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| { | |
| "suite_name": "Train-Test Validation Suite", | |
| "total_checks": 12, | |
| "timestamp": "2025-11-16T21:21:15.870211", | |
| "checks": [ | |
| { | |
| "check_name": "Datasets Size Comparison", | |
| "passed": true, | |
| "display": "[ Train Test\nSize 5338 1335]" | |
| }, | |
| { | |
| "check_name": "New Label Train Test", | |
| "passed": true, | |
| "display": "[]" | |
| }, | |
| { | |
| "check_name": "New Category Train Test", | |
| "passed": true, | |
| "display": "[Empty DataFrame\nColumns: [# New Categories, Ratio of New Categories, New Categories Names]\nIndex: []]" | |
| }, | |
| { | |
| "check_name": "String Mismatch Comparison", | |
| "passed": true, | |
| "display": "[]" | |
| }, | |
| { | |
| "check_name": "Train Test Samples Mix", | |
| "passed": true, | |
| "display": "[]" | |
| }, | |
| { | |
| "check_name": "Feature Label Correlation Change", | |
| "passed": true, | |
| "display": "[]" | |
| }, | |
| { | |
| "check_name": "Feature Drift", | |
| "passed": true, | |
| "display": "['\\n<span>\\nThe Drift score is a measure for the difference between two distributions, in this check - the test\\nand train distributions.<br> The check shows the drift score and distributions for the features,\\nsorted by drift score and showing only the top 5 features,\\naccording to drift score.\\n</span>\\n', 'For discrete distribution plots, showing the top 10 categories with largest difference between train and test.', 'If available, the plot titles also show the feature importance (FI) rank', Figure({\n 'data': [{'base': 0,\n 'marker': {'color': '#01B8AA'},\n 'offsetgroup': '0',\n 'orientation': 'h',\n 'showlegend': False,\n 'type': 'bar',\n 'x': [0.024786177263433795],\n 'xaxis': 'x',\n 'y': [Drift Score],\n 'yaxis': 'y'},\n {'fill': 'tozeroy',\n 'line': {'color': '#00008b', 'shape': 'linear'},\n 'name': 'Train Dataset',\n 'type': 'scatter',\n 'x': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.02040816326530612, 0.030168718515699477,\n 0.035100037433955004, 0.04081632653061224,\n 0.061224489795918366, 0.06643725331675669, 0.07114832778325213,\n 0.08163265306122448, 0.09501625093141505, 0.09624095253163785,\n 0.1020408163265306, 0.12244897959183673, 0.12327507356045435,\n 0.13173481974171658, 0.14285714285714285, 0.15430796539599811,\n 0.16326530612244897, 0.1664789296189806, 0.18367346938775508,\n 0.1853023049273819, 0.2040816326530612, 0.2195554107475312,\n 0.22448979591836732, 0.2249991076455858, 0.24489795918367346,\n 0.2548553261424575, 0.26530612244897955, 0.2736504893380491,\n 0.2857142857142857, 0.3061224489795918, 0.30651741019679063,\n 0.32653061224489793, 0.3352002542813232, 0.3469387755102041,\n 0.36734693877551017, 0.3877551020408163, 0.4081632653061224,\n 0.42857142857142855, 0.44897959183673464, 0.4693877551020408,\n 0.4897959183673469, 0.5102040816326531, 0.5306122448979591,\n 0.5510204081632653, 0.5714285714285714, 0.5918367346938775,\n 0.6122448979591836, 0.6326530612244897, 0.6530612244897959,\n 0.673469387755102, 0.6938775510204082, 0.7142857142857142,\n 0.7346938775510203, 0.7551020408163265, 0.7755102040816326,\n 0.7959183673469387, 0.8163265306122448, 0.836734693877551,\n 0.8571428571428571, 0.8775510204081632, 0.8979591836734693,\n 0.9183673469387754, 0.9387755102040816, 0.9591836734693877,\n 0.9795918367346939, 1.0],\n 'xaxis': 'x2',\n 'y': {'bdata': ('3xw5TLibLEDfHDlMuJssQN8cOUy4my' ... 