diff --git a/notebooks/spotify_rest_api_challenge.ipynb b/notebooks/spotify_rest_api_challenge.ipynb
index 5e4f8f7..8779f2c 100644
--- a/notebooks/spotify_rest_api_challenge.ipynb
+++ b/notebooks/spotify_rest_api_challenge.ipynb
@@ -16,14 +16,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "id": "17a49776",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Imports\n",
-    "\n",
-    "\n"
+    "import pandas as pd \n",
+    "import requests"
    ]
   },
   {
@@ -38,21 +38,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 73,
    "id": "7b5d2e52",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Generate token with a POST request\n",
     "\n",
-    "client_id = # CLIENT ID\n",
-    "client_secret = # CLIENT SECRET\n",
+    "client_id = '7da79d3bf1aa4d29a905648ce189281c'# CLIENT ID\n",
+    "client_secret = 'f697728d239b4bafa24dfc57f9d5bebe'# CLIENT SECRET\n",
     "auth_url = 'https://accounts.spotify.com/api/token'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 74,
    "id": "c7901d1e",
    "metadata": {},
    "outputs": [],
@@ -64,10 +64,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "id": "262e7e18",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'access_token': 'BQD-S1YtHAzDtNCyWqexzkl-Bjf7w1b6kXUffz-TBFP2Llwg1GzQO4TIugvF2eJSCmnrpyOtVd1n7FOsmPM-nzB5oTWRv8fFNBWOqJl-IHG_nqYI6Lc',\n",
+       " 'token_type': 'Bearer',\n",
+       " 'expires_in': 3600}"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "access_token = auth_response['access_token']\n",
     "auth_response"
@@ -85,17 +98,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 76,
    "id": "62e6d4fb",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Authorization': 'Bearer BQD-S1YtHAzDtNCyWqexzkl-Bjf7w1b6kXUffz-TBFP2Llwg1GzQO4TIugvF2eJSCmnrpyOtVd1n7FOsmPM-nzB5oTWRv8fFNBWOqJl-IHG_nqYI6Lc'}"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Base end-point construction\n",
     "\n",
     "base_url = 'https://api.spotify.com/v1/'\n",
     "resource = 'artists/'\n",
     "\n",
-    "header_info = {'Authorization': 'Bearer {token}'.format(token=access_token)}"
+    "header_info = {'Authorization': 'Bearer {token}'.format(token=access_token)}\n",
+    "header_info"
    ]
   },
   {
@@ -143,27 +168,2252 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 77,
    "id": "04f85940",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'https://api.spotify.com/v1/artists/4Z8W4fKeB5YxbusRsdQVPb'"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Here you can complete your endpoint URI\n",
-    "\n",
-    "full_endpoint = \n",
+    "artist_id = '4Z8W4fKeB5YxbusRsdQVPb'\n",
+    "method = 'artists/'\n",
+    "full_endpoint = base_url + method + artist_id\n",
     "full_endpoint"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 78,
    "id": "50ec3959",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Start building your playlist!!!\n",
+    "response = requests.get(full_endpoint, headers=header_info).json()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "af6a65f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'external_urls': {'spotify': 'https://open.spotify.com/artist/4Z8W4fKeB5YxbusRsdQVPb'},\n",
+       " 'followers': {'href': None, 'total': 8884416},\n",
+       " 'genres': ['alternative rock',\n",
+       "  'art rock',\n",
+       "  'melancholia',\n",
+       "  'oxford indie',\n",
+       "  'permanent wave',\n",
+       "  'rock'],\n",
+       " 'href': 'https://api.spotify.com/v1/artists/4Z8W4fKeB5YxbusRsdQVPb',\n",
+       " 'id': '4Z8W4fKeB5YxbusRsdQVPb',\n",
+       " 'images': [{'height': 640,\n",
+       "   'url': 'https://i.scdn.co/image/ab6761610000e5eba03696716c9ee605006047fd',\n",
+       "   'width': 640},\n",
+       "  {'height': 320,\n",
+       "   'url': 'https://i.scdn.co/image/ab67616100005174a03696716c9ee605006047fd',\n",
+       "   'width': 320},\n",
+       "  {'height': 160,\n",
+       "   'url': 'https://i.scdn.co/image/ab6761610000f178a03696716c9ee605006047fd',\n",
+       "   'width': 160}],\n",
+       " 'name': 'Radiohead',\n",
+       " 'popularity': 78,\n",
+       " 'type': 'artist',\n",
+       " 'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVPb'}"
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "response"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "e130c42f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dict_artist = dict((key, [response[key]])for key in ['id', 'name', 'genres', 'popularity', 'followers']if key in response)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "5bb6a406",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'id': ['4Z8W4fKeB5YxbusRsdQVPb'],\n",
+       " 'name': ['Radiohead'],\n",
+       " 'genres': [['alternative rock',\n",
+       "   'art rock',\n",
+       "   'melancholia',\n",
+       "   'oxford indie',\n",
+       "   'permanent wave',\n",
+       "   'rock']],\n",
+       " 'popularity': [78],\n",
+       " 'followers': [{'href': None, 'total': 8884416}]}"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dict_artist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "940039fa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_artist = pd.DataFrame(dict_artist)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "816670c1",
+   "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>name</th>\n",
+       "      <th>genres</th>\n",
+       "      <th>popularity</th>\n",
+       "      <th>followers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       id       name  \\\n",
+       "0  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "\n",
+       "                                              genres  popularity  \\\n",
+       "0  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "\n",
+       "                          followers  \n",
+       "0  {'href': None, 'total': 8884416}  "
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_artist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "0753d02f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_artist = df_artist.rename(columns={'id': 'artist_id',\n",
+    "                                     })"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "bcd01ef0",
+   "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>artist_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>genres</th>\n",
+       "      <th>popularity</th>\n",
+       "      <th>followers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                artist_id       name  \\\n",
+       "0  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "\n",
+       "                                              genres  popularity  \\\n",
+       "0  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "\n",
+       "                          followers  \n",
+       "0  {'href': None, 'total': 8884416}  "
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_artist"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "12958f21",
+   "metadata": {},
+   "source": [
+    "# Let's get the related artists info"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "6e77944a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'https://api.spotify.com/v1/artists/4Z8W4fKeB5YxbusRsdQVPb/related-artists'"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "parameters = '/related-artists'\n",
+    "artist_id = '4Z8W4fKeB5YxbusRsdQVPb'\n",
     "\n",
-    "\n"
+    "url = base_url + resource + artist_id + parameters\n",
+    "\n",
+    "url"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "ed0ba73e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4CvTDPKA6W06DRfBnZKrau'},\n",
+       "   'followers': {'href': None, 'total': 985116},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'art pop',\n",
+       "    'art rock',\n",
+       "    'electronica',\n",
+       "    'glitch pop',\n",
+       "    'indie rock',\n",
+       "    'oxford indie'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/4CvTDPKA6W06DRfBnZKrau',\n",
+       "   'id': '4CvTDPKA6W06DRfBnZKrau',\n",
+       "   'images': [{'height': 640,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000e5eb3153f6fe26063cfcbfc57677',\n",
+       "     'width': 640},\n",
+       "    {'height': 320,\n",
+       "     'url': 'https://i.scdn.co/image/ab676161000051743153f6fe26063cfcbfc57677',\n",
+       "     'width': 320},\n",
+       "    {'height': 160,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000f1783153f6fe26063cfcbfc57677',\n",
+       "     'width': 160}],\n",
+       "   'name': 'Thom Yorke',\n",
+       "   'popularity': 54,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:4CvTDPKA6W06DRfBnZKrau'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/6zvul52xwTWzilBZl6BUbT'},\n",
+       "   'followers': {'href': None, 'total': 2694003},\n",
+       "   'genres': ['alternative rock', 'boston rock', 'permanent wave', 'rock'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/6zvul52xwTWzilBZl6BUbT',\n",
+       "   'id': '6zvul52xwTWzilBZl6BUbT',\n",
+       "   'images': [{'height': 640,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000e5ebd0456128dd330d18e18b4715',\n",
+       "     'width': 640},\n",
+       "    {'height': 320,\n",
+       "     'url': 'https://i.scdn.co/image/ab67616100005174d0456128dd330d18e18b4715',\n",
+       "     'width': 320},\n",
+       "    {'height': 160,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000f178d0456128dd330d18e18b4715',\n",
+       "     'width': 160}],\n",
+       "   'name': 'Pixies',\n",
+       "   'popularity': 68,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:6zvul52xwTWzilBZl6BUbT'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/7MhMgCo0Bl0Kukl93PZbYS'},\n",
+       "   'followers': {'href': None, 'total': 3099793},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'britpop',\n",
+       "    'madchester',\n",
+       "    'permanent wave',\n",
+       "    'rock'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/7MhMgCo0Bl0Kukl93PZbYS',\n",
+       "   'id': '7MhMgCo0Bl0Kukl93PZbYS',\n",
