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cirla/NYC 311.ipynb

Created December 12, 2016 20:58
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Exploring the NYC 311 open dataset
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NYC 311.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"# Fun With 311\n",
"\n",
"Exploring the [NYC 311 open dataset](https://nycopendata.socrata.com/Social-Services/311-Service-Requests-from-2010-to-Present/erm2-nwe9).\n",
"\n",
"This notebook was run with the following script on Spark 2.0.2:\n",
"\n",
"```shell\n",
"export PYSPARK_DRIVER_PYTHON=\"jupyter\"\n",
"export PYSPARK_DRIVER_PYTHON_OPTS=\"notebook\"\n",
"\n",
"/usr/local/bin/pyspark --master \"local[*]\"\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" <span id=\"3a1a627e-c787-44c3-9bbe-065a583f1317\">Loading BokehJS ...</span>\n",
" </div>"
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"\n",
"\n",
" \n",
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" window._bokeh_timeout = Date.now() + 5000;\n",
" window._bokeh_failed_load = false;\n",
" }\n",
"\n",
" var NB_LOAD_WARNING = {'data': {'text/html':\n",
" \"<div style='background-color: #fdd'>\\n\"+\n",
" \"<p>\\n\"+\n",
" \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
" \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
" \"</p>\\n\"+\n",
" \"<ul>\\n\"+\n",
" \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
" \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
" \"</ul>\\n\"+\n",
" \"<code>\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"</code>\\n\"+\n",
" \"</div>\"}};\n",
"\n",
" function display_loaded() {\n",
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" Bokeh.$(\"#3a1a627e-c787-44c3-9bbe-065a583f1317\").text(\"BokehJS successfully loaded.\");\n",
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"\n",
" function run_callbacks() {\n",
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
" delete window._bokeh_onload_callbacks\n",
" console.info(\"Bokeh: all callbacks have finished\");\n",
" }\n",
"\n",
" function load_libs(js_urls, callback) {\n",
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" console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
" window._bokeh_is_loading = js_urls.length;\n",
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"\n",
" var inline_js = [\n",
" function(Bokeh) {\n",
" Bokeh.set_log_level(\"info\");\n",
" },\n",
" \n",
" function(Bokeh) {\n",
" \n",
" Bokeh.$(\"#3a1a627e-c787-44c3-9bbe-065a583f1317\").text(\"BokehJS is loading...\");\n",
" },\n",
" function(Bokeh) {\n",
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.3.min.css\");\n",
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.3.min.css\");\n",
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.3.min.css\");\n",
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.3.min.css\");\n",
" }\n",
" ];\n",
"\n",
" function run_inline_js() {\n",
" \n",
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"\n",
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" });\n",
" }\n",
"}(this));"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from bokeh.io import output_notebook\n",
