{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "480f73ee", "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "94725a95", "metadata": {}, "outputs": [], "source": [ "df = pd.read_feather(\"/Users/aszer/Documents/vscode/bet/data/api_signal_res/api_res_merged_processed.feather\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "9f9e8d09", "metadata": {}, "outputs": [], "source": [ "df = df[~df['id'].isna()]" ] }, { "cell_type": "code", "execution_count": 13, "id": "b28ed7a8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/km/5gc2fwqs19sbr04h1_j5_rzw0000gn/T/ipykernel_14723/1988817479.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df['first_novig_price'] = df['first_novig_price'].astype(float)\n", "/var/folders/km/5gc2fwqs19sbr04h1_j5_rzw0000gn/T/ipykernel_14723/1988817479.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df['first_power_novig_price'] = df['first_power_novig_price'].astype(float)\n" ] } ], "source": [ "df['first_novig_price'] = df['first_novig_price'].astype(float)\n", "df['first_power_novig_price'] = df['first_power_novig_price'].astype(float)" ] }, { "cell_type": "code", "execution_count": 8, "id": "b118efae", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "res", "rawType": "object", "type": "string" } ], "ref": "df5d15a5-4438-4193-9647-a2ea21d089ee", "rows": [ [ "0", "lost" ], [ "11", "won" ], [ "23", "refunded" ] ], "shape": { "columns": 1, "rows": 3 } }, "text/plain": [ "0 lost\n", "11 won\n", "23 refunded\n", "Name: res, dtype: object" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['res'].drop_duplicates()" ] }, { "cell_type": "code", "execution_count": 10, "id": "de5fa392", "metadata": {}, "outputs": [], "source": [ "from bet_calc import american_odds_to_probability" ] }, { "cell_type": "code", "execution_count": 14, "id": "94ade988", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/km/5gc2fwqs19sbr04h1_j5_rzw0000gn/T/ipykernel_14723/2328886942.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df['mult_p'] = df['first_novig_price'].apply(american_odds_to_probability)\n", "/var/folders/km/5gc2fwqs19sbr04h1_j5_rzw0000gn/T/ipykernel_14723/2328886942.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df['power_p'] = df['first_power_novig_price'].apply(american_odds_to_probability)\n" ] } ], "source": [ "df['mult_p'] = df['first_novig_price'].apply(american_odds_to_probability)\n", "df['power_p'] = df['first_power_novig_price'].apply(american_odds_to_probability)" ] }, { "cell_type": "code", "execution_count": 16, "id": "7a626cab", "metadata": {}, "outputs": [], "source": [ "df[[\"mult_p\", \"power_p\", \"res\"]].to_feather(\"data/p_res.feather\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "5412b2a5", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "id", "rawType": "object", "type": "string" }, { "name": "sportsbook", "rawType": "object", "type": "string" }, { "name": "sport", "rawType": "object", "type": "string" }, { "name": "league", "rawType": "object", "type": "string" }, { "name": "fixture_id", "rawType": "object", "type": "string" }, { "name": "game_id", "rawType": "object", "type": "string" }, { "name": "market", "rawType": "object", "type": "string" }, { "name": "grouping_key", "rawType": "object", "type": "string" }, { "name": "timestamp", "rawType": "object", "type": "string" }, { "name": "first_name", "rawType": "object", "type": "string" }, { "name": "second_name", "rawType": "object", "type": "string" }, { "name": "first_selection", "rawType": "object", "type": "string" }, { "name": "second_selection", "rawType": "object", "type": "string" }, { "name": "first_selection_line", "rawType": "object", "type": "string" }, { "name": "second_selection_line", "rawType": "object", "type": "string" }, { "name": "first_selection_points", "rawType": "object", "type": "string" }, { "name": "second_selection_points", "rawType": "object", "type": "string" }, { "name": "first_points", "rawType": "object", "type": "string" }, { "name": "second_points", "rawType": "object", "type": "string" }, { "name": "first_deep_link", "rawType": "object", "type": "string" }, { "name": "second_deep_link", "rawType": "object", "type": "string" }, { "name": "first_price", "rawType": "object", "type": "string" }, { "name": "second_price", "rawType": "object", "type": "string" }, { "name": "first_novig_price", "rawType": "float64", "type": 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0108915341XBetsoccerKorea - K3 League2025031587E792E240477-42587-2025-07-12Team Totalchuncheon_fc:0.52025-07-10 23:43:55Chuncheon FC Over 0.5...1382025-07-11 01:16:042025-07-11 01:16:04\\N1xbet1xbet\\Nlost0.6182650.637413
1117256861XBetsoccerKorea - K3 League2025031587E792E240477-42587-2025-07-12Team Totalchuncheon_fc:0.52025-07-12 16:21:46Chuncheon FC Over 0.5...1282025-07-12 18:46:392025-07-12 18:46:39\\N1xbet1xbet\\Nlost0.5985660.613075
2117189981XBetsoccerKorea - K3 League2025031587E792E240477-42587-2025-07-12Team Totalchuncheon_fc:0.52025-07-12 16:21:26Chuncheon FC Over 0.5...1252025-07-12 17:45:552025-07-12 17:45:55\\N1xbet1xbet\\Nlost0.5935830.607512
3117509931XBetsoccerKorea - K3 League2025031587E792E240477-42587-2025-07-12Team Totalchuncheon_fc:0.52025-07-12 16:21:56Chuncheon FC Over 0.5...1252025-07-12 19:13:332025-07-12 19:13:33\\N1xbet1xbet\\Nlost0.5935830.607512
4117150521XBetsoccerKorea - K3 League2025031587E792E240477-42587-2025-07-12Team Totalchuncheon_fc:0.52025-07-12 16:21:08Chuncheon FC Over 0.5...1282025-07-12 17:06:392025-07-12 17:06:39\\N1xbet1xbet\\Nlost0.5985660.613075
..................................................................
2687243210878411XBetsoccerEngland - EFL Cup20250812A37FF92A10662-19531-2025-08-121st Half Team Totalgillingham_fc:0.52025-08-05 19:47:02Gillingham FC Over 0.5...-1892025-08-05 22:29:502025-08-05 22:29:50\\N1xbet1xbet\\Nlost0.3952080.381813
2687244211212351XBetsoccerEngland - EFL Cup20250812A37FF92A10662-19531-2025-08-121st Half Team Totalgillingham_fc:0.52025-08-05 19:46:50Gillingham FC Over 0.5...-1922025-08-05 21:41:082025-08-05 21:41:08\\N1xbet1xbet\\Nlost0.3918830.378070
2687245210504391XBetsoccerEngland - EFL Cup20250812A37FF92A10662-19531-2025-08-121st Half Team Totalgillingham_fc:0.52025-08-05 19:46:20Gillingham FC Over 0.5...-1892025-08-05 20:07:202025-08-05 20:07:20\\N1xbet1xbet\\Nlost0.3952080.381813
