{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "476a2832-f4e3-45b0-826d-8442fc6e5516",
   "metadata": {},
   "source": [
    "# 2023 Top Spotify Songs Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "674c3726-27bd-495f-9347-86bfb5899140",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aba8a5ca-c803-4134-a3c5-15dff36de10a",
   "metadata": {},
   "source": [
    "## Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0c84e6f7-db28-4b60-96ce-4171a3acd70f",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_path = 'spotify-2023.csv'\n",
    "\n",
    "data = pd.read_csv(file_path, encoding='ISO-8859-1')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "171a363d-12e2-48e9-840b-8087ee520b54",
   "metadata": {},
   "source": [
    "## 1. 전체 노래 취향 분석"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "507dbc38-e63d-4e4a-b7e1-6ee2ddd56e62",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_stats(column):\n",
    "    \"\"\"Calculate statistics\"\"\"\n",
    "    count = len(column)\n",
    "    mean = column.sum() / count\n",
    "    std = ((column - mean) ** 2).sum() / count\n",
    "    std = std ** 0.5\n",
    "    min_val = column.min()\n",
    "    max_val = column.max()\n",
    "    return {\n",
    "        'mean': round(mean,2),\n",
    "        'std': round(std,2),\n",
    "        'min': min_val,\n",
    "        'max': max_val\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4b7aa1df-d2a4-4338-a253-e9ff2694b5f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "music_attributes = ['danceability_%', 'valence_%', 'energy_%', 'acousticness_%', 'instrumentalness_%', 'liveness_%', 'speechiness_%']\n",
    "\n",
    "music_genre = {attr: calculate_stats(data[attr]) for attr in music_attributes}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f7db6e31-a91c-4ee9-8aae-6f05eedacca1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'danceability_%': {'mean': 66.97, 'std': 14.62, 'min': 23, 'max': 96},\n",
       " 'valence_%': {'mean': 51.43, 'std': 23.47, 'min': 4, 'max': 97},\n",
       " 'energy_%': {'mean': 64.28, 'std': 16.54, 'min': 9, 'max': 97},\n",
       " 'acousticness_%': {'mean': 27.06, 'std': 25.98, 'min': 0, 'max': 97},\n",
       " 'instrumentalness_%': {'mean': 1.58, 'std': 8.41, 'min': 0, 'max': 91},\n",
       " 'liveness_%': {'mean': 18.21, 'std': 13.7, 'min': 3, 'max': 97},\n",
       " 'speechiness_%': {'mean': 10.13, 'std': 9.91, 'min': 2, 'max': 64}}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "music_genre"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "019df542-ccc4-4e0c-acfb-bdbc233f7b80",
   "metadata": {},
   "source": [
    "### 1-1. 장르분석"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f5234d8d-8216-4615-8e77-4483407391dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Creating a DataFrame from the provided dictionary\n",
    "music_genre_df = pd.DataFrame(music_genre).T\n",
    "\n",
    "# Plotting the data as a table\n",
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "ax.axis('tight')\n",
    "ax.axis('off')\n",
    "ax.table(cellText=music_genre_df.values, colLabels=music_genre_df.columns, rowLabels=music_genre_df.index, cellLoc = 'center', loc='center')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecf31a17-7c3d-4f2e-96a1-270ee0fac14c",
   "metadata": {},
   "source": [
    "### 1-2. 출시시기 분석"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bc64a772-86b1-47d3-bbfb-bb486ddca9ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the aesthetic style of the plots\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Plotting the distribution of 'released_month'\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.countplot(data=data, x='released_month')\n",
    "plt.title('Distribution of Song Releases by Month')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Number of Songs')\n",
    "plt.xticks(range(0, 12), ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24f5deb5-f8b7-4a3e-b4a8-e6d15e1d0527",
   "metadata": {},
   "source": [
    "### 1-2. 곡 mode 분석"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fdd65b37-eee3-4259-818a-f135320b1ac3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the distribution of 'key'\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.countplot(data=data, x='key')\n",
    "plt.title('Distribution of Song Keys')\n",
    "plt.xlabel('Musical Key')\n",
    "plt.ylabel('Number of Songs')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d387bdaa-957c-4c4d-8dee-6d4a91e5f36f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "64cce200-6098-405e-8655-d611bd3b21b9",
   "metadata": {},
   "source": [
    "## 2. 많이 들은 노래(Top 100) 분석"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d9013aff-2054-47d9-a428-237e79c0c511",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sorting the top 100 songs based on the streams value\n",
