Feature Engineering Lab Book.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load tidied dataframes\n",
    "\n",
    "# spells_df = pd.read_pickle('data/spells_df')\n",
    "monster_df = pd.read_pickle('data/monster_df')\n",
    "actions_df = pd.read_pickle('data/actions_df')\n",
    "spellbook_df = pd.read_pickle('data/spellbook_df')\n",
    "innate_spellbook_df = pd.read_pickle('data/innate_spellbook_df')\n",
    "# special_abilities_df = pd.read_pickle('data/special_abilities_df')\n",
    "# condition_immunities_df = pd.read_pickle('data/condition_immunities_df')\n",
    "# damage_immunities_df = pd.read_pickle('data/damage_immunities_df')\n",
    "# damage_resistances_df = pd.read_pickle('data/damage_resistances_df')\n",
    "# damage_vulnerabilities_df = pd.read_pickle('data/damage_vulnerabilities_df')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extracting features from the `actions_df` dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiattacks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "actions_df.sort_index(level=['name', 'action'], inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following creatures have `multiattack` actions which are formatted differently then the others."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "actions_df.at[('Animated Armor', 'Multiattack'), 'desc'] = \\\n",
    "    'The armor makes two slam attacks.'\n",
    "actions_df.at[('Cult Fanatic', 'Multiattack'), 'desc'] = \\\n",
    "    'The fanatic makes two melee dagger attacks.'\n",
    "actions_df.at[('Deva', 'Multiattack'), 'desc'] = \\\n",
    "    'The deva makes two mace attacks.'\n",
    "actions_df.at[('Doppelganger', 'Multiattack'), 'desc'] = \\\n",
    "    'The doppelganger makes two slam attacks.'\n",
    "actions_df.at[('Erinyes', 'Multiattack'), 'desc'] = \\\n",
    "    'The erinyes makes three attacks, either with its longsword or its longbow.'\n",
    "actions_df.at[('Gladiator', 'Multiattack'), 'desc'] = \\\n",
    "    'The gladiator makes three spear melee attacks or two ranged spear attacks.'\n",
    "actions_df.at[('Iron Golem', 'Multiattack'), 'desc'] = \\\n",
    "    'The golem makes two melee attacks: either with its sword or its slam attack.'\n",
    "actions_df.at[('Knight', 'Multiattack'), 'desc'] = \\\n",
    "    'The knight makes two greatsword attacks.'\n",
    "actions_df.at[('Planetar', 'Multiattack'), 'desc'] = \\\n",
    "    'The planetar makes two greatsword attacks.'\n",
    "actions_df.at[('Scout', 'Multiattack'), 'desc'] = \\\n",
    "    'The scout makes two shortsword attacks or two longbow attacks.'\n",
    "actions_df.at[('Spy', 'Multiattack'), 'desc'] = \\\n",
    "    'The spy makes two shortsword attacks.'\n",
    "actions_df.at[('Thug', 'Multiattack'), 'desc'] = \\\n",
    "    'The thug makes two mace attacks.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = actions_df.reset_index('action')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "numerics = {'one': 1,\n",
    "            'two': 2,\n",
    "            'twice': 2,\n",
    "            'three': 3,\n",
    "            'four': 4,\n",
    "            'six': 6,\n",
    "            'seven': 7}\n",
    "exceptions = ('or', 'alternatively', 'when', 'in place', 'replace',\n",
    "              'also', 'as many', 'only', r'\\dd\\d', 'with a different weapon')\n",
    "\n",
    "\n",
    "def normalize_multiattack(x):\n",
    "    df = x.set_index('action')\n",
    "    if 'Multiattack' not in df.index:\n",
    "        return\n",
    "    desc = df.loc['Multiattack'].desc.lower().strip()\n",
    "    actions = [format_action(action) for action in df.index\n",
    "               if action != 'Multiattack']\n",
    "    multiattack, exception = extract_attacks(desc, actions)\n",
    "    return pd.DataFrame({'desc': [desc],\n",
    "                         'multiattack': [[multiattack]],\n",
    "                         'exception': [exception]})\n",
    "\n",
    "\n",
    "def format_action(action):\n",
    "    action = action.lower()\n",
    "    i = action.find('(')\n",
    "    if i > 0:\n",
    "        return action[:i-1]\n",
    "    else:\n",
    "        return action\n",
    "\n",
    "\n",
    "def extract_attacks(desc, actions):\n",
    "    exceptions_pattern = r'\\b({})\\b'.format('|'.join(x for x in exceptions))\n",
    "    exception = re.search(exceptions_pattern, desc) is not None\n",
    "    actions_pattern = '|'.join(x for x in actions)\n",
    "    split_pattern = r'.*?({})'.format(actions_pattern)\n",
    "    numerics_pattern = '|'.join(x for x in numerics.keys())\n",
    "    multiattack = list()\n",
    "    for x in re.finditer(split_pattern, desc):\n",
    "        start, end = x.span()\n",
    "        x = re.findall(numerics_pattern, desc[start:end])\n",
    "        if x:\n",
    "            n = numerics[x[-1]]\n",
    "        else:\n",
    "            n = 1\n",
    "        y = re.findall(actions_pattern, desc[start:end])\n",
    "        multiattack.extend(n * y)\n",
    "    return multiattack, exception"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "multiattacks_df = df.groupby('name').apply(normalize_multiattack)\n",
    "multiattacks_df.reset_index(level=1, drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll correct the following exceptions by hand:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "exceptional_multiattacks = [x[0] for x in multiattacks_df[multiattacks_df.exception].iterrows()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "multiattacks_df.at['Bandit Captain', 'multiattack'] = [['scimitar', 'scimitar', 'dagger'],\n",
    "                                                       ['dagger', 'dagger']]\n",
    "multiattacks_df.at['Barbed Devil', 'multiattack'] = [['tail', 'claw', 'claw'],\n",
    "                                                      ['hurl flame', 'hurl flame']]\n",
    "multiattacks_df.at['Centaur', 'multiattack'] = [['pike', 'hooves'],\n",
    "                                                 ['longbow', 'longbow']]\n",
    "multiattacks_df.at['Chimera', 'multiattack'] = [['bite', 'horns', 'claws'],\n",
    "                                                 ['fire breath', 'horns', 'claws'],\n",
    "                                                 ['bite', 'fire breath', 'claws']]\n",
    "multiattacks_df.at['Chuul', 'multiattack'] = [['pincer', 'pincer', 'tentacles'],\n",
    "                                               ['pincer', 'pincer']]\n",
    "multiattacks_df.at['Dragon Turtle', 'multiattack'] = [['bite', 'claw', 'claw'],\n",
    "                                                       ['bite', 'tail']]\n",
    "multiattacks_df.at['Drider', 'multiattack'] = [['longsword', 'longsword', 'longsword'],\n",
    "                                                ['longsword', 'longsword', 'bite'],\n",
    "                                                ['longbow', 'longbow', 'longbow'],\n",
    "                                                ['longbow', 'longbow', 'bite']]\n",
    "multiattacks_df.at['Efreeti', 'multiattack'] = [['scimitar', 'scimitar'],\n",
    "                                                 ['hurl flame', 'hurl flame']]\n",
    "multiattacks_df.at['Erinyes', 'multiattack'] = [['longsword', 'longsword', 'longsword'],\n",
    "                                                ['longbow', 'longbow', 'longbow']]\n",
    "multiattacks_df.at['Glabrezu', 'multiattack'] = [['pincer', 'pincer', 'fist', 'fist'],\n",
    "                                                 ['pincer', 'pincer']] # spells?\n",
    "multiattacks_df.at['Gladiator', 'multiattack'] = [['spear', 'spear', 'spear'],\n",
    "                                                  ['spear', 'spear']]\n",
    "multiattacks_df.at['Half-Red Dragon Veteran', 'multiattack'] = [['longsword', 'longsword'],\n",
    "                                                                ['longsword', 'longsword', 'shortsword']]\n",
    "multiattacks_df.at['Horned Devil', 'multiattack'] = [['fork', 'fork', 'tail'],\n",
    "                                                     ['fork', 'hurl flame', 'tail'],\n",
    "                                                     ['fork', 'fork', 'hurl flame']]\n",
    "multiattacks_df.at['Hydra', 'multiattack'] = [['bite', 'bite', 'bite', 'bite', 'bite']]\n",
    "multiattacks_df.at['Iron Golem', 'multiattack'] = [['sword', 'sword'],\n",
    "                                                   ['slam', 'slam']]\n",
    "multiattacks_df.at['Kraken', 'multiattack'] = [['tentacle', 'tentacle', 'tentacle'],\n",
    "                                               ['tentacle', 'tentacle', 'fling'],\n",
    "                                               ['tentacle', 'fling', 'fling'],\n",
    "                                               ['fling', 'fling', 'fling']]\n",
    "multiattacks_df.at['Lamia', 'multiattack'] = [['claws', 'dagger'],\n",
    "                                              ['claws', 'intoxicating touch']]\n",
    "multiattacks_df.at['Lizardfolk', 'multiattack'] = [['bite', 'heavy club'],\n",
    "                                                   ['bite', 'javelin'],\n",
    "                                                   ['bite', 'spiked shield'],\n",
    "                                                   ['heavy club', 'javelin'],\n",
    "                                                   ['heavy club', 'spiked shield']]\n",
    "multiattacks_df.at['Manticore', 'multiattack'] = [['bite', 'claw', 'claw'],\n",
    "                                                  ['tail spike', 'tail spike', 'tail spike']]\n",
    "multiattacks_df.at['Medusa', 'multiattack'] = [['snake hair', 'shortsword', 'shortsword'],\n",
    "                                               ['longbow', 'longbow']]\n",
    "multiattacks_df.at['Merrow', 'multiattack'] = [['bite', 'claws'],\n",
    "                                               ['bite', 'harpoon']]\n",
    "multiattacks_df.at['Oni', 'multiattack'] = [['claw', 'claw'],\n",
    "                                            ['glaive', 'glaive']]\n",
    "multiattacks_df.at['Sahuagin', 'multiattack'] = [['bite', 'claws'],\n",
