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Created October 3, 2021 00:51
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K-Means on Toy datasets
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{"metadata":{"orig_nbformat":4,"kernelspec":{"name":"python3","display_name":"Python 3 (ipykernel)","language":"python"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.10"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"%matplotlib inline","metadata":{"collapsed":false,"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"markdown","source":"\n# Comparing different clustering algorithms on toy datasets\n\nThis example shows characteristics of different\nclustering algorithms on datasets that are \"interesting\"\nbut still in 2D. With the exception of the last dataset,\nthe parameters of each of these dataset-algorithm pairs\nhas been tuned to produce good clustering results. Some\nalgorithms are more sensitive to parameter values than\nothers.\n\nThe last dataset is an example of a 'null' situation for\nclustering: the data is homogeneous, and there is no good\nclustering. For this example, the null dataset uses the\nsame parameters as the dataset in the row above it, which\nrepresents a mismatch in the parameter values and the\ndata structure.\n\nWhile these examples give some intuition about the\nalgorithms, this intuition might not apply to very high\ndimensional data.\n","metadata":{}},{"cell_type":"code","source":"import time\nimport warnings\n\nimport numpy as np\nimport matplotlib.pyplot as plt\n\nfrom sklearn import cluster, datasets, mixture\nfrom sklearn.neighbors import kneighbors_graph\nfrom sklearn.preprocessing import StandardScaler\nfrom itertools import cycle, islice\n\nnp.random.seed(0)\n\n# ============\n# Generate datasets. We choose the size big enough to see the scalability\n# of the algorithms, but not too big to avoid too long running times\n# ============\nn_samples = 1500\nnoisy_circles = datasets.make_circles(n_samples=n_samples, factor=.5,\n noise=.05)\nnoisy_moons = datasets.make_moons(n_samples=n_samples, noise=.05)\nblobs = datasets.make_blobs(n_samples=n_samples, random_state=8)\nno_structure = np.random.rand(n_samples, 2), None\n\n# Anisotropicly distributed data\nrandom_state = 170\nX, y = datasets.make_blobs(n_samples=n_samples, random_state=random_state)\ntransformation = [[0.6, -0.6], [-0.4, 0.8]]\nX_aniso = np.dot(X, transformation)\naniso = (X_aniso, y)\n\n# blobs with varied variances\nvaried = datasets.make_blobs(n_samples=n_samples,\n cluster_std=[1.0, 2.5, 0.5],\n random_state=random_state)\n\n# ============\n# Set up cluster parameters\n# ============\n_f=1.5\nfiG=plt.figure(figsize=(_f*(6 * 2 + 3*0), _f*13/6))\nplt.subplots_adjust(left=.02, right=.98, bottom=.001, top=.95, wspace=.05,\n hspace=.01)\n\nplot_num = 1\n\ndefault_base = {'quantile': .3,\n 'eps': .3,\n 'damping': .9,\n 'preference': -200,\n 'n_neighbors': 10,\n 'n_clusters': 3,\n 'min_samples': 20,\n 'xi': 0.05,\n 'min_cluster_size': 0.1}\n\ndatasets = [\n (blobs, {}),\n (noisy_circles, {'damping': .77, 'preference': -240,\n 'quantile': .2, 'n_clusters': 2,\n 'min_samples': 20, 'xi': 0.25}),\n (noisy_moons, {'damping': .75, 'preference': -220, 'n_clusters': 2}),\n (varied, {'eps': .18, 'n_neighbors': 2,\n 'min_samples': 5, 'xi': 0.035, 'min_cluster_size': .2}),\n (aniso, {'eps': .15, 'n_neighbors': 2,\n 'min_samples': 20, 'xi': 0.1, 'min_cluster_size': .2}),\n (no_structure, {})]#[:1]\ndsname=['blobs','noisy_circles', 