diff --git a/your-code/Proyecto_WebScrapping_APIs.ipynb b/your-code/Proyecto_WebScrapping_APIs.ipynb
new file mode 100644
index 0000000..df583be
--- /dev/null
+++ b/your-code/Proyecto_WebScrapping_APIs.ipynb
@@ -0,0 +1,3419 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "20d32fff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import requests\n",
+    "from bs4 import BeautifulSoup\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from lxml import html\n",
+    "from lxml.html import fromstring\n",
+    "import random\n",
+    "import re\n",
+    "import csv"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "681843a0",
+   "metadata": {},
+   "source": [
+    "# Proyecto Web Scrapping & API´s"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "94fc04f5",
+   "metadata": {},
+   "source": [
+    "## Rankig ATP"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f9eb366c",
+   "metadata": {},
+   "source": [
+    "### Lo que haremos será obtener el ranking de los 50 mejores tenistas masculinos.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "767663fa",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "d82786be",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url = 'https://www.marca.com/tenis/clasificacion-atp.html'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "7a089c92",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "html = requests.get(url).content\n",
+    "soup = BeautifulSoup(html, 'lxml')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "ce3def68",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "sopa = soup.select('span.ue-table-ranking__name')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "da1bc580",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Novak Djokovic',\n",
+       " 'Daniil Medvedev',\n",
+       " 'Alexander Zverev',\n",
+       " 'Stefanos Tsitsipas',\n",
+       " 'Rafael Nadal',\n",
+       " 'Andrey Rublev',\n",
+       " 'Matteo Berrettini',\n",
+       " 'Casper Ruud',\n",
+       " 'Felix Auger Aliassime',\n",
+       " 'Jannik Sinner',\n",
+       " 'Hubert Hurkacz',\n",
+       " 'Cameron Norrie',\n",
+       " 'Diego Sebastian Schwartzman',\n",
+       " 'Denis Shapovalov',\n",
+       " 'Aslan Karatsev',\n",
+       " 'Dominic Thiem',\n",
+       " 'Roger Federer',\n",
+       " 'Roberto Bautista Agut',\n",
+       " 'Cristian Garin',\n",
+       " 'Gael Monfils',\n",
+       " 'Pablo Carreño-Busta',\n",
+       " 'Taylor Harry Fritz',\n",
+       " 'Nikoloz Basilashvili',\n",
+       " 'Daniel Evans',\n",
+       " 'John Isner',\n",
+       " 'Lorenzo Sonego',\n",
+       " 'Marin Cilic',\n",
+       " 'Grigor Dimitrov',\n",
+       " 'Reilly Opelka',\n",
+       " 'Karen Khachanov',\n",
+       " 'Carlos Alcaraz',\n",
+       " 'Fabio Fognini',\n",
+       " 'Lloyd George Muirhead Harris',\n",
+       " 'Frances Tiafoe',\n",
+       " 'Marton Fucsovics',\n",
+       " 'Filip Krajinovic',\n",
+       " 'Alexander Bublik',\n",
+       " 'Federico Delbonis',\n",
+       " 'Dusan Lajovic',\n",
+       " 'Ugo Humbert',\n",
+       " 'Tommy Paul',\n",
+       " 'Álex de Miñaur',\n",
+       " 'Sebastian Korda',\n",
+       " 'Albert Ramos Viñolas',\n",
+       " 'David Goffin',\n",
+       " 'Kei Nishikori',\n",
+       " 'Ilya Ivashka',\n",
+       " 'Arthur Rinderknech',\n",
+       " 'James Duckworth',\n",
+       " 'Alejandro Davidovich Fokina',\n",
+       " 'Laslo Djere',\n",
+       " 'Jan-Lennard Struff',\n",
+       " 'Dominik Koepfer',\n",
+       " 'Soon Woo Kwon',\n",
+       " 'Mackenzie McDonald',\n",
+       " 'Benoit Paire',\n",
+       " 'Botic Van de Zandschulp',\n",
+       " 'Jenson Brooksby',\n",
+       " 'Alexei Popyrin',\n",
+       " 'Lorenzo Musetti',\n",
+       " 'Pedro Martínez Portero',\n",
+       " 'Tallon Griekspoor',\n",
+       " 'Benjamin Bonzi',\n",
+       " 'Federico Coria',\n",
+       " 'Gianluca Mager',\n",
+       " 'Marcos Giron',\n",
+       " 'Hugo Gaston',\n",
+       " 'Brandon Nakashima',\n",
+       " 'Adrian Mannarino',\n",
+       " 'Maxime Cressy',\n",
+       " 'Jaume Munar',\n",
+       " 'Facundo Bagnis',\n",
+       " 'Jordan Thompson',\n",
+       " 'Alex Molcan',\n",
+       " 'Roberto Carballes Baena',\n",
+       " 'Guido Pella',\n",
+       " 'Miomir Kecmanovic',\n",
+       " 'Jiri Vesely',\n",
+       " 'Thiago Monteiro',\n",
+       " 'Juan Manuel Cerundolo',\n",
+       " 'Richard Gasquet',\n",
+       " 'Peter Gojowczyk',\n",
+       " 'Pablo Andújar',\n",
+       " 'Borna Coric',\n",
+       " 'Milos Raonic',\n",
+       " 'Mikael Ymer',\n",
+       " 'Daniel Altmaier',\n",
+       " 'Sebastian Baez',\n",
+       " 'John Millman',\n",
+       " 'Emil Ruusuvuori',\n",
+       " 'Henri Laaksonen',\n",
+       " 'Pablo Cuevas',\n",
+       " 'Ricardas Berankis',\n",
+       " 'Tennys Sandgren',\n",
+       " 'Marco Cecchinato',\n",
+       " 'Oscar Otte',\n",
+       " 'Kevin Anderson',\n",
+       " 'Stefano Travaglia',\n",
+       " 'Holger Rune',\n",
+       " 'Corentin Moutet']"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Nombres = [element.text for element in sopa]\n",
+    "Nombres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "19cd7f65",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<td class=\"ue-table-ranking__td is-marked\">11015</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">8935</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">7970</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">6540</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">4875</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">4785</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">4568</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">4155</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">3608</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">3390</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">3336</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2900</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2730</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2593</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2553</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2410</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2385</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2385</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2375</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2373</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2305</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2175</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2051</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1957</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1881</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1860</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1840</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1821</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1776</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1748</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1609</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1494</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1473</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1467</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1457</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1427</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1411</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1347</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1346</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1318</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1317</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1316</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1286</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1259</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1216</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1210</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1194</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1178</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1166</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1160</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1156</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1149</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1096</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1085</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1084</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1075</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1069</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1063</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1010</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1004</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1001</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1001</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">979</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">976</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">957</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">920</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">919</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">917</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">879</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">875</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">875</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">868</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">860</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">839</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">837</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">836</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">836</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">824</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">824</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">818</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">807</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">802</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">800</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">799</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">794</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">793</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">792</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">791</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">788</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">783</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">781</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">770</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">761</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">759</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">759</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">748</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">744</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">744</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">742</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">737</td>]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sopa_puntos = soup.select('td.ue-table-ranking__td.is-marked')\n",
+    "sopa_puntos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a88c71b1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['11015',\n",
+       " '8935',\n",
+       " '7970',\n",
+       " '6540',\n",
+       " '4875',\n",
+       " '4785',\n",
+       " '4568',\n",
+       " '4155',\n",
+       " '3608',\n",
+       " '3390',\n",
+       " '3336',\n",
+       " '2900',\n",
+       " '2730',\n",
+       " '2593',\n",
+       " '2553',\n",
+       " '2410',\n",
+       " '2385',\n",
+       " '2385',\n",
+       " '2375',\n",
+       " '2373',\n",
+       " '2305',\n",
+       " '2175',\n",
+       " '2051',\n",
+       " '1957',\n",
+       " '1881',\n",
+       " '1860',\n",
+       " '1840',\n",
+       " '1821',\n",
+       " '1776',\n",
+       " '1748',\n",
+       " '1609',\n",
+       " '1494',\n",
