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searchindex.js
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Search.setIndex({"docnames": ["api", "citing", "examples/anscombes_quartet", "examples/different_scatter_variables", "examples/errorband_lineplots", "examples/faceted_histogram", "examples/faceted_lineplot", "examples/grouped_barplot", "examples/grouped_boxplot", "examples/grouped_violinplots", "examples/heat_scatter", "examples/hexbin_marginals", "examples/histogram_stacked", "examples/horizontal_boxplot", "examples/index", "examples/jitter_stripplot", "examples/joint_histogram", "examples/joint_kde", "examples/kde_ridgeplot", "examples/large_distributions", "examples/layered_bivariate_plot", "examples/logistic_regression", "examples/many_facets", "examples/many_pairwise_correlations", "examples/marginal_ticks", "examples/multiple_bivariate_kde", "examples/multiple_conditional_kde", "examples/multiple_ecdf", "examples/multiple_regression", "examples/pair_grid_with_kde", "examples/paired_pointplots", "examples/pairgrid_dotplot", "examples/palette_choices", "examples/palette_generation", "examples/part_whole_bars", "examples/pointplot_anova", "examples/radial_facets", "examples/regression_marginals", "examples/residplot", "examples/scatter_bubbles", "examples/scatterplot_categorical", "examples/scatterplot_matrix", "examples/scatterplot_sizes", "examples/simple_violinplots", "examples/smooth_bivariate_kde", "examples/spreadsheet_heatmap", "examples/strip_regplot", "examples/structured_heatmap", "examples/three_variable_histogram", "examples/timeseries_facets", "examples/wide_data_lineplot", "examples/wide_form_violinplot", "faq", "generated/seaborn.FacetGrid", "generated/seaborn.FacetGrid.__init__", "generated/seaborn.FacetGrid.add_legend", "generated/seaborn.FacetGrid.apply", "generated/seaborn.FacetGrid.despine", "generated/seaborn.FacetGrid.facet_axis", "generated/seaborn.FacetGrid.facet_data", "generated/seaborn.FacetGrid.map", "generated/seaborn.FacetGrid.map_dataframe", "generated/seaborn.FacetGrid.pipe", 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187, 191, 193, 201, 202, 209, 210, 213, 215, 216, 217, 219, 220], "smoker": [8, 9, 145, 187, 193, 209, 210, 216, 219, 220], "trim": [8, 13, 117, 208, 216, 223, 235, 240], "easier": [9, 52, 125, 149, 167, 185, 201, 209, 211, 212, 213, 214, 222, 224, 227, 230, 237, 240, 245], "comparison": [9, 103, 121, 132, 157, 185, 210, 211, 213], "inner": [9, 104, 203, 210, 227, 229, 230, 240], "quart": [9, 203], "ye": [9, 210], "No": [9, 31, 52, 187, 193, 206, 210], "35": [9, 131], "brain": [10, 47, 51], "network": [10, 47, 51, 159], "select": [10, 47, 104, 105, 114, 118, 124, 129, 136, 142, 148, 156, 171, 172, 181, 183, 187, 199, 210, 211, 215, 218, 227, 230, 237, 238], "subset": [10, 47, 51, 53, 54, 59, 60, 118, 125, 129, 131, 132, 145, 149, 157, 163, 183, 187, 193, 209, 213, 217, 218, 227, 235], "collaps": [10, 219], "multi": [10, 52, 53, 187, 205, 211, 212, 225, 235, 245, 246], "index": [10, 45, 47, 51, 52, 59, 100, 110, 124, 131, 135, 142, 161, 162, 176, 185, 187, 193, 209, 212, 218, 224, 225, 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112, 185, 201, 202, 203, 212, 224, 227, 230], "corr_mat": 10, "corr": [10, 23, 47, 51], "stack": [10, 85, 86, 112, 118, 125, 129, 137, 139, 140, 145, 149, 151, 162, 213, 215, 217, 245], "reset_index": [10, 224], "name": [10, 52, 53, 54, 55, 59, 60, 61, 74, 75, 84, 85, 86, 87, 99, 100, 101, 102, 103, 104, 105, 110, 111, 112, 113, 115, 116, 118, 121, 124, 125, 128, 129, 130, 131, 132, 133, 134, 135, 136, 142, 145, 148, 149, 165, 171, 183, 184, 185, 186, 187, 190, 191, 192, 193, 195, 196, 197, 199, 201, 202, 203, 204, 206, 208, 209, 210, 211, 212, 214, 215, 216, 217, 218, 224, 225, 226, 230, 233, 235, 237, 238, 240, 245, 246], "cell": [10, 45, 110, 124, 125, 161, 212, 217, 223, 240, 241, 242], "vari": [10, 53, 54, 85, 86, 126, 132, 151, 165, 193, 210, 212, 213, 224, 238], "level_0": 10, "level_1": 10, "vlag": [10, 13, 32, 47, 110, 211, 243], "hue_norm": [10, 74, 75, 100, 102, 103, 104, 112, 118, 121, 125, 128, 129, 131, 185, 187, 191, 193, 201, 202, 203, 220, 230], "250": [10, 27, 171, 186, 211], "size_norm": [10, 131, 187, 193, 226], "tweak": [10, 13, 49, 52, 53, 54, 104, 124, 150, 163, 183, 187, 208, 209, 210, 212, 216, 224, 227, 235, 245], "figur": [10, 13, 15, 16, 18, 23, 25, 32, 33, 34, 51, 53, 54, 55, 64, 74, 75, 82, 85, 86, 87, 95, 99, 104, 110, 117, 118, 121, 124, 125, 128, 129, 132, 134, 161, 165, 167, 170, 183, 186, 187, 198, 205, 206, 209, 210, 211, 212, 213, 214, 217, 219, 220, 224, 226, 227, 230, 233, 235, 240, 243, 244, 245, 246], "final": [10, 32, 51, 52, 53, 54, 132, 174, 186, 210, 216, 217, 219, 224, 229, 230, 245, 246], "set": [10, 13, 16, 18, 21, 22, 23, 25, 30, 31, 32, 33, 34, 36, 40, 42, 51, 52, 53, 54, 55, 66, 69, 71, 74, 75, 84, 85, 86, 87, 100, 102, 103, 104, 105, 108, 110, 111, 112, 114, 117, 118, 121, 124, 125, 128, 129, 131, 132, 134, 137, 139, 140, 142, 144, 146, 149, 150, 151, 158, 159, 161, 162, 164, 166, 171, 172, 183, 184, 185, 186, 187, 188, 189, 191, 193, 195, 196, 198, 199, 200, 201, 202, 203, 207, 209, 210, 211, 212, 214, 215, 218, 219, 220, 224, 225, 227, 230, 233, 235, 237, 238, 239, 240, 241, 243, 245, 246], "xlabel": [10, 31, 34, 52, 84, 124, 210, 224], "ylabel": [10, 13, 18, 31, 34, 40, 52, 84, 124, 210, 224], "equal": [10, 25, 52, 124, 125, 149, 211, 218, 230], "margin": [10, 52, 67, 74, 75, 78, 80, 81, 85, 86, 110, 118, 125, 128, 129, 166, 183, 190, 191, 215, 216, 224, 225, 228, 235, 246], "02": [10, 16, 21, 47, 110, 191, 209], "label": [10, 18, 22, 28, 31, 34, 52, 53, 54, 55, 60, 61, 66, 68, 69, 70, 71, 72, 84, 87, 89, 90, 91, 92, 93, 97, 100, 102, 103, 104, 110, 112, 119, 124, 141, 142, 153, 156, 157, 162, 163, 168, 171, 181, 184, 185, 186, 187, 190, 196, 201, 202, 203, 209, 210, 212, 215, 216, 224, 225, 226, 227, 228, 229, 230, 231, 233, 238, 240, 242, 243, 244, 245, 246], "get_xticklabel": 10, "set_rot": 10, "90": [10, 160], "jointplot": [11, 14, 17, 37, 52, 74, 75, 118, 125, 129, 186, 190, 213, 215, 216, 219, 224, 235, 240, 243, 245], "numpi": [11, 18, 20, 22, 23, 32, 33, 36, 38, 50, 52, 74, 75, 100, 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127, 140, 174, 184, 208, 212, 222], "diverg": [23, 32, 105, 108, 111, 115, 120, 124, 130, 207, 238, 243], "colormap": [23, 33, 74, 75, 100, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 118, 121, 124, 125, 126, 127, 128, 129, 130, 131, 135, 187, 191, 193, 198, 201, 203, 211, 220, 223, 224, 235, 238, 240, 241, 243, 245], "230": [23, 131, 212], "as_cmap": [23, 27, 33, 42, 101, 105, 106, 107, 108, 109, 111, 114, 115, 120, 124, 126, 127, 130, 135, 209, 211, 224, 240], "correct": [23, 110, 212, 217, 224], "ratio": [23, 24, 53, 54, 74, 75, 104, 110, 118, 128, 132, 187, 209, 220], "vmax": [23, 110, 124, 243], "squar": [23, 74, 75, 85, 86, 124, 128, 183, 209, 214, 215, 218, 225], "cbar_kw": [23, 110, 124, 125, 129, 243], "shrink": [23, 100, 102, 103, 125, 165, 203, 213, 215, 226], "color_cod": [24, 198, 200, 240], "mpg": [24, 27, 39, 46, 147, 168, 171, 186, 190], "directli": [24, 52, 53, 54, 74, 78, 85, 86, 100, 102, 103, 104, 121, 128, 131, 132, 144, 151, 161, 162, 171, 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52, 56, 62, 74, 75, 76, 77, 80, 88, 94, 100, 103, 110, 112, 118, 121, 125, 131, 151, 157, 161, 162, 164, 185, 193, 201, 202, 206, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 224, 226, 240, 242, 243, 245], "own": [49, 52, 162, 201, 202, 214, 240], "facet": [49, 52, 53, 54, 57, 59, 60, 61, 63, 67, 85, 86, 100, 104, 118, 131, 132, 137, 140, 146, 149, 151, 153, 161, 162, 164, 165, 167, 168, 172, 174, 176, 179, 183, 187, 193, 201, 202, 207, 209, 210, 215, 219, 224, 226, 227, 229, 230, 235, 236, 237, 238, 240], "crest": [49, 124, 129, 171, 211, 216, 217, 224], "iter": [49, 52, 59, 148, 214, 219, 235, 238], "further": [49, 52, 104, 118, 129, 150, 183, 201, 202, 209, 210, 214, 218, 227], "axes_dict": [49, 52, 53, 54, 209, 224], "item": [49, 52, 53, 54, 128, 212, 241], "annot": [49, 53, 54, 100, 124, 125, 129, 162, 182, 209, 224, 225, 233, 241, 242, 244, 245, 246], "85": [49, 114], "everi": [49, 53, 54, 85, 86, 89, 100, 102, 103, 104, 112, 124, 131, 142, 162, 171, 183, 185, 187, 193, 201, 202, 203, 209, 211, 215, 216, 217, 224, 226, 240], "unit": [49, 74, 75, 100, 102, 103, 104, 112, 118, 121, 125, 128, 129, 131, 132, 142, 149, 150, 151, 171, 178, 185, 186, 187, 191, 193, 201, 203, 212, 218, 220, 227], "estim": [49, 52, 100, 102, 103, 104, 112, 118, 121, 125, 129, 131, 132, 139, 148, 149, 151, 183, 185, 186, 187, 201, 202, 203, 207, 211, 215, 220, 223, 224, 227, 231, 233, 234, 235, 236, 240, 243, 245], "reduc": [49, 52, 102, 146, 148, 150, 185, 201, 213, 214, 217, 224, 225, 227, 230, 235], "frequenc": [49, 52, 125, 149, 220, 224], "get_xtick": 49, "support": [49, 52, 74, 75, 104, 125, 129, 142, 187, 201, 205, 209, 210, 212, 213, 216, 217, 221, 222, 224, 225, 226, 227, 229, 231, 233, 236, 240, 245, 246], "365": 50, "date_rang": [50, 193], "2016": [50, 221], "freq": [50, 193], "c": [50, 184, 193, 199, 200, 206, 209, 224], "roll": [50, 227], "tab10": [50, 211, 243], "pull": [51, 224, 227, 238, 240, 242, 243], "out": [51, 52, 99, 129, 132, 145, 186, 205, 206, 211, 213, 216, 217, 219, 226, 227, 233, 237, 245], "specif": [51, 52, 53, 54, 78, 104, 110, 117, 118, 125, 128, 129, 131, 142, 149, 150, 161, 162, 164, 165, 166, 185, 187, 193, 196, 206, 210, 211, 212, 