2018-04-23_DadosViciados/2018-04-23_LiveDePython.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# \"Esses dados são viciados?\" estrelando pandas e scipy.stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](die_400.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apresentação de Danilo J. S. Bellini para o canal Live de Python. Vídeo da apresentação: https://youtu.be/UsNH6rBibwg\n",
    "\n",
    "Contato:\n",
    "\n",
    "|||\n",
    "|:-|:-|\n",
    "|GitHub|https://github.com/danilobellini|\n",
    "|Twitter|@danilobellini|\n",
    "|SlideShare|https://slideshare.com/djsbellini|\n",
    "|Facebook|https://facebook.com/djsbellini|\n",
    "\n",
    "Repositórios no GitHub com notebooks:\n",
    "\n",
    "- [notebooks](https://github.com/danilobellini/notebooks): Diversificado, possui desde tutorial de Jupyter até a prova do teorema central do limite (estatística)\n",
    "- [scientific-literature](https://github.com/danilobellini/scientific-literature): Avançado, para quem tem um interesse acadêmico em estatística / machine learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Grupo de estudos de ciência dos dados no Garoa Hacker Clube: [Garoa 95](groups.google.com/group/garoa95).\n",
    "O nome do grupo é uma referência ao número de graus de liberdade no artigo do Fisher de 1936 referenciado no repositório [scientific-literature](https://github.com/danilobellini/scientific-literature))."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lançamentos do dado de 10 lados!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](dice_d10_100.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Antes de começar a live, eu lancei $200$ este dado de 10 lados e anotei os resultados:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"200_lancamentos.txt\") as f:\n",
    "    values = list(f.read().strip())"
   ]
  },
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   "execution_count": 2,
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     },
     "execution_count": 2,
     "metadata": {},
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   ],
   "source": [
    "values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nosso objetivo é responder à pergunta: com essas informações coletadas, esse dado é viciado/tendencioso?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ao invés de uma lista, podemos representá-lo como uma instância de `pd.Series`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.Series(map(int, values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "Length: 200, dtype: int64"
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por que agora a representação parece ter 2 colunas?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O Pandas conta com $2$ estruturas de dados principais:\n",
    "\n",
    "|Classe|Interpretação|\n",
    "|:-|:-|\n",
    "|`pd.Series`|uma \"coluna\" de uma tabela|\n",
    "|`pd.DataFrame`|uma tabela|"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O que vimos acima foi uma única coluna de dados, exposta em conjunto com seus índices. Índices são similares a uma coluna mas estão estruturalmente separados dos valores das colunas. O ideal é pensar nesses índices como o resultado de algo como:\n",
    "\n",
    "```python\n",
    "    for idx, val in enumerate(iterable):\n",
    "        print idx, val\n",
    "```\n",
    "\n",
    "O iterável `iterable` contém os valores, mas os índices foram exibidos em conjunto. Na prática, o índice também pode ser manipulado, mas, por hora, basta saber que essa coluna extra à esquerda é uma referência da \"linha\" e ela sempre aparece."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frequência"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para efetuar a avaliação se o dado é viciado, realizaremos um [teste de qui-quadrado de Pearson](https://en.wikipedia.org/wiki/Pearson%27s_chi-squared_test), especificamente o teste de \"goodness of fit\". Nesse teste, o primeiro passo é a coleta das frequências de ocorrência de cada um dos resultados possíveis. O Pandas pode nos ajudar nisso:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    14\n",
       "1    26\n",
       "2    25\n",
       "3    19\n",
       "4    16\n",
       "5    28\n",
       "6    15\n",
       "7    22\n",
       "8    13\n",
       "9    22\n",
       "dtype: int64"
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     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts = data.value_counts().sort_index()\n",
    "counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Os valores dos índices (esquerda) representam o número do lado do dado, e a coluna (direita) representa a fequência de ocorrência (número de vezes em que o número apareceu nos dados). Isso foi feito com o método `value_counts`, o `sort_index` apenas ordenou o resultado."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos visualizar isso com Pandas e a integração com o Matplotlib! Os objetos das classes citadas do Pandas possuem um atributo `plot` que possui os métodos para cada um dos tipos de plot integrados."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Necessário para que os plots sejam exibidos no Jupyter!\n",
    "# Use \"notebook\" no lugar de \"inline\" para plots interativos.\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x1BnUn6raDzg4yb+NccwDgJ+kt2e4LcmOcY3djf/uJN8a55iTrKreBxxD7wPyJ8Y6toUu\nSW3wi0WS1AgLXZIaYaFLUiMsdElqxP8C34hIPL0BEkwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dica: use o ponto-e-vírgula para evitar exibir uma saída \"ruidosa\" desnecessariamente\n",
    "counts.plot.bar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para plots mais sofisticados a partir de `pd.DataFrame` e `pd.Series`, veja o [seaborn](http://seaborn.pydata.org/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O esperado (dado não viciado) era ter uma distribuição uniforme (todos os valores iguais). Mas o lado $5$ apareceu com o dobro da frequência do lado $0$! O quanto distante isso está da distribuição uniforme?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculando a estatística $\\chi^2$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A equação da estatística \"qui-quadrado\", a qual iremos calcular, é:\n",
    "\n",
    "$$\\chi^2 = \\sum \\frac{\\left( Observado - Esperado \\right)^2}{Esperado}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Em outras palavras, a soma do erros quadráticos (com relação ao esperado) dividida pelo próprio valor esperado. Vamos calcular isso usando os métodos do Pandas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts.sum() # Somatório"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts.mean() # Média (somatório dividido pelo número de elementos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    6.0\n",
       "1   -6.0\n",
       "2   -5.0\n",
       "3    1.0\n",
       "4    4.0\n",
       "5   -8.0\n",
       "6    5.0\n",
       "7   -2.0\n",
       "8    7.0\n",
       "9   -2.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts.mean() - counts # \"Erros\" absolutos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    36.0\n",
       "1    36.0\n",
       "2    25.0\n",
       "3     1.0\n",
       "4    16.0\n",
       "5    64.0\n",
       "6    25.0\n",
       "7     4.0\n",
       "8    49.0\n",
       "9     4.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(counts.mean() - counts) ** 2 # \"Erros\" quadráticos (numerador da equação)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finalmente:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chi_squared = ((counts.mean() - counts) ** 2 / counts.mean()).sum()\n",
    "chi_squared"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora o que fazemos com isso? Poderíamos consultar [uma tabela da distribuição qui-quadrado](https://people.richland.edu/james/lecture/m170/tbl-chi.html) e ver um valor de probabilidade associado à hipótese nula... pera, que hipótese? Tabela? Por que essa tabela fala em \"graus de liberdade\"? Distribuição de probabilidades!?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O objetivo é testar se o dado é viciado ou não, já temos duas hipóteses, e testamos ela verificando se essa estatística recém-obtida ultrapassa um certo limiar, o qual podemos encontrar em uma tabela com valores de uma distribuição de probabilidades."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribuições de probabilidades com o scipy.stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Uma distribuição de probabilidades é uma função cuja área (integral) em seu domínio é $1$. Vamos usar o SciPy e o Matplotlib para visualizar uma tal distribuição, começando por algo mais simples, por exemplo a distribuição normal (também conhecida como gaussiana)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# O scipy possui diversos módulos/subpackages independentes,\n",
    "# similares às \"toolkits\" do MatLab,\n",
    "# mas voltadas ao uso das estruturas de dados do numpy.\n",
    "# Aqui usaremos apenas a parte de estatística, o scipy.stats:\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BhcBDIjLq3Ms2Tnl2eyl1TW18ZdEkp0sxQyAxNorPXzSBDQUVHK9tcrocMwAC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\nxpgIYqFvjDER5P8BljYuHZ8ZU1MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xs = np.linspace(-4, 4, 500)\n",
    "ys = stats.norm.pdf(xs)\n",
    "plt.plot(xs, ys);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O `scipy.stats` possui objetos como `norm`, `t` e `chi2`, os quais representam distribuições estatísticas. Esses objetos possuem métodos para a obtenção de valores da distribuição, seja da densidade de probabilidades (`pdf`), da densidade cumulativa (`cdf`), ou de outras, incluindo inversas. Isso torna prático o processo de realizar testes de hipótese sem nunca precisar consultar uma tabela manualmente."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mas, com qui-quadrado, ao rodar...\n",
    "\n",
    "```python\n",
    "xs = np.linspace(-4, 4, 500)\n",
    "ys = stats.chi2.pdf(xs)\n",
    "plt.plot(xs, ys);\n",
    "```\n",
    "\n",
    "obtemos algo como...\n",
    "\n",
    "```\n",
    "---------------------------------------------------------------------------\n",
    "TypeError                                 Traceback (most recent call last)\n",
    "<ipython-input-112-6c9a1dabf2a8> in <module>()\n",
    "      1 xs = np.linspace(-4, 4, 500)\n",
    "----> 2 ys = stats.chi2.pdf(xs)\n",
    "      3 plt.plot(xs, ys);\n",
    "\n",
    "/usr/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py in pdf(self, x, *args, **kwds)\n",
    "   1646 \n",
    "   1647         \"\"\"\n",
    "-> 1648         args, loc, scale = self._parse_args(*args, **kwds)\n",
    "   1649         x, loc, scale = map(asarray, (x, loc, scale))\n",
    "   1650         args = tuple(map(asarray, args))\n",
    "\n",
    "TypeError: _parse_args() missing 1 required positional argument: 'df'\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Esse parâmetro `df` faltante é o número de graus de liberdade. O que são graus de liberdade?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Graus de liberdade"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Qual o número de graus de liberdade? Essa é talvez seja a parte mais confusa que há em testes de hipótese!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Os valores observados de frequência foram:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([14, 26, 25, 19, 16, 28, 15, 22, 13, 22])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Podemos acessar os valores (a coluna) como array do numpy\n",
    "counts.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E o esperado para a distribuição uniforme (dado não-viciado) era:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([20., 20., 20., 20., 20., 20., 20., 20., 20., 20.])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.repeat(counts.mean(), counts.count())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Com essa informação, um dos números observados tornou-se \"fixo\". Suponha que o $22$ ao final fosse desconhecido, um valor `x` qu desejamos descobrir. Repetindo a operação, sabemos que o valor da soma dos outro nove números é $178$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "178"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts.values[:-1].sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se a soma de todos os valores é $178 + x$ e a média é $20$, temos:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\frac{178 + x}{10} = 20\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assim obtemos o valor de $x$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "200 - 178"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se tivéssemos trocado algum valor observado por outro, o valor de $x$ mudaria, mas seria ainda assim determinado. As demais frequências observadas são \"livres\", mas esse único valor, por conta do uso da média amostral, é fixo.\n",
    "\n",
    "Dizer que *as demais frequências observadas são \"livres\"* significa exatamente o que queremos no momento: o número de graus de liberdade é:\n",
    "\n",
    "$$df = N - 1$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = counts.count() - 1\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos visualizar a distribuição de qui-quadrado associada a esse parâmetro ($9$ graus de liberdade), tanto a função densidade de probabilidades (área unitária, `pdf`), como a função acumulada/cumulativa (sua integral, `cdf`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SVjRWL+LGgGRXHI/espDMFBef+3U5Na06okdFNwm3i1gLFy405eXltn3+UXcX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\n7E0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xs = np.linspace(0, 35, 500)\n",
    "ys = stats.chi2.pdf(xs, df)\n",
    "plt.plot(xs, ys);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6Rwv5JgHjgOWN1v0auD26fDtwd9A5W8j6M+AHQWc7Qt5+wLjocj7wETA6Ebdv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\nglTuIiIpSOUuIpKCVO4iIino/wOeLxh/JE07bAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xs = np.linspace(0, 35, 500)\n",
    "ys = stats.chi2.cdf(xs, df)\n",
    "plt.plot(xs, ys);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok, temos uma distribuição de probabilidades, e agora?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Teste de hipótese"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Há duas hipóteses:\n",
    "\n",
    "- Hipótese nula ($H_0$): o dado não é viciado/tendencioso (foi o que modelamos como \"esperado\" no cálculo do $\\chi^2$);\n",
    "- Hipótese alternativa ($H_A$): o dado é viciado/tendencioso."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Queremos saber se podemos rejeitar a hipótese nula. Tipicamente, definimos isso de acordo com o cálculo de um valor $p$, uma probabilidade associada à hipótese nula, com o seguinte critério:\n",
    "\n",
    "- $p \\geq \\alpha \\rightarrow$ Retemos a hipótese nula (não temos evidência o suficiente para rejeitá-la);\n",
    "- $p < \\alpha \\rightarrow$ Rejeitamos a hipótese nula (há significância estatística)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O valor de $\\alpha$ é tipicamente $0.05$, $0.01$, $0.005$ ou $0.001$. Para o nosso caso, vamos adotar $\\alpha = 0.05$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As probabilidades podem ser calculadas com a função `sf` (*survival function*, `1 - cdf`), a qual existe no scipy.stats:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.16260626219029953"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p = stats.chi2.sf(chi_squared, df)\n",
    "p"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Com esse valor de $p$, não podemos dizer que o dado é viciado. Porém, para um dado convencional, esse é um valor bem baixo. O que tentamos estimar aqui foi o quão provável é um dado justo (distribuição uniforme) gerar as frequências observadas, essa probabilidade não é alta, mas também não é baixa o suficiente para dizermos com significância estatística que o dado é viciado."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos visualizar isso graficamente. Para isso, vamos encontrar o limiar do qui-quadrado a partir do valor de $\\alpha$ fornecido usando a inversa da `sf`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16.91897760462045"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alpha = .05\n",
    "x_alpha = stats.chi2.isf(alpha, df)\n",
    "x_alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Id5rccw8fQ78ZmEZoKuTjzrnFZnYPUOycmwo8BjxlZiWE9tjHN2doERFpXETz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\n3EVEEpDKXUQkAancRUQSkMpdRCQB/S/s3kMTCahI0wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xs = np.linspace(0, 35, 500)\n",
    "ys = stats.chi2.sf(xs, df)\n",
    "plt.plot(xs, ys)\n",
    "plt.fill_between(xs[xs > x_alpha], ys[xs > x_alpha], color=\"r\")\n",
    "plt.plot([chi_squared], [p], \"gx\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O `x` verde é a estatística que obtivemos, a região em vermelho é a de rejeição da hipótese nula, o que acontece para valores de $\\chi^2$ (qui-quadrado) acima dos $~16.92$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outros dados? Random.org!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O http://random.org diz coletar informações aleatórias por meio de equipamentos que coletam o ruído atmosférico. Usando a API gratuita deles, obtive $1000$ inteiros de $1$ a $6$ (similar a um dado de $6$ lados) para efetuar o mesmo teste, e salvei em um CSV (usando o próprio Pandas com o método `to_csv`). Para ler esse arquivo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
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       "      <th>10</th>\n",
       "      <td>1</td>\n",
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       "      <th>12</th>\n",
       "      <td>2</td>\n",
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       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6</td>\n",
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       "      <th>21</th>\n",
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       "      <th>22</th>\n",
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       "      <th>23</th>\n",
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       "      <th>24</th>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>3</td>\n",
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       "      <th>980</th>\n",
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       "      <th>982</th>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
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       "      <td>5</td>\n",
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       "      <th>986</th>\n",
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       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     value\n",
       "0        1\n",
       "1        4\n",
       "2        5\n",
       "3        5\n",
       "4        1\n",
       "5        1\n",
       "6        6\n",
       "7        6\n",
       "8        3\n",
       "9        4\n",
       "10       1\n",
       "11       1\n",
       "12       2\n",
       "13       1\n",
       "14       5\n",
       "15       6\n",
       "16       6\n",
       "17       2\n",
       "18       6\n",
       "19       5\n",
       "20       3\n",
       "21       5\n",
       "22       5\n",
       "23       2\n",
       "24       4\n",
       "25       5\n",
       "26       1\n",
       "27       4\n",
       "28       5\n",
       "29       6\n",
       "..     ...\n",
       "970      3\n",
       "971      5\n",
       "972      3\n",
       "973      2\n",
       "974      4\n",
       "975      2\n",
       "976      2\n",
       "977      3\n",
       "978      1\n",
       "979      3\n",
       "980      5\n",
       "981      6\n",
       "982      2\n",
       "983      2\n",
       "984      6\n",
       "985      5\n",
       "986      2\n",
       "987      3\n",
       "988      4\n",
       "989      3\n",
       "990      3\n",
       "991      6\n",
       "992      4\n",
       "993      4\n",
       "994      2\n",
       "995      3\n",
       "996      1\n",
       "997      2\n",
       "998      5\n",
       "999      5\n",
       "\n",
       "[1000 rows x 1 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = pd.read_csv(\"first.csv\")\n",
