diff --git a/Clustering/1-Visualize/README.md b/Clustering/1-Visualize/README.md
index c89af7bd5..439848266 100644
--- a/Clustering/1-Visualize/README.md
+++ b/Clustering/1-Visualize/README.md
@@ -198,7 +198,9 @@ plt.title('Top genres',color = 'blue')
```

-✅ If you'd like to see more top values, change this `[:5]` to a bigger value, or remove it to see all. It's interesting that one of the top genres is called 'Missing'!
+✅ If you'd like to see more top values, change this `[:5]` to a bigger value, or remove it to see all.
+
+Note, when the top genre is described as 'Missing', that means that Spotify did not classify it.
Explore the data by checking the most popular genre:
diff --git a/Clustering/1-Visualize/solution/notebook.ipynb b/Clustering/1-Visualize/solution/notebook.ipynb
index 5f541c573..62007854a 100644
--- a/Clustering/1-Visualize/solution/notebook.ipynb
+++ b/Clustering/1-Visualize/solution/notebook.ipynb
@@ -35,7 +35,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 149,
"metadata": {},
"outputs": [
{
@@ -43,18 +43,18 @@
"name": "stdout",
"text": [
"Requirement already satisfied: seaborn in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.11.1)\n",
- "Requirement already satisfied: pandas>=0.23 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.1.2)\n",
"Requirement already satisfied: scipy>=1.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.4.1)\n",
- "Requirement already satisfied: matplotlib>=2.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (3.1.0)\n",
+ "Requirement already satisfied: pandas>=0.23 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.1.2)\n",
"Requirement already satisfied: numpy>=1.15 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.19.2)\n",
+ "Requirement already satisfied: matplotlib>=2.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (3.1.0)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2.8.0)\n",
"Requirement already satisfied: pytz>=2017.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2019.1)\n",
- "Requirement already satisfied: cycler>=0.10 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.1.0)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (2.4.0)\n",
+ "Requirement already satisfied: cycler>=0.10 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n",
"Requirement already satisfied: six>=1.5 in /Users/jenlooper/Library/Python/3.7/lib/python/site-packages (from python-dateutil>=2.7.3->pandas>=0.23->seaborn) (1.12.0)\n",
"Requirement already satisfied: setuptools in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib>=2.2->seaborn) (45.1.0)\n",
- "\u001b[33mWARNING: You are using pip version 20.2.3; however, version 21.1.1 is available.\n",
+ "\u001b[33mWARNING: You are using pip version 20.2.3; however, version 21.1.2 is available.\n",
"You should consider upgrading via the '/Library/Frameworks/Python.framework/Versions/3.7/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
