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@@ -160,7 +160,7 @@ The model is trained with below hyperparameters.
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  The model plot is below.
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- <style>#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce {color: black;background-color: white;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce pre{padding: 0;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-toggleable {background-color: white;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-estimator:hover {background-color: #d4ebff;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-item {z-index: 1;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-parallel-item:only-child::after {width: 0;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce div.sk-text-repr-fallback {display: none;}</style><div id="sk-9dc24eb3-bb7d-47bd-974a-b0329be277ce" class="sk-top-container" style="overflow: auto;"><div class="sk-text-repr-fallback"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,ColumnTransformer(transformers=[(&#x27;num&#x27;,Pipeline(steps=[(&#x27;imputer&#x27;,SimpleImputer(strategy=&#x27;median&#x27;)),(&#x27;std_scaler&#x27;,StandardScaler())]),[&#x27;MonthlyCharges&#x27;,&#x27;TotalCharges&#x27;, &#x27;tenure&#x27;]),(&#x27;cat&#x27;,OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),[&#x27;SeniorCitizen&#x27;, &#x27;gender&#x27;,&#x27;Partner&#x27;, &#x27;Dependents&#x27;,&#x27;PhoneService&#x27;,&#x27;MultipleLines&#x27;,&#x27;InternetService&#x27;,&#x27;OnlineSecurity&#x27;,&#x27;OnlineBackup&#x27;,&#x27;DeviceProtection&#x27;,&#x27;TechSupport&#x27;, &#x27;StreamingTV&#x27;,&#x27;StreamingMovies&#x27;,&#x27;Contract&#x27;,&#x27;PaperlessBilling&#x27;,&#x27;PaymentMethod&#x27;])])),(&#x27;classifier&#x27;,LogisticRegression(class_weight=&#x27;balanced&#x27;, max_iter=300))])</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="7c31c752-7d85-4921-a6c4-ec0447acb998" type="checkbox" ><label for="7c31c752-7d85-4921-a6c4-ec0447acb998" class="sk-toggleable__label sk-toggleable__label-arrow">Pipeline</label><div class="sk-toggleable__content"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,ColumnTransformer(transformers=[(&#x27;num&#x27;,Pipeline(steps=[(&#x27;imputer&#x27;,SimpleImputer(strategy=&#x27;median&#x27;)),(&#x27;std_scaler&#x27;,StandardScaler())]),[&#x27;MonthlyCharges&#x27;,&#x27;TotalCharges&#x27;, &#x27;tenure&#x27;]),(&#x27;cat&#x27;,OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),[&#x27;SeniorCitizen&#x27;, &#x27;gender&#x27;,&#x27;Partner&#x27;, &#x27;Dependents&#x27;,&#x27;PhoneService&#x27;,&#x27;MultipleLines&#x27;,&#x27;InternetService&#x27;,&#x27;OnlineSecurity&#x27;,&#x27;OnlineBackup&#x27;,&#x27;DeviceProtection&#x27;,&#x27;TechSupport&#x27;, &#x27;StreamingTV&#x27;,&#x27;StreamingMovies&#x27;,&#x27;Contract&#x27;,&#x27;PaperlessBilling&#x27;,&#x27;PaymentMethod&#x27;])])),(&#x27;classifier&#x27;,LogisticRegression(class_weight=&#x27;balanced&#x27;, max_iter=300))])</pre></div></div></div><div class="sk-serial"><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="5de544af-e07b-4a08-8744-a555583d19ac" type="checkbox" ><label for="5de544af-e07b-4a08-8744-a555583d19ac" class="sk-toggleable__label sk-toggleable__label-arrow">preprocessor: ColumnTransformer</label><div