+       " '1473',\n",
+       " '1467',\n",
+       " '1457',\n",
+       " '1427',\n",
+       " '1411',\n",
+       " '1347',\n",
+       " '1346',\n",
+       " '1318',\n",
+       " '1317',\n",
+       " '1316',\n",
+       " '1286',\n",
+       " '1259',\n",
+       " '1216',\n",
+       " '1210',\n",
+       " '1194',\n",
+       " '1178',\n",
+       " '1166',\n",
+       " '1160',\n",
+       " '1156',\n",
+       " '1149',\n",
+       " '1096',\n",
+       " '1085',\n",
+       " '1084',\n",
+       " '1075',\n",
+       " '1069',\n",
+       " '1063',\n",
+       " '1010',\n",
+       " '1004',\n",
+       " '1001',\n",
+       " '1001',\n",
+       " '979',\n",
+       " '976',\n",
+       " '957',\n",
+       " '920',\n",
+       " '919',\n",
+       " '917',\n",
+       " '879',\n",
+       " '875',\n",
+       " '875',\n",
+       " '868',\n",
+       " '860',\n",
+       " '839',\n",
+       " '837',\n",
+       " '836',\n",
+       " '836',\n",
+       " '824',\n",
+       " '824',\n",
+       " '818',\n",
+       " '807',\n",
+       " '802',\n",
+       " '800',\n",
+       " '799',\n",
+       " '794',\n",
+       " '793',\n",
+       " '792',\n",
+       " '791',\n",
+       " '788',\n",
+       " '783',\n",
+       " '781',\n",
+       " '770',\n",
+       " '761',\n",
+       " '759',\n",
+       " '759',\n",
+       " '748',\n",
+       " '744',\n",
+       " '744',\n",
+       " '742',\n",
+       " '737']"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Puntos = [element.text for element in paso2]\n",
+    "Puntos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "2c6dc1cb",
+   "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>Names</th>\n",
+       "      <th>Points</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Novak Djokovic</td>\n",
+       "      <td>11015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Daniil Medvedev</td>\n",
+       "      <td>8935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Alexander Zverev</td>\n",
+       "      <td>7970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Stefanos Tsitsipas</td>\n",
+       "      <td>6540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Rafael Nadal</td>\n",
+       "      <td>4875</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>Oscar Otte</td>\n",
+       "      <td>748</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>Kevin Anderson</td>\n",
+       "      <td>744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>Stefano Travaglia</td>\n",
+       "      <td>744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>Holger Rune</td>\n",
+       "      <td>742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>Corentin Moutet</td>\n",
+       "      <td>737</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 Names Points\n",
+       "0       Novak Djokovic  11015\n",
+       "1      Daniil Medvedev   8935\n",
+       "2     Alexander Zverev   7970\n",
+       "3   Stefanos Tsitsipas   6540\n",
+       "4         Rafael Nadal   4875\n",
+       "..                 ...    ...\n",
+       "95          Oscar Otte    748\n",
+       "96      Kevin Anderson    744\n",
+       "97   Stefano Travaglia    744\n",
+       "98         Holger Rune    742\n",
+       "99     Corentin Moutet    737\n",
+       "\n",
+       "[100 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Ranking = pd.DataFrame(zip(Nombres, Puntos), columns=['Names', 'Points'])\n",
+    "Ranking"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "c96f691d",
+   "metadata": {
+    "collapsed": 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>Names</th>\n",
+       "      <th>Points</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Novak Djokovic</td>\n",
+       "      <td>11015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Daniil Medvedev</td>\n",
+       "      <td>8935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Alexander Zverev</td>\n",
+       "      <td>7970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Stefanos Tsitsipas</td>\n",
+       "      <td>6540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Rafael Nadal</td>\n",
+       "      <td>4875</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Andrey Rublev</td>\n",
+       "      <td>4785</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Matteo Berrettini</td>\n",
+       "      <td>4568</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Casper Ruud</td>\n",
+       "      <td>4155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Felix Auger Aliassime</td>\n",
+       "      <td>3608</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Jannik Sinner</td>\n",
+       "      <td>3390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Hubert Hurkacz</td>\n",
+       "      <td>3336</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Cameron Norrie</td>\n",
+       "      <td>2900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Diego Sebastian Schwartzman</td>\n",
+       "      <td>2730</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Denis Shapovalov</td>\n",
+       "      <td>2593</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Aslan Karatsev</td>\n",
+       "      <td>2553</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Dominic Thiem</td>\n",
+       "      <td>2410</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Roger Federer</td>\n",
+       "      <td>2385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Roberto Bautista Agut</td>\n",
+       "      <td>2385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Cristian Garin</td>\n",
+       "      <td>2375</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Gael Monfils</td>\n",
+       "      <td>2373</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Pablo Carreño-Busta</td>\n",
+       "      <td>2305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Taylor Harry Fritz</td>\n",
+       "      <td>2175</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Nikoloz Basilashvili</td>\n",
+       "      <td>2051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Daniel Evans</td>\n",
+       "      <td>1957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>John Isner</td>\n",
+       "      <td>1881</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Lorenzo Sonego</td>\n",
+       "      <td>1860</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Marin Cilic</td>\n",
+       "      <td>1840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Grigor Dimitrov</td>\n",
+       "      <td>1821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Reilly Opelka</td>\n",
+       "      <td>1776</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Karen Khachanov</td>\n",
+       "      <td>1748</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Carlos Alcaraz</td>\n",
+       "      <td>1609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>Fabio Fognini</td>\n",
+       "      <td>1494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>Lloyd George Muirhead Harris</td>\n",
+       "      <td>1473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>Frances Tiafoe</td>\n",
+       "      <td>1467</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>Marton Fucsovics</td>\n",
+       "      <td>1457</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>Filip Krajinovic</td>\n",
+       "      <td>1427</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>Alexander Bublik</td>\n",
+       "      <td>1411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Federico Delbonis</td>\n",
+       "      <td>1347</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>Dusan Lajovic</td>\n",
+       "      <td>1346</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>Ugo Humbert</td>\n",
+       "      <td>1318</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>Tommy Paul</td>\n",
+       "      <td>1317</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>Álex de Miñaur</td>\n",
+       "      <td>1316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>Sebastian Korda</td>\n",
+       "      <td>1286</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>Albert Ramos Viñolas</td>\n",
+       "      <td>1259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>David Goffin</td>\n",
+       "      <td>1216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>Kei Nishikori</td>\n",
+       "      <td>1210</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>Ilya Ivashka</td>\n",
+       "      <td>1194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>Arthur Rinderknech</td>\n",
+       "      <td>1178</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>James Duckworth</td>\n",
+       "      <td>1166</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>Alejandro Davidovich Fokina</td>\n",
+       "      <td>1160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>Laslo Djere</td>\n",
+       "      <td>1156</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           Names Points\n",
+       "0                 Novak Djokovic  11015\n",
+       "1                Daniil Medvedev   8935\n",
+       "2               Alexander Zverev   7970\n",
+       "3             Stefanos Tsitsipas   6540\n",
+       "4                   Rafael Nadal   4875\n",
+       "5                  Andrey Rublev   4785\n",
+       "6              Matteo Berrettini   4568\n",
+       "7                    Casper Ruud   4155\n",
+       "8          Felix Auger Aliassime   3608\n",
+       "9                  Jannik Sinner   3390\n",
+       "10                Hubert Hurkacz   3336\n",
+       "11                Cameron Norrie   2900\n",
+       "12   Diego Sebastian Schwartzman   2730\n",
+       "13              Denis Shapovalov   2593\n",
+       "14                Aslan Karatsev   2553\n",
+       "15                 Dominic Thiem   2410\n",
+       "16                 Roger Federer   2385\n",
+       "17         Roberto Bautista Agut   2385\n",
+       "18                Cristian Garin   2375\n",
+       "19                  Gael Monfils   2373\n",
+       "20           Pablo Carreño-Busta   2305\n",
+       "21            Taylor Harry Fritz   2175\n",
+       "22          Nikoloz Basilashvili   2051\n",
+       "23                  Daniel Evans   1957\n",
+       "24                    John Isner   1881\n",
+       "25                Lorenzo Sonego   1860\n",
+       "26                   Marin Cilic   1840\n",
+       "27               Grigor Dimitrov   1821\n",
+       "28                 Reilly Opelka   1776\n",
+       "29               Karen Khachanov   1748\n",
+       "30                Carlos Alcaraz   1609\n",
+       "31                 Fabio Fognini   1494\n",
+       "32  Lloyd George Muirhead Harris   1473\n",
+       "33                Frances Tiafoe   1467\n",
+       "34              Marton Fucsovics   1457\n",
+       "35              Filip Krajinovic   1427\n",
+       "36              Alexander Bublik   1411\n",
+       "37             Federico Delbonis   1347\n",
+       "38                 Dusan Lajovic   1346\n",
+       "39                   Ugo Humbert   1318\n",
+       "40                    Tommy Paul   1317\n",
+       "41                Álex de Miñaur   1316\n",
+       "42               Sebastian Korda   1286\n",
+       "43          Albert Ramos Viñolas   1259\n",
+       "44                  David Goffin   1216\n",
+       "45                 Kei Nishikori   1210\n",
+       "46                  Ilya Ivashka   1194\n",
+       "47            Arthur Rinderknech   1178\n",
+       "48               James Duckworth   1166\n",
+       "49   Alejandro Davidovich Fokina   1160\n",
+       "50                   Laslo Djere   1156"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Ranking.head(51)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "9aae7eb7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Ranking.head(51).to_csv('Ranking.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7dc4548e",
+   "metadata": {
+    "scrolled": true
+   },
+   "source": [
+    "## Rankig WTA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85d5372a",
+   "metadata": {},
+   "source": [
