{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# 🎓 Smart Study Planner — Notebook 2: Data Analysis & Visualisation\n",
        "\n",
        "### AI for Big Data Management | Group Project\n",
        "\n",
        "Input files:\n",
        "- student_dataset_enriched.csv\n",
        "- synthetic_student_reviews.csv"
      ],
      "metadata": {
        "id": "jKn4PSWeNbZO"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "metadata": {
        "id": "C7zlZaYTKu8Z",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2fc2e9dd-3e5a-4f4a-a512-c3f56b0bc015"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: pandas in /usr/local/lib/python3.12/dist-packages (2.2.2)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.12/dist-packages (3.10.0)\n",
            "Requirement already satisfied: seaborn in /usr/local/lib/python3.12/dist-packages (0.13.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.12/dist-packages (2.0.2)\n",
            "Requirement already satisfied: vaderSentiment in /usr/local/lib/python3.12/dist-packages (3.3.2)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.12/dist-packages (1.6.1)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas) (2.9.0.post0)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas) (2025.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas) (2026.1)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.3.3)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (4.62.1)\n",
            "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (1.5.0)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (26.1)\n",
            "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (11.3.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.12/dist-packages (from matplotlib) (3.3.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from vaderSentiment) (2.32.4)\n",
            "Requirement already satisfied: scipy>=1.6.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (1.16.3)\n",
            "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (1.5.3)\n",
            "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn) (3.6.0)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n",
            "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (3.4.7)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (3.13)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2.5.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2026.4.22)\n"
          ]
        }
      ],
      "source": [
        "!pip install pandas matplotlib seaborn numpy vaderSentiment scikit-learn"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install vaderSentiment\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import json\n",
        "from pathlib import Path\n",
        "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.metrics import classification_report\n",
        "\n",
        "sns.set_theme(style=\"whitegrid\")\n",
        "print(\"✅ Libraries loaded\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i3Arbb91M3o8",
        "outputId": "5c3a5403-02e6-4fb9-ad1b-2a87950f8dc6"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: vaderSentiment in /usr/local/lib/python3.12/dist-packages (3.3.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from vaderSentiment) (2.32.4)\n",
            "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (3.4.7)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (3.13)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2.5.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->vaderSentiment) (2026.4.22)\n",
            "✅ Libraries loaded\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from pathlib import Path\n",
        "import os\n",
        "\n",
        "ART_DIR = Path(\"/app/artifacts\")\n",
        "FIG = ART_DIR / \"figures\"\n",
        "TAB = ART_DIR / \"tables\"\n",
        "\n",
        "FIG.mkdir(parents=True, exist_ok=True)\n",
        "TAB.mkdir(parents=True, exist_ok=True)\n",
        "\n",
        "print(\"Current working directory:\", os.getcwd())\n",
        "print(\"FIG folder:\", FIG)\n",
        "print(\"TAB folder:\", TAB)"
      ],
      "metadata": {
        "id": "5h_kHhkZM3l0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "891060a9-1a04-438b-a257-5f5f0cb68e7c"
      },
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Current working directory: /content\n",
            "FIG folder: /app/artifacts/figures\n",
            "TAB folder: /app/artifacts/tables\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(\"student_dataset_enriched.csv\")\n",
        "df_reviews = pd.read_csv(\"synthetic_student_reviews.csv\")\n",
        "\n",
        "print(df.shape)\n",
        "print(df_reviews.shape)\n",
        "df.head()"
      ],
      "metadata": {
        "id": "eDjsQriKM3jc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 262
        },
        "outputId": "0dae0e28-cff6-433d-8f89-799543bc7452"
      },
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(6607, 17)\n",
            "(200, 4)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   hours_studied  attendance  parental_involvement  access_to_resources  \\\n",
              "0           23.5        84.2                     0                    0   \n",
              "1           19.7        63.6                     1                    2   \n",
