diff --git a/ejemplos-jupyter/ejemplo-Spotify-sinTerminar/ejemplo_spotify_sinterminar.ipynb b/ejemplos-jupyter/ejemplo-Spotify-sinTerminar/ejemplo_spotify_sinterminar.ipynb
index f6695bc58c622616f057db0d4b8a3eb52dbbca13..775b347c2bf472c6167600ad65de1f796f9e2531 100644
--- a/ejemplos-jupyter/ejemplo-Spotify-sinTerminar/ejemplo_spotify_sinterminar.ipynb
+++ b/ejemplos-jupyter/ejemplo-Spotify-sinTerminar/ejemplo_spotify_sinterminar.ipynb
@@ -2,34 +2,10 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "id": "fd0da6f0",
    "metadata": {},
    "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "        <script type=\"text/javascript\">\n",
-       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
-       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
-       "        if (typeof require !== 'undefined') {\n",
-       "        require.undef(\"plotly\");\n",
-       "        requirejs.config({\n",
-       "            paths: {\n",
-       "                'plotly': ['https://cdn.plot.ly/plotly-2.14.0.min']\n",
-       "            }\n",
-       "        });\n",
-       "        require(['plotly'], function(Plotly) {\n",
-       "            window._Plotly = Plotly;\n",
-       "        });\n",
-       "        }\n",
-       "        </script>\n",
-       "        "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
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@@ -66,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "id": "ab2740b5",
    "metadata": {},
    "outputs": [
@@ -379,14 +355,14 @@
        "[1000 rows x 17 columns]"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df=pd.read_csv('top100_spotify.csv') #se usa como nombre de la variable 'df' por convencion. \n",
-    "df=df.dropna() #borramos las filas nulas\n",
+    "df = pd.read_csv('top100_spotify.csv') #se usa como nombre de la variable 'df' por convencion. \n",
+    "df = df.dropna() #borramos las filas nulas\n",
     "df"
    ]
   },
@@ -408,7 +384,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 17,
    "id": "1cc45459",
    "metadata": {},
    "outputs": [
@@ -515,14 +491,14 @@
        "[444 rows x 2 columns]"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "por_artista=df['artist'].value_counts().rename_axis('Artista').reset_index(name='Canciones')\n",
-    "por_artista.style.hide_index() \n",
+    "por_artista = df['artist'].value_counts().rename_axis('Artista').reset_index(name='Canciones')\n",
+    "por_artista.style.hide(axis='index') \n",
     "por_artista\n",
     "\n"
    ]
@@ -538,7 +514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 16,
    "id": "5957e761",
    "metadata": {
     "scrolled": true
@@ -12949,9 +12925,9 @@
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Genasis\",\"Kid Ink\",\"Mr. Probz\",\"MKTO\",\"Milky Chance\",\"Lilly Wood and The Prick\",\"Klingande\",\"Kiesza\",\"Gorgon City\",\"American Authors\",\"G.R.L.\",\"Echosmith\",\"Cold War Kids\",\"Charli XCX\",\"Bobby Shmurda\",\"Becky G\",\"Young Thug\"]},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Canciones\"}},\"legend\":{\"title\":{\"text\":\"Artista\"},\"tracegroupgap\":0},\"margin\":{\"t\":60},\"barmode\":\"relative\"},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('96486e02-3b84-4d0e-84c3-826701015c31');\n",
+       "var gd = document.getElementById('34967536-d4c4-4bb5-bb10-f2c3cee6e718');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -12987,16 +12963,16 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb3cb8a3",
+   "id": "a36ce96a",
    "metadata": {},
    "source": [
-    "# Cantidad de canciones en el Top 100 de cada año entre 2010 a 2019 por artista¶"
+    "El gráfico toma relevancia con artistas que tienen mas de 5 canciones, filtremos para mostrar solamente los qu cumplan con esa condición. Prestar atención donde podemos cambiar este valor, para poder filtrar con otro número."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "ac68a8e6",
+   "execution_count": 29,
+   "id": "db009296",
    "metadata": {},
    "outputs": [
     {
@@ -13020,103 +12996,251 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>Genero</th>\n",
+       "      <th>Artista</th>\n",
        "      <th>Canciones</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>dance pop</td>\n",
-       "      <td>361</td>\n",
+       "      <td>Taylor Swift</td>\n",
+       "      <td>21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>pop</td>\n",
-       "      <td>57</td>\n",
+       "      <td>Drake</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>atl hip hop</td>\n",
-       "      <td>39</td>\n",
+       "      <td>Calvin Harris</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>art pop</td>\n",
-       "      <td>37</td>\n",
+       "      <td>Rihanna</td>\n",
+       "      <td>14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>hip hop</td>\n",
