notebook.community

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In [2]:

    
# takes in a joined dataframe by tuples and generates a matrix by mapping the rows to feature vectors

DATA_PATH = "../joined_unfeaturized_mini.csv" 
import pandas as pd
df = pd.read_csv(DATA_PATH, na_values=['-'])
df = df.where((pd.notnull(df)), None)
df.head(5)









    Out[2]:






  
    
      
      feature-311
      tuple
      911-reports
    
  
  
    
      0 
       [{'Category': 'Sign Repair', 'TimeBin': 627414...
       (6274149.810962193, -122.42479733333332, 37.77...
       []
    
    
      10
       [{'Category': 'Sidewalk or Curb', 'TimeBin': 1...
       (16110397.579115825, -122.43828377777778, 37.7...
       []
    
    
      20
       [{'Category': 'General Requests', 'TimeBin': 1...
       (170454482.92878577, -122.45177022222221, 37.7...
       []
    
    
      30
       [{'Category': 'Graffiti Private Property', 'Ti...
       (143779226.63572717, -122.41131088888888, 37.7...
       []
    
    
      40
       [{'Category': 'General Requests', 'TimeBin': 8...
       (84437912.93978797, -122.50571599999999, 37.77...
       []



In [4]:

    
# remove any rows that have problematic data
i = []
index = -1
for row_tuple in df.iterrows():
    row = row_tuple[1] # a pandas Series
    #print row
    index += 1
    if (index > 500000):
        break
    try:
        f3 = eval(row['feature-311'])
    except NameError as e:
        i.append(index)
        continue
    f9 = eval(row['911-reports'])
print i
df = df.drop(df.index[i])

[]



In [ ]:

    
#map the feature-311 data to a vector



In [5]:

    
# Get all possible labels for certain categorical data, by looping through the data.
Category_set = set()
Request_Type_set = set()
Request_Details_set = set()
Supervisor_District_set = set()
Source_set = set()
for row_tuple in df.iterrows():
    row = row_tuple[1] # a pandas Series
    #print row['feature-311']
    try:
        for dct in eval(row['feature-311']):
            #print dct
            Category = dct['Category']
            Request_Type = dct['Request Type']
            Request_Details = dct['Request Details']
            Supervisor_District = int(dct['Supervisor District'])
            Source = dct['Source']
            Category_set.add(Category)
            Request_Type_set.add(Request_Type)
            Request_Details_set.add(Request_Details)
            Supervisor_District_set.add(Supervisor_District)
            Source_set.add(Source)
    except NameError as e:
        continue
print "done"









    



done



In [6]:

    
# Get all possible types of 911-reports
set_911 = {}
count = 0
for row_tuple in df.iterrows():
    count += 1
    if count == "never":
        break
    row = row_tuple[1] # a pandas Series
    #print row['911-reports']
    try:
        for dct in eval(row['911-reports']):
            #print dct
            Category = dct['Category']
            if Category not in set_911.keys():
                set_911[Category] = 0
            set_911[Category]+=1
    except NameError as e:
        continue
print "done"
print set_911
print len(set_911)
# don't get rid of categories that happen rarely, just to see the result of not having enough data









    



done
{'KIDNAPPING': 11, 'WEAPON LAWS': 40, 'WARRANTS': 199, 'LOITERING': 1, 'EMBEZZLEMENT': 5, 'PORNOGRAPHY/OBSCENE MAT': 1, 'SUICIDE': 4, 'DRIVING UNDER THE INFLUENCE': 30, 'ROBBERY': 144, 'BURGLARY': 320, 'SUSPICIOUS OCC': 188, 'RECOVERED VEHICLE': 25, 'BRIBERY': 3, 'FORGERY/COUNTERFEITING': 37, 'PROSTITUTION': 1, 'BAD CHECKS': 1, 'DRUNKENNESS': 22, 'GAMBLING': 1, 'OTHER OFFENSES': 621, 'FRAUD': 90, 'ARSON': 16, 'SEX OFFENSES, FORCIBLE': 26, 'DRUG/NARCOTIC': 216, 'TRESPASS': 37, 'LARCENY/THEFT': 1319, 'VANDALISM': 327, 'NON-CRIMINAL': 574, 'EXTORTION': 2, 'LIQUOR LAWS': 4, 'VEHICLE THEFT': 327, 'STOLEN PROPERTY': 8, 'ASSAULT': 417, 'FAMILY OFFENSES': 1, 'MISSING PERSON': 221, 'DISORDERLY CONDUCT': 15, 'RUNAWAY': 10}
36



