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Daniel Tomlinson
2019-08-03 22:32:03 +01:00
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python/Unsupervised Learning/Dimensionality Reduction and PCA/.ipynb_checkpoints/Interpret_PCA_Results-checkpoint.ipynb Normal file
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python/Unsupervised Learning/Project/AZDIAS_Feature_Summary.csv Normal file
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attribute;information_level;type;missing_or_unknown
AGER_TYP;person;categorical;[-1,0]
ALTERSKATEGORIE_GROB;person;ordinal;[-1,0,9]
ANREDE_KZ;person;categorical;[-1,0]
CJT_GESAMTTYP;person;categorical;[0]
FINANZ_MINIMALIST;person;ordinal;[-1]
FINANZ_SPARER;person;ordinal;[-1]
FINANZ_VORSORGER;person;ordinal;[-1]
FINANZ_ANLEGER;person;ordinal;[-1]
FINANZ_UNAUFFAELLIGER;person;ordinal;[-1]
FINANZ_HAUSBAUER;person;ordinal;[-1]
FINANZTYP;person;categorical;[-1]
GEBURTSJAHR;person;numeric;[0]
GFK_URLAUBERTYP;person;categorical;[]
GREEN_AVANTGARDE;person;categorical;[]
HEALTH_TYP;person;ordinal;[-1,0]
LP_LEBENSPHASE_FEIN;person;mixed;[0]
LP_LEBENSPHASE_GROB;person;mixed;[0]
LP_FAMILIE_FEIN;person;categorical;[0]
LP_FAMILIE_GROB;person;categorical;[0]
LP_STATUS_FEIN;person;categorical;[0]
LP_STATUS_GROB;person;categorical;[0]
NATIONALITAET_KZ;person;categorical;[-1,0]
PRAEGENDE_JUGENDJAHRE;person;mixed;[-1,0]
RETOURTYP_BK_S;person;ordinal;[0]
SEMIO_SOZ;person;ordinal;[-1,9]
SEMIO_FAM;person;ordinal;[-1,9]
SEMIO_REL;person;ordinal;[-1,9]
SEMIO_MAT;person;ordinal;[-1,9]
SEMIO_VERT;person;ordinal;[-1,9]
SEMIO_LUST;person;ordinal;[-1,9]
SEMIO_ERL;person;ordinal;[-1,9]
SEMIO_KULT;person;ordinal;[-1,9]
SEMIO_RAT;person;ordinal;[-1,9]
SEMIO_KRIT;person;ordinal;[-1,9]
SEMIO_DOM;person;ordinal;[-1,9]
SEMIO_KAEM;person;ordinal;[-1,9]
SEMIO_PFLICHT;person;ordinal;[-1,9]
SEMIO_TRADV;person;ordinal;[-1,9]
SHOPPER_TYP;person;categorical;[-1]
SOHO_KZ;person;categorical;[-1]
TITEL_KZ;person;categorical;[-1,0]
VERS_TYP;person;categorical;[-1]
ZABEOTYP;person;categorical;[-1,9]
ALTER_HH;household;interval;[0]
ANZ_PERSONEN;household;numeric;[]
ANZ_TITEL;household;numeric;[]
HH_EINKOMMEN_SCORE;household;ordinal;[-1,0]
KK_KUNDENTYP;household;categorical;[-1]
W_KEIT_KIND_HH;household;ordinal;[-1,0]
WOHNDAUER_2008;household;ordinal;[-1,0]
ANZ_HAUSHALTE_AKTIV;building;numeric;[0]
ANZ_HH_TITEL;building;numeric;[]
GEBAEUDETYP;building;categorical;[-1,0]
KONSUMNAEHE;building;ordinal;[]
MIN_GEBAEUDEJAHR;building;numeric;[0]
OST_WEST_KZ;building;categorical;[-1]
WOHNLAGE;building;mixed;[-1]
CAMEO_DEUG_2015;microcell_rr4;categorical;[-1,X]
CAMEO_DEU_2015;microcell_rr4;categorical;[XX]
CAMEO_INTL_2015;microcell_rr4;mixed;[-1,XX]
KBA05_ANTG1;microcell_rr3;ordinal;[-1]
KBA05_ANTG2;microcell_rr3;ordinal;[-1]
KBA05_ANTG3;microcell_rr3;ordinal;[-1]
KBA05_ANTG4;microcell_rr3;ordinal;[-1]
KBA05_BAUMAX;microcell_rr3;mixed;[-1,0]
KBA05_GBZ;microcell_rr3;ordinal;[-1,0]
BALLRAUM;postcode;ordinal;[-1]
EWDICHTE;postcode;ordinal;[-1]
INNENSTADT;postcode;ordinal;[-1]
GEBAEUDETYP_RASTER;region_rr1;ordinal;[]
KKK;region_rr1;ordinal;[-1,0]
MOBI_REGIO;region_rr1;ordinal;[]
ONLINE_AFFINITAET;region_rr1;ordinal;[]
REGIOTYP;region_rr1;ordinal;[-1,0]
KBA13_ANZAHL_PKW;macrocell_plz8;numeric;[]
PLZ8_ANTG1;macrocell_plz8;ordinal;[-1]
PLZ8_ANTG2;macrocell_plz8;ordinal;[-1]
PLZ8_ANTG3;macrocell_plz8;ordinal;[-1]
PLZ8_ANTG4;macrocell_plz8;ordinal;[-1]
PLZ8_BAUMAX;macrocell_plz8;mixed;[-1,0]
PLZ8_HHZ;macrocell_plz8;ordinal;[-1]
PLZ8_GBZ;macrocell_plz8;ordinal;[-1]
ARBEIT;community;ordinal;[-1,9]
