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@PandoraRiot
Created March 5, 2025 22:23
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knn.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyPAGCBw+vEUtyX5wKsJMeeD",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/PandoraRiot/847502b25f3f199555528ec25639eaed/knn.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "27MPsKT2OQsa"
},
"outputs": [],
"source": [
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.neighbors import KNeighborsClassifier as kNN\n",
"from sklearn.datasets import load_iris # Iris dataset\n",
"\n"
]
},
{
"cell_type": "code",
"source": [
"\n",
"iris = load_iris() # Load the iris dataset\n",
"iris_X = iris.data[:,1:3] # Features. We'll pick 2\n",
"iris_y = iris.target # Labels\n",
"\n",
"# Print shapes\n",
"print ( iris_X.shape )\n",
"print ( iris_y.shape )\n",
"\n",
"_, ax = plt.subplots(figsize=(6, 5))\n",
"ax.scatter(iris_X[:, 0], iris_X[:, 1], c=iris_y, edgecolors='k', cmap='Paired') #Corrected line.\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 482
},
"id": "hQXlKf89OXAG",
"outputId": "58cbe0bc-8413-4f3f-e913-b4d9c55e7eee"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(150, 2)\n",
"(150,)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 600x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"\n",
"# Instance kNN object\n",
"n_neighbors = 7\n",
"knn = kNN(n_neighbors = n_neighbors , metric = \"euclidean\")\n",
"\n",
"# Training\n",
"knn.fit( iris_X , iris_y ) # (num_samples, num_features), (num_samples)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 80
},
"id": "B-d5-XUXOXnt",
"outputId": "690103d2-bcf6-4c59-caaf-7f6affb9999a"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"KNeighborsClassifier(metric='euclidean', n_neighbors=7)"
],
"text/html": [
"<style>#sk-container-id-1 {\n",
" /* Definition of color scheme common for light and dark mode */\n",
" --sklearn-color-text: #000;\n",
" --sklearn-color-text-muted: #666;\n",
" --sklearn-color-line: gray;\n",
" /* Definition of color scheme for unfitted estimators */\n",
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
" --sklearn-color-unfitted-level-3: chocolate;\n",
" /* Definition of color scheme for fitted estimators */\n",
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
" --sklearn-color-fitted-level-1: #d4ebff;\n",
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
"\n",
" /* Specific color for light theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
" --sklearn-color-icon: #696969;\n",
"\n",
" @media (prefers-color-scheme: dark) {\n",
" /* Redefinition of color scheme for dark theme */\n",
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
" --sklearn-color-icon: #878787;\n",
" }\n",
"}\n",
"\n",
"#sk-container-id-1 {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"#sk-container-id-1 pre {\n",
" padding: 0;\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-hidden--visually {\n",
" border: 0;\n",
" clip: rect(1px 1px 1px 1px);\n",
" clip: rect(1px, 1px, 1px, 1px);\n",
" height: 1px;\n",
" margin: -1px;\n",
" overflow: hidden;\n",
" padding: 0;\n",
" position: absolute;\n",
" width: 1px;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-dashed-wrapped {\n",
" border: 1px dashed var(--sklearn-color-line);\n",
" margin: 0 0.4em 0.5em 0.4em;\n",
" box-sizing: border-box;\n",
" padding-bottom: 0.4em;\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-container {\n",
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
" so we also need the `!important` here to be able to override the\n",
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
" display: inline-block !important;\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-text-repr-fallback {\n",
" display: none;\n",
"}\n",
"\n",
"div.sk-parallel-item,\n",
"div.sk-serial,\n",
"div.sk-item {\n",
" /* draw centered vertical line to link estimators */\n",
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
