diff --git a/notebooks/actions.ipynb b/notebooks/actions.ipynb new file mode 100644 index 0000000..527bc36 --- /dev/null +++ b/notebooks/actions.ipynb @@ -0,0 +1,3591 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1b292918-2503-4d0e-9525-410b65d6e0c1", + "metadata": {}, + "source": [ + "# Actions Data Exploration\n", + "In this notebook we'll explore the different `actionType`s that compose the data obtained from the live `PlayByPlay` endpoint." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5feafd18-b833-48d5-9820-bb98e971b6ce", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "88999795-b2d5-4112-9193-3a743b03d835", + "metadata": {}, + "outputs": [], + "source": [ + "SEASON_ID = '22024'\n", + "GAME_ID = '0022400630'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e8c26dc0-c5be-4797-b5c1-e0d061053e94", + "metadata": {}, + "outputs": [], + "source": [ + "data_path = Path(\"~/MBAI/data\").expanduser()\n", + "season_path = data_path / f\"rs{SEASON_ID}\"\n", + "game_path = season_path / f\"g{GAME_ID}\"\n", + "pbp_path = game_path / \"playbyplay\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4cf9efa6-a42d-47b2-9c02-5c89730a1281", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_parquet(pbp_path / \"actions.parquet\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b12308eb-95b2-4070-b0ce-bb39e693a60a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mrrobot/anaconda3/envs/MBAI/lib/python3.13/site-packages/pandas/io/formats/format.py:1458: RuntimeWarning: overflow encountered in cast\n", + " has_large_values = (abs_vals > 1e6).any()\n", + "/home/mrrobot/anaconda3/envs/MBAI/lib/python3.13/site-packages/pandas/io/formats/format.py:1458: RuntimeWarning: overflow encountered in cast\n", + " has_large_values = (abs_vals > 1e6).any()\n", + "/home/mrrobot/anaconda3/envs/MBAI/lib/python3.13/site-packages/pandas/io/formats/format.py:1458: RuntimeWarning: overflow encountered in cast\n", + " has_large_values = (abs_vals > 1e6).any()\n", + "/home/mrrobot/anaconda3/envs/MBAI/lib/python3.13/site-packages/pandas/io/formats/format.py:1458: RuntimeWarning: overflow encountered in cast\n", + " has_large_values = (abs_vals > 1e6).any()\n" + ] + }, + { + "data": { + "text/html": [ + "
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clocktimeActualperiodactionTypesubTypepersonIdxypossessionscoreHome...jumpBallRecoveredPersonIdjumpBallWonPersonIdjumpBallLostPersonIdshotDistanceshotResultblockPersonIdassistPersonIdofficialIdfoulDrawnPersonIdstealPersonId
00 days 00:12:002025-01-25 00:10:48.500000+00:001periodstart<NA>NaNNaN<NA>0...<NA><NA><NA>NaN<NA><NA><NA><NA><NA><NA>
10 days 00:11:572025-01-25 00:10:50.500000+00:001jumpballrecovered203995NaNNaN16106127660...20399516311091642270NaN<NA><NA><NA><NA><NA><NA>
20 days 00:11:372025-01-25 00:11:10.200000+00:0012ptDUNK16311098.88281251.9687516106127660...<NA><NA><NA>3.250000False1642270<NA><NA><NA><NA>
30 days 00:11:372025-01-25 00:11:10.200000+00:001block1642270NaNNaN16106127660...<NA><NA><NA>NaN<NA><NA><NA><NA><NA><NA>
40 days 00:11:342025-01-25 00:11:13.200000+00:001rebounddefensive1642270NaNNaN16106127570...<NA><NA><NA>NaN<NA><NA><NA><NA><NA><NA>
..................................................................
6060 days 00:00:10.7000002025-01-25 02:30:23.300000+00:0042ptDUNK163110994.06250051.71875161061276695...<NA><NA><NA>0.930176True<NA>1630182<NA><NA><NA>
6070 days 00:00:03.3000002025-01-25 02:30:35.800000+00:0042ptDUNK16417397.44140652.68750161061275795...<NA><NA><NA>2.199219True<NA>1629014<NA><NA><NA>
6080 days 00:00:002025-01-25 02:30:44.700000+00:0042ptLayup163110994.43750047.06250161061276697...<NA><NA><NA>1.469727True<NA>1641733<NA><NA><NA>
6090 days 00:00:002025-01-25 02:30:53.700000+00:004periodend<NA>NaNNaN161061275797...<NA><NA><NA>NaN<NA><NA><NA><NA><NA><NA>
6100 days 00:00:002025-01-25 02:30:57.900000+00:004gameend<NA>NaNNaN<NA>97...<NA><NA><NA>NaN<NA><NA><NA><NA><NA><NA>
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611 rows × 23 columns

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clocktimeActualperiodactionTypesubTypepossessionscoreHomescoreAway
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clocktimeActualperiodactionTypesubTypescoreHomescoreAway
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clocktimeActualperiodactionTypesubTypepersonIdpossessionscoreHomescoreAwayteamIddescriptorjumpBallRecoveredPersonIdjumpBallWonPersonIdjumpBallLostPersonId
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clocktimeActualperiodactionTypesubTypepersonIdpossessionscoreHomescoreAwayteamId
390 days 00:07:112025-01-25 00:15:59.700000+00:001substitutionout1628998161061275710121610612766
400 days 00:07:112025-01-25 00:15:59.700000+00:001substitutionout1642270161061275710121610612757
410 days 00:07:112025-01-25 00:15:59.700000+00:001substitutionout1629014161061275710121610612757
420 days 00:07:112025-01-25 00:15:59.700000+00:001substitutionin1629006161061275710121610612766
430 days 00:07:112025-01-25 00:15:59.700000+00:001substitutionin1630703161061275710121610612757
.................................
