2-2_Selecting_data_and_analysis_part1
2024-05-31 01:33:19
import包，加入一些初始设定
# The usual preamble
%matplotlib inline
import pandas as pd
import matplotlib.pyplot as plt
import warnings
warnings.filterwarnings('ignore')
# Make the graphs a bit prettier, and bigger# This is necessary to show lots of columns in pandas 0.12.
# Not necessary in pandas 0.13.
plt.style.use("bmh")
plt.rc('font', family='SimHei', size=13) #显示中文
pd.set_option('display.max_columns',1000)
pd.set_option('display.width', 1000)
pd.set_option('display.max_colwidth',1000)
上次的数据集有点小啦，咱们这里用一个大一点的数据集，比如NYC Open Data.
complaints = pd.read_csv('311-service-requests.csv')
其实warning暂时可以不用管，一般是python版本的问题
2.1 瞄一眼数据
dataframe这种格式还是很神奇的，比如说，你要是直接把dataframe丢出去输出一下，它会告诉你最基本的信息。
比如有多少行多少列，有多少非空的值等等。
complaints
| Unique Key | Created Date | Closed Date | Agency | Agency Name | Complaint Type | Descriptor | Location Type | Incident Zip | Incident Address | Street Name | Cross Street 1 | Cross Street 2 | Intersection Street 1 | Intersection Street 2 | Address Type | City | Landmark | Facility Type | Status | Due Date | Resolution Action Updated Date | Community Board | Borough | X Coordinate (State Plane) | Y Coordinate (State Plane) | Park Facility Name | Park Borough | School Name | School Number | School Region | School Code | School Phone Number | School Address | School City | School State | School Zip | School Not Found | School or Citywide Complaint | Vehicle Type | Taxi Company Borough | Taxi Pick Up Location | Bridge Highway Name | Bridge Highway Direction | Road Ramp | Bridge Highway Segment | Garage Lot Name | Ferry Direction | Ferry Terminal Name | Latitude | Longitude | Location | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 26589651 | 10/31/2013 02:08:41 AM | NaN | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 11432 | 90-03 169 STREET | 169 STREET | 90 AVENUE | 91 AVENUE | NaN | NaN | ADDRESS | JAMAICA | NaN | Precinct | Assigned | 10/31/2013 10:08:41 AM | 10/31/2013 02:35:17 AM | 12 QUEENS | QUEENS | 1042027.0 | 197389.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.708275 | -73.791604 | (40.70827532593202, -73.79160395779721) |
| 1 | 26593698 | 10/31/2013 02:01:04 AM | NaN | NYPD | New York City Police Department | Illegal Parking | Commercial Overnight Parking | Street/Sidewalk | 11378 | 58 AVENUE | 58 AVENUE | 58 PLACE | 59 STREET | NaN | NaN | BLOCKFACE | MASPETH | NaN | Precinct | Open | 10/31/2013 10:01:04 AM | NaN | 05 QUEENS | QUEENS | 1009349.0 | 201984.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.721041 | -73.909453 | (40.721040535628305, -73.90945306791765) |
| 2 | 26594139 | 10/31/2013 02:00:24 AM | 10/31/2013 02:40:32 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 10032 | 4060 BROADWAY | BROADWAY | WEST 171 STREET | WEST 172 STREET | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/31/2013 10:00:24 AM | 10/31/2013 02:39:42 AM | 12 MANHATTAN | MANHATTAN | 1001088.0 | 246531.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.843330 | -73.939144 | (40.84332975466513, -73.93914371913482) |
| 3 | 26595721 | 10/31/2013 01:56:23 AM | 10/31/2013 02:21:48 AM | NYPD | New York City Police Department | Noise - Vehicle | Car/Truck Horn | Street/Sidewalk | 10023 | WEST 72 STREET | WEST 72 STREET | COLUMBUS AVENUE | AMSTERDAM AVENUE | NaN | NaN | BLOCKFACE | NEW YORK | NaN | Precinct | Closed | 10/31/2013 09:56:23 AM | 10/31/2013 02:21:10 AM | 07 MANHATTAN | MANHATTAN | 989730.0 | 222727.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.778009 | -73.980213 | (40.7780087446372, -73.98021349023975) |
| 4 | 26590930 | 10/31/2013 01:53:44 AM | NaN | DOHMH | Department of Health and Mental Hygiene | Rodent | Condition Attracting Rodents | Vacant Lot | 10027 | WEST 124 STREET | WEST 124 STREET | LENOX AVENUE | ADAM CLAYTON POWELL JR BOULEVARD | NaN | NaN | BLOCKFACE | NEW YORK | NaN | NaN | Pending | 11/30/2013 01:53:44 AM | 10/31/2013 01:59:54 AM | 10 MANHATTAN | MANHATTAN | 998815.0 | 233545.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.807691 | -73.947387 | (40.80769092704951, -73.94738703491433) |
| 5 | 26592370 | 10/31/2013 01:46:52 AM | NaN | NYPD | New York City Police Department | Noise - Commercial | Banging/Pounding | Club/Bar/Restaurant | 11372 | 37 AVENUE | 37 AVENUE | 84 STREET | 85 STREET | NaN | NaN | BLOCKFACE | JACKSON HEIGHTS | NaN | Precinct | Open | 10/31/2013 09:46:52 AM | NaN | 03 QUEENS | QUEENS | 1016948.0 | 212540.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.749989 | -73.881988 | (40.7499893014072, -73.88198770727831) |
| 6 | 26595682 | 10/31/2013 01:46:40 AM | NaN | NYPD | New York City Police Department | Blocked Driveway | No Access | Street/Sidewalk | 11419 | 107-50 109 STREET | 109 STREET | 107 AVENUE | 109 AVENUE | NaN | NaN | ADDRESS | SOUTH RICHMOND HILL | NaN | Precinct | Assigned | 10/31/2013 09:46:40 AM | 10/31/2013 01:59:51 AM | 10 QUEENS | QUEENS | 1030919.0 | 187622.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.681533 | -73.831737 | (40.68153278675525, -73.83173699701601) |