    "                                                 ['bite', 'spear']]\n",
    "multiattacks_df.at['Scout', 'multiattack'] = [['shortsword', 'shortsword'],\n",
    "                                              ['longbow', 'longbow']]\n",
    "multiattacks_df.at['Shambling Mound', 'multiattack'] = [['slam', 'slam'],\n",
    "                                                        ['slam', 'slam', 'engulf']]\n",
    "multiattacks_df.at['Vampire Spawn', 'multiattack'] = [['claws', 'claws'],\n",
    "                                                      ['claws', 'bite']]\n",
    "multiattacks_df.at['Violet Fungus', 'multiattack'] = [['rotting touch', 'rotting touch',\n",
    "                                                       'rotting touch', 'rotting touch']]\n",
    "multiattacks_df.at['Veteran', 'multiattack'] = [['longsword', 'longsword', 'shortsword'],\n",
    "                                                ['longsword', 'longsword']]\n",
    "multiattacks_df.at['Werebear', 'multiattack'] = [['claw', 'claw'],\n",
    "                                                 ['greataxe', 'greataxe']]\n",
    "multiattacks_df.at['Wight', 'multiattack'] = [['longsword', 'longsword'],\n",
    "                                              ['longbow', 'longbow'],\n",
    "                                              ['life drain', 'longsword']]\n",
    "multiattacks_df.at['Wyvern', 'multiattack'] = [['bite', 'stinger'],\n",
    "                                               ['bite', 'claws'],\n",
    "                                               ['claws', 'stinger']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We note that the 'Glabrezu' and 'Violet Fungus' could be further refined."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# other actions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def damage_summary(damage_dice, damage_bonus):\n",
    "    pattern = re.compile(r'(\\d+)d(\\d+)')\n",
    "    damage = [np.array([damage_bonus, 0])]\n",
    "    for dice in re.finditer(pattern, damage_dice):\n",
    "        x, y = dice.groups()\n",
    "        damage.append(damage_statistics(int(x), int(y)))\n",
    "    mean, variance = sum(damage)\n",
    "    return mean, variance\n",
    "\n",
    "\n",
    "def damage_statistics(number, size):\n",
    "    mu = (size + 1) / 2\n",
    "    mean = number * mu\n",
    "    var = number * (sum_of_squares(size) / size - mu ** 2)\n",
    "    return np.array([mean, var])\n",
    "\n",
    "\n",
    "def sum_of_squares(n):\n",
    "    return n*(2*n+1)*(n+1)/6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some of the breath weapons have to be split up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>desc</th>\n",
       "      <th>attack_bonus</th>\n",
       "      <th>damage_dice</th>\n",
       "      <th>damage_bonus</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th>action</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Aboleth</th>\n",
       "      <th>Enslave (3/day)</th>\n",
       "      <td>The aboleth targets one creature it can see wi...</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Multiattack</th>\n",
       "      <td>The aboleth makes three tentacle attacks.</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tail</th>\n",
       "      <td>Melee Weapon Attack: +9 to hit, reach 10 ft. o...</td>\n",
       "      <td>9</td>\n",
       "      <td>3d6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tentacle</th>\n",
       "      <td>Melee Weapon Attack: +9 to hit, reach 10 ft., ...</td>\n",
       "      <td>9</td>\n",
       "      <td>2d6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acolyte</th>\n",
       "      <th>Club</th>\n",
       "      <td>Melee Weapon Attack: +2 to hit, reach 5 ft., o...</td>\n",
       "      <td>2</td>\n",
       "      <td>1d4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      desc  \\\n",
       "name    action                                                               \n",
       "Aboleth Enslave (3/day)  The aboleth targets one creature it can see wi...   \n",
       "        Multiattack              The aboleth makes three tentacle attacks.   \n",
       "        Tail             Melee Weapon Attack: +9 to hit, reach 10 ft. o...   \n",
       "        Tentacle         Melee Weapon Attack: +9 to hit, reach 10 ft., ...   \n",
       "Acolyte Club             Melee Weapon Attack: +2 to hit, reach 5 ft., o...   \n",
       "\n",
       "                         attack_bonus damage_dice  damage_bonus  \n",
       "name    action                                                   \n",
       "Aboleth Enslave (3/day)             0                         0  \n",
       "        Multiattack                 0                         0  \n",
       "        Tail                        9         3d6             5  \n",
       "        Tentacle                    9         2d6             5  \n",
       "Acolyte Club                        2         1d4             0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actions_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead tr:only-child th {\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>desc</th>\n",
       "      <th>attack_bonus</th>\n",
       "      <th>damage_dice</th>\n",
       "      <th>damage_bonus</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th>action</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [desc, attack_bonus, damage_dice, damage_bonus]\n",
       "Index: []"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actions_df.filter(like='Lair', axis='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "desc = 'Melee Weapon Attack: +12 to hit, reach 15 ft., one target. Hit: 16 (2d8 + 7) bludgeoning damage.'\n",
    "pattern = re.compile(r'^(.* Attack: .* targets?). (Hit: .* damage.)')\n",
    "g = re.match(pattern, desc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 96)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.span()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Melee Weapon Attack: +9 to hit, reach 10 ft. one target \n",
      "Melee Weapon Attack: +9 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach,.0 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +15 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +15 to hit, reach 20 ft ., one target \n",
      "Melee Weapon Attack: +16 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +16 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +16 to hit, reach 20 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 20 ft., one target \n",
      "Melee Weapon Attack: +16 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +16 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +16 to hit, reach 20 ft., one target \n",
      "Melee Weapon Attack: +15 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +15 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +15 to hit, reach 20 ft., one target \n",
      "Melee Weapon Attack: +17 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +17 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +17 to hit, reach 20 ft., one target \n",
      "Melee Weapon Attack: +15 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +15 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +15 to hit, reach 20 ft., one target \n",
      "Melee Weapon Attack: +17 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +17 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +17 to hit, reach 20 ft., one target \n",
      "Melee Weapon Attack: +17 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +17 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +17 to hit, reach 20 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 20 ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +5 to hit, range 25/50 ft., one target \n",
      "Melee or Ranged Weapon Attack: +6 to hit, reach 5 ft. or range 20/60 ft., one target \n",
      "Ranged Weapon Attack: +6 to hit, range 80/320 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +1 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +1 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 30 ft., one target \n",
      "Ranged Weapon Attack: +3 to hit, range 80 ft./320 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +5 to hit, reach 5 ft. or range 20/60 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft ., one target \n",
      "Ranged Spell Attack: +5 to hit, range 150 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +0 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one Large or smaller creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +4 to hit, reach 5 ft. or range 30/120 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 10 ft., one creature \n",
      "Melee Weapon Attack: +0 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 150/600 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one creature \n",
      "Melee Weapon Attack: +12 to hit, reach 10 ft., one target \n",
      "Ranged Weapon Attack: +12 to hit, range 60/240 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one Medium or smaller creature \n",
      "Melee Weapon Attack: +0 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee or Ranged Weapon Attack: +4 to hit, reach 5 ft. or range 20/60 ft., one creature \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 30/120 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one creature \n",
      "Ranged Weapon Attack: +6 to hit, range 150/600 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 30/120 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit (+4 to hit with shillelagh), reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit (+6 to hit with shillelagh), reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +4 to hit, reach 5 ft. or range 30/120 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 10 ft., one target \n",
      "Ranged Spell Attack: +7 to hit, range 120 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one prone creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one prone creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +7 to hit, range 150/600 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 30/60 ft., one Large or smaller creature \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 10 ft., one target \n",
