PUBG.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pubg_python import PUBG, Shard\n",
    "import requests\n",
    "import pandas as pd\n",
    "import json\n",
    "\n",
    "api = PUBG('eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJqdGkiOiJkNzc3ZGI4MC00Y2M5LTAxMzgtZDRlNi03YmJiYjBiZDE2YjAiLCJpc3MiOiJnYW1lbG9ja2VyIiwiaWF0IjoxNTg0NzAyODQ4LCJwdWIiOiJibHVlaG9sZSIsInRpdGxlIjoicHViZyIsImFwcCI6Im5lbnNpaGFrb2JqYW55In0.xz1_6h4ZDvQpHXrJOOlfvqjfkmBvJV62lZEkdpqlk2U', Shard.STEAM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from chicken_dinner.pubgapi import PUBG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    \"Authorization\": f'Bearer eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJqdGkiOiJkNzc3ZGI4MC00Y2M5LTAxMzgtZDRlNi03YmJiYjBiZDE2YjAiLCJpc3MiOiJnYW1lbG9ja2VyIiwiaWF0IjoxNTg0NzAyODQ4LCJwdWIiOiJibHVlaG9sZSIsInRpdGxlIjoicHViZyIsImFwcCI6Im5lbnNpaGFrb2JqYW55In0.xz1_6h4ZDvQpHXrJOOlfvqjfkmBvJV62lZEkdpqlk2U',\n",
    "    \"Accept\": \"application/vnd.api+json\"\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retrieving sample of Match IDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "match_id=[]\n",
    "sample = api.samples().get()\n",
    "for match in sample.matches:\n",
    "    match_id.append(match.id)\n",
    "    print (match_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retrieving one Match Data by ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "url_collectassetsid = f\"https://api.pubg.com/shards/EU/matches/{match_id[4]}\"\n",
    "response2 = requests.get(url_collectassetsid, headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'type': 'match',\n",
       "  'id': 'dc307a98-2898-4852-8597-bbefd60dbb64',\n",
       "  'attributes': {'createdAt': '2020-04-18T00:32:47Z',\n",
       "   'gameMode': 'squad',\n",
       "   'matchType': 'official',\n",
       "   'seasonState': 'closed',\n",
       "   'mapName': 'Summerland_Main',\n",
       "   'isCustomMatch': False,\n",
       "   'duration': 1064,\n",
       "   'stats': None,\n",
       "   'titleId': 'bluehole-pubg',\n",
       "   'shardId': 'steam',\n",
       "   'tags': None},\n",
       "  'relationships': {'rosters': {'data': [{'type': 'roster',\n",
       "      'id': '1e9ca3d7-64c4-41d5-9c3a-8ff90c33e943'},\n",
       "     {'type': 'roster', 'id': 'b3b08fe2-9cb9-4e4b-803f-3f9c870882de'},\n",
       "     {'type': 'roster', 'id': '714d7659-9e1f-4c2f-b25d-0a8b2c919ff2'},\n",
       "     {'type': 'roster', 'id': 'c274dbc3-52d8-40c5-b0e0-12acbc383886'},\n",
       "     {'type': 'roster', 'id': 'c21a9f9a-2c32-4b71-83cb-c8a9bada452e'},\n",
       "     {'type': 'roster', 'id': '9b7d47fc-d3eb-417c-9278-d554cfaca859'},\n",
       "     {'type': 'roster', 'id': '293d3e87-fe73-4ada-bbc9-da532e84b3a6'},\n",
       "     {'type': 'roster', 'id': '6e538056-ca7e-4f0e-a4a7-8aaae42b52c5'},\n",
       "     {'type': 'roster', 'id': '14b595d4-b201-4ede-ac58-865ee4880c1c'},\n",
       "     {'type': 'roster', 'id': '51e69c36-2b2b-40bf-b18d-280c81abc5bd'},\n",
       "     {'type': 'roster', 'id': '6b8e089e-85b2-4432-9314-f768f7f3f946'},\n",
       "     {'type': 'roster', 'id': '912e343a-dd4c-4214-9a4f-68f8584edaf7'},\n",
       "     {'type': 'roster', 'id': '33147881-cfe6-483f-8f91-9fb388dd1c26'},\n",
       "     {'type': 'roster', 'id': 'c2a55daf-7e05-4493-89a1-9fec14a71e26'},\n",
       "     {'type': 'roster', 'id': '277ff9c0-6224-4e89-ae3c-7e5aff4164d8'},\n",
       "     {'type': 'roster', 'id': '887bd5f1-063f-497a-a0b0-0d77d2626b34'},\n",
       "     {'type': 'roster', 'id': 'cf05e6ef-f4aa-452a-8900-1ccfcfbd683c'}]},\n",
       "   'assets': {'data': [{'type': 'asset',\n",
       "      'id': 'dfc3e2e8-810e-11ea-add7-e2fd834d1bf2'}]}},\n",
       "  'links': {'self': 'https://api.playbattlegrounds.com/shards/steam/matches/dc307a98-2898-4852-8597-bbefd60dbb64',\n",
       "   'schema': ''}},\n",
       " 'included': [{'type': 'roster',\n",
       "   'id': 'c21a9f9a-2c32-4b71-83cb-c8a9bada452e',\n",
       "   'attributes': {'stats': {'rank': 12, 'teamId': 14},\n",
       "    'won': 'false',\n",
       "    'shardId': 'steam'},\n",
       "   'relationships': {'team': {'data': None},\n",
       "    'participants': {'data': [{'type': 'participant',\n",
       "       'id': 'b5904f56-ff8b-4446-97a2-0109abc4e160'},\n",
       "      {'type': 'participant', 'id': 'ea1fa3f8-6039-400b-9a91-eab9ef8318e0'},\n",
       "      {'type': 'participant', 'id': 'b618136d-87fe-4b97-990f-a407d1ef75ca'},\n",
       "      {'type': 'participant',\n",
       "       'id': '8753f461-e3cc-412e-8a09-6ec77a0ce576'}]}}},\n",
       "  {'type': 'roster',\n",
       "   'id': '51e69c36-2b2b-40bf-b18d-280c81abc5bd',\n",
       "   'attributes': {'stats': {'rank': 5, 'teamId': 12},\n",
       "    'won': 'false',\n",
       "    'shardId': 'steam'},\n",
       "   'relationships': {'team': {'data': None},\n",
       "    'participants': {'data': [{'type': 'participant',\n",
       "       'id': '2eaf20f3-27c5-45ff-90ab-fc15e407b339'},\n",
       "      {'type': 'participant', 'id': '9a15edd5-7f8a-4e3b-beaa-40ba9c8f4936'},\n",
       "      {'type': 'participant', 'id': 'a25d5cdc-5f7e-40c8-8316-460132ed22d4'},\n",
       "      {'type': 'participant',\n",
       "       'id': '2c03c723-a452-4e63-86b4-60a266e4274e'}]}}},\n",
       "  {'type': 'participant',\n",
       "   'id': '4403d861-88e6-4217-a49f-9e83265ef539',\n",
       "   'attributes': {'stats': {'DBNOs': 1,\n",
       "     'assists': 0,\n",
       "     'boosts': 1,\n",
       "     'damageDealt': 172,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 0,\n",
       "     'killPlace': 31,\n",
       "     'killStreaks': 1,\n",
       "     'kills': 1,\n",
       "     'longestKill': 19.56902,\n",
       "     'name': 'IOIOlOIOIO',\n",
       "     'playerId': 'account.400f060dc39d4144a20e64e25f048d96',\n",
       "     'revives': 0,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 243.629,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 70.83347,\n",
       "     'weaponsAcquired': 1,\n",
       "     'winPlace': 15},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}},\n",
       "  {'type': 'participant',\n",
       "   'id': '2f87e36c-ff0e-4f90-abfc-305f8be56878',\n",
       "   'attributes': {'stats': {'DBNOs': 2,\n",
       "     'assists': 0,\n",
       "     'boosts': 4,\n",
       "     'damageDealt': 129.44714,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 1,\n",
       "     'heals': 13,\n",
       "     'killPlace': 9,\n",
       "     'killStreaks': 2,\n",
       "     'kills': 2,\n",
       "     'longestKill': 35.44923,\n",
       "     'name': 'O_oxiaerya',\n",
       "     'playerId': 'account.566ab08ee3d547f6814930c00e1488ee',\n",
       "     'revives': 2,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 1042.59,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 2398.7456,\n",
       "     'weaponsAcquired': 5,\n",
       "     'winPlace': 3},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}},\n",
       "  {'type': 'roster',\n",
       "   'id': '9b7d47fc-d3eb-417c-9278-d554cfaca859',\n",
       "   'attributes': {'stats': {'rank': 14, 'teamId': 16},\n",
       "    'won': 'false',\n",
       "    'shardId': 'steam'},\n",
       "   'relationships': {'team': {'data': None},\n",
       "    'participants': {'data': [{'type': 'participant',\n",
       "       'id': '6301c731-23e0-4448-afcd-5656db4e34c8'},\n",
       "      {'type': 'participant', 'id': 'dcbcbd50-20cc-4a2a-a9b7-e509d0e110b7'},\n",
       "      {'type': 'participant', 'id': 'e8b3931c-6ebf-4616-858d-62887caee262'},\n",
       "      {'type': 'participant',\n",
       "       'id': 'e209003a-96b5-4bed-bff2-1de2bb587bcc'}]}}},\n",
       "  {'type': 'roster',\n",
       "   'id': '277ff9c0-6224-4e89-ae3c-7e5aff4164d8',\n",
       "   'attributes': {'won': 'false',\n",
       "    'shardId': 'steam',\n",
       "    'stats': {'rank': 15, 'teamId': 9}},\n",
       "   'relationships': {'team': {'data': None},\n",
       "    'participants': {'data': [{'type': 'participant',\n",
       "       'id': 'ccf20c89-98ed-4a4e-b5df-49637a5aecea'},\n",
       "      {'type': 'participant', 'id': '4c8a8ac6-81f6-462f-8bfe-298a5ce031bf'},\n",
       "      {'type': 'participant', 'id': '4c3588a5-efff-4419-be5f-acaa260c57df'},\n",
       "      {'type': 'participant',\n",
       "       'id': '09acd543-310d-47eb-bcf7-d16d0b9edd7b'}]}}},\n",
       "  {'type': 'asset',\n",
       "   'id': 'dfc3e2e8-810e-11ea-add7-e2fd834d1bf2',\n",
       "   'attributes': {'description': '',\n",
       "    'createdAt': '2020-04-18T00:52:27Z',\n",
       "    'URL': 'https://telemetry-cdn.playbattlegrounds.com/bluehole-pubg/steam/2020/04/18/00/52/dfc3e2e8-810e-11ea-add7-e2fd834d1bf2-telemetry.json',\n",
       "    'name': 'telemetry'}},\n",
       "  {'type': 'participant',\n",
       "   'id': 'a25807a6-0210-415c-bed1-5e3d18312620',\n",
       "   'attributes': {'stats': {'DBNOs': 3,\n",
       "     'assists': 1,\n",
       "     'boosts': 3,\n",
       "     'damageDealt': 364.29013,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 2,\n",
       "     'killPlace': 10,\n",
       "     'killStreaks': 1,\n",
       "     'kills': 2,\n",
       "     'longestKill': 18.280773,\n",
       "     'name': 'pilgrmage_CN',\n",
       "     'playerId': 'account.ff9861659dbe4f40b25f0c174341875f',\n",
       "     'revives': 1,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 139.14064,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 902.944,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 1608.8369,\n",
       "     'weaponsAcquired': 5,\n",
       "     'winPlace': 4},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}},\n",
       "  {'type': 'participant',\n",
       "   'id': 'c43bd5bc-7d92-46b6-9fac-e82c35322e13',\n",
       "   'attributes': {'stats': {'DBNOs': 0,\n",
       "     'assists': 0,\n",
       "     'boosts': 0,\n",
       "     'damageDealt': 34.649998,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 0,\n",
       "     'killPlace': 60,\n",
       "     'killStreaks': 0,\n",
       "     'kills': 0,\n",
       "     'longestKill': 0,\n",
       "     'name': 'zzh-dog',\n",
       "     'playerId': 'account.09dedd45b1224dfea00207883972c81b',\n",
       "     'revives': 0,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 60.008,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 22.164272,\n",
       "     'weaponsAcquired': 2,\n",
       "     'winPlace': 17},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}},\n",
       "  {'type': 'participant',\n",
       "   'id': '455bcabc-aaf2-413d-9ed6-0d0bac132757',\n",
       "   'attributes': {'actor': '',\n",
       "    'shardId': 'steam',\n",
       "    'stats': {'DBNOs': 1,\n",
       "     'assists': 0,\n",
       "     'boosts': 0,\n",
       "     'damageDealt': 61.18,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 0,\n",
       "     'killPlace': 50,\n",
       "     'killStreaks': 0,\n",
