Series.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating a Series Object from a Python List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     Chocolate\n",
       "1    Strawberry\n",
       "2    Rum Raisin\n",
       "dtype: object"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ice_cream = (\"Chocolate\", \"Strawberry\", \"Rum Raisin\")\n",
    "\n",
    "pd.Series(ice_cream)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     4\n",
       "1     6\n",
       "2     8\n",
       "3    10\n",
       "4    12\n",
       "5    14\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lottery = (4,6,8,10,12,14)\n",
    "\n",
    "pd.Series(lottery)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     True\n",
       "1    False\n",
       "2    False\n",
       "3    False\n",
       "4     True\n",
       "dtype: bool"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "registrations = (True, False, False, False, True)\n",
    "\n",
    "pd.Series(registrations)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a Series Object from a Dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Aardvark         Is an Animal\n",
       "Banana      A Delicious Fruit\n",
       "Cyan                  A Color\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "webster = {\"Aardvark\" : \"Is an Animal\", \n",
    "          \"Banana\" : \"A Delicious Fruit\", \n",
    "          \"Cyan\" : \"A Color\"}\n",
    "\n",
    "pd.Series(webster)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Intro to Attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        Smart\n",
       "1     Handsome\n",
       "2     Charming\n",
       "3    Brilliant\n",
       "4       Humble\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "about_me = (\"Smart\", \"Handsome\", \"Charming\", \"Brilliant\", \"Humble\")\n",
    "s = pd.Series(about_me)\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Smart', 'Handsome', 'Charming', 'Brilliant', 'Humble'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=5, step=1)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('O')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.dtype"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Intro to Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    2.99\n",
       "1    4.45\n",
       "2    1.36\n",
       "dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prices = [2.99, 4.45, 1.36]\n",
    "s = pd.Series(prices)\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.8"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18.095480000000006"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.product()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.9333333333333336"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameters & Arguments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Difficulties - Easy, Medium, Hard (Difficulties is the parameters, easy is the argument)\n",
    "#Volume - 1 through 10\n",
    "#Subtitles - True / False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Monday            Apples\n",
       "Tuesday           Orange\n",
       "Wednesday           Plum\n",
       "Thursday           Grape\n",
       "Friday       Blueberries\n",
       "dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fruits = [\"Apples\", \"Orange\", \"Plum\", \"Grape\", \"Blueberries\"]\n",
    "weekdays = [\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\"]\n",
    "\n",
    "pd.Series(weekdays, fruits)\n",
    "pd.Series(data = fruits, index = weekdays)\n",
    "pd.Series(fruits, index = weekdays)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Monday            Apples\n",
       "Tuesday           Orange\n",
       "Wednesday           Plum\n",
       "Thursday           Grape\n",
       "Friday       Blueberries\n",
       "Monday            Durian\n",
       "dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fruits = [\"Apples\", \"Orange\", \"Plum\", \"Grape\", \"Blueberries\", \"Durian\"]\n",
    "weekdays = [\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Monday\"]\n",
    "\n",
    "pd.Series(data = fruits, index = weekdays)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Series with the read.csv Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       Bulbasaur\n",
       "1         Ivysaur\n",
       "2        Venusaur\n",
       "3      Charmander\n",
       "4      Charmeleon\n",
       "5       Charizard\n",
       "6        Squirtle\n",
       "7       Wartortle\n",
       "8       Blastoise\n",
       "9        Caterpie\n",
       "10        Metapod\n",
       "11     Butterfree\n",
       "12         Weedle\n",
       "13         Kakuna\n",
       "14       Beedrill\n",
       "15         Pidgey\n",
       "16      Pidgeotto\n",
       "17        Pidgeot\n",
       "18        Rattata\n",
       "19       Raticate\n",
       "20        Spearow\n",
       "21         Fearow\n",
       "22          Ekans\n",
       "23          Arbok\n",
       "24        Pikachu\n",
       "25         Raichu\n",
       "26      Sandshrew\n",
       "27      Sandslash\n",
       "28        Nidoran\n",
       "29       Nidorina\n",
       "          ...    \n",
       "691     Clauncher\n",
       "692     Clawitzer\n",
       "693    Helioptile\n",
       "694     Heliolisk\n",
       "695        Tyrunt\n",
       "696     Tyrantrum\n",
       "697        Amaura\n",
       "698       Aurorus\n",
       "699       Sylveon\n",
       "700      Hawlucha\n",
       "701       Dedenne\n",
       "702       Carbink\n",
       "703         Goomy\n",
       "704       Sliggoo\n",
       "705        Goodra\n",
       "706        Klefki\n",
       "707      Phantump\n",
       "708     Trevenant\n",
       "709     Pumpkaboo\n",
       "710     Gourgeist\n",
       "711      Bergmite\n",
       "712       Avalugg\n",
       "713        Noibat\n",
       "714       Noivern\n",
       "715       Xerneas\n",
       "716       Yveltal\n",
       "717       Zygarde\n",
       "718       Diancie\n",
       "719         Hoopa\n",
       "720     Volcanion\n",
       "Name: Pokemon, Length: 721, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv(\"pokemon.csv\", usecols = [\"Pokemon\"], squeeze = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        50.12\n",
       "1        54.10\n",
       "2        54.65\n",
       "3        52.38\n",
       "4        52.95\n",
       "5        53.90\n",
       "6        53.02\n",
       "7        50.95\n",
       "8        51.13\n",
       "9        50.07\n",
       "10       50.70\n",
       "11       49.95\n",
       "12       50.74\n",
       "13       51.10\n",
       "14       51.10\n",
       "15       52.61\n",
       "16       53.70\n",
       "17       55.69\n",
       "18       55.94\n",
       "19       56.93\n",
       "20       58.69\n",
       "21       59.62\n",
       "22       58.86\n",
       "23       59.13\n",
       "24       60.35\n",
       "25       59.86\n",
       "26       59.07\n",
       "27       63.37\n",
       "28       65.47\n",
       "29       64.74\n",
       "         ...  \n",
       "2982    675.22\n",
       "2983    668.26\n",
       "2984    680.04\n",
       "2985    684.11\n",
       "2986    692.10\n",
       "2987    699.21\n",
       "2988    694.49\n",
       "2989    697.77\n",
       "2990    695.36\n",
       "2991    705.63\n",
       "2992    715.09\n",
       "2993    720.64\n",
       "2994    716.98\n",
       "2995    720.95\n",
       "2996    719.85\n",
       "2997    733.78\n",
       "2998    736.96\n",
       "2999    741.19\n",
       "3000    738.63\n",
       "3001    742.74\n",
       "3002    739.77\n",
       "3003    738.42\n",
       "3004    741.77\n",
       "3005    745.91\n",
       "3006    768.79\n",
       "3007    772.88\n",
       "3008    771.07\n",
       "3009    773.18\n",
       "3010    771.61\n",
       "3011    782.22\n",
       "Name: Stock Price, Length: 3012, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google = pd.read_csv(\"google_stock_price.csv\", squeeze = True)\n",
    "google"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .head() and .tail () Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon = pd.read_csv(\"pokemon.csv\", usecols = [\"Pokemon\"], squeeze = True)\n",
    "google = pd.read_csv(\"google_stock_price.csv\", squeeze = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Bulbasaur\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3002    739.77\n",
       "3003    738.42\n",
       "3004    741.77\n",
       "3005    745.91\n",
       "3006    768.79\n",
       "3007    772.88\n",
       "3008    771.07\n",
       "3009    773.18\n",
       "3010    771.61\n",
       "3011    782.22\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.tail(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python Built-In Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon = pd.read_csv(\"pokemon.csv\", usecols = [\"Pokemon\"], squeeze = True)\n",
    "google = pd.read_csv(\"google_stock_price.csv\", squeeze = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3012"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pokemon)\n",
    "len(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['T',\n",
       " '_AXIS_ALIASES',\n",
       " '_AXIS_IALIASES',\n",
       " '_AXIS_LEN',\n",
       " '_AXIS_NAMES',\n",
       " '_AXIS_NUMBERS',\n",
       " '_AXIS_ORDERS',\n",
       " '_AXIS_REVERSED',\n",
       " '_AXIS_SLICEMAP',\n",
       " '__abs__',\n",
       " '__add__',\n",
       " '__and__',\n",
       " '__array__',\n",
       " '__array_prepare__',\n",
       " '__array_priority__',\n",
       " '__array_wrap__',\n",
       " '__bool__',\n",
       " '__bytes__',\n",
       " '__class__',\n",
       " '__contains__',\n",
       " '__copy__',\n",
       " '__deepcopy__',\n",
       " '__delattr__',\n",
       " '__delitem__',\n",
       " '__dict__',\n",
       " '__dir__',\n",
       " '__div__',\n",
       " '__divmod__',\n",
       " '__doc__',\n",
       " '__eq__',\n",
       " '__finalize__',\n",
       " '__float__',\n",
       " '__floordiv__',\n",
       " '__format__',\n",
       " '__ge__',\n",
       " '__getattr__',\n",
       " '__getattribute__',\n",
       " '__getitem__',\n",
       " '__getstate__',\n",
       " '__gt__',\n",
       " '__hash__',\n",
       " '__iadd__',\n",
       " '__iand__',\n",
       " '__ifloordiv__',\n",
       " '__imod__',\n",
       " '__imul__',\n",
       " '__init__',\n",
       " '__init_subclass__',\n",
       " '__int__',\n",
       " '__invert__',\n",
       " '__ior__',\n",
       " '__ipow__',\n",
       " '__isub__',\n",
       " '__iter__',\n",
       " '__itruediv__',\n",
       " '__ixor__',\n",
       " '__le__',\n",
       " '__len__',\n",
       " '__long__',\n",
       " '__lt__',\n",
       " '__matmul__',\n",
       " '__mod__',\n",
       " '__module__',\n",
       " '__mul__',\n",
       " '__ne__',\n",
       " '__neg__',\n",
       " '__new__',\n",
       " '__nonzero__',\n",
       " '__or__',\n",
       " '__pos__',\n",
       " '__pow__',\n",
       " '__radd__',\n",
       " '__rand__',\n",
       " '__rdiv__',\n",
       " '__rdivmod__',\n",
       " '__reduce__',\n",
       " '__reduce_ex__',\n",
       " '__repr__',\n",
       " '__rfloordiv__',\n",
       " '__rmatmul__',\n",
       " '__rmod__',\n",
       " '__rmul__',\n",
       " '__ror__',\n",
       " '__round__',\n",
       " '__rpow__',\n",
       " '__rsub__',\n",
       " '__rtruediv__',\n",
       " '__rxor__',\n",
       " '__setattr__',\n",
       " '__setitem__',\n",
       " '__setstate__',\n",
       " '__sizeof__',\n",
       " '__str__',\n",
       " '__sub__',\n",
       " '__subclasshook__',\n",
       " '__truediv__',\n",
       " '__unicode__',\n",
       " '__weakref__',\n",
       " '__xor__',\n",
       " '_accessors',\n",
