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package de.hsel.spm.baudas;
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/* Beispielprogramm, um WeKa in eclipse zu verwenden.
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Die Rohdaten liegen im CSV-Format vor.
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Die Rohdaten enthalten die folgenden 26 Attribute,
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0..9 Kundendaten und Einkaufsverhalten
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10 Einkaufssumme
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11..25 gekaufte Waren
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Hier sind nur ein paar Beispiele zu sehen, wie man die Analysen verwenden kann.
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Weitere Einstellungen (falls n<EFBFBD>tig) selbst recherchieren!
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*/
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import java.io.*;
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import weka.associations.Apriori;
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import weka.clusterers.SimpleKMeans;
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import weka.core.Instances;
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import weka.core.converters.CSVLoader;
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import weka.filters.Filter;
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import weka.filters.unsupervised.attribute.NumericCleaner;
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import weka.filters.unsupervised.attribute.NumericToNominal;
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public class WekaBeispiel {
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void findCluster(Instances daten, int anz) throws Exception {
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SimpleKMeans model = new SimpleKMeans();
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model.setNumClusters(anz);
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model.buildClusterer(daten);
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System.out.println(model);
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}
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void makeApriori(Instances daten) throws Exception {
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// umwandeln in gekauft / nicht gekauft (0/1)
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NumericCleaner nc = new NumericCleaner();
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nc.setMaxThreshold(1.0); // Schwellwert auf 1 setzen
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nc.setMaxDefault(1.0); // alles ueber Schwellwert durch 1 ersetzen
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nc.setInputFormat(daten);
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daten = Filter.useFilter(daten, nc); // Filter anwenden.
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// Die Daten als nominale und nicht als numerische Daten setzen
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NumericToNominal num2nom = new NumericToNominal();
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num2nom.setAttributeIndices("first-last");
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num2nom.setInputFormat(daten);
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daten = Filter.useFilter(daten, num2nom);
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Apriori model = new Apriori();
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model.buildAssociations(daten);
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System.out.println(model);