+       "   'images': [{'height': 640,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000e5eb00620d736644d2359ce99430',\n",
+       "     'width': 640},\n",
+       "    {'height': 320,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000517400620d736644d2359ce99430',\n",
+       "     'width': 320},\n",
+       "    {'height': 160,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000f17800620d736644d2359ce99430',\n",
+       "     'width': 160}],\n",
+       "   'name': 'Blur',\n",
+       "   'popularity': 67,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:7MhMgCo0Bl0Kukl93PZbYS'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/3yY2gUcIsjMr8hjo51PoJ8'},\n",
+       "   'followers': {'href': None, 'total': 4647089},\n",
+       "   'genres': ['madchester',\n",
+       "    'new wave',\n",
+       "    'permanent wave',\n",
+       "    'rock',\n",
+       "    'uk post-punk'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/3yY2gUcIsjMr8hjo51PoJ8',\n",
+       "   'id': '3yY2gUcIsjMr8hjo51PoJ8',\n",
+       "   'images': [{'height': 1516,\n",
+       "     'url': 'https://i.scdn.co/image/481b980af463122013e4578c08fb8c5cbfaed1e9',\n",
+       "     'width': 1000},\n",
+       "    {'height': 970,\n",
+       "     'url': 'https://i.scdn.co/image/4bf08a9e6eea088b20d4092d1322bbd3f39ff9af',\n",
+       "     'width': 640},\n",
+       "    {'height': 303,\n",
+       "     'url': 'https://i.scdn.co/image/bd4c7f5ff2c5c4385604e60c71eac1dd498ddbd9',\n",
+       "     'width': 200},\n",
+       "    {'height': 97,\n",
+       "     'url': 'https://i.scdn.co/image/d3a2542f2811b5b01ee3483ec7c193f72a882ea1',\n",
+       "     'width': 64}],\n",
+       "   'name': 'The Smiths',\n",
+       "   'popularity': 74,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:3yY2gUcIsjMr8hjo51PoJ8'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/6liAMWkVf5LH7YR9yfFy1Y'},\n",
+       "   'followers': {'href': None, 'total': 1851714},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'art pop',\n",
+       "    'dark pop',\n",
+       "    'electronica',\n",
+       "    'laboratorio',\n",
+       "    'trip hop'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/6liAMWkVf5LH7YR9yfFy1Y',\n",
+       "   'id': '6liAMWkVf5LH7YR9yfFy1Y',\n",
+       "   'images': [{'height': 680,\n",
+       "     'url': 'https://i.scdn.co/image/05d3721739aee511a898081ab140daa7890a0120',\n",
+       "     'width': 1000},\n",
+       "    {'height': 435,\n",
+       "     'url': 'https://i.scdn.co/image/27802710b01453435de93d71bab2c9988a841ace',\n",
+       "     'width': 640},\n",
+       "    {'height': 136,\n",
+       "     'url': 'https://i.scdn.co/image/333ac38e3c8ab5fcdc238cc46535a4abb802eccc',\n",
+       "     'width': 200},\n",
+       "    {'height': 44,\n",
+       "     'url': 'https://i.scdn.co/image/10052054c06626f6a900e687b20886e462f75568',\n",
+       "     'width': 64}],\n",
+       "   'name': 'Portishead',\n",
+       "   'popularity': 59,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:6liAMWkVf5LH7YR9yfFy1Y'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/432R46LaYsJZV2Gmc4jUV5'},\n",
+       "   'followers': {'href': None, 'total': 2248108},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'art rock',\n",
+       "    'indie rock',\n",
+       "    'madchester',\n",
+       "    'new wave',\n",
+       "    'post-punk',\n",
+       "    'punk',\n",
+       "    'rock',\n",
+       "    'uk post-punk'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/432R46LaYsJZV2Gmc4jUV5',\n",
+       "   'id': '432R46LaYsJZV2Gmc4jUV5',\n",
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+       "     'url': 'https://i.scdn.co/image/5eeddd733170399db794d2c430a8d2cde7ae1425',\n",
+       "     'width': 1000},\n",
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+       "     'url': 'https://i.scdn.co/image/d3c6bcb07a5ecddf86e791fa901bf3792fe6e6c7',\n",
+       "     'width': 640},\n",
+       "    {'height': 132,\n",
+       "     'url': 'https://i.scdn.co/image/d384ebd3d3fda0ad219fed6b9014a59e65fbb385',\n",
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+       "    {'height': 42,\n",
+       "     'url': 'https://i.scdn.co/image/1b5195d5e9b5aac07fb0c801deb1926138222036',\n",
+       "     'width': 64}],\n",
+       "   'name': 'Joy Division',\n",
+       "   'popularity': 61,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:432R46LaYsJZV2Gmc4jUV5'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/7bu3H8JO7d0UbMoVzbo70s'},\n",
+       "   'followers': {'href': None, 'total': 4886284},\n",
+       "   'genres': ['new wave', 'permanent wave', 'rock', 'uk post-punk'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/7bu3H8JO7d0UbMoVzbo70s',\n",
+       "   'id': '7bu3H8JO7d0UbMoVzbo70s',\n",
+       "   'images': [{'height': 640,\n",
+       "     'url': 'https://i.scdn.co/image/7ca743e822b80133971ccf5c70fcbd77a4f4f508',\n",
+       "     'width': 640},\n",
+       "    {'height': 200,\n",
+       "     'url': 'https://i.scdn.co/image/2cb2e14783685fd3d27006891aaaa35fc53cd82d',\n",
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+       "    {'height': 64,\n",
+       "     'url': 'https://i.scdn.co/image/9e1ed6613ac0ef103fbfca3c11ff35fec8d9c6b1',\n",
+       "     'width': 64}],\n",
+       "   'name': 'The Cure',\n",
+       "   'popularity': 73,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:7bu3H8JO7d0UbMoVzbo70s'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/0epOFNiUfyON9EYx7Tpr6V'},\n",
+       "   'followers': {'href': None, 'total': 5260718},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'garage rock',\n",
+       "    'modern rock',\n",
+       "    'permanent wave',\n",
+       "    'rock'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/0epOFNiUfyON9EYx7Tpr6V',\n",
+       "   'id': '0epOFNiUfyON9EYx7Tpr6V',\n",
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+       "     'url': 'https://i.scdn.co/image/ab6761610000e5ebcaea403b29f6a09260b6a18a',\n",
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+       "   'name': 'The Strokes',\n",
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+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:0epOFNiUfyON9EYx7Tpr6V'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/40Yq4vzPs9VNUrIBG5Jr2i'},\n",
+       "   'followers': {'href': None, 'total': 4762503},\n",
+       "   'genres': ['alternative metal',\n",
+       "    'alternative rock',\n",
+       "    'grunge',\n",
+       "    'permanent wave',\n",
+       "    'rock',\n",
+       "    'spacegrunge'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/40Yq4vzPs9VNUrIBG5Jr2i',\n",
+       "   'id': '40Yq4vzPs9VNUrIBG5Jr2i',\n",
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+       "     'url': 'https://i.scdn.co/image/ab6761610000f178bd85f631779e65b01349d747',\n",
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+       "   'name': 'The Smashing Pumpkins',\n",
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+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:40Yq4vzPs9VNUrIBG5Jr2i'},\n",
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+       "   'followers': {'href': None, 'total': 1072692},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'indie rock',\n",
+       "    'noise pop',\n",
+       "    'noise rock',\n",
+       "    'rock',\n",
+       "    'shoegaze'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/5UqTO8smerMvxHYA5xsXb6',\n",
+       "   'id': '5UqTO8smerMvxHYA5xsXb6',\n",
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+       "     'width': 64}],\n",
+       "   'name': 'Sonic Youth',\n",
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+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:5UqTO8smerMvxHYA5xsXb6'},\n",
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+       "   'followers': {'href': None, 'total': 811456},\n",
+       "   'genres': ['alternative rock', 'dream pop', 'noise pop', 'shoegaze'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/3G3Gdm0ZRAOxLrbyjfhii5',\n",
+       "   'id': '3G3Gdm0ZRAOxLrbyjfhii5',\n",
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+       "     'url': 'https://i.scdn.co/image/ab6761610000e5eb21c79e4e6e1af6af9b94d3a0',\n",
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+       "   'name': 'my bloody valentine',\n",
+       "   'popularity': 54,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:3G3Gdm0ZRAOxLrbyjfhii5'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/72X6FHxaShda0XeQw3vbeF'},\n",
+       "   'followers': {'href': None, 'total': 857825},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'dream pop',\n",
+       "    'nu gaze',\n",
+       "    'reading indie',\n",
+       "    'shoegaze'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/72X6FHxaShda0XeQw3vbeF',\n",
+       "   'id': '72X6FHxaShda0XeQw3vbeF',\n",
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+       "     'url': 'https://i.scdn.co/image/ab6761610000f178653481f50df3c11791d6132a',\n",
+       "     'width': 160}],\n",
+       "   'name': 'Slowdive',\n",
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+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:72X6FHxaShda0XeQw3vbeF'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/7w29UYBi0qsHi5RTcv3lmA'},\n",
+       "   'followers': {'href': None, 'total': 1917156},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'art pop',\n",
+       "    'electronica',\n",
+       "    'experimental pop',\n",
+       "    'experimental vocal',\n",
+       "    'icelandic experimental',\n",
+       "    'icelandic pop',\n",
+       "    'icelandic singer-songwriter',\n",
+       "    'metropopolis',\n",
+       "    'permanent wave',\n",
+       "    'trip hop'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/7w29UYBi0qsHi5RTcv3lmA',\n",
+       "   'id': '7w29UYBi0qsHi5RTcv3lmA',\n",