2687246145766691XBetsoccerEngland - EFL Cup20250812A37FF92A10662-19531-2025-08-121st Half Team Totalgillingham_fc:0.52025-07-19 04:44:39Gillingham FC Over 0.5...-1852025-07-19 04:46:062025-07-19 04:46:06\\N1xbet1xbet\\Nlost0.3990490.386351
2687247204337561XBetsoccerEngland - EFL Cup20250812A37FF92A10662-19531-2025-08-12Team Totalgillingham_fc:0.52025-08-04 02:47:17Gillingham FC Over 0.5...1652025-08-04 03:38:282025-08-04 03:38:28\\N1xbet1xbet\\Nwon0.6478380.664375
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0.7346689096192078, 'reg_alpha': -0.23513007637508887, 'reg_beta': 0.8218775009035377, 'n_samples': 13078, 'filter_cols': 'soccer,USA - Major League Soccer'}\n", "{'logloss': 0.5270332331563206, 'brier': 0.1719470900987721, 'ece': 0.09616008154589088, 'accuracy': 0.7463364841434085, 'reg_alpha': 0.11490250282057982, 'reg_beta': 0.9362960089061145, 'n_samples': 71516, 'filter_cols': 'hockey,Russia - KHL'}\n", "{'logloss': 0.5991151059519255, 'brier': 0.20920131398932934, 'ece': 0.028903016413601174, 'accuracy': 0.6439574745064005, 'reg_alpha': -0.0846665924239476, 'reg_beta': 1.077467899977688, 'n_samples': 23045, 'filter_cols': 'football,CFL'}\n" ] } ], "source": [ "from pinnacle_experiments import compute_metrics\n", "data_list = []\n", "cols = ['sport', 'league']\n", "for cs in df[cols].drop_duplicates().values:\n", " tmp_df = df[cols + [\"mult_p\", \"power_p\", \"res\"]].copy()\n", " for i, col in enumerate(cols):\n", " tmp_df = tmp_df[tmp_df[col] == cs[i]]\n", " if len(tmp_df) < 10000:\n", " continue\n", " tmp_df['win_prob'] = tmp_df['power_p']\n", " res = compute_metrics(tmp_df)\n", " res['filter_cols'] = ','.join(cs)\n", " data_list.append(res)\n", " print(res)\n" ] }, { "cell_type": "code", "execution_count": 52, "id": "ace930ea", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "logloss", "rawType": "float64", "type": "float" }, { "name": "brier", "rawType": "float64", "type": "float" }, { "name": "ece", "rawType": "float64", "type": "float" }, { "name": "accuracy", "rawType": "float64", "type": "float" }, { "name": "reg_alpha", "rawType": "float64", "type": "float" }, { "name": "reg_beta", "rawType": "float64", "type": "float" }, { "name": "n_samples", "rawType": "int64", "type": "integer" }, { "name": "filter_cols", "rawType": "object", "type": "string" } ], "ref": "4b7896dd-a59e-450c-969a-0001198b5243", "rows": [ [ "21", 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loglossbriereceaccuracyreg_alphareg_betan_samplesfilter_cols
210.4645650.1529430.0435430.7628620.2747810.99829510943soccer,Peru - Primera Division
230.5207340.1747650.0426460.7278450.1318990.83434010009soccer,Norway - Eliteserien
510.5270330.1719470.0961600.7463360.1149030.93629671516hockey,Russia - KHL
470.5350150.1767820.1112190.7387500.6603310.94627266488football,NCAAF
80.5357920.1775900.0322410.7277980.1085630.79177111249soccer,USA - USL Championship
420.5376450.1819740.0311490.7056790.0720410.88730754162football,NFL
320.5387110.1812650.0543710.7302900.0934140.76419013407soccer,Argentina - Primera Nacional
500.5438370.1811300.0450550.7346690.2351300.82187813078soccer,USA - Major League Soccer
270.5490810.1834000.0427210.7243900.1377850.81273310406soccer,UEFA - Europa Conference League