       " '_add_numeric_operations',\n",
       " '_add_series_only_operations',\n",
       " '_add_series_or_dataframe_operations',\n",
       " '_agg_by_level',\n",
       " '_agg_examples_doc',\n",
       " '_agg_see_also_doc',\n",
       " '_aggregate',\n",
       " '_aggregate_multiple_funcs',\n",
       " '_align_frame',\n",
       " '_align_series',\n",
       " '_binop',\n",
       " '_box_item_values',\n",
       " '_builtin_table',\n",
       " '_can_hold_na',\n",
       " '_check_inplace_setting',\n",
       " '_check_is_chained_assignment_possible',\n",
       " '_check_label_or_level_ambiguity',\n",
       " '_check_percentile',\n",
       " '_check_setitem_copy',\n",
       " '_clear_item_cache',\n",
       " '_clip_with_one_bound',\n",
       " '_clip_with_scalar',\n",
       " '_consolidate',\n",
       " '_consolidate_inplace',\n",
       " '_construct_axes_dict',\n",
       " '_construct_axes_dict_for_slice',\n",
       " '_construct_axes_dict_from',\n",
       " '_construct_axes_from_arguments',\n",
       " '_constructor',\n",
       " '_constructor_expanddim',\n",
       " '_constructor_sliced',\n",
       " '_convert',\n",
       " '_create_indexer',\n",
       " '_cython_table',\n",
       " '_deprecations',\n",
       " '_dir_additions',\n",
       " '_dir_deletions',\n",
       " '_drop_axis',\n",
       " '_drop_labels_or_levels',\n",
       " '_expand_axes',\n",
       " '_find_valid_index',\n",
       " '_formatting_values',\n",
       " '_from_axes',\n",
       " '_get_axis',\n",
       " '_get_axis_name',\n",
       " '_get_axis_number',\n",
       " '_get_axis_resolvers',\n",
       " '_get_block_manager_axis',\n",
       " '_get_bool_data',\n",
       " '_get_cacher',\n",
       " '_get_index_resolvers',\n",
       " '_get_item_cache',\n",
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       " '_is_homogeneous_type',\n",
       " '_is_label_or_level_reference',\n",
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       " '_is_mixed_type',\n",
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       " '_maybe_update_cacher',\n",
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       " '_ndarray_values',\n",
       " '_needs_reindex_multi',\n",
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       " 'bfill',\n",
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       " 'clip_upper',\n",
       " 'combine',\n",
       " 'combine_first',\n",
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       " 'drop_duplicates',\n",
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       " 'dropna',\n",
       " 'dtype',\n",
       " 'dtypes',\n",
       " 'duplicated',\n",
       " 'empty',\n",
       " 'eq',\n",
       " 'equals',\n",
       " 'ewm',\n",
       " 'expanding',\n",
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       " 'flags',\n",
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       " 'from_array',\n",
       " 'ftype',\n",
       " 'ftypes',\n",
       " 'ge',\n",
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       " 'get_dtype_counts',\n",
       " 'get_ftype_counts',\n",
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       " 'gt',\n",
       " 'hasnans',\n",
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       " 'idxmin',\n",
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       " 'infer_objects',\n",
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       " 'is_monotonic',\n",
       " 'is_monotonic_decreasing',\n",
       " 'is_monotonic_increasing',\n",
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       " 'nunique',\n",
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       " 'resample',\n",
       " 'reset_index',\n",
       " 'rfloordiv',\n",
       " 'rmod',\n",
       " 'rmul',\n",
       " 'rolling',\n",
       " 'round',\n",
       " 'rpow',\n",
       " 'rsub',\n",
       " 'rtruediv',\n",
       " 'sample',\n",
       " 'searchsorted',\n",
       " 'select',\n",
       " 'sem',\n",
       " 'set_axis',\n",
       " 'shape',\n",
       " 'shift',\n",
       " 'size',\n",
       " 'skew',\n",
       " 'slice_shift',\n",
       " 'sort_index',\n",
       " 'sort_values',\n",
       " 'squeeze',\n",
       " 'std',\n",
       " 'str',\n",
       " 'strides',\n",
       " 'sub',\n",
       " 'subtract',\n",
       " 'sum',\n",
       " 'swapaxes',\n",
       " 'swaplevel',\n",
       " 'tail',\n",
       " 'take',\n",
       " 'timetuple',\n",
       " 'to_clipboard',\n",
       " 'to_csv',\n",
       " 'to_dense',\n",
       " 'to_dict',\n",
       " 'to_excel',\n",
       " 'to_frame',\n",
       " 'to_hdf',\n",
       " 'to_json',\n",
       " 'to_latex',\n",
       " 'to_list',\n",
       " 'to_msgpack',\n",
       " 'to_numpy',\n",
       " 'to_period',\n",
       " 'to_pickle',\n",
       " 'to_sparse',\n",
       " 'to_sql',\n",
       " 'to_string',\n",
       " 'to_timestamp',\n",
       " 'to_xarray',\n",
       " 'transform',\n",
       " 'transpose',\n",
       " 'truediv',\n",
       " 'truncate',\n",
       " 'tshift',\n",
       " 'tz_convert',\n",
       " 'tz_localize',\n",
       " 'unique',\n",
       " 'unstack',\n",
       " 'update',\n",
       " 'value_counts',\n",
       " 'values',\n",
       " 'var',\n",
       " 'view',\n",
       " 'where',\n",
       " 'xs']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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       " ...]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(pokemon)\n",
    "sorted(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Bulbasaur',\n",
       " 'Ivysaur',\n",
       " 'Venusaur',\n",
       " 'Charmander',\n",
       " 'Charmeleon',\n",
       " 'Charizard',\n",
       " 'Squirtle',\n",
       " 'Wartortle',\n",
       " 'Blastoise',\n",
       " 'Caterpie',\n",
       " 'Metapod',\n",
       " 'Butterfree',\n",
       " 'Weedle',\n",
       " 'Kakuna',\n",
       " 'Beedrill',\n",
       " 'Pidgey',\n",
       " 'Pidgeotto',\n",
       " 'Pidgeot',\n",
       " 'Rattata',\n",
       " 'Raticate',\n",
       " 'Spearow',\n",
       " 'Fearow',\n",
       " 'Ekans',\n",
       " 'Arbok',\n",
       " 'Pikachu',\n",
       " 'Raichu',\n",
       " 'Sandshrew',\n",
       " 'Sandslash',\n",
       " 'Nidoran',\n",
       " 'Nidorina',\n",
       " 'Nidoqueen',\n",
       " 'Nidoran♂',\n",
       " 'Nidorino',\n",
       " 'Nidoking',\n",
       " 'Clefairy',\n",
       " 'Clefable',\n",
       " 'Vulpix',\n",
       " 'Ninetales',\n",
       " 'Jigglypuff',\n",
       " 'Wigglytuff',\n",
       " 'Zubat',\n",
       " 'Golbat',\n",
       " 'Oddish',\n",
       " 'Gloom',\n",
       " 'Vileplume',\n",
       " 'Paras',\n",
       " 'Parasect',\n",
       " 'Venonat',\n",
       " 'Venomoth',\n",
       " 'Diglett',\n",
       " 'Dugtrio',\n",
       " 'Meowth',\n",
       " 'Persian',\n",
       " 'Psyduck',\n",
       " 'Golduck',\n",
       " 'Mankey',\n",
       " 'Primeape',\n",
       " 'Growlithe',\n",
       " 'Arcanine',\n",
       " 'Poliwag',\n",
       " 'Poliwhirl',\n",
       " 'Poliwrath',\n",
       " 'Abra',\n",
       " 'Kadabra',\n",
       " 'Alakazam',\n",
       " 'Machop',\n",
       " 'Machoke',\n",
       " 'Machamp',\n",
       " 'Bellsprout',\n",
       " 'Weepinbell',\n",
       " 'Victreebel',\n",
       " 'Tentacool',\n",
       " 'Tentacruel',\n",
       " 'Geodude',\n",
       " 'Graveler',\n",
       " 'Golem',\n",
       " 'Ponyta',\n",
       " 'Rapidash',\n",
       " 'Slowpoke',\n",
       " 'Slowbro',\n",
       " 'Magnemite',\n",
       " 'Magneton',\n",
       " \"Farfetch'd\",\n",
       " 'Doduo',\n",
       " 'Dodrio',\n",
       " 'Seel',\n",
       " 'Dewgong',\n",
       " 'Grimer',\n",
       " 'Muk',\n",
       " 'Shellder',\n",
       " 'Cloyster',\n",
       " 'Gastly',\n",
       " 'Haunter',\n",
       " 'Gengar',\n",
       " 'Onix',\n",
       " 'Drowzee',\n",
       " 'Hypno',\n",
       " 'Krabby',\n",
       " 'Kingler',\n",
       " 'Voltorb',\n",
       " 'Electrode',\n",
       " 'Exeggcute',\n",
       " 'Exeggutor',\n",
       " 'Cubone',\n",
       " 'Marowak',\n",
       " 'Hitmonlee',\n",
       " 'Hitmonchan',\n",
       " 'Lickitung',\n",
       " 'Koffing',\n",
       " 'Weezing',\n",
       " 'Rhyhorn',\n",
       " 'Rhydon',\n",
       " 'Chansey',\n",
       " 'Tangela',\n",
       " 'Kangaskhan',\n",
       " 'Horsea',\n",
       " 'Seadra',\n",
       " 'Goldeen',\n",
       " 'Seaking',\n",
       " 'Staryu',\n",
       " 'Starmie',\n",
       " 'Mr. Mime',\n",
       " 'Scyther',\n",
       " 'Jynx',\n",
       " 'Electabuzz',\n",
       " 'Magmar',\n",
       " 'Pinsir',\n",
       " 'Tauros',\n",
       " 'Magikarp',\n",
       " 'Gyarados',\n",
       " 'Lapras',\n",
       " 'Ditto',\n",
       " 'Eevee',\n",
       " 'Vaporeon',\n",
       " 'Jolteon',\n",
       " 'Flareon',\n",
       " 'Porygon',\n",
       " 'Omanyte',\n",
       " 'Omastar',\n",
       " 'Kabuto',\n",
       " 'Kabutops',\n",
       " 'Aerodactyl',\n",
       " 'Snorlax',\n",
       " 'Articuno',\n",
       " 'Zapdos',\n",
       " 'Moltres',\n",
       " 'Dratini',\n",
       " 'Dragonair',\n",
       " 'Dragonite',\n",
       " 'Mewtwo',\n",
       " 'Mew',\n",
       " 'Chikorita',\n",
       " 'Bayleef',\n",
       " 'Meganium',\n",
       " 'Cyndaquil',\n",
       " 'Quilava',\n",
       " 'Typhlosion',\n",
       " 'Totodile',\n",
       " 'Croconaw',\n",
       " 'Feraligatr',\n",
       " 'Sentret',\n",
       " 'Furret',\n",
       " 'Hoothoot',\n",
       " 'Noctowl',\n",
       " 'Ledyba',\n",
       " 'Ledian',\n",
       " 'Spinarak',\n",
       " 'Ariados',\n",
       " 'Crobat',\n",
       " 'Chinchou',\n",
       " 'Lanturn',\n",
       " 'Pichu',\n",
       " 'Cleffa',\n",
       " 'Igglybuff',\n",
       " 'Togepi',\n",
       " 'Togetic',\n",
       " 'Natu',\n",
       " 'Xatu',\n",
       " 'Mareep',\n",
       " 'Flaaffy',\n",
       " 'Ampharos',\n",
       " 'Bellossom',\n",
       " 'Marill',\n",
       " 'Azumarill',\n",
       " 'Sudowoodo',\n",
       " 'Politoed',\n",
       " 'Hoppip',\n",
       " 'Skiploom',\n",
       " 'Jumpluff',\n",
       " 'Aipom',\n",
       " 'Sunkern',\n",
       " 'Sunflora',\n",
       " 'Yanma',\n",
       " 'Wooper',\n",
       " 'Quagsire',\n",
       " 'Espeon',\n",
       " 'Umbreon',\n",
       " 'Murkrow',\n",
       " 'Slowking',\n",
       " 'Misdreavus',\n",
       " 'Unown',\n",
       " 'Wobbuffet',\n",
       " 'Girafarig',\n",
       " 'Pineco',\n",
       " 'Forretress',\n",
       " 'Dunsparce',\n",
       " 'Gligar',\n",
       " 'Steelix',\n",
       " 'Snubbull',\n",
       " 'Granbull',\n",
       " 'Qwilfish',\n",
       " 'Scizor',\n",
       " 'Shuckle',\n",
       " 'Heracross',\n",
       " 'Sneasel',\n",
       " 'Teddiursa',\n",
       " 'Ursaring',\n",
       " 'Slugma',\n",
       " 'Magcargo',\n",
       " 'Swinub',\n",
       " 'Piloswine',\n",
       " 'Corsola',\n",
       " 'Remoraid',\n",
       " 'Octillery',\n",
       " 'Delibird',\n",
       " 'Mantine',\n",
       " 'Skarmory',\n",
       " 'Houndour',\n",
       " 'Houndoom',\n",
       " 'Kingdra',\n",
       " 'Phanpy',\n",
       " 'Donphan',\n",
       " 'Porygon2',\n",
       " 'Stantler',\n",
       " 'Smeargle',\n",
       " 'Tyrogue',\n",
       " 'Hitmontop',\n",
       " 'Smoochum',\n",
       " 'Elekid',\n",
       " 'Magby',\n",
       " 'Miltank',\n",
       " 'Blissey',\n",
       " 'Raikou',\n",
       " 'Entei',\n",
       " 'Suicune',\n",
       " 'Larvitar',\n",
       " 'Pupitar',\n",
       " 'Tyranitar',\n",
       " 'Lugia',\n",
       " 'Ho-oh',\n",
       " 'Celebi',\n",
       " 'Treecko',\n",
       " 'Grovyle',\n",
       " 'Sceptile',\n",
       " 'Torchic',\n",
       " 'Combusken',\n",
       " 'Blaziken',\n",
       " 'Mudkip',\n",
       " 'Marshtomp',\n",
       " 'Swampert',\n",
       " 'Poochyena',\n",
