pushing files to the repo from the example!
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README.md
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The model plot is below.
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<style>#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 {color: black;background-color: white;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 pre{padding: 0;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-toggleable {background-color: white;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 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-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 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-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-estimator:hover {background-color: #d4ebff;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-item {z-index: 1;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-parallel-item:only-child::after {width: 0;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 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-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 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-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8 div.sk-text-repr-fallback {display: none;}</style><div id="sk-c1c26ac2-f1f3-4e8a-9ed7-42c6aa341ad8" class="sk-top-container" style="overflow: auto;"><div class="sk-text-repr-fallback"><pre>Pipeline(steps=[('preprocessor',ColumnTransformer(transformers=[('num',Pipeline(steps=[('imputer',SimpleImputer(strategy='median')),('std_scaler',StandardScaler())]),['MonthlyCharges','TotalCharges', 'tenure']),('cat',OneHotEncoder(handle_unknown='ignore'),['SeniorCitizen', 'gender','Partner', 'Dependents','PhoneService','MultipleLines','InternetService','OnlineSecurity','OnlineBackup','DeviceProtection','TechSupport', 'StreamingTV','StreamingMovies','Contract','PaperlessBilling','PaymentMethod'])])),('classifier',LogisticRegression(class_weight='balanced', 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="93f46565-5158-493c-8f34-2dc2d417e37f" type="checkbox" ><label for="93f46565-5158-493c-8f34-2dc2d417e37f" class="sk-toggleable__label sk-toggleable__label-arrow">Pipeline</label><div class="sk-toggleable__content"><pre>Pipeline(steps=[('preprocessor',ColumnTransformer(transformers=[('num',Pipeline(steps=[('imputer',SimpleImputer(strategy='median')),('std_scaler',StandardScaler())]),['MonthlyCharges','TotalCharges', 'tenure']),('cat',OneHotEncoder(handle_unknown='ignore'),['SeniorCitizen', 'gender','Partner', 'Dependents','PhoneService','MultipleLines','InternetService','OnlineSecurity','OnlineBackup','DeviceProtection','TechSupport', 'StreamingTV','StreamingMovies','Contract','PaperlessBilling','PaymentMethod'])])),('classifier',LogisticRegression(class_weight='balanced', 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="a2ddaa6d-5b0c-43dd-90f7-1db684f11570" type="checkbox" ><label for="a2ddaa6d-5b0c-43dd-90f7-1db684f11570" class="sk-toggleable__label sk-toggleable__label-arrow">preprocessor: ColumnTransformer</label><div class="sk-toggleable__content"><pre>ColumnTransformer(transformers=[('num',Pipeline(steps=[('imputer',SimpleImputer(strategy='median')),('std_scaler',StandardScaler())]),['MonthlyCharges', 'TotalCharges', 'tenure']),('cat', OneHotEncoder(handle_unknown='ignore'),['SeniorCitizen', 'gender', 'Partner','Dependents', 'PhoneService', 'MultipleLines','InternetService', 'OnlineSecurity','OnlineBackup', 'DeviceProtection','TechSupport', 'StreamingTV','StreamingMovies', 'Contract','PaperlessBilling', 'PaymentMethod'])])</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="ddfb7a55-351c-43c0-b8f2-5cb33b0d1501" type="checkbox" ><label for="ddfb7a55-351c-43c0-b8f2-5cb33b0d1501" class="sk-toggleable__label sk-toggleable__label-arrow">num</label><div class="sk-toggleable__content"><pre>['MonthlyCharges', 'TotalCharges', 'tenure']</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="0989d790-04ab-4fe3-a51a-080e9c8c8f24" type="checkbox" ><label for="0989d790-04ab-4fe3-a51a-080e9c8c8f24" class="sk-toggleable__label sk-toggleable__label-arrow">SimpleImputer</label><div class="sk-toggleable__content"><pre>SimpleImputer(strategy='median')</pre></div></div></div><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="4020d998-8431-401f-8b22-247f725ca262" type="checkbox" ><label for="4020d998-8431-401f-8b22-247f725ca262" 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="6cb0bc33-dace-45f6-b877-d135763cea7d" type="checkbox" ><label for="6cb0bc33-dace-45f6-b877-d135763cea7d" class="sk-toggleable__label sk-toggleable__label-arrow">cat</label><div class="sk-toggleable__content"><pre>['SeniorCitizen', 'gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod']</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="7bdf37e2-a500-42a1-a3f9-afd7a5fd9b94" type="checkbox" ><label for="7bdf37e2-a500-42a1-a3f9-afd7a5fd9b94" class="sk-toggleable__label sk-toggleable__label-arrow">OneHotEncoder</label><div class="sk-toggleable__content"><pre>OneHotEncoder(handle_unknown='ignore')</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="4a2f97f4-e9c2-4f42-9c46-c6b6f049eab4" type="checkbox" ><label for="4a2f97f4-e9c2-4f42-9c46-c6b6f049eab4" class="sk-toggleable__label sk-toggleable__label-arrow">LogisticRegression</label><div class="sk-toggleable__content"><pre>LogisticRegression(class_weight='balanced', 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-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=[('preprocessor',ColumnTransformer(transformers=[('num',Pipeline(steps=[('imputer',SimpleImputer(strategy='median')),('std_scaler',StandardScaler())]),['MonthlyCharges','TotalCharges', 'tenure']),('cat',OneHotEncoder(handle_unknown='ignore'),['SeniorCitizen', 'gender','Partner', 'Dependents','PhoneService','MultipleLines','InternetService','OnlineSecurity','OnlineBackup','DeviceProtection','TechSupport', 'StreamingTV','StreamingMovies','Contract','PaperlessBilling','PaymentMethod'])])),('classifier',LogisticRegression(class_weight='balanced', 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=[('preprocessor',ColumnTransformer(transformers=[('num',Pipeline(steps=[('imputer',SimpleImputer(strategy='median')),('std_scaler',StandardScaler())]),['MonthlyCharges','TotalCharges', 'tenure']),('cat',OneHotEncoder(handle_unknown='ignore'),['SeniorCitizen', 'gender','Partner', 'Dependents','PhoneService','MultipleLines','InternetService','OnlineSecurity','OnlineBackup','DeviceProtection','TechSupport', 'StreamingTV','StreamingMovies','Contract','PaperlessBilling','PaymentMethod'])])),('classifier',LogisticRegression(class_weight='balanced', 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=[('num',Pipeline(steps=[('imputer',SimpleImputer(strategy='median')),('std_scaler',StandardScaler())]),['MonthlyCharges', 'TotalCharges', 'tenure']),('cat', OneHotEncoder(handle_unknown='ignore'),['SeniorCitizen', 'gender', 'Partner','Dependents', 'PhoneService', 'MultipleLines','InternetService', 'OnlineSecurity','OnlineBackup', 'DeviceProtection','TechSupport', 'StreamingTV','StreamingMovies', 'Contract','PaperlessBilling', 'PaymentMethod'])])</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>['MonthlyCharges', 'TotalCharges', 'tenure']</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='median')</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>['SeniorCitizen', 'gender', 'Partner', 'Dependents', 'PhoneService', 'MultipleLines', 'InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract', 'PaperlessBilling', 'PaymentMethod']</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='ignore')</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='balanced', max_iter=300)</pre></div></div></div></div></div></div></div>
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## Evaluation Results
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