       "     'kills': 0,\n",
       "     'longestKill': 0,\n",
       "     'name': 'Bohemian_7',\n",
       "     'playerId': 'account.b9cbbdd846ac40d2aa66d8fa453d158b',\n",
       "     'revives': 0,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 249.639,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 470.9752,\n",
       "     'weaponsAcquired': 6,\n",
       "     'winPlace': 16}}},\n",
       "  {'type': 'roster',\n",
       "   'id': '14b595d4-b201-4ede-ac58-865ee4880c1c',\n",
       "   'attributes': {'shardId': 'steam',\n",
       "    'stats': {'rank': 9, 'teamId': 8},\n",
       "    'won': 'false'},\n",
       "   'relationships': {'team': {'data': None},\n",
       "    'participants': {'data': [{'type': 'participant',\n",
       "       'id': '060ac395-d960-4943-b207-03407ab78482'},\n",
       "      {'type': 'participant', 'id': 'c4539efe-65e4-4580-af81-df4c6fc34c92'},\n",
       "      {'type': 'participant', 'id': 'aa9d9913-61e1-488b-a595-ec494518c360'},\n",
       "      {'type': 'participant',\n",
       "       'id': 'a00d1579-3918-4eeb-ba67-665c9b441034'}]}}},\n",
       "  {'type': 'participant',\n",
       "   'id': '9a15edd5-7f8a-4e3b-beaa-40ba9c8f4936',\n",
       "   'attributes': {'stats': {'DBNOs': 1,\n",
       "     'assists': 0,\n",
       "     'boosts': 1,\n",
       "     'damageDealt': 142.50677,\n",
       "     'deathType': 'byzone',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 2,\n",
       "     'killPlace': 5,\n",
       "     'killStreaks': 1,\n",
       "     'kills': 3,\n",
       "     'longestKill': 302.73233,\n",
       "     'name': 'Ldaddy8',\n",
       "     'playerId': 'account.dc12ec04db104cf3ad21f63919304758',\n",
       "     'revives': 1,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 810.304,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 2151.0703,\n",
       "     'weaponsAcquired': 3,\n",
       "     'winPlace': 5},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}},\n",
       "  {'type': 'participant',\n",
       "   'id': '78ad3d83-38ea-4810-82fa-7d12d1c4b259',\n",
       "   'attributes': {'shardId': 'steam',\n",
       "    'stats': {'DBNOs': 0,\n",
       "     'assists': 0,\n",
       "     'boosts': 0,\n",
       "     'damageDealt': 0,\n",
       "     'deathType': 'byzone',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 0,\n",
       "     'killPlace': 53,\n",
       "     'killStreaks': 0,\n",
       "     'kills': 0,\n",
       "     'longestKill': 0,\n",
       "     'name': 'ponison_egg',\n",
       "     'playerId': 'account.3c8898911a0b4b82b7c80c298f3445f1',\n",
       "     'revives': 0,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 407.203,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 0,\n",
       "     'weaponsAcquired': 0,\n",
       "     'winPlace': 17},\n",
       "    'actor': ''}},\n",
       "  {'type': 'roster',\n",
       "   'id': 'c274dbc3-52d8-40c5-b0e0-12acbc383886',\n",
       "   'attributes': {'stats': {'rank': 6, 'teamId': 1},\n",
       "    'won': 'false',\n",
       "    'shardId': 'steam'},\n",
       "   'relationships': {'team': {'data': None},\n",
       "    'participants': {'data': [{'type': 'participant',\n",
       "       'id': '11b942d2-c939-4824-a9ee-98e961003ee6'},\n",
       "      {'type': 'participant', 'id': '2bf2b2c7-1408-417c-af1b-541fd717d2eb'},\n",
       "      {'type': 'participant', 'id': '175c169a-f1b8-4230-822c-06987ccc3de8'},\n",
       "      {'type': 'participant',\n",
       "       'id': '8f4b6903-d342-4464-bfee-2238e2741a8c'}]}}},\n",
       "  {'type': 'roster',\n",
       "   'id': '33147881-cfe6-483f-8f91-9fb388dd1c26',\n",
       "   'attributes': {'stats': {'rank': 1, 'teamId': 11},\n",
       "    'won': 'true',\n",
       "    'shardId': 'steam'},\n",
       "   'relationships': {'team': {'data': None},\n",
       "    'participants': {'data': [{'type': 'participant',\n",
       "       'id': 'a306e2a1-fe89-421f-888e-39b8b58ba86f'},\n",
       "      {'type': 'participant', 'id': 'bad237fe-a1f7-4476-a947-3fa5bc092f37'},\n",
       "      {'type': 'participant', 'id': 'd0fd93fa-b350-4476-aa02-7208b6cc79c4'},\n",
       "      {'type': 'participant',\n",
       "       'id': '708c321f-1b17-44b9-acc8-deaf4efcf7ee'}]}}},\n",
       "  {'type': 'participant',\n",
       "   'id': 'dcbcbd50-20cc-4a2a-a9b7-e509d0e110b7',\n",
       "   'attributes': {'stats': {'DBNOs': 0,\n",
       "     'assists': 0,\n",
       "     'boosts': 0,\n",
       "     'damageDealt': 0,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 0,\n",
       "     'killPlace': 59,\n",
       "     'killStreaks': 0,\n",
       "     'kills': 0,\n",
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       "     'headshotKills': 0,\n",
       "     'heals': 4,\n",
       "     'killPlace': 24,\n",
       "     'killStreaks': 1,\n",
       "     'kills': 1,\n",
       "     'longestKill': 76.247185,\n",
       "     'name': 'ALOVEYOU',\n",
       "     'playerId': 'account.101ad49190d140f6a7a91b696cd68296',\n",
       "     'revives': 0,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 576.336,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 914.1094,\n",
       "     'weaponsAcquired': 5,\n",
       "     'winPlace': 7},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}},\n",
       "  {'type': 'participant',\n",
       "   'id': '499cd295-c089-473f-9d25-85c80cda6b80',\n",
       "   'attributes': {'stats': {'DBNOs': 1,\n",
       "     'assists': 0,\n",
       "     'boosts': 2,\n",
       "     'damageDealt': 55.265007,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 0,\n",
       "     'killPlace': 14,\n",
       "     'killStreaks': 2,\n",
       "     'kills': 2,\n",
       "     'longestKill': 8.299068,\n",
       "     'name': 'Hlove-X3',\n",
       "     'playerId': 'account.11e24c859d5048b099b097ae20d0d6ec',\n",
       "     'revives': 1,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 379.056,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 672.8718,\n",
       "     'weaponsAcquired': 3,\n",
       "     'winPlace': 13},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}},\n",
       "  {'type': 'participant',\n",
       "   'id': '8f4b6903-d342-4464-bfee-2238e2741a8c',\n",
       "   'attributes': {'stats': {'DBNOs': 3,\n",
       "     'assists': 1,\n",
       "     'boosts': 0,\n",
       "     'damageDealt': 200,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 5,\n",
       "     'killPlace': 15,\n",
       "     'killStreaks': 1,\n",
       "     'kills': 2,\n",
       "     'longestKill': 12.92605,\n",
       "     'name': 'hongkongPGTWO',\n",
       "     'playerId': 'account.cea9acf6c8ec4be4bc8673437a765637',\n",
       "     'revives': 1,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 202.694,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 164.01544,\n",
       "     'weaponsAcquired': 2,\n",
       "     'winPlace': 15},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}},\n",
       "  {'type': 'participant',\n",
       "   'id': 'f5f43264-02ab-4653-857e-81a0218d1a23',\n",
       "   'attributes': {'stats': {'DBNOs': 3,\n",
       "     'assists': 1,\n",
       "     'boosts': 4,\n",
       "     'damageDealt': 548.6729,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 2,\n",
       "     'killPlace': 4,\n",
       "     'killStreaks': 1,\n",
       "     'kills': 3,\n",
       "     'longestKill': 165.20255,\n",
       "     'name': 'biXin_89124222',\n",
       "     'playerId': 'account.dd9e0025bffc446981e7030225ad61c6',\n",
       "     'revives': 1,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 902.951,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 1357.2847,\n",
       "     'weaponsAcquired': 4,\n",
       "     'winPlace': 4},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}},\n",
       "  {'type': 'participant',\n",
       "   'id': 'd4bc0168-43a8-4e8b-89eb-f83edd0ff1b9',\n",
       "   'attributes': {'stats': {'DBNOs': 1,\n",
       "     'assists': 1,\n",
       "     'boosts': 2,\n",
       "     'damageDealt': 42.77796,\n",
       "     'deathType': 'byplayer',\n",
       "     'headshotKills': 0,\n",
       "     'heals': 3,\n",
       "     'killPlace': 26,\n",
       "     'killStreaks': 1,\n",
       "     'kills': 1,\n",
       "     'longestKill': 22.264227,\n",
       "     'name': 'wuqiqi-11',\n",
       "     'playerId': 'account.3ba2c92df5c14c5292e0d0a4d73cc31b',\n",
       "     'revives': 1,\n",
       "     'rideDistance': 0,\n",
       "     'roadKills': 0,\n",
       "     'swimDistance': 0,\n",
       "     'teamKills': 0,\n",
       "     'timeSurvived': 559.317,\n",
       "     'vehicleDestroys': 0,\n",
       "     'walkDistance': 1243.941,\n",
       "     'weaponsAcquired': 6,\n",
       "     'winPlace': 8},\n",
       "    'actor': '',\n",
       "    'shardId': 'steam'}}],\n",
       " 'links': {'self': 'https://api-origin.playbattlegrounds.com/shards/EU/matches/dc307a98-2898-4852-8597-bbefd60dbb64'},\n",
       " 'meta': {}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response2.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "t_url=\"https://telemetry-cdn.playbattlegrounds.com/bluehole-pubg/steam/2020/04/04/00/32/c80c1458-760b-11ea-9fd5-8eedea546dda-telemetry.json\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "response3 = requests.get(t_url, headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "telemetry=response3.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "telemetry=json.dumps(telemetry)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'character': {'name': 'AwesomeGarfi',\n",
       "   'teamId': 4,\n",
       "   'health': 100,\n",
       "   'location': {'x': 137763.28125, 'y': 55902.640625, 'z': 690.8999633789062},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.226eb740251a4cc29c599c80f50338da',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.448Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'hgqhq666',\n",
       "   'teamId': 2,\n",
       "   'health': 100,\n",
       "   'location': {'x': 155942.40625, 'y': 156149.90625, 'z': 690.1507568359375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.152c19dec2cf4f9284d1ca80e11979cc',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.448Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'CCCCCCCCNMMB',\n",
       "   'teamId': 4,\n",
       "   'health': 100,\n",
       "   'location': {'x': 138248.328125,\n",
       "    'y': 55782.3046875,\n",
       "    'z': 683.9010009765625},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.eeb2cf1b27864e1ba6d9dd228925a505',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.448Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'yuanshouguilai',\n",
       "   'teamId': 5,\n",
       "   'health': 100,\n",
       "   'location': {'x': 108976.484375, 'y': 83090.828125, 'z': 3581.699951171875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.c67c01f25e8b42c4b750c43d4df9f9bb',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.516Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': '20191125goumai',\n",