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}
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public static void main(String[] args) throws Exception {
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// Eigenen Dateipfad eintragen, nicht meinen nehmen ;-)
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String path = "/home/julian/IntellijProjects/Softwareprojektmanagement/src/test/resources/";
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String roh = path + "kd100.csv";
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Instances alleDaten, nurWaren, nurKunden;
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WekaBeispiel dt = new WekaBeispiel();
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// CSV-Datei laden
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CSVLoader loader = new CSVLoader();
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loader.setSource(new File(roh));
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alleDaten = loader.getDataSet();
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// 0 durch ? ersetzen, um f<EFBFBD>r die Auswertung nur die Waren zu
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// ber<EFBFBD>cksichtigen, die gekauft wurden
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NumericCleaner nc = new NumericCleaner();
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nc.setMinThreshold(1.0); // Schwellwert auf 1 setzen
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nc.setMinDefault(Double.NaN); // alles unter Schwellwert durch ? ersetzen
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nc.setInputFormat(alleDaten);
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alleDaten = Filter.useFilter(alleDaten, nc); // Filter anwenden. Wichtig: alleDaten =
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// Clusteranalyse mit 5 Clustern <EFBFBD>ber alle Daten
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dt.findCluster(alleDaten, 5);
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// Assoziationsanalyse <EFBFBD>ber alle Daten - Sinn zweifelhaft ;)
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dt.makeApriori(alleDaten);
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// Kundendaten rausnehmen, nur Warenk<EFBFBD>rbe stehen lassen
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nurWaren = new Instances(alleDaten);
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for (int i = 0; i < 11; i++) {
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nurWaren.deleteAttributeAt(0); // ein einzelnes Attribut rausnehmen
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}
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// Assoziationsanalyse der gekauften Waren
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dt.makeApriori(nurWaren);
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// Waren rausnehmen, nur Kundendaten stehen lassen
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nurKunden = new Instances(alleDaten);
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for (int i = 0; i < 16; i++) {
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nurKunden.deleteAttributeAt(10); // ein einzelnes Attribut rausnehmen
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}
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// Clusteranalyse mit 3 Clustern <EFBFBD>ber die Kundendaten
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dt.findCluster(nurKunden, 3);
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}
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}