213, 214, 215, 216, 218, 220, 224, 227, 233, 234, 235, 237, 240, 243, 245, 246], "16": [51, 74, 75, 159, 184, 187, 193, 212, 227], "averag": [51, 110, 182, 211, 212, 214, 216], "corr_df": 51, "groupbi": [51, 85, 86, 129, 212, 224, 233, 234], "sort_index": 51, "narrow": [51, 100, 102, 103, 112, 140, 145, 201, 202, 203, 210, 213, 240], "bandwidth": [51, 129, 151, 203, 224, 230, 233, 242], "set3": [51, 111], "thi": [52, 53, 54, 56, 61, 62, 64, 74, 75, 76, 77, 78, 82, 85, 86, 88, 94, 95, 99, 100, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 118, 119, 120, 122, 124, 125, 127, 128, 130, 131, 132, 133, 134, 135, 137, 138, 139, 140, 141, 142, 144, 145, 146, 147, 148, 149, 151, 152, 153, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 167, 168, 171, 172, 173, 174, 176, 178, 179, 181, 182, 183, 184, 185, 186, 187, 190, 191, 193, 194, 195, 196, 198, 199, 200, 201, 202, 203, 204, 206, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 245, 246], "collect": [52, 74, 75, 110, 118, 121, 125, 128, 129, 131, 187, 191, 193, 203, 212, 217, 230], "answer": [52, 206, 210, 213, 216, 220], "commonli": [52, 149], "rais": [52, 206, 224, 225, 226, 227, 228, 229, 231, 238, 244], "It": [52, 53, 54, 60, 61, 85, 86, 100, 102, 119, 121, 125, 129, 131, 132, 133, 134, 136, 137, 140, 149, 151, 158, 161, 162, 172, 174, 176, 183, 185, 186, 187, 193, 196, 203, 205, 206, 209, 210, 211, 212, 213, 214, 216, 217, 218, 219, 220, 222, 224, 226, 227, 228, 229, 230, 235, 240, 242, 243, 245, 246], "like": [52, 53, 54, 61, 99, 110, 111, 121, 124, 125, 129, 142, 151, 152, 153, 168, 171, 174, 176, 195, 199, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 222, 224, 225, 227, 228, 229, 230, 238, 240, 244, 245], "you": [52, 53, 54, 56, 62, 74, 75, 76, 77, 78, 85, 86, 88, 94, 100, 102, 103, 104, 105, 110, 112, 115, 118, 120, 121, 125, 128, 130, 131, 132, 134, 140, 144, 148, 149, 161, 163, 165, 167, 168, 171, 172, 173, 174, 183, 186, 187, 190, 193, 196, 199, 200, 201, 202, 203, 205, 206, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 219, 220, 224, 226, 227, 233, 235, 237, 238, 240, 243, 245], "successfulli": 52, "pip": [52, 206, 227, 233, 245], "cannot": [52, 110, 132, 186, 202, 209, 212, 213, 214, 215, 245], "modulenotfounderror": 52, "modul": [52, 206, 213, 215, 222, 224, 233, 243], "when": [52, 53, 54, 59, 63, 67, 74, 75, 80, 81, 85, 86, 100, 102, 103, 104, 111, 112, 118, 121, 124, 125, 128, 129, 131, 132, 134, 136, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 161, 162, 163, 164, 165, 167, 168, 171, 173, 176, 179, 185, 186, 187, 190, 191, 193, 201, 202, 203, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 223, 224, 225, 226, 227, 228, 229, 230, 231, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246], "try": [52, 118, 124, 125, 128, 129, 133, 149, 161, 206, 210, 212, 214, 220, 223, 240, 243, 246], "have": [52, 53, 54, 67, 74, 75, 100, 106, 125, 129, 131, 133, 134, 140, 142, 149, 151, 153, 162, 172, 183, 187, 193, 201, 203, 206, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 220, 222, 224, 225, 226, 227, 229, 230, 233, 235, 237, 240, 241, 243, 245, 246], "python": [52, 131, 174, 193, 205, 212, 216, 222, 224, 226, 227, 229, 233, 246], "environ": [52, 122, 173, 216, 217, 245], "your": [52, 53, 54, 99, 125, 132, 206, 209, 210, 211, 212, 213, 214, 215, 216, 224, 235, 245], "possibl": [52, 53, 54, 85, 86, 102, 111, 114, 118, 121, 125, 129, 131, 134, 136, 137, 140, 151, 161, 168, 172, 176, 181, 183, 187, 193, 196, 206, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 224, 227, 230, 240, 242, 245, 246], "did": [52, 212, 216, 224, 225, 226, 233, 236, 245], "one": [52, 53, 54, 74, 75, 80, 85, 86, 99, 100, 102, 103, 104, 111, 112, 118, 125, 129, 148, 149, 150, 161, 162, 164, 168, 172, 184, 185, 187, 190, 191, 196, 199, 201, 202, 203, 206, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 224, 226, 227, 230, 233, 238, 240, 241, 243, 245, 246], "tri": [52, 211, 216, 217], "librari": [52, 174, 205, 206, 211, 212, 215, 216, 221, 222, 224, 227, 233, 245], "anoth": [52, 53, 54, 102, 131, 132, 210, 211, 212, 213, 217, 219, 220, 235, 245], "On": [52, 125, 149, 174, 208, 211, 215, 216], "unix": 52, "system": [52, 99, 105, 106, 107, 109, 111, 114, 115, 126, 127, 130, 199, 200, 206, 216, 218, 220, 223, 227, 230, 237], "could": [52, 151, 206, 212, 214, 216, 217, 224, 225, 227, 229, 234, 240, 246], "check": [52, 125, 129, 151, 205, 213, 216, 219, 224, 230, 246], "whether": [52, 81, 99, 100, 102, 103, 110, 112, 120, 124, 131, 149, 161, 163, 165, 183, 187, 190, 193, 199, 203, 213, 214, 218, 219, 220], "termin": [52, 173, 206], "command": 52, "which": [52, 53, 54, 72, 74, 75, 85, 86, 97, 100, 102, 106, 118, 124, 125, 129, 131, 132, 133, 134, 136, 140, 144, 151, 162, 167, 171, 172, 183, 184, 185, 187, 190, 193, 194, 196, 201, 202, 205, 206, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 224, 226, 227, 228, 230, 233, 235, 237, 238, 240, 241, 242, 243, 244, 245, 246], "applic": [52, 167, 208, 209, 210, 211, 215, 216], "directori": [52, 122, 133, 227], "ll": [52, 74, 75, 131, 136, 209, 210, 211, 212, 214, 215, 216, 217], "sort": [52, 131, 141, 152, 153, 158, 159, 187, 206, 210, 227, 228, 240, 241], "path": [52, 122, 126, 127, 152, 170, 206], "altern": [52, 102, 124, 128, 149, 161, 167, 171, 186, 203, 210, 213, 216, 217, 221], "pattern": [52, 142, 208, 211, 212, 217, 219, 220], "mai": [52, 53, 54, 100, 104, 110, 121, 125, 129, 131, 132, 136, 140, 145, 147, 148, 149, 151, 161, 162, 165, 167, 172, 173, 185, 186, 187, 193, 194, 202, 206, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 224, 226, 227, 230, 240, 242, 243, 245], "robust": [52, 124, 132, 186, 190, 213, 219, 226, 227, 228, 229, 235, 240, 244, 246], "invok": [52, 74, 75, 206, 208, 210, 240], "packag": [52, 205, 206, 217, 219, 230], "rather": [52, 100, 102, 103, 104, 105, 106, 107, 108, 109, 112, 114, 115, 130, 135, 141, 146, 167, 168, 185, 201, 202, 203, 206, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 224, 227, 230, 240, 243, 245], "place": [52, 55, 87, 104, 142, 202, 206, 215, 217, 230, 245, 246], "kernel": [52, 102, 103, 118, 121, 125, 129, 151, 183, 201, 202, 203, 207, 210, 215, 216, 224, 230, 233, 235, 236, 242], "produc": [52, 53, 54, 114, 125, 129, 131, 151, 163, 168, 187, 193, 209, 211, 212, 213, 214, 215, 216, 217, 219, 220, 224, 226, 227, 230, 233, 235, 241, 244], "traceback": 52, "confus": [52, 129, 140, 151, 215, 224, 240, 243, 245], "messag": [52, 206, 224, 230], "perhap": [52, 161, 213, 215, 217], "importerror": 52, "dll": [52, 206], "fail": [52, 125, 149, 206, 213], "found": [52, 225, 245], "Such": 52, "usual": [52, 100, 102, 103, 104, 112, 136, 140, 185, 201, 202, 203, 206, 211, 212, 214, 215, 220, 245], "indic": [52, 58, 59, 100, 102, 103, 104, 110, 112, 124, 152, 185, 201, 202, 203, 212, 220, 243], "wai": [52, 53, 54, 103, 115, 125, 130, 134, 149, 163, 191, 203, 209, 210, 211, 212, 213, 214, 215, 216, 217, 219, 220, 224, 235, 240, 245], "compil": [52, 161, 167, 169, 170, 173, 206, 229], "resourc": [52, 211, 240], "becaus": [52, 102, 118, 129, 148, 150, 151, 165, 167, 201, 202, 206, 209, 210, 211, 212, 213, 214, 215, 216, 218, 220, 224, 227, 246], "pure": [52, 206, 224], "won": [52, 209, 211], "encount": [52, 206, 215, 227, 237], "depend": [52, 111, 124, 125, 129, 131, 136, 137, 138, 139, 146, 147, 149, 151, 152, 158, 161, 165, 168, 171, 187, 193, 198, 212, 213, 214, 217, 218, 220, 222, 224, 227, 230, 233, 235, 241, 245, 246], "scipi": [52, 110, 129, 151, 206, 209, 224, 227, 233, 235, 242], "might": [52, 140, 208, 210, 212, 213, 214, 215, 216, 220, 227, 237, 238], "To": [52, 53, 54, 100, 110, 118, 125, 128, 131, 148, 152, 161, 187, 201, 202, 205, 206, 208, 209, 210, 211, 212, 213, 214, 215, 217, 219, 220, 224, 230, 235, 240], "issu": [52, 123, 129, 202, 223, 224, 226, 227, 230, 236, 239, 241, 246], "first": [52, 56, 62, 76, 77, 79, 80, 88, 94, 115, 126, 127, 128, 130, 133, 142, 161, 162, 167, 168, 208, 209, 210, 211, 212, 213, 215, 216, 217, 219, 224, 227, 235, 236, 240, 241, 245], "read": [52, 55, 87, 102, 205, 206, 216], "through": [52, 56, 62, 64, 76, 77, 82, 88, 94, 95, 100, 103, 104, 112, 128, 131, 133, 158, 159, 161, 165, 168, 170, 185, 186, 187, 193, 195, 201, 202, 203, 206, 208, 211, 212, 213, 214, 215, 216, 219, 220, 224, 237, 240, 241, 245, 246], "being": [52, 100, 102, 103, 104, 112, 185, 201, 202, 203, 222, 239, 240, 244], "Then": [52, 53, 54], "consult": [52, 187, 206], "document": [52, 104, 110, 118, 133, 174, 187, 198, 206, 210, 212, 215, 216, 221, 226, 230, 233, 235, 240], "relev": [52, 53, 54, 100, 102, 103, 104, 112, 118, 125, 129, 131, 171, 172, 176, 185, 187, 193, 201, 202, 203, 217, 218, 246], "advic": 52, "culprit": 52, "version": [52, 100, 102, 103, 104, 112, 125, 131, 132, 184, 185, 186, 196, 201, 202, 203, 208, 211, 214, 216, 217, 222, 224, 227, 229, 233, 235, 237, 238, 240, 241, 243, 244, 245, 246], "option": [52, 53, 54, 99, 100, 101, 102, 103, 104, 110, 111, 112, 115, 117, 118, 120, 121, 124, 125, 128, 129, 130, 132, 133, 148, 149, 151, 158, 160, 161, 162, 183, 184, 185, 186, 187, 190, 196, 199, 200, 201, 202, 203, 207, 208, 209, 210, 211, 213, 214, 215, 216, 217, 218, 219, 220, 224, 226, 227, 230, 231, 233, 235, 237, 238, 240, 243, 245, 246], "should": [52, 53, 54, 55, 79, 80, 85, 86, 87, 100, 102, 103, 104, 110, 112, 117, 118, 125, 126, 127, 128, 131, 132, 135, 149, 162, 163, 171, 173, 174, 183, 185, 186, 187, 193, 198, 201, 202, 203, 206, 208, 209, 211, 212, 213, 214, 