63 lines
3.2 KiB
JSON
63 lines
3.2 KiB
JSON
{
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"data": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/epi_results_2024_pop_gdp_v2.csv",
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"region_col": "region",
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"response": "EPI.new",
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"region_a": "Sub-Saharan Africa",
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"region_b": "Latin America & Caribbean",
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"predictors": [
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"gdp",
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["gdp", "population"]
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],
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"knn1": ["AGR.new", "AIR.new", "APO.new"],
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"knn2": ["BCA.new", "BDH.new", "CBP.new"],
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"k": 5,
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"fig_dir": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures",
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"stats_dir": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/stats",
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"box_a": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/box_Sub-Saharan_Africa_EPI.new.png",
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"box_b": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/box_Latin_America_Caribbean_EPI.new.png",
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"hist_a": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/hist_Sub-Saharan_Africa_EPI.new.png",
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"hist_b": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/hist_Latin_America_Caribbean_EPI.new.png",
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"qq_fig": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/qq_EPI.new_Sub-Saharan_Africa_vs_Latin_America_Caribbean.png",
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"ols": [
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{
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"name": "full: EPI.new ~ gdp",
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"rsq": 0.5224,
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"aic": 1257.4369,
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"bic": 1266.999,
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"nobs": 179,
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"summary_file": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/stats/ols_full_EPI.new_gdp.txt",
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"residuals_fig": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/residuals_full_EPI.new_gdp.png",
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"scatter_fig": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/scatter_full_EPI.new_gdp_gdp.png"
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},
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{
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"name": "full: EPI.new ~ gdp + population",
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"rsq": 0.5392,
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"aic": 1246.1592,
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"bic": 1258.8864,
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"nobs": 178,
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"summary_file": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/stats/ols_full_EPI.new_gdp_population.txt",
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"residuals_fig": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/residuals_full_EPI.new_gdp_population.png",
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"scatter_fig": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/scatter_full_EPI.new_gdp_population_gdp.png"
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}
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],
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"best_region_note": "on region `Sub-Saharan Africa`, the better model is **region Sub-Saharan Africa: EPI.new ~ gdp + population** (r²=0.361, aic=265.4, bic=272.7).",
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"knn": [
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{
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"tag": "model A",
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"k": 5,
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"vars": ["AGR.new", "AIR.new", "APO.new"],
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"accuracy": 0.5581,
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"confusion_fig": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/knn_confusion_model_A.png",
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"n_test": 43
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},
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{
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"tag": "model B",
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"k": 5,
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"vars": ["BCA.new", "BDH.new", "CBP.new"],
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"accuracy": 0.5116,
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"confusion_fig": "/home/ion606/Desktop/Homework/Data Analytics/Assignments/Assignment II/output/figures/knn_confusion_model_B.png",
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"n_test": 43
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}
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]
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}
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