creatures_tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from creatures import get_creatures_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>source</th>\n",
       "      <th>page</th>\n",
       "      <th>size</th>\n",
       "      <th>type</th>\n",
       "      <th>alignment</th>\n",
       "      <th>alignmentPrefix</th>\n",
       "      <th>ac</th>\n",
       "      <th>hp_average</th>\n",
       "      <th>hp_formula</th>\n",
       "      <th>...</th>\n",
       "      <th>conditionImmune_incapacitated</th>\n",
       "      <th>basicRules</th>\n",
       "      <th>dragonCastingColor</th>\n",
       "      <th>immune_force</th>\n",
       "      <th>speed_burrow_number</th>\n",
       "      <th>speed_burrow_condition</th>\n",
       "      <th>speed_climb_number</th>\n",
       "      <th>speed_climb_condition</th>\n",
       "      <th>prototypeToken_actorLink</th>\n",
       "      <th>effects</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fume Drake</td>\n",
       "      <td>DoSI</td>\n",
       "      <td>41.0</td>\n",
       "      <td>[S]</td>\n",
       "      <td>elemental</td>\n",
       "      <td>[N]</td>\n",
       "      <td>typically</td>\n",
       "      <td>[12]</td>\n",
       "      <td>22.0</td>\n",
       "      <td>5d6 + 5</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kobold Tinkerer</td>\n",
       "      <td>DoSI</td>\n",
       "      <td>43.0</td>\n",
       "      <td>[S]</td>\n",
       "      <td>humanoid</td>\n",
       "      <td>[A]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[12]</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3d6</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Spore Servant Octopus</td>\n",
       "      <td>DoSI</td>\n",
       "      <td>46.0</td>\n",
       "      <td>[L]</td>\n",
       "      <td>plant</td>\n",
       "      <td>[U]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[11]</td>\n",
       "      <td>52.0</td>\n",
       "      <td>8d10 + 8</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Athar Null</td>\n",
       "      <td>MPP</td>\n",
       "      <td>53.0</td>\n",
       "      <td>[S, M]</td>\n",
       "      <td>humanoid</td>\n",
       "      <td>[A]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'ac': 14, 'from': ['{@item leather armor|PHB...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>13d8 + 26</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Aurumach Rilmani</td>\n",
       "      <td>MPP</td>\n",
       "      <td>43.0</td>\n",
       "      <td>[L]</td>\n",
       "      <td>celestial</td>\n",
       "      <td>[N]</td>\n",
       "      <td>typically</td>\n",
       "      <td>[{'ac': 18, 'from': ['natural armor']}]</td>\n",
       "      <td>285.0</td>\n",
       "      <td>30d10 + 120</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 175 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name source  page    size       type alignment  \\\n",
       "0             Fume Drake   DoSI  41.0     [S]  elemental       [N]   \n",
       "1        Kobold Tinkerer   DoSI  43.0     [S]   humanoid       [A]   \n",
       "2  Spore Servant Octopus   DoSI  46.0     [L]      plant       [U]   \n",
       "3             Athar Null    MPP  53.0  [S, M]   humanoid       [A]   \n",
       "4       Aurumach Rilmani    MPP  43.0     [L]  celestial       [N]   \n",
       "\n",
       "  alignmentPrefix                                                 ac  \\\n",
       "0      typically                                                [12]   \n",
       "1             NaN                                               [12]   \n",
       "2             NaN                                               [11]   \n",
       "3             NaN  [{'ac': 14, 'from': ['{@item leather armor|PHB...   \n",
       "4      typically             [{'ac': 18, 'from': ['natural armor']}]   \n",
       "\n",
       "   hp_average   hp_formula  ...  conditionImmune_incapacitated  basicRules  \\\n",
       "0        22.0      5d6 + 5  ...                          False         NaN   \n",
       "1        10.0          3d6  ...                          False         NaN   \n",
       "2        52.0     8d10 + 8  ...                          False         NaN   \n",
       "3        84.0    13d8 + 26  ...                          False         NaN   \n",
       "4       285.0  30d10 + 120  ...                          False         NaN   \n",
       "\n",
       "   dragonCastingColor  immune_force  speed_burrow_number  \\\n",
       "0                 NaN         False                  NaN   \n",
       "1                 NaN         False                  NaN   \n",
       "2                 NaN         False                  NaN   \n",
       "3                 NaN         False                  NaN   \n",
       "4                 NaN         False                  NaN   \n",
       "\n",
       "   speed_burrow_condition  speed_climb_number  speed_climb_condition  \\\n",
       "0                     NaN                 NaN                    NaN   \n",
       "1                     NaN                 NaN                    NaN   \n",
       "2                     NaN                 NaN                    NaN   \n",
       "3                     NaN                 NaN                    NaN   \n",
       "4                     NaN                 NaN                    NaN   \n",
       "\n",
       "  prototypeToken_actorLink  effects  \n",
       "0                      NaN      NaN  \n",
       "1                      NaN      NaN  \n",
       "2                      NaN      NaN  \n",
       "3                      NaN      NaN  \n",
       "4                      NaN      NaN  \n",
       "\n",
       "[5 rows x 175 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "creatures = get_creatures_df()\n",
    "creatures.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1136</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <td>Aboleth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>source</th>\n",
       "      <td>MM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>page</th>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>size</th>\n",
       "      <td>[L]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type</th>\n",
       "      <td>aberration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alignment</th>\n",
       "      <td>[L, E]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alignmentPrefix</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac</th>\n",
       "      <td>[{'ac': 17, 'from': ['natural armor']}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hp_average</th>\n",
       "      <td>135.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hp_formula</th>\n",
       "      <td>18d10 + 36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_walk</th>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_fly</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>str</th>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dex</th>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>con</th>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int</th>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wis</th>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cha</th>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>senses</th>\n",
       "      <td>[darkvision 120 ft.]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passive</th>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>languages</th>\n",
       "      <td>[Deep Speech, telepathy 120 ft.]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cr</th>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trait</th>\n",
       "      <td>[{'name': 'Amphibious', 'entries': ['The abole...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>action</th>\n",
       "      <td>[{'name': 'Multiattack', 'entries': ['The abol...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>traitTags</th>\n",
       "      <td>[Amphibious]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>senseTags</th>\n",
       "      <td>[SD]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>actionTags</th>\n",
       "      <td>[Multiattack, Tentacles]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>languageTags</th>\n",
       "      <td>[DS, TP]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>damageTags</th>\n",
       "      <td>[A, B, Y]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>miscTags</th>\n",
       "      <td>[DIS, MW, RCH]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>savingThrowForced</th>\n",
