Titanic Data Set Feature Engineering Report

Continous/Continous Predictor Pairs

Correlation Table

Predictors	Pearson's r	Absolute Value of Correlation	Linear Regression Plot
parch and fare	0.388540	0.388540	parch_and_fare_linear_regression
age and parch	-0.269757	0.269757	age_and_parch_linear_regression
age and fare	-0.090730	0.090730	age_and_fare_linear_regression

Correlation Matrix

"Brute Force" Table

Predictor 1	Predictor 2	Difference of Mean Response	Weighted Difference of Mean Response	Bin Plot	Residual Plot
age	parch	0.069881	0.022897	age_and_parch_bin_uw_plot	age_and_parch_dwm_of_resp_residual
age	fare	0.031062	0.021940	age_and_fare_bin_uw_plot	age_and_fare_dwm_of_resp_residual
parch	fare	0.033385	0.008893	parch_and_fare_bin_uw_plot	parch_and_fare_dwm_of_resp_residual

Continous/Categorical Predictor Pairs

Correlation Table

Predictors	Correlation Ratio	Absolute Value of Correlation	Violin Plot	Distribution Plot
age and who	0.575062	0.575062	age_and_who_violin_plot	age_and_who_dist_plot
parch and alone	0.549197	0.549197	parch_and_alone_violin_plot	parch_and_alone_dist_plot
fare and deck	0.453723	0.453723	fare_and_deck_violin_plot	fare_and_deck_dist_plot
age and deck	0.370417	0.370417	age_and_deck_violin_plot	age_and_deck_dist_plot
fare and sibsp	0.348016	0.348016	fare_and_sibsp_violin_plot	fare_and_sibsp_dist_plot
parch and who	0.347867	0.347867	parch_and_who_violin_plot	parch_and_who_dist_plot
age and adult_male	0.338384	0.338384	age_and_adult_male_violin_plot	age_and_adult_male_dist_plot
fare and pclass	0.332352	0.332352	fare_and_pclass_violin_plot	fare_and_pclass_dist_plot
fare and class	0.332352	0.332352	fare_and_class_violin_plot	fare_and_class_dist_plot
age and pclass	0.311973	0.311973	age_and_pclass_violin_plot	age_and_pclass_dist_plot
age and class	0.311973	0.311973	age_and_class_violin_plot	age_and_class_dist_plot
parch and sibsp	0.304862	0.304862	parch_and_sibsp_violin_plot	parch_and_sibsp_dist_plot
fare and alone	0.298233	0.298233	fare_and_alone_violin_plot	fare_and_alone_dist_plot
parch and deck	0.251095	0.251095	parch_and_deck_violin_plot	parch_and_deck_dist_plot
fare and embarked	0.241075	0.241075	fare_and_embarked_violin_plot	fare_and_embarked_dist_plot
fare and embark_town	0.241075	0.241075	fare_and_embark_town_violin_plot	fare_and_embark_town_dist_plot
age and alone	0.203460	0.203460	age_and_alone_violin_plot	age_and_alone_dist_plot
age and sibsp	0.189181	0.189181	age_and_sibsp_violin_plot	age_and_sibsp_dist_plot
parch and adult_male	0.183689	0.183689	parch_and_adult_male_violin_plot	parch_and_adult_male_dist_plot
age and sex	0.182452	0.182452	age_and_sex_violin_plot	age_and_sex_dist_plot
fare and sex	0.127872	0.127872	fare_and_sex_violin_plot	fare_and_sex_dist_plot
fare and who	0.120066	0.120066	fare_and_who_violin_plot	fare_and_who_dist_plot
fare and adult_male	0.114147	0.114147	fare_and_adult_male_violin_plot	fare_and_adult_male_dist_plot
parch and embarked	0.106304	0.106304	parch_and_embarked_violin_plot	parch_and_embarked_dist_plot
parch and embark_town	0.106304	0.106304	parch_and_embark_town_violin_plot	parch_and_embark_town_dist_plot
age and embarked	0.091556	0.091556	age_and_embarked_violin_plot	age_and_embarked_dist_plot
age and embark_town	0.091556	0.091556	age_and_embark_town_violin_plot	age_and_embark_town_dist_plot
parch and sex	0.086556	0.086556	parch_and_sex_violin_plot	parch_and_sex_dist_plot
parch and pclass	0.075602	0.075602	parch_and_pclass_violin_plot	parch_and_pclass_dist_plot
parch and class	0.075602	0.075602	parch_and_class_violin_plot	parch_and_class_dist_plot