              "2           24.4        98.4                     1                    1   \n",
              "3           29.6        88.6                     1                    2   \n",
              "4           19.1        91.5                     2                    1   \n",
              "\n",
              "   extracurricular_activities  sleep_hours  previous_scores  motivation_level  \\\n",
              "0                           1          7.4             50.3                 1   \n",
              "1                           1          6.7             83.1                 0   \n",
              "2                           1          8.0             63.5                 1   \n",
              "3                           1          6.3             57.5                 1   \n",
              "4                           1          6.2             66.0                 1   \n",
              "\n",
              "   internet_access  tutoring_sessions  final_exam_score  stress_score  \\\n",
              "0                1                  1              54.3           3.6   \n",
              "1                1                  2              59.4           5.3   \n",
              "2                1                  0              63.8           3.0   \n",
              "3                1                  2              61.0           4.7   \n",
              "4                1                  2              60.7           4.8   \n",
              "\n",
              "   estimated_study_hours  burnout_risk  procrastination_risk  focus_level  \\\n",
              "0                   4.97             0              0.465909         0.74   \n",
              "1                   1.69             0              0.552273         0.00   \n",
              "2                   3.65             0              0.445455         0.80   \n",
              "3                   4.25             0              0.327273         0.63   \n",
              "4                   3.40             0              0.565909         0.62   \n",
              "\n",
              "  risk_level  \n",
              "0       high  \n",
              "1       high  \n",
              "2        low  \n",
              "3        low  \n",
              "4        low  "
            ],
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>hours_studied</th>\n",
              "      <th>attendance</th>\n",
              "      <th>parental_involvement</th>\n",
              "      <th>access_to_resources</th>\n",
              "      <th>extracurricular_activities</th>\n",
              "      <th>sleep_hours</th>\n",
              "      <th>previous_scores</th>\n",
              "      <th>motivation_level</th>\n",
              "      <th>internet_access</th>\n",
              "      <th>tutoring_sessions</th>\n",
              "      <th>final_exam_score</th>\n",
              "      <th>stress_score</th>\n",
              "      <th>estimated_study_hours</th>\n",
              "      <th>burnout_risk</th>\n",
              "      <th>procrastination_risk</th>\n",
              "      <th>focus_level</th>\n",
              "      <th>risk_level</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>23.5</td>\n",
              "      <td>84.2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>7.4</td>\n",
              "      <td>50.3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>54.3</td>\n",
              "      <td>3.6</td>\n",
              "      <td>4.97</td>\n",
              "      <td>0</td>\n",
              "      <td>0.465909</td>\n",
              "      <td>0.74</td>\n",
              "      <td>high</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>19.7</td>\n",
              "      <td>63.6</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>6.7</td>\n",
              "      <td>83.1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>59.4</td>\n",
              "      <td>5.3</td>\n",
              "      <td>1.69</td>\n",
              "      <td>0</td>\n",
              "      <td>0.552273</td>\n",
              "      <td>0.00</td>\n",
              "      <td>high</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>24.4</td>\n",
              "      <td>98.4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>8.0</td>\n",
              "      <td>63.5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>63.8</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.65</td>\n",
              "      <td>0</td>\n",
              "      <td>0.445455</td>\n",
              "      <td>0.80</td>\n",
              "      <td>low</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>29.6</td>\n",
              "      <td>88.6</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>6.3</td>\n",
              "      <td>57.5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>61.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>4.25</td>\n",
              "      <td>0</td>\n",
              "      <td>0.327273</td>\n",
              "      <td>0.63</td>\n",
              "      <td>low</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>19.1</td>\n",
              "      <td>91.5</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6.2</td>\n",
              "      <td>66.0</td>\n",
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              "      <td>1</td>\n",