" background-size: 2px 100%;\n",
" background-repeat: no-repeat;\n",
" background-position: center center;\n",
"}\n",
"\n",
"/* Parallel-specific style estimator block */\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item::after {\n",
" content: \"\";\n",
" width: 100%;\n",
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
" flex-grow: 1;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel {\n",
" display: flex;\n",
" align-items: stretch;\n",
" justify-content: center;\n",
" background-color: var(--sklearn-color-background);\n",
" position: relative;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item {\n",
" display: flex;\n",
" flex-direction: column;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
" align-self: flex-end;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
" align-self: flex-start;\n",
" width: 50%;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
" width: 0;\n",
"}\n",
"\n",
"/* Serial-specific style estimator block */\n",
"\n",
"#sk-container-id-1 div.sk-serial {\n",
" display: flex;\n",
" flex-direction: column;\n",
" align-items: center;\n",
" background-color: var(--sklearn-color-background);\n",
" padding-right: 1em;\n",
" padding-left: 1em;\n",
"}\n",
"\n",
"\n",
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
"clickable and can be expanded/collapsed.\n",
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
"*/\n",
"\n",
"/* Pipeline and ColumnTransformer style (default) */\n",
"\n",
"#sk-container-id-1 div.sk-toggleable {\n",
" /* Default theme specific background. It is overwritten whether we have a\n",
" specific estimator or a Pipeline/ColumnTransformer */\n",
" background-color: var(--sklearn-color-background);\n",
"}\n",
"\n",
"/* Toggleable label */\n",
"#sk-container-id-1 label.sk-toggleable__label {\n",
" cursor: pointer;\n",
" display: flex;\n",
" width: 100%;\n",
" margin-bottom: 0;\n",
" padding: 0.5em;\n",
" box-sizing: border-box;\n",
" text-align: center;\n",
" align-items: start;\n",
" justify-content: space-between;\n",
" gap: 0.5em;\n",
"}\n",
"\n",
"#sk-container-id-1 label.sk-toggleable__label .caption {\n",
" font-size: 0.6rem;\n",
" font-weight: lighter;\n",
" color: var(--sklearn-color-text-muted);\n",
"}\n",
"\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
" /* Arrow on the left of the label */\n",
" content: \"▸\";\n",
" float: left;\n",
" margin-right: 0.25em;\n",
" color: var(--sklearn-color-icon);\n",
"}\n",
"\n",
"#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
" color: var(--sklearn-color-text);\n",
"}\n",
"\n",
"/* Toggleable content - dropdown */\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content {\n",
" max-height: 0;\n",
" max-width: 0;\n",
" overflow: hidden;\n",
" text-align: left;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content pre {\n",
" margin: 0.2em;\n",
" border-radius: 0.25em;\n",
" color: var(--sklearn-color-text);\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
" /* Expand drop-down */\n",
" max-height: 200px;\n",
" max-width: 100%;\n",
" overflow: auto;\n",
"}\n",
"\n",
"#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
" content: \"▾\";\n",
"}\n",
"\n",
"/* Pipeline/ColumnTransformer-specific style */\n",
"\n",
"#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator-specific style */\n",
"\n",
"/* Colorize estimator box */\n",
"#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
"#sk-container-id-1 div.sk-label label {\n",
" /* The background is the default theme color */\n",
" color: var(--sklearn-color-text-on-default-background);\n",
"}\n",
"\n",
"/* On hover, darken the color of the background */\n",
"#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"/* Label box, darken color on hover, fitted */\n",
"#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
" color: var(--sklearn-color-text);\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Estimator label */\n",
"\n",
"#sk-container-id-1 div.sk-label label {\n",
" font-family: monospace;\n",
