notebook_migrate_exp_to_v7.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9c599d5c-925e-40e1-aac8-ec59048106b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import pymongo\n",
    "from pymongo.database import Database\n",
    "from pymongo.collection import Collection\n",
    "from time import time\n",
    "import datetime\n",
    "with open(\"watermelon.config\", \"rb\") as f:\n",
    "    js = json.load(f)\n",
    "    mongo_key: str = js[\"mongo_key\"]\n",
    "    prefix: str = js[\"prefix\"]\n",
    "\n",
    "if prefix in [\"w?\", \"t?\"]:  # only access mongodb for w? and t?\n",
    "    client = pymongo.MongoClient(mongo_key)\n",
    "    db: Database = client.get_database(\"AlexMindustry\")\n",
    "    expgains: Collection = db[\"expgains\"]\n",
    "    convertedexp: Collection = db[\"convertedexp\"]\n",
    "    # V7 stuff\n",
    "    expv7: Collection = db[\"expv7\"]\n",
    "    convertedexpv7: Collection = db[\"convertedexpv7\"]\n",
    "    ingamecosmeticsv7: Collection = db[\"ingamecosmeticsv7\"]\n",
    "    serverplayerupdates: Collection = db[\"serverplayerupdates\"]\n",
    "    hexv7: Collection = db[\"hexdataV7\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "482d3b50-3ffc-453a-8c45-99af16359f17",
   "metadata": {},
   "outputs": [],
   "source": [
    "t1=time()\n",
    "alexid=612861256189083669\n",
    "xxx1=315764312700485632 #cohl\n",
    "xxx2=1185756027929501718 #cen\n",
    "duuid=alexid\n",
    "t2=time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "db82a9fd-fb03-4899-85c7-e1a9cf5ea3dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 0 ns\n",
      "Wall time: 3.02 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "docs = hexv7.find()\n",
    "listt = []\n",
    "for d in docs:\n",
    "    listt.append(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "54411ece-30e8-47b4-a993-04a19cf3eaae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "833"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(listt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "febb785e-5949-4290-b361-adf535972b1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'_id': ObjectId('658ee8de4c86942c340ee9aa'),\n",
       " 'muuid': 'N5zus9WOzUoAAAAAqxfv3w==',\n",
       " 'musername': 'alex v.v',\n",
       " 'date': datetime.datetime(2023, 12, 29, 15, 42, 22, 207000),\n",
       " 'currMMR': 943,\n",
       " 'dates': [datetime.datetime(2023, 12, 29, 16, 28, 29, 152000),\n",
       "  datetime.datetime(2023, 12, 29, 16, 48, 44, 436000),\n",
       "  datetime.datetime(2023, 12, 30, 1, 28, 29, 699000),\n",
       "  datetime.datetime(2023, 12, 30, 2, 2, 8, 525000),\n",
       "  datetime.datetime(2023, 12, 30, 2, 42, 25, 201000),\n",
       "  datetime.datetime(2023, 12, 30, 5, 26, 13, 296000),\n",
       "  datetime.datetime(2023, 12, 30, 5, 51, 27, 134000),\n",
       "  datetime.datetime(2023, 12, 30, 6, 31, 44, 229000),\n",
       "  datetime.datetime(2023, 12, 30, 7, 23, 24, 517000),\n",
       "  datetime.datetime(2023, 12, 30, 8, 31, 9, 698000),\n",
       "  datetime.datetime(2023, 12, 30, 9, 11, 26, 541000),\n",
       "  datetime.datetime(2023, 12, 30, 9, 51, 43, 727000),\n",
       "  datetime.datetime(2023, 12, 30, 10, 32, 0, 744000),\n",
       "  datetime.datetime(2023, 12, 30, 11, 5, 48, 741000),\n",
       "  datetime.datetime(2023, 12, 30, 11, 46, 6, 287000),\n",
       "  datetime.datetime(2023, 12, 30, 12, 26, 23, 539000),\n",
       "  datetime.datetime(2023, 12, 30, 13, 6, 41, 20000),\n",
       "  datetime.datetime(2023, 12, 30, 13, 46, 57, 599000),\n",
       "  datetime.datetime(2023, 12, 30, 14, 27, 14, 106000),\n",
       "  datetime.datetime(2023, 12, 30, 16, 26, 4, 883000),\n",
       "  datetime.datetime(2023, 12, 30, 17, 4, 32, 309000),\n",
       "  datetime.datetime(2023, 12, 30, 17, 21, 57, 738000),\n",
       "  datetime.datetime(2023, 12, 30, 18, 2, 14, 743000),\n",
       "  datetime.datetime(2023, 12, 30, 18, 42, 31, 832000),\n",
       "  datetime.datetime(2023, 12, 30, 19, 43, 28, 615000),\n",
       "  datetime.datetime(2023, 12, 31, 1, 54, 29, 860000)],\n",
       " 'losswinrank': [1,\n",
       "  2,\n",
       "  1,\n",
       "  2,\n",
       "  0,\n",
       "  1,\n",
       "  1,\n",
       "  3,\n",
       "  1,\n",
