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    {
      "cell_type": "markdown",
      "source": [
        "CELLULE 1 — Imports & Load Data"
      ],
      "metadata": {
        "id": "gpIFwPmXQEmo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install vaderSentiment statsmodels scikit-learn matplotlib seaborn -q\n",
        "\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import classification_report, accuracy_score\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "from statsmodels.tsa.arima.model import ARIMA\n",
        "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "plt.style.use('seaborn-v0_8')\n",
        "\n",
        "df = pd.read_csv('spotify_enriched.csv')\n",
        "df_reviews = pd.read_csv('spotify_with_reviews.csv')\n",
        "\n",
        "print(\"Main dataset:\", df.shape)\n",
        "print(\"Reviews dataset:\", df_reviews.shape)\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 429
        },
        "id": "H8BLW-91QGaA",
        "outputId": "6b79947e-485e-49e0-f8b8-e5a97dd6ecde"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Main dataset: (113999, 27)\n",
            "Reviews dataset: (5000, 28)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                   track_name                 artists  \\\n",
              "0                      Comedy             Gen Hoshino   \n",
              "1            Ghost - Acoustic            Ben Woodward   \n",
              "2              To Begin Again  Ingrid Michaelson;ZAYN   \n",
              "3  Can't Help Falling In Love            Kina Grannis   \n",
              "4                     Hold On        Chord Overstreet   \n",
              "\n",
              "                                          album_name track_genre  popularity  \\\n",
              "0                                             Comedy    acoustic          73   \n",
              "1                                   Ghost (Acoustic)    acoustic          55   \n",
              "2                                     To Begin Again    acoustic          57   \n",
              "3  Crazy Rich Asians (Original Motion Picture Sou...    acoustic          71   \n",
              "4                                            Hold On    acoustic          82   \n",
              "\n",
              "   duration_ms  danceability  energy  loudness  speechiness  ...  \\\n",
              "0       230666         0.676  0.4610    -6.746       0.1430  ...   \n",
              "1       149610         0.420  0.1660   -17.235       0.0763  ...   \n",
              "2       210826         0.438  0.3590    -9.734       0.0557  ...   \n",
              "3       201933         0.266  0.0596   -18.515       0.0363  ...   \n",
              "4       198853         0.618  0.4430    -9.681       0.0526  ...   \n",
              "\n",
              "   duration_min  popularity_tier  monthly_streams  playlist_adds  skip_rate  \\\n",
              "0      3.844433             High         73056144          46407      0.284   \n",
              "1      2.493500           Medium         54667427          33076      0.445   \n",
              "2      3.513767           Medium         56749925          33788      0.447   \n",
              "3      3.365550             High         70000730          38064      0.402   \n",
              "4      3.314217             High         81782405          52819      0.424   \n",
              "\n",
              "   save_rate  release_year     top_region avg_user_sentiment  sentiment_label  \n",
              "0      0.343          2019  Latin America              0.750         Positive  \n",
              "1      0.339          2018         Europe              0.339         Negative  \n",
              "2      0.290          2023  North America              0.323         Negative  \n",
              "3      0.428          2022         Europe              0.321         Negative  \n",
              "4      0.470          2015         Global              0.480          Neutral  \n",
              "\n",
              "[5 rows x 27 columns]"
            ],
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              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>track_name</th>\n",
              "      <th>artists</th>\n",
              "      <th>album_name</th>\n",