    "f"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Provavelmente o `pd.read_csv` é a função mais conhecida do Pandas! Ela lê um arquivo CSV e converte em um `pd.DataFrame` (que o Jupyter exibe como tabela), identificando automaticamente os tipos de dados (números inteiros, nesse caso)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para acessar uma coluna de um `pd.DataFrame`, podemos usar tanto o acesso a item `data_frame[\"nome_coluna\"]` como o acesso a atributo `data_frame.nome_coluna`. No Jupyter, é conveniente usar o acesso como atributo para ter o auto-complete, mas depois mudar para o acesso como item pelo fato da maioria das tabelas não seguir a PEP8 (e também para evitar confusões ao acessar outros atributos que \"mascaram\" colunas por conta do nome)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f[\"value\"] is f.value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(f[\"value\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frequências dos dados do random.org"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos efetuar o mesmo teste nesse novo conjunto de observações! A primeira coisa é obter as frequências:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    157\n",
       "1    159\n",
       "2    166\n",
       "6    169\n",
       "5    172\n",
       "4    177\n",
       "Name: value, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fc = f[\"value\"].value_counts().sort_values() # Também podemos ordenar por valores!\n",
    "fc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qjzD8qzZWkkdV1Z5ueWbgh9ZXk2ybVFMj9OiB5U3Ay6pqLsmHgauBFR30wAzwTuB9wB9W\n1bYk9x9KAb/PIyHof5LkcVV1H/CCfcUkTwRWfNAnufZAm4AjlrOXMVm1b7qmqnYkOYn5sH8KKz/o\ntw/8X9d/JZmpqtkkTwP+d9LNjcCjkhzO/O8CU1VzAFX1P0n2HPzQQ19VPQicm+Tz3ftuDtFMPSSb\nGrGXVNUD8NM/mH0eDWycTEsjdQTwCuCH+9UD/MfytzNydyRZW1XbALor+1cDW4BnT7a13t4GfCTJ\nHzP/jYf/meQ24LZu20r3RGAr8/8tVpJfqqo7kjyelf9D+qeqaifwhiSvAu6ddD/DND9H37ok5wOf\nrKqvDtn2mar6rQm0NTJJjmZ++u2OIdteVFX/PoG2RirJE4Djmb/w2llVuyfc0lgleRxwRFV9Z9K9\nPFIY9JLUuEfEffSS9Ehm0EtS4wx6SWqcQS9Jjfs/rQ/8Ea3HUPsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fc.plot.bar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Teste de $\\chi^2$ de Pearson"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Há uma forma mais direta no `scipy.stats` de efetuar esse teste: passar o vetor (iterável) de frequências para o `scipy.stats.chisquare`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Power_divergenceResult(statistic=1.76, pvalue=0.8812557605796127)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.chisquare(fc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Os mesmos valores da estatística $\\chi^2$ e do valor de $p$ calculados \"na unha\", como anteriormente:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.76"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fc_chi2 = ((fc - fc.mean()) ** 2 / fc.mean()).sum()\n",
    "fc_chi2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8812557605796127"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.chi2.sf(fc_chi2, fc.count() - 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Um $p$ de mais de 88% indica que as frequências obtidas são bastante prováveis, considerando a distribuição uniforme como esperada (hipótese nula), algo muito distantes de justificar vício/tendência (hipótese alternativa)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fim dos testes de hipóteses!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Material extra: Pokédex"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos usar o Pandas para web scraping.\n",
    "\n",
    "No https://pokemondb.net há uma tabela com informações sobre todos os Pokémons existentes até o momento. Vamos coletar essa tabela!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "resp = requests.get(\"https://pokemondb.net/pokedex/all\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Da forma como a biblioteca `requests` funciona, temos um HTML como uma string em `resp.text`. Vamos ler o conteúdo com o `pd.read_html`, que busca por tabelas (tags `table`, `tr`, `td`, `th`, etc.) explicitadas no HTML."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_result = pd.read_html(resp.text)\n",
    "type(list_result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O resultado é uma lista de instâncias de `pd.DataFrame`, uma para cada tabela encontrada. Há apenas uma nessa página:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
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    "len(list_result)"
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  },
  {
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   "outputs": [
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>GrassPoison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>GrassPoison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>GrassPoison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>GrassPoison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Charmeleon</td>\n",
       "      <td>Fire</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Charizard</td>\n",
       "      <td>FireFlying</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard X</td>\n",
       "      <td>FireDragon</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard Y</td>\n",
       "      <td>FireFlying</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7</td>\n",
       "      <td>Squirtle</td>\n",
       "      <td>Water</td>\n",
       "      <td>314</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>8</td>\n",
       "      <td>Wartortle</td>\n",
       "      <td>Water</td>\n",
       "      <td>405</td>\n",
       "      <td>59</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>9</td>\n",
       "      <td>Blastoise</td>\n",
       "      <td>Water</td>\n",
       "      <td>530</td>\n",
       "      <td>79</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>105</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>9</td>\n",
       "      <td>BlastoiseMega Blastoise</td>\n",
       "      <td>Water</td>\n",
       "      <td>630</td>\n",
       "      <td>79</td>\n",
       "      <td>103</td>\n",
       "      <td>120</td>\n",
       "      <td>135</td>\n",
       "      <td>115</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>10</td>\n",
       "      <td>Caterpie</td>\n",
       "      <td>Bug</td>\n",
       "      <td>195</td>\n",
       "      <td>45</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>11</td>\n",
       "      <td>Metapod</td>\n",
       "      <td>Bug</td>\n",
       "      <td>205</td>\n",
       "      <td>50</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12</td>\n",
       "      <td>Butterfree</td>\n",
       "      <td>BugFlying</td>\n",
       "      <td>395</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>13</td>\n",
       "      <td>Weedle</td>\n",
       "      <td>BugPoison</td>\n",
       "      <td>195</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>14</td>\n",
       "      <td>Kakuna</td>\n",
       "      <td>BugPoison</td>\n",
       "      <td>205</td>\n",
       "      <td>45</td>\n",
       "      <td>25</td>\n",
       "      <td>50</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>15</td>\n",
       "      <td>Beedrill</td>\n",
       "      <td>BugPoison</td>\n",
       "      <td>395</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>15</td>\n",
       "      <td>BeedrillMega Beedrill</td>\n",
       "      <td>BugPoison</td>\n",
       "      <td>495</td>\n",
       "      <td>65</td>\n",
       "      <td>150</td>\n",
       "      <td>40</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>16</td>\n",
       "      <td>Pidgey</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>251</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>17</td>\n",
       "      <td>Pidgeotto</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>349</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>55</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18</td>\n",
       "      <td>Pidgeot</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>479</td>\n",
       "      <td>83</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>18</td>\n",
       "      <td>PidgeotMega Pidgeot</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>579</td>\n",
       "      <td>83</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "      <td>80</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>19</td>\n",
       "      <td>Rattata</td>\n",
       "      <td>Normal</td>\n",
       "      <td>253</td>\n",
       "      <td>30</td>\n",
       "      <td>56</td>\n",
       "      <td>35</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>19</td>\n",
       "      <td>RattataAlolan Rattata</td>\n",
       "      <td>DarkNormal</td>\n",
       "      <td>253</td>\n",
       "      <td>30</td>\n",
       "      <td>56</td>\n",
       "      <td>35</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>20</td>\n",
       "      <td>Raticate</td>\n",
       "      <td>Normal</td>\n",
       "      <td>413</td>\n",
       "      <td>55</td>\n",
       "      <td>81</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>70</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>20</td>\n",
       "      <td>RaticateAlolan Raticate</td>\n",
       "      <td>DarkNormal</td>\n",
       "      <td>413</td>\n",
       "      <td>75</td>\n",
       "      <td>71</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>80</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>21</td>\n",
       "      <td>Spearow</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>262</td>\n",
       "      <td>40</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>22</td>\n",
       "      <td>Fearow</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>442</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>781</td>\n",
       "      <td>Dhelmise</td>\n",
       "      <td>GhostGrass</td>\n",
       "      <td>517</td>\n",
       "      <td>70</td>\n",
       "      <td>131</td>\n",
       "      <td>100</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>782</td>\n",
       "      <td>Jangmo-o</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>300</td>\n",
       "      <td>45</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>783</td>\n",
       "      <td>Hakamo-o</td>\n",
       "      <td>DragonFighting</td>\n",
       "      <td>420</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>70</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>784</td>\n",
       "      <td>Kommo-o</td>\n",
       "      <td>DragonFighting</td>\n",
       "      <td>600</td>\n",
       "      <td>75</td>\n",
       "      <td>110</td>\n",
       "      <td>125</td>\n",
       "      <td>100</td>\n",
       "      <td>105</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>785</td>\n",
       "      <td>Tapu Koko</td>\n",
       "      <td>ElectricFairy</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>75</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>786</td>\n",
       "      <td>Tapu Lele</td>\n",
       "      <td>PsychicFairy</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>75</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>787</td>\n",
       "      <td>Tapu Bulu</td>\n",
       "      <td>GrassFairy</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>788</td>\n",
       "      <td>Tapu Fini</td>\n",
       "      <td>WaterFairy</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>75</td>\n",
       "      <td>115</td>\n",
       "      <td>95</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>789</td>\n",
       "      <td>Cosmog</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>200</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>790</td>\n",
       "      <td>Cosmoem</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>400</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>131</td>\n",
       "      <td>29</td>\n",
       "      <td>131</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>791</td>\n",
       "      <td>Solgaleo</td>\n",
       "      <td>PsychicSteel</td>\n",
       "      <td>680</td>\n",
       "      <td>137</td>\n",
       "      <td>137</td>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>792</td>\n",
       "      <td>Lunala</td>\n",
       "      <td>PsychicGhost</td>\n",
       "      <td>680</td>\n",
       "      <td>137</td>\n",
       "      <td>113</td>\n",
       "      <td>89</td>\n",
       "      <td>137</td>\n",
       "      <td>107</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>793</td>\n",
       "      <td>Nihilego</td>\n",
       "      <td>RockPoison</td>\n",
       "      <td>570</td>\n",
       "      <td>109</td>\n",
       "      <td>53</td>\n",
       "      <td>47</td>\n",
       "      <td>127</td>\n",
       "      <td>131</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>794</td>\n",
       "      <td>Buzzwole</td>\n",
       "      <td>BugFighting</td>\n",
       "      <td>570</td>\n",
       "      <td>107</td>\n",
       "      <td>139</td>\n",
       "      <td>139</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>795</td>\n",
       "      <td>Pheromosa</td>\n",
       "      <td>BugFighting</td>\n",
       "      <td>570</td>\n",
       "      <td>71</td>\n",
       "      <td>137</td>\n",
       "      <td>37</td>\n",
       "      <td>137</td>\n",
       "      <td>37</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>796</td>\n",
       "      <td>Xurkitree</td>\n",
       "      <td>Electric</td>\n",
       "      <td>570</td>\n",
       "      <td>83</td>\n",
       "      <td>89</td>\n",
       "      <td>71</td>\n",
       "      <td>173</td>\n",
       "      <td>71</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>797</td>\n",
       "      <td>Celesteela</td>\n",
       "      <td>SteelFlying</td>\n",
       "      <td>570</td>\n",
       "      <td>97</td>\n",
       "      <td>101</td>\n",
       "      <td>103</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>798</td>\n",
       "      <td>Kartana</td>\n",
       "      <td>GrassSteel</td>\n",
       "      <td>570</td>\n",
       "      <td>59</td>\n",
       "      <td>181</td>\n",
       "      <td>131</td>\n",
       "      <td>59</td>\n",
       "      <td>31</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>799</td>\n",
       "      <td>Guzzlord</td>\n",
       "      <td>DarkDragon</td>\n",
       "      <td>570</td>\n",
       "      <td>223</td>\n",
       "      <td>101</td>\n",
       "      <td>53</td>\n",
       "      <td>97</td>\n",
       "      <td>53</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>800</td>\n",
       "      <td>Necrozma</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>600</td>\n",
       "      <td>97</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>127</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>800</td>\n",
       "      <td>NecrozmaDusk Mane Necrozma</td>\n",
       "      <td>PsychicSteel</td>\n",
       "      <td>680</td>\n",
       "      <td>97</td>\n",
       "      <td>157</td>\n",
       "      <td>127</td>\n",
       "      <td>113</td>\n",
       "      <td>109</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>800</td>\n",
       "      <td>NecrozmaDawn Wings Necrozma</td>\n",
       "      <td>PsychicGhost</td>\n",
       "      <td>680</td>\n",
       "      <td>97</td>\n",
       "      <td>113</td>\n",
       "      <td>109</td>\n",
       "      <td>157</td>\n",
       "      <td>127</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>800</td>\n",
       "      <td>NecrozmaUltra Necrozma</td>\n",
       "      <td>PsychicDragon</td>\n",
       "      <td>754</td>\n",
       "      <td>97</td>\n",
       "      <td>167</td>\n",
       "      <td>97</td>\n",
       "      <td>167</td>\n",
       "      <td>97</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>801</td>\n",
       "      <td>Magearna</td>\n",
       "      <td>SteelFairy</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>115</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>802</td>\n",
       "      <td>Marshadow</td>\n",
       "      <td>FightingGhost</td>\n",
       "      <td>600</td>\n",
       "      <td>90</td>\n",
       "      <td>125</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>803</td>\n",
       "      <td>Poipole</td>\n",
       "      <td>Poison</td>\n",
       "      <td>420</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>804</td>\n",
       "      <td>Naganadel</td>\n",
       "      <td>PoisonDragon</td>\n",
       "      <td>540</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>127</td>\n",
       "      <td>73</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>805</td>\n",
       "      <td>Stakataka</td>\n",
       "      <td>RockSteel</td>\n",
       "      <td>570</td>\n",
       "      <td>61</td>\n",
       "      <td>131</td>\n",
       "      <td>211</td>\n",
       "      <td>53</td>\n",
       "      <td>101</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>806</td>\n",
       "      <td>Blacephalon</td>\n",
       "      <td>FireGhost</td>\n",
       "      <td>570</td>\n",
       "      <td>53</td>\n",
       "      <td>127</td>\n",
       "      <td>53</td>\n",
       "      <td>151</td>\n",
       "      <td>79</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>807</td>\n",
       "      <td>Zeraora</td>\n",
       "      <td>Electric</td>\n",
       "      <td>600</td>\n",
       "      <td>88</td>\n",
       "      <td>112</td>\n",
       "      <td>75</td>\n",
       "      <td>102</td>\n",
       "      <td>80</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>917 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                         Name            Type  Total   HP  Attack  \\\n",
       "0      1                    Bulbasaur     GrassPoison    318   45      49   \n",
       "1      2                      Ivysaur     GrassPoison    405   60      62   \n",
       "2      3                     Venusaur     GrassPoison    525   80      82   \n",
       "3      3        VenusaurMega Venusaur     GrassPoison    625   80     100   \n",
       "4      4                   Charmander            Fire    309   39      52   \n",
       "5      5                   Charmeleon            Fire    405   58      64   \n",
       "6      6                    Charizard      FireFlying    534   78      84   \n",
       "7      6    CharizardMega Charizard X      FireDragon    634   78     130   \n",
       "8      6    CharizardMega Charizard Y      FireFlying    634   78     104   \n",
       "9      7                     Squirtle           Water    314   44      48   \n",
       "10     8                    Wartortle           Water    405   59      63   \n",
       "11     9                    Blastoise           Water    530   79      83   \n",
       "12     9      BlastoiseMega Blastoise           Water    630   79     103   \n",
       "13    10                     Caterpie             Bug    195   45      30   \n",
       "14    11                      Metapod             Bug    205   50      20   \n",
       "15    12                   Butterfree       BugFlying    395   60      45   \n",
       "16    13                       Weedle       BugPoison    195   40      35   \n",
       "17    14                       Kakuna       BugPoison    205   45      25   \n",
       "18    15                     Beedrill       BugPoison    395   65      90   \n",
       "19    15        BeedrillMega Beedrill       BugPoison    495   65     150   \n",
       "20    16                       Pidgey    NormalFlying    251   40      45   \n",
       "21    17                    Pidgeotto    NormalFlying    349   63      60   \n",
       "22    18                      Pidgeot    NormalFlying    479   83      80   \n",
       "23    18          PidgeotMega Pidgeot    NormalFlying    579   83      80   \n",
       "24    19                      Rattata          Normal    253   30      56   \n",
       "25    19        RattataAlolan Rattata      DarkNormal    253   30      56   \n",
       "26    20                     Raticate          Normal    413   55      81   \n",
       "27    20      RaticateAlolan Raticate      DarkNormal    413   75      71   \n",