       " 'Mightyena',\n",
       " 'Zigzagoon',\n",
       " 'Linoone',\n",
       " 'Wurmple',\n",
       " 'Silcoon',\n",
       " 'Beautifly',\n",
       " 'Cascoon',\n",
       " 'Dustox',\n",
       " 'Lotad',\n",
       " 'Lombre',\n",
       " 'Ludicolo',\n",
       " 'Seedot',\n",
       " 'Nuzleaf',\n",
       " 'Shiftry',\n",
       " 'Taillow',\n",
       " 'Swellow',\n",
       " 'Wingull',\n",
       " 'Pelipper',\n",
       " 'Ralts',\n",
       " 'Kirlia',\n",
       " 'Gardevoir',\n",
       " 'Surskit',\n",
       " 'Masquerain',\n",
       " 'Shroomish',\n",
       " 'Breloom',\n",
       " 'Slakoth',\n",
       " 'Vigoroth',\n",
       " 'Slaking',\n",
       " 'Nincada',\n",
       " 'Ninjask',\n",
       " 'Shedinja',\n",
       " 'Whismur',\n",
       " 'Loudred',\n",
       " 'Exploud',\n",
       " 'Makuhita',\n",
       " 'Hariyama',\n",
       " 'Azurill',\n",
       " 'Nosepass',\n",
       " 'Skitty',\n",
       " 'Delcatty',\n",
       " 'Sableye',\n",
       " 'Mawile',\n",
       " 'Aron',\n",
       " 'Lairon',\n",
       " 'Aggron',\n",
       " 'Meditite',\n",
       " 'Medicham',\n",
       " 'Electrike',\n",
       " 'Manectric',\n",
       " 'Plusle',\n",
       " 'Minun',\n",
       " 'Volbeat',\n",
       " 'Illumise',\n",
       " 'Roselia',\n",
       " 'Gulpin',\n",
       " 'Swalot',\n",
       " 'Carvanha',\n",
       " 'Sharpedo',\n",
       " 'Wailmer',\n",
       " 'Wailord',\n",
       " 'Numel',\n",
       " 'Camerupt',\n",
       " 'Torkoal',\n",
       " 'Spoink',\n",
       " 'Grumpig',\n",
       " 'Spinda',\n",
       " 'Trapinch',\n",
       " 'Vibrava',\n",
       " 'Flygon',\n",
       " 'Cacnea',\n",
       " 'Cacturne',\n",
       " 'Swablu',\n",
       " 'Altaria',\n",
       " 'Zangoose',\n",
       " 'Seviper',\n",
       " 'Lunatone',\n",
       " 'Solrock',\n",
       " 'Barboach',\n",
       " 'Whiscash',\n",
       " 'Corphish',\n",
       " 'Crawdaunt',\n",
       " 'Baltoy',\n",
       " 'Claydol',\n",
       " 'Lileep',\n",
       " 'Cradily',\n",
       " 'Anorith',\n",
       " 'Armaldo',\n",
       " 'Feebas',\n",
       " 'Milotic',\n",
       " 'Castform',\n",
       " 'Kecleon',\n",
       " 'Shuppet',\n",
       " 'Banette',\n",
       " 'Duskull',\n",
       " 'Dusclops',\n",
       " 'Tropius',\n",
       " 'Chimecho',\n",
       " 'Absol',\n",
       " 'Wynaut',\n",
       " 'Snorunt',\n",
       " 'Glalie',\n",
       " 'Spheal',\n",
       " 'Sealeo',\n",
       " 'Walrein',\n",
       " 'Clamperl',\n",
       " 'Huntail',\n",
       " 'Gorebyss',\n",
       " 'Relicanth',\n",
       " 'Luvdisc',\n",
       " 'Bagon',\n",
       " 'Shelgon',\n",
       " 'Salamence',\n",
       " 'Beldum',\n",
       " 'Metang',\n",
       " 'Metagross',\n",
       " 'Regirock',\n",
       " 'Regice',\n",
       " 'Registeel',\n",
       " 'Latias',\n",
       " 'Latios',\n",
       " 'Kyogre',\n",
       " 'Groudon',\n",
       " 'Rayquaza',\n",
       " 'Jirachi',\n",
       " 'Deoxys',\n",
       " 'Turtwig',\n",
       " 'Grotle',\n",
       " 'Torterra',\n",
       " 'Chimchar',\n",
       " 'Monferno',\n",
       " 'Infernape',\n",
       " 'Piplup',\n",
       " 'Prinplup',\n",
       " 'Empoleon',\n",
       " 'Starly',\n",
       " 'Staravia',\n",
       " 'Staraptor',\n",
       " 'Bidoof',\n",
       " 'Bibarel',\n",
       " 'Kricketot',\n",
       " 'Kricketune',\n",
       " 'Shinx',\n",
       " 'Luxio',\n",
       " 'Luxray',\n",
       " 'Budew',\n",
       " 'Roserade',\n",
       " 'Cranidos',\n",
       " 'Rampardos',\n",
       " 'Shieldon',\n",
       " 'Bastiodon',\n",
       " 'Burmy',\n",
       " 'Wormadam',\n",
       " 'Mothim',\n",
       " 'Combee',\n",
       " 'Vespiquen',\n",
       " 'Pachirisu',\n",
       " 'Buizel',\n",
       " 'Floatzel',\n",
       " 'Cherubi',\n",
       " 'Cherrim',\n",
       " 'Shellos',\n",
       " 'Gastrodon',\n",
       " 'Ambipom',\n",
       " 'Drifloon',\n",
       " 'Drifblim',\n",
       " 'Buneary',\n",
       " 'Lopunny',\n",
       " 'Mismagius',\n",
       " 'Honchkrow',\n",
       " 'Glameow',\n",
       " 'Purugly',\n",
       " 'Chingling',\n",
       " 'Stunky',\n",
       " 'Skuntank',\n",
       " 'Bronzor',\n",
       " 'Bronzong',\n",
       " 'Bonsly',\n",
       " 'Mime Jr.',\n",
       " 'Happiny',\n",
       " 'Chatot',\n",
       " 'Spiritomb',\n",
       " 'Gible',\n",
       " 'Gabite',\n",
       " 'Garchomp',\n",
       " 'Munchlax',\n",
       " 'Riolu',\n",
       " 'Lucario',\n",
       " 'Hippopotas',\n",
       " 'Hippowdon',\n",
       " 'Skorupi',\n",
       " 'Drapion',\n",
       " 'Croagunk',\n",
       " 'Toxicroak',\n",
       " 'Carnivine',\n",
       " 'Finneon',\n",
       " 'Lumineon',\n",
       " 'Mantyke',\n",
       " 'Snover',\n",
       " 'Abomasnow',\n",
       " 'Weavile',\n",
       " 'Magnezone',\n",
       " 'Lickilicky',\n",
       " 'Rhyperior',\n",
       " 'Tangrowth',\n",
       " 'Electivire',\n",
       " 'Magmortar',\n",
       " 'Togekiss',\n",
       " 'Yanmega',\n",
       " 'Leafeon',\n",
       " 'Glaceon',\n",
       " 'Gliscor',\n",
       " 'Mamoswine',\n",
       " 'Porygon-Z',\n",
       " 'Gallade',\n",
       " 'Probopass',\n",
       " 'Dusknoir',\n",
       " 'Froslass',\n",
       " 'Rotom',\n",
       " 'Uxie',\n",
       " 'Mesprit',\n",
       " 'Azelf',\n",
       " 'Dialga',\n",
       " 'Palkia',\n",
       " 'Heatran',\n",
       " 'Regigigas',\n",
       " 'Giratina',\n",
       " 'Cresselia',\n",
       " 'Phione',\n",
       " 'Manaphy',\n",
       " 'Darkrai',\n",
       " 'Shaymin',\n",
       " 'Arceus',\n",
       " 'Victini',\n",
       " 'Snivy',\n",
       " 'Servine',\n",
       " 'Serperior',\n",
       " 'Tepig',\n",
       " 'Pignite',\n",
       " 'Emboar',\n",
       " 'Oshawott',\n",
       " 'Dewott',\n",
       " 'Samurott',\n",
       " 'Patrat',\n",
       " 'Watchog',\n",
       " 'Lillipup',\n",
       " 'Herdier',\n",
       " 'Stoutland',\n",
       " 'Purrloin',\n",
       " 'Liepard',\n",
       " 'Pansage',\n",
       " 'Simisage',\n",
       " 'Pansear',\n",
       " 'Simisear',\n",
       " 'Panpour',\n",
       " 'Simipour',\n",
       " 'Munna',\n",
       " 'Musharna',\n",
       " 'Pidove',\n",
       " 'Tranquill',\n",
       " 'Unfezant',\n",
       " 'Blitzle',\n",
       " 'Zebstrika',\n",
       " 'Roggenrola',\n",
       " 'Boldore',\n",
       " 'Gigalith',\n",
       " 'Woobat',\n",
       " 'Swoobat',\n",
       " 'Drilbur',\n",
       " 'Excadrill',\n",
       " 'Audino',\n",
       " 'Timburr',\n",
       " 'Gurdurr',\n",
       " 'Conkeldurr',\n",
       " 'Tympole',\n",
       " 'Palpitoad',\n",
       " 'Seismitoad',\n",
       " 'Throh',\n",
       " 'Sawk',\n",
       " 'Sewaddle',\n",
       " 'Swadloon',\n",
       " 'Leavanny',\n",
       " 'Venipede',\n",
       " 'Whirlipede',\n",
       " 'Scolipede',\n",
       " 'Cottonee',\n",
       " 'Whimsicott',\n",
       " 'Petilil',\n",
       " 'Lilligant',\n",
       " 'Basculin',\n",
       " 'Sandile',\n",
       " 'Krokorok',\n",
       " 'Krookodile',\n",
       " 'Darumaka',\n",
       " 'Darmanitan',\n",
       " 'Maractus',\n",
       " 'Dwebble',\n",
       " 'Crustle',\n",
       " 'Scraggy',\n",
       " 'Scrafty',\n",
       " 'Sigilyph',\n",
       " 'Yamask',\n",
       " 'Cofagrigus',\n",
       " 'Tirtouga',\n",
       " 'Carracosta',\n",
       " 'Archen',\n",
       " 'Archeops',\n",
       " 'Trubbish',\n",
       " 'Garbodor',\n",
       " 'Zorua',\n",
       " 'Zoroark',\n",
       " 'Minccino',\n",
       " 'Cinccino',\n",
       " 'Gothita',\n",
       " 'Gothorita',\n",
       " 'Gothitelle',\n",
       " 'Solosis',\n",
       " 'Duosion',\n",
       " 'Reuniclus',\n",
       " 'Ducklett',\n",
       " 'Swanna',\n",
       " 'Vanillite',\n",
       " 'Vanillish',\n",
       " 'Vanilluxe',\n",
       " 'Deerling',\n",
       " 'Sawsbuck',\n",
       " 'Emolga',\n",
       " 'Karrablast',\n",
       " 'Escavalier',\n",
       " 'Foongus',\n",
       " 'Amoonguss',\n",
       " 'Frillish',\n",
       " 'Jellicent',\n",
       " 'Alomomola',\n",
       " 'Joltik',\n",
       " 'Galvantula',\n",
       " 'Ferroseed',\n",
       " 'Ferrothorn',\n",
       " 'Klink',\n",
       " 'Klang',\n",
       " 'Klinklang',\n",
       " 'Tynamo',\n",
       " 'Eelektrik',\n",
       " 'Eelektross',\n",
       " 'Elgyem',\n",
       " 'Beheeyem',\n",
       " 'Litwick',\n",
       " 'Lampent',\n",
       " 'Chandelure',\n",
       " 'Axew',\n",
       " 'Fraxure',\n",
       " 'Haxorus',\n",
       " 'Cubchoo',\n",
       " 'Beartic',\n",
       " 'Cryogonal',\n",
       " 'Shelmet',\n",
       " 'Accelgor',\n",
       " 'Stunfisk',\n",
       " 'Mienfoo',\n",
       " 'Mienshao',\n",
       " 'Druddigon',\n",
       " 'Golett',\n",
       " 'Golurk',\n",
       " 'Pawniard',\n",
       " 'Bisharp',\n",
       " 'Bouffalant',\n",
       " 'Rufflet',\n",
       " 'Braviary',\n",
       " 'Vullaby',\n",
       " 'Mandibuzz',\n",
       " 'Heatmor',\n",
       " 'Durant',\n",
       " 'Deino',\n",
       " 'Zweilous',\n",
       " 'Hydreigon',\n",
       " 'Larvesta',\n",
       " 'Volcarona',\n",
       " 'Cobalion',\n",
       " 'Terrakion',\n",
       " 'Virizion',\n",
       " 'Tornadus',\n",
       " 'Thundurus',\n",
       " 'Reshiram',\n",
       " 'Zekrom',\n",
       " 'Landorus',\n",
       " 'Kyurem',\n",
       " 'Keldeo',\n",
       " 'Meloetta',\n",
       " 'Genesect',\n",
       " 'Chespin',\n",
       " 'Quilladin',\n",
       " 'Chesnaught',\n",
       " 'Fennekin',\n",
       " 'Braixen',\n",
       " 'Delphox',\n",
       " 'Froakie',\n",
       " 'Frogadier',\n",
       " 'Greninja',\n",
       " 'Bunnelby',\n",
       " 'Diggersby',\n",
       " 'Fletchling',\n",
       " 'Fletchinder',\n",
       " 'Talonflame',\n",
       " 'Scatterbug',\n",
       " 'Spewpa',\n",
       " 'Vivillon',\n",
       " 'Litleo',\n",
       " 'Pyroar',\n",
       " 'Flabébé',\n",
       " 'Floette',\n",
       " 'Florges',\n",
       " 'Skiddo',\n",
       " 'Gogoat',\n",
       " 'Pancham',\n",
       " 'Pangoro',\n",
       " 'Furfrou',\n",
       " 'Espurr',\n",
       " 'Meowstic',\n",
       " 'Honedge',\n",
       " 'Doublade',\n",
       " 'Aegislash',\n",
       " 'Spritzee',\n",
       " 'Aromatisse',\n",
       " 'Swirlix',\n",
       " 'Slurpuff',\n",
       " 'Inkay',\n",
       " 'Malamar',\n",
       " 'Binacle',\n",
       " 'Barbaracle',\n",
       " 'Skrelp',\n",
       " 'Dragalge',\n",
       " 'Clauncher',\n",
       " 'Clawitzer',\n",
       " 'Helioptile',\n",
       " 'Heliolisk',\n",
       " 'Tyrunt',\n",
       " 'Tyrantrum',\n",
       " 'Amaura',\n",
       " 'Aurorus',\n",
       " 'Sylveon',\n",
       " 'Hawlucha',\n",
       " 'Dedenne',\n",
       " 'Carbink',\n",
       " 'Goomy',\n",
       " 'Sliggoo',\n",
       " 'Goodra',\n",
       " 'Klefki',\n",
       " 'Phantump',\n",
       " 'Trevenant',\n",
       " 'Pumpkaboo',\n",
       " 'Gourgeist',\n",
       " 'Bergmite',\n",
       " 'Avalugg',\n",
       " 'Noibat',\n",
       " 'Noivern',\n",
       " 'Xerneas',\n",
       " 'Yveltal',\n",
       " 'Zygarde',\n",
       " 'Diancie',\n",
       " 'Hoopa',\n",
       " 'Volcanion']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 50.12,\n",
       " 1: 54.1,\n",
       " 2: 54.65,\n",
       " 3: 52.38,\n",
       " 4: 52.95,\n",
       " 5: 53.9,\n",
       " 6: 53.02,\n",
       " 7: 50.95,\n",
       " 8: 51.13,\n",
       " 9: 50.07,\n",
       " 10: 50.7,\n",
       " 11: 49.95,\n",
       " 12: 50.74,\n",
       " 13: 51.1,\n",
       " 14: 51.1,\n",
       " 15: 52.61,\n",
       " 16: 53.7,\n",
       " 17: 55.69,\n",
       " 18: 55.94,\n",
       " 19: 56.93,\n",
       " 20: 58.69,\n",
       " 21: 59.62,\n",
       " 22: 58.86,\n",
       " 23: 59.13,\n",
       " 24: 60.35,\n",
       " 25: 59.86,\n",
