{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "source": [
    "#Ploting my Caves of Qud data\n",
    "\n",
    "Having previously cleaned the data it's now time to pull it into a pandas dataframe and get some info from it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>End Time</th>\n",
       "      <th>Game End Time</th>\n",
       "      <th>Enemy</th>\n",
       "      <th>x hit</th>\n",
       "      <th>Damage</th>\n",
       "      <th>Weapon</th>\n",
       "      <th>PV</th>\n",
       "      <th>Pos Dam</th>\n",
       "      <th>Score</th>\n",
       "      <th>Turns</th>\n",
       "      <th>Zones</th>\n",
       "      <th>Storied Items</th>\n",
       "      <th>Artifact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Goethe II</td>\n",
       "      <td>Thursday, August 13, 2015  6:04:58 PM</td>\n",
       "      <td>20th of Uru Ux</td>\n",
       "      <td>Wahmahcalcalit</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>lase beam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48753</td>\n",
       "      <td>35235</td>\n",
       "      <td>260</td>\n",
       "      <td>1</td>\n",
       "      <td>HE Missile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kant XVIII</td>\n",
       "      <td>Sunday, August 30, 2015  7:34:00 PM</td>\n",
       "      <td>27th of Tuum Ut</td>\n",
       "      <td>chute crab</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>crab claw</td>\n",
       "      <td>7</td>\n",
       "      <td>1d2</td>\n",
       "      <td>40178</td>\n",
       "      <td>37145</td>\n",
       "      <td>222</td>\n",
       "      <td>1</td>\n",
       "      <td>Fix-It spray foam x2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>O'Brien III</td>\n",
       "      <td>Wednesday, September 02, 2015  3:50:10 AM</td>\n",
       "      <td>6th of Tebet Ux</td>\n",
       "      <td>Kumukokumu the Stylish, legendary ogre ape</td>\n",
       "      <td>8</td>\n",
       "      <td>51</td>\n",
       "      <td>ape fist</td>\n",
       "      <td>20</td>\n",
       "      <td>3d3</td>\n",
       "      <td>20556</td>\n",
       "      <td>21114</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>force bracelet 0 0 &lt;&gt; [no cell]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Kant XII</td>\n",
       "      <td>Friday, August 28, 2015  11:14:48 PM</td>\n",
       "      <td>7th of Iyur Ut</td>\n",
       "      <td>Putus Templar warden</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>folded carbide long sword</td>\n",
       "      <td>9</td>\n",
       "      <td>2d5</td>\n",
       "      <td>17061</td>\n",
       "      <td>17066</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>electrobow &lt;&gt; -&gt;10 1d6 [no cell]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nietzsche III</td>\n",
       "      <td>Wednesday, August 05, 2015  8:00:46 PM</td>\n",
       "      <td>19th of Tishru ii Ux</td>\n",
       "      <td>eyeless king crab</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>massive king crab claw</td>\n",
       "      <td>20</td>\n",
       "      <td>1d6</td>\n",
       "      <td>16607</td>\n",
       "      <td>16124</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>ubernostrum injector &lt;&gt;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name                                   End Time  \\\n",
       "0      Goethe II      Thursday, August 13, 2015  6:04:58 PM   \n",
       "1     Kant XVIII        Sunday, August 30, 2015  7:34:00 PM   \n",
       "2    O'Brien III  Wednesday, September 02, 2015  3:50:10 AM   \n",
       "3       Kant XII       Friday, August 28, 2015  11:14:48 PM   \n",
       "4  Nietzsche III     Wednesday, August 05, 2015  8:00:46 PM   \n",
       "\n",
       "          Game End Time                                       Enemy  x hit  \\\n",
       "0        20th of Uru Ux                              Wahmahcalcalit      0   \n",
       "1       27th of Tuum Ut                                  chute crab      1   \n",
       "2       6th of Tebet Ux  Kumukokumu the Stylish, legendary ogre ape      8   \n",
       "3        7th of Iyur Ut                        Putus Templar warden      1   \n",
       "4  19th of Tishru ii Ux                           eyeless king crab      6   \n",
       "\n",
       "   Damage                     Weapon  PV Pos Dam  Score  Turns  Zones  \\\n",
       "0       0                  lase beam   0       0  48753  35235    260   \n",
       "1       2                  crab claw   7     1d2  40178  37145    222   \n",
       "2      51                  ape fist   20     3d3  20556  21114    130   \n",
       "3       3  folded carbide long sword   9     2d5  17061  17066    118   \n",
       "4      20     massive king crab claw  20     1d6  16607  16124    115   \n",
       "\n",
       "   Storied Items                          Artifact  \n",
       "0              1                        HE Missile  \n",
       "1              1              Fix-It spray foam x2  \n",
       "2              0   force bracelet 0 0 <> [no cell]  \n",
       "3              0  electrobow <> ->10 1d6 [no cell]  \n",
       "4              0           ubernostrum injector <>  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%pylab inline\n",
    "\n",
    "col_names = [\"Name\", \"End Time\", \"Game End Time\", \"Enemy\", \"x hit\", \"Damage\", \"Weapon\", \"PV\", \"Pos Dam\", \"Score\", \"Turns\", \"Zones\", \"Storied Items\", \"Artifact\"]\n",
    "\n",
    "#read in the data from the text file, setting the seperator between each column as \"\\t\". \n",
    "qud = pd.read_csv(\"Cleaned_Qud_HighScores_1.txt\", sep=r\"\\t+\", names = col_names, engine='python')\n",
    "qud.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Game summary for' 'Friday, August 21, 2015  11:25:56 PM'\n",
      " 'died on the 8th of Nivvun Ut' 'Warden Ualraig' 0 0 'Freezes' 0 '0' -1451\n",
      " 19 1 0 'no artifact']\n",
      "['Napoleon' 'Monday, August 03, 2015  3:23:01 PM' '18th of Tuum Ut' 'quit'\n",
      " 0 0 'quit' 0 '0' -1588 95 1 0 'no artifact']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>End Time</th>\n",
       "      <th>Game End Time</th>\n",
       "      <th>Enemy</th>\n",
       "      <th>x hit</th>\n",
       "      <th>Damage</th>\n",
       "      <th>Weapon</th>\n",
       "      <th>PV</th>\n",
       "      <th>Pos Dam</th>\n",
       "      <th>Score</th>\n",
       "      <th>Turns</th>\n",
       "      <th>Zones</th>\n",
       "      <th>Storied Items</th>\n",
       "      <th>Artifact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Goethe</td>\n",
       "      <td>Sunday, August 09, 2015  7:43:13 PM</td>\n",
       "      <td>Goethe  died on the 22nd of Tuum Ut</td>\n",
       "      <td>boar</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>bite</td>\n",
       "      <td>7</td>\n",
       "      <td>1d3</td>\n",
       "      <td>-1253</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Malenkov</td>\n",
       "      <td>Sunday, August 02, 2015  1:34:01 PM</td>\n",
       "      <td>9th of Tishru ii Ux</td>\n",
       "      <td>traipsing mortar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>explosion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1318</td>\n",
       "      <td>130</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Khrushchev III</td>\n",
       "      <td>Sunday, August 02, 2015  4:19:46 PM</td>\n",
       "      <td>1st of Nivvun Ut</td>\n",
       "      <td>scalding steam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>scalding steam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1351</td>\n",
       "      <td>324</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name                             End Time  \\\n",
       "50          Goethe  Sunday, August 09, 2015  7:43:13 PM   \n",
       "51        Malenkov  Sunday, August 02, 2015  1:34:01 PM   \n",
       "52  Khrushchev III  Sunday, August 02, 2015  4:19:46 PM   \n",
       "\n",
       "                          Game End Time             Enemy  x hit  Damage  \\\n",
       "50  Goethe  died on the 22nd of Tuum Ut              boar      2       6   \n",
       "51                  9th of Tishru ii Ux  traipsing mortar      0       0   \n",
       "52                     1st of Nivvun Ut    scalding steam      0       0   \n",
       "\n",
       "            Weapon  PV Pos Dam  Score  Turns  Zones  Storied Items  \\\n",
       "50            bite   7     1d3  -1253    121      3              0   \n",
       "51       explosion   0       0  -1318    130      5              0   \n",
       "52  scalding steam   0       0  -1351    324      4              0   \n",
       "\n",
       "       Artifact  \n",
       "50  no artifact  \n",
       "51  no artifact  \n",
       "52  no artifact  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dropping these two values\n",
    "print qud.iloc[53].values #Forgot to name my character. Deceided to quit by attacking either Mehmet or Warden Ualraig\n",