    "top100 = data.sort_values(by='streams', ascending=False).head(100)\n",
    "\n",
    "top100_music_genre = {attr: calculate_stats(top100[attr]) for attr in music_attributes}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7aa73ce3-f35c-410b-8a71-fe1c660d1dd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'danceability_%': {'mean': 65.73, 'std': 14.57, 'min': 33, 'max': 92},\n",
       " 'valence_%': {'mean': 47.89, 'std': 23.04, 'min': 6, 'max': 96},\n",
       " 'energy_%': {'mean': 64.86, 'std': 16.52, 'min': 20, 'max': 94},\n",
       " 'acousticness_%': {'mean': 27.63, 'std': 27.11, 'min': 0, 'max': 91},\n",
       " 'instrumentalness_%': {'mean': 2.19, 'std': 9.42, 'min': 0, 'max': 63},\n",
       " 'liveness_%': {'mean': 19.64, 'std': 13.44, 'min': 5, 'max': 72},\n",
       " 'speechiness_%': {'mean': 10.11, 'std': 9.92, 'min': 3, 'max': 46}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top100_music_genre"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d097a132-e463-4343-83d7-e8b3f713f074",
   "metadata": {},
   "source": [
    "### 2-1. (전체 vs 인기곡) 장르 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ab6a9b71-6ff7-4b02-a523-13b429d7a1a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Preparing data for the graph\n",
    "attributes = list(music_genre.keys())\n",
    "means_overall = [music_genre[attr]['mean'] for attr in attributes]\n",
    "means_top100 = [top100_music_genre[attr]['mean'] for attr in attributes]\n",
    "\n",
    "# Creating the comparison graph\n",
    "plt.figure(figsize=(6, 4))\n",
    "x = range(len(attributes))\n",
    "plt.bar(x, means_overall, width=0.4, label='Overall Mean', align='center', color='blue', alpha=0.6)\n",
    "plt.bar(x, means_top100, width=0.4, label='Top 100 Mean', align='edge', color='green', alpha=0.6)\n",
    "\n",
    "# Adding labels and title\n",
    "plt.xticks(x, attributes, rotation=45)\n",
    "plt.ylabel('Mean Value')\n",
    "plt.title('Comparison of Mean Values of Music Attributes: Overall vs. Top 100')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a667477-6ec2-4275-8b0a-15b414263253",
   "metadata": {},
   "source": [
    "### 2-2. (전체 vs 인기곡) 출시시기 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b763247a-80d1-4959-ac5e-1114feff6242",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Preparing the percentage data\n",
    "overall_month_percentage = (data['released_month'].value_counts(normalize=True).sort_index()) * 100\n",
    "top100_month_percentage = (top100['released_month'].value_counts(normalize=True).sort_index()) * 100\n",
    "\n",
    "# Creating the comparison graph\n",
    "plt.figure(figsize=(6, 4))\n",
    "x = range(1, 13)  # Months from 1 to 12\n",
    "plt.bar(x, overall_month_percentage, width=0.4, label='Overall', align='center', color='blue', alpha=0.6)\n",
    "plt.bar(x, top100_month_percentage, width=0.4, label='Top 100', align='edge', color='green', alpha=0.6)\n",
    "\n",
    "# Adding labels and title\n",
    "plt.xticks(x, ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n",
    "plt.ylabel('Percentage of Songs (%)')\n",
    "plt.title('Comparison of Release Month Distribution (Percentage): Overall vs. Top 100')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bfe4203-be63-4a2c-aad6-ac8316b40988",
   "metadata": {},
   "source": [
    "### 2-3. (전체 vs 인기곡) 곡 mode 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7ea4f7fe-7598-4764-9e3e-d63709bcc3ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating the percentage distribution of musical keys for both overall dataset and top 100 streamed songs\n",
    "\n",
    "# Preparing the percentage data for keys\n",
    "overall_key_percentage = (data['key'].value_counts(normalize=True).sort_index()) * 100\n",
    "top100_key_percentage = (top100['key'].value_counts(normalize=True).sort_index()) * 100\n",
    "\n",
    "# Creating the comparison graph\n",
    "plt.figure(figsize=(6, 4))\n",
    "x = overall_key_percentage.index\n",
    "plt.bar(x, overall_key_percentage, width=0.4, label='Overall', align='center', color='blue', alpha=0.6)\n",
    "plt.bar(x, top100_key_percentage, width=0.4, label='Top 100', align='edge', color='green', alpha=0.6)\n",
    "\n",
    "# Adding labels and title\n",
    "plt.xticks(x, rotation=45)\n",
    "plt.ylabel('Percentage of Songs (%)')\n",
    "plt.title('Comparison of Key Distribution (Percentage): Overall vs. Top 100')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "24b80b40-e74e-41e6-ade3-09733eaf0acb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "prac",
   "language": "python",
   "name": "prac"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}