350.5612930.1887680.0524920.7065280.2663020.77608513756soccer,International - Club Friendlies
290.5618820.1915360.0338020.6959330.0368390.92529522893soccer,Argentina - Primera Division
430.5665170.1897240.0822180.7131400.4247570.70385310723soccer,England - League 2
170.5668880.1945600.0353590.6954300.0741381.00732611160soccer,Finland - Veikkausliiga
400.5727100.1879390.0601160.7185790.3041640.64820110980soccer,Brazil - Copa do Brasil
300.5756270.1928010.0540320.7074270.2372660.72635411269soccer,Romania - Liga I
340.5794530.1977970.0278170.6853110.0026650.84935812050soccer,Brazil - Serie A
380.5894200.2032780.0442500.6641190.0836140.87588527864soccer,Belgium - Jupiler Pro League
260.5907000.2011610.0456020.6769710.1951430.70840612454soccer,UEFA - Champions League
240.5942460.2049170.0358470.6742400.1131020.85169011576soccer,Sweden - Allsvenskan
360.5974420.2012610.0620090.7057960.2428400.69657113630soccer,Serbia - Super Liga
520.5991150.2092010.0289030.6439570.0846671.07746823045football,CFL
120.5996940.2037980.0840880.6760310.3180810.61518312174soccer,Brazil - Serie B
330.6177820.2097780.0864920.6861490.2879520.61138823543soccer,Mexico - Liga MX
20.6297140.2204100.0178220.6288760.0417070.862464179250tennis,ATP
490.6376230.2180370.0916740.6643940.3478290.65840210709hockey,Champions Hockey League
40.6469960.2279030.0283350.6147220.0965850.802897146411tennis,WTA
60.6473550.2287910.0239580.6024640.1047310.95991129957tennis,ITF Men
50.6487920.2291470.0142660.6128890.0443370.864323161884baseball,MLB
10.6524100.2309970.0178130.5996340.0431530.957035115729tennis,ATP Challenger
160.6540600.2316020.0484840.5952630.1484270.73756819929hockey,Australia - Ice Hockey League
190.6583510.2331370.1386890.6158620.5983271.67671520641basketball,Philippines - Phillipine Cup
70.6643330.2355690.1344130.6042370.5790360.69362744279baseball,NPB
310.6662410.2376190.0371230.5762060.1438471.01228316088basketball,China - NBL
150.6663530.2376040.0338840.5815050.1427880.95851640237basketball,Australia - WNBL1
180.6664130.2373460.0397300.5884350.1635460.92350222344basketball,Bolivia - Libobasquet
220.6694830.2388040.0494440.5744890.2067600.95908348081basketball,Puerto Rico - BSN
00.6718530.2400290.1679080.5691250.7344120.85131422206baseball,KBO
90.6738680.2405830.0633360.5795180.2646400.89815617518baseball,USA - MiLB AAA
200.6743860.2412480.0155140.5570670.0582030.91200846910basketball,Mexico - LNBP
140.6753010.2416990.0244900.5641180.0606420.88276719347basketball,Dominican Republic - LNB
410.6775030.2427040.0437810.5569870.1774400.91483230042basketball,International - Basketball Friendlies
30.6778460.2421770.0211770.5623020.0601190.737016330536basketball,WNBA
390.6778790.2425460.1133850.5629320.4728340.97251525488basketball,FIBA - AfroBasket Women
370.6779140.2429610.0468840.5649340.0862320.67582213021basketball,Singapore - NBL
440.6783610.2430710.0772370.5644070.3195120.83635016908basketball,FIBA - Asia Cup
280.6785830.2426820.0353450.5655030.1056290.67094234907basketball,Philippines - MPBL
130.6796180.2435550.0143390.5586850.0499720.85633246085basketball,Australia - NBL1
110.6807900.2439070.1493060.5511950.6332020.93418012179basketball,New Zealand - NBL
450.6813450.2443010.0193430.5531250.0181810.81628713534basketball,FIBA - AfroBasket
