Series.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a Series Object --> From a List"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note : Series supports dupliactes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      Chocolate\n",
       "1         Vanila\n",
       "2    Strawaberry\n",
       "3     Rum Raisin\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ice_cream = ['Chocolate', 'Vanila', 'Strawaberry', 'Rum Raisin']\n",
    "pd.Series(ice_cream)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     4\n",
       "1     8\n",
       "2    15\n",
       "3    16\n",
       "4    23\n",
       "5    42\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lottery = [4, 8, 15, 16, 23, 42]\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": [
    "registration = [True, False, False, False, True]\n",
    "pd.Series(registration)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a Series Object --> From a Dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lion      An animal\n",
       "Banana      A Fruit\n",
       "Cyan        A Color\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kingdom = {'Lion': 'An animal', \n",
    "           'Banana': 'A Fruit',\n",
    "           'Cyan': 'A Color'\n",
    "          }\n",
    "pd.Series(kingdom)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Intro To Attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "about_me = ['Handsome', 'Humble', 'Smart']\n",
    "a = pd.Series(about_me)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Handsome', 'Humble', 'Smart'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=3, step=1)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('O')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parameter & Arguments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Monday            Apple\n",
       "Tuesday          Orange\n",
       "Wednesday          Plam\n",
       "Thursday         Grapes\n",
       "Friday        Blueberry\n",
       "Monday       Watermelon\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fruits = ['Apple', 'Orange', 'Plam', 'Grapes', 'Blueberry', 'Watermelon']\n",
    "weekdays = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Monday']\n",
    "pd.Series(fruits, weekdays)\n",
    "pd.Series(data=fruits, index=weekdays)\n",
    "pd.Series(fruits, index=weekdays)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import Series with read_csv Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       Bulbasaur\n",
       "1         Ivysaur\n",
       "2        Venusaur\n",
       "3      Charmander\n",
       "4      Charmeleon\n",
       "          ...    \n",
       "716       Yveltal\n",
       "717       Zygarde\n",
       "718       Diancie\n",
       "719         Hoopa\n",
       "720     Volcanion\n",
       "Name: Pokemon, Length: 721, dtype: object"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Squeeze parameter is used to convert a dataframe --> Series\n",
    "pokemon = pd.read_csv('pokemon.csv', usecols = ['Pokemon'], squeeze=True)\n",
    "pokemon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        50.12\n",
       "1        54.10\n",
       "2        54.65\n",
       "3        52.38\n",
       "4        52.95\n",
       "         ...  \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": 60,
     "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": 21,
   "metadata": {
    "collapsed": true
   },
   "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": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head() # Default value is 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "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": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.tail(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python Built-In functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3012"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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",
       " '_HANDLED_TYPES',\n",
       " '__abs__',\n",
       " '__add__',\n",
       " '__and__',\n",
       " '__array__',\n",
       " '__array_priority__',\n",
       " '__array_ufunc__',\n",
       " '__array_wrap__',\n",
       " '__bool__',\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",
       " '__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_from',\n",
       " '_construct_axes_from_arguments',\n",
       " '_constructor',\n",
       " '_constructor_expanddim',\n",
       " '_constructor_sliced',\n",
       " '_convert',\n",
       " '_create_indexer',\n",
       " '_cython_table',\n",
       " '_data',\n",
       " '_deprecations',\n",
       " '_dir_additions',\n",
       " '_dir_deletions',\n",
       " '_drop_axis',\n",
       " '_drop_labels_or_levels',\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",
       " '_get_label_or_level_values',\n",
       " '_get_numeric_data',\n",
       " '_get_space_character_free_column_resolvers',\n",
       " '_get_value',\n",
       " '_get_values',\n",
       " '_get_values_tuple',\n",
       " '_get_with',\n",
       " '_gotitem',\n",
       " '_iget_item_cache',\n",
       " '_index',\n",
       " '_indexed_same',\n",
       " '_info_axis',\n",
       " '_info_axis_name',\n",
       " '_info_axis_number',\n",
       " '_init_dict',\n",
       " '_init_mgr',\n",
       " '_internal_get_values',\n",
       " '_internal_names',\n",
       " '_internal_names_set',\n",
       " '_is_builtin_func',\n",
       " '_is_cached',\n",
       " '_is_copy',\n",
       " '_is_cython_func',\n",
       " '_is_datelike_mixed_type',\n",
       " '_is_homogeneous_type',\n",
       " '_is_label_or_level_reference',\n",
       " '_is_label_reference',\n",
       " '_is_level_reference',\n",
       " '_is_mixed_type',\n",
       " '_is_numeric_mixed_type',\n",
       " '_is_view',\n",
       " '_ix',\n",
       " '_ixs',\n",
       " '_map_values',\n",
       " '_maybe_cache_changed',\n",
       " '_maybe_update_cacher',\n",
       " '_metadata',\n",
       " '_ndarray_values',\n",
       " '_needs_reindex_multi',\n",
       " '_obj_with_exclusions',\n",
       " '_protect_consolidate',\n",
       " '_reduce',\n",
       " '_reindex_axes',\n",
       " '_reindex_indexer',\n",
       " '_reindex_multi',\n",
       " '_reindex_with_indexers',\n",
       " '_repr_data_resource_',\n",
       " '_repr_latex_',\n",
       " '_reset_cache',\n",
       " '_reset_cacher',\n",
       " '_selected_obj',\n",
       " '_selection',\n",
       " '_selection_list',\n",
       " '_selection_name',\n",
       " '_set_as_cached',\n",
       " '_set_axis',\n",
       " '_set_axis_name',\n",
       " '_set_is_copy',\n",
       " '_set_item',\n",
       " '_set_labels',\n",
       " '_set_name',\n",
       " '_set_subtyp',\n",
       " '_set_value',\n",
       " '_set_values',\n",
       " '_set_with',\n",
       " '_set_with_engine',\n",
       " '_setup_axes',\n",
       " '_shallow_copy',\n",
       " '_slice',\n",
       " '_stat_axis',\n",
       " '_stat_axis_name',\n",
       " '_stat_axis_number',\n",
       " '_to_dict_of_blocks',\n",
       " '_try_aggregate_string_function',\n",
       " '_typ',\n",
