271 lines
235 KiB
Plaintext
271 lines
235 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<class 'pandas.core.frame.DataFrame'>\n",
|
|
"Index: 55 entries, 0 to 16\n",
|
|
"Data columns (total 4 columns):\n",
|
|
" # Column Non-Null Count Dtype \n",
|
|
"--- ------ -------------- ----- \n",
|
|
" 0 T 55 non-null int64 \n",
|
|
" 1 Al2O3 55 non-null float64\n",
|
|
" 2 TiO2 55 non-null float64\n",
|
|
" 3 Density 55 non-null float64\n",
|
|
"dtypes: float64(3), int64(1)\n",
|
|
"memory usage: 2.1 KB\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"\n",
|
|
"density_train = pd.read_csv(\"data/density_train.csv\", sep=\";\", decimal=\",\")\n",
|
|
"density_test = pd.read_csv(\"data/density_test.csv\", sep=\";\", decimal=\",\")\n",
|
|
"d_data = pd.concat([density_train, density_test])\n",
|
|
"d_data.info()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x1000 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"d_data.hist(bins=30, figsize=(10, 10))\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x11a0ea540>"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1011.11x1000 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"sns.catplot(\n",
|
|
" y=\"value\",\n",
|
|
" data=d_data.melt(value_vars=d_data.columns), # type: ignore\n",
|
|
" col=\"variable\",\n",
|
|
" kind=\"box\",\n",
|
|
" col_wrap=2,\n",
|
|
" sharex=False,\n",
|
|
" sharey=False,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: >"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.heatmap(d_data.corr(), annot=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<class 'pandas.core.frame.DataFrame'>\n",
|
|
"Index: 55 entries, 0 to 16\n",
|
|
"Data columns (total 4 columns):\n",
|
|
" # Column Non-Null Count Dtype \n",
|
|
"--- ------ -------------- ----- \n",
|
|
" 0 T 55 non-null int64 \n",
|
|
" 1 Al2O3 55 non-null float64\n",
|
|
" 2 TiO2 55 non-null float64\n",
|
|
" 3 Viscosity 55 non-null float64\n",
|
|
"dtypes: float64(3), int64(1)\n",
|
|
"memory usage: 2.1 KB\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"viscosity_train = pd.read_csv(\"data/viscosity_train.csv\", sep=\";\", decimal=\",\")\n",
|
|
"viscosity_test = pd.read_csv(\"data/viscosity_test.csv\", sep=\";\", decimal=\",\")\n",
|
|
"\n",
|
|
"v_data = pd.concat([viscosity_train, viscosity_test])\n",
|
|
"v_data.info()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x1000 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"v_data.hist(bins=30, figsize=(10, 10))\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x11e505280>"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1011.11x1000 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.catplot(\n",
|
|
" y=\"value\",\n",
|
|
" data=v_data.melt(value_vars=v_data.columns), # type: ignore\n",
|
|
" col=\"variable\",\n",
|
|
" kind=\"box\",\n",
|
|
" col_wrap=2,\n",
|
|
" sharex=False,\n",
|
|
" sharey=False,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: >"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.heatmap(v_data.corr(), annot=True)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"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": "3.12.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|