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Geschlecht,Alter,Kinder,Familienstand,Berufstaetig,Einkaufstag,Einkaufsuhrzeit,Wohnort,Haushaltsnettoeinkommen,Stammkunde,Einkaufssumme,Elektrowerkzeuge,Eisenwaren,Handwerkzeuge,Sanitaermaterial,Schliesstechnik,Fliesen,Farben,Armaturen,Renovierung,Elektromaterial,Baustoffe,Holz,Bodenbelag,Leuchten,Gartengeraete
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w,18-30,nein,Partnerschaft,ja,Montag,10-12 Uhr,> 25 km,2000-<3200,1 bis 5,80,64,0,16,0,0,0,0,0,0,0,0,0,0,0,0
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m,51-60,ja,Partnerschaft,ja,Samstag,10-12 Uhr,< 10 km,<1000,1 bis 5,599,0,4,38,0,0,0,46,0,0,0,321,0,228,0,0
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m,18-30,ja,Partnerschaft,ja,Montag,10-12 Uhr,< 10 km,1000-<2000,0,396,0,6,8,33,135,100,0,126,0,0,37,111,0,46,0
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|
m,31-40,nein,Partnerschaft,ja,Samstag,10-12 Uhr,> 25 km,2000-<3200,0,246,168,12,0,36,0,125,0,354,0,0,30,0,0,0,0
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|
m,41-50,nein,ledig,ja,Samstag,12-14 Uhr,> 25 km,1000-<2000,> 5,259,0,0,0,9,0,27,0,106,250,0,0,0,0,0,0
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|
w,31-40,nein,ledig,ja,Freitag,10-12 Uhr,< 10 km,2000-<3200,> 5,294,32,5,24,75,10,100,0,81,0,14,58,0,0,0,0
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|
m,41-50,ja,Partnerschaft,ja,Samstag,>17 Uhr,< 10 km,1000-<2000,> 5,198,0,0,0,40,36,127,0,326,0,0,0,38,0,0,0
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|
w,>60,ja,Partnerschaft,ja,Samstag,10-12 Uhr,> 25 km,2000-<3200,1 bis 5,242,0,14,18,22,31,0,0,114,0,0,206,0,0,0,0
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|
m,18-30,ja,ledig,ja,Samstag,12-14 Uhr,< 10 km,>4500,1 bis 5,159,0,36,42,39,30,29,0,258,0,0,26,0,0,0,0
|
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|
m,>60,nein,Partnerschaft,ja,Samstag,14-17 Uhr,10 - 25 km,1000-<2000,1 bis 5,148,0,1,0,0,0,0,0,0,162,63,0,0,0,20,0
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m,18-30,ja,ledig,ja,Samstag,12-14 Uhr,< 10 km,2000-<3200,> 5,467,111,21,0,39,0,48,0,126,312,117,147,0,0,21,0
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|
m,31-40,nein,Partnerschaft,nein,Samstag,10-12 Uhr,10 - 25 km,2000-<3200,0,522,0,0,0,135,0,0,0,74,0,0,152,57,0,0,0
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|
m,>60,nein,Partnerschaft,nein,Montag,10-12 Uhr,> 25 km,2000-<3200,> 5,445,0,14,7,96,0,0,0,48,86,0,249,0,0,0,0
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|
m,51-60,nein,ledig,ja,Samstag,14-17 Uhr,< 10 km,2000-<3200,> 5,58,30,0,0,0,0,0,0,0,0,0,28,0,0,0,0
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|
m,>60,nein,ledig,nein,Samstag,>17 Uhr,< 10 km,2000-<3200,1 bis 5,250,58,6,4,75,21,297,0,0,0,0,0,111,0,0,0
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m,31-40,nein,ledig,ja,Samstag,>17 Uhr,< 10 km,1000-<2000,> 5,66,0,0,0,0,0,0,0,0,0,66,0,0,0,30,0
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|
m,41-50,ja,Partnerschaft,ja,Samstag,10-12 Uhr,10 - 25 km,2000-<3200,0,80,0,28,8,34,0,240,0,246,0,0,0,0,0,0,0
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w,31-40,ja,ledig,ja,Samstag,14-17 Uhr,> 25 km,3200-<4500,0,189,0,3,12,0,0,0,0,0,0,0,0,0,0,0,126
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w,>60,ja,Partnerschaft,nein,Dienstag,<10 Uhr,< 10 km,1000-<2000,> 5,239,0,0,0,81,72,0,0,186,0,0,86,0,0,0,0
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|
m,>60,nein,ledig,ja,Samstag,10-12 Uhr,10 - 25 km,3200-<4500,1 bis 5,554,0,27,0,0,84,106,0,0,43,0,378,0,0,0,0
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m,18-30,ja,Partnerschaft,ja,Samstag,14-17 Uhr,< 10 km,2000-<3200,1 bis 5,421,67,8,0,0,45,0,0,0,74,0,264,0,0,0,0