       " '_unpickle_series_compat',\n",
       " '_update_inplace',\n",
       " '_validate_dtype',\n",
       " '_values',\n",
       " '_where',\n",
       " '_xs',\n",
       " 'abs',\n",
       " 'add',\n",
       " 'add_prefix',\n",
       " 'add_suffix',\n",
       " 'agg',\n",
       " 'aggregate',\n",
       " 'align',\n",
       " 'all',\n",
       " 'any',\n",
       " 'append',\n",
       " 'apply',\n",
       " 'argmax',\n",
       " 'argmin',\n",
       " 'argsort',\n",
       " 'array',\n",
       " 'as_matrix',\n",
       " 'asfreq',\n",
       " 'asof',\n",
       " 'astype',\n",
       " 'at',\n",
       " 'at_time',\n",
       " 'autocorr',\n",
       " 'axes',\n",
       " 'base',\n",
       " 'between',\n",
       " 'between_time',\n",
       " 'bfill',\n",
       " 'bool',\n",
       " 'clip',\n",
       " 'clip_lower',\n",
       " 'clip_upper',\n",
       " 'combine',\n",
       " 'combine_first',\n",
       " 'compound',\n",
       " 'compress',\n",
       " 'copy',\n",
       " 'corr',\n",
       " 'count',\n",
       " 'cov',\n",
       " 'cummax',\n",
       " 'cummin',\n",
       " 'cumprod',\n",
       " 'cumsum',\n",
       " 'data',\n",
       " 'describe',\n",
       " 'diff',\n",
       " 'div',\n",
       " 'divide',\n",
       " 'divmod',\n",
       " 'dot',\n",
       " 'drop',\n",
       " 'drop_duplicates',\n",
       " 'droplevel',\n",
       " 'dropna',\n",
       " 'dtype',\n",
       " 'dtypes',\n",
       " 'duplicated',\n",
       " 'empty',\n",
       " 'eq',\n",
       " 'equals',\n",
       " 'ewm',\n",
       " 'expanding',\n",
       " 'explode',\n",
       " 'factorize',\n",
       " 'ffill',\n",
       " 'fillna',\n",
       " 'filter',\n",
       " 'first',\n",
       " 'first_valid_index',\n",
       " 'flags',\n",
       " 'floordiv',\n",
       " 'from_array',\n",
       " 'ftype',\n",
       " 'ftypes',\n",
       " 'ge',\n",
       " 'get',\n",
       " 'get_dtype_counts',\n",
       " 'get_ftype_counts',\n",
       " 'get_values',\n",
       " 'groupby',\n",
       " 'gt',\n",
       " 'hasnans',\n",
       " 'head',\n",
       " 'hist',\n",
       " 'iat',\n",
       " 'idxmax',\n",
       " 'idxmin',\n",
       " 'iloc',\n",
       " 'imag',\n",
       " 'index',\n",
       " 'infer_objects',\n",
       " 'interpolate',\n",
       " 'is_monotonic',\n",
       " 'is_monotonic_decreasing',\n",
       " 'is_monotonic_increasing',\n",
       " 'is_unique',\n",
       " 'isin',\n",
       " 'isna',\n",
       " 'isnull',\n",
       " 'item',\n",
       " 'items',\n",
       " 'itemsize',\n",
       " 'iteritems',\n",
       " 'ix',\n",
       " 'keys',\n",
       " 'kurt',\n",
       " 'kurtosis',\n",
       " 'last',\n",
       " 'last_valid_index',\n",
       " 'le',\n",
       " 'loc',\n",
       " 'lt',\n",
       " 'mad',\n",
       " 'map',\n",
       " 'mask',\n",
       " 'max',\n",
       " 'mean',\n",
       " 'median',\n",
       " 'memory_usage',\n",
       " 'min',\n",
       " 'mod',\n",
       " 'mode',\n",
       " 'mul',\n",
       " 'multiply',\n",
       " 'name',\n",
       " 'nbytes',\n",
       " 'ndim',\n",
       " 'ne',\n",
       " 'nlargest',\n",
       " 'nonzero',\n",
       " 'notna',\n",
       " 'notnull',\n",
       " 'nsmallest',\n",
       " 'nunique',\n",
       " 'pct_change',\n",
       " 'pipe',\n",
       " 'plot',\n",
       " 'pop',\n",
       " 'pow',\n",
       " 'prod',\n",
       " 'product',\n",
       " 'ptp',\n",
       " 'put',\n",
       " 'quantile',\n",
       " 'radd',\n",
       " 'rank',\n",
       " 'ravel',\n",
       " 'rdiv',\n",
       " 'rdivmod',\n",
       " 'real',\n",
       " 'reindex',\n",
       " 'reindex_like',\n",
       " 'rename',\n",
       " 'rename_axis',\n",
       " 'reorder_levels',\n",
       " 'repeat',\n",
       " 'replace',\n",
       " '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",
       " '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",
       " '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": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Abomasnow',\n",
       " 'Abra',\n",
       " 'Absol',\n",
       " 'Accelgor',\n",
       " 'Aegislash',\n",
       " 'Aerodactyl',\n",
       " 'Aggron',\n",
       " 'Aipom',\n",
       " 'Alakazam',\n",
       " 'Alomomola',\n",
       " 'Altaria',\n",
       " 'Amaura',\n",
       " 'Ambipom',\n",
       " 'Amoonguss',\n",
       " 'Ampharos',\n",
       " 'Anorith',\n",
       " 'Arbok',\n",
       " 'Arcanine',\n",
       " 'Arceus',\n",
       " 'Archen',\n",
       " 'Archeops',\n",
       " 'Ariados',\n",
       " 'Armaldo',\n",
       " 'Aromatisse',\n",
       " 'Aron',\n",
       " 'Articuno',\n",
       " 'Audino',\n",
       " 'Aurorus',\n",
       " 'Avalugg',\n",
       " 'Axew',\n",
       " 'Azelf',\n",
       " 'Azumarill',\n",
       " 'Azurill',\n",
       " 'Bagon',\n",
       " 'Baltoy',\n",
       " 'Banette',\n",
       " 'Barbaracle',\n",
       " 'Barboach',\n",
       " 'Basculin',\n",
       " 'Bastiodon',\n",
       " 'Bayleef',\n",
       " 'Beartic',\n",
       " 'Beautifly',\n",
       " 'Beedrill',\n",
       " 'Beheeyem',\n",
       " 'Beldum',\n",
       " 'Bellossom',\n",
       " 'Bellsprout',\n",
       " 'Bergmite',\n",
       " 'Bibarel',\n",
       " 'Bidoof',\n",
       " 'Binacle',\n",
       " 'Bisharp',\n",
       " 'Blastoise',\n",
       " 'Blaziken',\n",
       " 'Blissey',\n",
       " 'Blitzle',\n",
       " 'Boldore',\n",
       " 'Bonsly',\n",
       " 'Bouffalant',\n",
       " 'Braixen',\n",
       " 'Braviary',\n",
       " 'Breloom',\n",
       " 'Bronzong',\n",
       " 'Bronzor',\n",
       " 'Budew',\n",
       " 'Buizel',\n",
       " 'Bulbasaur',\n",
       " 'Buneary',\n",
       " 'Bunnelby',\n",
       " 'Burmy',\n",
       " 'Butterfree',\n",
       " 'Cacnea',\n",
       " 'Cacturne',\n",
       " 'Camerupt',\n",
       " 'Carbink',\n",
       " 'Carnivine',\n",
       " 'Carracosta',\n",
       " 'Carvanha',\n",
       " 'Cascoon',\n",
       " 'Castform',\n",
       " 'Caterpie',\n",
       " 'Celebi',\n",
       " 'Chandelure',\n",
       " 'Chansey',\n",
       " 'Charizard',\n",
       " 'Charmander',\n",
       " 'Charmeleon',\n",
       " 'Chatot',\n",
       " 'Cherrim',\n",
       " 'Cherubi',\n",
       " 'Chesnaught',\n",
       " 'Chespin',\n",
       " 'Chikorita',\n",
       " 'Chimchar',\n",
       " 'Chimecho',\n",
       " 'Chinchou',\n",
       " 'Chingling',\n",
       " 'Cinccino',\n",
       " 'Clamperl',\n",
       " 'Clauncher',\n",
       " 'Clawitzer',\n",
       " 'Claydol',\n",
       " 'Clefable',\n",
       " 'Clefairy',\n",
       " 'Cleffa',\n",
       " 'Cloyster',\n",
       " 'Cobalion',\n",
       " 'Cofagrigus',\n",
       " 'Combee',\n",
       " 'Combusken',\n",
       " 'Conkeldurr',\n",
       " 'Corphish',\n",
       " 'Corsola',\n",
       " 'Cottonee',\n",
       " 'Cradily',\n",
       " 'Cranidos',\n",
       " 'Crawdaunt',\n",
       " 'Cresselia',\n",
       " 'Croagunk',\n",
       " 'Crobat',\n",
       " 'Croconaw',\n",
       " 'Crustle',\n",
       " 'Cryogonal',\n",
       " 'Cubchoo',\n",
       " 'Cubone',\n",
       " 'Cyndaquil',\n",
       " 'Darkrai',\n",