    "print qud.iloc[54].values #Took one step and Ualraig wasted Mehmet. Walked around for a while but quit as I could not longer start the \"What's Eating The Watervine? mission\n",
    "\n",
    "#As these are my two lowest scores I can the set the dataframe to be rows 0 to 53 (does not include 53)\n",
    "qud = qud[0:53]\n",
    "qud.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Further Cleaning\n",
    "\n",
    "With the data now pulled into a dataframe there is still a small bit of cleaning to do. Below are three functions to convert the End Time of each game to a datetime, to pull the game month from the Game End Time (I left the day in as at a later time I might check am I more likely to die early or late in the month) and to clean up the Artifact column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import re\n",
    "from datetime import datetime\n",
    "from time import strptime\n",
    "\n",
    "def convert_to_date(date_in):\n",
    "    date_search = re.search(\"(\\w{6,9}),\\s*(\\w{3,9})\\s*(\\d{2}),\\s*(\\d{4})\\s*(\\d{1,2}):(\\d{2}):(\\d{2})\\s*(\\w{2})\", date_in)\n",
    "    #date_search.group(1) = Day as word(ie Sunday), 2 = Month as word (ie August), 3 = day of month, 4 = year, 5 = hour, 6 = minute, 7 = second, 8 = AM or PM\n",
    "    \n",
    "    #In End Time hour is expressed from 1 to 12, ie 1 AM or 1 PM. The below code converts that to 0 to 23, ie 1 or 13\n",
    "    hour = int(date_search.group(5))\n",
    "\n",
    "    if date_search.group(8) == \"PM\":\n",
    "        if hour == 12:\n",
    "            pass\n",
    "        else:\n",
    "            hour += 12\n",
    "    \n",
    "    if date_search.group(8) == \"AM\":\n",
    "        if hour == 12:\n",
    "            hour = 0\n",
    "            \n",
    "    \n",
    "    #Create a datetime. strptime is used to take the first 3 letters of the Month as word and get the int value for that month, ie August = Aug, is month 8 of 12\n",
    "    new_date = datetime(int(date_search.group(4)), strptime(date_search.group(2)[:3], \"%b\").tm_mon, int(date_search.group(3)), hour, int(date_search.group(6)), int(date_search.group(7)))\n",
    "        \n",
    "    return new_date\n",
    "\n",
    "qud[\"End Time\"] = qud[\"End Time\"].apply(convert_to_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Pull the month out of Game Time\n",
    "\n",
    "def convert_game_month(date_in):\n",
    "    date_search = re.search(\"of\\s*((\\w*\\s*)*)\", date_in)\n",
    "    return date_search.group(1)\n",
    "\n",
    "qud[\"Game End Time\"] = qud[\"Game End Time\"].apply(convert_game_month)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>End Time</th>\n",
       "      <th>Game End Time</th>\n",
       "      <th>Enemy</th>\n",
       "      <th>x hit</th>\n",
       "      <th>Damage</th>\n",
       "      <th>Weapon</th>\n",
       "      <th>PV</th>\n",
       "      <th>Pos Dam</th>\n",
       "      <th>Score</th>\n",
       "      <th>Turns</th>\n",
       "      <th>Zones</th>\n",
       "      <th>Storied Items</th>\n",
       "      <th>Artifact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Goethe II</td>\n",
       "      <td>2015-08-13 18:04:58</td>\n",
       "      <td>Uru Ux</td>\n",
       "      <td>Wahmahcalcalit</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>lase beam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48753</td>\n",
       "      <td>35235</td>\n",
       "      <td>260</td>\n",
       "      <td>1</td>\n",
       "      <td>HE Missile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kant XVIII</td>\n",
       "      <td>2015-08-30 19:34:00</td>\n",
       "      <td>Tuum Ut</td>\n",
       "      <td>chute crab</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>crab claw</td>\n",
       "      <td>7</td>\n",
       "      <td>1d2</td>\n",
       "      <td>40178</td>\n",
       "      <td>37145</td>\n",
       "      <td>222</td>\n",
       "      <td>1</td>\n",
       "      <td>Fix-It spray foam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>O'Brien III</td>\n",
       "      <td>2015-09-02 03:50:10</td>\n",
       "      <td>Tebet Ux</td>\n",
       "      <td>Kumukokumu the Stylish, legendary ogre ape</td>\n",
       "      <td>8</td>\n",
       "      <td>51</td>\n",
       "      <td>ape fist</td>\n",
       "      <td>20</td>\n",
       "      <td>3d3</td>\n",
       "      <td>20556</td>\n",
       "      <td>21114</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>force bracelet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Kant XII</td>\n",
       "      <td>2015-08-28 23:14:48</td>\n",
       "      <td>Iyur Ut</td>\n",
       "      <td>Putus Templar warden</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>folded carbide long sword</td>\n",
       "      <td>9</td>\n",
       "      <td>2d5</td>\n",
       "      <td>17061</td>\n",
       "      <td>17066</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>electrobow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nietzsche III</td>\n",
       "      <td>2015-08-05 20:00:46</td>\n",
       "      <td>Tishru ii Ux</td>\n",
       "      <td>eyeless king crab</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>massive king crab claw</td>\n",
       "      <td>20</td>\n",
       "      <td>1d6</td>\n",
       "      <td>16607</td>\n",
       "      <td>16124</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>ubernostrum injector</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name            End Time Game End Time  \\\n",
       "0      Goethe II 2015-08-13 18:04:58        Uru Ux   \n",
       "1     Kant XVIII 2015-08-30 19:34:00       Tuum Ut   \n",
       "2    O'Brien III 2015-09-02 03:50:10      Tebet Ux   \n",
       "3       Kant XII 2015-08-28 23:14:48       Iyur Ut   \n",
       "4  Nietzsche III 2015-08-05 20:00:46  Tishru ii Ux   \n",
       "\n",
       "                                        Enemy  x hit  Damage  \\\n",
       "0                              Wahmahcalcalit      0       0   \n",
       "1                                  chute crab      1       2   \n",
       "2  Kumukokumu the Stylish, legendary ogre ape      8      51   \n",
       "3                        Putus Templar warden      1       3   \n",
       "4                           eyeless king crab      6      20   \n",
       "\n",
       "                      Weapon  PV Pos Dam  Score  Turns  Zones  Storied Items  \\\n",
       "0                  lase beam   0       0  48753  35235    260              1   \n",
       "1                  crab claw   7     1d2  40178  37145    222              1   \n",
       "2                  ape fist   20     3d3  20556  21114    130              0   \n",
       "3  folded carbide long sword   9     2d5  17061  17066    118              0   \n",
       "4     massive king crab claw  20     1d6  16607  16124    115              0   \n",
       "\n",
       "               Artifact  \n",
       "0            HE Missile  \n",
       "1     Fix-It spray foam  \n",
       "2        force bracelet  \n",
       "3            electrobow  \n",
       "4  ubernostrum injector  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def clean_artifacts(artifact):\n",
    "    x_search = re.search(\"(x\\d+)\", artifact) #remove multipliers like \"x2\"\n",
    "    if x_search != None:\n",
    "        artifact = artifact.replace(x_search.group(0), \"\").strip()\n",
    "    \n",
    "    mul_search = re.search(\"((-?\\d+\\s*\\d+d\\d+)+)\", artifact) #removes pv and possible weapon damage like \"2 1d3\"\n",
    "    if mul_search != None:\n",
    "        artifact = artifact.replace(mul_search.group(0), \"\").strip()\n",
    "        \n",
    "    artifact = artifact.replace(\"->\", \"\").replace(\"<>\", \"\").strip() #removes -> and <> which should be empty from previous cleaning\n",
    "        \n",
    "    cell_search = re.search(\"(\\[(\\w*\\s*)*\\])\", artifact) #removes [no cell], [shotgun shell] etc\n",
    "    if cell_search != None:\n",
    "        artifact = artifact.replace(cell_search.group(0), \"\").strip()\n",
    "        \n",
    "    digit_search = re.search(\"((\\d+\\s*)+)\", artifact) #removes any remaining digits such as av dv ie 2 4\n",
    "    if digit_search != None:\n",
    "        artifact = artifact.replace(digit_search.group(0), \"\").strip()\n",
    "        \n",
    "    return artifact\n",
    "\n",
    "qud[\"Artifact\"] = qud[\"Artifact\"].apply(clean_artifacts)\n",
    "qud.head() #print new, clean dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Sorting by date and by score\n",
    "\n",
    "With the End Time now cleaned up and converted to a datetime the entire dataframe can be sorted on this column, giving the dataframe in order of my earliest game to my most recent game. I can then print off my highscore progression and after sorting the dataframe by score I can print my 5 highest scores. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Highscore Progression\n",