+    "### Lo que haremos será obtener el ranking de las 50 mejores tenistas femininas.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "e349d333",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url = 'https://www.marca.com/tenis/clasificacion-wta.html'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "c8dc223d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "html = requests.get(url).content\n",
+    "soup = BeautifulSoup(html, 'lxml')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "2e3b0890",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<span class=\"ue-table-ranking__name\">Ashleigh Barty</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Aryna Sabalenka</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Barbora Krejcikova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Karolina Pliskova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Paula Badosa Gibert</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Garbiñe Muguruza Blanco</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Maria Sakkari</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Anett Kontaveit</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Iga Swiatek</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Ons Jabeur</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Elena Rybakina</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Emma Raducanu</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Anastasia Pavlyuchenkova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Elina Svitolina</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Cori Gauff</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Belinda Bencic</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Daria Kasatkina</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Angelique Kerber</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Leylah Annie Fernandez</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Victoria Azarenka</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Jessica Pegula</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Petra Kvitova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Jelena Ostapenko</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Tamara Zidansek</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Simona Halep</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Elise Mertens</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Danielle Collins</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Jil Belen Teichmann</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Veronika Kudermetova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Camila Giorgi</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Sara Sorribes Tormo</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Ludmila Samsonova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Viktorija Golubic</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Clara Tauson</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Sorana Cirstea</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Shelby Rogers</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Ajla Tomljanovic</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Bianca Andreescu</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Yulia Putintseva</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Tereza Martincova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Ekaterina Alexandrova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Katerina Siniakova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Marketa Vondrousova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Anhelina Kalinina</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Jasmine Paolini</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Maria Camila Osorio Serrano</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Alison Van Uytvanck</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Magda Linette</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Amanda Anisimova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Alison Riske</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Nuria Parrizas Diaz</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Marta Kostyuk</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Ana Konjuh</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Petra Martic</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Madison Keys</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Irina-Camelia Begu</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Sloane Stephens</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Madison Brengle</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Ann Li</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Elena-Gabriela Ruse</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Alize Cornet</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Arantxa Rus</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Anastasija Sevastova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Karolina Muchova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Jaqueline Cristian</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Andrea Petkovic</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Mayar Sherif</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Maryna Zanevska</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Caroline Garcia</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Misaki Doi</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Aliaksandra Sasnovich</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Anastasia Potapova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Clara Burel</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Marie Bouzkova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Beatriz Haddad Maia</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Rebecca Peterson</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Varvara Gracheva</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Vera Zvonareva</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Oceane Dodin</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Anna Bondar</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Shuai Zhang</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Claire Liu</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Danka Kovinic</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Saisai Zheng</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Astra Sharma</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Panna Udvardy</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Kristina Kucova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Lauren Davis</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Qinwen Zheng</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Sofia Kenin</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Anna Karolina Schmiedlova</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Greet Minnen</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Naomi Osaka</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Xinyu Wang</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Heather Watson</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Kristina Mladenovic</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Magdalena Frech</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Bernarda Pera</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Martina Trevisan</span>,\n",
+       " <span class=\"ue-table-ranking__name\">Kaja Juvan</span>]"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sopa = soup.select('span.ue-table-ranking__name')\n",
+    "sopa"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "2c7e3428",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Ashleigh Barty',\n",
+       " 'Aryna Sabalenka',\n",
+       " 'Barbora Krejcikova',\n",
+       " 'Karolina Pliskova',\n",
+       " 'Paula Badosa Gibert',\n",
+       " 'Garbiñe Muguruza Blanco',\n",
+       " 'Maria Sakkari',\n",
+       " 'Anett Kontaveit',\n",
+       " 'Iga Swiatek',\n",
+       " 'Ons Jabeur',\n",
+       " 'Elena Rybakina',\n",
+       " 'Emma Raducanu',\n",
+       " 'Anastasia Pavlyuchenkova',\n",
+       " 'Elina Svitolina',\n",
+       " 'Cori Gauff',\n",
+       " 'Belinda Bencic',\n",
+       " 'Daria Kasatkina',\n",
+       " 'Angelique Kerber',\n",
+       " 'Leylah Annie Fernandez',\n",
+       " 'Victoria Azarenka',\n",
+       " 'Jessica Pegula',\n",
+       " 'Petra Kvitova',\n",
+       " 'Jelena Ostapenko',\n",
+       " 'Tamara Zidansek',\n",
+       " 'Simona Halep',\n",
+       " 'Elise Mertens',\n",
+       " 'Danielle Collins',\n",
+       " 'Jil Belen Teichmann',\n",
+       " 'Veronika Kudermetova',\n",
+       " 'Camila Giorgi',\n",
+       " 'Sara Sorribes Tormo',\n",
+       " 'Ludmila Samsonova',\n",
+       " 'Viktorija Golubic',\n",
+       " 'Clara Tauson',\n",
+       " 'Sorana Cirstea',\n",
+       " 'Shelby Rogers',\n",
+       " 'Ajla Tomljanovic',\n",
+       " 'Bianca Andreescu',\n",
+       " 'Yulia Putintseva',\n",
+       " 'Tereza Martincova',\n",
+       " 'Ekaterina Alexandrova',\n",
+       " 'Katerina Siniakova',\n",
+       " 'Marketa Vondrousova',\n",
+       " 'Anhelina Kalinina',\n",
+       " 'Jasmine Paolini',\n",
+       " 'Maria Camila Osorio Serrano',\n",
+       " 'Alison Van Uytvanck',\n",
+       " 'Magda Linette',\n",
+       " 'Amanda Anisimova',\n",
+       " 'Alison Riske',\n",
+       " 'Nuria Parrizas Diaz',\n",
+       " 'Marta Kostyuk',\n",
+       " 'Ana Konjuh',\n",
+       " 'Petra Martic',\n",
+       " 'Madison Keys',\n",
+       " 'Irina-Camelia Begu',\n",
+       " 'Sloane Stephens',\n",
+       " 'Madison Brengle',\n",
+       " 'Ann Li',\n",
+       " 'Elena-Gabriela Ruse',\n",
+       " 'Alize Cornet',\n",
+       " 'Arantxa Rus',\n",
+       " 'Anastasija Sevastova',\n",
+       " 'Karolina Muchova',\n",
+       " 'Jaqueline Cristian',\n",
+       " 'Andrea Petkovic',\n",
+       " 'Mayar Sherif',\n",
+       " 'Maryna Zanevska',\n",
+       " 'Caroline Garcia',\n",
+       " 'Misaki Doi',\n",
+       " 'Aliaksandra Sasnovich',\n",
+       " 'Anastasia Potapova',\n",
+       " 'Clara Burel',\n",
+       " 'Marie Bouzkova',\n",
+       " 'Beatriz Haddad Maia',\n",
+       " 'Rebecca Peterson',\n",
+       " 'Varvara Gracheva',\n",
+       " 'Vera Zvonareva',\n",
+       " 'Oceane Dodin',\n",
+       " 'Anna Bondar',\n",
+       " 'Shuai Zhang',\n",
+       " 'Claire Liu',\n",
+       " 'Danka Kovinic',\n",
+       " 'Saisai Zheng',\n",
+       " 'Astra Sharma',\n",
+       " 'Panna Udvardy',\n",
+       " 'Kristina Kucova',\n",
+       " 'Lauren Davis',\n",
+       " 'Qinwen Zheng',\n",
+       " 'Sofia Kenin',\n",
+       " 'Anna Karolina Schmiedlova',\n",
+       " 'Greet Minnen',\n",
+       " 'Naomi Osaka',\n",
+       " 'Xinyu Wang',\n",
+       " 'Heather Watson',\n",
+       " 'Kristina Mladenovic',\n",
+       " 'Magdalena Frech',\n",
+       " 'Bernarda Pera',\n",
+       " 'Martina Trevisan',\n",
+       " 'Kaja Juvan']"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Nombres = [element.text for element in sopa]\n",
