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1 Parent(s): 9c0cc03

working through aggregating the regular season data, deleted the data

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Files changed (2) hide show
  1. data/MTeamsAgg.csv +0 -3
  2. src/pre_processing.ipynb +569 -0
data/MTeamsAgg.csv DELETED
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- oid sha256:f69db045ecdba8f31abbd697f350630784714162778c7f0e020f3ead8227a763
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src/pre_processing.ipynb CHANGED
@@ -986,6 +986,575 @@
986
  "\n",
987
  "team_reg_agg.sample(10, random_state=1)"
988
  ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
989
  }
990
  ],
991
  "metadata": {
 
986
  "\n",
987
  "team_reg_agg.sample(10, random_state=1)"
988
  ]
989
+ },
990
+ {
991
+ "cell_type": "markdown",
992
+ "metadata": {},
993
+ "source": [
994
+ "## Join Aggregated w/ Attributes"
995
+ ]
996
+ },
997
+ {
998
+ "cell_type": "code",
999
+ "execution_count": 24,
1000
+ "metadata": {},
1001
+ "outputs": [
1002
+ {
1003
+ "data": {
1004
+ "text/html": [
1005
+ "<div>\n",
1006
+ "<style scoped>\n",
1007
+ " .dataframe tbody tr th:only-of-type {\n",
1008
+ " vertical-align: middle;\n",
1009
+ " }\n",
1010
+ "\n",
1011
+ " .dataframe tbody tr th {\n",
1012
+ " vertical-align: top;\n",
1013
+ " }\n",
1014
+ "\n",
1015
+ " .dataframe thead th {\n",
1016
+ " text-align: right;\n",
1017
+ " }\n",
1018
+ "</style>\n",
1019
+ "<table border=\"1\" class=\"dataframe\">\n",
1020
+ " <thead>\n",
1021
+ " <tr style=\"text-align: right;\">\n",
1022
+ " <th></th>\n",
1023
+ " <th>Season</th>\n",
1024
+ " <th>TeamID</th>\n",
1025
+ " <th>ConfAbbrev</th>\n",
1026
+ " <th>League</th>\n",
1027
+ " <th>Seed</th>\n",
1028
+ " <th>TeamName</th>\n",
1029
+ " <th>FirstD1Season</th>\n",
1030
+ " <th>LastD1Season</th>\n",
1031
+ " </tr>\n",
1032
+ " </thead>\n",
1033
+ " <tbody>\n",
1034
+ " <tr>\n",
1035
+ " <th>507</th>\n",
1036
+ " <td>2016</td>\n",
1037
+ " <td>1292</td>\n",
1038
+ " <td>cusa</td>\n",
1039
+ " <td>M</td>\n",
1040
+ " <td>X15</td>\n",
1041
+ " <td>MTSU</td>\n",
1042
+ " <td>1985</td>\n",
1043
+ " <td>2024</td>\n",
1044
+ " </tr>\n",
1045
+ " <tr>\n",
1046
+ " <th>1174</th>\n",
1047
+ " <td>1994</td>\n",
1048
+ " <td>1438</td>\n",
1049
+ " <td>acc</td>\n",
1050
+ " <td>M</td>\n",
1051
+ " <td>Z07</td>\n",
1052
+ " <td>Virginia</td>\n",
1053
+ " <td>1985</td>\n",
1054
+ " <td>2024</td>\n",
1055