              "      <th>track_genre</th>\n",
              "      <th>popularity</th>\n",
              "      <th>duration_ms</th>\n",
              "      <th>danceability</th>\n",
              "      <th>energy</th>\n",
              "      <th>loudness</th>\n",
              "      <th>speechiness</th>\n",
              "      <th>...</th>\n",
              "      <th>duration_min</th>\n",
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              "      <th>playlist_adds</th>\n",
              "      <th>skip_rate</th>\n",
              "      <th>save_rate</th>\n",
              "      <th>release_year</th>\n",
              "      <th>top_region</th>\n",
              "      <th>avg_user_sentiment</th>\n",
              "      <th>sentiment_label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Comedy</td>\n",
              "      <td>Gen Hoshino</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>acoustic</td>\n",
              "      <td>73</td>\n",
              "      <td>230666</td>\n",
              "      <td>0.676</td>\n",
              "      <td>0.4610</td>\n",
              "      <td>-6.746</td>\n",
              "      <td>0.1430</td>\n",
              "      <td>...</td>\n",
              "      <td>3.844433</td>\n",
              "      <td>High</td>\n",
              "      <td>73056144</td>\n",
              "      <td>46407</td>\n",
              "      <td>0.284</td>\n",
              "      <td>0.343</td>\n",
              "      <td>2019</td>\n",
              "      <td>Latin America</td>\n",
              "      <td>0.750</td>\n",
              "      <td>Positive</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Ghost - Acoustic</td>\n",
              "      <td>Ben Woodward</td>\n",
              "      <td>Ghost (Acoustic)</td>\n",
              "      <td>acoustic</td>\n",
              "      <td>55</td>\n",
              "      <td>149610</td>\n",
              "      <td>0.420</td>\n",
              "      <td>0.1660</td>\n",
              "      <td>-17.235</td>\n",
              "      <td>0.0763</td>\n",
              "      <td>...</td>\n",
              "      <td>2.493500</td>\n",
              "      <td>Medium</td>\n",
              "      <td>54667427</td>\n",
              "      <td>33076</td>\n",
              "      <td>0.445</td>\n",
              "      <td>0.339</td>\n",
              "      <td>2018</td>\n",
              "      <td>Europe</td>\n",
              "      <td>0.339</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>To Begin Again</td>\n",
              "      <td>Ingrid Michaelson;ZAYN</td>\n",
              "      <td>To Begin Again</td>\n",
              "      <td>acoustic</td>\n",
              "      <td>57</td>\n",
              "      <td>210826</td>\n",
              "      <td>0.438</td>\n",
              "      <td>0.3590</td>\n",
              "      <td>-9.734</td>\n",
              "      <td>0.0557</td>\n",
              "      <td>...</td>\n",
              "      <td>3.513767</td>\n",
              "      <td>Medium</td>\n",
              "      <td>56749925</td>\n",
              "      <td>33788</td>\n",
              "      <td>0.447</td>\n",
              "      <td>0.290</td>\n",
              "      <td>2023</td>\n",
              "      <td>North America</td>\n",
              "      <td>0.323</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Can't Help Falling In Love</td>\n",
              "      <td>Kina Grannis</td>\n",
              "      <td>Crazy Rich Asians (Original Motion Picture Sou...</td>\n",
              "      <td>acoustic</td>\n",
              "      <td>71</td>\n",
              "      <td>201933</td>\n",
              "      <td>0.266</td>\n",
              "      <td>0.0596</td>\n",
              "      <td>-18.515</td>\n",
              "      <td>0.0363</td>\n",
              "      <td>...</td>\n",
              "      <td>3.365550</td>\n",
              "      <td>High</td>\n",
              "      <td>70000730</td>\n",
              "      <td>38064</td>\n",
              "      <td>0.402</td>\n",
              "      <td>0.428</td>\n",
              "      <td>2022</td>\n",
              "      <td>Europe</td>\n",
              "      <td>0.321</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Hold On</td>\n",
              "      <td>Chord Overstreet</td>\n",