'HN5DQ8wHGiMMpegDuWz5cdnWW3Og=='),\n 'dtype': 'f8'},\n 'yaxis': 'y2'},\n {'line': {'color': '#00008b', 'dash': 'dash'},\n 'mode': 'lines+markers',\n 'name': 'Train Mean',\n 'type': 'scatter',\n 'x': [0.035100037433955004, 0.035100037433955004],\n 'xaxis': 'x2',\n 'y': [0, 4.763940183115538],\n 'yaxis': 'y2'},\n {'fill': 'tozeroy',\n 'line': {'color': '#69b3a2', 'shape': 'linear'},\n 'name': 'Test Dataset',\n 'type': 'scatter',\n 'x': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.02040816326530612, 0.030168718515699477,\n 0.035100037433955004, 0.04081632653061224,\n 0.061224489795918366, 0.06643725331675669, 0.07114832778325213,\n 0.08163265306122448, 0.09501625093141505, 0.09624095253163785,\n 0.1020408163265306, 0.12244897959183673, 0.12327507356045435,\n 0.13173481974171658, 0.14285714285714285, 0.15430796539599811,\n 0.16326530612244897, 0.1664789296189806, 0.18367346938775508,\n 0.1853023049273819, 0.2040816326530612, 0.2195554107475312,\n 0.22448979591836732, 0.2249991076455858, 0.24489795918367346,\n 0.2548553261424575, 0.26530612244897955, 0.2736504893380491,\n 0.2857142857142857, 0.3061224489795918, 0.30651741019679063,\n 0.32653061224489793, 0.3352002542813232, 0.3469387755102041,\n 0.36734693877551017, 0.3877551020408163, 0.4081632653061224,\n 0.42857142857142855, 0.44897959183673464, 0.4693877551020408,\n 0.4897959183673469, 0.5102040816326531, 0.5306122448979591,\n 0.5510204081632653, 0.5714285714285714, 0.5918367346938775,\n 0.6122448979591836, 0.6326530612244897, 0.6530612244897959,\n 0.673469387755102, 0.6938775510204082, 0.7142857142857142,\n 0.7346938775510203, 0.7551020408163265, 0.7755102040816326,\n 0.7959183673469387, 0.8163265306122448, 0.836734693877551,\n 0.8571428571428571, 0.8775510204081632, 0.8979591836734693,\n 0.9183673469387754, 0.9387755102040816, 0.9591836734693877,\n 0.9795918367346939, 1.0],\n 'xaxis': 'x2',\n 'y': {'bdata': ('NQLu/E+JL0A1Au78T4kvQDUC7vxPiS' ... 'uWt2I/N1mF1Mckgj+bqHGqC4GMPw=='),\n 'dtype': 'f8'},\n 'yaxis': 'y2'},\n {'line': {'color': '#69b3a2', 'dash': 'dash'},\n 'mode': 'lines+markers',\n 'name': 'Test Mean',\n 'type': 'scatter',\n 'x': [0.030168718515699477, 0.030168718515699477],\n 'xaxis': 'x2',\n 'y': [0, 6.082727673416904],\n 'yaxis': 'y2'}],\n 'layout': {'annotations': [{'font': {'size': 16},\n 'showarrow': False,\n 'text': 'Drift Score (Kolmogorov-Smirnov)',\n 'x': 0.5,\n 'xanchor': 'center',\n 'xref': 'paper',\n 'y': 1.0,\n 'yanchor': 'bottom',\n 'yref': 'paper'},\n {'font': {'size': 16},\n 'showarrow': False,\n 'text': 'Distribution Plot',\n 'x': 0.5,\n 'xanchor': 'center',\n 'xref': 'paper',\n 'y': 0.7200000000000001,\n 'yanchor': 'bottom',\n 'yref': 'paper'}],\n 'bargroupgap': 