"output_notebook()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data_file = \"311_Service_Requests_from_2010_to_2016-12-12.csv\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = spark.read.csv(data_file, header=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"{'Address Type': 'ADDRESS',\n",
" 'Agency': 'DEP',\n",
" 'Agency Name': 'Department of Environmental Protection',\n",
" 'Borough': 'BROOKLYN',\n",
" 'Bridge Highway Direction': None,\n",
" 'Bridge Highway Name': None,\n",
" 'Bridge Highway Segment': None,\n",
" 'City': 'BROOKLYN',\n",
" 'Closed Date': None,\n",
" 'Community Board': '14 BROOKLYN',\n",
" 'Complaint Type': 'Sewer',\n",
" 'Created Date': '03/13/2015 11:10:00 AM',\n",
" 'Cross Street 1': \"ST PAUL'S PL\",\n",
" 'Cross Street 2': 'OCEAN AVE',\n",
" 'Descriptor': 'Manhole Sunken/Damaged/Raised (SB1)',\n",
" 'Due Date': None,\n",
" 'Facility Type': 'N/A',\n",
" 'Ferry Direction': None,\n",
" 'Ferry Terminal Name': None,\n",
" 'Garage Lot Name': None,\n",
" 'Incident Address': '170 PARKSIDE AVENUE',\n",
" 'Incident Zip': '11226',\n",
" 'Intersection Street 1': None,\n",
" 'Intersection Street 2': None,\n",
" 'Landmark': None,\n",
" 'Latitude': '40.654632859395576',\n",
" 'Location': '(40.654632859395576, -73.96249677995594)',\n",
" 'Location Type': None,\n",
" 'Longitude': '-73.96249677995594',\n",
" 'Park Borough': 'BROOKLYN',\n",
" 'Park Facility Name': 'Unspecified',\n",
" 'Resolution Action Updated Date': '03/13/2015 11:45:00 AM',\n",
" 'Resolution Description': 'The Department of Environmental Protection has inspected your complaint and determined that further investigation is required. More information will be available once the condition is resolved. Please visit nyc.gov/311 or call 311 at a later time to check the status of your complaint.',\n",
" 'Road Ramp': None,\n",
" 'School Address': 'Unspecified',\n",
" 'School City': 'Unspecified',\n",
" 'School Code': 'Unspecified',\n",
" 'School Name': 'Unspecified',\n",
" 'School Not Found': None,\n",
" 'School Number': 'Unspecified',\n",
" 'School Phone Number': 'Unspecified',\n",
" 'School Region': 'Unspecified',\n",
" 'School State': 'Unspecified',\n",
" 'School Zip': 'Unspecified',\n",
" 'School or Citywide Complaint': None,\n",
" 'Status': 'Started',\n",
" 'Street Name': 'PARKSIDE AVENUE',\n",
" 'Taxi Company Borough': None,\n",
" 'Taxi Pick Up Location': None,\n",
" 'Unique Key': '30167130',\n",
" 'Vehicle Type': None,\n",
" 'X Coordinate (State Plane)': '994656',\n",
" 'Y Coordinate (State Plane)': '177779'}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.take(1)[0].asDict()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[Row(Complaint Type='SAFETY'),\n",
" Row(Complaint Type='Traffic Signal Condition'),\n",
" Row(Complaint Type='Cranes and Derricks'),\n",
" Row(Complaint Type='ELECTRIC'),\n",
" Row(Complaint Type='Tanning'),\n",
" Row(Complaint Type='DOOR/WINDOW'),\n",
" Row(Complaint Type='Noise - Helicopter'),\n",
" Row(Complaint Type='STRUCTURAL'),\n",
" Row(Complaint Type='Broken Parking Meter'),\n",
" Row(Complaint Type='Fire Alarm - New System'),\n",
" Row(Complaint Type='Healthcare Facilities'),\n",
" Row(Complaint Type='Window Guard'),\n",
" Row(Complaint Type='Broken Muni Meter'),\n",
" Row(Complaint Type='Highway Condition'),\n",
" Row(Complaint Type='Street Condition'),\n",
" Row(Complaint Type='DOF Literature Request'),\n",
" Row(Complaint Type='FLOORING/STAIRS'),\n",
" Row(Complaint Type='Hazardous Materials'),\n",