| 7 | 26595195 | 10/31/2013 01:44:19 AM | 10/31/2013 01:58:49 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 11417 | 137-09 CROSSBAY BOULEVARD | CROSSBAY BOULEVARD | PITKIN AVENUE | VAN WICKLEN ROAD | NaN | NaN | ADDRESS | OZONE PARK | NaN | Precinct | Closed | 10/31/2013 09:44:19 AM | 10/31/2013 01:58:49 AM | 10 QUEENS | QUEENS | 1027776.0 | 184076.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.671816 | -73.843092 | (40.67181584567338, -73.84309181950769) |
| 8 | 26590540 | 10/31/2013 01:44:14 AM | 10/31/2013 02:28:04 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Talking | Club/Bar/Restaurant | 10011 | 258 WEST 15 STREET | WEST 15 STREET | 7 AVENUE | 8 AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/31/2013 09:44:14 AM | 10/31/2013 02:00:56 AM | 04 MANHATTAN | MANHATTAN | 984031.0 | 208847.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.739913 | -74.000790 | (40.73991339303542, -74.00079028612932) |
| 9 | 26594392 | 10/31/2013 01:34:41 AM | 10/31/2013 02:23:51 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 11225 | 835 NOSTRAND AVENUE | NOSTRAND AVENUE | UNION STREET | PRESIDENT STREET | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Closed | 10/31/2013 09:34:41 AM | 10/31/2013 01:48:26 AM | 09 BROOKLYN | BROOKLYN | 997941.0 | 182725.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.668204 | -73.950648 | (40.66820406598287, -73.95064760056546) |
| 10 | 26595176 | 10/31/2013 01:25:12 AM | NaN | NYPD | New York City Police Department | Noise - House of Worship | Loud Music/Party | House of Worship | 11218 | 3775 18 AVENUE | 18 AVENUE | EAST 9 STREET | EAST 8 STREET | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Open | 10/31/2013 09:25:12 AM | NaN | 14 BROOKLYN | BROOKLYN | 992726.0 | 170399.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.634378 | -73.969462 | (40.63437840816299, -73.96946177104543) |
| 11 | 26591982 | 10/31/2013 01:24:14 AM | 10/31/2013 01:54:39 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 10003 | 187 2 AVENUE | 2 AVENUE | EAST 11 STREET | EAST 12 STREET | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/31/2013 09:24:14 AM | 10/31/2013 01:54:39 AM | 03 MANHATTAN | MANHATTAN | 988110.0 | 205533.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.730816 | -73.986073 | (40.73081644089586, -73.98607265739876) |
| 12 | 26594169 | 10/31/2013 01:20:57 AM | 10/31/2013 02:12:31 AM | NYPD | New York City Police Department | Illegal Parking | Double Parked Blocking Vehicle | Street/Sidewalk | 10029 | 65 EAST 99 STREET | EAST 99 STREET | MADISON AVENUE | PARK AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/31/2013 09:20:57 AM | 10/31/2013 01:42:05 AM | 11 MANHATTAN | MANHATTAN | 997470.0 | 226725.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.788974 | -73.952259 | (40.78897400211689, -73.95225898702977) |
| 13 | 26594391 | 10/31/2013 01:20:13 AM | NaN | NYPD | New York City Police Department | Noise - Vehicle | Engine Idling | Street/Sidewalk | 10466 | NaN | NaN | NaN | NaN | STRANG AVENUE | AMUNDSON AVENUE | INTERSECTION | BRONX | NaN | Precinct | Open | 10/31/2013 09:20:13 AM | NaN | 12 BRONX | BRONX | 1029467.0 | 264124.0 | Unspecified | BRONX | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.891517 | -73.836457 | (40.89151738488846, -73.83645714593568) |
| 14 | 26590917 | 10/31/2013 01:19:54 AM | NaN | DOHMH | Department of Health and Mental Hygiene | Rodent | Rat Sighting | 1-2 Family Mixed Use Building | 11219 | 63 STREET | 63 STREET | 13 AVENUE | 14 AVENUE | NaN | NaN | BLOCKFACE | BROOKLYN | NaN | NaN | Pending | 11/30/2013 01:19:54 AM | 10/31/2013 01:29:26 AM | 10 BROOKLYN | BROOKLYN | 984467.0 | 167519.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.626477 | -73.999218 | (40.6264774690411, -73.99921826202639) |
| 15 | 26591458 | 10/31/2013 01:14:02 AM | 10/31/2013 01:30:34 AM | NYPD | New York City Police Department | Noise - House of Worship | Loud Music/Party | House of Worship | 10025 | NaN | NaN | NaN | NaN | WEST 99 STREET | BROADWAY | INTERSECTION | NEW YORK | NaN | Precinct | Closed | 10/31/2013 09:14:02 AM | 10/31/2013 01:30:34 AM | 07 MANHATTAN | MANHATTAN | 992454.0 | 229500.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.796597 | -73.970370 | (40.7965967075252, -73.97036973473399) |
| 16 | 26594086 | 10/31/2013 12:54:03 AM | 10/31/2013 02:16:39 AM | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Music/Party | Street/Sidewalk | 10310 | 173 CAMPBELL AVENUE | CAMPBELL AVENUE | HENDERSON AVENUE | WINEGAR LANE | NaN | NaN | ADDRESS | STATEN ISLAND | NaN | Precinct | Closed | 10/31/2013 08:54:03 AM | 10/31/2013 02:07:14 AM | 01 STATEN ISLAND | STATEN ISLAND | 952013.0 | 171076.0 | Unspecified | STATEN ISLAND | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.636182 | -74.116150 | (40.63618202176914, -74.1161500428337) |
| 17 | 26595117 | 10/31/2013 12:52:46 AM | NaN | NYPD | New York City Police Department | Illegal Parking | Posted Parking Sign Violation | Street/Sidewalk | 11236 | NaN | NaN | NaN | NaN | ROCKAWAY PARKWAY | SKIDMORE AVENUE | INTERSECTION | BROOKLYN | NaN | Precinct | Open | 10/31/2013 08:52:46 AM | NaN | 18 BROOKLYN | BROOKLYN | 1015289.0 | 169710.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.632437 | -73.888173 | (40.63243692394328, -73.88817263437012) |