0,\n 'height': 400,\n 'legend': {'title': {'text': 'Legend'}, 'y': 0.6, 'yanchor': 'top'},\n 'template': '...',\n 'title': {'text': 'feature_42', 'x': 0.5, 'xanchor': 'center'},\n 'xaxis': {'anchor': 'y',\n 'domain': [0.0, 1.0],\n 'dtick': 0.05,\n 'fixedrange': True,\n 'gridcolor': 'black',\n 'linecolor': 'black',\n 'range': [0, 0.4],\n 'showgrid': False},\n 'xaxis2': {'anchor': 'y2',\n 'domain': [0.0, 1.0],\n 'fixedrange': False,\n 'range': [0.0, 0.3352002542813232],\n 'title': {'text': 'feature_42'}},\n 'yaxis': {'anchor': 'x',\n 'autorange': True,\n 'color': 'black',\n 'domain': [0.9200000000000002, 1.0],\n 'fixedrange': True,\n 'rangemode': 'normal',\n 'showgrid': False,\n 'showline': False,\n 'showticklabels': False,\n 'zeroline': False},\n 'yaxis2': {'anchor': 'x2',\n 'domain': [0.0, 0.7200000000000001],\n 'fixedrange': True,\n 'title': {'text': 'Probability Density'}}}\n}), Figure({\n 'data': [{'base': 0,\n 'marker': {'color': '#01B8AA'},\n 'offsetgroup': '0',\n 'orientation': 'h',\n 'showlegend': False,\n 'type': 'bar',\n 'x': [0.020745471308110996],\n 'xaxis': 'x',\n 'y': [Drift Score],\n 'yaxis': 'y'},\n {'fill': 'tozeroy',\n 'line': {'color': '#00008b', 'shape': 'linear'},\n 'name': 'Train Dataset',\n 'type': 'scatter',\n 'x': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.02040816326530612, 0.02175475214237544,\n 0.026278981491814065, 0.036517839541783045,\n 0.04081632653061224, 0.05138327640012549, 0.061224489795918366,\n 0.08163265306122448, 0.08503486537282724, 0.08771788911338065,\n 0.1020408163265306, 0.11112105696044874, 0.12036045904001091,\n 0.12244897959183673, 0.14253405733158941, 0.14285714285714285,\n 0.1537523439104419, 0.16326530612244897, 0.16846837611315826,\n 0.18367346938775508, 0.1922789473885114, 0.2040816326530612,\n 0.2125932076899558, 0.22448979591836732, 0.24489795918367346,\n 0.2617101076834964, 0.26530612244897955, 0.2857142857142857,\n 0.3008935724227, 0.3061224489795918, 0.32653061224489793,\n 0.3469387755102041, 0.36734693877551017, 0.3877551020408163,\n 0.4081632653061224, 0.42857142857142855, 0.44897959183673464,\n 0.4693877551020408, 0.4897959183673469, 0.5102040816326531,\n 0.5306122448979591, 0.5510204081632653, 0.5714285714285714,\n 0.5918367346938775, 0.6122448979591836, 0.6326530612244897,\n 0.6530612244897959, 0.673469387755102, 0.6938775510204082,\n 0.7142857142857142, 0.7346938775510203, 0.7551020408163265,\n 0.7755102040816326, 0.7959183673469387, 0.8163265306122448,\n 0.836734693877551, 0.8571428571428571, 0.8775510204081632,\n 0.8979591836734693, 0.9183673469387754, 0.9387755102040816,\n 0.9591836734693877, 0.9795918367346939, 1.0],\n 'xaxis': 'x2',\n 'y': {'bdata': ('yFQD3JswNEDIVAPcmzA0QMhUA9ybMD' ... 