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              "      <td>60.7</td>\n",
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              "      <td>3.40</td>\n",
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              "      <td>0.565909</td>\n",
              "      <td>0.62</td>\n",
              "      <td>low</td>\n",
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              "    <script>\n",
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              "        document.querySelector('#df-3ecee61a-e54c-4e8b-96d7-a403fda3b861 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "      async function convertToInteractive(key) {\n",
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              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "          + ' to learn more about interactive tables.';\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 6607,\n  \"fields\": [\n    {\n      \"column\": \"hours_studied\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.988729009131041,\n        \"min\": 1.1,\n        \"max\": 44.0,\n        \"num_unique_values\": 352,\n        \"samples\": [\n          35.9,\n          23.0,\n          28.6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"attendance\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 11.54771705393973,\n        \"min\": 60.0,\n        \"max\": 100.0,\n        \"num_unique_values\": 401,\n        \"samples\": [\n          74.6,\n          87.9,\n          60.5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"parental_involvement\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 2,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0,\n          1,\n          2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"access_to_resources\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 2,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0,\n          2,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"extracurricular_activities\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sleep_hours\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.290241270992569,\n        \"min\": 4.0,\n        \"max\": 10.0,\n        \"num_unique_values\": 61,\n        \"samples\": [\n          7.4,\n          4.8\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"previous_scores\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.451962385719332,\n        \"min\": 50.0,\n        \"max\": 100.0,\n        \"num_unique_values\": 501,\n        \"samples\": [\n          65.9,\n          73.8\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"motivation_level\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 2,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"internet_access\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tutoring_sessions\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 8,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          8,\n          2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"final_exam_score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8.739400303272008,\n        \"min\": 29.7,\n        \"max\": 95.2,\n        \"num_unique_values\": 477,\n        \"samples\": [\n          79.1,\n          58.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"stress_score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.454276821667568,\n        \"min\": 0.0,\n        \"max\": 8.0,\n        \"num_unique_values\": 89,\n        \"samples\": [\n          4.6,\n          2.3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"estimated_study_hours\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.4451962385719381,\n        \"min\": 0.0,\n        \"max\": 5.0,\n        \"num_unique_values\": 501,\n        \"samples\": [\n          3.4099999999999997,\n          2.62\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"burnout_risk\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"procrastination_risk\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.13610747748025065,\n        \"min\": 0.0,\n        \"max\": 0.975,\n        \"num_unique_values\": 352,\n        \"samples\": [\n          0.184090909090909,\n          0.4772727272727273\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"focus_level\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.5183228378007259,\n        \"min\": 0.0,\n        \"max\": 2.0,\n        \"num_unique_values\": 112,\n        \"samples\": [\n          0.6599999999999999,\n          1.28\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"risk_level\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"low\",\n          \"high\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(7,5))\n",
        "plt.scatter(df[\"hours_studied\"], df[\"final_exam_score\"], alpha=0.6)\n",
        "plt.xlabel(\"Hours Studied\")\n",
        "plt.ylabel(\"Final Exam Score\")\n",
        "plt.title(\"Study Hours vs Exam Score\")\n",
        "plt.savefig(FIG/\"chart1.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "BqqKJtE7M3hX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 496
        },
        "outputId": "87f3db57-d06d-4c6e-add4-2d017d5431c9"
      },
      "execution_count": 76,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Students who study more tend to score higher, but not always."