| 18 | 26590389 | 10/31/2013 12:51:00 AM | NaN | DOT | Department of Transportation | Street Light Condition | Street Light Out | NaN | NaN | 226 42 ST E | 42 ST E | CHURCH AVE | SNYDER AVE | NaN | NaN | ADDRESS | NaN | NaN | NaN | Open | NaN | NaN | Unspecified BROOKLYN | BROOKLYN | NaN | NaN | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 19 | 26594210 | 10/31/2013 12:46:27 AM | NaN | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 10033 | NaN | NaN | NaN | NaN | WEST 184 STREET | BROADWAY | INTERSECTION | NEW YORK | NaN | Precinct | Assigned | 10/31/2013 08:46:27 AM | 10/31/2013 01:32:41 AM | 12 MANHATTAN | MANHATTAN | 1002294.0 | 249712.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.852058 | -73.934776 | (40.85205827756883, -73.93477640780834) |
| 20 | 26592932 | 10/31/2013 12:43:47 AM | 10/31/2013 12:56:20 AM | NYPD | New York City Police Department | Noise - House of Worship | Loud Music/Party | House of Worship | 11216 | 778 PARK PLACE | PARK PLACE | ROGERS AVENUE | NOSTRAND AVENUE | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Closed | 10/31/2013 08:43:47 AM | 10/31/2013 12:56:20 AM | 08 BROOKLYN | BROOKLYN | 997608.0 | 184656.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.673505 | -73.951844 | (40.67350473678714, -73.95184414979961) |
| 21 | 26594152 | 10/31/2013 12:41:17 AM | 10/31/2013 01:04:37 AM | NYPD | New York City Police Department | Noise - Commercial | Banging/Pounding | Store/Commercial | 10016 | 155 E 34TH ST | E 34TH ST | NaN | NaN | NaN | NaN | LATLONG | NEW YORK | NaN | Precinct | Closed | 10/31/2013 08:41:17 AM | 10/31/2013 01:04:38 AM | 06 MANHATTAN | MANHATTAN | 990133.0 | 211136.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.746194 | -73.978769 | (40.74619417253121, -73.97876853124392) |
| 22 | 26589678 | 10/31/2013 12:39:55 AM | NaN | NYPD | New York City Police Department | Noise - Vehicle | Car/Truck Music | Street/Sidewalk | 11419 | NaN | NaN | NaN | NaN | 112 STREET | ATLANTIC AVENUE | INTERSECTION | SOUTH RICHMOND HILL | NaN | Precinct | Open | 10/31/2013 08:39:55 AM | NaN | 09 QUEENS | QUEENS | 1030314.0 | 191578.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.692394 | -73.833891 | (40.69239424979043, -73.8338912453996) |
| 23 | 26592304 | 10/31/2013 12:38:00 AM | NaN | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 11216 | 371 TOMPKINS AVENUE | TOMPKINS AVENUE | MADISON STREET | PUTNAM AVENUE | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Assigned | 10/31/2013 08:38:00 AM | 10/31/2013 01:16:53 AM | 03 BROOKLYN | BROOKLYN | 999720.0 | 188825.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.684944 | -73.944221 | (40.6849442562592, -73.94422078036632) |
| 24 | 26591892 | 10/31/2013 12:37:16 AM | NaN | NYPD | New York City Police Department | Blocked Driveway | Partial Access | Street/Sidewalk | 10305 | 1496 BAY STREET | BAY STREET | LYMAN AVENUE | SCHOOL ROAD | NaN | NaN | ADDRESS | STATEN ISLAND | NaN | Precinct | Assigned | 10/31/2013 08:37:16 AM | 10/31/2013 12:52:10 AM | 01 STATEN ISLAND | STATEN ISLAND | 967283.0 | 160518.0 | Unspecified | STATEN ISLAND | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.607245 | -74.061106 | (40.60724493456944, -74.06110566015863) |
| 25 | 26591573 | 10/31/2013 12:35:18 AM | 10/31/2013 02:41:35 AM | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 10312 | 24 PRINCETON LANE | PRINCETON LANE | HAMPTON GREEN | DEAD END | NaN | NaN | ADDRESS | STATEN ISLAND | NaN | Precinct | Closed | 10/31/2013 08:35:18 AM | 10/31/2013 01:45:17 AM | 03 STATEN ISLAND | STATEN ISLAND | 929577.0 | 140964.0 | Unspecified | STATEN ISLAND | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.553421 | -74.196743 | (40.55342078716953, -74.19674315017886) |
| 26 | 26590509 | 10/31/2013 12:33:00 AM | NaN | DOT | Department of Transportation | Street Light Condition | Street Light Out | NaN | NaN | 38 ST E | 38 ST E | CHURCH AVE | LINDEN BLVD | NaN | NaN | BLOCKFACE | NaN | NaN | NaN | Open | NaN | NaN | Unspecified BROOKLYN | BROOKLYN | NaN | NaN | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 27 | 26591379 | 10/31/2013 12:32:44 AM | NaN | DOHMH | Department of Health and Mental Hygiene | Harboring Bees/Wasps | Bees/Wasps - Not a beekeper | 3+ Family Mixed Use Building | 10025 | 501 WEST 110 STREET | WEST 110 STREET | AMSTERDAM AVENUE | BROADWAY | NaN | NaN | ADDRESS | NEW YORK | NaN | NaN | Open | 11/30/2013 12:32:44 AM | NaN | 09 MANHATTAN | MANHATTAN | 994143.0 | 231888.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.803149 | -73.964266 | (40.80314938553783, -73.96426608076082) |
| 28 | 26594085 | 10/31/2013 12:32:08 AM | NaN | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 10026 | 121 WEST 116 STREET | WEST 116 STREET | LENOX AVENUE | 7 AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Assigned | 10/31/2013 08:32:08 AM | 10/31/2013 02:00:57 AM | 10 MANHATTAN | MANHATTAN | 997947.0 | 231613.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.802390 | -73.950526 | (40.80238950799943, -73.95052644123253) |