       "      <td>[constitution, wisdom]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hasToken</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hasFluff</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_val</th>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_fire</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_poison</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_poisoned</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_arcana</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_perception</th>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attachedItems</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_swim</th>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cr_cr</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cr_xp</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hasFluffImages</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_blinded</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_charmed</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_frightened</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_paralyzed</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otherSources</th>\n",
       "      <td>[{'source': 'PotA'}, {'source': 'ToA'}, {'sour...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_climb</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>save_dex</th>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>save_con</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>save_wis</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>save_cha</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_history</th>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_stealth</th>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cr_lair</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reactionHeader</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reaction</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>legendaryGroup_name</th>\n",
       "      <td>Aboleth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>legendaryGroup_source</th>\n",
       "      <td>MM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dragonAge</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_investigation</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bonus</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_fly_number</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_fly_condition</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_canHover</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>save_int</th>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spellcasting</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>damageTagsSpell</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spellcastingTags</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionInflictSpell</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>savingThrowForcedSpell</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_psychic</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_bludgeoning</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_piercing</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_slashing</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_religion</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_radiant</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type_type</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type_tags</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_insight</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionInflict</th>\n",
       "      <td>[charmed]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_acid</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_cold</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_fire</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_lightning</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_necrotic</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>save_str</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_athletics</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_survival</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_medicine</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type_swarmSize</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_grappled</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_petrified</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_prone</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_restrained</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_stunned</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_exhaustion</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_necrotic</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_psychic</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_lightning</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_thunder</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_unconscious</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_radiant</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_acid</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type_type_choose</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_deafened</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>isNamedCreature</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_deception</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_performance</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_acrobatics</th>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vulnerable</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_poison</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_burrow</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>legendary</th>\n",
       "      <td>[{'name': 'Detect', 'entries': ['The aboleth m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mythicHeader</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mythic</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_cold</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>resist_force</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_nature</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_intimidation</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>group</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_walk_number</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_walk_condition</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variant</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_versions</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_persuasion</th>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reprintedAs</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soundClip_type</th>\n",
       "      <td>internal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soundClip_path</th>\n",
       "      <td>bestiary/aboleth.mp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_sleight of hand</th>\n",
       "      <td>-0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hp_special</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pbNote</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_alternate_walk</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_alternate_climb</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_animal handling</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tokenCredit</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_alternate_fly</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>srd</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_thunder</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>environment</th>\n",
       "      <td>[underdark]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skill_other</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cr_coven</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionInflictLegendary</th>\n",
       "      <td>[prone]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>savingThrowForcedLegendary</th>\n",
       "      <td>[intelligence, strength, wisdom]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>legendaryActions</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>damageTagsLegendary</th>\n",
