update model
Browse files- README.md +81 -78
- config.json +12 -12
- hw4_mmcar25_classifier.pkl +2 -2
README.md
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@@ -9,31 +9,25 @@ model_file: hw4_mmcar25_classifier.pkl
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widget:
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- structuredData:
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Age:
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Contract Length_Annual:
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Contract Length_Monthly:
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Contract Length_Quarterly:
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CustomerID:
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Gender_Female:
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Gender_Male:
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Last Interaction:
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Payment Delay:
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Subscription Type_Basic:
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Subscription Type_Premium:
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Usage Frequency:
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---
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# Model description
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<details>
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<summary> Click to expand </summary>
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| Hyperparameter
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|--------------------------|---------|
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</details>
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### Model Plot
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<style>#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}div.sk-parallel-item,
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div.sk-serial,
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div.sk-item {/* draw centered vertical line to link estimators */background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));background-size: 2px 100%;background-repeat: no-repeat;background-position: center center;
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}/* Parallel-specific style estimator block */#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}/* Serial-specific style estimator block */#sk-container-id-
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}/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is
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clickable and can be expanded/collapsed.
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- Pipeline and ColumnTransformer use this feature and define the default style
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- Estimators will overwrite some part of the style using the `sk-estimator` class
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*//* Pipeline and ColumnTransformer style (default) */#sk-container-id-
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}/* Toggleable label */
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#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}/* Toggleable content - dropdown */#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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}/* Pipeline/ColumnTransformer-specific style */#sk-container-id-
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}#sk-container-id-
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}/* Estimator-specific style *//* Colorize estimator box */
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#sk-container-id-
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}#sk-container-id-
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}#sk-container-id-
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#sk-container-id-
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}/* On hover, darken the color of the background */
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#sk-container-id-
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}/* Label box, darken color on hover, fitted */
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#sk-container-id-
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}/* Estimator label */#sk-container-id-
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}#sk-container-id-
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}/* Estimator-specific */
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#sk-container-id-
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}#sk-container-id-
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}/* on hover */
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#sk-container-id-
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}#sk-container-id-
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}/* Specification for estimator info (e.g. "i" and "?") *//* Common style for "i" and "?" */.sk-estimator-doc-link,
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a:link.sk-estimator-doc-link,
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a:visited.sk-estimator-doc-link {float: right;font-size: smaller;line-height: 1em;font-family: monospace;background-color: var(--sklearn-color-background);border-radius: 1em;height: 1em;width: 1em;text-decoration: none !important;margin-left: 1ex;/* unfitted */border: var(--sklearn-color-unfitted-level-1) 1pt solid;color: var(--sklearn-color-unfitted-level-1);
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.sk-estimator-doc-link span {display: none;z-index: 9999;position: relative;font-weight: normal;right: .2ex;padding: .5ex;margin: .5ex;width: min-content;min-width: 20ex;max-width: 50ex;color: var(--sklearn-color-text);box-shadow: 2pt 2pt 4pt #999;/* unfitted */background: var(--sklearn-color-unfitted-level-0);border: .5pt solid var(--sklearn-color-unfitted-level-3);
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}.sk-estimator-doc-link.fitted span {/* fitted */background: var(--sklearn-color-fitted-level-0);border: var(--sklearn-color-fitted-level-3);
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}.sk-estimator-doc-link:hover span {display: block;
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}/* "?"-specific style due to the `<a>` HTML tag */#sk-container-id-
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}#sk-container-id-
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}/* On hover */
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#sk-container-id-
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}#sk-container-id-
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}
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</style><div id="sk-container-id-
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## Evaluation Results
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| Metric | Value |
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|----------|----------|
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| f1 score | 0.
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| accuracy | 0.