| 29 | 26589201 | 10/31/2013 12:32:00 AM | NaN | DOT | Department of Transportation | Street Light Condition | Street Light Out | NaN | 10309 | 295 BAYVIEW AVENUE | BAYVIEW AVENUE | VAIL AVENUE | BAYVIEW LANE | NaN | NaN | ADDRESS | STATEN ISLAND | NaN | NaN | Open | NaN | NaN | 03 STATEN ISLAND | STATEN ISLAND | 927687.0 | 127837.0 | Unspecified | STATEN ISLAND | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.517378 | -74.203435 | (40.517377871705676, -74.20343466779575) |
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| 111039 | 26428764 | 10/04/2013 12:17:03 AM | 10/04/2013 12:38:37 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 10022 | 249 EAST 53 STREET | EAST 53 STREET | 3 AVENUE | 2 AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/04/2013 08:17:03 AM | 10/04/2013 12:38:37 AM | 06 MANHATTAN | MANHATTAN | 993036.0 | 215164.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.757248 | -73.968286 | (40.757247604963055, -73.96828647941395) |
| 111040 | 26426166 | 10/04/2013 12:16:22 AM | 10/04/2013 05:50:49 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Store/Commercial | 10029 | 252 EAST 110 STREET | EAST 110 STREET | 3 AVENUE | 2 AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/04/2013 08:16:22 AM | 10/04/2013 05:50:49 AM | 11 MANHATTAN | MANHATTAN | 1000407.0 | 228425.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.793635 | -73.941649 | (40.79363516179995, -73.94164859515777) |
| 111041 | 26438565 | 10/04/2013 12:16:00 AM | NaN | DEP | Department of Environmental Protection | Noise | Noise: Construction Before/After Hours (NM1) | NaN | 11231 | 480 VAN BRUNT STREET | VAN BRUNT STREET | REED STREET | DEAD END | NaN | NaN | ADDRESS | BROOKLYN | NaN | NaN | Open | NaN | NaN | 06 BROOKLYN | BROOKLYN | 979657.0 | 184924.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.674249 | -74.016558 | (40.6742492231181, -74.01655803856313) |
| 111042 | 26428990 | 10/04/2013 12:15:52 AM | 10/04/2013 12:44:52 AM | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 10014 | 733 WASHINGTON STREET | WASHINGTON STREET | BANK STREET | BETHUNE STREET | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/04/2013 08:15:52 AM | 10/04/2013 12:44:52 AM | 02 MANHATTAN | MANHATTAN | 981950.0 | 207532.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.736304 | -74.008299 | (40.736303747410034, -74.00829935904578) |
| 111043 | 26432659 | 10/04/2013 12:15:46 AM | 10/04/2013 04:18:45 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 11218 | 1213 CORTELYOU ROAD | CORTELYOU ROAD | EAST 12 STREET | EAST 13 STREET | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Closed | 10/04/2013 08:15:46 AM | 10/04/2013 04:18:45 AM | 14 BROOKLYN | BROOKLYN | 993451.0 | 172498.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.640139 | -73.966847 | (40.64013899178716, -73.96684680242933) |
| 111044 | 26426096 | 10/04/2013 12:14:09 AM | 10/04/2013 01:03:46 AM | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 10032 | 539 WEST 162 STREET | WEST 162 STREET | ST NICHOLAS AVENUE | BROADWAY | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/04/2013 08:14:09 AM | 10/04/2013 01:03:46 AM | 12 MANHATTAN | MANHATTAN | 1000571.0 | 244054.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.836532 | -73.941018 | (40.836532082987944, -73.9410182995914) |
| 111045 | 26437764 | 10/04/2013 12:14:00 AM | 10/04/2013 12:14:00 AM | DEP | Department of Environmental Protection | Water System | Dirty Water (WE) | NaN | 10022 | 251 EAST 51 STREET | EAST 51 STREET | 3 AVENUE | 2 AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | NaN | Closed | NaN | 10/04/2013 12:14:00 AM | 06 MANHATTAN | MANHATTAN | 992791.0 | 214702.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.755980 | -73.969171 | (40.75597977288785, -73.96917140638074) |
| 111046 | 26436286 | 10/04/2013 12:14:00 AM | NaN | DEP | Department of Environmental Protection | Noise | Noise: Construction Before/After Hours (NM1) | NaN | 11231 | 480 VAN BRUNT STREET | VAN BRUNT STREET | REED STREET | DEAD END | NaN | NaN | ADDRESS | BROOKLYN | NaN | NaN | Open | NaN | NaN | 06 BROOKLYN | BROOKLYN | 979657.0 | 184924.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.674249 | -74.016558 | (40.6742492231181, -74.01655803856313) |
| 111047 | 26428989 | 10/04/2013 12:13:08 AM | 10/04/2013 02:12:47 AM | NYPD | New York City Police Department | Illegal Parking | Posted Parking Sign Violation | Street/Sidewalk | 11434 | NaN | NaN | NaN | NaN | GUY R BREWER BOULEVARD | ROCKAWAY BOULEVARD | INTERSECTION | JAMAICA | NaN | Precinct | Closed | 10/04/2013 08:13:08 AM | 10/04/2013 02:12:47 AM | 13 QUEENS | QUEENS | 1048801.0 | 178419.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.656160 | -73.767353 | (40.656160351546845, -73.76735262738222) |
| 111048 | 26430030 | 10/04/2013 12:12:07 AM | 10/04/2013 02:45:24 AM | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 10027 | 215 WEST 131ST STREET | WEST 131ST STREET | NaN | NaN | NaN | NaN | LATLONG | NEW YORK | NaN | Precinct | Closed | 10/04/2013 08:12:07 AM | 10/04/2013 02:45:24 AM | 01 MANHATTAN | MANHATTAN | 999107.0 | 235603.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.813339 | -73.946328 | (40.81333907832113, -73.94632769228208) |