+       "   'images': [{'height': 640,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000e5ebaeb5c04fdd8ec6273850d207',\n",
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+       "    {'height': 320,\n",
+       "     'url': 'https://i.scdn.co/image/ab67616100005174aeb5c04fdd8ec6273850d207',\n",
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+       "    {'height': 160,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000f178aeb5c04fdd8ec6273850d207',\n",
+       "     'width': 160}],\n",
+       "   'name': 'Björk',\n",
+       "   'popularity': 59,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:7w29UYBi0qsHi5RTcv3lmA'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/3nnQpaTvKb5jCQabZefACI'},\n",
+       "   'followers': {'href': None, 'total': 1155378},\n",
+       "   'genres': ['melancholia', 'permanent wave', 'singer-songwriter'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/3nnQpaTvKb5jCQabZefACI',\n",
+       "   'id': '3nnQpaTvKb5jCQabZefACI',\n",
+       "   'images': [{'height': 1520,\n",
+       "     'url': 'https://i.scdn.co/image/67779606c7f151618a28f62b1d24fb514d39dacf',\n",
+       "     'width': 1000},\n",
+       "    {'height': 973,\n",
+       "     'url': 'https://i.scdn.co/image/248e8ddbf1be229fd0c31722fb0a01b31b01f474',\n",
+       "     'width': 640},\n",
+       "    {'height': 304,\n",
+       "     'url': 'https://i.scdn.co/image/8822f816dea6ea25c70e942763c9812c6271e516',\n",
+       "     'width': 200},\n",
+       "    {'height': 97,\n",
+       "     'url': 'https://i.scdn.co/image/2a93d455e8981b0e1f6f1918b934c454c1243b20',\n",
+       "     'width': 64}],\n",
+       "   'name': 'Jeff Buckley',\n",
+       "   'popularity': 61,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:3nnQpaTvKb5jCQabZefACI'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/3WaJSfKnzc65VDgmj2zU8B'},\n",
+       "   'followers': {'href': None, 'total': 1616230},\n",
+       "   'genres': ['alternative dance',\n",
+       "    'alternative rock',\n",
+       "    'indie rock',\n",
+       "    'indietronica',\n",
+       "    'modern rock',\n",
+       "    'rock'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/3WaJSfKnzc65VDgmj2zU8B',\n",
+       "   'id': '3WaJSfKnzc65VDgmj2zU8B',\n",
+       "   'images': [{'height': 640,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000e5ebc31f8e7aad462874455cf070',\n",
+       "     'width': 640},\n",
+       "    {'height': 320,\n",
+       "     'url': 'https://i.scdn.co/image/ab67616100005174c31f8e7aad462874455cf070',\n",
+       "     'width': 320},\n",
+       "    {'height': 160,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000f178c31f8e7aad462874455cf070',\n",
+       "     'width': 160}],\n",
+       "   'name': 'Interpol',\n",
+       "   'popularity': 61,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:3WaJSfKnzc65VDgmj2zU8B'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/6Ghvu1VvMGScGpOUJBAHNH'},\n",
+       "   'followers': {'href': None, 'total': 4543728},\n",
+       "   'genres': ['alternative metal',\n",
+       "    'nu metal',\n",
+       "    'rap metal',\n",
+       "    'rock',\n",
+       "    'sacramento indie'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/6Ghvu1VvMGScGpOUJBAHNH',\n",
+       "   'id': '6Ghvu1VvMGScGpOUJBAHNH',\n",
+       "   'images': [{'height': 640,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000e5eb4b2da0b72cab26ac518f1f0d',\n",
+       "     'width': 640},\n",
+       "    {'height': 320,\n",
+       "     'url': 'https://i.scdn.co/image/ab676161000051744b2da0b72cab26ac518f1f0d',\n",
+       "     'width': 320},\n",
+       "    {'height': 160,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000f1784b2da0b72cab26ac518f1f0d',\n",
+       "     'width': 160}],\n",
+       "   'name': 'Deftones',\n",
+       "   'popularity': 75,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:6Ghvu1VvMGScGpOUJBAHNH'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/3kjuyTCjPG1WMFCiyc5IuB'},\n",
+       "   'followers': {'href': None, 'total': 2233533},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'baroque pop',\n",
+       "    'canadian indie',\n",
+       "    'chamber pop',\n",
+       "    'indie rock',\n",
+       "    'indietronica',\n",
+       "    'modern rock',\n",
+       "    'permanent wave',\n",
+       "    'quebec indie',\n",
+       "    'rock'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/3kjuyTCjPG1WMFCiyc5IuB',\n",
+       "   'id': '3kjuyTCjPG1WMFCiyc5IuB',\n",
+       "   'images': [{'height': 640,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000e5eba044e15eee771205956dcbf8',\n",
+       "     'width': 640},\n",
+       "    {'height': 320,\n",
+       "     'url': 'https://i.scdn.co/image/ab67616100005174a044e15eee771205956dcbf8',\n",
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+       "    {'height': 160,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000f178a044e15eee771205956dcbf8',\n",
+       "     'width': 160}],\n",
+       "   'name': 'Arcade Fire',\n",
+       "   'popularity': 62,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:3kjuyTCjPG1WMFCiyc5IuB'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/1nJvji2KIlWSseXRSlNYsC'},\n",
+       "   'followers': {'href': None, 'total': 1800640},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'melancholia',\n",
+       "    'permanent wave',\n",
+       "    'protopunk',\n",
+       "    'rock'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/1nJvji2KIlWSseXRSlNYsC',\n",
+       "   'id': '1nJvji2KIlWSseXRSlNYsC',\n",
+       "   'images': [{'height': 1236,\n",
+       "     'url': 'https://i.scdn.co/image/d69c2cf10323bf08443c7d122f3a1824a760ab57',\n",
+       "     'width': 1000},\n",
+       "    {'height': 791,\n",
+       "     'url': 'https://i.scdn.co/image/24e7531935f88f55744cc8c9ed2528f466cba276',\n",
+       "     'width': 640},\n",
+       "    {'height': 247,\n",
+       "     'url': 'https://i.scdn.co/image/fedcb6f64de6571e2c208a21fc16b9e05e38cf2f',\n",
+       "     'width': 200},\n",
+       "    {'height': 79,\n",
+       "     'url': 'https://i.scdn.co/image/0fda1f46337398e35d5c7c672ddc77beb68a8f93',\n",
+       "     'width': 64}],\n",
+       "   'name': 'The Velvet Underground',\n",
+       "   'popularity': 60,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:1nJvji2KIlWSseXRSlNYsC'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/6FXMGgJwohJLUSr5nVlf9X'},\n",
+       "   'followers': {'href': None, 'total': 2076951},\n",
+       "   'genres': ['downtempo', 'electronica', 'trip hop'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/6FXMGgJwohJLUSr5nVlf9X',\n",
+       "   'id': '6FXMGgJwohJLUSr5nVlf9X',\n",
+       "   'images': [{'height': 1335,\n",
+       "     'url': 'https://i.scdn.co/image/c8bbeedb05f38ae5cb982a7daf4bf7129cca892c',\n",
+       "     'width': 1000},\n",
+       "    {'height': 855,\n",
+       "     'url': 'https://i.scdn.co/image/52c2a824e84f4e8adf0b12418f9f8306b4b5b77a',\n",
+       "     'width': 640},\n",
+       "    {'height': 267,\n",
+       "     'url': 'https://i.scdn.co/image/0d6b7677f8291c5158bdace8a6e027880c527c2a',\n",
+       "     'width': 200},\n",
+       "    {'height': 85,\n",
+       "     'url': 'https://i.scdn.co/image/c055290bb6e97a589d8ca659cd452a8e9831c2c4',\n",
+       "     'width': 64}],\n",
+       "   'name': 'Massive Attack',\n",
+       "   'popularity': 61,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:6FXMGgJwohJLUSr5nVlf9X'},\n",
+       "  {'external_urls': {'spotify': 'https://open.spotify.com/artist/2ApaG60P4r0yhBoDCGD8YG'},\n",
+       "   'followers': {'href': None, 'total': 1000573},\n",
+       "   'genres': ['alternative rock',\n",
+       "    'indie rock',\n",
+       "    'melancholia',\n",
+       "    'singer-songwriter'],\n",
+       "   'href': 'https://api.spotify.com/v1/artists/2ApaG60P4r0yhBoDCGD8YG',\n",
+       "   'id': '2ApaG60P4r0yhBoDCGD8YG',\n",
+       "   'images': [{'height': 640,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000e5eb079739b801ab3f105866b76f',\n",
+       "     'width': 640},\n",
+       "    {'height': 320,\n",
+       "     'url': 'https://i.scdn.co/image/ab67616100005174079739b801ab3f105866b76f',\n",
+       "     'width': 320},\n",
+       "    {'height': 160,\n",
+       "     'url': 'https://i.scdn.co/image/ab6761610000f178079739b801ab3f105866b76f',\n",
+       "     'width': 160}],\n",
+       "   'name': 'Elliott Smith',\n",
+       "   'popularity': 62,\n",
+       "   'type': 'artist',\n",
+       "   'uri': 'spotify:artist:2ApaG60P4r0yhBoDCGD8YG'}]}"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "response = requests.get(url, headers=header_info).json()\n",
+    "response"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "3e74fa81",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_related_artists = pd.DataFrame(response['artists'])[['id', 'name', 'genres', 'popularity','followers']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "9213fd43",
+   "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>name</th>\n",
+       "      <th>genres</th>\n",
+       "      <th>popularity</th>\n",
+       "      <th>followers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>4CvTDPKA6W06DRfBnZKrau</td>\n",
+       "      <td>Thom Yorke</td>\n",
+       "      <td>[alternative rock, art pop, art rock, electron...</td>\n",
+       "      <td>54</td>\n",
+       "      <td>{'href': None, 'total': 985116}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6zvul52xwTWzilBZl6BUbT</td>\n",
+       "      <td>Pixies</td>\n",
+       "      <td>[alternative rock, boston rock, permanent wave...</td>\n",
+       "      <td>68</td>\n",
+       "      <td>{'href': None, 'total': 2694003}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7MhMgCo0Bl0Kukl93PZbYS</td>\n",
+       "      <td>Blur</td>\n",
