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   "source": [
    "# CS:GO Analytics Part 1: The Dust2 Round\n",
    "  \n",
    "# A CS:GO Series of a Different Kind\n",
    "Most people who know me well would know that I **LOVE** playing Counter Strike: Global Offensive (CS:GO). Specifically, I play only one map: Dust2. Having just completed my first data science competition, I learned the importance of exploratory data analysis (EDA). I assumed that EDA could be done away with. However, this resulted in a low competition score until the very end, when I finally took a closer look at the data. In addition, I'm feeling the buzz from having participated in the competition. Hence, I'm directing my energy toward analysing my favourite game and map. I will be writing a series of posts on CS:GO:  \n",
    "  \n",
    "1. **The Dust2 Round:** Exploring the characteristics of Dust2 rounds.\n",
    "2. **AWP Battlegrounds:** The most popular AWP angles.\n",
    "3. **Rifle Battlegrounds:** The hottest areas for rifle battles.\n",
    "4. **Getting Dunked:** Popular \"nade\" (grenade) spots.\n",
    "5. **Winning in Dust2:** What contributes to winning rounds on Dust2?\n",
    "  \n",
    "# Decoding CS:GO\n",
    "\n",
    "## The Basics\n",
    "For the uninitiated, CS:GO is a first person shooter (FPS) game. It pits two factions against one another: the Terrorists (T) and Counter-Terrorists (CT). On competitive maps, the T-side is typically required to blow up one of two bomb sites. The CT-side is required to defend the bomb sites by either killing all terrorists or defusing the bomb. Dust2 uses the defusal objective (prefix \"de\", hence de_dust2). Of course, there are other map objectives like Elimination (killing all members of the opposite team) or Hostage Rescue (the CT-side must rescue all hostages).  \n",
    "  \n",
    "A CS:GO match is a first-to-16-point 5v5 contest. The first half in a match comprises 15 rounds with each team taking one side (T or CT), and the second half requires teams to swap sides (to CT or T). Winning each round scores one point. Each player starts each half with $1,000, and may allocate those funds to buy equipment in any manner he/she likes.  \n",
    "  \n",
    "## The Pistol Round\n",
    "Teams start off each match with a **pistol round**, because the starting sum of \\$1,000 is not enough to buy shotguns, SMGs, or rifles. Winning the pistol round is essential, because the winning team would then have money to buy better rifles for the next round, while the losing team would be stuck on pistols. This typically enables the winning team to win the second round as well. The momentum is essential for getting a headstart and building morale. Once the pistol round is over, we go into a relatively \"normal\" phase in the match until the end of the half. In the second half, we have another pistol round due to the swap in sides and a reset in money.  \n",
    "  \n",
    "## Money Management\n",
    "Teams always buy guns together to maximise their chances of winning a round. If the team as a whole does not have enough money to buy good guns (good being relative to the opponent's existing equipment), they save money in what we call an **Eco** round - they don't buy any equipment at all. Teams *playing against* a team that is Eco-ing is on an **Anti-Eco** round. If teams want to improve their chances of winning with lousy weapons, they might buy minimal equipment like kevlar and grenades in a **Semi-Eco** round. If they wish to try their luck to win a round with without matching their opponents' firepower, they do what we call a **Force Buy**: maxing out the limited amount of money they have to buy inferior weapons. Any other round where both teams are equipped are called **Normal** rounds."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Dust2 Round\n",
    "In this post, we explore characteristics of Dust2 rounds. Why analyse rounds? Because rounds are the basic scoring units in CS:GO, and they are all that matter. In each round, Ts and CTs thrash it out. Either they eliminate the other team, or the bomb goes off, or the bomb is defused. Once the round is done, it is **Dust**-ed, and the Ts and CTs start again: a new round begins. Winning matches simply require the accumulation of sufficient rounds. If we can understand what factors enable teams to win rounds, we will understand what enables them to win matches.  \n",
    "  \n",
    "I use [CS:GO Competitive Matchmaking Data from Kaggle](https://www.kaggle.com/skihikingkevin/csgo-matchmaking-damage) to perform my analyses. This dataset (`esea_meta_demos`) contains 20,225 entries on Dust2 for a total of 804 matches."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import required packages\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import statsmodels.api as sm\n",
    "import warnings\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "# Settings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define chunk size\n",
    "chunksize = 100000\n",
    "\n",
    "# Create iterators\n",
    "iter_kills1 = pd.read_csv('../esea_master_kills_demos.part1.csv', iterator=True, chunksize=chunksize)\n",
    "iter_kills2 = pd.read_csv('../esea_master_kills_demos.part2.csv', iterator=True, chunksize=chunksize)\n",
    "\n",
    "# Import data\n",
    "all_data = pd.concat([pd.read_csv('../esea_meta_demos.part1.csv'),\n",
    "                      pd.read_csv('../esea_meta_demos.part2.csv')], axis=0)\n",
    "# Filter\n",
    "dust2 = all_data.copy()[all_data['map'] == 'de_dust2'].reset_index(drop=True)\n",
    "\n",
    "# Extract games\n",
    "games = list(dust2.file.unique())\n",
    "\n",
    "# Drop columns\n",
    "dust2 = dust2.drop(['map', 'winner_team'], axis=1)\n",
    "\n",
    "# Convert file\n",
    "dust2['file'] = LabelEncoder().fit_transform(dust2['file'])\n",
    "\n",
    "# Count number of T-side and CT-side wins\n",
    "all_data['t_score'] = (all_data.winner_side == 'Terrorist').astype(int)\n",
    "all_data['ct_score'] = (all_data.winner_side == 'CounterTerrorist').astype(int)\n",
    "dust2['t_score'] = (dust2.winner_side == 'Terrorist').astype(int)\n",
    "dust2['ct_score'] = (dust2.winner_side == 'CounterTerrorist').astype(int)\n",
    "\n",
    "# Compute round time\n",
    "all_data['round_time'] = all_data.end_seconds - all_data.start_seconds\n",
    "dust2['round_time'] = dust2.end_seconds - dust2.start_seconds\n",
    "\n",
    "# Import kills data\n",
    "kill_data = pd.concat([chunk[chunk['file'].isin(games)] for chunk in iter_kills1] +\n",
    "                      [chunk[chunk['file'].isin(games)] for chunk in iter_kills2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Timing\n",
    "We begin our analysis with the most limited resource in the game: time. A competitive round in Dust2 lasts 2 minutes and 10 seconds: 15 seconds of freezetime and 1 minute and 55 seconds of play. Of course, teams often achieve the map objectives (elimination or detonation/defusal) within that time.  \n",
    "  \n",
    "Dust2 is a relatively fast map. In terms of round time, it was the third but last of all the maps in the dataset, with the shortest being Train at 79 seconds and the longest being Inferno at 90 seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute statistics for all maps\n",
    "map_time = all_data.groupby('map')[['round_time']].median().sort_values('round_time', ascending=False)\n",
    "\n",
    "# Plot\n",
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The median round time was just **81 seconds**. This is what I love about Dust2 - it's fast paced, and you get more time as a live player than a spectator. In the histogram below, note also how some rounds appeared to have lasted longer than 115 seconds. This is strange considering what we know about the time for competitive matches (round time of 1 minute and 55 seconds). Having spotted this peculiarity, we should raise questions about the quality of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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m/zbrGjlyxzYMvz831IfvYXLvTye+V/9en+E+3611zCP38Z5W6pMjWyODrAf8LqV0ZuuHfJLkxuSjGbHN00DuZw7wgqqq1u1g1UfXv4fILetjaX7Rf8SI+s4id9daDpxfv57vNeY/ug6QwKqTStuOODVCq3X6ppRSczjV2eQWe8j/j9bu8Pl65beN2/cbWaXKfYMeUd+9ZTxPWlXVBlVV7QqQUvpXSumbKaX9yCcAw/3/Pz+X4a5LX0PqIru7SBPzwvrEo5FXHIXcQndgm+VaLS+nA/Pqw6cXkk8625LhC+U0+7q2DhfPAi6squo24MoRXSQm6uiqqrYiB8MnkcNiq1W3OczfL8ivbw5wTn0oeQfyGMr3kg+Bb1LlK61eNaLuTaqqOpscSs5OKZ3dppbjgNPII0Skqqo+QR6XeT7DrZTXA/8ziddbwjpb3kUO3OsAx1RV9eWU0p/Jw969l9ySuW89CsjXyCPNvJXh/9vNkzUn8v6Mx0nk4QtnAR+tv8wl8vCQCxo1bVRV1bNSSldMYB39cDy5TzPAN6qq+gz5i/Km5Nc1l3xS6Ra0P8fkDPJ7uS65T/XIixXdT0rpa1VVHUg+KXGsVnTIF0U7kBw2j66/pF1CPin9teT/GUNARW7F/SJ5hJpHk8+nuLyqqnPJo9S8meFzMCB3s/tQm/W2wu9Tqqr6Cvn/wybkcLph/dgscov74Q9cfPwm0ied/L/zj+RzCg6o/1YuJvdJP6Ax36oTrKs8pjsMB3iA7RrTF5PPu9ijqqpryOcP3Uh+/a2hF5v/n1tfWn9HHk1H6hpb0qWJOYL8gfgF8olzrYB+M/nw8G/bLUj+UG2N2/tMcp/Uz5KHLHtQ/fhJjfmbh5dfSD60/bJJ1g/5JLBE/oJxKvmQfuvktwic2Jj3s43bLyUPS7YfcB3DLYNrcf8RH5p1716v50XtikkpfZrhMawfTm7J/ijDYfk28mgV94yy+IT0Y52Ndf+WPPwm5L7ER9XT/0Xu/tTq2/v8uqZDGR4x6JMppdMbTzeR92c8tV7B/cPYPuTt9g5yQP9CPX0Nhk/OLF5K6Zvk7TpE3vcPJA9heBg5oN8J7JHGuKpsHbRbXS0Oqk9mXN16T+lkxKN6pKTdgdaJmK1x3j9EDugrgUWtPtsppb+Sg3TrC/JzyKHzeHJA/zTDAu01h/t8JfmL7BHkLyLNoz6dHDnomfoE1T0Y/gK1K3n7HMLw38rHUkrNIWnfV/+8vTFt28b0R5D/L95H3saHkxtVjmL4/+OJsOqCdPPraSePPF9DmixDujQ5Q8CfyYfGDwK2aI4SMpqU0lBK6WDylUm/yPDY6LeSP+x3HtHa/IF6vrvI/U4vB/5fF2q/jxyoPkxuBfoXuUX2IODlKaUVjXlPJY9DfWs936/JH/xPJ3+A/bR+Dc2h0N5FvtLh3+rlLmL4cPGoUkoHkC/Scgk5IN1DPlHyRGCbNLGreo6pH+tsOIHh4dveUtUXTkop/ZR80aAT61ruqWu7BJhf19w0kfdnXFJK7ydvp++RTzi+k9zCP488fOBV9bonvI5+SCl9kBxmzyOfD/Av8tGTT5CHZfz+GIu3HEkOzJsyfKn5btV3KXlfOJU8Msk95CNvS8jDhn50xPyXkP+3nEv+3/RPciv77uTW9P8hv8a2V/9M+Sqrzwa+Rf6/czu5NXo78pGei8h/1+PqRtIL9fuzNfmow40MD8n4TeClKaWFE3jOk8lHNT9F3hf+Rd4G3wFekVJqfbk+lnzk8ZZ6XqmrZg0NjWsIZEmSNEJVVaeRR2157+q+qGtmqKrq5eQucyeklLrRcCLdjyFdkqRJqqrqQc1xyTUYfN/VS4Z0SZIkqTD2SZckSZIKY0iXJEmSCmNIlyRJkgrjxYyAI444YujYY4/tdxmSJEma2WZ1OqMt6cBdd7W9ToUkSZI05QzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmHW6HcBUqfmzV+06vbSJYv7WIkkSVJv2ZIuSZIkFcaQLkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVZo1+FyBN1rz5i1bdXrpkcR8rkSRJ6g5b0iVJkqTCGNIlSZKkwhjSJUmSpMIY0iVJkqTCGNIlSZKkwhjSJUmSpMIY0iVJkqTCGNIlSZKkwhjSJUmSpMJ4xVENBK9KKkmSphNDuopjoJYkSYPOkK4ZxYAvSZJmAvukS5IkSYUxpEuSJEmFMaRLkiRJhTGkS5IkSYUxpEuSJEmFcXQX9Y0jsUiSJI3OkK4Zq/klQJIkaToxpKsIBmpJkqRh9kmXJEmSCmNIlyRJkgpjSJckSZIKY590qcERZyRJUglsSZckSZIKY0iXJEmSCmNIlyRJkgpjSJckSZIKM+1OHA0hPBs4HdgEOA9YEGP8R/3Yw4DPAQG4HnhtjPFH/apVkiRJmohiQ3oI4WjgyMakS4HXAOcDrwN+AHwE+BSwbz3PF4FbgI2BnYGLQghPijH+eYrK1hTxCqWSJGkmKzakA9sCL4oxXtyaEEI4Fjg7xvj1+v6BwO9CCOsD/wY8B9goxvhP4KwQwsuA15PDvCRJkjQtlB7SrxoxbUvggtadGONdIYTrgScDDwN+Xgf0lmX18zxACGEBsABg7ty5LF++vIulqxMrVqxY7TzN96WT+Tsx1nvdXIf7hCRJ6qY5c+Z0PG+RIT2E8GjgkcBXQgjbk7u27A/MGmX2oXr6WI89QIzxNOA0gIULFw6NZ6Np4prdVGbPnr3a+ZvvSyfzd2Ks97q5DvcJSZLUL0WGdGAr4HbgaOBnwOHAuUAEtgc+C6tOFH0CcC25JX2rEMI6Mca76+fZvl5easv+7ZIkqTRFhvQY47eBx7fuhxAOBu4knyT6kxDCheTW9ROBC2KMfwT+GEK4AjgphHA48DzgxcA7prp+SZIkaTKKHCc9hLBWCGFuY9Iscq33AvPJ4fx3wGzgTY359gbWB34PvA94cYzxjikpWpIkSeqSIlvSgV2BQ0MIe5G7vRwDLIsx3grcCmw+2kIxxruA3aasSkmSJKkHSg3pZwGPI4+Nvi7wTWCvfhYkSZIkTZUiQ3qMcQj4YP0jSZIkDZQi+6RLkiRJg6zIlnTNLJMZ4tDhESVJ0iCyJV2SJEkqjCFdkiRJKowhXZIkSSqMIV2SJEkqjCFdkiRJKoyju0htNEeWWbpkcR8rkSRJg8aWdEmSJKkwhnRJkiSpMIZ0SZIkqTCGdEmSJKkwhnRJkiSpMIZ0SZIkqTCGdEmSJKkwhnRJkiSpMIZ0SZIkqTCGdEmSJKkwhnRJkiSpMGv0uwDNHPPmL1p1e+mSxX2sRJIkaXozpGvgNL9MSJIklcjuLpIkSVJhDOmSJElSYQzpkiRJUmHsky5NgifLSpKkXrAlXZIkSSqMIV2SJEkqjCFdkiRJKowhXZIkSSqMJ46qJ7xgkCRJ0sTZki5JkiQVxpZ0qQMOtShJkqaSLemSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYRwnXRonr6YqSZJ6zZZ0SZIkqTCGdEmSJKkwhnRJkiSpMIZ0SZIkqTCGdEmSJKkwhnRJkiSpMA7BKPVYc8jGpUsW97ESSZI0XdiSLkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVxosZaVKaF+rRMLeLJEmaDFvSJUmSpMIY0iVJkqTCGNIlSZKkwhjSJUmSpMJ44qjUJZ4sKkmSusWWdEmSJKkwhnRJkiSpMEV3dwkhrAFE4J0xxp+FEJ4MfAl4CvBtYN8Y4x31vGsBHwP2AW4DDogxXtSfyiVJkqSJK70l/UjgBcDaIYSHAJcApwAbAj8FvtqY98PA+sDjgTcCZ4YQnjS15UqSJEmTV2xLeghhHvAichgHeBXwsxjjZ+vH3wvcEEJ4GvBLcjDfPMZ4G3BbCOFU4G3AgW2efwGwAGDu3LksX768ly9nxlqxYkW/S5hW3M8kSRpcc+bM6XjeIkN6COGhwKeBvYAv1JO3BH7YmifGuCKE8GNga+BeYHmM8Q+Np1kGvKPdOmKMpwGnASxcuHBoPBtNw2bPnt3vEqYV9zNJktSJUru7nAh8Psb4i8a0WaPMN1RPH+sxSZIkaVopLqSHEF4CbAGcNOKhXwDbN+Z7ELAdcA1wPTA3hLBhY/7t68ckSZKkaaXE7i4Hkbu23BBCANgA+BqwB3B0COEN5BNGDwZuiTH+ECCE8FngE3Vf862AtwDPnfryJUmSpMkpMaTvDazTuP99cuD+EXmkly8CnyAPwfjyxnwHkUd+uRG4nTw8Y7O7jCRJkjQtFBfSY4x/bN4PIdwH3BpjvJvcfWW7NsvdQx6tZUHPi5QkSZJ6qLiQPopnk1vGJUmSpIFQfEiPMf6+3zVIkiRJU6m40V0kSZKkQWdIlyRJkgpjSJckSZIKY0iXJEmSCmNIlyRJkgpjSJckSZIKU/wQjNJMMm/+olW3ly5Z3MdKJElSyWxJlyRJkgpjSJckSZIKY0iXJEmSCmOfdI1bs1+1JEmSus+WdEmSJKkwhnRJkiSpMIZ0SZIkqTCGdEmSJKkwhnRJkiSpMIZ0SZIkqTCGdEmSJKkwhnRJkiSpMB1dzCiE8DDgNTHGU+r7+wAfAH5dT/9970qUJEmSBkunLenHAdsBhBDWIQf0k4F1gRN7U5okSZI0mDoN6XsCZ9a3nwNcEGP8MPBuYKdeFCZJkiQNqk5D+rrAbfXtHYFv1LfvBB7a5ZokSZKkgdZpSL8a2CuE8EhgN+A79fStgV/2ojBJkiRpUHUa0t8LLALuAK6IMd5ZTz8I+HwvCpMkSZIGVUeju8QYvx1C2Bh4PLlVnRDCLODjwBk9q07FmDd/Ub9LmNGa23fpksV9rESSJJWgo5AOEGO8C7iqcX8ohPBlYHvgBz2oTZIkSRpIbUN6COFGYGg1y68L3Ats1M2iJEmSpEE2Vkv6qSPu7wn8Fbiovr8F8ELgRT2oS5IkSRpYbUN6jPGDrdshhFeRh2B8SYxxqDH9FOCN5JNKJUmSJHVBp6O7HAmc0Azotc8Be3W3JEmSJGmwdRrSHwusOcr0OXgxI0mSJKmrOg3py4DDQwirgnoIYR1yC/slvShMkiRJGlSdDsG4gDzM4i9DCOcBs4BdgYcAr+xRbdKM5tjzkiSpnU4vZvSrEMJTgMOBXchDM34dODbGuLyH9amPDJGSJEn9MZ6LGd0KvLWHtUiSJEliHCE9hBCAZwGPYERf9hjjAV2uS5IkSRpYHYX0EMLJwIHAzcDvgPsaD6/uqqSSJEmSxqHTlvR9gENijB/uZTGSJEmSOh+C8W7g0l4WIkmSJCnrNKSfDezZy0IkSZIkZZ12dzkc+EYI4VDgDGBl88EY4+1drkuSJEkaWJ2G9L/Uvyvg+Mb0WeQTR2d3syhJkiRpkHUa0l+Ao7hIkiRJU6LTK45e3uM6JEmSJNU6HSf9yDYPbQhUMcatu1eSJEmSNNg67e7yqlGmPRH4AfDJ7pUjqWne/EWrbi9dsriPlUiSpKnUaXeXJ4+cFkLYFjgL+F63i5IGWTOYS5KkwdTpOOkPEGO8CjgO8CqkkiRJUhdNOKTXfg48qxuFSJIkScomHNJDCBsChwDLu1eOJEmSpE5Hd/kn9x8nfXa97L+A/XpQlyRJkjSwOh3d5S3cP6SvBO4AlsUY7+h6VZIkSdIA63R0lzNat0MIj6in3dmjmiRJkqSB1mlLOiGEecDHgKfV938CHBBjXNqj2iRJkqSB1NGJoyGEpwLfAW4EdgV2A64DLg8hbNO78iRJkqTB02lL+mLgjBjj/o1p54cQPgWcDOzU9cokSZKkAdXpEIzPAE4fZfrp9WMvsrEKAAAayElEQVSSJEmSuqTTkP53YL1Rps+tH5MkSZLUJZ2G9LOAE0IIj25NCCE8CjgOOLsXhUmSJEmDqtM+6YcA3wOuCyFcSh4nfSfgd8DBPapNkiRJGkgdtaTHGP9O7nt+FLAmsDZwLPCM+jFJkiRJXdLxOOkxxvvIo7wsbk4PIawXY7y924WFEA4BDgAeCVwMLIgx/jmE8ArgpHr6Z4B3xRhX1MtsCHwJ2AG4Ctg7xnhDt2uTJEmSemnMlvQQwktCCN8PIfw1hPDrEMK7Rzz+JuDabhdVj8u+J/A8YGPgb8DxIYSnAZ8A9gI2B7Yit+4TQpgFXAhcCmxADuuXhBDW7HZ9kiRJUi+1bUkPIewFfB44gzzU4hOBQ0IIc+ppnwaeDhzf7aJijD8NIewQY7ynruUc4AhgEXBSjPGKevoBwJUhhPeR+8ivE2M8rn6aU+rX8DLg3FFe3wJgAcDcuXNZvnx5t1/GtLdixYp+l6AG91FJkqa3OXPmdDzvWN1d3g+8M8Z4SmtCCOE84PvA24ErgG1ijNdNsM4xNQL6Y4C3AT8lfyn4XGOe60IIK4F/B7YElo14mmXA1owS0mOMpwGnASxcuHBoPBttUMyePbvfJajBfVSSpMExVneXxwEXNSfEGK+sb747xrhzrwJ6SwjhdcCt5DHaDwVmjTLbUD19rMckSZKkaWN1o7usHGXaEPlEzp6LMZ5B7pN+O7Af8Atg+9bjIYTNyEcDbq4fe/qIp9geuGYqapUkSZK6ZXWjuwyNc3rXxRj/EEI4GPgmuX/5BSGE7wI3AacCp8QYV9Tjt98XQjgc+DiwN7AJsGSqapUkSZK6YXUh/dgQwl9HWeboEMKdrQkxxgO6WVQ9UsujYoytM+X+Tj4pdFkI4a3kK6A+gnxC65F1DStDCC8GzgQOJw/BuHOrb7s03c2bv2jV7aVLFo8xpyRJmu7GCunfBTaqf5q+Tx7icIP6fi9a1XcFFoUQ9gXuJIfuiwFijOcA54y2UIzxD+RRXiRJkqRpq21IjzHuOIV1jPR1oAKuJF/h9FvkCxtJkiRJM17HVxydSjHGe4F31j+SJEnSQFnd6C6SJEmSppghXZIkSSpM25AeQjgwhLDFVBYjSZIkaeyW9CPIJ20SQlgRQnj81JQkSZIkDbaxQvoK4Ln17VlM4QWMJEmSpEE21ugu/w18LIRwBDmgfyeEcN9oM8YYbWWXJEmSumSscdI/EkK4DHgW8DHgK8DydvNLkiRJ6o4xx0mPMV4FXBVCmAucHGO8c2rKkiRJkgZXRxczijEeDRBCCMAL68mXxBgv6FVhkiRJ0qDqKKSHENYAzgNeDPyMfCLpASGEbwC7xRhX9K5ESZIkabB0FNKB9wJPBbaNMf4cIISwFXBh/dgxvSlPU23e/EX9LkGSJGngdXrF0TcC724FdID69sHAm3pRmCRJkjSoOg3pc4HfjDL9uvoxSZIkSV3SaUi/BthtlOkvrx+TJEmS1CWd9kk/FIghhAcBXwZWAnsChwAv7VFtkiRJ0kDqqCU9xngJsA/wBuAnwNXA/sDrYozf6l15kiRJ0uDptLsLMcazgE2A7eufjWOMX+lVYZIkSdKg6rS7CwAxxnuBH/eoFkmSJEmMoyVdkiRJ0tQwpEuSJEmFMaRLkiRJhZlUSA8hPDKEcGS3ipEkSZI0+Zb0NYBNu1GIJEmSpGxco7uMFGP8E/D6LtUiqUPz5i9adXvpksWrnS5JkqaXjkN6COFhwOHAC+tJlwDHxBj/2ovCJEmSpEHVUXeXEMJc4OfAHsBlwLeBXYGrQwhzeleeJEmSNHg6bUk/EbgReFGM8W6AEMJhwEX1Y6/tTXmaCs0uEpIkSeq/Tk8c/S/g6FZAB4gx/hM4BnhpLwqTJEmSBlWnIX1N4F+jTL+bSZ58KkmSJOn+Og3p3wHeMcr0A4Hvdq8cSZIkSZ22gi8EfhxCuAL4MrCSfBLptvWPJEmSpC7pqCU9xngDsB1wO3A8cALwF2C7+jFJkiRJXdJxf/I6jM/vYS2SJsDReSRJmnnahvQQwnM7fZIYo/3SJUmSpC4ZqyX9cmAImNXm8aHGb0d4kSRJkrpkrHC9wRiPPQE4E/g3YJ+uViRJkiQNuLYhPcZ422jTQwgvBz4HXA/sGGP8bY9qkyRJkgZSx91UQgizyKO6HAycDrwtxjjaBY4kSZIkTUJHIT2EsB7wFeCZwH4xxs/1tCpJXdUcAWbpksV9rESSJHVitSE9hFABZwF3A1WM8aqeVyVJkiQNsDEvZhRCOAi4DPgx+cJFBnRJkiSpx8YaJ/0cYFfgLuD3wAkhhFHnjTEe0JPqJEmSpAE0VneXOUDrIkVbjDHf0BiPSZIkSRqnsYZg3GkqC5EkSZKUjdknXZIkSdLUM6RLkiRJhTGkS5IkSYUxpEuSJEmFMaRLkiRJhTGkS5IkSYUxpEuSJEmFMaRLkiRJhTGkS5IkSYUxpEuSJEmFMaRLkiRJhVmj3wVI6o158xf1uwRJkjRBtqRLkiRJhTGkS5IkSYWxu8uAsiuEJElSuWxJlyRJkgpjS7o0YJpHUZYuWdzHSiRJUju2pEuSJEmFKbIlPYQwC1gIvBXYALgUeG2M8a4QwiuAk4BHAp8B3hVjXFEvtyHwJWAH4Cpg7xjjDX14CZIkSdKEldqSvimwL7AH8FhgHeDgEMLTgE8AewGbA1sBR8GqYH8hOdBvQA7rl4QQ1pzq4iVJkqTJKLIlPcZ4QwjhmTHG+wBCCJcBWwOLgJNijFfU0w8ArgwhvA/YCVgnxnhc/TSnhBD2Al4GnDtyHSGEBcACgLlz57J8+fJev6yirFixot8lqACDtt9LktRPc+bM6XjeIkM6QCOg7wQcTG5ZPx74XGOe60IIK4F/B7YElo14mmXkcP+AkB5jPA04DWDhwoVD49loM8Hs2bP7XYIKMGj7vSRJ00Wp3V0IIawdQvgk8GVg/xjjN4BZo8w6VE8f6zFJkiRp2ii2JR04B1gX2CrGeEc97RfA9sBlACGEzciv4eb6sTePeI7tgY9NSbXSNORwjJIklanIkB5CeCawI7BxjPGuxkOLgQtCCN8FbgJOBU6JMa4IIVwK3BdCOBz4OLA3sAmwZCprlyRJkiar1O4u25Bb0e8MIQzVPzfFGJeRh2U8C/g1cA1wJECMcSXwYmBn4FZySN85xnhPP16AJEmSNFFFtqQ3T+oc5bFzyF1hRnvsD+RRXiRJkqRpq9SWdEmSJGlgGdIlSZKkwhjSJUmSpMIY0iVJkqTCGNIlSZKkwhjSJUmSpMIY0iVJkqTCGNIlSZKkwhjSJUmSpMIY0iVJkqTCrNHvAjR15s1f1O8SJEmS1AFDuiTggV/ili5Z3KdKJEmS3V0kSZKkwhjSJUmSpMIY0iVJkqTCGNIlSZKkwhjSJUmSpMIY0iVJkqTCGNIlSZKkwhjSJUmSpMIY0iVJkqTCeMVRSaNqXoHUq49KkjS1bEmXJEmSCmNIlyRJkgpjSJckSZIKY0iXJEmSCmNIlyRJkgpjSJckSZIK4xCMklbL4RglSZpatqRLkiRJhTGkS5IkSYUxpEuSJEmFMaRLkiRJhTGkS5IkSYUxpEuSJEmFMaRLkiRJhTGkS5IkSYXxYkaS+s6LJUmSdH+2pEuSJEmFMaRLkiRJhTGkS5IkSYUxpEuSJEmFMaRLkiRJhTGkS5IkSYUxpEuSJEmFcZz0Gaw59rTULe32K8c3lySpe2xJlyRJkgpjSJckSZIKY0iXJEmSCmNIlyRJkgpjSJckSZIKY0iXJEmSCmNIlyRJkgpjSJckSZIKY0iXJEmSCmNIlyRJkgqzRr8LkDQzzJu/aNXtpUsW97ESSZKmP0O6pK4zsEuSNDl2d5EkSZIKY0iXJEmSCmNIlyRJkgpjSJckSZIKY0iXJEmSCmNIlyRJkgpT/BCMIYTXAzfGGC8PIcwCjgEOBP4JHBpj/Hxj3mcDpwObAOcBC2KM/+hD2ZIkSdKEFduSHkJ4SAjheOCzwI715EXAC4BtgAAcG0LYuZ5/Q+B84F3AY4GVwKemuGxJkiRp0ooN6eRAvg05eLccBCyKMd4cY7yK3KreumrKW4CzY4xfjzH+idza/vIQwvpTWbQkSZI0WcV2d4kxvh8ghHBK/fthwIbAjxqzLQMOr29vCVzQWP6uEML1wJOB20Y+fwhhAbAAYO7cuSxfvrwHr6K/VqxY0e8SpI7+tpr76kz8W5QkCWDOnDkdz1tsSB/FrPr3UGPaUGP6LB5oqM10YoynAacBLFy4cGg8G226mD17dr9LkDr6h9TcV8N+x666vXTJ4p7UJElS6Uru7nI/Mca7gD8CT2tM3h64pr79i/o+sKrl/QnAtVNVoyRJktQNxbakhxBmAw8G1gTWCiGsC5wEnBxC2BOYA7wPeGO9yCeBq0MIFwI/AE4ELogx/nHKi++jefMXrX4maQo190lbxiVJ6kyxIR14DvDtxv33kFv+HwFcTR6C8bAY48UAMcbfhxDmA59heAjGN01pxZIkSVIXFBvSY4yXM3p/8sMZPll05DLfBTbvYVmSJElSz02bPumSJEnSoDCkS5IkSYUxpEuSJEmFMaRLkiRJhTGkS5IkSYUxpEuSJEmFKXYIRkkzmxfekiSpPVvSJUmSpMIY0iVJkqTC2N1lBrDbgCRJ0sxiSJc0ZfxCKUlSZ+zuIkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVxpAuSZIkFWaNfhcgSZ2YN3/RqttLlyzuYyWSJPWeLemSJElSYQzpkiRJUmEM6ZIkSVJh7JM+TTX750qSJGlmsSVdkiRJKowt6ZKK5REjSdKgsiVdkiRJKowhXZIkSSqM3V0kzUhe/EiSNJ3Zki5JkiQVxpAuSZIkFcaQLkmSJBXGkC5JkiQVxpAuSZIkFcaQLkmSJBXGIRglzRheoVSSNFMY0iVNO+MN4+3md/x0SVKpDOnTiK2EkiRJg8E+6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhPHG0cJ4sKkmSNHhsSZckSZIKY0iXJEmSCmNIlyRJkgpjSJckSZIKY0iXJEmSCuPoLpLE/UdSWrpkcR8rkSTJlnRJkiSpOLakSxpYXodAklQqQ7okjWFkkLcrjCRpKtjdRZIkSSqMLemSNEKn3WA82VSS1CuGdEkaB/uxS5KmgiG9QIYAafpp16pua7skaSLsky5JkiQVxpAuSZIkFcbuLpLUZe26rLWbbjeY/psJ3ZJmwmuQNMyQXgj7oUvqlGFsfNxekqajGRfSQwgPAz4HBOB64LUxxh/1typJ6swgBsrJvOZebK/JPud0PIm45NqkQTXjQjrwReAWYGNgZ+CiEMKTYox/7m9ZD2TruSTo7H9Bt/5fTCZAjjVPJ115JrOO8YbITrocTeZ5OjXeOnrxuTDeblbdmr9X65MGxayhoaF+19A1IYQnAD8ENoox/rOediZwVYzxI+2WW7hw4dBHP/rRKapymCFdUq9MNlCN9jz+z5pZxvvedmuf6nTd/ToKMdkvrFNZh8ankG06q+MZZ1hIfxnwrhjjcxvT3g5sG2N83Yh5FwAL6rtPAn41VXUWbi5wR7+LGFBu+/5wu/eP274/3O7947bvj5K2+x0xxl06mXGmdXcZ7dvJ0GjTY4ynAaf1vKJpJoRwZYzx6f2uYxC57fvD7d4/bvv+cLv3j9u+P6brdp9p46RfC2wVQlinMW174Jo+1SNJkiSN24wK6THGXwNXACeFEOaEEPYAXgx8tr+VSZIkSZ2bad1dAPYmD8H4e/IQjC+OMZbSD2k6sAtQ/7jt+8Pt3j9u+/5wu/eP274/puV2n1EnjkqSJEkzwYzq7iJJkiTNBIZ0SZIkqTCGdEmSJKkwM/HEUU1SCOHZwOnAJsB5wIIY4z/6W9X0F0J4PXBjjPHyEMIs4BjgQOCfwKExxs835vU96KLmtl/NfBsCXwJ2AK4C9o4x3tD7CmeWev9eCLwV2AC4FHhtjPGuEMIrgJOARwKfIV+AbkW9nNt/Esba7mMssxbwMWAf4DbggBjjRVNQ7owSQjgEOIC8X19M/p/9Z/f33mu37ceYf9rs8544OsBCCEcDRzYmXQq8BvgZ8DrgB8BHgFkxxn2nvMAZIoTwEOC9wGHA0THGo0II7wBeCewJzAHOB14fY7y0/sfte9AFbbb9TsBljdlWxBjXqAPOj4FzgY+TR4o6CHhSjPHeKS59WgshPB44C9gP+B3w/4Afkb9wRmBX4EbgC8APYoxHuP0nb4ztfjTwN2DNxuzPiTF+P4RwMvBY4M3AlvXyVYzRq3B3KITwVPJQz3sCfwI+Sm58+Qzu7z01xrZ/OzNgn7clfbBtC7woxnhxa0II4Vjg7Bjj1+v7BwK/CyGsH2O8rU91TneLgG3IQbzlIGCPGOPNwM0hhGPq+S4F3oLvQbeMtu23BU6IMR42Yt7nAevEGI+r758SQtgLeBn5g1QdijHeEEJ4ZozxPoAQwmXA1uT346QY4xX19AOAK0MI7wN2wu0/KWNs962AK2OMz2rOH0J4KPBGYPP6f8ttIYRTgbeRj/KpAzHGn4YQdogx3gMQQjgHOAL3954bY9vPiH3ePumDbVvyIbamLYEftu7Uh0mvB548hXXNKDHG98cYX0oeu58QwsOADcktXC3LyB+m4HvQNSO3fW20/R7ydl82YlrzfdE4NILiTsDB5Fbdkfv2dcBK4N9x+3dFm+3ebp/fDFgeY/xDY5rbfAIaIfEx5MD3U9zfp0SbbT8j9nlb0gdUCOHR5P5bXwkhbE/uVrE/MGuU2YfaTNfEtLZls69Zcxv7HvTWdsB6IYTPAL8FDooxXoLbvatCCGsDi8mH+vePMX4jhPD+UWZtbWO3fxe02e4fB54aQrgNuBs4OcZ4Im7zrgohvI58McWrgFeTj4yO5P7eA6Ns+2OZAfu8LemDayvgdnJfxceS+0CfC/wC2L41U93q+wTg2j7UOCPVLeN/BJ7WmLw9cE192/egR+oA8xjgf8itWe8Hzg0hbETe7k8fsUjzfdH4nANsAWwVYzynnjZy396M3Fh0M27/bhltu28OXEluLdwDOCiEMJ98hG5ufR5Mi9t8gmKMZwAbkz9b98P9fcqMsu1nxD7viaMCIIQwG7iTfAjuJ+QTSH8AnAisEWN8dR/Lm9bqbftg8gmgy8nBcH9gd+5/4ugbY4wXhxA2Bq7G92DSRtv2Mca/jZgnAl8BziTv+2cxfCLXu8h9F++ZyrqnuxDCM4FvARs3Rxapj9pdAMwHbiKfSLcsxnhYCOFBuP0npd12H2W+g4EtYoxvCCGcQg43C8iNN2cBz40x/mIqap6JQgjbAN8k9y93f59CrW0fY9xgxPRpuc/bkj6gQghrhRDmNibNIu8P95L/oZxIHh1gNvCmqa9wRnkO8H/kfwjvqW9/BLiEHMYj8L7WCbwxxt/je9AtD9j2dat50xrAvTHGlcCLgZ2BW8kfmjv7gTkh2wDrAneGEIbqn5tijMvIwwOeBfya3Hp1JIDbvytG3e7t9vn69kHk1scbycO+7ltiWClZCGFWCGFOY9LfySeFur/3WLttP1P2eVvSB1QI4ZXAocBe5J31GGDrGOOO/axL6qX6KMWPyX0W/xd4BfDfwFNijHf0szapV0II1wCnkYcEfCq5S8w+McbLxlxQHQkh7EYeyWVf8hHpxcBDYoyv7GthA6Ddtie3kE/7fd6W9MF1FvkQ/6Xkb5PrkQO7NGPVRyleT764yO3kFvZgQNcMtyu568Xt5DGl3z3dwkrhvk4eIeRK8sno65JHGVHvtdv2M2KftyVdkiRJKowt6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZIkSVJhDOmSJElSYQzpkiRJUmEM6ZKkngshPKyb80nSTDdraGio3zVIkroohHA58J+rme3zwGNijLtMQT2bAT8GnhRj/OMY8z0G+BWwXYzx+l7XJUklsyVdkmaevYEn1j871NP2aUx7InAw8Popquc44KyxAjpA/fjZwLFTUpUkFcyWdEmawerW6VuBnWKMl/dh/ZsC1wFbxRh/2cH8WwA/B54YY7yx1/VJUqnW6HcBkqSpF0I4g7q7SwjhccCNwObA24BXkz8fPh5jPDyE8AbgPcB6wAXAfjHGu+vneSi5pfzVwMOAnwIHxxi/W6/qVcDVzYAeQngL8HbgccDvgY8DJ8cYV8YYfxlCuAZ4JfCB3m0BSSqb3V0kSS1nAH8BXkjus/7eEMKngJeQQ/g7gL2ANwCEENYEvgdsWk/fAfgS8NUQwkvq53wecGlrBSGE5wMfAY4HtgfeDfwX8LRGHZcBO/bg9UnStGFLuiSpZVmM8SiAEMK1wFvIQfoZMcb7gGUhhNeTw/gnyK3uALvFGFfWt38SQrgZOAW4ENgIOK+xjm2A38QYv1jf/xnw1RF1XA+8qJsvTJKmG0O6JKnlrNaNGOPdIYQ/AefWAb3lt8Cc+vbO5ND9jxDCyOdaO4SwAfAPYO3G9K8Au4cQEvA14NvAlY2QD7BWvZwkDSy7u0iSWlaOuH8fsGKUaa3PjiFgGfAfo/w8GfgTcC05yAMQY7wlxvgs8gg0twPvBX4VQviPxjqeWi8nSQPLkC7p/7d3hyoVBFEYx/9i0OAr+BwWX8BT7D6GQbxtDXYREdu9+ARaTlBs12gXFPEhBEURDGeshgVhYP8/2LQzeT+Gb85KY91RAfwjMx9/H2AT+G4n8NdAtP46EbEKkJmvmTnPzF1q+stBe78GRNsnSZNl3UWSNNY5NWv9NiIOgWfqEuiM6pQ/AVfURdE96jLqok2EWQAv1ESZLarDDjUN5h1DuqSJ8yRdkjRKZn4C28ANcAEsqZ76TmbetzVfwAAMEbEO7FO99hPgATgFLoHj9n4Ajto+SZosf2YkSfpXEbFCTYKZZ+bbH+s2qJP5s8z04yRp0gzpkiRJUmesu0iSJEmdMaRLkiRJnTGkS5IkSZ0xpEuSJEmdMaRLkiRJnTGkS5IkSZ0xpEuSJEmd+QElWc9qwn+TegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Timing of Kills\n",
    "While the overall distribution of round time gives us a broad overview of how quickly teams achieve the map objectives, it does not tell us much about *when* the action occurs. We need to dive into kill data to understand when teams make their plays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get timing of first kill for each round\n",
    "kill_timing = kill_data[['seconds', 'att_side']]\n",
    "\n",
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pre-Round\n",
    "First, we notice that there are effectively no kills inside 15 seconds. This is because the freezetime for competitive games is 15 seconds.  \n",
    "  \n",
    "### Early Phase\n",
    "Early in the round, we see a small peak in the number of kills at approximately 20 seconds. This can be explained by the infamous B rush - a basic strategy in the T repertoire where the entire Terrorist team (if not, most of the Ts) runs from the spawn point straight into the B site. The strategy works because the Ts effectively reduce their distance to the enemy, enabling cheaper weapons like pistols and SMGs to become more effective. It takes approximately 18 seconds for the first man to reach the entrance to B through the tunnels from T Spawn, which explains why there are numerous data points concentrated around the 18 second mark for the Ts, and a response around the 20-second mark from the CTs (presumably re-frags).  \n",
    "  \n",
    "### End Phase\n",
    "We address the end phase of a round first, because the middle phase of a round requires more data. Towards the end of the round, teams typically scale back their attempts to hunt down enemy players, be it to re-capture a bomb site to defuse the bomb or finish the opposing team off. This makes sense because surviving would conserve the team's finances.\n",
    "  \n",
    "### Middle Phase\n",
    "It is much more difficult to label the peak at 30 seconds with an event. By that time, the players could have reached any part of the map. What we can infer is that the Ts typically make an attempt to capture a bomb site after the 25-second mark. To shed more light on what happens during this phase, we examine kill data **before and after** the bomb is planted. We don't have data on the timing of bomb plants. We only know whether kills occurred before or after that, but it is sufficient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get timing of first kill for each round\n",
    "kill_timing = kill_data[['seconds', 'is_bomb_planted']]\n",
    "\n",
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We note that no kills (after the bomb was planted) occurred before 35 seconds, while the median timing for kills after bomb plants was 68 seconds. Assuming that the CTs take some time to respond and set themselves up (for slaughter), and taking into account the distribution of kills before the bomb is planted, we can infer that:  \n",
    "  \n",
    "* Attempts to take a bomb site are typically mounted approximately 30-40 seconds into the round.\n",
    "* The bomb is typically planted approximately 50-60 seconds into the round.\n",
    "  \n",
    "If our assumptions are correct, bomb sites can be taken in approximately 10-30 seconds."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finances in CS:GO\n",
    "We continue our analysis with the most important resource in the game: money. Rounds in the dataset have been labelled as **Pistol Rounds**, **Ecos**, **Semi-Ecos**, **Force Buys** and **Normal** rounds. I disagree with these labels because they do not specify which team the labels apply to. For example, a round may be tagged as an Eco round, but does this refer to the Ts or CTs?  \n",
    "  \n",
    "In addition, we observe several peculiarities:  \n",
    "  \n",
    "1. It is not possible that teams spent more than \\$5,000 in pistol rounds.\n",
    "2. In Eco, Semi-Eco and Force Buy rounds, there are two peaks: a peak between \\$5,000 and \\$15,000, and another one at approximately \\$27,500.  \n",
    "  \n",
    "Clearly, this will have an impact on subsequent analyses. We should make some effort to clean the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mvzMlSdJYjBjQI+JA4CvABZTLKf4NcFRETKvavgjsDJzY7SIj4lDgrsxctJL9Nga+BrwCuBE4KDPv7HZ9kiRJUqeMNoJ+EvDhzDxrqCEiLgO+D3wA+AGwXWbe3q3iImId4OPAx4DjKK9cuidwXdNuyzNzSkQUwJXApZRXOj0IuCYiXpyZj3erRkmSJKmTRgvofw1c1dyQmTdEBMBHmoN7F32QcnrN5U1tOwAnZ+bHhu27F7BWZp5Q3T6r+i/AmyhD+5MiYiYwE2D69OksXbq0G7Wv1DorlvfkeTWxenV8SRqdP4PVC/5OGGzTprU3K3xlJ4muaNHWAK4ea0GrIjNPAoiI5j8GdgC+2WL3lwKLh7UtBrZlWEDPzIXAQoBZs2Y12u2sTlu22uo9eV5NrF4dX5JG589g9YK/E9SOlQX0xhjbJ8KOwAYRcR7wW2B2Zl4DFC32bYzQLkmSJNXSygL6/Ij4Y4v7HBcRDw81ZObhHa+shYhYE3g+cCpwALAPcGlEbAPcCrx32F12AT43EbVJkiRJnTBaQP8u8ILqo9n3gY2qD+jiaHpErA6sTXlxpKnAGpnZ/L+hCyPin4C9ga8CT0TEPOBsypNENwW+0a36JEmSpE4bMaBn5h4TWMdIXgVc33T7oxGxSWb+rqltCvB4Zq6IiH0og/o8ymUW987MZRNXriRJkjQ+bV9JtBeqdc+fnEMeEZsAN0bE24EfAm8BXgb8R7X/74A9J75SSVKnjfXCYF4UTFK/WK3XBYxFZt4HHAqcDiyhXCoxMvOhnhYmSZIkdUitR9BbycwrKS9IJEmSJPWdEUfQI+LIiNh6IouRJEmSBt1oU1yOoVw9hYhYHhEvmpiSJEmSpME1WkBfDry6+rqgtxcnkiRJkgbCaHPQFwCfi4hjKMP5dyLiiVY7Zqaj65IkSVIHjLYO+qkRcR2wG+XVOC8Elk5UYZIkjcVYl2WUpLoadRWXzLyRct3x6cCZmfnwxJQlSZIkDaa2llnMzOMAIiKA11XN12TmFd0qTJIkSRpEbQX0iJgCXAbsA/yS8qTRwyPi28CbM3N590qUJNWNV/mUpO5p90qiHwe2B3bIzB0zcwdgR+Bl1TZJkiRJHdDulUTfDXw4M28easjMmyNiLuVqL8d3ozhpEDkyKUnSYGt3BH068H9btN9ebZMkSZLUAe0G9FuAN7do/4dqmyRJkqQOaHeKy9FARsRqwNeBFcABwFHAG7tUm9QXXJtZkiSNRVsj6Jl5DXAw8M/Az4GbgMOAd2bmf3SvPEmSJGmwtDvFhcy8CNgU2KX62CQzL+xWYZIkSdIganeKCwCZ+Tjwsy7VIknqEadiSVJ9jCmgS5K0KvwDQJLa1/YUF0mSJEndZ0CXJEmSamRcAT0inhMRn+hUMZIkSdKgG+8I+hRg804UIkmSJGmcJ4lm5u+BQztUiyRJkjTw2g7oEbE+MA94XdV0DXB8Zv6xG4VJkiRJg6itKS4RMR24GdgfuA64HtgPuCkipnWvPEmSJGmwtDsH/TTgLuAlmTk7Mz8EzAB+W22TJEmS1AHtBvQ3AMdl5mNDDZn5KHA88MZuFCZJkiQNonbnoK8B/E+L9sfG8BiSpAnilTslafJqdwT9O8CHWrQfCXy3c+VIkiRJg63d0e9ZwM8i4gfA14EVlCeM7lB9SJIkSeqAtkbQM/NOYEdgCXAicDLwB2DHapskSZKkDmh7/ngVxPftYi2SJEnSwBsxoEfEq9t9kMx0HrrUI2M9GXDqgrldqkSSJHXCaCPoi4AGUIywvdH02ZVcJEmSpA4YLVhvNMq2LYGvAusBB3e0IkmSJGmAjRjQM/PBVu0R8Q/Al4E7gD0y87ddqm3o+Q4F7srMRRFRUF4c6UjgUeDozPxK076vBM4HNgUuA2Zm5l+6WZ8kSZLUSe2ug05EFBHxKeDfgUuBV3YznEfEOhFxIvAlYI+q+YPAa4HtgADmR8Te1f4bA5cDc4DNKJeC/EK36pMkSZK6oa254xGxAXAhsCvwrsz8clerKn2QMohf3tQ2G9g/M+8B7omI46