5970 days 00:00:17.6000002025-01-25 02:28:15.800000+00:004substitutionin1631217161061275793991610612766
6000 days 00:00:17.6000002025-01-25 02:29:25.600000+00:004substitutionout16290061610612766931001610612766
6010 days 00:00:17.6000002025-01-25 02:29:25.600000+00:004substitutionout16312171610612766931001610612766
6020 days 00:00:17.6000002025-01-25 02:29:25.600000+00:004substitutionin16423541610612766931001610612766
6030 days 00:00:17.6000002025-01-25 02:29:25.600000+00:004substitutionin2039951610612766931001610612766
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clocktimeActualperiodactionTypesubTypepossessionscoreHomescoreAwayteamId
510 days 00:06:592025-01-25 00:16:48+00:001timeoutfull161061276610121610612766
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1510 days 00:09:352025-01-25 00:38:06.700000+00:002timeoutfull161061275737241610612757
2060 days 00:05:532025-01-25 00:48:02.600000+00:002timeoutfull161061276642361610612766
2960 days 00:10:202025-01-25 01:22:19.700000+00:003timeoutfull161061275754581610612766
4060 days 00:02:492025-01-25 01:42:57.200000+00:003timeoutfull161061276670661610612757
5090 days 00:06:402025-01-25 02:03:24.300000+00:004timeoutfull161061276681881610612766
5320 days 00:04:332025-01-25 02:09:43.700000+00:004timeoutfull161061275783901610612757
5390 days 00:03:312025-01-25 02:14:32.700000+00:004timeoutfull161061275786921610612757
5430 days 00:03:082025-01-25 02:16:44.700000+00:004timeoutfull161061276686921610612766
5800 days 00:00:30.5000002025-01-25 02:24:53.800000+00:004timeoutfull161061276690961610612757
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clocktimeActualperiodactionTypesubTypepersonIdpossessionscoreHomescoreAwayteamIddescriptorofficialIdfoulDrawnPersonId
380 days 00:07:112025-01-25 00:15:44.600000+00:001foulpersonal1641733161061275710121610612766<NA>1626301203924
500 days 00:06:592025-01-25 00:16:38+00:001foulpersonal1631133161061276610121610612757<NA>16284871631109
630 days 00:05:122025-01-25 00:21:17.200000+00:001foulpersonal1630166161061276619121610612757<NA>1628487203995
910 days 00:02:412025-01-25 00:27:31.900000+00:001foulpersonal1629006161061275724171610612766<NA>2040591630703
1070 days 00:01:162025-01-25 00:29:19.800000+00:001foulpersonal1629610161061275728221610612766<NA>16284871630703
1100 days 00:00:57.1000002025-01-25 00:29:53.700000+00:001foulpersonal1630625161061276628221610612757shooting2040591631209
1300 days 00:11:472025-01-25 00:35:12.400000+00:002foulpersonal1631209161061275730221610612766shooting16284871629014
1350 days 00:11:272025-01-25 00:35:42.900000+00:002fouloffensive1630166161061275730241610612757charge2040591631209
1580 days 00:09:182025-01-25 00:41:19.100000+00:002foulpersonal203995161061275737241610612766shooting2040591630166
1770 days 00:07:372025-01-25 00:44:20.400000+00:002foulpersonal1630182161061275737311610612766shooting2040591630166
1840 days 00:07:032025-01-25 00:45:43+00:002foulpersonal1629014161061276641331610612757shooting2040591641733
2020 days 00:06:072025-01-25 00:47:34.100000+00:002foulpersonal1631109161061275742331610612766loose ball16263011631133
2200 days 00:05:012025-01-25 00:52:04.700000+00:002foulpersonal1631109161061275742361610612766shooting16263011631133
2260 days 00:04:442025-01-25 00:53:12.100000+00:002foulpersonal1631109161061275742371610612766loose ball1626301203924
2330 days 00:04:382025-01-25 00:54:18.100000+00:002foulpersonal1630703161061276642391610612757<NA>2040591641733
2340 days 00:04:232025-01-25 00:54:49.600000+00:002foulpersonal1631101161061276642391610612757shooting2040591641733
2550 days 00:01:542025-01-25 00:58:41.600000+00:002foulpersonal1642354161061275748461610612766shooting16284871630166
2630 days 00:00:58.1000002025-01-25 01:01:12.500000+00:002foulpersonal1630703161061276650501610612757shooting16263011629006
2890 days 00:10:352025-01-25 01:20:42.700000+00:003foulpersonal203995161061275754541610612766shooting16263011630166
2950 days 00:10:202025-01-25 01:22:05.200000+00:003foulpersonal203995161061275754581610612766shooting16284871641739
3060 days 00:09:022025-01-25 01:26:46.700000+00:003foulpersonal1641739161061276654611610612757shooting16263011629006
