From 54df249cb574bc15dedeb3e808053754f0caceb3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=93=D0=BB=D0=B5=D0=B1?= Date: Tue, 18 Mar 2025 15:25:45 +0300 Subject: [PATCH] feat: jupyter work --- .../week2_analysis-checkpoint.ipynb | 824 +++ Students_Grading_Dataset.csv | 5001 +++++++++++++++++ week2_analysis.ipynb | 824 +++ 3 files changed, 6649 insertions(+) create mode 100644 .ipynb_checkpoints/week2_analysis-checkpoint.ipynb create mode 100644 Students_Grading_Dataset.csv create mode 100644 week2_analysis.ipynb diff --git a/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb b/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb new file mode 100644 index 0000000..b615238 --- /dev/null +++ b/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb @@ -0,0 +1,824 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "id": "eddff909-ea35-471a-b9e7-99dc5b0db661", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "907314cd-d60b-4300-82b8-6daa36a438ac", + "metadata": {}, + "outputs": [], + "source": [ + "data = {\n", + " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n", + " \"Возраст\": [21, 22, 23, 24],\n", + " \"Баллы\": [89, 76, 95, 82]\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "45e6cbe0-d224-4b46-bdb8-51a36c6fddea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Первый взгляд на данные:\n", + " Имя Возраст Баллы\n", + "0 Анна 21 89\n", + "1 Борис 22 76\n", + "2 Виктор 23 95\n", + "3 Галина 24 82\n", + "\n", + "RangeIndex: 4 entries, 0 to 3\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Имя 4 non-null object\n", + " 1 Возраст 4 non-null int64 \n", + " 2 Баллы 4 non-null int64 \n", + "dtypes: int64(2), object(1)\n", + "memory usage: 228.0+ bytes\n", + "None\n", + " Возраст Баллы\n", + "count 4.000000 4.000000\n", + "mean 22.500000 85.500000\n", + "std 1.290994 8.266398\n", + "min 21.000000 76.000000\n", + "25% 21.750000 80.500000\n", + "50% 22.500000 85.500000\n", + "75% 23.250000 90.500000\n", + "max 24.000000 95.000000\n", + "Имя 0\n", + "Возраст 0\n", + "Баллы 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print(\"Первый взгляд на данные:\")\n", + "print(df.head())\n", + "print(df.info())\n", + "print(df.describe())\n", + "print(df.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "79b8242f-deca-4496-a7da-747a63742489", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame(data) # df объект класса DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c0137fab-deba-4ac0-a6cf-b7efb5816607", + "metadata": {}, + "outputs": [], + "source": [ + "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1 # добавление нового столбца" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2e5cde96-2a54-4db6-8158-90da96a168d5", + "metadata": {}, + "outputs": [], + "source": [ + "grouped_df = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\"}) # от объекта df метод groupby чейнинг с методом agg" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "24e306fe-0821-456a-8d59-d33567362193", + "metadata": {}, + "outputs": [], + "source": [ + "filtered_df = df[df[\"Возраст\"] > 21] # фильтрация по возрасту" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6c17f9e7-ffdc-4350-a4e8-2c5c9cf9710a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Данные с новым столбцом: \n", + " Имя Возраст Баллы Новый столбец\n", + "0 Анна 21 89 97.9\n", + "1 Борис 22 76 83.6\n", + "2 Виктор 23 95 104.5\n", + "3 Галина 24 82 90.2\n", + "\n", + "Группировка по возрасту с вычислением среднего балла: \n", + " Баллы\n", + "Возраст \n", + "21 89.0\n", + "22 76.0\n", + "23 95.0\n", + "24 82.0\n", + "\n", + "Фильтрация (возраст > 21): \n", + " Имя Возраст Баллы Новый столбец\n", + "1 Борис 22 76 83.6\n", + "2 Виктор 23 95 104.5\n", + "3 Галина 24 82 90.2\n" + ] + } + ], + "source": [ + "print(\n", + " f\"\\n\\nДанные с новым столбцом: \\n{df}\"\n", + " f\"\\n\\nГруппировка по возрасту с вычислением среднего балла: \\n{grouped_df}\"\n", + " f\"\\n\\nФильтрация (возраст > 21): \\n{filtered_df}\"\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "cff2c35c-51ce-4df2-b30e-020a31e2cbfa", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b40b022e-6707-4af1-8287-b1bc8c6682d1", + "metadata": {}, + "outputs": [], + "source": [ + "arr = np.array([1, 2, 3, 4, 5])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "66f111cc-7ea3-4195-a3e6-ed6098aff4f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Сумма элементов массива: 15\n", + "Среднее значение: 3.0\n", + "Медиана: 3.0\n", + "Стандартное отклонение: 1.4142135623730951\n" + ] + } + ], + "source": [ + "print(\"Сумма элементов массива:\", np.sum(arr))\n", + "print(\"Среднее значение:\", np.mean(arr))\n", + "print(\"Медиана:\", np.median(arr))\n", + "print(\"Стандартное отклонение:\", np.std(arr))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ab257d76-ac0e-4196-b556-bfe606781834", + "metadata": {}, + "outputs": [], + "source": [ + "matrix = np.array([[1, 2], [3, 4]])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "503a1c7f-339e-492f-9acb-83edbda12fc2", + "metadata": {}, + "outputs": [], + "source": [ + "linspace_arr = np.linspace(0, 10, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2ba94214-e148-4b89-bfb5-6b089319c586", + "metadata": {}, + "outputs": [], + "source": [ + "random_matrix = np.random.randn(2, 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ce244ead-6706-4ad6-8e13-c5ab6ddf8884", + "metadata": {}, + "outputs": [], + "source": [ + "dot_product = np.dot(matrix, random_matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "9df56eb9-8baa-4d3d-b26d-e75251c4990b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Двумерный массив:\n", + " [[1 2]\n", + " [3 4]]\n", + "Массив, созданный с помощью np.linspace():\n", + " [ 0. 2.5 5. 7.5 10. ]\n", + "Массив, созданный с помощью np.random.randn():\n", + " [[ 0.87483977 -1.42420419]\n", + " [-0.06200213 -0.77189905]]\n", + "Результат матричного умножения np.dot(matrix, random_matrix):\n", + " [[ 0.75083552 -2.96800229]\n", + " [ 2.3765108 -7.36020878]]\n" + ] + } + ], + "source": [ + "print(\n", + " f\"\\nДвумерный массив:\\n {matrix}\"\n", + " f\"\\nМассив, созданный с помощью np.linspace():\\n {linspace_arr}\"\n", + " f\"\\nМассив, созданный с помощью np.random.randn():\\n {random_matrix}\"\n", + " f\"\\nРезультат матричного умножения np.dot(matrix, random_matrix):\\n {dot_product}\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "9ba44e18-b969-4af9-92d3-dabb3849fcc6", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "2b48f365-07ce-4679-87db-591da72a718d", + "metadata": {}, + "outputs": [], + "source": [ + "x = np.linspace(0, 10, 100)\n", + "y = np.sin(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "9ddb722b-fd71-4b17-8f62-8ba4472de306", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, y, label='sin(x)')\n", + "plt.xlabel(\"X\")\n", + "plt.ylabel(\"Y\")\n", + "plt.title(\"График синуса\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "ef8105a7-9c77-430c-85f1-03e29272facd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 10, 100)\n", + "y_sin = np.sin(x)\n", + "y_cos = np.cos(x)\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(x, y_sin, color='red', label='sin(x)')\n", + "plt.plot(x, y_cos, color='blue', linestyle='--', label='cos(x)')\n", + "plt.xlabel(\"X\")\n", + "plt.ylabel(\"Y\")\n", + "plt.title(\"Графики синуса и косинуса\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "1bf7a280-c6f1-4ae5-9c6f-bc01563e06a0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "categories = ['A', 'B', 'C', 'D']\n", + "values = [10, 15, 7, 12]\n", + "plt.figure(figsize=(6, 4))\n", + "plt.bar(categories, values, color='green')\n", + "plt.title(\"Столбчатая диаграмма\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "f6412e4b-8082-44ec-bd9e-7bb133a233c9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_scatter = np.random.rand(50) * 10\n", + "y_scatter = np.random.rand(50) * 10\n", + "plt.figure(figsize=(6, 4))\n", + "plt.scatter(x_scatter, y_scatter, color='purple', alpha=0.7)\n", + "plt.title(\"Диаграмма рассеяния\")\n", + "plt.xlabel(\"X\")\n", + "plt.ylabel(\"Y\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "a174508e-a887-46c0-b0d8-7ffdd83f6d7c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = np.random.randn(1000)\n", + "plt.figure(figsize=(6, 4))\n", + "plt.hist(data, bins=30, color='orange', edgecolor='black', alpha=0.75)\n", + "plt.title(\"Гистограмма\")\n", + "plt.xlabel(\"Значения\")\n", + "plt.ylabel(\"Частота\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "8296337f-a422-4cd3-892c-466fad6e147b", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "1a45138d-d803-4222-b0ec-2f5f57509c47", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"]\n", + "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "752ef7de-90de-4422-9f3d-7787e13d2e39", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(df[\"Баллы\"], bins=10, kde=True, color=\"blue\")\n", + "plt.title(\"Гистограмма баллов\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "1b2a13e9-4687-456f-9e0c-8fbfdedb681f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df, palette=\"deep\")\n", + "plt.title(\"Диаграмма рассеяния: возраст vs. баллы\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "6b27e34b-6a6d-409f-afa3-b78c5a4796a9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(df, hue=\"Категория\", diag_kind=\"kde\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "4992ed62-31ee-4bce-b7c7-622ea2c669c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(5,4))\n", + "sns.heatmap(df.select_dtypes(include=[\"number\"]).corr(), annot=True, cmap=\"coolwarm\")\n", + "plt.title(\"Корреляция переменных\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "deb284c3-8d75-4e6e-9580-8db848849536", + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "import time" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "0bb70285-3096-4097-bea1-22e17cbc4557", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 96.29it/s]\n" + ] + } + ], + "source": [ + "for i in tqdm(range(100)):\n", + " time.sleep(0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "14f2c6c6-21a6-4fd6-a114-65913e3bbc89", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Обработка строк: 100%|█████████████████████████████████████████████████████| 4/4 [00:02<00:00, 1.99it/s]\n" + ] + } + ], + "source": [ + "for index, row in tqdm(df.iterrows(), total=len(df), desc=\"Обработка строк\"):\n", + " time.sleep(0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "557b51fe-d078-4923-ad30-d77ed464709c", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv(\"Students_Grading_Dataset.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "03649d1c-3638-429c-9bc1-415227b36e7c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 5000 entries, 0 to 4999\n", + "Data columns (total 23 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Student_ID 5000 non-null object \n", + " 1 First_Name 5000 non-null object \n", + " 2 Last_Name 5000 non-null object \n", + " 3 Email 5000 non-null object \n", + " 4 Gender 5000 non-null object \n", + " 5 Age 5000 non-null int64 \n", + " 6 Department 5000 non-null object \n", + " 7 Attendance (%) 4484 non-null float64\n", + " 8 Midterm_Score 5000 non-null float64\n", + " 9 Final_Score 5000 non-null float64\n", + " 10 Assignments_Avg 4483 non-null float64\n", + " 11 Quizzes_Avg 5000 non-null float64\n", + " 12 Participation_Score 5000 non-null float64\n", + " 13 Projects_Score 5000 non-null float64\n", + " 14 Total_Score 5000 non-null float64\n", + " 15 Grade 5000 non-null object \n", + " 16 Study_Hours_per_Week 5000 non-null float64\n", + " 17 Extracurricular_Activities 5000 non-null object \n", + " 18 Internet_Access_at_Home 5000 non-null object \n", + " 19 Parent_Education_Level 3206 non-null object \n", + " 20 Family_Income_Level 5000 non-null object \n", + " 21 Stress_Level (1-10) 5000 non-null int64 \n", + " 22 Sleep_Hours_per_Night 5000 non-null float64\n", + "dtypes: float64(10), int64(2), object(11)\n", + "memory usage: 898.6+ KB\n", + "Общая информация None\n", + "Описание числовых столбцов Age Attendance (%) Midterm_Score Final_Score \\\n", + "count 5000.000000 4484.000000 5000.000000 5000.000000 \n", + "mean 21.048400 75.431409 70.326844 69.640788 \n", + "std 1.989786 14.372446 17.213209 17.238744 \n", + "min 18.000000 50.010000 40.000000 40.000000 \n", + "25% 19.000000 63.265000 55.457500 54.667500 \n", + "50% 21.000000 75.725000 70.510000 69.735000 \n", + "75% 23.000000 87.472500 84.970000 84.500000 \n", + "max 24.000000 100.000000 99.980000 99.980000 \n", + "\n", + " Assignments_Avg Quizzes_Avg Participation_Score Projects_Score \\\n", + "count 4483.000000 5000.000000 5000.000000 5000.000000 \n", + "mean 74.798673 74.910728 4.980024 74.924860 \n", + "std 14.411799 14.504281 2.890136 14.423415 \n", + "min 50.000000 50.030000 0.000000 50.010000 \n", + "25% 62.090000 62.490000 2.440000 62.320000 \n", + "50% 74.810000 74.695000 4.955000 74.980000 \n", + "75% 86.970000 87.630000 7.500000 87.367500 \n", + "max 99.980000 99.960000 10.000000 100.000000 \n", + "\n", + " Total_Score Study_Hours_per_Week Stress_Level (1-10) \\\n", + "count 5000.000000 5000.000000 5000.00000 \n", + "mean 75.121804 17.658860 5.48080 \n", + "std 14.399941 7.275864 2.86155 \n", + "min 50.020000 5.000000 1.00000 \n", + "25% 62.835000 11.400000 3.00000 \n", + "50% 75.395000 17.500000 5.00000 \n", + "75% 87.652500 24.100000 8.00000 \n", + "max 99.990000 30.000000 10.00000 \n", + "\n", + " Sleep_Hours_per_Night \n", + "count 5000.000000 \n", + "mean 6.488140 \n", + "std 1.452283 \n", + "min 4.000000 \n", + "25% 5.200000 \n", + "50% 6.500000 \n", + "75% 7.700000 \n", + "max 9.000000 \n" + ] + } + ], + "source": [ + "print(f\"Общая информация {df.info()}\")\n", + "print(f\"Описание числовых столбцов {df.describe()}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "f3d1c477-4bb0-4f37-b65d-a683f5b88940", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6,4))\n", + "sns.histplot(df[\"Total_Score\"], bins=20, kde=True, color=\"blue\")\n", + "plt.title(\"Распределение итоговых баллов\")\n", + "plt.xlabel(\"Баллы\")\n", + "plt.ylabel(\"Частота\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "d00fdf41-fd21-41d4-93f7-4417b59c0495", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6,4))\n", + "sns.scatterplot(x=df[\"Study_Hours_per_Week\"], y=df[\"Total_Score\"], hue=df[\"Grade\"])\n", + "plt.title(\"Влияние времени учебы на итоговый балл\")\n", + "plt.xlabel(\"Часы учебы в неделю\")\n", + "plt.ylabel(\"Итоговый балл\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "65085a93-8a6a-4e60-ab92-662f43f12ff2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6,4))\n", + "sns.boxplot(x=\"Stress_Level (1-10)\", y=\"Total_Score\", data=df)\n", + "plt.title(\"Связь уровня стресса и итогового балла\")\n", + "plt.xlabel(\"Уровень стресса\")\n", + "plt.ylabel(\"Итоговый балл\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "adfa80f5-20af-4e0f-95e4-31f425ff4298", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Students_Grading_Dataset.csv b/Students_Grading_Dataset.csv new file mode 100644 index 0000000..1e3b59e --- /dev/null +++ b/Students_Grading_Dataset.csv @@ -0,0 +1,5001 @@ +Student_ID,First_Name,Last_Name,Email,Gender,Age,Department,Attendance (%),Midterm_Score,Final_Score,Assignments_Avg,Quizzes_Avg,Participation_Score,Projects_Score,Total_Score,Grade,Study_Hours_per_Week,Extracurricular_Activities,Internet_Access_at_Home,Parent_Education_Level,Family_Income_Level,Stress_Level (1-10),Sleep_Hours_per_Night +S1000,Omar,Williams,student0@university.com,Female,22,Engineering,52.29,55.03,57.82,84.22,74.06,3.99,85.9,56.09,F,6.2,No,Yes,High School,Medium,5,4.7 +S1001,Maria,Brown,student1@university.com,Male,18,Engineering,97.27,97.23,45.8,,94.24,8.32,55.65,50.64,A,19.0,No,Yes,None,Medium,4,9.0 +S1002,Ahmed,Jones,student2@university.com,Male,24,Business,57.19,67.05,93.68,67.7,85.7,5.05,73.79,70.3,D,20.7,No,Yes,Master's,Low,6,6.2 +S1003,Omar,Williams,student3@university.com,Female,24,Mathematics,95.15,47.79,80.63,66.06,93.51,6.54,92.12,61.63,A,24.8,Yes,Yes,High School,High,3,6.7 +S1004,John,Smith,student4@university.com,Female,23,CS,54.18,46.59,78.89,96.85,83.7,5.97,68.42,66.13,F,15.4,Yes,Yes,High School,High,2,7.1 +S1005,Liam,Brown,student5@university.com,Male,21,Engineering,,78.85,43.53,71.4,52.2,6.38,67.29,62.08,B,8.5,Yes,Yes,PhD,High,1,5.0 +S1006,Ahmed,Jones,student6@university.com,Male,24,Business,57.6,66.26,89.07,84.52,98.4,2.3,93.65,83.21,F,21.3,No,Yes,,Low,5,6.4 +S1007,Ahmed,Smith,student7@university.com,Male,19,Engineering,51.91,45.67,73.96,80.12,95.9,3.73,93.24,81.93,F,27.3,Yes,No,None,Medium,4,4.3 +S1008,Omar,Smith,student8@university.com,Female,21,CS,85.97,84.42,90.87,57.05,56.33,0.51,94.01,95.62,A,8.0,No,No,Bachelor's,Low,9,8.8 +S1009,Sara,Smith,student9@university.com,Female,22,Engineering,64.01,87.96,98.47,96.98,55.63,5.88,78.6,84.99,A,9.6,No,Yes,None,Medium,10,6.4 +S1010,John,Smith,student10@university.com,Female,23,CS,85.72,83.52,97.43,67.29,76.95,4.59,97.62,58.25,A,13.2,No,Yes,High School,Low,1,4.1 +S1011,Omar,Williams,student11@university.com,Female,20,Engineering,77.75,52.14,91.37,52.24,87.85,7.61,90.95,87.58,C,21.3,No,Yes,Master's,Low,9,7.0 +S1012,John,Davis,student12@university.com,Male,21,Engineering,55.44,81.39,40.66,65.02,69.11,2.06,70.78,59.06,F,18.1,No,Yes,Master's,High,8,4.5 +S1013,John,Williams,student13@university.com,Male,18,Business,96.61,40.64,93.14,66.78,56.82,4.37,81.48,77.93,A,22.8,No,Yes,None,Medium,10,7.9 +S1014,Liam,Williams,student14@university.com,Male,19,Engineering,72.62,58.31,44.5,54.64,75.53,1.81,56.09,53.85,B,5.8,No,Yes,None,Low,4,8.8 +S1015,Ahmed,Jones,student15@university.com,Male,18,CS,86.72,63.93,91.07,81.0,66.88,6.14,77.57,52.37,A,25.3,No,Yes,None,High,2,8.6 +S1016,Maria,Jones,student16@university.com,Female,21,CS,75.05,90.11,56.81,67.34,67.59,8.48,63.16,73.21,F,29.7,No,Yes,None,Low,3,6.1 +S1017,Liam,Davis,student17@university.com,Female,23,Business,80.22,63.42,76.6,81.46,82.25,7.65,64.18,55.25,F,6.2,No,No,PhD,Medium,10,7.6 +S1018,Liam,Jones,student18@university.com,Male,20,CS,65.14,40.68,42.28,50.34,94.28,9.44,56.29,65.33,B,17.4,No,Yes,None,Medium,9,4.8 +S1019,John,Johnson,student19@university.com,Male,20,Engineering,60.02,61.14,86.27,99.1,77.93,9.72,67.91,66.94,D,23.5,Yes,Yes,PhD,Low,10,4.4 +S1020,Emma,Davis,student20@university.com,Male,18,CS,77.13,69.94,46.7,,84.38,7.72,74.07,88.47,D,16.9,No,Yes,High School,Medium,2,8.1 +S1021,Ahmed,Jones,student21@university.com,Male,22,Business,72.01,96.94,64.64,82.97,83.0,2.87,80.02,66.63,C,19.8,No,Yes,None,Low,8,7.5 +S1022,Sara,Davis,student22@university.com,Male,22,Engineering,69.51,96.46,89.05,85.79,77.56,2.19,65.24,74.72,C,28.0,Yes,Yes,None,Low,10,8.5 +S1023,Liam,Williams,student23@university.com,Female,23,CS,83.63,50.85,81.72,58.58,65.54,4.48,89.61,88.63,D,18.5,No,Yes,Master's,Low,1,8.6 +S1024,Maria,Williams,student24@university.com,Female,20,CS,84.53,51.11,40.36,55.59,68.89,9.94,76.05,60.24,A,10.9,Yes,Yes,High School,Low,4,5.7 +S1025,Emma,Davis,student25@university.com,Male,18,Business,52.3,49.8,64.18,57.63,65.79,4.13,81.9,90.24,C,23.5,No,Yes,High School,High,3,5.6 +S1026,Emma,Johnson,student26@university.com,Male,18,Engineering,66.94,87.34,42.52,62.34,95.87,1.99,63.91,91.59,A,14.4,No,Yes,None,Low,10,6.2 +S1027,Sara,Johnson,student27@university.com,Male,18,Business,70.59,40.36,80.41,58.41,91.33,9.44,90.71,99.44,D,12.1,Yes,Yes,,Medium,2,7.3 +S1028,Liam,Davis,student28@university.com,Female,21,Business,54.84,47.63,98.14,83.7,78.97,3.86,81.21,72.2,D,11.2,Yes,Yes,Bachelor's,Low,3,4.0 +S1029,Maria,Jones,student29@university.com,Female,23,Mathematics,61.8,72.28,79.32,71.04,95.61,6.91,93.12,68.53,A,7.0,No,Yes,Master's,High,3,6.7 +S1030,Ahmed,Brown,student30@university.com,Female,22,CS,52.58,54.85,53.46,76.89,94.32,7.88,58.0,85.1,F,28.3,No,Yes,High School,Medium,9,4.1 +S1031,Ali,Johnson,student31@university.com,Male,22,Mathematics,99.81,45.54,61.31,52.37,96.38,8.43,69.03,52.91,B,19.1,No,Yes,Bachelor's,Low,3,6.3 +S1032,Maria,Smith,student32@university.com,Female,21,CS,,61.59,98.6,93.06,61.09,8.21,55.65,51.99,D,28.9,No,Yes,None,Medium,9,4.4 +S1033,Sara,Williams,student33@university.com,Male,19,CS,54.37,56.45,53.44,58.53,85.88,8.36,60.78,66.75,D,26.5,No,Yes,Master's,Low,4,6.8 +S1034,Emma,Davis,student34@university.com,Female,21,Business,51.01,70.67,73.69,68.01,80.46,6.68,69.73,86.48,F,5.8,No,Yes,Master's,Low,1,5.6 +S1035,Ahmed,Smith,student35@university.com,Female,23,CS,85.96,98.75,64.03,53.6,86.69,4.04,94.73,55.82,A,11.2,No,Yes,,Medium,8,6.4 +S1036,Maria,Davis,student36@university.com,Female,18,CS,71.96,47.46,86.1,56.84,63.17,6.67,77.85,81.78,F,12.9,No,Yes,Bachelor's,Low,10,8.8 +S1037,Ali,Williams,student37@university.com,Male,21,CS,89.34,62.36,92.04,83.29,84.74,8.37,66.52,63.48,A,17.2,No,Yes,,Low,5,5.7 +S1038,Ali,Williams,student38@university.com,Male,18,Engineering,96.17,95.92,60.45,84.63,70.49,3.51,87.34,82.58,A,22.9,Yes,Yes,Master's,Medium,2,7.6 +S1039,John,Johnson,student39@university.com,Female,23,Engineering,79.97,92.61,79.62,83.85,91.7,2.97,50.98,72.85,A,22.0,No,Yes,Bachelor's,Low,9,7.4 +S1040,John,Johnson,student40@university.com,Male,24,Business,59.36,63.66,72.94,77.61,89.77,3.44,68.5,55.76,C,29.7,No,Yes,PhD,Low,7,8.3 +S1041,Omar,Smith,student41@university.com,Male,23,Business,89.11,81.94,56.71,97.63,60.57,5.51,80.04,62.36,A,28.1,No,Yes,Bachelor's,Medium,6,5.7 +S1042,Sara,Davis,student42@university.com,Male,20,Engineering,97.79,45.27,56.32,75.36,59.19,0.52,79.16,60.99,A,9.7,No,Yes,Bachelor's,Low,2,4.3 +S1043,Liam,Williams,student43@university.com,Male,18,CS,79.01,82.75,72.32,72.47,85.89,7.79,80.38,58.23,A,26.5,Yes,Yes,Bachelor's,High,6,8.9 +S1044,Maria,Smith,student44@university.com,Male,22,Mathematics,84.1,98.37,49.24,62.38,77.52,1.39,60.58,73.42,D,26.1,Yes,Yes,Master's,Medium,7,5.8 +S1045,Maria,Brown,student45@university.com,Male,21,CS,66.87,72.25,88.65,54.94,77.86,1.33,66.85,97.73,C,19.4,No,Yes,,Low,5,5.0 +S1046,Liam,Smith,student46@university.com,Male,24,CS,,69.91,44.14,77.41,87.63,1.98,96.58,82.9,C,13.5,No,Yes,Master's,Low,5,8.6 +S1047,Omar,Jones,student47@university.com,Female,23,CS,86.73,51.24,45.67,65.74,92.75,5.77,98.7,91.8,A,10.2,No,Yes,Master's,High,4,5.0 +S1048,Emma,Smith,student48@university.com,Male,18,Engineering,96.39,78.03,60.53,76.2,61.95,2.86,65.6,99.05,B,10.3,No,Yes,Master's,Medium,10,6.6 +S1049,Emma,Jones,student49@university.com,Male,24,CS,81.45,75.43,47.09,60.31,77.78,3.68,82.23,77.03,B,13.4,No,Yes,Master's,Low,1,7.8 +S1050,Omar,Jones,student50@university.com,Female,19,CS,89.49,79.12,68.54,91.91,91.45,9.32,62.06,61.9,A,17.6,No,Yes,,Low,10,7.7 +S1051,Emma,Jones,student51@university.com,Female,20,CS,58.58,41.56,63.98,99.98,93.64,8.47,68.43,96.39,D,19.6,Yes,Yes,PhD,Medium,7,4.1 +S1052,John,Brown,student52@university.com,Female,19,CS,60.6,72.92,83.31,66.12,64.37,8.52,89.62,84.95,B,13.1,No,Yes,,Low,3,5.0 +S1053,Maria,Smith,student53@university.com,Female,23,Engineering,76.6,75.7,97.18,92.12,55.21,5.78,75.06,97.95,C,13.9,No,Yes,High School,Medium,5,8.4 +S1054,Omar,Smith,student54@university.com,Male,19,Business,,52.45,85.21,93.65,61.64,8.66,92.48,82.55,B,5.3,No,Yes,High School,Medium,8,6.8 +S1055,Maria,Brown,student55@university.com,Female,19,Business,81.75,52.5,50.77,,97.27,7.79,81.44,88.76,A,5.1,No,Yes,,Medium,2,7.4 +S1056,Liam,Williams,student56@university.com,Female,20,CS,64.58,56.57,96.13,67.14,73.12,9.53,81.45,94.53,F,27.7,No,Yes,Bachelor's,Low,4,6.0 +S1057,Ali,Johnson,student57@university.com,Male,20,CS,89.58,82.7,63.53,87.8,70.93,0.64,51.69,87.96,A,5.4,Yes,Yes,None,Low,9,7.7 +S1058,John,Smith,student58@university.com,Male,20,Mathematics,90.41,76.38,68.45,61.44,50.65,0.29,87.48,78.13,B,5.8,Yes,Yes,,High,2,5.4 +S1059,Ahmed,Johnson,student59@university.com,Male,24,CS,73.19,90.75,65.29,81.24,52.55,1.75,98.89,73.6,F,10.1,No,No,Master's,Medium,8,5.2 +S1060,John,Davis,student60@university.com,Female,20,Business,59.04,57.74,56.83,85.24,83.43,9.29,73.65,91.17,D,23.6,No,Yes,None,Low,9,9.0 +S1061,Omar,Davis,student61@university.com,Male,19,CS,82.34,94.72,93.7,,79.49,6.06,57.93,88.6,B,22.0,No,Yes,,Low,3,4.8 +S1062,Ahmed,Brown,student62@university.com,Female,22,Mathematics,99.64,84.62,59.93,60.36,78.78,4.26,98.85,68.32,A,21.2,Yes,Yes,PhD,Medium,5,8.9 +S1063,Ali,Davis,student63@university.com,Male,22,CS,81.13,63.7,74.72,92.44,55.52,5.13,64.51,74.92,F,19.4,No,Yes,Bachelor's,Medium,4,8.6 +S1064,Omar,Davis,student64@university.com,Male,20,Engineering,51.79,45.72,54.4,71.05,67.6,8.3,70.46,81.75,C,10.0,No,Yes,Master's,Low,10,7.6 +S1065,Sara,Williams,student65@university.com,Female,24,Business,50.86,55.42,87.84,60.82,90.62,9.29,53.87,51.42,F,14.9,No,No,Master's,High,10,6.9 +S1066,Maria,Williams,student66@university.com,Male,21,Engineering,66.02,97.41,86.45,77.13,58.75,7.3,55.54,62.38,A,17.0,No,Yes,Bachelor's,Low,8,4.0 +S1067,Ali,Williams,student67@university.com,Male,18,CS,59.79,58.62,57.78,93.17,94.13,7.6,60.83,62.51,D,19.6,No,Yes,PhD,Low,8,7.2 +S1068,Maria,Davis,student68@university.com,Male,23,Engineering,90.65,59.79,80.89,98.35,56.07,3.2,77.42,94.16,A,10.0,No,Yes,PhD,Low,5,7.9 +S1069,Emma,Brown,student69@university.com,Male,24,Business,92.24,51.38,82.23,87.41,58.46,4.67,77.89,66.57,A,23.2,No,Yes,None,High,5,7.7 +S1070,Sara,Jones,student70@university.com,Male,21,CS,62.93,88.41,73.75,50.28,73.89,8.85,80.31,77.26,B,12.7,No,Yes,High School,High,1,4.9 +S1071,Sara,Jones,student71@university.com,Female,23,CS,66.28,56.54,76.04,56.74,97.26,7.86,79.19,91.58,C,21.5,No,Yes,High School,Low,5,6.7 +S1072,Ali,Johnson,student72@university.com,Female,21,Engineering,61.81,59.82,74.47,53.81,66.48,6.84,74.76,62.98,B,17.8,Yes,No,PhD,Low,1,6.8 +S1073,Sara,Jones,student73@university.com,Male,21,CS,95.42,64.86,44.91,55.06,82.91,0.65,90.1,56.19,A,19.8,Yes,Yes,Bachelor's,High,4,7.3 +S1074,Ahmed,Jones,student74@university.com,Female,22,Engineering,75.13,66.02,80.22,69.15,79.43,0.4,96.69,97.42,A,15.3,No,Yes,,Low,7,8.2 +S1075,Sara,Williams,student75@university.com,Female,18,CS,82.81,64.68,68.19,66.92,57.48,1.3,63.49,85.23,F,16.1,No,Yes,High School,Low,2,7.5 +S1076,Maria,Williams,student76@university.com,Female,21,Engineering,70.77,70.22,66.31,,62.41,5.81,56.51,58.85,A,26.7,No,Yes,,High,1,4.7 +S1077,Maria,Davis,student77@university.com,Male,20,CS,81.55,88.87,91.6,94.11,96.51,5.36,71.25,90.99,D,16.9,Yes,Yes,Bachelor's,High,2,4.1 +S1078,Omar,Johnson,student78@university.com,Male,23,Engineering,69.29,89.16,41.39,80.77,59.24,9.43,51.32,89.36,A,24.8,No,Yes,Master's,Medium,7,4.7 +S1079,Maria,Smith,student79@university.com,Male,24,CS,66.98,87.9,55.08,,84.75,6.95,94.17,91.88,A,14.9,No,Yes,Bachelor's,Low,3,4.2 +S1080,Omar,Johnson,student80@university.com,Female,22,CS,81.72,46.07,47.28,,98.23,2.94,61.99,63.81,A,22.5,Yes,Yes,,High,5,6.2 +S1081,Maria,Johnson,student81@university.com,Female,23,CS,,87.98,42.12,70.51,55.98,1.61,77.46,72.43,D,10.8,No,Yes,Master's,Low,1,5.4 +S1082,Ahmed,Brown,student82@university.com,Male,20,Mathematics,,47.22,56.54,65.88,69.96,8.5,55.75,84.68,A,27.9,No,Yes,,Low,10,4.0 +S1083,Liam,Davis,student83@university.com,Male,20,CS,57.47,47.48,99.31,71.92,61.2,4.6,77.66,69.53,D,29.2,No,Yes,Master's,Medium,10,4.4 +S1084,Omar,Brown,student84@university.com,Female,21,Business,68.43,96.87,56.21,80.52,61.08,6.53,51.95,53.5,F,27.5,Yes,Yes,,High,10,6.0 +S1085,John,Johnson,student85@university.com,Female,20,CS,70.76,89.16,79.82,74.65,55.95,5.65,88.44,56.82,C,13.7,No,Yes,None,Low,8,8.7 +S1086,Emma,Johnson,student86@university.com,Male,18,CS,81.43,73.14,47.1,91.9,82.48,1.07,97.77,79.86,C,11.9,No,Yes,Master's,Medium,4,9.0 +S1087,Ali,Johnson,student87@university.com,Female,20,Engineering,95.73,92.5,76.11,95.01,87.32,0.57,65.35,68.76,B,9.6,Yes,Yes,PhD,Medium,10,4.3 +S1088,Maria,Jones,student88@university.com,Female,21,Engineering,,99.36,99.07,73.48,83.84,3.77,62.91,50.27,C,26.8,No,Yes,PhD,High,2,8.2 +S1089,Sara,Brown,student89@university.com,Female,23,Mathematics,,76.64,57.51,61.99,96.23,3.62,72.4,88.34,F,8.0,No,Yes,Bachelor's,Medium,8,6.4 +S1090,Liam,Johnson,student90@university.com,Female,20,Mathematics,59.69,76.77,90.88,97.26,57.28,6.74,81.0,70.84,C,21.1,No,Yes,PhD,Medium,10,7.1 +S1091,Maria,Williams,student91@university.com,Female,22,Business,75.11,85.27,99.85,86.75,65.99,6.32,59.45,65.69,B,13.3,No,Yes,Bachelor's,Medium,5,6.5 +S1092,Sara,Davis,student92@university.com,Female,24,Engineering,71.49,53.93,75.31,82.01,67.23,9.69,90.17,85.68,D,9.7,No,Yes,PhD,Medium,2,8.6 +S1093,Emma,Davis,student93@university.com,Female,22,Engineering,86.45,50.03,58.56,87.27,61.6,8.58,59.93,72.76,A,9.6,No,Yes,High School,Low,9,6.4 +S1094,Emma,Williams,student94@university.com,Male,22,CS,,85.57,80.41,,57.11,4.97,50.27,84.74,F,26.8,No,Yes,High School,High,6,4.8 +S1095,Emma,Davis,student95@university.com,Male,23,Mathematics,79.72,60.69,90.69,53.38,74.34,5.0,76.21,50.66,D,26.5,Yes,Yes,High School,Medium,8,7.9 +S1096,Sara,Jones,student96@university.com,Female,19,Engineering,94.19,48.1,50.28,57.66,91.72,6.74,55.76,50.47,A,11.8,No,Yes,High School,Medium,2,6.6 +S1097,Maria,Jones,student97@university.com,Female,24,Engineering,95.53,58.89,67.15,57.37,97.73,1.14,84.91,78.0,A,5.8,Yes,Yes,,Medium,5,4.6 +S1098,Emma,Smith,student98@university.com,Female,22,CS,97.94,61.52,59.15,71.03,56.47,10.0,58.37,99.11,B,26.7,No,Yes,PhD,Low,3,6.3 +S1099,Ahmed,Smith,student99@university.com,Male,22,CS,88.66,97.91,57.0,57.87,91.16,5.19,90.87,63.62,B,6.4,No,Yes,Master's,Medium,8,7.4 +S1100,Omar,Smith,student100@university.com,Male,19,Mathematics,95.3,81.88,91.65,92.73,91.23,9.1,73.52,84.14,A,7.1,No,No,Master's,Medium,1,5.5 +S1101,Sara,Davis,student101@university.com,Female,23,CS,61.73,71.85,65.3,78.9,69.45,9.67,78.31,58.61,F,25.5,No,Yes,Master's,Low,9,8.6 +S1102,Sara,Jones,student102@university.com,Male,24,Engineering,59.88,98.13,60.34,68.41,55.5,5.82,59.33,65.58,F,25.4,No,Yes,High School,Low,6,8.2 +S1103,Maria,Jones,student103@university.com,Female,22,CS,50.32,94.19,76.21,53.48,99.5,1.03,57.33,53.9,D,10.1,No,Yes,,Medium,1,6.8 +S1104,Sara,Jones,student104@university.com,Female,21,Business,85.34,70.72,53.16,79.55,82.78,5.73,81.56,94.04,A,6.0,No,Yes,PhD,Medium,3,4.3 +S1105,Sara,Williams,student105@university.com,Female,23,CS,96.87,94.34,53.79,55.83,99.11,5.98,62.77,65.52,A,6.6,No,Yes,,High,8,6.9 +S1106,Emma,Jones,student106@university.com,Female,24,Business,59.35,64.26,71.22,87.16,74.18,7.89,69.3,61.52,D,16.3,Yes,Yes,Bachelor's,Medium,8,6.1 +S1107,Maria,Williams,student107@university.com,Female,22,CS,81.85,53.83,64.56,90.14,69.76,0.48,73.97,86.53,F,15.5,No,Yes,High School,Low,3,7.6 +S1108,Emma,Smith,student108@university.com,Female,22,Business,87.32,53.96,57.7,77.2,62.36,4.66,61.48,59.97,A,9.6,No,Yes,None,Low,10,5.3 +S1109,Omar,Smith,student109@university.com,Female,19,Business,96.38,79.74,43.24,57.48,99.18,9.23,89.77,62.01,B,27.7,Yes,Yes,None,Medium,8,7.0 +S1110,Liam,Davis,student110@university.com,Male,24,CS,82.34,70.06,71.25,89.34,62.66,9.91,96.97,55.18,F,18.8,Yes,Yes,None,High,6,6.8 +S1111,Omar,Smith,student111@university.com,Female,21,Engineering,98.51,79.54,89.0,65.39,51.19,1.91,71.59,98.14,B,25.2,No,Yes,PhD,Low,7,6.6 +S1112,Liam,Davis,student112@university.com,Male,23,CS,67.23,81.16,91.08,61.13,75.62,8.71,95.88,62.38,B,7.6,No,Yes,Bachelor's,Medium,2,4.6 +S1113,Emma,Johnson,student113@university.com,Female,20,CS,67.5,41.34,54.13,73.53,68.85,1.46,94.13,99.78,C,29.3,Yes,Yes,High School,Low,1,6.4 +S1114,Omar,Johnson,student114@university.com,Female,18,Business,77.15,43.24,75.98,96.13,63.07,8.41,58.3,58.81,C,25.2,No,Yes,,Low,1,6.8 +S1115,Maria,Brown,student115@university.com,Male,21,Engineering,69.18,71.96,91.35,64.87,81.73,2.77,58.67,51.03,B,12.2,No,Yes,,Medium,3,8.6 +S1116,Ali,Davis,student116@university.com,Male,20,CS,50.07,51.46,64.52,95.28,68.21,9.6,73.87,94.78,D,5.5,Yes,Yes,Master's,Medium,7,6.3 +S1117,Emma,Brown,student117@university.com,Female,21,CS,,77.95,95.93,52.68,70.11,6.95,76.29,79.0,B,9.1,No,Yes,High School,Low,9,7.2 +S1118,Liam,Brown,student118@university.com,Male,24,CS,87.59,73.13,94.18,54.18,51.15,3.99,67.06,67.57,B,15.5,No,Yes,High School,High,2,6.8 +S1119,Ahmed,Johnson,student119@university.com,Female,20,Business,87.35,75.15,52.49,84.93,79.45,2.81,65.65,75.67,A,5.1,No,Yes,None,Medium,6,5.0 +S1120,Liam,Davis,student120@university.com,Female,24,CS,67.25,58.15,55.54,59.53,56.1,2.35,71.57,63.04,B,6.0,Yes,Yes,,Medium,8,4.9 +S1121,Ahmed,Johnson,student121@university.com,Male,20,Mathematics,76.11,78.39,50.83,65.83,60.69,6.81,84.52,81.74,C,7.5,Yes,Yes,None,Medium,9,7.7 +S1122,Sara,Brown,student122@university.com,Male,21,Mathematics,68.0,89.77,51.76,56.82,85.86,8.96,54.22,80.82,B,25.2,No,Yes,,Low,10,6.6 +S1123,Omar,Davis,student123@university.com,Male,19,CS,50.8,99.88,94.47,66.61,65.66,7.55,85.53,54.01,D,18.7,Yes,Yes,PhD,High,3,8.5 +S1124,Ahmed,Brown,student124@university.com,Male,21,CS,78.12,90.31,95.87,64.02,58.16,8.35,96.31,95.53,D,9.8,Yes,Yes,PhD,Medium,5,8.5 +S1125,Liam,Jones,student125@university.com,Female,24,Business,56.19,73.45,43.11,86.82,78.87,7.81,88.18,73.03,C,11.6,No,Yes,Bachelor's,High,5,5.5 +S1126,Sara,Davis,student126@university.com,Male,21,CS,54.0,51.61,75.62,85.1,60.75,9.79,59.58,59.76,F,21.1,Yes,Yes,,Low,8,4.5 +S1127,Ali,Davis,student127@university.com,Male,20,CS,87.77,80.89,73.85,97.75,63.55,7.58,54.37,65.37,A,13.0,No,Yes,Bachelor's,High,1,5.7 +S1128,Maria,Brown,student128@university.com,Male,18,CS,50.48,96.26,63.43,86.22,81.07,2.1,74.52,93.31,D,22.1,No,Yes,PhD,Low,3,4.3 +S1129,Maria,Jones,student129@university.com,Male,20,Engineering,97.95,52.71,77.9,84.74,86.99,7.92,97.82,69.16,A,24.5,Yes,No,Master's,Low,6,7.9 +S1130,Maria,Williams,student130@university.com,Male,22,Business,75.76,55.36,96.84,84.71,86.98,3.22,90.95,78.1,A,12.7,Yes,Yes,High School,Low,6,4.7 +S1131,Ahmed,Johnson,student131@university.com,Female,21,CS,99.15,48.94,50.22,94.15,74.11,9.96,78.14,97.38,A,14.2,No,Yes,PhD,High,4,8.3 +S1132,Ali,Brown,student132@university.com,Female,23,CS,52.9,84.2,47.22,64.81,72.71,3.77,57.15,82.59,D,6.3,No,Yes,,Low,5,6.1 +S1133,Ahmed,Davis,student133@university.com,Male,21,Mathematics,79.18,64.39,42.0,,89.38,2.93,85.69,83.79,D,25.5,No,Yes,Master's,Medium,10,5.4 +S1134,Omar,Johnson,student134@university.com,Male,19,Business,67.47,43.76,61.83,87.06,59.65,2.39,90.65,62.43,A,20.2,No,Yes,None,Low,3,6.5 +S1135,Ahmed,Johnson,student135@university.com,Female,24,Engineering,92.17,92.5,60.26,61.44,57.61,6.59,96.75,83.41,A,27.2,No,Yes,Master's,Low,4,7.0 +S1136,Ali,Johnson,student136@university.com,Male,23,Business,,73.46,65.85,95.6,83.23,1.09,80.61,69.69,F,9.7,Yes,Yes,PhD,Medium,10,7.5 +S1137,Ali,Williams,student137@university.com,Female,20,Engineering,63.02,59.87,70.2,76.74,70.48,9.54,75.72,95.55,C,29.0,No,Yes,,High,10,5.7 +S1138,Omar,Smith,student138@university.com,Female,19,Business,92.88,60.64,85.47,,85.5,2.94,80.96,56.48,A,22.7,No,Yes,,Low,1,8.9 +S1139,Ali,Brown,student139@university.com,Male,21,CS,68.73,57.42,63.53,88.8,62.83,2.95,97.16,64.28,D,9.9,Yes,Yes,,Medium,6,6.1 +S1140,Liam,Smith,student140@university.com,Female,20,CS,50.84,67.33,59.84,65.62,66.24,0.46,81.41,53.3,D,16.6,No,Yes,Bachelor's,Medium,5,8.2 +S1141,Ali,Smith,student141@university.com,Male,20,Business,69.51,60.22,89.61,98.16,94.83,2.46,62.88,69.05,B,22.5,No,Yes,,Low,5,4.2 +S1142,Maria,Smith,student142@university.com,Male,22,Engineering,82.73,72.88,90.99,,71.08,4.19,81.81,57.42,A,5.4,No,Yes,,High,4,7.9 +S1143,Liam,Johnson,student143@university.com,Female,22,Mathematics,62.72,86.41,53.97,83.34,79.55,3.7,93.99,92.26,B,24.5,Yes,Yes,PhD,Medium,9,6.8 +S1144,Liam,Jones,student144@university.com,Female,18,CS,71.6,80.47,58.88,55.68,55.33,2.73,78.35,96.25,D,28.7,No,Yes,Bachelor's,High,9,7.2 +S1145,Omar,Johnson,student145@university.com,Male,22,Mathematics,52.84,57.67,89.51,63.16,58.94,0.41,75.13,83.47,F,7.0,No,Yes,None,Low,5,5.9 +S1146,John,Johnson,student146@university.com,Female,24,Mathematics,79.4,71.72,44.76,75.77,51.79,3.01,86.67,55.17,F,27.5,No,Yes,Bachelor's,Low,7,6.7 +S1147,John,Davis,student147@university.com,Male,23,CS,87.81,90.41,59.55,92.57,71.22,7.78,83.05,67.08,A,16.6,No,Yes,Bachelor's,Medium,3,8.7 +S1148,Ali,Davis,student148@university.com,Female,20,Business,70.67,44.09,66.9,59.24,99.45,4.39,52.83,98.22,D,17.9,No,Yes,,High,1,5.9 +S1149,Liam,Smith,student149@university.com,Female,22,Engineering,71.01,44.7,51.22,55.22,93.69,2.91,86.27,56.82,C,26.0,No,Yes,PhD,Low,1,4.5 +S1150,John,Johnson,student150@university.com,Male,18,Mathematics,54.41,73.37,50.79,53.72,81.65,3.05,70.38,77.82,C,19.7,No,Yes,High School,Low,3,7.6 +S1151,John,Smith,student151@university.com,Male,21,Engineering,60.1,78.35,65.49,75.35,93.05,5.54,97.04,67.65,A,13.8,No,Yes,PhD,Medium,3,6.5 +S1152,Ali,Davis,student152@university.com,Male,23,Business,57.73,52.68,85.27,94.24,79.71,3.02,98.54,99.96,C,23.3,No,Yes,PhD,Low,5,6.1 +S1153,John,Jones,student153@university.com,Female,22,Engineering,74.08,84.71,90.41,52.12,68.44,6.31,72.44,64.27,D,8.5,Yes,Yes,None,Medium,8,7.9 +S1154,Ahmed,Brown,student154@university.com,Male,20,CS,76.46,78.78,98.75,60.62,58.68,9.89,98.44,52.39,A,21.7,No,Yes,None,Low,6,6.8 +S1155,Sara,Smith,student155@university.com,Male,21,CS,,95.4,44.44,84.66,82.65,0.41,65.54,85.11,F,24.4,No,Yes,None,Medium,8,7.2 +S1156,Omar,Jones,student156@university.com,Female,24,Engineering,53.66,50.14,53.0,91.29,59.65,1.69,84.13,66.34,D,13.4,No,Yes,High School,High,7,8.6 +S1157,Sara,Brown,student157@university.com,Female,20,Business,79.99,85.08,85.4,90.37,70.87,1.79,53.75,82.88,B,29.3,No,Yes,Bachelor's,Low,1,4.3 +S1158,Ali,Williams,student158@university.com,Male,21,Engineering,76.32,45.02,72.44,89.25,91.29,4.47,57.25,55.23,F,21.0,Yes,Yes,High School,High,10,5.3 +S1159,Maria,Smith,student159@university.com,Male,24,Engineering,75.81,73.92,59.66,56.49,56.46,0.41,93.23,76.15,D,7.4,Yes,Yes,Bachelor's,Low,8,8.5 +S1160,Omar,Smith,student160@university.com,Male,24,CS,93.66,73.11,52.34,69.86,56.45,4.78,94.69,68.76,A,29.2,No,Yes,High School,Medium,1,8.0 +S1161,Ali,Williams,student161@university.com,Male,23,Engineering,60.28,63.3,56.83,99.24,61.22,9.29,76.63,76.84,C,23.6,No,Yes,,Low,5,4.9 +S1162,Liam,Williams,student162@university.com,Female,20,CS,52.04,90.67,65.76,99.44,77.6,0.12,66.99,92.67,D,22.4,Yes,Yes,PhD,Low,3,4.8 +S1163,Maria,Smith,student163@university.com,Female,22,Business,83.61,40.26,50.63,,62.59,3.65,72.55,98.64,A,11.3,No,Yes,Bachelor's,Medium,7,8.1 +S1164,Sara,Williams,student164@university.com,Male,22,Mathematics,,71.21,97.85,85.46,75.16,7.61,93.48,87.66,F,16.8,No,Yes,Bachelor's,Medium,5,6.8 +S1165,Ali,Johnson,student165@university.com,Male,18,Engineering,50.88,53.03,46.46,97.56,65.1,1.54,60.55,88.34,D,27.5,No,Yes,Bachelor's,Medium,2,8.3 +S1166,Liam,Brown,student166@university.com,Male,21,CS,62.57,84.61,99.13,72.5,75.31,0.78,64.74,76.45,C,12.7,No,Yes,Master's,Low,1,8.6 +S1167,Omar,Brown,student167@university.com,Female,18,CS,65.47,42.58,90.51,56.84,63.88,6.31,89.27,54.87,A,15.6,Yes,Yes,None,Medium,10,4.3 +S1168,Omar,Brown,student168@university.com,Male,19,Engineering,80.84,89.89,65.39,83.45,99.0,0.1,96.76,83.35,A,11.4,Yes,Yes,Master's,Low,6,8.8 +S1169,Emma,Johnson,student169@university.com,Male,22,Engineering,58.63,90.29,84.39,98.01,74.64,8.02,54.65,57.39,D,10.4,No,Yes,,Low,6,7.6 +S1170,Liam,Williams,student170@university.com,Female,21,Business,70.65,89.97,80.29,84.86,87.18,0.67,90.19,62.28,D,6.1,No,Yes,,Medium,8,8.2 +S1171,Ahmed,Jones,student171@university.com,Female,23,CS,74.12,49.15,52.8,90.17,85.03,5.24,82.25,85.38,C,23.4,No,Yes,PhD,High,9,7.2 +S1172,John,Williams,student172@university.com,Male,18,Business,72.96,77.82,60.34,,74.53,7.4,61.54,82.85,F,7.3,No,Yes,Bachelor's,Medium,2,5.5 +S1173,Maria,Smith,student173@university.com,Male,23,Engineering,98.7,40.86,70.79,54.82,61.94,2.42,87.79,65.72,B,18.3,No,Yes,,Low,5,7.0 +S1174,Liam,Davis,student174@university.com,Female,23,CS,,90.88,78.27,58.44,75.54,1.04,86.4,88.6,C,6.2,Yes,Yes,Bachelor's,High,5,6.6 +S1175,Emma,Brown,student175@university.com,Male,23,Engineering,97.55,83.38,72.57,99.13,84.05,1.76,57.1,96.97,A,29.6,Yes,Yes,Master's,Low,10,8.7 +S1176,John,Williams,student176@university.com,Male,18,CS,79.1,71.87,68.38,74.66,73.0,8.55,75.11,77.26,F,22.7,Yes,Yes,None,Medium,8,6.8 +S1177,John,Jones,student177@university.com,Female,19,Engineering,89.79,83.84,66.59,50.6,54.1,7.06,87.91,83.88,A,20.8,No,Yes,,Low,9,4.1 +S1178,Ali,Smith,student178@university.com,Female,24,Business,71.52,45.66,69.9,97.77,50.9,1.98,59.58,63.59,B,9.7,No,No,Master's,Medium,5,7.4 +S1179,John,Johnson,student179@university.com,Female,24,Engineering,72.69,71.72,66.06,74.89,66.39,7.16,73.14,98.54,F,18.2,No,Yes,,Low,5,4.3 +S1180,Ahmed,Johnson,student180@university.com,Male,18,Business,93.97,57.48,72.48,91.81,57.51,7.09,56.04,63.69,A,17.6,Yes,Yes,PhD,Medium,3,8.7 +S1181,Omar,Jones,student181@university.com,Female,24,Engineering,94.8,98.36,93.28,77.42,95.31,9.98,65.34,94.37,A,14.0,No,No,None,Medium,6,6.4 +S1182,Emma,Smith,student182@university.com,Female,20,CS,61.93,91.43,77.97,55.09,58.79,3.92,60.9,96.39,A,8.9,Yes,No,PhD,High,7,8.8 +S1183,John,Brown,student183@university.com,Male,24,Engineering,59.96,84.0,83.36,80.78,69.71,8.65,75.25,85.98,C,14.2,No,Yes,Bachelor's,Low,3,4.1 +S1184,Ali,Williams,student184@university.com,Male,22,Engineering,74.81,96.02,75.85,,85.6,4.46,57.06,90.58,D,20.2,No,Yes,Master's,Low,2,6.7 +S1185,Ahmed,Smith,student185@university.com,Female,18,CS,95.01,60.81,78.58,51.74,90.77,8.98,69.16,72.89,A,17.2,Yes,No,,Low,2,5.1 +S1186,Sara,Johnson,student186@university.com,Female,24,CS,66.12,94.05,74.7,92.09,73.89,0.92,63.76,95.98,A,19.3,No,Yes,None,High,9,7.2 +S1187,Omar,Jones,student187@university.com,Male,18,Engineering,82.6,59.51,41.61,61.77,59.06,1.75,87.3,87.13,F,19.3,No,No,None,High,6,6.5 +S1188,Omar,Jones,student188@university.com,Male,19,CS,85.41,83.97,99.98,69.69,63.54,8.5,84.98,66.34,A,11.1,No,No,Master's,Low,2,6.8 +S1189,Emma,Williams,student189@university.com,Female,20,CS,88.93,84.19,42.02,68.64,70.95,8.19,54.75,51.75,A,7.8,Yes,No,High School,Low,5,5.8 +S1190,Omar,Jones,student190@university.com,Female,18,Engineering,78.2,41.1,63.71,,68.23,3.05,97.67,77.04,F,18.0,Yes,No,Master's,Medium,7,4.3 +S1191,John,Jones,student191@university.com,Male,22,CS,70.12,61.66,46.31,75.22,67.43,5.97,87.23,92.03,F,27.3,No,Yes,,Medium,1,4.5 +S1192,Ali,Smith,student192@university.com,Female,24,Mathematics,98.35,41.17,45.82,72.36,56.59,3.83,80.8,93.03,B,29.9,Yes,Yes,,Low,8,8.3 +S1193,Omar,Brown,student193@university.com,Male,22,CS,80.57,99.83,87.61,,95.67,0.1,73.89,91.76,F,24.6,No,Yes,,Medium,6,7.5 +S1194,Omar,Williams,student194@university.com,Female,24,Business,86.43,47.33,65.56,52.45,51.49,0.26,58.9,60.74,A,10.5,No,Yes,Master's,Low,1,7.8 +S1195,Sara,Smith,student195@university.com,Male,18,Engineering,67.25,72.57,88.07,54.32,72.0,0.54,98.1,71.31,C,20.8,No,Yes,PhD,Low,8,4.6 +S1196,Sara,Brown,student196@university.com,Male,23,Business,83.5,87.43,56.37,51.08,99.02,5.94,50.39,80.69,C,11.0,No,Yes,None,Medium,5,4.2 +S1197,Maria,Smith,student197@university.com,Female,24,CS,62.89,52.08,55.39,84.4,82.99,2.79,84.62,83.38,D,19.4,No,Yes,Master's,High,7,4.1 +S1198,Ahmed,Davis,student198@university.com,Female,23,Mathematics,62.25,69.1,55.07,76.28,67.77,1.44,75.37,66.73,D,17.0,No,Yes,High School,High,10,6.6 +S1199,John,Smith,student199@university.com,Male,20,Engineering,85.74,76.45,76.97,93.8,57.3,9.41,95.13,84.63,A,14.5,Yes,Yes,Bachelor's,Medium,4,6.5 +S1200,Omar,Jones,student200@university.com,Female,22,Business,76.07,49.61,88.9,74.93,98.19,1.21,69.03,79.54,C,21.0,Yes,Yes,PhD,High,2,4.6 +S1201,Liam,Brown,student201@university.com,Female,23,CS,84.16,86.71,67.14,61.09,50.7,6.74,75.93,78.34,C,26.4,No,Yes,PhD,Low,8,5.7 +S1202,Omar,Williams,student202@university.com,Female,22,CS,63.47,57.96,62.75,90.26,84.07,8.94,87.12,83.15,B,13.4,No,Yes,Master's,Low,4,6.7 +S1203,Ali,Williams,student203@university.com,Male,24,Engineering,79.94,52.66,98.41,64.72,94.01,1.64,52.38,80.17,A,17.2,No,Yes,Bachelor's,Low,8,7.4 +S1204,Maria,Brown,student204@university.com,Female,24,CS,72.2,73.5,47.01,96.78,51.26,2.15,52.72,58.34,C,16.4,No,Yes,Bachelor's,Low,9,8.0 +S1205,Ahmed,Jones,student205@university.com,Female,20,Engineering,79.85,64.62,69.2,62.52,86.26,5.74,60.58,93.72,C,11.2,No,Yes,None,Medium,4,7.2 +S1206,Liam,Johnson,student206@university.com,Male,24,CS,64.54,95.22,64.51,58.39,99.94,5.08,57.32,62.03,D,15.5,No,Yes,Master's,Low,8,4.2 +S1207,Maria,Smith,student207@university.com,Female,20,Engineering,85.77,92.8,45.89,74.67,81.98,5.21,50.32,87.22,B,5.5,No,Yes,PhD,Medium,4,6.9 +S1208,Emma,Jones,student208@university.com,Female,23,Mathematics,90.3,69.0,56.09,52.53,70.73,5.55,81.15,58.82,B,17.9,No,Yes,,Medium,8,4.4 +S1209,Ahmed,Davis,student209@university.com,Male,24,Engineering,63.0,61.56,41.71,51.82,93.72,9.5,89.8,83.05,D,23.0,Yes,Yes,PhD,High,1,6.8 +S1210,Omar,Brown,student210@university.com,Male,18,Business,65.03,59.53,92.62,74.8,77.71,0.54,97.86,94.78,C,14.2,No,Yes,None,Medium,2,5.9 +S1211,Omar,Smith,student211@university.com,Female,21,Engineering,83.06,56.05,76.47,60.76,87.47,7.6,72.05,50.49,F,23.7,Yes,Yes,Master's,Low,10,5.4 +S1212,Ahmed,Williams,student212@university.com,Female,19,Engineering,,72.67,88.9,50.47,79.39,2.33,63.99,98.98,B,23.8,No,No,None,Medium,3,6.4 +S1213,Omar,Johnson,student213@university.com,Male,21,Mathematics,85.2,88.3,71.29,64.8,51.91,3.74,93.2,51.48,A,29.6,Yes,Yes,None,Medium,2,5.9 +S1214,John,Davis,student214@university.com,Male,21,Business,84.13,58.65,75.97,73.87,60.66,0.89,92.22,50.57,A,18.6,No,Yes,,Medium,10,8.2 +S1215,Ahmed,Williams,student215@university.com,Female,22,Business,69.64,51.41,82.05,69.71,53.94,4.46,81.24,92.88,B,15.1,No,Yes,Bachelor's,Low,8,5.1 +S1216,Maria,Brown,student216@university.com,Female,20,CS,69.74,68.53,94.48,56.77,55.33,8.04,63.66,85.44,D,21.0,Yes,Yes,PhD,Low,10,4.7 +S1217,Ahmed,Smith,student217@university.com,Female,22,Engineering,62.74,44.14,45.51,78.98,50.77,0.99,95.43,55.29,B,20.7,Yes,Yes,,Low,9,8.2 +S1218,Liam,Brown,student218@university.com,Male,23,CS,57.84,82.08,59.86,,71.06,2.76,58.92,96.87,C,29.7,No,Yes,Master's,Low,9,5.2 +S1219,Omar,Smith,student219@university.com,Female,19,Engineering,,71.1,82.54,83.78,58.93,3.73,52.18,83.6,A,22.7,No,Yes,Master's,Low,1,4.2 +S1220,John,Jones,student220@university.com,Male,23,Engineering,54.66,69.78,97.5,69.69,92.78,1.04,89.83,55.55,F,12.7,No,Yes,None,Low,9,5.9 +S1221,John,Johnson,student221@university.com,Male,18,Business,96.89,58.03,98.85,56.88,87.5,7.62,78.18,93.03,A,9.7,No,Yes,PhD,High,8,8.1 +S1222,Emma,Jones,student222@university.com,Male,19,Business,91.33,94.28,78.29,74.97,78.66,7.87,62.32,74.05,A,24.8,Yes,Yes,,Low,8,6.2 +S1223,Maria,Jones,student223@university.com,Female,22,Engineering,92.88,45.43,51.62,94.52,74.45,8.36,83.54,63.91,B,9.5,No,No,None,Medium,3,6.4 +S1224,Sara,Brown,student224@university.com,Female,24,CS,95.33,92.19,47.15,73.44,62.79,5.84,88.34,91.25,A,20.7,Yes,Yes,PhD,Medium,8,4.2 +S1225,Sara,Johnson,student225@university.com,Female,24,Business,70.43,62.6,96.76,59.78,73.75,5.07,92.23,86.92,B,8.3,No,Yes,Master's,Medium,2,7.6 +S1226,Ahmed,Smith,student226@university.com,Male,22,CS,92.34,92.84,66.04,54.65,82.06,2.63,64.11,81.15,B,23.0,Yes,Yes,,Low,2,5.7 +S1227,Emma,Smith,student227@university.com,Female,23,Engineering,,83.73,51.69,97.2,89.11,6.55,51.28,94.93,B,24.6,No,No,None,Medium,4,7.6 +S1228,Ali,Davis,student228@university.com,Male,22,CS,51.08,46.25,96.03,87.15,54.08,4.45,75.5,93.06,D,29.8,No,Yes,Master's,Medium,7,6.1 +S1229,Ahmed,Williams,student229@university.com,Male,22,CS,89.24,89.89,46.27,,85.42,9.71,92.8,61.34,B,28.9,No,Yes,High School,High,4,6.6 +S1230,Emma,Davis,student230@university.com,Male,21,Mathematics,53.74,80.93,83.77,64.77,87.14,9.68,60.39,93.93,D,22.8,No,Yes,None,Low,2,6.9 +S1231,Maria,Davis,student231@university.com,Male,18,CS,99.43,41.94,77.52,94.76,77.95,9.05,71.06,68.7,B,11.9,No,Yes,Master's,Medium,5,5.0 +S1232,Maria,Smith,student232@university.com,Male,24,Engineering,83.74,48.02,45.26,58.88,60.72,3.6,62.82,71.59,C,6.1,No,Yes,,High,8,5.5 +S1233,Maria,Brown,student233@university.com,Male,21,CS,87.67,78.14,60.32,76.75,76.96,3.68,50.67,98.62,A,18.9,Yes,Yes,Bachelor's,Low,7,6.9 +S1234,Maria,Jones,student234@university.com,Female,22,Mathematics,62.29,79.76,49.0,85.68,75.14,8.53,94.93,87.99,D,24.1,No,Yes,High School,Medium,7,8.1 +S1235,Maria,Jones,student235@university.com,Male,20,Business,83.69,84.8,76.27,69.82,73.79,7.29,56.75,66.07,D,5.3,No,Yes,,Low,9,8.8 +S1236,Emma,Jones,student236@university.com,Female,21,CS,52.16,83.21,68.63,52.0,73.03,7.04,88.34,82.4,D,18.1,No,Yes,PhD,Low,5,6.6 +S1237,Emma,Johnson,student237@university.com,Male,22,CS,91.89,79.57,40.26,61.39,55.54,2.8,67.33,76.97,B,27.1,Yes,Yes,None,High,4,4.4 +S1238,John,Smith,student238@university.com,Female,24,Engineering,,85.97,98.54,95.09,59.14,8.33,63.88,55.83,B,20.9,No,No,,Low,10,8.8 +S1239,Liam,Brown,student239@university.com,Female,22,CS,84.87,74.51,60.98,,54.87,5.79,97.05,94.39,F,22.1,No,Yes,Bachelor's,Medium,9,6.1 +S1240,Sara,Johnson,student240@university.com,Female,18,Engineering,61.22,55.65,55.49,90.77,62.12,4.47,82.86,91.09,F,16.9,No,Yes,,Medium,1,4.5 +S1241,Omar,Williams,student241@university.com,Female,23,CS,53.42,94.74,53.35,77.78,63.17,8.65,84.35,88.89,D,28.6,No,Yes,None,Low,6,8.9 +S1242,Maria,Brown,student242@university.com,Male,19,CS,74.07,41.09,49.53,97.18,62.25,3.94,87.98,77.96,D,14.4,Yes,Yes,PhD,High,3,5.4 +S1243,Ali,Davis,student243@university.com,Male,21,Engineering,58.46,61.99,99.95,,60.55,6.54,67.05,61.04,F,14.5,No,Yes,High School,Low,6,7.3 +S1244,Omar,Brown,student244@university.com,Male,21,CS,86.47,83.73,57.71,,86.77,4.66,78.18,94.19,B,17.9,No,No,High School,Low,7,4.7 +S1245,Emma,Brown,student245@university.com,Male,21,Business,61.88,65.63,64.33,65.91,90.93,5.93,63.51,67.65,B,19.6,No,No,Bachelor's,Low,1,7.6 +S1246,Ali,Jones,student246@university.com,Female,22,CS,67.12,41.49,92.28,80.08,66.36,0.41,91.73,51.01,C,18.4,Yes,Yes,None,Medium,6,8.9 +S1247,Ali,Brown,student247@university.com,Female,18,CS,78.37,43.96,78.51,83.74,65.26,4.61,79.97,99.09,B,25.5,No,Yes,High School,Low,8,8.9 +S1248,Ali,Davis,student248@university.com,Female,22,Mathematics,64.25,78.92,62.12,,92.2,5.56,62.17,93.06,B,25.9,Yes,Yes,Bachelor's,Medium,5,4.6 +S1249,John,Davis,student249@university.com,Male,22,Engineering,,97.89,93.9,91.11,81.2,4.93,94.99,81.13,B,8.3,No,Yes,PhD,Medium,5,7.8 +S1250,Emma,Smith,student250@university.com,Female,23,Business,90.78,73.11,84.98,59.17,64.67,8.47,79.04,50.62,A,19.9,No,Yes,,Low,7,7.3 +S1251,Ali,Brown,student251@university.com,Male,20,CS,58.96,70.41,53.67,,85.68,3.11,74.75,61.39,D,29.6,No,Yes,Bachelor's,Medium,8,8.0 +S1252,Maria,Jones,student252@university.com,Female,18,Engineering,54.11,59.1,78.62,84.32,67.23,8.84,51.72,72.6,C,20.0,No,Yes,Bachelor's,Medium,7,5.7 +S1253,Ahmed,Brown,student253@university.com,Female,21,Business,66.42,55.4,95.34,,79.33,4.03,95.49,81.4,C,22.2,No,Yes,None,High,3,6.0 +S1254,Ali,Williams,student254@university.com,Female,19,CS,71.22,41.26,69.79,71.99,99.63,6.95,97.61,85.41,C,26.5,Yes,Yes,Bachelor's,High,6,5.7 +S1255,John,Williams,student255@university.com,Female,21,Business,77.13,56.38,84.02,98.19,65.08,0.87,78.13,89.41,C,26.7,No,Yes,PhD,High,9,7.8 +S1256,Omar,Jones,student256@university.com,Female,22,Engineering,68.62,66.95,98.27,81.29,96.53,2.0,72.13,77.78,A,5.4,No,No,High School,Low,2,8.0 +S1257,Emma,Smith,student257@university.com,Male,18,CS,89.5,51.88,81.42,97.45,66.03,7.61,67.98,82.81,A,11.0,No,Yes,,Medium,9,5.2 +S1258,Liam,Smith,student258@university.com,Female,24,Engineering,51.97,45.24,46.15,86.12,77.01,0.12,63.4,90.56,D,26.6,No,Yes,,Medium,3,6.9 +S1259,John,Davis,student259@university.com,Male,18,Engineering,71.59,83.06,54.67,86.23,73.0,9.69,78.73,85.99,C,21.7,No,Yes,Master's,Low,3,4.6 +S1260,Ali,Davis,student260@university.com,Male,18,CS,69.11,93.68,75.71,79.59,89.16,1.91,56.4,97.74,A,20.8,No,Yes,Bachelor's,High,10,4.1 +S1261,Emma,Johnson,student261@university.com,Male,20,Engineering,82.38,96.21,56.53,57.11,53.05,9.01,95.96,93.73,F,26.5,Yes,Yes,None,Low,2,7.1 +S1262,Ahmed,Jones,student262@university.com,Male,21,CS,98.31,77.08,97.45,,81.36,5.16,58.8,58.47,A,25.2,No,Yes,PhD,Medium,3,8.2 +S1263,Ali,Brown,student263@university.com,Male,20,Engineering,75.52,43.17,64.32,62.63,88.03,5.65,87.28,97.37,C,23.8,Yes,Yes,Master's,Low,7,8.5 +S1264,John,Jones,student264@university.com,Male,24,Business,99.34,84.45,67.43,99.93,73.61,0.84,65.34,60.21,B,6.2,No,Yes,,Medium,3,7.1 +S1265,Sara,Johnson,student265@university.com,Male,24,Engineering,65.11,46.61,82.1,63.35,55.26,3.65,61.3,99.56,F,24.5,No,Yes,PhD,Medium,1,8.0 +S1266,Maria,Davis,student266@university.com,Male,23,Mathematics,51.54,80.18,71.45,61.53,62.24,1.56,77.89,85.07,D,10.0,Yes,Yes,PhD,High,4,6.0 +S1267,Liam,Jones,student267@university.com,Female,19,CS,58.28,86.76,62.93,81.19,83.98,5.26,88.26,81.38,F,5.7,No,Yes,,Medium,7,8.4 +S1268,Omar,Jones,student268@university.com,Female,23,Engineering,69.76,83.55,44.6,75.55,94.77,5.51,86.34,66.22,B,17.3,No,Yes,,Medium,6,7.9 +S1269,John,Davis,student269@university.com,Male,22,Business,,97.11,75.79,51.07,71.08,7.1,61.69,56.66,B,28.6,No,No,None,Medium,10,5.5 +S1270,Emma,Johnson,student270@university.com,Male,20,Engineering,,84.29,92.05,56.48,78.02,8.78,66.53,56.31,C,27.2,No,Yes,PhD,High,3,7.0 +S1271,Liam,Davis,student271@university.com,Male,20,Engineering,71.63,81.59,81.15,90.55,61.42,4.68,93.44,93.33,B,29.6,Yes,Yes,None,Low,1,4.3 +S1272,Liam,Smith,student272@university.com,Female,23,CS,66.91,55.7,62.89,74.18,70.61,2.33,86.16,71.62,F,11.2,No,Yes,PhD,Medium,8,4.7 +S1273,Liam,Brown,student273@university.com,Female,22,CS,,95.49,47.66,57.3,66.84,3.34,85.63,77.99,F,22.4,Yes,Yes,Bachelor's,Low,2,8.7 +S1274,Ali,Davis,student274@university.com,Male,18,CS,64.81,50.77,88.98,73.26,82.78,8.47,63.45,96.59,B,6.4,Yes,No,PhD,Medium,5,4.0 +S1275,Maria,Johnson,student275@university.com,Male,22,Mathematics,94.32,94.29,96.5,62.66,99.23,1.46,89.6,62.77,B,25.1,No,Yes,None,Low,3,5.0 +S1276,Ali,Williams,student276@university.com,Female,21,CS,,58.76,63.3,61.18,90.67,6.27,67.92,88.2,F,18.1,No,Yes,,Low,4,4.7 +S1277,Emma,Smith,student277@university.com,Female,23,Business,85.7,47.81,83.72,97.89,59.61,0.13,70.07,73.52,B,29.9,No,Yes,Master's,High,3,7.5 +S1278,Ali,Williams,student278@university.com,Male,22,Engineering,80.6,89.6,64.65,68.1,78.88,2.46,64.38,60.64,C,11.0,No,Yes,High School,Medium,3,4.5 +S1279,Sara,Davis,student279@university.com,Male,18,CS,71.36,40.15,70.14,52.32,53.32,5.91,56.07,92.65,D,24.6,No,Yes,,High,3,4.1 +S1280,Maria,Smith,student280@university.com,Male,22,Engineering,61.95,89.93,90.19,98.52,62.35,4.56,71.02,84.0,F,9.3,Yes,Yes,,Medium,10,8.7 +S1281,Maria,Brown,student281@university.com,Male,20,Business,68.45,55.74,45.01,89.74,58.61,4.94,50.85,54.75,D,12.2,Yes,Yes,Bachelor's,Medium,8,8.4 +S1282,Emma,Davis,student282@university.com,Female,19,Business,79.61,93.08,71.82,62.72,66.78,6.61,72.8,77.09,D,12.4,Yes,Yes,High School,Medium,1,5.8 +S1283,Omar,Brown,student283@university.com,Female,20,CS,,81.49,52.88,70.44,83.94,2.35,86.25,92.59,F,19.4,No,Yes,,Low,2,4.5 +S1284,Sara,Jones,student284@university.com,Male,24,CS,60.74,79.97,60.39,93.11,74.97,2.81,98.04,53.35,C,14.1,Yes,Yes,Master's,Low,2,7.4 +S1285,John,Williams,student285@university.com,Male,19,CS,55.82,61.92,78.67,67.87,96.65,6.84,53.93,70.81,F,16.0,No,Yes,Bachelor's,Medium,9,8.4 +S1286,Ali,Smith,student286@university.com,Male,24,CS,,43.56,41.63,78.37,60.64,5.38,64.06,90.26,A,18.0,No,Yes,Master's,Medium,7,8.9 +S1287,Ahmed,Brown,student287@university.com,Female,22,Engineering,72.02,89.8,75.63,76.74,68.21,0.15,74.71,92.92,B,6.4,Yes,No,,High,10,4.7 +S1288,Ali,Johnson,student288@university.com,Male,21,Business,81.26,50.25,57.01,70.06,66.49,6.7,58.52,88.77,A,21.6,Yes,Yes,PhD,Low,7,7.0 +S1289,Liam,Brown,student289@university.com,Male,22,CS,74.52,62.34,80.17,81.98,61.8,6.2,55.84,65.29,F,21.2,No,Yes,Bachelor's,Medium,8,6.2 +S1290,Ali,Johnson,student290@university.com,Male,18,Business,93.63,76.02,48.49,73.66,99.66,0.79,72.62,75.35,B,29.1,Yes,Yes,High School,Low,2,4.8 +S1291,John,Davis,student291@university.com,Female,22,Engineering,77.35,68.94,84.15,51.06,69.36,7.48,79.04,87.06,B,8.3,No,Yes,High School,Medium,10,8.0 +S1292,Ali,Smith,student292@university.com,Male,19,CS,74.04,51.92,78.74,90.72,97.03,5.22,91.01,57.63,A,5.8,No,Yes,High School,Medium,1,7.9 +S1293,Sara,Brown,student293@university.com,Female,20,CS,96.23,48.44,98.27,55.66,69.52,2.05,99.89,79.75,B,8.3,Yes,Yes,,Low,6,8.8 +S1294,Sara,Brown,student294@university.com,Male,21,Business,,47.39,94.67,73.2,60.2,5.59,88.71,86.02,F,15.6,Yes,Yes,Master's,Medium,3,4.4 +S1295,Maria,Smith,student295@university.com,Male,24,Business,55.58,91.78,57.0,79.0,55.96,5.95,61.07,92.5,D,10.3,Yes,Yes,PhD,Medium,2,5.2 +S1296,Emma,Brown,student296@university.com,Male,22,Engineering,58.89,41.89,41.64,85.28,92.78,9.2,87.4,55.58,C,10.4,No,Yes,Master's,Medium,3,8.1 +S1297,Omar,Johnson,student297@university.com,Female,22,CS,89.36,98.62,79.32,70.54,51.6,7.42,76.86,66.48,A,26.7,No,No,PhD,Medium,4,6.0 +S1298,Ahmed,Brown,student298@university.com,Male,20,CS,91.79,51.91,76.17,86.78,98.22,3.02,72.54,77.08,A,13.1,No,Yes,Bachelor's,Low,5,6.4 +S1299,Liam,Williams,student299@university.com,Male,21,CS,77.26,46.62,41.65,56.57,70.91,1.18,96.79,85.05,A,15.4,Yes,Yes,None,High,10,7.1 +S1300,Ali,Davis,student300@university.com,Female,23,Engineering,77.72,74.62,47.36,82.67,62.37,8.53,85.1,86.5,B,22.1,No,Yes,High School,High,10,6.0 +S1301,Ali,Jones,student301@university.com,Female,24,Business,81.6,44.8,75.08,91.32,80.87,8.46,84.08,62.66,C,13.5,No,Yes,High School,Medium,4,4.2 +S1302,John,Johnson,student302@university.com,Female,22,CS,71.96,76.15,94.71,94.47,56.65,1.75,50.59,50.69,C,18.9,Yes,Yes,PhD,Medium,8,7.0 +S1303,Emma,Williams,student303@university.com,Male,22,Business,84.01,91.04,94.39,,53.61,0.62,93.25,84.69,B,18.1,No,Yes,Master's,Low,6,5.1 +S1304,Sara,Davis,student304@university.com,Female,23,Engineering,55.42,42.87,49.09,65.64,91.39,7.12,89.67,95.46,D,11.5,No,Yes,Bachelor's,Low,7,8.8 +S1305,Ahmed,Smith,student305@university.com,Male,24,Engineering,98.06,87.99,63.07,58.17,71.23,7.23,64.95,89.88,A,22.9,Yes,No,PhD,Medium,4,7.5 +S1306,Maria,Johnson,student306@university.com,Female,19,Mathematics,87.51,63.67,42.59,67.28,75.91,1.77,64.61,81.12,B,25.9,No,Yes,High School,Low,7,8.2 +S1307,Sara,Jones,student307@university.com,Female,19,CS,81.56,49.57,68.16,77.0,58.83,6.68,52.67,98.88,D,24.6,Yes,Yes,PhD,Low,5,8.8 +S1308,Liam,Davis,student308@university.com,Female,18,Mathematics,65.82,50.57,85.19,59.82,53.07,2.79,52.54,71.66,B,14.9,Yes,Yes,None,Medium,2,4.3 +S1309,Emma,Jones,student309@university.com,Male,20,CS,58.05,95.13,87.4,97.63,68.39,2.61,83.43,76.25,C,28.3,No,Yes,None,Low,9,4.7 +S1310,Liam,Smith,student310@university.com,Male,21,CS,70.47,46.64,69.94,94.86,75.31,3.25,59.31,50.61,C,27.5,No,Yes,None,Low,2,8.0 +S1311,Omar,Smith,student311@university.com,Male,22,Business,83.08,92.01,45.75,51.65,88.27,5.2,96.18,97.3,F,11.7,No,Yes,,Low,2,8.4 +S1312,Maria,Johnson,student312@university.com,Male,24,Mathematics,,72.65,62.88,78.1,75.05,8.04,92.12,79.17,F,8.1,No,Yes,None,Medium,3,4.0 +S1313,Omar,Brown,student313@university.com,Male,22,Engineering,69.13,42.34,95.93,89.47,89.13,4.99,67.44,69.54,D,27.3,No,Yes,Bachelor's,Medium,4,8.7 +S1314,John,Smith,student314@university.com,Male,18,Engineering,80.66,67.87,53.78,62.27,55.77,2.98,69.0,52.23,B,23.6,Yes,Yes,PhD,Low,7,6.3 +S1315,Liam,Davis,student315@university.com,Male,24,Business,90.69,89.05,59.19,76.19,53.2,8.84,66.36,68.12,A,12.8,No,Yes,Bachelor's,Medium,5,6.3 +S1316,John,Brown,student316@university.com,Male,24,Business,51.31,83.57,84.81,70.3,57.94,0.55,54.62,50.18,F,12.6,No,Yes,High School,Low,7,8.4 +S1317,Ali,Williams,student317@university.com,Male,22,CS,72.53,69.33,84.01,59.83,88.6,7.97,51.57,66.22,B,13.1,No,Yes,Master's,Low,1,5.4 +S1318,Omar,Jones,student318@university.com,Female,20,Business,,91.6,94.73,80.74,87.97,7.84,72.61,97.57,C,26.5,No,Yes,None,Low,4,6.9 +S1319,Emma,Brown,student319@university.com,Female,18,Engineering,77.31,47.22,63.29,99.68,57.07,2.54,97.15,57.71,B,11.0,No,Yes,Master's,Low,2,5.7 +S1320,Liam,Jones,student320@university.com,Male,20,Engineering,82.57,94.6,70.88,68.26,51.55,1.98,95.86,77.27,D,21.3,No,Yes,PhD,Low,6,4.6 +S1321,Ahmed,Brown,student321@university.com,Male,18,Engineering,75.83,90.79,68.04,77.62,84.26,8.75,90.49,59.33,A,25.9,No,Yes,Bachelor's,High,2,5.8 +S1322,Maria,Williams,student322@university.com,Male,22,Engineering,99.59,82.5,95.67,66.39,92.76,5.59,81.43,89.17,A,14.7,Yes,Yes,,High,4,4.9 +S1323,Sara,Smith,student323@university.com,Male,18,Mathematics,52.73,89.07,86.16,93.85,87.71,0.46,92.81,78.12,C,6.5,Yes,Yes,Master's,Medium,5,6.6 +S1324,Emma,Williams,student324@university.com,Female,19,Engineering,74.55,72.63,89.89,,60.14,8.91,75.75,60.11,C,24.0,No,Yes,PhD,Low,8,6.6 +S1325,Emma,Smith,student325@university.com,Female,24,Mathematics,54.57,80.51,47.99,58.94,79.19,3.49,59.01,93.31,C,5.5,No,Yes,Master's,Medium,5,6.2 +S1326,John,Smith,student326@university.com,Male,21,CS,57.99,73.64,87.51,95.0,87.87,3.42,84.21,89.2,D,25.8,No,Yes,High School,Medium,2,4.9 +S1327,Omar,Jones,student327@university.com,Female,22,Business,69.15,61.33,65.98,57.58,62.79,6.43,96.03,97.57,C,14.0,Yes,Yes,,Low,10,4.6 +S1328,Liam,Davis,student328@university.com,Female,23,Business,57.78,74.13,41.4,54.77,76.39,6.61,50.98,50.03,D,25.0,No,Yes,None,Low,8,4.5 +S1329,Liam,Williams,student329@university.com,Male,21,Engineering,98.18,55.45,43.61,82.65,65.72,3.53,62.57,72.86,A,18.6,No,Yes,Bachelor's,Medium,8,4.6 +S1330,Ali,Brown,student330@university.com,Male,22,Engineering,97.34,66.42,80.67,69.3,61.28,1.43,63.27,99.99,B,14.0,Yes,Yes,PhD,Low,10,5.5 +S1331,Ali,Williams,student331@university.com,Male,21,Engineering,66.81,56.85,62.32,76.54,98.48,5.52,54.95,90.56,C,27.5,Yes,Yes,PhD,Medium,1,4.0 +S1332,Maria,Jones,student332@university.com,Male,19,Business,81.99,47.37,92.09,82.63,95.63,6.25,61.27,91.56,C,24.2,Yes,Yes,,Low,9,4.3 +S1333,John,Smith,student333@university.com,Female,21,Business,76.69,59.31,84.06,52.64,72.28,8.6,69.2,81.06,D,7.0,No,Yes,PhD,Medium,8,6.4 +S1334,Emma,Jones,student334@university.com,Male,18,CS,90.78,91.12,41.3,64.65,56.84,4.84,96.99,85.64,A,28.3,No,Yes,PhD,Medium,1,4.9 +S1335,Liam,Johnson,student335@university.com,Female,21,Business,81.37,62.86,81.21,73.05,86.4,6.46,93.01,90.27,A,16.7,No,Yes,None,Medium,9,5.3 +S1336,Ahmed,Johnson,student336@university.com,Male,22,Engineering,50.01,84.88,51.54,63.33,62.79,0.54,97.3,54.61,D,8.7,No,Yes,High School,Low,9,5.8 +S1337,John,Brown,student337@university.com,Female,23,CS,88.16,50.51,65.35,52.45,58.43,8.95,56.03,84.63,A,24.3,No,Yes,High School,High,8,4.2 +S1338,Maria,Jones,student338@university.com,Male,23,Business,87.34,65.47,77.48,54.33,69.08,3.27,51.4,90.77,A,17.9,No,Yes,Bachelor's,Low,10,5.1 +S1339,Maria,Brown,student339@university.com,Male,20,Engineering,75.49,46.89,92.36,90.09,76.49,6.32,55.49,52.04,F,21.8,No,Yes,High School,Medium,7,7.9 +S1340,John,Brown,student340@university.com,Female,24,Business,95.15,48.32,67.37,95.57,54.87,9.16,95.71,64.85,A,22.4,No,Yes,High School,Low,6,5.7 +S1341,Maria,Johnson,student341@university.com,Female,21,CS,95.42,77.05,88.51,57.61,78.59,8.11,57.87,66.2,A,9.9,No,No,,Low,5,4.9 +S1342,John,Brown,student342@university.com,Female,23,CS,76.2,76.45,86.98,,50.77,6.38,78.63,92.73,D,29.3,No,Yes,High School,Medium,6,5.0 +S1343,Sara,Johnson,student343@university.com,Male,21,Engineering,80.4,52.8,64.87,82.61,94.59,7.04,61.38,89.02,D,7.6,Yes,Yes,High School,Low,1,8.9 +S1344,John,Smith,student344@university.com,Female,24,CS,99.83,68.47,70.06,97.71,96.04,9.21,51.03,82.82,A,20.1,Yes,Yes,High School,Medium,1,4.7 +S1345,Omar,Jones,student345@university.com,Female,23,Business,64.94,91.8,82.03,64.98,86.65,8.12,54.23,90.24,B,8.7,No,Yes,Master's,Medium,9,8.5 +S1346,John,Brown,student346@university.com,Female,24,CS,66.23,50.45,41.87,92.76,73.33,6.1,85.49,72.67,A,26.9,Yes,Yes,High School,High,6,4.4 +S1347,Maria,Johnson,student347@university.com,Female,21,Engineering,59.14,41.15,93.45,75.3,62.74,6.59,59.12,93.74,D,9.3,No,Yes,Master's,High,3,8.4 +S1348,Liam,Williams,student348@university.com,Female,22,CS,94.79,79.12,86.19,97.83,87.21,1.47,61.46,61.71,A,16.0,No,No,None,Low,9,6.5 +S1349,Omar,Brown,student349@university.com,Female,21,CS,87.22,43.21,54.96,56.81,96.59,4.7,68.86,85.23,A,7.2,Yes,No,High School,Low,3,7.0 +S1350,Maria,Davis,student350@university.com,Female,24,Business,55.28,98.8,98.87,,57.93,3.01,82.86,62.09,F,16.2,No,Yes,PhD,Medium,9,5.2 +S1351,Ali,Smith,student351@university.com,Female,22,CS,99.09,76.58,50.76,72.05,73.29,4.32,73.47,51.99,A,5.1,No,Yes,Master's,Low,5,8.5 +S1352,Ali,Smith,student352@university.com,Female,22,Engineering,86.55,68.22,94.85,97.65,65.76,6.62,97.23,64.21,B,16.1,Yes,Yes,High School,Medium,1,6.9 +S1353,Liam,Williams,student353@university.com,Male,20,Mathematics,92.53,65.8,59.47,72.93,67.84,1.49,71.71,74.65,A,22.2,Yes,No,PhD,Low,5,7.4 +S1354,Liam,Johnson,student354@university.com,Male,23,Engineering,,74.38,85.79,76.5,70.29,0.17,59.96,92.17,A,9.6,No,Yes,Bachelor's,Medium,10,6.8 +S1355,Omar,Brown,student355@university.com,Female,18,Business,75.25,45.44,67.38,90.24,97.59,3.97,76.81,75.44,F,18.8,No,Yes,Master's,Medium,2,4.6 +S1356,Sara,Johnson,student356@university.com,Male,22,CS,84.93,95.8,84.19,86.13,62.93,3.22,72.54,58.96,A,16.9,No,Yes,None,Medium,2,8.2 +S1357,Liam,Smith,student357@university.com,Male,24,CS,77.15,77.54,49.35,80.98,74.63,4.2,89.36,99.64,D,13.4,Yes,No,,Low,1,4.9 +S1358,Ali,Johnson,student358@university.com,Female,23,Business,83.33,51.04,56.17,70.85,97.57,9.31,96.76,63.5,A,21.8,Yes,Yes,PhD,Low,10,5.5 +S1359,John,Smith,student359@university.com,Female,19,Business,,73.75,45.99,89.62,73.8,7.07,91.81,99.26,B,29.9,Yes,No,Master's,Low,4,7.3 +S1360,Maria,Johnson,student360@university.com,Female,21,Engineering,68.72,48.0,91.91,97.41,93.18,3.27,69.45,96.82,B,28.4,No,Yes,,Medium,4,4.5 +S1361,Ali,Williams,student361@university.com,Female,24,Engineering,92.43,41.05,57.78,50.49,52.94,1.79,60.81,77.12,A,29.3,No,Yes,High School,High,5,8.7 +S1362,Ali,Jones,student362@university.com,Female,19,Engineering,58.15,77.83,81.67,79.39,97.65,6.18,95.72,54.6,D,5.5,Yes,Yes,,Medium,4,4.6 +S1363,Sara,Williams,student363@university.com,Female,24,CS,63.54,78.91,89.21,93.3,59.38,6.58,69.3,84.77,B,11.4,Yes,Yes,High School,High,2,7.3 +S1364,Omar,Williams,student364@university.com,Male,21,Business,52.17,75.02,94.09,82.66,99.0,4.84,88.51,92.29,C,28.1,Yes,No,None,Low,5,7.2 +S1365,Omar,Jones,student365@university.com,Female,20,Engineering,68.22,51.01,46.38,90.04,58.78,2.13,99.48,72.27,B,6.2,No,Yes,,Medium,8,7.5 +S1366,Emma,Jones,student366@university.com,Male,24,Engineering,69.0,76.21,93.58,94.75,72.22,0.29,78.87,61.95,F,14.1,No,Yes,Master's,High,6,6.2 +S1367,Sara,Brown,student367@university.com,Female,22,Business,90.26,43.39,51.84,87.55,65.43,2.66,73.99,90.14,A,21.3,No,Yes,,Low,5,5.9 +S1368,John,Brown,student368@university.com,Female,18,CS,82.66,76.55,84.21,,71.66,4.57,84.99,77.25,F,29.6,No,Yes,None,High,7,8.9 +S1369,Omar,Williams,student369@university.com,Male,22,CS,71.84,73.24,83.73,98.24,62.53,7.88,59.7,59.88,D,11.9,Yes,Yes,High School,Medium,1,8.1 +S1370,Maria,Williams,student370@university.com,Female,21,Business,82.61,79.32,40.51,93.18,98.27,8.54,74.41,97.48,C,24.1,No,Yes,,High,6,6.4 +S1371,Liam,Smith,student371@university.com,Female,24,Business,52.64,93.73,53.24,90.77,65.29,4.13,65.62,97.4,D,21.5,No,Yes,,Low,2,4.9 +S1372,Sara,Smith,student372@university.com,Male,18,Engineering,59.01,91.02,69.51,54.32,82.66,7.96,58.21,68.35,C,20.3,No,Yes,,Medium,5,8.5 +S1373,Liam,Brown,student373@university.com,Female,22,CS,81.35,98.84,65.2,,56.87,9.93,80.51,53.2,D,23.6,No,Yes,None,Low,10,7.2 +S1374,Ali,Davis,student374@university.com,Male,18,CS,82.07,98.57,95.11,77.84,91.22,7.17,78.79,81.54,B,11.3,Yes,Yes,Bachelor's,Low,4,4.7 +S1375,Maria,Davis,student375@university.com,Female,21,Engineering,88.71,86.34,61.58,85.48,77.13,7.29,88.06,65.86,B,13.5,No,Yes,None,High,7,4.9 +S1376,Maria,Brown,student376@university.com,Female,20,CS,70.15,97.39,96.22,65.16,98.97,9.1,93.65,53.32,B,19.0,No,No,None,Medium,9,6.7 +S1377,Ali,Smith,student377@university.com,Male,20,Business,86.13,92.04,67.57,54.67,71.17,3.38,61.02,94.59,A,16.0,No,Yes,Master's,Medium,9,6.5 +S1378,Sara,Smith,student378@university.com,Female,24,Mathematics,,83.65,97.86,65.55,59.77,0.11,88.99,99.91,D,23.0,No,No,Bachelor's,Medium,10,6.0 +S1379,Ali,Davis,student379@university.com,Male,22,Business,,44.52,84.24,,67.3,9.87,68.37,67.52,C,25.0,No,Yes,None,Medium,1,6.1 +S1380,Liam,Johnson,student380@university.com,Male,19,CS,60.76,42.94,89.76,93.87,86.85,4.9,81.44,87.24,D,18.2,No,Yes,High School,High,7,4.9 +S1381,Emma,Johnson,student381@university.com,Male,21,Business,77.58,90.26,46.29,95.65,82.96,7.86,92.51,53.29,A,14.8,Yes,No,High School,High,7,5.3 +S1382,Maria,Smith,student382@university.com,Female,22,CS,80.09,69.38,75.17,68.94,88.92,8.12,62.81,68.49,F,27.8,No,Yes,Bachelor's,Medium,5,6.5 +S1383,Ahmed,Johnson,student383@university.com,Female,22,CS,99.93,88.88,48.56,68.63,53.67,3.98,80.05,55.44,A,23.7,No,Yes,None,High,8,4.3 +S1384,Ahmed,Jones,student384@university.com,Male,20,CS,60.06,58.78,57.86,70.34,79.02,5.41,74.02,52.77,C,21.8,No,Yes,Bachelor's,Low,10,5.8 +S1385,Liam,Brown,student385@university.com,Female,24,CS,76.16,63.86,77.41,68.79,96.61,5.4,89.53,79.44,A,6.4,Yes,Yes,None,Low,4,5.1 +S1386,John,Brown,student386@university.com,Female,18,Mathematics,67.31,82.01,83.57,83.31,55.4,2.2,84.86,90.1,D,18.2,No,No,Master's,Low,1,4.9 +S1387,Omar,Smith,student387@university.com,Female,21,CS,76.29,94.92,42.35,67.92,54.72,1.18,88.48,72.65,C,8.0,No,Yes,PhD,High,4,4.7 +S1388,Ali,Williams,student388@university.com,Male,18,CS,61.61,45.27,71.86,51.02,85.83,5.44,64.4,76.21,D,21.5,No,No,High School,Medium,2,4.7 +S1389,Ali,Davis,student389@university.com,Female,23,Mathematics,52.38,91.69,73.92,71.95,65.76,1.2,85.22,63.54,F,12.5,Yes,No,Bachelor's,High,3,4.8 +S1390,John,Smith,student390@university.com,Male,23,CS,78.63,87.58,44.73,61.21,82.93,3.46,80.29,86.82,B,23.5,No,Yes,High School,Low,4,5.9 +S1391,John,Johnson,student391@university.com,Female,21,Business,66.79,58.93,70.04,51.44,77.27,1.86,72.83,68.05,C,24.5,No,Yes,None,Low,7,4.5 +S1392,Liam,Davis,student392@university.com,Female,24,CS,59.1,61.31,82.83,73.54,99.3,7.07,68.92,53.37,C,12.5,No,Yes,High School,Medium,9,8.5 +S1393,Liam,Williams,student393@university.com,Male,19,CS,66.2,42.79,43.19,60.3,94.45,8.72,66.58,58.28,D,29.4,No,Yes,,Low,4,6.5 +S1394,John,Johnson,student394@university.com,Female,23,Mathematics,52.46,40.94,85.62,72.64,83.9,5.78,50.48,56.42,D,17.9,Yes,Yes,Bachelor's,High,2,6.5 +S1395,Maria,Jones,student395@university.com,Male,20,CS,97.52,68.62,74.59,63.89,63.08,4.1,58.48,71.79,B,10.4,No,Yes,PhD,Medium,10,5.1 +S1396,Liam,Johnson,student396@university.com,Female,19,Engineering,79.06,45.73,89.99,80.19,63.1,9.97,52.95,53.26,F,24.4,No,Yes,,Medium,10,8.3 +S1397,Emma,Jones,student397@university.com,Male,22,CS,90.74,51.64,53.08,99.54,94.11,0.21,92.42,90.32,A,24.0,No,Yes,Master's,Medium,4,8.1 +S1398,Liam,Davis,student398@university.com,Female,23,CS,71.16,90.81,90.0,77.36,79.27,3.04,93.0,95.4,F,15.3,No,Yes,High School,Medium,8,4.2 +S1399,Ali,Jones,student399@university.com,Female,20,CS,95.17,74.26,45.67,82.34,89.46,2.79,92.31,62.42,A,21.5,No,Yes,Bachelor's,Medium,2,7.7 +S1400,Liam,Davis,student400@university.com,Female,22,CS,74.17,78.02,64.23,95.96,72.49,3.56,90.9,74.28,D,5.5,No,Yes,,Low,8,4.9 +S1401,Maria,Davis,student401@university.com,Male,19,CS,78.7,51.25,51.97,68.7,55.15,2.31,61.07,75.95,B,12.3,No,Yes,,High,5,6.8 +S1402,John,Davis,student402@university.com,Male,21,Business,74.59,89.72,92.56,,66.63,2.64,74.59,99.25,C,27.0,No,Yes,,Medium,2,8.4 +S1403,Ali,Davis,student403@university.com,Male,22,Engineering,86.66,92.08,82.3,64.14,58.06,2.58,95.39,53.28,B,10.8,No,Yes,Master's,Low,8,8.7 +S1404,Liam,Davis,student404@university.com,Female,18,CS,78.33,71.4,41.52,70.14,89.09,5.06,87.99,83.39,A,27.6,Yes,No,High School,Medium,2,4.9 +S1405,Maria,Johnson,student405@university.com,Male,21,Engineering,63.58,94.75,40.57,82.25,85.03,3.91,50.09,67.29,B,19.5,No,Yes,Master's,Medium,4,8.7 +S1406,Emma,Davis,student406@university.com,Male,21,Mathematics,57.28,90.69,57.47,50.23,54.42,6.39,72.97,75.09,D,27.6,No,Yes,None,High,2,4.3 +S1407,Liam,Johnson,student407@university.com,Male,19,Mathematics,80.31,83.88,48.6,92.67,81.07,5.14,50.53,60.85,C,8.3,No,Yes,High School,High,6,8.5 +S1408,Maria,Davis,student408@university.com,Male,19,Business,74.46,84.04,77.82,53.8,93.71,1.83,64.03,58.01,A,16.6,No,Yes,None,Low,3,7.9 +S1409,Emma,Jones,student409@university.com,Male,20,Business,54.8,46.32,79.83,95.03,84.87,8.1,71.79,62.18,C,12.4,No,Yes,PhD,Low,7,8.6 +S1410,John,Davis,student410@university.com,Male,20,CS,69.78,56.25,96.52,97.47,75.56,4.72,94.64,53.56,F,27.2,No,Yes,High School,Low,6,5.8 +S1411,Liam,Williams,student411@university.com,Male,18,CS,75.74,44.01,97.12,99.51,65.59,1.53,82.72,63.9,D,13.5,No,Yes,None,Low,1,8.7 +S1412,Emma,Davis,student412@university.com,Male,21,Engineering,91.34,40.52,79.53,,94.35,1.67,68.12,84.52,A,19.7,No,Yes,Master's,Medium,9,8.1 +S1413,Ali,Davis,student413@university.com,Male,24,Engineering,53.81,49.5,40.34,57.09,71.14,7.97,74.53,82.57,F,25.7,No,Yes,PhD,Medium,7,5.6 +S1414,John,Jones,student414@university.com,Male,18,Engineering,67.42,92.83,61.54,85.31,92.77,7.03,90.87,77.72,A,10.7,Yes,Yes,,High,1,5.7 +S1415,Ali,Brown,student415@university.com,Female,18,Engineering,91.13,54.39,70.79,60.17,89.15,5.07,64.98,50.02,A,6.1,Yes,Yes,,High,4,5.8 +S1416,Ahmed,Jones,student416@university.com,Female,24,Mathematics,82.42,98.21,69.95,94.86,90.81,3.06,80.75,56.29,D,17.4,Yes,Yes,PhD,Medium,4,6.9 +S1417,Sara,Williams,student417@university.com,Male,24,Business,64.5,75.84,76.2,65.83,99.49,4.61,63.11,92.14,A,22.1,Yes,Yes,Bachelor's,Medium,6,4.9 +S1418,Liam,Brown,student418@university.com,Female,24,Engineering,92.27,54.24,97.63,66.34,87.44,6.36,74.0,63.59,A,23.0,Yes,Yes,Bachelor's,Medium,3,6.2 +S1419,Emma,Smith,student419@university.com,Female,19,Business,74.66,69.83,93.11,95.88,51.7,8.79,51.23,95.61,C,15.4,Yes,No,PhD,Medium,2,4.3 +S1420,Sara,Smith,student420@university.com,Male,18,CS,74.92,53.15,46.53,50.66,60.27,5.56,92.61,93.73,A,7.0,No,No,None,Low,3,5.8 +S1421,Sara,Williams,student421@university.com,Male,18,CS,98.83,99.04,55.96,59.7,51.76,2.77,52.42,57.75,A,15.1,Yes,Yes,,Low,4,7.3 +S1422,Emma,Jones,student422@university.com,Male,22,CS,97.36,90.84,89.99,,59.5,0.43,61.22,94.91,B,8.0,No,Yes,High School,High,8,6.9 +S1423,John,Johnson,student423@university.com,Female,24,Engineering,67.93,41.57,89.46,85.04,53.07,1.75,66.68,81.39,A,6.8,No,Yes,,Medium,8,5.6 +S1424,Liam,Williams,student424@university.com,Male,24,CS,57.03,96.87,56.52,82.38,75.08,6.5,81.26,81.51,F,12.6,No,No,None,Medium,1,5.3 +S1425,Ahmed,Brown,student425@university.com,Female,20,Business,66.28,83.26,83.84,83.47,51.41,1.6,86.0,92.63,C,24.4,No,Yes,,High,9,5.6 +S1426,Ali,Brown,student426@university.com,Male,20,CS,51.52,44.94,80.32,94.0,73.63,4.82,54.02,70.25,D,24.2,No,Yes,Bachelor's,Low,4,4.3 +S1427,Maria,Davis,student427@university.com,Female,21,Engineering,51.04,80.24,68.41,56.05,94.94,6.99,52.17,86.76,F,20.2,No,Yes,None,Medium,4,5.3 +S1428,Ali,Smith,student428@university.com,Female,20,CS,69.78,78.82,52.09,76.11,87.43,3.08,89.95,83.39,C,25.7,No,Yes,Master's,Low,4,7.5 +S1429,Maria,Brown,student429@university.com,Male,23,CS,,53.13,93.32,86.27,97.2,6.69,85.61,88.58,F,17.5,No,Yes,,Medium,7,4.9 +S1430,Ali,Williams,student430@university.com,Male,21,Business,93.57,85.51,80.67,81.81,61.33,5.81,91.58,83.01,A,11.1,No,Yes,None,Low,2,4.7 +S1431,Emma,Brown,student431@university.com,Female,24,Engineering,75.57,45.22,50.14,72.42,76.55,4.39,83.83,54.0,B,19.2,No,No,Bachelor's,Medium,7,8.2 +S1432,Ahmed,Williams,student432@university.com,Female,22,Mathematics,78.26,69.37,82.29,50.86,65.93,8.97,87.55,64.64,F,28.1,No,Yes,None,Low,10,5.2 +S1433,Liam,Johnson,student433@university.com,Male,20,Mathematics,50.3,40.6,84.49,53.02,74.69,6.92,68.95,97.0,D,5.9,Yes,Yes,PhD,Medium,2,5.3 +S1434,Maria,Davis,student434@university.com,Male,22,CS,60.78,98.12,93.21,55.95,77.85,3.61,79.51,61.17,D,29.1,No,Yes,Bachelor's,High,3,6.3 +S1435,Liam,Smith,student435@university.com,Female,20,CS,,85.09,53.37,67.16,51.81,8.04,90.27,73.61,F,23.6,No,Yes,None,Low,5,6.4 +S1436,Liam,Brown,student436@university.com,Male,20,Business,87.73,49.53,99.33,55.88,61.66,7.38,58.61,67.85,A,22.2,No,No,,Low,1,4.9 +S1437,Liam,Williams,student437@university.com,Female,22,Mathematics,57.28,60.5,49.2,71.3,85.24,7.92,71.14,54.31,C,20.3,Yes,Yes,,High,8,6.8 +S1438,Omar,Jones,student438@university.com,Male,18,Engineering,,49.63,76.04,58.93,88.65,6.41,87.02,59.06,C,11.4,No,No,PhD,Medium,6,7.5 +S1439,John,Smith,student439@university.com,Male,18,Business,82.17,86.0,79.43,88.96,78.47,3.79,76.63,64.33,B,27.1,No,Yes,None,Medium,4,6.4 +S1440,Ali,Johnson,student440@university.com,Male,18,Business,61.47,43.53,65.14,93.57,63.54,3.49,84.08,73.17,D,29.3,Yes,Yes,PhD,Medium,3,8.5 +S1441,Liam,Williams,student441@university.com,Female,23,CS,,90.42,68.5,69.48,70.25,6.54,64.64,93.73,A,28.1,No,Yes,,Low,7,9.0 +S1442,Ali,Davis,student442@university.com,Male,18,Engineering,81.38,96.53,93.45,75.57,54.8,1.31,51.62,75.78,B,7.7,Yes,Yes,PhD,Medium,6,6.6 +S1443,Liam,Davis,student443@university.com,Female,20,Business,95.04,80.6,78.72,97.67,97.66,8.2,51.46,82.6,A,23.4,No,Yes,,Low,9,8.9 +S1444,Maria,Johnson,student444@university.com,Male,24,Engineering,85.92,52.78,69.82,76.78,93.43,3.7,97.14,71.3,A,18.9,Yes,Yes,,High,2,7.2 +S1445,John,Johnson,student445@university.com,Female,19,CS,,61.61,47.7,,53.28,6.3,97.23,93.5,D,24.7,No,Yes,None,Medium,6,6.6 +S1446,John,Davis,student446@university.com,Female,22,CS,79.37,68.63,40.44,57.11,58.32,4.99,60.56,83.13,C,13.8,No,Yes,Bachelor's,Low,10,8.4 +S1447,Emma,Brown,student447@university.com,Male,24,CS,65.54,76.28,47.5,93.11,79.05,5.19,57.37,54.53,A,28.9,No,Yes,Bachelor's,Medium,1,8.8 +S1448,Omar,Brown,student448@university.com,Female,19,CS,99.96,80.12,97.37,74.86,61.62,7.38,50.91,73.88,B,12.8,No,Yes,Bachelor's,Low,4,9.0 +S1449,Emma,Williams,student449@university.com,Female,24,Mathematics,87.44,73.25,85.85,51.14,96.72,6.27,61.56,91.36,A,23.4,No,Yes,PhD,Low,4,7.8 +S1450,Emma,Jones,student450@university.com,Female,23,CS,80.72,61.08,98.03,98.61,87.78,2.5,66.72,86.68,F,17.6,Yes,No,,Medium,9,6.4 +S1451,Emma,Williams,student451@university.com,Female,19,CS,71.16,93.46,42.14,98.25,63.66,0.74,62.06,95.27,D,20.4,No,Yes,Bachelor's,Low,9,5.5 +S1452,Emma,Jones,student452@university.com,Male,21,CS,80.91,44.88,80.81,69.16,50.31,8.4,89.87,61.38,C,7.9,No,Yes,,Medium,8,6.8 +S1453,Emma,Johnson,student453@university.com,Male,18,Engineering,67.08,67.98,42.66,97.71,89.97,8.85,87.47,98.86,C,20.3,No,Yes,Bachelor's,High,8,7.9 +S1454,Ahmed,Smith,student454@university.com,Male,23,Engineering,51.44,86.53,86.92,57.05,71.2,1.64,54.05,64.25,D,19.1,No,Yes,,High,5,4.1 +S1455,John,Williams,student455@university.com,Female,24,CS,69.75,43.65,62.86,84.01,82.12,3.09,84.87,52.51,F,23.0,No,Yes,PhD,Medium,3,5.3 +S1456,Emma,Williams,student456@university.com,Female,20,CS,96.52,82.32,45.75,59.6,64.35,2.82,76.03,74.78,A,12.2,No,Yes,None,High,10,5.8 +S1457,Liam,Jones,student457@university.com,Male,18,CS,81.32,89.18,74.08,62.33,57.14,9.37,56.61,55.52,F,25.8,No,Yes,PhD,Low,5,7.9 +S1458,John,Johnson,student458@university.com,Male,18,Engineering,54.2,79.65,56.81,88.97,83.77,2.05,86.98,84.07,F,28.6,Yes,No,High School,Medium,10,7.1 +S1459,John,Johnson,student459@university.com,Female,19,CS,,40.78,79.57,68.87,72.52,1.67,54.3,95.03,C,27.1,No,Yes,None,Low,7,6.1 +S1460,Sara,Jones,student460@university.com,Male,21,Mathematics,63.44,50.81,79.49,50.36,61.76,1.82,58.86,96.07,D,14.8,No,No,Bachelor's,Low,8,8.6 +S1461,Ahmed,Johnson,student461@university.com,Male,18,Engineering,62.19,60.53,82.3,70.71,56.88,7.3,57.46,80.35,F,24.1,Yes,Yes,,Medium,8,6.7 +S1462,Emma,Davis,student462@university.com,Female,24,CS,64.85,54.02,99.55,61.4,79.02,8.88,96.95,76.76,F,14.1,Yes,Yes,High School,Low,2,7.6 +S1463,Ali,Brown,student463@university.com,Male,24,Business,78.86,97.76,63.2,84.17,86.28,3.93,84.91,99.7,F,26.6,No,Yes,None,Low,7,7.3 +S1464,Maria,Davis,student464@university.com,Female,22,CS,77.23,79.1,67.92,59.72,64.19,1.36,70.56,78.97,F,14.4,Yes,Yes,,Low,4,8.3 +S1465,Omar,Smith,student465@university.com,Male,22,Engineering,74.57,57.82,88.28,92.11,86.76,5.86,91.11,96.37,F,9.7,No,Yes,PhD,Low,4,8.1 +S1466,Liam,Williams,student466@university.com,Female,18,CS,85.88,95.78,74.7,63.35,59.16,2.1,60.8,95.83,A,17.2,Yes,Yes,PhD,Low,9,8.9 +S1467,Ali,Smith,student467@university.com,Female,19,Engineering,65.83,84.44,42.24,69.65,66.92,0.64,96.55,64.48,C,8.4,No,Yes,Bachelor's,Low,7,5.9 +S1468,Ahmed,Williams,student468@university.com,Female,19,Business,89.1,57.08,90.58,64.9,87.24,8.86,84.85,50.69,B,19.7,No,Yes,Master's,Low,5,4.8 +S1469,Maria,Brown,student469@university.com,Female,20,Mathematics,,62.73,43.09,82.2,83.01,8.71,77.98,71.96,B,19.4,No,Yes,Bachelor's,High,5,7.8 +S1470,Ahmed,Johnson,student470@university.com,Female,23,CS,89.13,51.97,50.25,55.06,63.53,9.76,89.73,93.07,B,17.3,No,No,Master's,Low,7,8.4 +S1471,Liam,Davis,student471@university.com,Male,23,CS,83.19,98.26,46.12,73.9,56.11,4.74,82.24,91.81,D,20.1,No,Yes,None,Low,9,4.3 +S1472,John,Jones,student472@university.com,Male,23,Engineering,84.16,71.04,44.68,,52.12,2.94,94.36,80.18,B,29.4,No,No,None,Low,6,5.7 +S1473,Maria,Davis,student473@university.com,Male,21,Mathematics,74.08,93.76,41.54,,91.9,7.7,91.46,57.83,B,14.6,No,Yes,PhD,Low,10,8.0 +S1474,John,Brown,student474@university.com,Female,19,Mathematics,83.35,60.79,43.3,53.67,53.76,1.8,59.89,55.38,B,15.6,No,Yes,PhD,Low,7,7.4 +S1475,Liam,Smith,student475@university.com,Male,20,CS,53.99,91.65,66.55,,55.74,2.43,61.98,97.73,D,11.9,No,No,None,Medium,4,7.8 +S1476,Ali,Jones,student476@university.com,Female,22,CS,92.58,43.23,55.17,58.38,61.89,2.56,53.25,71.07,A,9.6,No,Yes,Master's,High,9,6.7 +S1477,Liam,Johnson,student477@university.com,Female,24,Engineering,52.78,98.93,47.59,54.43,72.28,9.52,61.01,82.41,C,12.2,No,Yes,Bachelor's,Medium,8,5.9 +S1478,Ali,Brown,student478@university.com,Male,23,CS,57.44,94.72,79.52,60.12,89.49,7.3,67.17,95.29,F,10.3,No,Yes,None,High,9,8.1 +S1479,Maria,Jones,student479@university.com,Female,22,CS,78.84,61.79,53.57,55.13,62.37,1.34,51.44,93.49,A,15.8,No,Yes,None,Medium,5,6.8 +S1480,Maria,Brown,student480@university.com,Male,22,CS,86.97,86.48,41.14,76.05,77.18,0.93,65.75,78.35,A,10.8,No,Yes,,Low,1,6.6 +S1481,Emma,Brown,student481@university.com,Female,18,Engineering,53.81,85.14,65.11,99.41,54.52,8.43,88.58,74.4,F,17.9,Yes,Yes,PhD,Medium,8,7.7 +S1482,Ahmed,Johnson,student482@university.com,Female,21,Mathematics,,94.08,58.63,51.72,73.23,8.02,92.02,86.76,C,12.2,No,Yes,Master's,Medium,8,5.0 +S1483,Emma,Williams,student483@university.com,Male,20,Mathematics,,58.44,59.12,73.06,58.88,6.71,50.44,67.48,F,15.6,No,Yes,,Low,7,6.9 +S1484,Ahmed,Jones,student484@university.com,Female,21,CS,80.3,67.93,66.72,69.3,60.56,1.96,50.36,81.27,A,8.2,No,Yes,High School,High,7,5.5 +S1485,Emma,Johnson,student485@university.com,Male,18,Engineering,74.06,91.9,80.13,66.98,68.34,4.8,57.32,51.16,A,9.1,No,No,High School,High,5,4.1 +S1486,John,Brown,student486@university.com,Female,20,Business,87.07,86.71,76.99,66.59,88.07,6.03,93.63,91.22,A,20.4,No,Yes,None,Medium,8,7.7 +S1487,Maria,Johnson,student487@university.com,Male,20,CS,66.42,63.61,96.24,94.75,87.2,9.32,73.46,99.9,C,19.1,Yes,Yes,PhD,Low,3,6.4 +S1488,Ali,Williams,student488@university.com,Female,19,Engineering,,90.74,71.06,,70.75,1.69,99.15,97.74,F,9.3,No,Yes,None,Low,5,8.5 +S1489,Ahmed,Davis,student489@university.com,Male,21,Engineering,95.81,42.82,68.35,88.75,55.93,5.15,94.37,67.99,A,12.4,No,Yes,High School,Medium,10,6.5 +S1490,Liam,Jones,student490@university.com,Male,21,CS,97.78,86.92,52.8,62.65,64.03,1.58,94.51,76.56,A,10.5,No,Yes,High School,Low,10,4.1 +S1491,Ahmed,Williams,student491@university.com,Female,19,Engineering,96.35,52.41,85.32,69.16,75.27,4.44,56.42,61.81,A,24.9,Yes,Yes,Bachelor's,Low,9,6.0 +S1492,Ali,Smith,student492@university.com,Male,22,CS,63.12,57.17,48.45,71.01,93.47,2.0,73.76,65.15,C,14.1,Yes,Yes,None,Low,8,4.9 +S1493,Emma,Jones,student493@university.com,Female,18,Engineering,61.62,69.59,69.47,65.24,98.41,8.36,99.68,72.87,F,15.1,No,Yes,None,Medium,9,8.6 +S1494,Ahmed,Williams,student494@university.com,Female,21,CS,64.88,66.98,65.28,54.68,81.87,2.55,57.45,87.35,F,21.6,No,Yes,Master's,Medium,8,6.2 +S1495,Omar,Brown,student495@university.com,Male,19,CS,72.07,71.23,79.5,55.72,67.53,4.17,78.71,50.89,D,13.1,Yes,Yes,,Medium,6,6.6 +S1496,John,Jones,student496@university.com,Male,24,CS,65.71,72.69,95.06,64.91,84.67,4.08,67.21,69.69,A,14.4,No,Yes,PhD,Low,7,5.8 +S1497,Maria,Jones,student497@university.com,Male,20,Business,68.71,59.89,96.8,91.09,66.81,8.66,69.39,77.82,F,24.9,No,Yes,,High,6,6.6 +S1498,Ali,Johnson,student498@university.com,Male,23,Engineering,81.03,50.51,50.07,56.73,81.27,7.58,94.54,60.76,A,24.9,Yes,Yes,None,Medium,2,4.4 +S1499,Maria,Brown,student499@university.com,Male,24,Engineering,88.13,86.11,55.71,,62.19,0.58,79.4,53.92,A,20.1,No,Yes,PhD,Medium,1,6.3 +S1500,Omar,Smith,student500@university.com,Female,19,Engineering,86.78,64.0,88.7,64.44,63.35,0.67,87.94,76.98,A,19.0,No,Yes,Bachelor's,Medium,1,7.3 +S1501,Ahmed,Davis,student501@university.com,Male,23,Engineering,90.72,70.35,71.1,94.17,53.76,5.51,83.66,81.89,A,9.5,No,Yes,None,Medium,7,5.9 +S1502,Ahmed,Williams,student502@university.com,Female,22,CS,51.61,78.68,67.18,71.42,71.01,4.28,76.45,82.05,C,16.8,No,Yes,PhD,High,8,6.0 +S1503,Liam,Johnson,student503@university.com,Male,18,Business,52.39,94.58,82.64,58.59,80.91,2.76,89.59,67.83,D,11.9,No,Yes,,Medium,1,8.2 +S1504,Omar,Williams,student504@university.com,Male,23,CS,89.47,82.45,76.12,99.29,89.44,7.93,98.54,61.87,A,23.2,No,No,None,Medium,1,6.7 +S1505,Ali,Smith,student505@university.com,Male,22,CS,76.65,42.73,98.24,58.83,90.52,1.29,98.34,61.02,F,20.7,No,Yes,,Medium,7,6.9 +S1506,Liam,Smith,student506@university.com,Female,23,Business,78.91,90.31,75.04,78.38,99.62,9.74,89.47,52.03,F,14.4,No,Yes,High School,Low,5,5.5 +S1507,John,Jones,student507@university.com,Male,20,CS,52.63,99.36,67.96,78.46,54.39,0.24,74.37,59.23,D,18.4,Yes,Yes,None,Low,9,6.4 +S1508,Liam,Smith,student508@university.com,Female,20,CS,62.77,68.35,72.57,68.64,74.66,1.18,58.16,90.93,A,15.5,Yes,Yes,Master's,Medium,9,4.3 +S1509,Sara,Williams,student509@university.com,Female,20,Engineering,81.92,98.18,88.51,97.57,76.07,3.11,52.22,50.15,C,8.7,No,Yes,PhD,Low,7,6.2 +S1510,Ali,Brown,student510@university.com,Female,20,Engineering,92.96,72.84,76.76,92.19,90.23,5.09,61.57,52.19,A,24.5,No,Yes,PhD,Low,7,8.0 +S1511,Sara,Brown,student511@university.com,Male,19,Business,95.85,67.58,78.82,91.49,63.32,2.16,67.01,56.35,B,27.5,No,Yes,None,Medium,2,4.8 +S1512,Omar,Jones,student512@university.com,Female,20,Engineering,75.02,59.88,98.29,,53.47,7.36,56.49,71.01,B,28.3,No,Yes,High School,Medium,2,7.8 +S1513,Emma,Davis,student513@university.com,Male,24,Engineering,77.27,79.45,77.1,72.86,65.69,3.58,61.24,66.69,F,24.7,Yes,Yes,PhD,Medium,10,5.9 +S1514,Sara,Williams,student514@university.com,Female,20,Business,91.65,53.79,62.82,54.86,99.2,0.39,54.18,58.89,A,25.5,No,Yes,PhD,Low,1,4.1 +S1515,John,Williams,student515@university.com,Male,24,CS,76.88,46.3,81.48,88.27,94.97,8.78,76.18,55.55,A,6.4,No,Yes,High School,Low,7,8.8 +S1516,Liam,Smith,student516@university.com,Female,19,CS,75.84,41.63,79.57,69.04,69.76,9.44,56.32,96.94,F,24.5,No,Yes,Master's,Low,5,4.9 +S1517,Emma,Williams,student517@university.com,Male,20,Engineering,95.25,57.54,40.83,59.52,93.81,6.19,87.14,95.56,B,12.6,Yes,Yes,None,High,1,5.7 +S1518,Liam,Johnson,student518@university.com,Male,22,CS,,63.75,68.04,74.16,51.64,8.07,66.63,88.59,B,8.4,Yes,Yes,None,Low,7,6.4 +S1519,Sara,Davis,student519@university.com,Male,22,Mathematics,95.45,73.12,84.57,96.29,65.71,1.21,83.6,62.6,B,18.0,No,Yes,None,Low,7,8.7 +S1520,Liam,Smith,student520@university.com,Female,21,Business,60.91,57.56,69.94,58.57,86.34,2.69,94.13,66.18,C,19.3,Yes,Yes,Bachelor's,Low,10,6.9 +S1521,Omar,Johnson,student521@university.com,Female,22,CS,76.22,99.04,86.78,92.43,61.07,3.25,54.3,83.29,A,17.1,No,Yes,None,High,3,8.5 +S1522,Emma,Jones,student522@university.com,Male,18,CS,92.12,57.5,67.05,70.91,59.92,9.61,99.45,64.58,A,21.3,No,Yes,High School,Medium,3,6.8 +S1523,Omar,Brown,student523@university.com,Female,18,CS,55.56,66.46,99.0,,93.09,5.12,82.26,76.53,F,22.9,Yes,Yes,None,Low,4,5.0 +S1524,Sara,Jones,student524@university.com,Female,18,CS,89.73,46.2,57.57,92.42,80.8,0.07,52.67,82.56,A,8.4,Yes,Yes,Master's,Low,7,6.8 +S1525,Omar,Brown,student525@university.com,Female,19,CS,59.15,55.64,45.53,98.48,99.45,3.8,65.7,75.96,D,20.4,No,Yes,Bachelor's,High,7,4.5 +S1526,John,Jones,student526@university.com,Female,22,Engineering,,42.9,65.8,64.56,56.73,0.08,94.31,70.66,D,6.4,Yes,Yes,High School,Low,8,4.6 +S1527,Sara,Williams,student527@university.com,Female,24,Business,80.6,73.57,72.5,65.18,67.81,2.38,79.81,67.39,D,16.2,Yes,Yes,High School,Medium,9,4.6 +S1528,Sara,Johnson,student528@university.com,Female,18,Business,59.66,85.06,60.95,69.53,65.56,4.55,64.36,88.89,F,7.5,Yes,Yes,,Medium,5,4.1 +S1529,Sara,Brown,student529@university.com,Female,21,CS,73.67,51.74,54.54,90.71,94.01,3.23,97.02,86.95,C,16.2,Yes,No,None,Medium,10,4.8 +S1530,Ali,Smith,student530@university.com,Male,19,CS,84.1,62.07,80.32,50.52,62.76,0.33,89.36,84.81,A,9.4,No,Yes,Bachelor's,High,8,5.8 +S1531,Liam,Johnson,student531@university.com,Male,21,Engineering,,41.0,62.63,61.2,67.67,1.16,86.78,68.73,F,23.4,Yes,Yes,Bachelor's,Low,1,4.4 +S1532,Ali,Smith,student532@university.com,Female,22,Business,71.36,90.37,77.88,85.29,57.14,5.51,94.42,88.79,B,27.5,No,Yes,Bachelor's,High,2,4.0 +S1533,Ali,Johnson,student533@university.com,Male,20,Business,94.97,86.8,86.74,70.28,88.77,6.96,88.49,97.89,B,9.2,No,Yes,High School,Medium,8,4.6 +S1534,John,Johnson,student534@university.com,Male,21,Mathematics,75.96,43.8,85.66,66.51,61.89,4.05,64.34,84.45,D,23.4,No,Yes,Master's,High,8,8.7 +S1535,Emma,Jones,student535@university.com,Male,20,Engineering,75.29,61.89,62.52,93.61,53.42,7.31,79.19,70.39,C,8.7,Yes,Yes,High School,Low,9,6.6 +S1536,Liam,Brown,student536@university.com,Female,19,Engineering,53.11,97.32,74.07,95.87,71.76,1.63,92.11,89.82,D,15.8,Yes,Yes,,Low,7,6.2 +S1537,Omar,Brown,student537@university.com,Female,21,CS,96.11,63.52,66.98,97.4,69.57,1.22,59.04,80.47,A,20.6,No,Yes,,Low,8,6.4 +S1538,Ahmed,Johnson,student538@university.com,Female,21,Engineering,58.86,71.57,92.25,63.63,58.88,8.39,58.15,93.88,D,18.4,Yes,No,Bachelor's,Medium,2,6.8 +S1539,Sara,Williams,student539@university.com,Female,23,CS,76.42,61.31,92.73,95.63,56.68,3.39,57.95,85.66,A,6.4,No,No,Bachelor's,Low,8,4.5 +S1540,Omar,Williams,student540@university.com,Female,19,Engineering,90.18,75.77,60.62,86.85,94.83,4.32,59.71,88.5,B,14.1,No,Yes,Bachelor's,High,3,6.9 +S1541,Sara,Smith,student541@university.com,Male,19,Engineering,60.77,98.69,45.5,57.71,53.39,9.48,55.16,83.37,C,16.8,Yes,Yes,High School,Medium,10,8.2 +S1542,John,Smith,student542@university.com,Female,18,CS,,99.85,50.05,80.51,54.97,4.24,91.88,54.6,C,14.8,No,Yes,,High,4,6.8 +S1543,Sara,Jones,student543@university.com,Male,22,CS,62.03,86.48,62.02,51.32,62.25,0.03,90.92,74.26,B,21.6,Yes,Yes,Bachelor's,Medium,7,8.4 +S1544,Ali,Johnson,student544@university.com,Female,21,CS,87.98,64.26,73.85,85.42,97.64,9.38,57.57,52.82,A,27.2,Yes,Yes,PhD,Medium,7,4.7 +S1545,Liam,Smith,student545@university.com,Male,21,CS,78.22,69.67,79.41,86.68,54.27,0.14,85.28,72.38,C,21.7,No,No,Master's,Low,6,8.1 +S1546,Ahmed,Smith,student546@university.com,Female,24,CS,,61.4,59.88,89.47,90.8,6.62,81.35,85.82,B,19.7,No,No,,High,1,7.3 +S1547,Maria,Davis,student547@university.com,Female,19,CS,94.73,99.13,80.05,58.63,94.6,3.23,63.81,71.06,A,8.7,No,Yes,High School,Medium,9,7.0 +S1548,Sara,Johnson,student548@university.com,Female,19,CS,82.44,82.47,96.26,,68.89,4.7,61.37,50.08,C,13.7,Yes,Yes,None,Medium,3,6.9 +S1549,Omar,Jones,student549@university.com,Female,22,CS,86.27,66.94,79.12,58.94,64.69,5.47,62.53,68.46,A,18.7,Yes,Yes,,High,10,4.6 +S1550,Ali,Smith,student550@university.com,Female,19,Mathematics,77.46,40.73,49.51,97.33,83.87,4.08,86.53,53.39,B,28.4,Yes,Yes,None,High,4,7.2 +S1551,Maria,Jones,student551@university.com,Female,20,CS,69.22,71.23,74.78,83.75,85.13,7.74,65.97,89.03,A,12.6,Yes,Yes,High School,Low,2,6.0 +S1552,Ahmed,Brown,student552@university.com,Male,20,CS,82.41,99.04,72.51,54.77,89.0,9.31,63.9,89.19,B,13.4,No,Yes,PhD,High,5,4.3 +S1553,Maria,Jones,student553@university.com,Female,23,Engineering,95.41,71.38,92.24,,91.53,0.86,51.12,90.32,A,19.7,No,Yes,,Low,6,5.0 +S1554,Ali,Williams,student554@university.com,Male,20,Business,70.83,50.95,61.02,,63.42,8.0,95.41,51.52,B,27.5,No,No,Master's,Medium,6,6.2 +S1555,Liam,Williams,student555@university.com,Female,20,Engineering,65.72,41.33,65.38,73.83,84.35,1.29,87.64,51.61,D,18.6,Yes,Yes,High School,Low,1,9.0 +S1556,Liam,Jones,student556@university.com,Male,22,CS,,61.28,75.92,,56.75,0.8,73.64,95.17,D,9.4,No,Yes,Master's,High,4,6.2 +S1557,Emma,Williams,student557@university.com,Male,21,Engineering,71.77,95.09,71.47,64.04,75.54,9.56,97.15,56.18,F,6.9,Yes,No,None,Medium,10,4.7 +S1558,Liam,Brown,student558@university.com,Male,20,Business,53.68,99.79,83.14,82.9,80.64,4.89,64.68,83.5,F,27.2,No,Yes,,High,4,8.5 +S1559,Emma,Johnson,student559@university.com,Male,23,Business,74.92,96.72,42.42,58.85,58.09,1.53,83.74,89.77,D,21.7,No,Yes,None,Medium,3,4.2 +S1560,Maria,Williams,student560@university.com,Male,19,Engineering,74.72,83.77,73.81,77.19,53.83,5.7,65.26,72.39,D,10.5,No,Yes,Bachelor's,High,7,4.6 +S1561,John,Williams,student561@university.com,Male,20,Business,79.42,73.49,47.3,97.89,59.74,2.63,65.73,77.32,B,23.1,Yes,Yes,High School,High,4,6.4 +S1562,Omar,Jones,student562@university.com,Female,23,Business,68.14,75.44,58.91,81.41,71.03,4.64,92.24,61.37,B,23.0,No,Yes,None,High,7,4.5 +S1563,Omar,Brown,student563@university.com,Male,22,Engineering,80.66,72.34,79.7,52.5,94.39,6.25,89.35,96.18,C,24.3,No,Yes,,Low,3,6.9 +S1564,Maria,Johnson,student564@university.com,Female,24,Engineering,93.91,82.42,49.44,99.44,76.6,8.69,64.71,65.09,B,27.3,No,No,PhD,Low,4,4.8 +S1565,Sara,Jones,student565@university.com,Female,24,Engineering,97.77,65.13,58.53,57.84,87.42,0.03,54.07,60.89,B,8.8,No,Yes,Bachelor's,Medium,3,7.3 +S1566,Sara,Jones,student566@university.com,Male,24,Business,79.18,80.15,82.18,85.9,58.71,2.14,67.88,76.27,D,28.9,No,Yes,Master's,Low,4,4.6 +S1567,Liam,Davis,student567@university.com,Male,19,CS,,47.3,79.05,76.63,55.3,0.96,88.0,59.53,C,30.0,No,Yes,,High,10,8.1 +S1568,Omar,Brown,student568@university.com,Female,23,Mathematics,98.46,55.94,45.46,64.72,61.98,0.97,55.03,84.33,B,5.4,Yes,Yes,Master's,High,4,7.7 +S1569,Omar,Johnson,student569@university.com,Male,20,CS,85.29,90.16,74.64,58.87,65.69,9.46,83.61,75.76,A,7.3,No,Yes,None,Low,4,8.6 +S1570,Emma,Brown,student570@university.com,Male,21,Engineering,,94.22,48.84,58.89,77.41,9.36,94.49,57.39,F,15.8,No,No,,Low,3,4.3 +S1571,John,Johnson,student571@university.com,Male,19,Business,57.36,72.34,55.14,92.92,94.06,7.49,58.96,53.36,F,5.9,Yes,Yes,,Medium,6,6.8 +S1572,Ali,Brown,student572@university.com,Male,19,CS,57.17,41.9,67.55,93.65,71.3,6.43,93.11,56.85,F,23.4,No,Yes,Bachelor's,Medium,5,7.5 +S1573,Sara,Jones,student573@university.com,Male,24,Engineering,58.39,95.62,46.56,73.26,75.94,8.48,52.57,56.83,D,21.3,No,Yes,,Medium,6,8.5 +S1574,Omar,Jones,student574@university.com,Male,21,CS,52.28,82.12,99.62,55.18,50.23,0.58,83.34,65.64,D,24.4,Yes,Yes,Master's,Low,7,6.4 +S1575,Emma,Smith,student575@university.com,Male,24,CS,,64.84,49.92,94.21,51.67,1.19,89.55,91.66,A,30.0,No,Yes,None,Low,4,8.8 +S1576,Ahmed,Williams,student576@university.com,Female,19,CS,77.04,75.9,86.88,,54.19,3.17,72.24,52.86,B,28.3,No,Yes,PhD,Medium,9,4.6 +S1577,Emma,Davis,student577@university.com,Male,20,CS,85.0,65.79,89.79,71.94,84.95,8.32,60.19,56.4,F,12.5,Yes,No,PhD,Medium,1,6.2 +S1578,Sara,Brown,student578@university.com,Female,24,CS,91.41,67.92,99.67,70.37,74.31,4.72,96.24,65.14,B,14.9,Yes,Yes,Master's,Low,8,5.3 +S1579,Sara,Davis,student579@university.com,Female,24,Mathematics,89.58,93.21,65.72,68.25,59.65,5.04,51.0,77.67,A,24.4,No,No,PhD,Low,2,4.8 +S1580,Emma,Smith,student580@university.com,Female,24,Mathematics,94.13,49.67,92.45,76.3,79.63,2.29,77.75,88.14,B,14.7,No,Yes,Bachelor's,Medium,3,5.4 +S1581,Ali,Williams,student581@university.com,Female,19,CS,98.36,46.22,97.45,80.23,77.23,6.48,68.64,96.06,A,22.5,No,No,Master's,Medium,2,7.3 +S1582,Maria,Brown,student582@university.com,Male,20,Business,71.95,40.16,50.37,73.32,54.44,8.88,73.05,70.6,D,28.0,No,Yes,High School,High,10,6.4 +S1583,Sara,Johnson,student583@university.com,Female,21,CS,97.52,58.84,68.77,,82.02,3.3,76.83,55.29,A,15.1,Yes,Yes,Master's,Medium,6,4.9 +S1584,Emma,Williams,student584@university.com,Female,18,CS,86.16,48.84,43.6,65.88,88.36,6.19,76.74,60.68,B,19.0,Yes,No,High School,High,5,4.2 +S1585,Omar,Jones,student585@university.com,Female,21,CS,53.53,53.2,77.24,,64.33,3.32,60.18,64.36,F,26.0,No,Yes,PhD,Low,7,8.6 +S1586,Emma,Smith,student586@university.com,Female,20,Mathematics,84.09,40.67,74.88,65.0,84.37,7.93,83.99,89.3,C,16.9,Yes,Yes,Master's,Medium,9,5.6 +S1587,John,Williams,student587@university.com,Female,22,Mathematics,,53.63,52.25,87.67,59.99,4.75,50.96,84.33,D,12.2,Yes,Yes,Bachelor's,Medium,7,4.6 +S1588,Maria,Williams,student588@university.com,Male,24,CS,95.29,59.96,87.87,,87.84,3.39,51.06,60.45,B,11.5,Yes,Yes,PhD,Medium,9,4.7 +S1589,Ahmed,Jones,student589@university.com,Male,21,CS,68.65,41.89,42.24,59.43,95.59,4.2,73.92,91.94,D,6.8,Yes,Yes,PhD,Low,5,5.3 +S1590,Ali,Brown,student590@university.com,Female,22,CS,79.25,76.47,88.37,90.06,72.09,0.91,77.1,92.96,B,13.3,Yes,Yes,PhD,Low,3,5.2 +S1591,Liam,Johnson,student591@university.com,Male,22,Engineering,50.61,74.13,41.6,,62.23,8.66,63.74,94.12,F,22.1,No,Yes,High School,Medium,3,5.4 +S1592,Ahmed,Jones,student592@university.com,Male,20,Engineering,66.6,45.82,79.41,81.29,69.96,9.58,77.58,63.75,D,6.5,No,Yes,High School,Medium,4,5.1 +S1593,Maria,Johnson,student593@university.com,Female,20,CS,53.11,75.7,44.73,98.51,62.5,4.77,75.81,56.69,D,11.9,No,Yes,Bachelor's,Low,2,6.2 +S1594,Maria,Brown,student594@university.com,Female,24,Business,76.09,99.92,55.07,76.14,50.06,2.21,67.46,55.2,B,7.8,Yes,Yes,High School,Low,3,7.8 +S1595,Maria,Williams,student595@university.com,Female,18,CS,90.87,96.67,83.31,59.37,82.52,6.65,82.59,70.0,A,15.1,No,Yes,None,High,9,4.1 +S1596,Ahmed,Johnson,student596@university.com,Male,23,Mathematics,,40.16,56.82,66.03,52.13,4.52,97.9,71.47,F,7.3,Yes,Yes,None,High,9,5.0 +S1597,Omar,Smith,student597@university.com,Female,19,Engineering,,87.72,70.67,91.17,60.52,2.52,74.54,93.41,F,23.7,No,Yes,Master's,Low,8,7.6 +S1598,Maria,Smith,student598@university.com,Male,21,Engineering,60.2,61.22,94.91,67.58,86.12,0.38,89.3,63.39,A,28.2,No,Yes,PhD,High,2,4.7 +S1599,Emma,Jones,student599@university.com,Male,20,Business,56.03,43.82,42.98,86.18,83.29,8.9,62.38,81.34,F,9.8,No,Yes,None,Medium,9,7.7 +S1600,Ahmed,Brown,student600@university.com,Male,21,Business,75.55,57.76,88.66,88.87,53.67,7.97,88.1,89.41,F,11.3,No,Yes,High School,Medium,5,6.6 +S1601,Liam,Jones,student601@university.com,Female,23,CS,53.96,59.3,43.92,75.06,83.0,8.29,82.45,63.46,C,9.0,No,Yes,Bachelor's,Low,8,8.4 +S1602,Maria,Jones,student602@university.com,Male,23,CS,,71.39,47.61,89.16,96.53,4.4,81.98,63.36,B,9.7,No,Yes,High School,Medium,6,4.1 +S1603,Emma,Davis,student603@university.com,Female,24,Mathematics,51.57,79.67,47.16,65.85,53.73,7.53,94.65,83.46,C,12.8,No,Yes,PhD,High,2,7.9 +S1604,Omar,Jones,student604@university.com,Female,22,CS,55.34,84.94,99.65,,70.78,5.81,61.67,86.31,C,12.0,No,Yes,,Low,1,6.9 +S1605,John,Davis,student605@university.com,Female,24,CS,77.5,54.75,50.81,84.33,86.47,3.75,68.42,97.99,C,14.6,No,Yes,None,Medium,4,6.3 +S1606,Omar,Smith,student606@university.com,Female,19,Engineering,79.57,59.31,93.81,58.4,83.39,8.43,54.15,92.5,D,18.1,Yes,Yes,None,High,4,4.7 +S1607,Liam,Smith,student607@university.com,Female,18,Business,51.45,58.5,99.46,63.68,61.33,9.99,86.31,91.1,C,23.2,No,Yes,High School,High,7,5.2 +S1608,Maria,Jones,student608@university.com,Male,21,Business,78.67,61.76,63.03,,58.15,8.99,92.19,84.62,C,27.1,No,Yes,Master's,Low,2,7.9 +S1609,Liam,Smith,student609@university.com,Male,19,Mathematics,91.93,99.98,77.86,,89.21,7.76,70.29,55.92,A,16.5,Yes,Yes,High School,Medium,4,4.7 +S1610,Ahmed,Brown,student610@university.com,Male,18,Engineering,86.12,86.68,86.75,74.67,97.81,7.48,67.84,90.46,A,27.7,No,Yes,,Low,10,6.6 +S1611,Sara,Davis,student611@university.com,Male,21,CS,56.56,98.5,63.56,,88.38,6.5,82.93,96.77,D,22.0,No,No,,Medium,1,5.0 +S1612,Maria,Davis,student612@university.com,Male,19,Engineering,79.62,81.59,49.71,74.1,98.16,8.54,53.78,69.54,F,23.2,Yes,Yes,,Medium,7,6.4 +S1613,Sara,Jones,student613@university.com,Female,20,Business,83.61,64.38,66.03,94.07,80.25,4.93,64.69,65.68,F,18.1,No,Yes,None,Medium,3,5.3 +S1614,Emma,Smith,student614@university.com,Female,21,CS,51.86,63.38,86.31,86.8,96.45,1.82,68.31,76.12,F,18.1,Yes,Yes,,Low,8,5.8 +S1615,John,Johnson,student615@university.com,Male,19,CS,92.77,69.31,86.85,65.73,84.52,7.68,75.93,97.82,A,18.3,Yes,No,Bachelor's,Medium,1,8.0 +S1616,Ali,Davis,student616@university.com,Male,23,CS,95.31,65.01,53.83,69.76,95.44,9.2,73.83,52.54,B,17.3,No,Yes,None,Low,1,4.2 +S1617,Liam,Jones,student617@university.com,Male,18,Engineering,92.52,89.7,50.5,83.38,58.08,3.41,60.43,85.44,B,16.5,No,Yes,High School,Low,9,8.6 +S1618,Omar,Jones,student618@university.com,Female,19,Business,91.23,67.9,95.23,,90.78,7.83,77.04,90.73,A,24.4,No,Yes,Bachelor's,Medium,5,5.6 +S1619,John,Brown,student619@university.com,Female,20,Engineering,87.25,57.74,42.64,58.94,59.84,2.74,96.29,89.44,A,14.7,No,Yes,PhD,High,4,7.0 +S1620,Maria,Williams,student620@university.com,Female,24,Mathematics,81.67,86.49,84.08,75.73,51.37,9.43,51.35,78.34,A,10.2,No,No,PhD,Medium,4,5.1 +S1621,Sara,Williams,student621@university.com,Male,21,CS,83.93,91.27,42.79,55.94,75.88,6.83,84.02,96.03,A,8.4,Yes,Yes,,Low,8,5.8 +S1622,Omar,Davis,student622@university.com,Male,21,Mathematics,,65.23,90.27,63.97,65.91,5.69,81.24,56.73,C,27.0,No,No,,High,9,6.3 +S1623,Sara,Brown,student623@university.com,Male,21,Business,83.12,80.07,94.32,84.3,52.18,7.8,96.22,62.26,C,26.6,No,Yes,Master's,Low,7,7.4 +S1624,Ahmed,Brown,student624@university.com,Male,20,CS,66.39,43.53,57.85,53.89,99.02,8.13,82.27,65.35,C,11.1,Yes,Yes,PhD,Low,8,8.4 +S1625,Sara,Brown,student625@university.com,Female,18,Mathematics,68.8,71.77,44.44,83.12,83.32,8.92,81.24,50.43,A,8.0,Yes,Yes,PhD,Medium,2,8.3 +S1626,Ahmed,Davis,student626@university.com,Male,21,CS,94.85,42.7,68.84,95.04,95.09,9.01,88.49,68.53,A,29.0,Yes,Yes,Master's,Medium,10,5.7 +S1627,Emma,Williams,student627@university.com,Male,18,Business,50.86,41.75,57.91,98.47,99.95,0.53,63.39,58.03,F,17.1,Yes,Yes,Bachelor's,Medium,7,4.4 +S1628,Omar,Brown,student628@university.com,Male,19,Business,84.94,76.78,65.03,60.83,69.6,1.23,79.79,86.23,C,7.3,Yes,Yes,,Medium,4,8.6 +S1629,Omar,Smith,student629@university.com,Female,23,Business,97.74,58.2,79.9,87.44,62.74,8.26,75.97,70.75,A,10.4,No,Yes,,Medium,8,4.2 +S1630,Ali,Jones,student630@university.com,Female,23,Engineering,85.31,84.55,52.59,96.32,59.19,9.46,71.92,85.22,A,22.6,No,Yes,,Medium,10,8.4 +S1631,Maria,Jones,student631@university.com,Male,18,CS,99.7,93.76,61.42,54.57,75.76,3.08,53.97,64.68,B,7.0,Yes,Yes,Master's,Low,8,4.1 +S1632,Ahmed,Johnson,student632@university.com,Female,18,Engineering,84.38,48.36,86.95,70.7,80.3,0.09,64.63,56.6,C,15.8,Yes,Yes,,High,10,8.9 +S1633,Ali,Johnson,student633@university.com,Female,23,CS,51.72,83.47,78.63,95.97,73.62,3.23,64.0,56.6,F,15.7,No,Yes,,Low,2,4.1 +S1634,Sara,Davis,student634@university.com,Female,21,Business,91.35,70.87,59.58,60.14,69.36,3.83,86.21,60.16,B,22.1,No,Yes,None,Medium,9,4.1 +S1635,Sara,Davis,student635@university.com,Female,22,Business,64.23,46.73,79.86,96.69,58.41,7.61,96.03,55.76,B,10.0,Yes,Yes,None,Low,6,6.5 +S1636,Ali,Jones,student636@university.com,Female,22,Mathematics,72.3,79.1,85.92,76.36,72.09,0.48,61.54,61.03,B,29.6,No,Yes,High School,Low,5,7.3 +S1637,Omar,Smith,student637@university.com,Male,20,CS,65.6,76.57,75.55,54.99,54.26,2.13,53.73,78.95,C,8.9,Yes,Yes,Master's,Low,9,5.8 +S1638,Sara,Williams,student638@university.com,Male,24,Business,63.43,70.94,54.37,72.49,93.25,8.94,100.0,62.82,A,20.0,No,No,Bachelor's,Low,3,7.0 +S1639,Liam,Williams,student639@university.com,Male,23,Mathematics,71.57,95.59,40.01,66.31,52.35,1.55,84.56,67.15,D,13.2,Yes,Yes,High School,High,5,8.2 +S1640,Emma,Davis,student640@university.com,Female,23,Business,68.94,71.26,88.17,64.11,69.03,7.59,94.32,52.64,D,8.3,Yes,Yes,Master's,High,5,8.0 +S1641,Emma,Smith,student641@university.com,Female,20,CS,81.67,99.43,89.36,77.07,55.01,3.61,57.19,94.61,D,18.5,No,Yes,High School,Medium,8,8.4 +S1642,Liam,Davis,student642@university.com,Female,22,CS,,70.55,81.86,74.18,88.75,6.63,90.04,56.91,A,9.2,No,Yes,Bachelor's,Medium,9,4.8 +S1643,Ali,Williams,student643@university.com,Female,19,CS,64.85,46.95,44.59,74.1,65.64,0.74,90.67,67.43,B,22.0,No,Yes,High School,Low,9,5.1 +S1644,Liam,Davis,student644@university.com,Male,21,Engineering,60.69,68.23,75.11,54.41,55.66,2.87,57.57,68.97,C,5.8,No,Yes,High School,High,5,6.9 +S1645,Ahmed,Brown,student645@university.com,Male,21,Engineering,83.34,50.94,89.26,90.12,76.57,4.25,58.07,88.61,B,17.8,No,Yes,Bachelor's,Low,2,7.6 +S1646,Ahmed,Davis,student646@university.com,Male,19,Mathematics,83.52,75.83,63.38,74.07,95.81,8.57,64.77,74.18,D,10.5,No,Yes,PhD,Low,10,4.5 +S1647,Ali,Jones,student647@university.com,Male,19,CS,95.06,81.59,51.88,91.05,95.43,5.63,60.84,69.15,A,28.7,No,Yes,High School,Medium,6,4.9 +S1648,Liam,Davis,student648@university.com,Male,22,CS,50.8,68.11,75.26,91.23,62.48,0.45,98.77,84.79,D,22.8,Yes,Yes,High School,Low,4,8.6 +S1649,Ahmed,Jones,student649@university.com,Male,20,Engineering,,45.86,89.58,65.86,85.98,8.02,68.15,79.85,A,23.9,No,Yes,High School,Low,9,4.1 +S1650,Omar,Smith,student650@university.com,Female,19,Business,76.05,68.12,42.93,50.22,51.51,0.55,88.07,53.91,A,22.6,No,Yes,None,Low,8,6.0 +S1651,Liam,Williams,student651@university.com,Female,20,Mathematics,81.07,44.89,75.82,95.56,56.59,9.34,90.25,65.64,C,21.6,No,Yes,None,High,6,5.1 +S1652,Omar,Johnson,student652@university.com,Male,24,Business,54.57,80.93,78.59,,74.97,2.12,69.3,98.93,F,8.5,No,Yes,Bachelor's,Medium,2,7.9 +S1653,Ahmed,Johnson,student653@university.com,Female,18,Engineering,71.63,87.42,76.14,55.36,61.44,4.88,84.13,74.17,F,29.9,No,Yes,Master's,Medium,3,8.3 +S1654,Emma,Williams,student654@university.com,Male,21,Engineering,61.37,97.74,79.0,85.09,89.91,0.72,55.39,71.21,C,21.4,No,Yes,None,Low,2,5.2 +S1655,Ahmed,Johnson,student655@university.com,Male,22,Business,62.71,48.93,77.88,51.0,96.55,5.62,69.85,57.5,C,27.4,No,Yes,Bachelor's,Medium,6,6.9 +S1656,Omar,Davis,student656@university.com,Female,21,Engineering,75.2,71.95,47.82,51.39,50.22,4.97,98.37,91.95,C,17.6,No,Yes,,Medium,4,8.2 +S1657,John,Smith,student657@university.com,Male,22,CS,90.62,74.05,54.1,,61.65,4.1,58.43,56.67,B,12.1,Yes,No,Master's,Medium,1,7.0 +S1658,Maria,Smith,student658@university.com,Male,18,CS,87.19,95.35,77.14,54.8,71.98,0.36,69.29,55.25,A,15.9,No,Yes,None,High,9,7.0 +S1659,Sara,Williams,student659@university.com,Male,21,CS,,77.64,41.06,98.22,78.15,8.79,89.53,71.95,B,15.0,No,Yes,PhD,Low,6,6.1 +S1660,Liam,Johnson,student660@university.com,Female,18,Business,76.97,48.73,78.08,94.69,95.8,8.03,83.27,71.83,A,5.4,No,Yes,Master's,Low,2,7.3 +S1661,John,Davis,student661@university.com,Female,22,CS,71.37,66.18,79.92,82.49,94.59,6.33,81.58,99.07,D,21.9,Yes,Yes,Master's,Medium,3,8.8 +S1662,Ahmed,Smith,student662@university.com,Female,19,CS,98.64,79.29,54.35,53.19,81.86,5.72,92.66,56.38,A,23.4,Yes,Yes,None,High,8,5.5 +S1663,Emma,Smith,student663@university.com,Female,24,CS,78.01,82.02,75.89,66.24,62.87,6.95,51.45,74.19,D,6.0,No,Yes,None,Medium,9,5.0 +S1664,Ali,Brown,student664@university.com,Male,21,Engineering,62.7,91.78,72.05,68.59,89.16,1.44,88.56,60.06,F,11.1,No,Yes,High School,Medium,9,8.8 +S1665,Ahmed,Brown,student665@university.com,Female,18,CS,61.5,50.83,55.64,74.04,60.13,9.33,94.13,85.09,A,21.6,No,Yes,High School,Low,5,4.3 +S1666,Emma,Smith,student666@university.com,Female,23,Engineering,80.57,97.09,67.78,58.45,98.26,2.85,50.81,69.58,F,13.0,No,Yes,Master's,High,4,8.2 +S1667,Maria,Williams,student667@university.com,Female,21,CS,76.14,43.55,94.58,78.88,50.29,6.56,77.95,82.42,A,28.3,No,Yes,High School,Medium,5,8.5 +S1668,Ahmed,Jones,student668@university.com,Male,21,CS,50.38,99.03,65.6,71.79,78.49,6.07,67.43,66.92,C,7.8,Yes,No,High School,Low,1,5.1 +S1669,Omar,Jones,student669@university.com,Female,21,Engineering,91.5,91.47,77.79,,54.42,6.37,52.54,78.23,B,28.2,Yes,Yes,,Medium,3,6.1 +S1670,Ali,Davis,student670@university.com,Female,20,CS,85.21,79.62,42.12,96.81,70.38,8.79,70.89,73.46,A,27.8,No,Yes,PhD,Medium,9,4.6 +S1671,Emma,Smith,student671@university.com,Male,18,CS,83.09,84.1,44.67,78.27,81.75,2.96,82.2,68.72,C,28.9,No,Yes,High School,Low,8,5.8 +S1672,Emma,Smith,student672@university.com,Male,18,CS,53.44,44.36,44.88,82.22,84.48,7.49,95.95,76.88,F,6.9,No,Yes,High School,Low,4,6.3 +S1673,Emma,Smith,student673@university.com,Male,21,Business,,42.49,86.69,56.89,89.28,5.98,81.03,69.19,B,11.8,No,Yes,PhD,Low,1,6.5 +S1674,Maria,Williams,student674@university.com,Male,19,Engineering,96.77,46.11,61.02,61.17,79.67,0.76,92.84,90.3,B,11.3,Yes,No,None,High,3,4.6 +S1675,Ahmed,Brown,student675@university.com,Female,21,CS,93.13,45.24,53.66,95.04,62.57,4.14,56.08,74.76,A,27.1,No,Yes,Master's,Low,4,6.0 +S1676,Maria,Smith,student676@university.com,Male,20,CS,64.28,72.84,84.84,84.96,94.46,8.38,60.53,95.16,C,25.2,No,Yes,Bachelor's,Low,4,7.1 +S1677,Liam,Smith,student677@university.com,Female,22,Mathematics,57.85,52.93,50.2,59.47,90.56,3.15,98.51,61.14,F,9.0,Yes,Yes,None,Low,1,6.5 +S1678,Sara,Johnson,student678@university.com,Female,20,Engineering,72.45,91.61,54.79,78.51,58.0,4.82,94.37,55.61,D,8.5,No,Yes,PhD,Medium,6,8.2 +S1679,Sara,Williams,student679@university.com,Female,19,Engineering,67.79,66.74,65.86,96.74,91.33,4.89,61.76,69.05,B,16.9,No,Yes,PhD,Low,9,8.8 +S1680,Liam,Davis,student680@university.com,Female,21,Business,84.11,81.73,59.89,67.26,98.63,6.18,81.05,59.18,C,9.3,No,Yes,Master's,High,8,8.1 +S1681,Ahmed,Smith,student681@university.com,Female,18,Business,98.32,79.17,75.12,59.29,81.86,8.84,68.13,69.66,B,16.9,No,Yes,High School,Low,2,4.2 +S1682,Omar,Johnson,student682@university.com,Male,24,Business,68.15,59.19,60.27,97.1,64.09,1.74,73.43,60.37,C,26.1,No,Yes,Bachelor's,Low,7,5.1 +S1683,Maria,Jones,student683@university.com,Female,23,Engineering,53.11,54.59,63.58,73.06,80.33,5.05,93.04,93.41,D,17.5,Yes,Yes,Bachelor's,Medium,3,4.4 +S1684,Ali,Davis,student684@university.com,Female,21,Engineering,94.88,60.55,91.77,70.86,67.13,4.24,86.79,78.4,A,23.1,Yes,Yes,Bachelor's,Low,6,6.2 +S1685,Emma,Smith,student685@university.com,Female,19,CS,51.9,87.8,93.07,63.38,83.8,2.96,61.92,74.88,D,11.3,No,Yes,,Low,2,7.6 +S1686,Emma,Smith,student686@university.com,Male,18,Mathematics,97.64,75.18,89.66,94.58,77.24,9.2,65.8,89.39,A,11.6,No,Yes,PhD,High,8,4.2 +S1687,Ahmed,Johnson,student687@university.com,Female,20,Engineering,83.23,55.21,91.89,92.28,96.47,0.08,64.49,56.52,F,19.8,No,Yes,,Medium,4,5.3 +S1688,Omar,Williams,student688@university.com,Female,22,CS,97.08,89.07,74.18,70.15,80.9,1.22,89.03,92.85,B,26.3,No,Yes,Bachelor's,High,6,4.5 +S1689,Sara,Smith,student689@university.com,Male,22,Mathematics,59.98,43.29,78.77,51.53,60.7,7.33,74.5,74.17,F,18.3,No,Yes,,Low,3,6.1 +S1690,Sara,Jones,student690@university.com,Female,24,Mathematics,52.03,81.95,73.43,72.33,86.26,2.63,97.54,56.82,D,10.0,Yes,Yes,None,Medium,1,8.6 +S1691,Emma,Smith,student691@university.com,Female,21,Mathematics,74.41,66.35,87.14,59.04,65.04,7.23,90.83,90.97,B,10.4,Yes,Yes,,Medium,2,6.1 +S1692,Ahmed,Jones,student692@university.com,Male,20,Business,72.53,83.88,73.06,57.14,63.62,8.32,60.56,73.04,D,20.4,Yes,No,Master's,Medium,10,7.2 +S1693,Maria,Davis,student693@university.com,Female,24,Mathematics,,95.65,46.66,69.65,69.59,2.55,89.3,80.23,B,7.6,Yes,Yes,High School,Medium,8,5.9 +S1694,Sara,Davis,student694@university.com,Female,23,CS,97.88,85.0,88.57,54.95,50.6,1.92,75.3,94.68,A,6.6,No,Yes,High School,High,6,7.7 +S1695,Maria,Brown,student695@university.com,Female,23,Business,91.13,66.52,85.64,97.87,98.46,1.45,62.69,94.53,B,7.6,No,Yes,High School,Low,4,7.7 +S1696,Omar,Brown,student696@university.com,Female,24,Business,83.08,49.06,89.22,,76.62,2.0,68.17,94.64,F,14.8,No,Yes,Bachelor's,Low,9,4.7 +S1697,Sara,Jones,student697@university.com,Female,19,CS,58.14,88.38,51.43,,88.67,2.67,98.61,70.85,F,13.9,No,Yes,,High,7,7.3 +S1698,Sara,Williams,student698@university.com,Male,22,CS,86.72,67.64,56.3,58.14,62.89,8.69,74.2,87.48,B,5.1,No,No,None,Low,1,5.9 +S1699,John,Smith,student699@university.com,Male,20,Mathematics,86.35,44.52,57.75,,87.33,7.7,85.98,61.66,A,9.0,No,Yes,PhD,Medium,6,8.3 +S1700,Sara,Smith,student700@university.com,Male,21,CS,71.25,83.14,70.48,53.94,78.36,0.02,73.85,91.56,B,13.7,No,Yes,None,Medium,4,4.8 +S1701,Liam,Brown,student701@university.com,Female,18,Business,96.24,57.51,48.03,77.34,71.21,8.74,68.58,67.09,A,15.7,No,Yes,,Medium,6,8.5 +S1702,Ali,Jones,student702@university.com,Female,21,CS,,42.93,63.12,88.66,98.53,0.79,89.82,73.2,B,15.1,Yes,Yes,,Medium,8,6.6 +S1703,Liam,Smith,student703@university.com,Female,21,CS,63.37,94.17,50.93,97.5,74.69,6.55,92.42,94.57,F,13.0,Yes,Yes,None,Medium,9,5.3 +S1704,Ahmed,Smith,student704@university.com,Male,20,Engineering,53.16,68.99,55.89,84.93,82.87,1.51,53.59,90.29,D,25.3,No,Yes,,High,3,5.7 +S1705,Ahmed,Williams,student705@university.com,Female,22,CS,89.77,56.86,82.38,,50.77,0.62,63.95,97.63,A,15.4,No,Yes,High School,Low,2,4.0 +S1706,Maria,Johnson,student706@university.com,Female,20,Engineering,81.09,82.98,91.29,54.43,65.07,7.6,75.39,68.17,F,21.1,No,Yes,,High,10,8.7 +S1707,Liam,Brown,student707@university.com,Female,18,Engineering,65.75,93.15,41.37,86.58,94.43,4.67,65.82,57.55,B,25.8,No,Yes,None,Medium,7,5.1 +S1708,Liam,Brown,student708@university.com,Male,24,CS,58.19,40.02,73.95,60.77,87.95,5.99,89.18,95.52,D,26.3,No,Yes,None,Medium,7,8.5 +S1709,Liam,Johnson,student709@university.com,Male,20,CS,52.01,81.27,42.16,72.36,76.84,4.25,55.74,74.66,F,26.4,No,Yes,Bachelor's,Low,3,8.3 +S1710,Omar,Smith,student710@university.com,Female,19,CS,58.34,86.02,45.11,98.83,95.01,0.67,89.89,94.47,F,17.4,No,Yes,Master's,Low,5,5.7 +S1711,Sara,Williams,student711@university.com,Female,21,CS,72.66,52.6,82.31,91.0,74.31,7.4,80.89,86.6,A,21.5,Yes,Yes,High School,Medium,10,5.1 +S1712,Ali,Williams,student712@university.com,Female,22,Business,62.36,69.38,84.14,92.33,78.33,8.2,64.47,93.74,F,12.9,No,Yes,PhD,Low,8,6.1 +S1713,Maria,Brown,student713@university.com,Male,23,Engineering,62.95,45.36,88.84,93.04,69.11,0.41,67.22,82.74,C,26.5,No,Yes,PhD,Low,3,8.7 +S1714,Liam,Williams,student714@university.com,Male,18,CS,93.78,84.8,68.45,80.98,81.0,3.76,59.14,90.62,A,10.3,No,Yes,,Low,8,8.3 +S1715,Liam,Davis,student715@university.com,Male,23,Engineering,75.76,90.85,91.59,,65.95,5.57,62.63,56.02,F,24.7,No,Yes,Master's,Medium,3,6.4 +S1716,John,Johnson,student716@university.com,Female,21,CS,86.46,46.49,50.01,67.95,69.27,6.05,85.86,98.41,B,16.7,No,No,PhD,Medium,4,6.7 +S1717,Maria,Smith,student717@university.com,Male,20,CS,51.79,88.99,54.98,,98.32,5.78,68.79,59.05,D,12.5,Yes,Yes,Bachelor's,High,3,6.0 +S1718,Liam,Davis,student718@university.com,Female,23,CS,68.26,86.29,48.07,63.98,55.57,6.93,84.37,51.23,C,14.5,No,No,High School,High,5,8.7 +S1719,Maria,Johnson,student719@university.com,Female,19,Business,73.96,60.81,87.85,79.5,55.26,9.67,75.71,76.54,D,19.7,No,Yes,PhD,Medium,8,8.9 +S1720,Sara,Jones,student720@university.com,Male,20,Mathematics,59.32,81.42,53.72,64.1,52.17,3.91,57.26,85.6,C,28.2,Yes,Yes,PhD,Low,5,5.4 +S1721,John,Brown,student721@university.com,Female,21,Business,56.01,40.0,49.33,55.6,66.0,5.57,74.95,85.82,F,7.4,No,Yes,,Low,7,8.7 +S1722,Maria,Williams,student722@university.com,Male,23,CS,93.52,95.91,77.39,78.38,69.91,6.99,87.82,66.96,A,28.0,Yes,Yes,Master's,Low,4,8.8 +S1723,Ali,Jones,student723@university.com,Female,24,CS,96.97,73.02,44.62,67.67,54.73,5.92,64.88,87.69,A,25.4,Yes,Yes,High School,Low,10,6.4 +S1724,Ali,Williams,student724@university.com,Female,18,Engineering,,77.22,42.69,79.16,77.46,3.87,82.4,92.13,A,19.7,Yes,Yes,None,High,2,6.1 +S1725,Ahmed,Davis,student725@university.com,Male,23,Business,67.45,79.88,46.4,77.93,79.17,6.24,59.95,80.5,A,8.3,No,Yes,PhD,High,6,8.3 +S1726,John,Smith,student726@university.com,Female,24,Mathematics,97.91,73.68,40.01,77.11,87.55,6.5,56.78,69.3,A,25.3,No,No,None,Low,5,8.7 +S1727,John,Smith,student727@university.com,Female,24,CS,54.16,91.41,81.82,56.17,98.8,5.85,68.01,80.68,F,22.3,No,No,Master's,High,8,6.0 +S1728,Ahmed,Smith,student728@university.com,Female,23,CS,82.18,76.58,73.73,72.01,80.97,2.05,69.46,93.11,D,17.4,No,Yes,None,High,8,6.5 +S1729,Maria,Williams,student729@university.com,Female,22,Engineering,98.61,94.47,52.59,90.6,55.58,5.06,88.05,95.02,A,27.1,No,Yes,Master's,High,1,5.7 +S1730,John,Jones,student730@university.com,Female,23,Business,98.91,74.94,53.98,65.76,54.43,8.84,73.0,51.58,A,21.6,No,No,High School,Low,8,5.0 +S1731,Ali,Smith,student731@university.com,Female,21,Business,73.56,50.27,88.66,72.19,88.88,8.69,54.06,56.12,F,12.2,No,No,Bachelor's,Low,3,9.0 +S1732,Ali,Jones,student732@university.com,Female,24,Engineering,58.14,94.81,70.11,74.69,82.52,7.51,81.7,50.23,D,6.1,No,Yes,Bachelor's,Medium,2,4.9 +S1733,Liam,Williams,student733@university.com,Female,18,Mathematics,60.1,80.9,81.91,93.14,58.1,6.97,73.46,74.62,A,24.0,Yes,Yes,High School,Low,10,8.1 +S1734,Sara,Davis,student734@university.com,Male,21,Engineering,94.48,81.95,67.17,82.78,62.67,1.53,66.58,71.82,A,11.4,No,Yes,PhD,Medium,4,6.1 +S1735,John,Jones,student735@university.com,Male,19,Mathematics,95.58,99.13,54.26,55.01,87.51,4.59,90.11,77.29,B,12.0,No,Yes,Master's,Low,10,4.4 +S1736,Maria,Davis,student736@university.com,Female,20,Mathematics,80.39,44.51,98.22,93.26,78.31,1.11,57.72,84.18,B,16.2,No,Yes,None,High,8,5.6 +S1737,Ahmed,Williams,student737@university.com,Female,23,Business,,65.72,73.94,91.6,79.25,8.17,95.66,68.29,A,23.7,No,Yes,Bachelor's,Low,5,4.4 +S1738,Ahmed,Williams,student738@university.com,Male,22,CS,87.0,54.35,47.86,87.68,60.5,2.91,66.7,60.43,A,28.1,No,Yes,None,Medium,7,8.9 +S1739,Maria,Brown,student739@university.com,Female,18,CS,83.09,77.83,64.37,73.3,81.45,7.67,73.05,69.74,B,10.4,Yes,Yes,None,High,8,5.3 +S1740,Omar,Williams,student740@university.com,Male,22,Engineering,91.36,88.41,59.76,87.88,88.53,8.15,96.46,50.45,A,27.1,Yes,Yes,,High,3,7.7 +S1741,Emma,Williams,student741@university.com,Male,22,Engineering,84.27,97.98,52.85,73.94,94.26,8.92,88.06,91.47,D,20.1,Yes,Yes,PhD,Medium,7,6.1 +S1742,Sara,Johnson,student742@university.com,Male,22,Business,76.7,67.28,96.01,86.83,86.84,7.54,53.72,69.19,D,26.4,Yes,Yes,,Medium,7,7.4 +S1743,Ahmed,Smith,student743@university.com,Female,23,CS,61.85,87.17,92.86,94.01,78.82,5.65,78.91,81.14,F,26.2,Yes,Yes,None,Medium,9,5.3 +S1744,John,Brown,student744@university.com,Female,18,CS,87.19,95.02,51.95,94.53,83.66,5.98,65.52,66.24,A,14.8,No,Yes,None,Medium,3,4.5 +S1745,Sara,Brown,student745@university.com,Female,18,Business,73.67,81.0,61.13,72.73,74.26,3.21,75.42,80.74,A,22.0,Yes,Yes,,Low,6,8.0 +S1746,John,Brown,student746@university.com,Male,24,CS,64.74,54.56,85.74,92.97,61.34,1.77,87.15,77.02,B,28.7,Yes,Yes,None,Low,7,7.6 +S1747,Omar,Johnson,student747@university.com,Male,22,CS,90.1,76.47,52.51,,94.11,1.31,74.81,60.43,A,21.8,No,Yes,Master's,High,9,4.5 +S1748,Ali,Davis,student748@university.com,Male,24,CS,84.84,98.2,75.49,55.09,76.63,1.82,53.55,81.27,C,16.5,No,Yes,Bachelor's,Medium,4,7.7 +S1749,Sara,Williams,student749@university.com,Female,24,Engineering,96.87,99.25,81.99,77.41,79.72,9.34,76.5,55.48,A,14.3,No,Yes,None,Low,4,7.0 +S1750,Liam,Smith,student750@university.com,Male,20,CS,58.27,78.54,79.24,82.59,99.51,1.64,51.21,74.05,D,8.6,Yes,Yes,PhD,Medium,5,4.9 +S1751,Ahmed,Jones,student751@university.com,Male,23,Business,,93.22,82.38,57.65,99.25,7.24,67.42,85.99,F,30.0,No,Yes,,Medium,10,8.1 +S1752,Sara,Davis,student752@university.com,Female,23,Engineering,62.21,52.02,82.4,73.61,79.32,1.85,73.9,77.45,F,21.4,No,No,High School,Low,5,7.5 +S1753,Sara,Williams,student753@university.com,Male,21,Mathematics,95.18,54.76,97.89,54.72,51.7,9.75,82.23,87.31,A,11.9,No,Yes,PhD,Medium,1,6.5 +S1754,Sara,Johnson,student754@university.com,Male,24,Engineering,54.97,97.17,60.79,80.1,69.81,3.67,75.31,63.66,D,6.9,Yes,Yes,High School,Medium,8,4.9 +S1755,Emma,Williams,student755@university.com,Female,23,CS,82.81,48.11,92.72,92.75,96.86,4.12,57.6,52.44,F,23.8,No,Yes,High School,Medium,8,6.7 +S1756,Sara,Williams,student756@university.com,Female,22,CS,89.55,51.47,41.31,86.88,64.42,4.05,96.61,52.8,A,26.4,No,Yes,None,Medium,9,4.8 +S1757,John,Johnson,student757@university.com,Male,19,CS,67.75,65.23,57.29,68.91,99.96,8.16,82.51,63.44,B,15.7,No,No,,Low,3,4.9 +S1758,Ali,Brown,student758@university.com,Female,22,Engineering,97.71,75.38,42.92,99.69,54.22,2.18,65.85,70.38,A,28.9,No,No,,Low,6,5.2 +S1759,Omar,Brown,student759@university.com,Male,18,CS,92.54,76.23,79.07,83.15,78.41,8.31,98.3,76.88,A,13.2,No,Yes,PhD,Low,10,7.3 +S1760,Maria,Smith,student760@university.com,Female,23,CS,64.73,57.52,46.05,90.76,75.77,6.57,94.13,87.88,D,23.9,No,Yes,High School,Medium,9,7.4 +S1761,Sara,Smith,student761@university.com,Male,23,Engineering,50.38,95.24,90.74,83.48,62.77,2.2,57.17,91.98,C,11.6,Yes,Yes,None,Low,4,4.4 +S1762,Ahmed,Brown,student762@university.com,Female,21,CS,64.83,94.91,78.8,99.47,97.43,0.65,82.77,84.68,B,13.4,No,Yes,,High,9,7.3 +S1763,Sara,Davis,student763@university.com,Male,24,CS,64.07,63.52,41.73,91.07,80.96,7.75,78.0,73.16,A,20.1,Yes,Yes,PhD,Medium,6,4.2 +S1764,Ahmed,Jones,student764@university.com,Female,19,Business,94.5,66.06,82.89,75.97,61.51,2.19,59.64,63.22,A,5.9,No,Yes,High School,Medium,4,8.5 +S1765,John,Williams,student765@university.com,Female,23,Mathematics,98.36,82.15,91.72,68.34,69.2,8.89,61.67,71.39,A,10.3,Yes,Yes,None,Medium,6,7.9 +S1766,Ahmed,Jones,student766@university.com,Female,21,CS,53.52,79.78,79.67,84.11,86.06,1.3,78.19,63.67,D,9.4,Yes,Yes,Master's,Low,6,7.6 +S1767,Liam,Williams,student767@university.com,Female,21,CS,73.56,62.94,41.83,79.51,64.88,6.16,66.06,81.22,A,13.2,No,Yes,PhD,Low,4,5.2 +S1768,Maria,Brown,student768@university.com,Female,19,Mathematics,77.42,64.85,91.48,81.47,93.98,6.92,91.74,90.91,C,24.4,No,Yes,None,Low,10,8.9 +S1769,Ali,Smith,student769@university.com,Female,22,CS,54.65,60.88,83.95,67.15,58.28,6.58,54.89,75.91,D,27.7,No,Yes,Master's,Medium,5,8.6 +S1770,Ahmed,Davis,student770@university.com,Female,22,Mathematics,68.87,54.12,62.71,71.44,63.23,3.16,95.7,52.29,B,5.3,Yes,Yes,High School,Medium,1,6.4 +S1771,Ahmed,Smith,student771@university.com,Male,22,CS,65.85,67.49,59.72,77.9,57.24,8.76,92.03,96.99,D,11.4,Yes,Yes,,High,9,4.2 +S1772,Ali,Jones,student772@university.com,Male,20,Business,76.8,81.19,68.79,91.96,55.21,7.7,86.93,64.71,B,5.6,Yes,Yes,High School,Medium,7,6.6 +S1773,Maria,Smith,student773@university.com,Female,24,CS,83.06,84.52,92.03,88.15,65.02,5.1,63.13,95.73,D,26.5,No,Yes,PhD,High,5,4.8 +S1774,Sara,Brown,student774@university.com,Female,24,Mathematics,85.17,86.73,55.12,,99.96,6.03,85.75,90.65,A,10.0,No,Yes,Bachelor's,High,5,7.0 +S1775,Ahmed,Davis,student775@university.com,Male,22,CS,56.84,62.48,46.06,62.28,54.72,5.66,71.94,70.66,F,24.3,No,Yes,Bachelor's,High,6,8.9 +S1776,Ali,Jones,student776@university.com,Male,19,Engineering,90.65,85.88,91.88,51.33,60.65,9.47,81.69,52.84,A,5.8,Yes,Yes,,Medium,8,7.8 +S1777,Liam,Davis,student777@university.com,Female,20,CS,83.93,40.39,41.58,,63.58,8.96,65.63,97.39,A,15.0,No,No,Master's,Low,3,5.6 +S1778,Liam,Williams,student778@university.com,Male,24,CS,94.45,68.62,94.66,61.22,80.96,2.35,91.79,82.95,A,14.0,No,Yes,Bachelor's,Low,8,6.0 +S1779,John,Smith,student779@university.com,Male,22,Business,72.47,87.63,58.34,89.97,87.27,2.63,52.03,62.48,A,13.2,No,Yes,,High,3,8.7 +S1780,Ali,Davis,student780@university.com,Female,20,Engineering,,77.8,70.49,95.24,87.6,9.81,84.57,76.68,A,19.3,No,Yes,PhD,Low,10,4.6 +S1781,John,Johnson,student781@university.com,Female,19,Mathematics,,68.44,47.94,69.59,50.43,2.37,91.43,81.77,D,14.8,No,Yes,,Low,5,8.5 +S1782,Liam,Smith,student782@university.com,Female,22,Engineering,71.92,78.68,94.14,78.16,82.59,9.53,82.32,61.33,B,15.1,No,Yes,Bachelor's,Low,5,4.4 +S1783,Maria,Williams,student783@university.com,Male,18,Business,69.06,94.42,84.99,85.3,81.54,6.5,59.6,54.68,C,9.7,No,Yes,Master's,Medium,2,6.1 +S1784,Sara,Davis,student784@university.com,Female,23,Engineering,96.64,73.98,95.45,97.65,75.88,0.5,64.25,63.37,A,15.4,No,Yes,PhD,High,1,7.7 +S1785,Ali,Jones,student785@university.com,Female,19,Mathematics,,87.99,80.99,95.65,68.96,3.36,75.75,52.38,F,23.5,No,Yes,Bachelor's,Medium,3,6.0 +S1786,Omar,Williams,student786@university.com,Male,21,Mathematics,96.41,98.84,51.08,52.86,89.87,4.76,66.47,53.5,A,13.1,No,Yes,Bachelor's,Low,10,6.9 +S1787,Liam,Johnson,student787@university.com,Female,21,CS,89.85,82.33,58.5,62.41,67.19,8.33,50.25,57.83,A,26.4,No,Yes,,Medium,4,6.5 +S1788,Liam,Davis,student788@university.com,Male,19,Business,80.46,74.4,69.21,52.46,61.5,3.29,52.03,57.92,F,9.2,No,Yes,None,Medium,7,7.0 +S1789,Omar,Brown,student789@university.com,Male,21,Business,55.79,42.25,76.44,80.83,65.5,3.11,88.39,62.4,D,26.2,No,Yes,,Low,7,4.9 +S1790,Emma,Smith,student790@university.com,Male,24,CS,64.57,62.47,95.59,85.52,71.98,9.2,54.19,96.87,F,20.4,No,Yes,None,High,9,6.9 +S1791,Liam,Jones,student791@university.com,Male,19,Engineering,98.44,73.93,63.04,,60.7,0.79,96.4,78.79,A,15.6,No,Yes,,Medium,4,8.9 +S1792,Ahmed,Brown,student792@university.com,Male,18,CS,65.97,87.83,82.18,92.69,80.38,5.52,72.14,71.13,C,5.9,No,Yes,High School,Low,3,5.0 +S1793,Maria,Davis,student793@university.com,Male,19,Business,54.66,66.29,97.66,72.64,94.21,5.04,87.91,78.19,F,8.2,No,Yes,,Low,3,4.3 +S1794,Ali,Davis,student794@university.com,Female,22,CS,85.38,97.6,49.14,99.92,79.77,0.57,56.28,50.29,A,15.4,No,Yes,PhD,Low,10,6.0 +S1795,Omar,Williams,student795@university.com,Female,22,CS,86.7,56.31,91.76,50.02,72.33,0.88,96.33,94.74,A,26.9,Yes,Yes,None,High,10,5.9 +S1796,Ahmed,Davis,student796@university.com,Female,20,Engineering,,84.67,65.24,55.47,89.84,3.82,51.69,76.62,D,28.9,No,Yes,Bachelor's,Medium,1,4.6 +S1797,Omar,Jones,student797@university.com,Male,21,Engineering,64.88,65.14,83.95,65.09,87.4,1.34,52.11,72.58,A,28.2,Yes,Yes,,Low,6,6.9 +S1798,Ali,Brown,student798@university.com,Female,23,Business,73.44,69.16,57.61,51.28,68.35,4.78,52.73,97.08,C,11.9,Yes,Yes,Bachelor's,Low,4,6.2 +S1799,John,Jones,student799@university.com,Male,21,Mathematics,51.09,88.15,60.04,89.12,80.21,6.09,55.17,86.52,D,11.4,No,Yes,PhD,Medium,5,8.2 +S1800,Ali,Johnson,student800@university.com,Female,24,Engineering,89.47,57.77,41.63,52.64,86.49,6.91,74.34,66.87,A,23.5,Yes,Yes,Master's,Low,2,6.1 +S1801,Emma,Johnson,student801@university.com,Male,19,CS,65.85,45.81,98.28,87.45,62.27,5.46,89.41,96.81,F,28.5,Yes,Yes,None,Medium,8,8.9 +S1802,Ali,Smith,student802@university.com,Female,23,Business,92.69,71.22,88.81,52.63,68.31,3.8,64.25,92.6,A,8.3,No,Yes,Master's,Low,10,7.9 +S1803,Ali,Smith,student803@university.com,Male,23,Engineering,90.13,71.73,45.64,62.64,55.29,1.3,87.29,97.73,B,14.4,No,Yes,Master's,High,3,6.4 +S1804,Emma,Johnson,student804@university.com,Female,21,Engineering,83.07,87.83,99.97,,99.38,2.47,88.7,54.81,A,25.9,No,Yes,None,Medium,7,6.8 +S1805,Maria,Davis,student805@university.com,Male,23,CS,66.24,98.1,76.3,,54.29,4.19,95.41,97.76,C,17.3,No,Yes,,Low,9,8.3 +S1806,Liam,Jones,student806@university.com,Female,23,Engineering,75.82,43.32,91.22,70.73,58.43,9.24,57.47,77.14,A,26.1,No,No,None,Low,9,7.9 +S1807,Ali,Johnson,student807@university.com,Male,22,CS,72.24,75.5,44.0,98.5,73.99,2.03,56.78,83.61,B,7.9,No,Yes,None,Medium,8,7.3 +S1808,Emma,Smith,student808@university.com,Female,18,Business,66.94,80.88,63.37,81.34,93.26,4.13,56.1,60.61,F,24.4,Yes,Yes,High School,Medium,3,5.3 +S1809,Ahmed,Johnson,student809@university.com,Female,19,Engineering,92.41,99.15,80.18,70.79,67.79,7.32,67.97,57.02,B,14.7,No,Yes,High School,Medium,5,6.1 +S1810,John,Davis,student810@university.com,Female,21,Business,74.18,96.56,46.39,90.14,88.43,7.05,74.47,53.97,D,22.3,No,Yes,Bachelor's,High,10,7.9 +S1811,John,Johnson,student811@university.com,Male,22,Engineering,,82.75,69.33,64.77,83.8,9.66,73.08,71.12,D,12.3,Yes,Yes,None,Low,1,7.1 +S1812,Ali,Jones,student812@university.com,Male,24,CS,55.26,71.31,66.56,,81.93,1.91,62.85,61.07,C,22.3,No,Yes,Master's,Low,7,8.8 +S1813,Maria,Brown,student813@university.com,Male,24,Business,57.05,49.69,52.96,82.83,92.25,0.17,81.1,54.08,D,22.6,Yes,Yes,Master's,Medium,4,8.4 +S1814,Maria,Davis,student814@university.com,Male,20,Engineering,,63.05,58.02,69.52,50.71,3.22,66.91,97.75,F,15.5,No,Yes,High School,Medium,9,6.1 +S1815,Ahmed,Smith,student815@university.com,Male,23,CS,,75.11,98.03,56.8,96.46,1.5,68.3,86.67,F,29.2,No,Yes,None,Medium,10,5.5 +S1816,Ali,Jones,student816@university.com,Female,23,Engineering,75.49,83.51,57.32,,91.46,5.48,55.28,75.89,D,5.0,Yes,Yes,,Low,8,4.6 +S1817,John,Johnson,student817@university.com,Male,21,CS,76.16,78.12,52.81,89.39,96.89,8.99,79.61,87.17,A,21.9,No,Yes,High School,High,10,6.0 +S1818,Maria,Johnson,student818@university.com,Female,18,Business,60.76,82.85,72.17,83.8,89.68,6.88,82.76,80.57,F,27.7,Yes,Yes,High School,Low,7,5.1 +S1819,Ali,Brown,student819@university.com,Female,18,Engineering,85.94,65.75,80.26,70.59,93.93,1.36,87.9,58.9,B,26.4,No,Yes,Master's,Low,10,4.1 +S1820,Omar,Smith,student820@university.com,Male,21,Business,54.24,83.66,83.51,94.81,60.15,1.16,95.2,81.67,F,19.1,No,Yes,PhD,Low,4,4.7 +S1821,Maria,Smith,student821@university.com,Female,21,CS,78.67,48.62,85.25,70.54,65.96,9.11,88.3,84.05,B,27.4,Yes,Yes,PhD,Low,2,6.3 +S1822,Emma,Williams,student822@university.com,Male,22,CS,78.54,49.76,42.21,,65.76,4.88,61.79,61.87,B,7.7,No,Yes,Master's,High,3,8.5 +S1823,Omar,Smith,student823@university.com,Male,24,Mathematics,95.71,49.77,63.63,,55.46,9.24,61.78,66.01,A,18.6,No,Yes,Master's,Low,8,5.6 +S1824,Liam,Brown,student824@university.com,Male,21,Business,76.31,93.45,86.44,92.04,86.48,7.36,95.75,69.17,C,29.5,Yes,Yes,Master's,Medium,6,6.2 +S1825,Maria,Williams,student825@university.com,Female,24,CS,,44.56,94.29,75.56,56.81,9.93,89.51,80.13,D,29.8,No,Yes,PhD,Low,3,5.9 +S1826,John,Williams,student826@university.com,Male,20,CS,78.64,88.09,76.13,84.03,52.63,8.71,89.11,56.34,A,22.0,No,Yes,,Low,10,5.8 +S1827,Sara,Johnson,student827@university.com,Male,24,CS,54.57,54.01,43.14,70.68,88.77,4.14,85.99,87.17,C,9.2,No,Yes,High School,High,2,7.6 +S1828,Omar,Johnson,student828@university.com,Male,22,Engineering,60.19,68.11,63.8,82.36,95.23,7.58,63.36,67.3,D,7.8,No,Yes,Bachelor's,High,8,6.5 +S1829,Liam,Smith,student829@university.com,Female,23,Business,51.56,94.96,44.45,62.88,88.21,4.71,92.37,84.59,C,28.1,Yes,No,,Low,9,6.0 +S1830,Ahmed,Williams,student830@university.com,Male,23,Business,,75.16,84.91,71.74,91.27,2.33,57.14,96.64,D,27.0,No,Yes,None,Medium,7,8.7 +S1831,Ahmed,Johnson,student831@university.com,Female,24,Engineering,54.23,52.61,43.81,60.48,79.78,2.41,67.5,93.49,C,12.9,No,No,Bachelor's,High,5,5.4 +S1832,John,Brown,student832@university.com,Female,23,Business,73.47,57.05,51.14,51.91,94.39,3.97,67.32,86.88,C,28.3,No,Yes,PhD,Medium,8,8.2 +S1833,Maria,Johnson,student833@university.com,Male,23,Engineering,96.65,95.23,65.02,79.43,74.84,1.11,78.01,59.67,B,8.3,No,Yes,,Medium,3,6.6 +S1834,Ali,Davis,student834@university.com,Female,19,CS,85.99,65.63,67.76,93.22,99.42,1.78,73.17,86.6,A,12.4,No,Yes,PhD,Medium,4,6.2 +S1835,Maria,Davis,student835@university.com,Female,20,Engineering,,75.22,64.39,51.28,55.17,5.01,72.99,81.79,F,21.1,No,Yes,Bachelor's,Medium,3,4.3 +S1836,John,Johnson,student836@university.com,Male,22,Mathematics,61.21,67.6,67.8,59.8,90.46,9.54,77.68,88.63,C,9.3,No,Yes,PhD,Low,3,8.3 +S1837,Ahmed,Williams,student837@university.com,Male,22,Business,83.68,62.71,82.79,73.01,82.07,5.78,70.77,93.44,B,29.7,No,Yes,High School,Medium,8,5.4 +S1838,Maria,Williams,student838@university.com,Male,23,Engineering,94.74,53.4,62.16,83.29,79.03,4.08,62.5,65.57,A,10.6,No,Yes,Bachelor's,Medium,3,7.4 +S1839,Ahmed,Jones,student839@university.com,Female,18,Engineering,51.65,81.17,72.87,58.56,86.29,2.43,83.21,82.22,F,11.1,No,Yes,,High,6,8.4 +S1840,Omar,Davis,student840@university.com,Male,22,Mathematics,90.62,83.09,58.2,52.83,92.01,1.96,89.53,63.76,B,16.9,No,Yes,High School,Low,7,6.7 +S1841,Liam,Brown,student841@university.com,Female,20,Engineering,,56.49,61.22,75.95,93.14,6.58,73.95,67.31,F,24.5,No,No,PhD,Low,1,7.2 +S1842,Ali,Williams,student842@university.com,Female,21,CS,77.3,87.34,76.83,90.94,58.77,8.48,82.47,76.03,B,8.0,Yes,Yes,Bachelor's,Low,8,5.7 +S1843,Omar,Smith,student843@university.com,Female,20,Mathematics,97.89,91.27,69.43,51.76,59.85,3.99,76.77,71.71,B,21.7,No,Yes,PhD,Medium,8,7.6 +S1844,Ahmed,Davis,student844@university.com,Female,23,Business,87.38,95.24,83.38,67.47,50.81,5.51,52.95,80.03,B,7.5,Yes,Yes,Bachelor's,Medium,4,7.3 +S1845,Ahmed,Brown,student845@university.com,Female,23,CS,92.51,49.67,73.63,83.18,56.59,7.07,71.15,87.94,A,7.4,No,No,None,Low,8,6.2 +S1846,Sara,Brown,student846@university.com,Male,19,Engineering,67.7,58.24,88.21,56.54,63.19,0.58,50.49,80.25,A,6.0,No,Yes,None,Medium,6,7.2 +S1847,Sara,Williams,student847@university.com,Male,24,Engineering,77.72,91.62,66.6,61.8,86.05,3.51,83.09,98.49,F,18.6,Yes,Yes,Bachelor's,Medium,7,5.3 +S1848,Omar,Brown,student848@university.com,Female,22,CS,80.77,51.91,69.46,76.77,73.79,7.3,75.41,86.91,A,15.9,No,Yes,,Low,3,7.3 +S1849,Emma,Williams,student849@university.com,Female,24,Mathematics,66.08,40.21,80.2,97.66,87.9,6.85,56.34,99.25,A,12.7,Yes,Yes,Master's,Low,3,7.4 +S1850,Omar,Johnson,student850@university.com,Male,24,Engineering,78.51,92.25,53.27,64.37,74.33,0.53,77.11,87.17,C,18.2,No,Yes,Bachelor's,High,10,6.2 +S1851,Sara,Davis,student851@university.com,Male,22,Business,61.83,59.59,63.16,74.38,77.78,2.38,94.92,75.4,A,17.5,Yes,Yes,High School,Medium,10,5.2 +S1852,Ahmed,Jones,student852@university.com,Female,22,CS,57.17,64.87,77.49,70.0,55.55,6.8,67.02,70.55,F,16.8,Yes,No,None,Medium,9,8.0 +S1853,John,Johnson,student853@university.com,Female,23,Engineering,68.7,66.78,41.73,94.87,88.83,2.71,99.12,86.78,F,9.3,No,Yes,Bachelor's,High,10,7.8 +S1854,Omar,Davis,student854@university.com,Male,22,CS,86.96,90.9,66.22,53.59,87.91,8.14,97.97,84.36,A,27.4,Yes,No,Bachelor's,Low,10,4.3 +S1855,Ahmed,Williams,student855@university.com,Male,18,Business,95.81,60.27,75.93,78.31,65.38,0.3,89.27,83.44,B,20.5,No,Yes,Bachelor's,Low,9,6.5 +S1856,John,Davis,student856@university.com,Female,18,Engineering,,93.54,98.04,92.31,66.43,1.9,90.69,86.09,B,8.2,No,Yes,High School,Medium,3,4.5 +S1857,John,Williams,student857@university.com,Male,21,Engineering,82.14,77.02,92.62,,60.98,2.81,70.53,93.61,C,11.4,No,Yes,PhD,Low,9,5.6 +S1858,Sara,Johnson,student858@university.com,Male,22,CS,55.15,71.64,56.84,84.94,90.69,9.25,70.13,61.39,F,24.1,Yes,Yes,,High,3,6.1 +S1859,Omar,Smith,student859@university.com,Female,19,CS,95.22,59.54,70.43,69.0,87.35,7.96,97.72,78.24,B,24.4,Yes,Yes,High School,Low,4,4.9 +S1860,Maria,Smith,student860@university.com,Female,21,CS,78.43,54.62,43.38,70.59,80.46,8.84,68.31,80.17,F,23.1,Yes,Yes,,Low,3,6.3 +S1861,Ali,Davis,student861@university.com,Female,23,CS,89.02,77.44,54.45,67.58,61.94,4.4,54.84,64.64,B,24.8,No,Yes,,Low,5,7.5 +S1862,Sara,Smith,student862@university.com,Male,22,Engineering,89.72,66.81,86.49,,58.59,8.23,57.64,99.4,A,20.0,Yes,Yes,,High,4,6.2 +S1863,Sara,Williams,student863@university.com,Female,18,Engineering,62.82,94.63,47.4,86.97,52.51,8.53,85.52,89.28,A,12.2,No,Yes,Master's,Medium,9,5.2 +S1864,Maria,Brown,student864@university.com,Male,19,Engineering,76.46,69.5,55.46,90.97,52.28,4.0,69.15,66.06,F,13.9,No,Yes,None,Medium,2,6.1 +S1865,Ali,Williams,student865@university.com,Female,21,Engineering,98.02,70.71,96.64,,59.36,9.94,59.97,67.92,A,17.7,Yes,Yes,High School,Low,10,7.0 +S1866,Ahmed,Brown,student866@university.com,Female,19,CS,54.48,65.0,89.43,85.84,55.03,8.51,90.69,85.91,D,11.2,Yes,Yes,High School,Low,8,8.7 +S1867,Emma,Johnson,student867@university.com,Male,22,CS,84.15,87.36,86.91,95.81,77.81,9.74,74.43,50.57,A,26.3,No,Yes,None,High,3,6.5 +S1868,Omar,Jones,student868@university.com,Male,20,CS,98.11,65.49,91.87,96.04,67.9,8.66,78.38,73.2,A,23.7,No,Yes,,Medium,9,8.4 +S1869,Emma,Brown,student869@university.com,Female,19,Business,65.03,56.16,84.98,85.2,72.25,7.76,57.7,67.16,A,29.5,No,Yes,PhD,Low,2,8.9 +S1870,Ahmed,Smith,student870@university.com,Female,19,Engineering,93.07,91.72,47.24,81.85,79.7,9.44,59.64,92.7,A,15.4,Yes,Yes,Master's,Medium,7,6.8 +S1871,Liam,Williams,student871@university.com,Male,23,CS,96.68,75.81,70.99,76.58,82.96,4.2,56.29,89.56,B,26.8,No,Yes,High School,Medium,6,4.7 +S1872,Sara,Johnson,student872@university.com,Female,18,CS,87.35,75.49,66.65,59.16,82.41,7.83,75.73,66.6,A,24.5,No,Yes,Master's,Low,8,8.4 +S1873,Ali,Smith,student873@university.com,Male,22,Business,61.57,76.65,58.67,,63.04,2.13,88.78,93.24,A,25.8,Yes,Yes,,Medium,3,8.3 +S1874,Sara,Johnson,student874@university.com,Male,19,Business,66.7,83.13,90.04,74.29,90.48,7.33,86.61,95.68,B,22.2,No,Yes,Master's,Low,6,8.3 +S1875,John,Jones,student875@university.com,Female,22,Engineering,51.79,58.78,67.85,57.97,95.89,7.85,63.06,77.62,D,13.7,No,Yes,None,High,2,8.8 +S1876,Sara,Williams,student876@university.com,Male,18,Engineering,91.57,42.03,43.62,78.85,65.8,7.17,92.58,57.96,A,11.1,No,Yes,None,Medium,10,5.4 +S1877,Sara,Davis,student877@university.com,Male,23,CS,92.48,88.64,56.5,82.29,50.85,8.5,55.28,88.52,B,11.8,No,No,None,High,10,5.7 +S1878,Ahmed,Williams,student878@university.com,Male,22,Mathematics,81.64,47.73,53.72,76.28,94.96,4.13,55.7,65.97,F,19.2,Yes,Yes,PhD,Medium,7,7.4 +S1879,Ahmed,Jones,student879@university.com,Female,24,Business,67.63,83.31,93.25,51.82,96.18,5.45,92.47,76.36,C,27.0,No,Yes,PhD,Medium,3,6.8 +S1880,Ahmed,Williams,student880@university.com,Male,18,CS,53.84,44.94,78.85,52.89,52.55,0.11,62.22,52.28,C,16.2,No,Yes,None,Medium,5,8.3 +S1881,Emma,Davis,student881@university.com,Female,18,Business,87.65,62.52,73.62,,50.25,1.46,85.41,75.0,A,20.0,Yes,Yes,Master's,Medium,3,5.3 +S1882,John,Brown,student882@university.com,Female,21,Business,86.33,43.78,70.4,57.68,90.82,6.44,50.45,69.01,A,23.3,No,Yes,None,Medium,10,7.3 +S1883,Liam,Johnson,student883@university.com,Female,23,CS,95.63,71.33,79.01,99.49,65.07,5.62,54.68,84.3,B,26.4,Yes,Yes,None,Medium,1,8.7 +S1884,Liam,Davis,student884@university.com,Male,23,Engineering,86.53,79.19,85.29,67.22,95.73,1.97,80.46,52.04,A,21.2,No,No,Bachelor's,Medium,1,5.1 +S1885,Ahmed,Smith,student885@university.com,Male,24,CS,91.43,50.29,73.26,64.6,60.84,2.43,59.12,81.25,B,20.7,Yes,Yes,,High,10,5.5 +S1886,Ali,Jones,student886@university.com,Female,22,CS,87.3,62.3,96.3,52.61,93.06,3.44,51.41,88.6,A,29.7,No,Yes,PhD,Medium,4,6.0 +S1887,Emma,Brown,student887@university.com,Female,20,Business,81.53,95.81,98.61,81.77,53.43,7.16,73.35,50.64,A,26.6,No,Yes,None,High,5,4.4 +S1888,Maria,Smith,student888@university.com,Male,24,CS,71.35,66.54,99.72,82.61,63.03,6.1,66.53,87.5,A,23.3,No,Yes,None,High,1,4.9 +S1889,Ali,Smith,student889@university.com,Female,21,Business,95.11,88.15,80.16,58.77,98.66,0.7,90.11,56.51,A,25.8,Yes,Yes,Bachelor's,Medium,10,5.9 +S1890,Omar,Jones,student890@university.com,Female,23,Mathematics,,95.63,95.96,95.96,61.56,7.6,90.94,84.9,A,30.0,No,No,,High,3,4.4 +S1891,Omar,Brown,student891@university.com,Male,18,CS,69.92,98.46,64.27,90.02,56.65,2.63,80.72,72.76,B,17.6,No,Yes,,Medium,3,5.8 +S1892,Ali,Smith,student892@university.com,Female,23,Engineering,54.17,93.9,91.58,61.52,92.85,6.72,64.65,77.6,F,22.6,Yes,Yes,PhD,High,2,5.2 +S1893,Ahmed,Smith,student893@university.com,Male,24,Business,,59.04,94.55,74.29,55.89,1.23,73.08,66.87,B,25.3,No,Yes,,Low,6,8.3 +S1894,Maria,Brown,student894@university.com,Male,20,Business,77.19,97.75,94.25,72.92,54.87,9.98,85.11,62.27,D,16.1,Yes,Yes,PhD,Low,2,7.0 +S1895,Maria,Williams,student895@university.com,Female,19,Business,63.78,88.74,89.85,67.43,66.17,0.8,53.47,53.55,B,28.9,No,No,Master's,Medium,4,8.5 +S1896,Emma,Smith,student896@university.com,Male,19,CS,61.06,90.23,64.4,90.88,81.77,7.42,66.62,93.23,D,14.6,Yes,Yes,None,Low,5,5.0 +S1897,Maria,Johnson,student897@university.com,Male,23,Engineering,76.37,40.91,49.53,55.46,85.54,5.41,91.12,80.52,C,11.1,No,Yes,Master's,Medium,3,4.4 +S1898,Omar,Brown,student898@university.com,Male,23,Engineering,58.49,97.25,60.04,70.77,94.06,0.86,70.3,99.14,C,21.9,No,Yes,High School,Low,1,5.8 +S1899,John,Smith,student899@university.com,Female,21,Mathematics,90.02,86.69,86.04,71.4,77.05,0.27,81.23,92.52,B,7.0,No,Yes,,High,1,4.3 +S1900,Ahmed,Jones,student900@university.com,Female,23,CS,74.22,86.08,53.97,73.44,69.67,3.63,54.82,93.48,D,8.2,No,Yes,PhD,Medium,1,8.4 +S1901,Maria,Davis,student901@university.com,Female,20,Mathematics,78.69,44.89,68.7,,67.94,8.02,88.85,79.89,C,29.3,Yes,Yes,None,Low,6,4.9 +S1902,Emma,Johnson,student902@university.com,Male,23,CS,57.37,53.95,73.92,60.91,92.35,0.41,55.02,54.05,F,12.0,No,Yes,PhD,Medium,4,4.7 +S1903,Omar,Davis,student903@university.com,Male,22,Mathematics,66.23,97.74,76.23,55.15,86.19,7.04,93.08,95.67,D,5.8,Yes,Yes,PhD,Medium,6,7.9 +S1904,John,Davis,student904@university.com,Female,24,Engineering,70.5,70.04,96.14,80.89,95.27,6.55,55.33,55.89,C,16.9,No,Yes,,High,1,7.6 +S1905,Sara,Smith,student905@university.com,Female,20,Engineering,,63.87,79.69,58.69,98.2,2.66,94.54,75.86,A,26.7,No,Yes,,Medium,5,4.3 +S1906,Sara,Johnson,student906@university.com,Male,21,Engineering,88.51,90.4,87.18,53.75,65.0,0.77,68.19,92.84,A,13.3,Yes,Yes,,Low,1,6.5 +S1907,John,Johnson,student907@university.com,Female,22,CS,61.15,45.24,74.91,71.33,76.48,9.15,81.23,73.62,C,15.5,No,Yes,,High,4,6.2 +S1908,Omar,Williams,student908@university.com,Female,22,CS,80.81,65.02,90.01,60.98,81.59,3.0,92.33,58.28,A,8.9,No,Yes,PhD,High,9,5.9 +S1909,Emma,Davis,student909@university.com,Female,24,CS,62.17,62.54,55.82,68.06,58.19,1.11,50.51,68.66,D,13.7,No,Yes,,Low,6,4.6 +S1910,John,Johnson,student910@university.com,Female,19,CS,99.41,60.99,52.59,62.99,52.67,6.82,63.28,99.42,A,29.1,Yes,Yes,None,Low,4,7.9 +S1911,Ahmed,Williams,student911@university.com,Female,20,CS,97.61,58.46,95.58,54.63,93.39,2.17,95.42,99.99,A,26.9,Yes,Yes,High School,Medium,10,5.2 +S1912,Ahmed,Brown,student912@university.com,Male,24,Business,78.16,52.6,81.61,78.02,76.78,4.76,69.41,85.54,D,23.5,No,Yes,High School,Medium,7,6.3 +S1913,Sara,Williams,student913@university.com,Female,22,Engineering,84.95,50.37,80.29,51.35,78.54,0.5,85.32,94.4,A,24.7,No,Yes,None,Medium,10,8.4 +S1914,Maria,Jones,student914@university.com,Female,21,CS,90.07,78.42,68.04,98.32,77.75,9.93,57.0,52.21,B,21.7,No,Yes,None,Low,10,5.6 +S1915,Emma,Smith,student915@university.com,Male,24,Business,86.05,95.16,62.6,,87.75,4.48,83.92,63.8,A,7.9,No,Yes,,Low,1,4.2 +S1916,Sara,Brown,student916@university.com,Male,19,Engineering,84.99,70.53,73.34,84.76,57.28,9.99,53.66,68.45,B,7.9,No,Yes,High School,Medium,1,8.4 +S1917,Maria,Brown,student917@university.com,Male,22,Mathematics,,57.88,47.23,90.52,80.7,3.86,85.87,50.6,C,18.4,Yes,Yes,None,Low,5,6.5 +S1918,Maria,Jones,student918@university.com,Male,24,Engineering,79.82,49.55,67.28,63.96,73.47,3.48,66.19,68.85,C,19.9,Yes,Yes,Bachelor's,Low,7,6.5 +S1919,Liam,Williams,student919@university.com,Female,20,CS,81.82,89.81,67.32,87.44,94.85,9.15,73.29,54.65,C,29.3,No,Yes,High School,Medium,9,6.8 +S1920,Ahmed,Smith,student920@university.com,Female,19,Engineering,92.46,98.29,72.3,91.62,75.98,3.29,58.31,75.87,A,16.3,Yes,Yes,None,Low,9,4.9 +S1921,Omar,Williams,student921@university.com,Female,20,Engineering,83.49,60.95,78.08,62.07,97.15,4.32,81.39,50.22,F,27.9,Yes,Yes,Master's,Medium,10,7.6 +S1922,Ali,Johnson,student922@university.com,Female,20,CS,86.65,57.46,97.44,99.62,67.66,0.78,66.88,63.52,B,29.8,No,Yes,None,Medium,8,5.2 +S1923,Omar,Williams,student923@university.com,Male,20,CS,61.71,76.09,79.13,51.03,98.34,9.55,69.17,93.31,D,26.1,Yes,No,High School,Low,2,5.5 +S1924,Ali,Brown,student924@university.com,Male,24,CS,68.56,86.52,93.02,60.85,93.76,0.85,82.61,60.65,F,15.0,No,Yes,,Medium,1,7.2 +S1925,John,Smith,student925@university.com,Female,19,CS,57.37,67.32,73.38,89.0,79.21,7.71,58.94,53.24,C,23.8,No,Yes,Bachelor's,Medium,3,7.7 +S1926,Ahmed,Williams,student926@university.com,Female,24,Engineering,75.29,77.8,77.62,59.71,67.69,5.39,92.6,62.49,B,18.6,No,Yes,None,Low,1,7.7 +S1927,Maria,Smith,student927@university.com,Female,24,Engineering,72.79,82.99,44.19,84.91,68.8,0.61,86.96,91.38,F,10.0,No,No,High School,Medium,1,4.4 +S1928,Emma,Smith,student928@university.com,Female,24,CS,99.86,97.64,48.0,92.78,88.64,0.02,78.89,79.36,A,8.2,No,Yes,,Low,8,7.8 +S1929,Ali,Johnson,student929@university.com,Male,22,Engineering,80.56,49.9,74.78,97.96,79.03,9.36,56.42,79.3,B,6.8,Yes,Yes,None,Low,3,7.3 +S1930,Omar,Johnson,student930@university.com,Female,23,Engineering,89.32,99.84,63.74,73.71,70.08,7.42,84.36,50.03,A,13.2,No,Yes,High School,Low,2,7.0 +S1931,Maria,Brown,student931@university.com,Male,18,CS,66.7,63.53,87.93,,81.8,6.86,50.9,73.61,F,22.2,No,Yes,Master's,Medium,6,8.8 +S1932,Ali,Jones,student932@university.com,Male,22,CS,91.58,83.39,72.59,70.58,86.66,4.39,90.22,63.28,A,27.8,No,Yes,,Medium,1,5.7 +S1933,Ali,Smith,student933@university.com,Male,19,CS,80.75,74.34,92.94,60.91,51.15,2.39,65.19,66.81,A,13.0,No,Yes,High School,Low,2,7.4 +S1934,Liam,Jones,student934@university.com,Male,18,CS,84.85,69.2,98.34,75.7,54.49,6.8,55.86,79.93,A,18.3,Yes,Yes,PhD,High,4,6.9 +S1935,Ali,Brown,student935@university.com,Female,18,CS,64.72,81.88,48.86,82.49,54.72,6.08,58.22,93.72,A,16.7,No,Yes,None,Low,7,5.9 +S1936,Emma,Smith,student936@university.com,Female,18,CS,77.43,63.75,63.69,72.9,61.6,7.26,98.16,59.08,B,7.7,No,Yes,None,Low,2,7.9 +S1937,Ahmed,Smith,student937@university.com,Female,23,Engineering,81.7,47.57,79.9,78.35,71.35,3.66,88.69,88.41,C,24.0,Yes,Yes,High School,Low,4,6.0 +S1938,Emma,Davis,student938@university.com,Female,24,Engineering,79.45,69.33,58.33,70.82,90.18,9.87,61.89,52.45,D,18.0,Yes,Yes,Master's,Low,4,6.8 +S1939,Sara,Jones,student939@university.com,Male,21,CS,,71.31,56.02,76.24,67.55,0.67,98.17,66.34,F,27.9,No,Yes,,High,8,6.8 +S1940,Maria,Williams,student940@university.com,Male,19,CS,94.91,52.11,88.82,97.63,50.87,0.8,57.01,60.95,A,25.9,No,Yes,Master's,Medium,7,6.6 +S1941,Ahmed,Johnson,student941@university.com,Male,23,Engineering,98.55,96.14,98.82,74.99,74.17,9.17,86.68,95.78,A,12.0,No,No,Master's,Medium,7,6.3 +S1942,Liam,Williams,student942@university.com,Female,23,Business,83.37,53.65,86.43,62.66,99.83,6.48,82.84,58.9,B,12.8,No,Yes,PhD,Medium,9,4.8 +S1943,Ahmed,Jones,student943@university.com,Male,21,Business,98.6,64.55,71.42,87.94,67.45,3.26,91.07,78.93,A,18.4,No,Yes,PhD,Medium,3,5.2 +S1944,Ahmed,Johnson,student944@university.com,Male,18,Engineering,91.62,49.3,66.55,,98.06,7.62,69.08,58.24,A,8.1,Yes,No,Master's,High,3,4.6 +S1945,Omar,Williams,student945@university.com,Male,24,CS,63.54,72.15,72.38,90.81,55.07,4.53,70.09,73.67,B,11.3,No,Yes,Master's,Low,10,7.6 +S1946,Ahmed,Davis,student946@university.com,Male,21,CS,,58.46,67.77,52.84,58.65,0.21,81.23,70.67,D,25.5,No,Yes,Master's,Low,9,7.7 +S1947,Liam,Johnson,student947@university.com,Female,21,Business,61.92,69.36,70.17,66.61,86.21,6.51,69.91,52.07,D,8.8,Yes,Yes,None,Low,2,7.2 +S1948,Emma,Smith,student948@university.com,Male,23,CS,50.21,53.48,52.21,54.72,75.06,2.43,52.07,91.29,F,18.7,No,Yes,None,Low,3,8.6 +S1949,Ahmed,Williams,student949@university.com,Male,19,Mathematics,59.4,43.23,94.22,54.27,88.26,1.15,86.49,89.01,F,14.8,No,Yes,None,Medium,9,5.3 +S1950,John,Johnson,student950@university.com,Female,20,Engineering,50.2,86.75,85.27,82.92,93.18,2.25,82.05,63.89,D,10.0,No,Yes,None,Low,10,8.1 +S1951,Maria,Davis,student951@university.com,Female,24,Engineering,85.99,78.47,80.86,69.27,62.55,4.76,71.19,80.7,A,29.2,Yes,Yes,PhD,High,6,4.9 +S1952,Ahmed,Johnson,student952@university.com,Female,21,CS,71.28,60.44,97.0,93.57,84.14,0.5,65.14,68.13,A,25.6,No,Yes,High School,Low,5,4.3 +S1953,Maria,Johnson,student953@university.com,Male,24,Engineering,65.63,42.85,57.06,75.82,80.38,8.83,66.04,88.46,C,11.7,No,Yes,,Low,9,4.0 +S1954,John,Davis,student954@university.com,Male,21,Engineering,88.09,91.93,44.87,64.77,93.08,5.6,87.05,84.62,A,24.6,No,No,Master's,High,7,6.9 +S1955,John,Williams,student955@university.com,Male,18,CS,,50.19,89.57,86.04,71.51,2.93,86.46,54.52,D,5.2,No,Yes,High School,Medium,2,7.9 +S1956,Maria,Brown,student956@university.com,Male,24,CS,98.76,95.84,99.91,,52.59,6.87,90.95,92.21,A,11.9,Yes,Yes,None,Medium,10,8.1 +S1957,Ali,Williams,student957@university.com,Female,18,Business,82.1,68.72,74.71,89.98,78.71,8.04,88.11,58.97,B,7.7,No,Yes,Bachelor's,Low,9,6.4 +S1958,Sara,Jones,student958@university.com,Male,23,Engineering,73.08,60.42,43.53,,97.94,6.14,87.9,58.71,D,15.6,No,Yes,Bachelor's,Low,6,4.3 +S1959,Omar,Davis,student959@university.com,Male,18,Engineering,65.26,84.51,86.83,58.35,50.73,2.02,62.59,86.69,A,20.9,No,Yes,PhD,High,3,4.2 +S1960,Ali,Williams,student960@university.com,Female,24,CS,61.12,92.61,44.42,83.52,62.01,1.1,55.08,59.16,D,9.3,No,Yes,Bachelor's,Medium,1,8.6 +S1961,Ali,Johnson,student961@university.com,Female,22,Business,60.65,62.24,72.4,69.58,65.8,8.6,88.09,56.12,A,11.0,No,Yes,PhD,Low,4,4.5 +S1962,Emma,Davis,student962@university.com,Female,24,Business,70.46,64.44,56.65,73.16,88.29,2.35,54.93,66.78,A,14.8,No,Yes,PhD,Low,8,7.9 +S1963,Omar,Smith,student963@university.com,Male,21,Engineering,99.59,65.99,94.9,96.08,66.16,0.2,99.11,91.94,B,20.8,No,Yes,PhD,Low,5,4.3 +S1964,Omar,Williams,student964@university.com,Male,18,Engineering,50.04,95.34,67.08,68.0,61.95,6.43,93.75,58.84,C,12.8,No,Yes,High School,High,5,4.9 +S1965,Ali,Davis,student965@university.com,Male,19,Engineering,59.86,81.55,93.91,80.6,82.43,1.53,76.67,66.95,D,20.0,Yes,Yes,High School,Medium,2,4.8 +S1966,Ahmed,Williams,student966@university.com,Male,22,Engineering,59.42,54.86,57.94,68.17,52.32,9.91,67.61,64.31,D,13.7,No,Yes,Bachelor's,Medium,4,5.4 +S1967,Emma,Davis,student967@university.com,Male,23,CS,85.86,51.1,63.24,54.74,58.53,8.7,76.34,67.8,A,11.4,No,Yes,High School,Medium,4,6.0 +S1968,Emma,Johnson,student968@university.com,Female,20,Mathematics,,53.82,96.83,72.68,70.4,6.08,86.72,85.71,F,26.4,No,Yes,None,High,9,4.6 +S1969,John,Smith,student969@university.com,Female,21,Engineering,72.86,55.81,52.08,79.85,67.78,8.34,87.82,70.27,B,14.6,No,Yes,PhD,Medium,7,8.9 +S1970,Liam,Smith,student970@university.com,Male,21,CS,57.43,53.81,74.71,70.38,67.36,4.71,53.68,87.98,D,28.0,No,Yes,None,Medium,7,4.0 +S1971,Omar,Jones,student971@university.com,Male,19,Engineering,70.25,79.51,63.31,69.53,55.43,7.88,90.24,82.02,D,12.6,No,Yes,High School,Low,9,7.9 +S1972,Ali,Davis,student972@university.com,Male,20,Business,55.16,46.96,86.45,91.02,68.04,6.47,82.07,68.05,C,18.6,No,Yes,Master's,Medium,9,6.6 +S1973,John,Williams,student973@university.com,Male,20,CS,76.65,63.24,47.76,51.48,89.9,0.29,52.03,71.61,C,6.3,No,No,,Low,5,4.4 +S1974,Maria,Smith,student974@university.com,Male,23,CS,54.9,77.5,66.23,64.78,70.69,9.49,65.66,85.18,C,22.0,No,Yes,PhD,Medium,1,4.6 +S1975,Sara,Smith,student975@university.com,Female,23,Engineering,89.53,57.45,81.94,90.59,79.31,8.61,75.53,76.74,A,24.9,Yes,Yes,Master's,Low,2,6.9 +S1976,Liam,Brown,student976@university.com,Female,22,CS,78.33,43.92,64.42,96.03,58.18,9.53,59.42,93.42,C,29.3,No,Yes,Master's,Low,8,5.6 +S1977,Liam,Brown,student977@university.com,Female,21,Business,86.2,44.91,43.51,70.61,53.49,7.31,57.76,96.66,B,25.9,Yes,Yes,PhD,Low,6,6.3 +S1978,Liam,Smith,student978@university.com,Male,18,CS,70.93,47.56,82.31,94.44,94.0,4.12,50.71,85.89,B,12.8,No,Yes,Bachelor's,Low,10,6.7 +S1979,Emma,Davis,student979@university.com,Male,23,Business,69.07,90.15,70.19,59.95,66.57,2.07,95.58,99.46,A,18.9,No,Yes,,Low,8,6.9 +S1980,Maria,Jones,student980@university.com,Female,19,CS,54.91,79.47,40.68,61.07,67.52,1.8,52.81,79.83,D,19.8,No,Yes,High School,Low,3,6.9 +S1981,Liam,Smith,student981@university.com,Female,19,CS,76.19,43.87,76.76,,93.88,1.45,68.3,51.99,A,6.4,No,Yes,Master's,Low,3,4.4 +S1982,Maria,Johnson,student982@university.com,Male,19,Business,75.73,63.46,95.19,95.16,85.39,2.21,60.29,75.24,B,6.8,Yes,Yes,Master's,Low,6,7.7 +S1983,Ahmed,Williams,student983@university.com,Female,24,Engineering,73.41,56.72,46.66,61.14,87.81,5.51,87.05,61.5,C,13.1,Yes,Yes,PhD,High,4,5.5 +S1984,Liam,Jones,student984@university.com,Female,23,CS,87.03,74.68,75.44,52.97,84.1,6.84,85.36,66.69,B,23.6,No,Yes,PhD,Low,4,4.6 +S1985,Sara,Johnson,student985@university.com,Male,23,CS,,71.37,83.72,,55.29,3.14,90.31,74.5,D,12.1,Yes,Yes,Bachelor's,Low,4,4.5 +S1986,Maria,Jones,student986@university.com,Female,19,Engineering,87.54,68.87,44.25,63.07,97.9,5.49,80.84,64.75,A,26.9,No,Yes,Master's,Medium,2,5.2 +S1987,Maria,Johnson,student987@university.com,Female,23,Engineering,57.19,58.87,41.36,88.07,95.46,3.41,79.58,65.48,C,21.1,No,Yes,High School,High,7,7.1 +S1988,Sara,Williams,student988@university.com,Female,24,Mathematics,81.1,48.27,67.85,75.5,61.81,6.97,70.36,70.1,D,16.7,No,Yes,,Low,5,6.4 +S1989,Liam,Williams,student989@university.com,Male,18,Mathematics,54.02,84.54,87.47,72.78,90.2,9.88,81.82,64.32,F,18.5,Yes,Yes,None,Low,5,4.5 +S1990,Sara,Brown,student990@university.com,Female,18,Engineering,84.73,92.79,49.64,79.21,70.47,6.89,55.76,58.48,C,13.3,No,Yes,High School,Medium,7,4.2 +S1991,Maria,Davis,student991@university.com,Female,22,Engineering,69.09,96.65,90.2,94.51,84.19,0.59,84.23,88.28,B,29.3,Yes,No,Master's,Low,5,4.1 +S1992,Sara,Johnson,student992@university.com,Female,21,Engineering,56.62,43.52,79.39,54.52,58.28,4.77,55.19,69.76,C,9.4,No,Yes,PhD,High,1,6.1 +S1993,Maria,Brown,student993@university.com,Male,18,Engineering,93.1,84.39,59.93,84.74,76.93,7.7,93.09,91.59,A,26.5,No,Yes,PhD,Medium,2,7.9 +S1994,Maria,Johnson,student994@university.com,Male,22,CS,80.7,83.59,70.95,96.34,56.33,5.42,75.28,94.14,A,22.0,No,Yes,None,Medium,5,6.9 +S1995,Ahmed,Brown,student995@university.com,Female,20,CS,67.74,96.83,97.93,60.67,76.81,9.51,76.52,87.55,B,22.8,No,Yes,,Medium,7,8.0 +S1996,Ali,Williams,student996@university.com,Male,21,CS,51.54,55.17,52.99,91.89,62.18,0.55,79.24,69.83,D,25.9,Yes,Yes,High School,Low,10,5.6 +S1997,Maria,Jones,student997@university.com,Female,18,CS,76.87,84.53,69.97,84.9,72.62,2.91,88.8,86.07,B,8.4,No,Yes,PhD,Low,2,4.7 +S1998,Liam,Brown,student998@university.com,Male,24,CS,96.16,43.28,77.47,50.72,83.4,2.21,73.92,57.76,A,22.4,No,Yes,Bachelor's,Low,8,8.0 +S1999,John,Johnson,student999@university.com,Male,20,Engineering,79.82,77.87,48.28,61.58,93.85,7.68,71.38,83.06,F,24.4,No,Yes,None,Medium,5,7.6 +S2000,Emma,Johnson,student1000@university.com,Female,22,Business,98.58,61.05,42.61,80.29,58.26,5.24,64.42,70.3,B,29.6,No,No,None,High,9,6.9 +S2001,Omar,Davis,student1001@university.com,Female,18,Engineering,,86.13,40.81,75.12,94.66,1.38,56.4,82.78,B,23.7,No,Yes,High School,Low,6,8.4 +S2002,Ali,Williams,student1002@university.com,Female,18,CS,,91.8,59.48,76.4,69.5,2.86,59.52,87.74,F,28.8,Yes,Yes,High School,Low,3,7.2 +S2003,Ali,Johnson,student1003@university.com,Male,23,CS,89.91,61.89,44.44,61.6,92.19,5.23,50.03,78.13,B,26.2,Yes,Yes,PhD,Medium,6,6.6 +S2004,Ali,Smith,student1004@university.com,Female,20,Engineering,76.28,71.54,88.23,,75.63,9.96,93.47,82.12,B,26.9,No,Yes,PhD,Low,9,6.5 +S2005,Ahmed,Jones,student1005@university.com,Male,18,CS,,47.04,99.84,63.32,93.11,3.64,88.25,60.68,A,27.9,No,Yes,,Low,1,7.1 +S2006,Maria,Brown,student1006@university.com,Male,19,Engineering,79.14,65.01,43.68,69.47,83.14,1.57,60.93,79.63,F,18.3,No,Yes,,High,1,6.6 +S2007,Ahmed,Davis,student1007@university.com,Female,24,Mathematics,80.59,61.65,65.96,68.45,75.44,4.97,50.12,73.02,A,22.8,No,Yes,PhD,High,8,5.4 +S2008,Maria,Jones,student1008@university.com,Male,23,CS,86.44,50.99,41.54,83.6,65.63,3.1,74.61,71.4,B,8.1,No,Yes,,High,7,8.8 +S2009,Liam,Williams,student1009@university.com,Female,23,CS,88.06,93.67,48.04,54.51,98.45,5.66,70.63,70.52,A,13.9,No,Yes,PhD,Low,1,8.8 +S2010,Ahmed,Davis,student1010@university.com,Male,18,Engineering,88.54,48.89,59.38,60.28,90.04,4.67,88.8,65.55,A,27.0,No,Yes,None,Low,8,4.8 +S2011,Ahmed,Brown,student1011@university.com,Female,24,Mathematics,83.17,78.14,63.62,60.02,69.06,6.89,70.14,65.27,B,29.4,No,Yes,Master's,Medium,5,6.7 +S2012,Emma,Brown,student1012@university.com,Male,23,Business,60.79,93.41,96.39,55.42,58.34,9.14,93.21,84.99,F,7.8,Yes,Yes,High School,Low,9,7.9 +S2013,John,Smith,student1013@university.com,Male,21,Business,70.21,94.72,63.75,60.38,88.98,2.01,54.79,77.89,D,19.7,No,Yes,None,Low,3,4.3 +S2014,Ahmed,Williams,student1014@university.com,Female,20,CS,88.81,87.59,69.78,80.35,99.5,8.21,68.29,51.5,A,23.4,No,Yes,PhD,Medium,5,4.6 +S2015,Emma,Davis,student1015@university.com,Male,21,Mathematics,,50.57,54.74,86.61,63.95,9.49,96.7,52.43,D,17.9,Yes,Yes,Master's,Medium,7,6.7 +S2016,Sara,Davis,student1016@university.com,Female,22,CS,53.95,89.05,40.01,83.02,95.79,3.74,50.59,78.51,D,10.8,No,Yes,Master's,Medium,10,4.1 +S2017,John,Johnson,student1017@university.com,Male,21,CS,76.78,56.59,93.96,73.76,56.27,1.14,69.54,92.31,C,6.0,No,Yes,,Low,8,8.2 +S2018,Liam,Smith,student1018@university.com,Male,24,Business,65.63,95.34,44.9,52.62,97.61,8.22,62.99,52.2,F,28.8,No,Yes,,Medium,3,8.4 +S2019,Ahmed,Smith,student1019@university.com,Male,19,Mathematics,61.27,82.55,97.85,97.95,87.27,7.01,76.59,75.36,B,10.9,Yes,No,Bachelor's,Medium,1,7.7 +S2020,Omar,Davis,student1020@university.com,Female,23,CS,75.29,87.12,47.85,58.4,67.33,2.13,63.94,92.56,F,12.5,Yes,Yes,PhD,Low,6,8.1 +S2021,Ali,Davis,student1021@university.com,Female,24,CS,80.3,45.1,76.29,83.42,65.23,4.45,93.5,50.22,C,21.1,Yes,Yes,Bachelor's,Medium,5,7.4 +S2022,Sara,Jones,student1022@university.com,Female,23,CS,,74.97,99.96,95.64,82.17,5.78,96.86,63.79,A,15.7,No,Yes,,Medium,5,4.7 +S2023,Sara,Jones,student1023@university.com,Female,19,CS,89.01,89.27,48.31,84.89,79.68,1.7,92.46,96.0,A,15.6,Yes,Yes,Bachelor's,Low,6,4.1 +S2024,Liam,Jones,student1024@university.com,Female,23,CS,90.99,91.7,65.44,60.9,95.95,7.15,69.93,54.07,B,7.1,No,No,None,Medium,3,8.2 +S2025,Emma,Smith,student1025@university.com,Male,21,Mathematics,98.28,41.72,86.83,65.79,88.31,6.9,99.5,80.35,A,29.8,Yes,No,Master's,Low,5,7.5 +S2026,Sara,Johnson,student1026@university.com,Male,22,Engineering,59.03,96.35,41.93,,77.02,8.87,86.75,75.37,D,12.1,No,Yes,High School,High,10,6.0 +S2027,John,Brown,student1027@university.com,Female,18,Business,79.73,42.6,81.39,80.64,96.38,5.67,67.78,57.58,B,7.8,Yes,Yes,Master's,Medium,1,8.0 +S2028,Ahmed,Jones,student1028@university.com,Male,19,Business,,76.87,44.82,80.65,79.64,5.74,54.68,52.12,F,22.0,No,Yes,Bachelor's,Medium,8,4.3 +S2029,Ahmed,Johnson,student1029@university.com,Male,21,Engineering,66.74,81.6,54.19,86.28,92.48,6.19,83.35,75.13,F,23.8,No,Yes,Master's,Low,9,5.6 +S2030,Omar,Williams,student1030@university.com,Male,24,Business,78.28,46.44,49.6,50.55,92.05,2.74,86.43,86.76,A,5.6,Yes,Yes,Bachelor's,High,4,5.7 +S2031,Liam,Jones,student1031@university.com,Male,21,Engineering,89.12,42.88,94.44,90.89,95.96,7.59,56.12,58.86,B,11.7,No,No,PhD,High,5,4.5 +S2032,Ali,Brown,student1032@university.com,Female,21,CS,51.15,87.09,50.83,86.94,53.38,6.62,77.49,84.57,F,9.9,No,Yes,,Low,7,7.7 +S2033,Emma,Williams,student1033@university.com,Male,18,Engineering,98.47,63.08,42.43,57.04,79.19,8.39,99.35,77.32,A,24.7,No,No,PhD,High,10,7.9 +S2034,Ali,Williams,student1034@university.com,Female,20,Engineering,90.49,46.43,75.26,67.38,73.42,7.69,66.31,67.89,B,9.6,No,Yes,High School,Medium,5,6.9 +S2035,Sara,Brown,student1035@university.com,Female,23,Business,87.56,85.76,60.77,81.93,74.53,6.39,65.09,83.22,A,10.9,No,Yes,PhD,Medium,4,6.1 +S2036,Liam,Jones,student1036@university.com,Male,23,Mathematics,88.02,90.95,64.34,74.79,73.0,1.61,95.17,59.6,A,29.7,Yes,No,PhD,Low,8,7.0 +S2037,Omar,Smith,student1037@university.com,Female,24,Engineering,69.45,75.24,47.14,55.75,91.87,9.19,55.87,72.85,B,22.6,No,Yes,Master's,Low,6,8.5 +S2038,Ali,Brown,student1038@university.com,Male,22,Business,87.58,49.67,84.89,54.37,65.92,3.67,96.68,77.47,A,14.7,No,Yes,High School,Medium,2,5.8 +S2039,John,Brown,student1039@university.com,Male,24,CS,69.34,40.91,76.09,89.07,73.14,9.64,88.97,72.93,D,23.8,Yes,Yes,Master's,Low,4,5.7 +S2040,Ahmed,Brown,student1040@university.com,Male,20,Business,,82.05,61.85,57.8,60.03,4.02,69.54,69.88,D,16.7,No,Yes,PhD,High,3,7.1 +S2041,Sara,Williams,student1041@university.com,Female,23,CS,,73.01,50.29,58.6,62.59,1.46,54.18,87.05,D,10.3,Yes,Yes,Master's,High,2,7.4 +S2042,Omar,Johnson,student1042@university.com,Female,22,CS,64.62,79.05,75.61,91.55,83.02,8.85,50.96,82.81,C,17.2,No,Yes,Bachelor's,Medium,6,6.3 +S2043,Ali,Smith,student1043@university.com,Female,24,CS,77.57,88.79,86.72,80.61,55.85,7.95,68.79,81.97,B,24.3,Yes,Yes,PhD,Low,10,8.3 +S2044,Emma,Jones,student1044@university.com,Male,22,Engineering,65.96,66.05,58.74,80.24,59.39,7.86,85.27,94.59,B,9.5,Yes,Yes,Bachelor's,Medium,1,5.8 +S2045,John,Jones,student1045@university.com,Male,21,CS,71.21,47.47,41.55,73.97,76.4,0.89,74.38,99.68,C,17.1,No,Yes,,Low,10,7.2 +S2046,John,Johnson,student1046@university.com,Male,19,Mathematics,74.62,96.4,52.86,,52.19,8.79,86.93,78.36,B,8.0,No,No,Bachelor's,High,4,7.3 +S2047,Ali,Brown,student1047@university.com,Female,21,CS,92.82,72.72,80.94,80.09,56.35,5.96,83.53,67.41,A,26.1,Yes,Yes,,Medium,8,5.5 +S2048,Ahmed,Smith,student1048@university.com,Male,18,Mathematics,76.16,76.92,99.35,98.39,93.17,4.7,78.65,88.94,F,25.5,No,Yes,PhD,Low,5,4.1 +S2049,Ali,Jones,student1049@university.com,Male,23,Business,68.12,96.0,40.8,61.15,92.31,9.13,98.37,57.1,B,21.8,Yes,Yes,Bachelor's,Medium,3,8.1 +S2050,Sara,Davis,student1050@university.com,Female,22,CS,62.39,95.9,58.37,60.73,67.39,6.66,86.42,75.65,F,28.0,No,Yes,High School,Low,2,6.4 +S2051,Ali,Jones,student1051@university.com,Female,24,CS,70.43,74.33,43.72,52.86,67.4,1.33,95.73,76.23,D,15.0,No,No,Bachelor's,Low,6,4.5 +S2052,John,Brown,student1052@university.com,Female,19,Business,75.79,57.86,58.98,82.91,96.83,5.2,62.11,99.17,A,8.3,Yes,Yes,PhD,Low,4,8.8 +S2053,Omar,Davis,student1053@university.com,Male,24,Engineering,87.31,99.83,64.35,77.45,51.29,6.37,85.68,99.55,A,29.4,Yes,Yes,High School,High,7,5.5 +S2054,Ali,Johnson,student1054@university.com,Male,23,Engineering,56.05,80.85,95.25,55.56,79.01,8.99,79.89,89.96,D,17.8,No,Yes,,Medium,8,6.4 +S2055,Ahmed,Smith,student1055@university.com,Male,22,CS,61.08,64.51,44.83,68.23,79.87,2.8,96.21,73.65,D,16.9,No,Yes,High School,Low,9,6.4 +S2056,Liam,Johnson,student1056@university.com,Female,22,Engineering,68.98,73.59,86.63,58.93,89.39,7.94,75.52,77.36,A,6.6,No,Yes,,Low,7,5.9 +S2057,Omar,Johnson,student1057@university.com,Female,21,Mathematics,,64.95,63.73,66.57,97.59,8.0,63.98,65.99,A,19.3,No,Yes,High School,Medium,9,4.8 +S2058,Emma,Smith,student1058@university.com,Female,19,CS,69.59,93.3,88.68,97.56,67.79,1.28,69.24,91.49,D,21.1,No,Yes,,Medium,4,7.5 +S2059,Maria,Smith,student1059@university.com,Female,19,Engineering,89.68,68.95,70.8,84.17,71.89,0.17,60.94,87.33,A,16.8,No,Yes,,Low,1,5.0 +S2060,Ali,Jones,student1060@university.com,Male,23,CS,66.21,89.41,42.36,50.38,83.56,5.81,61.0,88.57,A,27.8,No,Yes,Bachelor's,Medium,7,7.4 +S2061,Ahmed,Jones,student1061@university.com,Male,22,Business,75.09,90.41,96.77,62.63,98.36,7.89,73.52,56.93,A,23.6,No,Yes,Master's,Low,2,8.0 +S2062,Omar,Smith,student1062@university.com,Male,19,Business,81.2,89.46,44.96,50.52,94.54,5.54,94.63,69.93,B,6.0,No,Yes,,High,10,4.1 +S2063,Ahmed,Davis,student1063@university.com,Male,19,CS,61.61,83.33,75.86,85.74,83.35,8.13,59.59,76.87,F,18.6,No,Yes,High School,Low,9,7.7 +S2064,Emma,Williams,student1064@university.com,Male,24,CS,85.93,91.29,92.66,73.47,92.84,6.22,64.39,56.23,A,29.8,No,Yes,PhD,High,6,7.2 +S2065,John,Jones,student1065@university.com,Male,23,CS,77.36,63.23,44.79,99.7,54.26,6.53,92.65,68.43,A,10.0,Yes,Yes,High School,Medium,9,5.0 +S2066,Ahmed,Williams,student1066@university.com,Male,21,Engineering,72.34,46.88,73.23,86.68,68.86,0.28,66.96,54.37,A,20.4,No,Yes,PhD,High,8,7.1 +S2067,Omar,Davis,student1067@university.com,Male,24,Engineering,,90.55,89.46,75.9,50.65,0.89,98.12,97.94,C,11.8,Yes,Yes,,Medium,9,6.1 +S2068,Ahmed,Smith,student1068@university.com,Female,24,Mathematics,,69.89,99.18,,58.87,7.25,63.45,87.56,A,14.3,No,Yes,Bachelor's,High,7,4.4 +S2069,Ahmed,Davis,student1069@university.com,Female,20,Engineering,94.16,47.64,83.46,85.24,81.52,7.63,72.11,81.04,A,5.8,No,Yes,None,Low,3,6.6 +S2070,Ahmed,Jones,student1070@university.com,Male,18,CS,78.05,46.92,56.7,62.19,94.28,5.42,54.78,60.24,B,22.2,No,Yes,PhD,Low,10,8.9 +S2071,Sara,Johnson,student1071@university.com,Female,20,Business,80.46,49.55,81.97,76.51,81.64,5.9,99.61,66.71,C,24.1,No,Yes,None,Low,5,7.2 +S2072,Sara,Smith,student1072@university.com,Male,19,Engineering,,85.06,82.35,77.8,83.21,6.14,94.51,57.22,F,24.3,No,Yes,,Low,3,5.7 +S2073,John,Brown,student1073@university.com,Male,22,Engineering,90.88,82.65,82.0,72.56,55.19,1.05,90.88,76.81,A,29.3,Yes,Yes,Bachelor's,High,3,6.8 +S2074,Ali,Williams,student1074@university.com,Female,18,CS,80.08,52.23,91.26,58.96,83.24,6.68,57.87,91.03,C,25.9,Yes,No,,Low,7,7.7 +S2075,Ahmed,Davis,student1075@university.com,Male,18,CS,87.66,90.82,45.24,61.17,72.72,4.78,98.47,50.95,B,10.2,Yes,Yes,High School,High,6,4.8 +S2076,Emma,Smith,student1076@university.com,Male,22,Mathematics,71.67,56.88,46.51,64.05,82.57,6.03,96.46,55.17,C,10.8,No,Yes,Bachelor's,Medium,5,6.6 +S2077,Ali,Davis,student1077@university.com,Male,18,Engineering,77.37,87.58,78.44,,66.31,5.63,71.78,61.47,C,24.2,No,Yes,Master's,High,5,6.5 +S2078,Emma,Smith,student1078@university.com,Male,22,CS,53.1,69.33,97.23,95.85,79.07,7.63,84.08,85.7,F,24.4,Yes,Yes,,Low,8,5.9 +S2079,Ali,Jones,student1079@university.com,Male,18,Engineering,54.49,83.89,67.95,84.3,71.2,3.19,99.62,94.7,D,8.1,No,Yes,Bachelor's,Low,1,7.7 +S2080,John,Jones,student1080@university.com,Male,24,Mathematics,91.47,62.88,97.63,84.48,77.93,3.74,70.49,87.65,A,5.2,No,Yes,Master's,Low,4,6.8 +S2081,Ahmed,Jones,student1081@university.com,Male,23,CS,52.98,60.83,96.29,78.62,57.35,3.92,55.65,76.25,C,15.0,No,Yes,PhD,Medium,5,7.5 +S2082,Ahmed,Davis,student1082@university.com,Female,23,Engineering,58.47,90.48,94.17,84.47,69.79,7.62,93.39,55.26,D,22.4,No,Yes,Master's,High,9,7.0 +S2083,Maria,Brown,student1083@university.com,Female,20,Mathematics,89.79,42.12,94.59,99.09,68.71,4.31,73.82,87.75,A,26.7,No,Yes,PhD,Low,1,7.9 +S2084,Emma,Jones,student1084@university.com,Male,24,CS,50.06,98.48,93.9,69.26,86.82,1.77,99.35,55.28,F,9.1,Yes,No,,Medium,9,7.2 +S2085,Ali,Smith,student1085@university.com,Female,18,Business,,78.89,89.19,85.63,85.32,9.83,77.54,67.38,D,25.4,No,Yes,None,Low,6,7.4 +S2086,Ali,Jones,student1086@university.com,Male,21,Engineering,,65.95,81.7,67.98,95.44,4.93,51.47,65.4,D,22.1,No,Yes,None,High,3,5.1 +S2087,Liam,Johnson,student1087@university.com,Male,22,Engineering,79.77,77.68,41.46,,81.6,1.09,74.59,67.96,C,9.1,No,Yes,,High,3,8.2 +S2088,Liam,Jones,student1088@university.com,Male,24,CS,,47.36,47.94,92.9,65.73,6.7,85.9,66.48,D,26.8,Yes,Yes,PhD,Low,4,4.8 +S2089,Sara,Davis,student1089@university.com,Male,18,CS,75.3,70.84,48.05,95.11,89.16,7.39,51.3,88.46,F,28.3,No,Yes,,Medium,5,5.7 +S2090,Maria,Brown,student1090@university.com,Female,23,Engineering,75.47,99.11,41.41,50.27,74.85,5.0,70.67,58.59,D,11.6,Yes,Yes,Bachelor's,Medium,9,8.4 +S2091,Omar,Johnson,student1091@university.com,Female,23,CS,86.27,54.12,47.0,64.91,59.67,6.46,57.78,92.29,A,8.7,No,No,Master's,Medium,6,4.5 +S2092,Liam,Davis,student1092@university.com,Female,22,Engineering,74.93,83.34,95.18,56.7,87.37,1.73,82.15,92.91,C,29.2,Yes,Yes,None,Low,5,8.3 +S2093,Omar,Davis,student1093@university.com,Female,21,CS,80.42,66.1,79.83,72.7,56.63,3.68,97.87,74.55,C,5.6,Yes,Yes,High School,High,6,6.4 +S2094,Sara,Davis,student1094@university.com,Male,18,CS,94.89,79.15,58.72,74.77,58.91,1.62,81.23,55.31,A,28.7,No,No,,Low,6,4.9 +S2095,Sara,Smith,student1095@university.com,Female,18,Mathematics,70.07,52.29,87.6,62.8,87.94,3.87,84.74,78.77,A,10.4,No,Yes,PhD,Medium,9,7.7 +S2096,Sara,Davis,student1096@university.com,Male,21,Engineering,69.26,68.23,69.3,86.17,88.51,5.63,69.83,91.05,C,16.0,No,Yes,PhD,Low,10,5.4 +S2097,Emma,Smith,student1097@university.com,Male,21,Mathematics,50.18,98.81,48.53,63.49,89.54,4.43,78.16,64.47,F,12.7,No,Yes,Master's,Medium,7,7.4 +S2098,Emma,Davis,student1098@university.com,Female,21,CS,80.67,51.72,93.07,92.69,64.67,5.93,77.19,91.89,B,8.8,Yes,Yes,Bachelor's,High,7,8.0 +S2099,John,Williams,student1099@university.com,Male,23,Engineering,51.49,78.19,60.32,58.88,93.33,5.02,87.98,83.85,F,13.8,No,Yes,Bachelor's,Low,4,6.8 +S2100,John,Johnson,student1100@university.com,Female,22,CS,75.21,74.54,81.93,,86.13,3.18,92.85,99.36,D,18.5,Yes,Yes,High School,High,5,7.9 +S2101,Sara,Williams,student1101@university.com,Female,24,Business,90.21,73.9,57.44,81.11,91.7,1.43,83.14,91.24,A,7.3,No,Yes,,Medium,7,8.7 +S2102,Maria,Davis,student1102@university.com,Female,21,Business,77.5,76.91,70.0,80.27,85.43,2.53,98.99,60.08,D,25.2,No,Yes,,Low,8,6.8 +S2103,Ali,Johnson,student1103@university.com,Female,22,CS,63.48,70.13,88.98,53.9,78.98,2.01,91.41,72.45,F,25.0,Yes,Yes,None,Low,6,4.8 +S2104,Emma,Johnson,student1104@university.com,Female,20,Mathematics,89.31,41.02,49.41,92.31,55.47,7.07,56.23,55.18,A,24.9,No,Yes,None,Medium,8,7.5 +S2105,Maria,Brown,student1105@university.com,Male,18,CS,63.49,94.01,98.64,79.9,85.55,8.2,75.37,53.48,A,22.2,Yes,Yes,High School,Low,9,6.1 +S2106,Ahmed,Williams,student1106@university.com,Female,18,Engineering,86.65,89.62,44.21,93.49,84.52,7.2,95.16,85.3,B,16.4,No,Yes,High School,High,1,6.7 +S2107,Emma,Brown,student1107@university.com,Female,19,Mathematics,80.51,50.45,72.04,93.38,65.62,6.44,97.2,95.65,F,25.8,No,Yes,,Low,4,7.1 +S2108,Emma,Johnson,student1108@university.com,Male,20,Business,58.5,64.8,94.96,77.3,86.79,3.08,69.01,98.68,D,26.3,No,Yes,Master's,Medium,9,7.6 +S2109,John,Smith,student1109@university.com,Female,24,Mathematics,95.26,86.23,96.74,95.54,77.52,7.11,86.29,63.52,A,12.1,No,Yes,,Medium,5,7.2 +S2110,Ali,Johnson,student1110@university.com,Female,21,CS,60.03,98.8,53.93,92.42,77.97,6.05,70.53,60.09,C,17.0,Yes,Yes,High School,Low,4,5.2 +S2111,Ali,Brown,student1111@university.com,Male,21,CS,99.48,97.07,48.64,97.91,68.38,0.47,56.18,78.01,B,10.1,No,Yes,,High,9,7.7 +S2112,Liam,Williams,student1112@university.com,Male,24,CS,50.37,93.96,83.46,92.52,55.84,9.08,94.23,60.04,D,11.4,No,Yes,PhD,Low,2,8.0 +S2113,Omar,Davis,student1113@university.com,Female,23,Engineering,63.17,49.5,42.52,91.06,60.85,0.8,96.6,64.8,B,11.0,No,Yes,PhD,High,2,4.2 +S2114,Omar,Davis,student1114@university.com,Male,20,Business,59.99,94.87,69.11,73.47,88.44,5.03,75.24,91.86,C,25.7,No,Yes,High School,Low,8,5.5 +S2115,Omar,Williams,student1115@university.com,Female,21,CS,50.7,92.71,87.78,60.6,63.57,5.13,50.92,90.52,D,11.3,No,Yes,None,Low,8,8.9 +S2116,Omar,Davis,student1116@university.com,Male,19,Engineering,86.62,62.62,73.62,95.54,50.11,8.37,90.8,94.75,B,18.7,No,Yes,Master's,High,5,4.9 +S2117,Ahmed,Davis,student1117@university.com,Female,22,CS,84.67,63.67,51.28,86.13,99.85,9.13,73.85,74.11,B,20.7,No,Yes,Bachelor's,Medium,6,4.9 +S2118,Ahmed,Brown,student1118@university.com,Female,18,CS,89.62,67.59,69.22,64.09,60.53,9.4,53.75,78.2,A,23.6,Yes,No,Bachelor's,Medium,5,7.0 +S2119,Emma,Williams,student1119@university.com,Female,20,Engineering,62.83,79.37,95.28,67.05,82.77,5.7,59.47,88.53,F,5.7,No,Yes,PhD,Low,8,5.7 +S2120,Sara,Jones,student1120@university.com,Male,18,Engineering,,55.65,77.03,84.3,96.35,6.79,57.61,61.96,F,16.9,No,Yes,Bachelor's,Low,6,7.3 +S2121,John,Smith,student1121@university.com,Female,22,Business,,41.38,83.29,73.89,79.99,0.89,84.31,91.15,B,12.3,No,Yes,None,Medium,6,5.3 +S2122,John,Smith,student1122@university.com,Male,20,CS,71.99,48.47,60.18,54.07,89.95,4.88,64.97,50.88,C,25.8,No,Yes,High School,Medium,7,6.1 +S2123,Omar,Davis,student1123@university.com,Female,22,Business,84.87,66.41,51.31,57.07,98.82,8.98,56.38,89.88,C,5.9,Yes,Yes,Master's,Low,2,9.0 +S2124,Emma,Smith,student1124@university.com,Female,21,CS,81.7,56.92,55.34,,93.02,4.56,95.88,88.8,F,10.2,Yes,Yes,Master's,Low,9,5.9 +S2125,Liam,Williams,student1125@university.com,Female,24,CS,55.73,85.87,71.99,66.43,77.9,0.7,97.83,65.09,C,12.9,No,Yes,None,High,3,4.4 +S2126,Maria,Williams,student1126@university.com,Female,21,Engineering,89.05,46.4,56.81,75.38,68.19,2.01,56.93,86.4,A,6.9,No,No,Bachelor's,High,9,7.7 +S2127,Sara,Johnson,student1127@university.com,Female,24,Business,,95.05,72.52,88.33,74.12,4.3,61.51,60.7,D,14.9,Yes,Yes,None,Low,10,6.9 +S2128,Emma,Johnson,student1128@university.com,Male,21,CS,82.79,93.72,82.47,87.56,92.09,2.38,79.61,78.81,D,23.6,No,Yes,,Medium,5,6.2 +S2129,Sara,Smith,student1129@university.com,Male,22,CS,57.75,94.53,84.06,58.35,92.67,3.92,57.53,85.03,F,10.3,Yes,Yes,,Low,1,8.5 +S2130,Sara,Jones,student1130@university.com,Male,22,Engineering,63.4,84.38,49.88,54.92,92.29,3.33,57.93,85.73,D,23.9,No,No,Master's,High,10,4.7 +S2131,Sara,Johnson,student1131@university.com,Female,22,CS,69.66,46.42,85.03,79.56,79.86,3.19,66.83,99.15,A,18.2,Yes,Yes,,Low,4,6.4 +S2132,Emma,Johnson,student1132@university.com,Female,18,Business,64.0,66.29,80.36,87.08,73.85,0.91,97.46,59.1,A,13.6,No,Yes,Master's,Medium,6,5.0 +S2133,Omar,Williams,student1133@university.com,Male,22,Business,61.39,47.88,40.72,57.45,65.57,8.83,98.12,74.04,A,14.2,Yes,Yes,None,Medium,3,4.4 +S2134,John,Jones,student1134@university.com,Female,21,CS,90.27,99.26,43.53,68.6,50.17,6.93,92.09,94.01,A,7.9,No,Yes,PhD,Low,6,6.2 +S2135,John,Davis,student1135@university.com,Female,19,Engineering,81.91,59.98,78.77,93.51,88.22,6.23,84.79,78.08,C,11.2,No,Yes,Master's,Medium,1,8.7 +S2136,Omar,Smith,student1136@university.com,Female,22,Business,78.27,75.12,63.02,97.21,63.85,6.06,86.03,93.82,A,23.3,Yes,Yes,PhD,Low,10,7.6 +S2137,Sara,Johnson,student1137@university.com,Male,19,CS,61.3,86.76,48.77,72.7,66.48,3.97,73.48,71.7,F,26.6,Yes,Yes,,Low,10,5.2 +S2138,Maria,Jones,student1138@university.com,Male,24,Engineering,95.9,95.24,42.66,53.98,92.17,8.23,76.51,89.77,A,11.6,Yes,Yes,,Medium,9,6.3 +S2139,Ali,Jones,student1139@university.com,Male,21,CS,59.56,85.33,49.56,62.88,52.61,9.3,81.72,93.5,F,19.7,Yes,No,None,High,9,8.0 +S2140,Emma,Smith,student1140@university.com,Male,22,Engineering,89.75,80.47,97.45,61.65,96.38,0.06,86.56,92.32,A,5.9,Yes,Yes,None,High,4,5.0 +S2141,Ali,Jones,student1141@university.com,Male,18,CS,98.33,67.96,83.65,61.95,50.07,0.79,54.84,93.57,A,6.9,No,Yes,Bachelor's,High,2,5.0 +S2142,Liam,Jones,student1142@university.com,Female,18,Business,86.35,76.32,71.66,74.69,96.96,6.75,61.24,60.98,A,29.1,No,Yes,Master's,High,8,4.9 +S2143,Omar,Jones,student1143@university.com,Female,24,CS,99.64,45.65,96.49,79.16,72.74,2.36,98.15,71.95,A,27.4,Yes,Yes,High School,Medium,7,7.0 +S2144,Maria,Johnson,student1144@university.com,Female,19,CS,82.55,93.04,77.15,56.13,55.11,9.12,66.76,58.73,D,7.0,Yes,Yes,PhD,Low,1,4.1 +S2145,Emma,Smith,student1145@university.com,Female,23,Business,60.87,72.63,83.54,94.47,83.71,6.67,63.42,59.03,F,25.6,No,Yes,Master's,High,6,6.9 +S2146,Omar,Jones,student1146@university.com,Male,18,CS,60.19,42.41,56.96,81.0,94.79,3.68,71.1,74.39,D,7.6,No,Yes,PhD,Low,10,8.1 +S2147,Sara,Jones,student1147@university.com,Male,18,CS,66.23,95.19,75.34,79.86,71.9,4.15,64.55,98.0,D,25.7,Yes,Yes,Bachelor's,High,5,7.9 +S2148,John,Johnson,student1148@university.com,Female,18,CS,50.36,69.36,48.61,99.36,84.57,6.91,54.56,79.6,F,27.8,Yes,Yes,None,Medium,2,7.3 +S2149,Ali,Smith,student1149@university.com,Male,21,CS,84.08,92.12,64.27,81.41,98.97,1.41,60.4,92.69,C,8.8,Yes,Yes,High School,Medium,5,5.1 +S2150,Ahmed,Williams,student1150@university.com,Female,18,Mathematics,63.43,91.41,41.99,96.45,62.04,8.83,82.01,96.86,A,8.7,No,No,None,Low,6,8.1 +S2151,Ahmed,Johnson,student1151@university.com,Female,20,Business,90.76,88.95,53.0,64.31,91.02,0.05,61.16,54.33,A,28.2,Yes,Yes,Bachelor's,Low,10,8.8 +S2152,Maria,Smith,student1152@university.com,Female,22,CS,67.96,43.68,44.49,62.01,64.76,9.79,82.38,58.1,C,12.5,Yes,Yes,Bachelor's,Medium,6,4.9 +S2153,Sara,Jones,student1153@university.com,Female,24,Business,74.0,54.82,63.27,75.83,71.32,1.68,55.0,64.54,F,16.8,No,Yes,,Low,2,8.6 +S2154,Liam,Smith,student1154@university.com,Male,18,Engineering,98.28,92.53,90.58,75.43,64.09,7.42,52.09,80.84,A,12.6,No,Yes,None,Low,1,8.3 +S2155,Ali,Smith,student1155@university.com,Female,23,Mathematics,62.11,93.94,62.68,61.32,72.3,0.4,93.08,53.09,D,23.7,No,Yes,None,Low,4,8.9 +S2156,Sara,Davis,student1156@university.com,Male,23,CS,86.06,67.48,89.9,84.98,50.25,4.31,88.0,89.33,A,10.3,Yes,Yes,High School,Medium,4,5.6 +S2157,Ali,Smith,student1157@university.com,Female,18,Engineering,87.76,66.4,79.39,51.48,65.17,6.3,83.3,53.19,B,17.4,Yes,Yes,,Medium,9,8.7 +S2158,Maria,Williams,student1158@university.com,Female,18,Engineering,61.05,50.51,70.57,84.53,72.26,0.7,51.54,57.92,D,26.3,No,Yes,Bachelor's,Medium,1,4.9 +S2159,Maria,Smith,student1159@university.com,Female,20,Engineering,75.05,98.1,54.21,72.86,81.61,4.43,61.97,69.09,A,28.6,No,Yes,PhD,Low,10,4.9 +S2160,Liam,Williams,student1160@university.com,Female,18,Engineering,67.51,52.79,95.33,,81.87,3.03,90.62,77.89,F,13.8,No,No,High School,Medium,1,4.5 +S2161,Ahmed,Jones,student1161@university.com,Male,18,CS,88.6,51.46,43.25,73.85,79.19,4.98,57.23,94.08,B,7.8,No,Yes,None,Low,8,6.1 +S2162,Sara,Williams,student1162@university.com,Female,22,Business,81.12,79.64,81.33,,64.65,5.05,90.64,98.19,B,25.2,No,Yes,PhD,Low,5,4.1 +S2163,Emma,Jones,student1163@university.com,Male,23,Engineering,73.8,54.57,77.27,66.73,97.37,7.85,79.21,94.23,C,7.8,Yes,Yes,,Medium,9,5.9 +S2164,Ahmed,Jones,student1164@university.com,Female,20,Mathematics,88.97,96.33,66.46,99.13,69.6,1.24,87.02,55.35,B,24.5,No,Yes,Bachelor's,Medium,6,7.1 +S2165,Sara,Williams,student1165@university.com,Female,23,CS,61.76,40.65,54.42,53.25,60.84,0.83,82.23,81.56,D,22.2,No,Yes,Master's,Medium,10,4.4 +S2166,Ahmed,Johnson,student1166@university.com,Female,20,Engineering,87.68,40.35,65.84,84.19,77.73,4.02,70.85,72.09,A,19.4,No,Yes,None,Medium,3,8.1 +S2167,Emma,Brown,student1167@university.com,Male,23,Mathematics,93.27,70.29,92.37,72.71,87.45,8.88,64.6,56.29,B,28.5,Yes,Yes,,Medium,1,5.5 +S2168,John,Smith,student1168@university.com,Female,18,Engineering,93.93,69.28,90.21,91.11,50.61,8.55,83.64,77.76,B,13.1,No,Yes,PhD,Low,10,4.2 +S2169,John,Davis,student1169@university.com,Female,23,Business,89.18,49.8,96.48,89.48,63.82,5.6,90.35,67.83,A,7.3,No,Yes,PhD,Low,6,5.9 +S2170,Liam,Brown,student1170@university.com,Female,23,Business,70.4,69.67,58.47,90.01,91.25,8.89,52.24,67.29,C,29.5,No,Yes,,Low,3,4.7 +S2171,John,Smith,student1171@university.com,Female,20,CS,99.09,64.7,63.23,54.74,75.35,8.05,69.0,54.72,A,16.0,No,Yes,None,High,4,8.0 +S2172,John,Smith,student1172@university.com,Female,24,Engineering,,93.42,41.12,,70.42,2.78,67.54,98.94,B,15.8,Yes,Yes,None,Low,3,5.7 +S2173,Omar,Jones,student1173@university.com,Male,19,CS,,40.56,96.58,60.7,96.55,1.7,77.97,86.3,F,7.2,No,Yes,Bachelor's,High,7,4.6 +S2174,Ali,Smith,student1174@university.com,Male,20,Engineering,58.05,98.58,59.76,,54.48,3.01,55.7,64.02,C,23.6,No,No,,Medium,9,6.3 +S2175,Omar,Davis,student1175@university.com,Female,20,CS,99.02,77.46,64.25,60.89,80.78,2.27,96.67,95.87,B,23.0,Yes,Yes,Master's,Medium,5,6.3 +S2176,Omar,Smith,student1176@university.com,Female,20,Business,,49.11,94.47,73.96,67.11,6.23,77.43,97.4,A,8.6,No,Yes,Master's,Medium,6,5.4 +S2177,Liam,Williams,student1177@university.com,Male,21,Engineering,87.67,42.81,71.6,87.11,53.54,5.85,96.19,90.52,A,10.8,No,Yes,High School,Medium,5,5.6 +S2178,Omar,Brown,student1178@university.com,Female,24,Engineering,,72.29,73.97,60.93,60.69,5.98,90.85,82.97,F,5.4,No,Yes,None,Low,3,7.8 +S2179,John,Williams,student1179@university.com,Male,21,CS,88.17,54.09,50.57,55.65,81.4,1.89,59.58,68.82,A,27.2,Yes,Yes,None,Low,3,7.2 +S2180,Emma,Davis,student1180@university.com,Female,21,Mathematics,,58.07,69.92,,51.41,7.92,56.62,71.72,F,11.1,No,Yes,Bachelor's,Low,4,5.1 +S2181,Liam,Smith,student1181@university.com,Female,20,CS,83.59,54.71,95.09,99.19,79.61,4.34,93.06,72.75,B,28.2,No,Yes,PhD,High,5,8.7 +S2182,Liam,Davis,student1182@university.com,Male,19,CS,64.6,79.01,73.52,80.04,97.84,4.72,76.81,97.44,D,19.3,No,Yes,None,Medium,7,5.5 +S2183,Maria,Jones,student1183@university.com,Female,20,CS,,73.21,55.31,84.55,89.75,9.97,50.99,88.01,B,15.6,No,Yes,Master's,Medium,9,6.7 +S2184,Liam,Williams,student1184@university.com,Male,18,Mathematics,55.52,44.68,41.87,78.06,67.28,2.82,96.71,64.6,F,5.2,No,Yes,High School,High,5,6.9 +S2185,Maria,Williams,student1185@university.com,Male,19,Mathematics,73.58,71.59,60.18,89.12,56.91,3.94,73.65,81.23,D,7.3,Yes,No,PhD,Medium,2,5.1 +S2186,Liam,Johnson,student1186@university.com,Male,21,Engineering,,87.47,74.36,98.79,73.25,6.76,65.05,79.7,C,9.0,Yes,Yes,PhD,Low,9,5.5 +S2187,Ali,Smith,student1187@university.com,Female,23,Business,67.45,44.87,42.56,77.21,69.65,8.8,75.83,90.61,B,7.6,Yes,Yes,,High,5,6.4 +S2188,John,Jones,student1188@university.com,Male,23,CS,58.13,93.38,76.59,,98.59,1.27,91.15,54.77,C,11.4,No,Yes,High School,Low,6,5.3 +S2189,Liam,Williams,student1189@university.com,Male,24,Mathematics,61.5,74.7,71.4,93.02,99.49,7.35,55.51,85.06,C,8.9,Yes,Yes,,Low,9,5.5 +S2190,John,Williams,student1190@university.com,Female,22,CS,53.83,97.04,87.01,98.49,70.53,9.18,67.95,66.56,C,21.6,No,Yes,,Low,4,7.1 +S2191,John,Jones,student1191@university.com,Female,24,CS,96.0,48.89,41.73,56.46,57.44,4.23,65.94,56.48,B,12.4,No,Yes,Bachelor's,Medium,3,7.7 +S2192,Ahmed,Davis,student1192@university.com,Female,19,CS,76.52,99.61,86.85,78.91,95.53,2.87,91.98,86.59,B,23.0,Yes,Yes,,High,4,8.0 +S2193,Liam,Davis,student1193@university.com,Female,21,Engineering,69.84,78.66,71.25,,89.68,6.78,88.92,66.58,F,8.4,No,Yes,PhD,Medium,8,4.6 +S2194,Sara,Smith,student1194@university.com,Female,19,Business,,74.05,62.23,76.67,75.56,2.46,70.01,86.51,C,10.2,No,Yes,Master's,Medium,7,7.7 +S2195,Ahmed,Johnson,student1195@university.com,Female,19,CS,81.41,70.92,97.92,70.46,68.27,3.84,83.22,58.12,F,24.7,Yes,Yes,,Medium,7,8.7 +S2196,Sara,Williams,student1196@university.com,Male,23,Mathematics,,41.42,49.61,82.76,72.41,8.97,69.72,99.3,C,20.9,Yes,Yes,Master's,Medium,1,6.9 +S2197,John,Johnson,student1197@university.com,Female,20,Engineering,58.93,96.38,72.48,63.51,95.09,5.9,78.57,90.17,F,7.4,No,No,None,Medium,2,7.0 +S2198,John,Davis,student1198@university.com,Male,18,CS,64.78,78.64,59.26,67.46,59.23,0.95,99.56,64.46,B,29.0,No,Yes,None,Low,3,8.8 +S2199,Ahmed,Davis,student1199@university.com,Female,22,Engineering,98.79,45.5,71.65,99.61,90.34,3.3,76.78,87.03,A,24.1,No,Yes,None,Low,1,8.3 +S2200,Ahmed,Brown,student1200@university.com,Male,21,Engineering,,41.26,73.14,81.82,50.91,6.27,99.43,56.79,B,18.8,No,Yes,,Low,9,6.8 +S2201,Sara,Smith,student1201@university.com,Male,19,Business,51.13,43.05,45.37,93.65,96.03,4.81,87.36,82.67,C,13.6,No,Yes,High School,Medium,9,7.8 +S2202,Maria,Brown,student1202@university.com,Female,22,Engineering,57.38,76.56,79.67,90.39,75.01,6.6,56.04,52.98,D,7.3,No,Yes,High School,Medium,5,4.9 +S2203,Sara,Brown,student1203@university.com,Female,19,Engineering,51.32,76.84,78.07,82.61,61.34,7.61,89.8,66.67,D,14.0,No,Yes,Bachelor's,Medium,4,6.1 +S2204,Ahmed,Brown,student1204@university.com,Male,23,CS,99.5,69.98,86.17,92.04,50.14,4.81,58.06,98.92,B,13.1,No,Yes,Master's,Low,3,7.6 +S2205,Emma,Smith,student1205@university.com,Female,18,Engineering,63.94,58.41,45.44,64.36,77.98,9.87,76.62,56.05,A,7.0,No,Yes,None,Low,9,5.4 +S2206,Ahmed,Smith,student1206@university.com,Female,23,Mathematics,96.18,71.9,57.84,81.86,62.22,9.15,80.66,79.87,A,24.6,No,No,,Medium,2,6.3 +S2207,Emma,Jones,student1207@university.com,Male,22,CS,99.79,70.98,79.01,79.53,81.56,0.6,94.61,53.53,B,15.4,No,Yes,Master's,Low,8,4.9 +S2208,Ali,Johnson,student1208@university.com,Male,21,Business,79.99,41.16,48.2,81.12,64.06,2.66,60.52,83.47,C,27.2,No,No,,Medium,7,8.5 +S2209,Ahmed,Johnson,student1209@university.com,Male,19,Engineering,51.66,56.95,80.66,58.43,54.4,3.01,93.8,63.93,F,8.9,No,Yes,PhD,High,2,8.5 +S2210,Ali,Jones,student1210@university.com,Female,18,CS,,43.19,43.54,63.86,75.25,1.84,96.72,65.5,C,12.9,Yes,Yes,None,Low,3,6.4 +S2211,Maria,Jones,student1211@university.com,Female,23,Mathematics,74.08,94.01,60.1,64.33,78.22,3.12,54.47,66.89,D,12.0,Yes,Yes,None,Low,2,5.0 +S2212,Sara,Davis,student1212@university.com,Female,22,Engineering,70.31,83.51,90.8,80.1,72.63,4.25,94.26,60.26,B,26.6,No,Yes,,High,3,7.4 +S2213,Emma,Brown,student1213@university.com,Female,23,CS,80.31,99.77,86.46,98.63,72.9,0.52,62.96,97.08,D,17.7,No,Yes,High School,Low,4,5.1 +S2214,Sara,Jones,student1214@university.com,Male,19,CS,71.94,58.13,78.69,97.7,79.48,1.27,54.05,95.29,C,8.5,No,Yes,None,High,5,5.1 +S2215,Ali,Williams,student1215@university.com,Female,19,CS,,92.71,92.23,61.36,76.32,0.96,97.93,93.5,A,13.9,Yes,Yes,None,High,2,8.9 +S2216,Emma,Johnson,student1216@university.com,Male,21,Business,76.74,76.18,82.56,65.24,56.63,0.46,69.61,55.32,D,28.6,No,No,High School,Medium,7,4.5 +S2217,Sara,Jones,student1217@university.com,Female,18,Engineering,84.69,67.19,71.16,51.8,59.85,4.81,81.15,61.67,D,18.8,No,Yes,,Medium,4,5.9 +S2218,Ahmed,Williams,student1218@university.com,Female,20,Mathematics,,53.35,98.78,69.94,57.09,3.34,77.64,80.61,C,5.9,No,Yes,,Low,1,6.8 +S2219,John,Williams,student1219@university.com,Male,23,CS,,84.3,81.69,91.73,84.66,9.35,60.66,98.52,C,6.4,No,Yes,,Low,4,4.5 +S2220,Ali,Williams,student1220@university.com,Female,19,CS,61.49,94.25,76.08,95.79,76.43,1.03,83.48,80.24,B,10.9,No,Yes,Master's,Medium,9,4.2 +S2221,Sara,Davis,student1221@university.com,Female,22,CS,55.37,54.12,64.53,61.82,71.49,9.26,52.31,66.36,F,20.5,No,Yes,High School,Medium,5,6.7 +S2222,Ali,Davis,student1222@university.com,Male,23,Engineering,56.98,50.52,94.14,63.29,89.92,0.87,60.15,90.87,D,11.1,No,Yes,High School,High,2,4.6 +S2223,Omar,Williams,student1223@university.com,Female,21,Mathematics,75.63,81.77,57.74,61.04,66.29,6.19,97.23,56.77,D,26.3,No,Yes,Master's,Medium,6,5.3 +S2224,Ali,Davis,student1224@university.com,Male,21,Engineering,66.06,98.62,40.55,67.51,78.41,2.48,97.68,94.09,F,20.7,No,Yes,High School,Medium,7,6.5 +S2225,Emma,Brown,student1225@university.com,Male,19,CS,,85.0,51.8,90.24,53.72,8.27,74.13,98.73,B,12.5,No,Yes,PhD,Low,2,5.7 +S2226,Omar,Williams,student1226@university.com,Male,19,Business,99.12,57.07,46.57,82.34,87.22,0.61,58.45,98.38,A,14.8,No,Yes,None,Medium,10,7.6 +S2227,Liam,Brown,student1227@university.com,Male,19,Business,57.84,65.2,59.14,89.3,84.76,9.53,71.08,57.38,C,14.4,Yes,Yes,Bachelor's,Low,2,8.8 +S2228,Emma,Brown,student1228@university.com,Female,24,CS,77.04,63.06,89.55,,90.12,0.47,93.85,77.48,F,12.9,No,Yes,,Medium,10,7.8 +S2229,John,Williams,student1229@university.com,Female,20,Business,54.94,91.13,79.09,62.89,94.22,2.41,53.51,79.25,C,20.7,No,Yes,High School,High,3,9.0 +S2230,Omar,Johnson,student1230@university.com,Female,19,CS,65.92,86.28,50.14,61.4,87.9,4.64,56.39,59.75,F,10.0,Yes,Yes,Bachelor's,Medium,10,5.9 +S2231,Liam,Williams,student1231@university.com,Male,23,CS,,75.34,87.33,50.45,92.22,7.56,94.78,77.34,A,12.3,No,Yes,Master's,Low,4,5.5 +S2232,Ahmed,Williams,student1232@university.com,Female,23,CS,97.33,56.5,70.25,89.05,67.28,9.51,70.77,82.33,A,7.1,No,Yes,None,Medium,5,5.1 +S2233,Ali,Davis,student1233@university.com,Female,24,Engineering,69.56,96.28,70.76,92.36,67.17,4.28,54.17,66.45,F,14.4,Yes,Yes,Master's,High,3,8.4 +S2234,Sara,Williams,student1234@university.com,Female,24,Engineering,53.25,79.2,61.73,88.41,97.22,7.57,56.96,65.78,D,6.6,No,No,Bachelor's,Medium,4,5.9 +S2235,Maria,Johnson,student1235@university.com,Female,18,CS,69.41,98.23,91.88,53.72,95.73,7.27,94.12,53.01,C,5.4,No,Yes,None,Medium,7,7.6 +S2236,Ali,Davis,student1236@university.com,Male,22,CS,,74.81,59.1,88.11,77.42,5.71,74.51,97.84,C,21.1,No,Yes,Master's,Medium,6,7.4 +S2237,Liam,Smith,student1237@university.com,Male,19,Business,61.5,89.27,45.65,52.29,68.33,6.91,58.15,90.18,A,9.1,No,Yes,Bachelor's,High,2,4.3 +S2238,Ali,Smith,student1238@university.com,Female,23,Mathematics,80.9,88.79,58.16,55.28,93.3,0.38,94.7,87.97,F,5.9,No,Yes,None,Low,7,8.4 +S2239,John,Brown,student1239@university.com,Male,24,Business,53.37,60.24,82.92,72.02,66.17,4.42,92.26,51.09,D,6.7,No,Yes,High School,High,2,6.4 +S2240,Ahmed,Brown,student1240@university.com,Female,23,CS,73.24,97.84,79.45,73.81,57.68,7.86,51.15,81.22,C,10.0,Yes,Yes,None,High,3,5.1 +S2241,Maria,Johnson,student1241@university.com,Female,23,CS,80.47,41.32,51.28,90.81,81.97,4.74,79.05,59.03,B,23.0,No,Yes,Bachelor's,Medium,1,8.9 +S2242,Omar,Jones,student1242@university.com,Female,24,CS,71.09,86.12,46.71,83.98,52.13,8.74,62.22,83.09,D,5.3,No,Yes,,Medium,6,7.8 +S2243,Omar,Smith,student1243@university.com,Male,20,CS,50.96,97.93,79.65,,68.96,8.34,76.66,81.06,C,23.2,Yes,Yes,,High,10,7.1 +S2244,Omar,Brown,student1244@university.com,Female,24,Engineering,,60.33,80.58,61.31,90.38,8.63,63.96,92.6,A,19.9,No,Yes,,High,4,8.9 +S2245,Liam,Smith,student1245@university.com,Male,24,Engineering,68.36,78.89,61.97,64.28,64.76,1.3,65.79,62.77,C,17.8,Yes,Yes,Master's,High,9,7.8 +S2246,Emma,Johnson,student1246@university.com,Male,22,Business,,73.73,90.57,56.18,96.57,2.44,80.09,51.37,D,27.7,Yes,Yes,High School,Medium,4,4.6 +S2247,Emma,Johnson,student1247@university.com,Female,24,Engineering,66.28,85.69,98.69,,97.79,0.3,76.94,95.71,F,25.7,Yes,Yes,None,Low,10,9.0 +S2248,Sara,Jones,student1248@university.com,Male,21,CS,73.75,91.97,52.34,86.43,90.79,9.83,69.76,95.43,B,15.5,Yes,Yes,Bachelor's,Low,6,7.0 +S2249,Maria,Jones,student1249@university.com,Male,24,CS,69.42,76.18,74.62,62.07,99.38,2.36,55.38,72.79,C,5.2,No,Yes,High School,High,8,5.5 +S2250,Omar,Davis,student1250@university.com,Female,23,Engineering,67.13,88.95,40.32,91.77,76.54,3.67,98.47,53.9,A,22.8,No,Yes,PhD,Medium,5,8.1 +S2251,Emma,Johnson,student1251@university.com,Male,19,CS,51.09,58.74,82.78,73.48,78.46,2.75,58.73,74.9,F,6.2,Yes,Yes,PhD,Low,3,4.2 +S2252,Liam,Brown,student1252@university.com,Male,23,CS,68.0,53.72,64.86,66.15,91.81,0.4,81.66,76.2,B,12.0,No,Yes,Bachelor's,Low,9,7.3 +S2253,Sara,Smith,student1253@university.com,Female,22,CS,94.47,65.84,51.6,70.62,74.64,2.61,54.14,91.09,A,17.3,Yes,Yes,,Low,3,4.8 +S2254,Ahmed,Williams,student1254@university.com,Female,21,CS,84.52,80.66,85.13,,70.34,0.98,84.42,85.86,A,7.5,Yes,Yes,High School,Low,9,4.4 +S2255,Sara,Jones,student1255@university.com,Male,24,CS,57.27,51.23,88.64,75.84,80.74,3.94,54.74,53.54,D,22.0,No,Yes,High School,High,2,5.8 +S2256,Emma,Williams,student1256@university.com,Female,20,Business,79.56,80.82,46.67,50.36,82.88,9.67,61.48,85.27,C,13.0,No,Yes,High School,High,8,5.8 +S2257,John,Brown,student1257@university.com,Female,18,Business,94.61,63.65,42.46,96.12,87.54,6.98,82.35,56.79,A,14.0,No,Yes,Bachelor's,High,6,7.0 +S2258,Liam,Jones,student1258@university.com,Male,24,CS,85.0,87.73,60.04,53.3,83.41,7.07,64.15,54.47,F,21.2,No,Yes,PhD,Low,9,6.8 +S2259,John,Williams,student1259@university.com,Male,19,CS,57.43,42.21,77.56,96.93,87.29,4.53,76.64,69.93,D,15.0,No,Yes,PhD,Low,5,7.4 +S2260,Omar,Brown,student1260@university.com,Female,18,Business,,80.08,87.61,,83.73,8.11,56.23,53.87,C,10.6,No,Yes,Master's,Low,4,4.9 +S2261,John,Smith,student1261@university.com,Male,20,CS,65.08,78.99,72.76,,74.02,9.08,60.12,91.46,F,9.4,Yes,Yes,,Low,2,8.4 +S2262,Omar,Brown,student1262@university.com,Female,22,CS,72.7,96.46,74.84,76.73,56.75,9.62,86.69,73.16,D,23.1,Yes,Yes,None,Low,1,8.3 +S2263,Omar,Davis,student1263@university.com,Female,22,CS,76.31,82.8,87.99,75.29,89.27,0.99,51.76,79.35,C,23.8,Yes,Yes,PhD,High,4,5.1 +S2264,Emma,Jones,student1264@university.com,Male,20,CS,,87.78,71.73,53.64,51.54,8.8,55.59,78.84,C,9.9,Yes,Yes,PhD,High,8,6.4 +S2265,John,Johnson,student1265@university.com,Male,23,Business,96.58,94.28,76.67,61.94,99.63,2.25,60.75,98.91,A,13.0,No,Yes,High School,Low,10,6.4 +S2266,Omar,Smith,student1266@university.com,Female,20,Business,96.48,80.5,70.97,88.88,91.42,3.97,51.01,95.79,B,28.9,Yes,Yes,,Low,9,8.6 +S2267,Maria,Williams,student1267@university.com,Female,24,CS,50.4,57.41,92.83,,83.55,3.45,54.77,92.46,D,29.6,No,Yes,PhD,Low,1,8.5 +S2268,Ahmed,Jones,student1268@university.com,Female,19,CS,96.09,92.19,54.13,76.46,98.33,6.75,64.07,69.16,A,19.6,No,Yes,Master's,Medium,2,4.3 +S2269,Sara,Johnson,student1269@university.com,Female,21,CS,52.72,84.85,55.84,67.67,80.62,5.98,54.65,57.25,F,23.9,No,Yes,,Medium,3,8.8 +S2270,Sara,Brown,student1270@university.com,Male,24,CS,63.29,65.47,47.68,53.0,52.82,1.09,93.31,79.59,B,23.7,Yes,Yes,PhD,Medium,8,4.3 +S2271,Emma,Johnson,student1271@university.com,Female,24,Mathematics,75.75,82.63,89.17,84.11,77.97,7.83,53.3,72.02,C,14.9,No,Yes,None,High,9,6.7 +S2272,John,Jones,student1272@university.com,Male,24,Engineering,74.0,92.06,64.71,63.92,63.86,4.4,93.05,61.28,F,6.2,No,Yes,,Low,3,5.6 +S2273,John,Jones,student1273@university.com,Male,18,Engineering,80.24,98.54,60.87,52.75,68.47,0.02,91.14,54.88,F,23.5,No,Yes,,Low,4,6.0 +S2274,Omar,Davis,student1274@university.com,Female,18,Business,73.97,97.14,98.88,83.29,72.98,4.15,55.04,71.8,A,8.4,No,No,,Low,8,7.1 +S2275,Liam,Davis,student1275@university.com,Male,22,Business,96.72,59.52,95.61,74.29,88.73,5.16,51.26,82.54,A,12.3,No,Yes,PhD,Low,3,6.9 +S2276,Ali,Johnson,student1276@university.com,Male,24,Business,62.03,65.3,98.32,,75.15,0.69,52.5,81.27,C,12.9,No,Yes,High School,Medium,6,4.8 +S2277,Omar,Brown,student1277@university.com,Female,23,CS,63.7,46.57,48.54,55.55,73.73,1.51,79.52,88.7,D,13.7,No,Yes,Master's,Low,1,8.8 +S2278,Ahmed,Johnson,student1278@university.com,Male,22,CS,96.04,54.85,93.48,84.96,65.1,9.94,83.52,73.33,A,16.6,No,Yes,High School,Medium,7,4.1 +S2279,Maria,Jones,student1279@university.com,Male,19,Engineering,,92.95,59.72,53.18,76.99,8.71,81.03,66.08,F,17.5,No,Yes,Bachelor's,Medium,5,5.7 +S2280,Sara,Jones,student1280@university.com,Female,20,CS,80.48,61.65,40.76,93.3,62.42,1.33,77.07,76.94,D,17.1,Yes,Yes,Bachelor's,Medium,4,8.0 +S2281,Omar,Williams,student1281@university.com,Female,18,Mathematics,84.09,77.23,63.48,65.57,63.05,5.8,58.73,98.75,A,9.1,No,Yes,Master's,Low,8,8.3 +S2282,Ali,Davis,student1282@university.com,Female,24,Engineering,75.28,79.96,70.55,54.43,87.86,3.79,92.05,52.25,D,21.2,No,Yes,High School,Medium,8,8.0 +S2283,Ali,Williams,student1283@university.com,Female,19,Mathematics,84.71,86.91,46.49,,67.13,5.44,66.38,76.43,F,24.8,No,Yes,None,Low,7,5.9 +S2284,Omar,Smith,student1284@university.com,Female,22,CS,58.64,50.97,72.26,76.22,52.57,4.71,99.31,66.46,C,16.5,No,Yes,,High,1,7.4 +S2285,Emma,Jones,student1285@university.com,Female,22,Business,92.63,58.29,89.17,65.33,67.18,0.48,69.24,55.27,A,26.0,Yes,Yes,Master's,Medium,10,7.8 +S2286,Sara,Williams,student1286@university.com,Female,18,CS,57.0,66.9,62.66,70.3,81.93,3.15,63.15,71.73,C,16.1,Yes,Yes,,Low,6,6.9 +S2287,Emma,Johnson,student1287@university.com,Male,22,Mathematics,70.04,61.89,61.16,51.07,90.7,1.26,94.71,82.06,D,19.2,Yes,Yes,High School,Medium,3,7.4 +S2288,Maria,Davis,student1288@university.com,Male,23,CS,53.76,98.97,60.33,,98.1,4.89,78.37,76.41,C,6.7,No,Yes,,Low,8,6.8 +S2289,Ali,Davis,student1289@university.com,Female,22,Engineering,77.26,90.1,95.39,68.29,87.31,9.07,86.09,51.46,B,8.7,No,Yes,PhD,Low,10,4.3 +S2290,Ali,Brown,student1290@university.com,Male,21,Business,83.49,68.78,42.93,85.7,71.44,9.96,70.42,78.96,A,24.2,Yes,Yes,,Low,3,5.4 +S2291,Ahmed,Johnson,student1291@university.com,Male,20,Engineering,97.06,92.76,66.7,81.41,64.96,9.44,94.35,61.6,B,11.2,No,Yes,None,Low,8,7.5 +S2292,Maria,Brown,student1292@university.com,Female,22,Engineering,86.97,60.86,55.88,82.56,56.48,9.86,95.89,67.07,A,7.3,No,Yes,None,High,5,5.2 +S2293,Ali,Williams,student1293@university.com,Male,21,Mathematics,,87.15,93.63,89.64,81.38,0.15,71.84,65.61,D,19.2,Yes,Yes,,Medium,5,6.3 +S2294,Maria,Smith,student1294@university.com,Female,19,Engineering,96.63,53.42,45.76,81.56,75.49,7.29,62.04,92.93,B,7.4,No,Yes,Master's,Low,8,6.7 +S2295,Sara,Johnson,student1295@university.com,Male,22,Engineering,,86.34,64.69,70.94,83.89,2.73,82.38,52.38,C,22.1,No,Yes,PhD,Medium,3,7.4 +S2296,John,Johnson,student1296@university.com,Female,23,CS,78.06,67.39,64.41,69.5,61.86,8.66,97.73,67.4,B,22.2,No,Yes,High School,Medium,4,5.3 +S2297,Ali,Johnson,student1297@university.com,Male,19,Business,79.8,46.45,93.3,,66.18,8.14,81.12,69.74,B,16.3,No,Yes,Bachelor's,Low,1,7.0 +S2298,Ahmed,Brown,student1298@university.com,Male,24,Engineering,70.5,56.4,52.93,88.97,64.6,4.24,97.71,80.94,C,22.1,No,Yes,,Medium,9,7.0 +S2299,Sara,Williams,student1299@university.com,Male,22,Engineering,91.92,64.14,78.69,88.06,89.88,4.73,67.19,89.45,A,25.0,No,Yes,PhD,Medium,3,8.2 +S2300,Omar,Johnson,student1300@university.com,Female,18,CS,59.26,84.96,48.06,62.31,58.56,2.65,95.75,86.38,F,9.9,No,Yes,PhD,Low,8,6.8 +S2301,Maria,Johnson,student1301@university.com,Male,21,Engineering,77.74,44.38,97.24,93.13,80.42,2.89,55.63,87.63,C,21.2,No,Yes,PhD,Medium,1,5.5 +S2302,Omar,Davis,student1302@university.com,Male,21,CS,86.11,79.57,75.58,79.45,52.57,9.81,67.94,59.62,A,22.3,No,Yes,PhD,High,1,6.6 +S2303,Emma,Smith,student1303@university.com,Female,18,CS,95.2,82.96,77.58,73.93,77.48,8.89,74.72,95.59,A,9.9,Yes,Yes,Master's,Low,6,4.5 +S2304,Sara,Davis,student1304@university.com,Female,20,Engineering,94.2,79.24,66.03,,53.2,1.92,82.66,70.71,A,23.2,No,Yes,None,Medium,6,7.0 +S2305,Omar,Davis,student1305@university.com,Male,24,CS,75.44,85.64,60.54,69.14,58.79,2.76,64.71,50.56,D,23.0,No,Yes,None,High,7,8.6 +S2306,Liam,Smith,student1306@university.com,Male,23,CS,,50.69,52.76,82.03,55.65,1.09,96.21,83.4,C,8.9,No,Yes,High School,High,1,6.6 +S2307,Liam,Williams,student1307@university.com,Male,21,Engineering,69.71,75.23,76.24,54.49,67.34,9.89,95.17,80.2,C,12.9,Yes,Yes,High School,Medium,3,5.5 +S2308,Ali,Davis,student1308@university.com,Male,19,CS,73.41,96.47,97.27,72.98,67.19,9.07,89.97,56.3,F,28.5,Yes,Yes,PhD,Medium,4,6.0 +S2309,Maria,Williams,student1309@university.com,Female,23,CS,95.31,76.65,61.59,99.67,91.32,5.52,55.72,97.99,B,6.8,Yes,Yes,PhD,Medium,9,8.5 +S2310,John,Davis,student1310@university.com,Male,21,CS,96.54,76.68,92.99,85.83,61.28,6.93,53.91,78.08,A,10.7,No,Yes,Bachelor's,High,8,8.1 +S2311,Sara,Jones,student1311@university.com,Male,24,Engineering,94.77,84.19,48.93,77.34,54.32,7.48,74.91,73.46,A,19.5,No,Yes,None,Low,4,8.0 +S2312,Ali,Smith,student1312@university.com,Female,20,Engineering,56.92,59.99,96.17,76.65,80.18,2.04,88.27,69.91,D,29.2,No,Yes,PhD,Medium,10,6.8 +S2313,Ahmed,Davis,student1313@university.com,Male,24,Business,,82.03,61.03,,84.37,9.35,56.16,60.49,F,11.4,Yes,Yes,High School,Low,7,6.0 +S2314,Emma,Jones,student1314@university.com,Male,19,CS,97.42,94.97,62.78,97.87,64.74,5.27,82.07,97.64,A,25.4,No,Yes,High School,Low,9,4.7 +S2315,Maria,Brown,student1315@university.com,Male,24,CS,68.06,40.65,67.77,96.41,80.14,0.92,76.39,85.11,B,14.2,No,Yes,,Medium,10,8.9 +S2316,Sara,Jones,student1316@university.com,Female,23,CS,75.93,92.21,83.09,84.12,88.8,3.97,86.3,78.38,C,13.8,No,Yes,Bachelor's,Medium,10,4.9 +S2317,Liam,Johnson,student1317@university.com,Female,19,Engineering,88.95,53.12,83.18,54.95,67.38,6.02,71.77,81.56,A,29.9,No,Yes,PhD,Low,8,5.3 +S2318,Sara,Davis,student1318@university.com,Male,18,Mathematics,78.1,67.36,68.78,60.39,76.27,3.53,84.66,92.02,F,25.4,No,Yes,PhD,Low,5,7.8 +S2319,John,Jones,student1319@university.com,Male,22,CS,99.67,91.14,71.39,59.2,57.33,6.99,57.98,81.79,A,11.2,No,No,PhD,Low,9,5.8 +S2320,Liam,Williams,student1320@university.com,Female,18,CS,72.79,89.43,41.8,75.98,51.18,8.82,60.73,55.73,C,9.6,No,Yes,,High,5,6.9 +S2321,John,Brown,student1321@university.com,Male,23,CS,85.7,93.52,58.26,60.39,99.07,7.72,95.17,84.86,A,7.1,No,No,,Medium,3,7.8 +S2322,Ahmed,Davis,student1322@university.com,Male,22,Engineering,89.63,96.43,60.76,,64.99,6.43,66.47,78.24,A,17.1,No,Yes,,Medium,6,6.8 +S2323,Emma,Johnson,student1323@university.com,Female,18,Engineering,74.71,66.83,73.52,77.26,63.95,5.12,99.28,98.32,D,13.4,Yes,Yes,PhD,High,3,6.5 +S2324,Ahmed,Jones,student1324@university.com,Female,22,Engineering,92.85,79.38,73.5,50.88,98.66,2.54,52.31,86.69,B,14.5,No,Yes,PhD,Medium,2,4.3 +S2325,Ali,Brown,student1325@university.com,Female,21,Business,77.31,63.43,82.59,87.2,86.41,4.55,74.79,67.2,B,15.8,No,Yes,High School,High,7,6.4 +S2326,Ali,Davis,student1326@university.com,Male,24,Engineering,70.58,61.04,83.02,59.44,79.26,2.93,66.25,56.77,F,29.8,No,Yes,PhD,High,3,6.3 +S2327,Ahmed,Brown,student1327@university.com,Male,19,CS,55.39,65.9,54.11,91.24,84.97,9.34,99.8,74.11,C,5.1,No,Yes,,Low,5,8.4 +S2328,Emma,Johnson,student1328@university.com,Male,22,CS,69.67,84.58,86.21,67.75,85.5,9.07,99.5,83.97,C,15.7,No,Yes,Bachelor's,Medium,9,6.2 +S2329,Ahmed,Jones,student1329@university.com,Male,21,Engineering,86.7,70.09,41.18,66.93,88.17,1.56,61.76,58.86,A,6.6,No,No,High School,Medium,4,7.1 +S2330,Emma,Brown,student1330@university.com,Female,24,Engineering,96.06,88.84,82.97,50.59,53.36,8.23,63.36,82.47,B,21.8,No,Yes,,Medium,9,7.9 +S2331,Emma,Brown,student1331@university.com,Male,24,Engineering,62.58,84.71,46.12,99.39,70.64,7.03,87.48,91.28,B,6.3,No,Yes,Master's,Medium,6,6.3 +S2332,Omar,Smith,student1332@university.com,Male,20,Engineering,67.76,41.23,83.78,80.6,64.76,9.75,94.48,57.85,F,24.2,No,Yes,High School,Low,3,5.3 +S2333,Liam,Brown,student1333@university.com,Female,18,Engineering,,77.81,71.63,71.14,53.53,4.63,83.18,85.29,A,26.7,No,Yes,High School,High,1,8.5 +S2334,Maria,Smith,student1334@university.com,Female,20,Business,84.54,66.19,66.24,54.83,70.63,7.22,93.24,53.41,A,29.3,Yes,Yes,Master's,Low,8,8.5 +S2335,Emma,Jones,student1335@university.com,Male,23,Engineering,98.01,67.4,81.44,84.96,80.81,5.18,53.16,50.4,A,8.0,No,Yes,Master's,Medium,10,8.5 +S2336,John,Davis,student1336@university.com,Female,21,Business,82.05,89.1,42.18,64.14,58.92,0.69,82.03,51.63,A,29.5,Yes,Yes,None,Low,4,5.4 +S2337,Emma,Davis,student1337@university.com,Female,20,CS,80.85,72.86,53.41,99.41,65.25,0.47,85.01,81.58,D,15.3,No,Yes,High School,Medium,6,5.6 +S2338,Emma,Jones,student1338@university.com,Male,20,Engineering,77.67,93.14,76.99,97.53,81.96,1.22,59.52,98.67,C,20.8,Yes,Yes,Bachelor's,High,2,8.6 +S2339,Emma,Jones,student1339@university.com,Male,24,Mathematics,54.42,82.77,90.83,86.76,78.97,2.96,88.9,88.57,D,5.0,No,Yes,PhD,Medium,4,4.6 +S2340,Omar,Williams,student1340@university.com,Male,21,CS,,73.17,62.87,98.55,93.44,2.59,97.21,62.72,C,14.3,No,Yes,Master's,Medium,8,7.3 +S2341,Liam,Jones,student1341@university.com,Male,24,Business,80.1,85.27,55.53,55.28,89.56,7.28,94.9,53.58,C,13.8,No,Yes,None,Low,2,5.5 +S2342,Omar,Brown,student1342@university.com,Female,19,Business,83.07,42.3,71.12,,98.28,7.16,62.25,80.83,C,17.6,No,Yes,Master's,Medium,6,7.6 +S2343,Ali,Davis,student1343@university.com,Female,22,CS,94.94,41.63,77.34,62.66,79.86,9.71,66.2,50.16,A,8.3,No,Yes,,High,2,8.2 +S2344,Omar,Johnson,student1344@university.com,Male,23,Engineering,89.2,45.0,65.21,53.6,84.92,3.1,74.98,89.63,A,22.3,No,Yes,PhD,High,8,6.0 +S2345,John,Davis,student1345@university.com,Male,23,CS,89.05,66.25,92.6,98.61,93.03,9.38,57.92,62.16,A,19.9,No,Yes,PhD,Medium,3,4.8 +S2346,John,Smith,student1346@university.com,Female,18,Mathematics,,54.13,71.41,53.0,92.0,6.13,97.7,64.96,D,10.3,Yes,Yes,Master's,Medium,9,7.7 +S2347,Omar,Davis,student1347@university.com,Male,24,Business,99.5,99.06,42.15,92.83,85.94,4.95,58.08,67.2,A,29.6,Yes,Yes,PhD,Low,6,4.3 +S2348,Liam,Williams,student1348@university.com,Male,22,CS,79.06,72.54,53.38,88.41,75.01,6.68,88.07,88.18,A,5.1,No,Yes,PhD,Medium,3,4.1 +S2349,Ahmed,Jones,student1349@university.com,Male,18,CS,55.44,79.74,67.04,68.79,63.66,7.03,67.07,63.29,D,13.4,Yes,Yes,Bachelor's,Medium,2,8.4 +S2350,Maria,Jones,student1350@university.com,Male,23,Engineering,,56.73,81.86,50.94,93.86,1.72,78.69,64.22,B,11.5,No,No,Master's,Low,8,8.1 +S2351,Liam,Davis,student1351@university.com,Female,22,CS,89.38,59.31,53.19,50.3,88.83,7.52,52.36,77.05,B,19.0,No,Yes,,High,4,6.9 +S2352,Omar,Johnson,student1352@university.com,Male,20,CS,51.39,60.13,98.58,60.2,91.9,7.25,60.25,73.15,C,27.2,Yes,Yes,,Medium,8,7.3 +S2353,Emma,Johnson,student1353@university.com,Female,19,Engineering,52.84,81.92,59.11,74.69,57.04,9.98,72.22,97.78,D,21.4,Yes,Yes,,Medium,7,8.8 +S2354,Sara,Williams,student1354@university.com,Male,20,CS,53.36,68.42,71.95,72.9,65.74,9.12,83.86,63.17,F,6.2,No,Yes,Bachelor's,Low,2,4.3 +S2355,Maria,Smith,student1355@university.com,Male,19,CS,86.55,71.06,41.14,79.26,71.24,6.85,88.88,54.59,A,26.6,Yes,Yes,Master's,Low,7,5.1 +S2356,Maria,Davis,student1356@university.com,Female,24,Business,,75.52,93.09,,91.92,7.12,51.51,77.05,C,11.6,Yes,Yes,PhD,Medium,4,7.6 +S2357,John,Jones,student1357@university.com,Male,21,Mathematics,68.44,86.13,87.33,68.87,94.64,9.46,57.62,59.23,C,7.8,No,Yes,Bachelor's,Medium,6,5.3 +S2358,Maria,Davis,student1358@university.com,Female,18,Business,55.28,45.42,51.73,,64.24,9.67,86.49,70.68,D,15.8,No,Yes,,Medium,8,5.0 +S2359,Omar,Williams,student1359@university.com,Male,18,Business,,86.61,95.99,90.0,84.32,8.27,90.65,59.36,A,27.5,No,Yes,Master's,Low,9,6.2 +S2360,Emma,Brown,student1360@university.com,Male,21,CS,66.05,73.79,58.95,66.63,53.89,7.67,61.83,94.05,C,5.9,No,Yes,Bachelor's,Medium,4,7.6 +S2361,Emma,Brown,student1361@university.com,Male,22,CS,63.27,80.15,81.53,64.34,70.48,1.11,61.48,66.37,B,20.6,No,Yes,Bachelor's,Medium,3,5.1 +S2362,Ali,Williams,student1362@university.com,Male,21,CS,82.62,59.65,89.14,88.22,74.33,8.3,54.4,88.74,F,13.3,No,Yes,Bachelor's,Medium,2,6.1 +S2363,Emma,Jones,student1363@university.com,Male,24,Business,77.95,64.56,84.45,96.71,88.28,2.53,57.51,97.43,A,20.6,No,Yes,High School,Medium,4,6.6 +S2364,Liam,Williams,student1364@university.com,Female,23,Mathematics,68.12,53.87,95.05,95.75,94.6,5.64,50.4,97.03,B,11.7,No,Yes,,Medium,2,4.9 +S2365,Emma,Jones,student1365@university.com,Female,21,Business,82.07,98.76,91.86,56.87,66.86,4.05,79.49,76.24,F,29.2,No,Yes,Bachelor's,High,3,6.4 +S2366,John,Johnson,student1366@university.com,Male,19,Business,,69.82,99.68,,76.39,3.46,95.19,99.16,F,7.8,No,Yes,High School,High,1,8.3 +S2367,Emma,Williams,student1367@university.com,Male,23,Engineering,89.74,99.76,50.96,54.64,82.37,3.1,57.48,82.8,A,8.9,No,Yes,None,Medium,7,7.7 +S2368,Ali,Jones,student1368@university.com,Female,21,CS,61.47,69.39,58.29,98.05,66.43,8.55,87.57,56.42,C,6.1,No,Yes,High School,Low,6,6.5 +S2369,Sara,Williams,student1369@university.com,Female,18,Engineering,57.94,53.19,78.17,60.76,99.28,7.69,78.68,94.42,F,24.9,No,Yes,PhD,Low,1,4.6 +S2370,Omar,Williams,student1370@university.com,Male,20,CS,89.12,70.45,83.98,59.87,93.79,5.23,97.0,73.43,A,7.3,No,Yes,None,Medium,9,4.1 +S2371,John,Jones,student1371@university.com,Male,19,CS,85.39,42.38,72.08,94.44,64.82,6.64,89.91,57.63,B,11.9,Yes,Yes,Bachelor's,Low,6,4.3 +S2372,Liam,Jones,student1372@university.com,Female,24,Engineering,59.13,94.29,44.44,98.39,75.4,9.85,92.64,89.57,C,10.1,No,Yes,Bachelor's,Medium,5,7.8 +S2373,Sara,Smith,student1373@university.com,Male,19,Engineering,55.81,89.11,90.5,84.88,61.54,3.98,81.96,81.22,C,13.8,No,Yes,Bachelor's,Medium,1,7.5 +S2374,John,Williams,student1374@university.com,Female,22,Engineering,91.92,83.55,97.65,56.05,75.73,5.51,90.57,94.11,A,24.1,Yes,Yes,,Medium,10,7.7 +S2375,Ahmed,Brown,student1375@university.com,Male,20,Engineering,88.83,76.59,64.33,74.29,84.17,5.34,67.54,91.37,A,28.8,No,Yes,None,Low,5,5.5 +S2376,Maria,Williams,student1376@university.com,Female,19,CS,66.36,74.79,53.49,90.83,54.28,9.36,60.45,66.01,A,27.0,Yes,No,,Low,2,4.4 +S2377,Ahmed,Williams,student1377@university.com,Female,21,Engineering,,99.8,41.16,78.62,93.51,3.52,95.63,62.82,A,26.0,No,Yes,High School,High,7,7.6 +S2378,Emma,Jones,student1378@university.com,Male,19,Engineering,56.21,56.68,54.24,56.63,79.69,9.86,86.72,86.69,F,15.4,No,Yes,Master's,Low,6,8.6 +S2379,Sara,Williams,student1379@university.com,Female,19,CS,,86.78,82.0,58.59,99.48,3.05,54.54,78.67,D,25.0,No,Yes,High School,High,4,6.3 +S2380,Emma,Davis,student1380@university.com,Male,19,Business,50.94,74.88,94.7,93.21,51.28,1.09,93.35,53.49,F,24.4,No,Yes,High School,Medium,3,7.8 +S2381,Maria,Williams,student1381@university.com,Male,22,Engineering,69.58,98.55,45.61,76.35,91.57,1.91,67.45,59.08,F,11.2,No,Yes,,Low,5,7.6 +S2382,John,Davis,student1382@university.com,Male,19,Engineering,53.74,89.67,73.2,85.29,89.6,4.26,64.91,57.57,F,11.6,Yes,Yes,,Low,3,8.3 +S2383,Maria,Brown,student1383@university.com,Male,19,Business,73.76,99.91,81.73,68.65,56.64,6.5,81.17,79.49,A,17.5,No,No,High School,Medium,9,4.1 +S2384,Ali,Jones,student1384@university.com,Female,22,Business,71.08,75.3,56.58,76.62,66.77,5.17,78.43,54.29,F,29.1,Yes,Yes,None,Low,6,8.8 +S2385,Maria,Williams,student1385@university.com,Male,23,Business,,52.27,74.19,,94.24,3.76,76.91,60.39,C,7.7,Yes,Yes,,High,10,8.3 +S2386,Ali,Davis,student1386@university.com,Male,20,CS,52.27,70.22,82.91,66.49,75.92,5.62,62.74,77.27,C,29.7,No,Yes,PhD,Medium,2,8.4 +S2387,Maria,Davis,student1387@university.com,Male,24,CS,68.08,82.67,90.26,83.74,70.06,8.39,97.99,56.65,F,9.0,No,No,Master's,Medium,7,9.0 +S2388,Omar,Davis,student1388@university.com,Male,23,CS,87.82,86.46,67.15,58.63,95.27,8.39,97.51,62.41,A,17.1,No,Yes,High School,High,8,7.2 +S2389,Ali,Johnson,student1389@university.com,Female,18,CS,68.45,40.03,84.87,56.09,54.67,7.26,50.21,95.34,C,12.6,Yes,Yes,Bachelor's,Low,9,4.4 +S2390,Sara,Smith,student1390@university.com,Male,22,Mathematics,85.76,70.3,58.11,,73.66,9.52,66.89,84.86,B,15.5,No,Yes,,High,4,8.1 +S2391,Emma,Brown,student1391@university.com,Female,22,Engineering,68.47,54.11,52.78,92.21,82.62,5.9,52.28,65.34,D,28.9,Yes,Yes,,High,1,4.7 +S2392,Liam,Williams,student1392@university.com,Female,19,CS,,92.49,51.24,83.42,80.43,0.08,92.51,93.87,D,20.8,No,Yes,Master's,Medium,8,7.7 +S2393,Emma,Johnson,student1393@university.com,Female,19,CS,78.19,49.17,61.53,,63.21,2.91,94.33,62.51,A,12.4,No,Yes,,Low,10,6.1 +S2394,Ahmed,Williams,student1394@university.com,Male,24,CS,97.53,79.99,42.15,62.03,78.17,3.28,75.91,79.45,A,20.7,No,Yes,High School,Medium,1,4.0 +S2395,Emma,Williams,student1395@university.com,Male,18,Engineering,55.44,55.96,56.98,95.56,85.43,5.47,91.98,68.42,D,16.3,No,Yes,High School,High,5,6.2 +S2396,John,Jones,student1396@university.com,Male,19,Business,51.65,61.39,79.13,64.44,79.24,9.05,85.17,87.61,D,28.6,No,Yes,,Low,2,8.0 +S2397,Omar,Jones,student1397@university.com,Male,21,Business,80.4,96.43,78.88,90.94,84.22,8.38,74.98,68.58,B,13.8,Yes,Yes,High School,Low,8,4.4 +S2398,Maria,Jones,student1398@university.com,Female,19,Mathematics,97.45,54.43,44.41,64.3,62.8,2.32,68.19,62.44,A,19.6,No,Yes,PhD,Medium,5,4.0 +S2399,Ahmed,Johnson,student1399@university.com,Female,19,CS,99.49,45.7,57.24,96.97,91.64,5.19,63.31,80.39,B,26.2,No,No,High School,Medium,6,6.3 +S2400,John,Williams,student1400@university.com,Male,21,CS,74.21,44.16,74.17,95.72,72.48,6.59,62.97,87.27,A,29.0,Yes,Yes,High School,Low,7,4.0 +S2401,John,Smith,student1401@university.com,Male,18,CS,73.4,70.28,59.11,52.16,99.36,9.88,78.1,76.82,D,25.0,Yes,Yes,Bachelor's,High,4,8.7 +S2402,Ali,Brown,student1402@university.com,Male,21,CS,82.25,78.5,65.08,88.52,51.16,0.31,58.34,85.81,B,28.4,No,Yes,Master's,High,5,8.1 +S2403,Emma,Jones,student1403@university.com,Male,22,Mathematics,,59.64,82.77,,69.02,4.64,58.74,71.1,D,16.6,No,Yes,,Low,9,7.2 +S2404,Sara,Jones,student1404@university.com,Male,21,Engineering,81.7,81.42,40.56,60.76,59.02,9.88,50.52,89.77,C,24.1,No,Yes,PhD,High,6,4.1 +S2405,Liam,Williams,student1405@university.com,Male,20,Business,93.7,43.66,56.58,72.99,77.78,9.77,80.67,79.25,B,7.4,Yes,Yes,Master's,Low,8,6.8 +S2406,Sara,Williams,student1406@university.com,Male,22,Engineering,87.32,91.44,48.54,78.82,62.16,3.31,99.72,59.81,A,19.8,No,Yes,,Low,4,7.4 +S2407,Ahmed,Johnson,student1407@university.com,Female,19,CS,74.84,88.99,47.66,,86.87,0.0,94.46,94.54,B,5.3,No,Yes,Master's,Low,4,6.9 +S2408,Omar,Johnson,student1408@university.com,Female,24,CS,73.09,99.13,97.54,78.77,94.09,5.87,85.28,91.84,F,11.5,Yes,Yes,,Medium,8,8.7 +S2409,Sara,Jones,student1409@university.com,Female,22,Engineering,81.98,96.19,62.59,58.53,60.54,8.67,89.28,98.2,F,21.6,No,Yes,Bachelor's,High,3,8.2 +S2410,Maria,Williams,student1410@university.com,Female,18,Business,72.79,61.37,71.63,51.12,58.03,3.24,70.84,78.45,A,9.3,No,Yes,Bachelor's,Low,5,5.8 +S2411,Sara,Smith,student1411@university.com,Male,18,CS,72.89,63.96,84.03,78.56,93.77,9.34,64.9,83.79,B,10.0,No,Yes,None,Medium,3,7.5 +S2412,Ahmed,Brown,student1412@university.com,Male,21,Business,50.82,84.76,42.85,75.87,68.06,3.33,68.43,93.18,F,6.5,No,No,PhD,Low,1,6.3 +S2413,Liam,Williams,student1413@university.com,Male,22,Business,58.7,48.04,54.46,,71.73,6.1,54.07,52.63,D,23.7,No,Yes,High School,Low,3,8.6 +S2414,Sara,Williams,student1414@university.com,Male,19,Engineering,74.43,58.84,89.93,82.49,61.05,7.22,81.69,95.61,B,16.2,No,Yes,High School,High,6,7.1 +S2415,Maria,Davis,student1415@university.com,Male,18,Business,91.13,47.11,91.72,94.87,71.27,3.45,58.74,63.56,A,27.2,No,Yes,None,Medium,6,6.9 +S2416,Ali,Johnson,student1416@university.com,Female,23,Engineering,63.94,67.29,62.38,72.97,61.57,3.52,88.14,52.85,A,14.1,No,Yes,PhD,Medium,7,6.5 +S2417,Omar,Brown,student1417@university.com,Male,19,Engineering,76.13,73.12,62.49,50.42,83.3,4.7,59.5,61.88,A,15.9,Yes,Yes,,Medium,3,5.9 +S2418,Ahmed,Jones,student1418@university.com,Female,23,Business,67.25,52.67,85.41,,74.94,8.35,61.41,79.32,F,17.4,No,Yes,,Low,9,4.7 +S2419,Ali,Williams,student1419@university.com,Male,20,Mathematics,55.24,41.6,57.7,83.76,89.4,1.01,97.87,52.39,D,26.5,Yes,No,,Low,10,5.4 +S2420,Ali,Jones,student1420@university.com,Female,23,CS,97.91,83.16,47.03,76.07,65.64,6.31,55.27,50.04,A,12.3,Yes,Yes,,Low,9,5.7 +S2421,Ali,Williams,student1421@university.com,Male,18,Engineering,92.73,41.2,55.45,84.47,75.28,6.77,74.94,81.97,A,6.3,No,No,Master's,High,2,4.8 +S2422,John,Jones,student1422@university.com,Female,21,CS,53.92,98.4,63.24,,62.98,5.58,53.13,72.67,C,20.7,No,Yes,,Medium,8,8.1 +S2423,Omar,Brown,student1423@university.com,Male,20,CS,85.99,53.3,43.13,57.44,96.72,9.36,54.52,92.22,B,25.6,Yes,No,PhD,Medium,2,4.0 +S2424,Liam,Johnson,student1424@university.com,Male,22,Engineering,67.38,79.83,68.72,83.23,76.1,6.02,81.68,62.88,F,18.9,Yes,Yes,None,Medium,2,8.6 +S2425,Emma,Brown,student1425@university.com,Male,19,Mathematics,99.74,66.09,84.4,62.26,58.67,6.35,81.54,64.04,A,13.0,No,Yes,,High,6,4.6 +S2426,Omar,Davis,student1426@university.com,Male,18,CS,65.12,43.58,70.82,72.82,63.64,6.0,59.66,53.88,D,20.8,No,Yes,None,Low,8,4.3 +S2427,John,Smith,student1427@university.com,Female,20,CS,,68.33,44.31,74.58,54.15,7.22,93.62,76.93,F,29.8,No,Yes,,Low,1,9.0 +S2428,Emma,Johnson,student1428@university.com,Male,20,CS,78.39,71.01,66.41,73.86,51.39,1.35,85.11,68.3,A,19.4,Yes,Yes,High School,Low,8,9.0 +S2429,Omar,Brown,student1429@university.com,Female,18,Engineering,91.76,91.28,82.53,79.92,76.3,8.94,65.03,66.99,B,12.9,No,No,Master's,High,8,5.0 +S2430,Ali,Davis,student1430@university.com,Male,22,CS,59.63,83.94,43.49,51.47,66.86,0.42,62.42,72.88,C,11.1,No,Yes,PhD,Medium,4,4.7 +S2431,Ahmed,Smith,student1431@university.com,Female,22,CS,85.47,44.76,43.59,99.48,98.19,6.41,87.71,92.48,A,30.0,No,Yes,None,Medium,6,5.0 +S2432,Emma,Davis,student1432@university.com,Male,21,Business,53.07,52.55,62.24,85.82,58.57,6.15,86.68,55.26,D,26.3,No,Yes,Master's,Low,2,6.6 +S2433,Maria,Williams,student1433@university.com,Male,24,CS,95.95,58.71,51.7,71.27,89.7,2.08,57.44,76.18,A,12.0,No,Yes,PhD,Low,1,5.6 +S2434,Maria,Williams,student1434@university.com,Female,23,Engineering,54.05,46.98,96.09,59.57,65.8,0.41,67.46,59.82,D,11.6,No,Yes,,Low,7,5.7 +S2435,Sara,Jones,student1435@university.com,Male,22,Business,95.71,67.41,74.88,54.01,61.18,1.39,60.83,60.62,A,25.1,Yes,No,,High,7,8.0 +S2436,Emma,Johnson,student1436@university.com,Male,21,CS,74.54,99.06,57.24,83.61,98.48,2.72,64.71,62.84,D,29.8,No,Yes,Master's,High,3,8.5 +S2437,Ahmed,Williams,student1437@university.com,Female,23,Engineering,72.4,70.88,82.29,65.85,90.13,8.82,64.38,72.97,F,16.6,Yes,No,Bachelor's,Medium,3,8.8 +S2438,Liam,Davis,student1438@university.com,Male,20,Engineering,98.67,84.51,62.5,61.47,81.53,8.56,98.8,74.72,A,10.7,No,Yes,Master's,Low,10,6.6 +S2439,John,Johnson,student1439@university.com,Female,18,Engineering,99.52,80.98,47.93,69.0,84.86,0.64,87.51,93.58,A,10.8,No,Yes,Bachelor's,High,1,5.2 +S2440,Ali,Williams,student1440@university.com,Male,22,Engineering,82.51,90.99,54.23,,99.57,2.89,89.0,94.61,A,24.9,No,Yes,PhD,Medium,1,6.8 +S2441,Sara,Jones,student1441@university.com,Female,21,CS,56.36,52.94,78.56,,79.66,8.89,63.87,79.33,F,20.1,Yes,Yes,None,Low,2,8.4 +S2442,Maria,Brown,student1442@university.com,Female,20,Business,75.31,85.23,43.11,82.26,55.1,2.37,50.03,64.07,B,20.8,No,Yes,,Low,10,4.2 +S2443,John,Jones,student1443@university.com,Female,22,Business,76.46,92.88,56.36,,53.24,9.96,52.91,90.92,C,9.9,No,Yes,Master's,Medium,3,8.6 +S2444,John,Smith,student1444@university.com,Female,19,CS,75.72,50.29,52.5,60.94,83.33,2.57,77.65,89.64,F,8.3,Yes,Yes,Master's,High,4,5.1 +S2445,Ali,Williams,student1445@university.com,Male,24,CS,78.47,60.81,52.07,81.84,82.88,7.39,64.27,89.9,B,5.3,Yes,Yes,None,Medium,8,5.6 +S2446,Liam,Smith,student1446@university.com,Male,20,CS,50.94,98.21,80.97,55.06,87.41,4.17,59.65,50.82,D,27.9,No,Yes,,Low,5,5.8 +S2447,Liam,Smith,student1447@university.com,Female,22,CS,85.56,86.85,89.55,77.4,55.44,1.36,52.48,87.69,A,13.9,Yes,Yes,PhD,Low,2,8.6 +S2448,Emma,Davis,student1448@university.com,Male,20,Engineering,85.62,56.96,82.95,79.2,97.25,2.55,93.79,92.64,B,23.9,No,No,PhD,Low,7,4.9 +S2449,Maria,Johnson,student1449@university.com,Male,18,CS,55.77,73.84,78.74,60.81,77.56,6.75,80.01,80.25,C,27.1,No,Yes,PhD,High,8,5.1 +S2450,Liam,Davis,student1450@university.com,Male,18,CS,78.51,64.26,94.99,69.58,82.48,3.37,55.37,87.56,C,20.0,Yes,Yes,PhD,Low,3,7.7 +S2451,Ahmed,Williams,student1451@university.com,Female,24,Business,78.42,69.4,43.5,91.36,51.74,6.04,88.32,88.81,A,15.6,No,Yes,High School,Low,6,8.7 +S2452,Liam,Smith,student1452@university.com,Male,18,CS,84.12,61.31,50.05,57.42,98.05,2.06,87.79,75.33,F,6.0,Yes,Yes,High School,Medium,10,4.5 +S2453,John,Brown,student1453@university.com,Male,23,Business,54.27,56.76,64.86,,78.13,4.49,64.47,90.68,D,13.4,No,Yes,PhD,Low,8,6.6 +S2454,Ali,Smith,student1454@university.com,Female,19,Business,81.33,80.49,62.35,96.64,78.17,5.12,59.42,89.61,C,13.0,Yes,No,Master's,Low,10,8.6 +S2455,Ahmed,Brown,student1455@university.com,Male,18,CS,64.04,86.71,65.08,,97.18,4.13,90.7,95.81,D,19.2,No,Yes,,Medium,6,8.4 +S2456,Emma,Davis,student1456@university.com,Female,19,Business,75.35,92.44,52.39,86.26,96.47,1.98,66.48,96.07,D,24.1,Yes,No,High School,Medium,10,8.7 +S2457,Maria,Davis,student1457@university.com,Female,18,Business,88.67,49.32,48.97,91.34,61.01,4.62,92.37,76.49,B,22.8,No,Yes,High School,Low,6,8.5 +S2458,Emma,Johnson,student1458@university.com,Female,23,CS,85.28,89.37,70.55,60.19,96.55,6.93,52.18,51.57,A,26.7,No,No,None,High,8,5.6 +S2459,John,Smith,student1459@university.com,Male,20,CS,55.95,55.29,95.68,60.91,86.83,9.65,74.96,50.96,D,6.2,Yes,Yes,None,Medium,1,5.0 +S2460,Ahmed,Jones,student1460@university.com,Male,22,Engineering,79.56,65.64,63.52,87.93,50.95,7.9,58.98,96.95,C,20.1,Yes,No,Master's,High,2,8.5 +S2461,Ahmed,Davis,student1461@university.com,Female,22,Mathematics,98.46,94.09,42.6,87.67,61.99,1.61,83.6,66.87,A,9.7,No,Yes,,Medium,3,7.6 +S2462,Ahmed,Davis,student1462@university.com,Female,18,Engineering,57.84,67.27,82.37,53.01,70.65,2.73,99.86,68.88,F,29.3,No,Yes,Bachelor's,Medium,7,5.9 +S2463,John,Johnson,student1463@university.com,Female,22,CS,92.65,51.82,57.47,66.12,79.14,0.79,70.63,73.5,B,15.2,No,No,Bachelor's,High,1,7.6 +S2464,John,Brown,student1464@university.com,Female,18,Engineering,85.13,49.59,54.71,69.93,85.07,1.36,55.02,63.29,A,20.6,No,Yes,None,Medium,4,5.5 +S2465,Emma,Johnson,student1465@university.com,Female,18,Engineering,88.7,68.38,59.46,91.45,60.51,2.51,65.88,79.52,A,13.8,No,No,Bachelor's,Low,3,6.9 +S2466,Sara,Smith,student1466@university.com,Female,24,Engineering,64.1,85.76,83.43,71.09,91.84,2.0,94.58,89.23,D,10.5,No,Yes,,Medium,8,5.2 +S2467,Emma,Williams,student1467@university.com,Male,21,Business,64.39,99.83,89.13,96.3,92.29,2.14,88.29,62.87,A,22.2,No,No,PhD,Low,7,6.8 +S2468,Maria,Williams,student1468@university.com,Female,21,Engineering,95.3,87.24,75.28,,81.75,2.31,61.61,87.15,A,28.5,No,Yes,PhD,Low,1,8.6 +S2469,Ali,Brown,student1469@university.com,Female,24,Business,,92.62,59.35,89.04,96.05,3.01,97.68,83.6,F,6.5,Yes,Yes,Bachelor's,High,9,7.9 +S2470,Ahmed,Davis,student1470@university.com,Female,21,Business,53.15,84.87,58.63,83.32,90.65,1.26,81.11,76.28,D,25.6,No,Yes,High School,Medium,4,7.3 +S2471,Sara,Brown,student1471@university.com,Male,19,Engineering,80.03,93.73,47.46,69.59,61.08,2.78,58.4,66.27,F,13.5,Yes,Yes,,Low,7,5.2 +S2472,Ali,Davis,student1472@university.com,Male,21,CS,56.24,44.58,96.0,,89.93,6.88,78.62,93.64,D,8.0,Yes,Yes,,Low,6,4.3 +S2473,Sara,Davis,student1473@university.com,Male,18,Business,89.83,95.8,78.29,78.66,97.66,2.36,72.56,70.14,A,22.8,No,Yes,High School,Medium,3,7.6 +S2474,Liam,Williams,student1474@university.com,Male,23,Mathematics,82.09,63.78,41.62,68.09,56.88,1.72,90.98,68.73,C,7.1,Yes,Yes,,Low,6,6.9 +S2475,Liam,Brown,student1475@university.com,Female,23,CS,93.74,95.3,79.74,67.54,98.93,0.68,67.21,82.07,A,23.2,Yes,Yes,High School,Low,7,5.1 +S2476,Omar,Johnson,student1476@university.com,Male,20,Engineering,89.24,44.54,66.83,84.39,51.25,5.0,93.75,96.02,B,15.9,No,No,PhD,Low,5,8.7 +S2477,Liam,Davis,student1477@university.com,Female,21,CS,55.61,82.91,98.35,73.18,76.11,8.42,90.6,75.4,C,9.1,No,Yes,Bachelor's,Medium,10,6.8 +S2478,Emma,Jones,student1478@university.com,Female,23,Business,,84.14,89.14,87.6,88.69,0.59,83.73,86.13,F,8.9,No,Yes,None,Medium,4,6.9 +S2479,Liam,Jones,student1479@university.com,Female,21,Business,,99.81,50.28,69.91,89.52,5.42,62.93,72.84,D,23.7,No,Yes,None,Low,6,5.5 +S2480,John,Johnson,student1480@university.com,Female,20,CS,70.87,86.13,83.21,57.54,86.73,6.51,98.52,60.94,B,25.7,Yes,Yes,None,High,10,8.4 +S2481,Ahmed,Jones,student1481@university.com,Female,23,Business,98.62,62.95,69.13,73.07,76.47,5.92,77.43,56.2,A,22.1,Yes,Yes,Master's,High,8,8.5 +S2482,Emma,Smith,student1482@university.com,Female,18,CS,86.79,73.43,51.22,97.55,82.55,8.78,95.38,56.82,B,23.0,Yes,No,Bachelor's,Medium,7,7.6 +S2483,Ali,Davis,student1483@university.com,Male,19,Business,50.77,61.99,81.92,90.08,85.0,8.66,60.79,51.07,D,26.2,Yes,Yes,,Low,3,4.5 +S2484,Omar,Johnson,student1484@university.com,Male,24,Engineering,94.0,51.76,72.84,60.29,74.73,0.57,99.17,77.65,B,15.7,Yes,Yes,Bachelor's,Medium,2,4.4 +S2485,Omar,Brown,student1485@university.com,Male,24,CS,55.04,54.91,41.82,69.57,79.78,3.61,90.8,56.56,D,9.2,No,Yes,None,Medium,10,6.3 +S2486,Omar,Davis,student1486@university.com,Male,24,CS,57.03,53.32,78.8,96.39,92.32,6.71,97.46,93.28,F,14.4,No,Yes,PhD,Low,5,4.7 +S2487,Ali,Johnson,student1487@university.com,Male,21,CS,86.72,72.93,78.1,56.18,65.64,9.52,60.62,99.14,A,29.5,No,Yes,Bachelor's,Medium,9,5.7 +S2488,Ali,Williams,student1488@university.com,Female,23,Engineering,93.25,94.37,48.65,62.7,76.16,8.05,71.53,74.79,A,16.2,No,Yes,High School,Medium,10,4.9 +S2489,Ali,Brown,student1489@university.com,Male,23,Engineering,76.82,94.76,60.94,63.11,50.42,1.77,54.88,72.48,D,28.1,No,Yes,Bachelor's,High,5,5.6 +S2490,Ali,Williams,student1490@university.com,Male,20,CS,,43.29,75.15,78.55,84.37,2.79,56.85,67.4,A,22.6,Yes,Yes,High School,Low,10,8.7 +S2491,Omar,Davis,student1491@university.com,Male,18,CS,67.57,44.79,48.33,70.54,59.77,7.64,64.2,81.9,C,23.4,Yes,Yes,None,Low,1,7.8 +S2492,Omar,Brown,student1492@university.com,Female,22,CS,67.14,54.71,91.16,53.99,74.05,4.71,97.58,80.4,F,9.8,No,No,High School,Low,9,4.7 +S2493,Sara,Jones,student1493@university.com,Female,23,Business,66.33,55.3,41.65,81.46,60.51,5.47,83.36,67.17,A,14.2,No,Yes,Master's,High,2,7.3 +S2494,Emma,Johnson,student1494@university.com,Female,19,Business,,45.69,46.17,54.95,51.18,6.09,65.73,67.16,A,23.3,Yes,Yes,PhD,Low,2,4.2 +S2495,Ahmed,Davis,student1495@university.com,Male,20,CS,80.44,63.31,46.97,80.32,74.16,1.03,97.73,82.24,B,21.4,No,Yes,High School,Medium,6,8.9 +S2496,Liam,Smith,student1496@university.com,Male,23,Engineering,95.02,75.26,71.69,75.35,71.24,8.56,86.99,77.73,A,26.6,No,Yes,PhD,High,3,6.7 +S2497,Liam,Brown,student1497@university.com,Male,23,CS,65.35,74.69,77.21,74.68,71.26,8.63,95.35,85.93,F,10.2,No,Yes,,High,5,6.5 +S2498,John,Brown,student1498@university.com,Male,20,Mathematics,59.33,72.61,64.22,53.37,60.44,4.68,96.36,97.07,D,23.7,Yes,Yes,,Medium,5,5.2 +S2499,Omar,Davis,student1499@university.com,Male,20,Mathematics,91.93,60.32,57.32,81.96,97.36,6.27,87.54,88.98,B,6.0,Yes,Yes,Bachelor's,High,3,6.3 +S2500,John,Davis,student1500@university.com,Female,21,Engineering,87.09,82.39,88.56,71.57,50.18,6.6,62.16,65.22,A,12.5,No,Yes,High School,Medium,8,6.6 +S2501,Emma,Williams,student1501@university.com,Male,23,Mathematics,96.54,89.59,44.1,70.56,94.58,1.9,99.83,87.96,B,20.8,Yes,Yes,,High,3,7.3 +S2502,Emma,Jones,student1502@university.com,Female,22,Business,58.28,60.78,56.82,79.82,86.85,1.13,66.25,72.5,C,29.5,No,Yes,High School,Low,6,4.2 +S2503,John,Williams,student1503@university.com,Male,19,Business,57.21,45.13,42.35,80.31,58.6,0.21,83.59,88.88,D,29.7,No,Yes,Master's,Medium,10,5.7 +S2504,Omar,Williams,student1504@university.com,Female,18,Engineering,,57.78,40.83,50.75,73.61,9.13,92.24,94.33,F,16.0,No,No,PhD,Medium,5,5.9 +S2505,John,Jones,student1505@university.com,Female,18,CS,80.72,48.24,61.2,56.26,99.44,3.46,58.76,62.5,F,24.1,No,Yes,High School,Medium,7,4.7 +S2506,Liam,Smith,student1506@university.com,Female,22,CS,74.01,68.04,51.69,61.83,82.18,0.86,80.45,61.93,B,20.0,Yes,Yes,None,Medium,6,5.2 +S2507,Sara,Williams,student1507@university.com,Female,20,CS,79.95,49.36,56.1,83.9,56.37,4.66,68.76,71.63,A,22.7,No,Yes,None,Low,9,5.2 +S2508,Liam,Williams,student1508@university.com,Male,20,Engineering,59.02,67.77,89.26,78.84,72.88,0.76,62.21,52.58,C,23.3,Yes,Yes,Bachelor's,Low,2,8.1 +S2509,Maria,Brown,student1509@university.com,Male,20,CS,73.98,53.26,49.78,87.88,73.41,0.85,50.59,84.28,F,18.7,No,Yes,PhD,Medium,10,7.4 +S2510,Omar,Jones,student1510@university.com,Male,23,CS,82.9,84.32,86.81,87.03,90.11,4.89,93.6,87.49,F,25.3,Yes,Yes,,Low,6,8.6 +S2511,Omar,Johnson,student1511@university.com,Female,20,Engineering,71.64,41.65,80.5,92.66,95.81,5.09,56.79,67.27,A,19.6,No,Yes,PhD,Low,10,5.5 +S2512,Ahmed,Smith,student1512@university.com,Male,20,CS,,73.28,59.59,68.84,54.11,5.8,93.91,73.26,B,7.5,No,Yes,PhD,High,10,8.4 +S2513,Ali,Smith,student1513@university.com,Male,23,Engineering,72.56,50.17,72.79,67.25,65.7,6.56,80.03,79.52,F,29.7,No,Yes,High School,Low,5,8.3 +S2514,Maria,Jones,student1514@university.com,Male,23,Mathematics,,40.06,66.67,91.55,64.92,6.68,81.05,53.68,D,12.6,No,Yes,Bachelor's,Low,9,6.2 +S2515,Emma,Davis,student1515@university.com,Male,22,Business,65.18,92.15,47.7,61.88,99.8,4.33,91.43,85.56,B,29.1,No,Yes,Bachelor's,Low,2,7.1 +S2516,Omar,Davis,student1516@university.com,Female,21,Engineering,,80.29,94.43,73.06,77.96,6.44,75.47,76.34,A,12.3,Yes,Yes,Bachelor's,Medium,8,7.0 +S2517,John,Brown,student1517@university.com,Female,23,Engineering,,45.94,74.18,59.72,93.99,3.05,67.86,81.21,C,26.3,Yes,Yes,None,High,7,5.5 +S2518,Maria,Brown,student1518@university.com,Male,19,Engineering,83.43,79.84,92.81,95.69,71.3,4.41,56.94,86.19,F,22.2,No,Yes,,Low,1,5.3 +S2519,Ahmed,Jones,student1519@university.com,Male,20,CS,92.26,76.7,89.43,70.39,86.14,3.93,78.52,83.78,A,13.9,No,No,,Medium,3,4.8 +S2520,Emma,Brown,student1520@university.com,Male,21,Business,67.73,68.4,44.79,,64.33,3.29,77.66,54.77,C,28.5,Yes,Yes,Bachelor's,Low,4,8.2 +S2521,Ali,Smith,student1521@university.com,Female,18,CS,52.3,65.16,52.44,,95.59,2.39,64.69,89.13,C,19.6,No,Yes,PhD,Medium,8,6.7 +S2522,Ali,Smith,student1522@university.com,Female,22,CS,99.34,93.22,48.72,62.23,72.76,0.78,80.0,80.5,A,25.7,No,Yes,PhD,Medium,2,5.7 +S2523,Ahmed,Johnson,student1523@university.com,Female,21,Business,63.18,54.71,89.85,97.18,90.19,5.06,71.97,85.74,F,24.9,No,Yes,High School,Medium,8,6.5 +S2524,Ahmed,Davis,student1524@university.com,Male,23,CS,56.33,63.9,91.75,68.38,62.79,5.37,90.28,63.08,D,6.2,No,Yes,,High,2,4.4 +S2525,John,Jones,student1525@university.com,Female,20,CS,68.49,59.75,71.68,83.23,84.68,3.36,77.97,61.07,D,11.7,No,Yes,Bachelor's,High,3,4.5 +S2526,Omar,Williams,student1526@university.com,Female,20,CS,86.93,86.27,46.25,,70.26,9.76,96.68,91.3,A,16.8,No,Yes,Master's,High,8,7.8 +S2527,Ali,Davis,student1527@university.com,Female,20,CS,64.7,94.99,48.14,90.36,51.57,5.57,75.9,69.52,F,28.3,No,Yes,,Medium,9,8.5 +S2528,Emma,Williams,student1528@university.com,Female,21,CS,78.74,90.99,88.81,94.85,70.65,8.89,94.37,78.77,F,6.6,No,Yes,High School,Medium,5,5.6 +S2529,Maria,Johnson,student1529@university.com,Female,20,CS,,87.86,95.75,,77.5,5.7,76.03,77.58,A,9.6,No,Yes,Bachelor's,Low,4,6.0 +S2530,Emma,Johnson,student1530@university.com,Male,23,Engineering,55.89,99.21,51.97,92.42,57.59,1.9,77.9,79.26,C,20.6,No,Yes,,Low,3,5.9 +S2531,Sara,Brown,student1531@university.com,Male,21,Business,66.51,81.83,40.67,55.09,59.2,9.75,68.34,53.48,A,21.3,No,Yes,,Medium,3,6.4 +S2532,Sara,Johnson,student1532@university.com,Male,20,CS,,85.06,59.86,96.2,73.24,8.85,70.01,65.12,C,9.1,No,Yes,High School,Medium,9,6.1 +S2533,Ahmed,Johnson,student1533@university.com,Male,18,Business,,98.97,41.83,81.22,67.14,4.71,96.66,53.32,D,28.7,Yes,No,High School,Low,4,5.9 +S2534,John,Williams,student1534@university.com,Female,18,CS,55.99,40.42,89.68,93.46,72.04,2.43,61.16,74.01,F,9.4,Yes,No,Master's,Low,2,7.3 +S2535,Sara,Brown,student1535@university.com,Male,19,CS,58.17,78.04,69.49,84.22,73.04,2.23,56.07,95.1,D,9.6,No,Yes,High School,Medium,4,5.4 +S2536,Ali,Johnson,student1536@university.com,Male,20,CS,82.04,84.34,78.51,60.09,57.0,8.06,91.51,69.46,B,20.9,No,Yes,,Low,3,8.7 +S2537,Emma,Davis,student1537@university.com,Male,20,Engineering,90.67,95.07,64.69,,59.06,0.69,78.85,89.12,B,15.5,No,Yes,,Medium,5,5.5 +S2538,Emma,Johnson,student1538@university.com,Female,21,Engineering,,93.03,60.73,54.55,92.41,6.38,64.23,64.36,A,5.7,Yes,Yes,Master's,Medium,4,5.1 +S2539,Ahmed,Brown,student1539@university.com,Male,21,Engineering,79.77,90.52,53.33,84.79,58.14,6.4,71.62,92.81,A,28.0,No,Yes,,High,2,8.9 +S2540,Omar,Jones,student1540@university.com,Female,24,Business,58.53,96.75,86.23,70.45,83.3,1.82,76.25,70.98,F,6.9,Yes,Yes,Bachelor's,Medium,10,5.1 +S2541,Omar,Brown,student1541@university.com,Female,20,Engineering,65.57,72.24,81.73,57.59,70.93,7.05,79.61,67.76,F,8.9,Yes,Yes,None,Low,1,6.7 +S2542,Maria,Williams,student1542@university.com,Female,19,Engineering,51.01,40.42,61.64,98.96,98.41,7.05,91.05,84.87,F,27.4,No,Yes,,Low,1,5.6 +S2543,Ahmed,Jones,student1543@university.com,Male,20,Mathematics,88.41,40.66,59.27,,53.31,3.5,69.72,75.64,A,11.9,No,Yes,Bachelor's,Low,1,4.4 +S2544,Liam,Davis,student1544@university.com,Female,23,CS,70.05,72.68,40.07,94.68,91.52,4.83,83.83,66.87,B,25.4,Yes,Yes,Master's,Low,3,8.8 +S2545,Maria,Smith,student1545@university.com,Male,21,CS,90.81,66.12,43.81,89.44,74.57,8.33,91.74,52.9,A,9.3,Yes,Yes,None,Medium,2,5.9 +S2546,Liam,Brown,student1546@university.com,Male,20,Business,85.42,67.07,77.4,84.6,50.27,5.23,92.19,58.33,A,6.2,No,Yes,PhD,Medium,4,7.2 +S2547,Omar,Williams,student1547@university.com,Male,21,Engineering,91.44,64.02,70.88,82.75,63.18,6.18,62.71,88.62,A,10.9,Yes,Yes,None,Medium,3,8.3 +S2548,Ahmed,Davis,student1548@university.com,Female,20,CS,64.28,95.06,66.09,55.3,70.38,4.13,67.51,96.04,C,23.6,Yes,Yes,PhD,Medium,7,6.8 +S2549,Liam,Jones,student1549@university.com,Female,22,CS,59.26,61.55,89.65,95.03,65.71,1.5,79.75,58.44,D,21.6,No,Yes,,Medium,8,7.6 +S2550,Ahmed,Davis,student1550@university.com,Male,21,Engineering,98.6,91.37,70.23,94.06,68.12,9.98,94.29,78.47,B,12.8,No,Yes,Bachelor's,High,5,7.9 +S2551,Ahmed,Brown,student1551@university.com,Female,19,Engineering,85.87,94.17,63.07,87.39,95.83,5.32,89.52,51.71,A,20.8,No,No,Master's,High,6,5.9 +S2552,Omar,Johnson,student1552@university.com,Female,22,CS,,69.97,49.68,96.37,68.05,3.36,79.2,64.54,B,21.6,No,Yes,PhD,Low,7,7.1 +S2553,Maria,Brown,student1553@university.com,Female,23,Mathematics,50.66,66.82,89.24,77.65,70.94,7.14,99.19,72.44,F,19.1,No,No,Master's,Medium,9,5.0 +S2554,Maria,Smith,student1554@university.com,Male,20,Business,67.72,85.66,74.57,72.38,88.06,6.21,71.95,86.79,A,28.4,No,Yes,None,Low,1,4.3 +S2555,Ahmed,Brown,student1555@university.com,Female,24,Engineering,87.14,82.48,45.55,98.4,89.69,2.33,92.12,52.21,A,24.8,Yes,Yes,,Medium,2,8.9 +S2556,Sara,Jones,student1556@university.com,Female,23,Engineering,53.9,59.71,78.93,73.21,54.2,8.77,90.92,89.06,C,25.4,No,Yes,None,Low,1,4.5 +S2557,John,Jones,student1557@university.com,Male,21,Business,78.37,46.15,65.5,82.07,85.2,0.71,95.4,60.13,A,15.6,No,Yes,PhD,Medium,9,6.1 +S2558,Omar,Brown,student1558@university.com,Female,22,CS,71.45,55.89,88.68,68.65,74.13,6.06,99.38,87.98,B,22.1,No,Yes,Bachelor's,Low,2,4.3 +S2559,John,Jones,student1559@university.com,Male,23,CS,50.88,47.86,95.13,81.82,56.69,4.78,74.78,81.27,C,9.6,No,No,PhD,Low,2,8.6 +S2560,John,Johnson,student1560@university.com,Female,19,Engineering,61.8,57.68,76.03,86.0,63.24,3.18,59.78,66.98,D,12.4,No,Yes,PhD,Low,5,4.5 +S2561,Maria,Davis,student1561@university.com,Female,24,Business,64.24,55.71,83.9,81.23,52.25,8.26,73.04,86.19,F,17.6,No,Yes,None,High,9,7.9 +S2562,Maria,Brown,student1562@university.com,Female,21,CS,55.59,78.26,43.4,75.73,68.01,6.56,92.69,61.82,D,25.4,No,Yes,PhD,Low,3,7.6 +S2563,Sara,Johnson,student1563@university.com,Female,22,Mathematics,81.58,97.27,73.62,65.01,62.77,7.59,91.81,60.99,D,13.4,No,Yes,Bachelor's,High,10,4.2 +S2564,John,Davis,student1564@university.com,Female,23,Engineering,62.12,81.14,85.32,82.19,69.11,4.15,66.8,53.09,B,16.0,No,Yes,,High,8,7.6 +S2565,John,Davis,student1565@university.com,Female,22,CS,63.88,95.6,69.81,95.42,79.02,9.42,52.37,69.65,D,28.9,No,Yes,None,Low,10,8.8 +S2566,Ahmed,Johnson,student1566@university.com,Male,22,CS,,87.05,75.61,50.35,86.62,3.45,75.49,54.89,A,12.1,No,Yes,PhD,Medium,1,6.6 +S2567,Maria,Williams,student1567@university.com,Female,23,CS,73.36,83.67,93.94,56.7,80.27,5.31,73.71,70.98,D,20.5,No,Yes,,High,10,5.4 +S2568,John,Brown,student1568@university.com,Female,18,Business,69.61,64.84,51.89,55.99,83.92,9.34,54.29,50.49,C,7.5,Yes,Yes,,Medium,2,6.7 +S2569,Emma,Davis,student1569@university.com,Female,20,Mathematics,86.19,59.49,45.89,96.16,93.28,0.83,89.74,57.75,B,15.3,No,Yes,,Low,8,4.6 +S2570,Sara,Davis,student1570@university.com,Male,21,Engineering,95.48,90.78,81.44,83.14,93.69,1.09,64.18,96.62,A,13.3,Yes,Yes,,High,1,8.8 +S2571,Liam,Jones,student1571@university.com,Male,21,Mathematics,51.25,94.32,89.37,97.59,93.04,9.94,82.29,89.78,D,5.3,No,Yes,Bachelor's,Low,9,5.8 +S2572,Emma,Davis,student1572@university.com,Male,24,Business,72.41,67.11,91.03,,57.66,9.71,55.07,61.81,D,19.6,Yes,Yes,High School,Low,4,6.3 +S2573,Emma,Johnson,student1573@university.com,Female,24,Engineering,80.54,40.54,78.5,73.09,62.55,7.72,93.04,85.91,A,13.3,No,Yes,Bachelor's,Low,3,6.0 +S2574,Liam,Davis,student1574@university.com,Female,24,Engineering,65.93,87.55,89.99,89.62,75.12,4.84,86.96,83.42,D,11.3,No,Yes,None,Medium,3,4.1 +S2575,Omar,Williams,student1575@university.com,Male,21,Engineering,88.62,57.1,82.04,58.05,67.94,5.06,69.42,58.85,A,27.3,Yes,Yes,,Low,1,4.2 +S2576,Omar,Brown,student1576@university.com,Male,22,Engineering,98.57,40.59,45.24,69.07,56.58,2.57,81.47,68.55,A,10.7,No,Yes,None,High,8,6.8 +S2577,Sara,Brown,student1577@university.com,Male,24,CS,97.17,88.3,85.72,,64.39,4.33,59.37,95.69,B,15.1,Yes,Yes,,Low,4,6.5 +S2578,Emma,Davis,student1578@university.com,Female,23,Engineering,63.3,71.04,50.76,64.92,98.77,4.31,99.27,86.94,C,28.7,No,Yes,Bachelor's,Low,1,8.9 +S2579,John,Smith,student1579@university.com,Male,20,CS,61.32,81.11,54.2,68.56,67.35,0.36,89.81,88.02,F,7.0,No,No,PhD,High,5,5.3 +S2580,Maria,Smith,student1580@university.com,Female,19,Business,97.87,94.88,63.68,53.91,70.95,4.53,89.45,78.19,A,28.5,Yes,Yes,Bachelor's,High,10,5.8 +S2581,Sara,Johnson,student1581@university.com,Female,21,Business,72.93,72.47,58.87,59.9,50.32,4.8,57.67,83.28,D,14.8,Yes,Yes,Bachelor's,Medium,8,8.9 +S2582,Ahmed,Smith,student1582@university.com,Female,23,CS,,70.19,59.3,66.77,85.97,6.66,50.89,75.44,C,24.8,Yes,Yes,Bachelor's,Medium,8,4.2 +S2583,Liam,Johnson,student1583@university.com,Male,20,CS,85.35,57.44,50.16,89.79,70.68,5.16,79.27,87.04,A,13.9,No,Yes,Master's,Medium,10,7.2 +S2584,Emma,Jones,student1584@university.com,Female,20,Engineering,,58.31,57.63,,55.16,8.62,57.21,86.64,B,15.4,No,Yes,PhD,Medium,3,4.5 +S2585,Sara,Johnson,student1585@university.com,Male,18,Engineering,63.36,87.79,41.18,67.33,98.43,3.68,89.02,51.55,C,15.9,No,Yes,High School,Medium,4,8.7 +S2586,Ali,Smith,student1586@university.com,Male,23,CS,93.96,66.94,68.37,53.25,88.87,4.1,70.8,81.59,A,28.7,No,Yes,,High,10,5.4 +S2587,Ali,Davis,student1587@university.com,Male,21,Engineering,58.12,49.81,86.12,77.86,86.31,5.71,66.93,81.49,D,18.8,No,Yes,Bachelor's,High,4,8.1 +S2588,Omar,Jones,student1588@university.com,Male,24,CS,,45.67,91.73,80.56,97.89,2.03,53.68,53.37,A,10.4,No,Yes,,High,3,8.6 +S2589,Liam,Smith,student1589@university.com,Female,22,CS,63.46,68.38,89.23,93.28,70.37,3.93,99.8,70.52,F,20.3,No,Yes,High School,Low,6,8.2 +S2590,Maria,Johnson,student1590@university.com,Female,24,CS,80.35,67.9,64.99,90.96,85.93,6.86,97.8,94.94,C,27.2,No,Yes,High School,Low,3,6.8 +S2591,John,Williams,student1591@university.com,Female,20,CS,56.15,79.21,83.83,64.27,60.31,4.12,56.58,97.67,D,10.4,No,Yes,Master's,Low,6,8.9 +S2592,Maria,Brown,student1592@university.com,Female,20,Business,73.58,68.26,57.27,56.85,84.86,9.07,66.64,89.11,F,13.4,No,Yes,None,High,5,7.4 +S2593,Maria,Smith,student1593@university.com,Male,19,Mathematics,81.37,48.61,43.33,57.8,50.7,6.15,69.54,57.57,F,19.3,No,Yes,Bachelor's,Low,2,7.9 +S2594,Maria,Johnson,student1594@university.com,Male,24,Engineering,92.44,70.47,80.56,98.45,56.32,1.54,64.84,68.74,A,29.7,No,Yes,Bachelor's,Low,8,5.2 +S2595,Liam,Jones,student1595@university.com,Male,18,Engineering,61.49,94.41,78.93,,71.26,4.87,96.72,59.13,F,16.6,No,Yes,PhD,High,7,6.1 +S2596,Maria,Smith,student1596@university.com,Male,20,CS,90.87,49.57,88.1,52.13,50.6,7.65,86.07,82.61,B,19.6,No,No,High School,Low,7,7.0 +S2597,Ahmed,Smith,student1597@university.com,Female,20,Engineering,61.75,81.39,76.97,56.84,73.1,6.43,97.8,88.66,B,8.4,Yes,Yes,Master's,Low,6,4.7 +S2598,Liam,Brown,student1598@university.com,Male,22,CS,83.84,75.63,49.41,74.29,76.14,8.85,93.73,94.19,C,24.0,No,Yes,High School,High,9,8.8 +S2599,Ahmed,Johnson,student1599@university.com,Female,22,Engineering,71.53,84.92,91.19,60.39,81.08,7.5,87.73,93.03,A,10.5,No,No,PhD,Low,4,4.5 +S2600,Liam,Williams,student1600@university.com,Male,19,Mathematics,55.73,49.04,77.64,90.18,55.02,0.62,84.85,54.96,C,13.2,No,Yes,None,High,5,7.7 +S2601,Omar,Jones,student1601@university.com,Male,23,CS,85.71,96.5,88.46,78.66,59.05,1.13,93.31,56.28,B,22.7,Yes,Yes,Bachelor's,Low,9,4.3 +S2602,Sara,Johnson,student1602@university.com,Male,19,Business,,77.26,86.45,80.63,80.66,6.5,84.21,95.48,A,22.8,No,Yes,High School,Low,3,4.5 +S2603,Ali,Jones,student1603@university.com,Male,19,CS,58.83,90.82,57.87,73.14,82.91,2.38,59.44,92.19,D,13.0,No,No,Bachelor's,Low,3,7.1 +S2604,Maria,Smith,student1604@university.com,Female,22,CS,67.92,54.8,44.47,62.8,51.3,5.88,82.41,73.02,D,26.3,No,Yes,PhD,High,8,6.3 +S2605,Omar,Brown,student1605@university.com,Female,24,CS,82.66,84.36,50.59,79.47,77.02,7.92,75.75,71.5,B,24.9,No,Yes,None,Medium,10,4.0 +S2606,Sara,Brown,student1606@university.com,Female,24,CS,61.7,86.86,45.57,85.85,89.25,5.77,99.09,77.64,A,20.4,No,Yes,Master's,Low,6,6.0 +S2607,Ali,Davis,student1607@university.com,Female,24,CS,59.18,63.85,54.6,,53.46,4.15,75.5,79.83,F,9.5,No,Yes,,Medium,2,5.3 +S2608,Emma,Williams,student1608@university.com,Male,23,CS,,63.04,67.57,75.25,70.66,6.46,51.92,62.71,A,27.6,No,Yes,Master's,Low,3,8.4 +S2609,John,Brown,student1609@university.com,Male,22,Engineering,73.58,79.47,94.41,91.98,66.33,1.44,63.21,70.19,A,18.2,No,Yes,High School,Medium,8,7.5 +S2610,Ahmed,Smith,student1610@university.com,Female,18,CS,71.43,45.6,92.32,57.43,95.68,7.23,95.87,80.98,B,14.4,No,Yes,None,Low,5,7.7 +S2611,Emma,Williams,student1611@university.com,Female,21,Engineering,61.69,84.14,83.12,77.26,59.29,6.97,98.12,60.31,D,28.2,No,Yes,High School,High,2,8.8 +S2612,Liam,Johnson,student1612@university.com,Male,21,Mathematics,52.68,42.57,41.45,67.42,65.92,5.14,86.42,99.94,D,29.3,Yes,Yes,None,Medium,3,7.5 +S2613,Ali,Brown,student1613@university.com,Male,18,Engineering,71.46,51.44,60.48,85.14,94.92,2.79,52.84,64.15,C,22.9,No,No,High School,High,2,4.8 +S2614,Emma,Williams,student1614@university.com,Female,24,CS,89.41,79.85,80.94,50.94,66.53,7.98,51.18,77.62,A,24.8,Yes,Yes,PhD,Medium,5,8.7 +S2615,John,Smith,student1615@university.com,Female,21,CS,85.76,45.9,47.74,83.52,76.57,5.11,73.98,77.71,A,11.2,No,Yes,PhD,Medium,5,4.6 +S2616,Omar,Davis,student1616@university.com,Female,23,Business,93.04,98.31,88.07,55.14,51.65,0.59,99.98,72.57,B,11.5,No,Yes,,Medium,9,5.0 +S2617,Ali,Jones,student1617@university.com,Male,22,Engineering,50.48,92.1,94.87,53.24,99.25,9.19,93.46,62.08,C,19.2,No,Yes,None,Medium,6,5.4 +S2618,Emma,Jones,student1618@university.com,Female,21,Engineering,98.32,77.58,61.25,86.23,91.25,7.68,96.66,78.27,A,29.6,No,Yes,None,Low,2,4.9 +S2619,Ahmed,Smith,student1619@university.com,Female,23,CS,67.07,89.14,82.35,82.02,81.72,5.85,81.18,54.55,C,23.6,No,Yes,Master's,Medium,1,4.1 +S2620,Ahmed,Smith,student1620@university.com,Female,22,Engineering,99.52,93.25,48.89,94.75,53.04,4.37,92.96,69.35,A,23.6,No,No,High School,Medium,7,6.3 +S2621,Sara,Jones,student1621@university.com,Female,23,CS,62.63,55.57,81.45,75.98,53.74,9.6,65.98,61.21,A,11.4,No,Yes,,Medium,7,7.4 +S2622,Emma,Davis,student1622@university.com,Female,18,Mathematics,,90.96,41.29,76.5,77.25,7.75,51.37,56.21,F,15.5,No,Yes,Master's,Low,10,6.1 +S2623,Maria,Williams,student1623@university.com,Male,19,Business,67.7,51.69,49.05,85.35,64.25,5.35,95.91,96.27,D,13.6,No,Yes,Master's,Low,6,5.2 +S2624,Emma,Jones,student1624@university.com,Female,18,CS,67.79,64.8,82.59,66.17,81.14,6.53,60.92,85.0,B,12.6,No,Yes,None,Medium,2,8.4 +S2625,Omar,Smith,student1625@university.com,Male,21,Engineering,92.11,73.5,82.71,51.85,79.91,2.81,86.42,58.44,A,23.3,No,Yes,Bachelor's,Low,8,5.9 +S2626,Ali,Brown,student1626@university.com,Female,22,CS,,82.83,78.47,61.5,91.93,1.96,82.95,97.47,B,7.5,No,Yes,High School,Low,4,8.2 +S2627,Ali,Johnson,student1627@university.com,Female,23,Engineering,99.61,41.81,68.64,61.9,64.07,2.73,57.91,60.8,A,9.1,No,Yes,Bachelor's,Low,7,4.9 +S2628,Omar,Davis,student1628@university.com,Female,21,Business,80.68,57.43,80.49,66.78,78.89,2.93,59.79,61.78,B,15.3,Yes,Yes,Bachelor's,Low,8,5.7 +S2629,Emma,Davis,student1629@university.com,Male,21,Engineering,73.16,76.51,86.43,97.17,88.87,7.4,66.45,56.66,C,12.6,No,Yes,High School,Low,7,8.0 +S2630,Omar,Brown,student1630@university.com,Male,19,CS,,61.44,97.99,90.24,74.54,1.4,87.85,86.39,B,27.6,No,Yes,PhD,High,3,4.2 +S2631,John,Brown,student1631@university.com,Male,24,CS,99.83,86.5,93.32,96.8,91.53,7.78,51.96,78.54,A,10.0,Yes,Yes,None,Low,8,8.6 +S2632,Liam,Smith,student1632@university.com,Female,21,Business,77.58,79.1,87.67,99.93,56.56,5.23,70.35,52.91,F,11.2,No,Yes,Master's,Medium,4,6.0 +S2633,Omar,Jones,student1633@university.com,Female,19,Engineering,85.02,54.06,81.69,71.69,86.69,3.85,83.26,51.26,A,9.5,No,Yes,None,High,8,8.9 +S2634,Ahmed,Williams,student1634@university.com,Male,22,Engineering,70.34,48.76,74.45,61.35,97.15,3.0,58.57,76.63,F,26.5,Yes,Yes,Bachelor's,High,5,7.5 +S2635,Omar,Davis,student1635@university.com,Male,22,CS,77.39,77.74,47.24,78.0,66.59,5.13,55.97,82.58,B,10.1,Yes,No,PhD,Medium,9,8.7 +S2636,Ali,Davis,student1636@university.com,Female,23,CS,97.13,67.03,49.93,94.06,68.32,3.18,69.51,91.14,B,13.8,Yes,Yes,PhD,High,3,4.3 +S2637,Ahmed,Brown,student1637@university.com,Male,24,Mathematics,58.32,50.14,89.22,,54.18,4.29,64.33,73.91,D,21.7,Yes,Yes,None,Medium,2,7.6 +S2638,Ali,Jones,student1638@university.com,Female,19,Engineering,64.62,59.58,88.2,75.27,82.07,7.39,82.45,83.83,A,6.9,Yes,Yes,Bachelor's,Medium,4,8.4 +S2639,Sara,Davis,student1639@university.com,Male,18,Engineering,57.6,58.18,76.87,56.72,77.62,6.26,98.48,86.68,C,25.4,Yes,Yes,,High,2,8.9 +S2640,Maria,Williams,student1640@university.com,Male,22,Engineering,89.61,46.49,66.33,71.02,52.02,7.48,50.22,80.65,A,22.7,No,Yes,Master's,Low,2,4.2 +S2641,Ali,Brown,student1641@university.com,Male,24,Business,53.1,72.81,41.56,,87.61,7.13,95.12,67.61,F,11.5,No,Yes,,Low,1,4.4 +S2642,Ahmed,Williams,student1642@university.com,Female,23,CS,54.08,85.82,59.63,67.58,91.46,8.15,71.66,56.59,D,14.8,Yes,Yes,Master's,Medium,8,7.7 +S2643,Sara,Jones,student1643@university.com,Female,18,CS,64.92,74.53,65.24,94.36,95.36,2.02,83.2,82.38,D,20.5,Yes,Yes,Bachelor's,Low,1,4.2 +S2644,Ali,Davis,student1644@university.com,Male,22,Engineering,75.71,89.58,69.15,52.97,77.29,9.95,92.55,88.43,B,28.7,No,No,None,Low,8,4.1 +S2645,John,Johnson,student1645@university.com,Female,22,Engineering,,47.65,95.76,98.61,72.63,4.76,78.67,59.49,D,20.7,Yes,Yes,Bachelor's,High,9,6.7 +S2646,Omar,Davis,student1646@university.com,Female,23,Business,,66.14,46.52,,93.81,7.18,54.87,74.74,A,11.3,Yes,Yes,PhD,Low,6,6.6 +S2647,Maria,Jones,student1647@university.com,Female,23,Business,97.87,76.56,71.13,97.28,69.93,6.78,57.03,69.86,A,17.1,Yes,Yes,None,Low,7,7.1 +S2648,Ali,Davis,student1648@university.com,Female,20,CS,97.64,80.56,62.08,77.4,82.77,5.66,89.46,60.29,A,16.2,Yes,Yes,Master's,High,6,4.1 +S2649,Sara,Davis,student1649@university.com,Male,21,CS,63.97,81.75,99.41,85.12,80.77,9.96,61.45,62.27,A,18.3,No,Yes,,Low,1,6.5 +S2650,John,Smith,student1650@university.com,Female,21,Mathematics,86.58,83.74,91.71,59.36,68.61,2.17,78.45,61.88,A,18.0,Yes,Yes,None,High,1,5.4 +S2651,Emma,Davis,student1651@university.com,Female,18,Engineering,78.93,79.09,66.33,82.71,54.34,4.22,71.4,70.95,B,14.1,No,Yes,None,Medium,1,7.8 +S2652,Sara,Davis,student1652@university.com,Male,21,Engineering,61.87,45.65,99.98,94.1,51.07,1.28,65.18,69.52,D,26.8,No,Yes,Master's,High,3,5.7 +S2653,Omar,Williams,student1653@university.com,Female,18,Engineering,63.11,81.72,70.84,56.97,71.41,1.82,89.35,77.71,B,13.3,No,Yes,Bachelor's,High,7,5.8 +S2654,Sara,Johnson,student1654@university.com,Female,24,Engineering,74.56,83.49,50.03,56.35,74.06,7.13,86.56,54.66,B,18.2,No,Yes,,Medium,8,7.3 +S2655,John,Williams,student1655@university.com,Female,22,CS,70.96,99.61,73.35,65.2,91.13,0.05,82.31,79.06,D,11.5,Yes,Yes,Bachelor's,High,1,7.3 +S2656,Sara,Williams,student1656@university.com,Male,20,Business,64.56,81.6,53.57,58.09,70.72,8.9,68.63,51.09,B,15.9,No,Yes,PhD,Medium,6,4.3 +S2657,John,Brown,student1657@university.com,Male,20,Business,90.38,81.21,78.18,,64.06,6.33,61.32,62.87,A,22.0,No,Yes,None,Medium,8,7.1 +S2658,Ali,Smith,student1658@university.com,Female,22,Engineering,74.07,70.89,96.25,83.92,73.1,4.41,75.79,75.11,A,23.9,Yes,No,High School,Medium,5,7.3 +S2659,Liam,Williams,student1659@university.com,Female,23,Engineering,82.74,92.08,87.17,60.69,61.9,3.31,90.86,84.35,C,25.2,Yes,Yes,High School,Low,2,6.3 +S2660,John,Jones,student1660@university.com,Male,19,CS,59.46,99.81,56.39,83.35,54.57,1.26,78.78,88.56,D,23.4,No,Yes,,High,4,8.1 +S2661,John,Jones,student1661@university.com,Male,19,CS,76.68,86.74,57.81,93.1,55.65,9.22,98.51,51.78,F,16.7,No,No,None,Low,4,4.0 +S2662,Maria,Davis,student1662@university.com,Male,21,CS,65.9,76.75,44.16,82.6,65.96,7.12,50.77,76.87,F,5.9,Yes,No,,Low,4,8.8 +S2663,John,Brown,student1663@university.com,Female,23,CS,76.32,44.74,57.15,55.97,50.63,3.36,99.92,67.72,D,18.1,No,Yes,None,Medium,8,5.9 +S2664,John,Smith,student1664@university.com,Female,18,Mathematics,,83.6,45.56,78.68,61.01,0.71,84.57,84.75,D,6.4,Yes,Yes,Master's,Low,6,7.0 +S2665,Emma,Smith,student1665@university.com,Male,24,Business,88.45,82.51,69.97,69.68,89.38,3.26,91.63,64.19,B,29.2,No,Yes,High School,Medium,9,4.2 +S2666,Liam,Davis,student1666@university.com,Female,20,Engineering,67.71,86.53,82.5,67.17,61.73,1.85,66.75,87.19,A,14.4,No,Yes,PhD,Medium,10,7.5 +S2667,Ali,Jones,student1667@university.com,Female,21,Engineering,84.71,47.47,85.07,65.93,55.54,7.86,75.42,80.11,C,17.6,No,Yes,High School,Medium,1,6.7 +S2668,Omar,Johnson,student1668@university.com,Female,22,CS,97.06,79.22,43.57,96.47,97.45,7.2,89.85,89.48,B,8.2,Yes,No,,Low,1,8.8 +S2669,Maria,Brown,student1669@university.com,Female,23,Mathematics,,57.74,60.4,87.13,81.12,4.98,88.03,99.22,F,29.9,No,Yes,,High,2,6.1 +S2670,Emma,Davis,student1670@university.com,Female,20,CS,57.42,85.62,57.29,,53.0,8.86,66.7,95.43,D,17.3,No,Yes,High School,Medium,5,7.6 +S2671,Ahmed,Brown,student1671@university.com,Female,18,CS,83.99,54.42,46.26,,53.11,1.81,66.22,79.66,A,12.5,No,Yes,PhD,Low,6,4.4 +S2672,Liam,Jones,student1672@university.com,Female,18,Engineering,55.25,81.04,61.75,65.91,80.61,4.52,83.14,94.69,F,9.8,Yes,Yes,None,Low,3,4.3 +S2673,Ali,Jones,student1673@university.com,Male,19,Business,93.61,57.7,57.96,98.9,77.01,7.11,96.68,57.65,A,21.2,No,Yes,Master's,Medium,1,8.7 +S2674,Ali,Johnson,student1674@university.com,Male,21,Business,75.83,40.54,78.07,98.9,53.42,0.68,71.94,52.15,A,15.9,No,Yes,High School,Medium,7,5.3 +S2675,Ahmed,Johnson,student1675@university.com,Male,22,CS,69.26,78.0,93.0,65.98,61.22,3.73,67.65,76.66,F,12.9,Yes,No,,High,1,8.6 +S2676,Omar,Smith,student1676@university.com,Male,20,Business,52.85,46.8,67.29,67.61,96.45,5.72,94.73,98.72,F,5.2,No,Yes,High School,Low,7,4.4 +S2677,John,Brown,student1677@university.com,Male,24,CS,69.04,79.56,84.8,79.97,78.6,3.67,84.15,85.49,F,5.9,Yes,Yes,,High,9,7.2 +S2678,Emma,Brown,student1678@university.com,Male,18,CS,,95.54,48.76,73.97,72.02,4.8,69.41,65.26,A,22.3,Yes,Yes,Bachelor's,Medium,1,6.8 +S2679,Sara,Jones,student1679@university.com,Male,20,Business,51.05,98.15,93.7,60.66,62.51,6.08,52.86,83.44,C,17.0,Yes,Yes,Bachelor's,Medium,8,8.8 +S2680,Maria,Smith,student1680@university.com,Male,22,Business,73.73,54.16,49.16,83.02,56.68,3.68,86.07,52.0,F,26.2,Yes,Yes,Master's,High,10,6.0 +S2681,Sara,Davis,student1681@university.com,Male,20,Engineering,96.56,88.56,51.53,66.71,70.13,1.06,67.64,73.53,A,23.8,Yes,Yes,PhD,High,9,4.2 +S2682,Ahmed,Brown,student1682@university.com,Female,21,Engineering,69.74,61.21,46.39,82.69,96.12,1.39,53.53,61.86,A,19.3,No,Yes,,Medium,8,6.4 +S2683,Ali,Smith,student1683@university.com,Female,19,Business,71.41,94.03,58.58,69.18,52.44,5.27,80.61,52.46,C,19.0,No,No,Bachelor's,Low,1,8.1 +S2684,Omar,Smith,student1684@university.com,Male,20,Business,78.93,87.25,73.14,85.01,99.55,1.75,66.15,62.5,F,23.6,No,No,None,Low,4,4.3 +S2685,Ali,Jones,student1685@university.com,Female,23,Business,73.15,44.44,99.28,83.39,60.39,8.9,66.92,86.12,C,23.5,No,No,None,Medium,10,4.2 +S2686,Maria,Smith,student1686@university.com,Female,19,Engineering,58.43,64.43,87.6,75.44,70.44,8.34,73.96,77.56,F,13.4,No,Yes,Master's,Low,4,8.1 +S2687,Ali,Johnson,student1687@university.com,Male,22,Mathematics,50.93,60.24,62.83,85.24,52.25,3.49,85.87,51.17,C,7.6,Yes,Yes,Master's,Medium,1,8.1 +S2688,Ali,Johnson,student1688@university.com,Male,19,Mathematics,80.49,87.11,74.55,73.05,79.24,8.31,63.82,70.49,F,24.3,No,Yes,Master's,Medium,7,5.0 +S2689,Maria,Williams,student1689@university.com,Male,20,CS,96.04,64.62,77.4,55.81,74.18,5.33,54.05,87.61,A,10.6,No,Yes,,Medium,7,7.3 +S2690,Emma,Jones,student1690@university.com,Female,20,Business,55.32,81.08,89.36,59.11,83.34,1.59,71.22,97.73,C,24.8,No,Yes,Bachelor's,Medium,10,4.3 +S2691,Emma,Davis,student1691@university.com,Female,23,Engineering,60.55,76.15,84.19,62.3,77.13,6.14,52.75,93.72,B,20.5,No,Yes,Master's,Low,9,7.8 +S2692,Maria,Williams,student1692@university.com,Male,18,CS,68.51,98.54,74.16,53.16,69.91,6.79,84.86,50.08,B,13.9,No,Yes,None,Low,8,5.5 +S2693,Omar,Johnson,student1693@university.com,Female,23,Engineering,90.44,96.27,80.15,85.57,86.89,0.84,97.96,60.94,A,26.3,No,Yes,,Medium,3,5.2 +S2694,Ahmed,Williams,student1694@university.com,Female,20,CS,63.46,65.66,84.76,68.37,51.25,3.14,82.94,60.39,C,22.3,Yes,Yes,None,Medium,2,7.4 +S2695,Liam,Jones,student1695@university.com,Female,24,Engineering,94.1,83.41,47.99,54.68,77.05,0.05,63.77,70.65,A,18.6,No,Yes,Master's,Low,10,8.6 +S2696,Ali,Jones,student1696@university.com,Male,19,Business,52.75,89.77,52.03,91.0,55.69,3.16,59.09,82.29,F,12.5,No,Yes,,Low,3,4.2 +S2697,Omar,Smith,student1697@university.com,Female,23,CS,97.05,93.93,81.32,84.18,71.8,3.35,61.64,57.65,B,29.7,No,Yes,PhD,Low,8,4.7 +S2698,Ali,Brown,student1698@university.com,Female,23,Engineering,78.04,44.09,91.03,72.61,89.56,6.3,61.08,95.78,F,26.0,Yes,Yes,,Medium,6,5.3 +S2699,Liam,Smith,student1699@university.com,Female,24,Mathematics,82.94,58.12,64.56,62.37,57.12,1.99,65.69,88.86,F,8.4,No,Yes,High School,Medium,3,8.6 +S2700,Ahmed,Jones,student1700@university.com,Female,24,Engineering,68.38,59.21,98.79,57.59,96.79,0.3,54.87,70.97,A,25.2,No,Yes,Master's,Low,2,8.4 +S2701,Emma,Johnson,student1701@university.com,Female,24,CS,,66.07,52.96,72.92,94.43,3.16,94.79,79.2,D,8.0,No,Yes,Master's,Medium,1,8.5 +S2702,Omar,Davis,student1702@university.com,Female,18,Engineering,58.33,50.16,65.0,94.26,70.75,8.26,94.26,77.09,C,11.2,Yes,Yes,High School,Medium,8,5.9 +S2703,John,Johnson,student1703@university.com,Female,20,Engineering,52.45,69.77,62.71,59.42,50.3,3.99,80.76,79.11,D,28.9,No,Yes,Bachelor's,Medium,3,5.2 +S2704,John,Smith,student1704@university.com,Male,20,Engineering,69.78,79.79,95.82,78.43,89.49,4.15,53.1,93.01,A,26.7,Yes,Yes,High School,High,3,5.0 +S2705,Liam,Davis,student1705@university.com,Male,22,Business,92.68,69.84,57.12,98.08,94.04,4.69,90.2,60.01,B,20.2,No,Yes,Bachelor's,Low,5,8.4 +S2706,John,Jones,student1706@university.com,Female,18,Engineering,87.75,79.95,68.25,81.86,58.74,7.52,53.09,84.19,A,22.5,No,Yes,None,Low,5,5.2 +S2707,Emma,Johnson,student1707@university.com,Male,22,Business,75.86,43.99,51.23,72.0,95.81,4.8,55.32,55.35,F,7.2,Yes,Yes,Master's,Medium,9,6.7 +S2708,Liam,Jones,student1708@university.com,Female,22,Engineering,78.61,92.56,71.28,85.82,95.7,0.91,66.26,72.96,F,13.3,No,Yes,Bachelor's,High,5,5.7 +S2709,Emma,Davis,student1709@university.com,Female,22,CS,56.49,96.34,91.44,91.23,73.56,2.06,71.57,81.79,D,13.1,No,Yes,High School,Medium,7,6.5 +S2710,Ahmed,Davis,student1710@university.com,Female,21,Engineering,92.03,77.07,58.24,,89.9,1.88,67.69,50.63,A,5.8,Yes,Yes,None,Low,7,5.7 +S2711,Ali,Johnson,student1711@university.com,Male,22,Business,89.35,92.88,88.65,93.59,72.25,5.08,58.26,55.4,A,22.6,Yes,Yes,High School,High,7,5.5 +S2712,Ahmed,Jones,student1712@university.com,Female,23,Engineering,82.82,47.89,94.68,75.73,78.2,0.3,55.61,54.56,C,12.7,Yes,Yes,None,Medium,5,6.1 +S2713,Ahmed,Williams,student1713@university.com,Female,19,CS,73.31,87.85,44.38,91.5,65.99,2.84,92.97,68.73,F,20.8,No,Yes,PhD,Medium,3,5.7 +S2714,Emma,Jones,student1714@university.com,Male,23,CS,98.22,47.15,85.39,97.6,57.97,6.07,68.16,81.1,B,5.7,No,Yes,,Medium,7,8.2 +S2715,Liam,Davis,student1715@university.com,Male,23,CS,93.95,64.48,55.32,75.06,87.33,3.55,60.93,99.8,B,5.0,No,Yes,Bachelor's,Low,8,6.9 +S2716,Liam,Jones,student1716@university.com,Female,20,CS,,59.43,50.52,80.25,50.07,7.08,74.35,62.7,D,9.3,Yes,Yes,PhD,Medium,4,4.9 +S2717,John,Smith,student1717@university.com,Male,21,Engineering,68.59,75.14,76.07,80.47,78.98,3.91,51.84,56.8,A,22.6,No,Yes,,Medium,6,5.2 +S2718,Sara,Williams,student1718@university.com,Male,22,CS,80.9,58.09,82.34,89.07,93.23,9.79,80.01,70.74,C,20.1,Yes,Yes,None,High,5,4.3 +S2719,Ali,Brown,student1719@university.com,Female,20,Business,78.77,78.24,63.69,91.15,61.06,9.65,62.42,57.3,B,10.0,Yes,Yes,,Low,10,5.5 +S2720,Emma,Smith,student1720@university.com,Female,18,CS,,62.04,42.35,51.36,66.64,8.0,79.91,51.23,B,18.1,Yes,Yes,Master's,Medium,2,7.3 +S2721,John,Brown,student1721@university.com,Female,18,CS,65.33,91.65,94.52,86.67,79.37,9.54,80.71,78.2,D,20.5,No,Yes,Master's,Medium,1,4.9 +S2722,Omar,Johnson,student1722@university.com,Male,20,Engineering,70.35,78.03,83.84,89.19,62.34,2.05,90.46,93.98,C,28.5,No,No,Master's,High,6,4.5 +S2723,Sara,Brown,student1723@university.com,Male,19,CS,78.7,52.92,56.3,85.02,92.37,7.51,61.5,93.04,A,24.1,No,Yes,PhD,Low,10,5.6 +S2724,Sara,Jones,student1724@university.com,Male,20,Business,71.41,60.17,69.81,,68.33,3.22,73.17,55.04,B,8.4,Yes,Yes,Master's,Medium,6,7.1 +S2725,Emma,Brown,student1725@university.com,Female,20,CS,63.18,90.85,41.67,52.07,79.08,7.25,98.09,57.37,F,11.8,No,Yes,PhD,Medium,7,6.4 +S2726,Maria,Davis,student1726@university.com,Male,21,Engineering,88.05,63.19,60.36,72.1,61.31,3.74,86.36,74.56,B,15.1,No,Yes,Master's,Medium,5,5.7 +S2727,Ali,Smith,student1727@university.com,Male,18,Business,76.57,72.15,71.35,90.91,52.07,2.89,98.77,68.39,C,7.6,Yes,Yes,,High,1,8.4 +S2728,Sara,Smith,student1728@university.com,Female,18,Engineering,53.38,78.94,71.03,96.7,58.69,9.59,96.37,85.15,D,18.9,No,Yes,PhD,Medium,6,6.3 +S2729,Emma,Brown,student1729@university.com,Female,22,CS,68.42,60.87,52.49,61.47,52.31,2.1,80.54,74.75,A,27.7,Yes,Yes,Master's,Medium,4,6.3 +S2730,Emma,Smith,student1730@university.com,Female,23,Engineering,94.25,57.64,86.6,78.96,73.43,7.59,63.2,51.01,B,12.7,Yes,Yes,,Medium,7,4.2 +S2731,John,Davis,student1731@university.com,Male,20,Business,87.76,68.52,57.93,90.22,79.33,6.75,87.85,64.23,A,29.6,No,Yes,Master's,Low,2,7.2 +S2732,Omar,Smith,student1732@university.com,Female,20,Mathematics,66.16,52.89,74.82,87.62,52.23,3.03,84.91,95.07,A,11.2,Yes,Yes,High School,Low,9,6.3 +S2733,Maria,Brown,student1733@university.com,Male,19,Business,96.91,57.05,56.29,80.94,54.52,4.58,79.44,75.58,A,16.8,No,Yes,High School,Low,7,4.7 +S2734,Ali,Williams,student1734@university.com,Male,24,CS,53.83,43.72,65.51,50.93,74.28,1.43,84.89,89.9,F,13.6,Yes,Yes,None,Medium,5,5.2 +S2735,Liam,Williams,student1735@university.com,Female,24,Mathematics,98.06,58.24,52.45,,89.96,9.21,80.68,70.11,A,12.7,Yes,No,Master's,Low,2,5.0 +S2736,Ahmed,Johnson,student1736@university.com,Female,18,CS,62.29,59.24,77.98,,81.4,9.68,75.97,83.85,D,14.4,No,Yes,,Medium,1,4.6 +S2737,Omar,Smith,student1737@university.com,Female,19,CS,50.45,97.71,65.54,86.14,55.24,7.32,70.8,58.45,D,5.8,No,Yes,None,Low,5,6.2 +S2738,Omar,Brown,student1738@university.com,Female,21,Business,71.69,75.38,40.97,88.29,94.38,8.49,52.24,86.83,B,18.3,No,Yes,,Medium,10,5.8 +S2739,John,Smith,student1739@university.com,Female,22,CS,67.95,87.24,41.69,71.55,95.87,0.83,93.28,89.33,C,23.5,No,Yes,High School,Low,5,5.8 +S2740,Liam,Jones,student1740@university.com,Male,19,CS,76.95,42.72,68.27,99.69,66.25,3.84,93.28,54.51,C,26.6,No,Yes,,Low,3,5.3 +S2741,Sara,Davis,student1741@university.com,Male,18,CS,89.84,46.39,50.99,88.54,80.8,3.31,79.7,59.17,A,13.1,No,Yes,Master's,Low,9,6.2 +S2742,Sara,Smith,student1742@university.com,Male,21,Engineering,,88.87,75.1,78.93,74.62,5.65,63.39,73.14,D,18.8,No,Yes,Bachelor's,High,10,6.7 +S2743,John,Smith,student1743@university.com,Female,20,Business,70.06,77.41,64.49,96.71,97.1,1.83,51.41,81.87,A,27.3,Yes,Yes,Master's,Low,1,7.1 +S2744,Emma,Williams,student1744@university.com,Male,21,Engineering,71.49,51.46,79.27,95.41,75.44,5.63,50.07,81.87,B,25.0,No,Yes,High School,Low,5,5.1 +S2745,Sara,Davis,student1745@university.com,Female,23,CS,57.41,64.29,97.14,90.73,98.0,6.54,53.65,83.41,F,16.6,No,Yes,,High,4,7.6 +S2746,Maria,Brown,student1746@university.com,Female,19,Engineering,52.38,72.32,71.72,78.18,59.97,1.32,67.99,85.72,C,9.1,No,Yes,Master's,Medium,2,4.1 +S2747,Ali,Smith,student1747@university.com,Male,18,Mathematics,82.06,90.62,87.24,,67.28,1.32,59.42,75.29,A,19.0,No,No,,Medium,1,7.8 +S2748,Omar,Williams,student1748@university.com,Male,19,Business,53.22,43.62,85.18,,89.07,0.35,63.25,78.74,D,29.7,Yes,Yes,None,High,10,5.4 +S2749,Omar,Johnson,student1749@university.com,Female,20,CS,86.69,75.8,95.31,62.54,89.18,7.61,84.98,50.42,A,23.9,No,No,,Medium,4,5.9 +S2750,Maria,Davis,student1750@university.com,Male,24,Mathematics,,83.02,52.84,,86.61,3.31,97.96,58.33,F,26.2,No,Yes,High School,Medium,6,6.9 +S2751,Liam,Williams,student1751@university.com,Female,20,Business,59.93,98.67,89.64,78.89,92.98,2.25,60.34,74.93,F,9.7,No,Yes,Bachelor's,Medium,8,7.1 +S2752,Sara,Williams,student1752@university.com,Male,18,CS,76.98,88.43,94.33,,85.13,7.78,73.28,87.28,B,27.6,Yes,Yes,None,Medium,10,6.1 +S2753,Omar,Williams,student1753@university.com,Male,23,CS,,56.57,63.57,96.13,81.8,1.43,99.57,90.45,F,5.4,No,Yes,Master's,High,2,8.7 +S2754,Ahmed,Smith,student1754@university.com,Male,22,CS,71.94,82.57,58.83,77.86,72.95,4.27,96.58,86.45,F,26.6,No,No,Bachelor's,High,2,8.3 +S2755,Liam,Smith,student1755@university.com,Male,21,Business,,85.8,97.12,76.33,73.35,7.45,67.62,74.32,C,11.0,No,Yes,Master's,Medium,6,5.1 +S2756,Ali,Johnson,student1756@university.com,Male,21,CS,73.1,83.78,77.66,71.78,70.31,5.74,65.98,64.06,F,20.6,Yes,No,PhD,Low,4,6.9 +S2757,Ali,Jones,student1757@university.com,Female,20,Engineering,57.43,89.21,62.84,52.9,81.01,5.54,62.11,72.24,D,12.3,No,Yes,High School,High,10,7.6 +S2758,Omar,Jones,student1758@university.com,Male,19,CS,86.19,94.22,87.51,94.12,70.33,1.57,57.77,50.46,A,8.4,No,Yes,,Low,9,5.1 +S2759,John,Jones,student1759@university.com,Male,24,Mathematics,59.34,45.91,58.27,,57.37,1.81,73.0,79.9,D,11.2,No,Yes,,Low,4,4.1 +S2760,Liam,Davis,student1760@university.com,Male,19,CS,86.93,46.29,50.58,82.12,55.33,5.83,67.06,53.73,A,16.8,No,Yes,Bachelor's,Low,2,8.9 +S2761,Omar,Davis,student1761@university.com,Female,23,Mathematics,73.97,87.78,72.64,80.37,96.22,0.24,87.24,57.27,F,28.0,No,Yes,PhD,Low,1,8.8 +S2762,John,Johnson,student1762@university.com,Female,22,Mathematics,72.69,55.14,73.97,,51.24,8.69,61.84,81.3,A,14.7,No,Yes,,Medium,6,5.6 +S2763,Omar,Davis,student1763@university.com,Female,19,CS,92.57,43.51,89.54,76.29,55.27,3.5,86.82,50.67,A,6.4,No,Yes,PhD,Low,1,5.2 +S2764,Ahmed,Jones,student1764@university.com,Female,21,Engineering,85.43,64.07,67.42,59.07,72.27,4.17,64.41,78.68,A,5.6,No,Yes,Bachelor's,Low,6,4.8 +S2765,Liam,Jones,student1765@university.com,Female,24,CS,51.65,89.19,88.88,64.03,63.15,2.58,79.64,81.92,D,10.2,No,Yes,Master's,Low,8,7.4 +S2766,Emma,Williams,student1766@university.com,Male,19,Mathematics,64.81,47.59,58.68,76.21,70.29,8.77,81.92,89.41,F,6.3,Yes,Yes,None,Low,6,7.8 +S2767,Ali,Davis,student1767@university.com,Male,24,Engineering,93.55,80.31,74.52,89.47,55.87,6.43,83.59,53.4,B,14.3,No,Yes,PhD,Medium,4,6.1 +S2768,Omar,Smith,student1768@university.com,Male,22,CS,50.92,40.22,52.51,71.6,56.55,4.5,58.77,50.15,D,14.6,No,Yes,High School,Medium,2,5.2 +S2769,Ahmed,Smith,student1769@university.com,Female,21,CS,77.26,46.58,63.13,,90.03,5.85,64.14,88.34,C,29.3,No,Yes,Bachelor's,Medium,5,6.2 +S2770,John,Williams,student1770@university.com,Female,24,CS,86.39,61.05,91.45,54.4,87.96,3.8,62.31,64.5,A,12.7,No,Yes,,Medium,5,6.6 +S2771,John,Williams,student1771@university.com,Male,19,Mathematics,81.09,45.02,52.96,83.15,55.21,4.66,78.81,94.36,F,20.0,No,Yes,Master's,Low,8,6.7 +S2772,Ali,Williams,student1772@university.com,Female,21,Engineering,88.03,90.75,88.61,71.17,83.39,3.58,53.79,59.25,B,25.5,No,Yes,High School,Medium,3,6.2 +S2773,Maria,Smith,student1773@university.com,Female,20,Business,86.28,91.84,56.97,56.27,80.47,4.11,75.91,79.28,A,17.8,Yes,No,Bachelor's,Medium,2,4.0 +S2774,Omar,Jones,student1774@university.com,Female,20,CS,,85.33,42.07,,85.67,3.15,54.37,55.47,C,22.4,No,Yes,Bachelor's,Low,1,6.4 +S2775,Liam,Williams,student1775@university.com,Male,23,CS,,54.55,46.6,60.38,73.72,0.78,66.85,70.13,A,29.4,No,Yes,High School,Medium,2,5.7 +S2776,Sara,Johnson,student1776@university.com,Male,20,Mathematics,82.28,71.39,84.75,75.45,63.5,0.37,84.34,94.1,F,13.1,Yes,Yes,High School,Low,2,6.8 +S2777,John,Williams,student1777@university.com,Female,19,CS,70.12,51.05,55.72,65.31,83.18,1.74,70.63,80.42,A,6.9,No,Yes,Master's,Low,1,4.3 +S2778,Liam,Brown,student1778@university.com,Female,22,Mathematics,73.6,56.88,79.25,96.58,68.57,2.52,64.02,84.48,D,15.8,No,Yes,,Medium,8,8.4 +S2779,Liam,Williams,student1779@university.com,Female,21,CS,85.84,70.96,81.95,61.41,60.95,8.9,80.79,61.3,B,18.5,No,Yes,Bachelor's,Low,8,8.4 +S2780,Emma,Smith,student1780@university.com,Female,24,CS,93.82,84.1,60.71,71.0,70.43,6.11,87.01,96.14,B,19.5,No,Yes,High School,Low,10,6.8 +S2781,Liam,Davis,student1781@university.com,Male,18,Engineering,63.61,45.68,68.5,97.97,88.16,9.58,62.73,81.17,F,23.5,No,Yes,None,Low,4,7.7 +S2782,Liam,Williams,student1782@university.com,Female,20,Mathematics,67.1,57.8,64.23,65.94,73.79,3.4,64.97,55.29,F,27.5,No,No,,Low,3,6.2 +S2783,Emma,Davis,student1783@university.com,Male,20,Mathematics,96.54,95.6,96.84,,64.99,4.02,82.01,50.78,A,17.5,No,Yes,Bachelor's,Low,1,7.0 +S2784,John,Brown,student1784@university.com,Male,18,CS,78.93,65.75,59.2,65.84,91.59,7.2,98.26,50.8,A,8.6,No,Yes,Master's,Medium,8,7.1 +S2785,Liam,Johnson,student1785@university.com,Male,24,CS,58.95,96.33,51.0,55.53,94.08,5.78,60.69,52.56,F,15.1,No,No,Master's,Low,8,5.8 +S2786,Maria,Davis,student1786@university.com,Female,24,Engineering,,99.48,61.94,81.38,71.66,5.28,82.71,95.58,C,8.9,No,Yes,PhD,High,4,8.8 +S2787,Maria,Jones,student1787@university.com,Male,18,Engineering,99.54,71.6,80.17,95.8,68.73,5.76,95.33,67.92,A,9.6,No,Yes,Master's,High,5,7.0 +S2788,Ahmed,Williams,student1788@university.com,Male,24,Business,91.17,57.28,81.84,72.63,80.63,5.84,73.1,64.91,A,5.0,No,Yes,None,Medium,4,9.0 +S2789,Emma,Brown,student1789@university.com,Female,19,CS,87.29,87.45,95.44,81.31,52.9,7.66,65.84,70.83,A,28.2,No,No,Master's,Low,5,6.2 +S2790,Ahmed,Brown,student1790@university.com,Female,24,Mathematics,60.4,49.56,92.91,,84.57,6.68,83.34,70.48,A,23.6,No,Yes,PhD,High,4,4.2 +S2791,Emma,Davis,student1791@university.com,Female,21,Engineering,,55.12,57.3,70.75,89.11,9.57,51.57,61.92,A,7.5,No,Yes,Bachelor's,Medium,9,5.5 +S2792,Omar,Johnson,student1792@university.com,Male,24,Business,76.29,87.09,67.31,80.74,69.87,9.48,68.01,54.59,C,28.0,No,Yes,Master's,Low,1,7.3 +S2793,Omar,Smith,student1793@university.com,Female,20,Engineering,94.46,66.02,84.84,,58.73,4.22,62.9,55.43,A,26.8,No,Yes,PhD,Medium,10,8.6 +S2794,Liam,Williams,student1794@university.com,Male,22,Engineering,66.49,52.09,94.99,68.9,51.44,0.36,61.23,79.96,F,27.7,Yes,Yes,Master's,Low,10,7.1 +S2795,Sara,Brown,student1795@university.com,Male,19,Mathematics,53.1,79.07,60.23,72.12,81.86,0.11,58.99,69.84,C,7.4,No,Yes,Master's,Medium,3,6.4 +S2796,Omar,Johnson,student1796@university.com,Female,19,Engineering,73.8,83.97,66.67,93.2,63.45,1.23,86.85,95.12,B,7.0,No,Yes,,Medium,7,4.4 +S2797,Sara,Jones,student1797@university.com,Male,24,Business,63.49,47.5,93.97,67.42,73.19,0.75,97.75,73.19,F,6.7,No,Yes,PhD,Low,6,4.7 +S2798,Omar,Brown,student1798@university.com,Male,22,Mathematics,85.76,56.62,61.51,81.76,69.32,3.73,69.24,75.17,A,29.2,No,Yes,Master's,Low,8,4.3 +S2799,Ali,Johnson,student1799@university.com,Male,22,Engineering,97.86,53.28,68.83,,58.74,0.53,52.46,96.41,B,21.5,No,Yes,Bachelor's,High,6,7.6 +S2800,Omar,Smith,student1800@university.com,Male,23,Engineering,84.55,62.79,94.27,62.63,75.42,6.25,85.95,75.08,B,9.4,No,Yes,PhD,Medium,8,8.2 +S2801,Ahmed,Smith,student1801@university.com,Female,22,CS,94.35,85.81,88.13,82.42,72.98,1.9,76.91,75.1,A,28.2,No,Yes,,Low,1,4.8 +S2802,John,Brown,student1802@university.com,Male,24,CS,72.65,82.82,54.61,88.12,81.21,5.14,86.18,68.16,B,16.1,Yes,Yes,PhD,Medium,9,5.6 +S2803,Liam,Brown,student1803@university.com,Female,24,CS,88.58,79.75,59.49,73.11,62.59,1.03,82.4,85.52,A,24.6,Yes,Yes,Master's,Low,5,6.4 +S2804,Ahmed,Davis,student1804@university.com,Male,18,CS,92.15,40.38,61.18,66.75,60.73,8.28,95.27,69.61,A,20.9,No,Yes,Master's,High,10,4.7 +S2805,John,Williams,student1805@university.com,Male,20,CS,85.54,48.53,94.76,95.51,90.72,7.8,57.02,79.42,A,21.2,Yes,Yes,PhD,Medium,2,6.1 +S2806,Maria,Johnson,student1806@university.com,Female,23,CS,75.39,53.4,99.94,56.79,85.11,3.86,58.46,72.37,C,16.0,No,Yes,Bachelor's,High,1,8.8 +S2807,Ahmed,Brown,student1807@university.com,Male,24,CS,81.29,56.32,86.44,86.04,88.61,9.11,67.08,76.44,C,14.9,No,No,PhD,High,4,7.6 +S2808,Maria,Williams,student1808@university.com,Male,18,Engineering,85.03,48.79,69.06,84.51,56.16,1.86,74.57,91.35,A,9.0,Yes,Yes,Master's,High,10,4.8 +S2809,Sara,Davis,student1809@university.com,Male,23,CS,,64.62,40.61,84.51,61.2,8.14,96.29,70.69,B,6.8,No,Yes,Master's,Low,8,4.5 +S2810,Sara,Williams,student1810@university.com,Male,20,CS,90.48,44.51,81.85,,78.78,5.46,95.35,61.5,B,28.2,Yes,Yes,None,High,3,6.2 +S2811,Ali,Brown,student1811@university.com,Male,23,Engineering,97.52,85.0,63.36,86.41,92.86,3.3,93.59,78.52,A,28.4,Yes,Yes,Bachelor's,Low,10,8.9 +S2812,Omar,Smith,student1812@university.com,Male,18,Engineering,73.26,87.26,77.98,65.08,94.61,0.84,61.13,96.88,D,21.0,No,Yes,None,Low,4,8.0 +S2813,Ahmed,Johnson,student1813@university.com,Female,21,Engineering,85.05,74.46,76.4,67.67,91.6,1.71,86.48,84.66,B,14.7,Yes,Yes,Master's,Low,2,5.5 +S2814,Maria,Johnson,student1814@university.com,Female,24,Engineering,86.85,45.38,68.85,69.56,52.17,8.63,69.17,65.42,A,5.6,No,Yes,Bachelor's,Medium,2,4.1 +S2815,John,Smith,student1815@university.com,Female,20,Business,83.11,93.4,96.66,51.54,91.04,6.07,96.56,98.15,B,16.2,No,Yes,Bachelor's,Medium,2,6.1 +S2816,Sara,Brown,student1816@university.com,Male,19,Engineering,77.36,97.94,41.39,,94.95,2.37,60.73,67.14,A,21.5,No,Yes,,Medium,10,4.8 +S2817,Omar,Johnson,student1817@university.com,Male,20,Engineering,94.08,52.14,82.73,53.68,52.84,4.96,57.06,99.16,B,12.5,Yes,Yes,PhD,High,1,4.9 +S2818,Sara,Brown,student1818@university.com,Male,20,Mathematics,72.45,82.28,64.59,84.99,70.81,1.08,92.12,59.6,F,13.6,No,Yes,PhD,Medium,10,4.8 +S2819,John,Davis,student1819@university.com,Female,20,Business,53.06,90.52,82.83,,76.83,0.99,85.85,99.98,F,16.8,No,No,,Medium,10,7.6 +S2820,Omar,Brown,student1820@university.com,Male,21,Engineering,,72.39,80.51,92.19,61.64,9.08,91.07,53.8,B,17.4,Yes,No,Bachelor's,Medium,5,4.2 +S2821,Omar,Williams,student1821@university.com,Female,24,Engineering,83.7,59.4,40.61,77.67,75.83,4.58,57.9,85.66,C,23.6,Yes,Yes,Bachelor's,Medium,5,6.8 +S2822,Maria,Smith,student1822@university.com,Male,18,CS,92.46,68.71,57.12,86.26,94.3,3.62,94.24,87.02,A,17.5,No,Yes,Bachelor's,Medium,3,7.8 +S2823,Maria,Brown,student1823@university.com,Male,24,Engineering,56.93,70.74,51.35,65.14,93.35,9.49,83.88,83.98,C,26.1,No,Yes,PhD,High,3,4.8 +S2824,Ahmed,Davis,student1824@university.com,Male,19,Mathematics,51.54,64.04,50.02,87.28,96.99,3.99,82.58,88.88,C,17.1,No,Yes,Master's,Low,8,8.5 +S2825,Ahmed,Jones,student1825@university.com,Female,18,Engineering,96.72,95.79,83.71,67.17,74.21,3.36,79.13,73.59,A,5.8,No,Yes,Bachelor's,Medium,10,4.4 +S2826,Emma,Smith,student1826@university.com,Male,23,Mathematics,57.39,84.63,54.37,95.14,70.53,2.73,88.24,52.71,C,8.5,No,No,Bachelor's,Low,7,7.4 +S2827,Liam,Johnson,student1827@university.com,Female,23,Engineering,90.48,54.48,68.48,58.17,83.29,5.65,70.78,67.89,A,23.0,No,Yes,High School,Medium,4,4.9 +S2828,Emma,Williams,student1828@university.com,Male,23,Mathematics,,75.13,54.82,65.79,70.84,5.58,56.64,82.12,A,16.3,No,Yes,None,High,8,8.0 +S2829,Ali,Johnson,student1829@university.com,Male,18,Engineering,85.44,81.32,74.81,74.94,52.1,0.16,76.96,82.31,A,16.5,Yes,Yes,PhD,Low,10,6.9 +S2830,Sara,Davis,student1830@university.com,Female,22,CS,56.56,48.41,83.23,88.79,86.0,6.54,87.41,59.76,C,29.5,Yes,Yes,High School,High,9,6.9 +S2831,Ahmed,Davis,student1831@university.com,Male,21,Engineering,83.37,61.51,59.86,87.44,64.05,7.88,57.68,62.65,D,19.3,No,Yes,Master's,Medium,6,5.7 +S2832,Maria,Johnson,student1832@university.com,Male,22,CS,94.45,94.33,76.18,60.54,52.45,6.16,61.2,74.33,B,7.9,No,Yes,None,Medium,7,5.4 +S2833,John,Smith,student1833@university.com,Male,24,CS,71.28,74.03,89.49,57.21,51.03,8.7,84.83,86.43,A,15.8,No,Yes,Master's,Medium,7,6.3 +S2834,Maria,Johnson,student1834@university.com,Male,23,Business,70.68,53.02,45.65,65.2,96.57,2.76,63.48,92.64,C,19.0,Yes,Yes,,Low,5,7.8 +S2835,Sara,Brown,student1835@university.com,Female,21,CS,,47.37,82.64,74.19,62.6,1.92,58.5,54.32,C,5.9,No,Yes,,High,4,4.8 +S2836,Emma,Johnson,student1836@university.com,Female,18,Business,54.11,71.09,59.39,76.95,72.39,6.97,94.47,96.28,F,14.1,No,Yes,Bachelor's,Low,2,8.1 +S2837,Maria,Williams,student1837@university.com,Male,23,CS,94.6,72.86,47.36,71.46,97.53,1.89,58.04,96.39,A,29.2,No,Yes,Bachelor's,Medium,1,6.4 +S2838,Liam,Williams,student1838@university.com,Male,18,CS,93.46,60.06,72.74,83.15,73.38,0.91,67.21,50.4,A,23.8,Yes,Yes,Master's,High,8,6.3 +S2839,Ali,Jones,student1839@university.com,Female,21,Mathematics,99.9,77.82,53.58,71.38,53.93,0.97,71.42,75.32,A,14.3,No,No,Master's,Low,2,4.1 +S2840,Sara,Williams,student1840@university.com,Male,18,CS,79.26,44.12,89.28,97.32,77.6,7.68,73.81,79.36,D,11.6,No,Yes,Master's,Medium,8,4.6 +S2841,Emma,Johnson,student1841@university.com,Female,18,Engineering,87.56,48.71,42.57,63.05,54.41,0.29,68.07,77.69,A,12.1,No,No,Master's,Low,9,6.2 +S2842,Liam,Williams,student1842@university.com,Male,19,Engineering,60.13,72.78,45.92,81.37,54.75,2.89,95.63,80.79,F,25.7,No,Yes,,Low,4,8.9 +S2843,John,Smith,student1843@university.com,Female,24,Engineering,83.38,43.71,71.26,80.57,92.57,1.29,82.93,75.17,F,15.0,No,Yes,High School,Low,1,5.3 +S2844,Emma,Williams,student1844@university.com,Female,22,Mathematics,82.49,92.85,75.34,64.08,64.47,7.55,67.97,64.69,F,26.1,No,Yes,High School,High,6,4.1 +S2845,Omar,Brown,student1845@university.com,Female,22,Engineering,95.06,48.53,83.79,70.58,83.93,5.03,67.89,54.79,B,27.7,No,Yes,,Medium,8,6.2 +S2846,Liam,Smith,student1846@university.com,Female,22,Engineering,91.54,80.44,55.56,68.27,75.45,2.05,75.15,60.42,B,16.6,No,Yes,Master's,Low,1,4.1 +S2847,Liam,Jones,student1847@university.com,Male,20,Business,96.92,63.47,90.51,58.62,61.12,7.5,51.68,87.01,A,28.6,No,Yes,None,High,5,5.7 +S2848,Ali,Brown,student1848@university.com,Male,19,CS,93.44,63.99,97.19,,75.89,7.5,96.33,62.05,A,12.5,No,Yes,,Low,1,5.8 +S2849,Sara,Johnson,student1849@university.com,Female,23,Engineering,93.43,85.89,69.94,69.33,53.45,5.23,61.17,91.49,B,11.5,No,Yes,High School,Medium,7,4.0 +S2850,John,Johnson,student1850@university.com,Female,23,Mathematics,53.19,69.97,85.63,58.92,67.36,2.76,84.88,70.17,C,7.7,No,Yes,,Medium,6,7.9 +S2851,Ali,Johnson,student1851@university.com,Female,23,Engineering,92.3,83.54,71.49,72.49,76.14,5.86,88.89,70.72,A,11.1,No,Yes,PhD,Medium,4,8.6 +S2852,Emma,Brown,student1852@university.com,Female,22,Business,80.37,70.31,44.17,71.09,61.42,9.34,91.37,93.42,C,24.3,No,Yes,Master's,Low,8,9.0 +S2853,Ali,Brown,student1853@university.com,Male,24,Engineering,,75.57,59.57,56.57,83.01,0.52,58.28,60.71,D,15.1,No,Yes,Master's,Medium,8,6.5 +S2854,Liam,Brown,student1854@university.com,Female,22,Business,52.83,85.64,45.25,56.56,52.59,2.67,76.83,59.48,F,8.7,Yes,Yes,,High,2,5.5 +S2855,Sara,Smith,student1855@university.com,Female,24,Mathematics,83.88,76.44,99.33,82.38,74.24,2.85,54.18,99.27,D,7.7,No,Yes,None,Low,5,7.6 +S2856,Ahmed,Davis,student1856@university.com,Female,19,CS,66.41,76.94,53.74,85.33,85.75,6.32,90.24,77.03,D,17.3,No,Yes,,Low,1,7.7 +S2857,Ali,Smith,student1857@university.com,Female,24,CS,73.39,87.35,78.15,97.06,71.5,6.51,74.32,59.53,C,18.5,No,Yes,Master's,High,3,5.9 +S2858,Omar,Johnson,student1858@university.com,Female,18,Engineering,84.09,96.95,57.06,54.35,93.73,2.06,57.92,58.29,A,24.9,No,Yes,,Low,3,6.8 +S2859,Ali,Davis,student1859@university.com,Female,22,Business,95.59,62.6,79.19,55.89,81.61,2.16,85.93,93.08,A,22.9,No,Yes,,Low,10,8.1 +S2860,Emma,Williams,student1860@university.com,Female,23,CS,91.27,74.63,52.62,52.59,97.92,9.28,66.56,79.99,B,9.2,No,Yes,High School,Low,3,4.9 +S2861,Emma,Johnson,student1861@university.com,Male,18,CS,72.53,45.18,87.12,76.61,64.21,7.56,55.73,55.75,C,11.9,No,Yes,Master's,Low,3,4.1 +S2862,John,Jones,student1862@university.com,Female,22,CS,69.39,61.53,46.65,81.14,96.94,9.34,73.05,94.35,D,22.3,Yes,Yes,High School,Medium,10,6.7 +S2863,Emma,Smith,student1863@university.com,Female,21,Mathematics,61.99,64.72,93.71,,80.34,8.3,61.76,72.2,A,9.5,No,Yes,High School,Low,2,7.3 +S2864,Maria,Brown,student1864@university.com,Female,20,Engineering,68.62,90.11,90.43,89.9,87.26,4.02,97.51,99.47,F,25.1,No,Yes,PhD,Low,7,6.9 +S2865,Sara,Smith,student1865@university.com,Male,22,Engineering,,70.8,80.73,84.33,95.11,1.22,68.07,64.09,B,21.4,No,Yes,Master's,High,7,7.0 +S2866,Sara,Brown,student1866@university.com,Male,21,CS,98.56,83.86,44.04,99.29,77.56,6.3,78.62,76.44,A,18.4,Yes,Yes,PhD,Medium,4,6.0 +S2867,Ahmed,Davis,student1867@university.com,Male,19,CS,78.7,41.14,52.51,,93.11,3.52,97.42,58.66,D,21.1,No,Yes,High School,Low,8,7.3 +S2868,Ahmed,Jones,student1868@university.com,Female,21,CS,56.39,67.87,91.56,52.92,77.08,4.25,69.69,71.99,D,7.5,No,Yes,Master's,Low,10,4.2 +S2869,Sara,Davis,student1869@university.com,Female,19,CS,67.64,94.08,47.32,63.74,79.96,4.26,67.91,58.83,C,18.7,No,Yes,,High,10,4.8 +S2870,Omar,Jones,student1870@university.com,Female,22,Mathematics,77.35,53.46,49.36,50.95,72.25,9.37,58.12,65.36,A,16.3,Yes,Yes,,High,8,6.2 +S2871,Ahmed,Smith,student1871@university.com,Male,19,Mathematics,76.64,41.89,72.64,96.63,57.28,0.69,96.92,63.49,A,17.8,No,Yes,None,High,4,8.7 +S2872,John,Brown,student1872@university.com,Female,21,CS,51.78,66.0,56.45,65.2,77.68,1.93,90.04,64.15,D,13.4,Yes,Yes,PhD,High,6,7.2 +S2873,Emma,Davis,student1873@university.com,Male,24,CS,97.54,82.27,53.32,77.62,98.87,6.08,61.05,98.49,B,16.7,No,Yes,High School,Medium,6,5.8 +S2874,Sara,Jones,student1874@university.com,Male,20,CS,63.77,67.27,74.55,,89.36,8.84,66.63,51.92,B,27.1,No,Yes,Bachelor's,Low,5,6.3 +S2875,Liam,Johnson,student1875@university.com,Male,18,Engineering,50.81,67.6,62.35,62.29,87.37,9.18,95.75,74.84,C,13.6,No,Yes,Master's,High,4,8.2 +S2876,Ahmed,Johnson,student1876@university.com,Male,18,CS,53.82,80.19,48.43,57.62,82.17,5.59,76.86,81.46,C,6.1,No,Yes,,Medium,9,6.7 +S2877,Sara,Davis,student1877@university.com,Male,20,CS,79.01,55.26,72.09,66.02,67.4,0.35,77.82,83.04,C,11.4,No,Yes,None,Medium,6,4.2 +S2878,Maria,Brown,student1878@university.com,Female,23,CS,56.89,85.11,63.22,80.77,58.48,3.63,82.41,87.73,C,16.4,Yes,Yes,High School,Medium,7,6.1 +S2879,Ali,Davis,student1879@university.com,Female,18,Business,52.09,49.19,84.07,98.58,61.23,9.19,88.11,88.05,D,18.3,Yes,Yes,None,Medium,5,5.9 +S2880,Emma,Smith,student1880@university.com,Male,22,Business,68.98,63.75,46.17,,50.32,5.0,96.96,97.78,D,15.7,Yes,Yes,High School,Medium,2,8.5 +S2881,Sara,Jones,student1881@university.com,Female,23,Engineering,81.14,79.36,77.24,76.64,83.67,7.27,90.11,87.78,A,25.7,No,Yes,,Low,6,5.5 +S2882,Ali,Smith,student1882@university.com,Female,22,CS,,89.7,66.19,51.76,90.59,2.69,96.73,91.18,A,27.9,Yes,Yes,,Low,3,4.3 +S2883,Ahmed,Johnson,student1883@university.com,Male,21,Mathematics,65.67,87.49,64.36,92.0,63.45,0.25,91.03,76.62,A,17.2,Yes,Yes,Bachelor's,Medium,10,5.8 +S2884,Ali,Jones,student1884@university.com,Male,21,Mathematics,70.89,83.3,53.94,52.24,54.59,5.78,52.32,82.88,C,6.9,Yes,Yes,High School,Medium,6,4.2 +S2885,Emma,Davis,student1885@university.com,Female,23,CS,57.97,61.55,41.83,95.31,66.79,8.35,55.88,73.91,D,15.5,No,Yes,High School,High,3,8.2 +S2886,Sara,Smith,student1886@university.com,Female,23,CS,75.3,47.34,90.86,76.93,64.6,9.9,94.24,63.82,F,9.5,No,Yes,Master's,Medium,8,7.0 +S2887,Maria,Williams,student1887@university.com,Female,23,Engineering,54.26,53.01,59.58,58.42,72.54,8.47,51.38,65.67,C,12.1,No,Yes,Master's,High,7,6.3 +S2888,Omar,Brown,student1888@university.com,Female,23,CS,52.33,91.89,80.87,72.59,63.21,5.54,89.71,68.03,D,25.8,No,Yes,Bachelor's,Low,1,5.8 +S2889,Ahmed,Brown,student1889@university.com,Male,19,Engineering,75.99,91.44,96.86,99.75,66.99,6.09,92.49,67.03,F,18.4,No,Yes,,High,4,6.1 +S2890,Sara,Williams,student1890@university.com,Female,24,Engineering,62.39,97.09,73.9,65.25,95.38,8.24,70.77,76.66,D,25.7,No,Yes,Master's,Low,2,7.9 +S2891,Emma,Johnson,student1891@university.com,Male,23,Engineering,54.77,44.56,63.83,63.47,66.74,0.2,67.74,62.38,C,29.6,No,No,PhD,Medium,6,4.9 +S2892,Ahmed,Jones,student1892@university.com,Male,24,CS,71.2,72.21,56.1,55.9,89.28,9.52,59.72,75.83,D,18.6,No,Yes,None,Low,5,4.4 +S2893,John,Brown,student1893@university.com,Female,23,Engineering,95.76,78.92,96.04,79.86,81.29,5.31,52.45,95.81,A,27.8,No,Yes,,Low,2,6.8 +S2894,Ali,Williams,student1894@university.com,Female,21,Mathematics,86.21,82.64,80.92,54.46,66.88,9.52,87.27,70.3,A,22.1,No,Yes,,Low,1,8.3 +S2895,Omar,Davis,student1895@university.com,Female,22,CS,90.78,78.63,79.92,88.3,90.89,7.65,53.69,61.13,A,7.5,No,Yes,Bachelor's,Medium,7,6.8 +S2896,Emma,Williams,student1896@university.com,Male,24,Engineering,93.6,86.2,65.57,95.96,79.75,1.52,97.23,67.34,A,15.4,No,Yes,Master's,Low,9,8.0 +S2897,John,Johnson,student1897@university.com,Male,21,CS,98.63,61.57,90.7,,50.43,1.65,64.84,93.84,B,21.5,No,Yes,Master's,High,9,8.5 +S2898,Liam,Johnson,student1898@university.com,Male,18,CS,88.16,50.77,82.82,55.4,53.44,3.54,89.71,97.08,B,22.6,No,Yes,None,Medium,10,4.4 +S2899,Sara,Smith,student1899@university.com,Male,19,Engineering,80.42,52.28,56.99,77.91,87.63,2.64,52.98,94.33,D,26.5,No,Yes,Master's,Medium,3,6.9 +S2900,Maria,Brown,student1900@university.com,Female,19,CS,68.27,40.72,75.97,,72.33,4.39,76.81,64.37,C,20.9,Yes,Yes,Bachelor's,Medium,6,8.2 +S2901,Ahmed,Smith,student1901@university.com,Male,22,CS,59.08,61.02,65.81,78.6,70.28,6.04,67.45,69.39,D,7.3,No,No,,Low,10,7.2 +S2902,Ali,Williams,student1902@university.com,Male,23,CS,,45.5,40.4,90.75,57.29,4.37,51.5,98.75,C,8.6,No,Yes,None,Medium,1,7.0 +S2903,Ahmed,Jones,student1903@university.com,Female,21,Engineering,99.75,59.29,88.46,76.89,57.87,0.56,82.79,66.19,A,13.2,No,Yes,None,Medium,1,7.9 +S2904,Omar,Jones,student1904@university.com,Male,18,Business,73.37,77.69,47.37,,89.89,9.76,97.16,56.89,A,12.4,No,No,PhD,Low,6,7.5 +S2905,Sara,Johnson,student1905@university.com,Male,21,CS,86.18,93.67,70.6,90.08,91.45,4.25,50.54,64.1,A,10.5,Yes,Yes,High School,Medium,6,6.5 +S2906,Ahmed,Jones,student1906@university.com,Female,23,Engineering,74.75,90.38,60.17,63.83,78.0,8.51,63.52,98.2,D,20.4,No,Yes,,Medium,5,4.2 +S2907,Ali,Jones,student1907@university.com,Male,23,CS,71.6,55.16,60.53,,64.76,0.74,85.18,70.79,F,15.7,No,Yes,PhD,Medium,6,7.1 +S2908,Sara,Jones,student1908@university.com,Male,20,Engineering,70.52,48.04,68.64,50.37,96.64,8.1,93.56,96.69,D,22.1,No,No,Master's,Medium,10,5.1 +S2909,Ahmed,Williams,student1909@university.com,Male,21,Engineering,,51.58,99.82,69.8,81.2,1.73,59.54,55.2,C,14.7,No,Yes,,Medium,5,5.3 +S2910,Maria,Jones,student1910@university.com,Male,22,Engineering,,98.26,64.5,61.9,89.83,6.79,53.54,88.3,F,11.9,No,Yes,High School,Low,6,7.4 +S2911,Emma,Davis,student1911@university.com,Female,21,Mathematics,87.44,72.97,50.94,96.86,50.16,6.62,50.43,54.67,B,18.8,No,No,Master's,Low,9,6.3 +S2912,Sara,Jones,student1912@university.com,Male,19,Mathematics,93.71,50.95,76.82,70.27,72.52,9.1,60.76,59.87,B,7.4,No,Yes,Master's,Medium,7,7.6 +S2913,Emma,Jones,student1913@university.com,Female,18,CS,,90.44,54.18,82.7,93.55,3.21,53.57,80.81,F,29.7,Yes,Yes,High School,Low,3,6.0 +S2914,Liam,Smith,student1914@university.com,Male,24,Business,61.38,63.71,46.33,86.6,66.91,1.09,67.97,71.72,A,21.4,No,Yes,,High,9,8.4 +S2915,Sara,Williams,student1915@university.com,Female,22,CS,,93.95,43.01,88.66,86.33,8.65,72.01,83.33,A,8.1,Yes,Yes,,Medium,6,6.1 +S2916,Maria,Johnson,student1916@university.com,Female,20,Mathematics,67.08,55.64,41.37,86.79,82.88,3.32,74.0,98.67,B,20.6,Yes,Yes,Master's,Medium,5,6.5 +S2917,Emma,Smith,student1917@university.com,Female,18,CS,65.47,63.59,65.87,64.46,57.61,2.33,57.12,52.64,D,6.9,No,Yes,,Low,4,4.6 +S2918,John,Brown,student1918@university.com,Male,18,CS,86.34,70.3,65.6,84.3,88.75,4.86,73.2,59.58,B,17.7,No,Yes,None,Low,10,6.5 +S2919,Ali,Williams,student1919@university.com,Male,24,CS,65.23,93.56,51.13,77.45,55.63,1.46,50.45,82.01,F,12.3,No,Yes,None,High,1,5.2 +S2920,John,Davis,student1920@university.com,Male,19,CS,52.65,92.13,87.04,79.87,86.4,2.97,61.97,94.83,D,22.5,Yes,Yes,PhD,Low,7,7.8 +S2921,Ahmed,Williams,student1921@university.com,Female,19,Business,68.68,74.46,47.76,50.04,99.55,3.85,68.45,89.88,C,17.2,Yes,Yes,High School,Low,5,7.6 +S2922,Maria,Brown,student1922@university.com,Male,19,Mathematics,86.07,53.31,94.92,,97.9,2.77,55.92,73.28,A,24.6,No,No,Bachelor's,Low,1,4.1 +S2923,John,Brown,student1923@university.com,Male,22,Engineering,,64.2,75.25,96.53,90.01,4.5,90.7,87.27,A,10.7,Yes,Yes,PhD,Low,4,6.5 +S2924,Sara,Brown,student1924@university.com,Male,21,Business,81.48,98.54,41.66,64.5,76.73,3.85,60.06,60.4,F,21.4,Yes,Yes,,Low,10,4.2 +S2925,Ahmed,Johnson,student1925@university.com,Male,18,Business,83.01,76.47,97.78,71.9,83.74,7.75,87.74,50.69,F,22.2,No,Yes,PhD,High,1,6.8 +S2926,Ahmed,Jones,student1926@university.com,Female,21,CS,86.69,86.87,58.48,59.33,86.41,9.18,73.69,78.5,A,16.9,Yes,Yes,,Low,10,8.5 +S2927,John,Williams,student1927@university.com,Female,21,CS,94.86,66.99,67.0,56.93,50.42,1.01,73.99,90.66,B,26.5,Yes,Yes,Master's,High,4,8.3 +S2928,Liam,Jones,student1928@university.com,Male,19,CS,71.63,71.92,57.06,,55.12,8.23,82.26,71.67,D,8.7,No,Yes,Bachelor's,Medium,7,5.2 +S2929,John,Jones,student1929@university.com,Male,21,CS,58.32,65.74,83.71,77.68,79.85,9.32,52.21,78.46,D,24.0,Yes,No,High School,High,9,4.7 +S2930,Liam,Davis,student1930@university.com,Male,18,CS,65.95,82.18,69.14,95.95,50.33,6.87,53.94,71.11,B,8.3,No,Yes,PhD,Medium,2,8.0 +S2931,Maria,Brown,student1931@university.com,Female,18,CS,71.61,91.09,47.94,66.31,95.45,9.96,66.34,75.7,B,8.9,No,No,None,Low,4,6.7 +S2932,Ali,Johnson,student1932@university.com,Male,23,CS,85.69,70.44,46.25,66.17,74.48,3.35,70.84,94.22,B,10.0,Yes,Yes,,Medium,1,6.1 +S2933,John,Davis,student1933@university.com,Female,20,CS,50.66,68.85,83.52,78.21,62.89,8.3,71.5,73.91,D,21.5,No,Yes,Bachelor's,Low,6,8.1 +S2934,Omar,Smith,student1934@university.com,Female,22,Mathematics,65.79,60.42,54.22,67.84,69.69,6.74,83.84,50.37,F,21.0,No,Yes,None,High,8,5.3 +S2935,Liam,Johnson,student1935@university.com,Male,21,CS,88.99,50.63,48.27,,92.54,3.23,50.04,89.99,B,16.1,Yes,No,,High,3,5.1 +S2936,John,Jones,student1936@university.com,Male,22,Engineering,83.54,96.35,69.97,68.89,96.36,7.05,97.96,80.89,C,12.9,Yes,Yes,Master's,Low,5,7.1 +S2937,Emma,Johnson,student1937@university.com,Male,22,Engineering,86.59,58.96,88.17,74.52,55.81,5.1,58.72,86.52,A,20.3,No,Yes,Master's,Medium,1,5.4 +S2938,Sara,Brown,student1938@university.com,Female,22,Engineering,90.59,88.04,56.73,76.67,88.9,1.89,62.43,95.05,B,8.6,No,Yes,Master's,Medium,5,6.1 +S2939,Omar,Smith,student1939@university.com,Female,24,CS,89.16,82.92,56.59,89.1,78.91,1.74,95.28,64.31,A,20.7,Yes,Yes,None,Medium,1,6.3 +S2940,Omar,Brown,student1940@university.com,Male,23,CS,84.11,87.46,90.03,78.2,79.28,7.13,50.27,75.15,D,5.3,No,Yes,PhD,Low,5,5.0 +S2941,Liam,Smith,student1941@university.com,Female,22,CS,71.98,96.21,48.87,61.96,88.97,7.12,99.57,80.12,B,8.6,No,Yes,Bachelor's,Low,9,4.3 +S2942,Emma,Davis,student1942@university.com,Male,23,CS,,77.4,77.0,56.2,61.14,5.31,51.8,67.27,D,22.7,No,Yes,PhD,High,7,7.8 +S2943,Emma,Jones,student1943@university.com,Male,18,CS,78.45,93.88,97.3,,76.55,5.01,56.03,92.3,B,26.8,No,Yes,Master's,Low,7,7.9 +S2944,Ahmed,Smith,student1944@university.com,Female,24,Engineering,60.14,50.06,90.48,90.08,65.97,1.8,62.01,84.88,D,6.9,Yes,Yes,PhD,Low,9,7.0 +S2945,Liam,Smith,student1945@university.com,Female,21,Engineering,64.64,77.6,43.71,,54.73,4.29,71.94,86.67,A,21.0,No,Yes,Bachelor's,Low,5,4.7 +S2946,Ali,Smith,student1946@university.com,Female,23,Engineering,,86.34,59.19,91.08,55.25,8.71,75.92,90.4,A,6.5,Yes,Yes,PhD,Low,8,6.4 +S2947,Sara,Johnson,student1947@university.com,Female,20,Engineering,96.24,56.3,48.54,79.53,56.82,8.55,55.24,62.9,A,27.0,Yes,Yes,Master's,Medium,7,4.9 +S2948,Maria,Davis,student1948@university.com,Male,22,CS,58.94,84.45,96.95,75.94,80.74,6.61,53.68,87.28,C,14.8,Yes,Yes,Master's,Medium,6,8.4 +S2949,Omar,Johnson,student1949@university.com,Male,24,Business,54.12,86.71,99.16,50.61,55.29,9.97,51.59,88.69,F,23.5,Yes,Yes,,Medium,6,7.5 +S2950,Maria,Jones,student1950@university.com,Male,20,CS,94.08,89.87,54.1,89.04,78.51,8.93,62.84,92.12,B,9.3,Yes,Yes,High School,Medium,7,4.2 +S2951,John,Smith,student1951@university.com,Female,18,Business,95.76,58.77,80.18,59.9,79.41,1.45,96.08,74.43,A,26.5,No,Yes,PhD,High,10,4.0 +S2952,John,Davis,student1952@university.com,Male,18,Business,63.82,80.9,90.5,,95.19,3.99,69.49,75.21,A,15.7,No,Yes,Master's,Low,3,8.9 +S2953,Maria,Davis,student1953@university.com,Female,19,Engineering,68.86,58.26,54.02,50.79,81.32,1.32,88.2,54.91,B,10.2,No,Yes,PhD,Low,5,4.2 +S2954,John,Williams,student1954@university.com,Female,22,CS,83.01,84.34,51.26,89.82,99.28,4.66,59.51,92.61,F,19.3,No,Yes,Bachelor's,Low,2,8.3 +S2955,Ali,Jones,student1955@university.com,Female,19,Engineering,66.5,67.78,40.67,51.15,51.55,7.76,53.23,76.67,B,12.2,No,Yes,None,High,5,8.8 +S2956,Emma,Davis,student1956@university.com,Male,24,CS,93.86,75.85,64.72,,85.21,1.56,77.71,79.72,A,12.2,No,Yes,None,Medium,8,5.5 +S2957,John,Smith,student1957@university.com,Female,20,CS,55.38,64.95,93.97,63.41,51.32,8.8,91.1,56.07,D,7.9,No,Yes,Master's,Low,7,6.7 +S2958,Ahmed,Smith,student1958@university.com,Female,21,CS,51.9,49.72,94.18,57.88,86.47,5.69,94.92,80.09,D,10.3,Yes,Yes,Bachelor's,Low,3,7.2 +S2959,John,Davis,student1959@university.com,Female,19,CS,60.42,50.68,47.66,74.05,69.29,7.49,77.31,52.1,C,24.9,No,Yes,Bachelor's,High,7,6.6 +S2960,Sara,Johnson,student1960@university.com,Female,18,Engineering,64.3,44.65,52.26,64.18,80.57,0.45,64.7,96.16,C,18.1,Yes,No,PhD,Low,2,5.1 +S2961,Ali,Jones,student1961@university.com,Female,22,Business,55.65,77.08,64.48,99.66,65.48,0.94,55.48,93.18,D,13.9,No,Yes,,Low,4,6.9 +S2962,Sara,Smith,student1962@university.com,Female,20,CS,53.28,90.92,86.84,79.0,57.96,6.21,83.39,59.72,D,28.2,No,Yes,None,Medium,10,5.3 +S2963,Sara,Davis,student1963@university.com,Female,23,Mathematics,87.78,41.25,76.71,78.32,86.18,8.38,64.02,79.69,A,24.9,Yes,Yes,Bachelor's,High,2,4.8 +S2964,Ahmed,Smith,student1964@university.com,Female,24,Mathematics,58.21,43.97,70.83,61.04,95.23,8.74,92.2,80.13,C,12.8,Yes,Yes,Bachelor's,Medium,7,6.5 +S2965,Ali,Davis,student1965@university.com,Female,24,Mathematics,95.7,67.45,75.52,70.43,59.18,6.88,80.26,90.17,A,7.8,No,Yes,None,Medium,5,5.9 +S2966,Ali,Jones,student1966@university.com,Female,18,Business,,84.26,45.77,56.2,96.04,2.01,92.94,87.85,C,9.6,No,Yes,PhD,Medium,9,4.1 +S2967,Liam,Davis,student1967@university.com,Female,23,CS,83.53,49.46,68.66,88.13,57.01,1.95,78.33,99.66,D,21.9,No,No,,Medium,7,8.7 +S2968,Ali,Williams,student1968@university.com,Female,24,CS,61.27,56.3,99.52,66.56,86.78,8.81,88.59,67.54,B,19.1,Yes,Yes,PhD,Medium,2,4.2 +S2969,Ali,Davis,student1969@university.com,Male,21,Engineering,62.02,53.92,45.31,87.6,97.97,1.13,64.72,56.23,B,29.5,Yes,Yes,PhD,High,4,8.5 +S2970,Ali,Davis,student1970@university.com,Male,22,Engineering,78.74,63.94,71.15,68.58,57.37,6.86,75.15,78.67,A,5.3,No,Yes,Master's,Low,3,4.9 +S2971,Ahmed,Jones,student1971@university.com,Female,21,Business,78.03,53.5,57.74,99.44,71.75,5.34,50.97,88.2,D,26.9,Yes,Yes,PhD,Medium,10,4.7 +S2972,John,Davis,student1972@university.com,Female,24,Mathematics,88.44,61.16,72.39,58.56,66.87,4.21,80.39,64.29,B,5.4,No,Yes,PhD,Medium,2,4.3 +S2973,Liam,Jones,student1973@university.com,Female,21,Engineering,87.89,83.71,74.43,50.08,69.42,4.4,76.69,61.81,B,15.6,No,Yes,Master's,High,2,6.1 +S2974,Sara,Williams,student1974@university.com,Male,24,CS,83.53,76.66,74.65,79.74,87.66,9.45,87.76,90.12,F,27.9,No,Yes,Bachelor's,Medium,8,6.9 +S2975,Ali,Jones,student1975@university.com,Male,22,CS,72.46,44.87,91.13,97.65,83.06,8.61,86.45,87.69,C,21.5,No,No,High School,Medium,6,8.5 +S2976,Omar,Smith,student1976@university.com,Male,22,CS,94.53,78.26,63.38,82.35,98.43,8.65,81.38,60.17,A,19.6,No,Yes,,Low,3,7.9 +S2977,John,Jones,student1977@university.com,Female,23,Engineering,81.13,68.62,70.98,54.29,59.27,4.07,52.83,93.46,F,12.8,No,Yes,High School,High,8,4.8 +S2978,John,Williams,student1978@university.com,Female,21,Engineering,99.51,96.07,40.66,77.02,77.16,1.07,95.15,56.74,A,29.2,Yes,Yes,None,High,3,4.8 +S2979,Sara,Brown,student1979@university.com,Female,20,Business,90.97,57.36,87.37,95.47,72.46,9.98,50.9,55.46,A,9.2,Yes,Yes,High School,Medium,5,4.0 +S2980,Ahmed,Davis,student1980@university.com,Female,23,Engineering,52.22,83.57,55.57,50.33,95.94,1.45,90.16,67.56,C,11.7,No,Yes,None,Low,1,7.4 +S2981,Maria,Jones,student1981@university.com,Male,22,Mathematics,66.03,83.85,88.99,58.35,50.53,5.16,73.97,94.33,F,16.3,No,Yes,,Medium,1,4.1 +S2982,Maria,Davis,student1982@university.com,Female,18,Engineering,78.59,53.29,55.94,,99.46,2.65,90.9,84.77,A,8.2,No,Yes,PhD,Low,10,4.7 +S2983,John,Johnson,student1983@university.com,Male,24,Business,86.07,94.19,40.65,94.7,73.99,5.11,73.25,69.74,A,15.6,Yes,Yes,High School,Low,2,7.2 +S2984,Emma,Smith,student1984@university.com,Male,23,CS,77.52,69.47,49.29,85.36,81.28,3.05,82.35,57.86,F,6.0,No,Yes,Bachelor's,Low,7,4.8 +S2985,Emma,Smith,student1985@university.com,Female,19,Business,89.31,80.73,99.14,,68.0,8.97,68.16,85.67,B,28.1,No,Yes,High School,Medium,1,4.8 +S2986,Sara,Johnson,student1986@university.com,Male,20,Engineering,,48.75,59.19,54.51,92.63,9.68,87.18,79.96,A,13.1,Yes,Yes,,High,7,5.2 +S2987,Maria,Johnson,student1987@university.com,Male,24,CS,59.2,55.47,46.53,,78.1,4.1,62.71,99.38,D,20.8,Yes,No,Bachelor's,Low,10,5.9 +S2988,John,Jones,student1988@university.com,Male,23,CS,,75.17,47.13,84.25,83.14,0.7,85.97,88.28,B,26.8,No,Yes,High School,High,9,4.0 +S2989,Ahmed,Johnson,student1989@university.com,Male,22,Mathematics,78.67,59.14,58.62,85.13,82.45,6.63,59.67,55.11,B,25.5,No,No,None,Medium,5,7.7 +S2990,Maria,Brown,student1990@university.com,Female,22,CS,84.43,69.98,42.26,89.67,68.2,3.77,86.11,86.41,C,26.8,No,Yes,None,High,6,7.9 +S2991,John,Davis,student1991@university.com,Female,20,Engineering,66.31,62.44,70.69,95.88,53.8,9.86,64.68,62.87,A,23.0,No,Yes,PhD,Low,10,5.8 +S2992,John,Davis,student1992@university.com,Male,19,CS,80.68,78.43,52.82,68.08,90.39,0.89,63.93,98.09,C,9.8,Yes,No,None,Medium,7,8.0 +S2993,Ali,Williams,student1993@university.com,Female,23,Engineering,52.61,69.23,71.16,52.15,64.49,1.19,90.57,50.96,D,14.2,No,Yes,Bachelor's,Medium,8,5.4 +S2994,Ahmed,Johnson,student1994@university.com,Male,23,Business,54.96,40.28,48.45,68.12,92.45,6.99,90.68,61.92,C,17.8,No,Yes,,Medium,2,8.9 +S2995,Ali,Johnson,student1995@university.com,Female,21,CS,85.09,78.98,65.79,83.58,80.43,7.59,84.57,74.95,A,13.4,Yes,Yes,None,High,2,6.0 +S2996,Sara,Brown,student1996@university.com,Female,18,Engineering,68.4,65.33,75.88,60.67,67.69,4.71,96.2,53.95,B,28.9,No,Yes,Bachelor's,High,9,7.3 +S2997,Ali,Smith,student1997@university.com,Female,22,Mathematics,83.57,60.5,43.72,90.5,79.71,2.77,57.81,67.2,A,25.2,Yes,Yes,Master's,Medium,6,5.6 +S2998,Omar,Smith,student1998@university.com,Female,23,Business,91.59,45.65,63.92,60.99,82.27,3.1,63.47,74.86,A,25.0,No,Yes,High School,Low,7,6.3 +S2999,Ali,Davis,student1999@university.com,Female,23,Business,92.63,53.22,58.15,50.5,85.33,3.38,64.7,72.35,B,14.0,No,Yes,None,Low,5,7.2 +S3000,Omar,Davis,student2000@university.com,Male,24,Engineering,58.61,53.43,54.42,75.4,91.12,2.25,65.26,73.03,F,23.9,No,Yes,,Low,1,5.7 +S3001,Maria,Jones,student2001@university.com,Female,24,CS,74.31,96.12,76.27,86.32,57.99,8.51,66.4,93.95,A,20.4,No,Yes,High School,Medium,8,7.3 +S3002,Emma,Brown,student2002@university.com,Male,23,Engineering,86.7,65.95,75.31,67.48,97.21,0.65,84.85,75.26,A,14.4,No,Yes,PhD,Low,1,4.7 +S3003,Liam,Williams,student2003@university.com,Male,19,Business,88.7,42.52,77.84,87.44,70.54,4.07,63.54,97.05,A,12.7,No,Yes,Bachelor's,High,1,6.4 +S3004,Liam,Williams,student2004@university.com,Female,18,CS,89.23,48.33,49.53,71.92,93.02,7.48,64.3,57.39,B,24.7,No,Yes,Bachelor's,Low,2,5.4 +S3005,John,Brown,student2005@university.com,Male,23,CS,61.41,44.74,57.14,58.59,61.02,0.04,78.52,64.01,D,19.9,No,Yes,Master's,Low,5,8.6 +S3006,Liam,Williams,student2006@university.com,Female,20,CS,59.63,75.33,52.58,54.53,51.45,8.78,59.67,82.83,D,5.9,Yes,No,,High,4,8.1 +S3007,Omar,Smith,student2007@university.com,Male,22,Engineering,79.5,51.2,72.43,85.53,78.67,7.06,68.24,64.16,F,5.5,No,Yes,,Medium,4,6.4 +S3008,Ahmed,Williams,student2008@university.com,Male,21,Business,87.05,69.91,67.66,69.29,66.23,0.73,52.9,67.36,A,26.0,No,Yes,PhD,Medium,1,6.3 +S3009,Ali,Williams,student2009@university.com,Female,24,CS,65.96,62.2,59.82,95.64,99.22,8.95,97.63,95.05,C,7.2,Yes,Yes,,High,1,8.2 +S3010,Omar,Brown,student2010@university.com,Female,20,Engineering,,88.23,87.16,77.01,55.22,4.87,65.87,76.93,A,18.0,Yes,Yes,PhD,High,10,7.5 +S3011,Ahmed,Brown,student2011@university.com,Female,22,Mathematics,85.84,59.23,45.64,67.42,52.37,6.52,92.5,66.73,B,20.2,No,Yes,Master's,High,2,7.4 +S3012,Emma,Williams,student2012@university.com,Female,24,CS,64.98,67.5,98.49,67.45,52.25,8.82,76.5,88.84,F,27.9,No,Yes,High School,High,2,6.7 +S3013,Liam,Johnson,student2013@university.com,Male,19,Engineering,58.32,83.28,46.99,56.57,60.84,8.81,61.41,53.53,D,17.9,Yes,Yes,None,Low,1,8.3 +S3014,Emma,Brown,student2014@university.com,Female,24,Mathematics,57.39,66.0,86.38,79.69,78.96,4.09,59.67,78.18,C,9.9,Yes,Yes,Bachelor's,Medium,10,4.9 +S3015,Liam,Jones,student2015@university.com,Male,18,Mathematics,65.75,87.59,62.09,79.11,75.28,2.38,84.75,54.98,C,11.5,Yes,Yes,,Medium,8,8.3 +S3016,Ali,Jones,student2016@university.com,Male,18,CS,79.63,79.7,91.92,90.0,67.5,2.57,98.24,58.84,B,6.2,No,Yes,Bachelor's,Medium,3,6.6 +S3017,Sara,Smith,student2017@university.com,Male,22,CS,67.92,64.63,44.45,60.06,54.44,7.66,59.15,53.12,F,10.6,No,Yes,Bachelor's,Medium,8,7.1 +S3018,Ali,Williams,student2018@university.com,Male,20,CS,51.03,70.24,62.48,64.54,61.69,9.29,55.77,95.08,C,25.4,No,Yes,None,High,5,8.8 +S3019,Maria,Johnson,student2019@university.com,Male,21,Business,54.85,98.03,60.13,54.86,59.21,0.72,69.35,52.41,F,23.9,No,Yes,Master's,Low,3,6.1 +S3020,Omar,Smith,student2020@university.com,Male,19,Business,64.53,79.7,99.59,64.77,87.28,0.15,69.69,75.82,B,7.0,Yes,Yes,None,Medium,6,7.3 +S3021,John,Williams,student2021@university.com,Female,22,Engineering,82.99,94.3,99.13,71.41,89.0,8.23,90.31,61.25,C,17.0,No,Yes,,Medium,2,6.6 +S3022,Sara,Brown,student2022@university.com,Male,19,CS,54.93,50.73,51.39,98.2,88.85,3.87,73.44,69.18,C,12.5,No,Yes,High School,Low,1,8.7 +S3023,Ali,Jones,student2023@university.com,Male,18,CS,78.03,68.99,77.8,82.65,98.45,2.76,53.12,74.68,B,21.2,Yes,Yes,High School,Low,9,6.4 +S3024,Ahmed,Davis,student2024@university.com,Male,23,Engineering,55.99,94.52,72.13,89.14,94.21,1.88,96.03,72.5,D,29.0,No,Yes,,Medium,3,5.3 +S3025,Sara,Johnson,student2025@university.com,Female,23,Engineering,60.58,59.36,49.26,66.28,74.89,3.46,68.66,87.4,D,20.8,No,No,,High,7,6.4 +S3026,Omar,Davis,student2026@university.com,Female,21,Business,58.61,98.06,50.07,57.23,70.75,9.71,83.43,95.59,C,23.6,No,Yes,PhD,Medium,9,8.6 +S3027,Liam,Jones,student2027@university.com,Male,19,Engineering,53.36,45.82,99.36,62.84,95.79,9.77,83.37,65.01,D,15.0,No,Yes,Bachelor's,Medium,4,6.5 +S3028,Sara,Davis,student2028@university.com,Female,22,CS,83.57,94.16,67.16,62.82,80.56,3.32,52.82,51.23,C,5.8,No,Yes,PhD,Medium,9,4.7 +S3029,Liam,Brown,student2029@university.com,Male,21,CS,,66.71,47.55,79.16,64.72,9.64,50.18,94.7,F,15.5,Yes,Yes,PhD,High,4,6.7 +S3030,Omar,Williams,student2030@university.com,Female,24,CS,91.55,44.42,52.89,,78.22,3.0,54.4,98.94,A,17.8,No,Yes,None,Low,2,5.9 +S3031,Ali,Brown,student2031@university.com,Male,24,CS,54.94,92.77,56.1,92.87,99.61,8.54,97.83,71.67,F,17.3,No,Yes,None,Medium,6,7.2 +S3032,Omar,Davis,student2032@university.com,Female,20,CS,57.24,55.12,70.66,99.43,92.47,2.12,89.7,72.79,D,10.8,Yes,Yes,,Medium,9,5.2 +S3033,Sara,Brown,student2033@university.com,Female,23,CS,65.32,41.34,60.13,67.16,64.06,8.26,56.6,57.21,C,16.9,No,Yes,High School,Medium,3,5.6 +S3034,Ahmed,Jones,student2034@university.com,Female,22,CS,88.29,48.15,67.3,85.25,97.65,3.54,80.74,73.78,A,22.9,No,Yes,Master's,Low,2,6.6 +S3035,Emma,Johnson,student2035@university.com,Male,19,CS,65.29,79.55,49.99,82.87,99.07,1.96,80.6,65.17,A,12.8,No,Yes,Bachelor's,High,5,4.6 +S3036,Sara,Brown,student2036@university.com,Male,21,Business,70.42,98.67,59.6,59.72,61.56,9.35,50.03,99.72,C,20.9,No,Yes,High School,Low,7,5.1 +S3037,Omar,Jones,student2037@university.com,Male,22,CS,65.08,46.69,44.22,95.9,94.78,2.14,71.45,59.24,C,8.8,No,Yes,None,Low,6,8.0 +S3038,Emma,Johnson,student2038@university.com,Female,21,Engineering,54.01,67.72,93.38,,94.16,9.92,85.59,68.93,D,12.0,Yes,Yes,PhD,Low,4,8.7 +S3039,Omar,Williams,student2039@university.com,Female,21,Business,,50.84,51.93,86.85,51.99,1.09,59.34,80.83,A,27.1,Yes,Yes,None,Medium,9,8.8 +S3040,Ahmed,Davis,student2040@university.com,Male,21,Engineering,77.43,84.7,85.41,67.38,83.48,0.1,92.55,67.26,A,20.7,No,Yes,,Medium,1,8.7 +S3041,Omar,Williams,student2041@university.com,Female,19,Mathematics,89.39,47.08,60.97,68.35,65.26,8.71,83.02,73.72,A,7.1,Yes,No,PhD,Low,10,8.7 +S3042,Ali,Smith,student2042@university.com,Male,22,CS,82.92,54.39,68.46,72.77,83.73,5.87,50.35,98.67,F,11.6,No,Yes,Master's,Low,1,8.1 +S3043,John,Jones,student2043@university.com,Male,18,Business,,51.78,57.48,93.23,95.68,4.22,92.75,75.4,B,29.8,No,Yes,PhD,Low,7,7.7 +S3044,Liam,Johnson,student2044@university.com,Male,18,Mathematics,54.48,73.15,81.79,57.01,74.94,0.82,50.97,95.52,C,11.8,No,Yes,,Medium,5,5.2 +S3045,Liam,Brown,student2045@university.com,Male,19,Business,82.14,92.39,90.67,52.73,70.72,5.75,94.4,52.15,D,19.5,No,Yes,High School,High,4,6.2 +S3046,Sara,Williams,student2046@university.com,Female,24,CS,57.77,70.67,57.18,,96.08,3.94,66.69,55.99,D,18.8,No,Yes,None,Low,5,6.0 +S3047,John,Johnson,student2047@university.com,Female,19,CS,70.72,43.49,54.53,52.78,98.71,4.84,84.93,97.23,D,15.1,No,Yes,Bachelor's,Medium,3,7.7 +S3048,Omar,Jones,student2048@university.com,Female,23,CS,81.46,73.8,80.89,84.38,53.11,6.3,89.37,56.44,A,5.8,No,No,,Low,1,6.4 +S3049,Ahmed,Smith,student2049@university.com,Male,21,Engineering,89.11,87.85,51.71,88.02,96.14,6.4,64.06,86.83,B,12.1,No,Yes,Bachelor's,Medium,9,5.8 +S3050,Sara,Williams,student2050@university.com,Female,22,Business,84.25,47.93,78.39,92.74,54.14,9.61,67.82,72.3,B,28.8,No,Yes,,Medium,5,8.1 +S3051,Omar,Davis,student2051@university.com,Male,22,CS,,44.36,45.67,87.19,66.86,6.55,75.48,70.34,A,5.5,Yes,Yes,High School,Medium,10,7.7 +S3052,Emma,Johnson,student2052@university.com,Male,20,Engineering,57.45,51.27,77.21,95.82,88.13,3.39,79.13,82.96,C,22.9,No,Yes,,Low,6,5.8 +S3053,Maria,Davis,student2053@university.com,Male,20,Engineering,67.31,84.77,70.8,87.42,88.85,3.3,64.6,86.38,B,27.3,Yes,No,,High,8,6.1 +S3054,Omar,Johnson,student2054@university.com,Male,18,Engineering,,75.5,46.83,96.8,86.29,4.77,99.62,96.6,F,24.1,No,Yes,High School,High,10,8.5 +S3055,John,Johnson,student2055@university.com,Male,20,Business,85.97,72.44,78.95,59.66,51.96,2.59,86.85,62.84,A,13.1,Yes,Yes,,High,6,7.7 +S3056,Sara,Jones,student2056@university.com,Male,20,Business,,54.97,66.79,74.99,56.65,3.76,63.71,84.9,B,18.0,No,Yes,None,Medium,10,7.4 +S3057,John,Jones,student2057@university.com,Female,18,CS,63.21,59.93,53.03,99.7,96.81,8.42,82.02,67.11,C,26.7,No,No,PhD,Low,3,7.6 +S3058,Sara,Jones,student2058@university.com,Female,23,Engineering,54.38,97.95,61.2,84.08,54.07,8.6,71.77,85.88,C,29.4,No,Yes,,Medium,8,4.5 +S3059,Omar,Brown,student2059@university.com,Female,24,CS,73.78,54.44,69.53,93.93,53.93,6.28,93.02,57.11,C,7.4,Yes,Yes,High School,Medium,2,6.8 +S3060,Ali,Johnson,student2060@university.com,Female,18,Engineering,92.83,94.1,45.49,51.52,91.78,5.83,66.45,72.88,A,8.1,No,Yes,,High,7,5.5 +S3061,Emma,Williams,student2061@university.com,Male,24,Mathematics,77.6,74.83,97.46,93.59,82.06,4.27,59.39,59.18,C,28.9,Yes,Yes,PhD,Low,6,4.4 +S3062,Omar,Davis,student2062@university.com,Male,20,Business,52.34,47.4,79.93,84.89,67.58,6.36,52.31,66.82,C,26.8,No,No,None,High,2,7.7 +S3063,Liam,Jones,student2063@university.com,Female,22,Engineering,98.71,68.04,46.15,58.54,58.29,8.06,99.22,85.78,A,10.3,No,Yes,,Medium,4,5.5 +S3064,John,Jones,student2064@university.com,Female,20,CS,91.43,96.91,89.37,51.28,94.21,7.38,67.96,61.67,A,29.3,No,Yes,,Low,3,5.6 +S3065,Maria,Davis,student2065@university.com,Female,21,CS,56.58,65.11,59.35,63.0,99.43,0.35,61.03,84.24,C,10.2,No,Yes,PhD,Low,1,7.2 +S3066,Maria,Davis,student2066@university.com,Female,24,Engineering,96.09,91.8,75.81,95.79,52.5,7.31,74.59,74.8,B,7.2,Yes,Yes,Master's,High,3,7.3 +S3067,Ahmed,Johnson,student2067@university.com,Female,24,CS,72.53,55.39,56.63,83.41,77.71,7.2,64.58,54.6,A,22.0,No,Yes,None,Low,7,6.4 +S3068,Sara,Jones,student2068@university.com,Female,21,Engineering,68.59,74.26,84.0,95.97,63.07,0.99,61.65,69.33,B,18.5,Yes,Yes,Master's,Medium,6,6.8 +S3069,John,Davis,student2069@university.com,Female,21,CS,73.05,90.63,83.38,72.31,91.62,1.5,80.82,93.46,F,11.0,Yes,Yes,,Medium,3,8.2 +S3070,Ahmed,Brown,student2070@university.com,Female,23,CS,91.73,95.24,73.12,96.83,67.3,7.88,53.74,99.46,B,28.2,No,Yes,Master's,Low,2,4.5 +S3071,John,Brown,student2071@university.com,Male,19,CS,,69.15,54.46,73.15,85.73,5.59,75.45,68.45,D,15.1,No,Yes,PhD,Medium,6,4.3 +S3072,Liam,Jones,student2072@university.com,Male,21,Mathematics,52.96,78.38,55.22,60.21,76.98,8.22,69.37,52.74,D,15.1,No,Yes,Bachelor's,Low,7,7.3 +S3073,Sara,Davis,student2073@university.com,Male,24,Business,97.88,40.18,62.97,57.57,77.08,1.85,76.63,56.51,B,20.8,No,Yes,High School,Medium,2,7.0 +S3074,Omar,Johnson,student2074@university.com,Male,22,CS,,55.19,48.7,99.69,92.9,0.31,66.02,89.41,B,10.8,No,Yes,Bachelor's,Medium,7,4.9 +S3075,Omar,Johnson,student2075@university.com,Female,24,CS,87.28,56.72,60.26,66.69,73.52,1.62,78.52,82.79,A,19.7,No,Yes,Bachelor's,Low,3,6.6 +S3076,Maria,Johnson,student2076@university.com,Male,24,Engineering,81.81,45.61,81.06,58.0,92.28,4.53,54.09,64.25,D,14.1,Yes,Yes,PhD,Medium,6,7.7 +S3077,Omar,Smith,student2077@university.com,Female,23,CS,59.38,56.78,89.85,50.42,68.17,5.23,68.81,69.56,D,22.4,Yes,Yes,Bachelor's,High,5,7.7 +S3078,Omar,Jones,student2078@university.com,Male,19,Engineering,58.54,59.27,59.95,64.28,58.74,8.58,61.87,90.56,C,11.2,Yes,Yes,Bachelor's,Low,1,7.0 +S3079,Liam,Johnson,student2079@university.com,Female,19,Business,93.52,98.13,54.02,94.46,72.77,7.16,71.9,70.66,B,9.6,Yes,Yes,PhD,Medium,9,4.7 +S3080,Ali,Brown,student2080@university.com,Female,21,Engineering,70.98,80.12,89.96,,74.92,9.9,69.92,87.79,D,11.2,No,Yes,High School,Low,4,5.5 +S3081,Maria,Davis,student2081@university.com,Male,20,Engineering,82.73,65.56,93.44,81.62,73.92,0.79,81.56,64.76,B,28.4,No,Yes,High School,High,5,6.0 +S3082,Ahmed,Williams,student2082@university.com,Male,24,Engineering,75.2,99.28,64.6,,90.42,1.3,81.44,86.24,F,26.2,No,Yes,,High,3,7.9 +S3083,Emma,Williams,student2083@university.com,Female,18,Mathematics,86.37,49.19,41.61,75.64,78.23,0.84,70.67,73.32,B,25.7,Yes,Yes,,Medium,7,6.7 +S3084,Ali,Johnson,student2084@university.com,Female,20,Mathematics,,68.56,81.7,,94.42,5.38,59.08,77.27,A,24.5,No,Yes,PhD,Low,10,7.7 +S3085,Ahmed,Williams,student2085@university.com,Female,20,Engineering,64.37,78.82,87.04,66.19,75.71,2.67,79.1,79.94,A,20.9,No,Yes,Master's,High,4,8.6 +S3086,Sara,Williams,student2086@university.com,Male,19,CS,68.17,43.33,41.08,,61.24,6.84,98.33,72.53,A,7.5,No,Yes,None,Medium,4,7.1 +S3087,Ali,Smith,student2087@university.com,Male,19,Engineering,92.95,83.02,75.7,53.94,56.47,1.33,59.27,73.31,B,13.1,No,Yes,PhD,Medium,9,5.2 +S3088,Liam,Brown,student2088@university.com,Female,23,CS,73.4,45.99,75.3,86.24,93.42,1.03,53.45,63.29,B,19.0,No,Yes,,Low,3,4.7 +S3089,Ahmed,Brown,student2089@university.com,Male,23,Engineering,60.67,48.42,62.72,83.03,52.81,4.6,63.23,99.29,C,7.6,No,Yes,Bachelor's,Medium,5,4.0 +S3090,Sara,Smith,student2090@university.com,Female,19,Engineering,96.73,49.58,84.99,59.58,55.88,3.76,70.65,95.29,B,5.8,Yes,Yes,High School,Medium,3,4.9 +S3091,Maria,Smith,student2091@university.com,Male,22,CS,89.83,95.73,65.69,69.44,53.18,8.29,65.31,76.37,B,7.3,No,Yes,Bachelor's,Low,2,5.3 +S3092,Emma,Williams,student2092@university.com,Male,22,CS,52.78,80.99,80.61,65.64,71.19,8.38,91.74,51.73,F,7.7,No,Yes,None,Low,6,5.3 +S3093,Sara,Jones,student2093@university.com,Male,18,Engineering,99.95,79.33,71.03,54.72,76.63,1.17,74.65,58.42,B,7.7,No,No,Master's,Medium,8,7.3 +S3094,Omar,Davis,student2094@university.com,Male,19,Business,84.75,73.33,54.91,79.24,50.99,8.12,62.31,92.7,B,9.8,No,Yes,Master's,Medium,5,4.8 +S3095,John,Davis,student2095@university.com,Male,21,Engineering,58.01,57.57,76.39,99.68,75.78,5.64,97.51,96.54,C,17.5,No,Yes,PhD,Low,2,6.2 +S3096,Sara,Williams,student2096@university.com,Female,23,Engineering,61.86,77.25,84.21,,69.69,5.04,56.25,58.06,D,12.1,No,Yes,None,Low,5,4.0 +S3097,Sara,Davis,student2097@university.com,Female,19,CS,84.62,64.61,98.43,77.26,88.68,0.95,56.15,86.73,D,26.5,Yes,Yes,PhD,Low,10,5.3 +S3098,Emma,Smith,student2098@university.com,Male,22,Engineering,88.99,48.72,62.81,52.02,91.5,7.4,62.26,81.15,B,26.9,Yes,Yes,None,High,6,4.2 +S3099,John,Brown,student2099@university.com,Female,19,Engineering,61.95,81.38,43.87,56.96,84.25,0.6,53.84,65.17,F,28.0,No,Yes,None,Low,1,7.5 +S3100,Omar,Davis,student2100@university.com,Female,22,Engineering,62.85,47.77,99.28,75.66,73.67,2.78,87.58,71.8,A,16.8,No,Yes,Master's,High,3,5.8 +S3101,Ahmed,Williams,student2101@university.com,Male,19,CS,65.36,51.44,77.43,99.26,60.81,0.95,65.64,83.86,C,24.4,No,Yes,None,Medium,7,6.4 +S3102,Ahmed,Jones,student2102@university.com,Female,24,Engineering,,89.06,96.79,93.83,92.36,5.31,86.49,55.06,A,19.8,No,Yes,None,Medium,9,7.8 +S3103,Sara,Williams,student2103@university.com,Male,21,CS,58.59,79.61,46.23,67.01,67.08,6.45,88.14,59.45,D,8.6,No,Yes,,High,8,8.3 +S3104,Liam,Johnson,student2104@university.com,Female,18,CS,55.21,77.86,60.52,77.15,67.81,8.91,61.88,51.67,D,20.9,No,Yes,None,Low,4,6.6 +S3105,Liam,Williams,student2105@university.com,Female,24,Mathematics,83.94,65.09,48.04,,95.8,7.34,75.92,95.11,F,25.9,Yes,Yes,,Medium,6,7.2 +S3106,John,Smith,student2106@university.com,Female,21,CS,88.95,63.78,90.13,84.27,98.78,9.61,75.98,78.69,A,13.7,No,Yes,Master's,Medium,10,7.7 +S3107,John,Brown,student2107@university.com,Female,22,CS,,81.42,92.82,84.39,94.91,7.61,93.57,76.17,F,23.7,Yes,Yes,Master's,High,9,5.4 +S3108,Omar,Brown,student2108@university.com,Female,23,Engineering,68.19,84.4,70.08,89.49,99.91,2.98,51.28,85.31,D,24.4,No,Yes,Bachelor's,Low,7,7.5 +S3109,Emma,Davis,student2109@university.com,Female,23,Business,71.6,70.61,51.2,51.25,93.45,5.48,65.84,99.42,C,21.1,No,Yes,PhD,Medium,10,7.3 +S3110,Maria,Smith,student2110@university.com,Female,20,Engineering,69.42,98.16,47.63,97.18,85.22,4.58,94.12,58.61,B,27.1,No,No,None,High,2,6.2 +S3111,Ahmed,Johnson,student2111@university.com,Male,21,Business,98.0,97.34,75.29,53.5,64.69,5.66,61.84,56.66,B,8.6,No,Yes,Bachelor's,Low,6,5.7 +S3112,Emma,Smith,student2112@university.com,Male,19,Business,88.4,64.75,70.38,73.81,97.65,5.72,56.84,64.74,A,26.1,No,Yes,,High,8,8.9 +S3113,Ali,Williams,student2113@university.com,Male,18,CS,60.4,89.24,81.69,95.98,93.83,7.02,78.81,95.2,C,20.3,No,Yes,Master's,High,1,8.9 +S3114,Ahmed,Smith,student2114@university.com,Male,19,CS,69.21,72.6,58.31,74.38,62.04,0.83,65.29,70.57,B,26.4,Yes,Yes,Master's,Low,1,7.5 +S3115,Emma,Smith,student2115@university.com,Female,19,CS,77.2,70.71,64.14,53.18,74.46,7.47,73.36,89.67,F,18.3,No,Yes,None,Low,1,5.9 +S3116,Ahmed,Johnson,student2116@university.com,Female,21,Business,80.65,43.3,41.28,61.46,53.5,1.44,91.0,60.15,B,13.2,No,Yes,Bachelor's,Low,4,7.8 +S3117,Maria,Williams,student2117@university.com,Female,18,CS,73.41,74.44,76.61,78.93,97.67,0.26,76.03,74.68,D,27.4,Yes,Yes,Bachelor's,Low,2,7.4 +S3118,Ali,Jones,student2118@university.com,Male,20,CS,90.51,94.03,65.39,54.39,78.64,5.19,75.79,56.37,A,26.9,No,Yes,High School,Medium,7,6.7 +S3119,Liam,Jones,student2119@university.com,Male,24,Engineering,88.38,86.81,95.19,71.18,62.26,5.81,63.91,70.64,B,11.7,No,No,PhD,High,4,4.7 +S3120,Liam,Brown,student2120@university.com,Male,19,Engineering,,87.18,78.51,66.45,64.62,0.35,89.64,63.11,A,23.6,No,Yes,Master's,Medium,7,8.7 +S3121,Maria,Davis,student2121@university.com,Female,18,Engineering,92.72,49.6,63.92,90.76,99.03,5.15,86.99,77.47,A,7.3,No,Yes,High School,Medium,10,5.2 +S3122,Omar,Smith,student2122@university.com,Male,20,Engineering,87.55,61.51,55.82,55.51,80.78,5.35,61.71,89.02,A,7.1,Yes,Yes,None,Low,2,6.0 +S3123,Ali,Brown,student2123@university.com,Female,24,CS,,53.99,94.32,84.14,71.03,0.52,66.0,96.92,F,17.8,No,Yes,High School,Medium,3,5.7 +S3124,Sara,Johnson,student2124@university.com,Male,19,Engineering,97.82,58.95,40.98,70.33,74.99,7.12,89.43,64.19,A,5.9,No,Yes,Master's,Medium,1,4.8 +S3125,Emma,Jones,student2125@university.com,Female,18,Engineering,63.32,74.77,59.61,79.39,54.93,2.1,67.89,87.16,A,15.8,Yes,Yes,,Medium,9,4.1 +S3126,Ali,Smith,student2126@university.com,Male,24,Mathematics,,61.89,96.61,60.28,53.75,7.94,70.18,94.28,D,24.8,No,Yes,,Medium,6,8.6 +S3127,Omar,Johnson,student2127@university.com,Female,21,CS,,73.64,79.24,80.49,79.64,3.11,68.22,56.24,F,27.2,No,Yes,High School,High,10,7.7 +S3128,Omar,Davis,student2128@university.com,Male,23,Business,88.61,66.31,71.96,83.7,75.6,4.78,58.08,79.3,B,11.4,Yes,Yes,Master's,Medium,10,4.1 +S3129,Maria,Johnson,student2129@university.com,Male,23,Engineering,96.33,57.2,52.21,53.51,67.96,8.92,67.04,80.59,A,6.9,No,Yes,,Low,7,7.4 +S3130,Ahmed,Smith,student2130@university.com,Female,19,CS,53.16,45.72,90.0,91.22,78.31,8.06,90.15,63.62,C,20.8,Yes,Yes,High School,Low,4,4.6 +S3131,Ali,Davis,student2131@university.com,Female,19,Business,,93.51,52.25,93.06,53.63,7.82,74.55,51.13,F,11.6,Yes,Yes,Bachelor's,Low,4,7.6 +S3132,Emma,Johnson,student2132@university.com,Male,24,CS,57.23,40.68,54.9,53.18,97.2,1.6,72.91,62.84,D,5.6,No,Yes,,Low,10,6.5 +S3133,Ali,Davis,student2133@university.com,Female,18,Mathematics,75.19,40.1,51.51,80.16,64.69,0.48,57.82,79.24,B,8.3,No,Yes,PhD,Low,10,8.9 +S3134,John,Smith,student2134@university.com,Male,23,Business,,89.61,49.49,79.7,53.59,6.06,58.88,59.82,B,28.5,Yes,Yes,PhD,Medium,8,6.2 +S3135,Ahmed,Smith,student2135@university.com,Female,19,CS,56.4,99.81,97.2,50.62,58.48,4.11,52.15,64.37,D,26.9,Yes,No,High School,Low,1,7.7 +S3136,Emma,Davis,student2136@university.com,Male,20,CS,50.61,83.63,76.12,67.12,54.77,9.09,50.7,85.4,F,25.7,No,No,PhD,Medium,7,4.2 +S3137,Liam,Williams,student2137@university.com,Female,19,CS,81.51,40.92,78.27,98.45,58.93,3.5,74.4,69.92,B,13.5,Yes,No,,Low,4,8.7 +S3138,Emma,Brown,student2138@university.com,Male,23,CS,67.95,53.6,97.26,77.77,70.84,4.11,70.46,53.27,C,22.9,Yes,Yes,Bachelor's,Medium,4,6.8 +S3139,Sara,Johnson,student2139@university.com,Male,22,CS,55.26,98.31,53.83,96.66,86.9,5.26,63.77,69.96,F,28.9,No,Yes,PhD,High,8,5.6 +S3140,Maria,Johnson,student2140@university.com,Male,23,CS,66.14,88.52,40.36,83.78,63.62,7.96,99.5,99.99,B,19.2,No,Yes,PhD,Medium,6,4.6 +S3141,Sara,Williams,student2141@university.com,Female,20,Engineering,58.45,74.01,75.93,51.42,71.8,2.68,69.9,63.05,F,13.3,No,Yes,,Medium,5,7.2 +S3142,Emma,Williams,student2142@university.com,Male,18,CS,97.08,54.21,70.47,53.89,96.44,9.42,89.44,63.26,A,25.0,No,Yes,None,Medium,9,7.7 +S3143,Ahmed,Williams,student2143@university.com,Female,20,Business,,40.86,68.66,86.11,64.79,5.4,60.53,58.49,C,15.8,Yes,Yes,High School,Low,2,4.4 +S3144,Ali,Jones,student2144@university.com,Female,22,Business,66.7,41.25,43.71,77.73,89.74,8.41,62.35,63.58,F,19.4,No,Yes,,Low,7,4.8 +S3145,Liam,Jones,student2145@university.com,Female,22,Engineering,91.99,76.72,67.27,56.36,57.89,5.26,78.42,78.74,B,18.5,No,Yes,,High,2,5.9 +S3146,Ali,Davis,student2146@university.com,Male,19,Business,,41.31,57.25,80.7,58.92,7.72,50.2,98.23,A,10.4,No,No,Bachelor's,Medium,5,8.3 +S3147,Ahmed,Jones,student2147@university.com,Female,19,CS,85.51,99.62,56.47,,72.81,0.51,50.87,80.38,B,5.0,Yes,Yes,High School,Low,3,8.9 +S3148,Emma,Smith,student2148@university.com,Female,23,CS,,51.0,53.34,87.65,61.71,7.99,57.11,70.49,B,30.0,No,Yes,High School,Low,9,7.7 +S3149,Omar,Davis,student2149@university.com,Female,21,Engineering,,82.64,59.95,62.31,95.15,5.24,61.16,69.48,F,15.4,No,No,Master's,Medium,6,4.0 +S3150,Ali,Johnson,student2150@university.com,Male,20,Engineering,60.35,49.3,61.19,62.91,52.54,4.49,76.39,51.21,C,12.1,Yes,No,None,High,6,8.5 +S3151,Omar,Brown,student2151@university.com,Female,23,Engineering,99.45,72.41,58.53,98.39,79.86,1.12,84.31,50.13,B,24.1,No,Yes,Master's,Medium,3,4.1 +S3152,Ali,Smith,student2152@university.com,Female,21,Business,91.55,44.84,98.73,94.37,80.21,7.42,65.59,89.86,B,19.8,Yes,Yes,,Low,9,8.5 +S3153,Ali,Johnson,student2153@university.com,Female,23,Mathematics,79.45,86.01,95.96,65.92,53.3,1.31,61.95,74.51,F,27.0,No,Yes,,Medium,7,6.1 +S3154,Liam,Johnson,student2154@university.com,Female,22,Engineering,83.12,75.1,74.47,91.2,86.63,1.92,91.14,51.66,B,24.5,No,Yes,,Low,5,7.7 +S3155,Maria,Davis,student2155@university.com,Male,19,Business,82.44,45.17,98.86,58.09,73.44,1.26,58.14,64.3,D,12.0,No,Yes,PhD,Low,10,4.4 +S3156,Maria,Williams,student2156@university.com,Male,19,CS,52.92,90.92,99.47,,86.15,0.07,83.92,67.83,F,19.8,No,Yes,Master's,Low,7,4.8 +S3157,John,Williams,student2157@university.com,Female,23,CS,60.9,72.82,61.36,59.06,91.35,6.62,96.57,89.16,D,17.6,Yes,Yes,,Medium,10,6.3 +S3158,Sara,Smith,student2158@university.com,Female,19,Business,98.07,95.3,66.71,54.39,66.14,2.71,61.61,71.72,A,28.9,Yes,Yes,PhD,Medium,2,4.2 +S3159,Ahmed,Williams,student2159@university.com,Female,18,Engineering,76.72,95.0,97.54,92.73,74.22,1.49,54.35,89.47,A,11.0,No,Yes,High School,Medium,6,5.9 +S3160,Ahmed,Johnson,student2160@university.com,Female,23,Engineering,,95.23,76.52,78.94,63.04,3.2,98.99,81.69,C,12.1,Yes,Yes,None,Medium,5,7.8 +S3161,Ahmed,Williams,student2161@university.com,Male,22,CS,88.1,44.67,52.78,62.95,60.08,4.99,63.54,51.66,B,28.0,Yes,Yes,High School,Medium,6,7.3 +S3162,John,Jones,student2162@university.com,Male,24,Engineering,76.23,47.26,81.36,92.43,50.03,5.03,63.78,98.43,F,16.4,No,Yes,High School,High,8,5.8 +S3163,Maria,Williams,student2163@university.com,Male,23,CS,50.66,99.26,52.34,90.13,98.18,3.67,74.19,59.07,C,16.4,No,Yes,None,Low,3,4.0 +S3164,Emma,Johnson,student2164@university.com,Male,23,Engineering,86.81,69.26,60.36,55.05,72.05,4.95,61.55,63.78,B,26.7,Yes,No,None,Low,10,5.3 +S3165,Omar,Davis,student2165@university.com,Female,19,CS,86.61,54.29,53.65,,50.65,4.27,99.64,90.46,A,12.4,No,Yes,,Low,8,7.9 +S3166,Liam,Smith,student2166@university.com,Female,22,CS,58.26,86.18,54.7,86.09,50.45,8.23,52.15,59.49,D,22.4,Yes,Yes,,Low,9,5.7 +S3167,Omar,Brown,student2167@university.com,Male,23,CS,97.83,55.86,40.28,85.79,64.42,0.3,72.57,70.05,A,23.0,No,Yes,Bachelor's,Low,5,5.9 +S3168,Emma,Williams,student2168@university.com,Male,19,CS,61.2,83.63,92.84,86.16,50.7,8.68,77.42,93.25,B,16.1,Yes,Yes,PhD,High,5,4.4 +S3169,Liam,Johnson,student2169@university.com,Female,20,Business,72.89,90.24,57.76,58.47,68.73,2.44,73.35,81.86,B,13.3,No,Yes,,Low,7,7.0 +S3170,John,Brown,student2170@university.com,Female,22,CS,,87.06,45.18,,53.15,7.22,76.03,65.1,C,23.7,Yes,No,Master's,Low,4,7.1 +S3171,Emma,Brown,student2171@university.com,Female,21,CS,80.16,56.44,45.22,92.21,51.96,4.05,99.38,82.2,B,11.4,No,Yes,,Medium,3,6.2 +S3172,Ahmed,Jones,student2172@university.com,Female,18,Engineering,68.77,64.1,73.36,94.92,83.47,2.94,93.85,90.63,F,25.5,No,Yes,PhD,Low,3,7.8 +S3173,Sara,Brown,student2173@university.com,Female,21,Engineering,,64.8,99.58,63.96,95.34,6.15,65.42,70.19,F,15.4,No,Yes,PhD,Low,9,8.4 +S3174,Ali,Davis,student2174@university.com,Male,24,CS,91.35,69.48,48.7,51.15,70.47,7.69,77.57,78.58,B,5.5,No,Yes,PhD,Low,10,7.8 +S3175,Omar,Johnson,student2175@university.com,Male,22,CS,50.48,50.04,45.98,92.99,91.84,4.5,50.02,99.4,C,19.2,No,Yes,None,High,1,6.7 +S3176,Maria,Johnson,student2176@university.com,Female,23,Mathematics,89.9,67.15,66.3,68.85,51.46,4.67,70.48,98.23,A,9.9,No,Yes,None,Low,9,8.7 +S3177,Maria,Williams,student2177@university.com,Female,19,Engineering,78.57,70.65,73.8,,88.88,0.59,58.19,75.45,D,16.7,No,Yes,PhD,Low,8,5.9 +S3178,John,Williams,student2178@university.com,Male,24,CS,99.3,71.9,57.66,67.35,53.14,9.24,85.57,54.81,A,25.2,No,Yes,,High,1,7.3 +S3179,Liam,Williams,student2179@university.com,Female,22,Engineering,79.47,89.19,58.15,70.78,91.92,8.47,61.05,85.03,F,9.8,No,Yes,None,Low,8,6.9 +S3180,Maria,Davis,student2180@university.com,Male,18,CS,,71.04,65.47,68.91,94.12,3.98,87.44,63.43,F,10.2,No,Yes,PhD,Medium,4,8.2 +S3181,Ahmed,Brown,student2181@university.com,Male,22,CS,52.53,53.85,58.85,78.32,89.3,7.65,65.66,83.47,D,16.8,No,No,Master's,Low,6,6.5 +S3182,Omar,Brown,student2182@university.com,Male,24,Engineering,,79.79,94.92,53.95,91.04,3.13,96.29,67.59,F,16.9,Yes,Yes,PhD,Medium,8,6.8 +S3183,Emma,Jones,student2183@university.com,Male,19,Business,,87.84,42.52,98.58,78.07,7.3,72.27,85.94,A,16.3,No,Yes,,Medium,1,6.3 +S3184,Ahmed,Davis,student2184@university.com,Female,21,CS,67.29,59.16,54.07,96.82,63.24,5.17,91.98,68.37,C,22.4,Yes,Yes,PhD,Low,4,4.7 +S3185,John,Williams,student2185@university.com,Female,20,Business,80.9,78.72,88.51,96.72,82.16,4.61,81.41,97.06,F,11.7,No,Yes,,High,2,8.4 +S3186,Ahmed,Smith,student2186@university.com,Male,21,CS,74.48,48.82,90.04,93.96,71.98,0.57,98.87,56.83,C,11.5,Yes,Yes,Master's,Medium,1,8.3 +S3187,Emma,Jones,student2187@university.com,Female,19,CS,98.36,60.52,46.69,83.02,50.27,9.65,87.14,53.42,A,5.6,No,Yes,Master's,Medium,4,7.5 +S3188,Sara,Smith,student2188@university.com,Female,24,CS,97.5,94.55,98.43,61.06,73.84,8.37,86.39,89.06,A,14.5,No,Yes,,Medium,3,5.7 +S3189,John,Brown,student2189@university.com,Female,19,CS,99.19,94.68,81.6,52.47,82.56,7.93,63.24,70.07,A,9.9,Yes,Yes,PhD,Medium,9,5.8 +S3190,Sara,Jones,student2190@university.com,Female,18,Mathematics,93.32,74.52,56.36,54.97,50.69,3.05,75.24,73.28,B,19.8,No,No,None,Medium,1,4.2 +S3191,Ali,Jones,student2191@university.com,Male,22,Engineering,95.48,82.14,67.36,66.2,81.07,2.9,64.51,96.69,A,9.5,No,Yes,Bachelor's,Low,6,4.4 +S3192,Sara,Johnson,student2192@university.com,Female,22,CS,60.86,91.24,57.83,75.19,82.63,5.73,50.96,79.5,A,27.4,No,No,Bachelor's,Low,4,6.6 +S3193,Ali,Brown,student2193@university.com,Male,21,Mathematics,91.55,97.51,49.0,99.66,57.91,8.46,85.53,83.01,A,26.2,No,Yes,High School,Low,4,4.2 +S3194,Ali,Brown,student2194@university.com,Male,24,Business,85.44,69.39,57.47,71.77,71.55,9.35,61.79,50.97,A,24.1,No,Yes,,Low,3,4.5 +S3195,Sara,Davis,student2195@university.com,Female,20,Business,98.14,73.69,74.81,76.23,98.22,2.69,69.87,83.53,A,25.2,Yes,Yes,,High,2,5.3 +S3196,John,Jones,student2196@university.com,Male,20,Mathematics,78.56,64.94,89.56,84.76,94.21,6.07,64.23,69.42,C,29.0,No,Yes,Bachelor's,High,4,5.9 +S3197,Liam,Brown,student2197@university.com,Female,18,CS,54.26,44.32,61.81,59.04,70.54,7.24,59.98,73.01,C,13.0,No,Yes,,Low,7,6.4 +S3198,Emma,Jones,student2198@university.com,Female,19,Business,79.87,65.37,60.87,96.64,67.49,2.26,53.36,90.4,F,29.5,No,Yes,Master's,Low,7,5.6 +S3199,Ahmed,Davis,student2199@university.com,Male,18,Engineering,84.33,87.44,68.08,76.45,56.2,4.07,66.89,76.19,A,27.3,Yes,Yes,,Medium,1,8.7 +S3200,Ahmed,Davis,student2200@university.com,Female,22,Business,61.02,88.29,78.67,63.81,51.76,1.87,54.09,99.34,B,14.0,No,No,Master's,Low,10,8.8 +S3201,Emma,Johnson,student2201@university.com,Male,23,Business,69.71,93.54,85.1,96.76,64.87,6.99,77.02,89.84,D,26.6,No,Yes,Master's,Medium,3,4.3 +S3202,Omar,Jones,student2202@university.com,Male,23,CS,,43.09,59.61,81.27,97.01,8.64,50.98,86.43,D,27.4,Yes,Yes,High School,Medium,4,8.9 +S3203,Omar,Brown,student2203@university.com,Female,23,Business,68.71,71.63,75.18,74.18,97.93,8.78,97.0,79.43,A,5.9,No,Yes,,Medium,3,4.9 +S3204,Ali,Brown,student2204@university.com,Female,19,CS,68.75,46.45,63.36,79.01,90.63,6.7,98.32,70.62,F,26.9,Yes,Yes,High School,Medium,6,5.7 +S3205,Ali,Jones,student2205@university.com,Female,18,CS,56.65,52.04,82.98,87.42,67.54,3.47,65.23,52.64,C,15.8,No,Yes,Bachelor's,Low,7,8.2 +S3206,John,Jones,student2206@university.com,Male,24,CS,97.04,94.01,49.88,57.73,57.18,6.61,63.01,50.92,A,25.3,No,Yes,None,Low,4,7.4 +S3207,Maria,Jones,student2207@university.com,Female,21,Mathematics,87.52,69.81,55.42,93.24,79.78,8.64,55.22,52.34,A,7.8,No,Yes,High School,Low,7,4.3 +S3208,Sara,Williams,student2208@university.com,Male,22,CS,50.06,85.51,65.56,,82.33,6.26,95.25,97.94,C,9.3,No,Yes,None,Medium,6,7.9 +S3209,Ali,Brown,student2209@university.com,Male,23,Engineering,88.28,43.86,93.36,78.35,71.23,4.13,79.34,66.16,A,29.5,No,Yes,,Low,1,7.3 +S3210,Ahmed,Davis,student2210@university.com,Female,24,CS,86.99,65.01,74.4,84.11,84.58,9.2,80.51,85.03,B,15.4,Yes,Yes,None,High,1,8.8 +S3211,John,Brown,student2211@university.com,Female,20,Mathematics,50.49,80.45,97.92,,87.33,8.35,94.79,79.72,C,25.0,Yes,Yes,,Low,4,8.6 +S3212,Sara,Williams,student2212@university.com,Female,18,CS,68.48,48.0,46.2,68.74,89.15,8.82,95.54,78.58,A,23.8,Yes,Yes,PhD,Medium,7,8.9 +S3213,John,Jones,student2213@university.com,Male,22,Business,80.34,59.55,67.61,,75.11,9.03,91.42,78.96,B,24.7,No,Yes,Bachelor's,Low,4,6.3 +S3214,Sara,Johnson,student2214@university.com,Female,22,Business,72.64,43.87,65.14,84.03,89.58,3.94,88.67,65.11,A,24.1,No,Yes,,High,7,7.5 +S3215,Sara,Jones,student2215@university.com,Male,20,Engineering,88.9,79.08,76.01,71.2,51.27,8.6,93.86,94.33,A,27.8,No,Yes,Master's,Low,6,8.8 +S3216,Emma,Jones,student2216@university.com,Female,20,CS,,98.25,88.72,83.87,84.02,5.7,93.8,95.96,B,19.8,Yes,Yes,High School,Medium,4,4.0 +S3217,Ali,Williams,student2217@university.com,Female,20,Business,57.69,89.62,90.49,76.08,61.78,0.38,68.43,82.23,D,15.6,Yes,Yes,,High,10,7.9 +S3218,Liam,Brown,student2218@university.com,Male,23,Mathematics,98.82,98.48,80.21,55.58,63.53,6.36,98.67,93.2,B,28.1,No,Yes,,Low,8,4.3 +S3219,John,Jones,student2219@university.com,Male,23,Business,,90.74,78.49,89.79,54.57,4.71,85.46,53.0,D,13.9,No,Yes,Bachelor's,Medium,1,9.0 +S3220,Liam,Brown,student2220@university.com,Female,18,CS,85.88,91.31,96.94,78.22,59.62,2.75,68.51,55.02,B,20.8,No,Yes,None,Medium,7,4.1 +S3221,John,Smith,student2221@university.com,Female,20,Business,57.16,74.63,63.02,89.79,99.6,9.7,72.1,77.95,C,26.4,Yes,Yes,PhD,Low,1,6.8 +S3222,Emma,Davis,student2222@university.com,Female,21,CS,66.45,71.1,89.97,57.75,70.77,0.55,84.36,92.33,C,27.9,No,No,Master's,Medium,6,6.6 +S3223,Ahmed,Brown,student2223@university.com,Female,22,Engineering,72.1,64.38,95.29,76.92,96.39,9.46,68.05,65.77,C,28.7,Yes,Yes,High School,Medium,7,5.5 +S3224,Liam,Johnson,student2224@university.com,Female,20,Business,59.61,89.09,69.49,88.33,58.14,1.59,91.33,77.4,C,21.5,No,Yes,None,Low,6,7.7 +S3225,Ahmed,Davis,student2225@university.com,Male,22,CS,72.5,50.92,83.75,99.42,60.2,3.77,57.4,50.5,C,23.0,No,Yes,Master's,Medium,4,5.3 +S3226,Omar,Johnson,student2226@university.com,Male,19,Business,57.86,43.37,62.62,,77.89,4.17,95.38,99.33,D,17.4,No,Yes,Master's,Medium,8,5.5 +S3227,Ali,Jones,student2227@university.com,Male,24,Engineering,77.95,96.87,49.53,93.22,67.48,7.31,65.06,88.35,D,12.1,No,Yes,Bachelor's,Medium,8,4.9 +S3228,Ali,Davis,student2228@university.com,Male,19,Business,83.19,40.23,75.19,62.37,82.2,2.16,57.64,68.07,C,5.4,No,No,Master's,High,2,7.6 +S3229,Maria,Brown,student2229@university.com,Female,20,CS,53.12,98.61,51.79,91.9,71.1,9.86,92.9,99.15,C,10.6,No,Yes,,Medium,1,4.9 +S3230,Emma,Davis,student2230@university.com,Male,22,Engineering,93.56,83.73,67.46,58.46,90.58,7.49,61.97,54.62,B,29.5,Yes,Yes,Master's,Medium,8,8.5 +S3231,Ahmed,Jones,student2231@university.com,Male,24,Business,59.26,59.71,92.37,59.91,71.58,7.9,92.17,73.21,C,25.2,No,Yes,,High,7,5.4 +S3232,Sara,Williams,student2232@university.com,Male,19,CS,61.27,81.87,45.16,55.51,78.62,1.06,64.81,52.94,A,17.0,No,Yes,None,Medium,10,6.6 +S3233,John,Johnson,student2233@university.com,Female,20,CS,83.07,89.07,41.83,92.88,66.05,4.76,96.69,66.75,F,13.6,Yes,Yes,Master's,Medium,2,6.4 +S3234,Ali,Jones,student2234@university.com,Male,22,Mathematics,73.44,54.72,76.39,55.41,85.2,9.46,60.95,60.97,B,6.6,No,Yes,Bachelor's,Low,5,7.5 +S3235,Liam,Williams,student2235@university.com,Female,20,CS,74.97,86.25,59.86,56.91,82.74,2.7,53.48,65.83,C,5.3,Yes,Yes,Master's,Low,5,5.2 +S3236,John,Davis,student2236@university.com,Male,23,Mathematics,56.41,88.26,65.08,62.29,69.85,1.45,96.83,97.37,F,23.9,No,Yes,PhD,Medium,7,8.2 +S3237,John,Davis,student2237@university.com,Female,22,CS,90.29,54.96,64.34,,63.8,4.85,58.28,71.36,A,29.6,Yes,Yes,PhD,High,2,7.7 +S3238,Maria,Jones,student2238@university.com,Male,19,CS,80.85,42.52,45.2,94.01,80.71,9.3,97.21,66.24,C,11.3,No,Yes,High School,Low,9,5.7 +S3239,Ahmed,Brown,student2239@university.com,Female,20,Business,,52.25,40.21,70.91,97.16,4.87,91.2,82.04,C,11.9,No,Yes,PhD,Medium,9,4.6 +S3240,Ali,Davis,student2240@university.com,Male,19,Engineering,68.7,52.04,93.91,77.31,56.63,4.05,54.1,84.17,A,28.4,No,Yes,High School,Low,5,6.5 +S3241,John,Brown,student2241@university.com,Female,20,Engineering,90.52,43.91,53.07,,89.96,6.5,72.26,99.19,A,20.1,No,Yes,High School,Medium,2,8.9 +S3242,Ali,Brown,student2242@university.com,Female,18,Engineering,78.42,83.56,65.56,63.3,77.15,9.37,53.67,77.3,A,9.3,No,Yes,High School,Medium,7,4.1 +S3243,Sara,Brown,student2243@university.com,Male,19,Business,55.43,62.8,98.32,56.7,76.28,0.49,66.49,87.63,F,6.1,No,Yes,High School,Medium,4,8.2 +S3244,Maria,Smith,student2244@university.com,Female,19,CS,68.64,93.06,89.61,70.5,98.08,1.53,67.58,69.11,D,19.1,Yes,Yes,,Low,3,7.5 +S3245,Sara,Williams,student2245@university.com,Female,21,Engineering,62.13,55.13,46.48,79.52,80.29,1.33,79.98,58.55,C,16.3,No,Yes,None,Low,7,4.9 +S3246,Ali,Williams,student2246@university.com,Male,24,CS,75.87,67.19,70.51,64.2,91.53,0.85,98.79,71.49,B,15.8,No,Yes,PhD,High,7,6.4 +S3247,Omar,Davis,student2247@university.com,Male,23,Engineering,92.17,78.34,83.8,92.3,75.72,3.02,58.49,70.94,A,29.2,Yes,Yes,PhD,Medium,1,7.1 +S3248,Liam,Davis,student2248@university.com,Female,19,CS,71.81,92.65,81.9,99.06,62.49,2.29,66.46,71.03,D,11.6,No,Yes,PhD,Low,7,7.5 +S3249,Ali,Brown,student2249@university.com,Male,22,CS,71.67,71.48,85.65,56.01,84.72,5.49,79.36,84.77,D,17.2,No,Yes,High School,Low,10,8.6 +S3250,Ahmed,Smith,student2250@university.com,Male,24,Engineering,95.27,62.41,67.45,,96.16,3.27,58.57,70.3,A,10.3,No,Yes,Bachelor's,Low,5,8.4 +S3251,John,Brown,student2251@university.com,Male,20,CS,78.81,92.02,50.56,89.49,92.06,4.05,85.54,97.71,C,13.0,Yes,Yes,None,Medium,7,5.6 +S3252,John,Smith,student2252@university.com,Female,18,CS,78.31,58.61,67.89,59.53,59.92,9.42,70.18,99.14,A,24.1,No,Yes,Bachelor's,Medium,8,4.6 +S3253,Sara,Brown,student2253@university.com,Female,22,Engineering,,44.77,78.87,67.66,65.84,1.56,97.48,76.17,D,9.9,Yes,No,Bachelor's,High,10,4.5 +S3254,Liam,Johnson,student2254@university.com,Female,24,Engineering,80.39,66.7,76.52,69.71,75.84,3.88,81.49,77.92,C,21.9,No,Yes,PhD,High,7,8.8 +S3255,Maria,Johnson,student2255@university.com,Female,22,Business,78.8,87.11,44.23,95.83,78.58,2.57,68.15,70.38,B,8.2,No,No,Bachelor's,Medium,10,8.8 +S3256,Omar,Jones,student2256@university.com,Female,22,Engineering,69.84,41.85,43.9,82.94,59.69,5.49,85.97,67.78,B,9.8,No,Yes,Master's,Medium,2,8.1 +S3257,Emma,Brown,student2257@university.com,Female,22,CS,99.53,75.15,97.92,52.03,61.5,7.36,91.94,99.27,A,5.6,No,Yes,Bachelor's,Medium,4,8.9 +S3258,Liam,Davis,student2258@university.com,Female,24,Engineering,94.09,75.67,49.11,50.74,87.94,8.17,90.02,52.03,A,20.8,No,Yes,,Medium,6,5.4 +S3259,John,Williams,student2259@university.com,Male,18,CS,87.48,95.71,57.67,59.98,86.52,5.15,63.14,70.5,A,29.8,Yes,Yes,PhD,Medium,9,8.1 +S3260,Ahmed,Jones,student2260@university.com,Female,21,Business,76.87,57.19,86.06,65.91,91.96,8.55,70.85,57.57,B,21.4,No,Yes,Bachelor's,Low,5,6.5 +S3261,Liam,Davis,student2261@university.com,Female,23,Mathematics,,56.73,64.58,74.23,96.65,7.85,72.61,86.31,D,28.1,Yes,Yes,High School,Low,2,8.0 +S3262,Sara,Johnson,student2262@university.com,Male,19,Engineering,59.24,66.43,50.89,91.89,65.41,1.57,69.42,59.72,C,18.2,No,Yes,,High,4,7.1 +S3263,Sara,Brown,student2263@university.com,Male,24,Engineering,65.29,61.41,68.03,,92.98,2.45,65.54,94.23,B,22.0,No,Yes,Master's,Medium,8,8.2 +S3264,Emma,Jones,student2264@university.com,Male,22,CS,88.7,84.18,74.14,68.83,83.3,6.72,87.64,68.72,A,28.1,No,No,,Medium,4,6.0 +S3265,Ahmed,Brown,student2265@university.com,Female,19,Engineering,,78.51,67.17,66.47,97.89,9.75,50.61,95.86,B,7.2,Yes,Yes,High School,High,8,8.9 +S3266,Maria,Johnson,student2266@university.com,Male,24,Business,94.11,85.54,95.14,50.45,63.6,3.76,64.68,99.33,A,19.9,No,Yes,Bachelor's,Medium,4,5.1 +S3267,Liam,Jones,student2267@university.com,Female,19,CS,57.4,89.2,57.08,97.76,63.48,2.3,57.08,88.56,F,19.4,No,Yes,PhD,Low,8,7.4 +S3268,Ahmed,Johnson,student2268@university.com,Female,22,CS,75.42,95.38,79.68,56.95,85.21,8.69,56.44,81.16,F,5.8,No,Yes,None,Medium,3,8.0 +S3269,Maria,Smith,student2269@university.com,Female,21,Engineering,82.35,65.86,46.74,64.38,96.42,2.0,63.85,57.5,C,8.9,No,Yes,Bachelor's,Low,4,6.9 +S3270,Ahmed,Johnson,student2270@university.com,Male,24,Business,,99.08,63.54,56.47,91.23,6.97,88.11,96.65,C,18.8,Yes,Yes,,Low,10,5.5 +S3271,Ahmed,Brown,student2271@university.com,Male,19,CS,94.46,52.94,84.46,,86.35,0.34,98.47,88.84,A,17.4,Yes,Yes,,High,9,6.8 +S3272,Ali,Williams,student2272@university.com,Female,20,Mathematics,99.48,82.86,53.49,96.61,69.37,0.19,75.73,64.4,B,13.6,No,Yes,,Medium,5,6.5 +S3273,Sara,Johnson,student2273@university.com,Female,19,CS,55.79,72.04,75.39,55.04,85.89,4.52,66.95,73.43,D,22.4,No,Yes,High School,High,3,5.0 +S3274,Liam,Davis,student2274@university.com,Female,23,CS,56.5,89.01,49.21,72.04,90.05,6.57,91.46,53.38,C,14.0,No,Yes,None,High,3,7.8 +S3275,Ahmed,Williams,student2275@university.com,Male,22,Business,56.52,68.61,46.16,51.12,87.66,1.42,53.36,82.95,D,24.2,No,Yes,Master's,Medium,4,5.3 +S3276,Liam,Smith,student2276@university.com,Female,18,CS,84.06,87.04,71.39,88.54,83.84,7.64,54.66,56.26,F,25.2,No,Yes,High School,High,2,8.2 +S3277,Emma,Jones,student2277@university.com,Male,19,Engineering,68.63,95.81,80.5,82.06,52.36,1.29,67.27,82.58,B,21.1,Yes,Yes,PhD,Medium,7,5.1 +S3278,Ahmed,Jones,student2278@university.com,Female,21,CS,,83.94,46.8,84.98,82.99,5.34,72.42,83.58,F,12.0,No,No,Master's,Low,7,6.5 +S3279,John,Williams,student2279@university.com,Male,20,CS,70.27,86.57,95.07,73.62,73.91,3.08,89.89,66.23,A,25.1,No,Yes,Bachelor's,Medium,9,7.5 +S3280,Sara,Jones,student2280@university.com,Female,20,CS,81.38,44.03,53.55,95.38,98.08,7.52,96.26,97.43,D,11.3,No,Yes,None,Low,8,9.0 +S3281,John,Johnson,student2281@university.com,Male,18,Mathematics,88.49,52.3,47.2,,80.36,8.04,76.56,88.95,B,12.6,No,Yes,Master's,Low,3,5.4 +S3282,Liam,Williams,student2282@university.com,Male,23,Engineering,77.41,98.46,52.16,75.7,80.41,0.66,74.78,74.84,B,20.2,Yes,Yes,High School,Low,5,7.2 +S3283,Liam,Brown,student2283@university.com,Male,18,Business,76.98,81.59,50.17,,99.7,1.93,60.65,95.93,B,22.2,No,Yes,Master's,Medium,8,4.8 +S3284,Sara,Johnson,student2284@university.com,Male,23,CS,54.41,73.69,45.44,76.03,54.68,8.93,72.56,92.79,F,14.3,Yes,Yes,PhD,Low,8,8.1 +S3285,Liam,Johnson,student2285@university.com,Male,19,Engineering,70.54,62.02,87.87,59.47,63.82,4.16,96.18,84.61,F,19.8,No,Yes,,Low,2,8.3 +S3286,John,Johnson,student2286@university.com,Male,22,Engineering,77.29,42.66,69.73,65.85,82.8,4.77,69.64,57.65,A,11.2,No,Yes,,Medium,1,8.4 +S3287,Ahmed,Brown,student2287@university.com,Female,21,Mathematics,73.1,62.15,63.31,54.61,65.76,1.68,60.53,74.85,A,24.9,No,No,None,Medium,5,8.7 +S3288,Ahmed,Smith,student2288@university.com,Female,20,Business,95.04,69.93,97.04,71.63,67.31,9.95,66.86,93.22,A,29.8,No,Yes,Bachelor's,Low,1,5.8 +S3289,Ali,Davis,student2289@university.com,Female,18,Business,,52.69,62.26,80.47,94.63,9.23,75.73,80.44,F,22.5,No,Yes,,High,7,7.3 +S3290,Emma,Jones,student2290@university.com,Female,21,CS,91.1,50.39,50.02,55.93,78.97,0.02,79.93,77.28,A,13.0,Yes,Yes,,Medium,8,5.6 +S3291,Liam,Williams,student2291@university.com,Male,23,Engineering,68.76,70.5,56.44,,55.14,5.51,71.62,97.76,D,13.7,No,Yes,,High,6,8.0 +S3292,John,Smith,student2292@university.com,Female,22,Engineering,85.86,75.15,54.34,94.64,65.54,8.72,87.93,50.83,A,5.8,No,Yes,,Low,3,6.1 +S3293,Liam,Williams,student2293@university.com,Male,20,Mathematics,69.76,54.4,69.92,66.89,53.8,4.31,79.22,50.6,A,21.2,No,Yes,High School,High,10,6.8 +S3294,Liam,Jones,student2294@university.com,Male,20,CS,61.63,75.24,57.49,61.1,77.81,4.37,83.25,94.64,F,20.0,Yes,Yes,Bachelor's,High,1,4.7 +S3295,Maria,Brown,student2295@university.com,Male,23,CS,,94.02,70.96,94.65,58.66,3.79,93.15,51.93,F,28.9,No,Yes,Master's,Medium,2,8.3 +S3296,Ali,Johnson,student2296@university.com,Female,22,Engineering,53.55,68.39,80.16,84.6,92.86,0.29,93.28,66.63,D,15.1,Yes,Yes,,High,2,6.4 +S3297,John,Johnson,student2297@university.com,Male,20,CS,66.59,91.44,86.64,55.27,78.87,7.9,60.18,96.2,B,28.3,No,Yes,,Medium,10,7.2 +S3298,John,Brown,student2298@university.com,Female,22,CS,73.04,95.64,82.61,70.41,52.97,4.57,81.17,84.56,A,24.0,Yes,Yes,Master's,Low,2,7.3 +S3299,Liam,Smith,student2299@university.com,Female,20,Business,97.77,45.54,52.34,83.7,65.04,5.31,85.83,82.41,A,12.2,No,Yes,,High,10,5.4 +S3300,Ali,Smith,student2300@university.com,Female,19,Engineering,65.67,45.75,46.95,78.72,80.82,2.56,57.29,82.85,B,5.4,No,Yes,Master's,Medium,5,8.0 +S3301,Ahmed,Williams,student2301@university.com,Female,23,Business,95.12,68.56,72.55,,66.77,7.84,92.14,65.88,A,23.2,No,Yes,,Low,2,8.2 +S3302,John,Brown,student2302@university.com,Female,22,Business,,75.29,51.93,78.36,75.66,7.94,59.02,76.53,D,17.4,No,No,,Low,9,6.6 +S3303,Ahmed,Smith,student2303@university.com,Male,21,CS,59.55,65.55,45.1,89.9,95.47,5.53,89.96,81.5,D,29.0,No,Yes,PhD,Medium,6,8.5 +S3304,Ali,Brown,student2304@university.com,Male,19,Engineering,75.95,59.59,71.63,66.02,67.5,9.05,58.07,65.29,F,5.6,Yes,Yes,PhD,Medium,7,4.8 +S3305,Ahmed,Jones,student2305@university.com,Female,24,CS,83.63,78.46,59.61,85.42,66.79,1.16,87.09,89.77,F,18.0,No,Yes,Bachelor's,High,3,6.1 +S3306,Sara,Johnson,student2306@university.com,Male,21,Mathematics,52.22,40.12,85.37,99.55,90.99,7.87,57.41,66.09,F,24.7,No,Yes,,Medium,10,4.2 +S3307,Maria,Johnson,student2307@university.com,Female,23,Engineering,61.05,98.08,58.85,69.5,65.94,5.59,68.94,53.57,A,24.7,No,Yes,,Medium,7,6.0 +S3308,Omar,Johnson,student2308@university.com,Male,20,CS,72.78,53.92,98.72,89.55,53.9,2.31,57.18,60.07,B,21.8,No,Yes,,Medium,4,9.0 +S3309,John,Brown,student2309@university.com,Male,24,CS,66.55,95.03,85.51,62.31,59.05,1.32,63.54,70.42,D,14.9,No,Yes,Bachelor's,Medium,8,6.3 +S3310,Emma,Brown,student2310@university.com,Male,21,Engineering,85.63,46.54,43.46,64.09,97.44,3.01,99.23,95.4,B,6.7,No,Yes,High School,Medium,9,6.1 +S3311,Maria,Williams,student2311@university.com,Male,19,CS,75.56,54.29,70.53,96.74,96.66,8.56,55.38,70.79,C,12.5,No,Yes,None,Medium,5,7.4 +S3312,Omar,Johnson,student2312@university.com,Male,24,CS,58.02,54.09,73.76,51.3,61.24,7.88,70.32,54.49,D,21.3,Yes,Yes,High School,High,3,4.2 +S3313,Ahmed,Williams,student2313@university.com,Male,24,Business,94.72,99.77,81.72,60.87,77.68,6.45,83.85,59.82,A,24.3,No,No,None,Medium,6,5.8 +S3314,John,Johnson,student2314@university.com,Male,22,Business,64.65,40.28,69.87,74.15,56.87,0.9,54.73,77.22,A,25.4,No,Yes,Bachelor's,Medium,3,6.7 +S3315,Ahmed,Williams,student2315@university.com,Male,18,CS,86.56,78.38,69.01,70.09,83.73,9.55,55.45,58.88,B,24.4,No,Yes,PhD,High,6,6.4 +S3316,Sara,Williams,student2316@university.com,Male,21,Engineering,89.0,92.18,62.08,81.46,59.27,3.05,57.16,53.2,A,13.1,Yes,Yes,PhD,High,7,7.2 +S3317,Ali,Jones,student2317@university.com,Male,18,Business,98.16,80.34,56.29,59.64,52.49,6.07,82.25,85.74,B,22.4,No,No,Bachelor's,Low,6,4.7 +S3318,John,Williams,student2318@university.com,Male,23,CS,74.93,61.76,96.77,53.53,91.24,8.03,95.47,89.22,C,29.2,Yes,Yes,None,Medium,4,6.0 +S3319,Omar,Brown,student2319@university.com,Male,21,Business,80.79,97.5,59.06,68.47,66.27,1.33,91.3,92.53,C,8.4,No,No,Bachelor's,High,7,7.2 +S3320,Omar,Williams,student2320@university.com,Male,21,CS,66.74,93.61,43.81,76.22,55.43,6.52,99.15,92.2,C,23.3,Yes,Yes,,High,2,5.5 +S3321,Sara,Johnson,student2321@university.com,Female,22,Engineering,83.91,66.04,50.04,78.1,91.7,0.32,78.91,68.96,F,15.2,No,Yes,Bachelor's,Low,5,7.1 +S3322,Sara,Williams,student2322@university.com,Male,20,Engineering,73.17,74.4,91.44,,88.12,1.02,98.07,86.72,A,10.6,No,Yes,,Medium,6,8.8 +S3323,Liam,Smith,student2323@university.com,Male,19,Engineering,71.88,98.05,75.2,77.43,84.19,7.23,65.25,79.18,F,13.0,Yes,Yes,,Low,6,8.7 +S3324,John,Davis,student2324@university.com,Male,19,Business,92.77,98.95,86.73,62.29,95.56,1.55,71.08,51.17,A,9.2,No,Yes,None,Medium,5,7.6 +S3325,Ahmed,Johnson,student2325@university.com,Male,19,CS,52.51,66.99,88.53,88.23,74.46,4.44,69.8,70.08,C,25.4,No,Yes,Master's,High,10,4.9 +S3326,Emma,Smith,student2326@university.com,Male,23,CS,94.1,90.84,89.39,54.39,56.4,2.48,52.37,52.64,A,14.7,Yes,Yes,PhD,Medium,5,7.9 +S3327,Omar,Johnson,student2327@university.com,Male,24,Engineering,92.6,58.12,73.04,59.92,53.07,4.21,91.49,54.17,A,28.4,No,Yes,Master's,Medium,8,6.2 +S3328,Omar,Brown,student2328@university.com,Female,20,Business,75.32,62.31,50.63,86.97,65.92,0.77,51.24,52.8,C,29.2,No,Yes,Bachelor's,High,5,8.8 +S3329,Sara,Davis,student2329@university.com,Female,18,CS,74.51,49.89,48.89,63.99,54.34,7.55,86.49,98.05,C,29.1,Yes,Yes,None,Medium,6,7.1 +S3330,Maria,Davis,student2330@university.com,Female,19,Business,68.09,52.55,74.44,74.67,76.78,0.79,70.35,92.21,F,8.9,No,Yes,PhD,Low,10,5.1 +S3331,Sara,Brown,student2331@university.com,Male,18,CS,,79.41,61.99,66.36,50.72,8.38,50.31,71.96,B,13.7,Yes,Yes,Bachelor's,Medium,1,5.6 +S3332,Emma,Davis,student2332@university.com,Male,20,CS,55.56,70.65,73.48,75.35,72.19,6.63,64.5,62.4,C,12.8,Yes,Yes,Master's,Low,1,5.6 +S3333,Ahmed,Brown,student2333@university.com,Male,23,Business,79.51,53.87,69.91,67.33,58.92,4.17,67.31,53.62,D,28.1,No,Yes,PhD,Medium,1,5.4 +S3334,Ahmed,Smith,student2334@university.com,Female,20,CS,84.08,64.17,76.13,99.71,68.41,8.66,98.24,71.56,A,7.2,No,Yes,Bachelor's,Low,4,7.9 +S3335,Maria,Jones,student2335@university.com,Male,22,Engineering,96.72,62.39,41.93,67.87,83.75,1.86,83.05,80.02,A,19.7,Yes,Yes,PhD,Low,3,5.7 +S3336,Omar,Johnson,student2336@university.com,Male,24,CS,89.01,99.24,41.97,81.35,67.55,2.65,77.18,89.86,A,17.1,Yes,Yes,High School,Low,5,5.0 +S3337,Sara,Brown,student2337@university.com,Female,19,CS,82.19,91.21,83.3,94.42,67.07,1.37,56.35,52.58,F,29.4,No,Yes,PhD,Medium,7,7.0 +S3338,Liam,Johnson,student2338@university.com,Female,23,Engineering,55.84,63.28,51.59,81.9,99.54,3.82,69.56,70.89,D,29.1,No,Yes,High School,High,6,6.3 +S3339,Ahmed,Smith,student2339@university.com,Male,22,Engineering,68.69,94.83,79.13,78.29,85.94,9.87,51.79,98.84,D,15.6,Yes,Yes,PhD,Low,3,4.1 +S3340,Emma,Jones,student2340@university.com,Male,19,Engineering,56.94,60.56,72.79,,75.69,1.61,88.08,56.04,F,16.0,Yes,No,PhD,High,2,5.4 +S3341,John,Smith,student2341@university.com,Male,20,Engineering,94.06,80.07,98.91,74.82,78.97,8.31,58.14,70.01,A,14.6,No,Yes,PhD,Low,2,4.2 +S3342,Ali,Davis,student2342@university.com,Male,20,CS,87.48,98.0,90.12,90.38,81.01,6.52,79.72,63.75,B,24.7,No,Yes,High School,High,3,7.8 +S3343,Ali,Johnson,student2343@university.com,Female,21,Engineering,87.88,63.42,64.79,52.52,51.23,0.16,84.97,56.7,A,7.5,No,Yes,Bachelor's,High,10,8.8 +S3344,Ali,Jones,student2344@university.com,Male,21,Mathematics,,80.79,76.98,94.26,54.01,9.45,68.33,91.95,B,7.9,Yes,No,Master's,Low,3,6.5 +S3345,Liam,Davis,student2345@university.com,Male,20,Business,75.35,57.76,47.04,79.31,82.46,9.71,81.63,84.86,B,22.6,Yes,Yes,PhD,High,3,6.8 +S3346,Omar,Jones,student2346@university.com,Female,20,CS,57.5,55.98,63.18,92.44,68.22,9.25,88.21,70.58,F,5.4,No,Yes,Master's,Medium,8,8.2 +S3347,Sara,Davis,student2347@university.com,Male,18,CS,66.48,74.45,84.03,50.52,52.77,5.02,59.21,68.45,C,21.8,Yes,Yes,Master's,Medium,3,4.1 +S3348,Maria,Smith,student2348@university.com,Male,24,Mathematics,,98.76,77.36,93.46,64.88,2.2,80.04,91.39,A,8.2,Yes,Yes,PhD,Medium,6,4.8 +S3349,Liam,Brown,student2349@university.com,Female,18,Engineering,86.25,67.19,69.07,,56.51,3.91,86.69,54.54,A,24.7,Yes,Yes,High School,Low,9,7.3 +S3350,Liam,Johnson,student2350@university.com,Female,24,Engineering,58.01,96.26,50.59,86.06,95.82,6.14,67.85,57.34,D,23.5,No,Yes,None,Medium,8,7.7 +S3351,Ahmed,Williams,student2351@university.com,Male,22,Business,85.11,94.86,88.19,70.83,60.15,3.79,58.12,95.33,A,9.6,No,Yes,None,Low,6,7.1 +S3352,John,Williams,student2352@university.com,Female,21,CS,84.61,55.23,56.39,,57.18,7.08,64.31,90.86,F,23.9,No,Yes,None,Medium,10,8.7 +S3353,Liam,Smith,student2353@university.com,Female,21,Engineering,72.97,64.11,89.23,81.41,81.31,7.96,96.65,88.74,C,24.8,No,Yes,PhD,Medium,5,6.0 +S3354,Emma,Johnson,student2354@university.com,Male,20,Mathematics,56.76,78.6,76.7,58.17,76.1,2.09,67.87,81.2,D,28.1,No,Yes,Master's,Medium,5,6.8 +S3355,John,Johnson,student2355@university.com,Female,20,Engineering,65.74,71.08,62.36,75.73,78.8,4.05,55.39,64.62,A,23.1,Yes,No,,Medium,8,8.8 +S3356,Emma,Smith,student2356@university.com,Male,22,CS,66.0,45.76,42.44,63.86,71.8,9.58,54.14,96.74,C,26.7,No,Yes,PhD,High,7,8.5 +S3357,Omar,Johnson,student2357@university.com,Male,23,CS,85.02,99.62,53.95,78.02,73.36,2.5,59.02,74.59,B,20.9,No,Yes,PhD,High,5,4.2 +S3358,Sara,Brown,student2358@university.com,Male,23,CS,55.69,85.16,93.34,86.9,88.94,3.46,56.38,64.03,F,20.6,Yes,Yes,,Medium,10,5.8 +S3359,Ali,Smith,student2359@university.com,Male,23,Business,91.45,66.26,89.08,54.06,61.0,0.36,74.75,68.28,A,21.9,No,Yes,High School,Low,6,7.7 +S3360,Liam,Brown,student2360@university.com,Female,21,CS,88.05,77.09,74.49,75.79,69.83,3.32,67.38,50.84,B,15.2,No,Yes,Bachelor's,Low,5,4.0 +S3361,Sara,Johnson,student2361@university.com,Male,18,CS,59.32,45.25,67.98,80.88,97.89,3.71,92.07,62.76,D,10.7,Yes,Yes,High School,High,9,8.3 +S3362,Omar,Smith,student2362@university.com,Male,23,Mathematics,85.96,69.72,78.83,,59.5,1.0,94.05,59.4,A,15.3,No,Yes,Master's,High,6,6.5 +S3363,Maria,Johnson,student2363@university.com,Male,19,CS,83.43,95.85,67.97,,64.69,0.01,73.66,56.78,A,19.8,No,Yes,PhD,Low,3,4.4 +S3364,Maria,Smith,student2364@university.com,Male,22,CS,87.41,93.8,78.66,76.02,59.58,5.75,94.43,51.61,B,22.3,Yes,Yes,High School,Medium,3,6.2 +S3365,Omar,Johnson,student2365@university.com,Female,23,CS,59.45,60.24,58.44,59.13,51.02,3.02,72.52,61.34,D,16.4,Yes,Yes,None,Medium,10,6.5 +S3366,Emma,Brown,student2366@university.com,Female,19,CS,57.88,71.88,90.31,,63.49,0.18,82.1,55.18,C,13.3,Yes,Yes,Bachelor's,Medium,10,5.8 +S3367,Ahmed,Brown,student2367@university.com,Female,23,Engineering,61.82,81.84,82.12,77.08,52.32,8.6,58.13,52.26,A,11.2,No,Yes,PhD,High,4,6.3 +S3368,Ahmed,Johnson,student2368@university.com,Male,18,Mathematics,68.29,60.4,59.8,68.76,57.73,5.84,52.63,56.87,B,9.6,No,Yes,High School,Low,5,8.5 +S3369,Emma,Smith,student2369@university.com,Female,18,Business,89.68,43.89,89.84,59.63,68.13,1.71,58.0,60.12,B,16.9,Yes,Yes,,High,9,5.6 +S3370,Maria,Williams,student2370@university.com,Female,23,Engineering,86.9,70.33,69.24,51.53,51.04,8.65,62.59,70.8,A,22.7,No,Yes,None,Low,10,8.8 +S3371,Maria,Brown,student2371@university.com,Male,19,Engineering,96.27,76.1,50.48,78.33,87.65,2.54,87.55,79.18,A,25.7,Yes,Yes,High School,Medium,2,7.4 +S3372,Liam,Brown,student2372@university.com,Female,22,Engineering,52.93,40.35,44.66,79.93,89.78,2.27,58.68,66.11,D,13.6,No,Yes,High School,Low,2,8.5 +S3373,Maria,Davis,student2373@university.com,Male,19,CS,,45.73,81.98,57.09,70.57,8.95,56.53,57.06,A,20.3,No,Yes,Master's,High,1,5.0 +S3374,Sara,Williams,student2374@university.com,Female,22,CS,84.96,52.44,91.91,80.09,99.23,1.79,96.38,97.02,D,16.9,Yes,No,PhD,Low,8,6.5 +S3375,Maria,Johnson,student2375@university.com,Female,23,Mathematics,63.96,60.88,88.45,97.6,83.95,8.79,84.44,75.74,B,29.2,No,Yes,None,Low,1,6.8 +S3376,John,Smith,student2376@university.com,Female,22,CS,66.7,72.46,79.34,98.91,87.19,8.03,73.67,87.09,F,27.1,No,Yes,Master's,High,6,4.4 +S3377,Liam,Davis,student2377@university.com,Female,20,CS,77.34,57.63,48.48,94.42,59.62,3.1,54.75,84.72,D,27.1,No,Yes,,Medium,2,6.5 +S3378,Ali,Johnson,student2378@university.com,Male,21,Engineering,55.12,56.57,45.64,90.35,91.87,0.34,92.59,64.24,F,19.5,No,Yes,High School,High,9,8.3 +S3379,Maria,Jones,student2379@university.com,Male,24,Engineering,,92.16,60.7,60.47,97.25,0.83,55.41,77.99,A,15.9,Yes,Yes,,Medium,4,4.3 +S3380,Emma,Brown,student2380@university.com,Female,21,CS,66.26,48.7,91.29,57.82,61.82,1.1,80.55,80.11,F,21.3,No,Yes,None,Low,10,7.2 +S3381,Ali,Jones,student2381@university.com,Male,18,CS,81.64,69.73,97.7,72.25,84.32,8.91,83.38,67.59,B,9.0,Yes,Yes,PhD,Medium,5,8.9 +S3382,Sara,Brown,student2382@university.com,Female,20,CS,91.7,97.17,54.48,,87.35,4.04,70.01,83.54,A,27.1,No,Yes,,Low,2,6.6 +S3383,Emma,Brown,student2383@university.com,Female,21,Engineering,58.56,77.5,85.73,92.53,65.26,0.33,95.56,89.53,D,11.8,No,Yes,None,Low,5,5.5 +S3384,Ali,Jones,student2384@university.com,Female,23,CS,96.54,83.03,74.43,61.6,73.75,5.57,52.54,68.21,A,25.7,No,Yes,Bachelor's,Low,7,6.9 +S3385,Emma,Jones,student2385@university.com,Female,22,Engineering,76.53,65.87,41.91,73.98,54.88,2.08,90.91,50.75,F,12.5,No,Yes,Master's,High,5,6.7 +S3386,Sara,Johnson,student2386@university.com,Female,22,Engineering,96.15,41.2,72.57,,58.65,2.35,77.69,67.47,A,18.1,Yes,Yes,None,Low,1,4.5 +S3387,Liam,Davis,student2387@university.com,Female,19,Business,60.39,78.77,88.36,72.28,53.08,1.61,80.56,55.84,D,24.3,No,Yes,,Low,9,5.1 +S3388,John,Davis,student2388@university.com,Male,19,CS,80.23,77.92,56.57,72.71,78.01,7.62,99.34,57.78,F,14.8,No,Yes,Master's,High,2,7.3 +S3389,Sara,Jones,student2389@university.com,Male,22,CS,,46.63,93.84,61.26,81.26,0.01,79.13,68.3,F,14.0,No,Yes,None,Medium,4,7.0 +S3390,Sara,Johnson,student2390@university.com,Female,23,Engineering,88.71,67.73,54.18,99.33,95.81,4.39,89.85,60.38,A,27.2,No,Yes,High School,Medium,6,5.7 +S3391,Emma,Davis,student2391@university.com,Male,22,Business,80.3,94.92,44.59,73.76,77.11,0.87,57.68,96.74,D,6.7,No,Yes,None,High,1,8.9 +S3392,Liam,Johnson,student2392@university.com,Female,19,CS,74.73,52.31,49.6,76.64,63.03,5.52,90.46,82.64,C,26.0,No,Yes,High School,Medium,9,7.2 +S3393,Omar,Johnson,student2393@university.com,Male,21,Engineering,,67.67,90.22,60.93,52.97,3.46,88.05,75.92,B,28.2,No,Yes,High School,High,9,5.2 +S3394,Ahmed,Brown,student2394@university.com,Male,18,CS,,67.67,65.04,,94.25,0.28,98.41,50.49,A,19.1,Yes,Yes,High School,Medium,8,6.4 +S3395,Maria,Davis,student2395@university.com,Male,19,CS,,88.65,87.82,62.77,73.94,4.61,96.79,55.18,A,22.4,Yes,Yes,Master's,Medium,9,7.6 +S3396,Maria,Davis,student2396@university.com,Female,23,Engineering,80.41,89.47,71.87,60.12,86.87,5.71,60.7,89.42,B,26.5,No,Yes,High School,Medium,4,7.4 +S3397,John,Brown,student2397@university.com,Male,21,CS,81.2,85.56,68.83,63.79,50.73,2.48,73.25,69.49,D,15.9,No,Yes,None,Medium,9,5.2 +S3398,John,Jones,student2398@university.com,Female,21,Business,71.95,61.93,88.41,50.14,74.41,7.66,95.57,52.27,C,27.0,No,Yes,,Low,4,7.2 +S3399,Maria,Brown,student2399@university.com,Female,21,Engineering,74.33,44.32,65.41,78.51,66.29,3.71,82.04,91.28,A,14.3,No,Yes,High School,Low,5,5.7 +S3400,Ahmed,Davis,student2400@university.com,Female,20,Engineering,97.98,60.97,88.12,69.37,51.52,7.49,73.19,65.13,A,12.7,No,Yes,,Low,6,6.3 +S3401,Maria,Davis,student2401@university.com,Male,20,Engineering,86.63,80.79,46.04,94.93,88.78,5.79,55.45,69.31,B,29.6,Yes,Yes,None,Low,7,7.3 +S3402,Omar,Jones,student2402@university.com,Male,24,Engineering,55.53,82.16,78.18,52.04,75.65,8.69,67.59,98.72,D,5.8,No,Yes,Bachelor's,Medium,3,6.9 +S3403,Ahmed,Brown,student2403@university.com,Male,21,CS,60.61,97.9,82.16,52.16,66.66,5.47,83.26,50.78,A,13.0,No,Yes,None,Medium,2,7.6 +S3404,John,Smith,student2404@university.com,Female,23,Business,98.78,67.22,93.95,94.29,90.29,1.86,88.85,86.07,A,16.5,No,Yes,,Medium,5,5.9 +S3405,Ali,Smith,student2405@university.com,Female,22,Mathematics,86.32,77.95,53.46,56.33,72.35,8.23,72.36,97.44,A,12.8,No,Yes,None,High,10,7.8 +S3406,Emma,Jones,student2406@university.com,Male,23,CS,95.75,72.35,76.25,50.11,50.17,7.83,52.79,53.19,B,12.1,No,Yes,High School,Medium,3,4.1 +S3407,Omar,Brown,student2407@university.com,Female,20,CS,65.19,49.04,66.0,58.95,97.22,9.72,81.66,93.3,C,14.3,No,Yes,Bachelor's,Low,3,4.9 +S3408,Omar,Brown,student2408@university.com,Male,19,CS,87.09,67.67,62.97,91.19,62.78,0.94,96.08,70.81,A,15.0,No,Yes,Bachelor's,Low,7,8.9 +S3409,Liam,Johnson,student2409@university.com,Male,24,Engineering,85.7,72.69,46.4,90.14,91.53,5.91,74.82,93.9,B,6.8,No,Yes,,Low,6,4.4 +S3410,John,Davis,student2410@university.com,Male,20,Engineering,64.73,97.04,48.05,67.01,90.82,4.92,96.42,65.41,A,24.4,Yes,Yes,High School,High,3,7.3 +S3411,John,Williams,student2411@university.com,Male,22,Business,77.54,61.99,90.22,83.4,58.12,6.71,67.71,99.13,C,9.2,Yes,Yes,PhD,Medium,7,8.6 +S3412,Sara,Jones,student2412@university.com,Female,18,Business,81.37,98.81,84.99,,73.7,9.8,94.32,82.35,C,6.0,No,Yes,High School,High,10,8.3 +S3413,Omar,Williams,student2413@university.com,Male,24,Engineering,74.06,72.54,62.94,95.24,52.01,5.32,89.32,81.35,D,19.8,Yes,Yes,PhD,Low,10,8.6 +S3414,Sara,Williams,student2414@university.com,Male,20,Engineering,91.36,54.55,89.71,,67.73,6.86,98.09,90.3,A,21.7,Yes,Yes,High School,Medium,6,8.9 +S3415,Sara,Jones,student2415@university.com,Male,23,Engineering,91.64,51.5,44.85,90.66,86.55,3.47,89.55,71.83,A,24.0,No,Yes,None,Medium,1,5.8 +S3416,Emma,Brown,student2416@university.com,Male,24,Engineering,,48.5,77.49,58.53,61.85,2.99,66.07,62.93,B,7.2,No,No,,High,5,5.7 +S3417,Sara,Jones,student2417@university.com,Male,23,Engineering,90.17,67.18,92.09,69.58,55.86,3.35,95.03,63.15,A,9.3,No,Yes,,Medium,4,4.6 +S3418,Ahmed,Williams,student2418@university.com,Male,21,Engineering,74.4,41.32,90.33,59.6,75.36,0.39,83.49,66.53,D,9.6,No,Yes,Master's,Medium,3,5.0 +S3419,Maria,Davis,student2419@university.com,Male,21,Engineering,,66.7,62.37,85.13,76.85,2.85,58.1,80.87,F,19.8,Yes,Yes,None,High,3,7.3 +S3420,Ali,Davis,student2420@university.com,Female,21,Engineering,91.57,99.3,84.71,83.92,83.79,1.73,52.3,91.92,A,27.2,No,Yes,Bachelor's,High,8,5.7 +S3421,John,Davis,student2421@university.com,Female,24,Engineering,74.51,80.21,65.65,77.39,87.96,4.57,68.29,74.98,F,22.7,No,Yes,,Low,3,5.7 +S3422,Ahmed,Brown,student2422@university.com,Female,18,Business,62.32,85.59,90.41,84.91,84.79,4.61,89.34,70.17,A,12.9,No,Yes,None,Medium,2,7.2 +S3423,Ali,Smith,student2423@university.com,Female,22,Engineering,75.37,47.14,71.85,81.98,92.27,7.65,80.91,89.69,F,26.3,No,Yes,PhD,Low,5,4.5 +S3424,Omar,Jones,student2424@university.com,Male,24,Engineering,57.09,68.39,85.89,,61.15,5.02,76.36,64.48,C,21.7,No,No,Bachelor's,High,10,4.3 +S3425,Omar,Davis,student2425@university.com,Female,19,Engineering,,57.17,44.71,61.97,78.49,4.63,50.19,84.45,D,22.2,Yes,Yes,PhD,High,3,8.0 +S3426,Omar,Jones,student2426@university.com,Female,23,Engineering,66.8,93.65,75.4,71.45,68.0,2.32,71.78,55.29,B,28.9,No,Yes,None,Medium,10,7.9 +S3427,Ahmed,Davis,student2427@university.com,Female,23,CS,63.03,50.88,73.02,57.58,98.11,8.52,57.89,55.66,B,28.8,No,Yes,None,High,3,5.9 +S3428,Ahmed,Brown,student2428@university.com,Male,24,CS,97.83,67.52,76.6,71.48,72.01,0.91,72.73,82.2,A,14.6,Yes,Yes,,Medium,8,7.0 +S3429,John,Smith,student2429@university.com,Female,24,Engineering,88.84,75.28,81.74,85.08,97.99,9.82,99.59,54.14,B,20.9,Yes,Yes,None,Medium,9,5.2 +S3430,Maria,Smith,student2430@university.com,Female,22,Engineering,89.35,70.84,95.09,84.57,88.45,4.76,93.98,57.75,B,10.1,No,Yes,PhD,Medium,2,5.8 +S3431,Liam,Davis,student2431@university.com,Male,18,Mathematics,,89.81,87.14,85.47,85.92,1.86,65.53,81.22,B,15.3,Yes,Yes,Master's,Medium,1,4.2 +S3432,Sara,Brown,student2432@university.com,Female,24,CS,91.96,53.89,53.18,65.44,74.58,3.54,79.68,71.91,B,11.8,No,Yes,None,High,8,5.4 +S3433,Omar,Johnson,student2433@university.com,Male,21,CS,87.96,62.64,89.55,83.11,72.17,0.15,75.1,78.06,A,14.2,No,Yes,,Low,10,4.1 +S3434,Emma,Jones,student2434@university.com,Female,22,CS,79.94,87.53,47.32,,76.33,1.67,56.5,98.85,A,21.9,Yes,Yes,PhD,High,10,6.1 +S3435,Maria,Jones,student2435@university.com,Male,19,CS,98.06,71.68,77.33,97.22,64.68,3.35,99.49,81.6,B,10.3,No,Yes,,Low,6,6.6 +S3436,Emma,Williams,student2436@university.com,Female,21,Business,59.58,64.13,92.97,,95.23,5.54,71.26,79.54,F,9.5,No,Yes,High School,Medium,9,6.5 +S3437,John,Brown,student2437@university.com,Female,19,CS,97.17,41.77,46.07,80.15,89.72,1.29,75.28,69.01,A,14.5,No,Yes,PhD,Low,1,5.7 +S3438,John,Williams,student2438@university.com,Female,20,Engineering,70.07,85.2,90.98,87.51,90.07,6.76,82.38,81.54,F,7.5,No,Yes,PhD,Low,5,5.0 +S3439,John,Davis,student2439@university.com,Male,19,Engineering,76.42,98.33,87.92,95.32,71.66,8.44,59.58,50.65,F,25.3,No,Yes,None,High,5,6.3 +S3440,Ali,Williams,student2440@university.com,Female,21,Engineering,,77.22,70.23,71.9,53.55,5.72,61.11,77.87,D,29.0,Yes,No,PhD,Medium,3,8.3 +S3441,Emma,Smith,student2441@university.com,Male,20,Business,77.01,91.39,58.53,68.02,84.15,2.97,59.63,53.44,B,25.0,Yes,Yes,Bachelor's,Medium,2,8.9 +S3442,Maria,Jones,student2442@university.com,Male,21,Engineering,80.56,71.01,64.33,71.5,68.72,1.21,69.22,61.01,A,18.3,No,Yes,High School,Medium,9,5.6 +S3443,Liam,Williams,student2443@university.com,Male,23,CS,99.89,53.9,98.12,,93.52,0.16,59.98,78.16,B,21.9,No,Yes,Bachelor's,Medium,7,8.9 +S3444,Maria,Smith,student2444@university.com,Male,21,Business,,40.87,52.1,,89.02,7.32,96.32,83.4,D,25.1,Yes,Yes,Bachelor's,Medium,9,6.2 +S3445,Ahmed,Brown,student2445@university.com,Female,20,Business,98.32,79.2,74.78,96.64,57.27,6.28,85.72,69.24,B,6.7,No,Yes,None,Medium,3,7.1 +S3446,Ahmed,Williams,student2446@university.com,Female,19,CS,67.42,69.59,44.99,56.3,80.09,4.76,94.89,70.95,F,15.5,Yes,Yes,PhD,High,1,8.0 +S3447,Omar,Davis,student2447@university.com,Female,23,CS,99.56,86.93,53.07,78.05,84.61,1.02,92.42,74.9,A,8.6,No,Yes,High School,High,2,5.8 +S3448,Liam,Davis,student2448@university.com,Male,18,CS,72.77,81.68,85.8,94.88,78.41,2.07,85.16,87.95,C,7.3,Yes,Yes,High School,Low,6,5.0 +S3449,Ahmed,Davis,student2449@university.com,Female,18,CS,,99.28,58.16,55.01,75.7,8.15,62.14,50.88,F,24.0,No,Yes,High School,Medium,6,5.4 +S3450,John,Jones,student2450@university.com,Male,18,Mathematics,,70.62,99.15,,61.39,4.8,80.77,72.35,F,26.5,No,Yes,Bachelor's,Medium,2,8.2 +S3451,Maria,Williams,student2451@university.com,Male,18,Engineering,75.29,65.63,70.05,93.26,61.8,9.63,59.31,50.71,B,7.1,No,Yes,High School,Low,9,8.7 +S3452,Emma,Brown,student2452@university.com,Male,22,CS,98.3,57.2,70.99,95.02,88.4,10.0,56.62,65.96,A,9.5,No,Yes,High School,High,10,4.6 +S3453,John,Williams,student2453@university.com,Female,18,Business,97.35,68.61,42.18,75.72,50.93,8.01,81.63,75.99,A,10.5,No,Yes,,Low,1,7.5 +S3454,Ali,Jones,student2454@university.com,Female,20,Engineering,84.19,92.37,97.39,51.25,88.95,2.58,81.23,54.0,D,26.4,Yes,Yes,None,Low,4,4.2 +S3455,Ahmed,Smith,student2455@university.com,Male,24,CS,89.89,42.55,50.45,55.28,76.34,2.31,57.83,74.26,B,27.8,Yes,Yes,Bachelor's,Low,4,8.4 +S3456,John,Jones,student2456@university.com,Female,18,Mathematics,,98.67,72.3,79.34,96.81,2.54,67.62,96.23,C,24.1,No,Yes,Bachelor's,High,1,8.3 +S3457,John,Davis,student2457@university.com,Female,21,Business,86.08,99.6,63.74,56.19,99.87,9.87,53.31,84.27,A,24.9,Yes,Yes,,Medium,5,7.9 +S3458,Ali,Smith,student2458@university.com,Male,24,Business,80.9,75.87,64.94,57.47,83.17,3.35,85.79,89.11,F,13.6,Yes,Yes,Master's,Low,6,8.1 +S3459,Sara,Davis,student2459@university.com,Male,18,Engineering,54.58,59.89,78.6,88.61,70.61,7.06,99.37,79.02,D,15.2,No,Yes,Master's,Medium,9,7.0 +S3460,Maria,Johnson,student2460@university.com,Female,24,Business,55.66,53.38,79.73,87.53,73.75,9.59,87.0,94.82,D,12.0,No,Yes,PhD,Low,8,4.7 +S3461,Emma,Jones,student2461@university.com,Male,19,CS,55.42,56.59,49.26,92.14,60.21,8.2,92.21,57.34,D,29.0,No,Yes,PhD,Low,4,8.6 +S3462,Omar,Jones,student2462@university.com,Male,20,Engineering,86.22,43.01,69.98,55.29,54.96,5.98,73.82,72.49,A,23.2,No,Yes,Bachelor's,High,6,4.7 +S3463,Sara,Brown,student2463@university.com,Female,20,Mathematics,57.09,68.51,87.43,59.91,78.94,1.69,54.78,79.85,D,13.5,No,Yes,,High,7,5.1 +S3464,Ahmed,Williams,student2464@university.com,Female,24,CS,,43.44,66.6,91.65,90.27,1.75,86.33,93.67,A,8.4,Yes,Yes,Master's,High,6,6.2 +S3465,John,Smith,student2465@university.com,Male,23,Business,,83.11,49.95,86.05,63.09,4.92,62.83,65.4,C,9.9,No,Yes,PhD,Low,5,6.5 +S3466,Liam,Smith,student2466@university.com,Female,22,Engineering,77.53,62.32,58.79,90.3,70.98,9.52,69.41,50.06,F,10.1,Yes,Yes,Master's,Medium,1,4.5 +S3467,Ali,Brown,student2467@university.com,Male,21,CS,85.32,51.96,52.74,99.49,77.74,9.04,85.15,98.72,A,20.4,Yes,No,Master's,Low,7,7.8 +S3468,Ali,Brown,student2468@university.com,Male,24,Business,84.24,72.69,47.55,93.22,95.39,1.66,95.24,51.3,D,27.6,No,Yes,Bachelor's,Medium,7,4.7 +S3469,Liam,Williams,student2469@university.com,Female,20,CS,75.78,98.43,62.65,76.02,56.93,2.88,74.31,57.62,A,26.7,No,Yes,PhD,High,5,7.3 +S3470,Maria,Davis,student2470@university.com,Male,19,Engineering,73.22,81.71,72.46,,61.84,5.89,98.08,71.1,C,6.7,No,Yes,,Low,9,6.3 +S3471,Sara,Williams,student2471@university.com,Male,18,CS,69.89,69.5,44.37,78.48,95.93,4.77,76.0,74.82,C,22.7,Yes,Yes,,Medium,3,8.1 +S3472,Omar,Jones,student2472@university.com,Male,20,Mathematics,93.1,86.61,76.23,81.93,51.98,1.19,56.13,91.72,A,9.2,No,Yes,,Medium,1,5.5 +S3473,Maria,Davis,student2473@university.com,Female,19,CS,66.54,84.25,99.58,66.77,82.81,3.69,75.92,72.39,A,12.8,Yes,Yes,Master's,Medium,5,8.2 +S3474,Liam,Johnson,student2474@university.com,Female,18,CS,62.97,93.5,97.85,,81.98,9.55,93.03,77.37,B,18.6,No,Yes,Bachelor's,Low,4,5.3 +S3475,John,Williams,student2475@university.com,Female,22,CS,87.17,52.28,89.75,54.64,69.16,9.51,76.9,60.0,A,26.0,No,Yes,High School,Low,6,6.9 +S3476,Liam,Brown,student2476@university.com,Male,20,Mathematics,67.99,91.53,55.98,88.97,73.41,5.59,87.39,78.46,C,10.9,No,No,,Medium,2,6.4 +S3477,Maria,Davis,student2477@university.com,Male,20,Business,92.35,58.06,41.34,51.6,92.75,6.35,77.4,67.42,B,26.8,No,Yes,PhD,Medium,5,5.8 +S3478,Emma,Williams,student2478@university.com,Female,24,Business,66.39,96.46,90.01,74.9,58.25,2.22,77.3,54.94,F,23.4,No,Yes,Master's,Medium,8,4.1 +S3479,Ali,Smith,student2479@university.com,Female,24,Engineering,85.1,56.86,43.34,93.07,61.58,7.42,64.24,97.32,A,21.9,Yes,Yes,Master's,Low,8,6.0 +S3480,Ali,Johnson,student2480@university.com,Female,19,Engineering,52.26,95.61,52.34,54.32,75.62,0.52,60.06,54.08,F,8.3,No,Yes,PhD,Low,2,4.6 +S3481,Ahmed,Jones,student2481@university.com,Male,23,CS,69.28,97.83,72.67,75.89,70.49,2.21,63.95,83.89,C,16.9,Yes,Yes,Master's,High,3,5.1 +S3482,Ahmed,Smith,student2482@university.com,Female,24,Engineering,67.16,48.73,50.7,57.97,78.72,0.06,72.04,95.41,A,11.9,No,Yes,Bachelor's,Low,9,7.4 +S3483,Liam,Smith,student2483@university.com,Male,21,CS,90.83,98.47,90.03,,96.04,3.86,90.48,58.96,A,19.7,No,No,PhD,Medium,7,6.9 +S3484,Omar,Johnson,student2484@university.com,Female,22,Mathematics,98.35,45.14,86.63,91.62,95.86,8.5,91.45,61.86,A,21.8,No,Yes,PhD,Medium,9,6.6 +S3485,John,Jones,student2485@university.com,Male,21,Business,,53.11,85.35,96.7,61.5,9.83,58.17,71.34,D,6.6,No,No,None,Low,4,6.8 +S3486,Emma,Brown,student2486@university.com,Male,20,Engineering,91.24,66.65,88.97,93.75,65.11,6.68,77.64,64.73,B,21.1,No,Yes,Master's,Medium,7,4.6 +S3487,Sara,Davis,student2487@university.com,Female,21,CS,84.98,99.62,53.18,86.83,58.1,7.45,70.8,87.95,A,17.5,No,Yes,None,High,7,4.8 +S3488,Maria,Jones,student2488@university.com,Male,18,Business,98.37,69.31,83.73,59.24,96.39,2.63,78.55,66.91,B,26.0,Yes,Yes,Master's,Low,7,6.7 +S3489,Omar,Williams,student2489@university.com,Female,22,CS,90.56,73.02,61.32,65.13,69.89,5.2,82.38,99.29,A,24.8,No,Yes,High School,Medium,10,6.0 +S3490,John,Smith,student2490@university.com,Male,21,CS,53.87,81.67,80.01,74.84,72.49,7.37,63.98,92.94,D,15.3,Yes,Yes,PhD,Low,5,6.3 +S3491,Ahmed,Williams,student2491@university.com,Male,18,CS,85.66,98.1,47.32,,90.13,4.97,95.96,94.77,A,29.4,Yes,Yes,None,High,6,8.4 +S3492,Liam,Brown,student2492@university.com,Female,19,Engineering,76.77,87.0,82.34,89.11,75.65,0.89,96.77,53.18,A,19.7,Yes,Yes,,Low,4,4.9 +S3493,Maria,Williams,student2493@university.com,Male,21,Business,50.82,53.45,98.33,61.35,55.99,7.41,55.27,58.82,C,29.1,No,Yes,None,Low,9,8.6 +S3494,Ahmed,Jones,student2494@university.com,Female,22,CS,62.57,58.18,42.62,56.41,71.89,2.2,85.15,58.47,B,23.0,Yes,Yes,None,Low,4,8.3 +S3495,Liam,Williams,student2495@university.com,Female,18,CS,96.09,45.86,45.63,74.13,81.53,0.98,51.66,83.6,A,15.2,No,Yes,High School,Low,9,8.5 +S3496,Maria,Brown,student2496@university.com,Female,21,Engineering,,78.67,47.42,57.89,85.96,4.78,52.33,50.6,A,10.8,No,Yes,PhD,Medium,9,7.2 +S3497,Sara,Brown,student2497@university.com,Male,19,Business,89.94,50.84,65.83,84.69,82.27,0.75,97.89,90.32,B,16.6,No,Yes,Bachelor's,Medium,5,8.3 +S3498,John,Brown,student2498@university.com,Male,21,CS,,55.44,57.45,,55.96,6.29,84.74,77.35,A,28.4,No,Yes,Master's,Medium,9,9.0 +S3499,Maria,Jones,student2499@university.com,Male,18,CS,90.33,93.29,88.42,87.06,65.22,6.4,66.23,78.32,A,8.3,No,Yes,PhD,High,9,6.4 +S3500,Emma,Brown,student2500@university.com,Female,21,Mathematics,50.51,59.61,68.43,53.17,86.68,2.57,83.49,76.87,F,16.5,No,Yes,Master's,Low,3,8.3 +S3501,Omar,Smith,student2501@university.com,Female,22,Mathematics,64.39,74.0,69.07,98.23,94.01,9.65,92.29,76.77,F,13.7,No,Yes,,Medium,3,8.5 +S3502,Ali,Brown,student2502@university.com,Male,20,Mathematics,51.53,63.85,83.02,50.0,52.36,8.24,93.55,59.89,C,26.7,No,Yes,Bachelor's,Low,4,5.5 +S3503,Emma,Williams,student2503@university.com,Male,18,Business,54.71,44.44,61.72,66.27,52.11,1.1,51.03,64.16,F,25.1,Yes,Yes,Master's,Medium,8,6.2 +S3504,Emma,Davis,student2504@university.com,Female,18,CS,60.94,61.77,61.19,83.98,82.17,7.49,90.91,74.38,F,18.8,Yes,Yes,Master's,High,3,6.9 +S3505,Omar,Williams,student2505@university.com,Male,18,CS,75.18,64.48,85.42,52.26,77.4,3.53,92.66,83.89,F,15.4,No,Yes,Master's,High,2,5.7 +S3506,Ali,Davis,student2506@university.com,Female,18,CS,92.38,93.74,86.8,54.17,57.77,7.5,79.78,63.6,A,22.1,Yes,Yes,Bachelor's,Medium,6,5.6 +S3507,Emma,Williams,student2507@university.com,Male,21,CS,93.1,59.47,40.86,53.83,77.41,8.01,74.0,90.31,A,28.8,No,Yes,Bachelor's,High,3,5.9 +S3508,Maria,Jones,student2508@university.com,Female,22,Mathematics,80.81,62.75,48.63,,98.72,1.51,55.55,90.53,B,7.5,Yes,Yes,Bachelor's,Medium,9,6.1 +S3509,Maria,Williams,student2509@university.com,Male,19,Business,96.41,86.97,52.79,94.8,81.55,6.62,61.98,63.69,A,27.5,No,Yes,,High,10,5.3 +S3510,Maria,Jones,student2510@university.com,Male,22,Business,75.0,85.54,61.1,,72.46,8.63,74.52,78.0,D,12.4,Yes,Yes,Master's,High,9,6.4 +S3511,Ali,Jones,student2511@university.com,Female,18,CS,,87.9,57.49,80.18,91.38,3.23,93.25,67.45,F,5.1,No,Yes,PhD,Low,10,7.9 +S3512,Emma,Brown,student2512@university.com,Female,23,Mathematics,72.7,97.23,80.11,67.3,60.64,0.8,90.16,59.53,C,23.5,No,Yes,,Medium,6,7.1 +S3513,Liam,Smith,student2513@university.com,Female,21,Business,63.86,87.73,89.69,50.94,70.72,0.27,74.8,90.3,C,24.7,No,Yes,,Low,5,5.9 +S3514,Ali,Davis,student2514@university.com,Male,23,CS,95.82,64.46,51.53,51.08,76.39,1.1,89.28,99.57,A,12.6,No,Yes,,Low,2,4.8 +S3515,Maria,Brown,student2515@university.com,Female,21,Business,69.4,89.29,73.78,94.42,75.23,0.04,88.29,78.29,F,24.5,Yes,Yes,Bachelor's,Medium,8,8.1 +S3516,Omar,Brown,student2516@university.com,Female,18,CS,75.17,70.52,62.07,55.13,96.05,3.27,78.95,95.7,D,25.0,No,Yes,None,Low,3,6.6 +S3517,Emma,Jones,student2517@university.com,Male,21,CS,66.44,56.66,70.35,,64.63,2.99,61.02,82.11,D,21.9,No,Yes,Master's,Low,5,8.9 +S3518,Emma,Jones,student2518@university.com,Female,18,Engineering,83.14,58.18,77.25,58.22,52.83,1.1,67.4,78.29,B,6.0,Yes,Yes,Bachelor's,Medium,10,5.3 +S3519,Ahmed,Davis,student2519@university.com,Female,22,Engineering,99.75,53.43,93.62,83.73,95.82,6.51,58.2,74.01,A,21.7,Yes,Yes,Master's,Low,4,4.9 +S3520,Ahmed,Williams,student2520@university.com,Female,24,CS,,48.7,51.54,97.45,60.85,9.92,50.36,61.79,C,28.3,No,Yes,PhD,High,3,4.0 +S3521,Sara,Williams,student2521@university.com,Male,20,CS,94.99,51.07,45.22,68.11,68.95,9.01,54.03,54.21,B,20.5,No,Yes,None,High,3,4.4 +S3522,Liam,Brown,student2522@university.com,Male,21,Mathematics,50.2,43.79,77.63,86.72,76.54,2.53,87.98,72.12,F,14.2,No,Yes,Master's,High,9,5.9 +S3523,Liam,Johnson,student2523@university.com,Male,18,Engineering,68.21,93.31,63.65,67.54,98.79,7.7,51.67,78.07,B,19.1,No,No,,High,2,5.0 +S3524,John,Johnson,student2524@university.com,Female,23,Business,58.43,95.86,49.77,65.25,76.76,9.37,69.99,75.47,C,29.8,No,Yes,Bachelor's,Medium,3,4.2 +S3525,Liam,Williams,student2525@university.com,Male,18,CS,87.87,75.21,47.03,60.09,72.39,9.06,99.29,84.78,B,16.8,No,Yes,Master's,Medium,5,5.1 +S3526,Ahmed,Johnson,student2526@university.com,Female,23,CS,52.53,90.43,73.53,91.05,79.18,8.85,89.76,59.6,C,26.0,No,Yes,High School,Low,4,7.6 +S3527,Ali,Williams,student2527@university.com,Female,21,CS,77.67,51.01,58.03,,98.54,7.86,87.53,67.71,B,8.5,Yes,Yes,Master's,Low,9,7.7 +S3528,Liam,Jones,student2528@university.com,Female,19,CS,64.75,94.1,99.85,64.16,90.9,2.93,63.74,70.78,D,6.4,Yes,Yes,,Medium,5,4.7 +S3529,Ahmed,Brown,student2529@university.com,Male,23,CS,56.68,70.38,64.35,99.95,58.45,0.84,82.09,59.33,F,14.8,No,Yes,Bachelor's,Medium,10,8.7 +S3530,Sara,Smith,student2530@university.com,Male,18,CS,,44.03,52.74,66.37,90.16,4.88,74.94,95.32,F,8.4,Yes,No,,Low,5,4.8 +S3531,Emma,Brown,student2531@university.com,Female,21,Engineering,60.87,48.48,77.73,71.14,92.05,0.55,81.19,84.08,A,13.3,No,Yes,,Low,7,4.4 +S3532,Liam,Williams,student2532@university.com,Female,18,CS,61.18,58.54,54.66,99.5,84.53,9.98,71.79,54.59,D,22.9,No,Yes,None,Low,4,4.8 +S3533,Sara,Williams,student2533@university.com,Male,19,Business,63.75,42.61,69.65,68.47,82.86,3.58,76.55,85.64,D,16.1,No,No,,Low,5,4.7 +S3534,Emma,Brown,student2534@university.com,Male,20,CS,79.34,58.56,68.95,68.31,72.04,9.58,99.42,77.39,B,13.0,No,Yes,,High,1,7.2 +S3535,Omar,Davis,student2535@university.com,Male,24,Engineering,82.98,43.6,67.21,91.39,82.08,7.73,66.47,76.2,D,27.3,No,Yes,Master's,Medium,7,4.8 +S3536,Omar,Williams,student2536@university.com,Female,24,CS,50.88,54.16,87.77,65.6,86.88,4.11,60.82,99.49,F,5.2,No,Yes,None,Low,4,7.2 +S3537,Emma,Johnson,student2537@university.com,Male,19,Engineering,62.09,55.94,53.0,61.69,56.14,1.18,72.42,80.91,C,25.4,No,Yes,Bachelor's,Low,2,5.4 +S3538,Liam,Johnson,student2538@university.com,Male,22,CS,,99.66,94.26,,62.87,2.37,76.22,94.84,C,20.5,No,Yes,High School,Low,7,5.2 +S3539,John,Williams,student2539@university.com,Male,21,Mathematics,66.6,54.13,87.48,85.03,59.7,6.73,54.28,95.68,B,6.2,No,Yes,High School,Medium,8,8.5 +S3540,Ahmed,Williams,student2540@university.com,Female,19,Business,94.21,54.35,59.99,52.16,92.06,8.3,90.3,55.07,A,5.9,No,Yes,Bachelor's,Low,9,5.1 +S3541,Ali,Davis,student2541@university.com,Male,20,Engineering,89.39,81.21,50.84,68.7,84.0,9.79,71.1,50.42,A,9.3,Yes,Yes,None,Medium,8,8.3 +S3542,Ali,Johnson,student2542@university.com,Female,18,CS,81.29,91.56,56.77,67.31,72.54,1.32,70.66,71.76,F,29.4,No,Yes,PhD,Medium,8,5.5 +S3543,Maria,Williams,student2543@university.com,Female,21,Engineering,66.9,63.22,59.96,62.24,91.3,1.56,82.94,88.46,D,7.1,Yes,Yes,High School,Low,8,9.0 +S3544,Emma,Williams,student2544@university.com,Female,23,Business,85.03,92.54,73.42,82.71,85.84,0.42,88.66,91.21,A,23.5,No,Yes,Master's,Medium,7,8.9 +S3545,Ali,Davis,student2545@university.com,Male,19,CS,92.18,60.41,42.78,64.5,95.68,2.6,99.3,89.37,A,15.0,No,Yes,High School,Medium,2,8.1 +S3546,Liam,Davis,student2546@university.com,Male,20,Engineering,79.74,51.82,94.86,80.34,53.84,8.21,58.68,72.36,B,10.9,Yes,Yes,PhD,High,2,8.3 +S3547,John,Brown,student2547@university.com,Male,19,Business,89.22,59.78,45.92,75.22,75.46,1.98,67.28,87.5,A,19.4,No,Yes,Bachelor's,Medium,9,8.1 +S3548,Emma,Davis,student2548@university.com,Female,22,Business,87.46,76.56,56.76,60.86,85.34,5.48,58.41,85.94,A,14.2,No,Yes,None,Medium,1,7.1 +S3549,John,Smith,student2549@university.com,Male,24,Business,78.59,62.03,46.56,63.33,60.37,4.46,94.04,65.69,C,12.8,No,Yes,,Medium,1,8.0 +S3550,Liam,Johnson,student2550@university.com,Female,24,Business,,80.37,55.4,58.53,66.36,3.26,77.42,58.44,D,11.0,No,Yes,Bachelor's,Low,7,7.1 +S3551,Ali,Brown,student2551@university.com,Male,21,Mathematics,87.29,54.22,90.26,52.83,70.95,6.18,92.62,81.07,A,16.4,No,Yes,None,High,10,8.2 +S3552,Ali,Smith,student2552@university.com,Male,18,Engineering,60.34,82.06,76.91,80.96,89.72,5.02,99.26,83.85,C,9.2,No,Yes,Bachelor's,Medium,6,8.7 +S3553,Maria,Williams,student2553@university.com,Male,20,Engineering,,60.85,53.64,83.64,74.68,3.35,77.51,78.4,F,26.3,No,Yes,Bachelor's,Medium,6,7.8 +S3554,Ali,Williams,student2554@university.com,Male,19,Business,90.23,67.35,92.31,58.3,74.64,6.89,55.91,60.66,A,19.8,No,Yes,High School,Medium,8,8.8 +S3555,Emma,Brown,student2555@university.com,Female,21,Engineering,91.11,73.46,88.04,80.77,71.54,2.8,68.06,63.83,A,6.6,Yes,Yes,Master's,Low,4,6.2 +S3556,Liam,Davis,student2556@university.com,Female,19,Mathematics,73.65,81.17,85.22,99.1,61.43,6.43,51.81,85.42,C,16.4,No,No,None,High,5,8.6 +S3557,Omar,Williams,student2557@university.com,Female,21,CS,59.62,54.32,90.86,53.72,96.15,9.57,92.47,98.13,C,20.7,No,No,High School,High,5,5.1 +S3558,Liam,Jones,student2558@university.com,Female,24,CS,54.99,90.16,77.18,74.52,65.89,7.29,50.89,97.24,D,26.5,No,No,PhD,Low,6,4.2 +S3559,Emma,Brown,student2559@university.com,Male,22,CS,87.17,83.31,70.09,86.65,78.37,4.18,79.61,75.98,B,5.6,No,Yes,High School,Medium,1,4.6 +S3560,Emma,Smith,student2560@university.com,Female,19,CS,94.31,54.05,62.44,52.3,57.44,7.48,55.31,94.33,A,16.4,No,Yes,High School,Low,4,4.8 +S3561,Maria,Brown,student2561@university.com,Female,22,CS,82.54,98.5,53.43,88.91,71.71,8.09,50.38,51.47,F,22.6,No,Yes,Bachelor's,Low,3,8.1 +S3562,Maria,Johnson,student2562@university.com,Female,23,Business,57.21,79.89,73.44,98.98,95.19,3.26,62.81,93.06,F,9.9,Yes,Yes,Master's,Low,7,6.0 +S3563,Ali,Davis,student2563@university.com,Male,23,CS,96.74,67.15,93.37,54.42,99.77,7.05,77.59,73.81,A,10.5,Yes,Yes,High School,High,1,5.2 +S3564,Sara,Davis,student2564@university.com,Female,24,Business,99.46,49.45,75.64,91.11,68.09,4.34,53.75,89.08,A,17.2,No,Yes,,Medium,2,8.1 +S3565,Liam,Brown,student2565@university.com,Female,20,Engineering,71.67,71.99,95.18,68.93,57.7,8.19,80.74,50.28,D,27.1,Yes,Yes,Bachelor's,Medium,8,5.0 +S3566,Liam,Williams,student2566@university.com,Male,22,CS,79.74,49.89,61.42,57.21,65.72,2.95,83.6,93.43,F,15.0,No,Yes,High School,High,2,4.4 +S3567,Sara,Williams,student2567@university.com,Male,21,CS,,65.77,81.71,74.66,66.36,9.38,98.48,79.75,B,17.1,Yes,Yes,,Medium,9,6.3 +S3568,Maria,Jones,student2568@university.com,Female,20,Engineering,,64.52,78.92,53.58,82.23,5.75,94.98,62.01,B,20.9,No,Yes,None,Low,4,4.3 +S3569,Ali,Jones,student2569@university.com,Female,19,Business,98.39,83.2,80.23,76.11,74.81,3.53,78.34,67.37,B,12.8,No,Yes,High School,Low,3,5.4 +S3570,Sara,Davis,student2570@university.com,Male,19,Business,55.74,51.54,78.7,50.97,88.42,4.19,89.67,60.03,C,26.7,No,No,None,Low,4,7.5 +S3571,Ali,Jones,student2571@university.com,Female,21,Business,79.04,89.31,53.3,86.43,85.07,3.48,68.18,71.22,A,29.0,No,Yes,None,Low,9,5.9 +S3572,Ali,Smith,student2572@university.com,Male,18,Mathematics,84.6,59.57,48.62,74.4,62.57,1.46,79.29,66.5,C,21.3,No,Yes,PhD,High,7,4.4 +S3573,Ali,Jones,student2573@university.com,Female,18,Engineering,94.5,66.64,98.72,72.95,89.21,0.68,70.17,76.73,B,21.0,No,Yes,Bachelor's,Medium,4,6.0 +S3574,Ahmed,Smith,student2574@university.com,Female,19,Mathematics,,86.34,42.72,59.81,92.37,3.22,66.85,90.74,A,21.8,No,No,Master's,Low,7,6.6 +S3575,Emma,Jones,student2575@university.com,Female,24,Business,98.9,77.52,68.06,68.06,79.92,4.59,86.38,99.11,A,9.8,Yes,Yes,Master's,Medium,8,5.3 +S3576,Ali,Davis,student2576@university.com,Female,24,Business,75.6,58.48,65.5,59.09,96.38,3.62,64.83,62.57,B,23.3,Yes,Yes,High School,Low,8,4.9 +S3577,Ahmed,Davis,student2577@university.com,Female,21,CS,91.54,63.17,61.6,86.77,89.15,0.14,69.03,55.33,A,13.7,Yes,Yes,PhD,Low,6,7.8 +S3578,Maria,Smith,student2578@university.com,Male,18,Mathematics,71.36,58.35,86.92,59.95,79.77,5.79,68.36,69.78,F,29.8,Yes,No,None,Low,1,4.3 +S3579,Sara,Brown,student2579@university.com,Male,22,Engineering,71.12,75.69,84.72,80.84,95.31,1.45,93.52,57.18,D,23.8,No,Yes,High School,High,10,8.8 +S3580,Emma,Davis,student2580@university.com,Female,19,Business,62.67,59.96,94.31,63.98,80.02,2.11,58.52,91.71,A,19.6,No,Yes,Bachelor's,Low,3,4.0 +S3581,Omar,Brown,student2581@university.com,Female,23,CS,90.91,83.54,63.73,82.85,76.06,1.21,69.07,75.06,B,27.8,Yes,Yes,Master's,High,6,7.3 +S3582,Sara,Williams,student2582@university.com,Female,22,CS,99.29,74.79,73.85,77.02,67.81,5.2,94.39,81.0,A,29.3,No,Yes,Master's,Medium,1,4.7 +S3583,Emma,Smith,student2583@university.com,Male,21,CS,62.82,48.74,93.54,71.17,94.14,0.95,50.77,57.53,B,25.5,No,No,None,Medium,5,6.7 +S3584,Omar,Davis,student2584@university.com,Male,23,CS,52.81,58.62,99.63,83.65,56.14,2.56,97.39,87.48,D,23.9,No,Yes,,High,2,4.9 +S3585,Sara,Johnson,student2585@university.com,Male,22,CS,90.78,53.29,98.16,70.79,73.68,4.52,94.95,98.68,A,6.5,No,Yes,,Low,1,4.2 +S3586,Emma,Williams,student2586@university.com,Male,18,Business,81.01,63.42,83.07,91.07,76.87,1.68,70.89,74.12,F,22.7,Yes,Yes,Master's,High,10,8.3 +S3587,Sara,Brown,student2587@university.com,Male,24,CS,97.98,70.96,48.59,,77.74,4.46,82.65,98.12,B,13.4,Yes,Yes,Bachelor's,Low,3,6.1 +S3588,Sara,Davis,student2588@university.com,Male,18,CS,62.61,70.41,41.39,77.03,82.59,3.43,99.55,51.74,B,28.2,No,Yes,PhD,High,2,5.4 +S3589,Omar,Smith,student2589@university.com,Male,23,CS,53.55,85.27,89.51,93.85,75.29,8.61,77.75,51.79,D,20.3,No,Yes,,High,6,8.7 +S3590,Sara,Jones,student2590@university.com,Male,20,Engineering,74.62,51.35,90.46,91.44,62.84,7.95,54.84,98.0,B,14.3,No,Yes,Master's,High,6,4.4 +S3591,Sara,Johnson,student2591@university.com,Female,24,CS,54.27,96.79,84.78,76.59,92.85,9.93,92.68,85.01,D,13.5,No,Yes,Master's,High,7,5.7 +S3592,Omar,Brown,student2592@university.com,Male,19,CS,63.09,60.57,56.8,53.42,82.88,5.29,56.71,59.43,F,18.9,No,Yes,High School,Low,7,4.9 +S3593,Maria,Williams,student2593@university.com,Male,23,Engineering,56.3,58.01,78.39,78.3,92.91,5.75,62.86,68.19,C,17.3,No,Yes,None,High,5,9.0 +S3594,Ali,Smith,student2594@university.com,Male,21,Engineering,,81.11,58.97,67.76,63.8,9.47,93.68,75.39,D,14.8,No,Yes,Master's,Low,3,6.7 +S3595,Liam,Johnson,student2595@university.com,Male,19,CS,55.31,88.33,67.04,77.01,81.85,4.0,62.8,85.13,F,10.2,No,No,Master's,Medium,6,8.1 +S3596,John,Smith,student2596@university.com,Female,22,CS,97.7,62.71,62.95,82.36,85.71,5.56,87.25,92.1,A,24.9,No,Yes,Master's,High,3,4.8 +S3597,Ahmed,Davis,student2597@university.com,Male,24,CS,63.93,84.81,94.82,82.24,69.17,3.79,72.38,54.13,D,15.8,Yes,Yes,None,Low,5,5.5 +S3598,John,Jones,student2598@university.com,Female,21,Mathematics,72.19,93.02,54.05,83.68,90.61,5.46,87.99,82.83,B,7.5,Yes,Yes,Master's,Low,3,7.1 +S3599,John,Williams,student2599@university.com,Female,21,CS,94.93,86.01,74.66,83.96,50.13,0.81,61.62,73.84,A,7.1,No,Yes,Master's,High,6,4.9 +S3600,Emma,Smith,student2600@university.com,Female,18,Engineering,83.87,42.05,61.66,55.46,79.75,7.84,70.98,79.88,A,11.0,Yes,No,High School,Low,4,6.5 +S3601,Ali,Brown,student2601@university.com,Male,22,CS,80.9,89.64,79.78,59.59,80.68,9.85,65.91,75.43,F,18.8,No,Yes,Bachelor's,Low,9,8.7 +S3602,Emma,Davis,student2602@university.com,Male,18,Engineering,85.28,86.47,73.87,81.53,76.69,0.66,62.45,72.53,A,8.7,No,Yes,PhD,Medium,2,8.7 +S3603,Ali,Davis,student2603@university.com,Male,18,CS,91.44,80.16,95.44,,81.5,8.01,65.72,60.28,A,10.4,No,No,,High,7,5.8 +S3604,Omar,Williams,student2604@university.com,Female,24,CS,93.88,85.6,46.1,88.14,58.36,2.42,66.15,73.62,A,17.5,No,Yes,,High,5,6.6 +S3605,Omar,Davis,student2605@university.com,Female,20,Engineering,82.13,98.77,53.24,56.25,84.24,1.98,97.77,59.48,F,10.4,No,No,,Medium,9,5.0 +S3606,Liam,Brown,student2606@university.com,Female,18,CS,94.5,65.87,85.98,59.58,66.79,6.93,76.66,52.23,A,26.5,No,Yes,Bachelor's,Medium,10,8.9 +S3607,Ali,Smith,student2607@university.com,Female,19,CS,76.77,44.03,62.13,77.92,72.6,0.44,73.1,68.69,B,19.8,Yes,Yes,,High,5,6.6 +S3608,Sara,Williams,student2608@university.com,Male,21,Engineering,63.86,67.65,49.95,75.04,66.66,4.63,75.17,51.25,F,7.1,No,Yes,High School,Medium,5,5.0 +S3609,Maria,Davis,student2609@university.com,Male,24,Mathematics,94.0,42.79,70.2,63.32,73.7,0.01,99.81,78.13,A,8.5,No,Yes,None,Medium,2,8.2 +S3610,Liam,Davis,student2610@university.com,Male,18,CS,,57.66,79.13,70.42,81.08,5.54,82.68,53.62,C,9.9,No,Yes,Bachelor's,Low,3,6.1 +S3611,Liam,Brown,student2611@university.com,Female,23,Engineering,95.31,75.21,42.69,51.75,91.92,4.62,85.17,71.88,B,20.7,Yes,No,None,High,6,7.2 +S3612,Sara,Jones,student2612@university.com,Female,19,Mathematics,52.01,58.58,57.5,51.85,74.17,9.15,65.68,99.01,D,7.6,No,No,High School,Medium,4,8.2 +S3613,Maria,Jones,student2613@university.com,Male,22,Business,69.88,81.12,88.57,54.75,66.16,7.2,73.58,50.49,D,6.1,No,No,Master's,Medium,3,5.5 +S3614,Emma,Davis,student2614@university.com,Male,21,Engineering,97.39,89.32,71.21,,74.4,1.26,59.2,68.34,A,23.2,No,Yes,None,Low,5,6.9 +S3615,Maria,Smith,student2615@university.com,Female,24,Business,62.48,65.23,42.12,93.19,84.44,3.55,84.26,83.66,C,17.0,No,Yes,Bachelor's,Medium,9,4.3 +S3616,Emma,Williams,student2616@university.com,Male,23,CS,,94.01,56.92,63.01,67.34,9.32,67.22,57.95,C,26.2,Yes,Yes,None,Medium,3,5.2 +S3617,Omar,Davis,student2617@university.com,Male,24,Engineering,97.7,44.79,78.35,51.7,70.71,7.25,87.41,78.04,A,24.8,Yes,Yes,High School,Low,7,4.7 +S3618,John,Johnson,student2618@university.com,Female,24,CS,94.11,90.41,51.96,,78.14,5.94,60.66,62.91,A,11.8,No,Yes,None,High,9,7.2 +S3619,Omar,Williams,student2619@university.com,Female,23,CS,78.18,89.71,89.64,92.77,64.7,5.59,70.18,61.14,A,9.8,No,Yes,Master's,High,4,5.3 +S3620,Omar,Jones,student2620@university.com,Female,22,Engineering,82.35,59.32,80.59,56.91,60.45,3.98,73.56,94.75,B,17.9,Yes,Yes,,Low,7,7.8 +S3621,John,Davis,student2621@university.com,Male,23,CS,,57.92,68.28,69.29,57.02,5.85,58.33,60.16,F,7.0,No,Yes,,Low,7,7.8 +S3622,Maria,Brown,student2622@university.com,Female,19,Engineering,88.79,58.31,94.94,57.94,67.63,7.72,53.48,68.83,A,20.8,No,No,PhD,Low,3,7.9 +S3623,Liam,Johnson,student2623@university.com,Male,24,Engineering,81.5,88.68,63.51,,52.42,1.28,65.85,58.48,C,5.3,Yes,Yes,,Medium,1,4.7 +S3624,Maria,Davis,student2624@university.com,Male,22,Engineering,99.11,89.9,54.1,82.41,79.17,9.7,77.24,64.19,A,25.1,Yes,Yes,High School,Medium,4,6.6 +S3625,Emma,Smith,student2625@university.com,Female,24,CS,84.28,59.78,79.68,98.38,58.8,2.39,82.63,64.66,B,27.3,No,No,Master's,Medium,9,7.4 +S3626,Sara,Johnson,student2626@university.com,Male,23,CS,98.77,75.56,74.4,83.91,68.87,4.48,71.26,66.34,B,29.9,No,No,Bachelor's,Low,10,5.6 +S3627,Emma,Davis,student2627@university.com,Female,22,Engineering,52.87,48.34,60.11,99.24,63.46,0.23,75.01,82.05,D,13.6,Yes,Yes,Master's,Low,7,5.3 +S3628,Sara,Smith,student2628@university.com,Female,22,Mathematics,56.95,68.13,60.62,71.72,81.52,5.5,77.16,87.13,F,19.0,No,Yes,,Medium,10,7.6 +S3629,Omar,Johnson,student2629@university.com,Male,18,CS,72.57,99.93,63.89,94.89,92.52,3.82,75.6,75.53,A,26.6,Yes,Yes,High School,High,6,5.8 +S3630,John,Smith,student2630@university.com,Male,18,CS,69.24,49.53,57.47,60.25,81.67,2.5,54.52,80.52,A,16.6,Yes,No,PhD,High,5,5.2 +S3631,Omar,Smith,student2631@university.com,Female,18,Business,89.14,96.85,82.61,,77.13,9.86,70.25,90.66,B,13.2,No,Yes,Bachelor's,Medium,10,6.8 +S3632,Ali,Johnson,student2632@university.com,Female,23,CS,58.03,89.46,79.08,85.13,83.45,4.28,60.22,99.98,C,6.2,No,Yes,High School,Low,10,7.1 +S3633,Maria,Johnson,student2633@university.com,Female,21,Business,98.8,98.33,66.45,68.57,51.5,4.14,76.69,72.83,A,14.9,No,Yes,High School,Low,1,7.9 +S3634,Sara,Smith,student2634@university.com,Female,19,Engineering,65.75,50.77,63.87,,56.14,4.63,87.9,96.82,C,7.0,No,Yes,High School,Medium,4,4.2 +S3635,Emma,Jones,student2635@university.com,Female,23,Engineering,,52.81,61.9,83.56,54.75,1.16,78.97,74.52,A,14.1,Yes,Yes,None,Low,3,4.9 +S3636,John,Johnson,student2636@university.com,Female,24,CS,63.74,41.01,57.01,66.67,54.91,3.93,61.09,89.1,F,13.6,No,Yes,,Low,3,7.9 +S3637,Sara,Davis,student2637@university.com,Male,18,CS,78.97,83.48,45.14,78.63,63.02,3.36,60.39,78.66,C,21.2,No,Yes,PhD,High,1,6.7 +S3638,Emma,Williams,student2638@university.com,Male,22,CS,52.93,78.65,56.09,64.97,76.6,4.65,51.85,94.2,C,14.2,No,Yes,PhD,Low,3,8.0 +S3639,Maria,Brown,student2639@university.com,Male,23,Business,,50.68,59.27,89.19,55.73,8.57,71.32,72.44,B,14.6,No,No,Bachelor's,High,10,6.2 +S3640,Omar,Smith,student2640@university.com,Male,22,Business,87.29,87.47,72.86,65.62,96.76,1.93,71.64,84.79,A,12.2,Yes,Yes,None,Low,10,6.3 +S3641,Maria,Smith,student2641@university.com,Female,24,Engineering,59.33,57.95,86.43,76.75,92.71,6.08,61.82,73.32,D,20.2,No,Yes,Master's,Low,8,5.9 +S3642,Ahmed,Brown,student2642@university.com,Male,22,Business,61.78,48.1,63.74,,98.58,0.38,88.21,92.85,C,14.7,No,Yes,PhD,Medium,4,7.5 +S3643,Ali,Jones,student2643@university.com,Male,22,CS,,65.35,96.69,89.59,52.13,3.17,69.32,99.72,A,28.7,Yes,Yes,Master's,Low,7,7.0 +S3644,Ahmed,Brown,student2644@university.com,Female,20,Engineering,,45.46,89.64,81.02,92.57,4.73,83.47,62.17,D,27.3,No,Yes,,High,2,6.0 +S3645,John,Johnson,student2645@university.com,Male,21,Engineering,71.87,55.79,99.09,59.61,90.19,0.74,82.0,73.72,A,10.9,Yes,Yes,High School,Medium,7,4.9 +S3646,Sara,Brown,student2646@university.com,Female,19,Business,,62.28,92.57,60.77,95.11,5.44,80.24,54.06,B,15.1,No,Yes,High School,Medium,6,4.0 +S3647,John,Smith,student2647@university.com,Female,19,CS,67.34,91.11,77.0,,76.4,3.1,95.4,57.05,A,20.9,No,Yes,PhD,Medium,8,4.5 +S3648,Omar,Brown,student2648@university.com,Female,18,Engineering,84.95,87.55,75.91,78.83,89.39,9.93,50.79,96.46,F,5.4,No,Yes,High School,High,8,4.5 +S3649,Emma,Williams,student2649@university.com,Female,20,Business,54.51,66.57,47.77,77.42,52.56,6.31,53.4,77.18,C,10.7,Yes,No,None,High,8,6.8 +S3650,Maria,Davis,student2650@university.com,Female,23,Engineering,94.42,83.47,83.34,63.69,53.79,2.44,86.11,69.76,A,12.1,No,No,High School,Medium,10,7.8 +S3651,Ahmed,Johnson,student2651@university.com,Male,23,CS,95.47,74.12,76.01,84.7,55.93,1.03,67.68,83.57,A,15.1,No,Yes,,High,4,6.3 +S3652,Liam,Brown,student2652@university.com,Male,19,Engineering,55.25,60.45,70.42,94.45,95.74,0.41,99.33,78.01,C,27.2,Yes,Yes,None,Medium,9,6.1 +S3653,Ahmed,Smith,student2653@university.com,Male,21,CS,99.54,83.55,81.6,52.18,53.06,0.91,60.82,64.44,B,7.4,No,Yes,,Medium,8,4.7 +S3654,Omar,Davis,student2654@university.com,Female,22,Engineering,64.88,81.01,66.64,70.86,55.01,6.8,59.17,61.33,A,6.6,Yes,Yes,High School,Low,4,8.5 +S3655,Ahmed,Johnson,student2655@university.com,Male,24,Mathematics,,77.15,71.43,79.68,96.52,8.55,79.41,79.51,F,21.6,No,Yes,None,Low,2,7.7 +S3656,Omar,Smith,student2656@university.com,Male,18,Engineering,50.25,77.08,63.9,,55.37,1.57,63.97,59.41,F,14.1,Yes,Yes,High School,Medium,1,6.1 +S3657,Liam,Jones,student2657@university.com,Male,21,Engineering,70.43,80.98,83.04,50.98,93.49,4.02,67.02,56.96,D,9.4,Yes,Yes,None,Low,2,4.5 +S3658,John,Williams,student2658@university.com,Male,19,Engineering,81.49,63.07,92.6,60.53,89.46,3.54,96.05,65.92,D,22.5,Yes,Yes,Master's,Medium,5,8.2 +S3659,Maria,Jones,student2659@university.com,Female,20,CS,,92.14,90.45,53.09,52.01,6.45,51.31,93.07,D,11.1,Yes,Yes,None,Medium,5,4.8 +S3660,Sara,Williams,student2660@university.com,Male,18,CS,91.84,49.74,87.16,78.45,51.09,1.83,76.56,51.84,A,19.1,No,Yes,Master's,Low,10,7.4 +S3661,Emma,Brown,student2661@university.com,Female,19,Mathematics,85.83,93.03,40.83,82.27,76.72,9.53,66.74,91.66,A,15.2,Yes,Yes,High School,Medium,2,5.7 +S3662,Sara,Johnson,student2662@university.com,Female,23,Engineering,67.51,60.54,94.71,57.99,99.86,7.29,67.3,81.05,A,14.0,No,No,None,Medium,4,8.3 +S3663,John,Brown,student2663@university.com,Male,18,CS,86.72,47.5,56.49,66.65,93.94,9.55,62.39,52.02,A,23.0,Yes,Yes,PhD,Low,8,6.9 +S3664,Emma,Williams,student2664@university.com,Female,19,CS,97.02,76.0,93.28,66.49,65.5,2.77,56.74,80.1,A,20.3,No,Yes,,Low,1,5.1 +S3665,Ahmed,Williams,student2665@university.com,Female,23,Engineering,54.65,62.56,51.82,90.99,69.32,5.88,51.72,71.3,C,17.8,Yes,Yes,None,Low,2,4.1 +S3666,Liam,Williams,student2666@university.com,Female,24,Business,,88.93,66.38,59.73,69.4,7.32,99.38,92.06,C,8.2,No,Yes,None,Medium,2,5.1 +S3667,Liam,Davis,student2667@university.com,Female,23,Business,73.17,65.85,84.96,77.42,86.71,7.11,83.02,95.36,D,19.6,Yes,Yes,Bachelor's,Medium,5,5.8 +S3668,Ali,Smith,student2668@university.com,Female,22,CS,74.9,80.11,78.42,89.15,67.06,0.21,88.86,64.32,A,22.3,No,Yes,PhD,Low,2,7.5 +S3669,John,Johnson,student2669@university.com,Female,20,Mathematics,77.11,58.5,64.96,91.48,57.39,9.98,53.25,89.21,C,25.4,No,Yes,,Low,8,5.1 +S3670,John,Brown,student2670@university.com,Female,22,Engineering,65.03,52.57,80.72,83.33,87.36,9.28,50.74,65.49,B,12.5,No,Yes,None,Low,3,5.3 +S3671,Maria,Brown,student2671@university.com,Male,19,Engineering,,63.28,72.94,64.98,72.9,1.2,80.01,64.78,D,11.6,No,No,,High,3,6.2 +S3672,Sara,Jones,student2672@university.com,Male,24,Engineering,82.25,76.41,56.54,91.15,53.84,5.44,86.19,59.63,A,23.7,No,Yes,,Medium,8,4.2 +S3673,John,Williams,student2673@university.com,Female,21,CS,78.89,79.42,78.78,,89.5,3.15,69.74,83.92,B,16.7,Yes,Yes,None,Medium,1,7.8 +S3674,John,Williams,student2674@university.com,Female,24,Mathematics,,74.69,52.25,85.22,79.27,8.79,69.39,63.08,F,15.1,Yes,Yes,None,Medium,4,4.4 +S3675,Ahmed,Williams,student2675@university.com,Male,24,CS,73.85,99.28,81.64,53.37,74.47,6.98,69.22,73.24,A,9.0,No,Yes,None,Medium,7,7.7 +S3676,Ahmed,Brown,student2676@university.com,Male,24,CS,67.81,81.47,40.19,52.16,83.67,2.24,57.64,90.61,B,15.9,Yes,Yes,Master's,High,5,5.3 +S3677,Emma,Jones,student2677@university.com,Male,22,Business,74.55,95.89,72.93,84.77,75.27,0.34,87.7,89.6,F,23.2,No,Yes,Bachelor's,High,3,6.3 +S3678,Omar,Smith,student2678@university.com,Male,21,Engineering,96.09,47.08,64.06,97.24,82.42,2.92,60.76,92.77,A,16.3,No,Yes,PhD,Medium,8,6.1 +S3679,Omar,Davis,student2679@university.com,Female,23,Business,74.03,43.68,58.19,88.69,93.37,0.38,66.22,58.05,A,26.8,No,Yes,Master's,Low,5,5.3 +S3680,Ali,Johnson,student2680@university.com,Female,19,Engineering,50.7,58.66,70.94,91.57,80.68,1.41,83.56,79.34,D,5.1,No,Yes,None,Medium,6,5.3 +S3681,Omar,Smith,student2681@university.com,Male,20,CS,71.94,48.2,78.72,77.25,82.98,6.36,50.01,95.74,C,9.5,No,No,PhD,Medium,1,8.7 +S3682,Maria,Brown,student2682@university.com,Male,21,Mathematics,91.03,71.55,97.92,65.23,80.69,7.45,88.31,52.1,A,20.4,No,Yes,Master's,Low,3,5.5 +S3683,Ali,Davis,student2683@university.com,Male,19,CS,89.0,71.14,89.98,,76.56,4.68,94.95,89.73,A,21.8,No,Yes,Bachelor's,Medium,10,4.9 +S3684,Emma,Davis,student2684@university.com,Male,21,Business,75.67,74.5,83.03,85.6,58.6,6.0,52.58,62.31,B,11.9,No,No,Master's,Low,4,5.3 +S3685,Ahmed,Davis,student2685@university.com,Female,22,CS,,84.71,68.74,83.77,66.78,1.56,79.58,83.48,F,28.5,No,Yes,High School,Low,10,7.5 +S3686,Omar,Williams,student2686@university.com,Male,19,Business,73.25,98.28,63.53,97.34,84.66,3.17,70.42,85.87,F,13.3,No,Yes,None,Low,10,5.5 +S3687,Sara,Johnson,student2687@university.com,Male,22,CS,78.19,92.7,41.95,68.36,71.27,7.13,53.92,96.28,B,15.3,Yes,No,Master's,Medium,4,4.9 +S3688,Ahmed,Brown,student2688@university.com,Male,18,Engineering,99.99,47.1,61.55,51.98,70.31,3.65,84.11,75.44,A,29.4,No,Yes,,Low,5,6.1 +S3689,Liam,Brown,student2689@university.com,Female,19,Business,82.21,60.31,90.9,95.42,87.96,3.49,80.62,92.41,A,17.0,No,Yes,None,High,9,4.6 +S3690,Maria,Davis,student2690@university.com,Female,21,Engineering,84.71,55.35,63.04,,50.28,1.94,82.13,52.27,C,20.3,Yes,Yes,High School,Low,4,6.0 +S3691,Ahmed,Brown,student2691@university.com,Female,18,Business,74.57,50.61,67.7,84.87,83.95,5.95,90.67,71.03,C,18.5,No,Yes,High School,Low,7,8.3 +S3692,Maria,Johnson,student2692@university.com,Male,22,Business,,72.68,56.31,93.66,74.46,8.1,64.35,71.98,A,9.4,Yes,Yes,Master's,High,8,5.9 +S3693,Maria,Johnson,student2693@university.com,Male,22,Business,90.65,73.2,56.45,65.51,68.84,4.69,83.85,76.91,A,29.8,Yes,Yes,,Medium,7,6.6 +S3694,Maria,Jones,student2694@university.com,Male,21,Mathematics,74.75,53.63,43.71,,67.03,1.16,87.17,74.07,B,6.5,No,Yes,Master's,Low,2,7.9 +S3695,Emma,Jones,student2695@university.com,Female,18,Engineering,99.73,82.71,76.83,,58.64,8.38,58.44,98.4,B,29.6,No,Yes,High School,Low,1,6.6 +S3696,Maria,Smith,student2696@university.com,Female,24,CS,72.86,83.97,66.88,89.71,66.71,0.71,97.85,53.93,F,16.7,No,Yes,,Low,5,4.2 +S3697,Maria,Johnson,student2697@university.com,Male,23,CS,,41.26,76.36,53.49,69.57,4.72,67.0,63.25,B,9.7,No,Yes,Master's,Medium,8,5.1 +S3698,Liam,Johnson,student2698@university.com,Male,20,CS,84.13,63.75,72.81,82.76,71.87,2.61,85.69,98.43,F,9.2,No,Yes,,Medium,1,8.5 +S3699,Sara,Johnson,student2699@university.com,Female,21,CS,52.33,93.41,87.93,83.86,83.62,9.36,87.7,72.27,D,21.4,Yes,Yes,None,Medium,2,8.0 +S3700,Ali,Jones,student2700@university.com,Male,22,Engineering,62.53,71.22,85.06,,72.68,7.38,75.2,78.56,A,22.8,Yes,Yes,High School,Medium,9,7.8 +S3701,John,Davis,student2701@university.com,Male,19,CS,67.69,60.86,86.29,84.35,89.81,5.66,56.44,54.05,F,27.5,No,Yes,Master's,Low,6,6.7 +S3702,Liam,Davis,student2702@university.com,Male,18,CS,86.97,55.22,69.95,96.16,81.99,6.68,63.78,64.2,A,10.9,No,Yes,,High,1,5.8 +S3703,Ali,Brown,student2703@university.com,Female,23,CS,74.71,54.6,61.23,86.69,59.48,5.33,61.71,51.98,F,15.8,No,Yes,Master's,High,8,7.5 +S3704,Maria,Davis,student2704@university.com,Male,20,Business,51.43,45.99,96.01,98.06,63.86,1.48,75.93,56.88,F,29.3,No,Yes,None,High,3,7.3 +S3705,Sara,Williams,student2705@university.com,Male,19,Engineering,80.84,89.03,43.26,72.43,53.96,7.09,63.06,81.67,D,15.7,Yes,Yes,None,Medium,4,7.2 +S3706,Ahmed,Jones,student2706@university.com,Male,18,CS,70.57,45.2,49.16,76.41,97.29,4.93,77.34,88.18,D,16.5,No,Yes,Bachelor's,High,10,6.5 +S3707,Sara,Johnson,student2707@university.com,Male,23,Business,96.09,57.54,65.18,63.19,94.33,6.34,64.41,93.5,A,12.2,Yes,Yes,Master's,Medium,5,5.3 +S3708,Liam,Davis,student2708@university.com,Female,21,CS,,42.74,76.84,99.28,54.24,0.45,50.05,62.57,F,26.8,No,Yes,None,Medium,9,6.2 +S3709,Maria,Jones,student2709@university.com,Female,23,Mathematics,85.45,86.88,40.49,52.76,78.7,1.42,68.16,66.64,A,14.1,No,Yes,High School,Medium,5,6.6 +S3710,Sara,Davis,student2710@university.com,Female,21,Engineering,,42.36,83.16,67.93,98.02,5.89,80.34,78.47,F,20.9,No,Yes,None,Medium,6,5.1 +S3711,Omar,Smith,student2711@university.com,Male,24,CS,88.05,58.5,73.52,64.88,87.36,4.59,88.68,54.18,A,9.6,Yes,Yes,,Medium,7,5.2 +S3712,Sara,Johnson,student2712@university.com,Female,18,Engineering,86.05,74.4,69.08,69.33,74.59,2.27,51.42,90.34,A,20.4,No,Yes,,Low,5,8.0 +S3713,Maria,Smith,student2713@university.com,Male,23,Business,95.2,64.57,65.41,95.89,62.06,2.41,62.92,74.16,B,28.3,No,Yes,PhD,Low,5,5.6 +S3714,Emma,Johnson,student2714@university.com,Female,20,Engineering,51.69,56.94,71.17,68.4,63.95,6.32,99.27,98.28,C,24.4,No,Yes,High School,High,2,8.9 +S3715,Omar,Jones,student2715@university.com,Male,23,Business,72.38,56.51,49.71,95.85,86.81,0.59,63.09,55.87,B,6.7,No,Yes,PhD,Low,2,6.2 +S3716,Sara,Brown,student2716@university.com,Female,18,CS,83.96,87.87,46.52,71.17,89.03,4.34,88.86,56.66,B,20.8,No,Yes,Bachelor's,Low,6,7.0 +S3717,John,Davis,student2717@university.com,Female,19,CS,54.76,98.44,57.38,92.74,76.43,5.23,75.47,67.43,C,19.0,No,No,Master's,Low,10,6.5 +S3718,John,Davis,student2718@university.com,Female,19,CS,70.53,60.88,82.57,76.09,56.05,3.08,56.11,60.34,D,13.5,No,Yes,,Low,6,6.5 +S3719,Sara,Williams,student2719@university.com,Male,23,CS,97.11,42.35,75.3,,96.69,8.21,82.17,84.83,B,26.1,No,Yes,,Medium,10,8.5 +S3720,Emma,Smith,student2720@university.com,Male,23,CS,,42.19,68.81,72.47,92.24,0.57,98.32,97.34,F,24.8,No,Yes,None,Medium,6,4.5 +S3721,Ahmed,Davis,student2721@university.com,Male,21,Mathematics,99.27,85.55,74.29,,57.03,8.66,94.34,54.5,A,21.2,No,Yes,Bachelor's,Medium,3,5.7 +S3722,Maria,Jones,student2722@university.com,Female,18,CS,52.84,73.14,73.56,,52.84,7.23,84.51,62.11,C,23.6,No,Yes,Bachelor's,Low,9,5.4 +S3723,John,Brown,student2723@university.com,Male,21,Engineering,85.89,87.02,58.42,64.48,76.79,4.46,75.61,61.89,A,9.8,No,Yes,High School,Low,7,5.6 +S3724,Ahmed,Jones,student2724@university.com,Male,20,Engineering,79.05,81.85,45.85,59.32,64.21,9.24,65.97,75.45,F,28.0,No,Yes,High School,Medium,4,8.6 +S3725,Sara,Smith,student2725@university.com,Male,24,Business,75.03,94.45,93.81,66.8,64.16,7.02,67.85,72.6,B,21.7,No,Yes,Master's,Low,9,4.3 +S3726,Liam,Williams,student2726@university.com,Male,19,Mathematics,98.54,93.15,75.99,81.22,54.36,9.31,67.31,86.34,A,16.7,No,Yes,,High,4,5.4 +S3727,Ahmed,Davis,student2727@university.com,Male,22,Business,56.48,87.3,81.86,69.33,97.67,4.73,96.1,86.63,C,9.8,Yes,Yes,Master's,Medium,3,7.7 +S3728,Omar,Jones,student2728@university.com,Male,22,Mathematics,94.8,68.51,67.84,85.62,91.51,4.53,60.57,78.64,B,22.1,No,Yes,PhD,Medium,1,5.2 +S3729,Ali,Johnson,student2729@university.com,Female,18,Business,84.56,58.49,85.39,99.35,55.69,5.31,68.9,79.55,D,7.4,Yes,Yes,High School,Low,4,8.2 +S3730,John,Brown,student2730@university.com,Female,18,Mathematics,62.95,70.42,75.07,,93.83,0.65,71.6,92.12,F,13.0,No,Yes,Master's,High,3,5.6 +S3731,Sara,Jones,student2731@university.com,Male,22,Business,95.08,70.12,43.23,73.13,84.15,9.08,70.45,69.85,B,19.3,Yes,Yes,Bachelor's,Medium,3,4.6 +S3732,Liam,Brown,student2732@university.com,Female,18,CS,71.46,76.62,93.41,58.21,66.27,6.68,50.21,50.62,C,21.2,Yes,Yes,,Medium,6,6.6 +S3733,Maria,Davis,student2733@university.com,Female,19,Engineering,,51.17,58.33,,93.56,6.18,63.55,60.65,B,5.4,No,Yes,High School,Medium,9,6.6 +S3734,Liam,Johnson,student2734@university.com,Male,20,Engineering,69.44,79.34,48.27,86.34,79.9,9.26,74.93,51.77,C,5.2,Yes,Yes,,High,1,4.2 +S3735,Emma,Williams,student2735@university.com,Male,20,CS,92.55,67.4,45.28,60.87,92.43,9.94,88.02,69.67,A,7.8,Yes,Yes,,Low,9,7.6 +S3736,Omar,Williams,student2736@university.com,Female,21,CS,81.83,77.21,83.23,59.1,73.46,1.63,78.47,67.89,C,24.2,No,Yes,Master's,Low,2,4.7 +S3737,Sara,Johnson,student2737@university.com,Male,19,Engineering,57.05,54.38,82.24,68.82,75.03,7.49,69.24,54.93,D,19.2,No,Yes,High School,Low,3,5.1 +S3738,Maria,Brown,student2738@university.com,Female,24,Mathematics,82.48,66.06,82.01,90.93,64.55,5.8,83.26,87.75,C,20.2,No,Yes,PhD,Medium,9,6.8 +S3739,Emma,Davis,student2739@university.com,Female,18,CS,59.57,52.61,94.95,,69.38,4.61,83.29,77.65,F,20.1,Yes,Yes,None,Low,8,8.5 +S3740,Emma,Jones,student2740@university.com,Female,18,Business,70.6,92.52,60.94,97.88,78.39,9.78,62.4,61.29,C,5.9,No,Yes,PhD,Medium,9,4.1 +S3741,Sara,Johnson,student2741@university.com,Male,24,Business,58.51,69.28,73.67,,97.35,8.5,55.19,87.96,F,9.3,No,Yes,Master's,Medium,8,8.1 +S3742,Omar,Smith,student2742@university.com,Female,21,Mathematics,,53.5,77.17,57.56,80.01,6.97,90.16,83.4,C,23.2,Yes,Yes,Master's,Medium,6,7.8 +S3743,Ahmed,Brown,student2743@university.com,Male,21,Mathematics,60.59,42.47,98.77,52.13,57.37,3.83,76.49,59.58,F,21.1,Yes,Yes,None,Medium,10,4.8 +S3744,Ahmed,Williams,student2744@university.com,Male,18,Business,76.82,80.54,58.74,69.95,50.35,6.66,58.83,99.14,F,16.1,No,Yes,Master's,Medium,9,5.9 +S3745,Emma,Johnson,student2745@university.com,Male,18,Engineering,,52.88,97.38,76.1,92.55,5.32,63.1,58.87,D,5.5,No,Yes,PhD,High,3,8.5 +S3746,Ahmed,Williams,student2746@university.com,Male,24,CS,75.07,99.37,48.92,,68.22,2.49,88.32,88.59,B,15.4,No,Yes,High School,Low,4,4.7 +S3747,Ali,Brown,student2747@university.com,Male,19,Engineering,62.38,72.02,85.84,56.71,65.75,4.5,82.66,98.41,B,11.2,No,Yes,PhD,Medium,1,4.6 +S3748,Emma,Williams,student2748@university.com,Female,24,Business,84.26,57.34,77.97,56.24,90.04,2.12,97.26,86.28,C,22.4,Yes,Yes,PhD,Medium,7,7.7 +S3749,Emma,Johnson,student2749@university.com,Male,21,Business,,79.46,89.01,52.34,97.27,5.0,73.25,83.29,C,25.6,No,No,PhD,Low,2,6.4 +S3750,Maria,Brown,student2750@university.com,Male,24,Business,67.9,56.51,41.72,92.54,87.4,7.2,52.61,95.17,F,17.6,No,Yes,,Low,1,5.4 +S3751,Ahmed,Smith,student2751@university.com,Male,24,CS,94.06,89.22,44.69,97.39,58.69,0.37,85.02,63.46,A,15.1,Yes,Yes,Master's,High,8,4.9 +S3752,Omar,Johnson,student2752@university.com,Male,24,Engineering,82.2,58.49,44.18,55.78,69.57,7.65,62.75,63.86,A,11.8,Yes,Yes,PhD,Medium,10,7.6 +S3753,Emma,Jones,student2753@university.com,Male,19,CS,85.65,99.29,75.58,60.66,87.97,0.2,66.19,82.06,A,7.3,No,Yes,,Low,9,6.2 +S3754,Liam,Davis,student2754@university.com,Female,23,CS,63.87,76.31,76.18,,95.35,5.17,59.83,94.11,B,14.3,No,Yes,Master's,High,4,5.2 +S3755,Omar,Johnson,student2755@university.com,Male,18,CS,50.03,90.66,94.37,93.88,99.93,5.73,65.45,80.87,F,22.0,Yes,Yes,High School,Medium,9,8.7 +S3756,Ali,Brown,student2756@university.com,Male,22,CS,93.27,44.37,68.06,97.94,75.58,7.61,91.47,98.85,A,21.7,No,Yes,High School,Medium,3,6.8 +S3757,Maria,Davis,student2757@university.com,Female,24,Business,,60.9,44.08,63.09,91.13,7.61,78.84,61.15,B,15.3,Yes,Yes,PhD,Medium,8,5.8 +S3758,Sara,Johnson,student2758@university.com,Male,22,CS,56.16,84.25,52.57,65.18,52.33,4.17,55.46,91.29,C,29.1,Yes,Yes,,Low,10,7.6 +S3759,Omar,Smith,student2759@university.com,Female,23,CS,,79.3,40.48,68.13,64.29,0.66,79.33,96.36,B,28.5,Yes,Yes,,Low,5,6.5 +S3760,Emma,Smith,student2760@university.com,Female,18,Mathematics,83.07,51.65,86.6,75.12,68.58,6.94,81.68,71.35,C,26.9,No,Yes,High School,Low,2,4.0 +S3761,Ali,Jones,student2761@university.com,Female,21,CS,82.61,61.37,88.94,84.12,98.78,5.11,94.24,98.1,D,15.9,Yes,Yes,High School,Low,5,8.2 +S3762,John,Williams,student2762@university.com,Female,22,CS,93.02,55.81,99.88,,50.17,3.33,92.98,60.11,B,23.7,No,Yes,High School,High,6,4.3 +S3763,Ali,Davis,student2763@university.com,Male,21,CS,57.01,76.8,64.73,,65.4,2.35,53.14,97.64,D,28.2,No,No,Bachelor's,Low,5,8.9 +S3764,Ali,Brown,student2764@university.com,Male,22,CS,71.5,60.67,41.16,54.99,96.52,1.2,93.33,95.14,D,23.4,No,Yes,PhD,Low,7,5.7 +S3765,Maria,Brown,student2765@university.com,Female,21,CS,54.86,58.54,54.08,89.93,65.33,2.95,52.54,53.31,C,12.9,Yes,Yes,None,Medium,4,6.6 +S3766,Sara,Williams,student2766@university.com,Female,24,CS,69.48,52.44,75.27,66.72,61.25,4.58,57.71,76.07,A,6.7,No,Yes,Master's,High,10,9.0 +S3767,John,Smith,student2767@university.com,Male,22,Engineering,50.76,64.54,97.72,68.88,86.5,4.78,55.58,76.44,F,29.0,No,Yes,None,Low,10,5.3 +S3768,Ahmed,Smith,student2768@university.com,Female,21,CS,94.91,51.73,46.21,,87.27,5.83,59.08,52.85,A,29.8,No,Yes,,High,7,6.3 +S3769,Ahmed,Johnson,student2769@university.com,Female,23,CS,,97.75,47.29,96.47,73.61,3.62,90.16,51.98,F,22.3,Yes,Yes,Bachelor's,Low,9,7.8 +S3770,Omar,Jones,student2770@university.com,Female,19,Business,,49.27,82.11,85.81,97.35,9.2,84.31,50.25,F,12.9,No,Yes,High School,Low,2,6.3 +S3771,Ali,Davis,student2771@university.com,Male,21,Engineering,53.0,94.8,80.03,88.79,60.14,4.96,84.35,76.23,F,26.6,No,No,None,Medium,9,5.7 +S3772,Liam,Jones,student2772@university.com,Female,19,Mathematics,61.37,65.71,55.03,87.54,95.67,4.24,96.11,73.19,D,28.8,Yes,Yes,High School,Low,10,4.6 +S3773,Maria,Jones,student2773@university.com,Male,19,Engineering,62.97,62.67,88.79,66.05,87.78,0.48,69.59,97.02,D,17.7,No,Yes,PhD,High,2,6.6 +S3774,Liam,Johnson,student2774@university.com,Male,18,CS,69.33,53.88,47.73,87.85,68.41,5.99,50.16,67.12,B,12.8,Yes,Yes,,High,7,6.8 +S3775,Maria,Jones,student2775@university.com,Male,24,Business,90.14,78.15,95.54,89.23,90.35,6.03,81.99,82.91,A,15.2,No,Yes,,Medium,5,5.2 +S3776,Ahmed,Williams,student2776@university.com,Female,23,CS,69.33,81.13,52.06,76.67,56.66,5.83,93.4,50.38,C,6.8,No,Yes,PhD,Low,4,5.7 +S3777,Omar,Johnson,student2777@university.com,Female,19,CS,60.23,68.05,44.88,,56.55,8.88,98.81,83.18,A,19.1,No,Yes,,Low,7,5.5 +S3778,Omar,Williams,student2778@university.com,Male,20,Engineering,,43.34,60.37,87.99,96.5,7.63,68.19,95.67,D,14.5,No,Yes,,Medium,1,6.1 +S3779,Omar,Johnson,student2779@university.com,Male,24,Engineering,53.97,95.11,51.27,90.85,54.74,8.67,91.11,67.74,C,27.1,No,Yes,Bachelor's,Low,3,8.0 +S3780,John,Jones,student2780@university.com,Male,19,Business,88.0,98.82,71.62,66.86,50.2,0.59,92.46,65.7,A,11.9,No,Yes,,Medium,2,5.7 +S3781,Sara,Williams,student2781@university.com,Female,21,Mathematics,72.24,65.86,81.21,90.08,69.45,3.18,57.22,81.3,D,5.2,Yes,Yes,PhD,Low,2,5.4 +S3782,John,Williams,student2782@university.com,Female,19,CS,86.31,76.82,69.46,90.71,55.19,3.19,81.57,66.43,A,23.4,No,Yes,PhD,Medium,5,8.2 +S3783,Emma,Williams,student2783@university.com,Male,21,Engineering,84.11,67.02,79.64,61.71,93.15,6.57,58.66,70.12,C,5.2,Yes,Yes,Master's,Low,10,8.1 +S3784,Emma,Johnson,student2784@university.com,Male,21,Engineering,56.77,59.31,61.9,85.85,96.13,4.49,72.33,63.66,D,18.6,No,Yes,High School,Low,2,8.0 +S3785,Liam,Brown,student2785@university.com,Female,20,Mathematics,57.14,44.64,41.68,59.33,74.12,7.77,93.96,67.24,D,9.5,Yes,Yes,PhD,Medium,3,7.7 +S3786,Sara,Jones,student2786@university.com,Male,19,Business,87.77,67.36,98.44,54.65,71.27,3.84,89.47,83.97,A,20.3,No,Yes,Master's,Medium,7,8.4 +S3787,Ahmed,Williams,student2787@university.com,Female,19,Mathematics,86.06,89.1,89.16,78.73,76.95,2.22,78.52,96.12,A,9.9,No,Yes,None,Medium,2,7.6 +S3788,Sara,Davis,student2788@university.com,Female,22,CS,68.9,41.02,44.41,95.43,61.31,2.91,90.44,79.16,F,17.5,No,Yes,Bachelor's,Low,4,4.8 +S3789,Maria,Brown,student2789@university.com,Male,24,Business,53.87,74.93,66.95,51.77,64.9,1.82,57.64,50.5,D,13.4,No,Yes,PhD,Low,2,4.2 +S3790,Emma,Davis,student2790@university.com,Male,22,CS,50.6,92.85,78.1,91.33,55.05,1.98,59.75,63.19,F,9.6,Yes,Yes,Master's,Low,8,4.9 +S3791,Ali,Jones,student2791@university.com,Female,18,CS,64.41,53.05,51.44,75.32,72.32,2.17,60.44,97.61,B,20.2,Yes,Yes,PhD,Medium,6,5.8 +S3792,Ali,Jones,student2792@university.com,Female,21,Mathematics,50.46,51.0,74.68,,80.58,0.16,88.8,95.52,C,7.1,No,Yes,High School,Low,8,4.3 +S3793,Ahmed,Williams,student2793@university.com,Female,20,CS,61.5,86.34,72.02,92.17,96.51,7.16,94.55,55.78,F,28.5,No,Yes,PhD,High,6,7.8 +S3794,Maria,Williams,student2794@university.com,Female,22,Mathematics,70.98,55.31,52.5,93.76,86.95,4.0,78.14,95.42,A,24.5,No,Yes,PhD,High,1,7.2 +S3795,Liam,Johnson,student2795@university.com,Female,19,CS,56.07,51.52,48.47,88.44,86.15,0.23,97.9,98.23,F,27.9,No,Yes,High School,High,9,7.6 +S3796,John,Brown,student2796@university.com,Male,18,Business,55.21,62.68,85.54,92.15,65.4,3.7,86.4,66.23,D,6.1,Yes,Yes,PhD,High,9,4.5 +S3797,Maria,Brown,student2797@university.com,Female,20,CS,94.82,63.55,59.36,58.8,94.41,9.05,78.18,85.05,A,5.1,Yes,No,High School,Medium,5,5.6 +S3798,Ali,Williams,student2798@university.com,Female,23,CS,79.27,92.45,54.64,65.19,97.35,5.11,80.58,78.0,C,13.9,No,Yes,Master's,High,10,6.3 +S3799,Ali,Jones,student2799@university.com,Female,19,CS,96.72,77.11,84.27,62.12,96.61,9.87,92.48,66.85,B,20.4,No,Yes,,Medium,7,7.0 +S3800,Liam,Williams,student2800@university.com,Male,19,Engineering,67.29,64.36,84.16,87.12,51.94,5.4,54.51,57.67,B,11.1,No,Yes,Bachelor's,Low,3,8.0 +S3801,Emma,Jones,student2801@university.com,Male,23,CS,83.86,72.06,56.58,57.68,80.22,9.63,58.4,68.35,B,18.7,Yes,Yes,,Medium,2,8.9 +S3802,Maria,Jones,student2802@university.com,Female,21,Engineering,60.23,97.24,92.35,59.11,82.16,2.02,63.31,96.39,F,20.2,No,No,None,Medium,8,4.4 +S3803,Maria,Williams,student2803@university.com,Female,21,CS,80.92,46.79,81.3,93.95,64.75,2.9,94.74,90.56,D,8.8,No,Yes,None,Low,3,7.2 +S3804,Ali,Smith,student2804@university.com,Male,22,CS,56.48,52.46,60.75,85.29,99.62,7.0,97.25,66.53,C,24.2,No,Yes,Bachelor's,Medium,2,4.7 +S3805,John,Brown,student2805@university.com,Male,22,CS,50.1,97.75,65.65,93.77,64.56,9.87,67.81,77.38,D,28.4,No,Yes,,High,7,5.5 +S3806,Ahmed,Davis,student2806@university.com,Male,19,Engineering,96.58,97.44,83.6,56.97,60.83,8.25,96.19,70.3,A,21.0,No,Yes,PhD,Medium,9,7.9 +S3807,Omar,Jones,student2807@university.com,Male,24,Business,77.74,50.63,52.7,69.95,74.21,5.54,77.34,73.31,A,28.7,No,No,Master's,Medium,6,9.0 +S3808,Ahmed,Jones,student2808@university.com,Female,19,Business,96.35,48.71,68.13,64.16,66.16,0.85,73.66,88.06,A,11.2,Yes,Yes,High School,Medium,2,6.6 +S3809,Maria,Smith,student2809@university.com,Male,22,CS,66.69,65.27,79.21,50.48,96.2,3.64,91.64,77.15,F,5.9,No,Yes,Master's,Medium,2,5.8 +S3810,Ahmed,Davis,student2810@university.com,Female,23,Engineering,66.39,42.98,72.37,64.23,72.0,0.86,77.3,59.05,F,11.2,No,Yes,,Low,1,5.1 +S3811,Ali,Johnson,student2811@university.com,Female,22,Business,,79.29,76.5,68.98,70.51,3.11,72.72,63.45,A,21.2,No,Yes,,Medium,9,7.9 +S3812,Ali,Smith,student2812@university.com,Male,19,CS,85.3,44.65,72.77,,81.29,2.59,50.8,78.39,A,19.9,No,Yes,PhD,Low,4,8.5 +S3813,Liam,Davis,student2813@university.com,Male,20,Engineering,78.29,43.48,51.95,78.32,54.06,3.89,50.64,84.64,A,11.7,No,Yes,Bachelor's,Low,4,8.2 +S3814,Maria,Smith,student2814@university.com,Male,19,Engineering,96.27,69.11,64.61,69.16,87.84,8.37,81.38,75.41,B,15.2,No,Yes,High School,High,10,6.5 +S3815,Liam,Jones,student2815@university.com,Male,20,CS,,97.47,71.92,52.32,88.42,1.5,53.67,81.01,B,14.2,Yes,Yes,PhD,Low,4,6.9 +S3816,Maria,Brown,student2816@university.com,Female,20,CS,85.41,65.61,86.8,85.2,73.7,3.06,86.85,89.47,B,28.8,Yes,Yes,Bachelor's,High,1,8.2 +S3817,Omar,Smith,student2817@university.com,Female,19,CS,66.52,61.39,79.23,,97.78,2.61,81.12,77.27,C,12.9,No,Yes,PhD,High,10,8.6 +S3818,Omar,Johnson,student2818@university.com,Female,24,Engineering,59.01,99.88,65.6,,78.97,2.96,72.89,98.86,D,9.8,No,No,None,Low,8,8.7 +S3819,Emma,Williams,student2819@university.com,Male,24,CS,75.52,71.92,98.46,74.28,84.76,3.61,85.49,61.78,D,19.1,No,No,PhD,High,9,7.4 +S3820,Maria,Davis,student2820@university.com,Female,18,CS,75.25,62.51,46.47,98.43,96.22,2.44,99.65,95.98,C,8.1,No,Yes,None,Medium,9,5.0 +S3821,John,Smith,student2821@university.com,Male,22,CS,56.85,63.15,52.41,95.7,83.32,9.43,62.32,62.38,D,17.7,No,Yes,Master's,Low,9,5.6 +S3822,Ahmed,Smith,student2822@university.com,Female,24,CS,60.09,51.7,60.48,77.57,71.59,4.2,77.85,76.58,F,22.2,Yes,No,None,Medium,6,5.3 +S3823,Maria,Johnson,student2823@university.com,Male,21,CS,70.41,70.73,53.71,72.25,51.24,1.14,92.14,72.8,A,28.6,No,Yes,None,High,7,4.9 +S3824,Sara,Brown,student2824@university.com,Female,19,Mathematics,70.44,66.33,77.53,50.15,86.41,4.68,50.84,68.64,C,27.3,No,Yes,None,Medium,1,5.3 +S3825,Emma,Smith,student2825@university.com,Female,20,CS,65.88,56.25,42.37,85.55,98.24,1.84,60.18,98.14,F,26.0,No,Yes,PhD,Medium,5,8.3 +S3826,Sara,Smith,student2826@university.com,Male,19,Engineering,57.43,49.63,50.65,,73.51,2.16,76.05,63.62,D,14.8,Yes,Yes,High School,Low,6,7.9 +S3827,Ali,Brown,student2827@university.com,Female,22,CS,50.22,58.67,57.6,,66.99,2.85,77.61,83.74,F,27.3,Yes,Yes,None,Medium,8,4.2 +S3828,Omar,Johnson,student2828@university.com,Female,23,Engineering,98.51,70.52,81.0,79.71,75.96,1.25,54.32,90.2,B,22.9,No,Yes,Bachelor's,Low,1,4.7 +S3829,Ahmed,Davis,student2829@university.com,Male,24,Engineering,97.17,43.5,92.55,99.64,86.42,7.21,70.37,59.85,A,16.0,No,Yes,PhD,Low,8,8.9 +S3830,Maria,Davis,student2830@university.com,Male,24,CS,74.18,49.22,87.91,92.69,50.03,7.92,75.99,98.66,F,19.1,No,Yes,High School,Medium,7,5.1 +S3831,Sara,Smith,student2831@university.com,Male,24,Business,99.75,96.86,50.92,97.68,94.36,3.94,71.15,77.33,B,15.9,Yes,Yes,High School,Medium,2,7.2 +S3832,Ahmed,Brown,student2832@university.com,Male,20,Engineering,83.68,72.57,73.92,66.38,94.32,6.89,85.03,95.72,F,9.9,No,Yes,PhD,Low,7,5.0 +S3833,Ali,Smith,student2833@university.com,Male,21,Business,53.44,43.81,41.8,57.47,77.06,3.89,88.57,83.19,F,16.3,No,Yes,,Medium,4,5.2 +S3834,Omar,Williams,student2834@university.com,Female,21,Engineering,55.89,81.59,58.63,89.84,56.12,1.64,73.01,82.47,F,25.2,No,Yes,Master's,Low,10,6.5 +S3835,John,Davis,student2835@university.com,Male,24,Mathematics,95.81,43.71,88.36,,83.59,3.97,71.28,67.28,A,11.7,Yes,No,PhD,Medium,10,6.4 +S3836,Emma,Jones,student2836@university.com,Female,21,Business,81.5,84.33,67.4,60.57,56.89,5.57,85.27,88.53,C,21.0,No,Yes,High School,Medium,6,7.2 +S3837,Ahmed,Williams,student2837@university.com,Female,23,Mathematics,92.16,85.0,49.0,88.24,75.38,0.41,77.77,51.49,B,18.8,No,Yes,,Medium,9,4.8 +S3838,Ahmed,Smith,student2838@university.com,Male,24,Engineering,,79.06,66.31,79.1,54.68,6.54,93.52,77.79,B,28.0,Yes,Yes,High School,Medium,4,5.3 +S3839,John,Johnson,student2839@university.com,Female,18,Engineering,72.4,83.93,51.88,55.48,79.45,7.43,74.06,51.61,B,23.7,No,Yes,,Low,10,7.1 +S3840,Ahmed,Davis,student2840@university.com,Female,20,Business,52.43,45.28,63.59,75.09,65.9,8.6,78.72,65.34,D,14.0,No,Yes,Master's,Medium,2,4.5 +S3841,Ali,Jones,student2841@university.com,Male,23,Business,59.41,83.61,69.27,96.56,91.55,1.03,56.44,54.81,D,19.0,No,No,PhD,High,9,8.5 +S3842,Ali,Williams,student2842@university.com,Female,20,Mathematics,53.33,48.2,60.97,75.32,90.0,0.0,91.8,95.58,D,27.8,No,Yes,PhD,High,1,4.9 +S3843,John,Davis,student2843@university.com,Male,24,CS,59.44,60.37,96.22,89.43,99.92,0.73,71.11,81.41,F,10.7,Yes,Yes,Bachelor's,Medium,6,6.2 +S3844,Emma,Brown,student2844@university.com,Male,23,Business,70.53,96.56,73.75,51.45,62.88,9.24,85.95,83.43,D,16.9,No,Yes,Master's,High,7,4.5 +S3845,Maria,Johnson,student2845@university.com,Male,24,CS,55.91,70.17,90.57,86.4,53.09,7.66,71.47,92.56,D,10.5,No,Yes,Bachelor's,Medium,8,7.4 +S3846,Sara,Williams,student2846@university.com,Female,23,Engineering,58.34,98.05,85.64,97.34,72.15,8.35,50.05,86.65,D,15.5,No,Yes,PhD,Low,4,5.6 +S3847,Maria,Brown,student2847@university.com,Female,24,CS,72.29,45.34,79.67,74.98,54.17,5.17,70.02,56.21,C,6.5,No,Yes,Bachelor's,Medium,1,4.4 +S3848,Ahmed,Smith,student2848@university.com,Female,18,CS,67.01,68.65,69.81,66.89,58.92,5.27,57.38,80.88,A,26.9,Yes,Yes,Master's,High,1,7.0 +S3849,Sara,Brown,student2849@university.com,Female,20,Mathematics,,43.74,40.13,82.33,79.87,2.99,69.93,98.91,C,29.5,No,Yes,PhD,Low,1,8.9 +S3850,Liam,Williams,student2850@university.com,Male,23,CS,71.46,77.81,76.81,95.81,79.61,8.43,66.07,60.71,B,19.2,No,Yes,High School,Low,3,8.4 +S3851,John,Williams,student2851@university.com,Female,18,Engineering,82.22,44.72,61.36,58.84,52.17,8.3,60.13,80.99,D,18.9,Yes,Yes,PhD,High,9,7.5 +S3852,John,Smith,student2852@university.com,Male,19,Engineering,,50.52,47.07,70.18,72.15,3.92,56.19,78.18,F,28.9,Yes,Yes,Bachelor's,Medium,6,4.1 +S3853,Emma,Brown,student2853@university.com,Female,24,CS,55.39,55.53,66.68,57.81,76.51,3.29,86.43,69.58,F,14.8,No,Yes,Bachelor's,Low,7,8.3 +S3854,Sara,Brown,student2854@university.com,Female,22,CS,54.96,84.92,84.13,,63.4,7.38,87.74,97.73,D,20.5,No,No,PhD,Medium,7,8.5 +S3855,Ali,Smith,student2855@university.com,Female,23,Engineering,92.64,49.84,97.7,77.02,93.6,0.26,63.25,67.82,B,25.9,Yes,Yes,,Low,2,4.2 +S3856,Sara,Brown,student2856@university.com,Female,21,CS,75.32,90.8,62.45,97.21,58.05,8.6,74.76,54.68,C,17.6,No,Yes,None,Low,6,4.6 +S3857,Ahmed,Davis,student2857@university.com,Female,18,Business,88.32,47.91,72.56,70.63,62.7,4.46,73.2,98.13,A,10.5,No,Yes,,Low,9,6.3 +S3858,Ali,Smith,student2858@university.com,Male,18,Mathematics,,42.11,91.07,78.35,57.85,4.41,67.76,86.46,F,25.3,No,Yes,High School,Low,4,6.0 +S3859,Omar,Johnson,student2859@university.com,Female,23,CS,91.44,63.7,60.04,94.26,55.83,6.69,63.88,67.12,B,11.8,Yes,Yes,High School,Medium,8,5.5 +S3860,Omar,Williams,student2860@university.com,Female,18,CS,96.19,98.77,48.54,66.07,93.95,6.46,59.3,64.03,A,26.1,Yes,Yes,High School,Low,8,5.0 +S3861,Liam,Johnson,student2861@university.com,Female,19,Engineering,81.77,46.62,56.91,,63.89,2.66,93.64,96.4,D,28.6,Yes,Yes,PhD,High,3,6.7 +S3862,Omar,Davis,student2862@university.com,Female,18,Business,55.29,46.1,93.95,87.86,86.13,9.43,91.67,63.68,D,18.7,No,Yes,,Medium,7,7.9 +S3863,John,Davis,student2863@university.com,Male,22,CS,94.76,85.07,49.56,66.53,71.4,9.86,70.86,76.86,A,6.2,No,Yes,Master's,Low,8,8.7 +S3864,Sara,Jones,student2864@university.com,Female,22,CS,89.62,58.73,59.75,,81.79,5.26,86.06,60.75,A,28.9,No,Yes,None,Low,6,5.5 +S3865,Omar,Jones,student2865@university.com,Male,24,Engineering,87.54,83.04,67.88,75.15,96.41,5.61,74.92,99.76,A,25.8,No,No,Master's,High,4,7.5 +S3866,Maria,Jones,student2866@university.com,Female,24,Mathematics,51.84,52.0,90.83,,92.23,5.54,54.27,88.48,F,7.9,No,Yes,None,Medium,8,7.9 +S3867,Emma,Smith,student2867@university.com,Male,21,CS,89.95,67.6,96.26,63.32,53.45,4.86,91.12,78.38,A,20.7,No,Yes,Bachelor's,Medium,4,6.4 +S3868,Maria,Brown,student2868@university.com,Male,19,Engineering,56.9,55.92,65.55,98.67,92.26,9.45,60.96,87.29,D,12.9,Yes,Yes,Master's,Low,6,8.6 +S3869,Omar,Davis,student2869@university.com,Male,22,Mathematics,61.12,67.09,95.92,75.11,72.59,2.45,85.34,95.82,D,13.3,No,Yes,PhD,Low,2,4.1 +S3870,Liam,Johnson,student2870@university.com,Male,23,Engineering,78.86,86.15,49.69,92.82,67.51,1.08,76.37,98.16,B,19.5,Yes,Yes,Bachelor's,Medium,2,8.5 +S3871,Emma,Johnson,student2871@university.com,Male,20,Business,63.25,85.72,49.41,59.77,83.62,9.3,84.53,89.3,F,22.8,Yes,Yes,Master's,Medium,4,8.5 +S3872,Ahmed,Johnson,student2872@university.com,Female,20,Engineering,83.07,70.95,96.96,96.97,97.51,2.13,73.56,92.45,A,5.3,No,No,Bachelor's,High,6,4.7 +S3873,Maria,Johnson,student2873@university.com,Male,20,Mathematics,80.4,95.7,70.58,89.72,54.71,7.49,85.13,69.89,A,8.8,Yes,Yes,Bachelor's,High,3,6.2 +S3874,Liam,Jones,student2874@university.com,Female,24,Engineering,55.41,55.83,51.15,90.43,88.4,2.04,51.64,69.59,D,27.6,Yes,Yes,,Low,3,6.6 +S3875,Sara,Johnson,student2875@university.com,Male,23,Business,82.8,54.42,69.28,69.49,60.18,9.6,52.04,90.41,C,17.4,Yes,Yes,,High,6,6.0 +S3876,Sara,Brown,student2876@university.com,Male,18,Engineering,96.2,76.83,86.99,74.28,69.01,7.91,94.82,87.98,A,17.3,No,Yes,,High,10,8.5 +S3877,Maria,Jones,student2877@university.com,Female,23,Business,58.06,77.28,89.62,,93.69,9.19,87.48,95.05,C,26.0,No,Yes,PhD,Medium,8,7.6 +S3878,Omar,Johnson,student2878@university.com,Male,18,CS,79.85,42.79,91.84,89.49,77.29,9.51,91.42,56.65,C,8.2,No,No,High School,Low,6,4.6 +S3879,Liam,Smith,student2879@university.com,Male,20,CS,67.09,76.47,74.17,92.45,53.37,0.84,72.83,84.54,A,22.8,Yes,No,,Low,8,8.6 +S3880,Sara,Williams,student2880@university.com,Male,21,Business,72.98,62.47,92.02,53.9,75.4,4.33,72.98,82.38,C,17.7,No,Yes,None,Low,4,4.2 +S3881,Ahmed,Williams,student2881@university.com,Male,21,CS,64.35,84.85,70.6,95.2,89.48,6.48,76.7,89.93,C,23.5,No,Yes,PhD,Low,5,7.0 +S3882,Ali,Williams,student2882@university.com,Female,18,Engineering,,88.49,76.42,96.87,76.44,8.02,62.18,51.23,D,22.0,No,Yes,High School,High,3,6.6 +S3883,Omar,Jones,student2883@university.com,Male,20,CS,51.45,73.13,85.52,79.64,58.34,2.41,86.68,91.31,F,21.7,Yes,Yes,PhD,High,7,4.4 +S3884,Liam,Johnson,student2884@university.com,Male,23,Business,99.08,40.1,65.53,59.34,72.25,9.15,91.47,66.32,B,26.4,No,Yes,Bachelor's,Medium,7,7.5 +S3885,Ahmed,Davis,student2885@university.com,Female,21,CS,81.24,78.18,44.41,90.92,96.22,2.21,95.36,84.36,D,18.8,No,Yes,PhD,Medium,6,8.8 +S3886,Liam,Davis,student2886@university.com,Female,18,Business,75.04,84.93,61.01,77.43,82.91,8.66,75.85,80.83,A,15.2,No,Yes,,Medium,4,6.3 +S3887,Emma,Davis,student2887@university.com,Male,23,Engineering,69.19,54.94,77.44,90.86,86.49,5.13,70.73,72.01,A,10.0,No,No,Master's,Medium,7,6.6 +S3888,Ahmed,Jones,student2888@university.com,Male,20,CS,76.97,67.88,51.54,,89.3,5.15,91.55,87.3,A,13.6,No,No,None,Medium,3,5.9 +S3889,Omar,Brown,student2889@university.com,Female,19,Engineering,69.01,97.94,48.9,54.34,54.53,3.74,87.63,98.06,B,26.7,Yes,Yes,PhD,Low,6,8.4 +S3890,Emma,Smith,student2890@university.com,Male,20,CS,68.0,57.89,57.58,80.35,79.08,1.04,93.36,66.17,A,13.4,Yes,Yes,Bachelor's,Medium,4,8.6 +S3891,Omar,Smith,student2891@university.com,Female,24,CS,73.2,53.39,41.93,,68.8,3.47,82.79,87.42,A,29.6,No,Yes,Bachelor's,Low,5,6.0 +S3892,Sara,Williams,student2892@university.com,Male,20,CS,63.8,52.65,84.61,97.31,56.96,4.27,94.17,65.73,F,20.2,No,No,Master's,Low,6,8.5 +S3893,Ali,Williams,student2893@university.com,Female,23,CS,59.0,73.53,55.52,64.83,60.14,4.79,54.45,92.28,F,25.4,No,Yes,,Medium,7,5.0 +S3894,Omar,Davis,student2894@university.com,Female,23,Mathematics,77.83,96.99,47.45,60.3,89.06,7.39,83.98,71.86,C,17.3,No,Yes,Bachelor's,Medium,7,6.3 +S3895,Omar,Davis,student2895@university.com,Female,22,CS,92.14,76.52,81.95,94.85,58.07,3.52,54.44,72.46,B,21.4,Yes,Yes,High School,Medium,7,5.3 +S3896,Sara,Williams,student2896@university.com,Male,22,Engineering,57.64,58.2,90.58,57.44,65.62,4.07,87.45,88.59,C,29.7,No,Yes,Bachelor's,Medium,5,5.1 +S3897,John,Johnson,student2897@university.com,Male,23,CS,51.64,78.31,41.19,84.33,64.24,9.06,81.42,74.81,C,17.5,Yes,Yes,PhD,Low,10,8.3 +S3898,Sara,Brown,student2898@university.com,Male,23,Engineering,62.34,77.49,54.02,65.0,52.43,7.53,50.8,63.33,B,11.6,No,Yes,Master's,High,7,7.6 +S3899,Emma,Brown,student2899@university.com,Male,19,CS,98.99,75.82,96.71,78.39,73.11,0.23,79.96,99.78,A,21.2,Yes,Yes,High School,Medium,5,4.3 +S3900,Sara,Brown,student2900@university.com,Female,19,Engineering,,49.57,63.12,80.81,88.3,8.12,57.31,81.01,B,28.0,No,Yes,Bachelor's,High,5,7.8 +S3901,Sara,Brown,student2901@university.com,Female,20,Business,79.79,78.07,96.32,70.87,51.11,9.9,57.12,82.26,F,5.4,No,Yes,None,High,3,6.9 +S3902,Ali,Williams,student2902@university.com,Female,24,Engineering,96.46,65.81,56.45,,55.63,9.4,57.52,82.33,A,29.8,Yes,Yes,None,Low,9,7.9 +S3903,Sara,Smith,student2903@university.com,Male,21,CS,72.26,41.12,53.08,56.59,86.01,8.36,74.19,94.17,C,18.6,No,Yes,Master's,High,9,7.0 +S3904,Liam,Williams,student2904@university.com,Male,24,Engineering,99.16,72.39,52.85,69.57,79.68,6.29,55.78,59.19,A,25.0,Yes,Yes,High School,High,1,5.9 +S3905,Omar,Brown,student2905@university.com,Male,19,CS,64.82,99.36,45.11,71.52,85.76,2.78,56.28,52.96,F,8.0,Yes,Yes,None,Low,4,6.5 +S3906,Liam,Williams,student2906@university.com,Female,20,CS,62.02,60.98,93.79,81.55,61.51,6.54,62.81,69.34,D,12.3,No,Yes,,Low,3,4.7 +S3907,Ali,Brown,student2907@university.com,Male,24,Engineering,81.9,97.93,98.79,70.36,90.19,6.96,50.04,78.25,D,29.4,No,Yes,,High,4,5.6 +S3908,Maria,Jones,student2908@university.com,Male,18,Engineering,,45.77,97.27,54.85,73.99,2.82,63.79,64.29,F,12.2,No,Yes,,Low,2,4.1 +S3909,John,Davis,student2909@university.com,Female,22,Engineering,81.32,83.95,91.12,97.37,80.52,2.55,80.92,84.46,A,15.3,Yes,Yes,Bachelor's,High,6,6.0 +S3910,Liam,Smith,student2910@university.com,Female,24,Business,65.25,46.86,90.81,70.8,54.61,3.97,80.08,53.7,B,12.0,No,Yes,Bachelor's,Low,6,4.5 +S3911,Ali,Jones,student2911@university.com,Male,21,CS,80.9,56.41,79.67,67.13,60.25,6.41,98.48,89.54,B,16.7,No,No,Master's,Medium,7,7.3 +S3912,Emma,Johnson,student2912@university.com,Female,20,CS,63.79,74.25,89.57,72.34,88.67,2.93,55.98,85.9,A,9.0,Yes,Yes,Bachelor's,Medium,6,8.6 +S3913,Maria,Williams,student2913@university.com,Male,24,CS,52.55,75.57,52.5,60.83,61.2,5.56,93.28,60.7,C,17.7,No,Yes,High School,High,8,7.7 +S3914,Ali,Johnson,student2914@university.com,Female,23,Engineering,95.61,86.51,63.27,55.01,54.63,8.99,69.56,64.92,B,12.5,Yes,Yes,High School,Medium,4,5.0 +S3915,Ali,Williams,student2915@university.com,Female,18,Engineering,94.16,76.92,78.45,57.43,79.86,2.95,69.35,90.35,A,25.4,No,Yes,PhD,Low,2,6.5 +S3916,John,Davis,student2916@university.com,Female,22,CS,98.54,75.62,92.49,58.33,77.4,9.66,67.44,88.67,A,14.7,No,Yes,None,Medium,10,7.6 +S3917,Omar,Jones,student2917@university.com,Male,18,Business,85.83,94.74,79.63,59.88,80.39,4.73,56.24,90.69,A,24.8,No,Yes,None,Low,7,8.0 +S3918,Liam,Davis,student2918@university.com,Male,20,Engineering,84.14,67.13,90.34,71.0,80.92,1.01,73.93,66.11,F,21.0,Yes,Yes,PhD,Medium,1,5.4 +S3919,Emma,Brown,student2919@university.com,Male,19,Engineering,77.95,53.52,68.44,81.19,75.01,0.55,89.37,98.48,F,27.9,No,Yes,PhD,Medium,1,6.4 +S3920,Ahmed,Davis,student2920@university.com,Female,22,Engineering,56.3,49.71,83.04,81.44,74.69,3.39,93.77,85.77,C,25.3,No,Yes,,Low,5,4.5 +S3921,Liam,Davis,student2921@university.com,Female,18,Engineering,59.46,64.0,98.8,50.0,96.21,2.59,98.14,53.26,D,27.5,Yes,No,Master's,Medium,5,7.6 +S3922,Ahmed,Brown,student2922@university.com,Female,19,Engineering,64.47,82.77,49.21,96.05,76.69,8.44,89.26,73.89,F,18.1,Yes,Yes,None,Low,5,6.2 +S3923,Ali,Williams,student2923@university.com,Female,21,CS,94.51,42.55,95.62,91.14,80.87,7.38,81.15,83.23,B,27.8,No,Yes,None,High,3,4.2 +S3924,Sara,Brown,student2924@university.com,Male,20,CS,58.65,47.74,71.34,98.2,63.35,8.85,74.88,58.43,D,8.9,No,Yes,PhD,Low,6,6.6 +S3925,Emma,Jones,student2925@university.com,Male,20,CS,96.14,46.37,78.59,68.0,93.55,5.89,93.74,95.09,A,7.1,No,Yes,PhD,Medium,2,8.0 +S3926,Maria,Davis,student2926@university.com,Male,22,Engineering,76.14,75.12,92.67,83.24,51.22,4.35,86.98,87.71,B,18.2,No,Yes,None,High,10,4.2 +S3927,Sara,Brown,student2927@university.com,Female,18,Business,85.78,54.57,64.58,58.4,77.86,2.71,58.06,54.07,B,25.7,No,Yes,None,High,8,6.0 +S3928,Sara,Davis,student2928@university.com,Female,21,Engineering,55.51,49.98,65.12,90.85,69.19,5.83,84.13,95.66,C,10.3,Yes,Yes,Bachelor's,Medium,8,6.4 +S3929,Liam,Jones,student2929@university.com,Male,23,CS,63.45,75.57,71.63,58.07,80.2,6.18,71.55,70.22,B,29.2,Yes,Yes,None,Low,5,9.0 +S3930,Emma,Johnson,student2930@university.com,Female,22,Business,97.93,85.68,41.15,66.3,68.01,3.93,79.79,72.62,A,9.6,No,Yes,PhD,Medium,6,5.1 +S3931,Omar,Jones,student2931@university.com,Male,23,Business,63.31,59.93,69.8,74.54,85.88,9.37,94.92,89.16,F,22.7,No,Yes,High School,High,2,8.1 +S3932,Ali,Smith,student2932@university.com,Female,22,Business,64.83,74.69,57.47,79.73,51.02,6.4,82.63,82.2,A,27.9,Yes,Yes,,Low,5,4.7 +S3933,Ali,Smith,student2933@university.com,Female,18,Engineering,59.88,45.89,95.68,77.98,70.29,8.37,96.94,71.88,F,29.1,No,Yes,High School,Low,8,8.8 +S3934,Ali,Smith,student2934@university.com,Male,21,Business,56.45,96.11,45.26,55.1,91.56,6.2,93.32,62.98,C,21.5,No,Yes,Bachelor's,Medium,10,5.5 +S3935,Ali,Davis,student2935@university.com,Male,18,CS,61.66,60.21,67.56,71.08,62.51,3.17,56.45,75.84,F,19.4,No,Yes,High School,Medium,7,4.7 +S3936,Liam,Williams,student2936@university.com,Female,20,CS,82.12,99.85,96.85,96.15,52.64,7.37,50.58,78.96,D,7.3,No,Yes,Master's,Low,9,5.9 +S3937,Ahmed,Williams,student2937@university.com,Male,23,CS,72.77,98.72,94.06,,74.83,2.3,69.22,81.55,F,5.5,No,Yes,,Medium,9,4.1 +S3938,Ali,Williams,student2938@university.com,Male,19,Business,77.69,86.73,82.08,79.54,98.83,5.97,93.27,80.25,F,29.6,No,Yes,Bachelor's,Low,8,4.5 +S3939,Ahmed,Davis,student2939@university.com,Female,24,CS,56.12,41.2,75.36,78.62,53.21,4.02,61.51,80.87,F,11.9,No,Yes,High School,Low,2,6.5 +S3940,Ahmed,Jones,student2940@university.com,Female,20,Engineering,90.11,72.61,56.84,55.58,53.5,1.5,84.57,73.79,A,6.8,No,Yes,PhD,High,4,8.7 +S3941,Omar,Williams,student2941@university.com,Female,20,Engineering,89.2,45.21,62.02,60.01,79.76,4.13,73.8,78.09,A,18.5,No,Yes,,Medium,4,6.2 +S3942,Ali,Johnson,student2942@university.com,Male,23,CS,51.08,93.71,45.41,62.63,62.5,3.1,87.3,64.43,D,12.8,No,No,,Low,8,7.3 +S3943,John,Smith,student2943@university.com,Female,22,Business,69.18,87.38,87.17,74.41,70.51,1.12,58.25,57.92,C,13.9,Yes,Yes,Bachelor's,High,2,7.5 +S3944,Maria,Jones,student2944@university.com,Female,20,CS,,98.34,59.43,86.57,91.53,8.24,61.95,80.35,D,13.8,No,Yes,Master's,Low,10,4.2 +S3945,Sara,Smith,student2945@university.com,Female,24,CS,89.61,76.5,80.07,73.04,59.94,4.99,62.13,52.35,A,11.2,No,Yes,PhD,Low,9,5.6 +S3946,Ahmed,Williams,student2946@university.com,Female,21,Business,86.86,71.33,61.46,56.3,85.96,3.46,77.42,53.26,A,29.2,No,Yes,High School,High,2,9.0 +S3947,Emma,Jones,student2947@university.com,Female,20,CS,,71.14,67.86,71.97,75.22,5.05,64.48,62.37,C,11.6,No,No,Master's,Low,4,4.0 +S3948,Emma,Brown,student2948@university.com,Male,21,Engineering,61.82,63.19,73.3,58.13,95.25,7.55,90.59,59.72,F,18.9,Yes,Yes,,High,3,6.4 +S3949,Maria,Johnson,student2949@university.com,Female,18,Business,72.81,68.12,88.11,87.56,98.65,0.18,67.34,68.71,F,11.0,No,Yes,High School,Medium,10,8.2 +S3950,Emma,Williams,student2950@university.com,Female,22,Mathematics,59.22,78.12,52.67,58.33,74.25,5.47,83.04,68.56,F,24.0,No,Yes,Bachelor's,Medium,8,5.4 +S3951,John,Williams,student2951@university.com,Male,21,Business,68.56,95.98,63.93,74.13,79.23,4.79,97.43,55.84,C,10.7,Yes,Yes,,Medium,1,9.0 +S3952,Emma,Johnson,student2952@university.com,Female,20,CS,,75.75,47.8,84.67,87.29,8.93,80.35,62.33,B,20.4,No,Yes,Master's,Medium,7,6.4 +S3953,Sara,Johnson,student2953@university.com,Female,22,Engineering,52.67,91.43,44.55,61.41,65.93,5.56,62.11,50.23,C,25.8,No,Yes,High School,High,7,8.6 +S3954,Sara,Brown,student2954@university.com,Male,24,CS,85.74,91.77,76.28,53.8,61.34,1.37,91.52,67.55,A,11.8,No,Yes,Bachelor's,Low,9,6.6 +S3955,Ahmed,Williams,student2955@university.com,Female,22,CS,77.16,71.13,51.35,,98.23,3.89,50.63,89.82,B,25.1,No,Yes,Master's,High,10,6.0 +S3956,Ali,Davis,student2956@university.com,Male,21,CS,,60.85,43.59,52.71,71.63,6.21,62.83,63.31,C,7.3,No,Yes,,High,8,7.6 +S3957,Omar,Williams,student2957@university.com,Female,21,CS,63.59,78.37,93.83,79.39,50.08,0.46,69.37,82.17,B,7.9,No,Yes,None,Medium,6,8.8 +S3958,John,Smith,student2958@university.com,Male,19,Business,,66.75,72.06,87.67,91.89,8.85,59.8,54.91,A,15.0,No,Yes,None,Low,6,5.9 +S3959,Ahmed,Jones,student2959@university.com,Male,19,CS,99.93,44.89,48.08,66.47,79.98,0.68,80.2,50.61,A,15.2,No,Yes,Master's,Low,6,8.3 +S3960,John,Jones,student2960@university.com,Female,22,Engineering,95.96,62.67,43.21,74.42,58.43,0.31,77.9,74.92,A,17.9,Yes,Yes,None,Low,5,7.3 +S3961,Ali,Smith,student2961@university.com,Male,23,Engineering,88.89,99.64,47.19,96.44,51.51,0.02,70.32,73.07,A,5.6,No,Yes,PhD,Low,1,5.9 +S3962,Liam,Jones,student2962@university.com,Male,23,Engineering,90.62,42.91,68.28,73.56,64.57,6.84,64.72,59.58,B,7.9,No,No,Master's,Low,2,4.3 +S3963,Emma,Johnson,student2963@university.com,Female,19,Mathematics,78.69,81.8,80.11,99.83,96.39,4.56,71.7,64.33,D,5.3,No,Yes,Master's,Medium,6,5.6 +S3964,Emma,Jones,student2964@university.com,Female,20,CS,59.51,90.47,78.48,57.85,96.67,1.03,64.56,51.53,F,28.9,No,Yes,High School,Medium,2,8.2 +S3965,Omar,Jones,student2965@university.com,Male,18,Engineering,83.85,78.92,48.67,85.45,65.55,8.56,61.06,89.89,D,12.8,No,Yes,PhD,High,5,4.5 +S3966,Ali,Smith,student2966@university.com,Female,22,Engineering,85.64,74.18,78.01,82.63,91.8,2.03,67.56,65.06,B,22.2,No,Yes,Master's,Medium,10,6.9 +S3967,Ahmed,Brown,student2967@university.com,Male,18,CS,99.27,82.45,64.29,93.62,72.09,3.26,80.12,60.97,A,20.2,Yes,Yes,Bachelor's,Low,1,6.6 +S3968,Omar,Jones,student2968@university.com,Male,19,Engineering,77.07,65.76,67.88,,82.72,1.78,82.42,90.23,F,23.1,No,Yes,Master's,Low,1,7.3 +S3969,Ali,Davis,student2969@university.com,Female,21,Business,63.57,45.48,88.09,64.01,66.72,9.27,64.87,51.96,A,27.1,Yes,Yes,PhD,Medium,6,8.7 +S3970,Maria,Jones,student2970@university.com,Female,24,CS,84.18,97.74,59.95,56.61,75.8,7.58,97.37,64.23,A,10.8,No,Yes,Master's,Medium,1,7.8 +S3971,Sara,Brown,student2971@university.com,Male,22,CS,98.97,65.94,48.82,96.65,64.69,7.24,63.1,63.14,A,15.6,Yes,Yes,None,Medium,4,6.6 +S3972,Omar,Smith,student2972@university.com,Female,19,CS,58.86,79.92,92.41,71.33,53.06,0.44,85.61,63.15,D,13.2,No,No,PhD,Low,2,8.2 +S3973,Omar,Brown,student2973@university.com,Female,20,Business,66.3,71.88,52.73,95.5,56.97,5.23,54.07,50.57,B,7.1,Yes,Yes,Bachelor's,High,9,7.5 +S3974,Ahmed,Smith,student2974@university.com,Male,24,Business,77.09,43.28,57.64,64.72,64.53,5.75,83.24,96.73,F,5.8,No,Yes,PhD,Low,1,8.5 +S3975,John,Johnson,student2975@university.com,Male,22,Engineering,,97.16,82.4,56.32,98.81,3.83,73.0,93.21,C,24.1,No,Yes,Master's,Low,3,7.6 +S3976,Maria,Smith,student2976@university.com,Male,22,Engineering,51.11,87.55,81.01,64.83,98.28,3.22,78.46,70.72,F,8.2,No,Yes,Bachelor's,Medium,7,7.8 +S3977,Ahmed,Johnson,student2977@university.com,Male,23,Business,66.85,48.95,88.02,79.86,91.38,8.52,59.2,72.27,D,5.4,No,No,Bachelor's,Medium,1,4.4 +S3978,Ali,Johnson,student2978@university.com,Male,21,Business,,98.9,51.03,92.26,61.63,0.23,71.68,76.21,C,16.0,No,Yes,Bachelor's,Medium,1,4.0 +S3979,Ali,Smith,student2979@university.com,Male,22,Business,52.17,84.21,61.14,69.27,72.08,6.25,88.31,73.92,C,13.1,No,Yes,,Low,6,8.8 +S3980,Ali,Davis,student2980@university.com,Female,21,Business,71.45,68.34,47.55,95.74,71.99,3.94,88.35,88.96,D,6.7,Yes,Yes,PhD,Low,6,5.3 +S3981,Liam,Williams,student2981@university.com,Male,19,Engineering,88.11,76.68,72.46,62.21,69.35,6.66,61.88,74.42,A,6.3,Yes,Yes,Master's,Low,4,4.8 +S3982,Ali,Smith,student2982@university.com,Female,20,Engineering,97.66,46.4,57.55,,52.24,1.98,67.63,59.44,A,27.8,Yes,Yes,None,Medium,10,4.8 +S3983,John,Jones,student2983@university.com,Female,24,Business,99.27,73.62,81.34,86.79,76.73,2.39,50.19,55.85,A,28.5,No,Yes,Bachelor's,Medium,3,7.7 +S3984,Maria,Davis,student2984@university.com,Male,24,Mathematics,71.1,44.42,40.02,63.7,53.64,5.87,54.5,95.91,F,17.1,No,No,Master's,Medium,10,4.2 +S3985,Emma,Davis,student2985@university.com,Female,20,CS,97.52,72.69,43.58,51.35,90.1,9.8,56.34,52.42,A,26.2,Yes,Yes,High School,High,1,7.3 +S3986,Sara,Jones,student2986@university.com,Male,22,CS,51.77,73.16,65.95,68.26,84.57,9.75,64.68,94.88,D,25.0,No,Yes,Master's,Low,8,6.9 +S3987,John,Williams,student2987@university.com,Female,22,Mathematics,87.3,92.47,97.49,52.26,67.64,2.49,87.95,84.52,A,19.5,Yes,Yes,,Medium,8,4.7 +S3988,John,Davis,student2988@university.com,Male,19,CS,82.14,83.5,93.45,95.04,82.36,1.02,75.51,70.24,A,23.8,Yes,Yes,,Low,7,4.7 +S3989,Liam,Johnson,student2989@university.com,Male,23,Business,62.48,54.97,99.64,97.68,61.65,5.9,89.63,59.36,F,28.3,Yes,Yes,Bachelor's,Medium,4,4.7 +S3990,Emma,Williams,student2990@university.com,Male,23,CS,75.37,93.31,65.01,86.77,63.26,4.2,87.75,65.52,A,19.2,No,Yes,High School,Medium,2,5.3 +S3991,Emma,Jones,student2991@university.com,Male,23,CS,56.48,74.39,42.79,86.33,65.71,7.62,79.36,76.49,D,17.8,No,Yes,None,Medium,7,7.2 +S3992,Sara,Williams,student2992@university.com,Female,21,CS,93.58,76.38,58.36,62.04,89.85,5.28,74.99,82.84,B,5.1,No,Yes,Bachelor's,Low,8,5.0 +S3993,Sara,Smith,student2993@university.com,Female,23,CS,67.89,50.14,80.55,53.7,60.53,5.11,96.57,84.57,D,18.6,No,No,High School,Low,5,7.3 +S3994,Emma,Williams,student2994@university.com,Female,20,CS,81.3,91.47,48.11,90.11,78.14,6.46,78.46,72.36,A,25.4,Yes,Yes,PhD,High,9,8.9 +S3995,Ali,Johnson,student2995@university.com,Female,24,Engineering,57.94,95.86,58.0,,60.02,1.26,74.14,68.7,C,24.1,No,Yes,None,High,10,8.3 +S3996,John,Smith,student2996@university.com,Female,24,Business,60.31,86.5,43.37,84.08,64.25,6.77,93.46,88.42,C,21.1,Yes,Yes,PhD,Low,8,8.0 +S3997,Ahmed,Brown,student2997@university.com,Male,21,Mathematics,99.6,96.45,68.5,88.98,61.77,4.89,53.57,96.27,A,5.6,No,Yes,Master's,Medium,4,8.7 +S3998,Sara,Jones,student2998@university.com,Male,19,Engineering,87.65,58.14,52.54,70.47,82.25,8.2,82.8,95.72,B,28.1,No,Yes,None,Low,10,7.1 +S3999,Liam,Jones,student2999@university.com,Male,20,Engineering,98.1,91.67,45.47,57.23,76.34,1.39,55.65,77.58,A,15.7,No,Yes,PhD,Medium,9,7.8 +S4000,Liam,Williams,student3000@university.com,Male,24,Engineering,64.79,69.33,64.67,89.75,86.06,3.01,90.99,53.95,A,19.3,Yes,Yes,PhD,Medium,1,7.9 +S4001,Sara,Davis,student3001@university.com,Male,20,Engineering,58.23,49.84,61.07,72.69,61.0,9.5,89.63,53.66,C,14.9,No,Yes,Bachelor's,Low,9,8.9 +S4002,Emma,Smith,student3002@university.com,Female,24,Engineering,75.15,80.13,72.25,91.35,50.46,5.53,75.18,70.14,B,13.7,No,No,Master's,Medium,1,7.2 +S4003,Maria,Brown,student3003@university.com,Male,18,CS,74.73,81.05,84.94,71.88,84.03,9.29,83.05,86.64,C,17.8,No,Yes,None,Medium,5,5.4 +S4004,Ahmed,Smith,student3004@university.com,Male,19,CS,58.75,57.22,46.75,60.85,55.74,6.89,88.63,74.87,D,17.4,No,Yes,None,Low,5,5.0 +S4005,Ahmed,Jones,student3005@university.com,Female,19,CS,86.66,41.65,87.47,58.55,62.32,9.26,74.17,81.37,B,13.9,No,Yes,None,Medium,8,5.5 +S4006,Sara,Smith,student3006@university.com,Female,18,CS,,51.99,41.58,87.2,65.28,3.18,95.3,92.17,A,25.1,No,Yes,High School,Low,5,7.8 +S4007,Ali,Brown,student3007@university.com,Male,21,Business,59.32,63.99,66.59,78.74,87.34,0.91,71.85,52.02,D,6.3,No,Yes,None,High,8,7.3 +S4008,Maria,Davis,student3008@university.com,Male,24,CS,66.6,50.05,75.25,70.23,81.29,8.02,94.6,96.19,B,7.9,Yes,Yes,High School,Low,1,5.1 +S4009,Ahmed,Williams,student3009@university.com,Female,24,Business,78.18,51.64,97.42,74.61,59.21,8.04,79.14,66.54,C,7.1,No,Yes,,Low,10,8.3 +S4010,Sara,Johnson,student3010@university.com,Male,24,Mathematics,86.32,63.48,74.44,77.48,79.89,6.19,71.31,52.34,A,19.1,Yes,Yes,High School,Low,3,8.9 +S4011,Liam,Smith,student3011@university.com,Male,23,Mathematics,74.09,97.71,49.52,,85.41,5.8,50.2,91.77,C,15.3,Yes,Yes,Master's,High,7,7.8 +S4012,Ahmed,Johnson,student3012@university.com,Male,23,Mathematics,76.28,85.85,71.05,68.91,69.44,9.15,64.78,96.71,A,16.3,No,Yes,High School,Medium,6,4.3 +S4013,Omar,Jones,student3013@university.com,Female,23,CS,,59.18,63.75,64.62,62.3,1.76,93.4,88.43,F,19.4,No,Yes,Master's,Medium,5,7.1 +S4014,Maria,Williams,student3014@university.com,Male,23,Engineering,95.73,97.1,68.76,69.42,83.95,6.17,71.44,90.23,B,13.1,No,Yes,Master's,Low,7,8.7 +S4015,Maria,Williams,student3015@university.com,Male,23,CS,96.44,78.74,51.83,75.03,80.54,0.5,71.07,93.57,A,9.6,No,Yes,,Low,5,5.6 +S4016,Omar,Smith,student3016@university.com,Female,18,Business,84.17,67.33,70.05,58.67,53.9,1.41,74.47,76.12,A,12.7,No,Yes,Master's,Medium,7,6.9 +S4017,John,Davis,student3017@university.com,Female,19,Business,50.88,68.1,49.0,69.68,83.33,4.37,64.32,84.02,C,29.8,Yes,Yes,None,Low,10,5.1 +S4018,Liam,Williams,student3018@university.com,Female,21,Business,76.85,64.64,84.64,69.27,74.43,8.21,74.58,64.32,C,28.8,No,Yes,Master's,High,3,8.4 +S4019,Omar,Smith,student3019@university.com,Male,20,Engineering,81.46,53.98,75.63,64.3,87.67,7.33,68.79,62.49,B,28.9,No,Yes,PhD,Medium,6,8.3 +S4020,Emma,Smith,student3020@university.com,Female,23,Business,99.73,63.2,44.71,99.92,59.54,9.74,95.47,80.45,B,5.7,No,Yes,Bachelor's,Low,2,5.8 +S4021,Emma,Johnson,student3021@university.com,Male,18,CS,99.8,71.67,93.38,53.68,62.91,0.45,78.2,86.73,A,7.2,Yes,Yes,,Low,1,5.7 +S4022,Sara,Williams,student3022@university.com,Female,24,CS,92.88,71.68,76.98,82.15,77.17,3.81,91.71,69.86,A,6.1,Yes,Yes,None,Low,2,4.0 +S4023,Maria,Smith,student3023@university.com,Male,21,Business,53.19,85.7,58.97,58.72,74.09,1.59,84.34,70.01,D,25.4,No,Yes,Master's,Low,4,5.6 +S4024,John,Johnson,student3024@university.com,Female,21,Engineering,,61.53,42.74,91.98,69.32,0.37,60.63,97.71,A,29.8,No,Yes,High School,Low,10,7.9 +S4025,John,Brown,student3025@university.com,Male,21,Mathematics,80.63,83.01,77.93,95.71,87.3,2.64,93.38,75.92,F,18.6,No,Yes,None,Low,6,4.1 +S4026,Ahmed,Johnson,student3026@university.com,Male,18,CS,90.04,74.69,62.41,70.07,78.24,2.44,54.36,99.31,A,22.5,Yes,Yes,Bachelor's,High,5,5.0 +S4027,Ahmed,Johnson,student3027@university.com,Female,20,Business,70.36,97.71,94.46,91.17,85.51,4.2,72.43,93.14,D,13.8,Yes,No,High School,Low,8,7.7 +S4028,Omar,Smith,student3028@university.com,Female,23,Engineering,65.98,63.12,42.09,62.5,57.66,1.4,61.96,81.98,D,24.1,No,No,High School,High,2,7.2 +S4029,John,Jones,student3029@university.com,Male,21,Business,,94.07,42.35,57.0,86.45,4.89,76.88,50.46,F,21.4,Yes,Yes,Master's,Medium,3,8.9 +S4030,Omar,Jones,student3030@university.com,Female,18,Business,57.34,89.24,96.96,65.79,73.08,9.2,65.0,64.8,C,25.0,No,No,Bachelor's,High,2,6.0 +S4031,Liam,Davis,student3031@university.com,Male,24,Mathematics,67.85,78.26,97.89,67.08,51.69,7.48,86.14,70.88,A,17.5,No,Yes,Bachelor's,Medium,10,4.7 +S4032,Omar,Jones,student3032@university.com,Female,19,CS,92.88,79.27,41.66,69.87,61.72,8.42,96.85,82.64,B,9.9,Yes,Yes,High School,Low,2,7.3 +S4033,Ahmed,Johnson,student3033@university.com,Female,24,Mathematics,51.9,45.08,82.96,,51.29,8.05,85.45,69.78,C,16.9,No,Yes,Bachelor's,High,4,4.4 +S4034,Maria,Davis,student3034@university.com,Male,18,CS,57.54,97.01,53.29,70.56,72.84,3.9,67.77,91.39,F,12.8,Yes,Yes,,Low,2,4.6 +S4035,Omar,Smith,student3035@university.com,Female,18,CS,56.26,46.42,82.08,85.5,66.29,7.09,80.0,83.15,D,22.4,No,Yes,Master's,Low,2,6.8 +S4036,Ali,Williams,student3036@university.com,Female,18,Engineering,70.15,73.79,92.12,62.28,99.37,7.54,94.43,67.36,D,8.4,Yes,Yes,Master's,High,3,6.4 +S4037,Maria,Johnson,student3037@university.com,Male,21,Business,99.85,59.8,46.05,50.93,93.43,2.06,63.5,89.22,B,13.3,No,Yes,PhD,Low,1,5.3 +S4038,John,Johnson,student3038@university.com,Male,18,Engineering,58.67,65.79,54.33,74.48,91.28,8.6,55.91,65.15,F,5.2,No,Yes,PhD,Medium,5,6.4 +S4039,John,Davis,student3039@university.com,Female,19,Business,57.27,76.61,41.44,72.41,75.06,4.58,56.54,53.14,F,25.4,No,Yes,Bachelor's,High,4,8.3 +S4040,Omar,Smith,student3040@university.com,Male,21,Business,95.75,94.53,42.63,,90.35,0.16,74.74,58.63,A,15.2,No,Yes,,Medium,1,7.6 +S4041,Maria,Brown,student3041@university.com,Female,24,CS,94.1,67.45,41.78,,63.34,6.43,86.61,50.14,A,24.4,Yes,No,Bachelor's,Medium,6,6.3 +S4042,Ahmed,Johnson,student3042@university.com,Female,19,Mathematics,51.61,99.26,88.04,75.5,78.03,6.77,82.86,91.62,C,7.4,Yes,Yes,PhD,Medium,7,5.6 +S4043,Ahmed,Brown,student3043@university.com,Male,22,CS,87.59,75.57,57.9,61.74,69.65,5.52,72.69,81.36,A,9.8,No,Yes,,Medium,4,6.9 +S4044,Emma,Brown,student3044@university.com,Male,24,Business,82.77,49.63,69.59,93.88,58.57,2.12,86.46,78.53,B,26.3,No,No,Master's,High,3,4.0 +S4045,John,Jones,student3045@university.com,Male,18,CS,88.39,51.4,87.27,58.66,53.63,4.82,81.7,83.1,A,19.9,No,Yes,Master's,Medium,9,7.7 +S4046,Sara,Smith,student3046@university.com,Male,23,Engineering,74.73,82.97,69.7,51.01,77.91,4.0,81.41,82.68,B,5.1,No,Yes,,Medium,3,8.0 +S4047,Emma,Brown,student3047@university.com,Male,23,Engineering,99.57,43.02,65.75,72.38,54.88,9.75,60.12,78.27,A,27.6,No,Yes,PhD,Medium,5,4.6 +S4048,Ahmed,Smith,student3048@university.com,Male,21,CS,52.19,68.82,40.69,99.31,85.9,8.25,65.63,92.12,F,29.6,No,Yes,High School,Medium,5,6.0 +S4049,Maria,Jones,student3049@university.com,Female,23,CS,61.72,48.89,74.08,,96.07,7.62,67.22,72.05,B,21.5,No,Yes,Bachelor's,High,7,4.7 +S4050,Liam,Smith,student3050@university.com,Female,24,CS,69.83,65.99,47.48,67.7,58.11,1.81,90.41,90.24,C,23.2,No,Yes,Master's,Low,1,8.7 +S4051,Ahmed,Johnson,student3051@university.com,Male,21,CS,72.49,85.0,85.88,50.84,73.55,3.31,88.76,89.33,F,8.3,Yes,Yes,PhD,Low,3,8.1 +S4052,Maria,Brown,student3052@university.com,Female,24,CS,96.07,67.53,55.46,74.25,86.94,3.8,62.63,59.98,A,24.2,Yes,No,High School,Medium,3,4.1 +S4053,Emma,Smith,student3053@university.com,Female,18,Engineering,,49.81,80.45,60.32,64.34,4.93,52.76,72.69,B,7.5,Yes,Yes,,Low,10,8.9 +S4054,John,Williams,student3054@university.com,Female,20,Business,52.26,55.12,78.77,,96.04,0.3,88.39,91.75,F,27.2,No,Yes,,High,10,4.7 +S4055,Ahmed,Smith,student3055@university.com,Female,20,Engineering,70.39,62.05,77.0,79.15,94.42,5.93,70.49,91.54,B,17.6,Yes,Yes,None,High,8,4.4 +S4056,Omar,Brown,student3056@university.com,Male,19,Business,70.82,44.17,56.02,63.26,55.19,3.58,60.99,51.2,C,8.5,Yes,Yes,PhD,Low,3,4.2 +S4057,Maria,Jones,student3057@university.com,Female,18,Engineering,98.27,75.06,56.03,53.44,51.37,5.62,55.85,61.15,A,7.2,Yes,Yes,,Low,7,8.0 +S4058,John,Jones,student3058@university.com,Female,23,Engineering,79.96,76.45,91.78,87.75,98.82,0.09,50.64,71.19,D,16.0,Yes,Yes,Master's,Medium,9,8.6 +S4059,Liam,Brown,student3059@university.com,Male,18,Engineering,81.78,43.73,40.77,79.27,97.82,3.21,71.39,52.36,D,5.1,No,Yes,,Low,8,4.5 +S4060,Liam,Johnson,student3060@university.com,Male,22,Engineering,,64.14,50.89,92.11,71.11,7.69,66.99,63.03,B,29.0,No,Yes,High School,High,6,8.9 +S4061,Sara,Johnson,student3061@university.com,Male,20,Engineering,88.5,64.84,76.61,62.99,52.53,5.01,84.82,62.91,A,9.3,No,Yes,Master's,Low,5,5.6 +S4062,Maria,Jones,student3062@university.com,Male,23,CS,81.75,60.03,89.02,82.64,80.94,7.89,98.83,60.73,A,15.5,Yes,Yes,PhD,High,7,7.4 +S4063,Emma,Jones,student3063@university.com,Female,24,Business,61.86,73.46,61.5,,64.67,6.99,60.34,69.83,A,20.2,No,Yes,Bachelor's,Medium,9,8.9 +S4064,Sara,Brown,student3064@university.com,Male,24,Business,93.7,60.76,79.21,64.59,96.84,8.55,62.15,90.65,A,21.9,Yes,Yes,PhD,Medium,6,4.0 +S4065,Sara,Johnson,student3065@university.com,Female,20,CS,86.61,64.98,73.43,82.83,89.73,0.07,66.87,62.21,A,19.1,No,No,PhD,Low,2,6.7 +S4066,Ali,Jones,student3066@university.com,Female,18,Business,87.09,87.85,43.87,91.28,82.48,2.61,73.3,79.1,A,9.5,No,Yes,PhD,High,8,7.3 +S4067,Ahmed,Johnson,student3067@university.com,Male,23,CS,99.83,49.73,77.31,66.05,64.23,5.49,84.88,77.88,A,16.8,No,Yes,Bachelor's,Low,4,5.9 +S4068,Maria,Jones,student3068@university.com,Male,19,CS,90.13,77.15,88.83,,85.06,9.41,67.6,90.9,A,13.1,Yes,Yes,Master's,Low,6,4.5 +S4069,Sara,Smith,student3069@university.com,Male,24,CS,91.46,70.34,99.55,83.89,64.46,6.8,55.21,69.7,B,7.2,Yes,Yes,PhD,Low,2,7.1 +S4070,Ali,Williams,student3070@university.com,Male,18,Business,97.57,58.3,41.78,67.43,51.88,4.57,86.52,61.18,B,14.7,No,Yes,High School,Medium,6,4.2 +S4071,Emma,Davis,student3071@university.com,Male,19,Business,57.56,83.65,79.6,93.82,75.42,1.3,89.73,94.58,C,20.2,Yes,Yes,Master's,Low,2,8.6 +S4072,John,Smith,student3072@university.com,Male,23,Business,,73.07,64.87,75.46,74.43,4.93,62.38,91.65,C,7.6,No,Yes,PhD,Medium,1,6.3 +S4073,Omar,Davis,student3073@university.com,Female,20,CS,79.03,68.64,40.59,82.41,88.15,4.41,56.84,81.08,A,9.1,No,Yes,Bachelor's,High,5,8.6 +S4074,Omar,Jones,student3074@university.com,Female,22,Engineering,66.46,80.06,76.86,74.78,93.28,7.78,76.39,54.66,D,7.2,Yes,Yes,PhD,Medium,4,8.2 +S4075,Maria,Williams,student3075@university.com,Female,21,Business,91.97,88.14,47.35,72.64,67.72,4.13,60.42,50.81,A,5.0,No,Yes,PhD,Low,4,4.0 +S4076,Sara,Williams,student3076@university.com,Female,20,CS,88.12,98.36,62.71,92.4,72.47,3.19,68.71,59.13,A,28.4,No,Yes,None,Low,1,6.3 +S4077,Omar,Jones,student3077@university.com,Male,19,Engineering,86.04,77.76,55.68,64.74,73.52,0.9,88.87,59.83,A,26.0,No,Yes,,Low,9,8.4 +S4078,Ahmed,Jones,student3078@university.com,Male,18,CS,99.86,92.47,61.67,,66.21,0.47,60.98,56.81,B,10.8,Yes,Yes,Master's,High,8,5.9 +S4079,Omar,Johnson,student3079@university.com,Female,24,CS,62.97,40.07,69.56,,87.17,4.39,90.31,63.11,D,19.4,No,Yes,None,Low,1,5.6 +S4080,Omar,Jones,student3080@university.com,Female,23,Engineering,86.77,71.81,61.55,91.25,76.11,3.47,83.7,66.89,A,25.0,No,Yes,Bachelor's,Low,5,7.4 +S4081,Omar,Brown,student3081@university.com,Female,20,Engineering,77.57,52.88,73.16,,95.7,5.55,60.99,87.72,C,14.2,No,Yes,None,High,9,7.5 +S4082,Liam,Jones,student3082@university.com,Male,24,CS,,45.65,54.32,59.27,82.52,7.12,76.32,85.48,C,23.5,Yes,Yes,Bachelor's,Medium,1,7.2 +S4083,Ali,Brown,student3083@university.com,Male,24,CS,58.03,71.92,78.12,83.78,60.59,0.4,80.7,55.22,D,26.7,No,No,PhD,Medium,10,5.8 +S4084,Sara,Jones,student3084@university.com,Male,22,CS,94.79,84.81,91.23,53.94,58.24,4.96,60.01,98.86,B,17.5,No,Yes,Master's,High,10,4.3 +S4085,Ahmed,Johnson,student3085@university.com,Female,23,CS,79.77,64.74,53.44,71.19,68.62,8.62,57.25,87.61,F,27.2,Yes,Yes,None,Medium,3,8.6 +S4086,Sara,Brown,student3086@university.com,Female,19,CS,91.25,80.21,70.47,54.29,67.35,4.55,76.56,58.17,A,10.2,Yes,Yes,None,Low,4,5.6 +S4087,Liam,Smith,student3087@university.com,Male,23,CS,77.27,69.38,78.92,79.9,70.36,5.21,84.69,56.22,D,27.5,Yes,Yes,Master's,Medium,2,8.0 +S4088,Maria,Brown,student3088@university.com,Male,23,Engineering,61.0,66.23,73.88,,59.18,4.87,73.25,54.38,A,25.1,Yes,Yes,Bachelor's,Low,9,5.8 +S4089,Maria,Johnson,student3089@university.com,Female,18,Engineering,,57.42,61.94,81.46,98.91,3.9,53.5,86.59,B,26.0,Yes,Yes,Bachelor's,Medium,1,6.5 +S4090,Maria,Davis,student3090@university.com,Female,21,Business,69.08,62.96,78.53,83.66,57.29,1.1,96.26,61.81,B,5.1,No,Yes,,High,4,5.9 +S4091,Emma,Brown,student3091@university.com,Male,24,Business,98.65,60.99,41.69,74.36,82.63,1.26,84.75,53.65,B,21.6,Yes,Yes,Bachelor's,High,10,4.4 +S4092,Omar,Jones,student3092@university.com,Female,19,CS,50.28,78.77,62.19,58.75,50.65,1.79,81.06,71.09,F,15.0,No,Yes,Bachelor's,Medium,3,5.6 +S4093,Emma,Jones,student3093@university.com,Male,18,CS,99.28,46.96,71.96,55.07,70.35,7.93,82.18,85.43,A,20.1,No,Yes,None,Medium,10,8.8 +S4094,Ali,Davis,student3094@university.com,Male,24,Business,99.02,45.56,41.24,65.66,65.46,2.75,69.93,65.23,A,7.1,No,Yes,None,Low,9,4.6 +S4095,Maria,Johnson,student3095@university.com,Female,21,CS,99.81,79.6,70.46,73.26,69.1,9.48,99.22,74.13,A,10.9,No,Yes,,Medium,3,6.8 +S4096,Liam,Williams,student3096@university.com,Female,18,CS,73.83,72.78,79.26,82.11,74.9,8.1,56.63,59.63,D,13.8,No,Yes,High School,Low,7,8.8 +S4097,Ahmed,Jones,student3097@university.com,Female,21,CS,98.19,65.81,85.55,50.06,80.02,6.85,86.96,71.46,A,23.0,No,Yes,None,Medium,2,4.1 +S4098,Sara,Smith,student3098@university.com,Male,21,Engineering,69.78,49.15,46.8,85.55,79.18,7.2,71.04,67.95,D,18.8,Yes,Yes,High School,Medium,8,4.3 +S4099,Omar,Johnson,student3099@university.com,Female,21,Engineering,51.31,64.66,99.43,85.64,81.54,0.48,94.05,71.7,D,5.4,No,Yes,,Medium,2,8.5 +S4100,John,Brown,student3100@university.com,Female,18,Mathematics,61.22,87.38,76.37,72.23,92.23,5.68,85.86,73.29,C,13.4,No,Yes,Bachelor's,Low,10,7.7 +S4101,Ahmed,Brown,student3101@university.com,Male,23,Business,97.26,93.38,61.79,67.17,94.34,9.41,78.11,54.61,A,28.5,No,Yes,High School,Low,9,6.7 +S4102,Omar,Smith,student3102@university.com,Male,21,Engineering,50.69,82.15,54.95,92.12,86.86,0.39,96.88,54.67,F,9.5,Yes,Yes,PhD,Low,9,6.7 +S4103,Emma,Jones,student3103@university.com,Female,23,CS,77.3,43.59,74.37,89.23,53.95,2.91,95.62,63.03,F,10.9,No,Yes,Bachelor's,Low,9,8.9 +S4104,Emma,Johnson,student3104@university.com,Male,24,CS,53.78,80.22,92.9,99.16,98.06,0.52,52.62,55.79,D,12.7,Yes,Yes,,Low,6,4.1 +S4105,Ahmed,Smith,student3105@university.com,Male,24,CS,64.32,54.46,71.23,68.6,97.37,5.7,59.63,62.64,D,11.7,Yes,Yes,,High,7,5.4 +S4106,Emma,Jones,student3106@university.com,Male,19,CS,54.4,58.92,79.69,95.34,85.59,1.16,83.8,51.23,D,8.0,No,Yes,Master's,Medium,4,5.6 +S4107,Maria,Johnson,student3107@university.com,Female,22,CS,92.98,51.75,61.46,54.37,75.87,4.79,96.09,67.54,A,12.8,Yes,No,Master's,High,2,4.6 +S4108,Ali,Brown,student3108@university.com,Female,23,CS,79.55,86.55,63.29,70.57,62.53,7.2,71.52,60.67,B,18.5,Yes,Yes,High School,Medium,3,5.8 +S4109,Sara,Johnson,student3109@university.com,Male,24,CS,95.11,78.92,57.17,73.27,87.82,1.64,51.92,94.61,A,21.9,No,Yes,High School,Low,3,5.9 +S4110,Ali,Davis,student3110@university.com,Male,22,CS,84.42,76.71,82.34,72.04,93.89,7.55,82.16,92.91,C,21.1,No,Yes,Bachelor's,Low,1,8.8 +S4111,Omar,Williams,student3111@university.com,Male,21,Mathematics,98.55,80.08,61.55,81.25,83.26,0.6,59.73,65.02,A,9.1,Yes,Yes,,Low,3,6.2 +S4112,Sara,Johnson,student3112@university.com,Female,22,Engineering,75.49,54.21,51.44,58.51,81.45,1.5,77.62,73.77,F,20.4,No,Yes,High School,Medium,4,8.7 +S4113,Liam,Williams,student3113@university.com,Male,22,Mathematics,81.94,66.68,62.16,93.32,59.65,2.8,69.23,97.79,B,14.0,Yes,Yes,None,Low,4,8.1 +S4114,Sara,Johnson,student3114@university.com,Male,21,CS,78.82,78.0,91.23,77.59,67.89,7.96,77.9,76.2,F,25.5,No,No,None,Low,3,7.7 +S4115,Ali,Williams,student3115@university.com,Female,23,Engineering,74.21,78.2,84.3,95.21,86.16,8.5,96.62,92.42,C,14.1,No,Yes,High School,High,10,5.7 +S4116,Ahmed,Davis,student3116@university.com,Male,21,CS,92.3,87.51,60.08,50.13,50.84,2.2,74.29,91.32,B,29.4,No,Yes,,Low,4,6.1 +S4117,Sara,Brown,student3117@university.com,Female,19,CS,82.23,57.23,94.41,,82.06,0.96,51.73,97.06,B,20.4,No,Yes,,Medium,4,4.2 +S4118,Liam,Jones,student3118@university.com,Female,20,CS,90.07,86.22,44.49,70.62,88.33,8.48,79.05,65.29,A,15.7,No,Yes,,Low,3,5.9 +S4119,Liam,Williams,student3119@university.com,Female,18,Mathematics,89.32,66.41,42.99,75.25,66.74,6.49,66.29,52.17,A,17.6,No,Yes,,High,5,8.4 +S4120,Liam,Davis,student3120@university.com,Male,21,Mathematics,59.55,80.21,47.65,87.19,53.81,1.58,88.91,55.2,F,9.4,Yes,Yes,,Medium,3,7.9 +S4121,Ali,Williams,student3121@university.com,Male,21,CS,82.51,67.34,46.99,61.36,90.96,5.58,73.5,78.56,A,22.0,Yes,Yes,,Medium,8,8.0 +S4122,Sara,Brown,student3122@university.com,Female,22,CS,59.98,96.92,45.27,60.24,57.09,8.72,87.07,76.51,F,29.1,No,Yes,Master's,High,3,5.1 +S4123,John,Williams,student3123@university.com,Male,19,Engineering,79.17,50.76,79.68,85.15,68.54,0.7,95.44,64.92,A,17.9,No,Yes,,Medium,10,5.1 +S4124,Ahmed,Davis,student3124@university.com,Female,24,CS,,80.5,76.05,76.07,85.36,0.84,68.11,62.44,B,29.8,No,Yes,,High,3,7.3 +S4125,Maria,Davis,student3125@university.com,Male,24,CS,99.86,74.59,78.86,61.68,90.85,2.74,99.47,85.47,B,8.8,No,No,PhD,High,8,7.3 +S4126,Sara,Smith,student3126@university.com,Female,22,CS,51.53,50.36,81.3,,93.12,6.52,57.49,67.03,D,20.9,No,Yes,None,Low,1,5.0 +S4127,Liam,Brown,student3127@university.com,Female,23,Engineering,,43.96,85.41,72.98,76.52,1.78,82.2,80.2,F,21.9,No,No,,Low,4,7.6 +S4128,John,Smith,student3128@university.com,Male,21,CS,53.85,87.95,52.43,84.57,73.79,8.16,51.74,85.61,F,12.8,No,Yes,Master's,Medium,3,5.9 +S4129,Maria,Brown,student3129@university.com,Male,21,CS,69.92,49.45,77.34,50.13,92.42,7.5,60.65,71.52,D,13.8,No,Yes,Master's,Medium,1,8.4 +S4130,Maria,Williams,student3130@university.com,Male,22,CS,91.08,51.19,74.8,79.34,78.15,5.61,81.69,59.67,A,28.6,No,Yes,None,High,1,5.8 +S4131,Omar,Davis,student3131@university.com,Male,21,Engineering,92.2,98.71,96.62,80.28,78.93,1.16,52.31,93.04,B,20.3,Yes,Yes,Bachelor's,Low,7,5.1 +S4132,Sara,Smith,student3132@university.com,Female,23,Mathematics,86.85,83.04,53.94,87.28,71.7,9.88,55.09,54.68,A,24.5,No,Yes,PhD,Medium,4,5.0 +S4133,Ali,Williams,student3133@university.com,Female,20,CS,94.84,55.03,43.52,94.46,68.64,4.9,64.55,91.47,B,23.1,Yes,Yes,,Medium,5,8.5 +S4134,Sara,Davis,student3134@university.com,Male,18,Business,66.14,75.46,79.21,,74.03,4.52,78.78,91.83,B,20.3,No,Yes,None,Medium,2,8.3 +S4135,John,Brown,student3135@university.com,Male,18,Business,54.41,72.05,84.41,,68.24,9.96,50.8,78.55,C,6.2,No,Yes,,Low,3,6.1 +S4136,Maria,Davis,student3136@university.com,Female,18,Mathematics,52.91,90.67,56.99,55.12,67.18,8.64,74.12,81.47,C,21.6,No,Yes,PhD,Low,1,5.2 +S4137,Sara,Williams,student3137@university.com,Male,20,Business,92.61,83.76,74.25,66.84,99.68,4.56,81.29,67.9,B,13.6,Yes,Yes,Master's,Low,4,5.4 +S4138,Ali,Smith,student3138@university.com,Male,21,Engineering,86.52,89.9,43.57,53.42,66.81,4.19,70.13,92.08,B,16.7,No,Yes,Master's,Medium,8,5.9 +S4139,Omar,Smith,student3139@university.com,Male,22,Business,84.93,52.69,97.6,90.14,62.82,0.96,53.38,63.19,F,26.3,No,Yes,PhD,Medium,3,4.2 +S4140,Sara,Davis,student3140@university.com,Male,24,CS,66.98,78.41,46.6,90.35,67.7,9.27,80.54,77.99,C,29.2,Yes,Yes,Bachelor's,Low,1,4.3 +S4141,Ahmed,Williams,student3141@university.com,Female,19,Engineering,,42.41,44.05,70.86,79.54,8.44,80.29,50.09,C,22.4,No,Yes,PhD,Medium,4,8.6 +S4142,Omar,Johnson,student3142@university.com,Female,21,Mathematics,97.91,44.14,42.65,62.98,95.55,3.1,75.3,96.99,A,10.8,No,Yes,None,High,9,7.8 +S4143,Ali,Brown,student3143@university.com,Male,20,Business,53.19,82.81,65.64,,89.39,7.53,84.66,97.41,C,12.9,No,Yes,,Low,10,8.1 +S4144,John,Brown,student3144@university.com,Female,23,Mathematics,88.69,41.47,45.83,,92.11,7.63,60.39,85.52,A,8.5,Yes,Yes,PhD,Medium,8,6.4 +S4145,Maria,Williams,student3145@university.com,Male,20,Business,65.48,74.79,84.68,,92.95,2.28,83.93,71.16,B,19.5,Yes,Yes,,Low,10,5.8 +S4146,Sara,Johnson,student3146@university.com,Male,24,Business,51.95,90.42,93.93,63.31,96.03,6.14,58.07,58.93,F,28.2,No,Yes,,High,3,4.5 +S4147,Ali,Smith,student3147@university.com,Male,18,Business,87.13,62.8,55.61,81.09,61.75,2.55,69.63,74.62,A,25.3,No,Yes,,High,4,6.8 +S4148,Omar,Jones,student3148@university.com,Female,21,Business,66.55,42.69,77.73,62.93,72.92,7.9,53.38,89.57,A,18.6,No,Yes,Bachelor's,Low,5,7.7 +S4149,Ahmed,Jones,student3149@university.com,Female,24,Engineering,86.11,82.83,42.54,61.26,69.26,1.54,90.96,80.26,B,28.5,No,Yes,Master's,Medium,7,5.0 +S4150,Ali,Williams,student3150@university.com,Female,18,Mathematics,,95.78,63.19,51.06,69.09,6.69,76.91,76.37,F,27.4,No,Yes,Bachelor's,Low,1,5.9 +S4151,Emma,Johnson,student3151@university.com,Female,19,Business,76.74,83.03,57.58,78.86,82.61,3.26,98.55,92.47,C,14.0,No,Yes,None,High,3,8.6 +S4152,Liam,Johnson,student3152@university.com,Female,23,Business,,74.71,53.72,57.5,70.09,0.36,97.12,65.66,F,18.7,No,Yes,Master's,Medium,1,8.2 +S4153,Ahmed,Brown,student3153@university.com,Male,18,Engineering,79.05,53.8,78.68,50.62,80.82,1.24,99.93,93.0,A,12.4,No,Yes,,Medium,3,8.0 +S4154,Omar,Smith,student3154@university.com,Male,19,CS,64.33,40.92,47.81,,69.11,6.55,55.06,71.97,C,5.2,No,No,None,Medium,6,4.2 +S4155,John,Davis,student3155@university.com,Female,20,CS,86.71,81.68,91.64,65.69,65.56,2.4,80.33,50.12,B,16.3,No,Yes,High School,Low,9,4.8 +S4156,Maria,Johnson,student3156@university.com,Female,18,Mathematics,79.46,53.86,79.89,83.46,67.65,6.31,70.38,86.6,B,23.8,No,No,Bachelor's,Low,6,5.5 +S4157,Omar,Davis,student3157@university.com,Female,18,Engineering,50.64,91.49,82.64,60.13,90.19,4.15,76.63,93.89,D,20.9,Yes,Yes,None,Low,8,5.5 +S4158,Liam,Jones,student3158@university.com,Male,22,CS,95.08,67.98,96.12,94.38,80.05,6.93,65.44,74.22,A,28.2,No,Yes,Bachelor's,Medium,4,4.6 +S4159,John,Davis,student3159@university.com,Female,23,CS,77.28,71.84,96.54,64.42,98.7,4.93,52.4,72.74,B,22.1,No,Yes,Bachelor's,Medium,5,5.4 +S4160,Sara,Smith,student3160@university.com,Male,23,Business,93.43,85.24,73.1,,91.63,3.09,85.39,90.27,B,8.5,No,Yes,High School,High,8,6.1 +S4161,Ali,Smith,student3161@university.com,Male,24,Business,94.14,86.77,69.72,60.9,74.29,1.46,98.29,94.24,A,11.7,Yes,Yes,Bachelor's,Medium,1,4.2 +S4162,Emma,Davis,student3162@university.com,Female,20,Business,72.25,78.56,60.12,62.69,62.12,3.41,76.62,98.72,D,8.1,Yes,No,None,Medium,8,6.0 +S4163,Ahmed,Williams,student3163@university.com,Male,22,Engineering,,96.31,82.93,53.71,83.7,6.35,66.48,67.28,B,24.9,Yes,Yes,Bachelor's,Low,2,6.5 +S4164,Ahmed,Johnson,student3164@university.com,Male,24,CS,70.79,98.94,72.29,,86.33,7.4,96.91,79.73,F,28.8,Yes,Yes,Bachelor's,Medium,6,4.2 +S4165,Ali,Williams,student3165@university.com,Female,19,CS,72.47,96.81,95.97,92.98,73.21,1.6,68.23,91.15,B,10.7,No,Yes,High School,Low,4,7.4 +S4166,Emma,Davis,student3166@university.com,Male,24,CS,94.76,89.45,54.32,84.42,61.5,6.64,95.73,76.59,B,24.1,Yes,Yes,Bachelor's,Low,10,4.4 +S4167,Ali,Johnson,student3167@university.com,Female,19,Business,89.41,82.34,58.62,93.76,77.86,1.79,92.78,73.09,A,15.9,No,Yes,Master's,Medium,10,7.2 +S4168,Sara,Brown,student3168@university.com,Male,20,CS,56.33,79.8,58.97,55.24,62.69,2.22,76.44,78.6,F,13.9,No,Yes,PhD,Low,4,9.0 +S4169,Liam,Williams,student3169@university.com,Female,23,Engineering,80.52,46.23,88.36,72.78,97.0,5.31,83.84,67.84,B,29.7,No,Yes,Master's,Medium,5,4.3 +S4170,John,Williams,student3170@university.com,Female,19,Engineering,99.8,56.29,45.94,61.46,81.44,2.89,85.02,59.6,A,13.6,No,Yes,High School,High,1,5.4 +S4171,Omar,Davis,student3171@university.com,Male,20,Engineering,79.78,40.34,67.34,86.06,64.6,6.62,82.05,53.33,C,21.5,No,Yes,Bachelor's,Medium,4,4.6 +S4172,Ahmed,Jones,student3172@university.com,Female,24,Mathematics,89.29,48.24,65.65,98.51,60.79,9.56,58.04,80.5,B,22.8,No,No,None,Low,8,5.8 +S4173,Sara,Davis,student3173@university.com,Male,19,CS,88.45,66.35,44.39,90.77,85.84,1.49,84.64,68.96,B,24.3,No,Yes,Bachelor's,Medium,9,8.2 +S4174,John,Williams,student3174@university.com,Male,21,Business,67.52,48.79,64.65,51.76,85.39,5.71,50.16,94.15,D,26.6,No,Yes,Bachelor's,High,2,8.6 +S4175,Sara,Johnson,student3175@university.com,Female,18,CS,68.59,94.1,70.8,65.83,79.86,9.23,85.5,61.15,F,19.2,No,Yes,,Medium,6,8.2 +S4176,Emma,Jones,student3176@university.com,Male,24,CS,86.2,88.34,43.91,51.43,80.72,1.77,77.74,65.54,A,20.1,No,Yes,Bachelor's,High,5,7.5 +S4177,Ahmed,Davis,student3177@university.com,Female,23,Engineering,75.0,44.3,70.59,52.01,80.19,3.67,62.99,98.53,C,22.8,No,Yes,None,Low,8,7.6 +S4178,Omar,Davis,student3178@university.com,Male,24,CS,78.53,54.93,97.55,53.98,68.01,1.24,90.19,77.81,C,8.7,No,Yes,,Medium,8,4.6 +S4179,Ali,Williams,student3179@university.com,Male,21,Business,85.65,89.14,98.73,63.82,96.87,6.42,70.26,67.34,A,10.0,No,Yes,,Low,8,5.2 +S4180,Ali,Williams,student3180@university.com,Female,20,Engineering,88.88,88.18,71.9,65.21,73.96,6.69,74.29,93.04,A,24.1,Yes,Yes,PhD,Medium,10,5.8 +S4181,John,Brown,student3181@university.com,Male,20,CS,63.58,96.73,70.91,70.02,51.02,6.64,51.38,87.17,A,8.4,No,Yes,Bachelor's,Medium,1,4.3 +S4182,Omar,Davis,student3182@university.com,Male,24,CS,57.34,99.85,57.13,,67.42,5.42,70.07,78.66,C,22.2,No,Yes,None,Medium,10,8.1 +S4183,Liam,Williams,student3183@university.com,Male,21,Engineering,64.59,98.58,99.83,88.57,56.51,7.46,58.37,94.45,D,5.8,No,Yes,Bachelor's,Medium,4,5.3 +S4184,Maria,Smith,student3184@university.com,Male,24,Business,75.38,64.61,56.45,57.07,68.17,0.36,63.81,54.7,F,13.4,No,Yes,,Medium,2,4.3 +S4185,Emma,Jones,student3185@university.com,Male,18,Engineering,67.11,55.02,67.17,57.89,80.41,9.58,62.61,69.72,F,21.6,No,Yes,High School,High,4,4.4 +S4186,John,Smith,student3186@university.com,Male,18,Engineering,78.42,85.5,40.18,81.33,51.13,2.22,52.3,90.53,B,22.7,Yes,Yes,High School,Low,6,8.8 +S4187,Maria,Jones,student3187@university.com,Male,22,Business,52.67,57.96,60.95,78.59,93.51,1.22,73.02,69.3,D,20.8,No,Yes,None,Medium,4,8.6 +S4188,Sara,Davis,student3188@university.com,Male,19,Engineering,75.49,88.38,44.29,57.7,80.52,9.41,76.13,96.34,C,16.0,No,Yes,,Low,5,8.8 +S4189,Emma,Brown,student3189@university.com,Female,22,CS,68.4,72.04,84.63,,64.77,8.3,78.55,57.63,A,11.4,Yes,Yes,None,Low,3,8.8 +S4190,Sara,Williams,student3190@university.com,Male,18,Engineering,76.73,87.64,73.66,,65.56,7.65,73.11,66.83,A,20.3,No,Yes,,Low,2,8.0 +S4191,Liam,Williams,student3191@university.com,Male,21,Engineering,71.13,56.55,74.33,68.35,73.28,1.05,93.48,71.29,A,9.6,Yes,Yes,None,Medium,7,5.4 +S4192,Omar,Williams,student3192@university.com,Female,19,Business,64.21,70.48,57.19,71.02,62.4,8.08,51.88,84.35,B,6.5,No,No,PhD,Medium,6,5.6 +S4193,Ahmed,Davis,student3193@university.com,Female,21,Engineering,95.21,73.84,88.89,66.14,50.22,6.09,80.69,59.77,A,5.5,No,Yes,Bachelor's,Low,3,6.0 +S4194,Emma,Jones,student3194@university.com,Female,22,Mathematics,59.24,96.59,40.2,77.87,51.33,7.32,93.31,50.49,C,11.7,Yes,Yes,,High,10,7.9 +S4195,Maria,Williams,student3195@university.com,Male,20,CS,84.07,56.0,60.02,69.43,67.89,9.78,52.05,98.83,C,5.7,No,Yes,High School,Low,9,8.6 +S4196,Liam,Smith,student3196@university.com,Female,21,Mathematics,96.23,96.2,79.57,62.97,56.21,1.94,74.82,94.94,A,11.2,No,Yes,Master's,High,6,6.2 +S4197,Ahmed,Williams,student3197@university.com,Female,22,Engineering,76.93,88.29,94.48,95.22,51.12,5.04,79.45,65.01,C,12.2,No,Yes,PhD,Low,5,5.5 +S4198,Ali,Davis,student3198@university.com,Male,22,Engineering,93.82,83.85,54.08,65.42,92.96,7.53,59.55,74.17,A,13.6,No,Yes,Master's,Medium,8,5.2 +S4199,Maria,Brown,student3199@university.com,Male,22,CS,56.24,87.21,72.47,84.92,63.71,4.34,62.63,74.45,F,22.8,No,No,PhD,Medium,2,5.3 +S4200,John,Smith,student3200@university.com,Female,20,CS,,76.33,72.28,67.36,75.16,0.55,89.28,93.46,C,16.0,Yes,Yes,,Medium,6,4.0 +S4201,Ali,Williams,student3201@university.com,Female,20,Business,72.85,54.64,92.45,71.76,58.97,1.11,78.37,79.85,F,29.6,Yes,Yes,,Medium,6,5.2 +S4202,Liam,Williams,student3202@university.com,Male,24,Business,50.41,51.37,43.03,61.8,52.34,6.02,65.79,91.32,F,28.7,No,Yes,None,Medium,7,5.5 +S4203,Ali,Johnson,student3203@university.com,Male,20,CS,72.16,91.98,65.47,87.62,87.24,2.85,88.24,95.6,C,29.5,No,Yes,High School,Medium,3,7.9 +S4204,John,Jones,student3204@university.com,Male,19,Engineering,68.45,83.51,50.95,86.86,56.25,1.38,87.34,78.3,A,15.3,No,Yes,Master's,High,6,6.7 +S4205,Emma,Smith,student3205@university.com,Male,20,CS,83.49,52.79,41.29,51.11,51.29,3.4,67.27,64.27,A,6.1,Yes,Yes,Master's,Low,3,5.7 +S4206,Ali,Johnson,student3206@university.com,Male,20,Mathematics,96.92,76.91,48.82,53.01,79.36,2.01,74.43,74.94,B,26.5,No,Yes,None,Low,8,7.0 +S4207,Omar,Brown,student3207@university.com,Female,20,Business,54.29,66.85,98.59,96.12,50.67,0.24,83.23,92.54,C,15.9,No,Yes,Master's,High,5,7.9 +S4208,Maria,Jones,student3208@university.com,Male,21,CS,66.37,49.52,52.89,94.44,71.81,1.52,67.16,79.18,A,21.0,No,Yes,,Low,6,7.1 +S4209,Ahmed,Smith,student3209@university.com,Male,20,Business,72.2,71.91,96.1,75.3,64.44,8.83,81.45,94.79,B,26.1,Yes,Yes,High School,Low,9,4.4 +S4210,Ali,Williams,student3210@university.com,Male,19,Mathematics,72.76,56.89,52.32,74.67,65.97,0.12,62.55,94.77,A,20.2,No,Yes,Master's,Low,9,5.2 +S4211,Maria,Smith,student3211@university.com,Male,22,CS,88.74,45.77,95.88,90.62,50.19,7.74,64.6,68.67,A,23.4,Yes,Yes,High School,Medium,5,5.4 +S4212,Sara,Williams,student3212@university.com,Male,21,Business,72.17,68.02,79.28,56.92,98.22,7.53,65.53,72.41,B,11.2,No,Yes,High School,Medium,10,5.8 +S4213,Maria,Jones,student3213@university.com,Female,18,Engineering,51.36,75.41,46.79,82.68,75.85,5.64,96.8,83.9,D,9.9,Yes,Yes,,Low,7,4.1 +S4214,Ahmed,Williams,student3214@university.com,Male,20,Engineering,85.51,42.81,74.91,73.8,78.63,2.08,91.68,55.55,B,18.9,Yes,No,Master's,Low,6,7.7 +S4215,Maria,Brown,student3215@university.com,Female,24,CS,94.24,64.13,59.11,87.17,83.31,8.78,78.26,73.28,B,20.9,No,Yes,None,Medium,10,6.4 +S4216,John,Davis,student3216@university.com,Male,24,CS,75.7,55.46,62.99,51.51,89.88,4.75,78.19,57.47,F,26.8,No,Yes,None,Low,4,8.5 +S4217,Liam,Williams,student3217@university.com,Female,22,Engineering,79.06,41.84,66.41,79.64,80.4,1.73,52.81,92.4,D,25.5,No,Yes,PhD,Low,1,6.6 +S4218,Ahmed,Brown,student3218@university.com,Female,22,CS,58.15,47.54,65.36,77.84,88.11,4.29,82.48,97.14,C,29.7,No,Yes,,Medium,4,8.9 +S4219,Liam,Davis,student3219@university.com,Male,21,Business,61.03,48.34,79.85,92.04,72.44,1.95,66.41,57.08,D,29.2,Yes,Yes,PhD,Low,2,7.5 +S4220,Emma,Jones,student3220@university.com,Male,24,CS,61.76,50.97,86.1,83.84,68.56,3.76,80.61,83.37,C,20.6,No,Yes,,Low,8,8.4 +S4221,Liam,Jones,student3221@university.com,Male,18,Engineering,71.54,88.2,59.75,94.01,91.16,4.97,92.01,81.83,F,17.6,No,Yes,PhD,Medium,2,8.9 +S4222,Sara,Smith,student3222@university.com,Male,23,Business,96.41,66.37,95.46,94.36,93.27,3.6,52.27,88.0,A,24.0,No,Yes,Bachelor's,High,9,6.4 +S4223,John,Brown,student3223@university.com,Male,24,Engineering,76.09,48.83,96.31,70.41,56.89,6.57,80.35,84.79,A,11.5,No,Yes,,Low,10,7.2 +S4224,Emma,Brown,student3224@university.com,Female,24,Engineering,59.6,46.02,42.44,56.87,77.13,9.36,78.21,60.86,D,13.8,Yes,Yes,,Low,6,8.6 +S4225,Maria,Johnson,student3225@university.com,Male,19,Mathematics,63.3,57.88,40.89,81.51,84.18,3.48,60.34,64.56,C,24.2,No,Yes,PhD,Medium,5,6.9 +S4226,Ahmed,Johnson,student3226@university.com,Male,23,Business,69.2,87.88,65.5,93.69,54.18,3.56,82.32,58.26,F,28.7,No,Yes,Bachelor's,Low,9,4.3 +S4227,Sara,Davis,student3227@university.com,Female,22,CS,81.16,61.87,75.44,53.75,96.48,7.38,77.74,96.06,B,27.4,No,Yes,Bachelor's,Medium,2,7.5 +S4228,John,Davis,student3228@university.com,Male,23,Engineering,72.0,49.59,56.67,77.9,76.01,5.31,88.37,76.09,F,6.8,No,Yes,None,High,1,8.7 +S4229,Emma,Johnson,student3229@university.com,Female,24,Mathematics,69.62,64.25,55.56,55.75,82.27,4.29,55.53,98.81,D,10.8,No,Yes,Bachelor's,Low,9,7.9 +S4230,Emma,Davis,student3230@university.com,Male,22,CS,78.24,73.32,80.7,51.35,58.91,8.14,72.18,72.47,F,11.8,No,No,,Medium,10,8.0 +S4231,Sara,Williams,student3231@university.com,Female,23,CS,62.09,41.78,76.1,83.98,63.22,8.91,99.9,77.64,B,14.6,No,Yes,Bachelor's,High,4,4.4 +S4232,Omar,Johnson,student3232@university.com,Male,22,CS,53.95,77.66,50.03,84.09,56.05,5.91,84.46,89.46,C,6.8,No,Yes,,High,2,7.7 +S4233,Maria,Brown,student3233@university.com,Female,22,CS,51.22,63.71,93.07,80.03,63.2,1.85,84.21,89.86,D,10.8,Yes,Yes,None,Medium,6,4.2 +S4234,Sara,Williams,student3234@university.com,Female,21,Business,62.56,40.58,80.8,92.96,74.62,4.66,65.89,61.56,D,22.9,No,Yes,None,Low,1,8.7 +S4235,Emma,Davis,student3235@university.com,Male,18,Business,54.58,80.43,61.75,54.04,91.68,5.04,54.69,64.41,F,11.1,No,Yes,Master's,Medium,4,8.6 +S4236,Ali,Jones,student3236@university.com,Male,22,Mathematics,66.82,82.74,81.02,55.26,76.69,4.32,97.47,54.89,B,28.6,Yes,No,High School,Medium,4,8.9 +S4237,John,Smith,student3237@university.com,Male,19,Business,88.65,77.73,46.76,93.23,62.22,2.62,55.27,90.27,A,15.6,Yes,No,Bachelor's,Medium,10,5.5 +S4238,Sara,Johnson,student3238@university.com,Female,24,CS,85.81,60.52,68.1,75.16,52.23,4.72,99.64,89.69,A,7.5,No,Yes,High School,High,7,6.7 +S4239,Omar,Jones,student3239@university.com,Female,24,CS,80.55,71.78,50.14,63.65,81.1,4.47,56.29,54.06,F,26.1,No,Yes,Bachelor's,Medium,3,6.9 +S4240,Emma,Davis,student3240@university.com,Female,19,Mathematics,92.63,63.23,42.49,86.91,71.01,2.09,58.55,62.87,A,27.9,No,Yes,None,Medium,8,6.8 +S4241,Maria,Brown,student3241@university.com,Male,20,CS,64.1,82.04,60.3,94.72,99.22,9.03,65.42,72.49,D,28.2,No,Yes,PhD,Medium,2,6.1 +S4242,Liam,Smith,student3242@university.com,Male,22,CS,94.25,75.01,49.04,84.48,88.99,8.85,75.62,77.09,A,17.3,No,Yes,Master's,Low,4,8.9 +S4243,Emma,Jones,student3243@university.com,Female,22,Mathematics,69.96,44.91,78.01,89.6,90.42,7.6,89.52,76.13,B,28.0,Yes,Yes,Bachelor's,Low,8,8.4 +S4244,Maria,Smith,student3244@university.com,Male,22,Engineering,70.04,78.59,80.44,64.12,50.61,4.01,98.55,99.15,D,22.7,No,Yes,PhD,Medium,4,7.1 +S4245,Sara,Johnson,student3245@university.com,Female,23,CS,70.27,81.23,48.92,64.44,88.89,3.7,67.94,88.21,D,9.9,Yes,Yes,None,Low,5,7.2 +S4246,Maria,Davis,student3246@university.com,Male,22,Business,,62.24,41.48,,59.73,7.16,51.02,55.66,B,18.3,No,Yes,,Low,10,7.6 +S4247,Ahmed,Brown,student3247@university.com,Male,22,Mathematics,98.77,92.55,87.57,80.74,79.29,6.08,80.83,64.68,A,15.8,No,Yes,High School,Low,8,7.0 +S4248,Ahmed,Davis,student3248@university.com,Female,19,CS,56.93,90.58,40.12,61.71,72.37,6.01,85.54,67.27,F,16.3,No,Yes,,High,8,7.5 +S4249,Ahmed,Smith,student3249@university.com,Male,18,Business,67.04,50.51,60.63,76.21,78.58,1.24,69.87,65.76,B,15.3,Yes,Yes,High School,Medium,5,8.1 +S4250,Omar,Jones,student3250@university.com,Male,18,CS,65.97,94.26,69.67,84.29,56.67,6.18,59.17,89.3,A,9.4,No,Yes,Bachelor's,Low,6,8.9 +S4251,Omar,Johnson,student3251@university.com,Male,20,Engineering,53.73,66.45,89.12,60.93,72.84,9.02,65.3,68.03,F,14.8,No,Yes,High School,High,9,8.2 +S4252,Ali,Johnson,student3252@university.com,Male,19,Mathematics,57.61,83.42,90.31,82.75,51.85,0.86,82.79,74.62,D,17.8,No,Yes,High School,Medium,2,4.6 +S4253,Omar,Davis,student3253@university.com,Male,22,Mathematics,52.24,88.85,83.5,52.11,52.05,3.39,74.71,76.67,D,12.1,No,Yes,Master's,Low,3,6.7 +S4254,Liam,Jones,student3254@university.com,Female,18,CS,64.62,70.31,54.83,65.18,82.89,5.09,87.17,63.52,A,9.4,No,Yes,Bachelor's,Medium,9,7.2 +S4255,Sara,Jones,student3255@university.com,Male,21,CS,,63.95,83.21,83.7,97.58,6.86,60.91,66.13,D,10.0,No,Yes,,Medium,3,5.3 +S4256,Emma,Smith,student3256@university.com,Female,21,CS,66.97,94.93,54.79,57.47,88.87,0.9,92.1,89.0,D,9.8,No,Yes,Master's,Medium,5,6.4 +S4257,Emma,Davis,student3257@university.com,Male,21,Engineering,56.18,53.85,52.88,61.11,73.46,8.73,57.79,93.33,D,16.2,No,Yes,Bachelor's,Low,3,8.7 +S4258,Ali,Davis,student3258@university.com,Male,22,CS,82.28,55.42,72.83,93.95,52.79,0.41,66.5,51.85,F,10.2,No,Yes,PhD,Low,10,5.3 +S4259,Omar,Williams,student3259@university.com,Female,22,Engineering,99.83,61.7,80.73,83.72,52.25,8.58,79.56,80.26,A,22.9,No,No,None,Medium,4,5.6 +S4260,Liam,Davis,student3260@university.com,Female,20,CS,61.62,91.57,43.18,74.95,57.89,0.28,86.84,81.67,A,13.4,No,Yes,High School,Low,3,8.5 +S4261,Maria,Johnson,student3261@university.com,Male,24,Engineering,63.98,96.33,43.6,60.54,98.79,1.54,63.31,86.87,C,28.5,No,Yes,PhD,Medium,10,4.5 +S4262,Ali,Smith,student3262@university.com,Male,20,CS,,53.2,87.05,,69.93,8.0,97.41,84.69,F,6.6,No,Yes,High School,Medium,4,8.4 +S4263,Liam,Jones,student3263@university.com,Female,20,Business,58.94,91.83,91.57,78.72,92.17,8.6,85.31,93.87,D,12.7,Yes,Yes,Bachelor's,High,1,5.5 +S4264,Maria,Davis,student3264@university.com,Female,23,CS,75.56,55.49,76.27,57.77,85.26,9.82,60.88,53.92,B,23.5,No,Yes,None,Medium,8,6.5 +S4265,Liam,Smith,student3265@university.com,Female,21,CS,,98.24,65.73,74.09,80.27,1.16,86.29,69.42,C,22.1,No,Yes,None,Low,10,7.2 +S4266,Maria,Davis,student3266@university.com,Female,22,Business,96.62,75.84,90.72,70.45,97.39,5.26,84.82,89.1,A,15.5,Yes,Yes,Master's,Medium,7,7.2 +S4267,John,Jones,student3267@university.com,Male,21,Business,99.08,40.43,83.73,73.83,61.52,0.77,87.63,92.33,A,26.8,Yes,Yes,Bachelor's,Medium,6,8.9 +S4268,Liam,Brown,student3268@university.com,Male,20,CS,90.73,42.05,74.78,55.28,72.74,1.56,95.79,63.24,A,6.8,No,Yes,High School,High,7,4.2 +S4269,Emma,Jones,student3269@university.com,Male,22,CS,65.74,48.85,59.19,55.32,93.24,1.74,85.59,79.26,B,17.7,No,Yes,High School,Medium,8,7.5 +S4270,Ahmed,Jones,student3270@university.com,Male,19,Business,70.17,51.25,51.88,98.21,77.59,0.63,67.6,59.04,B,10.0,No,No,High School,Low,1,8.2 +S4271,Omar,Jones,student3271@university.com,Male,18,CS,62.12,86.06,65.12,98.97,62.32,8.93,89.53,92.54,A,14.3,No,Yes,High School,Low,7,6.9 +S4272,Maria,Davis,student3272@university.com,Female,18,Business,94.54,53.37,57.21,71.31,60.45,1.26,84.79,86.52,B,22.5,No,Yes,None,Medium,9,8.9 +S4273,John,Williams,student3273@university.com,Female,20,Engineering,95.73,98.15,60.36,89.45,87.64,6.29,78.71,61.1,A,7.5,No,Yes,None,Low,4,6.1 +S4274,Liam,Jones,student3274@university.com,Female,24,CS,70.94,78.17,70.94,82.79,50.64,6.26,67.69,81.19,D,6.1,No,Yes,High School,Low,2,7.7 +S4275,Emma,Johnson,student3275@university.com,Male,21,Engineering,82.83,81.55,50.15,55.85,95.71,1.99,96.05,75.47,A,15.5,No,Yes,,Medium,1,7.4 +S4276,Ahmed,Johnson,student3276@university.com,Female,19,Business,58.28,53.07,88.37,,50.92,9.98,75.64,62.94,F,11.8,No,Yes,PhD,Low,8,4.2 +S4277,Maria,Smith,student3277@university.com,Male,22,Mathematics,71.75,93.56,48.73,65.68,81.55,3.47,81.41,94.66,A,23.0,No,Yes,Bachelor's,Low,9,6.8 +S4278,Liam,Williams,student3278@university.com,Male,24,CS,81.57,80.07,68.86,79.79,80.24,9.05,70.77,57.39,D,6.6,No,Yes,,Low,3,5.3 +S4279,Liam,Smith,student3279@university.com,Male,21,Engineering,69.27,91.86,84.76,79.0,78.92,9.48,89.04,73.37,D,29.2,Yes,Yes,Bachelor's,Medium,8,6.6 +S4280,Maria,Johnson,student3280@university.com,Female,20,CS,67.88,97.39,69.1,96.18,73.72,9.49,67.05,79.14,A,20.5,Yes,Yes,High School,Medium,8,8.4 +S4281,Ali,Johnson,student3281@university.com,Male,21,Engineering,50.05,47.54,61.66,89.5,92.62,7.53,90.53,91.18,F,17.5,No,Yes,Master's,Low,1,7.2 +S4282,Ali,Brown,student3282@university.com,Male,20,Business,90.21,45.8,68.49,92.84,82.97,2.54,55.4,57.51,A,15.3,No,Yes,PhD,Low,8,7.0 +S4283,Emma,Jones,student3283@university.com,Female,23,CS,94.47,88.2,90.92,94.56,89.09,1.21,85.45,80.46,A,23.7,Yes,Yes,High School,Low,2,7.4 +S4284,Ahmed,Johnson,student3284@university.com,Male,18,Mathematics,98.47,91.97,99.43,90.06,55.78,5.7,73.84,50.33,A,13.9,No,Yes,High School,High,2,6.6 +S4285,Maria,Davis,student3285@university.com,Female,24,Engineering,85.96,75.03,77.87,66.64,52.49,3.6,84.94,91.13,A,24.4,Yes,Yes,PhD,Low,4,6.2 +S4286,Emma,Davis,student3286@university.com,Male,18,Mathematics,77.44,61.96,87.61,60.75,51.43,8.31,76.57,61.74,C,22.8,No,Yes,High School,High,10,5.9 +S4287,Emma,Smith,student3287@university.com,Female,21,Business,,79.16,40.87,,57.36,7.45,56.72,86.05,C,18.8,Yes,Yes,None,High,7,7.5 +S4288,Sara,Smith,student3288@university.com,Male,19,CS,99.96,58.34,92.82,,83.35,2.76,73.85,80.09,B,27.2,No,Yes,Master's,Low,2,7.9 +S4289,Liam,Jones,student3289@university.com,Male,22,CS,79.49,54.3,97.24,69.33,74.7,0.17,98.23,52.51,D,13.6,Yes,Yes,None,Medium,5,6.1 +S4290,Omar,Jones,student3290@university.com,Female,20,CS,84.06,69.29,74.51,92.42,87.61,2.37,87.74,59.16,A,6.4,Yes,No,,Medium,4,4.2 +S4291,Liam,Brown,student3291@university.com,Male,22,CS,84.12,52.97,85.23,98.03,59.59,5.67,65.01,63.39,C,14.4,No,Yes,None,High,6,6.7 +S4292,Ali,Williams,student3292@university.com,Female,18,Engineering,92.26,69.02,70.76,78.47,68.35,0.79,97.21,94.34,A,26.9,No,Yes,None,Medium,3,6.9 +S4293,Ahmed,Smith,student3293@university.com,Male,19,Engineering,50.48,97.4,57.17,72.83,94.42,6.58,88.95,74.04,C,6.9,No,Yes,High School,Medium,9,6.4 +S4294,Liam,Jones,student3294@university.com,Female,19,Mathematics,61.01,90.39,91.13,92.14,96.79,6.72,68.22,95.68,A,24.1,No,Yes,Master's,Medium,1,5.8 +S4295,Maria,Smith,student3295@university.com,Male,22,Engineering,83.28,96.5,75.81,51.21,96.09,1.69,80.18,52.37,F,25.6,No,Yes,Master's,Low,8,8.5 +S4296,Emma,Jones,student3296@university.com,Male,18,Business,94.76,88.38,74.76,,90.92,5.96,71.33,50.33,B,15.7,Yes,Yes,High School,Low,6,6.4 +S4297,Maria,Johnson,student3297@university.com,Male,22,Mathematics,84.27,61.29,79.55,,84.41,6.07,54.83,97.41,D,9.9,No,Yes,Master's,Medium,4,8.0 +S4298,Sara,Smith,student3298@university.com,Female,21,Business,70.67,88.72,91.36,86.6,95.68,4.78,90.3,86.2,C,13.9,No,Yes,Master's,Low,9,7.2 +S4299,Ahmed,Johnson,student3299@university.com,Female,19,CS,68.08,95.37,83.91,70.81,85.71,9.53,59.55,89.17,F,15.0,No,Yes,High School,Low,1,7.9 +S4300,Emma,Smith,student3300@university.com,Female,19,Engineering,86.9,96.82,52.67,94.44,97.7,1.08,72.9,95.79,A,28.3,No,Yes,Bachelor's,Medium,9,8.4 +S4301,Maria,Williams,student3301@university.com,Female,21,CS,87.06,80.99,68.01,67.57,51.24,4.07,85.13,99.23,B,12.1,No,Yes,PhD,High,2,5.2 +S4302,Ali,Brown,student3302@university.com,Female,18,CS,80.35,52.68,98.82,81.69,96.08,8.83,96.61,54.89,A,29.3,Yes,Yes,None,High,6,8.1 +S4303,Omar,Davis,student3303@university.com,Male,19,CS,64.57,42.38,73.27,81.72,77.79,3.86,53.14,57.91,B,7.7,No,Yes,Master's,High,8,7.6 +S4304,Sara,Davis,student3304@university.com,Male,24,Business,96.26,48.83,96.29,59.22,55.59,4.25,69.66,59.43,A,29.4,No,Yes,PhD,Medium,2,6.8 +S4305,Ahmed,Davis,student3305@university.com,Male,23,Engineering,77.59,97.93,88.8,64.24,60.75,6.68,80.73,90.92,F,10.6,No,No,High School,High,5,6.7 +S4306,Sara,Johnson,student3306@university.com,Male,23,Engineering,,67.73,79.96,95.8,92.61,6.66,88.97,67.78,A,9.2,Yes,Yes,Master's,Medium,10,5.6 +S4307,Ali,Jones,student3307@university.com,Male,23,Mathematics,60.72,91.3,60.96,59.17,75.31,0.23,96.05,79.66,C,8.0,No,Yes,PhD,Medium,10,6.7 +S4308,Ahmed,Davis,student3308@university.com,Female,20,CS,67.2,67.9,58.26,58.68,99.14,4.56,50.02,92.76,F,12.9,Yes,Yes,None,Low,4,5.9 +S4309,Sara,Williams,student3309@university.com,Male,24,Engineering,93.73,79.65,78.61,,55.88,3.34,81.39,84.16,B,20.4,No,Yes,PhD,High,5,8.4 +S4310,John,Davis,student3310@university.com,Female,20,Business,52.51,41.45,65.95,54.61,70.63,6.28,50.35,53.27,C,21.7,No,Yes,Bachelor's,Medium,10,6.9 +S4311,Ali,Smith,student3311@university.com,Male,18,CS,75.62,54.99,87.93,94.73,66.59,5.56,89.36,72.28,C,14.2,Yes,Yes,Master's,Medium,4,5.5 +S4312,Ali,Johnson,student3312@university.com,Female,21,Engineering,74.09,66.18,85.63,55.01,75.81,6.51,57.48,53.38,F,10.8,Yes,Yes,,Low,3,4.7 +S4313,Ali,Smith,student3313@university.com,Female,22,CS,87.56,77.84,58.73,80.83,81.67,6.54,94.73,73.94,A,29.9,No,Yes,None,Medium,4,7.5 +S4314,John,Smith,student3314@university.com,Female,24,Business,64.09,50.29,82.16,66.99,83.08,2.55,57.76,60.97,A,11.8,No,Yes,None,High,5,7.3 +S4315,John,Smith,student3315@university.com,Male,18,CS,60.95,85.87,69.67,90.21,50.06,2.46,88.22,50.07,B,14.5,No,Yes,Bachelor's,Medium,1,5.8 +S4316,Maria,Brown,student3316@university.com,Male,22,CS,96.31,61.86,59.4,79.49,54.45,3.7,64.47,90.66,A,17.0,No,Yes,PhD,High,4,4.8 +S4317,Emma,Brown,student3317@university.com,Male,18,Engineering,78.59,89.05,64.78,69.42,51.75,2.42,77.86,98.47,B,23.5,No,Yes,None,Low,9,7.6 +S4318,Omar,Jones,student3318@university.com,Male,20,CS,55.23,45.88,93.72,99.19,93.23,6.83,80.42,98.21,C,8.8,Yes,No,,Low,8,5.4 +S4319,Sara,Johnson,student3319@university.com,Female,23,CS,59.65,80.79,61.57,53.31,65.66,6.03,60.34,64.96,C,11.7,No,Yes,Master's,Low,5,8.3 +S4320,Maria,Williams,student3320@university.com,Female,21,Engineering,99.94,57.6,57.24,,68.35,2.16,64.93,91.44,A,29.9,No,Yes,Master's,Low,3,7.6 +S4321,Sara,Williams,student3321@university.com,Female,20,CS,59.78,87.72,61.11,99.48,72.52,8.84,55.38,83.94,D,25.6,No,Yes,High School,Low,2,8.5 +S4322,Omar,Williams,student3322@university.com,Female,21,Engineering,80.52,64.13,52.88,84.55,92.47,4.61,50.26,90.0,D,16.1,No,Yes,Bachelor's,Medium,8,8.9 +S4323,Emma,Smith,student3323@university.com,Male,24,Engineering,71.01,79.92,72.68,86.99,50.71,1.27,61.97,92.31,D,7.7,Yes,Yes,None,Low,8,5.7 +S4324,John,Brown,student3324@university.com,Female,22,Engineering,94.28,96.06,48.85,,55.93,2.13,75.8,99.01,A,26.7,No,Yes,Bachelor's,High,5,6.5 +S4325,Emma,Johnson,student3325@university.com,Male,18,Engineering,87.76,41.24,89.05,51.07,84.26,5.4,85.68,57.59,A,24.6,No,No,Bachelor's,High,7,6.0 +S4326,John,Smith,student3326@university.com,Female,19,CS,,40.67,53.53,,98.19,3.38,89.68,88.49,B,19.5,Yes,Yes,,Low,1,4.4 +S4327,Omar,Brown,student3327@university.com,Female,19,CS,50.54,86.22,75.88,99.59,82.14,8.51,53.49,86.71,C,15.1,Yes,Yes,High School,Medium,6,6.0 +S4328,Emma,Brown,student3328@university.com,Female,21,Business,93.99,78.78,47.5,98.98,63.06,4.95,63.62,64.39,A,28.4,Yes,Yes,Bachelor's,Medium,10,6.2 +S4329,Maria,Davis,student3329@university.com,Male,23,Business,72.23,57.58,98.71,66.73,75.99,9.15,88.51,69.63,D,12.4,No,Yes,None,Low,9,4.9 +S4330,Ahmed,Davis,student3330@university.com,Male,23,CS,96.58,69.66,67.27,,98.75,1.02,74.04,58.84,A,13.0,Yes,Yes,,High,7,8.4 +S4331,Maria,Johnson,student3331@university.com,Female,21,Engineering,74.78,42.52,89.33,,76.4,6.69,59.11,95.66,A,26.9,No,Yes,Master's,Low,5,5.5 +S4332,Sara,Johnson,student3332@university.com,Female,20,Engineering,84.71,51.55,86.12,66.46,68.68,8.86,69.61,93.97,F,20.7,No,Yes,,Medium,6,7.8 +S4333,Maria,Johnson,student3333@university.com,Female,19,Engineering,,65.47,82.82,68.51,69.17,2.93,63.5,80.7,A,28.8,No,Yes,PhD,Low,7,4.4 +S4334,Omar,Smith,student3334@university.com,Male,20,Engineering,87.26,90.04,89.64,87.41,98.35,1.36,52.53,75.58,A,21.1,Yes,Yes,None,High,6,4.2 +S4335,Ali,Jones,student3335@university.com,Male,22,CS,,68.78,46.03,93.31,85.95,4.57,88.18,61.64,D,5.8,No,Yes,,Medium,5,9.0 +S4336,Sara,Johnson,student3336@university.com,Male,19,Business,67.57,75.18,80.71,87.34,84.36,9.61,64.58,89.48,A,9.4,No,Yes,PhD,High,2,4.6 +S4337,Emma,Davis,student3337@university.com,Female,22,CS,55.93,92.43,55.95,82.32,61.6,6.33,97.26,50.41,F,12.0,No,Yes,Master's,Low,3,7.8 +S4338,Sara,Jones,student3338@university.com,Male,18,Engineering,57.34,58.53,87.15,88.3,77.97,6.44,94.41,73.14,D,26.7,No,Yes,,Low,4,7.0 +S4339,Ahmed,Smith,student3339@university.com,Female,20,Business,59.29,82.04,97.41,86.92,67.84,6.72,85.81,93.03,D,25.8,No,Yes,,Low,5,6.3 +S4340,John,Jones,student3340@university.com,Male,21,Engineering,66.41,91.7,94.09,,62.01,0.4,66.33,80.92,D,24.8,Yes,Yes,None,High,1,4.2 +S4341,Emma,Williams,student3341@university.com,Female,19,CS,94.6,52.16,46.9,,94.78,4.46,64.0,81.76,A,18.8,No,Yes,None,Low,10,5.6 +S4342,Liam,Jones,student3342@university.com,Female,20,Mathematics,68.41,61.39,62.17,64.14,69.16,0.78,73.76,53.54,B,8.5,No,No,Master's,Low,7,8.5 +S4343,Sara,Johnson,student3343@university.com,Male,21,Business,86.22,98.79,61.86,83.97,64.14,3.16,67.73,64.34,B,8.3,No,Yes,High School,Medium,8,8.5 +S4344,Emma,Smith,student3344@university.com,Female,18,Business,54.14,98.99,47.34,97.97,96.59,8.22,95.06,83.69,C,8.2,No,Yes,,Low,7,7.0 +S4345,Emma,Johnson,student3345@university.com,Female,19,Engineering,79.55,53.39,45.89,79.05,59.87,6.56,56.17,52.48,F,26.4,No,No,PhD,High,5,6.9 +S4346,Emma,Davis,student3346@university.com,Female,22,CS,74.09,43.99,63.09,95.63,87.28,9.96,86.22,66.55,C,8.5,No,Yes,Master's,Low,1,6.1 +S4347,John,Williams,student3347@university.com,Male,18,Mathematics,98.9,56.26,99.52,,82.64,1.72,80.54,67.7,A,25.2,Yes,Yes,Master's,Medium,9,7.9 +S4348,Liam,Davis,student3348@university.com,Female,23,Engineering,92.31,63.86,74.14,89.72,96.02,3.97,90.32,74.94,B,26.1,Yes,Yes,PhD,Medium,2,8.4 +S4349,Omar,Johnson,student3349@university.com,Male,21,Business,72.74,66.46,77.31,92.68,91.6,8.1,77.12,68.12,B,7.6,No,Yes,High School,Low,10,7.6 +S4350,Maria,Johnson,student3350@university.com,Male,19,CS,88.76,77.13,68.26,81.55,85.26,2.16,81.48,72.71,A,27.6,No,Yes,,Low,1,6.6 +S4351,Emma,Johnson,student3351@university.com,Female,19,CS,59.65,93.97,79.74,96.7,65.73,1.54,98.14,77.35,D,27.4,No,No,,Medium,2,7.2 +S4352,Ali,Brown,student3352@university.com,Male,24,Mathematics,78.12,59.82,97.4,79.5,74.78,4.28,54.6,56.42,F,21.0,Yes,Yes,,Low,4,5.1 +S4353,Omar,Williams,student3353@university.com,Female,24,Engineering,53.73,91.0,75.32,62.03,97.22,3.84,55.24,59.02,C,17.8,No,Yes,Master's,Low,2,9.0 +S4354,Ahmed,Johnson,student3354@university.com,Male,18,CS,67.4,45.61,43.9,60.79,51.16,9.8,69.68,91.63,C,21.2,No,Yes,Master's,Low,6,8.7 +S4355,John,Johnson,student3355@university.com,Female,19,CS,61.29,42.51,69.57,77.79,89.72,4.56,73.64,72.99,A,15.1,No,Yes,Master's,Medium,8,8.8 +S4356,Sara,Davis,student3356@university.com,Male,21,Engineering,,70.24,99.57,95.32,62.59,8.61,59.99,67.76,C,19.7,Yes,Yes,,Low,9,4.8 +S4357,John,Davis,student3357@university.com,Female,18,CS,74.5,43.58,63.24,53.62,59.25,8.88,54.13,71.69,B,29.2,No,Yes,Bachelor's,High,8,7.3 +S4358,Sara,Johnson,student3358@university.com,Female,22,Engineering,87.55,63.55,75.63,80.22,61.61,1.58,51.11,58.74,B,7.8,No,Yes,Bachelor's,Low,8,7.3 +S4359,John,Smith,student3359@university.com,Female,18,Engineering,75.76,93.81,46.4,88.49,52.99,7.15,88.23,61.99,D,10.8,No,Yes,None,High,9,5.8 +S4360,Sara,Brown,student3360@university.com,Female,18,Business,54.32,54.49,48.47,55.77,99.6,2.78,74.25,75.78,F,18.1,Yes,Yes,Bachelor's,Medium,8,8.3 +S4361,Emma,Davis,student3361@university.com,Male,22,CS,86.77,82.36,92.48,55.84,93.49,0.95,92.17,67.95,A,11.5,No,Yes,Bachelor's,Medium,2,7.9 +S4362,Maria,Smith,student3362@university.com,Male,23,Mathematics,91.66,58.14,58.02,68.31,76.05,8.75,68.04,73.77,B,29.8,No,Yes,High School,Low,7,7.6 +S4363,Sara,Brown,student3363@university.com,Female,24,CS,95.18,42.7,58.33,63.69,85.76,2.92,85.17,57.49,A,23.0,No,Yes,Master's,Low,3,4.1 +S4364,Liam,Johnson,student3364@university.com,Male,21,Engineering,78.6,73.4,63.23,59.92,77.83,3.45,74.43,57.82,D,15.8,No,Yes,PhD,Medium,1,9.0 +S4365,Sara,Williams,student3365@university.com,Female,23,CS,87.68,90.09,97.99,59.93,90.58,3.24,80.6,69.2,A,27.6,Yes,No,High School,Medium,10,7.6 +S4366,Ali,Jones,student3366@university.com,Female,23,Business,87.6,64.57,45.06,,92.24,2.0,68.51,68.94,A,8.6,No,Yes,,Medium,9,8.8 +S4367,Sara,Jones,student3367@university.com,Male,23,Mathematics,57.79,77.04,89.13,80.54,61.64,4.35,54.06,94.17,C,12.2,No,No,High School,Low,8,4.4 +S4368,Ali,Johnson,student3368@university.com,Male,24,Business,58.21,94.0,60.49,84.41,72.99,4.28,97.37,51.67,F,28.9,No,No,,Medium,6,7.5 +S4369,Ahmed,Davis,student3369@university.com,Female,20,Engineering,53.54,87.38,90.97,85.15,81.74,4.09,91.8,99.64,F,18.9,No,Yes,,Medium,2,7.7 +S4370,Emma,Smith,student3370@university.com,Male,24,Engineering,66.0,51.63,99.51,,98.92,9.16,65.59,97.83,B,28.0,Yes,Yes,,Low,1,4.3 +S4371,Ali,Williams,student3371@university.com,Female,23,Business,73.68,84.0,60.92,97.65,84.13,3.4,97.94,77.11,F,29.6,No,Yes,Bachelor's,High,10,4.3 +S4372,Maria,Brown,student3372@university.com,Male,20,Mathematics,99.89,70.11,47.76,94.03,94.88,0.3,65.02,85.94,B,14.0,No,Yes,None,High,6,7.8 +S4373,Omar,Johnson,student3373@university.com,Male,22,Mathematics,71.55,84.76,48.66,97.88,92.31,1.78,72.15,96.76,B,19.4,No,Yes,Bachelor's,Low,5,8.0 +S4374,Emma,Williams,student3374@university.com,Male,24,CS,86.31,69.67,85.52,69.44,79.1,7.21,87.76,62.56,A,26.2,No,Yes,,Medium,2,8.6 +S4375,Ali,Williams,student3375@university.com,Male,21,Mathematics,84.67,47.68,48.7,93.89,94.68,5.91,65.45,65.78,B,11.8,Yes,Yes,,Medium,1,7.9 +S4376,Emma,Davis,student3376@university.com,Male,23,CS,60.22,74.19,55.63,88.14,68.87,9.52,66.23,55.55,B,16.2,No,Yes,PhD,Low,3,5.2 +S4377,Liam,Brown,student3377@university.com,Female,19,CS,52.93,69.53,52.26,67.0,68.96,6.94,70.5,78.19,D,8.8,No,Yes,PhD,Medium,5,8.8 +S4378,Emma,Williams,student3378@university.com,Male,22,CS,77.3,71.08,61.34,55.33,89.05,1.94,73.42,57.97,C,21.3,Yes,Yes,High School,Low,9,5.3 +S4379,Emma,Davis,student3379@university.com,Male,20,CS,,92.73,44.46,84.13,56.73,1.21,56.18,96.54,C,5.1,Yes,Yes,High School,Low,8,7.6 +S4380,Ahmed,Smith,student3380@university.com,Female,24,Business,99.91,93.69,91.4,56.82,65.29,5.21,50.87,71.58,B,16.2,Yes,Yes,High School,High,9,6.6 +S4381,Maria,Davis,student3381@university.com,Female,21,Business,,67.21,91.61,64.69,80.43,6.65,95.96,95.98,B,28.2,No,Yes,High School,Medium,5,4.6 +S4382,John,Smith,student3382@university.com,Female,18,Business,94.82,67.34,64.78,75.02,71.0,1.66,67.66,60.25,A,27.4,No,Yes,None,Low,4,8.6 +S4383,John,Smith,student3383@university.com,Male,21,Engineering,69.1,70.91,76.73,83.99,97.04,6.02,55.08,84.7,D,25.1,No,Yes,Bachelor's,Medium,3,6.9 +S4384,Ali,Williams,student3384@university.com,Male,21,Engineering,84.47,71.18,78.52,96.31,97.93,8.65,87.96,82.38,F,8.5,No,Yes,None,High,3,4.5 +S4385,Emma,Davis,student3385@university.com,Female,23,Business,79.91,97.02,84.96,79.66,75.13,7.28,64.75,69.98,B,18.0,Yes,Yes,High School,Low,4,5.9 +S4386,Ali,Smith,student3386@university.com,Female,23,CS,52.65,78.96,71.24,83.57,76.95,6.64,59.08,94.92,C,23.0,No,Yes,Master's,Medium,5,7.8 +S4387,Ahmed,Brown,student3387@university.com,Female,24,Business,53.92,56.65,70.62,65.5,86.23,7.89,98.13,71.74,F,7.5,No,Yes,PhD,High,10,7.1 +S4388,Ahmed,Williams,student3388@university.com,Female,24,Engineering,,71.89,77.88,,72.86,1.04,96.03,59.92,F,8.7,No,Yes,High School,High,7,5.1 +S4389,Sara,Davis,student3389@university.com,Male,20,Engineering,68.54,77.63,82.18,71.89,59.5,2.04,55.29,98.85,A,6.0,No,Yes,High School,Medium,9,6.8 +S4390,Liam,Davis,student3390@university.com,Male,24,Engineering,87.29,78.39,60.8,92.85,87.35,0.38,94.96,72.07,A,13.1,Yes,No,PhD,High,4,5.5 +S4391,Ahmed,Jones,student3391@university.com,Male,20,Business,58.64,75.12,59.82,69.62,86.89,1.45,94.54,60.4,D,26.9,No,Yes,PhD,Low,5,6.6 +S4392,Sara,Davis,student3392@university.com,Male,23,CS,80.29,50.66,56.18,73.41,62.25,9.13,81.72,68.18,B,17.7,Yes,Yes,Bachelor's,Low,5,5.6 +S4393,Maria,Williams,student3393@university.com,Male,23,CS,64.44,42.02,72.93,71.63,91.65,2.22,76.49,80.68,B,26.3,No,Yes,None,Low,4,6.5 +S4394,Ali,Brown,student3394@university.com,Female,19,Business,89.85,60.27,61.61,,80.68,6.62,60.87,75.6,B,7.1,No,Yes,,Low,3,8.2 +S4395,Omar,Davis,student3395@university.com,Male,19,Engineering,89.92,65.65,72.42,97.68,61.82,6.92,56.07,81.76,B,6.4,No,Yes,None,Low,7,5.1 +S4396,Maria,Jones,student3396@university.com,Female,22,Business,88.77,43.71,64.36,66.36,82.6,6.45,80.32,83.09,A,25.1,Yes,Yes,,High,5,4.0 +S4397,Ahmed,Williams,student3397@university.com,Female,23,CS,76.24,88.9,90.2,73.75,61.68,5.54,91.1,56.17,A,17.4,Yes,Yes,Master's,High,2,4.8 +S4398,Maria,Smith,student3398@university.com,Female,18,CS,64.23,60.64,44.39,85.3,63.26,4.86,84.43,65.74,D,16.8,Yes,Yes,Master's,Low,9,8.2 +S4399,Maria,Johnson,student3399@university.com,Male,19,Business,90.47,94.82,74.33,94.77,92.4,4.2,59.04,87.44,B,16.9,No,Yes,Bachelor's,High,1,6.1 +S4400,Liam,Johnson,student3400@university.com,Female,20,Engineering,,49.26,74.54,74.69,96.47,9.17,64.5,82.52,A,14.5,No,Yes,Bachelor's,Medium,4,7.7 +S4401,Liam,Smith,student3401@university.com,Male,21,Engineering,,43.42,63.02,55.44,62.84,0.1,77.32,54.42,B,27.2,No,Yes,Bachelor's,Low,7,4.2 +S4402,Liam,Davis,student3402@university.com,Female,24,CS,,68.94,65.26,68.43,96.4,0.53,81.25,65.76,B,18.0,No,Yes,Master's,Medium,8,4.7 +S4403,Maria,Johnson,student3403@university.com,Male,24,CS,83.71,51.35,88.01,77.52,61.94,4.93,53.61,96.57,B,29.3,Yes,Yes,PhD,Medium,10,6.8 +S4404,Ahmed,Johnson,student3404@university.com,Female,22,Engineering,84.31,96.24,56.84,70.88,55.86,3.31,80.7,93.1,A,26.2,No,No,,Low,6,7.6 +S4405,Omar,Smith,student3405@university.com,Male,19,CS,82.63,40.62,92.28,59.33,52.91,4.08,86.82,83.53,C,23.4,No,Yes,PhD,High,7,7.9 +S4406,Emma,Davis,student3406@university.com,Female,21,Business,70.78,64.76,93.78,51.85,62.11,9.98,59.07,53.64,A,20.9,No,Yes,High School,Medium,9,7.2 +S4407,Maria,Davis,student3407@university.com,Female,21,Business,55.01,95.6,79.04,84.37,69.26,7.75,62.31,80.35,C,25.9,No,No,None,Medium,6,7.8 +S4408,Sara,Smith,student3408@university.com,Female,19,CS,95.56,63.07,86.37,99.64,96.38,8.77,62.94,50.61,A,27.0,No,Yes,,High,7,4.8 +S4409,Ahmed,Davis,student3409@university.com,Female,18,Engineering,75.39,45.59,76.78,95.96,62.11,3.69,96.99,83.06,C,8.3,No,Yes,,High,2,7.3 +S4410,Maria,Davis,student3410@university.com,Male,18,Engineering,70.35,58.17,71.52,84.16,68.27,2.4,70.35,86.56,B,14.0,No,Yes,Bachelor's,Low,7,6.1 +S4411,Omar,Williams,student3411@university.com,Male,22,CS,79.44,69.88,98.0,92.08,86.71,7.68,76.53,74.86,B,25.1,No,Yes,PhD,Low,7,8.6 +S4412,Emma,Williams,student3412@university.com,Male,18,CS,59.64,51.11,56.96,,65.1,8.08,86.22,50.19,D,10.5,Yes,Yes,,Low,2,7.1 +S4413,Liam,Smith,student3413@university.com,Female,22,Engineering,56.63,67.99,49.25,81.12,84.22,5.5,68.57,83.33,F,19.7,Yes,Yes,High School,Low,5,6.7 +S4414,Ahmed,Brown,student3414@university.com,Female,20,Engineering,70.28,90.18,57.25,53.03,71.6,8.96,55.28,90.99,F,24.5,Yes,No,PhD,High,4,6.9 +S4415,John,Johnson,student3415@university.com,Female,19,Engineering,61.36,92.36,76.88,85.36,59.82,9.67,82.72,79.29,D,10.6,No,Yes,None,High,7,8.2 +S4416,Emma,Williams,student3416@university.com,Female,21,Engineering,62.21,42.96,51.11,98.49,86.7,4.71,83.36,85.46,F,15.1,No,Yes,None,Low,4,4.1 +S4417,Sara,Johnson,student3417@university.com,Female,22,Business,94.63,49.65,94.53,93.04,51.35,2.23,63.03,54.52,A,27.9,No,No,High School,High,9,8.3 +S4418,Maria,Jones,student3418@university.com,Female,24,Business,76.54,56.52,64.66,76.72,64.62,5.17,51.76,85.77,A,13.9,Yes,No,High School,Low,9,4.1 +S4419,Omar,Smith,student3419@university.com,Male,18,Engineering,74.17,75.69,91.0,,67.81,9.9,83.27,80.71,A,20.1,Yes,Yes,None,Medium,5,6.9 +S4420,John,Brown,student3420@university.com,Male,24,Business,84.47,61.66,54.95,97.19,72.91,2.93,85.17,66.55,D,15.8,No,Yes,Master's,Low,8,6.5 +S4421,Omar,Jones,student3421@university.com,Male,22,CS,97.58,90.64,58.79,60.8,83.99,6.18,51.3,84.27,A,26.9,No,No,,Low,3,5.9 +S4422,John,Jones,student3422@university.com,Male,23,Business,55.61,83.0,43.55,89.66,72.97,6.94,84.66,82.28,D,15.6,No,Yes,Bachelor's,Medium,4,4.6 +S4423,Ahmed,Davis,student3423@university.com,Male,22,Engineering,91.68,46.03,55.47,63.49,79.72,2.14,96.95,79.97,A,14.0,No,No,,Medium,2,4.6 +S4424,John,Jones,student3424@university.com,Male,18,Business,79.2,77.47,69.42,93.85,79.79,5.88,58.94,59.15,A,9.3,No,Yes,None,Low,3,7.7 +S4425,Sara,Smith,student3425@university.com,Male,23,Engineering,57.31,46.78,96.77,54.92,68.66,3.15,76.07,64.81,D,13.7,Yes,Yes,PhD,High,4,4.6 +S4426,Sara,Williams,student3426@university.com,Male,23,CS,64.86,55.3,63.33,58.91,96.7,8.54,84.84,99.57,B,21.7,No,Yes,,High,9,7.4 +S4427,Ali,Smith,student3427@university.com,Female,18,Engineering,74.12,50.67,78.38,86.03,97.79,7.15,61.5,71.66,F,9.4,No,Yes,,Low,4,9.0 +S4428,Sara,Williams,student3428@university.com,Female,23,CS,84.56,50.38,65.66,58.74,79.09,8.26,87.58,52.97,C,22.6,No,Yes,None,Medium,1,7.4 +S4429,Emma,Jones,student3429@university.com,Female,19,Engineering,62.13,76.98,42.81,57.9,53.58,2.0,93.4,94.95,B,5.3,Yes,Yes,Master's,Low,2,4.4 +S4430,John,Jones,student3430@university.com,Female,21,Engineering,76.74,73.82,70.21,77.77,74.56,0.35,90.73,58.65,F,14.2,Yes,Yes,Master's,Low,7,6.7 +S4431,Sara,Brown,student3431@university.com,Female,24,Business,84.23,50.56,43.95,,59.22,8.51,62.94,70.18,B,16.6,Yes,Yes,High School,High,2,8.2 +S4432,Ahmed,Williams,student3432@university.com,Female,19,Engineering,72.44,99.41,93.02,63.42,74.16,3.87,90.21,63.9,D,7.4,No,Yes,,Low,3,8.8 +S4433,Omar,Jones,student3433@university.com,Female,19,Engineering,,65.31,85.18,92.06,59.42,1.8,70.67,98.19,C,22.1,No,Yes,None,High,10,7.6 +S4434,Liam,Davis,student3434@university.com,Male,18,CS,93.47,45.82,62.72,90.4,85.19,0.92,63.32,68.9,A,7.6,Yes,No,Bachelor's,Medium,3,5.5 +S4435,Omar,Johnson,student3435@university.com,Male,18,Mathematics,73.53,47.23,78.41,78.96,54.02,5.17,58.4,85.44,D,7.2,Yes,Yes,,Low,8,5.3 +S4436,Ali,Brown,student3436@university.com,Female,24,Business,98.65,75.03,46.72,,97.67,1.5,95.45,79.92,B,14.2,No,Yes,Bachelor's,High,7,7.9 +S4437,Omar,Smith,student3437@university.com,Male,21,Business,53.78,98.74,82.15,52.02,59.77,5.67,71.34,52.15,D,23.5,No,Yes,Master's,Medium,1,7.8 +S4438,John,Brown,student3438@university.com,Male,22,CS,50.17,74.32,89.36,68.36,83.03,7.27,93.29,69.22,D,29.1,No,No,Master's,Medium,8,6.4 +S4439,Ali,Johnson,student3439@university.com,Male,19,Engineering,69.03,96.94,89.3,63.17,95.85,5.35,57.98,69.5,D,24.4,No,Yes,None,Medium,3,4.4 +S4440,John,Williams,student3440@university.com,Male,23,CS,80.05,66.65,57.06,57.5,62.39,9.04,88.35,99.49,C,16.7,No,Yes,None,Low,5,7.4 +S4441,Ahmed,Smith,student3441@university.com,Male,21,Engineering,81.46,66.15,55.82,69.48,96.71,1.56,55.5,90.6,A,11.8,No,Yes,Master's,Medium,7,7.0 +S4442,Ali,Smith,student3442@university.com,Female,19,CS,73.82,70.0,71.28,67.75,69.43,4.94,50.88,92.83,C,12.5,No,Yes,Bachelor's,Low,3,4.1 +S4443,Maria,Williams,student3443@university.com,Male,22,Engineering,56.24,81.85,98.07,86.44,98.03,1.63,99.75,65.68,D,12.1,No,Yes,Bachelor's,Medium,8,7.2 +S4444,Emma,Brown,student3444@university.com,Female,23,Engineering,58.52,62.06,95.23,79.9,98.57,8.76,53.68,66.45,D,12.0,No,No,Master's,Medium,8,4.7 +S4445,Emma,Jones,student3445@university.com,Female,19,CS,92.61,91.83,61.58,95.66,59.4,9.32,73.08,75.78,A,6.7,No,Yes,PhD,Low,9,8.1 +S4446,John,Brown,student3446@university.com,Female,20,Engineering,93.4,41.76,86.79,57.27,91.55,4.0,93.92,81.55,A,10.5,No,Yes,PhD,Medium,6,7.4 +S4447,Omar,Johnson,student3447@university.com,Male,24,Business,83.69,66.39,95.28,52.99,59.67,3.06,90.97,86.41,D,7.7,Yes,Yes,,High,2,4.3 +S4448,Liam,Davis,student3448@university.com,Female,21,CS,83.21,70.66,55.66,76.73,61.32,2.79,73.56,91.04,C,5.2,No,Yes,PhD,Medium,8,6.7 +S4449,Liam,Jones,student3449@university.com,Female,24,Business,79.88,76.42,89.82,,54.21,8.6,80.54,93.66,A,12.1,Yes,Yes,High School,Low,10,8.0 +S4450,Maria,Brown,student3450@university.com,Female,18,CS,60.15,56.56,56.07,89.39,57.83,6.82,81.49,51.23,D,13.8,Yes,Yes,None,Medium,2,8.1 +S4451,Ali,Davis,student3451@university.com,Female,19,CS,71.41,65.65,60.6,75.3,81.61,8.81,55.49,89.8,F,28.2,No,Yes,None,Medium,9,4.4 +S4452,Maria,Davis,student3452@university.com,Male,23,CS,,69.07,51.93,74.4,72.46,1.18,64.25,80.54,B,29.9,No,Yes,PhD,Medium,2,4.4 +S4453,Maria,Williams,student3453@university.com,Female,23,Business,76.86,81.21,70.42,,89.55,4.76,65.05,76.6,B,19.5,No,Yes,Master's,Medium,7,7.9 +S4454,Omar,Johnson,student3454@university.com,Female,21,Engineering,50.93,86.41,90.6,68.75,66.6,6.76,68.91,81.42,D,27.5,Yes,Yes,High School,Medium,3,5.2 +S4455,Liam,Johnson,student3455@university.com,Female,21,Business,97.68,84.27,71.68,71.56,98.43,8.97,63.7,94.1,A,20.5,No,Yes,PhD,Medium,1,7.0 +S4456,Ali,Johnson,student3456@university.com,Female,24,Engineering,92.24,60.49,47.41,50.8,52.49,3.82,62.57,77.26,B,17.4,No,Yes,,High,8,7.0 +S4457,Ahmed,Jones,student3457@university.com,Male,23,CS,63.03,99.97,55.11,54.18,53.15,3.13,67.74,58.11,A,6.1,No,Yes,Master's,Medium,7,7.1 +S4458,Omar,Smith,student3458@university.com,Female,23,Business,80.82,90.92,73.77,75.25,85.07,9.13,68.96,71.84,D,6.1,Yes,Yes,Bachelor's,Medium,3,5.7 +S4459,Maria,Jones,student3459@university.com,Female,23,CS,96.16,55.6,74.99,57.51,94.38,0.48,74.36,96.22,A,5.8,No,Yes,,Medium,1,4.2 +S4460,Maria,Brown,student3460@university.com,Female,19,Business,54.8,51.71,74.61,88.94,89.78,4.8,58.68,90.72,C,8.8,No,Yes,High School,Low,10,6.7 +S4461,Ahmed,Davis,student3461@university.com,Female,23,CS,75.15,58.84,44.62,63.72,74.49,4.59,89.42,60.15,D,6.9,No,Yes,Bachelor's,Low,4,6.6 +S4462,Maria,Davis,student3462@university.com,Female,18,CS,72.81,67.14,85.22,54.89,63.48,1.46,93.03,85.71,C,9.9,No,Yes,Master's,Low,5,6.2 +S4463,Maria,Smith,student3463@university.com,Female,23,Business,70.51,91.05,94.57,61.76,50.67,3.95,62.41,62.81,D,18.0,No,Yes,Master's,High,3,5.4 +S4464,Maria,Brown,student3464@university.com,Male,18,Mathematics,91.78,86.7,70.63,67.85,75.47,7.23,56.17,67.43,A,17.6,No,No,,Medium,5,8.2 +S4465,Emma,Smith,student3465@university.com,Female,19,CS,69.03,91.07,83.13,51.77,73.78,3.67,86.12,73.45,F,13.6,No,Yes,None,Low,1,5.9 +S4466,Omar,Davis,student3466@university.com,Male,21,Business,53.18,56.32,94.84,,67.21,3.1,96.21,72.04,D,21.6,No,Yes,Bachelor's,Medium,7,4.6 +S4467,Sara,Jones,student3467@university.com,Male,18,CS,53.29,75.61,78.56,66.19,78.9,7.82,51.76,51.46,D,14.8,No,Yes,,Low,2,7.8 +S4468,Omar,Johnson,student3468@university.com,Female,19,Business,52.14,56.99,80.46,65.52,86.44,9.89,50.72,88.7,C,10.5,No,Yes,High School,Low,5,7.2 +S4469,Ahmed,Davis,student3469@university.com,Male,23,Engineering,70.46,46.54,83.28,90.02,85.04,7.79,59.17,92.32,B,22.3,No,Yes,High School,Medium,10,5.5 +S4470,Maria,Williams,student3470@university.com,Female,19,CS,85.92,81.05,55.63,92.16,63.16,8.46,84.24,76.55,A,29.5,Yes,Yes,High School,Medium,2,4.8 +S4471,Omar,Johnson,student3471@university.com,Male,23,CS,,48.58,74.96,59.67,79.27,9.4,98.24,58.65,D,25.3,No,Yes,None,High,8,6.2 +S4472,Emma,Davis,student3472@university.com,Female,24,CS,82.32,80.06,90.53,56.2,57.44,8.02,87.52,62.4,C,15.4,No,Yes,Bachelor's,Low,3,4.3 +S4473,Liam,Jones,student3473@university.com,Male,19,CS,84.35,78.88,57.77,81.71,56.08,9.8,78.65,56.32,D,14.4,No,Yes,,Medium,1,5.1 +S4474,Ahmed,Smith,student3474@university.com,Male,21,CS,62.76,88.61,93.83,90.23,89.29,7.47,85.03,58.48,D,6.0,No,Yes,Master's,Medium,6,8.8 +S4475,John,Johnson,student3475@university.com,Female,18,Engineering,80.03,48.37,77.22,98.19,84.69,6.62,61.53,93.82,A,21.4,No,Yes,Master's,High,8,4.8 +S4476,Omar,Jones,student3476@university.com,Male,24,Mathematics,84.24,87.01,65.39,50.34,88.4,6.93,84.43,74.01,C,10.6,Yes,Yes,High School,Medium,7,5.4 +S4477,John,Brown,student3477@university.com,Male,21,CS,73.33,99.96,77.39,70.68,57.62,9.0,66.07,55.55,D,22.1,No,Yes,Bachelor's,Low,6,4.7 +S4478,Maria,Williams,student3478@university.com,Male,20,Engineering,66.84,91.06,64.11,86.7,95.73,6.83,61.12,62.74,B,24.0,No,Yes,PhD,Low,5,8.6 +S4479,Emma,Johnson,student3479@university.com,Male,23,Engineering,80.96,85.11,90.28,91.43,56.66,7.61,61.83,97.48,D,27.0,Yes,Yes,Master's,Low,8,8.6 +S4480,Emma,Smith,student3480@university.com,Male,18,Mathematics,98.89,79.73,68.94,53.11,93.5,2.16,83.39,75.46,B,18.7,No,Yes,,High,10,4.3 +S4481,Omar,Brown,student3481@university.com,Female,21,Engineering,71.34,65.31,94.07,84.03,67.62,9.13,88.36,75.78,B,25.7,No,Yes,PhD,Medium,4,8.5 +S4482,Ahmed,Jones,student3482@university.com,Male,18,Engineering,69.59,83.83,70.59,64.45,55.27,4.47,79.09,76.28,B,23.1,Yes,Yes,Master's,Low,7,4.7 +S4483,Ahmed,Williams,student3483@university.com,Male,20,Engineering,73.21,83.45,79.62,53.73,64.34,1.61,53.19,55.58,B,13.8,No,Yes,PhD,Medium,2,6.0 +S4484,Emma,Smith,student3484@university.com,Female,22,CS,53.81,77.89,99.86,74.46,59.07,8.0,51.9,98.52,D,7.7,No,Yes,PhD,Low,9,6.9 +S4485,Ahmed,Jones,student3485@university.com,Female,23,CS,77.66,87.78,48.82,,74.53,3.56,60.86,54.22,A,11.1,No,Yes,,Medium,8,6.3 +S4486,Emma,Jones,student3486@university.com,Female,23,Engineering,66.43,66.93,84.2,86.85,97.49,1.84,64.32,85.0,B,26.1,No,Yes,,Low,4,4.7 +S4487,Omar,Johnson,student3487@university.com,Male,19,CS,56.07,47.28,48.33,87.06,66.39,2.56,70.24,52.89,F,18.4,No,Yes,Bachelor's,High,7,8.0 +S4488,Sara,Johnson,student3488@university.com,Male,23,Engineering,73.31,73.54,90.33,92.1,80.6,0.35,53.8,72.18,B,21.6,No,Yes,,High,1,7.4 +S4489,Emma,Smith,student3489@university.com,Male,23,CS,50.17,55.9,75.79,68.88,94.59,0.91,86.26,94.98,C,25.2,No,Yes,None,High,5,8.7 +S4490,John,Davis,student3490@university.com,Male,21,Engineering,70.09,63.07,96.29,50.67,81.5,5.93,85.57,88.42,F,21.7,No,Yes,PhD,Low,2,5.8 +S4491,Ahmed,Davis,student3491@university.com,Female,24,CS,55.29,41.04,91.96,62.99,68.11,8.66,67.33,66.73,D,26.4,No,Yes,None,High,2,6.2 +S4492,Emma,Jones,student3492@university.com,Female,23,Mathematics,51.21,62.97,44.49,73.39,99.54,4.49,78.15,77.57,F,7.2,No,Yes,,Low,2,5.7 +S4493,Emma,Johnson,student3493@university.com,Male,23,Business,91.22,88.53,48.24,,59.37,6.26,55.05,58.26,A,27.6,Yes,Yes,Bachelor's,High,2,4.3 +S4494,Omar,Williams,student3494@university.com,Male,20,CS,95.81,72.56,76.07,,76.16,8.1,70.76,97.81,A,25.3,Yes,Yes,Bachelor's,Low,5,4.3 +S4495,Ahmed,Williams,student3495@university.com,Male,24,CS,60.38,40.59,71.1,,89.84,3.57,92.88,85.43,F,27.6,No,Yes,,Low,4,7.8 +S4496,Sara,Jones,student3496@university.com,Male,20,Engineering,76.96,68.19,50.11,76.21,50.03,6.54,83.03,68.71,C,23.3,No,Yes,,High,1,5.4 +S4497,Omar,Johnson,student3497@university.com,Female,18,CS,63.9,57.49,47.76,58.25,85.1,3.5,55.2,65.9,B,11.9,No,Yes,Bachelor's,Low,6,6.4 +S4498,Sara,Smith,student3498@university.com,Female,18,CS,74.68,68.65,73.84,,63.32,6.43,92.38,61.93,A,7.8,Yes,Yes,Bachelor's,Medium,3,8.9 +S4499,Liam,Smith,student3499@university.com,Male,23,CS,71.83,64.28,42.94,,58.49,2.18,84.03,89.33,D,8.2,No,Yes,None,Low,8,4.1 +S4500,Omar,Smith,student3500@university.com,Female,23,Mathematics,63.45,95.92,92.42,,63.71,9.78,72.65,71.73,D,17.5,No,No,Bachelor's,Medium,2,6.6 +S4501,Ahmed,Williams,student3501@university.com,Male,19,Business,85.02,42.47,88.42,84.53,98.34,0.76,84.6,66.51,B,14.8,No,Yes,Master's,Medium,8,6.6 +S4502,Ali,Johnson,student3502@university.com,Male,18,Engineering,56.32,81.02,87.12,55.57,94.6,5.05,58.64,95.26,C,21.4,No,Yes,Bachelor's,Medium,6,9.0 +S4503,Ahmed,Johnson,student3503@university.com,Female,21,Engineering,52.65,91.06,40.96,74.44,60.69,2.86,77.52,57.51,F,17.6,No,Yes,PhD,Low,5,8.2 +S4504,Ahmed,Williams,student3504@university.com,Male,23,Mathematics,88.38,97.55,42.86,85.12,55.85,6.01,80.9,63.19,A,8.1,No,Yes,PhD,High,10,4.3 +S4505,Sara,Smith,student3505@university.com,Female,21,Mathematics,,50.66,72.99,54.35,68.21,4.28,96.39,67.24,A,5.1,No,Yes,High School,Medium,6,4.8 +S4506,Sara,Smith,student3506@university.com,Male,23,Mathematics,74.93,71.88,99.67,89.62,79.62,3.07,53.34,62.99,D,8.2,Yes,Yes,High School,Low,6,4.2 +S4507,Ahmed,Jones,student3507@university.com,Female,21,CS,73.39,42.62,60.54,61.1,93.36,2.5,68.74,79.27,D,8.7,Yes,Yes,,Low,4,5.0 +S4508,Ahmed,Davis,student3508@university.com,Male,22,CS,74.87,69.95,60.66,75.15,98.3,1.82,96.84,80.05,A,23.0,No,Yes,PhD,High,1,5.1 +S4509,Ahmed,Brown,student3509@university.com,Female,21,Engineering,71.85,47.53,48.06,97.03,87.56,7.83,60.86,52.74,D,12.1,No,Yes,High School,Low,2,4.4 +S4510,Sara,Davis,student3510@university.com,Male,24,Engineering,69.64,90.27,80.46,78.57,79.95,2.22,90.66,57.23,F,7.3,No,Yes,None,High,8,6.6 +S4511,Ahmed,Johnson,student3511@university.com,Male,18,CS,74.98,46.83,78.8,71.2,57.12,7.74,50.08,59.93,B,23.9,No,Yes,High School,High,9,8.9 +S4512,Ahmed,Johnson,student3512@university.com,Female,23,CS,,70.8,46.08,50.34,53.7,4.85,51.29,53.52,B,28.5,No,Yes,Bachelor's,Low,4,8.0 +S4513,Liam,Johnson,student3513@university.com,Male,18,Business,84.6,71.27,68.04,56.67,79.8,0.72,66.38,56.24,C,7.5,Yes,Yes,Master's,High,8,5.0 +S4514,Maria,Davis,student3514@university.com,Female,24,Business,85.56,98.3,80.02,78.93,76.95,1.65,88.43,61.98,A,29.1,No,Yes,High School,Low,10,7.9 +S4515,Ali,Brown,student3515@university.com,Female,24,CS,,79.3,69.61,74.69,92.3,8.93,55.21,67.28,C,28.8,No,Yes,,Low,6,8.9 +S4516,John,Jones,student3516@university.com,Male,21,Business,70.68,57.27,80.46,,66.13,6.03,69.14,89.57,D,18.1,Yes,Yes,Master's,Medium,1,8.2 +S4517,Ali,Davis,student3517@university.com,Male,20,Engineering,,54.45,88.98,96.16,51.98,1.84,56.57,60.9,B,12.4,No,Yes,High School,Medium,6,6.3 +S4518,Maria,Brown,student3518@university.com,Male,20,Business,76.83,47.69,81.15,66.62,71.19,7.04,61.18,83.5,C,8.5,No,Yes,PhD,Low,7,5.3 +S4519,John,Smith,student3519@university.com,Male,24,Engineering,72.67,85.39,76.97,76.86,98.46,8.23,75.15,52.89,C,25.6,Yes,Yes,Master's,Medium,1,7.7 +S4520,Omar,Smith,student3520@university.com,Female,20,CS,94.48,81.45,91.22,78.44,89.78,3.31,65.96,82.91,A,20.1,Yes,Yes,Bachelor's,Low,9,7.9 +S4521,Ahmed,Johnson,student3521@university.com,Male,23,Engineering,84.82,76.59,94.04,76.37,51.69,5.57,60.6,89.74,D,21.3,No,Yes,PhD,Low,6,5.5 +S4522,Maria,Williams,student3522@university.com,Male,19,Engineering,94.93,42.45,63.33,73.88,93.73,2.93,69.67,80.24,B,26.5,No,Yes,,Medium,8,5.1 +S4523,Liam,Johnson,student3523@university.com,Male,22,Engineering,85.46,85.77,50.39,66.85,73.58,0.8,85.05,60.07,B,16.1,No,Yes,,Medium,8,7.4 +S4524,Omar,Williams,student3524@university.com,Female,21,CS,98.55,78.51,89.07,95.44,68.24,4.0,55.97,66.52,A,14.2,Yes,Yes,Bachelor's,Low,9,8.4 +S4525,Ahmed,Brown,student3525@university.com,Male,19,Mathematics,81.79,97.83,52.83,72.54,67.34,7.51,73.98,90.26,D,24.1,Yes,Yes,None,Medium,1,4.1 +S4526,Sara,Smith,student3526@university.com,Female,20,CS,98.18,75.23,95.74,76.42,79.76,4.59,63.74,71.6,B,12.4,No,Yes,Bachelor's,Low,6,8.9 +S4527,Emma,Davis,student3527@university.com,Male,21,CS,57.91,58.24,41.37,82.82,76.53,4.05,68.93,62.76,C,13.2,No,Yes,Bachelor's,Medium,9,5.0 +S4528,Maria,Williams,student3528@university.com,Female,19,Engineering,52.62,62.89,95.28,53.38,82.83,3.66,91.08,96.63,D,14.5,No,Yes,PhD,Low,8,5.7 +S4529,Sara,Brown,student3529@university.com,Male,18,Engineering,78.96,50.55,75.35,89.06,78.68,4.59,96.49,81.87,C,26.4,No,Yes,Bachelor's,Medium,4,4.3 +S4530,Maria,Smith,student3530@university.com,Male,20,Engineering,99.17,83.37,86.48,75.63,57.2,3.18,62.15,90.29,B,24.5,No,No,,High,5,4.3 +S4531,Liam,Davis,student3531@university.com,Female,19,Business,70.88,82.46,63.91,,62.86,6.12,81.5,51.23,C,12.3,No,Yes,Bachelor's,Medium,9,5.4 +S4532,Maria,Williams,student3532@university.com,Male,23,Engineering,60.6,52.04,99.5,88.6,92.05,0.64,83.83,66.97,A,8.6,No,Yes,High School,Low,5,6.8 +S4533,Sara,Johnson,student3533@university.com,Male,18,Engineering,76.08,49.51,53.65,93.7,83.16,8.07,92.12,72.94,D,14.8,No,Yes,None,High,9,8.5 +S4534,Liam,Johnson,student3534@university.com,Male,20,Business,82.44,44.62,55.86,69.61,72.42,1.73,94.95,79.37,D,20.6,No,Yes,None,Low,1,4.3 +S4535,John,Johnson,student3535@university.com,Female,22,CS,65.76,94.72,43.09,90.57,59.13,6.33,73.4,59.5,A,21.9,No,Yes,Bachelor's,Low,10,6.7 +S4536,Ali,Brown,student3536@university.com,Male,24,Engineering,85.74,53.98,96.43,62.94,50.38,4.5,99.13,74.9,A,10.0,No,Yes,,Medium,9,6.1 +S4537,Ahmed,Johnson,student3537@university.com,Female,20,Business,98.76,60.65,67.36,83.02,65.59,7.73,98.54,84.28,A,11.2,No,Yes,PhD,Low,10,8.9 +S4538,Maria,Jones,student3538@university.com,Female,23,CS,94.85,56.83,80.49,55.14,52.74,8.26,75.32,67.29,A,28.3,Yes,No,None,High,9,4.9 +S4539,Ahmed,Smith,student3539@university.com,Female,22,Engineering,64.58,64.82,81.25,51.0,74.11,2.04,77.1,84.57,C,14.6,No,Yes,High School,Medium,6,5.8 +S4540,Emma,Brown,student3540@university.com,Male,22,Mathematics,66.34,82.84,92.47,54.79,91.09,6.77,83.39,69.48,D,12.9,No,Yes,Bachelor's,Low,7,4.2 +S4541,Sara,Davis,student3541@university.com,Female,22,CS,,92.24,79.9,65.97,64.27,1.9,68.69,73.47,F,22.4,Yes,Yes,None,Low,6,8.6 +S4542,Ahmed,Johnson,student3542@university.com,Female,21,Engineering,69.73,50.96,73.72,51.55,92.39,1.24,83.1,56.71,A,16.7,No,No,High School,High,4,7.1 +S4543,Sara,Smith,student3543@university.com,Male,21,Mathematics,55.02,81.18,82.62,,85.23,9.3,75.71,82.56,C,11.2,No,Yes,None,High,7,6.9 +S4544,Ahmed,Williams,student3544@university.com,Female,24,CS,88.1,61.15,85.06,65.83,56.26,1.64,51.77,61.21,A,15.2,No,Yes,High School,High,2,4.2 +S4545,Ali,Johnson,student3545@university.com,Female,22,CS,68.27,98.83,51.16,86.82,82.23,2.28,92.64,91.44,C,8.6,Yes,Yes,Bachelor's,Low,3,4.5 +S4546,Ali,Smith,student3546@university.com,Male,24,Business,93.99,57.94,46.58,52.3,57.58,1.3,97.02,77.67,A,12.0,No,Yes,High School,Medium,4,8.0 +S4547,Liam,Jones,student3547@university.com,Male,18,Business,96.35,40.43,44.49,60.84,82.74,4.7,51.31,78.01,B,15.5,Yes,Yes,None,Low,3,6.7 +S4548,Ali,Williams,student3548@university.com,Female,22,Engineering,51.22,70.94,62.44,,57.14,9.2,89.46,95.62,F,17.9,No,Yes,High School,Low,9,5.0 +S4549,Liam,Jones,student3549@university.com,Male,19,Engineering,99.43,49.04,69.88,69.13,69.63,2.64,69.29,58.37,A,23.5,No,Yes,Bachelor's,Medium,4,6.7 +S4550,Ali,Davis,student3550@university.com,Male,22,Business,85.5,42.67,76.94,,78.33,5.42,79.28,76.51,B,14.6,Yes,No,High School,Medium,10,8.8 +S4551,Ali,Smith,student3551@university.com,Male,21,Business,76.02,81.9,97.48,,52.52,4.11,75.0,69.11,D,18.6,Yes,Yes,PhD,Low,1,4.5 +S4552,Ali,Jones,student3552@university.com,Female,21,CS,,83.94,59.85,,57.67,3.36,77.57,98.32,B,28.8,No,Yes,,Medium,8,8.9 +S4553,Sara,Davis,student3553@university.com,Female,19,CS,75.93,67.64,85.65,86.05,66.02,5.72,74.76,89.64,A,25.5,No,Yes,High School,High,4,7.9 +S4554,Maria,Smith,student3554@university.com,Male,19,Engineering,66.23,80.61,71.88,61.0,73.12,5.59,92.67,87.88,C,10.9,No,Yes,PhD,Low,9,4.7 +S4555,Liam,Smith,student3555@university.com,Female,20,Business,81.13,72.29,53.21,93.89,92.92,3.59,84.18,60.21,A,10.3,No,No,PhD,Medium,9,8.1 +S4556,Ahmed,Jones,student3556@university.com,Male,18,Business,54.65,77.79,76.92,69.39,59.36,8.51,70.63,61.87,F,21.6,No,No,Master's,Medium,9,7.7 +S4557,Ali,Smith,student3557@university.com,Male,18,Mathematics,81.06,75.8,98.03,95.05,67.37,0.53,84.43,51.46,B,19.9,Yes,Yes,High School,High,9,6.9 +S4558,Sara,Johnson,student3558@university.com,Male,18,Business,63.77,79.95,47.46,67.09,73.79,0.85,98.25,81.93,C,18.7,No,Yes,,Medium,7,7.9 +S4559,Sara,Smith,student3559@university.com,Male,23,Engineering,50.88,51.98,70.44,50.43,64.79,9.91,54.02,68.54,C,8.9,No,Yes,PhD,Medium,9,4.7 +S4560,Sara,Brown,student3560@university.com,Male,21,Engineering,77.64,56.12,43.1,75.85,81.29,7.48,69.4,65.6,C,14.1,No,No,,Medium,7,7.6 +S4561,Liam,Davis,student3561@university.com,Female,18,Business,78.92,66.4,59.27,76.24,62.83,8.04,93.52,81.85,D,24.0,No,Yes,High School,Medium,8,7.2 +S4562,Maria,Smith,student3562@university.com,Female,20,Business,71.33,66.77,77.24,55.99,88.62,6.03,86.95,91.43,D,23.1,Yes,No,,Medium,2,5.4 +S4563,Liam,Brown,student3563@university.com,Female,20,Engineering,53.61,86.46,90.46,,75.26,4.2,96.75,56.65,D,9.1,Yes,Yes,None,Low,4,7.5 +S4564,Ahmed,Smith,student3564@university.com,Female,18,CS,94.67,62.04,83.82,89.17,54.32,6.29,51.99,95.93,B,15.7,Yes,Yes,Bachelor's,Medium,4,7.4 +S4565,Maria,Smith,student3565@university.com,Male,19,Mathematics,80.57,49.75,67.77,51.84,81.35,0.93,93.14,51.71,C,16.1,No,Yes,Master's,High,4,5.2 +S4566,John,Jones,student3566@university.com,Male,20,Engineering,55.79,55.09,94.55,74.48,78.46,7.58,89.59,54.76,D,17.7,No,Yes,High School,Medium,3,4.7 +S4567,Omar,Johnson,student3567@university.com,Female,24,CS,75.55,52.88,58.16,76.52,66.93,5.41,90.75,91.91,C,16.5,Yes,Yes,None,High,1,5.8 +S4568,Sara,Davis,student3568@university.com,Female,19,Engineering,74.86,83.9,85.24,84.44,50.56,9.57,79.86,74.64,C,17.5,Yes,Yes,Bachelor's,Low,6,6.0 +S4569,Liam,Johnson,student3569@university.com,Male,24,Engineering,53.02,68.22,68.44,51.87,60.04,6.37,52.6,96.96,D,25.3,Yes,Yes,PhD,Medium,5,8.1 +S4570,John,Williams,student3570@university.com,Male,21,CS,80.34,82.52,93.92,79.28,70.29,1.52,76.96,73.08,F,14.7,No,Yes,Master's,Low,3,6.2 +S4571,Emma,Jones,student3571@university.com,Male,23,Business,,64.97,87.85,50.15,60.0,4.78,70.39,96.31,F,18.8,No,Yes,Bachelor's,Low,7,7.7 +S4572,Liam,Jones,student3572@university.com,Female,20,CS,87.45,93.38,94.09,63.26,78.87,0.58,76.35,61.98,B,20.2,No,Yes,,Medium,6,6.3 +S4573,Ali,Johnson,student3573@university.com,Male,19,CS,60.15,99.01,52.85,74.98,85.62,7.45,87.01,80.82,B,28.6,No,Yes,,High,4,4.3 +S4574,Omar,Jones,student3574@university.com,Male,24,Engineering,93.11,80.19,80.09,,92.8,5.02,79.8,99.72,B,21.4,Yes,Yes,,Low,9,7.3 +S4575,Ali,Johnson,student3575@university.com,Female,18,Business,67.13,91.83,84.31,56.33,82.35,3.7,64.63,68.8,B,8.3,No,Yes,PhD,High,4,8.5 +S4576,Maria,Jones,student3576@university.com,Female,24,Mathematics,97.33,70.48,84.54,58.46,84.45,9.69,79.98,50.07,A,19.6,No,Yes,Bachelor's,High,9,6.6 +S4577,Omar,Smith,student3577@university.com,Female,24,Business,53.59,96.08,70.24,83.46,80.42,9.41,54.16,53.2,D,21.5,No,Yes,Master's,High,3,7.5 +S4578,Liam,Johnson,student3578@university.com,Male,21,Mathematics,74.31,89.9,40.68,68.74,99.27,9.53,50.27,92.95,D,5.2,No,Yes,,Low,7,7.9 +S4579,Ahmed,Johnson,student3579@university.com,Male,22,CS,79.86,99.51,55.69,81.17,63.05,2.21,70.08,74.59,F,6.9,No,Yes,High School,Medium,7,6.3 +S4580,John,Brown,student3580@university.com,Female,22,CS,62.38,77.39,59.4,99.87,63.31,7.29,87.86,76.84,F,5.5,No,Yes,Bachelor's,Low,1,5.2 +S4581,Ahmed,Jones,student3581@university.com,Male,18,Engineering,88.57,86.75,91.12,99.34,56.32,9.45,91.13,89.97,A,6.2,No,Yes,High School,Low,1,8.3 +S4582,Liam,Jones,student3582@university.com,Male,21,CS,81.34,72.57,90.45,67.69,74.28,5.71,77.49,90.58,C,7.2,No,No,None,Low,2,8.1 +S4583,Maria,Johnson,student3583@university.com,Male,21,Business,50.91,55.55,46.28,75.2,54.81,2.14,93.4,73.87,F,28.9,Yes,Yes,,High,4,8.3 +S4584,Ali,Smith,student3584@university.com,Female,21,Engineering,80.42,61.29,96.99,95.23,63.51,8.18,56.3,92.9,C,10.2,No,Yes,Master's,Medium,2,8.1 +S4585,Omar,Smith,student3585@university.com,Female,21,Mathematics,74.57,93.64,50.95,54.61,74.13,8.8,98.21,73.42,A,10.1,Yes,Yes,Bachelor's,Low,10,4.7 +S4586,Ahmed,Davis,student3586@university.com,Male,22,CS,59.8,43.36,64.86,72.62,97.88,7.03,96.09,83.75,C,26.4,No,Yes,None,High,10,6.1 +S4587,Liam,Smith,student3587@university.com,Male,19,Engineering,99.79,75.49,52.91,68.88,98.19,2.94,79.96,51.67,A,23.8,No,Yes,High School,Low,5,5.0 +S4588,Ahmed,Jones,student3588@university.com,Male,21,Engineering,94.86,62.35,91.62,64.74,87.19,1.91,52.94,56.9,A,21.9,No,Yes,High School,High,2,4.8 +S4589,Liam,Brown,student3589@university.com,Male,19,CS,64.63,63.2,84.96,99.71,69.46,6.24,72.71,92.57,A,15.5,No,Yes,None,Low,8,7.9 +S4590,Ali,Johnson,student3590@university.com,Female,24,Engineering,77.05,93.07,61.21,86.68,93.26,4.83,58.96,65.66,A,5.8,Yes,Yes,High School,Medium,6,6.4 +S4591,Omar,Williams,student3591@university.com,Female,24,Engineering,65.83,91.23,80.91,69.44,93.77,6.69,81.42,66.74,B,25.7,No,No,PhD,Medium,3,4.5 +S4592,John,Brown,student3592@university.com,Male,21,Engineering,88.77,75.93,51.06,91.45,95.51,1.12,59.5,83.15,A,26.5,No,Yes,High School,Medium,2,6.0 +S4593,Ali,Williams,student3593@university.com,Male,20,CS,96.52,56.38,62.94,74.48,82.0,1.36,74.09,79.63,B,17.0,No,Yes,Master's,Medium,9,9.0 +S4594,Ahmed,Brown,student3594@university.com,Female,23,CS,67.94,68.53,62.63,93.64,60.09,3.63,60.28,54.11,F,21.1,No,Yes,PhD,Low,1,5.1 +S4595,John,Smith,student3595@university.com,Male,20,Engineering,,64.5,54.28,63.32,54.55,2.59,59.09,88.29,B,16.9,No,Yes,Bachelor's,Low,6,6.0 +S4596,Liam,Jones,student3596@university.com,Female,24,CS,74.92,61.22,92.58,61.18,95.74,6.19,62.4,80.86,F,12.4,No,No,PhD,High,7,7.0 +S4597,John,Williams,student3597@university.com,Male,23,CS,69.83,46.17,80.73,,52.78,3.68,51.46,92.77,D,18.5,Yes,Yes,Bachelor's,Medium,9,5.0 +S4598,Liam,Brown,student3598@university.com,Female,20,CS,96.92,72.59,56.8,76.92,64.79,6.84,85.81,76.77,B,22.2,Yes,Yes,Bachelor's,High,7,8.8 +S4599,Ali,Jones,student3599@university.com,Male,21,CS,75.52,58.11,54.53,64.57,74.35,7.69,65.34,70.72,C,8.9,Yes,Yes,PhD,Medium,4,7.2 +S4600,Ahmed,Williams,student3600@university.com,Male,19,CS,73.37,79.65,41.08,57.36,51.1,1.87,84.91,68.57,B,18.3,No,Yes,Master's,Medium,2,5.1 +S4601,Maria,Johnson,student3601@university.com,Female,23,CS,83.62,59.15,60.79,99.73,95.35,9.2,82.67,50.22,D,24.4,No,Yes,High School,High,6,6.2 +S4602,Ahmed,Brown,student3602@university.com,Female,22,Engineering,63.06,65.87,71.61,95.02,64.36,7.87,53.31,51.99,A,16.9,No,Yes,PhD,Medium,10,5.8 +S4603,Liam,Johnson,student3603@university.com,Male,18,Engineering,66.24,43.14,56.66,81.75,51.43,6.27,65.6,56.56,F,8.9,No,Yes,Bachelor's,Medium,7,4.6 +S4604,Sara,Smith,student3604@university.com,Male,23,Engineering,,99.55,82.03,,99.68,9.09,78.34,96.48,A,26.7,No,Yes,PhD,High,6,5.4 +S4605,Omar,Johnson,student3605@university.com,Female,23,Business,,70.46,64.7,96.77,65.57,2.66,95.92,94.03,C,21.8,No,No,Bachelor's,Low,4,6.8 +S4606,Emma,Johnson,student3606@university.com,Female,22,Engineering,91.33,41.45,58.98,83.81,93.84,4.22,70.07,74.86,B,20.8,No,Yes,,High,7,4.4 +S4607,Maria,Davis,student3607@university.com,Male,21,Engineering,63.56,72.47,96.34,75.93,72.67,0.86,75.24,59.01,F,21.3,No,Yes,None,Low,10,4.2 +S4608,John,Brown,student3608@university.com,Male,20,Business,,92.22,55.77,94.1,83.16,4.56,87.51,57.31,A,11.1,No,Yes,Master's,Medium,6,6.7 +S4609,Maria,Smith,student3609@university.com,Female,20,Engineering,,86.35,63.9,78.39,62.05,5.06,90.16,62.81,B,17.3,No,Yes,Master's,High,6,6.2 +S4610,Omar,Johnson,student3610@university.com,Female,24,Business,,82.05,62.94,56.34,75.14,6.16,96.17,95.44,D,13.1,Yes,Yes,Bachelor's,Medium,2,4.9 +S4611,John,Jones,student3611@university.com,Female,19,Engineering,58.02,48.37,54.47,68.34,62.88,0.64,74.86,76.07,C,25.8,No,Yes,Bachelor's,Low,2,7.6 +S4612,Omar,Williams,student3612@university.com,Female,21,Engineering,,79.46,53.05,72.3,97.55,0.32,59.69,90.2,D,19.7,No,Yes,,Low,6,4.4 +S4613,John,Johnson,student3613@university.com,Female,22,Business,69.39,85.98,58.14,,53.05,4.2,88.22,75.34,D,22.9,No,Yes,,Medium,1,5.4 +S4614,Maria,Smith,student3614@university.com,Male,21,CS,57.98,74.35,91.85,82.96,63.73,1.89,56.28,80.47,F,21.5,No,Yes,,Medium,8,4.5 +S4615,John,Johnson,student3615@university.com,Male,21,CS,94.43,93.56,86.02,93.76,94.66,7.59,70.92,80.51,B,17.1,No,Yes,Master's,Medium,9,7.6 +S4616,John,Williams,student3616@university.com,Female,20,CS,99.54,56.62,80.86,87.88,74.0,6.69,81.41,51.57,B,25.1,No,Yes,Bachelor's,Medium,8,7.2 +S4617,Sara,Smith,student3617@university.com,Male,22,CS,78.43,54.53,67.43,65.49,80.0,3.26,84.59,72.26,A,20.4,No,Yes,High School,High,10,4.9 +S4618,Ahmed,Brown,student3618@university.com,Male,18,CS,88.73,92.17,70.47,85.94,82.58,0.46,86.65,93.2,A,10.7,Yes,Yes,None,Low,6,6.8 +S4619,Ahmed,Smith,student3619@university.com,Female,23,Engineering,92.95,77.52,56.03,59.76,53.55,1.82,59.68,74.45,A,12.3,Yes,No,None,Low,10,7.5 +S4620,Emma,Brown,student3620@university.com,Male,20,Business,,40.09,44.46,70.41,50.89,6.92,99.08,71.77,D,25.7,No,Yes,High School,Low,1,4.2 +S4621,Emma,Smith,student3621@university.com,Male,22,Business,52.21,61.19,59.86,90.3,96.89,9.9,58.92,76.33,D,28.5,No,Yes,,Low,8,7.3 +S4622,Liam,Williams,student3622@university.com,Male,19,CS,57.88,91.47,69.74,80.6,63.58,3.26,54.8,69.04,D,18.7,No,Yes,High School,Medium,2,5.6 +S4623,Liam,Williams,student3623@university.com,Female,23,Mathematics,53.55,41.64,43.44,91.27,69.02,8.02,83.2,75.77,D,14.6,No,Yes,None,Low,4,4.7 +S4624,Liam,Smith,student3624@university.com,Female,23,Engineering,50.49,40.19,45.29,62.74,84.1,8.67,95.5,56.77,C,20.6,No,Yes,Master's,Medium,1,8.1 +S4625,Sara,Johnson,student3625@university.com,Male,20,CS,65.3,56.88,55.78,,61.82,0.48,77.97,98.4,A,17.1,Yes,No,Bachelor's,Low,1,7.0 +S4626,Emma,Williams,student3626@university.com,Male,24,Business,69.62,94.84,62.02,60.12,86.65,9.16,79.77,51.71,F,26.0,Yes,Yes,Bachelor's,Medium,5,6.7 +S4627,Omar,Brown,student3627@university.com,Male,19,Business,62.05,94.09,63.6,,72.91,4.66,76.92,74.16,D,25.8,Yes,Yes,PhD,Medium,6,8.2 +S4628,Liam,Brown,student3628@university.com,Male,20,Business,,71.13,47.07,71.68,92.83,9.64,52.14,60.5,F,16.4,No,Yes,,High,9,5.3 +S4629,Liam,Jones,student3629@university.com,Male,21,CS,76.49,73.19,53.55,77.82,63.93,5.39,84.07,52.92,B,25.1,No,No,PhD,Medium,3,4.1 +S4630,Maria,Davis,student3630@university.com,Male,24,Engineering,63.67,59.92,55.7,,60.19,2.35,67.91,82.59,D,9.8,Yes,Yes,PhD,Medium,2,8.7 +S4631,Ali,Davis,student3631@university.com,Female,22,Business,89.8,54.62,44.06,68.06,91.58,9.75,96.78,99.26,B,14.3,No,Yes,,Low,2,5.3 +S4632,Omar,Davis,student3632@university.com,Male,19,Engineering,50.4,88.91,59.57,83.35,66.32,2.43,59.34,87.48,D,7.0,No,Yes,PhD,Low,8,7.2 +S4633,Liam,Brown,student3633@university.com,Male,23,Engineering,92.13,46.38,44.33,77.93,70.59,8.82,65.11,62.7,A,25.2,No,Yes,,Low,9,8.9 +S4634,Liam,Jones,student3634@university.com,Female,20,Engineering,,69.24,82.21,77.45,89.69,1.73,75.24,74.67,D,29.4,No,Yes,PhD,High,8,5.2 +S4635,Liam,Davis,student3635@university.com,Male,23,Business,85.81,78.06,63.16,75.54,81.78,6.75,73.87,52.49,B,19.4,No,Yes,PhD,High,3,9.0 +S4636,Ali,Davis,student3636@university.com,Male,19,CS,86.68,46.22,59.61,97.19,72.09,4.11,70.02,76.58,A,24.2,No,Yes,PhD,Low,10,6.7 +S4637,Ali,Smith,student3637@university.com,Male,23,Engineering,96.68,71.18,47.59,96.73,62.49,9.72,65.72,54.97,A,15.0,No,Yes,High School,High,10,8.8 +S4638,Sara,Smith,student3638@university.com,Male,20,CS,60.45,74.65,53.59,68.01,88.21,1.85,57.36,89.73,C,19.0,Yes,Yes,PhD,Medium,8,4.4 +S4639,Omar,Smith,student3639@university.com,Female,24,Engineering,99.73,84.55,53.96,67.59,59.02,4.09,91.05,52.84,A,13.7,No,Yes,,High,10,6.7 +S4640,Sara,Johnson,student3640@university.com,Male,20,Business,88.67,54.09,99.11,77.74,96.41,6.4,72.44,50.47,A,22.4,No,Yes,High School,Medium,6,8.7 +S4641,John,Davis,student3641@university.com,Female,18,CS,86.33,57.6,90.12,54.78,57.52,9.78,78.65,93.08,A,11.2,No,No,High School,Low,6,4.8 +S4642,Ali,Johnson,student3642@university.com,Male,23,Engineering,68.05,74.17,40.92,65.15,90.25,3.04,77.33,97.13,F,8.8,Yes,Yes,Bachelor's,Low,9,5.4 +S4643,Maria,Jones,student3643@university.com,Male,18,Engineering,77.29,98.99,77.01,61.54,71.21,3.97,78.77,54.33,A,27.5,No,Yes,High School,Medium,8,5.1 +S4644,Emma,Brown,student3644@university.com,Female,24,CS,82.7,53.05,55.35,61.17,59.3,4.62,85.24,63.95,B,26.6,Yes,Yes,Bachelor's,Medium,1,8.8 +S4645,Maria,Davis,student3645@university.com,Male,18,Engineering,81.02,99.15,46.26,81.93,70.12,2.53,81.47,87.08,A,25.9,No,Yes,High School,High,7,5.3 +S4646,Emma,Brown,student3646@university.com,Female,23,CS,85.25,82.86,82.34,69.22,61.08,8.17,63.7,76.98,A,25.5,No,Yes,High School,Medium,6,4.6 +S4647,Ali,Smith,student3647@university.com,Female,19,Engineering,54.12,89.56,47.9,58.56,56.8,0.92,77.69,97.46,F,23.2,No,No,High School,Medium,5,8.0 +S4648,Ali,Davis,student3648@university.com,Female,21,CS,67.78,45.38,66.62,,61.96,7.05,62.23,69.46,B,26.9,No,Yes,Master's,Medium,3,6.6 +S4649,Ali,Williams,student3649@university.com,Male,24,Business,71.7,58.03,77.93,93.71,93.37,5.34,79.44,50.17,C,10.3,Yes,Yes,Bachelor's,Low,1,6.9 +S4650,Sara,Johnson,student3650@university.com,Male,20,Business,63.03,43.46,73.27,,55.3,2.42,71.6,50.99,D,26.8,No,Yes,,High,8,7.0 +S4651,Omar,Johnson,student3651@university.com,Male,22,Engineering,58.63,62.29,98.66,69.54,98.63,4.93,51.97,78.24,C,27.9,No,Yes,,Low,3,7.1 +S4652,Emma,Davis,student3652@university.com,Male,24,CS,56.95,98.88,87.14,52.85,50.25,8.3,86.7,87.61,D,22.9,Yes,Yes,,Medium,7,6.3 +S4653,Omar,Smith,student3653@university.com,Female,18,Mathematics,68.32,46.32,86.45,55.34,82.91,4.45,63.73,89.53,A,20.0,Yes,Yes,High School,Low,6,8.9 +S4654,Sara,Johnson,student3654@university.com,Male,19,Engineering,74.67,73.74,61.34,63.8,92.83,1.22,96.01,95.58,D,10.9,Yes,Yes,None,Low,2,4.9 +S4655,Sara,Smith,student3655@university.com,Male,23,CS,53.15,40.36,40.5,61.0,96.7,0.41,64.03,61.45,F,26.7,Yes,Yes,Bachelor's,Medium,2,8.8 +S4656,Ahmed,Jones,student3656@university.com,Female,19,Business,,82.76,84.06,93.7,57.2,7.78,99.83,86.92,C,19.4,No,Yes,Bachelor's,Medium,3,5.5 +S4657,Maria,Brown,student3657@university.com,Female,19,CS,88.26,51.83,99.98,99.32,84.91,3.3,73.15,91.35,A,20.3,Yes,Yes,None,Low,3,4.9 +S4658,Maria,Williams,student3658@university.com,Male,23,Engineering,86.54,47.78,64.35,90.83,55.37,9.31,51.32,91.81,B,20.2,No,Yes,None,Medium,2,7.1 +S4659,John,Brown,student3659@university.com,Female,22,Engineering,58.64,60.22,99.13,,67.63,6.17,53.81,70.58,C,26.7,No,Yes,None,Low,8,8.5 +S4660,Liam,Brown,student3660@university.com,Female,23,Engineering,80.19,86.26,48.5,79.43,86.6,4.36,54.1,81.3,D,8.4,No,Yes,Master's,High,1,5.8 +S4661,Sara,Jones,student3661@university.com,Female,22,Business,,46.4,57.79,88.5,67.3,5.64,52.81,77.58,F,6.5,No,Yes,High School,Medium,3,4.4 +S4662,Emma,Johnson,student3662@university.com,Female,23,Engineering,99.12,53.79,50.24,97.35,65.67,4.57,63.39,79.87,A,10.6,No,Yes,High School,Low,1,6.7 +S4663,Ahmed,Williams,student3663@university.com,Female,18,CS,87.38,40.51,68.51,80.07,55.8,9.06,66.23,64.1,B,17.3,No,Yes,None,Low,4,8.9 +S4664,Ahmed,Johnson,student3664@university.com,Male,22,Mathematics,78.79,98.1,87.82,57.73,53.32,4.58,55.56,84.16,B,16.7,No,Yes,PhD,Low,1,5.9 +S4665,Liam,Davis,student3665@university.com,Male,18,Mathematics,92.54,75.53,60.44,58.19,55.76,1.04,71.91,85.5,B,17.8,Yes,Yes,High School,Low,1,4.1 +S4666,Omar,Brown,student3666@university.com,Male,24,Engineering,57.75,83.19,94.37,79.19,93.77,5.97,68.27,59.8,D,7.9,No,Yes,PhD,Medium,4,6.5 +S4667,Liam,Davis,student3667@university.com,Male,22,Engineering,50.76,79.08,72.69,66.67,50.56,6.23,81.82,72.18,D,24.8,No,Yes,High School,Low,6,5.9 +S4668,Liam,Smith,student3668@university.com,Male,22,CS,84.51,48.66,67.93,95.51,84.64,7.65,59.79,71.11,C,12.6,Yes,Yes,PhD,Medium,6,4.3 +S4669,Liam,Brown,student3669@university.com,Male,23,Business,54.92,75.7,87.22,80.58,88.43,9.33,95.7,87.45,D,27.8,Yes,Yes,Master's,Low,4,8.4 +S4670,Maria,Johnson,student3670@university.com,Male,22,CS,55.77,47.88,46.09,83.82,78.39,4.43,75.8,83.33,D,26.0,No,Yes,High School,Medium,7,7.1 +S4671,Sara,Brown,student3671@university.com,Female,18,CS,87.23,64.07,86.43,50.29,86.54,3.52,81.19,73.81,B,6.6,No,Yes,,Medium,8,4.8 +S4672,John,Smith,student3672@university.com,Male,24,Engineering,63.53,74.14,54.58,,82.61,4.91,51.98,82.63,D,6.3,No,Yes,Bachelor's,Medium,2,8.6 +S4673,Sara,Jones,student3673@university.com,Male,23,CS,81.43,73.53,56.85,71.56,72.78,9.0,77.95,63.14,D,20.7,No,Yes,High School,High,9,6.9 +S4674,Omar,Davis,student3674@university.com,Male,20,CS,95.87,47.14,75.97,85.29,69.14,9.8,68.41,61.62,A,6.9,No,Yes,,Low,5,7.4 +S4675,Ali,Davis,student3675@university.com,Female,24,Engineering,65.82,42.07,94.12,69.13,97.07,9.71,96.21,62.0,C,19.3,Yes,Yes,None,Low,6,6.9 +S4676,Liam,Johnson,student3676@university.com,Male,24,CS,60.86,87.89,74.7,98.83,98.6,2.3,94.28,51.47,C,7.0,Yes,Yes,Bachelor's,High,1,8.9 +S4677,Sara,Brown,student3677@university.com,Male,18,CS,55.33,83.56,78.94,83.51,82.56,4.97,81.88,84.55,D,17.0,No,Yes,None,Low,4,8.5 +S4678,Omar,Johnson,student3678@university.com,Female,24,CS,56.52,44.91,86.6,83.0,59.86,2.59,88.39,99.29,C,15.5,No,Yes,High School,High,7,4.1 +S4679,Ali,Jones,student3679@university.com,Male,20,CS,53.11,47.64,55.56,95.97,72.39,3.68,82.23,65.45,D,19.8,Yes,Yes,Bachelor's,Low,6,4.1 +S4680,Ali,Brown,student3680@university.com,Male,19,Business,54.38,93.56,89.63,99.76,74.83,0.32,50.85,96.49,F,13.9,No,Yes,,Medium,2,6.4 +S4681,Liam,Brown,student3681@university.com,Female,23,Business,71.6,86.15,65.08,59.89,87.9,1.61,85.16,80.33,F,8.5,No,Yes,Bachelor's,Medium,7,5.6 +S4682,John,Johnson,student3682@university.com,Male,19,Engineering,66.04,99.77,50.54,90.53,83.39,3.97,58.85,61.25,D,26.1,No,Yes,None,High,9,6.7 +S4683,Emma,Johnson,student3683@university.com,Female,23,Engineering,85.33,55.24,61.01,58.12,75.74,3.65,84.13,50.59,A,12.5,No,No,Bachelor's,Medium,9,5.7 +S4684,Maria,Smith,student3684@university.com,Male,24,CS,93.51,69.27,54.77,72.85,84.02,2.79,50.53,86.19,A,6.7,No,Yes,,Low,3,8.4 +S4685,Sara,Jones,student3685@university.com,Male,23,CS,89.24,54.19,53.72,55.01,51.2,2.3,65.55,84.83,A,17.5,No,Yes,,Medium,6,4.8 +S4686,Ali,Smith,student3686@university.com,Male,18,CS,76.53,77.37,56.95,81.17,88.83,7.49,75.85,61.46,F,26.9,No,Yes,High School,Low,1,4.3 +S4687,Sara,Davis,student3687@university.com,Female,20,Engineering,55.12,46.92,50.86,73.43,60.58,2.95,66.66,66.64,D,12.0,No,Yes,High School,Low,4,5.7 +S4688,Emma,Brown,student3688@university.com,Female,23,Business,85.49,47.63,80.06,81.43,82.82,7.07,84.7,94.9,A,16.3,No,Yes,Bachelor's,Low,5,4.7 +S4689,Maria,Johnson,student3689@university.com,Female,20,Engineering,68.14,44.31,74.8,83.9,55.7,3.69,76.14,57.86,F,15.1,No,No,None,Low,9,7.0 +S4690,Emma,Brown,student3690@university.com,Male,23,CS,54.28,81.62,78.91,80.97,55.72,8.02,97.98,91.77,C,6.2,Yes,Yes,PhD,Medium,3,6.4 +S4691,Maria,Brown,student3691@university.com,Male,20,CS,92.12,69.64,60.62,,51.78,1.67,67.89,58.46,A,26.7,Yes,Yes,High School,High,9,7.5 +S4692,Ahmed,Williams,student3692@university.com,Female,19,Business,66.91,77.06,86.18,91.85,95.51,1.58,86.09,74.09,F,24.0,Yes,Yes,Bachelor's,Medium,5,4.4 +S4693,Maria,Davis,student3693@university.com,Female,18,CS,60.91,92.76,47.78,77.58,80.23,6.8,91.79,74.95,D,7.4,No,Yes,High School,Medium,3,7.8 +S4694,Liam,Williams,student3694@university.com,Male,23,Business,93.57,84.42,74.27,74.49,68.1,9.15,62.68,73.6,A,8.3,No,Yes,PhD,Medium,2,5.4 +S4695,John,Brown,student3695@university.com,Male,21,Engineering,95.11,67.7,56.53,99.35,89.39,1.43,87.71,64.4,B,5.3,No,Yes,High School,High,9,7.4 +S4696,Emma,Johnson,student3696@university.com,Male,20,Business,,99.06,71.66,64.18,81.3,0.74,69.67,62.67,F,29.6,Yes,No,Master's,Low,6,5.5 +S4697,Ali,Brown,student3697@university.com,Male,20,Mathematics,67.74,67.38,59.42,76.4,81.0,9.35,56.44,86.66,B,15.4,Yes,Yes,,Medium,6,8.2 +S4698,Liam,Davis,student3698@university.com,Female,21,Mathematics,78.98,46.75,87.43,84.12,74.35,1.17,50.18,63.78,C,28.3,No,Yes,None,Low,2,8.2 +S4699,Ahmed,Williams,student3699@university.com,Male,18,Engineering,86.67,99.56,93.48,56.26,50.4,2.5,87.19,80.5,A,15.5,No,Yes,PhD,Medium,8,5.5 +S4700,John,Johnson,student3700@university.com,Male,20,Engineering,53.16,41.37,84.55,67.71,62.92,9.29,59.31,92.33,D,7.6,Yes,Yes,,Low,5,8.5 +S4701,Sara,Brown,student3701@university.com,Male,18,CS,79.67,72.99,50.54,90.08,55.45,8.03,52.56,91.85,B,13.6,Yes,Yes,None,Low,10,5.6 +S4702,Liam,Jones,student3702@university.com,Male,20,Mathematics,97.64,58.55,56.49,61.84,83.12,3.43,74.86,58.36,A,15.5,No,Yes,High School,Low,6,8.5 +S4703,Emma,Davis,student3703@university.com,Male,24,Engineering,63.1,70.21,95.16,74.66,62.43,9.55,67.33,82.74,F,9.4,No,No,,High,9,5.0 +S4704,Omar,Davis,student3704@university.com,Male,22,CS,95.44,73.52,66.23,81.53,72.51,5.68,84.59,80.11,A,6.3,No,Yes,,Low,8,5.4 +S4705,Omar,Jones,student3705@university.com,Male,24,Engineering,97.51,54.41,96.47,83.56,67.67,0.72,55.37,64.1,B,12.9,No,Yes,High School,Medium,9,8.4 +S4706,Ali,Brown,student3706@university.com,Female,20,CS,63.46,73.41,63.55,86.42,57.16,7.03,56.63,69.57,C,18.5,No,Yes,,High,7,4.4 +S4707,Maria,Davis,student3707@university.com,Female,22,Engineering,,85.36,97.11,93.3,97.92,5.37,70.21,64.26,C,11.4,No,Yes,None,Low,1,7.5 +S4708,Ali,Johnson,student3708@university.com,Female,23,Engineering,61.94,55.99,95.54,69.64,96.67,5.73,76.02,76.85,F,29.0,Yes,Yes,Bachelor's,Medium,1,7.4 +S4709,Omar,Brown,student3709@university.com,Male,18,CS,86.88,63.01,79.63,85.33,54.23,9.94,91.21,90.18,A,17.0,No,Yes,High School,Low,4,8.9 +S4710,Sara,Brown,student3710@university.com,Female,20,CS,89.87,56.09,40.53,86.61,91.37,1.53,79.28,93.88,A,8.3,No,Yes,High School,Medium,2,8.9 +S4711,Ahmed,Williams,student3711@university.com,Male,19,Mathematics,62.36,89.23,64.02,,74.42,6.57,95.13,86.14,B,15.3,No,Yes,Bachelor's,High,9,6.4 +S4712,Ahmed,Davis,student3712@university.com,Male,19,Business,85.79,83.5,94.67,98.41,88.69,4.59,60.89,74.17,A,22.7,Yes,Yes,Bachelor's,Low,4,7.3 +S4713,Emma,Davis,student3713@university.com,Male,21,Business,90.61,92.27,93.11,93.26,57.56,2.72,79.81,97.9,B,17.2,No,Yes,Bachelor's,Low,5,4.8 +S4714,Ahmed,Jones,student3714@university.com,Male,19,CS,67.93,50.2,51.24,,56.61,6.94,82.76,78.19,B,13.3,Yes,Yes,None,Low,2,5.1 +S4715,Emma,Williams,student3715@university.com,Female,22,Business,58.39,44.41,63.95,83.75,94.54,6.68,86.29,73.93,D,7.7,No,Yes,Bachelor's,Medium,9,6.8 +S4716,Liam,Williams,student3716@university.com,Male,19,Engineering,54.6,47.16,90.13,85.89,94.89,8.56,99.43,92.84,D,16.5,No,Yes,Master's,Medium,8,5.2 +S4717,Emma,Davis,student3717@university.com,Male,19,CS,78.77,49.66,74.67,,73.3,8.79,73.4,59.23,F,7.4,No,Yes,None,High,7,5.1 +S4718,Liam,Brown,student3718@university.com,Female,19,CS,98.9,71.98,90.84,93.19,93.51,5.62,68.47,57.89,A,14.3,No,Yes,Bachelor's,Low,7,4.1 +S4719,Emma,Williams,student3719@university.com,Female,20,CS,91.15,98.25,89.59,84.51,83.37,3.26,92.61,89.13,B,7.9,No,Yes,Bachelor's,Low,8,4.4 +S4720,Omar,Jones,student3720@university.com,Female,21,CS,71.79,61.43,94.45,82.91,59.25,5.3,58.84,93.53,F,21.9,Yes,Yes,Master's,Low,10,7.6 +S4721,Omar,Williams,student3721@university.com,Male,18,Mathematics,76.83,97.51,47.03,61.04,66.45,3.59,51.85,53.64,B,24.3,Yes,Yes,PhD,High,10,4.1 +S4722,Maria,Jones,student3722@university.com,Female,21,CS,63.98,42.29,48.71,70.39,56.8,2.77,72.18,88.2,A,11.1,No,Yes,,Low,7,8.5 +S4723,Liam,Williams,student3723@university.com,Male,22,Engineering,58.15,95.61,44.97,71.7,88.7,5.52,62.36,71.22,D,6.9,No,Yes,,Low,10,4.4 +S4724,John,Jones,student3724@university.com,Male,20,Engineering,74.1,50.87,96.12,86.68,99.26,6.58,69.83,85.19,F,13.7,Yes,Yes,Bachelor's,Medium,7,4.8 +S4725,Liam,Williams,student3725@university.com,Female,23,CS,,94.75,68.51,80.92,77.32,5.91,99.3,56.75,F,19.0,No,Yes,None,Low,6,5.7 +S4726,Emma,Williams,student3726@university.com,Female,20,Engineering,76.1,43.37,43.86,54.29,82.79,9.54,67.42,98.65,A,24.2,No,Yes,None,Low,9,7.6 +S4727,Emma,Johnson,student3727@university.com,Female,24,CS,97.64,96.89,59.29,65.38,87.3,2.99,85.4,94.06,A,15.1,No,Yes,Bachelor's,Low,4,7.5 +S4728,John,Jones,student3728@university.com,Male,19,Business,80.19,52.05,61.08,73.65,61.21,3.72,62.52,70.3,D,14.1,Yes,Yes,None,High,5,5.2 +S4729,Ali,Jones,student3729@university.com,Male,19,CS,80.29,58.16,88.57,86.84,66.8,6.68,65.17,94.67,C,27.7,No,No,High School,Low,6,5.6 +S4730,Emma,Jones,student3730@university.com,Male,22,Engineering,56.4,69.46,84.13,87.18,70.62,6.0,62.16,94.75,D,16.2,No,Yes,Bachelor's,Low,7,8.1 +S4731,Maria,Smith,student3731@university.com,Male,23,Business,99.82,62.84,81.36,74.53,79.73,0.02,78.61,73.06,A,16.2,No,Yes,High School,Medium,5,6.5 +S4732,Ahmed,Williams,student3732@university.com,Male,24,Business,88.64,80.05,41.31,55.85,92.52,3.12,61.31,97.34,A,15.2,Yes,Yes,Master's,Low,5,6.3 +S4733,Ahmed,Jones,student3733@university.com,Male,20,Business,93.86,98.49,94.64,64.65,62.71,2.54,85.92,98.84,B,14.1,No,Yes,PhD,Medium,10,7.2 +S4734,Sara,Davis,student3734@university.com,Female,23,Engineering,70.72,76.39,52.93,62.73,73.54,8.4,84.01,60.86,D,23.2,Yes,Yes,Master's,Medium,10,6.3 +S4735,Sara,Smith,student3735@university.com,Male,18,CS,75.11,83.29,77.74,89.05,87.58,8.66,71.06,53.33,F,12.0,No,No,,Low,6,6.2 +S4736,Ahmed,Johnson,student3736@university.com,Female,21,Engineering,76.1,45.28,43.71,59.0,54.37,2.84,51.28,66.56,B,14.5,No,Yes,PhD,Medium,10,8.0 +S4737,Ahmed,Jones,student3737@university.com,Female,20,Business,59.7,77.67,44.89,73.25,75.64,1.02,51.13,74.44,F,12.1,Yes,Yes,Bachelor's,High,9,8.7 +S4738,Omar,Jones,student3738@university.com,Female,23,Business,84.47,67.23,40.57,83.54,57.22,2.05,76.64,54.63,D,19.3,No,No,PhD,High,6,6.7 +S4739,Maria,Smith,student3739@university.com,Female,18,CS,95.15,93.15,73.96,98.24,76.96,1.77,91.96,57.03,A,29.0,No,Yes,,High,8,5.4 +S4740,John,Williams,student3740@university.com,Female,18,CS,58.19,63.29,77.76,99.96,88.39,2.37,79.94,98.58,D,14.8,No,No,PhD,High,4,8.7 +S4741,Sara,Davis,student3741@university.com,Male,24,Business,54.32,80.77,43.03,97.65,61.85,2.35,71.78,86.87,D,29.2,No,Yes,High School,High,7,7.5 +S4742,Omar,Johnson,student3742@university.com,Male,24,Engineering,86.91,53.69,57.43,85.91,92.47,4.8,94.11,93.75,B,21.4,No,Yes,None,Low,5,7.3 +S4743,Omar,Jones,student3743@university.com,Male,21,CS,63.66,55.56,91.09,87.32,66.74,3.2,59.85,98.56,F,24.9,Yes,Yes,Bachelor's,Medium,4,7.0 +S4744,John,Williams,student3744@university.com,Male,18,Engineering,81.19,62.57,46.08,87.96,59.54,5.6,67.97,68.91,D,13.3,Yes,No,Master's,Low,2,7.7 +S4745,Omar,Davis,student3745@university.com,Female,22,Engineering,84.79,58.24,52.99,93.13,73.27,3.44,78.27,84.39,A,10.6,No,Yes,Master's,Medium,9,7.9 +S4746,Liam,Davis,student3746@university.com,Female,18,Mathematics,66.1,55.23,65.46,97.59,93.8,8.15,64.58,59.2,B,19.4,No,Yes,Bachelor's,High,5,8.0 +S4747,Maria,Johnson,student3747@university.com,Female,23,Engineering,90.76,42.98,90.54,72.29,53.45,9.51,99.89,77.58,A,29.8,No,No,,Low,6,8.9 +S4748,Ahmed,Brown,student3748@university.com,Male,24,CS,77.5,90.2,55.29,70.83,66.38,4.04,72.62,60.49,A,22.8,Yes,Yes,Bachelor's,Low,1,6.1 +S4749,Emma,Davis,student3749@university.com,Male,22,CS,93.45,43.86,99.83,73.02,82.66,0.49,52.59,58.02,A,22.0,No,Yes,PhD,High,4,5.2 +S4750,John,Brown,student3750@university.com,Male,24,CS,,93.24,61.32,82.99,67.88,2.4,58.8,54.92,D,16.3,No,Yes,None,Medium,5,6.0 +S4751,Ahmed,Davis,student3751@university.com,Male,24,Engineering,93.43,47.53,63.19,88.77,53.54,1.02,76.62,78.99,B,27.0,No,Yes,High School,Low,4,7.8 +S4752,Ahmed,Johnson,student3752@university.com,Female,24,Engineering,51.01,43.92,47.33,93.53,66.6,3.45,77.5,97.49,C,22.4,No,Yes,None,Low,2,6.7 +S4753,Ali,Smith,student3753@university.com,Female,18,CS,62.18,73.78,80.81,72.81,91.05,6.45,99.21,56.11,D,21.9,No,No,Master's,Medium,1,8.3 +S4754,Liam,Johnson,student3754@university.com,Male,19,Engineering,54.5,70.15,54.61,68.17,98.4,5.19,80.0,75.12,D,12.3,No,Yes,None,Medium,9,5.2 +S4755,John,Johnson,student3755@university.com,Male,18,Business,72.1,69.47,77.73,99.17,51.99,2.43,83.33,84.35,C,28.9,Yes,Yes,,Medium,4,7.7 +S4756,Omar,Smith,student3756@university.com,Female,24,CS,,74.47,53.39,61.59,78.46,7.67,60.69,74.79,A,11.3,No,Yes,Bachelor's,Medium,8,5.2 +S4757,Emma,Smith,student3757@university.com,Female,22,CS,73.38,57.22,63.27,,55.27,1.31,55.34,95.59,F,18.1,No,Yes,Master's,Low,8,8.0 +S4758,John,Williams,student3758@university.com,Female,18,Mathematics,92.49,79.78,91.4,85.77,84.02,2.28,80.1,58.31,B,13.5,Yes,Yes,None,Medium,4,6.2 +S4759,Omar,Davis,student3759@university.com,Female,24,CS,66.36,70.14,84.33,,50.39,6.76,93.24,51.21,C,9.5,No,Yes,PhD,High,8,8.9 +S4760,Ahmed,Williams,student3760@university.com,Male,24,Business,66.98,60.08,49.28,69.97,50.74,1.97,79.37,69.16,D,8.6,No,Yes,,Medium,4,7.3 +S4761,Emma,Smith,student3761@university.com,Female,18,Engineering,94.78,89.59,76.46,64.62,88.84,6.79,72.14,77.77,A,12.3,No,Yes,Bachelor's,Low,6,7.7 +S4762,Omar,Brown,student3762@university.com,Female,18,Business,71.29,83.66,77.72,58.44,53.72,9.77,78.91,62.73,C,22.2,Yes,Yes,High School,Medium,5,4.2 +S4763,Maria,Brown,student3763@university.com,Female,22,Business,,63.62,45.43,78.99,65.26,8.31,73.44,58.42,F,29.4,No,Yes,High School,Low,1,7.5 +S4764,Omar,Johnson,student3764@university.com,Female,18,Engineering,61.83,90.86,67.95,68.68,97.9,1.6,57.09,90.24,B,26.3,Yes,Yes,High School,Medium,9,6.1 +S4765,Ali,Jones,student3765@university.com,Male,21,Business,97.44,95.22,55.64,,99.26,5.2,87.06,59.43,A,10.5,No,Yes,PhD,Low,6,5.6 +S4766,Liam,Johnson,student3766@university.com,Male,23,Mathematics,78.73,72.21,68.03,59.79,58.07,4.22,76.65,72.13,D,7.0,No,Yes,None,Medium,10,8.0 +S4767,Ahmed,Johnson,student3767@university.com,Male,21,Engineering,,52.9,86.62,88.39,78.05,9.92,69.97,97.72,A,22.2,Yes,Yes,Master's,Medium,9,5.1 +S4768,Omar,Jones,student3768@university.com,Male,22,CS,54.48,94.95,49.5,65.74,77.96,9.64,77.98,80.64,F,5.8,No,Yes,None,Medium,4,4.9 +S4769,Liam,Davis,student3769@university.com,Male,19,CS,74.63,51.37,47.4,67.14,72.62,1.27,62.06,74.89,A,26.5,No,Yes,High School,High,4,5.8 +S4770,Sara,Smith,student3770@university.com,Male,21,Business,95.05,42.91,56.16,62.61,96.24,9.09,71.4,68.01,B,25.6,Yes,Yes,,Low,4,7.1 +S4771,Sara,Brown,student3771@university.com,Female,24,Engineering,93.85,59.65,97.14,71.72,87.7,1.93,81.12,76.02,B,24.8,No,Yes,,Low,2,5.3 +S4772,Liam,Johnson,student3772@university.com,Female,23,CS,52.34,83.62,84.87,73.18,88.23,3.19,61.31,86.72,C,18.8,No,No,None,Medium,3,6.8 +S4773,Liam,Jones,student3773@university.com,Female,20,CS,65.18,95.4,41.17,76.48,63.48,3.53,87.45,91.13,B,29.3,No,Yes,High School,High,5,5.9 +S4774,Ali,Williams,student3774@university.com,Female,23,Engineering,72.17,78.24,64.06,98.38,71.72,2.87,76.05,82.49,A,16.5,No,Yes,Master's,High,4,6.0 +S4775,Maria,Johnson,student3775@university.com,Male,21,CS,58.61,97.11,55.44,95.23,74.37,8.53,93.09,89.52,D,29.7,No,Yes,Bachelor's,Low,1,5.0 +S4776,Ahmed,Brown,student3776@university.com,Female,20,Engineering,86.5,45.54,78.29,80.47,64.95,3.3,92.36,54.42,A,27.0,Yes,Yes,,Low,8,5.6 +S4777,John,Smith,student3777@university.com,Male,22,Business,59.23,43.65,67.56,51.95,54.74,8.17,74.73,50.72,C,8.2,No,Yes,Bachelor's,Medium,4,5.4 +S4778,Ali,Johnson,student3778@university.com,Female,23,Engineering,67.33,76.25,97.87,,56.32,9.94,59.77,86.72,C,27.4,Yes,Yes,None,Medium,4,5.2 +S4779,Maria,Johnson,student3779@university.com,Female,19,CS,83.16,97.97,53.14,54.48,59.03,8.41,86.83,63.09,C,12.6,No,Yes,PhD,High,7,4.4 +S4780,Liam,Davis,student3780@university.com,Female,20,CS,74.1,70.16,75.27,85.52,60.18,3.46,70.93,93.88,D,24.2,No,Yes,,Medium,6,6.2 +S4781,John,Jones,student3781@university.com,Male,20,CS,86.93,43.09,82.01,69.5,62.11,7.11,79.73,76.79,A,5.0,No,No,PhD,High,2,5.2 +S4782,Liam,Williams,student3782@university.com,Female,23,CS,98.06,53.27,89.53,91.88,62.77,5.34,55.36,73.93,A,11.9,Yes,Yes,Master's,Medium,4,8.8 +S4783,Liam,Williams,student3783@university.com,Male,21,Engineering,55.83,54.69,64.42,,72.79,7.87,81.58,88.64,D,24.0,No,Yes,PhD,Low,2,7.0 +S4784,Sara,Smith,student3784@university.com,Male,20,Engineering,85.48,60.27,81.22,70.86,75.48,1.53,68.68,87.05,B,29.3,No,Yes,Master's,High,3,6.3 +S4785,Sara,Brown,student3785@university.com,Female,22,CS,61.52,42.62,58.19,73.03,65.44,6.38,66.71,85.21,B,9.3,No,Yes,High School,Low,10,5.7 +S4786,John,Smith,student3786@university.com,Male,23,CS,70.72,94.29,66.13,79.51,95.36,7.74,99.0,84.5,A,16.5,Yes,Yes,,Low,6,6.3 +S4787,Ali,Johnson,student3787@university.com,Male,22,CS,51.64,70.93,93.74,,77.66,7.61,71.62,75.77,C,19.7,No,Yes,Master's,High,9,5.7 +S4788,Sara,Johnson,student3788@university.com,Female,23,Mathematics,,80.26,96.99,96.37,89.37,9.64,83.9,96.32,F,28.8,Yes,Yes,None,High,1,8.3 +S4789,Ahmed,Williams,student3789@university.com,Female,22,Engineering,,44.03,83.13,71.65,96.21,0.58,81.39,94.53,D,16.3,No,Yes,None,Low,4,5.3 +S4790,Liam,Brown,student3790@university.com,Female,21,Business,67.1,43.25,62.46,58.34,58.16,3.46,55.22,66.47,B,28.3,Yes,Yes,Master's,Low,8,5.4 +S4791,Emma,Jones,student3791@university.com,Female,23,Business,94.98,75.19,89.2,88.14,71.39,4.77,87.4,90.23,B,29.5,Yes,Yes,Master's,Medium,4,7.5 +S4792,Omar,Brown,student3792@university.com,Female,24,Engineering,87.09,93.24,41.55,60.96,71.66,3.1,66.16,94.56,A,28.5,No,Yes,PhD,Medium,6,8.5 +S4793,John,Johnson,student3793@university.com,Female,19,Business,98.61,71.71,46.16,57.18,67.72,3.1,89.95,80.91,A,23.7,Yes,Yes,High School,Medium,1,7.4 +S4794,John,Jones,student3794@university.com,Male,21,CS,79.95,92.67,79.68,78.14,50.45,1.76,80.38,77.78,A,8.2,No,Yes,,High,10,4.4 +S4795,Sara,Brown,student3795@university.com,Female,22,Engineering,62.09,88.66,57.47,83.57,90.8,8.13,65.85,83.59,D,20.1,Yes,Yes,Bachelor's,High,4,8.5 +S4796,Ali,Brown,student3796@university.com,Female,23,CS,66.38,44.55,97.08,,55.58,9.08,67.81,58.15,C,23.8,No,Yes,PhD,High,7,7.8 +S4797,Liam,Jones,student3797@university.com,Male,21,Business,65.99,52.12,66.16,82.83,99.77,0.82,86.58,54.37,C,28.9,No,No,PhD,Low,6,5.2 +S4798,Ahmed,Johnson,student3798@university.com,Female,22,CS,66.32,79.46,65.76,55.78,88.65,1.55,77.5,91.01,A,24.4,No,Yes,None,Low,9,4.3 +S4799,Ali,Brown,student3799@university.com,Male,18,Business,83.65,66.61,80.68,73.8,79.0,2.28,83.42,78.67,B,18.5,No,Yes,,Medium,3,7.6 +S4800,Maria,Jones,student3800@university.com,Female,18,CS,76.54,57.44,86.05,67.85,57.73,5.09,57.92,56.13,F,10.1,No,Yes,Master's,Medium,5,5.2 +S4801,Maria,Davis,student3801@university.com,Female,20,Business,,65.12,68.53,98.67,75.77,7.91,89.35,70.82,A,16.4,No,Yes,Bachelor's,Low,7,6.6 +S4802,Emma,Davis,student3802@university.com,Male,19,CS,,66.71,52.84,52.48,63.06,0.71,66.02,64.91,F,21.0,No,Yes,None,Low,1,4.4 +S4803,Sara,Johnson,student3803@university.com,Female,18,Engineering,51.11,94.63,86.4,64.91,62.62,6.37,80.99,93.77,D,13.1,No,Yes,PhD,Low,9,6.8 +S4804,Sara,Jones,student3804@university.com,Male,24,Engineering,60.94,46.21,59.22,97.09,91.48,1.49,55.73,75.36,A,16.4,No,Yes,Bachelor's,Medium,9,4.1 +S4805,Sara,Davis,student3805@university.com,Female,22,CS,55.37,56.78,50.51,99.17,69.03,9.71,66.07,78.88,C,5.4,Yes,No,PhD,Low,3,6.7 +S4806,Emma,Jones,student3806@university.com,Female,21,Engineering,89.27,72.25,77.9,,72.54,8.99,82.44,61.76,B,27.0,Yes,Yes,,Medium,8,8.2 +S4807,Maria,Brown,student3807@university.com,Male,23,Mathematics,55.62,81.9,45.43,53.8,92.15,9.5,63.71,89.95,C,5.9,No,Yes,PhD,Medium,2,6.9 +S4808,Ali,Johnson,student3808@university.com,Female,21,CS,,77.84,98.28,78.07,54.39,1.06,94.02,96.51,A,15.2,No,Yes,,Medium,4,8.4 +S4809,Emma,Davis,student3809@university.com,Female,20,Mathematics,69.28,96.5,77.94,70.01,79.73,4.88,83.06,89.62,D,17.8,No,No,PhD,Medium,7,6.7 +S4810,Emma,Brown,student3810@university.com,Male,21,Engineering,53.67,87.74,99.15,90.32,78.91,1.65,93.51,74.64,C,29.3,No,No,High School,Medium,9,7.4 +S4811,Ali,Smith,student3811@university.com,Female,18,Business,90.64,73.42,60.33,52.75,71.26,6.0,69.77,91.75,A,28.4,Yes,Yes,None,Low,4,5.8 +S4812,Sara,Smith,student3812@university.com,Male,21,CS,78.98,52.88,98.27,59.86,91.49,2.33,51.7,59.4,F,21.2,No,Yes,PhD,Medium,1,5.5 +S4813,Ahmed,Johnson,student3813@university.com,Female,18,Engineering,61.79,67.05,48.73,74.46,97.14,7.71,78.81,55.67,B,19.6,No,Yes,,Low,7,5.7 +S4814,Ali,Davis,student3814@university.com,Male,18,Business,94.73,81.6,42.44,57.88,73.27,6.44,66.96,71.91,A,14.2,No,Yes,,Medium,3,4.5 +S4815,Maria,Davis,student3815@university.com,Female,19,Engineering,52.26,90.28,41.98,84.64,72.81,5.72,72.41,59.08,D,6.0,No,Yes,High School,Low,10,5.3 +S4816,John,Davis,student3816@university.com,Male,20,Engineering,60.09,97.58,67.89,91.04,75.1,8.25,84.06,62.96,B,11.7,Yes,Yes,,Low,9,5.9 +S4817,Liam,Jones,student3817@university.com,Male,24,CS,87.6,76.33,44.98,85.23,86.16,5.0,85.03,79.26,B,26.2,No,Yes,Bachelor's,Low,10,5.7 +S4818,John,Brown,student3818@university.com,Female,24,CS,85.47,71.62,70.73,72.01,83.4,2.7,51.38,70.2,A,21.2,No,Yes,PhD,Low,9,6.5 +S4819,Omar,Davis,student3819@university.com,Female,22,Engineering,64.46,41.06,59.65,93.92,61.14,6.21,88.47,93.29,D,25.4,Yes,Yes,,Medium,2,6.4 +S4820,Omar,Brown,student3820@university.com,Male,24,Business,53.1,44.33,60.14,,53.19,9.57,74.68,61.28,F,25.9,No,No,PhD,Medium,7,7.7 +S4821,Emma,Johnson,student3821@university.com,Female,18,Engineering,92.9,49.37,78.14,63.02,97.46,6.01,77.83,99.84,A,6.6,Yes,Yes,,Medium,8,6.0 +S4822,Liam,Davis,student3822@university.com,Male,23,CS,,43.29,49.79,74.48,63.05,6.3,64.9,67.97,A,13.4,Yes,Yes,Bachelor's,Medium,1,7.4 +S4823,John,Johnson,student3823@university.com,Female,20,Engineering,59.79,64.05,85.99,53.07,81.93,9.35,71.04,75.77,C,21.9,Yes,Yes,None,Medium,5,8.5 +S4824,Ahmed,Davis,student3824@university.com,Female,22,CS,,60.21,74.92,54.78,91.42,5.15,85.52,56.62,B,26.3,No,Yes,High School,Low,8,6.3 +S4825,Sara,Smith,student3825@university.com,Male,24,Engineering,95.51,78.24,94.9,69.87,65.01,9.96,88.84,78.96,B,25.0,No,Yes,High School,Low,10,6.8 +S4826,Maria,Williams,student3826@university.com,Male,24,Business,52.18,72.14,61.89,97.19,81.77,1.6,69.36,98.06,D,15.6,No,Yes,Master's,Medium,2,7.4 +S4827,Omar,Johnson,student3827@university.com,Female,23,Business,,75.76,98.96,95.42,55.4,5.37,84.56,87.47,F,28.3,Yes,Yes,PhD,Low,1,6.5 +S4828,Ahmed,Davis,student3828@university.com,Female,21,CS,78.62,68.32,74.55,73.3,98.5,2.13,62.9,62.2,C,12.5,No,Yes,High School,Medium,10,4.8 +S4829,Maria,Williams,student3829@university.com,Female,20,Business,71.27,56.66,98.4,,52.91,4.53,91.6,72.13,D,14.4,Yes,Yes,Master's,Medium,4,5.5 +S4830,Maria,Johnson,student3830@university.com,Female,23,Engineering,87.2,97.17,41.62,58.91,71.91,1.71,80.49,71.27,A,9.5,No,Yes,Bachelor's,Low,1,4.1 +S4831,Sara,Jones,student3831@university.com,Female,24,Business,98.29,45.18,83.68,68.88,76.84,2.23,88.76,54.9,B,10.7,No,Yes,,Medium,5,7.4 +S4832,Liam,Davis,student3832@university.com,Male,20,CS,61.46,96.33,89.0,,89.52,2.11,73.86,94.29,F,5.2,No,Yes,,Low,8,5.4 +S4833,Emma,Jones,student3833@university.com,Female,20,Engineering,57.18,58.67,43.19,54.15,56.06,3.2,61.46,69.07,D,12.7,No,Yes,Master's,Medium,8,8.1 +S4834,John,Smith,student3834@university.com,Female,24,CS,95.64,70.76,74.74,83.69,72.04,1.35,71.46,74.71,A,12.7,Yes,Yes,PhD,Low,9,7.3 +S4835,Sara,Davis,student3835@university.com,Male,21,Engineering,83.45,46.53,88.12,79.07,64.99,8.09,69.07,64.56,B,6.7,No,Yes,Bachelor's,Low,5,7.7 +S4836,Ahmed,Smith,student3836@university.com,Male,21,CS,,44.26,73.66,64.56,65.6,2.21,66.64,57.62,D,13.5,No,Yes,Bachelor's,High,8,8.4 +S4837,Emma,Williams,student3837@university.com,Male,24,CS,,65.77,43.83,88.95,88.94,4.17,60.61,95.11,B,12.5,No,Yes,Bachelor's,Medium,10,6.1 +S4838,Ahmed,Johnson,student3838@university.com,Female,20,CS,87.28,84.5,81.61,88.8,50.27,0.16,87.96,51.87,A,25.0,Yes,Yes,Master's,Low,5,4.9 +S4839,Emma,Brown,student3839@university.com,Male,23,CS,88.65,56.16,43.64,74.55,87.45,1.05,54.32,69.99,B,8.9,Yes,Yes,PhD,Medium,7,8.7 +S4840,Liam,Smith,student3840@university.com,Male,19,CS,95.99,73.74,89.05,54.83,90.52,8.96,94.38,86.53,A,23.1,No,Yes,High School,Low,8,9.0 +S4841,Omar,Brown,student3841@university.com,Male,18,Engineering,71.34,56.72,42.58,95.92,95.07,8.37,58.75,65.44,A,8.2,Yes,Yes,PhD,Low,8,5.1 +S4842,Ahmed,Brown,student3842@university.com,Male,21,CS,64.67,63.32,48.24,83.43,81.34,8.41,98.99,72.3,A,17.4,No,Yes,Master's,High,2,7.7 +S4843,Sara,Johnson,student3843@university.com,Female,24,Engineering,81.98,94.39,56.51,62.35,66.67,4.11,99.42,78.22,D,23.4,Yes,Yes,Bachelor's,Medium,1,4.4 +S4844,Emma,Williams,student3844@university.com,Female,19,CS,70.79,91.35,78.0,80.52,71.36,1.42,69.92,99.75,C,20.2,No,Yes,None,Low,8,4.1 +S4845,Emma,Johnson,student3845@university.com,Female,21,Mathematics,79.73,70.96,98.58,70.25,98.49,1.08,99.39,87.92,F,21.1,No,Yes,High School,High,9,7.4 +S4846,Maria,Davis,student3846@university.com,Male,20,Mathematics,71.0,54.29,47.07,81.77,94.06,6.06,93.45,98.36,D,10.2,Yes,Yes,PhD,Low,7,5.3 +S4847,Maria,Smith,student3847@university.com,Male,24,CS,57.65,51.59,48.56,73.69,73.18,8.28,54.12,84.66,C,25.7,No,Yes,,Low,8,8.3 +S4848,Ali,Brown,student3848@university.com,Male,19,Engineering,73.47,97.25,62.13,74.27,97.15,9.0,97.37,63.45,A,28.8,No,Yes,,Low,9,6.6 +S4849,Ahmed,Johnson,student3849@university.com,Male,24,CS,84.55,52.16,90.17,86.79,91.15,2.89,52.13,64.37,A,8.9,Yes,No,,Low,10,7.9 +S4850,Maria,Johnson,student3850@university.com,Male,23,Mathematics,89.96,88.49,68.03,,95.05,3.21,59.1,91.12,A,27.2,No,Yes,None,Low,10,4.5 +S4851,Ali,Johnson,student3851@university.com,Male,23,Engineering,74.67,62.14,59.3,54.0,84.15,1.01,79.23,71.39,A,14.9,No,Yes,,Medium,10,8.4 +S4852,Omar,Smith,student3852@university.com,Female,22,CS,58.26,99.14,73.67,53.27,92.88,7.74,54.04,68.51,F,22.5,Yes,Yes,PhD,Medium,4,4.9 +S4853,Omar,Williams,student3853@university.com,Female,18,CS,70.73,62.09,55.63,65.25,94.59,2.76,58.09,97.25,F,17.7,No,Yes,Bachelor's,Medium,3,6.8 +S4854,Maria,Johnson,student3854@university.com,Male,18,CS,89.31,61.09,64.07,71.51,54.6,4.81,97.67,50.66,B,24.8,No,Yes,High School,Medium,4,7.0 +S4855,Ahmed,Smith,student3855@university.com,Female,21,CS,70.64,78.25,59.96,63.76,98.26,9.29,99.73,76.25,D,6.1,Yes,Yes,,Medium,10,4.3 +S4856,Emma,Brown,student3856@university.com,Male,18,Engineering,84.83,97.69,88.25,,66.68,7.52,89.91,88.75,F,13.1,Yes,Yes,Master's,Medium,3,8.9 +S4857,John,Davis,student3857@university.com,Male,24,Engineering,75.36,98.57,95.46,59.76,71.99,0.53,75.76,86.81,F,6.2,No,Yes,Bachelor's,High,2,5.5 +S4858,Liam,Jones,student3858@university.com,Female,24,CS,62.06,82.43,85.57,,89.6,0.08,95.02,68.38,B,28.5,No,Yes,,Low,1,7.6 +S4859,Ahmed,Smith,student3859@university.com,Male,22,CS,89.81,85.28,66.35,88.66,83.24,7.87,55.59,76.78,A,9.3,No,Yes,PhD,High,4,7.2 +S4860,Liam,Jones,student3860@university.com,Female,23,CS,54.21,73.8,70.26,56.22,94.65,5.53,97.14,50.28,D,15.6,No,No,,Low,5,4.2 +S4861,Sara,Johnson,student3861@university.com,Male,19,CS,76.24,85.35,47.5,82.54,70.03,7.2,67.58,76.74,C,21.0,Yes,Yes,None,Low,8,8.3 +S4862,Omar,Johnson,student3862@university.com,Male,19,Business,60.44,91.59,84.81,98.07,68.66,1.57,93.07,79.52,F,16.5,No,Yes,None,Low,7,5.5 +S4863,Maria,Smith,student3863@university.com,Female,23,CS,,69.17,75.79,59.64,51.58,8.72,83.42,93.74,F,18.4,Yes,Yes,None,Medium,6,5.2 +S4864,Maria,Jones,student3864@university.com,Male,20,Engineering,75.15,77.19,94.15,95.47,73.14,7.73,98.01,60.54,D,10.1,Yes,Yes,PhD,High,6,4.3 +S4865,Liam,Johnson,student3865@university.com,Male,23,CS,74.98,72.24,52.04,80.3,86.2,8.91,93.23,91.26,C,6.7,No,Yes,,Low,5,5.3 +S4866,Emma,Brown,student3866@university.com,Male,19,CS,85.35,73.75,85.58,79.55,65.06,3.41,94.39,85.9,A,11.4,No,Yes,Bachelor's,Medium,4,7.1 +S4867,Liam,Williams,student3867@university.com,Female,21,Engineering,87.24,93.4,81.08,52.6,73.14,2.76,81.59,83.3,A,12.9,Yes,Yes,PhD,Low,8,5.0 +S4868,Sara,Williams,student3868@university.com,Male,22,Engineering,86.39,61.34,55.95,87.42,60.97,1.52,91.66,69.72,A,15.4,Yes,Yes,Bachelor's,Medium,8,6.3 +S4869,Emma,Johnson,student3869@university.com,Male,23,Engineering,70.48,52.49,80.04,73.91,88.64,9.3,87.86,68.37,F,12.4,Yes,Yes,High School,Medium,10,8.0 +S4870,Sara,Jones,student3870@university.com,Male,20,Engineering,81.58,67.38,95.46,86.06,53.03,1.77,58.08,85.16,B,5.9,Yes,Yes,,Medium,3,8.8 +S4871,John,Davis,student3871@university.com,Female,21,Engineering,78.85,52.49,95.11,90.46,85.27,1.19,82.43,99.51,B,7.4,No,Yes,,High,8,7.5 +S4872,Omar,Johnson,student3872@university.com,Female,23,CS,71.08,69.9,83.18,76.19,68.95,1.93,57.41,70.27,D,21.8,Yes,No,PhD,Low,5,5.0 +S4873,Maria,Davis,student3873@university.com,Female,21,Engineering,,94.21,42.88,63.18,52.08,7.71,93.47,95.93,C,6.6,No,Yes,Bachelor's,High,1,5.9 +S4874,Maria,Davis,student3874@university.com,Female,23,Engineering,97.36,77.05,92.34,57.08,92.67,8.9,53.3,79.33,B,6.2,No,Yes,,Medium,8,6.8 +S4875,John,Jones,student3875@university.com,Female,21,CS,59.64,91.33,79.47,58.03,74.39,8.11,99.35,93.41,F,25.3,No,Yes,Bachelor's,High,7,8.4 +S4876,Ali,Davis,student3876@university.com,Male,24,Engineering,,49.97,58.63,93.35,79.97,5.63,70.03,60.86,D,6.0,No,Yes,Master's,Low,7,6.7 +S4877,Omar,Brown,student3877@university.com,Female,18,CS,52.67,94.05,51.24,,86.6,9.94,58.53,88.11,D,6.7,No,Yes,High School,High,5,6.5 +S4878,Emma,Jones,student3878@university.com,Female,21,CS,65.42,76.11,46.97,69.23,82.75,0.69,96.78,91.75,D,18.7,No,Yes,Master's,Low,5,5.3 +S4879,John,Johnson,student3879@university.com,Male,24,Engineering,,41.91,43.01,66.71,86.54,8.67,52.27,91.61,A,16.1,No,Yes,Bachelor's,Medium,7,6.5 +S4880,Emma,Brown,student3880@university.com,Female,18,Business,81.32,77.99,85.25,93.27,88.11,4.28,73.51,89.24,F,29.1,No,Yes,PhD,High,9,5.6 +S4881,Liam,Smith,student3881@university.com,Male,19,Business,56.56,97.08,54.15,73.88,79.46,4.55,88.51,65.21,F,28.4,Yes,No,Bachelor's,High,10,6.8 +S4882,Ahmed,Williams,student3882@university.com,Female,18,CS,,44.75,41.46,,68.28,1.28,65.84,76.1,B,21.5,Yes,No,PhD,Medium,1,8.0 +S4883,Maria,Johnson,student3883@university.com,Male,21,Engineering,91.43,74.95,63.84,86.85,62.16,0.33,76.44,64.99,A,6.8,Yes,Yes,None,Low,8,8.7 +S4884,Emma,Johnson,student3884@university.com,Male,22,Engineering,,94.93,68.96,92.55,95.15,3.17,85.02,67.15,C,17.6,Yes,Yes,,Medium,10,8.0 +S4885,Sara,Johnson,student3885@university.com,Female,22,CS,72.92,40.58,50.15,54.93,98.5,1.75,97.6,65.06,A,6.1,No,Yes,Bachelor's,Medium,9,8.1 +S4886,Emma,Brown,student3886@university.com,Female,19,Business,96.65,77.85,42.64,62.66,67.88,4.83,55.14,64.21,B,27.7,No,Yes,,Medium,7,5.8 +S4887,Ahmed,Smith,student3887@university.com,Male,21,Business,91.54,68.49,51.35,56.77,55.62,1.47,57.86,84.67,A,21.5,Yes,Yes,Bachelor's,High,2,7.5 +S4888,Omar,Jones,student3888@university.com,Male,18,Mathematics,74.97,60.82,80.75,73.18,61.13,1.38,75.44,82.51,D,19.3,No,Yes,,Low,5,5.9 +S4889,Maria,Smith,student3889@university.com,Male,22,CS,85.09,77.65,44.93,,83.53,8.77,70.92,60.21,A,15.7,No,Yes,High School,Medium,4,4.1 +S4890,Liam,Brown,student3890@university.com,Male,23,CS,78.35,43.16,73.3,58.45,58.65,9.21,70.54,84.58,D,17.7,Yes,Yes,Master's,Medium,7,8.4 +S4891,John,Johnson,student3891@university.com,Male,20,Business,79.4,85.18,48.78,56.51,89.01,9.64,64.85,64.55,B,15.0,Yes,Yes,None,Low,3,4.3 +S4892,Liam,Williams,student3892@university.com,Male,21,Engineering,66.55,40.27,51.74,80.73,96.15,6.81,78.03,60.09,B,7.5,Yes,Yes,,Low,8,4.6 +S4893,Ahmed,Johnson,student3893@university.com,Male,24,Business,73.1,58.42,63.58,61.52,98.18,7.71,94.16,87.36,A,21.5,No,Yes,Master's,Medium,5,4.1 +S4894,Maria,Jones,student3894@university.com,Female,24,CS,,70.24,46.05,73.97,50.47,8.36,58.05,68.14,D,29.9,No,Yes,PhD,Low,6,4.3 +S4895,Emma,Davis,student3895@university.com,Male,23,Engineering,67.87,62.62,50.39,52.56,97.91,6.59,60.76,78.47,B,7.8,No,Yes,Master's,Medium,4,4.3 +S4896,Omar,Williams,student3896@university.com,Female,23,Engineering,84.79,58.45,60.94,84.03,87.01,3.3,83.54,60.01,C,29.9,No,Yes,Master's,High,7,7.4 +S4897,Ali,Johnson,student3897@university.com,Female,21,CS,,89.85,59.78,77.07,54.2,1.56,52.81,80.68,A,27.5,No,Yes,High School,Low,9,8.3 +S4898,Omar,Williams,student3898@university.com,Male,20,Engineering,98.15,96.09,84.96,82.37,70.76,2.37,83.69,60.4,B,27.4,Yes,Yes,Bachelor's,Medium,4,8.0 +S4899,Ali,Davis,student3899@university.com,Male,22,Engineering,77.79,92.42,44.49,63.77,85.0,8.4,65.72,58.34,A,25.8,Yes,Yes,High School,Medium,6,7.1 +S4900,Sara,Smith,student3900@university.com,Female,20,CS,80.33,71.35,91.63,63.93,97.83,6.96,67.89,69.33,A,28.1,No,Yes,,Medium,6,7.9 +S4901,Omar,Brown,student3901@university.com,Male,19,CS,59.29,93.05,88.97,90.07,58.21,4.56,70.28,89.5,F,11.2,No,Yes,Master's,Medium,1,6.3 +S4902,Maria,Johnson,student3902@university.com,Male,18,Engineering,84.77,95.25,85.96,,56.39,0.29,67.48,58.83,B,15.9,No,Yes,High School,High,9,8.5 +S4903,Ali,Jones,student3903@university.com,Female,18,Engineering,53.53,64.55,58.56,78.99,73.62,2.66,92.06,55.85,F,17.0,Yes,Yes,None,High,2,6.3 +S4904,John,Smith,student3904@university.com,Female,23,Business,64.23,57.01,89.37,81.41,98.4,7.29,97.3,51.58,B,6.7,No,Yes,Master's,Medium,10,4.1 +S4905,Maria,Johnson,student3905@university.com,Female,22,CS,83.42,45.9,50.97,54.7,98.57,5.12,77.4,70.8,B,29.5,No,Yes,,Medium,1,7.5 +S4906,John,Smith,student3906@university.com,Male,20,CS,65.52,68.75,47.46,,61.4,4.36,79.09,64.1,D,22.2,Yes,Yes,PhD,Medium,5,8.2 +S4907,Omar,Jones,student3907@university.com,Male,23,Mathematics,52.49,96.78,42.7,88.5,65.97,3.14,53.52,64.61,F,16.3,No,Yes,Bachelor's,Medium,2,5.1 +S4908,John,Johnson,student3908@university.com,Female,21,Mathematics,91.59,73.65,96.36,79.52,95.4,6.07,85.66,99.1,B,29.8,No,No,,Low,10,5.6 +S4909,Ali,Davis,student3909@university.com,Male,23,CS,65.52,80.05,58.48,95.93,86.74,9.66,79.2,59.71,F,11.8,No,Yes,Master's,Low,5,7.5 +S4910,Maria,Davis,student3910@university.com,Female,21,Business,53.16,46.77,95.06,58.43,98.62,9.01,52.52,72.92,D,13.4,No,Yes,,Low,1,6.9 +S4911,Emma,Jones,student3911@university.com,Male,21,CS,53.74,48.61,56.36,84.33,94.66,0.3,59.92,99.32,C,9.8,Yes,Yes,None,Medium,7,8.4 +S4912,Ahmed,Williams,student3912@university.com,Female,19,CS,62.59,67.87,94.45,98.15,60.75,4.81,60.1,51.53,C,9.7,No,Yes,PhD,Low,4,6.4 +S4913,Ali,Jones,student3913@university.com,Male,19,CS,58.9,97.08,94.24,65.5,87.99,3.29,58.55,84.83,D,9.7,No,Yes,,Medium,8,7.4 +S4914,Ali,Williams,student3914@university.com,Female,21,CS,88.72,61.65,95.42,50.76,52.43,5.11,82.93,68.55,A,20.3,No,Yes,High School,Low,8,5.4 +S4915,Emma,Johnson,student3915@university.com,Male,22,Business,66.08,92.65,69.77,86.74,90.89,6.06,96.42,95.3,F,12.4,Yes,Yes,None,Medium,7,8.6 +S4916,Maria,Williams,student3916@university.com,Male,19,Business,90.23,47.22,91.96,50.35,80.08,2.0,88.15,95.6,A,28.8,No,Yes,PhD,Medium,1,5.8 +S4917,Maria,Johnson,student3917@university.com,Female,19,Mathematics,58.69,77.02,97.05,93.63,97.81,7.82,73.87,69.36,F,25.4,No,No,,Medium,3,6.7 +S4918,Liam,Johnson,student3918@university.com,Male,18,Business,74.64,76.04,59.48,52.82,98.0,4.75,70.2,61.07,A,9.0,Yes,Yes,None,Medium,6,7.1 +S4919,Omar,Brown,student3919@university.com,Male,23,Engineering,84.4,91.59,65.13,82.64,52.54,9.92,69.32,71.4,F,25.8,No,Yes,,High,6,5.3 +S4920,John,Johnson,student3920@university.com,Female,18,Engineering,82.6,40.2,83.15,68.86,58.03,0.25,80.06,98.27,B,13.6,Yes,Yes,,High,6,5.6 +S4921,Omar,Williams,student3921@university.com,Male,22,Mathematics,80.06,51.4,58.02,60.17,74.21,1.9,67.96,64.07,B,10.7,Yes,Yes,PhD,Medium,2,6.5 +S4922,Emma,Brown,student3922@university.com,Male,19,Business,,53.18,85.23,,93.97,6.9,61.31,99.07,A,24.6,No,Yes,Master's,Low,8,5.4 +S4923,Omar,Brown,student3923@university.com,Male,24,Business,61.43,97.0,44.43,87.31,90.72,6.95,80.14,90.97,D,26.4,No,Yes,PhD,Low,3,4.7 +S4924,Emma,Johnson,student3924@university.com,Female,19,Mathematics,74.69,49.22,71.41,67.02,98.22,5.82,69.54,63.37,C,29.0,No,Yes,,Low,5,8.2 +S4925,Maria,Jones,student3925@university.com,Female,20,CS,94.2,42.22,47.34,64.21,80.9,9.72,50.71,89.55,A,15.5,No,Yes,None,Medium,9,5.6 +S4926,John,Jones,student3926@university.com,Female,22,Business,53.89,72.07,57.6,86.8,62.83,4.15,51.11,52.49,C,19.1,Yes,Yes,Bachelor's,Medium,7,6.1 +S4927,Omar,Davis,student3927@university.com,Female,24,Business,52.79,71.71,55.52,91.83,51.26,4.17,63.71,77.4,C,20.4,Yes,No,High School,Medium,9,6.7 +S4928,Ali,Brown,student3928@university.com,Female,23,Mathematics,61.67,90.64,90.34,85.79,61.15,9.1,75.62,67.87,D,20.7,Yes,Yes,Master's,Low,4,8.2 +S4929,Sara,Johnson,student3929@university.com,Male,23,CS,,96.93,51.61,82.0,83.76,5.38,67.71,71.35,F,15.1,No,Yes,PhD,Low,1,4.7 +S4930,Liam,Jones,student3930@university.com,Male,24,Engineering,62.99,72.31,88.51,61.4,96.31,3.54,51.2,73.64,A,8.8,Yes,Yes,PhD,Medium,10,7.1 +S4931,Ahmed,Johnson,student3931@university.com,Female,23,Engineering,59.51,95.8,87.64,92.64,66.05,7.19,61.16,75.14,D,6.8,No,Yes,,Low,3,5.8 +S4932,Ali,Johnson,student3932@university.com,Male,24,CS,72.94,83.51,69.93,87.48,93.79,6.2,54.82,82.82,C,27.6,Yes,No,PhD,Low,5,8.3 +S4933,Maria,Brown,student3933@university.com,Male,22,Engineering,80.68,55.87,54.03,75.86,69.74,3.06,97.43,84.84,A,14.2,Yes,Yes,PhD,Low,10,7.3 +S4934,Ahmed,Davis,student3934@university.com,Male,24,CS,62.43,95.71,53.61,75.58,65.41,2.98,65.64,98.79,B,9.5,No,Yes,,Medium,1,4.7 +S4935,Sara,Brown,student3935@university.com,Male,24,CS,,80.05,67.9,78.46,75.44,3.96,50.74,88.14,F,29.6,No,Yes,,Medium,7,5.5 +S4936,Sara,Smith,student3936@university.com,Female,20,Engineering,80.68,64.85,40.53,91.41,72.11,0.72,83.03,84.39,C,25.1,No,Yes,Master's,Low,1,4.2 +S4937,John,Jones,student3937@university.com,Female,20,Engineering,97.29,80.81,71.88,87.11,95.69,9.43,61.62,69.62,B,29.5,No,Yes,High School,Low,8,7.9 +S4938,Ahmed,Jones,student3938@university.com,Male,18,Engineering,,64.08,97.17,92.81,73.41,1.83,78.34,55.89,A,12.0,No,Yes,Bachelor's,Medium,7,6.1 +S4939,John,Jones,student3939@university.com,Male,22,Engineering,89.15,46.85,49.28,75.36,63.87,1.94,57.54,52.94,B,16.6,Yes,Yes,None,High,2,4.2 +S4940,Ali,Williams,student3940@university.com,Female,22,CS,,83.14,74.4,81.23,92.13,6.47,99.2,73.88,C,25.2,No,Yes,Bachelor's,High,7,4.1 +S4941,Emma,Johnson,student3941@university.com,Male,20,CS,63.61,89.45,97.71,92.73,99.94,7.24,98.51,83.41,A,18.8,No,Yes,,Low,6,8.8 +S4942,Emma,Brown,student3942@university.com,Male,21,CS,72.71,83.73,91.63,61.62,82.41,7.37,82.8,82.51,A,13.9,Yes,Yes,Master's,Low,7,8.3 +S4943,Emma,Jones,student3943@university.com,Male,21,CS,90.36,53.75,91.02,72.2,62.52,3.75,85.36,97.64,A,9.0,No,Yes,Master's,Medium,1,5.7 +S4944,Ahmed,Smith,student3944@university.com,Female,18,Engineering,72.81,97.4,89.31,81.03,61.94,8.73,71.29,69.12,D,19.0,No,Yes,,Medium,7,6.6 +S4945,Emma,Jones,student3945@university.com,Female,21,Business,92.34,41.52,58.54,,52.89,5.44,98.11,81.39,A,20.0,No,Yes,None,Low,9,6.9 +S4946,Ali,Davis,student3946@university.com,Male,21,CS,99.44,59.96,93.44,50.79,53.86,4.39,71.19,94.39,A,23.0,No,No,Master's,Medium,8,6.6 +S4947,John,Johnson,student3947@university.com,Male,21,CS,53.6,55.61,96.48,60.63,95.75,8.1,61.97,70.2,F,24.8,Yes,Yes,Master's,Low,7,5.5 +S4948,Ahmed,Johnson,student3948@university.com,Male,19,Business,,42.89,69.75,,54.82,2.44,55.77,73.89,B,8.0,No,Yes,Bachelor's,Low,2,6.0 +S4949,John,Brown,student3949@university.com,Male,18,CS,57.48,64.34,61.27,66.33,74.22,8.6,60.41,96.15,F,20.7,No,No,Bachelor's,Medium,7,4.9 +S4950,Ahmed,Williams,student3950@university.com,Male,20,Mathematics,,77.39,64.85,64.09,84.91,5.39,78.61,77.51,A,24.5,Yes,Yes,None,Medium,2,4.2 +S4951,John,Brown,student3951@university.com,Male,21,Business,56.55,92.95,60.05,79.51,92.52,9.0,62.25,89.98,D,14.7,No,Yes,None,Medium,4,4.8 +S4952,Sara,Jones,student3952@university.com,Female,23,CS,93.53,99.38,52.75,94.28,58.56,2.02,82.71,96.78,A,11.9,No,Yes,Bachelor's,High,1,4.1 +S4953,John,Davis,student3953@university.com,Female,24,CS,51.16,88.49,77.11,81.85,71.89,9.36,69.11,78.55,F,17.0,No,Yes,None,Low,3,6.2 +S4954,Emma,Smith,student3954@university.com,Male,19,Engineering,65.79,68.12,73.76,62.08,62.57,6.88,94.34,55.46,A,12.8,Yes,Yes,High School,Medium,5,7.3 +S4955,Sara,Brown,student3955@university.com,Female,21,CS,59.23,83.42,67.76,93.19,62.79,6.18,77.92,91.08,F,17.7,Yes,Yes,Bachelor's,Low,6,4.9 +S4956,John,Williams,student3956@university.com,Male,24,CS,96.58,90.62,45.75,81.6,65.19,4.22,81.13,90.89,A,12.7,No,Yes,PhD,Low,3,6.7 +S4957,Ahmed,Brown,student3957@university.com,Male,24,CS,83.47,67.92,87.81,60.95,79.36,9.56,77.83,55.75,B,15.6,No,Yes,None,Medium,3,5.6 +S4958,Ahmed,Johnson,student3958@university.com,Female,19,Business,95.6,87.1,50.5,68.08,50.83,4.44,94.28,77.41,B,27.9,Yes,Yes,Bachelor's,Low,10,4.6 +S4959,Liam,Jones,student3959@university.com,Female,18,Engineering,98.62,68.96,46.87,89.5,70.44,4.99,53.17,74.35,A,27.9,No,Yes,PhD,Medium,6,4.6 +S4960,Ahmed,Jones,student3960@university.com,Male,23,CS,74.85,63.19,77.38,86.95,59.34,7.81,53.37,92.36,A,29.8,Yes,Yes,High School,Low,9,7.1 +S4961,Maria,Jones,student3961@university.com,Male,23,Engineering,61.72,71.57,63.92,78.83,98.36,2.85,85.09,63.73,D,17.2,No,Yes,High School,Medium,2,4.6 +S4962,Ali,Jones,student3962@university.com,Female,23,Engineering,59.69,80.55,43.59,57.24,79.14,2.91,88.4,71.31,D,9.2,No,Yes,Master's,Low,2,6.8 +S4963,Ahmed,Jones,student3963@university.com,Female,21,Engineering,61.15,83.61,61.33,90.16,93.4,7.75,71.68,80.24,F,27.2,No,Yes,PhD,Low,7,5.0 +S4964,Sara,Jones,student3964@university.com,Male,19,CS,85.43,61.4,86.31,65.38,59.78,1.29,67.62,75.86,A,19.9,No,Yes,PhD,Medium,4,8.3 +S4965,Liam,Smith,student3965@university.com,Male,23,Engineering,52.02,74.28,76.91,88.58,90.5,8.23,63.9,97.75,F,23.7,No,Yes,PhD,Low,1,4.2 +S4966,Ahmed,Williams,student3966@university.com,Male,24,Mathematics,52.57,94.59,61.77,82.38,70.74,6.25,61.72,98.03,C,9.1,No,Yes,,Medium,6,5.9 +S4967,Maria,Jones,student3967@university.com,Female,24,CS,80.41,98.58,51.51,63.21,58.88,5.39,95.6,54.08,B,13.0,Yes,Yes,,Low,9,7.8 +S4968,Emma,Williams,student3968@university.com,Male,22,CS,82.1,53.63,77.91,60.62,88.06,2.29,64.76,64.89,A,11.9,No,Yes,High School,Low,10,7.7 +S4969,Sara,Davis,student3969@university.com,Female,22,CS,83.26,51.57,93.25,56.55,88.1,7.86,82.4,50.38,F,19.0,Yes,Yes,Bachelor's,Medium,6,4.7 +S4970,Maria,Jones,student3970@university.com,Male,19,CS,68.59,80.6,78.78,62.1,99.79,8.05,89.35,70.89,B,29.9,No,Yes,PhD,Medium,6,5.0 +S4971,Emma,Brown,student3971@university.com,Female,21,CS,,64.88,88.77,57.89,89.05,4.83,51.1,83.11,B,20.3,No,Yes,,High,4,6.7 +S4972,Omar,Jones,student3972@university.com,Female,21,Business,76.68,41.45,71.29,80.85,57.26,3.89,51.69,73.56,F,19.3,Yes,Yes,Master's,Medium,1,7.4 +S4973,Omar,Johnson,student3973@university.com,Female,18,Mathematics,55.27,60.81,83.08,79.94,66.13,2.46,66.66,53.36,F,24.0,No,Yes,Master's,Low,7,7.8 +S4974,Sara,Smith,student3974@university.com,Female,18,CS,,88.4,93.77,,72.59,7.54,84.8,59.8,F,13.2,Yes,Yes,PhD,Low,4,7.1 +S4975,John,Brown,student3975@university.com,Male,23,Engineering,97.65,87.85,86.39,82.09,56.33,6.39,63.04,58.66,B,11.3,No,Yes,,Low,9,7.9 +S4976,Ali,Brown,student3976@university.com,Female,20,Engineering,53.0,69.68,94.59,90.74,89.4,2.07,50.07,75.56,D,26.0,No,No,Master's,Low,4,6.2 +S4977,Liam,Johnson,student3977@university.com,Female,24,Engineering,69.57,68.35,65.87,95.68,76.33,7.94,64.41,83.88,D,29.0,No,Yes,PhD,Medium,9,6.8 +S4978,Ali,Jones,student3978@university.com,Female,18,Engineering,74.38,74.77,94.25,61.52,97.22,8.82,54.51,65.82,B,15.5,No,Yes,Bachelor's,Low,1,6.2 +S4979,Maria,Smith,student3979@university.com,Male,21,CS,57.32,53.16,77.29,,79.47,0.59,60.97,56.52,F,6.0,No,No,Master's,Medium,10,7.8 +S4980,Emma,Brown,student3980@university.com,Male,24,Engineering,93.39,71.56,92.2,53.92,76.14,7.72,66.66,89.93,B,9.5,No,Yes,None,Low,4,4.9 +S4981,Ali,Smith,student3981@university.com,Male,20,Engineering,,40.66,42.36,56.01,53.57,8.53,56.4,92.92,F,26.4,No,No,Bachelor's,High,2,5.3 +S4982,Emma,Brown,student3982@university.com,Male,18,Business,89.15,68.53,79.47,82.72,57.47,9.92,85.32,63.82,A,8.0,No,Yes,PhD,Medium,6,8.2 +S4983,Emma,Jones,student3983@university.com,Male,19,Business,83.55,60.16,90.88,74.33,92.48,2.38,62.8,71.04,D,24.1,Yes,Yes,Master's,High,9,7.6 +S4984,Maria,Davis,student3984@university.com,Male,22,CS,79.9,80.49,50.45,,99.53,3.71,83.05,54.1,F,20.5,No,Yes,Master's,High,2,7.7 +S4985,Maria,Brown,student3985@university.com,Female,18,CS,59.61,78.3,79.71,71.28,70.76,9.66,79.95,61.38,C,23.2,Yes,Yes,,Medium,2,4.5 +S4986,Maria,Davis,student3986@university.com,Female,18,Mathematics,61.04,62.85,89.5,56.38,90.5,0.94,94.9,88.35,C,11.4,No,Yes,PhD,Low,1,6.4 +S4987,Ali,Brown,student3987@university.com,Female,19,Engineering,,40.44,57.28,93.6,81.38,5.24,54.4,68.26,A,5.5,No,Yes,,Low,9,6.8 +S4988,Omar,Williams,student3988@university.com,Male,21,Business,62.04,55.14,64.31,54.14,97.95,5.07,60.73,80.23,B,6.0,Yes,Yes,PhD,Low,1,7.9 +S4989,Maria,Jones,student3989@university.com,Female,23,CS,67.27,78.0,74.17,59.45,61.91,6.07,93.26,97.31,C,23.1,Yes,Yes,Master's,Medium,2,6.1 +S4990,Liam,Johnson,student3990@university.com,Female,19,Engineering,,44.34,71.15,63.85,77.24,3.31,91.11,86.18,F,20.3,Yes,Yes,Master's,Medium,5,6.7 +S4991,Ali,Davis,student3991@university.com,Male,23,Engineering,68.32,46.46,42.35,99.76,70.44,9.26,59.61,72.67,C,26.0,No,Yes,None,Medium,7,5.2 +S4992,Maria,Johnson,student3992@university.com,Female,18,Business,87.73,78.82,45.92,70.84,77.09,2.7,55.39,68.34,B,15.0,No,Yes,Bachelor's,Low,9,8.2 +S4993,Ahmed,Jones,student3993@university.com,Male,21,CS,,85.35,46.03,75.09,63.44,6.5,92.81,59.53,F,18.9,Yes,Yes,PhD,Medium,1,8.6 +S4994,Emma,Johnson,student3994@university.com,Female,20,CS,89.24,59.29,55.74,88.48,74.89,4.96,58.91,87.81,A,24.6,No,Yes,PhD,Low,8,6.3 +S4995,Liam,Jones,student3995@university.com,Male,18,Engineering,98.81,69.38,54.75,81.82,81.24,2.67,93.56,55.62,A,17.4,No,Yes,PhD,High,1,6.2 +S4996,Maria,Johnson,student3996@university.com,Male,19,Business,61.99,96.74,84.53,92.07,54.06,1.89,98.06,53.07,A,29.8,No,Yes,High School,Low,9,5.6 +S4997,Sara,Davis,student3997@university.com,Male,20,Mathematics,,96.73,74.36,74.32,87.15,9.57,61.04,55.24,A,23.6,No,Yes,None,Low,10,5.3 +S4998,Emma,Williams,student3998@university.com,Female,22,Mathematics,81.09,58.45,85.84,98.61,85.33,5.61,92.02,62.15,F,22.1,Yes,Yes,Bachelor's,Medium,2,6.8 +S4999,Emma,Johnson,student3999@university.com,Female,20,Mathematics,90.86,88.6,44.19,89.84,94.02,6.04,71.19,81.36,A,25.0,No,No,PhD,Medium,3,4.8 +S5000,Maria,Davis,student4000@university.com,Male,19,CS,82.58,75.64,69.11,70.07,71.29,7.83,89.44,93.07,A,24.4,No,No,,Low,10,6.9 +S5001,Omar,Brown,student4001@university.com,Male,24,CS,,98.53,59.43,69.06,53.08,0.81,70.37,99.63,B,10.5,No,Yes,Bachelor's,High,4,6.8 +S5002,John,Jones,student4002@university.com,Female,20,CS,61.4,68.66,91.0,96.47,73.07,7.14,53.52,86.57,D,10.3,No,Yes,Bachelor's,Low,3,7.5 +S5003,Omar,Smith,student4003@university.com,Female,19,CS,53.5,86.48,82.47,,56.88,1.65,85.63,57.3,D,20.2,Yes,Yes,Master's,Low,2,5.1 +S5004,Maria,Smith,student4004@university.com,Male,24,Business,76.78,86.09,92.16,,82.37,7.4,57.53,63.89,B,15.9,No,Yes,,Low,5,7.5 +S5005,Emma,Jones,student4005@university.com,Female,18,Business,99.52,69.85,42.79,87.89,52.36,1.41,96.35,56.6,B,26.8,Yes,Yes,PhD,Medium,2,4.1 +S5006,Liam,Williams,student4006@university.com,Female,24,CS,86.9,87.74,83.25,,68.7,8.32,70.89,55.78,A,12.3,No,Yes,PhD,Low,2,6.7 +S5007,Sara,Johnson,student4007@university.com,Female,21,Engineering,66.37,55.66,72.4,57.96,54.14,6.81,54.1,78.39,A,13.3,No,Yes,None,Low,8,8.2 +S5008,Liam,Williams,student4008@university.com,Male,22,Mathematics,91.36,47.34,89.5,65.96,50.17,3.86,61.42,95.34,B,9.2,Yes,Yes,High School,Medium,2,7.6 +S5009,Liam,Smith,student4009@university.com,Male,24,Engineering,88.45,65.51,70.43,,98.03,3.59,93.13,84.22,A,29.5,No,Yes,High School,High,8,8.3 +S5010,Emma,Davis,student4010@university.com,Female,21,CS,64.08,96.62,72.41,50.91,99.81,1.49,66.05,90.03,B,7.9,No,No,High School,Low,8,4.7 +S5011,Omar,Jones,student4011@university.com,Male,21,Engineering,50.72,70.04,43.11,71.87,77.78,9.04,92.82,75.4,C,29.6,No,Yes,High School,Low,1,7.6 +S5012,Sara,Jones,student4012@university.com,Female,21,CS,55.91,78.12,80.11,87.79,61.95,1.19,58.61,73.77,F,22.7,Yes,Yes,Master's,Medium,5,6.3 +S5013,Ali,Williams,student4013@university.com,Female,24,Engineering,93.87,77.45,56.39,58.21,95.55,4.72,73.41,96.87,A,7.2,No,Yes,None,Medium,9,5.6 +S5014,Ahmed,Davis,student4014@university.com,Male,19,Engineering,91.83,47.95,41.18,53.23,96.15,2.37,93.91,86.1,A,8.8,No,Yes,None,High,8,5.8 +S5015,Emma,Williams,student4015@university.com,Male,19,CS,64.76,63.42,43.99,91.8,92.73,9.96,52.42,72.97,F,13.2,Yes,Yes,Master's,Medium,10,4.5 +S5016,Maria,Johnson,student4016@university.com,Male,22,Mathematics,64.26,82.42,97.44,,77.22,5.86,65.21,66.63,C,11.5,Yes,Yes,PhD,Medium,9,7.5 +S5017,Ali,Brown,student4017@university.com,Female,19,Engineering,89.64,98.32,60.76,58.83,53.74,1.5,95.49,54.66,B,29.3,No,Yes,Master's,Medium,3,7.2 +S5018,Ahmed,Davis,student4018@university.com,Female,23,Engineering,96.89,50.08,92.08,90.32,54.42,6.68,79.83,91.05,B,20.3,Yes,Yes,High School,Medium,2,4.8 +S5019,Maria,Brown,student4019@university.com,Male,19,Mathematics,88.96,64.63,97.58,82.91,94.83,9.92,85.81,58.47,B,6.9,No,Yes,None,High,1,6.7 +S5020,Liam,Johnson,student4020@university.com,Male,19,CS,80.28,45.71,96.6,66.71,93.79,6.05,92.11,75.75,A,18.1,No,Yes,Master's,Low,8,4.6 +S5021,John,Brown,student4021@university.com,Male,19,CS,62.13,54.54,92.9,68.81,71.72,4.57,76.18,81.86,F,27.4,Yes,Yes,High School,Low,8,5.6 +S5022,Maria,Smith,student4022@university.com,Female,18,Business,76.29,62.61,93.69,57.79,66.41,2.93,92.27,87.2,F,15.4,No,Yes,High School,Low,8,4.2 +S5023,Sara,Brown,student4023@university.com,Female,22,CS,61.68,72.44,57.34,91.76,82.21,0.92,81.94,54.17,B,21.7,No,Yes,Bachelor's,High,3,7.1 +S5024,Sara,Johnson,student4024@university.com,Female,23,Business,90.4,53.83,49.09,75.45,90.35,2.28,84.28,50.53,A,24.3,Yes,Yes,PhD,Medium,1,4.1 +S5025,John,Brown,student4025@university.com,Male,19,CS,69.35,53.65,78.36,77.85,86.58,5.54,57.64,85.3,C,9.6,No,Yes,PhD,Low,9,5.3 +S5026,Ali,Jones,student4026@university.com,Male,22,CS,91.68,86.67,69.29,94.17,80.78,7.54,96.95,72.72,A,26.4,No,No,PhD,Low,7,5.3 +S5027,Ahmed,Williams,student4027@university.com,Female,20,Engineering,69.08,97.76,45.92,50.79,61.58,8.78,89.8,59.06,A,16.2,No,Yes,None,Low,6,7.7 +S5028,Maria,Smith,student4028@university.com,Male,18,CS,91.21,59.42,80.65,53.35,63.13,7.94,62.71,99.1,B,6.4,No,Yes,,Medium,7,6.3 +S5029,Sara,Jones,student4029@university.com,Male,24,Business,66.67,81.28,73.77,58.08,86.2,1.25,79.0,89.57,B,27.0,No,Yes,,Medium,6,6.9 +S5030,Ali,Jones,student4030@university.com,Male,19,Engineering,,55.48,91.78,51.5,90.13,7.73,68.82,78.93,D,19.1,No,Yes,None,Low,4,5.2 +S5031,John,Johnson,student4031@university.com,Male,23,Mathematics,,95.68,76.55,,55.81,5.82,83.02,85.11,F,10.0,Yes,Yes,High School,High,2,6.7 +S5032,Omar,Williams,student4032@university.com,Female,18,Business,53.51,80.37,74.44,81.69,59.36,4.69,99.69,57.75,F,12.9,Yes,No,PhD,Medium,1,4.7 +S5033,Emma,Williams,student4033@university.com,Male,23,CS,97.41,88.16,66.45,60.54,84.02,5.73,52.29,98.11,A,19.2,No,Yes,None,Medium,9,9.0 +S5034,Omar,Davis,student4034@university.com,Female,24,Business,78.68,42.96,67.77,57.47,69.45,0.08,97.63,99.82,F,14.4,No,Yes,PhD,Medium,2,6.6 +S5035,Omar,Smith,student4035@university.com,Female,24,Engineering,75.39,75.91,97.26,57.28,78.16,0.68,53.62,82.42,F,10.8,Yes,Yes,High School,Medium,6,8.4 +S5036,Sara,Johnson,student4036@university.com,Male,18,Engineering,91.97,71.66,48.31,,80.74,5.26,73.04,83.42,A,17.0,No,Yes,None,Medium,8,4.5 +S5037,Liam,Smith,student4037@university.com,Female,20,Business,93.29,57.58,66.77,84.68,88.81,1.74,74.11,85.22,A,9.6,No,Yes,,Low,7,7.0 +S5038,Liam,Davis,student4038@university.com,Female,22,Engineering,76.11,55.75,79.35,79.27,90.29,5.46,63.44,83.29,D,11.1,No,Yes,Master's,Low,9,7.4 +S5039,John,Brown,student4039@university.com,Male,18,Engineering,96.36,74.8,65.98,66.12,64.0,3.54,78.33,71.93,A,25.7,Yes,Yes,None,Medium,9,7.9 +S5040,Maria,Jones,student4040@university.com,Female,21,Engineering,53.24,82.39,56.99,71.65,77.06,9.07,91.7,77.03,D,10.7,Yes,Yes,,Medium,4,6.4 +S5041,Liam,Smith,student4041@university.com,Female,24,CS,55.66,41.99,57.24,54.47,56.18,9.5,64.7,64.14,C,22.4,No,Yes,Bachelor's,High,9,4.2 +S5042,Omar,Jones,student4042@university.com,Female,20,CS,,74.04,54.02,99.91,92.1,9.8,53.52,72.34,D,11.3,No,Yes,High School,Low,10,5.3 +S5043,Liam,Johnson,student4043@university.com,Female,24,Engineering,67.7,50.23,60.63,87.75,92.27,8.99,81.61,71.81,C,10.3,No,Yes,Master's,Medium,2,5.4 +S5044,Omar,Brown,student4044@university.com,Female,21,CS,73.21,48.42,92.3,81.07,64.98,9.86,87.59,64.41,A,11.3,Yes,Yes,High School,Low,1,5.6 +S5045,Ahmed,Johnson,student4045@university.com,Female,20,CS,66.4,77.39,70.31,79.39,58.03,7.06,97.73,89.34,D,16.7,No,Yes,,High,6,4.5 +S5046,Sara,Brown,student4046@university.com,Female,24,CS,70.24,58.65,54.41,75.22,53.5,9.61,57.98,70.48,D,8.7,No,No,None,Medium,4,4.0 +S5047,Sara,Brown,student4047@university.com,Female,21,Engineering,91.13,66.45,63.07,62.87,78.75,6.42,95.07,77.59,A,7.7,Yes,Yes,Master's,Medium,4,6.6 +S5048,Maria,Jones,student4048@university.com,Male,21,CS,79.67,61.6,46.35,61.32,54.57,8.09,74.11,57.8,D,23.9,No,Yes,High School,Low,10,7.7 +S5049,Liam,Johnson,student4049@university.com,Male,24,Business,99.87,78.9,94.24,,84.03,1.32,61.79,73.75,B,5.6,No,Yes,,Low,10,5.2 +S5050,Liam,Johnson,student4050@university.com,Male,24,CS,89.34,68.21,64.49,53.51,83.91,6.83,98.14,88.07,A,14.6,Yes,Yes,,Medium,1,7.5 +S5051,Emma,Smith,student4051@university.com,Female,23,Engineering,63.68,97.81,98.82,53.72,80.7,9.31,61.92,72.23,D,14.9,No,Yes,Bachelor's,Medium,6,7.7 +S5052,Ali,Johnson,student4052@university.com,Female,18,Engineering,63.22,61.14,60.85,78.04,93.83,5.4,86.67,77.89,A,27.3,No,Yes,High School,High,3,6.1 +S5053,Ahmed,Smith,student4053@university.com,Female,18,Engineering,66.79,84.42,90.18,95.99,68.91,1.87,89.24,85.09,F,24.4,No,Yes,PhD,Medium,7,6.6 +S5054,Sara,Williams,student4054@university.com,Male,20,CS,,55.44,55.38,95.71,95.11,5.27,71.53,69.45,D,17.8,No,Yes,High School,Low,1,5.6 +S5055,Ahmed,Williams,student4055@university.com,Male,22,Mathematics,51.36,70.53,44.57,50.54,51.85,7.07,84.5,67.66,D,17.0,No,Yes,High School,Medium,8,5.9 +S5056,Sara,Williams,student4056@university.com,Male,24,Mathematics,61.51,73.15,41.9,55.37,55.64,7.7,78.62,54.29,C,19.1,No,Yes,PhD,High,9,6.9 +S5057,Ahmed,Davis,student4057@university.com,Female,23,Business,95.25,59.75,76.37,79.15,70.61,5.24,59.6,79.11,A,13.9,No,Yes,Bachelor's,High,4,5.8 +S5058,John,Johnson,student4058@university.com,Male,18,Mathematics,81.99,68.31,58.69,92.42,79.7,2.17,87.99,85.35,F,22.5,No,Yes,,Medium,5,6.5 +S5059,Omar,Davis,student4059@university.com,Male,18,Engineering,61.34,56.76,66.61,97.72,51.62,9.27,96.4,79.06,A,22.2,No,Yes,PhD,Low,8,7.7 +S5060,Sara,Johnson,student4060@university.com,Female,23,Engineering,60.96,40.36,89.12,93.03,78.37,7.74,74.43,64.18,D,19.4,No,Yes,Bachelor's,Medium,5,8.8 +S5061,Ahmed,Smith,student4061@university.com,Male,19,Business,93.13,52.94,54.89,83.88,65.37,2.71,99.72,63.12,B,6.4,No,Yes,Master's,Medium,10,8.5 +S5062,Liam,Davis,student4062@university.com,Female,23,Engineering,94.69,82.0,58.52,60.03,94.36,8.12,71.4,57.97,B,8.2,Yes,Yes,Master's,Medium,4,8.6 +S5063,Ali,Davis,student4063@university.com,Male,18,Business,62.81,86.26,90.72,53.63,76.66,3.48,73.99,52.35,F,6.0,Yes,Yes,None,Low,5,8.6 +S5064,John,Davis,student4064@university.com,Female,22,Business,71.03,56.81,69.57,52.38,79.39,3.12,83.69,71.34,A,23.0,Yes,Yes,PhD,Low,2,5.2 +S5065,John,Brown,student4065@university.com,Female,19,Mathematics,91.73,64.48,89.66,,97.28,8.63,59.29,58.03,B,16.9,Yes,Yes,Master's,Medium,10,8.7 +S5066,Ali,Smith,student4066@university.com,Female,21,CS,88.55,42.24,62.47,51.81,88.21,8.73,95.1,84.54,A,28.9,No,Yes,High School,Medium,2,5.1 +S5067,Ahmed,Williams,student4067@university.com,Female,23,Business,90.7,54.22,63.9,86.96,71.91,3.98,90.06,98.09,B,28.8,No,Yes,Bachelor's,Low,1,8.3 +S5068,Liam,Smith,student4068@university.com,Female,21,Engineering,75.92,86.75,50.03,85.62,73.84,0.09,93.62,53.67,D,25.0,Yes,Yes,Master's,Low,4,6.9 +S5069,Maria,Brown,student4069@university.com,Male,19,Engineering,95.58,76.36,94.98,,82.4,1.87,80.48,94.65,A,16.1,Yes,Yes,Master's,Medium,10,8.2 +S5070,Ali,Johnson,student4070@university.com,Female,19,CS,66.3,52.35,93.81,95.33,60.01,9.09,94.19,82.89,F,12.9,No,Yes,PhD,Medium,8,8.9 +S5071,Ahmed,Smith,student4071@university.com,Female,19,Business,57.83,55.45,99.05,,54.43,8.99,84.0,93.01,D,10.0,No,No,High School,Medium,10,8.4 +S5072,Ali,Davis,student4072@university.com,Female,20,Mathematics,85.44,89.01,64.15,95.22,65.56,4.53,75.58,57.75,A,10.8,No,Yes,Master's,Low,10,8.1 +S5073,Ali,Williams,student4073@university.com,Female,23,CS,76.97,52.55,89.12,95.08,88.92,3.04,96.59,95.32,D,29.8,No,Yes,High School,Medium,10,5.0 +S5074,Sara,Williams,student4074@university.com,Male,24,Engineering,92.73,60.05,64.9,59.85,62.87,3.03,71.99,97.89,A,18.3,No,Yes,Bachelor's,High,10,8.3 +S5075,Ahmed,Johnson,student4075@university.com,Female,22,CS,54.06,79.86,67.26,69.03,56.54,8.97,75.03,95.34,F,5.3,No,Yes,Bachelor's,Low,2,4.8 +S5076,Maria,Smith,student4076@university.com,Male,22,Mathematics,92.18,73.67,89.8,56.73,60.95,3.25,58.48,89.27,A,6.1,No,Yes,Bachelor's,Low,7,6.6 +S5077,Omar,Brown,student4077@university.com,Female,21,Engineering,64.66,67.65,50.64,88.75,83.95,5.12,97.38,54.52,D,16.5,No,Yes,None,High,8,6.5 +S5078,Sara,Johnson,student4078@university.com,Female,21,CS,82.74,93.98,53.22,75.21,80.7,7.31,61.05,61.04,A,16.1,No,Yes,PhD,Medium,10,6.6 +S5079,Ali,Smith,student4079@university.com,Male,24,CS,52.01,53.18,58.88,,84.42,2.09,60.07,95.66,D,15.1,No,No,Bachelor's,Medium,1,7.6 +S5080,Omar,Jones,student4080@university.com,Male,21,Engineering,80.48,84.49,87.29,,66.1,2.54,55.06,61.47,D,25.6,No,Yes,None,Medium,3,6.0 +S5081,Emma,Williams,student4081@university.com,Male,23,CS,85.86,49.54,62.36,,95.04,3.58,72.67,67.39,B,22.6,No,Yes,None,Low,6,6.3 +S5082,Omar,Brown,student4082@university.com,Female,18,Engineering,68.44,76.94,61.49,99.46,72.59,6.54,63.68,52.52,F,7.7,No,Yes,PhD,Low,7,7.3 +S5083,Ali,Davis,student4083@university.com,Male,21,Mathematics,,92.24,99.93,83.27,75.69,8.17,87.04,81.4,C,14.1,No,Yes,Bachelor's,Low,5,7.4 +S5084,Ali,Brown,student4084@university.com,Female,19,Business,76.88,67.47,63.03,53.44,97.44,5.47,65.38,78.17,F,19.9,Yes,Yes,PhD,Low,7,6.2 +S5085,Liam,Davis,student4085@university.com,Male,21,CS,91.66,83.46,54.87,79.42,98.96,1.33,86.04,98.09,B,14.6,No,Yes,PhD,Low,6,4.3 +S5086,Ahmed,Brown,student4086@university.com,Male,19,Mathematics,66.18,89.22,77.39,58.99,83.08,4.46,59.8,94.62,A,10.2,No,Yes,,High,7,5.3 +S5087,Ahmed,Williams,student4087@university.com,Female,20,Engineering,62.62,48.16,88.11,51.53,97.24,1.28,61.5,75.3,D,20.7,No,No,PhD,Low,4,8.7 +S5088,Sara,Davis,student4088@university.com,Male,18,CS,,82.35,44.18,66.75,77.08,0.88,90.31,80.47,F,20.1,No,Yes,,Low,2,8.6 +S5089,Maria,Smith,student4089@university.com,Male,18,CS,97.46,95.19,77.13,,65.36,5.9,68.55,70.66,B,29.4,No,No,Bachelor's,Low,8,7.2 +S5090,Sara,Davis,student4090@university.com,Female,24,CS,67.96,74.58,42.14,,65.75,9.56,55.59,56.62,C,19.0,No,Yes,PhD,Low,1,4.9 +S5091,John,Johnson,student4091@university.com,Female,23,Business,,51.17,71.58,68.68,77.95,8.38,98.07,93.39,F,26.9,No,Yes,None,Low,4,4.5 +S5092,Ali,Smith,student4092@university.com,Female,23,CS,,47.62,55.42,86.65,80.25,7.74,58.87,77.48,D,28.7,Yes,Yes,Bachelor's,Low,4,8.7 +S5093,Omar,Johnson,student4093@university.com,Male,22,CS,84.96,55.58,58.4,50.81,71.98,7.27,57.51,71.27,A,15.9,No,Yes,High School,Medium,1,8.4 +S5094,Emma,Brown,student4094@university.com,Male,20,Business,56.43,46.21,68.03,50.74,94.19,8.97,67.92,53.42,D,6.3,No,Yes,None,Medium,8,6.0 +S5095,Ali,Smith,student4095@university.com,Male,24,Engineering,99.25,70.8,95.63,51.47,71.33,7.53,54.78,83.27,A,8.6,No,Yes,High School,Low,6,7.1 +S5096,Ali,Brown,student4096@university.com,Male,23,Business,80.4,44.18,82.64,60.97,63.67,6.27,57.78,69.98,D,17.6,Yes,Yes,High School,Medium,2,8.6 +S5097,Sara,Jones,student4097@university.com,Male,19,Business,75.04,53.4,96.21,68.7,50.4,3.65,92.32,62.68,A,27.3,No,Yes,Master's,Low,4,4.7 +S5098,Emma,Brown,student4098@university.com,Female,20,CS,69.11,66.39,79.6,80.39,98.53,1.01,58.58,93.84,D,21.4,No,Yes,High School,Medium,7,7.2 +S5099,Emma,Brown,student4099@university.com,Male,18,Business,94.93,68.43,40.43,99.3,91.22,4.61,55.57,59.18,A,10.0,Yes,Yes,,Low,9,8.6 +S5100,Emma,Johnson,student4100@university.com,Female,19,CS,62.2,73.92,55.94,67.72,80.78,9.25,94.0,75.75,B,22.5,No,Yes,PhD,Medium,7,8.2 +S5101,Sara,Davis,student4101@university.com,Male,24,Engineering,64.29,82.34,94.35,52.78,91.53,5.83,72.19,89.79,A,27.4,No,Yes,,Medium,2,5.4 +S5102,Ali,Jones,student4102@university.com,Female,24,Engineering,56.12,42.83,78.61,59.75,90.51,1.85,57.86,92.45,C,5.8,Yes,Yes,,Low,1,8.8 +S5103,Sara,Brown,student4103@university.com,Male,20,CS,87.96,44.84,98.9,94.89,96.59,6.49,79.08,90.94,A,11.1,No,Yes,,Low,10,5.0 +S5104,Ahmed,Brown,student4104@university.com,Male,18,Mathematics,79.78,43.65,49.36,,69.3,4.65,52.08,94.83,B,8.8,No,Yes,,Low,7,5.0 +S5105,Ahmed,Jones,student4105@university.com,Female,23,Engineering,80.45,65.39,57.8,89.51,77.74,9.31,71.37,57.12,F,24.6,Yes,Yes,,Medium,9,4.5 +S5106,Sara,Jones,student4106@university.com,Male,19,CS,60.92,42.51,61.74,56.21,54.93,1.61,79.52,97.02,F,27.3,No,Yes,High School,High,2,4.6 +S5107,Emma,Smith,student4107@university.com,Female,19,Mathematics,82.56,84.76,59.59,,98.27,7.12,97.86,50.54,D,18.9,No,Yes,High School,High,3,7.8 +S5108,Liam,Johnson,student4108@university.com,Male,18,Engineering,88.27,53.38,55.12,55.61,99.26,6.82,66.32,62.8,B,26.2,No,Yes,None,Medium,4,5.4 +S5109,Ali,Jones,student4109@university.com,Male,19,Engineering,67.89,96.35,66.61,92.86,89.45,9.84,88.25,54.2,F,21.4,No,Yes,None,High,9,8.3 +S5110,Sara,Jones,student4110@university.com,Female,23,Engineering,90.07,69.18,78.54,60.5,72.71,5.65,56.63,97.28,A,21.4,No,No,Bachelor's,High,7,8.3 +S5111,Sara,Williams,student4111@university.com,Male,23,Business,67.44,66.78,58.68,82.16,74.83,8.72,71.68,71.2,F,19.5,No,Yes,Bachelor's,Medium,2,4.6 +S5112,Sara,Davis,student4112@university.com,Female,23,CS,87.91,86.83,44.78,75.81,71.77,0.25,61.16,65.76,A,6.3,Yes,Yes,Bachelor's,Low,4,6.7 +S5113,Liam,Jones,student4113@university.com,Male,18,CS,51.69,82.79,82.51,77.22,64.67,1.23,74.62,58.35,D,28.4,Yes,Yes,High School,High,4,7.7 +S5114,Liam,Johnson,student4114@university.com,Male,21,Engineering,,76.44,67.54,59.77,76.39,3.46,70.86,57.79,D,13.9,Yes,Yes,None,Low,4,7.4 +S5115,John,Davis,student4115@university.com,Male,21,CS,98.48,96.11,73.39,81.76,52.67,6.19,98.99,80.7,A,25.1,Yes,Yes,,Medium,10,4.5 +S5116,Ahmed,Davis,student4116@university.com,Male,24,Business,99.06,65.34,67.32,52.16,99.59,4.49,95.87,52.35,B,25.2,Yes,Yes,,Medium,7,5.6 +S5117,Omar,Brown,student4117@university.com,Male,24,CS,64.09,88.51,93.42,99.67,71.2,2.03,79.11,79.72,C,29.1,Yes,Yes,,High,6,7.1 +S5118,Emma,Brown,student4118@university.com,Male,19,CS,72.07,62.81,73.52,51.34,96.37,5.89,58.83,88.73,D,13.2,No,Yes,Bachelor's,Medium,2,6.9 +S5119,Maria,Brown,student4119@university.com,Male,23,CS,53.15,90.3,95.4,52.51,86.21,5.67,77.85,80.05,D,29.9,No,Yes,Bachelor's,Low,10,8.1 +S5120,Liam,Brown,student4120@university.com,Female,19,Business,93.67,55.57,70.63,66.23,64.5,5.24,89.6,91.33,B,12.5,No,Yes,None,Low,2,4.3 +S5121,Omar,Williams,student4121@university.com,Male,18,Business,78.43,57.36,57.56,91.58,61.1,0.91,51.9,63.26,C,16.3,Yes,No,PhD,Low,3,6.4 +S5122,Liam,Jones,student4122@university.com,Male,19,CS,69.26,80.67,61.33,62.86,99.78,9.27,71.7,53.86,A,22.7,No,Yes,PhD,Medium,10,8.2 +S5123,Emma,Brown,student4123@university.com,Male,22,Engineering,55.64,52.76,71.33,73.6,88.61,5.92,52.13,86.05,C,8.9,Yes,Yes,Bachelor's,Low,1,9.0 +S5124,Maria,Smith,student4124@university.com,Female,21,CS,97.34,53.75,71.8,,62.48,2.64,62.2,91.41,B,11.7,No,Yes,,Medium,9,4.6 +S5125,John,Brown,student4125@university.com,Female,19,Engineering,76.51,58.32,81.24,,53.37,6.87,54.61,75.08,B,23.2,No,No,PhD,Medium,7,7.2 +S5126,Sara,Jones,student4126@university.com,Male,19,CS,64.15,80.74,53.47,80.4,84.85,3.18,98.03,91.03,B,29.4,Yes,Yes,Bachelor's,Medium,7,4.0 +S5127,John,Brown,student4127@university.com,Male,20,Engineering,67.51,93.36,79.53,,65.15,5.06,58.44,72.9,B,23.3,Yes,Yes,,Low,9,5.7 +S5128,Liam,Williams,student4128@university.com,Male,19,Engineering,63.53,80.47,86.72,84.71,61.07,3.41,57.51,59.93,C,26.6,No,No,,Medium,7,6.2 +S5129,John,Johnson,student4129@university.com,Female,22,Mathematics,80.09,89.67,80.6,89.27,86.75,8.8,98.6,73.72,D,5.9,Yes,Yes,,Medium,1,5.7 +S5130,Omar,Johnson,student4130@university.com,Male,21,CS,96.5,72.61,68.91,92.52,83.96,9.94,75.8,60.8,A,19.4,No,No,Master's,Medium,4,7.1 +S5131,Ali,Jones,student4131@university.com,Female,20,Business,,44.14,99.5,56.69,74.07,1.61,87.9,73.6,A,27.9,Yes,Yes,PhD,High,9,4.1 +S5132,Liam,Johnson,student4132@university.com,Male,18,Engineering,73.02,46.03,64.29,72.78,97.13,0.24,66.37,57.38,B,22.1,No,No,High School,Low,6,8.5 +S5133,Liam,Johnson,student4133@university.com,Female,24,Mathematics,91.32,73.26,46.4,97.35,83.98,2.19,76.64,59.28,A,21.9,No,Yes,High School,Low,8,5.6 +S5134,Omar,Smith,student4134@university.com,Female,18,CS,71.16,59.67,89.29,88.6,94.67,5.9,50.34,94.15,F,10.1,No,Yes,High School,Medium,3,4.8 +S5135,Ahmed,Jones,student4135@university.com,Male,21,CS,62.62,53.23,52.73,55.85,59.53,1.74,70.44,55.79,F,26.5,Yes,Yes,High School,High,6,6.2 +S5136,Maria,Jones,student4136@university.com,Male,24,Business,99.17,67.98,82.8,75.13,64.83,8.11,77.75,61.21,A,26.6,No,Yes,Master's,Low,4,6.6 +S5137,Sara,Johnson,student4137@university.com,Male,18,CS,65.19,79.99,50.74,96.12,55.23,4.09,75.72,99.78,A,20.4,No,Yes,None,Medium,8,4.3 +S5138,Omar,Johnson,student4138@university.com,Male,22,CS,66.19,63.1,41.01,72.0,65.23,6.11,70.29,78.8,A,15.7,No,Yes,,Low,3,8.0 +S5139,Maria,Johnson,student4139@university.com,Male,19,CS,99.48,88.15,49.59,91.87,98.59,4.56,89.4,79.29,B,25.6,No,Yes,High School,Low,5,7.7 +S5140,Emma,Davis,student4140@university.com,Male,21,Business,56.7,84.31,62.62,74.79,98.14,9.03,75.08,92.25,F,16.6,No,Yes,,High,2,6.6 +S5141,Maria,Williams,student4141@university.com,Male,24,CS,88.03,84.09,46.4,55.34,88.02,0.35,81.81,76.22,B,25.6,No,Yes,PhD,Medium,7,4.9 +S5142,Emma,Brown,student4142@university.com,Female,20,Business,96.79,99.11,51.86,57.39,76.05,7.29,59.23,61.09,A,17.1,No,Yes,PhD,Medium,9,8.6 +S5143,Omar,Williams,student4143@university.com,Male,19,Engineering,75.59,57.71,85.88,52.33,89.04,6.52,93.08,71.12,C,19.5,No,Yes,,Medium,5,8.0 +S5144,Liam,Jones,student4144@university.com,Male,18,CS,50.13,78.68,86.19,59.77,77.67,6.5,68.14,87.75,D,23.7,No,Yes,PhD,Medium,9,5.2 +S5145,Liam,Smith,student4145@university.com,Female,18,Engineering,68.75,91.33,89.05,94.68,50.18,4.14,74.11,93.62,F,11.6,No,Yes,Bachelor's,Low,2,7.7 +S5146,Ahmed,Brown,student4146@university.com,Male,20,CS,55.58,74.77,90.47,82.51,75.08,0.16,67.61,63.66,D,11.2,No,Yes,,High,8,4.5 +S5147,Omar,Smith,student4147@university.com,Male,22,Engineering,70.81,87.37,65.23,86.94,79.95,6.89,94.6,63.1,D,21.7,No,Yes,PhD,Medium,3,4.6 +S5148,Emma,Davis,student4148@university.com,Male,20,Engineering,,64.87,92.05,81.08,63.29,8.29,95.04,66.38,B,28.8,No,Yes,Master's,Low,10,6.2 +S5149,Maria,Jones,student4149@university.com,Male,21,Engineering,71.94,75.43,71.56,69.33,60.16,0.85,61.21,79.81,F,16.2,Yes,Yes,Bachelor's,Low,5,7.5 +S5150,Maria,Davis,student4150@university.com,Female,20,CS,71.6,43.34,68.24,60.84,63.69,4.42,87.64,63.93,D,27.5,No,Yes,None,Low,3,8.6 +S5151,Emma,Jones,student4151@university.com,Female,18,Engineering,,99.15,83.11,96.28,81.18,1.63,55.14,94.66,D,18.0,No,Yes,High School,Low,5,8.9 +S5152,John,Smith,student4152@university.com,Male,22,Business,79.08,88.0,52.83,75.74,57.3,6.11,51.49,98.9,A,29.3,No,Yes,PhD,Low,5,7.5 +S5153,Ahmed,Smith,student4153@university.com,Male,22,Business,92.81,92.13,87.37,74.05,86.02,7.86,91.83,83.96,A,24.8,Yes,Yes,None,Low,1,7.9 +S5154,Ali,Smith,student4154@university.com,Female,23,Business,65.42,81.66,65.77,99.81,71.13,6.67,56.56,98.51,B,26.5,No,Yes,None,Medium,8,6.6 +S5155,Liam,Jones,student4155@university.com,Male,20,CS,91.08,51.16,47.64,69.2,67.67,3.18,57.74,64.39,A,22.0,Yes,No,High School,High,7,4.3 +S5156,Sara,Johnson,student4156@university.com,Female,21,Business,78.3,41.86,47.16,92.71,90.36,1.4,80.33,90.76,C,26.7,No,Yes,None,Medium,8,4.6 +S5157,Maria,Smith,student4157@university.com,Female,18,CS,65.03,91.88,49.89,93.12,75.3,7.94,90.84,83.92,C,19.8,No,Yes,PhD,Medium,3,8.9 +S5158,Sara,Davis,student4158@university.com,Female,19,CS,64.76,63.78,93.43,61.63,68.92,3.24,59.48,63.16,A,19.2,No,Yes,Bachelor's,Low,7,6.0 +S5159,Ali,Brown,student4159@university.com,Male,22,Business,68.06,55.83,99.46,54.74,93.91,0.22,55.71,65.92,D,26.8,No,No,PhD,Low,7,7.9 +S5160,Omar,Jones,student4160@university.com,Male,20,Mathematics,81.13,73.7,61.42,,68.41,5.71,53.87,74.43,F,5.4,No,Yes,Master's,Low,2,5.1 +S5161,Sara,Davis,student4161@university.com,Male,23,Engineering,61.54,65.25,57.53,71.29,92.95,2.47,51.24,89.58,C,17.0,No,Yes,,High,3,6.7 +S5162,Ali,Williams,student4162@university.com,Female,21,CS,96.02,79.1,53.13,50.11,75.21,8.41,55.82,93.61,A,26.8,No,No,High School,High,6,4.8 +S5163,Liam,Williams,student4163@university.com,Male,21,CS,78.75,69.03,89.43,74.95,60.4,1.43,97.13,81.7,B,9.9,No,Yes,Master's,Medium,4,8.0 +S5164,Emma,Brown,student4164@university.com,Male,24,Engineering,96.0,81.83,52.55,80.97,80.64,4.35,54.76,86.08,A,29.0,No,Yes,None,Low,4,4.8 +S5165,John,Johnson,student4165@university.com,Female,18,Business,52.32,91.21,95.45,88.8,64.27,2.53,79.88,63.19,C,23.5,No,Yes,None,Medium,1,7.5 +S5166,Liam,Smith,student4166@university.com,Male,22,CS,67.13,51.73,80.04,97.15,57.36,6.9,96.05,87.05,C,24.1,Yes,No,Bachelor's,Medium,8,4.8 +S5167,Maria,Jones,student4167@university.com,Male,18,Business,51.14,59.77,93.83,,54.33,5.49,81.39,80.25,C,21.6,No,No,High School,High,2,8.1 +S5168,Ali,Davis,student4168@university.com,Male,23,CS,63.61,66.21,73.24,97.01,62.08,7.91,51.64,61.15,F,16.2,No,Yes,PhD,Medium,6,6.5 +S5169,Sara,Smith,student4169@university.com,Female,19,Business,93.1,97.72,81.44,51.61,86.83,4.59,79.82,97.51,A,16.5,Yes,Yes,None,Medium,10,6.1 +S5170,Maria,Davis,student4170@university.com,Male,19,Mathematics,51.83,61.92,77.17,85.59,91.9,0.05,95.15,75.64,D,26.0,Yes,Yes,Master's,Medium,10,5.7 +S5171,John,Jones,student4171@university.com,Female,19,Engineering,71.81,62.87,89.87,,93.09,2.15,66.13,89.72,B,8.5,No,Yes,,Medium,1,7.4 +S5172,Emma,Williams,student4172@university.com,Female,21,CS,55.88,79.21,90.15,59.38,63.51,9.99,65.68,76.28,D,18.1,No,Yes,PhD,Medium,1,4.4 +S5173,Omar,Smith,student4173@university.com,Female,22,Business,70.84,65.15,75.39,90.02,83.05,4.05,62.44,96.65,D,12.7,Yes,Yes,Master's,Medium,10,8.3 +S5174,Maria,Brown,student4174@university.com,Male,18,Engineering,91.94,97.07,77.95,70.86,61.52,6.2,75.28,57.06,A,29.6,No,Yes,High School,High,2,7.8 +S5175,Omar,Johnson,student4175@university.com,Male,18,Engineering,81.15,93.67,95.31,95.83,81.14,9.05,61.9,77.31,F,5.1,No,Yes,Bachelor's,Low,6,5.9 +S5176,Ali,Brown,student4176@university.com,Male,23,Engineering,86.84,70.8,95.79,52.12,94.36,0.21,86.19,51.26,B,6.6,No,Yes,Master's,High,4,8.9 +S5177,John,Johnson,student4177@university.com,Female,19,CS,67.46,78.69,79.85,90.11,52.04,6.6,82.24,59.87,B,29.2,No,Yes,,Medium,8,8.2 +S5178,Sara,Davis,student4178@university.com,Female,22,Business,97.22,43.48,40.47,,99.26,2.88,70.04,64.05,A,18.6,Yes,Yes,PhD,Medium,7,5.4 +S5179,John,Smith,student4179@university.com,Male,22,CS,85.46,81.74,46.26,58.83,91.35,2.79,86.13,73.63,B,8.5,No,Yes,None,High,4,8.4 +S5180,John,Smith,student4180@university.com,Female,23,Mathematics,71.09,82.43,91.48,73.87,88.08,2.25,54.92,91.01,C,16.2,Yes,Yes,High School,High,4,4.5 +S5181,Ahmed,Johnson,student4181@university.com,Male,20,CS,71.32,61.55,45.08,69.78,84.57,8.23,87.48,73.33,A,13.1,No,Yes,Master's,Medium,5,7.4 +S5182,John,Williams,student4182@university.com,Male,22,Business,95.93,53.18,52.81,74.31,88.51,3.73,80.15,78.06,A,27.8,No,Yes,PhD,High,7,4.7 +S5183,John,Jones,student4183@university.com,Male,22,CS,78.82,94.9,53.83,97.0,99.73,0.67,81.5,96.2,C,22.2,No,Yes,None,Low,10,8.9 +S5184,Liam,Brown,student4184@university.com,Male,18,CS,,65.6,76.01,82.87,88.51,0.97,53.23,87.83,F,8.3,Yes,Yes,PhD,Medium,9,4.2 +S5185,Maria,Davis,student4185@university.com,Male,23,CS,,79.22,74.6,64.52,67.58,1.49,80.91,52.51,C,18.4,No,Yes,None,Low,5,5.2 +S5186,Sara,Brown,student4186@university.com,Male,22,Business,61.18,42.0,57.37,58.65,80.7,8.99,74.71,58.82,C,8.4,No,Yes,Bachelor's,Low,3,6.7 +S5187,Liam,Brown,student4187@university.com,Male,22,Engineering,86.18,64.84,52.46,71.0,66.85,4.27,74.29,51.91,A,21.6,No,Yes,Bachelor's,High,9,6.9 +S5188,Liam,Davis,student4188@university.com,Female,18,Business,80.39,89.04,85.87,72.58,98.5,9.16,66.09,53.45,B,23.2,No,Yes,,Low,1,6.6 +S5189,Maria,Davis,student4189@university.com,Male,22,CS,75.07,63.25,96.13,,95.01,8.17,50.38,66.94,D,19.1,No,Yes,None,Medium,2,7.7 +S5190,Maria,Smith,student4190@university.com,Female,18,Engineering,81.2,76.19,43.17,,78.38,8.38,71.13,86.39,C,29.1,No,Yes,None,Low,4,4.0 +S5191,Ali,Brown,student4191@university.com,Female,20,Business,60.41,52.59,47.99,88.38,89.06,2.87,70.05,62.22,F,28.6,Yes,Yes,,Medium,6,6.8 +S5192,Maria,Jones,student4192@university.com,Male,21,CS,89.7,64.99,78.53,54.92,95.48,2.71,71.14,69.61,A,10.1,No,Yes,High School,Low,3,7.1 +S5193,Ahmed,Jones,student4193@university.com,Female,24,Engineering,97.41,95.66,88.27,78.02,62.18,5.6,80.6,69.69,A,5.0,No,No,Bachelor's,Medium,10,5.0 +S5194,Ahmed,Johnson,student4194@university.com,Female,18,Engineering,94.56,73.99,87.47,81.18,78.97,4.18,65.0,79.52,A,21.6,No,Yes,Bachelor's,Medium,3,7.3 +S5195,Liam,Davis,student4195@university.com,Female,18,CS,66.07,94.12,83.18,60.34,74.09,5.09,63.47,94.65,B,16.9,No,Yes,,Medium,9,7.3 +S5196,Omar,Smith,student4196@university.com,Male,22,CS,70.3,94.12,93.25,91.3,88.58,0.53,74.89,99.16,D,13.4,No,Yes,None,High,3,6.7 +S5197,Ali,Jones,student4197@university.com,Male,18,Engineering,,96.65,53.04,80.77,68.95,9.72,79.62,80.23,A,27.9,Yes,Yes,Master's,Low,5,5.3 +S5198,Omar,Williams,student4198@university.com,Male,23,CS,79.76,93.72,46.44,82.29,85.45,0.58,78.37,75.25,B,29.5,No,Yes,High School,Medium,3,6.1 +S5199,Omar,Smith,student4199@university.com,Male,19,Business,77.4,40.2,76.92,74.89,70.15,1.79,94.08,84.09,F,28.3,No,Yes,None,Medium,1,5.4 +S5200,Liam,Smith,student4200@university.com,Male,19,Mathematics,96.33,96.04,89.34,95.48,55.55,6.78,88.46,83.4,B,17.5,Yes,Yes,None,Medium,5,7.8 +S5201,Emma,Jones,student4201@university.com,Female,20,Engineering,,48.25,74.92,84.7,55.36,1.56,52.61,76.2,B,22.6,No,Yes,Bachelor's,High,5,7.1 +S5202,Liam,Williams,student4202@university.com,Female,18,Engineering,75.75,42.4,97.78,69.09,55.95,1.07,78.17,86.85,D,9.3,No,Yes,PhD,Medium,3,4.8 +S5203,Sara,Johnson,student4203@university.com,Male,23,CS,52.1,43.32,87.73,61.93,51.63,1.54,70.89,74.56,F,28.8,Yes,No,,High,9,6.8 +S5204,Sara,Jones,student4204@university.com,Female,22,Business,53.47,60.93,82.05,53.55,76.65,0.62,68.05,99.82,D,12.1,No,No,None,Medium,10,8.5 +S5205,Maria,Williams,student4205@university.com,Female,22,CS,50.37,77.25,43.62,58.27,83.6,2.51,97.89,52.45,D,9.8,No,Yes,,Medium,4,8.2 +S5206,Maria,Smith,student4206@university.com,Female,24,Engineering,95.66,64.14,46.46,99.63,56.34,2.71,72.84,72.16,A,6.5,No,Yes,PhD,Low,3,8.5 +S5207,Emma,Williams,student4207@university.com,Female,21,Mathematics,70.42,41.53,87.09,70.34,80.59,4.99,85.97,69.85,F,18.8,Yes,Yes,Master's,High,5,8.6 +S5208,Maria,Smith,student4208@university.com,Male,20,Engineering,73.43,68.59,51.89,94.93,79.89,4.39,98.35,88.52,C,28.7,No,Yes,Bachelor's,Low,7,4.9 +S5209,Sara,Jones,student4209@university.com,Male,23,Business,,66.53,41.73,,57.35,4.74,57.55,59.54,F,8.4,No,Yes,Master's,High,2,7.6 +S5210,Omar,Davis,student4210@university.com,Male,23,Engineering,80.46,85.41,94.65,71.27,70.2,6.16,52.73,71.7,A,8.0,No,Yes,High School,Medium,5,7.2 +S5211,Liam,Jones,student4211@university.com,Female,24,CS,80.48,56.78,93.45,98.03,87.76,2.31,65.68,84.9,C,11.8,Yes,Yes,PhD,Medium,3,4.2 +S5212,John,Brown,student4212@university.com,Female,24,Business,64.83,53.05,53.11,54.56,50.84,1.35,52.22,80.16,B,21.6,No,Yes,High School,Low,9,7.9 +S5213,Ahmed,Brown,student4213@university.com,Male,22,CS,91.7,55.36,86.81,,57.35,8.79,55.84,77.26,B,18.7,No,Yes,,Low,8,5.0 +S5214,John,Brown,student4214@university.com,Male,21,Business,58.29,58.22,42.88,95.96,99.79,6.34,99.59,71.75,F,7.4,No,Yes,Master's,Low,9,8.6 +S5215,John,Jones,student4215@university.com,Female,22,CS,52.66,75.95,57.1,97.48,86.68,0.61,98.01,87.6,F,16.1,No,Yes,,High,6,8.2 +S5216,Sara,Johnson,student4216@university.com,Male,21,Business,59.58,68.29,77.42,92.3,73.21,9.61,84.56,82.32,C,6.7,Yes,Yes,High School,Low,4,7.8 +S5217,John,Jones,student4217@university.com,Male,19,CS,63.39,60.21,85.79,,81.49,6.93,87.65,93.74,D,26.3,No,No,,Low,9,7.5 +S5218,Liam,Davis,student4218@university.com,Female,23,Engineering,64.12,62.46,40.62,82.61,92.31,1.52,57.02,86.65,C,7.7,Yes,Yes,Master's,Low,4,6.4 +S5219,Emma,Williams,student4219@university.com,Female,24,Engineering,83.53,62.26,59.57,61.02,92.12,9.69,79.76,57.02,C,16.8,No,No,PhD,High,4,8.0 +S5220,Ali,Jones,student4220@university.com,Male,19,Engineering,60.89,98.34,52.86,86.53,66.24,3.65,57.72,80.98,A,17.8,No,Yes,,Medium,2,8.1 +S5221,Maria,Jones,student4221@university.com,Female,22,CS,83.83,53.98,99.93,98.92,74.56,9.85,68.92,52.23,F,18.3,No,Yes,None,Low,1,4.5 +S5222,Ali,Smith,student4222@university.com,Male,20,Engineering,54.56,89.08,80.26,76.3,81.9,1.03,67.27,69.37,F,20.2,No,Yes,Master's,Medium,10,5.7 +S5223,Omar,Smith,student4223@university.com,Female,18,CS,57.36,82.49,64.34,,53.59,1.6,80.7,70.6,D,22.5,No,No,None,Low,4,5.6 +S5224,Liam,Smith,student4224@university.com,Female,20,Engineering,75.44,40.33,44.54,78.67,97.29,6.57,53.98,92.74,A,5.1,Yes,Yes,High School,Low,6,4.6 +S5225,Liam,Jones,student4225@university.com,Male,20,CS,,99.59,75.92,84.53,71.64,0.22,55.17,59.02,F,5.8,No,Yes,None,Medium,4,8.9 +S5226,Ahmed,Johnson,student4226@university.com,Female,18,Engineering,92.98,85.39,78.5,60.41,68.54,0.19,80.5,82.18,A,20.3,No,Yes,,Low,4,6.9 +S5227,Liam,Williams,student4227@university.com,Male,23,CS,98.44,80.95,88.98,85.96,95.36,7.92,81.81,59.62,A,9.6,No,Yes,,Low,2,6.9 +S5228,Maria,Williams,student4228@university.com,Female,19,Mathematics,82.52,64.32,57.31,79.37,55.91,1.68,66.99,97.43,F,25.8,Yes,Yes,High School,Low,3,5.9 +S5229,Liam,Davis,student4229@university.com,Male,19,Engineering,83.79,73.31,98.89,80.62,51.96,9.19,57.34,76.47,C,20.7,No,Yes,Master's,Medium,3,7.8 +S5230,John,Johnson,student4230@university.com,Female,23,CS,81.25,55.2,66.37,65.3,84.25,4.26,94.3,85.41,D,29.5,Yes,Yes,,High,7,6.4 +S5231,Ahmed,Johnson,student4231@university.com,Female,18,Engineering,,42.13,57.76,57.76,69.25,8.74,52.65,82.33,D,23.2,No,Yes,Bachelor's,Medium,4,7.7 +S5232,Maria,Williams,student4232@university.com,Male,21,Business,57.36,90.16,60.91,81.17,88.22,4.18,85.87,65.18,D,7.3,No,No,Bachelor's,Low,3,8.4 +S5233,Emma,Brown,student4233@university.com,Female,20,CS,77.19,93.79,71.18,79.31,53.43,5.3,57.0,95.06,A,9.3,No,Yes,,Medium,5,7.3 +S5234,Emma,Smith,student4234@university.com,Male,22,Engineering,69.3,49.75,96.2,66.9,69.19,3.17,81.87,81.36,C,6.2,No,Yes,,Low,4,7.1 +S5235,Emma,Smith,student4235@university.com,Female,19,Engineering,72.13,87.22,84.11,64.79,61.77,6.58,83.18,75.52,A,23.5,No,Yes,High School,Medium,1,7.9 +S5236,Emma,Williams,student4236@university.com,Female,23,CS,76.18,84.47,74.63,67.36,86.98,3.18,90.21,76.42,C,8.2,Yes,Yes,None,Medium,6,6.5 +S5237,John,Johnson,student4237@university.com,Male,22,Business,56.42,50.7,49.77,74.49,61.36,2.23,69.75,94.53,D,21.6,Yes,Yes,None,Medium,5,8.1 +S5238,Liam,Davis,student4238@university.com,Female,24,CS,67.97,65.31,48.96,98.74,72.9,0.81,51.09,52.96,D,18.9,No,Yes,Master's,Low,7,4.5 +S5239,Ali,Brown,student4239@university.com,Female,18,CS,53.17,65.37,70.13,88.18,90.94,0.58,90.55,69.45,D,20.8,No,Yes,High School,High,8,5.2 +S5240,Maria,Williams,student4240@university.com,Male,22,Business,98.98,85.6,83.72,92.59,95.77,3.06,72.2,92.08,B,17.7,Yes,Yes,,Low,3,8.6 +S5241,John,Smith,student4241@university.com,Female,22,Engineering,55.93,90.26,85.06,75.28,86.13,7.36,92.35,51.88,D,5.3,Yes,Yes,Master's,Low,4,4.9 +S5242,Emma,Jones,student4242@university.com,Male,20,Business,62.93,45.69,53.55,76.31,71.46,2.06,88.8,81.96,A,11.3,Yes,Yes,PhD,High,5,6.3 +S5243,Omar,Johnson,student4243@university.com,Male,18,Engineering,94.56,73.78,46.01,60.22,78.6,2.99,74.92,70.16,A,27.1,No,Yes,Master's,High,8,6.4 +S5244,Liam,Jones,student4244@university.com,Male,22,Business,74.14,85.7,63.07,,84.48,9.05,99.97,60.23,F,28.2,Yes,Yes,,Low,10,6.1 +S5245,Ali,Davis,student4245@university.com,Female,19,Business,56.78,87.17,95.09,71.08,93.75,6.39,73.1,80.57,C,7.4,No,No,Bachelor's,Medium,7,8.3 +S5246,Omar,Williams,student4246@university.com,Female,18,CS,69.21,48.88,72.72,87.12,94.43,9.2,84.83,91.55,D,28.8,No,Yes,Bachelor's,Low,7,7.7 +S5247,Ahmed,Smith,student4247@university.com,Male,19,Business,55.79,71.53,59.21,,96.55,9.11,83.49,73.37,C,21.8,Yes,Yes,Bachelor's,High,5,8.1 +S5248,Omar,Brown,student4248@university.com,Female,23,Engineering,60.01,91.45,59.42,55.43,90.54,0.63,75.9,57.34,F,28.1,No,Yes,Bachelor's,Medium,4,9.0 +S5249,Ahmed,Jones,student4249@university.com,Male,23,CS,52.6,59.11,47.93,58.65,57.34,9.55,79.27,65.31,D,15.0,No,Yes,,Medium,1,8.9 +S5250,Ahmed,Brown,student4250@university.com,Female,24,Engineering,71.91,65.51,68.39,90.58,87.38,0.51,89.93,99.07,F,7.5,No,Yes,,Low,6,8.5 +S5251,Emma,Davis,student4251@university.com,Male,21,CS,90.33,88.26,87.48,,90.73,9.26,78.58,55.55,A,12.6,No,Yes,Master's,Medium,9,6.8 +S5252,Ahmed,Smith,student4252@university.com,Male,23,Business,79.3,45.36,98.11,63.22,93.89,5.47,72.51,58.04,C,22.2,No,Yes,High School,Medium,2,5.5 +S5253,Sara,Jones,student4253@university.com,Female,22,Engineering,80.32,91.57,70.1,96.47,96.24,5.33,83.1,99.51,F,24.9,No,Yes,High School,Low,1,7.6 +S5254,Maria,Davis,student4254@university.com,Male,18,Mathematics,60.03,58.67,50.03,82.88,75.46,7.13,51.78,94.11,D,6.3,Yes,No,None,High,10,8.7 +S5255,Maria,Brown,student4255@university.com,Male,23,CS,67.19,40.09,80.98,55.72,82.75,8.79,55.46,85.36,B,17.2,No,Yes,High School,Low,5,9.0 +S5256,Emma,Brown,student4256@university.com,Female,19,Engineering,92.26,54.05,85.41,57.18,50.48,6.17,56.27,57.55,A,6.6,No,Yes,PhD,High,4,7.1 +S5257,Sara,Jones,student4257@university.com,Male,22,CS,54.39,45.37,44.3,63.62,78.64,4.25,71.29,62.03,F,26.6,No,Yes,,Medium,4,7.5 +S5258,Omar,Smith,student4258@university.com,Male,23,Engineering,,45.54,91.01,79.7,73.66,1.12,93.59,59.01,D,16.9,Yes,Yes,Bachelor's,High,1,5.4 +S5259,John,Brown,student4259@university.com,Female,20,Business,74.18,81.57,89.76,,98.12,7.89,82.16,81.55,D,27.9,No,Yes,None,Medium,1,5.0 +S5260,Omar,Williams,student4260@university.com,Male,19,Business,91.86,52.84,68.35,63.72,95.09,1.28,98.63,69.94,B,7.0,No,Yes,Master's,Medium,1,7.2 +S5261,Liam,Davis,student4261@university.com,Male,24,Business,65.9,96.08,73.63,93.53,89.88,7.26,52.0,52.39,D,13.3,No,Yes,Master's,Low,8,5.1 +S5262,John,Jones,student4262@university.com,Male,24,Business,66.94,70.99,82.8,55.46,52.85,5.28,86.1,64.56,F,21.9,Yes,Yes,Master's,Medium,1,6.0 +S5263,Ahmed,Johnson,student4263@university.com,Male,24,CS,87.58,67.61,80.6,60.38,70.1,3.86,65.71,93.03,A,12.3,No,Yes,Bachelor's,Low,5,6.5 +S5264,Ali,Johnson,student4264@university.com,Male,19,CS,89.25,66.06,40.99,98.52,84.8,6.13,51.16,89.8,A,26.0,No,Yes,None,Low,10,8.7 +S5265,John,Smith,student4265@university.com,Male,24,Engineering,61.48,81.56,47.35,56.74,51.48,7.72,91.3,82.15,C,29.7,Yes,Yes,High School,Low,6,8.9 +S5266,Ali,Williams,student4266@university.com,Male,21,Engineering,98.64,67.14,49.76,94.41,61.79,9.41,58.13,54.28,A,12.0,No,Yes,High School,Medium,7,5.2 +S5267,Maria,Brown,student4267@university.com,Male,20,CS,54.22,47.72,85.34,85.2,94.38,2.65,60.7,94.14,C,14.0,No,Yes,Bachelor's,Medium,5,4.7 +S5268,Ali,Johnson,student4268@university.com,Female,21,Engineering,53.43,92.81,66.41,53.65,56.49,9.47,67.02,76.73,D,29.2,No,Yes,PhD,Low,9,5.1 +S5269,Maria,Smith,student4269@university.com,Male,23,Engineering,79.78,65.7,72.73,74.19,52.57,9.61,89.42,74.73,B,14.0,Yes,No,,Low,1,6.6 +S5270,Sara,Davis,student4270@university.com,Male,20,CS,,44.44,86.36,75.95,79.03,8.14,81.23,96.7,D,18.9,No,Yes,PhD,Medium,7,7.9 +S5271,Sara,Williams,student4271@university.com,Female,19,Business,98.04,71.76,60.46,96.61,97.32,8.81,63.24,50.44,A,24.2,No,Yes,High School,Low,6,6.6 +S5272,Emma,Williams,student4272@university.com,Male,21,Engineering,70.25,78.84,84.93,,91.73,6.92,58.42,77.79,C,16.0,Yes,Yes,Bachelor's,Medium,9,8.7 +S5273,Emma,Smith,student4273@university.com,Male,22,CS,51.26,56.53,66.54,72.34,98.74,0.39,55.48,89.56,C,14.3,No,Yes,PhD,Low,6,7.2 +S5274,Ahmed,Smith,student4274@university.com,Male,20,CS,,88.02,62.63,55.62,87.68,5.75,57.49,53.18,A,17.4,No,Yes,,Low,2,6.4 +S5275,John,Brown,student4275@university.com,Male,19,Business,64.48,80.19,59.98,81.96,71.87,7.47,93.41,67.86,D,24.5,No,No,,Low,9,7.9 +S5276,Ahmed,Smith,student4276@university.com,Male,18,Mathematics,71.65,79.02,97.9,60.54,97.33,9.42,96.13,98.87,B,12.8,Yes,Yes,Master's,Low,4,8.8 +S5277,Maria,Brown,student4277@university.com,Male,20,Engineering,,65.25,86.32,53.88,71.33,5.7,98.4,60.59,A,13.8,Yes,Yes,None,Low,9,5.7 +S5278,Ahmed,Brown,student4278@university.com,Female,20,CS,,97.71,41.21,99.85,67.5,7.94,91.74,76.56,C,9.7,No,Yes,,High,3,5.4 +S5279,Ali,Jones,student4279@university.com,Female,23,Mathematics,74.3,56.45,97.44,63.48,72.41,7.05,94.37,87.3,C,22.5,No,Yes,None,Medium,3,5.1 +S5280,Maria,Williams,student4280@university.com,Female,22,Engineering,71.32,74.66,86.53,,90.7,2.81,90.81,69.52,A,27.5,No,Yes,Bachelor's,Low,5,6.7 +S5281,Emma,Davis,student4281@university.com,Female,23,Business,85.63,58.54,48.95,,95.88,1.55,97.9,70.39,A,9.6,No,Yes,High School,Medium,8,6.3 +S5282,Sara,Williams,student4282@university.com,Female,24,Business,,84.69,44.58,91.08,67.88,7.51,92.28,53.16,B,5.9,No,Yes,Master's,Low,9,5.2 +S5283,Emma,Williams,student4283@university.com,Male,20,CS,59.26,42.87,58.49,53.2,73.11,2.34,73.1,59.5,C,14.5,Yes,Yes,Master's,Medium,4,7.6 +S5284,John,Jones,student4284@university.com,Male,20,Engineering,,42.75,77.45,55.27,94.92,2.45,66.16,94.03,D,15.3,No,Yes,Bachelor's,High,8,5.5 +S5285,Maria,Brown,student4285@university.com,Male,24,CS,,88.65,76.99,54.51,52.35,6.44,79.21,90.92,F,21.1,Yes,Yes,None,Medium,10,7.8 +S5286,Maria,Brown,student4286@university.com,Male,22,CS,58.95,66.06,56.55,52.35,89.19,7.89,80.41,65.23,F,7.1,No,Yes,,Medium,5,8.2 +S5287,Ali,Smith,student4287@university.com,Male,22,Business,,60.47,66.74,82.97,72.71,5.82,78.75,69.09,C,25.5,No,Yes,,Low,9,8.3 +S5288,John,Jones,student4288@university.com,Female,21,Business,99.72,76.45,52.71,79.42,68.83,8.85,85.34,72.02,A,19.3,No,No,None,Medium,3,4.7 +S5289,Sara,Smith,student4289@university.com,Female,19,Business,82.61,82.11,43.03,83.14,72.35,2.11,84.95,67.3,A,18.6,No,Yes,None,Low,8,5.5 +S5290,Omar,Jones,student4290@university.com,Male,19,Engineering,80.33,52.07,71.02,75.28,70.93,2.52,54.36,82.7,A,12.9,No,Yes,High School,Medium,5,6.6 +S5291,Maria,Smith,student4291@university.com,Male,21,CS,,51.13,60.82,90.88,87.83,6.37,64.28,50.64,F,14.1,No,Yes,PhD,High,8,8.2 +S5292,Maria,Johnson,student4292@university.com,Male,19,CS,65.63,97.49,72.57,77.33,96.4,8.29,94.49,94.01,D,6.4,No,Yes,Bachelor's,Medium,10,6.0 +S5293,Ali,Williams,student4293@university.com,Female,20,CS,,75.38,96.79,95.94,74.57,5.39,79.5,65.03,A,23.8,Yes,Yes,Master's,High,1,7.3 +S5294,Ahmed,Williams,student4294@university.com,Female,21,Engineering,98.45,63.41,48.6,74.28,91.64,0.1,66.43,93.62,A,20.1,Yes,Yes,PhD,Low,9,6.3 +S5295,Liam,Davis,student4295@university.com,Male,21,Engineering,74.84,88.09,40.12,89.53,86.6,6.77,92.52,72.72,B,29.4,Yes,Yes,None,Medium,5,4.1 +S5296,Sara,Brown,student4296@university.com,Female,19,CS,64.51,71.51,44.61,70.37,66.53,8.14,62.45,88.82,B,13.8,Yes,Yes,PhD,High,3,5.6 +S5297,Emma,Davis,student4297@university.com,Male,18,Mathematics,88.51,54.5,67.76,71.76,79.37,2.77,70.46,91.29,A,21.7,No,No,High School,Low,2,7.8 +S5298,John,Johnson,student4298@university.com,Female,19,CS,,52.4,82.42,92.45,83.34,0.54,63.81,65.06,D,28.0,Yes,Yes,High School,High,3,7.7 +S5299,Maria,Davis,student4299@university.com,Female,23,Business,,63.81,74.85,,51.17,5.18,93.57,82.02,F,22.8,No,Yes,None,Low,1,8.4 +S5300,Maria,Williams,student4300@university.com,Male,18,Engineering,90.95,91.59,69.69,78.25,69.8,0.42,86.41,80.37,A,6.0,No,Yes,None,High,6,7.0 +S5301,Emma,Brown,student4301@university.com,Female,21,CS,56.25,43.69,61.24,86.32,99.63,4.16,73.01,73.8,D,20.8,Yes,Yes,Bachelor's,Low,7,7.8 +S5302,Sara,Johnson,student4302@university.com,Female,18,Business,98.84,53.11,58.6,87.52,81.86,0.18,96.62,73.48,A,18.6,No,Yes,Master's,Low,10,6.1 +S5303,Liam,Williams,student4303@university.com,Male,20,Business,99.28,93.59,62.58,79.57,66.71,2.25,96.37,65.26,A,17.5,No,Yes,,Low,7,5.7 +S5304,Ahmed,Smith,student4304@university.com,Female,22,Engineering,96.84,47.3,76.7,72.4,62.5,3.89,85.58,65.51,A,18.8,No,No,PhD,Low,2,5.7 +S5305,Maria,Jones,student4305@university.com,Male,18,Engineering,74.8,77.78,50.07,63.04,60.47,1.12,94.6,77.41,C,16.5,Yes,Yes,,High,3,4.8 +S5306,Liam,Johnson,student4306@university.com,Female,23,CS,62.3,52.81,86.28,95.47,70.08,1.14,85.97,51.61,A,22.3,No,Yes,None,Low,4,6.2 +S5307,Sara,Brown,student4307@university.com,Male,22,Engineering,79.1,76.35,74.52,68.49,59.66,8.27,81.41,96.68,D,5.4,No,Yes,PhD,Medium,10,8.1 +S5308,Emma,Davis,student4308@university.com,Male,20,Mathematics,71.0,62.99,56.15,89.95,56.76,0.41,71.04,82.5,D,9.7,No,Yes,Master's,High,7,4.1 +S5309,Ali,Davis,student4309@university.com,Female,23,CS,60.3,46.1,70.07,,68.2,6.89,63.67,72.17,F,14.1,Yes,Yes,,High,10,6.9 +S5310,Ahmed,Johnson,student4310@university.com,Female,24,CS,71.18,74.95,97.77,61.61,80.35,8.14,53.01,53.09,B,16.3,No,Yes,,High,8,4.9 +S5311,John,Brown,student4311@university.com,Male,22,Mathematics,,80.98,41.23,67.28,57.32,1.31,90.04,81.5,B,8.3,No,Yes,None,High,9,7.7 +S5312,Maria,Johnson,student4312@university.com,Female,24,CS,53.55,80.82,51.97,,52.22,1.95,56.11,50.89,F,25.5,Yes,Yes,Master's,Low,6,4.7 +S5313,Sara,Brown,student4313@university.com,Female,20,Engineering,66.67,78.22,66.9,65.97,51.73,6.41,70.52,83.99,A,28.2,No,Yes,Bachelor's,High,7,4.8 +S5314,Ali,Davis,student4314@university.com,Female,22,Engineering,50.89,70.01,78.31,52.07,63.37,3.16,61.73,53.63,D,23.8,Yes,Yes,Bachelor's,Low,8,4.2 +S5315,John,Williams,student4315@university.com,Male,22,Engineering,87.47,71.17,52.73,58.69,59.51,4.76,72.73,82.81,B,28.2,No,Yes,High School,Low,7,6.2 +S5316,Omar,Smith,student4316@university.com,Male,19,Engineering,,78.14,95.88,62.96,76.96,8.36,65.75,70.29,D,23.6,No,Yes,None,Low,7,7.2 +S5317,Sara,Williams,student4317@university.com,Male,23,CS,53.13,81.42,78.55,58.8,72.79,1.38,91.48,83.13,F,16.0,No,No,,Medium,9,5.4 +S5318,Sara,Smith,student4318@university.com,Female,23,CS,,79.29,92.65,60.19,66.24,6.2,98.91,56.92,D,14.8,No,Yes,Master's,Low,10,4.2 +S5319,John,Davis,student4319@university.com,Female,18,Business,51.13,75.22,59.76,88.45,91.68,9.42,97.08,55.87,F,9.2,No,Yes,Master's,Low,6,8.7 +S5320,Ali,Williams,student4320@university.com,Male,24,Business,79.5,49.35,89.74,70.6,75.25,0.57,81.12,62.37,A,7.2,No,Yes,Bachelor's,Medium,1,8.3 +S5321,Omar,Williams,student4321@university.com,Male,24,Engineering,88.82,52.64,62.69,,54.58,0.6,98.96,70.58,B,10.5,Yes,No,None,Medium,3,6.3 +S5322,Liam,Johnson,student4322@university.com,Female,23,Engineering,89.39,55.61,55.17,98.33,64.79,5.55,70.04,62.65,A,18.3,Yes,Yes,,Low,5,8.1 +S5323,Liam,Jones,student4323@university.com,Female,23,CS,51.71,95.18,94.7,72.34,98.67,9.6,76.12,54.1,F,8.4,No,Yes,Bachelor's,Medium,9,8.0 +S5324,Emma,Davis,student4324@university.com,Female,22,CS,95.32,85.56,45.53,96.38,98.85,2.2,62.84,66.25,A,28.8,No,Yes,None,Low,1,6.8 +S5325,Ali,Brown,student4325@university.com,Female,24,Business,,73.17,96.57,64.95,62.73,3.31,94.9,85.29,B,10.5,No,Yes,High School,Medium,2,6.6 +S5326,Ahmed,Davis,student4326@university.com,Male,21,Engineering,78.07,55.12,67.51,70.03,58.36,0.99,58.99,79.15,B,25.8,No,Yes,,Medium,3,7.3 +S5327,Maria,Brown,student4327@university.com,Female,19,CS,74.1,46.65,99.56,69.81,74.78,3.62,80.52,98.17,B,25.5,No,Yes,High School,High,4,7.6 +S5328,John,Brown,student4328@university.com,Female,18,CS,52.24,93.93,72.38,77.3,74.07,0.44,89.97,71.8,C,8.5,No,Yes,None,High,6,8.1 +S5329,Emma,Smith,student4329@university.com,Male,19,CS,78.1,93.56,85.45,79.21,70.51,3.89,79.77,66.64,D,22.8,No,Yes,,Low,7,6.9 +S5330,Omar,Brown,student4330@university.com,Male,18,CS,70.47,46.64,40.42,62.41,76.47,5.55,53.94,84.68,A,25.6,Yes,Yes,None,Low,7,7.7 +S5331,John,Brown,student4331@university.com,Female,20,Business,88.64,87.83,69.8,89.68,61.61,9.75,80.57,70.6,A,27.1,No,No,Master's,High,2,4.9 +S5332,John,Johnson,student4332@university.com,Male,22,Mathematics,,66.8,84.25,74.83,55.75,8.18,88.35,80.92,C,28.8,Yes,Yes,Bachelor's,Medium,3,7.7 +S5333,Ali,Williams,student4333@university.com,Female,23,Business,84.18,59.44,86.97,50.35,78.52,8.22,59.39,97.31,D,28.3,Yes,Yes,,Medium,1,4.3 +S5334,Maria,Davis,student4334@university.com,Female,23,Mathematics,55.07,84.35,49.48,79.57,96.63,2.28,86.85,74.96,D,12.8,No,Yes,None,Medium,1,7.3 +S5335,Ahmed,Davis,student4335@university.com,Male,21,Mathematics,56.65,76.86,65.14,89.9,56.89,0.87,93.93,74.91,D,11.7,No,Yes,High School,Medium,6,7.6 +S5336,Liam,Brown,student4336@university.com,Male,24,Engineering,56.99,86.8,65.14,62.52,85.24,6.03,99.32,88.76,D,14.9,Yes,Yes,Master's,Low,4,8.8 +S5337,Sara,Jones,student4337@university.com,Female,24,CS,52.28,44.46,46.22,51.89,71.89,5.21,70.5,87.8,D,16.6,No,Yes,Bachelor's,Medium,10,6.1 +S5338,Sara,Davis,student4338@university.com,Male,19,Business,77.07,59.12,66.58,90.36,64.7,5.17,51.26,75.81,B,10.8,No,Yes,,High,4,4.6 +S5339,John,Brown,student4339@university.com,Female,19,CS,89.7,59.16,88.43,98.81,92.66,1.09,70.95,53.24,A,7.2,No,Yes,PhD,Low,9,5.7 +S5340,Liam,Smith,student4340@university.com,Female,19,CS,80.52,59.79,58.01,53.83,72.82,4.94,83.01,99.04,F,21.4,Yes,Yes,None,Low,8,6.1 +S5341,Liam,Smith,student4341@university.com,Female,24,CS,78.75,70.15,65.95,96.9,79.17,1.5,94.57,68.87,F,9.4,No,No,High School,Medium,3,7.8 +S5342,Maria,Smith,student4342@university.com,Male,23,Engineering,84.03,56.98,97.66,67.96,72.15,4.22,96.91,65.84,C,27.9,No,Yes,PhD,High,3,4.9 +S5343,Omar,Brown,student4343@university.com,Female,24,CS,66.98,66.66,41.9,97.07,54.06,0.62,95.48,99.08,A,12.2,No,Yes,,High,8,4.8 +S5344,Omar,Johnson,student4344@university.com,Female,19,CS,68.1,62.07,75.49,82.44,79.75,8.57,82.9,93.61,D,9.9,No,Yes,Master's,Medium,2,5.1 +S5345,Emma,Jones,student4345@university.com,Female,22,Engineering,65.71,84.12,84.61,94.51,70.94,0.13,84.13,66.51,D,9.9,No,Yes,High School,Medium,10,5.2 +S5346,Ali,Brown,student4346@university.com,Male,18,Business,85.61,76.21,85.65,89.29,54.34,9.39,50.12,65.42,B,12.2,No,Yes,Master's,High,5,8.6 +S5347,Maria,Johnson,student4347@university.com,Female,23,Engineering,58.08,79.22,82.96,51.4,79.79,8.63,68.19,86.05,D,20.3,No,Yes,None,Low,6,4.8 +S5348,Maria,Johnson,student4348@university.com,Female,22,Business,50.65,52.64,83.59,53.27,50.49,7.53,95.34,66.72,F,29.5,No,No,Bachelor's,High,5,6.1 +S5349,Ali,Davis,student4349@university.com,Female,20,CS,79.81,59.53,43.54,76.29,60.43,9.83,84.48,62.57,B,17.2,No,Yes,PhD,Low,1,6.0 +S5350,Liam,Brown,student4350@university.com,Male,22,CS,97.12,41.27,72.05,56.48,89.05,0.54,73.4,98.98,B,20.0,No,Yes,High School,Medium,5,4.6 +S5351,Omar,Brown,student4351@university.com,Female,22,Engineering,80.47,46.5,86.98,73.05,51.9,6.42,55.21,78.29,B,26.1,Yes,Yes,None,High,9,4.5 +S5352,Omar,Johnson,student4352@university.com,Female,20,Engineering,89.15,55.9,45.64,97.73,82.33,8.49,62.32,88.12,A,13.4,No,Yes,High School,Medium,10,8.5 +S5353,Liam,Johnson,student4353@university.com,Male,22,Engineering,83.64,43.93,40.72,,97.49,1.27,77.75,85.65,F,9.5,Yes,Yes,PhD,Low,2,8.2 +S5354,Omar,Johnson,student4354@university.com,Male,18,Business,74.87,76.16,88.87,74.45,58.56,5.85,94.88,87.78,B,15.8,No,No,Bachelor's,High,3,8.7 +S5355,John,Davis,student4355@university.com,Female,23,Business,85.92,99.89,82.74,69.21,70.86,3.94,54.79,95.17,A,13.0,No,Yes,,Medium,6,5.6 +S5356,Maria,Brown,student4356@university.com,Female,21,Mathematics,91.21,46.05,64.73,81.49,78.77,4.36,57.69,75.04,A,26.7,Yes,No,PhD,Low,3,6.6 +S5357,Sara,Johnson,student4357@university.com,Female,24,CS,61.24,89.27,96.42,59.69,72.52,9.13,82.75,87.67,B,29.4,Yes,Yes,None,Low,6,5.3 +S5358,Ali,Smith,student4358@university.com,Male,20,CS,,47.13,86.0,,81.02,5.39,64.71,89.84,D,22.2,No,Yes,High School,Low,7,6.0 +S5359,Omar,Brown,student4359@university.com,Male,23,Engineering,61.19,80.19,98.07,92.94,70.2,0.93,58.49,97.32,A,21.3,No,Yes,,Low,3,8.0 +S5360,Emma,Davis,student4360@university.com,Female,19,CS,72.61,78.59,95.76,90.57,57.43,9.37,58.92,85.65,D,22.9,Yes,Yes,PhD,Medium,4,6.4 +S5361,Omar,Smith,student4361@university.com,Male,18,CS,,94.16,68.88,89.46,54.45,1.85,74.63,94.63,C,16.7,No,Yes,PhD,Medium,6,4.5 +S5362,Omar,Williams,student4362@university.com,Female,21,CS,67.26,46.84,85.28,88.55,87.22,8.93,79.19,54.75,B,20.7,Yes,Yes,Bachelor's,High,1,4.0 +S5363,Ahmed,Brown,student4363@university.com,Female,18,CS,,58.93,80.15,72.97,61.93,9.71,95.22,56.3,B,6.8,Yes,Yes,PhD,Medium,1,5.2 +S5364,John,Williams,student4364@university.com,Male,18,CS,93.02,45.45,88.69,86.44,92.37,8.78,76.49,57.92,A,17.3,No,Yes,,Low,5,4.9 +S5365,Ali,Johnson,student4365@university.com,Female,19,CS,75.77,64.44,87.26,69.36,87.15,6.77,84.56,57.24,A,13.3,Yes,Yes,PhD,Low,8,8.0 +S5366,Ahmed,Davis,student4366@university.com,Male,21,Engineering,76.77,94.7,49.19,55.04,52.47,7.44,59.03,54.38,F,6.3,No,Yes,,Low,1,7.3 +S5367,Ahmed,Johnson,student4367@university.com,Male,24,Engineering,93.04,86.89,54.02,,60.06,7.0,85.67,56.13,A,18.6,No,Yes,Bachelor's,High,1,8.2 +S5368,Emma,Davis,student4368@university.com,Female,18,Business,74.53,83.37,55.94,57.93,64.6,4.61,82.43,99.8,C,14.0,Yes,Yes,,Low,1,6.1 +S5369,Maria,Jones,student4369@university.com,Male,19,Engineering,84.08,71.98,89.11,69.54,79.72,2.74,60.81,63.61,A,19.8,Yes,Yes,None,Medium,10,6.9 +S5370,Emma,Johnson,student4370@university.com,Female,20,CS,54.28,93.01,88.64,64.87,90.49,2.85,83.47,73.9,F,17.8,No,Yes,,Medium,1,6.1 +S5371,Maria,Williams,student4371@university.com,Male,19,CS,58.93,66.97,69.72,79.96,53.02,7.31,60.57,91.08,C,11.9,No,No,None,High,9,5.1 +S5372,Maria,Davis,student4372@university.com,Female,22,CS,70.22,48.98,74.85,68.08,62.48,6.26,79.68,55.92,B,18.5,No,Yes,Master's,Low,2,7.2 +S5373,Ali,Johnson,student4373@university.com,Female,23,Business,74.74,90.26,89.62,85.28,68.81,5.85,83.44,65.87,B,14.5,No,Yes,None,Low,6,5.9 +S5374,Omar,Brown,student4374@university.com,Female,19,Business,98.29,56.78,58.76,75.61,59.17,6.53,84.67,57.96,A,28.0,No,Yes,PhD,Low,2,5.2 +S5375,Ali,Davis,student4375@university.com,Male,19,CS,98.53,43.22,43.01,95.97,77.26,7.75,95.46,53.13,A,14.4,No,Yes,Master's,Low,5,8.7 +S5376,John,Davis,student4376@university.com,Female,19,CS,92.56,47.56,68.96,,73.9,7.48,97.39,98.04,B,6.0,Yes,Yes,None,Medium,5,4.5 +S5377,Maria,Johnson,student4377@university.com,Male,24,Mathematics,65.78,76.54,94.82,84.39,65.82,1.05,90.51,92.92,D,24.1,No,Yes,,Medium,9,7.9 +S5378,Ahmed,Jones,student4378@university.com,Male,18,Engineering,98.2,76.42,87.43,,75.84,3.63,93.94,93.96,A,29.1,No,Yes,Bachelor's,Medium,4,6.7 +S5379,Omar,Johnson,student4379@university.com,Male,24,Business,,55.61,62.0,,67.79,2.64,50.97,93.43,C,9.2,No,Yes,None,Low,6,7.8 +S5380,Sara,Williams,student4380@university.com,Male,21,CS,69.65,83.63,43.89,68.58,67.16,5.38,68.13,57.73,A,29.3,Yes,Yes,None,Medium,4,4.4 +S5381,John,Williams,student4381@university.com,Male,19,CS,85.08,86.42,78.22,65.27,63.27,0.61,51.99,89.25,A,20.4,No,Yes,Bachelor's,Low,6,6.0 +S5382,Ali,Davis,student4382@university.com,Female,19,Business,50.83,95.23,90.07,,77.02,7.62,61.24,86.39,D,26.2,No,Yes,Master's,High,3,8.0 +S5383,Emma,Davis,student4383@university.com,Male,22,Engineering,57.31,75.1,79.9,63.26,72.21,1.07,69.09,96.27,D,16.8,Yes,Yes,Master's,High,4,8.1 +S5384,John,Johnson,student4384@university.com,Female,22,Engineering,91.48,86.77,65.5,75.09,59.82,2.71,93.38,60.97,A,20.6,No,Yes,,Medium,9,7.9 +S5385,John,Williams,student4385@university.com,Female,20,Engineering,82.28,85.19,47.4,,50.65,7.83,75.59,70.7,D,26.0,Yes,Yes,PhD,Low,1,7.7 +S5386,Omar,Williams,student4386@university.com,Male,20,Engineering,68.21,55.47,94.65,,57.55,0.52,82.44,64.75,B,29.6,No,Yes,PhD,High,7,5.9 +S5387,John,Jones,student4387@university.com,Female,22,Business,75.03,58.61,56.56,57.89,52.14,6.6,68.14,62.9,F,9.6,No,Yes,High School,High,3,7.6 +S5388,John,Brown,student4388@university.com,Female,21,CS,95.26,68.71,53.46,63.61,71.58,9.24,80.15,82.62,B,27.5,No,Yes,Bachelor's,Low,9,4.5 +S5389,Sara,Jones,student4389@university.com,Male,20,CS,81.58,41.14,88.96,55.05,61.25,6.18,90.78,58.2,B,21.7,No,Yes,Master's,Medium,7,4.8 +S5390,Liam,Smith,student4390@university.com,Female,23,Business,69.91,57.84,98.87,96.33,71.02,7.13,65.06,73.24,C,28.7,No,Yes,High School,Low,2,6.7 +S5391,Emma,Jones,student4391@university.com,Male,23,CS,56.02,68.43,79.61,93.63,66.47,7.92,96.61,82.33,D,13.0,No,Yes,PhD,Low,5,6.7 +S5392,Emma,Johnson,student4392@university.com,Male,21,Engineering,,46.48,77.49,65.42,76.9,2.22,60.67,56.52,D,11.1,Yes,Yes,Bachelor's,Low,1,6.4 +S5393,Emma,Brown,student4393@university.com,Male,22,Business,98.92,47.58,59.17,62.35,86.19,5.81,95.97,62.85,A,14.1,Yes,Yes,PhD,Medium,1,7.7 +S5394,Maria,Johnson,student4394@university.com,Female,20,Mathematics,71.87,67.79,41.22,95.27,73.97,3.09,51.41,98.37,D,27.1,No,Yes,,Low,7,6.8 +S5395,Ahmed,Smith,student4395@university.com,Female,19,Engineering,73.59,83.86,51.51,50.09,53.1,2.49,77.14,89.77,A,16.5,No,Yes,PhD,Low,7,4.3 +S5396,Liam,Brown,student4396@university.com,Female,22,Engineering,74.93,90.02,75.07,80.03,50.88,1.92,99.26,83.85,B,28.8,No,No,,Low,8,8.4 +S5397,Emma,Davis,student4397@university.com,Female,20,Business,94.21,72.78,49.08,95.8,60.66,5.85,80.49,92.8,A,11.1,No,Yes,Master's,Low,8,7.1 +S5398,John,Williams,student4398@university.com,Male,21,Business,80.2,68.48,93.03,,71.25,7.95,77.74,50.7,D,10.5,No,Yes,Bachelor's,Medium,7,8.5 +S5399,John,Jones,student4399@university.com,Male,23,Business,84.68,63.06,51.29,50.15,52.25,8.76,84.12,50.3,F,22.0,No,Yes,Master's,Medium,3,6.1 +S5400,Emma,Johnson,student4400@university.com,Female,21,Engineering,69.47,51.58,71.33,60.94,66.39,4.29,64.47,57.7,B,12.3,No,Yes,Bachelor's,Low,3,4.0 +S5401,Omar,Smith,student4401@university.com,Male,20,CS,51.45,48.79,70.72,96.12,94.35,3.73,52.7,74.76,D,8.2,Yes,Yes,Bachelor's,Low,2,7.8 +S5402,Emma,Williams,student4402@university.com,Female,21,Engineering,96.55,87.51,76.24,50.85,54.5,6.87,62.55,78.5,A,14.4,No,Yes,Master's,Medium,1,6.8 +S5403,John,Jones,student4403@university.com,Male,20,Business,97.46,67.9,59.65,69.74,97.43,7.8,58.81,55.68,B,11.7,No,Yes,,High,8,4.1 +S5404,Maria,Williams,student4404@university.com,Male,20,Business,97.46,87.42,92.41,89.49,92.83,2.53,96.18,53.61,A,15.3,No,Yes,Bachelor's,Medium,6,6.9 +S5405,Ali,Jones,student4405@university.com,Male,21,CS,,82.24,66.66,,91.59,2.97,92.61,91.42,F,9.7,No,Yes,Bachelor's,Low,5,8.7 +S5406,Ali,Davis,student4406@university.com,Male,18,Engineering,90.76,51.63,82.01,73.88,93.18,5.33,65.89,73.22,B,28.9,Yes,Yes,High School,Medium,1,5.0 +S5407,Liam,Brown,student4407@university.com,Male,19,Engineering,84.23,70.62,78.15,61.62,54.0,4.44,91.8,99.62,B,25.0,Yes,Yes,PhD,Low,5,5.4 +S5408,Liam,Williams,student4408@university.com,Female,22,Mathematics,92.23,66.64,47.03,79.99,57.56,7.06,60.59,61.47,A,26.0,No,Yes,High School,Low,10,7.2 +S5409,Emma,Williams,student4409@university.com,Female,23,Engineering,80.03,65.43,77.36,63.19,56.72,5.04,59.98,82.36,F,12.4,No,Yes,Bachelor's,Medium,8,8.1 +S5410,Sara,Williams,student4410@university.com,Male,19,Engineering,,72.55,73.04,62.76,55.56,1.12,88.38,90.22,A,26.4,Yes,Yes,Bachelor's,Low,8,7.2 +S5411,Emma,Brown,student4411@university.com,Female,22,CS,69.56,98.92,93.92,90.38,66.39,1.66,66.35,93.63,B,19.8,No,Yes,,High,10,7.4 +S5412,Omar,Smith,student4412@university.com,Male,22,Engineering,98.56,88.77,92.85,57.71,91.51,9.02,53.24,65.32,B,6.4,Yes,Yes,None,High,6,5.6 +S5413,Emma,Jones,student4413@university.com,Male,23,CS,67.56,94.22,49.06,50.28,62.6,2.27,86.0,59.66,C,8.8,Yes,Yes,High School,Low,2,4.1 +S5414,Liam,Davis,student4414@university.com,Male,19,Business,,41.78,44.9,66.84,62.21,0.5,99.48,61.3,A,16.1,No,Yes,PhD,High,2,8.2 +S5415,Ali,Williams,student4415@university.com,Male,23,Business,54.66,48.42,57.68,74.55,83.79,7.31,78.3,83.34,C,14.8,No,Yes,None,Low,2,9.0 +S5416,John,Brown,student4416@university.com,Female,20,Engineering,66.71,45.09,99.2,85.25,54.85,6.84,63.18,76.12,F,24.9,No,Yes,Master's,Medium,8,8.3 +S5417,Emma,Smith,student4417@university.com,Male,23,Engineering,67.55,55.79,41.29,89.06,68.01,6.0,68.65,79.95,C,26.8,No,Yes,Bachelor's,Medium,8,6.0 +S5418,John,Jones,student4418@university.com,Female,21,Business,52.58,66.51,80.37,83.18,64.77,5.02,82.43,51.03,F,26.6,Yes,Yes,None,Medium,8,5.8 +S5419,John,Brown,student4419@university.com,Male,18,CS,55.95,78.52,76.51,81.33,92.37,9.7,85.07,69.55,D,14.4,Yes,No,Master's,Low,1,8.8 +S5420,Sara,Davis,student4420@university.com,Male,18,CS,,70.05,78.79,83.29,75.73,1.2,94.32,65.51,A,20.9,Yes,No,,High,9,8.9 +S5421,John,Davis,student4421@university.com,Female,18,Mathematics,,94.19,53.1,63.58,82.32,5.1,95.44,93.19,F,17.4,No,Yes,None,Low,10,7.1 +S5422,Ali,Jones,student4422@university.com,Male,19,Business,53.17,96.39,53.6,,56.45,5.64,93.06,88.81,F,27.2,Yes,Yes,Bachelor's,Medium,4,6.6 +S5423,Maria,Williams,student4423@university.com,Male,19,Business,64.94,49.81,65.84,80.82,96.45,0.22,82.42,71.48,A,27.2,No,Yes,High School,Medium,9,6.6 +S5424,Maria,Davis,student4424@university.com,Female,20,CS,50.51,91.17,45.75,53.28,66.12,4.12,72.49,81.53,F,6.3,Yes,Yes,Bachelor's,High,7,5.0 +S5425,Ahmed,Smith,student4425@university.com,Female,24,CS,84.78,68.9,44.48,,85.34,7.83,83.97,52.38,C,19.3,No,Yes,,Medium,3,7.6 +S5426,Omar,Brown,student4426@university.com,Female,18,CS,81.02,67.2,45.3,70.32,97.73,4.71,83.33,81.86,F,17.6,No,Yes,PhD,Medium,10,4.9 +S5427,Emma,Smith,student4427@university.com,Male,20,CS,82.25,87.1,74.38,76.67,75.43,8.75,60.9,54.86,F,24.3,No,Yes,Bachelor's,Low,10,5.0 +S5428,Omar,Williams,student4428@university.com,Male,24,Business,68.72,45.59,63.86,74.32,75.38,6.45,75.38,85.7,F,9.9,No,Yes,None,Medium,3,7.4 +S5429,Ali,Smith,student4429@university.com,Female,18,CS,60.41,92.95,57.62,85.91,55.86,7.66,60.41,78.69,A,22.4,Yes,Yes,Master's,Medium,2,8.3 +S5430,John,Smith,student4430@university.com,Female,19,Business,86.02,80.25,58.95,73.67,69.51,8.04,94.96,65.02,A,23.5,Yes,Yes,Master's,Medium,7,7.3 +S5431,Maria,Johnson,student4431@university.com,Male,24,CS,,92.52,52.44,,92.62,6.9,66.16,68.54,C,5.7,No,Yes,PhD,Low,8,6.4 +S5432,Omar,Smith,student4432@university.com,Male,21,CS,56.93,99.67,64.69,69.02,56.76,7.49,90.27,54.5,F,15.8,Yes,Yes,PhD,Low,1,7.5 +S5433,Ali,Jones,student4433@university.com,Female,21,Mathematics,74.34,71.08,52.18,76.27,95.88,6.95,68.86,66.14,C,29.5,Yes,Yes,None,Low,7,6.3 +S5434,Maria,Brown,student4434@university.com,Female,21,CS,62.44,45.6,81.88,50.16,83.37,5.5,88.19,98.34,F,12.5,No,Yes,,Medium,2,7.3 +S5435,John,Johnson,student4435@university.com,Female,23,CS,,49.99,47.44,65.52,71.05,5.67,61.05,74.31,C,27.1,No,Yes,PhD,High,7,7.9 +S5436,Omar,Brown,student4436@university.com,Female,21,CS,86.72,59.42,96.89,,77.32,1.9,88.19,73.71,A,19.7,No,Yes,,Medium,6,4.1 +S5437,Maria,Brown,student4437@university.com,Male,22,CS,76.9,46.21,45.39,66.68,57.52,8.27,58.98,81.46,D,12.4,No,Yes,Bachelor's,Medium,9,5.1 +S5438,Emma,Williams,student4438@university.com,Male,18,Engineering,60.81,88.92,96.61,62.66,60.87,3.12,74.54,74.22,A,25.9,No,Yes,,High,7,7.5 +S5439,Liam,Williams,student4439@university.com,Male,21,CS,65.5,57.81,90.0,77.18,64.32,5.36,55.68,67.78,F,29.8,No,Yes,High School,Medium,9,6.0 +S5440,Emma,Johnson,student4440@university.com,Male,24,Engineering,98.33,98.55,80.84,,69.24,2.5,76.39,56.98,A,23.6,No,Yes,PhD,Low,5,6.6 +S5441,Ahmed,Davis,student4441@university.com,Female,22,Business,92.43,82.16,94.74,76.58,95.78,6.96,91.04,81.52,A,6.5,Yes,No,Bachelor's,Medium,6,7.4 +S5442,Ahmed,Williams,student4442@university.com,Male,22,Engineering,94.0,50.41,48.35,65.18,68.38,9.75,87.78,87.45,A,6.3,No,Yes,,Medium,6,6.6 +S5443,Maria,Williams,student4443@university.com,Female,22,CS,73.0,68.56,50.58,69.16,76.19,8.02,52.54,96.16,D,17.3,No,Yes,Master's,High,3,8.2 +S5444,Liam,Williams,student4444@university.com,Male,20,Engineering,81.19,68.01,55.13,89.57,58.1,6.19,74.61,50.15,C,5.2,No,No,PhD,High,3,5.9 +S5445,Ali,Brown,student4445@university.com,Male,24,CS,68.84,69.55,54.69,,86.8,5.68,92.61,53.33,F,21.9,No,Yes,Master's,High,1,7.5 +S5446,Emma,Johnson,student4446@university.com,Male,20,Engineering,53.89,72.14,58.65,72.31,78.01,4.9,82.51,94.97,F,5.4,Yes,No,,Low,4,6.1 +S5447,Ali,Brown,student4447@university.com,Female,22,Engineering,70.05,41.87,74.54,78.88,72.0,2.05,52.96,81.56,C,29.3,No,Yes,Master's,Low,3,6.6 +S5448,Liam,Jones,student4448@university.com,Male,23,CS,79.7,81.18,41.69,88.34,97.36,3.48,66.28,97.9,B,27.0,Yes,No,PhD,Medium,7,4.6 +S5449,Ali,Brown,student4449@university.com,Female,21,Business,64.36,69.23,62.94,87.29,94.53,4.06,77.83,71.54,B,25.4,No,Yes,,Low,6,8.2 +S5450,Liam,Jones,student4450@university.com,Female,18,Mathematics,92.4,87.46,54.78,59.27,82.98,9.45,58.63,70.83,B,25.3,No,Yes,High School,Medium,9,5.6 +S5451,Maria,Smith,student4451@university.com,Male,24,Business,57.56,88.92,76.4,,96.09,4.26,84.1,67.21,C,25.9,No,Yes,Bachelor's,Medium,10,5.5 +S5452,Ali,Smith,student4452@university.com,Female,23,CS,68.36,53.83,99.11,67.41,78.24,5.86,81.74,57.14,C,15.9,No,Yes,High School,Medium,3,4.4 +S5453,Emma,Jones,student4453@university.com,Male,19,Engineering,56.25,42.91,71.06,59.38,91.35,9.22,60.12,68.93,C,24.8,No,Yes,Bachelor's,Medium,6,6.5 +S5454,John,Jones,student4454@university.com,Female,20,Mathematics,70.24,82.19,65.54,50.61,70.47,5.18,77.52,50.73,C,14.2,Yes,Yes,High School,Medium,9,6.1 +S5455,Ahmed,Brown,student4455@university.com,Male,21,CS,51.98,98.67,62.09,58.7,54.34,2.51,90.59,75.47,C,26.2,Yes,Yes,PhD,Medium,10,4.5 +S5456,John,Jones,student4456@university.com,Female,21,Business,63.63,66.8,87.1,90.41,99.71,3.81,68.74,92.36,B,20.4,No,Yes,PhD,Medium,3,7.8 +S5457,Ali,Johnson,student4457@university.com,Female,19,CS,70.04,55.58,44.32,77.3,58.28,3.76,62.35,66.06,D,14.0,No,Yes,Master's,High,9,4.3 +S5458,John,Smith,student4458@university.com,Male,19,CS,,49.4,97.59,67.08,62.58,7.15,85.06,54.73,C,23.6,Yes,Yes,Bachelor's,High,3,4.7 +S5459,Emma,Smith,student4459@university.com,Male,24,Business,77.18,57.25,65.08,80.42,58.16,2.96,53.54,98.69,B,11.1,No,Yes,None,Low,1,6.3 +S5460,Emma,Davis,student4460@university.com,Male,21,Business,63.75,59.68,58.82,,66.87,7.3,91.63,56.45,A,29.1,No,Yes,PhD,High,3,5.8 +S5461,Ali,Jones,student4461@university.com,Male,19,Business,76.15,65.43,98.44,67.72,64.46,8.89,97.17,76.43,B,21.6,Yes,Yes,Bachelor's,Low,5,5.4 +S5462,Maria,Williams,student4462@university.com,Female,21,Mathematics,75.45,79.32,96.15,73.3,80.06,3.36,98.24,90.46,F,15.0,Yes,Yes,PhD,Medium,8,6.8 +S5463,John,Williams,student4463@university.com,Female,23,CS,65.81,56.39,78.52,53.21,99.82,1.35,71.63,62.62,C,18.8,No,Yes,None,High,1,6.6 +S5464,Maria,Jones,student4464@university.com,Female,24,CS,91.51,43.06,41.11,79.85,52.63,6.39,81.16,92.07,B,23.4,Yes,Yes,Bachelor's,Medium,4,6.2 +S5465,Maria,Johnson,student4465@university.com,Female,19,Mathematics,77.28,62.4,84.91,67.82,88.92,3.61,92.87,77.85,B,24.9,Yes,Yes,Master's,Low,10,7.9 +S5466,Liam,Williams,student4466@university.com,Male,23,CS,66.61,91.34,60.13,71.68,56.4,5.34,61.17,66.6,B,29.4,No,Yes,Bachelor's,Medium,8,6.5 +S5467,Sara,Davis,student4467@university.com,Female,23,Engineering,97.37,69.9,63.3,71.13,50.99,6.34,51.39,93.28,A,10.2,No,Yes,,High,6,8.9 +S5468,Ali,Jones,student4468@university.com,Male,19,Engineering,92.26,97.89,49.52,81.62,81.93,4.08,69.23,81.1,A,17.6,No,Yes,,Medium,4,8.0 +S5469,Ahmed,Johnson,student4469@university.com,Female,24,CS,99.13,70.22,71.41,78.62,93.67,9.25,94.22,80.77,A,7.3,No,Yes,PhD,High,3,4.5 +S5470,Emma,Johnson,student4470@university.com,Male,21,CS,84.61,56.55,84.67,71.11,58.81,4.0,75.25,75.2,B,7.1,No,Yes,Master's,Medium,1,5.4 +S5471,Emma,Brown,student4471@university.com,Male,22,Engineering,68.91,51.6,56.38,50.85,67.08,3.07,76.51,63.74,D,7.6,Yes,Yes,PhD,High,10,6.7 +S5472,Ali,Johnson,student4472@university.com,Male,21,Business,64.04,81.67,96.32,81.05,58.44,8.86,84.57,65.24,C,11.5,No,Yes,None,Low,8,6.3 +S5473,Liam,Williams,student4473@university.com,Male,18,Business,83.17,72.18,51.68,93.98,95.33,1.36,78.73,54.4,B,22.4,No,Yes,,Medium,2,4.2 +S5474,Omar,Williams,student4474@university.com,Male,19,Engineering,99.04,76.24,43.98,88.48,63.52,1.24,52.72,62.19,B,26.5,No,Yes,High School,Low,7,6.6 +S5475,Omar,Jones,student4475@university.com,Female,20,Engineering,81.34,85.31,78.66,99.08,72.24,9.36,78.04,63.89,B,15.9,No,Yes,None,Medium,3,7.0 +S5476,Omar,Jones,student4476@university.com,Male,24,CS,94.08,83.55,90.96,56.95,94.74,2.09,82.4,52.94,A,18.9,Yes,Yes,PhD,Low,5,6.3 +S5477,Liam,Johnson,student4477@university.com,Female,19,CS,66.46,42.6,97.19,61.13,77.64,1.48,82.08,55.52,B,10.2,Yes,Yes,Master's,Low,6,8.3 +S5478,Ahmed,Davis,student4478@university.com,Female,18,Engineering,,88.15,86.03,76.96,96.64,5.35,86.42,63.51,A,24.8,No,Yes,PhD,High,3,6.8 +S5479,Emma,Smith,student4479@university.com,Male,23,CS,95.31,71.96,51.98,61.79,96.32,0.47,76.0,83.86,B,27.2,No,Yes,,Medium,6,7.9 +S5480,Ali,Brown,student4480@university.com,Female,20,CS,87.84,63.5,98.66,51.73,73.08,6.2,95.0,59.21,A,17.1,No,Yes,,Low,7,6.9 +S5481,Liam,Smith,student4481@university.com,Female,20,Engineering,,72.25,95.17,70.11,79.12,4.53,73.21,76.09,C,9.0,No,No,Bachelor's,Medium,10,8.5 +S5482,Emma,Johnson,student4482@university.com,Female,21,Engineering,88.74,76.75,49.79,64.38,61.52,6.4,75.91,75.4,B,5.1,No,Yes,High School,Medium,7,5.1 +S5483,Maria,Johnson,student4483@university.com,Male,22,CS,72.43,48.97,73.53,63.19,99.53,2.84,89.02,91.7,F,18.4,Yes,Yes,,Medium,2,8.2 +S5484,John,Smith,student4484@university.com,Male,21,Engineering,76.55,65.04,73.33,97.66,63.92,9.05,91.66,80.46,F,17.4,Yes,Yes,,Medium,2,6.2 +S5485,John,Brown,student4485@university.com,Male,24,Engineering,95.03,60.14,66.55,61.92,89.17,2.71,82.42,95.85,A,28.1,No,No,PhD,Medium,3,7.5 +S5486,Liam,Smith,student4486@university.com,Male,20,CS,77.58,61.02,99.06,56.47,65.65,6.38,56.32,81.41,C,5.9,No,Yes,Bachelor's,Low,7,6.8 +S5487,Emma,Jones,student4487@university.com,Female,20,Mathematics,62.77,45.48,43.58,56.27,65.65,9.45,66.6,51.28,C,8.7,Yes,Yes,High School,Medium,1,4.5 +S5488,Sara,Williams,student4488@university.com,Female,22,CS,71.78,49.59,77.63,90.32,55.19,4.01,51.01,69.07,D,9.9,No,Yes,,Medium,8,6.2 +S5489,Ahmed,Davis,student4489@university.com,Female,24,Business,,49.71,52.32,85.74,77.99,1.61,64.77,84.95,A,18.7,No,Yes,,Medium,4,7.4 +S5490,Omar,Jones,student4490@university.com,Female,19,CS,54.84,62.39,71.64,56.47,62.24,0.68,78.51,73.76,D,12.1,Yes,Yes,None,High,6,8.5 +S5491,Ahmed,Williams,student4491@university.com,Female,22,Business,87.19,93.67,86.78,,57.42,9.63,90.26,70.97,A,10.1,No,Yes,,Medium,5,5.1 +S5492,Ahmed,Davis,student4492@university.com,Female,23,CS,55.47,52.36,54.8,87.37,61.33,7.64,79.28,83.58,D,17.9,No,Yes,PhD,Low,1,5.8 +S5493,Liam,Davis,student4493@university.com,Male,21,Business,,64.97,63.6,63.73,62.55,9.19,51.99,64.29,B,6.0,No,No,PhD,Low,5,5.8 +S5494,Maria,Davis,student4494@university.com,Female,19,CS,90.23,58.7,97.05,99.08,75.2,6.99,62.96,95.45,A,29.4,No,Yes,None,Medium,5,6.6 +S5495,Ahmed,Johnson,student4495@university.com,Female,21,Business,73.38,87.24,85.69,77.03,69.3,3.42,78.9,70.66,C,26.5,No,Yes,None,Medium,7,8.3 +S5496,John,Davis,student4496@university.com,Female,22,Engineering,92.1,43.01,74.36,59.6,53.77,1.23,85.45,81.56,A,11.8,No,Yes,Bachelor's,Low,9,6.0 +S5497,Maria,Brown,student4497@university.com,Male,19,CS,67.09,51.79,53.32,92.94,76.8,9.29,93.32,99.12,A,13.4,No,Yes,Master's,Medium,9,4.7 +S5498,Ali,Smith,student4498@university.com,Female,22,Business,97.88,52.64,65.52,65.97,89.39,4.9,98.38,89.27,A,11.1,No,Yes,High School,Low,1,6.5 +S5499,Ahmed,Brown,student4499@university.com,Female,23,CS,60.47,99.58,86.44,64.44,78.71,3.97,94.59,76.58,F,28.2,No,Yes,None,Low,5,4.2 +S5500,Ahmed,Smith,student4500@university.com,Male,18,Mathematics,51.91,74.25,89.23,66.37,98.73,5.78,73.37,92.97,F,21.3,No,Yes,Master's,Medium,4,5.7 +S5501,Ali,Jones,student4501@university.com,Female,20,CS,93.62,48.34,54.68,88.41,54.96,1.07,87.35,78.02,A,18.0,No,Yes,None,High,7,6.6 +S5502,Ahmed,Jones,student4502@university.com,Male,24,Engineering,87.61,56.33,79.72,58.66,91.06,3.09,62.03,72.08,A,17.7,Yes,Yes,None,Low,5,6.6 +S5503,Ali,Smith,student4503@university.com,Male,19,Business,61.6,50.07,45.7,69.09,75.28,6.38,53.19,93.67,F,9.1,Yes,Yes,Bachelor's,Low,2,8.1 +S5504,Maria,Brown,student4504@university.com,Female,20,CS,99.24,47.48,41.39,51.54,76.08,1.0,52.75,51.36,B,29.1,No,Yes,,Medium,4,8.0 +S5505,John,Smith,student4505@university.com,Female,18,CS,75.11,87.83,72.92,91.33,75.95,1.35,62.07,70.37,C,27.9,No,Yes,Master's,Low,10,5.4 +S5506,Ali,Davis,student4506@university.com,Male,19,Business,97.55,69.75,53.46,67.04,66.27,5.11,51.88,67.15,B,28.8,Yes,Yes,Bachelor's,Low,4,5.5 +S5507,Sara,Johnson,student4507@university.com,Female,20,Business,75.25,77.87,44.73,62.41,66.23,6.23,92.51,85.7,F,12.3,No,Yes,PhD,High,10,8.9 +S5508,Liam,Jones,student4508@university.com,Female,20,Mathematics,73.59,59.88,83.79,78.99,81.59,1.87,74.5,50.63,A,16.9,No,Yes,None,High,3,6.0 +S5509,Liam,Johnson,student4509@university.com,Male,19,CS,72.46,73.22,69.88,85.25,52.24,0.33,90.55,83.04,F,18.0,No,Yes,Bachelor's,Medium,5,4.7 +S5510,Ali,Davis,student4510@university.com,Male,20,Engineering,66.74,55.45,87.78,90.64,79.44,9.58,96.99,67.32,C,17.2,Yes,Yes,,Low,8,7.3 +S5511,Liam,Davis,student4511@university.com,Female,20,CS,76.69,58.48,79.84,67.39,86.23,0.27,99.7,54.89,A,5.5,No,Yes,PhD,Low,2,5.2 +S5512,Ahmed,Jones,student4512@university.com,Male,19,CS,72.63,79.13,83.79,90.62,67.82,0.02,96.86,99.02,B,25.8,Yes,Yes,Bachelor's,Medium,2,7.0 +S5513,Omar,Jones,student4513@university.com,Female,24,Business,51.84,49.02,58.44,73.24,60.87,3.23,85.83,60.61,D,23.7,No,Yes,High School,Medium,9,8.1 +S5514,Omar,Davis,student4514@university.com,Female,20,CS,63.02,77.03,55.8,55.06,60.67,2.22,72.1,67.46,F,16.9,No,No,,Medium,5,4.9 +S5515,Liam,Williams,student4515@university.com,Female,20,Engineering,60.66,91.13,76.05,92.32,54.09,5.74,79.9,60.35,F,11.7,No,Yes,None,Low,2,6.3 +S5516,Maria,Johnson,student4516@university.com,Female,24,Engineering,93.37,47.23,52.0,77.38,54.49,8.94,90.82,83.1,A,20.9,No,Yes,High School,Medium,2,5.9 +S5517,Emma,Johnson,student4517@university.com,Male,21,Business,79.94,93.85,88.92,80.12,58.33,4.81,94.88,89.13,D,8.5,No,Yes,Bachelor's,Low,3,9.0 +S5518,Maria,Williams,student4518@university.com,Female,23,Mathematics,88.18,44.77,71.38,96.87,50.96,7.73,97.82,93.03,B,29.9,No,Yes,PhD,High,9,7.6 +S5519,Emma,Brown,student4519@university.com,Male,21,Engineering,97.84,60.93,53.62,77.96,63.31,9.09,86.53,65.55,B,8.1,Yes,Yes,Master's,Medium,6,4.4 +S5520,Omar,Johnson,student4520@university.com,Female,18,Engineering,82.2,76.63,77.51,50.28,65.32,1.89,77.0,76.23,B,6.5,No,Yes,,Low,1,5.1 +S5521,Omar,Smith,student4521@university.com,Female,21,Business,99.13,73.56,96.7,,99.76,4.88,98.42,83.16,A,20.3,No,Yes,,High,10,4.8 +S5522,Ali,Davis,student4522@university.com,Male,21,Engineering,65.59,45.78,44.93,64.24,99.58,6.42,97.93,81.48,C,16.6,No,Yes,Bachelor's,High,3,4.1 +S5523,John,Davis,student4523@university.com,Female,18,CS,59.31,87.93,46.56,75.09,59.35,3.32,73.88,85.8,D,23.0,Yes,Yes,None,Medium,5,5.6 +S5524,Sara,Williams,student4524@university.com,Male,20,CS,70.17,98.39,90.63,60.24,60.65,7.4,82.43,88.49,C,8.2,Yes,Yes,None,Medium,4,5.6 +S5525,Maria,Johnson,student4525@university.com,Male,20,CS,73.54,50.87,46.58,64.85,74.6,7.05,90.46,54.87,D,14.1,No,Yes,PhD,Low,5,5.2 +S5526,Ahmed,Brown,student4526@university.com,Female,21,Engineering,94.77,93.71,42.36,84.33,57.44,4.21,71.65,58.42,A,17.5,No,Yes,PhD,Low,1,6.8 +S5527,Emma,Johnson,student4527@university.com,Female,18,Business,78.0,73.41,60.88,71.48,75.2,0.88,91.47,86.72,B,16.2,No,Yes,High School,Medium,1,5.1 +S5528,Liam,Davis,student4528@university.com,Female,20,CS,64.61,96.16,68.0,81.36,69.97,0.12,55.57,73.83,C,19.6,No,Yes,None,High,2,8.7 +S5529,Ahmed,Jones,student4529@university.com,Female,22,CS,,50.57,74.17,91.18,66.23,3.69,74.06,71.35,D,7.5,No,Yes,Master's,Medium,9,7.7 +S5530,John,Smith,student4530@university.com,Male,19,Mathematics,75.29,87.52,70.44,67.04,91.13,0.82,74.13,72.77,A,17.6,No,Yes,,Medium,3,4.6 +S5531,Emma,Williams,student4531@university.com,Female,19,Business,58.11,43.59,94.79,78.42,91.41,7.82,84.23,68.6,F,18.9,Yes,Yes,None,Medium,8,5.3 +S5532,Maria,Jones,student4532@university.com,Female,23,Engineering,78.84,92.99,86.12,88.88,99.39,3.34,55.82,79.55,C,27.0,No,Yes,Master's,High,10,8.9 +S5533,Ali,Brown,student4533@university.com,Female,19,CS,95.57,80.45,99.03,85.76,61.15,6.66,55.16,66.17,B,19.3,No,Yes,,Medium,3,5.0 +S5534,Ahmed,Jones,student4534@university.com,Female,21,CS,92.13,62.22,68.59,76.99,94.41,3.46,95.03,81.84,A,18.7,No,Yes,Bachelor's,Low,3,4.6 +S5535,John,Jones,student4535@university.com,Female,19,CS,79.34,51.43,45.06,69.17,76.89,7.96,65.19,60.13,C,25.3,No,Yes,Bachelor's,High,9,5.2 +S5536,Maria,Brown,student4536@university.com,Male,19,CS,68.85,88.99,97.33,70.38,79.57,8.88,66.35,87.88,B,6.6,No,No,None,Low,9,7.6 +S5537,Omar,Jones,student4537@university.com,Female,22,CS,54.35,76.19,40.25,71.66,94.81,8.38,88.84,89.08,C,21.2,No,Yes,,Medium,2,6.6 +S5538,Omar,Williams,student4538@university.com,Male,20,Engineering,73.48,61.62,86.57,67.44,97.13,4.84,70.75,78.93,A,25.3,Yes,Yes,Master's,High,8,4.3 +S5539,Maria,Davis,student4539@university.com,Female,22,CS,87.6,66.63,41.88,84.95,86.34,0.84,91.65,68.47,B,7.4,No,Yes,,Medium,9,5.8 +S5540,Maria,Johnson,student4540@university.com,Female,21,CS,68.01,89.59,85.67,56.27,67.39,3.72,70.07,50.72,F,25.3,No,No,PhD,Medium,7,4.4 +S5541,Maria,Jones,student4541@university.com,Female,19,CS,,60.34,96.28,,74.48,4.24,88.03,56.08,B,24.7,Yes,Yes,,Low,8,5.5 +S5542,Emma,Williams,student4542@university.com,Male,24,Engineering,96.57,45.38,63.36,88.95,80.75,9.6,76.27,53.98,A,5.0,No,Yes,,Medium,1,4.9 +S5543,Maria,Johnson,student4543@university.com,Female,20,Engineering,91.08,94.68,54.46,64.91,91.43,5.65,96.79,50.51,A,11.2,Yes,Yes,PhD,High,2,5.1 +S5544,Ahmed,Johnson,student4544@university.com,Male,23,Engineering,,63.24,53.58,52.13,82.9,6.41,66.37,86.11,D,8.8,Yes,Yes,None,Low,8,7.9 +S5545,John,Jones,student4545@university.com,Male,23,CS,56.84,60.9,69.5,85.57,68.27,7.82,68.13,97.8,F,17.8,No,Yes,High School,Low,3,7.9 +S5546,Emma,Williams,student4546@university.com,Female,19,CS,57.25,52.26,50.25,86.72,70.89,5.68,98.5,50.56,F,27.9,Yes,Yes,PhD,Low,7,7.7 +S5547,Maria,Davis,student4547@university.com,Male,19,CS,55.16,93.85,80.38,98.18,52.52,5.98,86.88,55.63,F,20.1,No,Yes,Bachelor's,Low,7,7.4 +S5548,Sara,Jones,student4548@university.com,Female,23,CS,80.81,53.05,62.1,62.69,96.21,2.45,88.63,93.03,D,20.0,Yes,Yes,Bachelor's,Medium,8,5.2 +S5549,Liam,Brown,student4549@university.com,Female,23,Business,55.78,78.2,59.39,54.14,54.41,0.59,64.8,84.43,C,8.1,No,Yes,High School,Low,8,6.2 +S5550,Sara,Johnson,student4550@university.com,Male,24,Mathematics,92.13,92.85,67.68,95.76,79.0,7.21,76.6,70.24,B,21.7,No,Yes,,Medium,8,6.3 +S5551,John,Jones,student4551@university.com,Female,21,Engineering,99.65,42.09,72.56,62.93,93.58,8.49,65.68,99.64,B,27.2,No,Yes,PhD,Medium,5,6.7 +S5552,Omar,Johnson,student4552@university.com,Female,19,Mathematics,68.32,89.73,48.52,86.08,71.04,4.12,62.99,78.68,F,15.7,No,Yes,Master's,Medium,1,8.3 +S5553,Ali,Williams,student4553@university.com,Male,23,Engineering,72.68,64.64,82.47,53.03,90.01,5.49,76.76,83.48,A,22.0,No,Yes,None,Low,9,8.4 +S5554,Ali,Smith,student4554@university.com,Male,24,CS,85.58,79.48,92.98,88.03,90.19,3.07,99.39,82.66,A,12.4,No,Yes,PhD,Medium,9,5.1 +S5555,Liam,Jones,student4555@university.com,Male,18,Mathematics,96.86,62.34,56.68,56.35,52.99,4.5,60.73,61.14,A,11.7,No,Yes,Master's,Medium,6,6.2 +S5556,Omar,Davis,student4556@university.com,Male,23,CS,94.7,81.73,50.82,84.78,70.61,2.09,62.13,74.41,A,9.6,No,Yes,High School,Medium,9,4.7 +S5557,Emma,Jones,student4557@university.com,Male,20,Engineering,52.88,55.26,85.63,76.62,84.55,7.6,62.16,60.82,F,11.0,Yes,Yes,High School,High,7,7.2 +S5558,Emma,Johnson,student4558@university.com,Male,20,CS,,41.32,51.01,,71.12,4.92,89.59,75.47,B,13.6,No,Yes,High School,High,4,6.9 +S5559,Emma,Williams,student4559@university.com,Female,18,CS,87.73,96.87,42.48,51.85,77.26,5.47,75.52,51.54,A,19.2,No,Yes,,High,10,8.3 +S5560,Ali,Brown,student4560@university.com,Male,21,Engineering,84.44,40.98,77.15,64.6,79.72,0.37,69.24,69.1,A,24.5,Yes,No,Bachelor's,High,10,6.6 +S5561,Sara,Davis,student4561@university.com,Male,19,Engineering,56.66,89.45,54.39,53.48,57.56,6.22,92.19,68.61,D,12.2,Yes,Yes,High School,Low,4,7.9 +S5562,Ali,Williams,student4562@university.com,Female,19,CS,75.1,50.15,50.31,93.96,70.6,2.03,64.87,64.58,B,9.2,No,Yes,Master's,Medium,1,5.6 +S5563,Ahmed,Jones,student4563@university.com,Female,23,CS,89.04,63.53,98.9,79.7,51.42,3.83,69.61,53.96,A,16.2,No,Yes,Master's,Low,9,7.5 +S5564,Maria,Brown,student4564@university.com,Male,20,CS,60.94,89.35,57.51,76.75,57.48,4.13,53.68,88.55,B,24.7,No,Yes,None,High,6,4.2 +S5565,Emma,Williams,student4565@university.com,Male,21,Mathematics,,52.36,94.21,56.57,75.61,4.49,55.95,71.02,D,14.7,No,Yes,High School,High,7,4.8 +S5566,Sara,Smith,student4566@university.com,Female,21,Business,52.65,91.94,50.69,74.45,78.68,2.27,56.84,90.7,F,27.8,No,Yes,Bachelor's,Low,2,6.2 +S5567,John,Davis,student4567@university.com,Male,21,Engineering,89.11,69.87,89.14,69.94,57.31,8.5,67.35,91.79,A,11.2,No,Yes,,Medium,3,8.4 +S5568,Liam,Johnson,student4568@university.com,Male,23,CS,80.79,61.97,70.12,65.79,87.78,4.28,76.2,60.68,A,24.0,No,Yes,Bachelor's,High,4,8.4 +S5569,John,Williams,student4569@university.com,Female,19,Business,65.76,79.75,44.72,88.61,68.65,6.12,50.04,71.07,C,16.7,No,Yes,Bachelor's,Medium,3,7.0 +S5570,Maria,Williams,student4570@university.com,Male,21,CS,86.05,60.48,84.02,53.06,96.03,6.14,59.5,86.05,A,7.7,No,No,,Medium,10,4.6 +S5571,Sara,Smith,student4571@university.com,Female,23,CS,89.12,60.84,93.52,82.33,69.38,6.07,58.78,74.97,B,12.0,No,Yes,,Low,9,7.4 +S5572,Ali,Jones,student4572@university.com,Male,23,CS,96.69,84.01,49.78,91.15,57.49,5.59,62.67,92.75,A,26.5,Yes,Yes,,Medium,8,4.9 +S5573,Ali,Davis,student4573@university.com,Female,18,Business,68.39,58.59,83.54,95.37,87.9,8.23,58.3,78.58,F,5.1,No,Yes,Bachelor's,Low,2,5.8 +S5574,Ahmed,Davis,student4574@university.com,Female,22,CS,84.3,52.05,66.7,87.3,78.39,8.13,59.76,81.48,D,23.9,No,Yes,Bachelor's,Medium,9,5.6 +S5575,Ahmed,Johnson,student4575@university.com,Female,21,CS,80.13,88.46,85.23,64.12,69.33,4.17,99.19,89.35,B,25.3,Yes,Yes,,High,8,8.4 +S5576,Ali,Williams,student4576@university.com,Male,22,Engineering,76.26,88.32,82.84,80.03,67.8,6.36,79.74,56.11,C,8.0,No,Yes,Master's,Medium,4,7.5 +S5577,John,Brown,student4577@university.com,Female,19,CS,94.52,69.86,41.6,57.07,57.54,1.03,88.13,79.21,A,29.1,No,Yes,Master's,Medium,3,4.4 +S5578,Liam,Williams,student4578@university.com,Male,23,Engineering,50.16,71.6,50.72,55.85,67.04,0.91,90.97,54.27,F,26.8,No,Yes,Bachelor's,Medium,4,8.2 +S5579,Emma,Johnson,student4579@university.com,Female,24,Engineering,64.11,81.76,68.26,81.93,51.47,4.8,83.38,63.03,F,9.5,Yes,Yes,,Low,2,6.2 +S5580,John,Williams,student4580@university.com,Female,21,Engineering,76.91,70.56,96.02,92.56,75.12,9.0,85.2,60.63,B,11.0,No,Yes,,High,8,7.8 +S5581,Liam,Smith,student4581@university.com,Female,24,CS,58.91,65.02,60.52,53.36,94.84,6.5,81.61,78.35,F,25.5,No,Yes,Master's,Low,6,7.9 +S5582,Ahmed,Williams,student4582@university.com,Male,20,CS,95.39,99.69,77.73,55.3,89.77,6.69,82.47,92.2,B,18.7,No,Yes,PhD,Low,10,9.0 +S5583,Maria,Williams,student4583@university.com,Male,19,Business,82.38,48.86,40.73,78.28,51.43,1.58,96.42,56.64,D,28.1,No,Yes,None,High,1,5.7 +S5584,Liam,Brown,student4584@university.com,Female,18,Business,73.89,75.56,82.67,60.91,94.06,4.53,59.29,88.42,F,29.5,No,No,Bachelor's,Medium,7,8.3 +S5585,Ali,Smith,student4585@university.com,Male,18,CS,90.74,93.15,76.18,80.59,72.62,4.01,63.74,57.15,A,13.6,No,Yes,PhD,Low,4,5.4 +S5586,Ahmed,Smith,student4586@university.com,Male,22,CS,72.54,81.23,82.92,60.73,59.54,7.83,54.66,59.48,F,7.4,No,No,High School,Low,4,9.0 +S5587,Ahmed,Williams,student4587@university.com,Male,23,CS,77.93,92.86,94.28,55.82,87.62,1.38,91.87,95.85,F,22.6,No,Yes,Bachelor's,Low,5,6.1 +S5588,Emma,Davis,student4588@university.com,Female,22,Engineering,50.14,60.18,48.79,77.28,66.14,5.39,72.44,50.49,F,28.1,Yes,Yes,High School,High,8,7.3 +S5589,Ali,Brown,student4589@university.com,Male,20,Business,68.29,56.32,55.7,93.11,62.67,9.11,95.36,59.86,A,9.1,No,Yes,None,Low,10,9.0 +S5590,Emma,Williams,student4590@university.com,Female,20,CS,56.94,91.08,99.75,84.26,58.07,8.92,70.58,60.78,C,29.6,Yes,Yes,PhD,High,2,5.0 +S5591,Ali,Williams,student4591@university.com,Female,18,Engineering,84.48,63.65,49.38,90.94,74.33,8.52,72.13,64.09,B,9.9,No,Yes,PhD,Low,7,7.1 +S5592,Emma,Johnson,student4592@university.com,Female,24,Business,73.95,82.58,83.24,63.32,54.67,3.75,72.42,68.17,B,7.2,Yes,No,None,Medium,9,9.0 +S5593,Liam,Johnson,student4593@university.com,Male,21,Mathematics,65.09,48.86,83.5,94.3,89.28,9.41,80.62,55.16,D,17.4,No,Yes,,Medium,8,8.7 +S5594,John,Davis,student4594@university.com,Female,18,CS,73.39,85.35,80.98,68.85,73.53,8.05,88.31,73.42,A,25.1,No,Yes,Bachelor's,Low,10,5.1 +S5595,Maria,Brown,student4595@university.com,Male,18,CS,60.48,72.94,53.65,92.62,72.35,8.51,67.56,69.97,F,13.9,No,Yes,None,Low,10,4.5 +S5596,Maria,Jones,student4596@university.com,Male,24,CS,96.25,56.12,52.91,73.56,50.09,9.32,81.51,81.25,A,13.3,Yes,Yes,,Low,2,6.1 +S5597,Ali,Johnson,student4597@university.com,Female,24,Business,52.7,69.67,79.98,63.39,90.89,9.37,60.2,93.38,D,9.9,No,Yes,High School,Medium,4,7.8 +S5598,Sara,Jones,student4598@university.com,Female,20,Business,93.27,81.82,51.18,,74.64,2.4,77.7,64.89,A,29.7,Yes,No,None,High,1,7.9 +S5599,Omar,Smith,student4599@university.com,Female,24,Engineering,,40.71,79.69,78.38,71.99,1.28,77.33,77.32,F,13.5,No,Yes,Master's,High,4,7.0 +S5600,Ahmed,Johnson,student4600@university.com,Male,22,CS,80.95,78.25,69.55,53.95,88.07,6.91,94.44,68.57,F,21.7,No,Yes,PhD,Low,5,7.1 +S5601,Ahmed,Johnson,student4601@university.com,Male,20,CS,,72.5,63.2,96.5,53.14,5.63,94.79,52.01,D,8.3,Yes,Yes,,High,6,4.6 +S5602,Ali,Brown,student4602@university.com,Female,24,CS,98.33,53.22,58.01,63.57,68.33,3.27,74.36,91.05,A,16.2,No,Yes,,Low,2,6.2 +S5603,Liam,Davis,student4603@university.com,Female,23,Engineering,,85.18,96.85,66.78,78.79,6.84,51.23,81.71,B,24.9,Yes,Yes,High School,High,5,6.9 +S5604,Emma,Jones,student4604@university.com,Male,20,CS,79.44,58.21,70.49,61.67,73.03,0.62,92.23,50.11,C,29.3,Yes,Yes,Bachelor's,Medium,5,7.4 +S5605,Sara,Johnson,student4605@university.com,Male,20,CS,,56.61,73.68,50.15,59.08,0.47,50.03,62.48,F,9.4,No,Yes,,High,4,4.5 +S5606,John,Johnson,student4606@university.com,Female,18,Business,94.05,68.27,96.96,,64.96,3.54,73.91,65.45,A,7.4,No,Yes,,Medium,8,7.5 +S5607,Emma,Brown,student4607@university.com,Male,21,CS,,80.57,79.23,79.53,65.01,1.94,50.99,90.58,B,29.7,Yes,Yes,High School,Medium,10,8.7 +S5608,Emma,Brown,student4608@university.com,Male,18,Engineering,99.52,95.73,97.47,,99.6,7.19,67.63,88.04,B,18.9,No,Yes,Master's,Medium,7,7.9 +S5609,Ali,Davis,student4609@university.com,Male,19,CS,85.07,48.48,46.38,52.05,66.31,9.48,81.84,69.81,A,13.6,No,Yes,High School,Medium,2,7.1 +S5610,Ali,Jones,student4610@university.com,Male,20,Business,60.44,63.79,90.8,96.43,60.26,6.62,68.56,57.87,D,29.0,No,Yes,None,High,8,4.5 +S5611,Liam,Smith,student4611@university.com,Male,24,Engineering,70.28,44.02,60.12,,91.13,6.55,96.34,69.3,F,14.8,No,No,Bachelor's,Low,8,8.0 +S5612,Ahmed,Davis,student4612@university.com,Male,24,Mathematics,66.72,85.51,88.63,95.65,71.06,0.07,82.04,90.51,B,10.8,Yes,Yes,None,High,5,7.3 +S5613,Ali,Smith,student4613@university.com,Female,24,Engineering,,66.86,91.34,55.36,72.19,5.12,82.32,72.62,B,25.1,No,Yes,,High,7,6.7 +S5614,Ali,Williams,student4614@university.com,Male,20,Mathematics,88.02,82.42,56.29,87.2,77.44,8.17,68.72,55.79,A,12.8,No,Yes,None,Medium,4,8.0 +S5615,Ali,Johnson,student4615@university.com,Female,24,Business,79.21,59.33,64.53,,79.78,6.54,51.93,51.93,F,13.0,No,Yes,,Low,5,7.4 +S5616,Liam,Jones,student4616@university.com,Female,19,Engineering,51.9,90.66,83.56,67.91,79.53,2.28,86.91,66.67,F,16.1,No,Yes,Bachelor's,Low,3,6.3 +S5617,Ahmed,Davis,student4617@university.com,Male,20,Mathematics,93.87,72.09,45.94,53.96,51.72,8.48,85.81,57.42,A,22.3,No,Yes,,High,4,5.2 +S5618,John,Johnson,student4618@university.com,Female,24,CS,64.84,96.62,85.33,80.24,90.94,9.64,76.51,87.25,D,26.0,Yes,Yes,Bachelor's,Medium,4,6.5 +S5619,John,Jones,student4619@university.com,Female,20,CS,99.85,44.73,46.63,51.32,59.74,2.79,70.81,63.94,A,10.7,Yes,Yes,Master's,High,7,4.8 +S5620,Omar,Jones,student4620@university.com,Female,23,CS,97.71,70.86,94.87,75.06,64.62,2.07,76.92,93.87,A,14.1,No,Yes,,Low,10,4.3 +S5621,Omar,Jones,student4621@university.com,Male,20,Engineering,97.03,85.99,56.58,80.21,58.67,3.39,87.34,80.87,A,17.4,No,Yes,Bachelor's,High,10,5.2 +S5622,Ali,Johnson,student4622@university.com,Female,19,Business,90.56,76.01,74.54,86.63,88.35,0.63,85.64,69.68,A,5.6,No,Yes,High School,High,10,5.8 +S5623,Omar,Davis,student4623@university.com,Male,18,Business,61.03,41.39,47.03,99.57,79.18,8.73,82.91,80.5,F,22.4,No,Yes,Bachelor's,High,1,7.2 +S5624,Ahmed,Brown,student4624@university.com,Female,20,CS,76.63,98.34,56.17,63.0,87.76,9.29,95.19,64.76,B,19.1,Yes,Yes,PhD,Low,7,6.5 +S5625,Liam,Johnson,student4625@university.com,Female,21,Engineering,61.22,57.9,64.24,66.12,82.67,6.33,80.49,57.07,D,8.3,No,Yes,Master's,Medium,5,7.7 +S5626,John,Jones,student4626@university.com,Female,19,CS,62.98,54.96,69.22,67.06,55.21,7.64,50.73,98.21,C,8.3,No,Yes,Master's,Low,8,7.7 +S5627,Emma,Davis,student4627@university.com,Female,22,Engineering,80.55,69.14,40.0,86.58,65.07,6.69,80.9,78.16,A,27.4,No,Yes,Bachelor's,Medium,8,7.5 +S5628,John,Williams,student4628@university.com,Male,23,CS,52.04,72.53,93.32,96.59,75.36,3.77,80.63,50.37,F,22.1,No,Yes,High School,Medium,6,6.7 +S5629,John,Smith,student4629@university.com,Female,19,Mathematics,98.47,85.98,40.46,98.72,65.25,6.32,53.48,65.52,B,14.7,Yes,Yes,Bachelor's,Low,3,7.3 +S5630,Ahmed,Jones,student4630@university.com,Female,18,CS,95.93,63.6,86.42,97.29,60.37,8.36,71.39,57.98,A,13.5,Yes,Yes,PhD,Low,2,8.9 +S5631,Omar,Williams,student4631@university.com,Male,24,CS,69.04,66.4,68.23,93.97,93.49,8.1,82.55,62.91,C,12.9,No,No,PhD,Medium,9,7.5 +S5632,Emma,Brown,student4632@university.com,Male,24,Business,75.77,72.1,71.43,99.55,87.39,0.81,85.23,52.79,C,21.4,Yes,No,None,Low,8,7.7 +S5633,Ahmed,Jones,student4633@university.com,Male,19,Engineering,73.31,63.66,52.5,68.8,67.26,4.63,94.65,62.25,B,9.5,No,Yes,,Medium,10,5.5 +S5634,Ali,Williams,student4634@university.com,Female,22,CS,94.11,94.87,76.44,97.42,88.25,3.97,92.07,84.15,A,29.7,Yes,Yes,Master's,Medium,5,6.4 +S5635,Liam,Jones,student4635@university.com,Male,24,Engineering,,91.08,72.23,88.05,81.38,7.52,55.83,91.03,C,22.2,Yes,Yes,PhD,Medium,10,6.2 +S5636,Maria,Johnson,student4636@university.com,Male,23,CS,63.91,67.3,49.85,58.42,50.19,5.01,80.44,67.37,B,8.2,Yes,Yes,PhD,Low,3,5.8 +S5637,John,Davis,student4637@university.com,Male,21,Mathematics,72.34,40.01,54.29,52.27,69.01,3.5,79.82,76.12,D,8.5,Yes,Yes,High School,Medium,7,6.3 +S5638,Maria,Williams,student4638@university.com,Male,22,Engineering,71.45,94.06,44.01,60.72,64.52,7.06,65.19,52.09,F,21.2,No,Yes,Bachelor's,Low,2,7.0 +S5639,Liam,Davis,student4639@university.com,Male,19,CS,97.97,47.46,43.98,88.94,60.9,4.74,59.21,54.54,B,14.6,No,No,,Low,5,7.1 +S5640,Liam,Johnson,student4640@university.com,Male,22,Engineering,,54.67,40.83,81.58,62.58,2.57,59.98,77.6,C,21.5,Yes,Yes,PhD,Medium,4,8.2 +S5641,Ahmed,Johnson,student4641@university.com,Female,24,CS,,49.14,53.23,61.22,97.12,8.9,58.88,92.03,A,23.1,No,Yes,None,Medium,5,7.3 +S5642,Ahmed,Davis,student4642@university.com,Male,24,Business,94.03,50.79,80.78,87.1,74.32,1.13,90.31,54.4,A,18.4,No,Yes,Master's,Low,10,8.3 +S5643,Ahmed,Williams,student4643@university.com,Female,19,Mathematics,94.83,88.17,58.97,57.07,92.39,0.18,57.42,70.93,A,11.4,No,Yes,None,Low,5,7.3 +S5644,Maria,Davis,student4644@university.com,Male,24,Business,93.59,74.77,60.56,91.09,60.71,1.44,63.22,98.52,A,18.8,No,Yes,PhD,Low,1,5.8 +S5645,Ahmed,Davis,student4645@university.com,Male,24,CS,75.55,97.37,47.91,,58.72,1.64,60.89,86.94,F,15.5,No,Yes,Bachelor's,Medium,10,7.2 +S5646,Liam,Smith,student4646@university.com,Male,21,CS,82.99,53.89,74.53,98.63,94.44,5.38,85.64,59.88,F,27.3,Yes,Yes,PhD,Medium,8,7.6 +S5647,Ali,Williams,student4647@university.com,Female,21,CS,78.17,69.14,60.53,57.51,74.79,6.25,57.92,64.26,A,23.5,Yes,Yes,,High,2,7.4 +S5648,Ahmed,Smith,student4648@university.com,Male,18,Engineering,53.47,98.65,80.58,95.33,94.76,4.49,51.2,97.4,F,20.5,No,No,,Low,9,8.2 +S5649,Sara,Jones,student4649@university.com,Male,21,Engineering,79.79,89.59,84.49,67.06,53.15,2.04,68.71,61.05,A,6.0,No,Yes,,Medium,4,8.5 +S5650,Omar,Davis,student4650@university.com,Male,20,Engineering,50.68,83.72,75.08,70.8,95.82,1.32,65.25,72.05,D,29.8,Yes,No,Bachelor's,Medium,8,5.7 +S5651,Maria,Jones,student4651@university.com,Male,22,Mathematics,66.25,51.34,56.56,73.42,70.77,4.92,69.89,67.78,B,19.2,No,Yes,None,High,10,4.4 +S5652,Sara,Williams,student4652@university.com,Female,22,CS,96.61,86.16,70.52,81.35,57.77,5.65,87.69,74.5,A,11.5,No,Yes,,Low,3,7.3 +S5653,Ahmed,Davis,student4653@university.com,Female,19,CS,65.2,60.85,55.12,99.74,84.17,3.04,50.62,61.83,D,19.8,No,Yes,None,Low,5,4.6 +S5654,Liam,Jones,student4654@university.com,Female,21,CS,96.99,71.83,94.17,,89.85,2.2,51.89,83.42,A,25.4,No,Yes,Master's,Low,1,8.4 +S5655,Ali,Brown,student4655@university.com,Female,18,CS,62.51,76.55,85.98,96.34,52.37,0.81,62.78,61.73,B,18.5,No,Yes,Bachelor's,Medium,6,8.1 +S5656,John,Johnson,student4656@university.com,Female,24,CS,65.73,76.56,69.58,62.75,99.36,0.26,94.46,80.11,D,24.4,Yes,Yes,PhD,High,8,7.6 +S5657,Emma,Davis,student4657@university.com,Male,18,Engineering,81.42,83.59,97.93,69.92,84.85,1.06,58.45,67.89,F,15.3,No,Yes,Master's,Low,4,8.6 +S5658,Omar,Johnson,student4658@university.com,Male,18,CS,88.08,79.7,72.81,75.22,66.07,7.42,99.85,62.57,A,19.7,No,Yes,None,Low,1,8.4 +S5659,Emma,Smith,student4659@university.com,Male,23,CS,75.07,44.1,59.71,66.15,57.56,3.44,90.28,84.75,B,15.6,No,Yes,None,Low,10,8.6 +S5660,Ahmed,Jones,student4660@university.com,Female,24,Business,,67.44,45.73,98.84,69.63,0.27,72.81,98.26,D,18.2,No,Yes,,Low,10,7.7 +S5661,Omar,Smith,student4661@university.com,Male,20,CS,52.01,79.84,72.62,86.28,61.03,5.08,87.39,93.47,F,9.2,No,Yes,PhD,High,8,5.8 +S5662,Omar,Davis,student4662@university.com,Female,21,Engineering,96.11,57.76,91.62,73.94,74.71,5.36,75.94,54.34,A,20.0,No,Yes,,Medium,6,4.2 +S5663,Ali,Johnson,student4663@university.com,Male,24,CS,59.82,58.78,92.0,87.57,89.09,4.29,78.3,72.72,D,29.5,No,Yes,High School,Low,10,4.3 +S5664,Omar,Johnson,student4664@university.com,Female,18,Engineering,94.21,47.47,76.27,73.37,83.01,1.11,79.04,84.74,A,24.1,Yes,Yes,Master's,Low,8,8.0 +S5665,Maria,Jones,student4665@university.com,Male,24,Mathematics,70.04,65.12,63.61,50.86,71.8,7.55,82.44,78.13,C,13.0,No,Yes,High School,High,2,5.0 +S5666,Sara,Davis,student4666@university.com,Male,20,CS,91.64,99.21,79.02,77.16,55.95,6.89,53.04,86.32,A,26.6,No,Yes,PhD,Medium,6,5.6 +S5667,Sara,Brown,student4667@university.com,Male,22,Engineering,83.58,57.12,85.73,81.26,97.86,3.95,80.82,98.76,D,27.4,No,Yes,Bachelor's,Medium,2,6.9 +S5668,Sara,Brown,student4668@university.com,Male,19,Business,58.8,71.89,64.7,99.06,63.52,3.81,85.85,67.11,D,9.4,No,Yes,Master's,Medium,6,4.7 +S5669,Maria,Jones,student4669@university.com,Female,21,Engineering,95.9,84.59,68.58,52.04,63.89,1.56,65.54,88.54,B,6.3,No,Yes,High School,Medium,6,8.9 +S5670,Emma,Davis,student4670@university.com,Male,21,CS,62.28,40.81,80.84,75.6,82.28,7.54,98.93,54.7,D,19.3,No,Yes,None,Low,10,8.1 +S5671,Ali,Jones,student4671@university.com,Male,23,CS,62.21,94.03,92.6,54.91,88.53,6.0,57.22,93.49,F,16.9,No,Yes,Master's,Low,7,6.9 +S5672,Omar,Davis,student4672@university.com,Male,22,Engineering,90.71,63.19,87.46,57.45,99.21,0.86,95.52,88.92,B,22.9,Yes,Yes,Bachelor's,High,1,8.5 +S5673,Maria,Smith,student4673@university.com,Female,21,Business,55.29,92.15,41.34,80.52,98.46,3.78,83.82,76.05,F,12.3,Yes,Yes,,Low,1,6.5 +S5674,Sara,Jones,student4674@university.com,Male,23,CS,61.1,42.34,47.46,61.58,95.69,9.04,83.22,91.05,B,14.5,No,Yes,PhD,Medium,1,8.5 +S5675,Ahmed,Davis,student4675@university.com,Male,23,CS,75.18,48.74,91.17,,71.77,4.52,93.8,83.33,C,11.6,No,No,,High,5,8.1 +S5676,John,Brown,student4676@university.com,Male,23,CS,91.52,59.35,90.03,75.71,58.33,3.25,91.59,77.61,A,12.3,No,Yes,None,Medium,1,4.1 +S5677,Omar,Davis,student4677@university.com,Male,21,CS,57.37,60.73,63.33,60.91,79.22,6.44,67.27,97.3,C,5.2,No,Yes,Bachelor's,Medium,3,8.0 +S5678,Maria,Davis,student4678@university.com,Male,21,CS,77.38,90.87,75.06,74.69,50.86,2.03,85.27,56.51,C,17.8,No,Yes,PhD,Medium,1,7.9 +S5679,Liam,Jones,student4679@university.com,Female,21,CS,,40.67,94.35,50.04,59.81,5.24,52.53,99.65,F,16.8,No,Yes,High School,Low,7,5.6 +S5680,Maria,Smith,student4680@university.com,Female,20,CS,93.03,78.47,94.69,93.14,50.13,6.7,73.2,57.72,A,13.9,Yes,Yes,PhD,Medium,8,6.5 +S5681,Ali,Smith,student4681@university.com,Female,23,CS,96.78,47.88,86.99,50.63,59.03,8.55,96.89,74.01,A,18.5,No,Yes,None,Low,4,4.7 +S5682,Ali,Smith,student4682@university.com,Male,20,Mathematics,89.23,89.39,52.58,,73.74,6.93,63.7,61.57,B,14.8,No,Yes,None,Low,9,7.3 +S5683,Maria,Smith,student4683@university.com,Female,19,CS,82.64,86.71,83.82,80.58,69.67,3.84,52.5,63.6,B,15.8,No,Yes,High School,Medium,8,7.4 +S5684,Sara,Williams,student4684@university.com,Male,21,CS,71.68,70.0,46.07,98.68,68.46,7.68,79.15,81.59,A,5.0,No,Yes,Master's,Medium,7,8.9 +S5685,John,Jones,student4685@university.com,Male,24,CS,55.61,52.76,93.64,92.8,91.55,8.98,67.75,51.74,D,6.7,No,Yes,,High,9,7.6 +S5686,Omar,Johnson,student4686@university.com,Male,22,Mathematics,85.49,78.07,48.95,62.6,83.75,4.78,68.98,97.04,A,8.8,Yes,Yes,None,Medium,10,6.2 +S5687,Ali,Jones,student4687@university.com,Male,18,Business,99.64,49.38,79.74,59.83,96.82,0.05,79.12,63.98,A,9.6,No,Yes,Bachelor's,Low,3,4.9 +S5688,Omar,Williams,student4688@university.com,Female,19,Business,86.84,51.4,76.61,81.31,72.27,8.81,81.08,63.63,A,16.3,No,Yes,High School,High,2,7.9 +S5689,Sara,Smith,student4689@university.com,Female,24,CS,50.84,77.6,86.61,91.13,63.61,1.65,71.87,93.18,C,26.9,Yes,Yes,High School,Low,10,5.8 +S5690,Omar,Williams,student4690@university.com,Female,18,Business,74.81,99.47,73.09,68.1,56.13,1.26,75.38,88.24,C,15.2,No,Yes,Master's,Medium,5,8.7 +S5691,Ahmed,Brown,student4691@university.com,Male,18,Engineering,80.73,93.46,43.57,71.62,83.6,3.08,99.66,83.59,C,20.7,Yes,Yes,None,Medium,10,5.4 +S5692,Ali,Brown,student4692@university.com,Female,21,CS,,75.59,82.35,55.77,92.09,3.8,97.86,57.32,F,5.6,No,Yes,,Low,9,5.0 +S5693,Sara,Jones,student4693@university.com,Female,22,Engineering,85.99,72.31,62.99,,59.19,7.99,85.37,88.48,A,26.4,No,Yes,PhD,Low,2,7.1 +S5694,Sara,Jones,student4694@university.com,Male,18,Business,,99.9,59.22,78.42,93.94,3.89,58.07,68.04,A,7.8,No,Yes,Bachelor's,Medium,2,8.6 +S5695,John,Johnson,student4695@university.com,Female,23,Business,61.17,72.84,99.5,55.13,76.31,0.49,68.0,99.69,D,12.1,No,Yes,Bachelor's,High,5,4.7 +S5696,John,Johnson,student4696@university.com,Male,24,Business,97.11,65.21,75.42,60.1,57.2,6.36,94.15,83.56,A,25.4,No,Yes,PhD,Medium,9,4.2 +S5697,Ahmed,Brown,student4697@university.com,Female,18,Mathematics,84.83,94.57,82.64,61.73,82.14,6.71,71.18,91.79,C,11.6,No,Yes,Bachelor's,Medium,9,8.8 +S5698,Sara,Smith,student4698@university.com,Female,19,CS,61.84,54.05,71.58,72.2,76.0,8.14,97.77,86.69,F,11.4,No,Yes,PhD,Medium,10,4.7 +S5699,Emma,Williams,student4699@university.com,Female,22,Engineering,66.12,45.85,86.2,52.28,51.41,3.99,74.42,79.71,D,20.1,Yes,Yes,Bachelor's,Medium,4,7.0 +S5700,Sara,Johnson,student4700@university.com,Male,22,CS,96.1,78.05,85.12,,69.96,0.86,93.09,85.82,A,27.6,No,Yes,High School,Medium,9,5.0 +S5701,John,Davis,student4701@university.com,Female,18,Business,94.37,45.75,79.43,96.43,89.24,5.53,51.77,79.87,A,10.3,No,Yes,Master's,Low,1,4.8 +S5702,Emma,Johnson,student4702@university.com,Female,22,CS,70.26,62.39,99.86,51.22,77.77,1.21,71.71,52.56,A,20.5,No,Yes,None,High,9,4.8 +S5703,Ali,Smith,student4703@university.com,Female,19,Business,51.92,65.41,67.59,81.55,64.1,0.17,85.01,67.28,F,20.0,No,No,None,Medium,7,7.5 +S5704,Ali,Smith,student4704@university.com,Female,24,CS,52.42,72.85,82.37,91.79,96.43,7.79,93.18,65.82,F,21.5,No,Yes,None,Low,9,7.8 +S5705,Omar,Jones,student4705@university.com,Male,19,CS,64.2,99.5,87.87,,61.89,4.03,80.48,85.7,A,28.7,No,Yes,None,Low,10,4.6 +S5706,Maria,Williams,student4706@university.com,Male,19,CS,81.46,53.26,62.56,56.58,62.64,5.25,58.66,78.81,F,9.1,No,Yes,,Low,5,4.7 +S5707,John,Smith,student4707@university.com,Female,23,CS,79.21,62.55,67.43,52.17,67.73,6.63,94.29,80.52,C,21.4,No,Yes,PhD,Low,6,8.7 +S5708,Maria,Johnson,student4708@university.com,Female,21,Business,81.69,47.93,98.15,,94.73,4.01,78.74,92.35,C,9.6,No,Yes,High School,Low,1,6.9 +S5709,Emma,Johnson,student4709@university.com,Female,18,CS,85.86,76.46,41.94,77.61,75.38,0.51,55.4,76.27,A,12.9,No,Yes,Master's,Medium,2,7.9 +S5710,John,Brown,student4710@university.com,Male,24,Engineering,50.95,83.66,60.12,,84.11,2.53,73.19,60.91,F,14.7,Yes,Yes,None,Medium,1,4.4 +S5711,Ahmed,Smith,student4711@university.com,Female,22,CS,55.25,68.92,69.17,91.58,98.81,1.94,84.95,50.62,D,25.9,No,Yes,Bachelor's,High,1,4.3 +S5712,Sara,Davis,student4712@university.com,Female,19,CS,,54.75,40.09,86.78,89.16,9.77,72.55,57.97,F,6.3,Yes,Yes,Bachelor's,Low,7,6.0 +S5713,Ahmed,Jones,student4713@university.com,Male,18,CS,57.74,77.25,93.95,63.82,58.63,7.4,93.54,51.53,F,23.3,No,Yes,,Medium,3,6.8 +S5714,Emma,Williams,student4714@university.com,Male,24,CS,,72.35,57.17,87.67,89.42,4.52,71.18,61.85,C,27.8,No,Yes,,High,1,5.9 +S5715,John,Davis,student4715@university.com,Male,24,Business,,50.27,55.46,62.25,87.42,0.63,79.17,81.75,A,7.0,No,Yes,None,Medium,1,7.6 +S5716,Liam,Jones,student4716@university.com,Female,18,Engineering,,64.34,89.22,83.76,61.63,1.16,60.56,57.57,A,24.8,No,Yes,High School,Low,7,7.3 +S5717,Emma,Johnson,student4717@university.com,Male,21,CS,87.63,66.11,56.68,55.93,66.27,8.13,75.63,54.1,A,7.7,No,Yes,Bachelor's,Medium,5,6.2 +S5718,Liam,Davis,student4718@university.com,Male,23,Engineering,,98.96,79.46,84.61,85.51,9.45,61.14,98.54,F,29.1,No,Yes,Bachelor's,Medium,1,4.4 +S5719,Sara,Jones,student4719@university.com,Female,22,CS,83.29,90.96,89.29,61.94,61.92,0.31,61.26,99.85,D,25.4,No,Yes,PhD,High,8,7.0 +S5720,Ali,Johnson,student4720@university.com,Male,23,CS,86.77,84.06,87.55,78.62,60.41,9.1,64.0,81.85,A,22.4,No,Yes,,Low,6,5.2 +S5721,Ali,Johnson,student4721@university.com,Female,24,Engineering,63.59,93.33,86.92,58.62,85.17,3.81,52.21,55.43,B,18.8,Yes,Yes,None,Medium,5,5.9 +S5722,Emma,Johnson,student4722@university.com,Female,22,CS,99.65,84.13,45.32,86.3,94.03,2.14,58.17,91.08,A,28.0,No,Yes,None,Medium,6,4.1 +S5723,Maria,Johnson,student4723@university.com,Male,24,Engineering,59.16,94.2,44.79,53.04,53.75,1.02,71.22,76.96,D,8.0,No,Yes,Bachelor's,Low,8,6.6 +S5724,John,Johnson,student4724@university.com,Female,19,Engineering,60.72,43.27,58.41,58.27,72.3,7.72,56.55,59.1,A,8.0,Yes,Yes,PhD,Low,9,7.5 +S5725,John,Brown,student4725@university.com,Male,19,Business,64.45,67.36,42.16,59.21,80.36,4.69,56.67,78.78,C,25.6,No,Yes,Master's,Low,9,6.9 +S5726,Ali,Davis,student4726@university.com,Male,18,Mathematics,98.77,84.81,70.03,52.07,83.81,8.32,98.4,51.97,B,17.1,Yes,Yes,Bachelor's,Low,3,7.8 +S5727,Omar,Jones,student4727@university.com,Male,22,CS,99.41,75.0,63.69,87.25,99.81,2.26,71.35,98.62,A,26.1,No,Yes,Master's,Low,1,9.0 +S5728,Ahmed,Brown,student4728@university.com,Female,22,CS,89.74,50.51,73.42,99.05,84.13,6.79,70.19,91.3,B,14.8,Yes,Yes,Bachelor's,Medium,10,7.2 +S5729,Omar,Brown,student4729@university.com,Male,24,CS,81.45,60.43,57.93,88.92,81.01,1.18,63.39,63.04,B,16.3,No,No,,Medium,6,5.1 +S5730,Sara,Smith,student4730@university.com,Female,23,CS,76.0,59.07,69.15,93.03,99.49,0.9,75.62,70.95,F,13.3,Yes,Yes,None,High,7,6.9 +S5731,Ahmed,Smith,student4731@university.com,Female,19,Business,98.53,55.68,60.08,50.3,53.03,1.33,79.8,69.76,B,28.8,No,Yes,None,Low,6,5.2 +S5732,Ahmed,Smith,student4732@university.com,Female,20,Business,84.78,60.59,51.71,,53.72,8.09,70.91,93.07,D,16.6,No,Yes,Master's,Low,5,5.7 +S5733,Emma,Williams,student4733@university.com,Male,18,Engineering,97.24,70.89,78.96,77.95,78.03,6.56,69.69,67.73,A,23.9,Yes,No,,Low,10,5.8 +S5734,Ali,Smith,student4734@university.com,Female,22,Engineering,65.83,91.29,80.41,98.89,67.93,1.66,85.02,52.4,D,22.4,No,Yes,None,High,5,6.6 +S5735,Omar,Jones,student4735@university.com,Female,21,CS,,84.52,89.75,83.04,54.83,3.85,97.49,60.73,A,10.9,Yes,Yes,,High,10,6.6 +S5736,Omar,Brown,student4736@university.com,Male,21,Engineering,92.74,90.11,92.49,68.71,65.32,7.64,93.89,60.78,B,27.8,Yes,Yes,PhD,Low,3,7.3 +S5737,Ali,Jones,student4737@university.com,Male,20,Business,57.49,93.02,82.27,57.31,83.72,2.86,55.93,97.46,F,18.6,Yes,Yes,Master's,Low,4,6.2 +S5738,Omar,Davis,student4738@university.com,Female,19,Engineering,97.3,64.97,81.25,57.64,94.03,9.21,82.62,96.2,A,26.4,Yes,Yes,High School,High,10,4.9 +S5739,Liam,Smith,student4739@university.com,Female,19,CS,75.37,60.76,43.4,68.14,54.72,9.15,50.35,65.03,C,25.8,No,Yes,PhD,Medium,3,6.5 +S5740,Ali,Williams,student4740@university.com,Male,19,Engineering,96.32,43.46,46.59,85.69,77.01,5.53,81.65,50.14,A,6.5,No,Yes,None,Medium,9,8.0 +S5741,Emma,Davis,student4741@university.com,Female,23,CS,66.84,95.83,88.75,51.59,64.81,6.32,73.22,75.85,B,20.5,No,Yes,Bachelor's,Medium,3,7.5 +S5742,Maria,Williams,student4742@university.com,Female,24,Engineering,85.8,43.95,53.98,92.61,83.37,6.53,74.56,89.86,A,24.7,No,Yes,Bachelor's,Medium,5,4.6 +S5743,Ahmed,Davis,student4743@university.com,Female,21,Engineering,74.14,84.47,61.33,97.08,77.47,2.58,79.4,63.43,F,27.7,No,Yes,None,Low,6,8.7 +S5744,Emma,Brown,student4744@university.com,Female,19,CS,81.34,62.69,48.72,94.44,96.34,3.65,87.13,71.95,C,17.7,No,Yes,High School,Low,8,5.5 +S5745,John,Jones,student4745@university.com,Male,21,Business,75.22,96.93,51.71,,51.88,1.36,86.47,58.64,F,23.8,Yes,Yes,Master's,Low,10,6.9 +S5746,Sara,Johnson,student4746@university.com,Female,20,Business,98.36,65.18,86.53,50.77,73.5,9.25,52.22,66.37,A,29.2,Yes,Yes,None,Medium,6,4.2 +S5747,Maria,Jones,student4747@university.com,Male,18,CS,84.61,89.0,55.71,98.89,59.64,7.24,86.82,87.94,D,25.7,No,Yes,Bachelor's,High,6,8.5 +S5748,John,Smith,student4748@university.com,Female,24,Mathematics,62.57,56.96,66.94,,76.84,0.46,91.49,71.41,D,26.4,Yes,Yes,,Low,6,7.4 +S5749,Ahmed,Johnson,student4749@university.com,Male,23,Engineering,95.48,57.95,49.1,93.46,92.68,5.49,53.41,72.36,A,15.2,No,Yes,High School,High,1,5.4 +S5750,Omar,Williams,student4750@university.com,Female,22,Business,64.7,75.73,80.68,59.34,95.57,3.43,66.15,89.48,D,7.3,Yes,Yes,,Medium,10,7.4 +S5751,Ali,Brown,student4751@university.com,Male,20,Business,68.58,99.88,83.7,72.33,69.91,8.15,89.6,88.15,A,29.2,No,Yes,Bachelor's,Low,6,5.5 +S5752,Ahmed,Brown,student4752@university.com,Female,24,Engineering,55.11,71.05,61.7,52.21,90.59,3.44,74.66,59.36,F,22.4,No,Yes,,Medium,1,5.3 +S5753,Emma,Williams,student4753@university.com,Male,21,Business,95.0,96.18,87.08,52.0,64.03,6.44,84.74,70.76,B,9.3,No,Yes,None,Low,2,6.2 +S5754,Sara,Smith,student4754@university.com,Female,20,CS,64.31,87.17,54.39,97.16,50.32,1.66,75.12,92.44,A,29.3,Yes,Yes,High School,Low,8,7.0 +S5755,Emma,Williams,student4755@university.com,Female,22,CS,62.95,87.75,81.51,90.53,92.76,5.59,98.91,72.84,C,22.9,Yes,Yes,High School,Low,8,5.0 +S5756,Maria,Davis,student4756@university.com,Male,24,Engineering,96.01,66.16,83.8,76.49,55.97,2.94,96.81,83.09,B,7.3,No,Yes,Master's,Low,2,7.7 +S5757,Maria,Smith,student4757@university.com,Male,23,Business,90.28,63.19,98.12,76.27,50.88,1.65,64.06,65.3,B,9.3,No,Yes,Bachelor's,Medium,3,6.9 +S5758,Sara,Johnson,student4758@university.com,Male,18,Business,57.05,51.52,53.94,87.44,67.69,6.19,69.29,52.98,F,26.6,No,Yes,Bachelor's,High,6,4.0 +S5759,Liam,Williams,student4759@university.com,Male,22,Engineering,88.47,97.84,45.62,67.08,68.97,6.39,71.57,58.24,A,28.8,Yes,Yes,High School,Medium,4,6.7 +S5760,John,Smith,student4760@university.com,Male,24,Engineering,,97.56,55.78,88.09,53.86,9.83,55.21,70.09,F,14.1,Yes,Yes,,Medium,9,6.1 +S5761,John,Johnson,student4761@university.com,Female,23,CS,53.93,84.82,47.37,74.25,90.71,6.69,70.2,67.67,C,15.3,No,Yes,High School,Medium,7,7.3 +S5762,Maria,Williams,student4762@university.com,Male,21,Mathematics,91.26,57.78,50.18,81.9,70.28,5.16,88.74,94.78,A,14.9,No,Yes,None,Medium,10,8.5 +S5763,Maria,Brown,student4763@university.com,Male,22,CS,77.37,54.71,60.05,98.24,74.5,9.13,92.34,77.28,F,25.9,Yes,Yes,Master's,Low,9,5.3 +S5764,Omar,Williams,student4764@university.com,Female,20,Business,83.46,99.32,64.84,73.57,63.23,8.28,94.31,81.36,C,16.3,Yes,Yes,Bachelor's,Low,7,7.4 +S5765,Ali,Jones,student4765@university.com,Male,19,Engineering,74.64,43.99,94.22,,75.58,5.49,50.73,84.43,D,14.4,Yes,Yes,Bachelor's,Medium,6,4.8 +S5766,Omar,Williams,student4766@university.com,Male,20,Engineering,84.89,90.61,51.74,95.29,88.34,5.11,89.44,76.58,D,20.5,Yes,Yes,Bachelor's,Medium,4,4.4 +S5767,Omar,Jones,student4767@university.com,Male,21,CS,51.7,61.33,98.31,95.13,95.31,9.42,75.13,88.48,D,17.3,No,Yes,Bachelor's,High,8,8.7 +S5768,Liam,Johnson,student4768@university.com,Female,24,Mathematics,88.14,65.13,88.61,99.62,98.53,6.17,60.31,89.16,A,18.3,No,Yes,Master's,Low,6,8.3 +S5769,John,Williams,student4769@university.com,Male,18,Engineering,51.67,89.92,92.89,77.54,71.34,7.14,74.94,67.57,D,15.2,Yes,Yes,High School,Medium,10,6.5 +S5770,Liam,Johnson,student4770@university.com,Female,22,Mathematics,,45.44,95.77,67.21,99.5,0.87,92.21,54.24,D,16.5,No,Yes,Bachelor's,Low,5,4.7 +S5771,Liam,Johnson,student4771@university.com,Female,24,CS,57.55,61.25,85.19,,64.75,7.18,71.71,99.32,F,5.9,Yes,Yes,PhD,High,6,5.3 +S5772,Sara,Smith,student4772@university.com,Male,18,Engineering,91.18,97.12,87.33,51.7,50.35,2.65,99.52,82.13,A,28.1,No,Yes,None,Medium,6,6.8 +S5773,John,Johnson,student4773@university.com,Female,21,Business,65.68,81.94,66.27,86.34,88.38,1.16,80.83,85.45,F,5.8,No,Yes,None,Medium,2,7.3 +S5774,Ali,Johnson,student4774@university.com,Male,22,Business,72.7,85.3,70.63,61.67,58.92,8.5,74.49,87.83,A,24.3,Yes,Yes,,Medium,3,7.5 +S5775,Emma,Williams,student4775@university.com,Male,23,Mathematics,71.44,85.45,95.95,80.33,52.62,6.91,64.74,80.65,C,12.5,No,Yes,None,Medium,10,7.7 +S5776,Maria,Williams,student4776@university.com,Male,23,CS,88.63,43.63,62.7,95.83,96.2,4.08,50.55,73.55,B,7.8,No,Yes,None,Low,9,5.0 +S5777,Maria,Brown,student4777@university.com,Male,24,CS,74.06,52.19,42.52,97.51,89.59,4.31,80.53,99.23,B,20.2,No,Yes,Master's,Medium,8,5.5 +S5778,Ali,Smith,student4778@university.com,Male,20,Engineering,89.45,69.48,85.77,50.22,55.13,1.97,78.87,86.38,A,22.7,Yes,Yes,None,Medium,8,4.1 +S5779,Liam,Johnson,student4779@university.com,Female,24,CS,53.68,62.09,74.39,65.85,88.85,0.1,75.84,92.29,F,20.8,No,Yes,Master's,Low,1,4.4 +S5780,Omar,Smith,student4780@university.com,Female,20,Mathematics,,64.65,88.89,91.87,92.2,3.49,76.89,71.98,B,19.4,No,Yes,,High,9,5.5 +S5781,Sara,Jones,student4781@university.com,Female,21,CS,77.58,86.89,44.53,76.82,95.27,1.48,92.18,95.24,F,18.4,No,Yes,Master's,Low,4,4.9 +S5782,Liam,Johnson,student4782@university.com,Female,23,Engineering,97.35,40.88,77.27,90.38,77.18,4.22,65.84,86.61,A,18.5,Yes,Yes,None,Low,2,6.5 +S5783,Maria,Smith,student4783@university.com,Male,22,CS,53.74,79.63,54.86,92.67,85.17,8.34,77.51,87.31,C,26.6,No,Yes,PhD,Low,7,8.2 +S5784,Ahmed,Brown,student4784@university.com,Male,23,Engineering,52.15,40.01,94.2,72.13,88.11,1.15,84.0,54.35,D,7.3,Yes,Yes,High School,High,6,7.6 +S5785,Omar,Brown,student4785@university.com,Female,20,CS,57.83,43.78,46.59,,84.43,0.92,60.49,80.87,F,8.9,Yes,Yes,Master's,Low,9,7.8 +S5786,Maria,Johnson,student4786@university.com,Male,24,CS,82.06,64.5,90.58,72.77,82.34,9.02,96.24,66.76,A,25.3,Yes,Yes,PhD,High,2,7.0 +S5787,Ahmed,Jones,student4787@university.com,Female,21,CS,69.95,90.46,45.31,82.64,77.38,7.45,86.86,83.45,B,12.6,No,Yes,High School,Medium,6,7.5 +S5788,Liam,Brown,student4788@university.com,Female,23,CS,91.28,48.7,41.51,68.36,73.96,0.53,52.66,78.41,A,24.3,No,No,High School,Low,8,4.9 +S5789,Ali,Brown,student4789@university.com,Female,21,Mathematics,53.6,73.28,54.1,88.75,99.81,0.8,93.26,55.56,C,13.8,No,Yes,PhD,Medium,6,6.8 +S5790,Ali,Jones,student4790@university.com,Female,23,CS,59.82,80.71,59.98,95.2,66.88,6.85,96.49,76.5,F,28.1,Yes,Yes,Bachelor's,High,8,6.9 +S5791,Omar,Smith,student4791@university.com,Male,24,Engineering,65.0,53.77,77.59,64.12,54.41,3.7,89.68,72.56,F,12.0,No,Yes,Bachelor's,Medium,2,7.1 +S5792,Maria,Brown,student4792@university.com,Male,18,Mathematics,81.34,70.74,47.9,98.25,88.25,7.24,71.31,88.82,D,15.7,Yes,Yes,Master's,Low,9,7.9 +S5793,John,Williams,student4793@university.com,Female,24,Business,84.26,94.68,66.24,81.14,60.69,4.04,99.72,75.13,F,9.0,No,No,,Low,6,8.7 +S5794,Ahmed,Davis,student4794@university.com,Female,23,Mathematics,56.21,70.73,52.26,93.91,76.63,9.68,56.22,74.06,D,21.7,No,Yes,Master's,Low,7,7.6 +S5795,Sara,Davis,student4795@university.com,Female,20,Mathematics,97.19,49.44,91.32,55.2,54.79,6.94,76.83,85.97,A,15.1,No,Yes,PhD,Low,2,8.6 +S5796,Maria,Brown,student4796@university.com,Female,24,Engineering,67.05,77.67,42.7,62.57,80.96,0.47,58.52,83.43,B,28.5,No,Yes,Bachelor's,Low,10,6.7 +S5797,Sara,Smith,student4797@university.com,Female,22,Engineering,85.66,75.53,61.36,66.05,97.2,3.31,71.97,99.59,A,5.4,No,Yes,Bachelor's,Medium,8,5.4 +S5798,Maria,Smith,student4798@university.com,Male,20,CS,76.21,41.62,77.88,65.14,86.14,5.64,96.37,67.6,F,14.7,No,Yes,None,Low,9,7.3 +S5799,John,Johnson,student4799@university.com,Female,20,Engineering,61.14,45.44,94.79,58.59,60.73,1.42,89.71,84.42,C,5.6,Yes,No,,Medium,3,8.9 +S5800,John,Williams,student4800@university.com,Female,20,Business,92.31,49.41,92.08,93.41,98.56,0.03,89.1,58.36,A,13.2,No,Yes,,Low,4,7.5 +S5801,Omar,Smith,student4801@university.com,Male,21,Engineering,90.91,48.18,93.71,70.93,65.35,0.79,67.69,90.23,A,14.5,No,Yes,None,High,6,8.8 +S5802,Omar,Jones,student4802@university.com,Male,19,Business,69.8,55.57,43.77,98.16,71.83,5.24,96.71,89.31,A,11.5,Yes,Yes,PhD,Medium,3,4.1 +S5803,John,Williams,student4803@university.com,Male,19,Business,79.43,67.25,90.46,79.17,74.91,6.32,68.41,86.29,F,11.4,No,Yes,Master's,High,10,5.3 +S5804,Emma,Davis,student4804@university.com,Male,18,CS,62.89,62.3,86.79,56.92,99.54,0.93,52.0,55.95,A,11.5,No,Yes,Master's,Medium,7,5.4 +S5805,John,Williams,student4805@university.com,Male,20,Business,84.49,93.44,94.15,,53.44,6.65,81.89,99.38,F,11.7,Yes,Yes,None,Low,8,6.1 +S5806,Ali,Jones,student4806@university.com,Male,19,Engineering,65.45,76.73,58.69,99.68,84.84,6.17,68.13,97.13,F,12.1,No,Yes,None,High,5,4.2 +S5807,Ali,Brown,student4807@university.com,Male,18,CS,92.2,92.57,94.71,78.26,68.1,9.4,57.69,68.5,A,26.3,No,No,Master's,Medium,5,8.6 +S5808,Emma,Jones,student4808@university.com,Male,21,Business,60.87,71.62,64.16,50.09,53.92,8.41,96.73,78.87,D,6.0,No,Yes,High School,Low,3,7.5 +S5809,Liam,Jones,student4809@university.com,Male,20,Engineering,50.74,45.39,78.05,96.65,96.75,9.43,81.86,94.44,C,29.7,Yes,Yes,,Medium,4,4.4 +S5810,Ahmed,Brown,student4810@university.com,Female,22,Business,63.43,67.8,65.45,,79.49,9.66,97.03,74.73,D,12.0,No,Yes,High School,Low,3,4.9 +S5811,Liam,Brown,student4811@university.com,Male,21,Engineering,59.55,89.32,65.66,84.43,87.68,4.41,79.15,79.96,F,5.7,No,Yes,PhD,Low,8,7.0 +S5812,Sara,Brown,student4812@university.com,Female,18,CS,75.41,51.65,72.8,75.75,62.02,4.88,53.19,80.16,C,9.4,No,Yes,PhD,High,3,8.5 +S5813,Liam,Brown,student4813@university.com,Female,21,Business,60.19,45.47,61.36,66.27,88.08,2.82,51.5,82.46,A,28.5,No,Yes,Bachelor's,High,2,4.4 +S5814,Maria,Brown,student4814@university.com,Female,22,Engineering,88.16,59.77,87.56,64.13,91.42,5.08,95.03,78.78,A,29.9,No,Yes,Bachelor's,Low,6,6.2 +S5815,Liam,Jones,student4815@university.com,Female,21,CS,62.07,63.33,78.02,96.44,71.54,1.51,51.94,70.3,C,11.2,No,No,High School,Medium,8,5.0 +S5816,Maria,Johnson,student4816@university.com,Female,18,CS,85.35,58.38,81.39,95.6,78.6,6.71,80.76,76.97,A,10.6,No,Yes,Master's,Medium,10,4.9 +S5817,Emma,Johnson,student4817@university.com,Female,22,Business,78.92,48.11,53.86,75.66,98.59,0.25,64.9,93.57,C,25.9,No,Yes,,Medium,8,7.7 +S5818,Ali,Smith,student4818@university.com,Female,22,CS,99.31,55.05,98.17,62.92,92.34,2.36,84.38,93.21,B,27.9,No,No,,Medium,6,8.1 +S5819,Omar,Johnson,student4819@university.com,Female,21,Business,100.0,80.94,79.61,55.12,72.24,2.08,64.24,88.63,A,21.3,No,Yes,High School,Medium,6,8.6 +S5820,Maria,Davis,student4820@university.com,Male,22,CS,93.48,63.16,51.83,57.83,83.23,9.38,51.86,70.71,A,28.4,Yes,Yes,Master's,Medium,6,7.4 +S5821,Ali,Johnson,student4821@university.com,Female,24,Engineering,88.0,77.95,85.03,76.11,89.21,1.45,86.54,89.3,A,28.8,No,Yes,,Low,5,4.3 +S5822,Ahmed,Jones,student4822@university.com,Female,21,Mathematics,69.32,72.18,50.42,65.39,51.22,8.91,65.55,69.39,A,24.0,No,No,PhD,Medium,4,5.8 +S5823,Sara,Brown,student4823@university.com,Female,20,CS,87.66,72.94,43.8,52.1,79.42,1.24,77.54,83.2,A,13.7,No,Yes,,Medium,2,6.2 +S5824,Ahmed,Brown,student4824@university.com,Female,22,Engineering,97.83,54.91,71.65,72.76,99.23,6.51,88.69,78.37,B,8.7,No,Yes,None,Low,5,5.4 +S5825,Emma,Jones,student4825@university.com,Male,21,Business,,71.29,73.21,87.31,97.36,3.2,85.14,65.0,B,17.9,Yes,Yes,,Low,2,6.7 +S5826,Liam,Davis,student4826@university.com,Female,20,Business,76.9,41.42,51.34,94.58,91.62,3.16,67.43,72.64,C,12.2,Yes,Yes,Bachelor's,Medium,9,5.2 +S5827,Liam,Johnson,student4827@university.com,Male,22,Engineering,60.9,65.9,60.9,79.26,55.31,9.98,87.39,91.52,C,8.0,Yes,Yes,Bachelor's,Low,4,8.5 +S5828,John,Jones,student4828@university.com,Male,20,Engineering,,74.36,96.75,86.16,99.7,2.26,96.28,95.64,C,14.8,Yes,No,Master's,High,1,4.7 +S5829,John,Smith,student4829@university.com,Female,23,Business,73.32,50.92,57.1,,80.48,2.03,80.5,60.26,C,17.0,No,Yes,Bachelor's,Low,10,6.1 +S5830,John,Brown,student4830@university.com,Female,22,Business,78.79,55.39,49.33,74.81,61.15,5.89,85.18,72.81,A,21.5,No,Yes,Bachelor's,Medium,1,4.6 +S5831,Ahmed,Williams,student4831@university.com,Male,23,Business,77.55,53.17,99.55,86.48,83.71,7.41,93.3,71.68,F,10.5,Yes,Yes,,High,10,5.8 +S5832,Maria,Smith,student4832@university.com,Female,18,CS,98.01,44.23,58.14,86.38,92.83,9.83,92.18,74.45,A,26.7,No,Yes,Bachelor's,High,5,6.4 +S5833,Sara,Davis,student4833@university.com,Female,18,Mathematics,77.61,60.87,80.82,71.23,55.62,7.01,67.58,98.83,B,9.6,No,No,Master's,Medium,8,6.8 +S5834,John,Smith,student4834@university.com,Male,21,Engineering,92.31,98.74,53.89,77.18,95.82,5.62,99.59,75.94,B,29.9,Yes,Yes,Master's,Low,7,5.7 +S5835,Emma,Jones,student4835@university.com,Male,19,CS,65.99,61.23,73.01,,96.01,4.09,51.43,91.5,B,18.9,No,Yes,PhD,Medium,7,8.0 +S5836,Emma,Johnson,student4836@university.com,Female,23,CS,71.91,67.63,63.18,81.6,50.67,5.95,99.34,83.2,B,8.7,No,No,High School,Low,5,6.6 +S5837,John,Brown,student4837@university.com,Female,23,CS,73.52,79.19,97.69,82.13,95.02,6.01,62.3,55.36,C,25.9,Yes,Yes,High School,Low,9,9.0 +S5838,Liam,Davis,student4838@university.com,Female,18,CS,,78.91,65.97,89.23,97.34,2.18,72.02,84.78,B,11.3,No,Yes,High School,High,5,4.6 +S5839,John,Davis,student4839@university.com,Male,23,CS,68.99,96.99,75.05,55.76,51.88,6.71,94.18,82.35,B,9.7,Yes,Yes,Master's,Low,1,4.9 +S5840,Sara,Williams,student4840@university.com,Female,19,CS,79.93,91.45,96.69,76.14,64.71,2.04,62.22,87.92,D,8.4,No,Yes,Bachelor's,Medium,5,8.0 +S5841,John,Smith,student4841@university.com,Male,20,Engineering,79.01,87.64,99.35,97.97,68.66,4.9,61.24,53.72,B,18.8,No,Yes,High School,Medium,3,6.8 +S5842,Sara,Williams,student4842@university.com,Male,20,CS,81.82,97.1,46.1,,67.44,2.6,82.16,62.07,F,27.0,Yes,Yes,Bachelor's,Low,3,5.8 +S5843,Emma,Johnson,student4843@university.com,Female,19,CS,67.59,53.85,90.06,64.75,87.95,3.13,85.27,88.46,B,27.4,No,Yes,Bachelor's,High,5,6.1 +S5844,John,Johnson,student4844@university.com,Male,23,CS,65.79,77.02,62.93,80.06,67.91,6.14,50.37,68.53,F,24.6,No,Yes,PhD,Low,1,6.8 +S5845,Ahmed,Williams,student4845@university.com,Female,23,CS,80.58,93.23,75.69,61.06,97.83,0.64,72.52,95.54,B,19.5,No,Yes,High School,Low,8,4.4 +S5846,Omar,Brown,student4846@university.com,Female,23,CS,56.64,77.45,62.5,77.8,99.75,0.12,74.46,75.88,D,18.2,No,Yes,Master's,Low,9,7.8 +S5847,Ahmed,Johnson,student4847@university.com,Male,24,Engineering,62.65,98.65,64.07,57.78,65.84,1.31,63.59,50.05,B,14.3,Yes,No,Master's,Medium,10,6.2 +S5848,Emma,Williams,student4848@university.com,Female,21,Mathematics,,46.02,49.53,78.99,75.44,1.69,77.31,84.94,B,6.1,Yes,Yes,PhD,Medium,4,6.1 +S5849,Sara,Smith,student4849@university.com,Male,22,Business,,66.36,74.37,80.12,77.89,1.98,57.73,75.67,D,25.9,No,Yes,High School,High,1,7.9 +S5850,Ahmed,Williams,student4850@university.com,Male,19,Business,62.17,98.64,72.8,70.92,78.97,7.74,66.18,65.85,D,30.0,No,Yes,,Medium,2,6.8 +S5851,Sara,Williams,student4851@university.com,Female,19,CS,50.98,62.77,51.36,69.14,68.71,4.47,85.66,51.02,F,28.0,No,Yes,,Medium,7,7.8 +S5852,Ahmed,Jones,student4852@university.com,Female,24,CS,62.27,84.37,72.5,62.27,58.3,4.7,93.69,59.94,D,28.3,No,Yes,Master's,Low,1,8.6 +S5853,Ahmed,Johnson,student4853@university.com,Female,19,CS,82.75,41.82,98.39,66.55,52.73,6.44,79.47,58.08,A,13.3,Yes,Yes,Master's,Medium,3,8.7 +S5854,Sara,Brown,student4854@university.com,Female,19,Business,53.06,81.69,82.86,74.92,55.32,7.29,53.74,79.14,D,7.5,Yes,Yes,Master's,Medium,7,6.1 +S5855,Maria,Brown,student4855@university.com,Male,24,CS,71.84,96.08,68.86,,95.06,0.04,83.94,88.48,C,26.8,No,Yes,Bachelor's,Medium,4,4.3 +S5856,Ahmed,Jones,student4856@university.com,Male,19,Engineering,95.66,62.96,94.97,89.14,64.02,8.57,94.88,61.73,B,24.1,Yes,Yes,Master's,Medium,10,4.1 +S5857,John,Davis,student4857@university.com,Male,23,CS,,41.28,74.52,85.45,53.84,9.88,75.22,84.89,A,14.8,No,Yes,High School,High,4,7.5 +S5858,Omar,Brown,student4858@university.com,Female,24,CS,65.27,41.67,48.1,63.47,81.18,1.22,74.68,94.99,C,25.8,No,Yes,Bachelor's,Low,1,4.4 +S5859,Emma,Williams,student4859@university.com,Male,21,Mathematics,,93.52,72.85,54.87,53.77,6.51,99.57,81.08,B,8.5,No,Yes,High School,Medium,8,6.0 +S5860,Maria,Jones,student4860@university.com,Male,18,Business,66.48,83.35,50.86,50.01,53.5,0.02,81.81,88.78,B,21.3,Yes,Yes,,High,4,7.3 +S5861,Sara,Smith,student4861@university.com,Female,23,Business,53.63,46.4,86.05,79.84,81.08,0.49,90.3,60.21,D,28.8,No,Yes,None,Low,9,9.0 +S5862,Maria,Johnson,student4862@university.com,Female,23,Engineering,99.7,43.28,98.03,60.57,79.57,2.85,82.32,53.75,A,27.8,No,Yes,Bachelor's,Low,5,5.1 +S5863,Ali,Johnson,student4863@university.com,Female,22,Business,,88.29,61.65,50.63,52.07,8.46,61.05,68.27,F,24.0,No,Yes,Master's,Medium,6,4.0 +S5864,Ali,Johnson,student4864@university.com,Male,24,Engineering,,88.59,66.1,67.95,73.02,6.53,64.2,85.45,B,11.7,No,No,Master's,High,6,4.2 +S5865,Ahmed,Williams,student4865@university.com,Female,18,Mathematics,83.32,47.23,65.29,98.1,71.79,4.46,83.29,84.3,D,7.6,No,No,Bachelor's,High,9,5.1 +S5866,Ahmed,Smith,student4866@university.com,Male,19,CS,,58.09,57.12,,77.33,4.39,72.8,97.75,F,13.1,No,Yes,High School,Low,3,9.0 +S5867,John,Jones,student4867@university.com,Male,18,Engineering,59.72,86.8,87.65,,86.89,4.66,70.22,81.5,D,20.4,Yes,No,None,High,6,4.4 +S5868,Omar,Jones,student4868@university.com,Male,21,Engineering,60.0,71.52,77.06,57.24,64.14,3.11,51.12,70.56,B,12.9,No,Yes,,Medium,9,7.7 +S5869,Emma,Johnson,student4869@university.com,Male,20,CS,,97.4,43.84,53.66,71.64,8.78,94.22,89.86,C,15.3,No,No,Master's,Medium,8,4.7 +S5870,Maria,Smith,student4870@university.com,Male,23,Business,95.58,68.86,90.33,50.58,89.64,5.68,94.22,57.65,B,15.1,Yes,Yes,None,High,7,5.0 +S5871,Ali,Smith,student4871@university.com,Female,24,Mathematics,50.5,80.62,51.23,97.78,96.13,4.84,73.05,90.65,D,13.4,Yes,No,Bachelor's,High,4,4.4 +S5872,Ahmed,Smith,student4872@university.com,Male,24,Engineering,89.13,70.59,98.75,65.01,94.57,4.65,85.04,68.3,A,28.1,Yes,Yes,Bachelor's,Medium,5,5.1 +S5873,Liam,Brown,student4873@university.com,Female,18,CS,52.88,96.58,62.6,72.98,73.88,9.36,58.89,57.7,F,13.0,No,Yes,Bachelor's,Medium,7,4.6 +S5874,Liam,Brown,student4874@university.com,Male,22,Engineering,73.91,63.92,76.99,69.73,76.04,7.24,75.19,58.11,F,29.8,No,Yes,,Medium,6,4.1 +S5875,Emma,Johnson,student4875@university.com,Male,21,Business,,53.79,44.67,86.52,76.46,1.45,71.94,99.18,F,10.2,Yes,Yes,High School,Low,5,8.0 +S5876,Maria,Smith,student4876@university.com,Female,20,Engineering,84.34,59.6,60.68,65.5,93.44,4.37,82.83,81.16,C,26.8,No,Yes,PhD,Medium,9,5.0 +S5877,Ahmed,Davis,student4877@university.com,Male,21,CS,52.92,91.17,88.14,76.77,92.0,2.88,73.48,58.71,D,23.3,No,No,,High,5,4.6 +S5878,Ahmed,Smith,student4878@university.com,Male,24,Engineering,70.93,69.88,68.63,99.78,65.58,9.87,74.92,63.43,C,21.7,Yes,Yes,PhD,Low,6,5.4 +S5879,Ali,Jones,student4879@university.com,Female,19,CS,79.19,61.26,94.28,72.2,58.14,4.15,64.79,68.6,D,16.1,No,Yes,High School,High,10,7.8 +S5880,Ali,Jones,student4880@university.com,Female,20,Business,53.3,72.66,74.51,77.56,68.95,0.68,52.42,52.79,D,25.4,Yes,Yes,Master's,Low,7,5.1 +S5881,Ahmed,Johnson,student4881@university.com,Male,24,CS,56.75,47.99,95.71,75.13,64.42,4.11,95.85,55.42,C,17.3,No,Yes,PhD,Low,2,6.7 +S5882,Sara,Davis,student4882@university.com,Male,22,Engineering,83.18,40.32,98.96,90.16,97.54,3.21,50.61,88.09,F,8.4,No,Yes,Bachelor's,Low,5,5.1 +S5883,Ahmed,Smith,student4883@university.com,Male,20,Business,76.08,56.84,67.23,,63.3,6.0,64.07,89.34,C,12.0,No,No,PhD,Medium,6,5.9 +S5884,Emma,Davis,student4884@university.com,Female,24,CS,58.09,76.3,73.91,,59.06,2.26,72.38,99.41,D,9.6,Yes,Yes,None,Medium,3,6.6 +S5885,Ahmed,Johnson,student4885@university.com,Male,22,CS,76.76,82.7,90.1,87.7,94.97,0.36,65.95,53.38,D,19.2,No,Yes,High School,Low,4,7.8 +S5886,John,Jones,student4886@university.com,Female,19,CS,95.63,89.6,53.29,,54.32,0.96,77.6,94.46,B,21.4,Yes,Yes,None,Medium,2,5.4 +S5887,Omar,Jones,student4887@university.com,Female,22,CS,50.78,95.6,91.7,95.69,63.01,2.83,73.08,65.86,D,13.4,No,Yes,High School,Medium,7,6.2 +S5888,John,Brown,student4888@university.com,Male,21,CS,82.13,64.73,75.52,82.21,71.96,3.48,62.77,66.39,D,6.0,Yes,Yes,High School,High,2,7.2 +S5889,John,Johnson,student4889@university.com,Female,18,Mathematics,53.68,84.43,83.53,78.22,79.76,8.34,54.4,56.36,C,21.5,Yes,Yes,,Low,2,5.4 +S5890,Sara,Johnson,student4890@university.com,Male,21,Business,50.32,44.48,44.79,53.52,66.38,2.7,56.88,99.32,D,6.5,Yes,No,,Medium,5,5.1 +S5891,Sara,Smith,student4891@university.com,Male,24,Business,57.53,43.45,85.97,86.52,74.81,0.31,74.32,99.05,F,29.1,No,Yes,High School,Low,5,6.8 +S5892,Liam,Smith,student4892@university.com,Female,24,Mathematics,71.15,47.49,58.65,,59.94,7.81,92.3,93.24,F,27.2,No,Yes,Bachelor's,Low,6,8.8 +S5893,Ahmed,Brown,student4893@university.com,Female,23,CS,90.12,66.91,88.31,82.0,78.71,8.69,55.03,54.54,A,25.8,No,Yes,None,Low,2,8.6 +S5894,John,Williams,student4894@university.com,Female,21,CS,64.09,52.68,70.55,63.4,70.39,4.92,83.86,92.08,D,14.2,Yes,Yes,,Low,9,7.0 +S5895,Sara,Davis,student4895@university.com,Female,20,CS,81.28,57.22,56.48,97.34,92.46,2.85,89.6,81.73,C,23.6,No,Yes,Master's,Low,2,6.1 +S5896,Ali,Williams,student4896@university.com,Female,19,Business,,78.87,97.17,66.08,70.79,7.72,63.84,56.44,B,6.1,No,Yes,High School,Low,1,6.8 +S5897,Ahmed,Williams,student4897@university.com,Female,23,Engineering,61.72,61.51,85.9,57.61,72.19,0.09,83.41,63.09,A,7.2,No,Yes,Bachelor's,Low,4,8.0 +S5898,Emma,Johnson,student4898@university.com,Male,23,CS,75.71,73.44,99.14,99.36,79.61,9.24,84.33,84.46,D,17.4,No,Yes,High School,Medium,2,4.5 +S5899,Omar,Davis,student4899@university.com,Male,23,CS,89.87,64.74,61.87,87.31,56.16,8.66,85.39,90.17,B,19.7,Yes,Yes,,Medium,7,7.9 +S5900,Maria,Johnson,student4900@university.com,Male,24,Engineering,91.62,50.14,78.95,70.74,57.84,5.45,94.54,92.4,A,24.2,No,Yes,,Low,4,7.3 +S5901,Ahmed,Davis,student4901@university.com,Female,18,Engineering,92.33,44.44,76.7,96.8,89.51,2.78,69.93,77.19,A,12.4,No,Yes,PhD,Low,2,5.3 +S5902,Maria,Jones,student4902@university.com,Female,22,Business,66.93,54.17,81.25,54.56,63.67,0.33,62.18,76.73,C,18.6,Yes,Yes,,Low,10,8.4 +S5903,John,Johnson,student4903@university.com,Female,20,CS,,43.46,42.3,54.38,84.23,10.0,77.19,84.21,A,6.6,No,Yes,Master's,Medium,5,4.4 +S5904,Omar,Johnson,student4904@university.com,Male,24,Mathematics,60.61,77.12,57.5,84.12,54.87,7.62,53.13,88.89,D,16.8,No,Yes,Master's,High,9,8.6 +S5905,Maria,Johnson,student4905@university.com,Male,19,Engineering,86.92,87.74,94.56,58.9,91.09,3.39,66.7,58.53,B,21.8,Yes,Yes,High School,Medium,4,5.9 +S5906,John,Brown,student4906@university.com,Female,24,Business,97.42,60.38,65.43,95.86,99.41,0.19,94.16,86.99,B,29.7,No,No,Bachelor's,Low,1,8.1 +S5907,Ali,Johnson,student4907@university.com,Female,18,Mathematics,50.69,63.23,97.64,92.02,68.68,6.39,76.6,67.08,D,24.2,No,Yes,PhD,Low,8,4.8 +S5908,Maria,Smith,student4908@university.com,Female,24,Mathematics,,88.97,52.81,65.32,75.28,9.87,71.83,69.19,D,29.9,No,Yes,Master's,Low,8,6.8 +S5909,Omar,Smith,student4909@university.com,Female,24,CS,82.39,53.36,99.85,,72.14,7.07,63.28,53.89,C,17.4,No,Yes,PhD,Medium,10,4.2 +S5910,Liam,Davis,student4910@university.com,Male,21,CS,85.09,47.15,81.85,52.14,94.71,0.84,62.52,79.42,A,15.8,No,Yes,None,Medium,10,5.4 +S5911,Ahmed,Jones,student4911@university.com,Male,19,Engineering,58.8,70.07,86.58,77.43,50.5,4.02,61.83,54.67,F,25.9,Yes,Yes,High School,Medium,5,8.1 +S5912,John,Brown,student4912@university.com,Male,23,Engineering,98.61,78.77,63.81,96.78,82.67,1.09,91.46,95.66,A,16.6,No,Yes,PhD,Medium,8,6.3 +S5913,Ahmed,Davis,student4913@university.com,Female,19,Engineering,80.76,75.98,94.42,92.77,82.62,9.12,99.25,81.05,B,23.9,No,Yes,Master's,High,1,7.3 +S5914,Omar,Smith,student4914@university.com,Male,19,Mathematics,58.22,82.83,72.73,67.8,69.12,3.3,76.74,99.51,C,29.9,No,Yes,,Low,2,8.0 +S5915,Sara,Brown,student4915@university.com,Female,21,CS,51.03,43.41,80.86,59.14,60.97,7.33,53.99,62.28,D,23.1,Yes,Yes,Master's,Low,4,6.7 +S5916,John,Brown,student4916@university.com,Female,22,Engineering,89.16,65.69,45.69,60.53,61.98,0.85,87.55,83.98,A,5.4,No,Yes,Master's,High,3,6.9 +S5917,Maria,Jones,student4917@university.com,Female,24,CS,53.99,54.31,77.9,75.73,90.02,1.28,93.85,98.22,F,9.5,No,No,Bachelor's,Medium,3,7.8 +S5918,John,Brown,student4918@university.com,Male,20,Business,57.05,85.55,92.74,79.84,53.31,6.79,96.56,64.93,C,11.9,Yes,Yes,High School,Medium,9,4.6 +S5919,Ahmed,Johnson,student4919@university.com,Male,23,Mathematics,78.74,92.36,50.7,51.64,78.19,8.43,81.44,54.82,F,25.6,No,Yes,Bachelor's,High,9,4.4 +S5920,Ali,Brown,student4920@university.com,Female,22,Engineering,80.18,56.88,84.26,70.68,65.34,2.01,75.34,81.7,B,28.3,Yes,Yes,,High,8,7.1 +S5921,John,Jones,student4921@university.com,Male,18,CS,84.34,45.71,41.52,91.52,63.26,4.18,81.03,68.3,D,21.2,Yes,Yes,,Medium,7,8.9 +S5922,Maria,Davis,student4922@university.com,Female,24,Business,,55.21,95.57,72.22,75.29,6.19,50.65,63.65,B,7.2,Yes,Yes,Master's,High,8,7.2 +S5923,Sara,Jones,student4923@university.com,Female,23,Engineering,88.69,46.24,98.98,58.46,94.89,7.96,82.77,99.68,A,17.5,No,Yes,,Medium,4,7.5 +S5924,Liam,Jones,student4924@university.com,Female,20,CS,98.72,59.35,61.25,97.74,80.9,6.28,85.48,87.71,A,26.5,No,Yes,Bachelor's,Low,7,7.3 +S5925,Emma,Smith,student4925@university.com,Male,24,Business,,72.29,46.42,,89.43,0.95,86.1,74.27,F,14.1,No,Yes,PhD,High,8,7.0 +S5926,Ali,Johnson,student4926@university.com,Male,18,Mathematics,85.15,98.42,79.51,89.92,80.03,5.43,78.15,52.5,A,6.6,No,Yes,Bachelor's,High,4,5.0 +S5927,Liam,Smith,student4927@university.com,Female,21,Engineering,96.42,63.96,41.79,59.69,84.89,8.85,85.0,59.58,B,24.5,No,Yes,High School,Medium,5,8.2 +S5928,Sara,Davis,student4928@university.com,Male,22,Engineering,84.31,53.2,68.95,71.16,71.62,8.68,81.94,64.94,C,21.4,No,No,,Medium,8,6.9 +S5929,John,Williams,student4929@university.com,Male,24,CS,84.06,50.01,56.31,74.52,96.3,5.85,55.78,74.36,A,16.7,Yes,No,PhD,High,2,8.9 +S5930,Ahmed,Davis,student4930@university.com,Male,23,Engineering,61.19,50.38,68.4,75.03,75.1,9.96,94.92,74.86,D,26.2,No,Yes,Bachelor's,Medium,4,4.3 +S5931,Omar,Johnson,student4931@university.com,Male,19,Engineering,76.76,51.56,41.1,75.82,77.59,1.05,81.14,51.24,A,26.2,No,Yes,None,Medium,4,5.5 +S5932,Ahmed,Brown,student4932@university.com,Female,20,CS,78.13,85.74,43.1,,76.25,4.79,86.39,97.17,D,22.5,No,Yes,Bachelor's,Low,10,4.5 +S5933,Liam,Jones,student4933@university.com,Male,24,CS,85.01,43.66,40.96,75.8,65.81,7.75,67.14,77.14,A,28.6,No,Yes,PhD,Low,4,8.3 +S5934,Maria,Williams,student4934@university.com,Female,23,CS,99.84,99.84,77.15,74.09,61.56,1.41,95.96,50.99,A,16.3,Yes,No,Master's,Medium,1,8.1 +S5935,Ahmed,Johnson,student4935@university.com,Female,19,CS,51.68,71.36,73.61,,53.69,9.73,75.13,85.07,C,23.2,No,Yes,,Medium,6,7.9 +S5936,Ali,Smith,student4936@university.com,Male,23,Engineering,53.26,72.66,53.99,,85.91,3.54,83.95,53.57,F,25.8,No,Yes,Master's,High,3,7.4 +S5937,Ahmed,Jones,student4937@university.com,Female,24,Engineering,53.9,61.45,78.8,93.28,64.46,3.5,97.61,86.06,D,20.9,Yes,Yes,Bachelor's,Low,2,4.5 +S5938,Maria,Davis,student4938@university.com,Female,18,Engineering,87.15,81.42,93.05,,69.46,2.13,95.8,85.07,A,18.8,No,Yes,,Medium,10,6.0 +S5939,Emma,Smith,student4939@university.com,Male,19,CS,56.82,68.29,56.64,84.28,96.0,2.88,82.24,99.25,F,23.3,No,Yes,High School,High,8,7.5 +S5940,John,Johnson,student4940@university.com,Female,19,Engineering,81.12,59.74,89.92,57.99,78.32,5.78,58.29,67.1,C,13.9,No,Yes,None,High,7,5.8 +S5941,Omar,Johnson,student4941@university.com,Female,23,Business,66.23,55.91,79.75,,54.85,4.29,97.53,57.22,D,14.2,No,No,PhD,Medium,7,7.6 +S5942,Liam,Davis,student4942@university.com,Male,21,Engineering,72.87,95.54,42.03,91.07,89.98,1.93,99.21,54.59,C,29.4,No,Yes,High School,High,7,5.4 +S5943,John,Williams,student4943@university.com,Male,24,Mathematics,,57.46,62.51,51.94,62.81,8.09,55.17,53.59,A,8.0,No,Yes,None,High,2,6.7 +S5944,Ahmed,Davis,student4944@university.com,Male,21,Engineering,93.31,66.18,70.47,74.79,77.64,0.62,72.51,90.52,B,26.0,No,Yes,None,Medium,5,5.8 +S5945,Sara,Brown,student4945@university.com,Male,22,Engineering,79.31,61.02,83.9,,75.5,8.35,77.41,85.93,F,24.7,No,Yes,Bachelor's,High,1,8.6 +S5946,John,Smith,student4946@university.com,Male,18,CS,97.23,45.17,57.23,60.61,61.9,2.75,54.6,98.8,A,6.4,No,Yes,,Medium,2,6.2 +S5947,Emma,Williams,student4947@university.com,Female,21,Engineering,78.73,51.16,98.96,68.91,55.79,4.96,59.48,65.46,F,22.6,Yes,Yes,None,Medium,10,5.4 +S5948,Ahmed,Jones,student4948@university.com,Female,23,Business,56.2,51.37,81.07,99.17,60.56,3.81,76.89,90.16,D,7.3,Yes,Yes,None,Low,1,4.3 +S5949,Omar,Brown,student4949@university.com,Male,24,Mathematics,58.54,81.62,62.37,86.16,54.87,5.71,98.15,54.65,D,10.3,No,Yes,Bachelor's,High,6,4.7 +S5950,Maria,Williams,student4950@university.com,Male,21,Mathematics,99.45,64.4,45.82,64.98,63.78,7.96,51.39,95.19,A,29.0,No,Yes,Bachelor's,Low,9,6.8 +S5951,Emma,Smith,student4951@university.com,Female,22,CS,,86.92,50.88,80.27,99.86,9.89,95.62,52.59,F,14.1,No,Yes,Master's,Low,8,7.5 +S5952,Ahmed,Johnson,student4952@university.com,Male,20,Engineering,52.46,82.54,69.26,62.33,70.1,3.06,94.93,89.39,D,6.4,No,Yes,,Low,6,8.8 +S5953,Emma,Jones,student4953@university.com,Male,22,Engineering,85.19,51.52,69.68,80.54,93.19,5.54,92.86,65.37,B,18.0,Yes,Yes,Master's,Low,7,7.0 +S5954,John,Davis,student4954@university.com,Female,19,Engineering,70.61,73.78,86.06,94.81,77.46,4.66,68.88,59.06,D,10.2,No,Yes,Master's,High,3,7.4 +S5955,Omar,Smith,student4955@university.com,Female,24,CS,65.36,84.57,83.57,77.84,83.33,9.99,74.54,85.23,F,15.7,No,Yes,High School,High,10,7.1 +S5956,Maria,Brown,student4956@university.com,Female,19,Business,57.7,77.98,52.08,86.67,57.82,8.09,70.18,94.79,F,7.5,Yes,Yes,High School,High,2,8.5 +S5957,Ahmed,Brown,student4957@university.com,Male,21,Mathematics,92.0,76.0,75.7,,63.74,3.97,97.38,88.21,A,7.4,No,Yes,,Low,8,5.5 +S5958,Ali,Johnson,student4958@university.com,Female,21,Engineering,53.19,84.38,41.24,76.21,75.52,4.77,76.07,65.65,C,17.6,No,Yes,PhD,Low,5,7.0 +S5959,Liam,Johnson,student4959@university.com,Male,22,CS,64.49,43.41,63.91,84.75,94.06,2.46,54.03,67.68,C,13.4,Yes,Yes,Master's,Low,7,8.8 +S5960,Maria,Jones,student4960@university.com,Female,22,CS,65.32,83.89,85.85,90.62,52.14,7.55,63.7,59.47,F,8.9,No,Yes,Master's,Medium,4,4.0 +S5961,Ali,Davis,student4961@university.com,Male,23,Engineering,58.05,56.36,63.97,82.97,75.35,8.45,73.1,91.2,D,19.5,Yes,Yes,,Low,4,5.4 +S5962,Emma,Jones,student4962@university.com,Male,18,CS,75.41,74.31,90.14,,52.55,9.65,97.68,55.35,B,6.6,Yes,Yes,Master's,High,5,7.8 +S5963,Sara,Johnson,student4963@university.com,Male,23,Mathematics,50.59,54.54,98.57,90.99,72.84,5.66,78.45,95.16,C,23.8,No,No,,High,4,6.3 +S5964,Maria,Johnson,student4964@university.com,Female,19,Engineering,65.05,90.33,76.43,88.86,81.44,6.71,84.8,80.06,D,6.3,Yes,Yes,High School,Low,5,4.8 +S5965,Emma,Brown,student4965@university.com,Female,23,Engineering,96.68,68.83,48.7,92.26,87.24,4.46,54.43,79.44,A,29.3,No,No,None,Medium,7,6.9 +S5966,Ali,Johnson,student4966@university.com,Female,22,Engineering,65.53,78.58,62.78,64.06,56.93,6.09,93.87,91.89,C,23.4,No,Yes,High School,Medium,6,6.6 +S5967,John,Williams,student4967@university.com,Male,24,CS,68.02,87.64,40.57,71.6,58.33,3.49,76.95,83.38,F,27.4,No,Yes,Master's,Low,7,6.3 +S5968,John,Smith,student4968@university.com,Female,23,Mathematics,73.66,93.72,76.16,,73.5,7.38,96.06,65.21,C,16.0,Yes,Yes,,Medium,7,5.7 +S5969,Sara,Johnson,student4969@university.com,Female,20,Engineering,78.08,83.92,89.29,73.12,99.9,0.23,72.27,67.48,B,6.5,No,Yes,PhD,High,9,4.3 +S5970,Liam,Jones,student4970@university.com,Male,18,Mathematics,90.44,48.93,77.8,,67.8,0.28,84.15,58.65,B,10.7,Yes,Yes,None,High,2,7.0 +S5971,Maria,Davis,student4971@university.com,Male,22,Engineering,59.52,91.27,87.17,51.35,71.38,7.16,73.54,73.2,F,29.3,Yes,Yes,None,Low,3,6.6 +S5972,Maria,Davis,student4972@university.com,Female,24,Business,93.59,77.11,87.99,60.46,71.62,9.31,57.13,55.51,B,20.5,No,Yes,None,Medium,3,6.9 +S5973,Maria,Davis,student4973@university.com,Female,21,CS,87.88,76.57,91.06,94.09,54.04,6.32,63.6,82.65,A,10.7,No,Yes,High School,Medium,6,4.0 +S5974,Liam,Williams,student4974@university.com,Female,23,Engineering,86.13,95.28,56.0,52.96,88.71,7.27,53.36,58.46,A,17.1,Yes,Yes,PhD,Low,1,4.4 +S5975,Emma,Jones,student4975@university.com,Male,22,Business,54.34,54.93,92.28,61.35,62.66,8.24,72.01,93.2,D,12.9,No,Yes,Bachelor's,Low,9,4.8 +S5976,Omar,Williams,student4976@university.com,Female,21,Business,51.08,54.38,79.25,67.56,85.18,3.62,82.47,85.02,D,17.2,Yes,Yes,,Medium,5,6.2 +S5977,Omar,Johnson,student4977@university.com,Male,21,Business,79.7,70.79,57.38,87.54,73.75,1.08,62.19,94.58,B,25.9,No,No,PhD,Medium,6,8.0 +S5978,Sara,Smith,student4978@university.com,Male,19,CS,93.16,85.05,99.24,,80.59,9.33,74.52,54.35,B,10.6,No,Yes,Master's,Medium,7,5.2 +S5979,Maria,Davis,student4979@university.com,Female,19,Mathematics,79.22,66.83,97.01,97.73,52.7,9.39,72.95,89.93,D,15.0,No,Yes,PhD,High,1,8.0 +S5980,Emma,Jones,student4980@university.com,Female,24,Mathematics,60.66,78.03,74.47,61.39,94.5,4.42,76.67,94.04,D,16.2,No,Yes,High School,Medium,3,5.2 +S5981,John,Davis,student4981@university.com,Male,22,CS,54.53,67.15,90.59,93.61,62.19,2.17,59.23,52.23,C,19.7,No,Yes,,Medium,9,7.7 +S5982,Ali,Williams,student4982@university.com,Male,24,Mathematics,84.98,76.62,55.69,64.15,83.5,8.92,76.7,99.95,C,6.9,No,Yes,PhD,Low,5,8.4 +S5983,Emma,Brown,student4983@university.com,Female,22,CS,86.09,89.34,64.96,62.27,89.9,7.08,68.21,65.03,A,10.2,No,Yes,PhD,High,2,8.1 +S5984,Liam,Johnson,student4984@university.com,Female,20,Engineering,58.63,50.83,51.04,74.92,77.0,0.08,64.3,60.59,C,14.9,No,Yes,,High,3,7.7 +S5985,Omar,Smith,student4985@university.com,Female,18,CS,51.41,81.72,71.21,,66.87,1.08,79.3,70.75,D,25.2,No,Yes,Bachelor's,High,6,4.2 +S5986,Omar,Johnson,student4986@university.com,Male,18,Mathematics,70.41,87.25,69.76,69.22,98.9,9.83,57.4,50.43,C,9.7,No,Yes,,Medium,3,5.7 +S5987,John,Brown,student4987@university.com,Male,22,CS,79.14,66.83,52.77,67.78,63.92,0.38,95.03,94.3,B,27.0,No,Yes,,Medium,1,5.0 +S5988,John,Smith,student4988@university.com,Female,19,Engineering,,59.39,80.37,58.01,97.43,2.83,96.74,63.42,A,13.5,No,Yes,,Low,5,6.4 +S5989,Liam,Brown,student4989@university.com,Male,23,Engineering,90.5,40.81,47.07,93.04,57.81,5.48,83.03,76.08,A,11.3,No,Yes,High School,Low,10,5.8 +S5990,Ali,Johnson,student4990@university.com,Male,24,CS,80.53,87.83,43.7,69.29,69.46,1.84,65.16,81.18,F,15.2,No,Yes,,Low,7,7.1 +S5991,John,Williams,student4991@university.com,Female,20,Engineering,55.54,59.68,63.09,,56.92,2.32,81.3,89.55,D,18.8,Yes,Yes,,Low,5,6.8 +S5992,Sara,Johnson,student4992@university.com,Male,18,CS,,61.44,64.59,,50.11,3.53,80.08,62.51,A,23.3,Yes,No,High School,Medium,1,6.2 +S5993,Ali,Johnson,student4993@university.com,Female,22,Business,99.21,60.16,59.18,59.74,63.01,2.7,69.56,85.86,A,16.9,No,Yes,None,Low,2,7.8 +S5994,John,Johnson,student4994@university.com,Female,19,Mathematics,,69.92,55.48,75.26,54.36,8.03,64.36,55.88,F,25.5,No,Yes,High School,Low,2,4.1 +S5995,Ahmed,Jones,student4995@university.com,Male,19,Business,,82.15,60.33,80.09,99.32,5.0,58.42,85.21,D,25.5,No,Yes,High School,Low,10,8.3 +S5996,Emma,Brown,student4996@university.com,Male,19,Business,65.11,86.31,49.8,,88.08,2.79,60.87,95.96,C,5.0,No,Yes,,Medium,4,4.0 +S5997,John,Brown,student4997@university.com,Female,24,CS,87.54,63.55,64.21,94.28,50.19,3.13,82.65,54.25,A,24.8,Yes,No,High School,Medium,4,6.3 +S5998,Sara,Davis,student4998@university.com,Male,23,CS,92.56,79.79,94.28,81.2,61.18,0.4,94.29,55.84,A,16.1,Yes,Yes,Bachelor's,Low,1,8.4 +S5999,Maria,Brown,student4999@university.com,Female,21,Engineering,83.92,83.24,53.47,51.76,83.51,0.49,69.25,77.86,F,29.2,No,Yes,PhD,Low,2,6.1 diff --git a/week2_analysis.ipynb b/week2_analysis.ipynb new file mode 100644 index 0000000..b615238 --- /dev/null +++ b/week2_analysis.ipynb @@ -0,0 +1,824 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "id": "eddff909-ea35-471a-b9e7-99dc5b0db661", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "907314cd-d60b-4300-82b8-6daa36a438ac", + "metadata": {}, + "outputs": [], + "source": [ + "data = {\n", + " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n", + " \"Возраст\": [21, 22, 23, 24],\n", + " \"Баллы\": [89, 76, 95, 82]\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "45e6cbe0-d224-4b46-bdb8-51a36c6fddea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Первый взгляд на данные:\n", + " Имя Возраст Баллы\n", + "0 Анна 21 89\n", + "1 Борис 22 76\n", + "2 Виктор 23 95\n", + "3 Галина 24 82\n", + "\n", + "RangeIndex: 4 entries, 0 to 3\n", + "Data columns (total 3 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Имя 4 non-null object\n", + " 1 Возраст 4 non-null int64 \n", + " 2 Баллы 4 non-null int64 \n", + "dtypes: int64(2), object(1)\n", + "memory usage: 228.0+ bytes\n", + "None\n", + " Возраст Баллы\n", + "count 4.000000 4.000000\n", + "mean 22.500000 85.500000\n", + "std 1.290994 8.266398\n", + "min 21.000000 76.000000\n", + "25% 21.750000 80.500000\n", + "50% 22.500000 85.500000\n", + "75% 23.250000 90.500000\n", + "max 24.000000 95.000000\n", + "Имя 0\n", + "Возраст 0\n", + "Баллы 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print(\"Первый взгляд на данные:\")\n", + "print(df.head())\n", + "print(df.info())\n", + "print(df.describe())\n", + "print(df.