v9rgXeB1ycmd+qaj4SuDciNhz+34CImAnMBJg+fTpLly7t+otpZZ0Vy3vyvBpsvTreNbH8+SLVkz+DB9u0adPa2m+lAT0idgcuAh4Dds/MG8dXWnsy86Tq+c+qPq8PbAz8tGm3xcC86uuXAlc03f+RiLgDeAnwtICemQuBhQCzZs1qtNtZnbZstdV78rwabL063jWx/Pki1ZM/g9WOUae4RMRs4DrgZ5QXJZqQcD6CodVkGk1tzavMtFptZrRVaCRJkqTaGW0d9EuA/YBHgPuAkyOi5b6ZeXhXqnv6czwSEQ8AOwE/rpp3AW6pvr61uv0leHLEfUvgtm7XJkmSJHXKaFNcpgFDFyDaepT9GqNsW2URsTqwNrAGMDUi1gVOB86MiAOq+j4JvLu6y7nATRFxJfAj4DTgisx8oBv1SZIkSd0w2jKLe05kIS28Cri+6fZHKafkPBu4iXKZxY9l5tUAmXlfROwLnMdTyyy+Z0IrliRJksaptlcAzcxFtJ4/Po+nTgwdfp/vAlt1sSxJkiSpq9peB12SJElS9xnQJUmSpBoxoEuSJEk1YkCXJEmSasSALkmSJNWIAV2SJEmqEQO6JEmSVCO1XQddkvSUZXNO6XUJkqQJ4gi6JEmSVCMGdEmSJKlGDOiSJElSjTgHXRowY53LPHXB3C5VIkmSWnEEXZIkSaoRR9AlSZImiP/FVDscQZckSZJqxIAuSZIk1YgBXZIkSaoRA7okSZJUIwZ0SZIkqUYM6JIkSVKNGNAlSZKkGjGgS5IkSTViQJckSZJqxIAuSZIk1ciUXhcgqd7Gellq8NLUkiSNhyPokiRJUo0Y0CVJkqQacYqLJPXAqkwdkiQNBkfQJUmSpBoxoEuSJEk1YkCXJEmSasSALkmSJNWIJ4lKkiTVlNeiGEyOoEuSJEk1YkCXJEmSasSALkmSJNWIAV2SJEmqkb46STQiXgmcD2wKXAbMzMy/9LYqSZIkqX2TMqBHxHHAJ5qargX+CbgceCfwI+BU4AvAIRNdnyRJkrSqJmVAB3YAXp+ZVw81RMR84OLM/FZ1+0jg3ojYMDMfbL5zRMwEZgJMnz6dpUuXTlzlTdZZsbwnzyt1W6++pyYTv/8ldYs/g+tr2rRpbe03mQP6jcPaXgpcMXQjMx+JiDuAlwBPC+iZuRBYCDBr1qxGu53VactWW70nzyt1W6++pyYTv/8ldYs/gye/SRfQI+J5wHOACyNiF8rpLIcBRYvdGyO0S5IkSbU0GVdxmQEsAY4DNgN+CVwK3ArsMrRTRKwPbAnc1oMaJUmSpFUy6UbQM/N64EVDtyNiLvAw5QmhP4+IKylH1U8DrsjMB3pSqCRJkrQKJt0IekRMjYjpTU0F5et4HNiXMpjfC6wOvGfiK5QkSZJW3aQbQQf2A46OiAMpp7ocDyzOzPuB+4GtelmcJEmSNB6TMaBfBPw15drn6wL/BziwlwVJkiRJnTLpAnpmNoBPVx+SJElSX5l0c9AlSZKkfjbpRtAl1d+yOaeMaf+pC+Z2qZKJMdbXK0nSaBxBlyRJkmrEEXRJkqQ+Mmj/xexHBnRJPecvE0mSnuIUF0mSJKlGDOiSJElSjRjQJUmSpBoxoEuSJEk1YkCXJEmSasSALkmSJNWIAV2SJEmqEQO6JEmSVCNeqEhS3xvrhZAkSeolR9AlSZKkGjGgS5IkSTViQJckSZJqxIAuSZIk1YgBXZIkSaoRA7okSZJUIwZ0SZIkqUYM6JIkSVKNGNAlSZKkGvFKopIkSQNsrFdbnrpgbpcq0RBH0CVJkqQaMaBLkiRJNWJAlyRJkmrEOeiSJp2xzpeUJGkycQRdkiRJqhEDuiRJklQjBnRJkiSpRpyDLkmSpLZ1+zwg11l3BF2SJEmqFUfQJUmSVBte2bQPA3pErA98GQjgDuAdmfnT3lYlSZKkbliVKTd1D/X9OMXlX4AlwCbA8cBVEfHc3pYkSZIktadoNBq9rqFjImJL4CfACzLz0artq8CNmXlq034zgZnVzRcDvx7nU08HHhrnY+iZ7NfusW+7w37tDvu1O+zX7rBfu6cf+vahzPy7le3Ub1NctgFuHgrnlcXADs07ZeZCYGGnnjQibsjMnTv1eCrZr91j33aH/dod9mt32K/dYb92zyD1bb9NcSlatDVGaJckSZJqp98C+m3AjIhYq6ltF+CWHtUjSZIkjUlfBfTM/A3wA+D0iJgWEfsD+wBf6vJTd2y6jJ7Gfu0e+7Y77NfusF+7w37tDvu1ewamb/vqJFGAiPgrymUW96FcZvHQzFzc26okSZKk9vRdQJckSZIms76a4iJJkiRNdgZ0SZIkqUYM6JIkSVKN9NuFiiZURKxPeUJqUJ6Q+o7M/Glvq5pcIuKVwPnApsBlwMzM/Eu1bdT+jYgjgE9SHsenZOanJrj8noqIQ4G7MnNRRBTA8cCRwKPA0Zn5laZ97ec2NffrSvbbGPga8ArgRuCgzLyz2rbK70e/qfpiFnAEsBFwLeUx9khEvAU4HXgOcB4wJzOXV/ezf0cxWr+Ocp+pwOeAg4EHgcMz86qm7av0fvSbiDgKOJyyH66mPH7+y+N1/Ebq21H2H9hj1hH08fkXYAmwCeU331UR8dzellRPEXFcRDSaPq6pvnkuB+YAmwErgC803W3E/o2I/YAPAXtSrnV/YES8a+JeUe9ExDoRcSLl8qF7VM0fBF4LbEcZtOdHxN7V/vZzG1r1a0TsOey4faJqL4ArKUPRRpS/BK6JiDWqhxvP+9FvNgcOAfanfL1rAXMjYifgHOBAYCtgBnAs2L9tGqlfp0bEsmHH7Sur+3wG2BB4EfBu4KsR8WKAcb4ffSMitgcOAPai/Jn4J+BEj9fxG6VvPWZbcAR9FUXElsCrgBdk5qPARRHxJuBQ4NSeFldPOwCvz8yrhxoiYj5wcWZ+q7p9JHBvRGwIrMfo/TsbmJeZt1T3nUP5V/T5E/iaeuWDlD/oL29qmw3sn5n3APdExPHVftcC78N+bkerft0BODkzPzZs372AtTLzhOr2WRFxIPAm4FJW8f3IzAe79Np6JjPvjIhdM3Poj5vrgG0p++P0zPxB1X44cENEfJLyD0L7dxSj9OsM4IbM3K15/4h4FmXA2arqhwcj4vPA+ylHdsfzfvSNzPxFRLwiM5cBRMQlwDF4vI7bKH3rMduCI+irbhvg5irUDFlM+QNSz7QD5b+Ymr0U+MnQjepfs3cAL2Hl/fu0+1bbto6Ivv+jMzNPysw3AvfBk1NUNgaap1eN2Ff2c2vD+7XS6riFsl+GX19hMbDtON+PvtQUIvcE5gL/yjP74XbK0cMXYv+2ZYR+HemY3QJYmpm/a2obrd/aej/G/yrqpylAPp8yDP4Cj9eOGKFvPWZb6LtfshOoaNHWGKF9oEXE8yjnh10YEbsAPwIOY/Q+XFn/Dt8+2v363dBrbr6owWh91bzdfh7djsAGEXEe8FtgdmZeQ3t9uirvR1+KiDWBM4D9gMMy89sRcVKLXds5Lu3fygj9ejawfUQ8CDwGnJmZpzH27/Xm7QPTp0Mi4p2U5+bcCLydcrR7OI/XVdCib+fjMfsMjqCvutuAGRGxVlPbLsAtPaqnzmZQznE+jnKO3S8p/8V0K2WfAU+OBG9J2bcr69+n3bf6+jeZ+XiXXkNtVSMuDwA7NTWP2Ff2c3uq8PN84N8oR2ROAi6NiBdQ9svOw+6yC3DLON+PfnUJsDUwIzMvqdqG98MWlING92D/tqtVv24F3EA5Urg/MDsi9qUclZ1ezXkeMlq/tfV+dPTV1EhmXkA5T3oJ8C48XjumRd96zLbglUTHISKuAO4F5lHOST0X2DozH+ppYTUXEasDD1P+C+rnwD9RjqqfBkzJzLdX+43YvxHxj8DJwD8A/0MZ+M/JzIUT/HImXNV/a1POEV9KGRwPA/6R8gScaZTzqN+dmVdHxCbATdjPo2rVr5n5p2H7JHAh8FXKY/ci4GzgIMqTvLbKzGXVXP1Vej/6TUTsCvwHsEnzCiPVf9OuAPYF7gb+N7A4Mz8WEath/45qpH5tsd9cyu/nf46IsyiD0UzKgZOLgFdK8J8gAAAG5UlEQVRn5q3jeT+69RrrICK2A/4P5dxlj9cOGurbzNxoWLvHLI6gj9dBlGcX30e5DN0+hvNnivIM7elNTQXlsfc45TfWaZQBcXXgPU37jdi/1WjRmcAiynll/9aPoXEErwL+m/IH1kerr08FrqH8QZ/AJ4dOyM3M+7Cf2/GMfq1Gy5tNAR7PzBXAPsDewP2Ufbh30w/+8bwf/WY7YF3g4XhqhYa7M3Mx5RKBFwG/oRzZ+gSA/duWlv060jFbfT2bctTyLsoTvQ/JzFsBxvl+9I2IKCJiWlPTnylPNvR4HaeR+tZjtjVH0NV1EfFW4GjKpZCWUC7lt21m7tHLuqTRVCNbP6OcI/lD4C3AAmAb/xBXXUXELcBCyjWht6ecBnNwZl7X08ImiYh4M+XqIIdQ/qf3DGCdzHxrTwvrAyP1LeXIuMfsMI6gayJcRDkt4FrKv4I3oAzrUm1VI1uHUi4ruYRyZD0M56q5/SinYyyhXNP/I4MedMboW5T/LbyB8sTwdSlXG9H4jdS3HrMtOIIuSZIk1Ygj6JIkSVKNGNAlSZKkGjGgS5IkSTViQJckSZJqxIAuSZIk1YgBXZIkSaoRA7okSZJUIwZ0SZIkqUYM6JIkSVKNGNAlSZKkGjGgS5IkSTViQJckSZJqxIAuSZIk1YgBXZIkSaoRA7okqZYiYt9e1yBJvWBAlyT1VESsP8KmlgF9lP0lqS8UjUaj1zVIktoUEYuArYAtM/MvLbavBvwCWCMzt57g8sYsIp4N3A68PjN/FhF/BRxLGc43A/4b+CFwXGb+MCKeD/wa2DEz7+hR2ZLUVY6gS9LksxHwoRG2vQOYMYG1jNdRwM8z82fV7YuAnYFDgXOAN1AG+AsiYkpmPgBcDMzvRbGSNBEM6JI0+fwBmBsR05sbI2Jt4Phqe+1FxHrA+4AF1e3NgNcB78vMRcBDmfm9zDyScsT8iequC4ADImLzHpQtSV03pdcFSJLG7DJgd+AY4ANN7R8A1gC+RDny/KSIeFu1/xbAfcDpwNmZ2ai23w3MA1YAH6GcRnMT8PbMvKvapwAOA2YDLwR+CyzIzIURMQW4Gzg9M08d9ty3AZ/NzHOHvY43Ao8D11S3n119ft7wF5yZf276+lcRcQvwVuBTI/SRJE1ajqBL0uTzBHA0cFhEvAggIqZVbccCf2reOSLmUIb2C4DdKEPt8cBnhz3uTOAIymknb6CcA/6Zpu1nUY54H005DeXjwAci4pRqdPvcqqai6blfThnm/7XF69gLWJSZy6vbt1Ufl0TEccCmEbHGCH1wHbDHCNskaVIzoEvSJJSZlwM/Bk6smuYBDwDnNe9XnVQ5H5idmadk5k8z84vAwcAREbFd0+7PAfbOzKsz8/rqsXarHmdH4F3AazLz0sz8ZWZeTBmyj4iILYAvAJsAr2l6zHcAF2fmIy1exguAu5pe0zLgbyn/kHg38M/AQxHxtYgYPq/+DsrgL0l9x4AuSZPXHMq52PsDhwNHN83THrI7sBbw9ebGzEzgYZ4epr+emY813b6Hp6ad7AVMBe6JiMeGPiinuawNvDwzHwIupBxlJyKmAgcCXxyh/r8Aaw6r6/eZ+WHKoH8ucArwWuDHw/6YmFrdX5L6jgFdkiapzPwJcAllKP5JZn5jlN1XtGgrVrLPEzz1e6JBOV98Z+Blwz62Aa6s9vss8MaI2JhyjvmDmfmfI9R0G7Bdqw3V3PglmXkisAtlkD+waZftq/tLUt8xoEvS5PZRyiD9kRG2/yfwGLB/c2NE/B3wV8D1bT7PdZQnoG6Tmb8a+qAcyX5eZv4RIDNvBH4EvIdyest5Iz0gcDmwe0Q8r6pp04h4RYv97gX+TDlST0SsCUR1f0nqO67iIkmTWGbeGRHrNJ1oOXz7AxFxLPDZ6gqci4CdKKeOnFMF6nae58aI+AJwXkRsCHwX2JZyycNTge817f5Z4HPAupTzyEd6zMUR8VPK6TnHAW8BFkTE1yjXQ39eROxWbV+Dcm46wNuARzGgS+pTjqBL0iQ3Ujhv2v5p4L2Uq7T8GPgY8EngyDE+1eGUSzV+qHqcjwAfz8zPDNvv3ykHgK6s5qWPZh4wOyI2yMwzgAMoL8T01er5vkm57OJrM/MXEbEW5Uo1x2Xm42OsX5ImhaLRaPS6BklSH4mIrYBfAa/LzGva2P89wDcy8/fD2i/IzHcOa1uX8iqjZw2t4S5J/cYpLpKkjomILYETgDuBa9u5T7XsYyvPOOk1M/9EOX1GkvqWI+iSpI6JiN9QTp98Z2Z+v9f1SNJkZECXJEmSasSTRCVJkqQaMaBLkiRJNWJAlyRJkmrEgC5JkiTViAFdkiRJqhEDuiRJklQj/x9UaRXYjej/QwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hence, I created side-specific labels using simple heuristics:  \n",
    "  \n",
    "* The Pistol Round labels must be retained\n",
    "* If the CT(T) equipment value is *lower* than that of T(CT), the Eco / Semi-Eco / Force Buy label applies to CT(T) and the Anti-Eco label applies to T(CT)\n",
    "* All other rounds must be Normal rounds  \n",
    "  \n",
    "Notice that I added an Anti-Eco label. These are rounds in which a team was playing against opponents who were Eco-ing. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute equipment value difference\n",
    "dust2['eqdiff'] = dust2['t_eq_val'] - dust2['ct_eq_val']\n",
    "\n",
    "# First, we create a column of missing values\n",
    "dust2['ct_round_type'] = np.nan\n",
    "\n",
    "# Second, we fill in the pistol round labels\n",
    "dust2['ct_round_type'][dust2.round_type=='PISTOL_ROUND'] = 'PISTOL_ROUND'\n",
    "\n",
    "# Third, we fill in the Eco / Semi-Eco / Force Buy labels\n",
    "dust2['ct_round_type'][(dust2.eqdiff > 0) & ((dust2.round_type=='ECO') | (dust2.round_type=='SEMI_ECO') | \n",
    "                                             (dust2.round_type=='FORCE_BUY'))] = dust2.round_type[(dust2.eqdiff > 0) & ((dust2.round_type=='ECO') | (dust2.round_type=='SEMI_ECO') | \n",
    "                                             (dust2.round_type=='FORCE_BUY'))]\n",
    "\n",
    "# Fourth, we fill in the new Anti-Eco label\n",
    "dust2['ct_round_type'][(dust2.eqdiff < 0) & ((dust2.round_type=='ECO') | (dust2.round_type=='SEMI_ECO'))] = 'ANTI_ECO'\n",
    "\n",
    "# Finally, we fill in the remaining missing values with Normal labels\n",
    "dust2['ct_round_type'] = dust2['ct_round_type'].fillna('NORMAL')\n",
    "\n",
    "# Apply the same transformations to the T-side\n",
    "dust2['t_round_type'] = np.nan\n",
    "dust2['t_round_type'][dust2.round_type=='PISTOL_ROUND'] = 'PISTOL_ROUND'\n",
    "dust2['t_round_type'][(dust2.eqdiff < 0) & ((dust2.round_type=='ECO') | (dust2.round_type=='SEMI_ECO') | \n",
    "                                             (dust2.round_type=='FORCE_BUY'))] = dust2.round_type[(dust2.eqdiff < 0) & ((dust2.round_type=='ECO') | (dust2.round_type=='SEMI_ECO') | \n",
    "                                             (dust2.round_type=='FORCE_BUY'))]\n",
    "dust2['t_round_type'][(dust2.eqdiff > 0) & ((dust2.round_type=='ECO') | (dust2.round_type=='SEMI_ECO'))] = 'ANTI_ECO'\n",
    "dust2['t_round_type'] = dust2['t_round_type'].fillna('NORMAL')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note also that the equipment values for pistol rounds look odd. We should not be seeing values greater than $5,000 because each player starts with $1,000, and pistol rounds are the first round in any match. We can correct this by simply dumping them into the Force Buy category because that's where a bulk of the equipment values should lie. In addition, Force Buys typically follow a pistol round. Thus, data entry errors could have mistakenly labelled Force Buys as pistol rounds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change the round type for all rounds with equipment value $5000+ to FORCE_BUY\n",
    "dust2['t_round_type'][(dust2.t_round_type == 'PISTOL_ROUND') & (dust2.t_eq_val >= 5000)] = 'FORCE_BUY'\n",