100.6833750.2446760.0278010.5552360.0341980.63382212845basketball,Indonesia - IBL
250.6872670.2470910.0126840.5423820.0511670.95899922191basketball,USA - NBA Summer League
480.6904970.2485020.1155600.5340470.4665280.71572252707basketball,FIBA - EuroBasket
460.6922880.2492910.0403660.5368560.0778830.51614616293basketball,FIBA - Americup
\n", "
" ], "text/plain": [ " logloss brier ece accuracy reg_alpha reg_beta n_samples \\\n", "21 0.464565 0.152943 0.043543 0.762862 0.274781 0.998295 10943 \n", "23 0.520734 0.174765 0.042646 0.727845 0.131899 0.834340 10009 \n", "51 0.527033 0.171947 0.096160 0.746336 0.114903 0.936296 71516 \n", "47 0.535015 0.176782 0.111219 0.738750 0.660331 0.946272 66488 \n", "8 0.535792 0.177590 0.032241 0.727798 0.108563 0.791771 11249 \n", "42 0.537645 0.181974 0.031149 0.705679 0.072041 0.887307 54162 \n", "32 0.538711 0.181265 0.054371 0.730290 0.093414 0.764190 13407 \n", "50 0.543837 0.181130 0.045055 0.734669 0.235130 0.821878 13078 \n", "27 0.549081 0.183400 0.042721 0.724390 0.137785 0.812733 10406 \n", "35 0.561293 0.188768 0.052492 0.706528 0.266302 0.776085 13756 \n", "29 0.561882 0.191536 0.033802 0.695933 0.036839 0.925295 22893 \n", "43 0.566517 0.189724 0.082218 0.713140 0.424757 0.703853 10723 \n", "17 0.566888 0.194560 0.035359 0.695430 0.074138 1.007326 11160 \n", "40 0.572710 0.187939 0.060116 0.718579 0.304164 0.648201 10980 \n", "30 0.575627 0.192801 0.054032 0.707427 0.237266 0.726354 11269 \n", "34 0.579453 0.197797 0.027817 0.685311 0.002665 0.849358 12050 \n", "38 0.589420 0.203278 0.044250 0.664119 0.083614 0.875885 27864 \n", "26 0.590700 0.201161 0.045602 0.676971 0.195143 0.708406 12454 \n", "24 0.594246 0.204917 0.035847 0.674240 0.113102 0.851690 11576 \n", "36 0.597442 0.201261 0.062009 0.705796 0.242840 0.696571 13630 \n", "52 0.599115 0.209201 0.028903 0.643957 0.084667 1.077468 23045 \n", "12 0.599694 0.203798 0.084088 0.676031 0.318081 0.615183 12174 \n", "33 0.617782 0.209778 0.086492 0.686149 0.287952 0.611388 23543 \n", "2 0.629714 0.220410 0.017822 0.628876 0.041707 0.862464 179250 \n", "49 0.637623 0.218037 0.091674 0.664394 0.347829 0.658402 10709 \n", "4 0.646996 0.227903 0.028335 0.614722 0.096585 0.802897 146411 \n", "6 0.647355 0.228791 0.023958 0.602464 0.104731 0.959911 29957 \n", "5 0.648792 0.229147 0.014266 0.612889 0.044337 0.864323 161884 \n", "1 0.652410 0.230997 0.017813 0.599634 0.043153 0.957035 115729 \n", "16 0.654060 0.231602 0.048484 0.595263 0.148427 0.737568 19929 \n", "19 0.658351 0.233137 0.138689 0.615862 0.598327 1.676715 20641 \n", "7 0.664333 0.235569 0.134413 0.604237 0.579036 0.693627 44279 \n", "31 0.666241 0.237619 0.037123 0.576206 0.143847 1.012283 16088 \n", "15 0.666353 0.237604 0.033884 0.581505 0.142788 0.958516 40237 \n", "18 0.666413 0.237346 0.039730 0.588435 0.163546 0.923502 22344 \n", "22 0.669483 0.238804 0.049444 0.574489 0.206760 0.959083 48081 \n", "0 0.671853 0.240029 0.167908 0.569125 0.734412 0.851314 22206 \n", "9 0.673868 0.240583 0.063336 0.579518 0.264640 0.898156 17518 \n", "20 0.674386 0.241248 0.015514 0.557067 0.058203 0.912008 46910 \n", "14 0.675301 0.241699 0.024490 0.564118 0.060642 