+    "Nombres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "2750f1ce",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<td class=\"ue-table-ranking__td is-marked\">6341</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">5468</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">5173</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">4452</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">4199</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">4136</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">3901</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">3811</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">3686</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">3125</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2645</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2604</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2548</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2471</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2425</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2355</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2330</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2287</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2249</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2226</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2114</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2110</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">2035</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1890</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1887</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1861</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1851</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1645</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1635</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1632</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1588</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1477</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1442</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1419</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1382</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1353</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1335</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1308</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1280</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1248</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1236</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1220</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1217</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1168</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1153</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1147</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1143</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1142</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1120</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1101</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1083</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1075</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1043</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1037</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1033</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1033</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1023</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">1002</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">999</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">991</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">990</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">958</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">956</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">954</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">953</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">949</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">949</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">932</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">930</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">926</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">923</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">895</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">884</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">863</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">853</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">851</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">847</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">846</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">846</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">840</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">826</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">818</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">814</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">808</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">806</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">801</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">799</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">792</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">778</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">772</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">772</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">767</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">766</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">766</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">759</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">740</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">734</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">728</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">713</td>,\n",
+       " <td class=\"ue-table-ranking__td is-marked\">698</td>]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sopa2 = soup.select('td.ue-table-ranking__td.is-marked')\n",
+    "sopa2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "306e92a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['6341',\n",
+       " '5468',\n",
+       " '5173',\n",
+       " '4452',\n",
+       " '4199',\n",
+       " '4136',\n",
+       " '3901',\n",
+       " '3811',\n",
+       " '3686',\n",
+       " '3125',\n",
+       " '2645',\n",
+       " '2604',\n",
+       " '2548',\n",
+       " '2471',\n",
+       " '2425',\n",
+       " '2355',\n",
+       " '2330',\n",
+       " '2287',\n",
+       " '2249',\n",
+       " '2226',\n",
+       " '2114',\n",
+       " '2110',\n",
+       " '2035',\n",
+       " '1890',\n",
+       " '1887',\n",
+       " '1861',\n",
+       " '1851',\n",
+       " '1645',\n",
+       " '1635',\n",
+       " '1632',\n",
+       " '1588',\n",
+       " '1477',\n",
+       " '1442',\n",
+       " '1419',\n",
+       " '1382',\n",
+       " '1353',\n",
+       " '1335',\n",
+       " '1308',\n",
+       " '1280',\n",
+       " '1248',\n",
+       " '1236',\n",
+       " '1220',\n",
+       " '1217',\n",
+       " '1168',\n",
+       " '1153',\n",
+       " '1147',\n",
+       " '1143',\n",
+       " '1142',\n",
+       " '1120',\n",
+       " '1101',\n",
+       " '1083',\n",
+       " '1075',\n",
+       " '1043',\n",
+       " '1037',\n",
+       " '1033',\n",
+       " '1033',\n",
+       " '1023',\n",
+       " '1002',\n",
+       " '999',\n",
+       " '991',\n",
+       " '990',\n",
+       " '958',\n",
+       " '956',\n",
+       " '954',\n",
+       " '953',\n",
+       " '949',\n",
+       " '949',\n",
+       " '932',\n",
+       " '930',\n",
+       " '926',\n",
+       " '923',\n",
+       " '895',\n",
+       " '884',\n",
+       " '863',\n",
+       " '853',\n",
+       " '851',\n",
+       " '847',\n",
+       " '846',\n",
+       " '846',\n",
+       " '840',\n",
+       " '826',\n",
+       " '818',\n",
+       " '814',\n",
+       " '808',\n",
+       " '806',\n",
+       " '801',\n",
+       " '799',\n",
+       " '792',\n",
+       " '778',\n",
+       " '772',\n",
+       " '772',\n",
+       " '767',\n",
+       " '766',\n",
+       " '766',\n",
+       " '759',\n",
+       " '740',\n",
+       " '734',\n",
+       " '728',\n",
+       " '713',\n",
+       " '698']"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Points = [element.text for element in sopa2]\n",
+    "Points"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "ee0b7234",
+   "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>Names</th>\n",
+       "      <th>Points</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashleigh Barty</td>\n",
+       "      <td>6341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Aryna Sabalenka</td>\n",
+       "      <td>5468</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Barbora Krejcikova</td>\n",
+       "      <td>5173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Karolina Pliskova</td>\n",
+       "      <td>4452</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Paula Badosa Gibert</td>\n",
+       "      <td>4199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>Kristina Mladenovic</td>\n",
+       "      <td>740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>Magdalena Frech</td>\n",
+       "      <td>734</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>Bernarda Pera</td>\n",
+       "      <td>728</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>Martina Trevisan</td>\n",
+       "      <td>713</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>Kaja Juvan</td>\n",
+       "      <td>698</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  Names Points\n",
+       "0        Ashleigh Barty   6341\n",
+       "1       Aryna Sabalenka   5468\n",
+       "2    Barbora Krejcikova   5173\n",
+       "3     Karolina Pliskova   4452\n",
+       "4   Paula Badosa Gibert   4199\n",
+       "..                  ...    ...\n",
+       "95  Kristina Mladenovic    740\n",
+       "96      Magdalena Frech    734\n",
+       "97        Bernarda Pera    728\n",
+       "98     Martina Trevisan    713\n",
+       "99           Kaja Juvan    698\n",
+       "\n",
+       "[100 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Ranking_WTA = pd.DataFrame(zip(Nombres, Points), columns=['Names', 'Points'])\n",
+    "Ranking_WTA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "979f503f",
+   "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>Names</th>\n",
+       "      <th>Points</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Ashleigh Barty</td>\n",
+       "      <td>6341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Aryna Sabalenka</td>\n",
+       "      <td>5468</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Barbora Krejcikova</td>\n",
+       "      <td>5173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Karolina Pliskova</td>\n",
+       "      <td>4452</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Paula Badosa Gibert</td>\n",
+       "      <td>4199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Garbiñe Muguruza Blanco</td>\n",
+       "      <td>4136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Maria Sakkari</td>\n",
+       "      <td>3901</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Anett Kontaveit</td>\n",
+       "      <td>3811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Iga Swiatek</td>\n",
+       "      <td>3686</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Ons Jabeur</td>\n",
+       "      <td>3125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Elena Rybakina</td>\n",
+       "      <td>2645</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Emma Raducanu</td>\n",
+       "      <td>2604</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Anastasia Pavlyuchenkova</td>\n",
+       "      <td>2548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Elina Svitolina</td>\n",
+       "      <td>2471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Cori Gauff</td>\n",
+       "      <td>2425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Belinda Bencic</td>\n",
+       "      <td>2355</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Daria Kasatkina</td>\n",
+       "      <td>2330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Angelique Kerber</td>\n",
+       "      <td>2287</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Leylah Annie Fernandez</td>\n",
+       "      <td>2249</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Victoria Azarenka</td>\n",
+       "      <td>2226</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Jessica Pegula</td>\n",
+       "      <td>2114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Petra Kvitova</td>\n",
+       "      <td>2110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Jelena Ostapenko</td>\n",
+       "      <td>2035</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Tamara Zidansek</td>\n",
+       "      <td>1890</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Simona Halep</td>\n",