       "   'teamId': 3,\n",
       "   'health': 100,\n",
       "   'location': {'x': 108310.84375, 'y': 82946.1015625, 'z': 3621.92138671875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.f20a9c53a9ef4f668e43ad1a26e368b6',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.516Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Talent-Bt',\n",
       "   'teamId': 9,\n",
       "   'health': 100,\n",
       "   'location': {'x': 137976.109375,\n",
       "    'y': 56154.98828125,\n",
       "    'z': 683.8999633789062},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.086cda2e657347099b5d6f4be03f4be4',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.548Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Petrichor_sks777',\n",
       "   'teamId': 6,\n",
       "   'health': 100,\n",
       "   'location': {'x': 156463.359375,\n",
       "    'y': 156064.703125,\n",
       "    'z': 687.0257568359375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.0c2c759549a54d3abb1eb79a95373fc5',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.548Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'maxingda2',\n",
       "   'teamId': 6,\n",
       "   'health': 100,\n",
       "   'location': {'x': 157088.875, 'y': 155635.15625, 'z': 687.9578247070312},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.6ecad6ad6baa430380737c5945073b7b',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.616Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Chaow66',\n",
       "   'teamId': 5,\n",
       "   'health': 100,\n",
       "   'location': {'x': 109106.2734375,\n",
       "    'y': 82253.3515625,\n",
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       "   'ranking': 0,\n",
       "   'accountId': 'account.fb264769b99942dc98a9bdf6a0e11a5f',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.616Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'choushin',\n",
       "   'teamId': 13,\n",
       "   'health': 100,\n",
       "   'location': {'x': 155880.1875, 'y': 156423.3125, 'z': 691.7099609375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.d1e608afeaa942c593206ed1c1ff9340',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.616Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'EZ4ENCE-ACE',\n",
       "   'teamId': 11,\n",
       "   'health': 100,\n",
       "   'location': {'x': 138788.09375,\n",
       "    'y': 55556.09765625,\n",
       "    'z': 683.8999633789062},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.6057004907c2449690229f0c6feba056',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.616Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'WAD-LUBENWEI',\n",
       "   'teamId': 7,\n",
       "   'health': 100,\n",
       "   'location': {'x': 108905.9765625,\n",
       "    'y': 82402.234375,\n",
       "    'z': 3492.968017578125},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.989d71e5c7254e4491193599e69bf896',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.649Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'tyydada',\n",
       "   'teamId': 7,\n",
       "   'health': 100,\n",
       "   'location': {'x': 108978, 'y': 83285.21875, 'z': 3597.955322265625},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.ddd98290ead44523b66a9b9037b7f056',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.682Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Flowers101',\n",
       "   'teamId': 2,\n",
       "   'health': 100,\n",
       "   'location': {'x': 156952.4375, 'y': 156506.171875, 'z': 689.04833984375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.a11c41ea944e482fad8e639e4d057433',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.716Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'shou-shadiao',\n",
       "   'teamId': 8,\n",
       "   'health': 100,\n",
       "   'location': {'x': 108536.7265625,\n",
       "    'y': 83283.3671875,\n",
       "    'z': 3647.220458984375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.477409ba0800499084753b32f518f1b9',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.716Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Nebula-sizhi',\n",
       "   'teamId': 6,\n",
       "   'health': 100,\n",
       "   'location': {'x': 156929, 'y': 156682.203125, 'z': 690.010009765625},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.2c4639e845f846e39719ca38073b766a',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.716Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'yeluo1-_',\n",
       "   'teamId': 8,\n",
       "   'health': 100,\n",
       "   'location': {'x': 108205.859375, 'y': 82312.6328125, 'z': 3513.4482421875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.4a70385f0369495299743693837d2454',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.716Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Bixin-kino',\n",
       "   'teamId': 3,\n",
       "   'health': 100,\n",
       "   'location': {'x': 108572.8125, 'y': 82646.3359375, 'z': 3565.28076171875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.ca5d6f13f4294fdaabe42e5d3ad7bb9d',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.750Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'weiqi001',\n",
       "   'teamId': 8,\n",
       "   'health': 100,\n",
       "   'location': {'x': 108366.8984375,\n",
       "    'y': 82172.4453125,\n",
       "    'z': 3465.50146484375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.06ee88565294466c9c1295d5fedcd4a0',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 0,\n",
       "  'numAlivePlayers': 59,\n",
       "  'common': {'isGame': 0},\n",
       "  '_D': '2020-04-04T00:12:52.750Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'TyRoneass',\n",
       "   'teamId': 1,\n",
       "   'health': 100,\n",
       "   'location': {'x': 156961.671875, 'y': 156216.65625, 'z': 687.8067626953125},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.e2d0007edc3147c0b95c1826bfb33d93',\n",
       "   'isInBlueZone': False,\n",
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       "   'ranking': 0,\n",
       "   'accountId': 'account.cd78205034064e969eae945ce29fc8ee',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 127,\n",
       "  'numAlivePlayers': 42,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:15:54.102Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'YuShen6DeYiPi',\n",
       "   'teamId': 9,\n",
       "   'health': 100,\n",
       "   'location': {'x': 109919.6953125,\n",
       "    'y': 76878.671875,\n",
       "    'z': 2927.619873046875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.1943f99c9bf745299ff5883f076e4ec4',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 127,\n",
       "  'numAlivePlayers': 42,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:15:54.167Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'white98kai1',\n",
       "   'teamId': 2,\n",
       "   'health': 100,\n",
       "   'location': {'x': 167224.890625,\n",
       "    'y': 84369.5703125,\n",
       "    'z': 604.5299682617188},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.6b126f2e04ae470dba537c8565d71b34',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 127,\n",
       "  'numAlivePlayers': 42,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:15:54.201Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Deadsuve',\n",
       "   'teamId': 2,\n",
       "   'health': 100,\n",
       "   'location': {'x': 143058.28125, 'y': 126811.09375, 'z': 511.5799865722656},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.b886ac9f7d464fc8be9d6737e05716e5',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': ['hadiqanemo']},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 127,\n",
       "  'numAlivePlayers': 42,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:15:54.234Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Merues911',\n",
       "   'teamId': 5,\n",
       "   'health': 75,\n",
       "   'location': {'x': 95281.0546875, 'y': 108974.8359375, 'z': 4366.5498046875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.027997a4b0534f1a8c360af362e59bda',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 128,\n",
       "  'numAlivePlayers': 42,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:15:55.300Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'zhshlg',\n",
       "   'teamId': 16,\n",
       "   'health': 100,\n",
       "   'location': {'x': 96453.6953125, 'y': 168206.96875, 'z': 657},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.b8816cc4847242dda45068881171682a',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': ['alhayik']},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 129,\n",
       "  'numAlivePlayers': 42,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:15:55.398Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'lida12',\n",
       "   'teamId': 5,\n",
       "   'health': 0,\n",
       "   'location': {'x': 95898.9765625, 'y': 110453.8984375, 'z': 4814.919921875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.429dc57514254ba4819bf776f283185f',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 130,\n",
       "  'numAlivePlayers': 42,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:15:56.728Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Laputa1108',\n",
       "   'teamId': 17,\n",
       "   'health': 100,\n",
       "   'location': {'x': 39834.6171875,\n",
       "    'y': 115438.9140625,\n",
       "    'z': 1451.1099853515625},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.eca74003e9f84490994ecb6c3a5d00b4',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': ['bashara']},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 130,\n",
       "  'numAlivePlayers': 42,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:15:57.263Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'CCCCCCCCNMMB',\n",
       "   'teamId': 4,\n",
       "   'health': 100,\n",
       "   'location': {'x': 101593.1796875, 'y': 169339.5, 'z': 675.5399780273438},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.eeb2cf1b27864e1ba6d9dd228925a505',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': ['alhayik']},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.525Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'hgqhq666',\n",
       "   'teamId': 2,\n",
       "   'health': 100,\n",
       "   'location': {'x': 162027.375, 'y': 72725.828125, 'z': 3237},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.152c19dec2cf4f9284d1ca80e11979cc',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.525Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'AwesomeGarfi',\n",
       "   'teamId': 4,\n",
       "   'health': 100,\n",
       "   'location': {'x': 102440.6796875,\n",
       "    'y': 169110.03125,\n",
