nyxnyxnyx.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![pew pew](https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/items/dagon_5.png)\n",
    "\n",
    "\n",
    "# NYX NYX NYX \n",
    "\n",
    "So I sumbled a upon a thread on reddit discussing nyx damage, and how you shouldn't upgrade dagon past lvl 1.\n",
    "Can we trust OP ?\n",
    " \n",
    "Image below. http://www.reddit.com/r/DotA2/comments/35u0h2/kill_with_nyx_like_a_pro_know_your_limits_damage/\n",
    "\n",
    "![kappa](http://i.imgur.com/X3gjETd.jpg)\n",
    "\n",
    "The manacost for dagon is flat for all levels and so is the damage increase. However, the cooldown decreasaes, which should provide higher DPS, if you have the mana. Naturally, a low level hero shouldn't be able to make use of the low cooldown , since they run out of mana quickly. Let's get the numbers in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: pylab import has clobbered these variables: ['matrix']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import dota2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "game = dota2.Dota2(gamedir=\"/d/Steam/steamapps/common/dota 2 beta/dota/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1, 'nyx_assassin_impale'),\n",
       " (2, 'nyx_assassin_mana_burn'),\n",
       " (3, 'nyx_assassin_impale'),\n",
       " (4, 'nyx_assassin_spiked_carapace'),\n",
       " (5, 'nyx_assassin_impale'),\n",
       " (6, 'nyx_assassin_vendetta'),\n",
       " (7, 'nyx_assassin_impale'),\n",
       " (8, 'nyx_assassin_mana_burn'),\n",
       " (9, 'nyx_assassin_mana_burn'),\n",
       " (10, 'nyx_assassin_mana_burn'),\n",
       " (11, 'nyx_assassin_vendetta'),\n",
       " (12, 'nyx_assassin_spiked_carapace'),\n",
       " (13, 'nyx_assassin_spiked_carapace'),\n",
       " (14, 'nyx_assassin_spiked_carapace'),\n",
       " (15, 'attribute_bonus'),\n",
       " (16, 'nyx_assassin_vendetta'),\n",
       " (17, 'attribute_bonus'),\n",
       " (18, 'attribute_bonus'),\n",
       " (19, 'attribute_bonus'),\n",
       " (20, 'attribute_bonus'),\n",
       " (21, 'attribute_bonus'),\n",
       " (22, 'attribute_bonus'),\n",
       " (23, 'attribute_bonus'),\n",
       " (24, 'attribute_bonus'),\n",
       " (25, 'attribute_bonus')]"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nyx = game.get_hero('npc_dota_hero_nyx_assassin')\n",
    "nyx.build = [0,1,0,2,0,5,0,1,1,1,5,2,2,2,6,5] + [6]*9  # set standard skill build\n",
    "nyx.build_friendly_view"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Item('item_dagon', level=1),\n",
       " Item('item_dagon_2', level=2),\n",
       " Item('item_dagon_3', level=3),\n",
       " Item('item_dagon_4', level=4),\n",
       " Item('item_dagon_5', level=5)]"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dagons = [\n",
    " game.get_item('item_dagon'),\n",
    " game.get_item('item_dagon_2'),\n",
    " game.get_item('item_dagon_3'),\n",
    " game.get_item('item_dagon_4'),\n",
    " game.get_item('item_dagon_5'),\n",
    "]\n",
    "dagons"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# We are ready to crunch the numbers\n",
    "\n",
    "First lets look at the damage and mana requirements of Dagon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dagon level: 1   Damage: 400 (180 manacost)  DPM:  685  Mana required per min: 308\n",
      "Dagon level: 2   Damage: 500 (180 manacost)  DPM: 1000  Mana required per min: 360\n",
      "Dagon level: 3   Damage: 600 (180 manacost)  DPM: 1440  Mana required per min: 432\n",
      "Dagon level: 4   Damage: 700 (180 manacost)  DPM: 2100  Mana required per min: 540\n",
      "Dagon level: 5   Damage: 800 (180 manacost)  DPM: 3200  Mana required per min: 720\n"
     ]
    }
   ],
   "source": [
    "for dagon in dagons:\n",
    "    level = dagon.level\n",
    "    damage = dagon.damage\n",
    "    # damage per minute\n",
    "    dpm = (damage / dagon.cooldown) * 60\n",
    "    dpm = str(int(dpm)).rjust(4)\n",
    "    mana = dagon.manacost\n",
    "    mpm = (dagon.manacost / dagon.cooldown) * 60\n",
    "    \n",
    "    print \"Dagon level: %(level)d   Damage: %(damage)d (%(mana)d manacost)  DPM: %(dpm)s  Mana required per min: %(mpm)d\" % locals()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As espected, the lower cooldown drastically increases the damage per minute and mana requirements.\n",
    "Now lets put these numbers into prespective by looking at the mana pool of a naked nyx ( ͡° ͜ʖ ͡°) at all levels, and compare with the mana required for the combos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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i7Q08HeKdpFH0WZq2ZYmw91/HUrejqajqgFK3oVzxiqHjOI7jOI7TZOJY1sZkbSg2xHMi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe8ec144c>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrix = {\n",
    "    1: {\n",
    "        \"range\": (7,12),\n",
    "        \"combo\": {\n",
    "            \"nyx_assassin_impale\": game.get_ability(\"nyx_assassin_impale\").set_level(4),\n",
    "            \"nyx_assassin_mana_burn\": game.get_ability(\"nyx_assassin_mana_burn\").set_level(1),\n",
    "            \"nyx_assassin_vendetta\": game.get_ability(\"nyx_assassin_vendetta\").set_level(1),\n",
    "        }\n",
    "    },\n",
    "    2: {\n",
    "        \"range\": (11,17),\n",
    "        \"combo\": {\n",
    "            \"nyx_assassin_impale\": game.get_ability(\"nyx_assassin_impale\").set_level(4),\n",
    "            \"nyx_assassin_mana_burn\": game.get_ability(\"nyx_assassin_mana_burn\").set_level(4),\n",
    "            \"nyx_assassin_vendetta\": game.get_ability(\"nyx_assassin_vendetta\").set_level(2),\n",
    "        }\n",
    "    },\n",
    "    3: {\n",
    "        \"range\": (16,26),\n",
    "        \"combo\": {\n",
    "            \"nyx_assassin_impale\": game.get_ability(\"nyx_assassin_impale\").set_level(4),\n",
    "            \"nyx_assassin_mana_burn\": game.get_ability(\"nyx_assassin_mana_burn\").set_level(4),\n",
    "            \"nyx_assassin_vendetta\": game.get_ability(\"nyx_assassin_vendetta\").set_level(3),\n",
    "        }\n",
    "    },\n",
    "}\n",
    "plt.figure(figsize=(12, 5))\n",
    "# 25 levels\n",
    "x = range(1, 26)\n",
    "\n",
    "# naked nyx manapool at all levels\n",
    "y = map(lambda level: nyx.set_level(level).mana, x)\n",
    "plt.plot(x, y, label=\"Nyx\")\n",
    "\n",
    "# nyx w/ dagon manapool at all levels\n",
    "for level, dagon in enumerate(dagons):\n",
    "    nyx.inventory = [dagon]\n",
    "    y2 = map(lambda level: nyx.set_level(level).mana, x)\n",
    "    plt.plot(x, y2, label=\"Nyx + Dagon %d\" % (level+1))\n",
    "nyx.inventory = []\n",
    "    \n",
    "# manacost of combos from the proposed table/matrix\n",
    "for column, data in matrix.items():\n",
    "    x2 = range(*data['range'])\n",
    "    \n",
    "    # manacost of abilities\n",
