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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_all = pd.read_csv('/home/thomas/Downloads/data(2).csv')\n",
"\n",
"# Group the data by 'Criteria' and create a heatmap for each group\n",
"criteria_groups = data_all[['Criteria', 'Model', 'Opponent', 'Won']].groupby('Criteria')\n",
"\n",
"for criteria, group in criteria_groups:\n",
" pivot_table = group.pivot_table(index='Model', columns='Opponent', values='Won', aggfunc='mean')\n",
" plt.figure(figsize=(10, 8))\n",
" sns.heatmap(pivot_table, annot=True, fmt=\".2f\", cmap=\"coolwarm\", cbar=True)\n",
" plt.title(f\"Heatmap of Win Rate for Criteria: {criteria}\")\n",
" plt.ylabel('Model')\n",
" plt.xlabel('Opponent')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "autorig",
"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": "3.10.16"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|