      ],
      "metadata": {
        "id": "9uUcVgz0NsBp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "analyzer = SentimentIntensityAnalyzer()\n",
        "df_reviews[\"sentiment\"] = df_reviews[\"comment\"].apply(lambda x: analyzer.polarity_scores(x)[\"compound\"])\n",
        "\n",
        "plt.hist(df_reviews[\"sentiment\"], bins=20)\n",
        "plt.title(\"Sentiment Distribution\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "F9HTq4qiM3fG",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 457
        },
        "outputId": "670cc130-e1df-47ce-bbb1-e08775e151a0"
      },
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(7,5))\n",
        "plt.scatter(df[\"sleep_hours\"], df[\"final_exam_score\"], alpha=0.6)\n",
        "plt.xlabel(\"Sleep Hours\")\n",
        "plt.ylabel(\"Final Score\")\n",
        "plt.title(\"Sleep vs Score\")\n",
        "plt.savefig(FIG/\"chart2.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "Nxocp8LhM3Ak",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 496
        },
        "outputId": "aa48732d-bc1f-4021-a4e0-5aebded1b257"
      },
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.boxplot(column=\"stress_score\", by=\"risk_level\")\n",
        "plt.title(\"Stress by Risk Level\")\n",
        "plt.suptitle(\"\")\n",
        "plt.savefig(FIG/\"chart3.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "MT1wxSQyM2-O",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 471
        },
        "outputId": "63eb2352-13d5-4eb0-f56a-68d0b172fe04"
      },
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "corr = df.corr(numeric_only=True)\n",
        "\n",
        "plt.figure(figsize=(10,7))\n",
        "sns.heatmap(corr, cmap=\"coolwarm\")\n",
        "plt.title(\"Correlation Heatmap\")\n",
        "plt.savefig(FIG/\"chart4.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "LPaiyEf7M273",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 518
        },
        "outputId": "9ec35ba9-1a67-41f3-b0ff-c1ec259e37d0"
      },
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"procrastination_risk\"].hist()\n",
        "plt.title(\"Procrastination Risk Distribution\")\n",
        "plt.savefig(FIG/\"chart5.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "fKfgH5O6M25y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 457
        },
        "outputId": "5a05107d-3859-4a9f-b4af-5dd33ea4697e"
      },
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "analyzer = SentimentIntensityAnalyzer()\n",
        "\n",
        "df_reviews[\"sentiment\"] = df_reviews[\"comment\"].apply(\n",
        "    lambda x: analyzer.polarity_scores(x)[\"compound\"]\n",
        ")\n",
        "\n",
        "df_reviews.head()"
      ],
      "metadata": {
        "id": "SYfmRCnRM23c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        },
        "outputId": "61bae009-321e-4e5f-fb33-9eec9fea0858"
      },
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   student_id                                            comment  \\\n",
              "0           1  Feeling the pressure a little but nothing I ca...   \n",
              "1           2  Today was productive. I finished all my assign...   \n",
              "2           3  I feel on top of things. Good energy and focus...   \n",
              "3           4  A bit stressed about the upcoming exam but sti...   \n",
              "4           5                       Feeling motivated and ready.   \n",
              "\n",
              "   stress_score risk_level  sentiment  \n",
              "0           4.6        low    -0.0900  \n",
              "1           3.7        low     0.0000  \n",
              "2           2.3       high     0.7003  \n",
              "3           5.0       high    -0.1779  \n",
              "4           3.3        low     0.7184  "
            ],
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              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-6dcff153-6aba-448c-8b00-acdff5c4f0cf');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_reviews",
              "summary": "{\n  \"name\": \"df_reviews\",\n  \"rows\": 200,\n  \"fields\": [\n    {\n      \"column\": \"student_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 57,\n        \"min\": 1,\n        \"max\": 200,\n        \"num_unique_values\": 200,\n        \"samples\": [\n          96,\n          16,\n          31\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"comment\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 14,\n        \"samples\": [\n          \"Some subjects are harder than others but I'm getting through it.\",\n          \"I procrastinated all week. Now I have to cram everything in one night.\",\n          \"Feeling the pressure a little but nothing I can't handle.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"stress_score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.5300921245296766,\n        \"min\": 0.0,\n        \"max\": 8.0,\n        \"num_unique_values\": 65,\n        \"samples\": [\n          8.0,\n          7.0,\n          4.6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"risk_level\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"high\",\n          \"low\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sentiment\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.3488523063244524,\n        \"min\": -0.3612,\n        \"max\": 0.7184,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          0.1263,\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 82