       "28    21                      Spearow    NormalFlying    262   40      60   \n",
       "29    22                       Fearow    NormalFlying    442   65      90   \n",
       "..   ...                          ...             ...    ...  ...     ...   \n",
       "887  781                     Dhelmise      GhostGrass    517   70     131   \n",
       "888  782                     Jangmo-o          Dragon    300   45      55   \n",
       "889  783                     Hakamo-o  DragonFighting    420   55      75   \n",
       "890  784                      Kommo-o  DragonFighting    600   75     110   \n",
       "891  785                    Tapu Koko   ElectricFairy    570   70     115   \n",
       "892  786                    Tapu Lele    PsychicFairy    570   70      85   \n",
       "893  787                    Tapu Bulu      GrassFairy    570   70     130   \n",
       "894  788                    Tapu Fini      WaterFairy    570   70      75   \n",
       "895  789                       Cosmog         Psychic    200   43      29   \n",
       "896  790                      Cosmoem         Psychic    400   43      29   \n",
       "897  791                     Solgaleo    PsychicSteel    680  137     137   \n",
       "898  792                       Lunala    PsychicGhost    680  137     113   \n",
       "899  793                     Nihilego      RockPoison    570  109      53   \n",
       "900  794                     Buzzwole     BugFighting    570  107     139   \n",
       "901  795                    Pheromosa     BugFighting    570   71     137   \n",
       "902  796                    Xurkitree        Electric    570   83      89   \n",
       "903  797                   Celesteela     SteelFlying    570   97     101   \n",
       "904  798                      Kartana      GrassSteel    570   59     181   \n",
       "905  799                     Guzzlord      DarkDragon    570  223     101   \n",
       "906  800                     Necrozma         Psychic    600   97     107   \n",
       "907  800   NecrozmaDusk Mane Necrozma    PsychicSteel    680   97     157   \n",
       "908  800  NecrozmaDawn Wings Necrozma    PsychicGhost    680   97     113   \n",
       "909  800       NecrozmaUltra Necrozma   PsychicDragon    754   97     167   \n",
       "910  801                     Magearna      SteelFairy    600   80      95   \n",
       "911  802                    Marshadow   FightingGhost    600   90     125   \n",
       "912  803                      Poipole          Poison    420   67      73   \n",
       "913  804                    Naganadel    PoisonDragon    540   73      73   \n",
       "914  805                    Stakataka       RockSteel    570   61     131   \n",
       "915  806                  Blacephalon       FireGhost    570   53     127   \n",
       "916  807                      Zeraora        Electric    600   88     112   \n",
       "\n",
       "     Defense  Sp. Atk  Sp. Def  Speed  \n",
       "0         49       65       65     45  \n",
       "1         63       80       80     60  \n",
       "2         83      100      100     80  \n",
       "3        123      122      120     80  \n",
       "4         43       60       50     65  \n",
       "5         58       80       65     80  \n",
       "6         78      109       85    100  \n",
       "7        111      130       85    100  \n",
       "8         78      159      115    100  \n",
       "9         65       50       64     43  \n",
       "10        80       65       80     58  \n",
       "11       100       85      105     78  \n",
       "12       120      135      115     78  \n",
       "13        35       20       20     45  \n",
       "14        55       25       25     30  \n",
       "15        50       90       80     70  \n",
       "16        30       20       20     50  \n",
       "17        50       25       25     35  \n",
       "18        40       45       80     75  \n",
       "19        40       15       80    145  \n",
       "20        40       35       35     56  \n",
       "21        55       50       50     71  \n",
       "22        75       70       70    101  \n",
       "23        80      135       80    121  \n",
       "24        35       25       35     72  \n",
       "25        35       25       35     72  \n",
       "26        60       50       70     97  \n",
       "27        70       40       80     77  \n",
       "28        30       31       31     70  \n",
       "29        65       61       61    100  \n",
       "..       ...      ...      ...    ...  \n",
       "887      100       86       90     40  \n",
       "888       65       45       45     45  \n",
       "889       90       65       70     65  \n",
       "890      125      100      105     85  \n",
       "891       85       95       75    130  \n",
       "892       75      130      115     95  \n",
       "893      115       85       95     75  \n",
       "894      115       95      130     85  \n",
       "895       31       29       31     37  \n",
       "896      131       29      131     37  \n",
       "897      107      113       89     97  \n",
       "898       89      137      107     97  \n",
       "899       47      127      131    103  \n",
       "900      139       53       53     79  \n",
       "901       37      137       37    151  \n",
       "902       71      173       71     83  \n",
       "903      103      107      101     61  \n",
       "904      131       59       31    109  \n",
       "905       53       97       53     43  \n",
       "906      101      127       89     79  \n",
       "907      127      113      109     77  \n",
       "908      109      157      127     77  \n",
       "909       97      167       97    129  \n",
       "910      115      130      115     65  \n",
       "911       80       90       90    125  \n",
       "912       67       73       67     73  \n",
       "913       73      127       73    121  \n",
       "914      211       53      101     13  \n",
       "915       53      151       79    107  \n",
       "916       75      102       80    143  \n",
       "\n",
       "[917 rows x 10 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table = list_result[0]\n",
    "table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assim como ocorreu com o CSV, o Pandas automaticamente identifica o tipo de dado de cada coluna:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 917 entries, 0 to 916\n",
      "Data columns (total 10 columns):\n",
      "#          917 non-null int64\n",
      "Name       917 non-null object\n",
      "Type       917 non-null object\n",
      "Total      917 non-null int64\n",
      "HP         917 non-null int64\n",
      "Attack     917 non-null int64\n",
      "Defense    917 non-null int64\n",
      "Sp. Atk    917 non-null int64\n",
      "Sp. Def    917 non-null int64\n",
      "Speed      917 non-null int64\n",
      "dtypes: int64(8), object(2)\n",
      "memory usage: 71.7+ KB\n"
     ]
    }
   ],
   "source": [
    "table.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estatísticas descritivas para cada coluna não-categórica:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>917.000000</td>\n",
       "      <td>917.000000</td>\n",
       "      <td>917.000000</td>\n",
       "      <td>917.000000</td>\n",
       "      <td>917.000000</td>\n",
       "      <td>917.000000</td>\n",
       "      <td>917.000000</td>\n",
       "      <td>917.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>399.930207</td>\n",
       "      <td>438.146129</td>\n",
       "      <td>69.546347</td>\n",
       "      <td>80.056707</td>\n",
       "      <td>74.532170</td>\n",
       "      <td>73.199564</td>\n",
       "      <td>72.315158</td>\n",
       "      <td>68.496183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>235.970035</td>\n",
       "      <td>120.350210</td>\n",
       "      <td>26.074785</td>\n",
       "      <td>32.586115</td>\n",
       "      <td>31.237579</td>\n",
       "      <td>33.179584</td>\n",
       "      <td>27.839761</td>\n",
       "      <td>29.439288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>175.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>196.000000</td>\n",
       "      <td>330.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>395.000000</td>\n",
       "      <td>455.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>608.000000</td>\n",
       "      <td>517.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>90.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>807.000000</td>\n",
       "      <td>780.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>180.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                #       Total          HP      Attack     Defense     Sp. Atk  \\\n",
       "count  917.000000  917.000000  917.000000  917.000000  917.000000  917.000000   \n",
       "mean   399.930207  438.146129   69.546347   80.056707   74.532170   73.199564   \n",
       "std    235.970035  120.350210   26.074785   32.586115   31.237579   33.179584   \n",
       "min      1.000000  175.000000    1.000000    5.000000    5.000000   10.000000   \n",
       "25%    196.000000  330.000000   50.000000   55.000000   50.000000   50.000000   \n",
       "50%    395.000000  455.000000   66.000000   75.000000   70.000000   65.000000   \n",
       "75%    608.000000  517.000000   80.000000  100.000000   90.000000   95.000000   \n",
       "max    807.000000  780.000000  255.000000  190.000000  230.000000  194.000000   \n",
       "\n",
       "          Sp. Def       Speed  \n",
       "count  917.000000  917.000000  \n",
       "mean    72.315158   68.496183  \n",
       "std     27.839761   29.439288  \n",
       "min     20.000000    5.000000  \n",
       "25%     50.000000   45.000000  \n",
       "50%     70.000000   65.000000  \n",
       "75%     90.000000   90.000000  \n",
       "max    230.000000  180.000000  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quebrando strings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A coluna *Type* deveria ter tags, mas da forma como o Pandas importou, as tags ficaram unidas em UpperCamelCase, mas cada palavra deveria ser uma tag."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "snake_case\n",
    "lowerCamelCase\n",
    "UpperCamelCase\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como fazer para separar a string `\"UpperCamelCase\"` em `[\"Upper\", \"Camel\", \"Case\"]` de uma forma simples?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Upper', 'Camel', 'Case']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall(\"([A-Z][a-z]*)\", \"UpperCamelCase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Outra forma de escrever"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Upper', 'Camel', 'Case']"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ucc_splitter = re.compile(\"([A-Z][a-z]*)\").findall\n",
    "ucc_splitter(\"UpperCamelCase\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Manipulando uma coluna"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Esta é a coluna que queremos corrigir:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         GrassPoison\n",
       "1         GrassPoison\n",
       "2         GrassPoison\n",
       "3         GrassPoison\n",
       "4                Fire\n",
       "5                Fire\n",
       "6          FireFlying\n",
       "7          FireDragon\n",
       "8          FireFlying\n",
       "9               Water\n",
       "10              Water\n",
       "11              Water\n",
       "12              Water\n",
       "13                Bug\n",
       "14                Bug\n",
       "15          BugFlying\n",
       "16          BugPoison\n",
       "17          BugPoison\n",
       "18          BugPoison\n",
       "19          BugPoison\n",
       "20       NormalFlying\n",
       "21       NormalFlying\n",
       "22       NormalFlying\n",
       "23       NormalFlying\n",
       "24             Normal\n",
       "25         DarkNormal\n",
       "26             Normal\n",
       "27         DarkNormal\n",
       "28       NormalFlying\n",
       "29       NormalFlying\n",
       "            ...      \n",
       "887        GhostGrass\n",
       "888            Dragon\n",
       "889    DragonFighting\n",
       "890    DragonFighting\n",
       "891     ElectricFairy\n",
       "892      PsychicFairy\n",
       "893        GrassFairy\n",
       "894        WaterFairy\n",
       "895           Psychic\n",
       "896           Psychic\n",
       "897      PsychicSteel\n",
       "898      PsychicGhost\n",
       "899        RockPoison\n",
       "900       BugFighting\n",
       "901       BugFighting\n",
       "902          Electric\n",
       "903       SteelFlying\n",
       "904        GrassSteel\n",
       "905        DarkDragon\n",
       "906           Psychic\n",
       "907      PsychicSteel\n",
       "908      PsychicGhost\n",
       "909     PsychicDragon\n",
       "910        SteelFairy\n",
       "911     FightingGhost\n",
       "912            Poison\n",
       "913      PoisonDragon\n",
       "914         RockSteel\n",
       "915         FireGhost\n",
       "916          Electric\n",
       "Name: Type, Length: 917, dtype: object"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table[\"Type\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O método `pd.Series.apply` pode ser utilizado para aplicar uma função em todos os elementos, por exemplo, para pegar a primeira letra de cada elemento, basta:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      G\n",
       "1      G\n",
       "2      G\n",
       "3      G\n",
       "4      F\n",
       "5      F\n",
       "6      F\n",
       "7      F\n",
       "8      F\n",
       "9      W\n",
       "10     W\n",
       "11     W\n",
       "12     W\n",
       "13     B\n",
       "14     B\n",
       "15     B\n",
       "16     B\n",
       "17     B\n",
       "18     B\n",
       "19     B\n",
       "20     N\n",
       "21     N\n",
       "22     N\n",
       "23     N\n",
       "24     N\n",
       "25     D\n",
       "26     N\n",
       "27     D\n",
       "28     N\n",
       "29     N\n",
       "      ..\n",
       "887    G\n",
       "888    D\n",
       "889    D\n",
       "890    D\n",
       "891    E\n",
       "892    P\n",
       "893    G\n",
       "894    W\n",
       "895    P\n",
       "896    P\n",
       "897    P\n",
       "898    P\n",
       "899    R\n",
       "900    B\n",
       "901    B\n",
       "902    E\n",
       "903    S\n",
       "904    G\n",
       "905    D\n",
       "906    P\n",
       "907    P\n",
       "908    P\n",
       "909    P\n",
       "910    S\n",
       "911    F\n",
       "912    P\n",
       "913    P\n",
       "914    R\n",
       "915    F\n",
       "916    E\n",
       "Name: Type, Length: 917, dtype: object"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table[\"Type\"].apply(lambda x: x[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por padrão, as operações não são in-place, isso significa que estamos criando um novo objeto `pd.Series`. Podemos usar a regex de antes para quebrar as tags em listas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         [Grass, Poison]\n",
       "1         [Grass, Poison]\n",
       "2         [Grass, Poison]\n",
       "3         [Grass, Poison]\n",
       "4                  [Fire]\n",
       "5                  [Fire]\n",
       "6          [Fire, Flying]\n",
       "7          [Fire, Dragon]\n",
       "8          [Fire, Flying]\n",
       "9                 [Water]\n",
       "10                [Water]\n",
       "11                [Water]\n",
       "12                [Water]\n",
       "13                  [Bug]\n",
       "14                  [Bug]\n",
       "15          [Bug, Flying]\n",
       "16          [Bug, Poison]\n",
       "17          [Bug, Poison]\n",
       "18          [Bug, Poison]\n",
       "19          [Bug, Poison]\n",
       "20       [Normal, Flying]\n",
       "21       [Normal, Flying]\n",
       "22       [Normal, Flying]\n",
       "23       [Normal, Flying]\n",
       "24               [Normal]\n",
       "25         [Dark, Normal]\n",
       "26               [Normal]\n",
       "27         [Dark, Normal]\n",
       "28       [Normal, Flying]\n",
       "29       [Normal, Flying]\n",
       "              ...        \n",
       "887        [Ghost, Grass]\n",
       "888              [Dragon]\n",
       "889    [Dragon, Fighting]\n",
       "890    [Dragon, Fighting]\n",
       "891     [Electric, Fairy]\n",
       "892      [Psychic, Fairy]\n",
       "893        [Grass, Fairy]\n",
       "894        [Water, Fairy]\n",
       "895             [Psychic]\n",
       "896             [Psychic]\n",
       "897      [Psychic, Steel]\n",
       "898      [Psychic, Ghost]\n",
       "899        [Rock, Poison]\n",
       "900       [Bug, Fighting]\n",
       "901       [Bug, Fighting]\n",
       "902            [Electric]\n",
       "903       [Steel, Flying]\n",
       "904        [Grass, Steel]\n",
       "905        [Dark, Dragon]\n",
       "906             [Psychic]\n",
       "907      [Psychic, Steel]\n",
       "908      [Psychic, Ghost]\n",
       "909     [Psychic, Dragon]\n",
       "910        [Steel, Fairy]\n",
       "911     [Fighting, Ghost]\n",
       "912              [Poison]\n",
       "913      [Poison, Dragon]\n",
       "914         [Rock, Steel]\n",
       "915         [Fire, Ghost]\n",
       "916            [Electric]\n",
       "Name: Type, Length: 917, dtype: object"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table[\"Type\"].apply(re.compile(\"([A-Z][a-z]*)\").findall)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E criar uma nova tabela com essa coluna modificada:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>[Grass, Poison]</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>[Grass, Poison]</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>[Grass, Poison]</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>[Grass, Poison]</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>[Fire]</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Charmeleon</td>\n",
       "      <td>[Fire]</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Charizard</td>\n",
       "      <td>[Fire, Flying]</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard X</td>\n",
       "      <td>[Fire, Dragon]</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard Y</td>\n",
       "      <td>[Fire, Flying]</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7</td>\n",
       "      <td>Squirtle</td>\n",
       "      <td>[Water]</td>\n",
       "      <td>314</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>8</td>\n",
       "      <td>Wartortle</td>\n",
       "      <td>[Water]</td>\n",
       "      <td>405</td>\n",
       "      <td>59</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>9</td>\n",
       "      <td>Blastoise</td>\n",
       "      <td>[Water]</td>\n",
       "      <td>530</td>\n",
       "      <td>79</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>105</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>9</td>\n",
       "      <td>BlastoiseMega Blastoise</td>\n",
       "      <td>[Water]</td>\n",
       "      <td>630</td>\n",
       "      <td>79</td>\n",
       "      <td>103</td>\n",
       "      <td>120</td>\n",
       "      <td>135</td>\n",
       "      <td>115</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>10</td>\n",
       "      <td>Caterpie</td>\n",
       "      <td>[Bug]</td>\n",
       "      <td>195</td>\n",
       "      <td>45</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>11</td>\n",
       "      <td>Metapod</td>\n",
       "      <td>[Bug]</td>\n",
       "      <td>205</td>\n",
       "      <td>50</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12</td>\n",
       "      <td>Butterfree</td>\n",
       "      <td>[Bug, Flying]</td>\n",
       "      <td>395</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>13</td>\n",
       "      <td>Weedle</td>\n",
       "      <td>[Bug, Poison]</td>\n",
       "      <td>195</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>14</td>\n",
