diff --git a/examples/diagnosis.ipynb b/examples/diagnosis.ipynb index 1b24130..44cb1b5 100644 --- a/examples/diagnosis.ipynb +++ b/examples/diagnosis.ipynb @@ -40,7 +40,7 @@ " white-space: pre-wrap;\n", "}\n", "\n", - "shape: (5, 6)
uniform_1uniform_2expnormalfat_normallist_prob
f64f64f64f64f64list[f64]
4.526490.4817340.728097-0.474755505.063768[0.481734, 0.518266]
3.604270.6742350.458223-1.659873507.410022[0.674235, 0.325765]
6.2609570.8413364.28903-0.1068-826.371542[0.841336, 0.158664]
11.2403370.7719950.127533-0.055312-510.729643[0.771995, 0.228005]
7.1235750.1724515.769571-0.63313-712.703717[0.172451, 0.827549]
" + "shape: (5, 6)
uniform_1uniform_2expnormalfat_normallist_prob
f64f64f64f64f64list[f64]
5.4317510.790414.892053-0.289251-746.492553[0.79041, 0.20959]
8.6248510.4510471.047045-0.775272425.558072[0.451047, 0.548953]
7.4731750.0129273.3718660.454066-424.907189[0.012927, 0.987073]
7.251870.644817.200579-1.113124853.406457[0.64481, 0.35519]
10.8216980.1074212.2093820.4001031219.872708[0.107421, 0.892579]
" ], "text/plain": [ "shape: (5, 6)\n", @@ -49,11 +49,11 @@ "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ list[f64] │\n", "╞═══════════╪═══════════╪══════════╪═══════════╪═════════════╪══════════════════════╡\n", - "│ 4.52649 ┆ 0.481734 ┆ 0.728097 ┆ -0.474755 ┆ 505.063768 ┆ [0.481734, 0.518266] │\n", - "│ 3.60427 ┆ 0.674235 ┆ 0.458223 ┆ -1.659873 ┆ 507.410022 ┆ [0.674235, 0.325765] │\n", - "│ 6.260957 ┆ 0.841336 ┆ 4.28903 ┆ -0.1068 ┆ -826.371542 ┆ [0.841336, 0.158664] │\n", - "│ 11.240337 ┆ 0.771995 ┆ 0.127533 ┆ -0.055312 ┆ -510.729643 ┆ [0.771995, 0.228005] │\n", - "│ 7.123575 ┆ 0.172451 ┆ 5.769571 ┆ -0.63313 ┆ -712.703717 ┆ [0.172451, 0.827549] │\n", + "│ 5.431751 ┆ 0.79041 ┆ 4.892053 ┆ -0.289251 ┆ -746.492553 ┆ [0.79041, 0.20959] │\n", + "│ 8.624851 ┆ 0.451047 ┆ 1.047045 ┆ -0.775272 ┆ 425.558072 ┆ [0.451047, 0.548953] │\n", + "│ 7.473175 ┆ 0.012927 ┆ 3.371866 ┆ 0.454066 ┆ -424.907189 ┆ [0.012927, 0.987073] │\n", + "│ 7.25187 ┆ 0.64481 ┆ 7.200579 ┆ -1.113124 ┆ 853.406457 ┆ [0.64481, 0.35519] │\n", + "│ 10.821698 ┆ 0.107421 ┆ 2.209382 ┆ 0.400103 ┆ 1219.872708 ┆ [0.107421, 0.892579] │\n", "└───────────┴───────────┴──────────┴───────────┴─────────────┴──────────────────────┘" ] }, @@ -133,52 +133,52 @@ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "\n", @@ -205,16 +205,16 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -223,58 +223,58 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "\n", "\n", @@ -292,20 +292,20 @@ "│ str ┆ --- ┆ f64 ┆ f64 ┆ ┆ f64 ┆ f64 ┆ --- ┆ struct[1] │\n", "│ ┆ u32 ┆ ┆ ┆ ┆ ┆ ┆ u32 ┆ │\n", "╞════════════╪════════════╪═══════╪═══════════╪═══╪════════════╪═══════════╪═══════════╪═══════════╡\n", - "│ uniform_1 ┆ 1000000 ┆ 0.0 ┆ 5.998007 ┆ … ┆ 11.999997 ┆ 5.995037 ┆ 0 ┆ {[50115, │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 50000, … │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 50040]} │\n", - "│ uniform_2 ┆ 1000000 ┆ 0.0 ┆ 0.50025 ┆ … ┆ 0.999999 ┆ 0.500071 ┆ 0 ┆ {[49837, │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 49629, … │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 50008]} │\n", - "│ exp ┆ 1000000 ┆ 0.0 ┆ 2.003898 ┆ … ┆ 26.241438 ┆ 2.204361 ┆ 48193 ┆ {[481137, │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 248688, … │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3]} │\n", - "│ normal ┆ 1000000 ┆ 0.0 ┆ 0.001829 ┆ … ┆ 4.951349 ┆ 1.349612 ┆ 6831 ┆ {[5, 68, │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ … 2]} │\n", - "│ fat_normal ┆ 1000000 ┆ 0.0 ┆ -0.361743 ┆ … ┆ 4811.12819 ┆ 1352.0297 ┆ 6893 ┆ {[6, 36, │\n", - "│ ┆ ┆ ┆ ┆ ┆ ┆ 11 ┆ ┆ … 12]} │\n", - 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category='row', type='boolean', value=False), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "│ uniform_1 ┆ 1000000 ┆ 0.0 ┆ 6.001199 ┆ … ┆ 11.999983 ┆ 6.000085 ┆ 0 ┆ {[50302, │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 49668, … │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 50075]} │\n", + "│ uniform_2 ┆ 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" - ], - "text/plain": [ - "shape: (10, 3)\n", - "┌───────────┬────────────┬───────────┐\n", - "│ x ┆ y ┆ corr │\n", - "│ --- ┆ --- ┆ --- │\n", - "│ str ┆ str ┆ f64 │\n", - "╞═══════════╪════════════╪═══════════╡\n", - "│ uniform_2 ┆ normal ┆ -0.002347 │\n", - "│ normal ┆ fat_normal ┆ 0.001555 │\n", - "│ uniform_2 ┆ exp ┆ 0.00138 │\n", - "│ uniform_1 ┆ exp ┆ 0.000663 │\n", - "│ uniform_1 ┆ fat_normal ┆ 0.000658 │\n", - "│ uniform_1 ┆ uniform_2 ┆ -0.000419 │\n", - "│ uniform_1 ┆ normal ┆ 0.000388 │\n", - "│ uniform_2 ┆ fat_normal ┆ 0.000222 │\n", - "│ exp ┆ fat_normal ┆ 0.000053 │\n", - "│ exp ┆ normal ┆ 0.000022 │\n", - "└───────────┴────────────┴───────────┘" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "shape: (10, 3)\n", + "┌───────────┬────────────┬───────────┐\n", + "│ x ┆ y ┆ corr │\n", + "│ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 │\n", + "╞═══════════╪════════════╪═══════════╡\n", + "│ exp ┆ fat_normal ┆ 0.002338 │\n", + "│ exp ┆ normal ┆ -0.002172 │\n", + "│ uniform_1 ┆ exp ┆ -0.001704 │\n", + "│ uniform_1 ┆ uniform_2 ┆ 0.001595 │\n", + "│ normal ┆ fat_normal ┆ -0.001075 │\n", + "│ uniform_2 ┆ fat_normal ┆ 0.001054 │\n", + "│ uniform_1 ┆ fat_normal ┆ 0.000741 │\n", + "│ uniform_2 ┆ normal ┆ -0.000409 │\n", + "│ uniform_1 ┆ normal ┆ -0.000216 │\n", + "│ uniform_2 ┆ exp ┆ 0.000031 │\n", + "└───────────┴────────────┴───────────┘\n", + "shape: (10, 3)\n", + "┌───────────┬────────────┬───────────┐\n", + "│ x ┆ y ┆ corr │\n", + "│ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 │\n", + "╞═══════════╪════════════╪═══════════╡\n", + "│ exp ┆ normal ┆ -0.001175 │\n", + "│ exp ┆ fat_normal ┆ 0.001122 │\n", + "│ uniform_1 ┆ uniform_2 ┆ 0.001065 │\n", + "│ normal ┆ fat_normal ┆ -0.000882 │\n", + "│ uniform_2 ┆ fat_normal ┆ 0.000722 │\n", + "│ uniform_1 ┆ exp ┆ -0.000476 │\n", + "│ uniform_1 ┆ normal ┆ -0.00034 │\n", + "│ uniform_2 ┆ normal ┆ -0.000315 │\n", + "│ uniform_1 ┆ fat_normal ┆ 0.000288 │\n", + "│ uniform_2 ┆ exp ┆ -0.000059 │\n", + "└───────────┴────────────┴───────────┘\n", + "shape: (10, 3)\n", + "┌───────────┬────────────┬───────────┐\n", + "│ x ┆ y ┆ corr │\n", + "│ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ f64 │\n", + "╞═══════════╪════════════╪═══════════╡\n", + "│ exp ┆ normal ┆ -0.001763 │\n", + "│ exp ┆ fat_normal ┆ 0.001683 │\n", + "│ uniform_1 ┆ uniform_2 ┆ 0.001597 │\n", + "│ normal ┆ fat_normal ┆ -0.001322 │\n", + "│ uniform_2 ┆ fat_normal ┆ 0.001084 │\n", + "│ uniform_1 ┆ exp ┆ -0.000714 │\n", + "│ uniform_1 ┆ normal ┆ -0.000509 │\n", + "│ uniform_2 ┆ normal ┆ -0.000472 │\n", + "│ uniform_1 ┆ fat_normal ┆ 0.000431 │\n", + "│ uniform_2 ┆ exp ┆ -0.000088 │\n", + "└───────────┴────────────┴───────────┘\n" + ] } ], "source": [ - "dia.infer_corr()" + "print(dia.infer_corr())\n", + "print(dia.infer_corr(method = \"kendall\"))\n", + "print(dia.infer_corr(method = \"spearman\"))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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"execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -501,7 +478,7 @@ "['uniform_2', 'list_prob']" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -523,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -559,7 +536,7 @@ "└────────────────┴────────┴──────────┴────────────────┴───┴───────────────┴──────┴──────┴──────────┘" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -571,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -580,7 +557,7 @@ "(69713, 22)" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -591,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -600,14 +577,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_21417/3037619369.py:1: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", + "/tmp/ipykernel_33091/3037619369.py:1: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", " dia.infer_dependency()\n" ] }, @@ -644,7 +621,7 @@ "└────────────────────┴─────────────────────────────────┴──────────────┘" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -655,14 +632,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/qqchin318/Projects/polars_ds_extension/python/polars_ds/diagnosis.py:796: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", + "/home/tq/Projects/polars_ds_extension/python/polars_ds/diagnosis.py:796: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", " dep_frame = self.infer_dependency(subset=subset)\n" ] }, @@ -672,244 +649,244 @@ "\n", "\n", - "\n", "\n", "\n", + " viewBox=\"0.00 0.00 2318.20 188.