+       "      <td>[alternative rock, britpop, madchester, perman...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>{'href': None, 'total': 3099793}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3yY2gUcIsjMr8hjo51PoJ8</td>\n",
+       "      <td>The Smiths</td>\n",
+       "      <td>[madchester, new wave, permanent wave, rock, u...</td>\n",
+       "      <td>74</td>\n",
+       "      <td>{'href': None, 'total': 4647089}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6liAMWkVf5LH7YR9yfFy1Y</td>\n",
+       "      <td>Portishead</td>\n",
+       "      <td>[alternative rock, art pop, dark pop, electron...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>{'href': None, 'total': 1851714}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>432R46LaYsJZV2Gmc4jUV5</td>\n",
+       "      <td>Joy Division</td>\n",
+       "      <td>[alternative rock, art rock, indie rock, madch...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 2248108}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7bu3H8JO7d0UbMoVzbo70s</td>\n",
+       "      <td>The Cure</td>\n",
+       "      <td>[new wave, permanent wave, rock, uk post-punk]</td>\n",
+       "      <td>73</td>\n",
+       "      <td>{'href': None, 'total': 4886284}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0epOFNiUfyON9EYx7Tpr6V</td>\n",
+       "      <td>The Strokes</td>\n",
+       "      <td>[alternative rock, garage rock, modern rock, p...</td>\n",
+       "      <td>73</td>\n",
+       "      <td>{'href': None, 'total': 5260718}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>40Yq4vzPs9VNUrIBG5Jr2i</td>\n",
+       "      <td>The Smashing Pumpkins</td>\n",
+       "      <td>[alternative metal, alternative rock, grunge, ...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>{'href': None, 'total': 4762503}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>5UqTO8smerMvxHYA5xsXb6</td>\n",
+       "      <td>Sonic Youth</td>\n",
+       "      <td>[alternative rock, indie rock, noise pop, nois...</td>\n",
+       "      <td>55</td>\n",
+       "      <td>{'href': None, 'total': 1072692}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>3G3Gdm0ZRAOxLrbyjfhii5</td>\n",
+       "      <td>my bloody valentine</td>\n",
+       "      <td>[alternative rock, dream pop, noise pop, shoeg...</td>\n",
+       "      <td>54</td>\n",
+       "      <td>{'href': None, 'total': 811456}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>72X6FHxaShda0XeQw3vbeF</td>\n",
+       "      <td>Slowdive</td>\n",
+       "      <td>[alternative rock, dream pop, nu gaze, reading...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>{'href': None, 'total': 857825}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>7w29UYBi0qsHi5RTcv3lmA</td>\n",
+       "      <td>Björk</td>\n",
+       "      <td>[alternative rock, art pop, electronica, exper...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>{'href': None, 'total': 1917156}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>3nnQpaTvKb5jCQabZefACI</td>\n",
+       "      <td>Jeff Buckley</td>\n",
+       "      <td>[melancholia, permanent wave, singer-songwriter]</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 1155378}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>3WaJSfKnzc65VDgmj2zU8B</td>\n",
+       "      <td>Interpol</td>\n",
+       "      <td>[alternative dance, alternative rock, indie ro...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 1616230}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>6Ghvu1VvMGScGpOUJBAHNH</td>\n",
+       "      <td>Deftones</td>\n",
+       "      <td>[alternative metal, nu metal, rap metal, rock,...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>{'href': None, 'total': 4543728}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>3kjuyTCjPG1WMFCiyc5IuB</td>\n",
+       "      <td>Arcade Fire</td>\n",
+       "      <td>[alternative rock, baroque pop, canadian indie...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>{'href': None, 'total': 2233533}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1nJvji2KIlWSseXRSlNYsC</td>\n",
+       "      <td>The Velvet Underground</td>\n",
+       "      <td>[alternative rock, melancholia, permanent wave...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>{'href': None, 'total': 1800640}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>6FXMGgJwohJLUSr5nVlf9X</td>\n",
+       "      <td>Massive Attack</td>\n",
+       "      <td>[downtempo, electronica, trip hop]</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 2076951}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2ApaG60P4r0yhBoDCGD8YG</td>\n",
+       "      <td>Elliott Smith</td>\n",
+       "      <td>[alternative rock, indie rock, melancholia, si...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>{'href': None, 'total': 1000573}</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        id                    name  \\\n",
+       "0   4CvTDPKA6W06DRfBnZKrau              Thom Yorke   \n",
+       "1   6zvul52xwTWzilBZl6BUbT                  Pixies   \n",
+       "2   7MhMgCo0Bl0Kukl93PZbYS                    Blur   \n",
+       "3   3yY2gUcIsjMr8hjo51PoJ8              The Smiths   \n",
+       "4   6liAMWkVf5LH7YR9yfFy1Y              Portishead   \n",
+       "5   432R46LaYsJZV2Gmc4jUV5            Joy Division   \n",
+       "6   7bu3H8JO7d0UbMoVzbo70s                The Cure   \n",
+       "7   0epOFNiUfyON9EYx7Tpr6V             The Strokes   \n",
+       "8   40Yq4vzPs9VNUrIBG5Jr2i   The Smashing Pumpkins   \n",
+       "9   5UqTO8smerMvxHYA5xsXb6             Sonic Youth   \n",
+       "10  3G3Gdm0ZRAOxLrbyjfhii5     my bloody valentine   \n",
+       "11  72X6FHxaShda0XeQw3vbeF                Slowdive   \n",
+       "12  7w29UYBi0qsHi5RTcv3lmA                   Björk   \n",
+       "13  3nnQpaTvKb5jCQabZefACI            Jeff Buckley   \n",
+       "14  3WaJSfKnzc65VDgmj2zU8B                Interpol   \n",
+       "15  6Ghvu1VvMGScGpOUJBAHNH                Deftones   \n",
+       "16  3kjuyTCjPG1WMFCiyc5IuB             Arcade Fire   \n",
+       "17  1nJvji2KIlWSseXRSlNYsC  The Velvet Underground   \n",
+       "18  6FXMGgJwohJLUSr5nVlf9X          Massive Attack   \n",
+       "19  2ApaG60P4r0yhBoDCGD8YG           Elliott Smith   \n",
+       "\n",
+       "                                               genres  popularity  \\\n",
+       "0   [alternative rock, art pop, art rock, electron...          54   \n",
+       "1   [alternative rock, boston rock, permanent wave...          68   \n",
+       "2   [alternative rock, britpop, madchester, perman...          67   \n",
+       "3   [madchester, new wave, permanent wave, rock, u...          74   \n",
+       "4   [alternative rock, art pop, dark pop, electron...          59   \n",
+       "5   [alternative rock, art rock, indie rock, madch...          61   \n",
+       "6      [new wave, permanent wave, rock, uk post-punk]          73   \n",
+       "7   [alternative rock, garage rock, modern rock, p...          73   \n",
+       "8   [alternative metal, alternative rock, grunge, ...          70   \n",
+       "9   [alternative rock, indie rock, noise pop, nois...          55   \n",
+       "10  [alternative rock, dream pop, noise pop, shoeg...          54   \n",
+       "11  [alternative rock, dream pop, nu gaze, reading...          60   \n",
+       "12  [alternative rock, art pop, electronica, exper...          59   \n",
+       "13   [melancholia, permanent wave, singer-songwriter]          61   \n",
+       "14  [alternative dance, alternative rock, indie ro...          61   \n",
+       "15  [alternative metal, nu metal, rap metal, rock,...          75   \n",
+       "16  [alternative rock, baroque pop, canadian indie...          62   \n",
+       "17  [alternative rock, melancholia, permanent wave...          60   \n",
+       "18                 [downtempo, electronica, trip hop]          61   \n",
+       "19  [alternative rock, indie rock, melancholia, si...          62   \n",
+       "\n",
+       "                           followers  \n",
+       "0    {'href': None, 'total': 985116}  \n",
+       "1   {'href': None, 'total': 2694003}  \n",
+       "2   {'href': None, 'total': 3099793}  \n",
+       "3   {'href': None, 'total': 4647089}  \n",
+       "4   {'href': None, 'total': 1851714}  \n",
+       "5   {'href': None, 'total': 2248108}  \n",
+       "6   {'href': None, 'total': 4886284}  \n",
+       "7   {'href': None, 'total': 5260718}  \n",
+       "8   {'href': None, 'total': 4762503}  \n",
+       "9   {'href': None, 'total': 1072692}  \n",
+       "10   {'href': None, 'total': 811456}  \n",
+       "11   {'href': None, 'total': 857825}  \n",
+       "12  {'href': None, 'total': 1917156}  \n",
+       "13  {'href': None, 'total': 1155378}  \n",
+       "14  {'href': None, 'total': 1616230}  \n",
+       "15  {'href': None, 'total': 4543728}  \n",
+       "16  {'href': None, 'total': 2233533}  \n",
+       "17  {'href': None, 'total': 1800640}  \n",
+       "18  {'href': None, 'total': 2076951}  \n",
+       "19  {'href': None, 'total': 1000573}  "
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_related_artists"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "e6a32e52",
+   "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>related_id</th>\n",
+       "      <th>related_name</th>\n",
+       "      <th>related_genres</th>\n",
+       "      <th>related_popularity</th>\n",
+       "      <th>related_followers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>4CvTDPKA6W06DRfBnZKrau</td>\n",
+       "      <td>Thom Yorke</td>\n",
+       "      <td>[alternative rock, art pop, art rock, electron...</td>\n",
+       "      <td>54</td>\n",
+       "      <td>{'href': None, 'total': 985116}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6zvul52xwTWzilBZl6BUbT</td>\n",
+       "      <td>Pixies</td>\n",
+       "      <td>[alternative rock, boston rock, permanent wave...</td>\n",
+       "      <td>68</td>\n",
