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Edit and run



In [59]:

    
import pandas as pd
import math, time, datetime
from dateutil.parser import parse
import dateutil
import locale
locale.setlocale(locale.LC_ALL, 'en_US')
import re
import matplotlib.pyplot as plt
%matplotlib inline



In [60]:

    
!head -n 10000 violations.csv > small-violations.csv



In [74]:

    
df = pd.read_csv("small-violations.csv")



In [62]:

    
df.head()









    Out[62]:






  
    
      
      Summons Number
      Plate ID
      Registration State
      Plate Type
      Issue Date
      Violation Code
      Vehicle Body Type
      Vehicle Make
      Issuing Agency
      Street Code1
      ...
      Vehicle Color
      Unregistered Vehicle?
      Vehicle Year
      Meter Number
      Feet From Curb
      Violation Post Code
      Violation Description
      No Standing or Stopping Violation
      Hydrant Violation
      Double Parking Violation
    
  
  
    
      0
      1283294138
      GBB9093
      NY
      PAS
      08/04/2013
      46
      SUBN
      AUDI
      P
      37250
      ...
      GY
      0
      2013
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      1
      1283294151
      62416MB
      NY
      COM
      08/04/2013
      46
      VAN
      FORD
      P
      37290
      ...
      WH
      0
      2012
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      2
      1283294163
      78755JZ
      NY
      COM
      08/05/2013
      46
      P-U
      CHEVR
      P
      37030
      ...
      NaN
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      3
      1283294175
      63009MA
      NY
      COM
      08/05/2013
      46
      VAN
      FORD
      P
      37270
      ...
      WH
      0
      2010
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      4
      1283294187
      91648MC
      NY
      COM
      08/08/2013
      41
      TRLR
      GMC
      P
      37240
      ...
      BR
      0
      2012
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
  

5 rows × 43 columns



In [75]:

    
df['Date First Observed']









    Out[75]:





0              0
1              0
2              0
3              0
4              0
5              0
6              0
7              0
8              0
9              0
10             0
11             0
12             0
13             0
14             0
15             0
16             0
17             0
18             0
19             0
20             0
21             0
22             0
23             0
24             0
25             0
26             0
27             0
28             0
29             0
          ...   
9969    20130723
9970           0
9971           0
9972           0
9973           0
9974           0
9975           0
9976           0
9977           0
9978           0
9979           0
9980           0
9981           0
9982           0
9983           0
9984           0
9985           0
9986           0
9987           0
9988           0
9989           0
9990           0
9991           0
9992           0
9993           0
9994           0
9995           0
9996           0
9997           0
9998           0
Name: Date First Observed, dtype: int64



In [63]:

    
df.columns









    Out[63]:





Index(['Summons Number', 'Plate ID', 'Registration State', 'Plate Type',
       'Issue Date', 'Violation Code', 'Vehicle Body Type', 'Vehicle Make',
       'Issuing Agency', 'Street Code1', 'Street Code2', 'Street Code3',
       'Vehicle Expiration Date', 'Violation Location', 'Violation Precinct',
       'Issuer Precinct', 'Issuer Code', 'Issuer Command', 'Issuer Squad',
       'Violation Time', 'Time First Observed', 'Violation County',
       'Violation In Front Of Or Opposite', 'House Number', 'Street Name',
       'Intersecting Street', 'Date First Observed', 'Law Section',
       'Sub Division', 'Violation Legal Code', 'Days Parking In Effect    ',
       'From Hours In Effect', 'To Hours In Effect', 'Vehicle Color',
       'Unregistered Vehicle?', 'Vehicle Year', 'Meter Number',
       'Feet From Curb', 'Violation Post Code', 'Violation Description',
       'No Standing or Stopping Violation', 'Hydrant Violation',
       'Double Parking Violation'],
      dtype='object')

1. I want to make sure my Plate ID is a string. Can't lose the leading zeroes!



In [64]:

    
df.dtypes #dtype: Data type for data or columns









    Out[64]:





Summons Number                         int64
Plate ID                              object
Registration State                    object
Plate Type                            object
Issue Date                            object
Violation Code                         int64
Vehicle Body Type                     object
Vehicle Make                          object
Issuing Agency                        object
Street Code1                           int64
Street Code2                           int64
Street Code3                           int64
Vehicle Expiration Date                int64
Violation Location                   float64
Violation Precinct                     int64
Issuer Precinct                        int64
Issuer Code                            int64
Issuer Command                        object
Issuer Squad                           int64
Violation Time                        object
Time First Observed                   object
Violation County                      object
Violation In Front Of Or Opposite     object
House Number                          object
Street Name                           object
Intersecting Street                   object
Date First Observed                    int64
Law Section                            int64
Sub Division                          object
Violation Legal Code                 float64
Days Parking In Effect                object
From Hours In Effect                  object
To Hours In Effect                    object
Vehicle Color                         object
Unregistered Vehicle?                  int64
Vehicle Year                           int64
Meter Number                          object
Feet From Curb                         int64
Violation Post Code                  float64
Violation Description                float64
No Standing or Stopping Violation    float64
Hydrant Violation                    float64
Double Parking Violation             float64
dtype: object



In [65]:

    
print("The data type is",(type(df['Plate ID'][0])))









    



The data type is <class 'str'>

2. I don't think anyone's car was built in 0AD. Discard the '0's as NaN.



In [66]:

    
df['Vehicle Year'] = df['Vehicle Year'].replace("0","NaN") #str.replace(old, new[, max])
df.head()









    Out[66]:






  
    
      
      Summons Number
      Plate ID
      Registration State
      Plate Type
      Issue Date
      Violation Code
      Vehicle Body Type
      Vehicle Make
      Issuing Agency
      Street Code1
      ...
      Vehicle Color
      Unregistered Vehicle?
      Vehicle Year
      Meter Number
      Feet From Curb
      Violation Post Code
      Violation Description
      No Standing or Stopping Violation
      Hydrant Violation
      Double Parking Violation
    
  
  
    
      0
      1283294138
      GBB9093
      NY
      PAS
      08/04/2013
      46
      SUBN
      AUDI
      P
      37250
      ...
      GY
      0
      2013
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      1
      1283294151
      62416MB
      NY
      COM
      08/04/2013
      46
      VAN
      FORD
      P
      37290
      ...
      WH
      0
      2012
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      2
      1283294163
      78755JZ
      NY
      COM
      08/05/2013
      46
      P-U
      CHEVR
      P
      37030
      ...
      NaN
      0
      NaN
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      3
      1283294175
      63009MA
      NY
      COM
      08/05/2013
      46
      VAN
      FORD
      P
      37270
      ...
      WH
      0
      2010
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      4
      1283294187
      91648MC
      NY
      COM
      08/08/2013
      41
      TRLR
      GMC
      P
      37240
      ...
      BR
      0
      2012
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
    
  

5 rows × 43 columns

3. I want the dates to be dates! Read the read_csv documentation to find out how to make pandas automatically parse dates.



In [67]:

    
# Function to use for converting a sequence of string columns to an array of datetime instances: dateutil.parser.parser



In [68]:

    
type(df['Issue Date'][0])









    Out[68]:





str



In [99]:

    
def to_dates(date):
    yourdate = dateutil.parser.parse(date)
    return yourdate
df['Issue Date Converted'] = df['Issue Date'].apply(to_dates) #DataFrame.apply(func):function to apply to each column/row
df['Issue Date Converted'].head()









    Out[99]:





0   2013-08-04
1   2013-08-04
2   2013-08-05
3   2013-08-05
4   2013-08-08
Name: Issue Date Converted, dtype: datetime64[ns]

4. "Date first observed" is a pretty weird column, but it seems like it has a date hiding inside. Using a function with .apply, transform the string (e.g. "20140324") into a Python date. Make the 0's show up as NaN.



In [70]:

    
df['Date First Observed'].tail()









    Out[70]:





9994    0
9995    0
9996    0
9997    0
9998    0
Name: Date First Observed, dtype: int64



In [96]:

    
import numpy as np #numpy object
def pydate(num):
    num = str(num) #to work with dateutil.parser.parse():it has to be a string
    print(num)
    if num == "0":
        print("replacing 0")
        return np.NaN #if number==0,replace 0 with NaN
    else:
        print("parsing date")
        yourdate = dateutil.parser.parse(num)#recognize the string as a time object
        strf = yourdate.strftime("%Y-%B-%d")#strftime turns a time object into a date and time format
        print(strf)
        return strf



In [97]:

    
df['Date First Observed Converted'] = df['Date First Observed'].apply(pydate)









    



