{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Data retreival" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The event data used in this work is available from: \n", "Pappalardo, L. et al. A public data set of spatio-temporal match events in soccer competitions. Sci. Data 6, 236, DOI: 10.1038/s41597-019-0247-7 (2019).\n", "\n", "The data files be retrieved at this URL:\n", "https://figshare.com/collections/Soccer_match_event_dataset/4415000/2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preliminaries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import json\n", "import re\n", "import os\n", "import math\n", "import random \n", "from collections import Counter\n", "import matplotlib as mplt\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1.0.5'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.__version__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'3.2.2'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mplt.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data load & format" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define directories\n", "homedir = os.path.expanduser(\"~\")\n", "projdir = os.path.join(homedir,'Documents','Research','Trajectories') # please adjust to your project directory\n", "datadir = os.path.join(projdir,'data_football') # please create this directory and place within it the event data\n", "figsdir = os.path.join(projdir,'figures') # please create this directory as a place to put the figures" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "match_events_fn = os.path.join(datadir,'events','events_World_Cup.json')\n", "with open(match_events_fn) as json_file:\n", " match_events = json.load(json_file) \n", " \n", "wc_matches_fn = os.path.join(datadir,'matches','matches_World_Cup.json')\n", "with open(wc_matches_fn) as json_file:\n", " wc_matches = json.load(json_file) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'eventId': 8,\n", " 'subEventName': 'Simple pass',\n", " 'tags': [{'id': 1801}],\n", " 'playerId': 3443,\n", " 'positions': [{'y': 92, 'x': 79}, {'y': 72, 'x': 78}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Pass',\n", " 'teamId': 1598,\n", " 'matchPeriod': '2H',\n", " 'eventSec': 2931.687752,\n", " 'subEventId': 85,\n", " 'id': 280216925},\n", " {'eventId': 8,\n", " 'subEventName': 'Simple pass',\n", " 'tags': [{'id': 1801}],\n", " 'playerId': 3563,\n", " 'positions': [{'y': 72, 'x': 78}, {'y': 91, 'x': 91}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Pass',\n", " 'teamId': 1598,\n", " 'matchPeriod': '2H',\n", " 'eventSec': 2936.089647,\n", " 'subEventId': 85,\n", " 'id': 280216927},\n", " {'eventId': 8,\n", " 'subEventName': 'Cross',\n", " 'tags': [{'id': 402}, {'id': 801}, {'id': 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[{'y': 95, 'x': 40}, {'y': 2, 'x': 60}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Duel',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'E2',\n", " 'eventSec': 924.5279929999997,\n", " 'subEventId': 13,\n", " 'id': 280217497},\n", " {'eventId': 1,\n", " 'subEventName': 'Ground attacking duel',\n", " 'tags': [{'id': 504}, {'id': 702}, {'id': 1801}],\n", " 'playerId': 257800,\n", " 'positions': [{'y': 98, 'x': 40}, {'y': 99, 'x': 38}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Duel',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'E2',\n", " 'eventSec': 924.7870240000002,\n", " 'subEventId': 11,\n", " 'id': 280217254},\n", " {'eventId': 3,\n", " 'subEventName': 'Throw in',\n", " 'tags': [{'id': 1801}],\n", " 'playerId': 101647,\n", " 'positions': [{'y': 99, 'x': 38}, {'y': 4, 'x': 79}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'E2',\n", " 'eventSec': 950.3970010000003,\n", " 'subEventId': 36,\n", " 'id': 280217256},\n", " {'eventId': 1,\n", " 'subEventName': 'Air duel',\n", " 'tags': [{'id': 703}, {'id': 1801}],\n", " 'playerId': 3346,\n", " 'positions': [{'y': 96, 'x': 21}, {'y': 6, 'x': 83}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Duel',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'E2',\n", " 'eventSec': 951.5924000000005,\n", " 'subEventId': 10,\n", " 'id': 280217498},\n", " {'eventId': 1,\n", " 'subEventName': 'Ground loose ball duel',\n", " 'tags': [{'id': 703}, {'id': 1801}],\n", " 'playerId': 101707,\n", " 'positions': [{'y': 94, 'x': 17}, {'y': 96, 'x': 22}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Duel',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'E2',\n", " 'eventSec': 951.6583,\n", " 'subEventId': 13,\n", " 'id': 280217260},\n", " {'eventId': 8,\n", " 'subEventName': 'Simple pass',\n", " 'tags': [{'id': 1802}],\n", " 'playerId': 101707,\n", " 'positions': [{'y': 96, 'x': 22}, {'y': 47, 'x': 90}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Pass',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'E2',\n", " 'eventSec': 952.9061860000002,\n", " 'subEventId': 85,\n", " 'id': 280217262},\n", " {'eventId': 8,\n", " 'subEventName': 'Hand pass',\n", " 'tags': [{'id': 1801}],\n", " 'playerId': 7910,\n", " 'positions': [{'y': 53, 'x': 10}, {'y': 53, 'x': 25}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Pass',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'E2',\n", " 'eventSec': 960.2127630000005,\n", " 'subEventId': 81,\n", " 'id': 280217499},\n", " {'eventId': 8,\n", " 'subEventName': 'Simple pass',\n", " 'tags': [{'id': 1802}],\n", " 'playerId': 3306,\n", " 'positions': [{'y': 53, 'x': 25}, {'y': 0, 'x': 0}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Pass',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'E2',\n", " 'eventSec': 963.5161159999998,\n", " 'subEventId': 85,\n", " 'id': 280217500},\n", " {'eventId': 3,\n", " 'subEventName': 'Penalty',\n", " 'tags': [{'id': 101}, {'id': 402}, {'id': 1203}, {'id': 1801}],\n", " 'playerId': 3353,\n", " 'positions': [{'y': 50, 'x': 10}, {'y': 0, 'x': 0}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 21.33698799999911,\n", " 'subEventId': 35,\n", " 'id': 280217501},\n", " {'eventId': 9,\n", " 'subEventName': 'Reflexes',\n", " 'tags': [{'id': 101}, {'id': 1203}, {'id': 1802}],\n", " 'playerId': 101576,\n", " 'positions': [{'y': 100, 'x': 100}, {'y': 50, 'x': 90}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Save attempt',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 23.451042999999117,\n", " 'subEventId': 90,\n", " 'id': 280217275},\n", " {'eventId': 3,\n", " 'subEventName': 'Penalty',\n", " 'tags': [{'id': 101}, {'id': 402}, {'id': 1205}, {'id': 1801}],\n", " 'playerId': 101707,\n", " 'positions': [{'y': 51, 'x': 90}, {'y': 100, 'x': 100}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 61.28607000000011,\n", " 'subEventId': 35,\n", " 'id': 280217279},\n", " {'eventId': 9,\n", " 'subEventName': 'Reflexes',\n", " 'tags': [{'id': 101}, {'id': 1205}, {'id': 1802}],\n", " 'playerId': 7910,\n", " 'positions': [{'y': 0, 'x': 0}, {'y': 49, 'x': 10}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Save attempt',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 63.6829570000009,\n", " 'subEventId': 90,\n", " 'id': 280217502},\n", " {'eventId': 3,\n", " 'subEventName': 'Penalty',\n", " 'tags': [{'id': 101}, {'id': 402}, {'id': 1205}, {'id': 1801}],\n", " 'playerId': 3341,\n", " 'positions': [{'y': 50, 'x': 10}, {'y': 0, 'x': 0}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 101.39193999999952,\n", " 'subEventId': 35,\n", " 'id': 280217503},\n", " {'eventId': 9,\n", " 'subEventName': 'Reflexes',\n", " 'tags': [{'id': 101}, {'id': 1205}, {'id': 1802}],\n", " 'playerId': 101576,\n", " 'positions': [{'y': 100, 'x': 100}, {'y': 50, 'x': 90}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Save attempt',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 102.67527800000062,\n", " 'subEventId': 90,\n", " 'id': 280217282},\n", " {'eventId': 3,\n", " 'subEventName': 'Penalty',\n", " 'tags': [{'id': 101}, {'id': 402}, {'id': 1206}, {'id': 1801}],\n", " 'playerId': 101583,\n", " 'positions': [{'y': 50, 'x': 90}, {'y': 100, 'x': 100}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 143.5836130000007,\n", " 'subEventId': 35,\n", " 'id': 280217285},\n", " {'eventId': 9,\n", " 'subEventName': 'Reflexes',\n", " 'tags': [{'id': 101}, {'id': 1206}, {'id': 1802}],\n", " 'playerId': 7910,\n", " 'positions': [{'y': 0, 'x': 0}, {'y': 50, 'x': 10}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Save attempt',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 145.78000000000065,\n", " 'subEventId': 90,\n", " 'id': 280217504},\n", " {'eventId': 3,\n", " 'subEventName': 'Penalty',\n", " 'tags': [{'id': 402}, {'id': 1203}, {'id': 1802}],\n", " 'playerId': 3443,\n", " 'positions': [{'y': 50, 'x': 10}, {'y': 0, 'x': 0}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 180.20465499999955,\n", " 'subEventId': 35,\n", " 'id': 280217505},\n", " {'eventId': 9,\n", " 'subEventName': 'Reflexes',\n", " 'tags': [{'id': 1203}, {'id': 1801}],\n", " 'playerId': 101576,\n", " 'positions': [{'y': 100, 'x': 100}, {'y': 50, 'x': 90}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Save attempt',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 181.72547099999974,\n", " 'subEventId': 90,\n", " 'id': 280217287},\n", " {'eventId': 3,\n", " 'subEventName': 'Penalty',\n", " 'tags': [{'id': 101}, {'id': 402}, {'id': 1201}, {'id': 1801}],\n", " 'playerId': 257800,\n", " 'positions': [{'y': 51, 'x': 90}, {'y': 100, 'x': 100}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 220.5137849999992,\n", " 'subEventId': 35,\n", " 'id': 280217292},\n", " {'eventId': 9,\n", " 'subEventName': 'Reflexes',\n", " 'tags': [{'id': 101}, {'id': 1201}, {'id': 1802}],\n", " 'playerId': 7910,\n", " 'positions': [{'y': 0, 'x': 0}, {'y': 49, 'x': 10}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Save attempt',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 222.51935100000082,\n", " 'subEventId': 90,\n", " 'id': 280217506},\n", " {'eventId': 3,\n", " 'subEventName': 'Penalty',\n", " 'tags': [{'id': 101}, {'id': 402}, {'id': 1204}, {'id': 1801}],\n", " 'playerId': 3306,\n", " 'positions': [{'y': 50, 'x': 10}, {'y': 0, 'x': 0}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 257.8587430000007,\n", " 'subEventId': 35,\n", " 'id': 280217507},\n", " {'eventId': 9,\n", " 'subEventName': 'Reflexes',\n", " 'tags': [{'id': 101}, {'id': 1204}, {'id': 1802}],\n", " 'playerId': 101576,\n", " 'positions': [{'y': 100, 'x': 100}, {'y': 50, 'x': 90}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Save attempt',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 260.1013359999997,\n", " 'subEventId': 90,\n", " 'id': 280217295},\n", " {'eventId': 3,\n", " 'subEventName': 'Penalty',\n", " 'tags': [{'id': 101}, {'id': 401}, {'id': 1201}, {'id': 1801}],\n", " 'playerId': 4513,\n", " 'positions': [{'y': 51, 'x': 90}, {'y': 100, 'x': 100}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 295.7679619999999,\n", " 'subEventId': 35,\n", " 'id': 280217301},\n", " {'eventId': 9,\n", " 'subEventName': 'Reflexes',\n", " 'tags': [{'id': 101}, {'id': 1201}, {'id': 1802}],\n", " 'playerId': 7910,\n", " 'positions': [{'y': 0, 'x': 0}, {'y': 49, 'x': 10}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Save attempt',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 298.33227500000066,\n", " 'subEventId': 90,\n", " 'id': 280217508},\n", " {'eventId': 3,\n", " 'subEventName': 'Penalty',\n", " 'tags': [{'id': 401}, {'id': 1203}, {'id': 1802}],\n", " 'playerId': 3840,\n", " 'positions': [{'y': 50, 'x': 10}, {'y': 0, 'x': 0}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Free Kick',\n", " 'teamId': 1598,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 351.9001509999998,\n", " 'subEventId': 35,\n", " 'id': 280217509},\n", " {'eventId': 9,\n", " 'subEventName': 'Reflexes',\n", " 'tags': [{'id': 1203}, {'id': 1801}],\n", " 'playerId': 101576,\n", " 'positions': [{'y': 100, 'x': 100}, {'y': 50, 'x': 90}],\n", " 'matchId': 2058004,\n", " 'eventName': 'Save attempt',\n", " 'teamId': 14358,\n", " 'matchPeriod': 'P',\n", " 'eventSec': 352.93388199999936,\n", " 'subEventId': 90,\n", " 'id': 280217304}]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[i for i in match_events if i['matchId']==2058004][1640:]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Duel',\n", " 'Foul',\n", " 'Free Kick',\n", " 'Goalkeeper leaving line',\n", " 'Offside',\n", " 'Others on the ball',\n", " 'Pass',\n", " 'Save attempt',\n", " 'Shot'}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set([i['eventName'] for i in match_events])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Sanity checks" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# What happens after a late-called offside? NO GOAL IN DATA -- NEXT IS FREE KICK\n", "iran_spain = [i for i in match_events if i['matchId']==2057963]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1598 1.2364010000000007 Simple pass \t \t \t Pass\n", "1598 2.1873840000000087 Simple pass \t \t \t Pass\n", "1598 3.486230999999975 Simple pass \t \t \t Pass\n", "1598 6.566659000000016 Simple pass \t \t \t Pass\n", "1598 9.676813999999979 Simple pass \t \t \t Pass\n", "1598 12.348060999999973 Simple pass \t \t \t Pass\n", "1598 14.297325999999998 Simple pass \t \t \t Pass\n", "1598 17.396491000000026 Simple pass \t \t \t Pass\n", "1598 20.450900999999988 Simple pass \t \t \t Pass\n", "1598 23.383823000000007 Simple pass \t \t \t Pass\n", "1598 26.042484 Simple pass \t \t \t Pass\n", "1598 27.875995999999986 Touch \t \t \t Others on the ball\n", "1598 31.696180000000027 Simple pass \t \t \t Pass\n", "1598 35.29727600000001 Simple pass \t \t \t Pass\n", "1598 38.01411000000002 Simple pass \t \t \t Pass\n", "1598 40.77681100000001 Simple pass \t \t \t Pass\n", "1598 42.12726500000002 Simple pass \t \t \t Pass\n", "1598 43.11214699999999 Simple pass \t \t \t Pass\n", "1598 44.64122600000002 Cross \t \t \t Pass\n", "10840 46.14390300000002 Clearance \t \t \t Others on the ball\n", "10840 47.79809499999999 Simple pass \t \t \t Pass\n", "10840 49.46052100000003 Ground loose ball duel \t \t \t Duel\n", "1598 49.68869799999999 Ground loose ball duel \t \t \t Duel\n", "1598 50.66415999999998 Simple pass \t \t \t Pass\n", "10840 53.06466599999999 Simple pass \t \t \t Pass\n", "10840 54.39264300000002 Ground attacking duel \t \t \t Duel\n", "1598 54.64457399999998 Ground defending duel \t \t \t Duel\n", "1598 56.33593400000001 Foul \t \t \t Foul\n", "10840 72.44672600000001 Simple pass \t \t \t Pass\n", "10840 74.648169 Simple pass \t \t \t Pass\n", "1598 75.367795 Ground defending duel \t \t \t Duel\n", "10840 75.66565200000002 Ground attacking duel \t \t \t Duel\n", "1598 77.629232 Foul \t \t \t Foul\n", "10840 91.42600099999999 Free Kick \t \t \t Free Kick\n", "10840 94.67288400000001 Simple pass \t \t \t Pass\n", "10840 98.298768 Simple pass \t \t \t Pass\n", "10840 100.50815799999998 Simple pass \t \t \t Pass\n", "10840 102.22114599999998 Launch \t \t \t Pass\n", "10840 104.64829500000002 Air duel \t \t \t Duel\n", "1598 104.81044800000001 Air duel \t \t \t Duel\n", "10840 107.32878 Foul \t \t \t Foul\n", "1598 127.22892300000001 Simple pass \t \t \t Pass\n", "1598 128.563174 Simple pass \t \t \t Pass\n", "1598 129.859957 Simple pass \t \t \t Pass\n", "1598 133.526952 Simple pass \t \t \t Pass\n", "1598 133.90994999999998 Simple pass \t \t \t Pass\n", "1598 137.17636800000002 Simple pass \t \t \t Pass\n", "1598 139.646227 Simple pass \t \t \t Pass\n", "1598 142.381367 Simple pass \t \t \t Pass\n", "1598 144.335619 Simple pass \t \t \t Pass\n", "1598 146.90395999999998 Simple pass \t \t \t Pass\n", "1598 148.418745 Simple pass \t \t \t Pass\n", "1598 152.015755 Simple pass \t \t \t Pass\n", "1598 153.92339800000002 Simple pass \t \t \t Pass\n", "1598 155.00201600000003 Simple pass \t \t \t Pass\n", "1598 158.343927 Simple pass \t \t \t Pass\n", "1598 159.835756 Simple pass \t \t \t Pass\n", "1598 163.23801500000002 Simple pass \t \t \t Pass\n", "1598 164.14453099999997 Simple pass \t \t \t Pass\n", "1598 166.54146500000002 Simple pass \t \t \t Pass\n", "1598 169.149063 Simple pass \t \t \t Pass\n", "1598 171.840327 Simple pass \t \t \t Pass\n", "1598 172.90554799999995 Simple pass \t \t \t Pass\n", "1598 174.46499500000004 Simple pass \t \t \t Pass\n", "1598 177.09151899999995 High pass \t \t \t Pass\n", "10840 178.83899799999995 Goalkeeper leaving line \t \t \t Goalkeeper leaving line\n", "10840 179.611306 Air duel \t \t \t Duel\n", "1598 184.64018299999998 Simple pass \t \t \t Pass\n", "1598 188.14923699999997 Simple pass \t \t \t Pass\n", "1598 191.01190099999997 Simple pass \t \t \t Pass\n", "1598 193.92279900000005 Simple pass \t \t \t Pass\n", "1598 195.24754900000005 Touch \t \t \t Others on the ball\n", "1598 197.709878 Simple pass \t \t \t Pass\n", "1598 198.411517 Simple pass \t \t \t Pass\n", "1598 199.51803900000004 Simple pass \t \t \t Pass\n", "1598 200.666962 Simple pass \t \t \t Pass\n", "1598 201.59020599999997 Simple pass \t \t \t Pass\n", "1598 203.01685799999996 Simple pass \t \t \t Pass\n", "1598 203.348838 Smart pass \t \t \t Pass\n", "1598 205.69400499999995 Cross \t \t \t Pass\n", "1598 208.05898200000001 Air duel \t \t \t Duel\n", "10840 208.39628400000004 Clearance \t \t \t Others on the ball\n", "1598 209.67806900000005 Shot \t \t \t Shot\n", "10840 245.52243699999997 Goal kick \t \t \t Free Kick\n", "1598 249.048897 Air duel \t \t \t Duel\n", "10840 249.268728 Air duel \t \t \t Duel\n", "1598 250.789625 Simple pass \t \t \t Pass\n", "1598 252.83486000000005 Touch \t \t \t Others on the ball\n", "1598 259.35719099999994 Simple pass \t \t \t Pass\n", "1598 261.40093 Simple pass \t \t \t Pass\n", "1598 264.72620400000005 Simple pass \t \t \t Pass\n", "1598 267.39299100000005 Simple pass \t \t \t Pass\n", "10840 268.82874000000004 Simple pass \t \t \t Pass\n", "1598 270.90992900000003 Ground defending duel \t \t \t Duel\n", "10840 271.245728 Simple pass \t \t \t Pass\n", "1598 272.897197 Touch \t \t \t Others on the ball\n", "10840 276.700429 Simple pass \t \t \t Pass\n", "10840 277.920969 Simple pass \t \t \t Pass\n", "10840 281.117978 Smart pass \t \t \t Pass\n", "10840 285.686064 Simple pass \t \t \t Pass\n", "10840 287.57156 Simple pass \t \t \t Pass\n", "10840 289.456003 Simple pass \t \t \t Pass\n", "10840 291.982987 Ground attacking duel \t \t \t Duel\n", "1598 292.441244 Ground defending duel \t \t \t Duel\n", "10840 293.65428499999996 Cross \t \t \t Pass\n", "1598 294.358519 Clearance \t \t \t Others on the ball\n", "10840 297.871991 Ground attacking duel \t \t \t Duel\n", "1598 298.04204000000004 Ground defending duel \t \t \t Duel\n", "1598 299.66910900000005 Foul \t \t \t Foul\n", "10840 350.83229800000004 Free kick cross \t \t \t Free Kick\n", "10840 351.662235 Air duel \t \t \t Duel\n", "1598 351.897154 Clearance \t \t \t Others on the ball\n", "10840 354.211765 Shot \t \t \t Shot\n", "1598 367.70944499999996 Goal kick \t \t \t Free Kick\n", "1598 369.43928900000003 Simple pass \t \t \t Pass\n", "1598 370.372253 Touch \t \t \t Others on the ball\n", "1598 374.368028 Simple pass \t \t \t Pass\n", "1598 376.88766599999997 Simple pass \t \t \t Pass\n", "1598 378.306636 Simple pass \t \t \t Pass\n", "1598 380.95310099999995 Simple pass \t \t \t Pass\n", "1598 383.77164100000005 Simple pass \t \t \t Pass\n", "1598 385.335909 Simple pass \t \t \t Pass\n", "1598 387.70113100000003 Simple pass \t \t \t Pass\n", "1598 390.907701 Simple pass \t \t \t Pass\n", "1598 392.753286 Simple pass \t \t \t Pass\n", "1598 394.01988600000004 Touch \t \t \t Others on the ball\n", "1598 396.74519 Simple pass \t \t \t Pass\n", "1598 398.304759 Simple pass \t \t \t Pass\n", "1598 399.480193 Touch \t \t \t Others on the ball\n", "10840 400.40616 Simple pass \t \t \t Pass\n", "10840 423.429969 Throw in \t \t \t Free Kick\n", "10840 424.75295000000006 Air duel \t \t \t Duel\n", "1598 424.888199 Air duel \t \t \t Duel\n", "1598 426.896579 Foul \t \t \t Foul\n", "10840 474.630488 Free Kick \t \t \t Free Kick\n", "1598 477.860597 Air duel \t \t \t Duel\n", "10840 477.97711200000003 Air duel \t \t \t Duel\n", "10840 479.495406 Simple pass \t \t \t Pass\n", "10840 480.899719 Simple pass \t \t \t Pass\n", "10840 481.18859899999995 Simple pass \t \t \t Pass\n", "1598 483.06652799999995 Clearance \t \t \t Others on the ball\n", "10840 486.86107100000004 Ground loose ball duel \t \t \t Duel\n", "1598 487.39713800000004 Ground loose ball duel \t \t \t Duel\n", "10840 489.392147 Ground loose ball duel \t \t \t Duel\n", "1598 490.43464800000004 Ground loose ball duel \t \t \t Duel\n", "10840 491.55517599999996 Touch \t \t \t Others on the ball\n", "10840 492.272702 Simple pass \t \t \t Pass\n", "1598 498.00853199999995 Simple pass \t \t \t Pass\n", "1598 501.64956400000005 Simple pass \t \t \t Pass\n", "1598 504.61575300000004 Acceleration \t \t \t Others on the ball\n", "1598 508.71558000000005 Ground attacking duel \t \t \t Duel\n", "10840 508.98612 Ground defending duel \t \t \t Duel\n", "10840 511.551163 Foul \t \t \t Foul\n", "1598 562.061097 Free kick cross \t \t \t Free Kick\n", "10840 563.716163 Air duel \t \t \t Duel\n", "1598 564.057832 Air duel \t \t \t Duel\n", "10840 590.609901 Throw in \t \t \t Free Kick\n", "1598 592.389218 Air duel \t \t \t Duel\n", "10840 592.652899 Touch \t \t \t Others on the ball\n", "1598 596.136402 Simple pass \t \t \t Pass\n", "1598 602.702812 Simple pass \t \t \t Pass\n", "1598 604.735716 Touch \t \t \t Others on the ball\n", "1598 609.654884 Simple pass \t \t \t Pass\n", "1598 610.162324 Simple pass \t \t \t Pass\n", "1598 612.51321 High pass \t \t \t Pass\n", "10840 614.961126 Clearance \t \t \t Others on the ball\n", "1598 620.681486 Throw in \t \t \t Free Kick\n", "1598 624.537842 Simple pass \t \t \t Pass\n", "1598 627.02842 Simple pass \t \t \t Pass\n", "1598 630.035462 Simple pass \t \t \t Pass\n", "1598 630.78422 Simple pass \t \t \t Pass\n", "1598 631.137184 Simple pass \t \t \t Pass\n", "1598 634.389701 High pass \t \t \t Pass\n", "1598 636.439616 Touch \t \t \t Others on the ball\n", "10840 658.664071 Throw in \t \t \t Free Kick\n", "1598 660.879443 Ground loose ball duel \t \t \t Duel\n", "10840 661.062177 Ground loose ball duel \t \t \t Duel\n", "10840 661.703301 Head pass \t \t \t Pass\n", "10840 662.601442 Ground loose ball duel \t \t \t Duel\n", "1598 662.625183 Head pass \t \t \t Pass\n", "1598 663.761717 Simple pass \t \t \t Pass\n", "1598 664.926838 Simple pass \t \t \t Pass\n", "1598 666.739527 Simple pass \t \t \t Pass\n", "1598 669.500757 Simple pass \t \t \t Pass\n", "1598 670.808651 Simple pass \t \t \t Pass\n", "1598 673.005386 Simple pass \t \t \t Pass\n", "1598 676.281443 Simple pass \t \t \t Pass\n", "1598 678.295684 Simple pass \t \t \t Pass\n", "1598 680.887617 Simple pass \t \t \t Pass\n", "1598 681.887771 Simple pass \t \t \t Pass\n", "1598 683.057806 High pass \t \t \t Pass\n", "10840 684.2435700000001 Touch \t \t \t Others on the ball\n", "1598 686.174397 Air duel \t \t \t Duel\n", "10840 686.3970400000001 Air duel \t \t \t Duel\n", "10840 687.436451 Ground loose ball duel \t \t \t Duel\n", "1598 687.809191 Ground loose ball duel \t \t \t Duel\n", "10840 688.84941 Head pass \t \t \t Pass\n", "1598 690.0525230000001 Ground attacking duel \t \t \t Duel\n", "10840 690.1025910000001 Ground defending duel \t \t \t Duel\n", "10840 690.9306099999999 Head pass \t \t \t Pass\n", "1598 693.864487 Ground attacking duel \t \t \t Duel\n", "10840 695.126966 Ground defending duel \t \t \t Duel\n", "10840 696.300354 Foul \t \t \t Foul\n", "1598 740.566662 Free kick cross \t \t \t Free Kick\n", "10840 742.224843 Ground loose ball duel \t \t \t Duel\n", "1598 742.2951700000001 Head pass \t \t \t Pass\n", "1598 743.433172 Ground loose ball duel \t \t \t Duel\n", "10840 743.5074629999999 Ground loose ball duel \t \t \t Duel\n", "10840 745.8659950000001 Clearance \t \t \t Others on the ball\n", "10840 749.0518 Clearance \t \t \t Others on the ball\n", "1598 751.288254 Simple pass \t \t \t Pass\n", "1598 753.229889 Cross \t \t \t Pass\n", "1598 754.440742 Air duel \t \t \t Duel\n", "1598 754.440742 Air duel \t \t \t Duel\n", "10840 754.4846070000001 Air duel \t \t \t Duel\n", "10840 754.995831 Air duel \t \t \t Duel\n", "10840 756.594527 Air duel \t \t \t Duel\n", "1598 757.1049330000001 Air duel \t \t \t Duel\n", "1598 760.831365 High pass \t \t \t Pass\n", "10840 763.4402930000001 Ground defending duel \t \t \t Duel\n", "1598 763.586926 Touch \t \t \t Others on the ball\n", "10840 765.743136 Clearance \t \t \t Others on the ball\n", "1598 767.0207620000001 Head pass \t \t \t Pass\n", "1598 768.7791520000001 Touch \t \t \t Others on the ball\n", "1598 770.0688660000001 Ground defending duel \t \t \t Duel\n", "10840 770.287429 Ground attacking duel \t \t \t Duel\n", "1598 771.6256020000001 Foul \t \t \t Foul\n", "1598 788.852961 Hand pass \t \t \t Pass\n", "1598 792.056411 Simple pass \t \t \t Pass\n", "1598 795.0953030000001 Simple pass \t \t \t Pass\n", "1598 797.697026 Smart pass \t \t \t Pass\n", "10840 827.2161940000001 Goal kick \t \t \t Free Kick\n", "10840 830.2550140000001 Air duel \t \t \t Duel\n", "1598 830.5791549999999 Air duel \t \t \t Duel\n", "1598 832.087933 Head pass \t \t \t Pass\n", "10840 834.796402 Shot \t \t \t Shot\n", "1598 844.2928690000001 Goal kick \t \t \t Free Kick\n", "1598 846.101516 Touch \t \t \t Others on the ball\n", "1598 851.0883449999999 Simple pass \t \t \t Pass\n", "1598 854.111623 High pass \t \t \t Pass\n", "10840 873.7910159999999 Throw in \t \t \t Free Kick\n", "1598 875.473692 Simple pass \t \t \t Pass\n", "10840 876.4391290000001 Simple pass \t \t \t Pass\n", "1598 877.674876 Simple pass \t \t \t Pass\n", "10840 878.587354 Touch \t \t \t Others on the ball\n", "1598 878.6787850000001 Simple pass \t \t \t Pass\n", "1598 880.0854099999999 Ground defending duel \t \t \t Duel\n", "10840 880.273518 Ground attacking duel \t \t \t Duel\n", "1598 881.957922 Foul \t \t \t Foul\n", "10840 892.5131100000001 Simple pass \t \t \t Pass\n", "10840 894.3145400000001 Ground attacking duel \t \t \t Duel\n", "1598 894.370739 Ground defending duel \t \t \t Duel\n", "1598 895.589048 Simple pass \t \t \t Pass\n", "1598 897.29816 Ground attacking duel \t \t \t Duel\n", "10840 897.484397 Ground defending duel \t \t \t Duel\n", "1598 899.3838000000001 Simple pass \t \t \t Pass\n", "1598 900.520571 Simple pass \t \t \t Pass\n", "1598 902.8996729999999 Simple pass \t \t \t Pass\n", "1598 906.026394 Simple pass \t \t \t Pass\n", "1598 908.9943800000001 Simple pass \t \t \t Pass\n", "10840 910.115059 Touch \t \t \t Others on the ball\n", "1598 911.4026859999999 Simple pass \t \t \t Pass\n", "1598 913.9216530000001 Simple pass \t \t \t Pass\n", "1598 916.298603 Touch \t \t \t Others on the ball\n", "1598 921.24863 Simple pass \t \t \t Pass\n", "1598 926.296388 Ground attacking duel \t \t \t Duel\n", "10840 926.542128 Ground defending duel \t \t \t Duel\n", "1598 927.148533 Simple pass \t \t \t Pass\n", "10840 928.772991 Touch \t \t \t Others on the ball\n", "1598 930.3983479999999 High pass \t \t \t Pass\n", "10840 932.0638289999999 Goalkeeper leaving line \t \t \t Goalkeeper leaving line\n", "10840 949.4162309999999 Launch \t \t \t Pass\n", "10840 952.347602 Air duel \t \t \t Duel\n", "1598 952.3958250000001 Air duel \t \t \t Duel\n", "10840 976.054717 Throw in \t \t \t Free Kick\n", "1598 977.225414 Ground defending duel \t \t \t Duel\n", "10840 977.508143 Ground attacking duel \t \t \t Duel\n", "10840 978.8631399999999 High pass \t \t \t Pass\n", "1598 979.241045 Touch \t \t \t Others on the ball\n", "10840 984.1052159999999 Cross \t \t \t Pass\n", "1598 985.0931700000001 Ground loose ball duel \t \t \t Duel\n", "1598 994.606205 Throw in \t \t \t Free Kick\n", "1598 998.257075 Simple pass \t \t \t Pass\n", "1598 1001.207302 Simple pass \t \t \t Pass\n", "1598 1004.177666 Simple pass \t \t \t Pass\n", "1598 1005.6337149999999 Touch \t \t \t Others on the ball\n", "1598 1010.032815 Simple pass \t \t \t Pass\n", "1598 1012.7031119999999 Simple pass \t \t \t Pass\n", "1598 1014.902853 Simple pass \t \t \t Pass\n", "1598 1017.7198619999999 Simple pass \t \t \t Pass\n", "1598 1019.551154 Smart pass \t \t \t Pass\n", "10840 1020.5677129999999 Touch \t \t \t Others on the ball\n", "1598 1020.8423479999999 Touch \t \t \t Others on the ball\n", "10840 1023.1498610000001 Clearance \t \t \t Others on the ball\n", "1598 1030.340519 Simple pass \t \t \t Pass\n", "1598 1032.723124 Touch \t \t \t Others on the ball\n", "1598 1036.447669 Simple pass \t \t \t Pass\n", "1598 1039.330306 Simple pass \t \t \t Pass\n", "1598 1040.855957 Simple pass \t \t \t Pass\n", "1598 1042.043669 Simple pass \t \t \t Pass\n", "1598 1045.8014 Simple pass \t \t \t Pass\n", "1598 1049.270005 Simple pass \t \t \t Pass\n", "1598 1052.988682 Simple pass \t \t \t Pass\n", "1598 1054.545474 Simple pass \t \t \t Pass\n", "1598 1056.214568 Simple pass \t \t \t Pass\n", "1598 1058.621783 Simple pass \t \t \t Pass\n", "1598 1061.732215 Simple pass \t \t \t Pass\n", "1598 1063.916768 Simple pass \t \t \t Pass\n", "1598 1064.34049 Simple pass \t \t \t Pass\n", "10840 1065.444115 Simple pass \t \t \t Pass\n", "1598 1066.442635 Simple pass \t \t \t Pass\n", "1598 1066.990471 Touch \t \t \t Others on the ball\n", "10840 1069.578965 Clearance \t \t \t Others on the ball\n", "1598 1074.739205 Throw in \t \t \t Free Kick\n", "1598 1076.53313 Simple pass \t \t \t Pass\n", "1598 1080.342783 Simple pass \t \t \t Pass\n", "1598 1082.482737 Simple pass \t \t \t Pass\n", "1598 1083.94112 Touch \t \t \t Others on the ball\n", "1598 1086.868164 Shot \t \t \t Shot\n", "10840 1088.950039 Touch \t \t \t Others on the ball\n", "1598 1100.610945 Throw in \t \t \t Free Kick\n", "1598 1102.849795 Simple pass \t \t \t Pass\n", "1598 1104.550449 Simple pass \t \t \t Pass\n", "1598 1105.247251 Simple pass \t \t \t Pass\n", "1598 1105.478303 Simple pass \t \t \t Pass\n", "1598 1108.451434 Simple pass \t \t \t Pass\n", "1598 1109.345798 Simple pass \t \t \t Pass\n", "1598 1111.956461 Simple pass \t \t \t Pass\n", "1598 1114.232842 Simple pass \t \t \t Pass\n", "1598 1116.230415 Simple pass \t \t \t Pass\n", "1598 1118.75858 Simple pass \t \t \t Pass\n", "1598 1121.191099 Simple pass \t \t \t Pass\n", "1598 1124.974393 Simple pass \t \t \t Pass\n", "1598 1127.629499 Simple pass \t \t \t Pass\n", "1598 1129.668441 Simple pass \t \t \t Pass\n", "1598 1131.75474 Simple pass \t \t \t Pass\n", "1598 1132.718235 Simple pass \t \t \t Pass\n", "1598 1135.180571 Simple pass \t \t \t Pass\n", "1598 1137.286273 Simple pass \t \t \t Pass\n", "1598 1139.368311 Smart pass \t \t \t Pass\n", "10840 1139.786847 Touch \t \t \t Others on the ball\n", "1598 1141.261656 Simple pass \t \t \t Pass\n", "1598 1143.210341 Simple pass \t \t \t Pass\n", "1598 1145.040346 Simple pass \t \t \t Pass\n", "1598 1145.25972 Simple pass \t \t \t Pass\n", "10840 1146.777781 Clearance \t \t \t Others on the ball\n", "1598 1150.204868 Simple pass \t \t \t Pass\n", "1598 1153.440857 Simple pass \t \t \t Pass\n", "1598 1156.787273 High pass \t \t \t Pass\n", "1598 1160.768773 Simple pass \t \t \t Pass\n", "1598 1161.770199 Smart pass \t \t \t Pass\n", "10840 1165.171205 Ground attacking duel \t \t \t Duel\n", "1598 1165.222882 Ground defending duel \t \t \t Duel\n", "1598 1167.371478 Foul \t \t \t Foul\n", "10840 1199.61277 Free Kick \t \t \t Free Kick\n", "10840 1202.393045 Air duel \t \t \t Duel\n", "1598 1202.39516 Air duel \t \t \t Duel\n", "1598 1208.865451 Hand pass \t \t \t Pass\n", "1598 1211.104273 Touch \t \t \t Others on the ball\n", "1598 1215.664691 Simple pass \t \t \t Pass\n", "1598 1218.663845 Simple pass \t \t \t Pass\n", "1598 1219.361079 Simple pass \t \t \t Pass\n", "1598 1220.492005 Simple pass \t \t \t Pass\n", "1598 1223.204841 Simple pass \t \t \t Pass\n", "1598 1225.102057 Simple pass \t \t \t Pass\n", "1598 1226.828393 Simple pass \t \t \t Pass\n", "1598 1229.032911 Simple pass \t \t \t Pass\n", "1598 1231.538113 Simple pass \t \t \t Pass\n", "1598 1233.051281 Simple pass \t \t \t Pass\n", "1598 1234.323523 Simple pass \t \t \t Pass\n", "1598 1236.679039 Simple pass \t \t \t Pass\n", "1598 1238.922559 Ground attacking duel \t \t \t Duel\n", "10840 1239.163795 Ground defending duel \t \t \t Duel\n", "1598 1249.325677 Throw in \t \t \t Free Kick\n", "1598 1253.03662 Simple pass \t \t \t Pass\n", "1598 1256.530129 Simple pass \t \t \t Pass\n", "1598 1259.195948 Simple pass \t \t \t Pass\n", "1598 1262.488175 Simple pass \t \t \t Pass\n", "10840 1263.024736 Ground defending duel \t \t \t Duel\n", "1598 1263.123803 Ground attacking duel \t \t \t Duel\n", "10840 1263.980389 Ground loose ball duel \t \t \t Duel\n", "1598 1264.041832 Ground loose ball duel \t \t \t Duel\n", "1598 1265.192891 Simple pass \t \t \t Pass\n", "1598 1266.628319 Ground attacking duel \t \t \t Duel\n", "10840 1266.915317 Ground defending duel \t \t \t Duel\n", "10840 1268.689003 Foul \t \t \t Foul\n", "1598 1311.919803 Free kick shot \t \t \t Free Kick\n", "10840 1312.876609 Touch \t \t \t Others on the ball\n", "10840 1319.939865 Hand pass \t \t \t Pass\n", "10840 1321.446931 Ground attacking duel \t \t \t Duel\n", "1598 1321.616391 Ground defending duel \t \t \t Duel\n", "1598 1322.91853 Simple pass \t \t \t Pass\n", "1598 1326.241792 Simple pass \t \t \t Pass\n", "1598 1329.383531 Simple pass \t \t \t Pass\n", "10840 1330.140157 Ground defending duel \t \t \t Duel\n", "1598 1330.494193 Ground attacking duel \t \t \t Duel\n", "1598 1331.107971 Ground attacking duel \t \t \t Duel\n", "10840 1331.36226 Ground defending duel \t \t \t Duel\n", "10840 1332.586369 Simple pass \t \t \t Pass\n", "10840 1335.090941 Ground attacking duel \t \t \t Duel\n", "1598 1335.318806 Ground defending duel \t \t \t Duel\n", "10840 1337.407566 Ground defending duel \t \t \t Duel\n", "1598 1338.147244 Ground attacking duel \t \t \t Duel\n", "10840 1339.601473 Foul \t \t \t Foul\n", "1598 1459.087178 Free kick shot \t \t \t Free Kick\n", "10840 1461.043362 Save attempt \t \t \t Save attempt\n", "10840 1461.72985 Touch \t \t \t Others on the ball\n", "10840 1478.145965 Launch \t \t \t Pass\n", "1598 1481.663832 Head pass \t \t \t Pass\n", "10840 1483.710713 Head pass \t \t \t Pass\n", "10840 1485.126331 Launch \t \t \t Pass\n", "1598 1487.920486 Ground loose ball duel \t \t \t Duel\n", "10840 1488.075099 Ground loose ball duel \t \t \t Duel\n", "1598 1488.366656 Head pass \t \t \t Pass\n", "1598 1489.554449 Head pass \t \t \t Pass\n", "1598 1493.490424 Hand pass \t \t \t Pass\n", "1598 1497.007744 Simple pass \t \t \t Pass\n", "1598 1501.138038 Simple pass \t \t \t Pass\n", "1598 1502.719954 Simple pass \t \t \t Pass\n", "1598 1503.180101 Simple pass \t \t \t Pass\n", "1598 1506.598988 Simple pass \t \t \t Pass\n", "1598 1510.075792 Simple pass \t \t \t Pass\n", "1598 1511.299911 Simple pass \t \t \t Pass\n", "1598 1514.520162 Simple pass \t \t \t Pass\n", "1598 1516.233398 Touch \t \t \t Others on the ball\n", "1598 1522.50277 Simple pass \t \t \t Pass\n", "1598 1523.263175 Simple pass \t \t \t Pass\n", "1598 1523.839454 Simple pass \t \t \t Pass\n", "1598 1526.546222 Simple pass \t \t \t Pass\n", "1598 1527.459046 Touch \t \t \t Others on the ball\n", "10840 1530.003975 High pass \t \t \t Pass\n", "1598 1536.787169 Simple pass \t \t \t Pass\n", "1598 1540.140511 Simple pass \t \t \t Pass\n", "1598 1541.834233 Simple pass \t \t \t Pass\n", "1598 1546.022663 Simple pass \t \t \t Pass\n", "1598 1546.793141 Simple pass \t \t \t Pass\n", "1598 1552.436862 Simple pass \t \t \t Pass\n", "1598 1553.750611 Simple pass \t \t \t Pass\n", "10840 1557.232248 Ground attacking duel \t \t \t Duel\n", "1598 1557.804874 Ground defending duel \t \t \t Duel\n", "10840 1559.420302 Acceleration \t \t \t Others on the ball\n", "10840 1560.947998 Ground attacking duel \t \t \t Duel\n", "10840 1563.624654 Simple pass \t \t \t Pass\n", "10840 1567.039443 Simple pass \t \t \t Pass\n", "10840 1569.076597 Simple pass \t \t \t Pass\n", "10840 1572.621712 Simple pass \t \t \t Pass\n", "10840 1574.701588 Simple pass \t \t \t Pass\n", "10840 1577.386106 