       " 26: 59.07,\n",
       " 27: 63.37,\n",
       " 28: 65.47,\n",
       " 29: 64.74,\n",
       " 30: 66.22,\n",
       " 31: 67.46,\n",
       " 32: 69.12,\n",
       " 33: 68.47,\n",
       " 34: 69.36,\n",
       " 35: 68.8,\n",
       " 36: 67.56,\n",
       " 37: 68.63,\n",
       " 38: 70.38,\n",
       " 39: 70.93,\n",
       " 40: 71.98,\n",
       " 41: 74.51,\n",
       " 42: 73.9,\n",
       " 43: 70.17,\n",
       " 44: 74.62,\n",
       " 45: 86.13,\n",
       " 46: 93.61,\n",
       " 47: 90.81,\n",
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       " 49: 96.55,\n",
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       " 89: 95.86,\n",
       " 90: 96.28,\n",
       " 91: 96.35,\n",
       " 92: 98.7,\n",
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       " 96: 96.66,\n",
       " 97: 94.18,\n",
       " 98: 96.83,\n",
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       " 144: 87.71,\n",
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       " 146: 89.93,\n",
       " 147: 90.35,\n",
       " 148: 89.21,\n",
       " 149: 89.4,\n",
       " 150: 89.54,\n",
       " 151: 90.62,\n",
       " 152: 89.7,\n",
       " 153: 90.13,\n",
       " 154: 90.16,\n",
       " 155: 89.93,\n",
       " 156: 92.55,\n",
       " 157: 94.19,\n",
       " 158: 94.52,\n",
       " 159: 96.78,\n",
       " 160: 95.93,\n",
       " 161: 96.52,\n",
       " 162: 96.88,\n",
       " 163: 96.37,\n",
       " 164: 95.63,\n",
       " 165: 92.41,\n",
       " 166: 93.39,\n",
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       " 222: 147.62,\n",
       " 223: 147.97,\n",
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       " 225: 145.75,\n",
       " 226: 149.28,\n",
       " 227: 150.29,\n",
       " 228: 150.44,\n",
       " 229: 149.62,\n",
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       " 889: 228.28,\n",
       " 890: 222.08,\n",
       " 891: 223.63,\n",
       " 892: 216.13,\n",
       " 893: 216.46,\n",
       " 894: 206.6,\n",
       " 895: 219.7,\n",
       " 896: 219.87,\n",
       " 897: 221.28,\n",
       " 898: 218.74,\n",
       " 899: 209.73,\n",
       " 900: 219.36,\n",
       " 901: 215.78,\n",
       " 902: 216.56,\n",
       " 903: 230.05,\n",
       " 904: 225.16,\n",
       " 905: 228.87,\n",
       " 906: 221.82,\n",
       " 907: 218.82,\n",
       " 908: 220.01,\n",
       " 909: 232.62,\n",
       " 910: 232.62,\n",
       " 911: 227.33,\n",
       " 912: 235.31,\n",
       " 913: 238.17,\n",
       " 914: 233.67,\n",
       " 915: 231.86,\n",
       " 916: 234.3,\n",
       " 917: 228.5,\n",
       " 918: 225.6,\n",
       " 919: 223.2,\n",
       " 920: 227.29,\n",
       " 921: 224.55,\n",
       " 922: 269.44,\n",
       " 923: 268.63,\n",
       " 924: 277.22,\n",
       " 925: 272.97,\n",
       " 926: 271.25,\n",
       " 927: 271.76,\n",
       " 928: 275.78,\n",
       " 929: 278.96,\n",
       " 930: 286.86,\n",
       " 931: 296.24,\n",
       " 932: 290.35,\n",
       " 933: 297.15,\n",
       " 934: 292.89,\n",
       " 935: 289.21,\n",
       " 936: 291.21,\n",
       " 937: 286.3,\n",
       " 938: 292.18,\n",
       " 939: 291.21,\n",
       " 940: 287.86,\n",
       " 941: 290.21,\n",
       " 942: 289.74,\n",
       " 943: 288.47,\n",
       " 944: 289.01,\n",
       " 945: 274.72,\n",
       " 946: 274.46,\n",
       " 947: 272.04,\n",
       " 948: 280.17,\n",
       " 949: 283.84,\n",
       " 950: 291.21,\n",
       " 951: 292.61,\n",
       " 952: 287.21,\n",
       " 953: 283.37,\n",
       " 954: 285.82,\n",
       " 955: 292.86,\n",
       " 956: 283.22,\n",
       " 957: 278.66,\n",
       " 958: 276.81,\n",
       " 959: 272.33,\n",
       " 960: 276.2,\n",
       " 961: 285.47,\n",
       " 962: 286.12,\n",
       " 963: 284.45,\n",
       " 964: 280.91,\n",
       " 965: 279.82,\n",
       " 966: 272.94,\n",
       " 967: 272.33,\n",
       " 968: 270.88,\n",
       " 969: 275.22,\n",
       " 970: 264.15,\n",
       " 971: 263.77,\n",
       " 972: 262.95,\n",
       " 973: 267.1,\n",
       " 974: 263.26,\n",
       " 975: 268.23,\n",
       " 976: 271.68,\n",
       " 977: 276.99,\n",
       " 978: 270.5,\n",
       " 979: 270.02,\n",
       " 980: 266.63,\n",
       " 981: 260.55,\n",
       " 982: 257.79,\n",
       " 983: 267.53,\n",
       " 984: 266.45,\n",
       " 985: 240.42,\n",
       " 986: 234.17,\n",
       " 987: 238.32,\n",
       " 988: 244.37,\n",
       " 989: 237.57,\n",
       " 990: 245.74,\n",
       " 991: 238.32,\n",
       " 992: 241.31,\n",
       " 993: 241.11,\n",
       " 994: 236.64,\n",
       " 995: 233.7,\n",
       " 996: 231.27,\n",
       " 997: 239.69,\n",
       " 998: 242.93,\n",
       " 999: 239.32,\n",
       " ...}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Abomasnow'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Zygarde'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "782.22"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49.95"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 50.12,  54.1 ,  54.65, ..., 773.18, 771.61, 782.22])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.values\n",
    "google.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=721, step=1)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('O')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.is_unique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#is_unique function is to detect whether all objects in the list is unique/no duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.is_unique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(721,)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3012,)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#3012 rows and 1 column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "721"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3012"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon.name = \"Pocket Monsters\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     Bulbasaur\n",
       "1       Ivysaur\n",
       "2      Venusaur\n",
       "3    Charmander\n",
       "4    Charmeleon\n",
       "Name: Pocket Monsters, dtype: object"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .sort_values () Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "459    Abomasnow\n",
       "62          Abra\n",
       "358        Absol\n",
       "616     Accelgor\n",
       "680    Aegislash\n",
       "Name: Pocket Monsters, dtype: object"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.sort_values().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "680    Aegislash\n",
       "616     Accelgor\n",
       "358        Absol\n",
       "62          Abra\n",
       "459    Abomasnow\n",
       "Name: Pocket Monsters, dtype: object"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.sort_values(ascending = False).tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3011    782.22\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.sort_values(ascending = False).head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The inplace parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "google = google.sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11    49.95\n",
       "9     50.07\n",
       "0     50.12\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "google.sort_values(ascending = False, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3011    782.22\n",
       "2859    776.60\n",
       "3009    773.18\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python's in Keyword"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon = pd.read_csv(\"pokemon.csv\", usecols = [\"Pokemon\"], squeeze = True)\n",
    "google = pd.read_csv(\"google_stock_price.csv\", squeeze = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "3 in [1,2,3,4,5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100 in [1,2,3,4,5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Bulbasaur\n",
       "1      Ivysaur\n",
       "2     Venusaur\n",
       "Name: Pocket Monsters, dtype: object"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"Bulbasaur\" in pokemon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "100 in pokemon\n",
    "100 in pokemon.index # it's the same way of writing the function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=721, step=1)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Bulbasaur', 'Ivysaur', 'Venusaur', 'Charmander', 'Charmeleon',\n",
       "       'Charizard', 'Squirtle', 'Wartortle', 'Blastoise', 'Caterpie',\n",
       "       'Metapod', 'Butterfree', 'Weedle', 'Kakuna', 'Beedrill', 'Pidgey',\n",
       "       'Pidgeotto', 'Pidgeot', 'Rattata', 'Raticate', 'Spearow', 'Fearow',\n",
       "       'Ekans', 'Arbok', 'Pikachu', 'Raichu', 'Sandshrew', 'Sandslash',\n",
       "       'Nidoran', 'Nidorina', 'Nidoqueen', 'Nidoran♂', 'Nidorino',\n",
       "       'Nidoking', 'Clefairy', 'Clefable', 'Vulpix', 'Ninetales',\n",
       "       'Jigglypuff', 'Wigglytuff', 'Zubat', 'Golbat', 'Oddish', 'Gloom',\n",
       "       'Vileplume', 'Paras', 'Parasect', 'Venonat', 'Venomoth', 'Diglett',\n",
       "       'Dugtrio', 'Meowth', 'Persian', 'Psyduck', 'Golduck', 'Mankey',\n",
       "       'Primeape', 'Growlithe', 'Arcanine', 'Poliwag', 'Poliwhirl',\n",
       "       'Poliwrath', 'Abra', 'Kadabra', 'Alakazam', 'Machop', 'Machoke',\n",
       "       'Machamp', 'Bellsprout', 'Weepinbell', 'Victreebel', 'Tentacool',\n",
       "       'Tentacruel', 'Geodude', 'Graveler', 'Golem', 'Ponyta', 'Rapidash',\n",
       "       'Slowpoke', 'Slowbro', 'Magnemite', 'Magneton', \"Farfetch'd\",\n",
       "       'Doduo', 'Dodrio', 'Seel', 'Dewgong', 'Grimer', 'Muk', 'Shellder',\n",
       "       'Cloyster', 'Gastly', 'Haunter', 'Gengar', 'Onix', 'Drowzee',\n",
       "       'Hypno', 'Krabby', 'Kingler', 'Voltorb', 'Electrode', 'Exeggcute',\n",
       "       'Exeggutor', 'Cubone', 'Marowak', 'Hitmonlee', 'Hitmonchan',\n",
       "       'Lickitung', 'Koffing', 'Weezing', 'Rhyhorn', 'Rhydon', 'Chansey',\n",
       "       'Tangela', 'Kangaskhan', 'Horsea', 'Seadra', 'Goldeen', 'Seaking',\n",
       "       'Staryu', 'Starmie', 'Mr. Mime', 'Scyther', 'Jynx', 'Electabuzz',\n",
       "       'Magmar', 'Pinsir', 'Tauros', 'Magikarp', 'Gyarados', 'Lapras',\n",
       "       'Ditto', 'Eevee', 'Vaporeon', 'Jolteon', 'Flareon', 'Porygon',\n",
       "       'Omanyte', 'Omastar', 'Kabuto', 'Kabutops', 'Aerodactyl',\n",
       "       'Snorlax', 'Articuno', 'Zapdos', 'Moltres', 'Dratini', 'Dragonair',\n",
       "       'Dragonite', 'Mewtwo', 'Mew', 'Chikorita', 'Bayleef', 'Meganium',\n",
       "       'Cyndaquil', 'Quilava', 'Typhlosion', 'Totodile', 'Croconaw',\n",
       "       'Feraligatr', 'Sentret', 'Furret', 'Hoothoot', 'Noctowl', 'Ledyba',\n",
       "       'Ledian', 'Spinarak', 'Ariados', 'Crobat', 'Chinchou', 'Lanturn',\n",
       "       'Pichu', 'Cleffa', 'Igglybuff', 'Togepi', 'Togetic', 'Natu',\n",
       "       'Xatu', 'Mareep', 'Flaaffy', 'Ampharos', 'Bellossom', 'Marill',\n",
       "       'Azumarill', 'Sudowoodo', 'Politoed', 'Hoppip', 'Skiploom',\n",
       "       'Jumpluff', 'Aipom', 'Sunkern', 'Sunflora', 'Yanma', 'Wooper',\n",
       "       'Quagsire', 'Espeon', 'Umbreon', 'Murkrow', 'Slowking',\n",
       "       'Misdreavus', 'Unown', 'Wobbuffet', 'Girafarig', 'Pineco',\n",
       "       'Forretress', 'Dunsparce', 'Gligar', 'Steelix', 'Snubbull',\n",
       "       'Granbull', 'Qwilfish', 'Scizor', 'Shuckle', 'Heracross',\n",
       "       'Sneasel', 'Teddiursa', 'Ursaring', 'Slugma', 'Magcargo', 'Swinub',\n",
       "       'Piloswine', 'Corsola', 'Remoraid', 'Octillery', 'Delibird',\n",
       "       'Mantine', 'Skarmory', 'Houndour', 'Houndoom', 'Kingdra', 'Phanpy',\n",
       "       'Donphan', 'Porygon2', 'Stantler', 'Smeargle', 'Tyrogue',\n",