" Row(Complaint Type='Vending'),\n",
" Row(Complaint Type='Ferry Permit'),\n",
" Row(Complaint Type='PAINT - PLASTER'),\n",
" Row(Complaint Type='Taxi Report'),\n",
" Row(Complaint Type='OUTSIDE BUILDING'),\n",
" Row(Complaint Type='Advocate-Prop Refunds/Credits'),\n",
" Row(Complaint Type='Drinking Water'),\n",
" Row(Complaint Type='DEP Literature Request'),\n",
" Row(Complaint Type='DFTA Literature Request'),\n",
" Row(Complaint Type='UNSANITARY CONDITION'),\n",
" Row(Complaint Type='Public Toilet'),\n",
" Row(Complaint Type='DOE Complaint or Compliment'),\n",
" Row(Complaint Type='Micro Switch'),\n",
" Row(Complaint Type='DPR Literature Request'),\n",
" Row(Complaint Type='Opinion for the Mayor'),\n",
" Row(Complaint Type='GENERAL CONSTRUCTION'),\n",
" Row(Complaint Type='DOF Property - RPIE Issue'),\n",
" Row(Complaint Type='Municipal Parking Facility'),\n",
" Row(Complaint Type='Fire Alarm - Replacement'),\n",
" Row(Complaint Type='Mosquitoes'),\n",
" Row(Complaint Type='DOF Property - Reduction Issue'),\n",
" Row(Complaint Type='Animal Abuse'),\n",
" Row(Complaint Type='Taxi Compliment'),\n",
" Row(Complaint Type='Animal in a Park'),\n",
" Row(Complaint Type='Open Flame Permit'),\n",
" Row(Complaint Type='Advocate-Business Tax'),\n",
" Row(Complaint Type='Smoking'),\n",
" Row(Complaint Type='Parking Card'),\n",
" Row(Complaint Type='Illegal Animal Kept as Pet'),\n",
" Row(Complaint Type='Noise - House of Worship'),\n",
" Row(Complaint Type='Literature Request'),\n",
" Row(Complaint Type='AGENCY'),\n",
" Row(Complaint Type='Asbestos/Garbage Nuisance'),\n",
" Row(Complaint Type='DHS Advantage -Landlord/Broker'),\n",
" Row(Complaint Type='MOLD'),\n",
" Row(Complaint Type='Sanitation Condition'),\n",
" Row(Complaint Type='Misc. Comments'),\n",
" Row(Complaint Type='Special Natural Area District (SNAD)'),\n",
" Row(Complaint Type='Gas Station Discharge Lines'),\n",
" Row(Complaint Type='Rangehood'),\n",
" Row(Complaint Type='Home Delivered Meal Complaint'),\n",
" Row(Complaint Type='Illegal Parking'),\n",
" Row(Complaint Type='APPLIANCE'),\n",
" Row(Complaint Type='Fire Safety Director - F58'),\n",
" Row(Complaint Type='Building Condition'),\n",
" Row(Complaint Type='Noise - Residential'),\n",
" Row(Complaint Type='Portable Toilet'),\n",
" Row(Complaint Type='Sewer'),\n",
" Row(Complaint Type='Laboratory'),\n",
" Row(Complaint Type='Drug Activity'),\n",
" Row(Complaint Type='Registration and Transfers'),\n",
" Row(Complaint Type='DOF Parking - DMV Clearance'),\n",
" Row(Complaint Type='Noise Survey'),\n",
" Row(Complaint Type='Noise - Commercial'),\n",
" Row(Complaint Type='Highway Sign - Dangling'),\n",
" Row(Complaint Type='Water System'),\n",
" Row(Complaint Type='Adopt-A-Basket'),\n",
" Row(Complaint Type='Squeegee'),\n",
" Row(Complaint Type='Air Quality'),\n",
" Row(Complaint Type='Advocate-Co-opCondo Abatement'),\n",
" Row(Complaint Type='Lead'),\n",
" Row(Complaint Type='Street Sign - Missing'),\n",
" Row(Complaint Type='Home Delivered Meal - Missed Delivery'),\n",
" Row(Complaint Type='Lost Property'),\n",
" Row(Complaint Type='Health'),\n",
" Row(Complaint Type='SG-99'),\n",
" Row(Complaint Type='DRIE'),\n",
" Row(Complaint Type='DCA / DOH New License Application Request'),\n",
" Row(Complaint Type='EAP Inspection - F59'),\n",