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# How to Get Started with the Model
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widget:
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- structuredData:
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Age:
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- .nan
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- 39.0
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- 34.0
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Contract Length_Annual:
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- true
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- true
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Contract Length_Monthly:
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- false
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- false
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Contract Length_Quarterly:
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- false
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- false
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CustomerID:
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- 385551.0
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- 261335.0
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Gender_Female:
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- false
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Gender_Male:
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- false
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- true
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Last Interaction:
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Payment Delay:
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- 19.0
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- 7.0
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- .nan
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Subscription Type_Basic:
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- true
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Subscription Type_Premium:
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- false
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- false
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Usage Frequency:
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- 23.0
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- 28.0
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- .nan
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---
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# Model description
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<details>
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<summary> Click to expand </summary>
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| Hyperparameter | Value |
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|------------------------------|------------------------------------------------------------------|
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| memory | |
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| steps | [('Imputer', SimpleImputer()), ('rf', RandomForestClassifier())] |
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| verbose | False |
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| Imputer | SimpleImputer() |
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| rf | RandomForestClassifier() |
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| Imputer__add_indicator | False |
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| Imputer__copy | True |
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| Imputer__fill_value | |
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| Imputer__keep_empty_features | False |
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| Imputer__missing_values | nan |
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| Imputer__strategy | mean |
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| rf__bootstrap | True |
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| rf__ccp_alpha | 0.0 |
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| rf__class_weight | |
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| rf__criterion | gini |
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| rf__max_depth | |
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| rf__max_features | sqrt |
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| rf__max_leaf_nodes | |
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| rf__max_samples | |
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| rf__min_impurity_decrease | 0.0 |
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| rf__min_samples_leaf | 1 |
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| rf__min_samples_split | 2 |
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| rf__min_weight_fraction_leaf | 0.0 |
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| rf__monotonic_cst | |
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| rf__n_estimators | 100 |
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| rf__n_jobs | |
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| rf__oob_score | False |
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| rf__random_state | |
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| rf__verbose | 0 |
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| rf__warm_start | False |
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</details>
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### Model Plot
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<style>#sk-container-id-5 {/* Definition of color scheme common for light and dark mode */--sklearn-color-text: black;--sklearn-color-line: gray;/* Definition of color scheme for unfitted estimators */--sklearn-color-unfitted-level-0: #fff5e6;--sklearn-color-unfitted-level-1: #f6e4d2;--sklearn-color-unfitted-level-2: #ffe0b3;--sklearn-color-unfitted-level-3: chocolate;/* Definition of color scheme for fitted estimators */--sklearn-color-fitted-level-0: #f0f8ff;--sklearn-color-fitted-level-1: #d4ebff;--sklearn-color-fitted-level-2: #b3dbfd;--sklearn-color-fitted-level-3: cornflowerblue;/* Specific color for light theme */--sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));--sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));--sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));--sklearn-color-icon: #696969;@media (prefers-color-scheme: dark) {/* Redefinition of color scheme for dark theme */--sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));--sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));--sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));--sklearn-color-icon: #878787;}
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}#sk-container-id-5 {color: var(--sklearn-color-text);
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}#sk-container-id-5 pre {padding: 0;
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}#sk-container-id-5 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;
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}#sk-container-id-5 div.sk-dashed-wrapped {border: 1px dashed var(--sklearn-color-line);margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: var(--sklearn-color-background);
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}#sk-container-id-5 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 thedefault 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;
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}#sk-container-id-5 div.sk-text-repr-fallback {display: none;
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}div.sk-parallel-item,
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div.sk-serial,
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div.sk-item {/* draw centered vertical line to link estimators */background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));background-size: 2px 100%;background-repeat: no-repeat;background-position: center center;
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}/* Parallel-specific style estimator block */#sk-container-id-5 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 2px solid var(--sklearn-color-text-on-default-background);flex-grow: 1;
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}#sk-container-id-5 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: var(--sklearn-color-background);position: relative;
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}#sk-container-id-5 div.sk-parallel-item {display: flex;flex-direction: column;
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}#sk-container-id-5 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;
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}#sk-container-id-5 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;
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}#sk-container-id-5 div.sk-parallel-item:only-child::after {width: 0;
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}/* Serial-specific style estimator block */#sk-container-id-5 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: var(--sklearn-color-background);padding-right: 1em;padding-left: 1em;
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}/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is
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clickable and can be expanded/collapsed.