+       "      <td>{'href': None, 'total': 2694003}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7MhMgCo0Bl0Kukl93PZbYS</td>\n",
+       "      <td>Blur</td>\n",
+       "      <td>[alternative rock, britpop, madchester, perman...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>{'href': None, 'total': 3099793}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3yY2gUcIsjMr8hjo51PoJ8</td>\n",
+       "      <td>The Smiths</td>\n",
+       "      <td>[madchester, new wave, permanent wave, rock, u...</td>\n",
+       "      <td>74</td>\n",
+       "      <td>{'href': None, 'total': 4647089}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6liAMWkVf5LH7YR9yfFy1Y</td>\n",
+       "      <td>Portishead</td>\n",
+       "      <td>[alternative rock, art pop, dark pop, electron...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>{'href': None, 'total': 1851714}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>432R46LaYsJZV2Gmc4jUV5</td>\n",
+       "      <td>Joy Division</td>\n",
+       "      <td>[alternative rock, art rock, indie rock, madch...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 2248108}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7bu3H8JO7d0UbMoVzbo70s</td>\n",
+       "      <td>The Cure</td>\n",
+       "      <td>[new wave, permanent wave, rock, uk post-punk]</td>\n",
+       "      <td>73</td>\n",
+       "      <td>{'href': None, 'total': 4886284}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0epOFNiUfyON9EYx7Tpr6V</td>\n",
+       "      <td>The Strokes</td>\n",
+       "      <td>[alternative rock, garage rock, modern rock, p...</td>\n",
+       "      <td>73</td>\n",
+       "      <td>{'href': None, 'total': 5260718}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>40Yq4vzPs9VNUrIBG5Jr2i</td>\n",
+       "      <td>The Smashing Pumpkins</td>\n",
+       "      <td>[alternative metal, alternative rock, grunge, ...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>{'href': None, 'total': 4762503}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>5UqTO8smerMvxHYA5xsXb6</td>\n",
+       "      <td>Sonic Youth</td>\n",
+       "      <td>[alternative rock, indie rock, noise pop, nois...</td>\n",
+       "      <td>55</td>\n",
+       "      <td>{'href': None, 'total': 1072692}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>3G3Gdm0ZRAOxLrbyjfhii5</td>\n",
+       "      <td>my bloody valentine</td>\n",
+       "      <td>[alternative rock, dream pop, noise pop, shoeg...</td>\n",
+       "      <td>54</td>\n",
+       "      <td>{'href': None, 'total': 811456}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>72X6FHxaShda0XeQw3vbeF</td>\n",
+       "      <td>Slowdive</td>\n",
+       "      <td>[alternative rock, dream pop, nu gaze, reading...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>{'href': None, 'total': 857825}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>7w29UYBi0qsHi5RTcv3lmA</td>\n",
+       "      <td>Björk</td>\n",
+       "      <td>[alternative rock, art pop, electronica, exper...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>{'href': None, 'total': 1917156}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>3nnQpaTvKb5jCQabZefACI</td>\n",
+       "      <td>Jeff Buckley</td>\n",
+       "      <td>[melancholia, permanent wave, singer-songwriter]</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 1155378}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>3WaJSfKnzc65VDgmj2zU8B</td>\n",
+       "      <td>Interpol</td>\n",
+       "      <td>[alternative dance, alternative rock, indie ro...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 1616230}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>6Ghvu1VvMGScGpOUJBAHNH</td>\n",
+       "      <td>Deftones</td>\n",
+       "      <td>[alternative metal, nu metal, rap metal, rock,...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>{'href': None, 'total': 4543728}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>3kjuyTCjPG1WMFCiyc5IuB</td>\n",
+       "      <td>Arcade Fire</td>\n",
+       "      <td>[alternative rock, baroque pop, canadian indie...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>{'href': None, 'total': 2233533}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1nJvji2KIlWSseXRSlNYsC</td>\n",
+       "      <td>The Velvet Underground</td>\n",
+       "      <td>[alternative rock, melancholia, permanent wave...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>{'href': None, 'total': 1800640}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>6FXMGgJwohJLUSr5nVlf9X</td>\n",
+       "      <td>Massive Attack</td>\n",
+       "      <td>[downtempo, electronica, trip hop]</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 2076951}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2ApaG60P4r0yhBoDCGD8YG</td>\n",
+       "      <td>Elliott Smith</td>\n",
+       "      <td>[alternative rock, indie rock, melancholia, si...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>{'href': None, 'total': 1000573}</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                related_id            related_name  \\\n",
+       "0   4CvTDPKA6W06DRfBnZKrau              Thom Yorke   \n",
+       "1   6zvul52xwTWzilBZl6BUbT                  Pixies   \n",
+       "2   7MhMgCo0Bl0Kukl93PZbYS                    Blur   \n",
+       "3   3yY2gUcIsjMr8hjo51PoJ8              The Smiths   \n",
+       "4   6liAMWkVf5LH7YR9yfFy1Y              Portishead   \n",
+       "5   432R46LaYsJZV2Gmc4jUV5            Joy Division   \n",
+       "6   7bu3H8JO7d0UbMoVzbo70s                The Cure   \n",
+       "7   0epOFNiUfyON9EYx7Tpr6V             The Strokes   \n",
+       "8   40Yq4vzPs9VNUrIBG5Jr2i   The Smashing Pumpkins   \n",
+       "9   5UqTO8smerMvxHYA5xsXb6             Sonic Youth   \n",
+       "10  3G3Gdm0ZRAOxLrbyjfhii5     my bloody valentine   \n",
+       "11  72X6FHxaShda0XeQw3vbeF                Slowdive   \n",
+       "12  7w29UYBi0qsHi5RTcv3lmA                   Björk   \n",
+       "13  3nnQpaTvKb5jCQabZefACI            Jeff Buckley   \n",
+       "14  3WaJSfKnzc65VDgmj2zU8B                Interpol   \n",
+       "15  6Ghvu1VvMGScGpOUJBAHNH                Deftones   \n",
+       "16  3kjuyTCjPG1WMFCiyc5IuB             Arcade Fire   \n",
+       "17  1nJvji2KIlWSseXRSlNYsC  The Velvet Underground   \n",
+       "18  6FXMGgJwohJLUSr5nVlf9X          Massive Attack   \n",
+       "19  2ApaG60P4r0yhBoDCGD8YG           Elliott Smith   \n",
+       "\n",
+       "                                       related_genres  related_popularity  \\\n",
+       "0   [alternative rock, art pop, art rock, electron...                  54   \n",
+       "1   [alternative rock, boston rock, permanent wave...                  68   \n",
+       "2   [alternative rock, britpop, madchester, perman...                  67   \n",
+       "3   [madchester, new wave, permanent wave, rock, u...                  74   \n",
+       "4   [alternative rock, art pop, dark pop, electron...                  59   \n",
+       "5   [alternative rock, art rock, indie rock, madch...                  61   \n",
+       "6      [new wave, permanent wave, rock, uk post-punk]                  73   \n",
+       "7   [alternative rock, garage rock, modern rock, p...                  73   \n",
+       "8   [alternative metal, alternative rock, grunge, ...                  70   \n",
+       "9   [alternative rock, indie rock, noise pop, nois...                  55   \n",
+       "10  [alternative rock, dream pop, noise pop, shoeg...                  54   \n",
+       "11  [alternative rock, dream pop, nu gaze, reading...                  60   \n",
+       "12  [alternative rock, art pop, electronica, exper...                  59   \n",
+       "13   [melancholia, permanent wave, singer-songwriter]                  61   \n",
+       "14  [alternative dance, alternative rock, indie ro...                  61   \n",
+       "15  [alternative metal, nu metal, rap metal, rock,...                  75   \n",
+       "16  [alternative rock, baroque pop, canadian indie...                  62   \n",
+       "17  [alternative rock, melancholia, permanent wave...                  60   \n",
+       "18                 [downtempo, electronica, trip hop]                  61   \n",
+       "19  [alternative rock, indie rock, melancholia, si...                  62   \n",
+       "\n",
+       "                   related_followers  \n",
+       "0    {'href': None, 'total': 985116}  \n",
+       "1   {'href': None, 'total': 2694003}  \n",
+       "2   {'href': None, 'total': 3099793}  \n",
+       "3   {'href': None, 'total': 4647089}  \n",
+       "4   {'href': None, 'total': 1851714}  \n",
+       "5   {'href': None, 'total': 2248108}  \n",
+       "6   {'href': None, 'total': 4886284}  \n",
+       "7   {'href': None, 'total': 5260718}  \n",
+       "8   {'href': None, 'total': 4762503}  \n",
+       "9   {'href': None, 'total': 1072692}  \n",
+       "10   {'href': None, 'total': 811456}  \n",
+       "11   {'href': None, 'total': 857825}  \n",
+       "12  {'href': None, 'total': 1917156}  \n",
+       "13  {'href': None, 'total': 1155378}  \n",
+       "14  {'href': None, 'total': 1616230}  \n",
+       "15  {'href': None, 'total': 4543728}  \n",
+       "16  {'href': None, 'total': 2233533}  \n",
+       "17  {'href': None, 'total': 1800640}  \n",
+       "18  {'href': None, 'total': 2076951}  \n",
+       "19  {'href': None, 'total': 1000573}  "
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#rename de columns\n",
+    "df_related_artists = df_related_artists.rename(columns={'id': 'related_id',\n",
+    "                                                       'name': 'related_name',\n",
+    "                                                       'genres': 'related_genres',\n",
+    "                                                       'popularity': 'related_popularity',\n",
+    "                                                       'followers': 'related_followers'\n",