" Row(Complaint Type='CONSTRUCTION'),\n",
" Row(Complaint Type='Derelict Vehicle'),\n",
" Row(Complaint Type='Fire Alarm - Reinspection'),\n",
" Row(Complaint Type='ELEVATOR'),\n",
" Row(Complaint Type='OEM Literature Request'),\n",
" Row(Complaint Type='DOF Property - Property Value'),\n",
" Row(Complaint Type='NONCONST'),\n",
" Row(Complaint Type='LinkNYC'),\n",
" Row(Complaint Type='Senior Center Complaint'),\n",
" Row(Complaint Type='Sweeping/Missed-Inadequate'),\n",
" Row(Complaint Type='Utility Program'),\n",
" Row(Complaint Type='DOF Property - City Rebate'),\n",
" Row(Complaint Type='X-Ray Machine/Equipment'),\n",
" Row(Complaint Type='Water Maintenance'),\n",
" Row(Complaint Type='Advocate-Commercial Exemptions'),\n",
" Row(Complaint Type='Blocked Driveway'),\n",
" Row(Complaint Type='Beach/Pool/Sauna Complaint'),\n",
" Row(Complaint Type='Homeless Encampment'),\n",
" Row(Complaint Type='Housing - Low Income Senior'),\n",
" Row(Complaint Type='Bike/Roller/Skate Chronic'),\n",
" Row(Complaint Type='Taxi Complaint'),\n",
" Row(Complaint Type='Sidewalk Condition'),\n",
" Row(Complaint Type='HEAT/HOT WATER'),\n",
" Row(Complaint Type='Unspecified'),\n",
" Row(Complaint Type='Meals Home Delivery Required'),\n",
" Row(Complaint Type='HEAP Assistance'),\n",
" Row(Complaint Type='Litter Basket / Request'),\n",
" Row(Complaint Type='Lifeguard'),\n",
" Row(Complaint Type='Sewer Maintenance'),\n",
" Row(Complaint Type='Stalled Sites'),\n",
" Row(Complaint Type='DOF Parking - Address Update'),\n",
" Row(Complaint Type='Comment'),\n",
" Row(Complaint Type='For Hire Vehicle Complaint'),\n",
" Row(Complaint Type='Consumer Complaint'),\n",
" Row(Complaint Type='Maintenance or Facility'),\n",
" Row(Complaint Type='Water Conservation'),\n",
" Row(Complaint Type='Research Questions'),\n",
" Row(Complaint Type='HPD Literature Request'),\n",
" Row(Complaint Type='Illegal Tree Damage'),\n",
" Row(Complaint Type='DOF Parking - Tax Exemption'),\n",
" Row(Complaint Type='Request Xmas Tree Collection'),\n",
" Row(Complaint Type='Benefit Card Replacement'),\n",
" Row(Complaint Type='Invitation'),\n",
" Row(Complaint Type='Indoor Sewage'),\n",
" Row(Complaint Type='Weatherization'),\n",
" Row(Complaint Type='DCA Literature Request'),\n",
" Row(Complaint Type='Asbestos'),\n",
" Row(Complaint Type='Unsanitary Animal Pvt Property'),\n",
" Row(Complaint Type='Discipline and Suspension'),\n",
" Row(Complaint Type='Derelict Bicycle'),\n",
" Row(Complaint Type='Water Quality'),\n",
" Row(Complaint Type='Sweeping/Missed'),\n",
" Row(Complaint Type='Eviction'),\n",
" Row(Complaint Type='GENERAL'),\n",
" Row(Complaint Type='Standing Water'),\n",
" Row(Complaint Type='Noise - Park'),\n",
" Row(Complaint Type='Construction'),\n",
" Row(Complaint Type='Fire Alarm - Addition'),\n",
" Row(Complaint Type='Bus Stop Shelter Placement'),\n",
" Row(Complaint Type='DOR Literature Request'),\n",
" Row(Complaint Type='Poison Ivy'),\n",
" Row(Complaint Type='Missed Collection (All Materials)'),\n",
" Row(Complaint Type='Disorderly Youth'),\n",
" Row(Complaint Type='Highway Sign - Damaged'),\n",
" Row(Complaint Type='Bike Rack Condition'),\n",
" Row(Complaint Type='PAINT/PLASTER'),\n",
" Row(Complaint Type='Non-Residential Heat'),\n",
" Row(Complaint Type='Illegal Animal Sold'),\n",