215, 217, 218, 219, 220, 224, 226, 227, 230, 233, 235, 237, 238, 240, 242, 243, 245], "help": [52, 106, 131, 132, 136, 146, 147, 186, 187, 190, 193, 202, 208, 210, 211, 212, 213, 214, 216, 218, 219, 227, 240, 245], "call": [52, 53, 54, 60, 61, 73, 74, 75, 78, 85, 86, 89, 90, 91, 92, 93, 98, 99, 111, 121, 125, 129, 131, 157, 161, 162, 164, 167, 173, 174, 184, 191, 193, 195, 196, 199, 200, 202, 206, 208, 209, 210, 211, 215, 216, 217, 220, 224, 226, 227, 235, 237, 238, 240, 243, 245, 246], "mayb": [52, 55, 87], "id": 52, "ipython": [52, 106, 107, 108, 109, 115, 120, 206, 216, 238, 241], "consol": 52, "see": [52, 53, 54, 56, 62, 76, 77, 78, 85, 88, 94, 99, 100, 102, 103, 104, 105, 110, 111, 112, 118, 119, 125, 128, 129, 131, 132, 133, 147, 148, 151, 160, 174, 184, 185, 186, 187, 190, 193, 196, 198, 199, 200, 201, 202, 203, 204, 205, 206, 208, 209, 210, 211, 213, 216, 217, 218, 220, 223, 224, 227, 230, 233, 235, 237, 238, 239, 240, 241, 242, 243], "ani": [52, 53, 54, 74, 75, 100, 102, 103, 111, 112, 118, 121, 125, 129, 150, 161, 162, 166, 167, 171, 173, 185, 187, 190, 200, 201, 202, 203, 208, 209, 211, 212, 213, 214, 216, 217, 220, 226, 227, 230, 235, 240, 245, 246], "distinct": [52, 118, 135, 143, 145, 162, 164, 186, 200, 201, 202, 211, 212, 215, 216, 217, 218, 219, 245], "between": [52, 74, 75, 85, 86, 100, 101, 102, 103, 104, 106, 107, 108, 109, 111, 112, 115, 118, 120, 121, 124, 126, 127, 128, 129, 131, 137, 138, 139, 140, 142, 144, 145, 150, 152, 153, 160, 162, 176, 179, 185, 186, 187, 193, 197, 201, 202, 203, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 224, 230, 233, 235, 238, 240, 244, 245], "case": [52, 53, 54, 85, 86, 100, 104, 125, 131, 132, 140, 145, 149, 172, 185, 187, 193, 201, 202, 206, 208, 209, 210, 211, 212, 213, 214, 216, 217, 218, 219, 220, 222, 224, 226, 227, 230, 235, 237, 240, 243, 245], "necessari": [52, 132, 133, 173, 186, 206, 208, 210, 216, 217, 218, 224, 227, 243, 245], "explicitli": [52, 138, 144, 161, 167, 176, 185, 201, 202, 206, 208, 209, 212, 217, 227, 228, 230, 243, 245], "want": [52, 53, 54, 56, 62, 76, 77, 85, 86, 88, 94, 100, 102, 103, 105, 110, 112, 132, 167, 186, 201, 202, 203, 208, 209, 210, 211, 212, 215, 216, 217, 220, 227, 235, 243, 245], "block": 52, "alwai": [52, 74, 75, 125, 129, 131, 132, 147, 149, 150, 151, 172, 187, 193, 210, 213, 214, 218, 219, 220, 226, 235, 246], "desir": [52, 100, 102, 103, 112, 118, 121, 125, 129, 185, 201, 202, 203, 227, 230, 245], "instanc": [52, 55, 63, 72, 78, 79, 80, 81, 84, 87, 97, 110, 161, 174, 183, 209, 213, 215, 217, 218, 224, 235], "execut": [52, 245], "script": 52, "save": [52, 64, 82, 95, 110, 133, 161, 165, 167, 206, 217, 240], "file": [52, 170, 217, 238], "disk": [52, 170], "deviat": [52, 100, 110, 129, 132, 148, 151, 185, 186, 203, 219, 220, 227, 243], "practic": [52, 213, 214], "yet": [52, 174], "avoid": [52, 85, 86, 125, 132, 134, 186, 187, 191, 202, 206, 211, 213, 220, 223, 226, 229, 233, 234, 237, 240, 241, 243, 245, 246], "inlin": 52, "widget": [52, 106, 107, 108, 109, 114, 238, 240, 241], "backend": [52, 224, 241, 242, 244, 245], "automat": [52, 104, 110, 124, 144, 165, 166, 202, 213, 214, 215, 216, 217, 226, 229, 230, 233, 240, 243], "appear": [52, 53, 54, 55, 87, 100, 102, 118, 121, 125, 129, 131, 132, 142, 145, 152, 158, 159, 161, 165, 174, 181, 182, 185, 186, 187, 193, 206, 207, 209, 210, 213, 214, 215, 218, 219, 223, 224, 225, 227, 228, 230, 236, 238, 240, 241, 242, 243, 244, 245, 246], "output": [52, 157, 161, 171, 174, 206, 212, 215, 216, 217, 230, 241, 246], "activ": [52, 58, 60, 61, 89, 90, 91, 92, 93, 124, 200, 209, 210, 215, 227, 233], "interact": [52, 106, 107, 108, 109, 114, 115, 120, 130, 185, 215, 216, 227, 230, 233, 235, 237, 238, 240, 244], "experi": [52, 212], "ion": 52, "anywher": [52, 211, 224], "both": [52, 72, 74, 75, 78, 97, 100, 102, 103, 104, 112, 118, 120, 125, 128, 131, 132, 137, 144, 145, 147, 150, 163, 168, 183, 185, 186, 187, 191, 193, 201, 202, 203, 208, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 224, 230, 235, 240, 245], "configur": [52, 74, 75, 142, 156, 171, 174, 181, 208, 209, 221], "updat": [52, 99, 119, 134, 161, 174, 184, 196, 199, 217, 221, 222, 224, 226, 231, 232, 235, 238, 241, 244, 246], "axessuplot": 52, "axisgrid": 52, "0x7f840e279c10": 52, "befor": [52, 74, 75, 85, 86, 128, 132, 143, 158, 159, 162, 171, 183, 186, 187, 190, 206, 207, 211, 212, 213, 215, 220, 224, 226, 227, 235, 237], "statement": [52, 111, 161, 198, 206, 208, 233, 235, 236, 237], "part": [52, 99, 124, 137, 149, 176, 179, 184, 196, 199, 200, 206, 208, 213, 214, 215, 216, 224, 227, 230, 235, 243], "return": [52, 55, 56, 58, 60, 61, 62, 63, 67, 72, 76, 77, 78, 79, 80, 81, 84, 87, 88, 94, 97, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 133, 135, 142, 149, 156, 161, 169, 173, 181, 183, 184, 185, 186, 187, 190, 191, 192, 193, 197, 201, 202, 203, 204, 208, 209, 210, 211, 215, 217, 224, 226, 227, 235, 238, 240, 245], "refer": [52, 53, 54, 63, 74, 75, 81, 104, 114, 118, 125, 128, 149, 150, 163, 168, 187, 203, 205, 209, 210, 211, 212, 216, 218, 219, 220, 224, 225, 226, 227, 233, 234, 235, 240, 243, 245], "contain": [52, 59, 100, 110, 114, 121, 125, 129, 131, 135, 151, 161, 186, 191, 193, 212, 213, 216, 217, 218, 219, 225, 228, 232], "bothersom": 52, "suppress": [52, 74, 75, 102, 118, 121, 125, 128, 129, 162, 223, 230], "e": [52, 53, 54, 85, 86, 105, 110, 112, 114, 125, 129, 131, 135, 142, 149, 151, 161, 164, 171, 173, 183, 187, 193, 198, 200, 206, 209, 212, 214, 215, 216, 217, 218, 224, 227, 228, 229, 230, 233, 235, 238, 240, 241, 242, 243, 245, 246], "semicolon": 52, "end": [52, 114, 217, 240], "caus": [52, 111, 171, 213, 222, 223, 224, 225, 226, 227, 228, 230, 240, 246], "metadata": 52, "tag": [52, 230], "unusu": 52, "low": [52, 105, 106, 107, 108, 109, 114, 115, 130, 211, 213, 230, 234], "dpi": [52, 161, 167], "inch": [52, 53, 54, 74, 75, 85, 86, 104, 118, 132, 165, 183, 187], "take": [52, 53, 54, 60, 61, 89, 90, 91, 92, 93, 100, 124, 132, 136, 165, 186, 187, 200, 203, 208, 209, 210, 213, 214, 216, 217, 219, 224, 233, 234, 235, 238, 240, 245, 246], "less": [52, 125, 129, 131, 146, 147, 152, 153, 158, 159, 187, 193, 203, 208, 211, 212, 213, 214, 215, 216, 217, 218, 220, 235], "graphic": [52, 53, 54, 131, 161, 187, 193, 205, 207, 211, 217, 220, 224, 227], "physic": 52, "smaller": [52, 208, 211, 213, 230, 233, 237, 238, 240, 241, 246], "thei": [52, 53, 54, 100, 102, 110, 112, 124, 125, 131, 136, 143, 145, 148, 149, 152, 158, 159, 161, 162, 185, 187, 193, 201, 202, 206, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 220, 224, 227, 230, 235, 236, 240, 241, 244, 245], "exactli": [52, 85, 86, 142, 160, 203, 215, 224, 244], "resolut": [52, 151, 161], "face": 52, "economi": 52, "qualiti": [52, 129, 216], "tradeoff": 52, "increas": [52, 114, 115, 125, 126, 127, 129, 130, 131, 132, 148, 151, 186, 191, 211, 213, 214, 215, 222, 227, 233, 237, 245], "reset": [52, 161, 208, 227, 233, 242, 246], "paramet": [52, 53, 54, 55, 60, 61, 63, 64, 67, 72, 74, 75, 78, 79, 80, 81, 82, 84, 85, 86, 87, 89, 90, 91, 92, 93, 95, 97, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 118, 120, 121, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 139, 142, 145, 148, 149, 150, 151, 156, 157, 160, 161, 162, 163, 164, 165, 166, 167, 168, 170, 173, 174, 178, 181, 182, 183, 184, 185, 186, 187, 190, 191, 192, 193, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 208, 209, 210, 211, 213, 214, 215, 216, 217, 218, 219, 220, 223, 224, 225, 226, 227, 228, 230, 231, 233, 235, 237, 238, 240, 241, 242, 243, 245, 246], "rcparam": [52, 99, 161, 167, 196, 199, 200, 215, 216, 230, 242], "96": 52, "Or": [52, 85, 86, 124, 125, 131, 145, 149, 151, 171, 174, 183, 185, 186, 201, 202, 216, 217, 220], "theme": [52, 166, 167, 200, 205, 208, 216, 221, 226, 230, 235], "high": [52, 106, 107, 108, 109, 115, 130, 183, 195, 202, 205, 207, 208, 209, 211, 215, 220, 237, 245], "pixel": 52, "monitor": 52, "sharper": 52, "retina": 52, "config": [52, 161, 174, 217], "inlinebackend": 52, "figure_format": 52, "appar": [52, 126, 213], "veri": [52, 156, 161, 167, 209, 211, 212, 216, 218, 219, 220, 222, 224, 229, 233, 238], "And": [52, 164, 211, 213, 215], "4x": 52, "svg": [52, 161], "emit": [52, 211], "infinit": [52, 161, 224, 230, 240], "downsid": [52, 121, 161, 210, 213, 215], "now": [52, 208, 211, 212, 217, 222, 223, 224, 226, 227, 228, 230, 231, 233, 234, 235, 236, 237, 238, 240, 241, 242, 243, 245, 246], "complex": [52, 131, 161, 207, 209, 210, 211, 212, 214, 215, 217, 219, 220, 235], "artist": [52, 55, 87, 100, 102, 103, 167, 185, 216, 217, 224, 227, 230], "impact": 52, "browser": 52, "term": [52, 125, 162, 211, 212, 213, 216, 218, 233, 240], "stackoverflow": [52, 205, 206], "thread": 52, "understand": [52, 53, 54, 61, 85, 86, 118, 209, 211, 212, 213, 215, 216, 220, 224, 233], "brief": [52, 100, 102, 103, 104, 112, 131, 185, 187, 193, 201, 202, 203, 205, 224, 230], "fall": [52, 121, 125, 210, 211, 213, 214], "singl": [52, 53, 54, 85, 100, 102, 103, 104, 110, 112, 117, 118, 121, 125, 128, 129, 131, 150, 163, 164, 183, 185, 187, 201, 202, 203, 209, 211, 212, 213, 215, 216, 217, 218, 219, 223, 224, 227, 230, 237, 238, 245, 246], "exist": [52, 100, 102, 103, 111, 112, 118, 121, 122, 125, 129, 131, 167, 185, 187, 190, 191, 193, 201, 202, 203, 209, 211, 212, 213, 214, 215, 217, 226, 227, 230, 233, 235, 240, 245], "intern": [52, 74, 75, 85, 86, 118, 121, 125, 128, 129, 131, 187, 191, 193, 209, 211, 215, 216, 223, 