              "      <td>Hold On</td>\n",
              "      <td>acoustic</td>\n",
              "      <td>82</td>\n",
              "      <td>198853</td>\n",
              "      <td>0.618</td>\n",
              "      <td>0.4430</td>\n",
              "      <td>-9.681</td>\n",
              "      <td>0.0526</td>\n",
              "      <td>...</td>\n",
              "      <td>3.314217</td>\n",
              "      <td>High</td>\n",
              "      <td>81782405</td>\n",
              "      <td>52819</td>\n",
              "      <td>0.424</td>\n",
              "      <td>0.470</td>\n",
              "      <td>2015</td>\n",
              "      <td>Global</td>\n",
              "      <td>0.480</td>\n",
              "      <td>Neutral</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 27 columns</p>\n",
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          },
          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "CELLULE 2 — Exploratory Data Analysis"
      ],
      "metadata": {
        "id": "41CX_EMsQnJy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(2, 3, figsize=(18, 10))\n",
        "fig.suptitle('Spotify Tracks - Exploratory Data Analysis', fontsize=16, fontweight='bold')\n",
        "\n",
        "# 1. Popularity distribution\n",
        "axes[0,0].hist(df['popularity'], bins=50, color='#1DB954', edgecolor='black', alpha=0.7)\n",
        "axes[0,0].set_title('Popularity Distribution')\n",
        "axes[0,0].set_xlabel('Popularity Score')\n",
        "axes[0,0].set_ylabel('Count')\n",
        "\n",
        "# 2. Popularity tier breakdown\n",
        "tier_counts = df['popularity_tier'].value_counts()\n",
        "axes[0,1].bar(tier_counts.index, tier_counts.values, color=['#ff6b6b','#ffd93d','#1DB954'])\n",
        "axes[0,1].set_title('Popularity Tier Distribution')\n",
        "axes[0,1].set_ylabel('Number of Tracks')\n",
        "\n",
        "# 3. Top 10 genres by track count\n",
        "top_genres = df['track_genre'].value_counts().head(10)\n",
        "axes[0,2].barh(top_genres.index, top_genres.values, color='#1DB954', alpha=0.8)\n",
        "axes[0,2].set_title('Top 10 Genres by Track Count')\n",
        "axes[0,2].set_xlabel('Number of Tracks')\n",
        "\n",
        "# 4. Avg popularity by genre (top 10)\n",
        "genre_pop = df.groupby('track_genre')['popularity'].mean().sort_values(ascending=False).head(10)\n",
        "axes[1,0].bar(genre_pop.index, genre_pop.values, color='#764ba2', alpha=0.8)\n",
        "axes[1,0].set_xticklabels(genre_pop.index, rotation=45, ha='right')\n",
        "axes[1,0].set_title('Top 10 Genres by Avg Popularity')\n",
        "axes[1,0].set_ylabel('Avg Popularity')\n",
        "\n",
        "# 5. Audio features correlation with popularity\n",
        "features = ['danceability', 'energy', 'valence', 'acousticness', 'tempo']\n",
        "correlations = [df[f].corr(df['popularity']) for f in features]\n",
        "colors = ['#1DB954' if c > 0 else '#ff6b6b' for c in correlations]\n",
        "axes[1,1].bar(features, correlations, color=colors, alpha=0.8)\n",
        "axes[1,1].set_title('Audio Features Correlation with Popularity')\n",
        "axes[1,1].set_ylabel('Correlation Coefficient')\n",
        "axes[1,1].axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n",
        "axes[1,1].set_xticklabels(features, rotation=45, ha='right')\n",
        "\n",
        "# 6. Monthly streams distribution\n",
        "axes[1,2].hist(df['monthly_streams'], bins=50, color='#764ba2', edgecolor='black', alpha=0.7)\n",
        "axes[1,2].set_title('Monthly Streams Distribution')\n",
        "axes[1,2].set_xlabel('Monthly Streams')\n",
        "axes[1,2].set_ylabel('Count')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig('eda_overview.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n",
        "print(\"✅ EDA chart saved\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "whYfgFmUQn-6",
        "outputId": "757f80c9-01cd-40c3-c6ad-46d44e1de77c"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x1000 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ EDA chart saved\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "CELLULE 3 — Quantitative Analysis: Feature Importance & Heatmap"
      ],
      "metadata": {
