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Commit31b28a1

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author
minjk-bl
committed
Add display() to evaluation
1 parent6db2412 commit31b28a1

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1 file changed

+25
-9
lines changed

1 file changed

+25
-9
lines changed

‎visualpython/js/m_ml/evaluation.js‎

Lines changed: 25 additions & 9 deletions
Original file line numberDiff line numberDiff line change
@@ -199,6 +199,7 @@ define([
199199
sizeOfClusters, silhouetteScore, ari, nmi,
200200
clusteredIndex, featureData2, targetData2
201201
}=this.state;
202+
letneedDisplay=false;
202203

203204
//====================================================================
204205
// Classfication
@@ -207,7 +208,8 @@ define([
207208
if(confusion_matrix){
208209
code=newcom_String();
209210
code.appendLine("# Confusion Matrix");
210-
code.appendFormat('pd.crosstab({0}, {1}, margins=True)',targetData,predictData);
211+
code.appendFormat('display(pd.crosstab({0}, {1}, margins=True))',targetData,predictData);
212+
needDisplay=true;
211213
codeCells.push(code.toString());
212214
}
213215
if(report){
@@ -219,25 +221,29 @@ define([
219221
if(accuracy){
220222
code=newcom_String();
221223
code.appendLine("# Accuracy");
222-
code.appendFormat('metrics.accuracy_score({0}, {1})',targetData,predictData);
224+
code.appendFormat('display(metrics.accuracy_score({0}, {1}))',targetData,predictData);
225+
needDisplay=true;
223226
codeCells.push(code.toString());
224227
}
225228
if(precision){
226229
code=newcom_String();
227230
code.appendLine("# Precision");
228-
code.appendFormat("metrics.precision_score({0}, {1}, average='weighted')",targetData,predictData);
231+
code.appendFormat("display(metrics.precision_score({0}, {1}, average='weighted'))",targetData,predictData);
232+
needDisplay=true;
229233
codeCells.push(code.toString());
230234
}
231235
if(recall){
232236
code=newcom_String();
233237
code.appendLine("# Recall");
234-
code.appendFormat("metrics.recall_score({0}, {1}, average='weighted')",targetData,predictData);
238+
code.appendFormat("display(metrics.recall_score({0}, {1}, average='weighted'))",targetData,predictData);
239+
needDisplay=true;
235240
codeCells.push(code.toString());
236241
}
237242
if(f1_score){
238243
code=newcom_String();
239244
code.appendLine("# F1-score");
240-
code.appendFormat("metrics.f1_score({0}, {1}, average='weighted')",targetData,predictData);
245+
code.appendFormat("display(metrics.f1_score({0}, {1}, average='weighted'))",targetData,predictData);
246+
needDisplay=true;
241247
codeCells.push(code.toString());
242248
}
243249
// if (roc_curve) {
@@ -272,13 +278,15 @@ define([
272278
if(r_squared){
273279
code=newcom_String();
274280
code.appendLine("# R square");
275-
code.appendFormat('metrics.r2_score({0}, {1})',targetData,predictData);
281+
code.appendFormat('display(metrics.r2_score({0}, {1}))',targetData,predictData);
282+
needDisplay=true;
276283
codeCells.push(code.toString());
277284
}
278285
if(mae){
279286
code=newcom_String();
280287
code.appendLine("# MAE(Mean Absolute Error)");
281-
code.appendFormat('metrics.mean_absolute_error({0}, {1})',targetData,predictData);
288+
code.appendFormat('display(metrics.mean_absolute_error({0}, {1}))',targetData,predictData);
289+
needDisplay=true;
282290
codeCells.push(code.toString());
283291
}
284292
if(mape){
@@ -287,13 +295,15 @@ define([
287295
code.appendLine('def MAPE(y_test, y_pred):');
288296
code.appendLine(' return np.mean(np.abs((y_test - pred) / y_test)) * 100');
289297
code.appendLine();
290-
code.appendFormat('MAPE({0}, {1})',targetData,predictData);
298+
code.appendFormat('display(MAPE({0}, {1}))',targetData,predictData);
299+
needDisplay=true;
291300
codeCells.push(code.toString());
292301
}
293302
if(rmse){
294303
code=newcom_String();
295304
code.appendLine("# RMSE(Root Mean Squared Error)");
296-
code.appendFormat('metrics.mean_squared_error({0}, {1})**0.5',targetData,predictData);
305+
code.appendFormat('display(metrics.mean_squared_error({0}, {1})**0.5)',targetData,predictData);
306+
needDisplay=true;
297307
codeCells.push(code.toString());
298308
}
299309
if(scatter_plot){
@@ -333,6 +343,12 @@ define([
333343
codeCells.push(code.toString());
334344
}
335345
}
346+
if(needDisplay===true){
347+
codeCells=[
348+
"from IPython.display import display",
349+
...codeCells
350+
];
351+
}
336352
// return as seperated cells
337353
returncodeCells;
338354
}

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