Jupyter notebook example of how to quickly sift through data.

This is a sample of the technique I used to quickly get through large amounts of unfamiliar data at the Code for Fort Lauderdale hackathon.

Jupyter notebooks support over 40 different kernels including Ruby, Node.js, and R which means you can run another language's code inside of a Jupyter notebook.

Don't wonder if you should learn Python or another language. Learn Python and another language. Python plays well with others.


In [ ]:
import csv

In [20]:
from IPython.core.display import HTML, display
from ipy_table import render, make_table, set_column_style

In [21]:
from city_data_parsing import (
    logger,
    flpd_data_paths,
    get_columns,
    FIRST,
    LNG,
    LAT,
    BASEDIR,
    CITATION
)


The logger is working.

In [22]:
(
    accident_csv,
    accident_json,
    citation_csv,
    citation_json,
) = flpd_data_paths  # imported

A function for getting the headers from a csv file.


In [23]:
def get_headers(csv_file=citation_csv):
    with open(csv_file) as csvfile:
        reader = reader = csv.DictReader(csvfile)
        for row in reader:
            return list(row.keys())

A generator for reading csv files and restrieving the data lazily.


In [24]:
def get_data(csv_file=citation_csv):
    """Lazily return data row as a dictionary from csv file.
    :param csv_file: path to csv file
    :returns: data row as dictionary
    """
    with open(csv_file) as csvfile:
        reader = reader = csv.DictReader(csvfile)
        for row in reader:
            yield row  # yield instead of return makes this a generator

In [25]:
def get_first_item():
    for item in get_data():
        return item

headers for the citation data


In [26]:
headers = get_headers()
logger.debug(headers)


['Neighborhood Code', 'District Description', 'Case Number', 'Employee Section Code', 'speed', 'Sex Code', 'Time Entered', 'Subdivision Code', 'Reporting Area Desc.', 'Ethnicity Code', 'Citation Charge', 'Employee Unit Code', 'Apartment/Floor', '\ufeffCitation Number', 'Citation Delivered to Person', 'Zone Code', 'Residence Code', 'Court Address', 'Employee Shift Code', 'geox', 'tract', 'location', 'Detection Device', 'Zone Description', 'Street Name', 'age', 'Court Code', 'Police Agency Code', 'Court Name', 'Street Direction', 'geoy', 'District Code', 'Court Date/Time', 'Subdivision Description', 'Race Code', 'Driving with Unlawful Blood Alcohol Level', 'Reporting Area Code', 'Police Agency Name', 'Date Occurred', 'Employee Division Code', 'Crash', 'Neighborhood Description', 'city', 'Street Number', 'Tract Description']

In [27]:
(
    CITATION_CHARGE,
) = (
    'Citation Charge',
)

All the citations in the citations file.


In [28]:
# create a (unique) set of citations from all the data
citations = list({datum[CITATION_CHARGE] for datum in get_data()})
citations.sort()
logger.debug(citations)