       " 'Darmanitan',\n",
       " 'Darumaka',\n",
       " 'Dedenne',\n",
       " 'Deerling',\n",
       " 'Deino',\n",
       " 'Delcatty',\n",
       " 'Delibird',\n",
       " 'Delphox',\n",
       " 'Deoxys',\n",
       " 'Dewgong',\n",
       " 'Dewott',\n",
       " 'Dialga',\n",
       " 'Diancie',\n",
       " 'Diggersby',\n",
       " 'Diglett',\n",
       " 'Ditto',\n",
       " 'Dodrio',\n",
       " 'Doduo',\n",
       " 'Donphan',\n",
       " 'Doublade',\n",
       " 'Dragalge',\n",
       " 'Dragonair',\n",
       " 'Dragonite',\n",
       " 'Drapion',\n",
       " 'Dratini',\n",
       " 'Drifblim',\n",
       " 'Drifloon',\n",
       " 'Drilbur',\n",
       " 'Drowzee',\n",
       " 'Druddigon',\n",
       " 'Ducklett',\n",
       " 'Dugtrio',\n",
       " 'Dunsparce',\n",
       " 'Duosion',\n",
       " 'Durant',\n",
       " 'Dusclops',\n",
       " 'Dusknoir',\n",
       " 'Duskull',\n",
       " 'Dustox',\n",
       " 'Dwebble',\n",
       " 'Eelektrik',\n",
       " 'Eelektross',\n",
       " 'Eevee',\n",
       " 'Ekans',\n",
       " 'Electabuzz',\n",
       " 'Electivire',\n",
       " 'Electrike',\n",
       " 'Electrode',\n",
       " 'Elekid',\n",
       " 'Elgyem',\n",
       " 'Emboar',\n",
       " 'Emolga',\n",
       " 'Empoleon',\n",
       " 'Entei',\n",
       " 'Escavalier',\n",
       " 'Espeon',\n",
       " 'Espurr',\n",
       " 'Excadrill',\n",
       " 'Exeggcute',\n",
       " 'Exeggutor',\n",
       " 'Exploud',\n",
       " \"Farfetch'd\",\n",
       " 'Fearow',\n",
       " 'Feebas',\n",
       " 'Fennekin',\n",
       " 'Feraligatr',\n",
       " 'Ferroseed',\n",
       " 'Ferrothorn',\n",
       " 'Finneon',\n",
       " 'Flaaffy',\n",
       " 'Flabébé',\n",
       " 'Flareon',\n",
       " 'Fletchinder',\n",
       " 'Fletchling',\n",
       " 'Floatzel',\n",
       " 'Floette',\n",
       " 'Florges',\n",
       " 'Flygon',\n",
       " 'Foongus',\n",
       " 'Forretress',\n",
       " 'Fraxure',\n",
       " 'Frillish',\n",
       " 'Froakie',\n",
       " 'Frogadier',\n",
       " 'Froslass',\n",
       " 'Furfrou',\n",
       " 'Furret',\n",
       " 'Gabite',\n",
       " 'Gallade',\n",
       " 'Galvantula',\n",
       " 'Garbodor',\n",
       " 'Garchomp',\n",
       " 'Gardevoir',\n",
       " 'Gastly',\n",
       " 'Gastrodon',\n",
       " 'Genesect',\n",
       " 'Gengar',\n",
       " 'Geodude',\n",
       " 'Gible',\n",
       " 'Gigalith',\n",
       " 'Girafarig',\n",
       " 'Giratina',\n",
       " 'Glaceon',\n",
       " 'Glalie',\n",
       " 'Glameow',\n",
       " 'Gligar',\n",
       " 'Gliscor',\n",
       " 'Gloom',\n",
       " 'Gogoat',\n",
       " 'Golbat',\n",
       " 'Goldeen',\n",
       " 'Golduck',\n",
       " 'Golem',\n",
       " 'Golett',\n",
       " 'Golurk',\n",
       " 'Goodra',\n",
       " 'Goomy',\n",
       " 'Gorebyss',\n",
       " 'Gothita',\n",
       " 'Gothitelle',\n",
       " 'Gothorita',\n",
       " 'Gourgeist',\n",
       " 'Granbull',\n",
       " 'Graveler',\n",
       " 'Greninja',\n",
       " 'Grimer',\n",
       " 'Grotle',\n",
       " 'Groudon',\n",
       " 'Grovyle',\n",
       " 'Growlithe',\n",
       " 'Grumpig',\n",
       " 'Gulpin',\n",
       " 'Gurdurr',\n",
       " 'Gyarados',\n",
       " 'Happiny',\n",
       " 'Hariyama',\n",
       " 'Haunter',\n",
       " 'Hawlucha',\n",
       " 'Haxorus',\n",
       " 'Heatmor',\n",
       " 'Heatran',\n",
       " 'Heliolisk',\n",
       " 'Helioptile',\n",
       " 'Heracross',\n",
       " 'Herdier',\n",
       " 'Hippopotas',\n",
       " 'Hippowdon',\n",
       " 'Hitmonchan',\n",
       " 'Hitmonlee',\n",
       " 'Hitmontop',\n",
       " 'Ho-oh',\n",
       " 'Honchkrow',\n",
       " 'Honedge',\n",
       " 'Hoopa',\n",
       " 'Hoothoot',\n",
       " 'Hoppip',\n",
       " 'Horsea',\n",
       " 'Houndoom',\n",
       " 'Houndour',\n",
       " 'Huntail',\n",
       " 'Hydreigon',\n",
       " 'Hypno',\n",
       " 'Igglybuff',\n",
       " 'Illumise',\n",
       " 'Infernape',\n",
       " 'Inkay',\n",
       " 'Ivysaur',\n",
       " 'Jellicent',\n",
       " 'Jigglypuff',\n",
       " 'Jirachi',\n",
       " 'Jolteon',\n",
       " 'Joltik',\n",
       " 'Jumpluff',\n",
       " 'Jynx',\n",
       " 'Kabuto',\n",
       " 'Kabutops',\n",
       " 'Kadabra',\n",
       " 'Kakuna',\n",
       " 'Kangaskhan',\n",
       " 'Karrablast',\n",
       " 'Kecleon',\n",
       " 'Keldeo',\n",
       " 'Kingdra',\n",
       " 'Kingler',\n",
       " 'Kirlia',\n",
       " 'Klang',\n",
       " 'Klefki',\n",
       " 'Klink',\n",
       " 'Klinklang',\n",
       " 'Koffing',\n",
       " 'Krabby',\n",
       " 'Kricketot',\n",
       " 'Kricketune',\n",
       " 'Krokorok',\n",
       " 'Krookodile',\n",
       " 'Kyogre',\n",
       " 'Kyurem',\n",
       " 'Lairon',\n",
       " 'Lampent',\n",
       " 'Landorus',\n",
       " 'Lanturn',\n",
       " 'Lapras',\n",
       " 'Larvesta',\n",
       " 'Larvitar',\n",
       " 'Latias',\n",
       " 'Latios',\n",
       " 'Leafeon',\n",
       " 'Leavanny',\n",
       " 'Ledian',\n",
       " 'Ledyba',\n",
       " 'Lickilicky',\n",
       " 'Lickitung',\n",
       " 'Liepard',\n",
       " 'Lileep',\n",
       " 'Lilligant',\n",
       " 'Lillipup',\n",
       " 'Linoone',\n",
       " 'Litleo',\n",
       " 'Litwick',\n",
       " 'Lombre',\n",
       " 'Lopunny',\n",
       " 'Lotad',\n",
       " 'Loudred',\n",
       " 'Lucario',\n",
       " 'Ludicolo',\n",
       " 'Lugia',\n",
       " 'Lumineon',\n",
       " 'Lunatone',\n",
       " 'Luvdisc',\n",
       " 'Luxio',\n",
       " 'Luxray',\n",
       " 'Machamp',\n",
       " 'Machoke',\n",
       " 'Machop',\n",
       " 'Magby',\n",
       " 'Magcargo',\n",
       " 'Magikarp',\n",
       " 'Magmar',\n",
       " 'Magmortar',\n",
       " 'Magnemite',\n",
       " 'Magneton',\n",
       " 'Magnezone',\n",
       " 'Makuhita',\n",
       " 'Malamar',\n",
       " 'Mamoswine',\n",
       " 'Manaphy',\n",
       " 'Mandibuzz',\n",
       " 'Manectric',\n",
       " 'Mankey',\n",
       " 'Mantine',\n",
       " 'Mantyke',\n",
       " 'Maractus',\n",
       " 'Mareep',\n",
       " 'Marill',\n",
       " 'Marowak',\n",
       " 'Marshtomp',\n",
       " 'Masquerain',\n",
       " 'Mawile',\n",
       " 'Medicham',\n",
       " 'Meditite',\n",
       " 'Meganium',\n",
       " 'Meloetta',\n",
       " 'Meowstic',\n",
       " 'Meowth',\n",
       " 'Mesprit',\n",
       " 'Metagross',\n",
       " 'Metang',\n",
       " 'Metapod',\n",
       " 'Mew',\n",
       " 'Mewtwo',\n",
       " 'Mienfoo',\n",
       " 'Mienshao',\n",
       " 'Mightyena',\n",
       " 'Milotic',\n",
       " 'Miltank',\n",
       " 'Mime Jr.',\n",
       " 'Minccino',\n",
       " 'Minun',\n",
       " 'Misdreavus',\n",
       " 'Mismagius',\n",
       " 'Moltres',\n",
       " 'Monferno',\n",
       " 'Mothim',\n",
       " 'Mr. Mime',\n",
       " 'Mudkip',\n",
       " 'Muk',\n",
       " 'Munchlax',\n",
       " 'Munna',\n",
       " 'Murkrow',\n",
       " 'Musharna',\n",
       " 'Natu',\n",
       " 'Nidoking',\n",
       " 'Nidoqueen',\n",
       " 'Nidoran',\n",
       " 'Nidoran♂',\n",
       " 'Nidorina',\n",
