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TrabalhandoComPandas2
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"toc_visible": true,
"authorship_tag": "ABX9TyMqeRFTAVqWTNDT8esxBs9s",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/DarleyLeal/Pandas/blob/main/TrabalhandoPandasMatplotlib.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"Acessando dados com Pandas"
],
"metadata": {
"id": "ImkCntHqrCUC"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
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},
"id": "pQBK26ZbqrrW",
"outputId": "75a1aec4-b39b-4318-ad54-56baba709307"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Index(['#', 'Nome', 'Tipo 1', 'Tipo 2', 'Vida', 'Ataque', 'Defensa', 'Atq Esp',\n",
" 'Def Esp', 'Velocidade', 'Geracao', 'Lendario'],\n",
" dtype='object')\n",
" # Nome Tipo 1 Tipo 2 Vida Ataque Defensa Atq Esp Def Esp \\\n",
"0 1 Bulbasaur Planta Venenoso 45 49 49 65 65 \n",
"1 2 Ivysaur Planta Venenoso 60 62 63 80 80 \n",
"2 3 Venusaur Planta Venenoso 80 82 83 100 100 \n",
"\n",
" Velocidade Geracao Lendario \n",
"0 45 1 False \n",
"1 60 1 False \n",
"2 80 1 False \n",
" # Nome Tipo 1 Tipo 2 Vida Ataque Defensa \\\n",
"798 720 HoopaHoopa Unbound Psiquico Noturno 80 160 60 \n",
"799 721 Volcanion Fogo Agua 80 110 120 \n",
"\n",
" Atq Esp Def Esp Velocidade Geracao Lendario \n",
"798 170 130 80 6 True \n",
"799 130 90 70 6 True \n"
]
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv('https://raw.githubusercontent.com/leonhgomes/Pandas/main/pokemon_data.csv')\n",
"\n",
"print(df.columns)\n",
"print(df.head(3))\n",
"print(df.tail(2))"
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "LPxrnM_dts2I"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Acessando colunas individuais\n"
],
"metadata": {
"id": "IfktlwD4tud9"
}
},
{
"cell_type": "code",
"source": [
"df[['Nome', 'Tipo 1']][5:10]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 215
},
"id": "JWT0ctydt_85",
"outputId": "cc92681f-2293-4de4-c0a4-38aa0729880a"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Nome Tipo 1\n",
"5 Charmeleon Fogo\n",
"6 Charizard Fogo\n",
"7 CharizardMega Charizard X Fogo\n",
"8 CharizardMega Charizard Y Fogo\n",
"9 Squirtle Agua"
],
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"<table border=\"1\" class=\"dataframe\">\n",
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" <th>Nome</th>\n",
" <th>Tipo 1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Charmeleon</td>\n",
" <td>Fogo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Charizard</td>\n",
" <td>Fogo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>CharizardMega Charizard X</td>\n",
" <td>Fogo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>CharizardMega Charizard Y</td>\n",
" <td>Fogo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Squirtle</td>\n",
" <td>Agua</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d2f698d3-a88d-4b97-a3ca-6d19394c1ff4')\"\n",
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" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-d2f698d3-a88d-4b97-a3ca-6d19394c1ff4');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
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]
},
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}
]
},
{
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"df.iloc[:4]"
],
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"outputs": [
{
"output_type": "execute_result",
"data": {
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" # Nome Tipo 1 Tipo 2 Vida Ataque Defensa Atq Esp \\\n",
"0 1 Bulbasaur Planta Venenoso 45 49 49 65 \n",
"1 2 Ivysaur Planta Venenoso 60 62 63 80 \n",
"2 3 Venusaur Planta Venenoso 80 82 83 100 \n",
"3 3 VenusaurMega Venusaur Planta Venenoso 80 100 123 122 \n",
"\n",
" Def Esp Velocidade Geracao Lendario \n",
"0 65 45 1 False \n",
"1 80 60 1 False \n",
"2 100 80 1 False \n",
"3 120 80 1 False "
],
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" <td>123</td>\n",
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" <td>80</td>\n",
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},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "markdown",
"source": [
"Acessando linhas e colunas individuais\n"
],
"metadata": {
"id": "YF7dP5tFvmRM"
}
},
{
"cell_type": "code",
"source": [
"df.iloc[2,4] #retorna valores individuais como uma matriz"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_vGMZ_HDvrVZ",
"outputId": "bb1f2d49-a20e-47e5-bc5c-fef3b397673b"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"80"
]
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"source": [