    "    manacost = sum([ability.manacost for ability in data['combo'].values()])\n",
    "    y2 = [manacost] * len(x2)\n",
    "    y2_dagon = [manacost + dagons[0].manacost] * len(x2)\n",
    "    \n",
    "    plt.fill([x2[0]] + x2 + [x2[-1]],  # how do i polygons?\n",
    "             [0.0] + y2_dagon + [0.0],  # polygons nyx nyx nyx\n",
    "             alpha=0.2,\n",
    "             label=\"Combo #%d manacost\" % column)\n",
    "    \n",
    "    plt.fill_between([x2[0]] + x2 + [x2[-1]], # nyx\n",
    "                     [0.0] + y2_dagon + [0.0],\n",
    "                     [0.0] + y2 + [0.0],\n",
    "                     alpha=0.3)\n",
    "\n",
    "plt.legend(bbox_to_anchor=(1, 1), loc=2)\n",
    "plt.xticks(x)\n",
    "plt.yticks( range(0, 1800, int(dagons[0].manacost)) )\n",
    "plt.ylabel(\"Mana Pool\")\n",
    "plt.xlabel(\"Level\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Note: the darker area is the combo + dagon 1_  \n",
    "The manacost axis is in steps of the manacost for dagon, so that is obvious how many dagon uses are possible.\n",
    "\n",
    "![](http://i.imgur.com/X3gjETd.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remember that high DPM as upgrade dagon? Well, what is the point of having dagon on low cooldown, if you don't have the mana to use it? As you can see the combos exhausts your entire mana pool. This solidifies OPs statement that rushing dagon is plain stupid, even if you are doing well, other items are clearly a better choice. Think Blink Dagger or Ethereal Blade. Keep in mind that this is all situational, and depends on hero compositions (see table below). Ethereall Blade is not that easy to get. \n",
    "\n",
    "To illustrate OPs point further lets look at how each combo performs against every hero.\n",
    "\n",
    "# Best combo targets\n",
    "\n",
    "* The heroes are assumed naked (no items), which should be false in reality.  \n",
    "* The HP pool and armor values are calculated form the hero level (e.g. level 7 for the first combo)\n",
    "* cell format: **{percent of hp}% ({damage after reduction})**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><th>#</th><th></th><th>Level 7</th><th>+dagon1</th><th>Level 11</th><th>+dagon1</th><th>Level 16</th><th>+dagon1</th></tr>\n",
       "\n",
       "<tr><th>1</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/pugna.png'>Pugna\n",
       "</td>\n",
       "<td style='color:#ff7f00'>89% (548.00)</td><td style='color:#a00'>139% (848.00)</td><td style='color:#a00'>112% (787.00)</td><td style='color:#a00'>155% (1087.00)</td><td style='color:#a00'>114% (976.00)</td><td style='color:#a00'>149% (1276.00)</td></tr>\n",
       "<tr><th>2</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/enchantress.png'>Enchantress\n",
       "</td>\n",
       "<td style='color:#ff7f00'>88% (502.00)</td><td style='color:#a00'>141% (802.00)</td><td style='color:#a00'>108% (695.00)</td><td style='color:#a00'>154% (995.00)</td><td style='color:#a00'>109% (848.00)</td><td style='color:#a00'>147% (1148.00)</td></tr>\n",
       "<tr><th>3</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/skywrath_mage.png'>Skywrath Mage\n",
       "</td>\n",
       "<td style='color:#0a0'>82% (565.00)</td><td style='color:#a00'>126% (865.00)</td><td style='color:#a00'>101% (809.00)</td><td style='color:#a00'>139% (1109.00)</td><td style='color:#a00'>102% (1003.00)</td><td style='color:#a00'>133% (1303.00)</td></tr>\n",
       "<tr><th>4</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/keeper_of_the_light.png'>Keeper of the Light\n",
       "</td>\n",
       "<td style='color:#0a0'>82% (514.00)</td><td style='color:#a00'>131% (814.00)</td><td style='color:#ff7f00'>94% (715.00)</td><td style='color:#a00'>134% (1015.00)</td><td style='color:#ff7f00'>90% (870.00)</td><td style='color:#a00'>121% (1170.00)</td></tr>\n",
       "<tr><th>5</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/lina.png'>Lina\n",
       "</td>\n",
       "<td style='color:#0a0'>80% (533.00)</td><td style='color:#a00'>125% (833.00)</td><td style='color:#ff7f00'>96% (749.00)</td><td style='color:#a00'>135% (1049.00)</td><td style='color:#ff7f00'>95% (913.00)</td><td style='color:#a00'>126% (1213.00)</td></tr>\n",
       "<tr><th>6</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/lion.png'>Lion\n",
       "</td>\n",
       "<td style='color:#0a0'>80% (518.00)</td><td style='color:#a00'>126% (818.00)</td><td style='color:#ff7f00'>93% (725.00)</td><td style='color:#a00'>131% (1025.00)</td><td style='color:#ff7f00'>90% (886.00)</td><td style='color:#a00'>121% (1186.00)</td></tr>\n",
       "<tr><th>7</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/leshrac.png'>Leshrac\n",
       "</td>\n",
       "<td style='color:#0a0'>80% (505.00)</td><td style='color:#a00'>128% (805.00)</td><td style='color:#ff7f00'>95% (704.00)</td><td style='color:#a00'>135% (1004.00)</td><td style='color:#ff7f00'>92% (854.00)</td><td style='color:#a00'>125% (1154.00)</td></tr>\n",
       "<tr><th>8</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/puck.png'>Puck\n",
       "</td>\n",
       "<td style='color:#0a0'>80% (504.00)</td><td style='color:#a00'>128% (804.00)</td><td style='color:#ff7f00'>91% (694.00)</td><td style='color:#a00'>131% (994.00)</td><td style='color:#ff7f00'>87% (836.00)</td><td style='color:#a00'>118% (1136.00)</td></tr>\n",
       "<tr><th>9</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/dazzle.png'>Dazzle\n",
       "</td>\n",
       "<td style='color:#0a0'>79% (527.00)</td><td style='color:#a00'>124% (827.00)</td><td style='color:#ff7f00'>92% (741.00)</td><td style='color:#a00'>129% (1041.00)</td><td style='color:#ff7f00'>88% (903.00)</td><td style='color:#a00'>118% (1203.00)</td></tr>\n",
       "<tr><th>10</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/witch_doctor.png'>Witch Doctor\n",
       "</td>\n",
       "<td style='color:#0a0'>79% (526.00)</td><td style='color:#a00'>125% (826.00)</td><td style='color:#ff7f00'>92% (736.00)</td><td style='color:#a00'>130% (1036.00)</td><td style='color:#ff7f00'>89% (898.00)</td><td style='color:#a00'>119% (1198.00)</td></tr>\n",
       "<tr><th>11</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/queenofpain.png'>Queen of Pain\n",
       "</td>\n",
       "<td style='color:#0a0'>78% (507.00)</td><td style='color:#a00'>124% (807.00)</td><td style='color:#ff7f00'>89% (696.00)</td><td style='color:#a00'>128% (996.00)</td><td style='color:#ff7f00'>85% (837.00)</td><td style='color:#a00'>116% (1137.00)</td></tr>\n",
       "<tr><th>12</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/medusa.png'>Medusa\n",
       "</td>\n",
       "<td style='color:#0a0'>78% (476.00)</td><td style='color:#a00'>128% (776.00)</td><td style='color:#ff7f00'>87% (639.00)</td><td style='color:#a00'>128% (939.00)</td><td style='color:#0a0'>82% (759.00)</td><td style='color:#a00'>114% (1059.00)</td></tr>\n",