       "    'z': 1025.530029296875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.226eb740251a4cc29c599c80f50338da',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': ['alhayik']},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.525Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'yuanshouguilai',\n",
       "   'teamId': 5,\n",
       "   'health': 75,\n",
       "   'location': {'x': 96838.265625, 'y': 108938.9453125, 'z': 4580.4599609375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.c67c01f25e8b42c4b750c43d4df9f9bb',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.590Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': '20191125goumai',\n",
       "   'teamId': 3,\n",
       "   'health': 100,\n",
       "   'location': {'x': 77366.5859375,\n",
       "    'y': 161341.046875,\n",
       "    'z': 1817.239990234375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.f20a9c53a9ef4f668e43ad1a26e368b6',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.590Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Petrichor_sks777',\n",
       "   'teamId': 6,\n",
       "   'health': 0,\n",
       "   'location': {'x': 67020.71875, 'y': 107784.875, 'z': 2951.280029296875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.0c2c759549a54d3abb1eb79a95373fc5',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.624Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Talent-Bt',\n",
       "   'teamId': 9,\n",
       "   'health': 100,\n",
       "   'location': {'x': 96438.3671875, 'y': 74518.8515625, 'z': 4264.47998046875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.086cda2e657347099b5d6f4be03f4be4',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.624Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'maxingda2',\n",
       "   'teamId': 6,\n",
       "   'health': 100,\n",
       "   'location': {'x': 72261.0078125,\n",
       "    'y': 112471.234375,\n",
       "    'z': 1238.1500244140625},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.6ecad6ad6baa430380737c5945073b7b',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.689Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Chaow66',\n",
       "   'teamId': 5,\n",
       "   'health': 49.42597579956055,\n",
       "   'location': {'x': 95671.5546875,\n",
       "    'y': 110621.0546875,\n",
       "    'z': 4487.31982421875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.fb264769b99942dc98a9bdf6a0e11a5f',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.689Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'WAD-LUBENWEI',\n",
       "   'teamId': 7,\n",
       "   'health': 100,\n",
       "   'location': {'x': 129106.984375, 'y': 65317.078125, 'z': 2768.7099609375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.989d71e5c7254e4491193599e69bf896',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.722Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'tyydada',\n",
       "   'teamId': 7,\n",
       "   'health': 100,\n",
       "   'location': {'x': 125059.546875, 'y': 64139.1875, 'z': 4535.7998046875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.ddd98290ead44523b66a9b9037b7f056',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.754Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'shou-shadiao',\n",
       "   'teamId': 8,\n",
       "   'health': 100,\n",
       "   'location': {'x': 113590.015625,\n",
       "    'y': 146317.046875,\n",
       "    'z': 714.1699829101562},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.477409ba0800499084753b32f518f1b9',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.788Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Flowers101',\n",
       "   'teamId': 2,\n",
       "   'health': 100,\n",
       "   'location': {'x': 164539.109375,\n",
       "    'y': 59968.80859375,\n",
       "    'z': 718.0799560546875},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.a11c41ea944e482fad8e639e4d057433',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.789Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'yeluo1-_',\n",
       "   'teamId': 8,\n",
       "   'health': 100,\n",
       "   'location': {'x': 112415.609375, 'y': 134922.84375, 'z': 1090.989990234375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.4a70385f0369495299743693837d2454',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.789Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Nebula-sizhi',\n",
       "   'teamId': 6,\n",
       "   'health': 100,\n",
       "   'location': {'x': 66962.9765625,\n",
       "    'y': 107729.3671875,\n",
       "    'z': 3010.39990234375},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.2c4639e845f846e39719ca38073b766a',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.789Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'Bixin-kino',\n",
       "   'teamId': 3,\n",
       "   'health': 100,\n",
       "   'location': {'x': 111954.609375,\n",
       "    'y': 148376.765625,\n",
       "    'z': 644.5700073242188},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.ca5d6f13f4294fdaabe42e5d3ad7bb9d',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.820Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " {'character': {'name': 'weiqi001',\n",
       "   'teamId': 8,\n",
       "   'health': 100,\n",
       "   'location': {'x': 118394.8359375,\n",
       "    'y': 147050.640625,\n",
       "    'z': 450.5799865722656},\n",
       "   'ranking': 0,\n",
       "   'accountId': 'account.06ee88565294466c9c1295d5fedcd4a0',\n",
       "   'isInBlueZone': False,\n",
       "   'isInRedZone': False,\n",
       "   'zone': []},\n",
       "  'vehicle': None,\n",
       "  'elapsedTime': 136,\n",
       "  'numAlivePlayers': 41,\n",
       "  'common': {'isGame': 1},\n",
       "  '_D': '2020-04-04T00:16:02.820Z',\n",
       "  '_T': 'LogPlayerPosition'},\n",
       " ...]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "json_data = []\n",
    "for i in response3.json():\n",
    "    if (i[\"_T\"] == \"LogPlayerPosition\") or (i[\"_T\"] == \"LogParachuteLanding\"):\n",
    "        json_data.append(i)\n",
    "json_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2984 entries, 0 to 2983\n",
      "Data columns (total 8 columns):\n",
      "_D                 2984 non-null object\n",
      "_T                 2984 non-null object\n",
      "character          2984 non-null object\n",
      "common             2984 non-null object\n",
      "distance           48 non-null float64\n",
      "elapsedTime        2936 non-null float64\n",
      "numAlivePlayers    2936 non-null float64\n",
      "vehicle            103 non-null object\n",
      "dtypes: float64(3), object(5)\n",
      "memory usage: 186.6+ KB\n"
     ]
    }
   ],
   "source": [
    "data=pd.read_json(json.dumps(json_data))\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'hgqhq666',\n",
       " 'teamId': 2,\n",
       " 'health': 100,\n",
       " 'location': {'x': 155942.40625, 'y': 156149.90625, 'z': 690.1507568359375},\n",
       " 'ranking': 0,\n",
       " 'accountId': 'account.152c19dec2cf4f9284d1ca80e11979cc',\n",
       " 'isInBlueZone': False,\n",
       " 'isInRedZone': False,\n",
       " 'zone': []}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['character'][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas.io.json import json_normalize\n",
    "df2 = json_normalize(data['character'])\n",
    "df3=json_normalize(data['common'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.drop(['character','common'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat([df2, data,df3], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>accountId</th>\n",
       "      <th>health</th>\n",
       "      <th>isInBlueZone</th>\n",
       "      <th>isInRedZone</th>\n",
       "      <th>location.x</th>\n",
       "      <th>location.y</th>\n",
       "      <th>location.z</th>\n",
       "      <th>name</th>\n",
       "      <th>ranking</th>\n",
       "      <th>teamId</th>\n",
       "      <th>zone</th>\n",
       "      <th>_D</th>\n",
       "      <th>_T</th>\n",
       "      <th>distance</th>\n",
       "      <th>elapsedTime</th>\n",
       "      <th>numAlivePlayers</th>\n",
       "      <th>vehicle</th>\n",
       "      <th>isGame</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>account.226eb740251a4cc29c599c80f50338da</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>137763.281250</td>\n",
       "      <td>55902.640625</td>\n",
       "      <td>690.899963</td>\n",
       "      <td>AwesomeGarfi</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.448Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>account.152c19dec2cf4f9284d1ca80e11979cc</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155942.406250</td>\n",
       "      <td>156149.906250</td>\n",
       "      <td>690.150757</td>\n",
       "      <td>hgqhq666</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.448Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>account.eeb2cf1b27864e1ba6d9dd228925a505</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>138248.328125</td>\n",
       "      <td>55782.304688</td>\n",
       "      <td>683.901001</td>\n",
       "      <td>CCCCCCCCNMMB</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.448Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>account.c67c01f25e8b42c4b750c43d4df9f9bb</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108976.484375</td>\n",
       "      <td>83090.828125</td>\n",
       "      <td>3581.699951</td>\n",
       "      <td>yuanshouguilai</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.516Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>account.f20a9c53a9ef4f668e43ad1a26e368b6</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108310.843750</td>\n",
       "      <td>82946.101562</td>\n",
       "      <td>3621.921387</td>\n",
       "      <td>20191125goumai</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.516Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>account.086cda2e657347099b5d6f4be03f4be4</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>137976.109375</td>\n",
       "      <td>56154.988281</td>\n",
       "      <td>683.899963</td>\n",
       "      <td>Talent-Bt</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.548Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>account.0c2c759549a54d3abb1eb79a95373fc5</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>156463.359375</td>\n",
       "      <td>156064.703125</td>\n",
       "      <td>687.025757</td>\n",
       "      <td>Petrichor_sks777</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.548Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>account.6ecad6ad6baa430380737c5945073b7b</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>157088.875000</td>\n",
       "      <td>155635.156250</td>\n",
       "      <td>687.957825</td>\n",
       "      <td>maxingda2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.616Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>account.fb264769b99942dc98a9bdf6a0e11a5f</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>109106.273438</td>\n",