" font-weight: bold;\n",
" display: inline-block;\n",
" line-height: 1.2em;\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-label-container {\n",
" text-align: center;\n",
"}\n",
"\n",
"/* Estimator-specific */\n",
"#sk-container-id-1 div.sk-estimator {\n",
" font-family: monospace;\n",
" border: 1px dotted var(--sklearn-color-border-box);\n",
" border-radius: 0.25em;\n",
" box-sizing: border-box;\n",
" margin-bottom: 0.5em;\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-0);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-0);\n",
"}\n",
"\n",
"/* on hover */\n",
"#sk-container-id-1 div.sk-estimator:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-2);\n",
"}\n",
"\n",
"#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-2);\n",
"}\n",
"\n",
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
"\n",
"/* Common style for \"i\" and \"?\" */\n",
"\n",
".sk-estimator-doc-link,\n",
"a:link.sk-estimator-doc-link,\n",
"a:visited.sk-estimator-doc-link {\n",
" float: right;\n",
" font-size: smaller;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1em;\n",
" height: 1em;\n",
" width: 1em;\n",
" text-decoration: none !important;\n",
" margin-left: 0.5em;\n",
" text-align: center;\n",
" /* unfitted */\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted,\n",
"a:link.sk-estimator-doc-link.fitted,\n",
"a:visited.sk-estimator-doc-link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
".sk-estimator-doc-link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover,\n",
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
".sk-estimator-doc-link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"/* Span, style for the box shown on hovering the info icon */\n",
".sk-estimator-doc-link span {\n",
" display: none;\n",
" z-index: 9999;\n",
" position: relative;\n",
" font-weight: normal;\n",
" right: .2ex;\n",
" padding: .5ex;\n",
" margin: .5ex;\n",
" width: min-content;\n",
" min-width: 20ex;\n",
" max-width: 50ex;\n",
" color: var(--sklearn-color-text);\n",
" box-shadow: 2pt 2pt 4pt #999;\n",
" /* unfitted */\n",
" background: var(--sklearn-color-unfitted-level-0);\n",
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link.fitted span {\n",
" /* fitted */\n",
" background: var(--sklearn-color-fitted-level-0);\n",
" border: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"\n",
".sk-estimator-doc-link:hover span {\n",
" display: block;\n",
"}\n",
"\n",
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link {\n",
" float: right;\n",
" font-size: 1rem;\n",
" line-height: 1em;\n",
" font-family: monospace;\n",
" background-color: var(--sklearn-color-background);\n",
" border-radius: 1rem;\n",
" height: 1rem;\n",
" width: 1rem;\n",
" text-decoration: none;\n",
" /* unfitted */\n",
" color: var(--sklearn-color-unfitted-level-1);\n",
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
"}\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link.fitted {\n",
" /* fitted */\n",
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
" color: var(--sklearn-color-fitted-level-1);\n",
"}\n",
"\n",
"/* On hover */\n",
"#sk-container-id-1 a.estimator_doc_link:hover {\n",
" /* unfitted */\n",
" background-color: var(--sklearn-color-unfitted-level-3);\n",
" color: var(--sklearn-color-background);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
" /* fitted */\n",
" background-color: var(--sklearn-color-fitted-level-3);\n",
"}\n",
"</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier(metric=&#x27;euclidean&#x27;, n_neighbors=7)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>KNeighborsClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.neighbors.KNeighborsClassifier.html\">?<span>Documentation for KNeighborsClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>KNeighborsClassifier(metric=&#x27;euclidean&#x27;, n_neighbors=7)</pre></div> </div></div></div></div>"
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.datasets import load_iris\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"\n",