+ " </tr>\n",
1056
+ " <tr>\n",
1057
+ " <th>1158</th>\n",
1058
+ " <td>1998</td>\n",
1059
+ " <td>1428</td>\n",
1060
+ " <td>wac</td>\n",
1061
+ " <td>M</td>\n",
1062
+ " <td>X03</td>\n",
1063
+ " <td>Utah</td>\n",
1064
+ " <td>1985</td>\n",
1065
+ " <td>2024</td>\n",
1066
+ " </tr>\n",
1067
+ " <tr>\n",
1068
+ " <th>638</th>\n",
1069
+ " <td>1988</td>\n",
1070
+ " <td>1328</td>\n",
1071
+ " <td>big_eight</td>\n",
1072
+ " <td>M</td>\n",
1073
+ " <td>Y01</td>\n",
1074
+ " <td>Oklahoma</td>\n",
1075
+ " <td>1985</td>\n",
1076
+ " <td>2024</td>\n",
1077
+ " </tr>\n",
1078
+ " <tr>\n",
1079
+ " <th>404</th>\n",
1080
+ " <td>1999</td>\n",
1081
+ " <td>1268</td>\n",
1082
+ " <td>acc</td>\n",
1083
+ " <td>M</td>\n",
1084
+ " <td>Y02</td>\n",
1085
+ " <td>Maryland</td>\n",
1086
+ " <td>1985</td>\n",
1087
+ " <td>2024</td>\n",
1088
+ " </tr>\n",
1089
+ " <tr>\n",
1090
+ " <th>1797</th>\n",
1091
+ " <td>2007</td>\n",
1092
+ " <td>1308</td>\n",
1093
+ " <td>wac</td>\n",
1094
+ " <td>M</td>\n",
1095
+ " <td>W13</td>\n",
1096
+ " <td>New Mexico St</td>\n",
1097
+ " <td>1985</td>\n",
1098
+ " <td>2024</td>\n",
1099
+ " </tr>\n",
1100
+ " <tr>\n",
1101
+ " <th>1471</th>\n",
1102
+ " <td>1988</td>\n",
1103
+ " <td>1185</td>\n",
1104
+ " <td>mac</td>\n",
1105
+ " <td>M</td>\n",
1106
+ " <td>X15</td>\n",
1107
+ " <td>E Michigan</td>\n",
1108
+ " <td>1985</td>\n",
1109
+ " <td>2024</td>\n",
1110
+ " </tr>\n",
1111
+ " <tr>\n",
1112
+ " <th>1313</th>\n",
1113
+ " <td>2021</td>\n",
1114
+ " <td>1196</td>\n",
1115
+ " <td>sec</td>\n",
1116
+ " <td>M</td>\n",
1117
+ " <td>Z07</td>\n",
1118
+ " <td>Florida</td>\n",
1119
+ " <td>1985</td>\n",
1120
+ " <td>2024</td>\n",
1121
+ " </tr>\n",
1122
+ " <tr>\n",
1123
+ " <th>881</th>\n",
1124
+ " <td>1987</td>\n",
1125
+ " <td>1424</td>\n",
1126
+ " <td>pcaa</td>\n",
1127
+ " <td>M</td>\n",
1128
+ " <td>Z01</td>\n",
1129
+ " <td>UNLV</td>\n",
1130
+ " <td>1985</td>\n",
1131
+ " <td>2024</td>\n",
1132
+ " </tr>\n",
1133
+ " <tr>\n",
1134
+ " <th>1998</th>\n",
1135
+ " <td>2006</td>\n",
1136
+ " <td>1203</td>\n",
1137
+ " <td>a_ten</td>\n",
1138
+ " <td>M</td>\n",
1139
+ " <td>W08</td>\n",
1140
+ " <td>G Washington</td>\n",
1141
+ " <td>1985</td>\n",
1142
+ " <td>2024</td>\n",
1143
+ " </tr>\n",
1144
+ " </tbody>\n",
1145
+ "</table>\n",
1146
+ "</div>"
1147
+ ],
1148
+ "text/plain": [
1149
+ " Season TeamID ConfAbbrev League Seed TeamName FirstD1Season \\\n",
1150
+ "507 2016 1292 cusa M X15 MTSU 1985 \n",
