org.datavec.api.transform.quality.DataQualityAnalysis Maven / Gradle / Ivy
/*-
* * Copyright 2016 Skymind, Inc.
* *
* * Licensed under the Apache License, Version 2.0 (the "License");
* * you may not use this file except in compliance with the License.
* * You may obtain a copy of the License at
* *
* * http://www.apache.org/licenses/LICENSE-2.0
* *
* * Unless required by applicable law or agreed to in writing, software
* * distributed under the License is distributed on an "AS IS" BASIS,
* * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* * See the License for the specific language governing permissions and
* * limitations under the License.
*/
package org.datavec.api.transform.quality;
import lombok.AllArgsConstructor;
import lombok.Data;
import org.datavec.api.transform.ColumnType;
import org.datavec.api.transform.quality.columns.ColumnQuality;
import org.datavec.api.transform.schema.Schema;
import java.util.List;
/**A report outlining number of invalid and missing features
*/
@AllArgsConstructor
@Data
public class DataQualityAnalysis {
private Schema schema;
private List columnQualityList;
@Override
public String toString() {
StringBuilder sb = new StringBuilder();
int nCol = schema.numColumns();
int maxNameLength = 0;
for (String s : schema.getColumnNames()) {
maxNameLength = Math.max(maxNameLength, s.length());
}
//Header:
sb.append(String.format("%-6s", "idx")).append(String.format("%-" + (maxNameLength + 8) + "s", "name"))
.append(String.format("%-15s", "type")).append(String.format("%-10s", "quality"))
.append("details").append("\n");
for (int i = 0; i < nCol; i++) {
String colName = schema.getName(i);
ColumnType type = schema.getType(i);
ColumnQuality columnQuality = columnQualityList.get(i);
boolean pass = columnQuality.getCountInvalid() == 0L && columnQuality.getCountMissing() == 0L;
String paddedName = String.format("%-" + (maxNameLength + 8) + "s", "\"" + colName + "\"");
sb.append(String.format("%-6d", i)).append(paddedName).append(String.format("%-15s", type))
.append(String.format("%-10s", (pass ? "ok" : "FAIL"))).append(columnQuality).append("\n");
}
return sb.toString();
}
}
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