From ee48d0f604aa0c1c39b1997202b227e83a4bbe4d Mon Sep 17 00:00:00 2001 From: Macheing Date: Sat, 20 Nov 2021 10:07:10 +0800 Subject: [PATCH] Added clustering model --- Clustering_models/ML-Cluster-K-Means-Customer-Seg.ipynb | 1 + Clustering_models/ML-Clustering-DBSCN-weather.ipynb | 1 + Clustering_models/ML-Clustering-Hierarchical-Cars.ipynb | 1 + .../ML-Recommendation-Systems-Collaborative-Filtering-.ipynb | 1 + .../ML-Recommendation-Systems-Content-Based-movies.ipynb | 1 + 5 files changed, 5 insertions(+) create mode 100644 Clustering_models/ML-Cluster-K-Means-Customer-Seg.ipynb create mode 100644 Clustering_models/ML-Clustering-DBSCN-weather.ipynb create mode 100644 Clustering_models/ML-Clustering-Hierarchical-Cars.ipynb create mode 100644 Clustering_models/ML-Recommendation-Systems-Collaborative-Filtering-.ipynb create mode 100644 Clustering_models/ML-Recommendation-Systems-Content-Based-movies.ipynb diff --git a/Clustering_models/ML-Cluster-K-Means-Customer-Seg.ipynb b/Clustering_models/ML-Cluster-K-Means-Customer-Seg.ipynb new file mode 100644 index 0000000..d3acbc0 --- /dev/null +++ b/Clustering_models/ML-Cluster-K-Means-Customer-Seg.ipynb @@ -0,0 +1 @@ +{"cells": [{"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "
\n \"cognitiveclass.ai\n
\n\n# K-Means Clustering\n\nEstimated time needed: **25** minutes\n\n## Objectives\n\nAfter completing this lab you will be able to:\n\n* Use scikit-learn's K-Means Clustering to cluster data\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "## Introduction\n\nThere are many models for **clustering** out there. In this notebook, we will be presenting the model that is considered one of the simplest models amongst them. Despite its simplicity, the **K-means** is vastly used for clustering in many data science applications, it is especially useful if you need to quickly discover insights from **unlabeled data**. In this notebook, you will learn how to use k-Means for customer segmentation.\n\nSome real-world applications of k-means:\n\n* Customer segmentation\n* Understand what the visitors of a website are trying to accomplish\n* Pattern recognition\n* Machine learning\n* Data compression\n\nIn this notebook we practice k-means clustering with 2 examples:\n\n* k-means on a random generated dataset\n* Using k-means for customer segmentation\n"}, {"metadata": {}, "cell_type": "markdown", "source": "

Table of contents

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\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "### Import libraries\n\nLet's first import the required libraries.\nAlso run %matplotlib inline since we will be plotting in this section.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "import random \nimport numpy as np \nimport matplotlib.pyplot as plt \nfrom sklearn.cluster import KMeans \nfrom sklearn.datasets import make_blobs \n%matplotlib inline", "execution_count": 20, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "

k-Means on a randomly generated dataset

\n\nLet's create our own dataset for this lab!\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "First we need to set a random seed. Use numpy's random.seed() function, where the seed will be set to 0.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "np.random.seed(0)", "execution_count": 21, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Next we will be making random clusters of points by using the make_blobs class. The make_blobs class can take in many inputs, but we will be using these specific ones.

Input \n\n\n
\n Output \n\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "X, y = make_blobs(n_samples=5000, centers=[[4,4], [-2, -1], [2, -3], [1, 1]], cluster_std=0.9)", "execution_count": 22, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Display the scatter plot of the randomly generated data.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "plt.scatter(X[:, 0], X[:, 1], marker='.')", "execution_count": 23, "outputs": [{"output_type": "execute_result", "execution_count": 23, "data": {"text/plain": ""}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "
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8RXk+NpTnoygnQyc95PXk2meiDotm/iszAYLIBQTGCScSw/FO83njsSXYvrEcb6mWtonCNmKXKV5cU4TL3QGcNyhBVhRmovnGCOZnpOAKN+rNCsksuE4EvEsjhbkOQAgwOBrC3rOt+MP5NlCZavWDMQs9+ZmmfoQjss5/RaRWBAQE4hJ+NufJzadd/CNBJFuMQAG03hixbET6VlV8OMlN35M7G9f7hqdFVE+pok7pCYxh6FZY97f1y/JwVK0DGO+Vz62zBTRZUsPJ7gQVRC4gMIWoafFj52cNmif39o3llm6IhBBdNMnAlCePluXieGMPvrzUbWv/ynDKMPh4PJib7sHLmypwvLFnwgVTHiU56WjuH4l5jAS9Ksc4LJrh9YdLsaE8H18ZVDlsiMYrDy3G7083J2Sa5YSgYylfbhfBJ43ICSEuANUA2imlG5N1XgGBOxl8WoWAwj8S1P3Y2SQgxbaVgFAlPcKnb09c6cWjZbl4cFEWSudl4L1T12NGyskg3XPNfnzTNoB/86PFyJmdgr6bE1esEAAtcUgcsHZbtMOBWh/4V+xxKVJRVqfYUJ4f0zSL/ywAOJIm2ilfbqe0MZkR+X8AcAnAnCSeU0DgjoVVQ5HRwW9zZSFkdcIPlSm2ri7Cwqw0tA+M4g/nWrUuz18fqgNVpYZ8OmZuumfc03viIRShePdEU9LOl+wkjfHeCIDnVi7Cb59Zrj0WK+1lJN4tnF9LLGmiXXrmdkobk0LkhJBCAP8TgP8M4H9LxjkFBO5kGBuKnl9dhM2VhaYfO/MIYaTAm2Lxbn+MuyMy1ZH5wOjUtd/fbiRScGVDmLdUFuoarRo6BkEBVBRkmtQrBwxuihSwJGinnaC3s9U/WRH52wD+dwBeuwMIIdsAbAOAoqKiJF1WQGBmIlZDEf9j31xZqBG8cfv/0/J8U9u5SyLY+MAC7fEpaNyeFBAA9+V7ca1vWDdE2QouAm2hbOwKaKkqU6cngSZJbOgYxIecm6JLIthSqUhH+c8iEdO029nqP2EiJ4RsBNBDKa0hhDxqdxyldDeA3YDSoj/R6woIzGTYRWexfuzMIKqqOBt7z7aaSJwQYOemChypN49esxqbNpNBocwYLZ6bjpYb+rw6H6kTRL3ZGYmHbd4I3uKWJ3qWkgHMlgr8guzESfF2Da1IRkT+IwBPEUJ+BmAWgDmEkP+PUvo/J+HcAgJ3JGIRtvHHbhX1WZH1fXle+EeCKF8wBycNypTHORnenQQjiQNAjjcF/uGQRsbnmhX3RJcUvwmKSESrSQDRlEw554XOR97Z6SnaAunESfF2QZroCSil/5FSWkgpLQHwPICvBIkLCMRHVXF2TL8VBqsi2RMVC0zHXe4O4P/4vBG/P92Mp1cUaFpxtwTkelOxiXsMAOZ5p4Z0bjdkGZb6+4hM4w7yqCrKQopbgktNs7ywpgjvv7IW/pGg6TMAFK0/O6eVk+JkQejIBQSmOazSMFXF2Th3vV+XXmH68VBYRnqqGx5Vgx6WgffPtprO25dkk6vpghvD9q/LSO9uCSCEaEM4vm0bwI6nKsxt+zAXOmta/OgYGIXHpUT6U+lVnlQip5QeB3A8mecUEEgU032+YqJgaZiDtT4dEaWnWv98KYBzahR/p2NVSTaCYVnnQ86wJHc2mvtuIiybFS5EbaR6/ZF7cKDWh31nW7XuT/9I0DTH05gKA6KacrdLwtbVi0weOpMJEZEL3FGY7n7SicDYjHJAHQ13UB0N1xcYs3yeXafjnYZl+V784ollAICtu06biphrFs/F3215AAdrfegJjOk6PAmAFYuytO/GwVpfXFkgX7t459jVqOooImOhjY3xZEEQucAdhZnqJ83Aa5x3ftagawziX9eBWh+ONfZM9e1OKS51BfDCe2ew79W1eOWhxboGIJdEsLmyEEB0AZRItGEqxaFSyA7TbfybIHKBOwrT7QeWCPjdhESiE2+CIRkN7YOQ1MlALomAAAjfAcOVJwo2vHphVpru8a2rFqGqOBu//LhO1zS1/v5crFiUFVcpFA/TbfybIHKBOwpT9QNLRl5eP0xC6dCUVaOs73yD0RwvISgvyNSKmdrDuD3WsmkeCaMWvujTBfur2/CDRVm6xyoKMlHT4sdHNdG6AgXw1fc9eKwsd8qJN9kQRC5wx+F2NV3YIVl5ec3OFtGhB0fqO/Gnq326Zp5QWEZDxyB2PFmOtw7VIUKVIcblC+boCT8JWF2ivA7jFPvbjcKsWfAN3HJ0bChCTfdX3zEI/0gQIUPBNyJTvHW4HmX5ShP6eBff6VaLEUQuIDBOsCi8Y2BU19339tHLeHP90pg/bKtC5kc1Ps0rZfvGcry4pghl+V6cb76BYEjWXP8olCi0p2xMI/hIhCJ3ziykegKWU4WAxCN2l6RMG0rGwpDvTUWXTXHWCk5J3O41ESgLo9XfIjLFrq+v4cSV3nET8XSrxQgiF5g0TCdZ4ETvxWh65XZJCEeUH/bJK304e/0G9r2qJwerQqZbIgAhOr8QSqnWWFJVnK1F5mOhiEas4QjFV9/36NIGX1/uxcs/LMGhb9vRNaQnTZdE4CLK85wmSSJJzKY4IXEnC41b9REPjIXRExjD4EjQFI1LBCgvyERDh1mSyNA9dGtCRDzdajGCyAUmBU62onbkmujjybiXeDCaXm1dvQgN7YOanpnJBHlfa6tCptKIojdw4htOWKQejiik73ErlreEKK3kPMIRGXtsvMhffWgxNpTn4+2jl03t+3ZQJ6hNWlv/Pbmzca3npu31vKkuvLSmGKeb+tHQMQiZQk1F6SFTYMenDZBl65UoxUWwrjQHDR1DpqlMTiGKnQJ3JeJtRe3INdHHrRBrQr2TaMxqwTBGZFtUqRvfmHK5O4B3jl3F2tIcy0ImpWpBE1EFCkurAErDCVNcAMqCUVWchZ7AGFYsysI/N3Rp55QA3QLBQyKAN82DquJsvLl+KU5d6YtLzgTA3zyzHL/703Vc7bkZ5+jkIN51hsciJo9xSpUhG8aO/JChCPxAYSa2riqCfySo7YispjIZEStYmOxaTCwIIheYFMTbitqRa6KPGxFrQr2TbXEsm1Jjt+WWykJ8eL4VjEPON/tR3exHqkcpXLpdyjXdLgk7noxObz9Y68NetbMQalqFvT7evIlIREsjNPeP4PWHS+FN8yA7PUVHUHw+HQDcLmVgxTvHrlrmjdNTXBgJ6ifPb1pRgEPf+CaNxJ3AKr6mAJ5+sACfftep7USYXlxWF7UUt4TtT0bJmm/mYVOZrDDdCpqxIIhcYFIQbytqR66JPm6E3YR6p9vieAuGsdty66oina8JG0pQ3zEYDRspRVm+13Qe42thr88lKePJ6rnUDQA0dA7hf/ybNaZ73n3iGlr6R0ChLACPLJ2PnZ81YCwkwyITgeK56bjUFdA9ZrTIvV2wiqaNcEvKMYQAYQs2vzfPiw9fK9ENi9hf3QaZRnc4/HvNq4MS/e4IIhe462Flz8qTqRW58sW+JyoW6B53QsYTLUrFer7VD728INN0DpdLUhp41AgxIlMdKdi9FuNjf/vHSzoiz8mIuhfWtPjxd0cu6VQmbFBCrjfVNEkIUEj+x/fOw+AUThFyNPiCEGxdtQgVBZl463CdqQibnZ5iap9n7zVfOAaiw655dVC8704wpNQkpsqi1gkEkQtMCWKlLIzHMYXH+eYbWiTrtNBpRZKJbJmtzJLeOXYVgdEQTjf1QyIKITKSZ/amPJ6tUqb8sOidkYLViDDjtfnHvGke3d8/+64TqxfnoL5jEB+cbzMVOZcvzET5wkyUF2RCIlF3RAB4sDAT60pzsOfUddtBC8nA3AwPbgxHFwqX4T6MWJbvNe0OIhGKhVlp8I8ETcQvEbN1rJPFlwKQKcWR+k7T7oiBBRHbD9dDphQ7P2uwPXaqIYhcYErgdNtqdRzgbJo5g5EQnRRejQTLLwBGnfaG+xUXPXaOFK7jMsVFNFc8RgoRmWL74TpQRH0/nORf15bmwC0RjXiV81iPLSNQvEjq2geR4pYU21tOptfmH0HdycGYU4MIgIKsWegaGoMsK0XFRDg/xUWwZP5snBuOXjeeq8DlnptwS/oUiksCOgZGUV6QqUXIMhQSd0sEHQOjqGnxx9zh8NJP9vnIFDh1pQ/nm2/YqqiO1HdCpnTap1cEkQtMCZymPKyOm2juUtsyh81b5r1nWzVyTPXoCZZd14gr3dEIsqo4G/tejRZBmZrlnWNX0TEwqk2fUU6jsJpxRJjdbqOqOBs7N1VoEaKdSgVQ7F2rW/zae7Qkz4tv2wYQVJmUj5LtcE/ubKxZPBfeVLetrBGAiXgBJbK+1jeM6hY/3BIwb3aqSdtO1N0Mf1pZpnigMBO5c2ZpuvLjjT3Ye7YVHne0SJydnoL6jkF8VKMUij8434admyrw4poi7b2ykn7yHbNMvRNLRcVSUhLBtNCL20EQucCUwGmO2+44ntyZIoP/ezzZGB8dsy0zAN1Mx2BI/wNnCwAvCQSAlv4RvLTnjI70WaGxsSuga/5hyhX++RIhuonssXYbrNuTRZc7PqnXyJlhyfwMPP2DQnzXPqi9RxUFmSArgS8vdZsI1Q5Xe27ias9NnQLEiNcfLkVRTgZ+fahOR8isPZ69Dz9ZloePqtu0e3VJBJVFWag2NPNQKL4yqZ6ApgpiQx+CYRnHG3vw2iP34ExTPwii0+3D6u7EKvVxsNanfWahsAz/SBBvrl+K88034qqoKBRp54+WzIvbrTuVEEQuEBPJ6sa0Oo9THa7xOJ7cjXav77+yFoB16oW/B/9IUIuOx0KK6qQgK03XZCNJSrT+y4/rQABsrizUrnulO4Djl3sxOBLSzvFXH36Ln5bn43d/uq4jLJkrcm5dvQi9gTF8cbFbu84rDy02Rf2xdht8qgfE3A95rXcYOz9rwPaN5XpZYliGJMUbdmYGS6vw+emsdA+eX7kIv/jZMrxz7Kop5cIWC1Y/YBPoD9T6QAB4U91479R1nbyS71IdCylWB7M8Lt15j17qxlffdyMiKykXiZvDKVOKg7U+U0plf3VbtAAskZjFdWMKhhH9dCZxQBC5QAwkS0d7O/S4jMx4TTCfQ4+XV2e6bhZ17a9uw46nKrSUi0SUVnA+4t1f48OOJ8txoW0AX17q1vK9jISa+0dMDSuyHG3+YYR2pqlfG4QsQV/EdJpyqmnx4+2jl02mUAB0kecbjy3R66ZlivmzU9B70/mYN49bwss/LNHSKxTA4EgIe05dBwA09cUYYkGAn68r0Qjzt88sR02LH1t3ndalaozRPoWSv/a4JUiIashlGk3FhGVgVUkWvmkdgEwp3C4J+6vbEJajdYczTf1aRA8on4cdrFIwViPfpiMEkQvYItGioB2MW9vxFoz4aIn9wIzEx3TEbkk/R9H4WvwjQTxbVWga8cVHaUYSCIZlvKWmY3hkpnswMGKdczbmddn9p3qsydpKbml8n435WyMIlJ0AKwIa36MVRdm6HYFkUcQkAPLmpOKBwiy89sg9AIChsTDOXb+Bq2obfVimePdEU8yBxpQC7526Dln9LFj9gFfK2HmsUCjTd9bfn4evvu+BTCkIIbr3f2meMiXoTFM/2gdG8Ydzrbrv69rSHLi4AjEFbAvmVt8R48i36QpB5AK2iBUdOo2yjVtbl8scZTpZEKyKT+y6VmkWqzmKRk0w66o0DjXm78FlKORZFfweWJiJE5x/iYsohDwWlrF1VRFeXFNker9+Wp6Pb9sG8NPyfNPiuOOTeoQiFGdVwjGmjoxdnyYQJYLdd64VB9RGJaOE8uvGHoQiFB4XwSNludoOgYEC6AmM4cSVXjxalqvdg1VAq+s+tVgU2HsWDMvY9fU1HOcmGxECPLgwE99y+niJKP+LyEo36zxvKnZuqtAWwx2fNmif2Wb182ULnNXnyReIU2wWdvbeTCcjrEQgiFzAFrEKkonIB1k0RKBoqq3UAXYLgtEqlnGEsVPTmGYxzlE0aoJ3fNqAZ6sKY26fq4qzTZ2aVvjztX6sKsnGebVwF6FAdYvy343dDVpxkt3bWEjWOiffPdGEopwMjex3ftqgpXKCEYrfnWqyJByWFrIEVbTX/A6IvUcM+7at0xH7ySu9WhGnXg8AACAASURBVBfpsgVzUNc+qNny7j5xzZbE2efqcSndp+UFmZa7FobuoVu6aJxSaCROoKhtnv5BIXZ82oCwLCMcodh3tlWnIGLvp5Wqx+r7yheI7QrmsfLmMwGCyAViwq4gOV75IJPjMRyIkXaxtIoNRzXERsUKI7hQWLaM/FmBkxHU3rOtcEsEOzdVmLTGLPqjUNIU/NDee3Jn6zxIZJliaZ4X37QNaOZXjKvGQsoosi2Vhdr7oHQcRu/rSH0nAL1ihuFq7zBcEuACdITzbFUh9nILjOKGq+Ti3S6lpz0coXE7Ehu7AmjoGMTD987HPG+q9vmw912mSu6fvXYKfSrEJQHPryrSIuN3jl0F5V4cn3bxuAi2ripCY3eDZVpIIsAjZbnwjwQR5to3jd+NWEVyu7/FKpiPpwA/3SCIXGBcSEQ+aNViD8A0isslER35WlnFLsxKM5tEccUp3s/ECCv5YFimeOtQHVr7h3XFPAYCRpIAKJDqkfDyjxZj+yf1GmlLLgIKoGRuuml6PQXwUY1C5Oz9CoyGdEXR8gVzLEmcISIDf3F/Hl7jmo62VBbiYK0PwZCiRNm5qUIXdTZ2BWw7Eu1y7Hzz0vuvrMXbRy9rWmveQbChYxAfnG9VlCOEaCRu9R5rny0BdjxVoUXHvD0vc280+szwzo68ta+TiNnJcTOVtK0wYSInhCwC8E8A8qGk5nZTSv9houcVmBxMRF7o5Idg12IPqGkXNfIiAJ5buUh3PmZuRNUiV0VBptbwAcCkWDlS36l5bIQiVJMDMofA+o5BPLAwE1d6AvCPhLXzRCiw60STfcFN/YNLIlhdMhf/5V++1w0+jqjbfztpXyQi4++OXEJPYAw/Lc/HL362DEU5Gdri5h8J2qYiGBo6BrUiHXvf7SJK9t7adSSeaeq3jIhDEaqLet9cvxRnm/oRVNM0l7oCKMv3qjsbxPSNMfqeyxS6YRlVxdmagocvXrPz8HUP9jfAXKAEoGu+YjurF947o+0CjQM+7kQkIyIPA/grSmktIcQLoIYQ8gWl9GISzi1wGzEZNp2xcunGtMtmLu3CmxsxhcRbh+pwvLEHj5bloqFjED2BMbhdyqAFj1vCExULcL75hkZSVnJAO8SmUQURmeqKmsbnWpEx61xk7fHvnmjCxc4hrCnN0bTJNS1+eFzE1NjDo33gFv7+Xxoxy2P+nBq7AnH90vmdjt0INI9LvyOqKs7GcysXaRa7obA5TWSVVtMWges3tDy+8dzsuESiZePCzaJ6do2Pqtuwb9s6ZaeiPmYc8HGnYsJETintBNCp/neAEHIJwEIAgsinOSbDppMnFJfBF8NJMZUnnAgFPr/Yjc856ZxbAp5fHc3RluV78cb7NY67F28nHr53Hv58rd+UMjlxpQ+nrvbpokqnU9WsdPGKrzZ0BcFY761/JKhJDlnKpHxhJioKMnWmX8zNkS0yVmkiu51cVbHZqmCi3y3j4sQ6O7X3Rt1RWGnSk4XpNK6QR1Jz5ISQEgA/AHA2mecVuD2YDLkVIxQWPfGSOL5wVdPi17XZ27XDGxGRgQJOndLYFUB3AkN+bydab4yYxrExMPXKrq+vYTQUQSSemxTMLou8koTCbCngtFC9/cnoRCIm3QSlCEWo1krP7HEjEWsVjBWM158oCRoXJ0Bp0rKK+j+qbtPklcYC+3gxnQdNJI3ICSGzARwA8CaldMji79sAbAOAoqIi458FpgCTJbeqKs7W8uFW0b/dD2T7xnL8+lBdTM9qCmiWsO9+fQ1HL3Wbjv/xvfNQvmAO/t/TzRi1mTCfCOwaWIyNNT2BMa1Yaqe/5ncX/HlYa78kEdy/YA7WlebAm+Yxyef4hU4GHHlm8587a1Ji8k72+fDF4JrWAXhc+garRJEsEjQuDnZRPy+vTNb3ejJ2sONFUoicEOKBQuLvU0oPWh1DKd0NYDcArFy5Mpm7HYEJYLIq94kOaACgWojGP3d9x6CleRSgKB6eqFiAnZ81mOxnxwunX142Pm3e7BT0cS3xaR7JdkFZlu/F3zyzHABsC4GAvqjIlCVW3tx2YOcyyTvVwc5ULZQCynCG51YVoSArbdzEeLtI0KncMBmYzg1DyVCtEAD/D4BLlNL/c+K3JDDT4FTqZRf96/LoLgkX2gbwD0cv69rjGR6+dx6u9Q2j3T+qPXa1O2BbKJQBralmIvC4iOX96K5l8+chwwSeWLuC79WhCuz9eWH3aS1FsG/bOt0u5kxTv1bgZe9du8GbOxaM8s7Hl+Xiq+971Ok5UV16CtdBOV7YkSD/3WH3NN3yzwzTuWGI0Fj7VicnIOQhACcB1CFas/klpfSPds9ZuXIlra6untB1BZKDieYtk2msdbDWh/2c1akVUtwSirLTdHrtuRkpuDHs3ARquuPFNUX47TPL8eo/Ves8UVaVZGP/6z+0NHdicyp5wygn0tCX9pzRqYaYV4mLAFtXF2HhBKJwq+tZecawHQEIQTgS/3s0XQuOkwFCSA2ldKXx8WSoVk4BMX1zBGJgKr+UTkg43v0la8vM8ujxot5gWMY1Q9PNTCZxq3x7X2AMv/q4Dl9e0ufPzzf7sfdsK/wjQZO5U0FWGsKy80k27HPlLQoA6LxKkqE04WFMd+i+OxGlfcjYxRmL/KdbwXEqITo7pxBT/aV04m4Y7/6MaZFEtvZGGJ3q7HCnFFjsiqbHGnsQjlgPcvjHLy/j3z++1DJN4TR/G+tzdZI6SFbwYZSmghCtJ4B1cfJKmmerCkFgtigWRC6IfEox1VXweMUbp0MO2CSX/dVt+MO5Vhzk5IVOwchh4wMLNEOpZMJJjnuyYXc3se6za2gMOz5t0Kxx+Uh1S2WhabycVe451ucar0iYjOCDXwiMckL+PvkGoGBYxr6zrfC4iK4JbDoVHKcSgsinEFNdBY9XvIl3fyyvzbw4nG7tY22XJUJsI9WJYLqQeKpbwpiDwivTjK8ozNQNTQYUUmvoGMRmtcWdHyeXoo514+18Qakud+7ke2cXdU80+LBaCHjPb6siOO/bwnvu3I05cjsIIp8k2I06i0Wkk5E/j9cmbXd/zM+CqUHcEhxFSlY/5IO1Pk0aqPiqWHpe3RFwQuIuEu1WPVjrMxE5oGjU+cWPWRkwzxmebAG1YYiztI33vbOLuicafCSyEBh3e0zHnuzc/Z0AQeSTgFg/DCsirWnx69zhprKoY0f0Z5r6de3RERn4y1WFcSMl/occDMnY+WkD6tsHtb9TAMVz09GiWqeyZppYvH47IvhkYGF2mk4maQQB4LZI+TASP9PUjx6LLlUCINebqr2PlCqNQ1DHyfGSREmKnl+mQGA0pKVc3nhsiamjFohNthOV4CW6ELDvH3s/RBRuDUHkk4BEohAri9HpVtSpafGjfWBUR0IezgI1/vOivuIXuMkwDM0ciS/N86KxOxAzQn+wUD9hZjrARRR7Wjsil9So2ziIWSLA2aZ+fKhGoEqbhh6bVhRoPumyWhSVZYoX1+g9Z840KePP2Dg7AmDPqevapJztG8tN04eqirM110m2MPBkm+w2e6fnmKzGtZkKQeSTgESiEKNZFO+vMR1g1P7+xf152kACp0Uyt0SwvDAT3/kGY0bSMlWsU+Ohrt2axBdmzUL7wK24z78tIARHL5nb7xlK58/GlspCvPDeGd3jMoXe09ywghEAf6zr1OoR2mEALncHtJoDq13MSXXr2v15a1tjCoZ11O78rAGyGuVv31ge10ohUQhSTj4EkU8CEolCjJKs51YumnBXnRFWxUanEZKxG/DBRVmOBtQan5c7ZxYoogSc6GR3HnZ1zM7BKSJxWFva8mjqvYkDtT7dJBwnoIBtw1TbjRFT7QKIDmN+5aHF+P3pZi2g4FMwVmZcBFTX8j/VKisBewginyQ4jUKS1QZsR85WXYFW22s7xLKljXUf2ekpul1JrjdVZ6XaN04SjwUnPi1TBZkCDe2D2uShZODpFQtxgPPiZqBQ8ujeNI/pu+VkliXDVKusBOwhiHwaYqJbz1hbYGNUdaS+U8vHG21Q7e4tli1trPswdhEy0kkW4U7XoqcdrOoDVpgzy43hsbBp5yERoGhuOrqGbmF1yVxsKM83pWrYcfy8T/5z4r8X7N92gcR09hq52yGIfJIxnpmDQGJmQjxZj4X0E1KMUVX5gjnaSC7eBjVe+iWWLa3VfbBWcj4NYzUSzAoSAX60RLGiPfRtu+3QiJlE4ongxdVFaOob1lneshIoKwyfuNKHWR6XbnTePbmzUTovA/O9qbbpObtFP5YkUBD49IMg8kmE02KRsTVZlmVEZJgc8OywtlSZJs+Kpvur27QfsjGqOtPUr6U4mA1qTYtf57q346kKU/rFyTY71jFsYShfMAd/vtpnm+cGFH06s6IdS5IV7XSE3Y5iaCxsemyeRU2he+iWzi6htX8YTb03NfdCK4i8950BQeSTCKc/Gp3Wmst3BiMUBxzOH1yW79W27iHD8/io6ouGLgAKiaSoZHug1qcV1IIRig/Ot5ru+43HlmD7xnJtgLBdMxOfTmHH7D3biu2H600T6+0QDss41thjGv02XeEiwHxvasLj5uxe20c1PtwzL0P32MBIyHTc1lVFOtkhczKM9V0Tee87A4LIJxFOfzT8cVC79hj64owx46N5BororEVeSva3Ry7hPNc1+NPyfJxp6jddI2/OLFzqHNJGfzFDox2fNmgkcayxB7nqFr6xK4Dth+s1vTK/86hp8WP74fq4xlg8ZABfXOyG26VsHaZzERMASudl4FrfcPwDHSIckdEd0CtwQoY34ekVBXhxTXTy1oFan9ZpG8vMTOS97wwIIp9E2P1ojPln/rjs9BRs/6QeYTVCPn6511YlUtPix85Po5Nw+K06m7XI8t0v7D5tkrEdVs2qPC4Cj4sgHFEaQh4ty8Xxy73K2QhBY1dAi9IBJeJnTS0fVrdBlqmWKmFTzPlUjp00z24kGoMs0xnhl3ylN3kkDihS8rQUNzBsjsIBYEnubPyrdSUAzHr9x5fl4XhjT0wzM/ads+ryFJgZEER+m2BX1DQWi2IVm9hxDR2DeP9sKwCFGHd+2oDtT5abzmPUD7tdigGVcdaine83eyQcoXh+jTJUIDs9BUfqO7U5juGIHDOiNp6XEKINPJCIomVO9UgIhmRFekcAWVZUFS//sAS7TzbZkvl0j8QThVOVDQVitvpf67mJl/ac0RZ/Xq8/GoqYzMwAc/F8qi2VBSYGQeS3AYn8KJzkzb2p+o/pgm8QL+w+rSt8Gr1PACAnIwVPr1iIobGwLpJVfL8BO/8mSYpOHmevg0KZfymR2H7hHnXxCEcU86vF8zJwreem0kZOKfacuo6dmyp0MkQ+Wk8G4kX20wXjvUX2WVLu/4MhGW8fvYwnKhbo0nfGpp/s9BTL76Yoes5sCCKfIKwib+OPgk8tGH8cLB8eVNMhF9oGTKmThs4h03VDEar7sa0tzYHHLeki8q6hMbx7ogluSSG2D863YeemCry4pgiVRdmWrnoA8MpDi1FVrPeDZhLAJyoW4K1DdVrqhADYcH8eAKCpbxil8zJQOi8Dn9Z1osM/qpE4gyxTkwyRf628bel4deEzgcQnApdETOkpGcCfrvbhfPMNU4GZb/qxI2xR9JzZEEQ+AdhF3prpEChcLinmLMWq4mxs31iOt1QVx+cXu3G8sUcXbT9RscCktXZJMP3Ynq0qRF9gDN/5BnSKCcbtMqXYfrgerf3DON9iTeIA8GGND0U5GSY/6LGQMhVekggiKpMTohT39pxqQlgGrvbctDynpLKy2x2/8Hag1qcVXM809WPolll+dyeCAHigMDNuo9DGBxbgnxu6TM1UTOV0pL4Tb65fauuwaUXYoug5syGIfAKwim4AxXRImURO8OjS+Th6qTvmltU/EtRFWMZo+8U1RWjtH8aHNT5tPiUhBAdqfQBgUon8fF0J3j3RpJ1PQnQqdlim2H2yKaab4I3hIH75cR023J+H1SVzceJKH0CBc81+VLf4TeQRK6/N8NSDBchIdeOD863Yd7YVH1W3YcdTSoolOz3FNDcymR2fMwEuAvzm6eUoy/eaah1GXO8bxubKQjS0D+qMxwiUz+PUFSUytytsxurcjGe1IEh+ekIQ+QRgtR3l3QsppZjnTY27ZQ2M6tUIFNEOS0D5Ef3uz826H3coQrH3bKtmUcoQDMvwpnnw22eWaxrv1v5hHbHzJM68Pqw4k7dXZWBpFiOZx8N1VY7HXkIwQvHLj+t0x6S4FJMwOxJfmDULXUNjukXvThlC8fiyPM2gat+ryjCF3sAYuodumSL0hs4h1LUPwi0ReNyKxJBIBPMyUtA9NGYaYGxEot2ZohA6/SGIfAKwi2544t5SWYgtcUzxrXLgvOvcQQsjJAYjh0mEaNdhuuJt/1StP0a1NSUEWFmcrdOSx4NEgG0/LsXuE03g7yhePruhY9C2uMoQjFDUtvgtT+R2EfzjC5XR3YdMIbmU1zHTeVwiysDlzy92Q1JTVeuX5YECGBgJajlxSf282K4oIlP8ZFkueoZuob5jUEun8d4qyYAohE5/CCJ3CKdyQjtyt9KMA9Da1PkcuNtFdD9CI1HNmeW2zRv/8J6o+oNpg780+GJXFWWhtnUAEZni27YBSJIy4QeARiRNvcMw8i4B8DdPL8eLa4oQGAtrkkiJAOuX5eGr73sgy9T0vMw0NwIO89x2/uOUKimkF9co3YsHan344HybFrmz/HL/zTH4xuFB7iL2drjJRla6R9eZOTs1+nkyP/KrvU2657gkgt9sqkBZvhcv7TmjuU9+fbnXtMgvX5hpkqc6gd13XBRCpz8EkTtAoltLu62r0UOFH4r7+sOlON3Uj7w5s/DaI/fonl9RkKlLZ8Qq/p240oeTV/qQ6pG0BcVIUIFbYchUiWTDMjWlWlaX5qBiYaZumj0B8J+fWa5F+ZsrC3Gg1qf9uB8tywWgRN7GYQ7eVDeGxyKAOo9zPIQZkSneOlSHsnwvqoqzsevra6YUy7rSHLx36npC5yUA1t+fh2ONPUlhcokoO56wzbncat2Ef2+dFHOZ2ocPFDoGRrHvXKvp2IqFmeMi8VjjCEUhdHojKUROCPkpgH8A4AKwh1L6t8k473RBsraWxvMA0PKZ3jQPDv/bh7SoCIhG1MrEFufXURQmyn0a8++AEvUSKKRDiDI1hiEiA/vOtsIl6XsoKYAPzrdqRAoAD987H91Dt7CuNAfbD9fZpk66hm4puXVuuAHrPi3JSUeuNxU1arog1suMUGDX19fgHwma0kEyVceYJVghzc5IUZqmkhSOyxQonZuOUISi5caI9jgb7sA09InCuEsDgPKCTE26KiM6TcrOICsW4n3Hhevh9MaEiZwQ4gLwDoANAHwAzhNCPqGUXpzouacLEt1a2m1RmSyRDcslUKJh1qjxq4/rTFJF9gMbDzoGRnWDjXlQAC5C8IOiLBMpskjdiAu+QWzd9WdUFmXr1Ct2I9sIgPvyvfi+K6DqwpXhBts3lmta9Ob+EbQPjKKyOBv+kRBGg+GY49mOXuw2pW4YZFUp5NSMC1AUOp9bFHUngquGFn2W2x4Ly2jtH0ZNq/OaBKC8j8+tXKQt7FYe77zyZzyEK9InMxvJiMhXA7hKKW0CAELIHwBsAnDHEHkiW0u7LWpNi1/xTFHZL8IVG5/5QSF2fNqgV6WojUQUio0ra5F3CkKAfedaLYf3MsgyRTAs6+SJ8RCWYWoksiPxTSsK8Me6Tu3vkmq4daapX7fDCEWobcG1eG462gdHEYkoi5+VT4tbyVIpck81xWNHzvNnK5OKJnOWp0yj75mVRpxF6xsfWKBLubDXxYrmgMEZMyRryqSJkDgg0iczHckg8oUA2rh/+wCsMR5ECNkGYBsAFBUVGf/sCFOpZXW6tbTbou76+popb0opcL7ZDwKYom7WSBRSW90TBVXTFCSGNk+GEk0TApA4aY2Erw/gs+86dcTL0hfZ6SmOrkUA/OWqRVhbmoODtT7Utvh1xVAC4LWHS7GhPF+bWMQ0+3a4MRzEb55erjMiY+eiFv8dD/NmK6mZ8c4blQjw/OoiTdnEe8NvXVWEgqw03fed7wSWoWjGT17pAwGQ6pEsbYOdQqRPZi6SQeRWNGP6HVBKdwPYDQArV65MmDNmipbVbovaFMPWtJXLpTIUZadpW3QjF1t5ibgkaHpwiQAUSgrHpRbe7N5wqp4/1lqRmebGfO8s265NOxjTMzIUe9WFWWmOyFIi0e7V/TVmCeYLa4qwQbXeBaBNLIoFmQL/7dgVHYm7JGBxToYpJeIE/TcVeeB47QRK52Xo7IX5747VVB8WOb999DL+dLVPe70USjDAN4bxaZf6jkH0BcYwz5uqu57AnYFkELkPwCLu34UAOmyOHTdmipbVuEUFgF99XIfrvfYkmJ0ebeRgiEUqDy2Zp7wfHBm9+pA+Mg2FFXfBSAwS5xHrmJKcDGx/shwv7TmjFSnHCwKFnJkDIivSWV5f3YpY1QncEkFFQaZOBWS1GBnPTQGTPDEi6xdaSQJckrN0FoVifeCSokXjNI8Lw8FInGcquNY7rDkXAsCWykJQ9f+N7pb8bvTN9UtxvvlG1AsHSg8Bqw8wUreqF3xU3eZo0lQ8iG7P6YNkEPl5APcSQhYDaAfwPIAXk3BeHaZDMcbpF5f9jSfVWIRgp502utwxDI6GUJSToYuQ3zvZhA3l+egLjGmkl6yOx8XqdJqH750/4cJgeUGmbVRphCxTzZOdh0QUvfx/+ZfvNR+YSETG48vy4qZW7CAb2H7Hk+Vo6BjEXkPnLA+XpLSVetTot75jEB/V+DAackbi6qUQCsvY9fU1RYevRtNbOOUJsyhm3/0dTyqR9s/XlaChcwjlC+bAm+ZBYDSkKXd4UjfCaAExHsyUHfLdggkTOaU0TAj5twD+BYr88HeU0oYJ35kBU12MSeSLy45lJGMEG9oQi28IlOIgpdREyHXtgyayilDgrw98l3D6wwk+/a4Tn9V12mqjrZDvTUWXxTSjI/WdmoSRRZW27xM3eo7Houx0xf/FcOxrj9wDQF/o5M9LSNSPJBYiFKjvGMSWykJc6Q7gfLPf8v5kmWLD/Xma7v+dY1cdpXd4SFDqIV9e6tYN4zjAOWbynb3BsIxfH6rTriERaI6H//WrK5BVRRSTebJdDw+PhZQxUcyUHfLdgqToyCmlfwTwx2ScKxamshiTyBf3QK3PlpyYlIxAUZUYf/RL5megYmEmPrnQYVJopHkk3ArZE8XtIHEAthN9eKR7JIxwaZcRm6j05JU+/PlaPx6/LxePluVic6Xi2Hj8cq82luyRpfO1sXFVxdk4aCDyHosF4uF75wMA5nlTdY/zlq+UKiS2YlEWxsKy1kBk9fr2V7fhg/OtWserFSiAo5e6NaXMhbYBxyROCPDaj0vhTfOgfWAU+85GG3sIlNF84YgMiRBUFmXpnmv0uQmpjofs+8lknvyUqXg58kTTJNNhhywQhejsdAinX9yaFj/2V7fFLC7OSXVjQ3m+SYUBKLnxpr5hS0IYncYT5EcM9xarW5HZ9X5+sVtTW+x4shyHvvHhas9NDIwE8TrX3bq5shD71RSV20Vwy2KR+OJiN05c6cX2jeVIcRGEIhQeF8HLP1qsc2cMRShSPS789RPLAChEbFWPsJqgZAWZKjUQt3pNp6AUGBoL4xc/W4aaFr8SdYdkSBLBT+7L1VJEMqWobvHD7VKsgwlg8rjhB0gok5cIstNTHAc+40mTTPUOWUAPQeQO4fSLe7DWp/tBWxXydp9sMrkZ8rib7FtZjvjjb3yalvxGsx/PvftnTZZXVZytOQLWtw9aarEplG7W+o5B7Nu2TjdIgU9NUSgDGM5evwGZ0oTSRTFfQ4zzSFB82I1pF1YDsSqQf/l9j1bkkCnweFkuVizKQnZ6CnZ8Uo9QRDHRWjx/NhbPy0BZvhfbN5ZrqpWdnzXounBjYbxpEiFXnD4QRJ4AnHxxjT/nVSXZphwrGwAgEI0o2wwSTJkqVgEHa31aIZHp6u1AoaQktlQWahOIGtWuUuO5E22wsrv3eHWODffn4cFFWVhbmoPGroCW3/a4CDZXFupSGvzUpMfvy9Xl+nO9qdrfmWnY/uo2XO25ias9N/F1Yw+eW7kIMqUJE7JIk8x8CCJPEPFyiVsqC/GRSjgeF8HTPyhMyCb2bsND987Dm+uX4ouGLp1nOhCdRWklo5ubkaIN2eARiegHDF9oGzAdIwFAHB/zeCTtVguKe05dVwzILBqqUj2SzgCtUfW4Yf9r7Apg52cNlimN1x65B8cv9+o05YDy/TtQ60ND+6BuUQupxfPxELJIk8x8CCJPAHY+F0a7Wn5rf0BtsxewxhMVC3Q7nUPftiM7PQXXem+qNgZEc2rkcc/8DAyMBE1pKOOAYStt+Y/unYc0jyumlPLH987Dyat9tmT/ykOL8YufLdNp99n1fnzvPKwpzTFNqd9+uF5TpoRlqitQWk243/equR/hg/OtluZkHhdx5H1vB5EmmdkQRJ4AdD4Xhi463lOF/yHt+vqa6Tyxor2SnHS03hhxnCffcH8ervcN3zbFyu3GB+db0do/jNNN/Uh1S/jJsjydr0h2eooWtfLvyQXfIJ56sEDnTbLh/jy8/sg9us+JRb/sqSluCW+uX4rGrgC+/L5HG8n3+H25+OJitzb0eU1pDn5qGDTNIzCmFHOripUJ9GFV3iIR5bl8moS9Fl4dIxFiO+F+LCRrTolvPLYkppz1wcJMlC/M1ClR2PfwnWNXTWP0RNR9Z0IQeQLgc4nE0EX39tHLeKJigUY6bkkZW2bFx7E4OtebipZ+c8u+HR4ry8Xrj3jxH/bVjmugQiKYPzsFKR4X2v2jCT+XALgnd7Zpwbng0xcvzzX78WF1Gz7Ytk4rVrKdz4W2AY1sIxEZ9+Z5dSPtBNM3qgAAIABJREFUmFc6oKQ+gmq6weNSzLSYpBFQ5qrKMoVbJcyyfC9OXOnVkap/RPFl2X3iGpoNnwn/GcbKMbOFPTs9BR5V2SIRYOemCm1IBl+YZWQdlpVB2WX5Xhy0kbOmuCXLARL8zpEtZh4XAQhBOCIaeO5ECCK3QKxpQLw2l48UT13pw+lr/VFyV2dqSpL5/LEicqOzYDz8X1804sZIyJHWe6LouxnE+vvzEiJy5qxIATQ53DWEIxS7vr6myxHve3Ut1pbm4KvGHoQjFEQyj7RjqCrOxnMrF2ldmbJMsWJRlhYlv3PsqkaMVgMb+M/Wapi1S4Ku89L4XJYiARC1EJCI9pm7XBLK8r2W3zOXRHQOmTs/bUBDR9Qm2LgoWZExvyMBeFUNjTvPU2BmQhC5AfE0tXwusSzfi7ePXsapK306zw1G5hSwbChJJuWO13VvPKCwHsgcC7LNf8dDU9+wrptx19fX8GhZriYXDEcoGrsCtmRUXpCp+J/IVIuwf/lxHQiUiUXsM5CheN3wpGpMoQ2NhXXR9G82LbdMowHQfXe2VBZGc+DqfbPdxMFaHw6oHZv892znpgpdcZffrRAAj6oyxFjpEc0hkfNhcbsIZOgdKAXuHNx1RB5PdZKIppZvM2eRo1Op3EyAnddLMiER4IGFmfiWIywJgMcwoejopW50D+lTR0fqO03ROABuqpLSrv7zdSXY8Um9ZjLGuxVKRBlPZ4zAWTQrU6AvMKbteAiUwdh7z7ZqhMuP1eO/Oz2BMUhEuZJbGceESET5nrCUnEwV/ftfffgttj18j5Zu4QMEdl2PS5nR+eWl7ph1GeMOgTkg/qdP6pWFhAI7Pql3rDMXmP64q4jcKtoG9AUgJ5pa4w/H2MzhHwlixSLz5J3xYLz2qMlCcU66KT+cTFAK1HcMKUVJjrsvG9IwMgWGx/Tdok9ULLA8p77YSdHQOaRbVCNqbpyqhlc8qYbCMho6h7RjCZS2fzbcw+VSovvth6NDQoLqWD0+EgaA441KMVWSCB4py8VjZbm6wiOf+27uH8EvP64DALy4pkgXILhcEp6tKtTZOvAqF6sdpFGFovjA6OWKIr1y5+CuInJjxHSg1qcZEvE/glia2lijtpgMLVHjpFiYShJnBHM7QQiiGnEupytRavJdb+obhksC5s9OxdMrFuLFNUWWOyyeUAkhyMlIgcQNfU7hHAR5UmWLd/mCOTipmnJRKJYKmg6RUjR0DOrmnEpcvp51V4ZlqqUxIjLF0YvdOHmlV5eqe/+VtfirD7/Vvcdsl2H1Pdx7tlWL8FmQ4XQHubY0Bx5ukUmGcZZTCLvb24+7isiN0TabzGP8EcTS1NpJEO+mtvpkgn/fmMIkHFGkFk89WICMVDfq2wejjo8U6B4aw+9PN6MoJ8OkEmIFQJ5QD33boYxTI8Djy/J0TTqAQjRskPTWVUWo7xjUp146hxBWFxu26LCFQiKK6oWdzz8S1JE8/9rY+D6e1LY9fI8WiQP6XQY755mmfq15iMklt2+MqlX473R2egreOXbVslDPbA4ozH7n/HuRTNIVdreTg7uKyK3SIAe4SMzJUOX2gVG4JAIaoToJokBywFJSlAKHvu3Ab59Zjs2VhTodNSPFI/Wd2mNMJXSg1of3X1lrIlQKJahmXuG8LJCfl9rQUadMV1KfJ0lmvbdd401Nix8dA6NwqwVvohZbtcWKEPzhXCsiFJrsEYhOfPK4CMryvdo9szy8TPX+4hFZ2RUA9kqqeIV6KzhpeEsUwu52cnBXETlg/jInOlSZEYfSaKJscVkqhakDVizKSlhGCCgR43JD4c8pMlKcT6WZzmg2jMT7b8eu4IU1xdi+URn0sL+6DRFViZKToZ/9yUvr2O6L11/LiBpmgVKE1QEM/Eg6hc+j/5ZlirJ8r+X3hKU7dn7agFS3hG/bBhBWI+aKhZnImzMLRy8pKh+inotq16F463A9wO3mInI0b806Qdm9UTaPjyp3t7+6DeUFmRrRvvHYErxz7OqESNM42Nmq4S1RCB+XycFdR+RGOG1NZl9y9kNkEd6zVYVYmJWm66A709SP6ha/2elO/SESi5mbgJLDHQ+JA7gjSBwwyyl9A7fw9//SiFmqMqS8IBNH6jtRvmAO9py6rjuWGXAxLffP15Vgj+o3TlRvFUZygErXnGQUiOreGWSqfPZvPLbE9D3Ze7ZVlxbRnhOh+M43CI9rCG6XhEhEydUbZ5gatf8SieatjZ2gfA0BUHYgbx2uB+WINlHSNKZRjA1v4zHgMkL4uEwO7noid4q1pTlwS0QzJ5IItG22Md/aPjCqTPdhxwJI4Sactw+MYi83SOBOgksiWJSdNqEiaYqL6OaRAko9YuenDbjUFUA4ImvNV/x1t65ahIqCTC29wKcjCIU2V5MQohC7HB3TxppuKgoysf2Tek3h4SL2musj9Z22r4GlQLauVsbZfmPhPc+DdXuy71J2eoq2wNgu/AbVzBuPLUl4h8nmnT5bpaSLjGmaiUTSds6OAsmHIPJEwBQDLqWwZkXiRk8Mq2NrWvz48HybKUJLJu6dn4Er45gKP1FEZGqypDUinqTS6n2Rqb45hkXSLH/MWt759AKgHMNkhnyE7nERPLe6SEtP8F2SZfle/N2RSzjX7Fc015/qvb0ZQeVk2DfVsN1BRUGmLgdvh9J5GZomntfBu7ixbXZTp1hTE5D4DpMV7Zll8PuvrNXZ5Y43khZFzsmFIHKHYMZIFEquc2FWmumLaUy/wOZY1sH3ltpQcjswFSTOEKsPikDRSVMAX13qRteQfmxbYdYsdAxGG39Wl2Qj1eMyNcfwOxwr6SHfoMWnvJiTIovU7YqD1S3RGkdQVZuw3PVLe87gloNpTT9fVwL/SNCR93xT7zD2nm3Fi2uKTDp4b5oH2zeWW6Zx2PvhH4mmpJwoT4w1BL6+YGwyAmCphIkFUeScXAgidwgn+UeWfuHTApJE0D4wipoWv+6L/OIaReYWL8VSPFdxQ7wTlDFsrBuLgp9esdDkQb4gK01n/vX0DwpRlu/F2aZ+hCIULgnYuqrI1mckXk6WpcdYd6cV2Ryo9ZlSGeyfB2p9jkicAthz6jp2bqrQ5eAZHizMRIpb0prGZEAzybL6rr1r4aLJXyswGtLcDmMpV4Copzmbc8oal9i1jGkXVhhOJLIWRc7JhSByh3BStDGaNTGlwh/ORbetfLRTUZAJF9FHsAuz03SmVHcSiT907zyUL5ijU0M8vaIAh7/tAEU0H61puMFFmmpaS5IkjcRjmZvZkg2JVpzLCzItNdh9FsOd56S6lZRYdVvc18krU/7xy8soy5uNi536/Diznt2667SWSpIpxYFaHxZmpeny9o1dAXz1fY/tdQBoAy74ugDLnRvTfy/sPq0FGyluCTueqtAZcxmjacAcsceDKHJOLgSRJ4BYBMFIpbwgE6keC6vbkGJ1y9QWLALif5FPryjA6sU5ui30nUDigLIzKV8wRzcIeSwkYyQYwYb78/Dl9z2glOL45V54XEQXIfJpLX4CkNMcLPtsOgZGdefxjwQtNdhul2TqKt1z6jpqW/1xZ3zel+/VFTW7hsZM6SO3pBRVD9T6UFmUhZoWZRSgJBF8cL4NlFJdJMzImYFYXId9z3jtPJ87Zzij7mwYQmEZDR2DmoEXG63HFjiXeh/85+EUTvP1AhOHIPIkgN+KSkQpTnnTPAiMhrDn1HWEZQoZwMkrfVrrN2Ce2/npd534V+tK8NtnluN3f7qOaz037xgip5TiPY7EAWWRMk7pCUdkvLC6SNvRNHYF0D4wqsn4Em1N16UJJGI6T1VxNhq7Ath94pqWL45EZKxflqd5nwMKUTrxzgnJNGYxlwD4yX15OhMvQoD78rz4npsvyn83jJ2ikgSTAoY/gu9K5XPngELsvF0B85ph6SI2wHpzpeLtspkb8iEi6+mLCRE5IeTvATwJIAjgGoB/TSk1D0m8A2C1jecjPUYqMqVabvS/fnUlIWWKrDaErC3NQXPfsCUZECiRG+/GJ0kE+ZmzxjXwYbLg9G2QqWIzy6s0CBRSMrbXO8nB8oTP5IALs9J0/iX8DoipTR4ty8Wxxh4tepVI7CIuw+J5GWi9MWJb4JQIUN18Q1dHodRMzLFgZY3M3z+v1MlOT8G2f6pG99AtrCvNwe9PN2tprMeX5eHRslwc+sYXvRcoU5soVd5flsYSBD69MdGI/AsA/5FSGiaE/B2A/wjgryd+W9MLdq6JfKRHWMcJFEJm7eNWYE5/xoG9ulSCDfNR9bkvrYlK51ib+e1AIu6LhCgkPHQrbP4blIEMsqwcxxYjmeqvIUHxNjE2X0Uo8NX3PXjtkXsAWNstWCkrNAOtkJLqqijI1FnfGrXgeXNS8c5LVWo6J/rKH1+Wh+ONPSZ9Ow9JfZ2PLJ2Po1w0zyNCgRsjIdtzOAH3VVP+DeW9papW/tGyXMz3pqK8IBP/6ZN6bTG64It6yLiI4uq487MGU/GWLRRCbTJzMCEip5R+zv3zDIBnJ3Y70xNW23iAUzxEKFaWZOOb1gHIMkWKR8ITFQtw+pqekCUCbPtxKbxpHl1OlhBlZuSjZbk409SPwGjsH3o4QvHlpW6UF2RqrdnhWGHaOJEIiUsqOQcsSBzqeWQKLC/MxNZV0RFn2ekpqO8YxEc1Pi3lwbxNgiHZ0GWpt15lkSKv3zdG7ryBlkwpdn6m14Q/UbFAl+7qu6nks7PT9e3//pEgdjxVgfqOQTS068fTafcHJVUkEcDlIpBV8y/jgp0oJABUPQ9Lw1zuuam1/LP/LZ6Xgev9w/jiYrcy2m0lTJ74rIjskgga2gctdw5udVEQapOZg2TmyF8G8IHdHwkh2wBsA4CiIvMwgOkMOykVPxfygm8QOzdFq/9l+V688tBinbxu249L8YufLdP+zTdcANDIiJD4JNo1NKalBNaW5kCSVOJIIqzOxhcBJQLdbNI/nGuNec+sqedSVwP2vbpW1+1nNKFi7w2rMzCVixWx8LMuI1Qh0y8vdeM3Ty9HWb4XR+o7tWKgMcp8cU0RjjX2aJOPZAq8ffQyiuam6z6D881+XGgbwL5t60xqE6vXCc40K9FPxShXpNC56OJSVwBuF9HNQI3IwFWudyAYoepgC3Nai0IheH4xcqkFWH6RdZoTd6JbF1a2txdxiZwQchRAvsWffkUpPawe8ysAYQDv252HUrobwG4AWLly5Yyq4dlJqXipYSRirv5vqSzUfkgSAbxpHtN52bn4OZIWLqi2OFLfibJ8L9I9LgxFrKNhO7ik2PlWK7BUiFHPXdPi17zd4+XDWbv91lVFuoYeOwnhhvL8mCSwtjRHN+sSUAj9Vx/Xwe2KKockWEeZj5Xl4tj3PVqq5+SVPiVNYkhhBCOKPJAAqCxSXRpjvU90fM6YRs251TnCEYqbt2Lv3AiAv3l6OX59qM5UZDYdS4hukLNTsnXSwSm6PG8/4hI5pXR9rL8TQv5XABsBPE5pIhQ0s2BV8NlcWaizwaXQN5hQOCvIAdZkZIzKVxRm4jvmy60iJyMFL7x3xlH3II8N9+fh9UfuwRcNXaamnHi7AbbYFGSlAYDWiLK5shB9gTF89X034t3OBd8gLvjqtCahWD/ueMU2u05ZFnmy1/Sje+fhzfVLdcXqg7U+zVGRh8EEEYCyEHxwPnqsRMyLLlH/53YpVrjhyO2zOTbKGq3ARse9+/W1mPNWw3EmBtlF1E7UQ6LL8/ZjoqqVn0Ipbj5CKb29o2SmIawKbvykGTvfartz7dxUoYuejARwwTdoeqx/2FkLeGHWLFAAaSluvPyjxVrBr6o4G19f7tWpJuIRj1KsJQiMhnTeMhKBqnmOezu6awUNP25je7iT948R1i6VsIyvgULJh/PXMPriWIENcAaA2bP0hVyrnQeFskg+WpaLHeqMzKlC240R7b0k8Q/X1WaMn4FdRO2041l0ed5eTDRH/n8DSAXwBVEGLp6hlL4+4buaQeALbmea+i39P5xGH4xcWWGOEHOu1Ih4hVEGvu39WKPSJXi8sQfdQ7e0YQvxQACsKslGbeuAJrPkB2vIVNGLG3cW8cDbt06kPbyqOBu7/5eVusHI7C6MfiRWvjhGuCXgJ/flou3GCC51BSzVOFZo6hvGaKhzyodvX+oK4Ll3/+y42HpaLeIbUyFbKgujAzwM3aJ2aUdjBL99YzmO1HfqFlOB5GGiqhXhTYnx5QCZ3wVruuCLb7yi463DdTEj3PH4l39xsTvmNtsIj0uJSj1uCffmeTmv9aiXNy8V3PjAAowEI7pmn6w0NwZGo0TIIkSXpB+V5rQ9PFbxzCqdQKHvcuSjRBgWzCW5s7F4Xga+vtxrGd3Hw7Wem1oRMplYwhU3nSLWempMoTV0DmnvK/8Z9ATGoos1gAttA5p30N6zrSaCtpo0xBRa55tv6FRDAsmB6OxMAmLlAO0aiXi/i/01Pux7da0uymH/fbyxx9T9mAjYDMzxxoarSrLxiyeW2Y7HY5EWL+H77LtOfPDaOjxalosPzreivmNQR+JuCdi5abnlGDGeYO3aw+MtnOw9z/Wm6orNfETOR5KB0RDeO9mkNfy03hjB6sVztXb+RHG74vCm3uQtDqw28cDCTG2aVSRCcbDWh82VhbpUyKChO/Tzi904frkXL/+wRKuvnLzSh9b+YXjTPLoGOTaSL1aOXChaJg5B5EmAXQ7QjnCs/C7sCkDzvKm6fy+Zn4Gm3mHES0Pnz0nFv398qRbd//c/X0dfIBjnWWY884PCuOmjsnwv/swNemB67zceWwL/SBDfGXYNW1cV6ZpyeFjVHYw/8ngLZ9QuQcnlE9VMikXkPHGsLc3BS3vO6Lo2wxEZ567fGBchK522iauBnCAZjsdMcVRekIl1pTkYGgvjm7YBbWDK/uo2bOYGTKwtzcFOi2azYFjGoW/bdY/tOtkEUEVDz1sh8DNPXS5J5wYqFC3JgSDyJMAuT2hHOGtLc+DhpuDEKgBVFGTq/v3yQ6Uoy/fiQK0PfYExzYLUpbCW9uN556Uq3Q/i42/ax0XkLIqN94MjHO25XVEnwez0FN1rZW3fVrCbKGP8YccqnvHvOUv/AIoT4c7PGtDaP6zl9lM9En5873xTB65MMe7UiCoht4RbIsjLnIXOgdGkkLIVXOoOxO70eXNS0XtzDN/5BrVOT4nrWwipEsvfPrNce9+3rirCBZ/ZCz07PUWnnGEKnnCE4i/uz8WDi7J0iz1TCPFuoELRkhwIIk8SjBI540R1nnCqirOxb9s6yxw5j5oWv66FnNm68teKp/Dg1RnxYMyZsgacmhY/3j56OVrwCitOjkzKpwxsiJ7jkaXzdZ7YrCMy3mt1GpnxCyebz8ketxq6zBAMyyb3xa++70l6KsROhBuWKYZvhW4biQPAkw8W/P/tnX10FOd1xp87qw8sEEIGhAABRrGNQSK4QsEQf8XGuKahxjHOcew2TZsS7JwkTU7rJqkdc1xymtOcJI3TU58TY8dNT2oTYiAmduvEpnGMnYIAqZaRgsWHACFA6BMhENZqd97+MfPOvjM7s1+zq9Uu9/cXrFaz7+yunrlz33ufi5LiAvx8X4fr6zhLFmUpqfSSkVE5AGuq1YLKUqxaNAPHey+hveeiddxjPRfx6G3VaD17AR+Ohm2mYtNKi6MuxtJ6QhVtrmhJDyzkGcBZefHgsuixcM50hXxMolZeAJG5n+oX3S236FXDKxDZYHT+fctqlOLCAKZOLMLx3kuYMXmC5Wsiz0UeQxfAu0d6sf9Ev+vQ34rSYivKGhk1GqW+86nFMdedbGQmf+Ym/i+uX47tZvSn1pE77WABWKWFY4W6VxCLZOwRVOTFLdHTktOW5k+daJWgjoaFNfpN3agsKtCwcuEMy0cmrBvTi3721zdZ+z6jYWOM3jqXuy430fa6m2WSg4U8A9gc98K661g4wDsKbTw5gI07W6wSPrdmFlXo1YaaWJPRCws03HbddFslBsHYEH2vcxChsBwvBhQXDuGR2z9iOxeNgLlXl+Bk37CtkkQd+iu9UwKmZYCad42VE00lMvMSf/keqUMgNALW3zIfL/z+uJXmUd8DVffc2trHkgABi2eXpVSR5OZ/7vk65sDqycUFUU1h8vN1blRWlBZbfvvqRKEdTZ24fUEFKkqLk57eFK/hi4kPC3kGSFSUvIRob3v0hHhnR6Iq9LK2F/COUNX0y+4jPYYboEa48wbjj09aDQCw1Qs7z2XDbR9xna7ujJBlh6OM3NRz8xLfZCOzeLnysLKDqQvgwkjI9W6kqEDDiM3/O+5LZ5SwSK2sNB7TSovQNxS07qxqZ01G7awy/Ov/HHZ9fkAj20Zlobm/cb/S5AbA1llcFCDPPRCARTtTsJBngERFyUuIlldPRXGhZuW16+ZOsf2ekZOOqI2mUcxhC84/HtUN8J0jPbinpjJK4HQYzUZuF4J1dVXoHhpBhaOixha9w+6LrZ6bl/gm+0fu9j7L6LBnaAQBs/QSMO46eodGXN0AVRHPZyomFePihyHLVfJ90ybBEyIsqCz1jKIBw55B7SwOxmn1TxQuSUwOFvIMkYgoxbrV3LimBk++chBhAew7MYCHnttr1ZpbHtumBe6dN1QAiH8noA7C0EVk0+m9U+6zQJ57px2raipt+XwZccsUzHZlFqnz9b26XNOZE1Xf55caOmx+KwUBwrJrytF/KYjq6ZOiLlaVk4vRPTSS9Qh8rOgeGsG6uiq0nB7E+y52D07kWL0v3XGt5+fkHCUH2BuGUoFLEpOHhTzNJBtJeAn+wHDQJjBuaQhZzrXr0DnsPtKDF9cvtzb6nN4asUae3VNTGZUjBYxbfDW6UiNuwN5xKX/uJt6JnrMfZLpJTUmFw8LqQj3acwmFAUKBWeNdGCD8zcrrrTSREIhbm5/r9F4MYsu+DhQEtJij6ASinSK9OpGdo+QAo3NYfh9T+Zy5JDF5WMjTiN9IwtmoEq/WvKN/2GrkUMu5pJ2sGi3HG3nW1DFgdfhJigJke031TkCmT+Q4MVni6Gy5d55Xpv4gnfsKgGFDqz4UCgs8fNNczJpyFcpLijAwHLQuPOUlRdYdUK6gkeF+2XMx8f4AXcB1CElJUQDf+uQi672QvvqAeaejvDdbD5zC1g0rou4OJer3MZXPm0sSk4eFPI34iSTcLgJqrXnNrDIr8gXsJYFq9BSrCUn943CWQ35j9UI89NxejIaMwRYrFxo2t86SSbU6RUbe6mCHkC6wcWeL5acxVrfJ5SVFlu+LpkXSTaqnjKZFNuLUYdmb1hp17rkk4oBR/52MiEvIabQOYDgYxr7jfei7FETNzMmWr/62A6cQFnB0vhpNQ/LOassXluPZt49h1x/OWXc1co8lFbzSb5w394aFPAnifZH8RBJuAixzk25udGpJ4M3X2ksT3dYQLzct/yDj/aF4pUVUx0N1JNtY3CY3nhzAptdaoZvOi+tvmW+N03vbnLMZIODb5p2C3KAzuj8FntzZgsw5pGSO1FcsooZmAMAr750BAJtvjrzjc6Km7pbOK8eSOVOw69A5a1FCAD/e3Y65Uyd62jHEwq3BjvPm3rCQJ0giX6RYYul1EZCPl5cUJdR27jawQhXxWGuIl5tONXe9dJ7hpS4rYdSRbOm4TY53Ad3R1Bnp5DTtdXUhUBDQ8IkFFRAAKkqL0dF3CZ/9SQNqZk6GRmRV/jhTMio3VpXh4JkLrs9xOjrmCon4wMhcuRwUrp6+RogqMZSfs3OQ89b9HSkJuRPOm8eGhTxBEv0iuYlhrMYfp91nPEfARAZWZKNWV7XfTWeVSiJOh1v3R2rgSSOrIicY0l1taN850ov7bpyF194/C10XKDDfWzc5d05kkgQo8S7N8YD0U0k0fSSfpgOgBH5Hfs7f2NZsmx1aMXlCskt1hfPmsWEhT5B0p03c0g4Dw0GbP4UkVpnieMLrAuLnwhLvArq9qdM2Vq5u7hQ0d0amw3tpUN+lILY+sgJ72/tw5NyQlVZw4hWsr1w4w5e98Fjjp8QyqsfAUc0kWTqvHN99YAkefPZ/EdINu+JHTZsHv6S7bDXfYCFPED9fpFiNP4leHHKlIy7dG1Lx3iNnmWV5SZEt+evlWSIHIbR1DWGnh4h7Me/qkqSeny3mXV2Ck/3+JzA6h3QHNLh+V+Vn7+U17xe1DFb9P8NCnhR+csheEXU+RRmZ2JCKt+8gEBmeUVigYVppsbXpqsHwqFldOxMDw0EMXR7FnvY+zJg8AQsqS63a82SD1Y6B4bQIZCYhAKcHL/s+zrXTJ+K7DyzBz/acsO5aAhQ9AdTtsweMzk8vZ85k4Q1Pb1jIx4hMpB0ygZ+IOlMbUvH2HQo0wsM3zbU24NQB2HIjWDa0HOoawsHTg9h9pAf311XF3Oj0wsumNp24VZUkgwAse4JUj1sUIHz3gSUAjKlPkpAe3Ybv/Ox3NHVaJYzJzl71gjc8vWEhZyz8RjxjuSGl/lGHdIEOM0J2i+BVT3apYaOmsVdhgDAaFiAACypLcfjcUMzBDGNFsiJ+VaFRMRLv12aUFuPchZGEzu/zN8+3yjXVC546LFvi/OwFkNDs1WTgDU9vWMgZi3REPOvqqiCAqIajdKMOkNCFUYnScLwfDyw1KnrUTWPVkx0wrXsLNNTMKsPL1AkBo1b6g64hFBZouPP66fhdW3eUwdZ45nICg0MA43179f0zCZUgPv/ucayqqbRM3IKjRrPYnTdUoK1ryHaxdF5AgcidkXP2qpwelexdX76lItMJCzlj4SficWtayiRL5xnGYk+8ctAKn4Mh3RqIoN5NqOcV0Aifrp9jWbGq7eoChlHUh6NhKwL12iwt0AABw92RXAZWZAqv4SCxnq8+91fNZxKuYNH1yOxV6eGzrbETb/7hHN74wzloBNudmzMF5jZ7tbykyBpUIbtqk6kzH2+pyPECCzlj4SfiyUTsWwKmAAAQz0lEQVT+Ml4TVfOp81EpCAFjKpFsIY93Xm7eMc5hwRDC6nA0hhcb3aPtvZdw7sKHWFE91TawIpMkI+C3XjcN+07021JKsURcI+CuhTPw2w+6oevCNpFKlsuGwvZjOcf+qThF162rVrVzYFInLUJORI8B+B6A6UKI3njPZ8YvqUY86c5fNp4csLxfCgs0y8JXjfzJUT0ho08BYOv+U6idVWZFe17ndX9dleVlo5bMdfRdwq9bu3BPTSXmTp2IzbuPWZORdCHwnDnAGQAOnb2AG+dMiTIdyzSxxsEJAL8/2otv37cYL7zbbmvScaKZB9OI8IkFFdZkKOdFr7ykCBoZdyHyoqamteRnFIvl1VNtXbW6y8Ypkzy+hZyI5gBYBaDD/3KYXCXd+Uvp4AgYUd8OM8K2D68Q1tT4woAhQrJJJ6yYdwHeQ6llKkhWvOxt78ObrV2Wre+Pd7db5Y0CRtSqUcRXBjD8SBpPjq2IA8Ajt1XjwkgI2xoj75VKWADf/80HGIxjXlV/TTmaOs4jrAs89asWK/XkvAva9Forwrrh07J2ySwc772EZnOSkfoZxcJm5+CI+pnUSUdE/kMAXwewMw3HuiLJF1e3dOYvnZGm/H+s4RUA8NsPui2RDesCm15txaGuIYTC9kocZyrox28fw1sfdNsmL0nkpqcGw6CsZuZkm3+7QPzW94WVpWgzK2LSxfPvtmPrIx/HuroqbHq11RJVlf7h2CKukTEhKawbF6pgWOClhg6bBTJg3zAWwihHNBwmI6+Z6Kmpdg7lJUXc4JMGND+/TET3AjgthGhO4LkbiOgAER3o6enx87J5hYwMf/BGG/7s+b1ZiezGI+vqqlAUIGOmpjKVXUb+f3v3Ary4fjkevmmu5RIpo70Cjay0g2zXV3P3QOSCECAj5y0vAEbu1r6WgGZ4qxQVGnXpQyPJe6wc6b6IDbdWI6AZ6aDolprkCenApldbAQC1s8tSPk6zY1qQWiYokSkRia4LTCsttj6jAAG1s6LX0HhyAM+8dTTqe710nmGtvOm1Vv7up4G4ETkR7QJQ6fKjJwA8DuDuRF5ICLEZwGYAqK+vz526rgzDTQ7uLJ1Xji0bViTt4iijvad3Hca7R3ptAhUIuNv6njl/GS81RDKDmuL2RwA+8zFjGIX83ZcPnPJc9/RJRei9GIyKTkO6wIWREH5h+rs0tPdh9xH/20nNnYN48Nk9WH/LfKsm3guiSF5bg2EwplbbXD2xEIOXR6HrxsXNOU/VmRJZV1eF2lll1mSmTa+12jYu4/Ul8Hc/fcQVciHEXW6PE9FiAPMBNJubTlUAmohomRCiK62rzGO4ycEbP5YIX7vreuw/0W8NGiYgqstGHl92fQZHdWhmRcpP95ywTY6X63j8lwdjimWsQQ8/39eB2lllWF49Fd//TVvS5+VFSDesezetrcXv2rptAx5U1i6ZhetmlFpDQd47dd42eKP/kpKGIbLVigNA65lB3HFDBSpKi633RA4Cd2v2iSfU/N1PHynnyIUQBwFUyP8T0QkA9Vy1khzc5JAZ5Pv69K7D+P3RXmvEnZdrn/MzWFVT6bpBuq2xM+WuT10A3/rlQVRPn+h6jICWej26rgsMDAex+S/q0XhyADuaOtFwvB9Huy9azxkOhgHA2gA+c/4yCjTAZZ8UobBu+csXaGQItXkBKwpEJi3FEuN4Qs3f/fRBIk3GEckIeX19vThw4EBaXpdhYiFv753NQKmIxjNvHcUP3miDLtwHLvhlYWUpRnWB9p6LEEnaBEwotPvcP/Tc3qhKlgAZx1S9TwoCGuaWX2UrT5S18nID1FnmSAAe++MFVvdsrM36fNnIHy8QUaMQot75uK/NThUhxDUcjTPjDRn1PbhsLkCELfs6Ut5YkxGmZm6Q1qdZmA51DeFo90VoBHy0qgwVpUVRz5lQqOE7n1qMuxfNwLUVk7CwshRLqsqwcU2NJZRq6aZEM0VcpjlGw8bGbjiso3r6JNtzVy2agU1ra1FcaGwGFwYIhYHIRmdhINprxYul88qtzehE8dogZbzhzk4m71G7EhPdWHOLJKUtwJOvHERIF2jqGPCVDlk0sxRdFz6056ZhpDqaOwddK1s2rqmxNnTlAAcAONTVaqVMWk5HlyGuXDgD7xzpcfU+mVZabBvtdnk0jAWVpVZbvmyYaj0zGOWj49dozfk+s1VtarCQM1cEyWysuYlJW9cQXm85i5HRsFUzHtKBZddMQVPHeWNkXMCeS5bICN75+NRJxbjtuum2mnQV5+VBA9ByZhDPvHUU7506b8ttB0OGLYFbNF4UIDx6+0fwqNKxCcD27x3mZq8OoyN0/4l+bFxTYx3PyxfFT+WJ2/vMlSypwULOXBEks7HmFJNn3z7mOdbtuhml+MbqhTZRfPbtY9h16JyVP9cI+Md7jYoS9Thy4IVK5eRidF0Ysf4vG4mEADTNqHzRhXFMlYBZO291vRKweHYZamaX2SJoZxmnxLkxPBrS8XrL2bi+KOkagSg9W1bXzuRKlhRgIWeuGBItZ3SK07kLH9p+TmYeQi1NVI+7ZM4UW1lfWIdVUfJSQwdebzmL1bUz8fBNc9F4cgATCiOvdd+Ns20R+tEeo+pEI6N7VNYmSLE2BJ7w7bW1WFBZiu3KUI2Nf1qTcDSrlmzK319dOxN7jvXF9EXxU3ki32cp5u8eidwJZGJUXD7DQs4wCjJnq4pJW9cQmjsPWs955NZqlF5V6Ck0y6unotAUKMC+OfjwTXNt6QlVCMtLivB6y1lbvjoUdq8cAYy8941zptjWkYqoqnlqt9+P54uSyAXSa89B3gnI5q3RkI6WM4OYPeWqhNbOGKSt/DAZuPyQyTZuwhJro80ZSSdy/B1NnXGHbMh1SJ9uaTmrEaz67VBYIGC2wss8e4EGbH3k42mxCo63uei3hDDeazhLREEU5Y3DGHiVH3JEzlwRqGIEwFVY1Jyt09PcGUl7HVuNNt0EyGsdGkXqtqU51+ramXjqVy2A+dhT99a6Vo74IZHNRb9maPFew2mXsMXcB+DNzsRhIWfyHrfpRW7Csrx6Kgo0QtBMZ2xr7IwrmMmUy7lZ58p1GJOGABIRc6697X0ImeIeNjs3/+lTi+Oeq1tliteaEt2s9BOVJ/IaTrsE3uxMDhZyJu9xRoQCcBWWpfPK8en6OXipocMa+xYvIkymXM75XIKRPpHThyCM6pONa2oAyBZ6wwudiFBeEt0gpKJeKNwm18s1OEU+Xl7db213Mhui3LafGizkTN7jjAjX1RkDmt3E4v66qqQiwmTK7+SEHUBEDX8GzOlGQqD1zGBkrqVGIM2YqON0F3TivFDIY446aswLXPLQ6rDqeMdNJd2RTHomnb72Vwos5Eze4xXluYlFKhGhHBcXy8NFTtgJ6QIaAX+54hoMDAdtw58JRkmjQKQeXIQjIh9PRG1DpmVEbkbzvUMjETEOGwPxEjmm87ic7hifsJAzVwSZiAi9xsWpP5cXhL3tfRgZNURbF7BsZ1XhfWBplTVAY4d5VyCrOMLhxERUvai0dQ1ZDoa/O9yDAtNOIN4xnflwTneMf1jImbwjU457zuPGSjk4RX7jmhoEtMisT10Ym5dqDbns8pTCKcsXax2Dob3W5ryoDAwHoYuIOdZnltkHZLi9R175cE53jG9YyJm8IlOmSy81dFiTcIpNy9hYKQenyA8MByMTdoSxAamK6EOb92A0LFAYIGzZsAIAjGEXCZ6H20XFuT5n6sfteOx1kpuwkDN5hZsQycf9NLRs3NliRdPBUeO4X7rjWltErQ4RdhP5pfPKraHD6lq2N3UiaObCg2GB7U2dmD3lqqTOw+v1Nq6psRqZUrEn4Hx4bsBCzuQVTiEqLynybbP69K7DNqtaTZlnKY/l9hpqXhkwBlMsr54aVSHitKulFM7DLY8tN1iDIR37T/THrHiJdRxm/MNCzuQVTiFKh82qbJuXU4HW3zLfdgyv11CbXGKJ8P11VXi5sTMqBZLseTjz2KmeO+fDcw8WcibvcAqRX5tVVcSFAH665wRW1VRarxEvHZFIi/qWL7iXR/o5D06TXDmwkDN5TTpsVkdDOkjxQnGKcbzXSKZFPZ3nwWmSKwd2P2SYGDjdCaUY+x1plunfY/ITdj9kmBRQI2W3ipNUjpMo6S6l5ItC/sJCzjDjlHTWdPNQ4/yGhZxhEiAbQpjOzUpu9MlvWMgZJgGyIYTp3KzkCpb8xreQE9FXAHwZQAjAfwkhvu57VQwzzsiWEKarppsrWPIbX0JORHcAWAvgo0KIESKqSM+yGGZ8kQ9CyI0++YvfiPyLAP5ZCDECAEKIbv9LYpjxCQshM17RfP7+9QBuJaIGInqbiD7m9UQi2kBEB4joQE9Pj8+XZRiGYSRxI3Ii2gWg0uVHT5i/Xw5gOYCPAfgFEVULly4jIcRmAJsBoyHIz6IZhmGYCHGFXAhxl9fPiOiLAHaYwr2PiHQA0wBwyM0wDDNG+E2tvALgTgAgousBFAHo9bsohmEYJnH8bna+AOAFImoBEATwObe0CsMwDJM5fAm5ECII4M/TtBaGYRgmBbLifkhEPQBOjvkLp5dpyI80Ep/H+CIfziMfzgEYn+cxTwgx3flgVoQ8HyCiA252krkGn8f4Ih/OIx/OAcit8/C72ckwDMNkGRZyhmGYHIeFPHU2Z3sBaYLPY3yRD+eRD+cA5NB5cI6cYRgmx+GInGEYJsdhIWcYhslxWMjTABE9RkSCiKZley2pQETfI6IPiOh9IvolEU3J9poShYjuIaI2IjpKRN/M9npSgYjmENFbRHSIiFqJ6KvZXpMfiChARP9HRK9ley2pQkRTiGib+XdxiIhWZHtNsWAh9wkRzQGwCkBHttfigzcB1AohPgrgMIB/yPJ6EoKIAgCeAbAawCIADxHRouyuKiVCAP5OCLEQhpPol3L0PCRfBXAo24vwyY8A/FoIcQOAJRjn58NC7p8fAvg6gJzdNRZCvCGECJn/3QugKpvrSYJlAI4KIdpNu4ifw5hYlVMIIc4KIZrMfw/BEI3Z2V1VahBRFYBPAng+22tJFSKaDOA2AD8BDCsSIcT57K4qNizkPiCiewGcFkI0Z3staeTzAF7P9iISZDaAU8r/O5GjAighomsA/BGAhuyuJGWehhHY6NleiA+qYVhx/7uZInqeiCZme1Gx8D18Od+JM1jjcQB3j+2KUiPWeQghdprPeQLGbf6LY7k2H5DLYzl7Z0REkwBsB/A1IcSFbK8nWYhoDYBuIUQjEX0i2+vxQQGAOgBfEUI0ENGPAHwTwJPZXZY3LORx8BqsQUSLAcwH0ExEgJGOaCKiZUKIrjFcYkLEGhACAET0OQBrAKzMISviTgBzlP9XATiTpbX4gogKYYj4i0KIHdleT4rcDOBeIvoTABMATCai/xRC5JpDaieATiGEvCvaBkPIxy3cEJQmiOgEgHohxHhzS4sLEd0D4F8A3C6EyJnpTkRUAGNzdiWA0wD2A3hYCNGa1YUlCRmRwH8A6BdCfC3b60kHZkT+mBBiTbbXkgpE9A6A9UKINiJ6CsBEIcTfZ3lZnnBEzgDAvwEoBvCmeXexVwjxaHaXFB8hRIiIvgzgNwACAF7INRE3uRnAZwEcJKL3zMceF0L8dxbXdKXzFQAvElERgHYAf5Xl9cSEI3KGYZgch6tWGIZhchwWcoZhmByHhZxhGCbHYSFnGIbJcVjIGYZhchwWcoZhmByHhZxhGCbH+X80UAVLThQ4aAAAAABJRU5ErkJggg==\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "

Setting up K-Means

\nNow that we have our random data, let's set up our K-Means Clustering.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "The KMeans class has many parameters that can be used, but we will be using these three:\n\n
    \n
  • init: Initialization method of the centroids.
  • \n
      \n
    • Value will be: \"k-means++\"
    • \n
    • k-means++: Selects initial cluster centers for k-mean clustering in a smart way to speed up convergence.
    • \n
    \n
  • n_clusters: The number of clusters to form as well as the number of centroids to generate.
  • \n
    • Value will be: 4 (since we have 4 centers)
    \n
  • n_init: Number of time the k-means algorithm will be run with different centroid seeds. The final results will be the best output of n_init consecutive runs in terms of inertia.
  • \n
    • Value will be: 12
    \n
\n\nInitialize KMeans with these parameters, where the output parameter is called k_means.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "k_means = KMeans(init = \"k-means++\", n_clusters = 4, n_init = 12)", "execution_count": 24, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now let's fit the KMeans model with the feature matrix we created above, X .\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": false}, "cell_type": "code", "source": "k_means.fit(X)", "execution_count": 25, "outputs": [{"output_type": "execute_result", "execution_count": 25, "data": {"text/plain": "KMeans(n_clusters=4, n_init=12)"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now let's grab the labels for each point in the model using KMeans' .labels\\_ attribute and save it as k_means_labels .\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "k_means_labels = k_means.labels_\nk_means_labels", "execution_count": 26, "outputs": [{"output_type": "execute_result", "execution_count": 26, "data": {"text/plain": "array([0, 2, 2, ..., 1, 0, 0], dtype=int32)"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "We will also get the coordinates of the cluster centers using KMeans' .cluster_centers\\_ and save it as k_means_cluster_centers .\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "k_means_cluster_centers = k_means.cluster_centers_\nk_means_cluster_centers", "execution_count": 27, "outputs": [{"output_type": "execute_result", "execution_count": 27, "data": {"text/plain": "array([[-2.03375169, -0.99827293],\n [ 3.97334234, 3.98758687],\n [ 1.99876902, -3.01796355],\n [ 0.96959198, 0.98543802]])"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "

Creating the Visual Plot

\n\nSo now that we have the random data generated and the KMeans model initialized, let's plot them and see what it looks like!\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Please read through the code and comments to understand how to plot the model.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": false}, "cell_type": "code", "source": "# Initialize the plot with the specified dimensions.\nfig = plt.figure(figsize=(6, 4))\n\n# Colors uses a color map, which will produce an array of colors based on\n# the number of labels there are. We use set(k_means_labels) to get the\n# unique labels.\ncolors = plt.cm.Spectral(np.linspace(0, 1, len(set(k_means_labels))))\n\n# Create a plot\nax = fig.add_subplot(1, 1, 1)\n\n# For loop that plots the data points and centroids.\n# k will range from 0-3, which will match the possible clusters that each\n# data point is in.\nfor k, col in zip(range(len([[4,4], [-2, -1], [2, -3], [1, 1]])), colors):\n\n # Create a list of all data points, where the data points that are \n # in the cluster (ex. cluster 0) are labeled as true, else they are\n # labeled as false.\n my_members = (k_means_labels == k)\n \n # Define the centroid, or cluster center.\n cluster_center = k_means_cluster_centers[k]\n \n # Plots the datapoints with color col.\n ax.plot(X[my_members, 0], X[my_members, 1], 'w', markerfacecolor=col, marker='.')\n \n # Plots the centroids with specified color, but with a darker outline\n ax.plot(cluster_center[0], cluster_center[1], 'o', markerfacecolor=col, markeredgecolor='k', markersize=6)\n\n# Title of the plot\nax.set_title('KMeans')\n\n# Remove x-axis ticks\nax.set_xticks(())\n\n# Remove y-axis ticks\nax.set_yticks(())\n\n# Show the plot\nplt.show()\n", "execution_count": 28, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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1PPSyoBpMuPWcryBg2r5cjoX8Eibdih3AcBMTU+gaULQKKF4NunEUYvEjpnyQ7JM1iTAyAMxb4m03Lq4F5i9xRg8tWM0Oht5jZoX6nFOhjnd6F/NK13GFW7UHGL7ADo2Nv+eqlneY2RAPZkhSS6r6++vZwVHzLFfQS7ZwY0qkH0KbSI3gHGyc3nc/x50RkoAl7l/M9JdzJvuFe0E5RRAUNxspKoDAJYcsS9Z7myQoDgQucWfbeCcTXc2XQPOXQAQuAmUbIPJKuZr1+GSXmnGOVUAizvoukVdOgA8Ya4coWsEj682Km5tIwORKBCjDTNYJbj9G1WMQPh9QsgZkGEDpWl4ELFwOwG+S8nnQpX+CqPky29UQ54aPBTU2ITtB8rv42sO9rvB38GIffPZNIFmOEWt/x3kSuAnmujNCLsJJ3FdwL+hMdSHH8pymnaV2s/0GGzm2ceI6E15kADTcxJOI7Q64newyCLSA9AgQC3CVfWkf0FfP5GW6HYQeZeIzRwah7wRgTqzgrAYrztG+Cn4tOggqWgGoYSA2bLcV0/B5Jvuxq7wgV7GN/b59J4DchSwxCB+QlQv0HuWoy2AbQBov0C16iN+Dwdvas+V28LlHmlkiidwAxXWWGMjg8wZa+LssXuVa/NwFkZUNLNoIhK6xROMep9R/EpQ9j29Ok/zb3iuQFbDE/YVpyAe23li+LX2L8c32q9jBC2KBFt6/YrurWy6Lq8yyDQB8PHGi9EH2/+YvYv+s3ayRDVQ/zlm/vcd5G/e0jOJaIK6CYiMQkX5XXOWjju5bsBRi+DxQWg6gmAdvlq6FKFxuuh3MfRZvAoZMHTin0LW4tg00fAECYL/wwGmIJVuB7EImcKu7b+1zwOKH+YvoO+5qt97gSAzByxC1vwnkl3ibKawKOcE3BBRUmYlvK9gbbcoxnunMM/y3nSuQBCxxf2E68sFkmQw322/4PET5Ns5PqNgBMa+ck8usiRML17ArYeQ8UL4DlPDZJESGxnpx5aN2pxwZKlepG38PENksAZRvY+dCfqkjJYC4o618m9ns4NJ9F9YxGS5YyRUmEROoS78lLQxhLcx5mj0AseoL3AocHWSZwLq2wUbTlSGAkgd4pFJC90gKfC2Wvs372pnDrihLOyejYifr3QtWm3LIiNm2nZV5xlzlblds5r0BScAS9xWmpQm6W4anO1anbCOPCnKt/FN+qU10wojZPlsBH7DoIZA/nz235dtAvcf43BbZuIPYC5cBBZWgWBCiuMa7CJfQWVsNdTl+3LKNoGArRHSASZWI/0QHgbxiQJ3gfXxZEMoI+3vLt5tpa9ZcuO3caKFPcIU+0gQq28DblD7ouDIoDuHPB0q3ODc6ZQRYWMcLbRU7+NyAkzlcuo5zIvQJIHu+XWmz5szBPyisMiWG42kdEHPdbpYJUgOWkMiAqWi96XVHMq1l69jzWrGdtczQNbOy62Yyq9jhkJK/wBsVWfub9vRiMlRHIy3fxuPh+09CCAH455vvPcsVetEyJsMFNYA6yotVCQ1CCZoLV4KvL6E5+m7eQsByQRSt4CyKoUaOt/TlcOpYXOdFPf98zqEoXQtoIT6WL8vxRSd0JvnoABNyLADklgDhPg57H20DAs28baCVmz/UEIA4p7KBINZ8lb+nRJyr5LjB35/Zfoz+k/ya+3u/HQ0yswBJwBIStwIzgtLzi2+TwSmIJZsACNZDC6pMclwBZOU4i26BViA2xI/xJiGLwkpP95o9x01kmeliO4F5ZSZpWUE7WQB8QNFKYKQZNHg2ZQFLZPnZBme/dopJONzLAez9DUBeGcTih5mMe48DpPPkCzL4XGUb+e+RJtiz2yK9/P7gGdaEC5aZJN9m/rwUoAREVh5XvD1HnBtUfomtIaO/AWL+Yg5mD1x0AofIlFysG5aZJWF/7/doa7KUICQkZoiMEZSTxk/uNheWatgrq4WdytR+jE+w08D1iG4jOsBkS3Ggr8G0lSXMUJ0dIAhePCtdC5E93wz3qXD8xIAT+AOfWWlqwESP+Tl87P31ZQPzy83FR2LPsBY2cyUE0Of6TEu2sq+597gjk1Ts9EgsovpxXlwrqHJ9H05TBrnHHFnwTHUWHIlpxneSx20x9+1mmSAJWEJipsjQ3eVeTKPBRq+OGukDFqx2YijdXWFlGzixbOwqL05F+u3uMypdbzsroI7aj++icLnZfGEuFlbuZstZ3wmIZU9zlW1EIYpruaqEGbSDHHZWJFh6sImzuBYoWs7HnrfEXHys5IUy60YwdtXlWd4JwM8RlpW7IYpXA/mLQBM9zmJe+TZXI8o6b2dbXGerWumDwOLN4Cre+kLI9d15td3pEO509OF0295JfVlKEBISM0XSY2+KHtxfz15eO3gmD6JoOUDx9H7Vvo95llv5NoiyDaZG/CWuBN1SR14ptxDXfIknY5Sb0kX5Nn5UH7vKjoXsAq6iEwaQXwoKXmYvrmHwtepRYPg83jhyDRuf/xf4VzyJDQ8/gjde+29sMavYwRJIqJvzJ8xweBRUmd1wj9khPfaooLwSAIDImc9z6wqXcWhQfz0o0sc3rcGz3HiCBO+zsJarfxAgBOu7E70cONT090DhsmkTn2fE0XT04XTb3kF9WVbAEhIzREoVluxDdbfvuuEKn6FFG80EsQd5+/kV3Ngwr5xJqWKXOYbIlDpAHNo+fylXqxQHgm1mLsSYk9kLcJOEaTNDqJuJs+8EH9PMmnjj+/8H/vKHp/GDP30cuzdU4kRzH57/3/8eKFmDrz61HqLkAfYsiyzOlCh5AAi2mrkRZivy5v/kGl1vhrIXLQcSBBRUmJq15d9dy5nDecWpYfEJzQ6YR/5CIN+sfqdq/3PDGg+VbsTRZEi37R1sZxZkWUKmgC1bttCZM2du+0VISNxLyPRIyq+fvKltjQzV9Liu4opyYR0w2g6xZBN3zYV7gYkeJrSH/9CRGGq+xKTqzzfDatbxY33ZRkALA0YUyFsADJwxycLneGp9flNq2M/HqdwDJFRsWLcG/9e/34bPbKq2r++jcz34o787h6Y3/5Dzhxc9BAq2sbwAAmLDfIMggz9v5W5eqOs/ZWrSWWyDW7DKTGqrdexk1ncw2MiV7+AZU8bIAgJNZhvzs2y1K1yedoS8u9HFE9qT/L4ZEM+Sy+xCCHGWiLYkvy4rYAmJ6SJDx9VUdEkyVF5IK1rhdIaNXgHKHnKOPXyB4yEBM9+hgivL8m1mFrDp+137HDseKAFSAhCFS7nSrXyUddWSBzjohuLAcItLt+VpyVBGcamzD7s3VHqucfeGSlxq/xnExt/nF3qPQ1TsANRxIB4B5leZs+cWO7kRVjv0SDPfGIqWs95duIwX55LJ0Eo8q9wDKEEgtwgoewiiZsIhziTyJUM1b06W5k1OoFDpOidJLtCSVptP+28xy95hqQFLSEwX07A8pejCgRZuDbZsV4NnmXgssqnYySPlRZZZ2eUA8PFjvfDxPtYkjNJ1EPklbE0rrGZCK65hLfnSPvYTL3ua3QiX9vH7VY8BoesACNR3AmtXsezgxonmPqytWQroUZvsWXsuAeZVstd37CoA05ZG4Ou1ztt/kn+eX2W3OWPgFBCPgbSw8wSw6CGunIMXTYuanyeBZM9LqVptH3Dnu65JIDsh5leyB9mt0yZPmc6EOeAdlhWwhMQ0MS3LU3K1XLaRKz7X5GN3pSf8eaCqx4Cxdq5uzfNR4TLuMluylWe++bIhQtd41LyVVzF2FaJgqTca0pft/Fy6lpspFqwARpogar6Iv/gvCp7/iz/FD/7kMUcDfukYvvtXf2M2juxwWpsF8QSMiW4np7iwmjVa8nvPa1XCFTvNz2lNTzatc4XVHJU5dtXpBqx+3BvbSXEzAW0nN2tYQ0JFlmnna+dUuCy/aWNzDTr1ZA6nczZo3lzjWYIkYAmJO4mkBRyR5QfllXAjgR6BCLSCCquBnCKbHIQvy4x81EBGzNRWd/HxJq5zHkPRCmDeYq46h8+zzazmS94QIAjubivfBhTXgkavQCxcw57h8i1A6Dq++lu/DgD4o//1u7h09R2srVuF7/71y/jq3mpzGvNzLI+ILGCsAyh0+YrLt/HUi6o9vCiX8AFVu83FuX8yteZHeex9bMQk2/02cVPnzyE2/p4ti9iOBT3MORkeol8G5BZyN50yAhFsM3XxZ0GVeya/KaaTjPrr+Xtb9cVZbV2WBCwhcQeRjhhElh9UtoErw9K1rNMqQZt07YUzLcSLcXoYIjbM/l5fNhNSXOUxQRU7Icq3caWYt9DO9BVlGz0ND6jcDZFX4ujH1vih/gZ89Su/gX/7WBVE1aMc82hWn1w1r2fyBVjXDbRyFV+1B0gYTL6l65noK3dzGPvCNY4tbrwTomQtW+LshDeuhsWiTYAVFAQfZ0FU7GTPsaeBZLtJxFvZkqaGnMp8yRautjMF9AAZnA27Zu6wuI2QGrCExF0GjyFqNjvg/BCxIDc/9BwBEAdFB3mxKa+Edd7s+RyAU7qOg25AHOpOcZASdOmsp7lxomIHYD2O2wE4cSB4yXmt7EFnEOfAaYjyrUC4H+TzM3E3f5/nzIF4sZAMzoWYtwRIqEy48HHla+nZ1mcavWrmR6i82Gi1LOsKULXHM+0ZgRb2PlOc7XgQZvu2j21vlXv4O1r1Ba7+KQ5RsoabSir3AKPtqTa/JLgzPSxNHqA5MdRTVsAScwZKTMfRD65i79O1yMvPnu3LuW1wNMhdAIgrXHP0Dso2gHx+iH5n0KVY/eucrQDBoeTujjc9DKGNOy2+peu82isICHVzNrA/n2WOWACIDvCYn+z5ZiIaUjXQievsduDa0JQ46m3HAar2muONjrNTo3A5V8Vuv7MaMo9vEqqdpQygcidPzHAvOlrDQu1MYmGOIcoGCq3qNAvU83GKjCCy/JNXvukwxzKDJQFLzBkc/eAq3vjhWUAIPPOFtbN9OTOGvZBUtpFJwvql98xsAxPyyEWOlCxe7VjNACa63qNMbhv/gDveXC3BVmszDZ6FyF8EWvIIhMjicJ7SByFyS4Cc+XzMeUuA/DIILcSEKfzsz80tMbMdAPSecKxdvhwOeU8YrsXCnRzIU7QcqHyMW55HmoFEFZAwWHMOdQP5ZXz9KVnKlbzotrAOGLlgk7C9wFhQ6bkZkKFxkFDBUnZE3K5miDk2I04SsMScwd6nawEhsPep1bN9KdNCyip7oMVO8aKKXUDFo+acNnYM2LkQoWvsTBDZrOcWLgdg5vS6F6zKt5sNFM8CucUABFfQyIJI6EDRCiZJe6hlK1u8EnHusLMmWkSHIMKmN7douZkLbAAjrZ4qWgRaOaIyYQBZeXxTCHWDmv7OnAG3DJhfzhWv8AGjV7gSh3AaRip3mTqz+flGLnBlbDWemN+N8OcCJDju0gpc5y8VUIO86IfbF7Yz10J7pAYsMWeQl5+NZ76w9t6TH5L9pGUbgcEzrIsGWuHMaUswAVQ+yg0TC2pY06U4d44VLuO24vwyl367k5sSlmxlzXbwEz7e4Bn+u7iOF8ksPXfwDFfeviyuHC0f78BpiNVfNnVU3Ulv6z/J3l0r2yGusK82eAnIng8EmkFD55nk1z4HVO4CjXeylQ4A+j42sxxaAJ8fYukTZlLbCSZfXy63HF/6J66Y3d9NfwNnPggCIv1m3KWJiR6gdAPHat5DM96mC1kBS9zXuC26czqrWcUuXsE3Z6HZj/eVe9iCdmkfNwu4Z7ut/RpXrpEBQA/z7LVQN5BdAKIERMVODmHv+9glY+wA3TgCUbXHrLKXejvI3JOWRy46DohFD4MozmOTcgq4IjbH0iPSxzay/DLWaPsb+FilDwJ99RBVZtC6rVuTGb4+BOQtMj+v6e2t3O1ozaVrudq1vpuK7Uy6fSd4AodrNBGKlpv+ZnNMfe4Cfnrw591yB9tc6ICzIAlY4r6DRbpP/MoaW3cmAp78/BpkZ2dNuq8nVtHOY2j1zG8DvI+6ZDUjWJapso0Qm7/Ni1yAdxFr+AKPI9rwTQirCQECItDCle5Ikzl/DXajhSjfBnZGXOdRRcE2s4mD7Nly0MJAyRquYkvXAb3HeEgosoCiVSlkKtb+DjC/0kv2lY86+cDmee0bT6SPO43aoRYAACAASURBVN8ivZ4mE1Ac0CKeGXIAN0pQPO4aR89WORuuRUlUPgq68LfcIVj9mVtfSJtDC3GSgCUmxafRmWCR7oKSedj7dC2IgF17V+HsyR7s2LPCs23K57caBbRxM6R83NRnv5zyy+xUWo+yZcqyaVGcF7Tyirmy9eeCKh/lhbHSdUxePj9Q4gqZWbKJA2xK6oDgFTMABywdFC33hKFT0Qr2DcdVJnMtxNsbEa6w3cHpix4C/HkpvlrKngcR6XO04fItvGBoDicV0X5ugbY+c9FyHhQ6v5L31yMQgYtAbgmPnU/5TszGEpcTwx7yGTenX9iLkoLJ1wprv9Xhm3NoIU5qwBKTwiKro4faM26jxHS8/24rlJg+pWNOd/tb3S8Ze5+uxVe/sQUPb65CXn42nvhcHVou9GHDpsqUbVM+f8VOHulu/72LE8tckxzIUEFjnS5tuJ5X/JdsMnVZa/bbSV7pB/ix/dpBwIgxSfd9zJ1fbpQ+yNptbrEZgGOwHzhhmPnAXzQnJS/gSclWhGXFTib9ocaUbZFTxGSvm9MuRq+YNwEfkykEa9PCz9dVaM6cm1cOwMfdej1HOMVNwKm0swuAknVAQZUdTG/NxaOOd/hz99ebfuNaAMLJzBjvAEC8KGmG8ojqzzjyQ98J0xM9M/lgKrP+7hZkBSwxKabiTMhkH8tUPc/Ubna7bGrWYp8FAlC6uADZOan1SPLnF/5cR6dcsskeS+TpqLLG0m/4pl1pkaFzjm9BtaPLmqlfAJjIy7ex/jtxwXws93mrapHl+HLtmEqX1lq4AhDZEPnzmMxsSWGPM9onZwFXvdbiXSIO9H9sWuKa2CsMwRVt8BKEEnQ5G3Y7x6l5lluU1VH+rOXbgP4T5mcysxqUUc79HWnmhbqRCxw89Mh/BOZVmI4Q4kXH/npvNvBIs53z4MEU5YO5pPNOCiKa8p/NmzeThEQyYlGN3nu3lWJRzfP6e/tb6Lln99F777ZOafu0x93fYm831f3S7TuV99yvNxzrnNJ5Etc/ovhHf0SJ60ec13SFEtePUEJXXa9FKXH9Q0ro0cmPdfYVSmgRe/+ErlBi4CwlDJ1/1iKUuP4Rv67HzP+O8vtalBKGRonAZdd7MUroOv89cCb19YGzfP0p78UoMX7N/CzmOXTN3OZDcxuVElqYEqPtru/hQ0pEA/x5RjsofvnHlDBUSgQumdfO+9qf2dBd13uEEroy+fdtf7c32S7Nv8tsAsAZSsOpsgKWuGUkV5QWHn+mDitry7B8VcmUtk9GcsU71f3S7TuV9+zXIeDP9uH82V48vLlqcg08jZ6Y1mvaf8qp8KofTzkMxQ1HbxV+Z1ilFVxuToqgzp9DLNnqpHoV17KHOHDBlC5ML3B00JvPq44CizaxBGB1phXXcpVZ8yW7LdoeGrqghmWG2AgvggUvQSgB9hIve9qUAzS2zZVtNKtZ2CHplD0PKKiGmOgByMfHc0/AML8DkeUHStbwl2DN0es5krZytRdAkxY806JiJ1f7ZRsm326WIQlYYtqY6sIcJQhdV0ewbMXCGZ3nVhozJtv3M5+rS/ve7idqkEgQdj9Rg8BIGBVVC/DhwbZJZY8pG/vLt5nOgO32SymTHUrWmAtvrizcpMnAYslW1lUneoH8JWa78AlzQTDkOBaqHnMW22q+xBJDQnNNcfYB8DHZVu0BKaMQSoBDcxbUsJVON8fK5y2EmFcBLKyD6D8JWFosBEsqQnAc5eJNTL6X9kHUPAtR/RnHCTLYaMZJCnNIp5Z+UkV/fWaJwZIf0ix4pvt3odJ1/N3MYRlCErDEtDFVLTbddtNxVaSreKe6f/K+mmYgHicc/eVVPP7Z2rTX7c/OQk1dGfzZPixbwVX7bevOE9lmRXqRR6r7c116JtkEisrdngrQybqF/RoZKhNjfglEVj57js0RRyKnmP22sSFXd9tOQBszJ0VYlrLdQOSGObtNhwg0AxU7Qb0nIKJDrHMnj5VXQxwj2fx9nvNWXMuTLHqPMcH75/PimNVA4kbpeq6mC5fZVTxc7ggbkzkUbO18a2YCd2MO2c0yQRKwxLQxVVJKt92tLqRNd8HPwvhoDGdP9uDNH50FAHzu2VQLU26uH3Xrlnhes1wSZ09ex6ZtPDfN0OM48WHHtKx5wp/tLIzVfJltZ9bY9oodbNkqWceRk8mkEWg1YygTTM7l20DDTRDwmTkKy/gRf6TJmY/mrwAAUOVu9ubOKwfKtztt0OMdPD1DjwBDjTYxi/JtQFYOV6z2SHjOnEDpem70MIdsQvhd1bnPlE387NVFmoWwQnZEiPnlTO4FVSmVqcc/nbS/lRvBN4BNNyfVOWQ3ywRJwBLTxlS12HTb3WpFmWn/82duIDSu4vzZXuzYvSJlvwUL87H3s7UAgMfNv28GJabjelcQXe0BvPHDs/if/+oZgAgdV0bw439onP5NxE0I42a4eWE1AB+P+hF+IH9R6jid0gchwjdYRx4+D1G4DKL2N4D8EtDEDQgYQF+DnbBG85YA85awTtp3gn3L2Z2cYLbqi0AsyDGRCXDV6qmw85wbxdqvQVTvBQ2etYdliurPMKlHB1kCsbvadqZ+3jQVqPDngHrq7anQk6aZpatgC6qYfCchVbfXeLKZcHMC6VbmMv2RLgiJ24nJnAqTQdOMFJdCLKrRwXemfqypnPu9/S30wrcPUHhCpffebSVF0UlRdP55f2vK+afzWRKGTonQDYrfOE6Jgcb029gOBMX52XZBmC6E6Aglrn9ItgPB0NiZcP1D0ymhJjkcvO6BxPWPKH7tA97H0J1rG2h0nTfmcS/wNRymhBbxfp6Bs659VNP58RFv73GEKObx01+Ts10sxTUxpe92jjkgiDK7IGQjhsSsIV2Tx1SaLT482IbXXjrh2e/oB1fx5o8mbxi52blV1UAkrNrnf/yZOmzfvQL+bB+e+cJa5ObyA2NgOIwnP1+X1ts81fNzN9xViMWPAKXrQIbuHd4JpIb8CL8Tvt7PTRx0/RBXruaQSsBnbrMf6D/JOmnZQ7AbKrjWdVDxKMTSx4CJGwAZLHEkNM+od+HPsxshANjaMAZOg+JxbsLoO26G8rTyNoGLLFuYmjH660FjnSA9CsDHoevugZ/pEGgF+XI4d+JmX6d7+GnFrikPTZ11pGPlTH9kBXzvYKbV5Z06TsZjJ/l603mH0/qB97dSeEIhRdHTHitTRazrBvX3jtvHiLo8v92dATrws4tpvcuTXV+mzzIZbP/t9cOUGO3gavijP/JUw+k8r3b1qUe5yrx+hP28ccP006rp93P7dM1K1znHh3zc5Gsy9NQKfOCsx7ObMDRXBf4R/2xt4/b3ahH2OJvH9n6+mKd6dq7N63v2XvNHGT7f3Kl63UCGClgS8KcUmYiCaOqkqmkGHXwn83GmCndjw83Oqyj6lEi5rWWAXvj2gYzXdfAdlg+6OwP2Nby3v8UmXCWm02ggQvVHOuxj67pBkXCqvJD8WTIRbTppJNN3oWkmYWoRk8h0s/HhZo/lKpOj+UhvSRk2ASXJGV7S/IgSaoibIvQYH8cmLpM8XZKBQ8hMaunOkRg4y8e0JI/AZUpHhHyzSJUjrGNkIs+0jS6TNr9M3qAxW5AEfJ9hMqKYjJzdaDjWSeOjsWlpq+nw3v4Wemtf46RkPhk5K4pOba2DdrVrbz9JxakoukmmLRSJqNRwrJOee3YfHXyHr+W9/S2k64at50YjKuk6a7xtLQPeynqKTwANxzrp0IHL1N0VzLhv8neaiAYpoU04BDYJGaWDp3suja7qkOZZrpIHzthVr7frTuFKWhlztOBk7dc6tnXTsCrcgUbXPtYNQklb1ab9DJOQZ9pqfo6TbTpIApawMZ1W4IbjXaRpRtr3J6v4LPJRFN0+zkxvCjOVQaxjHvjZRVJV3SU5dFFoPEbN5/v4c6g61R/pIE1l8n391Xpqax1Me12TLfZpmk6aqlN3Z4AURbdJ3/2ZPE8V+1uZFO1H+CNc0boq3JvBkSHMithd0YZueCWAax+YbcHu1l/X4ljS4lpi4CzFO35uV7yJ0A1KjLabUsJHnvec63Fal3m7uSkJ3G1IApa4rbCIaHw0Rg3Hu1Len2qVTUSms0DJ+OjvPpZhsExgGM5NIRNBczU7SNGIRqrqVM+GEafm83329g3HOumFbx+wK2a3LpwsiVjkefCdFjKMeIq00nCsk8ITillRG2lvOJGISgd+dpHCEyZpuio6+1F9SpkIaVwN1rG0COcwhHrN19UUwk05pqdajqdW0x5NNuZxSqQc4/pHdiUsIbMgJGaAyZobLNcBwEHmyZjM75t83CPvX8Gpj7vxla9vTtvYsPfpWiwomYfN26uRSPD/uId+0Wbv785wWLm6BFXLipGdk8Wt0O0jWLZyIXJy/J5zP/5MHbKyBE4e78LDW5aisroYxw+32+HsEyEV42MKnvnCWo/X93GXl/hS8wB6ro1hLBjDmz9y9hsNRFFTV4aihflpfcJZWT7UrFkEfzabkDzNB3aKWfruLTJU7igbu+pk+rqyJaxjkaHzKPeB06D8UtfrmbMW7PyE0rU8ELR8K1Bc63JD5ADIcc6XzsPr8jrP1fbfuQRJwBIZMVnXmptg002R8GUJrKwpQZZfpLyXfFzrWMtXldgE+ZnP1SERJ3NyRR02b6/G2ZPX8dDmKowMRXDq424AAk9+vg67n6gBILD7iVV46bsfYuvOZXj8s7U4dqjdJuYnP1+HcEjFqRPXcOrjbux+YjWOvN+OnY+twvkzN7B113IsXlJgf6bzZ3uxaevSlGvPy8+2u+hWr1mEcFjDpq1LsaqOQ4euXhpG3dpFAMy4hTTIzfWjbu3i9G/erHsr0MITiCt2wDNFOQnceZc6yn2yrAUrapNvAlbL8p7015EB6bIx0kVDkqG4XsubdNtPNdKVxZn+SAli7kALReniK2+TFsocb3irmK61yt5nfwuFJxR69+0miro000yP9W5YGqyq6LaTIRJRHbnjWBe1tQxQeEIl1dRbX3+13tZdLZ23v3ecwhOK/aivqTpd6whQNKLS0EDI0Wf3t5Cq6NRwrIuCgTDpumEf15JGbubgcL9n/XckrJKi6Kb2fPtsfJ44yNCNySUFq+EhxXY2+QLW7V7kSu9kcJpH7NcM3aOHf5oAKUF8unDl9V/g9B+/BkBg/X/49TtyjunEP1o4+sFVnPq4GytXl+HpX3sAR37pSBUTIRXjowp2Pb4ST/5KHfx+b+Ws63EEA1F85eubceXSEHbtXYVVtaU4fqjdPsYTn6vDX/+XD/DZL6zFQ49U4VLzAH7ra48AArjaOoSnf20NTn/cjV/+62X8p//lKftR/+ypHrQ2DeCrv7sFjad6sPfpWvzBn+zBhk0VSCQIm7YtRePJ69i8Yxk+ev8KQuMqHtpciY4rIwhPaLbMkBws5G5VXlFTimsd/N+JBKGmrgwLS+dlDCR6/Jk6DPaFsKSyyG7yuCnsGWo+J7LSVTUCAuivd4J7khLBppLedttHt6er6l3tzzaS593dRszVyloS8D2Kum/8KgCBum98/o6fazoJZo8/U4fdT6zGiQ/bsbymBI89uRpCCDz21GqcP92DjZuXYmQojLLFBfAXOASsxHQc+eVV7Nq7Ck2Nvdi8YxnOnurBlh3VWLayBIDAY0/VAALY/ugKbN5e7URFgom5bt1i+Hw+bNpWjbHRGHxZAnl5/L/4pm3VKCmb79KLgUe2V+Ol736I7btX4KHNVYhGdUyEVDz5+TW43DKE5TWlqFq2EM3n+vDQlioIAVvT1vU4zn9yA5GIhj1PrgYgsGxliZl9zHKIPzsLQgBf/caWlEAilkFq0No0gNJFBcidKiekIzN3ZkJhtZ0XgeJVcyIRLB2hC3+eHdpjo3S9OeB0z83zfqeLOfA9pEW6sjjTHylB3J+YtPsrzeO1tf3Bd1rYF9sZICWmsb82ptGhA5ep4ViXfYy2lgHPPm7bm2XnUlWdjh9up+7OAMXjcRofj1I0wq6FiZDi6m7jx//2y0PUcDTVBua+Zr6mQdI03bOvprJ0oGk6jQyxLNF+Zdi23WmaQe1tQ/zz0U6PP3kqiEU1amsddL7X/dNvcnHcEmqSi0JLmpqh3rKckMlxcS9htr3DkFkQEjOFNcQy2dGQKf/A3v6ztZg/PweLywtxo2ccq+rKIHwC1cuLsWnbUhhGHNe7gjjxUSf2PLkaX/3dLXj8s7Voaxm0syCOvH8Fr710Ao0ne7Bl5zJcah6ApsZxvXMUviwfVq4uRU5uFvLy/Pb1HD/cgewcPx7eutQ+ZjSi4f13WwHBro3enjFoWhzBQASAwJFfOvt2tQcQNwiB4Sj++Pn/D5ebB7GypgRnG67jtZdOoK11CFXVxTh8sA3rH67AudM9MIy45zvQ9ThOHu9Km2mRl5+NurWLne/p6Rkkw5mLaehv4Aqz8lGeFiGEJy9C+HNufQBlcibFPYi5NIjTg3SsnOmPrIA/XbjVnAf3Ip1VqVrVoaropOtcSTYcc6rEqOmBjYRVUmK8MMfbGjQ0EKKmxhv01r5G21sci2rUcLQzqYGhha5eHrIX6cITCjUc7aSoq914ZChMhhEnIqL+3nGPf1fXDTJ0g9paBrgaP+rtTnv91Xq7Em+/POT1+R7tZH+vq3rVNYOiEec7tLrpomHV7oqb7PvmxcPp/TskV3TuNuHbvoh2D3aezTVANmJ8enC7HBDTaZa4GdwttuEJheqPdNBoMOqNdDTdEVaGw2ggQqFxh/iSW4Gt5glvlgSH8FikHQyEbUdDw9FOMow4DfaNu5o7uBtPiTnHbW7sdbIhIppNrLGoRs3n+qi7M0DjozFqPtdH8Xicms/18k3hWCc1NfZSf5/bYaHYLgoL0YhK9Uc6Ugg30/d9O/4d7jZJOrKEOiWJ4tMgY9wKMhGwlCBmCH0ihpb/86fQJ2J3/dyWA+LK6wdu6TiZpIWZYPOOZWht6sdESEXzuT5s2bkMhUU5eOyp1fit5x7BiQ/Zk3viw0585eubsfep1QiNK6g/0ok3f3QW7VdGIIQPiXgCHVdGYOgJTIQ4mvHoB1fx2ksncP5ML7bvXo6f/GMjDCOBwwfakJPjx6Zt1fiDP9mN9Q9X4JOPu1G6uACjgSh6r4/h1MfdOPfJDRCRKS0kMDgwYUsOxw61IxLWsHnnMpw/04uVq0uwpLIIw4MTqFlThg/+9TJWr1mE6uXFeHjLUiwqL0Bp2Tx7fBEIaDzdgy07q+0ozUSCkJ2T5Ug0H7RP+n1P598hU1znXX/EtmSJ8I20EoUnHtK9/T0sY9wJSBfEDHE3bGCZMBUHhD4Rw5XXf4G6b/wqsgvz025j2cxU1cD777ZOa8ROMrKzs/Dw1qUYG41h07ZqGAbhyMEr+Mxna7GgJB97VzmNG7oex/kzN9DaNIDf/ndbUbWsGKvrynDoF5ex+4kafNJwHT6fD09+vg6AMyxzw6ZK5Ob6sPszNXbXGtu9FuGB9UuQl+fHpq1LEYvqWFg6D9c6Avjz//o0srIEDh1os5syHtpSheKF+RDCad74+u9vR0lpPrsiHl2Bx56qwTGTQN2dcdt3L0ciwZa3NQ8uwdmTPdiwqRJE5OnI27Z7OdZuKEciQdjzZI3n+8707zAV3OpIp9sGy41RsNSciDyJM6N67z0xHmhWkK4szvRHShAOWAb46R1thLgVXHzlbfqheIIuvvLTm24700fgTI/YySv84QmVDCPOATjneikcUigW1WxZIjmghvMbVIpGVNtBMTQQIiWm0en6axQMROzchvCEQkpMo3BYsWUElhZUW97g1DOnKaPnWpCaG3tJ1w1SYtzwEQ4pfMx3ORlNVb35FA3Huzgj4minLaM0HOukYCBMhw5cpqbGGxSJqJ4GE03Tqb93bFKNd7o6/EyaYyzcqgwwnf3tbdPET96PgGzEuL3ILsy/65XvdDAdn/BM57SlbSkGuxyWrVgICIHHnlyNLL/AB/96GXs/W4sH1i/GoQNXkJ2TBUOP440fnsWChfOw9+laCB9fw9hoDFl+H4IjUUTCGiAEzp7qweNP1yIvz49583IAATy0ZSly8/zo6xnHpeYB+LOzcL0riN6ecYQnNHRcGcabPzqL4pJ5eHhrFVbVliErS6CkbD4WlRdioDeEyuoFePLzdTjbwJXsQ1uqkJ2ThUO/aMPp+m585WuPwJ8tsHXnMvReH8Mvf3EZ42MKvvL1zVi+qgSUIOhaHKsfWAy/P3OzhdU6/cwX16b9DheUzMPDm6s8fut0/uvJquWb+rVv1Qs7jf2nPUDzfkU6Vs70536sgGey4HU32oRvBe524el4WN0Rk87P3skUVlB68/k+2zdrL7ztbyHDMLyLauasNcsPHI2o9Pqr9RSNqE6eb1i1vcNKTKN4PE79veM0NBCiA6YTIhrRKBJWbSdG87lez3l0l6fXcky424Q1jRfSkidqRKMaDfaNk2a6OcITqv1ZJ5ugYSWsWQuBXKnrKRWv9R1ompHyJDLdJ5ObbX+rC3XT3V+6JxxAuiBmhuk8ymuhKA2caJrWPrMBd06ulXs71f3cjgZN1enyRc5u6O7iyRNWzoOHUExZwSLqiXGFH/9Nx4Om6g6R7W+loYEQdXcGPPtb2QxuAtNU/vmgGa6e7MRoONZJY8Gox5VgZ0oc7aShgZDn+KqqU3/fOBExgb61r9F2TCRHb6oqZ/8mT9BwX5/3M3B8pZskRwMRT0zmVMcqZcKtyBMSdxaSgGeI6Wi9F195m36+81ukBENzUh/WQlHq+PFhV+WqTrsCbmsddMjpXB/FYhpFI5pd6UXCqk2uloYajXA4Dlex7KN1e2kbjnWlEJlXt1Xo0IHLno659/a32hW2EtO4U011tOSD+1vsbjb3RI4Xvn2A2loG7NCdhuNdpCo6vft2k8e2ZpGfauq3yV161rXFYny9qsojjtzXZwXytLUM2rY663NamcORcGZ91JqwEY2km4l3eydAS9xZSAK+C7DIWg/PzUcuqzLv+PGHN9/YRLpf3uTKrK1lwK5gD77TQkMDIQ/ZtTT1eVLRmht7TeJmMlIUnULjMU/IenvbkMcT3HCMiVJVdWpqvEGqqlPzuV6nGUI3OKzdTE6LRjQaC0ap/fIQKTF3uplqfx7DiNvk5h5b1HC8y75JjAyFbbKNmCHrRM7TQFsLP0FEI0yo0agz7LOp8UZKWPuhA5dpaCDkzKJLakO2FuwU0+fc3RWgqUgTk5Hs7fR7S8wMkoA/BbhVbXkmN4h0Y3Xcv9C6brgcDVz1aZrVAddlPooHPVUkNzV0Uc+1IPX3jSc1WjCJMMH2kWHEKRJWKRgI25qwojiEeq2DXRKGESdd0ykaUam/d4z+4R/2UWXFSvIJH61aVUd/9sd/k9LBNjQQ8nyWeDxOI8NhlwOCq2hdN6i7M8BOC5cEYZG2phnU3NhLTY291HMtSLpu2M0b7oqcCTXoOb5VAbv18tdfrffcKJLjO9NJDTcd6SSliVmFJOBPAZK1ZT2s0MCJpmlX3FMhck/ldrwrpQK2fqHb24ao51qQQuMx6mofofHxmMcK9u7bTdTdGbDbhLnbzNFVLa3YQ1bvtJCmMrH3947TREix5QdrYYt1XtUTwsPddAb94z/so+KiJfTZXX9Ov/2FH9Jnd/05FRYspu/85St2gI91beEJh0St6jMa0aj+SIdH745EVLsCJ3Jmu721r9FuV3bb4GJRzR575CFS13WOBqN2EJA773hocGLaVask2bmNTAQsbWhzDJM1UCRby+KahuGTl1C8bgX886feATWVJpLJDP95+dl44nN1aGsZRO3axQARNC2OiqULEBqLofVCv6vpYSkqqoqQnZ2FJ35lDdpaBrF2QzkO/eIyW8RK2YJ2/kwvHt5SBQDYtXcVzp7mKMqsLIGPP+rAqY+78Sd/+SRWri7FiQ878OaPzkIIgZo1ZTj/yQ0zL1hg7YYleOGF/4ZtD/6PKF/EkyvKF63Dzo2/i3/659fwF//5W1i5uhQA8NTn1yAry4cNm6rw4cE27H6iBr094+jpHsWWnctQuqjA7uCz8n1X1pZhNBhBcCSKxz9bi/bLw1ixuhQf/OtlTIRUjI2a44kAfO6LfP6nfvUBDA+GceHMDfs7feJzdTh1vAtP/MoaHP3gime8U3Z21k2tgcmWs5lkN0vMAaRj5Ux/ZAV8c7irSz2qTrtCtarc5pfeIkOZvJqZqdtiKguLN6uoms/xI/fIUNhe8be00qiraraqPrcrormx13zk7rKzFELjMerpDpq5ClxJRiOqraMefMfRRd0Ldk6uA9vhwiGFhPDRb3/hh/Tcs/vsP7/9hR+SED7bEnfgZxdpaGCC4vG4pwlEdVWp0ahqHzsS5gq4vW2YgqZ7IXl8vVMBpzoZ3I0eluRiLUCmcz9YVXkmSF333gIyVMBZ3/nOd6ZM1t///ve/881vfvOO3QzmMvSJGC6/th8L169EVm7mdt3Lr+3H6T9+DQsfWoXClRXoebceCzeugj9/ahXqwvUrkbdoAWp++ynceO80Fj64cvJtFxej7hufR1ZuNoyICj0SQ9vf/9y+znTXnZWbjcU71k36OfzZWVi9ZhH8SfPelJiOwwfb8Mi2avR0jaJmTRkaT/UgNy8bF87cwJs/akTRgjw8/nQt/NlZOHzgMt744VlULS/Gjt0rsPbBJVj9wCIcef8Ktu1ejp/8QyMCw1HUrVuE3LwcnD99A5t3LkN2tg8fvXcFvT0hxCIahociiIY1VCwtQrbfh0VLCtDVEcDQQBgVVUXw+334wf9dj7iRQP3pD5CbtRgF8xfZ1z04chnjkW5seehXseeJGjy0ZSkuNQ9g0ZJCrKgpRdGCPOx9ejXOfXIDP/reKRQtyIPPJ7BgYT5qzRlvH71/BRs3VaLlfD8WV3BeRNmiAgwPhVFQlIv8edk4dqgdDz5cgdJFkqA4JAAAIABJREFUBQCAwwfb8OaPzqKoOA+1axehpq4MPp9A2eICFBblYtujKzBvfo7nuz58sA0/+t4pFBTlYvWaRUiHpcuKUVSch71PrU75N5KYe3jhhRf6v/Od73w/5Y10rJzpz/1cAU+12rSqS0PRpl2hWjYxQ1Fp6PSlm1bAyQhcaKfmF3/iOWe6a8ikAd9MG3a3DB/c38KLTtdHvdWf2VjR3ztuW7287bnJbcfcfBGPxz0LZN2dAc/inNuHOxqIUDSqmvY31dPUEYtqtG/fPipZWOHRgEsWVtC3//hvTPeDYVegB3520Q55J3KqT1XR6fVX69m/q8c9+vRb+xrtlmRLi7YC2y1926v7OhV01FXNWwuJyZB67qcPkItwt4aZZD8woX44ZSLt+PFhmywtAk8+nx5VSQ/HqP9YE+nhmOva3iY9HCN1dMJznbxQ1+yRQdx2NGvfqdwwrEYHdzauW1poOM6dat6cBt0m4v7ecWo+1+uxpBkGxz0qMc1Dfu++3WRnQFgTKizCaj7XS5pq2Bay11+tp9FAhAwjTorCXts/++O/oVUr68gnfLS8ejV95z+/YkdKOgt3Thff+Dh/X+1tQ/b1W5kQPd1B27VgXaPXUeFILJ4bjCkPWN2BbS1ORsZBszHDDYu42b9s2DcWiXsfkoDvAKbiJpiKU8E5TsQmRTcZuxHuGyElGKLmF39CSjBEREQDJ5ro5zu/lZY49bCSco1aKMJ2tKjiIWN1LDzpTcZyRBhG3OOZtSq2SFil1qZ+b6ddywB1dwWpuzNAPddMjfdop21Fa2sZsFf/R4NRj4PCCm+PRjSbbKMRjcIhxaMJu33JViiPVUlb3WaWbhzxkKpqW8as87pvKOzG4Ixi62YTjXKwEFvvXGE9rkziaES1xy/pukOmisI2OQ780TxdcEQZwoykxvupgCTgO4CpSAxushy/2pOW3OzjvPw2xc2qiIkzlQwN3fCc16pclWDIQ/IWqSvBkE3OhqJS80tvkR6O0diVHjr+/It2154SDNHx51+kgRPNfB5FoxsffJLR4O9+TLYWpFSzNdgiu/CEQlGzecGyn+m6Wbm+y2T4+qv1dpC6EtM8VaVVOQYDEeruDNhB7tbr4QklpWW5rWXAXgS0fMKxKOdHqKpuSyWGYVA8Hre7+qyqteFYJ0UjbltYJ7W1DNhk2N87bpO0VdX2947bTSMO2bPHN7mLzdouHHI8xcnfqd1ynez9zfTvILvc5jwkAU8R02l20EJRuvHBGYrrmVer3WQZbO5MS9ZaKEoXX+YKWB0P3/T86niYml9+i9TxcMZK2X3egRPNpIWiNHKunX6+81vssNB0T1OGRfh6WCEtFKXml94ibSI6pUosuXJ74dsHqLszSOEwZz5omk7tbY5X1spRsFpxrcYNpxLlSEhN4+rR8u5aY4ysYZoNxzopHFLsSjQSVumFbx/g6tiUQqzxR1ZLshXc45YU3E6LiZBCquo0kkQjqq3jWjcU67NYMsvrr9bbpKupuucm0t0Z8IxYmkyCmAx3cpqGxJ2HJOApYvoLZxEmq1Ak7fvq6AQ1v/QWqaMTFBseyyhFxHWDRs55F9HSVbdWZapHFdKjCssJJnl7r8urWetR1XWs2JS+g443D09pQShd5WZVw5ZU4F5I6+4MOBWnmbNrvWeNAbJI7uB+7xgjXTfsBT5N1V0tz4Ok64adYKabM984ha2VQuMxCk8odPnigKd1moODnKQ0TdW9bdAxZ0zSC98+4Iw96h83cxpUj7bbcKyLc4H3O7Py3G3b7u8zecFuMmT6d5ALdvcGJAEnYXInwE9NPfbwTSvh5pfesn276eAsgsVuejw9rHiCfKzqtvmlt2z5ovmltyg6GKSONw+ToemkqzqFe0dIV1JDXeK6Yeq9jhThzoHwas+HSQtFKNjSlZHUpwKLIN2LUclj591e3mTNVVV0CgbCSXIEp6nFoppN5NGISkpMt8kuEuauODskKOpkPCiKTtGwarYpj5syiGpX2laSml2huwJ4rMrSes+TaXG+zxvN+W6rXRFbgT/JC3IWkqUPWcF+uiEJOAmZ7FkdPz5Mcd3I+Gjvhh5Vb1oBW7jxwSf0853fooETzTR+tYcMVSc9qpqEm15ysG4GSjBEhuq4FKwmDe/+EWp/45B9HVooSv3HvNGYgQvtpIdjpARDntjM5pfeok/+4gfU8eZhUsfCfJwJllfsz2otJkYzp3e5F8Pc0ZB2BWxWsyPDYeruDNChA5epv3fcJkNrgez1V+s9QzgtkuzvHXfkjhZH7rDIjkk7ldQ1jTOAX3+13iRsvsaRoTBFzfAeK6LSqmqTF9h4Qc1rw0sHS66IRlRqPtfrmbac/F25FzDdlrvbCakRzw1IAk5COltZqj1rctvZxVfepuPPv0ihrn4aa0u/wJZqETMrzjcPkzYRpZFzVzM6GIiIQl39dPz5F9Ne08CJJluysEi0+aW3bHdDumjMgRNN1P7Ph6j1e/tNvdmq9j8kQ9Wo48eH6ZO/+AG1v3GI9KhChqpT4EI7KcEQ9bx/2vML3dMd9OiYVtqXZfNqON7l6ebSNIOaz/fZcZUWOUfCKo0MTdgLcQ3HukhTddI1nQwjTvF4nLo7A66QmlbHUbDfWQi81hEgXTcc+cKVr8ALhd5RSYbh9fdqGpN8W4uTcTwaiNgyxlgw4rnJEE1OcMnfgbWtVTVbvmG3q+R2V8JSI54bkAQ8BUzX6+uuUDORqEWEoa5+m+Db3zhEgw0tNiGrY+G0laXbyZBOO9bDisv361TAgydbbKuZFo6SoTrkkK5qNzSdxq/2kK6Y773M7+kKE3Lr9/azRDERpYPvXEypLJPJyKpY08GWBlxTLrq7Apxmphuk67rHOWAtkDUc6zSTyXT6pP4aNRzttLXZlqY+JzLSzCO2WpTZFqbR8cPtngD1aESjzvZhD4HyuS0PsOZZaFMUncJh1W7Bbj7XR0TkIXQiMqMz07cRuwPt3eFC3V3BlMSz2wWpEc8N3LcEfLvGA3kyHkxvbbKDIN059JhK6niYbnzwicvnG6H+4y554OW30zopptLFliwN3PjgEzr+/IukKyoFLrSTNhFNIfdMC416VLE1bXfiGjeTqNT+xiGKjEc9j+xv7WtMiXa0yTnNI7WlfTYc66K21sEU8lYV3ZMt3NTYSw1HHTkjElHtxS1rv2QrmmGw1c3y7jaf67V1XfeCXWg8xqlkgYi9aGedO1m37u4KEhHZgzmTg9nDEzxANBJWKRxW6GAGy5jbKWJ18t2qRCBlhrmP+5aAb9d4IK+tq2kabclvkzo6QUpgnNrfOERxXU+SB1L1WyKuSi0PsTaRKpNcfOWnFNcNhzBfftvWhdWxMDW/9BYpgXEKXGjPcF0/tQODAhfaKa4bLDUExu3q2L1oOHS6lZRAiG788hMmV1O/dGfYevTUY1106MBlu7nBQvIjvAXHRdDpcRFYs+UsqYCbOwZt6aPhWCedrr/mISF3xdzeNmSPFrL8wbqme6rbcEixF9SsCtkZf+SdHNLeNmQ3k7gdEtGIaksVtm94f/rHfqsq9XTT3YJEIGWGuY/7loBv1/h4d5XLli7vMdNV2m6y7D/elNJxpocViusGtb9xKIXQx6/2kDoepshAwCMZsL77U9OD/AlFB4Mm2YZo6PQl+7xegk9q5jB1XUPTSR2dsB0Q1s3CUHW68cEnnmuyPM+cU9HqqdithSdd00lVdKo/0mFXhKFxrpQtuK1hFgG5yS4W1WyngmFYljM3GbIXVzPHDWkah6VblbWl4b7w7QN2M4aVWqbr7JpwV7dWt55hxKmnO+jZPh3c2nL9kQ57hpz1eiSsUiym2VXxzXA7JAIpM8x93LcEfKtwE6uh6hmtZJnlgp+SOjpBejhm67lX/vF9u4043DPIFeuLPyF1POyxhulRheKGQf3Hmuj48y/a+Q9Wt5o6FmY7mqJS4GKn3eFmqBoFLrR7XRNm26uh6tTx5mFSghMUHQjSxVfethfvkgk33Y2r48eHmfRNnVgdD1PgQru9cBWN8GO21SZsacQ93UFP1RmNsHRgeYEtNJ/rpU/qr1Es5mzbfmWYiMiZTBFSqKnxhu1oCE+o9oKXRaCxqEaGaTe7fJEr1GAgTAd+dtEVtO5Ut82NvR77mR0T6ZrQ4Z75ZlnmLKJ2E7em6fZ34IaUCu5fSAKeAjJVsZZ9LDY8Ruf/6p8p1NVvbu+uTFOrYiInp4HlB4N0RfPup+pMqsebPFazi6/8lAxVd3XGOV5dS9PVFY30qEJDpy9RPB73eH71qMIdc6YUoUcUuyKODY/RjQ/O2M4MS5e2FhT1sEK6olGoq5+0cNSzAGgomkf2GDl3lVq/t5+iYWsAZ+oC3MgQ+3qdFLQW2wlhW7E8lbDTfOEehEnkkLC748zdVebWZFVzMKj1szUzzpIYrDFGlsbc3ztub+/xAu9vJd3syHPb09yYasegZ9FNkvF9g1kl4Nu1EHanka6KdZoj2EpmqJqt5bqJyL29RZT2o/3Lb5M6HiYi8ui2VvOG5TSwmi0sInfHS1o2M6tDjmMrzYjHpNyH5hd/4mQ6qDrpikr9x9h+Zvl9uRWZby5jV3pIN6tmy82hRxU7w8KtI1sas+W80MMxs8LWHHkhaVhkW8uAxxeciby8NjHOgghPqNTc2GsTbHJV6vbQJs98C43HvCRqNly4bxDJDSKqotPQwISd6WCRdzAQpvojHfRJ/TUKBlI931ORAdxDQd3dfRKffswqAd+uhbA7jUxDKy++7NJUX36booNBx+r1srs6ZdJs/d5+an7pLfr5zm+RForQwHEnOtJyQ7htYF6SZ1146HRrUryk46AY7+yztd/kGMmBE82kBEM24RMxwWvhqLfyNitxp/p10tj0sOIhY0NzHqUt77Me5W0s3/CND854fLkWrFbh8ISS4gu2YE/SMBPQrGMEA2FSzMd8u8HjqJM6ZpGyFdSTnMxmZzSY6WNeL7F34KUlF0TNhpGJkJKiHyfb0mYCT3dfGheIdU3WjeJ2nFNi9jEHKuBbXwi7W/BYzkyi8nSVvfw2xXXnl8HdNTdwoonUsTAZqkbjV3tSbj56mDMclGCIdFdOsGfB7lgTRQeDdifawIkmO6ls5Fw7aaEIBS52pomRjJChm63JUZdsoOqkx1RqftnReQPn2+0bgEWiVpuyu6LmKtebsjZwotkmYjepD55s8ZyXyNFGk6MXkyvZtpZBUk1ZgIjsKEprMc+qii0HgkWUbieGm6Dc491D4zE7LEdVU9uMrevxWM9MmWRoIGR3wXkW7loH036WmyFTpex+eujuDND4aCx1sdB1Tol7C1IDngaS23ePP/8ixYbHvDkRbx62CUwJhlhrdTVkDJxoIi1kVp2u7F4iM83MfM1yE1hWNENRqe+jc3Tjl5943rNI7vjzL1LzS29R3DBo7OoN0sJR6vvoHGnhmGkVG/fkODBhNtGNDz4hJeDY3s7/1T+7Fty8Fbn78/d9dC7tk4ubiK2bkiWRWHBsXZllh2QSdE9KdksH773bStGoRu2Xh1I62KxMhdGgc4O3uvKSidU9ucN9Te4mCetczk1Aof4+d4i76iH7yfTfTJVtum2s41otz+kWC28H5GLg3cd9TcDT0aDdgTiWeyHZo9v+5iFProMejtk5Cx0//pD0qGITpeVI0DWdDEWljh8f9hD1xPUBMhSNAhc7SR2PmMQdsavki6+wfszdaB9S/zHz/YjVDOK0OBuKt8olIk+lOniyxW6osGQIaxv3PpbsoQRDKZ106b9bt0TifMfJqWOGYdiNDOlI0E5Iy/C+qrK7QNd5Mc1KPrMS1azGD1XlxTd3XkTE5VF2a8oWLPJXFHY7tDb1eW4Cmmak7e5TzIU+r3fYIbfkrGL3qPuUbZJuRm5p5HZC+obvPu5rAp6OBm1VvAPHmyjQ3EljV3poonswKZgmZpOjEgzR+JUeV7XqNF/oMZXGrt4wX484SWYmkerhGMV1g3reP02GqqVEV7qjKTnTN0LhvpH/v713DY7kOq8ET2VVAYVqAA2g0N1Ao9HNfqG7SdOzWpGSOF47HH6uqZmRJ/xjN3ZmwxOrlWKs9TocY2kVsxu7IUds7K5j6dbEbIzEoUdeSWu92FSMKVkaUSQtqZsS5W7SZD/AfgFodheAKjwKqGdWZt7M/PZH5r15b1ZWodBAv/NEMEgWqrKyCoGTX57vfOcjJrklim9cFE29qLwIs1Kn6twizX7zdcr/4KzSAOShQ2Jsudqgen6JbMaocOZCSzUfbNfoLikuaDq954/6BgMVwWZkdZQ53KTjkkGYiPhONdNktFysKlkKnOh4Ktubp2/49jBbOB7CYeiFhQrl3w+scnrDDP5bt8jwK+nweYjpOl8eCJObPCLdbFp05VKx5Tl328cb+4bvPh5pAu5Gg5YbYeZ6zbNx8ayGSl1om1ZVp8r1vLIGSOi+FqNLJwOy56E4DrNFZeo1zkyq55eUW//GUkm1oDEmbGTNlTKtvnOdKtfypC+vk+M4xHSD8q+cJdY0yarz5mGTaj6BMt3w3A31ppAkls9ebtFsz/3rv6D8K2e9KbdXz1FzpSy5OIJq/tLnX6LVd2ZEUA/XjIM8io3jK+WcXcZs+k9d3Lo3GiZ959SFyJFd23akBDNLNNssk9GFv58nXSJTvW4qpC9Xq7zqZZZqPSssVkTlK9vZWs6zZXNFsGuOV+38v2/eKG0rAcZywoOBR5qAu4GcLHbp8y9RY3FVqRZZ0/vDm/3m69RcKYvq16zUA+tW0wzki0qDZr7mTbjNv/qW4pioL6yQYztqNWrbLeuLjPWaaOYx0/Lyfw1TbMKQ3Qt8qk2WJRRd2rfCrU3fIIfZ1CioE3Y2Y+TYtriAcLeG8BUbpiJfeFNx6sAHH49uJ/fwHGCe52vbjtgmHIYy8OBvz+DEuFysKlkQvGoW3uLTnkNCJng+HvzmT+bo+pVlskxVZ+UNPaMZTY7h0J1O4BX4f/rr6MjKMLZCorGc8GAgJuANEA5DlwcmRAC6ybxBBKGzniLWaCrZCVwb5lkOwi/bNMVgg215wxcyAVbfLxDTDWn4oUmLP3qHzLI6Ksx1XnV67RRVbxTEBUTO+uWNRL4Jg/lSR/g5PDTIWKt6a5ZsJwiEP+ldgGQJhcM2WcuFg8shHPxz2qEKk0+s8c0QMjixVitNunmjpDTivFFnQ/h6X/zq39PPfjxLy0s14TcOOyVke9vNG2vieeHQnXZrgjZTtbbLu2j3862QaCwnPBh45Al4s8Mgtsm84JmaTjNff02M3HrHCqrZ+R+eI9swiZksGD2uNIRP1rYYmbWG4qvl53LmE89RfWGV9JUyGes1b+rt5ClfBvhb0lfKVHzjgucr9kl/5uuvkVGqikpUHojgzTNvpDmYbLNquicjnDxFeqEUaSFrFEpUOH2ern3llRZfME9ze+8LL9PqOzNirJkj2PphiPS04IIRXLDkFUfypNuFv19Q9dCXp8mymLS5IiCroBKeptXlmiAzXbdENoSsMzuOQ7WKQed+9j7dvFES58yDfuTtHO1IjGcPyxrwZq1nckSl7OAQx4pJ9KHGI0/A4TSzjYhYxEd+43WvQVYOlmXOv3pODB8svTktqj1WN6hyPU+O7dDy2ffovS+87EsGklRgWmQzj6xVojKV7AZegQtN2l9pZJsW1W4ViRmmFy5TKIlJuvriKhVOn6fvPvOHVDo/o+rUZzz3RP6HZ73hkDcu0vyr5yj/g7OenOA39ljTFDLExee+RdUbBTL89y++ccHTw9vstYv6vlvGnP0xanm44uK7i0o1+Kf/0/dpealGhYVKy8oeedDCMqPTxDjh6dK/25FluIkWhbCbg7+u5bzavAfPrwjvx4sJ99HBI0/A3YSny7BNJppNtVtL6u26NKZbvpYXzScx5eYH1XBr2szXX1Mm6eQpNU6S+VfOklnxN1NE2MNsi5FV05UIy/lXzwly5tkOXPZQp+i8iw2XFPKvnPUvAnImheVv3nhdJUyfbGWZQb4TaLeOKWp7Rzffuzyu60kHllKdhtPK2lWPtu3QD16eVveuRei33VSfpumlvPGAnqjXtSPycLZFJ5mBORbdql0i5lgdH4vx4OGRJ2COIFYysFLJAevhNLLSuzOSJ5fHUXq33GalTmalLmIgHWYrLojC6fMeiTWMlv1sRNK6ooYhYh5leUNeGVR6d4ZW37mupJbd+PZpWn3nOll1j+Qq1/NUujhHlkT6hdMXvBAgKSeYNbxpPNkzXDh9QejTRESO7ZBRromKVZ6Ws01LcXZcOnmK6gurHV0QskyxETppopvRS71K2PMIdxsP2e44G8kN4QsHEZHtqAMl8uhxFG7VLtGPFr5Mt2rTtG4UyXZs5bEYDy4eCQLejM4bHh/mnlp5bRCXHcz1Gt349mkqX58npptUX1hV/MJ8l5pcgcqVNo+IlAmVKEha48Ro1XTFrvbeF172GnqMkW0x+upffpmO7nuMNCRoavIgfeUvvhS4FHTVDsZDcrhjoXD6Al37yitkM5tY0xBZwpdOeq8/84nnFG8zlzzM9VqLZW757GU/OCiolI31Gs18/TX/9xBM9QW/m+43LXeqSg0jOupRvC6CKBmz6eaN0qaGGgItulXmaFeVhp9Xas5TvaF3rRV7x50myzHo7eXvUbExR8xhtG4UiTlxDsSDjEeCgDczcKFshfCr4qACfknRZC99/iWqL6x6DTU/u5fVm5Iu7DWxOKHyqpQ35BzGaG36hhdi0zS9qtq3lZWv5RXSlxtrnizhVdl/9s/+iMb6dtJn8AF6Ab9Kn8EHaE+6nz6Jxz2tdq6gVMe1/BLZpkXzPzzn6baG6ckYcgPR136ZblB1LthZd/G5b1Hh9AUxWrz05nRQ2Z/09GpeGXNpgfubiYjyr5wVzUt+MQwnwHWLcAOrUzUaZRXrpnqNeo4YXQ5tLiYKKtViY671OP7zio1ZYo5FFWOZbMcW/98NmMPoVm2amMMUst/MMWLcX3igCbjbynY7Qn+Y7tnFmGEqSWRWXVcWayo5CFK4jdxsYk2TZr7mOSgcZnve3rUqzXztNUUr9sLaPfcCs7zgnNlvvi5CfS59/hRNYAd9Bh+gv0z8mvjnM/gAHRweCwZHRCiPZ6OzTYv0lbI3mOFnDiueXdsWrodW7bcpGmh8gOPSyVP+wIY3FRi27gW/h8C+x5/bSS/miCJCOcYyXI3y/+fPr9cM+tmPZ8nskNMQlS7WWuEy0nWjbRXukeFc20q42JhVZIOtyAjBay/RbOWtWIp4QPFAE/B2xVl2Q+Rys2nxR++QWam3ECd3I3DC43IDD12v5ZdE3i6PbuQExx0Ucpaw4zhUvpYXE3dyJbvy9lUyy3XSkKAX8KsKAb+AXyUtkfDOcW6RrHqTSu/O+D5jQzQBuazAZQY+oFHLL4vA979M/BrNfO01aiyuksNsMtZrVLo4JwjUtpj/Of6WzPWa+L2on09Xf18nA3fH7Wq/cvBOuBoNr3I3TSa2ZHRqloXTxaIq3LeXv0frRrHj+crkKINLCZyYw/+vPq9zg01+LSf9GA8eHmgCjqpsbyfkfaPAdc8aFmjDvBK1GRO32stnL3uPf+N1sQKIjwx7Qwpe5oI3pttUfjbz9dfINi1PS/aJkeulVrVB5av5YOWPtANu9puv09T+g9EV8MiYt1TTtr2M4ppOtVtLwWLOUEIbqzepsbgqGnGl8+HK3RC2OTG8UTfEZo3ytTzZfhRnS0xnxDoj+fvcCDIR8uEMnhURVY22SzWTK+Twivh2iWaBTMAULbaT9rpVh8L93mCLHRjbhweagKNwO1WxmtwVBKjLI8i8YuPP4QMLPBNCDdV5nZhuCC2VV5zLZy8T0w3PUyt5ey2fkL1jNchxHLGQ0xtHdoT2axsWLf18mgqnPeL/8r//D7Qn3a9owGN9Q/Rn/+yPpNzephgMkatoL8hHJ8d2RMOQuyz4LrrmcplYwxB74rgWXHzjIhX9haKBRu1VtLX8EpUuznm76ST73EbfORG1VOjyhZRPt8mVbxSYw0hnVYUkO1XInRAmw3WjSG8vf29byLEdkcnVraf73h7Z3SmivN8vEA8SHjoC3ozeK+xekqVK3rsmjwzzBtLa9A2yqp7uy8lM1lB502np59PCU8sXZDrMpvlXzxHjTS//2HJA+8U/f9HL85W0UavuWdzkRpltMSq96+UtfBKP08HhMdISCToyPkn/13/zR1LT7DwVz1ygyuyCUkWb/jGsui6qYj5OzN0flz7/Er33hZdp5uuvKU4O7jHmn4Fv35A3LpuVuhgsCarmVrmBf+d8aEXsq4vwZTd1K7L5RRSQje3YZDkG3apdIssxxM+KjVmyHalh1+WEmVcBz4Vkg4DUbMemUnNeHDvqOe0e74bItkMn7qRL3w7aSScxNo+HjoA3A5k01PjF1o2/snY5+83XhXPg4p+/KCQF0Yz64TkqX82T4ec1CNKreMlogpzqTXJsm0rvzngxk3/+IpnlOjHdcyZU5wpefvBz36LG4qpS3fMJNqsmbVhuGMSaBpnlILfXrNSVnInVd657fl3bptL5GSqcPq/sl2O6IZp/fOTYNiy6dNLTdas3CuQwRks/nxZ2ONY0WmQHHlQkciP86bkwwpN/qjRyseOFVK4OeYOrapZaSEv+f5koo48ZEJV8fE6yxcYszVbeolJzQXEg8Od18ujKjzescouk0X7g4vbIjr829g3fv3ikCTi8vUEOigk/byPt0vaD1eUpN5sFiy/lpZbhbcZyA4+ZFlm1hkrc5Tox02rdsHHylLeleK5Api8diBHpSp2sepPqt5Y8cvedFct/956XpOZ7kPmW5OIbF8mq62LqbenNaapcz4vPJ2cde+4NJmItWdNLQ3vvCy+r2vbXXvM/70vK5/UmA1ViDe+vi9L1Wd1QKt0wsaoWrYC05IrYYHXqBLlhzK88AAAgAElEQVSBZrCG4jQIKslpQcal5rxyHlWzRKatR1abtsOo2JglyzFovn6ZqmZJSBrrRlGQe9jGth2Iq9b7E480AXMEU3DdbcZoVyXzOEpzveZpxP7CS7FHraaLKEp5VQ/fLuFlMVzwG1xNZWiB6WbQKPMrVO455mHtlet50dSTg3O4nsyHSMKRlaxhiPfl1WjwmHcbXzo/owS8y17n/A/PBs1EseHjb30bnHf+pXdnhC84/4OzSmOu090HUUDOxTcuRtxWd9MUC4YWNvLMhqvZqlnyZYYF5XW2Y0dWwMwxqdiYa6m0g+eY/nl4wxT8PZhtbUkmiH3BDyYeaQLuxjGhEkT756pxlC+JlDSlkReKouSJYrZpUendGcXqVs8vBYE4/hgwqxsiM8L2BzbC/l2+pl5utvEGom2Ygvjln8sZFkQkKvfVd677josgklJ+fnB8K8g29nOH+Z2A/D1z9wR/rpwZ3O7uI3j9S1IFHFRyvILsRucM+3CjIDfwmMNE9azKAoxsX57wLgazZNpNKjZm29rUoiQAfr6WY2xZJrjTvuDY+XBn8EgTcDeOiUufP0XvfeFlJcuhHeRgH+7dlYcgOBzbIWaY1Fwtk1nxoytNdY08z/cNml2qPtpYXKXVd1TSNit1sg1TEJxY8GnbdOPbp0lfKvmh7UESGQ9xlzOCPaeGIYY+6ourdOYTz1H5ap6sepOYYUUOWgi9178IXPr8qbbfM89IjjrOZtCtzukRqrmB79Ykx69I5+uXad0oRnp/uVwgSw0VY7kjSUVJAIHkMOtVwVuugNv7gh92a9yDikeagLtdSSRXfxsRhRjBfe5bfhVoBHGNuilV3b4mWtfJYZ5XV14jz2WD8JRa4fR5v1FniHHk4hsXiTWaqqxgmEowkFVvEjO9oYmmPwVXOj8jySQvCekk7IooX89LWcKtuQ3qZ/pbCjZjmP7PW6fdbMMSq4u2C510Tk8amCXbr2zFeYSIm0sVDasiSDtcBXvyQyA18OPxyrhbCSDc8Cs150WDr93zoo/jnWenbIhWvXxzZBxryHcG7Qg4+bnPfQ7d4oUXXvjcJz/5ya6ff78g2ZvG7o88jmRvuu1ztJ4UrnzxO3j7f/lLHP0Xvw1bN5DK9imvcUyG97/9E/QfGEN2Yhd2/8PHse/ZDyOzexhXn/8Ofvxf/+/I5AYx9MQBzHz5Bzj7r76IzO5hDB6ZQGbXEK698DeY/J0PAwASKQ194zn079+Dvj3DmPzohzHyi4eRGd2JY5/4KHqHB5Aa6MPN/3gGq2evIjs2jP6DY0j2pnHl+e/i3J88j8zuIex+5gn0DGZx5fnvYP3dWfQO96N3Zz9cy8bMV3+IkScPoW9vDtVr88jsGsLuZx4HOS6y4znMf+/nOPcnz6NvbASH/9vfRH2uALthYPnNadTmCmDVBoZ/4aD4/Fe++LL4TMf++2eR7E2jb9cwrr7wNxh+4iCW/+49lKdvgtV0DP/CQbBaE1df+C4O/Ve/hnR/Zku/Q9tlWGhcwY7UMFJaGjt7dkFLJFt+VjLmcbl8BmmtFwkkkNb6oCU0lM0CRjP7sSM1hN19jyFfn8ZIZhxNp4aeZBYpLY3FxlXMVt/CjtQwMsl+FPSrGEiPIqPtQAJAla2gLzUALaFhoXEZ1yo/R1rLYGfPLuUc+HkBgOM6KOjecdNaBsO9e5DW+mC7DMO948prqtYqFhqX4cLFzp5dLd9B1VpByZzH5fJp8b5h7EgNI61lMJ49ipJxSznHbqAlksp3G2N78Kd/+qeFz33ucy+0/CCKldv986BWwJ0g68NMN5XRYu8WP9CGL54M8g0cZouhCjnEx1yvCQ2YSwM2CzTccKVbOj9DtmFS7daSt0jTX3N/6fOnvApYSjVjuiEaYdzjK//cquteRXzmQovljFfr5at5z1t83rPEcb8xX94ZXpVE5N0d8Ao6SFg7J3zBskbcLs846vveDDrdGoerPq9iZcRsuXpVq9CqWYr0EXvHYBTWWtUmHFN8w9FOjUvCQRF2S9iOTcw2I/27nRqNvCKXK1R5gi+MuJq9f4A2FXDq7l8L7i9c+9L3cPZffRHkEk78D7+LJ/7492A3DJz4H38XY7/8JC7/u5dhrFagL5Rw7tNetbj/Hz2Dy//Pf8SRf/HbuPHiTwAk8MQf/x6e+OPfg2s7uPHSj7Hvt57G6IdOIJHUUPzRu5j6+EcBJJD7wBRG/sERAAlMffxZpAf64Fg2ln92Cft+58PYsW83rnzxZZz7k+cBJDD61BTOffp5gAi7PnwCe575Bdz67s9w/FMfg5ZK4sapH8NYreDW37yJ/f/klwDHRe4DRzH85CEgkcDhf/4buPWdn+EfPv/HGDy6D+S6QCKBwaP7UDxzAcf+5T8GtASufvE7uHHqJ9j/u/8Fbr38Bs59+nkkEgkc/9THUJ2dh1VpoJFfgbFaQf57P8fahTnxGcglTH38d5DsTWPy2Y/gyhdfxrE/+BiO/8HH0Deew+SzH2n5vvl31gm2y1DQr2E8ewzj2SkACYxnj4qfO66DilVUfpbUkshl9mFRv4rx7FHkMpMwnTpK5jxmq28BADSkMJqZRFGf8R9LYLL/cTTtGgbSOcxUzuLQzg8CAMazUzCdJvqS/Vgx3sdK8ybGskdQ0Gcwnp1CSkvDdR3lHFaNm5itvoUeLYtcZh9KxgL2Zo+DQGCuiaI+g/HsUYxnj3m/48wkFv0qmZ9Lp++C/5w/NpY9CoCQr0+LcwKAlJaOPFaM+whRrNzunwexAt6o4rKqesuySe6Pnf3G6yG710stVV/Yyzr/qrdHzqsQTW+yrto+ASz8/nzDhqh6eVKarwfzsWfHcag0Pac817Ftz9lgMWoslZQQIG+QQw2dN8v+8IY/LKIOqpwS52SbLKSPB4MbclA7URDQI6e9tf4+umvGdfLL8orRtPUWLTVcLctTc4F9y/SrSa8p5x2TuyG8qtFxHPEYn7CrW5WWIQ1+3LpVobpVUa1otiHC1Xmzj1fWVbNEBmvQlbWfKu8bhag7APlYtsO2bXQ6xvYDj2oTrt1t8Ow3Xxe3yvzWWc4p4IQTlXHQiURk4mkUS7R2ca6jtS08UcaHHc7967/whi0YI2YEORMiCN2XDma/8bpiMwvkFINmvvEaOX4TLtiYfFFyepzyJ/10xSo2/+pb5DgO1fNLLQs4Wz+v+l2Ex7c3yv8Njw+Hf9auiRQmn3DDLewQEB5h2yLbYb6bgQn/L5FH+PP1y9RkNfH8qlny5Aq72TI5p0oPl8hxbLqy9lOqmiWqWaWQhW0uRPBmSMoILToNyR3hjGBZEjFtnYqNOb85F8sN9yMeWQKOIks1cSy6EuOLLvn+s24RXv7JSbGdtU1e1WPVdVExy8Sv7GO7OKeso+feX7NcV4Y/WNOkM594rjXfoVIX49ByfKQY1f6GOrwRbL7YnG7bTf4vEUVqpByd7WaWILIraz8Vz5FJu9ScVzTVYNCCkcmakcTKNeNbtUt0Ze2nxByrpXLl1WbYkxxY4LjVzRFk3TotZ0vPZcEFwj9XbouLcmbIpO44ThxT+QDgkSXgKNiGpQwoELVKFd0SCFEQacmXcsqNPG8II6iKOcFxKME7jFHlep5sZpNtMn9sWR3CaK6WFYL0ktNMYoYZrEMqVWj1nRnvsVKFln4+TY7tiHMNV/WigVip09Kb08qgSXVusSsf9e0iXEXK1WxQ9XWaaAsqQz4kwY9Vas5TsTHbMjBRas5HEKs3XuwRmndRkP3BomFnN6luVchgDZ80l8hxbLH5Inw827GVaTpebcvv3a4hGD4/gzU6XrDuBOLBjO1BTMAhhCvjMMlshnSKb1ygma+9JmX+MiXvl+kGFc94HmE+pstROBOs9GG6IS0APUXNlXIweRaxT02JsmTeH7Zj2/46JG+SrlEsSbJI5wqWk7M8EBLsinuJzHJtQ0nidqDqufNSZdjNKDEn6+A1vCLkt+nhABzHcQSxBq4CU6lqW90TTPy/XJXyCtdyDCo15yVyNJXq2mC6co7cS1xqLgjSD1f7quvB9MeYA2cHv5Bs5Tvf6PXxYMb2ICbgDRClZW4mNyK8ycJm3mqh8Bhuda4QObprlCqUf+UsGaWqIiVEZewG5xwsv1ybvhGch7TY0zZMmvnGa5FjwOGqnw+TMIuJzApeGa++66Wr8ZjO27GSdYJsH+vmj14eTSZSNWGdValqljompcnJZ950GovUjTmJl5oLxOxWOWLdKCrHrVsVchynRSoIfy7HcVqm6viUXNR3450rI51VyGD1rsatO6FbYo2tbNuDmIDvAmTS5o0v7gjgUgF3GRCpVTbPBlYnzXRiJlPCcsLgu954g27m66+RUaoqzoqgyRhoubbJ6OKfv0jffeYPqfjGRXE+333mD70Gnp96Vjo/Q6vvzIhjOYy1yDfbibpV8V0Hcy3NNfGZlcAbuSElRz4G0gSRmpRmsiYZrN7SxJKPz8eQ52tXfCmB0VpzsaWalglKzZQI0tqi/MD8nGUi9TRguTk3K/5t2UZk5b0RMbardGNivbuICfgugzspqjcKtHz2PTLLtRa7G2+umes1IRvw5prDbEHW+VfOEtMNqlzPEzOZyOm1eXQlH/jwB0D4eLDs7CBSCb90foaMUkVYz2zDIqZ7Y828SelV11505szXvIQ1vs4+qoGpDLXUjduqkrmdi9+uc01UBq/e5Go0yqrmNcE42QVNrujGWuDCKDZmaVl/X1TA/EIgbzgOhjMYGaxBJtNbjtlgFaEryyPSpea89L7BAIZX0avuBv6eUXp1lEUvTLjc2VE1S5v6PUQdK8btIybgNtjs7fRmmnP82DydLByGbtV1kc9749un/S3MQX6EcDT4GjLflsHf3/CfL5Pqd5/5QyqeuSCS1VrP5yVBkKXzM5GOELEZRKrIvfAek3iwepQ0EnaAbKVK7s4BwS1ZaiykXCHzCrPYmCVmm0IKUB0GJpWaC2T7zTT59YGOa0bIBkwiVluqgKdFFcvPS7a8BdW5V8GHJ/VUaxt/T1PxCocr/nbfm+q22FxuxVZljhgBYgJug3bNtnbE3K2/VXZa8EqU28XOfOI5unTSS1/jNi++cUN9fz8LeL3m725rKI23+uJq4LpYr3kh6Se9YPduEeUI2ei7aYcwwUdp6J1vieWmWncOCN6Iko8Zrmz5z0SAjj8cwcmPkyrXWTlB66wqEfgcMdui+fplMphOtmN7wzBK482r3r3Bj6CCj5IgPL3XFAlp/HXeBg11AwjXoMNe6ai9deGLk1xdB1Y9FilntA+/b5f6FlfH3aIdAT/yo8h8RHjq488qj7cbmT32iY8q/26Hm399Bof/+W8AACaf/QjSA304/qnfhWOYGH78MUx9/HeQ//7fYcfkHm/0+NPPI6Fp4r3SA33iv6f/zUs495l/j0QyieN/8I/RfO5f4tgnPor3/t1f48SnPobRp6eQ0BLQ0imM/9oHoKW6D1LxxoifRULTWr6DI7//2yDHxZHf/62ujiWfM4DIUeOCfi1y5LagXxNjvvn6VYxnp1rGaB3XwapxE7nMJFJaGgX9KphroGGXxZjx3uxxMRY8lj0MAmEiewIuXFSsZeQy+wG4qLFV9KdHULGKGOzZDdOuY6hnHCvG+xjrO4Lx7FEU9OsYz07hF0d+E4M9u/yx3yNIIAmCi0X9GvZmj2NRvyLen7kGRnr3ocZWxWNDPeMYzRxoeV5a68Pe7BQIAHNNEFyUzHmMZ6ewO/MYSkYel8tncHjw6ciR4v70CHb1HVDGs+Xx43x9WnzXhwY/iP70MACgzkrS+SUwkM6J0enwWHe7UeZ2v8cYm0QUK7f752GsgNthMy6IKPDwcs9aZt7We1lVXfIWe9Xz4o/eoeZq2d9kcVGpUsvX8spYsHr89pN4ciMuHE7Eh0S2C+2aP1G+V7l65VWaPHrMfBuXOnyxIHRXg9XpytpPqdiYJcdxyGRNckJV3nztilKVWo5BDavccisfdlkE2vMsqRY4PuYsSwSmryO3Ps+OlA8u+Rq0Grwjf05eVc/XrrSVGOTvuu7HbvLvTZUz2uvt6rEuhc4lbuJ1C8QSxN1Di9xwmzqoMhpsO0ry2bv/59do9Z0ZIUHIaW6d9rBFn2t7P/RmPu922NLkP+ywQyAgPJUMqmaJ5mtXRJPLm2ALJtLkW3GVCE1x619qztOVtZ968oHkOOASQqvLQiV93qjj0gYndH4+/EIR5BCrUoP62U2hFfPnm74WLe+xi7podRpHDt4vPPasTuFFIfYDbw0xAXeJ7SCTTmE9mz+XaHKUj+swu2UBZqsjQV6Y2Xk102Yr/9sh7U4aojxkIFu8ojZiBFWySdx+Jleo60aRSs158Q+vBGVHRFBly6PBlmILq1sVsUGDN91EU802qWwuUcVYFufPdeR1oygCevjrdFYnx3EUDZcH9hisrjQHvTFrz1GhnqtHlnzcmROvqvW208Y3T6Jxxbs1xATcJbolk3ZEzceS24f1yHvTNndrH+VAsKo6XTrpTc3J0kO79UDdfDaectaO0KM/0+ZIuxMZyLf3juMoPwvfPstNMiISwxBytRdk5qrZvVHVI68wK8ayUlkvN95XKtSKsRzp6+VTbUzx7XoOCE6O8loiLlHwqj0qd4JfEErNeeX7UD3QcnOPKd+jSsjRkkaMO4uYgLtEt2TSjqh5HGP1RqHj6y4+961I3bW78zsVWRXL1rOoz9FpK3RgmbMiP9t250F0qqhkvZcTq2wNe79ynmzff8ujIsOExhyL6uaaeNw7VmAXu1W7RJZtKPqprLmGp9S86lQXTopwhgVfkMmjL03WpHWjSIv168qaeuZYVDaXWqr4qNwJ+fOH/c78olI2lhWpRp6m26hqVQdNWtPoYmwfYgLeZrQjalY3JD9v+2pRroA3Q27h58q+YNtiLVJE8J6dCV4el476bFttSnaDcKXarpozWENUqcwxFcmBjwfLVSZ/XJYB5E0SPOTmytpPSWdVf5uG+lrvNeqG5K/+1VfpyPGDpGkaTZ04TF/9q6+Q7di0WL/eUp1yMpU/o5BObJ4zwS8AfOfcnEKmrelrqmfXcgyar1/uWmJQL1pxFXwnERPwXcTt+mfbSRKcQOXVR5wI5UD00vkZYo1miwsivDaonXRypwm2E2Si4g0rOT0sKi2MR0sGZDstyEQlwGlxC2/ZTRHjaPuxlHxiLuyNDYJvuLZcFxXzV/6//5cmDozRyRc/S6++/x/o5IufpYkDY/Rvv/Rngqi9qlglcV6tehNuTORR8CYgvwDY4nOpDho+hVc1S8pFSWdVisqz6ITwRWs78oRjWSMaMQHfRcjjwVFoV5G2e7wbF4PpD2KsvjPTMUA+rAPfiWCdzaC1k39JiYSUCbHdrbJMZJ5U0FBu2TnBBg6FQFflVWhYUlg3ir6EEVi0eMPLdhhNnThMJ1/8LP1o4cvin5MvfpYeOzahJKrJhGQwnSw72K7BMx54QzDYtGwKXTi8xl7WtrtpjDFJMon67mWr3HZs1IjdEtFoR8DavXMg319gtSam/81LYLXmll+b7OnBro88jmRPT+Tz1y7M4MaLP8G1L31feZwPf4Qfn/r4R/Ghk59qGZQA4A94fAz1W0sAgJ1H97Vsf+YDEumBPkw++4xyrPz330RzuYz893++4ee6Eyjo1zBXfRtj2SM4PPg0xrNT0DQNo5kDWGrOYbb6Fgr6daS0FPpSA1jUr8B2mXIMArCzZw8qVhEAIa31Yjx7FIcHn0IuM4GGXUZBv4Z3Sz9AQb+Gpl0FkYuSkYeGFJp2HbZrYTw7hcODT2EsewT96REkEkkU9OuYrb6Foj4Lw6kBcGHYNcxcvYEnP3RUOY8nP3QUt64XkMtMAkhgqGcPgAR2Zw4CSGDZmEMikcCuzAF/oGQ/kABqbBUEB7pdxXDvOKrWChyX4fDOp+AQE0MPBf066qzk//dVOK6Fyf7HxQ44GbbLkK9PA3Ax0jsR+b3xoY201gtAw8SOE9ibPbal36f3HT6tDIfEaI9HfhKOYzPLIjd6bWpHL/b80i8A8Ejs2pe+h6mPfxTpgT6wWhOr567iN7/3f7QQdLupvPCEWRjJnhRGfvFwV+caPtbksx+BvlDC5LMf3vBz3QmMZ49hID2KBNSpq4pVxFj2iP8c749Znr4aSOfQnx4BkEDTrkK3yxjuHRfLOAENA+lRABr6UoPIpHbAm/DyFqICCeQykyjo19CX6geQQMnIY2/2uD8dtwe9yR3SZNgRXCi9hl19j2GoZwxHjx/BxbPX8YFfOiHO+eLZ6zg0dQAAIYEEylYRI5kJrBp5uLDFuQ/3jiOX2QfL0VEy8+JxDUm4sLE3exw1toqasYqV5k08mft1yAtJOcFVrWUktV4A5C/s9M613aRbp4WfOitjNLNfmTS8HYQXgQbLRKdu+5gPMx4JAg6TYBTakV836PTaMIl1IrWNiPZO4NqXvt8yBs2xle+ke5A/FpxTHh3s2Y2SMY+92eNIat5otTxifLH0Onb1PYaBdA5z1bfxD3K/1bJZeKh3D2zXhu0a6NGyGMschuu6SGpp6HYFZauA2epbGEiPCsI6PNgU480T2RNosLIYF+Zjvwkk8L/+z/8bPvuZT+NP/u/fx5MfOoqLZ6/juU9/Gf/dZ/8pCvp1DKRzGO4dx5qxiMGeXehLDWKoZxzZ1E402BqQ1EDiM3kXmZKRRy5zCKvGTSw0rgjiTSCJoZ4xeLW+hr3ZY1g1bmKkdy9csrHUnBWfO9c7gbnq2xJpexecw4NPta1KS0YeIxmvSt7TdwglYx57sge35bcbjyxvgChdot0/D6oGvBUL1VY10q0Evd8N3Mnz6aYhE7ZetbOlyZNaclCPrHFGTZKFg2f461Wngamcq5zVy21uQfzjrAji+bdf+jN67NgEaZpGxx+foq/+1ZfF+/NoSW8kWg81+UzRTKsYy2KlUWCdU0eLS8158d68WcZ1VpM1W6b2+HQf/6xhR0kYrWuhts+SFg9weMCj3ITbCslsNi0tRoCNGjJM6va3y4CQ087aZRUEBONHO9qGIJLwsAURKTvYmGOSyXSxxcIjRHlF0CXFO2zaOlXNUksKm+3YZDEjlEGsDkiEP6OcLyx/1tYLjiVdZOSweVP4l9UGozrRF/YUR/8ugvHsGNuPdgT8SEgQW7m132xaWowAcrJWFAgOCvoMxrNT6EsNgN8yrxo3RWrYjtRQ29tY27UBEAguylYBfal+2K6JZeMGVpo3sTd7DP3pHHakh5TzyKZ2SslkCdF44o/957lnkctM+rftU7BcA4ZTxUT2OMrWkicpYABVaxkT2eMgkNBOm04dDlnYlXkMC/plJaUt0KH980gPSbf9eaS1XpSMPPZkD2EgPQqCg7K5BNNp+Pr2FYxnp1C1lpVzXmnexKHBD2KpOQuXHAykR1ukFX4O7eDJHONA3Je/q3gkCHgraEfed0cfvXvoRiffLMINmTCK+oxCrAPpHGYrb+HQzg9KjaaVtkReZyUAUBpOe7PHMJ49ht2Zx+CSA8s1obN1DPWMiSZQUku2RFYadhXj2Sn0aH3Ipod8kjuOBlvDjvQI0loaC/oV7xyIUDLnMZo5ABeur91OomqtYGfPHgBZlK2C1EScAkAw7AY0JFEy5rErsx+L4sLikaPtmkhqXmPWcnU07SqaTg1jfUckfRvQkIKWWEVa68OevkMAvGhK09GR69sHgHB48Gn0i0aldw4Eivw9qI2yO0MJcTMuGjEB3ybuRcPsTuJuVfTBH+KxFmLtT4+gli4pjoiRzF4AaCFy27VFvq1c4XokQ0hqaRT06xjLHkFv0qvs1owF7OwZ83J3jTz2ZqcwUzmLbHpINLZ2ZR7DivG+UnEmkMCib0cDEhjNTGKhcQW9yR0wnQZGeidQZ2sY7NmNpJZEw1rHUM84LFcXxFq2ihjuHYcLG7nMIZStotSA88hx2biB8ewUbNdG1VpBLjOJhl4ONes8Mi8Z8xhIj6LB1sSFYjSzHwRSLnyO62A0sx+zlXPIpociL4idGmXbRZxxMy4aMQHHAHD3KvrwH6L8x9ipYg4TQcm4BdtlGOodx470IIZ6xrDUnMVgejdSWhqrxi1RMQ6kR9GjZTyCZ6uS4+Fp7MkeRn96GKvGTVwunwGGEqHw9ASGesaUi0XJyOMXc78BkHdsFzZqbNW/EKTQmxqACxuG00BK60WVLSOX2YemXcfe7HEYdhUAoDPPaeG4DA2njJXmTQDARPY4tISGOlvDSvMmerQ+5DL7fVtdAjorI5eZFLJHxSriwtprODz4VIvMsGrcxHDvOLLpnW2loPCFUP6uS0Z+W4hzIznqUUVMwA8Jtioh3K2KfrN/iLbLUGdrisww2f+48PD2Jr3P2pcaBHMN9KUGUDLyisSQQBIJAIv6VeisgsM7n/bP5SiYa0myx1PIZSbB3KZ/foHlbWLHcUxkj2PFeF9sqcj17kNvcocipeztm4JDJjQtBdNpYCCdw2DaG8jwdOoB9KYGsKYvYjx7DJqmwYWGmrGKJ3O/jgQScOFiuHcCBf0ansz9OjSkhNZ7dOdHkE0Po6BfFZax0cx+HB58Cnv6PAvbaOaAsO7lMpMtdr4wwhc++SK5N3sMhweNLRPnRnLUo4qYgB8SbEVCuBP6bzvwP0TbtZGvT4sVPyXjVuQAAF9VFB5GiBrKGMnsFWt4Tgz9Cvb0HcJy8wZSiR70p4Yxnj2KOltHyciDuYZPXpPIpnci4Q9IAC5WjJsYzx7F3uwxEAi7+g4gl5kEgTCSmfCn5Q7DdW00nYo4p/HsERAAyzGhW0sY6Z1AjZXQn86hJCpy73xXmt57OK4tfRYgk+yH4RM3XxO0J3vQl2y8NUmZ1A5RGe/KPAZN07A3e1xUu6vGLeHjTWnpTXt6u11LFGPriAn4IcFWJIR74egoSE2lgfQobLJQZ2sY6t2jPI+TQXhSLpmWrNIAAAwtSURBVGooY7L/cfF4LrMPQAIuOcj17UfTrgLQ/OEMBks3kMvsA8Hb2ZZAEqlEjxg9hv94NjWIiewJaJrnDiCX/Mm9BJJaLxzH9o7rH2PVuAnbZR5BwxHSxGjmgF9JHgGg4dDgB1Fn6zCdhmikBVWm914nhn4Fucw+LOlzviwS6NBHd34EfakBLOiXhSwzmjmAVeOW/9lV2K4NgoOi7zrppOe2q1bjRtr2IybghwR3wmp3J6E2lRLoT4+gztZgu7bSiW9HBnIlvavvMUFe4edP9j8B22Xi9t92bTTtGvZmj4lb8r7UgLh1l6WHBJJYbr6P0b5JrOgLGM0cQAIJDKRHYTgN9CazsFwDPckd6Ev2o8HWhDQCJBRpYiJ7HLneCQAaqtYShnrG4cLFjvQQ1oxF7M0eEw1Bfv57sgeRr097CzytXmVqjly3RU9Pasm21S5zm5Iu7kkLvMnYLZnGjbTtR2z6i6GE9WwHeBCMHP4SfkyWAVJaCuRvKiY4mzp+SktFBtLw5ziuo4TZJACUrQJc2OK5JSMvXA8AkOudgIYUqtYyhnr3YM1YED8nuCBy0KtlQH6FS3DAyMKO9Ih4r1Xjlgj3Gc8ehek2kdYyqFrLGMlMQNM0lIxbWG7ewEA6B4LnCx7PHvH9zV7VOp6dwo7UMHb2jEnfWR5JLS2Cb8ayh8Vr2n1f3M7H7X3ca13Qr3f7a/UDkzz5Jcb2ICbgGNuOgPCuRTzm/cHnMpNIa33idplXi0V9tuvjl4x5hYxt10bZXFJ01YAIOfHcUt6H27Tk5LXe5A5UrCKGesbQlxoIJbNdQ9OpI5FIKufcq2VBcESqWy6zD1VrWRBmj9aLRCLh+4QhvgOXXPQk+5Dw3RZEhJKRBwBPN66cw3DPXiS1pP+dZZDLTELTNKS0NAbSOVwsvS5e0+77ulw+g5KRx0T2OFJaWtGyu0UCSRGcFGN7EEsQMbYdqrwgP5ZoKxXIP1/S57yoRinlS65w+XNHM/tDE21TfrDPsKIF8/filSyfcOOa5lj2SGgwAxjs2aPoq/LPNSThuExpvrnkotC8LqbSEtAw2LMbDbuMkd69qFhL6EsNokfLis+R0tIe6YJQ8Cfi1swFjGb2o8GqgnA1LYl8fRrj2aPQkFLCcvrTOUzsOIFcZp//nFZJgf8ehnvHsWLcxJ7swdsi05SWEgFH7d4rxuYQV8BbwN3Iy30Q4RHeE8ofJyfBdn+w/OclI4/L5TOos1JL1Rx+blJLittib4T5lv/8GSSgtbzfYM9urJsF7M0eR0pLieMX9RloSHrJapW3UWclNO2q8t5ydi4BoinHx3dLpldp7+p7DP3pEbi+JDCQHkUikcJgz26sGrdAcOG4Dpb0OdiujWxqJ4p+c22pOSeGKXR7zWtK9oxJ38MMdqSHkMtMSnm/hD3Zg22/K37ue7PHsW4WxR1HSkthID0q/NRhRMlIHLyBuhn5IkY04gp4C4jzILYfXgaDPEbb2TPMKzlAE6/l9qkwSkYeDXsdaSuDkcxeqYI9Ck3TvNyInUPCKfD0rn+KTHJHy3F43u5K8yZODP+yIKQTQ7+MiexxuHChaSlRnf9nuf+yJZ93uHfcz304qFT/hqOjN5nFcO9eFPTrfjV/TPycX1C43Y43xHiucjjWkyOqQcfP7/Dg0y1NtU4Nt3ioYvsQE/AW8LDlQdwPkKUJ27UxkM7BC1Bv9/yUYl3r1J3PZfYDRgKDPbuwZixgsGePIG/HdWC7BlZEEJAnaYSdAq7rKmHwaa1P3OLnMpMoWwUM9Hi39vzxIBAIUrD7AezNHvNdH8FnTmlpuK6LhVC2cfhzyWH1DVZFbzLryy8jsF0bBf2qT9zRMo732vZE2uln8VDF9iGWILaA7XYPxFBR0K/i3dIPOjaYukH4dr1k5DHYs1scv6BfBUBIJXrgrTJ6WkgaK82bqLM1IRu4cLCoXwUAPyQ9kFyq1jIurL2GmrWKBDSlCWfYDS/BjIJg95nKWaVRyaFpmuKg8OQKVQpIIOmvOiKsmXkQHKw0bypri1QZ5xocV3WYdJKFNpKMYmwP4go4xn0LL50s27HB1A3Ct9Oj/k42PgAx5pNtb3IHBtO7RCrb4Z1PYSQzgaI+g/70MGyy1Kk1rR8pLQ3TIfQmsxjs2Y0TQ7+CwZ7dooHHXFM0Am3XRslcEHkNQ/5qIhl89Np0GtiRGhKaOJcJ5GGItJaRIi8TODT4QVGZh9PQvDHlW9u26SLG9iAm4Bj3LfgYbVjv3CyC22lPEuCWLp6RULGWMJKZQAIJ2K7lp7KtIoEkCpLLIte7Dz3JPulYwe29ztYx2LsrdL7w84L550lhT/Zgx4mykpEX64jWjEVF1wbUi8lQzxjG+g6LzygPsMjfkzem3DohF0+23XvEBBzjvsdWmz7B1BxTKuneZBbz9Wns638cul1FX6ofFbYElxww10DFWgqF+miK/qkS7Qkw18SasSCd7xG45KBkLiiVpzxQsSfrVeEyGQLe8DV/TTu7nrxIlOAqny1MrlGV7+1OtrUj7pjQN4+YgGPc99hM0ydMAtHRit6IshdPWQIBGOjxmlfDvXtBcGHpBgZ7dinDDjxvgkP2O5tuE1VrSbgsJvsfh+u6KLOiv6Y+QC4zCUtvKo/LZDiamUS79kz4u+DEmq9fUci0G3K93Qtbu2PHo8qbR0zAMR4qhElA1mz3Zo/j8GBTEGeYzFJaCvn6tBimaNo1DPSMoD89ouRNcFStZexIDYlNGJxYB3t2t1S0tmuhoF9vm7Erk+HtVI9hMpUr93C+RvB5b8/NIL+X7LiI7WmbR0zAMR4qRBOR928vWvGJrl6/Iz0kpsTaEZXnpLgufMe8CpV3sfVoWYxmJpUks6iM3a1au1ovJu0r960iWoaJtsvF6IyYgGM88AjLDq1bNjqTrozNEKE3YXbM30yxX0p2C3zCo5n9iuPibmbstqvcu0U3mm5c9W4NsQ84xgOPTmO4dwq8oefCxkLjCgr6Nck7mwKfeCMQcplJrJtFfwR6+5pTncaFga17ebv5XuX32Oh8YrQiroBjPFCIqsrCNrOtHKvb58la84nhX0ZaU4dx+Hgy9+/eCf/tnW56bba6jZtwm0dcAce4rxGuqqKqskA2oE1VYN1WzlHPkyMuq9YKEFr5Lv98s5+Tp41t9Dm6eY+tVKWbraA3+5ljxBVwjPsc4aqqU1W22Qqs2wov6nlyxCWfVAtvmdhMFRjecdfN5+jmPe5mVRpnRGweMQHHuK+xUY5wp+duhG4JI+p5sizBd7etSkE+4bHhjarI8ICFXEkGx+kcrrPxcWPcb4gJOMZ9jc26Em53YGPj5x1TvLRRlWWnseGNzqt1l13rgINsb+u2oo2r0vsbMQHHeCTRLTkW9GtYad7EWPYI8vWrgrA7yRIcW6k+5QsEzwPeKCM5HgV+8BA34WLcN7hTNqao43ZqGMnPH88ew6HBD4r9b+ENGUBCOba6MLS7JlbU+cmNv2DxaKrjMe+FHS/G1hBXwDHuG9yphlGdrWGleVM5bqdb8/B5DPXuaVt5loxbYruzvBpoM58h6jW3Uz3Heu+Dh5iAY9w3uBMEYrsMNbaKJ3O/HrmAsrOveONR4SBYZ1/b124kDWzm/Toh1nsfPMQSRIz7BuHb6+2QJILFm7ORgTSdfcWJDd8//PooiWAjaSDqNfFU2aOBuAKOcd9i63m1Gyd0dfYVX93w/bup2m+nso+nyh4NxAQc477FduXVBoE5ky0SwFZ9xd3c9t+ONBDruY8GYgKOcd9iO/Jqgc7r1+/E+28HYj330UBMwDEeOmynHzdGjDuJuAkX46HH3V6xvt0NtLgh9/AiJuAYDz3uNoFt90BEPGDx8CKWIGI89LjbjoLtljxiCeXhRUzAMR563G0C2+4GWtyQe3gRE3CMhx4xgcW4XxFrwDFixIhxjxATcIwYMWLcI8QEHCNGjBj3CDEBx4gRI8Y9QkzAMWLEiHGPEBNwjBgxYtwjxAQcI0aMGPcICSLq/smJxAqAm3fudGLEiBHjocQBItoVfnBTBBwjRowYMbYPsQQRI0aMGPcIMQHHiBEjxj1CTMAxYsSIcY8QE3CMGDFi3CPEBBwjRowY9wgxAceIESPGPUJMwDFixIhxjxATcIwYMWLcI8QEHCNGjBj3CP8/4s002SIFbQQAAAAASUVORK5CYII=\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "## Practice\n\nTry to cluster the above dataset into 3 clusters.\\\nNotice: do not generate the data again, use the same dataset as above.\n"}, {"metadata": {}, "cell_type": "code", "source": "\nk_means3 = KMeans(init = \"k-means++\", n_clusters = 3, n_init = 12)\nk_means3.fit(X)\nfig = plt.figure(figsize=(6, 4))\ncolors = plt.cm.Spectral(np.linspace(0, 1, len(set(k_means3.labels_))))\nax = fig.add_subplot(1, 1, 1)\nfor k, col in zip(range(len(k_means3.cluster_centers_)), colors):\n my_members = (k_means3.labels_ == k)\n cluster_center = k_means3.cluster_centers_[k]\n ax.plot(X[my_members, 0], X[my_members, 1], 'w', markerfacecolor=col, marker='.')\n ax.plot(cluster_center[0], cluster_center[1], 'o', markerfacecolor=col, markeredgecolor='k', markersize=6)\nplt.show()\n", "execution_count": 29, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "

Customer Segmentation with K-Means

\n\nImagine that you have a customer dataset, and you need to apply customer segmentation on this historical data.\nCustomer segmentation\u00a0is the practice of partitioning a customer base into groups of individuals that have similar characteristics. It is a significant strategy as a business can target these specific groups of customers and effectively allocate marketing resources. For example, one group might contain customers who are high-profit and low-risk, that is, more likely to purchase products, or subscribe for a service. A business task is to retain those customers. Another group might include customers from non-profit organizations and so on.\n\nLet's download the dataset. To download the data, we will use **`!wget`** to download it from IBM Object Storage.\\\n**Did you know?** When it comes to Machine Learning, you will likely be working with large datasets. As a business, where can you host your data? IBM is offering a unique opportunity for businesses, with 10 Tb of IBM Cloud Object Storage: [Sign up now for free](http://cocl.us/ML0101EN-IBM-Offer-CC)\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "!wget -O Cust_Segmentation.csv https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%204/data/Cust_Segmentation.csv\n ", "execution_count": 30, "outputs": [{"output_type": "stream", "text": "--2021-06-14 07:57:54-- https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%204/data/Cust_Segmentation.csv\nResolving cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)... 198.23.119.245\nConnecting to cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)|198.23.119.245|:443... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 33426 (33K) [text/csv]\nSaving to: \u2018Cust_Segmentation.csv\u2019\n\nCust_Segmentation.c 100%[===================>] 32.64K --.-KB/s in 0.002s \n\n2021-06-14 07:57:55 (17.5 MB/s) - \u2018Cust_Segmentation.csv\u2019 saved [33426/33426]\n\n", "name": "stdout"}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "### Load Data From CSV File\n\nBefore you can work with the data, you must use the URL to get the Cust_Segmentation.csv.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "import pandas as pd\ncust_df = pd.read_csv(\"Cust_Segmentation.csv\")\ncust_df.head()", "execution_count": 31, "outputs": [{"output_type": "execute_result", "execution_count": 31, "data": {"text/plain": " Customer Id Age Edu Years Employed Income Card Debt Other Debt \\\n0 1 41 2 6 19 0.124 1.073 \n1 2 47 1 26 100 4.582 8.218 \n2 3 33 2 10 57 6.111 5.802 \n3 4 29 2 4 19 0.681 0.516 \n4 5 47 1 31 253 9.308 8.908 \n\n Defaulted Address DebtIncomeRatio \n0 0.0 NBA001 6.3 \n1 0.0 NBA021 12.8 \n2 1.0 NBA013 20.9 \n3 0.0 NBA009 6.3 \n4 0.0 NBA008 7.2 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Customer IdAgeEduYears EmployedIncomeCard DebtOther DebtDefaultedAddressDebtIncomeRatio
014126190.1241.0730.0NBA0016.3
12471261004.5828.2180.0NBA02112.8
2333210576.1115.8021.0NBA01320.9
342924190.6810.5160.0NBA0096.3
45471312539.3088.9080.0NBA0087.2
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "

Pre-processing\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Customer IdAgeEduYears EmployedIncomeCard DebtOther DebtDefaultedDebtIncomeRatio
014126190.1241.0730.06.3
12471261004.5828.2180.012.8
2333210576.1115.8021.020.9
342924190.6810.5160.06.3
45471312539.3088.9080.07.2
\n"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "#### Normalizing over the standard deviation\n\nNow let's normalize the dataset. But why do we need normalization in the first place? Normalization is a statistical method that helps mathematical-based algorithms to interpret features with different magnitudes and distributions equally. We use **StandardScaler()** to normalize our dataset.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "from sklearn.preprocessing import StandardScaler\nX = df.values[:,1:]\nX = np.nan_to_num(X)\nClus_dataSet = StandardScaler().fit_transform(X)\nClus_dataSet", "execution_count": 33, "outputs": [{"output_type": "execute_result", "execution_count": 33, "data": {"text/plain": "array([[ 0.74291541, 0.31212243, -0.37878978, ..., -0.59048916,\n -0.52379654, -0.57652509],\n [ 1.48949049, -0.76634938, 2.5737211 , ..., 1.51296181,\n -0.52379654, 0.39138677],\n [-0.25251804, 0.31212243, 0.2117124 , ..., 0.80170393,\n 1.90913822, 1.59755385],\n ...,\n [-1.24795149, 2.46906604, -1.26454304, ..., 0.03863257,\n 1.90913822, 3.45892281],\n [-0.37694723, -0.76634938, 0.50696349, ..., -0.70147601,\n -0.52379654, -1.08281745],\n [ 2.1116364 , -0.76634938, 1.09746566, ..., 0.16463355,\n -0.52379654, -0.2340332 ]])"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "

Modeling

\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "In our example (if we didn't have access to the k-means algorithm), it would be the same as guessing that each customer group would have certain age, income, education, etc, with multiple tests and experiments. However, using the K-means clustering we can do all this process much easier.\n\nLet's apply k-means on our dataset, and take look at cluster labels.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "clusterNum = 3\nk_means = KMeans(init = \"k-means++\", n_clusters = clusterNum, n_init = 12)\nk_means.fit(X)\nlabels = k_means.labels_\nprint(labels)", "execution_count": 34, "outputs": [{"output_type": "stream", "text": "[1 0 1 1 2 0 1 0 1 0 0 1 1 1 1 1 1 1 0 1 1 1 1 0 0 0 1 1 0 1 0 1 1 1 1 1 1\n 1 1 0 1 0 1 2 1 0 1 1 1 0 0 1 1 0 0 1 1 1 0 1 0 1 0 0 1 1 0 1 1 1 0 0 0 1\n 1 1 1 1 0 1 0 0 2 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 0 1\n 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 0 1 0 1\n 1 1 1 1 1 1 0 1 0 0 1 0 1 1 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 0 1\n 1 1 1 1 0 1 1 0 1 0 1 1 0 2 1 0 1 1 1 1 1 1 2 0 1 1 1 1 0 1 1 0 0 1 0 1 0\n 1 1 1 1 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 2 0 1 1 1 1 1 1 1 0 1 1 1 1\n 1 1 0 1 1 0 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 0 1 0 1 0 0 1 1 1 1 1 1\n 1 1 1 0 0 0 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 0 0 1\n 1 1 1 1 0 1 1 1 1 1 1 0 1 1 0 1 1 0 1 1 1 1 1 0 1 1 1 2 1 1 1 0 1 0 0 0 1\n 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1\n 1 0 1 1 0 1 1 1 1 0 1 1 1 1 0 1 1 0 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 1 1 2\n 1 1 1 1 1 1 0 1 1 1 2 1 1 1 1 0 1 2 1 1 1 1 0 1 0 0 0 1 1 0 0 1 1 1 1 1 1\n 1 0 1 1 1 1 0 1 1 1 0 1 0 1 1 1 0 1 1 1 1 0 0 1 1 1 1 0 1 1 1 1 0 1 1 1 1\n 1 0 0 1 1 1 1 1 1 1 1 1 1 1 2 0 1 1 1 1 1 1 0 1 1 1 1 0 1 1 0 1 1 2 1 2 1\n 1 2 1 1 1 1 1 1 1 1 1 0 1 0 1 1 2 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 0 1 0\n 1 1 1 1 1 1 0 1 1 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 0\n 0 1 1 0 1 0 1 1 0 1 0 1 1 2 1 0 1 0 1 1 1 1 1 0 0 1 1 1 1 0 1 1 1 0 0 1 1\n 0 1 1 1 0 1 2 1 1 0 1 1 1 1 1 1 1 0 1 1 1 0 1 1 1 1 1 0 1 1 0 1 1 1 1 1 1\n 1 1 0 1 1 0 1 0 1 0 0 1 1 1 0 1 0 1 1 1 1 1 0 1 1 1 1 0 0 1 1 0 0 1 1 1 1\n 1 0 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 1 0 0 1 0 1 0 0 1 1 0 1 1 1 1 1 0 0\n 1 1 1 1 1 1 1 0 1 1 1 1 1 1 2 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 1 1\n 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 0]\n", "name": "stdout"}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "

Insights

\n\nWe assign the labels to each row in dataframe.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "df[\"Clus_km\"] = labels\ndf.head(5)", "execution_count": 35, "outputs": [{"output_type": "execute_result", "execution_count": 35, "data": {"text/plain": " Customer Id Age Edu Years Employed Income Card Debt Other Debt \\\n0 1 41 2 6 19 0.124 1.073 \n1 2 47 1 26 100 4.582 8.218 \n2 3 33 2 10 57 6.111 5.802 \n3 4 29 2 4 19 0.681 0.516 \n4 5 47 1 31 253 9.308 8.908 \n\n Defaulted DebtIncomeRatio Clus_km \n0 0.0 6.3 1 \n1 0.0 12.8 0 \n2 1.0 20.9 1 \n3 0.0 6.3 1 \n4 0.0 7.2 2 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Customer IdAgeEduYears EmployedIncomeCard DebtOther DebtDefaultedDebtIncomeRatioClus_km
014126190.1241.0730.06.31
12471261004.5828.2180.012.80
2333210576.1115.8021.020.91
342924190.6810.5160.06.31
45471312539.3088.9080.07.22
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "We can easily check the centroid values by averaging the features in each cluster.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "df.groupby('Clus_km').mean()", "execution_count": 36, "outputs": [{"output_type": "execute_result", "execution_count": 36, "data": {"text/plain": " Customer Id Age Edu Years Employed Income \\\nClus_km \n0 403.780220 41.368132 1.961538 15.252747 84.076923 \n1 432.006154 32.967692 1.613846 6.389231 31.204615 \n2 410.166667 45.388889 2.666667 19.555556 227.166667 \n\n Card Debt Other Debt Defaulted DebtIncomeRatio \nClus_km \n0 3.114412 5.770352 0.172414 10.725824 \n1 1.032711 2.108345 0.284658 10.095385 \n2 5.678444 10.907167 0.285714 7.322222 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Customer IdAgeEduYears EmployedIncomeCard DebtOther DebtDefaultedDebtIncomeRatio
Clus_km
0403.78022041.3681321.96153815.25274784.0769233.1144125.7703520.17241410.725824
1432.00615432.9676921.6138466.38923131.2046151.0327112.1083450.28465810.095385
2410.16666745.3888892.66666719.555556227.1666675.67844410.9071670.2857147.322222
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Now, let's look at the distribution of customers based on their age and income:\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "area = np.pi * ( X[:, 1])**2 \nplt.scatter(X[:, 0], X[:, 3], s=area, c=labels.astype(np.float), alpha=0.5)\nplt.xlabel('Age', fontsize=18)\nplt.ylabel('Income', fontsize=16)\n\nplt.show()\n", "execution_count": 37, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "code", "source": "from mpl_toolkits.mplot3d import Axes3D \nfig = plt.figure(1, figsize=(8, 6))\nplt.clf()\nax = Axes3D(fig, rect=[0, 0, .95, 1], elev=48, azim=134)\n\nplt.cla()\n# plt.ylabel('Age', fontsize=18)\n# plt.xlabel('Income', fontsize=16)\n# plt.zlabel('Education', fontsize=16)\nax.set_xlabel('Education')\nax.set_ylabel('Age')\nax.set_zlabel('Income')\n\nax.scatter(X[:, 1], X[:, 0], X[:, 3], c= labels.astype(np.float))\n", "execution_count": 38, "outputs": [{"output_type": "execute_result", "execution_count": 38, "data": {"text/plain": ""}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "k-means will partition your customers into mutually exclusive groups, for example, into 3 clusters. The customers in each cluster are similar to each other demographically.\nNow we can create a profile for each group, considering the common characteristics of each cluster.\nFor example, the 3 clusters can be:\n\n* AFFLUENT, EDUCATED AND OLD AGED\n* MIDDLE AGED AND MIDDLE INCOME\n* YOUNG AND LOW INCOME\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "

Want to learn more?

\n\nIBM SPSS Modeler is a comprehensive analytics platform that has many machine learning algorithms. It has been designed to bring predictive intelligence to decisions made by individuals, by groups, by systems \u2013 by your enterprise as a whole. A free trial is available through this course, available here: SPSS Modeler\n\nAlso, you can use Watson Studio to run these notebooks faster with bigger datasets. Watson Studio is IBM's leading cloud solution for data scientists, built by data scientists. With Jupyter notebooks, RStudio, Apache Spark and popular libraries pre-packaged in the cloud, Watson Studio enables data scientists to collaborate on their projects without having to install anything. Join the fast-growing community of Watson Studio users today with a free account at Watson Studio\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### Thank you for completing this lab!\n\n## Author\n\nSaeed Aghabozorgi\n\n### Other Contributors\n\nJoseph Santarcangelo\n\n## Change Log\n\n| Date (YYYY-MM-DD) | Version | Changed By | Change Description |\n|---|---|---|---|\n| 2020-11-03 | 2.1 | Lakshmi | Updated URL of csv |\n| 2020-08-27 | 2.0 | Lavanya | Moved lab to course repo in GitLab |\n| | | | |\n| | | | |\n\n##

\u00a9 IBM Corporation 2020. All rights reserved.

\n"}], "metadata": {"kernelspec": {"name": "python3", "display_name": "Python 3.7", "language": "python"}, "language_info": {"name": "python", "version": "3.7.10", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}, "widgets": {"state": {}, "version": "1.1.2"}}, "nbformat": 4, "nbformat_minor": 2} \ No newline at end of file diff --git a/Clustering_models/ML-Clustering-DBSCN-weather.ipynb b/Clustering_models/ML-Clustering-DBSCN-weather.ipynb new file mode 100644 index 0000000..4933ca4 --- /dev/null +++ b/Clustering_models/ML-Clustering-DBSCN-weather.ipynb @@ -0,0 +1 @@ +{"cells": [{"metadata": {}, "cell_type": "markdown", "source": "
\n \"cognitiveclass.ai\n
\n\n# Density-Based Clustering\n\nEstimated time needed: **25** minutes\n\n## Objectives\n\nAfter completing this lab you will be able to:\n\n* Use DBSCAN to do Density based clustering\n* Use Matplotlib to plot clusters\n"}, {"metadata": {}, "cell_type": "markdown", "source": "Most of the traditional clustering techniques, such as k-means, hierarchical and fuzzy clustering, can be used to group data without supervision.\n\nHowever, when applied to tasks with arbitrary shape clusters, or clusters within cluster, the traditional techniques might be unable to achieve good results. That is, elements in the same cluster might not share enough similarity or the performance may be poor.\nAdditionally, Density-based clustering locates regions of high density that are separated from one another by regions of low density. Density, in this context, is defined as the number of points within a specified radius.\n\nIn this section, the main focus will be manipulating the data and properties of DBSCAN and observing the resulting clustering.\n"}, {"metadata": {}, "cell_type": "markdown", "source": "Import the following libraries:\n\n
    \n
  • numpy as np
  • \n
  • DBSCAN from sklearn.cluster
  • \n
  • make_blobs from sklearn.datasets.samples_generator
  • \n
  • StandardScaler from sklearn.preprocessing
  • \n
  • matplotlib.pyplot as plt
  • \n

\nRemember %matplotlib inline to display plots\n"}, {"metadata": {}, "cell_type": "code", "source": "# Notice: For visualization of map, you need basemap package.\n# if you dont have basemap install on your machine, you can use the following line to install it\n!conda install -c conda-forge basemap matplotlib==3.1 -y\n!conda install -c conda-forge basemap -y\n# Notice: you maight have to refresh your page and re-run the notebook after installation", "execution_count": 2, "outputs": [{"output_type": "stream", "text": "Collecting package metadata (current_repodata.json): done\nSolving environment: done\n\n# All requested packages already installed.\n\nCollecting package metadata (current_repodata.json): done\nSolving environment: done\n\n# All requested packages already installed.\n\n", "name": "stdout"}]}, {"metadata": {}, "cell_type": "code", "source": "import numpy as np \nfrom sklearn.cluster import DBSCAN \nfrom sklearn.datasets import make_blobs \nfrom sklearn.preprocessing import StandardScaler \nimport matplotlib.pyplot as plt \n%matplotlib inline", "execution_count": 4, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "### Data generation\n\nThe function below will generate the data points and requires these inputs:\n\n
    \n
  • centroidLocation: Coordinates of the centroids that will generate the random data.
  • \n
    • Example: input: [[4,3], [2,-1], [-1,4]]
    \n
  • numSamples: The number of data points we want generated, split over the number of centroids (# of centroids defined in centroidLocation)
  • \n
    • Example: 1500
    \n
  • clusterDeviation: The standard deviation of the clusters. The larger the number, the further the spacing of the data points within the clusters.
  • \n
    • Example: 0.5
    \n
\n"}, {"metadata": {}, "cell_type": "code", "source": "def createDataPoints(centroidLocation, numSamples, clusterDeviation):\n # Create random data and store in feature matrix X and response vector y.\n X, y = make_blobs(n_samples=numSamples, centers=centroidLocation, \n cluster_std=clusterDeviation)\n \n # Standardize features by removing the mean and scaling to unit variance\n X = StandardScaler().fit_transform(X)\n return X, y", "execution_count": 5, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "Use createDataPoints with the 3 inputs and store the output into variables X and y.\n"}, {"metadata": {}, "cell_type": "code", "source": "X, y = createDataPoints([[4,3], [2,-1], [-1,4]] , 1500, 0.5)", "execution_count": 7, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "### Modeling\n\nDBSCAN stands for Density-Based Spatial Clustering of Applications with Noise. This technique is one of the most common clustering algorithms which works based on density of object.\nThe whole idea is that if a particular point belongs to a cluster, it should be near to lots of other points in that cluster.\n\nIt works based on two parameters: Epsilon and Minimum Points\\\n**Epsilon** determine a specified radius that if includes enough number of points within, we call it dense area\\\n**minimumSamples** determine the minimum number of data points we want in a neighborhood to define a cluster.\n"}, {"metadata": {}, "cell_type": "code", "source": "epsilon = 0.3\nminimumSamples = 7\ndb = DBSCAN(eps=epsilon, min_samples=minimumSamples).fit(X)\nlabels = db.labels_\nlabels", "execution_count": 8, "outputs": [{"output_type": "execute_result", "execution_count": 8, "data": {"text/plain": "array([0, 1, 2, ..., 1, 2, 0])"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### Distinguish outliers\n\nLet's Replace all elements with 'True' in core_samples_mask that are in the cluster, 'False' if the points are outliers.\n"}, {"metadata": {}, "cell_type": "code", "source": "# Firts, create an array of booleans using the labels from db.\ncore_samples_mask = np.zeros_like(db.labels_, dtype=bool)\ncore_samples_mask[db.core_sample_indices_] = True\ncore_samples_mask", "execution_count": 9, "outputs": [{"output_type": "execute_result", "execution_count": 9, "data": {"text/plain": "array([ True, True, True, ..., True, True, True])"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "code", "source": "# Number of clusters in labels, ignoring noise if present.\nn_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)\nn_clusters_", "execution_count": 10, "outputs": [{"output_type": "execute_result", "execution_count": 10, "data": {"text/plain": "3"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "code", "source": "# Remove repetition in labels by turning it into a set.\nunique_labels = set(labels)\nunique_labels", "execution_count": 11, "outputs": [{"output_type": "execute_result", "execution_count": 11, "data": {"text/plain": "{0, 1, 2}"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### Data visualization\n"}, {"metadata": {}, "cell_type": "code", "source": "# Create colors for the clusters.\ncolors = plt.cm.Spectral(np.linspace(0, 1, len(unique_labels)))", "execution_count": 12, "outputs": []}, {"metadata": {"scrolled": true}, "cell_type": "code", "source": "# Plot the points with colors\nfor k, col in zip(unique_labels, colors):\n if k == -1:\n # Black used for noise.\n col = 'k'\n\n class_member_mask = (labels == k)\n\n # Plot the datapoints that are clustered\n xy = X[class_member_mask & core_samples_mask]\n plt.scatter(xy[:, 0], xy[:, 1],s=50, c=[col], marker=u'o', alpha=0.5)\n\n # Plot the outliers\n xy = X[class_member_mask & ~core_samples_mask]\n plt.scatter(xy[:, 0], xy[:, 1],s=50, c=[col], marker=u'o', alpha=0.5)", "execution_count": 13, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "## Practice\n\nTo better understand differences between partitional and density-based clustering, try to cluster the above dataset into 3 clusters using k-Means.\\\nNotice: do not generate data again, use the same dataset as above.\n"}, {"metadata": {}, "cell_type": "code", "source": "\nfrom sklearn.cluster import KMeans \nk = 3\nk_means3 = KMeans(init = \"k-means++\", n_clusters = k, n_init = 12)\nk_means3.fit(X)\nfig = plt.figure(figsize=(6, 4))\nax = fig.add_subplot(1, 1, 1)\nfor k, col in zip(range(k), colors):\n my_members = (k_means3.labels_ == k)\n plt.scatter(X[my_members, 0], X[my_members, 1], col, marker=u'o', alpha=0.5)\nplt.show()\n\n", "execution_count": 14, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "

Weather Station Clustering using DBSCAN & scikit-learn

\n
\n\nDBSCAN is especially very good for tasks like class identification in a spatial context. The wonderful attribute of DBSCAN algorithm is that it can find out any arbitrary shape cluster without getting affected by noise. For example, this following example cluster the location of weather stations in Canada.\n\\\nDBSCAN can be used here, for instance, to find the group of stations which show the same weather condition. As you can see, it not only finds different arbitrary shaped clusters, can find the denser part of data-centered samples by ignoring less-dense areas or noises.\n\nLet's start playing with the data. We will be working according to the following workflow: \n\n1. Loading data\n\n* Overview data\n* Data cleaning\n* Data selection\n* Clusteing\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### About the dataset\n\n

\nEnvironment Canada \nMonthly Values for July - 2015\t\n

\n\n\n\n\n\n\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n
Name in the tableMeaning
Stn_NameStation Name\n
LatLatitude (North+, degrees)
LongLongitude (West - , degrees)
ProvProvince
TmMean Temperature (\u00b0C)
DwTmDays without Valid Mean Temperature
DMean Temperature difference from Normal (1981-2010) (\u00b0C)
TxHighest Monthly Maximum Temperature (\u00b0C)
DwTxDays without Valid Maximum Temperature
TnLowest Monthly Minimum Temperature (\u00b0C)
DwTnDays without Valid Minimum Temperature
SSnowfall (cm)
DwSDays without Valid Snowfall
S%NPercent of Normal (1981-2010) Snowfall
PTotal Precipitation (mm)
DwPDays without Valid Precipitation
P%NPercent of Normal (1981-2010) Precipitation
S_GSnow on the ground at the end of the month (cm)
PdNumber of days with Precipitation 1.0 mm or more
BSBright Sunshine (hours)
DwBSDays without Valid Bright Sunshine
BS%Percent of Normal (1981-2010) Bright Sunshine
HDDDegree Days below 18 \u00b0C
CDDDegree Days above 18 \u00b0C
Stn_NoClimate station identifier (first 3 digits indicate drainage basin, last 4 characters are for sorting alphabetically).
NANot Available
\n\n\n\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### 1-Download data\n\nTo download the data, we will use **`!wget`** to download it from IBM Object Storage.\\\n**Did you know?** When it comes to Machine Learning, you will likely be working with large datasets. As a business, where can you host your data? IBM is offering a unique opportunity for businesses, with 10 Tb of IBM Cloud Object Storage: [Sign up now for free](http://cocl.us/ML0101EN-IBM-Offer-CC)\n"}, {"metadata": {}, "cell_type": "code", "source": "!wget -O weather-stations20140101-20141231.csv https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%204/data/weather-stations20140101-20141231.csv\n ", "execution_count": 15, "outputs": [{"output_type": "stream", "text": "--2021-11-20 06:58:32-- https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%204/data/weather-stations20140101-20141231.csv\nResolving cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)... 198.23.119.245\nConnecting to cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)|198.23.119.245|:443... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 129821 (127K) [text/csv]\nSaving to: \u2018weather-stations20140101-20141231.csv\u2019\n\nweather-stations201 100%[===================>] 126.78K --.-KB/s in 0.01s \n\n2021-11-20 06:58:32 (11.4 MB/s) - \u2018weather-stations20140101-20141231.csv\u2019 saved [129821/129821]\n\n", "name": "stdout"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 2- Load the dataset\n\nWe will import the .csv then we creates the columns for year, month and day.\n"}, {"metadata": {}, "cell_type": "code", "source": "import csv\nimport pandas as pd\nimport numpy as np\n\nfilename='weather-stations20140101-20141231.csv'\n\n#Read csv\npdf = pd.read_csv(filename)\npdf.head(5)", "execution_count": 16, "outputs": [{"output_type": "execute_result", "execution_count": 16, "data": {"text/plain": " Stn_Name Lat Long Prov Tm DwTm D Tx DwTx \\\n0 CHEMAINUS 48.935 -123.742 BC 8.2 0.0 NaN 13.5 0.0 \n1 COWICHAN LAKE FORESTRY 48.824 -124.133 BC 7.0 0.0 3.0 15.0 0.0 \n2 LAKE COWICHAN 48.829 -124.052 BC 6.8 13.0 2.8 16.0 9.0 \n3 DISCOVERY ISLAND 48.425 -123.226 BC NaN NaN NaN 12.5 0.0 \n4 DUNCAN KELVIN CREEK 48.735 -123.728 BC 7.7 2.0 3.4 14.5 2.0 \n\n Tn ... DwP P%N S_G Pd BS DwBS BS% HDD CDD Stn_No \n0 1.0 ... 0.0 NaN 0.0 12.0 NaN NaN NaN 273.3 0.0 1011500 \n1 -3.0 ... 0.0 104.0 0.0 12.0 NaN NaN NaN 307.0 0.0 1012040 \n2 -2.5 ... 9.0 NaN NaN 11.0 NaN NaN NaN 168.1 0.0 1012055 \n3 NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN 1012475 \n4 -1.0 ... 2.0 NaN NaN 11.0 NaN NaN NaN 267.7 0.0 1012573 \n\n[5 rows x 25 columns]", "text/html": "
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Stn_NameLatLongProvTmDwTmDTxDwTxTn...DwPP%NS_GPdBSDwBSBS%HDDCDDStn_No
0CHEMAINUS48.935-123.742BC8.20.0NaN13.50.01.0...0.0NaN0.012.0NaNNaNNaN273.30.01011500
1COWICHAN LAKE FORESTRY48.824-124.133BC7.00.03.015.00.0-3.0...0.0104.00.012.0NaNNaNNaN307.00.01012040
2LAKE COWICHAN48.829-124.052BC6.813.02.816.09.0-2.5...9.0NaNNaN11.0NaNNaNNaN168.10.01012055
3DISCOVERY ISLAND48.425-123.226BCNaNNaNNaN12.50.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaN1012475
4DUNCAN KELVIN CREEK48.735-123.728BC7.72.03.414.52.0-1.0...2.0NaNNaN11.0NaNNaNNaN267.70.01012573
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5 rows \u00d7 25 columns

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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 3-Cleaning\n\nLet's remove rows that don't have any value in the **Tm** field.\n"}, {"metadata": {}, "cell_type": "code", "source": "pdf = pdf[pd.notnull(pdf[\"Tm\"])]\npdf = pdf.reset_index(drop=True)\npdf.head(5)", "execution_count": 17, "outputs": [{"output_type": "execute_result", "execution_count": 17, "data": {"text/plain": " Stn_Name Lat Long Prov Tm DwTm D Tx DwTx \\\n0 CHEMAINUS 48.935 -123.742 BC 8.2 0.0 NaN 13.5 0.0 \n1 COWICHAN LAKE FORESTRY 48.824 -124.133 BC 7.0 0.0 3.0 15.0 0.0 \n2 LAKE COWICHAN 48.829 -124.052 BC 6.8 13.0 2.8 16.0 9.0 \n3 DUNCAN KELVIN CREEK 48.735 -123.728 BC 7.7 2.0 3.4 14.5 2.0 \n4 ESQUIMALT HARBOUR 48.432 -123.439 BC 8.8 0.0 NaN 13.1 0.0 \n\n Tn ... DwP P%N S_G Pd BS DwBS BS% HDD CDD Stn_No \n0 1.0 ... 0.0 NaN 0.0 12.0 NaN NaN NaN 273.3 0.0 1011500 \n1 -3.0 ... 0.0 104.0 0.0 12.0 NaN NaN NaN 307.0 0.0 1012040 \n2 -2.5 ... 9.0 NaN NaN 11.0 NaN NaN NaN 168.1 0.0 1012055 \n3 -1.0 ... 2.0 NaN NaN 11.0 NaN NaN NaN 267.7 0.0 1012573 \n4 1.9 ... 8.0 NaN NaN 12.0 NaN NaN NaN 258.6 0.0 1012710 \n\n[5 rows x 25 columns]", "text/html": "
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Stn_NameLatLongProvTmDwTmDTxDwTxTn...DwPP%NS_GPdBSDwBSBS%HDDCDDStn_No
0CHEMAINUS48.935-123.742BC8.20.0NaN13.50.01.0...0.0NaN0.012.0NaNNaNNaN273.30.01011500
1COWICHAN LAKE FORESTRY48.824-124.133BC7.00.03.015.00.0-3.0...0.0104.00.012.0NaNNaNNaN307.00.01012040
2LAKE COWICHAN48.829-124.052BC6.813.02.816.09.0-2.5...9.0NaNNaN11.0NaNNaNNaN168.10.01012055
3DUNCAN KELVIN CREEK48.735-123.728BC7.72.03.414.52.0-1.0...2.0NaNNaN11.0NaNNaNNaN267.70.01012573
4ESQUIMALT HARBOUR48.432-123.439BC8.80.0NaN13.10.01.9...8.0NaNNaN12.0NaNNaNNaN258.60.01012710
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5 rows \u00d7 25 columns

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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 4-Visualization\n\nVisualization of stations on map using basemap package. The matplotlib basemap toolkit is a library for plotting 2D data on maps in Python. Basemap does not do any plotting on it\u2019s own, but provides the facilities to transform coordinates to a map projections.\n\nPlease notice that the size of each data points represents the average of maximum temperature for each station in a year.\n"}, {"metadata": {}, "cell_type": "code", "source": "from mpl_toolkits.basemap import Basemap\nimport matplotlib.pyplot as plt\nfrom pylab import rcParams\n%matplotlib inline\nrcParams['figure.figsize'] = (14,10)\n\nllon=-140\nulon=-50\nllat=40\nulat=65\n\npdf = pdf[(pdf['Long'] > llon) & (pdf['Long'] < ulon) & (pdf['Lat'] > llat) &(pdf['Lat'] < ulat)]\n\nmy_map = Basemap(projection='merc',\n resolution = 'l', area_thresh = 1000.0,\n llcrnrlon=llon, llcrnrlat=llat, #min longitude (llcrnrlon) and latitude (llcrnrlat)\n urcrnrlon=ulon, urcrnrlat=ulat) #max longitude (urcrnrlon) and latitude (urcrnrlat)\n\nmy_map.drawcoastlines()\nmy_map.drawcountries()\nmy_map.drawmapboundary()\nmy_map.fillcontinents(color = 'white', alpha = 0.3)\nmy_map.shadedrelief()\n\n# To collect data based on stations \n\nxs,ys = my_map(np.asarray(pdf.Long), np.asarray(pdf.Lat))\npdf['xm']= xs.tolist()\npdf['ym'] =ys.tolist()\n\n#Visualization1\nfor index,row in pdf.iterrows():\n# x,y = my_map(row.Long, row.Lat)\n my_map.plot(row.xm, row.ym,markerfacecolor =([1,0,0]), marker='o', markersize= 5, alpha = 0.75)\n#plt.text(x,y,stn)\nplt.show()\n\n", "execution_count": 18, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
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\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 5- Clustering of stations based on their location i.e. Lat & Lon\n\n**DBSCAN** form sklearn library can runs DBSCAN clustering from vector array or distance matrix. In our case, we pass it the Numpy array Clus_dataSet to find core samples of high density and expands clusters from them.\n"}, {"metadata": {}, "cell_type": "code", "source": "from sklearn.cluster import DBSCAN\nimport sklearn.utils\nfrom sklearn.preprocessing import StandardScaler\nsklearn.utils.check_random_state(1000)\nClus_dataSet = pdf[['xm','ym']]\nClus_dataSet = np.nan_to_num(Clus_dataSet)\nClus_dataSet = StandardScaler().fit_transform(Clus_dataSet)\n\n# Compute DBSCAN\ndb = DBSCAN(eps=0.15, min_samples=10).fit(Clus_dataSet)\ncore_samples_mask = np.zeros_like(db.labels_, dtype=bool)\ncore_samples_mask[db.core_sample_indices_] = True\nlabels = db.labels_\npdf[\"Clus_Db\"]=labels\n\nrealClusterNum=len(set(labels)) - (1 if -1 in labels else 0)\nclusterNum = len(set(labels)) \n\n\n# A sample of clusters\npdf[[\"Stn_Name\",\"Tx\",\"Tm\",\"Clus_Db\"]].head(5)", "execution_count": 19, "outputs": [{"output_type": "execute_result", "execution_count": 19, "data": {"text/plain": " Stn_Name Tx Tm Clus_Db\n0 CHEMAINUS 13.5 8.2 0\n1 COWICHAN LAKE FORESTRY 15.0 7.0 0\n2 LAKE COWICHAN 16.0 6.8 0\n3 DUNCAN KELVIN CREEK 14.5 7.7 0\n4 ESQUIMALT HARBOUR 13.1 8.8 0", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Stn_NameTxTmClus_Db
0CHEMAINUS13.58.20
1COWICHAN LAKE FORESTRY15.07.00
2LAKE COWICHAN16.06.80
3DUNCAN KELVIN CREEK14.57.70
4ESQUIMALT HARBOUR13.18.80
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "As you can see for outliers, the cluster label is -1\n"}, {"metadata": {}, "cell_type": "code", "source": "set(labels)", "execution_count": 20, "outputs": [{"output_type": "execute_result", "execution_count": 20, "data": {"text/plain": "{-1, 0, 1, 2, 3, 4}"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 6- Visualization of clusters based on location\n\nNow, we can visualize the clusters using basemap:\n"}, {"metadata": {}, "cell_type": "code", "source": "from mpl_toolkits.basemap import Basemap\nimport matplotlib.pyplot as plt\nfrom pylab import rcParams\n%matplotlib inline\nrcParams['figure.figsize'] = (14,10)\n\nmy_map = Basemap(projection='merc',\n resolution = 'l', area_thresh = 1000.0,\n llcrnrlon=llon, llcrnrlat=llat, #min longitude (llcrnrlon) and latitude (llcrnrlat)\n urcrnrlon=ulon, urcrnrlat=ulat) #max longitude (urcrnrlon) and latitude (urcrnrlat)\n\nmy_map.drawcoastlines()\nmy_map.drawcountries()\n#my_map.drawmapboundary()\nmy_map.fillcontinents(color = 'white', alpha = 0.3)\nmy_map.shadedrelief()\n\n# To create a color map\ncolors = plt.get_cmap('jet')(np.linspace(0.0, 1.0, clusterNum))\n\n\n\n#Visualization1\nfor clust_number in set(labels):\n c=(([0.4,0.4,0.4]) if clust_number == -1 else colors[np.int(clust_number)])\n clust_set = pdf[pdf.Clus_Db == clust_number] \n my_map.scatter(clust_set.xm, clust_set.ym, color =c, marker='o', s= 20, alpha = 0.85)\n if clust_number != -1:\n cenx=np.mean(clust_set.xm) \n ceny=np.mean(clust_set.ym) \n plt.text(cenx,ceny,str(clust_number), fontsize=25, color='red',)\n print (\"Cluster \"+str(clust_number)+', Avg Temp: '+ str(np.mean(clust_set.Tm)))", "execution_count": 21, "outputs": [{"output_type": "stream", "text": "Cluster 0, Avg Temp: -5.538747553816046\nCluster 1, Avg Temp: 1.9526315789473685\nCluster 2, Avg Temp: -9.195652173913045\nCluster 3, Avg Temp: -15.300833333333333\nCluster 4, Avg Temp: -7.769047619047619\n", "name": "stdout"}, {"output_type": "display_data", "data": {"text/plain": "
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\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 7- Clustering of stations based on their location, mean, max, and min Temperature\n\nIn this section we re-run DBSCAN, but this time on a 5-dimensional dataset:\n"}, {"metadata": {"scrolled": true}, "cell_type": "code", "source": "from sklearn.cluster import DBSCAN\nimport sklearn.utils\nfrom sklearn.preprocessing import StandardScaler\nsklearn.utils.check_random_state(1000)\nClus_dataSet = pdf[['xm','ym','Tx','Tm','Tn']]\nClus_dataSet = np.nan_to_num(Clus_dataSet)\nClus_dataSet = StandardScaler().fit_transform(Clus_dataSet)\n\n# Compute DBSCAN\ndb = DBSCAN(eps=0.3, min_samples=10).fit(Clus_dataSet)\ncore_samples_mask = np.zeros_like(db.labels_, dtype=bool)\ncore_samples_mask[db.core_sample_indices_] = True\nlabels = db.labels_\npdf[\"Clus_Db\"]=labels\n\nrealClusterNum=len(set(labels)) - (1 if -1 in labels else 0)\nclusterNum = len(set(labels)) \n\n\n# A sample of clusters\npdf[[\"Stn_Name\",\"Tx\",\"Tm\",\"Clus_Db\"]].head(5)", "execution_count": 22, "outputs": [{"output_type": "execute_result", "execution_count": 22, "data": {"text/plain": " Stn_Name Tx Tm Clus_Db\n0 CHEMAINUS 13.5 8.2 0\n1 COWICHAN LAKE FORESTRY 15.0 7.0 0\n2 LAKE COWICHAN 16.0 6.8 0\n3 DUNCAN KELVIN CREEK 14.5 7.7 0\n4 ESQUIMALT HARBOUR 13.1 8.8 0", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Stn_NameTxTmClus_Db
0CHEMAINUS13.58.20
1COWICHAN LAKE FORESTRY15.07.00
2LAKE COWICHAN16.06.80
3DUNCAN KELVIN CREEK14.57.70
4ESQUIMALT HARBOUR13.18.80
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### 8- Visualization of clusters based on location and Temperture\n"}, {"metadata": {}, "cell_type": "code", "source": "from mpl_toolkits.basemap import Basemap\nimport matplotlib.pyplot as plt\nfrom pylab import rcParams\n%matplotlib inline\nrcParams['figure.figsize'] = (14,10)\n\nmy_map = Basemap(projection='merc',\n resolution = 'l', area_thresh = 1000.0,\n llcrnrlon=llon, llcrnrlat=llat, #min longitude (llcrnrlon) and latitude (llcrnrlat)\n urcrnrlon=ulon, urcrnrlat=ulat) #max longitude (urcrnrlon) and latitude (urcrnrlat)\n\nmy_map.drawcoastlines()\nmy_map.drawcountries()\n#my_map.drawmapboundary()\nmy_map.fillcontinents(color = 'white', alpha = 0.3)\nmy_map.shadedrelief()\n\n# To create a color map\ncolors = plt.get_cmap('jet')(np.linspace(0.0, 1.0, clusterNum))\n\n\n\n#Visualization1\nfor clust_number in set(labels):\n c=(([0.4,0.4,0.4]) if clust_number == -1 else colors[np.int(clust_number)])\n clust_set = pdf[pdf.Clus_Db == clust_number] \n my_map.scatter(clust_set.xm, clust_set.ym, color =c, marker='o', s= 20, alpha = 0.85)\n if clust_number != -1:\n cenx=np.mean(clust_set.xm) \n ceny=np.mean(clust_set.ym) \n plt.text(cenx,ceny,str(clust_number), fontsize=25, color='red',)\n print (\"Cluster \"+str(clust_number)+', Avg Temp: '+ str(np.mean(clust_set.Tm)))", "execution_count": 23, "outputs": [{"output_type": "stream", "text": "Cluster 0, Avg Temp: 6.221192052980132\nCluster 1, Avg Temp: 6.790000000000001\nCluster 2, Avg Temp: -0.49411764705882344\nCluster 3, Avg Temp: -13.87720930232558\nCluster 4, Avg Temp: -4.186274509803922\nCluster 5, Avg Temp: -16.301503759398496\nCluster 6, Avg Temp: -13.599999999999998\nCluster 7, Avg Temp: -9.753333333333334\nCluster 8, Avg Temp: -4.258333333333334\n", "name": "stdout"}, {"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "

Want to learn more?

