{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namegenderrace/ethnicityparental level of educationlunchtest preparation coursemath scorereading scorewriting scoreinternal math marksinternal reading marksinternal writing marksphysics scorecomputer science scoreinternal physics marksinternal computer science marksmaths scoreinternal maths marks
0Aaron Owensfemalegroup Bbachelor's degreestandardnone695156211517656320196520
1Andrea Hornefemalegroup Csome collegestandardcompleted486878142023594718148425
2Joseph Larafemalegroup Bmaster's degreestandardnone386593112028686920213210
3Mr. Victor Jackson MDmalegroup Aassociate's degreefree/reducednone476854142016425613175516
4Alex Smithmalegroup Csome collegestandardnone926570282021726822206419
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" ], "text/plain": [ " name gender race/ethnicity parental level of education \\\n", "0 Aaron Owens female group B bachelor's degree \n", "1 Andrea Horne female group C some college \n", "2 Joseph Lara female group B master's degree \n", "3 Mr. Victor Jackson MD male group A associate's degree \n", "4 Alex Smith male group C some college \n", "\n", " lunch test preparation course math score reading score \\\n", "0 standard none 69 51 \n", "1 standard completed 48 68 \n", "2 standard none 38 65 \n", "3 free/reduced none 47 68 \n", "4 standard none 92 65 \n", "\n", " writing score internal math marks internal reading marks \\\n", "0 56 21 15 \n", "1 78 14 20 \n", "2 93 11 20 \n", "3 54 14 20 \n", "4 70 28 20 \n", "\n", " internal writing marks physics score computer science score \\\n", "0 17 65 63 \n", "1 23 59 47 \n", "2 28 68 69 \n", "3 16 42 56 \n", "4 21 72 68 \n", "\n", " internal physics marks internal computer science marks maths score \\\n", "0 20 19 65 \n", "1 18 14 84 \n", "2 20 21 32 \n", "3 13 17 55 \n", "4 22 20 64 \n", "\n", " internal maths marks \n", "0 20 \n", "1 25 \n", "2 10 \n", "3 16 \n", "4 19 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the dataset\n", "data = pd.read_csv(\"synthetic_data_with_all_subjects.csv\") # Replace \"your_dataset.csv\" with the path to your dataset file\n", "\n", "# Display the first few rows of the dataset\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar plot of mean scores by gender\n", "plt.figure(figsize=(10, 6))\n", "sns.barplot(x='gender', y='math score', data=data)\n", "plt.title('Mean Math Score by Gender')\n", "plt.xlabel('Gender')\n", "plt.ylabel('Mean Math Score')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Box plot of scores distribution by test preparation course\n", "plt.figure(figsize=(10, 6))\n", "sns.boxplot(x='test preparation course', y='reading score', data=data)\n", "plt.title('Reading Score Distribution by Test Preparation Course')\n", "plt.xlabel('Test Preparation Course')\n", "plt.ylabel('Reading Score')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pair plot of all scores\n", "sns.pairplot(data[['math score', 'reading score', 'writing score', 'physics score', 'computer science score']])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "mean_scores = data[['math score', 'reading score', 'writing score', 'physics score', 'computer science score']].mean()\n", "median_scores = data[['math score', 'reading score', 'writing score', 'physics score', 'computer science score']].median()\n", "\n", "# Plot mean scores" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.barplot(x=mean_scores.index, y=mean_scores.values)\n", "plt.title('Mean Scores for Each Subject')\n", "plt.xlabel('Subject')\n", "plt.ylabel('Mean Score')\n", "plt.xticks(rotation=45)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.barplot(x=median_scores.index, y=median_scores.values)\n", "plt.title('Median Scores for Each Subject')\n", "plt.xlabel('Subject')\n", "plt.ylabel('Median Score')\n", "plt.xticks(rotation=45)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "highest_scores = data[['math score', 'reading score', 'writing score', 'physics score', 'computer science score']].max()\n", "lowest_scores = data[['math score', 'reading score', 'writing score', 'physics score', 'computer science score']].min()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.barplot(x=highest_scores.index, y=highest_scores.values)\n", "plt.title('Highest Scores for Each Subject')\n", "plt.xlabel('Subject')\n", "plt.ylabel('Highest Score')\n", "plt.xticks(rotation=45)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.barplot(x=lowest_scores.index, y=lowest_scores.values)\n", "plt.title('Lowest Scores for Each