       " 'Nidorino',\n",
       " 'Nincada',\n",
       " 'Ninetales',\n",
       " 'Ninjask',\n",
       " 'Noctowl',\n",
       " 'Noibat',\n",
       " 'Noivern',\n",
       " 'Nosepass',\n",
       " 'Numel',\n",
       " 'Nuzleaf',\n",
       " 'Octillery',\n",
       " 'Oddish',\n",
       " 'Omanyte',\n",
       " 'Omastar',\n",
       " 'Onix',\n",
       " 'Oshawott',\n",
       " 'Pachirisu',\n",
       " 'Palkia',\n",
       " 'Palpitoad',\n",
       " 'Pancham',\n",
       " 'Pangoro',\n",
       " 'Panpour',\n",
       " 'Pansage',\n",
       " 'Pansear',\n",
       " 'Paras',\n",
       " 'Parasect',\n",
       " 'Patrat',\n",
       " 'Pawniard',\n",
       " 'Pelipper',\n",
       " 'Persian',\n",
       " 'Petilil',\n",
       " 'Phanpy',\n",
       " 'Phantump',\n",
       " 'Phione',\n",
       " 'Pichu',\n",
       " 'Pidgeot',\n",
       " 'Pidgeotto',\n",
       " 'Pidgey',\n",
       " 'Pidove',\n",
       " 'Pignite',\n",
       " 'Pikachu',\n",
       " 'Piloswine',\n",
       " 'Pineco',\n",
       " 'Pinsir',\n",
       " 'Piplup',\n",
       " 'Plusle',\n",
       " 'Politoed',\n",
       " 'Poliwag',\n",
       " 'Poliwhirl',\n",
       " 'Poliwrath',\n",
       " 'Ponyta',\n",
       " 'Poochyena',\n",
       " 'Porygon',\n",
       " 'Porygon-Z',\n",
       " 'Porygon2',\n",
       " 'Primeape',\n",
       " 'Prinplup',\n",
       " 'Probopass',\n",
       " 'Psyduck',\n",
       " 'Pumpkaboo',\n",
       " 'Pupitar',\n",
       " 'Purrloin',\n",
       " 'Purugly',\n",
       " 'Pyroar',\n",
       " 'Quagsire',\n",
       " 'Quilava',\n",
       " 'Quilladin',\n",
       " 'Qwilfish',\n",
       " 'Raichu',\n",
       " 'Raikou',\n",
       " 'Ralts',\n",
       " 'Rampardos',\n",
       " 'Rapidash',\n",
       " 'Raticate',\n",
       " 'Rattata',\n",
       " 'Rayquaza',\n",
       " 'Regice',\n",
       " 'Regigigas',\n",
       " 'Regirock',\n",
       " 'Registeel',\n",
       " 'Relicanth',\n",
       " 'Remoraid',\n",
       " 'Reshiram',\n",
       " 'Reuniclus',\n",
       " 'Rhydon',\n",
       " 'Rhyhorn',\n",
       " 'Rhyperior',\n",
       " 'Riolu',\n",
       " 'Roggenrola',\n",
       " 'Roselia',\n",
       " 'Roserade',\n",
       " 'Rotom',\n",
       " 'Rufflet',\n",
       " 'Sableye',\n",
       " 'Salamence',\n",
       " 'Samurott',\n",
       " 'Sandile',\n",
       " 'Sandshrew',\n",
       " 'Sandslash',\n",
       " 'Sawk',\n",
       " 'Sawsbuck',\n",
       " 'Scatterbug',\n",
       " 'Sceptile',\n",
       " 'Scizor',\n",
       " 'Scolipede',\n",
       " 'Scrafty',\n",
       " 'Scraggy',\n",
       " 'Scyther',\n",
       " 'Seadra',\n",
       " 'Seaking',\n",
       " 'Sealeo',\n",
       " 'Seedot',\n",
       " 'Seel',\n",
       " 'Seismitoad',\n",
       " 'Sentret',\n",
       " 'Serperior',\n",
       " 'Servine',\n",
       " 'Seviper',\n",
       " 'Sewaddle',\n",
       " 'Sharpedo',\n",
       " 'Shaymin',\n",
       " 'Shedinja',\n",
       " 'Shelgon',\n",
       " 'Shellder',\n",
       " 'Shellos',\n",
       " 'Shelmet',\n",
       " 'Shieldon',\n",
       " 'Shiftry',\n",
       " 'Shinx',\n",
       " 'Shroomish',\n",
       " 'Shuckle',\n",
       " 'Shuppet',\n",
       " 'Sigilyph',\n",
       " 'Silcoon',\n",
       " 'Simipour',\n",
       " 'Simisage',\n",
       " 'Simisear',\n",
       " 'Skarmory',\n",
       " 'Skiddo',\n",
       " 'Skiploom',\n",
       " 'Skitty',\n",
       " 'Skorupi',\n",
       " 'Skrelp',\n",
       " 'Skuntank',\n",
       " 'Slaking',\n",
       " 'Slakoth',\n",
       " 'Sliggoo',\n",
       " 'Slowbro',\n",
       " 'Slowking',\n",
       " 'Slowpoke',\n",
       " 'Slugma',\n",
       " 'Slurpuff',\n",
       " 'Smeargle',\n",
       " 'Smoochum',\n",
       " 'Sneasel',\n",
       " 'Snivy',\n",
       " 'Snorlax',\n",
       " 'Snorunt',\n",
       " 'Snover',\n",
       " 'Snubbull',\n",
       " 'Solosis',\n",
       " 'Solrock',\n",
       " 'Spearow',\n",
       " 'Spewpa',\n",
       " 'Spheal',\n",
       " 'Spinarak',\n",
       " 'Spinda',\n",
       " 'Spiritomb',\n",
       " 'Spoink',\n",
       " 'Spritzee',\n",
       " 'Squirtle',\n",
       " 'Stantler',\n",
       " 'Staraptor',\n",
       " 'Staravia',\n",
       " 'Starly',\n",
       " 'Starmie',\n",
       " 'Staryu',\n",
       " 'Steelix',\n",
       " 'Stoutland',\n",
       " 'Stunfisk',\n",
       " 'Stunky',\n",
       " 'Sudowoodo',\n",
       " 'Suicune',\n",
       " 'Sunflora',\n",
       " 'Sunkern',\n",
       " 'Surskit',\n",
       " 'Swablu',\n",
       " 'Swadloon',\n",
       " 'Swalot',\n",
       " 'Swampert',\n",
       " 'Swanna',\n",
       " 'Swellow',\n",
       " 'Swinub',\n",
       " 'Swirlix',\n",
       " 'Swoobat',\n",
       " 'Sylveon',\n",
       " 'Taillow',\n",
       " 'Talonflame',\n",
       " 'Tangela',\n",
       " 'Tangrowth',\n",
       " 'Tauros',\n",
       " 'Teddiursa',\n",
       " 'Tentacool',\n",
       " 'Tentacruel',\n",
       " 'Tepig',\n",
       " 'Terrakion',\n",
       " 'Throh',\n",
       " 'Thundurus',\n",
       " 'Timburr',\n",
       " 'Tirtouga',\n",
       " 'Togekiss',\n",
       " 'Togepi',\n",
       " 'Togetic',\n",
       " 'Torchic',\n",
       " 'Torkoal',\n",
       " 'Tornadus',\n",
       " 'Torterra',\n",
       " 'Totodile',\n",
       " 'Toxicroak',\n",
       " 'Tranquill',\n",
       " 'Trapinch',\n",
       " 'Treecko',\n",
       " 'Trevenant',\n",
       " 'Tropius',\n",
       " 'Trubbish',\n",
       " 'Turtwig',\n",
       " 'Tympole',\n",
       " 'Tynamo',\n",
       " 'Typhlosion',\n",
       " 'Tyranitar',\n",
       " 'Tyrantrum',\n",
       " 'Tyrogue',\n",
       " 'Tyrunt',\n",
       " 'Umbreon',\n",
       " 'Unfezant',\n",
       " 'Unown',\n",
       " 'Ursaring',\n",
       " 'Uxie',\n",
       " 'Vanillish',\n",
       " 'Vanillite',\n",
       " 'Vanilluxe',\n",
       " 'Vaporeon',\n",
       " 'Venipede',\n",
       " 'Venomoth',\n",
       " 'Venonat',\n",
       " 'Venusaur',\n",
       " 'Vespiquen',\n",
       " 'Vibrava',\n",
       " 'Victini',\n",
       " 'Victreebel',\n",
       " 'Vigoroth',\n",
       " 'Vileplume',\n",
       " 'Virizion',\n",
       " 'Vivillon',\n",
       " 'Volbeat',\n",
       " 'Volcanion',\n",
       " 'Volcarona',\n",
       " 'Voltorb',\n",
       " 'Vullaby',\n",
       " 'Vulpix',\n",
       " 'Wailmer',\n",
       " 'Wailord',\n",
       " 'Walrein',\n",
       " 'Wartortle',\n",
       " 'Watchog',\n",
       " 'Weavile',\n",
       " 'Weedle',\n",
       " 'Weepinbell',\n",
       " 'Weezing',\n",
       " 'Whimsicott',\n",
       " 'Whirlipede',\n",
       " 'Whiscash',\n",
       " 'Whismur',\n",
       " 'Wigglytuff',\n",
       " 'Wingull',\n",
       " 'Wobbuffet',\n",
       " 'Woobat',\n",
       " 'Wooper',\n",
       " 'Wormadam',\n",
       " 'Wurmple',\n",
       " 'Wynaut',\n",
       " 'Xatu',\n",
       " 'Xerneas',\n",
       " 'Yamask',\n",
       " 'Yanma',\n",
       " 'Yanmega',\n",
       " 'Yveltal',\n",
       " 'Zangoose',\n",
       " 'Zapdos',\n",
       " 'Zebstrika',\n",
       " 'Zekrom',\n",
       " 'Zigzagoon',\n",
       " 'Zoroark',\n",
       " 'Zorua',\n",
       " 'Zubat',\n",
       " 'Zweilous',\n",
