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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import bs4 as BeautifulSoup\n",
"import pandas as pd\n",
"import requests"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"list_of_urls = [\n",
" \"https://en.wikipedia.org/wiki/List_of_generation_I_Pok%C3%A9mon\",\n",
" \"https://en.wikipedia.org/wiki/List_of_generation_II_Pok%C3%A9mon\",\n",
" \"https://en.wikipedia.org/wiki/List_of_generation_III_Pok%C3%A9mon\",\n",
" \"https://en.wikipedia.org/wiki/List_of_generation_IV_Pok%C3%A9mon\",\n",
" \"https://en.wikipedia.org/wiki/List_of_generation_V_Pok%C3%A9mon\",\n",
" \"https://en.wikipedia.org/wiki/List_of_generation_VI_Pok%C3%A9mon\",\n",
" \"https://en.wikipedia.org/wiki/List_of_generation_VII_Pok%C3%A9mon\",\n",
" \"https://en.wikipedia.org/wiki/List_of_generation_VIII_Pok%C3%A9mon\",\n",
" \"https://en.wikipedia.org/wiki/List_of_generation_IX_Pok%C3%A9mon\",\n",
"]\n",
"\n",
"generations = [\"I\", \"II\", \"III\", \"IV\", \"V\", \"VI\", \"VII\", \"VIII\", \"IX\"]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"I\n",
"II\n",
"III\n",
"IV\n",
"V\n",
"VI\n",
"VII\n",
"VIII\n",
"IX\n"
]
}
],
"source": [
"import time\n",
"\n",
"generation_list = []\n",
"for generation, url in zip(generations, list_of_urls):\n",
" print(generation)\n",
" generation_list.append(pd.read_html(url))\n",
" time.sleep(2)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"biggest_table_from_each_url = []\n",
"\n",
"for tables in generation_list[:-1]:\n",
" largest_in_generation = tables[0]\n",
" for table in tables:\n",
" if table.size > largest_in_generation.size:\n",
" largest_in_generation = table\n",
"\n",
" biggest_table_from_each_url.append(largest_in_generation)\n",
"\n",
"biggest_table_from_each_url.append(\n",
" generation_list[-1][1]\n",
") # hacky, gen IX has fewer new pokemon than the table at the bottom of the wikipedia page."
]
},
{
"cell_type": "code",
"execution_count": 5,
"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 tr th {\n",
" text-align: left;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th colspan=\"2\" halign=\"left\">Name</th>\n",
" <th>National Pokédexnumber</th>\n",
" <th colspan=\"2\" halign=\"left\">Type(s)</th>\n",
" <th>Evolves from</th>\n",
" <th>Evolves into</th>\n",
" <th>Notes</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>English</th>\n",
" <th>Japanese</th>\n",
" <th>National Pokédexnumber</th>\n",
" <th>Primary</th>\n",
" <th>Secondary</th>\n",
" <th>Evolves from</th>\n",
" <th>Evolves into</th>\n",
" <th>Notes</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Sprigatito</td>\n",
" <td>Nyaoha (ニャオハ)</td>\n",
" <td>TBA</td>\n",
" <td>Grass</td>\n",
" <td>Grass</td>\n",
" <td>Beginning of evolution</td>\n",
" <td>Unknown</td>\n",
" <td>Sprigatito is a cat-like Pokémon and the Grass...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Fuecoco</td>\n",
" <td>Hogēta (ホゲータ)</td>\n",
" <td>TBA</td>\n",
" <td>Fire</td>\n",
" <td>Fire</td>\n",
" <td>Beginning of evolution</td>\n",
" <td>Unknown</td>\n",
" <td>Fuecoco is a crocodile-like Pokémon and the Fi...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Quaxly</td>\n",
" <td>Kuwassu (クワッス)</td>\n",
" <td>TBA</td>\n",
" <td>Water</td>\n",
" <td>Water</td>\n",
" <td>Beginning of evolution</td>\n",
" <td>Unknown</td>\n",
" <td>Quaxly is a duck-like Pokémon and the Water-ty...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name National Pokédexnumber Type(s) \\\n",
" English Japanese National Pokédexnumber Primary Secondary \n",
"0 Sprigatito Nyaoha (ニャオハ) TBA Grass Grass \n",
"1 Fuecoco Hogēta (ホゲータ) TBA Fire Fire \n",
"2 Quaxly Kuwassu (クワッス) TBA Water Water \n",
"\n",
" Evolves from Evolves into \\\n",
" Evolves from Evolves into \n",
"0 Beginning of evolution Unknown \n",
"1 Beginning of evolution Unknown \n",
"2 Beginning of evolution Unknown \n",
"\n",
" Notes \n",
" Notes \n",
"0 Sprigatito is a cat-like Pokémon and the Grass... \n",
"1 Fuecoco is a crocodile-like Pokémon and the Fi... \n",