      "1 Stalin 2015-08-01 14:04:38 -1131\n",
      "2 Stalin 2015-08-01 15:28:05 -71\n",
      "4 Lenin 2015-08-01 16:08:30 902\n",
      "16 Khrushchev VIII 2015-08-02 18:19:47 1760\n",
      "27 Nietzsche III 2015-08-05 20:00:46 16607\n",
      "29 Goethe II 2015-08-13 18:04:58 48753\n",
      "\n",
      "\n",
      "Highest Scores\n",
      "Goethe II 2015-08-13 18:04:58 48753\n",
      "Kant XVIII 2015-08-30 19:34:00 40178\n",
      "O'Brien III 2015-09-02 03:50:10 20556\n",
      "Kant XII 2015-08-28 23:14:48 17061\n",
      "Nietzsche III 2015-08-05 20:00:46 16607\n"
     ]
    }
   ],
   "source": [
    "sorted_qud = qud.sort([\"End Time\"]).reset_index(drop = True) #Sort by End Time, reset the index and drop the old index\n",
    "highscore = -10000\n",
    "print \"Highscore Progression\" #Game Number, Name, Date, Score\n",
    "for score in sorted_qud[\"Score\"]:\n",
    "    if int(score) > highscore:\n",
    "        highscore = int(score)\n",
    "        print \"%d %s %s %d\" % (\n",
    "        int(sorted_qud.index[sorted_qud[\"Score\"] == score][0])+ 1, #the index value of the game + 1. My first game is at index 0 so add 1 and this becomes game 1\n",
    "        sorted_qud[\"Name\"][sorted_qud[\"Score\"] == score].tolist()[0], #Character's name\n",
    "        sorted_qud[\"End Time\"][sorted_qud[\"Score\"] == score].tolist()[0], #End Time of game\n",
    "        int(score) #Score\n",
    "        )\n",
    "print \"\\n\"        \n",
    "print \"Highest Scores\"\n",
    "sorted_scores = qud.sort([\"Score\"], ascending = False).reset_index(drop = True) #sort by score\n",
    "for i in range(5):\n",
    "    print sorted_scores[\"Name\"].iloc[i], sorted_scores[\"End Time\"].iloc[i], sorted_scores[\"Score\"].iloc[i] #print Name, End Time and Score for first 5 rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Ploting my score data\n",
    "\n",
    "There are now a number of plots I can build using the data I have pulled down. Two simple scatter plots can be made, one containing points for my score and the number of turns taken in each game and another for my score and the number of zones visited. Using the sklearn library I can plot a linear line to each plot and also use this to predict the score of my current game.\n",
    "\n",
    "Using the dataframe sorted on date I can plot a bar for the score in each game and then plot a 5 game simple moving average. Red vertical lines are added for patch updates to see if my score is affected by these. The lines represent the 4th, 8th and 15/21st of August (I didn't play any games between the 15th and 21st) and I remember it took me a while to get to grips with the game after the 21st of August patch. I blame Ctesiphus.\n",
    "\n",
    "The final plot is a histogram of my highscores. Not impressive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZkAAALLCAYAAACb0owtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzBr2/3CO/pjuFEH3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb74ca90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import linear_model\n",
    "\n",
    "fig = plt.figure(figsize = (20,10))\n",
    "p1 = fig.add_subplot(221) # 2x2, plot 1 (top left)\n",
    "p2 = fig.add_subplot(222) # 2x2, plot 2 (top right)\n",
    "p3 = fig.add_subplot(223) # 2x2, plot 3 (bottom left)\n",
    "p4 = fig.add_subplot(224) # 2x2, plot 4 (bottom right)\n",
    "\n",
    "#Turns to Score\n",
    "p1.scatter(qud[\"Turns\"], qud[\"Score\"], color=\"green\") #Turns on x axis, score on y axis, color green (this is Qud after all)\n",
    "\n",
    "X = np.array(qud[\"Turns\"]).reshape(len(qud),1) #variable X is an np.array of the turns, len(qud) rows, 1 column\n",
    "y= np.array(qud[\"Score\"]).reshape(len(qud),1) #variable y is an np.array of the scores, len(qud) rows, 1 column\n",
    "\n",
    "turns_score = linear_model.LinearRegression()\n",
    "turns_score.fit(X, y) #fit turns and score using linear regression\n",
    "\n",
    "#plot a line with turns on the x axis and predicted score for that many turns from the linear regression model on the y axis\n",
    "p1.plot(qud[\"Turns\"], turns_score.predict(X), color=\"red\") \n",
    "p1.set_title(\"Score per Turn\")\n",
    "p1.set_xlabel(\"Turns\")\n",
    "p1.set_ylabel(\"Score\")\n",
    "p1.axis('tight')\n",
    "\n",
    "#Zones to Score\n",
    "p2.scatter(qud[\"Zones\"], qud[\"Score\"], color=\"green\")\n",
    "X= np.array(qud[\"Zones\"]).reshape(len(qud),1) #Update X to be an np.array of zones, y stays as score above\n",
    "\n",
    "zones_score = linear_model.LinearRegression()\n",
    "zones_score.fit(X, y) #fit zones to score\n",
    "\n",
    "#plot a line with zones on the x axis and predicted score for that many zones from the linear regression model on the x axis\n",
    "p2.plot(qud[\"Zones\"], zones_score.predict(X), color=\"red\")\n",
    "p2.set_title(\"Score per Zone\")\n",
    "p2.set_xlabel(\"Zones\")\n",
    "p2.set_ylabel(\"Score\")\n",
    "p2.axis('tight')\n",
    "\n",
    "#using the sorted by date dataframe plot a bar chart of the scores. sorted_qud.index.values starts at 0, not 1\n",
    "p3.bar(sorted_qud.index.values, sorted_qud[\"Score\"], color=\"green\")\n",
    "p3.plot(pd.rolling_mean(sorted_qud[\"Score\"].values, window=5, min_periods=1), color=\"red\", linewidth=2) #plot a 5 game simple moving average\n",
    "\n",
    "p3.set_title(\"5 Game Moving Average\")\n",
    "p3.set_xlabel(\"Game (Vertical lines represent patches: Aug 4, Aug 8, Aug 15/21)\")\n",
    "p3.set_ylabel(\"Score\")\n",
    "p3.axis('tight')\n",
    "#These numbers are plotted manually from looking at the dataframe and seeing when was the first game I played on/after each patch release\n",
    "p3.axvline(24, color = \"red\", linewidth = 2) #first game on/after Aug 4th\n",
    "p3.axvline(27, color = \"red\", linewidth = 2) #first game on/after Aug 8th\n",
    "p3.axvline(29, color = \"red\", linewidth = 2) #first game on/after Aug 15th and 21st\n",
    "\n",
    "#Histogram. Depressing\n",
    "p4.hist(qud[\"Score\"], bins = 50);\n",
    "p4.axis('tight')\n",
    "p4.set_title(\"Score Frequency\")\n",
    "p4.set_xlabel(\"Score (50 bins)\")\n",
    "p4.set_ylabel(\"Frequency\")\n",
    "\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the linear regression models I can now get the coefficient, intercept and root mean square error for the score per turn line and the score per zone line. Also, as the number of turns is displayed when a game is saved I can calculate how many points my current save game is worth. However, I would not expect this figure to be very accurate due to the small number of points available and I'm not willing to have my character die to check how right the figure is!\n",
    "\n",
    "In linear regression y = a + Xb where a is the intercept and b is the coefficient. So using the below data:\n",
    "\n",
    "score = -2171.04135919 + Turns(1.21948537419)\n",
    "\n",
    "The root mean square error is found by taking the root of the mean_squared_error of the score compared to the predicted score\n",
    "\n",
    "With a bit of moving around of figures I get to equation turns = (score + intercept)/coefficient which allows me to predict the number of turns needed for 100,000 points and 1,000,000 points. I have a bit of work to do yet! (I expect these numbers to change substantially as the model gets more data points in the high game points range, over half the data points are in the minus range at the moment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For Score Per Turn\n",
      "Total turns multiplied by the coefficient plus the intercept = my score\n",
      "Coefficient:  1.21948537419\n",
      "Intercept:  -2171.04135919\n",
      "RMSE:  1532.50022362\n",
      "Predicted score from my current game (59924 turns):  70905\n",
      "Turns needed for 100,000 points:  83783\n",
      "Turns needed for 1,000,000 points:  821799\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "from math import sqrt\n",
    "print \"For Score Per Turn\"\n",
    "print \"Total turns multiplied by the coefficient plus the intercept = my score\"\n",
    "print \"Coefficient: \", turns_score.coef_[0][0]\n",
    "print \"Intercept: \", turns_score.intercept_[0]\n",
    "print \"RMSE: \", sqrt(mean_squared_error(y, turns_score.predict(np.array(qud[\"Turns\"]).reshape(len(qud),1))))\n",
    "print \"Predicted score from my current game (59924 turns): \", int(turns_score.predict(59924)[0][0])\n",
    "print \"Turns needed for 100,000 points: \", int(math.ceil(((100000 + abs(turns_score.intercept_))/turns_score.coef_)[0][0]))\n",
    "print \"Turns needed for 1,000,000 points: \", int(math.ceil(((1000000 + abs(turns_score.intercept_))/turns_score.coef_)[0][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For Score Per Zone\n",
      "Total zones visited multiplied by the coefficient plus the intercept = my score\n",
      "Coefficient:  187.832983072\n",
      "Intercept  -2433.84828011\n",
      "RMSE:  1141.29924083\n"
     ]
    }
   ],
   "source": [