0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
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0
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replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130719
parsing date
2013-July-19
20130719
parsing date
2013-July-19
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130715
parsing date
2013-July-15
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130804
parsing date
2013-August-04
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
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replacing 0
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replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130717
parsing date
2013-July-17
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
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replacing 0
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replacing 0
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replacing 0
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replacing 0
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replacing 0
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replacing 0
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replacing 0
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replacing 0
0
replacing 0
0
replacing 0
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replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130715
parsing date
2013-July-15
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
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0
replacing 0
0
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replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130726
parsing date
2013-July-26
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
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0
replacing 0
0
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replacing 0
0
replacing 0
0
replacing 0
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replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130721
parsing date
2013-July-21
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
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replacing 0
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replacing 0
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replacing 0
0
replacing 0
0
replacing 0
0
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0
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replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
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0
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replacing 0
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0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130713
parsing date
2013-July-13
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
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0
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0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130809
parsing date
2013-August-09
0
replacing 0
0
replacing 0
0
replacing 0
20130809
parsing date
2013-August-09
20130809
parsing date
2013-August-09
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130810
parsing date
2013-August-10
0
replacing 0
0
replacing 0
0
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0
replacing 0
0
replacing 0
20130811
parsing date
2013-August-11
20130811
parsing date
2013-August-11
0
replacing 0
0
replacing 0
20130727
parsing date
2013-July-27
20130801
parsing date
2013-August-01
20130717
parsing date
2013-July-17
20130801
parsing date
2013-August-01
20130801
parsing date
2013-August-01
20130801
parsing date
2013-August-01
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
0
replacing 0
20130806
parsing date
2013-August-06
0
replacing 0
20130812
parsing date
2013-August-12
20130813
parsing date
2013-August-13
0
replacing 0
20130722
parsing date
2013-July-22
20130722
parsing date
2013-July-22
0
replacing 0
20130806
parsing date
2013-August-06
20130801
parsing date
2013-August-01
20130801
parsing date
2013-August-01
20130729
parsing date
2013-July-29
0
replacing 0
20130729
parsing date
2013-July-29
20130805
parsing date
2013-August-05
20130731
parsing date
2013-July-31
0
replacing 0
0
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0
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0
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0
replacing 0
20130805
parsing date
2013-August-05
20130802
parsing date
2013-August-02
0
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20130813
parsing date
2013-August-13
20130815
parsing date
2013-August-15
0
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0
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0
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0
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20130725
parsing date
2013-July-25
20130802
parsing date
2013-August-02
0
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0
replacing 0
20130721
parsing date
2013-July-21
0
replacing 0
20130731
parsing date
2013-July-31
20130807
parsing date
2013-August-07
20130811
parsing date
2013-August-11
0
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0
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0
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0
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20130718
parsing date
2013-July-18
0
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0
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0
replacing 0
20130810
parsing date
2013-August-10
20130811
parsing date
2013-August-11
20130718
parsing date
2013-July-18
20130720
parsing date
2013-July-20
20130812
parsing date
2013-August-12
20130721
parsing date
2013-July-21
0
replacing 0
0
replacing 0
20130720
parsing date
2013-July-20
20130814
parsing date
2013-August-14
0
replacing 0
0
replacing 0
20130807
parsing date
2013-August-07
0
replacing 0
20130721
parsing date
2013-July-21
0
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0
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20130717
parsing date
2013-July-17
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20130809
parsing date
2013-August-09
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parsing date
2013-July-24
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parsing date
2013-July-18
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20130801
parsing date
2013-August-01
20310801
parsing date
2031-August-01
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20130822
parsing date
2013-August-22
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20130709
parsing date
2013-July-09
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20130710
parsing date
2013-July-10
20130712
parsing date
2013-July-12
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20130727
parsing date
2013-July-27
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parsing date
2013-August-17
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2013-August-17
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parsing date
2013-July-23
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20130801
parsing date
2013-August-01
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parsing date
2013-August-06
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parsing date
2013-August-02
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20130721
parsing date
2013-July-21
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20130719
parsing date
2013-July-19
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parsing date
2013-June-22
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20130624
parsing date
2013-June-24
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20130718
parsing date
2013-July-18
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20130717
parsing date
2013-July-17
20130717
parsing date
2013-July-17
20130717
parsing date
2013-July-17
20130814
parsing date
2013-August-14
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parsing date
2013-August-08
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2013-August-06
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parsing date