Simple pass \t \t \t Pass\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1598 1585.668799 Throw in \t \t \t Free Kick\n", "1598 1588.50574 Simple pass \t \t \t Pass\n", "1598 1591.8872 Simple pass \t \t \t Pass\n", "1598 1593.477715 Simple pass \t \t \t Pass\n", "1598 1595.047985 Simple pass \t \t \t Pass\n", "1598 1596.888708 Simple pass \t \t \t Pass\n", "1598 1599.368851 Cross \t \t \t Pass\n", "1598 1600.881704 Touch \t \t \t Others on the ball\n", "10840 1601.740893 Clearance \t \t \t Others on the ball\n", "10840 1603.874547 Clearance \t \t \t Others on the ball\n", "10840 1605.590426 Clearance \t \t \t Others on the ball\n", "1598 1608.195891 Simple pass \t \t \t Pass\n", "1598 1610.963118 Simple pass \t \t \t Pass\n", "1598 1611.629257 Simple pass \t \t \t Pass\n", "1598 1613.392174 High pass \t \t \t Pass\n", "10840 1660.022797 Goal kick \t \t \t Free Kick\n", "10840 1663.723365 Air duel \t \t \t Duel\n", "1598 1663.982983 Air duel \t \t \t Duel\n", "10840 1667.158152 Simple pass \t \t \t Pass\n", "10840 1670.595922 Ground attacking duel \t \t \t Duel\n", "1598 1671.094182 Ground defending duel \t \t \t Duel\n", "10840 1674.282392 Simple pass \t \t \t Pass\n", "10840 1678.139546 Simple pass \t \t \t Pass\n", "10840 1681.848324 Smart pass \t \t \t Pass\n", "1598 1684.698671 Simple pass \t \t \t Pass\n", "1598 1687.144174 Simple pass \t \t \t Pass\n", "1598 1688.732866 Simple pass \t \t \t Pass\n", "1598 1691.694424 Simple pass \t \t \t Pass\n", "1598 1697.027373 Simple pass \t \t \t Pass\n", "1598 1698.824013 Touch \t \t \t Others on the ball\n", "1598 1703.932629 Simple pass \t \t \t Pass\n", "1598 1705.045207 Simple pass \t \t \t Pass\n", "1598 1709.53258 Simple pass \t \t \t Pass\n", "1598 1711.5470260000002 Simple pass \t \t \t Pass\n", "1598 1714.217455 Simple pass \t \t \t Pass\n", "1598 1720.611625 Simple pass \t \t \t Pass\n", "1598 1725.22044 Simple pass \t \t \t Pass\n", "1598 1728.304129 Simple pass \t \t \t Pass\n", "1598 1730.40758 Simple pass \t \t \t Pass\n", "1598 1733.291092 Simple pass \t \t \t Pass\n", "1598 1734.4755340000002 Simple pass \t \t \t Pass\n", "1598 1737.8850360000001 Simple pass \t \t \t Pass\n", "1598 1741.308071 Simple pass \t \t \t Pass\n", "1598 1742.7685430000001 Simple pass \t \t \t Pass\n", "1598 1743.8653490000002 Simple pass \t \t \t Pass\n", "1598 1745.08747 Smart pass \t \t \t Pass\n", "1598 1746.291835 Simple pass \t \t \t Pass\n", "10840 1747.2357029999998 Clearance \t \t \t Others on the ball\n", "1598 1755.517753 Corner \t \t \t Free Kick\n", "1598 1758.0424819999998 Simple pass \t \t \t Pass\n", "1598 1759.99028 Simple pass \t \t \t Pass\n", "1598 1760.901833 Simple pass \t \t \t Pass\n", "1598 1762.3254820000002 Cross \t \t \t Pass\n", "10840 1763.8314070000001 Clearance \t \t \t Others on the ball\n", "1598 1765.560981 Air duel \t \t \t Duel\n", "10840 1765.7346429999998 Air duel \t \t \t Duel\n", "10840 1766.3347680000002 Air duel \t \t \t Duel\n", "1598 1766.885073 Air duel \t \t \t Duel\n", "1598 1768.289804 Shot \t \t \t Shot\n", "10840 1798.682788 Goal kick \t \t \t Free Kick\n", "1598 1802.7369939999999 Air duel \t \t \t Duel\n", "10840 1802.99986 Air duel \t \t \t Duel\n", "1598 1805.1367930000001 Simple pass \t \t \t Pass\n", "1598 1809.0526020000002 Simple pass \t \t \t Pass\n", "1598 1812.521683 Simple pass \t \t \t Pass\n", "1598 1815.509461 High pass \t \t \t Pass\n", "10840 1818.278209 Clearance \t \t \t Others on the ball\n", "1598 1822.348105 Throw in \t \t \t Free Kick\n", "1598 1824.1371239999999 Simple pass \t \t \t Pass\n", "1598 1825.4663620000001 Simple pass \t \t \t Pass\n", "1598 1828.036591 Simple pass \t \t \t Pass\n", "10840 1829.8426129999998 Ground defending duel \t \t \t Duel\n", "1598 1830.0365219999999 Ground attacking duel \t \t \t Duel\n", "10840 1831.2552179999998 Ground defending duel \t \t \t Duel\n", "1598 1831.3525490000002 Ground attacking duel \t \t \t Duel\n", "1598 1833.6157549999998 Shot \t \t \t Shot\n", "10840 1861.4091859999999 Goal kick \t \t \t Free Kick\n", "10840 1864.9289509999999 Simple pass \t \t \t Pass\n", "10840 1866.778718 Launch \t \t \t Pass\n", "1598 1871.280933 Head pass \t \t \t Pass\n", "1598 1874.096266 Simple pass \t \t \t Pass\n", "1598 1876.8520239999998 Touch \t \t \t Others on the ball\n", "1598 1884.0197790000002 Simple pass \t \t \t Pass\n", "1598 1886.652712 Simple pass \t \t \t Pass\n", "1598 1888.3921099999998 Simple pass \t \t \t Pass\n", "1598 1889.194646 Simple pass \t \t \t Pass\n", "1598 1893.463259 Simple pass \t \t \t Pass\n", "1598 1898.2764269999998 Simple pass \t \t \t Pass\n", "1598 1900.384842 Simple pass \t \t \t Pass\n", "1598 1902.1881669999998 Simple pass \t \t \t Pass\n", "1598 1903.5853430000002 Simple pass \t \t \t Pass\n", "1598 1906.364999 Simple pass \t \t \t Pass\n", "1598 1908.676974 Simple pass \t \t \t Pass\n", "1598 1910.3520509999998 Simple pass \t \t \t Pass\n", "1598 1913.5723360000002 Simple pass \t \t \t Pass\n", "1598 1913.8135579999998 Simple pass \t \t \t Pass\n", "1598 1917.719427 Simple pass \t \t \t Pass\n", "1598 1918.312566 Simple pass \t \t \t Pass\n", "1598 1919.046988 Simple pass \t \t \t Pass\n", "1598 1920.3517350000002 Simple pass \t \t \t Pass\n", "1598 1923.277748 Simple pass \t \t \t Pass\n", "10840 1924.5494370000001 Simple pass \t \t \t Pass\n", "10840 1927.6867550000002 Clearance \t \t \t Others on the ball\n", "1598 1932.4994310000002 Simple pass \t \t \t Pass\n", "1598 1936.65272 Simple pass \t \t \t Pass\n", "1598 1942.1166469999998 Simple pass \t \t \t Pass\n", "1598 1945.152826 Simple pass \t \t \t Pass\n", "1598 1951.8183680000002 Simple pass \t \t \t Pass\n", "1598 1955.7048399999999 Simple pass \t \t \t Pass\n", "1598 1957.112878 Simple pass \t \t \t Pass\n", "1598 1958.8241939999998 Simple pass \t \t \t Pass\n", "10840 1959.322904 Simple pass \t \t \t Pass\n", "10840 1961.091816 Simple pass \t \t \t Pass\n", "10840 1963.13551 Clearance \t \t \t Others on the ball\n", "1598 1968.201998 Simple pass \t \t \t Pass\n", "1598 1970.393494 Ground attacking duel \t \t \t Duel\n", "10840 1970.4154859999999 Ground defending duel \t \t \t Duel\n", "1598 1972.0750520000001 Simple pass \t \t \t Pass\n", "10840 2007.751193 Throw in \t \t \t Free Kick\n", "1598 2009.5288890000002 Ground defending duel \t \t \t Duel\n", "10840 2010.661391 High pass \t \t \t Pass\n", "1598 2012.9711419999999 Touch \t \t \t Others on the ball\n", "10840 2014.946136 Touch \t \t \t Others on the ball\n", "10840 2016.7561719999999 Ground defending duel \t \t \t Duel\n", "1598 2016.9989289999999 Ground attacking duel \t \t \t Duel\n", "1598 2019.781433 Simple pass \t \t \t Pass\n", "1598 2023.461993 Simple pass \t \t \t Pass\n", "1598 2024.8802150000001 Simple pass \t \t \t Pass\n", "1598 2026.448668 Cross \t \t \t Pass\n", "10840 2028.185324 Clearance \t \t \t Others on the ball\n", "10840 2031.4757789999999 Ground defending duel \t \t \t Duel\n", "1598 2031.902165 Ground attacking duel \t \t \t Duel\n", "10840 2032.421804 Simple pass \t \t \t Pass\n", "1598 2034.777982 Ground defending duel \t \t \t Duel\n", "10840 2034.8463539999998 Ground attacking duel \t \t \t Duel\n", "1598 2035.4425919999999 Simple pass \t \t \t Pass\n", "10840 2087.180465 Throw in \t \t \t Free Kick\n", "10840 2088.749753 Touch \t \t \t Others on the ball\n", "1598 2089.068781 Simple pass \t \t \t Pass\n", "1598 2090.603849 Clearance \t \t \t Others on the ball\n", "10840 2100.569662 High pass \t \t \t Pass\n", "1598 2102.856436 Head pass \t \t \t Pass\n", "1598 2106.156452 Ground defending duel \t \t \t Duel\n", "10840 2111.321525 Throw in \t \t \t Free Kick\n", "10840 2113.18864 Simple pass \t \t \t Pass\n", "10840 2114.732939 Simple pass \t \t \t Pass\n", "10840 2116.351487 Ground attacking duel \t \t \t Duel\n", "1598 2116.546537 Ground defending duel \t \t \t Duel\n", "10840 2118.33988 Simple pass \t \t \t Pass\n", "10840 2119.067978 Simple pass \t \t \t Pass\n", "10840 2121.681101 Simple pass \t \t \t Pass\n", "1598 2122.389711 Ground defending duel \t \t \t Duel\n", "10840 2122.497702 Ground attacking duel \t \t \t Duel\n", "10840 2124.371588 Ground attacking duel \t \t \t Duel\n", "1598 2124.859123 Ground defending duel \t \t \t Duel\n", "10840 2126.14868 Simple pass \t \t \t Pass\n", "10840 2128.882557 Cross \t \t \t Pass\n", "1598 2129.65993 Clearance \t \t \t Others on the ball\n", "10840 2170.269065 Corner \t \t \t Free Kick\n", "1598 2171.660648 Clearance \t \t \t Others on the ball\n", "10840 2178.955164 Simple pass \t \t \t Pass\n", "10840 2182.220435 Ground attacking duel \t \t \t Duel\n", "1598 2183.396789 Ground defending duel \t \t \t Duel\n", "10840 2184.81237 Simple pass \t \t \t Pass\n", "1598 2282.154348 Throw in \t \t \t Free Kick\n", "1598 2284.201084 Launch \t \t \t Pass\n", "10840 2301.201626 Hand pass \t \t \t Pass\n", "1598 2360.382189 Throw in \t \t \t Free Kick\n", "1598 2364.864824 Simple pass \t \t \t Pass\n", "1598 2367.700686 Simple pass \t \t \t Pass\n", "1598 2369.899559 Simple pass \t \t \t Pass\n", "1598 2371.372147 Simple pass \t \t \t Pass\n", "1598 2372.76867 Simple pass \t \t \t Pass\n", "1598 2375.630974 Simple pass \t \t \t Pass\n", "1598 2378.606843 Simple pass \t \t \t Pass\n", "1598 2381.037458 Cross \t \t \t Pass\n", "10840 2382.320279 Touch \t \t \t Others on the ball\n", "1598 2384.137913 Cross \t \t \t Pass\n", "10840 2385.760972 Clearance \t \t \t Others on the ball\n", "1598 2388.153277 Simple pass \t \t \t Pass\n", "1598 2393.543913 Ground attacking duel \t \t \t Duel\n", "10840 2393.848867 Ground defending duel \t \t \t Duel\n", "10840 2396.161411 Foul \t \t \t Foul\n", "1598 2397.91732 Free Kick \t \t \t Free Kick\n", "1598 2400.173677 Simple pass \t \t \t Pass\n", "1598 2402.27281 Simple pass \t \t \t Pass\n", "1598 2406.596921 Simple pass \t \t \t Pass\n", "1598 2407.732321 Simple pass \t \t \t Pass\n", "1598 2409.577813 High pass \t \t \t Pass\n", "1598 2412.779911 Simple pass \t \t \t Pass\n", "1598 2416.482611 Simple pass \t \t \t Pass\n", "1598 2417.321727 Touch \t \t \t Others on the ball\n", "1598 2421.50358 Simple pass \t \t \t Pass\n", "1598 2425.127388 Simple pass \t \t \t Pass\n", "1598 2426.82197 Simple pass \t \t \t Pass\n", "1598 2429.026458 Simple pass \t \t \t Pass\n", "1598 2430.981881 Cross \t \t \t Pass\n", "10840 2432.247429 Touch \t \t \t Others on the ball\n", "10840 2434.399407 Ground defending duel \t \t \t Duel\n", "1598 2435.34772 Simple pass \t \t \t Pass\n", "1598 2435.96022 Simple pass \t \t \t Pass\n", "1598 2438.662456 Simple pass \t \t \t Pass\n", "1598 2441.763957 Simple pass \t \t \t Pass\n", "1598 2443.148742 High pass \t \t \t Pass\n", "10840 2446.040297 Clearance \t \t \t Others on the ball\n", "1598 2447.701524 Simple pass \t \t \t Pass\n", "1598 2450.80215 Simple pass \t \t \t Pass\n", "1598 2452.564122 Touch \t \t \t Others on the ball\n", "1598 2455.837161 High pass \t \t \t Pass\n", "1598 2461.229462 Ground attacking duel \t \t \t Duel\n", "1598 2463.126654 Cross \t \t \t Pass\n", "10840 2463.189404 Ground defending duel \t \t \t Duel\n", "1598 2464.951338 Shot \t \t \t Shot\n", "10840 2465.922264 Touch \t \t \t Others on the ball\n", "10840 2466.543433 Touch \t \t \t Others on the ball\n", "10840 2469.603533 Clearance \t \t \t Others on the ball\n", "1598 2505.717579 Throw in \t \t \t Free Kick\n", "1598 2510.437207 Simple pass \t \t \t Pass\n", "1598 2514.228517 Simple pass \t \t \t Pass\n", "10840 2516.662866 Ground defending duel \t \t \t Duel\n", "1598 2517.384567 Ground attacking duel \t \t \t Duel\n", "1598 2518.542757 Simple pass \t \t \t Pass\n", "1598 2520.427817 Simple pass \t \t \t Pass\n", "1598 2523.83604 Simple pass \t \t \t Pass\n", "1598 2525.805527 Cross \t \t \t Pass\n", "1598 2526.689199 Simple pass \t \t \t Pass\n", "1598 2529.723758 Simple pass \t \t \t Pass\n", "10840 2560.528684 Throw in \t \t \t Free Kick\n", "1598 2566.433854 Simple pass \t \t \t Pass\n", "1598 2568.058059 Touch \t \t \t Others on the ball\n", "1598 2572.846928 Simple pass \t \t \t Pass\n", "1598 2573.786687 Simple pass \t \t \t Pass\n", "1598 2574.868853 Touch \t \t \t Others on the ball\n", "1598 2577.157903 Simple pass \t \t \t Pass\n", "1598 2580.361662 Cross \t \t \t Pass\n", "10840 2581.520152 Touch \t \t \t Others on the ball\n", "1598 2588.399412 Throw in \t \t \t Free Kick\n", "1598 2591.634296 Simple pass \t \t \t Pass\n", "1598 2595.062014 Simple pass \t \t \t Pass\n", "1598 2597.150123 Simple pass \t \t \t Pass\n", "1598 2598.815344 Simple pass \t \t \t Pass\n", "10840 2600.770048 Launch \t \t \t Pass\n", "10840 2605.740605 Ground defending duel \t \t \t Duel\n", "1598 2606.979076 Ground attacking duel \t \t \t Duel\n", "10840 2609.329662 Foul \t \t \t Foul\n", "1598 2614.106303 Free Kick \t \t \t Free Kick\n", "1598 2617.946152 Simple pass \t \t \t Pass\n", "1598 2622.628062 Simple pass \t \t \t Pass\n", "1598 2628.014423 High pass \t \t \t Pass\n", "1598 2628.498026 Touch \t \t \t Others on the ball\n", "10840 2629.843386 Head pass \t \t \t Pass\n", "10840 2633.402132 Clearance \t \t \t Others on the ball\n", "1598 2639.824684 Simple pass \t \t \t Pass\n", "1598 2641.052476 Simple pass \t \t \t Pass\n", "1598 2642.689975 Simple pass \t \t \t Pass\n", "1598 2646.207758 Simple pass \t \t \t Pass\n", "1598 2647.71536 Simple pass \t \t \t Pass\n", "1598 2649.385991 Ground attacking duel \t \t \t Duel\n", "10840 2649.97793 Ground defending duel \t \t \t Duel\n", "1598 2650.938302 Shot \t \t \t Shot\n", "10840 2652.159239 Touch \t \t \t Others on the ball\n", "10840 2653.046822 Clearance \t \t \t Others on the ball\n", "1598 2661.051379 Throw in \t \t \t Free Kick\n", "1598 2664.132029 Simple pass \t \t \t Pass\n", "1598 2667.128122 Simple pass \t \t \t Pass\n", "1598 2670.258248 Simple pass \t \t \t Pass\n", "1598 2671.913997 Touch \t \t \t Others on the ball\n", "1598 2673.489246 Simple pass \t \t \t Pass\n", "10840 2675.583975 Simple pass \t \t \t Pass\n", "10840 2676.811735 Simple pass \t \t \t Pass\n", "1598 2685.19067 Throw in \t \t \t Free Kick\n", "1598 2686.861842 Simple pass \t \t \t Pass\n", "1598 2689.414627 Simple pass \t \t \t Pass\n", "1598 2691.344356 Simple pass \t \t \t Pass\n", "1598 2694.121694 Simple pass \t \t \t Pass\n", "1598 2695.033647 Simple pass \t \t \t Pass\n", "1598 2697.073065 Ground attacking duel \t \t \t Duel\n", "10840 2697.213436 Ground defending duel \t \t \t Duel\n", "10840 2730.334471 Goal kick \t \t \t Free Kick\n", "1598 2733.768745 Air duel \t \t \t Duel\n", "10840 2733.865059 Air duel \t \t \t Duel\n", "10840 2735.842521 Head pass \t \t \t Pass\n", "10840 2738.275098 High pass \t \t \t Pass\n", "1598 2739.662688 Simple pass \t \t \t Pass\n", "1598 2740.582295 Touch \t \t \t Others on the ball\n", "10840 2741.029951 Ground loose ball duel \t \t \t Duel\n", "1598 2741.057519 Ground loose ball duel \t \t \t Duel\n", "10840 2742.937226 Simple pass \t \t \t Pass\n", "1598 2749.095563 Throw in \t \t \t Free Kick\n", "1598 2752.599812 Simple pass \t \t \t Pass\n", "1598 2754.845396 Touch \t \t \t Others on the ball\n", "1598 2758.330811 Simple pass \t \t \t Pass\n", "1598 2760.341728 High pass \t \t \t Pass\n", "10840 2762.061937 Head pass \t \t \t Pass\n", "10840 2763.709485 Touch \t \t \t Others on the ball\n", "1598 2764.700622 Simple pass \t \t \t Pass\n", "1598 2766.912918 Simple pass \t \t \t Pass\n", "1598 2768.305739 Simple pass \t \t \t Pass\n", "1598 2769.908215 Shot \t \t \t Shot\n", "10840 2770.697349 Touch \t \t \t Others on the ball\n", "1598 2782.397556 Corner \t \t \t Free Kick\n", "1598 2784.98633 Cross \t \t \t Pass\n", "10840 2785.878877 Touch \t \t \t Others on the ball\n", "10840 2787.825846 Clearance \t \t \t Others on the ball\n", "1598 2804.508319 Throw in \t \t \t Free Kick\n", "1598 2808.602166 Simple pass \t \t \t Pass\n", "1598 2809.780971 Touch \t \t \t Others on the ball\n", "1598 2813.551417 Simple pass \t \t \t Pass\n", "1598 2814.461003 Simple pass \t \t \t Pass\n", "1598 2817.910448 Simple pass \t \t \t Pass\n", "1598 2818.845615 Cross \t \t \t Pass\n", "10840 2820.338419 Touch \t \t \t Others on the ball\n", "10840 2821.145133 Ground loose ball duel \t \t \t Duel\n", "1598 2821.166109 Ground loose ball duel \t \t \t Duel\n", "1598 2823.001708 Foul \t \t \t Foul\n", "10840 2853.693935 Free Kick \t \t \t Free Kick\n", "1598 2857.00385 Ground loose ball duel \t \t \t Duel\n", "10840 2858.053958 Ground loose ball duel \t \t \t Duel\n", "1598 2858.340855 Head pass \t \t \t Pass\n", "10840 2859.543069 Ground loose ball duel \t \t \t Duel\n", "1598 2859.608825 Ground loose ball duel \t \t \t Duel\n", "1598 2860.298377 Ground defending duel \t \t \t Duel\n", "10840 2860.485223 Ground attacking duel \t \t \t Duel\n", "10840 2863.506916 Simple pass \t \t \t Pass\n", "10840 2864.63817 Ground attacking duel \t \t \t Duel\n", "1598 2864.77697 Ground defending duel \t \t \t Duel\n", "1598 2866.395497 Foul \t \t \t Foul\n", "10840 2878.042379 Ground attacking duel \t \t \t Duel\n", "1598 2878.065321 Ground defending duel \t \t \t Duel\n", "10840 2879.423441 Cross \t \t \t Pass\n", "1598 2880.93799 Clearance \t \t \t Others on the ball\n", "10840 2883.995148 Simple pass \t \t \t Pass\n", "10840 2886.362597 High pass \t \t \t Pass\n", "10840 2888.7844 Head pass \t \t \t Pass\n", "10840 1.4322769999998854 Simple pass \t \t \t Pass\n", "10840 3.676003000000037 High pass \t \t \t Pass\n", "10840 6.4486000000001695 Head pass \t \t \t Pass\n", "1598 7.737909999999829 Head pass \t \t \t Pass\n", "1598 9.668748999999934 Simple pass \t \t \t Pass\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1598 10.683988000000227 Simple pass \t \t \t Pass\n", "1598 15.514678999999887 Simple pass \t \t \t Pass\n", "1598 20.09687299999996 Simple pass \t \t \t Pass\n", "1598 23.18324500000017 Simple pass \t \t \t Pass\n", "1598 25.206174999999803 Touch \t \t \t Others on the ball\n", "1598 34.2227969999999 Simple pass \t \t \t Pass\n", "1598 36.76907900000015 Simple pass \t \t \t Pass\n", "1598 38.46648800000003 Simple pass \t \t \t Pass\n", "1598 39.923591000000215 Simple pass \t \t \t Pass\n", "1598 41.05294599999979 Touch \t \t \t Others on the ball\n", "1598 46.06640299999981 Simple pass \t \t \t Pass\n", "1598 48.88917300000003 Simple pass \t \t \t Pass\n", "1598 50.661079999999856 Simple pass \t \t \t Pass\n", "10840 50.98177600000008 Touch \t \t \t Others on the ball\n", "1598 53.79510399999981 Ground attacking duel \t \t \t Duel\n", "10840 54.00705900000003 Ground defending duel \t \t \t Duel\n", "1598 55.535649999999805 Cross \t \t \t Pass\n", "10840 89.90952299999981 Goal kick \t \t \t Free Kick\n", "1598 93.66562900000008 Air duel \t \t \t Duel\n", "10840 93.76480700000002 Air duel \t \t \t Duel\n", "10840 95.5987070000001 Simple pass \t \t \t Pass\n", "10840 96.8010760000002 High pass \t \t \t Pass\n", "10840 99.70816100000002 Touch \t \t \t Others on the ball\n", "10840 103.17003100000011 Simple pass \t \t \t Pass\n", "1598 104.08989100000008 Simple pass \t \t \t Pass\n", "1598 105.58340300000009 Simple pass \t \t \t Pass\n", "1598 106.30163300000004 Touch \t \t \t Others on the ball\n", "10840 110.24083500000006 Simple pass \t \t \t Pass\n", "10840 115.72163 Launch \t \t \t Pass\n", "1598 120.89186900000004 Simple pass \t \t \t Pass\n", "1598 123.17114600000014 Simple pass \t \t \t Pass\n", "1598 127.70563399999992 Simple pass \t \t \t Pass\n", "1598 131.0244349999998 Simple pass \t \t \t Pass\n", "1598 136.1884970000001 Simple pass \t \t \t Pass\n", "1598 138.81464400000004 Simple pass \t \t \t Pass\n", "1598 143.4150850000001 Simple pass \t \t \t Pass\n", "1598 145.47083599999996 Simple pass \t \t \t Pass\n", "1598 147.867569 Simple pass \t \t \t Pass\n", "1598 148.70009900000014 Simple pass \t \t \t Pass\n", "1598 150.3433610000002 Simple pass \t \t \t Pass\n", "1598 151.7671150000001 Cross \t \t \t Pass\n", "10840 153.40726799999993 Clearance \t \t \t Others on the ball\n", "1598 156.11077699999987 Simple pass \t \t \t Pass\n", "1598 157.3346849999998 Simple pass \t \t \t Pass\n", "1598 159.46340099999998 Simple pass \t \t \t Pass\n", "1598 161.67261099999996 Simple pass \t \t \t Pass\n", "1598 165.91733699999986 Simple pass \t \t \t Pass\n", "1598 167.8179580000001 Ground attacking duel \t \t \t Duel\n", "10840 167.96836799999983 Ground defending duel \t \t \t Duel\n", "1598 168.46091399999978 Ground defending duel \t \t \t Duel\n", "1598 169.86368700000003 Ground defending duel \t \t \t Duel\n", "10840 170.20936500000016 Ground attacking duel \t \t \t Duel\n", "10840 173.43229400000018 High pass \t \t \t Pass\n", "1598 174.48600399999987 Air duel \t \t \t Duel\n", "10840 175.58035599999994 Air duel \t \t \t Duel\n", "1598 181.47960300000022 Throw in \t \t \t Free Kick\n", "1598 183.32586300000003 Simple pass \t \t \t Pass\n", "1598 185.46067099999982 Simple pass \t \t \t Pass\n", "1598 189.16597599999977 Simple pass \t \t \t Pass\n", "1598 190.948488 Simple pass \t \t \t Pass\n", "1598 193.66158799999994 Cross \t \t \t Pass\n", "10840 197.50553900000023 Touch \t \t \t Others on the ball\n", "1598 218.1982619999999 Corner \t \t \t Free Kick\n", "1598 219.4457440000001 Air duel \t \t \t Duel\n", "10840 219.9028589999998 Air duel \t \t \t Duel\n", "1598 220.74966499999982 Shot \t \t \t Shot\n", "10840 221.64242999999988 Touch \t \t \t Others on the ball\n", "10840 223.460325 Clearance \t \t \t Others on the ball\n", "1598 229.21679600000016 Simple pass \t \t \t Pass\n", "1598 231.95502299999998 Simple pass \t \t \t Pass\n", "10840 234.49250299999994 Ground defending duel \t \t \t Duel\n", "1598 235.08431999999993 Ground attacking duel \t \t \t Duel\n", "1598 236.81486499999983 Cross \t \t \t Pass\n", "10840 237.7710649999999 Clearance \t \t \t Others on the ball\n", "10840 238.27872799999977 Touch \t \t \t Others on the ball\n", "10840 238.901343 Clearance \t \t \t Others on the ball\n", "1598 240.21585700000014 Shot \t \t \t Shot\n", "10840 242.30900900000006 Save attempt \t \t \t Save attempt\n", "1598 243.42847600000005 Ground defending duel \t \t \t Duel\n", "10840 244.18344800000023 Ground attacking duel \t \t \t Duel\n", "1598 245.5012740000002 Foul \t \t \t Foul\n", "10840 294.24227900000005 Free Kick \t \t \t Free Kick\n", "10840 297.215189 Head pass \t \t \t Pass\n", "1598 297.9050769999999 Simple pass \t \t \t Pass\n", "10840 299.767738 Ground attacking duel \t \t \t Duel\n", "1598 300.0330079999999 Ground defending duel \t \t \t Duel\n", "1598 304.15425300000015 Simple pass \t \t \t Pass\n", "1598 307.95948899999985 Simple pass \t \t \t Pass\n", "1598 309.786885 Ground attacking duel \t \t \t Duel\n", "10840 309.91919800000005 Ground defending duel \t \t \t Duel\n", "1598 314.6321469999998 Throw in \t \t \t Free Kick\n", "1598 316.4516020000001 Simple pass \t \t \t Pass\n", "1598 319.6672960000001 Simple pass \t \t \t Pass\n", "1598 323.7496900000001 Simple pass \t \t \t Pass\n", "1598 325.2019879999998 Simple pass \t \t \t Pass\n", "1598 326.803269 Simple pass \t \t \t Pass\n", "1598 328.5685870000002 Simple pass \t \t \t Pass\n", "1598 329.9721690000001 Simple pass \t \t \t Pass\n", "1598 332.29203800000005 Simple pass \t \t \t Pass\n", "1598 336.34882000000016 Simple pass \t \t \t Pass\n", "1598 337.8659739999998 Simple pass \t \t \t Pass\n", "1598 338.9108449999999 Simple pass \t \t \t Pass\n", "1598 340.93837699999995 Simple pass \t \t \t Pass\n", "1598 341.707672 Ground attacking duel \t \t \t Duel\n", "10840 342.5766739999999 Ground defending duel \t \t \t Duel\n", "1598 343.91423299999997 Cross \t \t \t Pass\n", "1598 344.57008399999995 Touch \t \t \t Others on the ball\n", "10840 345.0454279999999 Ground loose ball duel \t \t \t Duel\n", "10840 346.4021539999999 Clearance \t \t \t Others on the ball\n", "1598 349.30688199999986 Head pass \t \t \t Pass\n", "1598 351.13781500000005 Simple pass \t \t \t Pass\n", "1598 355.3148249999999 Simple pass \t \t \t Pass\n", "1598 358.867702 High pass \t \t \t Pass\n", "1598 364.0422920000001 Simple pass \t \t \t Pass\n", "1598 364.74933999999985 Simple pass \t \t \t Pass\n", "1598 367.32196999999996 Smart pass \t \t \t Pass\n", "1598 368.9939690000001 Simple pass \t \t \t Pass\n", "1598 370.02788999999984 Shot \t \t \t Shot\n", "10840 403.5855849999998 Goal kick \t \t \t Free Kick\n", "10840 410.2435730000002 Ground defending duel \t \t \t Duel\n", "1598 410.29538 Ground attacking duel \t \t \t Duel\n", "10840 441.82221200000004 Throw in \t \t \t Free Kick\n", "1598 443.39937199999986 Air duel \t \t \t Duel\n", "1598 443.45810200000005 Air duel \t \t \t Duel\n", "10840 443.630279 Air duel \t \t \t Duel\n", "10840 443.6614370000002 Air duel \t \t \t Duel\n", "10840 444.9449679999998 Shot \t \t \t Shot\n", "1598 459.0849790000002 Goal kick \t \t \t Free Kick\n", "1598 461.6911110000001 Touch \t \t \t Others on the ball\n", "1598 465.4914170000002 High pass \t \t \t Pass\n", "10840 467.65919600000007 Clearance \t \t \t Others on the ball\n", "1598 475.02122999999983 Throw in \t \t \t Free Kick\n", "1598 476.42662199999995 Simple pass \t \t \t Pass\n", "1598 478.7825630000002 Ground attacking duel \t \t \t Duel\n", "10840 479.34387400000014 Ground defending duel \t \t \t Duel\n", "1598 479.4897569999998 Ground attacking duel \t \t \t Duel\n", "1598 495.0396310000001 Corner \t \t \t Free Kick\n", "1598 497.186549 Air duel \t \t \t Duel\n", "10840 497.43283599999995 Air duel \t \t \t Duel\n", "1598 501.36939699999994 Simple pass \t \t \t Pass\n", "1598 504.54622900000004 Simple pass \t \t \t Pass\n", "10840 507.2165909999999 Ground defending duel \t \t \t Duel\n", "1598 507.5651069999999 Ground attacking duel \t \t \t Duel\n", "1598 508.181771 Simple pass \t \t \t Pass\n", "1598 508.8716559999998 Simple pass \t \t \t Pass\n", "1598 509.6291540000002 Ground attacking duel \t \t \t Duel\n", "10840 510.12570800000003 Ground defending duel \t \t \t Duel\n", "1598 511.8818390000001 Simple pass \t \t \t Pass\n", "1598 513.0452 Ground attacking duel \t \t \t Duel\n", "10840 513.3062650000002 Ground defending duel \t \t \t Duel\n", "1598 513.4468059999999 Ground attacking duel \t \t \t Duel\n", "10840 513.6817580000002 Ground defending duel \t \t \t Duel\n", "1598 514.2559219999998 Shot \t \t \t Shot\n", "10840 517.4984509999999 Reflexes \t \t \t Save attempt\n", "10840 572.4601980000002 Simple pass \t \t \t Pass\n", "10840 574.8883719999999 Simple pass \t \t \t Pass\n", "10840 576.0158390000001 Simple pass \t \t \t Pass\n", "10840 577.4953970000001 Simple pass \t \t \t Pass\n", "10840 580.403491 Simple pass \t \t \t Pass\n", "10840 582.429545 Simple pass \t \t \t Pass\n", "10840 584.1581390000001 High pass \t \t \t Pass\n", "1598 585.191088 Head pass \t \t \t Pass\n", "1598 587.803277 Simple pass \t \t \t Pass\n", "10840 588.6301749999998 Simple pass \t \t \t Pass\n", "10840 591.0883829999998 Simple pass \t \t \t Pass\n", "10840 591.406297 Simple pass \t \t \t Pass\n", "1598 595.8777869999999 Ground defending duel \t \t \t Duel\n", "10840 595.9185160000002 Ground attacking duel \t \t \t Duel\n", "10840 595.9263449999999 Ground attacking duel \t \t \t Duel\n", "1598 596.924696 Touch \t \t \t Others on the ball\n", "10840 598.254124 Simple pass \t \t \t Pass\n", "10840 601.6562290000002 Simple pass \t \t \t Pass\n", "10840 604.769147 High pass \t \t \t Pass\n", "10840 607.77639 Head pass \t \t \t Pass\n", "1598 610.9844109999999 Hand pass \t \t \t Pass\n", "1598 614.9499169999999 High pass \t \t \t Pass\n", "10840 617.4502630000002 Head pass \t \t \t Pass\n", "10840 620.821684 Simple pass \t \t \t Pass\n", "10840 624.0336400000001 Simple pass \t \t \t Pass\n", "10840 626.074482 Simple pass \t \t \t Pass\n", "10840 632.260945 Simple pass \t \t \t Pass\n", "10840 634.220945 Simple pass \t \t \t Pass\n", "10840 637.691253 Simple pass \t \t \t Pass\n", "10840 639.408657 Simple pass \t \t \t Pass\n", "10840 640.3185640000002 Simple pass \t \t \t Pass\n", "10840 642.9836610000002 Simple pass \t \t \t Pass\n", "1598 645.620923 Ground defending duel \t \t \t Duel\n", "10840 645.860795 Ground attacking duel \t \t \t Duel\n", "1598 650.4596270000002 High pass \t \t \t Pass\n", "10840 652.2559489999999 Head pass \t \t \t Pass\n", "1598 653.4369889999998 Simple pass \t \t \t Pass\n", "1598 655.030949 Simple pass \t \t \t Pass\n", "1598 656.0212059999999 Ground loose ball duel \t \t \t Duel\n", "10840 656.1088359999999 Ground loose ball duel \t \t \t Duel\n", "10840 681.1725529999999 Corner \t \t \t Free Kick\n", "1598 682.3292099999999 Goalkeeper leaving line \t \t \t Goalkeeper leaving line\n", "1598 688.4535310000001 Hand pass \t \t \t Pass\n", "1598 691.6704719999998 Simple pass \t \t \t Pass\n", "1598 692.9964599999998 Simple pass \t \t \t Pass\n", "1598 695.79385 Simple pass \t \t \t Pass\n", "1598 697.2691479999999 Simple pass \t \t \t Pass\n", "1598 700.1854429999999 Simple pass \t \t \t Pass\n", "1598 702.3311530000001 Simple pass \t \t \t Pass\n", "1598 704.1798880000001 Simple pass \t \t \t Pass\n", "1598 706.8338520000002 Simple pass \t \t \t Pass\n", "1598 708.602688 Simple pass \t \t \t Pass\n", "1598 708.9482739999999 Simple pass \t \t \t Pass\n", "1598 711.3192260000001 Simple pass \t \t \t Pass\n", "10840 712.2152959999999 Simple pass \t \t \t Pass\n", "1598 712.6709430000001 Simple pass \t \t \t Pass\n", "1598 713.4939060000002 Simple pass \t \t \t Pass\n", "10840 714.6940140000002 Ground defending duel \t \t \t Duel\n", "1598 715.0564730000001 Ground attacking duel \t \t \t Duel\n", "1598 715.5236890000001 Simple pass \t \t \t Pass\n", "1598 718.7033040000001 Simple pass \t \t \t Pass\n", "1598 719.9362550000001 Simple pass \t \t \t Pass\n", "1598 721.3251799999998 Simple pass \t \t \t Pass\n", "1598 724.1891430000001 Simple pass \t \t \t Pass\n", "1598 726.2028220000002 Simple pass \t \t \t Pass\n", "1598 727.6745770000002 Ground attacking duel \t \t \t Duel\n", "10840 727.8688069999998 Ground defending duel \t \t \t Duel\n", "10840 730.7611870000001 Foul \t \t \t Foul\n", "1598 758.0570449999996 Free kick cross \t \t \t Free Kick\n", "10840 760.2285760000004 Clearance \t \t \t Others on the ball\n", "1598 787.4927530000004 Corner \t \t \t Free Kick\n", "10840 790.9330829999999 Clearance \t \t \t Others on the ball\n", "1598 796.6744250000002 Simple pass \t \t \t Pass\n", "1598 801.0021909999996 Simple pass \t \t \t Pass\n", "1598 804.8308269999998 Simple pass \t \t \t Pass\n", "1598 807.5043100000003 Simple pass \t \t \t Pass\n", "1598 809.616556 Simple pass \t \t \t Pass\n", "10840 813.8490609999999 Ground defending duel \t \t \t Duel\n", "1598 814.7284550000004 Ground attacking duel \t \t \t Duel\n", "1598 817.6425749999999 Cross \t \t \t Pass\n", "10840 819.2418180000004 Touch \t \t \t Others on the ball\n", "10840 819.9750960000001 Head pass \t \t \t Pass\n", "10840 822.706913 Simple pass \t \t \t Pass\n", "10840 823.8024400000004 Simple pass \t \t \t Pass\n", "10840 828.7226920000003 Simple pass \t \t \t Pass\n", "10840 829.5852809999997 Ground loose ball duel \t \t \t Duel\n", "1598 829.7475770000001 Ground loose ball duel \t \t \t Duel\n", "10840 832.3746199999996 Ground attacking duel \t \t \t Duel\n", "1598 832.7693410000002 Ground defending duel \t \t \t Duel\n", "1598 833.1831400000001 Touch \t \t \t Others on the ball\n", "10840 833.4058089999999 Simple pass \t \t \t Pass\n", "10840 834.2659949999997 Simple pass \t \t \t Pass\n", "10840 835.5330759999997 Simple pass \t \t \t Pass\n", "10840 836.4125039999999 Simple pass \t \t \t Pass\n", "10840 841.8478699999996 Smart pass \t \t \t Pass\n", "1598 845.2439880000002 Simple pass \t \t \t Pass\n", "10840 847.1825099999996 Ground defending duel \t \t \t Duel\n", "1598 847.39509 Ground attacking duel \t \t \t Duel\n", "10840 849.8478240000004 Simple pass \t \t \t Pass\n", "10840 851.837254 Acceleration \t \t \t Others on the ball\n", "10840 855.6988510000001 High pass \t \t \t Pass\n", "10840 858.6451980000002 Touch \t \t \t Others on the ball\n", "1598 858.7289350000001 Ground defending duel \t \t \t Duel\n", "1598 859.7303430000002 Ground attacking duel \t \t \t Duel\n", "10840 863.1190909999996 Cross \t \t \t Pass\n", "1598 864.2221639999998 Air duel \t \t \t Duel\n", "10840 864.3791700000002 Air duel \t \t \t Duel\n", "10840 865.451333 Shot \t \t \t Shot\n", "1598 890.5845470000004 Goal kick \t \t \t Free Kick\n", "1598 894.3885179999997 Simple pass \t \t \t Pass\n", "1598 897.4626980000003 Simple pass \t \t \t Pass\n", "1598 898.4505520000002 Simple pass \t \t \t Pass\n", "1598 901.3663329999999 Simple pass \t \t \t Pass\n", "10840 904.2705859999996 High pass \t \t \t Pass\n", "10840 908.063357 Ground attacking duel \t \t \t Duel\n", "1598 908.678097 Ground defending duel \t \t \t Duel\n", "1598 910.1808030000002 Ground loose ball duel \t \t \t Duel\n", "10840 910.1808030000002 Ground loose ball duel \t \t \t Duel\n", "1598 911.7881129999996 Ground loose ball duel \t \t \t Duel\n", "10840 911.86654 Ground loose ball duel \t \t \t Duel\n", "10840 914.5645299999996 Ground attacking duel \t \t \t Duel\n", "1598 914.7845790000001 Ground defending duel \t \t \t Duel\n", "1598 916.2300770000002 Foul \t \t \t Foul\n", "10840 992.6900809999997 Free kick cross \t \t \t Free Kick\n", "10840 993.9713519999996 Air duel \t \t \t Duel\n", "1598 994.0359150000004 Air duel \t \t \t Duel\n", "1598 994.0359150000004 Air duel \t \t \t Duel\n", "10840 994.3146829999996 Air duel \t \t \t Duel\n", "10840 996.2150959999999 \t \t \t Offside\n", "1598 1100.3301009999996 Free Kick \t \t \t Free Kick\n", "1598 1106.2352730000002 Simple pass \t \t \t Pass\n", "1598 1108.4180180000003 Simple pass \t \t \t Pass\n", "1598 1111.7607070000004 Simple pass \t \t \t Pass\n", "1598 1114.505088 Simple pass \t \t \t Pass\n", "1598 1116.4746349999996 Simple pass \t \t \t Pass\n", "1598 1118.5504529999998 Simple pass \t \t \t Pass\n", "1598 1119.7775940000001 Simple pass \t \t \t Pass\n", "1598 1121.8853200000003 Simple pass \t \t \t Pass\n", "1598 1123.7788609999998 Simple pass \t \t \t Pass\n", "1598 1126.936705 Simple pass \t \t \t Pass\n", "1598 1127.380255 Simple pass \t \t \t Pass\n", "1598 1130.1943929999998 Simple pass \t \t \t Pass\n", "1598 1130.7316570000003 Simple pass \t \t \t Pass\n", "1598 1132.7160880000001 Simple pass \t \t \t Pass\n", "10840 1133.049876 Touch \t \t \t Others on the ball\n", "10840 1134.2413100000003 Ground attacking duel \t \t \t Duel\n", "10840 1138.2300029999997 Simple pass \t \t \t Pass\n", "10840 1141.6788909999996 Simple pass \t \t \t Pass\n", "10840 1142.7987359999997 Simple pass \t \t \t Pass\n", "1598 1146.7431610000003 Ground defending duel \t \t \t Duel\n", "10840 1147.1418370000001 Ground attacking duel \t \t \t Duel\n", "10840 1148.6698610000003 Simple pass \t \t \t Pass\n", "10840 1150.2040530000004 \t \t \t Offside\n", "1598 1162.5418339999997 Free Kick \t \t \t Free Kick\n", "1598 1165.9294099999997 Simple pass \t \t \t Pass\n", "1598 1168.5213489999996 Simple pass \t \t \t Pass\n", "1598 1171.32085 Simple pass \t \t \t Pass\n", "1598 1173.504425 Simple pass \t \t \t Pass\n", "1598 1176.5398180000002 Simple pass \t \t \t Pass\n", "1598 1179.059846 Simple pass \t \t \t Pass\n", "1598 1179.9461520000004 Simple pass \t \t \t Pass\n", "1598 1183.3105580000001 Simple pass \t \t \t Pass\n", "1598 1186.047364 Simple pass \t \t \t Pass\n", "1598 1187.3748150000001 Simple pass \t \t \t Pass\n", "1598 1189.1998409999997 Simple pass \t \t \t Pass\n", "1598 1191.2567900000004 Simple pass \t \t \t Pass\n", "1598 1192.2847229999998 Simple pass \t \t \t Pass\n", "1598 1193.6079820000004 Simple pass \t \t \t Pass\n", "1598 1196.9189859999997 Simple pass \t \t \t Pass\n", "1598 1199.279179 Simple pass \t \t \t Pass\n", "1598 1201.3830719999996 Simple pass \t \t \t Pass\n", "1598 1204.6369130000003 Simple pass \t \t \t Pass\n", "1598 1206.012683 Cross \t \t \t Pass\n", "10840 1210.6387269999996 Clearance \t \t \t Others on the ball\n", "1598 1213.0363710000001 Simple pass \t \t \t Pass\n", "1598 1215.0342870000004 High pass \t \t \t Pass\n", "1598 1220.7846209999998 Simple pass \t \t \t Pass\n", "1598 1222.986347 Simple pass \t \t \t Pass\n", "1598 