Subject')\n", "plt.xlabel('Subject')\n", "plt.ylabel('Lowest Score')\n", "plt.xticks(rotation=45)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "highest_scorers = data[['math score', 'reading score', 'writing score', 'physics score', 'computer science score']].idxmax(axis=0)\n", "\n", "# Plot highest scorers\n", "plt.figure(figsize=(10, 6))\n", "sns.countplot(highest_scorers)\n", "plt.title('Highest Scorer in Each Subject')\n", "plt.xlabel('Subject')\n", "plt.ylabel('Number of Students')\n", "plt.xticks(rotation=45)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### STUDENT INDIVIDUAL DATA VSI" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "student_data = data.iloc[0]\n", "\n", "# Plot individual student performance\n", "plt.figure(figsize=(10, 6))\n", "sns.barplot(x=student_data.index[5:], y=student_data.values[5:])\n", "plt.title('Individual Student Performance')\n", "plt.xlabel('Subject')\n", "plt.ylabel('Score')\n", "plt.xticks(rotation=45)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(data.iloc[:1][['math score', 'reading score', 'writing score', 'physics score', 'computer science score']])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Subject 1 Subject 2 Subject 3 Subject 4 Subject 5 Semester\n", "0 51 92 14 71 60 1\n", "1 20 82 86 74 74 2\n", "2 87 99 23 2 21 3\n", "3 52 1 87 29 37 4\n", "4 1 63 59 20 32 5\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "# Generate synthetic data for exam scores\n", "np.random.seed(42) # for reproducibility\n", "\n", "# Number of semesters\n", "num_semesters = 6\n", "\n", "# Number of subjects\n", "num_subjects = 5\n", "\n", "# Create a DataFrame to store the data\n", "exam_scores = pd.DataFrame(np.random.randint(0, 101, size=(num_semesters, num_subjects)),\n", " columns=['Subject 1', 'Subject 2', 'Subject 3', 'Subject 4', 'Subject 5'])\n", "\n", "# Add semester column\n", "exam_scores['Semester'] = range(1, num_semesters + 1)\n", "\n", "# Save the data to a CSV file\n", "exam_scores.to_csv(\"student_exam_scores.csv\", index=False)\n", "\n", "# Display the first few rows of the dataset\n", "print(exam_scores.head())" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the dataset\n", "exam_scores = pd.read_csv(\"student_exam_scores.csv\")\n", "\n", "# Line plot of exam scores over semesters for each subject\n", "plt.figure(figsize=(10, 6))\n", "for subject in ['Subject 1', 'Subject 2', 'Subject 3', 'Subject 4', 'Subject 5']:\n", " sns.lineplot(x='Semester', y=subject, data=exam_scores, label=subject)\n", "plt.title('Exam Scores Over Semesters')\n", "plt.xlabel('Semester')\n", "plt.ylabel('Score')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Box plot of exam scores distribution for each subject\n", "plt.figure(figsize=(10, 6))\n", "sns.boxplot(data=exam_scores.drop('Semester', axis=1))\n", "plt.title('Distribution of Exam Scores for Each Subject')\n", "plt.xlabel('Subject')\n", "plt.ylabel('Score')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "For Subject 1:\n", "Most Improvement: Semester 5, Score Increase: 74.0\n", "Quality Decline: Semester 4, Score Decrease: -51.0\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "For Subject 2:\n", "Most Improvement: Semester 4, Score Increase: 62.0\n", "Quality Decline: Semester 3, Score Decrease: -98.0\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "For Subject 3:\n", "Most Improvement: Semester 1, Score Increase: 72.0\n", "Quality Decline: Semester 2, Score Decrease: -63.0\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "For Subject 4:\n", "Most Improvement: Semester 5, Score Increase: 68.0\n", "Quality Decline: Semester 2, Score Decrease: -72.0\n", "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "For Subject 5:\n", "Most Improvement: Semester 3, Score Increase: 16.0\n", "Quality Decline: Semester 2, Score Decrease: -53.0\n", "\n" ] } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the dataset\n", "exam_scores = pd.read_csv(\"student_exam_scores.csv\")\n", "\n", "# Separate plots for each subject\n", "for subject in ['Subject 1', 'Subject 2', 'Subject 3', 'Subject 4', 'Subject 5']:\n", " # Line plot of exam scores over semesters for the subject\n", " plt.figure(figsize=(8, 5))\n", " sns.lineplot(x='Semester', y=subject, data=exam_scores)\n", " plt.title(f'{subject} Exam Scores Over Semesters')\n", " plt.xlabel('Semester')\n", " plt.ylabel('Score')\n", " plt.grid(True)\n", " plt.show()\n", "\n", " # Calculate difference between consecutive semesters\n", " exam_scores_diff = exam_scores[[subject]].diff()\n", "\n", " # Find semester with most improvement and decline\n", " most_improved_semester = exam_scores_diff.idxmax()[0]\n", " most_declined_semester = exam_scores_diff.idxmin()[0]\n", "\n", " print(f\"For {subject}:\")\n", " print(f\"Most Improvement: Semester {most_improved_semester}, Score Increase: {exam_scores_diff.loc[most_improved_semester][0]}\")\n", " print(f\"Quality Decline: Semester {most_declined_semester}, Score Decrease: {exam_scores_diff.loc[most_declined_semester][0]}\\n\")\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "Neither the `x` nor `y` variable appears to be numeric.