class="sk-toggleable__content"><pre>ColumnTransformer(transformers=[(&#x27;num&#x27;,Pipeline(steps=[(&#x27;imputer&#x27;,SimpleImputer(strategy=&#x27;median&#x27;)),(&#x27;std_scaler&#x27;,StandardScaler())]),[&#x27;MonthlyCharges&#x27;, &#x27;TotalCharges&#x27;, &#x27;tenure&#x27;]),(&#x27;cat&#x27;, OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),[&#x27;SeniorCitizen&#x27;, &#x27;gender&#x27;, &#x27;Partner&#x27;,&#x27;Dependents&#x27;, &#x27;PhoneService&#x27;, &#x27;MultipleLines&#x27;,&#x27;InternetService&#x27;, &#x27;OnlineSecurity&#x27;,&#x27;OnlineBackup&#x27;, &#x27;DeviceProtection&#x27;,&#x27;TechSupport&#x27;, &#x27;StreamingTV&#x27;,&#x27;StreamingMovies&#x27;, &#x27;Contract&#x27;,&#x27;PaperlessBilling&#x27;, &#x27;PaymentMethod&#x27;])])</pre></div></div></div><div class="sk-parallel"><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="247500c5-51f6-431a-adf0-d4bd58143c19" type="checkbox" ><label for="247500c5-51f6-431a-adf0-d4bd58143c19" class="sk-toggleable__label sk-toggleable__label-arrow">num</label><div class="sk-toggleable__content"><pre>[&#x27;MonthlyCharges&#x27;, &#x27;TotalCharges&#x27;, &#x27;tenure&#x27;]</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="39b0af70-55dc-4c9f-ae6b-4da083ab5443" type="checkbox" ><label for="39b0af70-55dc-4c9f-ae6b-4da083ab5443" class="sk-toggleable__label sk-toggleable__label-arrow">SimpleImputer</label><div class="sk-toggleable__content"><pre>SimpleImputer(strategy=&#x27;median&#x27;)</pre></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="8a7151d6-758e-403f-9962-517bde532d6d" type="checkbox" ><label for="8a7151d6-758e-403f-9962-517bde532d6d" class="sk-toggleable__label sk-toggleable__label-arrow">StandardScaler</label><div class="sk-toggleable__content"><pre>StandardScaler()</pre></div></div></div></div></div></div></div></div><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="4b22b160-5c16-402e-884d-b12e8045c3f1" type="checkbox" ><label for="4b22b160-5c16-402e-884d-b12e8045c3f1" class="sk-toggleable__label sk-toggleable__label-arrow">cat</label><div class="sk-toggleable__content"><pre>[&#x27;SeniorCitizen&#x27;, &#x27;gender&#x27;, &#x27;Partner&#x27;, &#x27;Dependents&#x27;, &#x27;PhoneService&#x27;, &#x27;MultipleLines&#x27;, &#x27;InternetService&#x27;, &#x27;OnlineSecurity&#x27;, &#x27;OnlineBackup&#x27;, &#x27;DeviceProtection&#x27;, &#x27;TechSupport&#x27;, &#x27;StreamingTV&#x27;, &#x27;StreamingMovies&#x27;, &#x27;Contract&#x27;, &#x27;PaperlessBilling&#x27;, &#x27;PaymentMethod&#x27;]</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="afed00da-c3e9-46e4-953e-87e593128fe8" type="checkbox" ><label for="afed00da-c3e9-46e4-953e-87e593128fe8" class="sk-toggleable__label sk-toggleable__label-arrow">OneHotEncoder</label><div class="sk-toggleable__content"><pre>OneHotEncoder(handle_unknown=&#x27;ignore&#x27;)</pre></div></div></div></div></div></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="83bd07ab-47bf-4ea3-afbb-2caa0595bc91" type="checkbox" ><label for="83bd07ab-47bf-4ea3-afbb-2caa0595bc91" class="sk-toggleable__label sk-toggleable__label-arrow">LogisticRegression</label><div class="sk-toggleable__content"><pre>LogisticRegression(class_weight=&#x27;balanced&#x27;, max_iter=300)</pre></div></div></div></div></div></div></div>
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  ## Evaluation Results
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  The model plot is below.