"df.loc[df['Tipo 1'] == 'Fogo']"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 655
},
"id": "3jBojdg0v7N_",
"outputId": "78fb4ce1-6049-48ab-96d2-26538933d4dc"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" # Nome Tipo 1 Tipo 2 Vida Ataque Defensa \\\n",
"4 4 Charmander Fogo NaN 39 52 43 \n",
"5 5 Charmeleon Fogo NaN 58 64 58 \n",
"6 6 Charizard Fogo Voador 78 84 78 \n",
"7 6 CharizardMega Charizard X Fogo Dragao 78 130 111 \n",
"8 6 CharizardMega Charizard Y Fogo Voador 78 104 78 \n",
"42 37 Vulpix Fogo NaN 38 41 40 \n",
"43 38 Ninetales Fogo NaN 73 76 75 \n",
"63 58 Growlithe Fogo NaN 55 70 45 \n",
"64 59 Arcanine Fogo NaN 90 110 80 \n",
"83 77 Ponyta Fogo NaN 50 85 55 \n",
"84 78 Rapidash Fogo NaN 65 100 70 \n",
"135 126 Magmar Fogo NaN 65 95 57 \n",
"147 136 Flareon Fogo NaN 65 130 60 \n",
"158 146 Moltres Fogo Voador 90 100 90 \n",
"169 155 Cyndaquil Fogo NaN 39 52 43 \n",
"170 156 Quilava Fogo NaN 58 64 58 \n",
"171 157 Typhlosion Fogo NaN 78 84 78 \n",
"236 218 Slugma Fogo NaN 40 40 40 \n",
"237 219 Magcargo Fogo Pedra 50 50 120 \n",
"259 240 Magby Fogo NaN 45 75 37 \n",
"263 244 Entei Fogo NaN 115 115 85 \n",
"270 250 Ho-oh Fogo Voador 106 130 90 \n",
"276 255 Torchic Fogo NaN 45 60 40 \n",
"277 256 Combusken Fogo Lutador 60 85 60 \n",
"278 257 Blaziken Fogo Lutador 80 120 70 \n",
"279 257 BlazikenMega Blaziken Fogo Lutador 80 160 80 \n",
"352 322 Numel Fogo Terra 60 60 40 \n",
"353 323 Camerupt Fogo Terra 70 100 70 \n",
"354 323 CameruptMega Camerupt Fogo Terra 70 120 100 \n",
"355 324 Torkoal Fogo NaN 70 85 140 \n",
"435 390 Chimchar Fogo NaN 44 58 44 \n",
"436 391 Monferno Fogo Lutador 64 78 52 \n",
"437 392 Infernape Fogo Lutador 76 104 71 \n",
"518 467 Magmortar Fogo NaN 75 95 67 \n",
"542 485 Heatran Fogo Metalico 91 90 106 \n",
"557 498 Tepig Fogo NaN 65 63 45 \n",
"558 499 Pignite Fogo Lutador 90 93 55 \n",
"559 500 Emboar Fogo Lutador 110 123 65 \n",
"572 513 Pansear Fogo NaN 50 53 48 \n",
"573 514 Simisear Fogo NaN 75 98 63 \n",
"614 554 Darumaka Fogo NaN 70 90 45 \n",
"615 555 DarmanitanStandard Mode Fogo NaN 105 140 55 \n",
"616 555 DarmanitanZen Mode Fogo Psiquico 105 30 105 \n",
"692 631 Heatmor Fogo NaN 85 97 66 \n",
"721 653 Fennekin Fogo NaN 40 45 40 \n",
"722 654 Braixen Fogo NaN 59 59 58 \n",
"723 655 Delphox Fogo Psiquico 75 69 72 \n",
"730 662 Fletchinder Fogo Voador 62 73 55 \n",
"731 663 Talonflame Fogo Voador 78 81 71 \n",
"735 667 Litleo Fogo Normal 62 50 58 \n",
"736 668 Pyroar Fogo Normal 86 68 72 \n",
"799 721 Volcanion Fogo Agua 80 110 120 \n",
"\n",
" Atq Esp Def Esp Velocidade Geracao Lendario \n",
"4 60 50 65 1 False \n",
"5 80 65 80 1 False \n",
"6 109 85 100 1 False \n",
"7 130 85 100 1 False \n",
"8 159 115 100 1 False \n",
"42 50 65 65 1 False \n",
"43 81 100 100 1 False \n",
"63 70 50 60 1 False \n",
"64 100 80 95 1 False \n",
"83 65 65 90 1 False \n",
"84 80 80 105 1 False \n",
"135 100 85 93 1 False \n",
"147 95 110 65 1 False \n",
"158 125 85 90 1 True \n",
"169 60 50 65 2 False \n",
"170 80 65 80 2 False \n",
"171 109 85 100 2 False \n",
"236 70 40 20 2 False \n",
"237 80 80 30 2 False \n",
"259 70 55 83 2 False \n",
"263 90 75 100 2 True \n",
"270 110 154 90 2 True \n",
"276 70 50 45 3 False \n",
"277 85 60 55 3 False \n",
"278 110 70 80 3 False \n",
"279 130 80 100 3 False \n",
"352 65 45 35 3 False \n",
"353 105 75 40 3 False \n",
"354 145 105 20 3 False \n",
"355 85 70 20 3 False \n",
"435 58 44 61 4 False \n",
"436 78 52 81 4 False \n",
"437 104 71 108 4 False \n",
"518 125 95 83 4 False \n",
"542 130 106 77 4 True \n",
"557 45 45 45 5 False \n",
"558 70 55 55 5 False \n",
"559 100 65 65 5 False \n",
"572 53 48 64 5 False \n",
"573 98 63 101 5 False \n",
"614 15 45 50 5 False \n",
"615 30 55 95 5 False \n",
"616 140 105 55 5 False \n",
"692 105 66 65 5 False \n",
"721 62 60 60 6 False \n",
"722 90 70 73 6 False \n",
"723 114 100 104 6 False \n",
"730 56 52 84 6 False \n",
"731 74 69 126 6 False \n",
"735 73 54 72 6 False \n",
"736 109 66 106 6 False \n",
"799 130 90 70 6 True "
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" <th>Nome</th>\n",
" <th>Tipo 1</th>\n",
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" <th>Vida</th>\n",
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" <th>Lendario</th>\n",
" </tr>\n",
" </thead>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>Charmander</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>39</td>\n",
" <td>52</td>\n",
" <td>43</td>\n",
" <td>60</td>\n",
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" <td>65</td>\n",
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" <th>5</th>\n",