       "      <td>82253.351562</td>\n",
       "      <td>3444.568115</td>\n",
       "      <td>Chaow66</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.616Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>account.d1e608afeaa942c593206ed1c1ff9340</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155880.187500</td>\n",
       "      <td>156423.312500</td>\n",
       "      <td>691.709961</td>\n",
       "      <td>choushin</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.616Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>account.6057004907c2449690229f0c6feba056</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>138788.093750</td>\n",
       "      <td>55556.097656</td>\n",
       "      <td>683.899963</td>\n",
       "      <td>EZ4ENCE-ACE</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.616Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>account.989d71e5c7254e4491193599e69bf896</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108905.976562</td>\n",
       "      <td>82402.234375</td>\n",
       "      <td>3492.968018</td>\n",
       "      <td>WAD-LUBENWEI</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.649Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>account.ddd98290ead44523b66a9b9037b7f056</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108978.000000</td>\n",
       "      <td>83285.218750</td>\n",
       "      <td>3597.955322</td>\n",
       "      <td>tyydada</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.682Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>account.a11c41ea944e482fad8e639e4d057433</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>156952.437500</td>\n",
       "      <td>156506.171875</td>\n",
       "      <td>689.048340</td>\n",
       "      <td>Flowers101</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.716Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>account.477409ba0800499084753b32f518f1b9</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108536.726562</td>\n",
       "      <td>83283.367188</td>\n",
       "      <td>3647.220459</td>\n",
       "      <td>shou-shadiao</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.716Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>account.2c4639e845f846e39719ca38073b766a</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>156929.000000</td>\n",
       "      <td>156682.203125</td>\n",
       "      <td>690.010010</td>\n",
       "      <td>Nebula-sizhi</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.716Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>account.4a70385f0369495299743693837d2454</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108205.859375</td>\n",
       "      <td>82312.632812</td>\n",
       "      <td>3513.448242</td>\n",
       "      <td>yeluo1-_</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.716Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>account.ca5d6f13f4294fdaabe42e5d3ad7bb9d</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108572.812500</td>\n",
       "      <td>82646.335938</td>\n",
       "      <td>3565.280762</td>\n",
       "      <td>Bixin-kino</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.750Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>account.06ee88565294466c9c1295d5fedcd4a0</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108366.898438</td>\n",
       "      <td>82172.445312</td>\n",
       "      <td>3465.501465</td>\n",
       "      <td>weiqi001</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.750Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>account.e2d0007edc3147c0b95c1826bfb33d93</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>156961.671875</td>\n",
       "      <td>156216.656250</td>\n",
       "      <td>687.806763</td>\n",
       "      <td>TyRoneass</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.782Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>account.765917772fe14056a5a492fc8c769727</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108791.320312</td>\n",
       "      <td>83311.250000</td>\n",
       "      <td>3622.085693</td>\n",
       "      <td>hughmy</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.817Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>account.ac18c965afde4542aa49d5edb92d1207</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155906.843750</td>\n",
       "      <td>156347.875000</td>\n",
       "      <td>691.254883</td>\n",
       "      <td>zhangjiawang7001</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.817Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>account.77758759a2614dc5bfbc4a2aa4699fcd</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>109207.109375</td>\n",
       "      <td>83342.351562</td>\n",
       "      <td>3568.689453</td>\n",
       "      <td>SanYueRuChu</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.817Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>account.c289c5d1d8c34ce7bb872d1484a1ecff</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>138258.718750</td>\n",
       "      <td>55702.855469</td>\n",
       "      <td>683.901001</td>\n",
       "      <td>guanliteng</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.817Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>account.a6c3f5f9029b4a7e9c4ec864db535b81</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>138580.421875</td>\n",
       "      <td>56501.046875</td>\n",
       "      <td>683.900513</td>\n",
       "      <td>Dahanzazhong</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.884Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>account.86ed7ef014054cd4b40d385b720b6eae</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>138887.218750</td>\n",
       "      <td>55819.437500</td>\n",
       "      <td>683.899963</td>\n",
       "      <td>lsySA</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.917Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>account.a9c24091044f45008878744699f3654a</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155977.015625</td>\n",
       "      <td>156504.750000</td>\n",
       "      <td>691.109985</td>\n",
       "      <td>regdfdfg</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.951Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>account.0881464d614e4943bcbf8873bde6abfb</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108851.679688</td>\n",
       "      <td>82822.609375</td>\n",
       "      <td>3563.504639</td>\n",
       "      <td>yuanlonglin</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:52.985Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>account.6f142a87fe914be9b7e287b36a188d81</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108487.750000</td>\n",
       "      <td>82787.257812</td>\n",
       "      <td>3593.175537</td>\n",
       "      <td>anduu88</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:53.051Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>account.d8a8c70793f440a59e82af82d80cd1c5</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>108200.726562</td>\n",
       "      <td>82650.726562</td>\n",
       "      <td>3585.529541</td>\n",
       "      <td>Emperor99123</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:12:53.051Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2954</th>\n",
       "      <td>account.a11c41ea944e482fad8e639e4d057433</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>123694.460938</td>\n",
       "      <td>87022.476562</td>\n",
       "      <td>3925.069824</td>\n",
       "      <td>Flowers101</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:02.811Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>961.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2955</th>\n",
       "      <td>account.477409ba0800499084753b32f518f1b9</td>\n",
       "      <td>1.600002</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>113816.734375</td>\n",
       "      <td>96860.539062</td>\n",
       "      <td>3393.319824</td>\n",
       "      <td>shou-shadiao</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:02.811Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>961.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2956</th>\n",
       "      <td>account.ac18c965afde4542aa49d5edb92d1207</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>105504.734375</td>\n",
       "      <td>78574.804688</td>\n",
       "      <td>3182.099854</td>\n",
       "      <td>zhangjiawang7001</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:02.943Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>962.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2957</th>\n",
       "      <td>account.6b126f2e04ae470dba537c8565d71b34</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>120661.437500</td>\n",
       "      <td>93895.375000</td>\n",
       "      <td>3466.229980</td>\n",
       "      <td>white98kai1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:04.211Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>963.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2958</th>\n",
       "      <td>account.b886ac9f7d464fc8be9d6737e05716e5</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>115839.726562</td>\n",
       "      <td>97127.007812</td>\n",
       "      <td>3413.139893</td>\n",
       "      <td>Deadsuve</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:04.278Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>963.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2959</th>\n",
       "      <td>account.152c19dec2cf4f9284d1ca80e11979cc</td>\n",
       "      <td>61.548141</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>120581.335938</td>\n",
       "      <td>93568.835938</td>\n",
       "      <td>3286.750000</td>\n",
       "      <td>hgqhq666</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:12.550Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>971.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2960</th>\n",
       "      <td>account.f20a9c53a9ef4f668e43ad1a26e368b6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>113945.195312</td>\n",
       "      <td>97438.109375</td>\n",
       "      <td>3394.889893</td>\n",
       "      <td>20191125goumai</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:12.616Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>971.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2961</th>\n",
       "      <td>account.477409ba0800499084753b32f518f1b9</td>\n",
       "      <td>1.600002</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>113245.937500</td>\n",
       "      <td>94159.796875</td>\n",
       "      <td>3300.399902</td>\n",
       "      <td>shou-shadiao</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:12.817Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>971.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2962</th>\n",
       "      <td>account.a11c41ea944e482fad8e639e4d057433</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>122884.117188</td>\n",
