Visible Learning: umfassende Erweiterungen

- Berechnung Kopplungspotenzial je Bedürfnis (Young/Roediger)
- Export von coupling_potential_per_need.csv inkl. bridge_energy
- Aggregation und Export von Kopplungsindizes (per Item, per Need)
- Konsolidierung des Mappings Young ↔ Hattie (werte_mapping.csv)
- Neue Visualisierungen:
  • Kopplungspotenzial (2D, farbkodiert nach Balance)
  • Item-Projektion mit Communities
  • 3D-Netzwerkdarstellung (Systemebenen × Thermometer)
  • 3D-Triangulation: Effekt × Bedürfnis × Semantik
  • Thermo-Dashboard (Energie, Entropie, Modularität)
- Verbesserte Skalierungen (Effektstärken normiert, Markergrößen, Kantenstärken)
- Konsistente Export-Pfade (export/*.csv, *.html, *.png)
- Fehlerbehebungen:
  • os-Import nachgezogen
  • robustere Merge-Strategien beim CSV-Export
  • Schutz vor leeren/inkonsistenten Spalten
- CI-Styling & Plotly-Template in alle neuen Plots integriert
This commit is contained in:
2025-09-08 02:43:28 +02:00
parent aab5c683b9
commit 7e75ed790c
27 changed files with 6995 additions and 1684 deletions

227
export/werte_extras.csv Normal file
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@ -0,0 +1,227 @@
Effekt_abs,Effekt_sign,Effekt_norm01
0.96,1,0.7164179104477612
0.73,1,0.544776119402985
0.37,1,0.2761194029850746
0.55,1,0.41044776119402987
1.28,1,0.9552238805970149
0.62,1,0.46268656716417905
0.63,1,0.47014925373134325
0.2,1,0.14925373134328357
0.03,-1,0.022388059701492536
0.94,1,0.7014925373134328
0.96,1,0.7164179104477612
0.4,1,0.29850746268656714
0.84,1,0.626865671641791
0.19,1,0.1417910447761194
0.26,1,0.19402985074626866
0.35,1,0.26119402985074625
0.41,1,0.3059701492537313
0.64,1,0.47761194029850745
0.51,1,0.3805970149253731
0.66,1,0.4925373134328358
0.18,1,0.13432835820895522
0.03,-1,0.022388059701492536
0.61,1,0.4552238805970149
0.5,1,0.3731343283582089
0.08,1,0.05970149253731343
0.5,1,0.3731343283582089
0.2,1,0.14925373134328357
0.74,1,0.5522388059701492
0.54,1,0.40298507462686567
0.16,1,0.11940298507462686
0.4,-1,0.29850746268656714
0.3,-1,0.22388059701492535
0.65,-1,0.48507462686567165
0.04,-1,0.029850746268656716
0.03,1,0.022388059701492536
0.46,-1,0.34328358208955223
0.18,1,0.13432835820895522
0.41,-1,0.3059701492537313
0.59,-1,0.4402985074626865
0.04,-1,0.029850746268656716
0.51,-1,0.3805970149253731
0.42,-1,0.3134328358208955
0.63,-1,0.47014925373134325
0.08,1,0.05970149253731343
0.02,1,0.014925373134328358
0.13,-1,0.09701492537313433
0.25,1,0.18656716417910446
0.17,1,0.12686567164179105
0.29,-1,0.21641791044776115
0.19,-1,0.1417910447761194
0.0,0,0.0
0.56,1,0.41791044776119407
0.12,-1,0.08955223880597014
0.05,1,0.03731343283582089
0.03,1,0.022388059701492536
0.05,1,0.03731343283582089
0.14,1,0.10447761194029852
0.26,-1,0.19402985074626866
0.24,1,0.1791044776119403
