commit 66f972c6a8269853f878cb81449476a1e84b8552 parent a5db4d6e38614a40c3b903da9420538e5e5d5c59 Author: Andrew <andrewlaack1@gmail.com> Date: Tue, 11 Jun 2024 05:36:16 -0500 Moved around files and began working with MLPs for regression and classification. I also worked through some clustering with DBSCAN (neighbors) and kmeans. Diffstat:
9 files changed, 2376 insertions(+), 0 deletions(-)
diff --git a/linearRegression/LinearRegressionHousing.ipynb b/housingPricePredictions/LinearRegressionHousing.ipynb diff --git a/linearRegression/LinearRegressionHousingV2.ipynb b/housingPricePredictions/LinearRegressionHousingV2.ipynb diff --git a/linearRegression/LinearRegressionHousingV3.ipynb b/housingPricePredictions/LinearRegressionHousingV3.ipynb diff --git a/housingPricePredictions/MLPHousing.ipynb b/housingPricePredictions/MLPHousing.ipynb @@ -0,0 +1,87 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.datasets import fetch_california_housing\n", + "from sklearn.metrics import root_mean_squared_error\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.neural_network import MLPRegressor\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "housing = fetch_california_housing()\n", + "\n", + "# Split train, validation, and test (in that order).\n", + "X_train_full, X_test, y_train_full, y_test = train_test_split(housing.data,housing.target,random_state=10)\n", + "X_train, X_valid, y_train, y_valid = train_test_split(X_train_full, y_train_full, random_state=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/andrew/gitRepos/myvenv/lib/python3.11/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "mlp_reg = MLPRegressor(hidden_layer_sizes=[50,50,50], random_state=10)\n", + "pipline = make_pipeline(StandardScaler(), mlp_reg)\n", + "pipline.fit(X_train, y_train)\n", + "y_pred = pipline.predict(X_valid)\n", + "rmse = root_mean_squared_error(y_valid,y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.52747850210309" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rmse" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "notebook", + "language": "python", + "name": "notebook" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/imageSegmentation/ColorSegmentation.ipynb b/imageSegmentation/ColorSegmentation.ipynb @@ -0,0 +1,122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(450, 450, 3)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import PIL.Image\n", + "import numpy as np\n", + "\n", + "filepath = '../datasets/randomImages/buzz.jpeg'\n", + "image = np.asarray(PIL.Image.open(filepath))\n", + "image.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "X = image.reshape(-1,3)\n", + "# Find 8 clusters for the colors of the image\n", + "kmeans = KMeans(n_clusters=8, random_state=10).fit(X)\n", + "\n", + "# Assign the color to the nearest clustered color\n", + "segmented_img = kmeans.cluster_centers_[kmeans.labels_]\n", + "\n", + "# Reshape\n", + "segmented_img = segmented_img.reshape(image.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BEFORE:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AFTER:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "print(\"BEFORE:\")\n", + "plt.imshow(image.astype(int))\n", + "plt.show()\n", + "\n", + "print(\"AFTER:\")\n", + "plt.imshow(segmented_img.astype(int))\n", + "plt.show()\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "notebook", + "language": "python", + "name": "notebook" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/irisClassification/PerceptronClassification.ipynb b/irisClassification/PerceptronClassification.ipynb @@ -0,0 +1,491 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-1 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\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: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"â–¸\";\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: \"â–¾\";\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: 1ex;\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>Perceptron(random_state=10)</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 fitted\"> Perceptron<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.Perceptron.html\">?<span>Documentation for Perceptron</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>Perceptron(random_state=10)</pre></div> </div></div></div></div>" + ], + "text/plain": [ + "Perceptron(random_state=10)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "from sklearn.datasets import load_iris\n", + "from sklearn.linear_model import Perceptron\n", + "\n", + "iris = load_iris(as_frame=True)\n", + "X=iris.data[['petal length (cm)' , 'petal width (cm)']]\n", + "y = (iris.target == 0)\n", + "\n", + "per_clf = Perceptron(random_state=10)\n", + "per_clf.fit(X,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/andrew/gitRepos/myvenv/lib/python3.11/site-packages/sklearn/base.py:493: UserWarning: X does not have valid feature names, but Perceptron was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "array([ True, False])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_new = [[2,.5] , [3,1]]\n", + "y_pred = per_clf.predict(X_new)\n", + "y_pred" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "notebook", + "language": "python", + "name": "notebook" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/moonsClassification/ClusteringWIthDBSCAN.ipynb b/moonsClassification/ClusteringWIthDBSCAN.ipynb @@ -0,0 +1,497 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-7 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\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-7 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-7 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-7 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-7 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-7 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-7 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-7 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-7 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-7 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-7 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-7 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-7 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-7 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-7 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-7 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-7 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"â–¸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-7 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-7 