       " 'Zygarde']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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       " ...]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "{0: 50.12,\n",
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       " 6: 53.02,\n",
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       " 12: 50.74,\n",
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       " 24: 60.35,\n",
       " 25: 59.86,\n",
       " 26: 59.07,\n",
       " 27: 63.37,\n",
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       " 30: 66.22,\n",
       " 31: 67.46,\n",
       " 32: 69.12,\n",
       " 33: 68.47,\n",
       " 34: 69.36,\n",
       " 35: 68.8,\n",
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       " 160: 95.93,\n",
       " 161: 96.52,\n",
       " 162: 96.88,\n",
       " 163: 96.37,\n",
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       " 233: 151.05,\n",
       " 234: 147.78,\n",
       " 235: 147.9,\n",
       " 236: 148.32,\n",
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       " 253: 139.86,\n",
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       " 285: 155.2,\n",
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       " 288: 155.17,\n",
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       " 292: 147.92,\n",
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       " 296: 151.45,\n",
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       " 298: 174.15,\n",
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       " 393: 168.36,\n",
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       " 401: 170.77,\n",
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       " 419: 205.04,\n",
       " 420: 207.29,\n",
       " 421: 218.33,\n",
       " 422: 220.03,\n",
       " 423: 213.37,\n",
       " 424: 212.77,\n",
       " 425: 209.8,\n",
       " 426: 208.76,\n",
       " 427: 199.25,\n",
       " 428: 197.2,\n",
       " 429: 196.89,\n",
       " 430: 197.18,\n",
       " 431: 196.95,\n",
       " 432: 197.19,\n",
       " 433: 204.2,\n",
       " 434: 201.29,\n",
       " 435: 193.31,\n",
       " 436: 186.88,\n",
       " 437: 187.91,\n",
       " 438: 185.46,\n",
       " 439: 187.06,\n",
       " 440: 185.31,\n",
       " 441: 184.82,\n",
       " 442: 185.29,\n",
       " 443: 187.6,\n",
       " 444: 190.43,\n",
       " 445: 191.3,\n",
       " 446: 190.48,\n",
       " 447: 185.78,\n",
       " 448: 185.72,\n",
       " 449: 191.12,\n",
       " 450: 189.53,\n",
       " 451: 187.03,\n",
       " 452: 194.8,\n",
       " 453: 193.06,\n",
       " 454: 196.45,\n",
       " 455: 193.09,\n",
       " 456: 190.58,\n",
       " 457: 193.07,\n",
       " 458: 192.0,\n",
       " 459: 195.3,\n",
       " 460: 195.15,\n",
       " 461: 193.88,\n",
       " 462: 193.39,\n",
       " 463: 200.86,\n",
       " 464: 199.78,\n",
       " 465: 202.23,\n",
       " 466: 201.91,\n",
       " 467: 200.96,\n",
       " 468: 202.85,\n",
       " 469: 208.7,\n",
       " 470: 209.46,\n",
       " 471: 211.39,\n",
       " 472: 210.52,\n",
       " 473: 211.38,\n",
       " 474: 210.01,\n",
       " 475: 208.89,\n",
       " 476: 212.07,\n",
       " 477: 208.42,\n",
       " 478: 204.21,\n",
       " 479: 201.55,\n",
       " 480: 203.74,\n",
       " 481: 201.32,\n",
       " 482: 199.3,\n",
       " 483: 193.37,\n",
       " 484: 194.86,\n",
       " 485: 195.25,\n",
       " 486: 194.49,\n",
       " 487: 192.56,\n",
       " 488: 191.01,\n",
       " 489: 193.87,\n",
       " 490: 193.11,\n",
       " 491: 187.57,\n",
       " 492: 183.43,\n",
       " 493: 187.51,\n",
       " 494: 186.74,\n",
       " 495: 188.79,\n",
       " 496: 190.31,\n",
       " 497: 188.28,\n",
       " 498: 186.91,\n",
       " 499: 184.07,\n",
       " 500: 184.53,\n",
       " 501: 190.29,\n",
       " 502: 193.67,\n",
       " 503: 192.71,\n",
       " 504: 191.49,\n",
       " 505: 188.46,\n",
       " 506: 188.96,\n",
       " 507: 186.53,\n",
       " 508: 186.68,\n",
       " 509: 186.44,\n",
       " 510: 190.28,\n",
       " 511: 189.29,\n",
       " 512: 190.18,\n",
       " 513: 189.08,\n",
       " 514: 189.11,\n",
       " 515: 191.99,\n",
       " 516: 189.88,\n",
       " 517: 189.06,\n",
       " 518: 188.74,\n",
       " 519: 191.85,\n",
       " 520: 195.75,\n",
       " 521: 203.08,\n",
       " 522: 201.79,\n",
       " 523: 204.74,\n",
       " 524: 207.14,\n",
       " 525: 201.7,\n",
       " 526: 198.3,\n",
       " 527: 203.22,\n",
       " 528: 201.69,\n",
       " 529: 201.79,\n",
       " 530: 203.23,\n",
       " 531: 201.26,\n",
       " 532: 201.59,\n",
       " 533: 200.75,\n",
       " 534: 200.52,\n",
       " 535: 201.82,\n",
       " 536: 207.64,\n",
       " 537: 205.7,\n",
       " 538: 210.04,\n",
       " 539: 214.29,\n",
       " 540: 213.11,\n",
       " 541: 213.04,\n",
       " 542: 213.51,\n",
       " 543: 213.44,\n",
       " 544: 210.66,\n",
       " 545: 210.11,\n",
       " 546: 209.44,\n",
       " 547: 212.82,\n",
       " 548: 229.61,\n",
       " 549: 240.15,\n",
       " 550: 236.42,\n",
       " 551: 243.06,\n",
       " 552: 242.31,\n",
       " 553: 237.36,\n",
       " 554: 238.05,\n",
       " 555: 237.96,\n",
       " 556: 233.52,\n",
       " 557: 234.72,\n",
       " 558: 235.66,\n",
       " 559: 238.24,\n",
       " 560: 236.05,\n",
       " 561: 237.26,\n",
       " 562: 236.08,\n",
       " 563: 236.54,\n",
       " 564: 240.27,\n",
       " 565: 244.41,\n",
       " 566: 245.72,\n",
       " 567: 247.7,\n",
       " 568: 249.15,\n",
       " 569: 247.28,\n",
       " 570: 254.57,\n",
       " 571: 253.75,\n",
       " 572: 252.2,\n",
       " 573: 242.13,\n",
       " 574: 244.51,\n",
       " 575: 242.08,\n",
       " 576: 242.16,\n",
       " 577: 240.16,\n",
       " 578: 242.18,\n",
       " 579: 243.26,\n",
       " 580: 244.11,\n",
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       " 583: 241.72,\n",
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       " 589: 234.08,\n",
       " 590: 231.22,\n",
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       " 594: 233.78,\n",
       " 595: 231.05,\n",
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       " 598: 241.39,\n",
       " 599: 243.35,\n",
       " 600: 241.55,\n",
       " 601: 242.51,\n",
       " 602: 244.49,\n",
       " 603: 249.61,\n",
       " 604: 252.25,\n",
       " 605: 251.89,\n",
       " 606: 248.39,\n",
       " 607: 243.67,\n",
       " 608: 244.63,\n",
       " 609: 240.18,\n",
       " 610: 239.29,\n",
       " 611: 249.28,\n",
       " 612: 243.8,\n",
       " 613: 247.67,\n",
       " 614: 245.99,\n",
       " 615: 246.91,\n",
       " 616: 250.5,\n",
       " 617: 240.63,\n",
       " 618: 240.51,\n",
       " 619: 233.35,\n",
       " 620: 235.5,\n",
       " 621: 234.77,\n",
       " 622: 235.28,\n",
       " 623: 230.71,\n",
       " 624: 228.92,\n",
       " 625: 229.32,\n",
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       " 627: 230.5,\n",
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       " 630: 237.69,\n",
       " 631: 237.69,\n",
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       " 633: 232.23,\n",
