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   "source": [
    "# Spotify dataset\n",
    "\n",
    "[Recording of lecture from 1/24/2022](https://uci.zoom.us/rec/share/JBsBgWKEEa9fweZFzQH2J8SiWKWcVSDiMQx0dOt56nxRQ0b8dpW-Nj6-Hrp_ijkQ._1bDpwn5N2eTJ4u-?startTime=1643039871000)\n",
    "\n",
    "The csv file attached to this project was originally taken from this [Kaggle dataset](https://www.kaggle.com/sashankpillai/spotify-top-200-charts-20202021/version/1).\n",
    "\n",
    "To start out we want to plot Energy vs Loudness using Altair.\n",
    "\n",
    "To change the default colors, we can select a different [color scheme](https://vega.github.io/vega/docs/schemes/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cell_id": "09575021-3c29-4a89-97c6-8b95dd69d753",
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    "execution_start": 1643039982296,
    "source_hash": "46e6bd77",
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import altair as alt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "cell_id": "45fec56c-60e9-46af-bbfe-879d8823d22b",
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    "execution_start": 1643040318436,
    "source_hash": "3f39c031",
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   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"../data/spotify_dataset.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "cell_id": "c18ddc29-ba52-4dc4-b859-e7a46e74f3e8",
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    "execution_millis": 25,
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       "    }\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>Index</th>\n",
       "      <th>Highest Charting Position</th>\n",
       "      <th>Number of Times Charted</th>\n",
       "      <th>Week of Highest Charting</th>\n",
       "      <th>Song Name</th>\n",
       "      <th>Streams</th>\n",
       "      <th>Artist</th>\n",
       "      <th>Artist Followers</th>\n",
       "      <th>Song ID</th>\n",
       "      <th>Genre</th>\n",
       "      <th>...</th>\n",
       "      <th>Danceability</th>\n",
       "      <th>Energy</th>\n",
       "      <th>Loudness</th>\n",
       "      <th>Speechiness</th>\n",
       "      <th>Acousticness</th>\n",
       "      <th>Liveness</th>\n",
       "      <th>Tempo</th>\n",
       "      <th>Duration (ms)</th>\n",
       "      <th>Valence</th>\n",
       "      <th>Chord</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>2021-07-23--2021-07-30</td>\n",
       "      <td>Beggin'</td>\n",
       "      <td>48,633,449</td>\n",
       "      <td>Måneskin</td>\n",
       "      <td>3377762</td>\n",
       "      <td>3Wrjm47oTz2sjIgck11l5e</td>\n",
       "      <td>['indie rock italiano', 'italian pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.714</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-4.808</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.127</td>\n",
       "      <td>0.359</td>\n",
       "      <td>134.002</td>\n",
       "      <td>211560</td>\n",
       "      <td>0.589</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-07-23--2021-07-30</td>\n",
       "      <td>STAY (with Justin Bieber)</td>\n",
       "      <td>47,248,719</td>\n",
       "      <td>The Kid LAROI</td>\n",
       "      <td>2230022</td>\n",
       "      <td>5HCyWlXZPP0y6Gqq8TgA20</td>\n",
       "      <td>['australian hip hop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.591</td>\n",
       "      <td>0.764</td>\n",
       "      <td>-5.484</td>\n",
       "      <td>0.0483</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.103</td>\n",
       "      <td>169.928</td>\n",
       "      <td>141806</td>\n",
       "      <td>0.478</td>\n",
       "      <td>C#/Db</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>2021-06-25--2021-07-02</td>\n",
       "      <td>good 4 u</td>\n",
       "      <td>40,162,559</td>\n",
       "      <td>Olivia Rodrigo</td>\n",
       "      <td>6266514</td>\n",
       "      <td>4ZtFanR9U6ndgddUvNcjcG</td>\n",
       "      <td>['pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.563</td>\n",
       "      <td>0.664</td>\n",
       "      <td>-5.044</td>\n",
       "      <td>0.154</td>\n",
       "      <td>0.335</td>\n",
       "      <td>0.0849</td>\n",
       "      <td>166.928</td>\n",
       "      <td>178147</td>\n",
       "      <td>0.688</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-07-02--2021-07-09</td>\n",
       "      <td>Bad Habits</td>\n",
       "      <td>37,799,456</td>\n",
       "      <td>Ed Sheeran</td>\n",
       "      <td>83293380</td>\n",
       "      <td>6PQ88X9TkUIAUIZJHW2upE</td>\n",
       "      <td>['pop', 'uk pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.897</td>\n",
       "      <td>-3.712</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.0469</td>\n",
       "      <td>0.364</td>\n",
       "      <td>126.026</td>\n",
       "      <td>231041</td>\n",
       "      <td>0.591</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-07-23--2021-07-30</td>\n",
       "      <td>INDUSTRY BABY (feat. Jack Harlow)</td>\n",
       "      <td>33,948,454</td>\n",
       "      <td>Lil Nas X</td>\n",
       "      <td>5473565</td>\n",
       "      <td>27NovPIUIRrOZoCHxABJwK</td>\n",
       "      <td>['lgbtq+ hip hop', 'pop rap']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.736</td>\n",
       "      <td>0.704</td>\n",
       "      <td>-7.409</td>\n",
       "      <td>0.0615</td>\n",
       "      <td>0.0203</td>\n",
       "      <td>0.0501</td>\n",
       "      <td>149.995</td>\n",
       "      <td>212000</td>\n",
       "      <td>0.894</td>\n",
       "      <td>D#/Eb</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
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      "text/plain": [
       "   Index  Highest Charting Position  Number of Times Charted  \\\n",
       "0      1                          1                        8   \n",
       "1      2                          2                        3   \n",
       "2      3                          1                       11   \n",
       "3      4                          3                        5   \n",
       "4      5                          5                        1   \n",
       "\n",
       "  Week of Highest Charting                          Song Name     Streams  \\\n",
       "0   2021-07-23--2021-07-30                            Beggin'  48,633,449   \n",
       "1   2021-07-23--2021-07-30          STAY (with Justin Bieber)  47,248,719   \n",
       "2   2021-06-25--2021-07-02                           good 4 u  40,162,559   \n",
       "3   2021-07-02--2021-07-09                         Bad Habits  37,799,456   \n",
       "4   2021-07-23--2021-07-30  INDUSTRY BABY (feat. Jack Harlow)  33,948,454   \n",
       "\n",
       "           Artist Artist Followers                 Song ID  \\\n",
       "0        Måneskin          3377762  3Wrjm47oTz2sjIgck11l5e   \n",
       "1   The Kid LAROI          2230022  5HCyWlXZPP0y6Gqq8TgA20   \n",
       "2  Olivia Rodrigo          6266514  4ZtFanR9U6ndgddUvNcjcG   \n",
       "3      Ed Sheeran         83293380  6PQ88X9TkUIAUIZJHW2upE   \n",
       "4       Lil Nas X          5473565  27NovPIUIRrOZoCHxABJwK   \n",
       "\n",
       "                                    Genre  ... Danceability Energy Loudness  \\\n",
       "0  ['indie rock italiano', 'italian pop']  ...        0.714    0.8   -4.808   \n",
       "1                  ['australian hip hop']  ...        0.591  0.764   -5.484   \n",
       "2                                 ['pop']  ...        0.563  0.664   -5.044   \n",
       "3                       ['pop', 'uk pop']  ...        0.808  0.897   -3.712   \n",
       "4           ['lgbtq+ hip hop', 'pop rap']  ...        0.736  0.704   -7.409   \n",
       "\n",
       "  Speechiness Acousticness Liveness    Tempo Duration (ms) Valence  Chord  \n",
       "0      0.0504        0.127    0.359  134.002        211560   0.589      B  \n",
       "1      0.0483       0.0383    0.103  169.928        141806   0.478  C#/Db  \n",
       "2       0.154        0.335   0.0849  166.928        178147   0.688      A  \n",
       "3      0.0348       0.0469    0.364  126.026        231041   0.591      B  \n",
       "4      0.0615       0.0203   0.0501  149.995        212000   0.894  D#/Eb  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
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   "cell_type": "markdown",
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    "cell_id": "ad6a67f4-e8fe-4a08-b97d-a1078b93e74c",
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   "source": [
    "If you try to make this into a chart directly with the following code, it does not work.\n",
    "\n",
    "```\n",
    "alt.Chart(df).mark_circle().encode(\n",
    "    x = \"Energy\",\n",
    "    y = \"Loudness\"\n",
    ")\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A first guess is that df is too long (Altair by default only works with DataFrames with 5000 rows or fewer)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
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    "execution_millis": 5,
    "execution_start": 1643040489578,
    "source_hash": "149a469d",
    "tags": []
   },
   "outputs": [
    {
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       "\n",
       "<div id=\"altair-viz-93a685185f3341789f571e2c742339eb\"></div>\n",
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       "    let outputDiv = document.currentScript.previousElementSibling;\n",
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       "      outputDiv = document.getElementById(\"altair-viz-93a685185f3341789f571e2c742339eb\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
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       "    function showError(err) {\n",