+       "      <td>1887</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Elise Mertens</td>\n",
+       "      <td>1861</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Danielle Collins</td>\n",
+       "      <td>1851</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Jil Belen Teichmann</td>\n",
+       "      <td>1645</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Veronika Kudermetova</td>\n",
+       "      <td>1635</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Camila Giorgi</td>\n",
+       "      <td>1632</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Sara Sorribes Tormo</td>\n",
+       "      <td>1588</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>Ludmila Samsonova</td>\n",
+       "      <td>1477</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>Viktorija Golubic</td>\n",
+       "      <td>1442</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>Clara Tauson</td>\n",
+       "      <td>1419</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>Sorana Cirstea</td>\n",
+       "      <td>1382</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>Shelby Rogers</td>\n",
+       "      <td>1353</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>Ajla Tomljanovic</td>\n",
+       "      <td>1335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>Bianca Andreescu</td>\n",
+       "      <td>1308</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>Yulia Putintseva</td>\n",
+       "      <td>1280</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>Tereza Martincova</td>\n",
+       "      <td>1248</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>Ekaterina Alexandrova</td>\n",
+       "      <td>1236</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>Katerina Siniakova</td>\n",
+       "      <td>1220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>Marketa Vondrousova</td>\n",
+       "      <td>1217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>Anhelina Kalinina</td>\n",
+       "      <td>1168</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>Jasmine Paolini</td>\n",
+       "      <td>1153</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>Maria Camila Osorio Serrano</td>\n",
+       "      <td>1147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>Alison Van Uytvanck</td>\n",
+       "      <td>1143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>Magda Linette</td>\n",
+       "      <td>1142</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>Amanda Anisimova</td>\n",
+       "      <td>1120</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>Alison Riske</td>\n",
+       "      <td>1101</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>Nuria Parrizas Diaz</td>\n",
+       "      <td>1083</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          Names Points\n",
+       "0                Ashleigh Barty   6341\n",
+       "1               Aryna Sabalenka   5468\n",
+       "2            Barbora Krejcikova   5173\n",
+       "3             Karolina Pliskova   4452\n",
+       "4           Paula Badosa Gibert   4199\n",
+       "5       Garbiñe Muguruza Blanco   4136\n",
+       "6                 Maria Sakkari   3901\n",
+       "7               Anett Kontaveit   3811\n",
+       "8                   Iga Swiatek   3686\n",
+       "9                    Ons Jabeur   3125\n",
+       "10               Elena Rybakina   2645\n",
+       "11                Emma Raducanu   2604\n",
+       "12     Anastasia Pavlyuchenkova   2548\n",
+       "13              Elina Svitolina   2471\n",
+       "14                   Cori Gauff   2425\n",
+       "15               Belinda Bencic   2355\n",
+       "16              Daria Kasatkina   2330\n",
+       "17             Angelique Kerber   2287\n",
+       "18       Leylah Annie Fernandez   2249\n",
+       "19            Victoria Azarenka   2226\n",
+       "20               Jessica Pegula   2114\n",
+       "21                Petra Kvitova   2110\n",
+       "22             Jelena Ostapenko   2035\n",
+       "23              Tamara Zidansek   1890\n",
+       "24                 Simona Halep   1887\n",
+       "25                Elise Mertens   1861\n",
+       "26             Danielle Collins   1851\n",
+       "27          Jil Belen Teichmann   1645\n",
+       "28         Veronika Kudermetova   1635\n",
+       "29                Camila Giorgi   1632\n",
+       "30          Sara Sorribes Tormo   1588\n",
+       "31            Ludmila Samsonova   1477\n",
+       "32            Viktorija Golubic   1442\n",
+       "33                 Clara Tauson   1419\n",
+       "34               Sorana Cirstea   1382\n",
+       "35                Shelby Rogers   1353\n",
+       "36             Ajla Tomljanovic   1335\n",
+       "37             Bianca Andreescu   1308\n",
+       "38             Yulia Putintseva   1280\n",
+       "39            Tereza Martincova   1248\n",
+       "40        Ekaterina Alexandrova   1236\n",
+       "41           Katerina Siniakova   1220\n",
+       "42          Marketa Vondrousova   1217\n",
+       "43            Anhelina Kalinina   1168\n",
+       "44              Jasmine Paolini   1153\n",
+       "45  Maria Camila Osorio Serrano   1147\n",
+       "46          Alison Van Uytvanck   1143\n",
+       "47                Magda Linette   1142\n",
+       "48             Amanda Anisimova   1120\n",
+       "49                 Alison Riske   1101\n",
+       "50          Nuria Parrizas Diaz   1083"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Rankin_WTA.head(51)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3ec4856c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Ranking_WTA.head(51).to_csv('Ranking.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "01ac6923",
+   "metadata": {},
+   "source": [
+    "# Proyecto API's"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "d2bd7c88",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "response = requests.get('https://officeapi.dev/api/characters')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "16fee34c",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'data': [{'_id': '5e93b4a43af44260882e33b0',\n",
+       "   'firstname': 'Michael',\n",
+       "   'lastname': 'Scott',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b4f03af44260882e33b1',\n",
+       "   'firstname': 'Jim',\n",
+       "   'lastname': 'Halpert',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b4fa3af44260882e33b2',\n",
+       "   'firstname': 'Dwight',\n",
+       "   'lastname': 'Schrute',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b50a3af44260882e33b3',\n",
+       "   'firstname': 'Pam',\n",
+       "   'lastname': 'Beesly',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5183af44260882e33b4',\n",
+       "   'firstname': 'Ryan',\n",
+       "   'lastname': 'Howard',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b51e3af44260882e33b5',\n",
+       "   'firstname': 'Kelly',\n",
+       "   'lastname': 'Kapoor',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b52b3af44260882e33b6',\n",
+       "   'firstname': 'Angela',\n",
+       "   'lastname': 'Martin',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5323af44260882e33b7',\n",
+       "   'firstname': 'Kevin',\n",
+       "   'lastname': 'Malone',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b53b3af44260882e33b8',\n",
+       "   'firstname': 'Oscar',\n",
+       "   'lastname': 'Martinez',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5453af44260882e33b9',\n",
+       "   'firstname': 'Andy',\n",
+       "   'lastname': 'Bernard',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b54d3af44260882e33ba',\n",
+       "   'firstname': 'Stanley',\n",
+       "   'lastname': 'Hudson',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5583af44260882e33bb',\n",
+       "   'firstname': 'Phyllis',\n",
+       "   'lastname': 'Lapin',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b55f3af44260882e33bc',\n",
+       "   'firstname': 'Toby',\n",
+       "   'lastname': 'Flenderson',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5653af44260882e33bd',\n",
+       "   'firstname': 'Erin',\n",
+       "   'lastname': 'Hannon',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b56d3af44260882e33be',\n",
+       "   'firstname': 'Gabe',\n",
+       "   'lastname': 'Lewis',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5783af44260882e33bf',\n",
+       "   'firstname': 'Darryl',\n",
+       "   'lastname': 'Philbin',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5813af44260882e33c0',\n",
+       "   'firstname': 'Creed',\n",
+       "   'lastname': 'Bratton',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b58b3af44260882e33c1',\n",
+       "   'firstname': 'Jo',\n",
+       "   'lastname': 'Bennett',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5913af44260882e33c2',\n",
+       "   'firstname': 'Holly',\n",
+       "   'lastname': 'Flax',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5983af44260882e33c3',\n",
+       "   'firstname': 'Jan',\n",
+       "   'lastname': 'Levinson',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5a13af44260882e33c4',\n",
+       "   'firstname': 'Todd',\n",
+       "   'lastname': 'Packer',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5a73af44260882e33c5',\n",
+       "   'firstname': 'Charles',\n",
+       "   'lastname': 'Minor',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5ad3af44260882e33c6',\n",
+       "   'firstname': 'Deangelo',\n",
+       "   'lastname': 'Vickers',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5b63af44260882e33c7',\n",
+       "   'firstname': 'Josh',\n",
+       "   'lastname': 'Porter',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5bb3af44260882e33c8',\n",
+       "   'firstname': 'Ed',\n",
+       "   'lastname': 'Truck',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5c53af44260882e33c9',\n",
+       "   'firstname': 'Hunter',\n",
+       "   'lastname': 'null',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e93b5d13af44260882e33ca',\n",
+       "   'firstname': 'David',\n",
+       "   'lastname': 'Wallace',\n",
+       "   '__v': 0}]}"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "response.json()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "379af13e",
+   "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>data</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>{'_id': '5e93b4a43af44260882e33b0', 'firstname...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>{'_id': '5e93b4f03af44260882e33b1', 'firstname...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>{'_id': '5e93b4fa3af44260882e33b2', 'firstname...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>{'_id': '5e93b50a3af44260882e33b3', 'firstname...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>{'_id': '5e93b5183af44260882e33b4', 'firstname...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                data\n",
+       "0  {'_id': '5e93b4a43af44260882e33b0', 'firstname...\n",
+       "1  {'_id': '5e93b4f03af44260882e33b1', 'firstname...\n",
+       "2  {'_id': '5e93b4fa3af44260882e33b2', 'firstname...\n",
+       "3  {'_id': '5e93b50a3af44260882e33b3', 'firstname...\n",
+       "4  {'_id': '5e93b5183af44260882e33b4', 'firstname..."
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "the_office = pd.DataFrame(response.json())\n",
+    "the_office.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "60525968",
+   "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>_id</th>\n",
+       "      <th>firstname</th>\n",
+       "      <th>lastname</th>\n",
+       "      <th>__v</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5e93b4a43af44260882e33b0</td>\n",
+       "      <td>Michael</td>\n",
+       "      <td>Scott</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5e93b4f03af44260882e33b1</td>\n",
+       "      <td>Jim</td>\n",
+       "      <td>Halpert</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5e93b4fa3af44260882e33b2</td>\n",
+       "      <td>Dwight</td>\n",
