Movatterモバイル変換

[0]ホーム
URL:

Skip to content

Navigation Menu

Sign in
Appearance settings

Search code, repositories, users, issues, pull requests...

Provide feedback

We read every piece of feedback, and take your input very seriously.

Saved searches

Use saved searches to filter your results more quickly

 Sign up
Appearance settings

Commit7030217

Browse files
author
minjk-bl
committed
Add SimpleImputer to DataPrep
1 parent0acaec1 commit7030217

File tree

2 files changed

+54
-7
lines changed

2 files changed

+54
-7
lines changed

‎visualpython/data/m_ml/mlLibrary.js‎

Lines changed: 26 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -249,6 +249,19 @@ define([
249249
options:['onehot','onehot-dense','ordinal']}
250250
]
251251
},
252+
'prep-simple-imputer':{
253+
name:'SimpleImputer',
254+
import:'from sklearn.impute import SimpleImputer',
255+
code:'SimpleImputer(${missing_values}${strategy}${fill_value}${copy}${add_indicator}${etc})',
256+
options:[
257+
{name:'missing_values',component:['input'],placeholder:'np.nan',usePair:true},
258+
{name:'strategy',component:['option_select'],type:'text',default:'quantile',usePair:true,
259+
options:['mean','median','most_frequent','constant']},
260+
{name:'fill_value',component:['input'],usePair:true},
261+
{name:'copy',component:['bool_select'],default:'True',usePair:true},
262+
{name:'add_indicator',component:['bool_select'],default:'False',usePair:true}
263+
]
264+
},
252265
'make-column-transformer':{
253266
name:'MakeColumnTransformer',
254267
import:'from sklearn.compose import make_column_transformer',
@@ -650,6 +663,19 @@ define([
650663
{name:'random_state',component:['input_number'],placeholder:'123',usePair:true}
651664
]
652665
},
666+
/** GridSearch */
667+
'grid-search':{
668+
name:'GridSearch',
669+
import:'from sklearn.model_selection import GridSearchCV',
670+
code:'GridSearchCV(${estimator}, ${param_grid}${n_jobs}${cv}${verbose}${etc})',
671+
options:[
672+
{name:'estimator',component:['data_select'],placeholder:'Select model'},
673+
{name:'param_grid',component:['input'],placeholder:'Enter parameters'},
674+
{name:'n_jobs',component:['input'],placeholder:'None',usePair:true},
675+
{name:'cv',component:['input'],placeholder:'None',usePair:true},
676+
{name:'verbose',component:['input_number'],placeholder:'Input number',usePair:true}
677+
]
678+
},
653679
/** Save/Load */
654680
'model_save':{
655681
name:'Save model',

‎visualpython/js/m_ml/DataPrep.js‎

Lines changed: 28 additions & 7 deletions
Original file line numberDiff line numberDiff line change
@@ -59,7 +59,7 @@ define([
5959
this.modelTypeList={
6060
'Encoding':['prep-onehot','prep-label','prep-ordinal','prep-target','prep-smote'],
6161
'Scaling':['prep-standard','prep-robust','prep-minmax','prep-normalizer','prep-func-trsfrm-log','prep-func-trsfrm-exp','prep-poly-feat','prep-kbins-discretizer'],
62-
'ETC':['make-column-transformer']
62+
'ETC':['prep-simple-imputer','make-column-transformer']
6363
}
6464

6565
this.mctEstimator={
@@ -94,10 +94,19 @@ define([
9494
$(that.wrapSelector('#vp_installLibrary')).hide();
9595
}
9696

97-
if(modelType=='make-column-transformer'){
97+
if(modelType==='make-column-transformer'){
9898
// load mct-targetData
9999
that.loadVariableList();
100100
that.bindMCT();
101+
}elseif(modelType==='prep-simple-imputer'){
102+
$(that.wrapSelector('#missing_values')).replaceWith(`<div>
103+
${$(that.wrapSelector('#missing_values'))[0].outerHTML}
104+
<label><input type="checkbox" id="missing_values_istext" class="vp-state"/><span>Text</span></label>
105+
</div>`);
106+
$(that.wrapSelector('#fill_value')).replaceWith(`<div>
107+
${$(that.wrapSelector('#fill_value'))[0].outerHTML}
108+
<label><input type="checkbox" id="fill_value_istext" class="vp-state"/><span>Text</span></label>
109+
</div>`);
101110
}
102111
});
103112

@@ -411,6 +420,7 @@ define([
411420

412421
generateCode(){
413422
let{ modelControlType, modelType, userOption, allocateToCreation, model}=this.state;
423+
letstate=JSON.parse(JSON.stringify(this.state));
414424
letcode=newcom_String();
415425
if(modelControlType=='creation'){
416426
/**
@@ -422,22 +432,33 @@ define([
422432
letconfig=this.modelConfig[modelType];
423433
code.appendLine(config.import);
424434

435+
if(modelType==='prep-simple-imputer'){
436+
letcheckList=['missing_values','fill_value'];
437+
checkList.forEach(checkKey=>{
438+
try{
439+
state[checkKey]=com_util.convertToStr(state[checkKey],state[checkKey+'_istext']);
440+
}catch(e){
441+
;
442+
}
443+
});
444+
}
445+
425446
// model code
426447
letmodelCode=config.code;
427-
modelCode=com_generator.vp_codeGenerator(this,config,this.state,(userOption!=''?', '+userOption :''));
448+
modelCode=com_generator.vp_codeGenerator(this,config,state,(userOption!=''?', '+userOption :''));
428449

429450
// generate mct code
430-
if(modelType=='make-column-transformer'){
451+
if(modelType==='make-column-transformer'){
431452
letmctCodes=[];
432-
let{ mct_estimator1, mct_columns1, mct_estimator2, mct_columns2}=this.state;
453+
let{ mct_estimator1, mct_columns1, mct_estimator2, mct_columns2}=state;
433454
if(mct_estimator1!=undefined&&mct_estimator1!=''){
434455
code.appendLine(this.modelConfig[mct_estimator1].import);
435-
letestimator1code=com_generator.vp_codeGenerator(this,this.modelConfig[mct_estimator1],this.state,(userOption!=''?', '+userOption :''));
456+
letestimator1code=com_generator.vp_codeGenerator(this,this.modelConfig[mct_estimator1],state,(userOption!=''?', '+userOption :''));
436457
mctCodes.push(com_util.formatString('({0}, [{1}])',estimator1code,mct_columns1));
437458
}
438459
if(mct_estimator2!=undefined&&mct_estimator2!=''){
439460
code.appendLine(this.modelConfig[mct_estimator2].import);
440-
letestimator2code=com_generator.vp_codeGenerator(this,this.modelConfig[mct_estimator2],this.state,(userOption!=''?', '+userOption :''));
461+
letestimator2code=com_generator.vp_codeGenerator(this,this.modelConfig[mct_estimator2],state,(userOption!=''?', '+userOption :''));
441462
mctCodes.push(com_util.formatString('({0}, [{1}])',estimator2code,mct_columns2));
442463
}
443464
modelCode=modelCode.replace('${mct_code}',mctCodes.join(', '));

0 commit comments

Comments
 (0)
[8]ページ先頭
©2009-2025 Movatter.jp