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2-2_Selecting_data_and_analysis_part1

發布時間：2024/3/12 编程问答 33 豆豆
生活随笔 收集整理的這篇文章主要介紹了 2-2_Selecting_data_and_analysis_part1 小編覺得挺不錯的,現在分享給大家,幫大家做個參考.

import包，加入一些初始設定

# 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) #顯示中文 pd.set_option('display.max_columns',1000) pd.set_option('display.width', 1000) pd.set_option('display.max_colwidth',1000)

上次的數據集有點小啦，咱們這里用一個大一點的數據集，比如NYC Open Data.

complaints = pd.read_csv('311-service-requests.csv')

其實warning暫時可以不用管，一般是python版本的問題

2.1 瞄一眼數據

dataframe這種格式還是很神奇的，比如說，你要是直接把dataframe丟出去輸出一下，它會告訴你最基本的信息。

比如有多少行多少列，有多少非空的值等等。

complaints Unique KeyCreated DateClosed DateAgencyAgency NameComplaint TypeDescriptorLocation TypeIncident ZipIncident AddressStreet NameCross Street 1Cross Street 2Intersection Street 1Intersection Street 2Address TypeCityLandmarkFacility TypeStatusDue DateResolution Action Updated DateCommunity BoardBoroughX Coordinate (State Plane)Y Coordinate (State Plane)Park Facility NamePark BoroughSchool NameSchool NumberSchool RegionSchool CodeSchool Phone NumberSchool AddressSchool CitySchool StateSchool ZipSchool Not FoundSchool or Citywide ComplaintVehicle TypeTaxi Company BoroughTaxi Pick Up LocationBridge Highway NameBridge Highway DirectionRoad RampBridge Highway SegmentGarage Lot NameFerry DirectionFerry Terminal NameLatitudeLongitudeLocation01234567891011121314151617181920212223242526272829...111039111040111041111042111043111044111045111046111047111048111049111050111051111052111053111054111055111056111057111058111059111060111061111062111063111064111065111066111067111068
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2659568210/31/2013 01:46:40 AMNaNNYPDNew York City Police DepartmentBlocked DrivewayNo AccessStreet/Sidewalk11419107-50 109 STREET109 STREET107 AVENUE109 AVENUENaNNaNADDRESSSOUTH RICHMOND HILLNaNPrecinctAssigned10/31/2013 09:46:40 AM10/31/2013 01:59:51 AM10 QUEENSQUEENS1030919.0187622.0UnspecifiedQUEENSUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.681533-73.831737(40.68153278675525, -73.83173699701601)
2659519510/31/2013 01:44:19 AM10/31/2013 01:58:49 AMNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyClub/Bar/Restaurant11417137-09 CROSSBAY BOULEVARDCROSSBAY BOULEVARDPITKIN AVENUEVAN WICKLEN ROADNaNNaNADDRESSOZONE PARKNaNPrecinctClosed10/31/2013 09:44:19 AM10/31/2013 01:58:49 AM10 QUEENSQUEENS1027776.0184076.0UnspecifiedQUEENSUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.671816-73.843092(40.67181584567338, -73.84309181950769)
2659054010/31/2013 01:44:14 AM10/31/2013 02:28:04 AMNYPDNew York City Police DepartmentNoise - CommercialLoud TalkingClub/Bar/Restaurant10011258 WEST 15 STREETWEST 15 STREET7 AVENUE8 AVENUENaNNaNADDRESSNEW YORKNaNPrecinctClosed10/31/2013 09:44:14 AM10/31/2013 02:00:56 AM04 MANHATTANMANHATTAN984031.0208847.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.739913-74.000790(40.73991339303542, -74.00079028612932)
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2659091710/31/2013 01:19:54 AMNaNDOHMHDepartment of Health and Mental HygieneRodentRat Sighting1-2 Family Mixed Use Building1121963 STREET63 STREET13 AVENUE14 AVENUENaNNaNBLOCKFACEBROOKLYNNaNNaNPending11/30/2013 01:19:54 AM10/31/2013 01:29:26 AM10 BROOKLYNBROOKLYN984467.0167519.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.626477-73.999218(40.6264774690411, -73.99921826202639)