       " 634: 224.16,\n",
       " 635: 224.5,\n",
       " 636: 223.89,\n",
       " 637: 219.12,\n",
       " 638: 220.25,\n",
       " 639: 228.55,\n",
       " 640: 227.59,\n",
       " 641: 227.13,\n",
       " 642: 226.25,\n",
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       " 644: 221.29,\n",
       " 645: 223.78,\n",
       " 646: 222.87,\n",
       " 647: 220.2,\n",
       " 648: 223.39,\n",
       " 649: 222.42,\n",
       " 650: 228.05,\n",
       " 651: 230.79,\n",
       " 652: 230.68,\n",
       " 653: 232.27,\n",
       " 654: 231.58,\n",
       " 655: 230.71,\n",
       " 656: 230.23,\n",
       " 657: 228.85,\n",
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       " 659: 236.06,\n",
       " 660: 235.27,\n",
       " 661: 235.52,\n",
       " 662: 233.87,\n",
       " 663: 233.02,\n",
       " 664: 232.03,\n",
       " 665: 233.46,\n",
       " 666: 232.91,\n",
       " 667: 236.9,\n",
       " 668: 236.16,\n",
       " 669: 237.77,\n",
       " 670: 235.59,\n",
       " 671: 241.0,\n",
       " 672: 239.3,\n",
       " 673: 238.53,\n",
       " 674: 238.76,\n",
       " 675: 240.35,\n",
       " 676: 239.27,\n",
       " 677: 235.45,\n",
       " 678: 234.27,\n",
       " 679: 232.66,\n",
       " 680: 236.38,\n",
       " 681: 235.32,\n",
       " 682: 233.4,\n",
       " 683: 233.17,\n",
       " 684: 234.39,\n",
       " 685: 230.5,\n",
       " 686: 233.14,\n",
       " 687: 230.66,\n",
       " 688: 228.77,\n",
       " 689: 236.07,\n",
       " 690: 235.24,\n",
       " 691: 234.92,\n",
       " 692: 235.06,\n",
       " 693: 237.69,\n",
       " 694: 236.75,\n",
       " 695: 236.93,\n",
       " 696: 241.52,\n",
       " 697: 243.31,\n",
       " 698: 249.05,\n",
       " 699: 248.71,\n",
       " 700: 249.95,\n",
       " 701: 253.28,\n",
       " 702: 259.16,\n",
       " 703: 258.87,\n",
       " 704: 257.27,\n",
       " 705: 257.49,\n",
       " 706: 255.41,\n",
       " 707: 252.13,\n",
       " 708: 252.37,\n",
       " 709: 251.17,\n",
       " 710: 252.69,\n",
       " 711: 257.34,\n",
       " 712: 256.9,\n",
       " 713: 254.73,\n",
       " 714: 256.8,\n",
       " 715: 262.23,\n",
       " 716: 263.45,\n",
       " 717: 264.86,\n",
       " 718: 262.88,\n",
       " 719: 262.24,\n",
       " 720: 261.09,\n",
       " 721: 264.92,\n",
       " 722: 266.9,\n",
       " 723: 270.54,\n",
       " 724: 269.43,\n",
       " 725: 271.01,\n",
       " 726: 271.4,\n",
       " 727: 271.96,\n",
       " 728: 272.39,\n",
       " 729: 275.8,\n",
       " 730: 276.22,\n",
       " 731: 277.22,\n",
       " 732: 274.48,\n",
       " 733: 274.02,\n",
       " 734: 259.8,\n",
       " 735: 256.0,\n",
       " 736: 256.74,\n",
       " 737: 254.63,\n",
       " 738: 253.75,\n",
       " 739: 255.69,\n",
       " 740: 257.8,\n",
       " 741: 254.74,\n",
       " 742: 256.21,\n",
       " 743: 255.25,\n",
       " 744: 251.25,\n",
       " 745: 254.74,\n",
       " 746: 257.75,\n",
       " 747: 262.63,\n",
       " 748: 257.11,\n",
       " 749: 257.62,\n",
       " 750: 257.49,\n",
       " 751: 254.05,\n",
       " 752: 248.53,\n",
       " 753: 245.51,\n",
       " 754: 249.77,\n",
       " 755: 248.71,\n",
       " 756: 253.05,\n",
       " 757: 256.12,\n",
       " 758: 255.84,\n",
       " 759: 257.24,\n",
       " 760: 256.37,\n",
       " 761: 252.95,\n",
       " 762: 256.18,\n",
       " 763: 255.44,\n",
       " 764: 257.37,\n",
       " 765: 262.31,\n",
       " 766: 263.64,\n",
       " 767: 261.5,\n",
       " 768: 259.42,\n",
       " 769: 256.98,\n",
       " 770: 260.4,\n",
       " 771: 261.06,\n",
       " 772: 262.13,\n",
       " 773: 264.11,\n",
       " 774: 262.39,\n",
       " 775: 267.37,\n",
       " 776: 273.15,\n",
       " 777: 276.14,\n",
       " 778: 279.77,\n",
       " 779: 283.73,\n",
       " 780: 284.22,\n",
       " 781: 283.8,\n",
       " 782: 283.47,\n",
       " 783: 283.35,\n",
       " 784: 290.98,\n",
       " 785: 291.9,\n",
       " 786: 291.72,\n",
       " 787: 289.23,\n",
       " 788: 296.73,\n",
       " 789: 304.51,\n",
       " 790: 307.28,\n",
       " 791: 312.38,\n",
       " 792: 310.69,\n",
       " 793: 318.38,\n",
       " 794: 309.74,\n",
       " 795: 307.69,\n",
       " 796: 316.42,\n",
       " 797: 319.49,\n",
       " 798: 322.03,\n",
       " 799: 325.05,\n",
       " 800: 337.55,\n",
       " 801: 337.57,\n",
       " 802: 333.92,\n",
       " 803: 336.96,\n",
       " 804: 339.28,\n",
       " 805: 347.04,\n",
       " 806: 353.15,\n",
       " 807: 351.25,\n",
       " 808: 355.27,\n",
       " 809: 362.46,\n",
       " 810: 370.52,\n",
       " 811: 366.1,\n",
       " 812: 346.57,\n",
       " 813: 331.65,\n",
       " 814: 315.72,\n",
       " 815: 329.94,\n",
       " 816: 320.52,\n",
       " 817: 314.51,\n",
       " 818: 316.5,\n",
       " 819: 312.61,\n",
       " 820: 323.95,\n",
       " 821: 329.93,\n",
       " 822: 338.01,\n",
       " 823: 332.7,\n",
       " 824: 336.45,\n",
       " 825: 345.78,\n",
       " 826: 348.15,\n",
       " 827: 346.15,\n",
       " 828: 340.42,\n",
       " 829: 341.74,\n",
       " 830: 348.91,\n",
       " 831: 357.27,\n",
       " 832: 357.08,\n",
       " 833: 358.85,\n",
       " 834: 349.25,\n",
       " 835: 349.33,\n",
       " 836: 346.68,\n",
       " 837: 344.64,\n",
       " 838: 334.28,\n",
       " 839: 336.34,\n",
       " 840: 338.35,\n",
       " 841: 344.5,\n",
       " 842: 348.0,\n",
       " 843: 350.01,\n",
       " 844: 355.06,\n",
       " 845: 350.02,\n",
       " 846: 350.91,\n",
       " 847: 345.39,\n",
       " 848: 342.25,\n",
       " 849: 342.32,\n",
       " 850: 328.17,\n",
       " 851: 324.3,\n",
       " 852: 315.52,\n",
       " 853: 326.27,\n",
       " 854: 323.04,\n",
       " 855: 318.81,\n",
       " 856: 326.58,\n",
       " 857: 318.51,\n",
       " 858: 307.67,\n",
       " 859: 300.09,\n",
       " 860: 299.82,\n",
       " 861: 291.88,\n",
       " 862: 274.04,\n",
       " 863: 286.96,\n",
       " 864: 282.92,\n",
       " 865: 277.71,\n",
       " 866: 274.98,\n",
       " 867: 273.86,\n",
       " 868: 281.87,\n",
       " 869: 257.69,\n",
       " 870: 247.47,\n",
       " 871: 253.15,\n",
       " 872: 250.6,\n",
       " 873: 252.22,\n",
       " 874: 258.09,\n",
       " 875: 260.32,\n",
       " 876: 258.79,\n",
       " 877: 267.04,\n",
       " 878: 265.86,\n",
       " 879: 264.56,\n",
       " 880: 254.22,\n",
       " 881: 254.25,\n",
       " 882: 251.18,\n",
       " 883: 253.65,\n",
       " 884: 242.98,\n",
       " 885: 231.86,\n",
       " 886: 236.19,\n",
       " 887: 237.46,\n",
       " 888: 235.35,\n",
       " 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": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Zygarde'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Abomasnow'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "782.22"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49.95"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(google)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 50.12,  54.1 ,  54.65, ..., 773.18, 771.61, 782.22])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=721, step=1)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=3012, step=1)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.infer_objects of 0       Bulbasaur\n",
