{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Загрузка данных"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" sepal length (cm) | \n",
" sepal width (cm) | \n",
" petal length (cm) | \n",
" petal width (cm) | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 5.1 | \n",
" 3.5 | \n",
" 1.4 | \n",
" 0.2 | \n",
"
\n",
" \n",
" 1 | \n",
" 4.9 | \n",
" 3.0 | \n",
" 1.4 | \n",
" 0.2 | \n",
"
\n",
" \n",
" 2 | \n",
" 4.7 | \n",
" 3.2 | \n",
" 1.3 | \n",
" 0.2 | \n",
"
\n",
" \n",
" 3 | \n",
" 4.6 | \n",
" 3.1 | \n",
" 1.5 | \n",
" 0.2 | \n",
"
\n",
" \n",
" 4 | \n",
" 5.0 | \n",
" 3.6 | \n",
" 1.4 | \n",
" 0.2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n",
"0 5.1 3.5 1.4 0.2\n",
"1 4.9 3.0 1.4 0.2\n",
"2 4.7 3.2 1.3 0.2\n",
"3 4.6 3.1 1.5 0.2\n",
"4 5.0 3.6 1.4 0.2"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" sepal length (cm) | \n",
" sepal width (cm) | \n",
" petal length (cm) | \n",
" petal width (cm) | \n",
"
\n",
" \n",
" \n",
" \n",
" 145 | \n",
" 6.7 | \n",
" 3.0 | \n",
" 5.2 | \n",
" 2.3 | \n",
"
\n",
" \n",
" 146 | \n",
" 6.3 | \n",
" 2.5 | \n",
" 5.0 | \n",
" 1.9 | \n",
"
\n",
" \n",
" 147 | \n",
" 6.5 | \n",
" 3.0 | \n",
" 5.2 | \n",
" 2.0 | \n",
"
\n",
" \n",
" 148 | \n",
" 6.2 | \n",
" 3.4 | \n",
" 5.4 | \n",
" 2.3 | \n",
"
\n",
" \n",
" 149 | \n",
" 5.9 | \n",
" 3.0 | \n",
" 5.1 | \n",
" 1.8 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n",
"145 6.7 3.0 5.2 2.3\n",
"146 6.3 2.5 5.0 1.9\n",
"147 6.5 3.0 5.2 2.0\n",
"148 6.2 3.4 5.4 2.3\n",
"149 5.9 3.0 5.1 1.8"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"array(['setosa', 'versicolor', 'virginica'], dtype='"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from src.visual import draw_data_2d\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.figure(figsize=(16, 12))\n",
"draw_data_2d(irisdf, 0, 1, y, y_names, plt.subplot(2, 2, 1))\n",
"draw_data_2d(irisdf, 2, 3, y, y_names, plt.subplot(2, 2, 2))\n",
"draw_data_2d(irisdf, 0, 2, y, y_names, plt.subplot(2, 2, 3))\n",
"draw_data_2d(irisdf, 1, 3, y, y_names, plt.subplot(2, 2, 4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Визуализация данных без понимания их особенностей"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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",
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