0.882767 19347 \n", "41 0.677503 0.242704 0.043781 0.556987 0.177440 0.914832 30042 \n", "3 0.677846 0.242177 0.021177 0.562302 0.060119 0.737016 330536 \n", "39 0.677879 0.242546 0.113385 0.562932 0.472834 0.972515 25488 \n", "37 0.677914 0.242961 0.046884 0.564934 0.086232 0.675822 13021 \n", "44 0.678361 0.243071 0.077237 0.564407 0.319512 0.836350 16908 \n", "28 0.678583 0.242682 0.035345 0.565503 0.105629 0.670942 34907 \n", "13 0.679618 0.243555 0.014339 0.558685 0.049972 0.856332 46085 \n", "11 0.680790 0.243907 0.149306 0.551195 0.633202 0.934180 12179 \n", "45 0.681345 0.244301 0.019343 0.553125 0.018181 0.816287 13534 \n", "10 0.683375 0.244676 0.027801 0.555236 0.034198 0.633822 12845 \n", "25 0.687267 0.247091 0.012684 0.542382 0.051167 0.958999 22191 \n", "48 0.690497 0.248502 0.115560 0.534047 0.466528 0.715722 52707 \n", "46 0.692288 0.249291 0.040366 0.536856 0.077883 0.516146 16293 \n", "\n", " filter_cols \n", "21 soccer,Peru - Primera Division \n", "23 soccer,Norway - Eliteserien \n", "51 hockey,Russia - KHL \n", "47 football,NCAAF \n", "8 soccer,USA - USL Championship \n", "42 football,NFL \n", "32 soccer,Argentina - Primera Nacional \n", "50 soccer,USA - Major League Soccer \n", "27 soccer,UEFA - Europa Conference League \n", "35 soccer,International - Club Friendlies \n", "29 soccer,Argentina - Primera Division \n", "43 soccer,England - League 2 \n", "17 soccer,Finland - Veikkausliiga \n", "40 soccer,Brazil - Copa do Brasil \n", "30 soccer,Romania - Liga I \n", "34 soccer,Brazil - Serie A \n", "38 soccer,Belgium - Jupiler Pro League \n", "26 soccer,UEFA - Champions League \n", "24 soccer,Sweden - Allsvenskan \n", "36 soccer,Serbia - Super Liga \n", "52 football,CFL \n", "12 soccer,Brazil - Serie B \n", "33 soccer,Mexico - Liga MX \n", "2 tennis,ATP \n", "49 hockey,Champions Hockey League \n", "4 tennis,WTA \n", "6 tennis,ITF Men \n", "5 baseball,MLB \n", "1 tennis,ATP Challenger \n", "16 hockey,Australia - Ice Hockey League \n", "19 basketball,Philippines - Phillipine Cup \n", "7 baseball,NPB \n", "31 basketball,China - NBL \n", "15 basketball,Australia - WNBL1 \n", "18 basketball,Bolivia - Libobasquet \n", "22 basketball,Puerto Rico - BSN \n", "0 baseball,KBO \n", "9 baseball,USA - MiLB AAA \n", "20 basketball,Mexico - LNBP \n", "14 basketball,Dominican Republic - LNB \n", "41 basketball,International - Basketball Friendlies \n", "3 basketball,WNBA \n", "39 basketball,FIBA - AfroBasket Women \n", "37 basketball,Singapore - NBL \n", "44 basketball,FIBA - Asia Cup \n", "28 basketball,Philippines - MPBL \n", "13 basketball,Australia - NBL1 \n", "11 basketball,New Zealand - NBL \n", "45 basketball,FIBA - AfroBasket \n", "10 basketball,Indonesia - IBL \n", "25 basketball,USA - NBA Summer League \n", "48 basketball,FIBA - EuroBasket \n", "46 basketball,FIBA - Americup " ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_df = pd.DataFrame(data_list)\n", "res_df['reg_alpha'] = abs(res_df['reg_alpha'])\n", "res_df.sort_values(by=['logloss','brier','ece', 'reg_alpha'])" ] } ], "metadata": { "kernelspec": { "display_name": "qa", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.18" } }, "nbformat": 4, "nbformat_minor": 5 }