       "      <td>Kakuna</td>\n",
       "      <td>[Bug, Poison]</td>\n",
       "      <td>205</td>\n",
       "      <td>45</td>\n",
       "      <td>25</td>\n",
       "      <td>50</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>15</td>\n",
       "      <td>Beedrill</td>\n",
       "      <td>[Bug, Poison]</td>\n",
       "      <td>395</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>15</td>\n",
       "      <td>BeedrillMega Beedrill</td>\n",
       "      <td>[Bug, Poison]</td>\n",
       "      <td>495</td>\n",
       "      <td>65</td>\n",
       "      <td>150</td>\n",
       "      <td>40</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>16</td>\n",
       "      <td>Pidgey</td>\n",
       "      <td>[Normal, Flying]</td>\n",
       "      <td>251</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>17</td>\n",
       "      <td>Pidgeotto</td>\n",
       "      <td>[Normal, Flying]</td>\n",
       "      <td>349</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>55</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18</td>\n",
       "      <td>Pidgeot</td>\n",
       "      <td>[Normal, Flying]</td>\n",
       "      <td>479</td>\n",
       "      <td>83</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>18</td>\n",
       "      <td>PidgeotMega Pidgeot</td>\n",
       "      <td>[Normal, Flying]</td>\n",
       "      <td>579</td>\n",
       "      <td>83</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "      <td>80</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>19</td>\n",
       "      <td>Rattata</td>\n",
       "      <td>[Normal]</td>\n",
       "      <td>253</td>\n",
       "      <td>30</td>\n",
       "      <td>56</td>\n",
       "      <td>35</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>19</td>\n",
       "      <td>RattataAlolan Rattata</td>\n",
       "      <td>[Dark, Normal]</td>\n",
       "      <td>253</td>\n",
       "      <td>30</td>\n",
       "      <td>56</td>\n",
       "      <td>35</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>20</td>\n",
       "      <td>Raticate</td>\n",
       "      <td>[Normal]</td>\n",
       "      <td>413</td>\n",
       "      <td>55</td>\n",
       "      <td>81</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>70</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>20</td>\n",
       "      <td>RaticateAlolan Raticate</td>\n",
       "      <td>[Dark, Normal]</td>\n",
       "      <td>413</td>\n",
       "      <td>75</td>\n",
       "      <td>71</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>80</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>21</td>\n",
       "      <td>Spearow</td>\n",
       "      <td>[Normal, Flying]</td>\n",
       "      <td>262</td>\n",
       "      <td>40</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>22</td>\n",
       "      <td>Fearow</td>\n",
       "      <td>[Normal, Flying]</td>\n",
       "      <td>442</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>781</td>\n",
       "      <td>Dhelmise</td>\n",
       "      <td>[Ghost, Grass]</td>\n",
       "      <td>517</td>\n",
       "      <td>70</td>\n",
       "      <td>131</td>\n",
       "      <td>100</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>782</td>\n",
       "      <td>Jangmo-o</td>\n",
       "      <td>[Dragon]</td>\n",
       "      <td>300</td>\n",
       "      <td>45</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>783</td>\n",
       "      <td>Hakamo-o</td>\n",
       "      <td>[Dragon, Fighting]</td>\n",
       "      <td>420</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>70</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>784</td>\n",
       "      <td>Kommo-o</td>\n",
       "      <td>[Dragon, Fighting]</td>\n",
       "      <td>600</td>\n",
       "      <td>75</td>\n",
       "      <td>110</td>\n",
       "      <td>125</td>\n",
       "      <td>100</td>\n",
       "      <td>105</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>785</td>\n",
       "      <td>Tapu Koko</td>\n",
       "      <td>[Electric, Fairy]</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>75</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>786</td>\n",
       "      <td>Tapu Lele</td>\n",
       "      <td>[Psychic, Fairy]</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>75</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>787</td>\n",
       "      <td>Tapu Bulu</td>\n",
       "      <td>[Grass, Fairy]</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>788</td>\n",
       "      <td>Tapu Fini</td>\n",
       "      <td>[Water, Fairy]</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>75</td>\n",
       "      <td>115</td>\n",
       "      <td>95</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>789</td>\n",
       "      <td>Cosmog</td>\n",
       "      <td>[Psychic]</td>\n",
       "      <td>200</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>790</td>\n",
       "      <td>Cosmoem</td>\n",
       "      <td>[Psychic]</td>\n",
       "      <td>400</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>131</td>\n",
       "      <td>29</td>\n",
       "      <td>131</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>791</td>\n",
       "      <td>Solgaleo</td>\n",
       "      <td>[Psychic, Steel]</td>\n",
       "      <td>680</td>\n",
       "      <td>137</td>\n",
       "      <td>137</td>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>792</td>\n",
       "      <td>Lunala</td>\n",
       "      <td>[Psychic, Ghost]</td>\n",
       "      <td>680</td>\n",
       "      <td>137</td>\n",
       "      <td>113</td>\n",
       "      <td>89</td>\n",
       "      <td>137</td>\n",
       "      <td>107</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>793</td>\n",
       "      <td>Nihilego</td>\n",
       "      <td>[Rock, Poison]</td>\n",
       "      <td>570</td>\n",
       "      <td>109</td>\n",
       "      <td>53</td>\n",
       "      <td>47</td>\n",
       "      <td>127</td>\n",
       "      <td>131</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>794</td>\n",
       "      <td>Buzzwole</td>\n",
       "      <td>[Bug, Fighting]</td>\n",
       "      <td>570</td>\n",
       "      <td>107</td>\n",
       "      <td>139</td>\n",
       "      <td>139</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>795</td>\n",
       "      <td>Pheromosa</td>\n",
       "      <td>[Bug, Fighting]</td>\n",
       "      <td>570</td>\n",
       "      <td>71</td>\n",
       "      <td>137</td>\n",
       "      <td>37</td>\n",
       "      <td>137</td>\n",
       "      <td>37</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>796</td>\n",
       "      <td>Xurkitree</td>\n",
       "      <td>[Electric]</td>\n",
       "      <td>570</td>\n",
       "      <td>83</td>\n",
       "      <td>89</td>\n",
       "      <td>71</td>\n",
       "      <td>173</td>\n",
       "      <td>71</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>797</td>\n",
       "      <td>Celesteela</td>\n",
       "      <td>[Steel, Flying]</td>\n",
       "      <td>570</td>\n",
       "      <td>97</td>\n",
       "      <td>101</td>\n",
       "      <td>103</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>798</td>\n",
       "      <td>Kartana</td>\n",
       "      <td>[Grass, Steel]</td>\n",
       "      <td>570</td>\n",
       "      <td>59</td>\n",
       "      <td>181</td>\n",
       "      <td>131</td>\n",
       "      <td>59</td>\n",
       "      <td>31</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>799</td>\n",
       "      <td>Guzzlord</td>\n",
       "      <td>[Dark, Dragon]</td>\n",
       "      <td>570</td>\n",
       "      <td>223</td>\n",
       "      <td>101</td>\n",
       "      <td>53</td>\n",
       "      <td>97</td>\n",
       "      <td>53</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>800</td>\n",
       "      <td>Necrozma</td>\n",
       "      <td>[Psychic]</td>\n",
       "      <td>600</td>\n",
       "      <td>97</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>127</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>800</td>\n",
       "      <td>NecrozmaDusk Mane Necrozma</td>\n",
       "      <td>[Psychic, Steel]</td>\n",
       "      <td>680</td>\n",
       "      <td>97</td>\n",
       "      <td>157</td>\n",
       "      <td>127</td>\n",
       "      <td>113</td>\n",
       "      <td>109</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>800</td>\n",
       "      <td>NecrozmaDawn Wings Necrozma</td>\n",
       "      <td>[Psychic, Ghost]</td>\n",
       "      <td>680</td>\n",
       "      <td>97</td>\n",
       "      <td>113</td>\n",
       "      <td>109</td>\n",
       "      <td>157</td>\n",
       "      <td>127</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>800</td>\n",
       "      <td>NecrozmaUltra Necrozma</td>\n",
       "      <td>[Psychic, Dragon]</td>\n",
       "      <td>754</td>\n",
       "      <td>97</td>\n",
       "      <td>167</td>\n",
       "      <td>97</td>\n",
       "      <td>167</td>\n",
       "      <td>97</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>801</td>\n",
       "      <td>Magearna</td>\n",
       "      <td>[Steel, Fairy]</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>115</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>802</td>\n",
       "      <td>Marshadow</td>\n",
       "      <td>[Fighting, Ghost]</td>\n",
       "      <td>600</td>\n",
       "      <td>90</td>\n",
       "      <td>125</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>803</td>\n",
       "      <td>Poipole</td>\n",
       "      <td>[Poison]</td>\n",
       "      <td>420</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>804</td>\n",
       "      <td>Naganadel</td>\n",
       "      <td>[Poison, Dragon]</td>\n",
       "      <td>540</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>127</td>\n",
       "      <td>73</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>805</td>\n",
       "      <td>Stakataka</td>\n",
       "      <td>[Rock, Steel]</td>\n",
       "      <td>570</td>\n",
       "      <td>61</td>\n",
       "      <td>131</td>\n",
       "      <td>211</td>\n",
       "      <td>53</td>\n",
       "      <td>101</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>806</td>\n",
       "      <td>Blacephalon</td>\n",
       "      <td>[Fire, Ghost]</td>\n",
       "      <td>570</td>\n",
       "      <td>53</td>\n",
       "      <td>127</td>\n",
       "      <td>53</td>\n",
       "      <td>151</td>\n",
       "      <td>79</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>807</td>\n",
       "      <td>Zeraora</td>\n",
       "      <td>[Electric]</td>\n",
       "      <td>600</td>\n",
       "      <td>88</td>\n",
       "      <td>112</td>\n",
       "      <td>75</td>\n",
       "      <td>102</td>\n",
       "      <td>80</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>917 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                         Name                Type  Total   HP  Attack  \\\n",
       "0      1                    Bulbasaur     [Grass, Poison]    318   45      49   \n",
       "1      2                      Ivysaur     [Grass, Poison]    405   60      62   \n",
       "2      3                     Venusaur     [Grass, Poison]    525   80      82   \n",
       "3      3        VenusaurMega Venusaur     [Grass, Poison]    625   80     100   \n",
       "4      4                   Charmander              [Fire]    309   39      52   \n",
       "5      5                   Charmeleon              [Fire]    405   58      64   \n",
       "6      6                    Charizard      [Fire, Flying]    534   78      84   \n",
       "7      6    CharizardMega Charizard X      [Fire, Dragon]    634   78     130   \n",
       "8      6    CharizardMega Charizard Y      [Fire, Flying]    634   78     104   \n",
       "9      7                     Squirtle             [Water]    314   44      48   \n",
       "10     8                    Wartortle             [Water]    405   59      63   \n",
       "11     9                    Blastoise             [Water]    530   79      83   \n",
       "12     9      BlastoiseMega Blastoise             [Water]    630   79     103   \n",
       "13    10                     Caterpie               [Bug]    195   45      30   \n",
       "14    11                      Metapod               [Bug]    205   50      20   \n",
       "15    12                   Butterfree       [Bug, Flying]    395   60      45   \n",
       "16    13                       Weedle       [Bug, Poison]    195   40      35   \n",
       "17    14                       Kakuna       [Bug, Poison]    205   45      25   \n",
       "18    15                     Beedrill       [Bug, Poison]    395   65      90   \n",
       "19    15        BeedrillMega Beedrill       [Bug, Poison]    495   65     150   \n",
       "20    16                       Pidgey    [Normal, Flying]    251   40      45   \n",
       "21    17                    Pidgeotto    [Normal, Flying]    349   63      60   \n",
       "22    18                      Pidgeot    [Normal, Flying]    479   83      80   \n",
       "23    18          PidgeotMega Pidgeot    [Normal, Flying]    579   83      80   \n",
       "24    19                      Rattata            [Normal]    253   30      56   \n",
       "25    19        RattataAlolan Rattata      [Dark, Normal]    253   30      56   \n",
       "26    20                     Raticate            [Normal]    413   55      81   \n",
       "27    20      RaticateAlolan Raticate      [Dark, Normal]    413   75      71   \n",
       "28    21                      Spearow    [Normal, Flying]    262   40      60   \n",
       "29    22                       Fearow    [Normal, Flying]    442   65      90   \n",
       "..   ...                          ...                 ...    ...  ...     ...   \n",
       "887  781                     Dhelmise      [Ghost, Grass]    517   70     131   \n",
       "888  782                     Jangmo-o            [Dragon]    300   45      55   \n",
       "889  783                     Hakamo-o  [Dragon, Fighting]    420   55      75   \n",
       "890  784                      Kommo-o  [Dragon, Fighting]    600   75     110   \n",
       "891  785                    Tapu Koko   [Electric, Fairy]    570   70     115   \n",
       "892  786                    Tapu Lele    [Psychic, Fairy]    570   70      85   \n",
       "893  787                    Tapu Bulu      [Grass, Fairy]    570   70     130   \n",
       "894  788                    Tapu Fini      [Water, Fairy]    570   70      75   \n",
       "895  789                       Cosmog           [Psychic]    200   43      29   \n",
       "896  790                      Cosmoem           [Psychic]    400   43      29   \n",
       "897  791                     Solgaleo    [Psychic, Steel]    680  137     137   \n",
       "898  792                       Lunala    [Psychic, Ghost]    680  137     113   \n",
       "899  793                     Nihilego      [Rock, Poison]    570  109      53   \n",
       "900  794                     Buzzwole     [Bug, Fighting]    570  107     139   \n",
       "901  795                    Pheromosa     [Bug, Fighting]    570   71     137   \n",
       "902  796                    Xurkitree          [Electric]    570   83      89   \n",
       "903  797                   Celesteela     [Steel, Flying]    570   97     101   \n",
       "904  798                      Kartana      [Grass, Steel]    570   59     181   \n",
       "905  799                     Guzzlord      [Dark, Dragon]    570  223     101   \n",
       "906  800                     Necrozma           [Psychic]    600   97     107   \n",
       "907  800   NecrozmaDusk Mane Necrozma    [Psychic, Steel]    680   97     157   \n",
       "908  800  NecrozmaDawn Wings Necrozma    [Psychic, Ghost]    680   97     113   \n",
       "909  800       NecrozmaUltra Necrozma   [Psychic, Dragon]    754   97     167   \n",
       "910  801                     Magearna      [Steel, Fairy]    600   80      95   \n",
       "911  802                    Marshadow   [Fighting, Ghost]    600   90     125   \n",
       "912  803                      Poipole            [Poison]    420   67      73   \n",
       "913  804                    Naganadel    [Poison, Dragon]    540   73      73   \n",
       "914  805                    Stakataka       [Rock, Steel]    570   61     131   \n",
       "915  806                  Blacephalon       [Fire, Ghost]    570   53     127   \n",
       "916  807                      Zeraora          [Electric]    600   88     112   \n",
       "\n",
       "     Defense  Sp. Atk  Sp. Def  Speed  \n",
       "0         49       65       65     45  \n",
       "1         63       80       80     60  \n",
       "2         83      100      100     80  \n",
       "3        123      122      120     80  \n",
       "4         43       60       50     65  \n",
       "5         58       80       65     80  \n",
       "6         78      109       85    100  \n",
       "7        111      130       85    100  \n",
       "8         78      159      115    100  \n",
       "9         65       50       64     43  \n",
       "10        80       65       80     58  \n",
       "11       100       85      105     78  \n",
       "12       120      135      115     78  \n",
       "13        35       20       20     45  \n",
       "14        55       25       25     30  \n",
       "15        50       90       80     70  \n",
       "16        30       20       20     50  \n",
       "17        50       25       25     35  \n",
       "18        40       45       80     75  \n",
       "19        40       15       80    145  \n",
       "20        40       35       35     56  \n",
       "21        55       50       50     71  \n",
       "22        75       70       70    101  \n",
       "23        80      135       80    121  \n",
       "24        35       25       35     72  \n",
       "25        35       25       35     72  \n",
       "26        60       50       70     97  \n",
       "27        70       40       80     77  \n",
       "28        30       31       31     70  \n",
       "29        65       61       61    100  \n",
       "..       ...      ...      ...    ...  \n",
       "887      100       86       90     40  \n",
       "888       65       45       45     45  \n",
       "889       90       65       70     65  \n",
       "890      125      100      105     85  \n",
       "891       85       95       75    130  \n",
       "892       75      130      115     95  \n",
       "893      115       85       95     75  \n",
       "894      115       95      130     85  \n",
       "895       31       29       31     37  \n",
       "896      131       29      131     37  \n",
       "897      107      113       89     97  \n",
       "898       89      137      107     97  \n",
       "899       47      127      131    103  \n",
       "900      139       53       53     79  \n",
       "901       37      137       37    151  \n",
       "902       71      173       71     83  \n",
       "903      103      107      101     61  \n",
       "904      131       59       31    109  \n",
       "905       53       97       53     43  \n",
       "906      101      127       89     79  \n",
       "907      127      113      109     77  \n",
       "908      109      157      127     77  \n",
       "909       97      167       97    129  \n",
       "910      115      130      115     65  \n",
       "911       80       90       90    125  \n",
       "912       67       73       67     73  \n",
       "913       73      127       73    121  \n",
       "914      211       53      101     13  \n",
       "915       53      151       79    107  \n",
       "916       75      102       80    143  \n",
       "\n",
       "[917 rows x 10 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table2 = table.copy()\n",
    "table2[\"Type\"] = table[\"Type\"].apply(re.compile(\"([A-Z][a-z]*)\").findall)\n",