1151
+ "1174 1994 1438 acc M Z07 Virginia 1985 \n",
1152
+ "1158 1998 1428 wac M X03 Utah 1985 \n",
1153
+ "638 1988 1328 big_eight M Y01 Oklahoma 1985 \n",
1154
+ "404 1999 1268 acc M Y02 Maryland 1985 \n",
1155
+ "1797 2007 1308 wac M W13 New Mexico St 1985 \n",
1156
+ "1471 1988 1185 mac M X15 E Michigan 1985 \n",
1157
+ "1313 2021 1196 sec M Z07 Florida 1985 \n",
1158
+ "881 1987 1424 pcaa M Z01 UNLV 1985 \n",
1159
+ "1998 2006 1203 a_ten M W08 G Washington 1985 \n",
1160
+ "\n",
1161
+ " LastD1Season \n",
1162
+ "507 2024 \n",
1163
+ "1174 2024 \n",
1164
+ "1158 2024 \n",
1165
+ "638 2024 \n",
1166
+ "404 2024 \n",
1167
+ "1797 2024 \n",
1168
+ "1471 2024 \n",
1169
+ "1313 2024 \n",
1170
+ "881 2024 \n",
1171
+ "1998 2024 "
1172
+ ]
1173
+ },
1174
+ "execution_count": 24,
1175
+ "metadata": {},
1176
+ "output_type": "execute_result"
1177
+ }
1178
+ ],
1179
+ "source": [
1180
+ "conference_df = pd.concat([\n",
1181
+ " pd.read_csv(os.path.join(DATA_DIR, \"MTeamConferences.csv\")).assign(League=\"M\"),\n",
1182
+ " pd.read_csv(os.path.join(DATA_DIR, \"WTeamConferences.csv\")).assign(League=\"W\"),\n",
1183
+ "])\n",
1184
+ "\n",
1185
+ "team_conf_seeds_df = (\n",
1186
+ " conference_df.merge(\n",
1187
+ " right=(pd.concat([\n",
1188
+ " pd.read_csv(os.path.join(DATA_DIR, \"MNCAATourneySeeds.csv\")).assign(League=\"M\"),\n",
1189
+ " pd.read_csv(os.path.join(DATA_DIR, \"WNCAATourneySeeds.csv\")).assign(League=\"W\"),\n",
1190
+ " ])),\n",
1191
+ " on=[\"League\", \"Season\", \"TeamID\"],\n",
1192
+ " )\n",
1193
+ " .merge(right=pd.read_csv(os.path.join(DATA_DIR, \"MTeams.csv\")), on=\"TeamID\")\n",
1194
+ ")\n",
1195
+ "\n",
1196
+ "team_conf_seeds_df.sample(10, random_state=10)"
1197
+ ]
1198
+ },
1199
+ {
1200
+ "cell_type": "code",
1201
+ "execution_count": 27,
1202
+ "metadata": {},
1203
+ "outputs": [
1204
+ {
1205
+ "data": {
1206
+ "text/html": [
1207
+ "<div>\n",
1208
+ "<style scoped>\n",
1209
+ " .dataframe tbody tr th:only-of-type {\n",
1210
+ " vertical-align: middle;\n",
1211
+ " }\n",
1212
+ "\n",
1213
+ " .dataframe tbody tr th {\n",
1214
+ " vertical-align: top;\n",
1215
+ " }\n",
1216
+ "\n",
1217
+ " .dataframe thead th {\n",
1218
+ " text-align: right;\n",
1219
+ " }\n",
1220
+ "</style>\n",
1221
+ "<table border=\"1\" class=\"dataframe\">\n",
1222
+ " <thead>\n",
1223
+ " <tr style=\"text-align: right;\">\n",
1224
+ " <th></th>\n",
1225
+ " <th>TeamID</th>\n",
1226