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2659038910/31/2013 12:51:00 AMNaNDOTDepartment of TransportationStreet Light ConditionStreet Light OutNaNNaN226 42 ST E42 ST ECHURCH AVESNYDER AVENaNNaNADDRESSNaNNaNNaNOpenNaNNaNUnspecified BROOKLYNBROOKLYNNaNNaNUnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2659421010/31/2013 12:46:27 AMNaNNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyClub/Bar/Restaurant10033NaNNaNNaNNaNWEST 184 STREETBROADWAYINTERSECTIONNEW YORKNaNPrecinctAssigned10/31/2013 08:46:27 AM10/31/2013 01:32:41 AM12 MANHATTANMANHATTAN1002294.0249712.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.852058-73.934776(40.85205827756883, -73.93477640780834)
2659293210/31/2013 12:43:47 AM10/31/2013 12:56:20 AMNYPDNew York City Police DepartmentNoise - House of WorshipLoud Music/PartyHouse of Worship11216778 PARK PLACEPARK PLACEROGERS AVENUENOSTRAND AVENUENaNNaNADDRESSBROOKLYNNaNPrecinctClosed10/31/2013 08:43:47 AM10/31/2013 12:56:20 AM08 BROOKLYNBROOKLYN997608.0184656.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.673505-73.951844(40.67350473678714, -73.95184414979961)
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............................................................................................................................................................
2642876410/04/2013 12:17:03 AM10/04/2013 12:38:37 AMNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyClub/Bar/Restaurant10022249 EAST 53 STREETEAST 53 STREET3 AVENUE2 AVENUENaNNaNADDRESSNEW YORKNaNPrecinctClosed10/04/2013 08:17:03 AM10/04/2013 12:38:37 AM06 MANHATTANMANHATTAN993036.0215164.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.757248-73.968286(40.757247604963055, -73.96828647941395)
2642616610/04/2013 12:16:22 AM10/04/2013 05:50:49 AMNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyStore/Commercial10029252 EAST 110 STREETEAST 110 STREET3 AVENUE2 AVENUENaNNaNADDRESSNEW YORKNaNPrecinctClosed10/04/2013 08:16:22 AM10/04/2013 05:50:49 AM11 MANHATTANMANHATTAN1000407.0228425.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.793635-73.941649(40.79363516179995, -73.94164859515777)
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2642899010/04/2013 12:15:52 AM10/04/2013 12:44:52 AMNYPDNew York City Police DepartmentNoise - Street/SidewalkLoud TalkingStreet/Sidewalk10014733 WASHINGTON STREETWASHINGTON STREETBANK STREETBETHUNE STREETNaNNaNADDRESSNEW YORKNaNPrecinctClosed10/04/2013 08:15:52 AM10/04/2013 12:44:52 AM02 MANHATTANMANHATTAN981950.0207532.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.736304-74.008299(40.736303747410034, -74.00829935904578)
2643265910/04/2013 12:15:46 AM10/04/2013 04:18:45 AMNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyClub/Bar/Restaurant112181213 CORTELYOU ROADCORTELYOU ROADEAST 12 STREETEAST 13 STREETNaNNaNADDRESSBROOKLYNNaNPrecinctClosed10/04/2013 08:15:46 AM10/04/2013 04:18:45 AM14 BROOKLYNBROOKLYN993451.0172498.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.640139-73.966847(40.64013899178716, -73.96684680242933)