      "Ranged Weapon Attack: +11 to hit, range 60/240 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 10 ft., one target \n",
      "Ranged Weapon Attack: +9 to hit, range 60/240 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 10 ft., one target \n",
      "Ranged Weapon Attack: +9 to hit, range 50/100 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Bite. Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one creature \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one prone creature \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +1 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Weapon Attack: +9 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one creature \n",
      "Ranged Weapon Attack: +5 to hit, range 30/60 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Sting. Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Weapon Attack: +3 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +9 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one creature \n",
      "Melee or Ranged Weapon Attack: +7 to hit, reach 5 ft. and range 20/60 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Ranged Weapon Attack: +3 to hit, range 150/600 ft., one target \n",
      "Melee or Ranged Weapon Attack: +4 to hit, reach 5 ft. or range 20/60 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 80/320 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +3 to hit, reach 5 ft. or range 20/60 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 10 ft., one creature \n",
      "Ranged Weapon Attack: +8 to hit, range 15/30 ft., one creature \n",
      "Melee Weapon Attack: +9 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +3 to hit, range 100/400 ft., one target \n",
      "Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 10 ft., one target \n",
      "Ranged Weapon Attack: +8 to hit, range 60/240 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +3 to hit, range 150/600 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Ranged Spell Attack: +7 to hit, range 150 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 10 ft., one target \n",
      "Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft ., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +1 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +2 to hit, range 100/400 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 30/120 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 30 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Spell Attack: +5 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Spell Attack: +12 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +0 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +4 to hit, reach 5 ft. or range 30/120 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +5 to hit, reach 5 ft. or range 20/60 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft ., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one prone creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +5 to hit, range 100/200 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 10 ft., one creature \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +5 to hit, range 150/600 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one creature \n",
      "Melee or Ranged Weapon Attack: +2 to hit, reach 5 ft. or range 20/60 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +6 to hit, reach 5 ft. or range 20/60 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +6 to hit, reach 5 ft. or range 30/120 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +5 to hit, reach 5 ft. or range 30/120 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +14 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 10 ft. , one target \n",
      "Melee Weapon Attack: +14 to hit, reach 10ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 10ft., one target \n",
      "Melee Weapon Attack: +12 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +9 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 10 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft ., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +0 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +11 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +13 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 50 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one Medium or smaller creature \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +3 to hit, reach 5 ft. or range 20/60 ft., one target \n",
      "Melee or Ranged Weapon Attack: +7 to hit, reach 5 ft. or range 20 ft./60 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +5 to hit, range 80/320 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one creature \n",
      "Ranged Weapon Attack: +4 to hit, ranged 150/600 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 80/320 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +15 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +13 to hit, range 150/600 ft., one target \n",
      "Melee Spell Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one creature \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +6 to hit, range 40/160 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 30/120 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +9 to hit, reach 15 ft., one target \n",
      "Ranged Weapon Attack: +9 to hit, range 60/240 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +14 to hit, reach 10 ft., one target \n",
      "Ranged Weapon Attack: +14 to hit, range 60/240 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +19 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +19 to hit, reach 15 ft., one target \n",
      "Melee Weapon Attack: +19 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +19 to hit, reach 20 ft., one target \n",
      "Ranged Weapon Attack: +2 to hit, range 100/400 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +10 to hit, range 60/180 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one target \n",
      "Melee or Ranged Weapon Attack: +3 to hit, reach 5 ft. or range 20/60 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 5 ft., one prone creature \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft ., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft ., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one creature \n",
      "Ranged Weapon Attack: +3 to hit, range 100/400 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 10 ft., one creature \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +2 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 30/120 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Ranged Weapon Attack: +4 to hit, range 150/600 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee or Ranged Weapon Attack: +4 to hit, reach 5 ft. or range 20/60 ft., one creature \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one creature \n",
      "Ranged Weapon Attack: +4 to hit, range 150/600 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Spell Attack: +4 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +4 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +5 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one creature \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one creature \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one creature \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +6 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +9 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +8 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +10 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 10 ft., one target \n",
      "Melee Weapon Attack: +7 to hit, reach 5 ft., one target \n",
      "Melee Weapon Attack: +3 to hit, reach 5 ft., one target \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "name                  action                         \n",
       "Aboleth               Enslave (3/day)                    None\n",
       "                      Multiattack                        None\n",
       "                      Tail                               None\n",
       "                      Tentacle                           None\n",
       "Acolyte               Club                               None\n",
       "Adult Black Dragon    Acid Breath (Recharge 5-6)         None\n",
       "                      Bite                               None\n",
       "                      Claw                               None\n",
       "                      Frightful Presence                 None\n",
       "                      Multiattack                        None\n",
       "                      Tail                               None\n",
       "Adult Blue Dracolich  Bite                               None\n",
       "                      Claw                               None\n",
       "                      Frightful Presence                 None\n",
       "                      Lightning Breath (Recharge 5-6)    None\n",
       "                      Multiattack                        None\n",
       "                      Tail                               None\n",
       "Adult Blue Dragon     Bite                               None\n",
       "                      Claw                               None\n",
       "                      Frightful Presence                 None\n",
       "                      Lightning Breath (Recharge 5-6)    None\n",
       "                      Multiattack                        None\n",
       "                      Tail                               None\n",
       "Adult Brass Dragon    Bite                               None\n",
       "                      Breath Weapons (Recharge 5-6)      None\n",
       "                      Claw                               None\n",
       "                      Frightful Presence                 None\n",
       "                      Multiattack                        None\n",
       "                      Tail                               None\n",