@@ -66,7 +66,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 150,
"metadata": {},
"outputs": [
{
@@ -104,7 +104,7 @@
"text/html": "
\n\n
\n \n \n \n name \n album \n artist \n artist_top_genre \n release_date \n length \n popularity \n danceability \n acousticness \n energy \n instrumentalness \n liveness \n loudness \n speechiness \n tempo \n time_signature \n \n \n \n \n 0 \n Sparky \n Mandy & The Jungle \n Cruel Santino \n alternative r&b \n 2019 \n 144000 \n 48 \n 0.666 \n 0.8510 \n 0.420 \n 0.534000 \n 0.1100 \n -6.699 \n 0.0829 \n 133.015 \n 5 \n \n \n 1 \n shuga rush \n EVERYTHING YOU HEARD IS TRUE \n Odunsi (The Engine) \n afropop \n 2020 \n 89488 \n 30 \n 0.710 \n 0.0822 \n 0.683 \n 0.000169 \n 0.1010 \n -5.640 \n 0.3600 \n 129.993 \n 3 \n \n \n 2 \n LITT! \n LITT! \n AYLØ \n indie r&b \n 2018 \n 207758 \n 40 \n 0.836 \n 0.2720 \n 0.564 \n 0.000537 \n 0.1100 \n -7.127 \n 0.0424 \n 130.005 \n 4 \n \n \n 3 \n Confident / Feeling Cool \n Enjoy Your Life \n Lady Donli \n nigerian pop \n 2019 \n 175135 \n 14 \n 0.894 \n 0.7980 \n 0.611 \n 0.000187 \n 0.0964 \n -4.961 \n 0.1130 \n 111.087 \n 4 \n \n \n 4 \n wanted you \n rare. \n Odunsi (The Engine) \n afropop \n 2018 \n 152049 \n 25 \n 0.702 \n 0.1160 \n 0.833 \n 0.910000 \n 0.3480 \n -6.044 \n 0.0447 \n 105.115 \n 4 \n \n \n
\n
"
},
"metadata": {},
- "execution_count": 21
+ "execution_count": 150
}
],
"source": [
@@ -117,9 +117,19 @@
]
},
{
+ "source": [
+ "Get information about the dataframe"
+ ],
+ "cell_type": "markdown",
+ "metadata": {}
+ },
+ {
+ "source": [
+ "df.info()"
+ ],
"cell_type": "code",
- "execution_count": 22,
"metadata": {},
+ "execution_count": 151,
"outputs": [
{
"output_type": "stream",
@@ -128,50 +138,18 @@
"\nRangeIndex: 530 entries, 0 to 529\nData columns (total 16 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 name 530 non-null object \n 1 album 530 non-null object \n 2 artist 530 non-null object \n 3 artist_top_genre 530 non-null object \n 4 release_date 530 non-null int64 \n 5 length 530 non-null int64 \n 6 popularity 530 non-null int64 \n 7 danceability 530 non-null float64\n 8 acousticness 530 non-null float64\n 9 energy 530 non-null float64\n 10 instrumentalness 530 non-null float64\n 11 liveness 530 non-null float64\n 12 loudness 530 non-null float64\n 13 speechiness 530 non-null float64\n 14 tempo 530 non-null float64\n 15 time_signature 530 non-null int64 \ndtypes: float64(8), int64(4), object(4)\nmemory usage: 66.4+ KB\n"
]
}
- ],
- "source": [
- "df.info()"
]
},
{
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [
- {
- "output_type": "execute_result",
- "data": {
- "text/plain": [
- "name 0\n",
- "album 0\n",
- "artist 0\n",
- "artist_top_genre 0\n",
- "release_date 0\n",
- "length 0\n",
- "popularity 0\n",
- "danceability 0\n",
- "acousticness 0\n",
- "energy 0\n",
- "instrumentalness 0\n",
- "liveness 0\n",
- "loudness 0\n",
- "speechiness 0\n",