    "table2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Também seria possível fazer de maneira menos imperativa com `table.assign(Type=table[\"Type\"].apply(re.compile(\"([A-Z][a-z]*)\").findall))`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para agrupamento, isso não adianta muito, não podemos fazer `table2.groupby(\"Type\").describe()` pelo fato de que as listas não são hasheable, e isso seria equivalente a fazer io agrupamento por *Type* na tabela original:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">#</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Attack</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Speed</th>\n",
       "      <th colspan=\"8\" halign=\"left\">Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>...</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>18.0</td>\n",
       "      <td>382.166667</td>\n",
       "      <td>225.083841</td>\n",
       "      <td>10.0</td>\n",
       "      <td>265.25</td>\n",
       "      <td>357.5</td>\n",
       "      <td>609.00</td>\n",
       "      <td>736.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>63.75</td>\n",
       "      <td>145.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>293.611111</td>\n",
       "      <td>109.060770</td>\n",
       "      <td>194.0</td>\n",
       "      <td>205.00</td>\n",
       "      <td>257.0</td>\n",
       "      <td>366.75</td>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugElectric</th>\n",
       "      <td>4.0</td>\n",
       "      <td>666.500000</td>\n",
       "      <td>81.985771</td>\n",
       "      <td>595.0</td>\n",
       "      <td>595.75</td>\n",
       "      <td>666.5</td>\n",
       "      <td>737.25</td>\n",
       "      <td>738.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>75.75</td>\n",
       "      <td>108.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>422.750000</td>\n",
       "      <td>80.983023</td>\n",
       "      <td>319.0</td>\n",
       "      <td>379.75</td>\n",
       "      <td>436.0</td>\n",
       "      <td>479.00</td>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugFairy</th>\n",
       "      <td>2.0</td>\n",
       "      <td>742.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>742.0</td>\n",
       "      <td>742.25</td>\n",
       "      <td>742.5</td>\n",
       "      <td>742.75</td>\n",
       "      <td>743.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>114.00</td>\n",
       "      <td>124.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>384.000000</td>\n",
       "      <td>113.137085</td>\n",
       "      <td>304.0</td>\n",
       "      <td>344.00</td>\n",
       "      <td>384.0</td>\n",
       "      <td>424.00</td>\n",
       "      <td>464.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugFighting</th>\n",
       "      <td>4.0</td>\n",
       "      <td>504.250000</td>\n",
       "      <td>335.152080</td>\n",
       "      <td>214.0</td>\n",
       "      <td>214.00</td>\n",
       "      <td>504.0</td>\n",
       "      <td>794.25</td>\n",
       "      <td>795.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>146.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>101.50</td>\n",
       "      <td>151.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>560.000000</td>\n",
       "      <td>42.426407</td>\n",
       "      <td>500.0</td>\n",
       "      <td>552.50</td>\n",
       "      <td>570.0</td>\n",
       "      <td>577.50</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugFire</th>\n",
       "      <td>2.0</td>\n",
       "      <td>636.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>636.0</td>\n",
       "      <td>636.25</td>\n",
       "      <td>636.5</td>\n",
       "      <td>636.75</td>\n",
       "      <td>637.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>72.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>90.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>455.000000</td>\n",
       "      <td>134.350288</td>\n",
       "      <td>360.0</td>\n",
       "      <td>407.50</td>\n",
       "      <td>455.0</td>\n",
       "      <td>502.50</td>\n",
       "      <td>550.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugFlying</th>\n",
       "      <td>14.0</td>\n",
       "      <td>286.285714</td>\n",
       "      <td>173.829903</td>\n",
       "      <td>12.0</td>\n",
       "      <td>165.25</td>\n",
       "      <td>275.5</td>\n",
       "      <td>414.75</td>\n",
       "      <td>666.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>70.142857</td>\n",
       "      <td>...</td>\n",
       "      <td>95.00</td>\n",
       "      <td>160.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>422.357143</td>\n",
       "      <td>92.513290</td>\n",
       "      <td>244.0</td>\n",
       "      <td>391.25</td>\n",
       "      <td>417.5</td>\n",
       "      <td>469.50</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugGhost</th>\n",
       "      <td>1.0</td>\n",
       "      <td>292.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>292.0</td>\n",
       "      <td>292.00</td>\n",
       "      <td>292.0</td>\n",
       "      <td>292.00</td>\n",
       "      <td>292.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>40.00</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>236.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>236.0</td>\n",
       "      <td>236.00</td>\n",
       "      <td>236.0</td>\n",
       "      <td>236.00</td>\n",
       "      <td>236.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugGrass</th>\n",
       "      <td>6.0</td>\n",
       "      <td>354.833333</td>\n",
       "      <td>243.925740</td>\n",
       "      <td>46.0</td>\n",
       "      <td>138.50</td>\n",
       "      <td>476.5</td>\n",
       "      <td>540.75</td>\n",
       "      <td>542.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>73.833333</td>\n",
       "      <td>...</td>\n",
       "      <td>42.00</td>\n",
       "      <td>92.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>384.000000</td>\n",
       "      <td>78.472925</td>\n",
       "      <td>285.0</td>\n",
       "      <td>327.50</td>\n",
       "      <td>392.5</td>\n",
       "      <td>419.25</td>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugGround</th>\n",
       "      <td>2.0</td>\n",
       "      <td>351.500000</td>\n",
       "      <td>86.974134</td>\n",
       "      <td>290.0</td>\n",
       "      <td>320.75</td>\n",
       "      <td>351.5</td>\n",
       "      <td>382.25</td>\n",
       "      <td>413.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>39.00</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>345.000000</td>\n",
       "      <td>111.722871</td>\n",
       "      <td>266.0</td>\n",
       "      <td>305.50</td>\n",
       "      <td>345.0</td>\n",
       "      <td>384.50</td>\n",
       "      <td>424.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugPoison</th>\n",
       "      <td>12.0</td>\n",
       "      <td>199.166667</td>\n",
       "      <td>222.750506</td>\n",
       "      <td>13.0</td>\n",
       "      <td>15.00</td>\n",
       "      <td>108.0</td>\n",
       "      <td>337.50</td>\n",
       "      <td>545.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>68.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>78.75</td>\n",
       "      <td>145.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>348.750000</td>\n",
       "      <td>104.558053</td>\n",
       "      <td>195.0</td>\n",
       "      <td>257.50</td>\n",
       "      <td>372.5</td>\n",
       "      <td>412.50</td>\n",
       "      <td>495.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugRock</th>\n",
       "      <td>3.0</td>\n",
       "      <td>442.666667</td>\n",
       "      <td>198.897796</td>\n",
       "      <td>213.0</td>\n",
       "      <td>385.00</td>\n",
       "      <td>557.0</td>\n",
       "      <td>557.50</td>\n",
       "      <td>558.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>50.00</td>\n",
       "      <td>55.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>438.333333</td>\n",
       "      <td>98.657657</td>\n",
       "      <td>325.0</td>\n",
       "      <td>405.00</td>\n",
       "      <td>485.0</td>\n",
       "      <td>495.00</td>\n",
       "      <td>505.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugSteel</th>\n",
       "      <td>7.0</td>\n",
       "      <td>416.000000</td>\n",
       "      <td>207.619845</td>\n",
       "      <td>205.0</td>\n",
       "      <td>212.00</td>\n",
       "      <td>413.0</td>\n",
       "      <td>610.50</td>\n",
       "      <td>649.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>114.714286</td>\n",
       "      <td>...</td>\n",
       "      <td>87.00</td>\n",
       "      <td>109.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>509.714286</td>\n",
       "      <td>66.610095</td>\n",
       "      <td>424.0</td>\n",
       "      <td>474.50</td>\n",
       "      <td>495.0</td>\n",
       "      <td>550.00</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BugWater</th>\n",
       "      <td>3.0</td>\n",
       "      <td>606.000000</td>\n",
       "      <td>279.726652</td>\n",
       "      <td>283.0</td>\n",
       "      <td>525.00</td>\n",
       "      <td>767.0</td>\n",
       "      <td>767.50</td>\n",
       "      <td>768.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>63.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>72.50</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>343.000000</td>\n",
       "      <td>163.116523</td>\n",
       "      <td>230.0</td>\n",
       "      <td>249.50</td>\n",
       "      <td>269.0</td>\n",
       "      <td>399.50</td>\n",
       "      <td>530.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>12.0</td>\n",
       "      <td>349.500000</td>\n",
       "      <td>186.900314</td>\n",
       "      <td>52.0</td>\n",
       "      <td>245.00</td>\n",
       "      <td>359.0</td>\n",
       "      <td>509.25</td>\n",
       "      <td>571.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>81.916667</td>\n",
       "      <td>...</td>\n",
       "      <td>108.25</td>\n",
       "      <td>125.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>424.333333</td>\n",
       "      <td>120.509021</td>\n",
       "      <td>220.0</td>\n",
       "      <td>320.00</td>\n",
       "      <td>443.0</td>\n",
       "      <td>513.75</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarkDragon</th>\n",
       "      <td>4.0</td>\n",
       "      <td>675.250000</td>\n",
       "      <td>82.504040</td>\n",
       "      <td>633.0</td>\n",
       "      <td>633.75</td>\n",
       "      <td>634.5</td>\n",
       "      <td>676.00</td>\n",
       "      <td>799.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>68.00</td>\n",
       "      <td>98.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>472.500000</td>\n",
       "      <td>139.373599</td>\n",
       "      <td>300.0</td>\n",
       "      <td>390.00</td>\n",
       "      <td>495.0</td>\n",
       "      <td>577.50</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarkFighting</th>\n",
       "      <td>2.0</td>\n",
       "      <td>559.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>559.0</td>\n",
       "      <td>559.25</td>\n",
       "      <td>559.5</td>\n",
       "      <td>559.75</td>\n",
       "      <td>560.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>82.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>55.50</td>\n",
       "      <td>58.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>418.000000</td>\n",
       "      <td>98.994949</td>\n",
       "      <td>348.0</td>\n",
       "      <td>383.00</td>\n",
       "      <td>418.0</td>\n",
       "      <td>453.00</td>\n",
       "      <td>488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarkFire</th>\n",
       "      <td>3.0</td>\n",
       "      <td>228.666667</td>\n",
       "      <td>0.577350</td>\n",
       "      <td>228.0</td>\n",
       "      <td>228.50</td>\n",
       "      <td>229.0</td>\n",
       "      <td>229.00</td>\n",
       "      <td>229.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>105.00</td>\n",
       "      <td>115.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>476.666667</td>\n",
       "      <td>136.503968</td>\n",
       "      <td>330.0</td>\n",
       "      <td>415.00</td>\n",
       "      <td>500.0</td>\n",
       "      <td>550.00</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarkFlying</th>\n",
       "      <td>5.0</td>\n",
       "      <td>520.800000</td>\n",
       "      <td>208.908353</td>\n",
       "      <td>198.0</td>\n",
       "      <td>430.00</td>\n",
       "      <td>629.0</td>\n",
       "      <td>630.00</td>\n",
       "      <td>717.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>92.200000</td>\n",
       "      <td>...</td>\n",
       "      <td>91.00</td>\n",
       "      <td>99.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>494.000000</td>\n",
       "      <td>120.695899</td>\n",
       "      <td>370.0</td>\n",
       "      <td>405.00</td>\n",
       "      <td>505.0</td>\n",
       "      <td>510.00</td>\n",
       "      <td>680.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarkGhost</th>\n",
       "      <td>2.0</td>\n",
       "      <td>302.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>302.0</td>\n",
       "      <td>302.00</td>\n",
       "      <td>302.0</td>\n",
       "      <td>302.00</td>\n",
       "      <td>302.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>42.50</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>430.000000</td>\n",
       "      <td>70.710678</td>\n",
       "      <td>380.0</td>\n",
       "      <td>405.00</td>\n",
       "      <td>430.0</td>\n",
       "      <td>455.00</td>\n",
       "      <td>480.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarkIce</th>\n",
       "      <td>2.0</td>\n",
       "      <td>338.000000</td>\n",
       "      <td>173.948268</td>\n",
       "      <td>215.0</td>\n",
       "      <td>276.50</td>\n",
       "      <td>338.0</td>\n",
       "      <td>399.50</td>\n",
       "      <td>461.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>107.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>122.50</td>\n",
       "      <td>125.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>470.000000</td>\n",
       "      <td>56.568542</td>\n",
       "      <td>430.0</td>\n",
       "      <td>450.00</td>\n",
       "      <td>470.0</td>\n",
       "      <td>490.00</td>\n",
       "      <td>510.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarkNormal</th>\n",
       "      <td>2.0</td>\n",
       "      <td>19.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.25</td>\n",
       "      <td>19.5</td>\n",
       "      <td>19.75</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>63.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>75.75</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>333.000000</td>\n",
       "      <td>113.137085</td>\n",
       "      <td>253.0</td>\n",
       "      <td>293.00</td>\n",
       "      <td>333.0</td>\n",
       "      <td>373.00</td>\n",
       "      <td>413.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarkPsychic</th>\n",
       "      <td>2.0</td>\n",
       "      <td>686.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>686.0</td>\n",
       "      <td>686.25</td>\n",
       "      <td>686.5</td>\n",
       "      <td>686.75</td>\n",
       "      <td>687.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>66.00</td>\n",
       "      <td>73.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>385.000000</td>\n",
       "      <td>137.178716</td>\n",
       "      <td>288.0</td>\n",
       "      <td>336.50</td>\n",
       "      <td>385.0</td>\n",
       "      <td>433.50</td>\n",
       "      <td>482.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarkSteel</th>\n",
       "      <td>2.0</td>\n",
       "      <td>624.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>624.0</td>\n",
       "      <td>624.25</td>\n",
       "      <td>624.5</td>\n",
       "      <td>624.75</td>\n",
       "      <td>625.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>67.50</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>415.000000</td>\n",
       "      <td>106.066017</td>\n",
       "      <td>340.0</td>\n",
       "      <td>377.50</td>\n",
       "      <td>415.0</td>\n",
       "      <td>452.50</td>\n",
       "      <td>490.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>12.0</td>\n",
       "      <td>532.416667</td>\n",
       "      <td>218.701731</td>\n",
       "      <td>147.0</td>\n",
       "      <td>371.75</td>\n",
       "      <td>611.5</td>\n",
       "      <td>704.25</td>\n",
       "      <td>782.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>89.083333</td>\n",
       "      <td>...</td>\n",
       "      <td>67.75</td>\n",
       "      <td>97.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>403.916667</td>\n",
       "      <td>102.976130</td>\n",
       "      <td>300.0</td>\n",
       "      <td>300.00</td>\n",
       "      <td>415.0</td>\n",
       "      <td>460.25</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DragonElectric</th>\n",
       "      <td>1.0</td>\n",
       "      <td>644.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>644.0</td>\n",
       "      <td>644.00</td>\n",
       "      <td>644.0</td>\n",
       "      <td>644.00</td>\n",
       "      <td>644.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>90.00</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>680.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>680.0</td>\n",
       "      <td>680.00</td>\n",
       "      <td>680.0</td>\n",
       "      <td>680.00</td>\n",
       "      <td>680.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DragonFairy</th>\n",
       "      <td>1.0</td>\n",
       "      <td>334.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>334.0</td>\n",
       "      <td>334.00</td>\n",
       "      <td>334.0</td>\n",
       "      <td>334.00</td>\n",
       "      <td>334.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>110.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>80.00</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>590.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>590.0</td>\n",
       "      <td>590.00</td>\n",
       "      <td>590.0</td>\n",
       "      <td>590.00</td>\n",
       "      <td>590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DragonFighting</th>\n",
       "      <td>2.0</td>\n",
       "      <td>783.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>783.0</td>\n",
       "      <td>783.25</td>\n",
       "      <td>783.5</td>\n",
       "      <td>783.75</td>\n",
       "      <td>784.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>92.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>80.00</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>510.000000</td>\n",
       "      <td>127.279221</td>\n",
       "      <td>420.0</td>\n",
       "      <td>465.00</td>\n",
       "      <td>510.0</td>\n",
       "      <td>555.00</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DragonFire</th>\n",
       "      <td>1.0</td>\n",
       "      <td>643.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>643.0</td>\n",
       "      <td>643.00</td>\n",
       "      <td>643.0</td>\n",
       "      <td>643.00</td>\n",
       "      <td>643.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>90.00</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>680.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>680.0</td>\n",
       "      <td>680.00</td>\n",
       "      <td>680.0</td>\n",
       "      <td>680.00</td>\n",
       "      <td>680.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DragonFlying</th>\n",
       "      <td>6.0</td>\n",
       "      <td>332.833333</td>\n",
       "      <td>91.933490</td>\n",
       "      <td>149.0</td>\n",
       "      <td>343.75</td>\n",
       "      <td>373.0</td>\n",
       "      <td>381.25</td>\n",
       "      <td>384.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>135.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>111.25</td>\n",
       "      <td>120.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>641.666667</td>\n",
       "      <td>100.482171</td>\n",
       "      <td>490.0</td>\n",