"iris = load_iris()\n",
"iris_X = iris.data[:, 1:3] # Features. We'll pick 2\n",
"iris_y = iris.target # Labels\n",
"\n",
"# Initialize the KNN classifier\n",
"knn = KNeighborsClassifier(n_neighbors=7) # Example: using 7 neighbors\n",
"knn.fit(iris_X, iris_y)\n",
"\n",
"# Plot decision boundaries\n",
"offset = 0.5\n",
"h_min, h_max = np.min(iris_X[:, 0]) - offset, np.max(iris_X[:, 0]) + offset #Corrected to use column 0 for h_max\n",
"v_min, v_max = np.min(iris_X[:, 1]) - offset, np.max(iris_X[:, 1]) + offset\n",
"\n",
"v_step = 0.1 # Define v_step\n",
"h_grid, v_grid = np.meshgrid(np.linspace(h_min, h_max, 100), np.arange(v_min, v_max, v_step))\n",
"pre_grid = knn.predict(np.c_[h_grid.ravel(), v_grid.ravel()])\n",
"\n",
"pred_grid = pre_grid.reshape(h_grid.shape)\n",
"\n",
"_, ax = plt.subplots(figsize=(6, 5))\n",
"ax.pcolormesh(h_grid, v_grid, pred_grid, cmap='Paired')\n",
"ax.scatter(iris_X[:, 0], iris_X[:, 1], c=iris_y, edgecolors='k', cmap='Paired') #Added scatter plot of initial data.\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 445
},
"id": "SNWVBbB2U2f8",
"outputId": "92922815-67b3-495a-9552-3121c004754c"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 600x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from sklearn.datasets import load_iris\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"\n",
"iris = load_iris()\n",
"iris_X = iris.data[:, :3] # Usar las 3 primeras características\n",
"iris_y = iris.target\n",
"\n",
"# Inicializar el clasificador KNN\n",
"knn = KNeighborsClassifier(n_neighbors=3)\n",
"knn.fit(iris_X, iris_y)\n",
"\n",
"# Crear una malla 3D (opcional - para la visualización de la frontera de decisión)\n",
"offset = 0.5\n",
"x_min, x_max = iris_X[:, 0].min() - offset, iris_X[:, 0].max() + offset\n",
"y_min, y_max = iris_X[:, 1].min() - offset, iris_X[:, 1].max() + offset\n",
"z_min, z_max = iris_X[:, 2].min() - offset, iris_X[:, 2].max() + offset\n",
"\n",
"xx, yy, zz = np.meshgrid(np.linspace(x_min, x_max, 50),\n",
" np.linspace(y_min, y_max, 50),\n",
" np.linspace(z_min, z_max, 50))\n",
"\n",
"# Predecir en la malla (opcional - para la visualización de la frontera de decisión)\n",
"Z = knn.predict(np.c_[xx.ravel(), yy.ravel(), zz.ravel()])\n",
"Z = Z.reshape(xx.shape)\n",
"\n",
"# Calcular el error\n",
"errors = []\n",
"for i in range(len(iris_X)):\n",
" point = iris_X[i]\n",
" distances = np.linalg.norm(iris_X - point, axis=1)\n",
" nearest_neighbor_index = np.argsort(distances)[1] # Excluir el punto mismo\n",
" nearest_neighbor_pred = knn.predict(iris_X[nearest_neighbor_index].reshape(1, -1))\n",
" error = 1 if nearest_neighbor_pred != iris_y[i] else 0\n",
" errors.append(error)\n",
"\n",
"errors = np.array(errors)\n",
"\n",
"# Crear gráfico 3D con visualización del error\n",
"fig = plt.figure(figsize=(10, 8))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"\n",
"# Graficar la frontera de decisión (opcional)\n",
"# ax.scatter(xx.ravel(), yy.ravel(), zz.ravel(), c=Z.ravel(), alpha=0.1, cmap='viridis')\n",
"\n",
"# Graficar los puntos de datos originales con visualización del error\n",
"scatter = ax.scatter(iris_X[:, 0], iris_X[:, 1], iris_X[:, 2], c=errors, cmap='coolwarm', edgecolor='k', s=50 * (errors + 1))\n",
"\n",
"# Establecer etiquetas y título\n",
"ax.set_xlabel('Longitud del Sépalo')\n",
"ax.set_ylabel('Ancho del Sépalo')\n",
"ax.set_zlabel('Longitud del Pétalo')\n",
"ax.set_title('Fronteras de Decisión KNN en 3D con Visualización del Error')\n",
"\n",
"# Agregar una barra de color para mostrar la escala del error\n",
"colorbar = fig.colorbar(scatter)\n",
"colorbar.set_label('Error')\n",
"\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 683
},
"id": "vidQlnGBZ85a",
"outputId": "61cac9c7-0651-427a-bef6-1f142792e13a"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [],
"metadata": {
"id": "eSSREtk4Z8XN"
}
}
]
}
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