" Row(Complaint Type='Forensic Engineering'),\n",
" Row(Complaint Type='Home Care Provider Complaint'),\n",
" Row(Complaint Type='Other Enforcement'),\n",
" Row(Complaint Type='Found Property'),\n",
" Row(Complaint Type='Homeless Person Assistance'),\n",
" Row(Complaint Type='Posting Advertisement'),\n",
" Row(Complaint Type='Legal Services Provider Complaint'),\n",
" Row(Complaint Type='Scaffold Safety'),\n",
" Row(Complaint Type='Miscellaneous Categories'),\n",
" Row(Complaint Type='Recycling Enforcement'),\n",
" Row(Complaint Type='LEAD'),\n",
" Row(Complaint Type='Noise'),\n",
" Row(Complaint Type='Home Repair'),\n",
" Row(Complaint Type='Elder Abuse'),\n",
" Row(Complaint Type='Advocate - Other'),\n",
" Row(Complaint Type='New Tree Request'),\n",
" Row(Complaint Type='Boilers'),\n",
" Row(Complaint Type='Hazmat Storage/Use'),\n",
" Row(Complaint Type='DOF Property - Update Account'),\n",
" Row(Complaint Type='Industrial Waste'),\n",
" Row(Complaint Type='Sweeping/Inadequate'),\n",
" Row(Complaint Type='DOF Property - Owner Issue'),\n",
" Row(Complaint Type='Tattooing'),\n",
" Row(Complaint Type='Sprinkler - Mechanical'),\n",
" Row(Complaint Type=\"Alzheimer's Care\"),\n",
" Row(Complaint Type='Dead/Dying Tree'),\n",
" Row(Complaint Type='Forms'),\n",
" Row(Complaint Type='Mold'),\n",
" Row(Complaint Type='Collection Truck Noise'),\n",
" Row(Complaint Type='SNW'),\n",
" Row(Complaint Type='Street Light Condition'),\n",
" Row(Complaint Type='Plumbing'),\n",
" Row(Complaint Type='Calorie Labeling'),\n",
" Row(Complaint Type='Ferry Complaint'),\n",
" Row(Complaint Type='DOF Parking - Payment Issue'),\n",
" Row(Complaint Type='Elevator'),\n",
" Row(Complaint Type='Day Care'),\n",
" Row(Complaint Type='DOF Property - Request Copy'),\n",
" Row(Complaint Type='Building/Use'),\n",
" Row(Complaint Type='Trans Fat'),\n",
" Row(Complaint Type='Advocate-UBT'),\n",
" Row(Complaint Type='Bridge Condition'),\n",
" Row(Complaint Type='Drinking'),\n",
" Row(Complaint Type='Housing Options'),\n",
" Row(Complaint Type='Public Payphone Complaint'),\n",
" Row(Complaint Type='Special Enforcement'),\n",
" Row(Complaint Type='Transportation Provider Complaint'),\n",
" Row(Complaint Type='Summer Camp'),\n",
" Row(Complaint Type='PLUMBING'),\n",
" Row(Complaint Type='BEST/Site Safety'),\n",
" Row(Complaint Type='NORC Complaint'),\n",
" Row(Complaint Type='Case Management Agency Complaint'),\n",
" Row(Complaint Type='Taxpayer Advocate Inquiry'),\n",
" Row(Complaint Type='No Child Left Behind'),\n",
" Row(Complaint Type='Request for Information'),\n",
" Row(Complaint Type='Emergency Response Team (ERT)'),\n",
" Row(Complaint Type='Animal Facility - No Permit'),\n",
" Row(Complaint Type='Advocate - RPIE'),\n",
" Row(Complaint Type='Agency Issues'),\n",
" Row(Complaint Type='Trapping Pigeon'),\n",
" Row(Complaint Type='Standpipe - Mechanical'),\n",
" Row(Complaint Type='FHE'),\n",
" Row(Complaint Type='Root/Sewer/Sidewalk Condition'),\n",
" Row(Complaint Type='City Vehicle Placard Complaint'),\n",
" Row(Complaint Type='Parent Leadership'),\n",
" Row(Complaint Type='DHS Advantage - Third Party'),\n",
" Row(Complaint Type='Street Sign - Damaged'),\n",
" Row(Complaint Type='Investigations and Discipline (IAD)'),\n",
" Row(Complaint Type='Cable Complaint'),\n",
" Row(Complaint Type='Safety'),\n",