| 111049 | 26429663 | 10/04/2013 12:12:07 AM | 10/04/2013 01:03:44 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 11209 | 8915 5 AVENUE | 5 AVENUE | 89 STREET | 90 STREET | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Closed | 10/04/2013 08:12:07 AM | 10/04/2013 01:03:44 AM | 10 BROOKLYN | BROOKLYN | 976525.0 | 165015.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.619601 | -74.027826 | (40.619601147364584, -74.02782628492785) |
| 111050 | 26437763 | 10/04/2013 12:11:00 AM | NaN | DEP | Department of Environmental Protection | Noise | Noise: Construction Before/After Hours (NM1) | NaN | 10028 | NaN | NaN | NaN | NaN | EAST 84 STREET | YORK AVENUE | INTERSECTION | NEW YORK | NaN | NaN | Open | NaN | NaN | 08 MANHATTAN | MANHATTAN | 998629.0 | 221493.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.774612 | -73.948085 | (40.77461174278734, -73.94808472177321) |
| 111051 | 26432955 | 10/04/2013 12:08:15 AM | 10/04/2013 12:48:02 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 10009 | 506 EAST 13 STREET | EAST 13 STREET | AVENUE A | AVENUE B | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/04/2013 08:08:15 AM | 10/04/2013 12:48:03 AM | 03 MANHATTAN | MANHATTAN | 989678.0 | 205065.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.729531 | -73.980416 | (40.72953107218499, -73.98041550317102) |
| 111052 | 26437035 | 10/04/2013 12:08:00 AM | 10/04/2013 12:13:00 AM | DEP | Department of Environmental Protection | Water System | Dirty Water (WE) | NaN | 10022 | 325 EAST 54 STREET | EAST 54 STREET | 2 AVENUE | 1 AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | NaN | Closed | NaN | 10/04/2013 12:13:00 AM | 06 MANHATTAN | MANHATTAN | 993688.0 | 215099.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.757069 | -73.965933 | (40.75706852462872, -73.96593314322774) |
| 111053 | 26433197 | 10/04/2013 12:08:00 AM | 10/04/2013 12:00:00 PM | DSNY | BCC - Queens East | Derelict Vehicles | 14 Derelict Vehicles | Street | 11413 | 220-11 145 AVENUE | 145 AVENUE | 221 STREET | 221 STREET | NaN | NaN | ADDRESS | Springfield Gardens | NaN | DSNY Garage | Pending | NaN | 10/04/2013 12:08:00 AM | 13 QUEENS | QUEENS | 1051511.0 | 181411.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.664353 | -73.757556 | (40.6643525308449, -73.75755575708348) |
| 111054 | 26426060 | 10/04/2013 12:06:39 AM | 10/04/2013 12:31:16 AM | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 11224 | 4823 BEACH 48 STREET | BEACH 48 STREET | BODY OF WATER | SURF AVENUE | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Closed | 10/04/2013 08:06:39 AM | 10/04/2013 12:31:16 AM | 13 BROOKLYN | BROOKLYN | 980859.0 | 149681.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.577515 | -74.012207 | (40.57751513866536, -74.01220705163807) |
| 111055 | 26430628 | 10/04/2013 12:06:28 AM | 10/04/2013 12:21:39 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Talking | Club/Bar/Restaurant | 11209 | 7915 3 AVENUE | 3 AVENUE | 79 STREET | 80 STREET | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Closed | 10/04/2013 08:06:28 AM | 10/04/2013 12:21:39 AM | 10 BROOKLYN | BROOKLYN | 976189.0 | 168214.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.628381 | -74.029040 | (40.62838143294541, -74.02904041333245) |
| 111056 | 26431648 | 10/04/2013 12:06:26 AM | 10/23/2013 08:14:52 AM | DOT | Department of Transportation | Street Sign - Missing | Bus Stop | Street | 11378 | NaN | NaN | NaN | NaN | 54 AVENUE | 43 STREET | INTERSECTION | MASPETH | NaN | NaN | Closed | 10/14/2013 09:38:47 AM | 10/23/2013 08:14:52 AM | 02 QUEENS | QUEENS | 1005171.0 | 206064.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.732250 | -73.924513 | (40.73225000573841, -73.92451289173367) |
| 111057 | 26437034 | 10/04/2013 12:06:00 AM | NaN | DEP | Department of Environmental Protection | Noise | Noise: Jack Hammering (NC2) | NaN | 10036 | NaN | NaN | NaN | NaN | WEST 48 STREET | BROADWAY | INTERSECTION | NEW YORK | NaN | NaN | Open | NaN | NaN | 05 MANHATTAN | MANHATTAN | 988451.0 | 216208.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.760116 | -73.984836 | (40.76011648520396, -73.98483562074706) |
| 111058 | 26426094 | 10/04/2013 12:05:12 AM | 10/04/2013 01:08:29 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 11237 | 211 KNICKERBOCKER AVENUE | KNICKERBOCKER AVENUE | JEFFERSON STREET | TROUTMAN STREET | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Closed | 10/04/2013 08:05:12 AM | 10/04/2013 01:08:29 AM | 04 BROOKLYN | BROOKLYN | 1004672.0 | 195540.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.703365 | -73.926345 | (40.703365329011284, -73.92634531031759) |
| 111059 | 26429040 | 10/04/2013 12:04:52 AM | 10/04/2013 03:01:04 AM | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 10003 | 99 2 AVENUE | 2 AVENUE | EAST 5 STREET | EAST 6 STREET | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/04/2013 08:04:52 AM | 10/04/2013 03:01:04 AM | 03 MANHATTAN | MANHATTAN | 987393.0 | 204234.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.727251 | -73.988660 | (40.727251287038676, -73.98866028603422) |
| 111060 | 26434084 | 10/04/2013 12:04:00 AM | NaN | DEP | Department of Environmental Protection | Noise | Noise: Construction Before/After Hours (NM1) | NaN | 10036 | NaN | NaN | NaN | NaN | 8 AVENUE | WEST 47 STREET | INTERSECTION | NEW YORK | NaN | NaN | Open | NaN | NaN | 04 MANHATTAN | MANHATTAN | 987720.0 | 216313.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.760405 | -73.987474 | (40.76040500039782, -73.98747426235285) |