In [7]:

    
print len(Category_set) #
print len(Request_Type_set) #TOO BIG 
print len(Request_Details_set) #TOO BIG
print len(Supervisor_District_set)
print len(Source_set)
print Category_set
print Supervisor_District_set
print Source_set









    



26
534
8074
12
7
set(['Streetlights', 'Abandoned Vehicle', 'MUNI Feedback', 'Graffiti Private Property', 'DPW Volunteer Programs', 'Tree Maintenance', 'Rec and Park Requests', 'Residential Building Request', 'Blocked Street or SideWalk', 'Sidewalk or Curb', 'Temporary Sign Request', 'Sewer Issues', '311 External Request', 'Litter Receptacles', 'Catch Basin Maintenance', 'Street Defects', 'Street and Sidewalk Cleaning', 'Color Curb', 'SFHA Requests', 'Construction Zone Permits', 'Graffiti Public Property', 'Illegal Postings', 'Damaged Property', 'Unpermitted Cab Complaint', 'General Requests', 'Sign Repair'])
set([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11])
set(['Web Self Service', 'Twitter', 'Other Department', 'Voice In', 'e-mail In', 'Open311', 'Integrated Agency'])



In [8]:

    
# Generate a feature vector given a list of dictionaries.  Each dictionary represents one 311 report.
# Regularization should also go here
    # @param reports_311: a list of dictionaries.  Each dictionary is of the form
    # {'Category': string, 'Request Details': string, 'Request Type': string, 'Source': string, 'Supervisor District':string,
    #    'TimeBin': float, 'XBin':float, 'YBin':float}

#create map dictionaries that will map each one of the categories from the category sets to an index in feature_vector.
category_map = {}
supervisor_map = {}
source_map = {}
index = 0
for cat in Category_set:
    category_map[cat] = index
    index += 1 
for cat in Supervisor_District_set:
    supervisor_map[cat] = index
    index += 1
for cat in Source_set:
    source_map[cat] = index
    index += 1
    
def generate_feature_vector(reports_311):
    # simple feature vector that is just sum of counts of 311 reports of each category 
    # from (Category, Supervisor District, and Source)
    feature_vector = []
    for i in xrange(index):
        feature_vector.append(0)
    for report in reports_311:
        # the first 27 features correspond to the number of 311 reports from each category from Category set
        # the next 12 features correspond to the number of 311 reports from each category from Supervisor_District set
        # the next 9 features correspond to the number of 311 reports from each category from Source set
        feature_vector[category_map[report["Category"]]]+=1
        feature_vector[supervisor_map[report["Supervisor District"]]]+=1
        feature_vector[source_map[report["Source"]]]+=1
    return feature_vector
print "done"









    



done



In [9]:

    
def generate_output_vector(reports_911, cat):
    ct = 0
    for report in reports_911:
        if report['Category'] == cat:
            #print report['Category']
            #print cat
            ct += 1
    return ct



In [13]:

    
# compute f_in
count = 0
df_dict = {}
df_dict['features'] = []
for row_tuple in df.iterrows():
    count += 1
    if count > 5000000000: 
        break
    row = row_tuple[1] # a pandas Series
    try:
        dct = eval(row['feature-311'])
    except NameError as e:
        continue
    #try:
    f_in = generate_feature_vector(dct)
    #try:
    #dct2 = eval(row['911-reports'])
    #except NameError as e:
    #    continue
    #f_out = generate_output_vector(dct2, cat)
    df_dict['features'].append(f_in)
print "done"









    



done
45



In [28]:

    
l_f_in = len(df_dict['features'])
print l_f_in



In [18]:

    
# compute a list of f_out
count = 0
df_dict_911 = {}
for cat in set_911.keys():
    df_dict_911[cat] = []
    count = 0
    for row_tuple in df.iterrows():
        count += 1
        if count > 5000000: 
            break
        row = row_tuple[1] # a pandas Series
        #try:
        dct2 = eval(row['911-reports']) # a list of 911-reports
        #print dct2
        #except NameError as e:
        #    continue
        f_out = generate_output_vector(dct2, cat)
        df_dict_911[cat].append(f_out)
print "done"









    



done



In [33]:

    
for key in df_dict_911.keys():
    print key
    l_911 = len(df_dict_911[key])
    if l_911 != l_f_in:
        assert False, "error"









    



KIDNAPPING
WEAPON LAWS
WARRANTS
LOITERING
EMBEZZLEMENT
FRAUD
DRIVING UNDER THE INFLUENCE
ROBBERY
BURGLARY
STOLEN PROPERTY
SUSPICIOUS OCC
RECOVERED VEHICLE
ASSAULT
FORGERY/COUNTERFEITING
BAD CHECKS
PORNOGRAPHY/OBSCENE MAT
GAMBLING
OTHER OFFENSES
DRUNKENNESS
SUICIDE
ARSON
SEX OFFENSES, FORCIBLE
DRUG/NARCOTIC
TRESPASS
PROSTITUTION
VANDALISM
MISSING PERSON
LIQUOR LAWS
VEHICLE THEFT
EXTORTION
BRIBERY
FAMILY OFFENSES
NON-CRIMINAL
DISORDERLY CONDUCT
RUNAWAY
LARCENY/THEFT



In [34]:

    
final_df = pd.DataFrame(df_dict)
final_df.head(5)









    Out[34]:






  
    
      
      features
    
  
  
    
      0
       [0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, ...
    
    
      1
       [0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, ...
    
    
      2
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, ...
    
    
      3
       [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
    
    
      4
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...



In [38]:

    
# use the joined table to create a matrix.  
# The matrix will be Nx(D+1), where N is the number of unique tuples, and D is the number of features in 
# our feature vector.  The last column of the matrix corresponds to the feature-911, i.e. the number
# of 911 reports in the given location/time.
import numpy as np
N = len(final_df)
D = final_df['features']
#print type(D[i])
mat = np.zeros([N, len(D[0])])
for i in xrange(N):
    mat[i] = D[i]
print mat[13]









    



[ 0.  0.  0.  0.  0.  0.  1.  0.  0.  1.  0.  0.  0.  0.  0.  0.  3.  0.
  0.  0.  0.  0.  1.  0.  0.  0.  0.  1.  0.  0.  0.  5.  0.  0.  0.  0.
  0.  0.  0.  0.  0.  6.  0.  0.  0.]



In [39]:

    
np.savetxt("joined_matrix_features.txt", mat)



In [46]:

    
ct = 0
for key in df_dict_911.keys():
    ct+=1
    if ct > 1:
        break
    print key
    print df_dict_911[key]









    



KIDNAPPING
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In [48]:

    
import json
with open('joined_matrix_911.txt', 'w') as outfile:
    json.dump(df_dict_911, outfile)

	feature-311	tuple	911-reports
0	[{'Category': 'Sign Repair', 'TimeBin': 627414...	(6274149.810962193, -122.42479733333332, 37.77...	[]
10	[{'Category': 'Sidewalk or Curb', 'TimeBin': 1...	(16110397.579115825, -122.43828377777778, 37.7...	[]
20	[{'Category': 'General Requests', 'TimeBin': 1...	(170454482.92878577, -122.45177022222221, 37.7...	[]
30	[{'Category': 'Graffiti Private Property', 'Ti...	(143779226.63572717, -122.41131088888888, 37.7...	[]
40	[{'Category': 'General Requests', 'TimeBin': 8...	(84437912.93978797, -122.50571599999999, 37.77...	[]

	features
0	[0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, ...
1	[0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, ...
2	[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, ...
3	[0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
4	[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...