3190 days 00:08:112025-01-25 01:28:34.600000+00:003foulpersonal1629006161061275757611610612766<NA>16284871629014
3200 days 00:08:062025-01-25 01:28:51.400000+00:003foulpersonal1641733161061275757611610612766<NA>2040591630166
3420 days 00:06:092025-01-25 01:32:10.400000+00:003foulpersonal203924161061276661631610612757shooting204059203995
3620 days 00:04:512025-01-25 01:35:04.600000+00:003foulpersonal1631101161061276665651610612757<NA>16284871641733
3730 days 00:04:342025-01-25 01:35:42.400000+00:003foulpersonal1630625161061276665651610612757shooting16263011630182
3800 days 00:03:572025-01-25 01:37:28.700000+00:003foulpersonal1631133161061276667651610612757shooting16263011642354
3830 days 00:03:392025-01-25 01:38:27.700000+00:003foulpersonal1629610161061275769651610612766shooting16284871631133
3880 days 00:03:372025-01-25 01:39:12.600000+00:003foulpersonal1641739161061276669651610612757<NA>16263011629006
3940 days 00:03:222025-01-25 01:40:39.400000+00:003foulpersonal1631217161061275770651610612766shooting16284871630166
3980 days 00:03:122025-01-25 01:41:28.800000+00:003fouloffensive1631209161061276670661610612766<NA>16263011630703
4000 days 00:03:012025-01-25 01:41:54.900000+00:003foulpersonal1642354161061275770661610612766<NA>16263011630703
4050 days 00:02:492025-01-25 01:42:41.700000+00:003foulpersonal1631101161061276670661610612757shooting2040591629006
4180 days 00:01:262025-01-25 01:47:49.700000+00:003foulpersonal1631209161061275775681610612766<NA>2040591630625
4280 days 00:00:27.3000002025-01-25 01:49:38.600000+00:003foulpersonal1629006161061275775721610612766shooting16263011631101
4700 days 00:09:072025-01-25 01:57:13.200000+00:004foulpersonal1642270161061276677771610612757shooting16284871631109
4770 days 00:08:592025-01-25 01:58:11+00:004foulpersonal1641733161061275778791610612766shooting16284871631101
4800 days 00:08:492025-01-25 01:58:50.600000+00:004foulpersonal1631101161061276680801610612757shooting1628487203995
4840 days 00:08:292025-01-25 01:59:41.400000+00:004foulpersonal1631109161061275781801610612766loose ball16263011641739
4910 days 00:08:072025-01-25 02:00:26.700000+00:004foulpersonal1642354161061275781801610612766shooting2040591629014
5020 days 00:07:132025-01-25 02:02:19.800000+00:004foultechnical1631109161061275781841610612766defensive-3-second204059<NA>
5190 days 00:05:282025-01-25 02:07:36.400000+00:004foulpersonal1630182161061275783881610612766shooting16263011629014
5350 days 00:04:042025-01-25 02:13:06.700000+00:004foulpersonal203995161061275783901610612766<NA>2040591630166
5420 days 00:03:082025-01-25 02:16:32.800000+00:004foulpersonal1641739161061276686921610612757<NA>16263011642354
5460 days 00:02:412025-01-25 02:18:40.400000+00:004foulpersonal1631109161061275786921610612766shooting16263011629014
5580 days 00:01:302025-01-25 02:20:46.300000+00:004foulpersonal1631101161061276686941610612757shooting2040591629006
5620 days 00:01:292025-01-25 02:21:28.200000+00:004foulpersonal1631101161061276687941610612757shooting16284871629006
5730 days 00:00:30.5000002025-01-25 02:23:37.700000+00:004foulpersonal1641739161061276689961610612757shooting2040591631109
5860 days 00:00:28.1000002025-01-25 02:26:37.800000+00:004foulpersonal1629006161061275791961610612766take1626301203924
5940 days 00:00:17.6000002025-01-25 02:27:42.900000+00:004foulpersonal1629006161061275793981610612766take16263011630166
\n", + "
" + ], + "text/plain": [ + " clock timeActual period \\\n", + "38 0 days 00:07:11 2025-01-25 00:15:44.600000+00:00 1 \n", + "50 0 days 00:06:59 2025-01-25 00:16:38+00:00 1 \n", + "63 0 days 00:05:12 2025-01-25 00:21:17.200000+00:00 1 \n", + "91 0 days 00:02:41 2025-01-25 00:27:31.900000+00:00 1 \n", + "107 0 days 00:01:16 2025-01-25 00:29:19.800000+00:00 1 \n", + "110 0 days 00:00:57.100000 2025-01-25 00:29:53.700000+00:00 1 \n", + "130 0 days 00:11:47 2025-01-25 00:35:12.400000+00:00 2 \n", + "135 0 days 00:11:27 2025-01-25 00:35:42.900000+00:00 2 \n", + "158 0 days 00:09:18 2025-01-25 00:41:19.100000+00:00 2 \n", + "177 0 days 00:07:37 2025-01-25 00:44:20.400000+00:00 2 \n", + "184 0 days 00:07:03 2025-01-25 