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@inaz2
Last active January 24, 2017 12:14
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"from sklearn import datasets\n",
"from sklearn.decomposition import PCA"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"digits = datasets.load_digits()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1797, 64)\n"
]
}
],
"source": [
"print digits.data.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1797,)\n"
]
}
],
"source": [
"print digits.target.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"X_reduced = PCA(n_components=2).fit_transform(digits.data)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1797, 2)\n"
]
}
],
"source": [
"print X_reduced.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f880818e6d0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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MqYsokCo5Eemrt6q5bbGzZBNm/SnsEOGn3WKFFJegvKlkZmxDaTWkkACSPz3y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\nl8DTApUE0ntkeAk4BPoJfC/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JkiV4e3vTrFkzypQpc9NjDP9xHuJ5wCke073rcX0TA74r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\nwmuN4PVtUOoDeHSFCmV63KGc6keqv6dSNMo0ULyZJav6kjC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ukTC0JFN7/8L2\nxQWczLqh4WH1IDM9nauFwFhrckEimoFfuYJCayi2Et1YtmI1o0ZdZM6cOezZswdPT0/atWmFYRhE\nR0dTt059PvroI44e8EFC26NdWI5kXICUo+BbKHn9xTXgWRxMngVlHsVA0zEl/0Le8rpElSnLiWOX\noe7bKgcwQMoBZdmGxrs8P4TUA82gXbt2DB482Fl8+PBhprz7LqdPnQLfOJA49sz7BrKvQ8Wa4OkN\nMycqK9yzOJTpCqlHuXZuGZ07d2H8+NcoWbIkDRs2JCoqymXI06dPc/VKEm4enmRnpKsb2utJbM9N\nBsOAy+dJfqgx2dk53LhLnuEiUbJgwYI7QGkpKSm/UfuvExs6tj9lAdv/faX/T/mPKWAROaVp2mWU\n73AfgKZpPkAd4IN/137y5MnOJO//S5KSksKnn84l5pUulBioMrYEt6hM5XlD2FL3RdauXUtCQsIf\n6qts2bLs27OX999/n81btxAYUZ7EBa/Su08fMs9ec6mbc/0WuWmZBAQEMG/uPNq3a8/8z+dz62Ya\ng18YQ1xcHN26dSOsYy0ANF2nzOiORPRswA8lhzDvk0/p1KmTs7/IyEgyk5LJunQT9/ACcEzqntOY\nfKxcWvIjmq7hXiqYBjsnYPJ0B+DM9HXMfnw6gwcNpkaNGgBs2bIFkymMvLzmjl7eA24ChZGvpYEf\ngRhgKHZqMyZjP+t97dQwQaAGZoGtfuDhUIgdLULJZJjUfgf1ukWgmzR+WnIJe14x4CngOdDcCA72\nIyf1KuWCXF/I+pEwYZudtOs5BBRTC4rU6wp2fMDhXk67Dft/y/H5Yo7OazshN9uOJqDRAMGEQX0C\nNDs6UNaAJd4FCryJGWIc+d7btm3L8uXLCS6pFFuLQVH8uOQSc589zMUDt5zjBUe4kSfgrnvTtm1b\nvli