       "       'Hitmontop', 'Smoochum', 'Elekid', 'Magby', 'Miltank', 'Blissey',\n",
       "       'Raikou', 'Entei', 'Suicune', 'Larvitar', 'Pupitar', 'Tyranitar',\n",
       "       'Lugia', 'Ho-oh', 'Celebi', 'Treecko', 'Grovyle', 'Sceptile',\n",
       "       'Torchic', 'Combusken', 'Blaziken', 'Mudkip', 'Marshtomp',\n",
       "       'Swampert', 'Poochyena', 'Mightyena', 'Zigzagoon', 'Linoone',\n",
       "       'Wurmple', 'Silcoon', 'Beautifly', 'Cascoon', 'Dustox', 'Lotad',\n",
       "       'Lombre', 'Ludicolo', 'Seedot', 'Nuzleaf', 'Shiftry', 'Taillow',\n",
       "       'Swellow', 'Wingull', 'Pelipper', 'Ralts', 'Kirlia', 'Gardevoir',\n",
       "       'Surskit', 'Masquerain', 'Shroomish', 'Breloom', 'Slakoth',\n",
       "       'Vigoroth', 'Slaking', 'Nincada', 'Ninjask', 'Shedinja', 'Whismur',\n",
       "       'Loudred', 'Exploud', 'Makuhita', 'Hariyama', 'Azurill',\n",
       "       'Nosepass', 'Skitty', 'Delcatty', 'Sableye', 'Mawile', 'Aron',\n",
       "       'Lairon', 'Aggron', 'Meditite', 'Medicham', 'Electrike',\n",
       "       'Manectric', 'Plusle', 'Minun', 'Volbeat', 'Illumise', 'Roselia',\n",
       "       'Gulpin', 'Swalot', 'Carvanha', 'Sharpedo', 'Wailmer', 'Wailord',\n",
       "       'Numel', 'Camerupt', 'Torkoal', 'Spoink', 'Grumpig', 'Spinda',\n",
       "       'Trapinch', 'Vibrava', 'Flygon', 'Cacnea', 'Cacturne', 'Swablu',\n",
       "       'Altaria', 'Zangoose', 'Seviper', 'Lunatone', 'Solrock',\n",
       "       'Barboach', 'Whiscash', 'Corphish', 'Crawdaunt', 'Baltoy',\n",
       "       'Claydol', 'Lileep', 'Cradily', 'Anorith', 'Armaldo', 'Feebas',\n",
       "       'Milotic', 'Castform', 'Kecleon', 'Shuppet', 'Banette', 'Duskull',\n",
       "       'Dusclops', 'Tropius', 'Chimecho', 'Absol', 'Wynaut', 'Snorunt',\n",
       "       'Glalie', 'Spheal', 'Sealeo', 'Walrein', 'Clamperl', 'Huntail',\n",
       "       'Gorebyss', 'Relicanth', 'Luvdisc', 'Bagon', 'Shelgon',\n",
       "       'Salamence', 'Beldum', 'Metang', 'Metagross', 'Regirock', 'Regice',\n",
       "       'Registeel', 'Latias', 'Latios', 'Kyogre', 'Groudon', 'Rayquaza',\n",
       "       'Jirachi', 'Deoxys', 'Turtwig', 'Grotle', 'Torterra', 'Chimchar',\n",
       "       'Monferno', 'Infernape', 'Piplup', 'Prinplup', 'Empoleon',\n",
       "       'Starly', 'Staravia', 'Staraptor', 'Bidoof', 'Bibarel',\n",
       "       'Kricketot', 'Kricketune', 'Shinx', 'Luxio', 'Luxray', 'Budew',\n",
       "       'Roserade', 'Cranidos', 'Rampardos', 'Shieldon', 'Bastiodon',\n",
       "       'Burmy', 'Wormadam', 'Mothim', 'Combee', 'Vespiquen', 'Pachirisu',\n",
       "       'Buizel', 'Floatzel', 'Cherubi', 'Cherrim', 'Shellos', 'Gastrodon',\n",
       "       'Ambipom', 'Drifloon', 'Drifblim', 'Buneary', 'Lopunny',\n",
       "       'Mismagius', 'Honchkrow', 'Glameow', 'Purugly', 'Chingling',\n",
       "       'Stunky', 'Skuntank', 'Bronzor', 'Bronzong', 'Bonsly', 'Mime Jr.',\n",
       "       'Happiny', 'Chatot', 'Spiritomb', 'Gible', 'Gabite', 'Garchomp',\n",
       "       'Munchlax', 'Riolu', 'Lucario', 'Hippopotas', 'Hippowdon',\n",
       "       'Skorupi', 'Drapion', 'Croagunk', 'Toxicroak', 'Carnivine',\n",
       "       'Finneon', 'Lumineon', 'Mantyke', 'Snover', 'Abomasnow', 'Weavile',\n",
       "       'Magnezone', 'Lickilicky', 'Rhyperior', 'Tangrowth', 'Electivire',\n",
       "       'Magmortar', 'Togekiss', 'Yanmega', 'Leafeon', 'Glaceon',\n",
       "       'Gliscor', 'Mamoswine', 'Porygon-Z', 'Gallade', 'Probopass',\n",
       "       'Dusknoir', 'Froslass', 'Rotom', 'Uxie', 'Mesprit', 'Azelf',\n",
       "       'Dialga', 'Palkia', 'Heatran', 'Regigigas', 'Giratina',\n",
       "       'Cresselia', 'Phione', 'Manaphy', 'Darkrai', 'Shaymin', 'Arceus',\n",
       "       'Victini', 'Snivy', 'Servine', 'Serperior', 'Tepig', 'Pignite',\n",
       "       'Emboar', 'Oshawott', 'Dewott', 'Samurott', 'Patrat', 'Watchog',\n",
       "       'Lillipup', 'Herdier', 'Stoutland', 'Purrloin', 'Liepard',\n",
       "       'Pansage', 'Simisage', 'Pansear', 'Simisear', 'Panpour',\n",
       "       'Simipour', 'Munna', 'Musharna', 'Pidove', 'Tranquill', 'Unfezant',\n",
       "       'Blitzle', 'Zebstrika', 'Roggenrola', 'Boldore', 'Gigalith',\n",
       "       'Woobat', 'Swoobat', 'Drilbur', 'Excadrill', 'Audino', 'Timburr',\n",
       "       'Gurdurr', 'Conkeldurr', 'Tympole', 'Palpitoad', 'Seismitoad',\n",
       "       'Throh', 'Sawk', 'Sewaddle', 'Swadloon', 'Leavanny', 'Venipede',\n",
       "       'Whirlipede', 'Scolipede', 'Cottonee', 'Whimsicott', 'Petilil',\n",
       "       'Lilligant', 'Basculin', 'Sandile', 'Krokorok', 'Krookodile',\n",
       "       'Darumaka', 'Darmanitan', 'Maractus', 'Dwebble', 'Crustle',\n",
       "       'Scraggy', 'Scrafty', 'Sigilyph', 'Yamask', 'Cofagrigus',\n",
       "       'Tirtouga', 'Carracosta', 'Archen', 'Archeops', 'Trubbish',\n",
       "       'Garbodor', 'Zorua', 'Zoroark', 'Minccino', 'Cinccino', 'Gothita',\n",
       "       'Gothorita', 'Gothitelle', 'Solosis', 'Duosion', 'Reuniclus',\n",
       "       'Ducklett', 'Swanna', 'Vanillite', 'Vanillish', 'Vanilluxe',\n",
       "       'Deerling', 'Sawsbuck', 'Emolga', 'Karrablast', 'Escavalier',\n",
       "       'Foongus', 'Amoonguss', 'Frillish', 'Jellicent', 'Alomomola',\n",
       "       'Joltik', 'Galvantula', 'Ferroseed', 'Ferrothorn', 'Klink',\n",
       "       'Klang', 'Klinklang', 'Tynamo', 'Eelektrik', 'Eelektross',\n",
       "       'Elgyem', 'Beheeyem', 'Litwick', 'Lampent', 'Chandelure', 'Axew',\n",
       "       'Fraxure', 'Haxorus', 'Cubchoo', 'Beartic', 'Cryogonal', 'Shelmet',\n",
       "       'Accelgor', 'Stunfisk', 'Mienfoo', 'Mienshao', 'Druddigon',\n",
       "       'Golett', 'Golurk', 'Pawniard', 'Bisharp', 'Bouffalant', 'Rufflet',\n",
       "       'Braviary', 'Vullaby', 'Mandibuzz', 'Heatmor', 'Durant', 'Deino',\n",
       "       'Zweilous', 'Hydreigon', 'Larvesta', 'Volcarona', 'Cobalion',\n",
       "       'Terrakion', 'Virizion', 'Tornadus', 'Thundurus', 'Reshiram',\n",
       "       'Zekrom', 'Landorus', 'Kyurem', 'Keldeo', 'Meloetta', 'Genesect',\n",
       "       'Chespin', 'Quilladin', 'Chesnaught', 'Fennekin', 'Braixen',\n",
       "       'Delphox', 'Froakie', 'Frogadier', 'Greninja', 'Bunnelby',\n",
       "       'Diggersby', 'Fletchling', 'Fletchinder', 'Talonflame',\n",
       "       'Scatterbug', 'Spewpa', 'Vivillon', 'Litleo', 'Pyroar', 'Flabébé',\n",
       "       'Floette', 'Florges', 'Skiddo', 'Gogoat', 'Pancham', 'Pangoro',\n",
       "       'Furfrou', 'Espurr', 'Meowstic', 'Honedge', 'Doublade',\n",
       "       'Aegislash', 'Spritzee', 'Aromatisse', 'Swirlix', 'Slurpuff',\n",
       "       'Inkay', 'Malamar', 'Binacle', 'Barbaracle', 'Skrelp', 'Dragalge',\n",
       "       'Clauncher', 'Clawitzer', 'Helioptile', 'Heliolisk', 'Tyrunt',\n",
       "       'Tyrantrum', 'Amaura', 'Aurorus', 'Sylveon', 'Hawlucha', 'Dedenne',\n",
       "       'Carbink', 'Goomy', 'Sliggoo', 'Goodra', 'Klefki', 'Phantump',\n",
       "       'Trevenant', 'Pumpkaboo', 'Gourgeist', 'Bergmite', 'Avalugg',\n",
       "       'Noibat', 'Noivern', 'Xerneas', 'Yveltal', 'Zygarde', 'Diancie',\n",
       "       'Hoopa', 'Volcanion'], dtype=object)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"Bulbasaur\" in pokemon.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract Values by Index Position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon = pd.read_csv(\"pokemon.csv\", usecols = [\"Pokemon\"], squeeze = True)\n",
    "google = pd.read_csv(\"google_stock_price.csv\", squeeze = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Bulbasaur\n",
       "1      Ivysaur\n",
       "2     Venusaur\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Electrode'"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "691     Clauncher\n",
       "692     Clawitzer\n",
       "693    Helioptile\n",
       "694     Heliolisk\n",
       "695        Tyrunt\n",
       "696     Tyrantrum\n",
       "697        Amaura\n",
       "698       Aurorus\n",
       "699       Sylveon\n",
       "700      Hawlucha\n",
       "701       Dedenne\n",
       "702       Carbink\n",
       "703         Goomy\n",
       "704       Sliggoo\n",
       "705        Goodra\n",
       "706        Klefki\n",
       "707      Phantump\n",
       "708     Trevenant\n",
       "709     Pumpkaboo\n",
       "710     Gourgeist\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[[100,200,300]]\n",
    "pokemon[50:100]\n",
    "pokemon[:50]\n",
    "pokemon[-30:]\n",
    "pokemon[-30: -10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract Values by Index Label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Bulbasaur    Grass\n",
       "Ivysaur      Grass\n",
       "Venusaur     Grass\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon = pd.read_csv(\"pokemon.csv\", index_col = \"Pokemon\", squeeze = True)\n",
    "pokemon.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Electrode    Electric\n",
       "Lapras          Water\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[[100,130]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\user\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py:951: FutureWarning: \n",
      "Passing list-likes to .loc or [] with any missing label will raise\n",
      "KeyError in the future, you can use .reindex() as an alternative.\n",
      "\n",
      "See the documentation here:\n",
      "https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n",
      "  return self.loc[key]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Pikachu    Electric\n",
       "Digimon         NaN\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[[\"Pikachu\", \"Digimon\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Bulbasaur        Grass\n",
       "Ivysaur          Grass\n",
       "Venusaur         Grass\n",
       "Charmander        Fire\n",
       "Charmeleon        Fire\n",
       "Charizard         Fire\n",
       "Squirtle         Water\n",
       "Wartortle        Water\n",
       "Blastoise        Water\n",
       "Caterpie           Bug\n",
       "Metapod            Bug\n",
       "Butterfree         Bug\n",
       "Weedle             Bug\n",
       "Kakuna             Bug\n",
       "Beedrill           Bug\n",
       "Pidgey          Normal\n",
       "Pidgeotto       Normal\n",
       "Pidgeot         Normal\n",
       "Rattata         Normal\n",
       "Raticate        Normal\n",
       "Spearow         Normal\n",
       "Fearow          Normal\n",
       "Ekans           Poison\n",
       "Arbok           Poison\n",
       "Pikachu       Electric\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[\"Bulbasaur\": \"Pikachu\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .get() Method on a Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Abomasnow      Grass\n",
       "Abra         Psychic\n",
       "Absol           Dark\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon = pd.read_csv(\"pokemon.csv\", index_col = \"Pokemon\", squeeze = True)\n",
    "pokemon.sort_index(inplace = True)\n",
    "pokemon.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Moltres      Fire\n",
       "Meowth     Normal\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.get(key = [\"Moltres\" , \"Meowth\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'This is not a Pokemon'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.get(key = \"Digimon\", default = \"This is not a Pokemon\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Math Methods on Series Object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google = pd.read_csv(\"google_stock_price.csv\", squeeze = True)\n",