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       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-ac45b3fad8f52548ac4ed0a16560480a\"}, \"mark\": \"circle\", \"encoding\": {\"x\": {\"type\": \"nominal\", \"field\": \"Energy\"}, \"y\": {\"type\": \"nominal\", \"field\": \"Loudness\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-ac45b3fad8f52548ac4ed0a16560480a\": [{\"Index\": 1, \"Highest Charting Position\": 1, \"Number of Times Charted\": 8, \"Week of Highest Charting\": \"2021-07-23--2021-07-30\", \"Song Name\": \"Beggin'\", \"Streams\": \"48,633,449\", \"Artist\": \"M\\u00e5neskin\", \"Artist Followers\": \"3377762\", \"Song ID\": \"3Wrjm47oTz2sjIgck11l5e\", \"Genre\": \"['indie rock italiano', 'italian pop']\", \"Release Date\": \"2017-12-08\", \"Weeks Charted\": \"2021-07-23--2021-07-30\\n2021-07-16--2021-07-23\\n2021-07-09--2021-07-16\\n2021-07-02--2021-07-09\\n2021-06-25--2021-07-02\\n2021-06-18--2021-06-25\\n2021-06-11--2021-06-18\\n2021-06-04--2021-06-11\", \"Popularity\": \"100\", \"Danceability\": \"0.714\", \"Energy\": \"0.8\", \"Loudness\": \"-4.808\", \"Speechiness\": \"0.0504\", \"Acousticness\": \"0.127\", \"Liveness\": \"0.359\", \"Tempo\": \"134.002\", \"Duration (ms)\": \"211560\", \"Valence\": \"0.589\", \"Chord\": \"B\"}, {\"Index\": 2, \"Highest Charting Position\": 2, \"Number of Times Charted\": 3, \"Week of Highest Charting\": \"2021-07-23--2021-07-30\", \"Song Name\": \"STAY (with Justin Bieber)\", \"Streams\": \"47,248,719\", \"Artist\": \"The Kid LAROI\", \"Artist Followers\": \"2230022\", \"Song ID\": \"5HCyWlXZPP0y6Gqq8TgA20\", \"Genre\": \"['australian hip hop']\", \"Release Date\": \"2021-07-09\", \"Weeks Charted\": \"2021-07-23--2021-07-30\\n2021-07-16--2021-07-23\\n2021-07-09--2021-07-16\", \"Popularity\": \"99\", \"Danceability\": \"0.591\", \"Energy\": \"0.764\", \"Loudness\": \"-5.484\", \"Speechiness\": \"0.0483\", \"Acousticness\": \"0.0383\", \"Liveness\": \"0.103\", \"Tempo\": \"169.928\", \"Duration (ms)\": \"141806\", \"Valence\": \"0.478\", \"Chord\": \"C#/Db\"}, {\"Index\": 3, \"Highest Charting Position\": 1, \"Number of Times Charted\": 11, \"Week of Highest Charting\": \"2021-06-25--2021-07-02\", \"Song Name\": \"good 4 u\", \"Streams\": \"40,162,559\", \"Artist\": \"Olivia Rodrigo\", \"Artist Followers\": \"6266514\", \"Song ID\": \"4ZtFanR9U6ndgddUvNcjcG\", \"Genre\": \"['pop']\", \"Release Date\": \"2021-05-21\", \"Weeks Charted\": \"2021-07-23--2021-07-30\\n2021-07-16--2021-07-23\\n2021-07-09--2021-07-16\\n2021-07-02--2021-07-09\\n2021-06-25--2021-07-02\\n2021-06-18--2021-06-25\\n2021-06-11--2021-06-18\\n2021-06-04--2021-06-11\\n2021-05-28--2021-06-04\\n2021-05-21--2021-05-28\\n2021-05-14--2021-05-21\", \"Popularity\": \"99\", \"Danceability\": \"0.563\", \"Energy\": \"0.664\", \"Loudness\": \"-5.044\", \"Speechiness\": \"0.154\", \"Acousticness\": \"0.335\", \"Liveness\": \"0.0849\", \"Tempo\": \"166.928\", \"Duration (ms)\": \"178147\", \"Valence\": \"0.688\", \"Chord\": \"A\"}, {\"Index\": 4, \"Highest Charting Position\": 3, \"Number of Times Charted\": 5, \"Week of Highest Charting\": \"2021-07-02--2021-07-09\", \"Song Name\": \"Bad Habits\", \"Streams\": \"37,799,456\", \"Artist\": \"Ed Sheeran\", \"Artist Followers\": \"83293380\", \"Song ID\": \"6PQ88X9TkUIAUIZJHW2upE\", \"Genre\": \"['pop', 'uk pop']\", \"Release Date\": \"2021-06-25\", \"Weeks Charted\": \"2021-07-23--2021-07-30\\n2021-07-16--2021-07-23\\n2021-07-09--2021-07-16\\n2021-07-02--2021-07-09\\n2021-06-25--2021-07-02\", \"Popularity\": \"98\", \"Danceability\": \"0.808\", \"Energy\": \"0.897\", \"Loudness\": \"-3.712\", \"Speechiness\": \"0.0348\", \"Acousticness\": \"0.0469\", \"Liveness\": \"0.364\", \"Tempo\": \"126.026\", \"Duration (ms)\": \"231041\", \"Valence\": \"0.591\", \"Chord\": \"B\"}, {\"Index\": 5, \"Highest Charting Position\": 5, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2021-07-23--2021-07-30\", \"Song Name\": \"INDUSTRY BABY (feat. Jack Harlow)\", \"Streams\": \"33,948,454\", \"Artist\": \"Lil Nas X\", \"Artist Followers\": \"5473565\", \"Song ID\": \"27NovPIUIRrOZoCHxABJwK\", \"Genre\": \"['lgbtq+ hip hop', 'pop rap']\", \"Release Date\": \"2021-07-23\", \"Weeks Charted\": \"2021-07-23--2021-07-30\", \"Popularity\": \"96\", \"Danceability\": \"0.736\", \"Energy\": \"0.704\", \"Loudness\": \"-7.409\", \"Speechiness\": \"0.0615\", \"Acousticness\": \"0.0203\", \"Liveness\": \"0.0501\", \"Tempo\": \"149.995\", \"Duration (ms)\": \"212000\", \"Valence\": \"0.894\", \"Chord\": \"D#/Eb\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(df.iloc[:5]).mark_circle().encode(\n",
    "    x = \"Energy\",\n",
    "    y = \"Loudness\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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    "    x = \"Energy\",\n",
    "    y = \"Loudness\"\n",
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      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1556 entries, 0 to 1555\n",
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      "text/plain": [
       "Taylor Swift                                                                          52\n",
       "Lil Uzi Vert                                                                          32\n",
       "Justin Bieber                                                                         32\n",
       "Juice WRLD                                                                            30\n",
       "BTS                                                                                   29\n",
       "                                                                                      ..\n",
       "Dadá Boladão, Tati Zaqui, OIK                                                          1\n",
       "K/DA, Madison Beer, (G)I-DLE, Lexie Liu, Jaira Burns, Seraphine, League of Legends     1\n",
       "187 Strassenbande, Bonez MC, Frauenarzt                                                1\n",
       "SHAED, ZAYN                                                                            1\n",
       "Tiago PZK, LIT killah                                                                  1\n",
       "Name: Artist, Length: 716, dtype: int64"
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       "Taylor Swift                                                                          52\n",
       "Lil Uzi Vert                                                                          32\n",
       "Justin Bieber                                                                         32\n",
       "Juice WRLD                                                                            30\n",
       "BTS                                                                                   29\n",
       "                                                                                      ..\n",
       "Dadá Boladão, Tati Zaqui, OIK                                                          1\n",
       "K/DA, Madison Beer, (G)I-DLE, Lexie Liu, Jaira Burns, Seraphine, League of Legends     1\n",
       "187 Strassenbande, Bonez MC, Frauenarzt                                                1\n",
       "SHAED, ZAYN                                                                            1\n",
       "Tiago PZK, LIT killah                                                                  1\n",
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         "Weeks Charted": "2021-07-23--2021-07-30\n2021-07-16--2021-07-23\n2021-07-09--2021-07-16",
         "_deepnote_index_column": 1
        },
        {
         "Acousticness": "0.335",
         "Artist": "Olivia Rodrigo",
         "Artist Followers": "6266514",
         "Chord": "A",
         "Danceability": "0.563",
         "Duration (ms)": "178147",
         "Energy": "0.664",
         "Genre": "['pop']",
         "Highest Charting Position": 1,
         "Index": 3,
         "Liveness": "0.0849",
         "Loudness": "-5.044",
         "Number of Times Charted": 11,
         "Popularity": "99",
         "Release Date": "2021-05-21",
         "Song ID": "4ZtFanR9U6ndgddUvNcjcG",
         "Song Name": "good 4 u",
         "Speechiness": "0.154",
         "Streams": "40,162,559",
         "Tempo": "166.928",
         "Valence": "0.688",
         "Week of Highest Charting": "2021-06-25--2021-07-02",
         "Weeks Charted": "2021-07-23--2021-07-30\n2021-07-16--2021-07-23\n2021-07-09--2021-07-16\n2021-07-02--2021-07-09\n2021-06…",
         "_deepnote_index_column": 2
        }
       ]
      },
      "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>Index</th>\n",
       "      <th>Highest Charting Position</th>\n",
       "      <th>Number of Times Charted</th>\n",
       "      <th>Week of Highest Charting</th>\n",
       "      <th>Song Name</th>\n",
       "      <th>Streams</th>\n",
       "      <th>Artist</th>\n",
       "      <th>Artist Followers</th>\n",
       "      <th>Song ID</th>\n",
       "      <th>Genre</th>\n",
       "      <th>...</th>\n",
       "      <th>Danceability</th>\n",
       "      <th>Energy</th>\n",
       "      <th>Loudness</th>\n",
       "      <th>Speechiness</th>\n",
       "      <th>Acousticness</th>\n",
       "      <th>Liveness</th>\n",
       "      <th>Tempo</th>\n",
       "      <th>Duration (ms)</th>\n",
       "      <th>Valence</th>\n",
       "      <th>Chord</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>2021-07-23--2021-07-30</td>\n",
       "      <td>Beggin'</td>\n",
       "      <td>48,633,449</td>\n",
       "      <td>Måneskin</td>\n",
       "      <td>3377762</td>\n",
       "      <td>3Wrjm47oTz2sjIgck11l5e</td>\n",
       "      <td>['indie rock italiano', 'italian pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.714</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-4.808</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.127</td>\n",
       "      <td>0.359</td>\n",
       "      <td>134.002</td>\n",
       "      <td>211560</td>\n",
       "      <td>0.589</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-07-23--2021-07-30</td>\n",
       "      <td>STAY (with Justin Bieber)</td>\n",
       "      <td>47,248,719</td>\n",
       "      <td>The Kid LAROI</td>\n",
       "      <td>2230022</td>\n",
       "      <td>5HCyWlXZPP0y6Gqq8TgA20</td>\n",
       "      <td>['australian hip hop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.591</td>\n",
       "      <td>0.764</td>\n",
       "      <td>-5.484</td>\n",
       "      <td>0.0483</td>\n",
       "      <td>0.0383</td>\n",
       "      <td>0.103</td>\n",
       "      <td>169.928</td>\n",
       "      <td>141806</td>\n",
       "      <td>0.478</td>\n",
       "      <td>C#/Db</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>2021-06-25--2021-07-02</td>\n",
       "      <td>good 4 u</td>\n",
       "      <td>40,162,559</td>\n",
       "      <td>Olivia Rodrigo</td>\n",
       "      <td>6266514</td>\n",
       "      <td>4ZtFanR9U6ndgddUvNcjcG</td>\n",
       "      <td>['pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.563</td>\n",
       "      <td>0.664</td>\n",
       "      <td>-5.044</td>\n",
       "      <td>0.154</td>\n",
       "      <td>0.335</td>\n",
       "      <td>0.0849</td>\n",
       "      <td>166.928</td>\n",
       "      <td>178147</td>\n",
       "      <td>0.688</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Index  Highest Charting Position  Number of Times Charted  \\\n",
       "0      1                          1                        8   \n",
       "1      2                          2                        3   \n",
       "2      3                          1                       11   \n",
       "\n",
       "  Week of Highest Charting                  Song Name     Streams  \\\n",
       "0   2021-07-23--2021-07-30                    Beggin'  48,633,449   \n",
       "1   2021-07-23--2021-07-30  STAY (with Justin Bieber)  47,248,719   \n",
       "2   2021-06-25--2021-07-02                   good 4 u  40,162,559   \n",
       "\n",
       "           Artist Artist Followers                 Song ID  \\\n",
       "0        Måneskin          3377762  3Wrjm47oTz2sjIgck11l5e   \n",
       "1   The Kid LAROI          2230022  5HCyWlXZPP0y6Gqq8TgA20   \n",
       "2  Olivia Rodrigo          6266514  4ZtFanR9U6ndgddUvNcjcG   \n",
       "\n",
       "                                    Genre  ... Danceability Energy Loudness  \\\n",
       "0  ['indie rock italiano', 'italian pop']  ...        0.714    0.8   -4.808   \n",
       "1                  ['australian hip hop']  ...        0.591  0.764   -5.484   \n",
       "2                                 ['pop']  ...        0.563  0.664   -5.044   \n",
       "\n",
       "  Speechiness Acousticness Liveness    Tempo Duration (ms) Valence  Chord  \n",
