pandas_profiling.config.Settings
- pydantic settings pandas_profiling.config.Settings[source]
Create a new model by parsing and validating input data from keyword arguments.
Raises ValidationError if the input data cannot be parsed to form a valid model.
Show JSON schema
{ "title": "Settings", "description": "Base class for settings, allowing values to be overridden by environment variables.\n\nThis is useful in production for secrets you do not wish to save in code, it plays nicely with docker(-compose),\nHeroku and any 12 factor app design.", "type": "object", "properties": { "title": { "title": "Title", "default": "Pandas Profiling Report", "env_names": "{'profile_title'}", "type": "string" }, "dataset": { "title": "Dataset", "default": { "description": "", "creator": "", "author": "", "copyright_holder": "", "copyright_year": "", "url": "" }, "env_names": "{'profile_dataset'}", "allOf": [ { "$ref": "#/definitions/Dataset" } ] }, "variables": { "title": "Variables", "default": { "descriptions": {} }, "env_names": "{'profile_variables'}", "allOf": [ { "$ref": "#/definitions/Variables" } ] }, "infer_dtypes": { "title": "Infer Dtypes", "default": true, "env_names": "{'profile_infer_dtypes'}", "type": "boolean" }, "show_variable_description": { "title": "Show Variable Description", "default": true, "env_names": "{'profile_show_variable_description'}", "type": "boolean" }, "pool_size": { "title": "Pool Size", "default": 0, "env_names": "{'profile_pool_size'}", "type": "integer" }, "progress_bar": { "title": "Progress Bar", "default": true, "env_names": "{'profile_progress_bar'}", "type": "boolean" }, "vars": { "title": "Vars", "default": { "num": { "quantiles": [ 0.05, 0.25, 0.5, 0.75, 0.95 ], "skewness_threshold": 20, "low_categorical_threshold": 5, "chi_squared_threshold": 0.999 }, "cat": { "length": true, "characters": true, "words": true, "cardinality_threshold": 50, "imbalance_threshold": 0.5, "n_obs": 5, "chi_squared_threshold": 0.999, "coerce_str_to_date": false, "redact": false, "histogram_largest": 50, "stop_words": [] }, "image": { "active": false, "exif": true, "hash": true }, "bool": { "n_obs": 3, "imbalance_threshold": 0.5, "mappings": { "t": true, "f": false, "yes": true, "no": false, "y": true, "n": false, "true": true, "false": false } }, "path": { "active": false }, "file": { "active": false }, "url": { "active": false }, "timeseries": { "active": false, "sortby": null, "autocorrelation": 0.7, "lags": [ 1, 7, 12, 24, 30 ], "significance": 0.05, "pacf_acf_lag": 100 } }, "env_names": "{'profile_vars'}", "allOf": [ { "$ref": "#/definitions/Univariate" } ] }, "sort": { "title": "Sort", "env_names": "{'profile_sort'}", "type": "string" }, "missing_diagrams": { "title": "Missing Diagrams", "default": { "bar": true, "matrix": true, "heatmap": true }, "env_names": "{'profile_missing_diagrams'}", "type": "object", "additionalProperties": { "type": "boolean" } }, "correlations": { "title": "Correlations", "default": { "auto": { "key": "auto", "calculate": true, "warn_high_correlations": 10, "threshold": 0.5, "n_bins": 10 } }, "env_names": "{'profile_correlations'}", "type": "object", "additionalProperties": { "$ref": "#/definitions/Correlation" } }, "correlation_table": { "title": "Correlation Table", "default": true, "env_names": "{'profile_correlation_table'}", "type": "boolean" }, "interactions": { "title": "Interactions", "default": { "continuous": true, "targets": [] }, "env_names": "{'profile_interactions'}", "allOf": [ { "$ref": "#/definitions/Interactions" } ] }, "categorical_maximum_correlation_distinct": { "title": "Categorical Maximum Correlation Distinct", "default": 100, "env_names": "{'profile_categorical_maximum_correlation_distinct'}", "type": "integer" }, "memory_deep": { "title": "Memory