1224.8858959999998 Simple pass \t \t \t Pass\n", "1598 1226.6385300000002 Simple pass \t \t \t Pass\n", "1598 1228.5247049999998 Simple pass \t \t \t Pass\n", "1598 1231.4492609999998 Simple pass \t \t \t Pass\n", "1598 1233.0605429999996 Simple pass \t \t \t Pass\n", "1598 1236.0729890000002 Simple pass \t \t \t Pass\n", "1598 1238.7157390000002 Simple pass \t \t \t Pass\n", "1598 1240.8090599999996 Simple pass \t \t \t Pass\n", "1598 1241.910919 Simple pass \t \t \t Pass\n", "1598 1244.0954769999998 Smart pass \t \t \t Pass\n", "10840 1275.7801390000004 Goal kick \t \t \t Free Kick\n", "1598 1278.58403 Air duel \t \t \t Duel\n", "10840 1278.8660209999998 Air duel \t \t \t Duel\n", "10840 1281.6660309999997 Foul \t \t \t Foul\n", "1598 1293.04785 Free Kick \t \t \t Free Kick\n", "1598 1300.4821250000005 Simple pass \t \t \t Pass\n", "1598 1302.18552 Simple pass \t \t \t Pass\n", "1598 1304.0206749999998 Simple pass \t \t \t Pass\n", "1598 1306.8684400000002 High pass \t \t \t Pass\n", "1598 1309.6990409999999 Simple pass \t \t \t Pass\n", "1598 1314.8438619999997 High pass \t \t \t Pass\n", "1598 1318.022333 Simple pass \t \t \t Pass\n", "1598 1320.7631600000004 Simple pass \t \t \t Pass\n", "1598 1325.8272070000003 Simple pass \t \t \t Pass\n", "1598 1326.3999910000002 Simple pass \t \t \t Pass\n", "1598 1327.853322 Simple pass \t \t \t Pass\n", "1598 1328.9961059999996 Simple pass \t \t \t Pass\n", "1598 1331.369557 Simple pass \t \t \t Pass\n", "1598 1335.1619710000004 Simple pass \t \t \t Pass\n", "1598 1336.6509130000004 Simple pass \t \t \t Pass\n", "1598 1338.7832580000004 Simple pass \t \t \t Pass\n", "1598 1341.0218269999996 Simple pass \t \t \t Pass\n", "1598 1341.9992350000002 Simple pass \t \t \t Pass\n", "1598 1343.6158800000003 Simple pass \t \t \t Pass\n", "1598 1347.3787490000004 Simple pass \t \t \t Pass\n", "1598 1349.5323500000004 Ground attacking duel \t \t \t Duel\n", "10840 1349.6513960000002 Ground defending duel \t \t \t Duel\n", "1598 1350.5766720000001 Cross \t \t \t Pass\n", "10840 1353.1719629999998 Clearance \t \t \t Others on the ball\n", "1598 1448.5296989999997 Corner \t \t \t Free Kick\n", "1598 1450.0312780000004 Simple pass \t \t \t Pass\n", "1598 1451.1707829999996 Shot \t \t \t Shot\n", "10840 1452.452883 Touch \t \t \t Others on the ball\n", "1598 1453.3898339999996 Ground loose ball duel \t \t \t Duel\n", "1598 1453.4904429999997 Ground loose ball duel \t \t \t Duel\n", "10840 1453.8791389999997 Ground loose ball duel \t \t \t Duel\n", "10840 1454.0142859999996 Ground loose ball duel \t \t \t Duel\n", "1598 1455.0785889999997 Ground loose ball duel \t \t \t Duel\n", "10840 1455.16377 Ground loose ball duel \t \t \t Duel\n", "10840 1455.6693859999996 Ground loose ball duel \t \t \t Duel\n", "1598 1455.8087930000002 Ground loose ball duel \t \t \t Duel\n", "1598 1457.6192899999996 Foul \t \t \t Foul\n", "10840 1520.1271580000002 Free Kick \t \t \t Free Kick\n", "1598 1522.6434069999996 Air duel \t \t \t Duel\n", "10840 1522.734676 Air duel \t \t \t Duel\n", "10840 1527.5072259999997 High pass \t \t \t Pass\n", "1598 1530.64541 Air duel \t \t \t Duel\n", "10840 1530.8803040000003 Air duel \t \t \t Duel\n", "1598 1534.3679670000001 Launch \t \t \t Pass\n", "10840 1537.1213120000002 Head pass \t \t \t Pass\n", "1598 1539.1650209999998 Head pass \t \t \t Pass\n", "10840 1540.3106369999996 Simple pass \t \t \t Pass\n", "10840 1542.4551769999998 Simple pass \t \t \t Pass\n", "10840 1545.1072789999998 Simple pass \t \t \t Pass\n", "10840 1546.650877 Simple pass \t \t \t Pass\n", "10840 1548.3980279999996 Touch \t \t \t Others on the ball\n", "10840 1549.3648949999997 Ground loose ball duel \t \t \t Duel\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1598 1549.4710850000001 Ground loose ball duel \t \t \t Duel\n", "10840 1550.7435290000003 Ground loose ball duel \t \t \t Duel\n", "1598 1551.0464659999998 Ground loose ball duel \t \t \t Duel\n", "10840 1552.5801549999996 Simple pass \t \t \t Pass\n", "10840 1554.3184629999996 Launch \t \t \t Pass\n", "1598 1556.000153 Air duel \t \t \t Duel\n", "10840 1556.34159 Air duel \t \t \t Duel\n", "1598 1558.4622470000004 Simple pass \t \t \t Pass\n", "1598 1558.896893 Head pass \t \t \t Pass\n", "1598 1559.5290679999998 Head pass \t \t \t Pass\n", "1598 1561.2265429999998 Simple pass \t \t \t Pass\n", "1598 1564.018285 Smart pass \t \t \t Pass\n", "10840 1565.9309050000002 Simple pass \t \t \t Pass\n", "10840 1571.2741480000004 Simple pass \t \t \t Pass\n", "10840 1573.880032 Simple pass \t \t \t Pass\n", "10840 1576.736312 High pass \t \t \t Pass\n", "1598 1578.5028840000004 Ground defending duel \t \t \t Duel\n", "10840 1578.5883329999997 Ground attacking duel \t \t \t Duel\n", "1598 1583.72167 Simple pass \t \t \t Pass\n", "1598 1584.740605 Simple pass \t \t \t Pass\n", "1598 1586.5987379999997 Simple pass \t \t \t Pass\n", "1598 1587.1888630000003 Simple pass \t \t \t Pass\n", "1598 1590.3190729999997 Simple pass \t \t \t Pass\n", "1598 1591.92594 Simple pass \t \t \t Pass\n", "1598 1592.471098 Simple pass \t \t \t Pass\n", "1598 1593.7538599999998 Simple pass \t \t \t Pass\n", "1598 1595.348403 Simple pass \t \t \t Pass\n", "1598 1595.477855 Simple pass \t \t \t Pass\n", "1598 1597.0883599999997 Simple pass \t \t \t Pass\n", "1598 1600.1412220000002 Simple pass \t \t \t Pass\n", "1598 1604.170223 Simple pass \t \t \t Pass\n", "1598 1607.1555429999999 Simple pass \t \t \t Pass\n", "1598 1610.4852810000002 Simple pass \t \t \t Pass\n", "1598 1611.5946379999996 Touch \t \t \t Others on the ball\n", "1598 1616.91089 Simple pass \t \t \t Pass\n", "1598 1617.8936999999996 Simple pass \t \t \t Pass\n", "1598 1621.711053 Simple pass \t \t \t Pass\n", "1598 1624.8503289999999 Simple pass \t \t \t Pass\n", "10840 1626.87982 Ground attacking duel \t \t \t Duel\n", "1598 1626.9299179999998 Ground defending duel \t \t \t Duel\n", "10840 1627.9938510000002 Simple pass \t \t \t Pass\n", "1598 1629.8641740000003 Ground attacking duel \t \t \t Duel\n", "10840 1630.0629289999997 Ground defending duel \t \t \t Duel\n", "10840 1635.5212140000003 Throw in \t \t \t Free Kick\n", "1598 1636.5861510000004 Simple pass \t \t \t Pass\n", "1598 1637.1587989999998 Simple pass \t \t \t Pass\n", "10840 1638.0827600000002 Ground defending duel \t \t \t Duel\n", "1598 1638.7036699999999 Ground attacking duel \t \t \t Duel\n", "1598 1639.827381 Simple pass \t \t \t Pass\n", "10840 1642.396742 Ground defending duel \t \t \t Duel\n", "1598 1642.4176719999996 Simple pass \t \t \t Pass\n", "1598 1644.1071000000002 Simple pass \t \t \t Pass\n", "1598 1646.8153670000002 Simple pass \t \t \t Pass\n", "1598 1652.0219079999997 Simple pass \t \t \t Pass\n", "10840 1653.3576130000001 Ground defending duel \t \t \t Duel\n", "1598 1653.7459680000002 Ground attacking duel \t \t \t Duel\n", "1598 1655.7056320000002 Simple pass \t \t \t Pass\n", "1598 1658.4811900000004 Simple pass \t \t \t Pass\n", "1598 1660.9781540000004 Simple pass \t \t \t Pass\n", "1598 1663.2544420000004 Simple pass \t \t \t Pass\n", "1598 1668.1926050000002 Simple pass \t \t \t Pass\n", "1598 1669.6736410000003 Simple pass \t \t \t Pass\n", "1598 1670.7512729999999 Simple pass \t \t \t Pass\n", "10840 1674.0728230000004 Ground defending duel \t \t \t Duel\n", "1598 1675.0410000000002 Simple pass \t \t \t Pass\n", "10840 1678.9117379999998 Simple pass \t \t \t Pass\n", "1598 1680.9985829999996 Ground attacking duel \t \t \t Duel\n", "10840 1681.9523310000004 Ground defending duel \t \t \t Duel\n", "1598 1684.6157300000004 Ground attacking duel \t \t \t Duel\n", "10840 1684.872711 Ground defending duel \t \t \t Duel\n", "10840 1687.337931 Simple pass \t \t \t Pass\n", "1598 1688.5231000000003 Touch \t \t \t Others on the ball\n", "10840 1688.8970879999997 High pass \t \t \t Pass\n", "10840 1717.6880199999996 Throw in \t \t \t Free Kick\n", "10840 1719.509817 Air duel \t \t \t Duel\n", "1598 1719.9169389999997 Ground defending duel \t \t \t Duel\n", "1598 1721.6424889999998 Foul \t \t \t Foul\n", "10840 1758.8763669999998 Free Kick \t \t \t Free Kick\n", "10840 1762.3143300000002 Simple pass \t \t \t Pass\n", "10840 1767.0178420000002 Simple pass \t \t \t Pass\n", "10840 1773.5577030000004 High pass \t \t \t Pass\n", "1598 1774.7349830000003 Air duel \t \t \t Duel\n", "10840 1775.5222009999998 Air duel \t \t \t Duel\n", "10840 1777.607521 Ground defending duel \t \t \t Duel\n", "1598 1778.3734059999997 Ground attacking duel \t \t \t Duel\n", "10840 1779.2775259999999 Head pass \t \t \t Pass\n", "10840 1779.9515000000001 Ground attacking duel \t \t \t Duel\n", "1598 1780.0837549999997 Ground defending duel \t \t \t Duel\n", "10840 1781.2281730000004 Ground loose ball duel \t \t \t Duel\n", "1598 1782.256276 Simple pass \t \t \t Pass\n", "1598 1783.8811690000002 Simple pass \t \t \t Pass\n", "1598 1785.7637649999997 Simple pass \t \t \t Pass\n", "10840 1786.3425850000003 Ground loose ball duel \t \t \t Duel\n", "10840 1787.6563079999996 Air duel \t \t \t Duel\n", "1598 1787.8223909999997 Air duel \t \t \t Duel\n", "10840 1787.848489 Simple pass \t \t \t Pass\n", "1598 1788.2999399999999 Touch \t \t \t Others on the ball\n", "10840 1788.8843539999998 Ground loose ball duel \t \t \t Duel\n", "10840 1790.8356370000001 Simple pass \t \t \t Pass\n", "10840 1792.6942310000004 Cross \t \t \t Pass\n", "10840 1794.8949919999995 Touch \t \t \t Others on the ball\n", "1598 1816.2044150000002 Goal kick \t \t \t Free Kick\n", "10840 1819.867803 Ground defending duel \t \t \t Duel\n", "1598 1819.9523010000003 Ground attacking duel \t \t \t Duel\n", "1598 1821.9338690000004 Simple pass \t \t \t Pass\n", "1598 1823.7487359999996 Ground attacking duel \t \t \t Duel\n", "10840 1823.7798540000003 Ground defending duel \t \t \t Duel\n", "10840 1825.253611 Ground defending duel \t \t \t Duel\n", "1598 1825.2845020000004 Ground attacking duel \t \t \t Duel\n", "10840 1827.634508 Foul \t \t \t Foul\n", "1598 1921.0387609999998 Free kick shot \t \t \t Free Kick\n", "1598 1926.0179429999998 Simple pass \t \t \t Pass\n", "1598 1928.5265749999999 Simple pass \t \t \t Pass\n", "1598 1934.376588 Simple pass \t \t \t Pass\n", "1598 1938.742964 Simple pass \t \t \t Pass\n", "1598 1943.046021 Simple pass \t \t \t Pass\n", "1598 1948.1701890000004 Simple pass \t \t \t Pass\n", "1598 1953.5408669999997 Simple pass \t \t \t Pass\n", "1598 1956.4731810000003 Simple pass \t \t \t Pass\n", "1598 1958.449587 Simple pass \t \t \t Pass\n", "1598 1959.2689549999996 Simple pass \t \t \t Pass\n", "1598 1962.6650470000004 Simple pass \t \t \t Pass\n", "1598 1963.9683370000002 Acceleration \t \t \t Others on the ball\n", "1598 1966.7021180000002 Smart pass \t \t \t Pass\n", "10840 1969.2763029999996 Clearance \t \t \t Others on the ball\n", "10840 1973.7055449999998 Simple pass \t \t \t Pass\n", "10840 1976.0483729999996 Ground attacking duel \t \t \t Duel\n", "1598 1976.9283750000004 Ground defending duel \t \t \t Duel\n", "10840 1978.6859160000004 High pass \t \t \t Pass\n", "1598 1981.7215450000003 Simple pass \t \t \t Pass\n", "1598 1983.3687659999996 Ground attacking duel \t \t \t Duel\n", "10840 1984.7741720000004 Ground defending duel \t \t \t Duel\n", "10840 1985.5478810000004 Foul \t \t \t Foul\n", "1598 2046.2161809999998 Free Kick \t \t \t Free Kick\n", "10840 2051.357776 Ground defending duel \t \t \t Duel\n", "1598 2051.9813590000003 Ground attacking duel \t \t \t Duel\n", "10840 2054.2693980000004 Simple pass \t \t \t Pass\n", "1598 2056.1480039999997 Simple pass \t \t \t Pass\n", "1598 2057.268755 Simple pass \t \t \t Pass\n", "1598 2059.145515 Simple pass \t \t \t Pass\n", "1598 2062.371287 Simple pass \t \t \t Pass\n", "1598 2064.894407 Simple pass \t \t \t Pass\n", "1598 2066.47959 Simple pass \t \t \t Pass\n", "1598 2067.369535 Touch \t \t \t Others on the ball\n", "1598 2068.814555 Ground defending duel \t \t \t Duel\n", "10840 2070.65891 Ground attacking duel \t \t \t Duel\n", "1598 2071.0918170000004 Ground defending duel \t \t \t Duel\n", "10840 2072.1616219999996 Simple pass \t \t \t Pass\n", "10840 2074.540978 Simple pass \t \t \t Pass\n", "10840 2078.5643040000004 Simple pass \t \t \t Pass\n", "10840 2083.829592 High pass \t \t \t Pass\n", "1598 2085.4364830000004 Head pass \t \t \t Pass\n", "10840 2085.870656 Head pass \t \t \t Pass\n", "10840 2088.636882 Ground attacking duel \t \t \t Duel\n", "1598 2088.756431 Ground defending duel \t \t \t Duel\n", "10840 2089.3659449999996 Touch \t \t \t Others on the ball\n", "1598 2096.78712 Throw in \t \t \t Free Kick\n", "1598 2100.235138 Simple pass \t \t \t Pass\n", "1598 2102.5065489999997 High pass \t \t \t Pass\n", "1598 2108.3082489999997 Simple pass \t \t \t Pass\n", "1598 2109.369235 Simple pass \t \t \t Pass\n", "1598 2111.8110479999996 Simple pass \t \t \t Pass\n", "1598 2113.819671 Simple pass \t \t \t Pass\n", "1598 2116.582596 Simple pass \t \t \t Pass\n", "1598 2119.436277 High pass \t \t \t Pass\n", "1598 2122.0975500000004 Simple pass \t \t \t Pass\n", "1598 2124.5573640000002 Simple pass \t \t \t Pass\n", "1598 2126.784264 Simple pass \t \t \t Pass\n", "1598 2129.326699 Simple pass \t \t \t Pass\n", "1598 2131.148884 Simple pass \t \t \t Pass\n", "1598 2132.64627 Simple pass \t \t \t Pass\n", "1598 2133.4781629999998 Simple pass \t \t \t Pass\n", "1598 2134.5962369999997 Simple pass \t \t \t Pass\n", "1598 2135.848669 Simple pass \t \t \t Pass\n", "1598 2136.65967 Touch \t \t \t Others on the ball\n", "1598 2140.0486570000003 Simple pass \t \t \t Pass\n", "1598 2140.7989 Cross \t \t \t Pass\n", "1598 2142.035895 Ground loose ball duel \t \t \t Duel\n", "10840 2142.097833 Ground loose ball duel \t \t \t Duel\n", "10840 2145.566205 Simple pass \t \t \t Pass\n", "1598 2147.424285 Ground defending duel \t \t \t Duel\n", "10840 2147.746776 Ground attacking duel \t \t \t Duel\n", "10840 2149.5879619999996 Simple pass \t \t \t Pass\n", "1598 2151.045634 Simple pass \t \t \t Pass\n", "1598 2152.430999 Simple pass \t \t \t Pass\n", "1598 2153.707545 Simple pass \t \t \t Pass\n", "1598 2154.149867 Touch \t \t \t Others on the ball\n", "1598 2159.8602490000003 Simple pass \t \t \t Pass\n", "1598 2159.891348 Smart pass \t \t \t Pass\n", "1598 2161.557186 \t \t \t Offside\n", "10840 2178.965854 Free Kick \t \t \t Free Kick\n", "10840 2181.730316 Touch \t \t \t Others on the ball\n", "10840 2185.240618 Simple pass \t \t \t Pass\n", "10840 2185.8066419999996 Simple pass \t \t \t Pass\n", "10840 2189.4815360000002 Simple pass \t \t \t Pass\n", "10840 2191.693394 Cross \t \t \t Pass\n", "1598 2192.7668240000003 Touch \t \t \t Others on the ball\n", "10840 2194.1016470000004 Ground attacking duel \t \t \t Duel\n", "1598 2195.3690100000003 Ground defending duel \t \t \t Duel\n", "10840 2196.2195899999997 Cross \t \t \t Pass\n", "1598 2196.940342 Air duel \t \t \t Duel\n", "10840 2197.026183 Air duel \t \t \t Duel\n", "10840 2198.026247 Shot \t \t \t Shot\n", "1598 2221.292979 Goal kick \t \t \t Free Kick\n", "1598 2224.0040280000003 Simple pass \t \t \t Pass\n", "1598 2224.653773 Simple pass \t \t \t Pass\n", "1598 2226.8201090000002 Simple pass \t \t \t Pass\n", "1598 2229.029756 Simple pass \t \t \t Pass\n", "1598 2230.349663 Simple pass \t \t \t Pass\n", "1598 2233.7846600000003 Simple pass \t \t \t Pass\n", "1598 2235.371685 High pass \t \t \t Pass\n", "1598 2237.5391369999998 Simple pass \t \t \t Pass\n", "10840 2238.832775 Simple pass \t \t \t Pass\n", "10840 2240.637772 Simple pass \t \t \t Pass\n", "10840 2243.735269 Simple pass \t \t \t Pass\n", "10840 2246.0955059999997 Simple pass \t \t \t Pass\n", "1598 2265.1423990000003 Goal kick \t \t \t Free Kick\n", "1598 2268.866761 Simple pass \t \t \t Pass\n", "1598 2269.1985830000003 High pass \t \t \t Pass\n", "1598 2270.8242440000004 Head pass \t \t \t Pass\n", "1598 2273.4156940000003 Head pass \t \t \t Pass\n", "1598 2274.796803 Head pass \t \t \t Pass\n", "1598 2276.3305039999996 Ground attacking duel \t \t \t Duel\n", "10840 2276.671048 Ground defending duel \t \t \t Duel\n", "10840 2278.894679 Foul \t \t \t Foul\n", "1598 2292.686973 Free Kick \t \t \t Free Kick\n", "1598 2294.57434 Simple pass \t \t \t Pass\n", "1598 2297.272269 Simple pass \t \t \t Pass\n", "1598 2299.7342820000003 Simple pass \t \t \t Pass\n", "1598 2301.2817779999996 Simple pass \t \t \t Pass\n", "1598 2303.700986 Simple pass \t \t \t Pass\n", "1598 2306.3075630000003 High pass \t \t \t Pass\n", "1598 2311.539278 Simple pass \t \t \t Pass\n", "1598 2311.959839 Simple pass \t \t \t Pass\n", "1598 2315.3458490000003 Simple pass \t \t \t Pass\n", "1598 2317.660764 High pass \t \t \t Pass\n", "10840 2320.782988 Clearance \t \t \t Others on the ball\n", "1598 2327.226127 Simple pass \t \t \t Pass\n", "1598 2327.6012920000003 Simple pass \t \t \t Pass\n", "10840 2329.419755 Ground defending duel \t \t \t Duel\n", "1598 2329.790408 Ground attacking duel \t \t \t Duel\n", "10840 2331.0256529999997 Ground defending duel \t \t \t Duel\n", "1598 2331.044358 Simple pass \t \t \t Pass\n", "10840 2349.3194999999996 Throw in \t \t \t Free Kick\n", "1598 2350.8151420000004 Air duel \t \t \t Duel\n", "10840 2350.9765559999996 Air duel \t \t \t Duel\n", "1598 2352.807105 Simple pass \t \t \t Pass\n", "1598 2354.0160830000004 Simple pass \t \t \t Pass\n", "1598 2355.0493960000003 Simple pass \t \t \t Pass\n", "1598 2356.3593899999996 Simple pass \t \t \t Pass\n", "1598 2356.895568 Simple pass \t \t \t Pass\n", "1598 2358.956497 Simple pass \t \t \t Pass\n", "1598 2360.7669320000005 Simple pass \t \t \t Pass\n", "1598 2362.3342329999996 Simple pass \t \t \t Pass\n", "1598 2363.1824079999997 Simple pass \t \t \t Pass\n", "1598 2363.4330550000004 Simple pass \t \t \t Pass\n", "1598 2365.21155 Simple pass \t \t \t Pass\n", "1598 2368.1196149999996 Simple pass \t \t \t Pass\n", "1598 2369.1105749999997 Simple pass \t \t \t Pass\n", "1598 2373.434762 Ground attacking duel \t \t \t Duel\n", "10840 2373.6791089999997 Ground defending duel \t \t \t Duel\n", "1598 2374.4191360000004 Simple pass \t \t \t Pass\n", "10840 2376.6426840000004 Ground attacking duel \t \t \t Duel\n", "1598 2376.976665 Ground defending duel \t \t \t Duel\n", "1598 2378.646277 Foul \t \t \t Foul\n", "10840 2403.140391 Free Kick \t \t \t Free Kick\n", "10840 2405.5649590000003 Ground loose ball duel \t \t \t Duel\n", "1598 2405.729298 Ground loose ball duel \t \t \t Duel\n", "1598 2409.4017839999997 Simple pass \t \t \t Pass\n", "1598 2410.902948 Simple pass \t \t \t Pass\n", "1598 2412.912784 Simple pass \t \t \t Pass\n", "1598 2415.238767 Simple pass \t \t \t Pass\n", "1598 2417.5155699999996 Simple pass \t \t \t Pass\n", "1598 2419.051225 Touch \t \t \t Others on the ball\n", "1598 2422.1923340000003 Simple pass \t \t \t Pass\n", "10840 2424.1497630000003 Ground defending duel \t \t \t Duel\n", "1598 2424.533555 Ground attacking duel \t \t \t Duel\n", "1598 2457.3522780000003 Throw in \t \t \t Free Kick\n", "1598 2460.067828 Simple pass \t \t \t Pass\n", "1598 2461.471845 Simple pass \t \t \t Pass\n", "1598 2463.1341469999998 Simple pass \t \t \t Pass\n", "1598 2463.6869859999997 Simple pass \t \t \t Pass\n", "1598 2464.4115300000003 Simple pass \t \t \t Pass\n", "1598 2466.477924 Cross \t \t \t Pass\n", "10840 2470.219048 Simple pass \t \t \t Pass\n", "10840 2472.198185 Simple pass \t \t \t Pass\n", "1598 2473.6925309999997 Head pass \t \t \t Pass\n", "10840 2473.8165980000003 Simple pass \t \t \t Pass\n", "1598 2474.2837609999997 Simple pass \t \t \t Pass\n", "1598 2475.264333 Head pass \t \t \t Pass\n", "1598 2478.3891839999997 High pass \t \t \t Pass\n", "1598 2480.7257870000003 Head pass \t \t \t Pass\n", "1598 2484.1347379999997 Simple pass \t \t \t Pass\n", "1598 2486.0481739999996 Simple pass \t \t \t Pass\n", "1598 2490.5584289999997 Simple pass \t \t \t Pass\n", "1598 2492.7042490000003 Simple pass \t \t \t Pass\n", "1598 2493.673928 Simple pass \t \t \t Pass\n", "1598 2495.071938 Simple pass \t \t \t Pass\n", "1598 2495.921171 Simple pass \t \t \t Pass\n", "1598 2496.861014 Simple pass \t \t \t Pass\n", "1598 2497.3277369999996 Simple pass \t \t \t Pass\n", "1598 2501.903161 Simple pass \t \t \t Pass\n", "1598 2503.3198329999996 Cross \t \t \t Pass\n", "10840 2504.797689 Touch \t \t \t Others on the ball\n", "1598 2531.002818 Throw in \t \t \t Free Kick\n", "10840 2533.421711 Ground defending duel \t \t \t Duel\n", "1598 2534.1634510000004 Ground attacking duel \t \t \t Duel\n", "10840 2535.4135829999996 Simple pass \t \t \t Pass\n", "10840 2537.655151 High pass \t \t \t Pass\n", "10840 2539.0555759999997 Ground attacking duel \t \t \t Duel\n", "1598 2539.537066 Ground defending duel \t \t \t Duel\n", "1598 2540.929535 Simple pass \t \t \t Pass\n", "1598 2542.9447739999996 Ground attacking duel \t \t \t Duel\n", "10840 2543.563268 Ground defending duel \t \t \t Duel\n", "1598 2544.310275 Simple pass \t \t \t Pass\n", "1598 2546.342248 Ground attacking duel \t \t \t Duel\n", "1598 2547.1101449999996 Simple pass \t \t \t Pass\n", "1598 2547.892156 Simple pass \t \t \t Pass\n", "1598 2549.338884 Simple pass \t \t \t Pass\n", "1598 2550.3913380000004 Simple pass \t \t \t Pass\n", "1598 2553.853707 Simple pass \t \t \t Pass\n", "1598 2555.9177069999996 Simple pass \t \t \t Pass\n", "1598 2556.997821 Simple pass \t \t \t Pass\n", "1598 2560.798433 Simple pass \t \t \t Pass\n", "1598 2561.6071220000003 Simple pass \t \t \t Pass\n", "1598 2562.901014 Ground attacking duel \t \t \t Duel\n", "10840 2562.967006 Ground defending duel \t \t \t Duel\n", "10840 2564.019297 Foul \t \t \t Foul\n", "10840 2625.955033 Throw in \t \t \t Free Kick\n", "10840 2627.022621 Air duel \t \t \t Duel\n", "10840 2627.193859 Air duel \t \t \t Duel\n", "1598 2627.487018 Air duel \t \t \t Duel\n", "1598 2630.365678 Simple pass \t \t \t Pass\n", "1598 2631.8698299999996 Simple pass \t \t \t Pass\n", "1598 2633.519053 Acceleration \t \t \t Others on the ball\n", "1598 2636.8547310000004 Ground attacking duel \t \t \t Duel\n", "10840 2637.3965390000003 Ground defending duel \t \t \t Duel\n", "10840 2638.202066 Simple pass \t \t \t Pass\n", "10840 2639.794567 High pass \t \t \t Pass\n", "1598 2642.27023 Head pass \t \t \t Pass\n", "1598 2646.513991 Simple pass \t \t \t Pass\n", "1598 2649.590198 Simple pass \t \t \t Pass\n", "1598 2651.9919330000002 Simple pass \t \t \t Pass\n", "1598 2657.7903459999998 Simple pass \t \t \t Pass\n", "1598 2659.307783 Simple pass \t \t \t Pass\n", "1598 2662.6901070000004 Simple pass \t \t \t Pass\n", "1598 2666.3189249999996 Simple pass \t \t \t Pass\n", "1598 2668.819149 Simple pass \t \t \t Pass\n", "1598 2671.0903820000003 Simple pass \t \t \t Pass\n", "1598 2673.4100719999997 Touch \t \t \t Others on the ball\n", "1598 2677.6933769999996 Simple pass \t \t \t Pass\n", "1598 2680.765655 Simple pass \t \t \t Pass\n", "1598 2683.3156609999996 Simple pass \t \t \t Pass\n", "1598 2684.510171 Simple pass \t \t \t Pass\n", "1598 2687.0051299999996 Simple pass \t \t \t Pass\n", "1598 2688.258498 Simple pass \t \t \t Pass\n", "1598 2689.5802009999998 Simple pass \t \t \t Pass\n", "1598 2690.920642 Simple pass \t \t \t Pass\n", "1598 2693.2916450000002 High pass \t \t \t Pass\n", "10840 2696.0898049999996 Head pass \t \t \t Pass\n", "10840 2698.0352650000004 Simple pass \t \t \t Pass\n", "10840 2700.417848 Simple pass \t \t \t Pass\n", "10840 2703.1250419999997 Simple pass \t \t \t Pass\n", "10840 2705.3474619999997 Simple pass \t \t \t Pass\n", "10840 2706.9796130000004 Simple pass \t \t \t Pass\n", "10840 2711.627485 Ground attacking duel \t \t \t Duel\n", "1598 2712.1115689999997 Ground defending duel \t \t \t Duel\n", "10840 2715.251751 Ground attacking duel \t \t \t Duel\n", "10840 2717.525205 Cross \t \t \t Pass\n", "10840 2718.932726 Head pass \t \t \t Pass\n", "1598 2729.917506 Hand pass \t \t \t Pass\n", "1598 2734.524518 Simple pass \t \t \t Pass\n", "10840 2737.5489129999996 Ground defending duel \t \t \t Duel\n", "1598 2737.616707 Ground attacking duel \t \t \t Duel\n", "1598 2751.008699 Throw in \t \t \t Free Kick\n", "10840 2753.425701 Head pass \t \t \t Pass\n", "10840 2755.793852 Ground defending duel \t \t \t Duel\n", "1598 2755.997496 Ground attacking duel \t \t \t Duel\n", "1598 2757.725176 Simple pass \t \t \t Pass\n", "1598 2758.0312299999996 Simple pass \t \t \t Pass\n", "1598 2758.803436 Simple pass \t \t \t Pass\n", "1598 2759.7362869999997 Ground attacking duel \t \t \t Duel\n", "10840 2760.6904569999997 Ground defending duel \t \t \t Duel\n", "10840 2761.86107 Ground defending duel \t \t \t Duel\n", "1598 2761.9508560000004 Ground attacking duel \t \t \t Duel\n", "10840 2764.520998 Foul \t \t \t Foul\n", "1598 2822.075874 Free kick cross \t \t \t Free Kick\n", "10840 2824.27077 Clearance \t \t \t Others on the ball\n", "1598 2826.023024 Simple pass \t \t \t Pass\n", "10840 2828.5579660000003 Acceleration \t \t \t Others on the ball\n", "10840 2832.3348480000004 Simple pass \t \t \t Pass\n", "10840 2833.47152 Simple pass \t \t \t Pass\n", "1598 2835.654179 Clearance \t \t \t Others on the ball\n", "10840 2845.583745 Throw in \t \t \t Free Kick\n", "10840 2849.3319439999996 Simple pass \t \t \t Pass\n", "10840 2853.0782529999997 High pass \t \t \t Pass\n", "10840 2857.207031 Cross \t \t \t Pass\n", "1598 2858.8428590000003 Touch \t \t \t Others on the ball\n", "1598 2868.3353289999995 Hand pass \t \t \t Pass\n", "1598 2871.6798040000003 High pass \t \t \t Pass\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10840 2874.694585 Ground defending duel \t \t \t Duel\n", "1598 2875.208504 Ground attacking duel \t \t \t Duel\n", "10840 2877.0897000000004 Simple pass \t \t \t Pass\n", "10840 2878.3974799999996 Simple pass \t \t \t Pass\n", "10840 2882.283117 High pass \t \t \t Pass\n", "1598 2883.66449 Air duel \t \t \t Duel\n", "10840 2884.2857299999996 Air duel \t \t \t Duel\n", "1598 2885.2463079999998 Head pass \t \t \t Pass\n", "1598 2886.6496880000004 Head pass \t \t \t Pass\n", "10840 2891.635942 Simple pass \t \t \t Pass\n", "10840 2893.491604 High pass \t \t \t Pass\n", "1598 2895.1176640000003 Air duel \t \t \t Duel\n", "10840 2895.7114810000003 Air duel \t \t \t Duel\n", "10840 2933.294728 Throw in \t \t \t Free Kick\n", "10840 2936.7039940000004 Cross \t \t \t Pass\n", "10840 2936.9392340000004 Air duel \t \t \t Duel\n", "1598 2937.830763 Goalkeeper leaving line \t \t \t Goalkeeper leaving line\n", "1598 2938.2698929999997 Air duel \t \t \t Duel\n", "1598 2938.272989 Air duel \t \t \t Duel\n", "10840 2942.408012 Simple pass \t \t \t Pass\n" ] } ], "source": [ "for i in iran_spain:\n", " print(i['teamId'], i['eventSec'], i['subEventName'], '\\t \\t \\t', i['eventName'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# What does the progression of events look like? How are they used? \n", "france_croatia_match = wc_matches[0]\n", "france_croatia = [i for i in match_events\n", " if i['matchId']==france_croatia_match['wyId']]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9598 1.8923389999999927 Simple pass \t \t \t Pass\n", "9598 3.8893749999999727 Simple pass \t \t \t Pass\n", "9598 6.140945999999985 Simple pass \t \t \t Pass\n", "9598 9.226570000000038 Simple pass \t \t \t Pass\n", "9598 12.658968999999956 Launch \t \t \t Pass\n", "9598 15.68568700000003 Ground loose ball duel \t \t \t Duel\n", "4418 15.68568700000003 Ground loose ball duel \t \t \t Duel\n", "9598 18.364178000000038 Simple pass \t \t \t Pass\n", "9598 21.66790000000003 Simple pass \t \t \t Pass\n", "9598 22.807859000000008 Simple pass \t \t \t Pass\n", "9598 25.514688999999976 Simple pass \t \t \t Pass\n", "9598 27.392162999999982 Simple pass \t \t \t Pass\n", "9598 28.983772000000044 Simple pass \t \t \t Pass\n", "9598 30.197032000000036 Simple pass \t \t \t Pass\n", "9598 32.102757999999994 Simple pass \t \t \t Pass\n", "9598 33.69781899999998 Simple pass \t \t \t Pass\n", "9598 37.23656100000005 Simple pass \t \t \t Pass\n", "9598 40.549334000000044 Simple pass \t \t \t Pass\n", "9598 43.68414199999995 Simple pass \t \t \t Pass\n", "4418 44.499431999999956 Touch \t \t \t Others on the ball\n", "4418 46.62372400000004 Launch \t \t \t Pass\n", "9598 47.200886999999966 Touch \t \t \t Others on the ball\n", "4418 57.73605199999997 Throw in \t \t \t Free Kick\n", "4418 59.26010900000006 Simple pass \t \t \t Pass\n", "4418 60.78115100000002 Touch \t \t \t Others on the ball\n", "9598 61.984916999999996 Head pass \t \t \t Pass\n", "9598 62.234842999999955 Simple pass \t \t \t Pass\n", "4418 64.31664799999999 Simple pass \t \t \t Pass\n", "4418 65.13152200000002 Ground attacking duel \t \t \t Duel\n", "9598 65.13152200000002 Ground defending duel \t \t \t Duel\n", "4418 73.46959100000004 Throw in \t \t \t Free Kick\n", "4418 77.13889300000005 Simple pass \t \t \t Pass\n", "4418 79.88448900000003 Simple pass \t \t \t Pass\n", "4418 83.25502400000005 Ground attacking duel \t \t \t Duel\n", "9598 83.25502400000005 Ground defending duel \t \t \t Duel\n", "9598 84.83959500000003 Foul \t \t \t Foul\n", "4418 99.61934199999996 Simple pass \t \t \t Pass\n", "4418 101.77502200000004 Simple pass \t \t \t Pass\n", "4418 104.46984999999995 Simple pass \t \t \t Pass\n", "4418 107.89599799999996 Simple pass \t \t \t Pass\n", "4418 109.643595 Simple pass \t \t \t Pass\n", "4418 113.77120400000001 High pass \t \t \t Pass\n", "9598 116.139996 Simple pass \t \t \t Pass\n", "9598 118.07445099999995 Simple pass \t \t \t Pass\n", "4418 118.69617600000004 Touch \t \t \t Others on the ball\n", "9598 131.60912800000006 Throw in \t \t \t Free Kick\n", "9598 132.55141600000002 Simple pass \t \t \t Pass\n", "9598 133.12951499999997 High pass \t \t \t Pass\n", "9598 135.615899 Head pass \t \t \t Pass\n", "9598 137.66751 Simple pass \t \t \t Pass\n", "4418 139.27883999999995 Touch \t \t \t Others on the ball\n", "4418 140.68057499999998 Ground attacking duel \t \t \t Duel\n", "9598 140.68057499999998 Ground defending duel \t \t \t Duel\n", "4418 141.84452499999998 Ground attacking duel \t \t \t Duel\n", "9598 141.84452499999998 Ground defending duel \t \t \t Duel\n", "9598 143.020309 Foul \t \t \t Foul\n", "4418 165.53969700000005 Throw in \t \t \t Free Kick\n", "4418 167.31847900000002 Ground attacking duel \t \t \t Duel\n", "9598 167.31847900000002 Ground defending duel \t \t \t Duel\n", "9598 168.47817299999997 Acceleration \t \t \t Others on the ball\n", "4418 174.00818300000003 Ground defending duel \t \t \t Duel\n", "9598 174.00818300000003 Ground attacking duel \t \t \t Duel\n", "4418 175.94210899999996 Clearance \t \t \t Others on the ball\n", "9598 197.555472 Throw in \t \t \t Free Kick\n", "4418 199.33551699999998 Ground defending duel \t \t \t Duel\n", "9598 199.33551699999998 Ground attacking duel \t \t \t Duel\n", "9598 199.80954899999995 Head pass \t \t \t Pass\n", "4418 202.08989499999996 Launch \t \t \t Pass\n", "4418 205.20817899999997 Ground defending duel \t \t \t Duel\n", "9598 205.20817899999997 Ground attacking duel \t \t \t Duel\n", "9598 210.371808 Throw in \t \t \t Free Kick\n", "9598 213.57648099999994 Simple pass \t \t \t Pass\n", "9598 216.32090900000003 Simple pass \t \t \t Pass\n", "9598 217.96210699999995 Simple pass \t \t \t Pass\n", "9598 219.82944999999995 Simple pass \t \t \t Pass\n", "9598 227.61776599999996 Simple pass \t \t \t Pass\n", "9598 230.46092999999996 Simple pass \t \t \t Pass\n", "9598 233.75309400000003 High pass \t \t \t Pass\n", "9598 238.678175 Simple pass \t \t \t Pass\n", "4418 239.389232 Touch \t \t \t Others on the ball\n", "4418 240.571239 Ground defending duel \t \t \t Duel\n", "9598 240.571239 Ground attacking duel \t \t \t Duel\n", "9598 242.11475299999995 Smart pass \t \t \t Pass\n", "9598 244.29010900000003 Cross \t \t \t Pass\n", "4418 245.55839300000002 Clearance \t \t \t Others on the ball\n", "9598 253.73694999999998 Throw in \t \t \t Free Kick\n", "9598 257.58171500000003 Simple pass \t \t \t Pass\n", "4418 259.70405700000003 Ground defending duel \t \t \t Duel\n", "9598 259.70405700000003 Ground attacking duel \t \t \t Duel\n", "4418 261.75144 Simple pass \t \t \t Pass\n", "4418 262.913357 Simple pass \t \t \t Pass\n", "4418 264.21472600000004 Simple pass \t \t \t Pass\n", "4418 266.71544300000005 High pass \t \t \t Pass\n", "4418 268.705023 Air duel \t \t \t Duel\n", "9598 268.705023 Air duel \t \t \t Duel\n", "9598 272.15447300000005 Simple pass \t \t \t Pass\n", "9598 275.70783400000005 Simple pass \t \t \t Pass\n", "9598 281.59624299999996 Simple pass \t \t \t Pass\n", "9598 282.874195 Simple pass \t \t \t Pass\n", "9598 286.35476600000004 High pass \t \t \t Pass\n", "9598 288.725685 Head pass \t \t \t Pass\n", "4418 291.27727400000003 Ground attacking duel \t \t \t Duel\n", "9598 291.27727400000003 Ground defending duel \t \t \t Duel\n", "4418 295.779172 Simple pass \t \t \t Pass\n", "4418 297.292598 Simple pass \t \t \t Pass\n", "9598 298.284986 Touch \t \t \t Others on the ball\n", "4418 316.647116 Goal kick \t \t \t Free Kick\n", "4418 320.60868500000004 Simple pass \t \t \t Pass\n", "4418 322.821782 Simple pass \t \t \t Pass\n", "4418 324.46583499999997 Touch \t \t \t Others on the ball\n", "4418 329.342664 Ground attacking duel \t \t \t Duel\n", "9598 329.342664 Ground defending duel \t \t \t Duel\n", "9598 331.06293900000003 Foul \t \t \t Foul\n", "4418 347.5624889999999 Free Kick \t \t \t Free Kick\n", "4418 348.81238499999995 Simple pass \t \t \t Pass\n", "4418 349.7310910000001 Simple pass \t \t \t Pass\n", "4418 351.7207350000001 Simple pass \t \t \t Pass\n", "4418 356.6571899999999 Simple pass \t \t \t Pass\n", "4418 359.54028100000005 Simple pass \t \t \t Pass\n", "4418 361.8909040000001 Simple pass \t \t \t Pass\n", "4418 365.294441 Simple pass \t \t \t Pass\n", "4418 367.5705109999999 High pass \t \t \t Pass\n", "9598 381.56851099999994 Throw in \t \t \t Free Kick\n", "4418 383.70963600000005 Ground defending duel \t \t \t Duel\n", "9598 383.70963600000005 Ground attacking duel \t \t \t Duel\n", "4418 385.2108330000001 Foul \t \t \t Foul\n", "9598 395.71639200000004 Free Kick \t \t \t Free Kick\n", "9598 396.1441219999999 Simple pass \t \t \t Pass\n", "9598 399.49834899999996 Simple pass \t \t \t Pass\n", "9598 403.5845690000001 Simple pass \t \t \t Pass\n", "9598 406.35359399999993 Simple pass \t \t \t Pass\n", "9598 408.4073780000001 Simple pass \t \t \t Pass\n", "9598 411.081692 Acceleration \t \t \t Others on the ball\n", "9598 414.7594160000001 Simple pass \t \t \t Pass\n", "9598 415.8167000000001 Acceleration \t \t \t Others on the ball\n", "4418 419.789847 Ground defending duel \t \t \t Duel\n", "9598 419.789847 Ground attacking duel \t \t \t Duel\n", "9598 438.28299300000003 Throw in \t \t \t Free Kick\n", "9598 441.0089579999999 Smart pass \t \t \t Pass\n", "9598 443.75560399999995 Cross \t \t \t Pass\n", "4418 446.073676 Touch \t \t \t Others on the ball\n", "9598 482.934608 Corner \t \t \t Free Kick\n", "4418 485.2772749999999 Clearance \t \t \t Others on the ball\n", "4418 489.5391749999999 Simple pass \t \t \t Pass\n", "4418 490.16455900000005 Touch \t \t \t Others on the ball\n", "9598 490.56067299999995 Touch \t \t \t Others on the ball\n", "9598 493.398692 Throw in \t \t \t Free Kick\n", "9598 495.93743100000006 Simple pass \t \t \t Pass\n", "9598 498.50835600000005 Cross \t \t \t Pass\n", "4418 500.487343 Air duel \t \t \t Duel\n", "9598 500.487343 Air duel \t \t \t Duel\n", "4418 502.7748630000001 Simple pass \t \t \t Pass\n", "9598 503.601848 Touch \t \t \t Others on the ball\n", "4418 505.05594300000007 Ground attacking duel \t \t \t Duel\n", "9598 505.05594300000007 Ground defending duel \t \t \t Duel\n", "9598 507.2504180000001 Foul \t \t \t Foul\n", "4418 530.910073 Free Kick \t \t \t Free Kick\n", "4418 534.061807 Air duel \t \t \t Duel\n", "9598 534.061807 Air duel \t \t \t Duel\n", "9598 536.4013809999999 Head pass \t \t \t Pass\n", "9598 545.7736769999999 Hand pass \t \t \t Pass\n", "9598 549.117843 Simple pass \t \t \t Pass\n", "9598 552.826718 Simple pass \t \t \t Pass\n", "9598 553.8779340000001 Acceleration \t \t \t Others on the ball\n", "9598 