-       "      <td>21</td>\n",
+       "      <td>Ariana Grande</td>\n",
+       "      <td>14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <th>5</th>\n",
+       "      <td>Bruno Mars</td>\n",
+       "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>127</th>\n",
-       "      <td>french shoegaze</td>\n",
-       "      <td>1</td>\n",
+       "      <th>6</th>\n",
+       "      <td>Maroon 5</td>\n",
+       "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>new french touch</td>\n",
-       "      <td>1</td>\n",
+       "      <th>7</th>\n",
+       "      <td>Post Malone</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>129</th>\n",
-       "      <td>hip pop</td>\n",
-       "      <td>1</td>\n",
+       "      <th>8</th>\n",
+       "      <td>Jason Derulo</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>130</th>\n",
-       "      <td>australian psych</td>\n",
-       "      <td>1</td>\n",
+       "      <th>9</th>\n",
+       "      <td>Ed Sheeran</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>uk drill</td>\n",
-       "      <td>1</td>\n",
+       "      <th>10</th>\n",
+       "      <td>Chris Brown</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>One Direction</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>David Guetta</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Katy Perry</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Kendrick Lamar</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Kesha</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>The Weeknd</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>The Chainsmokers</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Imagine Dragons</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Coldplay</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Adele</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Selena Gomez</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Marshmello</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Lana Del Rey</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Avicii</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Usher</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Billie Eilish</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>Lorde</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>Trey Songz</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>Migos</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>Pitbull</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>Lady Gaga</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>Cardi B</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>Charlie Puth</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>Justin Bieber</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>Flo Rida</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>132 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "               Genero  Canciones\n",
-       "0           dance pop        361\n",
-       "1                 pop         57\n",
-       "2         atl hip hop         39\n",
-       "3             art pop         37\n",
-       "4             hip hop         21\n",
-       "..                ...        ...\n",
-       "127   french shoegaze          1\n",
-       "128  new french touch          1\n",
-       "129           hip pop          1\n",
-       "130  australian psych          1\n",
-       "131          uk drill          1\n",
-       "\n",
-       "[132 rows x 2 columns]"
+       "             Artista  Canciones\n",
+       "0       Taylor Swift         21\n",
+       "1              Drake         18\n",
+       "2      Calvin Harris         18\n",
+       "3            Rihanna         14\n",
+       "4      Ariana Grande         14\n",
+       "5         Bruno Mars         13\n",
+       "6           Maroon 5         11\n",
+       "7        Post Malone         10\n",
+       "8       Jason Derulo         10\n",
+       "9         Ed Sheeran         10\n",
+       "10       Chris Brown         10\n",
+       "11     One Direction          9\n",
+       "12      David Guetta          9\n",
+       "13        Katy Perry          9\n",
+       "14    Kendrick Lamar          9\n",
+       "15             Kesha          8\n",
+       "16        The Weeknd          8\n",
+       "17  The Chainsmokers          8\n",
+       "18   Imagine Dragons          8\n",
+       "19          Coldplay          8\n",
+       "20             Adele          7\n",
+       "21      Selena Gomez          7\n",
+       "22        Marshmello          7\n",
+       "23      Lana Del Rey          7\n",
+       "24            Avicii          7\n",
+       "25             Usher          6\n",
+       "26     Billie Eilish          6\n",
+       "27             Lorde          6\n",