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+ <style>#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 {color: black;background-color: white;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 pre{padding: 0;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-toggleable {background-color: white;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-item {z-index: 1;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-parallel-item:only-child::after {width: 0;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-f0122ce0-64cb-41b3-8d66-0b116516efc3 div.sk-text-repr-fallback {display: none;}</style><div id="sk-f0122ce0-64cb-41b3-8d66-0b116516efc3" class="sk-top-container" style="overflow: auto;"><div class="sk-text-repr-fallback"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,ColumnTransformer(transformers=[(&#x27;num&#x27;,Pipeline(steps=[(&#x27;imputer&#x27;,SimpleImputer(strategy=&#x27;median&#x27;)),(&#x27;std_scaler&#x27;,StandardScaler())]),[&#x27;MonthlyCharges&#x27;,&#x27;TotalCharges&#x27;, &#x27;tenure&#x27;]),(&#x27;cat&#x27;,OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),[&#x27;SeniorCitizen&#x27;, &#x27;gender&#x27;,&#x27;Partner&#x27;, &#x27;Dependents&#x27;,&#x27;PhoneService&#x27;,&#x27;MultipleLines&#x27;,&#x27;InternetService&#x27;,&#x27;OnlineSecurity&#x27;,&#x27;OnlineBackup&#x27;,&#x27;DeviceProtection&#x27;,&#x27;TechSupport&#x27;, &#x27;StreamingTV&#x27;,&#x27;StreamingMovies&#x27;,&#x27;Contract&#x27;,&#x27;PaperlessBilling&#x27;,&#x27;PaymentMethod&#x27;])])),(&#x27;classifier&#x27;,LogisticRegression(class_weight=&#x27;balanced&#x27;, max_iter=300))])</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="193bb424-11e4-4240-a49c-2b9ff9c16021" type="checkbox" ><label for="193bb424-11e4-4240-a49c-2b9ff9c16021" class="sk-toggleable__label sk-toggleable__label-arrow">Pipeline</label><div class="sk-toggleable__content"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,ColumnTransformer(transformers=[(&#x27;num&#x27;,Pipeline(steps=[(&#x27;imputer&#x27;,SimpleImputer(strategy=&#x27;median&#x27;)),(&#x27;std_scaler&#x27;,StandardScaler())]),[&#x27;MonthlyCharges&#x27;,&#x27;TotalCharges&#x27;, &#x27;tenure&#x27;]),(&#x27;cat&#x27;,OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),[&#x27;SeniorCitizen&#x27;, &#x27;gender&#x27;,&#x27;Partner&#x27;, &#x27;Dependents&#x27;,&#x27;PhoneService&#x27;,&#x27;MultipleLines&#x27;,&#x27;InternetService&#x27;,&#x27;OnlineSecurity&#x27;,&#x27;OnlineBackup&#x27;,&#x27;DeviceProtection&#x27;,&#x27;TechSupport&#x27;, &#x27;StreamingTV&#x27;,&#x27;StreamingMovies&#x27;,&#x27;Contract&#x27;,&#x27;PaperlessBilling&#x27;,&#x27;PaymentMethod&#x27;])])),(&#x27;classifier&#x27;,LogisticRegression(class_weight=&#x27;balanced&#x27;, max_iter=300))])</pre></div></div></div><div class="sk-serial"><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="54004708-11cd-4f85-bff3-744af144ae72" type="checkbox" ><label for="54004708-11cd-4f85-bff3-744af144ae72" class="sk-toggleable__label sk-toggleable__label-arrow">preprocessor: ColumnTransformer</label><div