00:45:43+00:00 2 \n", + "202 0 days 00:06:07 2025-01-25 00:47:34.100000+00:00 2 \n", + "220 0 days 00:05:01 2025-01-25 00:52:04.700000+00:00 2 \n", + "226 0 days 00:04:44 2025-01-25 00:53:12.100000+00:00 2 \n", + "233 0 days 00:04:38 2025-01-25 00:54:18.100000+00:00 2 \n", + "234 0 days 00:04:23 2025-01-25 00:54:49.600000+00:00 2 \n", + "255 0 days 00:01:54 2025-01-25 00:58:41.600000+00:00 2 \n", + "263 0 days 00:00:58.100000 2025-01-25 01:01:12.500000+00:00 2 \n", + "289 0 days 00:10:35 2025-01-25 01:20:42.700000+00:00 3 \n", + "295 0 days 00:10:20 2025-01-25 01:22:05.200000+00:00 3 \n", + "306 0 days 00:09:02 2025-01-25 01:26:46.700000+00:00 3 \n", + "319 0 days 00:08:11 2025-01-25 01:28:34.600000+00:00 3 \n", + "320 0 days 00:08:06 2025-01-25 01:28:51.400000+00:00 3 \n", + "342 0 days 00:06:09 2025-01-25 01:32:10.400000+00:00 3 \n", + "362 0 days 00:04:51 2025-01-25 01:35:04.600000+00:00 3 \n", + "373 0 days 00:04:34 2025-01-25 01:35:42.400000+00:00 3 \n", + "380 0 days 00:03:57 2025-01-25 01:37:28.700000+00:00 3 \n", + "383 0 days 00:03:39 2025-01-25 01:38:27.700000+00:00 3 \n", + "388 0 days 00:03:37 2025-01-25 01:39:12.600000+00:00 3 \n", + "394 0 days 00:03:22 2025-01-25 01:40:39.400000+00:00 3 \n", + "398 0 days 00:03:12 2025-01-25 01:41:28.800000+00:00 3 \n", + "400 0 days 00:03:01 2025-01-25 01:41:54.900000+00:00 3 \n", + "405 0 days 00:02:49 2025-01-25 01:42:41.700000+00:00 3 \n", + "418 0 days 00:01:26 2025-01-25 01:47:49.700000+00:00 3 \n", + "428 0 days 00:00:27.300000 2025-01-25 01:49:38.600000+00:00 3 \n", + "470 0 days 00:09:07 2025-01-25 01:57:13.200000+00:00 4 \n", + "477 0 days 00:08:59 2025-01-25 01:58:11+00:00 4 \n", + "480 0 days 00:08:49 2025-01-25 01:58:50.600000+00:00 4 \n", + "484 0 days 00:08:29 2025-01-25 01:59:41.400000+00:00 4 \n", + "491 0 days 00:08:07 2025-01-25 02:00:26.700000+00:00 4 \n", + "502 0 days 00:07:13 2025-01-25 02:02:19.800000+00:00 4 \n", + "519 0 days 00:05:28 2025-01-25 02:07:36.400000+00:00 4 \n", + "535 0 days 00:04:04 2025-01-25 02:13:06.700000+00:00 4 \n", + "542 0 days 00:03:08 2025-01-25 02:16:32.800000+00:00 4 \n", + "546 0 days 00:02:41 2025-01-25 02:18:40.400000+00:00 4 \n", + "558 0 days 00:01:30 2025-01-25 02:20:46.300000+00:00 4 \n", + "562 0 days 00:01:29 2025-01-25 02:21:28.200000+00:00 4 \n", + "573 0 days 00:00:30.500000 2025-01-25 02:23:37.700000+00:00 4 \n", + "586 0 days 00:00:28.100000 2025-01-25 02:26:37.800000+00:00 4 \n", + "594 0 days 00:00:17.600000 2025-01-25 02:27:42.900000+00:00 4 \n", + "\n", + " actionType subType personId possession scoreHome scoreAway \\\n", + "38 foul personal 1641733 1610612757 10 12 \n", + "50 foul personal 1631133 1610612766 10 12 \n", + "63 foul personal 1630166 1610612766 19 12 \n", + "91 foul personal 1629006 1610612757 24 17 \n", + "107 foul personal 1629610 1610612757 28 22 \n", + "110 foul personal 1630625 1610612766 28 22 \n", + "130 foul personal 1631209 1610612757 30 22 \n", + "135 foul offensive 1630166 1610612757 30 24 \n", + "158 foul personal 203995 1610612757 37 24 \n", + "177 foul personal 1630182 1610612757 37 31 \n", + "184 foul personal 1629014 1610612766 41 33 \n", + "202 foul personal 1631109 1610612757 42 33 \n", + "220 foul personal 1631109 1610612757 42 36 \n", + "226 foul personal 1631109 1610612757 42 37 \n", + "233 foul personal 1630703 1610612766 42 39 \n", + "234 foul personal 1631101 1610612766 42 39 \n", + "255 foul personal 1642354 1610612757 48 46 \n", + "263 foul personal 1630703 1610612766 50 50 \n", + "289 foul personal 203995 1610612757 54 54 \n", + "295 foul personal 203995 1610612757 54 58 \n", + "306 foul personal 1641739 1610612766 54 61 \n", + "319 foul personal 1629006 1610612757 57 61 \n", + "320 foul personal 1641733 1610612757 57 61 \n", + "342 foul personal 203924 1610612766 61 63 \n", + "362 foul personal 1631101 1610612766 65 65 \n", + "373 foul personal 1630625 1610612766 65 65 \n", + "380 foul personal 1631133 1610612766 67 65 \n", + "383 foul personal 1629610 1610612757 69 65 \n", + "388 foul personal 1641739 1610612766 69 65 \n", + "394 foul personal 1631217 1610612757 70 65 \n", + "398 foul offensive 1631209 