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n", "\n", "Dependency Plot\n", - "\n", - "\n", + "\n", + "\n", "\n", - "Loan_Amount\n", - "\n", - "Loan_Amount\n", + "Contacted\n", + "\n", + "Contacted\n", "\n", "\n", "\n", "ID\n", - "\n", - "ID\n", + "\n", + "ID\n", "\n", - "\n", + "\n", "\n", - "ID->Loan_Amount\n", - "\n", - "\n", + "ID->Contacted\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", - "DOB\n", - "\n", - "DOB\n", + "Loan_Amount\n", + "\n", + "Loan_Amount\n", "\n", - "\n", + "\n", "\n", - "ID->DOB\n", - "\n", - "\n", + "ID->Loan_Amount\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", + "Var1\n", + "\n", + "Var1\n", + "\n", + "\n", + "\n", + "ID->Var1\n", + "\n", + "\n", + "\n", + "\n", + "\n", "Employer_Code\n", - "\n", - "Employer_Code\n", + "\n", + "Employer_Code\n", "\n", "\n", - "\n", + "\n", "ID->Employer_Code\n", - "\n", - "\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", - "Gender\n", - "\n", - "Gender\n", + "Approved\n", + "\n", + "Approved\n", "\n", - "\n", + "\n", "\n", - "ID->Gender\n", - "\n", - "\n", + "ID->Approved\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", - "Source_Category\n", - "\n", - "Source_Category\n", + "EMI\n", + "\n", + "EMI\n", "\n", - "\n", + "\n", "\n", - "ID->Source_Category\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "Customer_Existing_Primary_Bank_Code\n", - "\n", - "Customer_Existing_Primary_Bank_Code\n", - "\n", - "\n", - "\n", - "ID->Customer_Existing_Primary_Bank_Code\n", - "\n", - "\n", + "ID->EMI\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "City_Code\n", - "\n", - "City_Code\n", + "\n", + "City_Code\n", "\n", "\n", - "\n", + "\n", "ID->City_Code\n", - "\n", - "\n", + "\n", + "\n", "\n", - "\n", - "\n", - "EMI\n", - "\n", - "EMI\n", + "\n", + "\n", + "Loan_Period\n", + "\n", + "Loan_Period\n", "\n", - "\n", - "\n", - "ID->EMI\n", - "\n", - "\n", + "\n", + "\n", + "ID->Loan_Period\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "Lead_Creation_Date\n", - "\n", - "Lead_Creation_Date\n", + "\n", + "Lead_Creation_Date\n", "\n", "\n", - "\n", + "\n", "ID->Lead_Creation_Date\n", - "\n", - "\n", + "\n", + "\n", "\n", - "\n", - "\n", - "Contacted\n", - "\n", - "Contacted\n", + "\n", + "\n", + "Source_Category\n", + "\n", + "Source_Category\n", "\n", - "\n", - "\n", - "ID->Contacted\n", - "\n", - "\n", + "\n", + "\n", + "ID->Source_Category\n", + "\n", + "\n", "\n", - "\n", - "\n", - "Source\n", - "\n", - "Source\n", + "\n", + "\n", + "Customer_Existing_Primary_Bank_Code\n", + "\n", + "Customer_Existing_Primary_Bank_Code\n", "\n", - "\n", - "\n", - "ID->Source\n", - "\n", - "\n", + "\n", + "\n", + "ID->Customer_Existing_Primary_Bank_Code\n", + "\n", + "\n", "\n", - "\n", - "\n", - "Loan_Period\n", - "\n", - "Loan_Period\n", + "\n", + "\n", + "DOB\n", + "\n", + "DOB\n", "\n", - "\n", - "\n", - "ID->Loan_Period\n", - "\n", - "\n", + "\n", + "\n", + "ID->DOB\n", + "\n", + "\n", "\n", - "\n", - "\n", - "Approved\n", - "\n", - "Approved\n", + "\n", + "\n", + "Gender\n", + "\n", + "Gender\n", "\n", - "\n", - "\n", - "ID->Approved\n", - "\n", - "\n", + "\n", + "\n", + "ID->Gender\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", - "Var1\n", - "\n", - "Var1\n", + "Source\n", + "\n", + "Source\n", "\n", - "\n", + "\n", "\n", - "ID->Var1\n", - "\n", - "\n", + "ID->Source\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "Employer_Category2\n", - "\n", - "Employer_Category2\n", + "\n", + "Employer_Category2\n", "\n", "\n", - "\n", + "\n", "Employer_Code->Employer_Category2\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "Employer_Category1\n", - "\n", - "Employer_Category1\n", + "\n", + "Employer_Category1\n", "\n", "\n", - "\n", + "\n", "Employer_Code->Employer_Category1\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "Primary_Bank_Type\n", - "\n", - "Primary_Bank_Type\n", - "\n", - "\n", - "\n", - "Customer_Existing_Primary_Bank_Code->Primary_Bank_Type\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "City_Category\n", - "\n", - "City_Category\n", + "\n", + "City_Category\n", "\n", "\n", - "\n", + "\n", "City_Code->City_Category\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "Primary_Bank_Type\n", + "\n", + "Primary_Bank_Type\n", + "\n", + "\n", + "\n", + "Customer_Existing_Primary_Bank_Code->Primary_Bank_Type\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -920,14 +897,14 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/qqchin318/Projects/polars_ds_extension/python/polars_ds/diagnosis.py:796: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", + "/home/tq/Projects/polars_ds_extension/python/polars_ds/diagnosis.py:796: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", " dep_frame = self.infer_dependency(subset=subset)\n" ] }, @@ -937,88 +914,88 @@ "\n", "\n", - "\n", "\n", - "\n", + "\n", "\n", "Dependency Plot\n", - "\n", - "\n", + "\n", + "\n", "\n", + "City_Category\n", + "\n", + "City_Category\n", + "\n", + "\n", + "\n", + "City_Code\n", + "\n", + "City_Code\n", + "\n", + "\n", + "\n", + "City_Code->City_Category\n", + "\n", + "\n", + "\n", + "\n", + "\n", "Employer_Category1\n", - "\n", - "Employer_Category1\n", + "\n", + "Employer_Category1\n", "\n", "\n", - "\n", + "\n", "Employer_Code\n", - "\n", - "Employer_Code\n", + "\n", + "Employer_Code\n", "\n", "\n", - "\n", + "\n", "Employer_Code->Employer_Category1\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "Employer_Category2\n", - "\n", - "Employer_Category2\n", + "\n", + "Employer_Category2\n", "\n", "\n", "\n", "Employer_Code->Employer_Category2\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "City_Category\n", - "\n", - "City_Category\n", - "\n", - "\n", - "\n", - "City_Code\n", - "\n", - "City_Code\n", - "\n", - "\n", - "\n", - "City_Code->City_Category\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "Primary_Bank_Type\n", - "\n", - "Primary_Bank_Type\n", + "\n", + "Primary_Bank_Type\n", "\n", "\n", "\n", "Customer_Existing_Primary_Bank_Code\n", - "\n", - "Customer_Existing_Primary_Bank_Code\n", + "\n", + "Customer_Existing_Primary_Bank_Code\n", "\n", "\n", "\n", "Customer_Existing_Primary_Bank_Code->Primary_Bank_Type\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1031,7 +1008,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1075,7 +1052,7 @@ "└───────────┴───────────┴──────────┴───────────┴───┴───────────┴───────────┴───────────┴───────────┘" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1094,58 +1071,58 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ - 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row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='2px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', 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category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), row_striping_background_color=OptionsInfo(scss=True, category='row', type='value', value='rgba(128,128,128,0.05)'), row_striping_include_stub=OptionsInfo(scss=False, category='row', type='boolean', value=False), row_striping_include_table_body=OptionsInfo(scss=False, category='row', type='boolean', value=False), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "└────────────┴────────────┴──────────┴────────────┴───┴──────────┴─────────┴───────────┴───────────┘, _body=, _boxhead=Boxhead([ColInfo(var='column', type=, column_label='column', column_align='left', column_width=None), ColInfo(var='non_null_cnt', type=, column_label='non_null_cnt', column_align='center', column_width=None), ColInfo(var='null%', type=, column_label='null%', column_align='right', column_width=None), ColInfo(var='mean', type=, column_label='mean', column_align='right', column_width=None), ColInfo(var='std', type=, column_label='std', column_align='right', column_width=None), ColInfo(var='min', type=, column_label='min', column_align='right', column_width=None), ColInfo(var='q1', type=, column_label='q1', column_align='right', column_width=None), ColInfo(var='median', type=, column_label='median', column_align='right', column_width=None), ColInfo(var='q3', type=, column_label='q3', column_align='right', column_width=None), ColInfo(var='max', type=, column_label='max', column_align='right', column_width=None), ColInfo(var='IQR', type=, column_label='IQR', column_align='right', 