['', 'ALL ON BOARD PWC SHALL WEAR APPROVED PFD', 'ALTERED EXHAUST SYSTEM', 'ATTACH TAG (LICENSE PLATE) NOT ASSIGNED', 'ATV/SAFETY EQUIP/ACCD/UNDER 16', 'BIKE REGULATIONS VIOLATIONS', 'BLOCK INTERSECTION/CROSSWALK', 'CARELESS DRIVING', 'CARELESS OPERATION', 'CARELESS OPERATION OF VESSEL', 'CHILD RESTRAINT REQUIRED', 'CHILD UNDER 6 YOA SHALL WEAR APPROVED PFD', 'COAST GUARD SAFETY EQUIPMENT REQUIRED', 'COUNTERFEITING OF-LIC PLATES VALIDATION STICKERS MOBILE HOME', 'CRASH - DIABLED VEH OBSTRUCT TRAFFIC - DRIV FAIL TO MOVE VEH', 'CRASH - DRIV FAIL TO RPT CRASH W INJURY/DEATH/DAMAGE TO LEA', 'CRASH - FAIL REMOVE OBSTRUCT ATTENDED VEH - PROP DAM', 'CRASH - FAIL REPORT INFO TO INJURED PERSON', 'CRASH - FAILURE OF VEH OCCUP TO MAKE REPORT IF DRIV UNABLE', 'CRASH - LEAVE SCENE INVOLVING INJURY W/O RENDERING AID', 'CRASH - NO PROOF INSURANCE ALL PARTIES (24 HR CLOCK RULE)', 'CRASH - NO PROOF OF INSURANCE', 'CRASH -GIVE FALSE INFORMATION OR REPORTS TO POL', 'CRASH LEAVE SCENE W/O GIVING INFORMATION (SPECIFY DAMAGE $$)', 'CRASH-DRIV FAIL RPT CRASH W INJ/DEATH/DAMAGE TO LEA ($500)', 'CRASH-FAIL TO LEAVE INFO UNATTENDED VEHICLE - PROP DAMAGE', 'DAMAGE PROP-CRIM MISCH-INTRF W TRF CONT DEV < 200 DOLS', 'DEFECTIVE WINDSHIELD WIPERS', 'DISOBEY FLASHING SIGNAL/YELLOW', 'DISOBEY FLASHING SIGNALS/RED', 'DISOBEY LANE CONTROL DEVICE', 'DISOBEY NO CHANGE OF LANE SIGN', 'DISOBEY NO PASS ZONE SIGN', 'DISOBEY RED FLASHING SIGNAL', 'DISOBEY STEADY RED LIGHT FTYROW ONE WAY ST', 'DISOBEY STOP/YIELD SIGN', 'DISOBEY YELLOW LIGHT', 'DISOBEY/AVOID RED LIGHT', 'DISOBEY/AVOID RED LIGHT/TURNING', 'DISOBEY/AVOID TRAFFIC DEVICE', 'DISOBEYED STOP/YIELD SIGN', 'DISPLAY OF REGISTRATION DECAL', 'DISPLAY OF REGISTRATION NUMBERS AND LETTERS', 'DISPLAY OF TRUCK TAGS: FRONT/REAR TRUCKS CMV', 'DISPLAY SPECIAL STATE PLATES WO APPLI', 'DISPLAY/OBSCUR UNAUTH TRAF DEV', 'DIVING FROM ANY PUBLICLY OWNED (ROAD) BRIDGE (NOT CSX)', 'DL POSSESSION/DISPLAY/PERMITTING USE OF SUSP/REV/CANC/DQ DL', 'DL SUSPENDED/ FINANCIAL RESPONSIBILITY', 'DRIV ON WRONG SIDE DIVIDED HWY', 'DRIV ONE-WAY STREET', 'DRIV PERMIT RIDING ON EXTERIOR', 'DRIVE ACROSS DIVIDED SECTION', 'DRIVE ACROSS/ON MEDIAN', 'DRIVE AROUND DETOUR/BARRICADE', 'DRIVE LIC SUSP COMML VEH 2ND OR SUBSQ', 'DRIVE ON SIDEWALK/BIKE PATH', 'DRIVE ROUND/RAILROAD GATE/BARR', 'DRIVE VEH UNSAFE/DEFECT EQUIP', 'DRIVE W SUS REV DL HABIT TRAFFIC OFF', 'DRIVE W SUSP REVKD DL FOR FTP CHILD S', 'DRIVE WHILE LIC SUSP 1ST OFF', 'DRIVE WHILE LIC SUSP 2ND OFF', 'DRIVE WHILE LIC SUSP 3RD OR SUBSQ OFF', 'DRIVE WHILE LIC SUSP COMML VEH 1ST OF', 'DRIVE WHILE LIC SUSP HABITUAL OFFENDE', 'DRIVE WHILE LICENSE SUSP W/O KNOWLEDGE', 'DRIVE WHILE LICENSE SUSPENDED  REVOKED  CANCELLED W/KNOW', 'DRIVE WHILE LICENSE SUSPENDED/REVOKED/CANCELED/W/KNOWLEDGE', 'DRIVE WO LIC CAUSES DEATH/SERIOUS INJ', 'DRIVE WO VALID COMML DRIVERS LICENSE', 'DRIVE WRONG LANE OR SIDE', 'DRIVE WRONG SIDE OF ROADWAY', 'DRIVER PRESENT NON CURRENT INSURANCE', 'DRIVER VIEW OBSTRUCTED', 'DRIVERS VIEW OBSTRUCTED', 'DRIVING ON AIRLESS TIRE', 'DRIVING THRU SAFETY ZONE', 'DRIVING UNDER THE INFLUENCE', 'DRIVING W/ EXP LIC > 6MO', 'DRIVING W/O LIGHTS', 'DRIVING WRONG LANE OR SIDE', 'DRIVING WRONG WAY DOWN ONE-WAY', 'DROP / SHIFT / LEAK LOAD', 'DROP OR UNCOVERED LOAD', 'DRUGS-POSSESSION OF CONTROLLED SUBSTANCE', 'DRV LEFT SIDE IN NO PASS ZONE', 'DRV SAFE/DIST RR AFTER SIGNAL', 'DRV W/O LGHTS TWILGHT/FOG/RAIN', 'DUI ALCOHOL OR DRUGS   2ND OFFENSE', 'DUI ALCOHOL OR DRUGS  1ST OFFENSE', 'DUI ALCOHOL OR DRUGS  3RD OFFENSE WITHIN 10 YEARS', 'DUI UBAL>.15 OR ACCOM BY PERS < 18YOA', 'DUI W/DAM TO PROP OR PERSON OF ANOTHER', 'DUI-UNLAW BLD ALCH-.15 OR > OR ACCOM BY PERS < 18Y/O 1ST OFF', 'DUI-UNLAW BLD ALCH-.15 OR > OR ACCOM BY PERS < 18Y/O 2ND OFF', 'DUI-UNLAW BLD ALCH-BUI 1ST OR 2ND VIOLATION', 'DUI-UNLAW BLD ALCH-BUI 1ST VIOLATION', 'EMIT EXCESS EXHAUST FUMES', 'ENGINE RUN/KEY IN IGNITION', 'ENGINE RUN/KEY/SET BRAKE', 'EQUIP VIOLATION/MIGRANT TRANSP', 'EXCEED SPEED LIM IN WORK ZONE', 'EXPIRED D/L LESS THAN 6 MONTHS', 'EXPIRED MTR VEH REG OVER 6 MOS SUBSQ', 'EXPIRED MTR VEH REGISTRATION OVER 6 MONTHS 1ST OFF', 'EXPIRED TAG LESS THAN 6 MOS', 'EXPIRED TAG/LESS THAN 6 MONTHS', 'FAIL CHANGE ADDRESS/NAME', 'FAIL COVER/SECURE LOAD', 'FAIL DIM HEADLGHTS/IMP ADJUST', 'FAIL DIM HEADLIGHTS/IMP ADJUST', 'FAIL DIM LIGHTS FROM REAR', 'FAIL DRIVE IN SINGLE LANE', 'FAIL DRIVE TO RIGHT/SLOW', 'FAIL GIVE TURN/STOP SIGNAL', 'FAIL TO CHANGE ADDRESS ON DL', 'FAIL TO CHANGE NAME ON DL', 'FAIL TO DIM HEADLIGHTS', 'FAIL TO DISPLAY VEH REG', 'FAIL TO DRIVE IN SINGLE LANE', 'FAIL TO LOWER DIVE FLAG', 'FAIL TO NOTIFY HSMV CHG OF ADDRESS', 'FAIL TO OBEY CMV RULES', 'FAIL TO OBEY POLICE OR FIRE DEPARTMENT', 'FAIL TO OBEY SIGN/SIGNAL', 'FAIL TO REGISTER MOTOR VEH', 'FAIL TO SIGNAL TURN PROPERLY', 'FAIL TO STOP REMAIN ACCDNT INVOLV NON-SER INJRY', 'FAIL TO STOP REMAIN ACCDNT INVOLVING SERIOUS INJRY', 'FAIL TO STOP STEADY RED INDICATION', 'FAIL TO USE DESIGNATED LANE/DRIVE W/I SINGLE LANE', 'FAIL TO WEAR BIKE HELMET', 'FAIL TO YIELD RIGHT-OF-WAY TO PEDESTRIAN', 'FAIL TURN AS DIRECTED', 'FAIL USE DESIGNATED LANE', 'FAIL USE SIDEWALK/PED', 'FAIL WEAR SAFETY BELT/OPERATOR', 'FAILED TO YIELD - APPROACH/ENTER INTERSECTION', 'FAILED TO YIELD AT A FOUR-WAY STOP-INTERSECTION', 'FAILED TO YIELD TO EMERGENCY VEHICLE', 'FAILED TO YIELD/STOP AT A YIELD INTERSECTION', 'FAILURE OF EMERGENCY VEHICLE TO USE WARNING DEV', 'FAILURE TO MOVE OVER FOR EMERGENCY VEHICLE', 'FAILURE TO MOVE OVER/SLOW DOWN FOR EMG VEH', 'FAILURE TO OBEY DL RESTRICTIONS ORDERED BY COURT', 'FAILURE TO OBEY RESTRICTIONS PLACED ON DL', 'FAILURE TO SLOW DOWN FOR EMERGENCY VEH/WRECKER', 'FAILURE TO USE DUE CARE', 'FLEE/ELUDE POLICE-AGGRAV FLEEING W INJURY OR DAMAGE', 'FLEE/ELUDE POLICE-FAIL TO OBEY LEO ORDER TO STOP', 'FLEE/ELUDE POLICE-FLEE ELUDE LEO AT HIGH SPEED', 'FLEE/ELUDE POLICE-FLEE W DISREGARD OF SAFETY TO PERS OR PROP', 'FLORIDA SEAT BELT LAW VIOLATION', 'FNT ST PASS/OVR 18/SEAT-BELT VIOLATION', 'FOLLOW FIRE APPARATUS TO CLOSE', 'FOLLOWING TO CLOSE W/TOW/TRUCK', 'FOLLOWING TOO CLOSELY', 'FORGERY OF-ALTER VEH REGIS STICKER CERTIF OBSCURE PLATE', 'FRAUD-DISPLAY HANDICAP PARK PRMT THAT BELONGS ANOTH', 'FRAUD-IMPERSON-DISPLAY POSSESS FICTITIOUS IDENTIFICATION CAR', 'FRAUD-IMPERSON-FALSE ID GIVEN TO LEO', 'FRAUD-IMPERSON-NON BLIND PERSON CARRY WHITE CANE', 'FRAUD-IMPROPER TEMPORARY TAG UNLAWFUL USE', 'FRAUD-MISUSE OF TEMP TAG TO AVOID REGISTR VEH', 'FRAUD-UNLAWFUL LENDING OF DRIVERS LICENSE', 'FTY - VEHICHLE IN INTERSECTIONS (ALL OTHERS MUST YIELD)', 'FTY X/SEC INOPERATIVE SIGNAL', 'FTY-VIOLATION VEH ON LEFT YIELDS TO VEH ON RIGHT', 'FTY/S AT SIDEWALK- ALLEY/BLDG/PRIV RD/DR WY TO VEH/PED APPRO', 'FTY/S AT SIDEWALK- ALLEY/BLDG/PRIV RD/DRIVE WAY TO VEH APPR', 'FTY/STOP AT SIDEWALK FROM ALLEY/BLDG/PRIV RD/DRIVE WAY', 'FTYROW ENTER STATE HIGHWY', 'FTYROW TO HIGHWAY WORKER', 'FTYROW TO PED AT CROSSWALK WITH SIGNAGE', 'FTYROW TO PED AT INTERSECTION WITH TRAFFIC CTRL DEVICE', 'FTYROW TO PED WHEN NO SIGNAL', 'FTYROW WHEN TURNING LEFT', 'FTYROW X/COUNTY PAVED ROAD', 'GOLFCART IMPROPER OPERATION OF', 'GREEN ARROW VEH FACING FAILED TO YLD ROW WHILE TURNING', 'GREEN LIGHT VEH FACING FAILED TO YLD ROW WHILE TURNING', 'HAZARDOUS WITHOUT COMPLY W FEDERAL REGULATIONS', 'HEAD LAMP VIOLATION', 'HEADLIGHTS REQUIRED / TINTED', 'HEALTH-SAFETY-TAMPER WITH POLLUTION CONTROL DEVICE SUBSQ OFF', 'ILLEGAL OP OF NONCONFORM MOPED', 'IMP BACKING SHOLDER/LM ACC FAC', 'IMP LENS ON RED LIGHT', 'IMP PARK ONE/TWO WAY RD/ANGLE', 'IMP PARK/AGNST FLOW/CURB 1 WAY', 'IMP START FROM PARK/STOP POSIT', 'IMP STOP ON SIDEWALK', 'IMP STOP ROADWAY/XSECTION', 'IMP STOP UN/LOAD PASG LIMT ACS', 'IMP SUNSCRN AT TOP OF WNDSHLD', 'IMP/NO REAR STOP/LAMPS', 'IMPROPER BACKING', 'IMPROPER CENTER LANE USE', 'IMPROPER CHANGE OF LANE- PULL IN FRONT OF VEH SAME DIRECTION', 'IMPROPER CHANGE OF LANE-PASS WHEN MEETING ONCOMING VEH', 'IMPROPER HORN/WARNING DEV', 'IMPROPER LEFT TURN', 'IMPROPER OR UNSAFE EQUIP / CMV', 'IMPROPER PARKING UNINCORP AREA', 'IMPROPER PARKING/TWO WAY ROAD', 'IMPROPER PASS - NOT SPECIFIED', 'IMPROPER PASS ON RIGHT', 'IMPROPER PASS ONCOMING', 'IMPROPER PASS OVERTAKE RIGHT', 'IMPROPER PASS VEH PROCEED OPP DIR-EA MUST GIVE HALF ROADWAY', 'IMPROPER PASS VEH PROCEEDING OPPOSITE DIRECTION', 'IMPROPER PASS/LANE CHANGE', 'IMPROPER PASSING ON RIGHT', 'IMPROPER PASSING ON RIGHT - DRIVING OF PAVEMENT', 'IMPROPER RIGHT TURN', 'IMPROPER STOP ON BIKE PATH', 'IMPROPER STOP ON CROSSWALK', 'IMPROPER STOP/RR TRACK', 'IMPROPER STOP/STAND/PARK', 'IMPROPER TEMPORARY TAG UNLAWFUL USE', 'IMPROPER TOWING', 'IMPROPER USE HOV LANE', 'IMPROPER/NO BIKE BRAKE', 'INADEQUATE SERV/BRAKES', 'INJURIOUS MATERIAL/ROAD', 'LEARNER DL/OPERATE INVALID HRS', 'LEARNERS DRIVERS LIC VIOL', 'LEARNERS DRIVERS LICENSE VIO', 'LEARNERS DRIVERS LICENSE VIOL', 'LEAVE HIGHWAY AVOID TRAFF DEV', 'LEAVE SCENE OF VESSEL ACCIDENT OR INJURY', 'LEAVING SCENE OF ANY ACCIDENT', 'LICENSE NOT CARRIED/EXHIBIT', 'LICENSE NOT CARRIED/EXHIBITED', 'LITTER LESS 15LB/27 CUBIC FT', 'LITTER ON PRIVATE LAND', 'LITTER PUB HGHWY/MOT VEH', 'LOAD NOT SECURE/SUPPORTS TRUCK', 'LOUD / HARSH HORN', 'LOUD DEFECTIVE MUFFLER', 'MANATEE PROTECTION ZONES (MPZ)', 'MAXIMUM BUMPER HEIGHTS/NONE', 'MCYCLE / NO HEADGEAR', 'MCYCLE IMPROPER LANE USE', 'MCYCLE IMPROPER RIDING', 'MCYCLE NO/DEFECTIVE HARSH HORN', 'MCYCLE NO/IMP REARVIEW MIRROR', 'MCYCLE NONE/IMPROPER MUFFLER', 'MCYCLE OPER BETWEEN LANE/VEH', 'MCYCLE PASS WITHIN OCCUP LANE', 'MCYCLE W/O / IMP HEAD LAMP', 'MCYCLE W/O / IMP RED REFLECTOR', 'MCYCLE W/O / IMP STOP LAMP', 'MCYCLE W/O / IMP TAIL LAMP', 'MCYCLE W/O EYE PROTECTION', 'MCYCLE W/O FOOTREST PASSG', 'MCYCLE WITHOUT MULTIBEAM LIGHT', 'MCYCLE/MOPED HEAD/EYE DEVICE', 'MCYCLE/MOPED IMP RIDE/SITTING', 'MISREPRESENTATION OF INSURANCE', 'MISUSE DEALER OR MANUFACTURER LICENSE', 'MOTOCYCLE W/O PROPER HEADLIGHT', 'MOVING TRAFFIC VIOL-DRIVE ON PERMANENTLY REVOKED DRIVER LICE', 'MOVING TRAFFIC VIOL-RECKLESS DRIVE DAMAGE PERSON OR PROPERTY', 'MOVING TRAFFIC VIOL-RECKLESS DRIVING 1ST OFF', 'MTRCYCLE/MOPED: TAG IMPROPERLY AFFIXED  CONCEALED  OBSCURED', 'MUNICIPAL ORDINANCE VIOL', 'MUST HAVE PIP INS CARD', 'NEGLECT CHILD-UNATTENDED CHILD IN MTR VEH EXCESS OF 15 MINS', 'NO BRAKE/TURN/SIGNALS LIGHTED', 'NO HEAD LAMPS RAIN/FOG/SMK/ECT', 'NO HELMET/INSURANCE MOTORCYCLE', 'NO LAMP/FLAG ON PROJECTED LOAD', 'NO LAMPS/ILLUMINATING DEVICES', 'NO SAFETY BELTS- OPERATOR/PASSG UNDER 18', 'NO STOP LAMP', 'NO STOP/SHIFT AT RR CROSSING', 'NO STOPLIGHT/TURN IND', 'NO TAG LIGHT', 'NO TURN SIGNAL LIGHT', 'NO/FAIL CARRY PHYSICAL EXAM', 'NO/IMPROPER TURN/STOP SIGNAL GIVEN', 'NONE/DEF REAR VIEW MIRROR', 'NONE/IMPROPER BRAKES', 'OBSTRUCT TRAFFIC', 'OBSTRUCT/DIG UP/DISTRIB ROAD', 'OP EXH SYSM NOISE/ABATE MODIFY', 'OP VEH UNSAFE/IMPROPER EQUIP', 'OPEN CONTAINER OR CONSUMPTION OF ALCOHOL IN/ON VEHICLE', 'OPENING DOOR INTO TRAFFIC', 'OPER VEH UNSAFE/IMPROP EQUIP', 'OPER VEH WITH HEADSET ON', 'OPERATE 1/2 HR AFTER SUNSET', 'OPERATE AGAINST DL RESTRICTIONS-SPEC MECH CONTROL DEVICE REQ', 'OPERATE COMMMERCIAL VEHICLE WO VALID', 'OPERATE MOTOR VEHICLE W/O DRIVERS LICENSE', 'OPERATE MOTOR VEHICLE WO VALID LICENS', 'OPERATE MOTORCYCLE WO LICENSE', 'OPERATE W/ILLEGAL SUNSCREEN', 'OPERATING NON-CMV NOT PROPERLY INSURED PROOF OF INS REQUIRED', 'OPERATING WHILE DL SUSPENDED/CANCELLED/REVOKED-NO PRIOR', 'OPERATION AFTER EXPIRATION', 'OPERATOR BOATING SAFETY ID CARD AND PHOTO ID', 'OPN CONTNR ON IN/STOP/PRK VEH', 'OVER HEIGHT OF LOAD', 'OVERTAKING AND PASSING A BICYCLE (IMPROP DISTANCE)', 'OVERTAKING AND PASSING A VEH (CUTTING IN)', 'OVERTAKING/PASSING A VEH-FAIL TO GIVE ROW TO OVERTAKING VEH', 'PARENT/GUARDIAN ALLOW BIKE VIOLATION', 'PARK HANDICAPPED ZONE', 'PARK/OBSTRUCT DISABLE PK SPACE', 'PARK/PROHIB/BY TRAFFIC DEVICE', 'PARKED IN NO PARK ZONE', 'PASS IN NO PASSING ZONE', 'PASS STOPPED SCHOOL BUS', 'PASS VEH WHEN YIELD TO PEDEST', 'PASSG RIDING ON EXTERIOR OF VEHICLE', 'PASSING IN NO PASSING ZONE', 'PASSING WITHIN 100` OF INTERSCT APPROACH', 'PASSING WITHIN 100` OF RR CROSSING APPROACH', 'PED CROS RD RIGHT ANGL/SHORTRT', 'PED CROSS INTERSECT DIAGONALLY', 'PED FAIL OBEY TRAFFIC SIG', 'PED FAIL TO CROSS IN X-WALK', 'PED FAIL TO YIELD TO TRAFFIC', 'PED FAILED TO YIELD TO EMERGENCY VEH', 'PED LEAVE PLACE OF SAFETY', 'PED/FAIL OBEY TRAF SIG/INTERSC', 'PEDESTRAIN OBSTRUCTING TRAFFIC', 'PERMIT UNAUTHORIZED PERSON TO DRIVE', 'PERMIT UNLICENSED MINOR TO DRIVE', 'POSS OF OPEN CONT IN M/V', 'POSS OF OPEN CONT IN M/V DRIVE', 'POSSESS COUNTERFEIT DL OR ID', 'POSSESS MORE THAN ONE VALID DRIVERS L', 'POSSESS STOLEN DL OR ID', 'PROJECTING LOAD ON PASSG VEH', 'PROPELLING A MOPED SIDEWALK', 'PUBLIC ORDER CRIMES-FAIL TO REGISTER MOPED', 'PUBLIC ORDER CRIMES-OBSTRUCTION OF PUBLIC STREETS WO PERMIT', 'PUBLIC ORDER CRIMES-VIOL NONRESIDENT EXEMPTION FROM REGIS', 'R/R CROSSING - FAIL TO OBEY TRAFFIC CONTROL DEVICE', 'R/R CROSSING- INSUFFICIENT SPACE TO DRIVE COMPLETELY THROUGH', 'RAN STOP SIGN', 'REAR LAMP/REFLECTOR COLOR IMP', 'REAR WINDOW NONTRANSPARENT', 'RECKLESS DRIVING-DRIVES ANY VEH WILLFUL DISREGARD FOR SAFETY', 'RECKLESS OPERATION', 'REGISTRATION REQUIRED', 'RESIST OFFICER-FAIL TO OBEY POLICE OR FIRE DEPARTMENT', 'RESIST OFFICER-FLEE ELUDE LEO WITH LIGHTS SIREN ACTIVE', 'RESIST OFFICER-REFUSE TO ACCEPT SIGN CITATION OR POST BOND', 'RESTRCTION FOR WNDOW BEHND DRV', 'RESTRICTON FOR WNDOW BEHND DRV', 'RIDE W/O HANDS ON HANDLE BAR', 'RIDING BIKE WITH NO OR IMPROPER LIGHT', 'RIDING BIKE WITH NO/IMP LIGHT', 'SIDE WIND/REST SUNSCREEN', 'SKATE/COASTER/TOY ON ROADWAY', 'SLOW BIKE FAIL RIDE RIGHT CURB', 'SLOW SPEED/IMPEDE TRAFFIC', 'SPEED TO FAST COND/SPECIAL HAZ', 'SPEED TO FAST FOR COND / CURVE', 'SPEED TOO FAST/CONDITIONS', 'SPEED ZONE VIOLATION', 'SPEED/BUSN/RESID/INTRSTATE/4LN', 'SPEED/RACING ON HIGHWAY', 'SPEEDING/SCHOOLBUS RES/BUSN/IN', 'SPLASH / SPRAY SUPPRESSANT DEV', 'SPLASH/SPRAY SUPPRESSANT DEV', 'STAND IN RD/ SOLICT RIDE/BUSNS', 'STAND/PARK PROH/FIRE HYDRANT', 'STAND/PARK PROHIBIT BY SIGN', 'STAND/PARKING PROHIB/DRIVEWAY', 'STND/PARK PROHIB BIKE LANE', 'SUDDEN STOP WITHOUT SIGNAL', 'SUNSCRN/SIGN/COVERING ON WNDSH', 'TAG UNSECURED/OBSCURED/IMPROPER DISPLAY/DEFACED/NONE', 'TAIL LIGHTS NONE/IMPROPER', 'TEMPORARY TAG - EXPIRED 7 DAYS OR LESS', 'TEXTING WHILE DRIVING', 'TEXTING WHILE DRIVING SECONDARY OFFENSE', 'TO FAST FOR COND NAROW/WIND RD', 'TOO FAST FOR CONDITIONS', 'TRAFFIC OFFENSE-DUI ALCOHOL OR DRUGS', 'TRAFFIC OFFENSE-DUI ALCOHOL OR DRUGS 3RD VIOL MORE THAN 10 Y', 'TRAFFIC OFFENSE-DUI ALCOHOL OR DRUGS 3RD VIOL W/IN 10 YEARS', 'TRAFFIC OFFENSE-DUI AND DAMAGE PROPERTY', 'TRAFFIC OFFENSE-PARTICIPATE IN UNLAWFUL RACE', 'TRAFFIC OFFENSE-REFUSE TO SUBMIT DUI TEST AFTER LIC SUSP', 'TRAFFIC VIOLATION/ANIMAL', 'TRANSPORTER LICENSE PLATES', 'TURNED WHEN UNSAFE/NO SIGNAL', 'TV RECEIVERS IN DRIVERS VIEW', 'TWO LGTD HEADLAMP/REQ/M/V', 'TWO LIGHTED LAMPS MIN REQUIRED', 'U-TURN: IMPROPER/UNSAFE/PROHIBITED', 'UNAUTHOR/DISP/BLUE/RED LIGHT', 'UNDER 16/NO MCYCLE/150 CM DISP', 'UNL/SPEED IN SCHOOL ZONE', 'UNLAW DISP BLUE LIGHTS', 'UNLAW NUMBER OF PERSON ON BIKE', 'UNLAWFUL NUMBER PERSON ON BIKE', 'UNLAWFUL SPEED POSTED MUNICIP/COUNTYRD', 'UNLAWFUL SPEED POSTED STATE/INTERSCT', 'UNLAWFUL SPEED SCHOOL ZONE', 'UNLAWFULLY OPERATE ATV ON PUBLIC ROAD  STREET/HWAY', 'UNNECESSARY USE OF HORN', 'UNSECURED LOAD / TRUCK', 'VEH DAMAGE ROAD SURFACE', 'VEH DEPRIVE MCYCLE OF LANE', 'VEH FAIL USE DUE CARE-PED/BIKE', 'VEH W/O LIGHTS NIGHT', 'VESSELS: EXPIRED VESSEL REGISTRATION', 'VESSELS: NO REGISTRATION CERTIFICATE', 'VIOL DRIVERS LIC/RESTRICTION', 'VIOLATE DRIVERS LICENSE LAW', 'VIOLATION NONRESIDENT REQUIREMENTS FOR DRIVERS LIC', 'VIOLATION OF NAVIGATION RULES', 'VIOLATION OF RESTRICTED AREAS', 'VIOLATION OF SAFETY EQUIPMENT REGULATIONS', 'VIOLATION RESTRICTED AREA', 'WALK LEFT SIDE WHEN NO SIDEWLK', 'WEARING HEADSET/LISTENING DEV', 'WINDSHIELD VIOLATION', 'WINDSHLD NONE/UPRGHT/FIXED/GLS', 'WRONG HEADLIGHT NBR/LOC', 'WRONG LANE/ROTARY/ONE-WAY']