1610612766 70 66 \n", + "400 foul personal 1642354 1610612757 70 66 \n", + "405 foul personal 1631101 1610612766 70 66 \n", + "418 foul personal 1631209 1610612757 75 68 \n", + "428 foul personal 1629006 1610612757 75 72 \n", + "470 foul personal 1642270 1610612766 77 77 \n", + "477 foul personal 1641733 1610612757 78 79 \n", + "480 foul personal 1631101 1610612766 80 80 \n", + "484 foul personal 1631109 1610612757 81 80 \n", + "491 foul personal 1642354 1610612757 81 80 \n", + "502 foul technical 1631109 1610612757 81 84 \n", + "519 foul personal 1630182 1610612757 83 88 \n", + "535 foul personal 203995 1610612757 83 90 \n", + "542 foul personal 1641739 1610612766 86 92 \n", + "546 foul personal 1631109 1610612757 86 92 \n", + "558 foul personal 1631101 1610612766 86 94 \n", + "562 foul personal 1631101 1610612766 87 94 \n", + "573 foul personal 1641739 1610612766 89 96 \n", + "586 foul personal 1629006 1610612757 91 96 \n", + "594 foul personal 1629006 1610612757 93 98 \n", + "\n", + " teamId descriptor officialId foulDrawnPersonId \n", + "38 1610612766 1626301 203924 \n", + "50 1610612757 1628487 1631109 \n", + "63 1610612757 1628487 203995 \n", + "91 1610612766 204059 1630703 \n", + "107 1610612766 1628487 1630703 \n", + "110 1610612757 shooting 204059 1631209 \n", + "130 1610612766 shooting 1628487 1629014 \n", + "135 1610612757 charge 204059 1631209 \n", + "158 1610612766 shooting 204059 1630166 \n", + "177 1610612766 shooting 204059 1630166 \n", + "184 1610612757 shooting 204059 1641733 \n", + "202 1610612766 loose ball 1626301 1631133 \n", + "220 1610612766 shooting 1626301 1631133 \n", + "226 1610612766 loose ball 1626301 203924 \n", + "233 1610612757 204059 1641733 \n", + "234 1610612757 shooting 204059 1641733 \n", + "255 1610612766 shooting 1628487 1630166 \n", + "263 1610612757 shooting 1626301 1629006 \n", + "289 1610612766 shooting 1626301 1630166 \n", + "295 1610612766 shooting 1628487 1641739 \n", + "306 1610612757 shooting 1626301 1629006 \n", + "319 1610612766 1628487 1629014 \n", + "320 1610612766 204059 1630166 \n", + "342 1610612757 shooting 204059 203995 \n", + "362 1610612757 1628487 1641733 \n", + "373 1610612757 shooting 1626301 1630182 \n", + "380 1610612757 shooting 1626301 1642354 \n", + "383 1610612766 shooting 1628487 1631133 \n", + "388 1610612757 1626301 1629006 \n", + "394 1610612766 shooting 1628487 1630166 \n", + "398 1610612766 1626301 1630703 \n", + "400 1610612766 1626301 1630703 \n", + "405 1610612757 shooting 204059 1629006 \n", + "418 1610612766 204059 1630625 \n", + "428 1610612766 shooting 1626301 1631101 \n", + "470 1610612757 shooting 1628487 1631109 \n", + "477 1610612766 shooting 1628487 1631101 \n", + "480 1610612757 shooting 1628487 203995 \n", + "484 1610612766 loose ball 1626301 1641739 \n", + "491 1610612766 shooting 204059 1629014 \n", + "502 1610612766 defensive-3-second 204059 \n", + "519 1610612766 shooting 1626301 1629014 \n", + "535 1610612766 204059 1630166 \n", + "542 1610612757 1626301 1642354 \n", + "546 1610612766 shooting 1626301 1629014 \n", + "558 1610612757 shooting 204059 1629006 \n", + "562 1610612757 shooting 1628487 1629006 \n", + "573 1610612757 shooting 204059 1631109 \n", + "586 1610612766 take 1626301 203924 \n", + "594 1610612766 take 1626301 1630166 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "foul_df = df_by_action.get_group('foul').dropna(how='all', axis=1)\n", + "foul_df" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e84242f4-3da9-497f-8b46-e5a090e203eb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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clocktimeActualperiodactionTypesubTypepersonIdpossessionscoreHomescoreAwayteamIdofficialId
1420 days 00:10:402025-01-25 00:36:37.600000+00:002violationkicked ball16301661610612766322416106127571626301
2710 days 00:00:19.3000002025-01-25 01:02:56.600000+00:002violationdefensive goaltending16417391610612766545016106127571626301
3480 days 00:06:092025-01-25 01:33:30.900000+00:003violationlane1631133161061276662631610612757<NA>
5790 days 00:00:30.5000002025-01-25 02:24:29.400000+00:004violationdelay-of-game<NA>161061276690961610612757204059