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column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='100%'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='8px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='2px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='2px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='8px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), row_striping_background_color=OptionsInfo(scss=True, category='row', type='value', value='rgba(128,128,128,0.05)'), row_striping_include_stub=OptionsInfo(scss=False, category='row', type='boolean', value=False), row_striping_include_table_body=OptionsInfo(scss=False, category='row', type='boolean', value=False), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1363,7 +1340,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1399,7 +1376,7 @@ "└────────────────┴────────┴──────────┴────────────────┴───┴───────────────┴──────┴──────┴──────────┘" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1410,7 +1387,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1440,7 +1417,7 @@ "└────────────┴────────────┴───────────┴───────────┴───┴───────────┴──────────┴──────────┴──────────┘" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1453,7 +1430,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1466,7 +1443,7 @@ " white-space: pre-wrap;\n", "}\n", "\n", - "shape: (22, 10)
columnEmployer_Category2Monthly_IncomeExisting_EMILoan_AmountLoan_PeriodInterest_RateEMIVar1Approved
strf64f64f64f64f64f64f64f64f64
"ID"NaNNaNNaNNaNNaNNaNNaNNaNNaN
"Gender"NaNNaNNaNNaNNaNNaNNaNNaNNaN
"DOB"NaNNaNNaNNaNNaNNaNNaNNaNNaN
"Lead_Creation_Date"NaNNaNNaNNaNNaNNaNNaNNaNNaN
"City_Code"NaNNaNNaNNaNNaNNaNNaNNaNNaN
…………………………
"Loan_Period"-0.007449-0.003671-0.0046030.3799211.0-0.0966290.083965-0.065702-0.000375
"Interest_Rate"0.177605-0.014789-0.023001-0.321095-0.0966291.0-0.241648-0.554138-0.094387
"EMI"-0.0517290.0351630.0008130.9168320.083965-0.2416481.00.2934740.050129
"Var1"-0.1244150.0248540.006620.307945-0.065702-0.5541380.2934741.00.11244
"Approved"-0.0194130.0004720.0278210.046502-0.000375-0.0943870.0501290.112441.0
" + "shape: (22, 10)
columnEmployer_Category2Monthly_IncomeExisting_EMILoan_AmountLoan_PeriodInterest_RateEMIVar1Approved
strf64f64f64f64f64f64f64f64f64
"ID"-0.0013440.002872-0.0018460.002515-0.004610.0039370.0001440.001832-0.002095
"Gender"-0.0419010.198756-0.143366-0.0123850.04055-0.0108010.0104270.53310.045283
"DOB"-0.0054170.005234-0.0025140.0048040.0061140.0004920.005204-0.000032-0.002547
"Lead_Creation_Date"0.0028680.0066150.009870.001086-0.0793010.014667-0.0147680.039963-0.005199
"City_Code"0.065158-0.0920070.039832-0.0247160.060910.1445210.0597810.030293-0.028195
…………………………
"Loan_Period"-0.0156740.020818-0.0741730.4916371.0-0.0595340.145961-0.009532-0.000028
"Interest_Rate"0.242253-0.662215-0.040708-0.3561-0.0595341.0-0.284007-0.620129-0.12408
"EMI"-0.0686920.480323-0.2961460.8896930.145961-0.2840071.00.29340.040533
"Var1"-0.1143330.67349-0.0154270.296295-0.009532-0.6201290.29341.00.103802
"Approved"-0.020020.1201550.0566690.042231-0.000028-0.124080.0405330.1038021.0
" ], "text/plain": [ "shape: (22, 10)\n", @@ -1476,24 +1453,27 @@ "│ str ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ f64 ┆ f64 ┆ f64 │\n", "│ ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ ┆ ┆ │\n", "╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡\n", - "│ ID ┆ NaN ┆ NaN ┆ NaN ┆ … ┆ NaN ┆ NaN ┆ NaN ┆ NaN │\n", - "│ Gender ┆ NaN ┆ NaN ┆ NaN ┆ … ┆ NaN ┆ NaN ┆ NaN ┆ NaN │\n", - "│ DOB ┆ NaN ┆ NaN ┆ NaN ┆ … ┆ NaN ┆ NaN ┆ NaN ┆ NaN │\n", - "│ Lead_Crea ┆ NaN ┆ NaN ┆ NaN ┆ … ┆ NaN ┆ NaN ┆ NaN ┆ NaN │\n", - "│ tion_Date ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", - "│ City_Code ┆ NaN ┆ NaN ┆ NaN ┆ … ┆ NaN ┆ NaN ┆ NaN ┆ NaN │\n", + "│ ID ┆ -0.001344 ┆ 0.002872 ┆ -0.001846 ┆ … ┆ 0.003937 ┆ 0.000144 ┆ 0.001832 ┆ -0.00209 │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │\n", + "│ Gender ┆ -0.041901 ┆ 0.198756 ┆ -0.143366 ┆ … ┆ -0.010801 ┆ 0.010427 ┆ 0.5331 ┆ 0.045283 │\n", + "│ DOB ┆ -0.005417 ┆ 0.005234 ┆ -0.002514 ┆ … ┆ 0.000492 ┆ 0.005204 ┆ -0.000032 ┆ -0.00254 │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │\n", + "│ Lead_Crea ┆ 0.002868 ┆ 0.006615 ┆ 0.00987 ┆ … ┆ 0.014667 ┆ -0.014768 ┆ 0.039963 ┆ -0.00519 │\n", + "│ tion_Date ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 9 │\n", + "│ City_Code ┆ 0.065158 ┆ -0.092007 ┆ 0.039832 ┆ … ┆ 0.144521 ┆ 0.059781 ┆ 