Перенес примеры в папку MachineLearning верхнего уровня
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13
InstallerSamples/MachineLearning/DataFrameABC/df01.pas
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InstallerSamples/MachineLearning/DataFrameABC/df01.pas
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// Загрузка и просмотр данных
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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''');
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df.Print;
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end.
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7
InstallerSamples/MachineLearning/DataFrameABC/df01a.pas
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InstallerSamples/MachineLearning/DataFrameABC/df01a.pas
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// Загрузка данных из CSV-файла
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsv('people.csv');
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df.Print;
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end.
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13
InstallerSamples/MachineLearning/DataFrameABC/df02.pas
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InstallerSamples/MachineLearning/DataFrameABC/df02.pas
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// Выбор столбцов (Select)
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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''');
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df.Select(['name', 'score']).Print;
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end.
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13
InstallerSamples/MachineLearning/DataFrameABC/df03.pas
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InstallerSamples/MachineLearning/DataFrameABC/df03.pas
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// Переименование столбцов (Rename)
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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''');
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df.Rename('score', 'exam_score').Print;
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end.
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13
InstallerSamples/MachineLearning/DataFrameABC/df04.pas
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InstallerSamples/MachineLearning/DataFrameABC/df04.pas
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// Удаление столбцов (Drop)
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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''');
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df.Drop(['score']).Print;
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end.
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13
InstallerSamples/MachineLearning/DataFrameABC/df05.pas
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13
InstallerSamples/MachineLearning/DataFrameABC/df05.pas
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// Простая фильтрация
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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''');
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df.Filter(row -> row.Int('age') >= 21).Print;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df06.pas
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InstallerSamples/MachineLearning/DataFrameABC/df06.pas
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// Фильтрация с NA
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.Filter(row -> row.IsValid('score')).Print;
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end.
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16
InstallerSamples/MachineLearning/DataFrameABC/df07.pas
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InstallerSamples/MachineLearning/DataFrameABC/df07.pas
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// Новый числовой столбец
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.WithColumnBool('passed', row -> row.Int('score') >= 80).Print;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df08.pas
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InstallerSamples/MachineLearning/DataFrameABC/df08.pas
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// Обработка ошибок (NA)
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.WithColumnFloat('normalized', row -> row.Float('score') / 100).Print;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df09.pas
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InstallerSamples/MachineLearning/DataFrameABC/df09.pas
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// Простые статистики
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.Min('score').Println;
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df.Mean('score').Println;
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df.Max('score').Println;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df10.pas
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InstallerSamples/MachineLearning/DataFrameABC/df10.pas
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// Describe одного столбца
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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var d := df.Describe('score');
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Print(d.Count,d.Min,d.Max,d.Mean,d.Std);
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df11.pas
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InstallerSamples/MachineLearning/DataFrameABC/df11.pas
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// Describe всех числовых столбцов
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.Describe.PrintLines;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df12.pas
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InstallerSamples/MachineLearning/DataFrameABC/df12.pas
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// GroupBy + Count
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.GroupBy('age').Count.Print;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df13.pas
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InstallerSamples/MachineLearning/DataFrameABC/df13.pas
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// GroupBy + Mean
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.GroupBy('age').Mean('score').Print;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df14.pas
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InstallerSamples/MachineLearning/DataFrameABC/df14.pas
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// GroupBy + Describe
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.GroupBy('age').Describe('score').Print;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df15.pas
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InstallerSamples/MachineLearning/DataFrameABC/df15.pas
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// Inner Join
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uses DataFrameABC;
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begin
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var students := DataFrame.FromCsvText('''
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id,name
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1,Alice
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2,Bob
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3,Charlie
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''');
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var scores := DataFrame.FromCsvText('''
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id,score
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1,85
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2,90
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4,70
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''');
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students.Join(scores, 'id').Print;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df16.pas
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InstallerSamples/MachineLearning/DataFrameABC/df16.pas
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// Left Join
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uses DataFrameABC;
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begin
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var students := DataFrame.FromCsvText('''
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id,name
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1,Alice
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2,Bob
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3,Charlie
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''');
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var scores := DataFrame.FromCsvText('''
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id,score
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1,85
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2,90
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4,70
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''');
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students.Join(scores, 'id', jkLeft).Print;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df17.pas
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InstallerSamples/MachineLearning/DataFrameABC/df17.pas
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// Full Join
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uses DataFrameABC;
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begin
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var students := DataFrame.FromCsvText('''
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id,name
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1,Alice
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2,Bob
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3,Charlie
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''');
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var scores := DataFrame.FromCsvText('''
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id,score
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1,85
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2,90
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4,70
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''');
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students.Join(scores, 'id', jkFull).Print;
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end.
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InstallerSamples/MachineLearning/DataFrameABC/df18.pas
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InstallerSamples/MachineLearning/DataFrameABC/df18.pas
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// Сортировка
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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''');
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df.SortBy('score', descending := True).Print;
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end.
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16
InstallerSamples/MachineLearning/DataFrameABC/df19.pas
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InstallerSamples/MachineLearning/DataFrameABC/df19.pas
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// Просмотр больших данных
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.PrintPreview(3);
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end.
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21
InstallerSamples/MachineLearning/DataFrameABC/df20.pas
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InstallerSamples/MachineLearning/DataFrameABC/df20.pas
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// Полный аналитический сценарий
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df
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.Filter(r -> r.IsValid('score'))
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.SortBy('age', descending := True)
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.GroupBy('age')
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.Mean('score')
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.PrintPreview(3);
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end.
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18
InstallerSamples/MachineLearning/DataFrameABC/df21.pas
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InstallerSamples/MachineLearning/DataFrameABC/df21.pas
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// Сортировка по нескольким полям
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uses DataFrameABC;
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begin
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var df := DataFrame.FromCsvText('''
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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Bob,22,90
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Clara,,78
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Kat,21,NA
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''');
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df.Filter(r -> r.IsValid('score'))
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.SortBy(['age','score'],[True,True])
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.Println;
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end.
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4
InstallerSamples/MachineLearning/DataFrameABC/people.csv
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InstallerSamples/MachineLearning/DataFrameABC/people.csv
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name,age,score
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Alice,20,85
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Bob,22,90
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Charlie,21,78
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