+       "28        Trey Songz          6\n",
+       "29             Migos          6\n",
+       "30           Pitbull          6\n",
+       "31         Lady Gaga          6\n",
+       "32           Cardi B          6\n",
+       "33      Charlie Puth          6\n",
+       "34     Justin Bieber          6\n",
+       "35          Flo Rida          6"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "por_genero=df['top genre'].value_counts().rename_axis('Genero').reset_index(name='Canciones')\n",
-    "por_genero.style.hide_index() \n",
-    "por_genero"
+    "por_artista_men = df['artist'].value_counts()[df['artist'].value_counts() > 5].rename_axis('Artista').reset_index(name='Canciones')\n",
+    "#por_artista.style.hide(axis='index') \n",
+    "por_artista_men \n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "c1ac8906",
+   "execution_count": 30,
+   "id": "ad06eb3d",
    "metadata": {},
    "outputs": [
     {
@@ -13127,288 +13251,2178 @@
        },
        "data": [
         {
-         "domain": {
-          "x": [
-           0,
-           1
-          ],
-          "y": [
-           0,
-           1
-          ]
+         "alignmentgroup": "True",
+         "hovertemplate": "Artista=%{x}<br>Canciones=%{y}<extra></extra>",
+         "legendgroup": "Taylor Swift",
+         "marker": {
+          "color": "#636efa",
+          "pattern": {
+           "shape": ""
+          }
          },
-         "hovertemplate": "Genero=%{label}<br>Canciones=%{value}<extra></extra>",
-         "labels": [
-          "dance pop",
-          "pop",
-          "atl hip hop",
-          "art pop",
-          "hip hop",
-          "boy band",
-          "canadian hip hop",
-          "edm",
-          "folk-pop",
-          "conscious hip hop",
-          "contemporary country",
-          "barbadian pop",
-          "big room",
-          "chicago rap",
-          "canadian pop",
-          "modern rock",
-          "modern alternative rock",
-          "latin",
-          "dfw rap",
-          "canadian contemporary r&b",
-          "melodic rap",
-          "emo rap",
-          "permanent wave",
-          "brostep",
-          "british soul",
-          "alt z",
-          "detroit hip hop",
-          "pop rap",
-          "electropop",
-          "gangster rap",
-          "australian dance",
-          "grime",
-          "candy pop",
-          "alternative r&b",
-          "indie pop rap",
-          "complextro",
-          "indie poptimism",
-          "baroque pop",
-          "cali rap",
-          "alternative dance",
-          "metropopolis",
-          "indietronica",
-          "afroswing",
-          "east coast hip hop",
-          "indie rock",
-          "neo mellow",
-          "indie pop",
-          "g funk",
-          "lgbtq+ hip hop",
-          "garage rock",
-          "deep groove house",
-          "dancefloor dnb",
-          "kentucky hip hop",
-          "new jersey rap",
-          "k-pop",
-          "uk hip hop",
-          "australian hip hop",
-          "modern folk rock",
-          "florida rap",
-          "black americana",
-          "neo soul",
-          "aussietronica",
-          "australian indie",
-          "memphis hip hop",
-          "san diego rap",
-          "emo",
-          "ohio hip hop",
-          "irish pop",
-          "electro",
-          "celtic rock",
-          "israeli pop",
-          "alternative rock",
-          "alternative metal",
-          "australian pop",
-          "reggae fusion",
-          "romanian house",
-          "asian american hip hop",
-          "destroy techno",
-          "belgian pop",
-          "pop soul",
-          "talent show",
-          "acoustic pop",
-          "dutch house",
-          "hawaiian hip hop",
-          "dirty south rap",
-          "basshall",
-          "london rap",
-          "idol",
-          "austrian pop",
-          "bedroom pop",
-          "social media pop",
-          "afrofuturism",
-          "comedy rap",
-          "colombian pop",
-          "rap",
-          "lilith",
-          "north carolina hip hop",
-          "alternative pop rock",
-          "dark clubbing",
-          "disco house",
-          "afro dancehall",
-          "argentine hip hop",
-          "classic rock",
-          "hollywood",
-          "canadian indie",
-          "danish pop",
-          "deep house",
-          "adult standards",
-          "tropical house",
-          "contemporary r&b",
-          "deep disco house",
-          "bubblegum dance",
-          "chill pop",
-          "comic",
-          "bass trap",
-          "nyc rap",
-          "la indie",
-          "downtempo",
-          "french indie pop",
-          "eau claire indie",
-          "german pop",
-          "dutch hip hop",
-          "electro house",