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[3], line 12\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;66;03m# Plot individual student performance\u001b[39;00m\n\u001b[1;32m 11\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10\u001b[39m, \u001b[38;5;241m6\u001b[39m))\n\u001b[0;32m---> 12\u001b[0m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbarplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstudent_data\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstudent_data\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 13\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIndividual Performance for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mstudent_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 14\u001b[0m plt\u001b[38;5;241m.\u001b[39mxlabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSubject\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/seaborn/categorical.py:2755\u001b[0m, in \u001b[0;36mbarplot\u001b[0;34m(data, x, y, hue, order, hue_order, estimator, errorbar, n_boot, units, seed, orient, color, palette, saturation, width, errcolor, errwidth, capsize, dodge, ci, ax, **kwargs)\u001b[0m\n\u001b[1;32m 2752\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m estimator \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28mlen\u001b[39m:\n\u001b[1;32m 2753\u001b[0m estimator \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 2755\u001b[0m plotter \u001b[38;5;241m=\u001b[39m \u001b[43m_BarPlotter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43morder\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue_order\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2756\u001b[0m \u001b[43m \u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrorbar\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_boot\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43munits\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2757\u001b[0m \u001b[43m 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\u001b[0;36m_BarPlotter.__init__\u001b[0;34m(self, x, y, hue, data, order, hue_order, estimator, errorbar, n_boot, units, seed, orient, color, palette, saturation, width, errcolor, errwidth, capsize, dodge)\u001b[0m\n\u001b[1;32m 1525\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, x, y, hue, data, order, hue_order,\n\u001b[1;32m 1526\u001b[0m estimator, errorbar, n_boot, units, seed,\n\u001b[1;32m 1527\u001b[0m orient, color, palette, saturation, width,\n\u001b[1;32m 1528\u001b[0m errcolor, errwidth, capsize, dodge):\n\u001b[1;32m 1529\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Initialize the plotter.\"\"\"\u001b[39;00m\n\u001b[0;32m-> 1530\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mestablish_variables\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43morient\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1531\u001b[0m \u001b[43m \u001b[49m\u001b[43morder\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue_order\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43munits\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1532\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mestablish_colors(color, palette, saturation)\n\u001b[1;32m 1533\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mestimate_statistic(estimator, errorbar, n_boot, seed)\n", "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/seaborn/categorical.py:544\u001b[0m, in \u001b[0;36m_CategoricalPlotter.establish_variables\u001b[0;34m(self, x, y, hue, data, orient, order, hue_order, units)\u001b[0m\n\u001b[1;32m 541\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(err)\n\u001b[1;32m 543\u001b[0m \u001b[38;5;66;03m# Figure out the plotting orientation\u001b[39;00m\n\u001b[0;32m--> 544\u001b[0m orient \u001b[38;5;241m=\u001b[39m \u001b[43minfer_orient\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 545\u001b[0m \u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43morient\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrequire_numeric\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequire_numeric\u001b[49m\n\u001b[1;32m 546\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 548\u001b[0m \u001b[38;5;66;03m# Option 2a:\u001b[39;00m\n\u001b[1;32m 549\u001b[0m \u001b[38;5;66;03m# We are plotting a single set of data\u001b[39;00m\n\u001b[1;32m 550\u001b[0m \u001b[38;5;66;03m# ------------------------------------\u001b[39;00m\n\u001b[1;32m 551\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m y \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 552\u001b[0m \n\u001b[1;32m 553\u001b[0m \u001b[38;5;66;03m# Determine where the data are\u001b[39;00m\n", "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/seaborn/_oldcore.py:1632\u001b[0m, in \u001b[0;36minfer_orient\u001b[0;34m(x, y, orient, require_numeric)\u001b[0m\n\u001b[1;32m 1630\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m require_numeric \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnumeric\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m (x_type, y_type):\n\u001b[1;32m 1631\u001b[0m err \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNeither the `x` nor `y` variable appears to be numeric.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 1632\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(err)\n\u001b[1;32m 1634\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1635\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mv\u001b[39m\u001b[38;5;124m\"\u001b[39m\n", "\u001b[0;31mTypeError\u001b[0m: Neither the `x` nor `y` variable appears to be numeric." ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Ask for the student's name\n", "student_name = input(\"Enter the student's name: \")\n", "\n", "# Find the row corresponding to the student's name\n", "student_data = data[data.iloc[:, 0] == student_name].squeeze()\n", "\n", "# Plot individual student performance\n", "plt.figure(figsize=(10, 6))\n", "sns.barplot(x=student_data.index[5:], y=student_data.values[5:])\n", "plt.title(f'Individual Performance for {student_name}')\n", "plt.xlabel('Subject')\n", "plt.ylabel('Score')\n", "plt.xticks(rotation=45)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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2e8Qu5tw2X7Fihfr27es0rEaNGnI4HFq5cqUaN2582SuNdlSqVEnu7u4aPHiwUlNT5enpqXvvvVeFCxfWmDFj1Lp1a1WuXFktW7ZUSEiI9uzZo++//161atXKEpoBwJURpADAxbz33nuaMWOGfvjhB40bN06nTp1SsWLF1KFDB7311ltOX9Tbv39/RUVFaeTIkXrzzTfl4+OjChUqOHVI0LdvX4WEhOjDDz9U165dFRQUpOeee06DBg1y+n6ji3Fzc9OsWbM0bNgwffzxx5o5c6Z8fHxUokQJvfzyy9azQk2aNNGuXbs0ceJEHT58WIUKFVJcXJz69eungIAA29vBzc1N33zzjXr37q3p06dr0qRJKl68uN59913rO5CuJx8fHy1evFiDBg3SjBkz9PHHH8vf31+33377Va+TXR4eHnrsscc0evToK+pk4nw1atRQvnz5dObMGev5qHP8/f11xx13aP369Tl6W58khYWFaezYsUpISFC7du2UkZGhhQsXqnDhwnriiScUHh6ud955R++++67S09N12223qU6dOll6iwQAV+cwV/PEKAAAuCG6du2qCRMmaP/+/fLx8cntcgAA/x/PSAEA4KJOnjypTz/9VM2bNydEAYCL4dY+AABczMGDB/XTTz/pyy+/1D///KOXX345t0sCAFyAIAUAgIvZtGmTWrVqpcKFC2vEiBEX7d4eAJB7cvXWviVLlqhx48YKDw+Xw+HQrFmznIYbY9S7d28VKVJE3t7eio+Pt74Z/Zx///1XrVq1kr+/vwIDA9WuXTsdO3bsBq4FAAA5q27dujLG6MCBA+rUqVNulwMAyEauBqnjx4+rYsWKGjVqVLbDhwwZohEjRmjs2LFatWqVChQooAYNGujkyZPWOK1atdLGjRs1f/58fffdd1qyZImee+65G7UKAAAAAG5BLtNrn8Ph0MyZM9W0aVNJZ69GhYeH65VXXtGrr74qSUpNTVVoaKgmT56sli1bavPmzSpXrpwSExNVtWpVSdKcOXP0wAMP6M8//1R4eHhurQ4AAACAPMxln5FKTk7W/v37FR8fb7UFBASoevXqWrFihVq2bKkVK1YoMDDQClGSFB8fLzc3N61atUoPP/xwtvNOT09Xenq69TozM1P//vuvgoODc/RLCQEAAADcXIwxOnr0qMLDw+XmdvEb+Fw2SO3fv1+SFBoa6tQeGhpqDdu/f3+Wb3nPly+fgoKCrHGyk5CQoH79+uVwxQAAAADyir1796po0aIXHe6yQep66tmzp7p162a9Tk1NVbFixbR37175+/vnYmUAAAAAclNaWpoiIiLk5+d3yfFcNkiFhYVJkg4cOKAiRYpY7QcOHLC6gQ0LC9PBgwedpjtz5oz+/fdfa/rseHp6ytPTM0u7v78/QQoAAADAZR/5ydVe+y4lKipKYWFhWrBggdWWlpamVatWKTY2VpIUGxurlJQUrV692hrn559/VmZmpqpXr37DawYAAABwa8jVK1LHjh3T9u3brdfJyclau3atgoKCVKxYMXXp0kUDBw5U6dKlFRUVpV69eik8PNzq2S86Olr333+/2rdvr7Fjx+r06dPq1KmTWrZsSY99AAAAAK6bXA1Sv/32m+655x7r9bnnltq0aaPJkyere/fuOn78uJ577jmlpKSodu3amjNnjry8vKxppk6dqk6dOqlevXpyc3NT8+bNNWLEiBu+LgAAAABuHS7zPVK5KS0tTQEBAUpNTeUZKQAAAOAWdqXZwGWfkQIAAAAAV0WQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANjk0kEqIyNDvXr1UlRUlLy9vVWyZEkNGDBAxhhrHGOMevfurSJFisjb21vx8fHatm1bLlYNAAAAIK9z6SA1ePBgjRkzRh9++KE2b96swYMHa8iQIRo5cqQ1zpAhQzRixAiNHTtWq1atUoECBdSgQQOdPHkyFysHAAAAkJc5zPmXd1zMgw8+qNDQUE2YMMFqa968uby9vfXpp5/KGKPw8HC98sorevXVVyVJqampCg0N1eTJk9WyZcsrWk5aWpoCAgKUmpoqf3//67IuAAAAAFzflWYDl74iVbNmTS1YsEBbt26VJK1bt05Lly5Vw4YNJUnJycnav3+/4uPjrWkCAgJUvXp1rVix4qLzTU9PV1pamtMPAAAAAFypfLldwKX06NFDaWlpKlu2rNzd3ZWRkaG3335brVq1kiTt379fkhQaGuo0XWhoqDUsOwkJCerXr