       "0      0.0504        0.127    0.359  134.002        211560   0.589      B  \n",
       "1      0.0483       0.0383    0.103  169.928        141806   0.478  C#/Db  \n",
       "2       0.154        0.335   0.0849  166.928        178147   0.688      A  \n",
       "\n",
       "[3 rows x 23 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "cell_id": "e19b84f8-2d21-47c1-9e59-0a1a6642ba90",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 6,
    "execution_start": 1643040769493,
    "source_hash": "2f88c77a",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1556"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Not too long for Altair (5000 is the cutoff for Altair)\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "cell_id": "38c58723-30d4-4288-a211-f63719b57d4c",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 6,
    "execution_start": 1643040846238,
    "source_hash": "14f60b8f",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1556, 23)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "cell_id": "ca9bdc21-7224-477e-ad8d-fbda4683c783",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21.1875
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 0,
    "execution_start": 1643040882740,
    "source_hash": "1084104f",
    "tags": []
   },
   "outputs": [],
   "source": [
    "x = df.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "cell_id": "2b45cb1e-db09-4d11-b2c4-90c2f4f4dfcd",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 6,
    "execution_start": 1643040884836,
    "source_hash": "577d5527",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1556"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "cell_id": "33b93df4-424a-46cb-8150-9e6e0888830c",
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 18,
    "execution_start": 1643040889980,
    "source_hash": "de1e323c",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1556 entries, 0 to 1555\n",
      "Data columns (total 23 columns):\n",
      " #   Column                     Non-Null Count  Dtype \n",
      "---  ------                     --------------  ----- \n",
      " 0   Index                      1556 non-null   int64 \n",
      " 1   Highest Charting Position  1556 non-null   int64 \n",
      " 2   Number of Times Charted    1556 non-null   int64 \n",
      " 3   Week of Highest Charting   1556 non-null   object\n",
      " 4   Song Name                  1556 non-null   object\n",
      " 5   Streams                    1556 non-null   object\n",
      " 6   Artist                     1556 non-null   object\n",
      " 7   Artist Followers           1556 non-null   object\n",
      " 8   Song ID                    1556 non-null   object\n",
      " 9   Genre                      1556 non-null   object\n",
      " 10  Release Date               1556 non-null   object\n",
      " 11  Weeks Charted              1556 non-null   object\n",
      " 12  Popularity                 1556 non-null   object\n",
      " 13  Danceability               1556 non-null   object\n",
      " 14  Energy                     1556 non-null   object\n",
      " 15  Loudness                   1556 non-null   object\n",
      " 16  Speechiness                1556 non-null   object\n",
      " 17  Acousticness               1556 non-null   object\n",
      " 18  Liveness                   1556 non-null   object\n",
      " 19  Tempo                      1556 non-null   object\n",
      " 20  Duration (ms)              1556 non-null   object\n",
      " 21  Valence                    1556 non-null   object\n",
      " 22  Chord                      1556 non-null   object\n",
      "dtypes: int64(3), object(20)\n",
      "memory usage: 279.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "cell_id": "acaf380d-205e-438e-bf28-734d7d6dcc60",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 5,
    "execution_start": 1643041055206,
    "source_hash": "92ad8b2",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.825'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[10,\"Energy\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "cell_id": "18567495-55d7-4b15-afda-fb90ef26f13c",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     463
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 5,
    "execution_start": 1643041434185,
    "source_hash": "52430027",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index                         int64\n",
       "Highest Charting Position     int64\n",
       "Number of Times Charted       int64\n",
       "Week of Highest Charting     object\n",
       "Song Name                    object\n",
       "Streams                      object\n",
       "Artist                       object\n",
       "Artist Followers             object\n",
       "Song ID                      object\n",
       "Genre                        object\n",
       "Release Date                 object\n",
       "Weeks Charted                object\n",
       "Popularity                   object\n",
       "Danceability                 object\n",
       "Energy                       object\n",
       "Loudness                     object\n",
       "Speechiness                  object\n",
       "Acousticness                 object\n",
       "Liveness                     object\n",
       "Tempo                        object\n",
       "Duration (ms)                object\n",
       "Valence                      object\n",
       "Chord                        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "cell_id": "c09f7a71-5e8f-4e0f-b4e0-2089a73cb6c7",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     424
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 31,
    "execution_start": 1643041111000,
    "source_hash": "7faab1ed",
    "tags": []
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Unable to parse string \" \" at position 35",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32mpandas/_libs/lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.maybe_convert_numeric\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Unable to parse string \" \"",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-26-e56ec88922ea>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_numeric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Energy\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/shared-libs/python3.7/py/lib/python3.7/site-packages/pandas/core/tools/numeric.py\u001b[0m in \u001b[0;36mto_numeric\u001b[0;34m(arg, errors, downcast)\u001b[0m\n\u001b[1;32m    153\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    154\u001b[0m             values = lib.maybe_convert_numeric(\n\u001b[0;32m--> 155\u001b[0;31m                 \u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcoerce_numeric\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcoerce_numeric\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    156\u001b[0m             )\n\u001b[1;32m    157\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mValueError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mpandas/_libs/lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.maybe_convert_numeric\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Unable to parse string \" \" at position 35"
     ]
    }
   ],
   "source": [
    "pd.to_numeric(df[\"Energy\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "cell_id": "64373109-2de8-4f88-a527-6e7b1e911343",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     232
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 9,
    "execution_start": 1643041191526,
    "source_hash": "ea58230",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "1551    False\n",
       "1552    False\n",
       "1553    False\n",
       "1554    False\n",
       "1555    False\n",
       "Length: 1556, dtype: bool"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().any(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "cell_id": "ea4384e7-ae64-4678-afa9-3c4330d59020",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 5,
    "execution_start": 1643041214446,
    "source_hash": "be2ea5da",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().any(axis=1).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "cell_id": "3854f5da-aad5-4892-8319-8cb8d52b3701",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 2,
    "execution_start": 1643041297152,
    "source_hash": "f6cd8832",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\" == \" \""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
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       "      Index  Highest Charting Position  Number of Times Charted  \\\n",
       "35       36                         36                        1   \n",
       "163     164                          5                       39   \n",
       "464     465                        118                        1   \n",
       "530     531                         20                        5   \n",
       "636     637                         22                        6   \n",
       "654     655                         73                        1   \n",
       "750     751                         19                       20   \n",
       "784     785                         76                       14   \n",
       "876     877                        164                        4   \n",
       "1140   1141                        131                        1   \n",
       "1538   1539                        176                        1   \n",
       "\n",
       "     Week of Highest Charting  \\\n",
       "35     2021-07-23--2021-07-30   \n",
       "163    2020-10-30--2020-11-06   \n",
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       "530    2021-01-15--2021-01-22   \n",
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       "654    2020-12-18--2020-12-25   \n",
       "750    2020-07-31--2020-08-07   \n",
       "784    2020-09-04--2020-09-11   \n",
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       "1538   2020-01-03--2020-01-10   \n",
       "\n",
       "                                              Song Name     Streams  \\\n",
       "35            NOT SOBER (feat. Polo G & Stunna Gambino)  11,869,336   \n",
       "163                                               34+35   5,453,159   \n",
       "464                               Richer (feat. Polo G)   6,292,362   \n",
       "530   34+35 Remix (feat. Doja Cat, Megan Thee Stalli...   6,162,453   \n",
       "636          Driving Home for Christmas - 2019 Remaster   8,804,531   \n",
       "654         Thank God It's Christmas - Non-Album Single  10,509,961   \n",
       "750   Agua (with J Balvin) - Music From \"Sponge On T...   5,358,940   \n",
       "784   Lean (feat. Towy, Osquel, Beltito & Sammy & Fa...   4,739,241   \n",
       "876                                              +Linda   4,964,708   \n",
       "1140                                     In meinem Benz   5,494,500   \n",
       "1538  fuck, i'm lonely (with Anne-Marie) - from “13 ...   4,856,458   \n",
       "\n",
       "                            Artist Artist Followers Song ID Genre  ...  \\\n",
       "35                   The Kid LAROI                                 ...   \n",
       "163                  Ariana Grande                                 ...   \n",