       "Adult Bronze Dragon   Bite                               None\n",
       "                                                         ... \n",
       "Young Brass Dragon    Multiattack                        None\n",
       "Young Bronze Dragon   Bite                               None\n",
       "                      Breath Weapons (Recharge 5-6)      None\n",
       "                      Claw                               None\n",
       "                      Multiattack                        None\n",
       "Young Copper Dragon   Bite                               None\n",
       "                      Breath Weapons (Recharge 5-6)      None\n",
       "                      Claw                               None\n",
       "                      Multiattack                        None\n",
       "Young Gold Dragon     Bite                               None\n",
       "                      Breath Weapons (Recharge 5-6)      None\n",
       "                      Claw                               None\n",
       "                      Multiattack                        None\n",
       "Young Green Dragon    Bite                               None\n",
       "                      Claw                               None\n",
       "                      Multiattack                        None\n",
       "                      Poison Breath (Recharge 5-6)       None\n",
       "Young Red Dragon      Bite                               None\n",
       "                      Claw                               None\n",
       "                      Fire Breath (Recharge 5-6)         None\n",
       "                      Multiattack                        None\n",
       "Young Silver Dragon   Bite                               None\n",
       "                      Breath Weapons (Recharge 5-6)      None\n",
       "                      Claw                               None\n",
       "                      Multiattack                        None\n",
       "Young White Dragon    Bite                               None\n",
       "                      Claw                               None\n",
       "                      Cold Breath (Recharge 5-6)         None\n",
       "                      Multiattack                        None\n",
       "Zombie                Slam                               None\n",
       "Name: desc, Length: 832, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def parse_desc(desc):\n",
    "    pattern = re.compile(r'^(.* Attack: .* (creature|target)s?)\\. (Hit: [^\\.]*)')\n",
    "    g = re.match(pattern, desc)\n",
    "    if g:\n",
    "        start, end = g.span()\n",
    "        attack, _, result = g.groups()\n",
    "        print (parse_attack(attack), parse_result(result))\n",
    "    else:\n",
    "        pass\n",
    "    return\n",
    "\n",
    "def parse_attack(attack):\n",
    "    pattern = re.compile(r'Attack: ' \\\n",
    "                         + r'+(\\d+) to hit, ' \\\n",
    "                         + r'(.*)ft\\.\\W?, ' \\\n",
    "                         + r''\n",
    "                        )\n",
    "    return attack\n",
    "\n",
    "\n",
    "def parse_result(result):\n",
    "    return ''\n",
    "\n",
    "\n",
    "actions_df.desc.apply(parse_desc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Aboleth', 'Tail')\n",
      "15.5 8.75\n",
      "\n",
      "\n",
      "('Aboleth', 'Tentacle')\n",
      "12.0 5.83333333333\n",
      "\n",
      "\n",
      "('Acolyte', 'Club')\n",
      "2.5 1.25\n",
      "\n",
      "\n",
      "('Adult Black Dragon', 'Acid Breath (Recharge 5-6)')\n",
      "54.0 63.0\n",
      "\n",
      "\n",
      "('Adult Black Dragon', 'Bite')\n",
      "21.5 21.75\n",
      "\n",
      "\n",
      "('Adult Black Dragon', 'Claw')\n",
      "13.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Black Dragon', 'Tail')\n",
      "15.0 10.5\n",
      "\n",
      "\n",
      "('Adult Blue Dracolich', 'Bite')\n",
      "23.5 24.75\n",
      "\n",
      "\n",
      "('Adult Blue Dracolich', 'Claw')\n",
      "14.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Blue Dracolich', 'Lightning Breath (Recharge 5-6)')\n",
      "66.0 99.0\n",
      "\n",
      "\n",
      "('Adult Blue Dracolich', 'Tail')\n",
      "16.0 10.5\n",
      "\n",
      "\n",
      "('Adult Blue Dragon', 'Bite')\n",
      "23.5 24.75\n",
      "\n",
      "\n",
      "('Adult Blue Dragon', 'Claw')\n",
      "14.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Blue Dragon', 'Lightning Breath (Recharge 5-6)')\n",
      "66.0 99.0\n",
      "\n",
      "\n",
      "('Adult Blue Dragon', 'Tail')\n",
      "16.0 10.5\n",
      "\n",
      "\n",
      "('Adult Brass Dragon', 'Bite')\n",
      "17.0 16.5\n",
      "\n",
      "\n",
      "('Adult Brass Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "45.5 37.9166666667\n",
      "\n",
      "\n",
      "('Adult Brass Dragon', 'Claw')\n",
      "13.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Brass Dragon', 'Tail')\n",
      "15.0 10.5\n",
      "\n",
      "\n",
      "('Adult Bronze Dragon', 'Bite')\n",
      "18.0 16.5\n",
      "\n",
      "\n",
      "('Adult Bronze Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "66.0 99.0\n",
      "\n",
      "\n",
      "('Adult Bronze Dragon', 'Claw')\n",
      "14.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Bronze Dragon', 'Tail')\n",
      "16.0 10.5\n",
      "\n",
      "\n",
      "('Adult Copper Dragon', 'Bite')\n",
      "17.0 16.5\n",
      "\n",
      "\n",
      "('Adult Copper Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "54.0 63.0\n",
      "\n",
      "\n",
      "('Adult Copper Dragon', 'Claw')\n",
      "13.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Copper Dragon', 'Tail')\n",
      "15.0 10.5\n",
      "\n",
      "\n",
      "('Adult Gold Dragon', 'Bite')\n",
      "19.0 16.5\n",
      "\n",
      "\n",
      "('Adult Gold Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "66.0 99.0\n",
      "\n",
      "\n",
      "('Adult Gold Dragon', 'Claw')\n",
      "15.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Gold Dragon', 'Tail')\n",
      "17.0 10.5\n",
      "\n",
      "\n",
      "('Adult Green Dragon', 'Bite')\n",
      "24.0 22.3333333333\n",
      "\n",
      "\n",
      "('Adult Green Dragon', 'Claw')\n",
      "13.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Green Dragon', 'Poison Breath (Recharge 5-6)')\n",
      "56.0 46.6666666667\n",
      "\n",
      "\n",
      "('Adult Green Dragon', 'Tail')\n",
      "15.0 10.5\n",
      "\n",
      "\n",
      "('Adult Red Dragon', 'Bite')\n",
      "26.0 22.3333333333\n",
      "\n",
      "\n",
      "('Adult Red Dragon', 'Claw')\n",
      "15.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Red Dragon', 'Fire Breath (Recharge 5-6)')\n",
      "63.0 52.5\n",
      "\n",
      "\n",
      "('Adult Red Dragon', 'Tail')\n",
      "17.0 10.5\n",
      "\n",
      "\n",
      "('Adult Silver Dragon', 'Bite')\n",
      "19.0 16.5\n",
      "\n",
      "\n",
      "('Adult Silver Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "58.5 68.25\n",
      "\n",
      "\n",
      "('Adult Silver Dragon', 'Claw')\n",
      "15.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult Silver Dragon', 'Tail')\n",
      "17.0 10.5\n",
      "\n",
      "\n",
      "('Adult White Dragon', 'Bite')\n",
      "21.5 21.75\n",
      "\n",
      "\n",
      "('Adult White Dragon', 'Claw')\n",
      "13.0 5.83333333333\n",
      "\n",
      "\n",
      "('Adult White Dragon', 'Cold Breath (Recharge 5-6)')\n",
      "54.0 63.0\n",
      "\n",
      "\n",
      "('Adult White Dragon', 'Tail')\n",
      "15.0 10.5\n",
      "\n",
      "\n",
      "('Air Elemental', 'Slam')\n",
      "14.0 10.5\n",
      "\n",
      "\n",
      "('Ancient Black Dragon', 'Bite')\n",
      "28.0 27.0\n",
      "\n",
      "\n",
      "('Ancient Black Dragon', 'Claw')\n",
      "15.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ancient Black Dragon', 'Tail')\n",
      "17.0 10.5\n",
      "\n",
      "\n",
      "('Ancient Blue Dragon', 'Bite')\n",
      "31.0 33.0\n",
      "\n",
      "\n",
      "('Ancient Blue Dragon', 'Claw')\n",
      "16.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ancient Blue Dragon', 'Lightning Breath (Recharge 5-6)')\n",
      "88.0 132.0\n",
      "\n",
      "\n",
      "('Ancient Blue Dragon', 'Tail')\n",
      "18.0 10.5\n",
      "\n",
      "\n",
      "('Ancient Brass Dragon', 'Bite')\n",
      "19.0 16.5\n",
      "\n",
      "\n",
      "('Ancient Brass Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "56.0 46.6666666667\n",
      "\n",
      "\n",
      "('Ancient Brass Dragon', 'Claw')\n",
      "15.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ancient Brass Dragon', 'Tail')\n",
      "17.0 10.5\n",
      "\n",
      "\n",
      "('Ancient Bronze Dragon', 'Bite')\n",
      "20.0 16.5\n",
      "\n",
      "\n",
      "('Ancient Bronze Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "88.0 132.0\n",
      "\n",
      "\n",
      "('Ancient Bronze Dragon', 'Claw')\n",
      "12.5 2.91666666667\n",
      "\n",
      "\n",
      "('Ancient Bronze Dragon', 'Tail')\n",
      "18.0 10.5\n",
      "\n",
      "\n",
      "('Ancient Copper Dragon', 'Bite')\n",
      "19.0 16.5\n",
      "\n",
      "\n",
      "('Ancient Copper Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "63.0 73.5\n",
      "\n",
      "\n",
      "('Ancient Copper Dragon', 'Claw')\n",
      "15.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ancient Copper Dragon', 'Tail')\n",
      "17.0 10.5\n",
      "\n",
      "\n",
      "('Ancient Gold Dragon', 'Bite')\n",
      "21.0 16.5\n",
      "\n",
      "\n",
      "('Ancient Gold Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "71.5 107.25\n",
      "\n",
      "\n",
      "('Ancient Gold Dragon', 'Claw')\n",
      "17.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ancient Gold Dragon', 'Tail')\n",
      "19.0 10.5\n",
      "\n",
      "\n",
      "('Ancient Green Dragon', 'Bite')\n",
      "30.5 25.25\n",