2642609610/04/2013 12:14:09 AM10/04/2013 01:03:46 AMNYPDNew York City Police DepartmentNoise - Street/SidewalkLoud TalkingStreet/Sidewalk10032539 WEST 162 STREETWEST 162 STREETST NICHOLAS AVENUEBROADWAYNaNNaNADDRESSNEW YORKNaNPrecinctClosed10/04/2013 08:14:09 AM10/04/2013 01:03:46 AM12 MANHATTANMANHATTAN1000571.0244054.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.836532-73.941018(40.836532082987944, -73.9410182995914)
2643776410/04/2013 12:14:00 AM10/04/2013 12:14:00 AMDEPDepartment of Environmental ProtectionWater SystemDirty Water (WE)NaN10022251 EAST 51 STREETEAST 51 STREET3 AVENUE2 AVENUENaNNaNADDRESSNEW YORKNaNNaNClosedNaN10/04/2013 12:14:00 AM06 MANHATTANMANHATTAN992791.0214702.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.755980-73.969171(40.75597977288785, -73.96917140638074)
2643628610/04/2013 12:14:00 AMNaNDEPDepartment of Environmental ProtectionNoiseNoise: Construction Before/After Hours (NM1)NaN11231480 VAN BRUNT STREETVAN BRUNT STREETREED STREETDEAD ENDNaNNaNADDRESSBROOKLYNNaNNaNOpenNaNNaN06 BROOKLYNBROOKLYN979657.0184924.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.674249-74.016558(40.6742492231181, -74.01655803856313)
2642898910/04/2013 12:13:08 AM10/04/2013 02:12:47 AMNYPDNew York City Police DepartmentIllegal ParkingPosted Parking Sign ViolationStreet/Sidewalk11434NaNNaNNaNNaNGUY R BREWER BOULEVARDROCKAWAY BOULEVARDINTERSECTIONJAMAICANaNPrecinctClosed10/04/2013 08:13:08 AM10/04/2013 02:12:47 AM13 QUEENSQUEENS1048801.0178419.0UnspecifiedQUEENSUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.656160-73.767353(40.656160351546845, -73.76735262738222)
2643003010/04/2013 12:12:07 AM10/04/2013 02:45:24 AMNYPDNew York City Police DepartmentNoise - Street/SidewalkLoud TalkingStreet/Sidewalk10027215 WEST 131ST STREETWEST 131ST STREETNaNNaNNaNNaNLATLONGNEW YORKNaNPrecinctClosed10/04/2013 08:12:07 AM10/04/2013 02:45:24 AM01 MANHATTANMANHATTAN999107.0235603.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.813339-73.946328(40.81333907832113, -73.94632769228208)
2642966310/04/2013 12:12:07 AM10/04/2013 01:03:44 AMNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyClub/Bar/Restaurant112098915 5 AVENUE5 AVENUE89 STREET90 STREETNaNNaNADDRESSBROOKLYNNaNPrecinctClosed10/04/2013 08:12:07 AM10/04/2013 01:03:44 AM10 BROOKLYNBROOKLYN976525.0165015.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.619601-74.027826(40.619601147364584, -74.02782628492785)
2643776310/04/2013 12:11:00 AMNaNDEPDepartment of Environmental ProtectionNoiseNoise: Construction Before/After Hours (NM1)NaN10028NaNNaNNaNNaNEAST 84 STREETYORK AVENUEINTERSECTIONNEW YORKNaNNaNOpenNaNNaN08 MANHATTANMANHATTAN998629.0221493.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.774612-73.948085(40.77461174278734, -73.94808472177321)
2643295510/04/2013 12:08:15 AM10/04/2013 12:48:02 AMNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyClub/Bar/Restaurant10009506 EAST 13 STREETEAST 13 STREETAVENUE AAVENUE BNaNNaNADDRESSNEW YORKNaNPrecinctClosed10/04/2013 08:08:15 AM10/04/2013 12:48:03 AM03 MANHATTANMANHATTAN989678.0205065.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.729531-73.980416(40.72953107218499, -73.98041550317102)
2643703510/04/2013 12:08:00 AM10/04/2013 12:13:00 AMDEPDepartment of Environmental ProtectionWater SystemDirty Water (WE)NaN10022325 EAST 54 STREETEAST 54 STREET2 AVENUE1 AVENUENaNNaNADDRESSNEW YORKNaNNaNClosedNaN10/04/2013 12:13:00 AM06 MANHATTANMANHATTAN993688.0215099.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.757069-73.965933(40.75706852462872, -73.96593314322774)
