If nothing happens, download the GitHub extension for Visual Studio and try again. View > Text Size > Largest, In the View menu, select Zoom In. Exploratory Data Analysis(EDA) | Data Analysis on 311, NewYork Service Request Calls Import the required modules and load the data in panda dataframe. Agency (Plain text) - Agency code I opted to use the R implementation of Plot.ly for the line chart given its interactivity and clear interface.

All Right Reserve. This data is very interesting to explore having attributes such as zip code, borough, latitude and longitude in addition to details about the requests. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. The storm events dataset is available at Work fast with our official CLI.

School State (Plain text) - Unspecified

Incident Address (Plain text) - Address of the location Part-time Data Science student at Columbia University. Which SRs peaks at what time of year or time of day? How I Started. Data enthusiast who is excited at the prospect of finding truth in data to guide direction and maintain accountability. Unique Key (Plain text) - Unique identifier for the complaints We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. 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. Garage Lot Name (Plain text) - Empty Field, Ferry Direction (Plain text) - Empty Field 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 here. As we see there are 57 features/columns and 5000 observations, we would use the relevant features alone by dropping the unwanted columns A time series analysis to forecast the volume of calls to be expected on given future date. NYC is a trademark and service mark of the City of New York. I would love to further extend this app by bringing in external data sources such as pricing or crime data to unearth any correlations. © 2020 The City of New York. Cross Street 1 (Plain text) - Detail of cross street 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. Analysis Tasks to be performed: (Perform a service request data analysis of New York City 311 calls) Import a 311 NYC service request. Taxi Pick Up Location (Plain text) - Empty Field The app is fully built on top of R’s Shiny package using library tools from R. Crawl, Read, Update and Predict. I found developing this Shiny App to be a deeply rewarding experience since I was not only working with a real-world, messy dataset but could also produce tangible results in a dashboard that can be easily extended to other types of analyses. Community Board (Plain text) - Categorical field (specifies the community board with its code) 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. The 311 calls in New York City (NYC) are publicly available.

This dataset contains features such as Location, County, Date, Type, Magnitude and few features telling about the damage caused by the event. School Code (Plain text) - Unspecified We use essential cookies to perform essential website functions, e.g. 311 data from NYC Open data from 12/1/2018–10/27/2019; Noise and Illegal/Blocked Parking were merged into one category I was then curious about … Are the type of complaint or service requested and location related?

For example, to increase text size using: In the menu to the right of the address bar, select and set Zoom level. Learn more. School Address (Plain text) - Unspecified ".

With that, I also generated additional features from the timestamps to be able to filter by month, week of the year, day of the week, day of the year, and hour. The Official Website of the City of New York. Domain: Customer Service Analysis Tasks to be performed: (Perform a service request data analysis of New York City 311 calls) Import a 311 NYC service request. For the geographic data, I used Leaflet with additional add-ons for custom tiles and layers. Import a 311 NYC service request. |, 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? For more information, see our Privacy Statement. The Open Data Portal provides the public with access to over 2,000 data sets about City agency operations.

Taxi Company Borough (Plain text) - Empty Field The data sets are available in a variety of machine-readable formats and are refreshed when new data becomes available. Cross Street 2 (Plain text) - Detail of another cross street Most browsers include functionality to let you increase or decrease the text on a web page. You will be redirected within 5 seconds, assuming the target server is available. Descriptor (Plain text) - Complaint type label (Heating - Heat, Traffic Signal Condition - Controller) Furthermore, I would want to add functionality that integrates directly with the NYC Open Data API to retrieve up to date data that would allow this dashboard to provide more timely insights. Menu > Zoom > +, In the View menu, select Zoom. 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. NYC Open Data helps New Yorkers use and learn about City data OpenData 311 ... We chose 311 data for our Final Project for STAT 5702, an Exploratory Data Analysis class at Columbia Spring 2018. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together. City of New York. Learn more, We use analytics cookies to understand how you use our websites so we can make them better, e.g. Cannot retrieve contributors at this time. How I Started 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. Longitude (Number) - Longitude of the location Learn more. 311 is a special telephone number supported in many communities in Canada and the United States. School or Citywide Complaint (Plain text) - Empty Field

Landmark (Plain text) - Empty field Agency Name (Plain text) - Name of the agency Borough (Plain text) - Categorical field (specifies the community board) Domain: Customer Service. We chose 311 data for our Final Project for STAT 5702, an Exploratory Data Analysis class at Columbia Spring 2018. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products.

Python Data Developer at Quovo. Road Ramp (Plain text) - Empty Field For more information, see our Privacy Statement. For my Data Visualization project, I took inspiration from Ben Wellington's TED talk on storytelling through data and sought to create an interactive dashboard to unearth any notable insights on 311 complaints for the year of 2015.

View > Zoom InMacintosh Shortcut: Command+. Complaint Type (Plain text) - Type of the complaint Beginning in 2010,  NYC launched an initiative to expose government data via NYC Open Data in an effort to "improve the accessibility, transparency, and accountability of City government, this catalog offers access to a repository of government-produced, machine-readable data sets. NYC 311 Service Requests Analysis by Python. 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.

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