-          "indie folk",
-          "irish singer-songwriter",
-          "ghanaian hip hop",
-          "icelandic indie",
-          "french shoegaze",
-          "new french touch",
-          "hip pop",
-          "australian psych",
-          "uk drill"
+         "name": "Taylor Swift",
+         "offsetgroup": "Taylor Swift",
+         "orientation": "v",
+         "showlegend": true,
+         "textposition": "auto",
+         "type": "bar",
+         "x": [
+          "Taylor Swift"
          ],
-         "legendgroup": "",
-         "name": "",
+         "xaxis": "x",
+         "y": [
+          21
+         ],
+         "yaxis": "y"
+        },
+        {
+         "alignmentgroup": "True",
+         "hovertemplate": "Artista=%{x}<br>Canciones=%{y}<extra></extra>",
+         "legendgroup": "Drake",
+         "marker": {
+          "color": "#EF553B",
+          "pattern": {
+           "shape": ""
+          }
+         },
+         "name": "Drake",
+         "offsetgroup": "Drake",
+         "orientation": "v",
          "showlegend": true,
-         "type": "pie",
-         "values": [
-          361,
-          57,
-          39,
-          37,
-          21,
-          21,
-          18,
-          17,
-          15,
-          14,
-          14,
-          14,
-          13,
-          13,
-          13,
-          13,
-          12,
-          10,
-          10,
-          10,
-          8,
-          8,
-          8,
-          8,
-          8,
-          8,
-          8,
-          7,
-          7,
-          6,
-          6,
-          6,
-          5,
-          5,
-          5,
-          5,
-          4,
-          4,
-          4,
-          4,
-          4,
-          4,
-          4,
-          4,
-          4,
-          4,
-          3,
-          3,
-          3,
-          3,
-          3,
-          3,
-          3,
-          3,
-          3,
-          3,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
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-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          2,
-          1,
-          1,
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-          1,
-          1,
-          1,
-          1,
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-          1,
-          1,
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-          1,
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+       "                            \n",
+       "var gd = document.getElementById('0462b012-7bb3-41e9-abb4-b096a297698b');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "grafico=px.bar(por_artista_men, x='Artista', y='Canciones', color='Artista')\n",
+    "grafico.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cb3cb8a3",
+   "metadata": {},
+   "source": [
+    "# Cantidad de canciones en el Top 100 de cada año entre 2010 a 2019 por artista¶"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "ac68a8e6",
+   "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>Genero</th>\n",
+       "      <th>Canciones</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>dance pop</td>\n",
+       "      <td>361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>pop</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>atl hip hop</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>art pop</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>hip hop</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>boy band</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>canadian hip hop</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>edm</td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>folk-pop</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>conscious hip hop</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>contemporary country</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>barbadian pop</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>big room</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>chicago rap</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>canadian pop</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>modern rock</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>modern alternative rock</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>latin</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>dfw rap</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>canadian contemporary r&amp;b</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>melodic rap</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>emo rap</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>permanent wave</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>brostep</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>british soul</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>alt z</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>detroit hip hop</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>pop rap</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>electropop</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>gangster rap</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>australian dance</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>grime</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Genero  Canciones\n",