2643319710/04/2013 12:08:00 AM10/04/2013 12:00:00 PMDSNYBCC - Queens EastDerelict Vehicles14 Derelict VehiclesStreet11413220-11 145 AVENUE145 AVENUE221 STREET221 STREETNaNNaNADDRESSSpringfield GardensNaNDSNY GaragePendingNaN10/04/2013 12:08:00 AM13 QUEENSQUEENS1051511.0181411.0UnspecifiedQUEENSUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.664353-73.757556(40.6643525308449, -73.75755575708348)
2642606010/04/2013 12:06:39 AM10/04/2013 12:31:16 AMNYPDNew York City Police DepartmentNoise - Street/SidewalkLoud TalkingStreet/Sidewalk112244823 BEACH 48 STREETBEACH 48 STREETBODY OF WATERSURF AVENUENaNNaNADDRESSBROOKLYNNaNPrecinctClosed10/04/2013 08:06:39 AM10/04/2013 12:31:16 AM13 BROOKLYNBROOKLYN980859.0149681.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.577515-74.012207(40.57751513866536, -74.01220705163807)
2643062810/04/2013 12:06:28 AM10/04/2013 12:21:39 AMNYPDNew York City Police DepartmentNoise - CommercialLoud TalkingClub/Bar/Restaurant112097915 3 AVENUE3 AVENUE79 STREET80 STREETNaNNaNADDRESSBROOKLYNNaNPrecinctClosed10/04/2013 08:06:28 AM10/04/2013 12:21:39 AM10 BROOKLYNBROOKLYN976189.0168214.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.628381-74.029040(40.62838143294541, -74.02904041333245)
2643164810/04/2013 12:06:26 AM10/23/2013 08:14:52 AMDOTDepartment of TransportationStreet Sign - MissingBus StopStreet11378NaNNaNNaNNaN54 AVENUE43 STREETINTERSECTIONMASPETHNaNNaNClosed10/14/2013 09:38:47 AM10/23/2013 08:14:52 AM02 QUEENSQUEENS1005171.0206064.0UnspecifiedQUEENSUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.732250-73.924513(40.73225000573841, -73.92451289173367)
2643703410/04/2013 12:06:00 AMNaNDEPDepartment of Environmental ProtectionNoiseNoise: Jack Hammering (NC2)NaN10036NaNNaNNaNNaNWEST 48 STREETBROADWAYINTERSECTIONNEW YORKNaNNaNOpenNaNNaN05 MANHATTANMANHATTAN988451.0216208.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.760116-73.984836(40.76011648520396, -73.98483562074706)
2642609410/04/2013 12:05:12 AM10/04/2013 01:08:29 AMNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyClub/Bar/Restaurant11237211 KNICKERBOCKER AVENUEKNICKERBOCKER AVENUEJEFFERSON STREETTROUTMAN STREETNaNNaNADDRESSBROOKLYNNaNPrecinctClosed10/04/2013 08:05:12 AM10/04/2013 01:08:29 AM04 BROOKLYNBROOKLYN1004672.0195540.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.703365-73.926345(40.703365329011284, -73.92634531031759)
2642904010/04/2013 12:04:52 AM10/04/2013 03:01:04 AMNYPDNew York City Police DepartmentNoise - Street/SidewalkLoud TalkingStreet/Sidewalk1000399 2 AVENUE2 AVENUEEAST 5 STREETEAST 6 STREETNaNNaNADDRESSNEW YORKNaNPrecinctClosed10/04/2013 08:04:52 AM10/04/2013 03:01:04 AM03 MANHATTANMANHATTAN987393.0204234.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.727251-73.988660(40.727251287038676, -73.98866028603422)
2643408410/04/2013 12:04:00 AMNaNDEPDepartment of Environmental ProtectionNoiseNoise: Construction Before/After Hours (NM1)NaN10036NaNNaNNaNNaN8 AVENUEWEST 47 STREETINTERSECTIONNEW YORKNaNNaNOpenNaNNaN04 MANHATTANMANHATTAN987720.0216313.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.760405-73.987474(40.76040500039782, -73.98747426235285)