0.21,1,0.15671641791044774
0.33,1,0.2462686567164179
0.4,1,0.29850746268656714
0.41,1,0.3059701492537313
0.06,1,0.04477611940298507
0.49,1,0.3656716417910447
0.33,-1,0.2462686567164179
0.21,1,0.15671641791044774
0.38,-1,0.2835820895522388
0.15,-1,0.11194029850746268
0.39,1,0.291044776119403
0.22,1,0.16417910447761194
0.19,1,0.1417910447761194
0.27,1,0.20149253731343283
0.05,1,0.03731343283582089
0.24,1,0.1791044776119403
0.04,1,0.029850746268656716
0.23,1,0.17164179104477612
0.07,1,0.05223880597014926
0.09,-1,0.06716417910447761
0.17,1,0.12686567164179105
0.1,1,0.07462686567164178
0.23,1,0.17164179104477612
0.09,1,0.06716417910447761
0.05,1,0.03731343283582089
0.33,1,0.2462686567164179
0.05,1,0.03731343283582089
0.27,1,0.20149253731343283
0.18,1,0.13432835820895522
0.37,1,0.2761194029850746
0.53,1,0.39552238805970147
0.48,1,0.3582089552238806
0.17,1,0.12686567164179105
0.02,1,0.014925373134328358
0.09,1,0.06716417910447761
0.09,1,0.06716417910447761
0.01,-1,0.007462686567164179
0.16,1,0.11940298507462686
0.46,1,0.34328358208955223
0.52,1,0.3880597014925373
0.21,1,0.15671641791044774
0.43,1,0.3208955223880597
0.16,1,0.11940298507462686
0.28,-1,0.20895522388059704
0.82,1,0.6119402985074626
0.2,-1,0.14925373134328357
0.3,1,0.22388059701492535
0.44,1,0.3283582089552239
0.29,1,0.21641791044776115
0.66,1,0.4925373134328358
0.62,1,0.46268656716417905
0.24,-1,0.1791044776119403
0.35,1,0.26119402985074625
0.46,1,0.34328358208955223
0.26,-1,0.19402985074626866
0.45,1,0.33582089552238803
0.24,-1,0.1791044776119403
0.22,1,0.16417910447761194
0.36,1,0.26865671641791045
0.61,1,0.4552238805970149
1.3,1,0.9701492537313433
1.09,1,0.8134328358208955
0.85,1,0.6343283582089552
1.34,1,1.0
0.1,1,0.07462686567164178
0.39,1,0.291044776119403
0.44,1,0.3283582089552239
0.26,1,0.19402985074626866
1.01,1,0.753731343283582
0.13,1,0.09701492537313433
0.57,1,0.42537313432835816
0.82,1,0.6119402985074626
0.42,1,0.3134328358208955
0.38,1,0.2835820895522388
0.47,1,0.3507462686567164
0.48,1,0.3582089552238806
0.75,1,0.5597014925373134
0.43,1,0.3208955223880597
0.62,1,0.46268656716417905
0.67,1,0.5
0.8,1,0.5970149253731343
0.13,1,0.09701492537313433
0.5,1,0.3731343283582089
0.5,1,0.3731343283582089
0.14,1,0.10447761194029852
0.47,1,0.3507462686567164
0.53,1,0.39552238805970147
0.53,1,0.39552238805970147
0.55,1,0.41044776119402987
0.33,1,0.2462686567164179
0.38,1,0.2835820895522388
0.25,1,0.18656716417910446
0.46,1,0.34328358208955223
0.49,1,0.3656716417910447
0.53,1,0.39552238805970147
0.39,1,0.291044776119403
0.16,1,0.11940298507462686
0.45,1,0.33582089552238803
0.4,1,0.29850746268656714
0.97,1,0.7238805970149254
0.4,1,0.29850746268656714
0.09,1,0.06716417910447761
0.51,1,0.3805970149253731
0.34,1,0.2537313432835821
0.49,1,0.3656716417910447
0.12,1,0.08955223880597014