       "<tr><th>13</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/weaver.png'>Weaver\n",
       "</td>\n",
       "<td style='color:#0a0'>78% (473.00)</td><td style='color:#a00'>127% (773.00)</td><td style='color:#ff7f00'>88% (634.00)</td><td style='color:#a00'>129% (934.00)</td><td style='color:#0a0'>83% (755.00)</td><td style='color:#a00'>117% (1055.00)</td></tr>\n",
       "<tr><th>14</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/ancient_apparition.png'>Ancient Apparition\n",
       "</td>\n",
       "<td style='color:#0a0'>77% (506.00)</td><td style='color:#a00'>123% (806.00)</td><td style='color:#ff7f00'>91% (695.00)</td><td style='color:#a00'>131% (995.00)</td><td style='color:#ff7f00'>89% (834.00)</td><td style='color:#a00'>122% (1134.00)</td></tr>\n",
       "<tr><th>15</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/crystal_maiden.png'>Crystal Maiden\n",
       "</td>\n",
       "<td style='color:#0a0'>77% (499.00)</td><td style='color:#a00'>123% (799.00)</td><td style='color:#ff7f00'>89% (694.00)</td><td style='color:#a00'>128% (994.00)</td><td style='color:#ff7f00'>87% (851.00)</td><td style='color:#a00'>117% (1151.00)</td></tr>\n",
       "<tr><th>16</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/rubick.png'>Rubick\n",
       "</td>\n",
       "<td style='color:#0a0'>76% (523.00)</td><td style='color:#a00'>120% (823.00)</td><td style='color:#ff7f00'>88% (702.00)</td><td style='color:#a00'>124% (987.00)</td><td style='color:#0a0'>80% (782.00)</td><td style='color:#a00'>104% (1022.00)</td></tr>\n",
       "<tr><th>17</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/lich.png'>Lich\n",
       "</td>\n",
       "<td style='color:#0a0'>75% (507.00)</td><td style='color:#a00'>120% (807.00)</td><td style='color:#ff7f00'>90% (708.00)</td><td style='color:#a00'>128% (1008.00)</td><td style='color:#ff7f00'>89% (864.00)</td><td style='color:#a00'>119% (1164.00)</td></tr>\n",
       "<tr><th>18</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/wisp.png'>Io\n",
       "</td>\n",
       "<td style='color:#0a0'>74% (514.00)</td><td style='color:#a00'>118% (814.00)</td><td style='color:#0a0'>83% (698.00)</td><td style='color:#a00'>119% (998.00)</td><td style='color:#0a0'>79% (836.00)</td><td style='color:#a00'>107% (1136.00)</td></tr>\n",
       "<tr><th>19</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/clinkz.png'>Clinkz\n",
       "</td>\n",
       "<td style='color:#0a0'>74% (457.00)</td><td style='color:#a00'>122% (757.00)</td><td style='color:#0a0'>81% (603.00)</td><td style='color:#a00'>122% (903.00)</td><td style='color:#0a0'>76% (711.00)</td><td style='color:#a00'>108% (1011.00)</td></tr>\n",
       "<tr><th>20</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/necrolyte.png'>Necrophos\n",
       "</td>\n",
       "<td style='color:#0a0'>73% (498.00)</td><td style='color:#a00'>117% (798.00)</td><td style='color:#0a0'>82% (686.00)</td><td style='color:#a00'>118% (986.00)</td><td style='color:#0a0'>78% (830.00)</td><td style='color:#a00'>106% (1130.00)</td></tr>\n",
       "<tr><th>21</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/sniper.png'>Sniper\n",
       "</td>\n",
       "<td style='color:#0a0'>73% (476.00)</td><td style='color:#a00'>119% (776.00)</td><td style='color:#0a0'>83% (650.00)</td><td style='color:#a00'>122% (950.00)</td><td style='color:#0a0'>80% (784.00)</td><td style='color:#a00'>111% (1084.00)</td></tr>\n",
       "<tr><th>22</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/chen.png'>Chen\n",
       "</td>\n",
       "<td style='color:#0a0'>72% (507.00)</td><td style='color:#a00'>115% (807.00)</td><td style='color:#ff7f00'>85% (700.00)</td><td style='color:#a00'>122% (1000.00)</td><td style='color:#ff7f00'>85% (846.00)</td><td style='color:#a00'>115% (1146.00)</td></tr>\n",
       "<tr><th>23</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/terrorblade.png'>Terrorblade\n",
       "</td>\n",
       "<td style='color:#0a0'>72% (430.00)</td><td style='color:#a00'>122% (730.00)</td><td style='color:#0a0'>81% (568.00)</td><td style='color:#a00'>123% (868.00)</td><td style='color:#0a0'>76% (670.00)</td><td style='color:#a00'>111% (970.00)</td></tr>\n",
       "<tr><th>24</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/oracle.png'>Oracle\n",
       "</td>\n",
       "<td style='color:#0a0'>71% (507.00)</td><td style='color:#a00'>113% (807.00)</td><td style='color:#0a0'>82% (705.00)</td><td style='color:#a00'>117% (1005.00)</td><td style='color:#0a0'>79% (857.00)</td><td style='color:#a00'>107% (1157.00)</td></tr>\n",
       "<tr><th>25</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/shadow_demon.png'>Shadow Demon\n",
       "</td>\n",
       "<td style='color:#0a0'>71% (495.00)</td><td style='color:#a00'>115% (795.00)</td><td style='color:#0a0'>81% (681.00)</td><td style='color:#a00'>117% (981.00)</td><td style='color:#0a0'>78% (821.00)</td><td style='color:#a00'>106% (1121.00)</td></tr>\n",
       "<tr><th>26</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/nevermore.png'>Shadow Fiend\n",
       "</td>\n",
       "<td style='color:#0a0'>71% (473.00)</td><td style='color:#a00'>116% (773.00)</td><td style='color:#0a0'>77% (633.00)</td><td style='color:#a00'>114% (933.00)</td><td style='color:#0a0'>72% (751.00)</td><td style='color:#a00'>100% (1051.00)</td></tr>\n",
       "<tr><th>27</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/disruptor.png'>Disruptor\n",
       "</td>\n",
       "<td style='color:#0a0'>70% (512.00)</td><td style='color:#a00'>111% (812.00)</td><td style='color:#0a0'>81% (709.00)</td><td style='color:#a00'>115% (1009.00)</td><td style='color:#0a0'>79% (862.00)</td><td style='color:#a00'>106% (1162.00)</td></tr>\n",
       "<tr><th>28</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/windrunner.png'>Windranger\n",
       "</td>\n",
       "<td style='color:#0a0'>70% (510.00)</td><td style='color:#a00'>112% (810.00)</td><td style='color:#0a0'>77% (708.00)</td><td style='color:#a00'>110% (1008.00)</td><td style='color:#0a0'>72% (862.00)</td><td style='color:#ff7f00'>98% (1162.00)</td></tr>\n",
       "<tr><th>29</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/silencer.png'>Silencer\n",
       "</td>\n",
       "<td style='color:#0a0'>70% (509.00)</td><td style='color:#a00'>111% (809.00)</td><td style='color:#0a0'>77% (691.00)</td><td style='color:#a00'>111% (991.00)</td><td style='color:#0a0'>71% (818.00)</td><td style='color:#ff7f00'>98% (1118.00)</td></tr>\n",
       "<tr><th>30</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/tinker.png'>Tinker\n",
       "</td>\n",
       "<td style='color:#0a0'>70% (494.00)</td><td style='color:#a00'>113% (794.00)</td><td style='color:#0a0'>79% (679.00)</td><td style='color:#a00'>114% (979.00)</td><td style='color:#0a0'>75% (821.00)</td><td style='color:#a00'>103% (1121.00)</td></tr>\n",