2642616410/04/2013 12:03:00 AM10/04/2013 02:14:57 AMNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyClub/Bar/Restaurant1110630-09 BROADWAYBROADWAY30 STREET31 STREETNaNNaNADDRESSASTORIANaNPrecinctClosed10/04/2013 08:03:00 AM10/04/2013 02:14:57 AM01 QUEENSQUEENS1004746.0217004.0UnspecifiedQUEENSUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.762279-73.926013(40.762278541098084, -73.92601303458156)
2643971010/04/2013 12:03:00 AM10/04/2013 12:03:00 AMDEPDepartment of Environmental ProtectionWater SystemDirty Water (WE)NaN10022325 EAST 54 STREETEAST 54 STREET2 AVENUE1 AVENUENaNNaNADDRESSNEW YORKNaNNaNClosedNaN10/04/2013 12:03:00 AM06 MANHATTANMANHATTAN993688.0215099.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.757069-73.965933(40.75706852462872, -73.96593314322774)
2643556910/04/2013 12:02:00 AM10/04/2013 01:10:00 AMDEPDepartment of Environmental ProtectionWater SystemDirty Water (WE)NaN10022311 EAST 50 STREETEAST 50 STREET2 AVENUE1 AVENUENaNNaNADDRESSNEW YORKNaNNaNClosedNaN10/04/2013 01:10:00 AM06 MANHATTANMANHATTAN993118.0214222.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.754662-73.967992(40.75466197318078, -73.96799173864807)
2642601310/04/2013 12:01:13 AM10/07/2013 04:07:16 PMDPRDepartment of Parks and RecreationMaintenance or FacilityStructure - OutdoorsPark11213NaNNaNNaNNaNNaNNaNNaNBROOKLYNNaNNaNClosed10/18/2013 12:01:13 AM10/07/2013 04:07:16 PM08 BROOKLYNBROOKLYNNaNNaNBrower ParkBROOKLYNBrower ParkB012NaNNaN7189658900Brooklyn, St. Marks, Kingston Avenues, Park PlaceBROOKLYNNY11213NNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2642808310/04/2013 12:01:05 AM10/04/2013 02:13:50 AMNYPDNew York City Police DepartmentIllegal ParkingPosted Parking Sign ViolationStreet/Sidewalk11434NaNNaNNaNNaNGUY R BREWER BOULEVARDROCKAWAY BOULEVARDINTERSECTIONJAMAICANaNPrecinctClosed10/04/2013 08:01:05 AM10/04/2013 02:13:50 AM13 QUEENSQUEENS1048801.0178419.0UnspecifiedQUEENSUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.656160-73.767353(40.656160351546845, -73.76735262738222)
2642898710/04/2013 12:00:45 AM10/04/2013 01:25:01 AMNYPDNew York City Police DepartmentNoise - Street/SidewalkLoud TalkingStreet/Sidewalk10016344 EAST 28 STREETEAST 28 STREETMOUNT CARMEL PLACE1 AVENUENaNNaNADDRESSNEW YORKNaNPrecinctClosed10/04/2013 08:00:45 AM10/04/2013 01:25:01 AM06 MANHATTANMANHATTAN990637.0208987.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.740295-73.976952(40.740295354643706, -73.97695165980414)
2642611510/04/2013 12:00:28 AM10/04/2013 04:17:32 AMNYPDNew York City Police DepartmentNoise - CommercialLoud TalkingClub/Bar/Restaurant112261233 FLATBUSH AVENUEFLATBUSH AVENUEAVENUE DNEWKIRK AVENUENaNNaNADDRESSBROOKLYNNaNPrecinctClosed10/04/2013 08:00:28 AM10/04/2013 04:17:32 AM14 BROOKLYNBROOKLYN996654.0172515.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.640182-73.955306(40.64018174662485, -73.95530566958138)
2642803310/04/2013 12:00:10 AM10/04/2013 01:20:52 AMNYPDNew York City Police DepartmentBlocked DrivewayPartial AccessStreet/Sidewalk112361259 EAST 94 STREETEAST 94 STREETAVENUE JAVENUE KNaNNaNADDRESSBROOKLYNNaNPrecinctClosed10/04/2013 08:00:10 AM10/04/2013 01:20:52 AM18 BROOKLYNBROOKLYN1011804.0172470.0UnspecifiedBROOKLYNUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.640024-73.900717(40.640024057399216, -73.90071711703163)