      "\n",
      "\n",
      "('Ancient Green Dragon', 'Claw')\n",
      "22.0 11.6666666667\n",
      "\n",
      "\n",
      "('Ancient Green Dragon', 'Poison Breath (Recharge 5-6)')\n",
      "77.0 64.1666666667\n",
      "\n",
      "\n",
      "('Ancient Green Dragon', 'Tail')\n",
      "17.0 10.5\n",
      "\n",
      "\n",
      "('Ancient Red Dragon', 'Bite')\n",
      "35.0 28.1666666667\n",
      "\n",
      "\n",
      "('Ancient Red Dragon', 'Claw')\n",
      "17.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ancient Red Dragon', 'Fire Breath (Recharge 5-6)')\n",
      "91.0 75.8333333333\n",
      "\n",
      "\n",
      "('Ancient Red Dragon', 'Tail')\n",
      "19.0 10.5\n",
      "\n",
      "\n",
      "('Ancient Silver Dragon', 'Bite')\n",
      "21.0 16.5\n",
      "\n",
      "\n",
      "('Ancient Silver Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "67.5 78.75\n",
      "\n",
      "\n",
      "('Ancient Silver Dragon', 'Claw')\n",
      "17.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ancient Silver Dragon', 'Tail')\n",
      "19.0 10.5\n",
      "\n",
      "\n",
      "('Ancient White Dragon', 'Bite')\n",
      "28.0 27.0\n",
      "\n",
      "\n",
      "('Ancient White Dragon', 'Claw')\n",
      "15.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ancient White Dragon', 'Cold Breath (Recharge 5-6)')\n",
      "72.0 84.0\n",
      "\n",
      "\n",
      "('Ancient White Dragon', 'Tail')\n",
      "17.0 10.5\n",
      "\n",
      "\n",
      "('Androsphinx', 'Claw')\n",
      "17.0 16.5\n",
      "\n",
      "\n",
      "('Animated Armor', 'Slam')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Ankheg', 'Acid Spray (Recharge 6)')\n",
      "10.5 8.75\n",
      "\n",
      "\n",
      "('Ankheg', 'Bite')\n",
      "13.5 8.75\n",
      "\n",
      "\n",
      "('Ape', 'Fist')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Ape', 'Rock')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Archmage', 'Dagger')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Assassin', 'Light Crossbow')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Assassin', 'Shortsword')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Awakened Shrub', 'Rake')\n",
      "1.5 1.25\n",
      "\n",
      "\n",
      "('Awakened Tree', 'Slam')\n",
      "14.5 8.75\n",
      "\n",
      "\n",
      "('Axe Beak', 'Beak')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Azer', 'Warhammer')\n",
      "11.0 8.16666666667\n",
      "\n",
      "\n",
      "('Baboon', 'Bite')\n",
      "1.5 1.25\n",
      "\n",
      "\n",
      "('Balor', 'Longsword')\n",
      "35.0 31.5\n",
      "\n",
      "\n",
      "('Balor', 'Whip')\n",
      "25.5 14.5833333333\n",
      "\n",
      "\n",
      "('Bandit', 'Light Crossbow')\n",
      "5.5 5.25\n",
      "\n",
      "\n",
      "('Bandit', 'Scimitar')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Bandit Captain', 'Dagger')\n",
      "5.5 1.25\n",
      "\n",
      "\n",
      "('Bandit Captain', 'Scimitar')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Barbed Devil', 'Claw')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Barbed Devil', 'Hurl Flame')\n",
      "10.5 8.75\n",
      "\n",
      "\n",
      "('Barbed Devil', 'Tail')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Basilisk', 'Bite')\n",
      "17.0 11.6666666667\n",
      "\n",
      "\n",
      "('Bearded Devil', 'Beard')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Bearded Devil', 'Glaive')\n",
      "8.5 8.25\n",
      "\n",
      "\n",
      "('Behir', 'Bite')\n",
      "22.5 24.75\n",
      "\n",
      "\n",
      "('Behir', 'Constrict')\n",
      "28.0 33.0\n",
      "\n",
      "\n",
      "('Behir', 'Lightning Breath (Recharge 5-6)')\n",
      "66.0 99.0\n",
      "\n",
      "\n",
      "('Behir', 'Swallow')\n",
      "21.0 17.5\n",
      "\n",
      "\n",
      "('Berserker', 'Greataxe')\n",
      "9.5 11.9166666667\n",
      "\n",
      "\n",
      "('Black Bear', 'Bite')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Black Bear', 'Claws')\n",
      "7.0 2.5\n",
      "\n",
      "\n",
      "('Black Dragon Wyrmling', 'Acid Breath (Recharge 5-6)')\n",
      "22.5 26.25\n",
      "\n",
      "\n",
      "('Black Dragon Wyrmling', 'Bite')\n",
      "7.5 8.25\n",
      "\n",
      "\n",
      "('Black Pudding', 'Pseudopod')\n",
      "24.5 23.9166666667\n",
      "\n",
      "\n",
      "('Blink Dog', 'Bite')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Blood Hawk', 'Beak')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Blue Dragon Wyrmling', 'Bite')\n",
      "12.0 11.1666666667\n",
      "\n",
      "\n",
      "('Blue Dragon Wyrmling', 'Lightning Breath (Recharge 5-6)')\n",
      "22.0 33.0\n",
      "\n",
      "\n",
      "('Boar', 'Tusk')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Bone Devil', 'Claw')\n",
      "8.5 5.25\n",
      "\n",
      "\n",
      "('Bone Devil', 'Sting')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Brass Dragon Wyrmling', 'Bite')\n",
      "7.5 8.25\n",
      "\n",
      "\n",
      "('Brass Dragon Wyrmling', 'Breath Weapons (Recharge 5-6)')\n",
      "14.0 11.6666666667\n",
      "\n",
      "\n",
      "('Bronze Dragon Wyrmling', 'Bite')\n",
      "8.5 8.25\n",
      "\n",
      "\n",
      "('Bronze Dragon Wyrmling', 'Breath Weapons (Recharge 5-6)')\n",
      "16.5 24.75\n",
      "\n",
      "\n",
      "('Brown Bear', 'Bite')\n",
      "8.5 5.25\n",
      "\n",
      "\n",
      "('Brown Bear', 'Claws')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Bugbear', 'Javelin')\n",
      "9.0 5.83333333333\n",
      "\n",
      "\n",
      "('Bugbear', 'Morningstar')\n",
      "11.0 10.5\n",
      "\n",
      "\n",
      "('Bulette', 'Bite')\n",
      "30.0 47.6666666667\n",
      "\n",
      "\n",
      "('Camel', 'Bite')\n",
      "2.5 1.25\n",
      "\n",
      "\n",
      "('Carrion Crawler', 'Bite')\n",
      "7.0 2.5\n",
      "\n",
      "\n",
      "('Carrion Crawler', 'Tentacles')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Cave Bear', 'Bite')\n",
      "9.5 5.25\n",
      "\n",
      "\n",
      "('Cave Bear', 'Claws')\n",
      "12.0 5.83333333333\n",
      "\n",
      "\n",
      "('Centaur', 'Hooves')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Centaur', 'Longbow')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Centaur', 'Pike')\n",
      "9.5 8.25\n",
      "\n",
      "\n",
      "('Chain Devil', 'Chain')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Chimera', 'Bite')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Chimera', 'Claws')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Chimera', 'Fire Breath (Recharge 5-6)')\n",
      "31.5 36.75\n",
      "\n",
      "\n",
      "('Chimera', 'Horns')\n",
      "10.5 11.9166666667\n",
      "\n",
      "\n",
      "('Chuul', 'Pincer')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Clay Golem', 'Slam')\n",
      "16.0 16.5\n",
      "\n",
      "\n",
      "('Cloaker', 'Bite')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Cloaker', 'Tail')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Cloud Giant', 'Morningstar')\n",
      "21.5 15.75\n",
      "\n",
      "\n",
      "('Cloud Giant', 'Rock')\n",
      "30.0 33.0\n",
      "\n",
      "\n",
      "('Cockatrice', 'Bite')\n",
      "3.5 1.25\n",
      "\n",
      "\n",
      "('Commoner', 'Club')\n",
      "2.5 1.25\n",
      "\n",
      "\n",
      "('Constrictor Snake', 'Bite')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Constrictor Snake', 'Constrict')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Copper Dragon Wyrmling', 'Bite')\n",
      "7.5 8.25\n",
      "\n",
      "\n",
      "('Copper Dragon Wyrmling', 'Breath Weapons (Recharge 5-6)')\n",
      "18.0 21.0\n",
      "\n",
      "\n",
      "('Couatl', 'Bite')\n",
      "8.5 2.91666666667\n",
      "\n",
      "\n",
      "('Couatl', 'Constrict')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Crocodile', 'Bite')\n",
      "7.5 8.25\n",
      "\n",
      "\n",
      "('Cult Fanatic', 'Dagger')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Cultist', 'Scimitar')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Darkmantle', 'Crush')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Death Dog', 'Bite')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Deep Gnome (Svirfneblin)', 'Poisoned Dart')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Deep Gnome (Svirfneblin)', 'War Pick')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Deer', 'Bite')\n",
      "2.5 1.25\n",
      "\n",
      "\n",
      "('Deva', 'Mace')\n",
      "25.5 23.9166666667\n",
      "\n",
      "\n",
      "('Dire Wolf', 'Bite')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Djinni', 'Scimitar')\n",
      "15.5 8.75\n",
      "\n",
      "\n",
      "('Doppelganger', 'Slam')\n",
      "7.5 2.91666666667\n",
      "\n",
      "\n",
      "('Draft Horse', 'Hooves')\n",
      "9.0 2.5\n",
      "\n",
      "\n",
      "('Dragon Turtle', 'Bite')\n",
      "26.5 35.75\n",
      "\n",
      "\n",
      "('Dragon Turtle', 'Claw')\n",
      "16.0 10.5\n",
      "\n",
      "\n",
      "('Dragon Turtle', 'Steam Breath (Recharge 5-6)')\n",
      "52.5 43.75\n",
      "\n",
      "\n",
      "('Dragon Turtle', 'Tail')\n",
      "26.5 35.75\n",
      "\n",
      "\n",
      "('Dretch', 'Bite')\n",
      "3.5 2.91666666667\n",
      "\n",
      "\n",
      "('Dretch', 'Claws')\n",
      "5.0 2.5\n",
      "\n",
      "\n",
      "('Drider', 'Bite')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Drider', 'Longbow')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Drider', 'Longsword')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Drow', 'Hand Crossbow')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Drow', 'Shortsword')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Druid', 'Quarterstaff')\n",
      "3.5 2.91666666667\n",
      "\n",
      "\n",
      "('Dryad', 'Club')\n",
      "2.5 1.25\n",
      "\n",
      "\n",