9/1KxwAAABAnubSV6S++OILTZ06VdOmTdOaNWs0ZcoUvffee5oyZco1zbdnz55KTU21fvbu3ZtDFQMAAAC4Fbj0FanXXntNPXr0sJ51iomJ0e7du5WQkKA2bdooLCxMknTgwAEVKVLEmu7AgQOqVKnSRefr6ekpT0/P61o7AAAAgLzLpa9InThxQm5uziW6u7srMzNTkhQVFaWwsDAtWLDAGp6WlqZVq1YpNjb2htYKAAAA4Nbh0lekGjdurLffflvFihVT+fLl9fvvv2vo0KF65plnJEkOh0NdunTRwIEDVbp0aUVFRalXr14KDw9X06ZNc7d4AAAAAHmWSwepkSNHqlevXurQoYMOHjyo8PBwPf/88+rdu7c1Tvfu3XX8+HE999xzSklJUe3atTVnzhx5eXnlYuUAAAAA8jKX/h6pG4XvkQIAAAAg5ZHvkQIAAAAAV0SQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGzKl9sFAACAW8Q0R25XgOvhCZPbFQC5gitSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsInOJgAAAHBT6efol9slIIf1MX1yuwTbuCIFAAAAADYRpAAAAADAJoIUAAAAANjEM1IAgEtz8CWqeZLhS1QB4FpwRQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA20dmEC+K57ryHZ7oBAADyFq5IAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGCTywepv/76S08++aSCg4Pl7e2tmJgY/fbbb9ZwY4x69+6tIkWKyNvbW/Hx8dq2bVsuVgwAAAAgr3PpIHXkyBHVqlVL+fPn148//qhNmzbp/fffV8GCBa1xhgwZohEjRmjs2LFatWqVChQooAYNGujkyZO5WDkAAACAvCxfbhdwKYMHD1ZERIQmTZpktUVFRVn/N8Zo+PDheuutt/TQQw9Jkj7++GOFhoZq1qxZatmy5Q2vGQAAAEDe59JXpL755htVrVpVjz76qAoXLqw777xT48ePt4YnJydr//79io+Pt9oCAgJUvXp1rVix4qLzTU9PV1pamtMPAAAAAFwplw5SO3fu1JgxY1S6dGnNnTtXL774ol566SVNmTJFkrR//35JUmhoqNN0oaGh1rDsJCQkKCAgwPqJiIi4fisBAAAAIM9x6SCVmZmpypUra9CgQbrzzjv13HPPqX379ho7duw1zbdnz55KTU21fvbu3ZtDFQMAAAC4Fbh0kCpSpIjKlSvn1BYdHa09e/ZIksLCwiRJBw4ccBrnwIED1rDseHp6yt/f3+kHAAAAAK6USwepWrVqKSkpyalt69atioyMlHS244mwsDAtWLDAGp6WlqZVq1YpNjb2htYKAAAA4Nbh0r32de3aVTVr1tSgQYPUokUL/frrrxo3bpzGjRsnSXI4HOrSpYsGDhyo0qVLKyoqSr169VJ4eLiaNm2au8UDAAAAyLNcOkhVq1ZNM2fOVM+ePdW/f39FRUVp+PDhatWqlTVO9+7ddfz4cT333HNKSUlR7dq1NWfOHHl5eeVi5QAAAADyMocxxuR2EbktLS1NAQEBSk1NdYnnpRyO3K4AOY3fMtzUOCjlTblxYJrGvpQnPXHj96V+jn43fJm4vvqYPrldguVKs4FLPyMFAAAAAK6IIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA25UiQSktL06xZs7R58+acmB0AAAAAuLSrClItWrTQhx9+KEn677//VLVqVbVo0UIVKlTQV199laMFAgAAAICruaogtWTJEtWpU0eSNHPmTBljlJKSohEjRmjgwIE5WiAAAAAAuJqrClKpqakKCgqSJM2ZM0fNmzeXj4+PGjVqpG3btuVogQAAAADgaq4qSEVERGjFihU6fvy45syZo/vuu0+SdOTIEXl5eeVogQAAAADgavJdzURdunRRq1at5Ovrq2LFiqlu3bqSzt7yFxMTk5P1AQAAAIDLuaog1aFDB911113au3ev6tevLze3sxe2SpQowTNSAAAAAPK8qwpSklS1alVVqFBBycnJKlmypPLly6dGjRrlZG0AAAAA4JKu6hmpEydOqF27dvLx8VH58uW1Z88eSVLnzp31zjvv5GiBAAAAAOBqripI9ezZU+vWrdOiRYucOpeIj4/X9OnTc6w4AAAAAHBFV3Vr36xZszR9+nTVqFFDDofDai9fvrx27NiRY8UBAAAAgCu6qitShw4dUuHChbO0Hz9+3ClYAQAAAEBedFVBqmrVqvr++++t1+fC00cffaTY2NicqQwAAAAAXNRV3do3aNAgNWzYUJs2bdKZM2f0wQcfaNOmTVq+fLkWL16c0zUCAAAAgEu5qitStWvX1rp163TmzBnFxMRo3rx5Kly4sFasWKEqVarkdI0AAAAA4FJsX5E6ffq0nn/+efXq1Uvjx4+/HjUBAAAAgEuzfUUqf/78+uqrr65HLQAAAABwU7iqW/uaNm2qWbNm5XApAAAAAHBzuKrOJkqXLq3+/ftr2bJlqlKligoUKOA0/KWXXsqR4gAAAADAFV1VkJowYYICAwO1evVqrV692mmYw+EgSAEAAADI064qSCUnJ+d0HQAAAABw07iqZ6TOZ4yRMSYnagEAAACAm8JVB6mPP/5YMTEx8vb2lre3typUqKBPPvkkJ2sDAAAAAJd0Vbf2DR06VL169VKnTp1Uq1YtSdLSpUv1wgsv6PDhw+ratWuOFgkAAAAAruSqgtTIkSM1ZswYPfXUU1ZbkyZNVL58efXt25cgBQAAACBPu6pb+/bt26eaNWtmaa9Zs6b27dt3zUUBAAAAgCu7qiBVqlQpffHFF1nap0+frtKlS19zUQAAAADgyq7q1r5+/frpscce05IlS6xnpJYtW6YFCxZkG7AAAAAAIC+5qitSzZs316pVq1SoUCHNmjVLs2bNUqFChfTrr7/q4YcfzukaAQAAAMClXNUVKUmqUqWKPv3005ysBQAAAABuCld1ReqHH37Q3Llzs7TPnTtXP/744zUXBQAAAACu7KqCVI8ePZSRkZGl3RijHj16XHNRAAAAAODKripIbdu2TeXKlcvSXrZsWW3fvv2aiwIAAAAAV3ZVQSogIEA7d+7M0r59+3YVKFDgmosCAAAAAFd2VUHqoYceUpcuXbRjxw6rbfv27XrllVfUpEmTHCsOAAAAAFzRVQWpIUOGqECBAipbtqyioqIUFRWlsmXLKjg4WO+9915O1wgAAAAALuWquj8PCAjQ8uXLNX/+fK1bt07e3t6qWLGi6tSpk9P1AQAAAIDLsXVFasWKFfruu+8kSQ6HQ/fdd58KFy6s9957T82bN9dzzz2n9PT061IoAAAAALgKW0Gqf//+2rhxo/V6w4YNat++verXr68ePXro22+/VUJCQo4XCQAAAACuxFaQWrt2rerVq2e9/vzzz3XXXXdp/Pjx6tatm0aMGKEvvvgix4sEAAAAAFdiK0gdOXJEoaGh1uvFixerYcOG1utq1app7969OVcdAAAAALggW0EqNDRUycnJkqRTp05pzZo1qlGjhjX86NGjyp8/f85WCAAAAAAuxlaQeuCBB9SjRw/98ssv6tmzp3x8fJx66lu/fr1KliyZ40UCAAAAgCux1f35gAED1KxZM8XFxcnX11dTpkyRh4eHNXzixIm67777crxIAAAAAHAltoJUoUKFtGTJEqWmpsrX11fu7u5Ow2fMmCFfX98cLRAAAAAAXM1VfyFvdoKCgq6pGAAAAAC4Gdh6RgoAAAAAQJACAAAAANsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsypfbBQC4fhz9HLldAnKY6WNyuwQAACCuSAEAAACAbQQpAAAAALCJIAUAAAAANhGkAAAAAMCmmypIvfPOO3I4HOrSpYvVdvLkSXXs2FHBwcHy9fVV8+bNdeDAgdwrEgAAAECed9MEqcTERP3vf/9ThQoVnNq7du2qb7/9VjNmzNDixYv1999/q1mzZrlUJQAAAIBbwU0RpI4dO6ZWrVpp/PjxKliwoNWempqqCRMmaOjQobr33ntVpUoVTZo0ScuXL9fKlStzsWIAAAAAedlNEaQ6duyoRo0aKT4+3ql99erVOn36tFN72bJlVaxYMa1YseKi80tPT1daWprTDwAAAABcKZf/Qt7PP/9ca9asUWJiYpZh+/fvl4eHhwIDA53aQ0NDtX///ovOMyEhQf369cvpUgEAAADcIlz6itTevXv18ssva+rUqfLy8sqx+fbs2VOpqanWz969e3Ns3gAAAADyPpcOUqtXr9bBgwdVuXJl5cuXT/ny5dPixYs1YsQI5cuXT6GhoTp16pRSUlKcpjtw4IDCwsIuOl9PT0/5+/s7/QAAAADAlXLpW/vq1aunDRs2OLU9/fTTKlu2rF5//XVFREQof/78WrBggZo3