List comprehension for counting number of citations.


In [29]:
citation_counts = [
    (
        len([datum[CITATION_CHARGE] 
             for datum in get_data()
             if datum[CITATION_CHARGE] == citation]), 
        citation.lower() or "NONE SPECIFIED".lower()
    ) for citation in citations
]

In [30]:
# add headers
citation_counts = [('Count', 'Citation', ), ] + citation_counts
# create table with make_table
make_table(citation_counts)
# apply some styles to the table after it is created
set_column_style(0, width='100', bold=True, color='hsla(225, 80%, 94%, 1)')
set_column_style(1, width='100')


Out[30]:
CountCitation
1086none&nbspspecified
8all&nbspon&nbspboard&nbsppwc&nbspshall&nbspwear&nbspapproved&nbsppfd
2altered&nbspexhaust&nbspsystem
289attach&nbsptag (license&nbspplate)&nbspnot&nbspassigned
1atv/safety&nbspequip/accd/under&nbsp16
59bike&nbspregulations&nbspviolations
126block&nbspintersection/crosswalk
261careless&nbspdriving
2careless&nbspoperation
1careless&nbspoperation&nbspof&nbspvessel
150child&nbsprestraint&nbsprequired
2child&nbspunder&nbsp6&nbspyoa&nbspshall&nbspwear&nbspapproved&nbsppfd
8coast&nbspguard&nbspsafety&nbspequipment&nbsprequired
1counterfeiting&nbspof-lic&nbspplates&nbspvalidation&nbspstickers&nbspmobile&nbsphome
26crash&nbsp-&nbspdiabled&nbspveh&nbspobstruct&nbsptraffic&nbsp-&nbspdriv&nbspfail&nbspto&nbspmove&nbspveh
13crash&nbsp-&nbspdriv&nbspfail&nbspto&nbsprpt&nbspcrash&nbspw&nbspinjury/death/damage&nbspto&nbsplea
2crash&nbsp-&nbspfail&nbspremove&nbspobstruct&nbspattended&nbspveh&nbsp-&nbspprop&nbspdam
7crash&nbsp-&nbspfail&nbspreport&nbspinfo&nbspto&nbspinjured&nbspperson
2crash&nbsp-&nbspfailure&nbspof&nbspveh&nbspoccup&nbspto&nbspmake&nbspreport&nbspif&nbspdriv&nbspunable
6crash&nbsp-&nbspleave&nbspscene&nbspinvolving&nbspinjury&nbspw/o&nbsprendering&nbspaid
132crash&nbsp-&nbspno&nbspproof&nbspinsurance&nbspall&nbspparties (24&nbsphr&nbspclock&nbsprule)
10crash&nbsp-&nbspno&nbspproof&nbspof&nbspinsurance
2crash&nbsp-give&nbspfalse&nbspinformation&nbspor&nbspreports&nbspto&nbsppol
187crash&nbspleave&nbspscene&nbspw/o&nbspgiving&nbspinformation (specify&nbspdamage $$)
281crash-driv&nbspfail&nbsprpt&nbspcrash&nbspw&nbspinj/death/damage&nbspto&nbsplea ($500)
26crash-fail&nbspto&nbspleave&nbspinfo&nbspunattended&nbspvehicle&nbsp-&nbspprop&nbspdamage
1damage&nbspprop-crim&nbspmisch-intrf&nbspw&nbsptrf&nbspcont&nbspdev <&nbsp200&nbspdols
1defective&nbspwindshield&nbspwipers
1disobey&nbspflashing&nbspsignal/yellow
6disobey&nbspflashing&nbspsignals/red
14disobey&nbsplane&nbspcontrol&nbspdevice
1disobey&nbspno&nbspchange&nbspof&nbsplane&nbspsign
12disobey&nbspno&nbsppass&nbspzone&nbspsign
6disobey&nbspred&nbspflashing&nbspsignal
17disobey&nbspsteady&nbspred&nbsplight&nbspftyrow&nbspone&nbspway&nbspst
7disobey&nbspstop/yield&nbspsign
2disobey&nbspyellow&nbsplight
833disobey/avoid&nbspred&nbsplight
247disobey/avoid&nbspred&nbsplight/turning
1395disobey/avoid&nbsptraffic&nbspdevice
70disobeyed&nbspstop/yield&nbspsign
3display&nbspof&nbspregistration&nbspdecal
4display&nbspof&nbspregistration&nbspnumbers&nbspand&nbspletters
1display&nbspof&nbsptruck&nbsptags:&nbspfront/rear&nbsptrucks&nbspcmv
1display&nbspspecial&nbspstate&nbspplates&nbspwo&nbspappli
3display/obscur&nbspunauth&nbsptraf&nbspdev
1diving&nbspfrom&nbspany&nbsppublicly&nbspowned (road)&nbspbridge (not&nbspcsx)
10dl&nbsppossession/display/permitting&nbspuse&nbspof&nbspsusp/rev/canc/dq&nbspdl
2dl&nbspsuspended/&nbspfinancial&nbspresponsibility
12driv&nbspon&nbspwrong&nbspside&nbspdivided&nbsphwy
2driv&nbspone-way&nbspstreet
2driv&nbsppermit&nbspriding&nbspon&nbspexterior
6drive&nbspacross&nbspdivided&nbspsection
3drive&nbspacross/on&nbspmedian
14drive&nbsparound&nbspdetour/barricade
1drive&nbsplic&nbspsusp&nbspcomml&nbspveh&nbsp2nd&nbspor&nbspsubsq
77drive&nbspon&nbspsidewalk/bike&nbsppath
8drive&nbspround/railroad&nbspgate/barr
119drive&nbspveh&nbspunsafe/defect&nbspequip
3drive&nbspw&nbspsus&nbsprev&nbspdl&nbsphabit&nbsptraffic&nbspoff
2drive&nbspw&nbspsusp&nbsprevkd&nbspdl&nbspfor&nbspftp&nbspchild&nbsps
201drive&nbspwhile&nbsplic&nbspsusp&nbsp1st&nbspoff
73drive&nbspwhile&nbsplic&nbspsusp&nbsp2nd&nbspoff
51drive&nbspwhile&nbsplic&nbspsusp&nbsp3rd&nbspor&nbspsubsq&nbspoff
2drive&nbspwhile&nbsplic&nbspsusp&nbspcomml&nbspveh&nbsp1st&nbspof
70drive&nbspwhile&nbsplic&nbspsusp&nbsphabitual&nbspoffende
1536drive&nbspwhile&nbsplicense&nbspsusp&nbspw/o&nbspknowledge
40drive&nbspwhile&nbsplicense&nbspsuspended &nbsprevoked &nbspcancelled&nbspw/know
795drive&nbspwhile&nbsplicense&nbspsuspended/revoked/canceled/w/knowledge
1drive&nbspwo&nbsplic&nbspcauses&nbspdeath/serious&nbspinj
2drive&nbspwo&nbspvalid&nbspcomml&nbspdrivers&nbsplicense
28drive&nbspwrong&nbsplane&nbspor&nbspside
3drive&nbspwrong&nbspside&nbspof&nbsproadway
191driver&nbsppresent&nbspnon&nbspcurrent&nbspinsurance
1driver&nbspview&nbspobstructed
1drivers&nbspview&nbspobstructed
4driving&nbspon&nbspairless&nbsptire
3driving&nbspthru&nbspsafety&nbspzone
3driving&nbspunder&nbspthe&nbspinfluence
201driving&nbspw/&nbspexp&nbsplic >&nbsp6mo
36driving&nbspw/o&nbsplights
20driving&nbspwrong&nbsplane&nbspor&nbspside
62driving&nbspwrong&nbspway&nbspdown&nbspone-way
9drop /&nbspshift /&nbspleak&nbspload
1drop&nbspor&nbspuncovered&nbspload
1drugs-possession&nbspof&nbspcontrolled&nbspsubstance
13drv&nbspleft&nbspside&nbspin&nbspno&nbsppass&nbspzone
15drv&nbspsafe/dist&nbsprr&nbspafter&nbspsignal
2drv&nbspw/o&nbsplghts&nbsptwilght/fog/rain
9dui&nbspalcohol&nbspor&nbspdrugs  &nbsp2nd&nbspoffense
40dui&nbspalcohol&nbspor&nbspdrugs &nbsp1st&nbspoffense
2dui&nbspalcohol&nbspor&nbspdrugs &nbsp3rd&nbspoffense&nbspwithin&nbsp10&nbspyears
20dui&nbspubal>.15&nbspor&nbspaccom&nbspby&nbsppers <&nbsp18yoa
24dui&nbspw/dam&nbspto&nbspprop&nbspor&nbspperson&nbspof&nbspanother
3dui-unlaw&nbspbld&nbspalch-.15&nbspor >&nbspor&nbspaccom&nbspby&nbsppers <&nbsp18y/o&nbsp1st&nbspoff
1dui-unlaw&nbspbld&nbspalch-.15&nbspor >&nbspor&nbspaccom&nbspby&nbsppers <&nbsp18y/o&nbsp2nd&nbspoff
1dui-unlaw&nbspbld&nbspalch-bui&nbsp1st&nbspor&nbsp2nd&nbspviolation
1dui-unlaw&nbspbld&nbspalch-bui&nbsp1st&nbspviolation
3emit&nbspexcess&nbspexhaust&nbspfumes
6engine&nbsprun/key&nbspin&nbspignition
15engine&nbsprun/key/set&nbspbrake
21equip&nbspviolation/migrant&nbsptransp
154exceed&nbspspeed&nbsplim&nbspin&nbspwork&nbspzone
106expired&nbspd/l&nbspless&nbspthan&nbsp6&nbspmonths
49expired&nbspmtr&nbspveh&nbspreg&nbspover&nbsp6&nbspmos&nbspsubsq
506expired&nbspmtr&nbspveh&nbspregistration&nbspover&nbsp6&nbspmonths&nbsp1st&nbspoff
1691expired&nbsptag&nbspless&nbspthan&nbsp6&nbspmos
99expired&nbsptag/less&nbspthan&nbsp6&nbspmonths
57fail&nbspchange&nbspaddress/name
4fail&nbspcover/secure&nbspload
18fail&nbspdim&nbspheadlghts/imp&nbspadjust
1fail&nbspdim&nbspheadlights/imp&nbspadjust
10fail&nbspdim&nbsplights&nbspfrom&nbsprear
308fail&nbspdrive&nbspin&nbspsingle&nbsplane
4fail&nbspdrive&nbspto&nbspright/slow
2fail&nbspgive&nbspturn/stop&nbspsignal
626fail&nbspto&nbspchange&nbspaddress&nbspon&nbspdl
4fail&nbspto&nbspchange&nbspname&nbspon&nbspdl
5fail&nbspto&nbspdim&nbspheadlights
1273fail&nbspto&nbspdisplay&nbspveh&nbspreg
55fail&nbspto&nbspdrive&nbspin&nbspsingle&nbsplane
1fail&nbspto&nbsplower&nbspdive&nbspflag
9fail&nbspto&nbspnotify&nbsphsmv&nbspchg&nbspof&nbspaddress
6fail&nbspto&nbspobey&nbspcmv&nbsprules
10fail&nbspto&nbspobey&nbsppolice&nbspor&nbspfire&nbspdepartment
8fail&nbspto&nbspobey&nbspsign/signal
255fail&nbspto&nbspregister&nbspmotor&nbspveh
14fail&nbspto&nbspsignal&nbspturn&nbspproperly
10fail&nbspto&nbspstop&nbspremain&nbspaccdnt&nbspinvolv&nbspnon-ser&nbspinjry