       "<tr><th>31</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/enigma.png'>Enigma\n",
       "</td>\n",
       "<td style='color:#0a0'>69% (495.00)</td><td style='color:#a00'>111% (795.00)</td><td style='color:#0a0'>80% (700.00)</td><td style='color:#a00'>114% (1000.00)</td><td style='color:#0a0'>78% (867.00)</td><td style='color:#a00'>105% (1167.00)</td></tr>\n",
       "<tr><th>32</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/storm_spirit.png'>Storm Spirit\n",
       "</td>\n",
       "<td style='color:#0a0'>69% (475.00)</td><td style='color:#a00'>113% (775.00)</td><td style='color:#0a0'>82% (653.00)</td><td style='color:#a00'>119% (953.00)</td><td style='color:#0a0'>80% (790.00)</td><td style='color:#a00'>111% (1090.00)</td></tr>\n",
       "<tr><th>33</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/luna.png'>Luna\n",
       "</td>\n",
       "<td style='color:#0a0'>69% (451.00)</td><td style='color:#a00'>115% (751.00)</td><td style='color:#0a0'>75% (600.00)</td><td style='color:#a00'>113% (900.00)</td><td style='color:#0a0'>70% (714.00)</td><td style='color:#ff7f00'>99% (1014.00)</td></tr>\n",
       "<tr><th>34</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/invoker.png'>Invoker\n",
       "</td>\n",
       "<td style='color:#0a0'>68% (531.00)</td><td style='color:#a00'>106% (831.00)</td><td style='color:#0a0'>74% (738.00)</td><td style='color:#a00'>105% (1038.00)</td><td style='color:#0a0'>79% (908.00)</td><td style='color:#a00'>105% (1208.00)</td></tr>\n",
       "<tr><th>35</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/shadow_shaman.png'>Shadow Shaman\n",
       "</td>\n",
       "<td style='color:#0a0'>68% (513.00)</td><td style='color:#a00'>107% (813.00)</td><td style='color:#0a0'>80% (717.00)</td><td style='color:#a00'>114% (1017.00)</td><td style='color:#0a0'>79% (875.00)</td><td style='color:#a00'>106% (1175.00)</td></tr>\n",
       "<tr><th>36</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/death_prophet.png'>Death Prophet\n",
       "</td>\n",
       "<td style='color:#0a0'>68% (495.00)</td><td style='color:#a00'>109% (795.00)</td><td style='color:#0a0'>79% (691.00)</td><td style='color:#a00'>113% (991.00)</td><td style='color:#0a0'>77% (847.00)</td><td style='color:#a00'>105% (1147.00)</td></tr>\n",
       "<tr><th>37</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/obsidian_destroyer.png'>Outworld Devourer\n",
       "</td>\n",
       "<td style='color:#0a0'>68% (490.00)</td><td style='color:#a00'>109% (790.00)</td><td style='color:#0a0'>79% (684.00)</td><td style='color:#a00'>114% (984.00)</td><td style='color:#0a0'>77% (831.00)</td><td style='color:#a00'>105% (1131.00)</td></tr>\n",
       "<tr><th>38</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/furion.png'>Natures Prophet\n",
       "</td>\n",
       "<td style='color:#0a0'>68% (487.00)</td><td style='color:#a00'>109% (787.00)</td><td style='color:#0a0'>79% (674.00)</td><td style='color:#a00'>114% (974.00)</td><td style='color:#0a0'>77% (819.00)</td><td style='color:#a00'>105% (1119.00)</td></tr>\n",
       "<tr><th>39</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/mirana.png'>Mirana\n",
       "</td>\n",
       "<td style='color:#0a0'>68% (466.00)</td><td style='color:#a00'>112% (766.00)</td><td style='color:#0a0'>75% (619.00)</td><td style='color:#a00'>111% (919.00)</td><td style='color:#0a0'>70% (732.00)</td><td style='color:#ff7f00'>99% (1032.00)</td></tr>\n",
       "<tr><th>40</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/ember_spirit.png'>Ember Spirit\n",
       "</td>\n",
       "<td style='color:#0a0'>66% (492.00)</td><td style='color:#a00'>107% (792.00)</td><td style='color:#0a0'>74% (666.00)</td><td style='color:#a00'>108% (966.00)</td><td style='color:#0a0'>71% (799.00)</td><td style='color:#ff7f00'>98% (1099.00)</td></tr>\n",
       "<tr><th>41</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/techies.png'>Techies\n",
       "</td>\n",
       "<td style='color:#0a0'>66% (466.00)</td><td style='color:#a00'>109% (766.00)</td><td style='color:#0a0'>75% (648.00)</td><td style='color:#a00'>111% (948.00)</td><td style='color:#0a0'>73% (792.00)</td><td style='color:#a00'>101% (1092.00)</td></tr>\n",
       "<tr><th>42</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/visage.png'>Visage\n",
       "</td>\n",
       "<td style='color:#0a0'>65% (554.00)</td><td style='color:#a00'>103% (871.00)</td><td style='color:#000'>52% (533.00)</td><td style='color:#0a0'>64% (663.00)</td><td style='color:#000'>51% (664.00)</td><td style='color:#0a0'>61% (793.00)</td></tr>\n",
       "<tr><th>43</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/warlock.png'>Warlock\n",
       "</td>\n",
       "<td style='color:#0a0'>65% (509.00)</td><td style='color:#a00'>104% (809.00)</td><td style='color:#0a0'>73% (711.00)</td><td style='color:#a00'>104% (1011.00)</td><td style='color:#0a0'>70% (871.00)</td><td style='color:#ff7f00'>94% (1171.00)</td></tr>\n",
       "<tr><th>44</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/zuus.png'>Zeus\n",
       "</td>\n",
       "<td style='color:#0a0'>65% (506.00)</td><td style='color:#a00'>104% (806.00)</td><td style='color:#0a0'>74% (706.00)</td><td style='color:#a00'>106% (1006.00)</td><td style='color:#0a0'>71% (865.00)</td><td style='color:#ff7f00'>96% (1165.00)</td></tr>\n",
       "<tr><th>45</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/antimage.png'>Anti-Mage\n",
       "</td>\n",
       "<td style='color:#0a0'>65% (460.00)</td><td style='color:#a00'>107% (760.00)</td><td style='color:#0a0'>66% (529.00)</td><td style='color:#ff7f00'>94% (751.00)</td><td style='color:#000'>57% (548.00)</td><td style='color:#0a0'>73% (698.00)</td></tr>\n",
       "<tr><th>46</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/gyrocopter.png'>Gyrocopter\n",
       "</td>\n",
       "<td style='color:#0a0'>65% (456.00)</td><td style='color:#a00'>108% (756.00)</td><td style='color:#0a0'>73% (612.00)</td><td style='color:#a00'>109% (912.00)</td><td style='color:#0a0'>69% (729.00)</td><td style='color:#ff7f00'>98% (1029.00)</td></tr>\n",
       "<tr><th>47</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/bounty_hunter.png'>Bounty Hunter\n",
       "</td>\n",
       "<td style='color:#0a0'>65% (442.00)</td><td style='color:#a00'>109% (742.00)</td><td style='color:#0a0'>72% (589.00)</td><td style='color:#a00'>109% (889.00)</td><td style='color:#0a0'>68% (700.00)</td><td style='color:#ff7f00'>97% (1000.00)</td></tr>\n",
       "<tr><th>48</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/shredder.png'>Timbersaw\n",
       "</td>\n",
       "<td style='color:#0a0'>64% (519.00)</td><td style='color:#a00'>101% (819.00)</td><td style='color:#0a0'>74% (719.00)</td><td style='color:#a00'>105% (1019.00)</td><td style='color:#0a0'>72% (876.00)</td><td style='color:#ff7f00'>97% (1176.00)</td></tr>\n",