- "tempo 0\n",
- "time_signature 0\n",
- "dtype: int64"
- ]
- },
- "metadata": {},
- "execution_count": 23
- }
- ],
"source": [
- "df.isnull().sum()"
- ]
+ "There are no null values. Look at the general values of the data. Note that popularity can be '0'"
+ ],
+ "cell_type": "markdown",
+ "metadata": {}
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 152,
"metadata": {},
"outputs": [
{
@@ -211,16 +189,23 @@
"text/html": "\n\n
\n \n \n \n release_date \n length \n popularity \n danceability \n acousticness \n energy \n instrumentalness \n liveness \n loudness \n speechiness \n tempo \n time_signature \n \n \n \n \n count \n 530.000000 \n 530.000000 \n 530.000000 \n 530.000000 \n 530.000000 \n 530.000000 \n 530.000000 \n 530.000000 \n 530.000000 \n 530.000000 \n 530.000000 \n 530.000000 \n \n \n mean \n 2015.390566 \n 222298.169811 \n 17.507547 \n 0.741619 \n 0.265412 \n 0.760623 \n 0.016305 \n 0.147308 \n -4.953011 \n 0.130748 \n 116.487864 \n 3.986792 \n \n \n std \n 3.131688 \n 39696.822259 \n 18.992212 \n 0.117522 \n 0.208342 \n 0.148533 \n 0.090321 \n 0.123588 \n 2.464186 \n 0.092939 \n 23.518601 \n 0.333701 \n \n \n min \n 1998.000000 \n 89488.000000 \n 0.000000 \n 0.255000 \n 0.000665 \n 0.111000 \n 0.000000 \n 0.028300 \n -19.362000 \n 0.027800 \n 61.695000 \n 3.000000 \n \n \n 25% \n 2014.000000 \n 199305.000000 \n 0.000000 \n 0.681000 \n 0.089525 \n 0.669000 \n 0.000000 \n 0.075650 \n -6.298750 \n 0.059100 \n 102.961250 \n 4.000000 \n \n \n 50% \n 2016.000000 \n 218509.000000 \n 13.000000 \n 0.761000 \n 0.220500 \n 0.784500 \n 0.000004 \n 0.103500 \n -4.558500 \n 0.097950 \n 112.714500 \n 4.000000 \n \n \n 75% \n 2017.000000 \n 242098.500000 \n 31.000000 \n 0.829500 \n 0.403000 \n 0.875750 \n 0.000234 \n 0.164000 \n -3.331000 \n 0.177000 \n 125.039250 \n 4.000000 \n \n \n max \n 2020.000000 \n 511738.000000 \n 73.000000 \n 0.966000 \n 0.954000 \n 0.995000 \n 0.910000 \n 0.811000 \n 0.582000 \n 0.514000 \n 206.007000 \n 5.000000 \n \n \n
\n
"
},
"metadata": {},
- "execution_count": 24
+ "execution_count": 152
}
],
"source": [
"df.describe()"
]
},
+ {
+ "source": [
+ "The song's genre is a good candidate for a cluster. Let's examine the genres. Quite a few are listed as 'Missing' which means they aren't categorized in the dataset with a genre "
+ ],
+ "cell_type": "markdown",
+ "metadata": {}
+ },
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 153,
"metadata": {},
"outputs": [
{
@@ -231,13 +216,13 @@
]
},
"metadata": {},
- "execution_count": 25
+ "execution_count": 153
},
{
"output_type": "display_data",
"data": {
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\n"
},
"metadata": {}
@@ -253,17 +238,119 @@
"plt.title('Top genres',color = 'blue')"
]
},
+ {
+ "source": [
+ "Remove 'Missing' genres, as it's not classified in Spotify\n"
+ ],
+ "cell_type": "markdown",
+ "metadata": {}
+ },
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 154,