3fail&nbspto&nbspstop&nbspremain&nbspaccdnt&nbspinvolving&nbspserious&nbspinjry
31fail&nbspto&nbspstop&nbspsteady&nbspred&nbspindication
93fail&nbspto&nbspuse&nbspdesignated&nbsplane/drive&nbspw/i&nbspsingle&nbsplane
1fail&nbspto&nbspwear&nbspbike&nbsphelmet
1fail&nbspto&nbspyield&nbspright-of-way&nbspto&nbsppedestrian
104fail&nbspturn&nbspas&nbspdirected
104fail&nbspuse&nbspdesignated&nbsplane
21fail&nbspuse&nbspsidewalk/ped
2155fail&nbspwear&nbspsafety&nbspbelt/operator
48failed&nbspto&nbspyield&nbsp-&nbspapproach/enter&nbspintersection
47failed&nbspto&nbspyield&nbspat&nbspa&nbspfour-way&nbspstop-intersection
26failed&nbspto&nbspyield&nbspto&nbspemergency&nbspvehicle
31failed&nbspto&nbspyield/stop&nbspat&nbspa&nbspyield&nbspintersection
1failure&nbspof&nbspemergency&nbspvehicle&nbspto&nbspuse&nbspwarning&nbspdev
5failure&nbspto&nbspmove&nbspover&nbspfor&nbspemergency&nbspvehicle
7failure&nbspto&nbspmove&nbspover/slow&nbspdown&nbspfor&nbspemg&nbspveh
6failure&nbspto&nbspobey&nbspdl&nbsprestrictions&nbspordered&nbspby&nbspcourt
74failure&nbspto&nbspobey&nbsprestrictions&nbspplaced&nbspon&nbspdl
4failure&nbspto&nbspslow&nbspdown&nbspfor&nbspemergency&nbspveh/wrecker
4864failure&nbspto&nbspuse&nbspdue&nbspcare
1flee/elude&nbsppolice-aggrav&nbspfleeing&nbspw&nbspinjury&nbspor&nbspdamage
14flee/elude&nbsppolice-fail&nbspto&nbspobey&nbspleo&nbsporder&nbspto&nbspstop
3flee/elude&nbsppolice-flee&nbspelude&nbspleo&nbspat&nbsphigh&nbspspeed
14flee/elude&nbsppolice-flee&nbspw&nbspdisregard&nbspof&nbspsafety&nbspto&nbsppers&nbspor&nbspprop
106florida&nbspseat&nbspbelt&nbsplaw&nbspviolation
165fnt&nbspst&nbsppass/ovr&nbsp18/seat-belt&nbspviolation
2follow&nbspfire&nbspapparatus&nbspto&nbspclose
1following&nbspto&nbspclose&nbspw/tow/truck
288following&nbsptoo&nbspclosely
38forgery&nbspof-alter&nbspveh&nbspregis&nbspsticker&nbspcertif&nbspobscure&nbspplate
2fraud-display&nbsphandicap&nbsppark&nbspprmt&nbspthat&nbspbelongs&nbspanoth
3fraud-imperson-display&nbsppossess&nbspfictitious&nbspidentification&nbspcar
1fraud-imperson-false&nbspid&nbspgiven&nbspto&nbspleo
2fraud-imperson-non&nbspblind&nbspperson&nbspcarry&nbspwhite&nbspcane
2fraud-improper&nbsptemporary&nbsptag&nbspunlawful&nbspuse
1fraud-misuse&nbspof&nbsptemp&nbsptag&nbspto&nbspavoid&nbspregistr&nbspveh
1fraud-unlawful&nbsplending&nbspof&nbspdrivers&nbsplicense
9fty&nbsp-&nbspvehichle&nbspin&nbspintersections (all&nbspothers&nbspmust&nbspyield)
2fty&nbspx/sec&nbspinoperative&nbspsignal
2fty-violation&nbspveh&nbspon&nbspleft&nbspyields&nbspto&nbspveh&nbspon&nbspright
18fty/s&nbspat&nbspsidewalk-&nbspalley/bldg/priv&nbsprd/dr&nbspwy&nbspto&nbspveh/ped&nbspappro
152fty/s&nbspat&nbspsidewalk-&nbspalley/bldg/priv&nbsprd/drive&nbspway&nbspto&nbspveh&nbspappr
13fty/stop&nbspat&nbspsidewalk&nbspfrom&nbspalley/bldg/priv&nbsprd/drive&nbspway
10ftyrow&nbspenter&nbspstate&nbsphighwy
1ftyrow&nbspto&nbsphighway&nbspworker
25ftyrow&nbspto&nbspped&nbspat&nbspcrosswalk&nbspwith&nbspsignage
10ftyrow&nbspto&nbspped&nbspat&nbspintersection&nbspwith&nbsptraffic&nbspctrl&nbspdevice
4ftyrow&nbspto&nbspped&nbspwhen&nbspno&nbspsignal
530ftyrow&nbspwhen&nbspturning&nbspleft
2ftyrow&nbspx/county&nbsppaved&nbsproad
1golfcart&nbspimproper&nbspoperation&nbspof
1green&nbsparrow&nbspveh&nbspfacing&nbspfailed&nbspto&nbspyld&nbsprow&nbspwhile&nbspturning
13green&nbsplight&nbspveh&nbspfacing&nbspfailed&nbspto&nbspyld&nbsprow&nbspwhile&nbspturning
2hazardous&nbspwithout&nbspcomply&nbspw&nbspfederal&nbspregulations
53head&nbsplamp&nbspviolation
16headlights&nbsprequired /&nbsptinted
3health-safety-tamper&nbspwith&nbsppollution&nbspcontrol&nbspdevice&nbspsubsq&nbspoff
1illegal&nbspop&nbspof&nbspnonconform&nbspmoped
1imp&nbspbacking&nbspsholder/lm&nbspacc&nbspfac
1imp&nbsplens&nbspon&nbspred&nbsplight
2imp&nbsppark&nbspone/two&nbspway&nbsprd/angle
2imp&nbsppark/agnst&nbspflow/curb&nbsp1&nbspway
13imp&nbspstart&nbspfrom&nbsppark/stop&nbspposit
12imp&nbspstop&nbspon&nbspsidewalk
2imp&nbspstop&nbsproadway/xsection
193imp&nbspstop&nbspun/load&nbsppasg&nbsplimt&nbspacs
46imp&nbspsunscrn&nbspat&nbsptop&nbspof&nbspwndshld
2imp/no&nbsprear&nbspstop/lamps
699improper&nbspbacking
34improper&nbspcenter&nbsplane&nbspuse
1206improper&nbspchange&nbspof&nbsplane-&nbsppull&nbspin&nbspfront&nbspof&nbspveh&nbspsame&nbspdirection
121improper&nbspchange&nbspof&nbsplane-pass&nbspwhen&nbspmeeting&nbsponcoming&nbspveh
4improper&nbsphorn/warning&nbspdev
106improper&nbspleft&nbspturn
9improper&nbspor&nbspunsafe&nbspequip /&nbspcmv
24improper&nbspparking&nbspunincorp&nbsparea
24improper&nbspparking/two&nbspway&nbsproad
9improper&nbsppass&nbsp-&nbspnot&nbspspecified
3improper&nbsppass&nbspon&nbspright
1improper&nbsppass&nbsponcoming
3improper&nbsppass&nbspovertake&nbspright
2improper&nbsppass&nbspveh&nbspproceed&nbspopp&nbspdir-ea&nbspmust&nbspgive&nbsphalf&nbsproadway
3improper&nbsppass&nbspveh&nbspproceeding&nbspopposite&nbspdirection
78improper&nbsppass/lane&nbspchange
2improper&nbsppassing&nbspon&nbspright
23improper&nbsppassing&nbspon&nbspright&nbsp-&nbspdriving&nbspof&nbsppavement
124improper&nbspright&nbspturn
3improper&nbspstop&nbspon&nbspbike&nbsppath
4improper&nbspstop&nbspon&nbspcrosswalk
19improper&nbspstop/rr&nbsptrack
26improper&nbspstop/stand/park
3improper&nbsptemporary&nbsptag&nbspunlawful&nbspuse
4improper&nbsptowing
88improper&nbspuse&nbsphov&nbsplane
6improper/no&nbspbike&nbspbrake
3inadequate&nbspserv/brakes
1injurious&nbspmaterial/road
6learner&nbspdl/operate&nbspinvalid&nbsphrs
272learners&nbspdrivers&nbsplic&nbspviol
2learners&nbspdrivers&nbsplicense&nbspvio
25learners&nbspdrivers&nbsplicense&nbspviol
38leave&nbsphighway&nbspavoid&nbsptraff&nbspdev
1leave&nbspscene&nbspof&nbspvessel&nbspaccident&nbspor&nbspinjury
5leaving&nbspscene&nbspof&nbspany&nbspaccident
611license&nbspnot&nbspcarried/exhibit
88license&nbspnot&nbspcarried/exhibited
6litter&nbspless&nbsp15lb/27&nbspcubic&nbspft
2litter&nbspon&nbspprivate&nbspland
14litter&nbsppub&nbsphghwy/mot&nbspveh
17load&nbspnot&nbspsecure/supports&nbsptruck
4loud /&nbspharsh&nbsphorn
1loud&nbspdefective&nbspmuffler
1manatee&nbspprotection&nbspzones (mpz)
2maximum&nbspbumper&nbspheights/none
2mcycle /&nbspno&nbspheadgear
1mcycle&nbspimproper&nbsplane&nbspuse
1mcycle&nbspimproper&nbspriding
1mcycle&nbspno/defective&nbspharsh&nbsphorn
5mcycle&nbspno/imp&nbsprearview&nbspmirror
1mcycle&nbspnone/improper&nbspmuffler
43mcycle&nbspoper&nbspbetween&nbsplane/veh
23mcycle&nbsppass&nbspwithin&nbspoccup&nbsplane
3mcycle&nbspw/o /&nbspimp&nbsphead&nbsplamp
3mcycle&nbspw/o /&nbspimp&nbspred&nbspreflector
3mcycle&nbspw/o /&nbspimp&nbspstop&nbsplamp
3mcycle&nbspw/o /&nbspimp&nbsptail&nbsplamp
25mcycle&nbspw/o&nbspeye&nbspprotection
1mcycle&nbspw/o&nbspfootrest&nbsppassg
1mcycle&nbspwithout&nbspmultibeam&nbsplight
5mcycle/moped&nbsphead/eye&nbspdevice
1mcycle/moped&nbspimp&nbspride/sitting
11misrepresentation&nbspof&nbspinsurance
1misuse&nbspdealer&nbspor&nbspmanufacturer&nbsplicense
1motocycle&nbspw/o&nbspproper&nbspheadlight
44moving&nbsptraffic&nbspviol-drive&nbspon&nbsppermanently&nbsprevoked&nbspdriver&nbsplice
1moving&nbsptraffic&nbspviol-reckless&nbspdrive&nbspdamage&nbspperson&nbspor&nbspproperty
2moving&nbsptraffic&nbspviol-reckless&nbspdriving&nbsp1st&nbspoff
2mtrcycle/moped:&nbsptag&nbspimproperly&nbspaffixed &nbspconcealed &nbspobscured
10municipal&nbspordinance&nbspviol
107must&nbsphave&nbsppip&nbspins&nbspcard
1neglect&nbspchild-unattended&nbspchild&nbspin&nbspmtr&nbspveh&nbspexcess&nbspof&nbsp15&nbspmins
3no&nbspbrake/turn/signals&nbsplighted
7no&nbsphead&nbsplamps&nbsprain/fog/smk/ect
18no&nbsphelmet/insurance&nbspmotorcycle
1no&nbsplamp/flag&nbspon&nbspprojected&nbspload