Correlation Matrix

"Brute Force" Table

Predictor 1	Predictor 2	Difference of Mean Response	Weighted Difference of Mean Response	Bin Plot	Residual Plot
age	sex	0.097871	0.091753	age_and_sex_diff_of_mean_resp_bin	age_and_sex_dwm_of_resp_residual
age	who	0.065816	0.089372	age_and_who_diff_of_mean_resp_bin	age_and_who_dwm_of_resp_residual
age	adult_male	0.092885	0.089372	age_and_adult_male_diff_of_mean_resp_bin	age_and_adult_male_dwm_of_resp_residual
fare	who	0.069394	0.084367	fare_and_who_diff_of_mean_resp_bin	fare_and_who_dwm_of_resp_residual
fare	adult_male	0.089148	0.083975	fare_and_adult_male_diff_of_mean_resp_bin	fare_and_adult_male_dwm_of_resp_residual
parch	who	0.038522	0.077019	parch_and_who_diff_of_mean_resp_bin	parch_and_who_dwm_of_resp_residual
parch	adult_male	0.053288	0.076641	parch_and_adult_male_diff_of_mean_resp_bin	parch_and_adult_male_dwm_of_resp_residual
age	deck	0.089152	0.073909	age_and_deck_diff_of_mean_resp_bin	age_and_deck_dwm_of_resp_residual
fare	sex	0.085031	0.073733	fare_and_sex_diff_of_mean_resp_bin	fare_and_sex_dwm_of_resp_residual
parch	sex	0.041412	0.064161	parch_and_sex_diff_of_mean_resp_bin	parch_and_sex_dwm_of_resp_residual
age	sibsp	0.057616	0.043384	age_and_sibsp_diff_of_mean_resp_bin	age_and_sibsp_dwm_of_resp_residual
age	embarked	0.066051	0.039678	age_and_embarked_diff_of_mean_resp_bin	age_and_embarked_dwm_of_resp_residual
age	embark_town	0.066051	0.039678	age_and_embark_town_diff_of_mean_resp_bin	age_and_embark_town_dwm_of_resp_residual
age	pclass	0.080358	0.036712	age_and_pclass_diff_of_mean_resp_bin	age_and_pclass_dwm_of_resp_residual
age	class	0.080358	0.036712	age_and_class_diff_of_mean_resp_bin	age_and_class_dwm_of_resp_residual
age	alone	0.066677	0.033916	age_and_alone_diff_of_mean_resp_bin	age_and_alone_dwm_of_resp_residual
parch	deck	0.027457	0.023047	parch_and_deck_diff_of_mean_resp_bin	parch_and_deck_dwm_of_resp_residual
fare	deck	0.012203	0.021784	fare_and_deck_diff_of_mean_resp_bin	fare_and_deck_dwm_of_resp_residual
fare	sibsp	0.040538	0.021726	fare_and_sibsp_diff_of_mean_resp_bin	fare_and_sibsp_dwm_of_resp_residual
fare	alone	0.027437	0.017546	fare_and_alone_diff_of_mean_resp_bin	fare_and_alone_dwm_of_resp_residual
parch	pclass	0.049397	0.013841	parch_and_pclass_diff_of_mean_resp_bin	parch_and_pclass_dwm_of_resp_residual
parch	class	0.049397	0.013841	parch_and_class_diff_of_mean_resp_bin	parch_and_class_dwm_of_resp_residual
fare	pclass	0.008012	0.013194	fare_and_pclass_diff_of_mean_resp_bin	fare_and_pclass_dwm_of_resp_residual
fare	class	0.008012	0.013194	fare_and_class_diff_of_mean_resp_bin	fare_and_class_dwm_of_resp_residual
fare	embarked	0.015654	0.012996	fare_and_embarked_diff_of_mean_resp_bin	fare_and_embarked_dwm_of_resp_residual
fare	embark_town	0.015654	0.012996	fare_and_embark_town_diff_of_mean_resp_bin	fare_and_embark_town_dwm_of_resp_residual
parch	sibsp	0.019892	0.008740	parch_and_sibsp_diff_of_mean_resp_bin	parch_and_sibsp_dwm_of_resp_residual
parch	embarked	0.018832	0.007190	parch_and_embarked_diff_of_mean_resp_bin	parch_and_embarked_dwm_of_resp_residual
parch	embark_town	0.018832	0.007190	parch_and_embark_town_diff_of_mean_resp_bin	parch_and_embark_town_dwm_of_resp_residual
parch	alone	0.026100	0.005833	parch_and_alone_diff_of_mean_resp_bin	parch_and_alone_dwm_of_resp_residual