       "      <td>600.00</td>\n",
       "      <td>640.0</td>\n",
       "      <td>695.00</td>\n",
       "      <td>780.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DragonGround</th>\n",
       "      <td>7.0</td>\n",
       "      <td>561.571429</td>\n",
       "      <td>146.327096</td>\n",
       "      <td>443.0</td>\n",
       "      <td>444.50</td>\n",
       "      <td>445.0</td>\n",
       "      <td>718.00</td>\n",
       "      <td>718.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>108.571429</td>\n",
       "      <td>...</td>\n",
       "      <td>98.50</td>\n",
       "      <td>115.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>543.428571</td>\n",
       "      <td>151.853940</td>\n",
       "      <td>300.0</td>\n",
       "      <td>448.00</td>\n",
       "      <td>600.0</td>\n",
       "      <td>650.00</td>\n",
       "      <td>708.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RockIce</th>\n",
       "      <td>2.0</td>\n",
       "      <td>698.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>698.0</td>\n",
       "      <td>698.25</td>\n",
       "      <td>698.5</td>\n",
       "      <td>698.75</td>\n",
       "      <td>699.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>55.00</td>\n",
       "      <td>58.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>441.500000</td>\n",
       "      <td>112.429978</td>\n",
       "      <td>362.0</td>\n",
       "      <td>401.75</td>\n",
       "      <td>441.5</td>\n",
       "      <td>481.25</td>\n",
       "      <td>521.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RockPoison</th>\n",
       "      <td>1.0</td>\n",
       "      <td>793.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>793.0</td>\n",
       "      <td>793.00</td>\n",
       "      <td>793.0</td>\n",
       "      <td>793.00</td>\n",
       "      <td>793.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>103.00</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>570.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>570.0</td>\n",
       "      <td>570.00</td>\n",
       "      <td>570.0</td>\n",
       "      <td>570.00</td>\n",
       "      <td>570.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RockPsychic</th>\n",
       "      <td>2.0</td>\n",
       "      <td>337.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>337.0</td>\n",
       "      <td>337.25</td>\n",
       "      <td>337.5</td>\n",
       "      <td>337.75</td>\n",
       "      <td>338.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>70.00</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>460.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>460.0</td>\n",
       "      <td>460.00</td>\n",
       "      <td>460.0</td>\n",
       "      <td>460.00</td>\n",
       "      <td>460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RockSteel</th>\n",
       "      <td>4.0</td>\n",
       "      <td>525.500000</td>\n",
       "      <td>188.874738</td>\n",
       "      <td>410.0</td>\n",
       "      <td>410.75</td>\n",
       "      <td>443.5</td>\n",
       "      <td>558.25</td>\n",
       "      <td>805.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>32.50</td>\n",
       "      <td>40.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>485.000000</td>\n",
       "      <td>95.131488</td>\n",
       "      <td>350.0</td>\n",
       "      <td>458.75</td>\n",
       "      <td>510.0</td>\n",
       "      <td>536.25</td>\n",
       "      <td>570.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RockWater</th>\n",
       "      <td>6.0</td>\n",
       "      <td>322.500000</td>\n",
       "      <td>283.504321</td>\n",
       "      <td>138.0</td>\n",
       "      <td>139.25</td>\n",
       "      <td>140.5</td>\n",
       "      <td>551.25</td>\n",
       "      <td>689.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>75.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>64.75</td>\n",
       "      <td>80.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>417.666667</td>\n",
       "      <td>88.389290</td>\n",
       "      <td>306.0</td>\n",
       "      <td>355.00</td>\n",
       "      <td>425.0</td>\n",
       "      <td>495.00</td>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steel</th>\n",
       "      <td>5.0</td>\n",
       "      <td>497.000000</td>\n",
       "      <td>143.382356</td>\n",
       "      <td>306.0</td>\n",
       "      <td>379.00</td>\n",
       "      <td>599.0</td>\n",
       "      <td>600.00</td>\n",
       "      <td>601.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>50.00</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>494.000000</td>\n",
       "      <td>129.537639</td>\n",
       "      <td>300.0</td>\n",
       "      <td>440.00</td>\n",
       "      <td>520.0</td>\n",
       "      <td>580.00</td>\n",
       "      <td>630.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SteelDragon</th>\n",
       "      <td>1.0</td>\n",
       "      <td>483.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>483.0</td>\n",
       "      <td>483.00</td>\n",
       "      <td>483.0</td>\n",
       "      <td>483.00</td>\n",
       "      <td>483.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>90.00</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>680.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>680.0</td>\n",
       "      <td>680.00</td>\n",
       "      <td>680.0</td>\n",
       "      <td>680.00</td>\n",
       "      <td>680.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SteelFairy</th>\n",
       "      <td>4.0</td>\n",
       "      <td>528.500000</td>\n",
       "      <td>263.197644</td>\n",
       "      <td>303.0</td>\n",
       "      <td>303.00</td>\n",
       "      <td>505.0</td>\n",
       "      <td>730.50</td>\n",
       "      <td>801.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>67.50</td>\n",
       "      <td>75.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>482.500000</td>\n",
       "      <td>90.323493</td>\n",
       "      <td>380.0</td>\n",
       "      <td>447.50</td>\n",
       "      <td>475.0</td>\n",
       "      <td>510.00</td>\n",
       "      <td>600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SteelFighting</th>\n",
       "      <td>1.0</td>\n",
       "      <td>638.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>638.0</td>\n",
       "      <td>638.00</td>\n",
       "      <td>638.0</td>\n",
       "      <td>638.00</td>\n",
       "      <td>638.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>108.00</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>580.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>580.0</td>\n",
       "      <td>580.00</td>\n",
       "      <td>580.0</td>\n",
       "      <td>580.00</td>\n",
       "      <td>580.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SteelFlying</th>\n",
       "      <td>2.0</td>\n",
       "      <td>512.000000</td>\n",
       "      <td>403.050865</td>\n",
       "      <td>227.0</td>\n",
       "      <td>369.50</td>\n",
       "      <td>512.0</td>\n",
       "      <td>654.50</td>\n",
       "      <td>797.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>90.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>67.75</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>517.500000</td>\n",
       "      <td>74.246212</td>\n",
       "      <td>465.0</td>\n",
       "      <td>491.25</td>\n",
       "      <td>517.5</td>\n",
       "      <td>543.75</td>\n",
       "      <td>570.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SteelGhost</th>\n",
       "      <td>4.0</td>\n",
       "      <td>680.250000</td>\n",
       "      <td>0.957427</td>\n",
       "      <td>679.0</td>\n",
       "      <td>679.75</td>\n",
       "      <td>680.5</td>\n",
       "      <td>681.00</td>\n",
       "      <td>681.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>97.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>60.00</td>\n",
       "      <td>60.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>453.250000</td>\n",
       "      <td>91.990489</td>\n",
       "      <td>325.0</td>\n",
       "      <td>417.25</td>\n",
       "      <td>484.0</td>\n",
       "      <td>520.00</td>\n",
       "      <td>520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SteelGround</th>\n",
       "      <td>2.0</td>\n",
       "      <td>208.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>208.0</td>\n",
       "      <td>208.00</td>\n",
       "      <td>208.0</td>\n",
       "      <td>208.00</td>\n",
       "      <td>208.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>30.00</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>560.000000</td>\n",
       "      <td>70.710678</td>\n",
       "      <td>510.0</td>\n",
       "      <td>535.00</td>\n",
       "      <td>560.0</td>\n",
       "      <td>585.00</td>\n",
       "      <td>610.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SteelPsychic</th>\n",
       "      <td>7.0</td>\n",
       "      <td>394.142857</td>\n",
       "      <td>29.162925</td>\n",
       "      <td>374.0</td>\n",
       "      <td>375.50</td>\n",
       "      <td>376.0</td>\n",
       "      <td>410.50</td>\n",
       "      <td>437.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>85.00</td>\n",
       "      <td>110.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>488.571429</td>\n",
       "      <td>155.716470</td>\n",
       "      <td>300.0</td>\n",
       "      <td>360.00</td>\n",
       "      <td>500.0</td>\n",
       "      <td>600.00</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SteelRock</th>\n",
       "      <td>3.0</td>\n",
       "      <td>305.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>304.0</td>\n",
       "      <td>304.50</td>\n",
       "      <td>305.0</td>\n",
       "      <td>305.50</td>\n",
       "      <td>306.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>45.00</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>430.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>330.0</td>\n",
       "      <td>380.00</td>\n",
       "      <td>430.0</td>\n",
       "      <td>480.00</td>\n",
       "      <td>530.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water</th>\n",
       "      <td>64.0</td>\n",
       "      <td>337.343750</td>\n",
       "      <td>223.901213</td>\n",
       "      <td>7.0</td>\n",
       "      <td>119.75</td>\n",
       "      <td>358.0</td>\n",
       "      <td>501.25</td>\n",
       "      <td>771.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>71.578125</td>\n",
       "      <td>...</td>\n",
       "      <td>82.00</td>\n",
       "      <td>115.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>411.812500</td>\n",
       "      <td>117.821209</td>\n",
       "      <td>175.0</td>\n",
       "      <td>319.00</td>\n",
       "      <td>405.0</td>\n",
       "      <td>495.75</td>\n",
       "      <td>770.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterBug</th>\n",
       "      <td>2.0</td>\n",
       "      <td>751.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>751.0</td>\n",
       "      <td>751.25</td>\n",
       "      <td>751.5</td>\n",
       "      <td>751.75</td>\n",
       "      <td>752.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>38.25</td>\n",
       "      <td>42.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>361.500000</td>\n",
       "      <td>130.814755</td>\n",
       "      <td>269.0</td>\n",
       "      <td>315.25</td>\n",
       "      <td>361.5</td>\n",
       "      <td>407.75</td>\n",
       "      <td>454.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterDark</th>\n",
       "      <td>7.0</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>195.273313</td>\n",
       "      <td>130.0</td>\n",
       "      <td>318.50</td>\n",
       "      <td>319.0</td>\n",
       "      <td>500.00</td>\n",
       "      <td>658.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>123.571429</td>\n",
       "      <td>...</td>\n",
       "      <td>113.50</td>\n",
       "      <td>132.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>514.714286</td>\n",
       "      <td>117.497112</td>\n",
       "      <td>305.0</td>\n",
       "      <td>464.00</td>\n",
       "      <td>530.0</td>\n",
       "      <td>600.00</td>\n",
       "      <td>640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterDragon</th>\n",
       "      <td>2.0</td>\n",
       "      <td>357.000000</td>\n",
       "      <td>179.605122</td>\n",
       "      <td>230.0</td>\n",
       "      <td>293.50</td>\n",
       "      <td>357.0</td>\n",
       "      <td>420.50</td>\n",
       "      <td>484.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>107.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>96.25</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>610.000000</td>\n",
       "      <td>98.994949</td>\n",
       "      <td>540.0</td>\n",
       "      <td>575.00</td>\n",
       "      <td>610.0</td>\n",
       "      <td>645.00</td>\n",
       "      <td>680.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterElectric</th>\n",
       "      <td>2.0</td>\n",
       "      <td>170.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>170.0</td>\n",
       "      <td>170.25</td>\n",
       "      <td>170.5</td>\n",
       "      <td>170.75</td>\n",
       "      <td>171.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>67.00</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>395.000000</td>\n",
       "      <td>91.923882</td>\n",
       "      <td>330.0</td>\n",
       "      <td>362.50</td>\n",
       "      <td>395.0</td>\n",
       "      <td>427.50</td>\n",
       "      <td>460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterFairy</th>\n",
       "      <td>4.0</td>\n",
       "      <td>471.250000</td>\n",
       "      <td>333.107965</td>\n",
       "      <td>183.0</td>\n",
       "      <td>183.75</td>\n",
       "      <td>457.0</td>\n",
       "      <td>744.50</td>\n",
       "      <td>788.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>54.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>66.25</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>442.500000</td>\n",
       "      <td>143.149106</td>\n",
       "      <td>250.0</td>\n",
       "      <td>377.50</td>\n",
       "      <td>475.0</td>\n",
       "      <td>540.00</td>\n",
       "      <td>570.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterFighting</th>\n",
       "      <td>3.0</td>\n",
       "      <td>452.000000</td>\n",
       "      <td>337.749907</td>\n",
       "      <td>62.0</td>\n",
       "      <td>354.50</td>\n",
       "      <td>647.0</td>\n",
       "      <td>647.00</td>\n",
       "      <td>647.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>79.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>108.00</td>\n",
       "      <td>108.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>556.666667</td>\n",
       "      <td>40.414519</td>\n",
       "      <td>510.0</td>\n",
       "      <td>545.00</td>\n",
       "      <td>580.0</td>\n",
       "      <td>580.00</td>\n",
       "      <td>580.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterFlying</th>\n",
       "      <td>7.0</td>\n",
       "      <td>361.714286</td>\n",
       "      <td>178.402835</td>\n",
       "      <td>130.0</td>\n",
       "      <td>252.00</td>\n",
       "      <td>279.0</td>\n",
       "      <td>519.00</td>\n",
       "      <td>581.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>56.571429</td>\n",
       "      <td>...</td>\n",
       "      <td>83.00</td>\n",
       "      <td>98.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>408.285714</td>\n",
       "      <td>101.836003</td>\n",
       "      <td>270.0</td>\n",
       "      <td>325.00</td>\n",
       "      <td>440.0</td>\n",
       "      <td>479.00</td>\n",
       "      <td>540.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterGhost</th>\n",
       "      <td>2.0</td>\n",
       "      <td>592.500000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>592.0</td>\n",
       "      <td>592.25</td>\n",
       "      <td>592.5</td>\n",
       "      <td>592.75</td>\n",
       "      <td>593.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>55.00</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>407.500000</td>\n",
       "      <td>102.530483</td>\n",
       "      <td>335.0</td>\n",
       "      <td>371.25</td>\n",
       "      <td>407.5</td>\n",
       "      <td>443.75</td>\n",
       "      <td>480.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterGrass</th>\n",
       "      <td>3.0</td>\n",
       "      <td>271.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>270.0</td>\n",
       "      <td>270.50</td>\n",
       "      <td>271.0</td>\n",
       "      <td>271.50</td>\n",
       "      <td>272.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>60.00</td>\n",
       "      <td>70.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>346.666667</td>\n",
       "      <td>130.128142</td>\n",
       "      <td>220.0</td>\n",
       "      <td>280.00</td>\n",
       "      <td>340.0</td>\n",
       "      <td>410.00</td>\n",
       "      <td>480.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterGround</th>\n",
       "      <td>10.0</td>\n",
       "      <td>334.300000</td>\n",
       "      <td>127.144756</td>\n",
       "      <td>194.0</td>\n",
       "      <td>259.25</td>\n",
       "      <td>299.5</td>\n",
       "      <td>402.25</td>\n",
       "      <td>537.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>84.400000</td>\n",
       "      <td>...</td>\n",
       "      <td>66.75</td>\n",
       "      <td>74.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>433.900000</td>\n",
       "      <td>121.980372</td>\n",
       "      <td>210.0</td>\n",
       "      <td>389.25</td>\n",
       "      <td>449.0</td>\n",
       "      <td>500.50</td>\n",
       "      <td>635.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterIce</th>\n",
       "      <td>3.0</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>24.331050</td>\n",
       "      <td>87.0</td>\n",
       "      <td>89.00</td>\n",
       "      <td>91.0</td>\n",
       "      <td>111.00</td>\n",
       "      <td>131.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>83.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>70.00</td>\n",
       "      <td>70.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>511.666667</td>\n",
       "      <td>32.145503</td>\n",
       "      <td>475.0</td>\n",
       "      <td>500.00</td>\n",
       "      <td>525.0</td>\n",
       "      <td>530.00</td>\n",
       "      <td>535.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterPoison</th>\n",
       "      <td>3.0</td>\n",
       "      <td>118.666667</td>\n",
       "      <td>79.964575</td>\n",
       "      <td>72.0</td>\n",
       "      <td>72.50</td>\n",
       "      <td>73.0</td>\n",
       "      <td>142.00</td>\n",
       "      <td>211.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>68.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>92.50</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>430.000000</td>\n",
       "      <td>90.415707</td>\n",
       "      <td>335.0</td>\n",
       "      <td>387.50</td>\n",
       "      <td>440.0</td>\n",
       "      <td>477.50</td>\n",
       "      <td>515.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterPsychic</th>\n",
       "      <td>6.0</td>\n",
       "      <td>223.000000</td>\n",
       "      <td>276.315038</td>\n",
       "      <td>79.0</td>\n",
       "      <td>80.00</td>\n",
       "      <td>100.5</td>\n",
       "      <td>179.50</td>\n",
       "      <td>779.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>78.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>76.50</td>\n",
       "      <td>115.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>90.719347</td>\n",
       "      <td>315.0</td>\n",
       "      <td>478.75</td>\n",
       "      <td>490.0</td>\n",
       "      <td>512.50</td>\n",
       "      <td>590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterRock</th>\n",
       "      <td>4.0</td>\n",
       "      <td>430.000000</td>\n",