562.0482480000001 Simple pass \t \t \t Pass\n", "9598 563.0724110000001 Simple pass \t \t \t Pass\n", "9598 566.35049 High pass \t \t \t Pass\n", "4418 569.19841 Ground loose ball duel \t \t \t Duel\n", "9598 569.19841 Ground loose ball duel \t \t \t Duel\n", "4418 575.2996760000001 Hand pass \t \t \t Pass\n", "4418 579.348078 Ground attacking duel \t \t \t Duel\n", "9598 579.348078 Ground defending duel \t \t \t Duel\n", "9598 580.3215869999999 Simple pass \t \t \t Pass\n", "9598 582.1649560000001 Simple pass \t \t \t Pass\n", "9598 583.6300940000001 Simple pass \t \t \t Pass\n", "9598 587.3777749999999 Simple pass \t \t \t Pass\n", "9598 593.741291 Simple pass \t \t \t Pass\n", "9598 594.7158320000001 Cross \t \t \t Pass\n", "4418 596.496058 Clearance \t \t \t Others on the ball\n", "9598 605.1410860000001 Throw in \t \t \t Free Kick\n", "9598 607.0583140000001 Simple pass \t \t \t Pass\n", "9598 608.8061359999999 Simple pass \t \t \t Pass\n", "9598 610.5620899999999 Simple pass \t \t \t Pass\n", "9598 613.297069 Touch \t \t \t Others on the ball\n", "9598 618.37995 Simple pass \t \t \t Pass\n", "9598 621.2994329999999 Simple pass \t \t \t Pass\n", "9598 624.0080419999999 Simple pass \t \t \t Pass\n", "9598 625.39698 Simple pass \t \t \t Pass\n", "9598 627.477451 Simple pass \t \t \t Pass\n", "9598 629.6658520000001 Simple pass \t \t \t Pass\n", "9598 632.0882039999999 Simple pass \t \t \t Pass\n", "9598 635.630148 Simple pass \t \t \t Pass\n", "9598 637.764351 Simple pass \t \t \t Pass\n", "9598 638.6026380000001 Simple pass \t \t \t Pass\n", "9598 641.207169 Simple pass \t \t \t Pass\n", "9598 644.6068270000001 Acceleration \t \t \t Others on the ball\n", "9598 647.531248 High pass \t \t \t Pass\n", "9598 650.8032700000001 Touch \t \t \t Others on the ball\n", "4418 678.412497 Goal kick \t \t \t Free Kick\n", "4418 682.386323 Ground attacking duel \t \t \t Duel\n", "9598 682.386323 Ground defending duel \t \t \t Duel\n", "4418 683.4124569999999 Simple pass \t \t \t Pass\n", "4418 684.1332789999999 Simple pass \t \t \t Pass\n", "4418 685.5811080000001 Touch \t \t \t Others on the ball\n", "4418 687.222299 Acceleration \t \t \t Others on the ball\n", "4418 689.130075 Ground attacking duel \t \t \t Duel\n", "9598 689.130075 Ground defending duel \t \t \t Duel\n", "4418 705.212374 Throw in \t \t \t Free Kick\n", "9598 706.79388 Simple pass \t \t \t Pass\n", "4418 709.3711579999999 Simple pass \t \t \t Pass\n", "4418 711.492598 Simple pass \t \t \t Pass\n", "4418 714.8375410000001 Simple pass \t \t \t Pass\n", "4418 718.9341750000001 Simple pass \t \t \t Pass\n", "4418 722.5042619999999 Simple pass \t \t \t Pass\n", "4418 725.2116739999999 Simple pass \t \t \t Pass\n", "4418 729.841748 Launch \t \t \t Pass\n", "4418 733.1323600000001 Air duel \t \t \t Duel\n", "9598 733.1323600000001 Air duel \t \t \t Duel\n", "9598 734.9415180000001 Head pass \t \t \t Pass\n", "9598 736.99732 Simple pass \t \t \t Pass\n", "4418 738.0141060000001 Ground defending duel \t \t \t Duel\n", "9598 738.0141060000001 Ground attacking duel \t \t \t Duel\n", "4418 739.5864349999999 Simple pass \t \t \t Pass\n", "4418 741.851778 Simple pass \t \t \t Pass\n", "4418 742.7651390000001 Simple pass \t \t \t Pass\n", "4418 745.7318869999999 Simple pass \t \t \t Pass\n", "4418 747.927966 Simple pass \t \t \t Pass\n", "4418 750.86545 Simple pass \t \t \t Pass\n", "4418 752.547278 Touch \t \t \t Others on the ball\n", "9598 753.2094500000001 Simple pass \t \t \t Pass\n", "4418 754.3282610000001 Touch \t \t \t Others on the ball\n", "9598 754.337781 Touch \t \t \t Others on the ball\n", "4418 762.1843779999999 Throw in \t \t \t Free Kick\n", "4418 763.961485 Simple pass \t \t \t Pass\n", "4418 765.226568 Touch \t \t \t Others on the ball\n", "4418 771.108583 High pass \t \t \t Pass\n", "4418 772.750832 Touch \t \t \t Others on the ball\n", "9598 785.937443 Goal kick \t \t \t Free Kick\n", "9598 789.932231 Simple pass \t \t \t Pass\n", "9598 791.378514 Simple pass \t \t \t Pass\n", "9598 795.889723 Simple pass \t \t \t Pass\n", "9598 802.5013019999999 Simple pass \t \t \t Pass\n", "9598 803.8063380000001 Simple pass \t \t \t Pass\n", "9598 809.157275 Simple pass \t \t \t Pass\n", "9598 810.613713 Simple pass \t \t \t Pass\n", "9598 812.3737739999999 Simple pass \t \t \t Pass\n", "9598 814.2216249999999 Simple pass \t \t \t Pass\n", "4418 851.8201779999999 Goal kick \t \t \t Free Kick\n", "4418 855.1640420000001 Ground loose ball duel \t \t \t Duel\n", "9598 855.1640420000001 Ground loose ball duel \t \t \t Duel\n", "9598 856.9301 Head pass \t \t \t Pass\n", "9598 858.263751 Air duel \t \t \t Duel\n", "4418 858.263751 Air duel \t \t \t Duel\n", "4418 858.4607209999999 Air duel \t \t \t Duel\n", "9598 858.4607209999999 Air duel \t \t \t Duel\n", "9598 860.09043 Head pass \t \t \t Pass\n", "9598 861.3719369999999 Acceleration \t \t \t Others on the ball\n", "9598 864.787853 Cross \t \t \t Pass\n", "4418 866.044543 Clearance \t \t \t Others on the ball\n", "9598 887.054134 Throw in \t \t \t Free Kick\n", "9598 889.662098 Simple pass \t \t \t Pass\n", "9598 895.015343 Simple pass \t \t \t Pass\n", "9598 896.90578 Simple pass \t \t \t Pass\n", "9598 898.235594 Simple pass \t \t \t Pass\n", "9598 901.5700039999999 Simple pass \t \t \t Pass\n", "4418 941.0776269999999 Simple pass \t \t \t Pass\n", "9598 941.7559759999999 Simple pass \t \t \t Pass\n", "9598 944.954029 Simple pass \t \t \t Pass\n", "9598 947.256715 Simple pass \t \t \t Pass\n", "4418 949.308904 Simple pass \t \t \t Pass\n", "4418 950.383963 Simple pass \t \t \t Pass\n", "4418 951.3819289999999 Simple pass \t \t \t Pass\n", "4418 953.7627950000001 Simple pass \t \t \t Pass\n", "4418 956.591248 Smart pass \t \t \t Pass\n", "9598 956.7260249999999 Touch \t \t \t Others on the ball\n", "4418 959.697459 Simple pass \t \t \t Pass\n", "4418 961.640946 Simple pass \t \t \t Pass\n", "4418 964.733283 Simple pass \t \t \t Pass\n", "4418 965.886297 Simple pass \t \t \t Pass\n", "4418 968.2520159999999 High pass \t \t \t Pass\n", "9598 971.130122 Head pass \t \t \t Pass\n", "4418 973.0524559999999 Touch \t \t \t Others on the ball\n", "4418 975.737685 Ground attacking duel \t \t \t Duel\n", "9598 975.737685 Ground defending duel \t \t \t Duel\n", "9598 979.5987110000001 Simple pass \t \t \t Pass\n", "4418 980.8723580000001 Ground defending duel \t \t \t Duel\n", "9598 980.8723580000001 Ground attacking duel \t \t \t Duel\n", "4418 982.871285 Simple pass \t \t \t Pass\n", "4418 986.924213 Simple pass \t \t \t Pass\n", "4418 991.7986000000001 High pass \t \t \t Pass\n", "4418 994.1280469999999 Air duel \t \t \t Duel\n", "9598 994.1280469999999 Air duel \t \t \t Duel\n", "4418 995.965631 Air duel \t \t \t Duel\n", "9598 995.965631 Air duel \t \t \t Duel\n", "4418 1000.1507610000001 Ground attacking duel \t \t \t Duel\n", "9598 1000.1507610000001 Ground defending duel \t \t \t Duel\n", "4418 1002.382529 Smart pass \t \t \t Pass\n", "9598 1002.4771840000001 Touch \t \t \t Others on the ball\n", "9598 1004.1482020000001 Clearance \t \t \t Others on the ball\n", "4418 1004.7716519999999 Air duel \t \t \t Duel\n", "9598 1004.7716519999999 Air duel \t \t \t Duel\n", "4418 1010.9993910000001 Ground attacking duel \t \t \t Duel\n", "9598 1010.9993910000001 Ground defending duel \t \t \t Duel\n", "9598 1012.8658459999999 Simple pass \t \t \t Pass\n", "4418 1014.841075 Simple pass \t \t \t Pass\n", "4418 1016.8865149999999 Ground attacking duel \t \t \t Duel\n", "9598 1016.8865149999999 Ground defending duel \t \t \t Duel\n", "9598 1018.462964 Foul \t \t \t Foul\n", "4418 1077.449114 Free kick cross \t \t \t Free Kick\n", "9598 1078.7608 Clearance \t \t \t Others on the ball\n", "9598 1080.021191 Reflexes \t \t \t Save attempt\n", "9598 1157.415997 Simple pass \t \t \t Pass\n", "9598 1159.173322 Simple pass \t \t \t Pass\n", "9598 1164.843684 Simple pass \t \t \t Pass\n", "9598 1166.541729 Simple pass \t \t \t Pass\n", "9598 1169.925947 Simple pass \t \t \t Pass\n", "9598 1172.127959 Simple pass \t \t \t Pass\n", "9598 1175.954444 Simple pass \t \t \t Pass\n", "9598 1178.045145 Touch \t \t \t Others on the ball\n", "9598 1181.997104 Simple pass \t \t \t Pass\n", "9598 1183.34596 Smart pass \t \t \t Pass\n", "4418 1185.673866 Simple pass \t \t \t Pass\n", "4418 1187.628243 Simple pass \t \t \t Pass\n", "4418 1188.446678 Simple pass \t \t \t Pass\n", "4418 1189.776861 Ground attacking duel \t \t \t Duel\n", "9598 1189.776861 Ground defending duel \t \t \t Duel\n", "9598 1191.743721 Acceleration \t \t \t Others on the ball\n", "4418 1193.719321 Ground defending duel \t \t \t Duel\n", "9598 1193.719321 Ground attacking duel \t \t \t Duel\n", "4418 1195.071037 Foul \t \t \t Foul\n", "9598 1252.022675 Free kick cross \t \t \t Free Kick\n", "4418 1252.863026 Touch \t \t \t Others on the ball\n", "9598 1254.534318 Shot \t \t \t Shot\n", "4418 1279.338264 Goal kick \t \t \t Free Kick\n", "4418 1283.045285 Ground loose ball duel \t \t \t Duel\n", "9598 1283.045285 Ground loose ball duel \t \t \t Duel\n", "4418 1284.17294 Touch \t \t \t Others on the ball\n", "9598 1284.797122 Simple pass \t \t \t Pass\n", "4418 1307.903487 Throw in \t \t \t Free Kick\n", "4418 1311.916017 Simple pass \t \t \t Pass\n", "4418 1314.810062 Launch \t \t \t Pass\n", "4418 1318.578233 Ground loose ball duel \t \t \t Duel\n", "9598 1318.578233 Ground loose ball duel \t \t \t Duel\n", "9598 1319.151778 Head pass \t \t \t Pass\n", "4418 1319.508006 Head pass \t \t \t Pass\n", "9598 1322.316383 Simple pass \t \t \t Pass\n", "4418 1323.335264 Touch \t \t \t Others on the ball\n", "4418 1325.771972 Hand foul \t \t \t Foul\n", "9598 1327.369527 Free Kick \t \t \t Free Kick\n", "9598 1329.725851 Simple pass \t \t \t Pass\n", "9598 1331.76819 Simple pass \t \t \t Pass\n", "9598 1334.09536 Simple pass \t \t \t Pass\n", "9598 1335.920013 Simple pass \t \t \t Pass\n", "9598 1340.853592 Simple pass \t \t \t Pass\n", "4418 1343.574599 Simple pass \t \t \t Pass\n", "4418 1345.413338 Smart pass \t \t \t Pass\n", "4418 1347.572609 Touch \t \t \t Others on the ball\n", "9598 1351.801784 Acceleration \t \t \t Others on the ball\n", "4418 1356.704746 Ground defending duel \t \t \t Duel\n", "9598 1356.704746 Ground attacking duel \t \t \t Duel\n", "9598 1357.95371 Simple pass \t \t \t Pass\n", "4418 1359.495097 Ground defending duel \t \t \t Duel\n", "9598 1359.495097 Ground attacking duel \t \t \t Duel\n", "4418 1361.85564 Foul \t \t \t Foul\n", "9598 1399.1219740000001 Free kick cross \t \t \t Free Kick\n", "4418 1400.688137 Goalkeeper leaving line \t \t \t Goalkeeper leaving line\n", "9598 1403.4436580000001 Head pass \t \t \t Pass\n", "4418 1405.7938410000002 Ground attacking duel \t \t \t Duel\n", "9598 1405.7938410000002 Ground defending duel \t \t \t Duel\n", "4418 1408.052204 Ground attacking duel \t \t \t Duel\n", "9598 1408.052204 Ground defending duel \t \t \t Duel\n", "4418 1409.2836699999998 Touch \t \t \t Others on the ball\n", "9598 1411.1270920000002 Simple pass \t \t \t Pass\n", "9598 1414.985326 Cross \t \t \t Pass\n", "9598 1417.780941 Shot \t \t \t Shot\n", "4418 1450.042785 Goal kick \t \t \t Free Kick\n", "4418 1453.288454 Ground loose ball duel \t \t \t Duel\n", "4418 1453.288454 Ground loose ball duel \t \t \t Duel\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9598 1453.288454 Ground loose ball duel \t \t \t Duel\n", "9598 1454.4370709999998 Head pass \t \t \t Pass\n", "9598 1456.61796 Head pass \t \t \t Pass\n", "4418 1459.6343069999998 Simple pass \t \t \t Pass\n", "4418 1461.4563440000002 Simple pass \t \t \t Pass\n", "9598 1463.467506 Clearance \t \t \t Others on the ball\n", "4418 1465.1171709999999 Touch \t \t \t Others on the ball\n", "9598 1491.5721319999998 Throw in \t \t \t Free Kick\n", "4418 1493.830509 Head pass \t \t \t Pass\n", "4418 1496.1560690000001 Simple pass \t \t \t Pass\n", "9598 1498.7237460000001 Simple pass \t \t \t Pass\n", "4418 1501.306752 Launch \t \t \t Pass\n", "9598 1506.848227 Head pass \t \t \t Pass\n", "9598 1508.4796310000002 Simple pass \t \t \t Pass\n", "9598 1511.285598 High pass \t \t \t Pass\n", "4418 1514.992703 High pass \t \t \t Pass\n", "4418 1517.052463 Head pass \t \t \t Pass\n", "9598 1517.13805 Touch \t \t \t Others on the ball\n", "4418 1518.672493 Air duel \t \t \t Duel\n", "9598 1518.672493 Air duel \t \t \t Duel\n", "4418 1537.8223830000002 Simple pass \t \t \t Pass\n", "9598 1540.699157 Touch \t \t \t Others on the ball\n", "4418 1540.9155879999998 High pass \t \t \t Pass\n", "4418 1559.964868 Throw in \t \t \t Free Kick\n", "9598 1560.556286 Ground defending duel \t \t \t Duel\n", "4418 1560.556286 Ground attacking duel \t \t \t Duel\n", "9598 1560.556286 Ground defending duel \t \t \t Duel\n", "9598 1563.5404760000001 Simple pass \t \t \t Pass\n", "9598 1563.836432 Simple pass \t \t \t Pass\n", "9598 1567.1132750000002 Simple pass \t \t \t Pass\n", "9598 1568.6672990000002 Simple pass \t \t \t Pass\n", "4418 1588.8931349999998 Throw in \t \t \t Free Kick\n", "4418 1590.089723 Head pass \t \t \t Pass\n", "9598 1590.688822 Launch \t \t \t Pass\n", "4418 1592.969987 Simple pass \t \t \t Pass\n", "4418 1598.669778 Simple pass \t \t \t Pass\n", "4418 1599.7770019999998 Simple pass \t \t \t Pass\n", "4418 1600.9023280000001 Touch \t \t \t Others on the ball\n", "4418 1605.680848 Ground defending duel \t \t \t Duel\n", "9598 1605.680848 Ground attacking duel \t \t \t Duel\n", "9598 1606.5777320000002 Simple pass \t \t \t Pass\n", "9598 1607.4181629999998 Launch \t \t \t Pass\n", "9598 1610.4787419999998 Head pass \t \t \t Pass\n", "9598 1613.6205909999999 Acceleration \t \t \t Others on the ball\n", "4418 1616.4411570000002 Ground defending duel \t \t \t Duel\n", "9598 1616.4411570000002 Ground attacking duel \t \t \t Duel\n", "4418 1618.2744160000002 Foul \t \t \t Foul\n", "9598 1667.3899390000001 Free kick cross \t \t \t Free Kick\n", "9598 1671.7153050000002 Head pass \t \t \t Pass\n", "4418 1671.775232 Air duel \t \t \t Duel\n", "9598 1671.775232 Air duel \t \t \t Duel\n", "4418 1673.01622 Air duel \t \t \t Duel\n", "9598 1673.01622 Air duel \t \t \t Duel\n", "9598 1673.913603 Simple pass \t \t \t Pass\n", "4418 1674.564355 Ground defending duel \t \t \t Duel\n", "9598 1674.564355 Ground attacking duel \t \t \t Duel\n", "9598 1676.030001 Shot \t \t \t Shot\n", "4418 1678.848939 Reflexes \t \t \t Save attempt\n", "4418 1743.80588 Ground attacking duel \t \t \t Duel\n", "9598 1743.80588 Ground defending duel \t \t \t Duel\n", "4418 1760.012326 Throw in \t \t \t Free Kick\n", "4418 1760.6052089999998 Ground attacking duel \t \t \t Duel\n", "9598 1760.6052089999998 Ground defending duel \t \t \t Duel\n", "4418 1779.2151869999998 Throw in \t \t \t Free Kick\n", "4418 1780.369216 Ground loose ball duel \t \t \t Duel\n", "9598 1780.369216 Ground loose ball duel \t \t \t Duel\n", "4418 1781.3405550000002 Touch \t \t \t Others on the ball\n", "9598 1782.052565 Clearance \t \t \t Others on the ball\n", "4418 1786.7771579999999 Simple pass \t \t \t Pass\n", "4418 1791.931833 High pass \t \t \t Pass\n", "4418 1794.5236380000001 Head pass \t \t \t Pass\n", "4418 1798.3415009999999 \t \t \t Offside\n", "9598 1817.6549730000002 Simple pass \t \t \t Pass\n", "9598 1823.448941 Simple pass \t \t \t Pass\n", "9598 1825.150548 Simple pass \t \t \t Pass\n", "9598 1827.9349539999998 Simple pass \t \t \t Pass\n", "9598 1829.5597539999999 Simple pass \t \t \t Pass\n", "4418 1841.193472 Throw in \t \t \t Free Kick\n", "4418 1843.4012870000001 Touch \t \t \t Others on the ball\n", "9598 1845.9302750000002 Simple pass \t \t \t Pass\n", "9598 1848.2281549999998 Simple pass \t \t \t Pass\n", "9598 1852.543091 Simple pass \t \t \t Pass\n", "9598 1854.5903079999998 Simple pass \t \t \t Pass\n", "9598 1861.0780300000001 Simple pass \t \t \t Pass\n", "9598 1864.1068409999998 Simple pass \t \t \t Pass\n", "9598 1865.375857 Simple pass \t \t \t Pass\n", "9598 1866.5660389999998 Simple pass \t \t \t Pass\n", "9598 1869.906688 Simple pass \t \t \t Pass\n", "9598 1871.1250409999998 Simple pass \t \t \t Pass\n", "9598 1871.8866039999998 High pass \t \t \t Pass\n", "4418 1876.8148019999999 Ground loose ball duel \t \t \t Duel\n", "9598 1876.8148019999999 Ground loose ball duel \t \t \t Duel\n", "4418 1895.448524 Throw in \t \t \t Free Kick\n", "9598 1896.854945 Head pass \t \t \t Pass\n", "9598 1898.5757400000002 Head pass \t \t \t Pass\n", "9598 1900.2956760000002 Air duel \t \t \t Duel\n", "4418 1900.2956760000002 Air duel \t \t \t Duel\n", "9598 1901.6762399999998 Simple pass \t \t \t Pass\n", "4418 1911.9789959999998 Throw in \t \t \t Free Kick\n", "9598 1913.2789910000001 Touch \t \t \t Others on the ball\n", "4418 1913.3523919999998 Ground attacking duel \t \t \t Duel\n", "9598 1913.3523919999998 Ground defending duel \t \t \t Duel\n", "9598 1914.258527 Simple pass \t \t \t Pass\n", "4418 1914.596019 Ground attacking duel \t \t \t Duel\n", "9598 1914.596019 Ground defending duel \t \t \t Duel\n", "9598 1915.4906850000002 Simple pass \t \t \t Pass\n", "9598 1918.585121 Simple pass \t \t \t Pass\n", "9598 1924.418149 Launch \t \t \t Pass\n", "4418 1927.5048219999999 Air duel \t \t \t Duel\n", "9598 1927.5048219999999 Air duel \t \t \t Duel\n", "9598 1937.2550419999998 Throw in \t \t \t Free Kick\n", "9598 1941.538896 Simple pass \t \t \t Pass\n", "9598 1944.0468569999998 Simple pass \t \t \t Pass\n", "9598 1947.386458 Simple pass \t \t \t Pass\n", "9598 1948.9839889999998 Simple pass \t \t \t Pass\n", "9598 1950.1647400000002 High pass \t \t \t Pass\n", "4418 1951.546292 Air duel \t \t \t Duel\n", "9598 1951.546292 Air duel \t \t \t Duel\n", "4418 1956.9601269999998 Ground defending duel \t \t \t Duel\n", "9598 1956.9601269999998 Ground attacking duel \t \t \t Duel\n", "9598 1956.9864189999998 Cross \t \t \t Pass\n", "4418 1962.5443890000001 High pass \t \t \t Pass\n", "9598 1966.807515 Clearance \t \t \t Others on the ball\n", "4418 2017.994572 Corner \t \t \t Free Kick\n", "4418 2019.6315989999998 Touch \t \t \t Others on the ball\n", "9598 2019.879223 Touch \t \t \t Others on the ball\n", "9598 2021.0550990000002 Hand foul \t \t \t Foul\n", "4418 2278.895744 Penalty \t \t \t Free Kick\n", "9598 2280.370171 Reflexes \t \t \t Save attempt\n", "9598 2341.308082 Simple pass \t \t \t Pass\n", "9598 2344.34757 Simple pass \t \t \t Pass\n", "9598 2347.788015 Simple pass \t \t \t Pass\n", "9598 2353.311502 Simple pass \t \t \t Pass\n", "9598 2355.68155 Simple pass \t \t \t Pass\n", "9598 2358.077165 Simple pass \t \t \t Pass\n", "9598 2360.228629 Simple pass \t \t \t Pass\n", "9598 2363.962716 Simple pass \t \t \t Pass\n", "9598 2365.591136 Cross \t \t \t Pass\n", "9598 2367.684614 Shot \t \t \t Shot\n", "9598 2368.876525 Touch \t \t \t Others on the ball\n", "4418 2369.343146 Touch \t \t \t Others on the ball\n", "4418 2384.596715 Launch \t \t \t Pass\n", "4418 2387.419085 Air duel \t \t \t Duel\n", "9598 2387.419085 Air duel \t \t \t Duel\n", "4418 2388.688788 Touch \t \t \t Others on the ball\n", "4418 2393.543104 Ground attacking duel \t \t \t Duel\n", "9598 2393.543104 Ground defending duel \t \t \t Duel\n", "4418 2395.941424 Cross \t \t \t Pass\n", "9598 2398.332073 Simple pass \t \t \t Pass\n", "9598 2399.605058 High pass \t \t \t Pass\n", "4418 2400.760883 Ground loose ball duel \t \t \t Duel\n", "9598 2400.760883 Ground loose ball duel \t \t \t Duel\n", "4418 2405.532356 Ground defending duel \t \t \t Duel\n", "9598 2405.532356 Ground attacking duel \t \t \t Duel\n", "4418 2407.431824 Foul \t \t \t Foul\n", "9598 2419.189046 Simple pass \t \t \t Pass\n", "9598 2421.303591 Simple pass \t \t \t Pass\n", "9598 2423.823679 Simple pass \t \t \t Pass\n", "9598 2428.365758 Simple pass \t \t \t Pass\n", "9598 2432.602096 Simple pass \t \t \t Pass\n", "9598 2437.676788 Simple pass \t \t \t Pass\n", "9598 2439.639099 Simple pass \t \t \t Pass\n", "9598 2441.342803 Simple pass \t \t \t Pass\n", "9598 2444.035636 Simple pass \t \t \t Pass\n", "9598 2446.830783 Simple pass \t \t \t Pass\n", "9598 2450.867969 Simple pass \t \t \t Pass\n", "9598 2452.880793 Simple pass \t \t \t Pass\n", "9598 2455.322988 Simple pass \t \t \t Pass\n", "9598 2458.815265 Simple pass \t \t \t Pass\n", "9598 2462.053512 Simple pass \t \t \t Pass\n", "9598 2462.909744 Simple pass \t \t \t Pass\n", "4418 2463.507136 Ground loose ball duel \t \t \t Duel\n", "9598 2463.507136 Ground loose ball duel \t \t \t Duel\n", "9598 2471.012689 Throw in \t \t \t Free Kick\n", "9598 2472.533451 Simple pass \t \t \t Pass\n", "4418 2476.305385 Ground defending duel \t \t \t Duel\n", "9598 2476.305385 Ground attacking duel \t \t \t Duel\n", "4418 2488.44189 Throw in \t \t \t Free Kick\n", "9598 2494.824121 Simple pass \t \t \t Pass\n", "9598 2495.404317 Acceleration \t \t \t Others on the ball\n", "4418 2497.176284 Ground defending duel \t \t \t Duel\n", "9598 2497.176284 Ground attacking duel \t \t \t Duel\n", "4418 2499.427022 Simple pass \t \t \t Pass\n", "9598 2503.302743 Simple pass \t \t \t Pass\n", "9598 2510.911865 Simple pass \t \t \t Pass\n", "9598 2513.780561 Simple pass \t \t \t Pass\n", "9598 2516.747765 Simple pass \t \t \t Pass\n", "9598 2520.093798 Simple pass \t \t \t Pass\n", "9598 2521.43094 Simple pass \t \t \t Pass\n", "9598 2524.326702 High pass \t \t \t Pass\n", "4418 2525.942474 Ground loose ball duel \t \t \t Duel\n", "9598 2525.942474 Ground loose ball duel \t \t \t Duel\n", "4418 2528.358453 Foul \t \t \t Foul\n", "9598 2566.822572 Free kick cross \t \t \t Free Kick\n", "4418 2568.628929 Touch \t \t \t Others on the ball\n", "4418 2569.220761 Air duel \t \t \t Duel\n", "9598 2569.220761 Air duel \t \t \t Duel\n", "9598 2569.492567 Shot \t \t \t Shot\n", "4418 2571.049292 Touch \t \t \t Others on the ball\n", "4418 2571.750629 Clearance \t \t \t Others on the ball\n", "9598 2572.382882 Shot \t \t \t Shot\n", "4418 2574.446266 Touch \t \t \t Others on the ball\n", "9598 2601.786339 Corner \t \t \t Free Kick\n", "4418 2603.952508 Clearance \t \t \t Others on the ball\n", "9598 2616.42849 Corner \t \t \t Free Kick\n", "4418 2617.671799 Touch \t \t \t Others on the ball\n", "4418 2617.959856 Ground loose ball duel \t \t \t Duel\n", "9598 2617.959856 Ground loose ball duel \t \t \t Duel\n", "4418 2618.294219 Touch \t \t \t Others on the ball\n", "4418 2620.516902 Clearance \t \t \t Others on the ball\n", "9598 2625.073391 High pass \t \t \t Pass\n", "9598 2628.642982 Head pass \t \t \t Pass\n", "4418 2630.282855 Ground defending duel \t \t \t Duel\n", "9598 2630.282855 Ground attacking duel \t \t \t Duel\n", "4418 2631.917907 Ground loose ball duel \t \t \t Duel\n", "9598 2631.917907 Ground loose ball duel \t \t \t Duel\n", "4418 2633.132706 Ground loose ball duel \t \t \t Duel\n", "9598 2633.132706 Ground loose ball duel \t \t \t Duel\n", "9598 2718.167027 Corner \t \t \t Free Kick\n", "4418 2719.604055 Air duel \t \t \t Duel\n", "9598 2719.604055 Air duel \t \t \t Duel\n", "9598 2719.769538 Shot \t \t \t Shot\n", "4418 2759.118566 Goal kick \t \t \t Free Kick\n", "4418 2762.134633 Air duel \t \t \t Duel\n", "9598 2762.134633 Air duel \t \t \t Duel\n", "4418 2764.799038 Ground loose ball duel \t \t \t Duel\n", "9598 2764.799038 Ground loose ball duel \t \t \t Duel\n", "4418 2765.454163 Ground loose ball duel \t \t \t Duel\n", "9598 2765.454163 Ground loose ball duel \t \t \t Duel\n", "4418 2765.942353 Simple pass \t \t \t Pass\n", "4418 2767.631522 Simple pass \t \t \t Pass\n", "4418 2769.308612 Simple pass \t \t \t Pass\n", "4418 2771.494964 Simple pass \t \t \t Pass\n", "4418 2772.984952 Simple pass \t \t \t Pass\n", "4418 2776.237242 Ground attacking duel \t \t \t Duel\n", "9598 2776.237242 Ground defending duel \t \t \t Duel\n", "4418 2777.593449 Ground attacking duel \t \t \t Duel\n", "9598 2777.593449 Ground defending duel \t \t \t Duel\n", "9598 2778.274841 Simple pass \t \t \t Pass\n", "9598 2780.231509 High pass \t \t \t Pass\n", "9598 2781.953318 Smart pass \t \t \t Pass\n", "4418 2798.433687 Launch \t \t \t Pass\n", "4418 2802.607389 Ground attacking duel \t \t \t Duel\n", "9598 2802.607389 Ground defending duel \t \t \t Duel\n", "9598 2812.182941 Simple pass \t \t \t Pass\n", "9598 2814.264533 Simple pass \t \t \t Pass\n", "9598 2816.897382 Touch \t \t \t Others on the ball\n", "9598 2821.563327 Simple pass \t \t \t Pass\n", "9598 2823.483335 Simple pass \t \t \t Pass\n", "9598 2826.19554 High pass \t \t \t Pass\n", "4418 2827.969872 Ground defending duel \t \t \t Duel\n", "9598 2827.969872 Ground attacking duel \t \t \t Duel\n", "4418 2829.567142 Simple pass \t \t \t Pass\n", "4418 2830.339508 Touch \t \t \t Others on the ball\n", "4418 2833.025775 Smart pass \t \t \t Pass\n", "9598 2842.951295 Goal kick \t \t \t Free Kick\n", "9598 2844.428145 Simple pass \t \t \t Pass\n", "9598 2847.612466 High pass \t \t \t Pass\n", "4418 2850.141128 Ground defending duel \t \t \t Duel\n", "9598 2850.141128 Ground attacking duel \t \t \t Duel\n", "4418 2851.527029 Foul \t \t \t Foul\n", "9598 2858.015198 Free Kick \t \t \t Free Kick\n", "9598 2861.021737 Simple pass \t \t \t Pass\n", "9598 2862.955799 Cross \t \t \t Pass\n", "4418 2864.469645 Ground loose ball duel \t \t \t Duel\n", "9598 2864.469645 Ground loose ball duel \t \t \t Duel\n", "9598 2869.422094 Simple pass \t \t \t Pass\n", "4418 2871.112828 Ground defending duel \t \t \t Duel\n", "9598 2871.112828 Ground attacking duel \t \t \t Duel\n", "4418 2873.161134 Ground attacking duel \t \t \t Duel\n", "9598 2873.161134 Ground defending duel \t \t \t Duel\n", "9598 2874.088816 Foul \t \t \t Foul\n", "4418 2905.875147 Free Kick \t \t \t Free Kick\n", "4418 1.568503999999848 Simple pass \t \t \t Pass\n", "4418 4.9359699999999975 High pass \t \t \t Pass\n", "4418 9.35431699999981 Ground loose ball duel \t \t \t Duel\n", "9598 9.35431699999981 Ground loose ball duel \t \t \t Duel\n", "4418 10.366137999999864 Air duel \t \t \t Duel\n", "9598 10.366137999999864 Air duel \t \t \t Duel\n", "9598 12.321757000000161 Launch \t \t \t Pass\n", "4418 14.182491000000027 Head pass \t \t \t Pass\n", "4418 15.06232399999999 Simple pass \t \t \t Pass\n", "4418 16.267127999999957 Simple pass \t \t \t Pass\n", "4418 17.362271999999848 Ground attacking duel \t \t \t Duel\n", "9598 17.362271999999848 Ground defending duel \t \t \t Duel\n", "9598 18.651788000000124 Foul \t \t \t Foul\n", "4418 29.965635999999904 Free Kick \t \t \t Free Kick\n", "4418 33.58971599999995 Touch \t \t \t Others on the ball\n", "4418 34.69245099999989 Simple pass \t \t \t Pass\n", "4418 35.559302000000116 Smart pass \t \t \t Pass\n", "4418 36.336733000000095 Ground attacking duel \t \t \t Duel\n", "9598 36.336733000000095 Ground defending duel \t \t \t Duel\n", "9598 37.47868100000005 Simple pass \t \t \t Pass\n", "9598 39.56273400000009 Simple pass \t \t \t Pass\n", "9598 41.397531999999956 High pass \t \t \t Pass\n", "9598 44.45680799999991 Simple pass \t \t \t Pass\n", "9598 47.12263600000006 Cross \t \t \t Pass\n", "4418 49.85165000000006 Hand pass \t \t \t Pass\n", "4418 54.90446699999984 Simple pass \t \t \t Pass\n", "4418 57.898686 Simple pass \t \t \t Pass\n", "4418 60.86820799999987 Simple pass \t \t \t Pass\n", "4418 63.53785999999991 High pass \t \t \t Pass\n", "4418 68.37882799999988 Simple pass \t \t \t Pass\n", "4418 70.34117400000014 Shot \t \t \t Shot\n", "9598 71.82899799999996 Save attempt \t \t \t Save attempt\n", "9598 78.16120000000001 Simple pass \t \t \t Pass\n", "9598 79.2853140000002 Simple pass \t \t \t Pass\n", "9598 81.01649899999984 Simple pass \t \t \t Pass\n", "9598 83.66657799999984 Simple pass \t \t \t Pass\n", "9598 87.34835299999986 Simple pass \t \t \t Pass\n", "9598 89.10492999999997 Simple pass \t \t \t Pass\n", "9598 90.10438199999999 Simple pass \t \t \t Pass\n", "9598 96.1795259999999 Simple pass \t \t \t Pass\n", "9598 98.269409 Simple pass \t \t \t Pass\n", "4418 100.39013400000022 Ground defending duel \t \t \t Duel\n", "9598 100.39013400000022 Ground attacking duel \t \t \t Duel\n", "9598 101.64978400000018 Head pass \t \t \t Pass\n", "9598 104.33488100000022 Simple pass \t \t \t Pass\n", "9598 106.64892400000008 Simple pass \t \t \t Pass\n", "9598 109.9109440000002 Simple pass \t \t \t Pass\n", "9598 110.80473900000015 Simple pass \t \t \t Pass\n", "9598 115.24303000000009 Simple pass \t \t \t Pass\n", "9598 116.91347399999995 Acceleration \t \t \t Others on the ball\n", "9598 119.44404600000007 Simple pass \t \t \t Pass\n", "4418 119.76356200000009 Touch \t \t \t Others on the ball\n", "9598 121.29979700000013 Smart pass \t \t \t Pass\n", "9598 122.99609800000007 Shot \t \t \t Shot\n", "4418 124.5185620000002 Reflexes \t \t \t Save attempt\n", "9598 150.4069260000001 Corner \t \t \t Free Kick\n", "4418 152.40011499999991 Touch \t \t \t Others on the ball\n", "4418 152.53459199999998 Air duel \t \t \t Duel\n", "9598 152.53459199999998 Air duel \t \t \t Duel\n", "4418 152.7053179999998 Air duel \t \t \t Duel\n", "9598 152.7053179999998 Air duel \t \t \t Duel\n", "4418 155.01360699999987 Head pass \t \t \t Pass\n", "9598 155.55790399999978 Touch \t \t \t Others on the ball\n", "4418 185.18120399999998 Goal kick \t \t \t Free Kick\n", "4418 189.10430899999983 Head pass \t \t \t Pass\n", "4418 191.6054140000001 Simple pass \t \t \t Pass\n", "4418 195.00395600000002 Simple pass \t \t \t Pass\n", "4418 195.83520399999998 Ground attacking duel \t \t \t Duel\n", "9598 195.83520399999998 Ground defending duel \t \t \t Duel\n", "9598 196.2782040000002 Touch \t \t \t Others on the ball\n", "4418 197.4044359999998 Ground attacking duel \t \t \t Duel\n", "9598 197.4044359999998 Ground defending duel \t \t \t Duel\n", "4418 199.733209 Ground defending duel \t \t \t Duel\n", "9598 199.733209 Ground attacking duel \t \t \t Duel\n", "9598 200.6358970000001 Simple pass \t \t \t Pass\n", "9598 202.41023300000006 High pass \t \t \t Pass\n", "4418 205.77739999999994 Simple pass \t \t \t Pass\n", "4418 208.98359200000004 Launch \t \t \t Pass\n", "9598 212.53750499999978 Simple pass \t \t \t Pass\n", "9598 215.28324299999986 High pass \t \t \t Pass\n", "4418 217.51234599999998 Simple pass \t \t \t Pass\n", "4418 219.89582000000019 Simple pass \t \t \t Pass\n", "4418 221.35242800000015 Ground attacking duel \t \t \t Duel\n", "9598 221.35242800000015 Ground defending duel \t \t \t Duel\n", "9598 224.34709900000007 Simple pass \t \t \t Pass\n", "4418 226.1192900000001 Touch \t \t \t Others on the ball\n", "9598 227.3898589999999 Acceleration \t \t \t Others on the ball\n", "4418 227.4561819999999 Ground attacking duel \t \t \t Duel\n", "9598 227.4561819999999 Ground defending duel \t \t \t Duel\n", "9598 230.49467800000002 Smart pass \t \t \t Pass\n", "4418 231.7809259999999 Touch \t \t \t Others on the ball\n", "4418 233.3993989999999 Simple pass \t \t \t Pass\n", "4418 234.4939370000002 High pass \t \t \t Pass\n", "9598 242.39997200000016 Throw in \t \t \t Free Kick\n", "9598 248.46664599999986 High pass \t \t \t Pass\n", "4418 249.52501299999994 Head pass \t \t \t Pass\n", "4418 251.143102 Ground attacking duel \t \t \t Duel\n", "9598 251.143102 Ground defending duel \t \t \t Duel\n", "4418 253.6228470000001 Ground defending duel \t \t \t Duel\n", "9598 253.6228470000001 Ground attacking duel \t \t \t Duel\n", "9598 272.5871750000001 Corner \t \t \t Free Kick\n", "4418 273.59845399999995 Clearance \t \t \t Others on the ball\n", "9598 274.5565510000001 Shot \t \t \t Shot\n", "4418 298.4584140000002 Goal kick \t \t \t Free Kick\n", "4418 302.31265399999984 Ground loose ball duel \t \t \t Duel\n", "9598 302.31265399999984 Ground loose ball duel \t \t \t Duel\n", "4418 302.39758200000006 Head pass \t \t \t Pass\n", "4418 303.8020160000001 Air duel \t \t \t Duel\n", "9598 303.8020160000001 Air duel \t \t \t Duel\n", "4418 304.8109129999998 Touch \t \t \t Others on the ball\n", "9598 307.7410749999999 Simple pass \t \t \t Pass\n", "9598 309.2158709999999 Simple pass \t \t \t Pass\n", "4418 309.997648 Ground loose ball duel \t \t \t Duel\n", "9598 309.997648 Ground loose ball duel \t \t \t Duel\n", "9598 317.1287189999998 Throw in \t \t \t Free Kick\n", "9598 320.1689510000001 High pass \t \t \t Pass\n", "4418 322.25237800000014 Head pass \t \t \t Pass\n", "9598 330.39366999999993 Throw in \t \t \t Free Kick\n", "9598 333.2736399999999 Simple pass \t \t \t Pass\n", "9598 335.72084600000017 Simple pass \t \t \t Pass\n", "9598 338.21460100000013 Simple pass \t \t \t Pass\n", "9598 342.05757399999993 Simple pass \t \t \t Pass\n", "9598 345.648651 Simple pass \t \t \t Pass\n", "9598 347.8769689999999 Simple pass \t \t \t Pass\n", "9598 349.28091099999983 Simple pass \t \t \t Pass\n", "9598 354.0211079999999 Simple pass \t \t \t Pass\n", "9598 355.431611 Simple pass \t \t \t Pass\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9598 357.3779020000002 Simple pass \t \t \t Pass\n", "4418 359.7236720000001 Simple pass \t \t \t Pass\n", "9598 361.633742 Simple pass \t \t \t Pass\n", "9598 363.4459689999999 Simple pass \t \t \t Pass\n", "9598 368.06927700000006 Simple pass \t \t \t Pass\n", "9598 369.0375509999999 Simple pass \t \t \t Pass\n", "4418 373.58369700000003 Ground defending duel \t \t \t Duel\n", "9598 373.58369700000003 Ground attacking duel \t \t \t Duel\n", "4418 374.6310440000002 Simple pass \t \t \t Pass\n", "4418 376.4502269999998 Ground loose ball duel \t \t \t Duel\n", "9598 376.4502269999998 Ground loose ball duel \t \t \t Duel\n", "9598 379.0092989999998 Simple pass \t \t \t Pass\n", "9598 380.2539029999998 Simple pass \t \t \t Pass\n", "9598 383.1168429999998 Simple pass \t \t \t Pass\n", "4418 384.3927060000001 Clearance \t \t \t Others on the ball\n", "4418 386.82633699999997 Ground loose ball duel \t \t \t Duel\n", "9598 386.82633699999997 Ground loose ball duel \t \t \t Duel\n", "4418 387.26631099999986 Simple pass \t \t \t Pass\n", "4418 389.5647429999999 Ground attacking duel \t \t \t Duel\n", "9598 389.5647429999999 Ground defending duel \t \t \t Duel\n", "4418 391.04493 Simple pass \t \t \t Pass\n", "4418 393.5581619999998 Acceleration \t \t \t Others on the ball\n", "4418 394.1101920000001 Ground attacking duel \t \t \t Duel\n", "9598 394.1101920000001 Ground defending duel \t \t \t Duel\n", "4418 396.11834499999986 Shot \t \t \t Shot\n", "9598 397.1753100000001 Reflexes \t \t \t Save attempt\n", "9598 402.1559849999999 Simple pass \t \t \t Pass\n", "9598 403.86754500000006 Simple pass \t \t \t Pass\n", "9598 407.7196749999998 High pass \t \t \t Pass\n", "4418 466.2016359999998 Simple pass \t \t \t Pass\n", "9598 467.19930999999997 Simple pass \t \t \t Pass\n", "9598 470.2197749999996 Simple pass \t \t \t Pass\n", "9598 474.42402500000026 Simple pass \t \t \t Pass\n", "9598 479.052815 Simple pass \t \t \t Pass\n", "4418 481.38171500000044 Simple pass \t \t \t Pass\n", "9598 484.11778700000013 Simple pass \t \t \t Pass\n", "4418 486.5054229999996 Ground defending duel \t \t \t Duel\n", "9598 486.5054229999996 Ground attacking duel \t \t \t Duel\n", "4418 489.5617540000003 Simple pass \t \t \t Pass\n", "9598 491.6100699999997 Simple pass \t \t \t Pass\n", "9598 494.4816039999996 Cross \t \t \t Pass\n", "9598 497.23533399999997 \t \t \t Offside\n", "4418 556.7392970000001 Free Kick \t \t \t Free Kick\n", "4418 557.877262 Ground loose ball duel \t \t \t Duel\n", "9598 557.877262 Ground loose ball duel \t \t \t Duel\n", "9598 559.080215 Touch \t \t \t Others on the ball\n", "4418 559.1321630000002 Head pass \t \t \t Pass\n", "9598 560.333772 Launch \t \t \t Pass\n", "4418 563.39444 Head pass \t \t \t Pass\n", "4418 565.6774999999998 Ground loose ball duel \t \t \t Duel\n", "9598 565.6774999999998 Ground loose ball duel \t \t \t Duel\n", "9598 568.4478589999999 High pass \t \t \t Pass\n", "4418 569.3096889999997 Air duel \t \t \t Duel\n", "9598 569.3096889999997 Air duel \t \t \t Duel\n", "4418 570.043662 Touch \t \t \t Others on the ball\n", "4418 573.5541089999997 Simple pass \t \t \t Pass\n", "4418 574.806869 Ground loose ball duel \t \t \t Duel\n", "9598 574.806869 Ground loose ball duel \t \t \t Duel\n", "9598 576.0399450000004 Simple