| 111061 | 26426164 | 10/04/2013 12:03:00 AM | 10/04/2013 02:14:57 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 11106 | 30-09 BROADWAY | BROADWAY | 30 STREET | 31 STREET | NaN | NaN | ADDRESS | ASTORIA | NaN | Precinct | Closed | 10/04/2013 08:03:00 AM | 10/04/2013 02:14:57 AM | 01 QUEENS | QUEENS | 1004746.0 | 217004.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.762279 | -73.926013 | (40.762278541098084, -73.92601303458156) |
| 111062 | 26439710 | 10/04/2013 12:03:00 AM | 10/04/2013 12:03:00 AM | DEP | Department of Environmental Protection | Water System | Dirty Water (WE) | NaN | 10022 | 325 EAST 54 STREET | EAST 54 STREET | 2 AVENUE | 1 AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | NaN | Closed | NaN | 10/04/2013 12:03:00 AM | 06 MANHATTAN | MANHATTAN | 993688.0 | 215099.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.757069 | -73.965933 | (40.75706852462872, -73.96593314322774) |
| 111063 | 26435569 | 10/04/2013 12:02:00 AM | 10/04/2013 01:10:00 AM | DEP | Department of Environmental Protection | Water System | Dirty Water (WE) | NaN | 10022 | 311 EAST 50 STREET | EAST 50 STREET | 2 AVENUE | 1 AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | NaN | Closed | NaN | 10/04/2013 01:10:00 AM | 06 MANHATTAN | MANHATTAN | 993118.0 | 214222.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.754662 | -73.967992 | (40.75466197318078, -73.96799173864807) |
| 111064 | 26426013 | 10/04/2013 12:01:13 AM | 10/07/2013 04:07:16 PM | DPR | Department of Parks and Recreation | Maintenance or Facility | Structure - Outdoors | Park | 11213 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | BROOKLYN | NaN | NaN | Closed | 10/18/2013 12:01:13 AM | 10/07/2013 04:07:16 PM | 08 BROOKLYN | BROOKLYN | NaN | NaN | Brower Park | BROOKLYN | Brower Park | B012 | NaN | NaN | 7189658900 | Brooklyn, St. Marks, Kingston Avenues, Park Place | BROOKLYN | NY | 11213 | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 111065 | 26428083 | 10/04/2013 12:01:05 AM | 10/04/2013 02:13:50 AM | NYPD | New York City Police Department | Illegal Parking | Posted Parking Sign Violation | Street/Sidewalk | 11434 | NaN | NaN | NaN | NaN | GUY R BREWER BOULEVARD | ROCKAWAY BOULEVARD | INTERSECTION | JAMAICA | NaN | Precinct | Closed | 10/04/2013 08:01:05 AM | 10/04/2013 02:13:50 AM | 13 QUEENS | QUEENS | 1048801.0 | 178419.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.656160 | -73.767353 | (40.656160351546845, -73.76735262738222) |
| 111066 | 26428987 | 10/04/2013 12:00:45 AM | 10/04/2013 01:25:01 AM | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 10016 | 344 EAST 28 STREET | EAST 28 STREET | MOUNT CARMEL PLACE | 1 AVENUE | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/04/2013 08:00:45 AM | 10/04/2013 01:25:01 AM | 06 MANHATTAN | MANHATTAN | 990637.0 | 208987.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.740295 | -73.976952 | (40.740295354643706, -73.97695165980414) |
| 111067 | 26426115 | 10/04/2013 12:00:28 AM | 10/04/2013 04:17:32 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Talking | Club/Bar/Restaurant | 11226 | 1233 FLATBUSH AVENUE | FLATBUSH AVENUE | AVENUE D | NEWKIRK AVENUE | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Closed | 10/04/2013 08:00:28 AM | 10/04/2013 04:17:32 AM | 14 BROOKLYN | BROOKLYN | 996654.0 | 172515.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.640182 | -73.955306 | (40.64018174662485, -73.95530566958138) |
| 111068 | 26428033 | 10/04/2013 12:00:10 AM | 10/04/2013 01:20:52 AM | NYPD | New York City Police Department | Blocked Driveway | Partial Access | Street/Sidewalk | 11236 | 1259 EAST 94 STREET | EAST 94 STREET | AVENUE J | AVENUE K | NaN | NaN | ADDRESS | BROOKLYN | NaN | Precinct | Closed | 10/04/2013 08:00:10 AM | 10/04/2013 01:20:52 AM | 18 BROOKLYN | BROOKLYN | 1011804.0 | 172470.0 | Unspecified | BROOKLYN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.640024 | -73.900717 | (40.640024057399216, -73.90071711703163) |
111069 rows × 52 columns
2.2 选行或者列
上一节提到了，直接用名字就可以取。
complaints.columns
Index(['Unique Key', 'Created Date', 'Closed Date', 'Agency', 'Agency Name', 'Complaint Type', 'Descriptor', 'Location Type', 'Incident Zip', 'Incident Address', 'Street Name', 'Cross Street 1', 'Cross Street 2', 'Intersection Street 1', 'Intersection Street 2', 'Address Type', 'City', 'Landmark', 'Facility Type', 'Status', 'Due Date', 'Resolution Action Updated Date', 'Community Board', 'Borough', 'X Coordinate (State Plane)', 'Y Coordinate (State Plane)', 'Park Facility Name', 'Park Borough', 'School Name', 'School Number', 'School Region', 'School Code', 'School Phone Number', 'School Address', 'School City', 'School State', 'School Zip', 'School Not Found', 'School or Citywide Complaint', 'Vehicle Type', 'Taxi Company Borough', 'Taxi Pick Up Location', 'Bridge Highway Name', 'Bridge Highway Direction', 'Road Ramp', 'Bridge Highway Segment', 'Garage Lot Name', 'Ferry Direction', 'Ferry Terminal Name', 'Latitude', 'Longitude', 'Location'], dtype='object')
complaints['Complaint Type']