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'T7qQA9dkSCX3bqPDx7iSvvp6hgOw=='),\n 'dtype': 'f8'},\n 'yaxis': 'y2'},\n {'line': {'color': '#69b3a2', 'dash': 'dash'},\n 'mode': 'lines+markers',\n 'name': 'Test Mean',\n 'type': 'scatter',\n 'x': [0.026278981491814065, 0.026278981491814065],\n 'xaxis': 'x2',\n 'y': [0, 7.253691221348066],\n 'yaxis': 'y2'}],\n 'layout': {'annotations': [{'font': {'size': 16},\n 'showarrow': False,\n 'text': 'Drift Score (Kolmogorov-Smirnov)',\n 'x': 0.5,\n 'xanchor': 'center',\n 'xref': 'paper',\n 'y': 1.0,\n 'yanchor': 'bottom',\n 'yref': 'paper'},\n {'font': {'size': 16},\n 'showarrow': False,\n 'text': 'Distribution Plot',\n 'x': 0.5,\n 'xanchor': 'center',\n 'xref': 'paper',\n 'y': 0.7200000000000001,\n 'yanchor': 'bottom',\n 'yref': 'paper'}],\n 'bargroupgap': 0,\n 'height': 400,\n 'legend': {'title': {'text': 'Legend'}, 'y': 0.6, 'yanchor': 'top'},\n 'template': '...',\n 'title': {'text': 'feature_147', 'x': 0.5, 'xanchor': 'center'},\n 'xaxis': {'anchor': 'y',\n 'domain': [0.0, 1.0],\n 'dtick': 0.05,\n 'fixedrange': True,\n 'gridcolor': 'black',\n 'linecolor': 'black',\n 'range': [0, 0.4],\n 'showgrid': False},\n 'xaxis2': {'anchor': 'y2',\n 'domain': [0.0, 1.0],\n 'fixedrange': False,\n 'range': [0.0, 0.3008935724227],\n 'title': {'text': 'feature_147'}},\n 'yaxis': {'anchor': 'x',\n 'autorange': True,\n 'color': 'black',\n 'domain': [0.9200000000000002, 1.0],\n 'fixedrange': True,\n 'rangemode': 'normal',\n 'showgrid': False,\n 'showline': False,\n 'showticklabels': False,\n 'zeroline': False},\n 'yaxis2': {'anchor': 'x2',\n 'domain': [0.0, 0.7200000000000001],\n 'fixedrange': True,\n 'title': {'text': 'Probability Density'}}}\n}), Figure({\n 'data': [{'base': 0,\n 'marker': {'color': '#01B8AA'},\n 'offsetgroup': '0',\n 'orientation': 'h',\n 'showlegend': False,\n 'type': 'bar',\n 'x': [0.01913943277160568],\n 'xaxis': 'x',\n 'y': [Drift Score],\n 'yaxis': 'y'},\n {'fill': 'tozeroy',\n 'line': {'color': '#00008b', 'shape': 'linear'},\n 'name': 'Train Dataset',\n 'type': 'scatter',\n 'x': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,\n 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02040816326530612,\n 0.021166588626090707, 0.024103877941049016,\n 0.04081632653061224, 0.043059028557843826, 0.05607660816312352,\n 0.061224489795918366, 0.08163265306122448, 0.1020408163265306,\n 0.10500318552550711, 0.12244897959183673, 0.1414426167077751,\n 0.14285714285714285, 0.16326530612244897, 0.17251553588435198,\n 0.18367346938775508, 0.2040816326530612, 0.22448979591836732,\n 0.24489795918367346, 0.24887794552871761, 0.25070738690712013,\n 0.26530612244897955, 0.2857142857142857, 0.3061224489795918,\n 0.32653061224489793, 0.34291928927411297, 0.3469387755102041,\n 0.36567404885096627, 0.36734693877551017, 0.3877551020408163,\n 0.4081632653061224, 0.42857142857142855, 0.44897959183673464,\n 0.4693877551020408, 0.4897959183673469, 0.5102040816326531,\n 0.5306122448979591, 0.5510204081632653, 0.5714285714285714,\n 0.5918367346938775, 0.6122448979591836, 0.6326530612244897,\n 0.6530612244897959, 0.673469387755102, 0.6938775510204082,\n 0.7142857142857142, 0.7346938775510203, 0.7551020408163265,\n 0.7755102040816326, 0.7959183673469387, 0.8163265306122448,\n 0.836734693877551, 0.8571428571428571, 0.8775510204081632,\n 0.8979591836734693, 0.9183673469387754, 0.9387755102040816,\n 0.9591836734693877, 0.9795918367346939, 1.0],\n 'xaxis': 'x2',\n 'y': {'bdata': ('PHq8yoamMEA8erzKhqYwQDx6vMqGpj' ... 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| }, | |