       "<tr><th>49</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/nyx_assassin.png'>Nyx Assassin\n",
       "</td>\n",
       "<td style='color:#0a0'>64% (463.00)</td><td style='color:#a00'>106% (763.00)</td><td style='color:#0a0'>71% (626.00)</td><td style='color:#a00'>106% (926.00)</td><td style='color:#0a0'>68% (751.00)</td><td style='color:#ff7f00'>95% (1051.00)</td></tr>\n",
       "<tr><th>50</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/venomancer.png'>Venomancer\n",
       "</td>\n",
       "<td style='color:#0a0'>64% (451.00)</td><td style='color:#a00'>106% (751.00)</td><td style='color:#0a0'>71% (601.00)</td><td style='color:#a00'>106% (901.00)</td><td style='color:#0a0'>67% (716.00)</td><td style='color:#ff7f00'>96% (1016.00)</td></tr>\n",
       "<tr><th>51</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/phoenix.png'>Phoenix\n",
       "</td>\n",
       "<td style='color:#0a0'>63% (509.00)</td><td style='color:#a00'>100% (809.00)</td><td style='color:#0a0'>68% (696.00)</td><td style='color:#ff7f00'>97% (996.00)</td><td style='color:#0a0'>63% (844.00)</td><td style='color:#ff7f00'>85% (1144.00)</td></tr>\n",
       "<tr><th>52</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/slark.png'>Slark\n",
       "</td>\n",
       "<td style='color:#0a0'>63% (476.00)</td><td style='color:#a00'>102% (776.00)</td><td style='color:#0a0'>72% (648.00)</td><td style='color:#a00'>106% (948.00)</td><td style='color:#0a0'>71% (785.00)</td><td style='color:#ff7f00'>98% (1085.00)</td></tr>\n",
       "<tr><th>53</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/morphling.png'>Morphling\n",
       "</td>\n",
       "<td style='color:#0a0'>63% (466.00)</td><td style='color:#a00'>103% (766.00)</td><td style='color:#0a0'>69% (614.00)</td><td style='color:#a00'>102% (914.00)</td><td style='color:#0a0'>64% (723.00)</td><td style='color:#ff7f00'>91% (1023.00)</td></tr>\n",
       "<tr><th>54</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/undying.png'>Undying\n",
       "</td>\n",
       "<td style='color:#0a0'>62% (506.00)</td><td style='color:#ff7f00'>99% (806.00)</td><td style='color:#0a0'>72% (704.00)</td><td style='color:#a00'>103% (1004.00)</td><td style='color:#0a0'>71% (860.00)</td><td style='color:#ff7f00'>96% (1160.00)</td></tr>\n",
       "<tr><th>55</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/broodmother.png'>Broodmother\n",
       "</td>\n",
       "<td style='color:#0a0'>62% (471.00)</td><td style='color:#a00'>101% (771.00)</td><td style='color:#0a0'>67% (636.00)</td><td style='color:#ff7f00'>98% (936.00)</td><td style='color:#0a0'>62% (763.00)</td><td style='color:#ff7f00'>86% (1063.00)</td></tr>\n",
       "<tr><th>56</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/phantom_lancer.png'>Phantom Lancer\n",
       "</td>\n",
       "<td style='color:#0a0'>62% (460.00)</td><td style='color:#a00'>102% (760.00)</td><td style='color:#0a0'>70% (616.00)</td><td style='color:#a00'>105% (916.00)</td><td style='color:#0a0'>68% (729.00)</td><td style='color:#ff7f00'>96% (1029.00)</td></tr>\n",
       "<tr><th>57</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/templar_assassin.png'>Templar Assassin\n",
       "</td>\n",
       "<td style='color:#0a0'>62% (458.00)</td><td style='color:#a00'>103% (758.00)</td><td style='color:#0a0'>69% (615.00)</td><td style='color:#a00'>102% (915.00)</td><td style='color:#0a0'>64% (731.00)</td><td style='color:#ff7f00'>91% (1031.00)</td></tr>\n",
       "<tr><th>58</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/spectre.png'>Spectre\n",
       "</td>\n",
       "<td style='color:#0a0'>62% (458.00)</td><td style='color:#a00'>102% (758.00)</td><td style='color:#0a0'>69% (616.00)</td><td style='color:#a00'>102% (916.00)</td><td style='color:#0a0'>66% (739.00)</td><td style='color:#ff7f00'>92% (1039.00)</td></tr>\n",
       "<tr><th>59</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/winter_wyvern.png'>Winter Wyvern\n",
       "</td>\n",
       "<td style='color:#0a0'>61% (523.00)</td><td style='color:#ff7f00'>97% (823.00)</td><td style='color:#0a0'>72% (729.00)</td><td style='color:#a00'>102% (1029.00)</td><td style='color:#0a0'>71% (883.00)</td><td style='color:#ff7f00'>95% (1183.00)</td></tr>\n",
       "<tr><th>60</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/troll_warlord.png'>Troll Warlord\n",
       "</td>\n",
       "<td style='color:#0a0'>61% (444.00)</td><td style='color:#a00'>102% (744.00)</td><td style='color:#0a0'>64% (578.00)</td><td style='color:#ff7f00'>98% (878.00)</td><td style='color:#000'>59% (679.00)</td><td style='color:#ff7f00'>86% (979.00)</td></tr>\n",
       "<tr><th>61</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/lone_druid.png'>Lone Druid\n",
       "</td>\n",
       "<td style='color:#0a0'>61% (438.00)</td><td style='color:#a00'>103% (738.00)</td><td style='color:#0a0'>66% (576.00)</td><td style='color:#a00'>100% (876.00)</td><td style='color:#000'>58% (690.00)</td><td style='color:#0a0'>83% (990.00)</td></tr>\n",
       "<tr><th>62</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/drow_ranger.png'>Drow Ranger\n",
       "</td>\n",
       "<td style='color:#0a0'>61% (426.00)</td><td style='color:#a00'>105% (726.00)</td><td style='color:#0a0'>64% (538.00)</td><td style='color:#a00'>100% (838.00)</td><td style='color:#000'>58% (617.00)</td><td style='color:#ff7f00'>87% (917.00)</td></tr>\n",
       "<tr><th>63</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/alchemist.png'>Alchemist\n",
       "</td>\n",
       "<td style='color:#0a0'>60% (505.00)</td><td style='color:#ff7f00'>97% (805.00)</td><td style='color:#0a0'>71% (691.00)</td><td style='color:#a00'>102% (991.00)</td><td style='color:#0a0'>70% (833.00)</td><td style='color:#ff7f00'>96% (1133.00)</td></tr>\n",
       "<tr><th>64</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/huskar.png'>Huskar\n",
       "</td>\n",
       "<td style='color:#000'>59% (485.00)</td><td style='color:#ff7f00'>95% (785.00)</td><td style='color:#0a0'>65% (656.00)</td><td style='color:#ff7f00'>95% (956.00)</td><td style='color:#0a0'>62% (791.00)</td><td style='color:#ff7f00'>85% (1091.00)</td></tr>\n",
       "<tr><th>65</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/riki.png'>Riki\n",
       "</td>\n",
       "<td style='color:#000'>59% (419.00)</td><td style='color:#a00'>102% (719.00)</td><td style='color:#0a0'>64% (547.00)</td><td style='color:#ff7f00'>99% (847.00)</td><td style='color:#000'>59% (646.00)</td><td style='color:#ff7f00'>87% (946.00)</td></tr>\n",
       "<tr><th>66</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/jakiro.png'>Jakiro\n",
       "</td>\n",
       "<td style='color:#000'>58% (520.00)</td><td style='color:#ff7f00'>92% (820.00)</td><td style='color:#0a0'>68% (726.00)</td><td style='color:#ff7f00'>96% (1026.00)</td><td style='color:#0a0'>67% (884.00)</td><td style='color:#ff7f00'>89% (1184.00)</td></tr>\n",