0.52,1,0.3880597014925373
0.4,1,0.29850746268656714
0.2,1,0.14925373134328357
0.38,1,0.2835820895522388
0.41,1,0.3059701492537313
0.83,1,0.6194029850746268
0.19,1,0.1417910447761194
0.62,1,0.46268656716417905
0.64,1,0.47761194029850745
0.6,1,0.4477611940298507
0.44,1,0.3283582089552239
0.67,1,0.5
0.47,1,0.3507462686567164
1.09,1,0.8134328358208955
0.47,1,0.3507462686567164
0.55,1,0.41044776119402987
0.49,1,0.3656716417910447
0.39,1,0.291044776119403
0.82,1,0.6119402985074626
0.54,1,0.40298507462686567
0.4,1,0.29850746268656714
0.39,1,0.291044776119403
0.59,1,0.4402985074626865
0.67,1,0.5
0.56,1,0.41791044776119407
0.63,1,0.47014925373134325
0.29,1,0.21641791044776115
0.26,-1,0.19402985074626866
0.21,1,0.15671641791044774
0.73,1,0.544776119402985
0.64,1,0.47761194029850745
0.16,1,0.11940298507462686
0.08,1,0.05970149253731343
0.04,1,0.029850746268656716
0.45,1,0.33582089552238803
0.61,1,0.4552238805970149
0.56,1,0.41791044776119407
0.5,1,0.3731343283582089
0.6,1,0.4477611940298507
0.74,1,0.5522388059701492
0.27,1,0.20149253731343283
0.92,1,0.6865671641791045
0.52,1,0.3880597014925373
0.45,1,0.33582089552238803
0.52,1,0.3880597014925373
0.58,1,0.4328358208955223
0.62,1,0.46268656716417905
0.54,1,0.40298507462686567
0.54,1,0.40298507462686567
0.18,1,0.13432835820895522
0.21,1,0.15671641791044774
0.53,1,0.39552238805970147
0.41,1,0.3059701492537313
0.29,1,0.21641791044776115
0.11,1,0.08208955223880597
0.74,1,0.5522388059701492
0.53,1,0.39552238805970147
0.16,1,0.11940298507462686
0.24,1,0.1791044776119403
0.1,1,0.07462686567164178
0.29,1,0.21641791044776115
1 Effekt_abs Effekt_sign Effekt_norm01
2 0.96 1 0.7164179104477612
3 0.73 1 0.544776119402985
4 0.37 1 0.2761194029850746
5 0.55 1 0.41044776119402987
6 1.28 1 0.9552238805970149
7 0.62 1 0.46268656716417905
8 0.63 1 0.47014925373134325
9 0.2 1 0.14925373134328357
10 0.03 -1 0.022388059701492536
11 0.94 1 0.7014925373134328
12 0.96 1 0.7164179104477612
13 0.4 1 0.29850746268656714
14 0.84 1 0.626865671641791
15 0.19 1 0.1417910447761194
16 0.26 1 0.19402985074626866
17 0.35 1 0.26119402985074625
18 0.41 1 0.3059701492537313
19 0.64 1 0.47761194029850745
20 0.51 1 0.3805970149253731
21 0.66 1 0.4925373134328358
22 0.18 1 0.13432835820895522
23 0.03 -1 0.022388059701492536
24 0.61 1 0.4552238805970149
25 0.5 1 0.3731343283582089
26 0.08 1 0.05970149253731343
27 0.5 1 0.3731343283582089
28 0.2 1 0.14925373134328357
29 0.74 1 0.5522388059701492
30 0.54 1 0.40298507462686567
31 0.16 1 0.11940298507462686
32 0.4 -1 0.29850746268656714
33 0.3 -1 0.22388059701492535
34 0.65 -1 0.48507462686567165
35 0.04 -1 0.029850746268656716
36 0.03 1 0.022388059701492536
37 0.46 -1 0.34328358208955223
38 0.18 1 0.13432835820895522
39 0.41 -1 0.3059701492537313
40 0.59 -1 0.4402985074626865