       "      <td>166.499249</td>\n",
       "      <td>222.0</td>\n",
       "      <td>332.25</td>\n",
       "      <td>466.5</td>\n",
       "      <td>564.25</td>\n",
       "      <td>565.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>82.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>40.00</td>\n",
       "      <td>55.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>436.250000</td>\n",
       "      <td>66.128032</td>\n",
       "      <td>355.0</td>\n",
       "      <td>396.25</td>\n",
       "      <td>447.5</td>\n",
       "      <td>487.50</td>\n",
       "      <td>495.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WaterSteel</th>\n",
       "      <td>1.0</td>\n",
       "      <td>395.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>395.0</td>\n",
       "      <td>395.00</td>\n",
       "      <td>395.0</td>\n",
       "      <td>395.00</td>\n",
       "      <td>395.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>60.00</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>530.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>530.0</td>\n",
       "      <td>530.00</td>\n",
       "      <td>530.0</td>\n",
       "      <td>530.00</td>\n",
       "      <td>530.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>174 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   #                                                        \\\n",
       "               count        mean         std    min     25%    50%     75%   \n",
       "Type                                                                         \n",
       "Bug             18.0  382.166667  225.083841   10.0  265.25  357.5  609.00   \n",
       "BugElectric      4.0  666.500000   81.985771  595.0  595.75  666.5  737.25   \n",
       "BugFairy         2.0  742.500000    0.707107  742.0  742.25  742.5  742.75   \n",
       "BugFighting      4.0  504.250000  335.152080  214.0  214.00  504.0  794.25   \n",
       "BugFire          2.0  636.500000    0.707107  636.0  636.25  636.5  636.75   \n",
       "BugFlying       14.0  286.285714  173.829903   12.0  165.25  275.5  414.75   \n",
       "BugGhost         1.0  292.000000         NaN  292.0  292.00  292.0  292.00   \n",
       "BugGrass         6.0  354.833333  243.925740   46.0  138.50  476.5  540.75   \n",
       "BugGround        2.0  351.500000   86.974134  290.0  320.75  351.5  382.25   \n",
       "BugPoison       12.0  199.166667  222.750506   13.0   15.00  108.0  337.50   \n",
       "BugRock          3.0  442.666667  198.897796  213.0  385.00  557.0  557.50   \n",
       "BugSteel         7.0  416.000000  207.619845  205.0  212.00  413.0  610.50   \n",
       "BugWater         3.0  606.000000  279.726652  283.0  525.00  767.0  767.50   \n",
       "Dark            12.0  349.500000  186.900314   52.0  245.00  359.0  509.25   \n",
       "DarkDragon       4.0  675.250000   82.504040  633.0  633.75  634.5  676.00   \n",
       "DarkFighting     2.0  559.500000    0.707107  559.0  559.25  559.5  559.75   \n",
       "DarkFire         3.0  228.666667    0.577350  228.0  228.50  229.0  229.00   \n",
       "DarkFlying       5.0  520.800000  208.908353  198.0  430.00  629.0  630.00   \n",
       "DarkGhost        2.0  302.000000    0.000000  302.0  302.00  302.0  302.00   \n",
       "DarkIce          2.0  338.000000  173.948268  215.0  276.50  338.0  399.50   \n",
       "DarkNormal       2.0   19.500000    0.707107   19.0   19.25   19.5   19.75   \n",
       "DarkPsychic      2.0  686.500000    0.707107  686.0  686.25  686.5  686.75   \n",
       "DarkSteel        2.0  624.500000    0.707107  624.0  624.25  624.5  624.75   \n",
       "Dragon          12.0  532.416667  218.701731  147.0  371.75  611.5  704.25   \n",
       "DragonElectric   1.0  644.000000         NaN  644.0  644.00  644.0  644.00   \n",
       "DragonFairy      1.0  334.000000         NaN  334.0  334.00  334.0  334.00   \n",
       "DragonFighting   2.0  783.500000    0.707107  783.0  783.25  783.5  783.75   \n",
       "DragonFire       1.0  643.000000         NaN  643.0  643.00  643.0  643.00   \n",
       "DragonFlying     6.0  332.833333   91.933490  149.0  343.75  373.0  381.25   \n",
       "DragonGround     7.0  561.571429  146.327096  443.0  444.50  445.0  718.00   \n",
       "...              ...         ...         ...    ...     ...    ...     ...   \n",
       "RockIce          2.0  698.500000    0.707107  698.0  698.25  698.5  698.75   \n",
       "RockPoison       1.0  793.000000         NaN  793.0  793.00  793.0  793.00   \n",
       "RockPsychic      2.0  337.500000    0.707107  337.0  337.25  337.5  337.75   \n",
       "RockSteel        4.0  525.500000  188.874738  410.0  410.75  443.5  558.25   \n",
       "RockWater        6.0  322.500000  283.504321  138.0  139.25  140.5  551.25   \n",
       "Steel            5.0  497.000000  143.382356  306.0  379.00  599.0  600.00   \n",
       "SteelDragon      1.0  483.000000         NaN  483.0  483.00  483.0  483.00   \n",
       "SteelFairy       4.0  528.500000  263.197644  303.0  303.00  505.0  730.50   \n",
       "SteelFighting    1.0  638.000000         NaN  638.0  638.00  638.0  638.00   \n",
       "SteelFlying      2.0  512.000000  403.050865  227.0  369.50  512.0  654.50   \n",
       "SteelGhost       4.0  680.250000    0.957427  679.0  679.75  680.5  681.00   \n",
       "SteelGround      2.0  208.000000    0.000000  208.0  208.00  208.0  208.00   \n",
       "SteelPsychic     7.0  394.142857   29.162925  374.0  375.50  376.0  410.50   \n",
       "SteelRock        3.0  305.000000    1.000000  304.0  304.50  305.0  305.50   \n",
       "Water           64.0  337.343750  223.901213    7.0  119.75  358.0  501.25   \n",
       "WaterBug         2.0  751.500000    0.707107  751.0  751.25  751.5  751.75   \n",
       "WaterDark        7.0  392.000000  195.273313  130.0  318.50  319.0  500.00   \n",
       "WaterDragon      2.0  357.000000  179.605122  230.0  293.50  357.0  420.50   \n",
       "WaterElectric    2.0  170.500000    0.707107  170.0  170.25  170.5  170.75   \n",
       "WaterFairy       4.0  471.250000  333.107965  183.0  183.75  457.0  744.50   \n",
       "WaterFighting    3.0  452.000000  337.749907   62.0  354.50  647.0  647.00   \n",
       "WaterFlying      7.0  361.714286  178.402835  130.0  252.00  279.0  519.00   \n",
       "WaterGhost       2.0  592.500000    0.707107  592.0  592.25  592.5  592.75   \n",
       "WaterGrass       3.0  271.000000    1.000000  270.0  270.50  271.0  271.50   \n",
       "WaterGround     10.0  334.300000  127.144756  194.0  259.25  299.5  402.25   \n",
       "WaterIce         3.0  103.000000   24.331050   87.0   89.00   91.0  111.00   \n",
       "WaterPoison      3.0  118.666667   79.964575   72.0   72.50   73.0  142.00   \n",
       "WaterPsychic     6.0  223.000000  276.315038   79.0   80.00  100.5  179.50   \n",
       "WaterRock        4.0  430.000000  166.499249  222.0  332.25  466.5  564.25   \n",
       "WaterSteel       1.0  395.000000         NaN  395.0  395.00  395.0  395.00   \n",
       "\n",
       "                      Attack              ...     Speed        Total  \\\n",
       "                  max  count        mean  ...       75%    max count   \n",
       "Type                                      ...                          \n",
       "Bug             736.0   18.0   51.000000  ...     63.75  145.0  18.0   \n",
       "BugElectric     738.0    4.0   69.000000  ...     75.75  108.0   4.0   \n",
       "BugFairy        743.0    2.0   50.000000  ...    114.00  124.0   2.0   \n",
       "BugFighting     795.0    4.0  146.500000  ...    101.50  151.0   4.0   \n",
       "BugFire         637.0    2.0   72.500000  ...     90.00  100.0   2.0   \n",
       "BugFlying       666.0   14.0   70.142857  ...     95.00  160.0  14.0   \n",
       "BugGhost        292.0    1.0   90.000000  ...     40.00   40.0   1.0   \n",
       "BugGrass        542.0    6.0   73.833333  ...     42.00   92.0   6.0   \n",
       "BugGround       413.0    2.0   62.000000  ...     39.00   40.0   2.0   \n",
       "BugPoison       545.0   12.0   68.333333  ...     78.75  145.0  12.0   \n",
       "BugRock         558.0    3.0   60.000000  ...     50.00   55.0   3.0   \n",
       "BugSteel        649.0    7.0  114.714286  ...     87.00  109.0   7.0   \n",
       "BugWater        768.0    3.0   63.333333  ...     72.50   80.0   3.0   \n",
       "Dark            571.0   12.0   81.916667  ...    108.25  125.0  12.0   \n",
       "DarkDragon      799.0    4.0   89.000000  ...     68.00   98.0   4.0   \n",
       "DarkFighting    560.0    2.0   82.500000  ...     55.50   58.0   2.0   \n",
       "DarkFire        229.0    3.0   80.000000  ...    105.00  115.0   3.0   \n",
       "DarkFlying      717.0    5.0   92.200000  ...     91.00   99.0   5.0   \n",
       "DarkGhost       302.0    2.0   80.000000  ...     42.50   50.0   2.0   \n",
       "DarkIce         461.0    2.0  107.500000  ...    122.50  125.0   2.0   \n",
       "DarkNormal       20.0    2.0   63.500000  ...     75.75   77.0   2.0   \n",
       "DarkPsychic     687.0    2.0   73.000000  ...     66.00   73.0   2.0   \n",
       "DarkSteel       625.0    2.0  105.000000  ...     67.50   70.0   2.0   \n",
       "Dragon          782.0   12.0   89.083333  ...     67.75   97.0  12.0   \n",
       "DragonElectric  644.0    1.0  150.000000  ...     90.00   90.0   1.0   \n",
       "DragonFairy     334.0    1.0  110.000000  ...     80.00   80.0   1.0   \n",
       "DragonFighting  784.0    2.0   92.500000  ...     80.00   85.0   2.0   \n",
       "DragonFire      643.0    1.0  120.000000  ...     90.00   90.0   1.0   \n",
       "DragonFlying    384.0    6.0  135.666667  ...    111.25  120.0   6.0   \n",
       "DragonGround    718.0    7.0  108.571429  ...     98.50  115.0   7.0   \n",
       "...               ...    ...         ...  ...       ...    ...   ...   \n",
       "RockIce         699.0    2.0   68.000000  ...     55.00   58.0   2.0   \n",
       "RockPoison      793.0    1.0   53.000000  ...    103.00  103.0   1.0   \n",
       "RockPsychic     338.0    2.0   75.000000  ...     70.00   70.0   2.0   \n",
       "RockSteel       805.0    4.0   70.000000  ...     32.50   40.0   4.0   \n",
       "RockWater       689.0    6.0   75.333333  ...     64.75   80.0   6.0   \n",
       "Steel           601.0    5.0   90.000000  ...     50.00   90.0   5.0   \n",
       "SteelDragon     483.0    1.0  120.000000  ...     90.00   90.0   1.0   \n",
       "SteelFairy      801.0    4.0   91.250000  ...     67.50   75.0   4.0   \n",
       "SteelFighting   638.0    1.0   90.000000  ...    108.00  108.0   1.0   \n",
       "SteelFlying     797.0    2.0   90.500000  ...     67.75   70.0   2.0   \n",
       "SteelGhost      681.0    4.0   97.500000  ...     60.00   60.0   4.0   \n",
       "SteelGround     208.0    2.0  105.000000  ...     30.00   30.0   2.0   \n",
       "SteelPsychic    437.0    7.0   89.000000  ...     85.00  110.0   7.0   \n",
       "SteelRock       306.0    3.0   90.000000  ...     45.00   50.0   3.0   \n",
       "Water           771.0   64.0   71.578125  ...     82.00  115.0  64.0   \n",
       "WaterBug        752.0    2.0   55.000000  ...     38.25   42.0   2.0   \n",
       "WaterDark       658.0    7.0  123.571429  ...    113.50  132.0   7.0   \n",
       "WaterDragon     484.0    2.0  107.500000  ...     96.25  100.0   2.0   \n",
       "WaterElectric   171.0    2.0   48.000000  ...     67.00   67.0   2.0   \n",
       "WaterFairy      788.0    4.0   54.750000  ...     66.25   85.0   4.0   \n",
       "WaterFighting   647.0    3.0   79.666667  ...    108.00  108.0   3.0   \n",
       "WaterFlying     581.0    7.0   56.571429  ...     83.00   98.0   7.0   \n",
       "WaterGhost      593.0    2.0   50.000000  ...     55.00   60.0   2.0   \n",
       "WaterGrass      272.0    3.0   50.000000  ...     60.00   70.0   3.0   \n",
       "WaterGround     537.0   10.0   84.400000  ...     66.75   74.0  10.0   \n",
       "WaterIce        131.0    3.0   83.333333  ...     70.00   70.0   3.0   \n",
       "WaterPoison     211.0    3.0   68.333333  ...     92.50  100.0   3.0   \n",
       "WaterPsychic    779.0    6.0   78.333333  ...     76.50  115.0   6.0   \n",
       "WaterRock       565.0    4.0   82.750000  ...     40.00   55.0   4.0   \n",
       "WaterSteel      395.0    1.0   86.000000  ...     60.00   60.0   1.0   \n",
       "\n",
       "                                                                             \n",
       "                      mean         std    min     25%    50%     75%    max  \n",
       "Type                                                                         \n",
       "Bug             293.611111  109.060770  194.0  205.00  257.0  366.75  500.0  \n",
       "BugElectric     422.750000   80.983023  319.0  379.75  436.0  479.00  500.0  \n",
       "BugFairy        384.000000  113.137085  304.0  344.00  384.0  424.00  464.0  \n",
       "BugFighting     560.000000   42.426407  500.0  552.50  570.0  577.50  600.0  \n",
       "BugFire         455.000000  134.350288  360.0  407.50  455.0  502.50  550.0  \n",
       "BugFlying       422.357143   92.513290  244.0  391.25  417.5  469.50  600.0  \n",
       "BugGhost        236.000000         NaN  236.0  236.00  236.0  236.00  236.0  \n",
       "BugGrass        384.000000   78.472925  285.0  327.50  392.5  419.25  500.0  \n",
       "BugGround       345.000000  111.722871  266.0  305.50  345.0  384.50  424.0  \n",
       "BugPoison       348.750000  104.558053  195.0  257.50  372.5  412.50  495.0  \n",
       "BugRock         438.333333   98.657657  325.0  405.00  485.0  495.00  505.0  \n",
       "BugSteel        509.714286   66.610095  424.0  474.50  495.0  550.00  600.0  \n",
       "BugWater        343.000000  163.116523  230.0  249.50  269.0  399.50  530.0  \n",
       "Dark            424.333333  120.509021  220.0  320.00  443.0  513.75  600.0  \n",
       "DarkDragon      472.500000  139.373599  300.0  390.00  495.0  577.50  600.0  \n",
       "DarkFighting    418.000000   98.994949  348.0  383.00  418.0  453.00  488.0  \n",
       "DarkFire        476.666667  136.503968  330.0  415.00  500.0  550.00  600.0  \n",
       "DarkFlying      494.000000  120.695899  370.0  405.00  505.0  510.00  680.0  \n",
       "DarkGhost       430.000000   70.710678  380.0  405.00  430.0  455.00  480.0  \n",
       "DarkIce         470.000000   56.568542  430.0  450.00  470.0  490.00  510.0  \n",
       "DarkNormal      333.000000  113.137085  253.0  293.00  333.0  373.00  413.0  \n",
       "DarkPsychic     385.000000  137.178716  288.0  336.50  385.0  433.50  482.0  \n",
       "DarkSteel       415.000000  106.066017  340.0  377.50  415.0  452.50  490.0  \n",
       "Dragon          403.916667  102.976130  300.0  300.00  415.0  460.25  600.0  \n",
       "DragonElectric  680.000000         NaN  680.0  680.00  680.0  680.00  680.0  \n",
       "DragonFairy     590.000000         NaN  590.0  590.00  590.0  590.00  590.0  \n",
       "DragonFighting  510.000000  127.279221  420.0  465.00  510.0  555.00  600.0  \n",
       "DragonFire      680.000000         NaN  680.0  680.00  680.0  680.00  680.0  \n",
       "DragonFlying    641.666667  100.482171  490.0  600.00  640.0  695.00  780.0  \n",
       "DragonGround    543.428571  151.853940  300.0  448.00  600.0  650.00  708.0  \n",
       "...                    ...         ...    ...     ...    ...     ...    ...  \n",
       "RockIce         441.500000  112.429978  362.0  401.75  441.5  481.25  521.0  \n",
       "RockPoison      570.000000         NaN  570.0  570.00  570.0  570.00  570.0  \n",
       "RockPsychic     460.000000    0.000000  460.0  460.00  460.0  460.00  460.0  \n",
       "RockSteel       485.000000   95.131488  350.0  458.75  510.0  536.25  570.0  \n",
       "RockWater       417.666667   88.389290  306.0  355.00  425.0  495.00  500.0  \n",
       "Steel           494.000000  129.537639  300.0  440.00  520.0  580.00  630.0  \n",
       "SteelDragon     680.000000         NaN  680.0  680.00  680.0  680.00  680.0  \n",
       "SteelFairy      482.500000   90.323493  380.0  447.50  475.0  510.00  600.0  \n",
       "SteelFighting   580.000000         NaN  580.0  580.00  580.0  580.00  580.0  \n",
       "SteelFlying     517.500000   74.246212  465.0  491.25  517.5  543.75  570.0  \n",
       "SteelGhost      453.250000   91.990489  325.0  417.25  484.0  520.00  520.0  \n",
       "SteelGround     560.000000   70.710678  510.0  535.00  560.0  585.00  610.0  \n",
       "SteelPsychic    488.571429  155.716470  300.0  360.00  500.0  600.00  700.0  \n",
       "SteelRock       430.000000  100.000000  330.0  380.00  430.0  480.00  530.0  \n",
       "Water           411.812500  117.821209  175.0  319.00  405.0  495.75  770.0  \n",
       "WaterBug        361.500000  130.814755  269.0  315.25  361.5  407.75  454.0  \n",
       "WaterDark       514.714286  117.497112  305.0  464.00  530.0  600.00  640.0  \n",
       "WaterDragon     610.000000   98.994949  540.0  575.00  610.0  645.00  680.0  \n",
       "WaterElectric   395.000000   91.923882  330.0  362.50  395.0  427.50  460.0  \n",
       "WaterFairy      442.500000  143.149106  250.0  377.50  475.0  540.00  570.0  \n",
       "WaterFighting   556.666667   40.414519  510.0  545.00  580.0  580.00  580.0  \n",
       "WaterFlying     408.285714  101.836003  270.0  325.00  440.0  479.00  540.0  \n",
       "WaterGhost      407.500000  102.530483  335.0  371.25  407.5  443.75  480.0  \n",
       "WaterGrass      346.666667  130.128142  220.0  280.00  340.0  410.00  480.0  \n",
       "WaterGround     433.900000  121.980372  210.0  389.25  449.0  500.50  635.0  \n",
       "WaterIce        511.666667   32.145503  475.0  500.00  525.0  530.00  535.0  \n",
       "WaterPoison     430.000000   90.415707  335.0  387.50  440.0  477.50  515.0  \n",
       "WaterPsychic    480.000000   90.719347  315.0  478.75  490.0  512.50  590.0  \n",
       "WaterRock       436.250000   66.128032  355.0  396.25  447.5  487.50  495.0  \n",
       "WaterSteel      530.000000         NaN  530.0  530.00  530.0  530.00  530.0  \n",
       "\n",
       "[174 rows x 64 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.groupby(\"Type\").describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O que vale destacar é que a importação da tabela em `pd.DataFrame` a partir do HTML, incluindo a requisição, é um oneliner:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://pokemondb.net/pokedex/all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "table = pd.read_html(requests.get(url).text)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>GrassPoison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>GrassPoison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>GrassPoison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>GrassPoison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Charmeleon</td>\n",
       "      <td>Fire</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Charizard</td>\n",
       "      <td>FireFlying</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard X</td>\n",
       "      <td>FireDragon</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard Y</td>\n",
       "      <td>FireFlying</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7</td>\n",
       "      <td>Squirtle</td>\n",
       "      <td>Water</td>\n",
       "      <td>314</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>8</td>\n",
       "      <td>Wartortle</td>\n",
       "      <td>Water</td>\n",
       "      <td>405</td>\n",
       "      <td>59</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>9</td>\n",
       "      <td>Blastoise</td>\n",
       "      <td>Water</td>\n",
       "      <td>530</td>\n",
       "      <td>79</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>105</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>9</td>\n",
       "      <td>BlastoiseMega Blastoise</td>\n",
       "      <td>Water</td>\n",
       "      <td>630</td>\n",
       "      <td>79</td>\n",
       "      <td>103</td>\n",
       "      <td>120</td>\n",
       "      <td>135</td>\n",
       "      <td>115</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>10</td>\n",
       "      <td>Caterpie</td>\n",
       "      <td>Bug</td>\n",
