DATA-WRANGLING-Great-Streets-Survey-ykimdeveloper
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Table of Contents

• About
  • Built With
• Getting Started
  • Prerequisites
  • Installation
• Usage
• Roadmap
• Support
• Project assistance
• Contributing
• Authors & contributors
• Security
• License
• Acknowledgements

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About

This is a continuation of the data analysis project using L.A. city's data 'Great Streets Pedestrian Survey 2015'.
The data shown in the process of data wrangling and cleaned which is described on my other repo.

This project is to demonstrate how to use prepare and merging multiple data sources into a single dataset for analysis.

Identifying gaps in data such as errors in street names from human input and data validation.

Screenshots

Zipcode, Birth Year, Col Attributes	Create New Features from Question 1

Geo Coordinates

Built With

• pandas
• numpy
• regular expressions
• Google Maps API
• https://data.lacity.org/Community-Economic-Development/Great-Streets-Pedestrian-Survey-2015/6yv9-t9gq/data

Getting Started

Prerequisites

• pip install pandas
• pip install numpy
• pip install regex

Installation

Install the dependencies and setup your google maps API.

Usage

    category_no_punct = re.sub(r'[^\w\s]', '', category)
    question_no_punct = re.sub(r'[^\w\s]', '', row['What brings you to this neighborhood today?'])

    data['status'] == 'OK' and  data['results'][0]['geometry']['location_type'] == 'GEOMETRIC_CENTER':

def similar(a, b):
    return SequenceMatcher(None, a, b).ratio()

...
    if similar(category_words, result) == 1.0 or similar(category_words, result) >= 9.0:
         return True

Roadmap

See the open issues for a list of proposed features (and known issues).

• Top Feature Requests (Add your votes using the 👍 reaction)
• Top Bugs (Add your votes using the 👍 reaction)
• Newest Bugs

Support

• ykimdeveloper - message me for any questions

Reach out to the maintainer at one of the following places:

• GitHub issues
• Contact options listed on this GitHub profile

Project assistance

If you want to say thank you or/and support active development of DATA-WRANGLING-Great-Streets-Survey-ykimdeveloper:

• Add a GitHub Star to the project.
• Tweet about the DATA-WRANGLING-Great-Streets-Survey-ykimdeveloper.
• Write interesting articles about the project on Dev.to, Medium or your personal blog.

Together, we can make DATA-WRANGLING-Great-Streets-Survey-ykimdeveloper better!

Contributing

First off, thanks for taking the time to contribute! Contributions are what make the open-source community such an amazing place to learn, inspire, and create. Any contributions you make will benefit everybody else and are greatly appreciated.

Please read our contribution guidelines, and thank you for being involved!

Authors & contributors

The original setup of this repository is by Yosep Kim.

For a full list of all authors and contributors, see the contributors page.

Security

DATA-WRANGLING-Great-Streets-Survey-ykimdeveloper follows good practices of security, but 100% security cannot be assured. DATA-WRANGLING-Great-Streets-Survey-ykimdeveloper is provided "as is" without any warranty. Use at your own risk.

For more information and to report security issues, please refer to our security documentation.

License

This project is licensed under the MIT license.

See LICENSE for more information.