       "464                       Rod Wave                                 ...   \n",
       "530                  Ariana Grande                                 ...   \n",
       "636                      Chris Rea                                 ...   \n",
       "654                          Queen                                 ...   \n",
       "750                          Tainy                                 ...   \n",
       "784          Super Yei, Jone Quest                                 ...   \n",
       "876                          Dalex                                 ...   \n",
       "1140  AK AUSSERKONTROLLE, Bonez MC                                 ...   \n",
       "1538                          Lauv                                 ...   \n",
       "\n",
       "     Danceability Energy Loudness Speechiness Acousticness Liveness Tempo  \\\n",
       "35                                                                          \n",
       "163                                                                         \n",
       "464                                                                         \n",
       "530                                                                         \n",
       "636                                                                         \n",
       "654                                                                         \n",
       "750                                                                         \n",
       "784                                                                         \n",
       "876                                                                         \n",
       "1140                                                                        \n",
       "1538                                                                        \n",
       "\n",
       "     Duration (ms) Valence Chord  \n",
       "35                                \n",
       "163                               \n",
       "464                               \n",
       "530                               \n",
       "636                               \n",
       "654                               \n",
       "750                               \n",
       "784                               \n",
       "876                               \n",
       "1140                              \n",
       "1538                              \n",
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         "Genre": "['australian hip hop']",
         "Highest Charting Position": 2,
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         "Liveness": 0.103,
         "Loudness": -5.484,
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         "Popularity": 99,
         "Release Date": "2021-07-09",
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         "Liveness": 0.0849,
         "Loudness": -5.044,
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         "Release Date": "2021-05-21",
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         "Release Date": "2021-07-23",
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         "Danceability": 0.61,
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         "Liveness": 0.384,
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         "Popularity": 97,
         "Release Date": "2021-03-31",
         "Song ID": "67BtfxlNbhBmCDR2L2l8qd",
         "Song Name": "MONTERO (Call Me By Your Name)",
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         "Tempo": 178.818,
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         "Index": 7,
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         "Release Date": "2021-04-09",
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         "Danceability": 0.78,
         "Duration (ms)": 199604,
         "Energy": 0.718,
         "Genre": "['puerto rican pop', 'trap latino']",
         "Highest Charting Position": 2,
         "Index": 8,
         "Liveness": 0.0932,
         "Loudness": -3.605,
         "Number of Times Charted": 10,
         "Popularity": 95,
         "Release Date": "2021-05-20",
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         "Tempo": 127.949,
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         "Acousticness": 0.276,
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         "Chord": "C#/Db",
         "Danceability": 0.644,
         "Duration (ms)": 206710,
         "Energy": 0.648,
         "Genre": "['latin', 'reggaeton', 'trap latino']",
         "Highest Charting Position": 3,
         "Index": 9,
         "Liveness": 0.135,
         "Loudness": -4.601,
         "Number of Times Charted": 8,
         "Popularity": 96,
         "Release Date": "2021-06-04",
         "Song ID": "2JPLbjOn0wPCngEot2STUS",
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         "Tempo": 179.951,
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         "Week of Highest Charting": "2021-06-18--2021-06-25",
         "Weeks Charted": "2021-07-23--2021-07-30\n2021-07-16--2021-07-23\n2021-07-09--2021-07-16\n2021-07-02--2021-07-09\n2021-06…",
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         "Acousticness": 0.00165,
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         "Chord": "C#/Db",
         "Danceability": 0.75,
         "Duration (ms)": 173347,
         "Energy": 0.608,
         "Genre": "['indie rock italiano', 'italian pop']",
         "Highest Charting Position": 8,
         "Index": 10,
         "Liveness": 0.178,
         "Loudness": -4.008,
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         "Popularity": 95,
         "Release Date": "2021-03-19",
         "Song ID": "4pt5fDVTg5GhEvEtlz9dKk",
         "Song Name": "I WANNA BE YOUR SLAVE",
         "Speechiness": 0.0387,
         "Streams": "24,551,591",
         "Tempo": 132.507,
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Index</th>\n",
       "      <th>Highest Charting Position</th>\n",
       "      <th>Number of Times Charted</th>\n",
       "      <th>Week of Highest Charting</th>\n",
       "      <th>Song Name</th>\n",
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       "      <th>Song ID</th>\n",
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       "      <th>Liveness</th>\n",
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       "      <td>2021-07-23--2021-07-30</td>\n",
       "      <td>Beggin'</td>\n",
       "      <td>48,633,449</td>\n",
       "      <td>Måneskin</td>\n",
       "      <td>3377762.0</td>\n",
       "      <td>3Wrjm47oTz2sjIgck11l5e</td>\n",
       "      <td>['indie rock italiano', 'italian pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.714</td>\n",
       "      <td>0.800</td>\n",
       "      <td>-4.808</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.12700</td>\n",
       "      <td>0.3590</td>\n",
       "      <td>134.002</td>\n",
       "      <td>211560.0</td>\n",
       "      <td>0.589</td>\n",
       "      <td>B</td>\n",
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       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-07-23--2021-07-30</td>\n",
       "      <td>STAY (with Justin Bieber)</td>\n",
       "      <td>47,248,719</td>\n",
       "      <td>The Kid LAROI</td>\n",
       "      <td>2230022.0</td>\n",
       "      <td>5HCyWlXZPP0y6Gqq8TgA20</td>\n",
       "      <td>['australian hip hop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.591</td>\n",
       "      <td>0.764</td>\n",
       "      <td>-5.484</td>\n",
       "      <td>0.0483</td>\n",
       "      <td>0.03830</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>169.928</td>\n",
       "      <td>141806.0</td>\n",
       "      <td>0.478</td>\n",
       "      <td>C#/Db</td>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>2021-06-25--2021-07-02</td>\n",
       "      <td>good 4 u</td>\n",
       "      <td>40,162,559</td>\n",
       "      <td>Olivia Rodrigo</td>\n",
       "      <td>6266514.0</td>\n",
       "      <td>4ZtFanR9U6ndgddUvNcjcG</td>\n",
       "      <td>['pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.563</td>\n",
       "      <td>0.664</td>\n",
       "      <td>-5.044</td>\n",
       "      <td>0.1540</td>\n",
       "      <td>0.33500</td>\n",
       "      <td>0.0849</td>\n",
       "      <td>166.928</td>\n",
       "      <td>178147.0</td>\n",
       "      <td>0.688</td>\n",
       "      <td>A</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-07-02--2021-07-09</td>\n",
       "      <td>Bad Habits</td>\n",
       "      <td>37,799,456</td>\n",
       "      <td>Ed Sheeran</td>\n",
       "      <td>83293380.0</td>\n",
       "      <td>6PQ88X9TkUIAUIZJHW2upE</td>\n",
       "      <td>['pop', 'uk pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.897</td>\n",
       "      <td>-3.712</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.04690</td>\n",
       "      <td>0.3640</td>\n",
       "      <td>126.026</td>\n",
       "      <td>231041.0</td>\n",
       "      <td>0.591</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-07-23--2021-07-30</td>\n",
       "      <td>INDUSTRY BABY (feat. Jack Harlow)</td>\n",
       "      <td>33,948,454</td>\n",
       "      <td>Lil Nas X</td>\n",
       "      <td>5473565.0</td>\n",
       "      <td>27NovPIUIRrOZoCHxABJwK</td>\n",
       "      <td>['lgbtq+ hip hop', 'pop rap']</td>\n",
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       "      <td>0.736</td>\n",
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       "      <td>New Rules</td>\n",
       "      <td>4,630,675</td>\n",
       "      <td>Dua Lipa</td>\n",
       "      <td>27167675.0</td>\n",
       "      <td>2ekn2ttSfGqwhhate0LSR0</td>\n",
       "      <td>['dance pop', 'pop', 'uk pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.762</td>\n",
       "      <td>0.700</td>\n",
       "      <td>-6.021</td>\n",
       "      <td>0.0694</td>\n",
       "      <td>0.00261</td>\n",
       "      <td>0.1530</td>\n",
       "      <td>116.073</td>\n",
       "      <td>209320.0</td>\n",
       "      <td>0.608</td>\n",
       "      <td>A</td>\n",
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       "    <tr>\n",
       "      <th>1552</th>\n",
       "      <td>1553</td>\n",
       "      <td>196</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-27--2020-01-03</td>\n",
       "      <td>Cheirosa - Ao Vivo</td>\n",
       "      <td>4,623,030</td>\n",
       "      <td>Jorge &amp; Mateus</td>\n",
       "      <td>15019109.0</td>\n",
       "      <td>2PWjKmjyTZeDpmOUa3a5da</td>\n",
       "      <td>['sertanejo', 'sertanejo universitario']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.528</td>\n",
       "      <td>0.870</td>\n",
       "      <td>-3.123</td>\n",
       "      <td>0.0851</td>\n",
       "      <td>0.24000</td>\n",
       "      <td>0.3330</td>\n",
       "      <td>152.370</td>\n",
       "      <td>181930.0</td>\n",
       "      <td>0.714</td>\n",
       "      <td>B</td>\n",
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       "      <th>1553</th>\n",
       "      <td>1554</td>\n",
       "      <td>197</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-27--2020-01-03</td>\n",
       "      <td>Havana (feat. Young Thug)</td>\n",
       "      <td>4,620,876</td>\n",