Categorical/Categorical Predictor Pairs

Correlation Table

Predictors	Cramer's V	Absolute Value of Correlation	Heatmap
pclass and deck	NaN	NaN	pclass_and_deck_heatmap_plot
pclass and class	NaN	NaN	pclass_and_class_heatmap_plot
sex and deck	NaN	NaN	sex_and_deck_heatmap_plot
sex and class	NaN	NaN	sex_and_class_heatmap_plot
sibsp and deck	NaN	NaN	sibsp_and_deck_heatmap_plot
sibsp and class	NaN	NaN	sibsp_and_class_heatmap_plot
embarked and deck	NaN	NaN	embarked_and_deck_heatmap_plot
embarked and embark_town	1.000000	1.000000	embarked_and_embark_town_heatmap_plot
embarked and class	NaN	NaN	embarked_and_class_heatmap_plot
who and adult_male	0.997218	0.997218	who_and_adult_male_heatmap_plot
sex and who	0.960711	0.960711	sex_and_who_heatmap_plot
sex and adult_male	0.925496	0.925496	sex_and_adult_male_heatmap_plot
sibsp and alone	0.698869	0.698869	sibsp_and_alone_heatmap_plot
pclass and who	0.219432	0.219432	pclass_and_who_heatmap_plot
sibsp and embarked	0.170627	0.170627	sibsp_and_embarked_heatmap_plot
pclass and adult_male	0.139165	0.139165	pclass_and_adult_male_heatmap_plot
pclass and embark_town	0.137485	0.137485	pclass_and_embark_town_heatmap_plot
pclass and alone	0.099038	0.099038	pclass_and_alone_heatmap_plot
sex and sibsp	0.000000	0.000000	sex_and_sibsp_heatmap_plot
who and deck	NaN	NaN	who_and_deck_heatmap_plot
who and alone	0.255280	0.255280	who_and_alone_heatmap_plot
who and embark_town	0.115123	0.115123	who_and_embark_town_heatmap_plot
sex and embarked	0.000000	0.000000	sex_and_embarked_heatmap_plot
who and class	NaN	NaN	who_and_class_heatmap_plot
adult_male and deck	NaN	NaN	adult_male_and_deck_heatmap_plot
adult_male and alone	0.179361	0.179361	adult_male_and_alone_heatmap_plot
sibsp and embark_town	0.170627	0.170627	sibsp_and_embark_town_heatmap_plot
pclass and embarked	0.137485	0.137485	pclass_and_embarked_heatmap_plot
sibsp and who	0.129024	0.129024	sibsp_and_who_heatmap_plot
embarked and who	0.115123	0.115123	embarked_and_who_heatmap_plot
pclass and sibsp	0.105780	0.105780	pclass_and_sibsp_heatmap_plot
sex and alone	0.103212	0.103212	sex_and_alone_heatmap_plot
sibsp and adult_male	0.095561	0.095561	sibsp_and_adult_male_heatmap_plot
pclass and sex	0.000000	0.000000	pclass_and_sex_heatmap_plot
sex and embark_town	0.000000	0.000000	sex_and_embark_town_heatmap_plot
embarked and adult_male	0.000000	0.000000	embarked_and_adult_male_heatmap_plot
embarked and alone	0.000000	0.000000	embarked_and_alone_heatmap_plot
adult_male and embark_town	0.000000	0.000000	adult_male_and_embark_town_heatmap_plot
adult_male and class	NaN	NaN	adult_male_and_class_heatmap_plot
deck and embark_town	NaN	NaN	deck_and_embark_town_heatmap_plot
deck and alone	NaN	NaN	deck_and_alone_heatmap_plot
deck and class	NaN	NaN	deck_and_class_heatmap_plot
embark_town and alone	0.000000	0.000000	embark_town_and_alone_heatmap_plot
embark_town and class	NaN	NaN	embark_town_and_class_heatmap_plot
alone and class	NaN	NaN	alone_and_class_heatmap_plot