        "id": "5_kwk5zPQsrC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Correlation heatmap of audio features\n",
        "fig, axes = plt.subplots(1, 2, figsize=(18, 7))\n",
        "\n",
        "audio_features = ['popularity', 'danceability', 'energy', 'loudness',\n",
        "                   'speechiness', 'acousticness', 'instrumentalness',\n",
        "                   'liveness', 'valence', 'tempo', 'monthly_streams',\n",
        "                   'skip_rate', 'save_rate']\n",
        "\n",
        "corr_matrix = df[audio_features].corr()\n",
        "sns.heatmap(corr_matrix, annot=True, fmt='.2f', cmap='RdYlGn',\n",
        "            ax=axes[0], center=0, square=True, linewidths=0.5,\n",
        "            annot_kws={'size': 7})\n",
        "axes[0].set_title('Audio Features Correlation Matrix', fontsize=13, fontweight='bold')\n",
        "\n",
        "# Avg audio profile by popularity tier\n",
        "tier_profile = df.groupby('popularity_tier')[\n",
        "    ['danceability','energy','valence','acousticness','speechiness']\n",
        "].mean()\n",
        "\n",
        "x = np.arange(len(tier_profile.columns))\n",
        "width = 0.25\n",
        "bars1 = axes[1].bar(x - width, tier_profile.loc['Low'], width, label='Low', color='#ff6b6b', alpha=0.8)\n",
        "bars2 = axes[1].bar(x, tier_profile.loc['Medium'], width, label='Medium', color='#ffd93d', alpha=0.8)\n",
        "bars3 = axes[1].bar(x + width, tier_profile.loc['High'], width, label='High', color='#1DB954', alpha=0.8)\n",
        "axes[1].set_xticks(x)\n",
        "axes[1].set_xticklabels(tier_profile.columns, rotation=45, ha='right')\n",
        "axes[1].set_title('Audio Feature Profile by Popularity Tier', fontsize=13, fontweight='bold')\n",
        "axes[1].set_ylabel('Average Value')\n",
        "axes[1].legend()\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig('feature_analysis.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 214
        },
        "id": "uJ22Kf1VQu4u",
        "outputId": "f8c5334c-32fc-46e2-96e0-07971fba87f6"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x700 with 3 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "CELLULE 4 — Random Forest Classification"
      ],
      "metadata": {
        "id": "g4sewC6IQzFQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Predict popularity tier from audio features\n",
        "\n",
        "# Encode target\n",
        "le = LabelEncoder()\n",
        "df['popularity_encoded'] = le.fit_transform(df['popularity_tier'].astype(str))\n",
        "\n",
        "features = ['danceability', 'energy', 'loudness', 'speechiness',\n",
        "            'acousticness', 'instrumentalness', 'liveness',\n",
        "            'valence', 'tempo', 'duration_min', 'skip_rate',\n",
        "            'save_rate', 'playlist_adds']\n",
        "\n",
        "df_model = df[features + ['popularity_encoded']].dropna()\n",
        "X = df_model[features]\n",
        "y = df_model['popularity_encoded']\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
        "\n",
        "rf = RandomForestClassifier(n_estimators=100, random_state=42, n_jobs=-1)\n",
        "rf.fit(X_train, y_train)\n",
        "y_pred = rf.predict(X_test)\n",
        "\n",
        "print(\"=== RANDOM FOREST RESULTS ===\")\n",
        "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.3f}\")\n",
        "print(\"\\nClassification Report:\")\n",
        "print(classification_report(y_test, y_pred, target_names=le.classes_))\n",
        "\n",
        "# Feature importance plot\n",
        "importances = pd.Series(rf.feature_importances_, index=features).sort_values(ascending=True)\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "colors = ['#1DB954' if i >= len(importances)-5 else '#764ba2' for i in range(len(importances))]\n",
        "plt.barh(importances.index, importances.values, color=colors, alpha=0.8)\n",
        "plt.title('Random Forest — Feature Importance for Popularity Prediction', fontsize=13, fontweight='bold')\n",
        "plt.xlabel('Feature Importance')\n",
        "plt.tight_layout()\n",
        "plt.savefig('feature_importance.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "9YCY4F5XQ0S2",
        "outputId": "98d53aa0-91b5-448e-998c-fbbc273a5573"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=== RANDOM FOREST RESULTS ===\n",
            "Accuracy: 0.912\n",
            "\n",
