEY\": null,\n", " \"Creator\": \"InterAGO\",\n", " \"EditDate\": 1474259828703,\n", " \"STNAME\": \"GEMMER\",\n", " \"INITDTTM\": 1474131660000,\n", " \"CMPLKEY\": 612058,\n", " \"PREDIR\": \" \",\n", " \"WONO\": \" 1779246\",\n", " \"STARTDTTM\": null,\n", " \"COMPFLAG\": \"N\",\n", " \"OBJECTID\": 808366,\n", " \"X\": 3144909.75,\n", " \"FullStreetName\": \"11500 GEMMER ST\",\n", " \"MAPNO\": \"677X\",\n", " \"Y\": 10031944\n", " }''')\n", "LWOPR_69665\n", "df2[df2.index==69665].T\n", "\n", "# convert the times\n", "# CreationDate 1474259828703 \n", "# PROBDTTM \n", "# EditDate \n", "# INITDTTM \n", "# arrow.get(arrow.get(1474131660000/1000).astimezone(pytz.timezone('Etc/GMT+5')))" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "ExecuteTime": { "end_time": "2017-03-02T14:52:33.110450", "start_time": "2017-03-02T14:52:33.100231" }, "hidden": true }, "outputs": [ { "data": { "text/html": [ "
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OBJECTID5811
INSPFLAGY
PRI1
PROBWMNLK
PROBDTTM1/12/2017 15:56:00
SCHEDDTTM1/12/2017 16:00:00
SERVNO623398
MAPNO643G
STARTDTTM1/12/2017 17:14:00
PROBCODEWMNLK
PROBDESCWATER MAIN LEAK
CITYAUSTIN
PREDIR
STNAMECHERRY CREEK
STNO5901
STSUB
SUFFIXDR
ZIP78745-
ADDRKEY151694
FullStreetName5901 CHERRY CREEK DR
X3.09338e+06
Y1.00523e+07
22NaN
QTYCALLS1
INITDTTMNaN
WONONaN
LOCNaN
DESCRIPTNaN
COMPDTTMNaN
\n", "
" ], "text/plain": [ "OBJECTID 5811\n", "INSPFLAG Y\n", "PRI 1\n", "PROB WMNLK\n", "PROBDTTM 1/12/2017 15:56:00\n", "SCHEDDTTM 1/12/2017 16:00:00\n", "SERVNO 623398\n", "MAPNO 643G\n", "STARTDTTM 1/12/2017 17:14:00\n", "PROBCODE WMNLK\n", "PROBDESC WATER MAIN LEAK\n", "CITY AUSTIN\n", "PREDIR \n", "STNAME CHERRY CREEK\n", "STNO 5901\n", "STSUB \n", "SUFFIX DR\n", "ZIP 78745- \n", "ADDRKEY 151694\n", "FullStreetName 5901 CHERRY CREEK DR\n", "X 3.09338e+06\n", "Y 1.00523e+07\n", "22 NaN\n", "QTYCALLS 1\n", "INITDTTM NaN\n", "WONO NaN\n", "LOC NaN\n", "DESCRIPT NaN\n", "COMPDTTM NaN" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import json\n", "# here's some lablled data from the server, it matche object id 5811\n", "LPI_5811=json.loads('''{\n", " \"SUFFIX\": \"DR\",\n", " \"EditDate\": 1484668313471,\n", " \"PROBDTTM\": 1484258160000,\n", " \"Editor\": \"InterAGO\",\n", " \"COMPKEY\": null,\n", " \"STARTDTTM\": 1484262840000,\n", " \"ZIP\": \"78745- \",\n", " \"ADDRKEY\": 151694,\n", " \"PROBDESC\": \"WATER MAIN LEAK\",\n", " \"PRI\": \"1\",\n", " \"PROBCODE\": \"WMNLK\",\n", " \"SERVNO\": 623398,\n", " \"FullStreetName\": \"5901 CHERRY CREEK DR\",\n", " \"PREDIR\": \" \",\n", " \"OBJECTID\": 393223,\n", " \"CITY\": \"AUSTIN\",\n", " \"STNAME\": \"CHERRY CREEK\",\n", " \"QTYCALLS\": \"1\",\n", " \"STNO\": \" 5901\",\n", " \"Y\": 10052310,\n", " \"X\": 3093377.5,\n", " \"SCHEDDTTM\": 1484258400000,\n", " \"INSPDTTM\": null,\n", " \"Creator\": \"InterAGO\",\n", " \"MAPNO\": \"643G\",\n", " \"INSPFLAG\": \"N\",\n", " \"CreationDate\": 1484668313471,\n", " \"STSUB\": \" \",\n", " \"PROB\": \"WMNLK\"\n", " }''')\n", "df1[df1.index==5811].T" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-03-02T11:31:56.190423", "start_time": "2017-03-02T11:31:56.182638" }, "hidden": true }, "source": [ "It all matches we are just missing some derived columns (editor, creationdate, creator). INSPDTTM is filled in as a flag not a date, it seems like it should be inspection datetime but perhaps it's used as something else." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-03-02T14:19:31.936737", "start_time": "2017-03-02T14:19:31.914640" }, "hidden": true }, "outputs": [ { "data": { "text/html": [ "