       "      <td>Camila Cabello</td>\n",
       "      <td>22698747.0</td>\n",
       "      <td>1rfofaqEpACxVEHIZBJe6W</td>\n",
       "      <td>['dance pop', 'electropop', 'pop', 'post-teen ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.765</td>\n",
       "      <td>0.523</td>\n",
       "      <td>-4.333</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>0.18400</td>\n",
       "      <td>0.1320</td>\n",
       "      <td>104.988</td>\n",
       "      <td>217307.0</td>\n",
       "      <td>0.394</td>\n",
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       "      <td>1</td>\n",
       "      <td>2019-12-27--2020-01-03</td>\n",
       "      <td>Surtada - Remix Brega Funk</td>\n",
       "      <td>4,607,385</td>\n",
       "      <td>Dadá Boladão, Tati Zaqui, OIK</td>\n",
       "      <td>208630.0</td>\n",
       "      <td>5F8ffc8KWKNawllr5WsW0r</td>\n",
       "      <td>['brega funk', 'funk carioca']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.832</td>\n",
       "      <td>0.550</td>\n",
       "      <td>-7.026</td>\n",
       "      <td>0.0587</td>\n",
       "      <td>0.24900</td>\n",
       "      <td>0.1820</td>\n",
       "      <td>154.064</td>\n",
       "      <td>152784.0</td>\n",
       "      <td>0.881</td>\n",
       "      <td>F</td>\n",
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       "      <th>1555</th>\n",
       "      <td>1556</td>\n",
       "      <td>199</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-12-27--2020-01-03</td>\n",
       "      <td>Lover (Remix) [feat. Shawn Mendes]</td>\n",
       "      <td>4,595,450</td>\n",
       "      <td>Taylor Swift</td>\n",
       "      <td>42227614.0</td>\n",
       "      <td>3i9UVldZOE0aD0JnyfAZZ0</td>\n",
       "      <td>['pop', 'post-teen pop']</td>\n",
       "      <td>...</td>\n",
       "      <td>0.448</td>\n",
       "      <td>0.603</td>\n",
       "      <td>-7.176</td>\n",
       "      <td>0.0640</td>\n",
       "      <td>0.43300</td>\n",
       "      <td>0.0862</td>\n",
       "      <td>205.272</td>\n",
       "      <td>221307.0</td>\n",
       "      <td>0.422</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1545 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Index  Highest Charting Position  Number of Times Charted  \\\n",
       "0         1                          1                        8   \n",
       "1         2                          2                        3   \n",
       "2         3                          1                       11   \n",
       "3         4                          3                        5   \n",
       "4         5                          5                        1   \n",
       "...     ...                        ...                      ...   \n",
       "1551   1552                        195                        1   \n",
       "1552   1553                        196                        1   \n",
       "1553   1554                        197                        1   \n",
       "1554   1555                        198                        1   \n",
       "1555   1556                        199                        1   \n",
       "\n",
       "     Week of Highest Charting                           Song Name     Streams  \\\n",
       "0      2021-07-23--2021-07-30                             Beggin'  48,633,449   \n",
       "1      2021-07-23--2021-07-30           STAY (with Justin Bieber)  47,248,719   \n",
       "2      2021-06-25--2021-07-02                            good 4 u  40,162,559   \n",
       "3      2021-07-02--2021-07-09                          Bad Habits  37,799,456   \n",
       "4      2021-07-23--2021-07-30   INDUSTRY BABY (feat. Jack Harlow)  33,948,454   \n",
       "...                       ...                                 ...         ...   \n",
       "1551   2019-12-27--2020-01-03                           New Rules   4,630,675   \n",
       "1552   2019-12-27--2020-01-03                  Cheirosa - Ao Vivo   4,623,030   \n",
       "1553   2019-12-27--2020-01-03           Havana (feat. Young Thug)   4,620,876   \n",
       "1554   2019-12-27--2020-01-03          Surtada - Remix Brega Funk   4,607,385   \n",
       "1555   2019-12-27--2020-01-03  Lover (Remix) [feat. Shawn Mendes]   4,595,450   \n",
       "\n",
       "                             Artist  Artist Followers                 Song ID  \\\n",
       "0                          Måneskin         3377762.0  3Wrjm47oTz2sjIgck11l5e   \n",
       "1                     The Kid LAROI         2230022.0  5HCyWlXZPP0y6Gqq8TgA20   \n",
       "2                    Olivia Rodrigo         6266514.0  4ZtFanR9U6ndgddUvNcjcG   \n",
       "3                        Ed Sheeran        83293380.0  6PQ88X9TkUIAUIZJHW2upE   \n",
       "4                         Lil Nas X         5473565.0  27NovPIUIRrOZoCHxABJwK   \n",
       "...                             ...               ...                     ...   \n",
       "1551                       Dua Lipa        27167675.0  2ekn2ttSfGqwhhate0LSR0   \n",
       "1552                 Jorge & Mateus        15019109.0  2PWjKmjyTZeDpmOUa3a5da   \n",
       "1553                 Camila Cabello        22698747.0  1rfofaqEpACxVEHIZBJe6W   \n",
       "1554  Dadá Boladão, Tati Zaqui, OIK          208630.0  5F8ffc8KWKNawllr5WsW0r   \n",
       "1555                   Taylor Swift        42227614.0  3i9UVldZOE0aD0JnyfAZZ0   \n",
       "\n",
       "                                                  Genre  ... Danceability  \\\n",
       "0                ['indie rock italiano', 'italian pop']  ...        0.714   \n",
       "1                                ['australian hip hop']  ...        0.591   \n",
       "2                                               ['pop']  ...        0.563   \n",
       "3                                     ['pop', 'uk pop']  ...        0.808   \n",
       "4                         ['lgbtq+ hip hop', 'pop rap']  ...        0.736   \n",
       "...                                                 ...  ...          ...   \n",
       "1551                     ['dance pop', 'pop', 'uk pop']  ...        0.762   \n",
       "1552           ['sertanejo', 'sertanejo universitario']  ...        0.528   \n",
       "1553  ['dance pop', 'electropop', 'pop', 'post-teen ...  ...        0.765   \n",
       "1554                     ['brega funk', 'funk carioca']  ...        0.832   \n",
       "1555                           ['pop', 'post-teen pop']  ...        0.448   \n",
       "\n",
       "     Energy  Loudness  Speechiness  Acousticness  Liveness    Tempo  \\\n",
       "0     0.800    -4.808       0.0504       0.12700    0.3590  134.002   \n",
       "1     0.764    -5.484       0.0483       0.03830    0.1030  169.928   \n",
       "2     0.664    -5.044       0.1540       0.33500    0.0849  166.928   \n",
       "3     0.897    -3.712       0.0348       0.04690    0.3640  126.026   \n",
       "4     0.704    -7.409       0.0615       0.02030    0.0501  149.995   \n",
       "...     ...       ...          ...           ...       ...      ...   \n",
       "1551  0.700    -6.021       0.0694       0.00261    0.1530  116.073   \n",
       "1552  0.870    -3.123       0.0851       0.24000    0.3330  152.370   \n",
       "1553  0.523    -4.333       0.0300       0.18400    0.1320  104.988   \n",
       "1554  0.550    -7.026       0.0587       0.24900    0.1820  154.064   \n",
       "1555  0.603    -7.176       0.0640       0.43300    0.0862  205.272   \n",
       "\n",
       "      Duration (ms)  Valence  Chord  \n",
       "0          211560.0    0.589      B  \n",
       "1          141806.0    0.478  C#/Db  \n",
       "2          178147.0    0.688      A  \n",
       "3          231041.0    0.591      B  \n",
       "4          212000.0    0.894  D#/Eb  \n",
       "...             ...      ...    ...  \n",
       "1551       209320.0    0.608      A  \n",
       "1552       181930.0    0.714      B  \n",
       "1553       217307.0    0.394      D  \n",
       "1554       152784.0    0.881      F  \n",
       "1555       221307.0    0.422      G  \n",
       "\n",
       "[1545 rows x 23 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Keep just the good rows\n",
    "df3 = df2[df2.notna().all(axis=1)].copy()\n",
    "df3"
   ]
  },
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    "execution_millis": 4,
    "execution_start": 1643041953662,
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    "execution_millis": 269,
    "execution_start": 1643041991464,
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Shawn Mendes]\", \"Streams\": \"4,595,450\", \"Artist\": \"Taylor Swift\", \"Artist Followers\": 42227614.0, \"Song ID\": \"3i9UVldZOE0aD0JnyfAZZ0\", \"Genre\": \"['pop', 'post-teen pop']\", \"Release Date\": \"2019-11-13\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 70.0, \"Danceability\": 0.448, \"Energy\": 0.603, \"Loudness\": -7.176, \"Speechiness\": 0.064, \"Acousticness\": 0.433, \"Liveness\": 0.0862, \"Tempo\": 205.272, \"Duration (ms)\": 221307.0, \"Valence\": 0.422, \"Chord\": \"G\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(df2).mark_circle().encode(\n",
    "    x = \"Energy\",\n",
    "    y = \"Loudness\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "cell_id": "e7dcb013-35ff-43ed-93e8-ac3161449eb8",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     356
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 322,
    "execution_start": 1643042048095,
    "source_hash": "bf531c19",
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
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       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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\"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"JACKBOYS\", \"Streams\": \"5,363,493\", \"Artist\": \"JACKBOYS\", \"Artist Followers\": 437907.0, \"Song ID\": \"62zKJrpbLxz6InR3tGyr7o\", \"Genre\": \"['rap', 'trap']\", \"Release Date\": \"2019-12-27\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 56.0, \"Danceability\": 0.413, \"Energy\": 0.13, \"Loudness\": -25.166, \"Speechiness\": 0.0336, \"Acousticness\": 0.9, \"Liveness\": 0.111, \"Tempo\": 123.342, \"Duration (ms)\": 46837.0, \"Valence\": 0.0676, \"Chord\": \"C\"}, {\"Index\": 1548, \"Highest Charting Position\": 156, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Combatchy (feat. MC Rebecca)\", \"Streams\": \"5,149,797\", \"Artist\": \"Anitta, Lexa, Lu\\u00edsa Sonza\", \"Artist Followers\": 10741972.0, \"Song ID\": \"2bPtwnrpFNEe8N7Q85kLHw\", \"Genre\": \"['funk carioca', 'funk pop', 'pagode baiano', 'pop nacional']\", \"Release Date\": \"2019-11-20\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 64.0, \"Danceability\": 0.826, \"Energy\": 0.73, \"Loudness\": -3.032, \"Speechiness\": 0.0809, \"Acousticness\": 0.383, \"Liveness\": 0.0197, \"Tempo\": 150.134, \"Duration (ms)\": 157600.0, \"Valence\": 0.605, \"Chord\": \"C#/Db\"}, {\"Index\": 1549, \"Highest Charting Position\": 178, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Old Town Road\", \"Streams\": \"4,852,004\", \"Artist\": \"Lil Nas X\", \"Artist Followers\": 5488666.0, \"Song ID\": \"2YpeDb67231RjR0MgVLzsG\", \"Genre\": \"['lgbtq+ hip hop', 'pop rap']\", \"Release Date\": \"2019-06-21\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 