Seismometer¶
Exploration Widgets¶
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Explore the models base statistics based on a selected subpopulation. |
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Exploration widget for model evaluation, showing model performance for a specific subpopulation. |
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Exploration widget for cohort evaluation, showing model performance across thresholds and cohort subgroups. |
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Exploration widget to show the true positives and negative by model score. |
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Exploration widget for the lead time between a model prediction and an event of interest. |
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Exploration widget for viewing rates of interventions and outcomes across categories in a cohort group. |
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Exploration widget for model fairness across cohorts for a binary classifier. |
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Exploration widget for model evaluation, showing model performance for a specific subpopulation. |
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Exploration widget for model target evaluation, showing model performance for a specific subpopulation. |
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Explore the models performance metrics based on a selected metric. |
Public APIs¶
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Generates (or loads from disk) the ydata-profiling report stratified by the selected cohort variable. |
Displays an exhaustive list of available cohorts for analysis. |
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Generates (or loads from disk) the ydata-profiling report feature quality alerts. |
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Generates (or loads from disk) the ydata-profiling report. |
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Displays overall performance of the model. |
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Plots model performance metrics split by on a cohort attribute. |
Display a histogram plot of predicted probabilities for all cohorts in the selected attribute. |
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Displays the amount of time that a high prediction gives before an event of interest. |
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Generates a plot with model metrics. |
Plots two timeseries based on selectors; an outcome and then an intervention. |
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Displays information about the dataset |
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Displays a table of selectable attributes and their associated counts. |
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Generates (or loads from disk) the ydata-profiling report stratified by the target variable. |
Custom Visualization Controls¶
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Parent class for model exploration widgets. |
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A widget for exploring subpopulations based on cohort selection. |
A widget for exploring the model performance of a cohort. |
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A widget for exploring the model performance based on the subgroups of a cohort column. |
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A widget for exploring the model outcomes and interventions based on the subgroups of a cohort column. |
A widget to explore different model scores based on a cohort selection. |
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A widget to explore different model targets based on a cohort selection. |
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A widget to explore different model metrics for a score, target, and cohort |
Notebook and Configuration Helper APIs¶
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Downloads an example dataset from the specified branch to local data/ directory. |
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Generate a data dictionary YAML file from a parquet file. |