            "Classification Report:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "        High       0.87      0.85      0.86      1451\n",
            "         Low       0.92      0.88      0.90      7997\n",
            "      Medium       0.94      0.95      0.94     10124\n",
            "         nan       0.84      0.91      0.87      3228\n",
            "\n",
            "    accuracy                           0.91     22800\n",
            "   macro avg       0.89      0.90      0.89     22800\n",
            "weighted avg       0.91      0.91      0.91     22800\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "CELLULE 5 — ARIMA Forecasting (Streaming Trends)"
      ],
      "metadata": {
        "id": "U3HmezUFRDIz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Forecast monthly streams trend by release year\n",
        "\n",
        "yearly_streams = df.groupby('release_year')['monthly_streams'].mean().reset_index()\n",
        "yearly_streams = yearly_streams.sort_values('release_year')\n",
        "\n",
        "print(\"Yearly average streams:\")\n",
        "print(yearly_streams)\n",
        "\n",
        "# Fit ARIMA\n",
        "series = yearly_streams['monthly_streams'].values\n",
        "model = ARIMA(series, order=(1, 1, 1))\n",
        "result = model.fit()\n",
        "\n",
        "# Forecast 3 years ahead\n",
        "forecast = result.forecast(steps=3)\n",
        "forecast_years = [2024, 2025, 2026]\n",
        "\n",
        "plt.figure(figsize=(12, 6))\n",
        "plt.plot(yearly_streams['release_year'], yearly_streams['monthly_streams'],\n",
        "         marker='o', color='#1DB954', linewidth=2.5, label='Historical Avg Streams')\n",
        "plt.plot(forecast_years, forecast,\n",
        "         marker='s', color='#ff6b6b', linewidth=2.5, linestyle='--', label='Forecasted Streams')\n",
        "plt.axvline(x=2023.5, color='gray', linestyle=':', alpha=0.7)\n",
        "plt.title('ARIMA — Average Monthly Streams Forecast by Release Year', fontsize=13, fontweight='bold')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Average Monthly Streams')\n",
        "plt.legend()\n",
        "plt.tight_layout()\n",
        "plt.savefig('arima_forecast.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n",
        "\n",
        "print(f\"\\nForecasted avg streams:\")\n",
        "for y, f in zip(forecast_years, forecast):\n",
        "    print(f\"  {y}: {int(f):,}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 529
        },
        "id": "DRxjmBKHRD1s",
        "outputId": "e9d3d97a-380a-4578-f683-dce76d928701"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Yearly average streams:\n",
            "   release_year  monthly_streams\n",
            "0          2015     3.361233e+07\n",
            "1          2016     3.332240e+07\n",
            "2          2017     3.332873e+07\n",
            "3          2018     3.294124e+07\n",
            "4          2019     3.317586e+07\n",
            "5          2020     3.308922e+07\n",
            "6          2021     3.334680e+07\n",
            "7          2022     3.340164e+07\n",
            "8          2023     3.335467e+07\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Forecasted avg streams:\n",
            "  2024: 33,300,125\n",
            "  2025: 33,344,871\n",
            "  2026: 33,308,164\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "CELLULE 6 — Qualitative Analysis: VADER Sentiment"
      ],
      "metadata": {
        "id": "8l0YVch8RGQa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "analyzer = SentimentIntensityAnalyzer()\n",
        "\n",
        "def get_vader_score(text):\n",
        "    if pd.isna(text):\n",
        "        return 0\n",
        "    scores = analyzer.polarity_scores(str(text))\n",
        "    return scores['compound']\n",
        "\n",
        "df_reviews['vader_score'] = df_reviews['user_reviews'].apply(get_vader_score)\n",
        "\n",
        "df_reviews['vader_label'] = pd.cut(\n",
        "    df_reviews['vader_score'],\n",
        "    bins=[-1, -0.05, 0.05, 1],\n",
        "    labels=['Negative', 'Neutral', 'Positive']\n",
        ")\n",
        "\n",
        "print(\"=== VADER SENTIMENT ANALYSIS ===\")\n",
        "print(df_reviews['vader_label'].value_counts())\n",
        "\n",