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-7 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-7 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-7 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-7 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-7 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"â–¾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-7 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-7 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-7 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-7 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-7 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-7 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-7 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-7 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-7 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-7 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-7 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-7 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-7 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-7 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: 1ex;\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-7 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-7 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-7 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-7 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-7\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DBSCAN(eps=0.2)</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-7\" type=\"checkbox\" checked><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> DBSCAN<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.cluster.DBSCAN.html\">?<span>Documentation for DBSCAN</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>DBSCAN(eps=0.2)</pre></div> </div></div></div></div>" + ], + "text/plain": [ + "DBSCAN(eps=0.2)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.cluster import DBSCAN\n", + "from sklearn.datasets import make_moons\n", + "\n", + "X,y = make_moons(n_samples=1000, noise=.05)\n", + "dbscan = DBSCAN(eps=.2, min_samples=5)\n", + "dbscan.fit(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1000, 2)\n" + ] + }, + { + "data": { + "text/plain": [ + "<matplotlib.collections.PathCollection at 0x7f4a9c4f4210>" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "print(X.shape)\n", + "plt.scatter(X[:,0],X[:,1], c=dbscan.labels_, cmap='jet')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "notebook", + "language": "python", + "name": "notebook" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/playingWithClustering/KMeansBlobs.ipynb b/playingWithClustering/KMeansBlobs.ipynb @@ -0,0 +1,617 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "centers = [[-10, -10], [10, 10], [-10, 10], [10, -10], [0, 0]] \n", + "\n", + "X, y = make_blobs(n_samples=1000, centers=centers)\n", + "\n", + "k=5\n", + "\n", + "kmeans = KMeans(n_clusters=k, random_state=42)\n", + "y_pred = kmeans.fit_predict(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.collections.PathCollection at 0x7f4abf3b9090>" + ] + }, + "execution_count": 193, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Y5UGJip82TJ/utQjW7XSybmppq8KP2bNwIWsmTy4+2XC7C5KiEx833W6mX3kl66dPL3MMJTHdblzZ2UQ3acLhrVvLeDGT1V98EZjARKTq2vINOI94Pm66YMcMq9dI6hZraqM0DLu1SaBpwoxzILWMP+MCwRYGI7+HmglYo0l570X5iUun66HrLb5fr8OEY9cojmG39jqyBbecVcW0fvJlxY0rO7vM91kxaVLpu9eaJttmlzA8GCCm283aKVPIPeLlB4cPDLvd94ZzIlJ9pW8vuaAUEzJ2wfYf8hqq+d4K4tglXND5emvVTak2NgwwwwHNR1i1J5esho2fwcbJkJMCdTpBlxusqSF/av1qNoJBz1ujTsVNo0U3hz6lKEAOMCUqfmrYqxfb//zTYw8Uw2ajgZf6lCP79rH03XdZ8+WX5KSnE9+tG31uvpnWZ56JYRjkHj3K0nffZdX//V+Zu9dWlAPr15f5Gm6nk8wDB1j4+uvUbNCAdqNGEV6zZgCiE5EqJbK+b8tvo+rnNXcrZZF+WDSsfA0OLC/d8wPKsF5G11utL8OjoctN1kdZ9bjb2rl58eNW0zewesa0uwwGPQeR9cp+jzJSMa2fDm7axBvt23sdVRn7ySd0Hz++yONJK1fy8dChZKemFtRz5I+a9LruOs588UU+GTaMxMWLQ3JpcYXIW1YdXqsWpz31FP1vvz3YEYlIKMncB5MaeykAtUGDvjBuASx8FJY+XfKIimEv3ahLhbBZbfHPnAytzyu/25gmpG6C3Exr1CYitvzulUfFtOWkXtu2DPdSLNtp3Di6XXZZkcddubl8fvbZZKelFSo6zR81Wfbee0w+5xz2Ll1afZMUKHjtORkZzLzjDha98UaQAxKRkFKjAfS8z8PBvJGHgU9bX7YfX0ICYgNHreAnKfaoEwpkDQivDXF9ofeDcMFCOJIICx6GVW9aLfNPlJ0CW6fBpslwuBSj3IYBtdtZuzpXQJLiD039lELd1q0x7HYr4TghqcjJyMDtcmG3Fc4B10+f7r0GwzDY/scf1S9JKaEx3W8PP0zPa64hLCrwa/hFpJIa8F+rwHP58+DKPraxX1QDGPoeNDnNOq92W6u4dNVbFN8V1g3OjIqMvBgGjPnZmmL540arJga3VXuSuhGSomHZs9bPSZvdmvb6+y7o9wT0esD6ev791iaFruPqIxudAsMmFd9PJScdkuaBKwfiekKtJhX0WktHUz9+ykpN5aWEBM977RgGZ7zwAoPuuafQwzNuvZWl776LO7csG1pVIYZBm7POYvNPP5V46oVTp9Lx3HMrICgRqVSyDsP276zRhJhWVrHpiStU3C5Y/IS1B44rq9jLBFWTYXDW1/B1f0jd7N/ozuDXIGm+NYpyYiJmOKzk56LlVtEsgCsXFj4Mq96wlnFbJ1obEA6ZCDUbBuIV+UxTP+Xkn88+874hoGmy6LXXiu5no66rRWSlpPh0Xub+/eUbiIhUTpF1rCW23e+AlqOLX0Zrs1t79LS9xPf+IhUp8S8reUjd5P8U1IJ/w6YvKHa0yHRafWBWvJj3tWn1gVn+wnFJCtZzt/8IU0+yEr8QFIL/10Lb3mXLsNntXs9J3bmzyJtw81NO8T6aYhgYJVy3KjEMgwgfR8Bimzcv52hEpFJzZcOGT2H6afB5J/huOGz+8tjqIOdR6w3dLMOeO+XFnWONcJQmttx0qxDYE9NldfEFa6pnczEjL2AlNenbrThCkBIVP9nDw0t1XoexY4lu3NhzMmKadKhG0xum202XSy6hfqdOnkebDIPohARaDQv+NuMiEqKyDsPXA63Rgj1/wOF1sGsW/HwRfBgPO2fB0f2hOe0TCCWNwuSkWFM+6z7y3tHWdMOadwMaWqAoUfFTu5EjvfY3Mex2mp9ySpEeIPawMC6bMYPI2FiM4wptDYf1F6f3DTdwweTJ9LnxxrwDVXeqyLDbiU5I4OihQxxcv97rNNrAe+4pcQRLRKqBrIOw/H8w8wIrCVn7vtVO/7er4MDKvJNO+FmSfQi+Hw47fqTU/VRCnbcRFbBWD9nDrAZ4Je3pkxma25iomNZPbpeLt7t04eDmzZgeEpZLf/yRtmefXeyxI/v3s+z991kzZUqhhm+thg3DMAx2zZvHpFNPtZKhyv2/xqNajRpx8oMPMrOkHik2GxG1anH9smXUbe3DluUiUjVt/xFmjstb1WJiJR3+TJXYrN1/vbXer4xqNoEjuz0fN+zQ/U446X/w6wTY+Ln3ZCUqHq5OCniYnmj35HKUsmMHnw4bxqHNmzFsNky325rSMU3OevVV+t16a6mua5omb3XubHV6rdz/W4oVERPDaU89RXy3bnx/ww0c2rixxI0MbQ4HPa+9llFvv11BUYpISDm0Fqb0yKs3qXo/F8uk47XgOmolIMWt+omqDxcut1bz7JoN33mZRjfs0Ot+GPBUuYZ8vJBY9fPXX38xevRoEhISMAyD6SdslGeaJo8++iiNGjUiKiqKYcOGsWnTpvIMKSBqN2/OzWvWcP4XX9D5wgtpN2YMJ91/P7dv2VKqJCU7PZ3Fb73Fe337cmDduiqZpIDVY2bWvfcyacgQDq5f79Nuy26nk38++aToKioRqR7+eS3vZ6J+BhRiOCCsBjQ901qWbY8ofDxhMJw//9iS4yanQbOzil/5ZDggKg66hWYn8HJt+HbkyBG6d+/O1VdfzXnnFW39+/zzz/Paa6/x8ccf07JlSx555BGGDx/O2rVriYyMLM/QysweHk6Xiy+my8UXl+k6Bzdu5OOhQ0nfu7fKJij58ndb9lduZiZupxN7WFg5RCUiIW3rtJJrK6oj0wn/vEGhKbB63az9f5qcZnWZPZ5hwIip8OetsOGTwt/T+P5wxqdQI/7YY65c63u/8VPITLYax3W82kqMKriGssKmfgzDYNq0aYwdOxawRlMSEhK45557uPfeewFITU0lPj6eSZMmcbGPCUAwpn4Cxe108nq7dqTu3Olxk0OBmg0acG9ycrDDEJFgeK+OtXJFSmY4rC6zFy6zesx4ciQJds+2lkY36AP1TthIN+uwVYS8b/GxfZAMh5XctBwLw7+0CnTLKCSmfrzZtm0bSUlJDDtu6WlsbCz9+/dn/vz5Hp+XnZ1NWlpaoY/KauMPP5CybZuSFC8Mu53eN9wQ7DBEJFga9C55ZUt14q1pnemEjJ2wZqL3a9RsCO0vg45XFU1SAGZfCfuX5V3TdezaANu+hUWP+B12WQQtUUlKsiqL4+PjCz0eHx9fcKw4zzzzDLGxsQUfTZs2Ldc4y9PWX3/F5tB2S54YDgd1W7dm4N13BzsUEQmWrrcFf9PAkGBARF2IqOf9NNN9rMlbaaRusbYl8Pg9N62NEXMrbgVVpeuj8uCDD5KamlrwsWvXrmCHVGpul6tK90spC5vDQddLLuHquXOJrF072OGISLC0HAOd8/tL+fOWZUB0i/KIqGLV6w6nfww3u6DzDZDlw5YiR71MlR9cA3/dBl/1h6mnWL1pjt+Neffskq+fmwH7lpR8XoAE7df5hg2tSuTk5GQaNWpU8HhycjI9evTw+LyIiAgiIiI8Hq9Mmg4cyNKJJQzRVRPjvv6atiNGsH/tWpxZWdTv2JEa9Ur4zUFEqj7DgCFvWatYVr6S9wbprbTSsI436AOjZsA3g6zN/irrqqGDK2H2BFj4iDWt44uajYt/fOWr8Pedx+pNwNqteenTMGaW9T0zXRR8D71xV1yBc9BGVFq2bEnDhg2ZPftY9paWlsbChQsZOHBgsMKqUJ0vvJCoevUKdaqtbgy7nSaDBtHx3HMJq1GDhD59aHbyyUpSROQYw4B2l8K4RXCzE64/AqdMhNodIDzWmhKp3R4aD4UOV1gJygULrD4iI76BiNrBfgVll+Hr7IENOl1X9OFdv1pJCpywisoNOWnw3VmQkwHxAykxSbGFQVwPH+Mpu3J9h8zIyGDFihWsWLECsApoV6xYwc6dOzEMgzvvvJP//ve/fPfdd6xatYorrriChISEgpVBVZ0jMpJLvvsOR1RUtdqQ8HhtzjqLy2bMqNbJmoj4wbDBjhmw4AFIWW91m81OsXYfrtsJhr5v9RVxO2H9x/DnzXl73FT2nzE+jgjFtoXO1xd9fPn/PBclmy5ru4GN/2clIPEDPe8LZNih3eUQWXG/TJbr8uQ//viDoUOHFnl8woQJTJo0CdM0eeyxx3j33XdJSUnh5JNP5q233qJdu3bFXK14lXl5cr6U7dtZ9MYbrPz4YzIPHAh2OBWiw7nncvrTT1O/Q4dghyIilcnOWdbS2WIZ0OVGGPi8dU7SPHyaxqgy7FYL/Kj6hR82TXg7vIR+NAa0Pg/O+hrSdsDUkyEz8bhdnfPqKev3hHN/h/Cyv9+qhX4lZJomU847jw0ndPCtipoPGcKVf/wR7DBEpLKZ3MOq2/DIgLaXwOYp1W+1UExrGL+56OOmCW87jks6imNAy3Pg7GnWl1kHYfU7sP5DOHoAajWDLjdAh6usjrgB4Ov7t9bGhhDDMGgxdGilTlRsDgem211ie/wdf/7J4W3bqNOyZQVFJiKVXuq2EpIUALN6JikA6TusZOTE1VGGAQ36wb5FXpIVAxoOOvZlZD3o85D1EWSVfdKuyqnsi5V7XHWVT3v4AKTu2FHO0YhIlbJjhm/nVcckBaypHU+rcbrf6T1JsUdYDeBCkBKVEFMjLi7YIZRaTNOmjJo4kXajR/t0fpRW9oiIPw4sD3YEoS26BdjDiz/W5kKreR4ULqo1HGBzwFlfFa1tCRFKVEJMVN26wQ6h1E77738xbDbO/eQTnxrZZWj/HhHxh2Gj8o87lxcDutwMW6bCd8Ph09ZWU7d/XoecdOtn8uBXYeQP0GSYtaS7RkPofB1ctBJajAz2C/BINSohIm33bpZMnMi6qVODHYrfDIeDOi1b0vnCCwEIj47GMAy81Wkbdjvrvv6a1sft9SQi4lVcL4KzgsdGoV2KK4QBkXWh1wNWo7sje7yfHlEX9syG+f86tpFg2jZrY8GVL8O5f1kbFrYYGdJJSXE0ohICtv/xB2+0b8/fzz7LgXXryu9GhkHNvI7AgdSwWzcm/PYbjshIAFzZ2T7VqWRX4g0lRSQI2l0GjppU/KhKRScpAKa18mbhI5Dpef+7AtkHYefPeU/Nr9ExrY/0XTDzgvIKtNwpUQmyo4cO8cXo0Tizssp9F+WmJ53EmS++GNBr2sPDuWbhQmKaNCl4zBEVRc0TNpssTj0/+uWIiBAeDcOngM1+QkOyKjwd5Mope3Gw6YTkhZC8ODAxVTAlKkG2YtIkco4c8XmlTFns+vtvGnTuTELfvgHrhOvKyWHd118XeuzIvn006FrM1uHHM016XnNNQGIQkWqkxUi4YLFVHGqPBAyo3Q5ajqVqvqUF6L3BsEHin4G5VgWriv9XK5XtFdj0zOZwsOKjjxg/a1bgRjMMg8Vvv13w5bIPPuDlpk3Z/ttvHs8HGPb888Q2bRqYGESkeonrAWf+H9x41Nr757L10PZigjNFU1kYVuO3SkjFtEFmut0V9pfH7XRyYN06TNPk8NatgbmoaXJg7VoAtsyaxffXXuv19LhOnRjy6KMFhbciImWS39ys5Rhrg8Kc1ODGE6pMFzQeEuwoSkUjKkHWfMiQCtuQz7DZiIiJYf306bhycgJ23fDoaADmPPVUiVNKZ732mpIUEQk8R5S1/LY4hs3a8ddTLYthz9u7porWuhgOiOsDDfoGO5JSUaISZD2vvtpaLVMByYrpdpO0ciWbZ870qc+JLwy7nS6XXEJ2Who7/vrLa0GwzeFg43ffBeS+IiJFdJgAZ06G6OaFH6/fC86dA8M+sd608xue5Y/G1GhkHW94csXGWyEMqNUYRnwTsJ/7FU1TP+Xs6OHDLH33XVZ+8glHDxygdsuW9LnxRrpeein28HBq1KvHRdOnM3nMGFy5ueW+8ufwli0c2rQpINcy7HbCo6Ppe/PNOLOyfHpO7tGjAbm3iEix2l4EbcZB8iJreW90C6jX2TrWsD80OQ3WfgD7l1lt41uMgtYXgCMSBr8MX/UJavieHbcLtKMmuLJ8WA1kg5NftDYSjIgt7wDLjRKVcpSyfTsfDR5MemJiwaqezAMH+HbhQpZ/+CGXz5xJWI0atD7jDG5eu5bFb73Fhm+/JWPvXnKOHCmX2pVArC4yHA5Mp5NaDRtyyfffE9O4MW6XixpxcWTu3+/xeW6Xi/iSVgOJiJSVYYOGA4o/VjMB+j5S/DF34KbEA+7CpZCdYk1xxfWGpU/Bkv943r/HcEDzs6w9fio5Tf2Uo6/GjSMjKalQcpD/+a65c5n90LFdKeu0bMmZL7zAbRs3cvmsWb4nKUEYymt28slcOHUqd27fTqOePQGw2e30veUWz/U2hoE9MpLIOnWYPmECX40bxx9PPEHa7t0VGLmIiBcxrYruPOxJWAy0uRgShvpxAwNi20DPf+U1rvMztiZDrQTMHgadrsvrJePhPcB0Qrc7/btHiFKiUk72LF5M4pIluJ3F72Rput0se+89stPTixxrMmAA9dq3L/EehsNBz2uuKdjcLz9JKM/iXJvDQd02beh47rnYHIUH5E76179oPGBAkfsbdrvVFbdePaZdfjmrPv+cdVOn8td//sMrLVqwZOLEcotXRMRnNeKtfiyGp0UBBkQ1gKuS4NpDMPwLaONPx1cTet0Pg56Dq5Ohdsk/5wFr+io8pvBjtRrD8C+LNr/L/3zA09D0dD9iC11KVMrJrrlzS0wYcjMz2bdqVZHHDcOg2cknlzhaYjqdDH3iCe5NTubib7+l7dlnE9e5My2GDqXb5ZeXKX5vwmvVKvbxsKgoxv/yC0P/+1+iExIAK2lqM2IEdVq2JCPJagPtdjox3W5MlwvT5eLHm26yCnxFRILtpJcgsv4JnW+xkheb3SrIrRFvfZ6yEf6+07/rb/oSjiRCWM2iyYcnHa8u/v2g1Tlw8WrocpOVzNRsYtXbnPc39H7Qv7hCmGpUyomvoxqezott1gzDZvNaXGsPDyeyTh1sdjvtx4yh/ZgxBcf2rVnDP5995l/QPnA7nXS6oPBvEPvXrmXuCy+wZsoUnEePUqd1awbeey/dx48nIiaGbb//zv+ddZbHaxp2O38/+yxtvJwjIlIhYprDuMWw6FHY+PmxupUmp0G/J6DhwGPnLnoC3Ln+XX/P7/DNSXDhMogfYG0aWJLO13s+Vqc9nPKa9VFFaUSlnLQYOrTEwtWImBjiu3cv9li38eO9Pt/mcNDl0ksJi4oq/tqxga/wNux2mg0eTNNBgwoe2/b777zTqxerPvsMZ96KnsNbtzLrnnuYcu65uF0uNn7/PbawMI/XNV0udvz5JzkZGQGPWUTEb9FN4fSP4JqDcNkmuOYAjJlVOEkxTdj8pf/XNp2QsRPWvANdby75/IaDrBGcakyJSjmJ79qVFkOHem6AZhj0vfVWj4lGnZYtGXjPPcU/NW9Z8JBHPFSuA0vfecenOEsa+THs9oJalOaDB3Pxt99i5A1BOrOy+PKCC3Dn5hauxTFNME12zZvHnKefxpmd7VNxsDM726eYRUQqRHgtqN0GIusVPebKtpKO0jDdsO59qNPBKsj12GjOBgOfKd09qhAlKuXo/C++oH5eUWxBoWte4tLhnHM49fHHvT7/jOee47SnniIipvA8ZpMBA7h67lzqtGrl8bl7ly/3KcawmjWLTaYMu506bdrQ+8YbGXD33VyzYAFX/PYbUXXqFJyz9uuvyTp0yOPIj+l2s+Stt4jv2hV3Cf1hohMSCl1bRCSk2SOsj9LKTLb+e/pH0D6/ptA4VsgbUQdGTIWEU8oUZlWgGpVyVCs+nuuWLGHNlCms/OQTMvfvp07r1vS67jrajhhR8miGzcbghx5iwF13FUyNxHXuTFzHjiXeu2b9+j7FeM6HHzLn6adJWr7cKtYyTTAMOp53HmM++ICIvPb4xdm7bBm2sDDcuZ7naI8eOkSLU08lLCrKavZWzMiKYbPR77bbKmwrARGRMjMMaHlO6aZ/wOrnAlajuWGfQN/HYetUyEm3RlpanWsdEwzTrKTbKeZJS0sjNjaW1NRUYmJ8rKCuBlZ+8gnTJ0zweo49PJyHjhzBsNtJXLyYPYsXYw8Pp/UZZ1C7RYsS7/HrAw8w/8UXPS7Bznd3YiJ7Fi7kq3HjAI6dnzeF1GLoUC6bMQNHRBl+OxERKQvTDTtnWcWtNgc0Owvienp/ztGDMCmhFI3ibNYS5Z73ljrcqsDX928lKlVU7tGjvNioEdmpnncSHXT//Zzx7LOlvseOOXOYdIqXYUmbjQadO3PjypUYhsGexYuZ98ILrJ8+HXduLnVataLvrbfS75ZbsIeHlzoOEZEy2b8cfjoP0rfnLUs2rfb0CafCWV9CVJzn5x5YBdMG+75rs+GA2NYwbpHvy5OrKCUqYi0LHjECd25ukTqSZqecwvhZs8o0imGaJu/370/S8uUeR1XO/+ILulx8cZHnuZ1O7F5WAomIVIi0HTClG+QeKbp3jmGHel3ggsVWN1hP3C7YPAU2/B8cWgNH9ngotDWg1VgYMhFqNAjkq6iUlKgIAPvXrWP+//7Hmi+/JDczk7rt2tHvllvoff31ARnFyEhO5tMzzmDfqlUYdjumy2X91+3mtKeeYvCDVafpkIhUQX/fBf+87n2Dv7O+htbn+37N7FRr00OwWt8f/MdKXBr0hVpNyhZvFaJERSqM2+lk4w8/sPbrr8lJT6dehw70vu466rZpE+zQRES8+6ABZHneTBXDDq3Os6aAJKB8ff/Wqh8pM5vDQYexY+kwdmywQxER8U9JtSWmC7IPVUwsUiytBxURkeorphWeG66RV/zatsLCkaKUqIiISPXV5Sbvx00ndLq2YmKRYilRERGR6qvz9RDf/1hH2BN1vQ0a9K7YmKQQJSoiIlJ9OSLhnF+h2+0QVuvY4zUbw+DXYPCrwYtNAK36ERERseRmQuomsIVB7fZg8zDKIgGhVT8iIiL+CKsB9bsHOwo5gaZ+REREJGQpUREREZGQpURFREREQpYSFREREQlZSlREREQkZClRERERkZClREVERERClhIVERERCVlKVERERCRkKVERERGRkKVERUREREKWEhUREREJWUpUREREJGQpUREREZGQpURFREREQpYSFREREQlZSlREREQkZClRERERkZClREVERERCVtATlccffxzDMAp9dOjQIdhhiYiISAhwBDsAgM6dO/Prr78WfO1whERYIiIiEmQhkRE4HA4aNmwY7DBEREQkxAR96gdg06ZNJCQk0KpVKy677DJ27tzp8dzs7GzS0tIKfYiIiEjVFPREpX///kyaNImZM2fy9ttvs23bNgYPHkx6enqx5z/zzDPExsYWfDRt2rSCIxYREZGKYpimaQY7iOOlpKTQvHlzXnrpJa655poix7Ozs8nOzi74Oi0tjaZNm5KamkpMTExFhioiIiKllJaWRmxsbInv3yFRo3K82rVr065dOzZv3lzs8YiICCIiIio4KhEREQmGoE/9nCgjI4MtW7bQqFGjYIciIiIiQRb0ROXee+/lzz//ZPv27cybN49zzz0Xu93OJZdcEuzQREREJMiCPvWze/duLrnkEg4ePEhcXBwnn3wyCxYsIC4uLtihiYiISJAFPVGZPHlysEMQERGREBX0qR8RERERT5SoiIiISMhSoiIiIiIhS4mKiIiIhCwlKiIiIhKylKiIiIhIyFKiIiIiIiFLiYqIiIiELCUqIiIiErKUqIiIiEjIUqIiIiIiIUuJioiIiIQsJSoiIiISspSoiEil43KDaQY7ChGpCI5gByAi4guXGz5cAa8uhDX7wWGDEW3gX4Pg5GbBjk5EyotGVEQk5LnccNE3cP0PsHa/9ZjTDT9tglMmwScrgxqeiJQjJSoiEvI+XAHfrLM+P37Gx2laX1/zPSSmByEwESl3SlREJOS9thAML8dNEz5YXmHhiEgFUo2KiIQ0twmr95d8zvKkiolHRCqWRlREJKQZQFgJP6lsBkTYKyQcEalgSlREJKQZBoxsa63y8cRlwqh2/l3XbVofIhLalKiISMj71yBr5U9x7AY0i4ULOvp2ranr4OSPIOy/1seQSfDdhoCFKiIBpkRFRELewKbw2bnWFJDNsKaD7HnVtY1j4NfLIcKHiruHZsP5X8H83cdGVObugnOmwBN/lutLEJFSMkyzcvd3TEtLIzY2ltTUVGJiYoIdjoiUo6QM+HA5LEuyalJGtYPzOviWpPy5HU79xPs586+GAU0CEqqIlMDX92+t+hGRSqNhLXhocOme++YSq87F6WEKyWGDNxcrUREJNUpURKTSSMmC95fBJ//AwUxoXRdu6A0XdfZebAuwaI/nJAWsY4sTAxuviJSdEhURqRS2p8DgSVYH2vzVOklHYM5OmLQCvr8EIr38RPNlesjb80UkOFRMKyIhzzThgq+sGpXjlxTnf/7bdnjkd+/XOLf9sQLc4tgMGNu+zKGKSIApURGRkJbltFbkLN3reerGbcLEpXAkx/N1bu4L4XYrITmRzYAaYXB978DELCKBo4FOEQm6XJe16eCHK6ypnSYxcHUPiA6Hy6bB4aySr5GRA6v3QX8PxbDNYmHGpTBmsnWuYQB5mxpGh8OPl0BCdOBek4gEhhIVESmw8aD1ERMBA5tAWAW0pU/LhrP+z+ptYjOs0ZH1B+DnLVa/FH/6J6zZ7zlRATi1Bey60yrG/WuHlayc2hzGd4PoiLK9DhEpH+qjIiKs2Qc3zbAKU/M1qAmPD4EzWsLbS+GnzVZ32MHN4da+0KOh5+st3gOvLYLftlnJwBmt4PZ+0LNR0XMvnQpfrrHa4JdVmA1mXW4lJP7KdcGklfD2Eth00EpcLutqxd00tuyxiUhhvr5/K1ERqeY2HIB+H1j1HcUlC/kFqPnH8nuR3NEPruwB3ePzplHyvLUYbvmpcM8Sh81Kcj4YA1f1OHZuYjo0fSVwe+7YDGgWA1tuL74WxZNsJ4z8AmZvswr38kth7AbUCoffroBexSRZIlJ6vr5/q5hWpJp7+HfPSQpYjx9/LD/5eHUR9HwX2r1hjYgALE2EW38qfF7+5yZwzXfw69Zjj8/ZGdiNAd0mbE+FP7b797z//AW/5z3n+Hpdl2nVs4yd4nmvIREpX0pURKqxlCyYtr5s0y5bDsNF38AHy+GNxWD38lPFBM74zFpqnJJlLTsuDxsP+n5ujgveWuI5YXKZsCsNZmwKTGwi4h8lKiLVWHJG2WtD8p9++0yrJsVb99d809bBaZ9Y0yl+zND4LDbS93O3HS55VVGYDRbsKVtMIlI6SlREqrF6NQKXKBzNhaNO3851A8uT4P5frY0FvTVi85fNgLPb+H5+Sa33wUrGfDlPRAJP//REqrH6NeCsNoFJFBw2aB7r37WmbwA70L5e4BImt+lf3UvLOlbc3jjd0Deh/KaqRMQzJSoi1dx/h1pJhj+rZIqT64bV+/2fSpq+Ee4ZaCUCgXLoqPfjf++Ei76GJi9Dq9dKTlQARk+Glq/BKwtUWCtSkZSoiFRzvRrBr+OhVe3Cj0c64MJOVhLj6yhJlo9TPye65ntYFKCdi8NsEF/L8/Gn51ibG05dD3vSYUcqzNt9LFHLn+Ip7iXvSIW7Z8ElUwO7WklEPFNnWhHh5Gaw8VZrufCGvM60I9pY/910EN5cAl+vtd7YQ5nNgIu7WL1PivPrVvh33uaFJy6fNrCSlPM7wLqD8E9y8dcwga/WwnkdrHuJSPlSoiIigNW07ZTm1sfx2taDV4bDc6dDvRfgSG5w4vNFbAQ8ear1ebYTZm6BPWnWCMvItvDKQmt0qLjpKROrBqV9fagZDmv3e17BZDPgzcVKVEQqghIVEQGsaZuft8CBTKu762ktC/dEWbgntJOUU5rBh2OgRW349B+4Y6a17Dh/v6DYCMh2ea+hcZnw5w7IzPW+zNptWvsKiUj5U6IiIry1GB76DVKzjz3WOBomjrSWD4O1UWCoahZjJQ/fboB9R+C5eceO5eclx782b2yGtZtySRsi1ggrZbAi4hclKiLV3BuL4LaZRR9PTIdzpsCMS2B4G5i8uuJj89XONOvj711lu47NgGEtramf37Z7Ps9uwEWdy3YvEfGNEhWRauxIDjz4W/HHTKxRhXt/gXm74PcdpbtH2zqQkg37M0sbZcUwgEg7XNARzv7C+3kRdri8q7VM2duWASJSdkpURKqxHzZZm+554jat3iiry1CP0aoO/Ly15POCzWGD7y6GcV9b+xd5k+WCXu9B7Qi4vjfcfxLUjaqYOEWqG/0uIFKNJWeUvdGbNwaVI0kBq2HdL1vhn33ezzM51kMlJRtenA8DPrCKkEUk8JSoiFRjjWPKt3FZZeqJZsPa/dlfLhO2HoYHZwc8JBFBiYpItTayLdTxY6fhqsxN6Zdfu0z47B9I83FlkYj4TomKSDUW6YBXzyr+WHlOCVVFWS7YVkJti4j4T4mKSDU3vhtMPh+axhR+vHMcxKlA1C/qrSISeFr1IyJc1BnGdYL5u+DAUWs34e7x8NQcePSPylVrEgwG0K4etKkb7EhEqh4lKiICWFM9JzUr/Njt/eGLNbB+v1XDUZ3YDN8LjU3gkVOs/ZJEJLBCYurnzTffpEWLFkRGRtK/f38WLVoU7JBEBGv35L+vhCt7QLj92OPxNeHfJwcrqvL3xBAY3xXa1IEO9eGs1hBezE9LAyuheWKIde6KJKsJnIgEjmGaZlBHdadMmcIVV1zBxIkT6d+/P6+88gpfffUVGzZsoEGDBiU+Py0tjdjYWFJTU4mJiSnxfBEpncNHrf1+IhzQLd76LSf+parZP2TmZTC8tfX5txtg7BTP57asDXvSIcdlfd04Gh46GW7qoxEWEW98ff8O+ojKSy+9xHXXXcdVV11Fp06dmDhxIjVq1ODDDz8Mdmgicpw6UTCwKfRqZHVx/WBF1UxSwFpqDGCa8PBv1siJJ9tSjiUpYCUtt/wE//awNYGI+CeoNSo5OTksXbqUBx98sOAxm83GsGHDmD9/frHPyc7OJjv7WLOCtLS0co9TpLo6mAm70qxeK81rw6wt8NIC+GMbZFfhKY45O63/bjlc+u0DnplrTZm1qxewsESqpaAmKgcOHMDlchEfH1/o8fj4eNavX1/sc5555hmeeOKJighPpNraehju/xWmrbeamQE0iYHdadbOwa4qvgzIkTfWnJpVtmt8uByeHRaYmESqq6BP/fjrwQcfJDU1teBj164y7usuIoVsPQz93ofp6wsnJLvzBi+rQ5Iysq31eYvax5IWf7lN2JoSqKhEqq+gjqjUr18fu91OcnJyoceTk5Np2LBhsc+JiIggIiKiIsITqZbungUpWVU/ISmOgVWX0rMhHM2FejXg/A7wzXpw+jnVZTO0o7JIIAR1RCU8PJzevXsze/ax3bzcbjezZ89m4MCBQYxMpHpKzoDvN1bPJAWsfiguE676Dhq9ZDW8e3YY1IvyXlBbHKcbLu1SHlGKVC9Bb/h29913M2HCBPr06UO/fv145ZVXOHLkCFdddVWwQxOpdranlO9uyqHKkVd3c/xLT82Gh3+H5CPw7UUwwI+FiHYDTm0Bg5t5P2/tfqs4eeo6OOqELnFwWz+4rCvYK93EvEj5CHqictFFF7F//34effRRkpKS6NGjBzNnzixSYCsi5a92Nd1J2cTzNgGvL4IIu29FxDasDr5j28Oksd77qPy8GcZMsRLD/GmlZUkw4VtrVGvy+UpWRCAEGr6VlRq+iQSOaULXidZv+pX6B4OPDKxkwtsoksMGfRrB0r2QW0KdSrcG1maOl3WFs9p4TjTSsqHxy3Akp/jvswG8dhbc2s/HFyJSCVWahm8iEjoMA546rfokKb7s52Oa1jm+1O2s2Q9frYNRk62Eb2dq8ef93yrPSUq+Vxda9xap7pSoiEgh57SHj8+BmmHWm3mYzXpDtxlwRkvfrtElDob5eG6wRDrgx0usaR1vDAP6NbamfkriOm4aZ9MhGPYp5LqKnrdoj/frmcDmw5CRU/I9Rao6JSoiUsQV3SH5HvhwDDxwErx4Bqy6EQ752ADtxTPh24vLN8ayynHBma2taRpvvVKcbri+FzznZ+M2p9tKVqYV07vSYcOnZUSl7eEiUpUEvZhWRCrGjhR4a4m1wiTLZdVd3NIXTm9p1V5MWw/frIO0LOgQZ705X9rV2s8nwg4jPodle327V4OaoT8a4DIh4imIDrdGi4orljWA8d2ga7z1ERsBj/5h7efjC7sB0zfAhZ0LPz6iDby/3PvzBjaBqDB/XpFI1aRERaQa+GuHlWhkO4+9GSelW2+iN/SGP7fD+oPHajZ+3WbVSDhs1siAgW91KwbQoT50j7eSn/xVMKEq131slMh2wghHuB1u7gPPHzeScnVPmNAdliRay5eH/5/367tMyMwt+viY9tauyztTi699cZnwr0F+vRSRKkuJikgVl5YNoydDlrNw4agz7/N3lh6bA84/nv/mmV9v4U9N54tnWHUdv28L7STlRG4T4mrAM6db9Tlnti6+s6zdBv2bWJ93qAcbDnr+/tgNq17nRA4b/HwZnP6pteljfoKY38/l+WEwun3AXppIpaZERaSK++wfSM/2nmwEIqGwG/DNhTAib5+cL9ZUvg0M92da2wdc09O382/tB7f95Pm4CVzXq/hjbevB+ltg8mpr2i0z1xqJuqE3tK/vd+giVZYSFZEqbs5Oa4SjPJe6GsCAxtaKoXyHjlauJCXfE3/Cnf19a7Z2fS/4YSPM2lp4tCo/QXt1ODSv7fn5NcKs6aSrfUyMRKojJSoiVZxh+L9Pjb9M4NoTRg5a1TlW4xJMEXY4vyN8vtq389Nz4MPlkJhhtc9vHG0V1DaLLXpumN1a3fTaQnhtkTWNAzCoqbVa6uy2gXsdItWVOtOKVHHvLYPrfyi/69sNa8pi7tVWb5J8q/dZTc8qK7txrHbEbcL9J8HTp3lui2+a1rRRuB1qhldsrCKVkTrTighg7eBbL6roqpZAsBlwXkeYfUXhJGXDAZi0AlrUDvw9K4rLtFYF5W9W+Oxc+N98z+cbBtSJUpIiEmia+hGp4mqGw4xL4czPrGmNsuyObDNgTDu4uIv19UlNockJvwg98zc89Ju1gsVp+r60uTJ4+m+4vR9E6CenSIXRiIpINdCvMWy4BR4YVHK9it2A+JpWUpLfQj+/Q+rY9vD5eXBRZ+vjxCTlyzVWkgLHlj+bx123XlT518uUp5QsqyeNiFQc/V4gUk3E14K4mt7PMbCWxq65CZIz4JN/YOthqB0JF3eG7g09P9c04am/PY+guEw4eBSax8LutMq5Igggo5gGbiJSfpSoiFQjixKtkRJPSYIJrN1vdbCNrwX3+dEd9UAm/JPs/RyHDUa1tUZbPloOOZWpI1yeTupxIlKhNPUjUo2E+fAv3sC3HiInyilml+Dirm0YMHEk7L/PGqXxVOTrsEGPeJh3FfxxBfRqeOwawWA3YHAzNWMTqWhKVESqkeGtvU+52A0Y2qJ0u/Y2rGXVtniT64Y+CdbnMRHwwRg4uan19YkJSO0ImHohDGwKQ1rA/GusfialmTE68dr+roBy2Kx43xlZipuLSJkoURGpRs7vaBXA2j28UZdlMzy7DW7t6zkJsBlQJxIu7HTssRph8MIwqOEonIAYwIGjVs1L/iqlIzlWsa5fMRlWAXCXBsceC7fDRZ3A7uM1wmzWEu8l10HHYvbtEZHypRoVkWokwgGz8jbDS8qwHjOx3tDdJrwyHIa3Kf317xsEf+yA37YduzZYIxIOA74eB1Fhx87PccHYLyH7hGmj/Od9sBz6NIIb+8CXa32bXjqe27T22hnRBranWMuzm8dCbCQ0jYUX5nkeoflwDJzRylqpdHzMIlKxlKiIVDMd42DTrVZL+W83wNFc6NnQ2gyvbb2yXTvCYfVseX8ZvLEYNh60Rk0u7Az3DCg6IjFtPezN8Hw9A3hxgRXbrlQr4cn1owDXMODCr2HRtdDphHs/fZp1rVcXWl/bDavdf6QDXh4OV/Xw/T4iUn7UQl9EgubWn+DdpSUnH8n3WLsM3zXL/4Z1dgNGt4NpFxV/fE8afLXWWrXUoraVVMVE+HcPEfGfr+/fGlERkaDxtabVwGowd88v/icqLhO+22jt5lw3qujxxjFw5wD/rikiFUfFtCISNEOaex9NMYB29aB+DauvS2kLfd2m1cBORCofJSoi4rPDR60NBw8dDcz1SloGbQI39Dq2Y/F/h8J/ToUoP8eCDUruyisioUlTPyJSojX74OHfrSkUt2n9hjOqnZU4dI0v/XVfX2Rdy1uJytHjWtYbBjx8CtzRH37aDJsOwbYU+HC59/4q9Wqo7kSkslKiIiJeLd8LJ0+y2urn14e4gR83