111069 rows × 52 columns

2.2 選行或者列

上一節提到了，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

相信大家對python中list的切片操作非常熟悉，這里也一樣，比如你要取前5條數據，直接用df[:5]即可。

拿前幾條數據出來的原因是，我們可以先熟悉熟悉數據，為后期做分析熱熱身。

complaints[:5] Unique KeyCreated DateClosed DateAgencyAgency NameComplaint TypeDescriptorLocation TypeIncident ZipIncident AddressStreet NameCross Street 1Cross Street 2Intersection Street 1Intersection Street 2Address TypeCityLandmarkFacility TypeStatusDue DateResolution Action Updated DateCommunity BoardBoroughX Coordinate (State Plane)Y Coordinate (State Plane)Park Facility NamePark BoroughSchool NameSchool NumberSchool RegionSchool CodeSchool Phone NumberSchool AddressSchool CitySchool StateSchool ZipSchool Not FoundSchool or Citywide ComplaintVehicle TypeTaxi Company BoroughTaxi Pick Up LocationBridge Highway NameBridge Highway DirectionRoad RampBridge Highway SegmentGarage Lot NameFerry DirectionFerry Terminal NameLatitudeLongitudeLocation01234
2658965110/31/2013 02:08:41 AMNaNNYPDNew York City Police DepartmentNoise - Street/SidewalkLoud TalkingStreet/Sidewalk1143290-03 169 STREET169 STREET90 AVENUE91 AVENUENaNNaNADDRESSJAMAICANaNPrecinctAssigned10/31/2013 10:08:41 AM10/31/2013 02:35:17 AM12 QUEENSQUEENS1042027.0197389.0UnspecifiedQUEENSUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.708275-73.791604(40.70827532593202, -73.79160395779721)
2659369810/31/2013 02:01:04 AMNaNNYPDNew York City Police DepartmentIllegal ParkingCommercial Overnight ParkingStreet/Sidewalk1137858 AVENUE58 AVENUE58 PLACE59 STREETNaNNaNBLOCKFACEMASPETHNaNPrecinctOpen10/31/2013 10:01:04 AMNaN05 QUEENSQUEENS1009349.0201984.0UnspecifiedQUEENSUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.721041-73.909453(40.721040535628305, -73.90945306791765)
2659413910/31/2013 02:00:24 AM10/31/2013 02:40:32 AMNYPDNew York City Police DepartmentNoise - CommercialLoud Music/PartyClub/Bar/Restaurant100324060 BROADWAYBROADWAYWEST 171 STREETWEST 172 STREETNaNNaNADDRESSNEW YORKNaNPrecinctClosed10/31/2013 10:00:24 AM10/31/2013 02:39:42 AM12 MANHATTANMANHATTAN1001088.0246531.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.843330-73.939144(40.84332975466513, -73.93914371913482)
2659572110/31/2013 01:56:23 AM10/31/2013 02:21:48 AMNYPDNew York City Police DepartmentNoise - VehicleCar/Truck HornStreet/Sidewalk10023WEST 72 STREETWEST 72 STREETCOLUMBUS AVENUEAMSTERDAM AVENUENaNNaNBLOCKFACENEW YORKNaNPrecinctClosed10/31/2013 09:56:23 AM10/31/2013 02:21:10 AM07 MANHATTANMANHATTAN989730.0222727.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.778009-73.980213(40.7780087446372, -73.98021349023975)
2659093010/31/2013 01:53:44 AMNaNDOHMHDepartment of Health and Mental HygieneRodentCondition Attracting RodentsVacant Lot10027WEST 124 STREETWEST 124 STREETLENOX AVENUEADAM CLAYTON POWELL JR BOULEVARDNaNNaNBLOCKFACENEW YORKNaNNaNPending11/30/2013 01:53:44 AM10/31/2013 01:59:54 AM10 MANHATTANMANHATTAN998815.0233545.0UnspecifiedMANHATTANUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedUnspecifiedNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN40.807691-73.947387(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，其實是一樣一樣的。