41 0.04 -1 0.029850746268656716
42 0.51 -1 0.3805970149253731
43 0.42 -1 0.3134328358208955
44 0.63 -1 0.47014925373134325
45 0.08 1 0.05970149253731343
46 0.02 1 0.014925373134328358
47 0.13 -1 0.09701492537313433
48 0.25 1 0.18656716417910446
49 0.17 1 0.12686567164179105
50 0.29 -1 0.21641791044776115
51 0.19 -1 0.1417910447761194
52 0.0 0 0.0
53 0.56 1 0.41791044776119407
54 0.12 -1 0.08955223880597014
55 0.05 1 0.03731343283582089
56 0.03 1 0.022388059701492536
57 0.05 1 0.03731343283582089
58 0.14 1 0.10447761194029852
59 0.26 -1 0.19402985074626866
60 0.24 1 0.1791044776119403
61 0.21 1 0.15671641791044774
62 0.33 1 0.2462686567164179
63 0.4 1 0.29850746268656714
64 0.41 1 0.3059701492537313
65 0.06 1 0.04477611940298507
66 0.49 1 0.3656716417910447
67 0.33 -1 0.2462686567164179
68 0.21 1 0.15671641791044774
69 0.38 -1 0.2835820895522388
70 0.15 -1 0.11194029850746268
71 0.39 1 0.291044776119403
72 0.22 1 0.16417910447761194
73 0.19 1 0.1417910447761194
74 0.27 1 0.20149253731343283
75 0.05 1 0.03731343283582089
76 0.24 1 0.1791044776119403
77 0.04 1 0.029850746268656716
78 0.23 1 0.17164179104477612
79 0.07 1 0.05223880597014926
80 0.09 -1 0.06716417910447761
81 0.17 1 0.12686567164179105
82 0.1 1 0.07462686567164178
83 0.23 1 0.17164179104477612
84 0.09 1 0.06716417910447761
85 0.05 1 0.03731343283582089
86 0.33 1 0.2462686567164179
87 0.05 1 0.03731343283582089
88 0.27 1 0.20149253731343283
89 0.18 1 0.13432835820895522
90 0.37 1 0.2761194029850746
91 0.53 1 0.39552238805970147
92 0.48 1 0.3582089552238806
93 0.17 1 0.12686567164179105
94 0.02 1 0.014925373134328358
95 0.09 1 0.06716417910447761
96 0.09 1 0.06716417910447761
97 0.01 -1 0.007462686567164179
98 0.16 1 0.11940298507462686
99 0.46 1 0.34328358208955223
100 0.52 1 0.3880597014925373
101 0.21 1 0.15671641791044774
102 0.43 1 0.3208955223880597
103 0.16 1 0.11940298507462686
104 0.28 -1 0.20895522388059704
105 0.82 1 0.6119402985074626
106 0.2 -1 0.14925373134328357
107 0.3 1 0.22388059701492535
108 0.44 1 0.3283582089552239
109 0.29 1 0.21641791044776115
110 0.66 1 0.4925373134328358
111 0.62 1 0.46268656716417905
112 0.24 -1 0.1791044776119403
113 0.35 1 0.26119402985074625
114 0.46 1 0.34328358208955223
115 0.26 -1 0.19402985074626866
116 0.45 1 0.33582089552238803
117 0.24 -1 0.1791044776119403
118 0.22 1 0.16417910447761194
119 0.36 1 0.26865671641791045
120 0.61 1 0.4552238805970149
121 1.3 1 0.9701492537313433
122 1.09 1 0.8134328358208955
123 0.85 1 0.6343283582089552
124 1.34 1 1.0
125 0.1 1 0.07462686567164178
126 0.39 1 0.291044776119403
127 0.44 1 0.3283582089552239
128 0.26 1 0.19402985074626866
129 1.01 1 0.753731343283582
130 0.13 1 0.09701492537313433
131 0.57 1 0.42537313432835816
132 0.82 1 0.6119402985074626
133 0.42 1 0.3134328358208955
134 0.38 1 0.2835820895522388