0.030293 ┆ -0.02819 │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │\n", "│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n", - "│ Loan_Peri ┆ -0.007449 ┆ -0.003671 ┆ -0.004603 ┆ … ┆ -0.096629 ┆ 0.083965 ┆ -0.065702 ┆ -0.00037 │\n", - "│ od ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 5 │\n", - "│ Interest_ ┆ 0.177605 ┆ -0.014789 ┆ -0.023001 ┆ … ┆ 1.0 ┆ -0.241648 ┆ -0.554138 ┆ -0.09438 │\n", - "│ Rate ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7 │\n", - "│ EMI ┆ -0.051729 ┆ 0.035163 ┆ 0.000813 ┆ … ┆ -0.241648 ┆ 1.0 ┆ 0.293474 ┆ 0.050129 │\n", - "│ Var1 ┆ -0.124415 ┆ 0.024854 ┆ 0.00662 ┆ … ┆ -0.554138 ┆ 0.293474 ┆ 1.0 ┆ 0.11244 │\n", - "│ Approved ┆ -0.019413 ┆ 0.000472 ┆ 0.027821 ┆ … ┆ -0.094387 ┆ 0.050129 ┆ 0.11244 ┆ 1.0 │\n", + "│ Loan_Peri ┆ -0.015674 ┆ 0.020818 ┆ -0.074173 ┆ … ┆ -0.059534 ┆ 0.145961 ┆ -0.009532 ┆ -0.00002 │\n", + "│ od ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 8 │\n", + "│ Interest_ ┆ 0.242253 ┆ -0.662215 ┆ -0.040708 ┆ … ┆ 1.0 ┆ -0.284007 ┆ -0.620129 ┆ -0.12408 │\n", + "│ Rate ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ EMI ┆ -0.068692 ┆ 0.480323 ┆ -0.296146 ┆ … ┆ -0.284007 ┆ 1.0 ┆ 0.2934 ┆ 0.040533 │\n", + "│ Var1 ┆ -0.114333 ┆ 0.67349 ┆ -0.015427 ┆ … ┆ -0.620129 ┆ 0.2934 ┆ 1.0 ┆ 0.103802 │\n", + "│ Approved ┆ -0.02002 ┆ 0.120155 ┆ 0.056669 ┆ … ┆ -0.12408 ┆ 0.040533 ┆ 0.103802 ┆ 1.0 │\n", "└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1504,58 +1484,58 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='100%'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='8px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='2px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='2px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='8px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), row_striping_background_color=OptionsInfo(scss=True, category='row', type='value', value='rgba(128,128,128,0.05)'), row_striping_include_stub=OptionsInfo(scss=False, category='row', type='boolean', value=False), row_striping_include_table_body=OptionsInfo(scss=False, category='row', type='boolean', value=False), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐\n", + "│ column ┆ Employer_ ┆ Monthly_I ┆ Existing_ ┆ … ┆ Interest_ ┆ EMI ┆ Var1 ┆ Approved │\n", + "│ --- ┆ Category2 ┆ ncome ┆ EMI ┆ ┆ Rate ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ f64 ┆ f64 ┆ f64 │\n", + "│ ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ ┆ ┆ │\n", + "╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡\n", + "│ Monthly_I ┆ -0.109954 ┆ 1.0 ┆ 0.170825 ┆ … ┆ -0.662215 ┆ 0.480323 ┆ 0.67349 ┆ 0.120155 │\n", + "│ ncome ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "│ Existing_ ┆ 0.034867 ┆ 0.170825 ┆ 1.0 ┆ … ┆ -0.040708 ┆ -0.296146 ┆ -0.015427 ┆ 0.056669 │\n", + "│ EMI ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", + "└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘, _body=, _boxhead=Boxhead([ColInfo(var='column', type=, column_label='column', column_align='left', column_width=None), ColInfo(var='Employer_Category2', type=, column_label='Employer_Category2', column_align='right', column_width=None), ColInfo(var='Monthly_Income', type=, column_label='Monthly_Income', column_align='right', column_width=None), ColInfo(var='Existing_EMI', type=, column_label='Existing_EMI', column_align='right', column_width=None), ColInfo(var='Loan_Amount', type=, column_label='Loan_Amount', column_align='right', column_width=None), ColInfo(var='Loan_Period', type=, column_label='Loan_Period', column_align='right', column_width=None), ColInfo(var='Interest_Rate', type=, column_label='Interest_Rate', column_align='right', column_width=None), ColInfo(var='EMI', type=, column_label='EMI', column_align='right', column_width=None), ColInfo(var='Var1', type=, column_label='Var1', column_align='right', column_width=None), ColInfo(var='Approved', type=, column_label='Approved', column_align='right', column_width=None)]), _stub=, _spanners=Spanners([]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead=None, _source_notes=[], _footnotes=[], _styles=[StyleInfo(locname=LocBody(columns='Employer_Category2', rows=[0]), grpname=None, colname='Employer_Category2', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