+ " <th>Season</th>\n",
1227
+ " <th>League</th>\n",
1228
+ " <th>TeamScore min</th>\n",
1229
+ " <th>TeamScore max</th>\n",
1230
+ " <th>TeamScore std</th>\n",
1231
+ " <th>TeamScore median</th>\n",
1232
+ " <th>TeamScore mean</th>\n",
1233
+ " <th>OppScore min</th>\n",
1234
+ " <th>OppScore max</th>\n",
1235
+ " <th>...</th>\n",
1236
+ " <th>Win min</th>\n",
1237
+ " <th>Win max</th>\n",
1238
+ " <th>Win std</th>\n",
1239
+ " <th>Win median</th>\n",
1240
+ " <th>Win mean</th>\n",
1241
+ " <th>ConfAbbrev</th>\n",
1242
+ " <th>Seed</th>\n",
1243
+ " <th>TeamName</th>\n",
1244
+ " <th>FirstD1Season</th>\n",
1245
+ " <th>LastD1Season</th>\n",
1246
+ " </tr>\n",
1247
+ " </thead>\n",
1248
+ " <tbody>\n",
1249
+ " <tr>\n",
1250
+ " <th>976</th>\n",
1251
+ " <td>1387</td>\n",
1252
+ " <td>2012</td>\n",
1253
+ " <td>M</td>\n",
1254
+ " <td>58</td>\n",
1255
+ " <td>86</td>\n",
1256
+ " <td>7.354612</td>\n",
1257
+ " <td>68.0</td>\n",
1258
+ " <td>69.096774</td>\n",
1259
+ " <td>35</td>\n",
1260
+ " <td>79</td>\n",
1261
+ " <td>...</td>\n",
1262
+ " <td>0</td>\n",
1263
+ " <td>1</td>\n",
1264
+ " <td>0.425024</td>\n",
1265
+ " <td>1.0</td>\n",
1266
+ " <td>0.774194</td>\n",
1267
+ " <td>a_ten</td>\n",
1268
+ " <td>Z09</td>\n",
1269
+ " <td>St Louis</td>\n",
1270
+ " <td>1985</td>\n",
1271
+ " <td>2024</td>\n",
1272
+ " </tr>\n",
1273
+ " <tr>\n",
1274
+ " <th>834</th>\n",
1275
+ " <td>1332</td>\n",
1276
+ " <td>2019</td>\n",
1277
+ " <td>M</td>\n",
1278
+ " <td>47</td>\n",
1279
+ " <td>84</td>\n",
1280
+ " <td>11.186577</td>\n",
1281
+ " <td>72.0</td>\n",
1282
+ " <td>70.485714</td>\n",
1283
+ " <td>46</td>\n",
1284
+ " <td>90</td>\n",
1285
+ " <td>...</td>\n",
1286
+ " <td>0</td>\n",
1287
+ " <td>1</td>\n",
1288
+ " <td>0.481594</td>\n",
1289
+ " <td>1.0</td>\n",
1290
+ " <td>0.657143</td>\n",
1291
+ " <td>pac_twelve</td>\n",
1292
+ " <td>Z12</td>\n",
1293
+ " <td>Oregon</td>\n",
1294
+ " <td>1985</td>\n",
1295
+ " <td>2024</td>\n",
1296
+ " </tr>\n",
1297
+ " <tr>\n",
1298
+ " <th>305</th>\n",
1299
+ " <td>1199</td>\n",
1300
+ " <td>2011</td>\n",
1301
+ " <td>M</td>\n",
1302
+ " <td>44</td>\n",
1303
+ " <td>97</td>\n",
1304
+ " <td>13.496634</td>\n",
1305
+ " <td>69.0</td>\n",
1306
+ " <td>69.322581</td>\n",
1307
+ " <td>38</td>\n",
1308
+ " <td>89</td>\n",
1309
+ " <td>...</td>\n",
1310
+ " <td>0</td>\n",
1311
+ " <td>1</td>\n",
1312
+ " <td>0.475191</td>\n",
1313
+ " <td>1.0</td>\n",
1314
+ " <td>0.677419</td>\n",
1315