8mEXZ0N3iyHaUfePO8ITcFOzYiC5dhuw8Ae+ykHwQEBA7yhA0Q1RnpPEiuLgayUmFc0thbRuo\n9TZ4l4KTnyuQVdVxBSeRdQ1OL6FYeAilS0cBUfj5+XHi2FGlXPPFsIItGy5vgrBGBeVXtoHYKFOm\njLPoxo0bNGjcmJvXrkO5p6HOFDVeXiasaQHpybDgR2gUAVoxaLNFgbwAfv0Ytj/BmDEvqfPSNJ54\nYhDvvTcVwzD48MMPGTxkCOgGJA6Ca0nwwzcw9F9K+QKERWIbMJJVrw0mNTUVHx+f269okXB3A+mX\nX35xvuf3S+wYf0oB2/8GBXxfw5A0TfPUNK2Kpmn5sTLRjs/FHZ+nAGM0TWuvaVolYC5wHvj2fs7r\n/7JcvHiRnOxs/Ou7Jtrwqx2DZhj3lK0FICIiggkTJrB54ya++fobEhMT6datG6feWEryL6qv3NQM\nDj45G7PJTLdu3dB1ncTERJZ+t5QNP6xnzBilgAFuHTjn0n+6I/NSiRJqL/j8+fPs2rWLNm3a4Onl\nyZ5eU0k7ehF7bh7n52/m5JTluEcGcHTsYsQulBzWxql8AUoMfAD3AG+WLVvmLPP398duTwby84N5\nAd8ATzus+AhUaFKM43sLdgawKU8QUdZuhkAHS4HyBfDVobUZdDvs+PoSP397Gc8AM3bbOZRlPR03\nN53nRo0kJcvOL5ddr+33p1WI0a7lyoGTnpLDnKcOYvU20X9yeUKKufNyVoHSzRF4PgPc3XXqdI2g\nRocwbDawoyMko/EvSup2jvkprq5OFlfruaQBFQ3lNoqPj8dsNvHDzLMAHP8pGTQ4d+AWj7nBXl/4\n3geir2WTlZLLpQuXCQtT0IrENAi76bCAr+2Ek4sKBrm8Gf3MlyQlXSLbvx70uAQd90D3c+BfCXQz\nBhpiz4VKLyhE87p2cOskBNWFtDPwQ0f4tgrawbfx8PBCO/oR7B4He8bDt9XAnsuFCxfYtHkrW4/m\n8d2ytWrsU0sK5lGqJ6DB3vFwaCrcOg1nvoUNPYgqWZpmzZo5q86ZM4fkGzfU4qDq2IKLZrJCxefg\n5EFY9w3cuKzQ0ctqw76JkJcFZQeCyRss7vBjMjLybT76+COmTJnCwYMHlfIVgX/NgRemQrlqYHED\nN6vrw+Dli4iQk5NDkRTJH5X7bQHXBNZTsK/1tqP8UxRx9RuapnmgQiH9UDnnWovIP/YpjoyMxN3D\nyrUfDhAYX+AavL7pMGKzERt7ewase5e333qLTXU2sbnW8xhWC5Kdh67pfD5/PkFBQXdtU7FiRWrV\nrcOvw+fiFuaHf+0Ykned5PBTn1ClejUiIiJIaNOa1StXAWD19KBLp86sXL2K9bHD1I+iCOga/hkm\nxk6axKhRo7Dn5LmMIzY7YrO7uNnz8vKw27NRVuk0lAL+CcP4jAoVKrF//zlEcoHC4eOXcUMnRWxM\nzVJpSw7eBVVx0AZmT52qbULZt+YqaddzCIm2cuPcT7ROaE9CQgIiQlSJSDp/dZF3HrBTLgiW/Arv\n7oTKwTDz8f38+MUljmy7SU6GjVHf1aJm+zBK1/Ln9ZbbiUy2U9+AXXlwXdTK+uqqC2TlKs0s2IGD\nGMAT7mphEKrDftdLQ4bACZt6kV4c8wJRJUqy+OUjnDt4i+M7UjF0D5rpGUwrSNHMCgMiU+1oOqSn\npytrt9prXMm4AFd3KuDTxkTY+yq6xQv7lR3EVajEoYP7oflksDi2eTzCoMYEWNumAJxycy/8+gHU\nfR/KDVFlt07Bt9XBsziSm0pG+jkgHfa9rgBVJTpAtVfh4vew/QkH0M3xuu95GU4t4P+xd97hUVXb\n3/+cc6Ylkx5SSUIChITeQ0dK6EV6k2ZHsABy4YoFUMGrIEUERFREOorSqwJKR0OR3lvoJAECpM3M\nev/Yk4QA6sX34v3de1nPs5+Z2bPbOXPOrLP2+q7vosYnKnxJRIUZbe8P218BICSsMD9u+IEjR47g\ncrmIj49XuZ4Lx8CZY6DdZenkfh7aGzxCFZAs8zLsGgYX1kH9hWoObz/w9oVeA5DDe5jw8SQ2btyo\n1mC2QLMuapxajWH8a7B0JrR9UtXl5KB9PZUyFSoSGHhvONIj+feK609uQbv+ChjWw3IuP6zC/wAI\n65X+r4hhMUup0d2l/uHxUnl+f7FHFJKyFcr/IdfzH4nT6ZR2HVSquqBG5aTwE7