39no&nbsplamps/illuminating&nbspdevices
91no&nbspsafety&nbspbelts-&nbspoperator/passg&nbspunder&nbsp18
7no&nbspstop&nbsplamp
1no&nbspstop/shift&nbspat&nbsprr&nbspcrossing
1no&nbspstoplight/turn&nbspind
107no&nbsptag&nbsplight
3no&nbspturn&nbspsignal&nbsplight
4no/fail&nbspcarry&nbspphysical&nbspexam
15no/improper&nbspturn/stop&nbspsignal&nbspgiven
1none/def&nbsprear&nbspview&nbspmirror
2none/improper&nbspbrakes
15obstruct&nbsptraffic
2obstruct/dig&nbspup/distrib&nbsproad
2op&nbspexh&nbspsysm&nbspnoise/abate&nbspmodify
9op&nbspveh&nbspunsafe/improper&nbspequip
29open&nbspcontainer&nbspor&nbspconsumption&nbspof&nbspalcohol&nbspin/on&nbspvehicle
21opening&nbspdoor&nbspinto&nbsptraffic
766oper&nbspveh&nbspunsafe/improp&nbspequip
1oper&nbspveh&nbspwith&nbspheadset&nbspon
2operate&nbsp1/2&nbsphr&nbspafter&nbspsunset
10operate&nbspagainst&nbspdl&nbsprestrictions-spec&nbspmech&nbspcontrol&nbspdevice&nbspreq
1operate&nbspcommmercial&nbspvehicle&nbspwo&nbspvalid
48operate&nbspmotor&nbspvehicle&nbspw/o&nbspdrivers&nbsplicense
1048operate&nbspmotor&nbspvehicle&nbspwo&nbspvalid&nbsplicens
58operate&nbspmotorcycle&nbspwo&nbsplicense
3operate&nbspw/illegal&nbspsunscreen
3172operating&nbspnon-cmv&nbspnot&nbspproperly&nbspinsured&nbspproof&nbspof&nbspins&nbsprequired
34operating&nbspwhile&nbspdl&nbspsuspended/cancelled/revoked-no&nbspprior
1operation&nbspafter&nbspexpiration
11operator&nbspboating&nbspsafety&nbspid&nbspcard&nbspand&nbspphoto&nbspid
5opn&nbspcontnr&nbspon&nbspin/stop/prk&nbspveh
1over&nbspheight&nbspof&nbspload
92overtaking&nbspand&nbsppassing&nbspa&nbspbicycle (improp&nbspdistance)
46overtaking&nbspand&nbsppassing&nbspa&nbspveh (cutting&nbspin)
7overtaking/passing&nbspa&nbspveh-fail&nbspto&nbspgive&nbsprow&nbspto&nbspovertaking&nbspveh
2parent/guardian&nbspallow&nbspbike&nbspviolation
16park&nbsphandicapped&nbspzone
20park/obstruct&nbspdisable&nbsppk&nbspspace
9park/prohib/by&nbsptraffic&nbspdevice
20parked&nbspin&nbspno&nbsppark&nbspzone
3pass&nbspin&nbspno&nbsppassing&nbspzone
10pass&nbspstopped&nbspschool&nbspbus
1pass&nbspveh&nbspwhen&nbspyield&nbspto&nbsppedest
2passg&nbspriding&nbspon&nbspexterior&nbspof&nbspvehicle
3passing&nbspin&nbspno&nbsppassing&nbspzone
5passing&nbspwithin&nbsp100`&nbspof&nbspintersct&nbspapproach
2passing&nbspwithin&nbsp100`&nbspof&nbsprr&nbspcrossing&nbspapproach
1ped&nbspcros&nbsprd&nbspright&nbspangl/shortrt
2ped&nbspcross&nbspintersect&nbspdiagonally
15ped&nbspfail&nbspobey&nbsptraffic&nbspsig
83ped&nbspfail&nbspto&nbspcross&nbspin&nbspx-walk
16ped&nbspfail&nbspto&nbspyield&nbspto&nbsptraffic
1ped&nbspfailed&nbspto&nbspyield&nbspto&nbspemergency&nbspveh
75ped&nbspleave&nbspplace&nbspof&nbspsafety
11ped/fail&nbspobey&nbsptraf&nbspsig/intersc
27pedestrain&nbspobstructing&nbsptraffic
25permit&nbspunauthorized&nbspperson&nbspto&nbspdrive
6permit&nbspunlicensed&nbspminor&nbspto&nbspdrive
2poss&nbspof&nbspopen&nbspcont&nbspin&nbspm/v
5poss&nbspof&nbspopen&nbspcont&nbspin&nbspm/v&nbspdrive
1possess&nbspcounterfeit&nbspdl&nbspor&nbspid
4possess&nbspmore&nbspthan&nbspone&nbspvalid&nbspdrivers&nbspl
1possess&nbspstolen&nbspdl&nbspor&nbspid
2projecting&nbspload&nbspon&nbsppassg&nbspveh
1propelling&nbspa&nbspmoped&nbspsidewalk
2public&nbsporder&nbspcrimes-fail&nbspto&nbspregister&nbspmoped
2public&nbsporder&nbspcrimes-obstruction&nbspof&nbsppublic&nbspstreets&nbspwo&nbsppermit
4public&nbsporder&nbspcrimes-viol&nbspnonresident&nbspexemption&nbspfrom&nbspregis
4r/r&nbspcrossing&nbsp-&nbspfail&nbspto&nbspobey&nbsptraffic&nbspcontrol&nbspdevice
1r/r&nbspcrossing-&nbspinsufficient&nbspspace&nbspto&nbspdrive&nbspcompletely&nbspthrough
1662ran&nbspstop&nbspsign
1rear&nbsplamp/reflector&nbspcolor&nbspimp
1rear&nbspwindow&nbspnontransparent
64reckless&nbspdriving-drives&nbspany&nbspveh&nbspwillful&nbspdisregard&nbspfor&nbspsafety
1reckless&nbspoperation
16registration&nbsprequired
21resist&nbspofficer-fail&nbspto&nbspobey&nbsppolice&nbspor&nbspfire&nbspdepartment
7resist&nbspofficer-flee&nbspelude&nbspleo&nbspwith&nbsplights&nbspsiren&nbspactive
1resist&nbspofficer-refuse&nbspto&nbspaccept&nbspsign&nbspcitation&nbspor&nbsppost&nbspbond
42restrction&nbspfor&nbspwndow&nbspbehnd&nbspdrv
23restricton&nbspfor&nbspwndow&nbspbehnd&nbspdrv
14ride&nbspw/o&nbsphands&nbspon&nbsphandle&nbspbar
20riding&nbspbike&nbspwith&nbspno&nbspor&nbspimproper&nbsplight
73riding&nbspbike&nbspwith&nbspno/imp&nbsplight
374side&nbspwind/rest&nbspsunscreen
1skate/coaster/toy&nbspon&nbsproadway
2slow&nbspbike&nbspfail&nbspride&nbspright&nbspcurb
120slow&nbspspeed/impede&nbsptraffic
6speed&nbspto&nbspfast&nbspcond/special&nbsphaz
2speed&nbspto&nbspfast&nbspfor&nbspcond /&nbspcurve
15speed&nbsptoo&nbspfast/conditions
55speed&nbspzone&nbspviolation
9speed/busn/resid/intrstate/4ln
2speed/racing&nbspon&nbsphighway
3speeding/schoolbus&nbspres/busn/in
5splash /&nbspspray&nbspsuppressant&nbspdev
1splash/spray&nbspsuppressant&nbspdev
39stand&nbspin&nbsprd/&nbspsolict&nbspride/busns
3stand/park&nbspproh/fire&nbsphydrant
2stand/park&nbspprohibit&nbspby&nbspsign
6stand/parking&nbspprohib/driveway
1stnd/park&nbspprohib&nbspbike&nbsplane
3sudden&nbspstop&nbspwithout&nbspsignal
2sunscrn/sign/covering&nbspon&nbspwndsh
203tag&nbspunsecured/obscured/improper&nbspdisplay/defaced/none
58tail&nbsplights&nbspnone/improper
9temporary&nbsptag&nbsp-&nbspexpired&nbsp7&nbspdays&nbspor&nbspless
25texting&nbspwhile&nbspdriving
1texting&nbspwhile&nbspdriving&nbspsecondary&nbspoffense
1to&nbspfast&nbspfor&nbspcond&nbspnarow/wind&nbsprd
40too&nbspfast&nbspfor&nbspconditions
28traffic&nbspoffense-dui&nbspalcohol&nbspor&nbspdrugs
1traffic&nbspoffense-dui&nbspalcohol&nbspor&nbspdrugs&nbsp3rd&nbspviol&nbspmore&nbspthan&nbsp10&nbspy
2traffic&nbspoffense-dui&nbspalcohol&nbspor&nbspdrugs&nbsp3rd&nbspviol&nbspw/in&nbsp10&nbspyears
24traffic&nbspoffense-dui&nbspand&nbspdamage&nbspproperty
2traffic&nbspoffense-participate&nbspin&nbspunlawful&nbsprace
12traffic&nbspoffense-refuse&nbspto&nbspsubmit&nbspdui&nbsptest&nbspafter&nbsplic&nbspsusp
1traffic&nbspviolation/animal
1transporter&nbsplicense&nbspplates
37turned&nbspwhen&nbspunsafe/no&nbspsignal
1tv&nbspreceivers&nbspin&nbspdrivers&nbspview
5two&nbsplgtd&nbspheadlamp/req/m/v
16two&nbsplighted&nbsplamps&nbspmin&nbsprequired
142u-turn:&nbspimproper/unsafe/prohibited
6unauthor/disp/blue/red&nbsplight
1under&nbsp16/no&nbspmcycle/150&nbspcm&nbspdisp
1755unl/speed&nbspin&nbspschool&nbspzone
2unlaw&nbspdisp&nbspblue&nbsplights
2unlaw&nbspnumber&nbspof&nbspperson&nbspon&nbspbike
4unlawful&nbspnumber&nbspperson&nbspon&nbspbike
6873unlawful&nbspspeed&nbspposted&nbspmunicip/countyrd
177unlawful&nbspspeed&nbspposted&nbspstate/intersct
337unlawful&nbspspeed&nbspschool&nbspzone
4unlawfully&nbspoperate&nbspatv&nbspon&nbsppublic&nbsproad &nbspstreet/hway
15unnecessary&nbspuse&nbspof&nbsphorn
9unsecured&nbspload /&nbsptruck
1veh&nbspdamage&nbsproad&nbspsurface
2veh&nbspdeprive&nbspmcycle&nbspof&nbsplane
20veh&nbspfail&nbspuse&nbspdue&nbspcare-ped/bike
47veh&nbspw/o&nbsplights&nbspnight
3vessels:&nbspexpired&nbspvessel&nbspregistration
5vessels:&nbspno&nbspregistration&nbspcertificate
7viol&nbspdrivers&nbsplic/restriction
1violate&nbspdrivers&nbsplicense&nbsplaw
24violation&nbspnonresident&nbsprequirements&nbspfor&nbspdrivers&nbsplic
2violation&nbspof&nbspnavigation&nbsprules
1violation&nbspof&nbsprestricted&nbspareas
4violation&nbspof&nbspsafety&nbspequipment&nbspregulations
3violation&nbsprestricted&nbsparea
4walk&nbspleft&nbspside&nbspwhen&nbspno&nbspsidewlk
27wearing&nbspheadset/listening&nbspdev
23windshield&nbspviolation
1windshld&nbspnone/uprght/fixed/gls
4wrong&nbspheadlight&nbspnbr/loc
4wrong&nbsplane/rotary/one-way