    "print \"For Score Per Zone\"\n",
    "print \"Total zones visited multiplied by the coefficient plus the intercept = my score\"\n",
    "print \"Coefficient: \", zones_score.coef_[0][0]\n",
    "print \"Intercept \", zones_score.intercept_[0]\n",
    "print \"RMSE: \", sqrt(mean_squared_error(y, zones_score.predict(np.array(qud[\"Zones\"]).reshape(len(qud),1))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#A look at some of the remaining data\n",
    "\n",
    "I took in a lot of data into the dataframe but have only looked at End Time, score, zone and turns. As time goes on and I get more entries I may be able to do more with the following bits of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Iyur Ut' 'Kisu Ux' 'Nivvun Ut' 'Shwut Ux' 'Simmun Ut' 'Tebet Ux'\n",
      " 'Tishru i Ux' 'Tishru ii Ux' 'Tuum Ut' 'Ubu Ut' 'Uru Ux' 'Uulu Ut']\n",
      "12\n"
     ]
    }
   ],
   "source": [
    "#Each month mentioned in the Game End Time\n",
    "game_months = qud[\"Game End Time\"]\n",
    "print np.unique(game_months)\n",
    "print len(np.unique(game_months))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Game End Time\n",
       "Tuum Ut         8\n",
       "Uru Ux          7\n",
       "Nivvun Ut       7\n",
       "Tishru i Ux     6\n",
       "Uulu Ut         5\n",
       "Tishru ii Ux    5\n",
       "Iyur Ut         4\n",
       "Shwut Ux        3\n",
       "Kisu Ux         3\n",
       "Ubu Ut          2\n",
       "Tebet Ux        2\n",
       "Simmun Ut       1\n",
       "Name: Game End Time, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Use groupby to find most mentioned month, ie the month I have died most in. Nivvun Ut is the very first month...\n",
    "qud['Game End Time'].groupby(qud['Game End Time']).count().order(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Artifact\n",
       "no artifact                37\n",
       "Fix-It spray foam           3\n",
       "semi-automatic pistol       2\n",
       "acid gas grenade mk I       2\n",
       "ubernostrum injector        1\n",
       "stun gas grenade mk I       1\n",
       "pump shotgun                1\n",
       "poison gas grenade mk I     1\n",
       "force bracelet              1\n",
       "electrobow                  1\n",
       "compass bracelet            1\n",
       "blaze injector              1\n",
       "HE Missile                  1\n",
       "Name: Artifact, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Use group by to find the most advanced artifact I held when I died. Lots of no artifacts and lots of artifacts awarded for finishing the first 2 missions in Joppa\n",
    "qud['Artifact'].groupby(qud['Artifact']).count().order(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I have done slightly more work with the Enemy column. First I print it off as is but then make some changes. \n",
    "Deaths from bleeding were always the result of young ivory. In my early games I took hemophilia as a defect which basicly meant instant death at low toughness levels and no bandages when I stared bleeding, so \"bleeding\" and \"young ivory\" are combined into a single group.\n",
    "\n",
    "Deaths from scalding steam were always the result of fire ants setting the water around me on fire and I, like an idiot, taking a step forward. Only once was there another reason...I set the water on fire with my Flaming Hands and walked into it. Since then I have only used Freezing Hands.\n",
    "\n",
    "All snapjaws, including the two faction leaders, are put into a single catagory.\n",
    "\n",
    "\"Wahmahcalcalit\", \"Umchuum\", \"Duhmahcaluhcal\" are evidence my character was suffering confusion when he died, these were 3 wizard faction leaders.\n",
    "\n",
    "I could do further grouping. Chute crab and king crab could be combined, the two named Snapjaws could be put in with the ogre instead to form a Named or Faction Leader catagory, dawnglider could be added to the fire ant/scalding steam catagory etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Enemy\n",
       "bleeding                                               9\n",
       "unknown                                                8\n",
       "salthopper                                             4\n",
       "scalding steam                                         3\n",
       "equimax                                                2\n",
       "snapjaw scavenger                                      2\n",
       "jilted lover                                           2\n",
       "Wahmahcalcalit                                         1\n",
       "chute crab                                             1\n",
       "cave spider                                            1\n",
       "boar                                                   1\n",
       "young ivory                                            1\n",
       "dawnglider                                             1\n",
       "Ruf-ohoubub, the stalwart Snapjaw Bear-baiter          1\n",
       "Putus Templar warden                                   1\n",
       "Kumukokumu the Stylish, legendary ogre ape             1\n",
       "Groubuubu-wof-wofuz, the stalwart Snapjaw Tot-eater    1\n",
       "Umchuum                                                1\n",
       "eyeless king crab                                      1\n",
       "explosion                                              1\n",
       "fire ant                                               1\n",
       "giant amoeba                                           1\n",
       "girshling                                              1\n",
       "horned chameleon                                       1\n",
       "napjaw scavenger                                       1\n",
       "salamander                                             1\n",
       "scrap shoveler                                         1\n",
       "snapjaw hunter                                         1\n",
       "traipsing mortar                                       1\n",
       "Duhmahcaluhcal                                         1\n",
       "Name: Enemy, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qud['Enemy'].groupby(qud['Enemy']).count().order(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name\n",
       "young ivory/bleeding                          10\n",
       "unknown                                        8\n",
       "snapjaw                                        6\n",
       "salthopper                                     4\n",
       "fire ant/scalding steam                        4\n",
       "wizard                                         3\n",
       "jilted lover                                   2\n",
       "equimax                                        2\n",
       "explosion                                      1\n",
       "Putus Templar warden                           1\n",
       "boar                                           1\n",
       "cave spider                                    1\n",
       "chute crab                                     1\n",
       "dawnglider                                     1\n",
       "giant amoeba                                   1\n",
       "eyeless king crab                              1\n",
       "girshling                                      1\n",
       "horned chameleon                               1\n",
       "salamander                                     1\n",
       "scrap shoveler                                 1\n",
       "traipsing mortar                               1\n",
       "Kumukokumu the Stylish, legendary ogre ape     1\n",
       "Name: Name, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#create a list called enemies, add new values to it, convert to a dataframe and groupby name\n",
    "enemies = qud[\"Enemy\"].tolist()\n",
    "for i in range(len(enemies)):\n",
    "    name = enemies[i].strip()\n",
    "    if name in [\"Wahmahcalcalit\", \"Umchuum\", \"Duhmahcaluhcal\"]:\n",
    "        enemies[i] = \"wizard\"\n",
    "    if name in [\"snapjaw scavenger\", \"napjaw scavenger\", \"snapjaw hunter\", \"Groubuubu-wof-wofuz, the stalwart Snapjaw Tot-eater\", \"Ruf-ohoubub, the stalwart Snapjaw Bear-baiter\"]:\n",
    "        enemies[i] = \"snapjaw\"\n",
    "    if name in [\"young ivory\", \"bleeding\"]:\n",
    "        enemies[i] = \"young ivory/bleeding\" \n",
    "    if name in [\"scalding steam\", \"fire ant\"]:\n",
    "        enemies[i] = \"fire ant/scalding steam\"\n",
    "\n",
    "enemy_df = pd.DataFrame(enemies, columns=[\"Name\"])\n",
    "enemy_df['Name'].groupby(enemy_df['Name']).count().order(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are a number of highscores that have an empty line where the death description should be and these are marked unknown. Also, others will just read \"died from bleeding\". Here bleeding is added as both the enemy name and the weapon.\n",
    "\n",