81.0, \"Danceability\": 0.878, \"Energy\": 0.619, \"Loudness\": -5.56, \"Speechiness\": 0.102, \"Acousticness\": 0.0533, \"Liveness\": 0.113, \"Tempo\": 136.041, \"Duration (ms)\": 157067.0, \"Valence\": 0.639, \"Chord\": \"F#/Gb\"}, {\"Index\": 1550, \"Highest Charting Position\": 187, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Let Me Know (I Wonder Why Freestyle)\", \"Streams\": \"4,701,532\", \"Artist\": \"Juice WRLD\", \"Artist Followers\": 19102888.0, \"Song ID\": \"3wwo0bJvDSorOpNfzEkfXx\", \"Genre\": \"['chicago rap', 'melodic rap']\", \"Release Date\": \"2019-12-07\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 76.0, \"Danceability\": 0.635, \"Energy\": 0.537, \"Loudness\": -7.895, \"Speechiness\": 0.0832, \"Acousticness\": 0.172, \"Liveness\": 0.418, \"Tempo\": 125.028, \"Duration (ms)\": 215381.0, \"Valence\": 0.383, \"Chord\": \"G\"}, {\"Index\": 1551, \"Highest Charting Position\": 190, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Ne reviens pas\", \"Streams\": \"4,676,857\", \"Artist\": \"Gradur, Heuss L'enfoir\\u00e9\", \"Artist Followers\": 1390813.0, \"Song ID\": \"4TnFANpjVwVKWzkxNzIyFH\", \"Genre\": \"['francoton', 'french hip hop', 'pop urbaine', 'rap francais']\", \"Release Date\": \"2019-11-29\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 62.0, \"Danceability\": 0.932, \"Energy\": 0.778, \"Loudness\": -3.384, \"Speechiness\": 0.0638, \"Acousticness\": 0.212, \"Liveness\": 0.168, \"Tempo\": 124.996, \"Duration (ms)\": 188613.0, \"Valence\": 0.933, \"Chord\": \"A#/Bb\"}, {\"Index\": 1552, \"Highest Charting Position\": 195, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"New Rules\", \"Streams\": \"4,630,675\", \"Artist\": \"Dua Lipa\", \"Artist Followers\": 27167675.0, \"Song ID\": \"2ekn2ttSfGqwhhate0LSR0\", \"Genre\": \"['dance pop', 'pop', 'uk pop']\", \"Release Date\": \"2017-06-02\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 79.0, \"Danceability\": 0.762, \"Energy\": 0.7, \"Loudness\": -6.021, \"Speechiness\": 0.0694, \"Acousticness\": 0.00261, \"Liveness\": 0.153, \"Tempo\": 116.073, \"Duration (ms)\": 209320.0, \"Valence\": 0.608, \"Chord\": \"A\"}, {\"Index\": 1553, \"Highest Charting Position\": 196, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Cheirosa - Ao Vivo\", \"Streams\": \"4,623,030\", \"Artist\": \"Jorge & Mateus\", \"Artist Followers\": 15019109.0, \"Song ID\": \"2PWjKmjyTZeDpmOUa3a5da\", \"Genre\": \"['sertanejo', 'sertanejo universitario']\", \"Release Date\": \"2019-10-11\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 66.0, \"Danceability\": 0.528, \"Energy\": 0.87, \"Loudness\": -3.123, \"Speechiness\": 0.0851, \"Acousticness\": 0.24, \"Liveness\": 0.333, \"Tempo\": 152.37, \"Duration (ms)\": 181930.0, \"Valence\": 0.714, \"Chord\": \"B\"}, {\"Index\": 1554, \"Highest Charting Position\": 197, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Havana (feat. Young Thug)\", \"Streams\": \"4,620,876\", \"Artist\": \"Camila Cabello\", \"Artist Followers\": 22698747.0, \"Song ID\": \"1rfofaqEpACxVEHIZBJe6W\", \"Genre\": \"['dance pop', 'electropop', 'pop', 'post-teen pop']\", \"Release Date\": \"2018-01-12\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 81.0, \"Danceability\": 0.765, \"Energy\": 0.523, \"Loudness\": -4.333, \"Speechiness\": 0.03, \"Acousticness\": 0.184, \"Liveness\": 0.132, \"Tempo\": 104.988, \"Duration (ms)\": 217307.0, \"Valence\": 0.394, \"Chord\": \"D\"}, {\"Index\": 1555, \"Highest Charting Position\": 198, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Surtada - Remix Brega Funk\", \"Streams\": \"4,607,385\", \"Artist\": \"Dad\\u00e1 Bolad\\u00e3o, Tati Zaqui, OIK\", \"Artist Followers\": 208630.0, \"Song ID\": \"5F8ffc8KWKNawllr5WsW0r\", \"Genre\": \"['brega funk', 'funk carioca']\", \"Release Date\": \"2019-09-25\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 60.0, \"Danceability\": 0.832, \"Energy\": 0.55, \"Loudness\": -7.026, \"Speechiness\": 0.0587, \"Acousticness\": 0.249, \"Liveness\": 0.182, \"Tempo\": 154.064, \"Duration (ms)\": 152784.0, \"Valence\": 0.881, \"Chord\": \"F\"}, {\"Index\": 1556, \"Highest Charting Position\": 199, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Lover (Remix) [feat. Shawn Mendes]\", \"Streams\": \"4,595,450\", \"Artist\": \"Taylor Swift\", \"Artist Followers\": 42227614.0, \"Song ID\": \"3i9UVldZOE0aD0JnyfAZZ0\", \"Genre\": \"['pop', 'post-teen pop']\", \"Release Date\": \"2019-11-13\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 70.0, \"Danceability\": 0.448, \"Energy\": 0.603, \"Loudness\": -7.176, \"Speechiness\": 0.064, \"Acousticness\": 0.433, \"Liveness\": 0.0862, \"Tempo\": 205.272, \"Duration (ms)\": 221307.0, \"Valence\": 0.422, \"Chord\": \"G\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(df2).mark_circle().encode(\n",
    "    x = alt.X(\"Energy\", scale = alt.Scale(domain=(0.1,0.8))),\n",
    "    y = \"Loudness\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "cell_id": "58417530-11a9-4d55-b80f-7685dd9cbabb",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     356
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 223,
    "execution_start": 1643042170337,
    "source_hash": "53945be8",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-f57468eee5eb46cd9d7f5e2ca320e583\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-f57468eee5eb46cd9d7f5e2ca320e583\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-f57468eee5eb46cd9d7f5e2ca320e583\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
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\"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"JACKBOYS\", \"Streams\": \"5,363,493\", \"Artist\": \"JACKBOYS\", \"Artist Followers\": 437907.0, \"Song ID\": \"62zKJrpbLxz6InR3tGyr7o\", \"Genre\": \"['rap', 'trap']\", \"Release Date\": \"2019-12-27\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 56.0, \"Danceability\": 0.413, \"Energy\": 0.13, \"Loudness\": -25.166, \"Speechiness\": 0.0336, \"Acousticness\": 0.9, \"Liveness\": 0.111, \"Tempo\": 123.342, \"Duration (ms)\": 46837.0, \"Valence\": 0.0676, \"Chord\": \"C\"}, {\"Index\": 1548, \"Highest Charting Position\": 156, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Combatchy (feat. MC Rebecca)\", \"Streams\": \"5,149,797\", \"Artist\": \"Anitta, Lexa, Lu\\u00edsa Sonza\", \"Artist Followers\": 10741972.0, \"Song ID\": \"2bPtwnrpFNEe8N7Q85kLHw\", \"Genre\": \"['funk carioca', 'funk pop', 'pagode baiano', 'pop nacional']\", \"Release Date\": \"2019-11-20\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 64.0, \"Danceability\": 0.826, \"Energy\": 0.73, \"Loudness\": -3.032, \"Speechiness\": 0.0809, \"Acousticness\": 0.383, \"Liveness\": 0.0197, \"Tempo\": 150.134, \"Duration (ms)\": 157600.0, \"Valence\": 0.605, \"Chord\": \"C#/Db\"}, {\"Index\": 1549, \"Highest Charting Position\": 178, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Old Town Road\", \"Streams\": \"4,852,004\", \"Artist\": \"Lil Nas X\", \"Artist Followers\": 5488666.0, \"Song ID\": \"2YpeDb67231RjR0MgVLzsG\", \"Genre\": \"['lgbtq+ hip hop', 'pop rap']\", \"Release Date\": \"2019-06-21\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 81.0, \"Danceability\": 0.878, \"Energy\": 0.619, \"Loudness\": -5.56, \"Speechiness\": 0.102, \"Acousticness\": 0.0533, \"Liveness\": 0.113, \"Tempo\": 136.041, \"Duration (ms)\": 157067.0, \"Valence\": 0.639, \"Chord\": \"F#/Gb\"}, {\"Index\": 1550, \"Highest Charting Position\": 187, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Let Me Know (I Wonder Why Freestyle)\", \"Streams\": \"4,701,532\", \"Artist\": \"Juice WRLD\", \"Artist Followers\": 19102888.0, \"Song ID\": \"3wwo0bJvDSorOpNfzEkfXx\", \"Genre\": \"['chicago rap', 'melodic rap']\", \"Release Date\": \"2019-12-07\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 76.0, \"Danceability\": 0.635, \"Energy\": 0.537, \"Loudness\": -7.895, \"Speechiness\": 0.0832, \"Acousticness\": 0.172, \"Liveness\": 0.418, \"Tempo\": 125.028, \"Duration (ms)\": 215381.0, \"Valence\": 0.383, \"Chord\": \"G\"}, {\"Index\": 1551, \"Highest Charting Position\": 190, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Ne reviens pas\", \"Streams\": \"4,676,857\", \"Artist\": \"Gradur, Heuss L'enfoir\\u00e9\", \"Artist Followers\": 1390813.0, \"Song ID\": \"4TnFANpjVwVKWzkxNzIyFH\", \"Genre\": \"['francoton', 'french hip hop', 'pop urbaine', 'rap francais']\", \"Release Date\": \"2019-11-29\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 62.0, \"Danceability\": 0.932, \"Energy\": 0.778, \"Loudness\": -3.384, \"Speechiness\": 0.0638, \"Acousticness\": 0.212, \"Liveness\": 0.168, \"Tempo\": 124.996, \"Duration (ms)\": 188613.0, \"Valence\": 0.933, \"Chord\": \"A#/Bb\"}, {\"Index\": 1552, \"Highest Charting Position\": 195, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"New Rules\", \"Streams\": \"4,630,675\", \"Artist\": \"Dua Lipa\", \"Artist Followers\": 27167675.0, \"Song ID\": \"2ekn2ttSfGqwhhate0LSR0\", \"Genre\": \"['dance pop', 'pop', 'uk pop']\", \"Release Date\": \"2017-06-02\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 79.0, \"Danceability\": 0.762, \"Energy\": 0.7, \"Loudness\": -6.021, \"Speechiness\": 0.0694, \"Acousticness\": 0.00261, \"Liveness\": 0.153, \"Tempo\": 116.073, \"Duration (ms)\": 209320.0, \"Valence\": 0.608, \"Chord\": \"A\"}, {\"Index\": 1553, \"Highest Charting Position\": 196, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Cheirosa - Ao Vivo\", \"Streams\": \"4,623,030\", \"Artist\": \"Jorge & Mateus\", \"Artist Followers\": 15019109.0, \"Song ID\": \"2PWjKmjyTZeDpmOUa3a5da\", \"Genre\": \"['sertanejo', 'sertanejo universitario']\", \"Release Date\": \"2019-10-11\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 66.0, \"Danceability\": 0.528, \"Energy\": 0.87, \"Loudness\": -3.123, \"Speechiness\": 0.0851, \"Acousticness\": 0.24, \"Liveness\": 0.333, \"Tempo\": 152.37, \"Duration (ms)\": 181930.0, \"Valence\": 0.714, \"Chord\": \"B\"}, {\"Index\": 1554, \"Highest Charting Position\": 197, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Havana (feat. Young Thug)\", \"Streams\": \"4,620,876\", \"Artist\": \"Camila Cabello\", \"Artist Followers\": 22698747.0, \"Song ID\": \"1rfofaqEpACxVEHIZBJe6W\", \"Genre\": \"['dance pop', 'electropop', 'pop', 'post-teen pop']\", \"Release Date\": \"2018-01-12\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 81.0, \"Danceability\": 0.765, \"Energy\": 0.523, \"Loudness\": -4.333, \"Speechiness\": 0.03, \"Acousticness\": 0.184, \"Liveness\": 0.132, \"Tempo\": 104.988, \"Duration (ms)\": 217307.0, \"Valence\": 0.394, \"Chord\": \"D\"}, {\"Index\": 1555, \"Highest Charting Position\": 198, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Surtada - Remix Brega Funk\", \"Streams\": \"4,607,385\", \"Artist\": \"Dad\\u00e1 Bolad\\u00e3o, Tati Zaqui, OIK\", \"Artist Followers\": 208630.0, \"Song ID\": \"5F8ffc8KWKNawllr5WsW0r\", \"Genre\": \"['brega funk', 'funk carioca']\", \"Release Date\": \"2019-09-25\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 60.0, \"Danceability\": 0.832, \"Energy\": 0.55, \"Loudness\": -7.026, \"Speechiness\": 0.0587, \"Acousticness\": 0.249, \"Liveness\": 0.182, \"Tempo\": 154.064, \"Duration (ms)\": 152784.0, \"Valence\": 0.881, \"Chord\": \"F\"}, {\"Index\": 1556, \"Highest Charting Position\": 199, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Lover (Remix) [feat. Shawn Mendes]\", \"Streams\": \"4,595,450\", \"Artist\": \"Taylor Swift\", \"Artist Followers\": 42227614.0, \"Song ID\": \"3i9UVldZOE0aD0JnyfAZZ0\", \"Genre\": \"['pop', 'post-teen pop']\", \"Release Date\": \"2019-11-13\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 70.0, \"Danceability\": 0.448, \"Energy\": 0.603, \"Loudness\": -7.176, \"Speechiness\": 0.064, \"Acousticness\": 0.433, \"Liveness\": 0.0862, \"Tempo\": 205.272, \"Duration (ms)\": 221307.0, \"Valence\": 0.422, \"Chord\": \"G\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(df2).mark_circle(clip=True, color=\"Red\",size=100).encode(\n",