       "  2,\n",
       "  3,\n",
       "  1,\n",
       "  6,\n",
       "  2,\n",
       "  3,\n",
       "  3,\n",
       "  3,\n",
       "  4,\n",
       "  5,\n",
       "  1,\n",
       "  5,\n",
       "  1,\n",
       "  5,\n",
       "  0,\n",
       "  0,\n",
       "  0],\n",
       " 'hexescontrolled': [25,\n",
       "  6,\n",
       "  25,\n",
       "  0,\n",
       "  0,\n",
       "  25,\n",
       "  25,\n",
       "  1,\n",
       "  4,\n",
       "  1,\n",
       "  1,\n",
       "  1,\n",
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       "  1,\n",
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       "  25,\n",
       "  1,\n",
       "  25,\n",
       "  0,\n",
       "  0,\n",
       "  0,\n",
       "  0],\n",
       " 'MMRs': [1010,\n",
       "  1014,\n",
       "  1019,\n",
       "  1023,\n",
       "  1022,\n",
       "  1032,\n",
       "  1041,\n",
       "  1044,\n",
       "  1053,\n",
       "  1054,\n",
       "  1048,\n",
       "  1057,\n",
       "  1045,\n",
       "  1054,\n",
       "  1040,\n",
       "  1027,\n",
       "  1022,\n",
       "  1010,\n",
       "  998,\n",
       "  1028,\n",
       "  1023,\n",
       "  1048,\n",
       "  1017,\n",
       "  990,\n",
       "  966,\n",
       "  943]}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "listt[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "94d72487-223a-4b98-b018-05c9c8981296",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "657\n",
      "CPU times: total: 0 ns\n",
      "Wall time: 728 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "docs = hexv7.find({},{\"musername\":1,\"currMMR\":1,\"_id\":0,\"losswinrank\":1}).sort(\"currMMR\",-1)\n",
    "listt = []\n",
    "counts = 0\n",
    "for d in docs:\n",
    "    listt.append(d)\n",
    "    if len(d[\"losswinrank\"])>0:\n",
    "        counts +=1 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "1ab19529-26a9-4948-8329-dcfbbdc51918",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 0 ns\n",
      "Wall time: 245 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "docs = hexv7.find({},{\"currMMR\":1,\"musername\":1,\"_id\":0,\"losswinrank\":1}).sort(\"currMMR\",-1).limit(10)\n",
    "listt = []\n",
    "for d in docs:\n",
    "    listt.append(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "4597d84f-790d-4939-b5c7-9fac2c8d69b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "strr = [\"Rank, MMR,   WR,   N, IGN\"]\n",
    "for rank,dictt in enumerate(listt[:10]):\n",
    "    # wr = sum([ (d>0) and (d<4) for d in dictt[\"losswinrank\"]])/len(dictt[\"losswinrank\"])\n",
    "    wr = sum([ d==1 for d in dictt[\"losswinrank\"]])/len(dictt[\"losswinrank\"])\n",
    "    matches = len(dictt[\"losswinrank\"])\n",
    "    strr.append( f'`  {rank+1:>2}`,` {dictt[\"currMMR\"]}`,`{wr:>5.0%}`,`{matches:>4}`, `{dictt[\"musername\"]}`')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "15b5353c-4da5-45ca-97bf-eab1d40074a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rank, MMR,   WR,   N, IGN\n",
      "`   1`,` 1265`,`  72%`,`  25`, `977`\n",
      "`   2`,` 1085`,`  62%`,`   8`, `Yzen™`\n",
      "`   3`,` 1071`,`  50%`,`   6`, `kolhrabi`\n",
      "`   4`,` 1071`,`  64%`,`  11`, `alex ._.`\n",
      "`   5`,` 1065`,`  20%`,`   5`, `Коля`\n",
      "`   6`,` 1060`,`  20%`,`   5`, `Ian`\n",
      "`   7`,` 1040`,` 100%`,`   2`, `Krabby Patty`\n",
      "`   8`,` 1033`,`  67%`,`   3`, `|||||||||||||||||`\n",
      "`   9`,` 1032`,`   0%`,`   2`, `joss`\n",
      "`  10`,` 1030`,` 100%`,`   1`, `duy`\n"
     ]
    }
   ],
   "source": [
    "print(\"\\n\".join(strr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1cd6b4fb-077e-48e4-9395-6b9f1cc303b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done2\n",
      "done3\n",
      "\n",
      "0.46,0.00\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t1=time()\n",
    "alexid=612861256189083669\n",
    "kohl=315764312700485632\n",
    "xxx=1185756027929501718\n",
    "duuid=xxx\n",
    "docs = expgains.find({\"duuid\":duuid}).sort(\"EXP\",-1).limit(1)\n",
    "t2=time()\n",
    "print(\"done2\")\n",
    "servername=\"\"\n",
    "for d in docs:\n",
    "    print(d)\n",
    "    servername=d[\"servername\"]\n",
    "t3=time()\n",
