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Global-Sharks

Humans are not on the menu of sharks. Sharks bite humans out of curiosity or to defend themselves.

๐Ÿ”ฉ Deployment

๐Ÿ”‘ Prerequisites

  1. To have installed conda
  2. To have installed git

1๏ธโƒฃ Installation instructions

The installation process is the next:

  1. Clone this repository
  2. Execute in the terminal

conda env create -n sharks -f environment.yaml

๐Ÿ“ Folder structure

โ””โ”€โ”€ Global-Sharks
    โ”œโ”€โ”€ .gitignore
    โ”œโ”€โ”€ environment.yaml
    โ”œโ”€โ”€ README.md
    โ”œโ”€โ”€ data
    โ”‚   โ”œโ”€โ”€ attacks.csv
    โ”œโ”€โ”€ 
    โ”‚   
    โ””โ”€โ”€ nb
        โ”œโ”€โ”€ DataCleaning-sharks.ipynb

๐Ÿ’ป Technology stack

In this case, the technologies used are based on Python.

  • ๐Ÿ“Š The libraries included are the ones needed for DataCleaning : Pandas, Numpy, Matplotlib.

  • The system is standalone.


๐Ÿ’ฅ Analysis developed

The analysis made include the several steps for data cleaning

  1. Erase missing values (~ 18000 rows)
  2. Incorrect data types
  3. Duplicate rows
  4. Handling missing values
  5. Standardization
  6. Normalization
  7. Verification & enrichment of the data

๐Ÿ“Œ Some insights

Image

Image

Image



Image

๐Ÿ’ฉ ToDo

  1. Improve insights
  2. Improve data cleaning
    1. Data dict for replace & str.contains

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