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m,31-40,ja,Partnerschaft,ja,Dienstag,>17 Uhr,10 - 25 km,2000-<3200,1 bis 5,559,0,5,0,0,17,0,0,0,92,0,462,0,0,0,0
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w,18-30,ja,Partnerschaft,nein,Montag,>17 Uhr,< 10 km,1000-<2000,> 5,191,0,27,11,0,20,0,0,0,164,0,0,0,0,0,0
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m,>60,nein,ledig,ja,Samstag,12-14 Uhr,< 10 km,1000-<2000,1 bis 5,27,0,0,0,0,0,27,0,0,0,0,0,0,0,0,0
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|
m,51-60,nein,Partnerschaft,ja,Samstag,14-17 Uhr,< 10 km,3200-<4500,1 bis 5,442,0,0,0,0,0,0,0,0,0,0,154,66,0,0,222
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|
m,41-50,nein,ledig,ja,Dienstag,<10 Uhr,< 10 km,1000-<2000,> 5,206,0,10,12,0,26,0,0,0,42,48,0,0,0,48,0
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|
m,18-30,nein,ledig,ja,Samstag,>17 Uhr,10 - 25 km,3200-<4500,> 5,607,0,12,22,0,46,0,0,224,234,52,189,54,0,0,0
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|
w,18-30,nein,ledig,nein,Mittwoch,>17 Uhr,< 10 km,<1000,1 bis 5,236,86,0,0,0,0,0,0,0,34,54,0,0,0,0,0
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|
w,51-60,nein,Partnerschaft,nein,Mittwoch,<10 Uhr,10 - 25 km,2000-<3200,> 5,286,48,0,0,0,0,0,0,0,238,0,0,0,0,0,0
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|
w,>60,nein,ledig,nein,Freitag,<10 Uhr,10 - 25 km,1000-<2000,> 5,242,0,0,45,36,0,32,0,0,129,117,44,0,0,0,0
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|
m,18-30,ja,Partnerschaft,ja,Samstag,<10 Uhr,10 - 25 km,3200-<4500,0,211,0,12,36,0,111,0,0,0,162,31,0,0,92,34,8
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|
m,51-60,nein,ledig,ja,Samstag,<10 Uhr,< 10 km,1000-<2000,1 bis 5,252,0,12,12,54,0,27,99,0,0,0,0,87,0,0,0
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|
w,18-30,nein,ledig,nein,Donnerstag,10-12 Uhr,10 - 25 km,1000-<2000,> 5,193,0,0,0,42,0,351,0,17,117,0,0,34,0,0,0
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|
w,>60,nein,ledig,ja,Donnerstag,10-12 Uhr,> 25 km,1000-<2000,> 5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
|
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|
w,>60,ja,ledig,nein,Samstag,<10 Uhr,10 - 25 km,1000-<2000,1 bis 5,143,0,12,14,0,81,0,0,0,0,38,78,15,0,66,0
|
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|
w,18-30,ja,ledig,ja,Freitag,<10 Uhr,< 10 km,2000-<3200,> 5,409,0,9,16,0,51,0,0,0,28,0,291,0,0,0,0
|
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|
m,31-40,nein,ledig,ja,Samstag,>17 Uhr,10 - 25 km,<1000,1 bis 5,369,8,6,18,30,0,57,0,154,171,0,133,0,0,0,21
|
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|
m,18-30,nein,ledig,ja,Samstag,10-12 Uhr,> 25 km,2000-<3200,> 5,34,0,12,28,0,66,0,0,0,0,0,0,0,0,0,0
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|
m,>60,ja,ledig,ja,Dienstag,<10 Uhr,10 - 25 km,<1000,> 5,505,0,6,7,0,72,67,0,0,0,78,348,0,0,56,0
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|
w,>60,nein,Partnerschaft,nein,Samstag,10-12 Uhr,< 10 km,1000-<2000,> 5,77,0,0,0,12,0,0,0,68,65,0,0,0,0,0,0
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|
w,18-30,nein,Partnerschaft,nein,Freitag,<10 Uhr,< 10 km,2000-<3200,> 5,190,0,15,0,1,24,154,0,0,20,0,0,0,0,0,0
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|
m,18-30,nein,Partnerschaft,ja,Samstag,10-12 Uhr,< 10 km,1000-<2000,> 5,209,0,3,0,29,0,264,0,123,29,46,0,0,0,87,0
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|
w,51-60,nein,ledig,ja,Donnerstag,<10 Uhr,< 10 km,<1000,0,318,0,0,0,0,0,0,0,0,0,0,0,21,297,0,0
|
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|
w,>60,ja,Partnerschaft,nein,Dienstag,10-12 Uhr,> 25 km,<1000,> 5,144,0,0,0,0,0,0,144,0,0,0,0,0,0,0,0