0 Noise - Street/Sidewalk
1 Illegal Parking
2 Noise - Commercial
3 Noise - Vehicle
4 Rodent
5 Noise - Commercial
6 Blocked Driveway
7 Noise - Commercial
8 Noise - Commercial
9 Noise - Commercial
10 Noise - House of Worship
11 Noise - Commercial
12 Illegal Parking
13 Noise - Vehicle
14 Rodent
15 Noise - House of Worship
16 Noise - Street/Sidewalk
17 Illegal Parking
18 Street Light Condition
19 Noise - Commercial
20 Noise - House of Worship
21 Noise - Commercial
22 Noise - Vehicle
23 Noise - Commercial
24 Blocked Driveway
25 Noise - Street/Sidewalk
26 Street Light Condition
27 Harboring Bees/Wasps
28 Noise - Street/Sidewalk
29 Street Light Condition...
111039 Noise - Commercial
111040 Noise - Commercial
111041 Noise
111042 Noise - Street/Sidewalk
111043 Noise - Commercial
111044 Noise - Street/Sidewalk
111045 Water System
111046 Noise
111047 Illegal Parking
111048 Noise - Street/Sidewalk
111049 Noise - Commercial
111050 Noise
111051 Noise - Commercial
111052 Water System
111053 Derelict Vehicles
111054 Noise - Street/Sidewalk
111055 Noise - Commercial
111056 Street Sign - Missing
111057 Noise
111058 Noise - Commercial
111059 Noise - Street/Sidewalk
111060 Noise
111061 Noise - Commercial
111062 Water System
111063 Water System
111064 Maintenance or Facility
111065 Illegal Parking
111066 Noise - Street/Sidewalk
111067 Noise - Commercial
111068 Blocked Driveway
Name: Complaint Type, Length: 111069, dtype: object
相信大家对python中list的切片操作非常熟悉，这里也一样，比如你要取前5条数据，直接用df[:5]即可。
拿前几条数据出来的原因是，我们可以先熟悉熟悉数据，为后期做分析热热身。
complaints[:5]
| Unique Key | Created Date | Closed Date | Agency | Agency Name | Complaint Type | Descriptor | Location Type | Incident Zip | Incident Address | Street Name | Cross Street 1 | Cross Street 2 | Intersection Street 1 | Intersection Street 2 | Address Type | City | Landmark | Facility Type | Status | Due Date | Resolution Action Updated Date | Community Board | Borough | X Coordinate (State Plane) | Y Coordinate (State Plane) | Park Facility Name | Park Borough | School Name | School Number | School Region | School Code | School Phone Number | School Address | School City | School State | School Zip | School Not Found | School or Citywide Complaint | Vehicle Type | Taxi Company Borough | Taxi Pick Up Location | Bridge Highway Name | Bridge Highway Direction | Road Ramp | Bridge Highway Segment | Garage Lot Name | Ferry Direction | Ferry Terminal Name | Latitude | Longitude | Location | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 26589651 | 10/31/2013 02:08:41 AM | NaN | NYPD | New York City Police Department | Noise - Street/Sidewalk | Loud Talking | Street/Sidewalk | 11432 | 90-03 169 STREET | 169 STREET | 90 AVENUE | 91 AVENUE | NaN | NaN | ADDRESS | JAMAICA | NaN | Precinct | Assigned | 10/31/2013 10:08:41 AM | 10/31/2013 02:35:17 AM | 12 QUEENS | QUEENS | 1042027.0 | 197389.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.708275 | -73.791604 | (40.70827532593202, -73.79160395779721) |
| 1 | 26593698 | 10/31/2013 02:01:04 AM | NaN | NYPD | New York City Police Department | Illegal Parking | Commercial Overnight Parking | Street/Sidewalk | 11378 | 58 AVENUE | 58 AVENUE | 58 PLACE | 59 STREET | NaN | NaN | BLOCKFACE | MASPETH | NaN | Precinct | Open | 10/31/2013 10:01:04 AM | NaN | 05 QUEENS | QUEENS | 1009349.0 | 201984.0 | Unspecified | QUEENS | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.721041 | -73.909453 | (40.721040535628305, -73.90945306791765) |
| 2 | 26594139 | 10/31/2013 02:00:24 AM | 10/31/2013 02:40:32 AM | NYPD | New York City Police Department | Noise - Commercial | Loud Music/Party | Club/Bar/Restaurant | 10032 | 4060 BROADWAY | BROADWAY | WEST 171 STREET | WEST 172 STREET | NaN | NaN | ADDRESS | NEW YORK | NaN | Precinct | Closed | 10/31/2013 10:00:24 AM | 10/31/2013 02:39:42 AM | 12 MANHATTAN | MANHATTAN | 1001088.0 | 246531.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.843330 | -73.939144 | (40.84332975466513, -73.93914371913482) |
| 3 | 26595721 | 10/31/2013 01:56:23 AM | 10/31/2013 02:21:48 AM | NYPD | New York City Police Department | Noise - Vehicle | Car/Truck Horn | Street/Sidewalk | 10023 | WEST 72 STREET | WEST 72 STREET | COLUMBUS AVENUE | AMSTERDAM AVENUE | NaN | NaN | BLOCKFACE | NEW YORK | NaN | Precinct | Closed | 10/31/2013 09:56:23 AM | 10/31/2013 02:21:10 AM | 07 MANHATTAN | MANHATTAN | 989730.0 | 222727.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.778009 | -73.980213 | (40.7780087446372, -73.98021349023975) |
| 4 | 26590930 | 10/31/2013 01:53:44 AM | NaN | DOHMH | Department of Health and Mental Hygiene | Rodent | Condition Attracting Rodents | Vacant Lot | 10027 | WEST 124 STREET | WEST 124 STREET | LENOX AVENUE | ADAM CLAYTON POWELL JR BOULEVARD | NaN | NaN | BLOCKFACE | NEW YORK | NaN | NaN | Pending | 11/30/2013 01:53:44 AM | 10/31/2013 01:59:54 AM | 10 MANHATTAN | MANHATTAN | 998815.0 | 233545.0 | Unspecified | MANHATTAN | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | Unspecified | N | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 40.807691 | -73.947387 | (40.80769092704951, -73.94738703491433) |
合并一下，取出某一列的前5行:
complaints['Complaint Type'][:5]
0 Noise - Street/Sidewalk
1 Illegal Parking
2 Noise - Commercial
3 Noise - Vehicle
4 Rodent
Name: Complaint Type, dtype: object