XF7O0hwWEhcvr0\n6d/te/LkSSlRMl6BkjysAkjR2OJy+PBhKVuhvHiGBUiF6X2lzo5RUvzvbUTTdXnjjTdk4cKFMnXq\nVNm9e3cBJqzmLZqLV9EQiX2jvfjXLCUBdctISCuVFnD//v0iIrJkyRIBpE4komua6JpNNCIFkJIl\ny8qmTZvcD3d/E2VjisAOyU3eYHI//FWqpEJ6PvBEMgOQ2wHIcHeI0pBlCbJAWslX6c2kaGVf8Qo0\ni4enTXy8FZNSbjIFk3FHEgVdZSD6pCliNyHgK1BcNB2Z58xPN/jRsfoSX0fReFrcnMwrOpOXLWlm\na1VnBvEAeddDgbYKGypU6FM7khWAnPdXgC4NpPvoktLl3Tjx9DWJl7enlIgrLppuEkMz5ANP7uGT\nrm7NB3J5WsyimT2F6pOEltuF8m8Jmi4lS5aUrl27yqxZs2TOHMXhTJeLBQFQrfIAM4oG0ru44om+\nM8Xgk6LoLC2+Qufz+XSRDRffRXGZJeRyS5cZpNZS5ytFVZkbuoR6LVWqlDRp0kSmTZsmP/zwgxSO\nLJK3joDAYGnTpo3ovv6KIrPskPw5emSosCibXfAtJjxx7Z6MSUS1c78WFyrVFp5/Q3hllOiGIcWK\nFVO81yCsS84PMWrVXTF/NekkvPCWGCXKimEy/S6l6yO5v/wVIKxvkkLloBR54PJNUuhDB2H92xXq\nnz2p/80KOCsrS557/jkxTPl5TOvWe0ySk5P/v8devny5AFL564F5uN9G56eKZ1iA9H6y9x/2dzgc\nsnz5chk3bpwsWbJEbty4IatWrRJAam58uwCeOOaV5uIX4J+XAu5u2bFjhxiGVZR3tq1AcwFdIiKK\n5PWpV7eO1I7SxfUakvQk0qYEUjtCKTOT2SSBwUFSu3Zt93kKEFA8vCV1Q3b5qMQEmqbJ9u3b5dVX\nFa2iDcTiPq+tBhUrgIAe9G0VpXRRc519UWU/mtpMKeIob7ciC/URv9KF85QE+EtuzOqYvY/lUVPG\nVlZIyiI64qUpBTqlKQVoIcu6qS19LJrYdGSQW2GWbaDS5JndKQQtbnrKiccbyAJpJaO2q+Pu16+f\njBs3Tkwozug7le+NAMRTQ7x0ZImX4onOU6IgFqtN+vcfUCD+9fz586IbpnwEcsvtQrHubuWYe026\nH0a8Yu7lUq78norNfVKEYMWRTO0vCrbpfEGNdXd8bcvtqn1AeQHE289PUlJSRETk4MGDYhhmIbi2\nygPceI3ip85FJucm+AioJEQ0VxmX4P5o6idFPUDkJolIqC806yx4egkedomNi5fq1asLcRVUXcM2\nwrZrSgF/96vg5SN2Xz8JDAmVFi1byZYtW/6/783/RfkrFPCCpAjZJ8UeuCxIinjoCvhhU1E+kj8h\nFouFqZ9M5VxyMuvWrePQoUP8uH7DHzJf/TOyZMkSfOMiCGtfLa/OFuZP4afqsWhxvuvdfQHfI4Zh\n0KRJEzIzM3m2z/P4+PjQuVsXdIsJv+rFSd16hMtr9pCddpPgZhW4lprGhQsX7jvW8uXLETFQKOZv\ngeXAjyQnn+Grr74C4NChAyQWcTH9V6gxE5Yehx1XNLKdgJcF3+7V+HnvLorFxlI43EaQfoQ5dtjt\n56SCGb70gmizwdRPPmHMmDF42j0o0bgQLrPyE3Z4q0SBNZks6pbwNMPM1hDhAxYDnqsIvcvB+VtQ\nYnhHGiR/irVYYTACgS1AKnAM3bDwcY9dnN2fzpyhB7m4+zqbfOCUP1z2hxes0HcVHEsnuM6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fBYK6jfClfGLZL/3lMhq8u9ptDU59coq/vaAXDug/C7fLJV6sI305gxYwZWq5VGjRrloalzZcSI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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f880a90a4d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=digits.target)\n",
"plt.colorbar()"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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