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JPMML StatsModels to PMML converter
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/*
* Copyright (c) 2020 Villu Ruusmann
*
* This file is part of JPMML-StatsModels
*
* JPMML-StatsModels is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* JPMML-StatsModels is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU Affero General Public License for more details.
*
* You should have received a copy of the GNU Affero General Public License
* along with JPMML-StatsModels. If not, see .
*/
package statsmodels.data;
import java.util.Collections;
import java.util.List;
import java.util.Map;
import org.jpmml.python.PythonObject;
import pandas.core.BlockManager;
import pandas.core.DataFrame;
import pandas.core.Index;
import pandas.core.Series;
public class ModelData extends PythonObject {
public ModelData(String module, String name){
super(module, name);
}
public List getEndogNames(){
Series origEndog = getOrigEndog();
return Collections.singletonList(origEndog.getName());
}
public List getExogNames(){
DataFrame origExog = getOrigExog();
BlockManager data = origExog.getData();
Index columnAxis = data.getColumnAxis();
// XXX
return (List)columnAxis.getValues();
}
public Cache getCache(){
Map dict = getDict("_cache");
Cache cache = new Cache(getPythonModule() + "." + getPythonName(), "_cache");
cache.update(dict);
return cache;
}
public Series getOrigEndog(){
return get("orig_endog", Series.class);
}
public DataFrame getOrigExog(){
return get("orig_exog", DataFrame.class);
}
public class Cache extends PythonObject {
public Cache(String module, String name){
super(module, name);
}
public boolean hasNames(){
return hasattr("xnames") && hasattr("ynames");
}
public List getXNames(){
return getStringList("xnames");
}
public List getYNames(){
Object yNames = getObject("ynames");
if(yNames instanceof String){
return Collections.singletonList((String)yNames);
}
return getStringList("ynames");
}
}
}