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clocktimeActualperiodactionTypesubTypepersonIdpossessionscoreHomescoreAwayteamIddescriptorofficialIdstealPersonId
810 days 00:03:372025-01-25 00:26:11+00:001turnoverout-of-bounds1629006161061276624171610612766bad pass<NA><NA>
840 days 00:03:202025-01-25 00:26:42.600000+00:001turnovertraveling1630625161061275724171610612757<NA>204059<NA>
890 days 00:02:472025-01-25 00:27:25.900000+00:001turnoverlost ball1631217161061276624171610612766<NA><NA>1631133
1130 days 00:00:33.9000002025-01-25 00:31:02.400000+00:001turnoverbad pass1631133161061275730221610612757<NA><NA>1631217
1360 days 00:11:272025-01-25 00:35:42.900000+00:002turnoveroffensive foul1630166161061275730241610612757<NA>204059<NA>
1430 days 00:10:272025-01-25 00:37:07.700000+00:002turnoverbad pass203995161061276632241610612766<NA><NA>1630166
1450 days 00:10:122025-01-25 00:37:22+00:002turnoverlost ball1629014161061275732241610612757<NA><NA>1629006
1620 days 00:08:542025-01-25 00:42:26.900000+00:002turnovertraveling203995161061276637251610612766<NA>204059<NA>
1660 days 00:08:172025-01-25 00:43:14.500000+00:002turnoverbad pass1629610161061276637281610612766<NA><NA>1629014
1810 days 00:07:062025-01-25 00:45:35.900000+00:002turnoverbad pass1630166161061275739331610612757<NA><NA>1631109
1920 days 00:06:492025-01-25 00:46:42.500000+00:002turnoverlost ball203924161061275742331610612757<NA><NA>1631217
2160 days 00:05:072025-01-25 00:51:52.200000+00:002turnoverbad pass1642354161061276642361610612766<NA><NA>1630703
2420 days 00:03:372025-01-25 00:56:28+00:002turnoverout-of-bounds1631101161061275744411610612757bad pass204059<NA>
2530 days 00:01:592025-01-25 00:58:33+00:002turnoverbad pass1629006161061276648461610612766<NA><NA>1630166
2690 days 00:00:34.1000002025-01-25 01:02:28.900000+00:002turnovershot clock<NA>161061275752501610612757<NA>204059<NA>
2850 days 00:11:092025-01-25 01:19:51.900000+00:003turnoverout-of-bounds203995161061276654521610612766lost ball1628487<NA>
2870 days 00:10:372025-01-25 01:20:38.500000+00:003turnoverbad pass1641733161061276654541610612766<NA><NA>1641739
2990 days 00:10:032025-01-25 01:25:28.300000+00:003turnoverbad pass1641733161061276654581610612766<NA><NA>1641739
3040 days 00:09:042025-01-25 01:26:43+00:003turnoverlost ball1630166161061275754611610612757<NA><NA>1629006
3110 days 00:08:282025-01-25 01:28:06+00:003turnoverbad pass1642270161061275757611610612757<NA><NA>1629006
3170 days 00:08:112025-01-25 01:28:24.300000+00:003turnoverbad pass1641733161061276657611610612766<NA><NA>1642270
3210 days 00:07:582025-01-25 01:29:21+00:003turnovertraveling1642270161061275757611610612757<NA>204059<NA>
3380 days 00:06:502025-01-25 01:31:27.700000+00:003turnoverlost ball203924161061275759611610612757<NA><NA>1630182
3590 days 00:05:112025-01-25 01:34:38.600000+00:003turnoverbad pass1631217161061276665631610612766<NA><NA>203924
3710 days 00:04:412025-01-25 01:35:39.800000+00:003turnoverlost ball1631101161061275765651610612757<NA><NA>1642354
3990 days 00:03:122025-01-25 01:41:28.800000+00:003turnoveroffensive foul1631209161061276670661610612766<NA>1626301<NA>
4110 days 00:02:392025-01-25 01:46:21.400000+00:003turnoverout-of-bounds1630703161061275772661610612757bad pass1626301<NA>
5100 days 00:06:202025-01-25 02:06:42+00:004turnoverbad pass203995161061276681881610612766<NA><NA>1630166
5120 days 00:06:162025-01-25 02:06:45.200000+00:004turnoverbad pass1630166161061275781881610612757<NA><NA>1642354
5240 days 00:05:122025-01-25 02:08:43.300000+00:004turnoverbad pass203995161061276683901610612766<NA><NA>1629014
5510 days 00:02:242025-01-25 02:19:43.600000+00:004turnoverbad pass203995161061276686941610612766<NA><NA>1630166
5530 days 00:02:182025-01-25 02:19:52.400000+00:004turnoverout-of-bounds1630166161061275786941610612757bad pass1626301<NA>
5720 days 00:00:372025-01-25 02:23:15.900000+00:004turnoverout-of-bounds1630703161061275789961610612757bad pass204059<NA>
