1. 클러스터링 iris 데이터셋 확인

In [2]:
from sklearn import cluster
from sklearn import datasets iris = datasets.load_iris()
data = iris['data'] model = cluster.KMeans( n_clusters=3 )
model.fit( data ) print(model.labels_)
 
[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 0 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
2 2 2 0 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 0 2 0 0 0 0 2 0 0 0 0
0 0 2 2 0 0 0 0 2 0 2 0 2 0 0 2 2 0 0 0 0 0 2 0 0 0 0 2 0 0 0 2 0 0 0 2 0
0 2]
In [5]:
# -*- coding: utf-8 -*-
import matplotlib.pyplot as plt
from sklearn import cluster
from sklearn import datasets # iris 데이터를 로드
iris = datasets.load_iris()
data = iris["data"] # 학습 → 클러스터 생성
model = cluster.KMeans(n_clusters=3)
model.fit(data)
Out[5]:
KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,
n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',
random_state=None, tol=0.0001, verbose=0)
In [6]:
# 학습 결과의 라벨 취득
labels = model.labels_ ### 그래프 그리기
x_index = 2
y_index = 3 data_x=data[:,x_index]
data_y=data[:,y_index] x_max = 7.5
x_min = 0
y_max = 3
y_min = 0
x_label = iris["feature_names"][x_index]
y_label = iris["feature_names"][y_index] plt.scatter(data_x[labels==0], data_y[labels==0],c='black' ,alpha=0.3,s=100, marker="o",label="cluster 0")
plt.scatter(data_x[labels==1], data_y[labels==1],c='black' ,alpha=0.3,s=100, marker="o",label="cluster 1")
plt.scatter(data_x[labels==2], data_y[labels==2],c='black' ,alpha=0.3,s=100, marker="o",label="cluster 2")
plt.xlim(x_min, x_max)
plt.ylim(y_min, y_max)
plt.xlabel(x_label,fontsize='large')
plt.ylabel(y_label,fontsize='large')
plt.show()
 
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nDKF08Hp+0EZ/dbmdgYGA6oeeV6+cq1rFnW0EJQkT+EngYeBkIpn20cJdhK6WKKrk+IH1+INlPKTkHISLjvuiz1zxEo9FxC9Ema/UNs7f2INfPVaxjz7ZCzyB+FWg2xvTMZjBKqfkjuxy1pKQEj8eDz+djdHQ0ozz1/PnzqT5LpaWl+P3+VJ+lfC2us9uEezyecQki+4s1u0U4zH4r7+m07k5vR97b20tTUxPt7e1FKbmdKYUmiHeB/EsDlVKLRnbZ5ujoaEZZaWtrK6FQiC9/+cvAWFmp0+kcN8bhcORtcZ3eJhzIaBE+Udvw9BbhMPutvKfTujvZfTbZjry6upq1a9emtpnrMtdCFdSsT0S2A18Avgf0pn9mjDlcwPZrgG8BK4BR4BljzF9kjRHgL4CPAgHgMWPM8Xz71TJXpWZedtlmeilq8ks7OZGc3iE1+To5JhKJsHPnTpxOZ94W19evX5+0JXj2GoeamppxrbFh5lt5T6d1t8fj4fXXX8disWS0I0/en2I2S24LNRNlruneB3wEuJfxcxBrC9g+BvyBMea4iJQBb4jIvxpjTqeN+QiwKfHYAXw58a9SqoiyyzazS1FdLhddXV1YLJbUTYCyX7tcLgKBQKocNVlmOjw8zN69e1MtrgcGBnC73TzxxBPAey3B3/e+96VagicnstPH9Pb24na7Uy2zk1+0ufadPeZmfhfZcv1cBw4cYGBggNraWjZs2JDRjjx9m9kouZ1phSaI/wH8gjHmxekcxBhzFbiaeD4iImeAVUB6gvgY8C0zdkrzmohUisjKxLZKqSLJLtvMLkWFscs96Vcfsl/De+WoDQ0NwHulnlu3bk09st11112TxpdvjMfjmXDf0zGVEtbkcTs6Orj11lvzTlqnbzOfFdqszw9MeimpECKynrFy2SNZH61ibK4j6UriveztPyMix0Tk2PXr12ciJKVUmux21eFwGJvNljFmdHQ0IyFkv4axuYL0rqYLpcV1uum07l6K7b7/CPhzEVkhIpb0x1QOlmj49w/A7xljhrM/zrHJuAkSY8wzxpjtxpjtE532KaWmL7tddbIUNZ3FYsmoGsp+DRCLxTK+KBdiqed0WncvpnbfhV5i+nri399Key/ZuG/yAmRARGyMJYfvGGP+MceQK8CatNerAS2rVarIsss2k6WopaWl9Pf3c/36dXp6erDZbFy8eJHh4WFOnz5NPB7n6tWrrF+/nvXr1xMKhWhsbEyVe7a3t7N69Wr27dtXtA6rueQrWc2OZ6IS1nTZ5bPT2Wa+KvQMoCHxuCXtkXw9qUSF0teAM8aYL00w7IfAr8mYu4AhnX9Qqvg2bdqUsVq5vr6ecDhMe3t7asK6traWkpIS2traOHr0KE6nk2XLliEinD17loMHDzI0NITb7ebll1/mxIkTOJ1OWlpaUqWv+/fvx+v1FvVn83q97N+/nyNHjuBwOFixYkXeeLJ/F9lylc9OZ5v5qtAEcQ3oMcZ0JR+M/XV/rcDtPwB8GtgtIu2Jx0dF5HEReTwx5p+BC0An8BXgicJ/DKXUTPF4POzZs4dgMEh3dzehUAhjDPF4HJ/PRywWY+3atamb4lit1oy1Ccm5iAsXLvDyyy/j9/vxeDzcfffduFwunE4n9fX1uFwuDhw4MK730mzx+/0cOHAAl8uVukeDiOSNJ9fvYnR0lFAoRHd3N8FgkD179mSceUxnm/mq0HUQh4E/NMa8lvbeXcCfGmN2zV54+ek6CKVmj9/vT5VtnjlzhqqqKtxuN4FAgHfeeYfLly+zatVYHcmNGzdSd3pzOByEw2EuXrxIbW0tn/jEJ8aVeiZ1d3fT2tpalGqe9vb2SS/9TBRP8nfR0dGRuizV0tKSt3x2OtsUy0yvg2hhfNXR68D8rtFSSk1bsmQ0V9nmuXPn2Lx5c+q9yspK4vF4xm00Y7EYsVgsVeaaSzHLPadasppuOuWzM11yOxcKvcQ0BNRlvVfHWPmrUmoRy1W2GQqFMt4rKSkZV+kkIuPey1bMcs/FVH5aLIUmiH8AvisizSLiFpEWxlpn/P3shaaUmg9ylW06nc6M9+Lx+Li1EsaYce9lK2a552IqPy2WQi8x/Z/A/8vYZSUHEGKs9PXzsxSXUqqILl68yP79+zl48GBqUvkDH/gAtbW1/OQnP+Hy5ctUV1fT0tLCli1baGlp4fXXX2f58uWMjIzQ29tLeXk5HR0d1NTUUF1djYhwyy35Cx2T5Z5er5e2tjYOHTqEz+fD6XSyceNGysrKsNlsOUtRCylXTR/zzjvvcOXKFbZt25aapM4Vz7Zt22hvby+oDHaxK2iSOjV4rFx1OXDDTGXDWaKT1ErdvMOHD/OFL3yBSCRCTU0Nbrcbr9fLqVOnEBHuueceotEo8XicQCCAzWbjQx/6EC+88AKDg4NYLBZKSkpYt24dIkIoFCIYDFJdXc0999xDXV1d3kZ3LS0tPP3000QiEWprazHGcOrUqVSZ7Cc/+Unq6uro7+/HZrNlNOZLdlhNToznG2OMyWiol95ALxlPb28vDocDi8Uy4X4XQhfWyRQ6ST1hghCRWmPMpEXKIlJnjOmdbNxs0ASh1M25ePEin/70p3G73VRVVQFj8wsnTpygpKSEeDxOLBbjwQcfxOv1Eo/HicfjhMNhKioqOH36dOpMoaysjEgkwuDgIAD3338/jzzyyLjurekdVnfs2MFTTz2Fx+OhqqqKSCTC6dOnsVqt2O12fD4f4XCYRx99lMrKSnw+X2r/lZWVEyaeicYk23D7/X7sdju7du3CYrHQ19eHMYZwODxpQpvLLqwzpdAEkW8O4iUReVpEWrNbaiTabNwlIk8DP77ZYJVSc2P//v1EIpFUcoCxxWSjo6Op9t7xeJxLly7R1NTE6tWrcblcXL9+neHhYR577DF+/ud/HoDr168TDoe56667+I3f+A1qampSXU5bW1sJh8P09vYSDodpbW1l7969dHR0ZBy/v78/dWwY63wajUY5efJk6nV3dzfd3d05v8QnG1NZWcnOnTvZunUroVCIkydPpuLZtm3bhG29k/uNRCJ0dnbe3C99Ack3B3E78BngGeAWEbkAjABljK2gPgf8LfB7sx2kUmp2HDx4cFwra6/Xm1Ht43a7OX/+PHfffTd1dXXU1dURCoWIxWJs2bIFgN27d4/bt9PpnLR766FDhzIu2Xi93nFzA5WVlbz11lvcc889AAwNDU36c+Ub43Q6aWhoYOXKlYTDYR555BEA9u3bN+0y2MVqwgRhjIkAfwX8VeKGPy1AJTAAnDDGdBcnRKXUbPH7/ak7tiXFYrHUX/AwtlI6u/Sz0BLWgYGBvGN8Pl/G8bMb/CX3k/6FH4/H8+6z0DHZ8QUCAcrLy6e0zWJXUBWTMeZdMltxK6UWAY/HQyAQyLisYrVaU7fKhPEJA2auhLW0tDTj+NnHTu4n/ayipGTy/qCFjJmoC2u++zgstTLYKbXrVkotLg8++CDZ91Wpra3NWC8QCATYsGFDxphCS1jTV1bnsmvXrowGebW1tYRCoYwxg4ODGZd0KioqqKioyLvfQsZkx9fc3JzqL1XoNoudJgilFhm/3097ezv79u3jmWeeYd++fbS3t+dsird3795xl01qa2uxWCxEIhGCwSAlJSU0NTURiUS4du0ar732Gv39/QQCAU6ePDnuCx0K71i6e/fujONXV1enjp3cj81mo7m5OfV61apVrFq1Km+31ELGLOYurDNlSusg5hstc1Uqk9frnXR9QHYdf3IdRDgcpra2NlWllFwHsWvXLurr6zl9+jRDQ0N4PB4eeughnE4nhw+P3Wjy3nvvpaamJqOEtdA1A6dOneKpp55KlZiOjo5y+vRpBgcHU8dasWJFxn5hbI3DROWzhY7Jji/5+5vKNgvRTa+DWAg0QSj1Hr/fz/79+ycs1cxXx3/x4kWeffZZXnjhhdRK6p07d1JbW8vx48c5deoUHo+H7du309zcnFpgFgqFOH/+POfPn2fLli1UVVVNq2Op1+vl0KFDtLW1pVZSb968GbfbnVpJnb3fQrqlLrYurDNlRhOEiFQDTwLbgIz/8owx9043yJulCUKp99xMO+u52K+aOzPd7vu7jPVg+ntAWx0qNQ/dTDvrudivmv8KTRB3AzXGmPytEJVSc2a26vh1fcDSVWgV0wlg9WwGopS6ObPVzlrbZC9dE55BiMivp71sA34kIn9H1n2ojTFfn6XYlFJT0NzczJEjR6iurqanp4euri7C4TAOh4N169ZRX1+faq9dSKvs7P3mmoMIhUL09PTQ3t7O6tWr2bdvX9FaY0/lZ1DTk6+b60sFbG+MMeObsBSJTlIr9R6/389XvvIVTp8+jc1mo7S0FJvNRjQaxefzEY1GaWpq4mMf+xgvvfRSwaWwE1VHZXdGve+++xCRorTGnk45r3rPTXdzNcbcV8BjzpKDUmpi2X/4JV9HIhF+9KMf4XK5UjfNERGcTif19fW4XC4OHDiQsajO4/GwZ88egsEg3d3dhEIhAoEAP/vZz1IlsXfffTculyvvfmaK3+/nwIEDU/oZ1PQUNAchIm9O8L7++a7UPHHu3DlcLhcPPPAAjY2NRKNRBgYGiEajNDY28sADDzA0NDRpq+xcLa1ra2sz2nZ3dHQQDofZunUrO3fuzLjxTr79zNTPGY1GtS13ERRaxTRubXni7nL5m7EopYomWY6abGfd0NAwbszw8PCk+5moZNXj8aTadu/bt4+tW7fmbWw3W6WvWnZbPHkThIh8K/HUnvY8aT1wajaCUkpNXSHlqPF4nLG/7SZWSMnqXJa+atlt8Ux2BnF+gucGeAX4wYxHpJSalkLaVU+nDfZ0jzVbpa/alrt48iYIY8wfA4jIa8aYfylOSEqppOmUo/r9fp577jlOnTpFJBLBbrfT2NjIXXfdxeXLl4nFYhw8eBCXy0UwGGR0dDRnKazX66WtrY1Dhw7h8/lwOBxs2rSJ8vJyenp66OnpobGxERHh6tWrE5bUzrR8ZbdJs3XspSZfmWtBFUrGmLYZjWgKtMxVLWZTLeX0+/38zu/8Dj/4wQ8wxuByubDZbITDYUZGRhARduzYQUNDA1euXCEWi+FyuWhsbMRut2eUwn7gAx/g6aefJhKJUFtbizGGU6dOMTQ0hNvt5hd+4Rfo6Oigs7Mz1Y67oqJiXEntb/7mb874moSbaUqoxtx0sz4RuZj20jC2ktoAfcAyQIArxphJJ6pF5OvAHsBrjGnO8fku4H8ByWP+ozHmi5PtVxOEWqym8yV49OhRPvKRjxCPx3E6nVgsY0WKgUAAYwzRaBSLxcLu3bsJhUKUlJRQUlKCMYZbb701dZ/pNWvWcPbsWSoqKqiqqiISiXD69GmsVmsqkfj9flatWsWNGzcYHR3FarXS0tKCiDAyMkIsFpu1BAFLpy33bJmJdRANyQfwVeAvgSpjTD1QBfxP4CsFxvMN4MOTjHnZGLMt8Zg0OSi1mE2nlPNLX/oSxhjq6upwuVwAhMNhjDE4HA4qKyuJxWKcOXOGbdu2sXr1aiwWCyMjI1y/fj1VCnvp0iX6+vqoqqoCoL+/n9HR0dRtR0tLSxkeHub69ets27aNhoYGotEoXV1dGSW1Tqdz1kpNs8tue3t7CYfDtLa2snfvXk0OM6TQMtf/