+ " <td>acc</td>\n",
1316
+ " <td>Z10</td>\n",
1317
+ " <td>Florida St</td>\n",
1318
+ " <td>1985</td>\n",
1319
+ " <td>2024</td>\n",
1320
+ " </tr>\n",
1321
+ " <tr>\n",
1322
+ " <th>124</th>\n",
1323
+ " <td>1139</td>\n",
1324
+ " <td>2016</td>\n",
1325
+ " <td>M</td>\n",
1326
+ " <td>55</td>\n",
1327
+ " <td>144</td>\n",
1328
+ " <td>16.508128</td>\n",
1329
+ " <td>78.0</td>\n",
1330
+ " <td>80.580645</td>\n",
1331
+ " <td>52</td>\n",
1332
+ " <td>88</td>\n",
1333
+ " <td>...</td>\n",
1334
+ " <td>0</td>\n",
1335
+ " <td>1</td>\n",
1336
+ " <td>0.475191</td>\n",
1337
+ " <td>1.0</td>\n",
1338
+ " <td>0.677419</td>\n",
1339
+ " <td>big_east</td>\n",
1340
+ " <td>X09</td>\n",
1341
+ " <td>Butler</td>\n",
1342
+ " <td>1985</td>\n",
1343
+ " <td>2024</td>\n",
1344
+ " </tr>\n",
1345
+ " <tr>\n",
1346
+ " <th>1305</th>\n",
1347
+ " <td>1458</td>\n",
1348
+ " <td>2019</td>\n",
1349
+ " <td>M</td>\n",
1350
+ " <td>46</td>\n",
1351
+ " <td>101</td>\n",
1352
+ " <td>12.044032</td>\n",
1353
+ " <td>69.0</td>\n",
1354
+ " <td>69.060606</td>\n",
1355
+ " <td>45</td>\n",
1356
+ " <td>84</td>\n",
1357
+ " <td>...</td>\n",
1358
+ " <td>0</td>\n",
1359
+ " <td>1</td>\n",
1360
+ " <td>0.466694</td>\n",
1361
+ " <td>1.0</td>\n",
1362
+ " <td>0.696970</td>\n",
1363
+ " <td>big_ten</td>\n",
1364
+ " <td>Z05</td>\n",
1365
+ " <td>Wisconsin</td>\n",
1366
+ " <td>1985</td>\n",
1367
+ " <td>2024</td>\n",
1368
+ " </tr>\n",
1369
+ " <tr>\n",
1370
+ " <th>1174</th>\n",
1371
+ " <td>1433</td>\n",
1372
+ " <td>2019</td>\n",
1373
+ " <td>M</td>\n",
1374
+ " <td>49</td>\n",
1375
+ " <td>90</td>\n",
1376
+ " <td>10.441658</td>\n",
1377
+ " <td>70.5</td>\n",
1378
+ " <td>71.437500</td>\n",
1379
+ " <td>36</td>\n",
1380
+ " <td>87</td>\n",
1381
+ " <td>...</td>\n",
1382
+ " <td>0</td>\n",
1383
+ " <td>1</td>\n",
1384
+ " <td>0.420013</td>\n",
1385
+ " <td>1.0</td>\n",
1386
+ " <td>0.781250</td>\n",
1387
+ " <td>a_ten</td>\n",
1388
+ " <td>W08</td>\n",
1389
+ " <td>VCU</td>\n",
1390
+ " <td>1985</td>\n",
1391
+ " <td>2024</td>\n",
1392
+ " </tr>\n",
1393
+ " <tr>\n",
1394
+ " <th>567</th>\n",
1395
+ " <td>1272</td>\n",
1396
+ " <td>2004</td>\n",
1397
+ " <td>M</td>\n",
1398
+ " <td>60</td>\n",
1399
+ " <td>94</td>\n",
1400
+ " <td>10.228604</td>\n",
1401
+ " <td>73.0</td>\n",
1402
+ " <td>73.571429</td>\n",
1403
+ " <td>48</td>\n",
1404
+ " <td>85</td>\n",
1405
+ " <td>...</td>\n",
1406
+ " <td>0</td>\n",
1407
+ " <td>1</td>\n",
1408