\n\nIBM SPSS Modeler is a comprehensive analytics platform that has many machine learning algorithms. It has been designed to bring predictive intelligence to decisions made by individuals, by groups, by systems \u2013 by your enterprise as a whole. A free trial is available through this course, available here: SPSS Modeler\n\nAlso, you can use Watson Studio to run these notebooks faster with bigger datasets. Watson Studio is IBM's leading cloud solution for data scientists, built by data scientists. With Jupyter notebooks, RStudio, Apache Spark and popular libraries pre-packaged in the cloud, Watson Studio enables data scientists to collaborate on their projects without having to install anything. Join the fast-growing community of Watson Studio users today with a free account at Watson Studio\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### Thank you for completing this lab!\n\n## Author\n\nSaeed Aghabozorgi\n\n### Other Contributors\n\nJoseph Santarcangelo\n\n## Change Log\n\n| Date (YYYY-MM-DD) | Version | Changed By | Change Description |\n|---|---|---|---|\n| 2020-11-03 | 2.1 | Lakshmi | Updated url of csv |\n| 2020-08-27 | 2.0 | Lavanya | Moved lab to course repo in GitLab |\n| | | | |\n| | | | |\n\n##

\u00a9 IBM Corporation 2020. All rights reserved.

\n"}], "metadata": {"kernelspec": {"name": "python3", "display_name": "Python 3.7", "language": "python"}, "language_info": {"name": "python", "version": "3.7.11", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}, "widgets": {"state": {}, "version": "1.1.2"}}, "nbformat": 4, "nbformat_minor": 4} \ No newline at end of file diff --git a/Clustering_models/ML-Clustering-Hierarchical-Cars.ipynb b/Clustering_models/ML-Clustering-Hierarchical-Cars.ipynb new file mode 100644 index 0000000..368b1aa --- /dev/null +++ b/Clustering_models/ML-Clustering-Hierarchical-Cars.ipynb @@ -0,0 +1 @@ +{"cells": [{"metadata": {}, "cell_type": "markdown", "source": "
\n \"cognitiveclass.ai\n
\n\n# Hierarchical Clustering\n\nEstimated time needed: **25** minutes\n\n## Objectives\n\nAfter completing this lab you will be able to:\n\n* Use scikit-learn to Hierarchical clustering\n* Create dendograms to visualize the clustering\n"}, {"metadata": {}, "cell_type": "markdown", "source": "

Table of contents

\n\n\n
\n
\n"}, {"metadata": {}, "cell_type": "markdown", "source": "

Hierarchical Clustering - Agglomerative

\n\nWe will be looking at a clustering technique, which is Agglomerative Hierarchical Clustering. Remember that agglomerative is the bottom up approach.

\nIn this lab, we will be looking at Agglomerative clustering, which is more popular than Divisive clustering.

\nWe will also be using Complete Linkage as the Linkage Criteria.
NOTE: You can also try using Average Linkage wherever Complete Linkage would be used to see the difference! \n"}, {"metadata": {}, "cell_type": "code", "source": "import numpy as np \nimport pandas as pd\nfrom scipy import ndimage \nfrom scipy.cluster import hierarchy \nfrom scipy.spatial import distance_matrix \nfrom matplotlib import pyplot as plt \nfrom sklearn import manifold, datasets \nfrom sklearn.cluster import AgglomerativeClustering \nfrom sklearn.datasets import make_blobs \n%matplotlib inline", "execution_count": 2, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "
\n

Generating Random Data

\nWe will be generating a set of data using the make_blobs class.

\nInput these parameters into make_blobs:\n
    \n
  • n_samples: The total number of points equally divided among clusters.
  • \n
    • Choose a number from 10-1500
    \n
  • centers: The number of centers to generate, or the fixed center locations.
  • \n
    • Choose arrays of x,y coordinates for generating the centers. Have 1-10 centers (ex. centers=[[1,1], [2,5]])
    \n
  • cluster_std: The standard deviation of the clusters. The larger the number, the further apart the clusters
  • \n
    • Choose a number between 0.5-1.5
    \n

\nSave the result to X1 and y1.\n"}, {"metadata": {}, "cell_type": "code", "source": "X1, y1 = make_blobs(n_samples=50, centers=[[4,4], [-2, -1], [1, 1], [10,4]], cluster_std=0.9)", "execution_count": 3, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "Plot the scatter plot of the randomly generated data.\n"}, {"metadata": {}, "cell_type": "code", "source": "plt.scatter(X1[:, 0], X1[:, 1], marker='o') ", "execution_count": 4, "outputs": [{"output_type": "execute_result", "execution_count": 4, "data": {"text/plain": ""}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "
", "image/png": "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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "
\n

Agglomerative Clustering

\n\nWe will start by clustering the random data points we just created.\n"}, {"metadata": {}, "cell_type": "markdown", "source": "The Agglomerative Clustering class will require two inputs:\n\n
    \n
  • n_clusters: The number of clusters to form as well as the number of centroids to generate.
  • \n
    • Value will be: 4
    \n
  • linkage: Which linkage criterion to use. The linkage criterion determines which distance to use between sets of observation. The algorithm will merge the pairs of cluster that minimize this criterion.
  • \n
      \n
    • Value will be: 'complete'
    • \n
    • Note: It is recommended you try everything with 'average' as well
    • \n
    \n

\nSave the result to a variable called agglom .\n"}, {"metadata": {}, "cell_type": "code", "source": "agglom = AgglomerativeClustering(n_clusters = 4, linkage = 'average')", "execution_count": 5, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "Fit the model with X2 and y2 from the generated data above.\n"}, {"metadata": {"scrolled": true}, "cell_type": "code", "source": "agglom.fit(X1,y1)", "execution_count": 6, "outputs": [{"output_type": "execute_result", "execution_count": 6, "data": {"text/plain": "AgglomerativeClustering(linkage='average', n_clusters=4)"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Run the following code to show the clustering!
\nRemember to read the code and comments to gain more understanding on how the plotting works.\n"}, {"metadata": {}, "cell_type": "code", "source": "# Create a figure of size 6 inches by 4 inches.\nplt.figure(figsize=(6,4))\n\n# These two lines of code are used to scale the data points down,\n# Or else the data points will be scattered very far apart.\n\n# Create a minimum and maximum range of X1.\nx_min, x_max = np.min(X1, axis=0), np.max(X1, axis=0)\n\n# Get the average distance for X1.\nX1 = (X1 - x_min) / (x_max - x_min)\n\n# This loop displays all of the datapoints.\nfor i in range(X1.shape[0]):\n # Replace the data points with their respective cluster value \n # (ex. 0) and is color coded with a colormap (plt.cm.spectral)\n plt.text(X1[i, 0], X1[i, 1], str(y1[i]),\n color=plt.cm.nipy_spectral(agglom.labels_[i] / 10.),\n fontdict={'weight': 'bold', 'size': 9})\n \n# Remove the x ticks, y ticks, x and y axis\nplt.xticks([])\nplt.yticks([])\n#plt.axis('off')\n\n\n\n# Display the plot of the original data before clustering\nplt.scatter(X1[:, 0], X1[:, 1], marker='.')\n# Display the plot\nplt.show()", "execution_count": 7, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
", "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAADrCAYAAABXYUzjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAXKklEQVR4nO3dfXSU5ZnH8d8zmUlCQoIxAQOEJAaMHtADJbGNRetSELXVaol6Tmu1q7WVPXC6rYoFVqmoHMtZjscW0b5YsduTelisLFa7u+4Wt3XdombQUou28haDWoQwhkBeZiZ59o846RiSMJPM8zrfz3+GgdzA4ef9XM99XbdhmqYAAPYLOL0AAMhWBDAAOIQABgCHEMAA4BACGAAcQgADgEOC6Xy4rKzMrK6utmgpAOBP4XD4iGmaEwd/Pa0Arq6uVnNzc+ZWBQBZwDCMlqG+TgkCABxCAMMXNm7cqMrKSpWXl2v16tWiwxNekFYJAnCjcDisZcuWad26dZoyZYpuuOEGzZkzR4sXL3Z6acCI2AHD85555hlJ0s0336zrr79ehYWF2rZtm8OrAk6NAIYnjFRiOHTokCSpqKhIhmFo/PjxA18D3IwSBFzvVCWGM844Q5J07NgxlZWVqaOjY+BrgJuxA4brjVRiCLdE1FU+W5K0adMmNTU1qbOzU1deeaVj6wVSxQ4YrjdciSHcEtH1j+1QNJ6nSZcu0YMPfV9mb1yrVq1SY2Ojw6sGTo0AhmuFWyLasa9NfXnFkk4uMezY16ZovE99pjT+E1fotu/crqXzZzi8aiB1BDBc6W+72z71Hp8qqb/EMGXKlIESw5k1pcoNBhSL9ykUDKihptThVQPpIYDhSsm72+CkGbpm2d3asGGDotHoQInBMAw13dKgHfva1FBTqrqqEqeXDaSFAIYrNQza3a6449uq23DvSZ+rqyoheOFZBDBcqa6qhN0tfI8Ahmuxu4XfcQ4YABxCAAOAQwhgAHAIAQxbMK8XOBkv4WA55vUCQ2MHDMsxrxcYGgEMyzGvFxgaAQxLhVsieqcrJKl/mI5pmszrBT5CDRiWSQzU6TBqJEn3PfiIPjlrOvN6MSaRnl5d8G/v6UBHXONyDH2+skCPXVym/KD39pMEMCyTGKgTKq9V6cJb9fOf/lCbjT7m9WJMQgFDa88v0ezSPP1o9zGt39WuL55ZoMaa8U4vLW0EMCyTPFCnrOEqNT32AK3FGLPxoYAaa8Yr0tOrf3m7Q5J00wuHtXV/p+d2wgQwLMNAHVjlxfe7tOi5v6q719SF5fmaW5qrH/zpmOd2wgQwLMVAHVihfmKeXmucqqf2n9Ddr0Z0xriA8nIM1U7IdXppaSGAAXhGuCWip3a3adqkYl12VokOdcYlSb/c36lFFeN0ZrF1kWbFyz8CGIAnJE7VfBgcp7ayyTLDx1WaH9CXZxSqdkJI94Q/1ONvdeib502w5Ptb8fKPAAbgCYlTNfmxE5rauke9efla+YXzdNlZJdp24IQkqSBoWPb9Ey//JKmyKJiRkgcBDMATGmpKFTAM9X00yCkWyNFdr3foWzuP6/S8HC2dVayv1hZZuobkl3+ZKHl457wGgKxWV1Wie686V8GAoYCk0+Jd+q+Fpyv69Rr99cYqPXxhmUI51u2Apb+9/Lvv/BI9f7BLj7/VMaZfjx0wstLGjRu1bt06RaNRfeMb39CaNWtkGNb+48XYfflTlTq7vMjWo43hloh27GtTSdkETSopVE1xSIUflTrGWvIggJF1GI9pv0yeILDzaGPixV803qdY4XjFp1WpLdqXsZIHJQhkHcZj2i9xguCNayt0yzlFatpzXM+90+n0sk4p8eKvz5RyTxzXXZXxjJY82AEj6zAe035WnCCwQ3I7fSgYUENNaUZ/fQIYWSNRy+vLK5bUPx6zrKyM8Zg2SecEgVsmnlndTk8AIysk1/J6j0+VJG3atElTpkxhPKZNBrcPj9Q04aaJZ1bWnAlgZIXkWl5w0gxds+xubdiwQdFolPGYFhvcPpzKCQKvlizSRQAjKwyu5a2449uq23Cv08vyvcHtwwofV2l+aicIMt304Eb++x0BQ2A0pjOS24crD+7RbYvO1tL5NSn93HRKFl5FACNrMBrTfumeIrCy6cGNCGB4Ft1s7pfOk4fVTQ9uRADDk+hm845UnzwGNz2sqIxr6fwZNqzQOXTCwZMS3WymaWrVqlUyDENr1qyR+dGkLHhPolyRY2jUTQ+Rnl6ds7lV+Y/tV8mmA/rKbz5Qd7zPgtVmBgEMT0p0rq1YsULLli1TUVGRdu3apa1btzq8MoxWolxx26Kz1XRLw8CuOZ1Q9VrLMwEMT0ruXLvpppsUi8UUDAaZ6eBxdVUlWjp/xsdKFumEauL88IwJIU+cH6YGDM8Jt0TUVT574L+fffZZdXV1acKECcx08KF0mzK8dH6YHTA8JdwS0Zd+/HttaclTQc1cSdKdd96plStXKhaLMdPBp158v0vjHtuvb77Uposn548Yqpkemm4lAhgp2bhxoyorK1VeXq7Vq1c79rLrlzsPKtprypRUfOFXJEnLly/XzJkzmengM+GWiDa+sEfhlkhKoRpuiWjlv+/Rpj8cUW6O4Ynzw+7dm8M13HTkK/mfUt7kWl3ytRXMdPCh5DPBfePG6c7PnzviHImxtDw7iR0wTslNA8wXz61QbjAgQ1JuMKAH7r5Tra2tOnTokNauXUsjhk8knwnuMQO66/UOnbO5Vetebx8yVAdanrv6W54fOqvPtnvixoIdME7JTQPM66pK9OTXmengd8ktzBPiXWpaePpJf9fJM4NzjRxp4lSVHnlPoRwj44PTrcIOGCMKt0T0TldIUv8Ac9M0HR9gPtRRpVS4pY6NUxvuTHCy5ONpt84sVkdhsRY01A77eTdiB4xhJepqHUb/9Kr7HnxEn5w13ZMvu9xUx0ZqTtXCPNTxtH+cV6nzSt177ncwAhjDStTVQuW1Kl14q37+0x9qs9HnyZddyXXs0tJSLVmyRNu2bSOAPc6KM792XodECQLDSu7NL2u4Sv/96m7PvuxyUx0bmWPFmV8725nZAWNYfhliPriOzUWc3mb1zGA7r0MigDEirw8x91MdG/bNDLarnZkAhq/5qY4N62cGJ3bXc6pOt+U6JAIYvpZ8nrSs4So1PfaAp3f02S7dK47SMfC0FAgpEHpXDzfOUmGwPyKtamcmgOFrfqlju5GdpwUSrPz7TOyu4/lBHS0pV+Pv2lU2LmhpOzMBDN/zeh3brRKnBWaX5ulHu49p/a52ffHMgoEXWFax6u8zsbs2uk+o5K/7bGnoIIABjIqdpwXs4MTTEgEMYNS8NPw8FXY/LdGIASAt6c7pxfC8/b8rALZKd04vRkYAA0jZUHN6v7XzeMYbIbIFAQwgZanM6UXqCGAAKeNcdWYRwADSwrnqzOEUBAA4hACGbay6EoirhuBVlCBgC6uuBOKqIXgZO2DYwqqr7a36dQE7EMCwhVVXAnHVELyMAIYtEtf/ZPJq+8FXDWXq1wXsQg0Ylgu3RNRVPluStGnTJk2ZMmXMVwJx1RD8gACGpf42OyBPky5dogcf+r7M3viYrwTiqiH4AQEMSyXPDhj/iSt023duz8gdXlw1BD8ggGEpq+7woiXW35y47sgJRjqH1uvr683m5mYLlwM/Stw0S1AiVcdjffrP1s6PXXf01CWTLL/uyCqGYYRN06wf/HV2wLAcswOQrlifqX96NaIDHXEFJAUMqWq8/+LKX/t5eBKtxBgsFDB0/YxCSVJXr6k+U3rrw6jDq8o8//0vBZ5CKzGGMj4U0B2zT9O1NeN1x442PfdOl944GnN6WRlHAMNRya3EpaWlWrJkibZt20YAZ7FwS0RP7W5Tz7gCbXy7W9G+/q9XUIIAMsvtrcSUR+yVODe+6ZWD2vCnjv7jix/dMxfr9d+fPQEMRw3VopyXl6c5c+aooKBAZWVlWr58uSNrS5RHli1bpvXr1+u+++7T1q1bHVlLtkicGw/0xlV25D3dVdWne8/vf4FblOu/uPLf7wiekLjafHrdZyT1tyg3NTWps7NT8+bN0w033KDm5mZdd911Wr9+vbZv3277Gpm0Zr+Sglz1mVJvTlCHy6bovpaA1r3e7tsLP/1XVIHrJV9tnhsM6I57vqcNGzYoGo1q1apVWr58uQyj/7FzwYIFevTRR3X06FHb1+n28ogfRTqjMiSN6zqhytY9uv3Ss7V0fo3Ty7IMO2DYLrk9ORbvU/VnGtXa2qpDhw5p7dq1A+Hb3t6uNWvWaMaMGWptbbW9FmvFBDeMrKGmVHmhgHIMKTeUuc5Jt2IHDNul0p7c3t6uRYsWqa2tTY888oiuvvpqW4+qWTHBDaeWbS3mtCLDEUO1Jye+du7EkJbffK327Nmjp59+Wtu2bdNDDz2kw4cPq7S0VEVFRWpsbNTPfvYzy9aWKJGceO1ZGbuekdkb1y233KL7779/YIcOpIpWZIcd2R3RM1/+jY7+pV2hgqDOu6lWn/3nC5xelmMGtycnh1784BtqffVVSdL8+fMHPmNXLdaqCW7AYNSAbRLvjmvWDWfp75sX65zravTK+l06sP1dp5flGsmhF6o4Vw9vf1umaco0Ta1evVqSfbXYRIkkx1BGJ7gBg7EDtkn53IkqnztRklS1YKpee3S3uo/2OLwq9xiuLuxELTbb6pBwDjVgm3W396jpomcU74rr5j9co1BByOklucbgujC1WPgFNWAX6G7v0eZFv1ZXW7eu/90XCN9BBteFqcXC7whgG4RbIvr9Hw8pcNcfFX3nhL749CLl5OWo51hUecW5Ti/Ptay6TQNwC0oQFks8Rpfu7dSVTx752I/N+26dLrrnpKcSJOE2DfgBJQiHJB6j363M109WVOi2RWfzGJ0GbtOAn3EMzWIcaQIwHHbAFuNIE4DhEMA24DEawFAoQQCAQwhgAHAIAQwADiGAAcAhBDAAOIQABgCHEMAA4BDOAeOUuM0DsAY7YJwSt3kA1mAHjFPiNg/AGuyAkbLu9h69tCaskhnFmv65aU4vB/A8dsAYVvIs3lmnFXCbB5BhBDCGlHwfW2Gv9A/Pd3KbB5BhlCAwpOT72CYc7NaxPxxVd6RHT87/lR6Z1qRXHtzl9BIBz2MH7GJOHv9Kvo/tyPQCXXLgOkZqAhlGALtY4vjX9MsrFX74Db2yfpdqLq9U9WenWv69GSQPWI8AdpEjuyN6evHzOvqXDyVTCubnaO6yWSqbWeLI8S8GyQPWIoBdJN4dV83l0zTjykp1tJ7Qm5v36pX1uzTtosmuOf5FVxyQOQSwiyQ3PLz1y316c/NeSdJvbv+94p1xVxz/crIsAvgNAexCO/54SL+7/f9khAIyDKnrSLcWb73UFce/6IoDMocAdtDgx/lJjVV646IJ6ln+mko+iCkeMpTXY6onGtWT838lSZr33TpddE+9wyunKw7IBALYQYnH+e7ZE/Tb9a+r68d/Vu+WHJ3+Ya/iQenFy07TF66u1a2LZ7qq6aG7vSelrjjqxcDIaMRwUPnciQpeU6lbf/um/mdcTJJ0WqRXAVPKjUkLt0XUedPLrmh6CLdEtPGFPXr5jQ+0+ZLnFHm7XVc2LRgoiwyFKWrAyNgBS4rFTF188XsKh3sUjUr7909TdbU9L7t27GuTeTyuupc61F4S1FM3TZIxLqhr6irUOLfCFcfAktuSKw9GddmrhyXplGUR6sXAyAhgSYYhXXFFgSoqgtqy5YSt37uurEhX/OsR5Xf16tc3nqFrL6x2TfAmJLclt1bkqmj7Ai2dPyPln0+9GBgaASwpGDS0alWJ7rrrqC3fLzFlrH5isf78tZc0+YQUuneOfnDBFNXPnOiqeq/08bbkUDCghprSET/PFDUgNQSwzYZ7nI/ftlMvaqf6XHLKIVk6bclMUQNSRwDbbKyP805JtS15qClq0qnrxUA2yuoATn5ULuwqVFtbryRp79648vIMTZ6c+T+edB/nvYYpakDqDNM0U/5wfX292dzcbOFy7JP8qJwbDOjP95/9sR//6lfH64knJln2vf08Zczvvz8gXYZhhE3TPOnRL2t3wMmPyrF4nx7e3mdbKSDdKWNea2hgihqQmqxtxEg8KucYcn0pgIYGwJ+ydgfspYHjNDQA/pS1ASx571GZhgbAX7I6gN2OhgbA3whgl6KhAfC/rH0J53ZcCw/4Hztgl6KhAfA/AtilvHRKA8DoEMAu5rVTGgDSQw0YABzCDhiSvNfuDPgBO+AhxGKmPv3pd5WXt0+GsU8HDsScXpLlaHcG7EcADyFxRdFVVxU6vRTblM+dqE/dPltlM0tUtWCqJNHuDFgsawI4nV1t4oqi2trs6zaj3RmwT9YEcDbualORuG4+3BJRd3vPQLvzdf/xOdqdAYtlzUs4uy/e9ALanQFnZU0Ap8KJK4qcxP1tgLP8lShDSPV6nJGuKFq48H1LryjKhNEcI6PdGXCWrwN4cKiu/bvz1dbWfwfe4F2tk1cUZULiGNn0yysVfvgNvbJ+l2our1T1Z6cO+3Nodwac5esAHhyq1yw8NvBjg3e1Xr+teLS3ZtDuDDjH1wE8OFSbDwwfNn7ZDXKMDPAOXwdwuqHqxG4wFjN18cXvKRzuUTQq7d8/TdXVozv+lXyMjFszAPfzXQAPFWhL57t3N5s4n1xREdSWLSfS/vmJl4z1E4v11s3/q8ieYxwjAzzCdwE81kCz21jOJye/ZKw8GNVlrx6WxDEywCt8F8DZ1HCR/JKxtSJXRdsXeOrkBpDtsqYV2Y8SLxlzDHny5AaQ7XyzA0614cItMtF155eTG0C28kUAp9Nw4QaZ7LrjHC/gXe5JpTFIp+HCDbzedQcgM3wRwOk0XLiB17vuAGSGYZpmyh+ur683m5ubLVzO6Hm5BuyF9QIYPcMwwqZpnnQm1Bc7YMl7tVCvrRdA5nEMDQAcQgADgEMIYABwiOcCOJ3bjQHAzTwXwNxuDMAvPBfAiWE7tbXMugXgbZ4L4FRRqgDgdr4NYMOQLr+8QEVF/b/FM89sJYQBuIpnAvjlPUdVM2uvcj/a0e7f3x+me/fG9f778ZM+HwwaWrnyNJ13HjdCAHAnTwRwuCWiGze9rA/LDit/ev+gnV/8ov+2i4UL39fKlUMPXw8GDc2bl2/bOgEgHZ5oRd6xr02xvj4VX9Cm9hf7r14fy+WVAOAGngjg5OlhAcMY8bPhloie3nlQpqS64skDc4El6YMPegltAK7hiQBOvvlh5/ECPf5S95CfC7dE9KWf9A86l6QH1n38rPDdd0f0xBMTMz6cPZNXywPIHq6vAYdbItr4wh5J0oLJlcqN9wfbUC/fduxrU+yj8JWk6u+8+bEff/75rmHrxWNBcwiA0XD1Djjdq3saakoVCgYGdsChHMOW4ezZdBMzgMxxdQCne3VPXVWJnvx6w0ANuHFuBTN3AbiWqwN4NFf32DnonFstAIyFqwPYzdeue+0mZgDuY2tCjOa0gFuv7vHaTcwA3MfWAE6cFqioCGrLlhN2fuuM89pNzADcx9YA9tNpATeXRwB4A0XKMXBreQSAN7i+EQMA/MqWHXDyca3CrkK1tfVK4rQAgOxmefKl280GANnC8gBOt5sNALKF5TXgxHGtHEMpd7MBQDawfAds5XEtxkAC8DJb3n5ZdVzLT40dALKPp4+hJRo7amvZ9QLwHk8HMAB4GQEMAA7xZAC/vOeoambtVW7ePhnGPh04EJM09DVFAOBWngvgcEtEN256WR+WHVb+9P4RkE1N/S/gFi5835I73wDACp7rAd6xr02xvj4VX9Cm9hcnSuL4GQBv8twOOLmxI2AYTi8HAEbNUzvgxFCf1VfMUqQzqp3HC/T4S91OLwsARsUzATzUHWy5cVNSN1PVAHiSZxKLO9gA+I1nApg72AD4jWcCmDvYAPiNZwJY4g42AP7iuWNoAOAXBDAAOIQABgCHEMAA4BACGAAcQgADgEMM0zRT/7BhHJbUYt1yAMCXqkzTnDj4i2kFMAAgcyhBAIBDCGAAcAgBDAAOIYABwCEEMAA4hAAGAIcQwADgEAIYABxCAAOAQ/4fTfDBxG8cd54AAAAASUVORK5CYII=\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "

Dendrogram Associated for the Agglomerative Hierarchical Clustering

\n\nRemember that a distance matrix contains the distance from each point to every other point of a dataset .\n\nUse the function distance_matrix, which requires two inputs. Use the Feature Matrix, X1 as both inputs and save the distance matrix to a variable called dist_matrix

\nRemember that the distance values are symmetric, with a diagonal of 0's. This is one way of making sure your matrix is correct.
(print out dist_matrix to make sure it's correct)\n"}, {"metadata": {"scrolled": true}, "cell_type": "code", "source": "dist_matrix = distance_matrix(X1,X1) \nprint(dist_matrix)", "execution_count": 8, "outputs": [{"output_type": "stream", "text": "[[0. 0.35847867 0.21076426 ... 0.53689481 0.22712059 0.42319425]\n [0.35847867 0. 0.47612013 ... 0.75499662 0.47419088 0.63433386]\n [0.21076426 0.47612013 0. ... 0.32649324 0.02480301 0.21287476]\n ...\n [0.53689481 0.75499662 0.32649324 ... 0. 0.3131282 0.12182381]\n [0.22712059 0.47419088 0.02480301 ... 0.3131282 0. 0.19644972]\n [0.42319425 0.63433386 0.21287476 ... 0.12182381 0.19644972 0. ]]\n", "name": "stdout"}]}, {"metadata": {}, "cell_type": "markdown", "source": "Using the linkage class from hierarchy, pass in the parameters:\n\n
    \n
  • The distance matrix
  • \n
  • 'complete' for complete linkage
  • \n

\nSave the result to a variable called Z .\n"}, {"metadata": {}, "cell_type": "code", "source": "Z = hierarchy.linkage(dist_matrix, 'complete')", "execution_count": 9, "outputs": [{"output_type": "stream", "text": "/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/ipykernel/__main__.py:1: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n if __name__ == '__main__':\n", "name": "stderr"}]}, {"metadata": {}, "cell_type": "markdown", "source": "A Hierarchical clustering is typically visualized as a dendrogram as shown in the following cell. Each merge is represented by a horizontal line. The y-coordinate of the horizontal line is the similarity of the two clusters that were merged, where cities are viewed as singleton clusters.\nBy moving up from the bottom layer to the top node, a dendrogram allows us to reconstruct the history of merges that resulted in the depicted clustering.\n\nNext, we will save the dendrogram to a variable called dendro. In doing this, the dendrogram will also be displayed.\nUsing the dendrogram class from hierarchy, pass in the parameter:\n\n
  • Z
\n"}, {"metadata": {}, "cell_type": "code", "source": "dendro = hierarchy.dendrogram(Z)", "execution_count": 10, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "## Practice\n\nWe used **complete** linkage for our case, change it to **average** linkage to see how the dendogram changes.\n"}, {"metadata": {}, "cell_type": "code", "source": "Z = hierarchy.linkage(dist_matrix, 'average')\ndendro = hierarchy.dendrogram(Z)\n", "execution_count": 11, "outputs": [{"output_type": "stream", "text": "/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/ipykernel/__main__.py:1: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n if __name__ == '__main__':\n", "name": "stderr"}, {"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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UeBK4wt2zXTTl9OMaiUgd/b7t7qpQd0mcKv34yN0HgIHMtJWp5yuAFfWGJiIizdIvSruNRquIyCgoqXeb8TZapdk7YII+zERKKKl3o/E0WqWZO2BCPB9m0hWyo4CyI4B6ceSPkvp4lW0hZ1vGY9kabuYieSwfZtIVsqOA0iOAenXkj5L6eJVtIadbxmoNS4cVjfVvx1j6olFAvTryR0l9PCtqIas1LB1WNNZfY+kbU1IXka7UyR/w9LLeS+pVbimg2wlID2h0O4FGtxLoxYt40n69l9Sr3FJgrG4noDHlMgqNbidQdisBdTlIkd5L6lDfLQVG23c83saUS+1avZ2Auhx6z1jdRK03k3o3GU9jyqUjdEfFOIzVTdTGV1LvprHZzeqW2Meqy0m/NH2W7qgYj7G4idr4Suq9PDa7W2Ifqy6nSH9pmm5157W2i1rauqOiVDW+kjr09tjsbol9rLqcIvylabrVnW1tq6UtdRh/SX2spLsP8roMYusq6JbuoR4Q2y8Yy8R4b5Vup6TeLunug2yXQY90FTSlW7qHxplWu3PGSoz3Vul2Surt1C3dJWNlrLZXvw94Vi9059T5zUQjgRpTUpfeo98HHGM8dedoJFBj3Z3U1SKTIvp9wLhV9CGWbsU7zs6DO7uqK2qsnNDpAEqNtMjSps7L76NudD8YEYnaSCseQus9239fdp+dmFRqqZvZYuBTwATgc+7+icx8S+YvAZ4Aft/dt9QSYVGL7JhWvIcWfMyjS6Qjuv1CpBxrPHVFFWmY1M1sAnAdcBEwDGw2s9vd/YHUYhcDs5LH2cD1yd/2GW+jS6QjeuFCZJ00BLEz6mw8VGmpLwR2u/seADP7CrAUSCf1pcBN7u7AJjObZGbT3H1vpShaNd5Gl0hjbfh9wHhq/WkIYmfU2XioktRPAR5KvR7m+FZ43jKnAO1N6iJZQ2vgJxvhtDce/w3uJxvDX32DKzWePsS6SV31bqFxXbKA2eXA29z9fcnr9wAL3f39qWXuAP7a3Tcmr78D/Im735cpazmwfGQbgF1NRSsiIqe5e1/RzCot9WHg1NTr6cAjLSyDu68CVlVYp4iItKDKkMbNwCwzO93MTgSuAG7PLHM78F4LzgEOt70/XUREjtOwpe7uR83sGuCbhCGNN7j7DjO7Mpm/EhggDGfcTRjSqM43EZEOaNinLiIivaO7f1EqIiJNUVIXEYmIkrqISES6+y6NHWRmc4FzgRcDPwW+5e7HDdOU9jOzS4Fvu/sTnY4lj5lNBBYDB9z9+2b2e8DJwJfc/VDBe17v7pvHMs6COKa5+97k/k1LgTOA/wuscfejLZb5OsKPEQ8AlwBPuvu3MsucBZwF/HuVejCzM4Fn3H1natrZ7n5vKzFmyr7a3a8bbTktrPd1wDmEHHMI2OTug6Mud6wvlJrZB4BvjNx2IDPv1wgHwY8JB9YfAE8SbkHwi5zl/8Ldry1YT9m8twPfKloX8H+Ak4BtwPnAL4BngK3JaB/M7BKSgxJYA8x3938zs5OAK4E5SbkrgcPJutIfEne4++bkZCqaN2kkKWTWt65g+hov2KHJNg8Av03mQCL8ruD2gn1ihJFNzxA+2H6VTF9KGMqaN+8dhG+B2fXcmiybW56735az/r8A3gf8JKmbf01i/Vkyf0LBNg0Q7kmUt3/PaHFf5R67ZvavhKG/k4DXJet+DHh3EsNxmwWsBb6eV16q3nPjyKsjd7+25HhZk5Txu4RE+zXgj4EXAee5+xvM7FNJ/dwFzAf6gXcV1O2twNvIPyYuTbbvKaCP8HuVI8BLgRnuvtjMPgT8JnAHcB7wMPBRis/HvwJeBhwFXgL8gbvvN7PvArfkbNNnCfsxb3vfQjifR/YDwJnA/cAHi46Lkg/nt7v71/OmA98riOGzwAeAXwO+ncT6IuDCpE5XNxvHMevuQFLfQ0iWUwkH9tfcfSiZdyuwhTB08nzCwXOEcACdDfwn8CuO3xkzC+btJoyrPyYE4EZCRReta7K7/2Yq5nXufpGZHXT3yWb214QT+DbCQTmd8CuvC8zsC8APeO7k+H3Cgb0j2e4LgBcCBwkH/itL5r01KTO7vv/u7i8viOMv86o92eb/ALYD3+HYA+lawsGVt0++mLzvKOFEfJ+77zKzu5Ltypu3D/i7nPW8JomnqLxXkr8fT3D3SWZ2OvA7wNuT+rmNkPTytukDwD8W7N+XtLivlpNz7JrZenc/P6mv+939rOT5esJxuynZnpGTzYB5SbxF58LnCuL4X4RjPu88OFpwvEwn3LbjxmT6lYSGywHgVnd/sZl9290vZCTAEPtwQd1eBdxcsA8nuPtbkjKG3H1uqjxP4rsHOD/1YbCR8CFYdD6+NFXmPODThAS5Fnh/zjZ9DHi6YHs/D2wEbnT3u5My73T3i83srpLj4hqOZ8BXgHfmTL+R8KGUF8PHCMf0m48rMHxQHS2Kw92X5MRxLHcf0wewPvn768B/Ab4I3Af8zci8ZP7m1PPvJMvenFTw85LpdyZ/c+cRDoobgNWZx3CDdX0Z+FNCK+sTwKeSeT9L/t6T2aZ7kvcZYTy/Zeatzyz/neTvugbz7ipYX1kcZdu8oWCfHMrZJ4PJPrk7tdzLCd9wlhIOtKJ5hwrWs6FBeUX7cX1OWS8jJNnSbSrYv6PaVzn1tBv4COEDdR3wYcJvNdYSju2Tc+IrK+9vSuLYltTRMo4/D4qOl3sy9f5A+jnwueQY+SLwP4DPAH9bsW6z+/B7qXlvTz2/G9hHaHkPAyel5g1Sfj5+DzgxNe3FhFb+0wXbtL5ke9cDJwL/k5CQL03VX9lxUXRe/apg+nCDGD5J+GZ4GfDW5O/1wN+XxZG3P7KPTrTU13vSqklNex6hNfJRdz8vmfZsn6OZ3e3ui5LnS4D3At8HLvVjWxfHzCOcLEvdfX9mfV8Fpheti9D6eAfwCsL9ab7u7r8ys5GW1auBV7r7ITM7gfDV+0+BPyTs5KmE1sAZhAPiN4CJhFbPImDI3T+etF6GSuYtSOafkVnf08k25sXxVMk2b07WcTfhIB35OnqGu7+yYJ98BLjE3Y8k008k3OrhHUld5M17J+HAzK5nA+Erdm557n5ywX78W3f/JjnM7I+TsrPrOsvdT0+Wye7fj1fcV28B7k/tDwqO3cXJe/6d0H3w3wgn5c2EY/CAuz+d8751JefCJUVxuPv5eeeBmR0i/3jZTEjeTxG+LTyf0JVykHAMfZDQIn4ZoUX+fXffllO3JwNvJnwzmF9wTLwB2Onuz6S26cSkjralNvURd/+lmb0AeBPwkZLz8U+A/3D3R1NlTiAkxx8VbNMvirbX3S9P1fV7gNnu/mdmdiH5x8V3gf9K/nn1GOH8yTvfni6LwcwWEL5pTkrm/cBDt0thHO7+9zTQiaQ+z923Z6Zd7e7XmdlLCJ/8v/TkgoiFi1DnuPuG1AWYg4ST/eXuviJnHecT+hOvJ3zlP+6ijZlNAU4n9NWOzHsG2OclFyvMrJ/QRTDynqeBve6+1cyeT9hJIyfHZuB0D/2x/cn6drn79vTFGTN7I+Er520jdWNmb3D37+es/9eTbXuCcOHowdT0eYRWz2wKLiol272Q5w6kzcBF7n5zzrpeD+wnfHU/kCnvHELL65Bn+vnM7M1JfK8ifJ1+hvB184tmNpPQL5reJ78Afp7d3tR+3OQlF9OS+pubbM9Ivc8nXFz11HLvJ5w4gxYu1L0J+FnqPb+R1FE/yQe6u29L3ruQcIIeLarbovhK4p6f1E/uRcUkjjOABwn7YOTYffaiYaqOfpgXQ7LN9xCS/ZsICWYjIYkbcMTdv1cS48jxcjKhfvuBfyJ8WzycWu4aQgu7pQuXybn/M0+6ZJJpE4EF7v7DgvcYYT8/TOi+eWuyTY8RzoP5hBbzY8n2zgKuS68jp8w3Eu5jNYGki8vdv2Rmz/OcC8d5+z6Vz04g1NdewjWR3yHU4bfzysqUMZJLXkr4QH2tu/9V2XuefW8HkvoGju1bhOf6BDeTf0HkLsKFgqILMGekyhwp99XALwkXrfLeM6GoPHdfTg4z+3zy9KmkjHR5VxZs8jcJn9Ke2t7sNr+UkPiy23whxzNgD6H1kPeefyupw7zyRmJ8W8561hJais2W91Dy3qdpot7Jr0MD1rr7RXkrMrO/I7/+DiWxj5QBo6vz0rpw9wsK6qJQcjwV1cWEZLFsHV6axJG3P9Kj2Spvc1HsBefqq5P1bMuZvsNz+omrSBLgcZMp3/eF7+G5cy49vTTG1Pmdd9wWHZuPET4wR17Dc3X+46LyinJMEkdRvVer3yp9NHU+gP9NuHiwKDVtpE/rntS0eYSvfa8n9NWl5w2lnq8vKrPBewrnlcReVt4TSZzpx3pCC6zVbX4iVU66zF9WrKei8rIxesF6DtQQX+V6z5S3Ph1HxX2Sju/Ho6zzvP1Y+L4Wz4VWjs9DJbG3dJw1e66WrWcUeaGVfV/4nlZibOLYTB8X/69inVfKMWX1XrkuR7MjRrEDiy5UFF0Q+SklF2CKyix7T6PyCuIuK6/wgtgotrmozENl9dRCeUeKYm81vlbqvVEdFu2TkvjqrPPSumjxPGjl+DxcFkMr29ziuZo7vdVHi/u+pXOuxf1RdlwU1nlReRXqo+X6bXkn1PEgfI1bBnwieb2Q8NUkvcwEwrDEMwnDpbIbfmlRmWXvqVpeZn5ZedPSJ006nlFsc1GZ55a8p5XyphfF3mJ581qp96p1mJlXGF/NdV5aFy0e/60cnx+uEkMz21wx1mPKazS9hbpoZd+3dM61uD8ariunzpvOMVXrveyhuzSKiERE934REYmIkrqISESU1EVEIqKkLiISESV1EZGI/H917HQhnreqFwAAAABJRU5ErkJggg==\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "
\n