CNQbY6IAxpiAiHwe6AH+ZLKNjTGHRWT9dINUaqmZTinn4cOHKSsrw2Kx4HQ6cTqdDA4OphaSAdhsNrq7u7Hb7dTV1VFXV0ckEiEajabKYi9fvpwxme31enNOCHu93tR+qqqqiEaj3HfffRPGN9PSy27V7Ci0WZ8fuDPrvfczs62/W0XkLRF5QURum2iQiHxGRI6JyLHse+kqtVgEAgEcDkfeMXa7nUDgvf8LhkKhcdsYYzLKWkWEWCyWMcZqtWY044tEIqnLUwCxWCxn9VP6frL3kSs+tfAUegbxnxlr1vc88C6whrE5hc/OUBzHgXXGGJ+IfBR4DtiUa6Ax5hngGRibg5ih4ys1r0ynlNPpdBIOhzPeE5GMJGGMwWrN/L99LBbLSCx2u53R0dHUa6vVSjweH7dd+uvsfeSKTy08BSUIY8y3ReQN4CGgHngb+G/GmNMzEYQxZjjt+T+LyNMistwYc2Mm9q/UXJskDv57AAAgAElEQVRq59GplHImy1GdTifvvvsuHo8Ht9uNx+PB6XQSDAaxWCzEYjFCoRCVlZUcPXo0NakbDAaprq6mr68vVfo6MjLCtWvXqK6upra2lp6ennHzIenX+UdGRmhsbMwZXzF+X2p2FHoGQSIZzEhCyCYiK4BeY4wRkTsZu/TVNxvHUqrYsstVy8vLCYfDHDlyhOPHj+esuNm0aRPHjx/H5/NNWMWUrNz53Oc+RyQS4c4776Snp4dIJEI8Hsfv91NVVcXo6CjBYJBoNEpJSQmrVq3i5MmTjI6Oprq+BoNBXn31VaxWa2ptw7lz5ygrK2P9+vVYLJbUmgqfz0d5eTlr164lGAwCY2cTK1euHBffxo3juvTMyu9LzY58Za7PGGM+k3j+bcZKXMcxxvzapAcR+R6wC1gO9AL/BbAltv8bEflt4N8DMSAI/L4x5meT7VfLXNV8dzM1+5OVcu7YsYOnnnoKj8eTqjh66623ePHFF1Nf/slLSoFAgJKSEu6++26uXr2Kz+dLHccYQ01NTSoJVFZW8tGPfpQXX3yRQCCAx+Nh06ZNnDt3jsHBQTweDw899BAul4vDhw8DcO+991JTU3PTpaa6xqE4ZuKe1OnrIG6qVs0Y88uTfP5XwF/dzDGUmo+S5ao1NTU5Py8tLWVoaIjOzs5x1TjJUs7Ozk46OjoYGBjA7XbT2trKxo0bef7554lEIqxe/d7NHrdu3UpNTQ2vv/46Fy5cIBwOY7PZ2LFjBzt27ODMmTPEYjFqa2ux2+0MDg4yNDRENBpl5cqVlJWVcePGDQYGBnj00Uc5efIkP/vZz+jq6mLt2rU8+OCDeDwerFYrTqeTJ554AoDOzk56e3sz4pvOF/jN/L7UzJvwDGIh0DMINd/t27cPh8ORd7I5FAoRDod55JFHprTvxx9/fMK/tJOOHj1KLBbjd3/3dwH467/+64x4urq6UveKWL9+fUY8n/3sZ28qvumYzd+Xes9NL5TL2tk/isjvisi2mw9NqaVjOuWqhfL5fJNWCYkI0Wg09Tq7FDYWi6WqlNLjCYVCNx3fdMzm70tNXaHrIP43cAfwnIj0i8gPReQPROT9sxibUgteslw1n+mWg5aWlk76RWmMwWazpV4nS2GTrFbruHUOkUgk4y/4YparzubvS01dQQnCGPM1Y8yjxpj1wO1AB/BHwGuzGJtSC15zczP9/f15x/T19dHS0jLlfe/atQuv15t3jIhwyy3vtUtraWlhcHAw9bq8vBy/309FRUXqvcHBwYzr+9ONbzpm8/elpq6gMlcRaQQ+mHjcA1wD/hb4yeyFptT8NJUa/Xzlqr29vbz44ou0t7fz1a9+FafTyZo1axARLBYLpaWl3HHHHYgIb7zxBj6fj5KSEioqKhgaGsLn83Hy5EmuXbvGihUr8Pv9RKNRRCQ1Ae33+6murub48eO43W58Ph+9vb0MDQ1RW1ubatiXvKzj8/lS3VmTr6dbrjodhZb3Fiuepa6gSWoRGWXshkF/Auw3xsyLu4HrJLUqtqm24E7fJr1ctb29nW9961uMjo6yYcMGLBYLp06dIhQKYbfbuf/++xERfvrTnwKwc+dOHA4HP/3pT1NJ6Z577mFwcJCXXnoJYwxNTU2Ul5fT1dXF8PAwTqeTxx57DIfDwbPPPsvo6Cjbtm1jdHSUn/70p/j9fjweD3fccQe9vb0MDg5SWlrKL/3SL7FixYo564yqnVpn3023+87a2SPAzsTDAhxm7OzhsDHm3ZuMddo0Qahiupkafb/fnypXvXz5Mt/4xjdYtmwZ9fX1xGIxTpw4QUlJCXa7nWAwSDgcpqKiIrWfQCCAiOByuVKrnUOhEPX19VitVq5du8a1a9dSK6g3btxIXV1dqkIpeQvOa9eupRa+hcNhLl68SCgU4tZbb6WlpQW3243NZsPtdtPS0jLtctWblf77SibEuYxnsZmJdRApxph9wL7EjuuA3wGeBkqBye9hqNQicDM1+umdR//0T/+UyspK1q5dC0B3dzejo6OpFt0ul4vBwUFGR0dZvnw5ANeuXQNIdXh1uVwMDAxw/fp1br31VsrKyhARli1bxo4dO1LHfeeddxARbr31VsrLyyktLaWxsTHVuTV5/NbW1nm1rkA7tc4PhZa53i4i/1FEnmOs3cajwAHGVj8rtSRMpQV3PgcPHsxIMtevXx9X2plslZEUiUSIRCIZY4wxGRPOxphxk9Z+vz9jP2VlZVy6dGnKMaulqdAy138CtgI/BO40xqw2xvxqorOqUkvCTNXo+/3+jDLNidppp3dUHR0dJftysIhkjAEy1jPAWNLI7syqbblVoQq9xLR+luNQat6bTgvuXDweD4FAIDWPMVE77fR7MqQ/TzLGjHs/O9GISMb9ILQtt5qKgru5KrXUTaUFd7b00tiKigreeuutjHmAGzdupO4CZ7fbU6Wn8Xg81Yk1eQnJ7XbjcrkQESoqKojFYoyMjNDf34/L5aKjo4Oamhqqq6vxeDwZCSLZljsUCtHT00NXVxe9vb00NTXR3t6u7bRVBk0QShVoujX62aWxH/3oRzlx4gSnT5/G4XBQUVHByMhIqi338PAwDoeDsrIyuru7McbgdrtTd4NLJgO32015eTkXLlwgGo3idrupr68nHo/T09PD5cuXWblyZarqCcbOVtxuNy+//HLqrKW6upq1a9dqO201TqFzEEoteR6Phz179hAMBunu7iYUCjE6OkooFKK7u5tgMMiePXsy/gL3+/0cOHAAl8tFfX09TqeTyspKbr/9diwWC6FQiMHBQVasWEE0GmVkZIRYLMaaNWuorq4mEAgQDoe59dZbaWpqIhKJMDQ0RCwWo6qqing8zvDwMNFolNbWVpqbm4nFYvh8PuLxOCUlJTQ3N+P1evF6vWzevJm33nordac5Ywx33nknlZWV1NfX43K5OHDgQMbEtlq6tJurUlM0lRr99vb2cZelLly4wNmzZ7FYLJw5c4YzZ85gtVrxeDzU1tZijKGvrw+Hw5G6XNXZ2UkoFMJisVBWVsbIyAherxe73c4HP/hBli9fTl9fH+FwGIvFgtvtJhAI0N/fz2233cbu3bsB+PGPf8yZM2eora1l/fr1rFy5ctycynwse1Uz66YXyonIFws5kDHmj6YY24zRBKHmu1ztq1966SVsNht2ux0YmySORqPcd999qTEHDx4E4MEHH5xw34WMyW6Nre20FczMQrk1MxiPUktSIBCgvLw8471wOJxRNWS1WjPu8Abjy1VzicfjGRPQuSRXUOeLZ7Jt1NI1YYIwxvzbYgai1GKUqzTW4XAQjUZTZxC5Sk9zrYvIVsiY7BLWmSrVVUvDlKqYRKSMsftKp/5sMcZcmOmglJqqqXRYLWY8XV1dnDlzhqqqKpxOJ6FQiN7eXvr7+2loaKC6ujpVepouvf32RMrLyyc9g8guu72ZUl219BTa7rsJ+A5jq6kNYwkiOXmhvZjUnMouIy0vLyccDs9Z2WZ6PGvXruXChQucOXMmVYq6YcMGRkZG6Orq4vLly6xZs4aVK1emtvf5fKxatSr1fKKS2uS9qKdSdqvttNVUFFrm+jTwElANDANVjN0P4tFZikupguQqIxURnE7nnJRtThRPSUkJHo8Hq9XKpUuXWLt2LdFoNHUPh+xy2YceeoiHHnoob0ltIWOyy26nU6qrlq5C230PALXGmKiIDBpjKkXEA5w0xjRMtv1s0SomlauMNFsxyzaz40mWtJaWljIwMIDX62VgYIC1a9eyZcsWAE6fPs3q1avZvHnzuHLZQkpqp9MaW9tpL20zfT+Iq8AGY0xARDqB3cAA0G2MyV8SMYs0Qaj5VraZHU92SSuML2vVslJVbIUmiEIvMb0MPJx4/izwAmM3DGqbXnhKzYyZ6rA6W/GEw2FsNlvGGJvNltFRVbupqvmq0G6uD6e9/AJwEigDvjkbQSlVqPlWtpkdT3ZJK0A0Gs1IIlpWquarQquYnjTGPAVgjBnlvbvL/T7wpdkLT6n8brZs0+v10tbWxqFDh1KVPbt27WL37t3U1tZO+jlklti+/fbb9PT0sHXrVurr61m3bh1nz57NuNFQdkfV9vZ2Vq9ezVe/+lVKS0vx+/3E4/E5L9VVqtA5iOFccw0i0m+MyX+LrVmkcxDqZu4TferUKZ566ikikQi1tbWp/kXJHkcf//jHee655yb8/Mknn6SmpiajxNYYw0svvUQkEsHj8bBlyxZOnDiB3W5PdVWNRCKp9/1+P3a7nTvuuIPjx48zPDxMeXk5ra2tuFwu+vv7sdls2mFVzagZmaQWkd2Jp88De0hbIAfcAvxnY8y6AoL5emJ7rzGmOcfnAvwF8FEgADxmjDk+2X41QSh4b91BJBJh2bJl2O12IpEIfX192