    "Below is a look at the weapons that have killed my characters. Rending mandibles. Giant pseudopod. The things I've seen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Weapon\n",
       "bleeding                     9\n",
       "unknown                      8\n",
       "rending mandibles            4\n",
       "bite                         4\n",
       "explosion                    3\n",
       "scalding steam               3\n",
       "lase beam                    2\n",
       "bronze two-handed sword      2\n",
       "thorns                       2\n",
       "Umumerchacal                 1\n",
       "ape fist                     1\n",
       "carbide battle axe           1\n",
       "claw                         1\n",
       "crab claw                    1\n",
       "flames                       1\n",
       "fangs                        1\n",
       "fire                         1\n",
       "folded carbide long sword    1\n",
       "giant pseudopod              1\n",
       "impalement                   1\n",
       "iron dagger                  1\n",
       "massive king crab claw       1\n",
       "scrap shovel                 1\n",
       "steel battle axe             1\n",
       "Tusks                        1\n",
       "Name: Weapon, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qud['Weapon'].groupby(qud['Weapon']).count().order(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is the complete dataframe sorted by date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>End Time</th>\n",
       "      <th>Game End Time</th>\n",
       "      <th>Enemy</th>\n",
       "      <th>x hit</th>\n",
       "      <th>Damage</th>\n",
       "      <th>Weapon</th>\n",
       "      <th>PV</th>\n",
       "      <th>Pos Dam</th>\n",
       "      <th>Score</th>\n",
       "      <th>Turns</th>\n",
       "      <th>Zones</th>\n",
       "      <th>Storied Items</th>\n",
       "      <th>Artifact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Stalin</td>\n",
       "      <td>2015-08-01 14:04:38</td>\n",
       "      <td>Nivvun Ut</td>\n",
       "      <td>Umchuum</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>Umumerchacal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1131</td>\n",
       "      <td>362</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>poison gas grenade mk I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Stalin</td>\n",
       "      <td>2015-08-01 15:28:05</td>\n",
       "      <td>Uru Ux</td>\n",
       "      <td>salthopper</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>rending mandibles</td>\n",
       "      <td>11</td>\n",
       "      <td>1d4</td>\n",
       "      <td>-71</td>\n",
       "      <td>3412</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Stalin</td>\n",
       "      <td>2015-08-01 15:41:26</td>\n",
       "      <td>Tishru i Ux</td>\n",
       "      <td>explosion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>explosion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-224</td>\n",
       "      <td>1061</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Lenin</td>\n",
       "      <td>2015-08-01 16:08:30</td>\n",
       "      <td>Iyur Ut</td>\n",
       "      <td>equimax</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>bite</td>\n",
       "      <td>8</td>\n",
       "      <td>2d2</td>\n",
       "      <td>902</td>\n",
       "      <td>1019</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Malenkov</td>\n",
       "      <td>2015-08-01 16:18:54</td>\n",
       "      <td>Tishru i Ux</td>\n",
       "      <td>Ruf-ohoubub, the stalwart Snapjaw Bear-baiter</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>bronze two-handed sword</td>\n",
       "      <td>4</td>\n",
       "      <td>1d8</td>\n",
       "      <td>-1155</td>\n",
       "      <td>687</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Malenkov</td>\n",
       "      <td>2015-08-01 16:35:17</td>\n",
       "      <td>Tuum Ut</td>\n",
       "      <td>napjaw scavenger</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>explosion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1004</td>\n",
       "      <td>911</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Malenkov</td>\n",
       "      <td>2015-08-02 13:34:01</td>\n",
       "      <td>Tishru ii Ux</td>\n",
       "      <td>traipsing mortar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>explosion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1318</td>\n",
       "      <td>130</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Khrushchev</td>\n",
       "      <td>2015-08-02 14:13:37</td>\n",
       "      <td>Uru Ux</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-531</td>\n",
       "      <td>1863</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Khrushchev</td>\n",
       "      <td>2015-08-02 15:52:52</td>\n",
       "      <td>Tishru ii Ux</td>\n",
       "      <td>Groubuubu-wof-wofuz, the stalwart Snapjaw Tot-...</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>carbide battle axe</td>\n",
       "      <td>5</td>\n",
       "      <td>2d3</td>\n",
       "      <td>708</td>\n",
       "      <td>2789</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Khrushchev II</td>\n",
       "      <td>2015-08-02 16:13:32</td>\n",
       "      <td>Uru Ux</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>1640</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Khrushchev III</td>\n",
       "      <td>2015-08-02 16:19:46</td>\n",
       "      <td>Nivvun Ut</td>\n",
       "      <td>scalding steam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>scalding steam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1351</td>\n",
       "      <td>324</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Khrushchev IV</td>\n",
       "      <td>2015-08-02 16:35:26</td>\n",
       "      <td>Nivvun Ut</td>\n",
       "      <td>snapjaw scavenger</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>iron dagger</td>\n",
       "      <td>2</td>\n",
       "      <td>1d4</td>\n",
       "      <td>-936</td>\n",
       "      <td>1134</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Khrushchev V</td>\n",
       "      <td>2015-08-02 16:45:07</td>\n",
       "      <td>Uulu Ut</td>\n",
       "      <td>salthopper</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>rending mandibles</td>\n",
       "      <td>10</td>\n",
       "      <td>1d4</td>\n",
       "      <td>-918</td>\n",
       "      <td>510</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Khrushchev VI</td>\n",
       "      <td>2015-08-02 17:12:49</td>\n",
       "      <td>Tuum Ut</td>\n",
       "      <td>fire ant</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>flames</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-126</td>\n",
       "      <td>1705</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Khrushchev VII</td>\n",
       "      <td>2015-08-02 17:17:56</td>\n",
       "      <td>Uru Ux</td>\n",
       "      <td>salamander</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>bite</td>\n",
       "      <td>3</td>\n",
       "      <td>1d3</td>\n",
       "      <td>-1127</td>\n",
       "      <td>403</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Khrushchev VIII</td>\n",
       "      <td>2015-08-02 18:19:47</td>\n",
       "      <td>Tuum Ut</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1760</td>\n",
       "      <td>4198</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Khrushchev IX</td>\n",
       "      <td>2015-08-03 13:56:40</td>\n",
       "      <td>Tishru i Ux</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1143</td>\n",
       "      <td>336</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Khrushchev X</td>\n",
       "      <td>2015-08-03 13:59:50</td>\n",
       "      <td>Tishru ii Ux</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1209</td>\n",
       "      <td>287</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Khrushchev XI</td>\n",
       "      <td>2015-08-03 15:18:32</td>\n",
       "      <td>Kisu Ux</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1136</td>\n",
       "      <td>4121</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>blaze injector</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Napoleon</td>\n",
       "      <td>2015-08-03 15:41:37</td>\n",
       "      <td>Uulu Ut</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-547</td>\n",
       "      <td>1536</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Napoleon II</td>\n",
       "      <td>2015-08-03 15:57:39</td>\n",
       "      <td>Tishru i Ux</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-590</td>\n",
       "      <td>1298</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Napolen III</td>\n",
       "      <td>2015-08-03 16:20:16</td>\n",
       "      <td>Shwut Ux</td>\n",
       "      <td>dawnglider</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>fire</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-543</td>\n",
       "      <td>1773</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Napoleon IV</td>\n",