+    "                                                       })\n",
+    "df_related_artists"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "id": "fac7fc99",
+   "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>related_id</th>\n",
+       "      <th>related_name</th>\n",
+       "      <th>related_genres</th>\n",
+       "      <th>related_popularity</th>\n",
+       "      <th>related_followers</th>\n",
+       "      <th>artist_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>4CvTDPKA6W06DRfBnZKrau</td>\n",
+       "      <td>Thom Yorke</td>\n",
+       "      <td>[alternative rock, art pop, art rock, electron...</td>\n",
+       "      <td>54</td>\n",
+       "      <td>{'href': None, 'total': 985116}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6zvul52xwTWzilBZl6BUbT</td>\n",
+       "      <td>Pixies</td>\n",
+       "      <td>[alternative rock, boston rock, permanent wave...</td>\n",
+       "      <td>68</td>\n",
+       "      <td>{'href': None, 'total': 2694003}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7MhMgCo0Bl0Kukl93PZbYS</td>\n",
+       "      <td>Blur</td>\n",
+       "      <td>[alternative rock, britpop, madchester, perman...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>{'href': None, 'total': 3099793}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3yY2gUcIsjMr8hjo51PoJ8</td>\n",
+       "      <td>The Smiths</td>\n",
+       "      <td>[madchester, new wave, permanent wave, rock, u...</td>\n",
+       "      <td>74</td>\n",
+       "      <td>{'href': None, 'total': 4647089}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6liAMWkVf5LH7YR9yfFy1Y</td>\n",
+       "      <td>Portishead</td>\n",
+       "      <td>[alternative rock, art pop, dark pop, electron...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>{'href': None, 'total': 1851714}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>432R46LaYsJZV2Gmc4jUV5</td>\n",
+       "      <td>Joy Division</td>\n",
+       "      <td>[alternative rock, art rock, indie rock, madch...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 2248108}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7bu3H8JO7d0UbMoVzbo70s</td>\n",
+       "      <td>The Cure</td>\n",
+       "      <td>[new wave, permanent wave, rock, uk post-punk]</td>\n",
+       "      <td>73</td>\n",
+       "      <td>{'href': None, 'total': 4886284}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0epOFNiUfyON9EYx7Tpr6V</td>\n",
+       "      <td>The Strokes</td>\n",
+       "      <td>[alternative rock, garage rock, modern rock, p...</td>\n",
+       "      <td>73</td>\n",
+       "      <td>{'href': None, 'total': 5260718}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>40Yq4vzPs9VNUrIBG5Jr2i</td>\n",
+       "      <td>The Smashing Pumpkins</td>\n",
+       "      <td>[alternative metal, alternative rock, grunge, ...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>{'href': None, 'total': 4762503}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>5UqTO8smerMvxHYA5xsXb6</td>\n",
+       "      <td>Sonic Youth</td>\n",
+       "      <td>[alternative rock, indie rock, noise pop, nois...</td>\n",
+       "      <td>55</td>\n",
+       "      <td>{'href': None, 'total': 1072692}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>3G3Gdm0ZRAOxLrbyjfhii5</td>\n",
+       "      <td>my bloody valentine</td>\n",
+       "      <td>[alternative rock, dream pop, noise pop, shoeg...</td>\n",
+       "      <td>54</td>\n",
+       "      <td>{'href': None, 'total': 811456}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>72X6FHxaShda0XeQw3vbeF</td>\n",
+       "      <td>Slowdive</td>\n",
+       "      <td>[alternative rock, dream pop, nu gaze, reading...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>{'href': None, 'total': 857825}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>7w29UYBi0qsHi5RTcv3lmA</td>\n",
+       "      <td>Björk</td>\n",
+       "      <td>[alternative rock, art pop, electronica, exper...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>{'href': None, 'total': 1917156}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>3nnQpaTvKb5jCQabZefACI</td>\n",
+       "      <td>Jeff Buckley</td>\n",
+       "      <td>[melancholia, permanent wave, singer-songwriter]</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 1155378}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>3WaJSfKnzc65VDgmj2zU8B</td>\n",
+       "      <td>Interpol</td>\n",
+       "      <td>[alternative dance, alternative rock, indie ro...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 1616230}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>6Ghvu1VvMGScGpOUJBAHNH</td>\n",
+       "      <td>Deftones</td>\n",
+       "      <td>[alternative metal, nu metal, rap metal, rock,...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>{'href': None, 'total': 4543728}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>3kjuyTCjPG1WMFCiyc5IuB</td>\n",
+       "      <td>Arcade Fire</td>\n",
+       "      <td>[alternative rock, baroque pop, canadian indie...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>{'href': None, 'total': 2233533}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1nJvji2KIlWSseXRSlNYsC</td>\n",
+       "      <td>The Velvet Underground</td>\n",
+       "      <td>[alternative rock, melancholia, permanent wave...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>{'href': None, 'total': 1800640}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>6FXMGgJwohJLUSr5nVlf9X</td>\n",
+       "      <td>Massive Attack</td>\n",
+       "      <td>[downtempo, electronica, trip hop]</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 2076951}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2ApaG60P4r0yhBoDCGD8YG</td>\n",
+       "      <td>Elliott Smith</td>\n",
+       "      <td>[alternative rock, indie rock, melancholia, si...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>{'href': None, 'total': 1000573}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                related_id            related_name  \\\n",
+       "0   4CvTDPKA6W06DRfBnZKrau              Thom Yorke   \n",
+       "1   6zvul52xwTWzilBZl6BUbT                  Pixies   \n",
+       "2   7MhMgCo0Bl0Kukl93PZbYS                    Blur   \n",
+       "3   3yY2gUcIsjMr8hjo51PoJ8              The Smiths   \n",
+       "4   6liAMWkVf5LH7YR9yfFy1Y              Portishead   \n",
+       "5   432R46LaYsJZV2Gmc4jUV5            Joy Division   \n",
+       "6   7bu3H8JO7d0UbMoVzbo70s                The Cure   \n",
+       "7   0epOFNiUfyON9EYx7Tpr6V             The Strokes   \n",
+       "8   40Yq4vzPs9VNUrIBG5Jr2i   The Smashing Pumpkins   \n",
+       "9   5UqTO8smerMvxHYA5xsXb6             Sonic Youth   \n",
+       "10  3G3Gdm0ZRAOxLrbyjfhii5     my bloody valentine   \n",
+       "11  72X6FHxaShda0XeQw3vbeF                Slowdive   \n",
+       "12  7w29UYBi0qsHi5RTcv3lmA                   Björk   \n",
+       "13  3nnQpaTvKb5jCQabZefACI            Jeff Buckley   \n",
+       "14  3WaJSfKnzc65VDgmj2zU8B                Interpol   \n",
+       "15  6Ghvu1VvMGScGpOUJBAHNH                Deftones   \n",
+       "16  3kjuyTCjPG1WMFCiyc5IuB             Arcade Fire   \n",
+       "17  1nJvji2KIlWSseXRSlNYsC  The Velvet Underground   \n",
+       "18  6FXMGgJwohJLUSr5nVlf9X          Massive Attack   \n",
+       "19  2ApaG60P4r0yhBoDCGD8YG           Elliott Smith   \n",
+       "\n",
+       "                                       related_genres  related_popularity  \\\n",
+       "0   [alternative rock, art pop, art rock, electron...                  54   \n",
+       "1   [alternative rock, boston rock, permanent wave...                  68   \n",
+       "2   [alternative rock, britpop, madchester, perman...                  67   \n",
+       "3   [madchester, new wave, permanent wave, rock, u...                  74   \n",
+       "4   [alternative rock, art pop, dark pop, electron...                  59   \n",
+       "5   [alternative rock, art rock, indie rock, madch...                  61   \n",
+       "6      [new wave, permanent wave, rock, uk post-punk]                  73   \n",
+       "7   [alternative rock, garage rock, modern rock, p...                  73   \n",
+       "8   [alternative metal, alternative rock, grunge, ...                  70   \n",
+       "9   [alternative rock, indie rock, noise pop, nois...                  55   \n",
+       "10  [alternative rock, dream pop, noise pop, shoeg...                  54   \n",
+       "11  [alternative rock, dream pop, nu gaze, reading...                  60   \n",
+       "12  [alternative rock, art pop, electronica, exper...                  59   \n",
+       "13   [melancholia, permanent wave, singer-songwriter]                  61   \n",
+       "14  [alternative dance, alternative rock, indie ro...                  61   \n",
+       "15  [alternative metal, nu metal, rap metal, rock,...                  75   \n",
+       "16  [alternative rock, baroque pop, canadian indie...                  62   \n",
+       "17  [alternative rock, melancholia, permanent wave...                  60   \n",
+       "18                 [downtempo, electronica, trip hop]                  61   \n",
+       "19  [alternative rock, indie rock, melancholia, si...                  62   \n",
+       "\n",
+       "                   related_followers               artist_id  \n",
