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Data Analysis for Nie

Description

包括一个关于心血管病的病人的数据集, 2017年9月至2018年12月,就当2018年吧,前面是筹划期,后面2019-2023是持续改进期

  1. 这个数据主要想分析下2018年后(胸痛中心成立后)与2018年前(胸痛中心成立前)数据对比,比如心衰发生率、死亡率等指标到底有没有明显下降,住院费用有没有降低?等等,同时我也想看看2018年后,随着胸痛中心持续改进,2018-2019-2020-2021-2022这几年组间中心衰,死亡率等其他临床指标有没有明显下降?

  2. 年龄,性别,吸烟,高血压,糖尿病等一般指标都要求统计分析一下,对照组和观察组一般都没有统计学差异

Work Flow

  1. 数据清洗
  2. 数据预处理
  3. 数据可视化
  4. 数据统计分析

Table of Contents

Installation

  1. Clone the repository:
    git clone https://github.com/roygodly123/nie_DA.git
    cd nie_DA.git
  2. (Optional) Create and activate a virtual environment:
    python -m venv venv
    source venv/bin/activate  # On Windows use `venv\Scripts\activate`
  3. Navigate to virtual env in IDE
  4. Install the required packages:
    pip install -r requirements.txt

Content

  1. The csv directory includes original dataset and cleaned file.
  2. The src directory includes all source code for manipulating the data.
  3. The results directory includes pre-run results.(marked by 1,2,3,4, and optional files for encoding errors)
  4. result 1 and 2 meet with first requirement. (before-and-after-2018 data analysis and validation)
  5. result 3 and 4 meet with second requirement. (after-2018 data analysis and validation)

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