| { | |
| "check_name": "Label Drift", | |
| "passed": true, | |
| "display": "['<span>\\n The Drift score is a measure for the difference between two distributions, in this check -\\n the test and train distributions.<br> The check shows the drift score\\n and distributions for the label. </span>', 'For discrete distribution plots, showing the top 10 categories with largest difference between train and test.', Figure({\n 'data': [{'base': 0,\n 'marker': {'color': '#01B8AA'},\n 'offsetgroup': '0',\n 'orientation': 'h',\n 'showlegend': False,\n 'type': 'bar',\n 'x': [0.0],\n 'xaxis': 'x',\n 'y': [Drift Score],\n 'yaxis': 'y'},\n {'marker': {'color': '#00008b'},\n 'name': 'Train Dataset',\n 'type': 'bar',\n 'x': {'bdata': 'Bw4VHCMx', 'dtype': 'i1'},\n 'xaxis': 'x2',\n 'y': {'bdata': 'JvoQK9t/pz8CsAknbQaxPzbo1+kiZIw/8OKKuOxM5j+je3P8mLnFP/NxTI+SKH0/', 'dtype': 'f8'},\n 'yaxis': 'y2'},\n {'marker': {'color': '#69b3a2'},\n 'name': 'Test Dataset',\n 'type': 'bar',\n 'x': {'bdata': 'Bw4VHCMx', 'dtype': 'i1'},\n 'xaxis': 'x2',\n 'y': {'bdata': 'oYGEm1MUqj888ZroVcCzP9KB/drGJY0/YNu4pAP75T9VcVeID0nFPycB1nyzaHI/', 'dtype': 'f8'},\n 'yaxis': 'y2'}],\n 'layout': {'annotations': [{'font': {'size': 16},\n 'showarrow': False,\n 'text': \"Drift Score (Cramer's V)\",\n 'x': 0.5,\n 'xanchor': 'center',\n 'xref': 'paper',\n 'y': 1.0,\n 'yanchor': 'bottom',\n 'yref': 'paper'},\n {'font': {'size': 16},\n 'showarrow': False,\n 'text': 'Distribution Plot',\n 'x': 0.5,\n 'xanchor': 'center',\n 'xref': 'paper',\n 'y': 0.7200000000000001,\n 'yanchor': 'bottom',\n 'yref': 'paper'}],\n 'bargroupgap': 0,\n 'height': 400,\n 'legend': {'title': {'text': 'Legend'}, 'y': 0.6, 'yanchor': 'top'},\n 'template': '...',\n 'title': {'text': 'label', 'x': 0.5, 'xanchor': 'center'},\n 'xaxis': {'anchor': 'y',\n 'domain': [0.0, 1.0],\n 'dtick': 0.05,\n 'fixedrange': True,\n 'gridcolor': 'black',\n 'linecolor': 'black',\n 'range': [0, 0.4],\n 'showgrid': False},\n 'xaxis2': {'anchor': 'y2', 'domain': [0.0, 1.0], 'range': [-3, 8], 'type': 'category'},\n 'yaxis': {'anchor': 'x',\n 'autorange': True,\n 'color': 'black',\n 'domain': [0.9200000000000002, 1.0],\n 'fixedrange': True,\n 'rangemode': 'normal',\n 'showgrid': False,\n 'showline': False,\n 'showticklabels': False,\n 'zeroline': False},\n 'yaxis2': {'anchor': 'x2',\n 'autorange': True,\n 'domain': [0.0, 0.7200000000000001],\n 'fixedrange': True,\n 'rangemode': 'normal',\n 'title': {'text': 'Frequency'}}}\n})]" | |
| }, | |
| { | |
| "check_name": "Multivariate Drift", | |
| "passed": true, | |
| "display": "[]" | |
| }, | |
| { | |
| "check_name": "Date Train Test Leakage Duplicates", | |
| "passed": null, | |
| "display": null | |
| }, | |
| { | |
| "check_name": "Date Train Test Leakage Overlap", | |
| "passed": null, | |
| "display": null | |
| }, | |
| { | |
| "check_name": "Index Train Test Leakage", | |
| "passed": null, | |
| "display": null | |
| } | |
| ] | |
| } |