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" <td>Charmeleon</td>\n",
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" <td>NaN</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",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>Charizard</td>\n",
" <td>Fogo</td>\n",
" <td>Voador</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",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>6</td>\n",
" <td>CharizardMega Charizard X</td>\n",
" <td>Fogo</td>\n",
" <td>Dragao</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",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>6</td>\n",
" <td>CharizardMega Charizard Y</td>\n",
" <td>Fogo</td>\n",
" <td>Voador</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",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>37</td>\n",
" <td>Vulpix</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>38</td>\n",
" <td>41</td>\n",
" <td>40</td>\n",
" <td>50</td>\n",
" <td>65</td>\n",
" <td>65</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>38</td>\n",
" <td>Ninetales</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>73</td>\n",
" <td>76</td>\n",
" <td>75</td>\n",
" <td>81</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>58</td>\n",
" <td>Growlithe</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>55</td>\n",
" <td>70</td>\n",
" <td>45</td>\n",
" <td>70</td>\n",
" <td>50</td>\n",
" <td>60</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>59</td>\n",
" <td>Arcanine</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>90</td>\n",
" <td>110</td>\n",
" <td>80</td>\n",
" <td>100</td>\n",
" <td>80</td>\n",
" <td>95</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>77</td>\n",
" <td>Ponyta</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>50</td>\n",
" <td>85</td>\n",
" <td>55</td>\n",
" <td>65</td>\n",
" <td>65</td>\n",
" <td>90</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>78</td>\n",
" <td>Rapidash</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>65</td>\n",
" <td>100</td>\n",
" <td>70</td>\n",
" <td>80</td>\n",
" <td>80</td>\n",
" <td>105</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>135</th>\n",
" <td>126</td>\n",
" <td>Magmar</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>65</td>\n",
" <td>95</td>\n",
" <td>57</td>\n",
" <td>100</td>\n",
" <td>85</td>\n",
" <td>93</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>147</th>\n",
" <td>136</td>\n",
" <td>Flareon</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>65</td>\n",
" <td>130</td>\n",
" <td>60</td>\n",
" <td>95</td>\n",
" <td>110</td>\n",
" <td>65</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>158</th>\n",
" <td>146</td>\n",
" <td>Moltres</td>\n",
" <td>Fogo</td>\n",
" <td>Voador</td>\n",
" <td>90</td>\n",
" <td>100</td>\n",
" <td>90</td>\n",
" <td>125</td>\n",
" <td>85</td>\n",
" <td>90</td>\n",
" <td>1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>169</th>\n",
" <td>155</td>\n",
" <td>Cyndaquil</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</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",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>170</th>\n",
" <td>156</td>\n",
" <td>Quilava</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</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",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>171</th>\n",
" <td>157</td>\n",
" <td>Typhlosion</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</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",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>236</th>\n",
" <td>218</td>\n",
" <td>Slugma</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>70</td>\n",
" <td>40</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>237</th>\n",
" <td>219</td>\n",
" <td>Magcargo</td>\n",
" <td>Fogo</td>\n",
" <td>Pedra</td>\n",
" <td>50</td>\n",
" <td>50</td>\n",
" <td>120</td>\n",
" <td>80</td>\n",
" <td>80</td>\n",
" <td>30</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>259</th>\n",
" <td>240</td>\n",
" <td>Magby</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>45</td>\n",
" <td>75</td>\n",
" <td>37</td>\n",
" <td>70</td>\n",
" <td>55</td>\n",
" <td>83</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>263</th>\n",
" <td>244</td>\n",
" <td>Entei</td>\n",
" <td>Fogo</td>\n",
" <td>NaN</td>\n",
" <td>115</td>\n",
" <td>115</td>\n",
" <td>85</td>\n",
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" <td>75</td>\n",
" <td>100</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>270</th>\n",
" <td>250</td>\n",
" <td>Ho-oh</td>\n",
" <td>Fogo</td>\n",