       "      <td>[Y]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>familiar</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>legendaryHeader</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>altArt</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>level</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type_sidekickType</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type_sidekickHidden</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_slashing</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_bludgeoning</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_piercing</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_swim_number</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_swim_condition</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shortName</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alias</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_disease</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>conditionImmune_incapacitated</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>basicRules</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dragonCastingColor</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>immune_force</th>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_burrow_number</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_burrow_condition</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_climb_number</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speed_climb_condition</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>prototypeToken_actorLink</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>effects</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                            1136\n",
       "name                                                                     Aboleth\n",
       "source                                                                        MM\n",
       "page                                                                        13.0\n",
       "size                                                                         [L]\n",
       "type                                                                  aberration\n",
       "alignment                                                                 [L, E]\n",
       "alignmentPrefix                                                              NaN\n",
       "ac                                       [{'ac': 17, 'from': ['natural armor']}]\n",
       "hp_average                                                                 135.0\n",
       "hp_formula                                                            18d10 + 36\n",
       "speed_walk                                                                  10.0\n",
       "speed_fly                                                                    NaN\n",
       "str                                                                         21.0\n",
       "dex                                                                          9.0\n",
       "con                                                                         15.0\n",
       "int                                                                         18.0\n",
       "wis                                                                         15.0\n",
       "cha                                                                         18.0\n",
       "senses                                                      [darkvision 120 ft.]\n",
       "passive                                                                     20.0\n",
       "immune                                                                       NaN\n",
       "conditionImmune                                                              NaN\n",
       "languages                                       [Deep Speech, telepathy 120 ft.]\n",
       "cr                                                                          10.0\n",
       "trait                          [{'name': 'Amphibious', 'entries': ['The abole...\n",
       "action                         [{'name': 'Multiattack', 'entries': ['The abol...\n",
       "traitTags                                                           [Amphibious]\n",
       "senseTags                                                                   [SD]\n",
       "actionTags                                              [Multiattack, Tentacles]\n",
       "languageTags                                                            [DS, TP]\n",
       "damageTags                                                             [A, B, Y]\n",
       "miscTags                                                          [DIS, MW, RCH]\n",
       "savingThrowForced                                         [constitution, wisdom]\n",
       "hasToken                                                                     1.0\n",
       "hasFluff                                                                     1.0\n",
       "ac_val                                                                      17.0\n",
       "immune_fire                                                                False\n",
       "immune_poison                                                              False\n",
       "conditionImmune_poisoned                                                   False\n",
       "skill_arcana                                                                 4.0\n",
       "skill_perception                                                            15.0\n",
       "attachedItems                                                                NaN\n",
       "speed_swim                                                                  40.0\n",
       "cr_cr                                                                        NaN\n",
       "cr_xp                                                                        NaN\n",
       "hasFluffImages                                                               1.0\n",
       "conditionImmune_blinded                                                    False\n",
       "conditionImmune_charmed                                                    False\n",
       "conditionImmune_frightened                                                 False\n",
       "conditionImmune_paralyzed                                                  False\n",
       "otherSources                   [{'source': 'PotA'}, {'source': 'ToA'}, {'sour...\n",
       "speed_climb                                                                  NaN\n",
       "save_dex                                                                    -0.0\n",
       "save_con                                                                     6.0\n",
       "save_wis                                                                     6.0\n",
       "save_cha                                                                     4.0\n",
       "skill_history                                                               18.0\n",
       "skill_stealth                                                               -0.0\n",
       "cr_lair                                                                      NaN\n",
       "reactionHeader                                                               NaN\n",
       "reaction                                                                     NaN\n",
       "legendaryGroup_name                                                      Aboleth\n",
       "legendaryGroup_source                                                         MM\n",
       "dragonAge                                                                    NaN\n",
       "skill_investigation                                                          4.0\n",
       "bonus                                                                        NaN\n",
       "speed_fly_number                                                             NaN\n",
       "speed_fly_condition                                                          NaN\n",
       "speed_canHover                                                               NaN\n",
       "save_int                                                                     8.0\n",
       "resist                                                                       NaN\n",
       "spellcasting                                                                 NaN\n",
       "damageTagsSpell                                                              NaN\n",
       "spellcastingTags                                                             NaN\n",
       "conditionInflictSpell                                                        NaN\n",
       "savingThrowForcedSpell                                                       NaN\n",
       "resist_psychic                                                             False\n",
       "resist_bludgeoning                                                         False\n",
       "resist_piercing                                                            False\n",
       "resist_slashing                                                            False\n",
       "skill_religion                                                               4.0\n",
       "resist_radiant                                                             False\n",
       "type_type                                                                    NaN\n",