" Row(Complaint Type='Non-Emergency Police Matter'),\n",
" Row(Complaint Type='Food Poisoning'),\n",
" Row(Complaint Type='Unlicensed Dog'),\n",
" Row(Complaint Type='Fire Alarm - Modification'),\n",
" Row(Complaint Type='General Construction/Plumbing'),\n",
" Row(Complaint Type='Panhandling'),\n",
" Row(Complaint Type='Teaching/Learning/Instruction'),\n",
" Row(Complaint Type='HEATING'),\n",
" Row(Complaint Type='Dead Tree'),\n",
" Row(Complaint Type='DOF Parking - Request Status'),\n",
" Row(Complaint Type='Street Sign - Dangling'),\n",
" Row(Complaint Type='Damaged Tree'),\n",
" Row(Complaint Type='Advocate-SCRIE/DRIE'),\n",
" Row(Complaint Type='Noise - Vehicle'),\n",
" Row(Complaint Type='SCRIE'),\n",
" Row(Complaint Type='Special Projects Inspection Team (SPIT)'),\n",
" Row(Complaint Type='Interior Demo'),\n",
" Row(Complaint Type='Traffic/Illegal Parking'),\n",
" Row(Complaint Type='Snow'),\n",
" Row(Complaint Type='Overflowing Recycling Baskets'),\n",
" Row(Complaint Type='Rodent'),\n",
" Row(Complaint Type='Radioactive Material'),\n",
" Row(Complaint Type='Foam Ban Enforcement'),\n",
" Row(Complaint Type='Unsanitary Animal Facility'),\n",
" Row(Complaint Type='Highway Sign - Missing'),\n",
" Row(Complaint Type='Overflowing Litter Baskets'),\n",
" Row(Complaint Type='Bottled Water'),\n",
" Row(Complaint Type='Harboring Bees/Wasps'),\n",
" Row(Complaint Type='Hazardous Material'),\n",
" Row(Complaint Type='Illegal Fireworks'),\n",
" Row(Complaint Type='Traffic'),\n",
" Row(Complaint Type='Unleashed Dog'),\n",
" Row(Complaint Type='Compliment'),\n",
" Row(Complaint Type='Food Establishment'),\n",
" Row(Complaint Type='Derelict Vehicles'),\n",
" Row(Complaint Type='WATER LEAK'),\n",
" Row(Complaint Type='Advocate-Personal Exemptions'),\n",
" Row(Complaint Type='Complaint'),\n",
" Row(Complaint Type='Graffiti'),\n",
" Row(Complaint Type='VACANT APARTMENT'),\n",
" Row(Complaint Type='DPR Internal'),\n",
" Row(Complaint Type='Public Assembly'),\n",
" Row(Complaint Type='OEM Disabled Vehicle'),\n",
" Row(Complaint Type='Noise - Street/Sidewalk'),\n",
" Row(Complaint Type='Dirty Conditions'),\n",
" Row(Complaint Type='Plant'),\n",
" Row(Complaint Type='Electronics Waste'),\n",
" Row(Complaint Type='Curb Condition'),\n",
" Row(Complaint Type='Violation of Park Rules'),\n",
" Row(Complaint Type='Public Assembly - Temporary'),\n",
" Row(Complaint Type='Tunnel Condition'),\n",
" Row(Complaint Type='Indoor Air Quality'),\n",
" Row(Complaint Type='SRDE'),\n",
" Row(Complaint Type='DOF Property - State Rebate'),\n",
" Row(Complaint Type='DOT Literature Request'),\n",
" Row(Complaint Type='Bereavement Support Group'),\n",
" Row(Complaint Type='For Hire Vehicle Report'),\n",
" Row(Complaint Type='DOF Parking - Request Copy'),\n",
" Row(Complaint Type='Urinating in Public'),\n",
" Row(Complaint Type='Unsanitary Pigeon Condition'),\n",
" Row(Complaint Type='Ferry Inquiry'),\n",
" Row(Complaint Type='Vacant Lot'),\n",
" Row(Complaint Type='DHS Income Savings Requirement'),\n",
" Row(Complaint Type='DOF Property - Payment Issue'),\n",
" Row(Complaint Type='Overgrown Tree/Branches'),\n",
" Row(Complaint Type='Advocate-Prop Class Incorrect'),\n",
" Row(Complaint Type='School Maintenance'),\n",
" Row(Complaint Type='Advocate-Property Value'),\n",
" Row(Complaint Type='DHS Advantage - Tenant'),\n",