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 選多行

選一行是把這一行的名字告訴它，那選多行呢？恩，傳一個名稱list給他咯。

complaints[['Complaint Type', 'Borough']] Complaint TypeBorough01234567891011121314151617181920212223242526272829...111039111040111041111042111043111044111045111046111047111048111049111050111051111052111053111054111055111056111057111058111059111060111061111062111063111064111065111066111067111068
Noise - Street/SidewalkQUEENS
Illegal ParkingQUEENS
Noise - CommercialMANHATTAN
Noise - VehicleMANHATTAN
RodentMANHATTAN
Noise - CommercialQUEENS
Blocked DrivewayQUEENS
Noise - CommercialQUEENS
Noise - CommercialMANHATTAN
Noise - CommercialBROOKLYN
Noise - House of WorshipBROOKLYN
Noise - CommercialMANHATTAN
Illegal ParkingMANHATTAN
Noise - VehicleBRONX
RodentBROOKLYN
Noise - House of WorshipMANHATTAN
Noise - Street/SidewalkSTATEN ISLAND
Illegal ParkingBROOKLYN
Street Light ConditionBROOKLYN
Noise - CommercialMANHATTAN
Noise - House of WorshipBROOKLYN
Noise - CommercialMANHATTAN
Noise - VehicleQUEENS
Noise - CommercialBROOKLYN
Blocked DrivewaySTATEN ISLAND
Noise - Street/SidewalkSTATEN ISLAND
Street Light ConditionBROOKLYN
Harboring Bees/WaspsMANHATTAN
Noise - Street/SidewalkMANHATTAN
Street Light ConditionSTATEN ISLAND
......
Noise - CommercialMANHATTAN
Noise - CommercialMANHATTAN
NoiseBROOKLYN
Noise - Street/SidewalkMANHATTAN
Noise - CommercialBROOKLYN
Noise - Street/SidewalkMANHATTAN
Water SystemMANHATTAN
NoiseBROOKLYN
Illegal ParkingQUEENS
Noise - Street/SidewalkMANHATTAN
Noise - CommercialBROOKLYN
NoiseMANHATTAN
Noise - CommercialMANHATTAN
Water SystemMANHATTAN
Derelict VehiclesQUEENS
Noise - Street/SidewalkBROOKLYN
Noise - CommercialBROOKLYN
Street Sign - MissingQUEENS
NoiseMANHATTAN
Noise - CommercialBROOKLYN
Noise - Street/SidewalkMANHATTAN
NoiseMANHATTAN
Noise - CommercialQUEENS
Water SystemMANHATTAN
Water SystemMANHATTAN
Maintenance or FacilityBROOKLYN
Illegal ParkingQUEENS
Noise - Street/SidewalkMANHATTAN
Noise - CommercialBROOKLYN
Blocked DrivewayBROOKLYN

111069 rows × 2 columns

好吧，再拼一下：多列的前n行。

complaints[['Complaint Type', 'Borough']][:10] Complaint TypeBorough0123456789
Noise - Street/SidewalkQUEENS
Illegal ParkingQUEENS
Noise - CommercialMANHATTAN
Noise - VehicleMANHATTAN
RodentMANHATTAN
Noise - CommercialQUEENS
Blocked DrivewayQUEENS
Noise - CommercialQUEENS
Noise - CommercialMANHATTAN
Noise - CommercialBROOKLYN

2.4 想統計找出Top類型的數據？

dataframe真的很智能，比如你告訴它，我要統計一下數量了！（用.value_counts()函數），那它就幫你統計數量了：

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，咱們拿到的結果是排過序的，也就是說如果我只要top 10的話，其實截斷一下就可以了：

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，聰明的你一定想到上一節說的繪圖，是的，咱們可以把top10畫出來。

complaint_counts[:10].plot(figsize=(20,6))#默認是折線圖 <matplotlib.axes._subplots.AxesSubplot at 0xf1cd160>

總結

以上是生活随笔為你收集整理的2-2_Selecting_data_and_analysis_part1的全部內容，希望文章能夠幫你解決所遇到的問題。

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