HTML of counts and citations displayed directly in the Jupyter notebook.


In [31]:
# render the table
display(HTML(render()._repr_html_()))


CountCitation
1086none&nbspspecified
8all&nbspon&nbspboard&nbsppwc&nbspshall&nbspwear&nbspapproved&nbsppfd
2altered&nbspexhaust&nbspsystem
289attach&nbsptag (license&nbspplate)&nbspnot&nbspassigned
1atv/safety&nbspequip/accd/under&nbsp16
59bike&nbspregulations&nbspviolations
126block&nbspintersection/crosswalk
261careless&nbspdriving
2careless&nbspoperation
1careless&nbspoperation&nbspof&nbspvessel
150child&nbsprestraint&nbsprequired
2child&nbspunder&nbsp6&nbspyoa&nbspshall&nbspwear&nbspapproved&nbsppfd
8coast&nbspguard&nbspsafety&nbspequipment&nbsprequired
1counterfeiting&nbspof-lic&nbspplates&nbspvalidation&nbspstickers&nbspmobile&nbsphome
26crash&nbsp-&nbspdiabled&nbspveh&nbspobstruct&nbsptraffic&nbsp-&nbspdriv&nbspfail&nbspto&nbspmove&nbspveh
13crash&nbsp-&nbspdriv&nbspfail&nbspto&nbsprpt&nbspcrash&nbspw&nbspinjury/death/damage&nbspto&nbsplea
2crash&nbsp-&nbspfail&nbspremove&nbspobstruct&nbspattended&nbspveh&nbsp-&nbspprop&nbspdam
7crash&nbsp-&nbspfail&nbspreport&nbspinfo&nbspto&nbspinjured&nbspperson
2crash&nbsp-&nbspfailure&nbspof&nbspveh&nbspoccup&nbspto&nbspmake&nbspreport&nbspif&nbspdriv&nbspunable
6crash&nbsp-&nbspleave&nbspscene&nbspinvolving&nbspinjury&nbspw/o&nbsprendering&nbspaid
132crash&nbsp-&nbspno&nbspproof&nbspinsurance&nbspall&nbspparties (24&nbsphr&nbspclock&nbsprule)
10crash&nbsp-&nbspno&nbspproof&nbspof&nbspinsurance
2crash&nbsp-give&nbspfalse&nbspinformation&nbspor&nbspreports&nbspto&nbsppol
187crash&nbspleave&nbspscene&nbspw/o&nbspgiving&nbspinformation (specify&nbspdamage $$)
281crash-driv&nbspfail&nbsprpt&nbspcrash&nbspw&nbspinj/death/damage&nbspto&nbsplea ($500)
26crash-fail&nbspto&nbspleave&nbspinfo&nbspunattended&nbspvehicle&nbsp-&nbspprop&nbspdamage
1damage&nbspprop-crim&nbspmisch-intrf&nbspw&nbsptrf&nbspcont&nbspdev <&nbsp200&nbspdols
1defective&nbspwindshield&nbspwipers
1disobey&nbspflashing&nbspsignal/yellow
6disobey&nbspflashing&nbspsignals/red
14disobey&nbsplane&nbspcontrol&nbspdevice
1disobey&nbspno&nbspchange&nbspof&nbsplane&nbspsign
12disobey&nbspno&nbsppass&nbspzone&nbspsign
6disobey&nbspred&nbspflashing&nbspsignal
17disobey&nbspsteady&nbspred&nbsplight&nbspftyrow&nbspone&nbspway&nbspst
7disobey&nbspstop/yield&nbspsign
2disobey&nbspyellow&nbsplight
833disobey/avoid&nbspred&nbsplight
247disobey/avoid&nbspred&nbsplight/turning
1395disobey/avoid&nbsptraffic&nbspdevice
70disobeyed&nbspstop/yield&nbspsign
3display&nbspof&nbspregistration&nbspdecal
4display&nbspof&nbspregistration&nbspnumbers&nbspand&nbspletters
1display&nbspof&nbsptruck&nbsptags:&nbspfront/rear&nbsptrucks&nbspcmv
1display&nbspspecial&nbspstate&nbspplates&nbspwo&nbspappli
3display/obscur&nbspunauth&nbsptraf&nbspdev
1diving&nbspfrom&nbspany&nbsppublicly&nbspowned (road)&nbspbridge (not&nbspcsx)
10dl&nbsppossession/display/permitting&nbspuse&nbspof&nbspsusp/rev/canc/dq&nbspdl
2dl&nbspsuspended/&nbspfinancial&nbspresponsibility
12driv&nbspon&nbspwrong&nbspside&nbspdivided&nbsphwy
2driv&nbspone-way&nbspstreet
2driv&nbsppermit&nbspriding&nbspon&nbspexterior
6drive&nbspacross&nbspdivided&nbspsection
3drive&nbspacross/on&nbspmedian
14drive&nbsparound&nbspdetour/barricade
1drive&nbsplic&nbspsusp&nbspcomml&nbspveh&nbsp2nd&nbspor&nbspsubsq
77drive&nbspon&nbspsidewalk/bike&nbsppath
8drive&nbspround/railroad&nbspgate/barr
119drive&nbspveh&nbspunsafe/defect&nbspequip
3drive&nbspw&nbspsus&nbsprev&nbspdl&nbsphabit&nbsptraffic&nbspoff
2drive&nbspw&nbspsusp&nbsprevkd&nbspdl&nbspfor&nbspftp&nbspchild&nbsps
201drive&nbspwhile&nbsplic&nbspsusp&nbsp1st&nbspoff
73drive&nbspwhile&nbsplic&nbspsusp&nbsp2nd&nbspoff
51drive&nbspwhile&nbsplic&nbspsusp&nbsp3rd&nbspor&nbspsubsq&nbspoff
2drive&nbspwhile&nbsplic&nbspsusp&nbspcomml&nbspveh&nbsp1st&nbspof
70drive&nbspwhile&nbsplic&nbspsusp&nbsphabitual&nbspoffende
1536drive&nbspwhile&nbsplicense&nbspsusp&nbspw/o&nbspknowledge
40drive&nbspwhile&nbsplicense&nbspsuspended &nbsprevoked &nbspcancelled&nbspw/know
795drive&nbspwhile&nbsplicense&nbspsuspended/revoked/canceled/w/knowledge
1drive&nbspwo&nbsplic&nbspcauses&nbspdeath/serious&nbspinj
2drive&nbspwo&nbspvalid&nbspcomml&nbspdrivers&nbsplicense
28drive&nbspwrong&nbsplane&nbspor&nbspside
3drive&nbspwrong&nbspside&nbspof&nbsproadway
191driver&nbsppresent&nbspnon&nbspcurrent&nbspinsurance
1driver&nbspview&nbspobstructed
1drivers&nbspview&nbspobstructed
4driving&nbspon&nbspairless&nbsptire
3driving&nbspthru&nbspsafety&nbspzone
3driving&nbspunder&nbspthe&nbspinfluence
201driving&nbspw/&nbspexp&nbsplic >&nbsp6mo
36driving&nbspw/o&nbsplights
20driving&nbspwrong&nbsplane&nbspor&nbspside
62driving&nbspwrong&nbspway&nbspdown&nbspone-way
9drop /&nbspshift /&nbspleak&nbspload
1drop&nbspor&nbspuncovered&nbspload
1drugs-possession&nbspof&nbspcontrolled&nbspsubstance
13drv&nbspleft&nbspside&nbspin&nbspno&nbsppass&nbspzone
15drv&nbspsafe/dist&nbsprr&nbspafter&nbspsignal
2drv&nbspw/o&nbsplghts&nbsptwilght/fog/rain
9dui&nbspalcohol&nbspor&nbspdrugs  &nbsp2nd&nbspoffense
40dui&nbspalcohol&nbspor&nbspdrugs &nbsp1st&nbspoffense
2dui&nbspalcohol&nbspor&nbspdrugs &nbsp3rd&nbspoffense&nbspwithin&nbsp10&nbspyears
20dui&nbspubal>.15&nbspor&nbspaccom&nbspby&nbsppers <&nbsp18yoa
24dui&nbspw/dam&nbspto&nbspprop&nbspor&nbspperson&nbspof&nbspanother
3dui-unlaw&nbspbld&nbspalch-.15&nbspor >&nbspor&nbspaccom&nbspby&nbsppers <&nbsp18y/o&nbsp1st&nbspoff
1dui-unlaw&nbspbld&nbspalch-.15&nbspor >&nbspor&nbspaccom&nbspby&nbsppers <&nbsp18y/o&nbsp2nd&nbspoff
1dui-unlaw&nbspbld&nbspalch-bui&nbsp1st&nbspor&nbsp2nd&nbspviolation
1dui-unlaw&nbspbld&nbspalch-bui&nbsp1st&nbspviolation
3emit&nbspexcess&nbspexhaust&nbspfumes
6engine&nbsprun/key&nbspin&nbspignition
15engine&nbsprun/key/set&nbspbrake
21equip&nbspviolation/migrant&nbsptransp
154exceed&nbspspeed&nbsplim&nbspin&nbspwork&nbspzone
106expired&nbspd/l&nbspless&nbspthan&nbsp6&nbspmonths
49expired&nbspmtr&nbspveh&nbspreg&nbspover&nbsp6&nbspmos&nbspsubsq
506expired&nbspmtr&nbspveh&nbspregistration&nbspover&nbsp6&nbspmonths&nbsp1st&nbspoff
1691expired&nbsptag&nbspless&nbspthan&nbsp6&nbspmos
99expired&nbsptag/less&nbspthan&nbsp6&nbspmonths
57fail&nbspchange&nbspaddress/name
4fail&nbspcover/secure&nbspload
18fail&nbspdim&nbspheadlghts/imp&nbspadjust
1fail&nbspdim&nbspheadlights/imp&nbspadjust
10fail&nbspdim&nbsplights&nbspfrom&nbsprear
308fail&nbspdrive&nbspin&nbspsingle&nbsplane
4fail&nbspdrive&nbspto&nbspright/slow
2fail&nbspgive&nbspturn/stop&nbspsignal
626fail&nbspto&nbspchange&nbspaddress&nbspon&nbspdl
4fail&nbspto&nbspchange&nbspname&nbspon&nbspdl
5fail&nbspto&nbspdim&nbspheadlights
1273fail&nbspto&nbspdisplay&nbspveh&nbspreg
55fail&nbspto&nbspdrive&nbspin&nbspsingle&nbsplane
1fail&nbspto&nbsplower&nbspdive&nbspflag
9fail&nbspto&nbspnotify&nbsphsmv&nbspchg&nbspof&nbspaddress
6fail&nbspto&nbspobey&nbspcmv&nbsprules
10fail&nbspto&nbspobey&nbsppolice&nbspor&nbspfire&nbspdepartment
8fail&nbspto&nbspobey&nbspsign/signal
255fail&nbspto&nbspregister&nbspmotor&nbspveh
14fail&nbspto&nbspsignal&nbspturn&nbspproperly
10fail&nbspto&nbspstop&nbspremain&nbspaccdnt&nbspinvolv&nbspnon-ser&nbspinjry
3fail&nbspto&nbspstop&nbspremain&nbspaccdnt&nbspinvolving&nbspserious&nbspinjry
31fail&nbspto&nbspstop&nbspsteady&nbspred&nbspindication
93fail&nbspto&nbspuse&nbspdesignated&nbsplane/drive&nbspw/i&nbspsingle&nbsplane
1fail&nbspto&nbspwear&nbspbike&nbsphelmet
1fail&nbspto&nbspyield&nbspright-of-way&nbspto&nbsppedestrian
104fail&nbspturn&nbspas&nbspdirected
104fail&nbspuse&nbspdesignated&nbsplane
21fail&nbspuse&nbspsidewalk/ped
2155fail&nbspwear&nbspsafety&nbspbelt/operator
48failed&nbspto&nbspyield&nbsp-&nbspapproach/enter&nbspintersection
47failed&nbspto&nbspyield&nbspat&nbspa&nbspfour-way&nbspstop-intersection
26failed&nbspto&nbspyield&nbspto&nbspemergency&nbspvehicle
31failed&nbspto&nbspyield/stop&nbspat&nbspa&nbspyield&nbspintersection
1failure&nbspof&nbspemergency&nbspvehicle&nbspto&nbspuse&nbspwarning&nbspdev
5failure&nbspto&nbspmove&nbspover&nbspfor&nbspemergency&nbspvehicle
7failure&nbspto&nbspmove&nbspover/slow&nbspdown&nbspfor&nbspemg&nbspveh
6failure&nbspto&nbspobey&nbspdl&nbsprestrictions&nbspordered&nbspby&nbspcourt
74failure&nbspto&nbspobey&nbsprestrictions&nbspplaced&nbspon&nbspdl
4failure&nbspto&nbspslow&nbspdown&nbspfor&nbspemergency&nbspveh/wrecker
4864failure&nbspto&nbspuse&nbspdue&nbspcare
1flee/elude&nbsppolice-aggrav&nbspfleeing&nbspw&nbspinjury&nbspor&nbspdamage
14flee/elude&nbsppolice-fail&nbspto&nbspobey&nbspleo&nbsporder&nbspto&nbspstop
3flee/elude&nbsppolice-flee&nbspelude&nbspleo&nbspat&nbsphigh&nbspspeed
14flee/elude&nbsppolice-flee&nbspw&nbspdisregard&nbspof&nbspsafety&nbspto&nbsppers&nbspor&nbspprop
106florida&nbspseat&nbspbelt&nbsplaw&nbspviolation
165fnt&nbspst&nbsppass/ovr&nbsp18/seat-belt&nbspviolation
2follow&nbspfire&nbspapparatus&nbspto&nbspclose
1following&nbspto&nbspclose&nbspw/tow/truck
288following&nbsptoo&nbspclosely
38forgery&nbspof-alter&nbspveh&nbspregis&nbspsticker&nbspcertif&nbspobscure&nbspplate
2fraud-display&nbsphandicap&nbsppark&nbspprmt&nbspthat&nbspbelongs&nbspanoth
3fraud-imperson-display&nbsppossess&nbspfictitious&nbspidentification&nbspcar
1fraud-imperson-false&nbspid&nbspgiven&nbspto&nbspleo
2fraud-imperson-non&nbspblind&nbspperson&nbspcarry&nbspwhite&nbspcane
2fraud-improper&nbsptemporary&nbsptag&nbspunlawful&nbspuse
1fraud-misuse&nbspof&nbsptemp&nbsptag&nbspto&nbspavoid&nbspregistr&nbspveh
1fraud-unlawful&nbsplending&nbspof&nbspdrivers&nbsplicense
9fty&nbsp-&nbspvehichle&nbspin&nbspintersections (all&nbspothers&nbspmust&nbspyield)
2fty&nbspx/sec&nbspinoperative&nbspsignal
2fty-violation&nbspveh&nbspon&nbspleft&nbspyields&nbspto&nbspveh&nbspon&nbspright
18fty/s&nbspat&nbspsidewalk-&nbspalley/bldg/priv&nbsprd/dr&nbspwy&nbspto&nbspveh/ped&nbspappro
152fty/s&nbspat&nbspsidewalk-&nbspalley/bldg/priv&nbsprd/drive&nbspway&nbspto&nbspveh&nbspappr
13fty/stop&nbspat&nbspsidewalk&nbspfrom&nbspalley/bldg/priv&nbsprd/drive&nbspway
10ftyrow&nbspenter&nbspstate&nbsphighwy
1ftyrow&nbspto&nbsphighway&nbspworker
25ftyrow&nbspto&nbspped&nbspat&nbspcrosswalk&nbspwith&nbspsignage
10ftyrow&nbspto&nbspped&nbspat&nbspintersection&nbspwith&nbsptraffic&nbspctrl&nbspdevice
4ftyrow&nbspto&nbspped&nbspwhen&nbspno&nbspsignal
530ftyrow&nbspwhen&nbspturning&nbspleft
2ftyrow&nbspx/county&nbsppaved&nbsproad
1golfcart&nbspimproper&nbspoperation&nbspof
1green&nbsparrow&nbspveh&nbspfacing&nbspfailed&nbspto&nbspyld&nbsprow&nbspwhile&nbspturning
13green&nbsplight&nbspveh&nbspfacing&nbspfailed&nbspto&nbspyld&nbsprow&nbspwhile&nbspturning
2hazardous&nbspwithout&nbspcomply&nbspw&nbspfederal&nbspregulations
53head&nbsplamp&nbspviolation
16headlights&nbsprequired /&nbsptinted
3health-safety-tamper&nbspwith&nbsppollution&nbspcontrol&nbspdevice&nbspsubsq&nbspoff
1illegal&nbspop&nbspof&nbspnonconform&nbspmoped
1imp&nbspbacking&nbspsholder/lm&nbspacc&nbspfac
1imp&nbsplens&nbspon&nbspred&nbsplight
2imp&nbsppark&nbspone/two&nbspway&nbsprd/angle
2imp&nbsppark/agnst&nbspflow/curb&nbsp1&nbspway
13imp&nbspstart&nbspfrom&nbsppark/stop&nbspposit
12imp&nbspstop&nbspon&nbspsidewalk
2imp&nbspstop&nbsproadway/xsection
193imp&nbspstop&nbspun/load&nbsppasg&nbsplimt&nbspacs
46imp&nbspsunscrn&nbspat&nbsptop&nbspof&nbspwndshld