    "print(\"done3\"+servername)\n",
    "print(servername[7:])\n",
    "print(f\"{t3-t2:.2f},{t2-t1:.2f}\")\n",
    "\n",
    "\n",
    "docs2 = convertedexp.find({\"duuid\":duuid}).limit(1)\n",
    "latest_claim = 0\n",
    "for d in docs2:\n",
    "    #print(d)\n",
    "    for muuid,docc in d[\"converted\"].items():\n",
    "        if servername[7:] in docc:\n",
    "            #print(docc[servername[7:] ])\n",
    "            claimed = docc[servername[7:] ][\"claimed\"]\n",
    "            if claimed>latest_claim:\n",
    "                latest_claim=claimed\n",
    "latest_claim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1f220647-8cae-4f8d-97cc-7585c28c0da2",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = expv7.find({\"duuid\":duuid})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fc47971e-f6bc-471b-af26-130e8e4f7f9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "for d in docs:\n",
    "    print(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "dd7840b2-5537-418a-8b80-6ede7d70a870",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1,231,212,313\n"
     ]
    }
   ],
   "source": [
    "print(f\"{1231212313:,}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "abcb15bd-233a-4dc9-a8cc-b0b39ac93f2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bd02b5d5-b788-4609-9c74-d376ce841a34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mon 18 Dec 2023, 12:34AM\n"
     ]
    }
   ],
   "source": [
    "dt = datetime.now()\n",
    "print(dt.strftime('%a %d %b %Y, %I:%M%p'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "be14d4a7-2307-4480-b0c2-187bcbe875e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2023, 12, 17, 16, 36, 21, 608870)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datetime.utcnow()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a15e19f5-8927-40da-b6c4-17e36fb3c98b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sun 17 Dec 2023, 04:38PM\n"
     ]
    }
   ],
   "source": [
    "dt = datetime.utcnow()\n",
    "str_time=dt.strftime('%a %d %b %Y, %I:%M%p')\n",
    "print(str_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "67b6911b-417c-4150-9d0f-5b7f1257b7c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "strr = f'Current EXonverted: `{str_time}`\\nU'\\\n",
    "f'se `your EXu will still keep your EXP.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "de23ccaf-d080-47c6-8635-d0e8e2f8b139",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Current EXonverted: `Sun 17 Dec 2023, 04:38PM`\\nUse `your EXu will still keep your EXP.'"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "daf49c99-6833-4822-83e2-132795543fec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0//1000*1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d64e1555-2533-4897-9658-4cbb50a99c61",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'_id': ObjectId('6576962e3d3eb013aa9283b1'), 'duuid': 612861256189083669, 'EXP': 599366}\n"
     ]
    }
   ],
   "source": [
    "for d in expv7.find({},{\"duuid\":1,\"EXP\":1}).limit(1):\n",
    "    print(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8dd7488d-9cdc-482a-9382-e2f4f14be2ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 0 ns\n",
      "Wall time: 502 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "duuid_to_exp = dict()\n",
    "for d in expv7.find({},{\"duuid\":1,\"EXP\":1}):\n",
    "    assert d[\"duuid\"] not in duuid_to_exp\n",
    "    duuid_to_exp[d[\"duuid\"]] = d[\"EXP\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0678f997-c0f8-44c0-9ce5-b99ca329b4a7",
   "metadata": {},
   "outputs": [
    {
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       " 805471601726324748: 0}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for duuid in duuid_to_exp:\n",
    "    expgains.find"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "21465a56-61ea-4444-bd19-a3d87267fbf3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'_id': ObjectId('5ff1993e5553d834eb55d8d7'), 'musername': '\\uf854alex\\uf854', 'date': datetime.datetime(2021, 1, 3, 10, 15, 26, 626000), 'muuid': 'XYZj7ABhI2UAAAAA6efyPQ==', 'con_address': '220.255.62.197', 'duuid': 612861256189083669, 'EXP': 6478, 'gains': 0, 'servername': 'ALEX | TEST SERVER'}\n",
      "\n",