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "79b8242f-deca-4496-a7da-747a63742489", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame(data) # df объект класса DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c0137fab-deba-4ac0-a6cf-b7efb5816607", + "metadata": {}, + "outputs": [], + "source": [ + "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1 # добавление нового столбца" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2e5cde96-2a54-4db6-8158-90da96a168d5", + "metadata": {}, + "outputs": [], + "source": [ + "grouped_df = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\"}) # от объекта df метод groupby чейнинг с методом agg" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "24e306fe-0821-456a-8d59-d33567362193", + "metadata": {}, + "outputs": [], + "source": [ + "filtered_df = df[df[\"Возраст\"] > 21] # фильтрация по возрасту" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6c17f9e7-ffdc-4350-a4e8-2c5c9cf9710a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Данные с новым столбцом: \n", + " Имя Возраст Баллы Новый столбец\n", + "0 Анна 21 89 97.9\n", + "1 Борис 22 76 83.6\n", + "2 Виктор 23 95 104.5\n", + "3 Галина 24 82 90.2\n", + "\n", + "Группировка по возрасту с вычислением среднего балла: \n", + " Баллы\n", + "Возраст \n", + "21 89.0\n", + "22 76.0\n", + "23 95.0\n", + "24 82.0\n", + "\n", + "Фильтрация (возраст > 21): \n", + " Имя Возраст Баллы Новый столбец\n", + "1 Борис 22 76 83.6\n", + "2 Виктор 23 95 104.5\n", + "3 Галина 24 82 90.2\n" + ] + } + ], + "source": [ + "print(\n", + " f\"\\n\\nДанные с новым столбцом: \\n{df}\"\n", + " f\"\\n\\nГруппировка по возрасту с вычислением среднего балла: \\n{grouped_df}\"\n", + " f\"\\n\\nФильтрация (возраст > 21): \\n{filtered_df}\"\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "cff2c35c-51ce-4df2-b30e-020a31e2cbfa", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b40b022e-6707-4af1-8287-b1bc8c6682d1", + "metadata": {}, + "outputs": [], + "source": [ + "arr = np.array([1, 2, 3, 4, 5])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "66f111cc-7ea3-4195-a3e6-ed6098aff4f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Сумма элементов массива: 15\n", + "Среднее значение: 3.0\n", + "Медиана: 3.0\n", + "Стандартное отклонение: 1.4142135623730951\n" + ] + } + ], + "source": [ + "print(\"Сумма элементов массива:\", np.sum(arr))\n", + "print(\"Среднее значение:\", np.mean(arr))\n", + "print(\"Медиана:\", np.median(arr))\n", + "print(\"Стандартное отклонение:\", np.std(arr))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ab257d76-ac0e-4196-b556-bfe606781834", + "metadata": {}, + "outputs": [], + "source": [ + "matrix = np.array([[1, 2], [3, 4]])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "503a1c7f-339e-492f-9acb-83edbda12fc2", + "metadata": {}, + "outputs": [], + "source": [ + "linspace_arr = np.linspace(0, 10, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2ba94214-e148-4b89-bfb5-6b089319c586", + "metadata": {}, + "outputs": [], + "source": [ + "random_matrix = np.random.randn(2, 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ce244ead-6706-4ad6-8e13-c5ab6ddf8884", + "metadata": {}, + "outputs": [], + "source": [ + "dot_product = np.dot(matrix, random_matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "9df56eb9-8baa-4d3d-b26d-e75251c4990b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Двумерный массив:\n", + " [[1 2]\n", + " [3 4]]\n", + "Массив, созданный с помощью np.linspace():\n", + " [ 0. 2.5 5. 7.5 10. ]\n", + "Массив, созданный с помощью np.random.randn():\n", + " [[ 0.87483977 -1.42420419]\n", + " [-0.06200213 -0.77189905]]\n", + "Результат матричного умножения np.dot(matrix, random_matrix):\n", + " [[ 0.75083552 -2.96800229]\n", + " [ 2.3765108 -7.36020878]]\n" + ] + } + ], + "source": [ + "print(\n", + " f\"\\nДвумерный массив:\\n {matrix}\"\n", + " f\"\\nМассив, созданный с помощью np.linspace():\\n {linspace_arr}\"\n", + " f\"\\nМассив, созданный с помощью np.random.randn():\\n {random_matrix}\"\n", + " f\"\\nРезультат матричного умножения np.dot(matrix, random_matrix):\\n {dot_product}\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "9ba44e18-b969-4af9-92d3-dabb3849fcc6", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "2b48f365-07ce-4679-87db-591da72a718d", + "metadata": {}, + "outputs": [], + "source": [ + "x = np.linspace(0, 10, 100)\n", + "y = np.sin(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "9ddb722b-fd71-4b17-8f62-8ba4472de306", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, y, label='sin(x)')\n", + "plt.xlabel(\"X\")\n", + "plt.ylabel(\"Y\")\n", + "plt.title(\"График синуса\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "ef8105a7-9c77-430c-85f1-03e29272facd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 10, 100)\n", + "y_sin = np.sin(x)\n", + "y_cos = np.cos(x)\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(x, y_sin, color='red', label='sin(x)')\n", + "plt.plot(x, y_cos, color='blue', linestyle='--', label='cos(x)')\n", + "plt.xlabel(\"X\")\n", + "plt.ylabel(\"Y\")\n", + "plt.title(\"Графики синуса и косинуса\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "1bf7a280-c6f1-4ae5-9c6f-bc01563e06a0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "categories = ['A', 'B', 'C', 'D']\n", + "values = [10, 15, 7, 12]\n", + "plt.figure(figsize=(6, 4))\n", + "plt.bar(categories, values, color='green')\n", + "plt.title(\"Столбчатая диаграмма\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "f6412e4b-8082-44ec-bd9e-7bb133a233c9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_scatter = np.random.rand(50) * 10\n", + "y_scatter = np.random.rand(50) * 10\n", + "plt.figure(figsize=(6, 4))\n", + "plt.scatter(x_scatter, y_scatter, color='purple', alpha=0.7)\n", + "plt.title(\"Диаграмма рассеяния\")\n", + "plt.xlabel(\"X\")\n", + "plt.ylabel(\"Y\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "a174508e-a887-46c0-b0d8-7ffdd83f6d7c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = np.random.randn(1000)\n", + "plt.figure(figsize=(6, 4))\n", + "plt.hist(data, bins=30, color='orange', edgecolor='black', alpha=0.75)\n", + "plt.title(\"Гистограмма\")\n", + "plt.xlabel(\"Значения\")\n", + "plt.ylabel(\"Частота\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "8296337f-a422-4cd3-892c-466fad6e147b", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "1a45138d-d803-4222-b0ec-2f5f57509c47", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"]\n", + "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "752ef7de-90de-4422-9f3d-7787e13d2e39", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(df[\"Баллы\"], bins=10, kde=True, color=\"blue\")\n", + "plt.title(\"Гистограмма баллов\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "1b2a13e9-4687-456f-9e0c-8fbfdedb681f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df, palette=\"deep\")\n", + "plt.title(\"Диаграмма рассеяния: возраст vs. баллы\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "6b27e34b-6a6d-409f-afa3-b78c5a4796a9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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TtKXO09PzhFvkPvzwQ6xcuRLPPfectB1vzpw5fW6t0+l0aGxs7HGj/vspqxx+nhqMiA207kQGPVC0FYgaDrmJurHTo81b5QzWbpWLHQdovTiAVSa8/ogcg9ceEZETBUOidigrKwuff/75cceuvvpq7N69WwpqhgwZgssvvxzt7e19nuvKK6/ERRddhJEjR0pNGZYtW4bt27dL2aK+GjkEBQV13U6WdaKelmeVYWxiCLQaK/87lWcCHS1ApPzBkHBGjAY1bSbsqrCyq5yHNxB7GnDgO7mWpmi8/ogcg9ceEZGTBEN33XWXFLCsXr0a8fHxxx0Xv6QHDx4s1RF99dVXUje5JUuW9Pv8gwYNQnh4OHJzc3s9vmDBAmmLnuVWVFRk1c+jJAU1LThc0Yzxyb1vbTwlonGCb5hsXeSOlRaiRrCXCivyO60/WeKZQMlODmCVAa8/IsfgtUdE5OAGCqLw/u6775YCG5G1EbVA/fkacRPp/f4qLi6WaoZiYmL6bLYgbnTqVhyogIdGhVHWdpEzGc3BUORQ2brI9dZVbmyUGj/n67HgTC9p69yAxY03D2DN/gk4/QY5l6k4vP6IHIPXHhGRgzNDYmvcxx9/jE8//VSaNVReXi7d2trapONHjx6V0viiu1xhYSE2bdqEyy67TJo5dN5553WdJyMjoytT1NzcjPvvv19q1y06zom6ITGbKC0tDbNmzXLYz+rOwdDIuCDrB63W5ABttUDUMNjS6dFaFDSacKTeaN2JvAPNaz30g1xLIyIiIiIlBUNvvvmmlJqfNm2alLWx3L744gvpuLe3N9avXy8FPiKYueKKK6SgSQRFolOchRjUaulEp9FokJmZKdUMifqim266SZpVJM7Dd8Dk1dCqx478OqleyGrF2wEPHyA4CbY0IlwNLw2wskCGrXJi5pAYECvqnIiIiIjI5Th8m9yJxMbG4scffzyl84iskRjOSra35nAlDCYTTpMjGCrcBoQPAdRWZphOwlOjwohwjRQM3TbGyuA4fgKw430gbx2QPkeuJRIRERGRkhookGtadagSKeG+CPXru815v7TWALVHgIh02MPYKA12VhjQoLOyxXZQHBAYBxzuOTyYiIiIiFwDgyEaEDGrZ+3hKoyOlyErJLqyqdRAuH2CoTGRahhMwPpiGbbKxY0Dcn4R6Uk5lkZEREREdsRgiAYks7ge9a16jEkItv5kJTuAoHjA0xf2EOajRmKACqsLZQqGGkuByoNyLI2IiIiI7IjBEA3Imuwq+HlpkBbpb92JjJ1A6R5zvZAdjYrUYE1hJ4zWZnSiRwJaL3N2iIiIiIhcCoMhGnDzBNFSW6O2ciZQVba5G5udg6HRkRrUtJtwoMbKFtsaTyBqJJC7Uq6lEREREZGdMBiiU1bf2oF9xQ0YFSfDFrnSXYCnn7kRgR2lh5hbbK8rkmGrXOxYoGgLW2wTERERuRgGQ3TKNuRWw2gCRsUHydM8ISwNUNv3v6KHRoXh4WqsLZKpbsjQAeRvkGNpRERERGQnDIbolK0/XI34EB+E+Vs5p0fXCFTnmoMhBxgZYW6x3aq3sm5IZLX8I4Ejq+VaGhERERHZAYMhOiViwO26nCqMiJMhK1S2V5zRccFQuAadRmBrmZXZIZUKiBkDHFkl19KIiIiIyA4YDNEpyatuQVlDO0bGyhAMle42Z1R8ZKg9GoBYfxXCfFTYUGyw/mQxo4HqbHObbSIiIiJyCQyG6JRsPFIjdZAbGhNo/clES+3QQXAUlUqFEeFqbJBj+KrIDAl566w/FxERERHZBYMhOiUbc6ul2UI+nhrrTtRcDjRXOGyLnMWIcA2y64yobrOyxbZ3kDmwO7pWrqURERERkY0xGKJ+MxpN2HykBsNjA+WpF1KpHZoZEoaFmy+BTSUybJWLHgUcXS0Kq6w/FxERERHZHIMh6rcDZY1oaNNjhCz1QnvNXdg8fOBIod5qxPursKlEjq1yo4GmMqDmiBxLIyIiIiIbYzBE/SayQl5atbRNzjomoDzT4Vkhi2HhGnmCoajhgEoD5LNuiIiIiMgVMBiiftt0pBpDogLgobHyv01DMdBW5zzBUJgahU0mlDRZWTfk4QuED2YTBSIiIiIXwWCI+qXTYMS2vFoMk6teSK0GQpLhLJkhYXNppzx1QyIYYt0QERERkdNjMET9klXaiJYOA4bJ0VK7fB8QlAhoPeEMAjxVSA5UYWuZTE0UWmuAqmw5lkZERERENsRgiPply1FzvdCgCD956oVCUuBMMsI02CxH3VBEBqDWAvnr5VgWEREREdkQgyHqd/OE9OgAaMX2NmvUFwHtjUCocwVDom6ouNmEYqvrhryB8CFA/ga5lkZERERENsJgiPpVL7QjvxZDo+XYIpdprhcKToKzZYaErWVydJUbYc4MsW6IiIiIyKkxGKJ+zRcS9UJD5agXqtgPBMY7Tb1Q97qhxEAVtslRNySCIVE3VJ0jx9KIiIiIyB2DoYULF2L8+PEICAhAZGQk5s2bh+zsnoXnt912G1JTU+Hj44OIiAjMnTsXhw4dOuF5TSYTHn30UcTExEhfN2PGDOTk8IXpQG09WgtPjVz1QvucpovcsTJCNdgiR0e5yAzzvKECbpUjcgZtHZ0oqW9DUW0r6ls7HL0cIkUR15y49sQ1KK5FImfj0GBo7dq1uPPOO7FlyxasWLECer0eM2fOREtLS9djxo0bh0WLFuHgwYP4+eefpUBHPMZg6Psd/Oeffx6vvPIK3nrrLWzduhV+fn6YNWsW2tvb7fSTuZeteTUYHOVv/XyhxtLf5gs5V72QRUaYGgWNJlS0yDBvKCwVyN8o19KIaICK61rx2NL9mP7CGpz1/Grc/OEO7CtuQEenDFlgIuqTuMayShpwy4c7pGtPXIOPfbdfuiaJnInKJKILJ1FVVSVliESQNHXq1F4fk5mZidGjRyM3N1fKGB1L/DixsbG49957cd9990n3NTQ0ICoqCosXL8aVV1550nU0NjYiKChI+rrAQBm2hrkwo9GEMU/+gj8Mi8IfxyVYd7Kcn4GNrwLnPmpuNOBk6ttNuH1FG1491wcXpnlYd7Lt7wFFW4C/HQRUKrmWqAi8/kguZQ1tuOK/W1BY2/PFl4dGhaV3TZFn668b4bVHcjpU1ogLX9sAvaHny8yEUB98eetExAT7OGxtRE5bMyR+AQuhoaG9HhcZI5ElSklJQUJC7y/M8/LyUF5eLm2NsxC/3CdMmIDNmzfbaOXuK6eyGY3tnciQo3lCxQEgKNYpAyEh2FuFGD8VtpfL1EShqQyoL5RjaUQ0ALsL648LhATx4uxfv2SjqV3vkHURuTtxbb34S/ZxgZBQVNuGXYV1DlkXkVMHQ0ajEfPnz8fkyZMxYsSIHsfeeOMN+Pv7S7effvpJ2lLn6dl7Ab4IhASRCepOfG45diydTie9I9b9Rmbb8mqgUaukbXJWE/VCTtZF7ljpoWpsKZVh+0zkUPPHgk3Wn8vN8fojWxC7BH7cV9bn8Y25NWjWKbt+gdce2Yq4tjYdqenz+E9Z5dI1SuQMnCYYErVDWVlZ+Pzzz487dvXVV2P37t3S9rkhQ4bg8ssvl7X+RzRyENkjy62vrJMSbcuvw6BwP3hpza2nB6y1GmiucNrmCd1bbOfUGdGgs/KXtHeg+WctZDB0Mrz+yBZUKhWiAvvOQgf7ekCt8C2svPbIVjQqFYJ9+t5uHhngJV2jRM7AKYKhu+66C8uWLcPq1asRHx9/3HHxS3rw4MFSHdFXX30ldZNbsmRJr+eKjo6WPlZUVPS4X3xuOXasBQsWSFv0LLeioiJZfi5XJ961EZkhMWxVli1ygrMHQ6Fq0fMOO+XYKhcxFCjg1syT4fVHtvLHccc/n1jcOCUFEf5eUDJee2Qr4f5euGFK382SLjudgTc5D7WjX2yLQEgENqtWrZJqgfrzNeIm0vu9EecQQc/KlSu77hOpf9FVbuLEib1+jZeXl1Qs2v1GkNpgVjTq5AmGKg8AfuGAlwznsqFIXxVCvUXdkBzzhoYDNTlAS7UcS3NbvP7IVuKDffDohcOOu39yajjmjo6FWq3sd6Z57ZGtiGvrotGxOCst/Lhjj1wwVLo2iZyF1tFb4z799FN899130qwhS02PyASJ+UBHjx7FF198IbXSFjOGiouL8eyzz0rHzjvvvK7zZGRkSOn+iy++WEq7itqjp59+WsomieDokUcekTrMiTlG1H/b82ulj0Oi5MgMOX+9kCD+/wwJUcszfDXytxdhhVuAoRdYfz4iOiUBPh64bFw8zh4cgZWHKtDU3onp6ZFIDPVFeICys0JEtia2qb50xRgU1rVi9aFKBHhrcW5GFCIDvRDgbWXHViJ3CYbefPNN6eO0adN63C86xl1//fXw9vbG+vXr8fLLL6Ourk5qgiC2ym3atElqwW0hBrVaOtEJDzzwgNR57tZbb0V9fT2mTJmC5cuXS+ej/tueX4f4EB8EWvtLq6MZqC0ARoyDKxBNFD49qEd7pwneWiveOfaPBPwigcLNDIaIHES86BK31EgZmsAQ0SkRbzqI22mJIY5eCpFzBkMn6yQisjk//vjjKZ9HvLv/5JNPSjcauB35tfJkhaqyxb8SEOzc9UIW6aEa6I16ZFUbcHq01vquciIzRERERETuUTO0bt06dHYquyWpu2to1eNwRTPSo2SqF/L0B/zC4AoSA1Xw0UKeuiGxVa5sL6Bvk2NpREREROToYGj69OmorTXXk5B7sgxEk62TXEiSSNnBFYi5SmnBamwvkyHgF5khox4o2SnH0oiIiIjI0cEQB2W5vx0FtdIcDjELwCrGTqA62yWaJ3Q3JFSNnRUG6/+vi5/b0w8o2irX0oiIiIhIJgMuiNi8eTNCQnoviBNNDsi17civw5DIAOuHotUeBTp1QHAiXMmQUA2+PtyJI/VGpIVYMXBWrQHC01k3REREROROwZBoY90b8eLZYJCh1oIcRm8wYm9RPf44ToahaJUHAY0HEBgHVzI4RC2lTUV2yKpgyLJV7tAywGgUwxfkWiIRERERWWnAr8zETCCj0XjcjYGQ69tf2oj2TiOGRPnL0zwhKA7QOLRx4Snz0aqQFKTCDlmaKAwF2huA6sNyLI2IiIiIZDKgYMjqrVPk1HYW1MFDo0JyuJ+VZzKZmycEudYWOYvBIRp5giGxTU6lZt0QERERkZNhAwU6zs6CWqRG+MNDY+WWruYqoK3WZeYLHWtIiBp5DUbUthmtO5GHDxA6CCjaJtfSiIiIiEgGA3q1K7bDRUZGyvH9ycmIQFc0Txgsx7T2qoPmjyGumRkSHeWE3ZUyZYeK2ESBiIiIyOWDoYULF+L9998/7n5x33PPPSfHushBShvaUdmkwxBZhq0eBPzCza2lXVC4jwqh3jLWDdXkAi01ciyNiIiIiBwVDP33v/9FRkbGcfcPHz4cb731lhzrIgfWCwmDZQmGDrhcS+1ja+PSQtTYVSFTMCQUb7f+XERERETkuGBIdJKLiYk57v6IiAiUlZXJsS5ykF0FdYgJ8kaQj4d1J+psA2rzXLZ5Qve6ob2VBugNVtbJ+UUCvmFsokBERETk6sFQQkICNm7ceNz94r7Y2Fg51kUOsiO/Fmly1AtV5wAmIxCSBFcm6obaDcDBWiubKIgOjBGibojBEBEREZGzGNDwl1tuuQXz58+HXq/HOeecI923cuVKPPDAA7j33nvlXiPZSVuHAQfLmnDdpGR56oW03uaMiAtLDlTDQw3sLO/EqAgrh69GZAB7PgUMevMgWiIiIiJyvWDo/vvvR01NDe644w50dHRI93l7e+Pvf/87FixYIPcayU72FtfDYDLJM2xVdJILTgDUVrbndjAxb2lQkLlu6IaRVp4sYijQ2Q5UZAGxY2VaIRERERHZNRgSheWia9wjjzyCgwcPwsfHB4MHD4aXl9eAF0LO0TzBx0ODhBBfK89kAioPAQlnwB0MDlXL01EuLBVQe5jnDTEYIiIiInI4q9629/f3x/jx4zFixAgGQm5gV2GdVC+kVqusO1FDKaBrcvnmCRaDQ9QoazGhvMXKuiGNpzkg4vBVIiIiItfNDAk7duzAl19+icLCwq6tchbffPONHGsjOw9bFZ3kpqdHyjdsVWyTcwODQ8y1QmKr3HmDrNz2JzVR4PBVIiIiImcwoFd2n3/+OSZNmiRtkVuyZInUSGH//v1YtWoVgoKC5F8l2Vx+TSvqWvXyzBcSwZB/NODhA3cQ4q1ChK9KnnlDom6ooRhoKpdjaURERERk72Don//8J1566SV8//338PT0xH/+8x8cOnQIl19+ORIT3WNrlNKIrJAgS1tt0UnOTbJCFmnBaqmjnNVERzmBW+WIiIiIXDMYOnLkCM4//3zpzyIYamlpkZoq/PWvf8Xbb78t9xrJTvVC8SE+8Pca8M5Js44WoK4QCHavoFgMX82qNkJn9fDVcHO78WIGQ0REREQuGQyFhISgqalJ+nNcXByysrKkP9fX16O1tVXeFZJd7CioQ1qEHMNWs83d5NwsGBId5fRGIKtKjq1y6UAhh68SERERuWQwNHXqVKxYsUL682WXXYa//OUv0iDWq666Cueee26/z7Nw4UKpG11AQAAiIyMxb948ZGeLF9NmtbW1uPvuu5Geni617xZb8O655x40NDSc8LzXX3+9lKnqfps9e/ZAflRFaNZ1IqeiCUPkqBeqzAY8fc0ZEDeSFKiGlwbYXSlHMJQBlO0BOns2HiEiIiIi+xrQnqjXXnsN7e3t0p//8Y9/wMPDA5s2bcKll16Khx9+uN/nWbt2Le68804pIOrs7MRDDz2EmTNn4sCBA/Dz80Npaal0e/HFFzFs2DAUFBTgz3/+s3TfV199dcJzi+Bn0aJFXZ+z9Xff9hbVw2gCBssybPUAEJQAqFx72OqxtGrz8NWd5QbcPEqGYMjQAZRnAvGny7RCIiIiIrJLMBQaGtr1Z7VajQcffHAgp8Hy5ct7fL548WIpQ7Rz504p+yTmF3399dddx1NTU/HMM8/gmmuukYInrbbv5YvgJzo6ekDrUmLzBD8vDWKDrez+ZjICVdlA4kS4o7QQNbaVyZAZCh1knjkkmigwGCIiIiJymAFXyxsMBqmttmivLYjMzdy5c08YoJyMZftb92Crt8cEBgae9PusWbNGCqxEfdM555yDp59+GmFhYQNemzvbKYatRvhDrbJy2GpjsbmBQnAS3JEYvvr9kU6UNBkRF2BF5kvjAYSlAUVbgYl3yLlEIiIiIjoFA4pcxEyhiy66COXl5VI9j/Dcc88hIiJCarctMjqnymg0Yv78+Zg8eXKfX19dXY2nnnoKt95660m3yF1yySVISUmROt+J7Xdz5szB5s2bodGYB2h2p9PppJtFY2MjlMJoNA9b/cOwaHlaakMFBMXDHQ0O/X34qlXBkGWrXOFmeRbm4pR8/RE5Eq89IqIBNlC4+eabMXz4cBQXF2PXrl3SraioCKNGjTppoNIXUTskutKJga69Eb+kRTtvkYF6/PHHT3iuK6+8UgrWRo4cKTVlWLZsGbZv3y5li/pq5CCGxVpuCQnuNSPnRI5Wt6CxvRND5KgXqjwEBMYAHt5wR8FeKkT5yTV8NQNoKgMaSqB0Sr7+iByJ1x4R0QCDoT179ki/RMUWNAvxZ1HPs3v37lM+31133SUFLKtXr0Z8/PFZBdHGW2R7RNc5sTVPNGw4FYMGDUJ4eDhyc3N7Pb5gwQJp+53lJgI7Jc0XUsk5bNVNs0I9hq9WyDB8NXKo+SPnDSn6+iNyJF57REQD3CY3ZMgQVFRUSNmh7iorK5GWltbv85hMJql1tghwRNZGbGvrLSM0a9YsqSHC0qVL4e196lkHkcGqqalBTExMr8fFuZXabW53YR0SQn3h62ntsNVmoKEYSDwT7kwMX/3ogB7tnSZ4a62osfIJAfyjzU0Uhl8MJVPy9UfkSLz2iIgGmBkSWSEx70e0txaBhriJP4uaH1E7JAIYy+1kW+M+/vhjfPrpp1LWR9QgiVtbW5t0XHy9aLXd0tKC9957T/rc8hjRwMEiIyNDCqiE5uZm3H///diyZQvy8/OxcuVKqbGDCNJEUEU97civkycrVPXbsNUg9xq2eqzBIRp0GoF9cg1fFU0UiIiIiMghBpQOuOCCC6SPl19+uTTQ1JLlES688MKuz8Wx7kHLsd58803p47Rp03rcL+YDicGpohZp61bzi8VjM055eXlITk6W/iwGtVo60YkGCZmZmfjggw9QX1+P2NhYKaASjRf4DlhPje165FY249yhkdafrOog4OkH+Ll3x77EQJU0fFXUDY2P0VpfN7TjfUDf7rZ1VkRERETObECv5kRtjxwsAVRfRJB0ssccex4fHx/8/PPPsqzP3e0prBe5HAyODJCneYLIClnbntvJadQqqW5IliYKom7IqAfK9gKJE+RYHhERERHZOhg6++yzB/Jl5GR2FtQhwFuLmCArsxImA1CdDSSdBSUQ84bWlxi6sp8DFpIMaL3NW+UYDBERERHZ3YCHpYhaH7EVTbwgXLt2rVRDtHjxYnlXRzbvJDc40t+6F/RCfSHQ0QqEuHe9UPd5QzVtJhQ3nTxreUJqLRA+mB3liIiIiFwpM/Tggw/i7bffhq+vr1TXI2YDiWGpotZHdJn7+9//Lv9KSVYGowm7C+tx/sjeO+ydckttlRoIdO+22hZim5yws8KAhEAZhq8eXSv2err9FkMiIiIiZ6MeaFbos88+w/r16/Haa6/h5ZdfxjfffCM1RHj//fflXyXJLqeyCc06mYatVolhq7GA1hNKEOilQpy/CjvLZZg3FDEUaKkE6gvkWBoRERER2ToYqqqqkmYMiblAYu7PuHHjpPvPOussDm1zEbsK6qFWAYMi5Bq2qqzJ5WkhYviqTO21haLt1p+LiIiIiGwfDIWHh6O6ulr688MPP4zISHNrZjEPSMwLItdonpAc5gdvD411J2pvABpLgeAkKImYN3So1ogWvZV1Q95BQFA85w0RERERuUowdO2110ozfIQFCxYgODhY+rNopDB+/Hh5V0g2saOgVp5hqyIrJIQoKxgaEqqG0QTsrZQhOxSeARRtkWNZRERERGTrYGjhwoXHDUoVbr/9dixbtmwgpyQ7qmnWoaCmFenRMmTxqg4APkHmDIeCiJohPw9gR7lM84Yq9gO6JjmWRkRERES27CbXvXYoOztb+nN6ejoiIiKsOR3ZcYsc5Bq2WvFbvZDCOqGpVSpp3tDOCtFEwcv6YMhkBEp2AoOOf5OBiIiIiJwoMyRqg2688UbExsZi6tSp0k38+aabbkJra6v8qyTZg6EwP0+E+1vZ/c3QAdTkAMHJUCJRN7Sr3ACjaIttDVEz5OkPFLJuiIiIiMjpg6G//e1vUn3Q0qVLpdohcfvuu++k++699175V0my2lFQh8FRMgxbrT0KGPSKqxeySA9Vo0kP5NQZrTuRmNEkskNsokBERETk/MHQ119/jffeew9z5sxBYGCgdDvvvPPwzjvv4KuvvpJ/lSQbXacB+4obMCRKhi1ylQcAjQcQIMPgVheUGqyW2pPLUjckhq8WbwOMMpyLiIiIiGwXDImtcFFRUcfdL1psc5ucc8sqaUCHwShPMFRxwFwvpLayPbeL8taqkByoxk65miiIBgqW7nxERERE5JzB0MSJE/HYY4+hvb296762tjY88cQT0jFyXjvy6+ClVSMpzNfKM5nMmSGFzRfqrcX29nLRRMFK4UPMQSVbbBMRERE5dze5//znP5g1axbi4+MxevRo6b69e/fCy8sLv/zyi9xrJJnrhcR8Ia16QHHw78SgVTFwNSQRSibqhpbndaKyxYhIPyv+TrXeQGgqULgFGH+znEskIiIiIjmDoREjRiAnJweffPIJDh06JN131VVX4eqrr4aPj89ATkl2YDKZpE5yZw+RoQW6ZTtXEDNDwo4KA84bZGWAGTEUKNwsz8KIiIiI6KQG9OqtpqYGvr6+uOWWW/CXv/wFfn5+0ryhHTt2DOR0ZCd51S2obelAulzNEwKiAU9lB7+h3mpE+arkaaIQNQxoKAYaSuRYGhERERHJGQzt27cPycnJUqOEjIwM7NmzB2eccQZeeuklvP3225g+fTq+/fbbUzkl2bleSHQ/E221rVaxX/H1Qj3qhspkqBuKHGb+yLohIiIiIucLhh544AGMHDkS69atw7Rp03DBBRfg/PPPR0NDA+rq6nDbbbfh2Weftd1qySrb82ulxgm+ngPaHfk7USskMhgKnS90rPRQDQ7UGNGit3L4qk8IEBhnrhsiIiIiIps7pVfF27dvx6pVqzBq1CipcYLIBt1xxx1Q/1aMf/fdd+PMM8+01VrJStvyapEeHSBfvVBIivXncpMmCgYTsLvCgCnxWuvrhgo2yrU0IiIiIpIrM1RbW4vo6Gjpz/7+/lKtUEhISNdx8eempqZTOSXZSWVTOwpqW5ERHWj9ySqyzFkMn2A5luby4vxVCPQEtsmxVU7UDYn5TW31ciyNiIiIiORsoKBSqU74OTmn7Xl10kdZMkNSvZCyW2ofew0MDtFguyxNFIabZzgVb5djaUREREQkZzB0/fXX45JLLpFuYujqn//8567Pb7zxxlM618KFCzF+/HgEBARITRnmzZsndaXrnokSW+/S09Ollt2JiYm45557pBqlk7WQfvTRRxETEyN93YwZM6RW4EqvF4oK9EKon6d1J+psA2qPcIvcMTLC1NhdaYBe7JezRkCsOetWsEmupZGz07cB9UVAbR7QXOXo1RApS1sdUJcP1BcCOu5sIVKiUwqGrrvuOiloCQoKkm7XXHMNYmNjuz4Xx6699tp+n2/t2rW48847sWXLFqxYsQJ6vR4zZ85ES0uLdLy0tFS6vfjii8jKysLixYuxfPly3HTTTSc87/PPP49XXnkFb731FrZu3Spt5xNDYkXwplRb82rkaaldlQ0YDWyecIyMUDXaO4GsaiuzQyLTKrJDDIaUQTQi+elB4LVxwCtjgI/mAvkbgA7z70AishFDJ1C+D/j8GuA/o823JbcBNbmOXhkR2ZnKJNIoTqKqqkoKqESQNHXq1F4f87///U8KwkTApNUeX6wufhwRoN1777247777pPtEJikqKkoKpq688sqTrqOxsVEK7sTXBQbKUGPjYA1teox54hfcMnUQpqdHWneyPR8DB5YC0x8CVFYOGXUjnUYTbl7ehr+d7oXbxnhZd7KD3wM7FwEPFgIeypvj5G7XX58ay4CPLzHP7Do2IL7+RyBpkqNWRgqlmGtPqM4B/nuWOTPbnV84cMtqbgUnUhCnejVr2f4WGhp6wseIX9K9BUJCXl4eysvLpa1xFuKX+4QJE7B582Yo0c6CWlGFgqFyNE8ozwJCkhkIHUOrVmFIiBpbZWmiMBwwdAAlO+VYGjmrqkPHB0KCeH9q+QKgpcYRqyJyfyIA2vjK8YGQ0FINHFxmvg6JSBGc5hWt0WjE/PnzMXnyZIwYMaLXx1RXV+Opp57Crbfe2ud5RCAkiExQd+Jzy7Fj6XQ66R2x7jd3sjWvFqG+HlLNkFXEC3TxAo7DVnuVEabB9jIDDEYrn0TF36+nP5CvjBbb7n799enIqr6Ple0B9NwqR7al2GtPzMo7urrv44d/4lZVIgVxmmBI1A6JuqDPP/+81+Pil7QY8Dps2DA8/vjjsn5v0cjBUvckbgkJCXAnW47WID0m0PrOf2JbgUEPhA6Sa2luVzfUpAcO1RqtO5FaA0QOU8y8IXe//voUYB5T0CuvAEClsedqSIEUe+2pPQDfsL6P+0UCGg97roiIlB4M3XXXXVi2bBlWr16N+Pj4446L2UWzZ8+Wus4tWbIEHh59/5KyzEGqqKjocb/43HLsWAsWLJC231luRUVFcBctuk5kFTfKs0WuYh/g4Q0ExMixNLeTFqKGhxoybZUbARRtBTo74O7c+fo7oSGz+t5uOu5GwN/K+j6ik1DstecXBky+p+/jE24DtFbupCAil+HQYEg0OxCBkAhwVq1ahZSUlF4zQqLDnKenJ5YuXQpvb+8TnlOcQwQ9K1eu7HEO0VVu4sSJvX6Nl5eXVIfU/eYudhbUwWAyYViMTPVCwcmA2iliaKfjqVFJAdHWUhnmDUWPADrbgdLdcHfufP2dkHhT4dL3jg+I4s8Azvwz35kmm1PstSckTwVGXnH8/Wc/CIQPdsSKiMhBeu9CYMetcZ9++im+++47KetjqekR6XoxH8gSCLW2tuLjjz/usac5IiICGo15G0lGRoaU7r/44oulrWCi9ujpp5/G4MGDpeDokUcekTrMiTlGSiO2yAX7eCA2+MRB5EmJ7XGi2Dt1ulxLc0tDw9RYWdAJo8kEtTXbEkNTAQ9fIH89kDhBziWSs/D0A4bMBu7eCRxdYy7cTplq3obKrBCRbflHAHOeBSbfBeSsNL/5MPgPgH804BPk6NURkVKCoTfffFP6OG3atB73L1q0SBruumvXLimjI6SlpR3XNS45OVn6sxjU2n0Q6wMPPCC13haNFurr6zFlyhRpPtHJskruaPPRGmTEBFhfL1STA3TqzC/SqU/DwjT45nAnsmuNGBqmsa5uSHSVEzNnpppbxJMb8vQ1Bz+swyOyP99Q8y16lKNXQkRKDYZONuJIBEn9GYN07GPEC/8nn3xSuimZqBfaV9yAayfK0P1NDKfTinqhWDmW5rYGh6ihVQObSzutC4YsdUOZn5vrhrSeci2RiIiIiH7D4g83tqOgThoGOixGhpR/WaZ5vhDrhU5aNyTmDW0ukaNuaJR5DgbnDRERERHZBF/ZurHNR2oQ4itHvVCHuV6IW3n6RWSEtpR1Wj9vSPx9S/OG1su1NCIiIiLqhsGQG9uUWy11kbO6Xqgq2xwQsV6oX0aEq9HUARyskWHekKgbylsn19KIiIiIqBsGQ26qoU2PrNIGDI+VYYtceaa50DvwBEMiqYtor+2lATaWdMqzVU7MGxLb5YiIiIhIVgyG3NTWozUQu7SGxcowN6J0DxCS0veASOpBq1YhPVSNTaUyBEMxo81ZOREQEREREZGs+OrWTW06UoOoQC9EBVpZLyQyEtXZQFjP1uZ0YsPDNdhaZkCHwcq6oeAkwCcEOLpWrqURERER0W8YDLmp9TlV8nSRq8gCjAbWC52ikeEatHcCuyus7Con6r2iRgJHV8u1NCIiIiL6DYMhN1TR2I4jVS0YESfTFjmfYMAvXI6lKUZSkAqBnjLVDcWOMf87tNXJsTQiIiIi+g2DITe0Pqcaon/ciDgZMkOlu81ZIWs70imMWqXCsHAN1hXLUTc0RowWZlc5IiIiIpkxGHJDG3KqkBLuh0BvD+tO1FYL1BcA4YPlWpritsplVhnRoLOybsg/EghKAI6skmtpRERERMRgyP0YjSasz62WKSu0x/yRzRMGZGSEWurot6lEpq5yuSsBk5WBFRERERF1YTDkZg6UNaKmuQOj4mUIhkp2AkFxgKefHEtTnAhfNWL9VfJslYsdCzQUAbVH5VgaERERETEYcj/rcqrg7aFGelSAdScyGYGSXUAYt8hZY2SEBmuLOmGyNqMjhq+qtebsEBERERHJgsGQm1mbLVpqB0KrsfKftvYIoGtkvZCVRkdoUNpswpF6o3Un8vABIocDuSvkWhoRERGR4jEYciNN7XrsLKjD6IRg609WvAPw8DYP/aQBGxamhocaWFMkw1a5uLHmjnL6djmWRkRERKR4DIbcyMbcanQaTRgTL1MwJBonqDVyLE2xvLQqKSBaUyhHMHQ60NkOFGyUY2lEREREisdgyI2sPlSFuGAfRAZ6W3cisT2u+jAQni7X0hRtTKQGW8sMaNFbWTcksnR+EUDOL3ItjYiIiEjRGAy5UUvtVdmV8myRE13kRAOF8CFyLE3xxkRpoDcCG61tsS0G38aNAw4vZ4ttIiIiIhkwGHIT+0sbUdWkw7hEGYKhom1AUDzgHSjH0hQv2k+NOH8VVhXIsFUu/gygLh+oyZVjaURERESKxmDITaw8VAE/Tw2GRFvZUttoMGeGIrhFTu6tcisLOmG0NqMTMwrQeJqzQ0RERERkFQZDbuLXAxXSFjmt2sp/0sosoKMFiBgq19IIwGlRGlS1mbCvysoW21pvIGYMcOhHuZZGREREpFgMhtxAWUMbskobcVpiiPUnK9xm3h4XGCvH0ug36aFq+HsAvxborT9ZwhlA0RagtVaOpREREREplkODoYULF2L8+PEICAhAZGQk5s2bh+zs7B6PefvttzFt2jQEBgZCpVKhvr7+pOd9/PHHpcd2v2VkZMCds0IatUqG5gkmoHAzEJFhLtYn2Yh/H7FV7uc8meqGRIMLbpUjIiIict1gaO3atbjzzjuxZcsWrFixAnq9HjNnzkRLS0vXY1pbWzF79mw89NBDp3Tu4cOHo6ysrOu2YcMGuKvl+8sxLCYQ/l5a605Umwc0VwCRw+VaGnVzerQGh+uMKGiwcqucb6g5YD20TK6lERERESmSla+erbN8ec93thcvXixliHbu3ImpU6dK982fP1/6uGbNmlM6t1arRXR0NNxdQ6seW4/W4tqJSdafTGSFPHyA0EFyLI2OMTpSA0818HO+HreO9rLuZIkTgb2fmeu7PP3kWiIRERGRojhVzVBDQ4P0MTQ01Opz5eTkIDY2FoMGDcLVV1+NwsJCuKNfD1ag02jCuCTr/85QsMncRU7j0BjZbXlrVRgVocGPR2WoGxLBUGc7kPurHEsjIiIiUiSnCYaMRqOUBZo8eTJGjBhh1bkmTJggZZlE5unNN99EXl4ezjrrLDQ1NfX6eJ1Oh8bGxh43V/HDvjKkRwcg1M/TuhM1FJvn10RZ93dPJ3ZGrAZ7Ko0obbZyq5xocCEyeAe+g6tz5euPyJXx2iMicqJgSNQOZWVl4fPPP7f6XHPmzMFll12GUaNGYdasWfjxxx+lxgtffvlln40cgoKCum4JCQlwBY3teqzPqcIZyXJkhTYAGi8gfIgcS6M+jIvSwEMN/CRLdmiSuYmCvg2uzFWvPyJXx2uPiMhJgqG77roLy5Ytw+rVqxEfHy/7+YODgzFkyBDk5ub2enzBggXSFj3LraioCK5gxf4K6A0mTEiRIRjKWw9EZgAaDzmWRn3w9TBvlfv+iAzBUPIUc81Qzgq4Mle9/ohcHa89IiIHB0Mmk0kKhJYsWYJVq1YhJSXFJt+nubkZR44cQUxMTK/Hvby8pNbd3W+u4PvMUmREByDM38pi/PoC8xa56FFyLY1OYOJvW+WKmqzcKhcUD4SmAllfw5W56vVH5Op47REROTgYElvjPv74Y3z66afSrKHy8nLp1tb2+7Yf8fmePXu6sjr79u2TPq+t/X3g5LnnnovXXnut6/P77rtPatudn5+PTZs24eKLL4ZGo8FVV10Fd1HX0oENOdU4c1CY9SfLWwd4eHOLnJ2cFm3uKrdMluzQWcDhnwBd7/VwREREROSkwZBobiBS82KoqsjaWG5ffPFF12PeeustjB07Frfccov0uWi5LT5funRp12NE1qe6urrr8+LiYinwSU9Px+WXX46wsDBpllFERATcxbJ9ZTCaTJhodTBkAo6sBqJGsoucnfhoVRgXrcG3h2UIhlKmAp064CBnDhERERGdKpVJ7FWjHkRHHVFMKgI1Z902cMkbGyH+5R6YnWHdiaoOAj/cB4y/BQjjfCF72VneiRe3d+CnP/phaJjGupMtfxDwiwCu/RbuwBWuPyJ3xGuPiJTIKRoo0KnJr27BrsJ6TE4Lt/5kuasAn2AgNFmOpdEpDGAN9ASWyJEdGjQdyFsLNJbKsTQiIiIixWAw5IK+3lUMX08NxlvbUtvQYX4RHTMWUPG/gj1p1SpMitPi6xy9NDTX6q5yai2Q+fv2UiIiIiI6Ob4CdjEGowlf7yzGhJQweGqt/Ocr3GxuzRx7mlzLo1MwNUGLmjYT1hZ1WnciTz8gaRKw+2PRolGu5RERERG5PQZDLmZDbjVKG9pxToYMzSAO/wyEpgD+Mmy3o1OWEqRGSpAKXxySYatc2h+AmlygaKscSyMiIiJSBAZDLuazbYVICPFBaoS/dSdqKgPK9gJxp8u1NBqAaYlarCzoREWLlTOHokcCATHAzsVyLY2IiIjI7TEYciEVje1Ysb8C52REQaVSWXcyMZvGwweIHiHX8mgApsRpIXY7Wp0dEjVfg2cC+78BWn+fwUVEREREfWMw5EK+2F4ErUaFqUPCrW+ccHiFuVZI4ynX8mgAfD1EIwUNPj3YYX0jBbFVzmgA9nwi1/KIiIiI3BqDIRehNxjx0ZYCqZ22r6eVw1Hz1gG6RiDhTLmWR1aYmeyB8hYTVuRb2UhBtEgXneW2vWMOioiIiIjohBgMuYgf95WhqkmH2cOjrTyTCTiwFIhIZ+MEJ5EcpMbQUDXe39dh/ckyLgTqC4CcX+RYGhEREZFbYzDkAkwmE95ZdxQj44KQEOpr3cnK9wG1R4DESXItj2QwK0WL7eUGZFZZmdERQW5EBrDpVbmWRkREROS2GAy5gC1Ha5FV2ojzR8ZYf7Ksb4CAaCB8sBxLI5mMj9EgyleF/+7RWX+y4RcDBRuBkp1yLI2IiIjIbTEYcgFvrMlFUpgvRsUHWXei2jygeDuQfBZgbTc6kpVapcL5qVr8lNeJvAYrs0OiFiwwDtjwklzLIyIiInJLDIac3N6ieqzPqcZFo2Otb6e970vAJwSIGS3X8khGZydoEeSpwhu7rawdUmuAEZcCB5cBlQflWh4RERGR22Ew5ORe/vUwYoN9cGZKmHUnEkX1eeuBQdPML5bJ6XhqVLggVYtvDutR2GjlENZB0wH/SGDtc3Itj4iIiMjtMBhyYrsK67A6uwqXjI2DWm1lVmj3J+bWy2K2EDmtc5O0CPRU4eUd7dadSOMBjLwc2L/E3DSDiIiIiI7DYMiJO8g999MhqVZoYqqVWaHqbHNBfdoMQGPljCKyKS+tCvOGaLEkpxPZtVbWDqWdCwTGAr8+IdfyiIiIiNwKgyEntfJgJbbm1eKK0xOk4vqBMwHb3wf8o4CYMTKukGzlnEQtovxU+OcWK7NDai0w9k9A7grg6Fq5lkdERETkNhgMOSFdpwFP/3BAmis0JiHYupPlbwQqsoD08wA1/7ldgVatwlVDPbC2yIDVhXrrTpY0BYgcBixfABg65VoiERERkVvgq2Mn9O76PBTVteFPZyZZ10FO3wZsfweIHApEDJFziWRj46M1GBGuxuMb29HeaRr4icT/n/G3AJUHgO3vyrlEIiIiIpfHYMjJFNS04JWVOZg9PBoJob7WnWzPJ0B7A5BxgVzLIzsRQfB1IzxR0mTCG7utHMQqBuwOmQ2segpoLJVriUREREQuj8GQEzEaTfj71/sQ6OOBP46Lt+5kVdnAge+A1HMB31C5lkh2FB+gxkVpWryxpwMHa6xspjDuOkDjCXz/F9GdQ64lEhEREbk0BkNOZPGmfGw5WoNbzxoEbw8rZgF1tgEb/gUExgHJZ8m5RLKzeYM9EOunwl9XtUFnsCKI8fQHzrwTyPkF2P2RnEskIiIiclkODYYWLlyI8ePHIyAgAJGRkZg3bx6ys7N7PObtt9/GtGnTEBgYKG0dqq+v79e5X3/9dSQnJ8Pb2xsTJkzAtm3b4MwOlDbi2Z8OSdvjRsQFWXeybe8AzZXAyD+yaYKL89CocPtYLxypN+LZLVZul0ucAAz+A/DTA0DVYbmWSHTKmtr1KKptlbYF17V2OHo5RIpS1aRDfnULiuta0aZnYx0ih75SXrt2Le68805s2bIFK1asgF6vx8yZM9HS0tL1mNbWVsyePRsPPfRQv8/7xRdf4G9/+xsee+wx7Nq1C6NHj8asWbNQWVkJZ9TQpsftn+xEbLA3rjoj0bqT5a4EDv8MDL0I8I+Ua4nkQMlBavzfUA8syurAj0et7C43/lbANxz48k+ArlmuJRL129GqZtzz2W5MfWE1zn5hDW76YDuyShqg7zQ6emlEbq2lvRMbcqpx5dtbMO3FNZj+4ho8vGQ/SurbHL00IodSmcR0TydRVVUlZYhEkDR16tQex9asWYPp06ejrq4OwcEnbjctMkEi4/Taa69JnxuNRiQkJODuu+/Ggw8+eNJ1NDY2IigoCA0NDVJGypY6DUbc9MEO7Cyow9PzRiAq0Nu6OqHlfwdiRgMjLpVzmeRg4jJ9dVcHdlca8PVcPwwPt2IbZX0h8OO95nqyyz9yuuyhPa8/si+RDbrotQ2oa+0Z1Htp1fjhnrOQFunvsLURrz13J7bhi0DoWKkR/vj0lgnWvf4gcmFO9SpI/AIWQkMHXvDf0dGBnTt3YsaMGV33qdVq6fPNmzfD2V7gPrp0P9bnVOHuc9Ks+0XUWAKsfNxcJzR0rpzLJCcgtojeNtpTqh+64adWlDRZ8S56cCIw5T7g0A/ALw+zoQLZ7ffdT1llxwVCgq7TiLfWHkFbB7fsENlCTbMOTy070OuxI1XNyC5vsvuaiJyF0wRDInszf/58TJ48GSNGjBjweaqrq2EwGBAVFdXjfvF5eXl5r1+j0+mkd8S63+zxwuC55dn4dGshbj5rEEbFWzFcVdQHiRe1Wi9g7DWARivnUslJeGlVuO8Mc8B89Q8tqGwxWlc/dMatwJbXgXUvwJEccf2R/bV2GLD6UNUJ37Vu0jEYsidee8rRpjdgf2nf/74bc6vtuh4iZ+I0wZCoHcrKysLnn3/ukEYOYmuA5Sa21Nk6EPrnjweld0LFYNXp6VbU9jSVAssfBAydwLgbAU8/OZdKTibEW4WHzvRCkw64/PsW6zJEQy8Exv4JWP0MsOoZh2WI7H39kWN4aNSIDPDq83iIryc8nGzLprvjtaccGpUK/l59v1EaHcQtcqRcTvHMc9ddd2HZsmVYvXo14uOtm68THh4OjUaDioqKHveLz6Ojo3v9mgULFkhb9Cy3oqIi2Iqu04C/fbkX76zPw3UTk3HeyBjraoR+vB8wGYAzbgF8rMgukcuI8lPjkUleELuNLvm2BfurrZhBNOoK4LTrgXXPm2cQGaxs0DAA9rz+yHE8tWrcMDm5z+N/PjsVIX6edl2T0vHaU47wAC9cOzGp12NqFax7U5bIxTk0GBIZEhEILVmyBKtWrUJKSorV5/T09MS4ceOwcuXKHlvwxOcTJ07s9Wu8vLykYtHuN1sQbSwvf2szlmWWSjVCs0f0HpydnMncMU40S/AKAs64jYGQAgOixyZ7wc8DuPS7Fiw5bEV7YtGCfdJfgD2fAB9cCDSWwp7sdf2R4yWH++GBWenH3X/56fGYMIjDoe2N156yMrPXTUrGGck9rzOtWoU3rh6HKGaGSMG0jt4a9+mnn+K7776TZg1ZanpEut7Hx0f6s7hP3HJzc6XP9+3bJz02MTGxq9HCueeei4svvlgKrATRVvu6667D6aefjjPOOAMvv/yy1K77hhtucFjQ9/WuEjyxdD+8PTV47MLhUveWAWmrA7a8CRRsBBLOADIuADQeci+ZXECotxqPTvLGe/s68NfV7VhT1InHJ3sjxHsA73GI+UNBccDa54A3JwHn/wsYfono3GCLpZNCBft64k8Tk6Q3gjbkVkNvMGFKWpjUPEYcIyLbEdfZG1efhuL6Vmw9WotQP09MSAlFZKC3dYPeiVycQ1triw5ZvVm0aBGuv/566c+PP/44nnjiiRM+RgxXFX8Wj7UQbbVfeOEFKZAaM2YMXnnlFanltr3bi4phqk8uOyAVB09JC8f1k5Lhd4J9u30S25cOLwd2f2T+fNhcIHqkVWsj9yAu4Q0lBnyQ1QFPjQr3jffCFRke0jt+p6y9AdjyhjnYFq23Zz0DRA6FPbG9L5Fj8NojIiVyqjlD7vSEkFlcLzVI+HFfOWKDfaRGCWMSBrCVrbMdOLIK2Pc/oLkKiD8dGDKLjRLoOPXtJnx2sAPrig1IDlTh9rFemJvmAW/tAIKiwi3AjveA5grzzKrJf7Fb8M0XZESOwWuPiJSIwZCMTwhVTToszyrD/3YUI7OkAVGBXrhwdCzOHhIB7al0STIZgapDwNE15pu+DYgaDqSeAwQMtM6IlCK/wYhvDuuxo9yAIC8VLh7sgbmDPTA6Qt1nNrbPbGTOL8D+r83t2+PHA2P+zzzHyi/MZuvnCzIix+C1R0RKxGDIiieEjk4jNh+twfa8WqzPrUJmUYNUYiEyQKIzy2mJIVD3d6uSeAe+bC9Qvg8o3QW01QPegUDMWHNtkC+Li+nUlDUbsbKgExtLDKjXmRDpq8LUeC0mxGowJU6LGP9+BuhGA1C4GchZAZTtNt8XdzowaBqQNAlIPkvW2VZ8QUbkGLz2iEiJGAxZ8YTwysoc/HvFYQT5eGBoTIAUBIkAKMB7AA0NPr0M6GgDgmKB0FQgYigQnAhw7gZZyWgy4VCNEbsqDMiqNqCw0YRwXxW2/yng1E8mgvSireaAvTwL0DUAM58BJpmbl8iBL8iIHIPXHhEpkUO7yTkrS3x4smncdU2t0sfT4gOkjNDhsnrpNhDatqmASg2TLhwoE2/rtwHIHtC5iPoyRLR4RwJqWwH9hlcHfiKtPxA/AR5HfkF7Uy06+jG5XnSB7M82vf5ef0TUf/25/njtEcmvv8995DjMDPWiuLi4X5O4fVLPQPDUP8nyPRODVFKhO/8xyNZMUGGQIQ9/bX1DlvPdt6Idvx49+eDX/r7b3N/rj4j6rz/XH689Ivkx0+r8GAz1QgxpLS0tPaVoXryTJp5ExARvV/tP76pr57pda+39vZ4Gcv3JTan/Ro7GtdtOf66nY689Z/+ZunOVtbrKOl1prc6+TmaGnB+3yfVCrVYjPj5+QF/rylO8XXXtXLd7rd2a609u/DdyDK7dMfq69lzpZ3KVtbrKOl1pra6yTnI+rM4nIiIiIiJFYjBERERERESKxGBIJl5eXnjsscekj67GVdfOddufK69dKT8n1+4Yrrx2d/iZXGWtrrJOV1qrq6yTnBcbKBARERERkSIxM0RERERERIrEYIiIiIiIiBSJwRARERERESkSgyEiIiIiIlIkBkO9ED0lxERj9pYgsj9ef0SOwWuPiJSIwVAvmpqaEBQUJH0kIvvi9UfkGLz2iEiJGAwREREREZEiMRgiIiIiIiJFYjBERERERESKxGCIiIiIiIgUySWDIVHcOX/+fCQlJcHHxweTJk3C9u3bu45ff/31UKlUPW6zZ8926JrJ/oxGEyoa21FW34bGNr2jl0NERKQ4zTq99Dxc3tAOvcHo6OUQHUcLF3TzzTcjKysLH330EWJjY/Hxxx9jxowZOHDgAOLi4qTHiOBn0aJFXV/j5eXlwBWTvVU2tmPJ7hK8tyEP9a16TBgUigdnZyA10h/eHhpHL4+IiMitdRqMyK9pwb9+OYxVhyrh66nB/52RiGvOTEJMsI+jl0fURWVysYECbW1tCAgIwHfffYfzzz+/6/5x48Zhzpw5ePrpp6XMUH19Pb799tsBfQ8xZ0G0F21oaEBgYKCMqyd7qG7WYf7ne7Aht7rH/Rq1Cl//eSLGJIY4bG10crz+iByD1x7JKbeyGRe+ugFtekOP+zOiA7D4hjMQHeTtsLURufQ2uc7OThgMBnh797yIxHa5DRs2dH2+Zs0aREZGIj09HbfffjtqamocsFpyhKLa1uMCIcFgNOGJZQdQ29LhkHUREREpQYuuEy+tOHxcICQcKm/CvpIGh6yLyC22yYms0MSJE/HUU09h6NChiIqKwmeffYbNmzcjLS2ta4vcJZdcgpSUFBw5cgQPPfSQlDUSj9Fojt8ipdPppFv3d8fIda07XNXnsd2F9WjWdSLUz9Oua6K+8fojcgxee2Qrje16rMmu7PP40j0lmDE0UqrpJnI0lwuGBFErdOONN0r1QSK4Oe2003DVVVdh586d0vErr7yy67EjR47EqFGjkJqaKmWLzj333OPOt3DhQjzxxBN2/RnIdgJ9PPo85qFRQcPfvU6F198AGA3Avq+AzC+A6mzA0w9IngqceTsQlgp31K434LNthfhxXxmK6toQ5ueJ6emRuG5SMiICWBM6ELz2yFbUKhV8vbRo6Tg+MyQE+XgwECKn4XI1Q921tLRI72TFxMTgiiuuQHNzM3744YdeHxsRESHVE9122239encsISGB+6ZdVF5VM87591r09j/7j+Pi8dS84fDxcMn3AdwSr79T1FAC/O86oHg7EDMaCB8C6JqBoq1ARzMw4wlzUORGLzQOlDbi9k92SltgT0sMQXyIL2pbdNhRUAeNSoUXLhuF2SNiHL1Ml8Nrj2zFYDDi9TVH8O8Vh3s9/v1dkzEyPtju6yLqjUu/IvTz85NudXV1+Pnnn/H888/3+rji4mKpZkgETb0RnebYbc59RAZ64+l5I/CPJVk97k8M9cX8GYMZCDkZXn+noK4AWDQHMOiB2c8BUcN/Pzb+ZmD3R8DPC4DmcuAPT8Id7Cqsw5/e3Spd1y/8cTRiu3WhamrXSx0jb/94F569dCSuGJ/o0LW6Gl57ZCsajRqXnx6PXw+UI7Ok5/bLO6elISHU12FrI3KLzJAIfMSyRXOE3Nxc3H///VJDhfXr10vvcom0/6WXXoro6GipZuiBBx6QZhPt27evX7/42VHH9YkXSWUN5vbaYrbBzOFRGJMQjJggtvN0drz++tDeCLxzDtDRAsz6J+AX3vvjDnwHbH8HmPMCMOFWuDKRCbrg1Q2ICfLG32dn9NoW32gyYdHGPKl176IbzsDZQyIcslZ3wGuPbDHmQjRM+G5PibQ17tLT4hEX4oNgX9btkvNwybfIxS/qBQsWSBmf0NBQKfB55pln4OHhIXWby8zMxAcffCC11xZziGbOnCk1XOA7YMoR4O0h3cQLKCK3sOyvQGMpcP6/+w6EhGFzgeZKc4Yo/nQg7jS4IjGc8c5PdsHbQ417Z6b3OR9M1CbcMClF6hJ5z2e7seKvU6UsEhE5nrgWxW0q36QgJ+aSmSFb47tjRI7D668XB78HvrgGOOs+YNC0kz/e2An8eB+g1gK3rQe0rvcu7Ourc/GvX7LxxEUjkBbp369s8N+/zsTpSaF457rT7bJGd8Nrj4iUyOXmDBERKUpHK/DT34H4M4CUs/v3NSIImnQPUJ0DbH0Lrqakvg2vrMzBnBEx/QqEBJEJvm5iMlYcrMCqQxU2XyMREbkHBkNERM5syxtAcwUw/pZT6xAXOggYMhtY9wLQWgtX8uLP2fDx0Ej1BafijJRQjIgNxDM/HJSGLBMREZ0MgyEiImfV3gBsfMUc1AQOoHX06KsAQwew+TW4itzKZqnY+uLT4uDj2XudUF/E3JIrz0jEkaoW6RxEREQnw2CIiMhZbX8P0LcCIy8b2Nf7BAPp5wHb3jYHVi7gzTW5CPltoOpApEb447TEYKnmyMjsEBERnQSDISIiZ9TZAWx5E0g9B/ANG/h5hs0D9O3AzsVwdqIN/rd7SnHeiBh4aAb+9HTR6DgpOyTabRMREZ0IgyEiImd04FugpdIczFjDNxRImQps/S9g6IQz+3hLATw1akxLt64Nb3p0gNR4YdGmPNnWRkRE7onBEBGRM9r2DhAzBghOsP5cGRcAjSVA7q9wVh2dRny2rRBnDQ6Hr6f1I/BmDovCxtwa5FW3yLI+IiJyTwyGiIicTeVBoHibuXGCHMIHA2FpwM5FcFYrD1agpqUD5w6NkuV8E1LCEOClxefbC2U5HxERuScGQ0REzmbPJ4BXIJAwQb5zpv0ByFkBNDtnHc3/dhZLW9sSQ31lOZ+nVo1JaeH4ZlcJOg1GWc5JRETuh8EQEZEzMRqAzC/NdT4aD/nOK86nUgP7/gdnU92sw9rsKmmLnJymDg5HVZMOG3KrZT0vERG5DwZDRETOJH+DecjqoOnyntcrAIgb55TB0I/7ygAVcOYgK7rm9SIl3A+xwT5YurdU1vMSEZH7YDBERORMsr4GAmKA8CHyn3vQ2UDpbqDWubqsfb+3FCPjghDoLWMm7LchrBMHheHnrHK06w2ynpuIiNwDgyEiImchWl8f/B5Imixeyct//rjTAa0XcHApnEVlYzt25NfhzEGhNjm/OG9LhwEbcrhVjoiIjsdgiIjIWRRuAtpqgaRJtjm/hw8Qexpw4Ds4i58PVECtVmFcom2CofgQX8SH+OCnrHKbnJ+IiFwbgyEiImdx6EfANxwIG2y775E4ESjZCTQ5R3Dwy/5yDIsJhL+39bOF+nJ6UghWHqpgVzkiIjoOgyEiImdgMgHZP5jbadtii5xF/HhApQGyf4KjNbXrsflIDU5LDLHp9xmXFIr6Vj12FtTZ9PsQEZHrYTBEROQMqrKB+kJzsGJLoqtc5FAg52c4mqjj6TSacFpisE2/z6AIPwT7emBVtnPOWCIiIsdhMERE5AxEcCKaG0SPtP33Eo0Ujq4B9O1wpNXZlVI9T2Sgt02/j1qlwuj4YKw6yGCIiIh6YjBEROQMcn4FokeZAyJbiz8d0LcBhZvhKCaTCWuyq6QgxR7E98mpbEZZQ5tdvh8REbkGBkNERI6mazYHJqLTmz0EJwG+YUDur3CU7IomVDbpMCo+yC7fT8wxUquAtdlVdvl+RETkGhgMERE5WsEmwKgHYsfa5/uJBg0xY4Ejq+HIeiFPjRoZ0YF2+X6iW11qhD/Wc94QERF1w2CIiMjRRP2OXyQQGGe/7xk7GqjcDzQ7po5GBCUZ0QHw1NrvaWh4bBA2HqmG0Wiy2/ckIiLnxmCIiMjRjq4y1wvZsqX2sWLGmD/mrYO9dXQasS2vFsNj7ZMVshgZFyi12D5Q1mjX70tERM6LwRARkSO1VAOVB4GY0fb9vj4h5tohBwRDmcX1aNMbMDzOPvVCFoOjAqSteVuO1tj1+xIRkfNiMERE5Ej5G8wf7dFS+1hRIxwSDIlBq76eGqSE+dn1+3po1BgS5Y9NRxgMERGRGYMhIiJHB0OiVsgv3P7fWwRgdXlAQ4ldv+3mozVSvZBatHezs6ExgdIWPQPrhoiIiMEQEZGDFWwAooY75nuLzJBgx3lDol5oV0GdFJQ4wrCYQDTrOnGQdUNERMRgiIjIgVprzfVCjgqGfIKBoMTft+rZQVZpA9o7jXZrqX2sQRH+8NCosDWv1iHfn4iInAuDISIiRynaZv4Y6aBgSPreQ4HCLXb7djvya+GlVSM53BeOIFp5p0X6S+sgIiJiMERE5Chie5pvOOAf5bg1RA0Dqg4CbXV2+Xbb8+swONIfWrXjnn6GRAVge34tTCbWDRERKR2DISIiRwZDkRn2nS90rIhhv61lq82/lQg+REZGBCOOJL5/dXMHCmtbHboOIiJyPAZDRESO0KkDSncDEUMdu46AaPPMoeLftuzZUF51C+pa9Y4PhiLN339XoX2yYURE5LwYDBEROUJZJmDoACIyHLsOkZUSa7BDZmhnQR1EDkzU7DiSv7cWccE+0nqIiEjZGAwRETmCyMRoPIHQQY5eiTkYKt0JGDpt+m12FdYjPsQHfl5aOJqoW9qRz2CIiEjpGAwRETlC8XYgLA3QeDh6JUBEOqBvAyoP2PTbiG1pab9tUXO0tCh/HK5oQmuHbQNAIiJybgyGiIgcFQyFp8MpiKBMpQFKdtjsW7ToOpFT0eTwLXIWaRH+MJqAzOIGRy+FiIgciMEQEZG9NVUADcXmjIwz0HoDoSlAse2CIRF0iODDWYKhhBBf+HhosLuw3tFLISIiB2IwRERkb6W7zB/Dh8BphA22aWZob3E9vD3UiA/2gTNQq1UYFOEnrYuIiJSLwRARkb2V7DS3s/aLgNMQgVnVYUDXZJPT7ymqx6BwfykIcRaDwv2kdRERkXIxGCIisrfinUD4YMcOWz2WlKUymWcf2cBeEQxF+MGZpEb6o7yhHZWN7Y5eChEROQiDISIiezKJgGOneVuaMwmKB7Q+NgmGqpp0KGtolzJDziQ1wrweNlEgIlIuBkNERPZUlw+0NzhfMKTWAGGpNgmGskrMwUaqk2WGwvw8EeTjgczf1kdERMrjksFQU1MT5s+fj6SkJPj4+GDSpEnYvn1713GTyYRHH30UMTEx0vEZM2YgJyfHoWsmIpJYgg3RztrZiGCo5LfmDjISmZdAby0iArzgTFQqFVLC/ZDJJgpERIrlksHQzTffjBUrVuCjjz7Cvn37MHPmTCngKSkpkY4///zzeOWVV/DWW29h69at8PPzw6xZs9Dezn3hROQEwZBfJOATDKcjslX1BUBrraynzSypR3K4nxR8OBvRREEEa+JNNCIiUh6XC4ba2trw9ddfSwHP1KlTkZaWhscff1z6+Oabb0pPaC+//DIefvhhzJ07F6NGjcKHH36I0tJSfPvtt45ePhEpXekecwbGGVmyVWV7ZT3tvuIGKQPjjESQVtvSgXI2USAiUiSXC4Y6OzthMBjg7e3d436xHW7Dhg3Iy8tDeXm5lCmyCAoKwoQJE7B58+Zez6nT6dDY2NjjRkT2oajrT2QfyvYAoU4aDAXGAh4+5jXKpLKpHZVNOqcNhkRmSMgqceP/d31Q1LVHROQuwVBAQAAmTpyIp556Ssr2iMDo448/lgKdsrIyKRASoqKienyd+Nxy7FgLFy6UAibLLSEhwS4/CxEp7PoTzRN0jc5ZLySo1OZATWSvZLL/tyAjJcw5g6HQ35oo7FNgEwVFXXtERO4SDAmiVkhsh4uLi4OXl5dUH3TVVVdBrR7Yj7NgwQI0NDR03YqKimRfMxH1TlHXn2X7mbNukxNCB8m6TU50kvP3cr7mCRaijikpzBf7S5UXDCnq2iMi6oMWLig1NRVr165FS0uLlNYXXeOuuOIKDBo0CNHR0dJjKioqpPstxOdjxozp9XwioBI3IrI/RV1/5ZmAbxjgEwKnJTJDB5cC7Y2Ad6DVp8sqbZCCDWdsnmCRHOaHrXk1UBpFXXtERO6UGbIQXeJEwFNXV4eff/5ZapiQkpIiBUQrV67sepwImERXObG9jojIYUTGRWRenJkla1W+T5bTiVocEWw4M1HPVNGoQ3WzztFLISIiO3PJYEgEPsuXL5eaJYgW29OnT0dGRgZuuOEG6d1HMYPo6aefxtKlS6XW29deey1iY2Mxb948Ry+diJSsLBMIcfJgKCge0HjKEgw1tOpRUt8mZYacmSVYO1DKBgJERErjktvkxN5msde5uLgYoaGhuPTSS/HMM8/Aw8NDOv7AAw9IW+huvfVW1NfXY8qUKVLwdGwHOiIiu2mqAFoqgTAnD4bUWiA4SZZg6ECZObhw9sxQZKAXfDw00nqnDolw9HKIiMiOXDIYuvzyy6VbX0R26Mknn5RuZHs6vUFqnSteSDS3d2JkfBAiA7wQ7Ovp6KUROQ9LcOHsmSEhNEWW9trid4KnRo3YYB84M7VKhUSpiQIzQ+TexEytysZ2qZZPPEdnRAdIz9eeWo2jl0bkMC4ZDJHzaOvoxJrsKvzl8z3oMBi77r9kbBwWnDfUaTtIETmkeYKHLxDQs+2/UxJ1TUdWA50dgHbgb2qIbWeJoT7QqJ23eYJFUqgv9iuwvTYphwiC/vFtFlYcqOi6z9tDjXeuPR0TUkIZEJFiuWTNEDmP0oZ23Pnprh6BkPDN7hKsOND7XCciRarIMmdcxCwfZxeSAhj1QHW2Vac5UNaAhFDn3iJnkRTmh/yaFrTrDY5eCpHsDAYjvthe1CMQEtr1Rty4eDvKG9odtjYiR3OBZ2VyZkv3lMJo6v3YG2uOSNPniei35gnByXAJIhgSyrMGfIqOTiNyKpqR7OTNEyxEkwfxuyy7vMnRSyGSXWWzDu9uyOv1mN5gwrqcaruvichZMBgiq4h3UvtS2aiDoa9IiUhJOlqB2iPO31bbwlNs54uxqonCkapmdBpNUi2OK0gI8YXYzWdp+kDkTsRzcUObvs/jhSd4LidydwyGyCpTB/fdeWl0QhB8PbgHmQhVBwGTEQhxkcyQINYqtvYN0MHfgorEUNcIhjy15kYPhxgMkRvy1mowONK/z+NnDgqz63qInAmDIbKK+AUa4d97k4QH52QgiB3liICK/eZaoZAkuFQwJDJDJtOAg6GoQC/4erpOnx6RHWJmiNxReIAXHj5/aK/H4kN8MDQ20O5rInIWDIbIKnEhPvjitjMxOe33d5USQn2w+IbxyIjmL1eirmAoMA7QutCsM1E31FYLNFcO6MsPljVJwYUrEVv6DpU1wTTAAJDImZ2WGII3rz4N0YHm30MqFXBORgQ+veVMxAQ5d/t7IltynbfsyGkNivDHG1ePQ11LBzqNRgR4eyDqt1+2RPTbjKHgRLgUSxOFin0DagcuMizTXGyAqdjS16TrREl9G+JdLJAjOpkAHw/MHhGNsYkhaNbp4aFRI9TPU3rOJlIyBkMkiyAfD+lGRMcQWQZRe5NxIVyKCIC0PuasVtqMU/rSqiadNNzRVZondJ81JIjsEIMhckdiKH10kHizkm9YEllwmxwRkS01lQHtDb9nWlyFVOMkmigcOOUvtbSnTnSxgEK8S+7npUF2BdtrExEpBYMhIiJbEpkVIdSFOslZiIYPYpvcKTpU3ggvrdrltsuKd83FVjlLJzwiInJ/DIaIiGxJbJHz8AX8IuFygpOAqsOAoe/5JL05VC62mflALQb3uBjR9IHBEBGRcjAYIiKyJbHNTAQVonWTqxHb5Ix6oCb3lL5MzOpx1ZqbhFBf5Fe3QtdpcPRSiIjIDhgMERHZOjPkSvOFurMMibVs9evnpPucymaXGbZ6LLFug8mE3MpmRy+FiIjsgMEQEZGtiO1l1TnmzJAr8goAfMOByv43USioaYGu0+iywZDY3te9CQQREbk3BkNERLYitpeJbWaWDIsrEoGcyG71kyWIsAQVrsbXU4vIAC8GQ0RECsFgiIjIViwZFVfNDAlii1/lwX4/XLSlFjPHgn094apEICeaQBARkftjMEREZMvmCb5hgHcgXJYI5OoLAV3/ggORUUlw0ayQhWj+wFlDRETKwGCIiMiWmSFXzgoJluYPlYdOoa22a9YLWYh6p/KGdjS0nVpLcSIicj0MhoiIbBoMJcKlBSUAKjVQdfKtcu16g9RAIT7UtTNDor22kMPsEBGR22MwRERkCx0tQF2BazdPELReQGBsv+qGjlQ1w2gCEl08MxQb5A2NWsWtckRECqC15zdTq9VQnWDwoMHAIXdE5CaqxLYyk+tnhizZoX7MGrJ0YItz8ZohrUaNmCBvHGYTBSIit2fXYGjJkiX2/HZERI5jyaQEuUEwJOqecn896cNEJiXC30tqT+3q4oLZUY6ISAns+ow1d+7cHp9/88032LNnD0aMGIHLL7/cnkshIrJ9MBQQA3h4w+WJJgqt1UBLDeAX1ufDRCbF1euFutcNrTxY4ehlEBGRu9YMPffcc7jqqquwfPly3HTTTXjiiScctRQiIvmJYMgdtsgJlo54J2miIDJDCS5eL2Qhfo66Vj2qm3WOXgoREbljMPTBBx/g3XffxbZt2/Ddd99h0aJFjloKEZH8Kve7flttC9FAQa09YROFpnY9SuvbpYGl7sAyK4l1Q0RE7s1hwVBpaSnOPPNM6c/iY0lJiaOWQkQkr7Z6oKncfTJDIhASTRREq/A+5FQ2Sx9dfcaQRVSgNzw1atYNERG5OYcFQ6JznFZrLlnSaDQwGo2OWgoRkQ06yXXbXuYOpGCo78yQyKCoVebGA+5ArVZJXfFyKhkMERG5M7s2UBg7dmxXa+22tjZceOGF8PT0hMlksucyiIhsSwQNKg0QFA+3IbJch5YB4vd1LyMSDlc0m7MpWvcZXxcb7NPVLpyIiNyTXYOhefPm9dlZrvsxIiKXD4YC4wCNB9yG6CjXXg80VwAB0ccdPlzR5Db1Qt3rhpZllklv2J1oRh4REbkuuwZDjz32mD2/HRGRY4jammA3ygoJlvon8bP1EgyJTnJT0sLhTkT9U7OuE2UN7VKWiIiI3I9dg6HGxsYTHg8MDLTbWoiIbJoZGvwHuBX/aEDjCVQeAlLP6XGovrUDVU06t8wMWbJeDIaIiNyTXYOh4ODgXrcaWLYgiKYKREQuTQwmFQNK3al5gqDWmLNDvXSUE/VC7tRJziI8wAteWjVyKpoxLT3S0cshIiJXD4aEr776CqGhofb+tkRE9mEZTOoubbX70VFOZE40ahVig7zhTtQqlZTtEj8fERG5J7sHQ5MnT0ZkJN9hIyI3JYIFMZdHDCp1NyLblfXVcR3lciqaEBPkDa3GfTrJWYhsFzvKERG5L7s/cx04cAAHDx5EYWEhOjo67P3tiYhsHwyJltoiIHI3ItvV0Qw0FPe4WwwmdZf5QscSmSExUNZo5AgIInKc66+//rjOy1VVVRgxYgQmTJiAhoYGh63N1dk9GDr33HMxfPhwpKSkwM/PDyNHjsRLL71k72UQEdkwGEqAWxLttbsPlf2NCBbcrV6oezDUpjegpL7N0UshIuoRCJ1zzjnw8fHBL7/8gqCgIEcvyWXZNRjKy8vDkSNHkJ2djW3btuGbb76RotxHHnkEL7zwgj2XQkQkP7F9TGqr7Yb1QoJfBKD16VE3VNOsQ21LR1fnNXdjCfJYN0REzqK6ulpKLnh5eWHFihVdgdC///1vKckgkg0JCQm444470NxsbnCzZs0aqVlZXzeLDRs24KyzzpKCLHGOe+65By0tLV3Hk5OTj/va++67r+v4m2++idTUVHh6eiI9PR0fffQRuhOPF4+ZM2eO9D0GDRok9ROwyM/Plx6zZ8+ervtEnCDue/nll7vuO3ToEP7whz9IP7tlHaJRm9MHQ0lJSdJf4uDBgzFu3DhceOGFeOqpp6S/lLffftueSyEikl9zpXkwqbt1krNQqYHghB6ZIXftJGcR5ucJHw9N189JRORINTU1mDFjBrRarRQIdQ8A1Go1XnnlFezfvx8ffPABVq1ahQceeEA6NmnSJJSVlUm3r7/+WrrP8nlZWZn0uUhYzJ49G5deeikyMzPxxRdfSMHRXXfd1WMNTz75ZI+vtcwRXbJkCf7yl7/g3nvvRVZWFm677TbccMMNWL16dY+vF8GN+B579+7F1VdfjSuvvFIqoelNcXGxFASJwKm7G2+8EXq9Hhs3bpTW0D1QOlVOsald/CWIrXNERO7RSc5NgyHhmPbaOZVN0GpUiArygjsS7zYmhPpITSKIiByprq5OCoRE/b1IKhw7n3P+/PldfxbJh6effhp//vOf8cYbb0iZmuho88BsS1dny+cWCxculIITy3lE8kIEV2effbaUuPD2NncMDQgIOO5rhRdffFGqbRIZKeFvf/sbtmzZIt0/ffr0rsdddtlluPnmm6U/i6SICOpeffVVaZ3H+sc//oErrrgCv/76a4/7Rebo3XfflWqmBGu2CartPXS1t1tbWxvS0tLsuRQiIvmJ7WNiMGnA8U8SbhUMicyQ0Sh9KjqtxQb5QKt2v05yFqI5hGgSQUTkSOvWrYPRaJQCgdzcXDz//PM9jouAQWyfi4uLkwKWP/3pT1ImqbW1tV/n37t3LxYvXgx/f/+u26xZs6TvKUpdTkZkd0TX6O7E58dmfSZOnHjc571lhnbt2iVlm0TAdCzRe0Ac6+/PdiJ2ffYSqbyQkJDjbpb7+0MMZhXpNfGXIFJmYl+i+EsSg1stRFR67H5GkfYjIrJL8wQxoNRdiayXvg1oKOyqpYlz03ohC7EF8EhVMwzsKEdEDiTqa1auXIlhw4ZJWZTHH39c2s5mqbW54IILMGrUKGkb3M6dO/H6669Lx/rbvbm5uVna2iaCLctNBEg5OTnS6217E9vtRD1STEzMccfee+896WcXQZ8I2kQGTDFDV5977jkpVSf2QoqtdTt27JD2I4r0mCjyshDBz6JFi7o+F0VmREQ2D4ZETY07szSHqDwIU3CSlBmaNdyNM2G/dZTTdRpRVNuK5HA/Ry+HiBRKNEcIDw/v2momGpFde+21UlMyEfyIDM6//vUvqXZI+PLLL0/p/Keddpq0BW+gu7WGDh0q1fBcd911XfeJz0Xw1p3YOifW3f3zsWPH9njM0qVLcfjwYfzwww+9fq8zzzwTF110kZQt+/jjj6Us0T//+U9lDF3dtGkT5s6di/PPP79rT+Rnn30m/UfoTgQ/ve1nJCKyCZGdFtvHhvecA+F2fMMBTz8pGKqKmY7G9k4khLpn84TeOsoxGCIiZyEyP6Jm5oknnsDll18uNRQQtTeiQZkIQt56661TOt/f//53KcgQDRNETY/oSieCI1HT89prr5306++//35pHSKwEbVN33//vRSwHVvv87///Q+nn346pkyZgk8++UR6DS8yPd2JLYDiZ/H17f35RWS/xJY+EQQmJiZaFVu43NBV0Q1DpAhFtCiI9J3odCFa9HUnWgiKvxjR1u/222+X9kz2RafTHVfHRET24TbXX2MpoGt07+YJgmjBGmSuG/q9k5x7b5ML8fWAv5fW7dpru821R6RQYqfVO++8I+2aam9vl1priz+LAEkEGaIhwqkYNWoU1q5dK73GFu21RVDz6KOPIjY2tl9fL8bl/Oc//5EaJojdW//973+lXVrTpk3r8TgRvH3++efS9/vwww+lpMax2SORneqeYepOrE8Ea59++qkUCFlLZepebGNjIm0n6nfEtxQfxecZGRlSe7y//vWv/TqHSAE+9NBDUsSo0WikGqJnnnkGCxYs6HqM+AsWkaSoKxJtAsXjxX7CzZs3S19zLLHnUvzDHEtM8z22UwcRycttrr/cX4GPLwUuede9GygIm14FGkvw3siP8dxPh7Do+vFQq3+fU+GOnvh+P4ZEBeCVq3pu5XBlbnPtEZHLUKlU0pY2ETg5C7tukxOdKEQgJNJ44h2o0tJSKTUmGiJ0dnZK6bWTEfsfRbQrokERdYriLtECUEStlghStOruvr9SRJ6i8Etki0SXjWOJQEq0/7MQaxODpojI9tzm+hP1QlovwH/gqXqXqhs6uho55Y1S8wR3D4R+7yjnXpkTt7n2iIhcJRgSQ1e7swxeHTJkiDTAqT/BkHjMgw8+2BXwiGCnoKBASgX2lU4T3TdEwZloQ9hbMCTqi9hggcgx3Ob6k5onJJkHk7q7kCTA0IFDJdWID/aHEoi6qLWHq6A3GOGhcY9/Y7e59oiIrOByQ1dFP3FLlwwLsfVNbJ/ri5heK2qGemvNR0QkCzGIVNTSKEFwktQvIqeqDRfFR0AJEkJ80Gk0oaCmBWmRAY5eDhGRSzLZrzqn35zi7S0PDw+pnV9/iEySqBESrfZET3Wx71AUjF188cVdPdJF9ki06RPHRbMF0X1OFGKJwVFERLITb8aITnIhCgmGvINR6pmMlk4V4t28k9zxHeXMTSOIiMg92DUzJJodvPTSS1LdT2/d5Gpra096DtFmT9QY3XHHHaisrJRqhcSAKNHtwpIlEkOYxByi+vp66fjMmTOlwazcDkBENlFfYB5E6u6d5CxUKhz2GQM0mTMmShDo44FgHw8cKm/CeSO5y4CIyF3YNRgSXWveffddaaLsww8/jH/84x9S9ubbb7/tCmZORkyaffnll6Vbb3x8fPDzzz/LvHIiopPUCwlKCYYAZGsGw0fVgXB/5bzJJFqIu1t7bSIipbPrNjnRBU70QxfBkFarxVVXXSUFRyIQEtvaiIhctl7I0x/wDYNSHDbGIQGVUBk7oRRiq1x2OYMhIiJ3YtdgqLy8XOr+Joi5P2KWgXDBBRdINUBERC5JqhcSneTcv8W0RXZ7MOJQCTQWQyniQ32kBgrteoOjl0JERK4YDMXHx6OsrEz6s5j788svv0h/3r59O+t5iMh1VWQBQcqZz2IwmpDb7Il4VRVQXwilSAjxhdEEHKliEwUiIndh12BIdHwT3d2Eu+++W2qEMHjwYFx77bW48cYb7bkUIiJ5GPRAdS4QkgylKGg0QmcAEr1bgLp8KKlmSOBWOSIi92HXBgrPPvts15+vuOIKaQjrpk2bpIBItMwmInI5NbmAUa+s5gm15rluCf5qRQVDvp5aRAZ4IZtNFIiIZLN582ZMmTIFs2fPdkjZjMPmDImtcd9//73UHjsoKMhRyyAisr55ghCcqKhgKNATCAoKVlQwJMSF+OBQGYMhInI/Da0dOFLZjN2FddJ2YPG5Pbz33nvSjrF169ahtLQUbpkZSkxMxO7duxEWZu60tGLFCpx//vlSnZBarcaLL76Izz77DJdddpk9lkNEJJ+KA4BPKOCtnDd1smsNSAhUAwFRQP56QN8KePgqpm5oW/7JZ+IREbmS0vo2/P3rTKzPqe66b+rgcDx76SjEBttunlxzczO++OIL7NixQ2q0tnjxYjz00ENwu8xQcXGxNHDV4oUXXpDaaouhqHV1ddLQ1Oeff94eSyEikj8zJDrJKcihWiMSAtSAf7T5jvoiKEVCqC/KG9rR0KZ39FKIiGTR0NpxXCAkrMupxoNfZ9o0Q/Tll18iIyMD6enpuOaaa/D+++/DZDLB7bfJHTx4UEqHaTQaKTMk/pyTk+OIpRARWadiv6Lqhdo7TVIDBXMwFAmolFU3lPBbEwUOXyUid1Hd3HFcINQ9IBLHbblFTgRBgqgZEmN31q5dC7cPhkRGKDQ0tOvzkJAQNDXxiYWIXIyuGagvUFQnudw6o9ReOiFQBWg8AL8woF45wVBcsA80ahUOsaMcEbmJxvYTZ7qbTnJ8oLKzs7Ft2zZpt5ig1WqlBmsiQHK7miGVSiXdjr2PiMjlh60KCgqGDtWatzxLmSHBPwqoVU4wpNWoERvsjezyRkcvhYhIFoHeHic8HnCS4wMlgp7Ozk7ExsZ23Se2yImeAq+99prdGqzZJRgSP9j111/fNVi1vb0df/7zn+Hn5yd9rtPp7LEMIiL5h62KbWIKGrgq6oWi/FTw1v72hpaoGyraKn7Ti7e5oJQmCuwoR0TuItzfU2qWILbEHUvcL47LTQRBH374If71r39h5syZPY7NmzdPaqwmYgW3CYauu+66Hp9b9gZ2JwavEhG5XCe5wDhAa36jRwkO1RiQaMkKCQHRgK4JaKszd9VTSBOFHzPLpDf6uMuBiFxdkK+n1DVONEvoHhCJQOi5S0dJx+W2bNkyqYnaTTfddFwG6NJLL5WyRm4VDC1atMge34aIyP6ZIQXNFxIO1hpxdrzm9zssHeVq84A4ZQRDiSG+aNJ1oqS+DfEhymgpTkTuLTbYB69eNVZqliBqhMTWOJERskUgJIhgZ8aMGb1uhRPBkOgynZmZiVGjRsEtgiEiIrcjWn+KYCjjAihFVasRNW0mJIoZQxa+IYDGy9xRLm4clCAxzBwAZZc3MRgiIrcR5Gu74OdY33//fZ/HzjjjDLu213ZINzkiIpfXWAq0NwAhg6AU2bVG6WOPYEjUTImtcnV5UIowP0/4eWnYUY6IyA0wGCIiGuiwVSFUWZ3kvDSQGij0ECA6yiknGBJ1QomhvjhQxo5yRESujsEQEdFAlO8DPP0Av0goxcEa87BV9bFNA0RmqKEYMNhmFoWzdpQ7WMpgiIjI1TEYIiIaCFEvJOYLKaib2IEag3nY6rH8YwBjpzkgUoikMD/k17SgXW+eu0RERK6JwRAR0UCUi05yytkipzeYkFtnRFL3eqHumSFBQXVDSWG+MJqAwxWsGyIicmXsJkd0Ms2VQH0hcHQt4BcGpEwF/KPMW6RImfTtQE0uMPgPUIoj9Ubojcc0T7Dw8AZ8w4Dao0DqOVDKNjm1CjhQ2ohR8cGOXg65grZ6oKkcOLISMBmBtBnm1vSiIyMROQyDIaITaSoDvr4FyF/fs3vWxW8DGecxIFJy8wSTAQhJcfRK7LpFTug1M2TJDolgSCE8tWrEBPngIJsoUH+01AAbXwI2vfr7fb88DJxxK3D23wG/cEeujkjRuE2OqC+GTmDH4p6BkCDe0Vtyi7m1Mim3eYIIikOSoKTmCVG+Kvh69FEjFRDzW0c5+82GcIZ5Q/vZRIH6o3J/z0DIYtvbQOluR6yIiH7DYIioLy2VwNa3ej8mhoEd+sHeKyJnap4QGA9ovaEU+6sNvW+R6x4M6RqB1hooRVKor5QZMoriIaK+dLQAG1/p+7g41s7aMyJHYTBE1BejAWiv7/t4Y4k9V0POpGyvuZOcQohJ4AdqjEgKOsFTRmCs+aOCtsqJjnItHQYU1bU6einkzDp1QGt138fFMYPOnisicgrXX3+9NLfNcgsLC8Ps2bORmZlp13UwGCLqi6gHih/f9/E05RTPUzdGozkzFDYISlHWYkK9zoTk3tpqW3gHAZ6+igqGksN8pY+iiQJRn7wCgdQZfR8XTUfE9UOkQLNnz0ZZWZl0W7lyJbRaLS644AK7roHBEFFffEOBWf/sfY5MWBoQPcIRqyJHE+2jxbaXkEGK2iInJJ8oMySuEzFvqEY5wVCwrydCfD1YN0QnptECY6/uPeDx9AfG3wxoPByxMqKe2uqA6sNA8Q6gOsf8uY15eXkhOjpauo0ZMwYPPvggioqKUFVVBXthMER0IlHDget+MH8UNJ7AmGuAP337+7YgUt4WOSEsFUqxv9qIQE8g1PskA2YDo80txxVEbJXbX9rg6GWQswtOAm5aAaSe+/sbbCnTgJt/BYITHb06IqChBPjfjcBr44F3zwVeOx346ibz/XbS3NyMjz/+GGlpadKWOXtha22ik22VS54MXPsdoGsC1FrALwLw8HH0yshRyjPN/wcUtK1FZIaSA9XSnu4TCogD8jcCHc3md7wVIDnMDxuPnKAehEhQq4GIdOCyReZ5Q6LroncI4KOc3yPkxNrqgO/uAo6u6nm/mIm19G7gj+8BPraZh7Vs2TL4+5ufL1paWhATEyPdpxbXjJ0wM0TUH+LFb+gg8zt4DISUrXSv+f+CguyrNpy4eYJFUJz5o4LqhlLC/VDVpENlY7ujl0KuQLyJIlryiwYsDITIWbRUHR8IdQ+IxHEbmT59Ovbs2SPdtm3bhlmzZmHOnDkoKCiAvTAYIiLqL9FSvWwPEKqcLXK1bUaUt5iQ0p9gyDfcXPugoK1yKeHmJgqsGyIil9XeaN1xK/j5+Unb4sRt/PjxePfdd6UM0TvvvAN7YTBERNRfDcVAW62i6oWyqo0nb55gIbY1BMQCNUegFOH+XvD30iKrhHVDROSivAOtOy4jsR1bbJFra2uz2/dkzRARUX+JrJClm6CCtsj5aoEov5PUC1mIxiI1OVAK8cSdHO6LTAZDROTKpQCp55q3xB1L3C+O24hOp0N5ebn057q6Orz22mtSI4ULL7wQ9sLMEBFRf5XuAXxCAV/7dblxtH1VBmmLnPpkzRO61w01lAJ65QwiTQnzw75iBkNE5KJ8QoCLXjUHPt2Jz8X9NmqeICxfvlxqmiBuEyZMwPbt2/G///0P06ZNg70wM0RE1F+luxW1Rc4SDI2J1PT/CwJFEwWTeatc9EgoQUq4P77PLJMaKUQEeDl6OUREpy4oztw1TjRLEDVCYmucyAjZMBBavHixdHM0ZoaIiPrbPEEKhgZDKWrajChpNiE1+BSeKvwizfO4FLRVLjXCT/rIuiEicmk+IUD4ECD+dPNHGwZCzoTBEBFRf9QXmpsnhCsnGNpXZW6eMOhUgiHRREHUDYnp5QohskGB3lrsLRbzY4iIyJUwGCIi6g+RFVJY84TMKgP8PYBI337WC3XfKleVDSU1URDzhjKLGAwREbkaBkNERP1RstO8BUwh2waEPZWdUlZIvNg/5b3nzRWATjmzdwZF+GNPcQNMYjslERG5DAZDRET9DYYUtEVOvKjfW2U8tXohi6AE80cFbZVLjfBHbUsHSurtNxuDiIisx2CIiOhkjAbFNU8QjRNq2kynVi9kIVqPe/oCVYehtCYKe7hVjojIpbhcMGQwGPDII48gJSUFPj4+SE1NxVNPPdVja4L486OPPir1LBePmTFjBnJylPMOJRHJrPKgeW5ORDqUYk+lQfqYFnwKbbUtxLa6wHig6hCUItjXU2qksKeQwRARkStxuWDoueeew5tvvilNqD148KD0+fPPP49XX3216zHi81deeQVvvfUWtm7dCj8/P8yaNQvt7e0OXTsRuaiSHYBKrajMkAiGROOEYO9TrBeyCE4AqkUTBeXU0KRF+GM3M0NERC7F5YKhTZs2Ye7cuTj//PORnJyMP/7xj5g5cya2bdvWlRV6+eWX8fDDD0uPGzVqFD788EOUlpbi22+/dfTyicgVFW8HQpIBD28oxa6KzoHVC3WvG9I1AY2lUIq0SH9p1lBHp7klOREROT+XC4YmTZqElStX4vBh8170vXv3YsOGDZgzZ470eV5eHsrLy6WtcRZBQUGYMGECNm/e3Os5dTodGhsbe9yIyD5c4vor2mYeQKcQHQYTsqqMSAuxJhhKNH9UUIttEQzpOo04WOaE/4dd9dojIrIxlwuGHnzwQVx55ZXIyMiAh4cHxo4di/nz5+Pqq6+WjotASIiKiurxdeJzy7FjLVy4UAqYLLeEhN86IRGRzTn99ddWB1QfBiKHQin2VxvQYQSGWBMMefoA/lHmeiuFELOGtBoVdhXWwRU4/bVHRGQHLhcMffnll/jkk0/w6aefYteuXfjggw/w4osvSh8HasGCBWhoaOi6FRUVybpmInLh6694p/ljRAaUYmeFAZ5qIDnIyqcIsVWu6gCUwkOjxqBwP+wscI1gyOmvPSIiO9DCxdx///1d2SFh5MiRKCgokN7huu666xAdHS3dX1FRIXWTsxCfjxkzptdzenl5STcisj+nv/6KtgDewUBALJRiR7lBqhfSqgfYPMEiJAko3QV0tACe5tbT7m5wZAB2uEgw5PTXHhGRHbhcZqi1tRVqdc9lazQaGI3mglXRclsERKKuyELsgxZd5SZOnGj39RKRiyvYbN4iJ9pFK4BoQiOCoSGhMjw9BCcBJqOiWmynRwegvKGdw1eJiFyEywVDF154IZ555hn88MMPyM/Px5IlS/Dvf/8bF198sXRcpVJJNURPP/00li5din379uHaa69FbGws5s2b5+jlE5Er6ewwt9WOUE69UGGjCdVtJgwJHcB8oWP5hZszQgqqG0qPCpA+7sivdfRSiIjIHbfJiXlCYujqHXfcgcrKSinIue2226QhqxYPPPAAWlpacOutt6K+vh5TpkzB8uXL4e2tnLa4RCSDsr1AZzsQNRxKsa28EyIHZlXzBAuRTRMtySuyoBSBPh6IC/bB9vxazB0T5+jlEBGRuwVDAQEB0hwhceuLyA49+eST0o2IaMAKNwFabyAsFUqxvcyAxEAV/D1l2hYotsrlrgAMekDjASUYEhWArUeZGSIicgUut02OiMhuCjaau8ipXe59owHbWtaJdDm2yFmEppgDoZocKMXQmADkVDajtqXD0UshIqKTYDBERNQbowEo2AREjYBSlDUbUdBowrAwGZ8aRBc+kV0r3welGBoTKH3cllfj6KUQEdFJMBgiIupNeSagawKiR0IptpYZpI9Dw2TMDInun6JuSEHBULi/F6ICvbCFW+WIiJwegyEiot7krQe0XkD4ECjF5tJOJAaoEOglcxtxsVWuYr95u5xCDI0OxKYj1Y5eBhERnQSDISKi3hxdA0QOV0zRv7ChuBPDwmXMClmEpgKGDkXNGxoRF4TDFc2oatI5eilERHQCDIaIiHqbL1S4GYgeBaUobDSipNmE4eE2eFoIiAE8fYHyvVCKYbHmuiFmh4iInBuDISKiYxVvA/StQOwYKMX64k6oVcAwOeuFutcNhQ4CSnZDKUJ8PZEQ4oMNOQyGiIicGYMhIqJjHVkNeAWaX8ArKBgaHKyGr4fM9UIWYYOB6sNARzOUtFVufU41TCaTo5dCRER9YDBERHSsIyuBmDGAShm/IjuNJmws6cSICBtkhSzCBwMmo7lLn0KMig9GeWM7jlQpJwAkInI1ynimJyLqr5ZqoHQPEDcOSrGn0oCmDmBMpA2fEnxCAP8ooHgHlGJYTCA8NWqsya5y9FKIiKgPDIaIiLrLXQnABMSOhVKsKexEgCcwKNjGTwlhaUDxTvPfrwJ4atUYGhOAVYcqHb0UIiLqA4MhIqLuDi8317f4hkIpfi3oxOgIDdQqG9ULWURkAK3VQG0elGJMQgi25dWiWdfp6KUQEVEvGAwREVmIoaAiMxR/OpSitNmIQ7VGjI2yYb2QRUiyeZCt6NanEGMTg6WarPWHuVWOiMgZMRgiIrIo2AjoGoCECVCKX/M7oVEBoyPtEAxptOZGCoVboBRRgd5Si+0VByocvRQiIuoFgyEiIotDPwJ+kUBoKpTil3w9hoWp4WerltrHihgGVOeYt8spxLikUPx6sAKdBqOjl0JERMdgMEREJBiNwMGl5qyQrWtnnER9uwlbSg04PcYOWaHudUNiCGvBZijF+OQQNLZ3YmteraOXQkREx2AwREQklOwEmsqApElQihUFehhMwPhorf2+qacPEJpm3pKoECnhfogM8MKP+8ocvRQiIjoGgyEiImH/EvMsnMhhUIplR/TICFUjxNvOmbDokUB5FtCmjEyJSqXC+ORQ/JRVzq1yREROhsEQEZHYIrf/GyBpMqC245YxB6ptM2JjsQFnxjrg5xUBp1oF5CsnOzQxNQy1LR3YfLTG0UshIqJuGAwRERVsMG+RSzkbSvHD0U6IHMWEWDtukbPw9AXC04Gjq6AUg8L9EBPkjW93lzp6KURE1A2DISKivV8AATHm4n6F+OZwB0ZHqBHk5aBmEbFjgKrDQEMJlLJVbnJaOH7KKkNrBwewEhE5CwZDRKRsumbzFrnUcxTTRS63zoDdlUacleCArJBFxFDAwwfI/RVKcVZaOFo7DPhpX7mjl0JERL9hMEREyiYaJ+jbgNRzoRRfHtLD3wMYF+XA+iiNBxAz2hwMGQ1QgshAb4yIDcQX24scvRQiIvoNgyEiUrYd7wNxpwH+kVACncGE/x3W46x4LTw1Ds6ExZ9h7ihXvBVKMT0jEtvya5Fb2eTopRAREYMhIlK0kl1A6S5gyBwoxY9H9KhrN+HcJAdukbMIjAGCE4GDy6AUosV2kI8HPt5S6OilEBERgyEiUrStbwH+UUD8eCiByWTCoqwOjAxXIy7ASX79J54JlO0F6gugBB4aNc7JiMT/dhShsV3v6OUQESmekzwbEhHZWWMpkPU1kHGBYmYLbS83ILPKiDmDPOA0okYC3oHm2i2FmDE0CrpOIz7fxuwQEZGjMRgiImXa/Dqg9QYGz4JSvL5bh4QAFUZHOtGvfo0WSJoEHFkNtFZDCUL9PKU22++uz4OuUxnNI4iInJUTPSMSEdlJcxWw4z0g43zzAFAFyKwyYG2RAReleUDtbC3E4yeYu8vt+wpKcdHoWFQ16fAlO8sRETkUgyEiUp4N/wZUamDYPCjFv7a3I9ZfhUlxTrgl0MMbSJoCHF4ONFdCCWKDfaTs0KurctGuZ3aIiMhRGAyR82mpBuoKgcYSwMACY5JZXT6w/V1zIOQVACXYVNIpZYUuS3fCrJBF8iTztsU9H0Ep/jguHjUtHXhvQ56jl6Jc7Y1AfRHQUAx0tDh6NUTkAAyGyHnomoG8tcCHc4H/jARePxNY8yzQxGntJKNfHjEHQcMuhhJ0Gk14YlM7BoeoMSHGCbNCFiIQEoNvc1cBVdlQgqhAb/xhWBReX52LysZ2Ry9HWcSg38qDwFc3mJ9v/jMa+H4+UMvAlEhpGAyR8yjaAnxwEVCRZf5c1wisfxH4+hZzjQeRtXJ+BQ4uBcbdYN6apQCLszpwuNaI60Z4QOWsWSEL0eI8MNbc3EK8WFWAS0+Lh1atwlPLDjh6KcrLEL8rgu9fRc95wNgJ7PsSeH+WOVNERIrBYIicQ1MF8OP9vR/LXwc08MmJZNgO8/09QMwYIOVsKEFBgxEvbtfhD8lapAY7cVbIQv1bHVddHrD/GyiBv5cW15yZhO8zy/DLfmbB7ULfDmx6tfdtcc0VQPZP5gCJiBSBwRA5h45moPZo38cLt9hzNeRuxAubH+8F2uqASXcDzp4hkYHeYML8Va0I8lThqqFONFfoZIITgOQpwO6PgdpcKMGUtHCMSwzBg9/s43Y5e2hvAI6s7Pv4oe9ZP0SkIAyGyDmoteZbX/zC7Lkacjc7FwOZXwITbgf8o6AEz27VSQNW7zzNE95aFwv+0v4ABEQBqxcCHU1wd2L74i1TB8FkMuHuz3ZDbzA6eknuTTzXeAf3fdwnzNzqnYgUgcEQOQffcGD4Jb0fE09K8WfYe0XkLvLWmbdgpp8HpE6HEnxxqAPv7evANcM8MDjEBbbH9TaIdfT/AbomYNVCRXSVDPLxwD3nDMaOgjo8+l2WFBiRjYg31ybe1ffxM28DtF72XBERORCDIXIOXn7AuY8AYWk971drgMs+AAJiHLUycmXFO4DPrgKihgNn3Aol+PGoHg+ta8eMJC1mpZwg2+rsfEOBMf8HVO4H1r9gLnB3cxkxgbjlrBR8tq0Iz/+czYDIllKnAUMvOv7+yX8BwtMdsSIichCVib9tj9PY2IigoCA0NDQgMDDQ0ctRlsYyoPKA+d38oDggbYY5EPLwcfTKyNWuv6Nrgc//DwhOBGY8oYj/Q//L7sCDa9txZqwGd4z1dN6ZQqei4gCw91Mg7nTg7AfMLbjd3A+ZZfh4awGun5SMRy4YBo3aPv+OinvuEzPt6guBQz8CWk8g4wJzN0OfE2yhIyK3w2CoF4p7QiByp+tP/Erb9jbw80NA9Ehg2kNuHwiJZgnPbdPh3cwOnJOowU2j3CQQshBzh/Z8Zn6DZPoCICAW7m7FgXIs3pSPqUMi8NLlYxDi52nz78nnPiJSIm6TIyL3IQYmfnwp8NMD5hqhcx9z+0BoX5UBc5e0YNG+DvxpuAdudrdASIhIBybcZu4CtvRu4NAywOTec4j+MCwa98/KwM78Osx8eR2WZ5Vx2xwRkQ0wM9QLvjtG5GLXX0MxsOk1YMd7gHcQcOYd5gGebiy71oA3duuwNLcTiYEq3DLa0zVmCVk7H+bwT0DRNvP2x9FXAUmTzbWFbqq2pQPvbTiKXYX1OCM5FPecOxiT08JsMkCXz31EpEQMhnrBJwQiF7j+RJbg8M/Avq/MU+RFBmjYXGDYxYCHe9aVVLYa8Ut+J77L0WN7uQFhPirMTdPinESt3epKnIIIfnN+AapzzJ0oRTF80iQgfIh4WoO7EU/Te4rq8b+dxcirbkFqhB8uOS0es0dEIzXCX7bvw+c+IlIiBkO94BMCkQtcf+/NBIq2AhEZwKBzzG2z3XxL3JjFTajXmTAqQo2zE7Q4I0YDrZKCoGM1lALF24DyveaskdgWmeC+bfjF0/WBskasOlSJTUdqpPtW3zcNKeF+spyfz31EpEQu3HfVdizxoXhiICJ5BAQE9GtrT3+vP7/mKojNUR1hGeYXxbs+gbur110OLYxI0hcg/yikG6UDHmlQt5fCkNUKY9ERuLtgbzXSo/yQXdGCipp6hHkaZLn++NxH5LjnPnIcBkO9aGoyTzxPSEhw9FKI3EZ/323u7/X3yhxvzE3XonPzN1CK8Z6Dka9KwPZa986ADcxgVB6sh85QDyVQqTUwtjdj8tj/g7GtUZbrj899RPJjptX5cZtcL4xGI0pLS08pmhfvpIknkKKiIpf7T++qa+e6XWvt/b2eBnL9yU2p/0aOxrXbTn+up2OvPWf/mbpzlbW6yjpdaa3Ovk5mhpwfM0O9UKvViI+PH9DXigvRGS9Gd1471+1ea7fm+pMb/40cg2t3jL6uPVf6mVxlra6yTldaq6usk5wP5wwREREREZEiMRgiIiIiIiJFYjAkEy8vLzz22GPSR1fjqmvnuu3PldeulJ+Ta3cMV167O/xMrrJWV1mnK63VVdZJzosNFIiIiIiISJGYGSIiIiIiIkViMERERERERIrEYIiIiIiIiBSJwRARERERESkSg6FeiJ4SYqIxe0sQ2R+vPyLH4LVHRErEYKgXTU1NCAoKkj4SkX3x+iNyDF57RKREThUMrVu3DhdeeCFiY2OhUqnw7bff9jgu3q169NFHERMTAx8fH8yYMQM5OTk9HpOcnCx9bffbs88+a+efhIiIiIiInJ1TBUMtLS0YPXo0Xn/99V6PP//883jllVfw1ltvYevWrfDz88OsWbPQ3t7e43FPPvkkysrKum533323nX4CIiIiIiJyFVo4kTlz5ki33ois0Msvv4yHH34Yc+fOle778MMPERUVJWWQrrzyyq7HBgQEIDo62m7rJiIiIiIi1+NUmaETycvLQ3l5ubQ1zkLsbZ4wYQI2b97c47FiW1xYWBjGjh2LF154AZ2dnSc8t06nk4pGu9+IyD54/RE5Bq89IiIXCoZEICSITFB34nPLMeGee+7B559/jtWrV+O2227DP//5TzzwwAMnPPfChQulwMpyS0hIsNFPQfZW1aRDeUMbWnQnDojJcXj9ka0ZjSZUNrajvKEd7XqDo5fjNHjtEREBKpOT9tAUjQ+WLFmCefPmSZ9v2rQJkydPRmlpqdRAweLyyy+XHvvFF1/0ep73339fCoqam5vh5eXV57tj4mYh3h0TTwoNDQ0IDAyU/Wcj26tqasevByvx7vqjqGvVY+KgMPxlxmAkh/vCU6Nx9PKoG15/ZEsVje34bk8JPtpSgFadATOGRuL2aWlIDPWFWq2CkvHaIyJyspqhE7HUAFVUVPQIhsTnY8aM6fPrxDY6sU0uPz8f6enpvT5GBEl9BUrkemqadfjHkiz8cqCi674f9pVhxYEKLLljEobHBTl0fdQTrz+yZSB020c7saeovuu+L3YU48d95Vh692SkhPtDyXjtERG50Da5lJQUKSBauXJlj3exRFe5iRMn9vl1e/bsgVqtRmRkpJ1WSo5WUt/WIxCy6DAY8cT3+1Hf2uGQdRGRfR0qa+wRCFk06Trx6spctHZw+ywRkdI5VWZIbGXLzc3t0TRBBDOhoaFITEzE/Pnz8fTTT2Pw4MFScPTII49IM4ksW+lEIwURHE2fPl3qKCc+/+tf/4prrrkGISEhDvzJyJ7WZFf1eWxbfh2a2jsR7Otp1zURkX2JHeBLdpf0efzn/eW4f3Y6fD2d6mmQiIjszKmeBXbs2CEFMhZ/+9vfpI/XXXcdFi9eLDVCELOIbr31VtTX12PKlClYvnw5vL29pceJdL9onvD4449L+6BFwCSCIct5SBl8PfuuCdKqVVB4mQCRIohaUl+vvp/ivD00UIG/DGgAOlqAXR8C2T8BTeVAYCww9AJgzNWAhw/cdfu5qLtbn1ONxjY9ksP9cOHoWJw/MgYaPqmSi3PaBgqOJLbfic46LCJ1TUcqm3Huv9f2euyi0TF49pJRJ3yRRI7F64/ksreoHnNf39jrsTunp2H+jMHw0LjMbnGb47XXD4Vbga9uAJrLgdhxQEAU0FgKlO4GgpOAyxYDsX3XMbuiH/eV4cGvM6E3mDA6IQhBPp4oqGnBofImjEkIxutXn4a4YPcMAkkZ+IqQ3E5koBcWzMnAwp8O9bg/OtAb983KYCBEpBCiY9y1E5Pw4eaCHvenRfrj6gmJDITo1OT+Cnx2FRA+GJjxBBDQbbh7QxGw4SVg0Rzgmq+BpElwByIb9Mi3WThzUChumJyCQG+PrmPZ5U14fU0uLn59I764bSJSwv0culaigWJmqBd8d8z1NbR1oKi2DZ9sLUBlkw6zhkVjclo44kL47pWz4/VHcqpt6UBedQs+2VIgNU6YNyYO45JCEB1k3l5Nv+O1dwJlmcD7M4GokcC0BYDm96CgS2c7sOopoDYPuGWVOWhyYb/sL5e6Mc4aEY1rz0yStp4eq661A0//cAAalQrf3z2F9bjkkhgM9YJPCO7DYDRJN08t3wF2Fbz+yBYMRiMMRvB3wQnw2uuDrhl4azKg1gKznwW0JwikO1qBH+8FPP2BW9cAHq4ZdBfXtWL2y+sxLCZQmtGn7iUQshADjR/+NgsTBoXinWtP7zVoInJmfFYgtyYKO/nih4g0ajV/F9DArHwCaKoApj5w4kBI8PQFzv47UJMLrH0Orki8R/7AV5nw8VDjtrMHnTAQEiIDvXHr2YOkQecn6uBI5Kz4zEBERETUm7K9wLZ3gLHXmLvG9UdIMjDyMmDTK0B1DlzNsswybDpSgxunDOp36/nTk0IxKTUMT/9wEI3tepuvkUhODIaIiIiIevPzw0BwApBxwal93cg/Ar5hwIrH4Ep0nQYs/OkgTk8KkTrFnYqrJyShRdeJN9ccsdn6iGyBwRARERHRsY6uBfLXAWOvBdR9z6/rlcbTPHco+wegZBdcxZfbi1De0I4rxyee8teG+nlizohoLNqYh6omnU3WR2QLDIaIiIiIjrXuRSAsDUiYMLCvTzkbCIoH1v8LrkBvMEpZnYmpYQPuvHr+yFhpmLEIiIhcBYMhIiIiou7EEFWRFRrxR2Cg3dFENmn4JcChZUB1LpzdD5llKG1ox0Wj4wZ8Dn9vLc4dGomPNhdIW+aIXAGDISIiIqLutr4F+EcBiROtO8+gaYB3MLDtv3B272/Iw6j4IGlYsTVmDY9GS0cnvt5VLNvaiGyJwRAREdH/t3cf4FFV6f/Av5Pee69AQq+CooJgQ1BcxbI/xXXXhrq6uuq6orIrdmQt67rq/l137XVtWMBVVimKiDTpNYQASUhPSCF1Zu7/ec84MQkJhGQy987c7+d5Lknmztw5M9xz733vOec9RE71lcDWBcDg845/rFBnY4cGTgM2vgM0H4ZRbSmoxubCapwzLLHX24oLC1TZ5aR1iFNZkidgMERERETktOk/gGYHsqa4ZnuDpjkCIQmwDOqdNQcQGxqAE9KjXbI96SqXU1qHHw9UuWR7RH2JwRARERGR08a3HEkTgo8vtXSXwhKAlBOAjW/DiBpbbFi46SAmDYxXE5W7wojUSMSHBeDD9ewqR8bHYIiIiIhIFG8FSrYBWWe7drtZZwEHVgGVxsuy9tX2EtQ1WTF5UJzLtuljseC0gfFYuKlIBVtERsZgiIiIiEhs+QAIjABSx7p2u+mnAH5BwNaPYDSfbizEwIQwJEf2LJ12VyZmx6kga/muUpdul8jVGAwRERERyWD/rR8CmRMAHz/Xbts/yNH1bsuHMJKaxhZ8s7tMzS3kaqlRwegfF4rPNh10+baJXInBEBEREdHBH4HqAqDfpL7Zfr/TgLIdQHkOjOLr7SVosWk4ub/rgyExvn8Mlu4sRUMzu8qRcTEYIiIiItr+GRAUCSSO6Jvtp4wF/IKBHZ/BKL7YWoyBiWGICQ3ok+2f3D8GjS121fpEZFQMhoiIiIh2fg6kndT7uYW64hfoGIsk72MA0lqzYneZmhOor8g4pLToYJWkgcioGAwRERGRuVXkAhU5jkQHfUnGDRWuB2qLobeVe8rRaLXjxEzXzC3UFdn+kp0lsNk5ASsZE4MhIiIiMrfdXwK+AUDymL59n9RxACxAzv+gtyU7S5EcGYSUKNdmkevohIxoHKpvwcZ8TsBKxsRgiIiIiMxt92IgaaQj61tfkjFJ8UMc76cjTdOwdGcJxqS7aGLZo8iOD0NEkB+W7GCKbTImBkNERERkXs2HHROiSoIDd5DWob3LAVsL9LKrpBYlNU1uCYZ8fCwYmRaF5buYRIGMicEQERERmde+7wBb809d2NxAkig01wEFa6GXb3eXIdDPB0OSItzyfqPTIrG9qAZltU1ueT+i48FgiIiIiMwrdykQlgBEpLrn/WKzgcAIx/vqZEVOOYYkhSPAzz2XgSNTI1uTNhAZDYMhIiIiMq/cZY7ECRaLe97P4gMkj3J0ldNBY4sNa/MqMeKnAMUdokICkBETwmCIDInBEBEREZlTTRFQvgtIHu3e95Xgq/BHoLHave8L4McDVSqltrO1xl1GpESoFilJ3kBkJAyGiIiIyJz2rXD8TBrl3veV99NswP5V7n1fAKtyKxAe5If0mBC3vu/wlEgU1zRif0W9W9+X6FgYDBEREZE55X0LRGUCwX078egRwpOB0PifgzE3+j63AkOTI+Djrm6BPxmSHA4fC7Bqb4Vb35foWBgMERERkXkzySWOcP/7SiAi7yvBmBs1NNuwKf8Qhie7J4tcWyEBfhgQF4ofGAyRwTAYIiIiInOOF6rKc0y2qgd535Ktbh03tOFAFax2TbUM6WFIcgRW763kuCEyFAZDREREZD4Hvnf8TByuz/vL+2p24MBqt73l6rxKNV4oNToYepB5jWTcUH5lgy7vT9QZBkNERERkPgd+cMwt5O7xQk7hKY73zv/BbW+5dl8lBiWEu328kNPgxHD1c93+Sl3en6gzDIaIiIjIfPZ/DyQM0+/9JSCR93dTRrkWmx0bDhzC4CRHQKKHMMliFx2MtfuqdCsDUUcMhoiIiMhcGmuA0u1AwlB9yyHBUOE6wNrU52+1o6gGDS02XYMhMSgxHGvymESBjIPBEBEREZmLBCAyXkf3YGgoYGsGirf0+Vut318FP18L+seFQu9gKLfsMKrrW3QtB5Ehg6Fvv/0WF1xwAVJSUmCxWPDJJ5+0Wy/ZR+6//34kJycjODgYU6ZMQU5OTrvnVFZW4sorr0RERASioqIwa9Ys1NXVufmTEBERkWHlrwECI4CINH3LEd0f8A0A8le7JRiS1Nb+vvpe+g1MDFM/f8xnVzkyBkMFQ4cPH8bo0aPxj3/8o9P1TzzxBJ599ln885//xOrVqxEaGopp06ahsbGx9TkSCG3btg1fffUVFi1apAKsG2+80Y2fgoiIiAwfDMUPcozb0ZOvPxA3yG3BUHaCvl3kRFJEECKC/PDjfgZDZAx+MJDzzjtPLZ2RVqFnnnkG9913H2bMmKEee+ONN5CYmKhakGbOnIkdO3bgyy+/xNq1a3HiiSeq5zz33HOYPn06nnrqKdXiRERERCZmtwMFa4GhF8IQVDDUtxnlSmoaUVTdiMsTHK0yepKeP9kJYSqZA5ERGKpl6Gjy8vJQXFysusY5RUZG4uSTT8aqVY5MLPJTusY5AyEhz/fx8VEtSURERGRyFXuAphogfggMQcpRc9Cx9BFn4CFBiBFIC9XG/EOw2zn5KunPUC1DRyOBkJCWoLbkb+c6+ZmQkNBuvZ+fH2JiYlqf05mmpia1ONXU1Li49ETUFdY/In2Ytu5JqxAsQNxAGKZlSBSsA4b1TWuVBB6xoQGIDQuEEQxMCENdkxV7y+sM0XWPzM1jWob60vz581Urk3NJT0/Xu0hEpsH6R6QP09a9wvVAZDoQoG9WtVahcY5FytVHJBgaEG+QzwuosshorY351XoXhchzgqGkpCT1s6SkpN3j8rdznfwsLS1tt95qtaoMc87ndGbOnDmorq5uXfLz8/vkMxDRkVj/iPRh2ronabWN0irkFDuwz4Ih6Yq2peAQsuKN0UVOhAT4ISUqGJvyOW6IvLibnN1ux6OPPup4Ez8//OlPf+rV9vr3768CmiVLlmDMmDGtTfoyFujmm29Wf5966qk4dOgQ1q9fj3HjxqnHli5dqsoiY4u6EhgYqBYicj/WPyJ9mLLutTQCJduBk66HoUhwtnWBI7mDj2vvU0tXtMPNNkMFQ87WIWmxIvL4YOjOO+/s9HGbzYbnn38eTz/9tAqGukPmA9qzZ0+7pAkbN25UY34yMjJwxx13qABr4MCBKjiaO3euyhB30UUXqecPHToU5557Lm644QaVfrulpQW33nqryjTHTHJEREQmV7INsLcAsdkwlNhBQHOdI7mDpPx2oU0/dUUzUjc5IcHZWz/sR5PVhkA/X72LQybW62Bow4YNnT4urTHi9ttv7/a21q1bhzPPPPOIQOvqq6/Ga6+9hrvvvlvNRSTzBkkL0GmnnaZSaQcFBbW+5u2331YB0Nlnn62yyF166aVqbiIiIiIyuYM/Aj5+QMwAGIozODu4weXB0JbCaqREBamuaUYiE8Ba7Rp2F9dhZFqk3sUhE+t1zVi2bFmnj8tEqDIp6vE444wz1HxCR8tN//DDD6ulK9KK9M477xzX+xIREZEJSLAR3c8x2amRBIYBEamO8o2+3KWblq5o/WON1SokMmND4WMBNhUcYjBE3plAQQIXIiIiIkO1DMVkwZCkXFI+F7La7NhRVIP+ccYaLyQC/HyQEROCLQXMKEf68phsckREREQ91tIAlO02Xia5tl3lircAdpvLNrmnrA5NVrvhxgs59YsNVd34iDy6m9xnn33W6eOSvICIiIjIMMkTNJtxW4Zis4CW+p+SKAx2ySal1cXyU9BhRP3jQ/HdnnImUSDPDoacmdw6w65yREREZAgyHsfH1zFmyKjBkDi40WXB0NbCaiRHBSE4wJiBhjOJwq7iWoxKi9K7OGRSve4mJ1njulokvTYRERGR7oo3A1EGTJ7gFBAGhCc7yukiWw/WGLZVSGTEOJIobDtYo3dRyMRcOmZIMsgRERERGY60uBgtpXZHUj4ppwvY7Rq2GzwYkiQKqdHB2HaQ44bIg4Mhaf155JFHkJqairCwMOzdu1c9LhOivvzyy64oIxEREVHPWZuBsp2eEQxJy9BRphnprryKw2hosaFfnHGDIZEZwyQK5OHB0Lx589SEqE888QQCAgJaHx8xYgReeuml3m6eiIiIqHfKdwG25p/H5Rg5GGqqAQ7t7/WmpFVI9IsNgZFJy9WuolrY7L0PAIl0CYbeeOMN/Otf/8KVV14JX9+fB+iNHj0aO3fu7O3miYiIiHqnSMbhWIybPMHJmelOUmz3kozDiQsLQHiQQcdI/aRfXAgarXbkldfpXRQyqV5nkyssLER2dvYRj0sCBabXNocWqx2ltU3YV3EY9c02ZCeEIS40AOHBxj4AE5H7NbbYUF7bhL3lh9WEkFlyvAgLRGhgr09HRF2T4CIiBfA3disJgqMdi5R36AW92tT2g9WqC5rROcsowVt2QrjexSET6vXZZ9iwYVixYgUyMzPbPf7hhx/ihBNO6O3myeCaWmz4YW8Ffvf2jzjc7MgeKBnVrz61H35/VjZiwwL1LiIRGcThJiu+3lGCuz/crCaCFL4+Ftw5ZRB+dXIGokN/7mpN5FIyDsforULOE2j0AKBoU683ta2oBqcPjIfRhQX5IT4sUHXrmzEmVe/ikAn1Ohi6//77cfXVV6sWImkNWrBgAXbt2qW6zy1atMg1pSTDOljdiFmvr1PzBDjJuM/Xvt+HkamRuHRcmq7lIyLjOFBZj9v/0z5TlowTePJ/uzAqLRKTBhn/wo08kJyUpKVl2Ax4hJh+wIEferWJ0tpGVNQ1I9PAmeTayogJwfYiptcmDx0zNGPGDCxcuBBff/01QkNDVXC0Y8cO9dg555zjmlKSYX2++WC7QKit55bmoKyW6daJCGix2fH69/u6XP/s0hxU1ze7tUxkEtX5jqQERs8k5xTdH6gpBBqqeryJHUW16memwZMnOEk5GQyRXlzSSXvSpEn46quvXLEp8jC7SxwH3M4cPNTYZaBERObSbLVjf0X9UY8Xzq5zRC5VvPXnIMMTOMsp5e4/qUebkC5nwf6+iA/3jK7qGbEhqNjQrFq0EsKD9C4OmYzLJl1dunQpnn/+efzjH//A8uXLXbVZMrgJWXFdrhuaHI4g/58zDBKRecmx4KR+0V2ul261TKJAfaJkKxAYAYTEwiNEpgG+AY5y99DO4hrV9cxHxiB5AGcSBWeLFpGhgyGr1YoJEybg0KFD6m8ZKzR+/HhMmzYNf/3rX/HUU0+p7nEnn3wyioqK+qLMZCCnDYxDVEjnWePunT4U0SEcEE1EjkQJl4xNU3erO/KxAL8/O5vBEPUNCSqktcVDAgP4+AJRGb0KhqRlKD3GM7rIiYSIQAT5+2Anu8qRJwRDfn5+2LJlCyorK9Xft912m5psNTc3F3l5eWrZs2cP/P391TrybqlRwfjgt6equ7pOkhXm+V+dgBEpEbqWjYiMJS06GO/99hQMTAhrdwx57drxGBDnGQO9yQNJ8oTo9hlvDU8y3/VwrqEmqw17yw6rliFPIS1YUt6dxWwZIvfr0W24uLg4NDU1qd9lrJB0i8vIyGhdL2m2n3nmGZx99tmuKykZksViwcDEcLx+3UmoOtyCZptdtRQlhgfBR273EhH9xM/XB6PSovDuDaegqr4ZMqRQHS8iOEaA+kjzYaAyDxjyC3gUacnK+xawWQHf47tU21NaB5umeUzyBKf06BBsO1itdzHIhHoUDA0fPlzNLTR06FAEBQWpC+KO5DFJtU3mEBMaqBYiomOJCw9UC1GfK90pubU9J5Nc25YhWzNQuReIH3RcL93507gbCS48iSRR+GZ3mUq2EuDnsiHtRMfUo71t1qxZuO+++1QKbRkfdMcdd+DgwYOt62Uc0Z133okzzzyzJ5snIiIi6j0Zd2PxASLT4VGcE8T2YNyQJE+Q1tbgAM9KYCTd5CQD7d7yOr2LQibTo5ahiy++GDt37lRJErKysrBp0yb069cP6emOg01+fj6GDBmC119/3dXlJSIiIuqekm1ARCrg52EtkUGRjux3pdsBXHJcL5WMbOnRwfA0zpYsadkaksQxx+Q+PU7dM2fOHMycOROLFy9GWVlZa5e46OhoFQhJi1Fn3eeIiIiI3BYMSWY2TxSV2eOWoUkD4+FpJJukJGDaUVyDi5Cqd3HIRHqVx7R///646aabXFcaIiIiIlfQNEcwMeR8eGwwdHD9cb2koq4J5XXNHpVJrq20mGDs4lxD5Ga9ntTh2WefPep6ptcmIiIit6srARoP/Tz+xtNIubd/DDTVAoHh3XrJrp9SU3vSHEMdu8qtyXNM3ULkMcGQJE9IS0uDr++RA/WkmxyDISIiItKli5yI8tRgKPPnjHjpJ3XrJTJPj7+vBUkemq5eWrQ+23QQ1fUtiOxiQnciV3PJdN/r1q1DQkKCKzZFRERE1HuSfMAvCAhPhEeSsU6SCa90W7eDIWkZksmNfT10nj8pu9hVUovx/WP0Lg6ZRK8TuUvrDxMlEBERkaGUbP85oPBEvgGOTHjyObppZ0kN0qI8s4ucSI1yBHISDBF5TMuQpmmYO3cuIiMjERoaipSUFJxwwgkYN26ca0pIREREdLxKPTiTnFNU+k/ptY/NbteQU1KHi8Z4biY2P18fpEQFYfdPY5+IPCIYmjx5sppzqKWlBTU1NWry1aqqKowePRqff/65Co6IiIiI3MZuA8p2Aand615mWDLeafeXjsx4x+iFU3ioAfXNNqTHeN4cQ21Jy5akBydyl163HS9fvlwtK1euxJYtW1BRUYGcnByEhITgj3/8o2tKSURERNRdVfsAa6PntwxJEoWGSuBwWfczyf00eamnkkx48lmk5xGRO/RJR9qsrCz8/e9/R2FhYV9snoiIiKhrzq5lnppWu+1cQ6IbXeVknE1ogC9iQgPgydKjg1HTaEVpbZPeRSGT6LNRhSeeeCK+/fbbvto8ERERUedKdwCBkUBwNDxaeLIjkYJ8nmPYXVKLtJgQj09q5ZwjydnSReQRqbVzc3PxzDPPYMcOR2UdNmyYmn9owIABrtg8ERERUfdJ8BAtmeQ8OzCAj6+jq183WoZkjqG0KM8eLyTiwwMR6OejgqHJg+L1Lg6ZQK9bhhYvXqyCnzVr1mDUqFFqWb16tXrsq6++ck0piYiIiI4nk1ykh48XcopMP2bLUIvNjr1ldUjz8PFCwsdiUfMNSUsXkUe0DN177734wx/+gL/85S9HPH7PPffgnHPO6e1bEBEREXWPtRmoyAWyzoZXkHFDWz88aka5/RWH0WLTkOHhmeScJKhjNznymJYh6Ro3a9asIx6/7rrrsH179ycKIyIiIuq1ij2A3fpz8gFPJxnlmuuA6oIun7K7pE799IaWISEtQzmldWruJCLDB0Px8fHYuHHjEY/LYwkJCegLtbW1akxSZmYmgoODMWHCBKxdu7Z1/TXXXKMGELZdzj333D4pCxERERmIc3yNtwRDzvTgRxk3JK0oUcH+iAj2hzeQoK6hxYaCqga9i0Im0OtucjfccANuvPFG7N27VwUlQuYcevzxx3HnnXeiL1x//fXYunUr3nzzTTWp61tvvYUpU6aolqjUVMfMyxL8vPrqq62vCQwM7JOyEBERkYHI+JqQOCAwDF4hNB7wD3Z8rkHTus4kF+0dXeSc6bWdnysj1jtau8iLg6G5c+ciPDwcf/3rXzFnzhz1mAQoDz74IG677Ta4WkNDAz766CN8+umnmDx5snpM3mvhwoV44YUX8Oijj7YGP0lJSS5/fyIiIjKwsh1AVDq8hsXH0cpVtvOoLUMDE8PhLWSupJAAX+wurcWUYYl6F4e8XK+7yUkXNEmgUFBQgOrqarXI77fffnuf5Lq3Wq2w2WwICgpq97h0l/vuu+9a/16+fLnqpjd48GDcfPPNqKiocHlZiIiIyGBKtntPJrl2GeU67ybXZLVhf0W9V7UMWZwZ5ZhEgTwhGDrrrLNw6NAh9bu0EMnSl2T7p556Kh555BEcPHhQBUbSTW7VqlUoKipq7SL3xhtvYMmSJaq73jfffIPzzjtPPbczTU1NqKmpabcQkXuw/hHpwyvrXksDULXv53E23kK1DO0C7Edex+wtOwybpnlVMOQcNyRzJxEZPhiSFpjm5ma4k4wV0jRNjQ+S7nDPPvssrrjiCvj4OD7OzJkzceGFF2LkyJG46KKLsGjRIpVgQcramfnz5yMyMrJ1SU/3ouZ1IoNj/SPSh1fWPQkYoDkysHkTCe6sjcCh/Uescs7Hk+4lmeScJLhTgR4zypHRgyHRF93hjiYrK0u19tTV1SE/P19N+NrS0oIBAwZ0+nx5PC4uDnv27Ol0vYx1cnbxk0W2SUTuwfpHpA+vrHvOcTXe1k2uNaPczk6DodjQAIQG9noYuKFIcNdss6s5lIj6kktqzsUXX4yAgIBO1y1duhR9JTQ0VC1VVVVYvHgxnnjiiU6fJ2OYZMxQcnJyp+uldYnZ5oj0wfpHpA+vrHuScS0sAQjwrlYShMQCAWGOcUNDph+RPCHVy7rICWe3P5lDaUC8l2QGJO8NhmQMT1iY+3ZUCXykm5wkR5DWntmzZ2PIkCG49tprVWvRQw89hEsvvVRlk8vNzcXdd9+N7OxsTJvWeUpKIiIi8pJMct7WKiSkB460Dkmw14EECyNSIuBtImXepCA/1fJ17ghmByYDB0PSRU6Ckb6aYLUz0pwvzfvS4hMTE6MCn3nz5sHf319lm9u8eTNef/11ldhB0nxPnTpVJVzwujtgRERE1D6TXNpJ8EoqGGqfUa6h2Yb8ynqvDBbk+lJavJxjoogMGwxJC427XXbZZWrpjKTYlpYjIiIiMpGmOqA6HxjxS3htMJS7FLBZAV/H5due0jpJF9E6Sam3SY0KUd0AiQydQOGBBx5waxc5IiIioiOU72qfbMDbSHptWzNQldf6kLPVRIIGbyRBXl75YbTY7HoXhbxYr4Ohq666CoWFhUc8npOTg3379vV280RERETH5hxPIxOUeqPWjHI/jxvaXVqLhPBABAf4whtJEgWrXcO+cmaUIwMHQ9dccw2+//77Ix5fvXq1WkdERETU5yRICE8G/IPglYKigMDIn9OHy41nySQX5Z1d5JwTrzqTRBAZNhjasGEDJk6ceMTjp5xyCjZu3NjbzRMRERF1LxiK8tJWodaMcuntkijsLPHOtNpOEcH+iAr2xy4mUSAjB0OS7aO2trbTjG82m623myciIiIyb1rtjuOGfgqG6pqsOHioUU1O6s0k2MthMERGDoYmT56M+fPntwt85Hd57LTTTuvt5omIiIiOrrEGqDnoCBa8mYwbqsgFrM2tAYJzclJv7iq3kxnlyMiptR9//HEVEMkEqJMmTVKPrVixAjU1NVi6dKkrykhERETUNec4mmgTBEN2K1CZi5ySMFh+ajnxZhLsfb29BE1WGwL9vDNRBHl4y9CwYcPUJKcy709paanqMicZ5nbu3IkRI0a4ppREREREXZGuYxYfIDINXq1NRjlJq50YEeT1AYJ0A7RpGvaWMaMcGbRlSKSkpOCxxx5zxaaIiIiIjk/pTiAiBfANgFcLigSCY1RL2O6SVK/vIiecn1GCv6HJEXoXh7xQr1uGiIiIiHRvGfLW+YU6ax0q3a4yrJkhGAoN9ENsaEDrBLNErsZgiIiIiLwgrbaXjxdyispAdXEeSmqaWufh8XYS9HGuIeorDIaIiIjIc9VXAodLvT95glNUJnIqWtSvZmgZEqnRIdjFjHLURxgMERERkWe3Cglvn2PIKSoDu+yp8LEAKVHmCIbSo4ORX1mP+mar3kUhL8RgiIiIiDx7vJCPnyOBghlEZWK3lo7kEDv8fc1xGSfdATUAOewqR0bMJjd27Nijrv/xxx97+xZEREREXbcMSUptX3+YQkAIdlkGIM3fPIFB24xyo9Oj9C4OeZkeBUN33303rr/+egwaNAhbtmxBSEiI+jsigikPiYiIyN2Z5EzSRe4nu+2pONNSCLMI8vdFYkQgckrNEwCSwYOhzMxMnHnmmcjPz8fWrVsxe/ZsvPnmm3jggQdw0003wdfXuycAIyIiIgPQNEcwNOQCmEV5gx2V9hCkN++FmaRFhWBnUY3exSAv1KPOprfccgvKyspQWlqKwYMH47PPPsN7772HV155BSNGjMDChQtdX1IiIiKitmqLgcZq82SSk1ahSrv6md6UC7TUwyzSYphemwwUDD366KOqdSgpKan1MWkpWr9+PebMmYPf/e53OOuss7BhwwZXlpWIiIjoZ9IqJKL6wSx2Vtrg76MhCZXAoQMwi/ToEBTXNKK63pFWnEjXbnJRUVFYuXKl+v3OO+88Yv306dPxzjvvYPz48Whp4U5LREREfZQ8wS8ICE+EmVqG0sIs8Gm0AFX7gfghMIP0GMcEs7tLa3FSvxi9i0NmD4ZuvfXW1t+7av058cQTe14qIiIiou60DEVlAhZzpJgWOypsSIvwBXzjgEP7YBYpkUHw9bFgZzGDITJYau1ly5a5piREREREx6NkKxCVDrOwaxpyquyYMdAfsCQAlfthFn6+Piog2l1cq3dRyMuY51YKEREReQ+7DSjbaarxQoW1GuqtQEa4DxCWBBzKg5nI5Ks7i5lRjgzWMiSJEywWS5frly5d2tu3ICIiImqvMg+wNgHR5kqeINIjLICWCDTWAA1VQHA0zDJu6IutRdA07ajXnkRuDYbGjBnT200QERER9SyTnMnSaof6AzFBFsD2U0bfqn0mCoaCUdtoVVnlkiOD9S4OeYleB0N/+9vf2v1dVFSEHTt2qPmHUlNTe7t5IiIioiOVbAOCokwTCIgdlTbVRU61ioTEAL7+wKH9QMoJMIOMaEdGOUmiwGCIDDlmaNGiRRgwYACmTJmCrKwsLFiwwJWbJyIiInIo3WaqViGxs8KO9IifLt18fho3VGmejHJx4YEI9vfFLiZRIKMGQzIZq6Tdrqurw2OPPYYHH3zQlZsnIiIi+rllSNJqm0STTUNetR3p4W3GyoQlAFV7YRY+FovqKreziEkUyKDB0J49e3DdddchJCQEs2bNQk5Ojis3T0RERAQ01zsSKJgoecKeKjtsGpDhbBkS4cnAoQOA5kisYAbp0SHYzmCIjBoMNTU1ITAwUP0eFBSE5uZmV26eiIiICCjbAUADovvDfJnk2gZDSYCtBagpgllkxIZgb9lhNFvteheFvESvEyjceeedrb9L8DNv3jxERkbCZjPPXQoiIiJyo+KtgMXHVBOuynihxFALgv0s7YMhUZUHRKbBDDJiQmC1a9hbXochSRF6F4e8QK+DoQ0bNrT+PmHCBOzd+3Pf1cmTJ/d280RERERHjheKSAX8gmAWOyocmeTaCQgFgiIcXQb7TYJZgiGxo6iGwRAZIxhatmyZa0pCRERE1B3FW0yVPEFsr7DjjHTfI1dI65C0DJlESIAfEsIDsbOoFjBHRnHypDFDQmYFltYhGT9ERERE5FKaBpRsBWLMM16otN6OykatffIEJ5Ve2zwZ5ZxJFKRliMgQwdD69etx6qmn4rzzzkNubi7GjRuH7OxsJCYm4ptvvnFJIYmIiIiU6gKgqcZUyRN2VDiSBWRGdnLZJhnlDpcDzbWmSqLAjHJkmGDotttuQ3h4OCIiInDOOedg5MiR2LJlC2bOnIl77rnHNaUk0lN9haNLxrpXgW0fA1X7gZZGvUtFdPxsVkca3p3/Bda+DBSuB+pK9S4V0fGRViFhopYhGS8U5AskhLRJntAxiYKJJl/NjAlBeV0zyuvYC4kMMGZo06ZNqnUoMzMTYWFhuOuuuzB8+HDcfffdGDVqlAuKSKSj2hJg4e3A7i9+fsw3APi/14CsswD/YD1LR3R8gVDBWuDtS4Hmwz8/njYeuOx1ICJFz9IRHV8mucAIICQOZgqGMiN81KSjRwiNB3z9HUkUkkbCDDJjQ9VP6So3aWC83sUhs7cM1dfXIyYmRs0rFBwcjNBQxw4qPxsaGtAXamtrcccdd6gATN5TstitXbu23bil+++/H8nJyWr9lClTOAEsHT+7Ddj4dvtASNiagfd/A9Qc1KtkRMev9uCRgZAoWAMsfxxo6ZvjNZHLFW92dJHrLDDwUtvK7cjorIuc8PEFwhJNNW4oISIQwf6+2H6QXeXIIAkU/v3vf+PZZ5+F1WrFa6+9pn5/6aWX0Feuv/56fPXVV3jzzTdVl7ypU6eqgKewsFCtf+KJJ1QZ/vnPf2L16tUqMJs2bRoaG9m1iY5DXQmw6vmuA6VdHYIkIiMr2nRkIOS0+V3gcJm7S0TU82Aoph/MotGqIa/arlqGuiTjhkwUDEkLmaTY5rghMkQ3uYyMDBUMiaSkJBWgtF3natLa9NFHH+HTTz9tncfowQcfxMKFC/HCCy/gkUcewTPPPIP77rsPM2bMUOvfeOMNldDhk08+UWOZiLpFszvGC3Xl0H53loaod47WkmltcixERtdYA1TtA4ZdDLPYXWWHTQMyI47SEibjhoo2AnYr4NPrSzuPkB4Tgq2F1XoXg7xAr2vMvn3uHbAnrU82m011y2tLusN99913yMvLQ3FxsWopcoqMjMTJJ5+MVatWdRoMSRrwtqnAa2p4p4GkdgQByWMcJ5jODDjD3SXySqx/bpIytut1Ml5IJm8kU/HIuteaPGEAzGJbuU114+k0rbZTeApgawEO5ZsmsUS/uBAs3VmChmYbggM6mX+JSI95hmSsjix9STLXSSpvaQE6ePCgCozeeustFegUFRWpQEhIS1Bb8rdzXUfz589XAZNzSU9P79PPQB4iNA6Y9mjn66IyHIES9Rrrn5tEH2WfnfKwo5sNmYpH1r2izY4kNlEeUFYXBkOp4RYE+B6lZShCMspZgMpcmEW/2FDYNWBnsQcE8eT9wZB0Q5OU2tI6I4tkkWvbXc7VZNsSdKWmpiIwMFCND7riiivg49OzjzNnzhxUV1e3Lvn5+S4vM3kouXj81Qc/z2dh8QGGnA9cvRCITNW7dF6B9c9NZID1zHeA0Vc4Mk8JCYAu+ReQPcVUg9HJg+ueTHMgN6NM0hXMGQwdtVXI2ZMhNNZUwZBMvOpjAbYxiQL1Uq+PJk8//TTmzp2LW2+9FRMnTlSPSXe1m266CeXl5fjDH/4AV8vKylITuh4+fFg160vWuMsvvxwDBgxQ45ZESUmJetxJ/h4zpvO7ohJQyUJ0hMBwYNBUIHkU0FTruIgMiXU8Ti7B+udGEsCf/zRwxhxHVkTpGicBEQMhU/LIule0wVRd5Gx2TU24eungn25gHI10laswTzAU4OeDtOgQBkOkfzD03HPPqcQFV111VetjF154oZprSBIb9EUw5CRZ4mSpqqrC4sWLVRa5/v37q4BoyZIlrcGPBEySVe7mm2/us7KQl5PBqc6J7Yg8WUAIEJCpdymIjp8k+SjbBfQ7HWaxt9qORhvQv6u02h3H/uV940j+I70YTKBfLJMokAGCIRmnI/P8dCSPybq+IIGPdJMbPHgw9uzZg9mzZ2PIkCG49tprYbFY1BxEjz76KAYOHKiCI2m5SklJwUUXXdQn5SEiIqI+VrrdkS0tNgtmsbXMpn72604wJC1DMl9YbREQYY5u3P3jQrFqzQG02Ozw9zVHAEiu1+s9Jzs7G++///4Rj7/33nsqGOkL0rf5lltuUQGQtEiddtppKkDy93c0I9999934/e9/jxtvvBEnnXQS6urq8OWXXx6RgY6IiIg8xMGNgMUXiDZPy+bWcjsSQy0I9e9GV9bIFMfPij0wi35xoWixadhdUqt3UcjMLUMPPfSQGq/z7bffto4ZWrlypeqm1lmQ5AqXXXaZWroirUMPP/ywWoiIiMgLyDQHkjxBkgWYxJYyG/odK3mCk4wBDI52jBvqf7ppMspJmLitsAbDUyL1Lg6ZtWXo0ksvVeNx4uLi1KSmssjva9aswcUXm2dSNCIiIupDByV5gnm6yNk1DdsqbBgQdRyXajJuqNw8LUNB/r5IjQ7GFo4bol5wSW7KcePGqbl+iIiIiFzO2gyU7gDGnQKzyKu243BLN5MnOEWkAfu/k5kfHfMOmUD/2FBsKjikdzHIjMFQd2eqjoiI6OlbEBEREQElWx3p4OP6ZiyyEW0udSRPOL5gKBVoPgzUHDRNEoUB8aF4d00+mq12lW6byG3BUFRUlBqb0xXJ9ibrbTZHZSYiIiLqcRc5H9+fJ8A2gU1ldiSHWhAWcBwtPM7JwMtzTBQMhaHZZldJFEakctwQuTEYWrZsWbvAZ/r06XjppZeQmmqOykdERERuDIai+gF+HjZJbC9sLrN2L6V2x3nEZGJwCYYGnAEzyIwNgY8F2FxQzWCI3BsMnX56+0wlvr6+OOWUUzBggHlmhiYiIiI3KFxnqi5yki56W7kdlw12TBlyXKRFqHwXzCLQzxcZMSHYXHAIvzo5Q+/ikAdi50oiIiIyLhkDU7YLiBsEs9hVZUeTDciK7sFlWmSaI7223TzDFKSr3IZ8JlGgnmEwRERERMaebFWzmyoY2lRqU12/uj3HUFuR6Y5kE4f2wSyy4sOQU1KLw01WvYtCZg+GjpZQgYiIiKhHXeT8gh0X+SaxsdSGzAgLAv16cF0VmQJYfBytaSaRFR8KuwbON0TuHTN0ySWXtPu7sbERN910E0JDQ9s9vmDBgp6+BREREZldwVrHeCHJJmcSG0psyIrq4ef1DQAikoGy3cDg6TCD9OgQBPn7YGP+IZwyIFbv4pBZgqHIyPYZO37961+7ojxEREREPytYB2ROhFnUNGnIPWTHlH49vkRztKKV7YRZ+PhYVFe5DQeq9C4KeaAe17RXX33VtSUhIiIiaqu6AKgtAuIHwyw2ldmgAciO8uldMHTgB6C5FggIhxlkJ4Rh5Z7y1nkuibqLCRSIiIjImPJXO37GD4VZrC+2ITwASAnrxQV91E8ppqWrnEkMTAhHeV0zCqoa9C4KeRgGQ0RERGRM+WuB8GQgOApm8WOJFQOjfHrXuiETrwaEAqXbYRYDE8PUzx/ZVY6OE4MhIiIiMqYDq4D4ITALm13DjyU2DIzpZbIICaSkdahkB8wiIsgfKVFBWL+fwRAdHwZDREREZMzJVou3AAlDTTXZal0LMKgnk612FJ0JlO8y1eSr0lVuTV6l3sUgD8NgiIiIiIyncD2g2YCEYTDTeCFfC5DVm+QJTlH9AGsjUJkLsxicFI5dxbWoaWzRuyjkQRgMERERkfHs/x4IDP85GYAJrC6yqkCoR5OtdhSRCvj6m2rc0JDEcJWJj13l6HgwGCIiIiJjBkPSRc5ijksVSQm9psiGwTEu+ry+fo4U28VbYRZJkUGIDPbHWnaVo+NgjiMMEREReQ5rM1CwBkgYDrM4UKOhtF7DkNheJk9oK7ofULIV0OwwA8nANyQpHD/srdC7KORBGAwRERGRsRzcALQ0AEkjYRY/FFnVRZnLWoZETH+gqRY4dABmMTQ5ApsLqtHQbJ7EEdQ7DIaIiIjIWPatAPxDgJgsmMXqgzb0i7Qg1N8F44WcZLyVj68jK59JDEuOgNWucdwQdRuDISIiIjKWvG+BxOGOC3mTjBdaWWh1bRc54RvgCIiKN8MsUqOD1bihVXvL9S4KeQgGQ0RERGQcLY1A/g9A0iiYRV61HSX1GkbE9UHwFzMAKNpkmnFDPhYLhiaHY+Uejhui7mEwRERERMYhiROsTUDyaJjFykIbfCzAkNg+uCyTroYygW3lXpjF8JRIbCmo5nxD1C0MhoiIiMg4cpcBQVGOTGgm8V2BFQOjfRDsivmFOpL02r6BjqQUJjEyNRI2TcMPuWwdomNjMERERETGkbvU0SpkkvmFZLD/94VWjIzvo/FRMt+QZJUrNE8wlBgRhMSIQHy3h+OG6NjMcaQhIiIi4ztc7hjfkjwGZrGp1IbaFmBkXB9eksUNBMq2A9YGmKl16JtdZXoXgzwAgyEiIiIyThc5aEDqOJjFN/lWhAcA2dF9eEkWOwiwtZgqxfbotCjsr6zHvvLDeheFDI7BEBERERnDnq8c2c9CYmAWyw5YMTLOV2VB6zOhsUBILFCwHmZKouDnY8E3u9k6REfHYIiIiIj0Z7cBOf8DUk+EWZTW27Gl3I4xiX08n5IEWnGDHJn6pOXNBIIDfDE0OQJLd5bqXRQyOAZDREREpL+CdUBDFZB2Esxi+QErpD1odF8lT2grfghQVwpU7YdZjEmPwve55TjcZNW7KGRgDIaIiIhIf7s+d6TUlhYMk/jfPisGx/ggIrAPu8g5SUY5v0AgfzXMYlxmNFpsGlbksKscdY3BEBEREelL04Adi4D08YCPG1pJDKC+RcOKAivGJbnp8/r6O7LKHVgFM6XYzogJwf+2lehdFDIwBkNERESkr7KdQGUukH4KzJRFrskGnOiuYEgkDAfKcxzd5UzUOvTVjhI0W+16F4UMisEQERER6Wv7Z4B/CJByAsziv3tbkBlhQVKoGy/FZNyQjx9w4HuYxfj+MahttKqxQ0ReEQzZbDbMnTsX/fv3R3BwMLKysvDII49Akyb2n1xzzTWwWCztlnPPPVfXchMREVEXti1wdJGTrlwm0NCi4ev9VoxP9nPvG/sHObrK5a2AWWTGhCA5Mgifby7SuyhkUG6uhb33+OOP44UXXsDrr7+O4cOHY926dbj22msRGRmJ2267rfV5Evy8+uqrrX8HBgbqVGIiIiLqUsl2Rze5kf8Hs1iWb0WDFTg1RYfxUUkjgc3vA3XFQFgSvJ3cED9lQCy+3FaMRy8egUA/c4xJIy9uGfr+++8xY8YMnH/++ejXrx9++ctfYurUqVizRnLno13wk5SU1LpER0frVmYiIiLqwpb3gcBwIGUszOKTnBZkRfkgOUyHy7CEYYBvAJD3LcxiQlas6iq3fBezypEXBEMTJkzAkiVLsHv3bvX3pk2b8N133+G8885r97zly5cjISEBgwcPxs0334yKigqdSkxERESdstuBze8BmRNN00WuqtGOpQesmJCqUwuFpNdOHAbsWWqaCVjTokPQPy4UC34s0LsoZEAe103u3nvvRU1NDYYMGQJfX181hmjevHm48sor23WRu+SSS9S4otzcXPzpT39SwdKqVavUazpqampSi5Nsn4jcg/WPyMR1L+8boOYgcNqdMItP91hVJvHTUnW8BEseC6x/BSjbDcQPhhlMGhiHd1YfQOXhZsSEBuhdHDIQj2sZev/99/H222/jnXfewY8//qjGDj311FPqp9PMmTNx4YUXYuTIkbjooouwaNEirF27VrUWdWb+/PlqzJFzSU9Pd+MnIjI31j8iE9e9DW8CkelAnDkuyCXZ0392NGNsoq97JlrtSmwWEBwF5CyGWUzMjlM/2TpEHVm0tmnYPIAcrKV16JZbbml97NFHH8Vbb72FnTt3dvm6+Ph49bzf/va33bo7Ju9TXV2NiIiIPvgUROTE+kdk0rp3uBx4eihwwlXA8ItgBhtKrLj4k3rcMz4QYxJ1Hsi/52tg/0rgsjcdac1N4NklOSipbcSSO09XiRWIPLJlqL6+Hj4+7YstXd/s0u+4CwUFBWrMUHJycqfrJdmCHPjbLkTkHqx/RCatez++4fiZdRbM4s1tzUgIsWBUggEuv1JPAqzNQK6MHTKHKUMTsLfsMFblchw5/cwAtfH4XHDBBWqM0Oeff459+/bh448/xtNPP42LL75Yra+rq8Ps2bPxww8/qPWSbEGyz2VnZ2PatGl6F5+IiIhsLcDal4D+k4Egc9wAKau3Y2GuFVMy/eBjhFaJ4EhHIoUdCwGt6xvK3mRocgQyYoLxyso8vYtCBuJxwdBzzz2n0mn/7ne/w9ChQ3HXXXeprm8y8aqzlWjz5s1qzNCgQYMwa9YsjBs3DitWrOBcQ0REREaw/VOgphAYOgNmahXytQBnZhgod1XGRKC6AChYBzOQrnHThidjyY5S7C2r07s4ZBAeN2bIHaTftAwm5ZgFIvdj/SPy8ronlx0vTHSkeD7nYZhBXbOGCW/XYkKqH64eYaBMZvJ/sfqfQEAoMP1JuSyEt2u22nH7fzbg3BFJ+Mulo/QuDhmAx7UMERERkQfb9QVQug0Y+X8wize3N6O+BfhFloFahYR01xtwBlC6AyjeDDMI8PPB9JHJ+HB9AQqq6vUuDhkAgyEiIiJyD0l2tGwekDQKSBoJM6hp0vDixmackeGH2GADXnbFDwEiU4Ef3zTNJKznDEtEaKAfnluyR++ikAEYsFaS6TVUAdWFQG2R48RJ5M1sNqCmyLHPN1TrXRqivrXlfaBkK3DCb2AWL25qQoNVw8UDDdYq1LZ1KHuqo3XowGqYQZC/Ly4cnYIP1ucjp6RW7+KQzhgMkXE0HwYK1gLvXgH8fSTw4unAqueB2mK9S0bUNyQIWvEU8M+Jjn3+/auAos1AS6PeJSNyvaY64KsHgMyJQMJQmEF+rR3/3tSM8wb4IcaIrUJOcQMdi2T4szXDLK1D8eGBeHjRdjUZLpmXgWsmmU7hj8DL5wAHVgF2G1BXAnw1F1h4u2NyPiJvIvv3h9cAyx8D6isc+3zecuDfZwJlO/QuHZHrffM40FAJjLsWZiAX2A9814DwAAtmZPvD0KR1aPD5wOESYOtHMAN/Xx/8+pRMrMgpx3+38KarmTEYImOoKwX++0dHZpuOdn8J1BzUo1REfaciFzjww5GP263Al38C6qv0KBVR3yhc72jpHz0TCE/SuzRu8VmuFUsP2HD1CH8E+XlAlrbwRCBzErD5PeDQfpjBiZkxODEzGvd/thVVh83RIkZHYjBExtBUC5Tt6nr9/pXuLA1R39u9uOt1B74HmjkHBnlR97iPbgBisoDhl8AMCmvtmLuiAaek+OKkZIOOFepM9tlAcAzw7VOm6S537cT+aGqxY86CzewuZ1IMhsgYfHwdS1eCo9xZGqK+Fxzd9Tr/YEe3FSJPJxeXi+5wtO5P+iPg40GBQQ812TT87ut6BPhaMGukgeYU6g5ff2DU5UB1PrDmXzCDmNAA3DBpAL7cVoJXVu7TuzikAwZDZAwhcY7+yp2RICn9FHeXiKhvDZne9brRVwKh8e4sDVHfWPFXYMsHwITfA5Fp8HbSsnDvNw3YXm7H7eMCEBbggTc1IpKBIRc45oPasRBmML5/DM4fmYzHPt+B5btK9S4OuRmDITKGwDBg6iNAVEb7x+Xu+EUvAmGJepWMqG+EJ/8043sHcYOASX8A/AL1KBWR66x7FVj6CDD6CqD/ZJghEJr3QxM+zrHit2MCkB19lN4ORpd+EtDvNGD1i8De5TCDK8ZnYHR6JG56az3W7qvUuzjkRhaNHSSPUFNTg8jISFRXVyMiIkLv4phLdYEjq5yMp4hKB0ZcAkSkAAFhepeM3MRU9a+xBqgpBLZ86MguN+QXQPIoxz5P5Ml1b9U/gMV/cuzT43/r9d0+bXYND65sxJvbW3DNCH9M62/w7HHdodmBrQuAgxuAU28BBp0Lb9dkteHJxbuwt+wwXvzNOEwexBZ6M2AwZPaLMSKDYf0j8uC6J3NkfXkPsP41YMQvgbFXe30gVNVoxx1LG7CiwKbGCJ2V6UXjoiQgkq5ykvly2EXAuGsc44q8PCB65uscbCmoxp/PH4prJ/aDxcv3YbPzohpLREREuslfA3x6K1CVB0y4DRg4Fd5M7iX/b58V961oRKNNwz3jAzEqwYO7xnXG4gMMvdAxhnHnZ0DxZmDi7UBsNrxVoJ8v7po6GO+sOaAmZJUxRPMuHon0mBC9i0Z9hC1DneCdaSL9sP4ReVjdK9nmSMW8bQEQNxCYcDsQ3Q/eSi6bVhfZ8Pf1TVh10IaxCT6YNSoAMcFePgy7utAxIWttMZB9JjDyMiAyHd5sw4EqvPxdHmobrbjq1EzcMHkAEiOC9C4WuRiDoU7wYoxIP6x/RB5Q92pLgF3/dUzQeWAVEJYAjJoJZJ199GkSPNiBGjsW57Xgw90t2FVpR2aEBZcNCcAJCT7m6UZltwEFa4G9yxxjHpNGOwKjtPFAUCS8UWOLDYs2H8QXW4vRZLXjnKEJuHBMqhpPFBbIDlbegMFQJ3gxRqQf1j8ig9e9hirgqcGArQlIOQHIngJkTvTqOYQ2l9lw4YLD6vfxyb44K8MPo+JNFAR1ZLMCxVuAwnVA5V7ALwi44h3A13uzYNY3W/Ht7jJ8m1OOvPLDGJQYhv/94XS9i0Uu4L1Hrl5wxodyYiAi1wgPD+/WhQPrH5E+9a+7dc9SU4xwWxPskRmwxgwBKguAyvfgzcqqJavYKZgYXoqUlgbk5kIt5ibdxU6Dj6U/0NSIljX7AF8Pm2S2B05IDVPBUNGhhm6dp7p77iP9MBjqRG1trfqZnu7dfWGJ3Km7LT2sf0T61L/u1r0Qf+DHG0OR3LQfzUX7YAaRSEa8ZRA21oRhK4L1Lo6hWCwxKrX4oTX7YRYWXz+U7NmCyMjzjvlc9nIwPnaT64TdbsfBgwePK5qXuwNyAsnPz/e4nd5Ty85ye1bZu1ufelL/XM2s/0d6Y9n7TnfqU8e6Z/TP1JanlNVTyulJZTV6OdkyZHxsGeqEj48P0tLSevRaqYhGrIzeXHaW27vK3pv652r8P9IHy66PruqeJ30mTymrp5TTk8rqKeUk4/HyPJBERERERESdYzBERERERESmxGDIRQIDA/HAAw+on57GU8vOcrufJ5fdLJ+TZdeHJ5fdGz6Tp5TVU8rpSWX1lHKScTGBAhERERERmRJbhoiIiIiIyJQYDBERERERkSkxGCIiIiIiIlNiMERERERERKbEYKgT3377LS644AKkpKSoWYM/+eSTduvlsc6WJ598ssttPvjgg0c8f8iQIS4t9/z583HSSSep2Y4TEhJw0UUXYdeuXe2e09jYiFtuuQWxsbEICwvDpZdeipKSkqNuV3Js3H///UhOTkZwcDCmTJmCnJwct5a9srISv//97zF48GBVhoyMDNx2222orq4+6navueaaI773c889123lFmecccYRZbjpppt0/c6PVe59+/Z1uZ9/8MEHun3frtavX79OP6PUkZ7WF3ew2WyYO3cu+vfvr/aPrKwsPPLII2q/cWe97ana2lrccccdyMzMVGWbMGEC1q5da7iyH+tc0J1yyrHryiuvVJNBRkVFYdasWairq4NReFId8KT93qj7uCft08cq64IFCzB16lS1b8r6jRs3HrENI+2/ZGCSTY7a++9//6v9+c9/1hYsWCBHWO3jjz9ut76oqKjd8sorr2gWi0XLzc3tcpsPPPCANnz48HavKysrc2m5p02bpr366qva1q1btY0bN2rTp0/XMjIytLq6utbn3HTTTVp6erq2ZMkSbd26ddopp5yiTZgw4ajb/ctf/qJFRkZqn3zyibZp0ybtwgsv1Pr37681NDS4rexbtmzRLrnkEu2zzz7T9uzZo8o/cOBA7dJLLz3qdq+++mrt3HPPbfe9V1ZWuq3c4vTTT9duuOGGdmWorq7W9Ts/VrmtVusR+/lDDz2khYWFabW1tbp9365WWlrarqxfffWVqvPLli3rcX1xh3nz5mmxsbHaokWLtLy8PO2DDz5Q/zd///vf3Vpve+qyyy7Thg0bpn3zzTdaTk6OOj5GRERoBQUFhir7sc4F3Smn1IfRo0drP/zwg7ZixQotOztbu+KKKzSj8KQ64En7vVH3cU/ap49V1jfeeEOdl/7973+r9Rs2bDhiG0baf8m4GAwdQ2cVsKMZM2ZoZ5111lGfIwdCOXi4+yQn5ZeDsTh06JDm7++vTiBOO3bsUM9ZtWpVp9uw2+1aUlKS9uSTT7Y+JtsJDAzU3n33XbeVvTPvv/++FhAQoLW0tBz14lz+f9yls3JLMHT77bd3ext6fOfd+b7HjBmjXXfddUfdjru/b1eT/6esrCz1f9CT+uIu559//hH/F3Kz4Morr9S13nZHfX295uvrqy5o2xo7dqy68DFq2TueC7pTzu3bt6vXrV27tvU5X3zxhbp5VlhYqBmRkeuAp+z3nrKPe9I+fbRrMQmMOwuGjLb/knGxm1wvSXPr559/rpqJj0WamqW5d8CAAaqJ+cCBA31aNmcXspiYGPVz/fr1aGlpUc3eTtJVT7qcrVq1qtNt5OXlobi4uN1rIiMjcfLJJ3f5mr4oe1fPkWZ6Pz+/o25r+fLlqiuYdLG7+eabUVFR4fLyti1TZ+V+++23ERcXhxEjRmDOnDmor6/vcht6fOfH+r5l35EuCN3Zz935fbtSc3Mz3nrrLVx33XWqy0VP6ou7SJebJUuWYPfu3ervTZs24bvvvsN5552na73tDqvVqro7BQUFtXtcuuTIZzBy2dvqTjnlp3QjOvHEE1ufI8/38fHB6tWrYTRGrwOest976j7ubfu00fZfMq6jX0XSMb3++utq3MUll1xy1OfJweS1115TF4hFRUV46KGHMGnSJGzdulW93tXsdrvqrzxx4kR1AS7kIBcQEKAOZG0lJiaqdZ1xPi7P6e5r+qLsHZWXl6u+4jfeeONRtyXjVeT/RvqY5+bm4k9/+pM6ccqB0NfX1y3l/tWvfqX6jUsgvHnzZtxzzz1qfI70dzbCd96d7/vll1/G0KFD1cWIUb5vV5P+6IcOHVLjnnpaX9zl3nvvRU1NjTqxy/cqF17z5s1TN1n0qrfdJce7U089VdVf2aekTO+++67aR7Kzsw1d9ra6U075KTcG2pKbN3LTwUifxVPqgKfs9566j3vbPm20/ZeMi8FQL73yyivqQNzxDlBHzjtXYtSoUSo4kgvk999/v1t324+XDBiUQEvuQnmaY5VdTobnn38+hg0bphJTHM3MmTNbfx85cqT67mXQrbRenH322W4pd9uATcogA1PlvSVYkLIY/ftuaGjAO++8owYuH4s7v29Xk4BP6qkErUYnxw1pbZT/l+HDh6tWOwlopexXX301jO7NN99UrQ+pqanqonbs2LG44oor1J1c0o/R64An7ffcx4k8B7vJ9cKKFSvUHf7rr7/+uF8rdyoGDRqEPXv2uLxct956KxYtWoRly5YhLS2t9fGkpCTVDULu/HXs6ifrOuN8vGP2laO9pi/K3jZDj7Q+yJ23jz/+GP7+/se1femiKN3VXP29H6vcbUkgLLoqgzu/8+6U+8MPP1Td+q666qrj3n5ffd+utn//fnz99dft6nJP6ou7zJ49W90ll+BTgs7f/OY3+MMf/qCyBOpRb4+XBMjffPONykCVn5+PNWvWqO4ssr8YvexO3Smn/CwtLT2iC5Vk4zLSZ/GUOuBJ+70n7uPetk8bbf8l42Iw1AtyF23cuHEYPXr0cb9WDpDSMiCtBK4iYwzl4laChKVLl6quSm1JWSV4kD7XThLMydgladLvjGxDDhptXyMtM9I3uKvX9EXZne8raTSl2fuzzz47ZmtcZwoKCtQYFld9790pd0fO9J9dlcEd3/nxlFv28wsvvBDx8fG6f9995dVXX1VdP6TFsTf1xV0kOJU++m3J3Wfp8ujOettboaGhat+oqqrC4sWLMWPGDI8pe3fKKT/lQqxta4DUN/l/ct4UMQpPqAOeuN970j7ubfu00fZfMjC9MzgYkaQOlqwksshX9PTTT6vf9+/f3/ocSY0cEhKivfDCC51uQ7LLPffcc61///GPf9SWL1+usp6sXLlSmzJlihYXF6eyeLnKzTffrFJiyvu0TZUqmW3appmUFMpLly5VaSZPPfVUtbQ1ePBglcqybarNqKgo7dNPP9U2b96ssoW5OgXoscou3/fJJ5+sjRw5UqXWbvscSQPdWdnl//Guu+5SWWPke//6669VNh9Jyd3Y2OiWcktZH374YfVdSxnkOxwwYIA2efJkXb/z7uwrQlLCSpYgyRbUGXd/333BZrOpOnHPPfccsa479UUPkrUvNTW1NcWw/B/I8eTuu+92a73tqS+//FLtU3v37tX+97//qUybUr+bm5sNVfZjnQu6U05JQ3zCCSdoq1ev1r777jtVH4yUWtuT6oAn7fdG3cc9aZ8+VlkrKirU359//rla/5///Ef9LecyI+6/ZFwMhjoh8ytIxeq4yIHY6cUXX9SCg4NV6sbOZGZmqnTaTpdffrmWnJysUkHLwVz+lgtlV+qszLLIfDJOckD73e9+p0VHR6tg7uKLL2534HBup+1rJN3m3LlztcTERJVi8+yzz9Z27drl1rJ39X8ii5wUOyu7XNhPnTpVi4+PV+k15f9E5vspLi52W7kPHDigAp+YmBj13cl8DLNnzz5iniF3f+fd2VfEnDlz1BwNcrHU1Xbc+X33hcWLF6vP0dn32536ooeamhqVAllO8kFBQSrAlpS9TU1Nbq23PfXee++pMsvxUFL53nLLLe2OpUYp+7HOBd0pp1ywyYWizIcj88xce+21R52rSw+eUgc8ab836j7uSfv0scoq557O1re99jLS/kvGZZF/9G6dIiIiIiIicjeOGSIiIiIiIlNiMERERERERKbEYIiIiIiIiEyJwRAREREREZkSgyEiIiIiIjIlBkNERERERGRKDIaIiIiIqMdaWlr0LgJRjzEYIiIiInKz5557Do888oj6/R//+AfuuusueIqPP/4Y559/Pvr164ewsDBMmjRJ7yIR9RiDIXKpa665BhaLpXWJjY3Fueeei82bN+tdNCJT6lgnnUtaWpreRSNyy/5/0UUXHfH48uXLVT04dOgQ9HLZZZfh9ddfh7+/Px599FHMmjULnmD+/Pm44YYb8Itf/AKff/45Nm7ciP/+9796F4uox/x6/lKizknw8+qrr6rfi4uLcd9996mD5oEDB/QuGhHMXiedfH19dSsPEQGJiYnYvXu3Ok8mJCTAz8/4l2R79+7FY489hh9++AHDhw/XuzhELsGWIXK5wMBAJCUlqWXMmDG49957kZ+fj7KyMrV+y5YtOOussxAcHKxajm688UbU1dW1vl6en5KSgoCAAKSmpuKee+6B3W5vdzdP7kaNGjUKQUFBOOWUU7B169bW11dUVOCKK65Qrw0JCcHIkSPx7rvvtiujbO+JJ55Adna2Km9GRgbmzZun1nV2F925yPsTeXKddC7x8fGt66WODRo0SNWXAQMGYO7cuUeMAdi3b1+ndaLtnfVjPefBBx9Ux4TOfPLJJ+q5RHr56KOP1AW+1Bfp/vXXv/613Xp5zLlPh4aGYsKECVi3bl3r+jPOOAN33HFHp9uWx2V9x+f6+Pio811ubq5qIeqqfjht27ZN3VyMiIhAeHi46p4mr5W61dV5y/m+ct57+OGHVauwfEZ5ry+//PKI95Dnd9zGM888o9YtXrwYWVlZ6nwpxxApwyWXXIKCgoJ22/j0008xduxYdY6WY8pDDz0Eq9Xaul62KXW+4/t29f0R9SUGQ9SnJMh56623VNAhgc/hw4cxbdo0REdHY+3atfjggw/w9ddf49Zbb219zdSpU7Fo0SLs2bMHL730Ev71r3+pbbQ1e/ZsdaKSbcgB+YILLmi9eGtsbMS4ceNUwCRBkgRbv/nNb7BmzZrW18+ZMwd/+ctf1EXf9u3b8c4776i7dKKoqKh1cZ4gnX/LyY/I28gFzWuvvabqwt///nf8+9//xt/+9rd2z9E0Tf2U+ip1QepFR915DpERrV+/XnVbmzlzprphJ8GFnB+kXrQlwYTs2xIESUB0yy23uOT95ZwmgcPRFBYWYvLkySqQWbp0qSrzddddp4IMGW/kPE/98Y9/xKmnntr694IFC9TrpW7LefOpp55SXdflXHzhhRciJyfniHos3eCcr2/bpVZuam7atEnd4Pziiy+wbNkylJSUqK6Izvq/YsUKXHXVVbj99tvVMeXFF19U36PzhiOR0Ri/TZY8jgQyMqBSSPCTnJysHpM7YBJ0SLDyxhtvqBOJeP7551Uw8/jjj6uARFqNnGw2m2pBkp9tPfDAAzjnnHPU79LnWg7WMqBTTmbSItR2IOrvf/97dTfr/fffx/jx41FbW6tOCvK+V199tXqO3Ok67bTT1O9y17ytmJiYIx4j8tQ6GRUVhaFDh6qLL7nxIKQra9u731J//vOf/+Duu+9ufdx5s8HZsiT1oqPuPIdIz/3fqeM55emnn8bZZ5+tAiAhLaVyIf/kk0+qcUdtbxzIvi31SG7quaI1UwKK77//Htdff736vSuSZCEyMlLVTWlFcpbTyfkZ5af0rOh43pIgSFqBJeATcs6V95NWH9l223os7+N8fdsutdK6JH/LuTw9PV09Jr/LOXTJkiWYMmWKagWSHh7O86u0DEmiCDmeyLmbyGjYMkQud+aZZ6oBlbJIa4zcfTrvvPOwf/9+7NixA6NHj24NhMTEiRPVAXbXrl2tj0mfZGeXnUsvvVTdZWpL7no5yQXX4MGD1badJzk58Er3OFknJwYJhpxjluR5TU1N6sRHZLY6KXeJ5QaFZIJavXq1Wv/ee++peigXP1JfJDjqOMavpqZG/WxbdzvqznPkrru8h1xsSVAmLbRE7tr/nYv0OmhLzgtSB9qSv6XVpG3gJMGE7L+yj8v5rW0QIf7f//t/ar30hDj55JOxcOHCo5ZNWlOkJUeCBKkTRyPllm5xzkDoeEjdPHjwYKef0XnubPvco9VhCYKcgZDIzMxUNyQleBTSciQtaPI9OBdnS1N9ff1xl52or7FliFxODqLSLc5JTjpykJeuN9110003qX7I0g1A+hDL73JC6w65kyctP3K3SwIiKY9so7m5Wa2XliYiM9fJV155RQVF0mdfbkRceeWV6m6u3Lhw3nnuOF5CLqSkdfdoraTdeY7cuPjss8/UBaYMwpaLJCmbJwweJ+/Y/0XHMS7dJS2q0lIkvR6kpUV6I0iXOWfridSlP//5z+qGmyQt+eUvf6mSDnRFeknItuScd6xuZO46d0k9lnFMnZHWsK44W8mke7wcT+S83dGxugIS6YEtQ9Tn5AApF0gNDQ3qTrDcNZKDv9PKlSvVerlIcpIWnSFDhqgTi3Rf6zj2QC6inKqqqlRGHtm2c3szZszAr3/9a9UKJa1Lst5p4MCB6qQiTfpEZiT1TRYJSKR7jtzZlQu4E088UdUPacXtSMbnSZ082sVMd54j3XfkwlTqu3SjkToqd7yJ9CTnDzl3tCV/Sze0tt3E4uLi1P4r+620Esm+m5eX17pebibIeknEIAGB3ITr2PLiJK0kUu+ku1p3WnskaZCMx+nJBKeScEECnM4+47Bhw1r/lmQMck494YQTOt2O1G8ZLySLkxwvJLh0bkcSJ0hPD/keOi5y3CEyGu6V5HJyR0xShcoiJwEZsyN3imRckAQ3cqEkF0GS3ED6K8t6SXDgTGAg3QwkY45kppLECV999dURB2ZpgpdgRrYhd+nkBOWcS0Iu5uQ1cpEn7//b3/5WDfB0kveXk5j0X5a7cnLwl+Dq5ZdfdvM3RaRvnZw+fbqqL9IlTlqDpC48++yzavydk1zMvfnmm2pMxbXXXtvp9rvznLbdgmTcoNwQkUHg0rVmxIgRLv/MRMdDuqrJOUW6WMvNMxmLKuNKO06EKmNOpR5Ja4+slzFEMk7VSW4wyP5dXV2tEgdIkNP2Rl9bzrE2nc2D1BlJNCRd2GTMj7RGSRc+qXdtu5gfq1VLAi/pFiuvkXE9EsxJogMh25RzsfSokBsjnZGxuhI4/upXv1LPl0V+l8x0zvG+999/vzq3SjAo53I55sjxpe3YRCFBnXxXzkVaqeX7a5t1jsgtNCIXuvrqqyWdTOsSHh6unXTSSdqHH37Y+pzNmzdrZ555phYUFKTFxMRoN9xwg1ZbW9u6fvr06VpcXJwWGBioZWdna/PmzdPsdrtat2zZMrXdhQsXasOHD9cCAgK08ePHa5s2bWp9fUVFhTZjxgwtLCxMS0hI0O677z7tqquuUo852Ww27dFHH9UyMzM1f39/LSMjQ3vssceO+DzyXvKeRN5UJ8eOHau9++67rc+ZPXu2Fhsbq+rM5Zdfrv3tb3/TIiMj1bp169ZpAwYM0ObPn6/qjZOzLlZVVXXrOeKBBx5oLYePj4+Wnp6uzZ07V637+OOP1eNErt7/2x77u9o3hZynhg0b1npOePLJJ9u9Rs4Xzv03ODhYnduWLFnSuv70009vXS/nJjlHvf/++2rd7bffrta3fa7FYtHWrl3b+pjUj9GjRx/188i5burUqVpISIiqy5MmTdJyc3PbPUe20/a9nKRuPvjgg1pqaqr6jPJeX3zxRev60047Tfu///s/LT8//4jPLccEJ3m/888/X5VBjhkXX3yxVlBQ0O41X375pTZhwgT1PUVERKjz9L/+9a/W9W2PSR0XKT+RO1nkH/eEXUS9J/P8yNghacaXbD5ERETkHWSsr8xLJqnNidyF3eSIiIiISHeSSIXJVMjduMcRERERke7aTsBO5C7sJkdERERERKbEbnJERERERGRKDIaIiIiIiMiUGAwREREREZEpMRgiIiIiIiJTYjBERERERESmxGCIiIiIiIhMicEQERERERGZEoMhIiIiIiIyJQZDREREREQEM/r/Rhmoeh605nYAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(df, hue=\"Категория\", diag_kind=\"kde\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "4992ed62-31ee-4bce-b7c7-622ea2c669c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(5,4))\n", + "sns.heatmap(df.select_dtypes(include=[\"number\"]).corr(), annot=True, cmap=\"coolwarm\")\n", + "plt.title(\"Корреляция переменных\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "deb284c3-8d75-4e6e-9580-8db848849536", + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "import time" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "0bb70285-3096-4097-bea1-22e17cbc4557", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 96.29it/s]\n" + ] + } + ], + "source": [ + "for i in tqdm(range(100)):\n", + " time.sleep(0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "14f2c6c6-21a6-4fd6-a114-65913e3bbc89", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Обработка строк: 100%|█████████████████████████████████████████████████████| 4/4 [00:02<00:00, 1.99it/s]\n" + ] + } + ], + "source": [ + "for index, row in tqdm(df.iterrows(), total=len(df), desc=\"Обработка строк\"):\n", + " time.sleep(0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "557b51fe-d078-4923-ad30-d77ed464709c", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv(\"Students_Grading_Dataset.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "03649d1c-3638-429c-9bc1-415227b36e7c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 5000 entries, 0 to 4999\n", + "Data columns (total 23 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Student_ID 5000 non-null object \n", + " 1 First_Name 5000 non-null object \n", + " 2 Last_Name 5000 non-null object \n", + " 3 Email 5000 non-null object \n", + " 4 Gender 5000 non-null object \n", + " 5 Age 5000 non-null int64 \n", + " 6 Department 5000 non-null object \n", + " 7 Attendance (%) 4484 non-null float64\n", + " 8 Midterm_Score 5000 non-null float64\n", + " 9 Final_Score 5000 non-null float64\n", + " 10 Assignments_Avg 4483 non-null float64\n", + " 11 Quizzes_Avg 5000 non-null float64\n", + " 12 Participation_Score 5000 non-null float64\n", + " 13 Projects_Score 5000 non-null float64\n", + " 14 Total_Score 5000 non-null float64\n", + " 15 Grade 5000 non-null object \n", + " 16 Study_Hours_per_Week 5000 non-null float64\n", + " 17 Extracurricular_Activities 5000 non-null object \n", + " 18 Internet_Access_at_Home 5000 non-null object \n", + " 19 Parent_Education_Level 3206 non-null object \n", + " 20 Family_Income_Level 5000 non-null object \n", + " 21 Stress_Level (1-10) 5000 non-null int64 \n", + " 22 Sleep_Hours_per_Night 5000 non-null float64\n", + "dtypes: float64(10), int64(2), object(11)\n", + "memory usage: 898.6+ KB\n", + "Общая информация None\n", + "Описание числовых столбцов Age Attendance (%) Midterm_Score Final_Score \\\n", + "count 5000.000000 4484.000000 5000.000000 5000.000000 \n", + "mean 21.048400 75.431409 70.326844 69.640788 \n", + "std 1.989786 14.372446 17.213209 17.238744 \n", + "min 18.000000 50.010000 40.000000 40.000000 \n", + "25% 19.000000 63.265000 55.457500 54.667500 \n", + "50% 21.000000 75.725000 70.510000 69.735000 \n", + "75% 23.000000 87.472500 84.970000 84.500000 \n", + "max 24.000000 100.000000 99.980000 99.980000 \n", + "\n", + " Assignments_Avg Quizzes_Avg Participation_Score Projects_Score \\\n", + "count 4483.000000 5000.000000 5000.000000 5000.000000 \n", + "mean 74.798673 74.910728 4.980024 74.924860 \n", + "std 14.411799 14.504281 2.890136 14.423415 \n", + "min 50.000000 50.030000 0.000000 50.010000 \n", + "25% 62.090000 62.490000 2.440000 62.320000 \n", + "50% 74.810000 74.695000 4.955000 74.980000 \n", + "75% 86.970000 87.630000 7.500000 87.367500 \n", + "max 99.980000 99.960000 10.000000 100.000000 \n", + "\n", + " Total_Score Study_Hours_per_Week Stress_Level (1-10) \\\n", + "count 5000.000000 5000.000000 5000.00000 \n", + "mean 75.121804 17.658860 5.48080 \n", + "std 14.399941 7.275864 2.86155 \n", + "min 50.020000 5.000000 1.00000 \n", + "25% 62.835000 11.400000 3.00000 \n", + "50% 75.395000 17.500000 5.00000 \n", + "75% 87.652500 24.100000 8.00000 \n", + "max 99.990000 30.000000 10.00000 \n", + "\n", + " Sleep_Hours_per_Night \n", + "count 5000.000000 \n", + "mean 6.488140 \n", + "std 1.452283 \n", + "min 4.000000 \n", + "25% 5.200000 \n", + "50% 6.500000 \n", + "75% 7.700000 \n", + "max 9.000000 \n" + ] + } + ], + "source": [ + "print(f\"Общая информация {df.info()}\")\n", + "print(f\"Описание числовых столбцов {df.describe()}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "f3d1c477-4bb0-4f37-b65d-a683f5b88940", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6,4))\n", + "sns.histplot(df[\"Total_Score\"], bins=20, kde=True, color=\"blue\")\n", + "plt.title(\"Распределение итоговых баллов\")\n", + "plt.xlabel(\"Баллы\")\n", + "plt.ylabel(\"Частота\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "d00fdf41-fd21-41d4-93f7-4417b59c0495", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6,4))\n", + "sns.scatterplot(x=df[\"Study_Hours_per_Week\"], y=df[\"Total_Score\"], hue=df[\"Grade\"])\n", + "plt.title(\"Влияние времени учебы на итоговый балл\")\n", + "plt.xlabel(\"Часы учебы в неделю\")\n", + "plt.ylabel(\"Итоговый балл\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "65085a93-8a6a-4e60-ab92-662f43f12ff2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6,4))\n", + "sns.boxplot(x=\"Stress_Level (1-10)\", y=\"Total_Score\", data=df)\n", + "plt.title(\"Связь уровня стресса и итогового балла\")\n", + "plt.xlabel(\"Уровень стресса\")\n", + "plt.ylabel(\"Итоговый балл\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "adfa80f5-20af-4e0f-95e4-31f425ff4298", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}