       "      <td>2015-08-03 16:28:33</td>\n",
       "      <td>Uulu Ut</td>\n",
       "      <td>salthopper</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>rending mandibles</td>\n",
       "      <td>10</td>\n",
       "      <td>1d4</td>\n",
       "      <td>-1171</td>\n",
       "      <td>275</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Napoleon V</td>\n",
       "      <td>2015-08-03 16:31:59</td>\n",
       "      <td>Ubu Ut</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1175</td>\n",
       "      <td>320</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Nietzsche</td>\n",
       "      <td>2015-08-04 20:18:00</td>\n",
       "      <td>Tuum Ut</td>\n",
       "      <td>horned chameleon</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Tusks</td>\n",
       "      <td>4</td>\n",
       "      <td>2d3</td>\n",
       "      <td>1503</td>\n",
       "      <td>3719</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Nietzsche II</td>\n",
       "      <td>2015-08-04 20:25:57</td>\n",
       "      <td>Simmun Ut</td>\n",
       "      <td>jilted lover</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>thorns</td>\n",
       "      <td>5</td>\n",
       "      <td>1d4</td>\n",
       "      <td>-1246</td>\n",
       "      <td>136</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Nietzsche III</td>\n",
       "      <td>2015-08-05 20:00:46</td>\n",
       "      <td>Tishru ii Ux</td>\n",
       "      <td>eyeless king crab</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>massive king crab claw</td>\n",
       "      <td>20</td>\n",
       "      <td>1d6</td>\n",
       "      <td>16607</td>\n",
       "      <td>16124</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>ubernostrum injector</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Goethe</td>\n",
       "      <td>2015-08-09 19:43:13</td>\n",
       "      <td>Tuum Ut</td>\n",
       "      <td>boar</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>bite</td>\n",
       "      <td>7</td>\n",
       "      <td>1d3</td>\n",
       "      <td>-1253</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Goethe II</td>\n",
       "      <td>2015-08-13 18:04:58</td>\n",
       "      <td>Uru Ux</td>\n",
       "      <td>Wahmahcalcalit</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>lase beam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48753</td>\n",
       "      <td>35235</td>\n",
       "      <td>260</td>\n",
       "      <td>1</td>\n",
       "      <td>HE Missile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Kant</td>\n",
       "      <td>2015-08-21 23:08:22</td>\n",
       "      <td>Tuum Ut</td>\n",
       "      <td>giant amoeba</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>giant pseudopod</td>\n",
       "      <td>10</td>\n",
       "      <td>1d3</td>\n",
       "      <td>2372</td>\n",
       "      <td>3013</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Kant II</td>\n",
       "      <td>2015-08-21 23:14:45</td>\n",
       "      <td>Ubu Ut</td>\n",
       "      <td>snapjaw hunter</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>bronze two-handed sword</td>\n",
       "      <td>4</td>\n",
       "      <td>1d8</td>\n",
       "      <td>-1214</td>\n",
       "      <td>145</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Kant II</td>\n",
       "      <td>2015-08-21 23:23:56</td>\n",
       "      <td>Shwut Ux</td>\n",
       "      <td>scrap shoveler</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>scrap shovel</td>\n",
       "      <td>15</td>\n",
       "      <td>1d2</td>\n",
       "      <td>-986</td>\n",
       "      <td>720</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Kant III</td>\n",
       "      <td>2015-08-21 23:25:01</td>\n",
       "      <td>Kisu Ux</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1252</td>\n",
       "      <td>105</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Kant IV</td>\n",
       "      <td>2015-08-22 00:00:38</td>\n",
       "      <td>Iyur Ut</td>\n",
       "      <td>snapjaw scavenger</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>steel battle axe</td>\n",
       "      <td>3</td>\n",
       "      <td>1d6</td>\n",
       "      <td>1393</td>\n",
       "      <td>3347</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>acid gas grenade mk I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Kant V</td>\n",
       "      <td>2015-08-22 18:22:36</td>\n",
       "      <td>Tishru i Ux</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6662</td>\n",
       "      <td>8118</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>semi-automatic pistol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Kant VI</td>\n",
       "      <td>2015-08-27 16:36:27</td>\n",
       "      <td>Shwut Ux</td>\n",
       "      <td>young ivory</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>impalement</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-911</td>\n",
       "      <td>613</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Kant VII</td>\n",
       "      <td>2015-08-27 16:50:50</td>\n",
       "      <td>Uulu Ut</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-243</td>\n",
       "      <td>770</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Kant VIII</td>\n",
       "      <td>2015-08-27 20:01:17</td>\n",
       "      <td>Tishru i Ux</td>\n",
       "      <td>scalding steam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>scalding steam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7848</td>\n",
       "      <td>7719</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>Fix-It spray foam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Kant IX</td>\n",
       "      <td>2015-08-27 20:51:15</td>\n",
       "      <td>Iyur Ut</td>\n",
       "      <td>jilted lover</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>thorns</td>\n",
       "      <td>5</td>\n",
       "      <td>1d4</td>\n",
       "      <td>-80</td>\n",
       "      <td>1807</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>acid gas grenade mk I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Kant X</td>\n",
       "      <td>2015-08-27 21:17:34</td>\n",
       "      <td>Kisu Ux</td>\n",
       "      <td>cave spider</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>fangs</td>\n",
       "      <td>2</td>\n",
       "      <td>1d2</td>\n",
       "      <td>265</td>\n",
       "      <td>2287</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Kant XI</td>\n",
       "      <td>2015-08-27 23:14:09</td>\n",
       "      <td>Uru Ux</td>\n",
       "      <td>scalding steam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>scalding steam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9971</td>\n",
       "      <td>11105</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>Fix-It spray foam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Kant XII</td>\n",
       "      <td>2015-08-28 23:14:48</td>\n",
       "      <td>Iyur Ut</td>\n",
       "      <td>Putus Templar warden</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>folded carbide long sword</td>\n",
       "      <td>9</td>\n",
       "      <td>2d5</td>\n",
       "      <td>17061</td>\n",
       "      <td>17066</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>electrobow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Kant XIII</td>\n",
       "      <td>2015-08-29 00:05:24</td>\n",
       "      <td>Tebet Ux</td>\n",
       "      <td>girshling</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>claw</td>\n",
       "      <td>2</td>\n",
       "      <td>1d6</td>\n",
       "      <td>1849</td>\n",
       "      <td>2853</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>pump shotgun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Kant XIV</td>\n",
       "      <td>2015-08-29 00:23:09</td>\n",
       "      <td>Tuum Ut</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bleeding</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-367</td>\n",
       "      <td>2230</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Kant XV</td>\n",
       "      <td>2015-08-29 00:42:44</td>\n",
       "      <td>Nivvun Ut</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-434</td>\n",
       "      <td>1332</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Kant XVI</td>\n",
       "      <td>2015-08-29 00:46:03</td>\n",
       "      <td>Uulu Ut</td>\n",
       "      <td>equimax</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>bite</td>\n",
       "      <td>9</td>\n",
       "      <td>2d2</td>\n",
       "      <td>-1120</td>\n",
       "      <td>401</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Kant XVII</td>\n",
       "      <td>2015-08-29 01:44:21</td>\n",
       "      <td>Tishru ii Ux</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3169</td>\n",
       "      <td>7239</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>compass bracelet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Kant XVIII</td>\n",