224, 227, 230, 232, 243], "potenti": [52, 129, 176, 243], "intend": [52, 128, 132, 183, 191, 211, 219, 235], "satisfi": [52, 214], "offer": [52, 112, 153, 158, 171, 187, 206, 209, 210, 211, 212, 213, 215, 216, 217, 227, 235], "drop": [52, 85, 86, 145, 183, 215, 216, 217, 222, 226, 227, 230], "abl": [52, 125, 149, 206, 209, 211, 212], "combin": [52, 53, 54, 100, 102, 103, 112, 131, 132, 137, 138, 139, 145, 146, 149, 151, 152, 160, 168, 185, 186, 193, 201, 202, 203, 207, 210, 212, 213, 214, 216, 217, 218, 219, 220, 245], "manag": [52, 99, 111, 118, 128, 184, 187, 195, 200, 215, 216, 235], "either": [52, 67, 74, 75, 100, 104, 110, 118, 121, 125, 128, 129, 131, 132, 134, 142, 149, 163, 166, 168, 183, 185, 186, 187, 191, 193, 203, 209, 210, 211, 212, 214, 215, 217, 218, 220, 235, 238, 240, 246], "contrast": [52, 135, 140, 150, 211, 213, 215, 217, 219, 224], "worri": 52, "But": [52, 53, 54, 85, 86, 129, 134, 165, 167, 171, 202, 206, 210, 211, 212, 213, 214, 215, 217, 220, 230], "becom": [52, 62, 77, 94, 210, 211, 215, 224], "beyond": [52, 151, 213, 214, 215, 216, 217, 226], "variou": [52, 101, 131, 132, 148, 186, 187, 193, 208, 212, 215, 217, 224, 227, 238, 240, 241, 245], "least": [52, 102, 212, 230], "broadli": [52, 211], "keep": [52, 100, 145, 185, 208, 210, 211, 212, 213, 216, 220], "mind": [52, 100, 134, 145, 178, 185, 187, 211, 213, 216, 218, 220], "explain": [52, 118, 129, 209, 212, 214, 216, 224, 227, 245], "tutori": [52, 53, 54, 85, 99, 100, 102, 103, 104, 111, 112, 118, 131, 132, 148, 174, 184, 185, 186, 187, 193, 196, 199, 200, 201, 202, 203, 205, 206, 208, 209, 210, 211, 214, 215, 216, 218, 219, 220, 224, 227, 235, 238, 240, 241, 245], "blog": [52, 211], "post": [52, 206, 211, 224, 230], "next": [52, 208, 213, 227], "second": [52, 55, 87, 100, 112, 129, 168, 185, 201, 202, 208, 209, 210, 211, 213, 215, 217, 219, 224, 233, 235, 240], "biggest": [52, 245], "behavior": [52, 100, 112, 125, 129, 131, 136, 141, 148, 149, 160, 161, 166, 171, 172, 176, 187, 193, 201, 202, 210, 211, 215, 217, 220, 224, 227, 230, 233, 235, 240, 241, 243, 245, 246], "finit": 52, "non": [52, 85, 86, 117, 124, 166, 172, 183, 193, 202, 211, 218, 224, 225, 226, 227, 230, 231, 238, 246], "At": [52, 156, 212, 215, 216, 222], "were": [52, 152, 167, 214, 220, 224, 225, 226, 227, 228, 230, 236, 237, 239, 240, 241, 244, 245, 246], "written": [52, 215, 240], "direct": [52, 99, 114, 115, 121, 130, 150, 163, 178, 202, 211, 213, 224, 233, 243], "type": [52, 53, 54, 56, 62, 76, 77, 88, 94, 100, 102, 103, 104, 112, 131, 136, 139, 161, 162, 164, 171, 185, 187, 193, 201, 202, 203, 209, 212, 213, 216, 217, 218, 220, 224, 225, 226, 227, 230, 231, 234, 240, 243, 246], "uniqu": [52, 110, 111, 121, 131, 132, 176, 186, 187, 193, 211, 212, 213, 218, 224, 228, 230, 237, 240, 241], "base": [52, 100, 102, 103, 104, 112, 114, 115, 118, 121, 125, 128, 129, 130, 131, 142, 154, 155, 177, 180, 183, 184, 185, 187, 193, 196, 201, 202, 203, 205, 211, 213, 216, 217, 220, 224, 228, 230, 233, 242, 245, 246], "integ": [52, 124, 125, 149, 160, 213, 218, 240, 241], "great": [52, 211], "match": [52, 100, 102, 103, 110, 112, 124, 203, 213, 223, 227, 230, 233, 242, 246], "handl": [52, 53, 54, 55, 87, 115, 130, 145, 146, 147, 203, 206, 209, 210, 216, 220, 224, 233, 237, 243, 245, 246], "gotcha": [52, 176], "give": [52, 53, 54, 85, 86, 104, 114, 118, 129, 132, 142, 151, 160, 165, 171, 183, 187, 202, 206, 208, 209, 210, 211, 215, 216, 224, 245], "rise": 52, "especi": [52, 125, 126, 129, 208, 211, 214, 220, 245], "mix": [52, 147], "v0": [52, 56, 62, 76, 77, 88, 94, 100, 102, 103, 104, 112, 119, 185, 201, 202, 203, 210, 212, 214], "releas": [52, 165, 174, 205, 206, 218, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 243, 245, 246], "ad": [52, 56, 62, 74, 75, 76, 77, 88, 94, 100, 102, 103, 104, 112, 118, 124, 131, 132, 138, 146, 161, 164, 166, 185, 186, 187, 190, 193, 201, 202, 203, 209, 210, 211, 215, 220, 223, 224, 226, 227, 228, 229, 230, 231, 233, 237, 238, 240, 241, 242, 243, 244, 245, 246], "control": [52, 53, 54, 74, 75, 78, 85, 86, 99, 102, 103, 104, 114, 118, 124, 125, 128, 129, 131, 132, 134, 144, 150, 151, 164, 165, 166, 171, 172, 174, 182, 183, 184, 185, 187, 193, 196, 199, 200, 201, 202, 203, 207, 209, 210, 211, 213, 214, 215, 216, 217, 218, 224, 227, 230, 233, 240, 242, 246], "preserv": [52, 100, 103, 114, 185, 200, 202, 203, 230, 245], "properti": [52, 99, 118, 121, 125, 128, 129, 134, 137, 138, 139, 140, 141, 144, 146, 147, 152, 153, 158, 159, 161, 171, 174, 176, 177, 182, 199, 207, 210, 211, 216, 219, 226, 227, 240, 246], "With": [52, 100, 102, 136, 163, 165, 185, 186, 211, 212, 220, 227, 230, 235, 240], "succinctli": 52, "role": [52, 203, 212, 216, 220, 241, 245], "stumbl": 52, "beginn": [52, 215, 226], "often": [52, 53, 54, 100, 102, 103, 112, 125, 131, 140, 176, 187, 193, 203, 206, 210, 211, 212, 213, 215, 216, 218, 219, 220, 245], "store": [52, 74, 75, 161, 209, 212, 224, 227, 246], "therefor": [52, 220], "reshap": [52, 74, 75, 118, 121, 125, 128, 129, 131, 187, 191, 193], "undertak": 52, "requir": [52, 53, 54, 78, 106, 107, 108, 109, 110, 123, 129, 133, 151, 167, 203, 212, 216, 217, 219, 221, 227, 230, 235], "solid": [52, 100, 102, 103, 131, 187, 203, 230], "grasp": 52, "structur": [52, 53, 54, 74, 75, 118, 121, 125, 128, 129, 131, 187, 190, 191, 193, 207, 208, 211, 213, 215, 216, 217, 219, 220, 235, 238], "knowledg": [52, 216], "invest": 52, "develop": [52, 222, 227], "skill": 52, "pai": 52, "dividend": 52, "power": [52, 213, 215, 216, 237], "nearli": [52, 212, 224, 227, 230], "accept": [52, 53, 54, 56, 61, 62, 74, 75, 76, 77, 79, 80, 85, 86, 88, 89, 90, 91, 92, 93, 94, 111, 125, 132, 161, 171, 183, 186, 203, 207, 209, 211, 213, 214, 215, 216, 217, 218, 219, 224, 227, 228, 230, 233, 235, 238, 240, 242, 245], "wide": [52, 74, 75, 100, 102, 103, 104, 112, 118, 121, 125, 128, 129, 131, 185, 187, 191, 193, 201, 202, 203, 207, 211, 218, 224, 227, 235, 240], "trigger": [52, 167, 217, 224, 230, 231], "without": [52, 74, 75, 110, 131, 150, 156, 161, 162, 167, 206, 209, 210, 212, 215, 217, 220, 224, 226, 227, 230, 233, 235, 237, 240, 243, 244, 246], "substanti": [52, 125, 132, 149, 186, 220, 222, 230, 233, 243, 245], "flexibl": [52, 74, 85, 128, 131, 152, 153, 158, 159, 183, 187, 207, 209, 211, 212, 213, 214, 215, 217, 218, 220, 221, 224, 233, 237, 240, 245], "quick": [52, 133, 206, 209, 213, 216, 219, 237], "earli": [52, 213], "process": [52, 74, 75, 118, 121, 125, 128, 129, 131, 161, 187, 191, 193, 198, 211, 214, 220, 224, 227, 240], "messi": 52, "effici": [52, 210, 217, 246], "complet": [52, 118, 213, 216, 217, 224, 230, 240, 245], "elabor": 52, "user": [52, 56, 62, 76, 77, 88, 94, 114, 118, 121, 122, 125, 129, 202, 216, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 245], "guid": [52, 118, 119, 121, 125, 129, 211, 216, 219, 224, 227], "speak": 52, "quit": [52, 210, 211, 220, 245], "dictionari": [52, 53, 54, 55, 78, 85, 86, 87, 99, 100, 102, 103, 104, 112, 113, 128, 131, 132, 161, 163, 171, 174, 183, 184, 185, 186, 187, 190, 193, 196, 199, 200, 201, 202, 203, 204, 208, 209, 212, 217, 218, 220, 226, 230, 234, 235, 237, 238, 240], "2d": [52, 110, 124, 213, 214, 226, 245], "There": [52, 102, 118, 125, 128, 132, 148, 186, 208, 209, 210, 211, 212, 213, 216, 217, 220, 224, 227, 230, 235, 237, 238, 240, 241, 245, 246], "coupl": [52, 231], "older": [52, 212, 222, 237, 240, 245, 246], "except": [52, 103, 206, 211, 225, 228, 229, 230, 231, 238, 240, 246], "gain": [52, 220, 230], "cycl": [52, 111, 118, 125, 128, 129, 195, 198, 211, 218, 227, 230, 237, 245], "complic": [52, 187, 214], "hope": [52, 206], "individu": [52, 118, 146, 161, 168, 183, 187, 191, 210, 213, 215, 218, 238, 240, 245], "expect": [52, 100, 102, 103, 104, 112, 138, 185, 201, 202, 203, 209, 226, 227, 237], "ignor": [52, 53, 54, 56, 76, 88, 111, 117, 129, 142, 181, 190, 212, 223, 225, 226, 227, 230, 231, 240], "parameter": [52, 146, 214, 215, 218, 220, 224, 245], "roughli": [52, 129, 151], "advantag": [52, 104, 121, 187, 212, 213, 214, 215, 245], "adapt": [52, 144, 150, 165, 172, 214, 220, 221, 223, 224, 227, 230, 232], "fortun": 52, "consist": [52, 145, 212, 213, 216, 217, 225, 227, 230, 233, 235, 238, 243, 245], "independ": [52, 100, 102, 103, 112, 118, 121, 125, 129, 131, 147, 149, 151, 161, 162, 168, 172, 184, 185, 187, 193, 196, 197, 200, 201, 202, 203, 208, 210, 213, 216, 217, 218, 220, 235, 237, 245], "manner": 52, "modifi": [52, 55, 72, 87, 97, 99, 103, 129, 145, 161, 164, 167, 171, 184, 196, 215, 216, 217, 220, 224, 243, 245], "obj": [52, 134, 226], "set_size_inch": [52, 215, 216], "note": [52, 74, 75, 85, 86, 100, 102, 104, 105, 107, 109, 110, 112, 124, 125, 129, 131, 132, 133, 135, 146, 148, 149, 151, 162, 165, 185, 186, 187, 200, 201, 202, 205, 208, 209, 211, 212, 213, 214, 218, 219, 227, 230, 235, 237, 243, 245], "surprisingli": [52, 246], "down": [52, 128, 131, 161, 193, 215, 216, 217, 224], "extra": [52, 104, 118, 134, 187, 208, 215], "blank": [52, 85, 86, 134, 231], "code": [52, 53, 54, 101, 111, 115, 116, 124, 130, 131, 132, 183, 185, 186, 187, 192, 193, 195, 197, 198, 200, 202, 205, 206, 208, 211, 213, 214, 215, 216, 217, 218, 219, 224, 227, 230, 234, 240, 242, 243, 245, 246], "them": [52, 53, 54, 74, 75, 80, 102, 103, 110, 125, 131, 139, 149, 163, 165, 193, 201, 202, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 219, 220, 224, 226, 230, 240, 245], "toward": [52, 121, 125, 206, 212, 216, 240], "warn": [52, 129, 202, 224, 226, 227, 230, 