       "      <td>88640.968750</td>\n",
       "      <td>3833.199951</td>\n",
       "      <td>Flowers101</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:12.818Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>971.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963</th>\n",
       "      <td>account.2c4639e845f846e39719ca38073b766a</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>109285.515625</td>\n",
       "      <td>82373.851562</td>\n",
       "      <td>3408.159912</td>\n",
       "      <td>Nebula-sizhi</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:12.818Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>971.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2964</th>\n",
       "      <td>account.ac18c965afde4542aa49d5edb92d1207</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>105504.734375</td>\n",
       "      <td>78574.804688</td>\n",
       "      <td>3182.099854</td>\n",
       "      <td>zhangjiawang7001</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:12.917Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>971.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2965</th>\n",
       "      <td>account.6b126f2e04ae470dba537c8565d71b34</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>121125.054688</td>\n",
       "      <td>92387.187500</td>\n",
       "      <td>3260.109863</td>\n",
       "      <td>white98kai1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:14.212Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>973.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2966</th>\n",
       "      <td>account.b886ac9f7d464fc8be9d6737e05716e5</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>115970.164062</td>\n",
       "      <td>96431.820312</td>\n",
       "      <td>3340.619873</td>\n",
       "      <td>Deadsuve</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:14.245Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>973.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2967</th>\n",
       "      <td>account.152c19dec2cf4f9284d1ca80e11979cc</td>\n",
       "      <td>61.548141</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>119965.906250</td>\n",
       "      <td>93334.460938</td>\n",
       "      <td>3415.639893</td>\n",
       "      <td>hgqhq666</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:22.564Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>981.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2968</th>\n",
       "      <td>account.477409ba0800499084753b32f518f1b9</td>\n",
       "      <td>1.600002</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>113405.796875</td>\n",
       "      <td>92871.750000</td>\n",
       "      <td>3292.899902</td>\n",
       "      <td>shou-shadiao</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:22.834Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>981.0</td>\n",
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       "    <tr>\n",
       "      <th>2969</th>\n",
       "      <td>account.2c4639e845f846e39719ca38073b766a</td>\n",
       "      <td>100.000000</td>\n",
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       "      <td>109987.015625</td>\n",
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       "      <td>0</td>\n",
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       "      <td>2020-04-04T00:30:22.834Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>981.0</td>\n",
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       "      <td>6.5</td>\n",
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       "    <tr>\n",
       "      <th>2970</th>\n",
       "      <td>account.a11c41ea944e482fad8e639e4d057433</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>121546.625000</td>\n",
       "      <td>89055.476562</td>\n",
       "      <td>3733.260010</td>\n",
       "      <td>Flowers101</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:22.835Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>981.0</td>\n",
       "      <td>6.0</td>\n",
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       "      <td>6.5</td>\n",
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       "    <tr>\n",
       "      <th>2971</th>\n",
       "      <td>account.6b126f2e04ae470dba537c8565d71b34</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>121488.929688</td>\n",
       "      <td>90908.625000</td>\n",
       "      <td>3359.049805</td>\n",
       "      <td>white98kai1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:24.240Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>982.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
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       "    <tr>\n",
       "      <th>2972</th>\n",
       "      <td>account.b886ac9f7d464fc8be9d6737e05716e5</td>\n",
       "      <td>44.720001</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>113976.515625</td>\n",
       "      <td>92927.328125</td>\n",
       "      <td>3275.629883</td>\n",
       "      <td>Deadsuve</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:24.274Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>983.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
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       "    <tr>\n",
       "      <th>2973</th>\n",
       "      <td>account.152c19dec2cf4f9284d1ca80e11979cc</td>\n",
       "      <td>61.548141</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>120041.765625</td>\n",
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       "      <td>1</td>\n",
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       "      <td>2020-04-04T00:30:32.556Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
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       "      <th>2974</th>\n",
       "      <td>account.a11c41ea944e482fad8e639e4d057433</td>\n",
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       "      <td>88649.281250</td>\n",
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       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:32.825Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>990.0</td>\n",
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       "    <tr>\n",
       "      <th>2975</th>\n",
       "      <td>account.2c4639e845f846e39719ca38073b766a</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>False</td>\n",
       "      <td>110514.593750</td>\n",
       "      <td>86214.445312</td>\n",
       "      <td>3170.149902</td>\n",
       "      <td>Nebula-sizhi</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:32.825Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>990.0</td>\n",
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       "      <th>2976</th>\n",
       "      <td>account.6b126f2e04ae470dba537c8565d71b34</td>\n",
       "      <td>100.000000</td>\n",
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       "      <td>90920.015625</td>\n",
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       "      <td>white98kai1</td>\n",
       "      <td>1</td>\n",
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       "      <td>2020-04-04T00:30:34.224Z</td>\n",
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       "      <th>2977</th>\n",
       "      <td>account.b886ac9f7d464fc8be9d6737e05716e5</td>\n",
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       "      <td>True</td>\n",
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       "      <td>3269.219971</td>\n",
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       "      <td>1</td>\n",
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       "      <td>2020-04-04T00:30:34.257Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
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       "      <td>990.0</td>\n",
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       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>2978</th>\n",
       "      <td>account.152c19dec2cf4f9284d1ca80e11979cc</td>\n",
       "      <td>61.548141</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>118869.156250</td>\n",
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       "      <td>1</td>\n",
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       "      <td>2020-04-04T00:30:42.542Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>990.0</td>\n",
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       "      <td>None</td>\n",
       "      <td>6.5</td>\n",
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       "    <tr>\n",
       "      <th>2979</th>\n",
       "      <td>account.a11c41ea944e482fad8e639e4d057433</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
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       "      <td>119691.414062</td>\n",
       "      <td>88079.007812</td>\n",
       "      <td>3398.589844</td>\n",
       "      <td>Flowers101</td>\n",
       "      <td>1</td>\n",
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       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:42.840Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>990.0</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>6.5</td>\n",
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       "    <tr>\n",
       "      <th>2980</th>\n",
       "      <td>account.6b126f2e04ae470dba537c8565d71b34</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>118488.906250</td>\n",
       "      <td>89535.000000</td>\n",
       "      <td>3241.000000</td>\n",
       "      <td>white98kai1</td>\n",
       "      <td>1</td>\n",
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       "      <td>2020-04-04T00:30:44.230Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>990.0</td>\n",
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       "    <tr>\n",
       "      <th>2981</th>\n",
       "      <td>account.b886ac9f7d464fc8be9d6737e05716e5</td>\n",
       "      <td>43.720001</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>115814.093750</td>\n",
       "      <td>91801.648438</td>\n",
       "      <td>3110.020020</td>\n",
       "      <td>Deadsuve</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>2020-04-04T00:30:44.264Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
       "      <td>990.0</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>6.5</td>\n",
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       "    <tr>\n",
       "      <th>2982</th>\n",
       "      <td>account.152c19dec2cf4f9284d1ca80e11979cc</td>\n",
       "      <td>61.548141</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>118869.156250</td>\n",
       "      <td>90163.484375</td>\n",
       "      <td>3223.579834</td>\n",
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       "      <td>1</td>\n",
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       "      <td>2020-04-04T00:30:52.558Z</td>\n",
       "      <td>LogPlayerPosition</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2983</th>\n",