ORTSGR_KLS9;community;ordinal;[-1,0]
RELAT_AB;community;ordinal;[-1,9]
1 attribute information_level type missing_or_unknown
2 AGER_TYP person categorical [-1,0]
3 ALTERSKATEGORIE_GROB person ordinal [-1,0,9]
4 ANREDE_KZ person categorical [-1,0]
5 CJT_GESAMTTYP person categorical [0]
6 FINANZ_MINIMALIST person ordinal [-1]
7 FINANZ_SPARER person ordinal [-1]
8 FINANZ_VORSORGER person ordinal [-1]
9 FINANZ_ANLEGER person ordinal [-1]
10 FINANZ_UNAUFFAELLIGER person ordinal [-1]
11 FINANZ_HAUSBAUER person ordinal [-1]
12 FINANZTYP person categorical [-1]
13 GEBURTSJAHR person numeric [0]
14 GFK_URLAUBERTYP person categorical []
15 GREEN_AVANTGARDE person categorical []
16 HEALTH_TYP person ordinal [-1,0]
17 LP_LEBENSPHASE_FEIN person mixed [0]
18 LP_LEBENSPHASE_GROB person mixed [0]
19 LP_FAMILIE_FEIN person categorical [0]
20 LP_FAMILIE_GROB person categorical [0]
21 LP_STATUS_FEIN person categorical [0]
22 LP_STATUS_GROB person categorical [0]
23 NATIONALITAET_KZ person categorical [-1,0]
24 PRAEGENDE_JUGENDJAHRE person mixed [-1,0]
25 RETOURTYP_BK_S person ordinal [0]
26 SEMIO_SOZ person ordinal [-1,9]
27 SEMIO_FAM person ordinal [-1,9]
28 SEMIO_REL person ordinal [-1,9]
29 SEMIO_MAT person ordinal [-1,9]
30 SEMIO_VERT person ordinal [-1,9]
31 SEMIO_LUST person ordinal [-1,9]
32 SEMIO_ERL person ordinal [-1,9]
33 SEMIO_KULT person ordinal [-1,9]
34 SEMIO_RAT person ordinal [-1,9]
35 SEMIO_KRIT person ordinal [-1,9]
36 SEMIO_DOM person ordinal [-1,9]
37 SEMIO_KAEM person ordinal [-1,9]
38 SEMIO_PFLICHT person ordinal [-1,9]
39 SEMIO_TRADV person ordinal [-1,9]
40 SHOPPER_TYP person categorical [-1]
41 SOHO_KZ person categorical [-1]
42 TITEL_KZ person categorical [-1,0]
43 VERS_TYP person categorical [-1]
44 ZABEOTYP person categorical [-1,9]
45 ALTER_HH household interval [0]
46 ANZ_PERSONEN household numeric []
47 ANZ_TITEL household numeric []
48 HH_EINKOMMEN_SCORE household ordinal [-1,0]
49 KK_KUNDENTYP household categorical [-1]
50 W_KEIT_KIND_HH household ordinal [-1,0]
51 WOHNDAUER_2008 household ordinal [-1,0]
52 ANZ_HAUSHALTE_AKTIV building numeric [0]
53 ANZ_HH_TITEL building numeric []
54 GEBAEUDETYP building categorical [-1,0]
55 KONSUMNAEHE building ordinal []
56 MIN_GEBAEUDEJAHR building numeric [0]
57 OST_WEST_KZ building categorical [-1]
58 WOHNLAGE building mixed [-1]
59 CAMEO_DEUG_2015 microcell_rr4 categorical [-1,X]
60 CAMEO_DEU_2015 microcell_rr4 categorical [XX]
61 CAMEO_INTL_2015 microcell_rr4 mixed [-1,XX]
62 KBA05_ANTG1 microcell_rr3 ordinal [-1]
63 KBA05_ANTG2 microcell_rr3 ordinal [-1]
64 KBA05_ANTG3 microcell_rr3 ordinal [-1]
65 KBA05_ANTG4 microcell_rr3 ordinal [-1]
66 KBA05_BAUMAX microcell_rr3 mixed [-1,0]
67 KBA05_GBZ microcell_rr3 ordinal [-1,0]
68 BALLRAUM postcode ordinal [-1]
69 EWDICHTE postcode ordinal [-1]
70 INNENSTADT postcode ordinal [-1]
71 GEBAEUDETYP_RASTER region_rr1 ordinal []
72 KKK region_rr1 ordinal [-1,0]
73 MOBI_REGIO region_rr1 ordinal []
74 ONLINE_AFFINITAET region_rr1 ordinal []
75 REGIOTYP region_rr1 ordinal [-1,0]
76 KBA13_ANZAHL_PKW macrocell_plz8 numeric []
77 PLZ8_ANTG1 macrocell_plz8 ordinal [-1]
78 PLZ8_ANTG2 macrocell_plz8 ordinal [-1]
79 PLZ8_ANTG3 macrocell_plz8 ordinal [-1]
80 PLZ8_ANTG4 macrocell_plz8 ordinal [-1]
81 PLZ8_BAUMAX macrocell_plz8 mixed [-1,0]
82 PLZ8_HHZ macrocell_plz8 ordinal [-1]
83 PLZ8_GBZ macrocell_plz8 ordinal [-1]
84 ARBEIT community ordinal [-1,9]
85 ORTSGR_KLS9 community ordinal [-1,0]
86 RELAT_AB community ordinal [-1,9]

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