    "google.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3012"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3012"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#count exclude NaN values or missing values whereas len will include"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1006942.0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "334.31009296148744"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "334.3100929614874"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.sum() / google.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "173.18720477113106"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49.95"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "782.22"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "283.315"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    291.21\n",
       "dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.mode()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#mode represents data that appears most frequently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    3012.000000\n",
       "mean      334.310093\n",
       "std       173.187205\n",
       "min        49.950000\n",
       "25%       218.045000\n",
       "50%       283.315000\n",
       "75%       443.000000\n",
       "max       782.220000\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#25% means 25% values in the datasets fall in the 218.04 value"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .idxmax() and .idxmin() Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "782.22"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google = pd.read_csv(\"google_stock_price.csv\", squeeze = True)\n",
    "\n",
    "google.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49.95"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3011"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.idxmax()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#the idxmax() method is telling us the index that is storing the maximum values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "782.22"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google[3011]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "#to prove that you can call the 3011 index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.idxmin()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49.95"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google[11]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49.95"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google[google.idxmin()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# another way of doing the idx min and idx max syntax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .value_counts() Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Bulbasaur    Grass\n",
       "Ivysaur      Grass\n",
       "Venusaur     Grass\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon = pd.read_csv(\"pokemon.csv\", index_col = \"Pokemon\", squeeze = True)\n",
    "pokemon.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "721"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.value_counts().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "721"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Flying        3\n",
       "Fairy        17\n",
       "Steel        22\n",
       "Ghost        23\n",
       "Ice          23\n",
       "Dragon       24\n",
       "Fighting     25\n",
       "Dark         28\n",
       "Poison       28\n",
       "Ground       30\n",
       "Electric     36\n",
       "Rock         41\n",
       "Fire         47\n",
       "Psychic      47\n",
       "Bug          63\n",
       "Grass        66\n",
       "Normal       93\n",
       "Water       105\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.value_counts(ascending = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .apply() Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "3    52.38\n",
       "4    52.95\n",
       "5    53.90\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google = pd.read_csv(\"google_stock_price.csv\", squeeze = True)\n",
    "google.head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def classify_performance(number):\n",
    "    if number < 300:\n",
    "        return \"OK\"\n",
    "    elif number >= 300 and number < 650:\n",
    "        return \"Satisfactory\"\n",
    "    else:\n",
    "        return \"Incredible!\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3007    Incredible!\n",
       "3008    Incredible!\n",
       "3009    Incredible!\n",
       "3010    Incredible!\n",
       "3011    Incredible!\n",
       "Name: Stock Price, dtype: object"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.apply(classify_performance).tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "3    52.38\n",
       "4    52.95\n",
       "5    53.90\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        51.12\n",
       "1        55.10\n",
       "2        55.65\n",
       "3        53.38\n",
       "4        53.95\n",
       "5        54.90\n",
       "6        54.02\n",
       "7        51.95\n",
       "8        52.13\n",
       "9        51.07\n",
       "10       51.70\n",
       "11       50.95\n",
       "12       51.74\n",
       "13       52.10\n",
       "14       52.10\n",
       "15       53.61\n",
       "16       54.70\n",
       "17       56.69\n",
       "18       56.94\n",
       "19       57.93\n",
       "20       59.69\n",
       "21       60.62\n",
       "22       59.86\n",
       "23       60.13\n",
       "24       61.35\n",
       "25       60.86\n",
       "26       60.07\n",
       "27       64.37\n",
       "28       66.47\n",
       "29       65.74\n",
       "         ...  \n",
       "2982    676.22\n",
       "2983    669.26\n",
       "2984    681.04\n",
       "2985    685.11\n",
       "2986    693.10\n",
       "2987    700.21\n",
       "2988    695.49\n",
       "2989    698.77\n",
       "2990    696.36\n",
       "2991    706.63\n",
       "2992    716.09\n",
       "2993    721.64\n",
       "2994    717.98\n",
       "2995    721.95\n",
       "2996    720.85\n",
       "2997    734.78\n",
       "2998    737.96\n",
       "2999    742.19\n",
       "3000    739.63\n",
       "3001    743.74\n",
       "3002    740.77\n",
       "3003    739.42\n",
       "3004    742.77\n",
       "3005    746.91\n",
       "3006    769.79\n",
       "3007    773.88\n",
       "3008    772.07\n",
       "3009    774.18\n",
       "3010    772.61\n",
       "3011    783.22\n",
       "Name: Stock Price, Length: 3012, dtype: float64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.apply(lambda stock_price : stock_price + 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .map() Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Bulbasaur\n",
       "1      Ivysaur\n",
       "2     Venusaur\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_names = pd.read_csv(\"Pokemon.csv\", usecols = [\"Pokemon\"], squeeze = True)\n",
    "pokemon_names.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Bulbasaur    Grass\n",
       "Ivysaur      Grass\n",
       "Venusaur     Grass\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_types = pd.read_csv(\"Pokemon.csv\", index_col = \"Pokemon\", squeeze = True)\n",
    "pokemon_types.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Grass\n",
       "1         Grass\n",
       "2         Grass\n",
       "3          Fire\n",
       "4          Fire\n",
       "5          Fire\n",
       "6         Water\n",
       "7         Water\n",
       "8         Water\n",
       "9           Bug\n",
       "10          Bug\n",
       "11          Bug\n",
       "12          Bug\n",
       "13          Bug\n",
       "14          Bug\n",
       "15       Normal\n",
       "16       Normal\n",
       "17       Normal\n",
       "18       Normal\n",
       "19       Normal\n",
       "20       Normal\n",
       "21       Normal\n",
       "22       Poison\n",
       "23       Poison\n",
       "24     Electric\n",
       "25     Electric\n",
       "26       Ground\n",
       "27       Ground\n",
       "28       Poison\n",
       "29       Poison\n",
       "         ...   \n",
       "691       Water\n",
       "692       Water\n",
       "693    Electric\n",
       "694    Electric\n",
       "695        Rock\n",
       "696        Rock\n",
       "697        Rock\n",
       "698        Rock\n",
       "699       Fairy\n",
       "700    Fighting\n",
       "701    Electric\n",
       "702        Rock\n",
       "703      Dragon\n",
       "704      Dragon\n",
       "705      Dragon\n",
       "706       Steel\n",
       "707       Ghost\n",
       "708       Ghost\n",
       "709       Ghost\n",
       "710       Ghost\n",
       "711         Ice\n",
       "712         Ice\n",
       "713      Flying\n",
       "714      Flying\n",
       "715       Fairy\n",
       "716        Dark\n",
       "717      Dragon\n",
       "718        Rock\n",
       "719     Psychic\n",
       "720        Fire\n",
       "Name: Pokemon, Length: 721, dtype: object"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_names.map(pokemon_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon_names = pd.read_csv(\"Pokemon.csv\", usecols = [\"Pokemon\"], squeeze = True)\n",
    "pokemon_types = pd.read_csv(\"Pokemon.csv\", index_col = \"Pokemon\", squeeze = True).to_dict()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     Bulbasaur\n",
       "1       Ivysaur\n",
       "2      Venusaur\n",
       "3    Charmander\n",
       "4    Charmeleon\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_names.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Bulbasaur': 'Grass',\n",
       " 'Ivysaur': 'Grass',\n",
       " 'Venusaur': 'Grass',\n",
       " 'Charmander': 'Fire',\n",
       " 'Charmeleon': 'Fire',\n",
       " 'Charizard': 'Fire',\n",
       " 'Squirtle': 'Water',\n",
       " 'Wartortle': 'Water',\n",
       " 'Blastoise': 'Water',\n",
       " 'Caterpie': 'Bug',\n",
       " 'Metapod': 'Bug',\n",
       " 'Butterfree': 'Bug',\n",
       " 'Weedle': 'Bug',\n",
       " 'Kakuna': 'Bug',\n",
       " 'Beedrill': 'Bug',\n",
       " 'Pidgey': 'Normal',\n",
       " 'Pidgeotto': 'Normal',\n",
       " 'Pidgeot': 'Normal',\n",
       " 'Rattata': 'Normal',\n",
       " 'Raticate': 'Normal',\n",
       " 'Spearow': 'Normal',\n",
       " 'Fearow': 'Normal',\n",
       " 'Ekans': 'Poison',\n",
       " 'Arbok': 'Poison',\n",
       " 'Pikachu': 'Electric',\n",
       " 'Raichu': 'Electric',\n",
       " 'Sandshrew': 'Ground',\n",
       " 'Sandslash': 'Ground',\n",
       " 'Nidoran': 'Poison',\n",
       " 'Nidorina': 'Poison',\n",
       " 'Nidoqueen': 'Poison',\n",
       " 'Nidoran♂': 'Poison',\n",
       " 'Nidorino': 'Poison',\n",
       " 'Nidoking': 'Poison',\n",
       " 'Clefairy': 'Fairy',\n",
       " 'Clefable': 'Fairy',\n",
       " 'Vulpix': 'Fire',\n",
       " 'Ninetales': 'Fire',\n",
       " 'Jigglypuff': 'Normal',\n",
       " 'Wigglytuff': 'Normal',\n",
       " 'Zubat': 'Poison',\n",
       " 'Golbat': 'Poison',\n",
       " 'Oddish': 'Grass',\n",
       " 'Gloom': 'Grass',\n",
       " 'Vileplume': 'Grass',\n",
       " 'Paras': 'Bug',\n",
       " 'Parasect': 'Bug',\n",
       " 'Venonat': 'Bug',\n",
       " 'Venomoth': 'Bug',\n",
       " 'Diglett': 'Ground',\n",
       " 'Dugtrio': 'Ground',\n",
       " 'Meowth': 'Normal',\n",
       " 'Persian': 'Normal',\n",
       " 'Psyduck': 'Water',\n",
       " 'Golduck': 'Water',\n",
       " 'Mankey': 'Fighting',\n",
       " 'Primeape': 'Fighting',\n",
       " 'Growlithe': 'Fire',\n",
       " 'Arcanine': 'Fire',\n",
       " 'Poliwag': 'Water',\n",
       " 'Poliwhirl': 'Water',\n",
       " 'Poliwrath': 'Water',\n",
       " 'Abra': 'Psychic',\n",
       " 'Kadabra': 'Psychic',\n",
       " 'Alakazam': 'Psychic',\n",
       " 'Machop': 'Fighting',\n",
       " 'Machoke': 'Fighting',\n",
       " 'Machamp': 'Fighting',\n",
       " 'Bellsprout': 'Grass',\n",
       " 'Weepinbell': 'Grass',\n",
       " 'Victreebel': 'Grass',\n",