2013-July-31
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2013-August-02
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2013-August-08
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20130730
parsing date
2013-July-30
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20130723
parsing date
2013-July-23
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20130812
parsing date
2013-August-12
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parsing date
2013-July-20
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parsing date
2013-July-22
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2013-August-14
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2013-August-13
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2013-August-06
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2013-August-08
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2013-August-12
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2013-July-21
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2013-August-02
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2013-August-09
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2013-August-21
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parsing date
2013-August-13
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2013-July-12
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parsing date
2013-August-22
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20130802
parsing date
2013-August-02
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parsing date
2013-August-02
20130726
parsing date
2013-July-26
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20130821
parsing date
2013-August-21
20130821
parsing date
2013-August-21
20130821
parsing date
2013-August-21
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20130725
parsing date
2013-July-25
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20130724
parsing date
2013-July-24
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20130730
parsing date
2013-July-30
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20130813
parsing date
2013-August-13
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parsing date
2013-August-13
20130814
parsing date
2013-August-14
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parsing date
2013-August-14
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parsing date
2013-July-24
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parsing date
2013-August-10
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2013-July-24
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2013-August-10
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2013-August-17
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2013-July-17
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parsing date
2013-August-17
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parsing date
2013-July-17
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20130711
parsing date
2013-July-11
20130711
parsing date
2013-July-11
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20130724
parsing date
2013-July-24
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parsing date
2013-July-22
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parsing date
2013-August-11
20130802
parsing date
2013-August-02
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parsing date
2013-August-10
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20130722
parsing date
2013-July-22
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20130731
parsing date
2013-July-31
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20130724
parsing date
2013-July-24
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20130728
parsing date
2013-July-28
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parsing date
2013-August-03
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parsing date
2013-August-05
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2013-August-12
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parsing date
2013-August-12
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parsing date
2013-August-12
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20130807
parsing date
2013-August-07
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parsing date
2013-August-14
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parsing date
2013-July-08
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parsing date
2013-July-31
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2013-July-31
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parsing date
2013-August-15
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parsing date
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parsing date
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parsing date
2013-July-23
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2013-July-25
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2013-July-23
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2013-August-14
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2013-July-18
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parsing date
2013-July-31
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2013-July-22
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2013-July-22
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2013-July-22
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parsing date
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20130718
parsing date
2013-July-18
0
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20130809
parsing date
2013-August-09
20130809
parsing date
2013-August-09
0
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0
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0
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0
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0
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20130731
parsing date
2013-July-31
20130731
parsing date
2013-July-31
20130731
parsing date
2013-July-31
0
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0
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0
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20130804
parsing date
2013-August-04
20130805
parsing date
2013-August-05
20130811
parsing date
2013-August-11
20130811
parsing date
2013-August-11
20130813
parsing date
2013-August-13
20130814
parsing date
2013-August-14
20130730
parsing date
2013-July-30
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20130719
parsing date
2013-July-19
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0
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0
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20130812
parsing date
2013-August-12
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0
replacing 0
20130812
parsing date
2013-August-12
0
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0
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0
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20130813
parsing date
2013-August-13
0
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20130723
parsing date
2013-July-23
20130716
parsing date
2013-July-16
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0
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20130716
parsing date
2013-July-16
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20130802
parsing date
2013-August-02
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parsing date
2013-July-22
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parsing date
2013-August-03
20130722
parsing date
2013-July-22
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parsing date
2013-July-20
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20130718
parsing date
2013-July-18
20130718
parsing date
2013-July-18
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parsing date
2013-July-18
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20130716
parsing date
2013-July-16
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parsing date
2013-July-31
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parsing date
2013-July-23
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In [98]:

    
df









    Out[98]:






  
    
      
      Summons Number
      Plate ID
      Registration State
      Plate Type
      Issue Date
      Violation Code
      Vehicle Body Type
      Vehicle Make
      Issuing Agency
      Street Code1
      ...
      Unregistered Vehicle?
      Vehicle Year
      Meter Number
      Feet From Curb
      Violation Post Code
      Violation Description
      No Standing or Stopping Violation
      Hydrant Violation
      Double Parking Violation
      Date First Observed Converted
    
  
  
    
      0
      1283294138
      GBB9093
      NY
      PAS
      08/04/2013
      46
      SUBN
      AUDI
      P
      37250
      ...
      0
      2013
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      1
      1283294151
      62416MB
      NY
      COM
      08/04/2013
      46
      VAN
      FORD
      P
      37290
      ...
      0
      2012
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      2
      1283294163
      78755JZ
      NY
      COM
      08/05/2013
      46
      P-U
      CHEVR
      P
      37030
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      3
      1283294175
      63009MA
      NY
      COM
      08/05/2013
      46
      VAN
      FORD
      P
      37270
      ...
      0
      2010
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      4
      1283294187
      91648MC
      NY
      COM
      08/08/2013
      41
      TRLR
      GMC
      P
      37240
      ...
      0
      2012
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      5
      1283294217
      T60DAR
      NJ
      PAS
      08/11/2013
      14
      P-U
      DODGE
      P
      37250
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      6
      1283294229
      GCR2838
      NY
      PAS
      08/11/2013
      14
      VAN
      NaN
      P
      37250
      ...
      0
      2011
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      7
      1283983620
      XZ764G
      NJ
      PAS
      08/07/2013
      24
      DELV
      FORD
      X
      63430
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      8
      1283983631
      GBH9379
      NY
      PAS
      08/07/2013
      24
      SDN
      TOYOT
      X
      63430
      ...
      0
      2001
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9
      1283983667
      MCL78B
      NJ
      PAS
      07/18/2013
      24
      SDN
      SUBAR
      H
      0
      ...
      0
      2005
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      10
      1283983679
      M367CN
      NY
      PAS
      07/18/2013
      24
      SDN
      HYUND
      H
      0
      ...
      0
      2010
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      11
      1283983734
      GAR6813
      NY
      PAS
      07/18/2013
      24
      SDN
      TOYOT
      H
      0
      ...
      0
      1998
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      12
      1283983771
      GEN8674
      NY
      PAS
      07/31/2013
      24
      SDN
      AUDI
      X
      0
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      13
      1283983825
      GAC2703
      NY
      PAS
      08/12/2013
      24
      SDN
      NISSA
      X
      23230
      ...
      0
      2012
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      14
      1286036800
      40793JY
      NY
      COM
      07/05/2013
      14
      VAN
      CHEVR
      P
      34190
      ...
      0
      1995
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      15
      1286123550
      GAD1485
      NY
      PAS
      08/12/2013
      20
      SDN
      VOLKS
      T
      28930
      ...
      0
      2012
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      16
      1286246398
      GFC5338
      NY
      PAS
      07/26/2013
      14
      SDN
      TOYOT
      T
      0
      ...
      0
      2010
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      17
      1286246416
      815M342
      MD
      PAS
      07/30/2013
      20
      SUBN
      SATUR
      T
      0
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      18
      1286248000
      GJA3452
      NY
      PAS
      07/23/2013
      14
      SDN
      KIA
      T
      73690
      ...
      0
      2013
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      19
      1286282330
      YZY6476
      NC
      PAS
      07/29/2013
      20
      SDN
      NISSA
      T
      32030
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      20
      1286282342
      WBJ819
      LA
      PAS
      08/07/2013
      17
      SUBN
      HONDA
      T
      0
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      21
      1286289841
      GAV9235
      NY
      PAS
      07/20/2013
      50
      SDN
      HONDA
      T
      0
      ...
      0
      2012
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      22
      1286654920
      ZTR66R
      NJ
      PAS
      07/18/2013
      50
      SDN
      N/S
      T
      0
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      23
      1286799648
      GDE3973
      NY
      PAS
      07/20/2013
      40
      SDN
      TOYOT
      T
      0
      ...
      0
      2003
      -
      9
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      24
      1286807062
      P193871
      IL
      PAS
      08/10/2013
      40
      SDN
      SCIO
      T
      26630
      ...
      0
      0
      -
      6
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      25
      1286807475
      GGL6608
      NY
      PAS
      07/26/2013
      40
      SDN
      NISSA
      T
      73650
      ...
      0
      2013
      -
      1
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      26
      1286807633
      84301JU
      NY
      COM
      07/19/2013
      14
      P-U
      DODGE
      X
      63030
      ...
      0
      2001
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      27
      1286808807
      HHG3545
      PA
      PAS
      08/06/2013
      20
      SDN
      TOYOT
      T
      21130
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      28
      1287320491
      50097JX
      NY
      COM
      08/07/2013
      40
      VAN
      MERCU
      T
      23190
      ...
      0
      2003
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      29
      1287320570
      GEJ9154
      NY
      PAS
      08/06/2013
      51
      VAN
      TOYOT
      X
      93230
      ...
      0
      2013
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
    