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|
w,31-40,ja,Partnerschaft,nein,Dienstag,<10 Uhr,< 10 km,1000-<2000,> 5,122,0,0,9,0,0,0,0,0,52,72,0,0,0,0,0
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|
m,31-40,ja,Partnerschaft,ja,Samstag,14-17 Uhr,10 - 25 km,<1000,> 5,199,0,0,0,0,50,0,0,0,0,0,149,0,0,0,0
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|
w,31-40,nein,ledig,nein,Dienstag,<10 Uhr,10 - 25 km,3200-<4500,> 5,150,0,0,0,0,0,0,0,0,86,150,0,0,0,63,0
|
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|
w,>60,ja,Partnerschaft,nein,Samstag,10-12 Uhr,> 25 km,2000-<3200,1 bis 5,339,0,6,39,0,31,0,0,0,204,0,123,0,0,0,0
|
||||||
|
w,31-40,ja,Partnerschaft,nein,Freitag,>17 Uhr,10 - 25 km,3200-<4500,1 bis 5,223,0,0,0,111,0,144,0,0,150,80,0,0,0,16,0
|
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|
m,31-40,nein,ledig,ja,Samstag,<10 Uhr,> 25 km,3200-<4500,> 5,389,0,0,16,0,0,0,0,0,87,0,286,0,0,0,0
|
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|
w,>60,nein,ledig,ja,Montag,14-17 Uhr,< 10 km,1000-<2000,> 5,392,0,0,0,30,0,0,0,369,105,0,224,33,0,0,0
|
||||||
|
m,51-60,nein,Partnerschaft,ja,Samstag,14-17 Uhr,< 10 km,<1000,0,363,0,0,0,63,0,0,0,75,54,84,0,0,0,90,0
|
||||||
|
w,18-30,nein,Partnerschaft,ja,Dienstag,>17 Uhr,< 10 km,>4500,1 bis 5,15,0,0,15,0,0,0,0,0,0,0,0,0,0,0,0
|
||||||
|
m,41-50,nein,ledig,ja,Samstag,>17 Uhr,10 - 25 km,<1000,1 bis 5,100,0,8,42,92,84,268,0,104,0,0,0,0,0,0,0
|
||||||
|
w,>60,nein,Partnerschaft,ja,Dienstag,>17 Uhr,< 10 km,3200-<4500,> 5,354,0,0,0,225,0,38,0,420,0,0,129,0,0,0,0
|
||||||
|
m,>60,ja,Partnerschaft,ja,Samstag,10-12 Uhr,< 10 km,3200-<4500,1 bis 5,754,136,10,11,0,44,291,0,136,0,0,118,63,0,0,0
|
||||||
|
w,18-30,nein,ledig,ja,Mittwoch,<10 Uhr,< 10 km,<1000,1 bis 5,564,0,0,0,76,0,0,0,330,285,0,141,54,0,0,0
|
||||||
|
m,18-30,nein,ledig,nein,Samstag,<10 Uhr,< 10 km,1000-<2000,1 bis 5,725,114,18,27,0,28,65,0,0,126,0,348,0,0,0,0
|
||||||
|
w,31-40,nein,Partnerschaft,ja,Mittwoch,>17 Uhr,< 10 km,1000-<2000,> 5,98,0,2,36,0,114,0,0,0,96,0,0,0,0,0,0
|
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|
m,18-30,nein,ledig,ja,Samstag,<10 Uhr,10 - 25 km,1000-<2000,1 bis 5,169,0,0,0,0,0,0,0,0,35,123,0,46,0,0,0
|
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|
w,>60,nein,Partnerschaft,nein,Dienstag,12-14 Uhr,< 10 km,1000-<2000,0,321,190,6,30,0,28,0,0,0,102,46,4,75,0,0,0
|
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|
w,51-60,ja,Partnerschaft,ja,Donnerstag,10-12 Uhr,> 25 km,1000-<2000,0,298,0,0,3,58,60,128,0,116,49,3,24,0,0,117,0
|
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|
m,>60,ja,Partnerschaft,ja,Samstag,10-12 Uhr,< 10 km,2000-<3200,1 bis 5,383,0,6,78,8,0,274,0,140,0,46,44,0,0,45,279
|
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|
w,18-30,ja,Partnerschaft,nein,Donnerstag,10-12 Uhr,10 - 25 km,2000-<3200,> 5,454,0,21,0,0,23,0,147,0,82,0,0,0,0,153,0
|
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|
m,>60,nein,ledig,ja,Samstag,14-17 Uhr,> 25 km,1000-<2000,> 5,233,68,15,15,30,60,0,0,0,0,0,120,0,0,0,0
|
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|
m,51-60,ja,ledig,ja,Samstag,14-17 Uhr,10 - 25 km,1000-<2000,1 bis 5,184,51,6,24,52,54,127,0,0,57,75,0,0,0,0,0
|
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|
w,>60,ja,ledig,nein,Freitag,10-12 Uhr,> 25 km,2000-<3200,1 bis 5,249,136,0,0,0,0,0,0,0,54,0,0,0,0,0,59
|
||||||
|
m,41-50,nein,Partnerschaft,ja,Freitag,14-17 Uhr,< 10 km,<1000,1 bis 5,64,0,0,0,0,0,0,0,64,0,0,0,0,0,0,0
|
||||||
|
m,51-60,nein,ledig,ja,Dienstag,12-14 Uhr,< 10 km,2000-<3200,> 5,84,0,0,0,0,0,0,0,0,54,0,0,30,0,0,0
|
||||||
|
w,18-30,nein,ledig,ja,Samstag,>17 Uhr,< 10 km,>4500,> 5,655,150,0,0,129,0,71,0,0,0,0,330,46,0,0,0