       "<tr><th>67</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/batrider.png'>Batrider\n",
       "</td>\n",
       "<td style='color:#000'>58% (505.00)</td><td style='color:#ff7f00'>93% (805.00)</td><td style='color:#0a0'>66% (698.00)</td><td style='color:#ff7f00'>95% (998.00)</td><td style='color:#0a0'>64% (846.00)</td><td style='color:#ff7f00'>87% (1146.00)</td></tr>\n",
       "<tr><th>68</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/dark_seer.png'>Dark Seer\n",
       "</td>\n",
       "<td style='color:#000'>58% (484.00)</td><td style='color:#ff7f00'>94% (784.00)</td><td style='color:#0a0'>66% (671.00)</td><td style='color:#ff7f00'>96% (971.00)</td><td style='color:#0a0'>64% (813.00)</td><td style='color:#ff7f00'>88% (1113.00)</td></tr>\n",
       "<tr><th>69</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/razor.png'>Razor\n",
       "</td>\n",
       "<td style='color:#000'>58% (477.00)</td><td style='color:#ff7f00'>95% (777.00)</td><td style='color:#0a0'>65% (643.00)</td><td style='color:#ff7f00'>95% (943.00)</td><td style='color:#0a0'>61% (769.00)</td><td style='color:#ff7f00'>86% (1069.00)</td></tr>\n",
       "<tr><th>70</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/bane.png'>Bane\n",
       "</td>\n",
       "<td style='color:#000'>58% (470.00)</td><td style='color:#ff7f00'>95% (770.00)</td><td style='color:#0a0'>65% (637.00)</td><td style='color:#ff7f00'>96% (937.00)</td><td style='color:#0a0'>63% (763.00)</td><td style='color:#ff7f00'>88% (1063.00)</td></tr>\n",
       "<tr><th>71</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/sand_king.png'>Sand King\n",
       "</td>\n",
       "<td style='color:#000'>58% (462.00)</td><td style='color:#ff7f00'>96% (762.00)</td><td style='color:#0a0'>63% (621.00)</td><td style='color:#ff7f00'>93% (921.00)</td><td style='color:#000'>58% (745.00)</td><td style='color:#0a0'>82% (1045.00)</td></tr>\n",
       "<tr><th>72</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/juggernaut.png'>Juggernaut\n",
       "</td>\n",
       "<td style='color:#000'>58% (440.00)</td><td style='color:#ff7f00'>99% (740.00)</td><td style='color:#0a0'>65% (581.00)</td><td style='color:#ff7f00'>98% (881.00)</td><td style='color:#0a0'>62% (691.00)</td><td style='color:#ff7f00'>89% (991.00)</td></tr>\n",
       "<tr><th>73</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/viper.png'>Viper\n",
       "</td>\n",
       "<td style='color:#000'>58% (437.00)</td><td style='color:#ff7f00'>94% (707.00)</td><td style='color:#0a0'>66% (588.00)</td><td style='color:#ff7f00'>96% (858.00)</td><td style='color:#000'>58% (649.00)</td><td style='color:#0a0'>78% (874.00)</td></tr>\n",
       "<tr><th>74</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/bristleback.png'>Bristleback\n",
       "</td>\n",
       "<td style='color:#000'>57% (469.00)</td><td style='color:#ff7f00'>93% (769.00)</td><td style='color:#0a0'>65% (647.00)</td><td style='color:#ff7f00'>96% (947.00)</td><td style='color:#0a0'>64% (792.00)</td><td style='color:#ff7f00'>88% (1092.00)</td></tr>\n",
       "<tr><th>75</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/vengefulspirit.png'>Vengeful Spirit\n",
       "</td>\n",
       "<td style='color:#000'>56% (444.00)</td><td style='color:#ff7f00'>94% (744.00)</td><td style='color:#000'>59% (590.00)</td><td style='color:#ff7f00'>90% (890.00)</td><td style='color:#000'>55% (701.00)</td><td style='color:#0a0'>78% (1001.00)</td></tr>\n",
       "<tr><th>76</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/faceless_void.png'>Faceless Void\n",
       "</td>\n",
       "<td style='color:#000'>56% (438.00)</td><td style='color:#ff7f00'>95% (738.00)</td><td style='color:#0a0'>64% (578.00)</td><td style='color:#ff7f00'>98% (878.00)</td><td style='color:#0a0'>63% (686.00)</td><td style='color:#ff7f00'>91% (986.00)</td></tr>\n",
       "<tr><th>77</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/phantom_assassin.png'>Phantom Assassin\n",
       "</td>\n",
       "<td style='color:#000'>56% (421.00)</td><td style='color:#ff7f00'>97% (721.00)</td><td style='color:#0a0'>61% (544.00)</td><td style='color:#ff7f00'>95% (844.00)</td><td style='color:#000'>58% (637.00)</td><td style='color:#ff7f00'>85% (937.00)</td></tr>\n",
       "<tr><th>78</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/abaddon.png'>Abaddon\n",
       "</td>\n",
       "<td style='color:#000'>55% (497.00)</td><td style='color:#ff7f00'>89% (797.00)</td><td style='color:#0a0'>61% (679.00)</td><td style='color:#ff7f00'>89% (979.00)</td><td style='color:#000'>58% (820.00)</td><td style='color:#0a0'>80% (1120.00)</td></tr>\n",
       "<tr><th>79</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/elder_titan.png'>Elder Titan\n",
       "</td>\n",
       "<td style='color:#000'>55% (480.00)</td><td style='color:#ff7f00'>89% (780.00)</td><td style='color:#0a0'>62% (648.00)</td><td style='color:#ff7f00'>90% (948.00)</td><td style='color:#000'>59% (776.00)</td><td style='color:#0a0'>82% (1076.00)</td></tr>\n",
       "<tr><th>80</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/bloodseeker.png'>Bloodseeker\n",
       "</td>\n",
       "<td style='color:#000'>55% (453.00)</td><td style='color:#ff7f00'>92% (753.00)</td><td style='color:#0a0'>62% (601.00)</td><td style='color:#ff7f00'>93% (901.00)</td><td style='color:#000'>59% (710.00)</td><td style='color:#0a0'>84% (1010.00)</td></tr>\n",
       "<tr><th>81</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/earth_spirit.png'>Earth Spirit\n",
       "</td>\n",
       "<td style='color:#000'>54% (475.00)</td><td style='color:#ff7f00'>88% (775.00)</td><td style='color:#000'>59% (653.00)</td><td style='color:#ff7f00'>86% (953.00)</td><td style='color:#000'>56% (795.00)</td><td style='color:#0a0'>77% (1095.00)</td></tr>\n",
       "<tr><th>82</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/tusk.png'>Tusk\n",
       "</td>\n",
       "<td style='color:#000'>54% (461.00)</td><td style='color:#ff7f00'>89% (761.00)</td><td style='color:#0a0'>60% (618.00)</td><td style='color:#ff7f00'>89% (918.00)</td><td style='color:#000'>57% (738.00)</td><td style='color:#0a0'>81% (1038.00)</td></tr>\n",
       "<tr><th>83</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/dragon_knight.png'>Dragon Knight\n",
       "</td>\n",
       "<td style='color:#000'>54% (449.00)</td><td style='color:#ff7f00'>90% (749.00)</td><td style='color:#000'>57% (599.00)</td><td style='color:#ff7f00'>86% (899.00)</td><td style='color:#000'>53% (717.00)</td><td style='color:#0a0'>75% (1017.00)</td></tr>\n",
       "<tr><th>84</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/naga_siren.png'>Naga Siren\n",
       "</td>\n",
       "<td style='color:#000'>54% (440.00)</td><td style='color:#ff7f00'>91% (740.00)</td><td style='color:#000'>59% (587.00)</td><td style='color:#ff7f00'>90% (887.00)</td><td style='color:#000'>56% (699.00)</td><td style='color:#0a0'>80% (999.00)</td></tr>\n",