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.hist(df_reviews[\"sentiment\"], bins=20)\n",
        "plt.title(\"Sentiment Distribution\")\n",
        "plt.savefig(FIG/\"chart6.png\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "BkowN3KuM21X",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 457
        },
        "outputId": "358c9ec6-be5b-4281-fd90-1cb5ff680a00"
      },
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X = df[[\"hours_studied\",\"sleep_hours\",\"stress_score\"]]\n",
        "y = df[\"final_exam_score\"]\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.2)\n",
        "\n",
        "model = LinearRegression()\n",
        "model.fit(X_train,y_train)\n",
        "\n",
        "print(\"R² score:\", model.score(X_test,y_test))"
      ],
      "metadata": {
        "id": "P9QV6zLRM2yw",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "154ae045-c2f7-4d3b-801f-6da126d3ff31"
      },
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "R² score: 0.2525495991663457\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"risk_label\"] = (df[\"risk_level\"]==\"high\").astype(int)\n",
        "\n",
        "X = df[[\"hours_studied\",\"sleep_hours\",\"stress_score\"]]\n",
        "y = df[\"risk_label\"]\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.2)\n",
        "\n",
        "clf = RandomForestClassifier()\n",
        "clf.fit(X_train,y_train)\n",
        "\n",
        "preds = clf.predict(X_test)\n",
        "\n",
        "print(classification_report(y_test,preds))"
      ],
      "metadata": {
        "id": "TpD4eIn7N3p2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "547df9c7-6039-4f36-e5e2-3e0f660666e4"
      },
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.61      0.59      0.60       689\n",
            "           1       0.57      0.59      0.58       633\n",
            "\n",
            "    accuracy                           0.59      1322\n",
            "   macro avg       0.59      0.59      0.59      1322\n",
            "weighted avg       0.59      0.59      0.59      1322\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def recommend(task, days, difficulty, stress):\n",
        "    if days <= 1 or stress > 8:\n",
        "        return \"CRITICAL\"\n",
        "    elif days <= 3:\n",
        "        return \"HIGH\"\n",
        "    elif days <= 5:\n",
        "        return \"MEDIUM\"\n",
        "    else:\n",
        "        return \"LOW\"\n",
        "\n",
        "tasks = [\n",
        "    (\"Exam\", 2, 5, 9),\n",
        "    (\"Assignment\", 5, 3, 5),\n",
        "    (\"Quiz\", 1, 4, 8)\n",
        "]\n",
        "\n",
        "for t in tasks:\n",
        "    print(t[0], \"→\", recommend(*t))"
      ],
      "metadata": {
        "id": "d8LNOD_yM2v7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "10046ef4-0820-4a44-9aab-ee1db5531008"
      },
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Exam → CRITICAL\n",
            "Assignment → MEDIUM\n",
            "Quiz → CRITICAL\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.to_csv(TAB / \"student_data.csv\", index=False)\n",
        "df_reviews.to_csv(TAB / \"reviews.csv\", index=False)\n",
        "\n",
        "print(\"✅ Files saved in artifacts/\")"
      ],
      "metadata": {
        "id": "flslbP9-M2nq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "adf31635-af01-4ba2-da56-7cd68547ded2"
      },
      "execution_count": 87,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Files saved in artifacts/\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "\n",
        "print(\"---- FINAL CHECK ----\")\n",
        "print(\"FIG exists:\", FIG.exists())\n",
        "print(\"TAB exists:\", TAB.exists())\n",
        "\n",
        "print(\"Files in FIG:\")\n",
        "for f in FIG.glob(\"*\"):\n",
        "    print(\" -\", f.name)\n",
        "\n",
        "print(\"Files in TAB:\")\n",
        "for f in TAB.glob(\"*\"):\n",
        "    print(\" -\", f.name)\n",
        "\n",
        "print(\"Absolute FIG path:\", FIG.resolve())\n",
        "print(\"Absolute TAB path:\", TAB.resolve())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E6ZhRUCjTNYa",
        "outputId": "967ce233-1b4e-4478-ab24-cd3189c8c41d"
      },
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "---- FINAL CHECK ----\n",
            "FIG exists: True\n",
            "TAB exists: True\n",
            "Files in FIG:\n",
            " - chart2.png\n",
            " - chart6.png\n",
            " - chart3.png\n",
            " - chart1.png\n",
            " - chart5.png\n",
            " - chart4.png\n",
            "Files in TAB:\n",
            " - reviews.csv\n",
            " - student_data.csv\n",
            "Absolute FIG path: /app/artifacts/figures\n",
            "Absolute TAB path: /app/artifacts/tables\n"
          ]
        }
      ]
    }
  ]
}