pass \t \t \t Pass\n", "4418 576.6047660000004 Touch \t \t \t Others on the ball\n", "9598 584.0341010000002 Throw in \t \t \t Free Kick\n", "9598 586.6778850000001 Simple pass \t \t \t Pass\n", "4418 587.5225950000004 Touch \t \t \t Others on the ball\n", "9598 597.3625169999996 Throw in \t \t \t Free Kick\n", "9598 600.3884580000004 High pass \t \t \t Pass\n", "4418 607.8354849999996 Ground attacking duel \t \t \t Duel\n", "9598 607.8354849999996 Ground defending duel \t \t \t Duel\n", "9598 611.4606059999996 Simple pass \t \t \t Pass\n", "9598 614.2949920000001 Simple pass \t \t \t Pass\n", "9598 616.3032949999997 Simple pass \t \t \t Pass\n", "9598 619.2965029999996 Simple pass \t \t \t Pass\n", "9598 624.2413239999996 Simple pass \t \t \t Pass\n", "9598 628.8953359999996 Simple pass \t \t \t Pass\n", "4418 632.3416079999997 Ground defending duel \t \t \t Duel\n", "9598 632.3416079999997 Ground attacking duel \t \t \t Duel\n", "4418 632.7336210000003 Acceleration \t \t \t Others on the ball\n", "4418 635.1545889999998 Ground attacking duel \t \t \t Duel\n", "9598 635.1545889999998 Ground defending duel \t \t \t Duel\n", "4418 636.9702269999998 Ground attacking duel \t \t \t Duel\n", "9598 636.9702269999998 Ground defending duel \t \t \t Duel\n", "9598 639.1699470000003 Clearance \t \t \t Others on the ball\n", "4418 665.1445059999996 Throw in \t \t \t Free Kick\n", "4418 666.3744370000004 Ground loose ball duel \t \t \t Duel\n", "9598 666.3744370000004 Ground loose ball duel \t \t \t Duel\n", "4418 666.7867269999997 Head pass \t \t \t Pass\n", "4418 667.4953649999998 Ground loose ball duel \t \t \t Duel\n", "9598 667.4953649999998 Ground loose ball duel \t \t \t Duel\n", "9598 667.8668799999996 Head pass \t \t \t Pass\n", "4418 669.4610350000003 Ground attacking duel \t \t \t Duel\n", "9598 669.4610350000003 Ground defending duel \t \t \t Duel\n", "9598 670.7930589999996 Simple pass \t \t \t Pass\n", "9598 676.0700029999998 High pass \t \t \t Pass\n", "4418 678.7446639999998 Simple pass \t \t \t Pass\n", "4418 681.5620390000004 Simple pass \t \t \t Pass\n", "4418 688.1926590000003 Simple pass \t \t \t Pass\n", "4418 690.5778840000003 Ground attacking duel \t \t \t Duel\n", "9598 690.5778840000003 Ground defending duel \t \t \t Duel\n", "4418 692.0854710000003 Ground attacking duel \t \t \t Duel\n", "9598 692.0854710000003 Ground defending duel \t \t \t Duel\n", "9598 695.021667 Simple pass \t \t \t Pass\n", "9598 696.1868160000004 Simple pass \t \t \t Pass\n", "9598 702.2128389999998 Simple pass \t \t \t Pass\n", "9598 704.0500689999999 Simple pass \t \t \t Pass\n", "9598 707.1917750000002 Simple pass \t \t \t Pass\n", "4418 710.1648249999998 Ground defending duel \t \t \t Duel\n", "9598 710.1648249999998 Ground attacking duel \t \t \t Duel\n", "4418 711.97858 Foul \t \t \t Foul\n", "9598 718.1340039999995 Free Kick \t \t \t Free Kick\n", "9598 719.9018919999999 Simple pass \t \t \t Pass\n", "4418 723.8718330000002 Ground defending duel \t \t \t Duel\n", "9598 723.8718330000002 Ground attacking duel \t \t \t Duel\n", "9598 725.4321950000003 Cross \t \t \t Pass\n", "4418 728.122222 Goalkeeper leaving line \t \t \t Goalkeeper leaving line\n", "4418 739.7365719999998 Launch \t \t \t Pass\n", "4418 742.7024709999996 Air duel \t \t \t Duel\n", "9598 742.7024709999996 Air duel \t \t \t Duel\n", "4418 744.4039919999996 Foul \t \t \t Foul\n", "9598 748.193021 Free Kick \t \t \t Free Kick\n", "9598 752.4886669999996 Simple pass \t \t \t Pass\n", "9598 754.8938269999999 Simple pass \t \t \t Pass\n", "9598 757.0235679999996 Simple pass \t \t \t Pass\n", "9598 759.5278719999997 High pass \t \t \t Pass\n", "4418 764.7158799999997 Ground defending duel \t \t \t Duel\n", "9598 764.7158799999997 Ground attacking duel \t \t \t Duel\n", "9598 766.2439199999999 Cross \t \t \t Pass\n", "4418 792.3124669999997 Throw in \t \t \t Free Kick\n", "4418 792.8325670000004 Air duel \t \t \t Duel\n", "9598 792.8325670000004 Air duel \t \t \t Duel\n", "4418 793.2197990000004 Air duel \t \t \t Duel\n", "9598 793.2197990000004 Air duel \t \t \t Duel\n", "4418 794.4498210000002 Head pass \t \t \t Pass\n", "4418 795.3283490000003 Head pass \t \t \t Pass\n", "4418 796.5021269999997 Head pass \t \t \t Pass\n", "4418 798.7214590000003 Smart pass \t \t \t Pass\n", "4418 806.123353 Ground attacking duel \t \t \t Duel\n", "9598 806.123353 Ground defending duel \t \t \t Duel\n", "9598 808.7015860000001 Touch \t \t \t Others on the ball\n", "4418 809.2084349999996 Simple pass \t \t \t Pass\n", "4418 811.7775849999998 Simple pass \t \t \t Pass\n", "4418 812.5281290000003 Shot \t \t \t Shot\n", "9598 813.7489880000003 Touch \t \t \t Others on the ball\n", "4418 816.1469980000002 Shot \t \t \t Shot\n", "9598 816.298573 Save attempt \t \t \t Save attempt\n", "9598 916.0249020000001 Simple pass \t \t \t Pass\n", "9598 918.1395229999998 Simple pass \t \t \t Pass\n", "9598 922.5042089999997 Simple pass \t \t \t Pass\n", "4418 923.684722 Ground defending duel \t \t \t Duel\n", "9598 923.684722 Ground attacking duel \t \t \t Duel\n", "4418 924.6904960000002 Simple pass \t \t \t Pass\n", "4418 928.7321140000004 Simple pass \t \t \t Pass\n", "4418 932.2145819999996 Simple pass \t \t \t Pass\n", "4418 934.5340109999997 Simple pass \t \t \t Pass\n", "4418 936.8822069999997 Simple pass \t \t \t Pass\n", "4418 939.2813729999998 High pass \t \t \t Pass\n", "4418 943.6659790000003 Cross \t \t \t Pass\n", "4418 945.0124649999998 Air duel \t \t \t Duel\n", "9598 945.0124649999998 Air duel \t \t \t Duel\n", "4418 947.0083690000001 Shot \t \t \t Shot\n", "9598 948.4519300000002 Clearance \t \t \t Others on the ball\n", "4418 983.7282939999996 Corner \t \t \t Free Kick\n", "9598 985.0560450000003 Clearance \t \t \t Others on the ball\n", "9598 986.3536999999997 Touch \t \t \t Others on the ball\n", "4418 1008.3538559999997 Throw in \t \t \t Free Kick\n", "4418 1011.1284139999998 Ground loose ball duel \t \t \t Duel\n", "9598 1011.1284139999998 Ground loose ball duel \t \t \t Duel\n", "4418 1011.4376400000001 Simple pass \t \t \t Pass\n", "4418 1012.5753590000004 Head pass \t \t \t Pass\n", "4418 1013.2457539999996 Ground attacking duel \t \t \t Duel\n", "9598 1013.2457539999996 Ground defending duel \t \t \t Duel\n", "9598 1015.7820469999997 Head pass \t \t \t Pass\n", "9598 1017.6459619999996 Head pass \t \t \t Pass\n", "4418 1017.8233980000005 Air duel \t \t \t Duel\n", "9598 1017.8233980000005 Air duel \t \t \t Duel\n", "9598 1018.9987920000003 Simple pass \t \t \t Pass\n", "9598 1020.2315189999999 Simple pass \t \t \t Pass\n", "9598 1022.0271650000004 Touch \t \t \t Others on the ball\n", "4418 1024.4151359999996 Ground defending duel \t \t \t Duel\n", "9598 1024.4151359999996 Ground attacking duel \t \t \t Duel\n", "4418 1025.446661 Clearance \t \t \t Others on the ball\n", "9598 1033.0550679999997 Throw in \t \t \t Free Kick\n", "9598 1036.9110979999996 Simple pass \t \t \t Pass\n", "9598 1041.5611920000001 Simple pass \t \t \t Pass\n", "9598 1045.4271660000004 Simple pass \t \t \t Pass\n", "9598 1048.7412480000003 Simple pass \t \t \t Pass\n", "9598 1053.0988900000002 Simple pass \t \t \t Pass\n", "9598 1054.7128229999998 Simple pass \t \t \t Pass\n", "9598 1059.5218340000001 Simple pass \t \t \t Pass\n", "9598 1061.508777 High pass \t \t \t Pass\n", "4418 1066.8173470000002 Ground defending duel \t \t \t Duel\n", "9598 1066.8173470000002 Ground attacking duel \t \t \t Duel\n", "9598 1067.6958379999996 Cross \t \t \t Pass\n", "4418 1068.693668 Clearance \t \t \t Others on the ball\n", "4418 1070.6518960000003 Air duel \t \t \t Duel\n", "9598 1070.6518960000003 Air duel \t \t \t Duel\n", "4418 1073.9427610000002 Ground attacking duel \t \t \t Duel\n", "9598 1073.9427610000002 Ground defending duel \t \t \t Duel\n", "9598 1078.508479 Simple pass \t \t \t Pass\n", "9598 1079.6872830000002 Simple pass \t \t \t Pass\n", "9598 1081.3291799999997 Touch \t \t \t Others on the ball\n", "9598 1085.6764510000003 Simple pass \t \t \t Pass\n", "9598 1090.4146689999998 Simple pass \t \t \t Pass\n", "9598 1093.2357599999996 Simple pass \t \t \t Pass\n", "9598 1096.0176460000002 Simple pass \t \t \t Pass\n", "9598 1102.2812560000002 Cross \t \t \t Pass\n", "4418 1104.4615359999998 Clearance \t \t \t Others on the ball\n", "4418 1108.9289179999996 Ground defending duel \t \t \t Duel\n", "9598 1108.9289179999996 Ground attacking duel \t \t \t Duel\n", "9598 1112.1203139999998 Simple pass \t \t \t Pass\n", "4418 1113.214825 Ground defending duel \t \t \t Duel\n", "9598 1113.214825 Ground attacking duel \t \t \t Duel\n", "9598 1116.5552870000001 Simple pass \t \t \t Pass\n", "9598 1117.783284 Simple pass \t \t \t Pass\n", "9598 1121.0777529999996 Simple pass \t \t \t Pass\n", "9598 1122.5862209999996 Simple pass \t \t \t Pass\n", "9598 1126.0440369999997 Simple pass \t \t \t Pass\n", "9598 1128.7619260000001 Simple pass \t \t \t Pass\n", "9598 1132.396737 Shot \t \t \t Shot\n", "4418 1133.8804819999996 Touch \t \t \t Others on the ball\n", "9598 1134.2033090000004 Simple pass \t \t \t Pass\n", "4418 1135.955919 Ground defending duel \t \t \t Duel\n", "9598 1135.955919 Ground attacking duel \t \t \t Duel\n", "4418 1135.9851660000004 Touch \t \t \t Others on the ball\n", "4418 1137.950745 Ground defending duel \t \t \t Duel\n", "9598 1137.950745 Ground attacking duel \t \t \t Duel\n", "9598 1138.257125 Simple pass \t \t \t Pass\n", "9598 1138.982701 Simple pass \t \t \t Pass\n", "4418 1140.1835659999997 High pass \t \t \t Pass\n", "9598 1144.803446 Head pass \t \t \t Pass\n", "4418 1144.857677 Air duel \t \t \t Duel\n", "9598 1144.857677 Air duel \t \t \t Duel\n", "4418 1148.5402830000003 Simple pass \t \t \t Pass\n", "4418 1150.713949 Ground attacking duel \t \t \t Duel\n", "9598 1150.713949 Ground defending duel \t \t \t Duel\n", "4418 1152.730536 Simple pass \t \t \t Pass\n", "4418 1154.5359550000003 Simple pass \t \t \t Pass\n", "4418 1156.1987980000004 Simple pass \t \t \t Pass\n", "4418 1160.237752 Simple pass \t \t \t Pass\n", "4418 1161.2972330000002 Simple pass \t \t \t Pass\n", "4418 1164.169433 Simple pass \t \t \t Pass\n", "4418 1165.5521600000002 Simple pass \t \t \t Pass\n", "4418 1166.75151 Simple pass \t \t \t Pass\n", "4418 1168.593984 Ground attacking duel \t \t \t Duel\n", "9598 1168.593984 Ground defending duel \t \t \t Duel\n", "4418 1170.9856950000003 Acceleration \t \t \t Others on the ball\n", "4418 1174.4265889999997 Simple pass \t \t \t Pass\n", "4418 1177.0585709999996 Shot \t \t \t Shot\n", "9598 1179.0469400000002 Save attempt \t \t \t Save attempt\n", "9598 1266.7934260000002 Simple pass \t \t \t Pass\n", "9598 1267.4688740000001 Simple pass \t \t \t Pass\n", "9598 1268.590599 Simple pass \t \t \t Pass\n", "9598 1270.730289 Simple pass \t \t \t Pass\n", "9598 1271.4550410000002 Acceleration \t \t \t Others on the ball\n", "9598 1282.551985 Simple pass \t \t \t Pass\n", "9598 1286.53499 High pass \t \t \t Pass\n", "4418 1288.1262020000004 Clearance \t \t \t Others on the ball\n", "4418 1291.0322880000003 Head pass \t \t \t Pass\n", "4418 1292.2776560000002 Head pass \t \t \t Pass\n", "4418 1292.943655 Simple pass \t \t \t Pass\n", "4418 1295.397884 Ground attacking duel \t \t \t Duel\n", "9598 1295.397884 Ground defending duel \t \t \t Duel\n", "4418 1297.241618 Simple pass \t \t \t Pass\n", "4418 1298.4470250000004 Simple pass \t \t \t Pass\n", "4418 1299.032459 Touch \t \t \t Others on the ball\n", "4418 1302.7772450000002 Simple pass \t \t \t Pass\n", "4418 1304.4679580000002 Simple pass \t \t \t Pass\n", "4418 1306.1952389999997 Simple pass \t \t \t Pass\n", "4418 1308.47656 Ground attacking duel \t \t \t Duel\n", "9598 1308.47656 Ground defending duel \t \t \t Duel\n", "9598 1314.0244819999998 Throw in \t \t \t Free Kick\n", "4418 1317.0866800000003 Head pass \t \t \t Pass\n", "4418 1318.0101370000002 Touch \t \t \t Others on the ball\n", "4418 1321.344392 Simple pass \t \t \t Pass\n", "4418 1325.234058 Simple pass \t \t \t Pass\n", "4418 1328.4041459999999 Simple pass \t \t \t Pass\n", "4418 1332.943996 Simple pass \t \t \t Pass\n", "4418 1334.2429110000003 Simple pass \t \t \t Pass\n", "4418 1336.1607119999999 Simple pass \t \t \t Pass\n", "4418 1338.1053670000001 Simple pass \t \t \t Pass\n", "4418 1340.3064789999999 Simple pass \t \t \t Pass\n", "4418 1342.921773 Simple pass \t \t \t Pass\n", "4418 1345.4307550000003 Simple pass \t \t \t Pass\n", "4418 1346.2904179999996 Simple pass \t \t \t Pass\n", "4418 1347.7545469999995 Ground attacking duel \t \t \t Duel\n", "9598 1347.7545469999995 Ground defending duel \t \t \t Duel\n", "9598 1349.4478339999996 Foul \t \t \t Foul\n", "4418 1368.9619080000002 Free Kick \t \t \t Free Kick\n", "4418 1370.8994220000004 Ground attacking duel \t \t \t Duel\n", "9598 1370.8994220000004 Ground defending duel \t \t \t Duel\n", "4418 1371.5794480000004 Simple pass \t \t \t Pass\n", "9598 1371.867021 Simple pass \t \t \t Pass\n", "9598 1375.318515 Launch \t \t \t Pass\n", "9598 1379.4776860000002 Head pass \t \t \t Pass\n", "4418 1381.1011719999997 Simple pass \t \t \t Pass\n", "4418 1385.1915390000004 Simple pass \t \t \t Pass\n", "4418 1388.157139 Ground attacking duel \t \t \t Duel\n", "9598 1388.157139 Ground defending duel \t \t \t Duel\n", "9598 1389.1826689999998 Shot \t \t \t Shot\n", "4418 1393.0351410000003 Reflexes \t \t \t Save attempt\n", "9598 1432.1846830000004 Simple pass \t \t \t Pass\n", "9598 1434.83313 Simple pass \t \t \t Pass\n", "9598 1436.0773980000004 Simple pass \t \t \t Pass\n", "9598 1440.2171120000003 Simple pass \t \t \t Pass\n", "9598 1442.363813 Simple pass \t \t \t Pass\n", "9598 1443.652282 Simple pass \t \t \t Pass\n", "9598 1445.9346589999996 Simple pass \t \t \t Pass\n", "9598 1447.9838730000001 Simple pass \t \t \t Pass\n", "9598 1451.1112789999997 Simple pass \t \t \t Pass\n", "9598 1451.5474160000003 Simple pass \t \t \t Pass\n", "9598 1455.4606219999996 Simple pass \t \t \t Pass\n", "9598 1457.509572 Simple pass \t \t \t Pass\n", "9598 1462.8598929999998 Simple pass \t \t \t Pass\n", "9598 1464.3984529999998 High pass \t \t \t Pass\n", "9598 1467.1997190000002 Cross \t \t \t Pass\n", "4418 1469.826819 Touch \t \t \t Others on the ball\n", "4418 1487.6850880000002 Throw in \t \t \t Free Kick\n", "4418 1489.7643420000004 Launch \t \t \t Pass\n", "9598 1494.3901509999996 Touch \t \t \t Others on the ball\n", "9598 1500.0234870000004 Simple pass \t \t \t Pass\n", "9598 1504.3240560000004 Simple pass \t \t \t Pass\n", "9598 1504.8728300000002 Simple pass \t \t \t Pass\n", "9598 1507.1499839999997 Cross \t \t \t Pass\n", "4418 1551.4098130000002 Goal kick \t \t \t Free Kick\n", "4418 1554.991994 Head pass \t \t \t Pass\n", "9598 1557.203477 Touch \t \t \t Others on the ball\n", "4418 1562.276151 Simple pass \t \t \t Pass\n", "9598 1579.2113870000003 Simple pass \t \t \t Pass\n", "4418 1585.5911349999997 Launch \t \t \t Pass\n", "4418 1589.0985460000002 Air duel \t \t \t Duel\n", "9598 1589.0985460000002 Air duel \t \t \t Duel\n", "9598 1592.2287340000003 Launch \t \t \t Pass\n", "4418 1595.295889 Air duel \t \t \t Duel\n", "9598 1595.295889 Air duel \t \t \t Duel\n", "4418 1681.676386 Simple pass \t \t \t Pass\n", "4418 1683.4833129999997 Simple pass \t \t \t Pass\n", "9598 1685.0423419999997 Touch \t \t \t Others on the ball\n", "4418 1686.234184 Ground attacking duel \t \t \t Duel\n", "9598 1686.234184 Ground defending duel \t \t \t Duel\n", "4418 1702.4907139999996 Throw in \t \t \t Free Kick\n", "4418 1703.4473930000004 Head pass \t \t \t Pass\n", "9598 1703.7651239999996 Head pass \t \t \t Pass\n", "4418 1705.1791139999996 Head pass \t \t \t Pass\n", "9598 1708.478395 High pass \t \t \t Pass\n", "4418 1710.6800350000003 Simple pass \t \t \t Pass\n", "9598 1713.2864129999998 High pass \t \t \t Pass\n", "4418 1727.414871 Launch \t \t \t Pass\n", "9598 1731.5658160000003 Head pass \t \t \t Pass\n", "4418 1733.291107 Simple pass \t \t \t Pass\n", "4418 1737.8276020000003 Simple pass \t \t \t Pass\n", "4418 1740.2372619999996 Simple pass \t \t \t Pass\n", "4418 1741.248971 High pass \t \t \t Pass\n", "4418 1742.826024 Air duel \t \t \t Duel\n", "9598 1742.826024 Air duel \t \t \t Duel\n", "4418 1746.8494090000004 Simple pass \t \t \t Pass\n", "4418 1748.3770839999997 Ground attacking duel \t \t \t Duel\n", "9598 1748.3770839999997 Ground defending duel \t \t \t Duel\n", "4418 1749.054008 Simple pass \t \t \t Pass\n", "4418 1751.8241349999998 Ground defending duel \t \t \t Duel\n", "9598 1751.8241349999998 Ground attacking duel \t \t \t Duel\n", "4418 1753.3071929999996 Foul \t \t \t Foul\n", "9598 1757.4986660000004 Free Kick \t \t \t Free Kick\n", "9598 1759.8923539999996 Simple pass \t \t \t Pass\n", "9598 1761.3244139999997 Simple pass \t \t \t Pass\n", "9598 1762.6308950000002 Acceleration \t \t \t Others on the ball\n", "9598 1767.6240019999996 Simple pass \t \t \t Pass\n", "4418 1769.5575559999997 Ground defending duel \t \t \t Duel\n", "9598 1769.5575559999997 Ground attacking duel \t \t \t Duel\n", "9598 1770.1473189999997 Cross \t \t \t Pass\n", "4418 1772.0683120000003 Clearance \t \t \t Others on the ball\n", "9598 1775.6390680000004 Simple pass \t \t \t Pass\n", "9598 1779.895442 Simple pass \t \t \t Pass\n", "9598 1781.4179830000003 Simple pass \t \t \t Pass\n", "9598 1783.344086 Simple pass \t \t \t Pass\n", "9598 1785.0329339999998 Cross \t \t \t Pass\n", "4418 1785.6048110000002 Touch \t \t \t Others on the ball\n", "4418 1786.3427899999997 Clearance \t \t \t Others on the ball\n", "4418 1788.746056 Simple pass \t \t \t Pass\n", "4418 1789.5171 Simple pass \t \t \t Pass\n", "4418 1790.1701979999998 Simple pass \t \t \t Pass\n", "4418 1790.930499 Touch \t \t \t Others on the ball\n", "9598 1793.838699 Simple pass \t \t \t Pass\n", "9598 1796.0418689999997 Simple pass \t \t \t Pass\n", "9598 1798.035328 Simple pass \t \t \t Pass\n", "9598 1802.2992610000001 Shot \t \t \t Shot\n", "4418 1832.8603910000002 Goal kick \t \t \t Free Kick\n", "4418 1835.5129989999996 Head pass \t \t \t Pass\n", "4418 1836.4980640000003 Simple pass \t \t \t Pass\n", "4418 1837.710567 Touch \t \t \t Others on the ball\n", "4418 1841.5257270000002 Simple pass \t \t \t Pass\n", "4418 1845.097111 Touch \t \t \t Others on the ball\n", "4418 1849.8211890000002 Ground attacking duel \t \t \t Duel\n", "9598 1849.8211890000002 Ground defending duel \t \t \t Duel\n", "9598 1851.8368369999998 Touch \t \t \t Others on the ball\n", "4418 1865.899394 Throw in \t \t \t Free Kick\n", "4418 1867.2080400000004 Simple pass \t \t \t Pass\n", "9598 1871.0642440000001 Throw in \t \t \t Free Kick\n", "9598 1872.2841070000004 Simple pass \t \t \t Pass\n", "9598 1875.3331680000001 Simple pass \t \t \t Pass\n", "9598 1877.7932700000001 Ground attacking duel \t \t \t Duel\n", "4418 1877.7932700000001 Ground defending duel \t \t \t Duel\n", "9598 1878.6527450000003 Simple pass \t \t \t Pass\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9598 1880.6448449999998 Simple pass \t \t \t Pass\n", "9598 1885.3933749999997 High pass \t \t \t Pass\n", "4418 1886.977323 Head pass \t \t \t Pass\n", "9598 1888.7858489999999 Simple pass \t \t \t Pass\n", "9598 1894.9766289999998 Touch \t \t \t Others on the ball\n", "9598 1895.0569640000003 Simple pass \t \t \t Pass\n", "9598 1898.105966 Simple pass \t \t \t Pass\n", "9598 1904.242249 Simple pass \t \t \t Pass\n", "9598 1905.711859 Simple pass \t \t \t Pass\n", "9598 1907.9507620000004 Simple pass \t \t \t Pass\n", "9598 1910.3208430000004 High pass \t \t \t Pass\n", "9598 1915.6978 Simple pass \t \t \t Pass\n", "9598 1919.320114 High pass \t \t \t Pass\n", "9598 1926.2480059999998 Simple pass \t \t \t Pass\n", "9598 1929.5893100000003 Cross \t \t \t Pass\n", "4418 1930.484472 Air duel \t \t \t Duel\n", "9598 1930.484472 Air duel \t \t \t Duel\n", "9598 1932.9755779999996 Touch \t \t \t Others on the ball\n", "9598 1933.996341 Shot \t \t \t Shot\n", "4418 1937.0373090000003 Touch \t \t \t Others on the ball\n", "4418 1964.9224670000003 Goal kick \t \t \t Free Kick\n", "4418 1967.4966020000002 Head pass \t \t \t Pass\n", "9598 1968.751953 Head pass \t \t \t Pass\n", "4418 1971.1236849999996 Head pass \t \t \t Pass\n", "9598 1972.6885709999997 Touch \t \t \t Others on the ball\n", "9598 1975.727667 Simple pass \t \t \t Pass\n", "9598 1979.293581 Simple pass \t \t \t Pass\n", "9598 1982.1320379999997 Simple pass \t \t \t Pass\n", "9598 1985.0594119999996 Touch \t \t \t Others on the ball\n", "9598 1989.4081399999995 Simple pass \t \t \t Pass\n", "9598 1990.050725 Simple pass \t \t \t Pass\n", "9598 1992.772344 High pass \t \t \t Pass\n", "4418 1997.9199040000003 Ground defending duel \t \t \t Duel\n", "9598 1997.9199040000003 Ground attacking duel \t \t \t Duel\n", "4418 2001.8756869999997 Simple pass \t \t \t Pass\n", "9598 2002.0316190000003 Touch \t \t \t Others on the ball\n", "4418 2003.8838059999998 Simple pass \t \t \t Pass\n", "4418 2005.6521579999999 High pass \t \t \t Pass\n", "9598 2008.2167650000001 Simple pass \t \t \t Pass\n", "4418 2008.86708 Touch \t \t \t Others on the ball\n", "9598 2012.1502950000004 Simple pass \t \t \t Pass\n", "9598 2018.0925969999998 Simple pass \t \t \t Pass\n", "9598 2019.9167079999997 Simple pass \t \t \t Pass\n", "9598 2021.3422060000003 Simple pass \t \t \t Pass\n", "9598 2022.0643470000005 Simple pass \t \t \t Pass\n", "9598 2026.530202 Simple pass \t \t \t Pass\n", "9598 2028.8793079999996 Smart pass \t \t \t Pass\n", "4418 2030.3312100000003 Launch \t \t \t Pass\n", "4418 2032.5130980000004 Acceleration \t \t \t Others on the ball\n", "4418 2041.383874 Touch \t \t \t Others on the ball\n", "9598 2043.203203 Simple pass \t \t \t Pass\n", "9598 2043.311272 Simple pass \t \t \t Pass\n", "9598 2046.7917799999996 Touch \t \t \t Others on the ball\n", "9598 2054.540218 Simple pass \t \t \t Pass\n", "9598 2056.7700860000004 Simple pass \t \t \t Pass\n", "9598 2060.1567809999997 Simple pass \t \t \t Pass\n", "9598 2066.900705 Simple pass \t \t \t Pass\n", "9598 2070.740431 Simple pass \t \t \t Pass\n", "9598 2074.8921630000004 Simple pass \t \t \t Pass\n", "4418 2082.193419 Ground defending duel \t \t \t Duel\n", "9598 2082.193419 Ground attacking duel \t \t \t Duel\n", "4418 2084.0526900000004 Ground attacking duel \t \t \t Duel\n", "9598 2084.0526900000004 Ground defending duel \t \t \t Duel\n", "9598 2085.6021090000004 Simple pass \t \t \t Pass\n", "9598 2090.4700890000004 Simple pass \t \t \t Pass\n", "9598 2092.597487 Simple pass \t \t \t Pass\n", "9598 2096.2782310000002 Simple pass \t \t \t Pass\n", "9598 2099.7020810000004 Simple pass \t \t \t Pass\n", "9598 2101.7186199999996 Cross \t \t \t Pass\n", "4418 2102.2513799999997 Touch \t \t \t Others on the ball\n", "4418 2103.3643359999996 Clearance \t \t \t Others on the ball\n", "9598 2108.6788880000004 Simple pass \t \t \t Pass\n", "9598 2111.2505499999997 Simple pass \t \t \t Pass\n", "9598 2115.06095 Smart pass \t \t \t Pass\n", "4418 2116.867548 Clearance \t \t \t Others on the ball\n", "9598 2177.8636479999996 Cross \t \t \t Pass\n", "9598 2180.365538 Touch \t \t \t Others on the ball\n", "4418 2181.3425850000003 High pass \t \t \t Pass\n", "4418 2182.77556 Touch \t \t \t Others on the ball\n", "9598 2183.970408 Simple pass \t \t \t Pass\n", "9598 2186.978809 Simple pass \t \t \t Pass\n", "9598 2189.4952409999996 Simple pass \t \t \t Pass\n", "9598 2194.015848 Simple pass \t \t \t Pass\n", "9598 2198.7671410000003 High pass \t \t \t Pass\n", "4418 2231.801979 Goal kick \t \t \t Free Kick\n", "4418 2236.138196 Head pass \t \t \t Pass\n", "9598 2240.6656949999997 Simple pass \t \t \t Pass\n", "9598 2242.9510920000002 Simple pass \t \t \t Pass\n", "9598 2246.8464430000004 Acceleration \t \t \t Others on the ball\n", "4418 2248.8226489999997 Ground defending duel \t \t \t Duel\n", "9598 2248.8226489999997 Ground attacking duel \t \t \t Duel\n", "4418 2251.0976629999996 Foul \t \t \t Foul\n", "9598 2293.676764 Free kick cross \t \t \t Free Kick\n", "4418 2296.1534540000002 Goalkeeper leaving line \t \t \t Goalkeeper leaving line\n", "4418 2303.766839 Launch \t \t \t Pass\n", "9598 2331.579954 Throw in \t \t \t Free Kick\n", "9598 2333.2437600000003 Simple pass \t \t \t Pass\n", "9598 2337.476829 Simple pass \t \t \t Pass\n", "4418 2348.941208 Throw in \t \t \t Free Kick\n", "4418 2350.302917 Head pass \t \t \t Pass\n", "4418 2352.3387519999997 Ground attacking duel \t \t \t Duel\n", "9598 2352.3387519999997 Ground defending duel \t \t \t Duel\n", "4418 2354.8654749999996 Simple pass \t \t \t Pass\n", "9598 2358.719599 Simple pass \t \t \t Pass\n", "9598 2363.118122 Simple pass \t \t \t Pass\n", "9598 2365.161736 Simple pass \t \t \t Pass\n", "9598 2365.486643 Simple pass \t \t \t Pass\n", "9598 2373.075549 Simple pass \t \t \t Pass\n", "9598 2376.8779430000004 Simple pass \t \t \t Pass\n", "9598 2379.6942129999998 Simple pass \t \t \t Pass\n", "9598 2383.4310670000004 Simple pass \t \t \t Pass\n", "9598 2385.346807 Cross \t \t \t Pass\n", "4418 2386.606041 Clearance \t \t \t Others on the ball\n", "4418 2389.029544 Air duel \t \t \t Duel\n", "9598 2389.029544 Air duel \t \t \t Duel\n", "9598 2389.860132 Head 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"9598 2445.732717 Ground defending duel \t \t \t Duel\n", "4418 2447.187215 Ground attacking duel \t \t \t Duel\n", "9598 2447.187215 Ground defending duel \t \t \t Duel\n", "9598 2448.7496090000004 Foul \t \t \t Foul\n", "4418 2480.045953 Free Kick \t \t \t Free Kick\n", "4418 2481.534004 Air duel \t \t \t Duel\n", "9598 2481.534004 Air duel \t \t \t Duel\n", "9598 2483.410226 Touch \t \t \t Others on the ball\n", "4418 2483.840136 Simple pass \t \t \t Pass\n", "4418 2484.7976989999997 Ground attacking duel \t \t \t Duel\n", "9598 2484.7976989999997 Ground defending duel \t \t \t Duel\n", "4418 2487.4433040000004 Shot \t \t \t Shot\n", "9598 2488.8941649999997 Save attempt \t \t \t Save attempt\n", "9598 2491.901116 Hand pass \t \t \t Pass\n", "9598 2492.327104 Touch \t \t \t Others on the ball\n", "9598 2498.2296109999997 Simple pass \t \t \t Pass\n", "9598 2501.5746740000004 Simple pass \t \t \t Pass\n", "9598 2506.510325 Simple pass \t \t \t Pass\n", "9598 2506.9646460000004 Simple pass \t \t \t Pass\n", "9598 2512.532129 Simple pass \t \t \t Pass\n", "9598 2513.4436640000004 Simple pass \t \t \t Pass\n", "9598 2516.960451 Simple pass \t \t \t Pass\n", "9598 2517.9117370000004 Simple pass \t \t \t Pass\n", "9598 2520.7772210000003 Simple pass \t \t \t Pass\n", "9598 2522.8811859999996 Simple pass \t \t \t Pass\n", "9598 2525.591233 Cross \t \t \t Pass\n", "4418 2527.954756 Goalkeeper leaving line \t \t \t Goalkeeper leaving line\n", "4418 2543.266251 Launch \t \t \t Pass\n", "9598 2549.812715 Hand pass \t \t \t Pass\n", "9598 2552.196283 Simple pass \t \t \t Pass\n", "9598 2555.183589 Simple pass \t \t \t Pass\n", "9598 2558.3175140000003 Simple pass \t \t \t Pass\n", "9598 2559.469061 Acceleration \t \t \t Others on the ball\n", "9598 2561.912886 Simple pass \t \t \t Pass\n", "9598 2564.9558669999997 Simple pass \t \t \t Pass\n", "9598 2567.4786759999997 Simple pass \t \t \t Pass\n", "9598 2574.3379919999998 Simple pass \t \t \t Pass\n", "9598 2577.602215 Simple pass \t \t \t Pass\n", "9598 2580.960704 Simple pass \t \t \t Pass\n", "9598 2582.1188549999997 Simple pass \t \t \t Pass\n", "9598 2584.9968449999997 Simple pass \t \t \t Pass\n", "4418 2586.574786 Ground defending duel \t \t \t Duel\n", "9598 2586.574786 Ground attacking duel \t \t \t Duel\n", "9598 2588.181603 Simple pass \t \t \t Pass\n", "9598 2589.084194 Shot \t \t \t Shot\n", "4418 2618.5118110000003 Goal kick \t \t \t Free Kick\n", "4418 2622.5972920000004 Air duel \t \t \t Duel\n", "9598 2622.5972920000004 Air duel \t \t \t Duel\n", "4418 2624.6834179999996 Head pass \t \t \t Pass\n", "4418 2629.047324 Simple pass \t \t \t Pass\n", "4418 2631.1102170000004 Simple pass \t \t \t Pass\n", "4418 2635.257906 Ground attacking duel \t \t \t Duel\n", "9598 2635.257906 Ground defending duel \t \t \t Duel\n", "4418 2637.0502720000004 Ground attacking duel \t \t \t Duel\n", "9598 2637.0502720000004 Ground defending duel \t \t \t Duel\n", "9598 2640.089296 Simple pass \t \t \t Pass\n", "9598 2644.2420270000002 High pass \t \t \t Pass\n", "4418 2646.7907539999997 Head pass \t \t \t Pass\n", "9598 2651.8571949999996 Touch \t \t \t Others on the ball\n", "9598 2654.614689 Simple pass \t \t \t Pass\n", "9598 2656.555797 Simple pass \t \t \t Pass\n", "9598 2657.306756 Touch \t \t \t Others on the ball\n", "9598 2660.962372 Simple pass \t \t \t Pass\n", "4418 2663.0018179999997 Ground attacking duel \t \t \t Duel\n", "9598 2663.0018179999997 Ground defending duel \t \t \t Duel\n", "9598 2665.1890750000002 Foul \t \t \t Foul\n", "4418 2686.409764 Free Kick \t \t \t Free Kick\n", "9598 2698.4744090000004 Goal kick \t \t \t Free Kick\n", "9598 2703.6529659999997 Simple pass \t \t \t Pass\n", "9598 2706.3996230000002 Simple pass \t \t \t Pass\n", "9598 2707.512049 Touch \t \t \t Others on the ball\n", "4418 2708.9823960000003 Simple pass \t \t \t Pass\n", "4418 2710.306673 Simple pass \t \t \t Pass\n", "4418 2711.977804 Simple pass \t \t \t Pass\n", "4418 2714.2377509999997 Simple pass \t \t \t Pass\n", "4418 2716.376203 Ground attacking duel \t \t \t Duel\n", "9598 2716.376203 Ground defending duel \t \t \t Duel\n", "9598 2718.301329 Foul \t \t \t Foul\n", "4418 2735.1988460000002 Free Kick \t \t \t Free Kick\n", "4418 2749.341695 Throw in \t \t \t Free Kick\n", "4418 2751.397226 Ground attacking duel \t \t \t Duel\n", "9598 2751.397226 Ground defending duel \t \t \t Duel\n", "4418 2752.746051 Ground attacking duel \t \t \t Duel\n", "9598 2752.746051 Ground defending duel \t \t \t Duel\n", "9598 2754.460655 Simple pass \t \t \t Pass\n", "9598 2757.488896 Touch \t \t \t Others on the ball\n", "9598 2761.651283 Simple pass \t \t \t Pass\n", "9598 2762.3880069999996 Touch \t \t \t Others on the ball\n", "9598 2766.1402470000003 Simple pass \t \t \t Pass\n", "4418 2767.254795 Touch \t \t \t Others on the ball\n", "4418 2771.5781639999996 Simple pass \t \t \t Pass\n", "4418 2774.9767389999997 Ground attacking duel \t \t \t Duel\n", "9598 2774.9767389999997 Ground defending duel \t \t \t Duel\n", "9598 2779.5972140000003 Hand pass \t \t \t Pass\n", "9598 2783.3558359999997 Simple pass \t \t \t Pass\n", "9598 2784.011896 Acceleration \t \t \t Others on the ball\n", "4418 2787.357822 Ground defending duel \t \t \t Duel\n", "9598 2787.357822 Ground attacking duel \t \t \t Duel\n", "9598 2788.5140650000003 Simple pass \t \t \t Pass\n", "4418 2789.7373610000004 Simple pass \t \t \t Pass\n", "4418 2791.440874 Acceleration \t \t \t Others on the ball\n", "4418 2793.876 Ground attacking duel \t \t \t Duel\n", "9598 2793.876 Ground defending duel \t \t \t Duel\n", "4418 2796.669919 Ground attacking duel \t \t \t Duel\n", "9598 2796.669919 Ground defending duel \t \t \t Duel\n", "9598 2798.2652070000004 Foul \t \t \t Foul\n", "4418 2850.4918669999997 Free kick cross \t \t \t Free Kick\n", "4418 2852.3804179999997 Touch \t \t \t Others on the ball\n", "9598 2853.6824180000003 Simple pass \t \t \t Pass\n", "9598 2859.4816170000004 Hand pass \t \t \t Pass\n", "9598 2860.8937699999997 Simple pass \t \t \t Pass\n", "9598 2862.300018 Simple pass \t \t \t Pass\n", "4418 2863.0277429999996 Simple pass \t \t \t Pass\n", "9598 2864.416988 Launch \t \t \t Pass\n", "4418 2868.4104230000003 Air duel \t \t \t Duel\n", "9598 2868.4104230000003 Air duel \t \t \t Duel\n", "9598 2870.3815969999996 Touch \t \t \t Others on the ball\n", "4418 2872.467546 Simple pass \t \t \t Pass\n", "4418 2873.217589 Touch \t \t \t Others on the ball\n", "4418 2877.206295 Ground attacking duel \t \t \t Duel\n", "9598 2877.206295 Ground defending duel \t \t \t Duel\n", "4418 2878.987642 Ground attacking duel \t \t \t Duel\n", "9598 2878.987642 Ground defending duel \t \t \t Duel\n", "9598 2879.6899940000003 Simple pass \t \t \t Pass\n", "9598 2881.0978619999996 Simple pass \t \t \t Pass\n", "9598 2883.1700060000003 Acceleration \t \t \t Others on the ball\n", "9598 2886.429661 Simple pass \t \t \t Pass\n", "9598 2888.4514799999997 Simple pass \t \t \t Pass\n", "4418 2889.7055259999997 Ground defending duel \t \t \t Duel\n", "9598 2889.7055259999997 Ground attacking duel \t \t \t Duel\n", "4418 2891.611486 Clearance \t \t \t Others on the ball\n", "9598 2897.3010990000002 Simple pass \t \t \t Pass\n", "9598 2900.173508 Simple pass \t \t \t Pass\n", "4418 2903.7065949999997 Ground defending duel \t \t \t Duel\n", "9598 2903.7065949999997 Ground attacking duel \t \t \t Duel\n", "4418 2906.7517470000003 Foul \t \t \t Foul\n", "4418 2919.788786 Ground attacking duel \t \t \t Duel\n", "9598 2919.788786 Ground defending duel \t \t \t Duel\n", "4418 2955.453225 Goal kick \t \t \t Free Kick\n", "4418 2957.22436 Air duel \t \t \t Duel\n", "9598 2957.22436 Air duel \t \t \t Duel\n", "9598 2960.803153 Touch \t \t \t Others on the ball\n", "9598 2964.7157150000003 High pass \t \t \t Pass\n", "4418 2967.926784 Clearance \t \t \t Others on the ball\n", "9598 2972.985039 Throw in \t \t \t Free Kick\n", "9598 2978.301867 Simple pass \t \t \t Pass\n", "9598 2979.084611 Touch \t \t \t Others on the ball\n", "9598 2983.448628 Cross \t \t \t Pass\n", "4418 2985.869275 Goalkeeper leaving line \t \t \t Goalkeeper leaving line\n", "4418 3002.148765 Launch \t \t \t Pass\n" ] } ], "source": [ "for i in france_croatia:\n", " print(i['teamId'], i['eventSec'], i['subEventName'], '\\t \\t \\t', i['eventName'])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(4418, 25381),\n", " (4418, 25381),\n", " (9598, 135747),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (9598, 135747),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (4418, 25381),\n", " (9598, 135747),\n", " (4418, 25381)]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# who's the goalie?\n", "[(i['teamId'],i['playerId']) for i in france_croatia if i['subEventName']=='Goal kick']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Load and pre-process the data for analysis" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Set the filename for each competition\n", "events_names = ['England','European_Championship','France','Germany','Italy','Spain','World_Cup']\n", "events = {}\n", "\n", "# Load into Pandas\n", "for events_name in events_names:\n", " events_file = os.path.join(datadir,'events','events_'+events_name+'.json')\n", " events[events_name] = pd.read_json(events_file)\n", " events[events_name].index = events[events_name]['id']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Tags as a list\n", "def make_list(tag_list):\n", " return [list(tag.values())[0] for tag in tag_list]\n", "\n", "for events_name in events_names:\n", " events[events_name]['tags'] = events[events_name]['tags'].apply(make_list)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Note accurate/inaccurate (this will be important for passes, later)\n", "def is_accurate(tag_list):\n", " return False if 1802 in tag_list else True\n", "\n", "for events_name in events_names:\n", " events[events_name]['accurate'] = False\n", " events[events_name].loc[events[events_name]['tags'].apply(is_accurate),'accurate'] = True" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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eventIdsubEventNametagsplayerIdpositionsmatchIdeventNameteamIdmatchPeriodeventSecsubEventIdidaccurate
id
2586121048Simple pass[1801]122671[{'y': 50, 'x': 50}, {'y': 53, 'x': 35}]2057954Pass165211H1.65621485258612104True
2586121068High pass[1801]139393[{'y': 53, 'x': 35}, {'y': 19, 'x': 75}]2057954Pass165211H4.48781483258612106True
2586120771Air duel[703, 1801]103668[{'y': 81, 'x': 25}, {'y': 83, 'x': 37}]2057954Duel143581H5.93741110258612077True
2586121121Air duel[701, 1802]122940[{'y': 19, 'x': 75}, {'y': 17, 'x': 63}]2057954Duel165211H6.40696110258612112False
2586121108Simple pass[1801]122847[{'y': 17, 'x': 63}, {'y': 15, 'x': 71}]2057954Pass165211H8.56216785258612110True
..........................................