       "      <td>account.a11c41ea944e482fad8e639e4d057433</td>\n",
       "      <td>100.000000</td>\n",
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       "      <td>2020-04-04T00:30:52.822Z</td>\n",
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       "      <td>990.0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2984 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     accountId      health  isInBlueZone  \\\n",
       "0     account.226eb740251a4cc29c599c80f50338da  100.000000         False   \n",
       "1     account.152c19dec2cf4f9284d1ca80e11979cc  100.000000         False   \n",
       "2     account.eeb2cf1b27864e1ba6d9dd228925a505  100.000000         False   \n",
       "3     account.c67c01f25e8b42c4b750c43d4df9f9bb  100.000000         False   \n",
       "4     account.f20a9c53a9ef4f668e43ad1a26e368b6  100.000000         False   \n",
       "5     account.086cda2e657347099b5d6f4be03f4be4  100.000000         False   \n",
       "6     account.0c2c759549a54d3abb1eb79a95373fc5  100.000000         False   \n",
       "7     account.6ecad6ad6baa430380737c5945073b7b  100.000000         False   \n",
       "8     account.fb264769b99942dc98a9bdf6a0e11a5f  100.000000         False   \n",
       "9     account.d1e608afeaa942c593206ed1c1ff9340  100.000000         False   \n",
       "10    account.6057004907c2449690229f0c6feba056  100.000000         False   \n",
       "11    account.989d71e5c7254e4491193599e69bf896  100.000000         False   \n",
       "12    account.ddd98290ead44523b66a9b9037b7f056  100.000000         False   \n",
       "13    account.a11c41ea944e482fad8e639e4d057433  100.000000         False   \n",
       "14    account.477409ba0800499084753b32f518f1b9  100.000000         False   \n",
       "15    account.2c4639e845f846e39719ca38073b766a  100.000000         False   \n",
       "16    account.4a70385f0369495299743693837d2454  100.000000         False   \n",
       "17    account.ca5d6f13f4294fdaabe42e5d3ad7bb9d  100.000000         False   \n",
       "18    account.06ee88565294466c9c1295d5fedcd4a0  100.000000         False   \n",
       "19    account.e2d0007edc3147c0b95c1826bfb33d93  100.000000         False   \n",
       "20    account.765917772fe14056a5a492fc8c769727  100.000000         False   \n",
       "21    account.ac18c965afde4542aa49d5edb92d1207  100.000000         False   \n",
       "22    account.77758759a2614dc5bfbc4a2aa4699fcd  100.000000         False   \n",
       "23    account.c289c5d1d8c34ce7bb872d1484a1ecff  100.000000         False   \n",
       "24    account.a6c3f5f9029b4a7e9c4ec864db535b81  100.000000         False   \n",
       "25    account.86ed7ef014054cd4b40d385b720b6eae  100.000000         False   \n",
       "26    account.a9c24091044f45008878744699f3654a  100.000000         False   \n",
       "27    account.0881464d614e4943bcbf8873bde6abfb  100.000000         False   \n",
       "28    account.6f142a87fe914be9b7e287b36a188d81  100.000000         False   \n",
       "29    account.d8a8c70793f440a59e82af82d80cd1c5  100.000000         False   \n",
       "...                                        ...         ...           ...   \n",
       "2954  account.a11c41ea944e482fad8e639e4d057433  100.000000         False   \n",
       "2955  account.477409ba0800499084753b32f518f1b9    1.600002         False   \n",
       "2956  account.ac18c965afde4542aa49d5edb92d1207    0.000000         False   \n",
       "2957  account.6b126f2e04ae470dba537c8565d71b34  100.000000         False   \n",
       "2958  account.b886ac9f7d464fc8be9d6737e05716e5  100.000000         False   \n",
       "2959  account.152c19dec2cf4f9284d1ca80e11979cc   61.548141         False   \n",
       "2960  account.f20a9c53a9ef4f668e43ad1a26e368b6    0.000000         False   \n",
       "2961  account.477409ba0800499084753b32f518f1b9    1.600002         False   \n",
       "2962  account.a11c41ea944e482fad8e639e4d057433  100.000000         False   \n",
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       "2967  account.152c19dec2cf4f9284d1ca80e11979cc   61.548141         False   \n",
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       "2969  account.2c4639e845f846e39719ca38073b766a  100.000000         False   \n",
       "2970  account.a11c41ea944e482fad8e639e4d057433  100.000000         False   \n",
       "2971  account.6b126f2e04ae470dba537c8565d71b34  100.000000         False   \n",
       "2972  account.b886ac9f7d464fc8be9d6737e05716e5   44.720001         False   \n",
       "2973  account.152c19dec2cf4f9284d1ca80e11979cc   61.548141         False   \n",
       "2974  account.a11c41ea944e482fad8e639e4d057433  100.000000         False   \n",
       "2975  account.2c4639e845f846e39719ca38073b766a    0.000000         False   \n",
       "2976  account.6b126f2e04ae470dba537c8565d71b34  100.000000         False   \n",
       "2977  account.b886ac9f7d464fc8be9d6737e05716e5   41.720001          True   \n",
       "2978  account.152c19dec2cf4f9284d1ca80e11979cc   61.548141         False   \n",
       "2979  account.a11c41ea944e482fad8e639e4d057433  100.000000         False   \n",
       "2980  account.6b126f2e04ae470dba537c8565d71b34  100.000000         False   \n",
       "2981  account.b886ac9f7d464fc8be9d6737e05716e5   43.720001         False   \n",
       "2982  account.152c19dec2cf4f9284d1ca80e11979cc   61.548141         False   \n",
       "2983  account.a11c41ea944e482fad8e639e4d057433  100.000000         False   \n",
       "\n",
       "      isInRedZone     location.x     location.y   location.z  \\\n",
       "0           False  137763.281250   55902.640625   690.899963   \n",
       "1           False  155942.406250  156149.906250   690.150757   \n",
       "2           False  138248.328125   55782.304688   683.901001   \n",
       "3           False  108976.484375   83090.828125  3581.699951   \n",
       "4           False  108310.843750   82946.101562  3621.921387   \n",
       "5           False  137976.109375   56154.988281   683.899963   \n",
       "6           False  156463.359375  156064.703125   687.025757   \n",
       "7           False  157088.875000  155635.156250   687.957825   \n",
       "8           False  109106.273438   82253.351562  3444.568115   \n",
       "9           False  155880.187500  156423.312500   691.709961   \n",
       "10          False  138788.093750   55556.097656   683.899963   \n",
       "11          False  108905.976562   82402.234375  3492.968018   \n",
       "12          False  108978.000000   83285.218750  3597.955322   \n",
       "13          False  156952.437500  156506.171875   689.048340   \n",
       "14          False  108536.726562   83283.367188  3647.220459   \n",
       "15          False  156929.000000  156682.203125   690.010010   \n",
       "16          False  108205.859375   82312.632812  3513.448242   \n",
       "17          False  108572.812500   82646.335938  3565.280762   \n",
       "18          False  108366.898438   82172.445312  3465.501465   \n",
       "19          False  156961.671875  156216.656250   687.806763   \n",
       "20          False  108791.320312   83311.250000  3622.085693   \n",
       "21          False  155906.843750  156347.875000   691.254883   \n",
       "22          False  109207.109375   83342.351562  3568.689453   \n",
       "23          False  138258.718750   55702.855469   683.901001   \n",
       "24          False  138580.421875   56501.046875   683.900513   \n",
       "25          False  138887.218750   55819.437500   683.899963   \n",
       "26          False  155977.015625  156504.750000   691.109985   \n",
       "27          False  108851.679688   82822.609375  3563.504639   \n",
       "28          False  108487.750000   82787.257812  3593.175537   \n",
       "29          False  108200.726562   82650.726562  3585.529541   \n",
       "...           ...            ...            ...          ...   \n",
       "2954        False  123694.460938   87022.476562  3925.069824   \n",
       "2955        False  113816.734375   96860.539062  3393.319824   \n",
       "2956        False  105504.734375   78574.804688  3182.099854   \n",
       "2957        False  120661.437500   93895.375000  3466.229980   \n",
       "2958        False  115839.726562   97127.007812  3413.139893   \n",
       "2959        False  120581.335938   93568.835938  3286.750000   \n",
       "2960        False  113945.195312   97438.109375  3394.889893   \n",
       "2961        False  113245.937500   94159.796875  3300.399902   \n",
       "2962        False  122884.117188   88640.968750  3833.199951   \n",
       "2963        False  109285.515625   82373.851562  3408.159912   \n",
       "2964        False  105504.734375   78574.804688  3182.099854   \n",
       "2965        False  121125.054688   92387.187500  3260.109863   \n",
       "2966        False  115970.164062   96431.820312  3340.619873   \n",
       "2967        False  119965.906250   93334.460938  3415.639893   \n",
       "2968        False  113405.796875   92871.750000  3292.899902   \n",
       "2969        False  109987.015625   87269.398438  3158.829834   \n",
       "2970        False  121546.625000   89055.476562  3733.260010   \n",
       "2971        False  121488.929688   90908.625000  3359.049805   \n",
       "2972        False  113976.515625   92927.328125  3275.629883   \n",
       "2973        False  120041.765625   91188.578125  3312.139893   \n",
       "2974        False  121591.273438   88649.281250  3820.089844   \n",
       "2975        False  110514.593750   86214.445312  3170.149902   \n",
       "2976        False  120804.718750   90920.015625  3379.219971   \n",
       "2977        False  113551.585938   93125.445312  3269.219971   \n",
       "2978        False  118869.156250   90163.484375  3223.579834   \n",
       "2979        False  119691.414062   88079.007812  3398.589844   \n",
       "2980        False  118488.906250   89535.000000  3241.000000   \n",
       "2981        False  115814.093750   91801.648438  3110.020020   \n",
       "2982        False  118869.156250   90163.484375  3223.579834   \n",
       "2983        False  119691.414062   88079.007812  3398.589844   \n",
       "\n",
       "                  name  ranking  teamId zone                        _D  \\\n",
       "0         AwesomeGarfi        0       4   []  2020-04-04T00:12:52.448Z   \n",
       "1             hgqhq666        0       2   []  2020-04-04T00:12:52.448Z   \n",
       "2         CCCCCCCCNMMB        0       4   []  2020-04-04T00:12:52.448Z   \n",
       "3       yuanshouguilai        0       5   []  2020-04-04T00:12:52.516Z   \n",
       "4       20191125goumai        0       3   []  2020-04-04T00:12:52.516Z   \n",
       "5            Talent-Bt        0       9   []  2020-04-04T00:12:52.548Z   \n",
       "6     Petrichor_sks777        0       6   []  2020-04-04T00:12:52.548Z   \n",
       "7            maxingda2        0       6   []  2020-04-04T00:12:52.616Z   \n",
       "8              Chaow66        0       5   []  2020-04-04T00:12:52.616Z   \n",