+ " <td>0.440959</td>\n",
1409
+ " <td>1.0</td>\n",
1410
+ " <td>0.750000</td>\n",
1411
+ " <td>cusa</td>\n",
1412
+ " <td>Y07</td>\n",
1413
+ " <td>Memphis</td>\n",
1414
+ " <td>1985</td>\n",
1415
+ " <td>2024</td>\n",
1416
+ " </tr>\n",
1417
+ " <tr>\n",
1418
+ " <th>665</th>\n",
1419
+ " <td>1292</td>\n",
1420
+ " <td>2013</td>\n",
1421
+ " <td>M</td>\n",
1422
+ " <td>45</td>\n",
1423
+ " <td>97</td>\n",
1424
+ " <td>11.877053</td>\n",
1425
+ " <td>72.0</td>\n",
1426
+ " <td>71.242424</td>\n",
1427
+ " <td>41</td>\n",
1428
+ " <td>82</td>\n",
1429
+ " <td>...</td>\n",
1430
+ " <td>0</td>\n",
1431
+ " <td>1</td>\n",
1432
+ " <td>0.364110</td>\n",
1433
+ " <td>1.0</td>\n",
1434
+ " <td>0.848485</td>\n",
1435
+ " <td>sun_belt</td>\n",
1436
+ " <td>Y11a</td>\n",
1437
+ " <td>MTSU</td>\n",
1438
+ " <td>1985</td>\n",
1439
+ " <td>2024</td>\n",
1440
+ " </tr>\n",
1441
+ " <tr>\n",
1442
+ " <th>271</th>\n",
1443
+ " <td>1186</td>\n",
1444
+ " <td>2004</td>\n",
1445
+ " <td>M</td>\n",
1446
+ " <td>49</td>\n",
1447
+ " <td>100</td>\n",
1448
+ " <td>12.568700</td>\n",
1449
+ " <td>70.0</td>\n",
1450
+ " <td>70.250000</td>\n",
1451
+ " <td>52</td>\n",
1452
+ " <td>104</td>\n",
1453
+ " <td>...</td>\n",
1454
+ " <td>0</td>\n",
1455
+ " <td>1</td>\n",
1456
+ " <td>0.503953</td>\n",
1457
+ " <td>1.0</td>\n",
1458
+ " <td>0.571429</td>\n",
1459
+ " <td>big_sky</td>\n",
1460
+ " <td>Y15</td>\n",
1461
+ " <td>E Washington</td>\n",
1462
+ " <td>1985</td>\n",
1463
+ " <td>2024</td>\n",
1464
+ " </tr>\n",
1465
+ " <tr>\n",
1466
+ " <th>325</th>\n",
1467
+ " <td>1207</td>\n",
1468
+ " <td>2011</td>\n",
1469
+ " <td>M</td>\n",
1470
+ " <td>46</td>\n",
1471
+ " <td>111</td>\n",
1472
+ " <td>14.956568</td>\n",
1473
+ " <td>69.0</td>\n",
1474
+ " <td>71.032258</td>\n",
1475
+ " <td>51</td>\n",
1476
+ " <td>102</td>\n",
1477
+ " <td>...</td>\n",
1478
+ " <td>0</td>\n",
1479
+ " <td>1</td>\n",
1480
+ " <td>0.475191</td>\n",
1481
+ " <td>1.0</td>\n",
1482
+ " <td>0.677419</td>\n",
1483
+ " <td>big_east</td>\n",
1484
+ " <td>Z06</td>\n",
1485
+ " <td>Georgetown</td>\n",
1486
+ " <td>1985</td>\n",
1487
+ " <td>2024</td>\n",
1488
+ " </tr>\n",
1489
+ " </tbody>\n",
1490
+ "</table>\n",
1491
+ "<p>10 rows × 163 columns</p>\n",
1492
+ "</div>"
1493
+ ],
1494
+ "text/plain": [
1495
+ " TeamID Season League TeamScore min TeamScore max TeamScore std \\\n",
1496
+ "976 1387 2012 M 58 86 7.354612 \n",
1497
+ "834 1332 2019 M 47 84 11.186577 \n",
1498