       "<tr><th>85</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/meepo.png'>Meepo\n",
       "</td>\n",
       "<td style='color:#000'>54% (421.00)</td><td style='color:#ff7f00'>88% (681.00)</td><td style='color:#0a0'>63% (569.00)</td><td style='color:#ff7f00'>93% (829.00)</td><td style='color:#0a0'>61% (685.00)</td><td style='color:#0a0'>84% (945.00)</td></tr>\n",
       "<tr><th>86</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/beastmaster.png'>Beastmaster\n",
       "</td>\n",
       "<td style='color:#000'>53% (451.00)</td><td style='color:#ff7f00'>89% (751.00)</td><td style='color:#0a0'>60% (610.00)</td><td style='color:#ff7f00'>90% (910.00)</td><td style='color:#000'>58% (738.00)</td><td style='color:#0a0'>82% (1038.00)</td></tr>\n",
       "<tr><th>87</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/omniknight.png'>Omniknight\n",
       "</td>\n",
       "<td style='color:#000'>53% (447.00)</td><td style='color:#ff7f00'>89% (747.00)</td><td style='color:#000'>58% (601.00)</td><td style='color:#ff7f00'>87% (901.00)</td><td style='color:#000'>54% (723.00)</td><td style='color:#0a0'>77% (1023.00)</td></tr>\n",
       "<tr><th>88</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/life_stealer.png'>Lifestealer\n",
       "</td>\n",
       "<td style='color:#000'>52% (472.00)</td><td style='color:#ff7f00'>85% (772.00)</td><td style='color:#000'>58% (636.00)</td><td style='color:#ff7f00'>86% (936.00)</td><td style='color:#000'>56% (765.00)</td><td style='color:#0a0'>79% (1065.00)</td></tr>\n",
       "<tr><th>89</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/skeleton_king.png'>Wraith King\n",
       "</td>\n",
       "<td style='color:#000'>52% (469.00)</td><td style='color:#ff7f00'>85% (769.00)</td><td style='color:#000'>56% (631.00)</td><td style='color:#0a0'>83% (931.00)</td><td style='color:#000'>52% (757.00)</td><td style='color:#0a0'>73% (1057.00)</td></tr>\n",
       "<tr><th>90</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/earthshaker.png'>Earthshaker\n",
       "</td>\n",
       "<td style='color:#000'>52% (468.00)</td><td style='color:#ff7f00'>85% (768.00)</td><td style='color:#000'>56% (635.00)</td><td style='color:#0a0'>83% (935.00)</td><td style='color:#000'>53% (769.00)</td><td style='color:#0a0'>74% (1069.00)</td></tr>\n",
       "<tr><th>91</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/magnataur.png'>Magnus\n",
       "</td>\n",
       "<td style='color:#000'>52% (453.00)</td><td style='color:#ff7f00'>87% (753.00)</td><td style='color:#000'>56% (602.00)</td><td style='color:#0a0'>84% (902.00)</td><td style='color:#000'>52% (715.00)</td><td style='color:#0a0'>74% (1015.00)</td></tr>\n",
       "<tr><th>92</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/tiny.png'>Tiny\n",
       "</td>\n",
       "<td style='color:#000'>51% (492.00)</td><td style='color:#0a0'>83% (792.00)</td><td style='color:#000'>57% (674.00)</td><td style='color:#0a0'>82% (974.00)</td><td style='color:#000'>55% (825.00)</td><td style='color:#0a0'>75% (1125.00)</td></tr>\n",
       "<tr><th>93</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/legion_commander.png'>Legion Commander\n",
       "</td>\n",
       "<td style='color:#000'>51% (484.00)</td><td style='color:#0a0'>83% (784.00)</td><td style='color:#000'>58% (661.00)</td><td style='color:#0a0'>84% (961.00)</td><td style='color:#000'>56% (799.00)</td><td style='color:#0a0'>77% (1099.00)</td></tr>\n",
       "<tr><th>94</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/abyssal_underlord.png'>AbyssalUnderlord\n",
       "</td>\n",
       "<td style='color:#000'>51% (474.00)</td><td style='color:#0a0'>84% (774.00)</td><td style='color:#000'>58% (657.00)</td><td style='color:#ff7f00'>85% (957.00)</td><td style='color:#000'>58% (802.00)</td><td style='color:#0a0'>80% (1102.00)</td></tr>\n",
       "<tr><th>95</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/axe.png'>Axe\n",
       "</td>\n",
       "<td style='color:#000'>51% (472.00)</td><td style='color:#0a0'>84% (772.00)</td><td style='color:#000'>57% (631.00)</td><td style='color:#0a0'>84% (931.00)</td><td style='color:#000'>54% (752.00)</td><td style='color:#0a0'>76% (1052.00)</td></tr>\n",
       "<tr><th>96</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/lycan.png'>Lycan\n",
       "</td>\n",
       "<td style='color:#000'>51% (457.00)</td><td style='color:#ff7f00'>85% (757.00)</td><td style='color:#000'>56% (612.00)</td><td style='color:#0a0'>83% (912.00)</td><td style='color:#000'>52% (732.00)</td><td style='color:#0a0'>74% (1032.00)</td></tr>\n",
       "<tr><th>97</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/chaos_knight.png'>Chaos Knight\n",
       "</td>\n",
       "<td style='color:#000'>51% (441.00)</td><td style='color:#ff7f00'>86% (741.00)</td><td style='color:#000'>53% (582.00)</td><td style='color:#0a0'>81% (882.00)</td><td style='color:#000'>49% (692.00)</td><td style='color:#0a0'>71% (992.00)</td></tr>\n",
       "<tr><th>98</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/kunkka.png'>Kunkka\n",
       "</td>\n",
       "<td style='color:#000'>50% (477.00)</td><td style='color:#0a0'>81% (777.00)</td><td style='color:#000'>54% (644.00)</td><td style='color:#0a0'>80% (944.00)</td><td style='color:#000'>51% (778.00)</td><td style='color:#0a0'>71% (1078.00)</td></tr>\n",
       "<tr><th>99</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/rattletrap.png'>Clockwerk\n",
       "</td>\n",
       "<td style='color:#000'>50% (464.00)</td><td style='color:#0a0'>83% (764.00)</td><td style='color:#000'>54% (614.00)</td><td style='color:#0a0'>81% (914.00)</td><td style='color:#000'>51% (727.00)</td><td style='color:#0a0'>72% (1027.00)</td></tr>\n",
       "<tr><th>100</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/tidehunter.png'>Tidehunter\n",
       "</td>\n",
       "<td style='color:#000'>50% (461.00)</td><td style='color:#0a0'>83% (761.00)</td><td style='color:#000'>54% (623.00)</td><td style='color:#0a0'>81% (923.00)</td><td style='color:#000'>51% (753.00)</td><td style='color:#0a0'>72% (1053.00)</td></tr>\n",
       "<tr><th>101</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/brewmaster.png'>Brewmaster\n",
       "</td>\n",
       "<td style='color:#000'>49% (455.00)</td><td style='color:#0a0'>82% (755.00)</td><td style='color:#000'>53% (604.00)</td><td style='color:#0a0'>79% (904.00)</td><td style='color:#000'>49% (721.00)</td><td style='color:#0a0'>70% (1021.00)</td></tr>\n",
       "<tr><th>102</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/slardar.png'>Slardar\n",
       "</td>\n",
       "<td style='color:#000'>49% (431.00)</td><td style='color:#0a0'>84% (731.00)</td><td style='color:#000'>52% (569.00)</td><td style='color:#0a0'>80% (869.00)</td><td style='color:#000'>48% (678.00)</td><td style='color:#0a0'>70% (978.00)</td></tr>\n",