+       "      <td>Schrute</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>5e93b50a3af44260882e33b3</td>\n",
+       "      <td>Pam</td>\n",
+       "      <td>Beesly</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5e93b5183af44260882e33b4</td>\n",
+       "      <td>Ryan</td>\n",
+       "      <td>Howard</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        _id firstname lastname  __v\n",
+       "0  5e93b4a43af44260882e33b0   Michael    Scott    0\n",
+       "1  5e93b4f03af44260882e33b1       Jim  Halpert    0\n",
+       "2  5e93b4fa3af44260882e33b2    Dwight  Schrute    0\n",
+       "3  5e93b50a3af44260882e33b3       Pam   Beesly    0\n",
+       "4  5e93b5183af44260882e33b4      Ryan   Howard    0"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "the_office1 = pd.json_normalize(the_office['data'])\n",
+    "the_office1.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "c2b5a3b0",
+   "metadata": {
+    "collapsed": 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>firstname</th>\n",
+       "      <th>lastname</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Michael</td>\n",
+       "      <td>Scott</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jim</td>\n",
+       "      <td>Halpert</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Dwight</td>\n",
+       "      <td>Schrute</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Pam</td>\n",
+       "      <td>Beesly</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Ryan</td>\n",
+       "      <td>Howard</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Kelly</td>\n",
+       "      <td>Kapoor</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Angela</td>\n",
+       "      <td>Martin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Kevin</td>\n",
+       "      <td>Malone</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Oscar</td>\n",
+       "      <td>Martinez</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Andy</td>\n",
+       "      <td>Bernard</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Stanley</td>\n",
+       "      <td>Hudson</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Phyllis</td>\n",
+       "      <td>Lapin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Toby</td>\n",
+       "      <td>Flenderson</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Erin</td>\n",
+       "      <td>Hannon</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Gabe</td>\n",
+       "      <td>Lewis</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Darryl</td>\n",
+       "      <td>Philbin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Creed</td>\n",
+       "      <td>Bratton</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Jo</td>\n",
+       "      <td>Bennett</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Holly</td>\n",
+       "      <td>Flax</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>Levinson</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Todd</td>\n",
+       "      <td>Packer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Charles</td>\n",
+       "      <td>Minor</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Deangelo</td>\n",
+       "      <td>Vickers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Josh</td>\n",
+       "      <td>Porter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Ed</td>\n",
+       "      <td>Truck</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Hunter</td>\n",
+       "      <td>null</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>David</td>\n",
+       "      <td>Wallace</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   firstname    lastname\n",
+       "0    Michael       Scott\n",
+       "1        Jim     Halpert\n",
+       "2     Dwight     Schrute\n",
+       "3        Pam      Beesly\n",
+       "4       Ryan      Howard\n",
+       "5      Kelly      Kapoor\n",
+       "6     Angela      Martin\n",
+       "7      Kevin      Malone\n",
+       "8      Oscar    Martinez\n",
+       "9       Andy     Bernard\n",
+       "10   Stanley      Hudson\n",
+       "11   Phyllis       Lapin\n",
+       "12      Toby  Flenderson\n",
+       "13      Erin      Hannon\n",
+       "14      Gabe       Lewis\n",
+       "15    Darryl     Philbin\n",
+       "16     Creed     Bratton\n",
+       "17        Jo     Bennett\n",
+       "18     Holly        Flax\n",
+       "19       Jan    Levinson\n",
+       "20      Todd      Packer\n",
+       "21   Charles       Minor\n",
+       "22  Deangelo     Vickers\n",
+       "23      Josh      Porter\n",
+       "24        Ed       Truck\n",
+       "25    Hunter        null\n",
+       "26     David     Wallace"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Characters = the_office1[['firstname', 'lastname']]\n",
+    "Characters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "6b553ff5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Characters.to_csv('Characters.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "1c31f18e",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Michael',\n",
+       " 'Jim',\n",
+       " 'Dwight',\n",
+       " 'Pam',\n",
+       " 'Ryan',\n",
+       " 'Kelly',\n",
+       " 'Angela',\n",
+       " 'Kevin',\n",
+       " 'Oscar',\n",
+       " 'Andy',\n",
+       " 'Stanley',\n",
+       " 'Phyllis',\n",
+       " 'Toby',\n",
+       " 'Erin',\n",
+       " 'Gabe',\n",
+       " 'Darryl',\n",
+       " 'Creed',\n",
+       " 'Jo',\n",
+       " 'Holly',\n",
+       " 'Jan',\n",
+       " 'Todd',\n",
+       " 'Charles',\n",
+       " 'Deangelo',\n",
+       " 'Josh',\n",
+       " 'Ed',\n",
+       " 'Hunter',\n",
+       " 'David']"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Nombres = list(the_office1['firstname'])\n",
+    "Nombres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "53fd690d",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Scott',\n",
+       " 'Halpert',\n",
+       " 'Schrute',\n",
+       " 'Beesly',\n",
+       " 'Howard',\n",
+       " 'Kapoor',\n",
+       " 'Martin',\n",
+       " 'Malone',\n",
+       " 'Martinez',\n",
+       " 'Bernard',\n",
+       " 'Hudson',\n",
+       " 'Lapin',\n",
+       " 'Flenderson',\n",
+       " 'Hannon',\n",
+       " 'Lewis',\n",
+       " 'Philbin',\n",
+       " 'Bratton',\n",
+       " 'Bennett',\n",
+       " 'Flax',\n",
+       " 'Levinson',\n",
+       " 'Packer',\n",
+       " 'Minor',\n",
+       " 'Vickers',\n",
+       " 'Porter',\n",
+       " 'Truck',\n",
+       " 'null',\n",
+       " 'Wallace']"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Apellidos = list(the_office1['lastname'])\n",
+    "Apellidos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "682bf33b",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('Michael', 'Scott'),\n",
+       " ('Jim', 'Halpert'),\n",
+       " ('Dwight', 'Schrute'),\n",
+       " ('Pam', 'Beesly'),\n",
+       " ('Ryan', 'Howard'),\n",
+       " ('Kelly', 'Kapoor'),\n",
+       " ('Angela', 'Martin'),\n",
+       " ('Kevin', 'Malone'),\n",
+       " ('Oscar', 'Martinez'),\n",
+       " ('Andy', 'Bernard'),\n",
+       " ('Stanley', 'Hudson'),\n",
+       " ('Phyllis', 'Lapin'),\n",
+       " ('Toby', 'Flenderson'),\n",
+       " ('Erin', 'Hannon'),\n",
+       " ('Gabe', 'Lewis'),\n",
+       " ('Darryl', 'Philbin'),\n",
+       " ('Creed', 'Bratton'),\n",
+       " ('Jo', 'Bennett'),\n",
+       " ('Holly', 'Flax'),\n",
+       " ('Jan', 'Levinson'),\n",
+       " ('Todd', 'Packer'),\n",
+       " ('Charles', 'Minor'),\n",
+       " ('Deangelo', 'Vickers'),\n",
+       " ('Josh', 'Porter'),\n",
+       " ('Ed', 'Truck'),\n",
+       " ('Hunter', 'null'),\n",
+       " ('David', 'Wallace')]"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Nombres_completos = list(zip(Nombres, Apellidos))\n",
+    "Nombres_completos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "e23dc07c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.savetxt(\"Nombres_completos.csv\", Nombres_completos, fmt='% s')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "31322cd1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "episodios = requests.get('https://officeapi.dev/api/episodes')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "5865fd15",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'data': [{'_id': '5e94d646f733a1332868e1dc',\n",
+       "   'title': 'Pilot',\n",
+       "   'description': 'A documentary crew gives a firsthand introduction to the staff of the Scranton branch of the Dunder Mifflin Paper Company, managed by Michael Scott.',\n",
+       "   'writer': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9523649511994a07f9a313',\n",
+       "    'name': 'Ken Kwapis',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-03-24T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5e94d6a0f733a1332868e1dd',\n",
+       "   'title': 'Diversity Day',\n",
+       "   'description': \"After the corporate office discovers that Michael has been making insensitive remarks to his co-workers, they send a sensitivity trainer to the Scranton branch, but when Michael doesn't agree with everything the trainer says, he sets up his own sensitivity workshop.\",\n",
+       "   'writer': {'_id': '5e9523bc9511994a07f9a314',\n",
+       "    'name': 'B.J. Novak',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9523649511994a07f9a313',\n",
+       "    'name': 'Ken Kwapis',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-03-29T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8f70a88792d4b2bee2ead',\n",
+       "   'title': 'Health Care',\n",
+       "   'description': 'Dwight ends up in charge of picking a new health care plan.',\n",
+       "   'writer': {'_id': '5e9523d69511994a07f9a315',\n",
+       "    'name': 'Paul Lieberstein',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9523ef9511994a07f9a316',\n",
+       "    'name': 'Ken Whittingham',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-04-05T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8f75188792d4b2bee2eae',\n",
+       "   'title': 'The Alliance',\n",
+       "   'description': 'With Dwight worried about downsizing, Jim agrees to an alliance; Michael tries to increase moral be throwing a birthday party for Meredith.',\n",
+       "   'writer': {'_id': '5e9524139511994a07f9a317',\n",
+       "    'name': 'Michael Schur',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e95241e9511994a07f9a318',\n",
+       "    'name': 'Bryan Gordon',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-04-12T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8f76d88792d4b2bee2eaf',\n",
+       "   'title': 'Basketball',\n",
+       "   'description': 'Michael challenges the warehouse staff to a basketball game versus the office staff.',\n",
+       "   'writer': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-04-19T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8f8a1e9f68d4b6f809c48',\n",
+       "   'title': 'Hot Girl',\n",
+       "   'description': 'Several male staff members vie for the attention of an attractive purse sales woman.',\n",
+       "   'writer': {'_id': '5e95245e9511994a07f9a31a',\n",
+       "    'name': 'Mindy Kaling',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e95246d9511994a07f9a31b',\n",
+       "    'name': 'Amy Heckerling',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-04-26T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fb2cddecdf4bb7e9181f',\n",
+       "   'title': 'The Dundies',\n",
+       "   'description': 'Michael hosts the annual Dundies awards.',\n",
+       "   'writer': {'_id': '5e95245e9511994a07f9a31a',\n",
+       "    'name': 'Mindy Kaling',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-09-20T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fbf9ddecdf4bb7e91820',\n",
+       "   'title': 'Sexual Harassment',\n",
+       "   'description': \"Michael's continual sending of explicit e-mail forwards forces Dunder Mifflin to review it's sexual harassment policy; Pam's mom makes a visit to the office.\",\n",
+       "   'writer': {'_id': '5e9523bc9511994a07f9a314',\n",
+       "    'name': 'B.J. Novak',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9523649511994a07f9a313',\n",