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2025-01-25 02:19:52.400000+00:00 4 \n", + "572 0 days 00:00:37 2025-01-25 02:23:15.900000+00:00 4 \n", + "\n", + " actionType subType personId possession scoreHome scoreAway \\\n", + "81 turnover out-of-bounds 1629006 1610612766 24 17 \n", + "84 turnover traveling 1630625 1610612757 24 17 \n", + "89 turnover lost ball 1631217 1610612766 24 17 \n", + "113 turnover bad pass 1631133 1610612757 30 22 \n", + "136 turnover offensive foul 1630166 1610612757 30 24 \n", + "143 turnover bad pass 203995 1610612766 32 24 \n", + "145 turnover lost ball 1629014 1610612757 32 24 \n", + "162 turnover traveling 203995 1610612766 37 25 \n", + "166 turnover bad pass 1629610 1610612766 37 28 \n", + "181 turnover bad pass 1630166 1610612757 39 33 \n", + "192 turnover lost ball 203924 1610612757 42 33 \n", + "216 turnover bad pass 1642354 1610612766 42 36 \n", + "242 turnover out-of-bounds 1631101 1610612757 44 41 \n", + "253 turnover bad pass 1629006 1610612766 48 46 \n", + "269 turnover shot clock 1610612757 52 50 \n", + "285 turnover out-of-bounds 203995 1610612766 54 52 \n", + "287 turnover bad pass 1641733 1610612766 54 54 \n", + "299 turnover bad pass 1641733 1610612766 54 58 \n", + "304 turnover lost ball 1630166 1610612757 54 61 \n", + "311 turnover bad pass 1642270 1610612757 57 61 \n", + "317 turnover bad pass 1641733 1610612766 57 61 \n", + "321 turnover traveling 1642270 1610612757 57 61 \n", + "338 turnover lost ball 203924 1610612757 59 61 \n", + "359 turnover bad pass 1631217 1610612766 65 63 \n", + "371 turnover lost ball 1631101 1610612757 65 65 \n", + "399 turnover offensive foul 1631209 1610612766 70 66 \n", + "411 turnover out-of-bounds 1630703 1610612757 72 66 \n", + "510 turnover bad pass 203995 1610612766 81 88 \n", + "512 turnover bad pass 1630166 1610612757 81 88 \n", + "524 turnover bad pass 203995 1610612766 83 90 \n", + "551 turnover bad pass 203995 1610612766 86 94 \n", + "553 turnover out-of-bounds 1630166 1610612757 86 94 \n", + "572 turnover out-of-bounds 1630703 1610612757 89 96 \n", + "\n", + " teamId descriptor officialId stealPersonId \n", + "81 1610612766 bad pass \n", + "84 1610612757 204059 \n", + "89 1610612766 1631133 \n", + "113 1610612757 1631217 \n", + "136 1610612757 204059 \n", + "143 1610612766 1630166 \n", + "145 1610612757 1629006 \n", + "162 1610612766 204059 \n", + "166 1610612766 1629014 \n", + "181 1610612757 1631109 \n", + "192 1610612757 1631217 \n", + "216 1610612766 1630703 \n", + "242 1610612757 bad pass 204059 \n", + "253 1610612766 1630166 \n", + "269 1610612757 204059 \n", + "285 1610612766 lost ball 1628487 \n", + "287 1610612766 1641739 \n", + "299 1610612766 1641739 \n", + "304 1610612757 1629006 \n", + "311 1610612757 1629006 \n", + "317 1610612766 1642270 \n", + "321 1610612757 204059 \n", + "338 1610612757 1630182 \n", + "359 1610612766 203924 \n", + "371 1610612757 1642354 \n", + "399 1610612766 1626301 \n", + "411 1610612757 bad pass 1626301 \n", + "510 1610612766 1630166 \n", + "512 1610612757 1642354 \n", + "524 1610612766 1629014 \n", + "551 1610612766 1630166 \n", + "553 1610612757 bad pass 1626301 \n", + "572 1610612757 bad pass 204059 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "turnover_df = df_by_action.get_group('turnover').dropna(how='all', axis=1)\n", + "turnover_df" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7267e459-519c-4145-be0f-f3a79848be07", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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clocktimeActualperiodactionTypesubTypepersonIdpossessionscoreHomescoreAwayteamId
900 days 00:02:472025-01-25 00:27:25.900000+00:001steal1631133161061275724171610612757
1140 days 00:00:33.9000002025-01-25 00:31:02.400000+00:001steal1631217161061276630221610612766
1440 days 00:10:272025-01-25 00:37:07.700000+00:002steal1630166161061275732241610612757
1460 days 00:10:122025-01-25 00:37:22+00:002steal1629006161061276632241610612766
1670 days 00:08:172025-01-25 00:43:14.500000+00:002steal1629014161061275737281610612757
1820 days 00:07:062025-01-25 00:45:35.900000+00:002steal1631109161061276639331610612766
1930 days 00:06:492025-01-25 00:46:42.500000+00:002steal1631217161061276642331610612766
2170 days 00:05:072025-01-25 00:51:52.200000+00:002steal1630703161061275742361610612757