2638856528Simple pass[1801]3476[{'y': 20, 'x': 46}, {'y': 6, 'x': 64}]2058017Pass95982H2978.30186785263885652True
2638856537Touch[]14812[{'y': 6, 'x': 64}, {'y': 2, 'x': 82}]2058017Others on the ball95982H2979.08461172263885653True
2638856548Cross[401, 801, 1802]14812[{'y': 2, 'x': 82}, {'y': 100, 'x': 100}]2058017Pass95982H2983.44862880263885654False
2638856134Goalkeeper leaving line[]25381[{'y': 0, 'x': 0}, {'y': 98, 'x': 18}]2058017Goalkeeper leaving line44182H2985.86927540263885613True
2638856188Launch[1802]25381[{'y': 43, 'x': 14}, {'y': 0, 'x': 0}]2058017Pass44182H3002.14876584263885618False
\n", "

101759 rows × 13 columns

\n", "
" ], "text/plain": [ " eventId subEventName tags playerId \\\n", "id \n", "258612104 8 Simple pass [1801] 122671 \n", "258612106 8 High pass [1801] 139393 \n", "258612077 1 Air duel [703, 1801] 103668 \n", "258612112 1 Air duel [701, 1802] 122940 \n", "258612110 8 Simple pass [1801] 122847 \n", "... ... ... ... ... \n", "263885652 8 Simple pass [1801] 3476 \n", "263885653 7 Touch [] 14812 \n", "263885654 8 Cross [401, 801, 1802] 14812 \n", "263885613 4 Goalkeeper leaving line [] 25381 \n", "263885618 8 Launch [1802] 25381 \n", "\n", " positions matchId \\\n", "id \n", "258612104 [{'y': 50, 'x': 50}, {'y': 53, 'x': 35}] 2057954 \n", "258612106 [{'y': 53, 'x': 35}, {'y': 19, 'x': 75}] 2057954 \n", "258612077 [{'y': 81, 'x': 25}, {'y': 83, 'x': 37}] 2057954 \n", "258612112 [{'y': 19, 'x': 75}, {'y': 17, 'x': 63}] 2057954 \n", "258612110 [{'y': 17, 'x': 63}, {'y': 15, 'x': 71}] 2057954 \n", "... ... ... \n", "263885652 [{'y': 20, 'x': 46}, {'y': 6, 'x': 64}] 2058017 \n", "263885653 [{'y': 6, 'x': 64}, {'y': 2, 'x': 82}] 2058017 \n", "263885654 [{'y': 2, 'x': 82}, {'y': 100, 'x': 100}] 2058017 \n", "263885613 [{'y': 0, 'x': 0}, {'y': 98, 'x': 18}] 2058017 \n", "263885618 [{'y': 43, 'x': 14}, {'y': 0, 'x': 0}] 2058017 \n", "\n", " eventName teamId matchPeriod eventSec \\\n", "id \n", "258612104 Pass 16521 1H 1.656214 \n", "258612106 Pass 16521 1H 4.487814 \n", "258612077 Duel 14358 1H 5.937411 \n", "258612112 Duel 16521 1H 6.406961 \n", "258612110 Pass 16521 1H 8.562167 \n", "... ... ... ... ... \n", "263885652 Pass 9598 2H 2978.301867 \n", "263885653 Others on the ball 9598 2H 2979.084611 \n", "263885654 Pass 9598 2H 2983.448628 \n", "263885613 Goalkeeper leaving line 4418 2H 2985.869275 \n", "263885618 Pass 4418 2H 3002.148765 \n", "\n", " subEventId id accurate \n", "id \n", "258612104 85 258612104 True \n", "258612106 83 258612106 True \n", "258612077 10 258612077 True \n", "258612112 10 258612112 False \n", "258612110 85 258612110 True \n", "... ... ... ... \n", "263885652 85 263885652 True \n", "263885653 72 263885653 True \n", "263885654 80 263885654 False \n", "263885613 40 263885613 True \n", "263885618 84 263885618 False \n", "\n", "[101759 rows x 13 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "events['World_Cup']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Adjust the category of 'kickoff' and 'clearance' events to better match their roles" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['1H' '2H']\n", "['1H' '2H' 'E1' 'E2' 'P']\n", "['1H' '2H']\n", "['1H' '2H']\n", "['1H' '2H']\n", "['1H' '2H']\n", "['1H' '2H' 'E1' 'E2' 'P']\n" ] } ], "source": [ "# Let's confirm the match-periods in the data\n", "for events_name in events_names:\n", " print(events[events_name]['matchPeriod'].unique())" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Remove the penalty kick periods as they are only present in knockout rounds\n", "for events_name in events_names:\n", " events[events_name] = events[events_name][(events[events_name][\"matchPeriod\"].isin(['1H','2H','E1','E2']))].copy()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Change the label of the first event in all match-periods to a KICKOFF\n", "for events_name in events_names:\n", " match_events = events[events_name]\n", " kickoffs_1H = match_events[match_events['matchPeriod']=='1H'].groupby('matchId').first()['id'].values.tolist()\n", " kickoffs_2H = match_events[match_events['matchPeriod']=='2H'].groupby('matchId').first()['id'].values.tolist()\n", " kickoffs_E1 = match_events[match_events['matchPeriod']=='E1'].groupby('matchId').first()['id'].values.tolist()\n", " kickoffs_E2 = match_events[match_events['matchPeriod']=='E2'].groupby('matchId').first()['id'].values.tolist()\n", " match_events.loc[kickoffs_1H+kickoffs_2H+kickoffs_E1+kickoffs_E2,'eventId'] = 3\n", " match_events.loc[kickoffs_1H+kickoffs_2H+kickoffs_E1+kickoffs_E2,'eventName'] = 'Free Kick'\n", " match_events.loc[kickoffs_1H+kickoffs_2H+kickoffs_E1+kickoffs_E2,'subEventId'] = 37\n", " match_events.loc[kickoffs_1H+kickoffs_2H+kickoffs_E1+kickoffs_E2,'subEventName'] = 'Kickoff'\n", " events[events_name] = match_events" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Change the label of the first Pass after a goal to a KICKOFF\n", "for events_name in events_names:\n", " match_events = events[events_name]\n", " goal = False\n", " for index, row in match_events.iterrows():\n", " if 101 in row['tags']:\n", " goal = True\n", " if 102 in row['tags']:\n", " goal = True \n", " if goal and row['eventName']=='Pass':\n", " match_events.loc[index,'eventId'] = 3\n", " match_events.loc[index,'eventName'] = 'Free Kick'\n", " match_events.loc[index,'subEventId'] = 37\n", " match_events.loc[index,'subEventName'] = 'Kickoff'\n", " goal = False\n", " events[events_name] = match_events" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Change clearance events to be a sub-type of Pass not Others on the ball\n", "for events_name in events_names:\n", " match_events = events[events_name]\n", " match_events.loc[match_events['subEventName']==\"Clearance\",'eventId'] = 8 \n", " match_events.loc[match_events['subEventName']==\"Clearance\",'eventName'] = 'Pass'\n", " events[events_name] = match_events" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Change the now-narrower Others on the ball to Touch\n", "for events_name in events_names:\n", " match_events = events[events_name]\n", " match_events.loc[match_events['eventName']==\"Others on the ball\",'eventName'] = 'Touch' \n", " events[events_name] = match_events" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Move offsides and goalkeeper leaving the line into a category\n", "for events_name in events_names:\n", " match_events = events[events_name]\n", " match_events.loc[match_events['subEventName']==\"Goalkeeper leaving line\",'eventId'] = 5\n", " match_events.loc[match_events['subEventName']==\"Goalkeeper leaving line\",'eventName'] = 'Interruption' \n", " match_events.loc[match_events['eventName']==\"Offside\",'subEventId'] = 60 \n", " match_events.loc[match_events['eventName']==\"Offside\",'subEventName'] = 'Offside' \n", " match_events.loc[match_events['eventName']==\"Offside\",'eventId'] = 5 \n", " match_events.loc[match_events['eventName']==\"Offside\",'eventName'] = 'Interruption' \n", " events[events_name] = match_events" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Basic summary statistics" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "summary_events = {}\n", "for events_name in events_names:\n", " summary_events[events_name] = events[events_name].groupby(['eventName']).agg({'id':'count',\n", " 'subEventName':lambda x: set(x),\n", " 'matchId':lambda x: len(set(x))\n", " })" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['England',\n", " 'European_Championship',\n", " 'France',\n", " 'Germany',\n", " 'Italy',\n", " 'Spain',\n", " 'World_Cup']" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "events_names" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idsubEventNamematchId
eventName
Duel144181{Ground defending duel, Ground attacking duel,...306
Foul8656{Protest, Time lost foul, Hand foul, Violent F...306
Free Kick32555{Kickoff, Free Kick, Penalty, Corner, Throw in...306
Interruption23850{Goalkeeper leaving line, Whistle, Ball out of...306
Pass268797{High pass, Clearance, Launch, Hand pass, Smar...306
Save attempt2811{Save attempt, Reflexes}306
Shot6898{Shot}306
Touch31659{Touch, Acceleration}306
\n", "
" ], "text/plain": [ " id subEventName \\\n", "eventName \n", "Duel 144181 {Ground defending duel, Ground attacking duel,... \n", "Foul 8656 {Protest, Time lost foul, Hand foul, Violent F... \n", "Free Kick 32555 {Kickoff, Free Kick, Penalty, Corner, Throw in... \n", "Interruption 23850 {Goalkeeper leaving line, Whistle, Ball out of... \n", "Pass 268797 {High pass, Clearance, Launch, Hand pass, Smar... \n", "Save attempt 2811 {Save attempt, Reflexes} \n", "Shot 6898 {Shot} \n", "Touch 31659 {Touch, Acceleration} \n", "\n", " matchId \n", "eventName \n", "Duel 306 \n", "Foul 306 \n", "Free Kick 306 \n", "Interruption 306 \n", "Pass 306 \n", "Save attempt 306 \n", "Shot 306 \n", "Touch 306 " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summary_events['Germany']" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "101683" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum(summary_events['World_Cup']['id'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Number the distinct periods of continuous play in each match" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Number sequences of continuous play, starting from 1 at the start of each match\n", "def number_plays(group):\n", " play_starts = group[group['eventName'].isin(['Free Kick'])]['id'].values.tolist()\n", " group.loc[play_starts,'play'] = list(range(len(play_starts)))\n", " group[['play']] = group[['play']].fillna(method='ffill')\n", " return group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Number the distinct possessions in each match" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# Number sequences of continuous possession, starting from 0 at the start of each play\n", "def number_possessions(group):\n", " possession_starts = set([group.id.tolist()[0]])\n", " # Inaccurate passes, shots, and free kicks end possession sequences, which begin at the next pass or shot\n", " prv_acc = True\n", " for index, row in group[group['eventName'].isin(['Pass','Shot','Free Kick'])].iterrows():\n", " if not prv_acc: possession_starts.add(row['id'])\n", " prv_acc = True if row['accurate'] else False\n", " # Passes made, shots made, and duels won by the opposing team begin a new possession sequence\n", " prv_team = group.teamId.tolist()[0]\n", " duel_won = (group['eventName']=='Duel') & (group['accurate'])\n", " for index, row in group[group['eventName'].isin(['Pass','Shot']) | duel_won].iterrows():\n", " if prv_team != row['teamId']: possession_starts.add(row['id'])\n", " prv_team = row['teamId']\n", " # Together these are the passes that begin possession sequences\n", " possession_starts = list(possession_starts)\n", " # We group all subsequent events with these 'start' points\n", " group.loc[possession_starts,'possession'] = list(range(len(possession_starts)))\n", " group[['possession']] = group[['possession']].fillna(method='ffill')\n", " return group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Time the execution of the trajectory extraction step" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from datetime import datetime, timedelta" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "England completed in:\n", "189.379978 seconds\n", "European_Championship completed in:\n", "23.738646 seconds\n", "France completed in:\n", "191.352387 seconds\n", "Germany completed in:\n", "152.528309 seconds\n", "Italy completed in:\n", "190.845459 seconds\n", "Spain completed in:\n", "186.755479 seconds\n", "World_Cup completed in:\n", "28.508107 seconds\n" ] } ], "source": [ "timestamp_init = datetime.now()\n", "for events_name in events_names:\n", " # Initialize plays\n", " events[events_name]['play'] = np.nan\n", " # Number sequences of continuous play\n", " events[events_name] = events[events_name].groupby('matchId').apply(number_plays)\n", " # Initialize possessions\n", " events[events_name]['possession'] = np.nan\n", " # Number sequences of continuous possession\n", " events[events_name] = events[events_name].groupby(['matchId','play']).apply(number_possessions)\n", " # Get the time this all took\n", " timestamp_done = datetime.now()\n", " print(events_name,\"completed in:\")\n", " print((timestamp_done-timestamp_init).total_seconds(),\"seconds\")\n", " # Restart the clock\n", " timestamp_init = datetime.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Count total possessions" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "England 169926\n", "European_Championship 20765\n", "France 164651\n", "Germany 138042\n", "Italy 163817\n", "Spain 162583\n", "World_Cup 25470\n" ] } ], "source": [ "for events_name in events_names:\n", " print(events_name,len(events[events_name].groupby(['matchId','play','possession']).agg({\"id\":sum}).index))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summarize possessions 2018 FIFA World Cup" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# Change to a dataset of possessions\n", "wc_passes = events['World_Cup'].copy()\n", "wc_possessions = wc_passes.groupby(['matchId','play','possession']).agg(list)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# Functions to apply to possessions\n", "def get_outcome(group):\n", " outcome = 'other'\n", " if 'Shot' in group.eventName.tolist() or \"Free kick shot\" in group.subEventName.tolist(): \n", " outcome = 'shot' \n", " if group.tags.apply(lambda tags: (101 in tags) or (102 in tags)).any(): \n", " outcome = 'goal'\n", " return outcome\n", "\n", "def count_pass_accurate(group):\n", " accurate_passes = 0\n", " free_kicks_that_are_also_passes = ['Kickoff','Corner','Free Kick','Free kick cross','Goal kick']\n", " for index, row in group[(group['eventName'].isin(['Pass'])) | (group['subEventName'].isin(free_kicks_that_are_also_passes))].iterrows():\n", " if row['accurate']: accurate_passes += 1 \n", " return accurate_passes" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# Supplementary properties\n", "wc_possessions['outcome'] = wc_passes.groupby(['matchId','play','possession']).apply(get_outcome)\n", "wc_possessions['matchPeriod'] = wc_possessions['matchPeriod'].apply(lambda x: x[0])\n", "wc_possessions['teamId_init'] = wc_possessions['teamId'].apply(lambda x: x[0])\n", "wc_possessions['events_all'] = wc_possessions['eventId'].apply(len)\n", "wc_possessions['events_type'] = wc_possessions['eventName'].apply(Counter)\n", "wc_possessions['events_subtype'] = wc_possessions['subEventName'].apply(Counter)\n", "wc_possessions['events_real'] = wc_possessions['events_type'].apply(lambda x: x['Pass']+x['Free Kick']+x['Shot'])\n", "wc_possessions['events_pass'] = wc_possessions['events_type'].apply(lambda x: x['Pass'])\n", "wc_possessions['events_pass_accurate'] = wc_passes.groupby(['matchId','play','possession']).apply(count_pass_accurate)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "matchId play possession\n", "2057954 9.0 3.0 [Pass, Pass, Pass, Pass, Pass, Pass, Pass, Pas...\n", " 53.0 4.0 [Pass, Touch, Pass, Pass, Pass, Pass, Pass, Pa...\n", " 70.0 2.0 [Duel, Pass, Pass, Pass, Pass, Duel, Duel, Pas...\n", " 74.0 6.0 [Pass, Duel, Duel, Foul, Duel, Pass, Pass, Pas...\n", " 94.0 3.0 [Free Kick, Pass, Pass, Touch, Duel, Duel, Pas...\n", " ... \n", "2058016 59.0 1.0 [Free Kick, Pass, Pass, Pass, Pass, Pass, Pass...\n", "2058017 0.0 1.0 [Free Kick, Pass, Pass, Pass, Pass, Duel, Duel...\n", " 16.0 0.0 [Free Kick, Pass, Pass, Pass, Touch, Pass, Pas...\n", " 44.0 4.0 [Pass, Pass, Duel, Duel, Duel, Duel, Foul, Pas...\n", " 78.0 0.0 [Free Kick, Pass, Pass, Pass, Pass, Pass, Pass...\n", "Name: eventName, Length: 567, dtype: object" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# what are the crazy-long sequences? towards the end of the second half... checks out.\n", "wc_possessions[wc_possessions['events_pass_accurate']>12]['eventName'].apply(lambda x: list(x))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[([4418, 9598], ['Shot', 'Save attempt'], [True, False]),\n", " ([4418, 4418, 4418, 9598],\n", " ['Simple pass', 'Simple pass', 'Shot', 'Touch'],\n", " [True, True, False, True]),\n", " ([9598, 9598], ['Ground defending duel', 'Touch'], [True, True]),\n", " ([4418, 4418, 9598, 4418, 9598, 4418, 4418, 4418, 4418, 4418],\n", " ['Throw in',\n", " 'Air duel',\n", " 'Air duel',\n", " 'Air duel',\n", " 'Air duel',\n", " 'Head pass',\n", " 'Head pass',\n", " 'Head pass',\n", " 'Smart pass',\n", " 'Ground attacking duel'],\n", " [True, True, False, True, False, True, True, True, True, False])]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Here's a tricky edge case. Does losing a duel in the penalty-zone end the attacking team's 'posession' even if \n", "# the ball is *not* cleared away? In this particular case the defending team wins a duel but immediately loses \n", "# the ball again and concedes a shot. Does a rebound start a new 'posession'? Is this *one*, *two*, or *four*?\n", "#\n", "# We choose to say that it is *four*, to remain as close as possible to prior work.\n", "#\n", "list(zip(wc_possessions.loc[(2058017,70.0,),'teamId'].squeeze(),wc_possessions.loc[(2058017,70.0,),'subEventName'].squeeze(),wc_possessions.loc[(2058017,70.0,),'accurate'].squeeze()))" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "# Generate a directory in which to put the posessions\n", "try:\n", " os.mkdir(os.path.join(datadir,\"trajectories\"))\n", "except:\n", " pass\n", "# Save a dataset of the posessions\n", "wc_possessions_filename = os.path.join(datadir,\"trajectories\",\"trajectories_World_Cup.csv\")\n", "wc_possessions.to_csv(wc_possessions_filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Replicate results" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# Group by the length of the possession\n", "by_length = {}\n", "by_length['poss'] = Counter(wc_possessions['events_pass_accurate'])\n", "by_length['shot'] = Counter(wc_possessions[(wc_possessions['outcome'].isin(['shot','goal']))]['events_pass_accurate'])\n", "by_length['goal'] = Counter(wc_possessions[(wc_possessions['outcome'].isin(['goal']))]['events_pass_accurate'])" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "# Pull together the tail of the distribution\n", "for key in ['poss','shot','goal']:\n", " for length in list(by_length[key].keys()):\n", " if length > 9:\n", " by_length[key][9] += by_length[key][length]\n", " by_length[key][length] = 0" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# Corresponding label\n", "pass_lengths = ['0','1','2','3','4','5','6','7','8','>8']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### \"accepted fact\"" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8224852071005917" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fraction of goals from posessions of 3 passes or less\n", "goals_total = sum(by_length['goal'].values())\n", "goals_short = by_length['goal'][0]+by_length['goal'][1]+by_length['goal'][2]+by_length['goal'][3]\n", "goals_short/goals_total" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Posessions distribution" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "posessions = [by_length['poss'][l] for l in range(10)]" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeUAAAE/CAYAAAB4ldsrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAUD0lEQVR4nO3dcaxe9X3f8fendkKAjASGQcRGM1HdbIDUJViMFimq4na4I4rRNCRHSnA7Ok+MZkk2qTL5J9oflphUdR3SQEIhwawJ1COpsJLQBTmNukgMeoFsBByKFyg4uNhd04RUKynkuz+eH9GTy7WB+7h+vjf3/ZIenfN8z/md53sN1597fufc41QVkiRp/n5m3g1IkqQJQ1mSpCYMZUmSmjCUJUlqwlCWJKkJQ1mSpCbWzruB5Tr77LNr48aN825DkqQ35KGHHvqLqlq31LYVG8obN25kYWFh3m1IkvSGJPmzY21z+lqSpCYMZUmSmjCUJUlqwlCWJKkJQ1mSpCYMZUmSmjCUJUlqwlCWJKkJQ1mSpCYMZUmSmjCUJUlqwlCWJKmJFfsPUpxoG3d9aa6f//SNV8718yVJ8+eZsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTbxmKCf5dJIjSb45VTsryX1JnhzLM6e23ZDkYJInklwxVb8kyaNj201JMuqnJPn9UX8gycYT+yVKkrQyvJ4z5duBrYtqu4D9VbUJ2D/ek+RCYDtw0Rhzc5I1Y8wtwE5g03i9csxrge9W1c8C/wn4j8v9YiRJWsleM5Sr6o+Bv1xU3gbsGet7gKum6ndV1YtV9RRwELg0yXnAGVV1f1UVcMeiMa8c625gyytn0ZIkrSbLvaZ8blUdBhjLc0Z9PfDs1H6HRm39WF9c/4kxVfUS8D3g7y+zL0mSVqwTfaPXUme4dZz68ca8+uDJziQLSRaOHj26zBYlSeppuaH8/JiSZiyPjPoh4Pyp/TYAz436hiXqPzEmyVrgbbx6uhyAqrq1qjZX1eZ169Yts3VJknpabijvA3aM9R3APVP17eOO6guY3ND14JjifiHJZeN68TWLxrxyrH8BfHVcd5YkaVVZ+1o7JLkT+CXg7CSHgE8CNwJ7k1wLPANcDVBVjyXZCzwOvARcX1Uvj0Ndx+RO7lOBe8cL4DbgvyY5yOQMefsJ+cokSVphXjOUq+qDx9i05Rj77wZ2L1FfAC5eov43jFCXJGk184lekiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhMzhXKSjyd5LMk3k9yZ5C1JzkpyX5Inx/LMqf1vSHIwyRNJrpiqX5Lk0bHtpiSZpS9JklaiZYdykvXAvwU2V9XFwBpgO7AL2F9Vm4D94z1JLhzbLwK2AjcnWTMOdwuwE9g0XluX25ckSSvVrNPXa4FTk6wFTgOeA7YBe8b2PcBVY30bcFdVvVhVTwEHgUuTnAecUVX3V1UBd0yNkSRp1Vh2KFfVd4DfBp4BDgPfq6qvAOdW1eGxz2HgnDFkPfDs1CEOjdr6sb64LknSqjLL9PWZTM5+LwDeAZye5EPHG7JErY5TX+ozdyZZSLJw9OjRN9qyJEmtzTJ9/cvAU1V1tKr+FvgC8IvA82NKmrE8MvY/BJw/NX4Dk+nuQ2N9cf1VqurWqtpcVZvXrVs3Q+uSJPUzSyg/A1yW5LRxt/QW4ACwD9gx9tkB3DPW9wHbk5yS5AImN3Q9OKa4X0hy2TjONVNjJElaNdYud2BVPZDkbuBh4CXgEeBW4K3A3iTXMgnuq8f+jyXZCzw+9r++ql4eh7sOuB04Fbh3vCRJWlWWHcoAVfVJ4JOLyi8yOWteav/dwO4l6gvAxbP0IknSSucTvSRJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmZgrlJG9PcneSbyU5kOQXkpyV5L4kT47lmVP735DkYJInklwxVb8kyaNj201JMktfkiStRLOeKf9n4A+r6h8CPw8cAHYB+6tqE7B/vCfJhcB24CJgK3BzkjXjOLcAO4FN47V1xr4kSVpxlh3KSc4A3gvcBlBVP6yqvwK2AXvGbnuAq8b6NuCuqnqxqp4CDgKXJjkPOKOq7q+qAu6YGiNJ0qoxy5nyO4GjwGeSPJLkU0lOB86tqsMAY3nO2H898OzU+EOjtn6sL65LkrSqzBLKa4H3ALdU1buBv2ZMVR/DUteJ6zj1Vx8g2ZlkIcnC0aNH32i/kiS1NksoHwIOVdUD4/3dTEL6+TElzVgemdr//KnxG4DnRn3DEvVXqapbq2pzVW1et27dDK1LktTPskO5qv4ceDbJu0ZpC/A4sA/YMWo7gHvG+j5ge5JTklzA5IauB8cU9wtJLht3XV8zNUaSpFVj7YzjPwJ8NsmbgW8Dv84k6PcmuRZ4BrgaoKoeS7KXSXC/BFxfVS+P41wH3A6cCtw7XpIkrSozhXJVfQPYvMSmLcfYfzewe4n6AnDxLL1IkrTS+UQvSZKaMJQlSWrCUJYkqQlDWZKkJgxlSZKaMJQlSWrCUJYkqQlDWZKkJgxlSZKaMJQlSWpi1mdf6yTZuOtLc/38p2+8cq6fL0mrgWfKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTRjKkiQ1YShLktSEoSxJUhOGsiRJTcwcyknWJHkkyRfH+7OS3JfkybE8c2rfG5IcTPJEkium6pckeXRsuylJZu1LkqSV5kScKX8UODD1fhewv6o2AfvHe5JcCGwHLgK2AjcnWTPG3ALsBDaN19YT0JckSSvKTKGcZANwJfCpqfI2YM9Y3wNcNVW/q6perKqngIPApUnOA86oqvurqoA7psZIkrRqzHqm/LvAbwE/mqqdW1WHAcbynFFfDzw7td+hUVs/1hfXJUlaVZYdykneDxypqode75AlanWc+lKfuTPJQpKFo0ePvs6PlSRpZZjlTPly4ANJngbuAt6X5PeA58eUNGN5ZOx/CDh/avwG4LlR37BE/VWq6taq2lxVm9etWzdD65Ik9bPsUK6qG6pqQ1VtZHID11er6kPAPmDH2G0HcM9Y3wdsT3JKkguY3ND14JjifiHJZeOu62umxkiStGqs/Ts45o3A3iTXAs8AVwNU1WNJ9gKPAy8B11fVy2PMdcDtwKnAveMlSdKqckJCuaq+BnxtrP9fYMsx9tsN7F6ivgBcfCJ6kSRppfKJXpIkNWEoS5LUhKEsSVIThrIkSU0YypIkNWEoS5LUhKEsSVIThrIkSU0YypIkNWEoS5LUhKEsSVIThrIkSU0YypIkNWEoS5LUhKEsSVIThrIkSU0YypIkNWEoS5LUhKEsSVIThrIkSU0YypIkNWEoS5LUhKEsSVIThrIkSU0YypIkNWEoS5LUhKEsSVIThrIkSU0YypIkNWEoS5LUhKEsSVIThrIkSU2snXcD+umwcdeX5vr5T9945Vw/X5JOBM+UJUlqwlCWJKkJQ1mSpCYMZUmSmjCUJUlqwlCWJKmJZYdykvOT/FGSA0keS/LRUT8ryX1JnhzLM6fG3JDkYJInklwxVb8kyaNj201JMtuXJUnSyjPLmfJLwL+vqn8EXAZcn+RCYBewv6o2AfvHe8a27cBFwFbg5iRrxrFuAXYCm8Zr6wx9SZK0Ii07lKvqcFU9PNZfAA4A64FtwJ6x2x7gqrG+Dbirql6sqqeAg8ClSc4Dzqiq+6uqgDumxkiStGqckGvKSTYC7wYeAM6tqsMwCW7gnLHbeuDZqWGHRm39WF9clyRpVZk5lJO8Ffg88LGq+v7xdl2iVsepL/VZO5MsJFk4evToG29WkqTGZgrlJG9iEsifraovjPLzY0qasTwy6oeA86eGbwCeG/UNS9RfpapurarNVbV53bp1s7QuSVI7s9x9HeA24EBV/c7Upn3AjrG+A7hnqr49ySlJLmByQ9eDY4r7hSSXjWNeMzVGkqRVY5Z/Jepy4MPAo0m+MWqfAG4E9ia5FngGuBqgqh5Lshd4nMmd29dX1ctj3HXA7cCpwL3jJUnSqrLsUK6qr7P09WCALccYsxvYvUR9Abh4ub1IkvTTwCd6SZLUhKEsSVIThrIkSU0YypIkNWEoS5LUhKEsSVITs/yesrRibNz1pbl+/tM3XjnXz5e0MnimLElSE4ayJElNOH0tSWptNV1+8kxZkqQmDGVJkpowlCVJasJQliSpCUNZkqQmDGVJkpowlCVJasJQliSpCR8eIjWwmh6OIOnYPFOWJKkJQ1mSpCYMZUmSmjCUJUlqwlCWJKkJ776W9Jq8O1w6OTxTliSpCUNZkqQmnL6WtOI5va6fFp4pS5LUhKEsSVIThrIkSU14TVmS/o55zVuvl2fKkiQ1YShLktSE09eStMo5vd6HZ8qSJDVhKEuS1IShLElSE4ayJElNtAnlJFuTPJHkYJJd8+5HkqSTrUUoJ1kD/BfgV4ELgQ8muXC+XUmSdHK1CGXgUuBgVX27qn4I3AVsm3NPkiSdVF1CeT3w7NT7Q6MmSdKqkaqadw8kuRq4oqp+Y7z/MHBpVX1k0X47gZ3j7buAJ05qo8d3NvAX827iOOxvNvY3G/ubjf3Nplt//6Cq1i21ocsTvQ4B50+93wA8t3inqroVuPVkNfVGJFmoqs3z7uNY7G829jcb+5uN/c2me3/Tukxf/wmwKckFSd4MbAf2zbknSZJOqhZnylX1UpLfBP47sAb4dFU9Nue2JEk6qVqEMkBVfRn48rz7mEHLafUp9jcb+5uN/c3G/mbTvb8fa3GjlyRJ6nNNWZKkVc9QnlH3x4Mm+XSSI0m+Oe9eFktyfpI/SnIgyWNJPjrvnhZL8pYkDyb5X6PH/zDvnhZLsibJI0m+OO9elpLk6SSPJvlGkoV597NYkrcnuTvJt8b/i78w755ekeRd48/tldf3k3xs3n1NS/Lx8b3xzSR3JnnLvHs6liRbkjw8/iy/nuRn593TYk5fz2A8HvRPgV9h8mtdfwJ8sKoen2tjU5K8F/gBcEdVXTzvfqYlOQ84r6oeTvL3gIeAq5r9+QU4vap+kORNwNeBj1bV/5xzaz+W5N8Bm4Ezqur98+5nsSRPA5urqtPvif5Ykj3A/6iqT43f/jitqv5q3n0tNv6++Q7wT6rqz+bdD0CS9Uy+Jy6sqv+XZC/w5aq6fU79nFlV3z3O9j8FtlXVgST/hsnzMH7tpDX4OnimPJv2jwetqj8G/nLefSylqg5X1cNj/QXgAM2e5FYTPxhv3zRebX6STbIBuBL41Lx7WYmSnAG8F7gNoKp+2DGQhy3A/+kSyFPWAqcmWQucxhLPmDiJFpJ8Lsn7xg/UixVwxlh/G/PtdUmG8mx8POgJkmQj8G7ggfl28mpjevgbwBHgvqrq1OPvAr8F/GjejRxHAV9J8tB4Kl8n7wSOAp8ZlwA+leT0eTd1DNuBO+fdxLSq+g7w28AzwGHge1X1lTm29HPA54DfBB5P8okk75ja/hvAl5McAj4M3DiHHo/LUJ7NsX4S0xuQ5K3A54GPVdX3593PYlX1clX9YyZPmrs0SYvLAEneDxypqofm3ctruLyq3sPkX4G7flxS6WIt8B7glqp6N/DXQMd7Q94MfAD4b/PuZVqSM5nMDl4AvAM4PcmH5tXP+F79YlX9cyYzIO8Enkly6djl48A/q6oNwGeA35lTq8dkKM/mdT0eVMc2rtN+HvhsVX1h3v0cz5jW/Bqwdc6tvOJy4APjmu1dwPuS/N58W3q1qnpuLI8Af8Dksk8Xh4BDU7MfdzMJ6W5+FXi4qp6fdyOL/DLwVFUdraq/Bb4A/OI8G0rytjEjs4/JmfO1wP9Osg74+an/1r/PnHtdiqE8Gx8POoNxzec24EBVtfuJFSDJuiRvH+unMvlL6Fvz7Wqiqm6oqg1VtZHJ/3tfraq5naUsJcnp4yY+xrTwPwXa/CZAVf058GySd43SFqDNjYZTPkizqevhGeCyJKeN7+ctTO4NmYvxQ+nDTM6Qr6mq91bVnqr6G+C7wNuS/NzY/VeYY6/H0uaJXivRSng8aJI7gV8Czh7XUT5ZVbfNt6sfu5zJdZ1HxzVbgE+Mp7t1cR6wZ9z5+jPA3qpq+atHTZ0L/MG452Yt8Lmq+sP5tvQqHwE+O36w/jbw63Pu5yckOY1JgPzrefeyWFU9kORuJkH4EvAI83161l7g16rqpcUbxt/X/wr4fJIfMQnpf3myG3wt/kqUJElNOH0tSVIThrIkSU0YypIkNWEoS5LUhKEsSVIThrIkSU0YypIkNWEoS5LUxP8H4vQhB8WdY+EAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0,0,1,1])\n", "ax.bar(pass_lengths,posessions)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Shots distribution" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "shots = [by_length['shot'][l] for l in range(10)]" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0,0,1,1])\n", "ax.bar(pass_lengths,shots)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Goals" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "goals = [by_length['goal'][l] for l in range(10)]" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0,0,1,1])\n", "ax.bar(pass_lengths,goals)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Shots per 1000 posessions" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "shots_per_10000_pos = [by_length['shot'][l]/by_length['poss'][l]*10000 for l in range(10)]" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0,0,1,1])\n", "ax.scatter(pass_lengths,shots_per_10000_pos)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Goals per 1000 posessions" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "goals_per_1000_pos = [by_length['goal'][l]/by_length['poss'][l]*1000 for l in range(10)]" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdIAAAE/CAYAAADyukJqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAATSklEQVR4nO3db2xdd33H8c8H26hORnFHDaoTuoAG1qZKNNVVBlSLtobiFqo2Q3vQSt1gY2TSgLVMMiI8QTyZmIwm9ggpaoFO0LLSuh6qWN0K1rFKo+DEhaSk5m8puSnECAwU7lbHfPfAxyFJfZ3Y33N97rl5vyTL9rk393wVJX77/u655zgiBAAANuZFVQ8AAECdEVIAABIIKQAACYQUAIAEQgoAQAIhBQAgoX8zd3bppZfGjh07NnOXAACkHTx48CcRMbzabZsa0h07dmhmZmYzdwkAQJrtH7S7jaVdAAASCCkAAAmEFACABEIKAEDCOUNq+xO2T9g+ctq237X9iO1vF58v6eyYAAB0p/N5RvopSdedte0Dkr4YEa+R9MXiewAALjjnDGlEfFnST8/afJOku4qv75K0t+S5AACohY2+RvqKiHhWkorPLy9vJAAA6qPjJ2SwvU/SPkm6/PLLO707XECmZpuamJ7T8YWWRoYGNT42qr07t1U9FoALzEafkf7Y9mWSVHw+0e6OEXEgIhoR0RgeXvXsSsC6Tc02tX/ysJoLLYWk5kJL+ycPa2q2WfVoAC4wGw3p5yW9vfj67ZL+vZxxgPMzMT2n1uLSGdtai0uamJ6raCIAF6rzefvLPZL+R9Ko7WO23ynpI5Kutf1tSdcW3wOb5vhCa13bAaBTzvkaaUTc0uamPSXPApy3kaFBNVeJ5sjQYAXTALiQcWYj1NL42KgGB/rO2DY40KfxsdGKJgJwodrUy6gBZVk5OpejdgFUjZCitvbu3EY4AVSOpV0AABIIKQAACYQUAIAEQgoAQAIhBQAggZACAJBASAEASCCkAAAkEFIAABIIKQAACYQUAIAEQgoAQAIhBQAggZACAJBASAEASCCkAAAkEFIAABIIKQAACYQUAIAEQgoAQAIhBQAggZACAJBASAEASCCkAAAkEFIAABJSIbV9m+0jtp+0fXtZQwEAUBcbDqntKyS9S9IuSa+TdIPt15Q1GAAAdZB5RvoHkr4SEb+OiJOS/kvSn5UzFgAA9ZAJ6RFJu22/zPYWSW+R9Mqz72R7n+0Z2zPz8/OJ3QEA0H02HNKIOCrpnyQ9IukhSV+XdHKV+x2IiEZENIaHhzc8KAAA3Sh1sFFE3BkRV0XEbkk/lfTtcsYCAKAe+jN/2PbLI+KE7cslvU3SG8oZCwCAekiFVNL9tl8maVHSuyPiZyXMBABAbaRCGhF/XNYgAADUEWc2AgAggZACAJBASAEASCCkAAAkEFIAABIIKQAACYQUAIAEQgoAQAIhBQAggZACAJBASAEASCCkAAAkEFIAABIIKQAACYQUAIAEQgoAQAIhBQAggZACAJBASAEASCCkAAAkEFIAABIIKQAACYQUAIAEQgoAQAIhBQAggZACAJBASAEASCCkAAAkpEJq+322n7R9xPY9ti8qazAAAOpgwyG1vU3S30tqRMQVkvok3VzWYAAA1EF2abdf0qDtfklbJB3PjwQAQH1sOKQR0ZT0UUnPSHpW0s8j4uGz72d7n+0Z2zPz8/MbnxQAgC6UWdq9RNJNkl4laUTSVtu3nn2/iDgQEY2IaAwPD298UgAAulBmafdNkr4fEfMRsShpUtIbyxkLAIB6yIT0GUmvt73FtiXtkXS0nLEAAKiH/o3+wYh43PZ9kg5JOilpVtKBsgYDUK2p2aYmpud0fKGlkaFBjY+Nau/ObVWPtao6zYres+GQSlJEfEjSh0qaBUCXmJptav/kYbUWlyRJzYWW9k8elqSuC1SdZkVv4sxGAF5gYnruVJhWtBaXNDE9V9FE7dVpVvQmQgrgBY4vtNa1vUp1mhW9iZACeIGRocF1ba9SnWZFbyKkAF5gfGxUgwN9Z2wbHOjT+NhoRRO1V6dZ0ZtSBxsB6E0rB+nU4UjYOs2K3uSI2LSdNRqNmJmZ2bT9AQBQBtsHI6Kx2m0s7QIAkEBIAQBIIKQAACQQUgAAEggpAAAJhBQAgARCCgBAAiEFACCBkAIAkEBIAQBIIKQAACQQUgAAErj6S4dNzTa5KgUA9DBC2kFTs03tnzys1uKSJKm50NL+ycOSREwBoEewtNtBE9NzpyK6orW4pInpuYomAgCUjZB20PGF1rq2AwDqh5B20MjQ4Lq2AwDqh5B20PjYqAYH+s7YNjjQp/Gx0YomAgCUjYONOmjlgCKO2gWA3kVIO2zvzm2EEwB6GEu7AAAkbDiktkdtP3Haxy9s317mcAAAdLsNL+1GxJykKyXJdp+kpqQHSpoLAIBaKGtpd4+k70bED0p6PAAAaqGskN4s6Z6SHgsAgNpIh9T2iyXdKOlzbW7fZ3vG9sz8/Hx2dwAAdJUy3v5yvaRDEfHj1W6MiAOSDkhSo9GIEvaHDuJqNQCwPmWE9BaxrNsTuFoNAKxfamnX9hZJ10qaLGccVImr1QDA+qWekUbEryW9rKRZUDGuVtNZLJsDvYkzG+EUrlbTOSvL5s2FlkK/XTafmm1WPRqAJEKKU7haTeewbA70Lk5aj1O4Wk3nsGwO9C5CijNwtZrOGBkaVHOVaLJsDtQfS7vAJmDZHOhdPCMFNgHL5kDvIqTAJmHZHOhNLO0CAJBASAEASCCkAAAkEFIAABIIKQAACYQUAIAEQgoAQAIhBQAggZACAJBASAEASCCkAAAkcK5dANhkU7NNLmDQQwgpAGyiqdmm9k8eVmtxSZLUXGhp/+RhSSKmNcXSLgBsoonpuVMRXdFaXNLE9FxFEyGLkALAJjq+0FrXdnQ/QgoAm2hkaHBd29H9CCkAbKLxsVENDvSdsW1woE/jY6MVTYQsDjYCgE20ckARR+32DkIKAJts785thLOHsLQLAEACIQUAICEVUttDtu+z/ZTto7bfUNZgAADUQfY10n+R9FBE/LntF0vaUsJMAADUxoZDavtiSbslvUOSIuJ5Sc+XM9baOE8lAKBbZJZ2Xy1pXtInbc/avsP21pLmamvlPJXNhZZCvz1P5dRss9O7BgDgBTIh7Zd0laSPR8ROSb+S9IGz72R7n+0Z2zPz8/OJ3S3jPJUAgG6SCekxScci4vHi+/u0HNYzRMSBiGhERGN4eDixu2WcpxIA0E02HNKI+JGkH9peOa/VHknfLGWqNXCeSgBAN8m+j/S9kj5j+xuSrpT0j/mR1sZ5KgEA3ST19peIeEJSo6RZzgvnqQQAdJNanmuX81QCALoFpwgEACCBkAIAkEBIAQBIIKQAACQQUgAAEmp51C4AAKup4qImhBQA0BNWLmqycj72lYuaSOpoTFnaBQD0hKouakJIAQA9oaqLmhBSAEBPqOqiJoQUANATqrqoCQcbAQB6QlUXNSGkAICeUcVFTVjaBQAggZACAJBASAEASCCkAAAkEFIAABIIKQAACYQUAIAEQgoAQAIhBQAggZACAJBASAEASCCkAAAkEFIAABIIKQAACanLqNl+WtIvJS1JOhkRjTKGAgCgLsq4HumfRsRPSngcAABqh6VdAAASsiENSQ/bPmh732p3sL3P9oztmfn5+eTuAADoLtmQXh0RV0m6XtK7be8++w4RcSAiGhHRGB4eTu4OAIDukgppRBwvPp+Q9ICkXWUMBQBAXWw4pLa32n7JyteS3izpSFmDAQBQB5mjdl8h6QHbK49zd0Q8VMpUAADUxIZDGhHfk/S6EmcBAKB2ePsLAAAJhBQAgARCCgBAAiEFACCBkAIAkEBIAQBIIKQAACQQUgAAEggpAAAJhBQAgARCCgBAAiEFACCBkAIAkEBIAQBIIKQAACQQUgAAEggpAAAJhBQAgARCCgBAAiEFACCBkAIAkEBIAQBIIKQAACQQUgAAEggpAAAJhBQAgARCCgBAAiEFACAhHVLbfbZnbT9YxkAAANRJGc9Ib5N0tITHAQCgdlIhtb1d0lsl3VHOOAAA1Ev2GenHJL1f0m/a3cH2Ptsztmfm5+eTuwMAoLtsOKS2b5B0IiIOrnW/iDgQEY2IaAwPD290dwAAdKXMM9KrJd1o+2lJn5V0je1PlzIVAAA1seGQRsT+iNgeETsk3SzpSxFxa2mTAQBQA7yPFACAhP4yHiQiHpX0aBmPBQBAnfCMFACABEIKAEACIQUAIIGQAgCQQEgBAEggpAAAJBBSAAASCCkAAAmEFACABEIKAEACIQUAIIGQAgCQQEgBAEggpAAAJBBSAAASCCkAAAmEFACABEIKAEACIQUAIIGQAgCQQEgBAEggpAAAJBBSAAASCCkAAAmEFACABEIKAEACIQUAIGHDIbV9ke2v2v667Sdtf7jMwQAAqIP+xJ/9P0nXRMRztgckPWb7PyLiKyXNBgBA19twSCMiJD1XfDtQfEQZQwEAUBep10ht99l+QtIJSY9ExOPljAUAQD2kQhoRSxFxpaTtknbZvuLs+9jeZ3vG9sz8/HxmdwAAdJ1SjtqNiAVJj0q6bpXbDkREIyIaw8PDZewOAICukTlqd9j2UPH1oKQ3SXqqrMEAAKiDzFG7l0m6y3afloN8b0Q8WM5YAADUQ+ao3W9I2lniLAAA1E7mGSkA4AIwNdvUxPScji+0NDI0qPGxUe3dua3qsboGIQUAtDU129T+ycNqLS5JkpoLLe2fPCxJxLTAuXYBAG1NTM+diuiK1uKSJqbnKpqo+xBSAEBbxxda69p+ISKkAIC2RoYG17X9QkRIAQBtjY+NanCg74xtgwN9Gh8brWii7sPBRgCAtlYOKOKo3fYIKQBgTXt3biOca2BpFwCABEIKAEACIQUAIIGQAgCQQEgBAEggpAAAJBBSAAASCCkAAAmOiM3bmT0v6QclPuSlkn5S4uN1Up1mleo1b51mlZi3k+o0q8S8nVT2rL8XEcOr3bCpIS2b7ZmIaFQ9x/mo06xSveat06wS83ZSnWaVmLeTNnNWlnYBAEggpAAAJNQ9pAeqHmAd6jSrVK956zSrxLydVKdZJebtpE2btdavkQIAULW6PyMFAKBStQyp7etsz9n+ju0PVD3PWmx/wvYJ20eqnuVcbL/S9n/aPmr7Sdu3VT3TWmxfZPurtr9ezPvhqmc6F9t9tmdtP1j1LOdi+2nbh20/YXum6nnOxfaQ7ftsP1X8G35D1TO1Y3u0+Htd+fiF7durnqsd2+8r/o8dsX2P7Yuqnul82d5j+1Dx9/yY7d8vfR91W9q13SfpW5KulXRM0tck3RIR36x0sDZs75b0nKR/jYgrqp5nLbYvk3RZRByy/RJJByXt7eK/W0vaGhHP2R6Q9Jik2yLiKxWP1pbtf5DUkHRxRNxQ9Txrsf20pEZE1OJ9g7bvkvTfEXGH7RdL2hIRC1XPdS7Fz7SmpD+KiDLfZ18K29u0/H/rDyOiZfteSV+IiE9VO9ky25dExM/WuP1bkm6KiKO2/07Sroh4R5kz1PEZ6S5J34mI70XE85I+K+mmimdqKyK+LOmnVc9xPiLi2Yg4VHz9S0lHJW2rdqr2YtlzxbcDxUfX/mZoe7ukt0q6o+pZeo3tiyXtlnSnJEXE83WIaGGPpO92Y0RP0y9p0Ha/pC2Sjlc8z+lmbN9t+5ril+uzhaSLi69fqg7MXseQbpP0w9O+P6Yu/mFfV7Z3SNop6fFqJ1lbsVT6hKQTkh6JiG6e92OS3i/pN1UPcp5C0sO2D9reV/Uw5/BqSfOSPlksnd9he2vVQ52nmyXdU/UQ7UREU9JHJT0j6VlJP4+Ih6ud6gyvlXS3pPdI+qbtD9oeOe32v5H0BdvHJP2FpI+UPUAdQ9ruNw6UxPbvSLpf0u0R8Yuq51lLRCxFxJWStkvaZbsrl89t3yDpREQcrHqWdbg6Iq6SdL2kdxcvU3SrfklXSfp4ROyU9CtJXX38hCQVS9A3Svpc1bO0Y/sSLa/6vUrSiKSttm+tdqrfKn4GPBgRb9PyqsSrJT1je1dxl/dJektEbJf0SUn/XPYMdQzpMUmvPO377equZYZaK15rvF/SZyJisup5zlexjPeopOsqHqWdqyXdWLzu+FlJ19j+dLUjrS0ijhefT0h6QMsvq3SrY5KOnbYicZ+Ww9rtrpd0KCJ+XPUga3iTpO9HxHxELEqalPTGimc6g+2XFqsmn9fyM9R3SvqG7WFJrzvt38W/qQOz1zGkX5P0GtuvKn6bu1nLf3lIKl5fuFPS0Ygo/be2stketj1UfD2o5f/wT1U71eoiYn9EbI+IHVr+N/uliOia3+rPZntrccCZiiXSN0vq2iPPI+JHkn5oe7TYtEdSVx4kd5Zb1MXLuoVnJL3e9pbiZ8QeLR8/0RWKX0gPafmZ6F9GxO6IuCsi/lfSzyS91PZri7tfqw7M3l/2A3ZaRJy0/R5J05L6JH0iIp6seKy2bN8j6U8kXVqs0X8oIu6sdqq2rtbyawiHi9cdJemDEfGFCmday2WS7iqOenyRpHsjouvfVlITr5D0QHHsRr+kuyPioWpHOqf3SvpM8Qv29yT9VcXzrMn2Fi3/YP/bqmdZS0Q8bvs+LcfqpKRZddcZju6V9I6IOHn2DUUv3iXpftu/0XJY/7rsAWr39hcAALpJHZd2AQDoGoQUAIAEQgoAQAIhBQAggZACAJBASAEASCCkAAAkEFIAABL+H+hakvRFslSKAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0,0,1,1])\n", "ax.scatter(pass_lengths,goals_per_1000_pos)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Combined plot" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2,2,dpi=200,\n", " gridspec_kw={'width_ratios':[1,1]},figsize=(10,8))\n", "plt.subplots_adjust(wspace=0.10, hspace=0.40)\n", "\n", "# Posession length label\n", "pass_lengths = ['0','1','2','3','4','5','6','7','8','>8']\n", "\n", "# Posessions\n", "poss = [by_length['poss'][l] for l in range(10)]\n", "ax[(0,0)].bar(pass_lengths,poss,color='dimgrey')\n", "ax[(0,0)].set_ylim(0,12400)\n", "ax[(0,0)].grid(axis='y', color='lightgrey', linestyle='--', linewidth=0.75)\n", "ax[(0,0)].set_axisbelow(True)\n", "ax[(0,0)].set_title('(a) Posession sequence lengths', fontsize=12)\n", "ax[(0,0)].set_xlabel('Accurate passes', fontsize=12, labelpad=4)\n", "ax[(0,0)].set_ylabel('Count', fontsize=12, labelpad=6)\n", "\n", "# Goals\n", "goals = [by_length['goal'][l] for l in range(10)]\n", "ax[(0,1)].bar(pass_lengths,goals,color='dimgrey')\n", "ax[(0,1)].set_ylim(0,72.5)\n", "ax[(0,1)].grid(axis='y', color='lightgrey', linestyle='--', linewidth=0.75)\n", "ax[(0,1)].set_axisbelow(True)\n", "ax[(0,1)].set_title('(b) Goal sequence lengths', fontsize=12)\n", "ax[(0,1)].set_xlabel('Accurate passes', fontsize=12, labelpad=4)\n", "\n", "# Shots per 1000 posessions\n", "shots_pp = [by_length['shot'][l]/by_length['poss'][l]*1000 for l in range(10)]\n", "ax[(1,0)].scatter(pass_lengths,shots_pp,color='dimgrey')\n", "ax[(1,0)].plot(pass_lengths,shots_pp,color='dimgrey',linewidth=0.5)\n", "ax[(1,0)].set_ylim(0,120)\n", "ax[(1,0)].grid(axis='y', color='lightgrey', linestyle='--', linewidth=0.75)\n", "ax[(1,0)].set_axisbelow(True)\n", "ax[(1,0)].set_title('(c) Shots per 1000 posessions', fontsize=12)\n", "ax[(1,0)].set_xlabel('Accurate passes', fontsize=12, labelpad=4)\n", "ax[(1,0)].set_ylabel('Count', fontsize=12, labelpad=6)\n", "\n", "# Goals per 1000 posessions\n", "goals_pp = [by_length['goal'][l]/by_length['poss'][l]*1000 for l in range(10)]\n", "ax[(1,1)].scatter(pass_lengths,goals_pp,color='dimgrey')\n", "ax[(1,1)].plot(pass_lengths,goals_pp,color='dimgrey',linewidth=0.5)\n", "ax[(1,1)].set_ylim(0,12)\n", "ax[(1,1)].grid(axis='y', color='lightgrey', linestyle='--', linewidth=0.75)\n", "ax[(1,1)].set_axisbelow(True)\n", "ax[(1,1)].set_title('(d) Goals per 1000 posessions', fontsize=12)\n", "ax[(1,1)].set_xlabel('Accurate passes', fontsize=12, labelpad=4)\n", "\n", "plt.savefig(os.path.join(figsdir,'FIFA_sequences_confirm.pdf'),dpi=300, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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eventIdsubEventNametagsplayerIdpositionseventNameteamIdmatchPeriodeventSecsubEventIdidaccurateoutcometeamId_initevents_allevents_typeevents_subtypeevents_realevents_passevents_pass_accurate
matchIdplaypossession
2057954110.00.0[3, 9][Free kick shot, Save attempt][[101, 402, 1101, 201, 1206, 1801], [101, 1206...[257800, 122561][[{'y': 67, 'x': 81}, {'y': 0, 'x': 0}], [{'y'...[Free Kick, Save attempt][14358, 16521]2H[2939.438099, 2943.0613649999996][33, 91][258613773, 259141721][True, False]goal143582{'Free Kick': 1, 'Save attempt': 1}{'Free kick shot': 1, 'Save attempt': 1}100
205795659.02.0[1, 1, 7, 9][Ground loose ball duel, Ground loose ball due...[[703, 1801], [701, 1802], [102], [101, 1802]][120156, 101669, 120156, 120000][[{'y': 57, 'x': 8}, {'y': 55, 'x': 8}], [{'y'...[Duel, Duel, Touch, Save attempt][16129, 14358, 16129, 16129]2H[91.04000600000018, 91.29765899999984, 92.0799...[13, 13, 72, 90][259402119, 259402099, 259402125, 259402127][True, False, True, False]goal161294{'Duel': 2, 'Touch': 1, 'Save attempt': 1}{'Ground loose ball duel': 2, 'Touch': 1, 'Ref...000
77.00.0[10, 9][Shot, Reflexes][[101, 402, 201, 1202, 1801], [101, 1202, 1802]][101669, 120000][[{'y': 60, 'x': 89}, {'y': 0, 'x': 0}], [{'y'...[Shot, Save attempt][14358, 16129]2H[969.7489230000001, 971.6687000000002][100, 90][259402650, 259402444][True, False]goal143582{'Shot': 1, 'Save attempt': 1}{'Shot': 1, 'Reflexes': 1}100
93.00.0[3, 9, 1][Penalty, Reflexes, Air duel][[101, 401, 1207, 1801], [101, 1207, 1802], [7...[120353, 101576, 119951][[{'y': 50, 'x': 90}, {'y': 58, 'x': 88}], [{'...[Free Kick, Save attempt, Duel][16129, 14358, 16129]2H[1660.8286630000002, 1662.1720079999996, 1715....[35, 90, 10][259402652, 259402536, 259402657][True, False, True]goal161293{'Free Kick': 1, 'Save attempt': 1, 'Duel': 1}{'Penalty': 1, 'Reflexes': 1, 'Air duel': 1}100
205795725.01.0[10, 9][Shot, Save attempt][[101, 401, 201, 1206, 1801], [101, 1206, 1802]][7972, 248328][[{'y': 54, 'x': 94}, {'y': 0, 'x': 0}], [{'y'...[Shot, Save attempt][15670, 16521]1H[1334.753085, 1335.478595][100, 91][259528907, 259527366][True, False]goal156702{'Shot': 1, 'Save attempt': 1}{'Shot': 1, 'Save attempt': 1}100
.....................................................................
20580158.00.0[3, 9, 7][Free kick shot, Save attempt, Acceleration][[101, 402, 1101, 201, 1209, 1801], [101, 1209...[8945, 135747, 8287][[{'y': 60, 'x': 75}, {'y': 100, 'x': 100}], [...[Free Kick, Save attempt, Touch][2413, 9598, 9598]1H[285.674094, 287.768936, 349.37506599999995][33, 91, 70][263153952, 263153959, 263153962][True, False, True]goal24133{'Free Kick': 1, 'Save attempt': 1, 'Touch': 1}{'Free kick shot': 1, 'Save attempt': 1, 'Acce...100
205801653.09.0[10, 9][Shot, Reflexes][[101, 402, 201, 1205, 1801], [101, 1205, 1802]][25707, 10131][[{'y': 42, 'x': 87}, {'y': 0, 'x': 0}], [{'y'...[Shot, Save attempt][5629, 2413]2H[2188.442846, 2190.5745429999997][100, 90][263649435, 263649410][True, False]goal56292{'Shot': 1, 'Save attempt': 1}{'Shot': 1, 'Reflexes': 1}100
205801743.00.0[3, 9][Penalty, Reflexes][[101, 401, 1205, 1801], [101, 1205, 1802]][3682, 135747][[{'y': 49, 'x': 89}, {'y': 56, 'x': 97}], [{'...[Free Kick, Save attempt][4418, 9598]1H[2278.895744, 2280.370171][35, 90][263884513, 263884514][True, False]goal44182{'Free Kick': 1, 'Save attempt': 1}{'Penalty': 1, 'Reflexes': 1}100
70.00.0[10, 9][Shot, Save attempt][[101, 401, 201, 1204, 1801], [101, 1204, 1802]][7936, 135747][[{'y': 45, 'x': 85}, {'y': 0, 'x': 0}], [{'y'...[Shot, Save attempt][4418, 9598]2H[816.1469980000002, 816.298573][100, 91][263885027, 263885026][True, False]goal44182{'Shot': 1, 'Save attempt': 1}{'Shot': 1, 'Save attempt': 1}100
77.00.0[1, 10, 9][Ground defending duel, Shot, Reflexes][[501, 703, 1801], [101, 402, 201, 1205, 1801]...[14943, 14943, 25381][[{'y': 54, 'x': 94}, {'y': 53, 'x': 92}], [{'...[Duel, Shot, Save attempt][9598, 9598, 4418]2H[1388.157139, 1389.1826689999998, 1393.0351410...[12, 100, 90][263885258, 263885208, 263885198][True, True, False]goal95983{'Duel': 1, 'Shot': 1, 'Save attempt': 1}{'Ground defending duel': 1, 'Shot': 1, 'Refle...100
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68 rows × 20 columns

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" ], "text/plain": [ " eventId \\\n", "matchId play possession \n", "2057954 110.0 0.0 [3, 9] \n", "2057956 59.0 2.0 [1, 1, 7, 9] \n", " 77.0 0.0 [10, 9] \n", " 93.0 0.0 [3, 9, 1] \n", "2057957 25.0 1.0 [10, 9] \n", "... ... \n", "2058015 8.0 0.0 [3, 9, 7] \n", "2058016 53.0 9.0 [10, 9] \n", "2058017 43.0 0.0 [3, 9] \n", " 70.0 0.0 [10, 9] \n", " 77.0 0.0 [1, 10, 9] \n", "\n", " subEventName \\\n", "matchId play possession \n", "2057954 110.0 0.0 [Free kick shot, Save attempt] \n", "2057956 59.0 2.0 [Ground loose ball duel, Ground loose ball due... \n", " 77.0 0.0 [Shot, Reflexes] \n", " 93.0 0.0 [Penalty, Reflexes, Air duel] \n", "2057957 25.0 1.0 [Shot, Save attempt] \n", "... ... \n", "2058015 8.0 0.0 [Free kick shot, Save attempt, Acceleration] \n", "2058016 53.0 9.0 [Shot, Reflexes] \n", "2058017 43.0 0.0 [Penalty, Reflexes] \n", " 70.0 0.0 [Shot, Save attempt] \n", " 77.0 0.0 [Ground defending duel, Shot, Reflexes] \n", "\n", " tags \\\n", "matchId play possession \n", "2057954 110.0 0.0 [[101, 402, 1101, 201, 1206, 1801], [101, 1206... \n", "2057956 59.0 2.0 [[703, 1801], [701, 1802], [102], [101, 1802]] \n", " 77.0 0.0 [[101, 402, 201, 1202, 1801], [101, 1202, 1802]] \n", " 93.0 0.0 [[101, 401, 1207, 1801], [101, 1207, 1802], [7... \n", "2057957 25.0 1.0 [[101, 401, 201, 1206, 1801], [101, 1206, 1802]] \n", "... ... \n", "2058015 8.0 0.0 [[101, 402, 1101, 201, 1209, 1801], [101, 1209... \n", "2058016 53.0 9.0 [[101, 402, 201, 1205, 1801], [101, 1205, 1802]] \n", "2058017 43.0 0.0 [[101, 401, 1205, 1801], [101, 1205, 1802]] \n", " 70.0 0.0 [[101, 401, 201, 1204, 1801], [101, 1204, 1802]] \n", " 77.0 0.0 [[501, 703, 1801], [101, 402, 201, 1205, 1801]... \n", "\n", " playerId \\\n", "matchId play possession \n", "2057954 110.0 0.0 [257800, 122561] \n", "2057956 59.0 2.0 [120156, 101669, 120156, 120000] \n", " 77.0 0.0 [101669, 120000] \n", " 93.0 0.0 [120353, 101576, 119951] \n", "2057957 25.0 1.0 [7972, 248328] \n", "... ... \n", "2058015 8.0 0.0 [8945, 135747, 8287] \n", "2058016 53.0 9.0 [25707, 10131] \n", "2058017 43.0 0.0 [3682, 135747] \n", " 70.0 0.0 [7936, 135747] \n", " 77.0 0.0 [14943, 14943, 25381] \n", "\n", " positions \\\n", "matchId play possession \n", "2057954 110.0 0.0 [[{'y': 67, 'x': 81}, {'y': 0, 'x': 0}], [{'y'... \n", "2057956 59.0 2.0 [[{'y': 57, 'x': 8}, {'y': 55, 'x': 8}], [{'y'... \n", " 77.0 0.0 [[{'y': 60, 'x': 89}, {'y': 0, 'x': 0}], [{'y'... \n", " 93.0 0.0 [[{'y': 50, 'x': 90}, {'y': 58, 'x': 88}], [{'... \n", "2057957 25.0 1.0 [[{'y': 54, 'x': 94}, {'y': 0, 'x': 0}], [{'y'... \n", "... ... \n", "2058015 8.0 0.0 [[{'y': 60, 'x': 75}, {'y': 100, 'x': 100}], [... \n", "2058016 53.0 9.0 [[{'y': 42, 'x': 87}, {'y': 0, 'x': 0}], [{'y'... \n", "2058017 43.0 0.0 [[{'y': 49, 'x': 89}, {'y': 56, 'x': 97}], [{'... \n", " 70.0 0.0 [[{'y': 45, 'x': 85}, {'y': 0, 'x': 0}], [{'y'... \n", " 77.0 0.0 [[{'y': 54, 'x': 94}, {'y': 53, 'x': 92}], [{'... \n", "\n", " eventName \\\n", "matchId play possession \n", "2057954 110.0 0.0 [Free Kick, Save attempt] \n", "2057956 59.0 2.0 [Duel, Duel, Touch, Save attempt] \n", " 77.0 0.0 [Shot, Save attempt] \n", " 93.0 0.0 [Free Kick, Save attempt, Duel] \n", "2057957 25.0 1.0 [Shot, Save attempt] \n", "... ... \n", "2058015 8.0 0.0 [Free Kick, Save attempt, Touch] \n", "2058016 53.0 9.0 [Shot, Save attempt] \n", "2058017 43.0 0.0 [Free Kick, Save attempt] \n", " 70.0 0.0 [Shot, Save attempt] \n", " 77.0 0.0 [Duel, Shot, Save attempt] \n", "\n", " teamId matchPeriod \\\n", "matchId play possession \n", "2057954 110.0 0.0 [14358, 16521] 2H \n", "2057956 59.0 2.0 [16129, 14358, 16129, 16129] 2H \n", " 77.0 0.0 [14358, 16129] 2H \n", " 93.0 0.0 [16129, 14358, 16129] 2H \n", "2057957 25.0 1.0 [15670, 16521] 1H \n", "... ... ... \n", "2058015 8.0 0.0 [2413, 9598, 9598] 1H \n", "2058016 53.0 9.0 [5629, 2413] 2H \n", "2058017 43.0 0.0 [4418, 9598] 1H \n", " 70.0 0.0 [4418, 9598] 2H \n", " 77.0 0.0 [9598, 9598, 4418] 2H \n", "\n", " eventSec \\\n", "matchId play possession \n", "2057954 110.0 0.0 [2939.438099, 2943.0613649999996] \n", "2057956 59.0 2.0 [91.04000600000018, 91.29765899999984, 92.0799... \n", " 77.0 0.0 [969.7489230000001, 971.6687000000002] \n", " 93.0 0.0 [1660.8286630000002, 1662.1720079999996, 1715.... \n", "2057957 25.0 1.0 [1334.753085, 1335.478595] \n", "... ... \n", "2058015 8.0 0.0 [285.674094, 287.768936, 349.37506599999995] \n", "2058016 53.0 9.0 [2188.442846, 2190.5745429999997] \n", "2058017 43.0 0.0 [2278.895744, 2280.370171] \n", " 70.0 0.0 [816.1469980000002, 816.298573] \n", " 77.0 0.0 [1388.157139, 1389.1826689999998, 1393.0351410... \n", "\n", " subEventId \\\n", "matchId play possession \n", "2057954 110.0 0.0 [33, 91] \n", "2057956 59.0 2.0 [13, 13, 72, 90] \n", " 77.0 0.0 [100, 90] \n", " 93.0 0.0 [35, 90, 10] \n", "2057957 25.0 1.0 [100, 91] \n", "... ... \n", "2058015 8.0 0.0 [33, 91, 70] \n", "2058016 53.0 9.0 [100, 90] \n", "2058017 43.0 0.0 [35, 90] \n", " 70.0 0.0 [100, 91] \n", " 77.0 0.0 [12, 100, 90] \n", "\n", " id \\\n", "matchId play possession \n", "2057954 110.0 0.0 [258613773, 259141721] \n", "2057956 59.0 2.0 [259402119, 259402099, 259402125, 259402127] \n", " 77.0 0.0 [259402650, 259402444] \n", " 93.0 0.0 [259402652, 259402536, 259402657] \n", "2057957 25.0 1.0 [259528907, 259527366] \n", "... ... \n", "2058015 8.0 0.0 [263153952, 263153959, 263153962] \n", "2058016 53.0 9.0 [263649435, 263649410] \n", "2058017 43.0 0.0 [263884513, 263884514] \n", " 70.0 0.0 [263885027, 263885026] \n", " 77.0 0.0 [263885258, 263885208, 263885198] \n", "\n", " accurate outcome teamId_init \\\n", "matchId play possession \n", "2057954 110.0 0.0 [True, False] goal 14358 \n", "2057956 59.0 2.0 [True, False, True, False] goal 16129 \n", " 77.0 0.0 [True, False] goal 14358 \n", " 93.0 0.0 [True, False, True] goal 16129 \n", "2057957 25.0 1.0 [True, False] goal 15670 \n", "... ... ... ... \n", "2058015 8.0 0.0 [True, False, True] goal 2413 \n", "2058016 53.0 9.0 [True, False] goal 5629 \n", "2058017 43.0 0.0 [True, False] goal 4418 \n", " 70.0 0.0 [True, False] goal 4418 \n", " 77.0 0.0 [True, True, False] goal 9598 \n", "\n", " events_all \\\n", "matchId play possession \n", "2057954 110.0 0.0 2 \n", "2057956 59.0 2.0 4 \n", " 77.0 0.0 2 \n", " 93.0 0.0 3 \n", "2057957 25.0 1.0 2 \n", "... ... \n", "2058015 8.0 0.0 3 \n", "2058016 53.0 9.0 2 \n", "2058017 43.0 0.0 2 \n", " 70.0 0.0 2 \n", " 77.0 0.0 3 \n", "\n", " events_type \\\n", "matchId play possession \n", "2057954 110.0 0.0 {'Free Kick': 1, 'Save attempt': 1} \n", "2057956 59.0 2.0 {'Duel': 2, 'Touch': 1, 'Save attempt': 1} \n", " 77.0 0.0 {'Shot': 1, 'Save attempt': 1} \n", " 93.0 0.0 {'Free Kick': 1, 'Save attempt': 1, 'Duel': 1} \n", "2057957 25.0 1.0 {'Shot': 1, 'Save attempt': 1} \n", "... ... \n", "2058015 8.0 0.0 {'Free Kick': 1, 'Save attempt': 1, 'Touch': 1} \n", "2058016 53.0 9.0 {'Shot': 1, 'Save attempt': 1} \n", "2058017 43.0 0.0 {'Free Kick': 1, 'Save attempt': 1} \n", " 70.0 0.0 {'Shot': 1, 'Save attempt': 1} \n", " 77.0 0.0 {'Duel': 1, 'Shot': 1, 'Save attempt': 1} \n", "\n", " events_subtype \\\n", "matchId play possession \n", "2057954 110.0 0.0 {'Free kick shot': 1, 'Save attempt': 1} \n", "2057956 59.0 2.0 {'Ground loose ball duel': 2, 'Touch': 1, 'Ref... \n", " 77.0 0.0 {'Shot': 1, 'Reflexes': 1} \n", " 93.0 0.0 {'Penalty': 1, 'Reflexes': 1, 'Air duel': 1} \n", "2057957 25.0 1.0 {'Shot': 1, 'Save attempt': 1} \n", "... ... \n", "2058015 8.0 0.0 {'Free kick shot': 1, 'Save attempt': 1, 'Acce... \n", "2058016 53.0 9.0 {'Shot': 1, 'Reflexes': 1} \n", "2058017 43.0 0.0 {'Penalty': 1, 'Reflexes': 1} \n", " 70.0 0.0 {'Shot': 1, 'Save attempt': 1} \n", " 77.0 0.0 {'Ground defending duel': 1, 'Shot': 1, 'Refle... \n", "\n", " events_real events_pass events_pass_accurate \n", "matchId play possession \n", "2057954 110.0 0.0 1 0 0 \n", "2057956 59.0 2.0 0 0 0 \n", " 77.0 0.0 1 0 0 \n", " 93.0 0.0 1 0 0 \n", "2057957 25.0 1.0 1 0 0 \n", "... ... ... ... \n", "2058015 8.0 0.0 1 0 0 \n", "2058016 53.0 9.0 1 0 0 \n", "2058017 43.0 0.0 1 0 0 \n", " 70.0 0.0 1 0 0 \n", " 77.0 0.0 1 0 0 \n", "\n", "[68 rows x 20 columns]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# What are the zero-length goals? Mainly Free Kicks, also shots from rebounds or a won ball in penalty area. \n", "wc_possessions[(wc_possessions['outcome'].isin(['goal'])) & (wc_possessions['events_pass_accurate']==0)]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Markov order of football passing processes" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "import pathpy as pp" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "# Get the team and player lists for each match in each competition\n", "posessions = {}\n", "for events_name in events_names:\n", " posessions[events_name] = events[events_name].groupby(['matchId','play','possession']).agg({'playerId':list,'teamId':list})\n", " posessions[events_name]['teamId_init'] = posessions[events_name]['teamId'].apply(lambda x: x[0])" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "# Limit the paths to the same-team (ie. getting rid of touches, unsuccessful duels, save attempts and the like)\n", "sequences = {}\n", "for events_name in events_names:\n", " sequences[events_name] = {}\n", " for idx, pos in posessions[events_name].iterrows():\n", " pos['teamId_init'] = pos['teamId'][0]\n", " sequences[events_name].setdefault(pos['teamId_init'], [])\n", " seq = [player for player, team in zip(pos['playerId'],pos['teamId']) if team==pos['teamId_init']]\n", " sequences[events_name][pos['teamId_init']].append(seq)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "# Load posessions into pathpy\n", "paths = {}\n", "for events_name in events_names:\n", " paths[events_name] = {}\n", " for team in sequences[events_name]:\n", " paths[events_name][team] = pp.Paths()\n", " for seq in sequences[events_name][team]:\n", " paths[events_name][team].add_path(seq)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total path count: \t\t591.0 \n", "[Unique / Sub paths / Total]: \t[373.0 / 11558.0 / 12149.0]\n", "Nodes:\t\t\t\t20 \n", "Edges:\t\t\t\t228\n", "Max. path length:\t\t29\n", "Avg path length:\t\t3.1269035532994924 \n", "Paths of length k = 0\t\t204.0 [ 20.0 / 2235.0 / 2439.0 ]\n", "Paths of length k = 1\t\t98.0 [ 72.0 / 1750.0 / 1848.0 ]\n", "Paths of length k = 2\t\t71.0 [ 63.0 / 1390.0 / 1461.0 ]\n", "Paths of length k = 3\t\t43.0 [ 43.0 / 1129.0 / 1172.0 ]\n", "Paths of length k = 4\t\t36.0 [ 36.0 / 918.0 / 954.0 ]\n", "Paths of length k = 5\t\t19.0 [ 19.0 / 760.0 / 779.0 ]\n", "Paths of length k = 6\t\t28.0 [ 28.0 / 612.0 / 640.0 ]\n", "Paths of length k = 7\t\t14.0 [ 14.0 / 506.0 / 520.0 ]\n", "Paths of length k = 8\t\t13.0 [ 13.0 / 415.0 / 428.0 ]\n", "Paths of length k = 9\t\t17.0 [ 17.0 / 333.0 / 350.0 ]\n", "Paths of length k = 10\t\t7.0 [ 7.0 / 278.0 / 285.0 ]\n", "Paths of length k = 11\t\t8.0 [ 8.0 / 229.0 / 237.0 ]\n", "Paths of length k = 12\t\t8.0 [ 8.0 / 188.0 / 196.0 ]\n", "Paths of length k = 13\t\t3.0 [ 3.0 / 160.0 / 163.0 ]\n", "Paths of length k = 14\t\t2.0 [ 2.0 / 136.0 / 138.0 ]\n", "Paths of length k = 15\t\t2.0 [ 2.0 / 114.0 / 116.0 ]\n", "Paths of length k = 16\t\t3.0 [ 3.0 / 93.0 / 96.0 ]\n", "Paths of length k = 17\t\t2.0 [ 2.0 / 76.0 / 78.0 ]\n", "Paths of length k = 18\t\t2.0 [ 2.0 / 61.0 / 63.0 ]\n", "Paths of length k = 19\t\t1.0 [ 1.0 / 49.0 / 50.0 ]\n", "Paths of length k = 20\t\t3.0 [ 3.0 / 36.0 / 39.0 ]\n", "Paths of length k = 21\t\t1.0 [ 1.0 / 28.0 / 29.0 ]\n", "Paths of length k = 22\t\t1.0 [ 1.0 / 21.0 / 22.0 ]\n", "Paths of length k = 23\t\t2.0 [ 2.0 / 14.0 / 16.0 ]\n", "Paths of length k = 24\t\t0.0 [ 0.0 / 11.0 / 11.0 ]\n", "Paths of length k = 25\t\t1.0 [ 1.0 / 7.0 / 8.0 ]\n", "Paths of length k = 26\t\t1.0 [ 1.0 / 4.0 / 5.0 ]\n", "Paths of length k = 27\t\t0.0 [ 0.0 / 3.0 / 3.0 ]\n", "Paths of length k = 28\t\t0.0 [ 0.0 / 2.0 / 2.0 ]\n", "Paths of length k = 29\t\t1.0 [ 1.0 / 0.0 / 1.0 ]\n", "\n" ] } ], "source": [ "print(paths['World_Cup'][16521])" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:28:44 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:28:44 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:28:44 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:28:45 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:28:45 [Severity.INFO]\tfinished.