Deep", "default": false, "env_names": "{'profile_memory_deep'}", "type": "boolean" }, "plot": { "title": "Plot", "default": { "missing": { "force_labels": true, "cmap": "RdBu" }, "image_format": "svg", "correlation": { "cmap": "RdBu", "bad": "#000000" }, "dpi": 800, "histogram": { "bins": 50, "max_bins": 250, "x_axis_labels": true }, "scatter_threshold": 1000, "cat_freq": { "show": true, "type": "bar", "max_unique": 10, "colors": null } }, "env_names": "{'profile_plot'}", "allOf": [ { "$ref": "#/definitions/Plot" } ] }, "duplicates": { "title": "Duplicates", "default": { "head": 10, "key": "# duplicates" }, "env_names": "{'profile_duplicates'}", "allOf": [ { "$ref": "#/definitions/Duplicates" } ] }, "samples": { "title": "Samples", "default": { "head": 10, "tail": 10, "random": 0 }, "env_names": "{'profile_samples'}", "allOf": [ { "$ref": "#/definitions/Samples" } ] }, "reject_variables": { "title": "Reject Variables", "default": true, "env_names": "{'profile_reject_variables'}", "type": "boolean" }, "n_obs_unique": { "title": "N Obs Unique", "default": 10, "env_names": "{'profile_n_obs_unique'}", "type": "integer" }, "n_freq_table_max": { "title": "N Freq Table Max", "default": 10, "env_names": "{'profile_n_freq_table_max'}", "type": "integer" }, "n_extreme_obs": { "title": "N Extreme Obs", "default": 10, "env_names": "{'profile_n_extreme_obs'}", "type": "integer" }, "report": { "title": "Report", "default": { "precision": 8 }, "env_names": "{'profile_report'}", "allOf": [ { "$ref": "#/definitions/Report" } ] }, "html": { "title": "Html", "default": { "style": { "primary_colors": [ "#377eb8", "#e41a1c", "#4daf4a" ], "logo": "", "theme": null }, "navbar_show": true, "minify_html": true, "use_local_assets": true, "inline": true, "assets_prefix": null, "assets_path": null, "full_width": false }, "env_names": "{'profile_html'}", "allOf": [ { "$ref": "#/definitions/Html" } ] }, "notebook": { "title": "Notebook", "default": { "iframe": { "height": "800px", "width": "100%", "attribute": "srcdoc" } }, "env_names": "{'profile_notebook'}", "allOf": [ { "$ref": "#/definitions/Notebook" } ] } }, "additionalProperties": false, "definitions": { "Dataset": { "title": "Dataset", "description": "Metadata of the dataset", "type": "object", "properties": { "description": { "title": "Description", "default": "", "type": "string" }, "creator": { "title": "Creator", "default": "", "type": "string" }, "author": { "title": "Author", "default": "", "type": "string" }, "copyright_holder": { "title": "Copyright Holder", "default": "", "type": "string" }, "copyright_year": { "title": "Copyright Year", "default": "", "type": "string" }, "url": { "title": "Url", "default": "", "type": "string" } } }, "Variables": { "title": "Variables", "type": "object", "properties": { "descriptions": { "title": "Descriptions", "default": {}, "type": "object" } } }, "NumVars": { "title": "NumVars", "type": "object", "properties": { "quantiles": { "title": "Quantiles", "default": [ 0.05, 0.25, 0.5, 0.75, 0.95 ], "type": "array", "items": { "type": "number" } }, "skewness_threshold": { "title": "Skewness Threshold", "default": 20, "type": "integer" }, "low_categorical_threshold": { "title": "Low Categorical Threshold", "default": 5, "type": "integer" }, "chi_squared_threshold": { "title": "Chi Squared Threshold", "default": 0.999, "type": "number" } } }, "CatVars": { "title": "CatVars", "type": "object", "properties": { "length": { "title": "Length", "default": true, "type": "boolean" }, "characters": { "title": "Characters", "default": true, "type": "boolean" }, "words": { "title": "Words", "default": true, "type": "boolean" }, "cardinality_threshold": { "title": "Cardinality Threshold", "default": 50, "type": "integer" }, "imbalance_threshold": { "title": "Imbalance Threshold", "default": 0.5, "type": "number" }, "n_obs": { "title": "N Obs", "default": 5, "type": "integer" }, "chi_squared_threshold": { "title": "Chi