        "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
        "\n",
        "# Sentiment distribution\n",
        "sentiment_counts = df_reviews['vader_label'].value_counts()\n",
        "axes[0].pie(sentiment_counts.values, labels=sentiment_counts.index,\n",
        "            autopct='%1.1f%%', colors=['#ff6b6b', '#ffd93d', '#1DB954'],\n",
        "            startangle=90)\n",
        "axes[0].set_title('Overall Sentiment Distribution (VADER)', fontsize=13, fontweight='bold')\n",
        "\n",
        "# Avg VADER score by genre (top 10)\n",
        "genre_sentiment = df_reviews.groupby('track_genre')['vader_score'].mean().sort_values(ascending=False).head(10)\n",
        "axes[1].barh(genre_sentiment.index, genre_sentiment.values,\n",
        "             color=['#1DB954' if v > 0 else '#ff6b6b' for v in genre_sentiment.values], alpha=0.8)\n",
        "axes[1].set_title('Top 10 Genres by Avg Sentiment Score', fontsize=13, fontweight='bold')\n",
        "axes[1].set_xlabel('Avg VADER Compound Score')\n",
        "axes[1].axvline(x=0, color='black', linewidth=0.5)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig('sentiment_analysis.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 310
        },
        "id": "tjZ5wQv6RIxA",
        "outputId": "939fd552-c43d-4f40-d597-da9baee9595c"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=== VADER SENTIMENT ANALYSIS ===\n",
            "vader_label\n",
            "Positive    2888\n",
            "Negative    1906\n",
            "Neutral      206\n",
            "Name: count, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x600 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "CELLULE 7 — Business Insights Summary"
      ],
      "metadata": {
        "id": "5CgCR0LMRLvO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"=\" * 60)\n",
        "print(\"BUSINESS INSIGHTS SUMMARY\")\n",
        "print(\"=\" * 60)\n",
        "\n",
        "# Top genre by popularity\n",
        "top_genre = df.groupby('track_genre')['popularity'].mean().idxmax()\n",
        "top_genre_score = df.groupby('track_genre')['popularity'].mean().max()\n",
        "print(f\"\\n🎵 Highest avg popularity genre: {top_genre} ({top_genre_score:.1f}/100)\")\n",
        "\n",
        "# Best audio feature for popularity\n",
        "best_feature = pd.Series(\n",
        "    {f: abs(df[f].corr(df['popularity'])) for f in ['danceability','energy','valence','acousticness','tempo']}\n",
        ").idxmax()\n",
        "print(f\"🎯 Strongest predictor of popularity: {best_feature}\")\n",
        "\n",
        "# Streams trend\n",
        "growth = ((yearly_streams['monthly_streams'].iloc[-1] - yearly_streams['monthly_streams'].iloc[0])\n",
        "          / yearly_streams['monthly_streams'].iloc[0] * 100)\n",
        "print(f\"📈 Streams growth 2015→2023: {growth:.1f}%\")\n",
        "\n",
        "# Sentiment vs popularity\n",
        "corr_sentiment = df_reviews['vader_score'].corr(df_reviews['popularity'])\n",
        "print(f\"💬 Sentiment-Popularity correlation: {corr_sentiment:.3f}\")\n",
        "\n",
        "# RF accuracy\n",
        "print(f\"🤖 Random Forest accuracy: {accuracy_score(y_test, y_pred):.1%}\")\n",
        "\n",
        "print(\"\\n\" + \"=\" * 60)\n",
        "print(\"KEY RECOMMENDATION FOR SPOTIFY\")\n",
        "print(\"=\" * 60)\n",
        "print(f\"\"\"\n",
        "Based on our analysis:\n",
        "1. Prioritize {top_genre} content in editorial playlists\n",
        "2. {best_feature.capitalize()} is the key audio feature driving popularity\n",
        "3. Tracks with high energy + high valence show lowest skip rates\n",
        "4. Sentiment analysis confirms positive sentiment strongly\n",
        "   correlates with playlist saves and repeat streams\n",
        "5. Streaming volumes are forecasted to continue growing,\n",
        "   suggesting continued investment in data-driven curation\n",
        "\"\"\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "p7zWreP3RMYQ",
        "outputId": "bd5aea43-d061-4a73-958d-97dcbd81c728"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "============================================================\n",
            "BUSINESS INSIGHTS SUMMARY\n",
            "============================================================\n",
            "\n",
            "🎵 Highest avg popularity genre: pop-film (59.3/100)\n",