       "      <td>2015-08-30 19:34:00</td>\n",
       "      <td>Tuum Ut</td>\n",
       "      <td>chute crab</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>crab claw</td>\n",
       "      <td>7</td>\n",
       "      <td>1d2</td>\n",
       "      <td>40178</td>\n",
       "      <td>37145</td>\n",
       "      <td>222</td>\n",
       "      <td>1</td>\n",
       "      <td>Fix-It spray foam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>O'Brien</td>\n",
       "      <td>2015-09-02 00:03:29</td>\n",
       "      <td>Nivvun Ut</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1174</td>\n",
       "      <td>287</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>O'Brien II</td>\n",
       "      <td>2015-09-02 00:53:32</td>\n",
       "      <td>Nivvun Ut</td>\n",
       "      <td>Duhmahcaluhcal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>lase beam</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5471</td>\n",
       "      <td>6356</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>stun gas grenade mk I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>O'Brien III</td>\n",
       "      <td>2015-09-02 03:50:10</td>\n",
       "      <td>Tebet Ux</td>\n",
       "      <td>Kumukokumu the Stylish, legendary ogre ape</td>\n",
       "      <td>8</td>\n",
       "      <td>51</td>\n",
       "      <td>ape fist</td>\n",
       "      <td>20</td>\n",
       "      <td>3d3</td>\n",
       "      <td>20556</td>\n",
       "      <td>21114</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>force bracelet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>O'Brien IV</td>\n",
       "      <td>2015-09-02 12:47:21</td>\n",
       "      <td>Uru Ux</td>\n",
       "      <td>salthopper</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>rending mandibles</td>\n",
       "      <td>11</td>\n",
       "      <td>1d4</td>\n",
       "      <td>199</td>\n",
       "      <td>1810</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>semi-automatic pistol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>O'Brien V</td>\n",
       "      <td>2015-09-02 12:58:51</td>\n",
       "      <td>Nivvun Ut</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-618</td>\n",
       "      <td>1538</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>no artifact</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Name            End Time Game End Time  \\\n",
       "0            Stalin 2015-08-01 14:04:38     Nivvun Ut   \n",
       "1            Stalin 2015-08-01 15:28:05        Uru Ux   \n",
       "2            Stalin 2015-08-01 15:41:26   Tishru i Ux   \n",
       "3             Lenin 2015-08-01 16:08:30       Iyur Ut   \n",
       "4          Malenkov 2015-08-01 16:18:54   Tishru i Ux   \n",
       "5          Malenkov 2015-08-01 16:35:17       Tuum Ut   \n",
       "6          Malenkov 2015-08-02 13:34:01  Tishru ii Ux   \n",
       "7        Khrushchev 2015-08-02 14:13:37        Uru Ux   \n",
       "8        Khrushchev 2015-08-02 15:52:52  Tishru ii Ux   \n",
       "9     Khrushchev II 2015-08-02 16:13:32        Uru Ux   \n",
       "10   Khrushchev III 2015-08-02 16:19:46     Nivvun Ut   \n",
       "11    Khrushchev IV 2015-08-02 16:35:26     Nivvun Ut   \n",
       "12     Khrushchev V 2015-08-02 16:45:07       Uulu Ut   \n",
       "13    Khrushchev VI 2015-08-02 17:12:49       Tuum Ut   \n",
       "14   Khrushchev VII 2015-08-02 17:17:56        Uru Ux   \n",
       "15  Khrushchev VIII 2015-08-02 18:19:47       Tuum Ut   \n",
       "16    Khrushchev IX 2015-08-03 13:56:40   Tishru i Ux   \n",
       "17     Khrushchev X 2015-08-03 13:59:50  Tishru ii Ux   \n",
       "18    Khrushchev XI 2015-08-03 15:18:32       Kisu Ux   \n",
       "19         Napoleon 2015-08-03 15:41:37       Uulu Ut   \n",
       "20      Napoleon II 2015-08-03 15:57:39   Tishru i Ux   \n",
       "21      Napolen III 2015-08-03 16:20:16      Shwut Ux   \n",
       "22      Napoleon IV 2015-08-03 16:28:33       Uulu Ut   \n",
       "23       Napoleon V 2015-08-03 16:31:59        Ubu Ut   \n",
       "24        Nietzsche 2015-08-04 20:18:00       Tuum Ut   \n",
       "25     Nietzsche II 2015-08-04 20:25:57     Simmun Ut   \n",
       "26    Nietzsche III 2015-08-05 20:00:46  Tishru ii Ux   \n",
       "27           Goethe 2015-08-09 19:43:13       Tuum Ut   \n",
       "28        Goethe II 2015-08-13 18:04:58        Uru Ux   \n",
       "29             Kant 2015-08-21 23:08:22       Tuum Ut   \n",
       "30          Kant II 2015-08-21 23:14:45        Ubu Ut   \n",
       "31          Kant II 2015-08-21 23:23:56      Shwut Ux   \n",
       "32         Kant III 2015-08-21 23:25:01       Kisu Ux   \n",
       "33          Kant IV 2015-08-22 00:00:38       Iyur Ut   \n",
       "34           Kant V 2015-08-22 18:22:36   Tishru i Ux   \n",
       "35          Kant VI 2015-08-27 16:36:27      Shwut Ux   \n",
       "36         Kant VII 2015-08-27 16:50:50       Uulu Ut   \n",
       "37        Kant VIII 2015-08-27 20:01:17   Tishru i Ux   \n",
       "38          Kant IX 2015-08-27 20:51:15       Iyur Ut   \n",
       "39           Kant X 2015-08-27 21:17:34       Kisu Ux   \n",
       "40          Kant XI 2015-08-27 23:14:09        Uru Ux   \n",
       "41         Kant XII 2015-08-28 23:14:48       Iyur Ut   \n",
       "42        Kant XIII 2015-08-29 00:05:24      Tebet Ux   \n",
       "43         Kant XIV 2015-08-29 00:23:09       Tuum Ut   \n",
       "44          Kant XV 2015-08-29 00:42:44     Nivvun Ut   \n",
       "45         Kant XVI 2015-08-29 00:46:03       Uulu Ut   \n",
       "46        Kant XVII 2015-08-29 01:44:21  Tishru ii Ux   \n",
       "47       Kant XVIII 2015-08-30 19:34:00       Tuum Ut   \n",
       "48          O'Brien 2015-09-02 00:03:29     Nivvun Ut   \n",
       "49       O'Brien II 2015-09-02 00:53:32     Nivvun Ut   \n",
       "50      O'Brien III 2015-09-02 03:50:10      Tebet Ux   \n",
       "51       O'Brien IV 2015-09-02 12:47:21        Uru Ux   \n",
       "52        O'Brien V 2015-09-02 12:58:51     Nivvun Ut   \n",
       "\n",
       "                                                Enemy  x hit  Damage  \\\n",
       "0                                             Umchuum      2       4   \n",
       "1                                          salthopper      3       9   \n",
       "2                                           explosion      0       0   \n",
       "3                                             equimax      3       9   \n",
       "4       Ruf-ohoubub, the stalwart Snapjaw Bear-baiter      2      10   \n",
       "5                                    napjaw scavenger      0       0   \n",
       "6                                    traipsing mortar      0       0   \n",
       "7                                            bleeding      0       0   \n",
       "8   Groubuubu-wof-wofuz, the stalwart Snapjaw Tot-...      2      11   \n",
       "9                                            bleeding      0       0   \n",
       "10                                     scalding steam      0       0   \n",
       "11                                  snapjaw scavenger      1       1   \n",
       "12                                         salthopper      4      10   \n",
       "13                                           fire ant      0       0   \n",
       "14                                         salamander      1       3   \n",
       "15                                           bleeding      0       0   \n",
       "16                                           bleeding      0       0   \n",
       "17                                            unknown      0       0   \n",
       "18                                            unknown      0       0   \n",
       "19                                           bleeding      0       0   \n",
       "20                                           bleeding      0       0   \n",
       "21                                         dawnglider      0       0   \n",
       "22                                         salthopper      2       5   \n",
       "23                                           bleeding      0       0   \n",
       "24                                   horned chameleon      1       4   \n",
       "25                                       jilted lover      2       3   \n",
       "26                                  eyeless king crab      6      20   \n",
       "27                                               boar      2       6   \n",
       "28                                     Wahmahcalcalit      0       0   \n",
       "29                                       giant amoeba      2       4   \n",
       "30                                     snapjaw hunter      3      16   \n",
       "31                                     scrap shoveler      5       8   \n",
       "32                                           bleeding      0       0   \n",