Correlation Matrix

"Brute Force" Table

Predictor 1	Predictor 2	Difference of Mean Response	Weighted Difference of Mean Response	Bin Plot	Residual Plot
who	deck	0.088249	0.090293	who_and_deck_diff_of_mean_resp_bin	who_and_deck_dwm_of_resp_residual
adult_male	deck	0.097099	0.088502	adult_male_and_deck_diff_of_mean_resp_bin	adult_male_and_deck_dwm_of_resp_residual
sibsp	who	0.129080	0.078833	sibsp_and_who_diff_of_mean_resp_bin	sibsp_and_who_dwm_of_resp_residual
who	class	0.070229	0.078416	who_and_class_diff_of_mean_resp_bin	who_and_class_dwm_of_resp_residual
pclass	who	0.070229	0.078416	pclass_and_who_diff_of_mean_resp_bin	pclass_and_who_dwm_of_resp_residual
embarked	who	0.099055	0.078153	embarked_and_who_diff_of_mean_resp_bin	embarked_and_who_dwm_of_resp_residual
who	embark_town	0.099055	0.078153	who_and_embark_town_diff_of_mean_resp_bin	who_and_embark_town_dwm_of_resp_residual
sibsp	adult_male	0.173672	0.077780	sibsp_and_adult_male_diff_of_mean_resp_bin	sibsp_and_adult_male_dwm_of_resp_residual
embarked	adult_male	0.142118	0.077700	embarked_and_adult_male_diff_of_mean_resp_bin	embarked_and_adult_male_dwm_of_resp_residual
adult_male	embark_town	0.142118	0.077700	adult_male_and_embark_town_diff_of_mean_resp_bin	adult_male_and_embark_town_dwm_of_resp_residual
pclass	adult_male	0.085690	0.077604	pclass_and_adult_male_diff_of_mean_resp_bin	pclass_and_adult_male_dwm_of_resp_residual
adult_male	class	0.085690	0.077604	adult_male_and_class_diff_of_mean_resp_bin	adult_male_and_class_dwm_of_resp_residual
sex	who	0.043709	0.077048	sex_and_who_diff_of_mean_resp_bin	sex_and_who_dwm_of_resp_residual
who	alone	0.056792	0.075130	who_and_alone_diff_of_mean_resp_bin	who_and_alone_dwm_of_resp_residual
who	adult_male	0.031015	0.075076	who_and_adult_male_diff_of_mean_resp_bin	who_and_adult_male_dwm_of_resp_residual
sex	adult_male	0.062965	0.074561	sex_and_adult_male_diff_of_mean_resp_bin	sex_and_adult_male_dwm_of_resp_residual
adult_male	alone	0.074734	0.074395	adult_male_and_alone_diff_of_mean_resp_bin	adult_male_and_alone_dwm_of_resp_residual
sex	deck	0.064390	0.072268	sex_and_deck_diff_of_mean_resp_bin	sex_and_deck_dwm_of_resp_residual
pclass	sex	0.045391	0.066660	pclass_and_sex_diff_of_mean_resp_bin	pclass_and_sex_dwm_of_resp_residual
sex	class	0.045391	0.066660	sex_and_class_diff_of_mean_resp_bin	sex_and_class_dwm_of_resp_residual
sex	sibsp	0.115398	0.065765	sex_and_sibsp_diff_of_mean_resp_bin	sex_and_sibsp_dwm_of_resp_residual
sex	embarked	0.134027	0.063385	sex_and_embarked_diff_of_mean_resp_bin	sex_and_embarked_dwm_of_resp_residual