135 0.47 1 0.3507462686567164
136 0.48 1 0.3582089552238806
137 0.75 1 0.5597014925373134
138 0.43 1 0.3208955223880597
139 0.62 1 0.46268656716417905
140 0.67 1 0.5
141 0.8 1 0.5970149253731343
142 0.13 1 0.09701492537313433
143 0.5 1 0.3731343283582089
144 0.5 1 0.3731343283582089
145 0.14 1 0.10447761194029852
146 0.47 1 0.3507462686567164
147 0.53 1 0.39552238805970147
148 0.53 1 0.39552238805970147
149 0.55 1 0.41044776119402987
150 0.33 1 0.2462686567164179
151 0.38 1 0.2835820895522388
152 0.25 1 0.18656716417910446
153 0.46 1 0.34328358208955223
154 0.49 1 0.3656716417910447
155 0.53 1 0.39552238805970147
156 0.39 1 0.291044776119403
157 0.16 1 0.11940298507462686
158 0.45 1 0.33582089552238803
159 0.4 1 0.29850746268656714
160 0.97 1 0.7238805970149254
161 0.4 1 0.29850746268656714
162 0.09 1 0.06716417910447761
163 0.51 1 0.3805970149253731
164 0.34 1 0.2537313432835821
165 0.49 1 0.3656716417910447
166 0.12 1 0.08955223880597014
167 0.52 1 0.3880597014925373
168 0.4 1 0.29850746268656714
169 0.2 1 0.14925373134328357
170 0.38 1 0.2835820895522388
171 0.41 1 0.3059701492537313
172 0.83 1 0.6194029850746268
173 0.19 1 0.1417910447761194
174 0.62 1 0.46268656716417905
175 0.64 1 0.47761194029850745
176 0.6 1 0.4477611940298507
177 0.44 1 0.3283582089552239
178 0.67 1 0.5
179 0.47 1 0.3507462686567164
180 1.09 1 0.8134328358208955
181 0.47 1 0.3507462686567164
182 0.55 1 0.41044776119402987
183 0.49 1 0.3656716417910447
184 0.39 1 0.291044776119403
185 0.82 1 0.6119402985074626
186 0.54 1 0.40298507462686567
187 0.4 1 0.29850746268656714
188 0.39 1 0.291044776119403
189 0.59 1 0.4402985074626865
190 0.67 1 0.5
191 0.56 1 0.41791044776119407
192 0.63 1 0.47014925373134325
193 0.29 1 0.21641791044776115
194 0.26 -1 0.19402985074626866
195 0.21 1 0.15671641791044774
196 0.73 1 0.544776119402985
197 0.64 1 0.47761194029850745
198 0.16 1 0.11940298507462686
199 0.08 1 0.05970149253731343
200 0.04 1 0.029850746268656716
201 0.45 1 0.33582089552238803
202 0.61 1 0.4552238805970149
203 0.56 1 0.41791044776119407
204 0.5 1 0.3731343283582089
205 0.6 1 0.4477611940298507
206 0.74 1 0.5522388059701492
207 0.27 1 0.20149253731343283
208 0.92 1 0.6865671641791045
209 0.52 1 0.3880597014925373
210 0.45 1 0.33582089552238803
211 0.52 1 0.3880597014925373
212 0.58 1 0.4328358208955223
213 0.62 1 0.46268656716417905
214 0.54 1 0.40298507462686567
215 0.54 1 0.40298507462686567
216 0.18 1 0.13432835820895522
217 0.21 1 0.15671641791044774
218 0.53 1 0.39552238805970147
219 0.41 1 0.3059701492537313
220 0.29 1 0.21641791044776115
221 0.11 1 0.08208955223880597
222 0.74 1 0.5522388059701492
223 0.53 1 0.39552238805970147
224 0.16 1 0.11940298507462686
225 0.24 1 0.1791044776119403
226 0.1 1 0.07462686567164178
227 0.29 1 0.21641791044776115