by5JSkpK0p49exQbG5sbJQMAAAC4Bbh0kPLz89Mdd9zh1FagQAEFBwdb7e3atVO3bt0UFBQkf39/de7cWbGxsapRo0ZulAwAAADgFuDSQepKDBs2TG5ubmrevLnS09PVoEEDjR49OrfLAgAAAJCH3XRBatGiRU6vvby8NGrUKI0aNSp3CgIAAABwy3HpziYAAAAAwBURpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2uXSQSkhIULVq1eTn56fChQuradOmSkpKchrn5MmT6tixo4KDg+Xr66vmzZvrwIEDuVQxAAAAgFuBSwepxYsXq2PHjlq5cqXmz5+v06dP67777tPx48etcbp27apvv/1WM2bM0OLFi/X333+rWbNmuVg1AAAAgLwuX24XcClz5sxxej158mQVLlxYq1ev1t13363U1FRNmDBB06ZN07333itJmjRpkqKjo7Vy5UrVqFEjN8oGAAAAkMe59BWpC6WmpkqSgoKCJEmrV6/W6dOnFR8fb41TtmxZFStWTCtWrLjofNLT05WWlub0AwAAAABX6qYJUpmZmerSpYtq1aqlO+64Q5K0f/9+eXh4KDAw0Gnc0NBQ7d+//6LzSkhIUEBAgPUTERFxPUsHAAAAkMfcNEGqY8eO+uOPP/T5559f87x69uyp1NRU62fv3r05UCEAAACAW4VLPyN1TqdOnfTdd99pyZIlKlq0qNUeFhamU6dOKSUlxemq1IEDBxQWFnbR+Xl6esrT0/N6lgwAAAAgD3PpK1LGGHXq1EkzZ87Uzz//rKioKKfhVapUUf78+bVgwQKrLSkpSXv27FFsbOyNLhcAAADALcKlr0h17NhR06ZN0+zZs+Xn52c99xQQECBvb28FBASoXbt26tatm4KCguTv76/OnTsrNjaWHvsAAAAAXDcuHaTGjBkjSapbt65T+6RJk9S2bVtJ0rBhw+Tm5qbmzZsrPT1dDRo00OjRo29wpQAAAABuJS4dpIwxlx3Hy8tLo0aN0qhRo25ARQAAAADg4s9IAQAAAIArIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNBCkAAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATQQpAAAAALCJIAUAAAAANhGkAAAAAMAmghQAAAAA2ESQAgAAAACbCFIAAAAAYBNBCgAAAABsIkgBAAAAgE0EKQAAAACwiSAFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAAAAAbCJIAQAAAIBNeSZIjRo1SsWLF5eXl5eqV6+uX3/9NbdLAgAAAJBH5YkgNX36dHXr1k19+vTRmjVrVLFiRTVo0EAHDx7M7dIAAAAA5EF5IkgNHTpU7du319NPP61y5cpp7Nix8vHx0cSJE3O7NAAAAAB5UL7cLuBanTp1SqtXr1bPnj2tNjc3N8XHx2vFihXZTpOenq709HTrdWpqqiQpLS3t+haLW1au7Vonc2m5uG44TiHH5Ma+dOLGLxI3QC7sSyf5gMtzXOnz7VwtxphLjnfTB6nDhw8rIyNDoaGhTu2hoaHasmVLttMkJCSoX79+WdojIiKuS41AQEBuV4C8IuAddibkEA5MyCnt2Zdw7d4JeCe3S8ji6NGjCrjEsfKmD1JXo2fPnurWrZv1OjMzU//++6+Cg4PlcDhysbJbS1pamiIiIrR37175+/vndjm4SbEfIaewLyGnsC8hp7Av5Q5jjI4eParw8PBLjnfTB6lChQrJ3d1dBw4ccGo/cOCAwsLCsp3G09NTnp6eTm2BgYHXq0Rchr+/PwcHXDP2I+QU9iXkFPYl5BT2pRvvUleizrnpO5vw8PBQlSpVtGDBAqstMzNTCxYsUGxsbC5WBgAAACCvuumvSElSt27d1KZNG1WtWlV33XWXhg8fruPHj+vpp5/O7dIAAAAA5EF5Ikg99thjOnTokHr37q39+/erUqVKmjNnTpYOKOBaPD091adPnyy3WQJ2sB8hp7AvIaewLyGnsC+5Noe5XL9+AAAAAAAnN/0zUgAAAABwoxGkAAAAAMAmghQAAAAA2ESQQo7btWuXHA6H1q5dm9ulwIVduJ8sWrRIDodDKSkpuVoXXE/btm3VtGnTS47D/nNrK168uIYPH37d5l+3bl116dLlus0fsONKjom4MfJEr33IPW3btlVKSopmzZqV26XgJlezZk3t27fvir4AD7eWDz74QOf3i1S3bl1VqlTJ6cSZ/QfX09dff638+fPndhm4gfr27atZs2a55B+FLzwmIvcQpHBLOnXqlDw8PHK7DJd3I7eTh4eHwsLCbsiybqTTp09zAnaVMjIy5HA4rigcsf/gegoKCsrtEnIEn3033vXY5vzBKKvc2re5te8WUbduXXXu3FldunRRwYIFFRoaqvHjx1tfXOzn56dSpUrpxx9/tKbJyMhQu3btFBUVJW9vb5UpU0YffPCBNbxv376aMmWKZs+eLYfDIYfDoUWLFlnDd+7cqXvuuUc+Pj6qWLGiVqxYcdH6jDHq27evihUrJk9PT4WHh+ull16yhqenp+v1119XRESEPD09VapUKU2YMMEavnjxYt11113y9PRUkSJF1KNHD505c8Zp/Tt16qQuXbqoUKFCatCggSTpjz/+UMOGDeXr66vQ0FC1bt1ahw8fvqZtfTO72u00Z84c1a5dW4GBgQoODtaDDz6oHTt2OM37119/1Z133ikvLy9VrVpVv//+u9PwC2/Nmjx5sgIDAzV37lxFR0fL19dX999/v/bt22dNc+bMGb300kvWcl9//XW1adPmkrc87N69W40bN1bBggVVoEABlS9fXj/88IM1fOPGjXrwwQfl7+8vPz8/1alTx1qXzMxM9e/fX0WLFpWnp6f1nXXnnLtdcfr06YqLi5OXl5emTp0qSfroo48UHR0tLy8vlS1bVqNHj7bxztycvvvuOwUGBiojI0OStHbtWjkcDvXo0cMa59lnn9WTTz4p6f/e82+++UblypWTp6en9uzZ43QbS9u2bbV48WJ98MEH1nFn165d7D952LnjUqdOnRQQEKBChQqpV69eWf4if+LECT3zzDPy8/NTsWLFNG7cOGvYvffeq06dOjmNf+jQIXl4eGjBggWSpNGjR6t06dLy8vJSaGioHnnkEacazr+171KfSUeOHFGrVq0UEhIib29vlS5dWpMmTbro+n355ZeKiYmRt7e3goODFR8fr+PHj1vDJ06cqPLly1ufb+evx549e/TQQw/J19dX/v7+atGihQ4cOGAN79u3rypVqqSPPvpIUVFR8vLykiSlpKTo2WefVUhIiPz9/XXvvfdq3bp1l30v7MrMzNSQIUNUqlQpeXp6qlixYnr77bet4Rs2bNC9995rrftzzz2nY8eOWcPP/e4PGjRIoaGhCgwMVP/+/XXmzBm99tprCgoKUtGiRZ2277nfo88//1w1a9aUl5eX7rjjDi1evNga59zx4XyzZs2Sw+Gwhvfr10/r1q2zjjOTJ0++om13sW1+oWs5llx4a19mZqYSEhKs87WKFSvqyy+/tIafOz4uWLBAVatWlY+Pj2rWrKmkpCSnmr799ltVq1ZNXl5eKlSokB5++GFrWHp6ul599VXddtttKlCggKpXr+50znehW+a8zuCWEBcXZ/z8/MyAAQPM1q1bzYABA4y7u7tp2LChGTdunNm6dat58cUXTXBwsDl+/LgxxphTp06Z3r17m8TERLNz507z6aefGh8fHzN9+nRjjDFHjx41LVq0MPfff7/Zt2+f2bdvn0lPTzfJyclGkilbtqz57rvvTFJSknnkkUdMZGSkOX36dLb1zZgxw/j7+5sffvjB7N6926xatcqMGzfOGt6iRQsTERFhvv76a7Njxw7z008/mc8//9wYY8yff/5pfHx8TIcOHczmzZvNzJkzTaFChUyfPn2c1t/X19e89tprZsuWLWbLli3myJEjJiQkxPTs2dNs3rzZrFmzxtSvX9/cc8891+ldcH1Xu52+/PJL89VXX5lt27aZ33//3TRu3NjExMSYjIwMY8zZfSUkJMQ88cQT5o8//jDffvutKVGihJFkfv/9d2OMMQsXLjSSzJEjR4wxxkyaNMnkz5/fxMfHm8TERLN69WoTHR1tnnjiCWu5AwcONEFBQebrr782mzdvNi+88ILx9/c3Dz300EXXsVGjRqZ+/fpm/fr1ZseOHebbb781ixcvNsac3ZeCgoJMs2bNTGJioklKSjITJ040W7ZsMcYYM3ToUOPv728+++wzs2XLFtO9e3eTP39+s3XrVmOMsfb94sWLm6+++srs3LnT/P333+bTTz81RYoUsdq++uorExQUZCZPnpxTb51LSklJMW5ubiYxMdEYY8zw4cNNoUKFTPXq1a1xSpUqZcaPH2+M+b/3vGbNmmbZsmVmy5Yt5vjx46ZNmzbWe5qSkmJiY2NN+/btrePOmTNn2H/ysHPHpZdfftls2bLF+iw6/zMiMjLSBAUFmVGjRplt27aZhIQE4+bmZm37qVOnmoIFC5qTJ09a0wwdOtQUL17cZGZmmsTEROPu7m6mTZtmdu3aZdasWWM++OADpxpefvll6/WlPpM6duxoKlWqZBITE01ycrKZP3+++eabb7Jdt7///tvky5fPDB061CQnJ5v169ebUaNGmaNHjxpjjBk9erTx8vIyw4cPN0lJSebXX381w4YNM8YYk5GRYSpVqmRq165tfvvtN7Ny5UpTpUoVExcXZ82/T58+pkCBAub+++83a9asMevWrTPGGBMfH28aN25sEhMTzdatW80rr7xigoODzT///HP1b1Q2unfvbgoWLGgmT55stm/fbn755Rfr9/3YsWOmSJEiplmzZmbDhg1mwYIFJioqyrRp08aavk2bNsbPz8907NjRbNmyxUyYMMFIMg0aNDBvv/22dT6TP39+s3fvXmPM//0eFS1a1Hz55Zdm06ZN5tlnnzV+fn7m8OHDxpizx4eAgACnWmfOnGnOnRafOHHCvPLKK6Z8+fLWcebEiRNXtO0uts0vdC3HkvOPicacPZaVLVvWzJkzx+zYscNMmjTJeHp6mkWLFhlj/u/ztXr16mbRokVm48aNpk6dOqZmzZrWPL777jvj7u5uevfubTZt2mTWrl1rBg0aZA1/9tlnTc2aNc2SJUvM9u3bzbvvvms8PT2t49eFbpXzOoLULSIuLs7Url3ben3mzBlToEAB07p1a6tt3759RpJZsWLFRefTsWNH07x5c+v1hb/MxvzfQeyjjz6y2jZu3Ggkmc2bN2c73/fff9/cfvvt5tSpU1mGJSUlGUlm/vz52U77xhtvmDJlypjMzEyrbdSoUcbX19c6kY+LizN33nmn03QDBgww9913n1Pb3r17jSSTlJSU7bLyupzaTocOHTKSzIYNG4wxxvzvf/8zwcHB5r///rPGGTNmzGWDlCSzfft2a5pRo0aZ0NBQ63VoaKh59913rddnzpwxxYoVu+SJcExMjOnbt2+2w3r27GmioqKy3Q+NMSY8PNy8/fbbTm3VqlUzHTp0MMb8374/fPhwp3FKlixppk2b5tQ2YMAAExsbe9E684rKlStb71HTpk3N22+/bTw8PMzRo0fNn3/+aSRZH8Tn3vO1a9c6zePC48yFJ7XGsP/kZXFxcSY6OtrpGP/666+b6Oho63VkZKR58sknrdeZmZmmcOHCZsyYMcYYY/777z9TsGBB6w+BxhhToUIF67386quvjL+/v0lLS7toDef2uct9JjVu3Ng8/fTTV7Ruq1evNpLMrl27sh0eHh5u3nzzzWyHzZs3z7i7u5s9e/ZYbec+a3/99VdjzNmT+vz585uDBw9a4/zyyy/G39/fKVQac3Y/+9///ndFdV+JtLQ04+npaQWnC40bN84ULFjQHDt2zGr7/vvvjZubm9m/f78x5uzvfmRkpPVZbowxZcqUMXXq1LFenzuf+eyzz4wx//d79M4771jjnD592hQtWtQMHjzYGHP5IGXM2W1XsWJFp3GuZNtlt82zcy3HkvOPiSdPnjQ+Pj5m+fLlTuO0a9fOPP7448aY/zs+/vTTT9bw77//3kiyPpdjY2NNq1atsl3e7t27jbu7u/nrr7+c2uvVq2d69uyZ7TS3ynkdt/bdQipUqGD9393dXcHBwYqJibHaQkNDJUkHDx602kaNGqUqVaooJCREvr6+GjdunPbs2WN7eUWKFMky7/M9+uij+u+//1SiRAm1b99eM2fOtC7hrl27Vu7u7oqLi8t22s2bNys2Nta6JC9JtWrV0rFjx/Tnn39abVWqVHGabt26dVq4cKF8fX2tn7Jly0pSltvSbiVXs522bdumxx9/XCVKlJC/v7+KFy8uSda+snnzZlWoUMHpFofY2NjL1uLj46OSJUtar4sUKWLtQ6mpqTpw4IDuuusua7i7u3uW+i/00ksvaeDAgapVq5b69Omj9evXW8PWrl2rOnXqZPtMSlpamv7++2/VqlXLqb1WrVravHmzU1vVqlWt/x8/flw7duxQu3btnLbhwIEDb4n9LC4uTosWLZIxRr/88ouaNWum6OhoLV26VIsXL1Z4eLhKly5tje/h4eF07LgW7D95R40aNZyO8bGxsdq2bZt126jk/JnjcDgUFhZmvd9eXl5q3bq1Jk6cKElas2aN/vjjD7Vt21aSVL9+fUVGRqpEiRJq3bq1pk6dqhMnTmRby+U+k1588UV9/vnnqlSpkrp3767ly5dfdL0qVqyoevXqKSYmRo8++qjGjx+vI0eOSDr7efn333+rXr162U67efNmRUREKCIiwmorV66cAgMDnfapyMhIhYSEWK/XrVunY8eOKTg42GmfSk5OztF9avPmzUpPT79k/RUrVlSBAgWstlq1aikzM9PplrPy5cvLze3/TldDQ0Odzl3Onc9ceH5x/mdMvnz5VLVq1Sy/a3Zd6ba7cJtn52qPJRfavn27Tpw4ofr16zvV9PHHH2d5Py91XrZ27dqLvlcbNmxQRkaGbr/9dqdlLF68+KL7zK1yXkdnE7eQC38hHQ6HU9u5HTYzM1OS9Pnnn+vVV1/V+++/r9jYWPn5+endd9/VqlWrbC/vwnlfKCIiQklJSfrpp580f/58dejQQe+++64WL14sb2/vK1/JSzj/YC1Jx44dU+PGjTV48OAs4547wNyKrmY7NW7cWJGRkRo/frzCw8OVmZmpO+64Q6dOnbqmWrLbZ8019lT07LPPqkGDBvr+++81b948JSQk6P3331fnzp2vy7527n7/8ePHq3r16k7jubu758jyXFndunU1ceJErVu3Tvnz51fZsmVVt25dLVq0SEeOHMnyQert7e304Xkt2H9uLdm93+d/5jz77LOqVKmS/vzzT02aNEn33nuvIiMjJUl+fn5as2aNFi1apHnz5ql3797q27evEhMTszxLc7n3uWHDhtq9e7d++OEHzZ8/X/Xq1VPHjh313nvvZRnX3d1d8+fP1/LlyzVv3jyNHDlSb775platWqVChQpd5ZZwlt0xvUiRItk+33Lhul6LnPp9uNy5y7m2i51fZMfNzS3LseD06dOXne5Kt92F2zw7OXUsOXeM+P7773Xbbbc5DfP09HR6fanzskst89ixY3J3d9fq1auzHHd8fX2zneZWOa/jihQuatmyZapZs6Y6dOigO++8U6VKlcqS6D08PJz+IngtvL291bhxY40YMUKLFi3SihUrtGHDBsXExCgzM9PpQdHzRUdHa8WKFU4HxWXLlsnPz09Fixa96PIqV66sjRs3qnjx4ipVqpTTz5UcBG8Vl9tO//zzj5KSkvTWW2+pXr16io6Otv6iek50dLTWr1+vkydPWm0rV668proCAgIUGhqqxMREqy0jI0Nr1qy57LQRERF64YUX9PXXX+uVV17R+PHjJZ39a90vv/yS7Qeqv7+/wsPDtWzZMqf2ZcuWqVy5chddVmhoqMLDw7Vz584s2y8qKupKV/emVadOHR09elTDhg2zQtO5ILVo0SLVrVvX9jxz4rjD/nNzufAPeCtXrlTp0qVthcmYmBhVrVpV48eP17Rp0/TMM884Dc+XL5/i4+M1ZMgQrV+/Xrt27dLPP/+c7Xwu9ZkkSSEhIWrTpo0+/fRTDR8+3Knjiws5HA7VqlVL/fr10++//y4PDw/NnDlTfn5+Kl68uNUZxoWio6O1d+9e7d2712rbtGmTUlJSLrlPVa5cWfv371e+fPmy7FM5Fd4kqXTp0vL29r5k/evWrXPqWGPZsmVyc3NTmTJlrnn553/GnDlzRqtXr1Z0dLSks+/P0aNHnZZ9YTfn2R1ncnrbXc2x5ELnd8xzYU3nX628nAoVKlz0vbrzzjuVkZGhgwcPZlnGpXpLvRXO6whSuKjSpUvrt99+09y5c7V161b16tXL6aRDOvsliOvXr1dSUpIOHz58Rb/02Zk8ebImTJigP/74Qzt37tSnn34qb29vRUZGqnjx4mrTpo2eeeYZzZo1S8nJyVq0aJG++OILSVKHDh20d+9ede7cWVu2bNHs2bPVp08fdevWzel2gAt17NhR//77rx5//HElJiZqx44dmjt3rp5++ukcC4d5weW2U8GCBRUcHKxx48Zp+/bt+vnnn9WtWzeneTzxxBNyOBxq3769Nm3apB9++CHbv87a1blzZyUkJGj27NlKSkrSyy+/rCNHjlzyikaXLl00d+5cJScna82aNVq4cKH14dqpUyelpaWpZcuW+u2337Rt2zZ98skn1m0mr732mgYPHqzp06crKSlJPXr00Nq1a/Xyyy9fss5+/fopISFBI0aM0NatW7VhwwZNmjRJQ4cOveZt4OoKFiyoChUqaOrUqVZouvvuu7VmzRpt3br1ord2XErx4sW1atUq7dq1S4cPH7b1l+jzsf/cPPbs2aNu3bopKSlJn332mUaOHHnZ7ZadZ599Vu+8846MMU49kn333XcaMWKE1q5dq927d+vjjz9WZmZmtif0l/tM6t27t2bPnq3t27dr48aN+u6776x95EKrVq3SoEGD9Ntvv2nPnj36+uuvdejQIWv8vn376v3339eIESO0bds2rVmzRiNHjpQkxcfHKyYmRq1atdKaNWv066+/6qmnnlJcXJzT7aEXio+PV2xsrJo2bap58+Zp165dWr58ud5880399ttvtrfpxXh5een1119X9+7drdvMVq5cafXM1qpVK3l5ealNmzb6448/tHDhQnXu3FmtW7e2HjW4FqNGjdLMmTO1ZcsWdezYUUeOHLHCc/Xq1eXj46M33nhDO3bs0LRp06xe+c4pXry4kpOTtXbtWh0+fFjp6ek5uu2u5VhyPj8/P7366qvq2rWrpkyZoh07dlj7yZQpU664nj59+uizzz5Tnz59tHnzZm3YsMG6snP77berVatWeuqpp/T1118rOTlZv/76qxISEvT9999nO79b5rzuujx5BZeT3cPZkZGRVu8/50gyM2fONMacfYCxbdu2JiAgwAQGBpoXX3zR9OjRw+nhy4MHD5r69esbX19fI8ksXLjQetDzXCcCxhhz5MgRa3h2Zs6caapXr278/f1NgQIFTI0aNZweivzvv/9M165dTZEiRYyHh4cpVaqUmThxojV80aJFplq1asbDw8OEhYWZ119/3amHwOzW3xhjtm7dah5++GETGBhovL29TdmyZU2XLl2cHnC8lVztdpo/f76Jjo42np6epkKFCmbRokVO+5IxxqxYscJUrFjReHh4mEqVKpmvvvrqsp1NXO5h4NOnT5tOnToZf39/U7BgQfP666+bRx991LRs2fKi69ipUydTsmRJ4+npaUJCQkzr1q2tnpyMMWbdunXmvvvuMz4+PsbPz8/UqVPH7Nixwxhztpesvn37mttuu83kz5/fVKxY0fz444/WtNnt++dMnTrVVKpUyXh4eJiCBQuau+++23z99dcXrTMvefnll7N0NlOxYkUTFhbmNF5277kxWTubSEpKMjVq1DDe3t5GkklOTmb/ycPi4uJMhw4drF4VCxYsaN544w2n43R2n2cVK1Z06uXLmLM9iJ7rDex8v/zyi4mLizMFCxY03t7epkKFCk4dU1x4bLzUZ9KAAQNMdHS08fb2NkFBQeahhx4yO3fuzHbdNm3aZBo0aGBCQkKMp6enuf32283IkSOdxhk7dqwpU6aMyZ8/vylSpIjp3LmzNWz37t2mSZMmpkCBAsbPz888+uijVkcNxmTfYYIxZzuC6Ny5swkPDzf58+c3ERERplWrVk4dV+SEjIwMM3DgQBMZGWny589vihUr5tQT3Pr1680999xjvLy8TFBQkGnfvr3VY6Ex2XdodbnzmXO/R9OmTTN33XWX8fDwMOXKlTM///yz0zQzZ840pUqVMt7e3ubBBx8048aNczo+nDx50jRv3twEBgYaSWbSpEnGmMtvu4tt8wtdy7Hkwu2SmZlphg8fbu0nISEhpkGDBlYvgBceH40x5vfff7eOn+d89dVX1nGmUKFCplmzZtawcz05Fy9e3NoXH374YbN+/fps1+9WOa9zGMNXIwPIGzIzMxUdHa0WLVpowIABuV0ObjLsP66pbt26qlSpkoYPH37N89q1a5dKliypxMREVa5c+dqLg8vZtWuXoqKi9Pvvv6tSpUq5XQ7yODqbAHDT2r17t+bNm6e4uDilp6frww8/VHJysp544oncLg03AfafW8fp06f1zz//6K233lKNGjUIUQByBM9IAbhpubm5afLkyapWrZpq1aqlDRs26Keffrro8wjA+dh/bh3Lli1TkSJFlJiYqLFjx+Z2OQDyCG7tAwAAAACbuCIFAAAAADYRpAAAAADAJoIUAAAAANhEkAIAAAAAmwhSAAAAAGATQQoAkGctWrRIDodDKSkp1zQOAAAXIkgBAFzWoUOH9OKLL6pYsWLy9PRUWFiYGjRooGXLluXYMmrWrKl9+/YpICAgR+ZHMAOAW0O+3C4AAICLad68uU6dOqUpU6aoRIkSOnDggBYsWKB//vknx5bh4eGhsLCwHJsfAODWwBUpAIBLSklJ0S+//KLBgwfrnnvuUWRkpO666y717NlTTZo00a5du+RwOLR27VqnaRwOhxYtWuQ0r2XLlqlChQry8vJSjRo19Mcff1jDsruCtHTpUtWpU0fe3t6KiIjQSy+9pOPHj1vD09PT9frrrysiIkKenp4qVaqUJkyYoF27dumee+6RJBUsWFAOh0Nt27aVJH355ZeKiYmRt7e3goODFR8f7zRPAMDNhSAFAHBJvr6+8vX11axZs5Senn5N83rttdf0/vvvKzExUSEhIWrcuLFOnz6d7bg7duzQ/fffr+bNm2v9+vWaPn26li5dqk6dOlnjPPXUU/rss880YsQIbd68Wf/73//k6+uriIgIffXVV5KkpKQk7du3Tx988IH27dunxx9/XM8884w2b96sRYsWqVmzZjLGXNN6AQByD7f2AQBcUr58+TR58mS1b99eY8eOVeXKlRUXF6eWLVuqQoUKtubVp08f1a9fX5I0ZcoUFS1aVDNnzlSLFi2yjJuQkKBWrVqpS5cukqTSpUtrxIgRiouL05gxY7Rnzx598cUXmj9/vuLj4yVJJUqUsKYPCgqSJBUuXFiBgYGSzoazM2fOqFmzZoqMjJQkxcTE2FoHAIBr4YoUAMBlNW/eXH///be++eYb3X///Vq0aJEqV66syZMn25pPbGys9f+goCCVKVNGmzdvznbcdevWafLkydYVMV9fXzVo0ECZmZlKTk7W2rVr5e7urri4uCtefsWKFVWvXj3FxMTo0Ucf1fjx43XkyBFb6wAAcC0EKQCAS/Py8lL9+vXVq1cvLV++XG3btlWfPn3k5nb2I+z82+MudrueHceOHdPzzz+vtWvXWj/r1q3Ttm3bVLJkSXl7e9uep7u7u+bPn68ff/xR5cqV08iRI1WmTBklJydfc70AgNxBkAIA3FTKlSun48ePKyQkRJK0b98+a9j5HU+cb+XKldb/jxw5oq1btyo6OjrbcStXrqxNmzapVKlSWX48PDwUExOjzMxMLV68ONvpPTw8JEkZGRlO7Q6HQ7Vq1VK/fv30+++/y8PDQzNnzrzi9QYAuBaekQIAuKR//vlHjz76qJ555hlVqFBBfn5++u233zRkyBA99NBD8vb2Vo0aNfTOO+8oKipKBw8e1FtvvZXtvPr376/g4GCFhobqzTffVKFChdS0adNsx3399ddVo0YNderUSc8++6wKFCigTZs2af78+frwww9VvHhxtWnTRs8884xGjBihihUravfu3Tp48KBatGihyMhIORwOfffdd3rggQfk7e2tjRs3asGCBbrvvvtUuHBhrVq1SocOHbpomAMAuD6uSAEAXJKvr6+qV6+uYcOG6e6779Ydd9yhXr16qX379vrwww8lSRMnTtSZM2dUpUoVdenSRQMHDsx2Xu+8845efvllValSRfv379e3335rXTm6UIUKFbR48WJt3bpVderU0Z133qnevXsrPDzcGmfMmDF65JFH1KFDB5UtW1bt27e3ujK/7bbb1K9fP/Xo0UOhoaHq1KmT/P39tWTJEj3wwAO6/fbb9dZbb+n9999Xw4YNc3irAQBuFIeh71UAwC1s7ty5atiwoU6ePHnRcAUAwIW4IgUAuGUdOHBAs2fPVunSpQlRAABbeEYKAHDLeuCBB3T06FGNHj06t0sBANxkuLUPAAAAAGzi1j4AAAAAsIkgBQAAAAA2EaQAAAAAwCaCFAAAAADYRJACAAAAAJsIUgAAAABgE0EKAAAAAGwiSAEAAACATf8PYvew1ueHh1gAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_scores(name):\n", " student_data = data[data['name'] == name]\n", " if len(student_data) == 0:\n", " print(\"Student not found.\")\n", " return\n", "\n", " subjects = ['math score', 'reading score', 'writing score', 'physics score', 'computer science score']\n", " scores = [student_data[subject].values[0] for subject in subjects]\n", "\n", " plt.figure(figsize=(10, 6))\n", " plt.bar(subjects, scores, color=['blue', 'green', 'red', 'orange', 'purple'])\n", " plt.title(f'Scores for {name}')\n", " plt.xlabel('Subjects')\n", " plt.ylabel('Scores')\n", " plt.ylim(0, 100) # Assuming scores are out of 100\n", " plt.show()\n", "plot_scores('Penny White')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 2 }