+       "0                   dance pop        361\n",
+       "1                         pop         57\n",
+       "2                 atl hip hop         39\n",
+       "3                     art pop         37\n",
+       "4                     hip hop         21\n",
+       "5                    boy band         21\n",
+       "6            canadian hip hop         18\n",
+       "7                         edm         17\n",
+       "8                    folk-pop         15\n",
+       "9           conscious hip hop         14\n",
+       "10       contemporary country         14\n",
+       "11              barbadian pop         14\n",
+       "12                   big room         13\n",
+       "13                chicago rap         13\n",
+       "14               canadian pop         13\n",
+       "15                modern rock         13\n",
+       "16    modern alternative rock         12\n",
+       "17                      latin         10\n",
+       "18                    dfw rap         10\n",
+       "19  canadian contemporary r&b         10\n",
+       "20                melodic rap          8\n",
+       "21                    emo rap          8\n",
+       "22             permanent wave          8\n",
+       "23                    brostep          8\n",
+       "24               british soul          8\n",
+       "25                      alt z          8\n",
+       "26            detroit hip hop          8\n",
+       "27                    pop rap          7\n",
+       "28                 electropop          7\n",
+       "29               gangster rap          6\n",
+       "30           australian dance          6\n",
+       "31                      grime          6"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "por_genero=df['top genre'].value_counts()[df['top genre'].value_counts() > 5].rename_axis('Genero').reset_index(name='Canciones')\n",
+    "por_genero.style.hide(axis='index') \n",
+    "por_genero"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "c1ac8906",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "domain": {
+          "x": [
+           0,
+           1
+          ],
+          "y": [
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+           1
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+         "hovertemplate": "Genero=%{label}<br>Canciones=%{value}<extra></extra>",
+         "labels": [
+          "dance pop",
+          "pop",
+          "atl hip hop",
+          "art pop",
+          "hip hop",
+          "boy band",
+          "canadian hip hop",
+          "edm",
+          "folk-pop",
+          "conscious hip hop",
+          "contemporary country",
+          "barbadian pop",
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+          "british soul",
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+          "pop rap",
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        "                            \n",
-       "var gd = document.getElementById('5aef4062-f507-46d8-a111-1aabf3a0db5e');\n",
+       "var gd = document.getElementById('4ecb11e2-3ecc-4875-90bc-f4b8cf3c096e');\n",
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@@ -14278,7 +16292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 36,
    "id": "872f02d9",
    "metadata": {},
    "outputs": [
@@ -14324,107 +16338,7 @@
           "electropop",
           "gangster rap",
           "australian dance",
-          "grime",
-          "candy pop",
-          "alternative r&b",
-          "indie pop rap",
-          "complextro",
-          "indie poptimism",
-          "baroque pop",
-          "cali rap",
-          "alternative dance",
-          "metropopolis",
-          "indietronica",
-          "afroswing",
-          "east coast hip hop",
-          "indie rock",
-          "neo mellow",
-          "indie pop",
-          "g funk",
-          "lgbtq+ hip hop",
-          "garage rock",
-          "deep groove house",
-          "dancefloor dnb",
-          "kentucky hip hop",
-          "new jersey rap",
-          "k-pop",
-          "uk hip hop",
-          "australian hip hop",
-          "modern folk rock",
-          "florida rap",
-          "black americana",
-          "neo soul",
-          "aussietronica",
-          "australian indie",
-          "memphis hip hop",
-          "san diego rap",