243, 244, 245, 246], "happen": [52, 161, 210, 211, 215, 216, 220, 240], "suggest": [52, 213, 219, 224], "put": [52, 191, 210, 215, 242, 243, 245], "still": [52, 132, 166, 186, 187, 210, 212, 213, 216, 226, 230, 233, 235, 240, 241, 243, 245], "latter": [52, 115, 130, 131, 132, 142, 186, 187, 193, 209, 211, 217, 235, 245], "consid": [52, 99, 152, 171, 184, 196, 199, 211, 212, 213, 224, 227, 240, 245, 246], "bug": [52, 133, 205, 206, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 237, 239, 241, 242, 244], "reli": [52, 214], "thing": [52, 53, 54, 205, 209, 211, 213, 214, 215, 216, 217], "current": [52, 53, 54, 60, 61, 79, 80, 89, 90, 91, 92, 93, 99, 100, 102, 103, 111, 112, 117, 118, 124, 125, 129, 131, 132, 148, 162, 166, 172, 174, 183, 184, 185, 186, 187, 190, 196, 200, 201, 202, 203, 208, 209, 210, 211, 212, 214, 215, 217, 218, 219, 227, 233, 237, 242, 245, 246], "yourself": [52, 110, 208, 211, 214], "etc": [52, 111, 168, 171, 184, 196, 198, 200, 217, 233, 235, 240, 245], "misalgin": 52, "off": [52, 74, 75, 85, 86, 92, 183, 209, 218, 219, 220, 224, 225, 233, 243, 245], "seem": [52, 211, 212], "recal": [52, 222], "94": 52, "correspond": [52, 53, 54, 59, 85, 86, 102, 104, 106, 107, 108, 109, 110, 118, 121, 124, 125, 128, 129, 162, 164, 166, 171, 172, 184, 186, 187, 196, 209, 210, 211, 212, 213, 215, 217, 218, 220, 224, 227, 235, 237, 243, 245], "actual": [52, 102, 149, 161, 203, 206, 209, 210, 212, 215, 217, 227, 230], "doesn": [52, 53, 54, 209, 217], "know": [52, 208, 216, 217], "As": [52, 100, 102, 103, 104, 112, 183, 185, 201, 202, 203, 206, 208, 210, 211, 212, 213, 217, 218, 219, 220, 224, 227, 230, 235, 240, 245], "somewhat": [52, 112, 211, 214, 235, 241, 245], "misleadingli": 52, "rule": [52, 102, 125, 129, 132, 141, 149, 151, 203, 209, 211, 212, 215, 227, 233, 234, 237, 240, 241, 243], "solv": [52, 206], "unique_x": 52, "plan": [52, 245], "futur": [52, 162, 165, 174, 194, 212, 214, 218, 224, 227, 240, 243, 244, 245], "treat": [52, 100, 102, 103, 104, 112, 121, 125, 131, 171, 183, 185, 187, 190, 193, 201, 202, 203, 210, 212, 217, 224, 230, 233, 243, 246], "appli": [52, 53, 54, 60, 62, 72, 77, 94, 97, 100, 102, 103, 104, 112, 114, 115, 117, 125, 129, 130, 131, 132, 133, 139, 145, 149, 150, 155, 161, 162, 166, 167, 171, 174, 179, 180, 183, 185, 186, 193, 201, 203, 210, 212, 213, 215, 216, 217, 218, 219, 220, 227, 228, 230, 238, 240, 241, 243], "ideal": [52, 140, 206, 209, 213, 217, 219], "later": [52, 208, 215, 237], "new": [52, 100, 102, 103, 104, 112, 131, 134, 142, 143, 156, 181, 185, 190, 197, 201, 202, 203, 205, 206, 216, 217, 226, 227, 228, 230, 231, 234, 237, 238, 239, 241, 242, 243], "attach": [52, 226], "propag": [52, 225, 245], "font": [52, 55, 87, 99, 182, 184, 196, 200, 208, 216, 224, 237, 241, 245], "basic": [52, 53, 54, 112, 121, 206, 209, 210, 217, 220, 233], "four": [52, 208, 209, 211, 220, 243], "layer": [52, 74, 75, 100, 104, 125, 128, 129, 136, 137, 148, 161, 162, 164, 176, 178, 183, 185, 187, 213, 216, 218, 226, 228, 230, 237, 240], "hierarchi": [52, 110], "explicit": [52, 171, 193, 212, 217, 224, 227], "keyword": [52, 53, 54, 55, 60, 61, 63, 72, 74, 75, 78, 79, 80, 81, 84, 85, 86, 87, 97, 100, 102, 103, 104, 110, 118, 121, 124, 125, 128, 129, 131, 132, 133, 134, 161, 164, 166, 170, 171, 172, 173, 183, 186, 187, 190, 191, 193, 201, 202, 203, 209, 215, 216, 221, 230, 235, 237, 238, 240, 245, 246], "argument": [52, 53, 54, 55, 56, 60, 61, 62, 63, 72, 74, 75, 76, 77, 78, 79, 80, 81, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 97, 99, 100, 102, 103, 104, 110, 111, 118, 121, 122, 124, 125, 128, 129, 131, 132, 133, 134, 150, 161, 162, 170, 171, 174, 183, 184, 186, 187, 190, 191, 193, 200, 201, 202, 203, 208, 209, 211, 212, 215, 216, 217, 221, 230, 233, 235, 237, 238, 240, 245, 246], "lot": [52, 211, 215, 235], "accomplish": [52, 99, 141, 199, 210, 212, 213, 216, 217, 219, 220, 237, 240, 245], "deleg": [52, 211, 217, 224, 230], "kwarg": [52, 55, 56, 57, 60, 61, 62, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 76, 77, 78, 79, 80, 82, 83, 84, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 100, 102, 103, 104, 110, 112, 118, 121, 124, 125, 128, 129, 131, 134, 170, 173, 185, 187, 191, 193, 194, 201, 202, 203, 209, 240, 245], "signatur": [52, 142, 215, 224, 226, 227], "catch": [52, 53, 54, 208, 209, 229, 240], "underli": [52, 53, 54, 55, 87, 103, 104, 111, 118, 125, 128, 129, 132, 141, 149, 165, 167, 183, 186, 187, 201, 202, 203, 209, 210, 213, 214, 215, 216, 224, 226, 227, 230, 240], "For": [52, 100, 102, 104, 108, 118, 119, 125, 129, 131, 134, 135, 148, 149, 151, 160, 164, 171, 178, 184, 187, 196, 205, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 224, 227, 235, 238, 240, 245], "valid": [52, 118, 160, 174, 209, 212, 224, 230], "let": [52, 53, 54, 85, 86, 172, 208, 209, 212, 215, 216, 217, 238], "wrapper": [52, 113, 128, 204], "anyth": [52, 53, 54, 74, 75, 209, 215, 217, 218, 245], "easiest": [52, 206, 209, 211, 213], "attribut": [52, 53, 54, 59, 65, 74, 75, 83, 85, 86, 96, 118, 161, 174, 187, 193, 209, 211, 212, 215, 216, 224, 226, 233], "onc": [52, 206, 209, 212, 213, 216, 217, 220, 224, 227], "xticklabel": [52, 124, 240], "deepest": 52, "reach": 52, "These": [52, 53, 54, 105, 131, 147, 167, 184, 187, 190, 193, 196, 206, 209, 210, 211, 212, 214, 215, 216, 217, 218, 219, 220, 224, 227, 237, 238, 240, 241, 242, 243, 245], "patch": [52, 99, 100, 102, 103, 112, 137, 139, 140, 167, 184, 203, 227, 230], "neither": [52, 121, 125, 176, 212], "nor": [52, 121, 125, 212], "stabl": [52, 174, 214, 217, 227, 228, 245], "gracefulli": 52, "upcom": [52, 232, 246], "break": [52, 125, 149, 213, 224, 227, 233, 240], "unexpectedli": 52, "said": [52, 211], "hard": [52, 125, 131, 178, 187, 193, 208, 220], "realli": 52, "certainli": [52, 217], "perform": [52, 85, 86, 100, 104, 132, 151, 153, 185, 186, 211, 212, 216, 217, 226, 228, 230, 234, 241, 243], "exploratori": [52, 211, 216, 219], "analysi": [52, 211, 212, 216, 219, 220], "primarili": [52, 208, 219], "exclus": [52, 132, 165, 186], "polish": [52, 216], "find": [52, 165, 205, 211, 216, 217, 227, 235, 238], "littl": [52, 208, 211, 245], "bit": [52, 145, 211, 213, 215, 223, 227, 233, 245], "extrem": [52, 102, 124, 125, 129, 135, 149, 151, 203, 210, 211, 213, 224], "liter": [52, 164, 171, 218, 220, 224], "everyth": 52, "drill": 52, "far": [52, 129, 151, 206, 211, 212, 213, 216, 217], "enough": [52, 207, 217, 227], "idea": [52, 129, 151, 205, 209, 210, 220, 233, 246], "oper": [52, 167, 210, 212, 216, 217, 218, 224, 230], "pretti": [52, 206], "reason": [52, 211, 217, 219, 245], "alreadi": [52, 215, 217], "feasibl": [52, 240], "switch": [52, 208, 210, 215, 216, 217, 220], "tend": [52, 222], "frustrat": [52, 227], "motiv": [52, 211, 224, 238, 245], "aim": [52, 213, 217, 227, 245], "cohes": [52, 245], "hopefulli": [52, 209, 245], "allevi": [52, 227], "matur": 52, "afford": [52, 213, 214, 220], "beat": 52, "care": [52, 53, 54, 167, 209, 219], "worth": 52, "prefer": [52, 194, 203, 206, 208, 212, 216, 226], "maintain": [52, 100, 102, 103, 104, 112, 141, 166, 185, 201, 202, 203, 222, 240], "wherea": [52, 212, 214, 217, 224], "func": [52, 56, 60, 61, 62, 76, 77, 79, 80, 88, 89, 90, 91, 92, 93, 94, 136, 148, 157, 227, 245], "global": [52, 99, 161, 162, 163, 167, 184, 196, 200, 215, 225, 230, 237], "state": [52, 53, 54, 161, 215, 218, 225, 245], "didn": [52, 212, 217], "kei": [52, 55, 63, 67, 74, 75, 81, 84, 85, 86, 87, 100, 102, 103, 104, 112, 113, 118, 121, 124, 125, 128, 129, 131, 133, 161, 163, 183, 185, 187, 191, 193, 201, 202, 203, 204, 212, 213, 215, 225, 227], "batch": [52, 118, 187], "noth": [52, 216], "built": [52, 105, 209, 210, 211, 212, 213, 216, 217, 219, 235], "v3": 52, "conveni": [52, 118, 128, 132, 168, 187, 211, 213, 215, 216, 226], "bar_label": [52, 100], "rel": [52, 74, 75, 100, 102, 103, 106, 107, 108, 109, 112, 115, 118, 125, 129, 144, 146, 147, 150, 151, 156, 157, 165, 184, 185, 196, 203, 208, 210, 211, 213, 219, 227, 233, 239, 240, 245], "easi": [52, 55, 63, 72, 74, 75, 78, 79, 80, 81, 84, 87, 97, 104, 125, 183, 186, 208, 210, 211, 213, 215, 216, 219, 220, 227, 233, 235, 237, 238], "recip": [52, 214], "approach": [52, 85, 86, 100, 102, 118, 125, 128, 129, 140, 185, 209, 210, 211, 213, 214, 215, 216, 219, 220, 224, 227, 230, 237, 240, 241], "come": [52, 208, 211, 216], "col_var": [52, 67, 104], "dark_background": 52, "sheet": 52, "set2": [52, 111, 135, 209, 211, 246], "overrid": [52, 99, 125, 140, 142, 149, 162, 164, 184, 196, 199, 200, 207, 228, 230, 235], "set_palett": [52, 111, 195, 211, 227, 235, 237, 240, 243, 245], "separ": [52, 53, 54, 85, 86, 118, 124, 126, 128, 131, 132, 142, 161, 183, 184, 185, 187, 196, 200, 201, 202, 208, 209, 212, 213, 215, 217, 218, 219, 220, 230, 245], "poor": [52, 211], "bright": [52, 105, 107, 109, 111, 114, 115, 195, 201, 202, 211], "aggreg": [52, 100, 125, 129, 131, 136, 144, 149, 157, 162, 185, 186, 187, 212, 214, 216, 217, 227, 230], "bootstrap": [52, 100, 104, 131, 132, 148, 185, 186, 210, 214, 216, 219, 220, 223, 227, 231, 235, 243, 245, 246], "model": [52, 124, 132, 146, 182, 186, 190, 207, 212, 213, 214, 216, 233, 235], "scope": 52, "interrog": 52, "simpli": [52, 208, 212, 213, 218, 224], "dilig": 52, "verifi": 52, "correctli": [52, 240, 243, 246], "feel": [52, 227], "free": [52, 227], "privat": 52, "calcul": [52, 110, 148, 190, 214, 216, 227, 229, 233, 235, 240, 241, 242], "stat": [52, 112, 121, 125, 129, 148, 149, 151, 152, 161, 162, 166, 176, 