" Row(Complaint Type='ATF'),\n",
" Row(Complaint Type='Electrical')]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.select('Complaint Type').distinct().collect()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[Row(Borough='QUEENS', count=664),\n",
" Row(Borough='BROOKLYN', count=842),\n",
" Row(Borough='BRONX', count=293),\n",
" Row(Borough='MANHATTAN', count=1114),\n",
" Row(Borough='STATEN ISLAND', count=88)]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.where(df['Complaint Type'] == 'Urinating in Public').groupBy(df['Borough']).count().collect()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"locs = df.select(df['Latitude'], df['Longitude']).where(df['Complaint Type'] == 'Urinating in Public').collect()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"xs = [float(l['Longitude']) for l in locs if l['Longitude']]\n",
"ys = [float(l['Latitude']) for l in locs if l['Latitude']]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# import bokeh.sampledata\n",
"# bokeh.sampledata.download()\n",
"from bokeh.sampledata import us_counties\n",
"\n",
"borough_names = ['New York', 'Queens', 'Kings', 'Bronx', 'Richmond']\n",
"borough_data = [c for c in us_counties.data.values() if c['state'] == 'ny' and c['name'] in borough_names]\n",
"\n",
"border_xs = [b['lons'] for b in borough_data]\n",
"border_ys = [b['lats'] for b in borough_data]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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" \"from bokeh.resources import INLINE\\n\"+\n",
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" var render_items = [{\"docid\":\"1a075294-d743-4545-ab9d-6d794daf5282\",\"elementid\":\"51ac5494-31a0-49ed-9584-53c96032b8e4\",\"modelid\":\"98ad3e05-0acd-43b8-9da6-7d8023b8f773\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" });\n",
" },\n",
" function(Bokeh) {\n",
" }\n",
" ];\n",
" \n",
" function run_inline_js() {\n",
" \n",
" if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
" for (var i = 0; i < inline_js.length; i++) {\n",
" inline_js[i](window.Bokeh);\n",
" }if (force === \"1\") {\n",
" display_loaded();\n",
" }} else if (Date.now() < window._bokeh_timeout) {\n",
" setTimeout(run_inline_js, 100);\n",
" } else if (!window._bokeh_failed_load) {\n",
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" window._bokeh_failed_load = true;\n",
" } else if (!force) {\n",
" var cell = $(\"#51ac5494-31a0-49ed-9584-53c96032b8e4\").parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
" }\n",
" \n",
" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
" run_inline_js();\n",
" } else {\n",
" load_libs(js_urls, function() {\n",
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
" run_inline_js();\n",
" });\n",
" }\n",
" }(this));\n",
"</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from bokeh.plotting import figure\n",
"from bokeh.io import show\n",
"\n",
"p = figure(title=\"NYC 311 - Public Urination\", \n",
" toolbar_location=\"left\",\n",
" plot_width=640,\n",
" plot_height=480)\n",
"\n",
"p.patches(border_xs, border_ys,\n",
" fill_alpha=0.0,\n",
" line_color=\"#884444\",\n",
" line_width=1.5)\n",
"\n",
"p.circle(xs, ys, size=1, color='navy', alpha=1)\n",
"\n",
"show(p)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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