2540 days 00:01:592025-01-25 00:58:33+00:002steal1630166161061275748461610612757
2880 days 00:10:372025-01-25 01:20:38.500000+00:003steal1641739161061275754541610612757
3000 days 00:10:032025-01-25 01:25:28.300000+00:003steal1641739161061275754581610612757
3050 days 00:09:042025-01-25 01:26:43+00:003steal1629006161061276654611610612766
3120 days 00:08:282025-01-25 01:28:06+00:003steal1629006161061276657611610612766
3180 days 00:08:112025-01-25 01:28:24.300000+00:003steal1642270161061275757611610612757
3390 days 00:06:502025-01-25 01:31:27.700000+00:003steal1630182161061276659611610612766
3600 days 00:05:112025-01-25 01:34:38.600000+00:003steal203924161061275765631610612757
3720 days 00:04:412025-01-25 01:35:39.800000+00:003steal1642354161061276665651610612766
5110 days 00:06:202025-01-25 02:06:42+00:004steal1630166161061275781881610612757
5130 days 00:06:162025-01-25 02:06:45.200000+00:004steal1642354161061276681881610612766
5250 days 00:05:122025-01-25 02:08:43.300000+00:004steal1629014161061275783901610612757
5520 days 00:02:242025-01-25 02:19:43.600000+00:004steal1630166161061275786941610612757
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" + ], + "text/plain": [ + " clock timeActual period \\\n", + "90 0 days 00:02:47 2025-01-25 00:27:25.900000+00:00 1 \n", + "114 0 days 00:00:33.900000 2025-01-25 00:31:02.400000+00:00 1 \n", + "144 0 days 00:10:27 2025-01-25 00:37:07.700000+00:00 2 \n", + "146 0 days 00:10:12 2025-01-25 00:37:22+00:00 2 \n", + "167 0 days 00:08:17 2025-01-25 00:43:14.500000+00:00 2 \n", + "182 0 days 00:07:06 2025-01-25 00:45:35.900000+00:00 2 \n", + "193 0 days 00:06:49 2025-01-25 00:46:42.500000+00:00 2 \n", + "217 0 days 00:05:07 2025-01-25 00:51:52.200000+00:00 2 \n", + "254 0 days 00:01:59 2025-01-25 00:58:33+00:00 2 \n", + "288 0 days 00:10:37 2025-01-25 01:20:38.500000+00:00 3 \n", + "300 0 days 00:10:03 2025-01-25 01:25:28.300000+00:00 3 \n", + "305 0 days 00:09:04 2025-01-25 01:26:43+00:00 3 \n", + "312 0 days 00:08:28 2025-01-25 01:28:06+00:00 3 \n", + "318 0 days 00:08:11 2025-01-25 01:28:24.300000+00:00 3 \n", + "339 0 days 00:06:50 2025-01-25 01:31:27.700000+00:00 3 \n", + "360 0 days 00:05:11 2025-01-25 01:34:38.600000+00:00 3 \n", + "372 0 days 00:04:41 2025-01-25 01:35:39.800000+00:00 3 \n", + "511 0 days 00:06:20 2025-01-25 02:06:42+00:00 4 \n", + "513 0 days 00:06:16 2025-01-25 02:06:45.200000+00:00 4 \n", + "525 0 days 00:05:12 2025-01-25 02:08:43.300000+00:00 4 \n", + "552 0 days 00:02:24 2025-01-25 02:19:43.600000+00:00 4 \n", + "\n", + " actionType subType personId possession scoreHome scoreAway teamId \n", + "90 steal 1631133 1610612757 24 17 1610612757 \n", + "114 steal 1631217 1610612766 30 22 1610612766 \n", + "144 steal 1630166 1610612757 32 24 1610612757 \n", + "146 steal 1629006 1610612766 32 24 1610612766 \n", + "167 steal 1629014 1610612757 37 28 1610612757 \n", + "182 steal 1631109 1610612766 39 33 1610612766 \n", + "193 steal 1631217 1610612766 42 33 1610612766 \n", + "217 steal 1630703 1610612757 42 36 1610612757 \n", + "254 steal 1630166 1610612757 48 46 1610612757 \n", + "288 steal 1641739 1610612757 54 54 1610612757 \n", + "300 steal 1641739 1610612757 54 58 1610612757 \n", + "305 steal 1629006 1610612766 54 61 1610612766 \n", + "312 steal 1629006 1610612766 57 61 1610612766 \n", + "318 steal 1642270 1610612757 57 61 1610612757 \n", + "339 steal 1630182 1610612766 59 61 1610612766 \n", + "360 steal 203924 1610612757 65 63 1610612757 \n", + "372 steal 1642354 1610612766 65 65 1610612766 \n", + "511 steal 1630166 1610612757 81 88 1610612757 \n", + "513 steal 1642354 1610612766 81 88 1610612766 \n", + "525 steal 1629014 1610612757 83 90 1610612757 \n", + "552 steal 1630166 1610612757 86 94 1610612757 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "steal_df = df_by_action.get_group('steal').dropna(how='all', axis=1)\n", + "steal_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d82cba52-fa90-4924-a95b-441866785da1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca5f60a9-9a88-4ffe-bc55-fcc5763551fd", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}