206, 209, 213, 217, 224, 226, 227, 228, 229, 230], "just": [52, 113, 204, 208, 209, 210, 212, 213, 214, 216, 217, 219], "product": [52, 168, 216, 227], "home": [52, 205, 206, 227], "statsmodel": [52, 132, 186, 206, 219, 224, 227, 233, 234, 235], "goe": [52, 216], "bound": [52, 129, 132, 142, 186, 213, 214, 240], "continu": [52, 111, 114, 115, 126, 127, 129, 130, 135, 140, 171, 186, 187, 207, 213, 216, 217, 218, 224, 227, 228, 229, 230, 233, 240], "small": [52, 53, 54, 102, 103, 125, 133, 147, 148, 149, 150, 166, 185, 203, 207, 210, 211, 213, 218, 220, 221, 224, 226, 228, 244], "meaningfulli": 52, "likewis": [52, 224], "area": [52, 102, 125, 129, 138, 149, 151, 179, 193, 203, 213, 216, 217, 218, 220, 230, 240, 245], "under": [52, 125, 129, 151, 156, 181, 208, 213, 219, 223, 227, 240], "domain": [52, 141, 171, 217, 230], "curv": [52, 118, 125, 128, 129, 151, 175, 190, 213, 216, 224, 229], "obscur": [52, 125, 149, 213, 214, 245], "namesak": 52, "think": [52, 132, 206, 209, 210, 211, 212, 215, 220], "good": [52, 100, 106, 107, 108, 109, 115, 125, 129, 149, 151, 161, 201, 202, 209, 210, 211, 213, 215, 217, 219, 220, 224, 238], "word": 52, "geom": 52, "fun": 52, "sai": [52, 209, 211, 212, 219], "geeeeeooom": 52, "row_ord": [53, 54, 104, 118, 132, 187, 209, 225], "col_ord": [53, 54, 104, 118, 132, 187, 225], "hue_kw": [53, 54, 85, 86, 238], "dropna": [53, 54, 74, 75, 85, 86, 128, 183, 186, 190, 224, 246], "legend_out": [53, 54, 104, 132, 134, 225, 226, 244], "gridspec_kw": [53, 54, 215, 240], "condit": [53, 54, 85, 86, 118, 128, 129, 132, 151, 163, 187, 207, 224, 233], "relationship": [53, 54, 85, 86, 104, 121, 128, 131, 132, 137, 149, 168, 179, 183, 185, 186, 187, 193, 201, 202, 207, 210, 213, 214, 215, 219, 235, 237, 238, 240, 245], "__init__": [53, 74, 85], "lattic": [53, 54, 209, 220], "trelli": [53, 54, 209], "can": [53, 54, 74, 75, 85, 86, 99, 100, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 115, 117, 118, 120, 121, 124, 125, 128, 129, 130, 131, 132, 134, 135, 136, 137, 138, 139, 140, 144, 146, 147, 148, 149, 150, 151, 153, 158, 161, 162, 163, 164, 165, 166, 167, 168, 171, 172, 174, 179, 183, 184, 185, 186, 187, 190, 191, 193, 195, 196, 198, 199, 200, 201, 202, 203, 205, 206, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 224, 225, 226, 227, 230, 233, 235, 237, 238, 240, 241, 242, 243, 245, 246], "third": [53, 54, 129, 182, 191, 209, 211, 213, 219, 220, 224, 240], "resolv": [53, 54, 85, 86, 100, 102, 103, 104, 112, 125, 139, 140, 146, 185, 201, 202, 203, 206, 210, 211, 213, 224, 227], "dimens": [53, 54, 60, 61, 110, 129, 131, 161, 163, 165, 172, 187, 193, 201, 207, 209, 211, 212, 217, 220, 224, 245], "onli": [53, 54, 80, 99, 100, 110, 118, 124, 125, 129, 132, 135, 137, 145, 149, 151, 161, 162, 163, 165, 166, 168, 172, 174, 183, 184, 185, 186, 187, 196, 199, 201, 202, 203, 206, 208, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 224, 225, 230, 235, 237, 240, 241, 245, 246], "top": [53, 54, 85, 86, 99, 117, 165, 200, 208, 209, 213, 215, 216, 218, 227, 233, 235, 241, 242, 243], "tailor": [53, 54, 216], "workflow": [53, 54, 227], "map_datafram": [53, 54, 227], "do": [53, 54, 103, 129, 134, 142, 181, 186, 191, 201, 203, 205, 206, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 227, 233, 235], "chang": [53, 54, 99, 100, 102, 103, 104, 108, 110, 111, 112, 114, 124, 126, 127, 147, 152, 157, 161, 165, 174, 183, 184, 185, 187, 195, 200, 201, 202, 203, 208, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 227, 232, 234, 238, 241, 242, 243, 244, 246], "below": [53, 54, 121, 125, 129, 131, 187, 193, 210, 211, 213, 214, 219, 230, 234, 235, 240], "infer": [53, 54, 100, 102, 103, 104, 112, 124, 131, 136, 161, 162, 185, 187, 193, 201, 202, 203, 210, 214, 220, 240, 246], "must": [53, 54, 56, 60, 61, 62, 67, 74, 75, 76, 77, 79, 80, 88, 89, 90, 91, 92, 93, 94, 106, 107, 108, 109, 129, 132, 134, 140, 162, 174, 186, 206, 208, 209, 213, 219, 227, 233], "taken": [53, 54, 113, 124, 132, 186], "synchron": [53, 54, 131, 193, 201, 202, 209], "those": [53, 54, 99, 100, 102, 112, 132, 135, 160, 176, 184, 186, 200, 209, 212, 214, 216, 219, 220, 227, 240, 241], "var": [53, 54, 85, 86, 183, 209], "_order": [53, 54, 118, 132, 209], "wrap": [53, 54, 64, 82, 95, 104, 118, 132, 137, 146, 163, 168, 174, 187, 209, 211, 215, 217, 220, 231], "so": [53, 54, 102, 104, 110, 112, 118, 124, 125, 126, 129, 132, 134, 136, 137, 138, 139, 140, 141, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 171, 172, 174, 176, 178, 179, 182, 183, 186, 187, 201, 202, 203, 206, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 227, 230, 231, 233, 235, 236, 237, 240, 241, 243, 244, 245], "span": [53, 54, 104, 118, 132, 187, 209, 211, 218], "incompat": [53, 54, 104, 118, 132, 187], "share": [53, 54, 74, 75, 104, 132, 149, 151, 159, 163, 167, 183, 206, 215, 216, 217, 224, 225, 226, 229, 235, 246], "scalar": [53, 54, 85, 86, 100, 103, 104, 118, 129, 132, 136, 148, 151, 183, 185, 186, 187, 214], "someth": [53, 54, 100, 102, 103, 104, 112, 125, 132, 149, 185, 198, 201, 202, 203, 206, 209, 211, 212, 227], "interpret": [53, 54, 100, 101, 102, 103, 104, 112, 115, 118, 121, 125, 129, 130, 131, 132, 161, 178, 185, 186, 187, 193, 195, 201, 202, 203, 206, 211, 212, 213, 220, 238, 240, 246], "By": [53, 54, 74, 75, 100, 102, 103, 104, 112, 126, 127, 131, 132, 138, 145, 149, 151, 157, 161, 166, 171, 172, 183, 185, 187, 200, 201, 202, 203, 209, 210, 213, 214, 215, 216, 240], "param": [53, 54, 85, 86, 188, 189, 227], "insert": [53, 54, 61, 85, 86], "extend": [53, 54, 102, 103, 104, 129, 131, 132, 151, 186, 203, 210, 213, 214, 243], "outsid": [53, 54, 55, 87, 104, 129, 132, 134, 166, 191, 209, 210, 215, 224, 230], "boolean": [53, 54, 85, 86, 117, 131, 133, 172, 183, 187, 190, 193, 218, 225, 229, 230, 242, 246], "spine": [53, 54, 57, 85, 86, 99, 117, 200, 207, 223, 233, 235, 237, 240, 245], "last": [53, 54, 104, 161, 173, 229], "experiment": [53, 54, 104, 125, 131, 165, 187, 217, 224, 227, 233], "work": [53, 54, 100, 104, 125, 129, 132, 144, 149, 151, 163, 164, 179, 186, 193, 201, 202, 206, 209, 210, 211, 212, 213, 215, 216, 217, 218, 219, 220, 226, 227, 230, 231, 233, 234, 235, 237, 238, 242, 245, 246], "lim": [53, 54, 74, 75, 128], "tupl": [53, 54, 55, 59, 74, 75, 87, 100, 101, 102, 103, 104, 110, 111, 112, 113, 114, 115, 116, 118, 120, 121, 125, 126, 127, 128, 129, 130, 131, 135, 142, 148, 166, 171, 185, 187, 191, 192, 193, 197, 201, 203, 204, 211, 217, 218, 225, 230, 238, 240], "gridspec": [53, 54], "via": [53, 54, 213, 230], "pairwis": [53, 54, 85, 168, 183, 207, 213, 215, 216, 237], "relat": [53, 54, 132, 186, 187, 205, 207, 209, 210, 213, 214, 215, 217, 219, 221, 226, 230, 243, 246], "demonstr": [53, 54, 132, 206, 210, 215, 227], "advanc": [53, 54, 206, 209], "figu": [53, 54], "shown": [53, 54, 85, 86, 110, 124, 125, 131, 151, 161, 187, 193, 210, 211, 213, 214, 220, 227, 229, 230, 231, 240], "constructor": [53, 54, 74, 75, 79, 80, 85, 86, 161, 162, 163, 183, 209, 217], "notic": [53, 54, 126, 135, 161, 167, 202, 211, 215, 216, 217, 235], "how": [53, 54, 100, 102, 103, 104, 105, 111, 112, 125, 129, 131, 132, 135, 151, 162, 167, 185, 186, 187, 193, 195, 201, 202, 203, 205, 206, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 224, 235, 237, 238, 240, 241, 243, 245, 246], "deriv": [53, 54, 209, 230, 245], "bookkeep": [53, 54, 209], "binrang": [53, 54, 125, 140, 149], "track": [53, 54], "add_legend": [53, 54, 85, 86, 209, 216, 237, 240], "howev": [53, 54, 132, 208, 209, 212, 213, 219, 220, 240], "logic": [53, 54, 209, 213, 224, 240], "ensur": [53, 54, 110, 131, 193, 201, 202, 213, 214, 218, 227, 234], "sampl": [53, 54, 100, 102, 103, 104, 110, 112, 125, 126, 127, 131, 132, 135, 148, 149, 152, 185, 186, 187, 193, 201, 202, 203, 214, 216, 218, 220], "datatyp": [53, 54, 85, 86, 183, 210, 212, 238, 241, 246], "otherwis": [53, 54, 79, 80, 85, 86, 100, 102, 103, 104, 112, 118, 121, 122, 124, 125, 128, 129, 131, 132, 145, 150, 158, 162, 165, 167, 168, 178, 183, 185, 186, 187, 190, 191, 193, 201, 202, 203, 206, 209, 210, 211, 218, 219, 230], "similar": [53, 54, 102, 112, 125, 127, 129, 141, 151, 201, 202, 203, 207, 208, 209, 210, 211, 212, 213, 214, 219, 224, 227, 235, 240, 241], "shape": [53, 54, 102, 118, 124, 125, 129, 149, 151, 164, 187, 210, 211, 213, 214, 215, 218, 219, 220], "65": [53, 54, 126, 127, 211], "median": [53, 54, 102, 136, 148, 214], "machin": [53, 54, 215], "interfac": [53, 54, 74, 104, 118, 121, 125, 128, 129, 132, 161, 171, 183, 187, 194, 205, 208, 210, 211, 212, 213, 215, 216, 220, 221, 224, 228, 229, 237, 245], "kw": [53, 54, 133, 214], "col_templ": [53, 54, 67], "col_nam": [53, 54, 67, 104, 118, 187], "patron": [53, 54, 162], "row_templ": [53, 54, 67, 210], "row_nam": [53, 54, 67, 210], "savefig": [53, 54, 110, 170, 240], "facet_plot": [53, 54], "access": [53, 54, 61, 74, 75, 104, 110, 118, 131, 133, 161, 167, 185, 187, 193, 206, 209, 210, 212, 215, 216, 217, 220, 224, 226, 230, 243, 245], "wspace": [53, 54, 209], "row_val": [53, 54], "col_val": [53, 54], "lunch": [53, 54, 193, 209], "set_facecolor": [53, 54], "95": [53, 54, 100, 104, 131, 132, 148, 185, 186, 187, 210, 211, 214, 219, 220, 224], "els": [53, 54, 216], "legend_data": [55, 87], "label_ord": [55, 87], "adjust_subtitl": [55, 85, 86, 87], "resiz": [55, 74, 75, 87], "self": [55, 56, 59, 60, 61, 62, 63, 67, 72, 76, 77, 78, 79, 80, 81, 84, 87, 88, 94, 97, 142, 156, 181, 227], "_legend_data": [55, 87], 