{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"\nimport numpy as np \nimport pandas as pd ","execution_count":1,"outputs":[{"output_type":"stream","text":"[]\n","name":"stdout"}]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"%matplotlib inline \nimport matplotlib.pyplot as plt\nfrom sklearn.datasets import load_digits \nimg=load_digits()\n\n\n\n","execution_count":2,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(img[\"data\"].shape) \nimg_digits=img[\"data\"] \ntarget=img[\"target\"] \nplt.imshow(img_digits[0].reshape((8,8)),cmap=\"gray\",) \nplt.title(label=target[0])","execution_count":6,"outputs":[{"output_type":"stream","text":"(1797, 64)\n","name":"stdout"},{"output_type":"execute_result","execution_count":6,"data":{"text/plain":"Text(0.5, 1.0, '0')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Pixel0Pixel1Pixel2Pixel3Pixel4Pixel5Pixel6Pixel7Pixel8Pixel9Pixel10Pixel11Pixel12Pixel13Pixel14Pixel15Pixel16Pixel17Pixel18Pixel19Pixel20Pixel21Pixel22Pixel23Pixel24Pixel25Pixel26Pixel27Pixel28Pixel29Pixel30Pixel31Pixel32Pixel33Pixel34Pixel35Pixel36Pixel37Pixel38Pixel39Pixel40Pixel41Pixel42Pixel43Pixel44Pixel45Pixel46Pixel47Pixel48Pixel49Pixel50Pixel51Pixel52Pixel53Pixel54Pixel55Pixel56Pixel57Pixel58Pixel59Pixel60Pixel61Pixel62Pixel63
00.00.05.013.09.01.00.00.00.00.013.015.010.015.05.00.00.03.015.02.00.011.08.00.00.04.012.00.00.08.08.00.00.05.08.00.00.09.08.00.00.04.011.00.01.012.07.00.00.02.014.05.010.012.00.00.00.00.06.013.010.00.00.00.0
10.00.00.012.013.05.00.00.00.00.00.011.016.09.00.00.00.00.03.015.016.06.00.00.00.07.015.016.016.02.00.00.00.00.01.016.016.03.00.00.00.00.01.016.016.06.00.00.00.00.01.016.016.06.00.00.00.00.00.011.016.010.00.00.0
20.00.00.04.015.012.00.00.00.00.03.016.015.014.00.00.00.00.08.013.08.016.00.00.00.00.01.06.015.011.00.00.00.01.08.013.015.01.00.00.00.09.016.016.05.00.00.00.00.03.013.016.016.011.05.00.00.00.00.03.011.016.09.00.0
30.00.07.015.013.01.00.00.00.08.013.06.015.04.00.00.00.02.01.013.013.00.00.00.00.00.02.015.011.01.00.00.00.00.00.01.012.012.01.00.00.00.00.00.01.010.08.00.00.00.08.04.05.014.09.00.00.00.07.013.013.09.00.00.0
40.00.00.01.011.00.00.00.00.00.00.07.08.00.00.00.00.00.01.013.06.02.02.00.00.00.07.015.00.09.08.00.00.05.016.010.00.016.06.00.00.04.015.016.013.016.01.00.00.00.00.03.015.010.00.00.00.00.00.02.016.04.00.00.0
50.00.012.010.00.00.00.00.00.00.014.016.016.014.00.00.00.00.013.016.015.010.01.00.00.00.011.016.016.07.00.00.00.00.00.04.07.016.07.00.00.00.00.00.04.016.09.00.00.00.05.04.012.016.04.00.00.00.09.016.016.010.00.00.0
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\n
"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.preprocessing import MinMaxScaler \nscaler=MinMaxScaler() \ndf_img_scaled=scaler.fit_transform(df_img)","execution_count":18,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.cluster import KMeans \nelbow={\"inertia\":[],\"clusters\":[]}\n\nfor i in range(2,15): \n model=KMeans(i) \n elbow[\"clusters\"].append(i) \n model.fit(df_img_scaled) \n elbow[\"inertia\"].append(model.inertia_)","execution_count":21,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.scatter(x=elbow[\"clusters\"],y=elbow[\"inertia\"]) \nplt.xlabel(\"n_clusters\") \nplt.ylabel(\"inertia\") \nplt.title(\"Elbow Graph\")","execution_count":24,"outputs":[{"output_type":"execute_result","execution_count":24,"data":{"text/plain":"Text(0.5, 1.0, 'Elbow Graph')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"model_10=KMeans(10) \nmodel_10.fit(df_img_scaled)","execution_count":25,"outputs":[{"output_type":"execute_result","execution_count":25,"data":{"text/plain":"KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n n_clusters=10, n_init=10, n_jobs=None, precompute_distances='auto',\n random_state=None, tol=0.0001, verbose=0)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.manifold import TSNE \n\ntsne=TSNE(2) \narr=tsne.fit_transform(df_img_scaled)","execution_count":26,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.scatter(arr[:,0],arr[:,1],c=model_10.labels_)","execution_count":35,"outputs":[{"output_type":"execute_result","execution_count":35,"data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import plotly.offline as py \nimport plotly.graph_objs as go \nimport cufflinks as cf \ncf.offline \npy.init_notebook_mode()","execution_count":38,"outputs":[{"output_type":"display_data","data":{"text/html":" \n "},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"traces=[] \nfor i in range(10): \n mask=model_10.labels_==i\n traces.append(go.Scatter(x=arr[mask][:,0],y=arr[mask][:,1],name=f\"cluster {i}\",mode=\"markers\")) \ndata=go.Data(traces) \nlayout=go.Layout(title=\"KMeans clustering for the digits\") \nfigure=go.Figure(data,layout) \npy.iplot(figure) \n","execution_count":54,"outputs":[{"output_type":"stream","text":"/opt/conda/lib/python3.6/site-packages/plotly/graph_objs/_deprecations.py:39: DeprecationWarning:\n\nplotly.graph_objs.Data is deprecated.\nPlease replace it with a list or tuple of instances of the following types\n - plotly.graph_objs.Scatter\n - plotly.graph_objs.Bar\n - plotly.graph_objs.Area\n - plotly.graph_objs.Histogram\n - etc.\n\n\n","name":"stderr"},{"output_type":"display_data","data":{"text/html":"
\n \n \n
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