      "('Duergar', 'Javelin')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Duergar', 'War Pick')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Dust Mephit', 'Claws')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Eagle', 'Talons')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Earth Elemental', 'Slam')\n",
      "14.0 10.5\n",
      "\n",
      "\n",
      "('Efreeti', 'Hurl Flame')\n",
      "17.5 14.5833333333\n",
      "\n",
      "\n",
      "('Efreeti', 'Scimitar')\n",
      "20.0 11.6666666667\n",
      "\n",
      "\n",
      "('Elephant', 'Gore')\n",
      "19.5 15.75\n",
      "\n",
      "\n",
      "('Elephant', 'Stomp')\n",
      "22.5 24.75\n",
      "\n",
      "\n",
      "('Erinyes', 'Longbow')\n",
      "21.0 21.0\n",
      "\n",
      "\n",
      "('Erinyes', 'Longsword')\n",
      "22.0 21.0\n",
      "\n",
      "\n",
      "('Ettercap', 'Bite')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Ettercap', 'Claws')\n",
      "7.0 2.5\n",
      "\n",
      "\n",
      "('Ettin', 'Battleaxe')\n",
      "14.0 10.5\n",
      "\n",
      "\n",
      "('Ettin', 'Morningstar')\n",
      "14.0 10.5\n",
      "\n",
      "\n",
      "('Fire Elemental', 'Touch')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Fire Giant', 'Greatsword')\n",
      "28.0 17.5\n",
      "\n",
      "\n",
      "('Fire Giant', 'Rock')\n",
      "29.0 33.0\n",
      "\n",
      "\n",
      "('Flesh Golem', 'Slam')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Flying Sword', 'Longsword')\n",
      "5.5 5.25\n",
      "\n",
      "\n",
      "('Frost Giant', 'Greataxe')\n",
      "25.5 35.75\n",
      "\n",
      "\n",
      "('Frost Giant', 'Rock')\n",
      "28.0 33.0\n",
      "\n",
      "\n",
      "('Gargoyle', 'Bite')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Gargoyle', 'Claws')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Gelatinous Cube', 'Pseudopod')\n",
      "10.5 8.75\n",
      "\n",
      "\n",
      "('Ghast', 'Bite')\n",
      "12.0 10.5\n",
      "\n",
      "\n",
      "('Ghast', 'Claws')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ghost', 'Withering Touch')\n",
      "17.0 11.6666666667\n",
      "\n",
      "\n",
      "('Ghoul', 'Bite')\n",
      "9.0 5.83333333333\n",
      "\n",
      "\n",
      "('Giant Ape', 'Fist')\n",
      "22.5 24.75\n",
      "\n",
      "\n",
      "('Giant Ape', 'Rock')\n",
      "30.5 20.4166666667\n",
      "\n",
      "\n",
      "('Giant Badger', 'Bite')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Giant Badger', 'Claws')\n",
      "6.0 2.5\n",
      "\n",
      "\n",
      "('Giant Bat', 'Bite')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Giant Boar', 'Tusk')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Giant Centipede', 'Bite')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Giant Constrictor Snake', 'Bite')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Giant Constrictor Snake', 'Constrict')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Giant Crab', 'Claw')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Giant Crocodile', 'Bite')\n",
      "21.5 24.75\n",
      "\n",
      "\n",
      "('Giant Crocodile', 'Tail')\n",
      "14.0 10.5\n",
      "\n",
      "\n",
      "('Giant Eagle', 'Beak')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Giant Eagle', 'Talons')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Giant Elk', 'Hooves')\n",
      "22.0 21.0\n",
      "\n",
      "\n",
      "('Giant Elk', 'Ram')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Giant Fire Beetle', 'Bite')\n",
      "2.5 2.91666666667\n",
      "\n",
      "\n",
      "('Giant Frog', 'Bite')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Giant Goat', 'Ram')\n",
      "8.0 2.5\n",
      "\n",
      "\n",
      "('Giant Hyena', 'Bite')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Giant Lizard', 'Bite')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Giant Octopus', 'Tentacles')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Giant Owl', 'Talons')\n",
      "8.0 5.83333333333\n",
      "\n",
      "\n",
      "('Giant Poisonous Snake', 'Bite')\n",
      "6.5 1.25\n",
      "\n",
      "\n",
      "('Giant Rat', 'Bite')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Giant Rat (Diseased)', 'Bite')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Giant Scorpion', 'Claw')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Giant Scorpion', 'Sting')\n",
      "7.5 8.25\n",
      "\n",
      "\n",
      "('Giant Sea Horse', 'Ram')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Giant Shark', 'Bite')\n",
      "22.5 24.75\n",
      "\n",
      "\n",
      "('Giant Spider', 'Bite')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Giant Toad', 'Bite')\n",
      "7.5 8.25\n",
      "\n",
      "\n",
      "('Giant Vulture', 'Beak')\n",
      "7.0 2.5\n",
      "\n",
      "\n",
      "('Giant Vulture', 'Talons')\n",
      "9.0 5.83333333333\n",
      "\n",
      "\n",
      "('Giant Wasp', 'Sting')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Giant Weasel', 'Bite')\n",
      "5.5 1.25\n",
      "\n",
      "\n",
      "('Giant Wolf Spider', 'Bite')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Gibbering Mouther', 'Bites')\n",
      "17.5 14.5833333333\n",
      "\n",
      "\n",
      "('Glabrezu', 'Fist')\n",
      "7.0 2.5\n",
      "\n",
      "\n",
      "('Glabrezu', 'Pincer')\n",
      "16.0 16.5\n",
      "\n",
      "\n",
      "('Gladiator', 'Shield Bash')\n",
      "9.0 2.5\n",
      "\n",
      "\n",
      "('Gladiator', 'Spear')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Gnoll', 'Bite')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Gnoll', 'Longbow')\n",
      "5.5 5.25\n",
      "\n",
      "\n",
      "('Gnoll', 'Spear')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Goat', 'Ram')\n",
      "3.5 1.25\n",
      "\n",
      "\n",
      "('Goblin', 'Scimitar')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Goblin', 'Shortbow')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Gold Dragon Wyrmling', 'Bite')\n",
      "9.5 8.25\n",
      "\n",
      "\n",
      "('Gold Dragon Wyrmling', 'Breath Weapons (Recharge 5-6)')\n",
      "22.0 33.0\n",
      "\n",
      "\n",
      "('Gorgon', 'Gore')\n",
      "18.0 23.8333333333\n",
      "\n",
      "\n",
      "('Gorgon', 'Hooves')\n",
      "16.0 16.5\n",
      "\n",
      "\n",
      "('Gray Ooze', 'Pseudopod')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Green Dragon Wyrmling', 'Bite')\n",
      "12.0 11.1666666667\n",
      "\n",
      "\n",
      "('Green Dragon Wyrmling', 'Poison Breath (Recharge 5-6)')\n",
      "21.0 17.5\n",
      "\n",
      "\n",
      "('Green Hag', 'Claws')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Grick', 'Beak')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Grick', 'Tentacles')\n",
      "9.0 5.83333333333\n",
      "\n",
      "\n",
      "('Griffon', 'Beak')\n",
      "8.5 5.25\n",
      "\n",
      "\n",
      "('Griffon', 'Claws')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Grimlock', 'Spiked Bone Club')\n",
      "10.0 2.5\n",
      "\n",
      "\n",
      "('Guard', 'Spear')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Guardian Naga', 'Bite')\n",
      "8.5 5.25\n",
      "\n",
      "\n",
      "('Guardian Naga', 'Spit Poison')\n",
      "45.0 52.5\n",
      "\n",
      "\n",
      "('Gynosphinx', 'Claw')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Half-Red Dragon Veteran', 'Fire Breath (Recharge 5-6)')\n",
      "24.5 20.4166666667\n",
      "\n",
      "\n",
      "('Half-Red Dragon Veteran', 'Heavy Crossbow')\n",
      "6.5 8.25\n",
      "\n",
      "\n",
      "('Half-Red Dragon Veteran', 'Longsword')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Half-Red Dragon Veteran', 'Shortsword')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Harpy', 'Claws')\n",
      "6.0 2.5\n",
      "\n",
      "\n",
      "('Harpy', 'Club')\n",
      "3.5 1.25\n",
      "\n",
      "\n",
      "('Hell Hound', 'Bite')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Hell Hound', 'Fire Breath (Recharge 5-6)')\n",
      "21.0 17.5\n",
      "\n",
      "\n",
      "('Hezrou', 'Bite')\n",
      "15.0 16.5\n",
      "\n",
      "\n",
      "('Hezrou', 'Claws')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Hill Giant', 'Greatclub')\n",
      "18.5 15.75\n",
      "\n",
      "\n",
      "('Hill Giant', 'Rock')\n",
      "21.5 24.75\n",
      "\n",
      "\n",
      "('Hippogriff', 'Beak')\n",
      "8.5 8.25\n",
      "\n",
      "\n",
      "('Hippogriff', 'Claws')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Hobgoblin', 'Longbow')\n",
      "5.5 5.25\n",
      "\n",
      "\n",
      "('Hobgoblin', 'Longsword')\n",
      "5.5 5.25\n",
      "\n",
      "\n",
      "('Horned Devil', 'Fork')\n",
      "15.0 10.5\n",
      "\n",
      "\n",
      "('Horned Devil', 'Hurl Flame')\n",
      "14.0 11.6666666667\n",
      "\n",
      "\n",
      "('Horned Devil', 'Tail')\n",
      "10.5 5.25\n",
      "\n",
      "\n",
      "('Hunter Shark', 'Bite')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Hydra', 'Bite')\n",
      "10.5 8.25\n",
      "\n",
      "\n",
      "('Hyena', 'Bite')\n",
      "3.5 2.91666666667\n",
      "\n",
      "\n",
      "('Ice Devil', 'Bite')\n",
      "22.5 14.5833333333\n",
      "\n",
      "\n",
      "('Ice Devil', 'Claws')\n",
      "20.5 11.25\n",
      "\n",
      "\n",
      "('Ice Devil', 'Tail')\n",
      "22.5 14.5833333333\n",
      "\n",
      "\n",
      "('Ice Mephit', 'Claws')\n",
      "3.5 1.25\n",
      "\n",
      "\n",
      "('Imp', 'Sting (Bite in Beast Form)')\n",
      "5.5 1.25\n",
      "\n",
      "\n",
      "('Invisible Stalker', 'Slam')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Iron Golem', 'Poison Breath (Recharge 5-6)')\n",
      "45.0 52.5\n",
      "\n",
      "\n",
      "('Iron Golem', 'Slam')\n",
      "20.5 15.75\n",
      "\n",
      "\n",
      "('Iron Golem', 'Sword')\n",
      "23.5 24.75\n",
      "\n",
      "\n",
      "('Jackal', 'Bite')\n",
      "1.5 1.25\n",
      "\n",
      "\n",
      "('Knight', 'Greatsword')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Knight', 'Heavy Crossbow')\n",