      "{'_id': ObjectId('5ff19a6a5553d834eb55d8d8'), 'musername': '\\uf854alex\\uf854', 'date': datetime.datetime(2021, 1, 3, 10, 20, 26, 615000), 'muuid': 'XYZj7ABhI2UAAAAA6efyPQ==', 'con_address': '220.255.62.197', 'duuid': 612861256189083669, 'EXP': 6578, 'gains': 0, 'servername': 'ALEX | TEST SERVER'}\n",
      "\n",
      "{'_id': ObjectId('5ff19b965553d834eb55d8d9'), 'musername': '\\uf854alex\\uf854', 'date': datetime.datetime(2021, 1, 3, 10, 25, 26, 620000), 'muuid': 'XYZj7ABhI2UAAAAA6efyPQ==', 'con_address': '220.255.62.197', 'duuid': 612861256189083669, 'EXP': 6678, 'gains': 0, 'servername': 'ALEX | TEST SERVER'}\n",
      "\n",
      "{'_id': ObjectId('5ff19cc25553d834eb55d8dc'), 'musername': '\\uf854alex\\uf854', 'date': datetime.datetime(2021, 1, 3, 10, 30, 26, 613000), 'muuid': 'XYZj7ABhI2UAAAAA6efyPQ==', 'con_address': '220.255.62.197', 'duuid': 612861256189083669, 'EXP': 6778, 'gains': 0, 'servername': 'ALEX | TEST SERVER'}\n",
      "\n",
      "{'_id': ObjectId('5ff19dee5553d834eb55d8dd'), 'musername': '\\uf854alex\\uf854', 'date': datetime.datetime(2021, 1, 3, 10, 35, 26, 613000), 'muuid': 'XYZj7ABhI2UAAAAA6efyPQ==', 'con_address': '220.255.62.197', 'duuid': 612861256189083669, 'EXP': 6878, 'gains': 0, 'servername': 'ALEX | TEST SERVER'}\n",
      "\n",
      "{'_id': ObjectId('5ff19f1a5553d834eb55d8e0'), 'musername': '\\uf854alex\\uf854', 'date': datetime.datetime(2021, 1, 3, 10, 40, 26, 614000), 'muuid': 'XYZj7ABhI2UAAAAA6efyPQ==', 'con_address': '220.255.62.197', 'duuid': 612861256189083669, 'EXP': 6978, 'gains': 0, 'servername': 'ALEX | TEST SERVER'}\n",
      "\n",
      "{'_id': ObjectId('5ff1a0465553d834eb55d8e3'), 'musername': 'Saber', 'date': datetime.datetime(2021, 1, 3, 10, 45, 26, 622000), 'muuid': '98kYpGVOZIAAAAAAOf4rug==', 'con_address': '194.88.153.185', 'duuid': 604288666101088272, 'EXP': 2142, 'gains': 0, 'servername': 'ALEX | TEST SERVER'}\n",
      "\n",
      "{'_id': ObjectId('5ff1a0465553d834eb55d8e4'), 'musername': '\\uf854alex\\uf854', 'date': datetime.datetime(2021, 1, 3, 10, 45, 26, 657000), 'muuid': 'XYZj7ABhI2UAAAAA6efyPQ==', 'con_address': '220.255.62.197', 'duuid': 612861256189083669, 'EXP': 7078, 'gains': 0, 'servername': 'ALEX | TEST SERVER'}\n",
      "\n",
      "{'_id': ObjectId('5ff1a14d202e013a2ff0f6cf'), 'musername': 'Saber', 'date': datetime.datetime(2021, 1, 3, 10, 49, 49, 531000), 'muuid': '98kYpGVOZIAAAAAAOf4rug==', 'con_address': '194.88.153.185', 'duuid': 604288666101088272, 'EXP': 714, 'gains': 0, 'servername': 'ALEX | SANDBOX SERVER'}\n",
      "\n",
      "{'_id': ObjectId('5ff1a279202e013a2ff0f75c'), 'musername': 'Saber', 'date': datetime.datetime(2021, 1, 3, 10, 54, 49, 519000), 'muuid': '98kYpGVOZIAAAAAAOf4rug==', 'con_address': '194.88.153.185', 'duuid': 604288666101088272, 'EXP': 814, 'gains': 0, 'servername': 'ALEX | SANDBOX SERVER'}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for d in expgains.find({}).limit(10):\n",
    "    print(d)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "e468fef9-25f4-4db7-bf60-bbb85d77650e",
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline = [\n",
    "    {\n",
    "        \"$group\": {\n",
    "            \"_id\": \"$duuid\",  # Group by field1\n",
    "            \"largest_field2\": {\"$max\": \"$EXP\"},  # Get the max of field2\n",
    "            \"musername3\": {\"$last\": \"$musername\"}\n",
    "        }\n",
    "    }\n",
    "]\n",
    "result = expgains.aggregate(pipeline)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "dcee2c46-3431-4ba2-aa17-1105d1c5001f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 0 ns\n",
      "Wall time: 703 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "expgains_docs = dict()\n",
    "expgains_docs_musername = dict()\n",
    "for item in result:\n",
    "    # print(f\"Field1: {item['_id']}, Largest Field2: {item['largest_field2']}\") \n",
    "    expgains_docs[item['_id']]=item['largest_field2']\n",
    "    expgains_docs_musername[item['_id']]=item['musername3']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0eb66c17-bab0-4c28-be07-c18c5929e875",
   "metadata": {},
   "source": [
    "# handles players who have logged in already."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4ae19412-e51b-4b95-9ae0-36086dc4e515",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "****************\n",
