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CoP: Data Science: Affordable Housing Access to Food Pantries

Open akhaleghi opened this issue 2 years ago • 12 comments

Prerequisite(s)

If you would like to work on this issue, please add a comment below and include the following information:

  • Your name
  • How many hours you can commit to working on this in the next week (minimum of 2)
  • Commit to providing an update with a comment before the next community of practice meeting

For example:

  • John Doe
  • I can commit to working on this issue 3 hours in the following week.
  • Yes, I will provide an update on my progress with a comment below.

Once you have done this, please add yourself to the “Assignees” section on the right and update the issue weekly to document your progress.

Overview

We want to analyze to what extent affordable housing residents have access to food pantries and meal programs. To do this, we want to examine the geographic location of these housing projects in relation to their accessibility to pantries and programs.

Action Items

Phase 1

  • [x] Find available data sources and add to Resources section, particularly the Food Oasis data.
  • [x] Determine is this is one-time or ongoing project (and assign appropriate label)
  • [x] Write one-sheet (see Resources below)
    • [x] Define stakeholder
    • [x] Summarize project, including value add
    • [x] Define project 6 month roadmap
    • [x] Detail history (if any)
  • [x] Define tools to be used for analysis and visualization (if applicable)
  • [x] Create issues required to fulfill project requirements, including exploratory data analysis, required tasks, and deliverables
    • [x] Create data dictionary (EDA task)
    • [x] Perform data cleaning (EDA task)
    • [x] Understand and outline data context

Resources/Instructions (Updated)

akhaleghi avatar Aug 30 '23 18:08 akhaleghi

Divya Prakash Manivannan I plan to commit 20 hours in the upcoming weeks and will provide an update on my progress with a comment below.

MDivyaPrakash avatar Oct 31 '23 16:10 MDivyaPrakash

Working on completing the items of Phase 1. Currently working to collect the relevant Data Sources needed for the Resources section.

MDivyaPrakash avatar Oct 31 '23 16:10 MDivyaPrakash

Collected the relevant available resources and working on the Task3 and its related components.

MDivyaPrakash avatar Dec 04 '23 01:12 MDivyaPrakash

Hi @RachaelLim01 are you still working on this issue? If so, please provide any updates here

akhaleghi avatar Feb 12 '24 23:02 akhaleghi

Working on completing the Distance Analysis between Affordable Housing listings and the Food Pantries listed in the Food Oasis wiki. This involved cleaning of the JSON data received via request, for deriving proper insights. Also, working on the documentation.

MDivyaPrakash avatar Feb 19 '24 22:02 MDivyaPrakash

Uploaded, the python notebook containing the basic analysis of the data. Working on completing the documentation.

MDivyaPrakash avatar Mar 26 '24 02:03 MDivyaPrakash

@MDivyaPrakash Are there any recent updates on this issue?

akhaleghi avatar Jun 11 '24 02:06 akhaleghi

The basic analysis has been completed and updated in the repository --> Link to Repository

This work could potentially be extended by incorporating different datasets of pantries from various sources, allowing for a comprehensive analysis of multiple behaviors. Additionally, these analyses can be transitioned from Jupyter Notebooks to a web dashboard, enhancing interactivity.

For now, this issue can be closed, but it can serve as a starting point for future analysis.

MDivyaPrakash avatar Jun 17 '24 23:06 MDivyaPrakash

Attaching the required documentation, for this issue.

Affordable_Housing_Project_HackforLA.pdf

MDivyaPrakash avatar Jun 24 '24 23:06 MDivyaPrakash

Closing the issue. Relevant details are attached above.

MDivyaPrakash avatar Jun 26 '24 07:06 MDivyaPrakash