Clustering on Vehicle dataset

\n\nImagine that an automobile manufacturer has developed prototypes for a new vehicle. Before introducing the new model into its range, the manufacturer wants to determine which existing vehicles on the market are most like the prototypes--that is, how vehicles can be grouped, which group is the most similar with the model, and therefore which models they will be competing against.\n\nOur objective here, is to use clustering methods, to find the most distinctive clusters of vehicles. It will summarize the existing vehicles and help manufacturers to make decision about the supply of new models.\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### Download data\n\nTo download the data, we will use **`!wget`** to download it from IBM Object Storage.\\\n**Did you know?** When it comes to Machine Learning, you will likely be working with large datasets. As a business, where can you host your data? IBM is offering a unique opportunity for businesses, with 10 Tb of IBM Cloud Object Storage: [Sign up now for free](http://cocl.us/ML0101EN-IBM-Offer-CC)\n"}, {"metadata": {}, "cell_type": "code", "source": "!wget -O cars_clus.csv https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%204/data/cars_clus.csv\n ", "execution_count": 12, "outputs": [{"output_type": "stream", "text": "--2021-06-14 08:54:27-- https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%204/data/cars_clus.csv\nResolving cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)... 198.23.119.245\nConnecting to cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)|198.23.119.245|:443... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 17774 (17K) [text/csv]\nSaving to: \u2018cars_clus.csv\u2019\n\ncars_clus.csv 100%[===================>] 17.36K --.-KB/s in 0s \n\n2021-06-14 08:54:27 (72.8 MB/s) - \u2018cars_clus.csv\u2019 saved [17774/17774]\n\n", "name": "stdout"}]}, {"metadata": {}, "cell_type": "markdown", "source": "## Read data\n\nLet's read dataset to see what features the manufacturer has collected about the existing models.\n"}, {"metadata": {}, "cell_type": "code", "source": "filename = 'cars_clus.csv'\n\n#Read csv\npdf = pd.read_csv(filename)\nprint (\"Shape of dataset: \", pdf.shape)\n\npdf.head(5)", "execution_count": 13, "outputs": [{"output_type": "stream", "text": "Shape of dataset: (159, 16)\n", "name": "stdout"}, {"output_type": "execute_result", "execution_count": 13, "data": {"text/plain": " manufact model sales resale type price engine_s horsepow wheelbas \\\n0 Acura Integra 16.919 16.360 0.000 21.500 1.800 140.000 101.200 \n1 Acura TL 39.384 19.875 0.000 28.400 3.200 225.000 108.100 \n2 Acura CL 14.114 18.225 0.000 $null$ 3.200 225.000 106.900 \n3 Acura RL 8.588 29.725 0.000 42.000 3.500 210.000 114.600 \n4 Audi A4 20.397 22.255 0.000 23.990 1.800 150.000 102.600 \n\n width length curb_wgt fuel_cap mpg lnsales partition \n0 67.300 172.400 2.639 13.200 28.000 2.828 0.0 \n1 70.300 192.900 3.517 17.200 25.000 3.673 0.0 \n2 70.600 192.000 3.470 17.200 26.000 2.647 0.0 \n3 71.400 196.600 3.850 18.000 22.000 2.150 0.0 \n4 68.200 178.000 2.998 16.400 27.000 3.015 0.0 ", "text/html": "
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manufactmodelsalesresaletypepriceengine_shorsepowwheelbaswidthlengthcurb_wgtfuel_capmpglnsalespartition
0AcuraIntegra16.91916.3600.00021.5001.800140.000101.20067.300172.4002.63913.20028.0002.8280.0
1AcuraTL39.38419.8750.00028.4003.200225.000108.10070.300192.9003.51717.20025.0003.6730.0
2AcuraCL14.11418.2250.000$null$3.200225.000106.90070.600192.0003.47017.20026.0002.6470.0
3AcuraRL8.58829.7250.00042.0003.500210.000114.60071.400196.6003.85018.00022.0002.1500.0
4AudiA420.39722.2550.00023.9901.800150.000102.60068.200178.0002.99816.40027.0003.0150.0
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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "The feature sets include price in thousands (price), engine size (engine_s), horsepower (horsepow), wheelbase (wheelbas), width (width), length (length), curb weight (curb_wgt), fuel capacity (fuel_cap) and fuel efficiency (mpg).\n"}, {"metadata": {}, "cell_type": "markdown", "source": "

Data Cleaning

\n\nLet's clean the dataset by dropping the rows that have null value:\n"}, {"metadata": {}, "cell_type": "code", "source": "print (\"Shape of dataset before cleaning: \", pdf.size)\npdf[[ 'sales', 'resale', 'type', 'price', 'engine_s',\n 'horsepow', 'wheelbas', 'width', 'length', 'curb_wgt', 'fuel_cap',\n 'mpg', 'lnsales']] = pdf[['sales', 'resale', 'type', 'price', 'engine_s',\n 'horsepow', 'wheelbas', 'width', 'length', 'curb_wgt', 'fuel_cap',\n 'mpg', 'lnsales']].apply(pd.to_numeric, errors='coerce')\npdf = pdf.dropna()\npdf = pdf.reset_index(drop=True)\nprint (\"Shape of dataset after cleaning: \", pdf.size)\npdf.head(5)", "execution_count": 14, "outputs": [{"output_type": "stream", "text": "Shape of dataset before cleaning: 2544\nShape of dataset after cleaning: 1872\n", "name": "stdout"}, {"output_type": "execute_result", "execution_count": 14, "data": {"text/plain": " manufact model sales resale type price engine_s horsepow \\\n0 Acura Integra 16.919 16.360 0.0 21.50 1.8 140.0 \n1 Acura TL 39.384 19.875 0.0 28.40 3.2 225.0 \n2 Acura RL 8.588 29.725 0.0 42.00 3.5 210.0 \n3 Audi A4 20.397 22.255 0.0 23.99 1.8 150.0 \n4 Audi A6 18.780 23.555 0.0 33.95 2.8 200.0 \n\n wheelbas width length curb_wgt fuel_cap mpg lnsales partition \n0 101.2 67.3 172.4 2.639 13.2 28.0 2.828 0.0 \n1 108.1 70.3 192.9 3.517 17.2 25.0 3.673 0.0 \n2 114.6 71.4 196.6 3.850 18.0 22.0 2.150 0.0 \n3 102.6 68.2 178.0 2.998 16.4 27.0 3.015 0.0 \n4 108.7 76.1 192.0 3.561 18.5 22.0 2.933 0.0 ", "text/html": "
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manufactmodelsalesresaletypepriceengine_shorsepowwheelbaswidthlengthcurb_wgtfuel_capmpglnsalespartition
0AcuraIntegra16.91916.3600.021.501.8140.0101.267.3172.42.63913.228.02.8280.0
1AcuraTL39.38419.8750.028.403.2225.0108.170.3192.93.51717.225.03.6730.0
2AcuraRL8.58829.7250.042.003.5210.0114.671.4196.63.85018.022.02.1500.0
3AudiA420.39722.2550.023.991.8150.0102.668.2178.02.99816.427.03.0150.0
4AudiA618.78023.5550.033.952.8200.0108.776.1192.03.56118.522.02.9330.0
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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### Feature selection\n\nLet's select our feature set:\n"}, {"metadata": {}, "cell_type": "code", "source": "featureset = pdf[['engine_s', 'horsepow', 'wheelbas', 'width', 'length', 'curb_wgt', 'fuel_cap', 'mpg']]", "execution_count": 15, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "### Normalization\n\nNow we can normalize the feature set. **MinMaxScaler** transforms features by scaling each feature to a given range. It is by default (0, 1). That is, this estimator scales and translates each feature individually such that it is between zero and one.\n"}, {"metadata": {}, "cell_type": "code", "source": "from sklearn.preprocessing import MinMaxScaler\nx = featureset.values #returns a numpy array\nmin_max_scaler = MinMaxScaler()\nfeature_mtx = min_max_scaler.fit_transform(x)\nfeature_mtx [0:5]", "execution_count": 16, "outputs": [{"output_type": "execute_result", "execution_count": 16, "data": {"text/plain": "array([[0.11428571, 0.21518987, 0.18655098, 0.28143713, 0.30625832,\n 0.2310559 , 0.13364055, 0.43333333],\n [0.31428571, 0.43037975, 0.3362256 , 0.46107784, 0.5792277 ,\n 0.50372671, 0.31797235, 0.33333333],\n [0.35714286, 0.39240506, 0.47722343, 0.52694611, 0.62849534,\n 0.60714286, 0.35483871, 0.23333333],\n [0.11428571, 0.24050633, 0.21691974, 0.33532934, 0.38082557,\n 0.34254658, 0.28110599, 0.4 ],\n [0.25714286, 0.36708861, 0.34924078, 0.80838323, 0.56724368,\n 0.5173913 , 0.37788018, 0.23333333]])"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "

Clustering using Scipy

\n\nIn this part we use Scipy package to cluster the dataset.\n\nFirst, we calculate the distance matrix.\n"}, {"metadata": {}, "cell_type": "code", "source": "\nleng = feature_mtx.shape[0]\nD = np.zeros([leng,leng])\nfor i in range(leng):\n for j in range(leng):\n D[i,j] = scipy.spatial.distance.euclidean(feature_mtx[i], feature_mtx[j])\nD", "execution_count": 18, "outputs": [{"output_type": "execute_result", "execution_count": 18, "data": {"text/plain": "array([[0. , 0.57777143, 0.75455727, ..., 0.28530295, 0.24917241,\n 0.18879995],\n [0.57777143, 0. , 0.22798938, ..., 0.36087756, 0.66346677,\n 0.62201282],\n [0.75455727, 0.22798938, 0. , ..., 0.51727787, 0.81786095,\n 0.77930119],\n ...,\n [0.28530295, 0.36087756, 0.51727787, ..., 0. , 0.41797928,\n 0.35720492],\n [0.24917241, 0.66346677, 0.81786095, ..., 0.41797928, 0. ,\n 0.15212198],\n [0.18879995, 0.62201282, 0.77930119, ..., 0.35720492, 0.15212198,\n 0. ]])"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "In agglomerative clustering, at each iteration, the algorithm must update the distance matrix to reflect the distance of the newly formed cluster with the remaining clusters in the forest.\nThe following methods are supported in Scipy for calculating the distance between the newly formed cluster and each:\n\\- single\n\\- complete\n\\- average\n\\- weighted\n\\- centroid\n\nWe use **complete** for our case, but feel free to change it to see how the results change.\n"}, {"metadata": {}, "cell_type": "code", "source": "import pylab\nimport scipy.cluster.hierarchy\nZ = hierarchy.linkage(D, 'complete')", "execution_count": 19, "outputs": [{"output_type": "stream", "text": "/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/ipykernel/__main__.py:3: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n app.launch_new_instance()\n", "name": "stderr"}]}, {"metadata": {}, "cell_type": "markdown", "source": "Essentially, Hierarchical clustering does not require a pre-specified number of clusters. However, in some applications we want a partition of disjoint clusters just as in flat clustering.\nSo you can use a cutting line:\n"}, {"metadata": {}, "cell_type": "code", "source": "from scipy.cluster.hierarchy import fcluster\nmax_d = 3\nclusters = fcluster(Z, max_d, criterion='distance')\nclusters", "execution_count": 20, "outputs": [{"output_type": "execute_result", "execution_count": 20, "data": {"text/plain": "array([ 1, 5, 5, 6, 5, 4, 6, 5, 5, 5, 5, 5, 4, 4, 5, 1, 6,\n 5, 5, 5, 4, 2, 11, 6, 6, 5, 6, 5, 1, 6, 6, 10, 9, 8,\n 9, 3, 5, 1, 7, 6, 5, 3, 5, 3, 8, 7, 9, 2, 6, 6, 5,\n 4, 2, 1, 6, 5, 2, 7, 5, 5, 5, 4, 4, 3, 2, 6, 6, 5,\n 7, 4, 7, 6, 6, 5, 3, 5, 5, 6, 5, 4, 4, 1, 6, 5, 5,\n 5, 6, 4, 5, 4, 1, 6, 5, 6, 6, 5, 5, 5, 7, 7, 7, 2,\n 2, 1, 2, 6, 5, 1, 1, 1, 7, 8, 1, 1, 6, 1, 1],\n dtype=int32)"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Also, you can determine the number of clusters directly:\n"}, {"metadata": {}, "cell_type": "code", "source": "from scipy.cluster.hierarchy import fcluster\nk = 5\nclusters = fcluster(Z, k, criterion='maxclust')\nclusters\n", "execution_count": 21, "outputs": [{"output_type": "execute_result", "execution_count": 21, "data": {"text/plain": "array([1, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 3, 2, 2, 3, 1, 3, 3, 3, 3, 2, 1,\n 5, 3, 3, 3, 3, 3, 1, 3, 3, 4, 4, 4, 4, 2, 3, 1, 3, 3, 3, 2, 3, 2,\n 4, 3, 4, 1, 3, 3, 3, 2, 1, 1, 3, 3, 1, 3, 3, 3, 3, 2, 2, 2, 1, 3,\n 3, 3, 3, 2, 3, 3, 3, 3, 2, 3, 3, 3, 3, 2, 2, 1, 3, 3, 3, 3, 3, 2,\n 3, 2, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 3, 3, 1, 1, 1,\n 3, 4, 1, 1, 3, 1, 1], dtype=int32)"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Now, plot the dendrogram:\n"}, {"metadata": {}, "cell_type": "code", "source": "fig = pylab.figure(figsize=(18,50))\ndef llf(id):\n return '[%s %s %s]' % (pdf['manufact'][id], pdf['model'][id], int(float(pdf['type'][id])) )\n \ndendro = hierarchy.dendrogram(Z, leaf_label_func=llf, leaf_rotation=0, leaf_font_size =12, orientation = 'right')", "execution_count": 22, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "

Clustering using scikit-learn

\n\nLet's redo it again, but this time using the scikit-learn package:\n"}, {"metadata": {}, "cell_type": "code", "source": "from sklearn.metrics.pairwise import euclidean_distances\ndist_matrix = euclidean_distances(feature_mtx,feature_mtx) \nprint(dist_matrix)", "execution_count": 23, "outputs": [{"output_type": "stream", "text": "[[0. 0.57777143 0.75455727 ... 0.28530295 0.24917241 0.18879995]\n [0.57777143 0. 0.22798938 ... 0.36087756 0.66346677 0.62201282]\n [0.75455727 0.22798938 0. ... 0.51727787 0.81786095 0.77930119]\n ...\n [0.28530295 0.36087756 0.51727787 ... 0. 0.41797928 0.35720492]\n [0.24917241 0.66346677 0.81786095 ... 0.41797928 0. 0.15212198]\n [0.18879995 0.62201282 0.77930119 ... 0.35720492 0.15212198 0. ]]\n", "name": "stdout"}]}, {"metadata": {}, "cell_type": "code", "source": "Z_using_dist_matrix = hierarchy.linkage(dist_matrix, 'complete')", "execution_count": 25, "outputs": [{"output_type": "stream", "text": "/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/ipykernel/__main__.py:1: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n if __name__ == '__main__':\n", "name": "stderr"}]}, {"metadata": {}, "cell_type": "code", "source": "fig = pylab.figure(figsize=(18,50))\ndef llf(id):\n return '[%s %s %s]' % (pdf['manufact'][id], pdf['model'][id], int(float(pdf['type'][id])) )\n \ndendro = hierarchy.dendrogram(Z_using_dist_matrix, leaf_label_func=llf, leaf_rotation=0, leaf_font_size =12, orientation = 'right')", "execution_count": 26, "outputs": [{"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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\n"}, "metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Now, we can use the 'AgglomerativeClustering' function from scikit-learn library to cluster the dataset. The AgglomerativeClustering performs a hierarchical clustering using a bottom up approach. The linkage criteria determines the metric used for the merge strategy:\n\n* Ward minimizes the sum of squared differences within all clusters. It is a variance-minimizing approach and in this sense is similar to the k-means objective function but tackled with an agglomerative hierarchical approach.\n* Maximum or complete linkage minimizes the maximum distance between observations of pairs of clusters.\n* Average linkage minimizes the average of the distances between all observations of pairs of clusters.\n"}, {"metadata": {}, "cell_type": "code", "source": "agglom = AgglomerativeClustering(n_clusters = 6, linkage = 'complete')\nagglom.fit(dist_matrix)\n\nagglom.labels_", "execution_count": 27, "outputs": [{"output_type": "stream", "text": "/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/sklearn/cluster/_agglomerative.py:492: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n out = hierarchy.linkage(X, method=linkage, metric=affinity)\n", "name": "stderr"}, {"output_type": "execute_result", "execution_count": 27, "data": {"text/plain": "array([1, 2, 2, 3, 2, 4, 3, 2, 2, 2, 2, 2, 4, 4, 2, 1, 3, 2, 2, 2, 4, 1,\n 5, 3, 3, 2, 3, 2, 1, 3, 3, 0, 0, 0, 0, 4, 2, 1, 3, 3, 2, 4, 2, 4,\n 0, 3, 0, 1, 3, 3, 2, 4, 1, 1, 3, 2, 1, 3, 2, 2, 2, 4, 4, 4, 1, 3,\n 3, 2, 3, 4, 3, 3, 3, 2, 4, 2, 2, 3, 2, 4, 4, 1, 3, 2, 2, 2, 3, 4,\n 2, 4, 1, 3, 2, 3, 3, 2, 2, 2, 3, 3, 3, 1, 1, 1, 1, 3, 2, 1, 1, 1,\n 3, 0, 1, 1, 3, 1, 1])"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "We can add a new field to our dataframe to show the cluster of each row:\n"}, {"metadata": {}, "cell_type": "code", "source": "pdf['cluster_'] = agglom.labels_\npdf.head()", "execution_count": 28, "outputs": [{"output_type": "execute_result", "execution_count": 28, "data": {"text/plain": " manufact model sales resale type price engine_s horsepow \\\n0 Acura Integra 16.919 16.360 0.0 21.50 1.8 140.0 \n1 Acura TL 39.384 19.875 0.0 28.40 3.2 225.0 \n2 Acura RL 8.588 29.725 0.0 42.00 3.5 210.0 \n3 Audi A4 20.397 22.255 0.0 23.99 1.8 150.0 \n4 Audi A6 18.780 23.555 0.0 33.95 2.8 200.0 \n\n wheelbas width length curb_wgt fuel_cap mpg lnsales partition \\\n0 101.2 67.3 172.4 2.639 13.2 28.0 2.828 0.0 \n1 108.1 70.3 192.9 3.517 17.2 25.0 3.673 0.0 \n2 114.6 71.4 196.6 3.850 18.0 22.0 2.150 0.0 \n3 102.6 68.2 178.0 2.998 16.4 27.0 3.015 0.0 \n4 108.7 76.1 192.0 3.561 18.5 22.0 2.933 0.0 \n\n cluster_ \n0 1 \n1 2 \n2 2 \n3 3 \n4 2 ", "text/html": "
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manufactmodelsalesresaletypepriceengine_shorsepowwheelbaswidthlengthcurb_wgtfuel_capmpglnsalespartitioncluster_
0AcuraIntegra16.91916.3600.021.501.8140.0101.267.3172.42.63913.228.02.8280.01
1AcuraTL39.38419.8750.028.403.2225.0108.170.3192.93.51717.225.03.6730.02
2AcuraRL8.58829.7250.042.003.5210.0114.671.4196.63.85018.022.02.1500.02
3AudiA420.39722.2550.023.991.8150.0102.668.2178.02.99816.427.03.0150.03
4AudiA618.78023.5550.033.952.8200.0108.776.1192.03.56118.522.02.9330.02
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "code", "source": "import matplotlib.cm as cm\nn_clusters = max(agglom.labels_)+1\ncolors = cm.rainbow(np.linspace(0, 1, n_clusters))\ncluster_labels = list(range(0, n_clusters))\n\n# Create a figure of size 6 inches by 4 inches.\nplt.figure(figsize=(16,14))\n\nfor color, label in zip(colors, cluster_labels):\n subset = pdf[pdf.cluster_ == label]\n for i in subset.index:\n plt.text(subset.horsepow[i], subset.mpg[i],str(subset['model'][i]), rotation=25) \n plt.scatter(subset.horsepow, subset.mpg, s= subset.price*10, c=color, label='cluster'+str(label),alpha=0.5)\n# plt.scatter(subset.horsepow, subset.mpg)\nplt.legend()\nplt.title('Clusters')\nplt.xlabel('horsepow')\nplt.ylabel('mpg')", "execution_count": 29, "outputs": [{"output_type": "stream", "text": "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "name": "stderr"}, {"output_type": "execute_result", "execution_count": 29, "data": {"text/plain": "Text(0, 0.5, 'mpg')"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "
", "image/png": 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"metadata": {"needs_background": "light"}}]}, {"metadata": {}, "cell_type": "markdown", "source": "As you can see, we are seeing the distribution of each cluster using the scatter plot, but it is not very clear where is the centroid of each cluster. Moreover, there are 2 types of vehicles in our dataset, \"truck\" (value of 1 in the type column) and \"car\" (value of 0 in the type column). So, we use them to distinguish the classes, and summarize the cluster. First we count the number of cases in each group:\n"}, {"metadata": {}, "cell_type": "code", "source": "pdf.groupby(['cluster_','type'])['cluster_'].count()", "execution_count": 30, "outputs": [{"output_type": "execute_result", "execution_count": 30, "data": {"text/plain": "cluster_ type\n0 0.0 1\n 1.0 6\n1 0.0 20\n 1.0 3\n2 0.0 26\n 1.0 10\n3 0.0 28\n 1.0 5\n4 0.0 12\n 1.0 5\n5 0.0 1\nName: cluster_, dtype: int64"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Now we can look at the characteristics of each cluster:\n"}, {"metadata": {}, "cell_type": "code", "source": "agg_cars = pdf.groupby(['cluster_','type'])['horsepow','engine_s','mpg','price'].mean()\nagg_cars", "execution_count": 31, "outputs": [{"output_type": "stream", "text": "/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/ipykernel/__main__.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n if __name__ == '__main__':\n", "name": "stderr"}, {"output_type": "execute_result", "execution_count": 31, "data": {"text/plain": " horsepow engine_s mpg price\ncluster_ type \n0 0.0 450.000000 8.000000 16.000000 69.725000\n 1.0 211.666667 4.483333 16.166667 29.024667\n1 0.0 118.500000 1.890000 29.550000 14.226100\n 1.0 129.666667 2.300000 22.333333 14.292000\n2 0.0 203.615385 3.284615 24.223077 27.988692\n 1.0 182.000000 3.420000 20.300000 26.120600\n3 0.0 168.107143 2.557143 25.107143 24.693786\n 1.0 155.600000 2.840000 22.000000 19.807000\n4 0.0 267.666667 4.566667 21.416667 46.417417\n 1.0 173.000000 3.180000 20.600000 24.308400\n5 0.0 55.000000 1.000000 45.000000 9.235000", "text/html": "
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horsepowengine_smpgprice
cluster_type
00.0450.0000008.00000016.00000069.725000
1.0211.6666674.48333316.16666729.024667
10.0118.5000001.89000029.55000014.226100
1.0129.6666672.30000022.33333314.292000
20.0203.6153853.28461524.22307727.988692
1.0182.0000003.42000020.30000026.120600
30.0168.1071432.55714325.10714324.693786
1.0155.6000002.84000022.00000019.807000
40.0267.6666674.56666721.41666746.417417
1.0173.0000003.18000020.60000024.308400
50.055.0000001.00000045.0000009.235000
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "It is obvious that we have 3 main clusters with the majority of vehicles in those.\n\n**Cars**:\n\n* Cluster 1: with almost high mpg, and low in horsepower.\n\n* Cluster 2: with good mpg and horsepower, but higher price than average.\n\n* Cluster 3: with low mpg, high horsepower, highest price.\n\n**Trucks**:\n\n* Cluster 1: with almost highest mpg among trucks, and lowest in horsepower and price.\n* Cluster 2: with almost low mpg and medium horsepower, but higher price than average.\n* Cluster 3: with good mpg and horsepower, low price.\n\nPlease notice that we did not use **type** and **price** of cars in the clustering process, but Hierarchical clustering could forge the clusters and discriminate them with quite a high accuracy.\n"}, {"metadata": {}, "cell_type": "code", "source": "plt.figure(figsize=(16,10))\nfor color, label in zip(colors, cluster_labels):\n subset = agg_cars.loc[(label,),]\n for i in subset.index:\n plt.text(subset.loc[i][0]+5, subset.loc[i][2], 'type='+str(int(i)) + ', price='+str(int(subset.loc[i][3]))+'k')\n plt.scatter(subset.horsepow, subset.mpg, s=subset.price*20, c=color, label='cluster'+str(label))\nplt.legend()\nplt.title('Clusters')\nplt.xlabel('horsepow')\nplt.ylabel('mpg')\n", "execution_count": 32, "outputs": [{"output_type": "stream", "text": "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", "name": "stderr"}, {"output_type": "execute_result", "execution_count": 32, "data": {"text/plain": "Text(0, 0.5, 'mpg')"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "
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\n"}, 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Want to learn more?

\n\nIBM SPSS Modeler is a comprehensive analytics platform that has many machine learning algorithms. It has been designed to bring predictive intelligence to decisions made by individuals, by groups, by systems \u2013 by your enterprise as a whole. A free trial is available through this course, available here: SPSS Modeler\n\nAlso, you can use Watson Studio to run these notebooks faster with bigger datasets. Watson Studio is IBM's leading cloud solution for data scientists, built by data scientists. With Jupyter notebooks, RStudio, Apache Spark and popular libraries pre-packaged in the cloud, Watson Studio enables data scientists to collaborate on their projects without having to install anything. Join the fast-growing community of Watson Studio users today with a free account at Watson Studio\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### Thank you for completing this lab!\n\n## Author\n\nSaeed Aghabozorgi\n\n### Other Contributors\n\nJoseph Santarcangelo\n\n## Change Log\n\n| Date (YYYY-MM-DD) | Version | Changed By | Change Description |\n|---|---|---|---|\n| 2021-01-11 | 2.2 | Lakshmi | Changed distance matrix in agglomerative clustering |\n| 2020-11-03 | 2.1 | Lakshmi | Updated URL |\n| 2020-08-27 | 2.0 | Lavanya | Moved lab to course repo in GitLab |\n\n##

\u00a9 IBM Corporation 2020. All rights reserved.

\n"}], "metadata": {"kernelspec": {"name": "python3", "display_name": "Python 3.7", "language": "python"}, "language_info": {"name": "python", "version": "3.7.10", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}}, "nbformat": 4, "nbformat_minor": 2} \ No newline at end of file diff --git a/Clustering_models/ML-Recommendation-Systems-Collaborative-Filtering-.ipynb b/Clustering_models/ML-Recommendation-Systems-Collaborative-Filtering-.ipynb new file mode 100644 index 0000000..c99f6b4 --- /dev/null +++ b/Clustering_models/ML-Recommendation-Systems-Collaborative-Filtering-.ipynb @@ -0,0 +1 @@ +{"cells": [{"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "
\n \"cognitiveclass.ai\n
\n\n# Collaborative Filtering\n\nEstimated time needed: **25** minutes\n\n## Objectives\n\nAfter completing this lab you will be able to:\n\n* Create recommendation system based on collaborative filtering\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Recommendation systems are a collection of algorithms used to recommend items to users based on information taken from the user. These systems have become ubiquitous can be commonly seen in online stores, movies databases and job finders. In this notebook, we will explore recommendation systems based on Collaborative Filtering and implement simple version of one using Python and the Pandas library.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "

Table of contents

\n\n\n
\n
\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "\n\n# Acquiring the Data\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "To acquire and extract the data, simply run the following Bash scripts:\\\nDataset acquired from [GroupLens](http://grouplens.org/datasets/movielens/?utm_medium=Exinfluencer\\&utm_source=Exinfluencer\\&utm_content=000026UJ\\&utm_term=10006555\\&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDeveloperSkillsNetworkML0101ENSkillsNetwork20718538-2021-01-01). Let's download the dataset. To download the data, we will use **`!wget`** to download it from IBM Object Storage.\\\n**Did you know?** When it comes to Machine Learning, you will likely be working with large datasets. As a business, where can you host your data? IBM is offering a unique opportunity for businesses, with 10 Tb of IBM Cloud Object Storage: [Sign up now for free](http://cocl.us/ML0101EN-IBM-Offer-CC)\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "!wget -O moviedataset.zip https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%205/data/moviedataset.zip\nprint('unziping ...')\n!unzip -o -j moviedataset.zip ", "execution_count": 1, "outputs": [{"output_type": "stream", "text": "--2021-06-14 14:23:25-- https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%205/data/moviedataset.zip\nResolving cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)... 198.23.119.245\nConnecting to cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)|198.23.119.245|:443... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 160301210 (153M) [application/zip]\nSaving to: \u2018moviedataset.zip\u2019\n\nmoviedataset.zip 100%[===================>] 152.88M 43.4MB/s in 3.5s \n\n2021-06-14 14:23:29 (43.4 MB/s) - \u2018moviedataset.zip\u2019 saved [160301210/160301210]\n\nunziping ...\nArchive: moviedataset.zip\n inflating: links.csv \n inflating: movies.csv \n inflating: ratings.csv \n inflating: README.txt \n inflating: tags.csv \n", "name": "stdout"}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now you're ready to start working with the data!\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "
\n\n\n\n# Preprocessing\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "First, let's get all of the imports out of the way:\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Dataframe manipulation library\nimport pandas as pd\n#Math functions, we'll only need the sqrt function so let's import only that\nfrom math import sqrt\nimport numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline", "execution_count": 2, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now let's read each file into their Dataframes:\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Storing the movie information into a pandas dataframe\nmovies_df = pd.read_csv('movies.csv')\n#Storing the user information into a pandas dataframe\nratings_df = pd.read_csv('ratings.csv')", "execution_count": 3, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Let's also take a peek at how each of them are organized:\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Head is a function that gets the first N rows of a dataframe. N's default is 5.\nmovies_df.head()", "execution_count": 4, "outputs": [{"output_type": "execute_result", "execution_count": 4, "data": {"text/plain": " movieId title \\\n0 1 Toy Story (1995) \n1 2 Jumanji (1995) \n2 3 Grumpier Old Men (1995) \n3 4 Waiting to Exhale (1995) \n4 5 Father of the Bride Part II (1995) \n\n genres \n0 Adventure|Animation|Children|Comedy|Fantasy \n1 Adventure|Children|Fantasy \n2 Comedy|Romance \n3 Comedy|Drama|Romance \n4 Comedy ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
movieIdtitlegenres
01Toy Story (1995)Adventure|Animation|Children|Comedy|Fantasy
12Jumanji (1995)Adventure|Children|Fantasy
23Grumpier Old Men (1995)Comedy|Romance
34Waiting to Exhale (1995)Comedy|Drama|Romance
45Father of the Bride Part II (1995)Comedy
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "So each movie has a unique ID, a title with its release year along with it (Which may contain unicode characters) and several different genres in the same field. Let's remove the year from the title column and place it into its own one by using the handy [extract](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.str.extract.html?utm_medium=Exinfluencer\\&utm_source=Exinfluencer\\&utm_content=000026UJ\\&utm_term=10006555\\&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDeveloperSkillsNetworkML0101ENSkillsNetwork20718538-2021-01-01#pandas.Series.str.extract) function that Pandas has.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Let's remove the year from the **title** column by using pandas' replace function and store in a new **year** column.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": false}, "cell_type": "code", "source": "#Using regular expressions to find a year stored between parentheses\n#We specify the parantheses so we don't conflict with movies that have years in their titles\nmovies_df['year'] = movies_df.title.str.extract('(\\(\\d\\d\\d\\d\\))',expand=False)\n#Removing the parentheses\nmovies_df['year'] = movies_df.year.str.extract('(\\d\\d\\d\\d)',expand=False)\n#Removing the years from the 'title' column\nmovies_df['title'] = movies_df.title.str.replace('(\\(\\d\\d\\d\\d\\))', '')\n#Applying the strip function to get rid of any ending whitespace characters that may have appeared\nmovies_df['title'] = movies_df['title'].apply(lambda x: x.strip())", "execution_count": 5, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Let's look at the result!\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": false}, "cell_type": "code", "source": "movies_df.head()", "execution_count": 6, "outputs": [{"output_type": "execute_result", "execution_count": 6, "data": {"text/plain": " movieId title \\\n0 1 Toy Story \n1 2 Jumanji \n2 3 Grumpier Old Men \n3 4 Waiting to Exhale \n4 5 Father of the Bride Part II \n\n genres year \n0 Adventure|Animation|Children|Comedy|Fantasy 1995 \n1 Adventure|Children|Fantasy 1995 \n2 Comedy|Romance 1995 \n3 Comedy|Drama|Romance 1995 \n4 Comedy 1995 ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
movieIdtitlegenresyear
01Toy StoryAdventure|Animation|Children|Comedy|Fantasy1995
12JumanjiAdventure|Children|Fantasy1995
23Grumpier Old MenComedy|Romance1995
34Waiting to ExhaleComedy|Drama|Romance1995
45Father of the Bride Part IIComedy1995
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "With that, let's also drop the genres column since we won't need it for this particular recommendation system.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": false}, "cell_type": "code", "source": "#Dropping the genres column\nmovies_df = movies_df.drop('genres', 1)", "execution_count": 7, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Here's the final movies dataframe:\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "movies_df.head()", "execution_count": 8, "outputs": [{"output_type": "execute_result", "execution_count": 8, "data": {"text/plain": " movieId title year\n0 1 Toy Story 1995\n1 2 Jumanji 1995\n2 3 Grumpier Old Men 1995\n3 4 Waiting to Exhale 1995\n4 5 Father of the Bride Part II 1995", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
movieIdtitleyear
01Toy Story1995
12Jumanji1995
23Grumpier Old Men1995
34Waiting to Exhale1995
45Father of the Bride Part II1995
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "
\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Next, let's look at the ratings dataframe.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "ratings_df.head()", "execution_count": 9, "outputs": [{"output_type": "execute_result", "execution_count": 9, "data": {"text/plain": " userId movieId rating timestamp\n0 1 169 2.5 1204927694\n1 1 2471 3.0 1204927438\n2 1 48516 5.0 1204927435\n3 2 2571 3.5 1436165433\n4 2 109487 4.0 1436165496", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
userIdmovieIdratingtimestamp
011692.51204927694
1124713.01204927438
21485165.01204927435
3225713.51436165433
421094874.01436165496
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Every row in the ratings dataframe has a user id associated with at least one movie, a rating and a timestamp showing when they reviewed it. We won't be needing the timestamp column, so let's drop it to save on memory.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Drop removes a specified row or column from a dataframe\nratings_df = ratings_df.drop('timestamp', 1)", "execution_count": 10, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Here's how the final ratings Dataframe looks like:\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": true}, "cell_type": "code", "source": "ratings_df.head()", "execution_count": 11, "outputs": [{"output_type": "execute_result", "execution_count": 11, "data": {"text/plain": " userId movieId rating\n0 1 169 2.5\n1 1 2471 3.0\n2 1 48516 5.0\n3 2 2571 3.5\n4 2 109487 4.0", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
userIdmovieIdrating
011692.5
1124713.0
21485165.0
3225713.5
421094874.0
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "
\n\n\n\n# Collaborative Filtering\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now it's time to start our work on recommendation systems.\n\nThe first technique we're going to take a look at is called **Collaborative Filtering**, which is also known as **User-User Filtering**. As hinted by its alternate name, this technique uses other users to recommend items to the input user. It attempts to find users that have similar preferences and opinions as the input and then recommends items that they have liked to the input. There are several methods of finding similar users (Even some making use of Machine Learning), and the one we will be using here is going to be based on the **Pearson Correlation Function**.\n\n\n\nThe process for creating a User Based recommendation system is as follows:\n\n* Select a user with the movies the user has watched\n* Based on his rating to movies, find the top X neighbours\n* Get the watched movie record of the user for each neighbour.\n* Calculate a similarity score using some formula\n* Recommend the items with the highest score\n\nLet's begin by creating an input user to recommend movies to:\n\nNotice: To add more movies, simply increase the amount of elements in the userInput. Feel free to add more in! Just be sure to write it in with capital letters and if a movie starts with a \"The\", like \"The Matrix\" then write it in like this: 'Matrix, The' .\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "userInput = [\n {'title':'Breakfast Club, The', 'rating':5},\n {'title':'Toy Story', 'rating':3.5},\n {'title':'Jumanji', 'rating':2},\n {'title':\"Pulp Fiction\", 'rating':5},\n {'title':'Akira', 'rating':4.5}\n ] \ninputMovies = pd.DataFrame(userInput)\ninputMovies", "execution_count": 12, "outputs": [{"output_type": "execute_result", "execution_count": 12, "data": {"text/plain": " title rating\n0 Breakfast Club, The 5.0\n1 Toy Story 3.5\n2 Jumanji 2.0\n3 Pulp Fiction 5.0\n4 Akira 4.5", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
titlerating
0Breakfast Club, The5.0
1Toy Story3.5
2Jumanji2.0
3Pulp Fiction5.0
4Akira4.5
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "#### Add movieId to input user\n\nWith the input complete, let's extract the input movies's ID's from the movies dataframe and add them into it.\n\nWe can achieve this by first filtering out the rows that contain the input movies' title and then merging this subset with the input dataframe. We also drop unnecessary columns for the input to save memory space.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": true}, "cell_type": "code", "source": "#Filtering out the movies by title\ninputId = movies_df[movies_df['title'].isin(inputMovies['title'].tolist())]\n#Then merging it so we can get the movieId. It's implicitly merging it by title.\ninputMovies = pd.merge(inputId, inputMovies)\n#Dropping information we won't use from the input dataframe\ninputMovies = inputMovies.drop('year', 1)\n#Final input dataframe\n#If a movie you added in above isn't here, then it might not be in the original \n#dataframe or it might spelled differently, please check capitalisation.\ninputMovies", "execution_count": 13, "outputs": [{"output_type": "execute_result", "execution_count": 13, "data": {"text/plain": " movieId title rating\n0 1 Toy Story 3.5\n1 2 Jumanji 2.0\n2 296 Pulp Fiction 5.0\n3 1274 Akira 4.5\n4 1968 Breakfast Club, The 5.0", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
movieIdtitlerating
01Toy Story3.5
12Jumanji2.0
2296Pulp Fiction5.0
31274Akira4.5
41968Breakfast Club, The5.0
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "#### The users who has seen the same movies\n\nNow with the movie ID's in our input, we can now get the subset of users that have watched and reviewed the movies in our input.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Filtering out users that have watched movies that the input has watched and storing it\nuserSubset = ratings_df[ratings_df['movieId'].isin(inputMovies['movieId'].tolist())]\nuserSubset.head()", "execution_count": 14, "outputs": [{"output_type": "execute_result", "execution_count": 14, "data": {"text/plain": " userId movieId rating\n19 4 296 4.0\n441 12 1968 3.0\n479 13 2 2.0\n531 13 1274 5.0\n681 14 296 2.0", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
userIdmovieIdrating
1942964.0
4411219683.0
4791322.0
5311312745.0
681142962.0
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "We now group up the rows by user ID.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Groupby creates several sub dataframes where they all have the same value in the column specified as the parameter\nuserSubsetGroup = userSubset.groupby(['userId'])", "execution_count": 15, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Let's look at one of the users, e.g. the one with userID=1130.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "userSubsetGroup.get_group(1130)", "execution_count": 16, "outputs": [{"output_type": "execute_result", "execution_count": 16, "data": {"text/plain": " userId movieId rating\n104167 1130 1 0.5\n104168 1130 2 4.0\n104214 1130 296 4.0\n104363 1130 1274 4.5\n104443 1130 1968 4.5", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
userIdmovieIdrating
104167113010.5
104168113024.0
10421411302964.0
104363113012744.5
104443113019684.5
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Let's also sort these groups so the users that share the most movies in common with the input have higher priority. This provides a richer recommendation since we won't go through every single user.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Sorting it so users with movie most in common with the input will have priority\nuserSubsetGroup = sorted(userSubsetGroup, key=lambda x: len(x[1]), reverse=True)", "execution_count": 17, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now let's look at the first user.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "userSubsetGroup[0:3]", "execution_count": 18, "outputs": [{"output_type": "execute_result", "execution_count": 18, "data": {"text/plain": "[(75,\n userId movieId rating\n 7507 75 1 5.0\n 7508 75 2 3.5\n 7540 75 296 5.0\n 7633 75 1274 4.5\n 7673 75 1968 5.0),\n (106,\n userId movieId rating\n 9083 106 1 2.5\n 9084 106 2 3.0\n 9115 106 296 3.5\n 9198 106 1274 3.0\n 9238 106 1968 3.5),\n (686,\n userId movieId rating\n 61336 686 1 4.0\n 61337 686 2 3.0\n 61377 686 296 4.0\n 61478 686 1274 4.0\n 61569 686 1968 5.0)]"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "#### Similarity of users to input user\n\nNext, we are going to compare all users (not really all !!!) to our specified user and find the one that is most similar.\\\nwe're going to find out how similar each user is to the input through the **Pearson Correlation Coefficient**. It is used to measure the strength of a linear association between two variables. The formula for finding this coefficient between sets X and Y with N values can be seen in the image below.\n\nWhy Pearson Correlation?\n\nPearson correlation is invariant to scaling, i.e. multiplying all elements by a nonzero constant or adding any constant to all elements. For example, if you have two vectors X and Y,then, pearson(X, Y) == pearson(X, 2 \\* Y + 3). This is a pretty important property in recommendation systems because for example two users might rate two series of items totally different in terms of absolute rates, but they would be similar users (i.e. with similar ideas) with similar rates in various scales .\n\n![alt text](https://wikimedia.org/api/rest_v1/media/math/render/svg/bd1ccc2979b0fd1c1aec96e386f686ae874f9ec0 \"Pearson Correlation\")\n\nThe values given by the formula vary from r = -1 to r = 1, where 1 forms a direct correlation between the two entities (it means a perfect positive correlation) and -1 forms a perfect negative correlation.\n\nIn our case, a 1 means that the two users have similar tastes while a -1 means the opposite.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "We will select a subset of users to iterate through. This limit is imposed because we don't want to waste too much time going through every single user.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "userSubsetGroup = userSubsetGroup[0:100]", "execution_count": 19, "outputs": []}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now, we calculate the Pearson Correlation between input user and subset group, and store it in a dictionary, where the key is the user Id and the value is the coefficient.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": true}, "cell_type": "code", "source": "#Store the Pearson Correlation in a dictionary, where the key is the user Id and the value is the coefficient\npearsonCorrelationDict = {}\n\n#For every user group in our subset\nfor name, group in userSubsetGroup:\n #Let's start by sorting the input and current user group so the values aren't mixed up later on\n group = group.sort_values(by='movieId')\n inputMovies = inputMovies.sort_values(by='movieId')\n #Get the N for the formula\n nRatings = len(group)\n #Get the review scores for the movies that they both have in common\n temp_df = inputMovies[inputMovies['movieId'].isin(group['movieId'].tolist())]\n #And then store them in a temporary buffer variable in a list format to facilitate future calculations\n tempRatingList = temp_df['rating'].tolist()\n #Let's also put the current user group reviews in a list format\n tempGroupList = group['rating'].tolist()\n #Now let's calculate the pearson correlation between two users, so called, x and y\n Sxx = sum([i**2 for i in tempRatingList]) - pow(sum(tempRatingList),2)/float(nRatings)\n Syy = sum([i**2 for i in tempGroupList]) - pow(sum(tempGroupList),2)/float(nRatings)\n Sxy = sum( i*j for i, j in zip(tempRatingList, tempGroupList)) - sum(tempRatingList)*sum(tempGroupList)/float(nRatings)\n \n #If the denominator is different than zero, then divide, else, 0 correlation.\n if Sxx != 0 and Syy != 0:\n pearsonCorrelationDict[name] = Sxy/sqrt(Sxx*Syy)\n else:\n pearsonCorrelationDict[name] = 0\n", "execution_count": 20, "outputs": []}, {"metadata": {}, "cell_type": "code", "source": "pearsonCorrelationDict.items()", "execution_count": 21, "outputs": [{"output_type": "execute_result", "execution_count": 21, "data": {"text/plain": "dict_items([(75, 0.8272781516947562), (106, 0.5860090386731182), (686, 0.8320502943378437), (815, 0.5765566601970551), (1040, 0.9434563530497265), (1130, 0.2891574659831201), (1502, 0.8770580193070299), (1599, 0.4385290096535153), (1625, 0.716114874039432), (1950, 0.179028718509858), (2065, 0.4385290096535153), (2128, 0.5860090386731196), (2432, 0.1386750490563073), (2791, 0.8770580193070299), (2839, 0.8204126541423674), (2948, -0.11720180773462392), (3025, 0.45124262819713973), (3040, 0.89514359254929), (3186, 0.6784622064861935), (3271, 0.26989594817970664), (3429, 0.0), (3734, -0.15041420939904673), (4099, 0.05860090386731196), (4208, 0.29417420270727607), (4282, -0.4385290096535115), (4292, 0.6564386345361464), (4415, -0.11183835382312353), (4586, -0.9024852563942795), (4725, -0.08006407690254357), (4818, 0.4885967564883424), (5104, 0.7674257668936507), (5165, -0.4385290096535153), (5547, 0.17200522903844556), (6082, -0.04728779924109591), (6207, 0.9615384615384616), (6366, 0.6577935144802716), (6482, 0.0), (6530, -0.3516054232038709), (7235, 0.6981407669689391), (7403, 0.11720180773462363), (7641, 0.7161148740394331), (7996, 0.626600514784504), (8008, -0.22562131409856986), (8086, 0.6933752452815365), (8245, 0.0), (8572, 0.8600261451922278), (8675, 0.5370861555295773), (9101, -0.08600261451922278), (9358, 0.692178738358485), (9663, 0.193972725041952), (9994, 0.5030272728659587), (10248, -0.24806946917841693), (10315, 0.537086155529574), (10368, 0.4688072309384945), (10607, 0.41602514716892186), (10707, 0.9615384615384616), (10863, 0.6020183016345595), (11314, 0.8204126541423654), (11399, 0.517260600111872), (11769, 0.9376144618769914), (11827, 0.4902903378454601), (12069, 0.0), (12120, 0.9292940047327363), (12211, 0.8600261451922278), (12325, 0.9616783115081544), (12916, 0.5860090386731196), (12921, 0.6611073566849309), (13053, 0.9607689228305227), (13142, 0.6016568375961863), (13260, 0.7844645405527362), (13366, 0.8951435925492911), (13768, 0.8770580193070289), (13888, 0.2508726030021272), (13923, 0.3516054232038718), (13934, 0.17200522903844556), (14529, 0.7417901772340937), (14551, 0.537086155529574), (14588, 0.21926450482675766), (14984, 0.716114874039432), (15137, 0.5860090386731196), (15157, 0.9035841064985974), (15466, 0.7205766921228921), (15670, 0.516015687115336), (15834, 0.22562131409856986), (16292, 0.6577935144802716), (16456, 0.7161148740394331), (16506, 0.5481612620668942), (17246, 0.48038446141526137), (17438, 0.7093169886164387), (17501, 0.8168748513121271), (17502, 0.8272781516947562), (17666, 0.7689238340176859), (17735, 0.7042381820123422), (17742, 0.3922322702763681), (17757, 0.64657575013984), (17854, 0.537086155529574), (17897, 0.8770580193070289), (17944, 0.2713848825944774), (18301, 0.29838119751643016), (18509, 0.1322214713369862)])"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "code", "source": "pearsonDF = pd.DataFrame.from_dict(pearsonCorrelationDict, orient='index')\npearsonDF.columns = ['similarityIndex']\npearsonDF['userId'] = pearsonDF.index\npearsonDF.index = range(len(pearsonDF))\npearsonDF.head()", "execution_count": 22, "outputs": [{"output_type": "execute_result", "execution_count": 22, "data": {"text/plain": " similarityIndex userId\n0 0.827278 75\n1 0.586009 106\n2 0.832050 686\n3 0.576557 815\n4 0.943456 1040", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
similarityIndexuserId
00.82727875
10.586009106
20.832050686
30.576557815
40.9434561040
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "#### The top x similar users to input user\n\nNow let's get the top 50 users that are most similar to the input.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "topUsers=pearsonDF.sort_values(by='similarityIndex', ascending=False)[0:50]\ntopUsers.head()", "execution_count": 23, "outputs": [{"output_type": "execute_result", "execution_count": 23, "data": {"text/plain": " similarityIndex userId\n64 0.961678 12325\n34 0.961538 6207\n55 0.961538 10707\n67 0.960769 13053\n4 0.943456 1040", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
similarityIndexuserId
640.96167812325
340.9615386207
550.96153810707
670.96076913053
40.9434561040
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now, let's start recommending movies to the input user.\n\n#### Rating of selected users to all movies\n\nWe're going to do this by taking the weighted average of the ratings of the movies using the Pearson Correlation as the weight. But to do this, we first need to get the movies watched by the users in our **pearsonDF** from the ratings dataframe and then store their correlation in a new column called \\_similarityIndex\". This is achieved below by merging of these two tables.\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": true}, "cell_type": "code", "source": "topUsersRating=topUsers.merge(ratings_df, left_on='userId', right_on='userId', how='inner')\ntopUsersRating.head()", "execution_count": 24, "outputs": [{"output_type": "execute_result", "execution_count": 24, "data": {"text/plain": " similarityIndex userId movieId rating\n0 0.961678 12325 1 3.5\n1 0.961678 12325 2 1.5\n2 0.961678 12325 3 3.0\n3 0.961678 12325 5 0.5\n4 0.961678 12325 6 2.5", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
similarityIndexuserIdmovieIdrating
00.9616781232513.5
10.9616781232521.5
20.9616781232533.0
30.9616781232550.5
40.9616781232562.5
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now all we need to do is simply multiply the movie rating by its weight (The similarity index), then sum up the new ratings and divide it by the sum of the weights.\n\nWe can easily do this by simply multiplying two columns, then grouping up the dataframe by movieId and then dividing two columns:\n\nIt shows the idea of all similar users to candidate movies for the input user:\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Multiplies the similarity by the user's ratings\ntopUsersRating['weightedRating'] = topUsersRating['similarityIndex']*topUsersRating['rating']\ntopUsersRating.head()", "execution_count": 25, "outputs": [{"output_type": "execute_result", "execution_count": 25, "data": {"text/plain": " similarityIndex userId movieId rating weightedRating\n0 0.961678 12325 1 3.5 3.365874\n1 0.961678 12325 2 1.5 1.442517\n2 0.961678 12325 3 3.0 2.885035\n3 0.961678 12325 5 0.5 0.480839\n4 0.961678 12325 6 2.5 2.404196", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
similarityIndexuserIdmovieIdratingweightedRating
00.9616781232513.53.365874
10.9616781232521.51.442517
20.9616781232533.02.885035
30.9616781232550.50.480839
40.9616781232562.52.404196
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Applies a sum to the topUsers after grouping it up by userId\ntempTopUsersRating = topUsersRating.groupby('movieId').sum()[['similarityIndex','weightedRating']]\ntempTopUsersRating.columns = ['sum_similarityIndex','sum_weightedRating']\ntempTopUsersRating.head()", "execution_count": 26, "outputs": [{"output_type": "execute_result", "execution_count": 26, "data": {"text/plain": " sum_similarityIndex sum_weightedRating\nmovieId \n1 38.376281 140.800834\n2 38.376281 96.656745\n3 10.253981 27.254477\n4 0.929294 2.787882\n5 11.723262 27.151751", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
sum_similarityIndexsum_weightedRating
movieId
138.376281140.800834
238.37628196.656745
310.25398127.254477
40.9292942.787882
511.72326227.151751
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "code", "source": "#Creates an empty dataframe\nrecommendation_df = pd.DataFrame()\n#Now we take the weighted average\nrecommendation_df['weighted average recommendation score'] = tempTopUsersRating['sum_weightedRating']/tempTopUsersRating['sum_similarityIndex']\nrecommendation_df['movieId'] = tempTopUsersRating.index\nrecommendation_df.head()", "execution_count": 27, "outputs": [{"output_type": "execute_result", "execution_count": 27, "data": {"text/plain": " weighted average recommendation score movieId\nmovieId \n1 3.668955 1\n2 2.518658 2\n3 2.657941 3\n4 3.000000 4\n5 2.316058 5", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
weighted average recommendation scoremovieId
movieId
13.6689551
22.5186582
32.6579413
43.0000004
52.3160585
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "Now let's sort it and see the top 20 movies that the algorithm recommended!\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": false}, "cell_type": "code", "source": "recommendation_df = recommendation_df.sort_values(by='weighted average recommendation score', ascending=False)\nrecommendation_df.head(10)", "execution_count": 28, "outputs": [{"output_type": "execute_result", "execution_count": 28, "data": {"text/plain": " weighted average recommendation score movieId\nmovieId \n5073 5.0 5073\n3329 5.0 3329\n2284 5.0 2284\n26801 5.0 26801\n6776 5.0 6776\n6672 5.0 6672\n3759 5.0 3759\n3769 5.0 3769\n3775 5.0 3775\n90531 5.0 90531", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
weighted average recommendation scoremovieId
movieId
50735.05073
33295.03329
22845.02284
268015.026801
67765.06776
66725.06672
37595.03759
37695.03769
37755.03775
905315.090531
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}, "scrolled": true}, "cell_type": "code", "source": "movies_df.loc[movies_df['movieId'].isin(recommendation_df.head(10)['movieId'].tolist())]", "execution_count": 29, "outputs": [{"output_type": "execute_result", "execution_count": 29, "data": {"text/plain": " movieId title year\n2200 2284 Bandit Queen 1994\n3243 3329 Year My Voice Broke, The 1987\n3669 3759 Fun and Fancy Free 1947\n3679 3769 Thunderbolt and Lightfoot 1974\n3685 3775 Make Mine Music 1946\n4978 5073 Son's Room, The (Stanza del figlio, La) 2001\n6563 6672 War Photographer 2001\n6667 6776 Lagaan: Once Upon a Time in India 2001\n9064 26801 Dragon Inn (Sun lung moon hak chan) 1992\n18106 90531 Shame 2011", "text/html": "
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movieIdtitleyear
22002284Bandit Queen1994
32433329Year My Voice Broke, The1987
36693759Fun and Fancy Free1947
36793769Thunderbolt and Lightfoot1974
36853775Make Mine Music1946
49785073Son's Room, The (Stanza del figlio, La)2001
65636672War Photographer2001
66676776Lagaan: Once Upon a Time in India2001
906426801Dragon Inn (Sun lung moon hak chan)1992
1810690531Shame2011
\n
"}, "metadata": {}}]}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "### Advantages and Disadvantages of Collaborative Filtering\n\n##### Advantages\n\n* Takes other user's ratings into consideration\n* Doesn't need to study or extract information from the recommended item\n* Adapts to the user's interests which might change over time\n\n##### Disadvantages\n\n* Approximation function can be slow\n* There might be a low of amount of users to approximate\n* Privacy issues when trying to learn the user's preferences\n"}, {"metadata": {"button": false, "new_sheet": false, "run_control": {"read_only": false}}, "cell_type": "markdown", "source": "