"2 Quaxly is a duck-like Pokémon and the Water-ty... "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"biggest_table_from_each_url[-1]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(biggest_table_from_each_url)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(152, 8),\n",
" (100, 8),\n",
" (138, 8),\n",
" (117, 8),\n",
" (158, 8),\n",
" (73, 8),\n",
" (94, 8),\n",
" (101, 8),\n",
" (3, 8)]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[i.shape for i in biggest_table_from_each_url]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"all_pkmn = pd.concat(biggest_table_from_each_url)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MultiIndex([( 'Name', 'English'),\n",
" ( 'Name', 'Japanese'),\n",
" ('National Pokédexnumber', 'National Pokédexnumber'),\n",
" ( 'Type(s)', 'Primary'),\n",
" ( 'Type(s)', 'Secondary'),\n",
" ( 'Evolves from', 'Evolves from'),\n",
" ( 'Evolves into', 'Evolves into'),\n",
" ( 'Notes', 'Notes')],\n",
" )"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_pkmn.columns"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"all_pkmn = (\n",
" all_pkmn.T.reset_index()\n",
" .drop(columns=[\"level_0\"])\n",
" .set_index(\"level_1\")\n",
" .T.rename(\n",
" columns={\n",
" \"English\": \"english_name\",\n",
" \"Japanese\": \"japanese_name\",\n",
" \"Primary\": \"primary_type\",\n",
" \"Secondary\": \"secondary_type\",\n",
" }\n",
" )\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"df = all_pkmn[[\"english_name\", \"primary_type\", \"secondary_type\", \"Notes\"]]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def select_text_before_first_bracket(string):\n",
" return string.split(\"[\")[0]\n",
"\n",
"\n",
"all_pkmn[\"primary_type\"] = all_pkmn[\"primary_type\"].apply(select_text_before_first_bracket)\n",
"all_pkmn[\"secondary_type\"] = all_pkmn[\"secondary_type\"].apply(select_text_before_first_bracket)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Water 126\n",
"Normal 111\n",
"Grass 89\n",
"Bug 80\n",
"Psychic 64\n",
"Fire 61\n",
"Electric 55\n",
"Rock 50\n",
"Fighting 38\n",
"Dark 37\n",
"Ground 36\n",
"Poison 36\n",
"Ghost 32\n",
"Dragon 31\n",
"Steel 30\n",
"Ice 29\n",
"Fairy 23\n",
"Flying 7\n",
"Bird 1\n",
"Name: primary_type, dtype: int64"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Wikipedia adds a number of footnotes to the types, this output is much cleaner.\n",
"all_pkmn[\"primary_type\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"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>level_1</th>\n",
" <th>english_name</th>\n",
" <th>japanese_name</th>\n",
" <th>National Pokédexnumber</th>\n",
" <th>primary_type</th>\n",
" <th>secondary_type</th>\n",
" <th>Evolves from</th>\n",
" <th>Evolves into</th>\n",
" <th>Notes</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>151</th>\n",
" <td>MissingNo.</td>\n",
" <td>Ketsuban (けつばん)</td>\n",
" <td>None[nb 8]</td>\n",
" <td>Bird</td>\n",
" <td>Normal</td>\n",
" <td>No evolution</td>\n",
" <td>No evolution</td>\n",
" <td>An error handler species, \"Missing Number\" was...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"level_1 english_name japanese_name National Pokédexnumber primary_type \\\n",
"151 MissingNo. Ketsuban (けつばん) None[nb 8] Bird \n",
"\n",
"level_1 secondary_type Evolves from Evolves into \\\n",
"151 Normal No evolution No evolution \n",
"\n",
"level_1 Notes \n",
"151 An error handler species, \"Missing Number\" was... "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Bird Type? Is that like flying or something?\n",
"all_pkmn[all_pkmn.primary_type == \"Bird\"]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"all_pkmn.to_csv(\"pokemon.csv\")"
]
}
],
"metadata": {
"interpreter": {
"hash": "45e1260056979d5382785f386f12ee00f44622d9a136ee7663e9a61a67ca2a68"
},
"kernelspec": {
"display_name": "Python 3.10.0 ('projects-vBrzsZbN-py3.10')",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.0"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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