       " 'Tentacool': 'Water',\n",
       " 'Tentacruel': 'Water',\n",
       " 'Geodude': 'Rock',\n",
       " 'Graveler': 'Rock',\n",
       " 'Golem': 'Rock',\n",
       " 'Ponyta': 'Fire',\n",
       " 'Rapidash': 'Fire',\n",
       " 'Slowpoke': 'Water',\n",
       " 'Slowbro': 'Water',\n",
       " 'Magnemite': 'Electric',\n",
       " 'Magneton': 'Electric',\n",
       " \"Farfetch'd\": 'Normal',\n",
       " 'Doduo': 'Normal',\n",
       " 'Dodrio': 'Normal',\n",
       " 'Seel': 'Water',\n",
       " 'Dewgong': 'Water',\n",
       " 'Grimer': 'Poison',\n",
       " 'Muk': 'Poison',\n",
       " 'Shellder': 'Water',\n",
       " 'Cloyster': 'Water',\n",
       " 'Gastly': 'Ghost',\n",
       " 'Haunter': 'Ghost',\n",
       " 'Gengar': 'Ghost',\n",
       " 'Onix': 'Rock',\n",
       " 'Drowzee': 'Psychic',\n",
       " 'Hypno': 'Psychic',\n",
       " 'Krabby': 'Water',\n",
       " 'Kingler': 'Water',\n",
       " 'Voltorb': 'Electric',\n",
       " 'Electrode': 'Electric',\n",
       " 'Exeggcute': 'Grass',\n",
       " 'Exeggutor': 'Grass',\n",
       " 'Cubone': 'Ground',\n",
       " 'Marowak': 'Ground',\n",
       " 'Hitmonlee': 'Fighting',\n",
       " 'Hitmonchan': 'Fighting',\n",
       " 'Lickitung': 'Normal',\n",
       " 'Koffing': 'Poison',\n",
       " 'Weezing': 'Poison',\n",
       " 'Rhyhorn': 'Ground',\n",
       " 'Rhydon': 'Ground',\n",
       " 'Chansey': 'Normal',\n",
       " 'Tangela': 'Grass',\n",
       " 'Kangaskhan': 'Normal',\n",
       " 'Horsea': 'Water',\n",
       " 'Seadra': 'Water',\n",
       " 'Goldeen': 'Water',\n",
       " 'Seaking': 'Water',\n",
       " 'Staryu': 'Water',\n",
       " 'Starmie': 'Water',\n",
       " 'Mr. Mime': 'Psychic',\n",
       " 'Scyther': 'Bug',\n",
       " 'Jynx': 'Ice',\n",
       " 'Electabuzz': 'Electric',\n",
       " 'Magmar': 'Fire',\n",
       " 'Pinsir': 'Bug',\n",
       " 'Tauros': 'Normal',\n",
       " 'Magikarp': 'Water',\n",
       " 'Gyarados': 'Water',\n",
       " 'Lapras': 'Water',\n",
       " 'Ditto': 'Normal',\n",
       " 'Eevee': 'Normal',\n",
       " 'Vaporeon': 'Water',\n",
       " 'Jolteon': 'Electric',\n",
       " 'Flareon': 'Fire',\n",
       " 'Porygon': 'Normal',\n",
       " 'Omanyte': 'Rock',\n",
       " 'Omastar': 'Rock',\n",
       " 'Kabuto': 'Rock',\n",
       " 'Kabutops': 'Rock',\n",
       " 'Aerodactyl': 'Rock',\n",
       " 'Snorlax': 'Normal',\n",
       " 'Articuno': 'Ice',\n",
       " 'Zapdos': 'Electric',\n",
       " 'Moltres': 'Fire',\n",
       " 'Dratini': 'Dragon',\n",
       " 'Dragonair': 'Dragon',\n",
       " 'Dragonite': 'Dragon',\n",
       " 'Mewtwo': 'Psychic',\n",
       " 'Mew': 'Psychic',\n",
       " 'Chikorita': 'Grass',\n",
       " 'Bayleef': 'Grass',\n",
       " 'Meganium': 'Grass',\n",
       " 'Cyndaquil': 'Fire',\n",
       " 'Quilava': 'Fire',\n",
       " 'Typhlosion': 'Fire',\n",
       " 'Totodile': 'Water',\n",
       " 'Croconaw': 'Water',\n",
       " 'Feraligatr': 'Water',\n",
       " 'Sentret': 'Normal',\n",
       " 'Furret': 'Normal',\n",
       " 'Hoothoot': 'Normal',\n",
       " 'Noctowl': 'Normal',\n",
       " 'Ledyba': 'Bug',\n",
       " 'Ledian': 'Bug',\n",
       " 'Spinarak': 'Bug',\n",
       " 'Ariados': 'Bug',\n",
       " 'Crobat': 'Poison',\n",
       " 'Chinchou': 'Water',\n",
       " 'Lanturn': 'Water',\n",
       " 'Pichu': 'Electric',\n",
       " 'Cleffa': 'Fairy',\n",
       " 'Igglybuff': 'Normal',\n",
       " 'Togepi': 'Fairy',\n",
       " 'Togetic': 'Fairy',\n",
       " 'Natu': 'Psychic',\n",
       " 'Xatu': 'Psychic',\n",
       " 'Mareep': 'Electric',\n",
       " 'Flaaffy': 'Electric',\n",
       " 'Ampharos': 'Electric',\n",
       " 'Bellossom': 'Grass',\n",
       " 'Marill': 'Water',\n",
       " 'Azumarill': 'Water',\n",
       " 'Sudowoodo': 'Rock',\n",
       " 'Politoed': 'Water',\n",
       " 'Hoppip': 'Grass',\n",
       " 'Skiploom': 'Grass',\n",
       " 'Jumpluff': 'Grass',\n",
       " 'Aipom': 'Normal',\n",
       " 'Sunkern': 'Grass',\n",
       " 'Sunflora': 'Grass',\n",
       " 'Yanma': 'Bug',\n",
       " 'Wooper': 'Water',\n",
       " 'Quagsire': 'Water',\n",
       " 'Espeon': 'Psychic',\n",
       " 'Umbreon': 'Dark',\n",
       " 'Murkrow': 'Dark',\n",
       " 'Slowking': 'Water',\n",
       " 'Misdreavus': 'Ghost',\n",
       " 'Unown': 'Psychic',\n",
       " 'Wobbuffet': 'Psychic',\n",
       " 'Girafarig': 'Normal',\n",
       " 'Pineco': 'Bug',\n",
       " 'Forretress': 'Bug',\n",
       " 'Dunsparce': 'Normal',\n",
       " 'Gligar': 'Ground',\n",
       " 'Steelix': 'Steel',\n",
       " 'Snubbull': 'Fairy',\n",
       " 'Granbull': 'Fairy',\n",
       " 'Qwilfish': 'Water',\n",
       " 'Scizor': 'Bug',\n",
       " 'Shuckle': 'Bug',\n",
       " 'Heracross': 'Bug',\n",
       " 'Sneasel': 'Dark',\n",
       " 'Teddiursa': 'Normal',\n",
       " 'Ursaring': 'Normal',\n",
       " 'Slugma': 'Fire',\n",
       " 'Magcargo': 'Fire',\n",
       " 'Swinub': 'Ice',\n",
       " 'Piloswine': 'Ice',\n",
       " 'Corsola': 'Water',\n",
       " 'Remoraid': 'Water',\n",
       " 'Octillery': 'Water',\n",
       " 'Delibird': 'Ice',\n",
       " 'Mantine': 'Water',\n",
       " 'Skarmory': 'Steel',\n",
       " 'Houndour': 'Dark',\n",
       " 'Houndoom': 'Dark',\n",
       " 'Kingdra': 'Water',\n",
       " 'Phanpy': 'Ground',\n",
       " 'Donphan': 'Ground',\n",
       " 'Porygon2': 'Normal',\n",
       " 'Stantler': 'Normal',\n",
       " 'Smeargle': 'Normal',\n",
       " 'Tyrogue': 'Fighting',\n",
       " 'Hitmontop': 'Fighting',\n",
       " 'Smoochum': 'Ice',\n",
       " 'Elekid': 'Electric',\n",
       " 'Magby': 'Fire',\n",
       " 'Miltank': 'Normal',\n",
       " 'Blissey': 'Normal',\n",
       " 'Raikou': 'Electric',\n",
       " 'Entei': 'Fire',\n",
       " 'Suicune': 'Water',\n",
       " 'Larvitar': 'Rock',\n",
       " 'Pupitar': 'Rock',\n",
       " 'Tyranitar': 'Rock',\n",
       " 'Lugia': 'Psychic',\n",
       " 'Ho-oh': 'Fire',\n",
       " 'Celebi': 'Psychic',\n",
       " 'Treecko': 'Grass',\n",
       " 'Grovyle': 'Grass',\n",
       " 'Sceptile': 'Grass',\n",
       " 'Torchic': 'Fire',\n",
       " 'Combusken': 'Fire',\n",
       " 'Blaziken': 'Fire',\n",
       " 'Mudkip': 'Water',\n",
       " 'Marshtomp': 'Water',\n",
       " 'Swampert': 'Water',\n",
       " 'Poochyena': 'Dark',\n",
       " 'Mightyena': 'Dark',\n",
       " 'Zigzagoon': 'Normal',\n",
       " 'Linoone': 'Normal',\n",
       " 'Wurmple': 'Bug',\n",
       " 'Silcoon': 'Bug',\n",
       " 'Beautifly': 'Bug',\n",
       " 'Cascoon': 'Bug',\n",
       " 'Dustox': 'Bug',\n",
       " 'Lotad': 'Water',\n",
       " 'Lombre': 'Water',\n",
       " 'Ludicolo': 'Water',\n",
       " 'Seedot': 'Grass',\n",
       " 'Nuzleaf': 'Grass',\n",
       " 'Shiftry': 'Grass',\n",
       " 'Taillow': 'Normal',\n",
       " 'Swellow': 'Normal',\n",
       " 'Wingull': 'Water',\n",
       " 'Pelipper': 'Water',\n",
       " 'Ralts': 'Psychic',\n",
       " 'Kirlia': 'Psychic',\n",
       " 'Gardevoir': 'Psychic',\n",
       " 'Surskit': 'Bug',\n",
       " 'Masquerain': 'Bug',\n",
       " 'Shroomish': 'Grass',\n",
       " 'Breloom': 'Grass',\n",
       " 'Slakoth': 'Normal',\n",
       " 'Vigoroth': 'Normal',\n",
       " 'Slaking': 'Normal',\n",
       " 'Nincada': 'Bug',\n",
       " 'Ninjask': 'Bug',\n",
       " 'Shedinja': 'Bug',\n",
       " 'Whismur': 'Normal',\n",
       " 'Loudred': 'Normal',\n",
       " 'Exploud': 'Normal',\n",
       " 'Makuhita': 'Fighting',\n",
       " 'Hariyama': 'Fighting',\n",
       " 'Azurill': 'Normal',\n",
       " 'Nosepass': 'Rock',\n",
       " 'Skitty': 'Normal',\n",
       " 'Delcatty': 'Normal',\n",
       " 'Sableye': 'Dark',\n",
       " 'Mawile': 'Steel',\n",
       " 'Aron': 'Steel',\n",
       " 'Lairon': 'Steel',\n",
       " 'Aggron': 'Steel',\n",
       " 'Meditite': 'Fighting',\n",
       " 'Medicham': 'Fighting',\n",
       " 'Electrike': 'Electric',\n",
       " 'Manectric': 'Electric',\n",
       " 'Plusle': 'Electric',\n",
       " 'Minun': 'Electric',\n",
       " 'Volbeat': 'Bug',\n",
       " 'Illumise': 'Bug',\n",
       " 'Roselia': 'Grass',\n",
       " 'Gulpin': 'Poison',\n",
       " 'Swalot': 'Poison',\n",
       " 'Carvanha': 'Water',\n",
       " 'Sharpedo': 'Water',\n",
       " 'Wailmer': 'Water',\n",
       " 'Wailord': 'Water',\n",
       " 'Numel': 'Fire',\n",
       " 'Camerupt': 'Fire',\n",
       " 'Torkoal': 'Fire',\n",
       " 'Spoink': 'Psychic',\n",
       " 'Grumpig': 'Psychic',\n",
       " 'Spinda': 'Normal',\n",
       " 'Trapinch': 'Ground',\n",
       " 'Vibrava': 'Ground',\n",
       " 'Flygon': 'Ground',\n",
       " 'Cacnea': 'Grass',\n",
       " 'Cacturne': 'Grass',\n",
       " 'Swablu': 'Normal',\n",
       " 'Altaria': 'Dragon',\n",
       " 'Zangoose': 'Normal',\n",
       " 'Seviper': 'Poison',\n",
       " 'Lunatone': 'Rock',\n",
       " 'Solrock': 'Rock',\n",
       " 'Barboach': 'Water',\n",
       " 'Whiscash': 'Water',\n",
       " 'Corphish': 'Water',\n",
       " 'Crawdaunt': 'Water',\n",
       " 'Baltoy': 'Ground',\n",
       " 'Claydol': 'Ground',\n",
       " 'Lileep': 'Rock',\n",
       " 'Cradily': 'Rock',\n",
       " 'Anorith': 'Rock',\n",
       " 'Armaldo': 'Rock',\n",
       " 'Feebas': 'Water',\n",
       " 'Milotic': 'Water',\n",
       " 'Castform': 'Normal',\n",
       " 'Kecleon': 'Normal',\n",
       " 'Shuppet': 'Ghost',\n",
       " 'Banette': 'Ghost',\n",
       " 'Duskull': 'Ghost',\n",
       " 'Dusclops': 'Ghost',\n",
       " 'Tropius': 'Grass',\n",
       " 'Chimecho': 'Psychic',\n",
       " 'Absol': 'Dark',\n",
       " 'Wynaut': 'Psychic',\n",
       " 'Snorunt': 'Ice',\n",
       " 'Glalie': 'Ice',\n",
       " 'Spheal': 'Ice',\n",
       " 'Sealeo': 'Ice',\n",
       " 'Walrein': 'Ice',\n",
       " 'Clamperl': 'Water',\n",
       " 'Huntail': 'Water',\n",
       " 'Gorebyss': 'Water',\n",
       " 'Relicanth': 'Water',\n",
       " 'Luvdisc': 'Water',\n",
       " 'Bagon': 'Dragon',\n",
       " 'Shelgon': 'Dragon',\n",
       " 'Salamence': 'Dragon',\n",
       " 'Beldum': 'Steel',\n",
       " 'Metang': 'Steel',\n",
       " 'Metagross': 'Steel',\n",
       " 'Regirock': 'Rock',\n",
       " 'Regice': 'Ice',\n",
       " 'Registeel': 'Steel',\n",
       " 'Latias': 'Dragon',\n",
       " 'Latios': 'Dragon',\n",
       " 'Kyogre': 'Water',\n",
       " 'Groudon': 'Ground',\n",
       " 'Rayquaza': 'Dragon',\n",
       " 'Jirachi': 'Steel',\n",
       " 'Deoxys': 'Psychic',\n",
       " 'Turtwig': 'Grass',\n",
       " 'Grotle': 'Grass',\n",
       " 'Torterra': 'Grass',\n",
       " 'Chimchar': 'Fire',\n",
       " 'Monferno': 'Fire',\n",
       " 'Infernape': 'Fire',\n",
       " 'Piplup': 'Water',\n",
       " 'Prinplup': 'Water',\n",
       " 'Empoleon': 'Water',\n",
       " 'Starly': 'Normal',\n",
       " 'Staravia': 'Normal',\n",
       " 'Staraptor': 'Normal',\n",
       " 'Bidoof': 'Normal',\n",
       " 'Bibarel': 'Normal',\n",
       " 'Kricketot': 'Bug',\n",
       " 'Kricketune': 'Bug',\n",
       " 'Shinx': 'Electric',\n",
       " 'Luxio': 'Electric',\n",
       " 'Luxray': 'Electric',\n",
       " 'Budew': 'Grass',\n",
       " 'Roserade': 'Grass',\n",
       " 'Cranidos': 'Rock',\n",
       " 'Rampardos': 'Rock',\n",
       " 'Shieldon': 'Rock',\n",
       " 'Bastiodon': 'Rock',\n",
       " 'Burmy': 'Bug',\n",
       " 'Wormadam': 'Bug',\n",
       " 'Mothim': 'Bug',\n",
       " 'Combee': 'Bug',\n",
       " 'Vespiquen': 'Bug',\n",
       " 'Pachirisu': 'Electric',\n",
       " 'Buizel': 'Water',\n",
       " 'Floatzel': 'Water',\n",
       " 'Cherubi': 'Grass',\n",
       " 'Cherrim': 'Grass',\n",
       " 'Shellos': 'Water',\n",
       " 'Gastrodon': 'Water',\n",
       " 'Ambipom': 'Normal',\n",
       " 'Drifloon': 'Ghost',\n",
       " 'Drifblim': 'Ghost',\n",
       " 'Buneary': 'Normal',\n",
       " 'Lopunny': 'Normal',\n",