+       "0    {'href': None, 'total': 985116}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "1   {'href': None, 'total': 2694003}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "2   {'href': None, 'total': 3099793}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "3   {'href': None, 'total': 4647089}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "4   {'href': None, 'total': 1851714}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "5   {'href': None, 'total': 2248108}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "6   {'href': None, 'total': 4886284}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "7   {'href': None, 'total': 5260718}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "8   {'href': None, 'total': 4762503}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "9   {'href': None, 'total': 1072692}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "10   {'href': None, 'total': 811456}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "11   {'href': None, 'total': 857825}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "12  {'href': None, 'total': 1917156}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "13  {'href': None, 'total': 1155378}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "14  {'href': None, 'total': 1616230}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "15  {'href': None, 'total': 4543728}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "16  {'href': None, 'total': 2233533}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "17  {'href': None, 'total': 1800640}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "18  {'href': None, 'total': 2076951}  4Z8W4fKeB5YxbusRsdQVPb  \n",
+       "19  {'href': None, 'total': 1000573}  4Z8W4fKeB5YxbusRsdQVPb  "
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#add a column with selected id artist\n",
+    "df_related_artists['artist_id'] = artist_id\n",
+    "df_related_artists\n",
+    "#añadimos artist_id en df_related_artists"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "e94bdf9a",
+   "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>related_id</th>\n",
+       "      <th>related_name</th>\n",
+       "      <th>related_genres</th>\n",
+       "      <th>related_popularity</th>\n",
+       "      <th>related_followers</th>\n",
+       "      <th>artist_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>genres</th>\n",
+       "      <th>popularity</th>\n",
+       "      <th>followers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>4CvTDPKA6W06DRfBnZKrau</td>\n",
+       "      <td>Thom Yorke</td>\n",
+       "      <td>[alternative rock, art pop, art rock, electron...</td>\n",
+       "      <td>54</td>\n",
+       "      <td>{'href': None, 'total': 985116}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6zvul52xwTWzilBZl6BUbT</td>\n",
+       "      <td>Pixies</td>\n",
+       "      <td>[alternative rock, boston rock, permanent wave...</td>\n",
+       "      <td>68</td>\n",
+       "      <td>{'href': None, 'total': 2694003}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7MhMgCo0Bl0Kukl93PZbYS</td>\n",
+       "      <td>Blur</td>\n",
+       "      <td>[alternative rock, britpop, madchester, perman...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>{'href': None, 'total': 3099793}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3yY2gUcIsjMr8hjo51PoJ8</td>\n",
+       "      <td>The Smiths</td>\n",
+       "      <td>[madchester, new wave, permanent wave, rock, u...</td>\n",
+       "      <td>74</td>\n",
+       "      <td>{'href': None, 'total': 4647089}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6liAMWkVf5LH7YR9yfFy1Y</td>\n",
+       "      <td>Portishead</td>\n",
+       "      <td>[alternative rock, art pop, dark pop, electron...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>{'href': None, 'total': 1851714}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>432R46LaYsJZV2Gmc4jUV5</td>\n",
+       "      <td>Joy Division</td>\n",
+       "      <td>[alternative rock, art rock, indie rock, madch...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 2248108}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7bu3H8JO7d0UbMoVzbo70s</td>\n",
+       "      <td>The Cure</td>\n",
+       "      <td>[new wave, permanent wave, rock, uk post-punk]</td>\n",
+       "      <td>73</td>\n",
+       "      <td>{'href': None, 'total': 4886284}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0epOFNiUfyON9EYx7Tpr6V</td>\n",
+       "      <td>The Strokes</td>\n",
+       "      <td>[alternative rock, garage rock, modern rock, p...</td>\n",
+       "      <td>73</td>\n",
+       "      <td>{'href': None, 'total': 5260718}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>40Yq4vzPs9VNUrIBG5Jr2i</td>\n",
+       "      <td>The Smashing Pumpkins</td>\n",
+       "      <td>[alternative metal, alternative rock, grunge, ...</td>\n",
+       "      <td>70</td>\n",
+       "      <td>{'href': None, 'total': 4762503}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>5UqTO8smerMvxHYA5xsXb6</td>\n",
+       "      <td>Sonic Youth</td>\n",
+       "      <td>[alternative rock, indie rock, noise pop, nois...</td>\n",
+       "      <td>55</td>\n",
+       "      <td>{'href': None, 'total': 1072692}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>3G3Gdm0ZRAOxLrbyjfhii5</td>\n",
+       "      <td>my bloody valentine</td>\n",
+       "      <td>[alternative rock, dream pop, noise pop, shoeg...</td>\n",
+       "      <td>54</td>\n",
+       "      <td>{'href': None, 'total': 811456}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>72X6FHxaShda0XeQw3vbeF</td>\n",
+       "      <td>Slowdive</td>\n",
+       "      <td>[alternative rock, dream pop, nu gaze, reading...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>{'href': None, 'total': 857825}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>7w29UYBi0qsHi5RTcv3lmA</td>\n",
+       "      <td>Björk</td>\n",
+       "      <td>[alternative rock, art pop, electronica, exper...</td>\n",
+       "      <td>59</td>\n",
+       "      <td>{'href': None, 'total': 1917156}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>3nnQpaTvKb5jCQabZefACI</td>\n",
+       "      <td>Jeff Buckley</td>\n",
+       "      <td>[melancholia, permanent wave, singer-songwriter]</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 1155378}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>3WaJSfKnzc65VDgmj2zU8B</td>\n",
+       "      <td>Interpol</td>\n",
+       "      <td>[alternative dance, alternative rock, indie ro...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 1616230}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>6Ghvu1VvMGScGpOUJBAHNH</td>\n",
+       "      <td>Deftones</td>\n",
+       "      <td>[alternative metal, nu metal, rap metal, rock,...</td>\n",
+       "      <td>75</td>\n",
+       "      <td>{'href': None, 'total': 4543728}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>3kjuyTCjPG1WMFCiyc5IuB</td>\n",
+       "      <td>Arcade Fire</td>\n",
+       "      <td>[alternative rock, baroque pop, canadian indie...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>{'href': None, 'total': 2233533}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1nJvji2KIlWSseXRSlNYsC</td>\n",
+       "      <td>The Velvet Underground</td>\n",
+       "      <td>[alternative rock, melancholia, permanent wave...</td>\n",
+       "      <td>60</td>\n",
+       "      <td>{'href': None, 'total': 1800640}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>6FXMGgJwohJLUSr5nVlf9X</td>\n",
+       "      <td>Massive Attack</td>\n",
+       "      <td>[downtempo, electronica, trip hop]</td>\n",
+       "      <td>61</td>\n",
+       "      <td>{'href': None, 'total': 2076951}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2ApaG60P4r0yhBoDCGD8YG</td>\n",
+       "      <td>Elliott Smith</td>\n",
+       "      <td>[alternative rock, indie rock, melancholia, si...</td>\n",
+       "      <td>62</td>\n",
+       "      <td>{'href': None, 'total': 1000573}</td>\n",
+       "      <td>4Z8W4fKeB5YxbusRsdQVPb</td>\n",
+       "      <td>Radiohead</td>\n",
+       "      <td>[alternative rock, art rock, melancholia, oxfo...</td>\n",
+       "      <td>78</td>\n",
+       "      <td>{'href': None, 'total': 8884416}</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                related_id            related_name  \\\n",
+       "0   4CvTDPKA6W06DRfBnZKrau              Thom Yorke   \n",
+       "1   6zvul52xwTWzilBZl6BUbT                  Pixies   \n",
+       "2   7MhMgCo0Bl0Kukl93PZbYS                    Blur   \n",
+       "3   3yY2gUcIsjMr8hjo51PoJ8              The Smiths   \n",
+       "4   6liAMWkVf5LH7YR9yfFy1Y              Portishead   \n",
+       "5   432R46LaYsJZV2Gmc4jUV5            Joy Division   \n",
+       "6   7bu3H8JO7d0UbMoVzbo70s                The Cure   \n",
+       "7   0epOFNiUfyON9EYx7Tpr6V             The Strokes   \n",
+       "8   40Yq4vzPs9VNUrIBG5Jr2i   The Smashing Pumpkins   \n",
+       "9   5UqTO8smerMvxHYA5xsXb6             Sonic Youth   \n",
+       "10  3G3Gdm0ZRAOxLrbyjfhii5     my bloody valentine   \n",
+       "11  72X6FHxaShda0XeQw3vbeF                Slowdive   \n",
+       "12  7w29UYBi0qsHi5RTcv3lmA                   Björk   \n",
+       "13  3nnQpaTvKb5jCQabZefACI            Jeff Buckley   \n",
+       "14  3WaJSfKnzc65VDgmj2zU8B                Interpol   \n",
+       "15  6Ghvu1VvMGScGpOUJBAHNH                Deftones   \n",
+       "16  3kjuyTCjPG1WMFCiyc5IuB             Arcade Fire   \n",
+       "17  1nJvji2KIlWSseXRSlNYsC  The Velvet Underground   \n",
+       "18  6FXMGgJwohJLUSr5nVlf9X          Massive Attack   \n",
+       "19  2ApaG60P4r0yhBoDCGD8YG           Elliott Smith   \n",
+       "\n",
+       "                                       related_genres  related_popularity  \\\n",
+       "0   [alternative rock, art pop, art rock, electron...                  54   \n",
+       "1   [alternative rock, boston rock, permanent wave...                  68   \n",
+       "2   [alternative rock, britpop, madchester, perman...                  67   \n",
+       "3   [madchester, new wave, permanent wave, rock, u...                  74   \n",
+       "4   [alternative rock, art pop, dark pop, electron...                  59   \n",
+       "5   [alternative rock, art rock, indie rock, madch...                  61   \n",
+       "6      [new wave, permanent wave, rock, uk post-punk]                  73   \n",