      "5.5 8.25\n",
      "\n",
      "\n",
      "('Kobold', 'Dagger')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Kobold', 'Sling')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Kraken', 'Bite')\n",
      "23.5 15.75\n",
      "\n",
      "\n",
      "('Kraken', 'Lightning Storm')\n",
      "22.0 33.0\n",
      "\n",
      "\n",
      "('Kraken', 'Tentacle')\n",
      "20.5 8.75\n",
      "\n",
      "\n",
      "('Lamia', 'Claws')\n",
      "14.0 16.5\n",
      "\n",
      "\n",
      "('Lamia', 'Dagger')\n",
      "5.5 1.25\n",
      "\n",
      "\n",
      "('Lemure', 'Fist')\n",
      "2.5 1.25\n",
      "\n",
      "\n",
      "('Lich', 'Paralyzing Touch')\n",
      "10.5 8.75\n",
      "\n",
      "\n",
      "('Lion', 'Bite')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Lion', 'Claw')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Lizardfolk', 'Bite')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Lizardfolk', 'Heavy Club')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Lizardfolk', 'Javelin')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Lizardfolk', 'Spiked Shield')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Mage', 'Dagger')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Magma Mephit', 'Claws')\n",
      "3.5 1.25\n",
      "\n",
      "\n",
      "('Magmin', 'Touch')\n",
      "7.0 5.83333333333\n",
      "\n",
      "\n",
      "('Mammoth', 'Gore')\n",
      "25.0 21.0\n",
      "\n",
      "\n",
      "('Mammoth', 'Stomp')\n",
      "29.0 33.0\n",
      "\n",
      "\n",
      "('Manticore', 'Bite')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Manticore', 'Claw')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Manticore', 'Tail Spike')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Marilith', 'Longsword')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Marilith', 'Tail')\n",
      "15.0 16.5\n",
      "\n",
      "\n",
      "('Mastiff', 'Bite')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Medusa', 'Longbow')\n",
      "7.0 5.83333333333\n",
      "\n",
      "\n",
      "('Medusa', 'Shortsword')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Medusa', 'Snake Hair')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Merfolk', 'Spear')\n",
      "3.5 2.91666666667\n",
      "\n",
      "\n",
      "('Merrow', 'Bite')\n",
      "8.5 5.25\n",
      "\n",
      "\n",
      "('Merrow', 'Claws')\n",
      "9.0 2.5\n",
      "\n",
      "\n",
      "('Merrow', 'Harpoon')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Mimic', 'Bite')\n",
      "12.0 10.5\n",
      "\n",
      "\n",
      "('Mimic', 'Pseudopod')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Minotaur', 'Gore')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Minotaur', 'Greataxe')\n",
      "17.0 23.8333333333\n",
      "\n",
      "\n",
      "('Minotaur Skeleton', 'Gore')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Minotaur Skeleton', 'Greataxe')\n",
      "17.0 23.8333333333\n",
      "\n",
      "\n",
      "('Mule', 'Hooves')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Mummy', 'Rotting Fist')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Mummy Lord', 'Rotting Fist')\n",
      "35.5 26.25\n",
      "\n",
      "\n",
      "('Nalfeshnee', 'Bite')\n",
      "32.5 41.25\n",
      "\n",
      "\n",
      "('Nalfeshnee', 'Claw')\n",
      "15.5 8.75\n",
      "\n",
      "\n",
      "('Night Hag', 'Claws (Hag Form Only)')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Nightmare', 'Hooves')\n",
      "20.0 16.3333333333\n",
      "\n",
      "\n",
      "('Noble', 'Rapier')\n",
      "5.5 5.25\n",
      "\n",
      "\n",
      "('Ochre Jelly', 'Pseudopod')\n",
      "9.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ogre', 'Greatclub')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Ogre', 'Javelin')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Ogre Zombie', 'Morningstar')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Oni', 'Claw (Oni Form Only)')\n",
      "8.5 5.25\n",
      "\n",
      "\n",
      "('Oni', 'Glaive')\n",
      "15.0 16.5\n",
      "\n",
      "\n",
      "('Orc', 'Greataxe')\n",
      "9.5 11.9166666667\n",
      "\n",
      "\n",
      "('Orc', 'Javelin')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Otyugh', 'Bite')\n",
      "12.0 10.5\n",
      "\n",
      "\n",
      "('Otyugh', 'Tentacle')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Owlbear', 'Beak')\n",
      "10.5 8.25\n",
      "\n",
      "\n",
      "('Owlbear', 'Claws')\n",
      "14.0 10.5\n",
      "\n",
      "\n",
      "('Panther', 'Bite')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Panther', 'Claw')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Pegasus', 'Hooves')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Phase Spider', 'Bite')\n",
      "7.5 8.25\n",
      "\n",
      "\n",
      "('Pit Fiend', 'Bite')\n",
      "22.0 11.6666666667\n",
      "\n",
      "\n",
      "('Pit Fiend', 'Claw')\n",
      "17.0 10.5\n",
      "\n",
      "\n",
      "('Pit Fiend', 'Mace')\n",
      "15.0 5.83333333333\n",
      "\n",
      "\n",
      "('Pit Fiend', 'Tail')\n",
      "24.5 24.75\n",
      "\n",
      "\n",
      "('Planetar', 'Greatsword')\n",
      "43.5 37.9166666667\n",
      "\n",
      "\n",
      "('Plesiosaurus', 'Bite')\n",
      "14.5 8.75\n",
      "\n",
      "\n",
      "('Polar Bear', 'Bite')\n",
      "9.5 5.25\n",
      "\n",
      "\n",
      "('Polar Bear', 'Claws')\n",
      "12.0 5.83333333333\n",
      "\n",
      "\n",
      "('Pony', 'Hooves')\n",
      "7.0 2.5\n",
      "\n",
      "\n",
      "('Priest', 'Mace')\n",
      "3.5 2.91666666667\n",
      "\n",
      "\n",
      "('Pseudodragon', 'Bite')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Pseudodragon', 'Sting')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Purple Worm', 'Bite')\n",
      "22.5 15.75\n",
      "\n",
      "\n",
      "('Purple Worm', 'Tail Stinger')\n",
      "19.5 8.75\n",
      "\n",
      "\n",
      "('Quasit', 'Claw (Bite in Beast Form)')\n",
      "5.5 1.25\n",
      "\n",
      "\n",
      "('Rakshasa', 'Claw')\n",
      "9.0 5.83333333333\n",
      "\n",
      "\n",
      "('Red Dragon Wyrmling', 'Bite')\n",
      "13.0 11.1666666667\n",
      "\n",
      "\n",
      "('Red Dragon Wyrmling', 'Fire Breath (Recharge 5-6)')\n",
      "24.5 20.4166666667\n",
      "\n",
      "\n",
      "('Reef Shark', 'Bite')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Remorhaz', 'Bite')\n",
      "50.5 58.25\n",
      "\n",
      "\n",
      "('Rhinoceros', 'Gore')\n",
      "14.0 10.5\n",
      "\n",
      "\n",
      "('Riding Horse', 'Hooves')\n",
      "8.0 2.5\n",
      "\n",
      "\n",
      "('Roc', 'Beak')\n",
      "27.0 21.0\n",
      "\n",
      "\n",
      "('Roc', 'Talons')\n",
      "23.0 11.6666666667\n",
      "\n",
      "\n",
      "('Roper', 'Bite')\n",
      "22.0 21.0\n",
      "\n",
      "\n",
      "('Rug of Smothering', 'Smother')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Rust Monster', 'Bite')\n",
      "5.5 5.25\n",
      "\n",
      "\n",
      "('Saber-Toothed Tiger', 'Bite')\n",
      "10.5 8.25\n",
      "\n",
      "\n",
      "('Saber-Toothed Tiger', 'Claw')\n",
      "12.0 5.83333333333\n",
      "\n",
      "\n",
      "('Sahuagin', 'Bite')\n",
      "3.5 1.25\n",
      "\n",
      "\n",
      "('Sahuagin', 'Claws')\n",
      "3.5 1.25\n",
      "\n",
      "\n",
      "('Sahuagin', 'Spear')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Salamander', 'Spear')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Salamander', 'Tail')\n",
      "18.0 11.6666666667\n",
      "\n",
      "\n",
      "('Satyr', 'Ram')\n",
      "6.0 2.5\n",
      "\n",
      "\n",
      "('Satyr', 'Shortbow')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Satyr', 'Shortsword')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Scout', 'Longbow')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Scout', 'Shortsword')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Sea Hag', 'Claws')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Shadow', 'Strength Drain')\n",
      "9.0 5.83333333333\n",
      "\n",
      "\n",
      "('Shambling Mound', 'Slam')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Shield Guardian', 'Fist')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Silver Dragon Wyrmling', 'Bite')\n",
      "9.5 8.25\n",
      "\n",
      "\n",
      "('Silver Dragon Wyrmling', 'Breath Weapons (Recharge 5-6)')\n",
      "18.0 21.0\n",
      "\n",
      "\n",
      "('Skeleton', 'Shortbow')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Skeleton', 'Shortsword')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Solar', 'Greatsword')\n",
      "49.0 43.1666666667\n",
      "\n",
      "\n",
      "('Solar', 'Slaying Longbow')\n",
      "42.0 42.0\n",
      "\n",
      "\n",
      "('Specter', 'Life Drain')\n",
      "10.5 8.75\n",
      "\n",
      "\n",
      "('Spirit Naga', 'Bite')\n",
      "7.5 2.91666666667\n",
      "\n",
      "\n",
      "('Spy', 'Hand Crossbow')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Spy', 'Shortsword')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Steam Mephit', 'Claws')\n",
      "5.0 2.5\n",
      "\n",
      "\n",
      "('Stirge', 'Blood Drain')\n",
      "5.5 1.25\n",
      "\n",
      "\n",
      "('Stone Giant', 'Greatclub')\n",
      "19.5 15.75\n",
      "\n",
      "\n",
      "('Stone Giant', 'Rock')\n",
      "28.0 33.0\n",
      "\n",
      "\n",
      "('Stone Golem', 'Slam')\n",
      "19.5 15.75\n",
      "\n",
      "\n",
      "('Storm Giant', 'Greatsword')\n",
      "30.0 17.5\n",
      "\n",
      "\n",
      "('Storm Giant', 'Lightning Strike (Recharge 5-6)')\n",
      "54.0 63.0\n",
      "\n",
      "\n",
      "('Storm Giant', 'Rock')\n",
      "35.0 47.6666666667\n",
      "\n",
      "\n",
      "('Succubus/Incubus', 'Claw (Fiend Form Only)')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Succubus/Incubus', 'Draining Kiss')\n",
      "32.5 41.25\n",
      "\n",