'noisy_moons', 'varied', 'aniso', 'no_structure']#[:1]\nstp=300\n\nLATER_SEED=140293243\nnp.random.seed(LATER_SEED)\nfor i_dataset, (dataset, algo_params) in enumerate(datasets):\n # update parameters with dataset-specific values\n params = default_base.copy()\n params.update(algo_params)\n\n X, y = dataset\n\n # normalize dataset for easier parameter selection\n X = StandardScaler().fit_transform(X)\n\n # estimate bandwidth for mean shift\n bandwidth = cluster.estimate_bandwidth(X, quantile=params['quantile'])\n\n # connectivity matrix for structured Ward\n connectivity = kneighbors_graph(\n X, n_neighbors=params['n_neighbors'], include_self=False)\n # make connectivity symmetric\n connectivity = 0.5 * (connectivity + connectivity.T)\n\n # ============\n # Create cluster objects\n # ============\n INIT=2-np.random.random((params['n_clusters'],X.shape[1]))*4\n two_means = cluster.KMeans(n_clusters=params['n_clusters'],max_iter =stp, init=INIT,n_init =1)\n\n clustering_algorithms = (\n ('KMeans', two_means),\n )\n\n for name, algorithm in clustering_algorithms:\n t0 = time.time()\n\n # catch warnings related to kneighbors_graph\n with warnings.catch_warnings():\n warnings.filterwarnings(\n \"ignore\",\n message=\"the number of connected components of the \" +\n \"connectivity matrix is [0-9]{1,2}\" +\n \" > 1. Completing it to avoid stopping the tree early.\",\n category=UserWarning)\n warnings.filterwarnings(\n \"ignore\",\n message=\"Graph is not fully connected, spectral embedding\" +\n \" may not work as expected.\",\n category=UserWarning)\n if stp:\n algorithm.fit(X)\n else:\n get_cluster=lambda p:np.argmin([np.sum((C-p)**2) for C in INIT])\n y_pred=[get_cluster(p) for p in X]\n algorithm.cluster_centers_=INIT\n algorithm.inertia_=0\n\n t1 = time.time()\n if hasattr(algorithm, 'labels_'):\n y_pred = algorithm.labels_.astype(int)\n elif stp:\n y_pred = algorithm.predict(X)\n\n plt.subplot(len(clustering_algorithms), len(datasets), plot_num)\n if i_dataset == 0:\n #plt.title(name, size=15)\n #fiG.suptitle(name, fontsize=16)\n pass\n\n colors = np.array(list(islice(cycle(['#377eb8', '#ff7f00', '#4daf4a',\n '#f781bf', '#a65628', '#984ea3',\n '#999999', '#e41a1c', '#dede00']),\n int(max(y_pred) + 1))))\n Dcolors = np.array(list(islice(cycle(['#1C3F5C', '#804000', '#275825',\n '#7C4160', '#532B14', '#4C2752',\n '#4D4D4D', '#720D0E', '#6F6F00']),\n int(max(y_pred) + 1))))\n\n # add black color for outliers (if any)\n colors = np.append(colors, [\"#000000\"])\n clrs=colors[y_pred]\n plt.scatter(X[:, 0], X[:, 1], s=10, color=clrs,alpha=.6)\n plt.scatter(algorithm.cluster_centers_[:,0],algorithm.cluster_centers_[:,1],color=Dcolors[:],marker='X')\n #plt.scatter(INIT[:,0],INIT[:,1],color=Dcolors[:],marker='X') # ment for step0\n\n plt.xlim(-2.5, 2.5)\n plt.ylim(-2.5, 2.5)\n plt.xticks(())\n plt.yticks(())\n lbl=dsname[i_dataset]+(f' (K = {int(max(y_pred) + 1)})')\n plt.text(.99, .025, (lbl).lstrip('0'),transform=plt.gca().transAxes, size=10,horizontalalignment='right')\n plot_num += 1\nplt.show()","metadata":{"trusted":true},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x234 with 6 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"algorithm.cluster_centers_","metadata":{"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"array([[ 0.94214985, 0.66553717],\n [ 0.02966124, -1.02275557],\n [-0.95527229, 0.64617171]])"},"metadata":{}}]}]}
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