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INSPFLAGPRIPROBPROBDTTMSCHEDDTTMSERVNOMAPNOSTARTDTTMPROBCODEPROBDESC...FullStreetNameXY22QTYCALLSINITDTTMWONOLOCDESCRIPTCOMPDTTM
OBJECTID
31782Y1MTRLK5/7/2008 10:40:005/7/2008 10:44:00339071615W5/7/2008 13:10:00MTRLKLEAKING WATER METER...2550 S IH 35 SVRD SB3114324.0110057239.4NaN1NaNNaNNaNNaNNaN
31783Y1SERLK7/19/2016 18:11:007/19/2016 18:12:00606278615W7/19/2016 19:06:00SERLKLEAKING WATER SERVICE...2550 S IH 35 SVRD SB3114324.0110057239.4NaN2NaNNaNNaNNaNNaN
\n", "

2 rows × 28 columns

\n", "
" ], "text/plain": [ " INSPFLAG PRI PROB PROBDTTM SCHEDDTTM SERVNO \\\n", "OBJECTID \n", "31782 Y 1 MTRLK 5/7/2008 10:40:00 5/7/2008 10:44:00 339071 \n", "31783 Y 1 SERLK 7/19/2016 18:11:00 7/19/2016 18:12:00 606278 \n", "\n", " MAPNO STARTDTTM PROBCODE PROBDESC ... \\\n", "OBJECTID ... \n", "31782 615W 5/7/2008 13:10:00 MTRLK LEAKING WATER METER ... \n", "31783 615W 7/19/2016 19:06:00 SERLK LEAKING WATER SERVICE ... \n", "\n", " FullStreetName X Y 22 QTYCALLS INITDTTM \\\n", "OBJECTID \n", "31782 2550 S IH 35 SVRD SB 3114324.01 10057239.4 NaN 1 NaN \n", "31783 2550 S IH 35 SVRD SB 3114324.01 10057239.4 NaN 2 NaN \n", "\n", " WONO LOC DESCRIPT COMPDTTM \n", "OBJECTID \n", "31782 NaN NaN NaN NaN \n", "31783 NaN NaN NaN NaN \n", "\n", "[2 rows x 28 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1[df1.FullStreetName=='2550 S IH 35 SVRD SB']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-03-02T14:19:32.474066", "start_time": "2017-03-02T14:19:32.460897" }, "hidden": true }, "outputs": [ { "data": { "text/html": [ "
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OBJECTID69482
INSPFLAGNaN
PRINaN
PROBNaN
PROBDTTMNaN
SCHEDDTTMNaN
SERVNONaN
MAPNONaN
STARTDTTMNaN
PROBCODENaN
PROBDESCNaN
CITYAUSTIN
PREDIRS
STNAMEIH 35
STNO2550
STSUB
SUFFIXSVRD
ZIP78704-
ADDRKEY120610
FullStreetName2550 S IH 35 SVRD SB
X3.11432e+06
Y1.00572e+07
221482278
QTYCALLS2
INITDTTM9/16/2016 9:37:00
WONO1779055
LOCNaN
DESCRIPTWATER SERVICE LEAK
COMPDTTM9/22/2016 23:20:00
\n", "
" ], "text/plain": [ "OBJECTID 69482\n", "INSPFLAG NaN\n", "PRI NaN\n", "PROB NaN\n", "PROBDTTM NaN\n", "SCHEDDTTM NaN\n", "SERVNO NaN\n", "MAPNO NaN\n", "STARTDTTM NaN\n", "PROBCODE NaN\n", "PROBDESC NaN\n", "CITY AUSTIN\n", "PREDIR S\n", "STNAME IH 35\n", "STNO 2550\n", "STSUB \n", "SUFFIX SVRD\n", "ZIP 78704- \n", "ADDRKEY 120610\n", "FullStreetName 2550 S IH 35 SVRD SB\n", "X 3.11432e+06\n", "Y 1.00572e+07\n", "22 1482278\n", "QTYCALLS 2\n", "INITDTTM 9/16/2016 9:37:00\n", "WONO 1779055\n", "LOC NaN\n", "DESCRIPT WATER SERVICE LEAK\n", "COMPDTTM 9/22/2016 23:20:00" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# # is it LRL24? no\n", "# df2[df2[19]=='6100 TURTLE DOVE DR']\n", "# # is it LWOPR yes, and the times match\n", "# df2[df2[19]=='2550 S IH 35 SVRD SB']\n", "\n", "\n", "s='''{\n", " \"Editor\": \"InterAGO\",\n", " \"CreationDate\": 1474259828703,\n", " \"PROB\": \"WSLK\",\n", " \"STNO\": \" 