+       "    'name': 'Ken Kwapis',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-09-27T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fc28ddecdf4bb7e91821',\n",
+       "   'title': 'Office Olympics',\n",
+       "   'description': 'With Michael and Dwight out of the house, Jim organizes an office Olympics.',\n",
+       "   'writer': {'_id': '5e9524139511994a07f9a317',\n",
+       "    'name': 'Michael Schur',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9524809511994a07f9a31c',\n",
+       "    'name': 'Paul Feig',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-10-04T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fc87ddecdf4bb7e91822',\n",
+       "   'title': 'The Fire',\n",
+       "   'description': 'A fire starts in the office kitchen.',\n",
+       "   'writer': {'_id': '5e9523bc9511994a07f9a314',\n",
+       "    'name': 'B.J. Novak',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9523649511994a07f9a313',\n",
+       "    'name': 'Ken Kwapis',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-10-11T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fcf4ddecdf4bb7e91823',\n",
+       "   'title': 'Halloween',\n",
+       "   'description': 'Michael is pressured by corporate to fire someone, which puts a damper on the office Halloween party.',\n",
+       "   'writer': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9524809511994a07f9a31c',\n",
+       "    'name': 'Paul Feig',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-10-18T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fd39ddecdf4bb7e91824',\n",
+       "   'title': 'The Fight',\n",
+       "   'description': \"Jim rallies the staff together to witness a showdown between Michael and Dwight at Dwight's martial arts school.\",\n",
+       "   'writer': {'_id': '5e9524949511994a07f9a31d',\n",
+       "    'name': 'Gene Stupnitsky',\n",
+       "    'role': 'Writer',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9523649511994a07f9a313',\n",
+       "    'name': 'Ken Kwapis',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-11-01T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fd85ddecdf4bb7e91825',\n",
+       "   'title': 'The Client',\n",
+       "   'description': \"Jan helps Michael with an important pitch for a client; The staff discovers a screenplay in Michael's office.\",\n",
+       "   'writer': {'_id': '5e9523d69511994a07f9a315',\n",
+       "    'name': 'Paul Lieberstein',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-11-08T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fdc6ddecdf4bb7e91826',\n",
+       "   'title': 'Performance Review',\n",
+       "   'description': 'Instead of talking to his employees about their work, Michael uses their annual review time to gather feedback on his \"relationship\" with Jan.',\n",
+       "   'writer': {'_id': '5e9524d09511994a07f9a31f',\n",
+       "    'name': 'Larry Wilmore',\n",
+       "    'role': 'Writer',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9524809511994a07f9a31c',\n",
+       "    'name': 'Paul Feig',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-11-15T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fe0addecdf4bb7e91827',\n",
+       "   'title': 'E-Mail Surveillance',\n",
+       "   'description': 'Michael decides to set up e-mail surveillance for all company e-mail, and discovers that Jim has invited everyone over for a barbeque except him.',\n",
+       "   'writer': {'_id': '5e9524df9511994a07f9a320',\n",
+       "    'name': 'Jennifer Celotta',\n",
+       "    'role': 'Writer',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9524809511994a07f9a31c',\n",
+       "    'name': 'Paul Feig',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-11-22T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fe4bddecdf4bb7e91828',\n",
+       "   'title': 'Christmas Party',\n",
+       "   'description': 'At the office Christmas party, Michael changes secret santa into a gift exchange.',\n",
+       "   'writer': {'_id': '5e9524139511994a07f9a317',\n",
+       "    'name': 'Michael Schur',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9524f49511994a07f9a321',\n",
+       "    'name': 'Charles McDougall',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2005-12-06T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fe89ddecdf4bb7e91829',\n",
+       "   'title': 'Booze Cruise',\n",
+       "   'description': 'The Dunder Mifflin staff go on a mandatory \"booze cruise\" to hear Michael give a motivational talk.',\n",
+       "   'writer': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9523649511994a07f9a313',\n",
+       "    'name': 'Ken Kwapis',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-01-05T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8fef0ddecdf4bb7e9182a',\n",
+       "   'title': 'The Injury',\n",
+       "   'description': 'Michael\\'s \"injury\" from a George Foreman Grill distracts the staff from Dwight, the one with the real injury.',\n",
+       "   'writer': {'_id': '5e95245e9511994a07f9a31a',\n",
+       "    'name': 'Mindy Kaling',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e95241e9511994a07f9a318',\n",
+       "    'name': 'Bryan Gordon',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-01-12T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8ff34ddecdf4bb7e9182b',\n",
+       "   'title': 'The Secret',\n",
+       "   'description': 'Jim is forced into spending time with Michael so that he will not reveal Jim\\'s feelings for Pam. Meanwhile, Oscar takes a \"sick day\" and Dwight investigates whether he is actually sick.',\n",
+       "   'writer': {'_id': '5e9524949511994a07f9a31d',\n",
+       "    'name': 'Gene Stupnitsky',\n",
+       "    'role': 'Writer',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9525109511994a07f9a322',\n",
+       "    'name': 'Dennie Gordon',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-01-19T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8ff73ddecdf4bb7e9182c',\n",
+       "   'title': 'The Carpet',\n",
+       "   'description': \"Michael's office becomes the victim of an odorous prank which subjects the office to his punishment.\",\n",
+       "   'writer': {'_id': '5e9523d69511994a07f9a315',\n",
+       "    'name': 'Paul Lieberstein',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9525459511994a07f9a323',\n",
+       "    'name': 'Victor Nelli, Jr',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-01-26T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8ffa6ddecdf4bb7e9182d',\n",
+       "   'title': 'Boys and Girls',\n",
+       "   'description': \"When Jan comes to the office for a women in the office session, Michael stages a men's only session.\",\n",
+       "   'writer': {'_id': '5e9523bc9511994a07f9a314',\n",
+       "    'name': 'B.J. Novak',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9525109511994a07f9a322',\n",
+       "    'name': 'Dennie Gordon',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-02-02T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea8ffd7ddecdf4bb7e9182e',\n",
+       "   'title': \"Valentine's Day\",\n",
+       "   'description': \"Michael has a big meeting in New York with Jan and the companies new CEO; Pam deals with all the Valentine's Day deliveries hoping Roy will remember to send her something.\",\n",
+       "   'writer': {'_id': '5e9524139511994a07f9a317',\n",
+       "    'name': 'Michael Schur',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-02-09T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea9000eddecdf4bb7e9182f',\n",
+       "   'title': \"Dwight's Speech\",\n",
+       "   'description': 'Michael coaches pompous Dwight on the finer art of public speaking after being named as Salesman of the Year.',\n",
+       "   'writer': {'_id': '5e9523d69511994a07f9a315',\n",
+       "    'name': 'Paul Lieberstein',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9524f49511994a07f9a321',\n",
+       "    'name': 'Charles McDougall',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-03-02T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea9005fddecdf4bb7e91830',\n",
+       "   'title': 'Take Your Daughter to Work Day',\n",
+       "   'description': 'Staff members bring their children to work. Michael is surprised when he strikes up a friendship with the five-year old daughter of his sworn enemy, Toby.',\n",
+       "   'writer': {'_id': '5e95245e9511994a07f9a31a',\n",
+       "    'name': 'Mindy Kaling',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9525459511994a07f9a323',\n",
+       "    'name': 'Victor Nelli, Jr',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-03-16T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea90087ddecdf4bb7e91831',\n",
+       "   'title': \"Michael's Birthday\",\n",
+       "   'description': \"Michael's birthday coincides with Kevin awaiting the news to see if he has skin cancer.\",\n",
+       "   'writer': {'_id': '5e9524949511994a07f9a31d',\n",
+       "    'name': 'Gene Stupnitsky',\n",
+       "    'role': 'Writer',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9523ef9511994a07f9a316',\n",
+       "    'name': 'Ken Whittingham',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-03-30T06:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea900b4ddecdf4bb7e91832',\n",
+       "   'title': 'Drug Testing',\n",
+       "   'description': 'After Dwight finds a joint in the office park, he goes overboard with an investigation.',\n",
+       "   'writer': {'_id': '5e9524df9511994a07f9a320',\n",
+       "    'name': 'Jennifer Celotta',\n",
+       "    'role': 'Writer',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-04-27T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea900edddecdf4bb7e91833',\n",
+       "   'title': 'Conflict Resolution',\n",
+       "   'description': 'When Michael takes over conflict resolution duties from HR, chaos ensues at Dunder Mifflin.',\n",
+       "   'writer': {'_id': '5e95242f9511994a07f9a319',\n",
+       "    'name': 'Greg Daniels',\n",
+       "    'role': 'Writer/Director',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9524f49511994a07f9a321',\n",
+       "    'name': 'Charles McDougall',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-05-04T05:00:00.000Z',\n",
+       "   '__v': 0},\n",
+       "  {'_id': '5ea90119ddecdf4bb7e91834',\n",
+       "   'title': 'Casino Night',\n",
+       "   'description': 'The Dunder Mifflin crew holds a casino party at the warehouse and Michael has two dates.',\n",
+       "   'writer': {'_id': '5e95258e9511994a07f9a324',\n",
+       "    'name': 'Steve Carell',\n",
+       "    'role': 'Writer/Actor',\n",
+       "    '__v': 0},\n",
+       "   'director': {'_id': '5e9523649511994a07f9a313',\n",
+       "    'name': 'Ken Kwapis',\n",
+       "    'role': 'Director',\n",
+       "    '__v': 0},\n",
+       "   'airDate': '2006-05-11T05:00:00.000Z',\n",
+       "   '__v': 0}]}"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "episodios.json()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "297fd973",
+   "metadata": {
+    "collapsed": 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>data</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>{'_id': '5e94d646f733a1332868e1dc', 'title': '...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>{'_id': '5e94d6a0f733a1332868e1dd', 'title': '...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>{'_id': '5ea8f70a88792d4b2bee2ead', 'title': '...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>{'_id': '5ea8f75188792d4b2bee2eae', 'title': '...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>{'_id': '5ea8f76d88792d4b2bee2eaf', 'title': '...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                data\n",
+       "0  {'_id': '5e94d646f733a1332868e1dc', 'title': '...\n",
+       "1  {'_id': '5e94d6a0f733a1332868e1dd', 'title': '...\n",
+       "2  {'_id': '5ea8f70a88792d4b2bee2ead', 'title': '...\n",
+       "3  {'_id': '5ea8f75188792d4b2bee2eae', 'title': '...\n",
+       "4  {'_id': '5ea8f76d88792d4b2bee2eaf', 'title': '..."