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"scatterplot-with-varying-point-sizes-and-hues"]], "Scatterplot with categorical variables": [[40, "scatterplot-with-categorical-variables"]], "Scatterplot Matrix": [[41, "scatterplot-matrix"]], "Scatterplot with continuous hues and sizes": [[42, "scatterplot-with-continuous-hues-and-sizes"]], "Horizontal, unfilled violinplots": [[43, "horizontal-unfilled-violinplots"]], "Smooth kernel density with marginal histograms": [[44, "smooth-kernel-density-with-marginal-histograms"]], "Annotated heatmaps": [[45, "annotated-heatmaps"]], "Regression fit over a strip plot": [[46, "regression-fit-over-a-strip-plot"]], "Discovering structure in heatmap data": [[47, "discovering-structure-in-heatmap-data"]], "Trivariate histogram with two categorical variables": [[48, "trivariate-histogram-with-two-categorical-variables"]], "Small multiple time series": [[49, "small-multiple-time-series"]], "Lineplot from a wide-form dataset": [[50, "lineplot-from-a-wide-form-dataset"]], "Violinplot from a wide-form dataset": [[51, "violinplot-from-a-wide-form-dataset"]], "Frequently asked questions": [[52, "frequently-asked-questions"]], "Getting started": [[52, "getting-started"]], "I\u2019ve installed seaborn, why can\u2019t I import it?": [[52, "i-ve-installed-seaborn-why-can-t-i-import-it"]], "I can\u2019t import seaborn, even though it\u2019s definitely installed!": [[52, "i-can-t-import-seaborn-even-though-it-s-definitely-installed"]], "Why aren\u2019t my plots showing up?": [[52, "why-aren-t-my-plots-showing-up"]], "Why is something printed after every notebook cell?": [[52, "why-is-something-printed-after-every-notebook-cell"]], "Why do the plots look fuzzy in a Jupyter notebook?": [[52, "why-do-the-plots-look-fuzzy-in-a-jupyter-notebook"]], "Tricky concepts": [[52, "tricky-concepts"]], "What do \u201cfigure-level\u201d and \u201caxes-level\u201d mean?": [[52, "what-do-figure-level-and-axes-level-mean"]], "What is a \u201ccategorical plot\u201d or \u201ccategorical function\u201d?": [[52, "what-is-a-categorical-plot-or-categorical-function"]], "Specifying data": [[52, "specifying-data"]], "How does my data need to be organized?": [[52, "how-does-my-data-need-to-be-organized"]], "Does seaborn only work with pandas?": [[52, "does-seaborn-only-work-with-pandas"]], "Layout problems": [[52, "layout-problems"]], "How do I change the figure size?": [[52, "how-do-i-change-the-figure-size"]], "Why isn\u2019t seaborn drawing the plot where I tell it to?": [[52, "why-isn-t-seaborn-drawing-the-plot-where-i-tell-it-to"]], "Why can\u2019t I draw a line over a bar/box/strip/violin plot?": [[52, "why-can-t-i-draw-a-line-over-a-bar-box-strip-violin-plot"]], "How do I move the legend?": [[52, "how-do-i-move-the-legend"]], "Other customizations": [[52, "other-customizations"]], "How can I can I change something about the figure?": [[52, "how-can-i-can-i-change-something-about-the-figure"]], "Wait, I need to learn how to use matplotlib too?": [[52, "wait-i-need-to-learn-how-to-use-matplotlib-too"]], "How do I use seaborn with matplotlib\u2019s object-oriented interface?": [[52, "how-do-i-use-seaborn-with-matplotlib-s-object-oriented-interface"]], "Can I annotate bar plots with the bar values?": [[52, "can-i-annotate-bar-plots-with-the-bar-values"]], "Can I use seaborn in dark mode?": [[52, "can-i-use-seaborn-in-dark-mode"]], "Statistical inquiries": [[52, "statistical-inquiries"]], "Can I access the results of seaborn\u2019s statistical transformations?": [[52, "can-i-access-the-results-of-seaborn-s-statistical-transformations"]], "Can I show standard error instead of a confidence interval?": [[52, "can-i-show-standard-error-instead-of-a-confidence-interval"]], "Why does the y axis for a KDE plot go above 1?": [[52, "why-does-the-y-axis-for-a-kde-plot-go-above-1"]], "Common curiosities": [[52, "common-curiosities"]], "Why is seaborn imported as sns?": [[52, "why-is-seaborn-imported-as-sns"]], "Why is ggplot so much better than seaborn?": [[52, "why-is-ggplot-so-much-better-than-seaborn"]], "seaborn.FacetGrid": [[53, "seaborn-facetgrid"]], "seaborn.FacetGrid.__init__": [[54, "seaborn-facetgrid-init"]], "seaborn.FacetGrid.add_legend": [[55, "seaborn-facetgrid-add-legend"]], "seaborn.FacetGrid.apply": [[56, "seaborn-facetgrid-apply"]], "seaborn.FacetGrid.despine": [[57, "seaborn-facetgrid-despine"]], "seaborn.FacetGrid.facet_axis": [[58, "seaborn-facetgrid-facet-axis"]], "seaborn.FacetGrid.facet_data": [[59, "seaborn-facetgrid-facet-data"]], "seaborn.FacetGrid.map": [[60, "seaborn-facetgrid-map"]], "seaborn.FacetGrid.map_dataframe": [[61, "seaborn-facetgrid-map-dataframe"]], "seaborn.FacetGrid.pipe": [[62, "seaborn-facetgrid-pipe"]], "seaborn.FacetGrid.refline": [[63, "seaborn-facetgrid-refline"]], "seaborn.FacetGrid.savefig": [[64, "seaborn-facetgrid-savefig"]], "seaborn.FacetGrid.set": [[65, "seaborn-facetgrid-set"]], "seaborn.FacetGrid.set_axis_labels": [[66, "seaborn-facetgrid-set-axis-labels"]], "seaborn.FacetGrid.set_titles": [[67, "seaborn-facetgrid-set-titles"]], "seaborn.FacetGrid.set_xlabels": [[68, "seaborn-facetgrid-set-xlabels"]], "seaborn.FacetGrid.set_xticklabels": [[69, "seaborn-facetgrid-set-xticklabels"]], "seaborn.FacetGrid.set_ylabels": [[70, "seaborn-facetgrid-set-ylabels"]], "seaborn.FacetGrid.set_yticklabels": [[71, "seaborn-facetgrid-set-yticklabels"]], "seaborn.FacetGrid.tick_params": [[72, "seaborn-facetgrid-tick-params"]], "seaborn.FacetGrid.tight_layout": [[73, "seaborn-facetgrid-tight-layout"]], "seaborn.JointGrid": [[74, "seaborn-jointgrid"]], "seaborn.JointGrid.__init__": [[75, "seaborn-jointgrid-init"]], "seaborn.JointGrid.apply": [[76, "seaborn-jointgrid-apply"]], "seaborn.JointGrid.pipe": [[77, "seaborn-jointgrid-pipe"]], "seaborn.JointGrid.plot": [[78, "seaborn-jointgrid-plot"]], "seaborn.JointGrid.plot_joint": [[79, "seaborn-jointgrid-plot-joint"]], "seaborn.JointGrid.plot_marginals": [[80, "seaborn-jointgrid-plot-marginals"]], "seaborn.JointGrid.refline": [[81, "seaborn-jointgrid-refline"]], "seaborn.JointGrid.savefig": [[82, "seaborn-jointgrid-savefig"]], "seaborn.JointGrid.set": [[83, "seaborn-jointgrid-set"]], "seaborn.JointGrid.set_axis_labels": [[84, "seaborn-jointgrid-set-axis-labels"]], "seaborn.PairGrid": [[85, "seaborn-pairgrid"]], "seaborn.PairGrid.__init__": [[86, "seaborn-pairgrid-init"]], "seaborn.PairGrid.add_legend": [[87, "seaborn-pairgrid-add-legend"]], "seaborn.PairGrid.apply": [[88, "seaborn-pairgrid-apply"]], "seaborn.PairGrid.map": [[89, "seaborn-pairgrid-map"]], "seaborn.PairGrid.map_diag": [[90, "seaborn-pairgrid-map-diag"]], "seaborn.PairGrid.map_lower": [[91, "seaborn-pairgrid-map-lower"]], "seaborn.PairGrid.map_offdiag": [[92, "seaborn-pairgrid-map-offdiag"]], "seaborn.PairGrid.map_upper": [[93, "seaborn-pairgrid-map-upper"]], "seaborn.PairGrid.pipe": [[94, "seaborn-pairgrid-pipe"]], "seaborn.PairGrid.savefig": [[95, "seaborn-pairgrid-savefig"]], "seaborn.PairGrid.set": [[96, "seaborn-pairgrid-set"]], "seaborn.PairGrid.tick_params": [[97, "seaborn-pairgrid-tick-params"]], "seaborn.PairGrid.tight_layout": [[98, "seaborn-pairgrid-tight-layout"]], "seaborn.axes_style": [[99, "seaborn-axes-style"]], "seaborn.barplot": [[100, "seaborn-barplot"]], "seaborn.blend_palette": [[101, "seaborn-blend-palette"]], "seaborn.boxenplot": [[102, "seaborn-boxenplot"]], "seaborn.boxplot": [[103, "seaborn-boxplot"]], "seaborn.catplot": [[104, "seaborn-catplot"]], "seaborn.choose_colorbrewer_palette": [[105, "seaborn-choose-colorbrewer-palette"]], "seaborn.choose_cubehelix_palette": [[106, "seaborn-choose-cubehelix-palette"]], "seaborn.choose_dark_palette": [[107, "seaborn-choose-dark-palette"]], "seaborn.choose_diverging_palette": [[108, "seaborn-choose-diverging-palette"]], "seaborn.choose_light_palette": [[109, "seaborn-choose-light-palette"]], "seaborn.clustermap": [[110, "seaborn-clustermap"]], "seaborn.color_palette": [[111, "seaborn-color-palette"]], "seaborn.countplot": [[112, "seaborn-countplot"]], "seaborn.crayon_palette": [[113, "seaborn-crayon-palette"]], "seaborn.cubehelix_palette": [[114, "seaborn-cubehelix-palette"]], "seaborn.dark_palette": [[115, "seaborn-dark-palette"]], "seaborn.desaturate": [[116, "seaborn-desaturate"]], "seaborn.despine": [[117, "seaborn-despine"]], "seaborn.displot": [[118, "seaborn-displot"]], "seaborn.distplot": [[119, "seaborn-distplot"]], "seaborn.diverging_palette": [[120, "seaborn-diverging-palette"]], "seaborn.ecdfplot": [[121, "seaborn-ecdfplot"]], "seaborn.get_data_home": [[122, "seaborn-get-data-home"]], "seaborn.get_dataset_names": [[123, "seaborn-get-dataset-names"]], "seaborn.heatmap": [[124, "seaborn-heatmap"]], "seaborn.histplot": [[125, "seaborn-histplot"]], "seaborn.hls_palette": [[126, "seaborn-hls-palette"]], "seaborn.husl_palette": [[127, "seaborn-husl-palette"]], "seaborn.jointplot": [[128, "seaborn-jointplot"]], "seaborn.kdeplot": [[129, "seaborn-kdeplot"]], "seaborn.light_palette": [[130, "seaborn-light-palette"]], "seaborn.lineplot": [[131, "seaborn-lineplot"]], "seaborn.lmplot": [[132, "seaborn-lmplot"]], "seaborn.load_dataset": [[133, "seaborn-load-dataset"]], "seaborn.move_legend": [[134, "seaborn-move-legend"]], "seaborn.mpl_palette": [[135, "seaborn-mpl-palette"]], "seaborn.objects.Agg": [[136, "seaborn-objects-agg"]], "seaborn.objects.Area": [[137, "seaborn-objects-area"]], "seaborn.objects.Band": [[138, "seaborn-objects-band"]], "seaborn.objects.Bar": [[139, "seaborn-objects-bar"]], "seaborn.objects.Bars": [[140, "seaborn-objects-bars"]], "seaborn.objects.Boolean": [[141, "seaborn-objects-boolean"]], "seaborn.objects.Continuous": [[142, "seaborn-objects-continuous"]], "seaborn.objects.Count": [[143, "seaborn-objects-count"]], "seaborn.objects.Dash": [[144, "seaborn-objects-dash"]], "seaborn.objects.Dodge": [[145, "seaborn-objects-dodge"]], "seaborn.objects.Dot": [[146, "seaborn-objects-dot"]], "seaborn.objects.Dots": [[147, "seaborn-objects-dots"]], "seaborn.objects.Est": [[148, "seaborn-objects-est"]], "seaborn.objects.Hist": [[149, "seaborn-objects-hist"]], "seaborn.objects.Jitter": [[150, "seaborn-objects-jitter"]], "seaborn.objects.KDE": [[151, "seaborn-objects-kde"]], "seaborn.objects.Line": [[152, "seaborn-objects-line"]], "seaborn.objects.Lines": [[153, "seaborn-objects-lines"]], "seaborn.objects.Mark": [[154, "seaborn-objects-mark"]], "seaborn.objects.Move": [[155, "seaborn-objects-move"]], "seaborn.objects.Nominal": [[156, "seaborn-objects-nominal"]], "seaborn.objects.Norm": [[157, "seaborn-objects-norm"]], "seaborn.objects.Path": [[158, "seaborn-objects-path"]], "seaborn.objects.Paths": [[159, "seaborn-objects-paths"]], "seaborn.objects.Perc": [[160, "seaborn-objects-perc"]], "seaborn.objects.Plot": [[161, "seaborn-objects-plot"]], "Methods": [[161, "methods"]], "Configuration": [[161, "configuration"]], "Theme