2550\",\n", " \"QTYCALLS\": \"1\",\n", " \"STARTFLAG\": \"N\",\n", " \"CITY\": \"AUSTIN\",\n", " \"SUFFIX\": \"SVRD\",\n", " \"SCHEDDTTM\": 1474036620000,\n", " \"LOC\": null,\n", " \"ADDRKEY\": 120610,\n", " \"PROBDTTM\": 1474032840000,\n", " \"STSUB\": \" \",\n", " \"DESCRIPT\": \"WATER SERVICE LEAK\",\n", " \"ZIP\": \"78704- \",\n", " \"COMPKEY\": null,\n", " \"Creator\": \"InterAGO\",\n", " \"EditDate\": 1474259828703,\n", " \"STNAME\": \"IH 35\",\n", " \"INITDTTM\": 1474036620000,\n", " \"CMPLKEY\": 611961,\n", " \"PREDIR\": \"S\",\n", " \"WONO\": \" 1779055\",\n", " \"STARTDTTM\": null,\n", " \"COMPFLAG\": \"N\",\n", " \"OBJECTID\": 808365,\n", " \"X\": 3114324.01,\n", " \"FullStreetName\": \"2550 S IH 35 SVRD SB\",\n", " \"MAPNO\": \"615W\",\n", " \"Y\": 10057239.4\n", " }'''\n", "LWOPR_69482 = json.loads(s)\n", "LWOPR_69482\n", "df2[df2.index==69482].T" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-03-02T14:19:32.837315", "start_time": "2017-03-02T14:19:32.826885" }, "hidden": true }, "outputs": [ { "data": { "text/html": [ "
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OBJECTID70392
INSPFLAGNaN
PRINaN
PROBNaN
PROBDTTMNaN
SCHEDDTTMNaN
SERVNONaN
MAPNONaN
STARTDTTMNaN
PROBCODENaN
PROBDESCNaN
CITYAUSTIN
PREDIR
STNAMESTECK
STNO3921
STSUB
SUFFIXAVE
ZIP78759-
ADDRKEY251075
FullStreetName3921 STECK AVE
X3.11043e+06
Y1.01087e+07
221.49293e+06
QTYCALLS3
INITDTTM1/8/2017 9:28:00
WONO1.80242e+06
LOCNaN
DESCRIPTWATER SERVICE LEAK
COMPDTTM1/8/2017 22:42:00
\n", "
" ], "text/plain": [ "OBJECTID 70392\n", "INSPFLAG NaN\n", "PRI NaN\n", "PROB NaN\n", "PROBDTTM NaN\n", "SCHEDDTTM NaN\n", "SERVNO NaN\n", "MAPNO NaN\n", "STARTDTTM NaN\n", "PROBCODE NaN\n", "PROBDESC NaN\n", "CITY AUSTIN\n", "PREDIR \n", "STNAME STECK\n", "STNO 3921\n", "STSUB \n", "SUFFIX AVE\n", "ZIP 78759- \n", "ADDRKEY 251075\n", "FullStreetName 3921 STECK AVE\n", "X 3.11043e+06\n", "Y 1.01087e+07\n", "22 1.49293e+06\n", "QTYCALLS 3\n", "INITDTTM 1/8/2017 9:28:00\n", "WONO 1.80242e+06\n", "LOC NaN\n", "DESCRIPT WATER SERVICE LEAK\n", "COMPDTTM 1/8/2017 22:42:00" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LRL24h_70392=json.loads('''{\n", " \"LOC\": null,\n", " \"SUFFIX\": \"AVE\",\n", " \"EditDate\": 1483977171052,\n", " \"PROBDTTM\": null,\n", " \"Editor\": \"InterAGO\",\n", " \"DescriptionPROB\": null,\n", " \"STARTDTTM\": null,\n", " \"ZIP\": \"78759- \",\n", " \"WO_SR\": null,\n", " \"ADDRKEY\": 251075,\n", " \"PROBDESC\": null,\n", " \"DESCRIPT\": \"WATER SERVICE LEAK\",\n", " \"SERVNO\": null,\n", " \"FullStreetName\": \"3921 STECK AVE\",\n", " \"WONO\": \" 1802421\",\n", " \"PREDIR\": \" \",\n", " \"OBJECTID\": 1146678,\n", " \"CITY\": \"AUSTIN\",\n", " \"STNAME\": \"STECK\",\n", " \"QTYCALLS\": \"3\",\n", " \"STNO\": \" 3921\",\n", " \"EndDTTM\": null,\n", " \"Y\": 10108685,\n", " \"X\": 3110431.5,\n", " \"SCHEDDTTM\": null,\n", " \"INSPDTTM\": 1483890420000,\n", " \"Creator\": \"InterAGO\",\n", " \"COMPDTTM\": 1483936920000,\n", " \"MAPNO\": null,\n", " \"INITDTTM\": 1483889280000,\n", " \"CreationDate\": 1483977171052,\n", " \"STSUB\": \" \"\n", " }''')\n", "df[df.ADDRKEY==251075].T\n", "# 1483936920000 => " ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-03-04T13:46:50.806486", "start_time": "2017-03-04T13:46:50.803404" }, "heading_collapsed": true }, "source": [ "# Analysing times" ] }, { "cell_type": "code", "execution_count": 332, "metadata": { "ExecuteTime": { "end_time": "2017-03-04T14:20:03.595678", "start_time": "2017-03-04T14:20:02.957307" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "count 47444\n", "mean 1 days 15:52:42.681898\n", "std 26 days 00:56:38.563898\n", "min -2122 days +21:09:00\n", "25% 0 days 00:03:00\n", "50% 0 days 00:09:00\n", "75% 0 days 01:33:00\n", "max 3054 days 09:23:00\n", "dtype: object" ] }, "execution_count": 332, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# difference between problem time and scheduled time in days\n", "t=(df.SCHEDDTTM-df.PROBDTTM).dropna()\n", "\n", "# remove outliers then plot\n", "t2=t[np.abs(t.astype(int))<(26*864e11)]\n", "t2.astype(int).hist(bins=200)\n", "\n", "t.describe()\n" ] }, { "cell_type": "code", "execution_count": 336, "metadata": { "ExecuteTime": { "end_time": "2017-03-04T14:23:44.391395", "start_time": "2017-03-04T14:23:43.876410" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "count 47444\n", "mean 0 days 19:56:44.951606\n", "std 17 days 20:32:48.486246\n", "min -49 days +02:43:00\n", "25% 0 days 00:29:00\n", "50% 0 days 00:56:00\n", "75% 0 days 03:20:00\n", "max 2121 days 04:11:00\n", "dtype: object" ] }, "execution_count": 336, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# difference between problem time and scheduled time in days\n", "t=(df.STARTDTTM-df.SCHEDDTTM).dropna()\n", "\n", "# remove outliers then plot\n", "t2=t[np.abs(t.astype(int))<(26*864e11)]\n", "t2.astype(int).hist(bins=200)\n", "\n", "t.describe()" ] }, { "cell_type": "code", "execution_count": 333, "metadata": { "ExecuteTime": { "end_time": "2017-03-04T14:20:18.287225", "start_time": "2017-03-04T14:20:17.422485" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "count 47444\n", "mean 1 days 15:52:42.681898\n", "std 26 days 00:56:38.563898\n", "min -2122 days +21:09:00\n", "25% 0 days 00:03:00\n", "50% 0 days 00:09:00\n", "75% 0 days 01:33:00\n", "max 3054 days 09:23:00\n", "dtype: object" ] }, "execution_count": 333, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=(df.SCHEDDTTM-df.PROBDTTM).dropna()\n", "# remove outliers then plot\n", "t2=t[np.abs(t.astype(int))<(26*864e11)]\n", "t2.astype(int).hist(bins=200)\n", "\n", "t.describe()" ] }, { "cell_type": "code", "execution_count": 334, "metadata": { "ExecuteTime": { "end_time": "2017-03-04T14:20:36.929417", "start_time": "2017-03-04T14:20:36.383073" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "count 23131\n", "mean 4 days 08:26:02.819592\n", "std 25 days 10:48:00.505569\n", "min 0 days 00:00:00\n", "25% 0 days 06:42:00\n", "50% 0 days 14:36:00\n", "75% 2 days 07:54:00\n", "max 1065 days 05:42:00\n", "dtype: object" ] }, "execution_count": 334, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# difference between initial time and completed time in days\n", "t=(df.COMPDTTM-df.INITDTTM).dropna()\n", "\n", "# remove outliers then plot\n", "t2=t[np.abs(t.astype(int))<(26*864e11)]\n", "t2.astype(int).hist(bins=200)\n", "\n", "t.describe()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (with sys packages)", "language": "python", "name": "py3syspck" }, "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": 1 }