An exploratory data analysis of NYC 311 incident data using python - ikp-ogbeide/nyc-311-data-analysis In this project, I analyzed the year 2014 NYC 311 incident call data that's available on NYC Open data platform. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together. Perform a service request data analysis of New York City 311 calls.

Agency (Plain text) - Agency code 311 creates a central hub for constituents to be able to access a variety of city services. Common browsers are included in this page; mention of a specific browser does not imply endorsement or recommendation.

Longitude (Number) - Longitude of the location Intersection Street 1 (Plain text) - Detail of intersection street if any Cross Street 1 (Plain text) - Detail of cross street In our analysis, we want to answer following questions. The agency responds to the request, addresses it, and then closes it.

Y Coordinate (State Plane) (Number) ".

The City of New York does not imply approval of the listed destinations, warrant the accuracy of any information set out in those destinations, or endorse any opinions expressed therein or any goods or services offered thereby. Location Type (Plain text) - Type of the location (Residential, Restaurant, Bakery, etc) School State (Plain text) - Unspecified Address Type (Plain text) - Categorical (Address or Intersection) The agencies which are more efficient in solving SRs. Garage Lot Name (Plain text) - Empty Field, Ferry Direction (Plain text) - Empty Field Next thing we want to find out or predict is: Predict time required in terms of range of days to resolve a specific complaint in a specific borough. download the GitHub extension for Visual Studio, https://data.cityofnewyork.us/Social-Services/311-, https://www.ncdc.noaa.gov/stormevents/choosedates.jsp?statefips=36%2CNEW+YORK. they're used to log you in. 311 also helps City agencies improve their service delivery by providing accurate and consistent data tracking and analysis of all service requests.

We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. Most browsers include functionality to let you increase or decrease the text on a web page. Data enthusiast who is excited at the prospect of finding truth in data to guide direction and maintain accountability. (Hint: Explore the package/module datetime) The app itself contains two interactive visualizations, a chart and a heatmap. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. Compare the average response time for complaints during a storm and otherwise. Citywide Data Sharing. 311 Service Requests encompass all non-emergency requests from the city, including but not limited to noise complaints, air quality issues and reports of unsanitary conditions etc.

Additionally, some basic measures of mean, median, maximum, minimum, and total are shown dynamically beneath the graph.

Order the complaint types based on the average ‘Request_Closing_Time’, grouping them for different locations. Work fast with our official CLI. Created Date (Date and Time) - The date and time on which the complaint is raised

View > Zoom InMacintosh Shortcut: Command+. Along the top are displays of the total number of incidents as well as the count of incidents which are associated with the top 50 addresses given the specified filter criteria. The app leverages the complaints in this data set to understand what life is truly like in New York City, as told, albeit, indirectly from the people themselves.

2017 All Rights Reserved. they're used to log you in. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together. Analysis of 311 calls can be of great use for a wide variety of purposes, ranging from a rich understanding of the status of a city to the effectiveness of the government services in addressing such calls. Borough (Plain text) - Categorical field (specifies the community board) Learn more. If nothing happens, download GitHub Desktop and try again. Learn more. 311 allows other government bodies to focus on their core missions and manage their workload efficiently. School Region (Plain text) - Unspecified Are the type of complaint or service requested and location related? We chose 311 data for our Final Project for STAT 5702, an Exploratory Data Analysis class at Columbia Spring 2018. |, Beginning in 2010,  NYC launched an initiative to expose government data via, For my Data Visualization project, I took inspiration from, The dashboard has also been published to shinyapps.io where you can interact with the data yourself, Thanks for browsing my work and don't hesitate to reach out if you have any additional questions or feedback on my approach and techniques used within this project-- Feel free to access my code repository on github, Data Science Python: Data Analysis and Visualization, Data Science R: Data Analysis and Visualization, MoMA Collection Analysis - An Art Collector's Tool, Local Used Items Analysis with Python and Tableau, Analyzing Spotify Song Metrics to Visualize Popular Songs, Scraping Sephora and a Flask Querying Application, Best Data Science Bootcamps of 2021: NYC Data Science Academy, Best Naming Conventions When Writing Python Code, How Does Remote Live Learning Work at NYC Data Science Academy?

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Bridge Highway Name (Plain text) - Empty Field Bridge Highway Direction (Plain text) - Empty Field

For the geographic data, I used Leaflet with additional add-ons for custom tiles and layers.

The initial dataset of all 2015 311 complaint data contained over 2 million rows coming from the various government departments--and within those rows were over 250 different types of complaints recorded. Resolution Action Updated Date (Date and Time) - Date and time when the resolution was provided The data sets are available in a variety of machine-readable formats and are refreshed when new data becomes available.

Learn more. If nothing happens, download GitHub Desktop and try again. Street Name (Plain text) - Name of the street

Analysis Tasks to be performed: (Perform a service request data analysis of New York City 311 calls) Import a 311 NYC service request. Perform a statistical test for the following: Location (Location) - Coordinates (Latitude, Longitude). From there, worked several years in consulting and technical... © 2020 NYC Data Science Academy [Video]. School Not Found (Plain text) - Empty Field Moreover, the timescale and complaint types can be filtered on a more granular level to uncover further trends: From this chart filtering by weekday, one can see that complaint volume is considerably lower on the weekends for environmental incidents such as vermin sightings, fallen trees, or sidewalk repairs.



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