#550281')]), StyleInfo(locname=LocBody(columns='Employer_Category2', rows=[1]), grpname=None, colname='Employer_Category2', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#630278')]), StyleInfo(locname=LocBody(columns='Monthly_Income', rows=[0]), grpname=None, colname='Monthly_Income', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#bd0237')]), StyleInfo(locname=LocBody(columns='Monthly_Income', rows=[1]), grpname=None, colname='Monthly_Income', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#6f026f')]), StyleInfo(locname=LocBody(columns='Existing_EMI', rows=[0]), grpname=None, colname='Existing_EMI', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#6f026f')]), StyleInfo(locname=LocBody(columns='Existing_EMI', rows=[1]), grpname=None, colname='Existing_EMI', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#bd0237')]), StyleInfo(locname=LocBody(columns='Loan_Amount', rows=[0]), grpname=None, colname='Loan_Amount', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#8c025a')]), StyleInfo(locname=LocBody(columns='Loan_Amount', rows=[1]), grpname=None, colname='Loan_Amount', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#4a0289')]), StyleInfo(locname=LocBody(columns='Loan_Period', rows=[0]), grpname=None, colname='Loan_Period', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#610279')]), StyleInfo(locname=LocBody(columns='Loan_Period', rows=[1]), grpname=None, colname='Loan_Period', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#59027f')]), StyleInfo(locname=LocBody(columns='Interest_Rate', rows=[0]), grpname=None, colname='Interest_Rate', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#2202a6')]), StyleInfo(locname=LocBody(columns='Interest_Rate', rows=[1]), grpname=None, colname='Interest_Rate', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#5c027d')]), StyleInfo(locname=LocBody(columns='EMI', rows=[0]), grpname=None, colname='EMI', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#8c025a')]), StyleInfo(locname=LocBody(columns='EMI', rows=[1]), grpname=None, colname='EMI', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#44028e')]), StyleInfo(locname=LocBody(columns='Var1', rows=[0]), grpname=None, colname='Var1', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#9e024d')]), StyleInfo(locname=LocBody(columns='Var1', rows=[1]), grpname=None, colname='Var1', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#5e027b')]), StyleInfo(locname=LocBody(columns='Approved', rows=[0]), grpname=None, colname='Approved', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#6b0272')]), StyleInfo(locname=LocBody(columns='Approved', rows=[1]), grpname=None, colname='Approved', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#650276')])], _locale=, _formats=[], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_additional_css=OptionsInfo(scss=False, category='table', type='values', value=[]), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='solid'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='solid'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='125%'), heading_title_font_weight=OptionsInfo(scss=True, 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type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1633,58 +1613,58 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
Monthly_Income0.002−0.1101.0000.2460.040−0.004−0.0150.0350.0250.0000.1710.4810.021−0.6620.4800.6730.120
Existing_EMI−0.0170.2460.0350.1711.0000.009−0.005−0.0230.0010.0070.028−0.225−0.074−0.041−0.296−0.0150.057
\n", @@ -1706,27 +1686,27 @@ "\n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "\n", "\n", @@ -1744,14 +1724,14 @@ "│ str ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ f64 ┆ f64 ┆ f64 │\n", "│ ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ ┆ ┆ │\n", "╞════════════╪════════════╪═══════════╪═══════════╪═══╪═══════════╪══════════╪══════════╪══════════╡\n", - "│ Monthly_In ┆ 0.001546 ┆ 1.0 ┆ 0.245826 ┆ … ┆ -0.014789 ┆ 0.035163 ┆ 0.024854 ┆ 0.000472 │\n", + "│ Monthly_In ┆ 0.377548 ┆ 0.999957 ┆ 0.109975 ┆ … ┆ 0.897349 ┆ 0.873183 ┆ 0.484005 ┆ 0.027934 │\n", "│ come ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", - "│ Existing_E ┆ -0.017074 ┆ 0.245826 ┆ 1.0 ┆ … ┆ -0.023001 ┆ 0.000813 ┆ 0.00662 ┆ 