configuration": [[161, "theme-configuration"]], "Display configuration": [[161, "display-configuration"]], "seaborn.objects.Plot.add": [[162, "seaborn-objects-plot-add"]], "seaborn.objects.Plot.facet": [[163, "seaborn-objects-plot-facet"]], "seaborn.objects.Plot.label": [[164, "seaborn-objects-plot-label"]], "seaborn.objects.Plot.layout": [[165, "seaborn-objects-plot-layout"]], "seaborn.objects.Plot.limit": [[166, "seaborn-objects-plot-limit"]], "seaborn.objects.Plot.on": [[167, "seaborn-objects-plot-on"]], "seaborn.objects.Plot.pair": [[168, "seaborn-objects-plot-pair"]], "seaborn.objects.Plot.plot": [[169, "seaborn-objects-plot-plot"]], "seaborn.objects.Plot.save": [[170, "seaborn-objects-plot-save"]], "seaborn.objects.Plot.scale": [[171, "seaborn-objects-plot-scale"]], "seaborn.objects.Plot.share": [[172, "seaborn-objects-plot-share"]], "seaborn.objects.Plot.show": [[173, "seaborn-objects-plot-show"]], "seaborn.objects.Plot.theme": [[174, "seaborn-objects-plot-theme"]], "seaborn.objects.PolyFit": [[175, "seaborn-objects-polyfit"]], "seaborn.objects.Range": [[176, 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"seaborn.set_color_codes": [[195, "seaborn-set-color-codes"]], "seaborn.set_context": [[196, "seaborn-set-context"]], "seaborn.set_hls_values": [[197, "seaborn-set-hls-values"]], "seaborn.set_palette": [[198, "seaborn-set-palette"]], "seaborn.set_style": [[199, "seaborn-set-style"]], "seaborn.set_theme": [[200, "seaborn-set-theme"]], "seaborn.stripplot": [[201, "seaborn-stripplot"]], "seaborn.swarmplot": [[202, "seaborn-swarmplot"]], "seaborn.violinplot": [[203, "seaborn-violinplot"]], "seaborn.xkcd_palette": [[204, "seaborn-xkcd-palette"]], "seaborn: statistical data visualization": [[205, "seaborn-statistical-data-visualization"]], "Installing and getting started": [[206, "installing-and-getting-started"]], "Dependencies": [[206, "dependencies"]], "Supported Python versions": [[206, "supported-python-versions"]], "Mandatory dependencies": [[206, "mandatory-dependencies"]], "Optional dependencies": [[206, "optional-dependencies"]], "Quickstart": [[206, "quickstart"]], "Debugging install issues": [[206, "debugging-install-issues"]], "Getting help": [[206, "getting-help"]], "User guide and tutorial": [[207, "user-guide-and-tutorial"]], "API Overview": [[207, "api-overview"]], "Plotting functions": [[207, "plotting-functions"], [233, "plotting-functions"], [235, "plotting-functions"], [236, "plotting-functions"], [237, "plotting-functions"], [238, "plotting-functions"]], "Statistical operations": [[207, "statistical-operations"]], "Figure aesthetics": [[207, "figure-aesthetics"]], "Controlling figure aesthetics": [[208, "controlling-figure-aesthetics"]], "Seaborn figure styles": [[208, "seaborn-figure-styles"]], "Removing axes spines": [[208, "removing-axes-spines"]], "Temporarily setting figure style": [[208, "temporarily-setting-figure-style"]], "Overriding elements of the seaborn styles": [[208, "overriding-elements-of-the-seaborn-styles"]], "Scaling plot elements": [[208, "scaling-plot-elements"]], "Building structured multi-plot grids": [[209, "building-structured-multi-plot-grids"]], "Conditional small multiples": [[209, "conditional-small-multiples"]], "Using custom functions": [[209, "using-custom-functions"]], "Plotting pairwise data relationships": [[209, "plotting-pairwise-data-relationships"]], "Visualizing categorical data": [[210, "visualizing-categorical-data"]], "Categorical scatterplots": [[210, "categorical-scatterplots"]], "Comparing distributions": [[210, "comparing-distributions"]], "Boxplots": [[210, "boxplots"]], "Violinplots": [[210, "violinplots"]], "Estimating central tendency": [[210, "estimating-central-tendency"]], "Bar plots": [[210, "bar-plots"]], "Point plots": [[210, "point-plots"]], "Showing additional dimensions": [[210, "showing-additional-dimensions"]], "Choosing color palettes": [[211, "choosing-color-palettes"]], "General principles for using color in plots": [[211, "general-principles-for-using-color-in-plots"]], "Components of color": [[211, "components-of-color"]], "Vary hue to distinguish categories": [[211, "vary-hue-to-distinguish-categories"]], "Vary luminance to represent numbers": [[211, "vary-luminance-to-represent-numbers"]], "Tools for choosing color palettes": [[211, "tools-for-choosing-color-palettes"]], "Qualitative color palettes": [[211, "qualitative-color-palettes"]], "Using circular color systems": [[211, "using-circular-color-systems"]], "Using categorical Color Brewer palettes": [[211, "using-categorical-color-brewer-palettes"]], "Sequential color palettes": [[211, "sequential-color-palettes"]], "Perceptually uniform palettes": [[211, "perceptually-uniform-palettes"]], "Discrete vs. continuous mapping": [[211, "discrete-vs-continuous-mapping"]], "Sequential \u201ccubehelix\u201d palettes": [[211, "sequential-cubehelix-palettes"]], "Custom sequential palettes": [[211, "custom-sequential-palettes"]], "Sequential Color Brewer palettes": [[211, "sequential-color-brewer-palettes"]], "Diverging color palettes": [[211, "diverging-color-palettes"]], "Perceptually uniform diverging palettes": [[211, "perceptually-uniform-diverging-palettes"]], "Custom diverging palettes": [[211, "custom-diverging-palettes"]], "Other diverging palettes": [[211, "other-diverging-palettes"]], "Data structures accepted by seaborn": [[212, "data-structures-accepted-by-seaborn"]], "Long-form vs. wide-form data": [[212, "long-form-vs-wide-form-data"]], "Long-form data": [[212, "long-form-data"]], "Wide-form data": [[212, "wide-form-data"]], "Messy data": [[212, "messy-data"]], "Further reading and take-home points": [[212, "further-reading-and-take-home-points"]], "Options for visualizing long-form data": [[212, "options-for-visualizing-long-form-data"]], "Options for visualizing wide-form data": [[212, "options-for-visualizing-wide-form-data"]], "Visualizing distributions of data": [[213, "visualizing-distributions-of-data"]], "Plotting univariate histograms": [[213, "plotting-univariate-histograms"]], "Choosing the bin size": [[213, "choosing-the-bin-size"]], "Conditioning on other variables": [[213, "conditioning-on-other-variables"], [213, "id1"], [219, "conditioning-on-other-variables"]], "Normalized histogram statistics": [[213, "normalized-histogram-statistics"]], "Kernel density estimation": [[213, "kernel-density-estimation"]], "Choosing the smoothing bandwidth": [[213, "choosing-the-smoothing-bandwidth"]], "Kernel density estimation pitfalls": [[213, "kernel-density-estimation-pitfalls"]], "Empirical cumulative distributions": [[213, "empirical-cumulative-distributions"]], "Visualizing bivariate distributions": [[213, "visualizing-bivariate-distributions"]], "Distribution visualization in other settings": [[213, "distribution-visualization-in-other-settings"]], "Plotting joint and marginal distributions": [[213, "plotting-joint-and-marginal-distributions"]], "Plotting many distributions": [[213, "plotting-many-distributions"]], "Statistical estimation and error bars": [[214, "statistical-estimation-and-error-bars"]], "Measures of data spread": [[214, "measures-of-data-spread"]], "Standard deviation error bars": [[214, "standard-deviation-error-bars"]], "Percentile interval error bars": [[214, "percentile-interval-error-bars"]], "Measures of estimate uncertainty": [[214, "measures-of-estimate-uncertainty"]], "Standard error bars": [[214, "standard-error-bars"]], "Confidence interval error bars": [[214, "confidence-interval-error-bars"]], "Custom error bars": [[214, "custom-error-bars"]], "Error bars on regression fits": [[214, "error-bars-on-regression-fits"]], "Are error bars enough?": [[214, "are-error-bars-enough"]], "Overview of seaborn plotting functions": [[215, "overview-of-seaborn-plotting-functions"]], "Similar functions for similar tasks": [[215, "similar-functions-for-similar-tasks"]], "Figure-level vs. axes-level functions": [[215, "figure-level-vs-axes-level-functions"]], "Axes-level functions make self-contained plots": [[215, 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