sex	embark_town	0.134027	0.063385	sex_and_embark_town_diff_of_mean_resp_bin	sex_and_embark_town_dwm_of_resp_residual
sex	alone	0.062995	0.062355	sex_and_alone_diff_of_mean_resp_bin	sex_and_alone_dwm_of_resp_residual
sibsp	deck	0.025657	0.018889	sibsp_and_deck_diff_of_mean_resp_bin	sibsp_and_deck_dwm_of_resp_residual
pclass	deck	0.031627	0.016389	pclass_and_deck_diff_of_mean_resp_bin	pclass_and_deck_dwm_of_resp_residual
deck	class	0.031627	0.016389	deck_and_class_diff_of_mean_resp_bin	deck_and_class_dwm_of_resp_residual
deck	alone	0.021524	0.014596	deck_and_alone_diff_of_mean_resp_bin	deck_and_alone_dwm_of_resp_residual
sibsp	embarked	0.067811	0.012062	sibsp_and_embarked_diff_of_mean_resp_bin	sibsp_and_embarked_dwm_of_resp_residual
sibsp	embark_town	0.067811	0.012062	sibsp_and_embark_town_diff_of_mean_resp_bin	sibsp_and_embark_town_dwm_of_resp_residual
embarked	deck	0.011341	0.010004	embarked_and_deck_diff_of_mean_resp_bin	embarked_and_deck_dwm_of_resp_residual
deck	embark_town	0.011341	0.010004	deck_and_embark_town_diff_of_mean_resp_bin	deck_and_embark_town_dwm_of_resp_residual
pclass	alone	0.036442	0.007828	pclass_and_alone_diff_of_mean_resp_bin	pclass_and_alone_dwm_of_resp_residual
alone	class	0.036442	0.007828	alone_and_class_diff_of_mean_resp_bin	alone_and_class_dwm_of_resp_residual
pclass	embarked	0.014305	0.007198	pclass_and_embarked_diff_of_mean_resp_bin	pclass_and_embarked_dwm_of_resp_residual
pclass	embark_town	0.014305	0.007198	pclass_and_embark_town_diff_of_mean_resp_bin	pclass_and_embark_town_dwm_of_resp_residual
embarked	class	0.014305	0.007198	embarked_and_class_diff_of_mean_resp_bin	embarked_and_class_dwm_of_resp_residual
embark_town	class	0.014305	0.007198	embark_town_and_class_diff_of_mean_resp_bin	embark_town_and_class_dwm_of_resp_residual
pclass	sibsp	0.023779	0.006274	pclass_and_sibsp_diff_of_mean_resp_bin	pclass_and_sibsp_dwm_of_resp_residual
sibsp	class	0.023779	0.006274	sibsp_and_class_diff_of_mean_resp_bin	sibsp_and_class_dwm_of_resp_residual
embarked	alone	0.008620	0.005247	embarked_and_alone_diff_of_mean_resp_bin	embarked_and_alone_dwm_of_resp_residual
embark_town	alone	0.008620	0.005247	embark_town_and_alone_diff_of_mean_resp_bin	embark_town_and_alone_dwm_of_resp_residual
sibsp	alone	0.003997	0.003591	sibsp_and_alone_diff_of_mean_resp_bin	sibsp_and_alone_dwm_of_resp_residual
pclass	class	0.005148	0.002970	pclass_and_class_diff_of_mean_resp_bin	pclass_and_class_dwm_of_resp_residual
embarked	embark_town	0.003987	0.002402	embarked_and_embark_town_diff_of_mean_resp_bin	embarked_and_embark_town_dwm_of_resp_residual