       "1         Ivysaur\n",
       "2        Venusaur\n",
       "3      Charmander\n",
       "4      Charmeleon\n",
       "          ...    \n",
       "716       Yveltal\n",
       "717       Zygarde\n",
       "718       Diancie\n",
       "719         Hoopa\n",
       "720     Volcanion\n",
       "Name: Pokemon, Length: 721, dtype: object>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.infer_objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.infer_objects of 0        50.12\n",
       "1        54.10\n",
       "2        54.65\n",
       "3        52.38\n",
       "4        52.95\n",
       "         ...  \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": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.infer_objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('O')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.is_unique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.is_unique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(721,)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3012,)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "721"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3012"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Pokemon'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Stock Price'"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon.name = 'Pocket Monsters'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "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": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Pocket Monsters'"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .sort_values() Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "459    Abomasnow\n",
       "62          Abra\n",
       "358        Absol\n",
       "616     Accelgor\n",
       "680    Aegislash\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.sort_values().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "680    Aegislash\n",
       "616     Accelgor\n",
       "358        Absol\n",
       "62          Abra\n",
       "459    Abomasnow\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.sort_values(ascending=False).tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3011    782.22\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.sort_values(ascending=False).head(1) # Not a inplace method --> Does not modify the orignal data Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        50.12\n",
       "1        54.10\n",
       "2        54.65\n",
       "3        52.38\n",
       "4        52.95\n",
       "         ...  \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": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The inplace Parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11    49.95\n",
       "9     50.07\n",
       "0     50.12\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google = google.sort_values()\n",
    "google.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "google.sort_values(ascending=False, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3011    782.22\n",
       "2859    776.60\n",
       "3009    773.18\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .sort_index Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "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": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon.sort_values(ascending=False, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "717     Zygarde\n",
       "633    Zweilous\n",
       "40        Zubat\n",
       "569       Zorua\n",
       "570     Zoroark\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon.sort_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Bulbasaur\n",
       "1      Ivysaur\n",
       "2     Venusaur\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python's in Keyword"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "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": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Bulbasaur\n",
       "1      Ivysaur\n",
       "2     Venusaur\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'Bulbasaur' in pokemon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 96,
     "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": 97,
   "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": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Oshawott'"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100    Electrode\n",
       "200        Unown\n",
       "300     Delcatty\n",
       "120      Starmie\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[[100, 200, 300, 120]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50    Dugtrio\n",
       "51     Meowth\n",
       "52    Persian\n",
       "53    Psyduck\n",
       "54    Golduck\n",
       "Name: Pokemon, dtype: object"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[50:100].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract Values by Index Label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Bulbasaur    Grass\n",
       "Ivysaur      Grass\n",
       "Venusaur     Grass\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 110,
     "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": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Grass'"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Electrode    Electric\n",
       "Jolteon      Electric\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[[100, 134]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Grass'"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon['Bulbasaur']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Bulbasaur    Grass\n",
       "Venusaur     Grass\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[['Bulbasaur', 'Venusaur']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sandeyadav\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\series.py:1152: 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/user_guide/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": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[['Pikachu', 'Digimon']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Pikachu    Electric\n",
       "Digimon         NaN\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.reindex(['Pikachu', 'Digimon'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .get() Method on a Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Abomasnow      Grass\n",
       "Abra         Psychic\n",
       "Absol           Dark\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon = pd.read_csv('pokemon.csv', index_col=['Pokemon'], squeeze=True)\n",
    "# Sorting the datframe to enhance the performance.\n",
    "pokemon.sort_index(inplace=True)\n",
    "pokemon.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Moltres      Fire\n",
