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Life Expectancy Analysis & Modeling Using Data Derived From The World Health Organization and United Nations

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Life Expectancy Analysis Modeling Using WHO UN Data


LINK TO NB

This report investigates modifiable environmental factors that may contribute to life expectancy in the hopes of finding a mathematical model. Two questions are answered here:

  1. Which variables are significant in modeling and predicting Life Expectancy?

  2. What model best describes the relationship(s)?

..
├── 3_EDA
│   ├── 3_Life_Expectancy_Exploratory_Data_Analysis.ipynb
│   ├── a_Life_Expectancy_Exploratory_Data_Analysis_PART2.ipynb
│   ├── LE_by_country_and_3D_Seaborn_Plots .ipynb
│   ├── NEED_LE_country_8regions.ipynb
│   ├── NEED_Violin_Plots.ipynb
│   ├── Seaborn_Graphics_Income_Education_age.ipynb
│   ├── Seaborn_Plots .ipynb
│   ├── WorkOnThis_Plotly_FACETING.ipynb
│   └── WorkOnThis_QQ Plots.ipynb
├── 7_Models
│   ├── 7_Life_Expectancy_Modeling.ipynb
│   ├── 8-Life_Expectancy_Linear_Coefficients.ipynb
│   ├── Linear Model 1 - WHO L.E..ipynb
│   ├── Linear Model Only.ipynb
│   └── test statsmodel api.ipynb
├── 8_Groupings
│   └── What_are_means_by_region.ipynb
├── 9_RATE_Changes
│   ├── Countrt_Feature_Rates.ipynb
│   ├── EXCELLENT_Life Expectancy Vs Yearly Age Rate.ipynb
│   └── LE_by_Countrfy_BMI Vs Rate Change of BMI.ipynb
├── assets
│   ├── hover-text-and-formatting.py
│   ├── le_yr_prog.txt
│   ├── life_expectancy_related
│   │   ├── Life_Expectancy_By_Country.svg
│   │   ├── Life_Expectancy_Educagtion_BMI.svg
│   │   ├── Life_Expectancy_vs_8_Regions.svg
│   │   └── Screenshot at 2023-02-01 10-12-34.png
│   ├── logo
│   │   ├── un-logo.png
│   │   └── who-logo.png
│   ├── Make Yr Own DF.ipynb
│   ├── notes2
│   ├── Pandas_Profiling_material
│   │   ├── config_default.yaml
│   │   ├── default_ON.yaml
│   │   ├── Life_Expectancy_Profiling_Test.html
│   │   ├── Life Expecteancy: IDA_EDA Report Using Pandas ProfilingBeta.html
│   │   └── mcc_config.yaml
│   ├── preventing_disease_through_healthy_environments_who.pdf
│   └── rate_graphics
│       ├── age_avs_yearly_age_rate.png
│       └── test_age_avs_yearly_age_rate.png
├── data
│   ├── processed
│   │   ├── all_processed_data.zip
│   │   ├── Clean_LE_Data_Post_Correlation_2.csv
│   │   ├── Clean_LE_Data_w_Means_1.csv
│   │   ├── Clean_LE_Regions_3.csv
│   │   └── regional_data_2-2023-01-18 13:18:55.451573.csv
│   └── raw
│       ├── gdp
│       │   ├── data.csv
│       │   ├── data.csv.zip
│       │   └── gdp.per.capita.csv
│       ├── Life_Expectancy_Data.csv
│       ├── Life_Expectancy_Data.zip
│       ├── README.md
│       └── README.md~
├── docs
│   ├── 1_MAIN_Life_Expectancy_WHO_UN_Analysis_Modeling_MAIN.pdf
│   ├── 2_Life_Expectancy_Initial_Data_Analysis.pdf
│   ├── 3_Life_Expectancy_EDA.pdf
│   ├── 4_Life_Expectancy_Exploratory_Data_Analysis_PART2.pdf
│   ├── 5_Life_Expectancy_Feature_Engineering.pdf
│   ├── 6_Life_Expectancy_Recursive_Feature_Elimination.pdf
│   ├── 7_Life_Expectancy_Modeling.pdf
│   ├── 8-Life_Expectancy_Linear_Coefficients.pdf
│   ├── forward.odt
│   ├── jan29.odp
│   ├── REport_Section.odt
│   └── updated-2016-data-tables_preventing_disease_deaths_dalys_pafs_sept_2019_rev.xlsx
├── jupy_notebook_notes
│   ├── Discretization of BMI data.ipynb
│   ├── Feature_table.ipynb
│   ├── Produce_file_names_w_date_time_stamp.ipynb
│   ├── traces_chat_gpt.ipynb
│   ├── Variable_table.ipynb
│   └── What_makes a developed_country.ipynb
├── notebooks
│   ├── 1_MAIN_Life_Expectancy_WHO_UN_Analysis_Modeling.ipynb
│   ├── 2_Initial_Data_Analysis.ipynb
│   ├── 3_What exactly is missing from life expectancy data.ipynb
│   ├── 4_Test_Pandas_Profiling_Report.ipynb
│   ├── 5_How_to_drop_highly_correlated_features.ipynb
│   ├── 6a_Feature_Engineering_catgorize_nations_2_Named_regions.ipynb
│   ├── 6b_Feature_Engineering_catgorize_nations_2_regions.ipynb
│   ├── 7_Plotly_Life_Expectancy_183_countries.ipynb
│   └── 8_Recursive_Feature_Elimination.ipynb
├── README.md
└── requirements.txt

16 directories, 78 files

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