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- Pipeline and ColumnTransformer use this feature and define the default style
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- Estimators will overwrite some part of the style using the `sk-estimator` class
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*//* Pipeline and ColumnTransformer style (default) */#sk-container-id-5 div.sk-toggleable {/* Default theme specific background. It is overwritten whether we have aspecific estimator or a Pipeline/ColumnTransformer */background-color: var(--sklearn-color-background);
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}/* Toggleable label */
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#sk-container-id-5 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.5em;box-sizing: border-box;text-align: center;
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}#sk-container-id-5 label.sk-toggleable__label-arrow:before {/* Arrow on the left of the label */content: "▸";float: left;margin-right: 0.25em;color: var(--sklearn-color-icon);
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}#sk-container-id-5 label.sk-toggleable__label-arrow:hover:before {color: var(--sklearn-color-text);
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}/* Toggleable content - dropdown */#sk-container-id-5 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;/* unfitted */background-color: var(--sklearn-color-unfitted-level-0);
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}#sk-container-id-5 div.sk-toggleable__content.fitted {/* fitted */background-color: var(--sklearn-color-fitted-level-0);
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}#sk-container-id-5 div.sk-toggleable__content pre {margin: 0.2em;border-radius: 0.25em;color: var(--sklearn-color-text);/* unfitted */background-color: var(--sklearn-color-unfitted-level-0);
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}#sk-container-id-5 div.sk-toggleable__content.fitted pre {/* unfitted */background-color: var(--sklearn-color-fitted-level-0);
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}#sk-container-id-5 input.sk-toggleable__control:checked~div.sk-toggleable__content {/* Expand drop-down */max-height: 200px;max-width: 100%;overflow: auto;
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}#sk-container-id-5 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";
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}/* Pipeline/ColumnTransformer-specific style */#sk-container-id-5 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {color: var(--sklearn-color-text);background-color: var(--sklearn-color-unfitted-level-2);
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}#sk-container-id-5 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: var(--sklearn-color-fitted-level-2);
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}/* Estimator-specific style *//* Colorize estimator box */
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#sk-container-id-5 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {/* unfitted */background-color: var(--sklearn-color-unfitted-level-2);
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}#sk-container-id-5 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {/* fitted */background-color: var(--sklearn-color-fitted-level-2);
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}#sk-container-id-5 div.sk-label label.sk-toggleable__label,
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#sk-container-id-5 div.sk-label label {/* The background is the default theme color */color: var(--sklearn-color-text-on-default-background);
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}/* On hover, darken the color of the background */
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#sk-container-id-5 div.sk-label:hover label.sk-toggleable__label {color: var(--sklearn-color-text);background-color: var(--sklearn-color-unfitted-level-2);
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}/* Label box, darken color on hover, fitted */