       "type_tags                                                                    NaN\n",
       "skill_insight                                                                2.0\n",
       "conditionInflict                                                       [charmed]\n",
       "immune_acid                                                                False\n",
       "resist_cold                                                                False\n",
       "resist_fire                                                                False\n",
       "resist_lightning                                                           False\n",
       "resist_necrotic                                                            False\n",
       "save_str                                                                     6.0\n",
       "skill_athletics                                                              6.0\n",
       "skill_survival                                                               2.0\n",
       "skill_medicine                                                               2.0\n",
       "type_swarmSize                                                               NaN\n",
       "conditionImmune_grappled                                                   False\n",
       "conditionImmune_petrified                                                  False\n",
       "conditionImmune_prone                                                      False\n",
       "conditionImmune_restrained                                                 False\n",
       "conditionImmune_stunned                                                    False\n",
       "conditionImmune_exhaustion                                                 False\n",
       "immune_necrotic                                                            False\n",
       "immune_psychic                                                             False\n",
       "immune_lightning                                                           False\n",
       "resist_thunder                                                             False\n",
       "conditionImmune_unconscious                                                False\n",
       "immune_radiant                                                             False\n",
       "resist_acid                                                                False\n",
       "type_type_choose                                                             NaN\n",
       "conditionImmune_deafened                                                   False\n",
       "isNamedCreature                                                              NaN\n",
       "skill_deception                                                              4.0\n",
       "skill_performance                                                            4.0\n",
       "skill_acrobatics                                                            -0.0\n",
       "vulnerable                                                                   NaN\n",
       "resist_poison                                                              False\n",
       "speed_burrow                                                                 NaN\n",
       "legendary                      [{'name': 'Detect', 'entries': ['The aboleth m...\n",
       "mythicHeader                                                                 NaN\n",
       "mythic                                                                       NaN\n",
       "immune_cold                                                                False\n",
       "resist_force                                                               False\n",
       "skill_nature                                                                 4.0\n",
       "skill_intimidation                                                           4.0\n",
       "group                                                                        NaN\n",
       "speed_walk_number                                                            NaN\n",
       "speed_walk_condition                                                         NaN\n",
       "variant                                                                      NaN\n",
       "_versions                                                                    NaN\n",
       "skill_persuasion                                                             4.0\n",
       "reprintedAs                                                                  NaN\n",
       "soundClip_type                                                          internal\n",
       "soundClip_path                                              bestiary/aboleth.mp3\n",
       "skill_sleight of hand                                                       -0.0\n",
       "hp_special                                                                   NaN\n",
       "pbNote                                                                       NaN\n",
       "speed_alternate_walk                                                         NaN\n",
       "speed_alternate_climb                                                        NaN\n",
       "skill_animal handling                                                        2.0\n",
       "tokenCredit                                                                  NaN\n",
       "speed_alternate_fly                                                          NaN\n",
       "srd                                                                          1.0\n",
       "immune_thunder                                                             False\n",
       "environment                                                          [underdark]\n",
       "skill_other                                                                  NaN\n",
       "cr_coven                                                                     NaN\n",
       "conditionInflictLegendary                                                [prone]\n",
       "savingThrowForcedLegendary                      [intelligence, strength, wisdom]\n",
       "legendaryActions                                                             NaN\n",
       "damageTagsLegendary                                                          [Y]\n",
       "familiar                                                                     NaN\n",
       "legendaryHeader                                                              NaN\n",
       "altArt                                                                       NaN\n",
       "level                                                                        NaN\n",
       "type_sidekickType                                                            NaN\n",
       "type_sidekickHidden                                                          NaN\n",
       "immune_slashing                                                            False\n",
       "immune_bludgeoning                                                         False\n",
       "immune_piercing                                                            False\n",
       "speed_swim_number                                                            NaN\n",
       "speed_swim_condition                                                         NaN\n",
       "shortName                                                                    NaN\n",
       "alias                                                                        NaN\n",
       "conditionImmune_disease                                                    False\n",
       "conditionImmune_incapacitated                                              False\n",
       "basicRules                                                                   NaN\n",
       "dragonCastingColor                                                           NaN\n",
       "immune_force                                                               False\n",
       "speed_burrow_number                                                          NaN\n",
       "speed_burrow_condition                                                       NaN\n",
       "speed_climb_number                                                           NaN\n",
       "speed_climb_condition                                                        NaN\n",
       "prototypeToken_actorLink                                                     NaN\n",
       "effects                                                                      NaN"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.options.display.max_rows = 999\n",
    "\n",
    "creatures.query('name == \"Aboleth\"').T"
   ]
  }
 ],
 "metadata": {
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