https://github.com/sathyasris27/statistical-analysis-on-rehoming-time-for-different-dog-breeds-in-animal-shelter

The aim of this project is given a collection of records documenting the stray, unwanted, or neglected dogs sent to animal shelters to be rehomed, we analyse their rehoming patterns based on their breeds.
https://github.com/sathyasris27/statistical-analysis-on-rehoming-time-for-different-dog-breeds-in-animal-shelter

data-analysis r statistical-analysis statistical-inference statistical-models

Last synced: 4 days ago
JSON representation

The aim of this project is given a collection of records documenting the stray, unwanted, or neglected dogs sent to animal shelters to be rehomed, we analyse their rehoming patterns based on their breeds.

• Host: GitHub
• URL: https://github.com/sathyasris27/statistical-analysis-on-rehoming-time-for-different-dog-breeds-in-animal-shelter
• Owner: SathyasriS27
• Created: 2024-06-11T16:29:53.000Z (5 months ago)
• Default Branch: main
• Last Pushed: 2024-06-11T16:42:18.000Z (5 months ago)
• Last Synced: 2024-06-12T01:14:39.276Z (5 months ago)
• Topics: data-analysis, r, statistical-analysis, statistical-inference, statistical-models
• Language: R
• Homepage: https://github.com/SathyasriS27/Statistical-Analysis-on-Rehoming-Time-for-different-Dog-Breeds-in-Animal-Shelter
• Size: 909 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# Statistical-Analysis-on-Rehoming-Time-for-different-Dog-Breeds-in-Animal-Shelter 🐶

## Aim 🦮

The aim of this project is given a collection of records documenting the stray, unwanted, or neglected dogs sent to animal shelters to be rehomed, we analyse their rehoming patterns based on their breeds.

## Dataset used 🧩

We work with a [subset](https://github.com/SathyasriS27/Statistical-Analysis-on-Rehoming-Time-for-different-Dog-Breeds-in-Animal-Shelter/blob/main/mysample.RData) of this larger dataset, consisting of roughly 670 records with details on breeds, such as Labrador Retrievers, Greyhounds, and Border Collies. This dataset includes details about the dog's rehoming time, a health indicator, age, breed, and why it was brought to the shelter. The Rehoming and Breed columns are this analysis's main variables of interest.

The dataset that we work with in this analysis is - [dataset](https://github.com/SathyasriS27/Statistical-Analysis-on-Rehoming-Time-for-different-Dog-Breeds-in-Animal-Shelter/blob/main/rehoming.RData).

## Built with 👩🏻‍💻

* R

## Methodology followed 🪜

1. Data Cleaning - We begin cleaning the data by removing any unwanted rows containing invalid or missing values. 

2. Data Exploration - After splitting the dataset by breeds and performing data exploration on the three different breeds, to identify the essential features. 

3. Modelling and estimation - Based on the graphical summaries we try to determine the best distribution and check the suitability of the proposed model one by one.

4. Comparison - Interpretation made from the Confidence Interval Forest Plot for pairs of breeds, which helps with final inference and conclusions. 

   

## Documentation 🗂️

In order to get the complete analysis and conclusion, please refer to this [documentation](https://github.com/SathyasriS27/Statistical-Analysis-on-Rehoming-Time-for-different-Dog-Breeds-in-Animal-Shelter/blob/main/201749908_Sathyasri%20S_MATH5741_Coursework.pdf).