-          "emo",
-          "ohio hip hop",
-          "irish pop",
-          "electro",
-          "celtic rock",
-          "israeli pop",
-          "alternative rock",
-          "alternative metal",
-          "australian pop",
-          "reggae fusion",
-          "romanian house",
-          "asian american hip hop",
-          "destroy techno",
-          "belgian pop",
-          "pop soul",
-          "talent show",
-          "acoustic pop",
-          "dutch house",
-          "hawaiian hip hop",
-          "dirty south rap",
-          "basshall",
-          "london rap",
-          "idol",
-          "austrian pop",
-          "bedroom pop",
-          "social media pop",
-          "afrofuturism",
-          "comedy rap",
-          "colombian pop",
-          "rap",
-          "lilith",
-          "north carolina hip hop",
-          "alternative pop rock",
-          "dark clubbing",
-          "disco house",
-          "afro dancehall",
-          "argentine hip hop",
-          "classic rock",
-          "hollywood",
-          "canadian indie",
-          "danish pop",
-          "deep house",
-          "adult standards",
-          "tropical house",
-          "contemporary r&b",
-          "deep disco house",
-          "bubblegum dance",
-          "chill pop",
-          "comic",
-          "bass trap",
-          "nyc rap",
-          "la indie",
-          "downtempo",
-          "french indie pop",
-          "eau claire indie",
-          "german pop",
-          "dutch hip hop",
-          "electro house",
-          "indie folk",
-          "irish singer-songwriter",
-          "ghanaian hip hop",
-          "icelandic indie",
-          "french shoegaze",
-          "new french touch",
-          "hip pop",
-          "australian psych",
-          "uk drill"
+          "grime"
          ],
          "marker": {
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-           "rgba(251, 128, 114, 0.8787878787878787)",
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@@ -14761,7 +16475,7 @@
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    "id": "8a8e214e",
    "metadata": {},
    "outputs": [
@@ -15628,9 +17342,9 @@
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        "                            \n",
-       "var gd = document.getElementById('52174bec-4264-4d06-aa2e-ad0d4f54e05a');\n",
+       "var gd = document.getElementById('1db40ac4-6a3e-466d-a4d3-f10f1cb608f1');\n",
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@@ -15660,10 +17374,10 @@
     }
    ],
    "source": [
-    "por_genero2018=df[df['top year'] == 2018]\n",
-    "por_genero2018=df['top genre'].value_counts().rename_axis('Genero').reset_index(name='Canciones')\n",
-    "por_genero2018.style.hide_index() \n",
-    "por_genero2018_top3=por_genero2018.head(3)\n",
+    "por_genero2018 = df[df['top year'] == 2018]\n",
+    "por_genero2018 = df['top genre'].value_counts().rename_axis('Genero').reset_index(name='Canciones')\n",
+    "por_genero2018.style.hide(axis='index') \n",
+    "por_genero2018_top3 = por_genero2018.head(3)\n",
     "\n",
     "torta = px.pie(por_genero2018_top3, values='Canciones', names='Genero', title='Cantidad de canciones en el Top 100 de cada año entre 2010 a 2019 por genero de los 3 generos mas populares', width=1000, height=800)\n",
     "torta.show()"
@@ -15679,7 +17393,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 40,
    "id": "4c7bc0d4",
    "metadata": {},
    "outputs": [
@@ -16590,9 +18304,9 @@
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        "                            \n",
-       "var gd = document.getElementById('8dc53c82-289d-4da5-b313-b1d52ce21898');\n",
+       "var gd = document.getElementById('da71d26b-2cd1-48e2-8ff3-381a83b0d572');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -17588,13 +19302,13 @@
     }
    ],
    "source": [
-    "top_100_taylor=df[df['artist'] == 'Taylor Swift']\n",
+    "top_100_taylor = df[df['artist'] == 'Taylor Swift']\n",
     "\n",
-    "top_100_taylor=top_100_taylor[['top year']]\n",
+    "top_100_taylor = top_100_taylor[['top year']]\n",
     "\n",
     "\n",
-    "agrupado=top_100_taylor.groupby(['top year']).size().reset_index(name='Cantidad de canciones')\n",
-    "agrupado.columns=['Año', 'Cantidad de canciones en el top 100']\n",
+    "agrupado = top_100_taylor.groupby(['top year']).size().reset_index(name='Cantidad de canciones')\n",
+    "agrupado.columns = ['Año', 'Cantidad de canciones en el top 100']\n",
     "print (agrupado)\n",
     "\n",
     "taylor_grafico=px.line(agrupado, x='Año', y='Cantidad de canciones en el top 100', title='Cantidad de canciones en el top 100  por año de Taylor Swift')\n",
@@ -20388,7 +22102,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.10.4"
   }
  },
  "nbformat": 4,