       "9             choushin        0      13   []  2020-04-04T00:12:52.616Z   \n",
       "10         EZ4ENCE-ACE        0      11   []  2020-04-04T00:12:52.616Z   \n",
       "11        WAD-LUBENWEI        0       7   []  2020-04-04T00:12:52.649Z   \n",
       "12             tyydada        0       7   []  2020-04-04T00:12:52.682Z   \n",
       "13          Flowers101        0       2   []  2020-04-04T00:12:52.716Z   \n",
       "14        shou-shadiao        0       8   []  2020-04-04T00:12:52.716Z   \n",
       "15        Nebula-sizhi        0       6   []  2020-04-04T00:12:52.716Z   \n",
       "16            yeluo1-_        0       8   []  2020-04-04T00:12:52.716Z   \n",
       "17          Bixin-kino        0       3   []  2020-04-04T00:12:52.750Z   \n",
       "18            weiqi001        0       8   []  2020-04-04T00:12:52.750Z   \n",
       "19           TyRoneass        0       1   []  2020-04-04T00:12:52.782Z   \n",
       "20              hughmy        0       8   []  2020-04-04T00:12:52.817Z   \n",
       "21    zhangjiawang7001        0       6   []  2020-04-04T00:12:52.817Z   \n",
       "22         SanYueRuChu        0       3   []  2020-04-04T00:12:52.817Z   \n",
       "23          guanliteng        0      11   []  2020-04-04T00:12:52.817Z   \n",
       "24        Dahanzazhong        0      10   []  2020-04-04T00:12:52.884Z   \n",
       "25               lsySA        0      14   []  2020-04-04T00:12:52.917Z   \n",
       "26            regdfdfg        0      15   []  2020-04-04T00:12:52.951Z   \n",
       "27         yuanlonglin        0      16   []  2020-04-04T00:12:52.985Z   \n",
       "28             anduu88        0       7   []  2020-04-04T00:12:53.051Z   \n",
       "29        Emperor99123        0      12   []  2020-04-04T00:12:53.051Z   \n",
       "...                ...      ...     ...  ...                       ...   \n",
       "2954        Flowers101        0       2   []  2020-04-04T00:30:02.811Z   \n",
       "2955      shou-shadiao        0       8   []  2020-04-04T00:30:02.811Z   \n",
       "2956  zhangjiawang7001        0       6   []  2020-04-04T00:30:02.943Z   \n",
       "2957       white98kai1        0       2   []  2020-04-04T00:30:04.211Z   \n",
       "2958          Deadsuve        0       2   []  2020-04-04T00:30:04.278Z   \n",
       "2959          hgqhq666        0       2   []  2020-04-04T00:30:12.550Z   \n",
       "2960    20191125goumai        4       3   []  2020-04-04T00:30:12.616Z   \n",
       "2961      shou-shadiao        0       8   []  2020-04-04T00:30:12.817Z   \n",
       "2962        Flowers101        0       2   []  2020-04-04T00:30:12.818Z   \n",
       "2963      Nebula-sizhi        0       6   []  2020-04-04T00:30:12.818Z   \n",
       "2964  zhangjiawang7001        0       6   []  2020-04-04T00:30:12.917Z   \n",
       "2965       white98kai1        0       2   []  2020-04-04T00:30:14.212Z   \n",
       "2966          Deadsuve        0       2   []  2020-04-04T00:30:14.245Z   \n",
       "2967          hgqhq666        0       2   []  2020-04-04T00:30:22.564Z   \n",
       "2968      shou-shadiao        0       8   []  2020-04-04T00:30:22.834Z   \n",
       "2969      Nebula-sizhi        0       6   []  2020-04-04T00:30:22.834Z   \n",
       "2970        Flowers101        0       2   []  2020-04-04T00:30:22.835Z   \n",
       "2971       white98kai1        0       2   []  2020-04-04T00:30:24.240Z   \n",
       "2972          Deadsuve        0       2   []  2020-04-04T00:30:24.274Z   \n",
       "2973          hgqhq666        1       2   []  2020-04-04T00:30:32.556Z   \n",
       "2974        Flowers101        1       2   []  2020-04-04T00:30:32.825Z   \n",
       "2975      Nebula-sizhi        2       6   []  2020-04-04T00:30:32.825Z   \n",
       "2976       white98kai1        1       2   []  2020-04-04T00:30:34.224Z   \n",
       "2977          Deadsuve        1       2   []  2020-04-04T00:30:34.257Z   \n",
       "2978          hgqhq666        1       2   []  2020-04-04T00:30:42.542Z   \n",
       "2979        Flowers101        1       2   []  2020-04-04T00:30:42.840Z   \n",
       "2980       white98kai1        1       2   []  2020-04-04T00:30:44.230Z   \n",
       "2981          Deadsuve        1       2   []  2020-04-04T00:30:44.264Z   \n",
       "2982          hgqhq666        1       2   []  2020-04-04T00:30:52.558Z   \n",
       "2983        Flowers101        1       2   []  2020-04-04T00:30:52.822Z   \n",
       "\n",
       "                     _T  distance  elapsedTime  numAlivePlayers vehicle  \\\n",
       "0     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "1     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "2     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "3     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "4     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "5     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "6     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "7     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "8     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "9     LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "10    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "11    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "12    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "13    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "14    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "15    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "16    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "17    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "18    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "19    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "20    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "21    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "22    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "23    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "24    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "25    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "26    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "27    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "28    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "29    LogPlayerPosition       NaN          0.0             59.0    None   \n",
       "...                 ...       ...          ...              ...     ...   \n",
       "2954  LogPlayerPosition       NaN        961.0              6.0    None   \n",
       "2955  LogPlayerPosition       NaN        961.0              6.0    None   \n",
       "2956  LogPlayerPosition       NaN        962.0              6.0    None   \n",
       "2957  LogPlayerPosition       NaN        963.0              6.0    None   \n",
       "2958  LogPlayerPosition       NaN        963.0              6.0    None   \n",
       "2959  LogPlayerPosition       NaN        971.0              6.0    None   \n",
       "2960  LogPlayerPosition       NaN        971.0              6.0    None   \n",
       "2961  LogPlayerPosition       NaN        971.0              6.0    None   \n",
       "2962  LogPlayerPosition       NaN        971.0              6.0    None   \n",
       "2963  LogPlayerPosition       NaN        971.0              6.0    None   \n",
       "2964  LogPlayerPosition       NaN        971.0              6.0    None   \n",
       "2965  LogPlayerPosition       NaN        973.0              6.0    None   \n",
       "2966  LogPlayerPosition       NaN        973.0              6.0    None   \n",
       "2967  LogPlayerPosition       NaN        981.0              6.0    None   \n",
       "2968  LogPlayerPosition       NaN        981.0              6.0    None   \n",
       "2969  LogPlayerPosition       NaN        981.0              6.0    None   \n",
       "2970  LogPlayerPosition       NaN        981.0              6.0    None   \n",
       "2971  LogPlayerPosition       NaN        982.0              5.0    None   \n",
       "2972  LogPlayerPosition       NaN        983.0              5.0    None   \n",
       "2973  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2974  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2975  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2976  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2977  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2978  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2979  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2980  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2981  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2982  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "2983  LogPlayerPosition       NaN        990.0              4.0    None   \n",
       "\n",
       "      isGame  \n",
       "0        0.0  \n",
       "1        0.0  \n",
       "2        0.0  \n",
       "3        0.0  \n",
       "4        0.0  \n",
       "5        0.0  \n",
       "6        0.0  \n",
       "7        0.0  \n",
       "8        0.0  \n",
       "9        0.0  \n",
       "10       0.0  \n",
       "11       0.0  \n",
       "12       0.0  \n",
       "13       0.0  \n",
       "14       0.0  \n",
       "15       0.0  \n",
       "16       0.0  \n",
       "17       0.0  \n",
       "18       0.0  \n",
       "19       0.0  \n",
       "20       0.0  \n",
       "21       0.0  \n",
       "22       0.0  \n",
       "23       0.0  \n",
       "24       0.0  \n",
       "25       0.0  \n",
       "26       0.0  \n",
       "27       0.0  \n",
       "28       0.0  \n",
       "29       0.0  \n",
       "...      ...  \n",
       "2954     6.5  \n",
       "2955     6.5  \n",
       "2956     6.5  \n",
       "2957     6.5  \n",
       "2958     6.5  \n",
       "2959     6.5  \n",
       "2960     6.5  \n",
       "2961     6.5  \n",
       "2962     6.5  \n",
       "2963     6.5  \n",
       "2964     6.5  \n",
       "2965     6.5  \n",
       "2966     6.5  \n",
       "2967     6.5  \n",
       "2968     6.5  \n",
       "2969     6.5  \n",
       "2970     6.5  \n",
       "2971     6.5  \n",
       "2972     6.5  \n",
       "2973     6.5  \n",
       "2974     6.5  \n",
       "2975     6.5  \n",
       "2976     6.5  \n",
       "2977     6.5  \n",
       "2978     6.5  \n",
       "2979     6.5  \n",
       "2980     6.5  \n",
       "2981     6.5  \n",
       "2982     6.5  \n",
       "2983     6.5  \n",
       "\n",
       "[2984 rows x 18 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_match_stats(match_stat):\n",
    "  match_id = match_stat['data']['dc091607-685f-49f4-8f95-eb29f353d580']\n",
    "  match_attributes = match_stat['data']['attributes']\n",
    "  print(\"match_id: dc091607-685f-49f4-8f95-eb29f353d580\")\n",
    "  print(json.dumps(match_attributes, sort_keys=False, indent=4))\n",
    "  return "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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