+       "7   [alternative rock, garage rock, modern rock, p...                  73   \n",
+       "8   [alternative metal, alternative rock, grunge, ...                  70   \n",
+       "9   [alternative rock, indie rock, noise pop, nois...                  55   \n",
+       "10  [alternative rock, dream pop, noise pop, shoeg...                  54   \n",
+       "11  [alternative rock, dream pop, nu gaze, reading...                  60   \n",
+       "12  [alternative rock, art pop, electronica, exper...                  59   \n",
+       "13   [melancholia, permanent wave, singer-songwriter]                  61   \n",
+       "14  [alternative dance, alternative rock, indie ro...                  61   \n",
+       "15  [alternative metal, nu metal, rap metal, rock,...                  75   \n",
+       "16  [alternative rock, baroque pop, canadian indie...                  62   \n",
+       "17  [alternative rock, melancholia, permanent wave...                  60   \n",
+       "18                 [downtempo, electronica, trip hop]                  61   \n",
+       "19  [alternative rock, indie rock, melancholia, si...                  62   \n",
+       "\n",
+       "                   related_followers               artist_id       name  \\\n",
+       "0    {'href': None, 'total': 985116}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "1   {'href': None, 'total': 2694003}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "2   {'href': None, 'total': 3099793}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "3   {'href': None, 'total': 4647089}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "4   {'href': None, 'total': 1851714}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "5   {'href': None, 'total': 2248108}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "6   {'href': None, 'total': 4886284}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "7   {'href': None, 'total': 5260718}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "8   {'href': None, 'total': 4762503}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "9   {'href': None, 'total': 1072692}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "10   {'href': None, 'total': 811456}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "11   {'href': None, 'total': 857825}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "12  {'href': None, 'total': 1917156}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "13  {'href': None, 'total': 1155378}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "14  {'href': None, 'total': 1616230}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "15  {'href': None, 'total': 4543728}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "16  {'href': None, 'total': 2233533}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "17  {'href': None, 'total': 1800640}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "18  {'href': None, 'total': 2076951}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "19  {'href': None, 'total': 1000573}  4Z8W4fKeB5YxbusRsdQVPb  Radiohead   \n",
+       "\n",
+       "                                               genres  popularity  \\\n",
+       "0   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "1   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "2   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "3   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "4   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "5   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "6   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "7   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "8   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "9   [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "10  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "11  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "12  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "13  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "14  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "15  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "16  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "17  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "18  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "19  [alternative rock, art rock, melancholia, oxfo...          78   \n",
+       "\n",
+       "                           followers  \n",
+       "0   {'href': None, 'total': 8884416}  \n",
+       "1   {'href': None, 'total': 8884416}  \n",
+       "2   {'href': None, 'total': 8884416}  \n",
+       "3   {'href': None, 'total': 8884416}  \n",
+       "4   {'href': None, 'total': 8884416}  \n",
+       "5   {'href': None, 'total': 8884416}  \n",
+       "6   {'href': None, 'total': 8884416}  \n",
+       "7   {'href': None, 'total': 8884416}  \n",
+       "8   {'href': None, 'total': 8884416}  \n",
+       "9   {'href': None, 'total': 8884416}  \n",
+       "10  {'href': None, 'total': 8884416}  \n",
+       "11  {'href': None, 'total': 8884416}  \n",
+       "12  {'href': None, 'total': 8884416}  \n",
+       "13  {'href': None, 'total': 8884416}  \n",
+       "14  {'href': None, 'total': 8884416}  \n",
+       "15  {'href': None, 'total': 8884416}  \n",
+       "16  {'href': None, 'total': 8884416}  \n",
+       "17  {'href': None, 'total': 8884416}  \n",
+       "18  {'href': None, 'total': 8884416}  \n",
+       "19  {'href': None, 'total': 8884416}  "
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_related_artists = pd.merge(df_related_artists, df_artist, on=\"artist_id\")\n",
+    "df_related_artists\n",
+    "#unimos df_related_artists y df_artist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "77adb8d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "my_list=list()# tengo una lista vacia\n",
+    "for x in df_related_artists['related_id'].to_list():#por cada elemento en related_id lo conviertes a lista\n",
+    "    method = \"/top-tracks\"\n",
+    "    argument = \"?market=ES\" # aqui creamos el full_endpoint\n",
+    "    full_endpoint = base_url + resource + x + method + argument # por cada artists_id una llamada a top-tracks\n",
+    "    my_list.append(requests.get(full_endpoint, headers = header_info).json())#meto en la lista vacia\n",
+    "    #los top-tracks de cada artista relacionado"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "id": "b0d1a47c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Thom Yorke'"
+      ]
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#my_list[0]['tracks'][0]['artists'][0]['name']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "id": "725573aa",
+   "metadata": {
+    "scrolled": false
+   },
+   "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>artist_name</th>\n",
+       "      <th>track_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Thom Yorke</td>\n",
+       "      <td>Hearing Damage</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Thom Yorke</td>\n",
+       "      <td>Suspirium</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Thom Yorke</td>\n",
+       "      <td>Dawn Chorus</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Thom Yorke</td>\n",
+       "      <td>Black Swan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Thom Yorke</td>\n",
+       "      <td>Unmade</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>Elliott Smith</td>\n",
+       "      <td>Somebody That I Used To Know</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>Elliott Smith</td>\n",
+       "      <td>Ballad Of Big Nothing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>Elliott Smith</td>\n",
+       "      <td>Speed Trials</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>198</th>\n",
+       "      <td>Elliott Smith</td>\n",
+       "      <td>Clementine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>199</th>\n",
+       "      <td>Elliott Smith</td>\n",
+       "      <td>Son Of Sam</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>200 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       artist_name                    track_name\n",
+       "0       Thom Yorke                Hearing Damage\n",
+       "1       Thom Yorke                     Suspirium\n",
+       "2       Thom Yorke                   Dawn Chorus\n",
+       "3       Thom Yorke                    Black Swan\n",
+       "4       Thom Yorke                        Unmade\n",
+       "..             ...                           ...\n",
+       "195  Elliott Smith  Somebody That I Used To Know\n",
+       "196  Elliott Smith         Ballad Of Big Nothing\n",
+       "197  Elliott Smith                  Speed Trials\n",
+       "198  Elliott Smith                    Clementine\n",
+       "199  Elliott Smith                    Son Of Sam\n",
+       "\n",
+       "[200 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "my_list_2 = list()#creo una lista 2\n",
+    "for x in range(len(my_list)): # por cada elemento del rango de la longitud de my_list esto recorre cada artista\n",
+    "    for y in range(len(my_list[x]['tracks'])):#este recorre cada track de cada artista\n",
+    "        my_list_2.append([my_list[x]['tracks'][y]['artists'][0]['name'], my_list[x]['tracks'][y]['name']])\n",
+    "        #En mi lista_2 metemos el nombre del artista y cada cancion\n",
+    "        #tenemos 20 artistas y 10 canciones por cada artista\n",
+    "my_list_2\n",
+    "pd.DataFrame(my_list_2, columns=['artist_name','track_name'])#convertimos la lista a un DataFrame de 2 columnas artista y tracks"
    ]
   },
   {
@@ -221,9 +2471,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python [conda env:.conda-ironhack]",
+   "display_name": "Python (m1_env)",
    "language": "python",
-   "name": "conda-env-.conda-ironhack-py"
+   "name": "m1_env"
   },
   "language_info": {
    "codemirror_mode": {
@@ -235,7 +2485,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.11"
+   "version": "3.10.13"
   }
  },
  "nbformat": 4,