Squared Threshold", "default": 0.999, "type": "number" }, "coerce_str_to_date": { "title": "Coerce Str To Date", "default": false, "type": "boolean" }, "redact": { "title": "Redact", "default": false, "type": "boolean" }, "histogram_largest": { "title": "Histogram Largest", "default": 50, "type": "integer" }, "stop_words": { "title": "Stop Words", "default": [], "type": "array", "items": { "type": "string" } } } }, "ImageVars": { "title": "ImageVars", "type": "object", "properties": { "active": { "title": "Active", "default": false, "type": "boolean" }, "exif": { "title": "Exif", "default": true, "type": "boolean" }, "hash": { "title": "Hash", "default": true, "type": "boolean" } } }, "BoolVars": { "title": "BoolVars", "type": "object", "properties": { "n_obs": { "title": "N Obs", "default": 3, "type": "integer" }, "imbalance_threshold": { "title": "Imbalance Threshold", "default": 0.5, "type": "number" }, "mappings": { "title": "Mappings", "default": { "t": true, "f": false, "yes": true, "no": false, "y": true, "n": false, "true": true, "false": false }, "type": "object", "additionalProperties": { "type": "boolean" } } } }, "PathVars": { "title": "PathVars", "type": "object", "properties": { "active": { "title": "Active", "default": false, "type": "boolean" } } }, "FileVars": { "title": "FileVars", "type": "object", "properties": { "active": { "title": "Active", "default": false, "type": "boolean" } } }, "UrlVars": { "title": "UrlVars", "type": "object", "properties": { "active": { "title": "Active", "default": false, "type": "boolean" } } }, "TimeseriesVars": { "title": "TimeseriesVars", "type": "object", "properties": { "active": { "title": "Active", "default": false, "type": "boolean" }, "sortby": { "title": "Sortby", "type": "string" }, "autocorrelation": { "title": "Autocorrelation", "default": 0.7, "type": "number" }, "lags": { "title": "Lags", "default": [ 1, 7, 12, 24, 30 ], "type": "array", "items": { "type": "integer" } }, "significance": { "title": "Significance", "default": 0.05, "type": "number" }, "pacf_acf_lag": { "title": "Pacf Acf Lag", "default": 100, "type": "integer" } } }, "Univariate": { "title": "Univariate", "type": "object", "properties": { "num": { "title": "Num", "default": { "quantiles": [ 0.05, 0.25, 0.5, 0.75, 0.95 ], "skewness_threshold": 20, "low_categorical_threshold": 5, "chi_squared_threshold": 0.999 }, "allOf": [ { "$ref": "#/definitions/NumVars" } ] }, "cat": { "title": "Cat", "default": { "length": true, "characters": true, "words": true, "cardinality_threshold": 50, "imbalance_threshold": 0.5, "n_obs": 5, "chi_squared_threshold": 0.999, "coerce_str_to_date": false, "redact": false, "histogram_largest": 50, "stop_words": [] }, "allOf": [ { "$ref": "#/definitions/CatVars" } ] }, "image": { "title": "Image", "default": { "active": false, "exif": true, "hash": true }, "allOf": [ { "$ref": "#/definitions/ImageVars" } ] }, "bool": { "title": "Bool", "default": { "n_obs": 3, "imbalance_threshold": 0.5, "mappings": { "t": true, "f": false, "yes": true, "no": false, "y": true, "n": false, "true": true, "false": false } }, "allOf": [ { "$ref": "#/definitions/BoolVars" } ] }, "path": { "title": "Path", "default": { "active": false }, "allOf": [ { "$ref": "#/definitions/PathVars" } ] }, "file": { "title": "File", "default": { "active": false }, "allOf": [ { "$ref": "#/definitions/FileVars" } ] }, "url": { "title": "Url", "default": { "active": false }, "allOf": [ { "$ref": "#/definitions/UrlVars" } ] }, "timeseries": { "title": "Timeseries", "default": { "active": false, "sortby": null, "autocorrelation": 0.7, "lags": [ 1, 7, 12, 24, 30 ], "significance": 0.05, "pacf_acf_lag": 100 }, "allOf": [ { "$ref": "#/definitions/TimeseriesVars" } ] } } }, "Correlation": { "title": "Correlation", "type": "object", "properties": { "key": { "title": "Key", "default": "", "type": "string" }, "calculate": { "title": "Calculate", "default": true, "type": "boolean" }, "warn_high_correlations": { "title": "Warn High Correlations", "default": 10, "type": "integer" }, "threshold": { "title": "Threshold", "default": 0.5, "type": "number" }, "n_bins": { "title": "N Bins", "default": 10, "type": "integer" } } }, "Interactions": { "title": "Interactions", "type": "object", "properties": { "continuous": { "title": "Continuous", "default": true, "type": "boolean" }, "targets": { "title": "Targets", "default": [], "type": "array", "items": { "type": "string" } } } }, "MissingPlot": { "title": "MissingPlot", "type": "object", "properties": { "force_labels": { "title": "Force Labels", "default": true, "type": "boolean" }, "cmap": { "title": "Cmap", "default": "RdBu", "type": "string" } } }, "ImageType": { "title": "ImageType", "description": "An enumeration.", "enum": [ "svg", "png" ] }, "CorrelationPlot": { "title": "CorrelationPlot", "type": "object", "properties": { "cmap": { "title": "Cmap", "default": "RdBu", "type": "string" }, "bad": { "title": "Bad", "default": "#000000", "type": "string" } } }, "Histogram": { "title": "Histogram", "type": "object", "properties": { "bins": { "title": "Bins", "default": 50, "type": "integer" }, "max_bins": { "title": "Max Bins", "default": 250, "type": "integer" }, "x_axis_labels": { "title": "X Axis Labels", "default": true, "type": "boolean" } } }, "CatFrequencyPlot": { "title": "CatFrequencyPlot", "type": "object", "properties": { "show": { "title": "Show", "default": true, "type": "boolean" }, "type": { "title": "Type", "default": "bar", "type": "string" }, "max_unique": { "title": "Max Unique", "default": 10, "type": "integer" }, "colors": { "title": "Colors", "type": "array", "items": { "type": "string" } } } }, "Plot": { "title": "Plot", "type": "object", "properties": { "missing": { "title": "Missing", "default": { "force_labels": true, "cmap": "RdBu" }, "allOf": [ { "$ref": "#/definitions/MissingPlot" } ] }, "image_format": { "default": "svg", "allOf": [ { "$ref": "#/definitions/ImageType" } ] }, "correlation": { "title": "Correlation", "default": { "cmap": "RdBu", "bad": "#000000" }, "allOf": [ { "$ref": "#/definitions/CorrelationPlot" } ] }, "dpi": { "title": "Dpi", "default": 800, "type": "integer" }, "histogram": { "title": "Histogram", "default": { "bins": 50, "max_bins": 250, "x_axis_labels": true }, "allOf": [ { "$ref": "#/definitions/Histogram" } ] }, "scatter_threshold": { "title": "Scatter Threshold", "default": 1000, "type": "integer" }, "cat_freq": { "title": "Cat Freq", "default": { "show": true, "type": "bar", "max_unique": 10, "colors": null }, "allOf": [ { "$ref": "#/definitions/CatFrequencyPlot" } ] } } }, "Duplicates": { "title": "Duplicates", "type": "object", "properties": { "head": { "title": "Head", "default": 10, "type": "integer" }, "key": { "title": "Key", "default": "# duplicates", "type": "string" } } }, "Samples": { "title": "Samples", "type": "object", "properties": { "head": { "title": "Head", "default": 10, "type": "integer" }, "tail": { "title": "Tail", "default": 10, "type": "integer" }, "random": { "title": "Random", "default": 0, "type": "integer" } } }, "Report": { "title": "Report", "type": "object", "properties": { "precision": { "title": "Precision", "default": 8, "type": "integer" } } }, "Theme": { "title": "Theme", "description": "An enumeration.", "enum": [ "united", "flatly", "cosmo", "simplex" ] }, "Style": { "title": "Style", "type": "object", "properties": { "primary_colors": { "title": "Primary Colors", "default": [ "#377eb8", "#e41a1c", "#4daf4a" ], "type": "array", "items": { "type": "string" } }, "logo": { "title": "Logo", "default": "", "type": "string" }, "theme": { "$ref": "#/definitions/Theme" } } }, "Html": { "title": "Html", "type": "object", "properties": { "style": { "title": "Style", "default": { "primary_colors": [ "#377eb8", "#e41a1c", "#4daf4a" ], "logo": "", "theme": null }, "allOf": [ { "$ref": "#/definitions/Style" } ] }, "navbar_show": { "title": "Navbar Show", "default": true, "type": "boolean" }, "minify_html": { "title": "Minify Html", "default": true, "type": "boolean" }, "use_local_assets": { "title": "Use Local Assets", "default": true, "type": "boolean" }, "inline": { "title": "Inline", "default": true, "type": "boolean" }, "assets_prefix": { "title": "Assets Prefix", "type": "string" }, "assets_path": { "title": "Assets Path", "type": "string" }, "full_width": { "title": "Full Width", "default": false, "type": "boolean" } } }, "IframeAttribute": { "title": "IframeAttribute", "description": "An enumeration.", "enum": [ "src", "srcdoc" ] }, "Iframe": { "title": "Iframe", "type": "object", "properties": { "height": { "title": "Height", "default": "800px", "type": "string" }, "width": { "title": "Width", "default": "100%", "type": "string" }, "attribute": { "default": "srcdoc", "allOf": [ { "$ref": "#/definitions/IframeAttribute" } ] } } }, "Notebook": { "title": "Notebook", "description": "When in a Jupyter notebook", "type": "object", "properties": { "iframe": { "title": "Iframe", "default": { "height": "800px", "width": "100%", "attribute": "srcdoc" }, "allOf": [ { "$ref": "#/definitions/Iframe" } ] } } } } }
- Config
env_prefix: str = profile_
- Fields
-
field categorical_maximum_correlation_distinct:
int= 100
-
field correlation_table:
bool= True
-
field correlations:
Dict[str,Correlation] = {'auto': Correlation(key='auto', calculate=True, warn_high_correlations=10, threshold=0.5, n_bins=10)}
-
field dataset:
Dataset= Dataset(description='', creator='', author='', copyright_holder='', copyright_year='', url='')
-
field duplicates:
Duplicates= Duplicates(head=10, key='# duplicates')
-
field html:
Html= Html(style=Style(primary_colors=['#377eb8', '#e41a1c', '#4daf4a'], logo='', theme=None), navbar_show=True, minify_html=True, use_local_assets=True, inline=True, assets_prefix=None, assets_path=None, full_width=False)
-
field infer_dtypes:
bool= True
-
field interactions:
Interactions= Interactions(continuous=True, targets=[])
-
field memory_deep:
bool= False
-
field missing_diagrams:
Dict[str,bool] = {'bar': True, 'heatmap': True, 'matrix': True}
-
field n_extreme_obs:
int= 10
-
field n_freq_table_max:
int= 10
-
field n_obs_unique:
int= 10
-
field plot:
Plot= Plot(missing=MissingPlot(force_labels=True, cmap='RdBu'), image_format=<ImageType.svg: 'svg'>, correlation=CorrelationPlot(cmap='RdBu', bad='#000000'), dpi=800, histogram=Histogram(bins=50, max_bins=250, x_axis_labels=True), scatter_threshold=1000, cat_freq=CatFrequencyPlot(show=True, type='bar', max_unique=10, colors=None))
-
field pool_size:
int= 0
-
field progress_bar:
bool= True
-
field reject_variables:
bool= True
-
field show_variable_description:
bool= True
-
field sort:
Optional[str] = None
-
field title:
str= 'Pandas Profiling Report'
-
field vars:
Univariate= Univariate(num=NumVars(quantiles=[0.05, 0.25, 0.5, 0.75, 0.95], skewness_threshold=20, low_categorical_threshold=5, chi_squared_threshold=0.999), cat=CatVars(length=True, characters=True, words=True, cardinality_threshold=50, imbalance_threshold=0.5, n_obs=5, chi_squared_threshold=0.999, coerce_str_to_date=False, redact=False, histogram_largest=50, stop_words=[]), image=ImageVars(active=False, exif=True, hash=True), bool=BoolVars(n_obs=3, imbalance_threshold=0.5, mappings={'t': True, 'f': False, 'yes': True, 'no': False, 'y': True, 'n': False, 'true': True, 'false': False}), path=PathVars(active=False), file=FileVars(active=False), url=UrlVars(active=False), timeseries=TimeseriesVars(active=False, sortby=None, autocorrelation=0.7, lags=[1, 7, 12, 24, 30], significance=0.05, pacf_acf_lag=100))