wS9b4a8rjzVx89e8Xd6TFIC5u4s+Fh1hFb3mqx0JL873fI2DmfDyArj/pFKFKSJBpKkfEfHqmu+tJOXEjrYu0+prcs331oaEpWH4UE3rSxfZVrW9HzexRm/8LcQVkeBToiIiHq1IguVJntvuu0xrI8Kle0t3/dNbeq9TMfLOKcnypJLrXfakWzU2IlK5KFEREY82HgzseSe6Z6DVZK04NsOa4rmye8nXCfexH76v54lI6FCiIiIeRYf7dl5pC1VPbQGvnWWNnBw/ImIzrI62P14CdYrpfXKiUW09JzxgNX07uamV+IhI5aJiWhHxaGhLiI2A1GzP58SEw2k+TM94cls/OLU5vL3UKq6NsFudZK/tZe3I7IvhbaBzHGw4WHzC4jLhARXSilRKSlRExKNIBzw8GO771fM5Dw22Rj/Koms8vHV26Z9vM+CnS+GMz6xkJX+TRZthFdK+OhxGtitbjCISHEpURMSrewZauw4/NefYTssu05queeCk0neLDbSmsbDqRmujxWnrITPXGmW5rhc0rx3s6ESktLQpoYj4JCkDvlgNienQqBZc0gUaRQc7KhGprLQpoYgEVMNacJc27xORCqZVPyIiIhKylKiIiIhIyFKiIiIiIiFLiYqIiIiELCUqIiIiErKUqIiIiEjIUqIiIiIiIUuJioiIiIQsJSoiIiISspSoiIiISMhSoiIiIiIhS4mKiIiIhCwlKiIiIhKylKiIiIhIyFKiIiIiIiFLiYqIiIiELCUqIiIiErKUqIiIiEjICmqi0qJFCwzDKPTx7LPPBjMkERERCSGOYAfw5JNPct111xV8HR0dHcRoREREJJQEPVGJjo6mYcOGwQ5DREREQlDQa1SeffZZ6tWrR8+ePXnhhRdwOp1ez8/OziYtLa3Qh4iIiFRNQR1Ruf322+nVqxd169Zl3rx5PPjgg+zdu5eXXnrJ43OeeeYZnnjiiQqMUkRERILFME3TDOQFH3jgAZ577jmv56xbt44OHToUefzDDz/khhtuICMjg4iIiGKfm52dTXZ2dsHXaWlpNG3alNTUVGJiYsoWvIiIiFSItLQ0YmNjS3z/Dniisn//fg4ePOj1nFatWhEeHl7k8TVr1tClSxfWr19P+/btfbqfry9UREREQoev798Bn/qJi4sjLi6uVM9dsWIFNpuNBg0aBDgqERERqYyCVqMyf/58Fi5cyNChQ4mOjmb+/PncddddXH755dSpUydYYYmIiEgICVqiEhERweTJk3n88cfJzs6mZcuW3HXXXdx9993BCklERERCTNASlV69erFgwYJg3V5EREQqgaD3URERERHxRImKiIiIhCwlKiIiIhKylKiIiIhIyFKiIiIiIiFLiYqIiIiELCUqIiIiErKUqIiIiEjIUqIiIiIiIUuJioiIiIQsJSoiIiISspSoiIiISMhSoiIiIiIhS4mKiIiIhCwlKiIiIhKylKiIiIhIyFKiIiIiIiFLiYqIiIiELCUqIiIiErIcwQ5ARESkLDLJJIkk7NhJIIEwwoIdUoVw4yaTTGzYqEGNYIdTbpSohLhVq5JZvDgRh8PG6ae3pHHjmGCHJCISEjLJ5CdmsIqVuHEDEEkkgziJUzgVWxWdNHDhYh5zWcA80kkHoCGNOIUhdKFrkKMLPCUqIWr79hQuv3wqc+fuKnjMZjO46KLOnHlmayZPXs3u3Wk0bRrD1Vf35NxzO+JwVM1/lCIiJ8ommw95j/3sx8QseDyLLH5jNoc4zLmch4ERxCgDz4WLz/mMzWwq9LqTSeJLJnOAA5zK0CBGGHiGaZpmyaeFrrS0NGJjY0lNTSUmpmqMNuzff4QePd5h374jOJ3uYs+x2QzcbhO73cDlMhk8uBkzZlxGrVrhFRytiEjFm8Nf/MqsQm/WJ7qOG2hKswqMqvwtZTHfMt3rObdyBw1oUDEBlYGv79/6FTwEvf76IpKTMzwmKQBut/WP0+Wy/jtv3i7uuGNmhcQnIhJsS1jkNUmxYWMZSyswooqxkIVeR4ls2FjCogqMqPwpUQlBH320vCAB8ZXLZfLJJyvZv/9IOUUFLpebrCwnlXwQTkSqgFTSvB534+Ywhysomopz4ISprhO5cZNMcgVGVP5UoxKCDhw4WqrnOZ1u5s7dxdixHQIaz5IliTz33N9Mn74Bp9NN06Yx3HJLX26/vT9RUdWjul5EQksUkRzB8y9mBgY1qVnkcTdujLw/oWgviczlb9azDhcu4mnIAAbSje7Y8v6UxFHF3tqr1qupIhISarF1a0qpnps/JeSP9PRsEhPTqV07kvj4Wpimydy5u/jrrx2sX3+Azz9fBRybZtq1K42HHvqN777bwK+/XuFXsrJjRwqrVu0jIsLOSSc1o0YNJToi4r+e9GIuf3scXTAx6U4PAJw4WcJiFjCfQxzEjp2OdKIf/UkkkaUsJp10alGLXvShD32JIILtbGcD63HhpCGN6Eo3wim/OsB1rGUKXwAUrGLaSyJT+ZpNbOR8xhFBJDnkeL1OJJHlFmMwKFEJQddd15t///s3v5MOm82gf//GPp+/e3cajzzyG59/vpqcHBcA3bs3IDU1h+3bUwoKdYvjdpssWLCH556by+OPn+rTvW644Xt++mkz+TNH0dHh3HPPQB5++BTsds1CiojvBjCIZSwli6yCN/V8BgZNaUYb2uLEyf/xCVvYUnDchYs1rGE1qwo9L4ssfuFnFrGQCCJIJqlgBMONm5nMYBwX0Y72pYo5kT2sZAUZZBBDDD3pRQPiAWup9VdMKfJa8hOxVfxDS1qSQUaJ98kiq1TxhSqt+glBaWnZ9Ov3Hlu2HMLp9O1/j91ucP75HZkyZVyJ57rdJm+8sYh7751Fbq7ngl1f1K9fg7177/G6NHrfviP07v0uSUnpRV6PYcC11/bi3XdHlykOEal+DrCfL5lMEkkYGAVv6p3ozFjOI5JIn1YH+cOGjRu4iUYk+PwcJ06m8Q2r+AcbtkLJSHs6cDGXsoD5zGKm1zjjaMAhDuLC5fV+7enAZYz3Ob5g0aqfSiwmJoI5c67i3HM7YrMdm0eNinJQt24UhmG9wQMFn3fqFMfbb48q8dput8mVV07njjtmljlJAThwIJN9+7wX8P7vf/PYu7dokgJgmvDee8v455+qVfwlIuWvPnHcxK1cxw2MYCSjOYe7uIeLuZRIIjExWcD8gCUp+f5mjl/nz2Imq/gHoMiIyQbW8wovspMdJV5nP/toRvMS62ta0NKv+EKdpn5CVFxcTb78chx796azfHkSYWE2BgxogmEYTJq0gg8+WEZiYgaNG0dz3XW9mDChB263yQcfLGPDhoNER4dzwQWd6NgxrtB1n356Dp9++k9AY42M9PzXyDRN3ntvmddVTA6HjY8+Ws7LL58V0LhEpOrLn+Yprl/KUY6SXsLqIH+5cbOGNVyAWShhcONmM5tZwyqyyCKGWDrRmQY0YHEJy4VTSSUXZ4n3NjAYyCC2sdXj8TDC6Ekv/15UiFOiEgJSUrLIyXFRv36NQiMoAI0aRdOoUXShx269tR8XXNCJL75YxZ496WRk5PDRRyu4//5fyMzMxeGw4XabPProH4wb14mPPx5LVFQYb765mEce+T1gcdtsBv36NaZu3SiP5+TkuEhJ8T5f6nK52b07PWBx5UtJyeLjj1fw00+byc11M2BAY66/vjfNm9cO+L1EJPTYsZfLdd24mMib9KEvLWjJ7/zGOtYWmZJZyHzqUb/EqRqATC8rmMBKQlrRmg505HSGMZtfC00jGRg4cHAp46vcvj9KVILo22/X8+yzf7NgwR4AEhKiue22ftx990DCw4v/B2aaJv/5z1/85z9/FXSmdTrdHF9pdPyUzjffrAPgwgs7c+utMwIav9tt8tBDJ3s9JzzcTs2aYRw5kuvxHLvdRnx80WWEZbFo0R7OOuszUlKyCr43f/65neeem8tHH53D+PHdA3o/EQk9EUTQjObsYmfAp3/2spfv+a7E8w5ywKfrGRiEE04OOcXGamJyMoMBGMJQWtGahSxgN7uw46AjHelLP2Kp7dfrqAxUTBskL788n7vvnlXQCj+fzWZw2mkt+fHHS4tNVl59dQF33vmz3/dzOAyfC3O9MQwrRtOE1147i1tu6Vfic269dQYTJy7xOv2zcOG19Ovn+4olb1JSsmjV6lVSU7OLXTllsxksWHANffsG5n4iEnrcuNnKFpaznFWsDHY4JTIw6EFPtrCZtOOmq/KLhJvSFBduIoigC13oRg8iiAhixGXn6/u3EpUg2Lr1MG3avIan77xhwOuvjyiSBGRnO0lIeIlDh/xrCGcYeLyXv+Lja3LTTX245ppeNGni2/d7585UevZ8h9TUrCLJis1mcO65Hfjqq3EYRmAaML366gLuuutnj6/Z4bAxblwnPv/8/IDcT0RCyz6S+ZzPOMShIqts4Nibfxhh5JJb8HX+f+tQh8McLrSSqCKM5Tziacha1rCXREzcZJPNbnYXeR0xxHAV11KPehUWX6D5+v6tqZ8geP/9ZdhsnnuUALzxxqIiicqcOTv9TlIgcEkKQHLyEUaMaFtskrJnTxrvvruUn3/egstlMmRIc266qQ+tW9dl7tyrufzyqSxdurfgfIfDxnXX9eLll4cHLEkBCvVqKY7T6WbGjE0Bu5+IhI500vmQ9zmK9bPyxCTFho02tKMnPWlHe7awmeUsI5XUgt4m7WjPRjbwJ3+QyJ4Ki30WM8kkE7CSqXgaksTeYl9HOul8ysfczp0+dautzJSoBMHq1fu8JimmCRs2HMQ0TfbtO8LOnanUrRtFenp2BUZZPIfDxpdfrikyTTNr1hbOOWcyubmugte2fPleXnllAR9/PJbLLuvGkiXXs2zZXlasSCIy0sEZZ7QiLi6wtSmAT8uuvW34KCKV12IWcpSjHkdC3LjZxhaGM5wwwuhARzrQsch5HelES1rxAe9W2N45+UkKWDUp+UlKcUxMDnGQTWykPYHdNiXUKFEJgpo1w712fQWw2WDMmMn8+OPGgtGBTp3qV1CE3qWmFl7Fs3t3GmPHTiY721loJCP/9V1xxXS6dGlA9+4N6dWrEb16NSrX+AYMaMyff273+P21242A1cOISGhZycoSp2tyyeVrvuImbiGHHFbzD1vYgolJE5rSng7MZQ7LWFpkJCOU2LCxlS1VPlGp2uNFZeB2m3z77XrOPvv/aNv2Nfr3f5833lgUkFGNPn0albg7sstFoSQFYP16q3rcFsT/a06nm7/+2sHvv28reOzdd5eSk+PyOt1y9dXf8fHHKypkVOj663t7Pe5ymdx+e/9yj0NEKl4Wvk2P7yWRf1jBy/yP6UxjNatYw2pmMoNXeYmlLAnpJAWsUZWDHCQXz6sqqwIV0xYjN9fFuHFf8e23GwpGPvJLKJo3r81ff11J06axpbr200/P4d///q3UseUXxtps4A7SvyGbzYrh3XdHc+21vejf/30WLSp5HtcwICoqjBdeOIObb+5brjF++ulKJkyYjt1uK5jmyf9/eccd/QNeFyMioeFd3mY3u306N4wwnDgrtGC2PEQSyTDOoB8Dgh2KX9RCv5QSE9MZPPgjvv12A3Bs+sI0rY/du1M5//wvKU1+N3XqujIlKflxAPTr1yRoIytutxXHDTf8wM6dqbhcvmVMpgmZmbnccssMPvpoebnGOH58dxYuvJZx4zoRGxtBzZphnHJKc6ZNu0hJikgll8gefuJHvuZLfuFnDhzXq6Qvvo+W5pJb6ZMUsDYh/IHvWcC8YIdSLjSicpxt2w4zYMD77NuXWeK5CxZcQ//+Tfy6/oAB77N4caLfuyKfyOGwMWJEG+bM2Vli19fyZLcbPPjgyWzZcpjJk1f7tbqoUaNa7Nx5l9fNDEVEcsllA+s5zGEiiGATG9nAemzYCpYUu3EzkJM4ixG4cfMJkzy2ma/Kwgjnfh4knPBgh+ITLU8uhWuv/Z4DB0pOUux2gz/+2O5XopKRkcPChYFZ5uZ0uvn++40BuVZZuFwmzzzzd4n1NsXZuzeDefN2ccopzcshMhGpClaziu+YThZZRXqa5NeP5D82n7lEE83JDOYyxvMSLxRaRXOiCCLIpnxq5gwMoonmKEcDVj9ix15iK/5ccljPOrpRtTpv69fZPJs2HeS337b5XPfh7ziUr9MjlU1pkpR8yckZbN16mKSkjABGJCJVwQbW8yWTycIaNfZlimYOf+LEyUY2eE1SgHJLUsBKKrLJJooaNKdFibsd+8KX/YIMDDKoej9PNaKS559/fF8n73KZfo8ExMRE0KZNXbZsORTQBmyV2ZVXTicz09oxtE+fRjz66BBGj24f5KhEJNhMTH5hlt+dYY9ylN3sYhELKryr7PGceX+yySaN1Aq7r4lJDJWjQ7s/NKKSJzLSt5zNZjPo2bMhAwd6n/ZZs2YfL744j2eemcMvv2zBNOGuuwb4lKQ4HDYGDWpKRET57PwZKvKTFIBly5IYM2Yy77yzJIgRiUgoOMB+9pFcqkQjFyfJpXxuZRdOeJXsqaIRlTxDhrSgRo0wMjO9zyc2alSLb7650OOqkcOHj3LJJd/w889bsNutc1wuk9at63DFFd28XrtXr4bcffdADhzI5MEHZ5Od7QroPj2hLL/A+NZbf2Ls2A7Ex9cKckQiEiyZPvZCKcrAlTeSUR11ojNhhAU7jIDTiEqeWrXCufPO/nhbtTpkSHNWr76Zli3rFHvc5XJz1lmf8euvW/O+NgtqOLZvT+Hxx//0GsOKFcn88stW7rzzZ44etUYbqkOScjy32+Tjj0N/p1MRKT+1qe33c2zYaEELvmJKyDdqE/8oUTnOk08O5aqregLW9IvNZhQsn73ssq788st4ateO9Pj8H3/cxKJFicUWmLpcZolJh96kram1DRsOlHyiiFRZscTSmjY+F6EaGNSiFmGE+VR0WlVV1QRNUz/HsdttfPDBGO64oz+TJq1gz550GjWqxRVXdPdpf5ovvlhd4h4+UrLo6IhghyAiQTaCs3mHtz12js0vlg0nnN70pR/9eZWXghBp6GhG1Wz3oESlGN26xfPSS8P9ft6hQ5lKUsrI6XQzblynYIchIkF0lKP8wqxie5DUpR4jOJu2tCOHHMIJx4aNVawKQqShwcAgjHC60yPYoZQLJSoB1Lp1XRyO7QV7y4h/DMMqah40qGmwQxGRIHHh4lMmsYfiG2RmcZQEGuPEyQ62k002uTj5nukVG2iIMLBhx8alXE4EVXM0WolKAF17bS/eflvLa0srMtLB1KmeV1SJSNW3kQ1eNxXMJJOvmMJeEqvd6p4HeIgd7GARC9nLXhw46Exn+jOAutQLdnjlptyKaZ966ikGDRpEjRo1qF27drHn7Ny5k5EjR1KjRg0aNGjAfffdh9PpLPbcyqBXr0bcemu/Yo/ZbHrzLcnRo86C1U4iUj2tZEWJRbTb2VbtkhSAz/iUjnRiAlfxAA9xL/9iBCOrdJIC5Zio5OTkMG7cOG666aZij7tcLkaOHElOTg7z5s3j448/ZtKkSTz66KPlFVKFeO21s3j55eE0anSsD0hUlIP+/RsHbbfjyuTTT1eWamdqEakajnCkWjZr88VudpFOerDDqHDlvnvypEmTuPPOO0lJSSn0+E8//cSoUaNITEwkPj4egIkTJ3L//fezf/9+wsN92/0xkLsnB5LT6WbNmn3k5Ljo0KE+kyat4M47fy7zzsnVwXXX9eKdd0ZpCkikGprGN6xkRZVdaltWIzibgZwU7DACwtf376D9jj9//ny6du1akKQADB8+nLS0NNasWePxednZ2aSlpRX6CEUOh43u3RvSt29joqMjGDWqnUYKfPTee8uYNWtLsMMQkSDoRW8lKV4Eok/MPvaxhMUsZQmHOBSAqMpX0Ippk5KSCiUpQMHXSUlJHp/3zDPP8MQTT5RrbOWhZcs6XHxxF6ZMWaNRlRI4HDbeemsJw4e3CXYoIlLBmtGc7vRkJcuDHUpI6kjnUj83jVS+5iu2s63Q4+3pwLmcTw1qlDW8cuHXiMoDDzyAYRheP9avX19esQLw4IMPkpqaWvCxa9eucr1fIL3zzihOPrlZsMMIeU6nm1WrfN/NWkSqDgODczmP0zi9Su5bUxY1qUm9UhbOZpHFB7zHTnYUObaRDXzMRzgJzcUMfo2o3HPPPVx55ZVez2nVqpVP12rYsCGLFi0q9FhycnLBMU8iIiKIiKhca8VN0+SNNxbx7LNzSUysfoVQpVGrlm81SiJS9diwMYShLGcZhzkc7HBCRhwNPB4zMdnFLpJIxI6dNrQjltiC40tZQgopxRYqm5jsJZE1rA7JpnF+JSpxcXHExcUF5MYDBw7kqaeeYt++fTRoYH3zf/nlF2JiYujUqWp1Jr333lm89NKCYIdRadhsBhddVPrhTRGp/PaSqCTlBNvZRjrpRBNd6PF97OMrJpPMsZFoA4NudGc05xBOOMtY6nU1lYHBCpZX/kTFHzt37uTQoUPs3LkTl8vFihUrAGjTpg21atXizDPPpFOnTowfP57nn3+epKQkHn74YW655ZZKN2LizapVyUpS/FS7diTXX9872GGISBAd4UiwQwhJhzlUKFFJIYUPeJcssgqdZ2LyDys5QgbjuZLMEr6fJiYZIbr0udwSlUcffZSPP/644OuePa1diX///XdOPfVU7HY7P/zwAzfddBMDBw6kZs2aTJgwgSeffLK8QgqK999fhsNhU1t9P5x+ekvi4moGOwwRCaLa1A52CCHpe75lFOfQiEasZhW/8gtHOVrsuSYmm9nMdrYTS6zX5M/AoDZ1yivsMin3PirlLVT7qOQbPfoLfvhhY7DDqFTCwmzs3XsP9eqFZgW6iFSMibzFXhLVAK4Y4YSTQ06J59mw0YOeNKEJ3/Gt13Mv5XI60DFQIZYo5PuoVBd16kRitwc7iuCz231v3pab6+b337eXXzAiUimMZBQ2bFBCS/3qyJckBcCNm1RS6U5PGtO42O0JDAza0JZ2tA90mAGhRKWcdexYH1cZ+vPExlaN1S8ul3+/EeXklL2pkYhUbk1pxtVcRx1NA5XJVrawlS1M4Gp60Csv+bM4CKM/A7mEywo9Hko09VOO3G6Ttm1fY+vWlFI93zDg3HM7MHVq+famqSiGAb7+bVu//hbat69fvgGJSKWQRBJv8Xqww6jU7Ni5jTuoSz0yySSRPRgYNKYJkUQGJSZN/YSAOXN2lDpJAetNvaokKeBbkmK3Gwwd2kJJiogUiCeecKrG6HKwuHGzCKt3WQ1q0Ia2tKZN0JIUfyhRKUdbtpSuB4BhWB/VUcOGtZg0aWywwxCREGJgcBrDgh1GpWZisokNwQ6jVJSolKM6dUqXqZqm71MklUlJydf11/di+fIbaNYs1vuJIlLtDGQQPegZ7DAqNVcl3exRiUo5Gj68DdHR/g1X+ro6xmarfEMuNptBt24NiIws3L6nXbt6LFhwDe+8M1r9U0SkWAYGLfFtixYpyoaN5jQPdhilErTdk6uDGjXCePTRIdx33y8+P8fhsOEqYZlQvXpRtGlTl0WL9lSqkRfThAkTenD11T2ZOXMzGRk5dOxYn0GDmmL4MdfldLqZPHk177yzhE2bDlGnThTjx3fj+ut7U7++eq+IVFVppGHDhruSjgyUFwODeBqSxF6P57hx058BgLW0+SAHsGOnPnEhu9onn1b9lDPTNHn66Tk8+eRf5Oa6sNsLd6m12QzcbpPY2Aief/4Mnnvub68FuHa7wZgx7bnmmp6MGvVFBbyCwAkPt5OYeHeZGrllZzsZPfoLfvlla8H3DqzvY4MGNfnrrytp27Z0u4uKSGhbwmK+Y3qwwwgpNmx0ojMXcjHzmMtMZhQ6bmBgYnI2o+hFb2bzC0tYTC65AEQTw2BOoT8Diu2xUp58ff/WiEo5MwyDf//7FG66qS9ff72W5OQMmjSJ4eyz2zJnzk4SE9Np1KgWo0a1IyoqjH37jvDYY38UvAGfyOUyGT++G999V7mKogwDPvhgTJm7zT7++B/Mnr0NoND3yO022b//COeeO4VVq27ya4RGRCqHTnTmR77HRfD6LDUgnkgi2cmOoMVwPDduwgjjAPvZxc4ix01M6lKPjnRiEh+whz2FOv2mk8YMfuAgBxnJqIoM3WcaUQkR2dlO9u07gtPpZuDAD9i370iRaR273aB//ybceWd/Lrzwa5+vnZBQi8TEDL9jyn+vD8TfkLFj2zNt2sVlukZWlpP4+P+Rlpbt9bw//7ySU06pnHOxIuLdH/zGb8wO2v3HcTELmFdsUhAM+aMgJe2MXI/6HGC/12vdyM0k0Dig8XmjPiqVxL59R7jllh+JjX2WZs1eoVWr10hOLpqkgFW/cued/Rk/flqJ17XZ4Moru7Nr113s2XMPDz88uNjzatWyin1PHICw2w3CwuzY7YH5K5KSklXySSVYv/5AiUmK3W7w99+h8QNERAJvCEMZxpk4yjghEEFEqZ73G78SQUSFT5N4Yub9KemckpIUGzaWsiSQoQWMpn6CKDk5g96932XPHt+21nY63Vx22VRyc0suJOvevSEffTS24Ov//Oc0brutP88//zdLluylVq1wbrmlLyNGtOW77zbw4IOzWbvW+otsGDB8eGtGjWrHzTfP8HAH//j6Gr3xdaVTZVwRJSK+MTA4hSH0ZwDLWcoSlrCPZJ+eO5oxtKQ1YLWV/4Hv/L7/QQ7QkIZVbqNEN24OciDYYRRLiUoQ3XffL369gbtcps975uSPlByvQYOa/O9/w4s8PmZMe0aPbsf69QdIScmiefPaJCRE43K5ee65uezeneb3Xj0n2rYtBdM0y1Q70qFDferVi+LgweK3NAfre3TaaS1LfQ8RqRwiiGAAg+jHAF7hJVIoucHmPvbTl/4A5Pq4qV9x1rKGWGqTRmqVSVgMDKIIzVWTmvoJktTULD7/fFW5XT8hIdqv8w3DoGPHOAYObFrwXLvdxvffX0JsbGSZO+U6nW6fRoK8CQ+3c9ddAzzG4nAY9OvXmL59E8p0HxGpPGzYON3HrrULmc8edgPQiAQa06RUS3NNTI9JipH3JzR5jsvEpCvdKjAW3ylRCZLt21PKPErhzZQpa5g8eXWZr9O1azxr1tzM+ed3KtN14uNrEh5uL3M8DzxwMhdd1AWwanbAqscBaNGiDlOnXqgVPyLVTHd6cLYPK1ZOrMO4gHFEEVWqe3oaSTmdYbSlXamuWV5s2GhAPBGEF5tEGRg0pBHt6RCE6EqmRCVIipuaCbQHHvjV4zJnfzRsWIv/+7/zaNSols+dc49ntxvccEPvMsdhXcvG55+fx8yZlzFmTHu6dGnA4MHNee+90axceSONG1felV8iUnoDGIgd778MWXUYBwu+rkd9buJWutE9YHHMYy4XcymXcJnPzzl+FOb4RKIt7Qq68ZZ2lMbAoCY1uZTLuZprqU1twEpe8q/ZghZM4KoSv3/BouXJQZKd7SQm5llycsq3H8D8+dcwYECTgFxr2bK9nHbax2Rk5Pg8GmQY0L59fRYsuIbY2NDfpVNEKq9neZpMjng8bmDQkU5czKVFjv3CLObwZ0DiaEwT9rOPHB/qYAwMWtOG0YzhCEfYzS5s2GhFG+pTHxcuVrKchSzkAPuxYyeHnCKrfWzYiCSSAQxkLWtJ4TA1qEEPetKX/tTE2p7EjZstbGYPu7Fhpy1taURwpsvV8C3E3X//rz4lKfkrWOx2g+efP4OVK5OYNGmlz/c5eDCz1DGeqFevRqxdewtvv72YL75YzYEDmaSmel8uDPDNNxcqSRGRctedHixgPqaHFvve6jCGcQbxxPMHv5e4lLck+XUwvjAx2cwm/mElQxhKE5oWOm7HTi/60Is+BY8dYD9/8DurWYUbNw4c9KAnQziVWGpzKqd5vJ8NG21pF3LTU95oRCUIDh8+SqNGL5Kd7T1RadEiltGj29GmTT0uu6wr9erVwO02mThxCf/5z18kJZXcxG327CsAa6qpd+9GAeuLAlaX2KeemlNoS4DiREeHM3Pm5Qwa1NTreSIiZZFCCm/yWsGIw/EMbMTTgBu4ucQpjid4NCjdb+/gLupR3+fzc8klm2wiiSxzX5lgUMO3EPbHH9tLTFIAnn/+DF577Wxuv71/Qet5m83g5pv7smvXncTHe95p2GaD2NgIhg37hNNP/4T+/d+nWbNXePfdpQF7HZGRDnzJc48cyWX48M9ITCx7LxUREU9qU5uruZZYYoHCdRjNac4ErvapDqM/A8s1zuIYGCzxs+FaGGHUolalTFL8oUQlCHytS/FWCOtw2PnggzHYbEbBqpd8Nhu43ZCRkVOow21iYjo33PADzzwzpzRhFzFqVDufalXcbpPMzFzeeSc0ux6KSNXRiATu5B4u5wqGMJTTOYMbuZmrubagTqMkJzOYmtTyWsAa6CXIJiYHyzjlVFUpUQmCnj0b+XRer17ezxs5sh2zZl1O9+4NCz0eF1cTu93wmEQ88sjvPk0blaRLlwaMGNHGp5VAbrfJtGnry3xPEZGS2LDRjvYM5TROYYjf+9fUohbXc0ORehEDg570YgJX0ZjALFI4/trhpWzrX9VV7fGiENWuXT1OO60lf/65vdhkwuEwGDKkBW3b1ivxWqef3oply25gw4YD7Nt3hPr1a9Cz5zteRzpMEz79dCX33XdSmV4HwBdfnM+YMZP566+SdxLNynKW+X4iIhWhDnW5jhtIJok97MaOg1a0IhqrlqI1bTjIQdJJJ4pIJvI2Lkr/M87EpDNdAhV+laIRlSD56KNzaNiwaF8Su90gPr4WH354jl/Xa9++PoMHN6dmzfAS61/sdoMdO1L9jrk4sbGR/PHHBIYMae61e63DYVPHWBGpdOJpSC/60J0eBUlKvnrUowUt8s7pVeK1PHWttWGjIQ1DtuFasClRCZJmzWJZtuwG/vWvk4iLq4FhQFxcDf71r5NYtuwGmjWLLdV1a9eOLHFTPrfbpH79wO3pYBgGTzxxarE7PudzOt3ccku/gN1TRCSUDOX0IonM8ZrnNVWLxGrVYMv7A5BAY67gqlK1868OtDw5RJR1w77jjR07mR9+2Oh1+mfDhltp167kqSV/PPjgrzz77NxC9TH5nz/yyCk8