      "1139258639106981888 38954 554\n",
      "CPU times: total: 0 ns\n",
      "Wall time: 2 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "counts=0\n",
    "for duuid,val in expgains_docs.items():\n",
    "    if duuid ==1139258639106981888:\n",
    "        print(\"**\"*8)\n",
    "        print(duuid,val,duuid_to_exp[duuid])\n",
    "    if duuid in duuid_to_exp:\n",
    "        continue\n",
    "        if val > duuid_to_exp[duuid]:\n",
    "            query = {\"duuid\": duuid}\n",
    "            new_values = {\n",
    "                \"$set\": { \"EXP\": val}\n",
    "            } \n",
    "            expv7.update_one(query, new_values)\n",
    "            print(\"u\",end=\"\")\n",
    "            counts+=1\n",
    "            pass\n",
    "    else:\n",
    "        #print(duuid,val,\"not recorded\")\n",
    "        counts+=1\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9003fecc-e48a-48f9-9dce-c05da1b4606f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1109"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2ad6f2d-b30e-4348-8b00-25659137e627",
   "metadata": {},
   "source": [
    "# handles players who have not logged in yet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "5167220c-d3f7-4ccd-be36-7a02401d4a05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 15.6 ms\n",
      "Wall time: 13.6 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "counts=0\n",
    "docs_to_insert = []\n",
    "for duuid,val in expgains_docs.items():\n",
    "    if duuid not in duuid_to_exp:\n",
    "        musername = expgains_docs_musername[duuid]\n",
    "        doc = {\"duuid\":duuid,\"musername\":musername,\"date\":datetime.datetime.utcnow(),\"EXP\":val,\"dates\":[],\"servers\":[]}\n",
    "        docs_to_insert.append( doc )\n",
    "        counts+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "fd1e9b9a-6491-4b26-9819-18cf8bc17ee6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1109"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "c9443b10-41b0-4f69-93ff-bef242ee9865",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'duuid': 676130779004403719,\n",
       "  'musername': 'BleX',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 235923),\n",
       "  'EXP': 145,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 701433711249588277,\n",
       "  'musername': 'sam2017',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 235923),\n",
       "  'EXP': 2462,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 104169826615820288,\n",
       "  'musername': 'Exrion',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 235923),\n",
       "  'EXP': 1968,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 835098150184026133,\n",
       "  'musername': 'amogus',\n",
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       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 789925234866126888,\n",
       "  'musername': 'SadBear234 PC.',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 288,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 542361731935109161,\n",
       "  'musername': 'COSMOS',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 11106,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 754148604368650250,\n",
       "  'musername': 'Technology Shadow BoyTSB',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 3772,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 193316085905358858,\n",
       "  'musername': 'Soulless',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1239,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 578126838484828160,\n",
       "  'musername': ' R.H The Flame of Arnor',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 10772,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 729917017402114060,\n",
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       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
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       " {'duuid': 789001004519260161,\n",
       "  'musername': '\\uf7de sftpro \\uf7de',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1221,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 802080160694140978,\n",