|
||||||
|
m,31-40,ja,ledig,ja,Samstag,12-14 Uhr,< 10 km,1000-<2000,1 bis 5,217,0,0,0,60,27,119,0,417,49,0,81,0,0,0,0
|
||||||
|
w,18-30,nein,Partnerschaft,ja,Mittwoch,>17 Uhr,10 - 25 km,1000-<2000,1 bis 5,252,0,15,0,66,11,31,0,0,171,0,0,0,0,0,0
|
||||||
|
w,18-30,nein,ledig,nein,Donnerstag,12-14 Uhr,< 10 km,2000-<3200,> 5,77,0,0,0,0,0,0,0,0,18,0,42,17,0,0,0
|
||||||
|
m,31-40,ja,Partnerschaft,nein,Samstag,<10 Uhr,< 10 km,2000-<3200,> 5,326,72,8,18,0,27,0,0,0,25,27,0,35,135,10,0
|
||||||
|
m,51-60,nein,Partnerschaft,ja,Samstag,<10 Uhr,< 10 km,1000-<2000,> 5,87,33,0,0,24,0,128,0,192,36,30,0,0,0,0,0
|
||||||
|
w,>60,ja,Partnerschaft,ja,Donnerstag,>17 Uhr,< 10 km,>4500,1 bis 5,618,112,20,13,135,49,46,0,48,63,0,0,0,216,0,46
|
||||||
|
w,31-40,ja,Partnerschaft,ja,Samstag,10-12 Uhr,< 10 km,2000-<3200,1 bis 5,446,0,2,0,0,0,0,0,0,444,0,0,0,0,0,0
|
||||||
|
w,18-30,ja,ledig,ja,Samstag,12-14 Uhr,< 10 km,3200-<4500,0,72,0,0,9,0,0,0,0,0,0,0,0,0,0,0,63
|
||||||
|
w,31-40,nein,ledig,nein,Freitag,>17 Uhr,10 - 25 km,2000-<3200,0,318,0,0,0,0,0,195,35,0,88,0,0,0,0,0,0
|
||||||
|
m,31-40,nein,ledig,ja,Donnerstag,10-12 Uhr,> 25 km,1000-<2000,> 5,177,48,6,0,72,33,34,0,0,51,0,0,0,0,0,0
|
||||||
|
w,51-60,nein,Partnerschaft,ja,Montag,14-17 Uhr,10 - 25 km,<1000,1 bis 5,307,0,10,16,0,14,0,0,0,94,50,89,36,0,34,0
|
||||||
|
m,18-30,ja,ledig,ja,Dienstag,<10 Uhr,10 - 25 km,1000-<2000,> 5,451,0,0,0,105,0,288,0,333,264,0,82,0,0,0,0
|
||||||
|
m,>60,nein,Partnerschaft,ja,Samstag,<10 Uhr,> 25 km,1000-<2000,0,328,0,6,14,114,46,222,0,363,184,0,0,0,0,0,0
|
||||||
|
m,18-30,ja,Partnerschaft,nein,Samstag,10-12 Uhr,< 10 km,1000-<2000,> 5,688,0,9,24,0,32,70,0,0,0,30,411,0,0,0,0
|
||||||
|
m,51-60,nein,ledig,ja,Samstag,10-12 Uhr,< 10 km,>4500,> 5,840,0,18,39,78,81,94,0,159,195,55,117,36,0,15,206
|
||||||
|
w,>60,ja,ledig,nein,Dienstag,>17 Uhr,< 10 km,3200-<4500,> 5,209,162,4,0,23,16,0,0,417,0,0,0,20,0,0,0
|
||||||
|
w,41-50,nein,ledig,ja,Samstag,>17 Uhr,< 10 km,2000-<3200,1 bis 5,550,78,4,30,0,14,0,0,0,0,0,268,14,0,0,186
|
||||||
|
m,>60,nein,ledig,ja,Samstag,12-14 Uhr,< 10 km,2000-<3200,1 bis 5,323,37,8,24,0,0,0,58,0,44,142,0,78,0,0,0
|
||||||
|
m,31-40,ja,ledig,ja,Donnerstag,14-17 Uhr,< 10 km,3200-<4500,0,337,0,6,0,40,62,196,0,0,50,86,0,0,144,52,0
|
||||||
|
w,>60,nein,ledig,ja,Samstag,10-12 Uhr,< 10 km,<1000,1 bis 5,321,0,0,0,0,0,0,0,0,94,142,122,57,0,86,0
|
||||||
|
m,31-40,ja,Partnerschaft,ja,Samstag,14-17 Uhr,< 10 km,2000-<3200,> 5,765,180,10,0,92,90,188,0,0,0,0,0,72,0,0,0
|
||||||
|
w,>60,nein,Partnerschaft,nein,Samstag,>17 Uhr,< 10 km,1000-<2000,1 bis 5,865,103,9,9,48,39,52,0,0,0,0,396,0,0,0,0
|
||||||
|
w,18-30,ja,Partnerschaft,nein,Freitag,10-12 Uhr,< 10 km,<1000,1 bis 5,246,0,0,0,0,0,0,0,0,0,0,200,46,0,0,0
|
||||||
|
m,41-50,nein,Partnerschaft,ja,Samstag,12-14 Uhr,> 25 km,2000-<3200,> 5,152,0,0,0,0,0,152,0,0,0,0,0,0,0,0,0
|
||||||
|
m,31-40,ja,Partnerschaft,ja,Samstag,10-12 Uhr,< 10 km,2000-<3200,1 bis 5,357,0,16,12,0,40,0,0,0,108,0,0,13,0,0,190
|
||||||
|
m,>60,ja,ledig,ja,Freitag,14-17 Uhr,10 - 25 km,2000-<3200,> 5,164,0,0,0,96,0,0,0,0,0,0,0,68,0,0,0
|
||||||
|
w,>60,ja,Partnerschaft,nein,Montag,10-12 Uhr,< 10 km,3200-<4500,> 5,169,0,0,0,81,0,0,0,0,0,0,0,0,88,0,0
|
||||||
|
w,41-50,ja,Partnerschaft,nein,Samstag,>17 Uhr,> 25 km,1000-<2000,> 5,183,0,8,22,22,0,15,0,0,0,0,127,10,0,0,0
|
||||||
|
m,18-30,nein,Partnerschaft,ja,Samstag,12-14 Uhr,< 10 km,1000-<2000,0,431,61,0,0,132,0,0,0,297,88,118,57,23,0,51,0
|
||||||
|
w,18-30,nein,Partnerschaft,ja,Montag,14-17 Uhr,10 - 25 km,2000-<3200,> 5,497,0,0,0,0,0,0,0,0,50,147,342,0,0,0,0
|
|
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Reference in New Issue