       "Meowth     Normal\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.get(['Moltres', 'Meowth'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'This is not a pokemon'"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.get(key='Digimon', default='This is not a pokemon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sandeyadav\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\series.py:1152: 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/user_guide/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": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.get(['Pikachu', 'Digimon'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'This is not a pokemon'"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.get(['BLAH', 'BLAH-MON'], default='This is not a pokemon')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Math Methods on Series Objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 127,
     "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": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3012"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count() excludes the null values but len() does not !! \n",
    "google.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1006942.0"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "334.31009296148744"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "173.18720477113106"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49.95"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "782.22"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "283.315"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    291.21\n",
       "dtype: float64"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.mode()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "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": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ## The .idxmax() and .idxmin() Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 138,
     "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": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3011"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.idxmax() # Returns the index of max element."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "782.22"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google[3011]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.idxmin() # Returns the index of min element."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .value_counts() Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Bulbasaur    Grass\n",
       "Ivysaur      Grass\n",
       "Venusaur     Grass\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 144,
     "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": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Water       105\n",
       "Normal       93\n",
       "Grass        66\n",
       "Bug          63\n",
       "Fire         47\n",
       "Psychic      47\n",
       "Rock         41\n",
       "Electric     36\n",
       "Ground       30\n",
       "Poison       28\n",
       "Dark         28\n",
       "Fighting     25\n",
       "Dragon       24\n",
       "Ghost        23\n",
       "Ice          23\n",
       "Steel        22\n",
       "Fairy        17\n",
       "Flying        3\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Flying        3\n",
       "Fairy        17\n",
       "Steel        22\n",
       "Ice          23\n",
       "Ghost        23\n",
       "Dragon       24\n",
       "Fighting     25\n",
       "Dark         28\n",
       "Poison       28\n",
       "Ground       30\n",
       "Electric     36\n",
       "Rock         41\n",
       "Psychic      47\n",
       "Fire         47\n",
       "Bug          63\n",
       "Grass        66\n",
       "Normal       93\n",
       "Water       105\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.value_counts(ascending=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .apply() Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 148,
     "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": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "def classify_performance(number):\n",
    "    if number< 300:\n",
    "        return 'OK'\n",
    "    elif number >= 300 and number < 600:\n",
    "        return 'Satisfactory'\n",
    "    else:\n",
    "        return 'Incredible'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0               OK\n",
       "1               OK\n",
       "2               OK\n",
       "3               OK\n",
       "4               OK\n",
       "           ...    \n",
       "3007    Incredible\n",
       "3008    Incredible\n",
       "3009    Incredible\n",
       "3010    Incredible\n",
       "3011    Incredible\n",
       "Name: Stock Price, Length: 3012, dtype: object"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.apply(classify_performance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "3    52.38\n",
       "4    52.95\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        51.12\n",
       "1        55.10\n",
       "2        55.65\n",
       "3        53.38\n",
       "4        53.95\n",
       "         ...  \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": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.apply(lambda stock_price: stock_price+1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    50.12\n",
       "1    54.10\n",
       "2    54.65\n",
       "3    52.38\n",
       "4    52.95\n",
       "Name: Stock Price, dtype: float64"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The .map() Method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "collapsed": true
   },
   "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": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_names = pd.read_csv('pokemon.csv', usecols=['Pokemon'], squeeze=True)\n",
    "pokemon_names.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pokemon\n",
       "Bulbasaur     Grass\n",
       "Ivysaur       Grass\n",
       "Venusaur      Grass\n",
       "Charmander     Fire\n",
       "Charmeleon     Fire\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_types = pd.read_csv('pokemon.csv', index_col=['Pokemon'], squeeze=True)\n",
    "pokemon_types.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        Grass\n",
       "1        Grass\n",
       "2        Grass\n",
       "3         Fire\n",
       "4         Fire\n",
       "        ...   \n",
       "716       Dark\n",
       "717     Dragon\n",
       "718       Rock\n",
       "719    Psychic\n",
       "720       Fire\n",
       "Name: Pokemon, Length: 721, dtype: object"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_names.map(pokemon_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "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()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "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": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        Grass\n",
       "1        Grass\n",
       "2        Grass\n",
       "3         Fire\n",
       "4         Fire\n",
       "        ...   \n",
       "716       Dark\n",
       "717     Dragon\n",
       "718       Rock\n",
       "719    Psychic\n",
       "720       Fire\n",
       "Name: Pokemon, Length: 721, dtype: object"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_names.map(pokemon_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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