    "dust2['ct_round_type'][(dust2.ct_round_type == 'PISTOL_ROUND') & (dust2.ct_eq_val >= 5000)] = 'FORCE_BUY'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The distributions make more sense now:  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2oD5JkiSpI4pGozHiB0fEFGDHzPxR+0p65tgTMnNV9f2JlNNpAG7NzDOr7S8HbqQcTd8bODczt206xveBeZm5oN+xZ1N90Jg2bdqu8+bNa3f5kiRg0tXf63YJXfHUrNd2u4RhueHRe1pu+2fP36KDlUhj29SpU4tW2g06xSUilgJrSu8bACuBzVovrTVN4Xxv4ETKEfUzgIua2twREauBlwDbAYv7HWYxZbB/TkDPzPnAfIA5c+Y0pk6d2u7yJUnAqvWndLuErtiwx36vrP/Uwy239Xem1HlDzUH/p373DwJ+C3ynur8NsC/wxg7URUSsB3wa2B94b2ZeHREfH6BpAyiq22D7JEmSpJ4waEDPzH/s+z4i3k65zOJfZGajafu5wLuB93WgtisoR+i3z8xHqm23AbsD11U//2WUz+Heat/f9TvG7sDnOlCbJEmS1BGtruLyYWB2czivXER5YmZbA3pEvIpyvfUZmflY065PA1dGxHeBuylH+c/NzKcj4lpgVUTMpTx59RBgc+Ab7axNkiRJ6qRW10HfAhhoNZSpdOZCRTtSjp4/GhGN6nZ3Zi6mXHrxMuB24FbKDw9k5mpgFrAPcD9lQN8nM5/qQH2SJElSR7Q6gr4YmBsR38vMlQARMZkyHF/T7qKaT+IcYN8VlNNfBtp3H+VqLpIkSVJPajWgzwZ+BCyJiK9Rnni5PzAF+OsO1SZJkiSNO61eqOi/gVdSruDyJsrVW75NeQLnfZ0rT5IkSRpfWh1BJzPvp5z/LUmSJKlDWg7oERHAHsDz6TfynplHtbkuSZIkaVxqKaBHxGeAYynXG/81sKpp95quNipJkiSpRa2OoB8KfCAzz+pkMZIkSdJ412pAfxK4tpOFSJI0Hl19/5KW286avk0HK5FUF60G9MuBg4CbO1iLJKkHrFqwsNslSNKY1mpAnwtcHREnARcDq5t3ZuZDba5LkiRJGpdaDei/qb7uCZzRtL2gPEl03XYWJUmSJI1XrQb0N+BqLZIkjXvOmZc6r6WAnpmLOlyHJEmSJFpfB/3Dg+zaFNgzM3doX0mSJEnS+NXqFJe3D7Dt5cCPgC+2rxxJknrfsFa62eMlnStEUk9qdYrLtv23RcTOwGXA99pdlCRJkjRerTPSB2bmLcDHAK8uKkmSJLXJiAN65RfAHu0oRJIkSdJaBPSI2BT4ALC8feVIkiRJ41urq7is4LnroK9bPfb3wLs6UJckSZI0LrW6isuRPDegrwYeARZn5iNtr0qSxqHhrPwx4YB9O1iJJKmbWl3F5eK+7yPi+dW2RztUkyRJkjRutTqCTkT8KfA5YNfq/k+AozLzxx2qTZIkVWYuvJlVG9zbUlv/wiL1tpZOEo2InYAbgKXA/sDbgDuARRGxY+fKkyRJksaXVkfQPw1cnJnvbdr2zYg4D/gMsHfbK5MkSZLGoVaXWfwT4IIBtl9Q7ZMkSZLUBq0G9N8BGw+wfVq1T5IkSVIbtBrQLwM+EREv6tsQES8EPgZc3onCJEmSpPGo1TnoHwC+B9wREddSroO+N/Br4MQO1SZJkkag1TX1Xe1FqqdW10H/XUT8CXAM8Ppq8+nAFzJzZaeKkyQNzAAmSWNXy+ugZ+YqytVcPt28PSI2zsyH2l2YJGl0DedKppKkzhkyoEfEXwAfBHYEHgC+lJlnNe1/D3AmMLWTRUqSRsbQXX8zF97c7RIk1cygAT0iDga+DFxMuZziy4EPRMTUatuXgN2AMzpepSRJkjRODDWC/nHgHzLz3L4NEfE14PvA3wP/CeyYmXd0tkRJkiRp/BgqoL8U+E7zhsy8MSIATmgO7pIkqfN+9fgjLbfdaoNpHaxEUiet6STR1QNsawBOapQkqcZaCfNL718yCpVIGq41BfTGMLd3REQcASzNzEVraLcp8BXg1cAtwCGZeVfnK5QkSZLaY00B/fSI+O0Ajzk1Ih7t25CZR7W9MiAipgAfAk4GTgUWRcTewHVNzZ7OzAkRUQBXAQuAtwGHANdExCtcq12SJEm9YqiA/l1gs+rW7PvA9OoGnR1Nfx/lEo/fbNq2M/CJzDy5X9vXA5Mz82PV/XOrlWjeShnanxERs4HZANOmTWP58uWdqF2ShmXSiie6XYK6YOXK7o0hrXiis+85f79KzzV1amsrkw8a0DNzr3YVM1KZ+XGAiGg+IXVn4FsDNN8OWNxv22JgB/oF9MycD8wHmDNnTqPVzpKkTlq1/pRul6AumPh09z6YrT+ls+85f79KI9PylURrZBdg44g4H7gHOC4zrwGKAdo2BtkuSZIk1dI63S5gOCJiPWAT4N+Al1Cu1b4gIjYDbqO8cFKz3YFbR7VISZIkaS3UegQ9ItYF1gcmApOAiZnZ/PeySyPib4B9gEuAVRExF/g85UmimwPfGN2qJY2WVi9jP+GAfTtciSRJ7TNoQI+IY4H/yMxuLpL6WuD6pvsfjIgZmXlf07YJwMrMXB0RsyiD+lzKZRb3ycynRq9cSdJY5UWChu/qYayzPmv6Nh2sROotQ42gnwIsAoiIp4GXj/aa4tW658/MIY+IGcAtEfEO4IfAAcAfA/9Rtb8P2Hs0a5QkSZLaaaiA/jTwOuDnlCF5VC9ONJDMXFZdtGgesCXlKHlkZuvDGpIkddhwRtslqb+hAvqngM9FxCmU4fyGiFg1UMPM3LITxQ3ys66ivCCRJEmSNOYMtQ762RFxHbAH8DngUsArDkga0zzxVJLUbUOu4pKZt1DO+Z4GfCYzHx2dsiRJkqTxqaVlFjPzVICICKBv2OiazLyyU4VJkiRJ41FLAT0iJgBfA2bx7EmjR0XE1cDbMvPpzpUoSZIkjR+tXkn0Q8BOwM6ZuUtm7gzsQrnE4Yc6VZwkSZI03rQa0N8NnJCZv+jbUH1/IvCeThQmSZIkjUetBvRpwK8G2H5HtU+SJElSG7Q0Bx24FXgbcHO/7X9Z7ZMkSRoVV9+/ZFjtZ03fpkOVSJ3RakA/CciIWAf4KrAaOAj4APCWDtUmaQxpdX1xcI1xSdL41uoyi9dExKHAZylDOcAjwOGZ+R+dKk6SxoLhfDiRJKnVOehk5mXA5sDu1W1GZl7aqcIkSZKk8ajVKS4AZOZK/nAeuiS1lSPOkqTxrOURdEmSJEmdN6wRdElSyVF+SVKnOIIuSZIk1chaBfSIeEFEfLhdxUiSJEnj3dqOoE8AZrajEEmSJElrOQc9Mx8GjmhTLZIkSdK413JAj4iNgLlA3yX+rgFOy8zfdqIwSZIkaTxqaYpLREwDfgEcCFwHXA/sD/wsIqZ2rjxJkiRpfGl1BP0cYCnwxsx8EiAiTga+U+17Z2fKk6S155KIGsyvHn+k2yVI0h9o9STRNwOn9oVzgMxcAZwGvKUThUmSJEnjUasBfSLw+wG2P4kXO5IkSZLaptWAfgPw/gG2Hwt8t33lSJIkSeNbq6Pfc4CbI+I/ga8CqylPGN25ukmSJElqg5YCembeFRG7UJ4Qeka1+Vpgl8y8q1PFSdJQhnOC31YbTOtgJaoLT/qUNBa0PH+8CuL7dbAWST3IFVIkSWqvQQN6RLyu1YNkpvPQJUmSpDYYagR9EdAAikH2N5q+upKLpFob7tQHp8RIo+vq+5d0uwSpNoYK1tOH2LcVcAmwIXBoWyuSJEmSxrFBA3pmPjjQ9oj4S+Ai4E5gr8y8p0O1SZIkSeNOy1NTIqIAPgGcCFwAHJOZA128SJIkSdIItRTQI2Jj4FLgVcC7MvOijlYladxymbzxwSUyJWlwawzoEbEncBnwJLBnZt7S8aqe+/OPAJZm5qJqFP80yiuYrgBOyswvN7V9DeXo/ubA14DZmfnEaNYrSZIkrY11htoZEccB1wE3U16UaNTCeURMiYgzgAuBvarN7wPeAOwIBHB6ROxTtd8U+CZwPLAF5dVOzxuteiVJkqR2GGod9CuA/YHHgGXAJyJiwLaZeVQHansfZRD/ZtO244ADM/Ne4N6IOK1qdy1wJHB5Zn67qv9Y4NcR8eL+J7xGxGxgNsC0adNYvnx5B8qXxodJK9r7R6qVK1e29XgjtaLNz0vPNZzXeTivRV3eP71ixRPj433u73nVxdSpU1tqN9QUl6lA3wWIthmiXWOIfSOWmR8HiIhzq68bAZsCNzU1WwzMrb7fDriy6fGPRcSdwLbAcwJ6Zs4H5gPMmTOn0WpnSePFsK4Ouv6Utv7siU/XIzCs3+bnpecazus8nNeiLu+fXrH+lPHxPvf3vHrNUMss7j2ahbSg74JJzR8Imi+kNNAFlYa60JIk1ZonUkrS+NQzVwCtRsQfAHYFflxt3h24tfr+tur+hfDMiPtWwC9HuVRJUhu5so+k8aa2AT0i1gXWByYCkyJiA2Ae8JmIOIhyCs5HgHdXD/ki8LOIuAr4EXAOcGVmPjDqxUuSJEkjVNuADrwWuL7p/gcpV515PvAzymUWT87MhQCZuSwi9gPO59llFt8zqhVLkiRJa6m2AT0zFzHw/PG5PHtiaP/HfBfYuoNlST1tWCd/SpKkrqhtQJckSZ01c+HNLbdduu8uHaxEUrMhL1QkSZIkaXQZ0CVJkqQacYqLpBFxje7e5WsnSfVmQJfUca5jLUlS6wzokjQAR5klSd1iQJekMcC/UkjS2GFAl6S15Gi7JKmdDOiSpLZwFF+S2sOALkmSxrSr71/ScttZ07fpYCVSa1wHXZIkSaoRA7okSZJUIwZ0SZIkqUYM6JIkSVKNGNAlSZKkGjGgS5IkSTViQJckSZJqxIAuSZIk1YgBXZIkSaoRryQqSRrUrx5/pNslSNK44wi6JEmSVCOOoEvSKHJEWpK0Jo6gS5IkSTViQJckSZJqxCkukp7h9AtJkrrPEXRJkiSpRhxBlyRJazRz4c0ttVu67y4drkQa+xxBlyRJkmrEgC5JkiTViAFdkiRJqhEDuiRJklQjBnRJkiSpRlzFRepxqxYs7HYJkiSpjRxBlyRJkmrEgC5JkiTVyJia4hIRrwEuADYHvgbMzswnuluVJEmS1LqeDOgRcSrw4aZN1wJ/A3wTOBz4EXA2cB5w2GjXJ0mSJI1UTwZ0YGfgjZn5zNlxEXE6cHlmfru6fyzw64h4cWY+2PzgiJgNzAaYNm0ay5cvH73KpTabtKJ9fyRauXJl244laXxa8URv/+HaTKBOmjp1akvtejmg39Jv23bAlX13MvOxiLgT2BZ4TkDPzPnAfIA5c+Y0Wu0sqY5WrT+lbcea+HRv/2KV1H3rT2nf/0ndYCZQHfRcQI+IFwEvAC6NiN0pp7O8FygGaN4YZLskSZJUS724isv2wEPAqcAWwM+BBcBtwO59jSJiI2Ar4JddqFGSJEkakZ4bQc/M64Et++5HxInAo5QnhP4kIq6iHFU/B7gyMx/oSqGSJKnnXH3/kpbbzpq+TQcr0XjWcwE9IiYBG2XmI9WmgvIvASuB/YDzeXaZxfd0pUhJksapmQtvbqnd0n136XAlUu/quYAO7A+cFBEHU051OQ1YnJn3A/cDW3ezOKlufvX4I2tuJEmSaqMXA/plwEsp1z7fAPh34OBuFiRJkiS1S88F9MxsAP9Y3aQxa9WChWtuJEmSxpxeXMVFkiRJGrMM6JIkSVKNGNAlSZKkGjGgS5IkSTXScyeJSpIk1YEXNVKnOIIuSZIk1YgBXZIkSaoRA7okSZJUIwZ0SZIkqUY8SVSSJI26mQtvbrnt0n136WAlUv04gi5JkiTViCPo0ihatWDhoPt+9fgjLR9nqw2mtaMcSZJUQwZ0qQ2GCt6SJEnDYUCXetBwRtslSVJvcQ66JEmSVCMGdEmSJKlGDOiSJElSjRjQJUmSpBoxoEuSJEk14iouUge52ookCeDq+5e03HbW9G06WIl6gSPokiRJUo04gi5Jkmpt5sKbW2q3dN9dOlyJNDocQZckSZJqxIAuSZIk1YhTXDRmrFqwsKV2Ew7Yt8OVSJIkjZwj6JIkSVKNOIKucafVkXZJkqRucARdkiRJqhFH0KVh8uJDkiSpkwzo6hlrugrbzKbgvNUG0zpdjiSph7m2uurMgC7hqLgkqT7WNCDVbNb0bTpYibrFgK5aaz6hc+YwQrSBW5LGn1ZHxTt1TEfb1S4GdLXdcD75r8lwQrkkSd3UjWmzUobVAAANeUlEQVQz7fyd28yR+e4acwE9IjYCLgICuBN4Z2be1N2qepsXAJIkSRo9Yy6gA/8C/A8wA9gH+E5EvCIz/7e7Zf2hbgbfTqwF3ndMR70lSRpcL0yb6cV58L1Y82CKRqPR7RraJiK2Av4L2CwzV1TbLgFuycyzm9rNBmZXd18B/Pdo1zoGTQNM5p1nP48O+3n02Nejw34ePfb16OjVfn4kM9+0pkZjbQT9lcAv+sJ5ZTGwc3OjzJwPzB/Nwsa6iLgxM3frdh1jnf08Ouzn0WNfjw77efTY16NjrPfzWLuSaDHAtsYg2yVJkqTaGWsB/ZfA9hExuWnb7sCtXapHkiRJGpYxFdAz83bgP4F5ETE1Ig4EZgEXdreyccEpQ6PDfh4d9vPosa9Hh/08euzr0TGm+3lMnSQKEBF/RLnM4izKZRaPyMzF3a1KkiRJas2YC+iSJElSLxtTU1wkSZKkXmdAlyRJkmrEgC5JkiTVyFi7UJHWQkQcASzNzEURUQCnAccCK4CTMvPLTW1fA1wAbA58DZidmU9U+zaiPFE3KE/UfWdm3tT02KOBj1C+/z6ZmWeOxvOri+Z+XkO7TYGvAK8GbgEOycy7qn0jfn3Guqpv5gBHA9OBaynfg49FxAHAPOAFwPnA8Zn5dPU4+3uYhurrIR4zCfgccCjwIHBUZn6naf+IXqOxLiI+ABxF2S8LKd9j/+t7uv0G6+sh2vueHqGImAAk8A+Z+fOI2JayP14JXA8clpmPVG3HVT87gi4iYkpEnEG5HOVe1eb3AW8AdqQM2qdHxD5V+02BbwLHA1sAq4Hzmg75L8BDwAzKXwDfiYgXVo/dH3g/sDflGvUHR8S7Ovn86mKgfo6IvSOi0XRbVW0vgKsoA890yv9YromIidXh1ub1GetmAocBB1I+/8nAiRGxK/AF4GBga2B74KNgf6+Fwfp6UkQ81e+9/ZrqMWcBLwa2BN4NXBIRrwBYy9dozIqInYCDgNdT/r/6OHCG7+n2G6KvfU93xocp34frRcQU4BrgXGBT4KfA15vajqt+dgRdUP5HvSPlf8h9jgMOzMx7gXsj4rSq3bXAkcDlmfltgIg4Fvh1RLwY2BB4LbBZZq4ALouItwJHAGdXx52bmbdWjz2e8hPvBZ1/ml03UD/vDHwiM0/u1/b1wOTM/Fh1/9yIOBh4K7CAEb4+mflgh55bbWTmXRHxqszs+7BzHbADZf/My8z/rLYfBdwYER+h/MBofw/TEH29PXBjZu7R3D4inkf5i3Xrqm8ejIh/Ao6hHMldm9dozMrMn0bEqzPzKYCIuAI4Bd/TbTdEX/uebrOI+FPgjZRBHODtwM8z88Jq/4eAu6rwvYRx1s+OoIvM/HhmvgVYBs9MUdkUuKmp2WLKX7wA2wH/1fT4xyinsmxL+WepX1ThfI2PrfZtU/2Za0zr38+VnSn/3NbfdpR902wxsMNavj7jQlNg3Bs4EfhX/rBf7qAcGXwJ9veIDdLXg72vXwYsz8z7mrYN1ZctvUZr/yzqrykwbkIZSn6K7+mOGKSvfU+3UfXB5kuUg3erqs39++pp4GbK/hh3/WxA10CK6mvzIvmNpu0Ff6hv/1D7BnrsUI8bD3YB3h0Rj0XEzyLiz6vtrfTxSF6fcSEi1ouILwJfBd6bmVcz8vet/T2EQfp6F2CniHgwIu6JiOOq5sP9/6F5/7juZ4CIOBy4H9gYOAnf0x0zQF/7nm6vc4AvZ+ZtTdvamS2G89haMqDrD1SjJQ8AuzZt3h24tfr+tuo+8MyI+1bAL6vb9hExuZXHVt/fnpkr2/kcekFErAdsAvwb5af8jwMLImIzyn7ard9DdgduXcvXZ7y4AtgG2D4zr6i29e+Xl1FO87sX+3ttDNTXWwM3Uo5QHQgcFxH7UY7CTqvmOPcZqi9beo3a+mxqLDMvppwX/RDwLnxPd8wAfe17uk0i4i8o/8+Y129X/75ah/KD0a2Mw372SqIiItYF1qecI76cMii+F/grypNlplLOm353Zi6MiBnAz4C/AX5E+Ul4Qma+ozrelcCvgbmUc6m/CGyTmY9ExF8BnwD+Evg95fyvL2Tm/FF6ul0zUD9n5uP92iRwKXAJ8BPgMuDzwCGUJ2xtnZlPVXP3R/T6jHUR8SrgP4AZzauJRMTuwJXAfsDdwD8DizPz5OoXgf09TIP19QDtTqT8P+BvI+JcyuAzm3Je72XA6zLztrV5jTr1HOsoInYE/p1yDq3v6Q7q6+vMnN5vu+/pEYqIa4GdKE/AhfLEzeWUH3wup8wOX6ecMvdnffP+x1s/O4IuKE/q/D/KN/0Hq+/Ppjyb+meUSyB9JDMXAmTmMsp/BOdQBvF1gfc0He8QyjOtl1Eupzirb5mkaoTtM8Aiyjlg/zYewnnlD/q5Gi1vNgFYmZmrgVnAPpR/Zj0E2KfpP5O1eX3Guh2BDYBH49nVFu7OzMWUywFeBtxOOXryYQD7e8QG7OvB3tfV98dRjkoupTw5/LC+P3Ov5Ws0ZkVEERFTmzb9jvKkN9/TbTZYX/uebqtDKEe096puDwN/R3lOxBso5/3fD/wx5WBen3HVz46gS11SjVLdDLwD+CFwAPAp4JV9H2ikXhQRtwLzKdci3olyGsyhmXldVwvrURHxNspVKg4DHgU+DUzJzL/uamFj0GB9TTli63u6AyLibuCvMvPGbtdSJ46gS11SjVIdQTkP7yHKkfUwnGsM2J9y+sVDlOv+n2CQWSvfpvyL443APZR/tTimqxWNXYP1te/pznkN5V9y1MQRdEmSJKlGHEGXJEmSasSALkmSJNWIAV2SJEmqEQO6JEmSVCMGdEmSJKlGDOiSJElSjRjQJUmSpBoxoEuSJEk1YkCXJEmSasSALkmSJNWIAV2SJEmqEQO6JEmSVCMGdEmSJKlGDOiSJElSjRjQJUm1FBH7dbsGSeoGA7okqasiYqNBdg0Y0IdoL0ljQtFoNLpdgySpRRGxCNga2Coznxhg/zrAT4GJmbnNKJc3bBHxfOAO4I2ZeXNE/BHwUcpwvgXwf8APgVMz84cRsQnw38AumXlnl8qWpI5yBF2Ses904P2D7HsnsP0o1rK2PgD8JDNvru5fBuwGHAF8AXgzZYC/OCImZOYDwOXA6d0oVpJGgwFdknrPb4ATI2Ja88aIWB84rdpfexGxIXAk8Knq/hbAvsCRmbkIeCQzv5eZx1KOmK+qHvop4KCImNmFsiWp4yZ0uwBJ0rB9DdgTOAX4+6btfw9MBC6kHHl+RkS8vWr/MmAZMA/4fGY2qv13A3OB1cAJlNNofga8IzOXVm0K4L3AccBLgHuAT2Xm/IiYANwNzMvMs/v97F8Cn83ML/Z7Hm8BVgLXVPefX319Uf8nnJm/a/p+SUTcCvw1cOYgfSRJPcsRdEnqPauAk4D3RsSWABExtdr2UeDx5sYRcTxlaL8Y2IMy1J4GfLbfcWcDR1NOO3kz5Rzws5r2n0s54n0S5TSUDwF/HxGfrEa3v1jVVDT97D+hDPP/OsDzeD2wKDOfru7/srpdERGnAptHxMRB+uA6YK9B9klSTzOgS1IPysxvAj8Gzqg2zQUeAM5vbledVHk6cFxmfjIzb8rMLwGHAkdHxI5NzV8A7JOZCzPz+upYe1TH2QV4F/DnmbkgM3+emZdThuyjI+JlwHnADODPm475TuDyzHxsgKexGbC06Tk9BfwZ5QeJdwN/CzwSEV+JiP7z6u+kDP6SNOYY0CWpdx1PORf7QOAo4KSmedp99gQmA19t3piZCTzKc8P0VzPzyab79/LstJPXA5OAeyPiyb4b5TSX9YE/ycxHgEspR9mJiEnAwcCXBqn/CWC9fnU9nJn/QBn0vwh8EngD8ON+HyYmVY+XpDHHgC5JPSoz/wu4gjIU/1dmfmOI5qsH2Fasoc0qnv090aCcL74b8Mf9bq8ErqrafRZ4S0RsSjnH/MHM/MEgNf0S2HGgHdXc+Icy8wxgd8ogf3BTk52qx0vSmGNAl6Te9kHKIH3CIPt/ADwJHNi8MSLeBPwRcH2LP+c6yhNQX5mZS/pulCPZL8rM3wJk5i3Aj4D3UE5vOX+wAwLfBPaMiBdVNW0eEa8eoN2vgd9RjtQTEesBUT1eksYcV3GRpB6WmXdFxJSmEy37738gIj4KfLa6AuciYFfKqSNfqAJ1Kz/nlog4Dzg/Il4MfBfYgXLJw7OB7zU1/yzwOWADynnkgx1zcUTcRDk951TgAOBTEfEVyvXQXxQRe1T7J1LOTQd4O7ACA7qkMcoRdEnqcYOF86b9/wj8HeUqLT8GTgY+Ahw7zB91FOVSje+vjnMC8KHMPKtfu69TDgBdVc1LH8pc4LiI2DgzPw0cRHkhpkuqn/ctymUX35CZP42IyZQr1ZyamSuHWb8k9YSi0Wh0uwZJ0hgSEVsDS4B9M/OaFtq/B/hGZj7cb/vFmXl4v20bUF5l9Ny+NdwlaaxxioskqW0iYivgY8BdwLWtPKZa9nEgf3DSa2Y+Tjl9RpLGLEfQJUltExG3U06fPDwzv9/teiSpFxnQJUmSpBrxJFFJkiSpRgzokiRJUo0Y0CVJkqQaMaBLkiRJNWJAlyRJkmrEgC5JkiTVyP8DXdR0pWJ5Xi8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We explain two observations here:  \n",