0.027821 │\n", + "│ Existing_E ┆ 0.385481 ┆ 0.119638 ┆ 0.999946 ┆ … ┆ 0.868431 ┆ 0.874944 ┆ 0.045564 ┆ 0.012015 │\n", "│ MI ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", - "└────────────┴────────────┴───────────┴───────────┴───┴───────────┴──────────┴──────────┴──────────┘, _body=, _boxhead=Boxhead([ColInfo(var='column', type=, column_label='column', column_align='left', column_width=None), ColInfo(var='Employer_Category2', type=, column_label='Employer_Category2', column_align='right', column_width=None), ColInfo(var='Monthly_Income', type=, column_label='Monthly_Income', column_align='right', column_width=None), ColInfo(var='Existing_EMI', type=, column_label='Existing_EMI', column_align='right', column_width=None), ColInfo(var='Loan_Amount', type=, column_label='Loan_Amount', column_align='right', column_width=None), ColInfo(var='Loan_Period', type=, column_label='Loan_Period', column_align='right', column_width=None), ColInfo(var='Interest_Rate', type=, column_label='Interest_Rate', column_align='right', column_width=None), ColInfo(var='EMI', type=, column_label='EMI', 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styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#a2024a')]), StyleInfo(locname=LocBody(columns='Loan_Amount', rows=[1]), grpname=None, colname='Loan_Amount', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#a2024b')]), StyleInfo(locname=LocBody(columns='Loan_Period', rows=[0]), grpname=None, colname='Loan_Period', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#9d024e')]), StyleInfo(locname=LocBody(columns='Loan_Period', rows=[1]), grpname=None, colname='Loan_Period', rownum=1, colnum=None, 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quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1762,58 +1742,58 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
\n", + "
\n", "\n", "
Monthly_Income0.0020.3781.0000.2460.040−0.004−0.0150.0350.0250.0000.1100.7110.6550.8970.8730.4840.028
Existing_EMI−0.0170.2460.3850.1201.0000.009−0.005−0.0230.0010.0070.0280.7070.7000.8680.8750.0460.012
\n", @@ -1908,10 +1888,10 @@ "│ EMI ┆ {[0.9892, 0.8522, … 0.645237]} ┆ 0.680461 ┆ 69713 │\n", "│ Var1 ┆ {[0.0, 0.0, … 0.0]} ┆ 0.0 ┆ 69713 │\n", "│ Approved ┆ {[0.0, 0.0, … 0.0]} ┆ 0.0 ┆ 69713 │\n", - "└────────────────────┴────────────────────────────────┴──────────┴───────┘, _body=, _boxhead=Boxhead([ColInfo(var='column', type=, column_label='column', column_align='left', column_width=None), ColInfo(var='percentages in row groups', type=, column_label='percentages in row groups', column_align='center', column_width=None), ColInfo(var='null%', type=, column_label='null%', column_align='right', column_width=None), ColInfo(var='total', type=, column_label='total', column_align='right', column_width=None)]), _stub=, _spanners=Spanners([]), _heading=Heading(title='Null Distribution', subtitle=None, preheader=None), _stubhead='column', _source_notes=[], _footnotes=[], _styles=[], _locale=, _formats=[, , ], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, 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\n", "" ], "text/plain": [ "alt.LayerChart(...)" ] }, - "execution_count": 33, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -2759,7 +2739,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -2767,23 +2747,23 @@ "text/html": [ "\n", "\n", - "
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\n", "" ], "text/plain": [ "alt.LayerChart(...)" ] }, - "execution_count": 34, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -2851,7 +2831,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -2859,23 +2839,23 @@ "text/html": [ "\n", "\n", - "
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\n", "" ], "text/plain": [ "alt.VConcatChart(...)" ] }, - "execution_count": 35, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } diff --git a/python/polars_ds/diagnosis.py b/python/polars_ds/diagnosis.py index 6253aa3..2b0a70d 100644 --- a/python/polars_ds/diagnosis.py +++ b/python/polars_ds/diagnosis.py @@ -460,7 +460,7 @@ def corr( self._frame.select( # This calls corr from .stats pl.lit(x).alias("column"), - *(corr(x, y).alias(y) for y in self.numerics), + *(corr(x, y, method = method).alias(y) for y in self.numerics), ) for x in to_check ]