       "  'musername': 'fifeq303',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 2090,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 690890744847794228,\n",
       "  'musername': 'ace15',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 72986,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 412432497549377538,\n",
       "  'musername': 'MrBinary',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1516,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 854043042130821181,\n",
       "  'musername': 'xiexie',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 21998,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 768884106871701576,\n",
       "  'musername': 'vitap7946',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1220,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 829717972213563443,\n",
       "  'musername': '????',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 13838,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 704958624807518260,\n",
       "  'musername': 'Sisucyt',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 950,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 158376507637628928,\n",
       "  'musername': 'Baws631',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 82936,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 892728446667616309,\n",
       "  'musername': 'steroids',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 964,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 672574855337738244,\n",
       "  'musername': 'JasonOutcasted',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 10118,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 819587121291198474,\n",
       "  'musername': 'Snake',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 7498,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 410097358785871883,\n",
       "  'musername': '007',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 3476,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 785929666137161758,\n",
       "  'musername': 'Venom',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 47090,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 487274907923644436,\n",
       "  'musername': 'vini',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 912,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 374703942451331074,\n",
       "  'musername': 'Ace',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 5688,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 799139722789519381,\n",
       "  'musername': 'Mark1isauce',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 7640,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 706889511929643099,\n",
       "  'musername': 'WP | floofy.exe',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 172906,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 716901993171517491,\n",
       "  'musername': 'Andromeda',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 48760,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 683058479644016642,\n",
       "  'musername': 'alo',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 264,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 898395717461213184,\n",
       "  'musername': \"\\uf82aI'm going insane :3\\uf829\",\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1178,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 1114287626921443328,\n",
       "  'musername': 'pc (:',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 174,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 300992027145928704,\n",
       "  'musername': 'EZa',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 272,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 779568809416851506,\n",
       "  'musername': 'Neo',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 437,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 538032353948336188,\n",
       "  'musername': 'Freakg_',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 35342,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 515707939466510336,\n",
       "  'musername': 'Courage6',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 310,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 590129212870885407,\n",