    
      9969
      1349992501
      GFZ7651
      NY
      PAS
      07/23/2013
      71
      SDN
      TOYOT
      P
      25870
      ...
      0
      2007
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      2013-July-23
    
    
      9970
      1349992975
      LBS219
      TX
      PAS
      08/13/2013
      91
      SUBN
      FORD
      P
      0
      ...
      0
      1996
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9971
      1349993244
      RG2C42
      TX
      PAS
      07/16/2013
      78
      TRAC
      PETER
      X
      20440
      ...
      0
      2004
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9972
      1349993270
      GAA1625
      NY
      PAS
      07/16/2013
      71
      SDN
      HYUND
      X
      26040
      ...
      0
      2013
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9973
      1349993335
      ZEB4706
      NY
      COM
      08/15/2013
      78
      VAN
      FORD
      P
      63290
      ...
      0
      2006
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9974
      1349993463
      GFD7394
      NY
      PAS
      08/13/2013
      74
      SUBN
      ROVER
      P
      25340
      ...
      0
      2008
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9975
      1349993505
      MSVEE
      NY
      PAS
      08/07/2013
      71
      SUBN
      ME/BE
      P
      25440
      ...
      0
      2002
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9976
      1349993682
      73143JK
      NY
      COM
      07/31/2013
      78
      VAN
      FORD
      P
      53890
      ...
      0
      1999
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9977
      1349993797
      GDP1969
      NY
      PAS
      07/27/2013
      71
      SUBN
      FORD
      P
      25870
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9978
      1349994250
      GHL3117
      NY
      PAS
      07/17/2013
      98
      SDN
      NISSA
      X
      22390
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9979
      1349994406
      GEF7027
      NY
      PAS
      07/15/2013
      52
      SDN
      NISSA
      X
      0
      ...
      0
      2003
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9980
      1349994571
      EUX4225
      NY
      PAS
      07/21/2013
      40
      SDN
      NISSA
      P
      0
      ...
      0
      2003
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9981
      1349994716
      GHF9746
      NY
      PAS
      08/10/2013
      40
      SDN
      HONDA
      P
      0
      ...
      0
      2013
      -
      2
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9982
      1349994741
      HX55885
      NY
      PAS
      08/09/2013
      70
      SDN
      VOLKS
      P
      21290
      ...
      0
      1974
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9983
      1349994753
      HX55885
      NY
      PAS
      08/09/2013
      71
      SDN
      VOLKS
      P
      21290
      ...
      0
      1974
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9984
      1349994807
      TME33R
      NJ
      PAS
      08/09/2013
      78
      TRLR
      NaN
      P
      0
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9985
      1349994819
      98166JT
      99
      COM
      08/09/2013
      78
      VAN
      FORD
      P
      0
      ...
      0
      2008
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9986
      1349995514
      EUE8098
      99
      PAS
      07/23/2013
      27
      SUBN
      MERCU
      P
      0
      ...
      0
      1999
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9987
      1349995526
      54726MC
      NY
      COM
      07/23/2013
      78
      VAN
      CHEVR
      P
      0
      ...
      0
      2008
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9988
      1349995538
      7AB6161
      MD
      PAS
      07/23/2013
      78
      SUBN
      GMC
      P
      0
      ...
      0
      0
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9989
      1349995551
      66247MC
      NY
      COM
      07/25/2013
      78
      DUMP
      MACK
      P
      44690
      ...
      0
      2001
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9990
      1349995654
      GBZ2160
      NY
      PAS
      08/14/2013
      71
      SDN
      NISSA
      P
      24490
      ...
      0
      1999
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9991
      1349995666
      HST2419
      PA
      PAS
      08/14/2013
      40
      SDN
      BMW
      P
      24490
      ...
      0
      0
      -
      10
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9992
      1349995678
      GHL3189
      NY
      PAS
      08/04/2013
      71
      SUBN
      CHRYS
      P
      23090
      ...
      0
      2009
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9993
      1349995691
      GAX3159
      NY
      PAS
      08/04/2013
      71
      SDN
      NISSA
      P
      23090
      ...
      0
      2006
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9994
      1349995721
      GBJ4159
      NY
      PAS
      07/27/2013
      71
      SDN
      TOYOT
      P
      25935
      ...
      0
      2004
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9995
      1349995733
      JDD3205
      PA
      PAS
      07/13/2013
      40
      SDN
      NISSA
      P
      24740
      ...
      0
      0
      -
      1
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9996
      1349995745
      GFD4344
      NY
      PAS
      07/13/2013
      40
      SDN
      CHRYS
      P
      29090
      ...
      0
      2013
      -
      5
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9997
      1349995836
      GCG2966
      NY
      PAS
      08/07/2013
      74
      SDN
      NISSA
      P
      24090
      ...
      0
      2005
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      9998
      1349995850
      GGH5393
      NY
      PAS
      08/04/2013
      74
      SDN
      HYUND
      P
      0
      ...
      0
      1998
      -
      0
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
  