    "  \n",
    "#### 1. Different Expenditure Levels\n",
    "The CTs spend more money on Normal and Anti-Eco rounds, and generally save more on Ecos, Semi-Ecos and Force Buys. This is because the CT rifles are generally more expensive. Therefore, in non-buy rounds, it makes sense to save more money.  \n",
    "  \n",
    "#### 2. Dual Peaks in Spending\n",
    "It might seem that Force Buy and Semi-Eco rounds are incorrectly labelled because there are two peaks in the equipment value data. However, consider the following two scenarios:\n",
    "\n",
    "1. A team is wiped out during the previous round, but they have some money remaining. This round, they buy high-end pistols, kevlar, and grenades.\n",
    "2. In the previous round, surviving team members pick up weapons or save their current weapons, while the rest of their teammates are dead and bankrupt. This round, their bankrupt teammates can choose to either stick with lousy equipment or bolster their firepower by exhausting their finances.  \n",
    "  \n",
    "Scenario 1 corresponds to the peak on the left, where each member of the team has low-value equipment. Scenario 2 corresponds to the peak on the right, where 1 or 2 members of the team have salvaged a high-value weapon, while the others either buy the best weapon they can, or stay on lousy equipment. Either way, the **team's** total equipment value is relatively high because of the salvaged weapons.\n",
    "  \n",
    "It is worth noting that Scenario 2 occurs extremely often. When the opponents have a huge manpower advantage, positional advantage, or both during a round, teams typically choose to **save** by running to a safe, defensible location to run the clock down, taking their existing weapons or stolen weapons with them to the next round. This explains why Force Buy and Semi-Eco rounds have low peaks (Scenario 1) and high peaks (Scenario 2)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Map Bias: Does Dust2 Favour a Side?\n",
    "Finally, we examine map bias: whether Ts or CTs have an edge on Dust2. We expect that Ts and CTs have an approximately equal win rate of 50%. However, the truth is that the T-side bias on Dust2 is the highest among all maps in the dataset. Thus, teams looking to win should capitalise on their T-side half, and casual players like me ought to play on T-side more often to stand a better chance of winning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute statistics for all maps\n",
    "map_bias = all_data.groupby('map')[['t_score']].mean().sort_values('t_score', ascending=False)\n",
    "\n",
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall, as shown in the plot below, the Ts won approximately 53.8% of rounds, while CTs won only 46.2%. Given the large sample of 20,225 rounds, it is fair to say that there is a T-side bias. But, let's investigate further."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nA+sCTwA3Ak8BQ+YdFBH9gM8ATzehRklSDxk7dixjx44F4LbbbuP444/n8ssvZ+bMmQwbNox99tmHPM/nO6e9vZ1zzjmHQYMGsdJKK7HVVlvx0EMPATBx4kT23ntv/vKXv/D+++9zxx13AHDvvfdy5513st122zX2A0p10pJBLqV0V0rp0ymle1JKbwA/oQhsFwF7RcQ3I2IAcD7wm5TSK82sV5L08d15552ccMIJvP766wCMGzeOM844gy996UustNJKDB8+nN/97ndk2fyDL08++SRXXHEFV1xxBTNmzGCHHXZg7733BmDkyJFceeWVrLnmmiy99NLsuOOOPP/884wfP55JkyYt8FpSWbVkkIuIZStBbZ6MotYPgF2Bc4CXgD7AyMZXKEnqCa+88gojRoxg//33B4pett/97ncsu+yybLzxxvTr14+ddtqJ5557boFzN9lkE6ZMmTLfEOpLL73E3LlzGTRoEI8++ijvvvsuN998MwBHH300F198Mcstt1xDP6NUT6262GE34JiIGEoxxHoKMCWlNB2YDnyumcVJkhbf3Llz2WeffTjhhBOYNWsWr7zyCjNnzmTOnDlMmjSJa6+9lnXWWYcLL7yQnXbaiWnTprHmmmvO9xrLLLMMANOmTWPEiBEMGzaMpZaav4+ivb2dww8/nDPOOIP+/fs37PNJjdCSPXLA9cC1FHvH/RlYHRja1IokST1qzJgxDBw4kOHDh3/UNm/V+Lhx4/j85z/PqquuynHHHcfgwYO55ZZbFniNOXPmcMQRR7Dddtux5557csEFFyxwzJFHHsmIESOYOnUq66yzDp/97Gdd7KAlRkv2yKWUcuCMyk2StIS5/fbbufHGG3nwwQfnax8wYABtbW0L9KplWbZAW57n7LbbbsycOZPHHnuM9dZbb4H3Oe200xgyZAhDhgxh//3354EHHuDVV19l5MiRPPJIxx2upPJpySAnSVqynX766UyfPp2NN94YgLfeeov29nZefvllfvzjHzNy5Eguvvhi1l57bS666CKefvppdtlll/le49Zbb+Wee+7h+eefZ7XVVlvgPS6//HLmzJnDvvvuy9y5cz9qd6GDliQGOUlSw1199dXMmTPno8dHHXUUq666KqeccgqrrbYac+fOJSJ444032Hbbbbnzzjs/CmtZlpHnOVOnTuXdd99l9dVXn++177rrLrbeemseeughzjvvPACWWmopTjnlFLbaaitWXHFFLr300sZ9WKmOso778iypRo8enU+YMKHZZagEtt71sGaX0Ov84abxzS5BTXbAAQcwYMAAxo0b1+xSpFZRU9exPXKSpKYbN26cl8eTPgaDnCSp6QYMGLDwgyQtoFW3H5EkSdJCGOQkSZJKyiAnSZJUUgY5SZKkkjLISZIklZRBTpIkqaTcfkSSeqE7nnqj2SX0Ov84qH+zS9ASyB45SZKkkjLISZIklZRBTpIkqaQMcpIkSSVlkJMkSSopg5wkSVJJGeQkSZJKyiAnSZJUUgY5SZKkkjLISZIklZRBTpIkqaRqvtZqRCwFfBpYhQ4BMKX0YA/XJUmSpIWoKchFxDeAScCaQNbh6Rzo08N1SZIkaSFq7ZGbAPwR2A94EfiwbhVJkiSpJrUGuTWBvVJKj9SzGEmSJNWu1sUODwAb1bMQSZIkLZpag9xxwEkRsV4da5EkSdIiqHVo9QfAm8BTEXEPMLf6yZRS9HRhkiRJ6l6tQW5p4KnKTZIkSS2gpiCXUhpe70IkSZK0aBZlQ+A+wPeBr1eabgd+mVJqr0dhkiRJ6l5Nix0iYkXgQWAsxfy4HDgV+H1ErFC/8iRJktSVWletng4sC/xDSuk7KaXdKLYjWb7ynCRJkhqs1iA3FDgmpTRjXkNK6RXgWGDvehQmSZKk7tUa5D4BvNZJ+wygb8+VI0mSpFrVGuSmAAd20r4/MLXnypEkSVKtal21ejhwf0T0AyZTLHjYE9gL2LZOtUmSJKkbNfXIpZQeBnakWOBwM3ALsAmwU+U5SZIkNViXPXIRsXJKafa8xyml+4HNImLVyuPXG1AfEbE0kIAjU0pPRMRGwNXAIOAu4HsppZmNqEWSJKmVdNcj95eImBQRQ6obU0qvNyrEVZwIfA1YrrKf3e3A+cDawGPAvzWwFkmSpJbR3Ry5Y4EDgD9ExGPAL4GrU0rvNKIwgIjYGtiZIrBBsdXJEymlSyrP/xR4LiK2SCk91Mn5o4BRAAMGDGDWrFmNKVyl1t7uxUoazb/Nxmtvz5tdQq/j77kWRVtbW03HdRnkUkoTgAkRsTnFitXTgbMiYjLFpbke6+rcnhARKwH/SrGH3RWV5o0prjAxr8b2iHgY+DywQJBLKU0EJgKMHj06r/VLUe/Wp0+fZpfQ6/i32Xh9ZrzR7BJ6nba2/s0uQUughS52SCk9nFI6FFiL4lqr6wMPRcTvI+KAiFi+TrWdA1yeUnqqqi3r5Li8i3ZJkqQlWpdBruM1VFNK76eUrk0p7UwR5hJwLvB/PV1URPwzsGHl9as9BQypOm4pYHPgyZ6uQZIkqdV1N0duRmUY9ZKU0h/mNUbEJ4BvAt+hCILX1qGuIyiGUZ+LCCh6A/8d2AM4OSIOpFjk8BPgLymlB7t6IUmSpCVVd0FuT+B7wJ0R8QJwOfBZijlrfwR+Qf0WP+wLVA/Z3gccTDEP7mvAlZX3vwv4dh3eX5IkqeV1t9jhNuC2iFgDuIpiscMHwI9TShfWs6iU0ivVjyPiQ2B6SmkOxTDq5vV8f0mSpDLobkPg7Smupbo7MAM4iaJH7uzK0OYvgWtTSn9rQJ1fAl5twPtIkiSVRndDq78BfgV8K6V0z7zGiBhNEfAOB86JiCtSSj+uZ5EppZfr+fqSJEll1N32I2ullIZXhziAlNKbwI3A9RTbfhxQv/IkSZLUle7myP21+nHlmqffBg6iWHDwGMWq0WvqWaAkSZI6193QKgARMZjiyg77AStSbDeybUppSp1rkyRJUje6W+wwiqL3bUtgGjAGuCql9FZjSpMkSVJ3uuuRG08xD+6wlNIDDapHkiRJNeouyK1dWdggSZKkFtTlqlVDnCRJUmvrbvsRSZIktTCDnCRJUkktdPuRzkTEMsBXgT+nlJ7t2ZIkSZJUi5p65CJiSET8R1XT5cBvgacjYpe6VCZJkqRu1Tq0egZFcCMi1gE2B9YAzgNOrE9pkiRJ6k6tQW5r4L7K/R2BK1JKrwFXABvWozBJkiR1r9Yg91dg2cr9nYDbK/dXAeb0dFGSJElauFqD3G+BsyPicODLwNRK+w7A/fUoTJIkSd2rNciNBp4DDgCOTinNjYilgBEU8+ckSZLUYDVtP1K5ysN+HdrmRsQmXgFCkiSpOboMchHxlRrOXzMitk8p/bAHa5IkSVINuuuRuxvIgazyOK/8rH78NpDqUpkkSZK61d0cubWAtSs/PwM8CIyqPF6LYhuSmcBZda5RkiRJneiyRy6lNGPe/Yg4H7glpTSp6pAZETEWOJNiSxJJkiQ1UK2rVvem8yHUKcA2PVeOJEmSalVrkMuBzTpp3wZ4vefKkSRJUq1qDXKXA2dFxNfmNUTEzsBY4Jf1KEySJEndq2kfOeAY4FPAf0bELIqVq/2By4DT61OaJEmSulPrhsAfAHtExBDgq8Bc4K6U0iP1LE6SJEldq7VHDoCU0hSKBQ6SJElqspqCXESsS7Ff3LbAKnSYW5dSWrHnS5MkSVJ3au2RmwysC1wMvAh8WLeKJEmSVJNag9wmwD+nlP67nsVIkiSpdrVuP/IMizifTpIkSfVVa5A7CxgTEcvUsxhJkiTVrtZetoxiy5GpETG5cv8jKaUze7owSZIkda/WIHda1f3vd3guBwxykiRJDVbrhsDr17sQSZIkLZpa58h1KiJWioite6oYSZIk1a7WDYH/TDGE2tEngHZgzZ4sSpIkSQtX6xy5Cztp241iW5IRPVeOJEmSalXrHLkzOrZFxDjgP4AAJvZwXZIkSVqIj73Jb0qpPSL+BbiAOgW5iDga+CHQH/gtMCql9HpE7A6cW2m/GDgqpdRejxokSZJa1WItdgCWpbgGa4+LiE2BPYEdgYHA28BpEbEF8AtgKPA5YDAwph41SJIktbJaFzvs2aGpD7A+RW/Z1J4uCiCl9FhEbJNSer9Sww3ACcBhwLkppfsr7T+k2Kj4pJTS3K5fUZIkaclS69DqtR0e58BM4F7gyB6tqEpViFsTOBR4DNgSuLTqmD9FxFzgU8Dz1edHxChgFMCAAQOYNWtWvUrVEqS93VH6RvNvs/Ha2zvbiED15O+5FkVbW1tNx9W62GFxh2A/tog4gCK4PQLsA9zRyWE5xWXE5pNSmkhl/t7o0aPzWr8U9W59+vRpdgm9jn+bjddnxhvNLqHXaWvr3+wStARapMUOETEY2IkiON2VUnq8LlVVSSldFhH/BUwCDgKeAoYAd1Zq2oDic7xY71okSZJaSc09bRExgWJo8wTgJODhiDivXoVVSyn9H/AT4AhgPHBERGwTEWtR7HF3vqtWJUlSb1NTkIuIQ4B9gW+mlNpSSqsC3wT2qyw26HERkUVE9XjLO8DyKaUpwCHA9RQbEj8JnFiPGiRJklpZrUOrhwE/SSndOq8hpXRbZZ+3Yyi2A+lpuwGHRcT3gDeB4yn2kiOldANwQx3eU5IkqTRqHVr9JPBwJ+1TKfZ4q4dbgCmV93gB6EuxclWSJEnU3iP3LMXGvI90aN++8lyPSyl9QLG1Sd22N5EkSSqzWoPcz4BJEfFXij3l5gJ7AKcC369TbZIkSepGTUOrKaXJFAsKxgNvALOB84FTU0rX1K88SZIkdaXm7UdSSuMoLsu1R+X26ZTSmfUqTJIkSd1b6NBqRHwW+DwwPaX0APDrDs+PTCn9a53qkyRJUhe6DHIRsTxwJbA7lUtgRcSTwC4ppT9HxEYUl7/aHDDISZIkNVh3Q6sTgMHAdsCywIYUF6W/NCJOAR4F3gM2rXONkiRJ6kR3Q6t7U1zJ4YHK42ciYj/gdWAQMDKldEW9C5QkSVLnuuuRWwl4qbohpTQbeB/4miFOkiSpuWpetdrB33q0CkmSJC2yhQW5fBHbJUmS1CAL237kqYjoGNqWAx6vbk8prdjjlUmSJKlb3QW54Q2rQpIkSYusyyCXUrq8kYVIkiRp0XzcxQ6SJElqMoOcJElSSXUZ5CIia2QhkiRJWjTd9cjdERFfBoiI/SNipQbVJEmSpBp0F+S2At6o3L8UWKP+5UiSJKlW3W0/8kfgzIiYAGTAVhExsLMDU0r31KM4SZIkda27IHcgcAWQKK7kcE0Xx+VAnx6uS5IkSQvR3T5yjwGbVubG/RXYBni+QXVJkiRpIRZ2iS5SSu9ExPrASymluQ2oSZIkSTVYaJADSCm9EBHrRsRZwNcrzbcDR6WUnq9XcZIkSepaTRsCR8R6wGPAQOBE4CRgLeCRynOSJElqsJp65IDzgDtSSrtXt0XEr4HxwK49XpkkSZK6VWuQ2xHYuZP2cyhWtUqSJKnBar3W6ofA8p20LwO091w5kiRJqlWtQS4BJ0XEsvMaImIZ4KfYIydJktQUtQ6tHgY