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#sk-container-id-5 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {color: var(--sklearn-color-text);background-color: var(--sklearn-color-fitted-level-2);
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}/* Estimator label */#sk-container-id-5 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;
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}#sk-container-id-5 div.sk-label-container {text-align: center;
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}/* Estimator-specific */
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#sk-container-id-5 div.sk-estimator {font-family: monospace;border: 1px dotted var(--sklearn-color-border-box);border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;/* unfitted */background-color: var(--sklearn-color-unfitted-level-0);
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}#sk-container-id-5 div.sk-estimator.fitted {/* fitted */background-color: var(--sklearn-color-fitted-level-0);
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}/* on hover */
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#sk-container-id-5 div.sk-estimator:hover {/* unfitted */background-color: var(--sklearn-color-unfitted-level-2);
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}#sk-container-id-5 div.sk-estimator.fitted:hover {/* fitted */background-color: var(--sklearn-color-fitted-level-2);
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}/* Specification for estimator info (e.g. "i" and "?") *//* Common style for "i" and "?" */.sk-estimator-doc-link,
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| 175 |
a:link.sk-estimator-doc-link,
|
| 176 |
a:visited.sk-estimator-doc-link {float: right;font-size: smaller;line-height: 1em;font-family: monospace;background-color: var(--sklearn-color-background);border-radius: 1em;height: 1em;width: 1em;text-decoration: none !important;margin-left: 1ex;/* unfitted */border: var(--sklearn-color-unfitted-level-1) 1pt solid;color: var(--sklearn-color-unfitted-level-1);
|
|
|
|
| 190 |
.sk-estimator-doc-link span {display: none;z-index: 9999;position: relative;font-weight: normal;right: .2ex;padding: .5ex;margin: .5ex;width: min-content;min-width: 20ex;max-width: 50ex;color: var(--sklearn-color-text);box-shadow: 2pt 2pt 4pt #999;/* unfitted */background: var(--sklearn-color-unfitted-level-0);border: .5pt solid var(--sklearn-color-unfitted-level-3);
|
| 191 |
}.sk-estimator-doc-link.fitted span {/* fitted */background: var(--sklearn-color-fitted-level-0);border: var(--sklearn-color-fitted-level-3);
|
| 192 |
}.sk-estimator-doc-link:hover span {display: block;
|
| 193 |
+
}/* "?"-specific style due to the `<a>` HTML tag */#sk-container-id-5 a.estimator_doc_link {float: right;font-size: 1rem;line-height: 1em;font-family: monospace;background-color: var(--sklearn-color-background);border-radius: 1rem;height: 1rem;width: 1rem;text-decoration: none;/* unfitted */color: var(--sklearn-color-unfitted-level-1);border: var(--sklearn-color-unfitted-level-1) 1pt solid;
|
| 194 |
+
}#sk-container-id-5 a.estimator_doc_link.fitted {/* fitted */border: var(--sklearn-color-fitted-level-1) 1pt solid;color: var(--sklearn-color-fitted-level-1);
|
| 195 |
}/* On hover */
|
| 196 |
+
#sk-container-id-5 a.estimator_doc_link:hover {/* unfitted */background-color: var(--sklearn-color-unfitted-level-3);color: var(--sklearn-color-background);text-decoration: none;
|
| 197 |
+
}#sk-container-id-5 a.estimator_doc_link.fitted:hover {/* fitted */background-color: var(--sklearn-color-fitted-level-3);
|
| 198 |
}
|
| 199 |
+
</style><div id="sk-container-id-5" class="sk-top-container" style="overflow: auto;"><div class="sk-text-repr-fallback"><pre>Pipeline(steps=[('Imputer', SimpleImputer()), ('rf', RandomForestClassifier())])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class="sk-container" hidden><div class="sk-item sk-dashed-wrapped"><div class="sk-label-container"><div class="sk-label fitted sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-5" type="checkbox" ><label for="sk-estimator-id-5" class="sk-toggleable__label fitted sk-toggleable__label-arrow fitted"> Pipeline<a class="sk-estimator-doc-link fitted" rel="noreferrer" target="_blank" href="https://scikit-learn.org/1.5/modules/generated/sklearn.pipeline.Pipeline.html">?