    "    x = alt.X(\"Energy\", scale = alt.Scale(domain=(0.1,0.8))),\n",
    "    y = \"Loudness\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "cell_id": "f74d0ca0-2db5-4362-8d7e-98c4a65e1c54",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     463
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 10,
    "execution_start": 1643042225406,
    "source_hash": "9f23c56a",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index                          int64\n",
       "Highest Charting Position      int64\n",
       "Number of Times Charted        int64\n",
       "Week of Highest Charting      object\n",
       "Song Name                     object\n",
       "Streams                       object\n",
       "Artist                        object\n",
       "Artist Followers             float64\n",
       "Song ID                       object\n",
       "Genre                         object\n",
       "Release Date                  object\n",
       "Weeks Charted                 object\n",
       "Popularity                   float64\n",
       "Danceability                 float64\n",
       "Energy                       float64\n",
       "Loudness                     float64\n",
       "Speechiness                  float64\n",
       "Acousticness                 float64\n",
       "Liveness                     float64\n",
       "Tempo                        float64\n",
       "Duration (ms)                float64\n",
       "Valence                      float64\n",
       "Chord                         object\n",
       "dtype: object"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "cell_id": "d898f529-20a1-455f-844f-56033631f6f7",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     356
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 264,
    "execution_start": 1643042236060,
    "source_hash": "ebb93218",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-b6f314f0d6374ca18efe08a11de8ab2a\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-b6f314f0d6374ca18efe08a11de8ab2a\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-b6f314f0d6374ca18efe08a11de8ab2a\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
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Shawn Mendes]\", \"Streams\": \"4,595,450\", \"Artist\": \"Taylor Swift\", \"Artist Followers\": 42227614.0, \"Song ID\": \"3i9UVldZOE0aD0JnyfAZZ0\", \"Genre\": \"['pop', 'post-teen pop']\", \"Release Date\": \"2019-11-13\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 70.0, \"Danceability\": 0.448, \"Energy\": 0.603, \"Loudness\": -7.176, \"Speechiness\": 0.064, \"Acousticness\": 0.433, \"Liveness\": 0.0862, \"Tempo\": 205.272, \"Duration (ms)\": 221307.0, \"Valence\": 0.422, \"Chord\": \"G\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(df2).mark_circle().encode(\n",
    "    x = \"Energy\",\n",
    "    y = \"Loudness\",\n",
    "    color = \"Danceability\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "cell_id": "6db416a2-c753-4a89-8b0e-3e05fbd3cf7d",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     356
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 428,
    "execution_start": 1643042425383,
    "source_hash": "4fd37989",
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "      outputDiv = document.getElementById(\"altair-viz-df4c21c04c92448787798fa7f5745964\");\n",
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       "    const paths = {\n",
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       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
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       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
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       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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\"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"JACKBOYS\", \"Streams\": \"5,363,493\", \"Artist\": \"JACKBOYS\", \"Artist Followers\": 437907.0, \"Song ID\": \"62zKJrpbLxz6InR3tGyr7o\", \"Genre\": \"['rap', 'trap']\", \"Release Date\": \"2019-12-27\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 56.0, \"Danceability\": 0.413, \"Energy\": 0.13, \"Loudness\": -25.166, \"Speechiness\": 0.0336, \"Acousticness\": 0.9, \"Liveness\": 0.111, \"Tempo\": 123.342, \"Duration (ms)\": 46837.0, \"Valence\": 0.0676, \"Chord\": \"C\"}, {\"Index\": 1548, \"Highest Charting Position\": 156, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Combatchy (feat. 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       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(df2).mark_circle().encode(\n",
    "    x = \"Energy\",\n",
    "    y = \"Loudness\",\n",
    "    color = alt.Color(\"Tempo\",scale=alt.Scale(scheme=\"Turbo\")),\n",
    "    tooltip = \"Artist\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cell_id": "5aaacbfd-c28b-4869-bd28-9c3c0ce96469",
    "deepnote_cell_type": "code",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Are these the same\n",
    "# [\"Artist\"] vs list(\"Artist\")\n",
    "# No, list(\"Artist\") it's the characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "cell_id": "1d092afa-1aad-4a4b-8276-10988d518cb0",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     21
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 4,
    "execution_start": 1643042674066,
    "source_hash": "e40f4726",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['A', 'r', 't', 'i', 's', 't']"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(\"Artist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "cell_id": "13dc4d7e-2df0-44b5-a71c-6aee0ea5e382",
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 5,
    "execution_start": 1643042700736,
    "source_hash": "5db9a610",
    "tags": []
   },
   "outputs": [],
   "source": [
    "sel = alt.selection_multi(fields=[\"Artist\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "cell_id": "21cc6aaa-e813-47db-92e8-3c2e9cbf5312",
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 8,
    "execution_start": 1643042716273,
    "source_hash": "b4c03d17",
    "tags": []
   },
   "outputs": [],
   "source": [
    "c1 = alt.Chart(df2).mark_circle().encode(\n",
    "    x = \"Energy\",\n",
    "    y = \"Loudness\",\n",
    "    color = alt.Color(\"Tempo\",scale=alt.Scale(scheme=\"Turbo\")),\n",
    "    tooltip = \"Artist\"\n",
    ").add_selection(\n",
    "    sel\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "cell_id": "bac9c56c-832f-48db-9bed-db39c6837949",
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 4,
    "execution_start": 1643042744173,
    "source_hash": "ab7eac5b",
    "tags": []
   },
   "outputs": [],
   "source": [
    "c2 = alt.Chart(df2).mark_circle().encode(\n",
    "    x = \"Energy\",\n",
    "    y = \"Loudness\",\n",
    "    color = alt.Color(\"Tempo\",scale=alt.Scale(scheme=\"Turbo\")),\n",
    "    tooltip = \"Artist\"\n",
    ").transform_filter(\n",
    "    sel\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "cell_id": "b24d5543-56b2-4773-9e40-072c56a9e186",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     358
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 350,
    "execution_start": 1643042751784,
    "source_hash": "264bd2a2",
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "    let outputDiv = document.currentScript.previousElementSibling;\n",
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       "      outputDiv = document.getElementById(\"altair-viz-abc3a981d31a47cf8bf041fdb55374dc\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
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       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
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\"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"JACKBOYS\", \"Streams\": \"5,363,493\", \"Artist\": \"JACKBOYS\", \"Artist Followers\": 437907.0, \"Song ID\": \"62zKJrpbLxz6InR3tGyr7o\", \"Genre\": \"['rap', 'trap']\", \"Release Date\": \"2019-12-27\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 56.0, \"Danceability\": 0.413, \"Energy\": 0.13, \"Loudness\": -25.166, \"Speechiness\": 0.0336, \"Acousticness\": 0.9, \"Liveness\": 0.111, \"Tempo\": 123.342, \"Duration (ms)\": 46837.0, \"Valence\": 0.0676, \"Chord\": \"C\"}, {\"Index\": 1548, \"Highest Charting Position\": 156, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Combatchy (feat. MC Rebecca)\", \"Streams\": \"5,149,797\", \"Artist\": \"Anitta, Lexa, Lu\\u00edsa Sonza\", \"Artist Followers\": 10741972.0, \"Song ID\": \"2bPtwnrpFNEe8N7Q85kLHw\", \"Genre\": \"['funk carioca', 'funk pop', 'pagode baiano', 'pop nacional']\", \"Release Date\": \"2019-11-20\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 64.0, \"Danceability\": 0.826, \"Energy\": 0.73, \"Loudness\": -3.032, \"Speechiness\": 0.0809, \"Acousticness\": 0.383, \"Liveness\": 0.0197, \"Tempo\": 150.134, \"Duration (ms)\": 157600.0, \"Valence\": 0.605, \"Chord\": \"C#/Db\"}, {\"Index\": 1549, \"Highest Charting Position\": 178, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Old Town Road\", \"Streams\": \"4,852,004\", \"Artist\": \"Lil Nas X\", \"Artist Followers\": 5488666.0, \"Song ID\": \"2YpeDb67231RjR0MgVLzsG\", \"Genre\": \"['lgbtq+ hip hop', 'pop rap']\", \"Release Date\": \"2019-06-21\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 81.0, \"Danceability\": 0.878, \"Energy\": 0.619, \"Loudness\": -5.56, \"Speechiness\": 0.102, \"Acousticness\": 0.0533, \"Liveness\": 0.113, \"Tempo\": 136.041, \"Duration (ms)\": 157067.0, \"Valence\": 0.639, \"Chord\": \"F#/Gb\"}, {\"Index\": 1550, \"Highest Charting Position\": 187, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Let Me Know (I Wonder Why Freestyle)\", \"Streams\": \"4,701,532\", \"Artist\": \"Juice WRLD\", \"Artist Followers\": 19102888.0, \"Song ID\": \"3wwo0bJvDSorOpNfzEkfXx\", \"Genre\": \"['chicago rap', 'melodic rap']\", \"Release Date\": \"2019-12-07\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 76.0, \"Danceability\": 0.635, \"Energy\": 0.537, \"Loudness\": -7.895, \"Speechiness\": 0.0832, \"Acousticness\": 0.172, \"Liveness\": 0.418, \"Tempo\": 125.028, \"Duration (ms)\": 215381.0, \"Valence\": 0.383, \"Chord\": \"G\"}, {\"Index\": 1551, \"Highest Charting Position\": 190, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Ne reviens pas\", \"Streams\": \"4,676,857\", \"Artist\": \"Gradur, Heuss L'enfoir\\u00e9\", \"Artist Followers\": 1390813.0, \"Song ID\": \"4TnFANpjVwVKWzkxNzIyFH\", \"Genre\": \"['francoton', 'french hip hop', 'pop urbaine', 'rap francais']\", \"Release Date\": \"2019-11-29\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 62.0, \"Danceability\": 