+ "305 1199 2011 M 44 97 13.496634 \n",
1499
+ "124 1139 2016 M 55 144 16.508128 \n",
1500
+ "1305 1458 2019 M 46 101 12.044032 \n",
1501
+ "1174 1433 2019 M 49 90 10.441658 \n",
1502
+ "567 1272 2004 M 60 94 10.228604 \n",
1503
+ "665 1292 2013 M 45 97 11.877053 \n",
1504
+ "271 1186 2004 M 49 100 12.568700 \n",
1505
+ "325 1207 2011 M 46 111 14.956568 \n",
1506
+ "\n",
1507
+ " TeamScore median TeamScore mean OppScore min OppScore max ... \\\n",
1508
+ "976 68.0 69.096774 35 79 ... \n",
1509
+ "834 72.0 70.485714 46 90 ... \n",
1510
+ "305 69.0 69.322581 38 89 ... \n",
1511
+ "124 78.0 80.580645 52 88 ... \n",
1512
+ "1305 69.0 69.060606 45 84 ... \n",
1513
+ "1174 70.5 71.437500 36 87 ... \n",
1514
+ "567 73.0 73.571429 48 85 ... \n",
1515
+ "665 72.0 71.242424 41 82 ... \n",
1516
+ "271 70.0 70.250000 52 104 ... \n",
1517
+ "325 69.0 71.032258 51 102 ... \n",
1518
+ "\n",
1519
+ " Win min Win max Win std Win median Win mean ConfAbbrev Seed \\\n",
1520
+ "976 0 1 0.425024 1.0 0.774194 a_ten Z09 \n",
1521
+ "834 0 1 0.481594 1.0 0.657143 pac_twelve Z12 \n",
1522
+ "305 0 1 0.475191 1.0 0.677419 acc Z10 \n",
1523
+ "124 0 1 0.475191 1.0 0.677419 big_east X09 \n",
1524
+ "1305 0 1 0.466694 1.0 0.696970 big_ten Z05 \n",
1525
+ "1174 0 1 0.420013 1.0 0.781250 a_ten W08 \n",
1526
+ "567 0 1 0.440959 1.0 0.750000 cusa Y07 \n",
1527
+ "665 0 1 0.364110 1.0 0.848485 sun_belt Y11a \n",
1528
+ "271 0 1 0.503953 1.0 0.571429 big_sky Y15 \n",
1529
+ "325 0 1 0.475191 1.0 0.677419 big_east Z06 \n",
1530
+ "\n",
1531
+ " TeamName FirstD1Season LastD1Season \n",
1532
+ "976 St Louis 1985 2024 \n",
1533
+ "834 Oregon 1985 2024 \n",
1534
+ "305 Florida St 1985 2024 \n",
1535
+ "124 Butler 1985 2024 \n",
1536
+ "1305 Wisconsin 1985 2024 \n",
1537
+ "1174 VCU 1985 2024 \n",
1538
+ "567 Memphis 1985 2024 \n",
1539
+ "665 MTSU 1985 2024 \n",
1540
+ "271 E Washington 1985 2024 \n",
1541
+ "325 Georgetown 1985 2024 \n",
1542
+ "\n",
1543
+ "[10 rows x 163 columns]"
1544
+ ]
1545
+ },
1546
+ "execution_count": 27,
1547
+ "metadata": {},
1548
+ "output_type": "execute_result"
1549
+ }
1550
+ ],
1551
+ "source": [
1552
+ "# merge the team_conf_seeds_df with team attributes into the aggregated data\n",
1553
+ "\n",
1554
+ "team_reg_agg_df = team_reg_agg.merge(right=team_conf_seeds_df, on=[\"TeamID\", \"Season\", \"League\"])\n",
1555
+ "\n",
1556
+ "team_reg_agg_df.sample(10, random_state=10)"
1557
+ ]
1558
  }
1559
  ],
1560
  "metadata": {