<span>Documentation for Pipeline</span></a><span class="sk-estimator-doc-link fitted">i<span>Fitted</span></span></label><div class="sk-toggleable__content fitted"><pre>Pipeline(steps=[('Imputer', SimpleImputer()), ('rf', RandomForestClassifier())])</pre></div> </div></div><div class="sk-serial"><div class="sk-item"><div class="sk-estimator fitted sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-6" type="checkbox" ><label for="sk-estimator-id-6" class="sk-toggleable__label fitted sk-toggleable__label-arrow fitted"> SimpleImputer<a class="sk-estimator-doc-link fitted" rel="noreferrer" target="_blank" href="https://scikit-learn.org/1.5/modules/generated/sklearn.impute.SimpleImputer.html">?<span>Documentation for SimpleImputer</span></a></label><div class="sk-toggleable__content fitted"><pre>SimpleImputer()</pre></div> </div></div><div class="sk-item"><div class="sk-estimator fitted sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="sk-estimator-id-7" type="checkbox" ><label for="sk-estimator-id-7" class="sk-toggleable__label fitted sk-toggleable__label-arrow fitted"> RandomForestClassifier<a class="sk-estimator-doc-link fitted" rel="noreferrer" target="_blank" href="https://scikit-learn.org/1.5/modules/generated/sklearn.ensemble.RandomForestClassifier.html">?<span>Documentation for RandomForestClassifier</span></a></label><div class="sk-toggleable__content fitted"><pre>RandomForestClassifier()</pre></div> </div></div></div></div></div></div>
|
| 200 |
|
| 201 |
## Evaluation Results
|
| 202 |
|
| 203 |
| Metric | Value |
|
| 204 |
|----------|----------|
|
| 205 |
+
| f1 score | 0.983605 |
|
| 206 |
+
| accuracy | 0.981512 |
|
| 207 |
|
| 208 |
# How to Get Started with the Model
|
| 209 |
|
config.json
CHANGED
|
@@ -23,37 +23,37 @@
|
|
| 23 |
],
|
| 24 |
"example_input": {
|
| 25 |
"Age": [
|
| 26 |
-
|
| 27 |
39.0,
|
| 28 |
34.0
|
| 29 |
],
|
| 30 |
"Contract Length_Annual": [
|
| 31 |
true,
|
| 32 |
true,
|
| 33 |
-
|
| 34 |
],
|
| 35 |
"Contract Length_Monthly": [
|
| 36 |
false,
|
| 37 |
-
|
| 38 |
false
|
| 39 |
],
|
| 40 |
"Contract Length_Quarterly": [
|
| 41 |
false,
|
| 42 |
false,
|
| 43 |
-
|
| 44 |
],
|
| 45 |
"CustomerID": [
|
| 46 |
385551.0,
|
| 47 |
261335.0,
|
| 48 |
-
|
| 49 |
],
|
| 50 |
"Gender_Female": [
|
| 51 |
false,
|
| 52 |
-
|
| 53 |
-
|
| 54 |
],
|
| 55 |
"Gender_Male": [
|
| 56 |
-
|
| 57 |
false,
|
| 58 |
true
|
| 59 |
],
|
|
@@ -65,12 +65,12 @@
|
|
| 65 |
"Payment Delay": [
|
| 66 |
19.0,
|
| 67 |
7.0,
|
| 68 |
-
|
| 69 |
],
|
| 70 |
"Subscription Type_Basic": [
|
|
|
|
| 71 |
true,
|
| 72 |
-
|
| 73 |
-
false
|
| 74 |
],
|
| 75 |
"Subscription Type_Premium": [
|
| 76 |
false,
|
|
@@ -100,7 +100,7 @@
|
|
| 100 |
"Usage Frequency": [
|
| 101 |
23.0,
|
| 102 |
28.0,
|
| 103 |
-
|
| 104 |
]
|
| 105 |
},
|
| 106 |
"model": {
|
|
|
|
| 23 |
],
|
| 24 |
"example_input": {
|
| 25 |
"Age": [
|
| 26 |
+
NaN,
|
| 27 |
39.0,
|
| 28 |
34.0
|
| 29 |
],
|
| 30 |
"Contract Length_Annual": [
|
| 31 |
true,
|
| 32 |
true,
|
| 33 |
+
null
|
| 34 |
],
|
| 35 |
"Contract Length_Monthly": [
|
| 36 |
false,
|
| 37 |
+
null,
|
| 38 |
false
|
| 39 |
],
|
| 40 |
"Contract Length_Quarterly": [
|
| 41 |
false,
|
| 42 |
false,
|
| 43 |
+
null
|
| 44 |
],
|
| 45 |
"CustomerID": [
|
| 46 |
385551.0,
|
| 47 |
261335.0,
|
| 48 |
+
NaN
|
| 49 |
],
|
| 50 |
"Gender_Female": [
|
| 51 |
false,
|
| 52 |
+
null,
|
| 53 |
+
null
|
| 54 |
],
|
| 55 |
"Gender_Male": [
|
| 56 |
+
null,
|
| 57 |
false,
|
| 58 |
true
|
| 59 |
],
|
|
|
|
| 65 |
"Payment Delay": [
|
| 66 |
19.0,
|
| 67 |
7.0,
|
| 68 |
+
NaN
|
| 69 |
],
|
| 70 |
"Subscription Type_Basic": [
|
| 71 |
+
null,
|
| 72 |
true,
|
| 73 |
+
null
|
|
|
|
| 74 |
],
|
| 75 |
"Subscription Type_Premium": [
|
| 76 |
false,
|
|
|
|
| 100 |
"Usage Frequency": [
|
| 101 |
23.0,
|
| 102 |
28.0,
|
| 103 |
+
NaN
|
| 104 |
]
|
| 105 |
},
|
| 106 |
"model": {
|
hw4_mmcar25_classifier.pkl
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:71d89be0886e8af4f4f2be40bccdf5eae034e309708d8744d35064511c0a8a65
|
| 3 |
+
size 106435488
|