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_episodios = pd.DataFrame(episodios.json())\n",
+    "data_episodios.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "9f6caf76",
+   "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>_id</th>\n",
+       "      <th>title</th>\n",
+       "      <th>description</th>\n",
+       "      <th>airDate</th>\n",
+       "      <th>__v</th>\n",
+       "      <th>writer._id</th>\n",
+       "      <th>writer.name</th>\n",
+       "      <th>writer.role</th>\n",
+       "      <th>writer.__v</th>\n",
+       "      <th>director._id</th>\n",
+       "      <th>director.name</th>\n",
+       "      <th>director.role</th>\n",
+       "      <th>director.__v</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5e94d646f733a1332868e1dc</td>\n",
+       "      <td>Pilot</td>\n",
+       "      <td>A documentary crew gives a firsthand introduct...</td>\n",
+       "      <td>2005-03-24T06:00:00.000Z</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e95242f9511994a07f9a319</td>\n",
+       "      <td>Greg Daniels</td>\n",
+       "      <td>Writer/Director</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e9523649511994a07f9a313</td>\n",
+       "      <td>Ken Kwapis</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5e94d6a0f733a1332868e1dd</td>\n",
+       "      <td>Diversity Day</td>\n",
+       "      <td>After the corporate office discovers that Mich...</td>\n",
+       "      <td>2005-03-29T06:00:00.000Z</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e9523bc9511994a07f9a314</td>\n",
+       "      <td>B.J. Novak</td>\n",
+       "      <td>Writer/Actor</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e9523649511994a07f9a313</td>\n",
+       "      <td>Ken Kwapis</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5ea8f70a88792d4b2bee2ead</td>\n",
+       "      <td>Health Care</td>\n",
+       "      <td>Dwight ends up in charge of picking a new heal...</td>\n",
+       "      <td>2005-04-05T05:00:00.000Z</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e9523d69511994a07f9a315</td>\n",
+       "      <td>Paul Lieberstein</td>\n",
+       "      <td>Writer/Actor</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e9523ef9511994a07f9a316</td>\n",
+       "      <td>Ken Whittingham</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>5ea8f75188792d4b2bee2eae</td>\n",
+       "      <td>The Alliance</td>\n",
+       "      <td>With Dwight worried about downsizing, Jim agre...</td>\n",
+       "      <td>2005-04-12T05:00:00.000Z</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e9524139511994a07f9a317</td>\n",
+       "      <td>Michael Schur</td>\n",
+       "      <td>Writer/Actor</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e95241e9511994a07f9a318</td>\n",
+       "      <td>Bryan Gordon</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5ea8f76d88792d4b2bee2eaf</td>\n",
+       "      <td>Basketball</td>\n",
+       "      <td>Michael challenges the warehouse staff to a ba...</td>\n",
+       "      <td>2005-04-19T05:00:00.000Z</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e95242f9511994a07f9a319</td>\n",
+       "      <td>Greg Daniels</td>\n",
+       "      <td>Writer/Director</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5e95242f9511994a07f9a319</td>\n",
+       "      <td>Greg Daniels</td>\n",
+       "      <td>Writer/Director</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        _id          title  \\\n",
+       "0  5e94d646f733a1332868e1dc          Pilot   \n",
+       "1  5e94d6a0f733a1332868e1dd  Diversity Day   \n",
+       "2  5ea8f70a88792d4b2bee2ead    Health Care   \n",
+       "3  5ea8f75188792d4b2bee2eae   The Alliance   \n",
+       "4  5ea8f76d88792d4b2bee2eaf     Basketball   \n",
+       "\n",
+       "                                         description  \\\n",
+       "0  A documentary crew gives a firsthand introduct...   \n",
+       "1  After the corporate office discovers that Mich...   \n",
+       "2  Dwight ends up in charge of picking a new heal...   \n",
+       "3  With Dwight worried about downsizing, Jim agre...   \n",
+       "4  Michael challenges the warehouse staff to a ba...   \n",
+       "\n",
+       "                    airDate  __v                writer._id       writer.name  \\\n",
+       "0  2005-03-24T06:00:00.000Z    0  5e95242f9511994a07f9a319      Greg Daniels   \n",
+       "1  2005-03-29T06:00:00.000Z    0  5e9523bc9511994a07f9a314        B.J. Novak   \n",
+       "2  2005-04-05T05:00:00.000Z    0  5e9523d69511994a07f9a315  Paul Lieberstein   \n",
+       "3  2005-04-12T05:00:00.000Z    0  5e9524139511994a07f9a317     Michael Schur   \n",
+       "4  2005-04-19T05:00:00.000Z    0  5e95242f9511994a07f9a319      Greg Daniels   \n",
+       "\n",
+       "       writer.role  writer.__v              director._id    director.name  \\\n",
+       "0  Writer/Director           0  5e9523649511994a07f9a313       Ken Kwapis   \n",
+       "1     Writer/Actor           0  5e9523649511994a07f9a313       Ken Kwapis   \n",
+       "2     Writer/Actor           0  5e9523ef9511994a07f9a316  Ken Whittingham   \n",
+       "3     Writer/Actor           0  5e95241e9511994a07f9a318     Bryan Gordon   \n",
+       "4  Writer/Director           0  5e95242f9511994a07f9a319     Greg Daniels   \n",
+       "\n",
+       "     director.role  director.__v  \n",
+       "0         Director             0  \n",
+       "1         Director             0  \n",
+       "2         Director             0  \n",
+       "3         Director             0  \n",
+       "4  Writer/Director             0  "
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_episodios1 = pd.json_normalize(data_episodios['data'])\n",
+    "data_episodios1.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "62698127",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0                              Pilot\n",
+       "1                      Diversity Day\n",
+       "2                        Health Care\n",
+       "3                       The Alliance\n",
+       "4                         Basketball\n",
+       "5                           Hot Girl\n",
+       "6                        The Dundies\n",
+       "7                  Sexual Harassment\n",
+       "8                    Office Olympics\n",
+       "9                           The Fire\n",
+       "10                         Halloween\n",
+       "11                         The Fight\n",
+       "12                        The Client\n",
+       "13                Performance Review\n",
+       "14               E-Mail Surveillance\n",
+       "15                   Christmas Party\n",
+       "16                      Booze Cruise\n",
+       "17                        The Injury\n",
+       "18                        The Secret\n",
+       "19                        The Carpet\n",
+       "20                    Boys and Girls\n",
+       "21                   Valentine's Day\n",
+       "22                   Dwight's Speech\n",
+       "23    Take Your Daughter to Work Day\n",
+       "24                Michael's Birthday\n",
+       "25                      Drug Testing\n",
+       "26               Conflict Resolution\n",
+       "27                      Casino Night\n",
+       "Name: title, dtype: object"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "titulos = data_episodios1['title']\n",
+    "titulos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "2474ca19",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Basketball',\n",
+       " 'Booze Cruise',\n",
+       " 'Boys and Girls',\n",
+       " 'Casino Night',\n",
+       " 'Christmas Party',\n",
+       " 'Conflict Resolution',\n",
+       " 'Diversity Day',\n",
+       " 'Drug Testing',\n",
+       " \"Dwight's Speech\",\n",
+       " 'E-Mail Surveillance',\n",
+       " 'Halloween',\n",
+       " 'Health Care',\n",
+       " 'Hot Girl',\n",
+       " \"Michael's Birthday\",\n",
+       " 'Office Olympics',\n",
+       " 'Performance Review',\n",
+       " 'Pilot',\n",
+       " 'Sexual Harassment',\n",
+       " 'Take Your Daughter to Work Day',\n",
+       " 'The Alliance',\n",
+       " 'The Carpet',\n",
+       " 'The Client',\n",
+       " 'The Dundies',\n",
+       " 'The Fight',\n",
+       " 'The Fire',\n",
+       " 'The Injury',\n",
+       " 'The Secret',\n",
+       " \"Valentine's Day\"]"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "titulos_alfabeticamente = sorted(titulos)\n",
+    "titulos_alfabeticamente"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "148dc885",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.savetxt(\"Titulos.csv\", titulos_alfabeticamente, fmt='% s')\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.10.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/your-code/README.md b/your-code/README.md
new file mode 100644
index 0000000..d3837e5
--- /dev/null
+++ b/your-code/README.md
@@ -0,0 +1,30 @@
+
+# Proyecto Web Scrapping & API´s
+
+## Introducción
+
+
+El "scraping" web (también llamado "web harvesting", "web data extraction" o incluso "web data mining"), puede definirse como "la construcción de un agente para descargar, analizar y organizar datos de la web de forma automatizada".
+
+De igual manera hemos aprendido a utilizar las solicitudes de Python a las API y el análisis de las respuestas JSON para extraer la información que necesitas. 
+
+Lo que realizamos para el proyecto  de Web Scrapping fue extraer información de un periodico para ubicar a l@s mejores 50 tenistas masculinos y femeninas.
+
+Para el proyecto de API´s obtuvimos los nombres de todos los personajes de una serie de igual manera obtuvimos los nombres de los episodios ordenados de manera alfabetica.
+
+
+## Desarrollo
+
+Para el proyecto de WebScrapping se ingreso a la pagina del periodcio Marca, de la cual se extrajo la tabla del ranking de la ATP Y WTA. 
+De esta manera se  obtuvieron los datos buscados sobre l@s 50 mejores tenistas de la actualidad.
+
+Para el proyecto de API´s se ubico una página API de la serie The Office de la cual utilizando un DataFrame se obtuvieron los nombres de los personajes y el nombres de los episodios-
+
+
+
+
+##  Recursos
+
+https://www.officeapi.dev/
+https://www.sport.es/es/noticias/tenis/ranking-wta-tenis-2022-actualizado-13100681
+https://www.marca.com/tenis/clasificacion-atp.html