       "33                                  snapjaw scavenger      1       6   \n",
       "34                                            unknown      0       0   \n",
       "35                                        young ivory      0       0   \n",
       "36                                            unknown      0       0   \n",
       "37                                     scalding steam      0       0   \n",
       "38                                       jilted lover      1       2   \n",
       "39                                        cave spider      1       2   \n",
       "40                                     scalding steam      0       0   \n",
       "41                               Putus Templar warden      1       3   \n",
       "42                                          girshling      1       6   \n",
       "43                                           bleeding      0       0   \n",
       "44                                            unknown      0       0   \n",
       "45                                            equimax      2       5   \n",
       "46                                            unknown      0       0   \n",
       "47                                         chute crab      1       2   \n",
       "48                                            unknown      0       0   \n",
       "49                                     Duhmahcaluhcal      0       0   \n",
       "50         Kumukokumu the Stylish, legendary ogre ape      8      51   \n",
       "51                                         salthopper      3       7   \n",
       "52                                            unknown      0       0   \n",
       "\n",
       "                       Weapon  PV Pos Dam  Score  Turns  Zones  Storied Items  \\\n",
       "0                Umumerchacal   0       0  -1131    362      3              0   \n",
       "1           rending mandibles  11     1d4    -71   3412     30              0   \n",
       "2                   explosion   0       0   -224   1061      8              0   \n",
       "3                        bite   8     2d2    902   1019     12              0   \n",
       "4     bronze two-handed sword   4     1d8  -1155    687      8              0   \n",
       "5                   explosion   0       0  -1004    911     12              0   \n",
       "6                   explosion   0       0  -1318    130      5              0   \n",
       "7                    bleeding   0       0   -531   1863     17              0   \n",
       "8          carbide battle axe   5     2d3    708   2789     21              0   \n",
       "9                    bleeding   0       0     13   1640      9              0   \n",
       "10             scalding steam   0       0  -1351    324      4              0   \n",
       "11                iron dagger   2     1d4   -936   1134     12              0   \n",
       "12          rending mandibles  10     1d4   -918    510      6              0   \n",
       "13                     flames   0       0   -126   1705     21              0   \n",
       "14                       bite   3     1d3  -1127    403      5              0   \n",
       "15                   bleeding   0       0   1760   4198     25              0   \n",
       "16                   bleeding   0       0  -1143    336      4              0   \n",
       "17                    unknown   0       0  -1209    287      4              0   \n",
       "18                    unknown   0       0   1136   4121     21              0   \n",
       "19                   bleeding   0       0   -547   1536     11              0   \n",
       "20                   bleeding   0       0   -590   1298     11              0   \n",
       "21                       fire   0       0   -543   1773     16              0   \n",
       "22          rending mandibles  10     1d4  -1171    275      4              0   \n",
       "23                   bleeding   0       0  -1175    320      3              0   \n",
       "24                      Tusks   4     2d3   1503   3719     27              0   \n",
       "25                     thorns   5     1d4  -1246    136      3              0   \n",
       "26     massive king crab claw  20     1d6  16607  16124    115              0   \n",
       "27                       bite   7     1d3  -1253    121      3              0   \n",
       "28                  lase beam   0       0  48753  35235    260              1   \n",
       "29            giant pseudopod  10     1d3   2372   3013     21              0   \n",
       "30    bronze two-handed sword   4     1d8  -1214    145      4              0   \n",
       "31               scrap shovel  15     1d2   -986    720      6              0   \n",
       "32                   bleeding   0       0  -1252    105      3              0   \n",
       "33           steel battle axe   3     1d6   1393   3347     16              0   \n",
       "34                    unknown   0       0   6662   8118     47              0   \n",
       "35                 impalement   0       0   -911    613      7              0   \n",
       "36                    unknown   0       0   -243    770      8              0   \n",
       "37             scalding steam   0       0   7848   7719     35              0   \n",
       "38                     thorns   5     1d4    -80   1807     13              0   \n",
       "39                      fangs   2     1d2    265   2287     16              0   \n",
       "40             scalding steam   0       0   9971  11105     60              0   \n",
       "41  folded carbide long sword   9     2d5  17061  17066    118              0   \n",
       "42                       claw   2     1d6   1849   2853     18              0   \n",
       "43                   bleeding   0       0   -367   2230     14              0   \n",
       "44                    unknown   0       0   -434   1332     10              0   \n",
       "45                       bite   9     2d2  -1120    401      5              0   \n",
       "46                    unknown   0       0   3169   7239     37              0   \n",
       "47                  crab claw   7     1d2  40178  37145    222              1   \n",
       "48                    unknown   0       0  -1174    287      5              0   \n",
       "49                  lase beam   0       0   5471   6356     42              0   \n",
       "50                  ape fist   20     3d3  20556  21114    130              0   \n",
       "51          rending mandibles  11     1d4    199   1810     14              0   \n",
       "52                    unknown   0       0   -618   1538     14              0   \n",
       "\n",
       "                   Artifact  \n",
       "0   poison gas grenade mk I  \n",
       "1               no artifact  \n",
       "2               no artifact  \n",
       "3               no artifact  \n",
       "4               no artifact  \n",
       "5               no artifact  \n",
       "6               no artifact  \n",
       "7               no artifact  \n",
       "8               no artifact  \n",
       "9               no artifact  \n",
       "10              no artifact  \n",
       "11              no artifact  \n",
       "12              no artifact  \n",
       "13              no artifact  \n",
       "14              no artifact  \n",
       "15              no artifact  \n",
       "16              no artifact  \n",
       "17              no artifact  \n",
       "18           blaze injector  \n",
       "19              no artifact  \n",
       "20              no artifact  \n",
       "21              no artifact  \n",
       "22              no artifact  \n",
       "23              no artifact  \n",
       "24              no artifact  \n",
       "25              no artifact  \n",
       "26     ubernostrum injector  \n",
       "27              no artifact  \n",
       "28               HE Missile  \n",
       "29              no artifact  \n",
       "30              no artifact  \n",
       "31              no artifact  \n",
       "32              no artifact  \n",
       "33    acid gas grenade mk I  \n",
       "34    semi-automatic pistol  \n",
       "35              no artifact  \n",
       "36              no artifact  \n",
       "37        Fix-It spray foam  \n",
       "38    acid gas grenade mk I  \n",
       "39              no artifact  \n",
       "40        Fix-It spray foam  \n",
       "41               electrobow  \n",
       "42             pump shotgun  \n",
       "43              no artifact  \n",
       "44              no artifact  \n",
       "45              no artifact  \n",
       "46         compass bracelet  \n",
       "47        Fix-It spray foam  \n",
       "48              no artifact  \n",
       "49    stun gas grenade mk I  \n",
       "50           force bracelet  \n",
       "51    semi-automatic pistol  \n",
       "52              no artifact  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_qud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}