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@furkandrms
furkandrms committed May 12, 2023
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2 changes: 1 addition & 1 deletion Car Prediction/CarPrice_Prediction.ipynb
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242 changes: 242 additions & 0 deletions Spotify Data Analysis/Spotify-Data-Visualization.ipynb
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{
"cells": [
{
"cell_type": "code",
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"source": [
"import pandas as pd\n",
"import numpy as np \n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
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{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>artist_name</th>\n",
" <th>track_id</th>\n",
" <th>track_name</th>\n",
" <th>acousticness</th>\n",
" <th>danceability</th>\n",
" <th>duration_ms</th>\n",
" <th>energy</th>\n",
" <th>instrumentalness</th>\n",
" <th>key</th>\n",
" <th>liveness</th>\n",
" <th>loudness</th>\n",
" <th>mode</th>\n",
" <th>speechiness</th>\n",
" <th>tempo</th>\n",
" <th>time_signature</th>\n",
" <th>valence</th>\n",
" <th>popularity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>YG</td>\n",
" <td>2RM4jf1Xa9zPgMGRDiht8O</td>\n",
" <td>Big Bank feat. 2 Chainz, Big Sean, Nicki Minaj</td>\n",
" <td>0.005820</td>\n",
" <td>0.743</td>\n",
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" <td>4</td>\n",
" <td>0.118</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>YG</td>\n",
" <td>1tHDG53xJNGsItRA3vfVgs</td>\n",
" <td>BAND DRUM (feat. A$AP Rocky)</td>\n",
" <td>0.024400</td>\n",
" <td>0.846</td>\n",
" <td>214800</td>\n",
" <td>0.557</td>\n",
" <td>0.000</td>\n",
" <td>8</td>\n",
" <td>0.2860</td>\n",
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" <td>0.4570</td>\n",
" <td>159.009</td>\n",
" <td>4</td>\n",
" <td>0.371</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>R3HAB</td>\n",
" <td>6Wosx2euFPMT14UXiWudMy</td>\n",
" <td>Radio Silence</td>\n",
" <td>0.025000</td>\n",
" <td>0.603</td>\n",
" <td>138913</td>\n",
" <td>0.723</td>\n",
" <td>0.000</td>\n",
" <td>9</td>\n",
" <td>0.0824</td>\n",
" <td>-5.890</td>\n",
" <td>0</td>\n",
" <td>0.0454</td>\n",
" <td>114.966</td>\n",
" <td>4</td>\n",
" <td>0.382</td>\n",
" <td>56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Chris Cooq</td>\n",
" <td>3J2Jpw61sO7l6Hc7qdYV91</td>\n",
" <td>Lactose</td>\n",
" <td>0.029400</td>\n",
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" <td>4</td>\n",
" <td>0.641</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Chris Cooq</td>\n",
" <td>2jbYvQCyPgX3CdmAzeVeuS</td>\n",
" <td>Same - Original mix</td>\n",
" <td>0.000035</td>\n",
" <td>0.783</td>\n",
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" <td>0.792</td>\n",
" <td>0.878</td>\n",
" <td>7</td>\n",
" <td>0.0332</td>\n",
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],
"text/plain": [
" artist_name track_id \\\n",
"0 YG 2RM4jf1Xa9zPgMGRDiht8O \n",
"1 YG 1tHDG53xJNGsItRA3vfVgs \n",
"2 R3HAB 6Wosx2euFPMT14UXiWudMy \n",
"3 Chris Cooq 3J2Jpw61sO7l6Hc7qdYV91 \n",
"4 Chris Cooq 2jbYvQCyPgX3CdmAzeVeuS \n",
"\n",
" track_name acousticness danceability \\\n",
"0 Big Bank feat. 2 Chainz, Big Sean, Nicki Minaj 0.005820 0.743 \n",
"1 BAND DRUM (feat. A$AP Rocky) 0.024400 0.846 \n",
"2 Radio Silence 0.025000 0.603 \n",
"3 Lactose 0.029400 0.800 \n",
"4 Same - Original mix 0.000035 0.783 \n",
"\n",
" duration_ms energy instrumentalness key liveness loudness mode \\\n",
"0 238373 0.339 0.000 1 0.0812 -7.678 1 \n",
"1 214800 0.557 0.000 8 0.2860 -7.259 1 \n",
"2 138913 0.723 0.000 9 0.0824 -5.890 0 \n",
"3 125381 0.579 0.912 5 0.0994 -12.118 0 \n",
"4 124016 0.792 0.878 7 0.0332 -10.277 1 \n",
"\n",
" speechiness tempo time_signature valence popularity \n",
"0 0.4090 203.927 4 0.118 15 \n",
"1 0.4570 159.009 4 0.371 0 \n",
"2 0.0454 114.966 4 0.382 56 \n",
"3 0.0701 123.003 4 0.641 0 \n",
"4 0.0661 120.047 4 0.928 0 "
]
},
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"source": [
"data = pd.read_csv(\"/Users/furkandurmus/Desktop/Kaggle Projects/Data Science Projects/Spotify Data Analysis/SpotifyFeatures (1).csv\")\n",
"data.head()"
]
},
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