      "\n",
      "('Swarm of Bats', 'Bites')\n",
      "5.0 2.5\n",
      "\n",
      "\n",
      "('Swarm of Beetles', 'Bites')\n",
      "10.0 5.0\n",
      "\n",
      "\n",
      "('Swarm of Centipedes', 'Bites')\n",
      "10.0 5.0\n",
      "\n",
      "\n",
      "('Swarm of Insects', 'Bites')\n",
      "10.0 5.0\n",
      "\n",
      "\n",
      "('Swarm of Poisonous Snakes', 'Bites')\n",
      "7.0 5.83333333333\n",
      "\n",
      "\n",
      "('Swarm of Quippers', 'Bites')\n",
      "14.0 11.6666666667\n",
      "\n",
      "\n",
      "('Swarm of Rats', 'Bites')\n",
      "7.0 5.83333333333\n",
      "\n",
      "\n",
      "('Swarm of Ravens', 'Beaks')\n",
      "7.0 5.83333333333\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Swarm of Spiders', 'Bites')\n",
      "10.0 5.0\n",
      "\n",
      "\n",
      "('Swarm of Wasps', 'Bites')\n",
      "10.0 5.0\n",
      "\n",
      "\n",
      "('Tarrasque', 'Bite')\n",
      "36.0 47.6666666667\n",
      "\n",
      "\n",
      "('Tarrasque', 'Claw')\n",
      "28.0 21.0\n",
      "\n",
      "\n",
      "('Tarrasque', 'Horns')\n",
      "32.0 33.0\n",
      "\n",
      "\n",
      "('Tarrasque', 'Tail')\n",
      "24.0 11.6666666667\n",
      "\n",
      "\n",
      "('Thug', 'Heavy Crossbow')\n",
      "5.5 8.25\n",
      "\n",
      "\n",
      "('Thug', 'Mace')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Tiger', 'Bite')\n",
      "8.5 8.25\n",
      "\n",
      "\n",
      "('Treant', 'Rock')\n",
      "28.0 33.0\n",
      "\n",
      "\n",
      "('Treant', 'Slam')\n",
      "16.5 8.75\n",
      "\n",
      "\n",
      "('Tribal Warrior', 'Spear')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n",
      "('Triceratops', 'Gore')\n",
      "24.0 21.0\n",
      "\n",
      "\n",
      "('Triceratops', 'Stomp')\n",
      "22.5 24.75\n",
      "\n",
      "\n",
      "('Troll', 'Bite')\n",
      "7.5 2.91666666667\n",
      "\n",
      "\n",
      "('Troll', 'Claw')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Tyrannosaurus Rex', 'Bite')\n",
      "33.0 47.6666666667\n",
      "\n",
      "\n",
      "('Tyrannosaurus Rex', 'Tail')\n",
      "20.5 15.75\n",
      "\n",
      "\n",
      "('Unicorn', 'Hooves')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Unicorn', 'Horn')\n",
      "8.5 5.25\n",
      "\n",
      "\n",
      "('Vampire', 'Bite (Bat or Vampire Form Only)')\n",
      "18.0 11.6666666667\n",
      "\n",
      "\n",
      "('Vampire', 'Unarmed Strike (Vampire Form Only)')\n",
      "8.5 5.25\n",
      "\n",
      "\n",
      "('Vampire Spawn', 'Claws')\n",
      "8.0 2.5\n",
      "\n",
      "\n",
      "('Veteran', 'Heavy Crossbow')\n",
      "6.5 8.25\n",
      "\n",
      "\n",
      "('Veteran', 'Longsword')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Veteran', 'Shortsword')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Violet Fungus', 'Rotting Touch')\n",
      "4.5 5.25\n",
      "\n",
      "\n",
      "('Vrock', 'Beak')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Vrock', 'Talons')\n",
      "14.0 16.5\n",
      "\n",
      "\n",
      "('Vulture', 'Beak')\n",
      "2.5 1.25\n",
      "\n",
      "\n",
      "('Warhorse', 'Hooves')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Warhorse Skeleton', 'Hooves')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Water Elemental', 'Slam')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Werebear', 'Bite (Bear or Hybrid Form Only)')\n",
      "15.0 16.5\n",
      "\n",
      "\n",
      "('Werebear', 'Claw (Bear or Hybrid Form Only)')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Werebear', 'Greataxe (Humanoid or Hybrid Form Only)')\n",
      "10.5 11.9166666667\n",
      "\n",
      "\n",
      "('Wereboar', 'Maul (Humanoid or Hybrid Form Only)')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Wereboar', 'Tusks (Boar or Hybrid Form Only)')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Wererat', 'Bite (Rat or Hybrid Form Only).')\n",
      "4.5 1.25\n",
      "\n",
      "\n",
      "('Wererat', 'Hand Crossbow (Humanoid or Hybrid Form Only)')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Wererat', 'Shortsword (Humanoid or Hybrid Form Only)')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Weretiger', 'Bite (Tiger or Hybrid Form Only)')\n",
      "8.5 8.25\n",
      "\n",
      "\n",
      "('Weretiger', 'Claw (Tiger or Hybrid Form Only)')\n",
      "7.5 5.25\n",
      "\n",
      "\n",
      "('Weretiger', 'Longbow (Humanoid or Hybrid Form Only)')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Weretiger', 'Scimitar (Humanoid or Hybrid Form Only)')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Werewolf', 'Bite (Wolf or Hybrid Form Only)')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Werewolf', 'Claws (Hybrid Form Only)')\n",
      "7.0 2.5\n",
      "\n",
      "\n",
      "('Werewolf', 'Spear (Humanoid Form Only)')\n",
      "1.5 2.91666666667\n",
      "\n",
      "\n",
      "('White Dragon Wyrmling', 'Bite')\n",
      "10.0 9.5\n",
      "\n",
      "\n",
      "('White Dragon Wyrmling', 'Cold Breath (Recharge 5-6)')\n",
      "22.5 26.25\n",
      "\n",
      "\n",
      "('Wight', 'Life Drain')\n",
      "5.5 2.91666666667\n",
      "\n",
      "\n",
      "('Wight', 'Longbow')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "('Wight', 'Longsword')\n",
      "6.5 5.25\n",
      "\n",
      "\n",
      "(\"Will-o'-Wisp\", 'Shock')\n",
      "9.0 10.5\n",
      "\n",
      "\n",
      "('Winter Wolf', 'Bite')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Winter Wolf', 'Cold Breath (Recharge 5-6)')\n",
      "18.0 21.0\n",
      "\n",
      "\n",
      "('Wolf', 'Bite')\n",
      "7.0 2.5\n",
      "\n",
      "\n",
      "('Worg', 'Bite')\n",
      "10.0 5.83333333333\n",
      "\n",
      "\n",
      "('Wraith', 'Life Drain')\n",
      "21.0 21.0\n",
      "\n",
      "\n",
      "('Wyvern', 'Bite')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Wyvern', 'Claws')\n",
      "13.0 10.5\n",
      "\n",
      "\n",
      "('Wyvern', 'Stinger')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Xorn', 'Bite')\n",
      "13.5 8.75\n",
      "\n",
      "\n",
      "('Xorn', 'Claw')\n",
      "6.5 2.91666666667\n",
      "\n",
      "\n",
      "('Young Black Dragon', 'Acid Breath (Recharge 5-6)')\n",
      "49.5 57.75\n",
      "\n",
      "\n",
      "('Young Black Dragon', 'Bite')\n",
      "19.5 21.75\n",
      "\n",
      "\n",
      "('Young Black Dragon', 'Claw')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young Blue Dragon', 'Bite')\n",
      "21.5 24.75\n",
      "\n",
      "\n",
      "('Young Blue Dragon', 'Claw')\n",
      "12.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young Blue Dragon', 'Lightning Breath (Recharge 5-6)')\n",
      "55.0 82.5\n",
      "\n",
      "\n",
      "('Young Brass Dragon', 'Bite')\n",
      "15.0 16.5\n",
      "\n",
      "\n",
      "('Young Brass Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "42.0 35.0\n",
      "\n",
      "\n",
      "('Young Brass Dragon', 'Claw')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young Bronze Dragon', 'Bite')\n",
      "16.0 16.5\n",
      "\n",
      "\n",
      "('Young Bronze Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "55.0 82.5\n",
      "\n",
      "\n",
      "('Young Bronze Dragon', 'Claw')\n",
      "12.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young Copper Dragon', 'Bite')\n",
      "15.0 16.5\n",
      "\n",
      "\n",
      "('Young Copper Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "40.5 47.25\n",
      "\n",
      "\n",
      "('Young Copper Dragon', 'Claw')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young Gold Dragon', 'Bite')\n",
      "17.0 16.5\n",
      "\n",
      "\n",
      "('Young Gold Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "55.0 82.5\n",
      "\n",
      "\n",
      "('Young Gold Dragon', 'Claw')\n",
      "13.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young Green Dragon', 'Bite')\n",
      "22.0 22.3333333333\n",
      "\n",
      "\n",
      "('Young Green Dragon', 'Claw')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young Green Dragon', 'Poison Breath (Recharge 5-6)')\n",
      "42.0 35.0\n",
      "\n",
      "\n",
      "('Young Red Dragon', 'Bite')\n",
      "20.5 19.4166666667\n",
      "\n",
      "\n",
      "('Young Red Dragon', 'Claw')\n",
      "13.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young Red Dragon', 'Fire Breath (Recharge 5-6)')\n",
      "56.0 46.6666666667\n",
      "\n",
      "\n",
      "('Young Silver Dragon', 'Bite')\n",
      "17.0 16.5\n",
      "\n",
      "\n",
      "('Young Silver Dragon', 'Breath Weapons (Recharge 5-6)')\n",
      "54.0 63.0\n",
      "\n",
      "\n",
      "('Young Silver Dragon', 'Claw')\n",
      "13.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young White Dragon', 'Bite')\n",
      "19.5 21.75\n",
      "\n",
      "\n",
      "('Young White Dragon', 'Claw')\n",
      "11.0 5.83333333333\n",
      "\n",
      "\n",
      "('Young White Dragon', 'Cold Breath (Recharge 5-6)')\n",
      "45.0 52.5\n",
      "\n",
      "\n",
      "('Zombie', 'Slam')\n",
      "4.5 2.91666666667\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for x in actions_df.iterrows():\n",
    "    if x[0][1] == 'Multiattack':\n",
    "        continue\n",
    "    if not x[1].damage_dice:\n",
    "        continue\n",
    "    print(x[0])\n",
    "    mean, var = damage_summary(x[1].damage_dice,\n",
    "                               x[1].damage_bonus)\n",
    "    print(mean, var)\n",
    "    print('\\n')\n",
    "    # print('mean: {:0.2f}\\nstd : {:0.2f}'.format(mean, np.sqrt(var)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "oddities = ('Adult Brass Dragon - Bite',\n",
    "            'Ancient Black Dragon - Tail')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12.5, 5.4166666666666661)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "damage_summary('1d6 + 2d4', 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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