另外你先取列再切片 和 先切片再取列，其实是一样一样的。
complaints[:5]['Complaint Type']
0 Noise - Street/Sidewalk
1 Illegal Parking
2 Noise - Commercial
3 Noise - Vehicle
4 Rodent
Name: Complaint Type, dtype: object
2.3 选多行
选一行是把这一行的名字告诉它，那选多行呢？恩，传一个名称list给他咯。
complaints[['Complaint Type', 'Borough']]
| Complaint Type | Borough | |
|---|---|---|
| 0 | Noise - Street/Sidewalk | QUEENS |
| 1 | Illegal Parking | QUEENS |
| 2 | Noise - Commercial | MANHATTAN |
| 3 | Noise - Vehicle | MANHATTAN |
| 4 | Rodent | MANHATTAN |
| 5 | Noise - Commercial | QUEENS |
| 6 | Blocked Driveway | QUEENS |
| 7 | Noise - Commercial | QUEENS |
| 8 | Noise - Commercial | MANHATTAN |
| 9 | Noise - Commercial | BROOKLYN |
| 10 | Noise - House of Worship | BROOKLYN |
| 11 | Noise - Commercial | MANHATTAN |
| 12 | Illegal Parking | MANHATTAN |
| 13 | Noise - Vehicle | BRONX |
| 14 | Rodent | BROOKLYN |
| 15 | Noise - House of Worship | MANHATTAN |
| 16 | Noise - Street/Sidewalk | STATEN ISLAND |
| 17 | Illegal Parking | BROOKLYN |
| 18 | Street Light Condition | BROOKLYN |
| 19 | Noise - Commercial | MANHATTAN |
| 20 | Noise - House of Worship | BROOKLYN |
| 21 | Noise - Commercial | MANHATTAN |
| 22 | Noise - Vehicle | QUEENS |
| 23 | Noise - Commercial | BROOKLYN |
| 24 | Blocked Driveway | STATEN ISLAND |
| 25 | Noise - Street/Sidewalk | STATEN ISLAND |
| 26 | Street Light Condition | BROOKLYN |
| 27 | Harboring Bees/Wasps | MANHATTAN |
| 28 | Noise - Street/Sidewalk | MANHATTAN |
| 29 | Street Light Condition | STATEN ISLAND |
| ... | ... | ... |
| 111039 | Noise - Commercial | MANHATTAN |
| 111040 | Noise - Commercial | MANHATTAN |
| 111041 | Noise | BROOKLYN |
| 111042 | Noise - Street/Sidewalk | MANHATTAN |
| 111043 | Noise - Commercial | BROOKLYN |
| 111044 | Noise - Street/Sidewalk | MANHATTAN |
| 111045 | Water System | MANHATTAN |
| 111046 | Noise | BROOKLYN |
| 111047 | Illegal Parking | QUEENS |
| 111048 | Noise - Street/Sidewalk | MANHATTAN |
| 111049 | Noise - Commercial | BROOKLYN |
| 111050 | Noise | MANHATTAN |
| 111051 | Noise - Commercial | MANHATTAN |
| 111052 | Water System | MANHATTAN |
| 111053 | Derelict Vehicles | QUEENS |
| 111054 | Noise - Street/Sidewalk | BROOKLYN |
| 111055 | Noise - Commercial | BROOKLYN |
| 111056 | Street Sign - Missing | QUEENS |
| 111057 | Noise | MANHATTAN |
| 111058 | Noise - Commercial | BROOKLYN |
| 111059 | Noise - Street/Sidewalk | MANHATTAN |
| 111060 | Noise | MANHATTAN |
| 111061 | Noise - Commercial | QUEENS |
| 111062 | Water System | MANHATTAN |
| 111063 | Water System | MANHATTAN |
| 111064 | Maintenance or Facility | BROOKLYN |
| 111065 | Illegal Parking | QUEENS |
| 111066 | Noise - Street/Sidewalk | MANHATTAN |
| 111067 | Noise - Commercial | BROOKLYN |
| 111068 | Blocked Driveway | BROOKLYN |
111069 rows × 2 columns
好吧，再拼一下：多列的前n行。
complaints[['Complaint Type', 'Borough']][:10]
| Complaint Type | Borough | |
|---|---|---|
| 0 | Noise - Street/Sidewalk | QUEENS |
| 1 | Illegal Parking | QUEENS |
| 2 | Noise - Commercial | MANHATTAN |
| 3 | Noise - Vehicle | MANHATTAN |
| 4 | Rodent | MANHATTAN |
| 5 | Noise - Commercial | QUEENS |
| 6 | Blocked Driveway | QUEENS |
| 7 | Noise - Commercial | QUEENS |
| 8 | Noise - Commercial | MANHATTAN |
| 9 | Noise - Commercial | BROOKLYN |
2.4 想统计找出Top类型的数据？
dataframe真的很智能，比如你告诉它，我要统计一下数量了！（用.value_counts()函数），那它就帮你统计数量了：
complaints['Complaint Type'].value_counts()
HEATING 14200
GENERAL CONSTRUCTION 7471
Street Light Condition 7117
DOF Literature Request 5797
PLUMBING 5373
PAINT - PLASTER 5149
Blocked Driveway 4590
NONCONST 3998
Street Condition 3473
Illegal Parking 3343
Noise 3321
Traffic Signal Condition 3145
Dirty Conditions 2653
Water System 2636
Noise - Commercial 2578
ELECTRIC 2350
Broken Muni Meter 2070
Noise - Street/Sidewalk 1928
Sanitation Condition 1824
Rodent 1632
Sewer 1627
Taxi Complaint 1227
Consumer Complaint 1227
Damaged Tree 1180
Overgrown Tree/Branches 1083
Graffiti 973
Missed Collection (All Materials) 973
Building/Use 942
Root/Sewer/Sidewalk Condition 836
Derelict Vehicle 803...
Fire Alarm - Modification 5
Internal Code 5
Poison Ivy 5
Posting Advertisement 5
Miscellaneous Categories 5
Special Natural Area District (SNAD) 4
Ferry Complaint 4
Illegal Animal Sold 4
Transportation Provider Complaint 4
Fire Alarm - Replacement 3
Illegal Fireworks 3
Adopt-A-Basket 3
Invitation 3
DFTA Literature Request 2
Public Assembly 2
Window Guard 2
Opinion for the Mayor 2
Legal Services Provider Complaint 2
Misc. Comments 2
X-Ray Machine/Equipment 1
Snow 1
DHS Income Savings Requirement 1
DWD 1
Trans Fat 1
Highway Sign - Damaged 1
Ferry Permit 1
Stalled Sites 1
Municipal Parking Facility 1
Open Flame Permit 1
Tunnel Condition 1
Name: Complaint Type, Length: 165, dtype: int64
注意哈，咱们拿到的结果是排过序的，也就是说如果我只要top 10的话，其实截断一下就可以了：
complaint_counts = complaints['Complaint Type'].value_counts()
complaint_counts[:10]
HEATING 14200
GENERAL CONSTRUCTION 7471
Street Light Condition 7117
DOF Literature Request 5797
PLUMBING 5373
PAINT - PLASTER 5149
Blocked Driveway 4590
NONCONST 3998
Street Condition 3473
Illegal Parking 3343
Name: Complaint Type, dtype: int64
哈哈，聪明的你一定想到上一节说的绘图，是的，咱们可以把top10画出来。
complaint_counts[:10].plot(figsize=(20,6))#默认是折线图
<matplotlib.axes._subplots.AxesSubplot at 0xf1cd160>
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