       " 'Mismagius': 'Ghost',\n",
       " 'Honchkrow': 'Dark',\n",
       " 'Glameow': 'Normal',\n",
       " 'Purugly': 'Normal',\n",
       " 'Chingling': 'Psychic',\n",
       " 'Stunky': 'Poison',\n",
       " 'Skuntank': 'Poison',\n",
       " 'Bronzor': 'Steel',\n",
       " 'Bronzong': 'Steel',\n",
       " 'Bonsly': 'Rock',\n",
       " 'Mime Jr.': 'Psychic',\n",
       " 'Happiny': 'Normal',\n",
       " 'Chatot': 'Normal',\n",
       " 'Spiritomb': 'Ghost',\n",
       " 'Gible': 'Dragon',\n",
       " 'Gabite': 'Dragon',\n",
       " 'Garchomp': 'Dragon',\n",
       " 'Munchlax': 'Normal',\n",
       " 'Riolu': 'Fighting',\n",
       " 'Lucario': 'Fighting',\n",
       " 'Hippopotas': 'Ground',\n",
       " 'Hippowdon': 'Ground',\n",
       " 'Skorupi': 'Poison',\n",
       " 'Drapion': 'Poison',\n",
       " 'Croagunk': 'Poison',\n",
       " 'Toxicroak': 'Poison',\n",
       " 'Carnivine': 'Grass',\n",
       " 'Finneon': 'Water',\n",
       " 'Lumineon': 'Water',\n",
       " 'Mantyke': 'Water',\n",
       " 'Snover': 'Grass',\n",
       " 'Abomasnow': 'Grass',\n",
       " 'Weavile': 'Dark',\n",
       " 'Magnezone': 'Electric',\n",
       " 'Lickilicky': 'Normal',\n",
       " 'Rhyperior': 'Ground',\n",
       " 'Tangrowth': 'Grass',\n",
       " 'Electivire': 'Electric',\n",
       " 'Magmortar': 'Fire',\n",
       " 'Togekiss': 'Fairy',\n",
       " 'Yanmega': 'Bug',\n",
       " 'Leafeon': 'Grass',\n",
       " 'Glaceon': 'Ice',\n",
       " 'Gliscor': 'Ground',\n",
       " 'Mamoswine': 'Ice',\n",
       " 'Porygon-Z': 'Normal',\n",
       " 'Gallade': 'Psychic',\n",
       " 'Probopass': 'Rock',\n",
       " 'Dusknoir': 'Ghost',\n",
       " 'Froslass': 'Ice',\n",
       " 'Rotom': 'Electric',\n",
       " 'Uxie': 'Psychic',\n",
       " 'Mesprit': 'Psychic',\n",
       " 'Azelf': 'Psychic',\n",
       " 'Dialga': 'Steel',\n",
       " 'Palkia': 'Water',\n",
       " 'Heatran': 'Fire',\n",
       " 'Regigigas': 'Normal',\n",
       " 'Giratina': 'Ghost',\n",
       " 'Cresselia': 'Psychic',\n",
       " 'Phione': 'Water',\n",
       " 'Manaphy': 'Water',\n",
       " 'Darkrai': 'Dark',\n",
       " 'Shaymin': 'Grass',\n",
       " 'Arceus': 'Normal',\n",
       " 'Victini': 'Psychic',\n",
       " 'Snivy': 'Grass',\n",
       " 'Servine': 'Grass',\n",
       " 'Serperior': 'Grass',\n",
       " 'Tepig': 'Fire',\n",
       " 'Pignite': 'Fire',\n",
       " 'Emboar': 'Fire',\n",
       " 'Oshawott': 'Water',\n",
       " 'Dewott': 'Water',\n",
       " 'Samurott': 'Water',\n",
       " 'Patrat': 'Normal',\n",
       " 'Watchog': 'Normal',\n",
       " 'Lillipup': 'Normal',\n",
       " 'Herdier': 'Normal',\n",
       " 'Stoutland': 'Normal',\n",
       " 'Purrloin': 'Dark',\n",
       " 'Liepard': 'Dark',\n",
       " 'Pansage': 'Grass',\n",
       " 'Simisage': 'Grass',\n",
       " 'Pansear': 'Fire',\n",
       " 'Simisear': 'Fire',\n",
       " 'Panpour': 'Water',\n",
       " 'Simipour': 'Water',\n",
       " 'Munna': 'Psychic',\n",
       " 'Musharna': 'Psychic',\n",
       " 'Pidove': 'Normal',\n",
       " 'Tranquill': 'Normal',\n",
       " 'Unfezant': 'Normal',\n",
       " 'Blitzle': 'Electric',\n",
       " 'Zebstrika': 'Electric',\n",
       " 'Roggenrola': 'Rock',\n",
       " 'Boldore': 'Rock',\n",
       " 'Gigalith': 'Rock',\n",
       " 'Woobat': 'Psychic',\n",
       " 'Swoobat': 'Psychic',\n",
       " 'Drilbur': 'Ground',\n",
       " 'Excadrill': 'Ground',\n",
       " 'Audino': 'Normal',\n",
       " 'Timburr': 'Fighting',\n",
       " 'Gurdurr': 'Fighting',\n",
       " 'Conkeldurr': 'Fighting',\n",
       " 'Tympole': 'Water',\n",
       " 'Palpitoad': 'Water',\n",
       " 'Seismitoad': 'Water',\n",
       " 'Throh': 'Fighting',\n",
       " 'Sawk': 'Fighting',\n",
       " 'Sewaddle': 'Bug',\n",
       " 'Swadloon': 'Bug',\n",
       " 'Leavanny': 'Bug',\n",
       " 'Venipede': 'Bug',\n",
       " 'Whirlipede': 'Bug',\n",
       " 'Scolipede': 'Bug',\n",
       " 'Cottonee': 'Grass',\n",
       " 'Whimsicott': 'Grass',\n",
       " 'Petilil': 'Grass',\n",
       " 'Lilligant': 'Grass',\n",
       " 'Basculin': 'Water',\n",
       " 'Sandile': 'Ground',\n",
       " 'Krokorok': 'Ground',\n",
       " 'Krookodile': 'Ground',\n",
       " 'Darumaka': 'Fire',\n",
       " 'Darmanitan': 'Fire',\n",
       " 'Maractus': 'Grass',\n",
       " 'Dwebble': 'Bug',\n",
       " 'Crustle': 'Bug',\n",
       " 'Scraggy': 'Dark',\n",
       " 'Scrafty': 'Dark',\n",
       " 'Sigilyph': 'Psychic',\n",
       " 'Yamask': 'Ghost',\n",
       " 'Cofagrigus': 'Ghost',\n",
       " 'Tirtouga': 'Water',\n",
       " 'Carracosta': 'Water',\n",
       " 'Archen': 'Rock',\n",
       " 'Archeops': 'Rock',\n",
       " 'Trubbish': 'Poison',\n",
       " 'Garbodor': 'Poison',\n",
       " 'Zorua': 'Dark',\n",
       " 'Zoroark': 'Dark',\n",
       " 'Minccino': 'Normal',\n",
       " 'Cinccino': 'Normal',\n",
       " 'Gothita': 'Psychic',\n",
       " 'Gothorita': 'Psychic',\n",
       " 'Gothitelle': 'Psychic',\n",
       " 'Solosis': 'Psychic',\n",
       " 'Duosion': 'Psychic',\n",
       " 'Reuniclus': 'Psychic',\n",
       " 'Ducklett': 'Water',\n",
       " 'Swanna': 'Water',\n",
       " 'Vanillite': 'Ice',\n",
       " 'Vanillish': 'Ice',\n",
       " 'Vanilluxe': 'Ice',\n",
       " 'Deerling': 'Normal',\n",
       " 'Sawsbuck': 'Normal',\n",
       " 'Emolga': 'Electric',\n",
       " 'Karrablast': 'Bug',\n",
       " 'Escavalier': 'Bug',\n",
       " 'Foongus': 'Grass',\n",
       " 'Amoonguss': 'Grass',\n",
       " 'Frillish': 'Water',\n",
       " 'Jellicent': 'Water',\n",
       " 'Alomomola': 'Water',\n",
       " 'Joltik': 'Bug',\n",
       " 'Galvantula': 'Bug',\n",
       " 'Ferroseed': 'Grass',\n",
       " 'Ferrothorn': 'Grass',\n",
       " 'Klink': 'Steel',\n",
       " 'Klang': 'Steel',\n",
       " 'Klinklang': 'Steel',\n",
       " 'Tynamo': 'Electric',\n",
       " 'Eelektrik': 'Electric',\n",
       " 'Eelektross': 'Electric',\n",
       " 'Elgyem': 'Psychic',\n",
       " 'Beheeyem': 'Psychic',\n",
       " 'Litwick': 'Ghost',\n",
       " 'Lampent': 'Ghost',\n",
       " 'Chandelure': 'Ghost',\n",
       " 'Axew': 'Dragon',\n",
       " 'Fraxure': 'Dragon',\n",
       " 'Haxorus': 'Dragon',\n",
       " 'Cubchoo': 'Ice',\n",
       " 'Beartic': 'Ice',\n",
       " 'Cryogonal': 'Ice',\n",
       " 'Shelmet': 'Bug',\n",
       " 'Accelgor': 'Bug',\n",
       " 'Stunfisk': 'Ground',\n",
       " 'Mienfoo': 'Fighting',\n",
       " 'Mienshao': 'Fighting',\n",
       " 'Druddigon': 'Dragon',\n",
       " 'Golett': 'Ground',\n",
       " 'Golurk': 'Ground',\n",
       " 'Pawniard': 'Dark',\n",
       " 'Bisharp': 'Dark',\n",
       " 'Bouffalant': 'Normal',\n",
       " 'Rufflet': 'Normal',\n",
       " 'Braviary': 'Normal',\n",
       " 'Vullaby': 'Dark',\n",
       " 'Mandibuzz': 'Dark',\n",
       " 'Heatmor': 'Fire',\n",
       " 'Durant': 'Bug',\n",
       " 'Deino': 'Dark',\n",
       " 'Zweilous': 'Dark',\n",
       " 'Hydreigon': 'Dark',\n",
       " 'Larvesta': 'Bug',\n",
       " 'Volcarona': 'Bug',\n",
       " 'Cobalion': 'Steel',\n",
       " 'Terrakion': 'Rock',\n",
       " 'Virizion': 'Grass',\n",
       " 'Tornadus': 'Flying',\n",
       " 'Thundurus': 'Electric',\n",
       " 'Reshiram': 'Dragon',\n",
       " 'Zekrom': 'Dragon',\n",
       " 'Landorus': 'Ground',\n",
       " 'Kyurem': 'Dragon',\n",
       " 'Keldeo': 'Water',\n",
       " 'Meloetta': 'Normal',\n",
       " 'Genesect': 'Bug',\n",
       " 'Chespin': 'Grass',\n",
       " 'Quilladin': 'Grass',\n",
       " 'Chesnaught': 'Grass',\n",
       " 'Fennekin': 'Fire',\n",
       " 'Braixen': 'Fire',\n",
       " 'Delphox': 'Fire',\n",
       " 'Froakie': 'Water',\n",
       " 'Frogadier': 'Water',\n",
       " 'Greninja': 'Water',\n",
       " 'Bunnelby': 'Normal',\n",
       " 'Diggersby': 'Normal',\n",
       " 'Fletchling': 'Normal',\n",
       " 'Fletchinder': 'Fire',\n",
       " 'Talonflame': 'Fire',\n",
       " 'Scatterbug': 'Bug',\n",
       " 'Spewpa': 'Bug',\n",
       " 'Vivillon': 'Bug',\n",
       " 'Litleo': 'Fire',\n",
       " 'Pyroar': 'Fire',\n",
       " 'Flabébé': 'Fairy',\n",
       " 'Floette': 'Fairy',\n",
       " 'Florges': 'Fairy',\n",
       " 'Skiddo': 'Grass',\n",
       " 'Gogoat': 'Grass',\n",
       " 'Pancham': 'Fighting',\n",
       " 'Pangoro': 'Fighting',\n",
       " 'Furfrou': 'Normal',\n",
       " 'Espurr': 'Psychic',\n",
       " 'Meowstic': 'Psychic',\n",
       " 'Honedge': 'Steel',\n",
       " 'Doublade': 'Steel',\n",
       " 'Aegislash': 'Steel',\n",
       " 'Spritzee': 'Fairy',\n",
       " 'Aromatisse': 'Fairy',\n",
       " 'Swirlix': 'Fairy',\n",
       " 'Slurpuff': 'Fairy',\n",
       " 'Inkay': 'Dark',\n",
       " 'Malamar': 'Dark',\n",
       " 'Binacle': 'Rock',\n",
       " 'Barbaracle': 'Rock',\n",
       " 'Skrelp': 'Poison',\n",
       " 'Dragalge': 'Poison',\n",
       " 'Clauncher': 'Water',\n",
       " 'Clawitzer': 'Water',\n",
       " 'Helioptile': 'Electric',\n",
       " 'Heliolisk': 'Electric',\n",
       " 'Tyrunt': 'Rock',\n",
       " 'Tyrantrum': 'Rock',\n",
       " 'Amaura': 'Rock',\n",
       " 'Aurorus': 'Rock',\n",
       " 'Sylveon': 'Fairy',\n",
       " 'Hawlucha': 'Fighting',\n",
       " 'Dedenne': 'Electric',\n",
       " 'Carbink': 'Rock',\n",
       " 'Goomy': 'Dragon',\n",
       " 'Sliggoo': 'Dragon',\n",
       " 'Goodra': 'Dragon',\n",
       " 'Klefki': 'Steel',\n",
       " 'Phantump': 'Ghost',\n",
       " 'Trevenant': 'Ghost',\n",
       " 'Pumpkaboo': 'Ghost',\n",
       " 'Gourgeist': 'Ghost',\n",
       " 'Bergmite': 'Ice',\n",
       " 'Avalugg': 'Ice',\n",
       " 'Noibat': 'Flying',\n",
       " 'Noivern': 'Flying',\n",
       " 'Xerneas': 'Fairy',\n",
       " 'Yveltal': 'Dark',\n",
       " 'Zygarde': 'Dragon',\n",
       " 'Diancie': 'Rock',\n",
       " 'Hoopa': 'Psychic',\n",
       " 'Volcanion': 'Fire'}"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Grass\n",
       "1         Grass\n",
       "2         Grass\n",
       "3          Fire\n",
       "4          Fire\n",
       "5          Fire\n",
       "6         Water\n",
       "7         Water\n",
       "8         Water\n",
       "9           Bug\n",
       "10          Bug\n",
       "11          Bug\n",
       "12          Bug\n",
       "13          Bug\n",
       "14          Bug\n",
       "15       Normal\n",
       "16       Normal\n",
       "17       Normal\n",
       "18       Normal\n",
       "19       Normal\n",
       "20       Normal\n",
       "21       Normal\n",
       "22       Poison\n",
       "23       Poison\n",
       "24     Electric\n",
       "25     Electric\n",
       "26       Ground\n",
       "27       Ground\n",
       "28       Poison\n",
       "29       Poison\n",
       "         ...   \n",
       "691       Water\n",
       "692       Water\n",
       "693    Electric\n",
       "694    Electric\n",
       "695        Rock\n",
       "696        Rock\n",
       "697        Rock\n",
       "698        Rock\n",
       "699       Fairy\n",
       "700    Fighting\n",
       "701    Electric\n",
       "702        Rock\n",
       "703      Dragon\n",
       "704      Dragon\n",
       "705      Dragon\n",
       "706       Steel\n",
       "707       Ghost\n",
       "708       Ghost\n",
       "709       Ghost\n",
       "710       Ghost\n",
       "711         Ice\n",
       "712         Ice\n",
       "713      Flying\n",
       "714      Flying\n",
       "715       Fairy\n",
       "716        Dark\n",
       "717      Dragon\n",
       "718        Rock\n",
       "719     Psychic\n",
       "720        Fire\n",
       "Name: Pokemon, Length: 721, dtype: object"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_names.map(pokemon_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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