       "  'musername': 'StrawMan',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1457,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 741505378281586778,\n",
       "  'musername': 'Bzz',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 460,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 902096659264180274,\n",
       "  'musername': 'EXDOX',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 3968,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 718009206912974858,\n",
       "  'musername': '»jeff«',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 6332,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 775260212113571861,\n",
       "  'musername': 'copyyyyy',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 22456,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 860182799604252733,\n",
       "  'musername': 'UwU',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1105,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 316522165296037888,\n",
       "  'musername': 'El Quapo (っ˘˘ )',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 11052,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 1162761680036577450,\n",
       "  'musername': 'er',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 17,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 854384233890840576,\n",
       "  'musername': 'Lynart',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 3946,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 820294221037961216,\n",
       "  'musername': 'III',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 2325,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 960546517171707944,\n",
       "  'musername': 'HpKuMediatech',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 859,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 661667047263961099,\n",
       "  'musername': 'Саня',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 3610,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 711472232991293441,\n",
       "  'musername': 'whaat',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 2944,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 964681956329656340,\n",
       "  'musername': 'Tempesyad05',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1842,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 659449415903477760,\n",
       "  'musername': 'Golden',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1188,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 1175735608350609450,\n",
       "  'musername': 'PandaIndustrializing',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 2575,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 638831229495672882,\n",
       "  'musername': 'good.exe',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 11839,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 1176157632797622324,\n",
       "  'musername': 'DAN',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 607,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 803393452657344542,\n",
       "  'musername': 'BrunusSmith',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 1072,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " {'duuid': 854509166429208607,\n",
       "  'musername': 'Cubers',\n",
       "  'date': datetime.datetime(2024, 1, 3, 3, 26, 41, 249568),\n",
       "  'EXP': 112,\n",
       "  'dates': [],\n",
       "  'servers': []},\n",
       " ...]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docs_to_insert"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "dab1354e-468b-4820-8916-3fa89711f4e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 0 ns\n",
      "Wall time: 1.59 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "result = expv7.insert_many(docs_to_insert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "816b8ea8-7488-4102-83b7-ff3fd64ae474",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1109"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(result.inserted_ids)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdffbfcf-95aa-4514-9081-7dbf212298ee",
   "metadata": {},
   "source": [
    "# inserted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "266af254-52d4-4278-b480-2317d3c719a0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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