Want to learn more?

\n\nIBM SPSS Modeler is a comprehensive analytics platform that has many machine learning algorithms. It has been designed to bring predictive intelligence to decisions made by individuals, by groups, by systems \u2013 by your enterprise as a whole. A free trial is available through this course, available here: SPSS Modeler\n\nAlso, you can use Watson Studio to run these notebooks faster with bigger datasets. Watson Studio is IBM's leading cloud solution for data scientists, built by data scientists. With Jupyter notebooks, RStudio, Apache Spark and popular libraries pre-packaged in the cloud, Watson Studio enables data scientists to collaborate on their projects without having to install anything. Join the fast-growing community of Watson Studio users today with a free account at Watson Studio\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### Thank you for completing this lab!\n\n## Author\n\nSaeed Aghabozorgi\n\n### Other Contributors\n\nJoseph Santarcangelo\n\n## Change Log\n\n| Date (YYYY-MM-DD) | Version | Changed By | Change Description |\n|---|---|---|---|\n| 2020-11-03 | 2.1 | Lakshmi | Updated URL of csv |\n| 2020-08-27 | 2.0 | Lavanya | Moved lab to course repo in GitLab |\n| | | | |\n| | | | |\n\n##

\u00a9 IBM Corporation 2020. All rights reserved.

\n"}], "metadata": {"kernelspec": {"name": "python3", "display_name": "Python 3.7", "language": "python"}, "language_info": {"name": "python", "version": "3.7.10", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}, "widgets": {"state": {}, "version": "1.1.2"}}, "nbformat": 4, "nbformat_minor": 2} \ No newline at end of file diff --git a/Clustering_models/ML-Recommendation-Systems-Content-Based-movies.ipynb b/Clustering_models/ML-Recommendation-Systems-Content-Based-movies.ipynb new file mode 100644 index 0000000..6629326 --- /dev/null +++ b/Clustering_models/ML-Recommendation-Systems-Content-Based-movies.ipynb @@ -0,0 +1 @@ +{"cells": [{"metadata": {}, "cell_type": "markdown", "source": "
\n \"cognitiveclass.ai\n
\n\n# Content Based Filtering\n\nEstimated time needed: **25** minutes\n\n## Objectives\n\nAfter completing this lab you will be able to:\n\n* Create a recommendation system using collaborative filtering\n"}, {"metadata": {}, "cell_type": "markdown", "source": "Recommendation systems are a collection of algorithms used to recommend items to users based on information taken from the user. These systems have become ubiquitous, and can be commonly seen in online stores, movies databases and job finders. In this notebook, we will explore Content-based recommendation systems and implement a simple version of one using Python and the Pandas library.\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### Table of contents\n\n\n
\n"}, {"metadata": {}, "cell_type": "markdown", "source": "\n\n# Acquiring the Data\n"}, {"metadata": {}, "cell_type": "markdown", "source": "To acquire and extract the data, simply run the following Bash scripts:\\\nDataset acquired from [GroupLens](http://grouplens.org/datasets/movielens/?utm_medium=Exinfluencer\\&utm_source=Exinfluencer\\&utm_content=000026UJ\\&utm_term=10006555\\&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDeveloperSkillsNetworkML0101ENSkillsNetwork20718538-2021-01-01). Let's download the dataset. To download the data, we will use **`!wget`** to download it from IBM Object Storage.\\\n**Did you know?** When it comes to Machine Learning, you will likely be working with large datasets. As a business, where can you host your data? IBM is offering a unique opportunity for businesses, with 10 Tb of IBM Cloud Object Storage: [Sign up now for free](http://cocl.us/ML0101EN-IBM-Offer-CC)\n"}, {"metadata": {}, "cell_type": "code", "source": "!wget -O moviedataset.zip https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%205/data/moviedataset.zip\nprint('unziping ...')\n!unzip -o -j moviedataset.zip ", "execution_count": 1, "outputs": [{"output_type": "stream", "text": "--2021-06-14 13:59:41-- https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%205/data/moviedataset.zip\nResolving cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)... 198.23.119.245\nConnecting to cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)|198.23.119.245|:443... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 160301210 (153M) [application/zip]\nSaving to: \u2018moviedataset.zip\u2019\n\nmoviedataset.zip 100%[===================>] 152.88M 35.9MB/s in 4.3s \n\n2021-06-14 13:59:45 (35.9 MB/s) - \u2018moviedataset.zip\u2019 saved [160301210/160301210]\n\nunziping ...\nArchive: moviedataset.zip\n inflating: links.csv \n inflating: movies.csv \n inflating: ratings.csv \n inflating: README.txt \n inflating: tags.csv \n", "name": "stdout"}]}, {"metadata": {}, "cell_type": "markdown", "source": "Now you're ready to start working with the data!\n"}, {"metadata": {}, "cell_type": "markdown", "source": "\n\n# Preprocessing\n"}, {"metadata": {}, "cell_type": "markdown", "source": "First, let's get all of the imports out of the way:\n"}, {"metadata": {}, "cell_type": "code", "source": "#Dataframe manipulation library\nimport pandas as pd\n#Math functions, we'll only need the sqrt function so let's import only that\nfrom math import sqrt\nimport numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline", "execution_count": 2, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "Now let's read each file into their Dataframes:\n"}, {"metadata": {}, "cell_type": "code", "source": "#Storing the movie information into a pandas dataframe\nmovies_df = pd.read_csv('movies.csv')\n#Storing the user information into a pandas dataframe\nratings_df = pd.read_csv('ratings.csv')\n#Head is a function that gets the first N rows of a dataframe. N's default is 5.\nmovies_df.head()", "execution_count": 3, "outputs": [{"output_type": "execute_result", "execution_count": 3, "data": {"text/plain": " movieId title \\\n0 1 Toy Story (1995) \n1 2 Jumanji (1995) \n2 3 Grumpier Old Men (1995) \n3 4 Waiting to Exhale (1995) \n4 5 Father of the Bride Part II (1995) \n\n genres \n0 Adventure|Animation|Children|Comedy|Fantasy \n1 Adventure|Children|Fantasy \n2 Comedy|Romance \n3 Comedy|Drama|Romance \n4 Comedy ", "text/html": "
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movieIdtitlegenres
01Toy Story (1995)Adventure|Animation|Children|Comedy|Fantasy
12Jumanji (1995)Adventure|Children|Fantasy
23Grumpier Old Men (1995)Comedy|Romance
34Waiting to Exhale (1995)Comedy|Drama|Romance
45Father of the Bride Part II (1995)Comedy
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Let's also remove the year from the **title** column by using pandas' replace function and store in a new **year** column.\n"}, {"metadata": {"scrolled": false}, "cell_type": "code", "source": "#Using regular expressions to find a year stored between parentheses\n#We specify the parantheses so we don't conflict with movies that have years in their titles\nmovies_df['year'] = movies_df.title.str.extract('(\\(\\d\\d\\d\\d\\))',expand=False)\n#Removing the parentheses\nmovies_df['year'] = movies_df.year.str.extract('(\\d\\d\\d\\d)',expand=False)\n#Removing the years from the 'title' column\nmovies_df['title'] = movies_df.title.str.replace('(\\(\\d\\d\\d\\d\\))', '')\n#Applying the strip function to get rid of any ending whitespace characters that may have appeared\nmovies_df['title'] = movies_df['title'].apply(lambda x: x.strip())\nmovies_df.head()", "execution_count": 4, "outputs": [{"output_type": "execute_result", "execution_count": 4, "data": {"text/plain": " movieId title \\\n0 1 Toy Story \n1 2 Jumanji \n2 3 Grumpier Old Men \n3 4 Waiting to Exhale \n4 5 Father of the Bride Part II \n\n genres year \n0 Adventure|Animation|Children|Comedy|Fantasy 1995 \n1 Adventure|Children|Fantasy 1995 \n2 Comedy|Romance 1995 \n3 Comedy|Drama|Romance 1995 \n4 Comedy 1995 ", "text/html": "
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movieIdtitlegenresyear
01Toy StoryAdventure|Animation|Children|Comedy|Fantasy1995
12JumanjiAdventure|Children|Fantasy1995
23Grumpier Old MenComedy|Romance1995
34Waiting to ExhaleComedy|Drama|Romance1995
45Father of the Bride Part IIComedy1995
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "With that, let's also split the values in the **Genres** column into a **list of Genres** to simplify for future use. This can be achieved by applying Python's split string function on the correct column.\n"}, {"metadata": {"scrolled": false}, "cell_type": "code", "source": "#Every genre is separated by a | so we simply have to call the split function on |\nmovies_df['genres'] = movies_df.genres.str.split('|')\nmovies_df.head()", "execution_count": 5, "outputs": [{"output_type": "execute_result", "execution_count": 5, "data": {"text/plain": " movieId title \\\n0 1 Toy Story \n1 2 Jumanji \n2 3 Grumpier Old Men \n3 4 Waiting to Exhale \n4 5 Father of the Bride Part II \n\n genres year \n0 [Adventure, Animation, Children, Comedy, Fantasy] 1995 \n1 [Adventure, Children, Fantasy] 1995 \n2 [Comedy, Romance] 1995 \n3 [Comedy, Drama, Romance] 1995 \n4 [Comedy] 1995 ", "text/html": "
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movieIdtitlegenresyear
01Toy Story[Adventure, Animation, Children, Comedy, Fantasy]1995
12Jumanji[Adventure, Children, Fantasy]1995
23Grumpier Old Men[Comedy, Romance]1995
34Waiting to Exhale[Comedy, Drama, Romance]1995
45Father of the Bride Part II[Comedy]1995
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Since keeping genres in a list format isn't optimal for the content-based recommendation system technique, we will use the One Hot Encoding technique to convert the list of genres to a vector where each column corresponds to one possible value of the feature. This encoding is needed for feeding categorical data. In this case, we store every different genre in columns that contain either 1 or 0. 1 shows that a movie has that genre and 0 shows that it doesn't. Let's also store this dataframe in another variable since genres won't be important for our first recommendation system.\n"}, {"metadata": {}, "cell_type": "code", "source": "#Copying the movie dataframe into a new one since we won't need to use the genre information in our first case.\nmoviesWithGenres_df = movies_df.copy()\n\n#For every row in the dataframe, iterate through the list of genres and place a 1 into the corresponding column\nfor index, row in movies_df.iterrows():\n for genre in row['genres']:\n moviesWithGenres_df.at[index, genre] = 1\n#Filling in the NaN values with 0 to show that a movie doesn't have that column's genre\nmoviesWithGenres_df = moviesWithGenres_df.fillna(0)\nmoviesWithGenres_df.head()", "execution_count": 6, "outputs": [{"output_type": "execute_result", "execution_count": 6, "data": {"text/plain": " movieId title \\\n0 1 Toy Story \n1 2 Jumanji \n2 3 Grumpier Old Men \n3 4 Waiting to Exhale \n4 5 Father of the Bride Part II \n\n genres year Adventure \\\n0 [Adventure, Animation, Children, Comedy, Fantasy] 1995 1.0 \n1 [Adventure, Children, Fantasy] 1995 1.0 \n2 [Comedy, Romance] 1995 0.0 \n3 [Comedy, Drama, Romance] 1995 0.0 \n4 [Comedy] 1995 0.0 \n\n Animation Children Comedy Fantasy Romance ... Horror Mystery \\\n0 1.0 1.0 1.0 1.0 0.0 ... 0.0 0.0 \n1 0.0 1.0 0.0 1.0 0.0 ... 0.0 0.0 \n2 0.0 0.0 1.0 0.0 1.0 ... 0.0 0.0 \n3 0.0 0.0 1.0 0.0 1.0 ... 0.0 0.0 \n4 0.0 0.0 1.0 0.0 0.0 ... 0.0 0.0 \n\n Sci-Fi IMAX Documentary War Musical Western Film-Noir \\\n0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n\n (no genres listed) \n0 0.0 \n1 0.0 \n2 0.0 \n3 0.0 \n4 0.0 \n\n[5 rows x 24 columns]", "text/html": "
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movieIdtitlegenresyearAdventureAnimationChildrenComedyFantasyRomance...HorrorMysterySci-FiIMAXDocumentaryWarMusicalWesternFilm-Noir(no genres listed)
01Toy Story[Adventure, Animation, Children, Comedy, Fantasy]19951.01.01.01.01.00.0...0.00.00.00.00.00.00.00.00.00.0
12Jumanji[Adventure, Children, Fantasy]19951.00.01.00.01.00.0...0.00.00.00.00.00.00.00.00.00.0
23Grumpier Old Men[Comedy, Romance]19950.00.00.01.00.01.0...0.00.00.00.00.00.00.00.00.00.0
34Waiting to Exhale[Comedy, Drama, Romance]19950.00.00.01.00.01.0...0.00.00.00.00.00.00.00.00.00.0
45Father of the Bride Part II[Comedy]19950.00.00.01.00.00.0...0.00.00.00.00.00.00.00.00.00.0
\n

5 rows \u00d7 24 columns

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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Next, let's look at the ratings dataframe.\n"}, {"metadata": {}, "cell_type": "code", "source": "ratings_df.head()", "execution_count": 7, "outputs": [{"output_type": "execute_result", "execution_count": 7, "data": {"text/plain": " userId movieId rating timestamp\n0 1 169 2.5 1204927694\n1 1 2471 3.0 1204927438\n2 1 48516 5.0 1204927435\n3 2 2571 3.5 1436165433\n4 2 109487 4.0 1436165496", "text/html": "
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userIdmovieIdratingtimestamp
011692.51204927694
1124713.01204927438
21485165.01204927435
3225713.51436165433
421094874.01436165496
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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Every row in the ratings dataframe has a user id associated with at least one movie, a rating and a timestamp showing when they reviewed it. We won't be needing the timestamp column, so let's drop it to save memory.\n"}, {"metadata": {}, "cell_type": "code", "source": "#Drop removes a specified row or column from a dataframe\nratings_df = ratings_df.drop('timestamp', 1)\nratings_df.head()", "execution_count": 8, "outputs": [{"output_type": "execute_result", "execution_count": 8, "data": {"text/plain": " userId movieId rating\n0 1 169 2.5\n1 1 2471 3.0\n2 1 48516 5.0\n3 2 2571 3.5\n4 2 109487 4.0", "text/html": "
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userIdmovieIdrating
011692.5
1124713.0
21485165.0
3225713.5
421094874.0
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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\n\n# Content-Based recommendation system\n"}, {"metadata": {}, "cell_type": "markdown", "source": "Now, let's take a look at how to implement **Content-Based** or **Item-Item recommendation systems**. This technique attempts to figure out what a users favourite aspects of an item is, and then recommends items that present those aspects. In our case, we're going to try to figure out the input's favorite genres from the movies and ratings given.\n\nLet's begin by creating an input user to recommend movies to:\n\nNotice: To add more movies, simply increase the amount of elements in the **userInput**. Feel free to add more in! Just be sure to write it in with capital letters and if a movie starts with a \"The\", like \"The Matrix\" then write it in like this: 'Matrix, The' .\n"}, {"metadata": {}, "cell_type": "code", "source": "userInput = [\n {'title':'Breakfast Club, The', 'rating':5},\n {'title':'Toy Story', 'rating':3.5},\n {'title':'Jumanji', 'rating':2},\n {'title':\"Pulp Fiction\", 'rating':5},\n {'title':'Akira', 'rating':4.5}\n ] \ninputMovies = pd.DataFrame(userInput)\ninputMovies", "execution_count": 9, "outputs": [{"output_type": "execute_result", "execution_count": 9, "data": {"text/plain": " title rating\n0 Breakfast Club, The 5.0\n1 Toy Story 3.5\n2 Jumanji 2.0\n3 Pulp Fiction 5.0\n4 Akira 4.5", "text/html": "
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titlerating
0Breakfast Club, The5.0
1Toy Story3.5
2Jumanji2.0
3Pulp Fiction5.0
4Akira4.5
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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "#### Add movieId to input user\n\nWith the input complete, let's extract the input movie's ID's from the movies dataframe and add them into it.\n\nWe can achieve this by first filtering out the rows that contain the input movie's title and then merging this subset with the input dataframe. We also drop unnecessary columns for the input to save memory space.\n"}, {"metadata": {"scrolled": true}, "cell_type": "code", "source": "#Filtering out the movies by title\ninputId = movies_df[movies_df['title'].isin(inputMovies['title'].tolist())]\n#Then merging it so we can get the movieId. It's implicitly merging it by title.\ninputMovies = pd.merge(inputId, inputMovies)\n#Dropping information we won't use from the input dataframe\ninputMovies = inputMovies.drop('genres', 1).drop('year', 1)\n#Final input dataframe\n#If a movie you added in above isn't here, then it might not be in the original \n#dataframe or it might spelled differently, please check capitalisation.\ninputMovies", "execution_count": 10, "outputs": [{"output_type": "execute_result", "execution_count": 10, "data": {"text/plain": " movieId title rating\n0 1 Toy Story 3.5\n1 2 Jumanji 2.0\n2 296 Pulp Fiction 5.0\n3 1274 Akira 4.5\n4 1968 Breakfast Club, The 5.0", "text/html": "
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movieIdtitlerating
01Toy Story3.5
12Jumanji2.0
2296Pulp Fiction5.0
31274Akira4.5
41968Breakfast Club, The5.0
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "We're going to start by learning the input's preferences, so let's get the subset of movies that the input has watched from the Dataframe containing genres defined with binary values.\n"}, {"metadata": {}, "cell_type": "code", "source": "#Filtering out the movies from the input\nuserMovies = moviesWithGenres_df[moviesWithGenres_df['movieId'].isin(inputMovies['movieId'].tolist())]\nuserMovies", "execution_count": 11, "outputs": [{"output_type": "execute_result", "execution_count": 11, "data": {"text/plain": " movieId title \\\n0 1 Toy Story \n1 2 Jumanji \n293 296 Pulp Fiction \n1246 1274 Akira \n1885 1968 Breakfast Club, The \n\n genres year Adventure \\\n0 [Adventure, Animation, Children, Comedy, Fantasy] 1995 1.0 \n1 [Adventure, Children, Fantasy] 1995 1.0 \n293 [Comedy, Crime, Drama, Thriller] 1994 0.0 \n1246 [Action, Adventure, Animation, Sci-Fi] 1988 1.0 \n1885 [Comedy, Drama] 1985 0.0 \n\n Animation Children Comedy Fantasy Romance ... Horror Mystery \\\n0 1.0 1.0 1.0 1.0 0.0 ... 0.0 0.0 \n1 0.0 1.0 0.0 1.0 0.0 ... 0.0 0.0 \n293 0.0 0.0 1.0 0.0 0.0 ... 0.0 0.0 \n1246 1.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n1885 0.0 0.0 1.0 0.0 0.0 ... 0.0 0.0 \n\n Sci-Fi IMAX Documentary War Musical Western Film-Noir \\\n0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n293 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n1246 1.0 0.0 0.0 0.0 0.0 0.0 0.0 \n1885 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n\n (no genres listed) \n0 0.0 \n1 0.0 \n293 0.0 \n1246 0.0 \n1885 0.0 \n\n[5 rows x 24 columns]", "text/html": "
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movieIdtitlegenresyearAdventureAnimationChildrenComedyFantasyRomance...HorrorMysterySci-FiIMAXDocumentaryWarMusicalWesternFilm-Noir(no genres listed)
01Toy Story[Adventure, Animation, Children, Comedy, Fantasy]19951.01.01.01.01.00.0...0.00.00.00.00.00.00.00.00.00.0
12Jumanji[Adventure, Children, Fantasy]19951.00.01.00.01.00.0...0.00.00.00.00.00.00.00.00.00.0
293296Pulp Fiction[Comedy, Crime, Drama, Thriller]19940.00.00.01.00.00.0...0.00.00.00.00.00.00.00.00.00.0
12461274Akira[Action, Adventure, Animation, Sci-Fi]19881.01.00.00.00.00.0...0.00.01.00.00.00.00.00.00.00.0
18851968Breakfast Club, The[Comedy, Drama]19850.00.00.01.00.00.0...0.00.00.00.00.00.00.00.00.00.0
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5 rows \u00d7 24 columns

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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "We'll only need the actual genre table, so let's clean this up a bit by resetting the index and dropping the movieId, title, genres and year columns.\n"}, {"metadata": {}, "cell_type": "code", "source": "#Resetting the index to avoid future issues\nuserMovies = userMovies.reset_index(drop=True)\n#Dropping unnecessary issues due to save memory and to avoid issues\nuserGenreTable = userMovies.drop('movieId', 1).drop('title', 1).drop('genres', 1).drop('year', 1)\nuserGenreTable", "execution_count": 12, "outputs": [{"output_type": "execute_result", "execution_count": 12, "data": {"text/plain": " Adventure Animation Children Comedy Fantasy Romance Drama Action \\\n0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 \n1 1.0 0.0 1.0 0.0 1.0 0.0 0.0 0.0 \n2 0.0 0.0 0.0 1.0 0.0 0.0 1.0 0.0 \n3 1.0 1.0 0.0 0.0 0.0 0.0 0.0 1.0 \n4 0.0 0.0 0.0 1.0 0.0 0.0 1.0 0.0 \n\n Crime Thriller Horror Mystery Sci-Fi IMAX Documentary War Musical \\\n0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n2 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n3 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 \n4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n\n Western Film-Noir (no genres listed) \n0 0.0 0.0 0.0 \n1 0.0 0.0 0.0 \n2 0.0 0.0 0.0 \n3 0.0 0.0 0.0 \n4 0.0 0.0 0.0 ", "text/html": "
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AdventureAnimationChildrenComedyFantasyRomanceDramaActionCrimeThrillerHorrorMysterySci-FiIMAXDocumentaryWarMusicalWesternFilm-Noir(no genres listed)
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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Now we're ready to start learning the input's preferences!\n\nTo do this, we're going to turn each genre into weights. We can do this by using the input's reviews and multiplying them into the input's genre table and then summing up the resulting table by column. This operation is actually a dot product between a matrix and a vector, so we can simply accomplish by calling the Pandas \"dot\" function.\n"}, {"metadata": {}, "cell_type": "code", "source": "inputMovies['rating']", "execution_count": 13, "outputs": [{"output_type": "execute_result", "execution_count": 13, "data": {"text/plain": "0 3.5\n1 2.0\n2 5.0\n3 4.5\n4 5.0\nName: rating, dtype: float64"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "code", "source": "#Dot produt to get weights\nuserProfile = userGenreTable.transpose().dot(inputMovies['rating'])\n#The user profile\nuserProfile", "execution_count": 14, "outputs": [{"output_type": "execute_result", "execution_count": 14, "data": {"text/plain": "Adventure 10.0\nAnimation 8.0\nChildren 5.5\nComedy 13.5\nFantasy 5.5\nRomance 0.0\nDrama 10.0\nAction 4.5\nCrime 5.0\nThriller 5.0\nHorror 0.0\nMystery 0.0\nSci-Fi 4.5\nIMAX 0.0\nDocumentary 0.0\nWar 0.0\nMusical 0.0\nWestern 0.0\nFilm-Noir 0.0\n(no genres listed) 0.0\ndtype: float64"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Now, we have the weights for every of the user's preferences. This is known as the User Profile. Using this, we can recommend movies that satisfy the user's preferences.\n"}, {"metadata": {}, "cell_type": "markdown", "source": "Let's start by extracting the genre table from the original dataframe:\n"}, {"metadata": {}, "cell_type": "code", "source": "#Now let's get the genres of every movie in our original dataframe\ngenreTable = moviesWithGenres_df.set_index(moviesWithGenres_df['movieId'])\n#And drop the unnecessary information\ngenreTable = genreTable.drop('movieId', 1).drop('title', 1).drop('genres', 1).drop('year', 1)\ngenreTable.head()", "execution_count": 15, "outputs": [{"output_type": "execute_result", "execution_count": 15, "data": {"text/plain": " Adventure Animation Children Comedy Fantasy Romance Drama \\\nmovieId \n1 1.0 1.0 1.0 1.0 1.0 0.0 0.0 \n2 1.0 0.0 1.0 0.0 1.0 0.0 0.0 \n3 0.0 0.0 0.0 1.0 0.0 1.0 0.0 \n4 0.0 0.0 0.0 1.0 0.0 1.0 1.0 \n5 0.0 0.0 0.0 1.0 0.0 0.0 0.0 \n\n Action Crime Thriller Horror Mystery Sci-Fi IMAX Documentary \\\nmovieId \n1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n\n War Musical Western Film-Noir (no genres listed) \nmovieId \n1 0.0 0.0 0.0 0.0 0.0 \n2 0.0 0.0 0.0 0.0 0.0 \n3 0.0 0.0 0.0 0.0 0.0 \n4 0.0 0.0 0.0 0.0 0.0 \n5 0.0 0.0 0.0 0.0 0.0 ", "text/html": "
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AdventureAnimationChildrenComedyFantasyRomanceDramaActionCrimeThrillerHorrorMysterySci-FiIMAXDocumentaryWarMusicalWesternFilm-Noir(no genres listed)
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"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "code", "source": "genreTable.shape", "execution_count": null, "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "With the input's profile and the complete list of movies and their genres in hand, we're going to take the weighted average of every movie based on the input profile and recommend the top twenty movies that most satisfy it.\n"}, {"metadata": {}, "cell_type": "code", "source": "#Multiply the genres by the weights and then take the weighted average\nrecommendationTable_df = ((genreTable*userProfile).sum(axis=1))/(userProfile.sum())\nrecommendationTable_df.head()", "execution_count": 16, "outputs": [{"output_type": "execute_result", "execution_count": 16, "data": {"text/plain": "movieId\n1 0.594406\n2 0.293706\n3 0.188811\n4 0.328671\n5 0.188811\ndtype: float64"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "code", "source": "#Sort our recommendations in descending order\nrecommendationTable_df = recommendationTable_df.sort_values(ascending=False)\n#Just a peek at the values\nrecommendationTable_df.head()", "execution_count": 17, "outputs": [{"output_type": "execute_result", "execution_count": 17, "data": {"text/plain": "movieId\n5018 0.748252\n26093 0.734266\n27344 0.720280\n148775 0.685315\n6902 0.678322\ndtype: float64"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "Now here's the recommendation table!\n"}, {"metadata": {"scrolled": true}, "cell_type": "code", "source": "#The final recommendation table\nmovies_df.loc[movies_df['movieId'].isin(recommendationTable_df.head(20).keys())]", "execution_count": 18, "outputs": [{"output_type": "execute_result", "execution_count": 18, "data": {"text/plain": " movieId title \\\n664 673 Space Jam \n1824 1907 Mulan \n2902 2987 Who Framed Roger Rabbit? \n4923 5018 Motorama \n6793 6902 Interstate 60 \n8605 26093 Wonderful World of the Brothers Grimm, The \n8783 26340 Twelve Tasks of Asterix, The (Les douze travau... \n9296 27344 Revolutionary Girl Utena: Adolescence of Utena... \n9825 32031 Robots \n11716 51632 Atlantis: Milo's Return \n11751 51939 TMNT (Teenage Mutant Ninja Turtles) \n13250 64645 The Wrecking Crew \n16055 81132 Rubber \n18312 91335 Gruffalo, The \n22778 108540 Ernest & C\u00e9lestine (Ernest et C\u00e9lestine) \n22881 108932 The Lego Movie \n25218 117646 Dragonheart 2: A New Beginning \n26442 122787 The 39 Steps \n32854 146305 Princes and Princesses \n33509 148775 Wizards of Waverly Place: The Movie \n\n genres year \n664 [Adventure, Animation, Children, Comedy, Fanta... 1996 \n1824 [Adventure, Animation, Children, Comedy, Drama... 1998 \n2902 [Adventure, Animation, Children, Comedy, Crime... 1988 \n4923 [Adventure, Comedy, Crime, Drama, Fantasy, Mys... 1991 \n6793 [Adventure, Comedy, Drama, Fantasy, Mystery, S... 2002 \n8605 [Adventure, Animation, Children, Comedy, Drama... 1962 \n8783 [Action, Adventure, Animation, Children, Comed... 1976 \n9296 [Action, Adventure, Animation, Comedy, Drama, ... 1999 \n9825 [Adventure, Animation, Children, Comedy, Fanta... 2005 \n11716 [Action, Adventure, Animation, Children, Comed... 2003 \n11751 [Action, Adventure, Animation, Children, Comed... 2007 \n13250 [Action, Adventure, Comedy, Crime, Drama, Thri... 1968 \n16055 [Action, Adventure, Comedy, Crime, Drama, Film... 2010 \n18312 [Adventure, Animation, Children, Comedy, Drama] 2009 \n22778 [Adventure, Animation, Children, Comedy, Drama... 2012 \n22881 [Action, Adventure, Animation, Children, Comed... 2014 \n25218 [Action, Adventure, Comedy, Drama, Fantasy, Th... 2000 \n26442 [Action, Adventure, Comedy, Crime, Drama, Thri... 1959 \n32854 [Animation, Children, Comedy, Drama, Fantasy, ... 2000 \n33509 [Adventure, Children, Comedy, Drama, Fantasy, ... 2009 ", "text/html": "
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movieIdtitlegenresyear
664673Space Jam[Adventure, Animation, Children, Comedy, Fanta...1996
18241907Mulan[Adventure, Animation, Children, Comedy, Drama...1998
29022987Who Framed Roger Rabbit?[Adventure, Animation, Children, Comedy, Crime...1988
49235018Motorama[Adventure, Comedy, Crime, Drama, Fantasy, Mys...1991
67936902Interstate 60[Adventure, Comedy, Drama, Fantasy, Mystery, S...2002
860526093Wonderful World of the Brothers Grimm, The[Adventure, Animation, Children, Comedy, Drama...1962
878326340Twelve Tasks of Asterix, The (Les douze travau...[Action, Adventure, Animation, Children, Comed...1976
929627344Revolutionary Girl Utena: Adolescence of Utena...[Action, Adventure, Animation, Comedy, Drama, ...1999
982532031Robots[Adventure, Animation, Children, Comedy, Fanta...2005
1171651632Atlantis: Milo's Return[Action, Adventure, Animation, Children, Comed...2003
1175151939TMNT (Teenage Mutant Ninja Turtles)[Action, Adventure, Animation, Children, Comed...2007
1325064645The Wrecking Crew[Action, Adventure, Comedy, Crime, Drama, Thri...1968
1605581132Rubber[Action, Adventure, Comedy, Crime, Drama, Film...2010
1831291335Gruffalo, The[Adventure, Animation, Children, Comedy, Drama]2009
22778108540Ernest & C\u00e9lestine (Ernest et C\u00e9lestine)[Adventure, Animation, Children, Comedy, Drama...2012
22881108932The Lego Movie[Action, Adventure, Animation, Children, Comed...2014
25218117646Dragonheart 2: A New Beginning[Action, Adventure, Comedy, Drama, Fantasy, Th...2000
26442122787The 39 Steps[Action, Adventure, Comedy, Crime, Drama, Thri...1959
32854146305Princes and Princesses[Animation, Children, Comedy, Drama, Fantasy, ...2000
33509148775Wizards of Waverly Place: The Movie[Adventure, Children, Comedy, Drama, Fantasy, ...2009
\n
"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "### Advantages and Disadvantages of Content-Based Filtering\n\n##### Advantages\n\n* Learns user's preferences\n* Highly personalized for the user\n\n##### Disadvantages\n\n* Doesn't take into account what others think of the item, so low quality item recommendations might happen\n* Extracting data is not always intuitive\n* Determining what characteristics of the item the user dislikes or likes is not always obvious\n"}, {"metadata": {}, "cell_type": "markdown", "source": "

Want to learn more?

\n\nIBM SPSS Modeler is a comprehensive analytics platform that has many machine learning algorithms. It has been designed to bring predictive intelligence to decisions made by individuals, by groups, by systems \u2013 by your enterprise as a whole. A free trial is available through this course, available here: SPSS Modeler\n\nAlso, you can use Watson Studio to run these notebooks faster with bigger datasets. Watson Studio is IBM's leading cloud solution for data scientists, built by data scientists. With Jupyter notebooks, RStudio, Apache Spark and popular libraries pre-packaged in the cloud, Watson Studio enables data scientists to collaborate on their projects without having to install anything. Join the fast-growing community of Watson Studio users today with a free account at Watson Studio\n"}, {"metadata": {}, "cell_type": "markdown", "source": "### Thank you for completing this lab!\n\n## Author\n\nSaeed Aghabozorgi\n\n### Other Contributors\n\nJoseph Santarcangelo\n\n## Change Log\n\n| Date (YYYY-MM-DD) | Version | Changed By | Change Description |\n|---|---|---|---|\n| 2020-11-03 | 2.1 | Lakshmi | Updated URL of csv|\n| 2020-08-27 | 2.0 | Lavanya | Moved lab to course repo in GitLab |\n| | | | |\n| | | | |\n\n##

\u00a9 IBM Corporation 2020. All rights reserved.

\n"}], "metadata": {"kernelspec": {"name": "python3", "display_name": "Python 3.7", "language": "python"}, "language_info": {"name": "python", "version": "3.7.10", "mimetype": "text/x-python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py"}, "widgets": {"state": {}, "version": "1.1.2"}}, "nbformat": 4, "nbformat_minor": 2} \ No newline at end of file