+eTQgN5PRCSUZJDBz/zEP6wsWB4dRRQncwqDOQUAJ07WsoZEEnFgpx3taUqzEN4fqPz4+v6tRKUKWrEiiQED3ic3111k5ZBhwFVX9eSDD8aUy72/+WYtL700n/nzrYZHgwY15d57BzF2rIY0RaR6yCKLVFIJJ5w61Al2OCFLiUo1N2fODsaPn8aOHanYbAZut4nDYeOmm/rw4otnEhZWvns6uFxWE7hANpgTEamKDnOIf1jJETKJJZbu9KAWtYIdVrlToiK43SazZ29l3boD1KoVzqhR7WjQwLc+AiIiUr7cuPmRH1jMwoJCWxMTA4NTOY1GNCKTTGpTh+Y0r3I1LEpUREREQthMfmIef/t0bm3qMIZzaEPbco6q4qiFvoiISIjKJJMFzPP5/FRS+JSP2cbWcowqNClRERERqWAb2YDbwy7PxclfRfQzM8srpJClREVERKSC5ZDt93NMTBLZw4FqtieQEhUREZEKVo+4Uj83nbLv1VaZKFERERGpYC1pSW1ql6rRWwzR5RBR6FKiIiIiUsFs2DiPcdiw+ZysGBg0oSn1qF/O0YUWJSoiIiJB0IIWXMcNtKVdQbLiKWnJ77NyFiMqMsSQ4Ah2ACIiItVVAo25nCs4mvenJjVZx1pm8TMZpBecF0ccoziHZjQPYrTBoURFREQkyKLy/gD0oCdd6cZOdnKUTGpTm0YkVMuNC0GJioiISMixY6clLYMdRkhQjYqIiIiELCUqIiIiErKUqIiIiEjIUqIiIiIiIUuJioiIiIQsJSoiIiISspSoiIiISMhSoiIiIiIhS4mKiIiIhKxK35nWNE0A0tLSghyJiIiI+Cr/fTv/fdyTSp+opKdbmzY1bdo0yJGIiIiIv9LT04mNjfV43DBLSmVCnNvtJjExkejoaAyjem7Y5K+0tDSaNm3Krl27iImJCXY4VYa+r4Gn72ng6XsaePqelo5pmqSnp5OQkIDN5rkSpdKPqNhsNpo0aRLsMCqlmJgY/aMqB/q+Bp6+p4Gn72ng6XvqP28jKflUTCsiIiIhS4mKiIiIhCwlKtVQREQEjz32GBEREcEOpUrR9zXw9D0NPH1PA0/f0/JV6YtpRUREpOrSiIqIiIiELCUqIiIiErKUqIiIiEjIUqIiIiIiIUuJSjXz1FNPMWjQIGrUqEHt2rWLPWfnzp2MHDmSGjVq0KBBA+677z6cTmfFBlrJtWjRAsMwCn08++yzwQ6rUnnzzTdp0aIFkZGR9O/fn0WLFgU7pErr8ccfL/L3sUOHDsEOq9L566+/GD16NAkJCRiGwfTp0wsdN02TRx99lEaNGhEVFcWwYcPYtGlTcIKtQpSoVDM5OTmMGzeOm266qdjjLpeLkSNHkpOTw7x58/j444+ZNGkSjz76aAVHWvk9+eST7N27t+DjtttuC3ZIlcaUKVO4++67eeyxx1i2bBndu3dn+PDh7Nu3L9ihVVqdO3cu9Pfx77//DnZIlc6RI0fo3r07b775ZrHHn3/+eV577TUmTpzIwoULqVmzJsOHDycrK6uCI61iTKmWPvroIzM2NrbI4zNmzDBtNpuZlJRU8Njbb79txsTEmNnZ2RUYYeXWvHlz8+WXXw52GJVWv379zFtuuaXga5fLZSYkJJjPPPNMEKOqvB577DGze/fuwQ6jSgHMadOmFXztdrvNhg0bmi+88ELBYykpKWZERIT5xRdfBCHCqkMjKlLI/Pnz6dq1K/Hx8QWPDR8+nLS0NNasWRPEyCqfZ599lnr16tGzZ09eeOEFTZ/5KCcnh6VLlzJs2LCCx2w2G8OGDWP+/PlBjKxy27RpEwkJCbRq1YrLLruMnTt3BjukKmXbtm0kJSUV+nsbGxtL//799fe2jCr9poQSWElJSYWSFKDg66SkpGCEVCndfvvt9OrVi7p16zJv3jwefPBB9u7dy0svvRTs0ELegQMHcLlcxf49XL9+fZCiqtz69+/PpEmTaN++PXv37uWJJ55g8ODBrF69mujo6GCHVyXk/3ws7u+tfnaWjUZUqoAHHnigSKHciR/6AV92/nyf7777bk499VS6devGjTfeyIsvvsjrr79OdnZ2kF+FVEcjRoxg3LhxdOvWjeHDhzNjxgxSUlL48ssvgx2aSIk0olIF3HPPPVx55ZVez2nVqpVP12rYsGGR1RXJyckFx6qzsnyf+/fvj9PpZPv27bRv374coqs66tevj91uL/h7ly85Obna/x0MlNq1a9OuXTs2b94c7FCqjPy/m8nJyTRq1Kjg8eTkZHr06BGkqKoGJSpVQFxcHHFxcQG51sCBA3nqqafYt28fDRo0AOCXX34hJiaGTp06BeQelVVZvs8rVqzAZrMVfE/Fs/DwcHr37s3s2bMZO3YsAG63m9mzZ3PrrbcGN7gqIiMjgy1btjB+/Phgh1JltGzZkoYNGzJ79uyCxCQtLY2FCxd6XGUpvlGiUs3s3LmTQ4cOsXPnTlwuFytWrACgTZs21KpVizPPPJNOnToxfvx4nn/+eZKSknj44Ye55ZZbtDOoj+bPn8/ChQsZOnQo0dHRzJ8/n7vuuovLL7+cOnXqBDu8SuHuu+9mwoQJ9OnTh379+vHKK69w5MgRrrrqqmCHVinde++9jB49mubNm5OYmMhjjz2G3W7nkksuCXZolUpGRkahUaht27axYsUK6tatS7Nmzbjzzjv573//S9u2bWnZsiWPPPIICQkJBQm3lFKwlx1JxZowYYIJFPn4/fffC87Zvn27OWLECDMqKsqsX7++ec8995i5ubnBC7qSWbp0qdm/f38zNjbWjIyMNDt27Gg+/fTTZlZWVrBDq1Ref/11s1mzZmZ4eLjZr18/c8GCBcEOqdK66KKLzEaNGpnh4eFm48aNzYsuusjcvHlzsMOqdH7//fdif35OmDDBNE1rifIjjzxixsfHmxEREebpp59ubtiwIbhBVwGGaZpmsJIkEREREW+06kdERERClhIVERERCVlKVERERCRkKVERERGRkKVERUREREKWEhUREREJWUpUREREJGQpUREREZGQpURFREREQpYSFREREQlZSlREREQkZClRERERkZD1/+gr2W+fOUizAAAAAElFTkSuQmCC", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.scatter(X[:,0], X[:,1], cmap='jet', c=y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 194, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ -9.84352595, -9.96540697],\n", + " [ 0.09795656, -0.01811357],\n", + " [ 10.04050575, -10.05118736],\n", + " [ 10.05603167, 9.99326165],\n", + " [ -9.93720855, 10.13647801]])" + ] + }, + "execution_count": 194, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kmeans.cluster_centers_" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 1, 1], dtype=int32)" + ] + }, + "execution_count": 195, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "\n", + "X_new = np.array([[0, 2], [3, 2], [-3, 3], [-3, 2.5]])\n", + "kmeans.predict(X_new)" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[15.49, 2.02, 15.69, 12.85, 12.84],\n", + " [17.55, 3.53, 13.96, 10.66, 15.28],\n", + " [14.66, 4.33, 18.45, 14.81, 9.95],\n", + " [14.22, 3.99, 18.1 , 15.05, 10.32]])" + ] + }, + "execution_count": 196, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get the distance from the value to all other centroids\n", + "kmeans.transform(X_new).round(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 197, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2044.6185867173392" + ] + }, + "execution_count": 197, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kmeans.inertia_" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-2044.6185867173394" + ] + }, + "execution_count": 198, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kmeans.score(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-4 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\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-4 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-4 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-4 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-4 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-4 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-4 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-4 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-4 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-4 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-4 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-4 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-4 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-4 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"â–¸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-4 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-4 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-4 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-4 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-4 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-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"â–¾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-4 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-4 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-4 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-4 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-4 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-4 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-4 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-4 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-4 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-4 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-4 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-4 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-4 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-4 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: 1ex;\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-4 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-4 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-4 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-4 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-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MiniBatchKMeans(n_clusters=5, random_state=10)</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-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> MiniBatchKMeans<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.cluster.MiniBatchKMeans.html\">?