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| new_df['OFNS_DESC'] = new_df['OFNS_DESC'].astype('string') | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('HARRASSMENT'), 'OFNS_DESC'] = 'HARRASSMENT' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('KIDNAPPING'), 'OFNS_DESC'] = 'KIDNAPPING' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('LOITERING','GAMBLING'), 'OFNS_DESC'] = 'GAMBLING' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('RAPE'), 'OFNS_DESC'] = 'RAPE' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('BURGLAR'), 'OFNS_DESC'] = 'BURGLARY' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('SEX'), 'OFNS_DESC'] = 'SEX CRIMES' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('ROBBERY'), 'OFNS_DESC'] = 'ROBBERY' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('OFFENSES'), 'OFNS_DESC'] = 'OFFENSES' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('OFF. AGNST PUB ORD SENSBLTY &'), 'OFNS_DESC'] = 'OFFENSES' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('THEFT'), 'OFNS_DESC'] = 'THEFT' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('HOMICIDE'), 'OFNS_DESC'] = 'HOMICIDE' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('FRAUD'), 'OFNS_DESC'] = 'FRAUD' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('LAW'), 'OFNS_DESC'] = 'STATE LAWS' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('ADMINISTRATIVE CODE'), 'OFNS_DESC'] = 'STATE LAWS' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('NEW YORK CITY HEALTH CODE'), 'OFNS_DESC'] = 'STATE LAWS' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('DRUGS'), 'OFNS_DESC'] = 'DRUGS' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('VEHICLE'), 'OFNS_DESC'] = 'VEHICLES / DRIVING' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('DRIVING'), 'OFNS_DESC'] = 'VEHICLES / DRIVING' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('LARCENY'), 'OFNS_DESC'] = 'LARCENY' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('CRIMINAL MISCHIEF & RELATED OF'), 'OFNS_DESC'] = 'TRESPASS' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('TRESPASS'), 'OFNS_DESC'] = 'TRESPASS' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('ASSAULT'), 'OFNS_DESC'] = 'ASSAULT' | |
| new_df.loc[new_df['OFNS_DESC'].str.contains('ESCAPE'), 'OFNS_DESC'] = 'ESCAPE' |
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