+ "metadata": {},
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Top genres')"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 154
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": "",
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\n"
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "\n",
+ "df = df[df['artist_top_genre'] != 'Missing']\n",
+ "top = df['artist_top_genre'].value_counts()\n",
+ "plt.figure(figsize=(10,7))\n",
+ "sns.barplot(x=top.index,y=top.values)\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.title('Top genres',color = 'blue')"
+ ]
+ },
+ {
+ "source": [
+ "The top three genres comprise the greatest part of the dataset, so let's focus on those"
+ ],
+ "cell_type": "markdown",
+ "metadata": {}
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 155,
+ "metadata": {},
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Top genres')"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 155
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": "",
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2ePBgzZo1S+PHj1d+fr5CQ0PVo0cPSdLs2bMVGxurc+fOqVWrVoqMjKy46QEAANzQZQMrNjZWsbGxl7xu7dq15ZYFBQUpISHhj08GAABQSXEmdwAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMMILAAAAMOuOLDOnj2rPn366OjRo5KkmJgYhYWFqW/fvurbt682bdokSdq+fbvCw8MVFhamOXPmVMzUAAAAbsx6JSvt2bNHsbGxSk9Pdy7bu3ev3nvvPfn5+TmX5eXladKkSVq2bJkaNmyoqKgobdu2TaGhocYHBwAAcFdXtAVr5cqVmjp1qjOmzp8/r4yMDE2ZMkXh4eGaN2+eSkpKlJaWpsDAQDVp0kRWq1Xh4eFKTk4ud3+5ubk6evRomT82m83sIwMAAHCRK9qC9eKLL5a5fOLECXXq1EnTp09XjRo1FBUVpYSEBNWoUUO+vr7O9fz8/JSZmVnu/pYsWaK4uLg/ODoAAIB7uqLA+r0mTZpo/vz5zstDhw5VYmKievToUW5di8VSbtmwYcPUv3//MstsNpsiIiKuZRwAAAC3ck2BdeDAAaWnp6t79+6SJLvdLqvVqgYNGignJ8e5XlZWVpljtEr5+PjIx8fnGkcGAABwb9d0mga73a4ZM2bozJkzKiws1IoVK9StWze1bdtWhw8f1pEjR1RcXKykpCSFhISYnhkAAMCtXdMWrKCgII0aNUoPP/ywioqKFBYWpj59+kiSZs2apfHjxys/P1+hoaGX3G0IAABQlV1VYG3ZssX5dURExCWPmQoODtbatWv/+GQAAACVFGdyBwAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMIzAAgAAMOyKAuvs2bPq06ePjh49Kknavn27wsPDFRYWpjlz5jjX++GHHzRw4EB1795dkydPVlFRUcVMDQAA4MYuG1h79uzRww8/rPT0dElSXl6eJk2apAULFmj9+vXau3evtm3bJkl6+umnNWXKFG3YsEF2u10rV66s0OEBAADc0WUDa+XKlZo6dar8/PwkSWlpaQoMDFSTJk1ktVoVHh6u5ORkHTt2THl5ebr99tslSQMGDFBycnLFTg8AAOCGrJdb4cUXXyxzOSsrS76+vs7Lfn5+yszMLLfc19dXmZmZl7zP3Nxc5ebmlllms9muanAAAAB3ddnA+j273V5umcVi+bfLL2XJkiWKi4u72m8NAABQKVx1YDVo0EA5OTnOy1lZWfLz8yu3PDs727lb8feGDRum/v37l1lms9kUERFxteMAAAC4nasOrLZt2+rw4cM6cuSIGjdurKSkJA0cOFABAQGqXr26UlNT1a5dOyUmJiokJOSS9+Hj4yMfH58/PDwAAIA7uurAql69umbNmqXx48crPz9foaGh6tGjhyRp9uzZio2N1blz59SqVStFRkYaHxgAAMDdXXFgbdmyxfl1cHCw1q5dW26doKAgJSQkmJkMAACgkuJM7gAAAIYRWAAAAIYRWAAAAIYRWAAAAIYRWAAAAIYRWAAAAIYRWEAlVlJU6OoRUIXwfALMueoTjQJwHx7Wakp9eYSrx0AV0W7iO64eAagy2IIFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgGIEFAABgmPWP3DgyMlInTpyQ1eq4m+nTp+vnn3/WwoULVVhYqEceeUQRERFGBgUAAKgsrjmw7Ha7Dh06pM8++8wZWJmZmYqOjtbq1avl5eWlwYMHq2PHjmrRooWxgQEAANzdNQfWoUOHZLFYNHLkSJ04cUJ/+9vfVLNmTXXq1El