8DPxPRPwbMBfYBVgR2LtOtUmSJKkbNfXIpZReAwYD/w58jWK+XAI2qTwnSZKkBqu1R46U0myKnjlJkiS1gFrnyEmSJKnFGOQkSZJKyiAnSZJUUjXPkasWEesCmwOPpZSe69mSJEmSVIsue+Qi4riI+EIn7fsCU4H9gAci4oD6lSdJkqSudDe0egMwMSJ279B+MjCsct3V7wE/q1dxkiRJ6lqXQS6l9AywA/CdiDip6qk5QP/K/X7Ae/UrT5IkSV3pdo5cSukdYN+I+FFEXAMcBBwBXB0Ro4FPA8PqX6YkSZI66jbIRcTSwNIppZ9HxFTgV8CPgA2AzwL/W9koWJIkSQ3WZZCLiACuBJaKiGNTShdGxEjgEuDnKaVUz8IiIgNGA4cAawF3UMzNm12Zt3cuxRDvxcBRKaX2etYjSZLUarpb7HAO8ENgO+CciFgupTQd2BXYKyJOqXNt61MsptgDWBdYHvhJRGwB/AIYCnyO4hqwY+pciyRJUsvpLsitBvwJeBZYjmJhAyml91JKw4B3IiINNY1FAAAHJklEQVRFxKr1KKyyP90XU0qPpZReB+4EPkVxvddzU0r3V4LlD4HREeHmxpIkqVfpbo7c1cCFwCvA7Sml16qfTCmdERFPAccAP6lHcSmlDwEiYofKe3wPOA24tOqYP0XEXIqQ93z1+RExChgFMGDAAGbNmlWPMrWEaW93lL7R/NtsvPb2vNkl9Dr+nmtRtLW11XRcd0HuxxTDl/2AKzo7IKV0C3DLohZXq4hYDhgP7Ab8IKV0a0SM7eTQHMg6qW8iMBFg9OjRea1finq3Pn36NLuEXse/zcbrM+ONZpfQ67S19V/4QdIi6jLIpZRyYHIDa+nMDUBfYHBKaWal7SlgCMVQKxGxAcXneLEpFUqSJDXJx7rWaiNExBeB7YGBHbY4GQ/8JiLuoRhKvRA431WrkiSpt2nZIAdsQtEb92axEwoAL6SU1ouIQ4DrgVWAScCJzSlRkiSpeVo2yFXPb+vkuRsohl0lSZJ6LbfskCRJKimDnCRJUkkZ5CRJkkrKICdJklRSBjlJkqSSMshJkiSVlEFOkiSppAxykiRJJWWQkyRJKimDnCRJUkkZ5CRJkkrKICdJklRSBjlJkqSSMshJkiSVlEFOkiSppAxykiRJJWWQkyRJKimDnCRJUkkZ5CRJkkrKICdJklRSBjlJkqSSMshJkiSVlEFOkiSppAxykiRJJWWQkyRJKimDnCRJUkkZ5CRJkkrKICdJklRSBjlJkqSSMshJkiSVlEFOkiSppAxykiRJJWWQkyRJKimDnCRJUkkZ5CRJkkrKICdJklRSBjlJkqSSMshJkiSVlEFOkiSppAxykiRJJWWQkyRJKimDnCRJUkkt3ewCahERw4E/p5TujogMOAX4EfA34JiU0uVNLVCSJKkJWrpHLiJWjIjTgEuA7SvNhwFfAzYBAjg1Iv6xORVKkiQ1T0sHOYrQtglwc1XbEcBhKaUXU0qPUPTOHdaM4iRJkpqppYdWU0pjASLi/MrPfsDawENVh00Bju/s/IgYBYwCGDBgALNmzaprvVoytLe3N7uEXse/zcZrb8+bXUKv4++5FkVbW1tNx7V0kOtEVvlZ/S9QXtU+n5TSRGAiwOjRo/NavxT1bn369Gl2Cb2Of5uN12fGG80uoddpa+vf7BK0BGr1odX5pJRmA68AW1Q1DwGebE5FkiRJzdPSPXIR0QdYAVgGWDYi+gLnAudFxJ5AG3ASMKJ5VUqSJDVHSwc54MvAXVWPj6XoRVwFeJxi+5HjUkq/bUJtkiRJTdXSQS6ldDedz387ni4WOEiSJPUWpZojJ0mSpL8zyEmSJJWUQU6SJKmkDHKSJEklZZCTJEkqKYOcJElSSRnkJEmSSsogJ0mSVFIGOUmSpJIyyEmSJJWUQU6SJKmkDHKSJEklZZCTJEkqKYOcJElSSRnkJEmSSsogJ0mSVFIGOUmSpJIyyEmSJJWUQU6SJKmkDHKSJEklZZCTJEkqKYOcJElSSRnkJEmSSsogJ0mSVFIGOUmSpJIyyEmSJJWUQU6SJKmkDHKSJEklZZCTJEkqKYOcJElSSRnkJEmSSsogJ0mSVFIGOUmSpJIyyEmSJJWUQU6SJKmkDHKSJEklZZCTJEkqKYOcJElSSRnkJEmSSsogJ0mSVFIGOUmSpJIyyEmSJJXU0s0u4OOIiH7ApUAAzwLDUkoPNbcqSZKkxiprj9yVwKvAQOAU4LaIWLW5JUmSJDVW6YJcRHwG+DJwREppVkrpeuA/geHNrUySJKmxyji0OgiYllL6W1XbFGCzjgdGxChgVOXh2xHxxwbUp5Jra3YBi2cAMLPZRSyqiGh2CSqXUv6en93sAlQ2t6WUvrGwg8oY5LJO2vLO2lNKE4GJda9IahERMTWltGWz65Dqyd9z6e9KN7QKPA0Mjojlq9qGAE82qR5JkqSmKF2QSyk9A9wPnBsRbRGxB/BPwCXNrUySJKmxyji0CrAvxfYjL1NsP/JPKaXSzZeQ6sCpBOoN/D2XKrI8z5tdgyRJkj6G0g2tSpIkqWCQkyRJKqmyzpGTBETE3cBXu3h6h5TS3Y2rRup5ETECOBzYAHgRGA+sDpzUxSknp5TGNKY6qfmcIyctISJiGnCo4U1Liog4CjgE2Ad4mGLj98uAX6SUJlSOOR+YaXhTb2WPnCSp5UTEGsDxwNYppXlX5fl9RHwLeL95lUmtxSAnSWpF3wKmVoU4AFJKf2pSPVJLcrGDJKkVrQ680OwipFZnkJMktaIXKBY4SOqGQU6S1IpuATaMiC9UN0bEuhGxQ5NqklqOc+QkSS0npfRWZdXqzRExDHgA+DwwCbgJuKuZ9Umtwh45SVJLSildBRwKnA/MBq4AfplS6moPOanXcR85SZKkkrJHTpIkqaQMcpIkSSVlkJMkSSopg5wkSVJJGeQkSZJKyiAnSZJUUgY5SZKkkjLISZIklZRBTpIkqaT+P1ikKbaM+g4qAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pistol Rounds\n",
    "Pistol rounds are arguably the best for determining bias. This is because firepower is approximately equal, and therefore, map characteristics (which in turn affect tactics) become more important. Here, we see that the Ts won significantly more rounds than the CTs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute pistol round scores\n",
    "round_pistol = dust2[(dust2.t_round_type == 'PISTOL_ROUND') & (dust2.ct_round_type == 'PISTOL_ROUND')].copy()\n",
    "\n",
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normal Rounds\n",
    "Normal rounds are the next best for investigating bias because the firepower of each team should be approximately equal, although the variance of the difference in equipment values is larger. Here, we see a smaller bias in favour the Ts, but a bias nonetheless."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8ep55e3Afj9PzwKfrtvWXXvoeX7du5SYe29qUIg+U2oaR72ZudBs3kk/9U7u8DvkxmE/10j8DLm/F69OlWou7VrUkmlL6/ay6dT8v98uyLBuAet6SLMuuIp8E9gzyD47XyA8k/y3wiSzLTl7M7Z1IPor2G/IRh9ocYT8DNs2y7OpW3XaDWu4mH/G4n3zX1j/JR01fzbLsV+SjaTcX6+4jPy5oK/Ljse4iPxbq6WJbs8mPgTyNPJy9TP7h+3nyKT1qFoz4ZFl2a3H/flRs71Xy4yf/QD5lxYFv5f69WVk+YjWul3W1mieRh4XXyI8RnE4eavceqDrrHE9+7Nbt5I/97eTHVn6V/Dl5lDyAvlj0P4h82p4XyJ/Hq0rrmpblJxl8t7gYKH21XZZl/00ehi4hD0Svk5/5/HPy6Tum99wa2wKXkb/eniM/3m+7LMsOKrb7NAuPNV1sWT7auAX5yPi95M/dA+RnAY8hH1mcQ/58vpZl2bXk/+wcSf4+eLGo65biPm/3ZurQkiVU4HNMkhYp5F9BNirLsuvq2oeQf6tAbdfVp4uAKkmVZ5CTVHkhhLeRf9vEuuS7xf9APvqzGvmI0L8XXW8h3/XmWX6SlggGOUlLhBDCjuS71eunjqi5B/hMlmX3D1xVktRaBjlJS4wQwsbk37H6KfJZ8V8h/67Vi4HTs3yKGklaYhjkJEmSKsqzViVJkipq0EwIfPjhh2dHH330ojtKkiS1X1PfTTxoRuSeffbZdpcgSZLUrwZNkJMkSVrSGOQkSZIqyiAnSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRVlkJMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRW1dLsL6E2McXngFGAH4FngRymln7S3KkmSpM7RsUEOOB5YDlgfWBX4bYzxhpTS9THGfYDx5PUfn1L67zbWKUmS1BYduWs1xrgCsCOwV0ppdkrpTuBDRYjbBtgf2BLYHNgxxvj1NpYrSZLUFp06Ircp8E/g4GL0bS5wKjAJOAA4LKV0G0CM8UDgROCs+o3EGMcB4wBGjBjBnDlzBqZ6SZKkt2D48OFN9evUILc2MBq4BlgX2BC4IMb4NLAxcEOp743Ae2OMS6eU5pU3klKaDEwG6Orqypp9UCRJkqqgU4NcN/BgSumo4vKfY4xHALsAoa5vVrTVt0uSJC3ROvIYOeBu8oBWrxu4nfzYuJrNgbtSSq8PRGGSJEmdoiNH5FJKt8QYX44xHkJ+bNx7gQnAocBrwLExxn8ArwI/Bk5qV62SJEnt0pFBrrAtcDpwEDAbOC6ldD5AjHENYAZ5/T8qjoWTJEkaVEKWNdqDueTp6urKTj755HaXIUmS1Iymjv3v1GPkJEmStAgGOUmSpIoyyEmSJFWUQU6SJKmiDHKSJEkVZZCTJEmqKIOcJElSRRnkJEmSKsogJ0mSVFEGOUmSpIoyyEmDyHXXXceGG27ISiutxLhx4+ju7l6wbuLEidx3331trE6StLgMclLFXHbZZXzsYx9jxRVXZP311+e8887rte+ll17KOeecs+DypEmTOOqoo7j//vu56aabuO222wCYNm0azzzzDOutt16ry5ck9SODnNShTj31VEIIPZY777yTQw89lAMOOIBZs2ZxwgknMHbsWB566KEe133ppZc47rjj2GabbXoEuf33359DDjmEkSNHMnr0aDbeeGNmzpzJlVdeyfHHHz/A91CS9FYt3e4CJDV2ww03cMopp7Dvvvv2aL/ppptYZpllAPjCF77A0KFDefTRRxk5cuSCPieccALXXnstX//617nrrrsWtG+xxRbcfffdCy4/9thjTJo0iSlTphBCaPE9kiT1N0fkpA51ww038MEPfvAN7bUQN2fOHHbccUfWXXddNttssx59jjjiCKZPn86oUaN63f6LL77IwQcfzGmnncbQoUP7t3hJ0oAwyEkd6JlnnuGuu+7ihz/8ISuttBIbbbQRF1xwwYL1Z555JhtssAFDhw7lmmuuYdlll12s7c+bN4+99tqL8ePHM3XqVEaMGMHo0aO54447+vuuSJJayF2rUge65ZZbWH311Rk7diznnXce11xzDTvvvDNrrrkm119/PZMmTeKiiy5iyy23fFPb7+rqYuzYsQwbNowzzzyTO++8kz/96U8cdNBBXHbZZf18byRJrWKQkzrQmDFjePzxxxdc/uIXv8jOO+/MhRdeyJlnnslvfvObPkNcd3c3L7/8Mq+99hrd3d288MILLLfcciy99NIceeSRbLrppowZM4bZs2cvODbOY+QkqXoMclIHev3115k7dy6rr776grbu7m7uvvtuXnvtNbbeeuse/cePH8+ECRMIIZBlGdddd12PoDds2DCmTJnC5z73OebNm8eee+4JwDve8Q522203NthgA9Zee+0eu28lSZ0vZFnW7hoGRFdXV3byySe3uwypKb/61a847LDDuOCCC9hwww254oorGDt2LDNmzGDTTTdtd3mSpNZrajeJI3JSB9phhx148skn2XHHHXn88cfZZJNNuOiiiwxxkqQeDHJSh9p3333fMIecJEllTj8iSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRVlkJMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUQY5SZKkijLISZIkVZTftSrV+dCX9mt3CYPOX397UrtLkKRKckROkiSpogxykiRJFWWQkyQtca677jo23HBDVlppJcaNG0d3d/eCdRMnTuS+++5rY3VS/zHISZLa7phjjuGYY47hnHPOIYTwhuWd73wnr776ao/rPPnkk2y//fassMIKrLXWWvzkJz9ZsG7SpEkcddRR3H///dx0003cdtttAEybNo1nnnmG9dZbb0Dvn9QqBjlJUltdffXVHH744cydO5fdd9+dLMsWLPPmzePd7343Bx10EEOHDl1wnXnz5rHVVlux+uqr8+CDD3L55ZczefJkTj/9dAD2339/DjnkEEaOHMno0aPZeOONmTlzJldeeSXHH398u+6q1O88a1WS1DZPPPEEe+65J1/72tcarp82bRrPPfcc48aN69F+xRVX8PLLL3PyySez1FJLsdpqq/Gzn/2MnXbaib322ostttiCu+++e0H/xx57jEmTJjFlyhRCCC29T9JAckROktQW8+fPZ6edduLwww9n4403brj+mGOO4cADD2T55Zfvse5f//oXo0aNYqmlFn6MjR49mocffpinn366R98XX3yRgw8+mNNOO63HqJ60JDDISZLaYsKECay99trsscceDddffPHFzJo1i7322usN69Zbbz3+8Y9/MH/+/AVtt9xyCwCzZ89e0DZv3jz22msvxo8fz9SpUxkxYgSjR4/mjjvu6Od7I7VH5Xatxhg/DpwF/BvwP8C4lNJL7a1KkrQ4pk+fzsUXX8wNN9zQa5+JEyey//77s+KKK75h3dZbb833v/99urq6GD9+PI888gg/+MEPGDJkCCuttNKCfl1dXYwdO5Zhw4Zx5plncuedd/KnP/2Jgw46iMsuu6wl900aSB0b5GKMRwJHlJquAr4GXALsDvwF+DHwM2DXga5PkvTmHXvssTz++OMLdqk+99xzdHd388gjjzBt2jQuvfRSHnzwQfbdd9+G1x86dCjTp0/nm9/8JiNHjmS99dbj2GOPZeedd2aNNdYA4Mgjj2TTTTdlzJgxzJ49e8GxcR4jpyVJxwY5YDTw2ZTSH2oNMcajgQtTSpcVl78NPBxjXD2lNKt+AzHGccA4gBEjRjBnzpyBqVyVVp5vSgPD9+bgc8opp/SYTmT8+PGsvPLKHHzwwcyZM4cJEyaw5557Mm/evB6vj9GjR3PJJZcwcuRIsixj6tSpC9ZdfPHFbLHFFsydO5dZs2bx/PPPs8022zBnzhyGDBnCdtttx3ve8x7WWmstJk+e7OtOHW348OFN9ev0IHdzXdvGwOW1CymlZ2OM9wIbAm8IcimlycBkgK6urqzZB0WD25AhQ9pdwqDje3PwqX/OV111VUaMGMFGG23ElVdeyT333MP06dNZddVVe/R76KGHAMiyjDFjxvC9732P7bbbjltvvZWJEydywQUXMHz4cIYPH84JJ5zQ47qHHnoohx56aGvvmDTAOjLIxRhXA1YBpsUYNyffjfotoNF4eNZLuySpIk444YQF/0S9+OKLTJky5Q0hriyEwNSpU+nq6uJb3/oWa621Fscddxwf/ehHB6pkqSN0ZJADNgFmA0cC/wAOAy4GErA5cDZAjHEl4N2Apx9JUoWNGDFiwe9f/vKXm7rOqFGjmDFjRosqkqqhI4NcSukaYMH3p8QYDwKeIT+x4ZYY4+/IR+kmAZenlJ5oS6GSJElt1JHzyMUYl40xjig1BfJaXwe+RB7gHgaGAN8Y+AolSZLaryNH5IBtgINjjDuS72I9CrgxpfQ48DiwQTuLkyRJ6gSdGuR+DaxDPnfcisCVwI7tLEiSJKnTdGSQSyllwHHFIkmSpAY68hg5SZIkLZpBTpIkqaI6cteqJKm1rrr96XaXMOj8x0artLsELYEckZMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRVlkJMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRVlkJMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUUs32zHGuBSwHrAydQEwpXRDP9clSZKkRWgqyMUYPwecBawBhLrVGTCkn+uSJEnSIjQ7Incy8C9gF+AhYF7LKpIkSVJTmg1yawA7pJRubmUxkiRJal6zJztcD2zYykIkSZK0eJoNcocA42OM67SwFkmSJC2GZnetfgt4Brg9xngtML+8MqUU+7swSZIk9a3ZILc0cHuxSJIkqQM0FeRSSnu0uhBJkiQtnsWZEHgI8E3gM0XTdOD0lFJ3KwqTJElS35o62SHGuAJwA3AM+fFxGXA08JcY4/KtK0+SJEm9afas1WOBZYH/l1L6ckppG/LpSJYr1kmSJGmANRvkdgQOTinNqjWklJ4AfgB8tRWFSZIkqW/NBrlhwJMN2mcBK/ZfOZIkSWpWs0HuRmBsg/avATP7rxxJkiQ1q9mzVvcH/hxjXAm4gPyEh68AOwAfbVFtkiRJ6kNTI3Ippb8BnyI/weES4DJgFPDpYp0kSZIGWK8jcjHGt6eUnq1dTin9GRgdY1y1uDx3AOojxrg0kIDvppT+EWPcEJgKbARcA+yaUnpqIGqRJEnqJH2NyD0WYzwrxrh5uTGlNHegQlzhCGArYGgxn9104FRgLeBW4DcDWIskSVLH6OsYuR8AuwN/jTHeCpwOTE0pvTgQhQHEGD8EfJY8sEE+1ck/UkpnF+sPBe6LMW6WUrqpwfXHAeMARowYwZw5cwamcFVad7dfVjLQfG8OvO7urN0lDDq+zrU4hg8f3lS/XoNcSulk4OQY46bkZ6weC/woxngB+Vdz3drbdftDjPFtwM/J57A7t2jemPwbJmo1dscY/wa8D3hDkEspTQYmA3R1dWXNPiga3IYMGdLuEgYd35sDb8isp9tdwqAzfPgq7S5BS6BFnuyQUvpbSmlfYE3y71pdF7gpxviXGOPuMcblWlTbJOAXKaXbS22hQb+sl3ZJkqQlWq9Brv47VFNKr6WUpqWUPkse5hJwIvBofxcVY9waeG+x/bLbgc1L/ZYCNgVu6+8aJEmSOl1fx8jNKnajnp1S+mutMcY4DPg88GXyIDitBXUdQL4b9b4YI+SjgZcC2wNHxhjHkp/kcBDwWErpht42JEmStKTqK8h9BdgVuDrG+CDwC+A95Mes/Qv4Ka07+WFnoLzL9v+AvciPg9sK+GVx+9cAX2zB7UuSJHW8vk52+D3w+xjj6sB55Cc7vA58J6V0RiuLSik9Ub4cY5wHPJ5SeoV8N+qmrbx9SZKkKuhrQuAx5N+lui0wCxhPPiL342LX5unAtJTSywNQ58eB2QNwO5IkSZXR167Vy4ELgS+klK6tNcYYu8gD3v7ApBjjuSml77SyyJTSI63cviRJUhX1Nf3ImimlPcoIHHEsAAAQ1ElEQVQhDiCl9AxwMfBr8mk/dm9deZIkSepNX8fIPV++XHzn6ReBr5OfcHAr+Vmj57eyQEmSJDXW165VAGKMm5B/s8MuwArk0418NKV0Y4trkyRJUh/6OtlhHPno2weAfwITgPNSSs8NTGmSJEnqS18jcieRHwe3X0rp+gGqR5IkSU3qK8itVZzYIEmSpA7U61mrhjhJkqTO1tf0I5IkSepgBjlJkqSKWuT0I43EGJcBPgncn1K6t39LkiRJUjOaGpGLMW4eY/xdqekXwB+AO2KM/9WSyiRJktSnZnetHkce3IgxvhPYFFgd+AlwRGtKkyRJUl+aDXIfAv6v+P1TwLkppSeBc4H3tqIwSZIk9a3ZIPc8sGzx+6eB6cXvKwOv9HdRkiRJWrRmg9wfgB/HGPcHPgHMLNq3BP7cisIkSZLUt2aDXBdwH7A78P2U0vwY41LAnuTHz0mSJGmANTX9SPEtD7vUtc2PMY7yGyAkSZLao9cgF2PcoonrrxFjHJNS2rsfa5IkSVIT+hqRmwFkQCguZ8XP8uUXgNSSyiRJktSnvo6RWxNYq/j5buAGYFxxeU3yaUieAn7U4holSZLUQK8jcimlWbXfY4ynApellM4qdZkVYzwGOJ58ShJJkiQNoGbPWv0qjXeh3gh8pP/KkSRJUrOaDXIZMLpB+0eAuf1XjiRJkprVbJD7BfCjGONWtYYY42eBY4DTW1GYJEmS+tbUPHLAwcBI4MoY4xzyM1dXAc4Bjm1NaZIkSepLsxMCvw5sH2PcHPgkMB+4JqV0cyuLkyRJUu+aHZEDIKV0I/kJDpIkSWqzpoJcjPFd5PPFfRRYmbpj61JKK/R/aZIkSepLsyNyFwDvAs4EHgLmtawiSZIkNaXZIDcK2Dql9L+tLEaSJEnNa3b6kbtYzOPpJEmS1FrNBrkfARNijMu0shhJkiQ1r9lRtkA+5cjMGOMFxe8LpJSO7+/CJEmS1Ldmg9zE0u/frFuXAQY5SZKkAdbshMDrtroQSZIkLZ5mj5FrKMb4thjjh/qrGEmSJDWv2QmB7yffhVpvGNANrNGfRUmSJGnRmj1G7owGbduQT0uyZ/+VI0mSpGY1e4zccfVtMcYTgN8BEZjcz3VJkiRpEd70JL8ppe4Y438Dp9GiIBdj/D6wN7AK8AdgXEppboxxW+DEov1M4MCUUncrapAkSepUb+lkB2BZ8u9g7XcxxvcDXwE+BawNvABMjDFuBvwU2BHYANgEmNCKGiRJkjpZsyc7fKWuaQiwLvlo2cz+LgogpXRrjPEjKaXXihouAg4H9gNOTCn9uWjfm3yi4vEppfm9b1GSJGnJ0uyu1Wl1lzPgKeA64Lv9WlFJKcStAewL3Ap8AJhS6nN3jHE+MBJ4oHz9GOM4YBzAiBEjmDNnTqtK1RKku9u99APN9+bA6+5uNBGBWsnXuRbH8OHDm+rX7MkOb3UX7JsWY9ydPLjdDOwEXNWgW0b+NWI9pJQmUxy/19XVlTX7oGhwGzJkSLtLGHR8bw68IbOebncJg87w4au0uwQtgRbrZIcY4ybAp8mD0zUppb+3pKqSlNI5McY/AmcBXwduBzYHri5qWp/8fjzU6lokSZI6SdMjbTHGk8l3bR4OjAf+FmP8SasKK0spPQocBBwAnAQcEGP8SIxxTfI57k71rFVJkjTYNBXkYoz7ADsDn08pDU8prQp8HtilONmg38UYQ4yxvL/lRWC5lNKNwD7Ar8knJL4NOKIVNUiSJHWyZnet7gcclFK6otaQUvp9Mc/bweTTgfS3bYD9Yoy7As8Ah5HPJUdK6SLgohbcpiRJUmU0u2v134C/NWifST7HWytcBtxY3MaDwIrkZ65KkiSJ5kfk7iWfmPfmuvYxxbp+l1J6nXxqk5ZNbyJJklRlzQa5HwJnxRifJ59Tbj6wPXA08M0W1SZJkqQ+NLVrNaV0AfkJBScBTwPPAqcCR6eUzm9deZIkSepN09OPpJROIP9aru2LZb2U0vGtKkySJEl9W+Su1Rjje4D3AY+nlK4H/qdu/TdSSj9vUX2SJEnqRa9BLsa4HPBLYFuKr8CKMd4G/FdK6f4Y44bkX3+1KWCQkyRJGmB97Vo9GdgE+BiwLPBe8i+lnxJjPAq4BXgVeH+La5QkSVIDfe1a/Sr5NzlcX1y+K8a4CzAX2Aj4Rkrp3FYXKEmSpMb6GpF7G/BwuSGl9CzwGrCVIU6SJKm9mj5rtc7L/VqFJEmSFtuigly2mO2SJEkaIIuafuT2GGN9aBsK/L3cnlJaod8rkyRJUp/6CnJ7DFgVkiRJWmy9BrmU0i8GshBJkiQtnjd7soMkSZLazCAnSZJUUb0GuRhjGMhCJEmStHj6GpG7Ksb4CYAY49dijG8boJokSZLUhL6C3AeBp4vfpwCrt74cSZIkNauv6Uf+BRwfYzwZCMAHY4xrN+qYUrq2FcVJkiSpd30FubHAuUAi/yaH83vplwFD+rkuSZIkLUJf88jdCry/ODbueeAjwAMDVJckSZIWYVFf0UVK6cUY47rAwyml+QNQkyRJkpqwyCAHkFJ6MMb4rhjjj4DPFM3TgQNTSg+0qjhJkiT1rqkJgWOM6wC3AmsDRwDjgTWBm4t1kiRJGmBNjcgBPwGuSiltW26LMf4PcBLwpX6vTJIkSX1qNsh9Cvhsg/ZJ5Ge1SpIkaYA1+12r84DlGrQvA3T3XzmSJElqVrNBLgHjY4zL1hpijMsAh+KInCRJUls0u2t1P+BvwJ0xxt8A84H/AlYAvtqi2iRJktSHpkbkUkpPApsAlwJbkR8vl4BRxTpJkiQNsGZH5EgpPUs+MidJkqQO0OwxcpIkSeowBjlJkqSKMshJkiRVVNPHyJXFGN8FbArcmlK6r39LkiRJUjN6HZGLMR4SY/z3Bu07AzOBXYDrY4y7t648SZIk9aavXasXAZNjjNvWtR8J7FZ87+quwA9bVZwkSZJ612uQSyndBWwJfDnGOL606hVgleL3lYBXW1eeJEmSetPnMXIppReBnWOM344xng98HTgAmBpj7ALWA3ZrfZmSJEmq12eQizEuDSydUjolxjgTuBD4NrA+8B7gnmKiYEmSJA2wXoNcjDECvwSWijH+IKV0RozxG8DZwCkppdTKwmKMAegC9gHWBK4iPzbv2eK4vRPJd/GeCRyYUupuZT2SJEmdpq+THSYBewMfAybFGIemlB4HvgTsEGM8qsW1rUt+MsX2wLuA5YCDYoybAT8FdgQ2IP8O2AktrkWSJKnj9BXkVgPuBu4FhpKf2EBK6dWU0m7AizHGFGNctRWFFfPTfTildGtKaS5wNTCS/PteT0wp/bkIlnsDXTFGJzeWJEmDSl/HyE0FzgCeAKanlJ4sr0wpHRdjvB04GDioFcWllOYBxBi3LG5jV2AiMKXU5+4Y43zykPdA+foxxnHAOIARI0YwZ86cVpSpJUx3t3vpB5rvzYHX3Z21u4RBx9e5Fsfw4cOb6tdXkPsO+e7LlYBzG3VIKV0GXLa4xTUrxjgUOAnYBvhWSumKGOMxDbpmQGhQ32RgMkBXV1fW7IOiwW3IkCHtLmHQ8b058IbMerrdJQw6w4evsuhO0mLqNcillDLgggGspZGLgBWBTVJKTxVttwObk+9qJca4Pvn9eKgtFUqSJLXJm/qu1YEQY/wwMAZYu26Kk5OAy2OM15LvSj0DONWzViVJ0mDTsUEOGEU+GvdMPhMKAA+mlNaJMe4D/BpYGTgLOKI9JUqSJLVPxwa58vFtDdZdRL7bVZIkadByyg5JkqSKMshJkiRVlEFOkiSpogxykiRJFWWQkyRJqiiDnCRJUkUZ5CRJkirKICdJklRRBjlJkqSKMshJkiRVlEFOkiSpogxykiRJFWWQkyRJqiiDnCRJUkUZ5CRJkirKICdJklRRBjlJkqSKMshJkiRVlEFOkiSpogxykiRJFWWQkyRJqiiDnCRJUkUZ5CRJkirKICdJklRRBjlJkqSKMshJkiRVlEFOkiSpogxykiRJFWWQkyRJqiiDnCRJUkUZ5CRJkirKICdJklRRBjlJkqSKMshJkiRVlEFOkiSpogxykiRJFWWQkyRJqiiDnCRJUkUZ5CRJkirKICdJklRRBjlJkqSKMshJkiRV1NLtLqAZMcY9gPtTSjNijAE4Cvg28DJwcErpF20tUJIkqQ06ekQuxrhCjHEicDYwpmjeD9gKGAVE4OgY43+0p0JJkqT26eggRx7aRgGXlNoOAPZLKT2UUrqZfHRuv3YUJ0mS1E4dvWs1pXQMQIzx1OLnSsBawE2lbjcChzW6foxxHDAOYMSIEcyZM6el9WrJ0N3d3e4SBh3fmwOvuztrdwmDjq9zLY7hw4c31a+jg1wDofhZ/guUldp7SClNBiYDdHV1Zc0+KBrchgwZ0u4SBh3fmwNvyKyn213CoDN8+CrtLkFLoE7ftdpDSulZ4Algs1Lz5sBt7alIkiSpfTp6RC7GOARYHlgGWDbGuCJwIvCTGONXgOHAeGDP9lUpSZLUHh0d5IBPANeULv+AfBRxZeDv5NOPHJJS+kMbapMkSWqrjg5yKaUZND7+7TB6OcFBkiRpsKjUMXKSJElayCAnSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRVlkJMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRVlkJMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRVlkJMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRVlkJMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUQY5SZKkijLISZIkVZRBTpIkqaIMcpIkSRVlkJMkSaoog5wkSVJFGeQkSZIqyiAnSZJUUUu3u4A3I8a4EjAFiMC9wG4ppZvaW5UkSdLAquqI3C+B2cDawFHA72OMq7a3JEmSpIFVuSAXY3w38AnggJTSnJTSr4ErgT3aW5kkSdLAquKu1Y2Af6aUXi613QiMru8YYxwHjCsuvhBj/NcA1KeKG97uAt6aEcBT7S5iccUY212CqqWSr/Mft7sAVc3vU0qfW1SnKga50KAta9SeUpoMTG55RVKHiDHOTCl9oN11SK3k61xaqHK7VoE7gE1ijMuV2jYHbmtTPZIkSW1RuSCXUroL+DNwYoxxeIxxe+A/gbPbW5kkSdLAquKuVYCdyacfeYR8+pH/TClV7ngJqQU8lECDga9zqRCyLGt3DZIkSXoTKrdrVZIkSTmDnCRJUkVV9Rg5SUCMcQbwyV5Wb5lSmjFw1Uj9L8a4J7A/sD7wEHAS8A5gfC9XOTKlNGFgqpPaz2PkpCVEjPGfwL6GNy0pYowHAvsAOwF/I5/4/Rzgpymlk4s+pwJPGd40WDkiJ0nqODHG1YHDgA+llGrfyvOXGOMXgNfaV5nUWQxykqRO9AVgZinEAZBSurtN9UgdyZMdJEmd6B3Ag+0uQup0BjlJUid6kPwEB0l9MMhJkjrRZcB7Y4z/Xm6MMb4rxrhlm2qSOo7HyEmSOk5K6bnirNVLYoy7AdcD7wPOAn4LXNPO+qRO4YicJKkjpZTOA/YFTgWeBc4FTk8p9TaHnDToOI+cJElSRTkiJ0mSVFEGOUmSpIoyyEmSJFWUQU6SJKmiDHKSJEkVZZCTJEmqKIOcJElSRRnkJEmSKsogJ0mSVFH/H9zYRu1BZvYlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute pistol round scores\n",
    "round_normal = dust2[(dust2.t_round_type == 'NORMAL') & (dust2.ct_round_type == 'NORMAL')].copy()\n",
    "\n",
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Anti-Eco Rounds\n",
    "Next, we examine the proportion of Anti-Eco rounds won. The Ts did 3% better on their Anti-Eco rounds than the CTs. Note that the percentages don't add up to 100%, because, unlike normal rounds and pistol rounds, Ts and CTs play Anti-Eco rounds at different times - these by definition require them to play against a team that has chosen to go Eco."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute pistol round scores\n",
    "round_ae = [dust2[dust2.t_round_type == 'ANTI_ECO'].t_score.mean()*100,\n",
    "                dust2[dust2.ct_round_type == 'ANTI_ECO'].ct_score.mean()*100]\n",
    "\n",
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Eco Rounds\n",
    "The Ts also won 2.5% more of their Eco rounds than the CTs, possibly because the map allows Ts to set up strategies that allow them to get close to CTs and beat them in close proximity battles using pistols or SMGs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute pistol round scores\n",
    "round_eco = [dust2[dust2.t_round_type == 'ECO'].t_score.mean()*100,\n",
    "                dust2[dust2.ct_round_type == 'ECO'].ct_score.mean()*100]\n",
    "\n",
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Semi-Eco and Force Buys\n",
    "These are where the biggest differences are. Ts won approximately 8% more on their Semi-Eco and Force Buy rounds than the CTs. I can only guess that Semi-Eco and Force Buy rounds are run with the same strategies as Eco rounds. The difference is that these rounds afford the Ts higher firepower, making the Ts more effective than in Eco rounds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute pistol round scores\n",
    "round_se = [dust2[dust2.t_round_type == 'SEMI_ECO'].t_score.mean()*100,\n",
    "                dust2[dust2.ct_round_type == 'SEMI_ECO'].ct_score.mean()*100]\n",
    "\n",
    "# CODE FOR GRAPHICS NOT INCLUDED\n",
    "\n",
    "# Compute pistol round scores\n",
    "round_fb = [dust2[dust2.t_round_type == 'FORCE_BUY'].t_score.mean()*100,\n",
    "                dust2[dust2.ct_round_type == 'FORCE_BUY'].ct_score.mean()*100]\n",
    "\n",
    "# CODE FOR GRAPHICS NOT INCLUDED"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion [TLDR]\n",
    "Here's what we learned:\n",
    "  \n",
    "1. Dust2 is a fast map. The median round time is approximately 81 seconds.\n",
    "2. If you're a CT, time your responses (smokes, incendiaries, and movement) accordingly:  \n",
    "    1. B-rushes typically occur at approximately 18 seconds. \n",
    "    2. Attempts on a bomb site are typically mounted at approximately 30-40 seconds.\n",
    "    3. The bomb is typically planted at approximately 50-60 seconds.  \n",
    "3. We extracted more accurate round type labels from the data. In general, we found that teams spend:  \n",
    "    1. Less than \\$5,000 on pistol rounds\n",
    "    2. Up to \\$12,000 on Eco rounds\n",
    "    3. Upwards of \\$15,000 on Normal and Anti-Eco rounds\n",
    "    4. Between \\$6,000 and \\$20,000 on Force Buy rounds\n",
    "    5. Between \\$6,000 and \\$15,000 on Semi-Eco rounds  \n",
    "4. The statistics show that Dust2 favours the Ts. They do especially well on Semi-Eco rounds and Force Buys.  \n",
    "  \n",
    "In the next post, we analyse the popular and advantageous angles covered by the Ts and CTs through visualisations."
   ]
  }
 ],
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