0.932, \"Energy\": 0.778, \"Loudness\": -3.384, \"Speechiness\": 0.0638, \"Acousticness\": 0.212, \"Liveness\": 0.168, \"Tempo\": 124.996, \"Duration (ms)\": 188613.0, \"Valence\": 0.933, \"Chord\": \"A#/Bb\"}, {\"Index\": 1552, \"Highest Charting Position\": 195, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"New Rules\", \"Streams\": \"4,630,675\", \"Artist\": \"Dua Lipa\", \"Artist Followers\": 27167675.0, \"Song ID\": \"2ekn2ttSfGqwhhate0LSR0\", \"Genre\": \"['dance pop', 'pop', 'uk pop']\", \"Release Date\": \"2017-06-02\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 79.0, \"Danceability\": 0.762, \"Energy\": 0.7, \"Loudness\": -6.021, \"Speechiness\": 0.0694, \"Acousticness\": 0.00261, \"Liveness\": 0.153, \"Tempo\": 116.073, \"Duration (ms)\": 209320.0, \"Valence\": 0.608, \"Chord\": \"A\"}, {\"Index\": 1553, \"Highest Charting Position\": 196, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Cheirosa - Ao Vivo\", \"Streams\": \"4,623,030\", \"Artist\": \"Jorge & Mateus\", \"Artist Followers\": 15019109.0, \"Song ID\": \"2PWjKmjyTZeDpmOUa3a5da\", \"Genre\": \"['sertanejo', 'sertanejo universitario']\", \"Release Date\": \"2019-10-11\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 66.0, \"Danceability\": 0.528, \"Energy\": 0.87, \"Loudness\": -3.123, \"Speechiness\": 0.0851, \"Acousticness\": 0.24, \"Liveness\": 0.333, \"Tempo\": 152.37, \"Duration (ms)\": 181930.0, \"Valence\": 0.714, \"Chord\": \"B\"}, {\"Index\": 1554, \"Highest Charting Position\": 197, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Havana (feat. Young Thug)\", \"Streams\": \"4,620,876\", \"Artist\": \"Camila Cabello\", \"Artist Followers\": 22698747.0, \"Song ID\": \"1rfofaqEpACxVEHIZBJe6W\", \"Genre\": \"['dance pop', 'electropop', 'pop', 'post-teen pop']\", \"Release Date\": \"2018-01-12\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 81.0, \"Danceability\": 0.765, \"Energy\": 0.523, \"Loudness\": -4.333, \"Speechiness\": 0.03, \"Acousticness\": 0.184, \"Liveness\": 0.132, \"Tempo\": 104.988, \"Duration (ms)\": 217307.0, \"Valence\": 0.394, \"Chord\": \"D\"}, {\"Index\": 1555, \"Highest Charting Position\": 198, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Surtada - Remix Brega Funk\", \"Streams\": \"4,607,385\", \"Artist\": \"Dad\\u00e1 Bolad\\u00e3o, Tati Zaqui, OIK\", \"Artist Followers\": 208630.0, \"Song ID\": \"5F8ffc8KWKNawllr5WsW0r\", \"Genre\": \"['brega funk', 'funk carioca']\", \"Release Date\": \"2019-09-25\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 60.0, \"Danceability\": 0.832, \"Energy\": 0.55, \"Loudness\": -7.026, \"Speechiness\": 0.0587, \"Acousticness\": 0.249, \"Liveness\": 0.182, \"Tempo\": 154.064, \"Duration (ms)\": 152784.0, \"Valence\": 0.881, \"Chord\": \"F\"}, {\"Index\": 1556, \"Highest Charting Position\": 199, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Lover (Remix) [feat. Shawn Mendes]\", \"Streams\": \"4,595,450\", \"Artist\": \"Taylor Swift\", \"Artist Followers\": 42227614.0, \"Song ID\": \"3i9UVldZOE0aD0JnyfAZZ0\", \"Genre\": \"['pop', 'post-teen pop']\", \"Release Date\": \"2019-11-13\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 70.0, \"Danceability\": 0.448, \"Energy\": 0.603, \"Loudness\": -7.176, \"Speechiness\": 0.064, \"Acousticness\": 0.433, \"Liveness\": 0.0862, \"Tempo\": 205.272, \"Duration (ms)\": 221307.0, \"Valence\": 0.422, \"Chord\": \"G\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.HConcatChart(...)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c1|c2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Try clicking on one or more of the points in the following chart.  (Hold down shift while clicking to select multiple points.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "cell_id": "070337ce-309b-43a6-90a9-bf41e2f0c07b",
    "deepnote_cell_type": "code",
    "deepnote_output_heights": [
     361
    ],
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 473,
    "execution_start": 1643043018973,
    "source_hash": "8db68b2d",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-bf63a0fb62d1437089a8d0229cd0f60e\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-bf63a0fb62d1437089a8d0229cd0f60e\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-bf63a0fb62d1437089a8d0229cd0f60e\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
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\"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"JACKBOYS\", \"Streams\": \"5,363,493\", \"Artist\": \"JACKBOYS\", \"Artist Followers\": 437907.0, \"Song ID\": \"62zKJrpbLxz6InR3tGyr7o\", \"Genre\": \"['rap', 'trap']\", \"Release Date\": \"2019-12-27\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 56.0, \"Danceability\": 0.413, \"Energy\": 0.13, \"Loudness\": -25.166, \"Speechiness\": 0.0336, \"Acousticness\": 0.9, \"Liveness\": 0.111, \"Tempo\": 123.342, \"Duration (ms)\": 46837.0, \"Valence\": 0.0676, \"Chord\": \"C\"}, {\"Index\": 1548, \"Highest Charting Position\": 156, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Combatchy (feat. MC Rebecca)\", \"Streams\": \"5,149,797\", \"Artist\": \"Anitta, Lexa, Lu\\u00edsa Sonza\", \"Artist Followers\": 10741972.0, \"Song ID\": \"2bPtwnrpFNEe8N7Q85kLHw\", \"Genre\": \"['funk carioca', 'funk pop', 'pagode baiano', 'pop nacional']\", \"Release Date\": \"2019-11-20\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 64.0, \"Danceability\": 0.826, \"Energy\": 0.73, \"Loudness\": -3.032, \"Speechiness\": 0.0809, \"Acousticness\": 0.383, \"Liveness\": 0.0197, \"Tempo\": 150.134, \"Duration (ms)\": 157600.0, \"Valence\": 0.605, \"Chord\": \"C#/Db\"}, {\"Index\": 1549, \"Highest Charting Position\": 178, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Old Town Road\", \"Streams\": \"4,852,004\", \"Artist\": \"Lil Nas X\", \"Artist Followers\": 5488666.0, \"Song ID\": \"2YpeDb67231RjR0MgVLzsG\", \"Genre\": \"['lgbtq+ hip hop', 'pop rap']\", \"Release Date\": \"2019-06-21\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 81.0, \"Danceability\": 0.878, \"Energy\": 0.619, \"Loudness\": -5.56, \"Speechiness\": 0.102, \"Acousticness\": 0.0533, \"Liveness\": 0.113, \"Tempo\": 136.041, \"Duration (ms)\": 157067.0, \"Valence\": 0.639, \"Chord\": \"F#/Gb\"}, {\"Index\": 1550, \"Highest Charting Position\": 187, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Let Me Know (I Wonder Why Freestyle)\", \"Streams\": \"4,701,532\", \"Artist\": \"Juice WRLD\", \"Artist Followers\": 19102888.0, \"Song ID\": \"3wwo0bJvDSorOpNfzEkfXx\", \"Genre\": \"['chicago rap', 'melodic rap']\", \"Release Date\": \"2019-12-07\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 76.0, \"Danceability\": 0.635, \"Energy\": 0.537, \"Loudness\": -7.895, \"Speechiness\": 0.0832, \"Acousticness\": 0.172, \"Liveness\": 0.418, \"Tempo\": 125.028, \"Duration (ms)\": 215381.0, \"Valence\": 0.383, \"Chord\": \"G\"}, {\"Index\": 1551, \"Highest Charting Position\": 190, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Ne reviens pas\", \"Streams\": \"4,676,857\", \"Artist\": \"Gradur, Heuss L'enfoir\\u00e9\", \"Artist Followers\": 1390813.0, \"Song ID\": \"4TnFANpjVwVKWzkxNzIyFH\", \"Genre\": \"['francoton', 'french hip hop', 'pop urbaine', 'rap francais']\", \"Release Date\": \"2019-11-29\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 62.0, \"Danceability\": 0.932, \"Energy\": 0.778, \"Loudness\": -3.384, \"Speechiness\": 0.0638, \"Acousticness\": 0.212, \"Liveness\": 0.168, \"Tempo\": 124.996, \"Duration (ms)\": 188613.0, \"Valence\": 0.933, \"Chord\": \"A#/Bb\"}, {\"Index\": 1552, \"Highest Charting Position\": 195, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"New Rules\", \"Streams\": \"4,630,675\", \"Artist\": \"Dua Lipa\", \"Artist Followers\": 27167675.0, \"Song ID\": \"2ekn2ttSfGqwhhate0LSR0\", \"Genre\": \"['dance pop', 'pop', 'uk pop']\", \"Release Date\": \"2017-06-02\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 79.0, \"Danceability\": 0.762, \"Energy\": 0.7, \"Loudness\": -6.021, \"Speechiness\": 0.0694, \"Acousticness\": 0.00261, \"Liveness\": 0.153, \"Tempo\": 116.073, \"Duration (ms)\": 209320.0, \"Valence\": 0.608, \"Chord\": \"A\"}, {\"Index\": 1553, \"Highest Charting Position\": 196, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Cheirosa - Ao Vivo\", \"Streams\": \"4,623,030\", \"Artist\": \"Jorge & Mateus\", \"Artist Followers\": 15019109.0, \"Song ID\": \"2PWjKmjyTZeDpmOUa3a5da\", \"Genre\": \"['sertanejo', 'sertanejo universitario']\", \"Release Date\": \"2019-10-11\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 66.0, \"Danceability\": 0.528, \"Energy\": 0.87, \"Loudness\": -3.123, \"Speechiness\": 0.0851, \"Acousticness\": 0.24, \"Liveness\": 0.333, \"Tempo\": 152.37, \"Duration (ms)\": 181930.0, \"Valence\": 0.714, \"Chord\": \"B\"}, {\"Index\": 1554, \"Highest Charting Position\": 197, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Havana (feat. Young Thug)\", \"Streams\": \"4,620,876\", \"Artist\": \"Camila Cabello\", \"Artist Followers\": 22698747.0, \"Song ID\": \"1rfofaqEpACxVEHIZBJe6W\", \"Genre\": \"['dance pop', 'electropop', 'pop', 'post-teen pop']\", \"Release Date\": \"2018-01-12\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 81.0, \"Danceability\": 0.765, \"Energy\": 0.523, \"Loudness\": -4.333, \"Speechiness\": 0.03, \"Acousticness\": 0.184, \"Liveness\": 0.132, \"Tempo\": 104.988, \"Duration (ms)\": 217307.0, \"Valence\": 0.394, \"Chord\": \"D\"}, {\"Index\": 1555, \"Highest Charting Position\": 198, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Surtada - Remix Brega Funk\", \"Streams\": \"4,607,385\", \"Artist\": \"Dad\\u00e1 Bolad\\u00e3o, Tati Zaqui, OIK\", \"Artist Followers\": 208630.0, \"Song ID\": \"5F8ffc8KWKNawllr5WsW0r\", \"Genre\": \"['brega funk', 'funk carioca']\", \"Release Date\": \"2019-09-25\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 60.0, \"Danceability\": 0.832, \"Energy\": 0.55, \"Loudness\": -7.026, \"Speechiness\": 0.0587, \"Acousticness\": 0.249, \"Liveness\": 0.182, \"Tempo\": 154.064, \"Duration (ms)\": 152784.0, \"Valence\": 0.881, \"Chord\": \"F\"}, {\"Index\": 1556, \"Highest Charting Position\": 199, \"Number of Times Charted\": 1, \"Week of Highest Charting\": \"2019-12-27--2020-01-03\", \"Song Name\": \"Lover (Remix) [feat. Shawn Mendes]\", \"Streams\": \"4,595,450\", \"Artist\": \"Taylor Swift\", \"Artist Followers\": 42227614.0, \"Song ID\": \"3i9UVldZOE0aD0JnyfAZZ0\", \"Genre\": \"['pop', 'post-teen pop']\", \"Release Date\": \"2019-11-13\", \"Weeks Charted\": \"2019-12-27--2020-01-03\", \"Popularity\": 70.0, \"Danceability\": 0.448, \"Energy\": 0.603, \"Loudness\": -7.176, \"Speechiness\": 0.064, \"Acousticness\": 0.433, \"Liveness\": 0.0862, \"Tempo\": 205.272, \"Duration (ms)\": 221307.0, \"Valence\": 0.422, \"Chord\": \"G\"}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c3 = alt.Chart(df2).mark_circle().encode(\n",
    "    x = \"Energy\",\n",
    "    y = \"Loudness\",\n",
    "    color = alt.Color(\"Tempo\",scale=alt.Scale(scheme=\"Turbo\")),\n",
    "    opacity = alt.condition(sel,alt.value(1),alt.value(0.2)),\n",
    "    size = alt.condition(sel,alt.value(400),alt.value(10)),\n",
    "    tooltip = \"Artist\"\n",
    ").add_selection(\n",
    "    sel\n",
    ")\n",
    "\n",
    "c3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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