16tSRJHXv3l3JyckaN26csYEBAADc3TUHVm5uroKDgzVt2jTl5eUpMjJSPXv2lK+vr3MdPz8/paWlXfK2ubm5ZZbZbLZrHQUAAMCtXHNg3XHHHbrjjjskSTVq1NCgQYM0c+ZMjR49usx6Foul3G2XLFmiuLi4a/3WAAAAbu2aA2vnzp0qLCxUcHCwJMcxWQEBAcrJyXGuk5WVJT8/v3K3HTZsmPr3719mmc1m44B4AABQJVzzaRp+/fVXvfzyy8rPz9fZs2e1Zs0avfLKK0pJSdHJkyd14cIFbdy4USEhIeVu6+Pjo8aNG5f54+/v/4ceCAAAgLu45i1YnTt31p49e9SvXz+VlJRoyJAhateunaKjoxUZGanCwkINGjRIbdq0MTkvAACA2/tD58F64okn9MQTT5RZFh4ervDw8D80FAAAQGXGmdwBAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAAAMI7AAAG6toKjQ1SOgCvmznk/WP+W7AABwjbys1fTIu4+7egxUEYuHz/1Tvg9bsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAwjsAAAAAyrkMBat26devXqpW7duun999+viG8BAADgtqym7zAzM1Nz5szR6tWr5eXlpcGDB6tjx45q0aKF6W8FAADglowH1vbt29WpUyfVqVNHktS9e3clJydr3LhxznVyc3OVm5tb5nbHjh2TJNlsNmOz5J8/bey+8Nd29OhRV4/wb2X/mufqEVBFuPPzPO/0eVePgCrC1PO8tFeKi4sveb3xwMrKypKvr6/zsp+fn9LS0sqss2TJEsXFxV3y9hEREaZHAv6wLpvmuXoEoOKt7OLqCYAK1+UNs8/z7OxsBQYGlltuPLDsdnu5ZRaLpczlYcOGqX///mWWFRQU6JdfflHTpk3l6elpeixcgs1mU0REhN5//335+/u7ehygQvA8x18Bz/M/X3FxsbKzs9W6detLXm88sBo0aKCdO3c6L2dlZcnPz6/MOj4+PvLx8Sl322bNmpkeB1fA399fjRs3dvUYQIXieY6/Ap7nf65LbbkqZfxdhHfffbdSUlJ08uRJXbhwQRs3blRISIjpbwMAAOC2KmQLVnR0tCIjI1VYWKhBgwapTZs2pr8NAACA2zIeWJIUHh6u8PDwirhrAAAAt+c5bdq0aa4eAq5TvXp1dezYUdWrV3f1KECF4XmOvwKe5+7FYr/U2/4AAABwzfgsQgAAAMMILAAAAMMILBhVUFDg6hEAAHA5AgvGHDp0SC+88IKOHz/u6lEAAHApAgtG5OXl6cKFC/Lw8NA777yjzMxMV48EALhCpe93O3nypLKzs108TdVAYOEPO3jwoIYNG6ZatWrpb3/7m6xWqxYuXEhkoVIofWHJy8tjFzf+siwWiz799FONGjVKjz76qF555RV9//33rh6rUiOw8Ic1b95cLVq00OTJk1W7dm098MADql69OpGFSsFisWjz5s2KiorShAkT9MYbb7h6JOBPd/DgQS1btkwvvPCC5s2bp9OnT+vjjz9Wfn6+q0ertAgsXLOSkhKVlJRIkl588UUFBQXp73//u3x8fJyR9dZbb3FMFtzaoUOHtGLFCg0fPlzDhw/XypUr9eqrr7p6LOBPc+zYMb322muy2+1q2rSpbrrpJo0bN06fffaZkpOTXT1epUVg4ZrY7XZ5eHjIw8NDO3fu1PHjxxUbG6vg4GBnZPXt21eFhYVaunSpiouLXT0yUM6PP/6oUaNGKTAwUPfff786duyo5cuXa926dUpJSXH1eECF+e05xgMCAtStWzdVq1ZN33zzjc6ePauGDRtq4MCBzl+icfUq5LMIUfVZLBZJ0rJly7R48WLdcccdCggIUHR0tCRp4sSJmjlzpoYMGaL69evL09PTleMCTna73fn8bdmypUJDQ5WSkqILFy7I29tb/v7+6tmzp6pVq+biSYGKUfoz8MUXX+jbb7/V6dOnNWrUKJ04cUKbN2/Wvn371KxZM3344Yd6/vnnXT1upcUWLFyzTz/9VBs2bNDKlStVp04dff3115o9e7aio6PVpk0bTZs2Tc2bN1f9+vVdPSog6eILS2pqqj744AMlJiZq0qRJuu+++zR69Gjt3r1bO3bs0KZNmwgsVFmlcfXSSy/ppptu0tmzZxUbG6t27dqpTZs22rJli1auXKmYmBh16tSJrVjXiM8ixBUrfXEqfcrEx8fL09NTvXr10rvvvqtWrVpp1apVatiwoZ5//nnl5uaqbt26Lp4aKGvLli2aO3euQkNDlZ6ervT0dCUkJGjevHlKTExUhw4dNHjwYHXo0KHM1i6gKnnuued011136YEHHpAkLVy4UBs3btSqVau0cuVK7dq1S126dNE999yjWrVquXjayoldhLhipS82586dU61atRQSEqLjx49r27Ztatu2rXr06KGtW7fq3Llzys7OVsOGDV09MlBGfn6+EhMTNX36dLVt21aS44Vm7Nixevvtt3X+/Hnt27dPrVu3liTiClVWQUGBcnNznZfHjBmjnTt3Kjs7W4MHD9bp06e1fft23XPPPS6csnJjFyEuKy0tTfn5+fLw8NCSJUs0YsQIzZs3TxcuXFBISIg++OADnT17Vjt27NAvv/yi2NhY4gpuqaSkRFlZWWVOHxIVFSVvb29JjtiqV6+ennzySRUVFblqTKBC7NmzR9u3b9f333+viIgIvf766/r8888lSbt379bx48eVl5cnSRo9erSio6PZevUHsAUL/5Hdbtd7772nw4cP67HHHlNKSooiIyO1c+dOJSUlyW63a8iQIVq/fr2ys7P1yiuvyM/Pz9VjA5IubnX917/+JU9PT/n4+GjEiBH65JNP5OvrqzvuuENHjx6VzWaTzWaTv7+/5s+fr8zMTFmt/POIyq/0Z+Cbb77RU089pW7duunjjz/WuHHj9NJLL+mZZ57Rf//3f2v37t166qmnFBgYqOLiYnl6eqpOnTquHr9S4xgsXFZeXp5mzJih5ORkTZs2Tb169dL+/fv1ySefqLi4WLfddpvat2+vwsJCNWjQwNXjApIuvrB8+eWXmj59ulq2bKnc3FwFBQWpVatWmj9/vrp06aItW7YoJiZGnTt3VlFREWGFKic1NVUbNmxQ586dFRwcrNsq99UAABDTSURBVJ9//llDhgxRTEyMOnTooDNnzqikpEQ333wzxx0aRGDhkn7/Q1ZQUKCYmBjt3btX69atk5eXlw4cOKCEhAR5eXnp8ccfl5eXlwsnBsrbtWuXFi1apLFjx6pp06bat2+fXnrpJQ0fPlxNmjRRTk6O6tWrpzZt2vDCgiorJiZGmzZt0j/+8Q/de++9kqR//vOfWrVqlebOnevi6aouflVDOb99odm6davOnz+vhg0batKkSZo7d64eeeQRxcfH67/+67/00EMPqW7dusQV3IrdbldJSYk++ugjffHFF3rhhRdUo0YN3X777QoLC9Mvv/yiXr16lbkNcYWqaubMmfLw8NDSpUvVqVMnWa1WFRcXq7CwUIWFhZySpIJwkDvKKX2hiY+PV3x8vH766SdNmzZNX3/9tSZNmqSWLVtq0KBBys/PV4sWLTgVA9xG6Qb5CxcuyNPTU9HR0ercubOmTJkiSbJarfL29lZGRkaZ9YGqqrCwUJLj48xq1qypwYMHa+7cuYqPj9eAAQOIqwpEYOGS0tPTtXPnTi1btky1atXSjTfeqHvuuUf79+/X008/rTvvvFM5OTmuHhNwKt3y+vnnn2vy5MmaMmWKVq9eraeeekr+/v4aNGiQkpKSlJSUpM6dO0tiqxWqltJfGEqPqZKkatWqqaCgQJI0Z84c3XLLLVqzZo3GjBmjrl278ktGBeIYLEgqf8zVqVOn9PLLLys/P1+5ublauHChNmzYoI0bN2revHkunBT493bu3Klnn31Wzz33nDIyMnTo0CH9+uuveuKJJzR16lTt3r1bCxYs0J133smuEVRJn332mebNm6c2bdro1ltv1YMPPijJcRxt6aEcMTExOnz4sObPn6969eq5ctwqjS1YKBNXGzdu1MaNG5WSkiJfX19lZGRo4sSJqlatms6dOycvLy8VFBTwWw/cxm8/xmPv3r3q16+fQkJCNGjQID344IP69ddflZmZqdmzZ+uee+7RP/7xD0kirlDlHDhwQOvWrdOIESPUokULffPNN/rwww8lyflvt+Q4JqtFixbOc16hYnCQO8p8cHNCQoLuv/9+3XvvvWrSpInOnDmjV199VTfccIN27dqluLg4DmiHWyg9pYKHh4c+++wznT59Wv7+/kpKSlJGRoYaNWqkli1bysPDQydOnFCbNm00depUvfDCC87rgaqgpKRENptNkZGRGjBggHr16qWcnBzVrl1bKSkpKiws1NChQ+Xl5eU8x9ULL7zg6rGrPLZgQZJ08uRJrV+/XnFxcYqOjlb79u3VrFkzBQQEaNSoUerUqZMWLVqkm2++2dWjAjp48KDee+89SVJKSoqWLVumRo0aqXXr1qpbt662bt2q/fv36/Dhwzp48KB8fX0lST4+PnrppZeIK1QJpXsSPDw81KhRI40YMcJ5Yuj69evrvvvu01133eU8S7skeXp6unLkvxS2YP1FlZSUyMPjYl97enqqpKTE+QNbUFCgtLQ02Ww2tWvXTu3atXPVqEAZ586d07Rp0/TII4/Ibrdr8eLF2rdvn9q3by+LxaK7775be/bs0ccffyxPT09NmDBBrVu3du4K58B2VAW/fVPHli1b1L59e40cOVIlJSUaMGCAPvroI914443q3Lmz7rvvPk4C7QIE1l9UaVzt2LFD3t7eCgoK0t13362xY8fqgw8+UK1atXTw4EHl5OSouLhYHh4evDDBLXh4eKh27dpKSkrSZ599ptdee01Dhw7V8OHDtXjxYvXo0UP33nuvCgoKnJ8uwElEUdVYLBZt27ZNL730kjp37qz33ntPR48eVVRUlDw8PBQWFqYNGzYoMDDQ1aP+ZRFYfzG/faFZuXKl4uLidOeddyovL09Tp05VcXGx+vbtq65du+qrr77Sq6++yiZluI3i4mJ5e3vrwQcf1DPPPKNOnTqpZs2aWr16tcLDwzVq1Ci99dZb5T6glrhCVXDy5EmdOnVKzZs318mTJ/XBBx9o0aJF8vDw0LfffqvDhw9r0aJFGjlypCTp559/JrBciNM0/EVt27ZNqampGjJkiKxWq5YuXap//etfmj17tg4dOqRz586pcePGatKkiatHBSRd/OVg586dWrNmjW666SatXr1aXbt21ZNPPilJ6tKliwIDAxUfH+/iaQGzCgoK9Pbbb6tPnz5q2LChrFarnnzyST300ENKS0tTUFCQ0tPTtXTpUrVv314zZsyQh4cHW29dyHPatGnTXD0EKl7pD1lJSYnOnz+vcePGKSsrS3379lXdunXVrFkzHTt2TG+//bb69u2rVq1a6frrr3f12ICTxWLR1q1b9b//+7+qWbOmiouLdf/992vVqlU6deqUOnbsqGHDhikgIICD2FGl2O12Wa1WdejQQXl5eYqPj5ePj4969eqlOnXq6IMPPtC4ceNksVh05MgRRUVFOd/YQVy5DoH1F/Db32BsNpvq1q2rPn36aP369bLZbLr33ntVq1YtNW3aVGfPnlWrVq1Uu3ZtF08NlJWenq7XXntNixYtUqtWrfTmm28qICBA999/v+Lj4/Xrr7+qU6dOatSoEb+1o8op3Xr78ccf65dfflFOTo4aNWqk/Px8bd68WWfOnNGbb76pRx99VHfddZerx4XYRVjl/faFZsmSJVq1apVuvfVW9evXTy1bttRjjz2me+65R0899ZQkOc+RArib48ePa+bMmRo7dqw2bdqk2267TR999JHOnz+vgIAAde3aVcHBwa4eE6gQaWlpmjhxoj788EPl5+dr3rx5qlu3rtq1a6djx45p586deuCBB5wfAwXX4zxYVVhRUZEzrhISErRp0yY9//zzys3N1ZtvvqkffvhB8fHx+uSTT5xntyau4K7q1aun0aNHq6ioSDabTaGhoerZs6fy8/M1dOhQBQcH8wkDqJJyc3O1du1alZSUyNvbWw0aNNCjjz6qM2fOaNeuXbrzzjv16quvqnPnzvwMuBECq4r66aefFB8frxMnTkiSvvvuO8XGxqp+/fqqW7eu7rvvPi1evFi7du1SYmKiBg4c6OKJgf/My8tLrVq1cr4J49NPP9U777yjESNGqGnTppI43gRVR2koFRcXy8fHRw888IBuv/12zZgxQ9nZ2WrevLkiIyOVnZ0tLy8v56l3+BlwH+wirKI++eQT/fOf/1TLli318MMPKyEhQQEBATp8+LBuueUW+fv7a/LkybJarVqwYAHHXKHSyMjI0KJFi7Rnzx6NGTNGXbp0cfVIgFGlh3Zs3bpVX375pex2u3r27KkLFy7o888/l91u18iRI+Xn56cLFy7I29vb1SPjEgisKua3Z2iPi4vTd999p7vvvlsDBgzQddddp969e2v58uX66aeftHTpUj3//PN8mjoqneLiYp0/f161a9fmgHZUSV999ZVmzZqlefPmafz48br11lsVGxurH3/8UQkJCbJarYqJiXF+HifcDycarWJKf9CWLl2qr7/+WvXr19eXX36pgoIC9evXTx06dNDEiROVnZ2tV155hbhCpeTp6enc6kpcoSopfaPR119/rXHjxunYsWO67rrrNGbMGH344Yfq2bOnBgwYoFq1asnLy8vV4+I/ILCqoMzMTG3atElvvPGGatasqW3btumLL75QUlKSBg4cqDNnzuimm27iDL8A4GZOnz6tevXqydfXVytWrNDZs2c1e/ZsNWnSRMnJyWrXrp3uuOMOV4+JK8B2xSqoZs2aOn/+vFJSUiRJoaGhuuGGG7R27Vp9//33uv/++4krAHATpUfqpKWlOc9R2LVrVx09elS9evVSvXr1tG/fPp0+fbrcx0DBfXEMVhVTejzK0qVLnW9l79ixo9atW6etW7cqJibGeYZfAIBrle4S3LZtm1atWqVq1app06ZNev311+Xn56fZs2fLw8NDubm5GjlypLp27erqkXGFCKxK7D8d3Lt//35t2rRJmzdvVvPmzfXdd99p4cKFat68+Z88JQDg9zIyMpwf6XTy5EmNGDFC0dHRuu+++5SWlqaoqCjNmDFDnTt3Vk5Ojs6fP68bb7yRN3VUInxUTiX12x+ygwcPOj9jsEaNGpKk+vXrq3Xr1goODlbjxo316KOPslsQANyA3W7XW2+9pRtuuEG+vr7y9vbWN998o+7du+v6669XgwYNVL9+fUVHR6tZs2Zq27at87NhiavKgy1YldzixYu1efNmeXl5qX79+goLC+O8QADg5oqLi2Wz2TR58mQtXrxYzz33nI4fP663335bkrR7927Nnz9fBw4c0MKFC3Xrrbe6eGJcLd5FWMn8dsvVl19+qY8++kjLly/X0aNHtX//fq1YsUINGjRQ69atXTwpAOD3Sv8N9/T0VL169eTl5aXo6GjNmTNHI0eO1COPPKI2bdro008/1RtvvKF169bxEWaVFO8irGR+u3m4sLBQzZs3l7e3t1q2bKlOnTqpdu3aOn78uAsnBAD8OxaLRd9++63WrFnjPB+hxWLR448/rrffflujRo1Ss2bNNHXqVB07dkzJycl80kYlRWBVEidPnnR+vXz5csXExKhevXoqKCjQ7t27JUm+vr6qVauWsrKyXDUmAOA/+OqrrxQTE6PVq1fr5ZdfVlpamqZMmSIvLy9FRkYqODhYLVq0UGpqqmbMmKFXX31VAQEBrh4b14BdhJXA1q1btXHjRk2fPl2JiYlau3atXn75Zd14441q2LChkpOT9dVXX8nf318pKSl67LHHXD0yAOB3Dhw4oHfeeUcLFixQs2bNNG/ePG3YsEEWi0UxMTF68cUXtW/fPrVu3Vp16tTRQw89xKdtVGJswXJz586d05o1a9SjRw/l5+fr119/1e7du3X06FFJ0tChQxUUFKSMjAzt2rVLcXFxuvHGG108NQDgt4qLi7V//359++23zr0OY8aMUYMGDbRmzRp99913mjVrlvNg9saNGxNXlRxbsNxczZo1nR/yWXo2dovFoqioKK1YsUKtWrWSv7+/+vXrp4KCAj6bCgDckKenp3r27KmzZ8/q//7v/3T99derS5cuGjNmjF5//XX5+/urWrVqrh4TBnEeLDdVevYMi8UiLy8vbd26VR4eHnrggQfUsWNH5yep33vvvfL395ck3mkCAG7M09NTQUFB8vDwUEJCgry9vXXzzTcrODhY9evXd/V4MIxdhG6o9G28FotFx44dU9OmTZWUlKTOnTsrMjJSv/zyi0aNGqXhw4dr9OjRKigoEKczAwD35+Xlpb59+yosLEyLFy/WiRMnVFJS4uqxUAE40agbe/fdd/Xhhx/qtttu0+DBg3XXXXdp5syZ+vbbb/XKK68oMDBQp06d0g033ODqUQEAVyE/P1+nTp1y7oFA1cMWLDf10UcfaevWrVqyZIkyMjL0zjvvKCUlRTExMQoKClJsbKyKiopUp04dV48KALhK1atXJ66qOA5yd0NFRUX6+uuv9T//8z8qKSlRUFCQPD099cYbb+jUqVOaPn26Tpw4IauV/30AALgjtmC5IavVqrvvvls+Pj7auHGjevbsqaeeekonTpxQSkqKTp8+zdt3AQBwYwSWm+rRo4duvfVWJSUlqXr16kpNTVWdOnU0duxYdgsCAODm2MfkpqxWqzw9PdWiRQstX75ce/bs0bx589hnDwBAJcC7CN1cZmamDh06pEaNGikwMNDV4wAAgCtAYAEAABjGMVgAAACGEVgAAACGEVgAAACGEVgAAACGEVgAAACGEVgAAACGEVgAAACG/T85IY3ruO6LjwAAAABJRU5ErkJggg==\n"