\n", "2021-02-22 14:28:46 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 18095.746447451063\n", "2021-02-22 14:28:46 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 18113\n", "2021-02-22 14:28:46 [Severity.INFO]\tLikelihood ratio test, p = 0.5347341752596617\n", "2021-02-22 14:28:47 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 35082.64932545851\n", "2021-02-22 14:28:47 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 450620\n", "2021-02-22 14:28:47 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:28:47 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:28:47 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:28:47 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:28:48 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:28:48 [Severity.INFO]\tfinished.\n", "2021-02-22 14:28:49 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11478.654693642457\n", "2021-02-22 14:28:49 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12886\n", "2021-02-22 14:28:49 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:28:49 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 19878.08274033865\n", "2021-02-22 14:28:49 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 286713\n", "2021-02-22 14:28:49 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:28:49 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:28:49 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:28:49 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:28:50 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:28:50 [Severity.INFO]\tfinished.\n", "2021-02-22 14:28:52 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 18293.691907487868\n", "2021-02-22 14:28:52 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13137\n", "2021-02-22 14:28:52 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:28:53 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 40321.16227220741\n", "2021-02-22 14:28:53 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 301209\n", "2021-02-22 14:28:53 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:28:53 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:28:53 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:28:53 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:28:53 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:28:53 [Severity.INFO]\tfinished.\n", "2021-02-22 14:28:54 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 8807.026520599582\n", "2021-02-22 14:28:54 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 8978\n", "2021-02-22 14:28:54 [Severity.INFO]\tLikelihood ratio test, p = 0.8995741763023416\n", "2021-02-22 14:28:55 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 15892.51071598081\n", "2021-02-22 14:28:55 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 177593\n", "2021-02-22 14:28:55 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:28:55 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:28:55 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:28:55 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:28:55 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:28:55 [Severity.INFO]\tfinished.\n", "2021-02-22 14:28:56 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 9098.002208636375\n", "2021-02-22 14:28:56 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 9611\n", "2021-02-22 14:28:56 [Severity.INFO]\tLikelihood ratio test, p = 0.9999161419588879\n", "2021-02-22 14:28:56 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 15470.932751344415\n", "2021-02-22 14:28:56 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 195578\n", "2021-02-22 14:28:56 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:28:56 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:28:56 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:28:56 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:28:57 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:28:57 [Severity.INFO]\tfinished.\n", "2021-02-22 14:28:58 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11267.97632323124\n", "2021-02-22 14:28:58 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 11052\n", "2021-02-22 14:28:58 [Severity.INFO]\tLikelihood ratio test, p = 0.07383606517745944\n", "2021-02-22 14:28:59 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 27165.71013197035\n", "2021-02-22 14:28:59 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 232976\n", "2021-02-22 14:28:59 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:28:59 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:28:59 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:28:59 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:28:59 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:28:59 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:00 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10888.82062107086\n", "2021-02-22 14:29:00 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12925\n", "2021-02-22 14:29:00 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:01 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18281.016623747477\n", "2021-02-22 14:29:01 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 287316\n", "2021-02-22 14:29:01 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:01 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:01 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:01 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:01 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:01 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:02 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10923.708232050645\n", "2021-02-22 14:29:02 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12213\n", "2021-02-22 14:29:02 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:03 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18233.19685760507\n", "2021-02-22 14:29:03 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 270760\n", "2021-02-22 14:29:03 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:03 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:03 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:03 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:03 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:03 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:04 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11742.93322781987\n", "2021-02-22 14:29:04 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 16071\n", "2021-02-22 14:29:04 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:04 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 16416.265991344495\n", "2021-02-22 14:29:04 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 380046\n", "2021-02-22 14:29:04 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:04 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:04 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:04 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:05 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:05 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:06 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 14050.81828814157\n", "2021-02-22 14:29:06 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 18921\n", "2021-02-22 14:29:06 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:06 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 20510.613220811298\n", "2021-02-22 14:29:06 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 477295\n", "2021-02-22 14:29:06 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:06 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:06 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:06 [Severity.INFO]\tGenerating 2-th order layer ...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:29:07 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:07 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:08 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 15987.59791428168\n", "2021-02-22 14:29:08 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14883\n", "2021-02-22 14:29:08 [Severity.INFO]\tLikelihood ratio test, p = 1.9953960705976215e-10\n", "2021-02-22 14:29:09 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 30113.53726963533\n", "2021-02-22 14:29:09 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 355461\n", "2021-02-22 14:29:09 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:09 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:09 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:09 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:09 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:10 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:10 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11613.780568069458\n", "2021-02-22 14:29:10 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12896\n", "2021-02-22 14:29:10 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999999999999\n", "2021-02-22 14:29:11 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 19043.67005765962\n", "2021-02-22 14:29:11 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 290860\n", "2021-02-22 14:29:11 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:11 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:11 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:11 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:11 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:12 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:13 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11807.505116821674\n", "2021-02-22 14:29:13 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10074\n", "2021-02-22 14:29:13 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:29:14 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 28984.529097986524\n", "2021-02-22 14:29:14 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 211512\n", "2021-02-22 14:29:14 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:14 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:14 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:14 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:14 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:14 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:15 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11449.77750417369\n", "2021-02-22 14:29:15 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12875\n", "2021-02-22 14:29:15 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:15 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 17998.53178937934\n", "2021-02-22 14:29:15 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 286396\n", "2021-02-22 14:29:15 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:15 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:15 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:15 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:16 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:16 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:17 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12329.227446103774\n", "2021-02-22 14:29:17 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13679\n", "2021-02-22 14:29:17 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:17 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21264.223964238277\n", "2021-02-22 14:29:17 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 314361\n", "2021-02-22 14:29:17 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:17 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:17 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:17 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:18 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:18 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:19 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12386.475471271755\n", "2021-02-22 14:29:19 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12836\n", "2021-02-22 14:29:19 [Severity.INFO]\tLikelihood ratio test, p = 0.9977076361640653\n", "2021-02-22 14:29:20 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 23981.753957792913\n", "2021-02-22 14:29:20 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 288057\n", "2021-02-22 14:29:20 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:20 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:20 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:20 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:20 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:20 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:21 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13347.51653932134\n", "2021-02-22 14:29:21 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 15522\n", "2021-02-22 14:29:21 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:22 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21052.024215172045\n", "2021-02-22 14:29:22 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 365169\n", "2021-02-22 14:29:22 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:22 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:22 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:22 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:22 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:22 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:23 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 16980.20972369201\n", "2021-02-22 14:29:23 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13904\n", "2021-02-22 14:29:23 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:29:24 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 34329.92009103738\n", "2021-02-22 14:29:24 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 323302\n", "2021-02-22 14:29:24 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:24 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:24 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:24 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:25 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:25 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 9806.220686131652\n", "2021-02-22 14:29:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 8961\n", "2021-02-22 14:29:26 [Severity.INFO]\tLikelihood ratio test, p = 4.385989349486863e-10\n", "2021-02-22 14:29:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 19775.608057205594\n", "2021-02-22 14:29:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 180963\n", "2021-02-22 14:29:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:26 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:26 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:26 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:27 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:27 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:27 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 9027.034893755175\n", "2021-02-22 14:29:27 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10288\n", "2021-02-22 14:29:27 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 16917.44988743402\n", "2021-02-22 14:29:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 215827\n", "2021-02-22 14:29:28 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:28 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:28 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:28 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:28 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:28 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 3269.025269708487\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:29:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3786\n", "2021-02-22 14:29:28 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999997631022\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 5031.385645236136\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 56343\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1719.4093825372338\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3528\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1067.922736024594\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 48948\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1723.1696048687118\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2503\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2608.8231742839853\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 32324\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1459.663907097819\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2920\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1009.5513463479547\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 38094\n", "2021-02-22 14:29:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:29 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1991.5816558664628\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3354\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1883.494242549872\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 45212\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2464.6070497348555\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3401\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2873.436881863674\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 48197\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2703.3348997948688\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3858\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2952.3796656136674\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 57419\n", "2021-02-22 14:29:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:30 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1895.867020075193\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3039\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1592.9747791502377\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 41614\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1133.9630959297665\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2168\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 751.3714350160571\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 24741\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1821.288967507271\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2590\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2148.20164027164\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 33441\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:31 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 3356.6669983605025\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3973\n", "2021-02-22 14:29:31 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999999998566\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 5938.6882581759855\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 59369\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1862.4296223750234\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2695\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1685.0856646927814\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 34538\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1807.6577062646102\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3090\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1360.0713685431165\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 41905\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1655.6724535639423\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2533\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1914.779740672364\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 31242\n", "2021-02-22 14:29:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:32 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2090.951009233382\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3077\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 3468.1235018396546\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 41991\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1314.1636373565734\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2497\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 724.6624157702663\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 30466\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1535.0306958661877\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2790\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1096.4033585362959\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 36032\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1488.6338854110145\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2195\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1369.9746862455913\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 26867\n", "2021-02-22 14:29:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:33 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2784.1965067003002\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 4908\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2053.3647811012524\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 76342\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2670.0598218012274\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3802\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 3171.725640117582\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 55148\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2297.879862075224\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3585\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1918.3345301356367\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 49443\n", "2021-02-22 14:29:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:34 [Severity.INFO]\tGenerating 2-th order layer ...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:29:35 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:35 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1626.4462421920725\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2778\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1593.6270890769383\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 36550\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:35 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:35 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:35 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:35 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:35 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 4414.764541796769\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 5622\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 5995.665840666788\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 95537\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:35 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:35 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:35 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:35 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:35 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1366.5915825227748\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2331\n", "2021-02-22 14:29:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:36 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1093.1530913618826\n", "2021-02-22 14:29:36 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 28583\n", "2021-02-22 14:29:36 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:36 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:36 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:36 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:36 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:36 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:37 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12016.185198825959\n", "2021-02-22 14:29:37 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 15019\n", "2021-02-22 14:29:37 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:38 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21038.309657032485\n", "2021-02-22 14:29:38 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 353393\n", "2021-02-22 14:29:38 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:38 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:38 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:38 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:38 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:38 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:39 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 14587.688099600695\n", "2021-02-22 14:29:39 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 15719\n", "2021-02-22 14:29:39 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999999685244\n", "2021-02-22 14:29:40 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 22553.706658341165\n", "2021-02-22 14:29:40 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 368460\n", "2021-02-22 14:29:40 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:40 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:40 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:40 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:40 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:40 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:41 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10456.024435896674\n", "2021-02-22 14:29:41 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13488\n", "2021-02-22 14:29:41 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:42 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18818.775202097793\n", "2021-02-22 14:29:42 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 300957\n", "2021-02-22 14:29:42 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:42 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:42 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:42 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:42 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:42 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:43 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12860.585783144867\n", "2021-02-22 14:29:43 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12881\n", "2021-02-22 14:29:43 [Severity.INFO]\tLikelihood ratio test, p = 0.5489861254199954\n", "2021-02-22 14:29:44 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 26656.71707865961\n", "2021-02-22 14:29:44 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 292437\n", "2021-02-22 14:29:44 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:44 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:44 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:44 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:44 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:45 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:45 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11524.722045152157\n", "2021-02-22 14:29:45 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 11808\n", "2021-02-22 14:29:45 [Severity.INFO]\tLikelihood ratio test, p = 0.9681276634987406\n", "2021-02-22 14:29:46 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 20718.511840788968\n", "2021-02-22 14:29:46 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 259946\n", "2021-02-22 14:29:46 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:46 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:46 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:46 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:46 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:47 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:48 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12208.07599482633\n", "2021-02-22 14:29:48 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10775\n", "2021-02-22 14:29:48 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:29:49 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 23664.064758063905\n", "2021-02-22 14:29:49 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 225643\n", "2021-02-22 14:29:49 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:49 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:49 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:49 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:49 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:49 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:50 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12570.725584213797\n", "2021-02-22 14:29:50 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 11458\n", "2021-02-22 14:29:50 [Severity.INFO]\tLikelihood ratio test, p = 5.03375119365046e-13\n", "2021-02-22 14:29:51 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 24344.526964842502\n", "2021-02-22 14:29:51 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 246303\n", "2021-02-22 14:29:51 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:51 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:51 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:51 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:51 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:51 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:52 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12097.673595532862\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:29:52 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12722\n", "2021-02-22 14:29:52 [Severity.INFO]\tLikelihood ratio test, p = 0.9999649152551672\n", "2021-02-22 14:29:53 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 23021.59248235909\n", "2021-02-22 14:29:53 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 285685\n", "2021-02-22 14:29:53 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:53 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:53 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:53 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:53 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:54 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:54 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 14852.084351838974\n", "2021-02-22 14:29:54 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 20148\n", "2021-02-22 14:29:54 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:55 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 22200.416590283712\n", "2021-02-22 14:29:55 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 500589\n", "2021-02-22 14:29:55 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:55 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:55 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:55 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:55 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:56 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:56 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12427.503578515403\n", "2021-02-22 14:29:56 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10679\n", "2021-02-22 14:29:56 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:29:57 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 25915.34724757506\n", "2021-02-22 14:29:57 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 232409\n", "2021-02-22 14:29:57 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:57 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:57 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:29:57 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:29:57 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:29:58 [Severity.INFO]\tfinished.\n", "2021-02-22 14:29:59 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11954.483903743763\n", "2021-02-22 14:29:59 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 15007\n", "2021-02-22 14:29:59 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:59 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21077.70060510756\n", "2021-02-22 14:29:59 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 341984\n", "2021-02-22 14:29:59 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:29:59 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:29:59 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:00 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:00 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:00 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:01 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11000.158820402168\n", "2021-02-22 14:30:01 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13021\n", "2021-02-22 14:30:01 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:01 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18313.072042113636\n", "2021-02-22 14:30:01 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 297176\n", "2021-02-22 14:30:01 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:01 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:01 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:01 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:02 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:02 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:02 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10694.856039619219\n", "2021-02-22 14:30:02 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13415\n", "2021-02-22 14:30:02 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:03 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18720.037877647846\n", "2021-02-22 14:30:03 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 304919\n", "2021-02-22 14:30:03 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:03 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:03 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:03 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:03 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:04 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:04 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10388.064741731214\n", "2021-02-22 14:30:04 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10764\n", "2021-02-22 14:30:04 [Severity.INFO]\tLikelihood ratio test, p = 0.9951744204693319\n", "2021-02-22 14:30:05 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21050.26207196896\n", "2021-02-22 14:30:05 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 230841\n", "2021-02-22 14:30:05 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:05 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:05 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:05 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:05 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:06 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:06 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11330.805946127191\n", "2021-02-22 14:30:06 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14662\n", "2021-02-22 14:30:06 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:07 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18137.02943842209\n", "2021-02-22 14:30:07 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 340587\n", "2021-02-22 14:30:07 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:07 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:07 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:07 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:07 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:08 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:09 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 16413.47858104488\n", "2021-02-22 14:30:09 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12322\n", "2021-02-22 14:30:09 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:30:10 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 39429.33712055115\n", "2021-02-22 14:30:10 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 271598\n", "2021-02-22 14:30:10 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:10 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:10 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:10 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:10 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:11 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:12 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 17021.1181628372\n", "2021-02-22 14:30:12 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 17295\n", "2021-02-22 14:30:12 [Severity.INFO]\tLikelihood ratio test, p = 0.9301444037952001\n", "2021-02-22 14:30:13 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 33919.54284439959\n", "2021-02-22 14:30:13 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 418563\n", "2021-02-22 14:30:13 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:13 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:13 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:13 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:13 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:14 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:14 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 16563.937955104513\n", "2021-02-22 14:30:14 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 18283\n", "2021-02-22 14:30:14 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:15 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 26082.86403694311\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:30:15 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 456194\n", "2021-02-22 14:30:15 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:15 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:15 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:15 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:16 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:16 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:17 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13695.58422547605\n", "2021-02-22 14:30:17 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 16172\n", "2021-02-22 14:30:17 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:17 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 22587.783956123865\n", "2021-02-22 14:30:17 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 382035\n", "2021-02-22 14:30:17 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:17 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:17 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:17 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:18 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:18 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:19 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12047.884782912064\n", "2021-02-22 14:30:19 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12987\n", "2021-02-22 14:30:19 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999988107675\n", "2021-02-22 14:30:19 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 20394.067781443067\n", "2021-02-22 14:30:19 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 295458\n", "2021-02-22 14:30:19 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:19 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:19 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:19 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:20 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:20 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:21 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 15308.513491969876\n", "2021-02-22 14:30:21 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13466\n", "2021-02-22 14:30:21 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:30:22 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 38700.38698390107\n", "2021-02-22 14:30:22 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 304510\n", "2021-02-22 14:30:22 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:22 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:22 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:22 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:22 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:23 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:23 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10012.790945064218\n", "2021-02-22 14:30:23 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 9492\n", "2021-02-22 14:30:23 [Severity.INFO]\tLikelihood ratio test, p = 0.00010055156482746685\n", "2021-02-22 14:30:24 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 24853.883943894936\n", "2021-02-22 14:30:24 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 191762\n", "2021-02-22 14:30:24 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:24 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:24 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:24 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:25 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:25 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12915.40827358028\n", "2021-02-22 14:30:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14377\n", "2021-02-22 14:30:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 24577.574935379074\n", "2021-02-22 14:30:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 337697\n", "2021-02-22 14:30:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:26 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:26 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:26 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:27 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:27 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10286.642792245082\n", "2021-02-22 14:30:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 11150\n", "2021-02-22 14:30:28 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999985156633\n", "2021-02-22 14:30:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 17936.660470785253\n", "2021-02-22 14:30:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 237079\n", "2021-02-22 14:30:28 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:28 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:28 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:28 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:28 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:29 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11648.891058691035\n", "2021-02-22 14:30:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 11352\n", "2021-02-22 14:30:29 [Severity.INFO]\tLikelihood ratio test, p = 0.02512341151419184\n", "2021-02-22 14:30:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18983.948652416264\n", "2021-02-22 14:30:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 244861\n", "2021-02-22 14:30:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:30 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:30 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:30 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:30 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:31 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11049.604871693256\n", "2021-02-22 14:30:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12420\n", "2021-02-22 14:30:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18822.72460697331\n", "2021-02-22 14:30:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 276316\n", "2021-02-22 14:30:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:32 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:32 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:32 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:32 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:32 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11529.202400283073\n", "2021-02-22 14:30:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14336\n", "2021-02-22 14:30:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 17345.93950081752\n", "2021-02-22 14:30:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 327113\n", "2021-02-22 14:30:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:34 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:34 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:34 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:34 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:34 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11853.443495066997\n", "2021-02-22 14:30:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14066\n", "2021-02-22 14:30:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:36 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 19376.598046333398\n", "2021-02-22 14:30:36 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 325583\n", "2021-02-22 14:30:36 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:36 [Severity.INFO]\tGenerating 0-th order layer ...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:30:36 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:36 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:36 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:36 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:37 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10147.142226063908\n", "2021-02-22 14:30:37 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10663\n", "2021-02-22 14:30:37 [Severity.INFO]\tLikelihood ratio test, p = 0.9998324194777709\n", "2021-02-22 14:30:38 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 20693.50578019049\n", "2021-02-22 14:30:38 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 223396\n", "2021-02-22 14:30:38 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:38 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:38 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:38 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:38 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:38 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:39 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 14500.530977634073\n", "2021-02-22 14:30:39 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 17899\n", "2021-02-22 14:30:39 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:40 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 20893.725786719064\n", "2021-02-22 14:30:40 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 447401\n", "2021-02-22 14:30:40 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:40 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:40 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:40 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:40 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:40 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:41 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11312.278796421044\n", "2021-02-22 14:30:41 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10591\n", "2021-02-22 14:30:41 [Severity.INFO]\tLikelihood ratio test, p = 6.105349554808015e-07\n", "2021-02-22 14:30:42 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 24030.96955747879\n", "2021-02-22 14:30:42 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 226553\n", "2021-02-22 14:30:42 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:42 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:42 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:42 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:42 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:42 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:43 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 8463.199971546885\n", "2021-02-22 14:30:43 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 8521\n", "2021-02-22 14:30:43 [Severity.INFO]\tLikelihood ratio test, p = 0.6695441436815337\n", "2021-02-22 14:30:44 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 16946.255866085194\n", "2021-02-22 14:30:44 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 167158\n", "2021-02-22 14:30:44 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:44 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:44 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:44 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:44 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:44 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:45 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 8595.938890354446\n", "2021-02-22 14:30:45 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10219\n", "2021-02-22 14:30:45 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:45 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 15028.871567380338\n", "2021-02-22 14:30:45 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 208561\n", "2021-02-22 14:30:45 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:45 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:45 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:45 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:45 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:46 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:46 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12210.397332113702\n", "2021-02-22 14:30:46 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14606\n", "2021-02-22 14:30:46 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:47 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18308.05749172662\n", "2021-02-22 14:30:47 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 339509\n", "2021-02-22 14:30:47 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:47 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:47 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:47 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:47 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:48 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:48 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11333.600022968501\n", "2021-02-22 14:30:48 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14677\n", "2021-02-22 14:30:48 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:49 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18417.022338086856\n", "2021-02-22 14:30:49 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 342944\n", "2021-02-22 14:30:49 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:49 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:49 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:49 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:49 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:49 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:50 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10910.783475029355\n", "2021-02-22 14:30:50 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13372\n", "2021-02-22 14:30:50 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:51 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 17252.859032732944\n", "2021-02-22 14:30:51 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 303118\n", "2021-02-22 14:30:51 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:51 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:51 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:51 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:51 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:51 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:52 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13764.170024140723\n", "2021-02-22 14:30:52 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 16659\n", "2021-02-22 14:30:52 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:53 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 22306.42094630662\n", "2021-02-22 14:30:53 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 403161\n", "2021-02-22 14:30:53 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:53 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:53 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:53 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:53 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:53 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:54 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 18216.378427183867\n", "2021-02-22 14:30:54 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 16991\n", "2021-02-22 14:30:54 [Severity.INFO]\tLikelihood ratio test, p = 4.0831227288151695e-11\n", "2021-02-22 14:30:55 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 29869.201111688744\n", "2021-02-22 14:30:55 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 419824\n", "2021-02-22 14:30:55 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:55 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:55 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:55 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:55 [Severity.INFO]\tGenerating 3-th order layer ...