       "      <td>195</td>\n",
       "      <td>45</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>11</td>\n",
       "      <td>Metapod</td>\n",
       "      <td>Bug</td>\n",
       "      <td>205</td>\n",
       "      <td>50</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12</td>\n",
       "      <td>Butterfree</td>\n",
       "      <td>BugFlying</td>\n",
       "      <td>395</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>13</td>\n",
       "      <td>Weedle</td>\n",
       "      <td>BugPoison</td>\n",
       "      <td>195</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>14</td>\n",
       "      <td>Kakuna</td>\n",
       "      <td>BugPoison</td>\n",
       "      <td>205</td>\n",
       "      <td>45</td>\n",
       "      <td>25</td>\n",
       "      <td>50</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>15</td>\n",
       "      <td>Beedrill</td>\n",
       "      <td>BugPoison</td>\n",
       "      <td>395</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>15</td>\n",
       "      <td>BeedrillMega Beedrill</td>\n",
       "      <td>BugPoison</td>\n",
       "      <td>495</td>\n",
       "      <td>65</td>\n",
       "      <td>150</td>\n",
       "      <td>40</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>16</td>\n",
       "      <td>Pidgey</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>251</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>17</td>\n",
       "      <td>Pidgeotto</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>349</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>55</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18</td>\n",
       "      <td>Pidgeot</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>479</td>\n",
       "      <td>83</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>18</td>\n",
       "      <td>PidgeotMega Pidgeot</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>579</td>\n",
       "      <td>83</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "      <td>80</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>19</td>\n",
       "      <td>Rattata</td>\n",
       "      <td>Normal</td>\n",
       "      <td>253</td>\n",
       "      <td>30</td>\n",
       "      <td>56</td>\n",
       "      <td>35</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>19</td>\n",
       "      <td>RattataAlolan Rattata</td>\n",
       "      <td>DarkNormal</td>\n",
       "      <td>253</td>\n",
       "      <td>30</td>\n",
       "      <td>56</td>\n",
       "      <td>35</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>20</td>\n",
       "      <td>Raticate</td>\n",
       "      <td>Normal</td>\n",
       "      <td>413</td>\n",
       "      <td>55</td>\n",
       "      <td>81</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>70</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>20</td>\n",
       "      <td>RaticateAlolan Raticate</td>\n",
       "      <td>DarkNormal</td>\n",
       "      <td>413</td>\n",
       "      <td>75</td>\n",
       "      <td>71</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>80</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>21</td>\n",
       "      <td>Spearow</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>262</td>\n",
       "      <td>40</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>22</td>\n",
       "      <td>Fearow</td>\n",
       "      <td>NormalFlying</td>\n",
       "      <td>442</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>781</td>\n",
       "      <td>Dhelmise</td>\n",
       "      <td>GhostGrass</td>\n",
       "      <td>517</td>\n",
       "      <td>70</td>\n",
       "      <td>131</td>\n",
       "      <td>100</td>\n",
       "      <td>86</td>\n",
       "      <td>90</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>782</td>\n",
       "      <td>Jangmo-o</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>300</td>\n",
       "      <td>45</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>783</td>\n",
       "      <td>Hakamo-o</td>\n",
       "      <td>DragonFighting</td>\n",
       "      <td>420</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>70</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>784</td>\n",
       "      <td>Kommo-o</td>\n",
       "      <td>DragonFighting</td>\n",
       "      <td>600</td>\n",
       "      <td>75</td>\n",
       "      <td>110</td>\n",
       "      <td>125</td>\n",
       "      <td>100</td>\n",
       "      <td>105</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>785</td>\n",
       "      <td>Tapu Koko</td>\n",
       "      <td>ElectricFairy</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>75</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>786</td>\n",
       "      <td>Tapu Lele</td>\n",
       "      <td>PsychicFairy</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>75</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>787</td>\n",
       "      <td>Tapu Bulu</td>\n",
       "      <td>GrassFairy</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>788</td>\n",
       "      <td>Tapu Fini</td>\n",
       "      <td>WaterFairy</td>\n",
       "      <td>570</td>\n",
       "      <td>70</td>\n",
       "      <td>75</td>\n",
       "      <td>115</td>\n",
       "      <td>95</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>789</td>\n",
       "      <td>Cosmog</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>200</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>790</td>\n",
       "      <td>Cosmoem</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>400</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>131</td>\n",
       "      <td>29</td>\n",
       "      <td>131</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>791</td>\n",
       "      <td>Solgaleo</td>\n",
       "      <td>PsychicSteel</td>\n",
       "      <td>680</td>\n",
       "      <td>137</td>\n",
       "      <td>137</td>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>792</td>\n",
       "      <td>Lunala</td>\n",
       "      <td>PsychicGhost</td>\n",
       "      <td>680</td>\n",
       "      <td>137</td>\n",
       "      <td>113</td>\n",
       "      <td>89</td>\n",
       "      <td>137</td>\n",
       "      <td>107</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>793</td>\n",
       "      <td>Nihilego</td>\n",
       "      <td>RockPoison</td>\n",
       "      <td>570</td>\n",
       "      <td>109</td>\n",
       "      <td>53</td>\n",
       "      <td>47</td>\n",
       "      <td>127</td>\n",
       "      <td>131</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>794</td>\n",
       "      <td>Buzzwole</td>\n",
       "      <td>BugFighting</td>\n",
       "      <td>570</td>\n",
       "      <td>107</td>\n",
       "      <td>139</td>\n",
       "      <td>139</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>795</td>\n",
       "      <td>Pheromosa</td>\n",
       "      <td>BugFighting</td>\n",
       "      <td>570</td>\n",
       "      <td>71</td>\n",
       "      <td>137</td>\n",
       "      <td>37</td>\n",
       "      <td>137</td>\n",
       "      <td>37</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>796</td>\n",
       "      <td>Xurkitree</td>\n",
       "      <td>Electric</td>\n",
       "      <td>570</td>\n",
       "      <td>83</td>\n",
       "      <td>89</td>\n",
       "      <td>71</td>\n",
       "      <td>173</td>\n",
       "      <td>71</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>797</td>\n",
       "      <td>Celesteela</td>\n",
       "      <td>SteelFlying</td>\n",
       "      <td>570</td>\n",
       "      <td>97</td>\n",
       "      <td>101</td>\n",
       "      <td>103</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>798</td>\n",
       "      <td>Kartana</td>\n",
       "      <td>GrassSteel</td>\n",
       "      <td>570</td>\n",
       "      <td>59</td>\n",
       "      <td>181</td>\n",
       "      <td>131</td>\n",
       "      <td>59</td>\n",
       "      <td>31</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>799</td>\n",
       "      <td>Guzzlord</td>\n",
       "      <td>DarkDragon</td>\n",
       "      <td>570</td>\n",
       "      <td>223</td>\n",
       "      <td>101</td>\n",
       "      <td>53</td>\n",
       "      <td>97</td>\n",
       "      <td>53</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>800</td>\n",
       "      <td>Necrozma</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>600</td>\n",
       "      <td>97</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>127</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>800</td>\n",
       "      <td>NecrozmaDusk Mane Necrozma</td>\n",
       "      <td>PsychicSteel</td>\n",
       "      <td>680</td>\n",
       "      <td>97</td>\n",
       "      <td>157</td>\n",
       "      <td>127</td>\n",
       "      <td>113</td>\n",
       "      <td>109</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>800</td>\n",
       "      <td>NecrozmaDawn Wings Necrozma</td>\n",
       "      <td>PsychicGhost</td>\n",
       "      <td>680</td>\n",
       "      <td>97</td>\n",
       "      <td>113</td>\n",
       "      <td>109</td>\n",
       "      <td>157</td>\n",
       "      <td>127</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>800</td>\n",
       "      <td>NecrozmaUltra Necrozma</td>\n",
       "      <td>PsychicDragon</td>\n",
       "      <td>754</td>\n",
       "      <td>97</td>\n",
       "      <td>167</td>\n",
       "      <td>97</td>\n",
       "      <td>167</td>\n",
       "      <td>97</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>801</td>\n",
       "      <td>Magearna</td>\n",
       "      <td>SteelFairy</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>115</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>802</td>\n",
       "      <td>Marshadow</td>\n",
       "      <td>FightingGhost</td>\n",
       "      <td>600</td>\n",
       "      <td>90</td>\n",
       "      <td>125</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>803</td>\n",
       "      <td>Poipole</td>\n",
       "      <td>Poison</td>\n",
       "      <td>420</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>804</td>\n",
       "      <td>Naganadel</td>\n",
       "      <td>PoisonDragon</td>\n",
       "      <td>540</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>127</td>\n",
       "      <td>73</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>805</td>\n",
       "      <td>Stakataka</td>\n",
       "      <td>RockSteel</td>\n",
       "      <td>570</td>\n",
       "      <td>61</td>\n",
       "      <td>131</td>\n",
       "      <td>211</td>\n",
       "      <td>53</td>\n",
       "      <td>101</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>806</td>\n",
       "      <td>Blacephalon</td>\n",
       "      <td>FireGhost</td>\n",
       "      <td>570</td>\n",
       "      <td>53</td>\n",
       "      <td>127</td>\n",
       "      <td>53</td>\n",
       "      <td>151</td>\n",
       "      <td>79</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>807</td>\n",
       "      <td>Zeraora</td>\n",
       "      <td>Electric</td>\n",
       "      <td>600</td>\n",
       "      <td>88</td>\n",
       "      <td>112</td>\n",
       "      <td>75</td>\n",
       "      <td>102</td>\n",
       "      <td>80</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>917 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                         Name            Type  Total   HP  Attack  \\\n",
       "0      1                    Bulbasaur     GrassPoison    318   45      49   \n",
       "1      2                      Ivysaur     GrassPoison    405   60      62   \n",
       "2      3                     Venusaur     GrassPoison    525   80      82   \n",
       "3      3        VenusaurMega Venusaur     GrassPoison    625   80     100   \n",
       "4      4                   Charmander            Fire    309   39      52   \n",
       "5      5                   Charmeleon            Fire    405   58      64   \n",
       "6      6                    Charizard      FireFlying    534   78      84   \n",
       "7      6    CharizardMega Charizard X      FireDragon    634   78     130   \n",
       "8      6    CharizardMega Charizard Y      FireFlying    634   78     104   \n",
       "9      7                     Squirtle           Water    314   44      48   \n",
       "10     8                    Wartortle           Water    405   59      63   \n",
       "11     9                    Blastoise           Water    530   79      83   \n",
       "12     9      BlastoiseMega Blastoise           Water    630   79     103   \n",
       "13    10                     Caterpie             Bug    195   45      30   \n",
       "14    11                      Metapod             Bug    205   50      20   \n",
       "15    12                   Butterfree       BugFlying    395   60      45   \n",
       "16    13                       Weedle       BugPoison    195   40      35   \n",
       "17    14                       Kakuna       BugPoison    205   45      25   \n",
       "18    15                     Beedrill       BugPoison    395   65      90   \n",
       "19    15        BeedrillMega Beedrill       BugPoison    495   65     150   \n",
       "20    16                       Pidgey    NormalFlying    251   40      45   \n",
       "21    17                    Pidgeotto    NormalFlying    349   63      60   \n",
       "22    18                      Pidgeot    NormalFlying    479   83      80   \n",
       "23    18          PidgeotMega Pidgeot    NormalFlying    579   83      80   \n",
       "24    19                      Rattata          Normal    253   30      56   \n",
       "25    19        RattataAlolan Rattata      DarkNormal    253   30      56   \n",
       "26    20                     Raticate          Normal    413   55      81   \n",
       "27    20      RaticateAlolan Raticate      DarkNormal    413   75      71   \n",
       "28    21                      Spearow    NormalFlying    262   40      60   \n",
       "29    22                       Fearow    NormalFlying    442   65      90   \n",
       "..   ...                          ...             ...    ...  ...     ...   \n",
       "887  781                     Dhelmise      GhostGrass    517   70     131   \n",
       "888  782                     Jangmo-o          Dragon    300   45      55   \n",
       "889  783                     Hakamo-o  DragonFighting    420   55      75   \n",
       "890  784                      Kommo-o  DragonFighting    600   75     110   \n",
       "891  785                    Tapu Koko   ElectricFairy    570   70     115   \n",
       "892  786                    Tapu Lele    PsychicFairy    570   70      85   \n",
       "893  787                    Tapu Bulu      GrassFairy    570   70     130   \n",
       "894  788                    Tapu Fini      WaterFairy    570   70      75   \n",
       "895  789                       Cosmog         Psychic    200   43      29   \n",
       "896  790                      Cosmoem         Psychic    400   43      29   \n",
       "897  791                     Solgaleo    PsychicSteel    680  137     137   \n",
       "898  792                       Lunala    PsychicGhost    680  137     113   \n",
       "899  793                     Nihilego      RockPoison    570  109      53   \n",
       "900  794                     Buzzwole     BugFighting    570  107     139   \n",
       "901  795                    Pheromosa     BugFighting    570   71     137   \n",
       "902  796                    Xurkitree        Electric    570   83      89   \n",
       "903  797                   Celesteela     SteelFlying    570   97     101   \n",
       "904  798                      Kartana      GrassSteel    570   59     181   \n",
       "905  799                     Guzzlord      DarkDragon    570  223     101   \n",
       "906  800                     Necrozma         Psychic    600   97     107   \n",
       "907  800   NecrozmaDusk Mane Necrozma    PsychicSteel    680   97     157   \n",
       "908  800  NecrozmaDawn Wings Necrozma    PsychicGhost    680   97     113   \n",
       "909  800       NecrozmaUltra Necrozma   PsychicDragon    754   97     167   \n",
       "910  801                     Magearna      SteelFairy    600   80      95   \n",
       "911  802                    Marshadow   FightingGhost    600   90     125   \n",
       "912  803                      Poipole          Poison    420   67      73   \n",
       "913  804                    Naganadel    PoisonDragon    540   73      73   \n",
       "914  805                    Stakataka       RockSteel    570   61     131   \n",
       "915  806                  Blacephalon       FireGhost    570   53     127   \n",
       "916  807                      Zeraora        Electric    600   88     112   \n",
       "\n",
       "     Defense  Sp. Atk  Sp. Def  Speed  \n",
       "0         49       65       65     45  \n",
       "1         63       80       80     60  \n",
       "2         83      100      100     80  \n",
       "3        123      122      120     80  \n",
       "4         43       60       50     65  \n",
       "5         58       80       65     80  \n",
       "6         78      109       85    100  \n",
       "7        111      130       85    100  \n",
       "8         78      159      115    100  \n",
       "9         65       50       64     43  \n",
       "10        80       65       80     58  \n",
       "11       100       85      105     78  \n",
       "12       120      135      115     78  \n",
       "13        35       20       20     45  \n",
       "14        55       25       25     30  \n",
       "15        50       90       80     70  \n",
       "16        30       20       20     50  \n",
       "17        50       25       25     35  \n",
       "18        40       45       80     75  \n",
       "19        40       15       80    145  \n",
       "20        40       35       35     56  \n",
       "21        55       50       50     71  \n",
       "22        75       70       70    101  \n",
       "23        80      135       80    121  \n",
       "24        35       25       35     72  \n",
       "25        35       25       35     72  \n",
       "26        60       50       70     97  \n",
       "27        70       40       80     77  \n",
       "28        30       31       31     70  \n",
       "29        65       61       61    100  \n",
       "..       ...      ...      ...    ...  \n",
       "887      100       86       90     40  \n",
       "888       65       45       45     45  \n",
       "889       90       65       70     65  \n",
       "890      125      100      105     85  \n",
       "891       85       95       75    130  \n",
       "892       75      130      115     95  \n",
       "893      115       85       95     75  \n",
       "894      115       95      130     85  \n",
       "895       31       29       31     37  \n",
       "896      131       29      131     37  \n",
       "897      107      113       89     97  \n",
       "898       89      137      107     97  \n",
       "899       47      127      131    103  \n",
       "900      139       53       53     79  \n",
       "901       37      137       37    151  \n",
       "902       71      173       71     83  \n",
       "903      103      107      101     61  \n",
       "904      131       59       31    109  \n",
       "905       53       97       53     43  \n",
       "906      101      127       89     79  \n",
       "907      127      113      109     77  \n",
       "908      109      157      127     77  \n",
       "909       97      167       97    129  \n",
       "910      115      130      115     65  \n",
       "911       80       90       90    125  \n",
       "912       67       73       67     73  \n",
       "913       73      127       73    121  \n",
       "914      211       53      101     13  \n",
       "915       53      151       79    107  \n",
       "916       75      102       80    143  \n",
       "\n",
       "[917 rows x 10 columns]"
      ]
     },
     "execution_count": 53,
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