<span>Documentation for MiniBatchKMeans</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>MiniBatchKMeans(n_clusters=5, random_state=10)</pre></div> </div></div></div></div>" + ], + "text/plain": [ + "MiniBatchKMeans(n_clusters=5, random_state=10)" + ] + }, + "execution_count": 199, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.cluster import MiniBatchKMeans\n", + "\n", + "minibatch_kmeans = MiniBatchKMeans(n_clusters=5, random_state=10)\n", + "minibatch_kmeans.fit(X)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "notebook", + "language": "python", + "name": "notebook" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/playingWithClustering/KMeansMultipleClusters.ipynb b/playingWithClustering/KMeansMultipleClusters.ipynb @@ -0,0 +1,562 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 495, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "np.random.seed(10)\n", + "\n", + "X_1 = np.linspace(-10,4,1000)\n", + "X_2 = np.linspace(10,20,1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 496, + "metadata": {}, + "outputs": [], + "source": [ + "rnd_1 = (np.random.rand(1000) * 2 )\n", + "rnd_2 = (np.random.rand(1000) * 10 )\n", + "\n", + "y_1 = 10 + rnd_1\n", + "y_2 = 10 + rnd_2\n", + "\n", + "\n", + "y = np.append(y_1, y_2)\n", + "X = np.append(X_1, X_2)" + ] + }, + { + "cell_type": "code", + "execution_count": 497, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.collections.PathCollection at 0x7fb989a41b10>" + ] + }, + "execution_count": 497, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.scatter(X_1, y_1, s=2)\n", + "plt.scatter(X_2, y_2, c='red', s=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 498, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-63 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\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-63 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-63 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-63 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-63 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-63 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-63 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-63 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-63 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-63 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-63 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-63 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-63 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-63 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-63 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-63 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-63 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"â–¸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-63 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-63 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-63 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-63 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-63 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-63 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-63 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"â–¾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-63 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-63 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-63 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-63 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-63 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-63 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-63 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-63 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-63 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-63 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-63 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-63 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-63 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-63 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: 1ex;\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-63 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-63 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-63 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-63 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-63\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=2)</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-63\" type=\"checkbox\" checked><label for=\"sk-estimator-id-63\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> KMeans<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.cluster.KMeans.html\">?<span>Documentation for KMeans</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>KMeans(n_clusters=2)</pre></div> </div></div></div></div>" + ], + "text/plain": [ + "KMeans(n_clusters=2)" + ] + }, + "execution_count": 498, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "kmeans = KMeans(n_clusters=2)\n", + "X = X.reshape(len(X) , 1)\n", + "y = y.reshape(len(y) , 1)\n", + "\n", + "\n", + "Xy = []\n", + "\n", + "for i, z in zip(X, y):\n", + " Xy.append([i[0], z[0]]) \n", + "\n", + "Xy = np.array(Xy)\n", + "Xy.shape\n", + "\n", + "kmeans.fit(Xy)" + ] + }, + { + "cell_type": "code", + "execution_count": 499, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.collections.PathCollection at 0x7fb989989d10>" + ] + }, + "execution_count": 499, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "predCluster = kmeans.predict(Xy)\n", + "plt.scatter(X,y, c=predCluster, cmap='jet', s=4)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "notebook", + "language": "python", + "name": "notebook" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}