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:30:56 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:57 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13158.472807891667\n", "2021-02-22 14:30:57 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12207\n", "2021-02-22 14:30:57 [Severity.INFO]\tLikelihood ratio test, p = 1.4053760377663593e-09\n", "2021-02-22 14:30:58 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 28595.990302736667\n", "2021-02-22 14:30:58 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 268629\n", "2021-02-22 14:30:58 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:30:58 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:30:58 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:30:58 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:30:58 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:30:58 [Severity.INFO]\tfinished.\n", "2021-02-22 14:30:59 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11840.9313714272\n", "2021-02-22 14:30:59 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 11820\n", "2021-02-22 14:30:59 [Severity.INFO]\tLikelihood ratio test, p = 0.4441753914212003\n", "2021-02-22 14:31:00 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 25230.381081060623\n", "2021-02-22 14:31:00 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 259595\n", "2021-02-22 14:31:00 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:00 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:00 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:00 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:00 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:01 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:01 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 15481.955512717832\n", "2021-02-22 14:31:01 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 20016\n", "2021-02-22 14:31:01 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:02 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 23928.535372988816\n", "2021-02-22 14:31:02 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 517893\n", "2021-02-22 14:31:02 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:02 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:02 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:02 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:02 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:03 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:04 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12196.243827643048\n", "2021-02-22 14:31:04 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13013\n", "2021-02-22 14:31:04 [Severity.INFO]\tLikelihood ratio test, p = 0.9999998820719385\n", "2021-02-22 14:31:04 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 22951.877921005478\n", "2021-02-22 14:31:04 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 290983\n", "2021-02-22 14:31:04 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:04 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:04 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:04 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:05 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:05 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:06 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11953.947367498477\n", "2021-02-22 14:31:06 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 9747\n", "2021-02-22 14:31:06 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:31:07 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 27611.370143278327\n", "2021-02-22 14:31:07 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 202029\n", "2021-02-22 14:31:07 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:07 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:07 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:07 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:07 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:07 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:08 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11186.02573906396\n", "2021-02-22 14:31:08 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 15014\n", "2021-02-22 14:31:08 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:09 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 15672.343856132255\n", "2021-02-22 14:31:09 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 346936\n", "2021-02-22 14:31:09 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:09 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:09 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:09 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:09 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:09 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:10 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 15380.796455879943\n", "2021-02-22 14:31:10 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 21287\n", "2021-02-22 14:31:10 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:11 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21476.455737440425\n", "2021-02-22 14:31:11 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 555714\n", "2021-02-22 14:31:11 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:11 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:11 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:11 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:11 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:11 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:12 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13660.526934657275\n", "2021-02-22 14:31:12 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 9723\n", "2021-02-22 14:31:12 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:31:14 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 27759.867384937068\n", "2021-02-22 14:31:14 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 199879\n", "2021-02-22 14:31:14 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:14 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:14 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:14 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:14 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:14 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:15 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11049.562750861427\n", "2021-02-22 14:31:15 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 8850\n", "2021-02-22 14:31:15 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:31:16 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 27832.628464121633\n", "2021-02-22 14:31:16 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 178811\n", "2021-02-22 14:31:16 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:16 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:16 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:16 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:16 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:17 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:18 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13554.60597012681\n", "2021-02-22 14:31:18 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14923\n", "2021-02-22 14:31:18 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999999999999\n", "2021-02-22 14:31:19 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 23452.88776222852\n", "2021-02-22 14:31:19 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 354530\n", "2021-02-22 14:31:19 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:19 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:19 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:19 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:19 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:19 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:20 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 16618.907288725022\n", "2021-02-22 14:31:20 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13212\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:31:20 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:31:22 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 38632.23146107202\n", "2021-02-22 14:31:22 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 310042\n", "2021-02-22 14:31:22 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:22 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:22 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:22 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:22 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:22 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:23 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12271.18523693076\n", "2021-02-22 14:31:23 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 15802\n", "2021-02-22 14:31:23 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:24 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 20346.58609893777\n", "2021-02-22 14:31:24 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 375587\n", "2021-02-22 14:31:24 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:24 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:24 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:24 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:24 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:24 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:25 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11073.472312101745\n", "2021-02-22 14:31:25 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10693\n", "2021-02-22 14:31:25 [Severity.INFO]\tLikelihood ratio test, p = 0.004997253518763123\n", "2021-02-22 14:31:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 25647.087706970196\n", "2021-02-22 14:31:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 231936\n", "2021-02-22 14:31:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:26 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:26 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:26 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:26 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:27 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:27 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12199.192886580218\n", "2021-02-22 14:31:27 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 15108\n", "2021-02-22 14:31:27 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 20170.67763676244\n", "2021-02-22 14:31:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 352192\n", "2021-02-22 14:31:28 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:28 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:28 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:28 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:28 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:29 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13123.637831808184\n", "2021-02-22 14:31:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12498\n", "2021-02-22 14:31:30 [Severity.INFO]\tLikelihood ratio test, p = 4.864971620033298e-05\n", "2021-02-22 14:31:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 23541.49079905059\n", "2021-02-22 14:31:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 277113\n", "2021-02-22 14:31:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:31 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:31 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:31 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:31 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:31 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 20784.158860950643\n", "2021-02-22 14:31:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 27990\n", "2021-02-22 14:31:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 27611.31281411386\n", "2021-02-22 14:31:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 774586\n", "2021-02-22 14:31:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:33 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:33 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:33 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:33 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:34 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 16267.990050324617\n", "2021-02-22 14:31:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 22019\n", "2021-02-22 14:31:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 22752.523211680716\n", "2021-02-22 14:31:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 581355\n", "2021-02-22 14:31:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:35 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:35 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:35 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:35 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:36 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:36 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11824.499955038365\n", "2021-02-22 14:31:36 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 15183\n", "2021-02-22 14:31:36 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:37 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 18259.084819309122\n", "2021-02-22 14:31:37 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 356110\n", "2021-02-22 14:31:37 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:37 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:37 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:37 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:37 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:38 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:38 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12197.872315333283\n", "2021-02-22 14:31:38 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13956\n", "2021-02-22 14:31:38 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:39 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21926.540962807776\n", "2021-02-22 14:31:39 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 320811\n", "2021-02-22 14:31:39 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:39 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:39 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:39 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:39 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:40 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:40 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11471.361790835712\n", "2021-02-22 14:31:40 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13123\n", "2021-02-22 14:31:40 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:41 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 20735.313525868667\n", "2021-02-22 14:31:41 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 298339\n", "2021-02-22 14:31:41 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:41 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:41 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:41 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:41 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:42 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:42 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13165.523215726105\n", "2021-02-22 14:31:42 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 19380\n", "2021-02-22 14:31:42 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:43 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 17879.72133922146\n", "2021-02-22 14:31:43 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 481531\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:31:43 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:43 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:43 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:43 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:43 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:44 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:44 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12290.330032455531\n", "2021-02-22 14:31:44 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 16017\n", "2021-02-22 14:31:44 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:45 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 22193.228176042525\n", "2021-02-22 14:31:45 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 375725\n", "2021-02-22 14:31:45 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:45 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:45 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:45 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:46 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:46 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:47 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13900.505103823176\n", "2021-02-22 14:31:47 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13804\n", "2021-02-22 14:31:47 [Severity.INFO]\tLikelihood ratio test, p = 0.27978838837728015\n", "2021-02-22 14:31:48 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 28466.284769430305\n", "2021-02-22 14:31:48 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 316317\n", "2021-02-22 14:31:48 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:48 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:48 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:48 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:48 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:48 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:49 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11122.39424586983\n", "2021-02-22 14:31:49 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 9258\n", "2021-02-22 14:31:49 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:31:50 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 25696.74765716266\n", "2021-02-22 14:31:50 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 188985\n", "2021-02-22 14:31:50 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:50 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:50 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:50 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:50 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:51 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:51 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 14638.829416719003\n", "2021-02-22 14:31:51 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14891\n", "2021-02-22 14:31:51 [Severity.INFO]\tLikelihood ratio test, p = 0.9286334272881905\n", "2021-02-22 14:31:52 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 24352.93491244674\n", "2021-02-22 14:31:52 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 355100\n", "2021-02-22 14:31:52 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:52 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:52 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:52 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:52 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:53 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:53 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 8854.677503280109\n", "2021-02-22 14:31:53 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13716\n", "2021-02-22 14:31:53 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:54 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 12095.554278316238\n", "2021-02-22 14:31:54 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 301074\n", "2021-02-22 14:31:54 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:54 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:54 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:54 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:54 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:54 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:55 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 9300.237771622371\n", "2021-02-22 14:31:55 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 10258\n", "2021-02-22 14:31:55 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999999974405\n", "2021-02-22 14:31:56 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 16806.295862383646\n", "2021-02-22 14:31:56 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 212971\n", "2021-02-22 14:31:56 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:56 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:56 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:56 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:56 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:56 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:57 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 10619.320488943893\n", "2021-02-22 14:31:57 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 11483\n", "2021-02-22 14:31:57 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999974552969\n", "2021-02-22 14:31:58 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 23738.20930730732\n", "2021-02-22 14:31:58 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 248708\n", "2021-02-22 14:31:58 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:31:58 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:31:58 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:31:58 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:31:58 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:31:58 [Severity.INFO]\tfinished.\n", "2021-02-22 14:31:59 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 17322.232812962524\n", "2021-02-22 14:31:59 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 19718\n", "2021-02-22 14:31:59 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:00 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 30067.958283266824\n", "2021-02-22 14:32:00 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 507347\n", "2021-02-22 14:32:00 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:00 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:00 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:00 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:00 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:01 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:01 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12079.229863243963\n", "2021-02-22 14:32:01 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13678\n", "2021-02-22 14:32:01 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:02 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21676.178439017065\n", "2021-02-22 14:32:02 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 317252\n", "2021-02-22 14:32:02 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:02 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:02 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:02 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:02 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:03 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:03 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11767.256649872288\n", "2021-02-22 14:32:03 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12950\n", "2021-02-22 14:32:03 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999999999829\n", "2021-02-22 14:32:04 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21495.0734067968\n", "2021-02-22 14:32:04 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 292573\n", "2021-02-22 14:32:04 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:04 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:04 [Severity.INFO]\tGenerating 1-th order layer ...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:32:04 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:05 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:05 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:06 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 15340.931527916386\n", "2021-02-22 14:32:06 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 22466\n", "2021-02-22 14:32:06 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:06 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 19466.56995490256\n", "2021-02-22 14:32:06 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 578608\n", "2021-02-22 14:32:06 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:06 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:06 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:06 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:07 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:07 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:08 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 16613.483008819894\n", "2021-02-22 14:32:08 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12999\n", "2021-02-22 14:32:08 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:32:09 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 33592.60448729273\n", "2021-02-22 14:32:09 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 299224\n", "2021-02-22 14:32:09 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:09 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:09 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:09 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:09 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:10 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:11 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 15319.937167796656\n", "2021-02-22 14:32:11 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 16190\n", "2021-02-22 14:32:11 [Severity.INFO]\tLikelihood ratio test, p = 0.9999995692414393\n", "2021-02-22 14:32:12 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 30231.805737544128\n", "2021-02-22 14:32:12 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 388207\n", "2021-02-22 14:32:12 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:12 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:12 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:12 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:12 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:13 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:14 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 16027.125995314476\n", "2021-02-22 14:32:14 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 13270\n", "2021-02-22 14:32:14 [Severity.INFO]\tLikelihood ratio test, p = 0.0\n", "2021-02-22 14:32:15 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 37515.28556360569\n", "2021-02-22 14:32:15 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 309556\n", "2021-02-22 14:32:15 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:15 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:15 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:15 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:15 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:15 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:16 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 13871.494671583408\n", "2021-02-22 14:32:16 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 17875\n", "2021-02-22 14:32:16 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:17 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 22038.861671767692\n", "2021-02-22 14:32:17 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 434360\n", "2021-02-22 14:32:17 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:17 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:17 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:17 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:17 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:18 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:18 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 22436.716936101555\n", "2021-02-22 14:32:18 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 27494\n", "2021-02-22 14:32:18 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:19 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 31513.3258687918\n", "2021-02-22 14:32:19 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 770070\n", "2021-02-22 14:32:19 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:19 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:19 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:19 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:20 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:20 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:21 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11387.138429593819\n", "2021-02-22 14:32:21 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 12656\n", "2021-02-22 14:32:21 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999999999999\n", "2021-02-22 14:32:21 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 21581.031250861968\n", "2021-02-22 14:32:21 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 284487\n", "2021-02-22 14:32:21 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:21 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:21 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:22 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:22 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:22 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:23 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 12110.658039015703\n", "2021-02-22 14:32:23 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 15632\n", "2021-02-22 14:32:23 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:23 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 17431.489593456776\n", "2021-02-22 14:32:23 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 368771\n", "2021-02-22 14:32:23 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:23 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:23 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:23 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:23 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:24 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:24 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 11793.572426734274\n", "2021-02-22 14:32:24 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 14614\n", "2021-02-22 14:32:24 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 16749.861716526924\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 344081\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:25 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:25 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:25 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:25 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:25 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1793.5542960432886\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2888\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2273.987382785167\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 36817\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:25 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:25 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:25 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:25 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:25 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2175.676534573082\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3660\n", "2021-02-22 14:32:25 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1870.791323423182\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 53034\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2784.4603507559805\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3842\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2887.05061469075\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 56198\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1444.8461303953954\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2396\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1374.0008591720507\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 30170\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:26 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2448.404340556899\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3573\n", "2021-02-22 14:32:26 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2871.309336388709\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 51700\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2816.018019197938\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3371\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, p = 0.9999999999996024\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 4713.183990090489\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 48395\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1654.9010383472869\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2794\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1624.4288304859401\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 35950\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 955.5402803249881\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 1987\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 383.900283902959\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 22995\n", "2021-02-22 14:32:27 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:27 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1314.4799780427875\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 1905\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1311.9552824607017\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 22116\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 3241.37704411069\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 4236\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 4049.2952049780797\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 63617\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2172.027199301994\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3377\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1766.7748992397246\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 46763\n", "2021-02-22 14:32:28 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:28 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1645.0494769143534\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2579\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1523.8030073144837\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 33133\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1240.0988666683397\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2463\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 628.9519620260353\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 30815\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2866.1613375729994\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 4108\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 3525.2356958938126\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 60780\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1483.3111104155678\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2285\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1373.583033252885\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 28638\n", "2021-02-22 14:32:29 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:29 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:30 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 3315.497374349514\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 4334\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 4631.959094954818\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 64606\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:30 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:30 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:30 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:30 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:30 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2831.577439907298\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3852\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 3985.6485005965114\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 58231\n", "2021-02-22 14:32:30 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:30 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:30 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:30 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:30 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:30 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1983.7973882388324\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2926\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2710.0998216080006\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 39188\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1530.974522673513\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2403\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1327.8726470586598\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 29960\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1542.6806094872882\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2675\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1259.53786982576\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 34017\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2130.5446083470397\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3147\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2283.7720301353547\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 42993\n", "2021-02-22 14:32:31 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:31 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2741.434750107075\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 4105\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 3216.4271129687013\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 60604\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 3-th order layer ...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-22 14:32:32 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1514.6906947160523\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2919\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1089.117743545059\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 38120\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1698.594544812906\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2801\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1551.978337582581\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 35853\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1597.6662969915897\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2999\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1052.8783731228941\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 38707\n", "2021-02-22 14:32:32 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:32 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:33 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:33 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 4392.296863876763\n", "2021-02-22 14:32:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 5350\n", "2021-02-22 14:32:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 5015.302734780227\n", "2021-02-22 14:32:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 87217\n", "2021-02-22 14:32:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:33 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:33 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:33 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:33 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:33 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:33 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 4184.60100919718\n", "2021-02-22 14:32:33 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 5230\n", "2021-02-22 14:32:33 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 5338.480663199327\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 85728\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2127.0156923391824\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3554\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1852.2606638139223\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 49097\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 1282.2923650858265\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 2446\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1117.6185836350187\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 30150\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2106.553525588608\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3307\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 1675.848284588722\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 43751\n", "2021-02-22 14:32:34 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:34 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2327.1665863513554\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3059\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2480.411122130703\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 40833\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:35 [Severity.INFO]\tGenerating 0-th order layer ...\n", "2021-02-22 14:32:35 [Severity.INFO]\tGenerating 1-th order layer ...\n", "2021-02-22 14:32:35 [Severity.INFO]\tGenerating 2-th order layer ...\n", "2021-02-22 14:32:35 [Severity.INFO]\tGenerating 3-th order layer ...\n", "2021-02-22 14:32:35 [Severity.INFO]\tfinished.\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 2, x = 2372.9824578273856\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 3638\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test for K_opt = 3, x = 2217.6249853757\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test, d_1-d_0 = 52365\n", "2021-02-22 14:32:35 [Severity.INFO]\tLikelihood ratio test, p = 1.0\n" ] } ], "source": [ "# Create a variable-order markov model for each team during the WC, and estimate its order\n", "markov_order = {}\n", "for events_name in events_names:\n", " markov_order[events_name] = {}\n", " for team in paths[events_name]:\n", " model = pp.MultiOrderModel(paths[events_name][team], max_order=3)\n", " markov_order[events_name][team] = model.estimate_order(paths[events_name][team])" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "England \n", " {1609: 1, 1631: 1, 1625: 2, 1651: 1, 1646: 1, 1610: 1, 1628: 1, 1673: 1, 1639: 1, 1623: 1, 1611: 2, 1633: 1, 1624: 2, 1613: 1, 10531: 1, 1619: 1, 1644: 1, 1612: 2, 1659: 2, 1627: 1} \n", "\n", "European_Championship \n", " {4418: 1, 11944: 1, 6697: 1, 8731: 1, 14496: 1, 10682: 1, 2413: 1, 14358: 1, 10962: 1, 13869: 1, 3148: 1, 14622: 1, 4687: 1, 9598: 1, 1598: 1, 11555: 1, 8274: 1, 7047: 1, 3757: 1, 5629: 1, 10451: 1, 9109: 1, 9905: 1, 7839: 1} \n", "\n", "France \n", " {3799: 1, 3772: 1, 3770: 1, 3776: 1, 3779: 1, 3766: 2, 3771: 2, 3804: 1, 3777: 1, 3785: 2, 19830: 1, 3780: 1, 3783: 1, 3787: 1, 3789: 1, 3767: 2, 3775: 1, 3782: 1, 3774: 1, 3795: 1} \n", "\n", "Germany \n", " {2444: 2, 2446: 2, 2482: 1, 2443: 1, 2457: 1, 2445: 1, 2453: 1, 2462: 1, 2454: 1, 2463: 1, 2975: 2, 2449: 1, 2481: 1, 2450: 1, 2460: 1, 2455: 1, 2451: 1, 2447: 2} \n", "\n", "Italy \n", " {3158: 2, 3172: 1, 3166: 1, 3185: 1, 3157: 2, 3197: 1, 3194: 1, 3187: 2, 3161: 2, 3176: 1, 3159: 2, 3173: 1, 3162: 2, 3204: 1, 3164: 2, 3219: 1, 3193: 1, 3315: 1, 3163: 1, 3165: 1} \n", "\n", "Spain \n", " {695: 1, 682: 1, 687: 1, 692: 2, 678: 1, 698: 1, 756: 1, 679: 1, 680: 1, 691: 1, 701: 1, 683: 1, 676: 2, 684: 1, 675: 2, 677: 1, 714: 1, 674: 1, 696: 1, 712: 1} \n", "\n", "World_Cup \n", " {16521: 1, 14358: 1, 15670: 1, 16129: 1, 9905: 1, 1598: 1, 16216: 1, 10840: 1, 8493: 1, 4418: 1, 7712: 1, 15594: 1, 7839: 1, 12274: 1, 16823: 1, 9598: 1, 6380: 1, 6697: 1, 17322: 1, 16871: 1, 15473: 1, 3148: 1, 14855: 1, 7047: 1, 17929: 1, 5629: 1, 2413: 1, 16276: 1, 19314: 1, 13869: 1, 12913: 1, 12430: 1} \n", "\n" ] } ], "source": [ "for events_name in events_names:\n", " print(events_name, \"\\n\", markov_order[events_name],\"\\n\")" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "# Check the difference between 2nd and 1st order teams\n", "teams_fn = os.path.join(datadir,'teams.json')\n", "with open(teams_fn) as json_file:\n", " teams = json.load(json_file) \n", " \n", "teams = pd.DataFrame(teams).set_index('wyId')" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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citynameofficialNameareatype
wyId
1625ManchesterManchester CityManchester City FC{'name': 'England', 'id': '0', 'alpha3code': '...club
1611ManchesterManchester UnitedManchester United FC{'name': 'England', 'id': '0', 'alpha3code': '...club
1624LondonTottenham HotspurTottenham Hotspur FC{'name': 'England', 'id': '0', 'alpha3code': '...club
1612LiverpoolLiverpoolLiverpool FC{'name': 'England', 'id': '0', 'alpha3code': '...club
1659Bournemouth, DorsetAFC BournemouthAFC Bournemouth{'name': 'England', 'id': '0', 'alpha3code': '...club
\n", "
" ], "text/plain": [ " city name officialName \\\n", "wyId \n", "1625 Manchester Manchester City Manchester City FC \n", "1611 Manchester Manchester United Manchester United FC \n", "1624 London Tottenham Hotspur Tottenham Hotspur FC \n", "1612 Liverpool Liverpool Liverpool FC \n", "1659 Bournemouth, Dorset AFC Bournemouth AFC Bournemouth \n", "\n", " area type \n", "wyId \n", "1625 {'name': 'England', 'id': '0', 'alpha3code': '... club \n", "1611 {'name': 'England', 'id': '0', 'alpha3code': '... club \n", "1624 {'name': 'England', 'id': '0', 'alpha3code': '... club \n", "1612 {'name': 'England', 'id': '0', 'alpha3code': '... club \n", "1659 {'name': 'England', 'id': '0', 'alpha3code': '... club " ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Teams with 2nd order passing processes --- four of the top four in English Premier League\n", "teams.loc[[1625,1611,1624,1612,1659]]" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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citynameofficialNameareatype
wyId
3766LyonOlympique LyonnaisOlympique Lyonnais{'name': 'France', 'id': '250', 'alpha3code': ...club
3771MarseilleOlympique MarseilleOlympique de Marseille{'name': 'France', 'id': '250', 'alpha3code': ...club
3785GuingampGuingampEn Avant Guingamp{'name': 'France', 'id': '250', 'alpha3code': ...club
3767ParisPSGParis Saint-Germain FC{'name': 'France', 'id': '250', 'alpha3code': ...club
\n", "
" ], "text/plain": [ " city name officialName \\\n", "wyId \n", "3766 Lyon Olympique Lyonnais Olympique Lyonnais \n", "3771 Marseille Olympique Marseille Olympique de Marseille \n", "3785 Guingamp Guingamp En Avant Guingamp \n", "3767 Paris PSG Paris Saint-Germain FC \n", "\n", " area type \n", "wyId \n", "3766 {'name': 'France', 'id': '250', 'alpha3code': ... club \n", "3771 {'name': 'France', 'id': '250', 'alpha3code': ... club \n", "3785 {'name': 'France', 'id': '250', 'alpha3code': ... club \n", "3767 {'name': 'France', 'id': '250', 'alpha3code': ... club " ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Teams with 2nd order passing processes --- three of the top four in French Ligue 1\n", "teams.loc[[3766,3771,3785,3767]]" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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citynameofficialNameareatype
wyId
2444M\\u00fcnchenBayern M\\u00fcnchenFC Bayern M\\u00fcnchen{'name': 'Germany', 'id': '276', 'alpha3code':...club
2446LeverkusenBayer LeverkusenTSV Bayer 04 Leverkusen{'name': 'Germany', 'id': '276', 'alpha3code':...club
2975LeipzigRB LeipzigRasen Ballsport Leipzig{'name': 'Germany', 'id': '276', 'alpha3code':...club
2447DortmundBorussia DortmundBV Borussia 09 Dortmund{'name': 'Germany', 'id': '276', 'alpha3code':...club
\n", "
" ], "text/plain": [ " city name officialName \\\n", "wyId \n", "2444 M\\u00fcnchen Bayern M\\u00fcnchen FC Bayern M\\u00fcnchen \n", "2446 Leverkusen Bayer Leverkusen TSV Bayer 04 Leverkusen \n", "2975 Leipzig RB Leipzig Rasen Ballsport Leipzig \n", "2447 Dortmund Borussia Dortmund BV Borussia 09 Dortmund \n", "\n", " area type \n", "wyId \n", "2444 {'name': 'Germany', 'id': '276', 'alpha3code':... club \n", "2446 {'name': 'Germany', 'id': '276', 'alpha3code':... club \n", "2975 {'name': 'Germany', 'id': '276', 'alpha3code':... club \n", "2447 {'name': 'Germany', 'id': '276', 'alpha3code':... club " ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Teams with 2nd order passing processes --- four of the top six in German Bundesliga\n", "teams.loc[[2444,2446,2975,2447]]" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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citynameofficialNameareatype
wyId
3158RomaRomaAS Roma{'name': 'Italy', 'id': '380', 'alpha3code': '...club
3157MilanoMilanAC Milan{'name': 'Italy', 'id': '380', 'alpha3code': '...club
3187Castel VolturnoNapoliSSC Napoli{'name': 'Italy', 'id': '380', 'alpha3code': '...club
3161MilanoInternazionaleFC Internazionale Milano{'name': 'Italy', 'id': '380', 'alpha3code': '...club
3159TorinoJuventusJuventus FC{'name': 'Italy', 'id': '380', 'alpha3code': '...club
3162FormelloLazioSS Lazio{'name': 'Italy', 'id': '380', 'alpha3code': '...club
3164GenovaSampdoriaUC Sampdoria{'name': 'Italy', 'id': '380', 'alpha3code': '...club
\n", "
" ], "text/plain": [ " city name officialName \\\n", "wyId \n", "3158 Roma Roma AS Roma \n", "3157 Milano Milan AC Milan \n", "3187 Castel Volturno Napoli SSC Napoli \n", "3161 Milano Internazionale FC Internazionale Milano \n", "3159 Torino Juventus Juventus FC \n", "3162 Formello Lazio SS Lazio \n", "3164 Genova Sampdoria UC Sampdoria \n", "\n", " area type \n", "wyId \n", "3158 {'name': 'Italy', 'id': '380', 'alpha3code': '... club \n", "3157 {'name': 'Italy', 'id': '380', 'alpha3code': '... club \n", "3187 {'name': 'Italy', 'id': '380', 'alpha3code': '... club \n", "3161 {'name': 'Italy', 'id': '380', 'alpha3code': '... club \n", "3159 {'name': 'Italy', 'id': '380', 'alpha3code': '... club \n", "3162 {'name': 'Italy', 'id': '380', 'alpha3code': '... club \n", "3164 {'name': 'Italy', 'id': '380', 'alpha3code': '... club " ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Teams with 2nd order passing processes --- top six in Italian Serie A\n", "teams.loc[[3158,3157,3187,3161,3159,3162,3164]]" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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citynameofficialNameareatype
wyId
692VigoCelta de VigoReal Club Celta de Vigo{'name': 'Spain', 'id': '724', 'alpha3code': '...club
676BarcelonaBarcelonaFC Barcelona{'name': 'Spain', 'id': '724', 'alpha3code': '...club
675MadridReal MadridReal Madrid Club de F\\u00fatbol{'name': 'Spain', 'id': '724', 'alpha3code': '...club
\n", "
" ], "text/plain": [ " city name officialName \\\n", "wyId \n", "692 Vigo Celta de Vigo Real Club Celta de Vigo \n", "676 Barcelona Barcelona FC Barcelona \n", "675 Madrid Real Madrid Real Madrid Club de F\\u00fatbol \n", "\n", " area type \n", "wyId \n", "692 {'name': 'Spain', 'id': '724', 'alpha3code': '... club \n", "676 {'name': 'Spain', 'id': '724', 'alpha3code': '... club \n", "675 {'name': 'Spain', 'id': '724', 'alpha3code': '... club " ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Teams with 2nd order passing processes --- two of the top three in Spanish La Liga\n", "teams.loc[[692,676,675]]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 2 }