2imp/no&nbsprear&nbspstop/lamps
699improper&nbspbacking
34improper&nbspcenter&nbsplane&nbspuse
1206improper&nbspchange&nbspof&nbsplane-&nbsppull&nbspin&nbspfront&nbspof&nbspveh&nbspsame&nbspdirection
121improper&nbspchange&nbspof&nbsplane-pass&nbspwhen&nbspmeeting&nbsponcoming&nbspveh
4improper&nbsphorn/warning&nbspdev
106improper&nbspleft&nbspturn
9improper&nbspor&nbspunsafe&nbspequip /&nbspcmv
24improper&nbspparking&nbspunincorp&nbsparea
24improper&nbspparking/two&nbspway&nbsproad
9improper&nbsppass&nbsp-&nbspnot&nbspspecified
3improper&nbsppass&nbspon&nbspright
1improper&nbsppass&nbsponcoming
3improper&nbsppass&nbspovertake&nbspright
2improper&nbsppass&nbspveh&nbspproceed&nbspopp&nbspdir-ea&nbspmust&nbspgive&nbsphalf&nbsproadway
3improper&nbsppass&nbspveh&nbspproceeding&nbspopposite&nbspdirection
78improper&nbsppass/lane&nbspchange
2improper&nbsppassing&nbspon&nbspright
23improper&nbsppassing&nbspon&nbspright&nbsp-&nbspdriving&nbspof&nbsppavement
124improper&nbspright&nbspturn
3improper&nbspstop&nbspon&nbspbike&nbsppath
4improper&nbspstop&nbspon&nbspcrosswalk
19improper&nbspstop/rr&nbsptrack
26improper&nbspstop/stand/park
3improper&nbsptemporary&nbsptag&nbspunlawful&nbspuse
4improper&nbsptowing
88improper&nbspuse&nbsphov&nbsplane
6improper/no&nbspbike&nbspbrake
3inadequate&nbspserv/brakes
1injurious&nbspmaterial/road
6learner&nbspdl/operate&nbspinvalid&nbsphrs
272learners&nbspdrivers&nbsplic&nbspviol
2learners&nbspdrivers&nbsplicense&nbspvio
25learners&nbspdrivers&nbsplicense&nbspviol
38leave&nbsphighway&nbspavoid&nbsptraff&nbspdev
1leave&nbspscene&nbspof&nbspvessel&nbspaccident&nbspor&nbspinjury
5leaving&nbspscene&nbspof&nbspany&nbspaccident
611license&nbspnot&nbspcarried/exhibit
88license&nbspnot&nbspcarried/exhibited
6litter&nbspless&nbsp15lb/27&nbspcubic&nbspft
2litter&nbspon&nbspprivate&nbspland
14litter&nbsppub&nbsphghwy/mot&nbspveh
17load&nbspnot&nbspsecure/supports&nbsptruck
4loud /&nbspharsh&nbsphorn
1loud&nbspdefective&nbspmuffler
1manatee&nbspprotection&nbspzones (mpz)
2maximum&nbspbumper&nbspheights/none
2mcycle /&nbspno&nbspheadgear
1mcycle&nbspimproper&nbsplane&nbspuse
1mcycle&nbspimproper&nbspriding
1mcycle&nbspno/defective&nbspharsh&nbsphorn
5mcycle&nbspno/imp&nbsprearview&nbspmirror
1mcycle&nbspnone/improper&nbspmuffler
43mcycle&nbspoper&nbspbetween&nbsplane/veh
23mcycle&nbsppass&nbspwithin&nbspoccup&nbsplane
3mcycle&nbspw/o /&nbspimp&nbsphead&nbsplamp
3mcycle&nbspw/o /&nbspimp&nbspred&nbspreflector
3mcycle&nbspw/o /&nbspimp&nbspstop&nbsplamp
3mcycle&nbspw/o /&nbspimp&nbsptail&nbsplamp
25mcycle&nbspw/o&nbspeye&nbspprotection
1mcycle&nbspw/o&nbspfootrest&nbsppassg
1mcycle&nbspwithout&nbspmultibeam&nbsplight
5mcycle/moped&nbsphead/eye&nbspdevice
1mcycle/moped&nbspimp&nbspride/sitting
11misrepresentation&nbspof&nbspinsurance
1misuse&nbspdealer&nbspor&nbspmanufacturer&nbsplicense
1motocycle&nbspw/o&nbspproper&nbspheadlight
44moving&nbsptraffic&nbspviol-drive&nbspon&nbsppermanently&nbsprevoked&nbspdriver&nbsplice
1moving&nbsptraffic&nbspviol-reckless&nbspdrive&nbspdamage&nbspperson&nbspor&nbspproperty
2moving&nbsptraffic&nbspviol-reckless&nbspdriving&nbsp1st&nbspoff
2mtrcycle/moped:&nbsptag&nbspimproperly&nbspaffixed &nbspconcealed &nbspobscured
10municipal&nbspordinance&nbspviol
107must&nbsphave&nbsppip&nbspins&nbspcard
1neglect&nbspchild-unattended&nbspchild&nbspin&nbspmtr&nbspveh&nbspexcess&nbspof&nbsp15&nbspmins
3no&nbspbrake/turn/signals&nbsplighted
7no&nbsphead&nbsplamps&nbsprain/fog/smk/ect
18no&nbsphelmet/insurance&nbspmotorcycle
1no&nbsplamp/flag&nbspon&nbspprojected&nbspload
39no&nbsplamps/illuminating&nbspdevices
91no&nbspsafety&nbspbelts-&nbspoperator/passg&nbspunder&nbsp18
7no&nbspstop&nbsplamp
1no&nbspstop/shift&nbspat&nbsprr&nbspcrossing
1no&nbspstoplight/turn&nbspind
107no&nbsptag&nbsplight
3no&nbspturn&nbspsignal&nbsplight
4no/fail&nbspcarry&nbspphysical&nbspexam
15no/improper&nbspturn/stop&nbspsignal&nbspgiven
1none/def&nbsprear&nbspview&nbspmirror
2none/improper&nbspbrakes
15obstruct&nbsptraffic
2obstruct/dig&nbspup/distrib&nbsproad
2op&nbspexh&nbspsysm&nbspnoise/abate&nbspmodify
9op&nbspveh&nbspunsafe/improper&nbspequip
29open&nbspcontainer&nbspor&nbspconsumption&nbspof&nbspalcohol&nbspin/on&nbspvehicle
21opening&nbspdoor&nbspinto&nbsptraffic
766oper&nbspveh&nbspunsafe/improp&nbspequip
1oper&nbspveh&nbspwith&nbspheadset&nbspon
2operate&nbsp1/2&nbsphr&nbspafter&nbspsunset
10operate&nbspagainst&nbspdl&nbsprestrictions-spec&nbspmech&nbspcontrol&nbspdevice&nbspreq
1operate&nbspcommmercial&nbspvehicle&nbspwo&nbspvalid
48operate&nbspmotor&nbspvehicle&nbspw/o&nbspdrivers&nbsplicense
1048operate&nbspmotor&nbspvehicle&nbspwo&nbspvalid&nbsplicens
58operate&nbspmotorcycle&nbspwo&nbsplicense
3operate&nbspw/illegal&nbspsunscreen
3172operating&nbspnon-cmv&nbspnot&nbspproperly&nbspinsured&nbspproof&nbspof&nbspins&nbsprequired
34operating&nbspwhile&nbspdl&nbspsuspended/cancelled/revoked-no&nbspprior
1operation&nbspafter&nbspexpiration
11operator&nbspboating&nbspsafety&nbspid&nbspcard&nbspand&nbspphoto&nbspid
5opn&nbspcontnr&nbspon&nbspin/stop/prk&nbspveh
1over&nbspheight&nbspof&nbspload
92overtaking&nbspand&nbsppassing&nbspa&nbspbicycle (improp&nbspdistance)
46overtaking&nbspand&nbsppassing&nbspa&nbspveh (cutting&nbspin)
7overtaking/passing&nbspa&nbspveh-fail&nbspto&nbspgive&nbsprow&nbspto&nbspovertaking&nbspveh
2parent/guardian&nbspallow&nbspbike&nbspviolation
16park&nbsphandicapped&nbspzone
20park/obstruct&nbspdisable&nbsppk&nbspspace
9park/prohib/by&nbsptraffic&nbspdevice
20parked&nbspin&nbspno&nbsppark&nbspzone
3pass&nbspin&nbspno&nbsppassing&nbspzone
10pass&nbspstopped&nbspschool&nbspbus
1pass&nbspveh&nbspwhen&nbspyield&nbspto&nbsppedest
2passg&nbspriding&nbspon&nbspexterior&nbspof&nbspvehicle
3passing&nbspin&nbspno&nbsppassing&nbspzone
5passing&nbspwithin&nbsp100`&nbspof&nbspintersct&nbspapproach
2passing&nbspwithin&nbsp100`&nbspof&nbsprr&nbspcrossing&nbspapproach
1ped&nbspcros&nbsprd&nbspright&nbspangl/shortrt
2ped&nbspcross&nbspintersect&nbspdiagonally
15ped&nbspfail&nbspobey&nbsptraffic&nbspsig
83ped&nbspfail&nbspto&nbspcross&nbspin&nbspx-walk
16ped&nbspfail&nbspto&nbspyield&nbspto&nbsptraffic
1ped&nbspfailed&nbspto&nbspyield&nbspto&nbspemergency&nbspveh
75ped&nbspleave&nbspplace&nbspof&nbspsafety
11ped/fail&nbspobey&nbsptraf&nbspsig/intersc
27pedestrain&nbspobstructing&nbsptraffic
25permit&nbspunauthorized&nbspperson&nbspto&nbspdrive
6permit&nbspunlicensed&nbspminor&nbspto&nbspdrive
2poss&nbspof&nbspopen&nbspcont&nbspin&nbspm/v
5poss&nbspof&nbspopen&nbspcont&nbspin&nbspm/v&nbspdrive
1possess&nbspcounterfeit&nbspdl&nbspor&nbspid
4possess&nbspmore&nbspthan&nbspone&nbspvalid&nbspdrivers&nbspl
1possess&nbspstolen&nbspdl&nbspor&nbspid
2projecting&nbspload&nbspon&nbsppassg&nbspveh
1propelling&nbspa&nbspmoped&nbspsidewalk
2public&nbsporder&nbspcrimes-fail&nbspto&nbspregister&nbspmoped
2public&nbsporder&nbspcrimes-obstruction&nbspof&nbsppublic&nbspstreets&nbspwo&nbsppermit
4public&nbsporder&nbspcrimes-viol&nbspnonresident&nbspexemption&nbspfrom&nbspregis
4r/r&nbspcrossing&nbsp-&nbspfail&nbspto&nbspobey&nbsptraffic&nbspcontrol&nbspdevice
1r/r&nbspcrossing-&nbspinsufficient&nbspspace&nbspto&nbspdrive&nbspcompletely&nbspthrough
1662ran&nbspstop&nbspsign
1rear&nbsplamp/reflector&nbspcolor&nbspimp
1rear&nbspwindow&nbspnontransparent
64reckless&nbspdriving-drives&nbspany&nbspveh&nbspwillful&nbspdisregard&nbspfor&nbspsafety
1reckless&nbspoperation
16registration&nbsprequired
21resist&nbspofficer-fail&nbspto&nbspobey&nbsppolice&nbspor&nbspfire&nbspdepartment
7resist&nbspofficer-flee&nbspelude&nbspleo&nbspwith&nbsplights&nbspsiren&nbspactive
1resist&nbspofficer-refuse&nbspto&nbspaccept&nbspsign&nbspcitation&nbspor&nbsppost&nbspbond
42restrction&nbspfor&nbspwndow&nbspbehnd&nbspdrv
23restricton&nbspfor&nbspwndow&nbspbehnd&nbspdrv
14ride&nbspw/o&nbsphands&nbspon&nbsphandle&nbspbar
20riding&nbspbike&nbspwith&nbspno&nbspor&nbspimproper&nbsplight
73riding&nbspbike&nbspwith&nbspno/imp&nbsplight
374side&nbspwind/rest&nbspsunscreen
1skate/coaster/toy&nbspon&nbsproadway
2slow&nbspbike&nbspfail&nbspride&nbspright&nbspcurb
120slow&nbspspeed/impede&nbsptraffic
6speed&nbspto&nbspfast&nbspcond/special&nbsphaz
2speed&nbspto&nbspfast&nbspfor&nbspcond /&nbspcurve
15speed&nbsptoo&nbspfast/conditions
55speed&nbspzone&nbspviolation
9speed/busn/resid/intrstate/4ln
2speed/racing&nbspon&nbsphighway
3speeding/schoolbus&nbspres/busn/in
5splash /&nbspspray&nbspsuppressant&nbspdev
1splash/spray&nbspsuppressant&nbspdev
39stand&nbspin&nbsprd/&nbspsolict&nbspride/busns
3stand/park&nbspproh/fire&nbsphydrant
2stand/park&nbspprohibit&nbspby&nbspsign
6stand/parking&nbspprohib/driveway
1stnd/park&nbspprohib&nbspbike&nbsplane
3sudden&nbspstop&nbspwithout&nbspsignal
2sunscrn/sign/covering&nbspon&nbspwndsh
203tag&nbspunsecured/obscured/improper&nbspdisplay/defaced/none
58tail&nbsplights&nbspnone/improper
9temporary&nbsptag&nbsp-&nbspexpired&nbsp7&nbspdays&nbspor&nbspless
25texting&nbspwhile&nbspdriving
1texting&nbspwhile&nbspdriving&nbspsecondary&nbspoffense
1to&nbspfast&nbspfor&nbspcond&nbspnarow/wind&nbsprd
40too&nbspfast&nbspfor&nbspconditions
28traffic&nbspoffense-dui&nbspalcohol&nbspor&nbspdrugs
1traffic&nbspoffense-dui&nbspalcohol&nbspor&nbspdrugs&nbsp3rd&nbspviol&nbspmore&nbspthan&nbsp10&nbspy
2traffic&nbspoffense-dui&nbspalcohol&nbspor&nbspdrugs&nbsp3rd&nbspviol&nbspw/in&nbsp10&nbspyears
24traffic&nbspoffense-dui&nbspand&nbspdamage&nbspproperty
2traffic&nbspoffense-participate&nbspin&nbspunlawful&nbsprace
12traffic&nbspoffense-refuse&nbspto&nbspsubmit&nbspdui&nbsptest&nbspafter&nbsplic&nbspsusp
1traffic&nbspviolation/animal
1transporter&nbsplicense&nbspplates
37turned&nbspwhen&nbspunsafe/no&nbspsignal
1tv&nbspreceivers&nbspin&nbspdrivers&nbspview
5two&nbsplgtd&nbspheadlamp/req/m/v
16two&nbsplighted&nbsplamps&nbspmin&nbsprequired
142u-turn:&nbspimproper/unsafe/prohibited
6unauthor/disp/blue/red&nbsplight
1under&nbsp16/no&nbspmcycle/150&nbspcm&nbspdisp
1755unl/speed&nbspin&nbspschool&nbspzone
2unlaw&nbspdisp&nbspblue&nbsplights
2unlaw&nbspnumber&nbspof&nbspperson&nbspon&nbspbike
4unlawful&nbspnumber&nbspperson&nbspon&nbspbike
6873unlawful&nbspspeed&nbspposted&nbspmunicip/countyrd
177unlawful&nbspspeed&nbspposted&nbspstate/intersct
337unlawful&nbspspeed&nbspschool&nbspzone
4unlawfully&nbspoperate&nbspatv&nbspon&nbsppublic&nbsproad &nbspstreet/hway
15unnecessary&nbspuse&nbspof&nbsphorn
9unsecured&nbspload /&nbsptruck
1veh&nbspdamage&nbsproad&nbspsurface
2veh&nbspdeprive&nbspmcycle&nbspof&nbsplane
20veh&nbspfail&nbspuse&nbspdue&nbspcare-ped/bike
47veh&nbspw/o&nbsplights&nbspnight
3vessels:&nbspexpired&nbspvessel&nbspregistration
5vessels:&nbspno&nbspregistration&nbspcertificate
7viol&nbspdrivers&nbsplic/restriction
1violate&nbspdrivers&nbsplicense&nbsplaw
24violation&nbspnonresident&nbsprequirements&nbspfor&nbspdrivers&nbsplic
2violation&nbspof&nbspnavigation&nbsprules
1violation&nbspof&nbsprestricted&nbspareas
4violation&nbspof&nbspsafety&nbspequipment&nbspregulations
3violation&nbsprestricted&nbsparea
4walk&nbspleft&nbspside&nbspwhen&nbspno&nbspsidewlk
27wearing&nbspheadset/listening&nbspdev
23windshield&nbspviolation
1windshld&nbspnone/uprght/fixed/gls
4wrong&nbspheadlight&nbspnbr/loc
4wrong&nbsplane/rotary/one-way