class="sk-toggleable__content"><pre>ColumnTransformer(transformers=[(&#x27;num&#x27;,Pipeline(steps=[(&#x27;imputer&#x27;,SimpleImputer(strategy=&#x27;median&#x27;)),(&#x27;std_scaler&#x27;,StandardScaler())]),[&#x27;MonthlyCharges&#x27;, &#x27;TotalCharges&#x27;, &#x27;tenure&#x27;]),(&#x27;cat&#x27;, OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),[&#x27;SeniorCitizen&#x27;, &#x27;gender&#x27;, &#x27;Partner&#x27;,&#x27;Dependents&#x27;, &#x27;PhoneService&#x27;, &#x27;MultipleLines&#x27;,&#x27;InternetService&#x27;, &#x27;OnlineSecurity&#x27;,&#x27;OnlineBackup&#x27;, &#x27;DeviceProtection&#x27;,&#x27;TechSupport&#x27;, &#x27;StreamingTV&#x27;,&#x27;StreamingMovies&#x27;, &#x27;Contract&#x27;,&#x27;PaperlessBilling&#x27;, &#x27;PaymentMethod&#x27;])])</pre></div></div></div><div class="sk-parallel"><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="53cbe948-0bd7-4512-874e-7c0e8287ebf2" type="checkbox" ><label for="53cbe948-0bd7-4512-874e-7c0e8287ebf2" class="sk-toggleable__label sk-toggleable__label-arrow">num</label><div class="sk-toggleable__content"><pre>[&#x27;MonthlyCharges&#x27;, &#x27;TotalCharges&#x27;, &#x27;tenure&#x27;]</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="9748155a-6575-4ba1-b5a2-9171c6ac1a11" type="checkbox" ><label for="9748155a-6575-4ba1-b5a2-9171c6ac1a11" class="sk-toggleable__label sk-toggleable__label-arrow">SimpleImputer</label><div class="sk-toggleable__content"><pre>SimpleImputer(strategy=&#x27;median&#x27;)</pre></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="27303a89-9235-4743-862c-fa1959656bb7" type="checkbox" ><label for="27303a89-9235-4743-862c-fa1959656bb7" class="sk-toggleable__label sk-toggleable__label-arrow">StandardScaler</label><div class="sk-toggleable__content"><pre>StandardScaler()</pre></div></div></div></div></div></div></div></div><div class="sk-parallel-item"><div class="sk-item"><div class="sk-label-container"><div class="sk-label sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="0a07f5b9-db03-4bf5-bc2c-9b3f60e6ab16" type="checkbox" ><label for="0a07f5b9-db03-4bf5-bc2c-9b3f60e6ab16" class="sk-toggleable__label sk-toggleable__label-arrow">cat</label><div class="sk-toggleable__content"><pre>[&#x27;SeniorCitizen&#x27;, &#x27;gender&#x27;, &#x27;Partner&#x27;, &#x27;Dependents&#x27;, &#x27;PhoneService&#x27;, &#x27;MultipleLines&#x27;, &#x27;InternetService&#x27;, &#x27;OnlineSecurity&#x27;, &#x27;OnlineBackup&#x27;, &#x27;DeviceProtection&#x27;, &#x27;TechSupport&#x27;, &#x27;StreamingTV&#x27;, &#x27;StreamingMovies&#x27;, &#x27;Contract&#x27;, &#x27;PaperlessBilling&#x27;, &#x27;PaymentMethod&#x27;]</pre></div></div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="d985852a-65b0-4b77-897a-82c0ef3fa365" type="checkbox" ><label for="d985852a-65b0-4b77-897a-82c0ef3fa365" class="sk-toggleable__label sk-toggleable__label-arrow">OneHotEncoder</label><div class="sk-toggleable__content"><pre>OneHotEncoder(handle_unknown=&#x27;ignore&#x27;)</pre></div></div></div></div></div></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="050e23d8-6e98-4cfa-9ff8-cc01091c6a1f" type="checkbox" ><label for="050e23d8-6e98-4cfa-9ff8-cc01091c6a1f" class="sk-toggleable__label sk-toggleable__label-arrow">LogisticRegression</label><div class="sk-toggleable__content"><pre>LogisticRegression(class_weight=&#x27;balanced&#x27;, max_iter=300)</pre></div></div></div></div></div></div></div>
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  ## Evaluation Results
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