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In the 14 years between 2001 - 2014, a lot of crimes were perpetrated against women in India. From rape, to dowry deaths, the Apache team search for insights using modern data science tools.

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dainty92/Crime-Against-Women-PP22-C623-APACHE-TEAM

 
 

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Crimes Against Women - Insights from the Apache Team

View model live here: https://share.streamlit.io/tomisile/crime-against-women-pp22-c623-apache-team/apache_app.py

📜 Description

Analysis of 6 different crimes commited against women in India over the span of 15 years (2001 to 2014). Also contains a machine learning model which predicts the number of crimes that could occur in select states in the future.

Photo by M. on Unsplash

Files:

This repository contains 7 different files:

  • crimes_against_women_2001-2014.csv : Dataset csv file
  • datacleaning.ipynb : Python code used to clean the data
  • EDA.ipynb : Exploratory Data Analysis carried out on the dataset after cleaning
  • PPT.pptx : Powerpoint slides for presentation (created using Google slides)
  • ARTICLE.docx : Published article
  • MTT.ipynb : Dedicated juypter notebook file for model training.
  • apache_app.py : Deployed streamlit app

📓 Dataset

Task: Regression/Time-Series

Data Type: Multivariate

File Type: .csv

Attributes: 10

Instances: 10677

11 Columns:

  • #️⃣ Integer - 7
  • 🔤 String - 2
  • #️⃣ Date/Time - 1

🧰 Technologies used

  • Streamlit
  • Pandas
  • Numpy
  • Matplotlib
  • Scikit-learn
  • Python
  • Seaborn

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In the 14 years between 2001 - 2014, a lot of crimes were perpetrated against women in India. From rape, to dowry deaths, the Apache team search for insights using modern data science tools.

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