       "<tr><th>103</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/doom_bringer.png'>Doom\n",
       "</td>\n",
       "<td style='color:#000'>48% (494.00)</td><td style='color:#0a0'>78% (794.00)</td><td style='color:#000'>54% (683.00)</td><td style='color:#0a0'>78% (983.00)</td><td style='color:#000'>52% (842.00)</td><td style='color:#0a0'>71% (1142.00)</td></tr>\n",
       "<tr><th>104</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/treant.png'>Treant Protector\n",
       "</td>\n",
       "<td style='color:#000'>48% (482.00)</td><td style='color:#0a0'>78% (782.00)</td><td style='color:#000'>51% (650.00)</td><td style='color:#0a0'>75% (950.00)</td><td style='color:#000'>48% (779.00)</td><td style='color:#0a0'>67% (1079.00)</td></tr>\n",
       "<tr><th>105</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/pudge.png'>Pudge\n",
       "</td>\n",
       "<td style='color:#000'>48% (475.00)</td><td style='color:#0a0'>78% (775.00)</td><td style='color:#000'>50% (623.00)</td><td style='color:#0a0'>73% (905.00)</td><td style='color:#000'>46% (733.00)</td><td style='color:#0a0'>63% (997.00)</td></tr>\n",
       "<tr><th>106</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/night_stalker.png'>Night Stalker\n",
       "</td>\n",
       "<td style='color:#000'>48% (435.00)</td><td style='color:#0a0'>81% (735.00)</td><td style='color:#000'>51% (578.00)</td><td style='color:#0a0'>78% (878.00)</td><td style='color:#000'>48% (689.00)</td><td style='color:#0a0'>69% (989.00)</td></tr>\n",
       "<tr><th>107</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/sven.png'>Sven\n",
       "</td>\n",
       "<td style='color:#000'>48% (431.00)</td><td style='color:#0a0'>81% (731.00)</td><td style='color:#000'>51% (569.00)</td><td style='color:#0a0'>79% (869.00)</td><td style='color:#000'>48% (679.00)</td><td style='color:#0a0'>70% (979.00)</td></tr>\n",
       "<tr><th>108</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/ursa.png'>Ursa\n",
       "</td>\n",
       "<td style='color:#000'>47% (434.00)</td><td style='color:#0a0'>80% (734.00)</td><td style='color:#000'>50% (576.00)</td><td style='color:#0a0'>77% (876.00)</td><td style='color:#000'>47% (687.00)</td><td style='color:#0a0'>68% (987.00)</td></tr>\n",
       "<tr><th>109</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/ogre_magi.png'>Ogre Magi\n",
       "</td>\n",
       "<td style='color:#000'>46% (444.00)</td><td style='color:#0a0'>78% (744.00)</td><td style='color:#000'>50% (607.00)</td><td style='color:#0a0'>75% (907.00)</td><td style='color:#000'>48% (738.00)</td><td style='color:#0a0'>67% (1038.00)</td></tr>\n",
       "<tr><th>110</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/centaur.png'>Centaur Warrunner\n",
       "</td>\n",
       "<td style='color:#000'>44% (453.00)</td><td style='color:#0a0'>73% (753.00)</td><td style='color:#000'>46% (606.00)</td><td style='color:#0a0'>69% (906.00)</td><td style='color:#000'>42% (726.00)</td><td style='color:#0a0'>60% (1026.00)</td></tr>\n",
       "<tr><th>111</th><td><img style=\"width:50px;display:inline-block;\"\n",
       "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/spirit_breaker.png'>Spirit Breaker\n",
       "</td>\n",
       "<td style='color:#000'>44% (437.00)</td><td style='color:#0a0'>75% (737.00)</td><td style='color:#000'>50% (587.00)</td><td style='color:#0a0'>76% (887.00)</td><td style='color:#000'>49% (710.00)</td><td style='color:#0a0'>70% (1010.00)</td></tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "# table formating\n",
    "html = '<table><tr><th>#</th><th></th>'\n",
    "for column, data in matrix.items():\n",
    "    html += \"<th>Level %d</th><th>+dagon1</th>\" % (data['range'][0])  \n",
    "html += \"</tr>\\n\"\n",
    "row_start = \"\"\"\n",
    "<tr><th>%(idx)s</th><td><img style=\"width:50px;display:inline-block;\"\n",
    "src='https://raw.githubusercontent.com/dotabuff/d2vpk/master/dota_pak01/resource/flash3/images/heroes/%(hero_image)s.png'>%(hero_name)s\n",
    "</td>\n",
    "\"\"\"\n",
    "row_end = \"</tr>\"\n",
    "\n",
    "damage_matrix = []\n",
    "# generate table with damage per hero\n",
    "for hero in map(lambda hero_name: game.get_hero(hero_name), game.heroes): \n",
    "    if hero.name == \"npc_dota_hero_base\": continue\n",
    "\n",
    "    row = [hero] \n",
    "    # calculate combos\n",
    "    for c, data in matrix.items():\n",
    "        hero.level = data['range'][0]\n",
    "        damage = 0\n",
    "        \n",
    "        for ability in data['combo'].values():\n",
    "            if ability.name == \"nyx_assassin_impale\":\n",
    "                damage += ability.damage * hero.magic_resistance_multiplier\n",
    "            elif ability.name == \"nyx_assassin_vendetta\":\n",
    "                damage += ability._get_value('bonus_damage', special=True) * hero.armor_multiplier\n",
    "            elif ability.name == \"nyx_assassin_mana_burn\":\n",
    "                damage += hero.int * ability._get_value('float_multiplier', special=True) * hero.magic_resistance_multiplier     \n",
    "        \n",
    "        damage_w_dagon = damage + dagons[0].damage * hero.magic_resistance_multiplier\n",
    "        hp_percent = (damage / hero.hp) * 100\n",
    "        hp_precept_dagon = (damage_w_dagon / hero.hp) * 100\n",
    "        \n",
    "        row += map(int, [hp_percent, damage, hp_precept_dagon, damage_w_dagon])  \n",
    "    damage_matrix.append(row)\n",
    "\n",
    "# sort highest damage first\n",
    "damage_matrix = sorted(damage_matrix, reverse=True, key=lambda row: row[1:])\n",
    "\n",
    "# generate table contents\n",
    "for idx, row in enumerate(damage_matrix):\n",
    "    idx += 1\n",
    "    hero, row = row[0], row[1:] \n",
    "    hero_image = hero.name.replace(\"npc_dota_hero_\",\"\")\n",
    "    hero_name = hero.data.get('url', hero_image).replace('_', ' ')\n",
    "    \n",
    "    # row start - hero name and icon\n",
    "    html += row_start % locals()\n",
    "    \n",
    "    columns = iter(row)\n",
    "    for percent in columns:\n",
    "        if percent >= 100: color = '#a00'     # red = dead\n",
    "        elif percent >= 85: color = '#ff7f00' # orange = literally dead\n",
    "        elif percent >= 60: color = '#0a0'    # green = im contributing\n",
    "        else: color = '#000'                  # black = game is hard\n",
    "        \n",
    "        html += \"<td style='color:%s'>%d%% (%.02f)</td>\" % (color, percent, next(columns))\n",
    "        \n",
    "    # row end\n",
    "    html += row_end\n",
    "        \n",
    "html += \"</table>\"\n",
    "HTML(html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "Don't be an idiot, don't rush to upgrade dagon."
   ]
  }
 ],
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