9999 rows × 44 columns

5. "Violation time" is... not a time. Make it a time.



In [54]:

    
df['Violation Time'].head()









    Out[54]:





0    0752A
1    1240P
2    1243P
3    0232P
4    1239P
Name: Violation Time, dtype: object



In [55]:

    
type(df['Violation Time'][0])









    Out[55]:





str



In [56]:

    
def str_to_time(time_str):
    s = str(time_str).replace("P"," PM").replace("A"," AM") #str(time_str) because str.replace()
    x = s[:2] + ":" + s[2:] 
    return x
str_to_time("1239P")









    Out[56]:





'12:39 PM'



In [57]:

    
df['Violation Time Converted'] = df['Violation Time'].apply(str_to_time)



In [58]:

    
df['Violation Time Converted']









    Out[58]:





0       07:52 AM
1       12:40 PM
2       12:43 PM
3       02:32 PM
4       12:39 PM
5       06:17 PM
6       07:41 PM
7       04:25 AM
8       04:37 AM
9       08:39 AM
10      08:45 AM
11      09:07 AM
12      05:14 PM
13      06:56 PM
14      11:45 PM
15      05:46 PM
16      11:42 AM
17      07:24 AM
18      07:58 AM
19      07:36 AM
20      08:47 AM
21      11:20 AM
22      10:20 AM
23      03:24 PM
24      10:18 AM
25      07:43 AM
26      08:50 AM
27      09:15 AM
28      10:23 AM
29      11:20 AM
          ...   
9969    12:51 PM
9970    06:45 PM
9971    02:30 AM
9972    03:15 AM
9973    02:30 AM
9974    12:13 PM
9975    08:30 AM
9976    03:05 AM
9977    08:55 AM
9978    10:21 AM
9979    03:30 AM
9980    05:24 PM
9981    05:05 PM
9982    10:18 PM
9983    10:18 PM
9984    02:15 AM
9985    01:30 AM
9986    10:20 PM
9987    10:00 PM
9988    10:00 PM
9989    10:30 PM
9990    11:15 AM
9991    08:42 AM
9992    11:50 AM
9993    11:41 AM
9994    11:40 AM
9995    03:15 PM
9996    03:10 PM
9997    10:26 AM
9998    01:48 PM
Name: Violation Time, dtype: object



In [ ]:

	Summons Number	Plate ID	Registration State	Plate Type	Issue Date	Violation Code	Vehicle Body Type	Vehicle Make	Issuing Agency	Street Code1	...	Vehicle Color	Vehicle Year	Meter Number	Violation Post Code	Violation Description	No Standing or Stopping Violation	Hydrant Violation	Double Parking Violation
0	1283294138	GBB9093	NY	PAS	08/04/2013	46	SUBN	AUDI	P	37250	...	GY	2013	-	NaN	NaN	NaN	NaN	NaN
1	1283294151	62416MB	NY	COM	08/04/2013	46	VAN	FORD	P	37290	...	WH	2012	-	NaN	NaN	NaN	NaN	NaN
2	1283294163	78755JZ	NY	COM	08/05/2013	46	P-U	CHEVR	P	37030	...	NaN	0	-	NaN	NaN	NaN	NaN	NaN
3	1283294175	63009MA	NY	COM	08/05/2013	46	VAN	FORD	P	37270	...	WH	2010	-	NaN	NaN	NaN	NaN	NaN
4	1283294187	91648MC	NY	COM	08/08/2013	41	TRLR	GMC	P	37240	...	BR	2012	-	NaN	NaN	NaN	NaN	NaN