{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ciencia de Datos 2021\n",
"\n",
"## Alan Reyes-Figueroa"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploración de datos (IRIS)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"import pandas as pd\n",
"from sklearn.datasets import load_iris"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"iris = load_iris()\n",
"X = iris['data']\n",
"y = iris['target']"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(150, 4) (150,)\n"
]
}
],
"source": [
"print(X.shape, y.shape)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.DataFrame(data=X, columns=iris.feature_names)\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"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])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dim1, dim2 = 0, 1\n",
"\n",
"plt.figure(figsize=(8,6))\n",
"plt.plot(X[:50, dim1], X[:50, dim2], 'bo', label='setosa')\n",
"plt.plot(X[50:100, dim1], X[50:100, dim2], 'ro', label='versicolor')\n",
"plt.plot(X[100:, dim1], X[100:, dim2], 'go', label='virginica')\n",
"\n",
"plt.xlabel(iris.feature_names[dim1])\n",
"plt.ylabel(iris.feature_names[dim2])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dim1, dim2 = 2, 3\n",
"\n",
"plt.figure(figsize=(8,6))\n",
"plt.plot(X[:50, dim1], X[:50, dim2], 'bo', label='setosa')\n",
"plt.plot(X[50:100, dim1], X[50:100, dim2], 'ro', label='versicolor')\n",
"plt.plot(X[100:, dim1], X[100:, dim2], 'go', label='virginica')\n",
"\n",
"plt.xlabel(iris.feature_names[dim1])\n",
"plt.ylabel(iris.feature_names[dim2])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"No handles with labels found to put in legend.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dim1, dim2 = 0, 1\n",
"\n",
"plt.figure(figsize=(20,6))\n",
"for i in range(0, 4):\n",
" plt.subplot(1,4,i+1)\n",
" plt.hist(X[:,i], bins=19)\n",
" plt.xlabel(iris.feature_names[dim1])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,6))\n",
"sns.pairplot(data=data, diag_kind='kde')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"dataplus = data.copy()\n",
"dataplus['type'] = y"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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",
" type | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 5.1 | \n",
" 3.5 | \n",
" 1.4 | \n",
" 0.2 | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" 4.9 | \n",
" 3.0 | \n",
" 1.4 | \n",
" 0.2 | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" 4.7 | \n",
" 3.2 | \n",
" 1.3 | \n",
" 0.2 | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" 4.6 | \n",
" 3.1 | \n",
" 1.5 | \n",
" 0.2 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" 5.0 | \n",
" 3.6 | \n",
" 1.4 | \n",
" 0.2 | \n",
" 0 | \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 \n",
"\n",
" type \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataplus.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,6))\n",
"sns.pairplot(dataplus, vars=iris.feature_names, hue='type', diag_kind='kde')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,6))\n",
"sns.pairplot(data[:50])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,6))\n",
"sns.pairplot(data[50:100])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,6))\n",
"sns.pairplot(data[100:])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.10"
}
},
"nbformat": 4,
"nbformat_minor": 4
}