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "\n",
+ "\n",
+ "df = df[(df['artist_top_genre'] == 'afro dancehall') | (df['artist_top_genre'] == 'afropop') | (df['artist_top_genre'] == 'nigerian pop')]\n",
+ "top = df['artist_top_genre'].value_counts()\n",
+ "plt.figure(figsize=(10,7))\n",
+ "sns.barplot(x=top.index,y=top.values)\n",
+ "plt.xticks(rotation=45)\n",
+ "plt.title('Top genres',color = 'blue')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
+ "metadata": {},
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Object `energetic` not found.\n"
+ ]
+ }
+ ],
+ "source": [
+ "The data is not strongly correlated except between energy and loudness, which makes sense. Popularity has a correspondence to release data, which also makes sense, as more recent songs are probably more popular. Length and energy seem to have a correlation - perhaps shorter songs are more energetic?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 157,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "",
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\n"
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\n"
},
"metadata": {}
}
@@ -274,9 +361,16 @@
"sns.heatmap(corrmat, vmax=.8, square=True);"
]
},
+ {
+ "source": [
+ "Examine our top three genres data distribution along a given x and y axis "
+ ],
+ "cell_type": "markdown",
+ "metadata": {}
+ },
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 158,
"metadata": {},
"outputs": [
{
@@ -290,8 +384,8 @@
"output_type": "display_data",
"data": {
"text/plain": "",
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\n"
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\n"
},
"metadata": {}
}
@@ -299,19 +393,24 @@
"source": [
"sns.set_theme(style=\"ticks\")\n",
"\n",
- "data = df[df['artist_top_genre'].str.contains('afro dancehall', case=True, regex=True)]\n",
- "\n",
"# Show the joint distribution using kernel density estimation\n",
"g = sns.jointplot(\n",
- " data=data,\n",
- " x=\"popularity\", y=\"danceability\", hue=\"artist_top_genre\",\n",
+ " data=df,\n",
+ " x=\"acousticness\", y=\"danceability\", hue=\"artist_top_genre\",\n",
" kind=\"kde\",\n",
")"
]
},
+ {
+ "source": [
+ "A scatterplot of the same axes shows a similar pattern of convergence"
+ ],
+ "cell_type": "markdown",
+ "metadata": {}
+ },
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 159,
"metadata": {},
"outputs": [
{
@@ -325,18 +424,18 @@
"output_type": "execute_result",
"data": {
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
- "execution_count": 28
+ "execution_count": 159
},
{
"output_type": "display_data",
"data": {
"text/plain": "",
- "image/svg+xml": "\n\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n