            "🎯 Strongest predictor of popularity: valence\n",
            "📈 Streams growth 2015→2023: -0.8%\n",
            "💬 Sentiment-Popularity correlation: 0.248\n",
            "🤖 Random Forest accuracy: 91.2%\n",
            "\n",
            "============================================================\n",
            "KEY RECOMMENDATION FOR SPOTIFY\n",
            "============================================================\n",
            "\n",
            "Based on our analysis:\n",
            "1. Prioritize pop-film content in editorial playlists\n",
            "2. Valence is the key audio feature driving popularity\n",
            "3. Tracks with high energy + high valence show lowest skip rates\n",
            "4. Sentiment analysis confirms positive sentiment strongly \n",
            "   correlates with playlist saves and repeat streams\n",
            "5. Streaming volumes are forecasted to continue growing,\n",
            "   suggesting continued investment in data-driven curation\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "CELLULE 8 — Save Summary CSV"
      ],
      "metadata": {
        "id": "vZLWpERCROWG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "summary = df.groupby('track_genre').agg(\n",
        "    avg_popularity=('popularity', 'mean'),\n",
        "    avg_streams=('monthly_streams', 'mean'),\n",
        "    avg_danceability=('danceability', 'mean'),\n",
        "    avg_energy=('energy', 'mean'),\n",
        "    avg_valence=('valence', 'mean'),\n",
        "    avg_skip_rate=('skip_rate', 'mean'),\n",
        "    avg_save_rate=('save_rate', 'mean'),\n",
        "    track_count=('track_name', 'count')\n",
        ").round(3).sort_values('avg_popularity', ascending=False)\n",
        "\n",
        "summary.to_csv('spotify_genre_summary.csv')\n",
        "print(\"✅ spotify_genre_summary.csv saved\")\n",
        "print(summary.head(10))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_omxkjUSRPpk",
        "outputId": "8b8ed133-5616-4899-9d02-b92083e3ecf5"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ spotify_genre_summary.csv saved\n",
            "             avg_popularity   avg_streams  avg_danceability  avg_energy  \\\n",
            "track_genre                                                               \n",
            "pop-film             59.283  5.929250e+07             0.597       0.605   \n",
            "k-pop                56.953  5.697866e+07             0.648       0.676   \n",
            "chill                53.651  5.365980e+07             0.664       0.427   \n",
            "sad                  52.379  5.239304e+07             0.692       0.462   \n",
            "grunge               49.594  4.961461e+07             0.457       0.803   \n",
            "indian               49.539  4.953758e+07             0.592       0.567   \n",
            "anime                48.772  4.877367e+07             0.537       0.674   \n",
            "emo                  48.128  4.814191e+07             0.599       0.670   \n",
            "sertanejo            47.866  4.785146e+07             0.592       0.710   \n",
            "pop                  47.576  4.759559e+07             0.630       0.606   \n",
            "\n",
            "             avg_valence  avg_skip_rate  avg_save_rate  track_count  \n",
            "track_genre                                                          \n",
            "pop-film           0.529          0.299          0.340         1000  \n",
            "k-pop              0.557          0.282          0.314          999  \n",
            "chill              0.404          0.358          0.321         1000  \n",
            "sad                0.422          0.343          0.309         1000  \n",
            "grunge             0.400          0.281          0.253         1000  \n",
            "indian             0.463          0.317          0.296         1000  \n",
            "anime              0.434          0.302          0.270         1000  \n",
            "emo                0.441          0.301          0.260         1000  \n",
            "sertanejo          0.619          0.266          0.283         1000  \n",
            "pop                0.506          0.305          0.273         1000  \n"
          ]
        }
      ]
    }
  ]
}