O32nF+uXq+Xz33uc3g8Hqqqqsbts6enh8OHD7Nz587UmoR0AwMDDA4Osn37durq6jKS0+DgIEePHk19+d9+++28+eabDA0NUVFRkXo9WRLZuXMnTqczb5JTajpmohcTwNcS/zqBr6e9b4Be4D8UGM83gL8CvjXB5x8BNiUeO4AvJ/5ValK1tbXs3bs3VbY5MDCA2+2mtbV1wrLNtrY2IpFIarFZtoGBAaLRKENDQzkTRFVVFefPn+f06dNs2LAh47PKykp27tzJ1atXefPNN3n33XfZvn07ZWVlDA8Pc+nSJcLhMNu2bWPlypX09PQQj8dxuVwAuFwuAoEAV69epaGhgdLSUoaGhujs7NQOq6qo8iaI5BoHEfmWMebXpnsQY8xhEVmfZ8jHgG+ZsdOZ10SkUkRWGmOuTveYamnxeDxs3bq14C/QQ4cO5b1kc+nSJaqqqrh48SJNTU05xxhjuHAhd6cZp9NJQ0MDK1euHFfCum/fPrZu3ZqayO7q6hp3eaysrIxLly6l7jq3bNkyOjo6NEGooiqozNUY82siYhORnSKyF0BEPInFcjNhFfBu2usriffGEZHPiMgxETl2/fr1GTq8Wmp8Pl/eyqFIJILT6SQajU44RkTyfg65S1gLKYW1Wq1aCqvmXEEJQkRagLPAV3jvstMHybzsdDNydRzLOTlijHnGGLPdGLO9pqZmhg6vlprS0tK8X7h2u51QKDTuizudMSbv55C7hDVZCpuULIVNl93hVUth1VwodKHcl4E/MsY0Asn/kn8C3DNDcVwh8/4Tq4GeGdq3UuPs2rULr9c74efr169nYGAgdYknFxHhlltuyXucvr4+WlpaMt5rbm6mv78/9XrdunXj7gcxMjLC+vXr8+5HqdlWaIK4jcTaBxJ/2Rtj/IBrhuL4IfBrMuYuYEjnH9Rs2r17d94b41RVVWGz2SZsuz0wMMCyZctoamoa9+WeNFFn1E2bNmGz2VLb1dfXU1JSQjAYBCAYDGK1WlMdXrXDqporhSaIS8D70t8QkTuBzkI2FpHvAa8Cm0Xkioj8OxF5XEQeTwz5Z+BCYn9fAZ4oMC6lpqW2tpYnn3wSv9/P+fPn8fl8xONxfD4f58+fZ3R0lKeeegpjTM7P/X4/n//85/mVX/mVKXdGze6oCvC+970vFYvf7+d97xv7v5t2WFVzqdCFcnsYm3v4G+APgP8OPA78pjHm4KxGmIeug1A3y+v1cujQIdra2lIrpXfv3s2uXbtSK6nzfQ7T74yavZ3FYqG8vJyRkZHUSmrtsKpmw4x2c03s8A7gN4B1jFUcfcUY88ZNRXmTNEEopdTUzdRCuZTEyma99KOUUktEoWWudhH5ooicExF/4t//KiITt9BUSim1oBV6BvFlYDPwO0AXY5eZPs/YYrZfn53QlFJKzaVCE8THGbuj3GDi9WkROcJY1ZEmCKWUWoQKLXO9BmQv43QBulZBKaUWqULPIL4N/EhE/pL3Vj1/FvhWWktwjDF6C1KllFokCk0Qv5X49wtZ7z+eeMDYCuv8fQeUUkotGIXek3rihjRKKaUWpULnIJRSSi0xmiCUUkrlpAlCKaVUTpoglFJK5aQJQimlVE6aIJRSSuWkCUIppVROmiCUUkrlpAlCKaVUTgXfMEgtDH6/n3PnznHy5MnU7S+bm5vZtGmT3rZSKTUlmiAWEa/Xy4EDB4hGo1RXV1NeXk44HObIkSMcP36cPXv2pO6jrJRSk9FLTIuE3+/nwIEDuFwu6uvrcTqdiAhOp5P6+npcLhcHDhzA7/fPdahKqQVCE8Qice7cOaLRKKWlpTk/Ly0tJRKJ0NnZWeTIlFILlSaIReLkyZNUV1fnHbNs2TI6OjqKFJFSaqHTBLFIBAIBHA5H3jF2u51AIFCkiJRSC50miEXC7XYTDofzjolEIrjd2XeOVUqp3DRBLBLNzc309/fnHdPX10dLS0uRIlJKLXRa5rpIbNq0iePHj+Pz+TImqkOhED09Pbzzzjv4fD6sVivGGF0XoZSaVNHOIETkwyLyjoh0ish/yvH5YyJyXUTaE4/fKFZsi4HH42HPnj0Eg0G6u7sJhUL09/fT1tbGkSNHMMZw//33U1FRwZEjR9i/fz9er3euw1ZKzWNijJn9g4iUAGeBB4ArwFHgl40xp9PGPAZsN8b8dqH73b59uzl27NgMR7uw+f1+Ojs7OXbsGIcPH8bj8dDY2MjKlStxOp2pcT6fj2AwyN69e/VMQqklRkTeMMZsn2xcsS4x3Ql0GmMuAIjI94GPAafzbqWmzOPxsHXrVowxxGIx6uvrc44rLS1laGiIzs5Otm7dWuQolVILQbEuMa0C3k17fSXxXraHROSEiDwrImuKE9ripOsilFI3q1gJQnK8l31t63lgvTFmC/Ai8M2cOxL5jIgcE5Fj169fn+EwFw9dF6GUulnFShBXgPQzgtVAT/oAY0yfMSZZyP8V4H25dmSMecYYs90Ys72mpmZWgl0MdF2EUupmFWsO4iiwSUQagG7gU8CvpA8QkZXGmKuJl78InClSbPNSIW27L168yP79+zl48CB+vx+Px8MHP/hBtm/fTldXF6dPn6a6uhqXy0UwGGR0dBSHw8G6deuor6+nr6+P1tZWbRGulMqpKFVMACLyUeDPgRLg68aY/y4iXwSOGWN+KCJ/wlhiiAH9wL83xrydb5+LtYopu223w+EgHA7T39+PzWZjz549vP3223zhC18gEolQU1OD2+1mYGCA8+fPY7FY+NSnPsW1a9e4dOkS8Xgcl8tFY2Mjdrsdn89HNBqlqamJj33sY7z00kt5j6UtwpVaXAqtYipagpgNizFB+P1+9u/fj8vlytmZ1efzcfnyZZ577jnKysqoqqoCIBaL8e6772KxWAiFQgSDQbZt28bg4CAlJSWUlJSkFsiFw2FisRgbNmygvLycysrKCY+lpbBKLT6FJghttTHPFNK2+9VXX2VkZCSVHABGRkYYHR3FZrNRVlZGMBikq6uLbdu2sXr1aiwWCyMjI9y4cYPGxkYeeOABRkZG6O7u1hbhSqmctNXGPFNIeWpnZyclJSUZ7w0PD2O321OvS0pK6OnpwW63U1dXR11dHZFIhGg0SkNDAwBDQ0OTxpMshdW1EkotPXoGMc8UUp4aiUTGJYhYLIbF8t7/nCJCLBbLGGOz2TIqm+LxOPF4PO+xtBRWqaVLE8Q8U0h5qt1uH/fFbrVaGR0dTb02xmC1Zp4gRqPRjOSTnJvIR0thlVq69BLTPNPc3MyRI0dwu910dHRw4sQJQqEQTqeTtWvXMjg4yLVr1/D7/fT09FBZWYnb7SYajRIMBqmsrMTlchGPx6mvrycSidDf34/X62VwcJC1a9dy4cIF6uvrqaiomDSeZCmsUmrp0QQxz2zatInnn3+eF198ERGhoqKCsrIyrl69yve+9z2MMdTU1BCLxQgEAgQCASwWC2vXrsVisTA4OMiNGzdwOBysX7+e9vZ2rFYrFouFsrIyli9fztmzZzl16lSqiim7RXiSz+fDbrezcePGOfhNKKXmml5immf8fj+nT5+mpKQEt9uN1WrF7/dz5swZ7HZ76mxh+fLliAgiY11MLl++jN1ux+/3Ew6H2bx5M3a7nVgshs/nIxaLsXHjRux2O8nSZofDwYc//OGMFuGjo6OEQiG6u7sJBoPs2bNHS1yVWqL0DGKeaWtrw2Kx8P73v5+BgQF6e3u5cOECo6OjVFVVYbfbGRwcZHR0lMbGRm7cuMHAwADBYJCBgQEefPBBNmzYwJtvvsmNGzdoamrC7XYTCASIRqNYLJZU++++vj6Gh4fZu3cvnZ2ddHR0MDAwgNvtprW1lY0bN2pyUGoJ0wQxzxw6dIja2tqM8tS33nqLZcuWZZSx+v1+Vq1axZo1a1izZg3BYJBwOMzevXsBUrcfffDBByc8VnoJa/KhlFJJeolpnvH5fOOqhiKRCDabLeO99IolGKtsyi5hzR6TTUtYlVL5aIKYZ0pLS8d9advtdqLRaMZ76WseYCyJZJewZo/JpiWsSql89BJTERTSLdXr9dLW1kZnZyednZ2p9RADAwP4/X5isRhOp5NwOJxaA5F9T2kR4bd/+7cpKyvj0qVLxGIxvv3tb3PLLbewefPmVDM+7eaqlCqENuubZYV0Zr1+/TpPPfUUkUiE0tJSfvSjH3H16lWMMZSUlODxeFJzCvlYLJbUZSWHw0FpaSmhUCi18vr++++nqalJu7kqtcRpN9d5oJDOrL29vbzxxhtUVFRQVVWF1+vlu9/9bkY7jWg0Oq5tRiEqKipSZbCxWIx4PM4nP/lJSktLtZurUkuYdnOdBwrpzNrR0UFfX1+qM+vx48exWCwsW7YMl8uVs6dSPiKSmnsYGRnB4/HgcDiw2WzEYjFef/117eaqlCqIJohZVEhn1suXL2dUG128eBGn05laKJe+vcVimXTiOXnGAGOVTiKCzWbD4/FQVVVFb28vDQ0NOJ1OhoaGJu3omiyFVUotPZogZlGhnVnTv/Sj0ei4JnszpaSkJKMaSru5KqXy0QQxiwrtzJp+BpG8FDQb4vF4xnoK7eaqlMpHE8Qsam5unrT6KNlkL6mhoYFQKDQjx8++HOX3+zNWS1dUVEza0bWvr4+WlpYZiUcptbBogphFmzZtwmaz4fP5Mt4PhUJcuHCBF154gZGREYaGhjh79iyRSIQ77rgjdV9pGKs+Ki8vB8bmFCZbHZ0+pqKiIvU8EAhgtVr5xV/8RWCsQmnVqlWsWrVqXHxJ2s1VqaVNE8Qs8ng87NmzJ6Nban9/P21tbRw5cgRjDHv27OGhhx7i3Xff5Sc/+Qkiwoc+9CGi0Sj9/f2Ew2HWr18/6WR3rmNXVVWljhmNRnn00UdZs2ZNqlPrQw89xEMPPaTdXJVSOek6iCLw+/10dnZy7NgxDh8+jMfjSXVUdTqdAAwODnL06FFOnDjBihUrGB0dTa1wDgaDDA8PU1lZyfDwMENDQ+T6381isaQ6vg4MDOB0OnE6ndxxxx3s2LGDFStW4Ha7aWlpyejUmoyvo6MjtZI6e4xSavHQhXLzUHt7O0eOHKG+vn7CMd3d3bS2tmbMFXz/+9/n+eef55ZbbgHg1KlTnD17NrV2Asa6tzY2NtLU1ATA+fPn+fjHP87DDz88Sz+NUmqh0oVy81Ah6yJyrTtItgBPunTp0ri/7EtLS7l48WLqdV1dHW1tbTMQtVJqqdIEUUSFrIvIte4guwV4JBIZt1bCarVmrHFwuVwTTj4rpVQhNEEUUSHrInKtO8huAZ68lWi6WCyWscYhGAxO2EJDKaUKoQmiiApZF5Fr3cGuXbsyWnuvX78ev9+fMcbn89HQ0JB63dvby+7du2cgaqXUUqUJoogmWheRNNG6g927d6cqk2AsQZSUlBAMBoGxswWr1cratWsBGBgYwOFwsGvXrtn7YZRSi17REoSIfFhE3hGRThH5Tzk+d4jI/sTnR0RkfbFiK5Zc6yIKWXdQW1vLk08+id/v5/z58xhjuPPOOwkEAly+fJlAIMCdd94JjFUv+f1+nnzySb2Pg1LqphSlzFVESoCzwAPAFeAo8MvGmNNpY54AthhjHheRTwGfMMbszbffhVbmmjTddQder5dDhw7R1taGz+fDarVSVVVFX18fo6OjlJaWsnv3bnbt2qXJQSk1oXm1DkJEWoH/2xjzbxKvPw9gjPmTtDH/khjzqohYgWtAjckT4EJNEEopNZcKTRDFuif1KuDdtNdXgB0TjTHGxERkCFgG3EgfJCKfAT6TeBkWkZOzEvHsWU7WzzTPLbR4QWMuhoUWL2jM6dYVMqhYCUJyvJd9ZlDIGIwxzwDPAIjIsUKy4Hyy0GJeaPGCxlwMCy1e0Jino1iT1FeANWmvVwM9E41JXGKqAPLXhCqllJo1xUoQR4FNItIgInbgU8APs8b8EHg08fyTQFu++QellFKzqyiXmBJzCr8N/AtQAnzdGHNKRL4IHDPG/BD4GvBtEelk7MzhUwXs+plZC3r2LLSYF1q8oDEXw0KLFzTmKVvQ3VyVUkrNHl1JrZRSKidNEEoppXJasAlistYd842IfF1EvAtl3YaIrBGRl0TkjIicEpHfneuYJiMiThF5XUTeSsT8x3MdUyFEpERE3hSRA3MdSyFE5JKIdIhIu4gsiJWqIlIpIs+KyNuJ/6Zb5zqmiYjI5sTvNvkYFpHfm5NYFuIcRCGtO+YbEbkX8AHfMsY0z3U8kxGRlcBKY8xxESkD3gA+Ps9/xwJ4jDE+EbEBPwV+1xjz2hyHlpeI/D6wHSg3xuyZ63gmIyKXgO3GmAWz6ExEvgm8bIz5aqKS0m2MGZzruCaT+K7rBnYYY7qKffyFegZxJ9BpjLlgjIkA3wc+Nscx5WWMOcwCWtdhjLlqjDmeeD4CnGFstfu8ZcYkW+XaEo95/ReQiKwGfh746lzHsliJSDlwL2OVkhhjIgshOSR8CDg/F8kBFm6CyNW6Y15/eS1kic66twNH5jaSySUu17QDXuBfjTHzPeY/B/4QGJ3rQKbAAHUBKcQAAAaQSURBVAdF5I1E65v57hbgOvB3iUt5XxWRibtizi+fAr43VwdfqAmioLYc6uaJSCnwD8DvGWOG5zqeyRhj4saYbYyt1r9TRObt5TwR2QN4jTFvzHUsU/QBY8wdwEeAzyYun85nVuAO4MvGmNsBP7AQ5i3twC8CP5irGBZqgiikdYe6SYnr+P8AfMcY849zHc9UJC4hHAI+PMeh5PMB4BcT1/S/D+wWkX1zG9LkjDE9iX+9wD8xdsl3PrsCXEk7m3yWsYQx330EOG6M6Z2rABZqgiikdYe6CYkJ368BZ4wxX5rreAohIjUiUpl47gLuB96e26gmZoz5vDFmtTFmPWP/DbcZYx6Z47DyEhFPomiBxGWaB4F5XZlnjLkGvCsimxNvfQiYt8UWaX6ZOby8BMXr5jqjJmrdMcdh5SUi3wN2ActF5ArwX4wxX5vbqPL6APBpoCNxTR/gC8aYf57DmCazEvhmovLDAvy9MWZBlI4uIHXAP439/YAV+K4x5kdzG1JB/gPwncQflBeAfzvH8eQlIm7GqjR/a07jWIhlrkoppWbfQr3EpJRSapZpglBKKZWTJgillFI5aYJQSimVkyYIpZRSOWmCUEuSiHxDRP7bBJ89JiI/LXZMiWNPGFeebV4RkdtnOI4tIvKzmdynWng0QahFIdGC+v65jmMqZiIRicgvACPGmDdnKCwAjDEngMHE/tUSpQlCqYXtceDbs7Tv7zDHC7XU3NIEoeaNxFnA50XktIgMiMjfiYgz7fM9iRuoDIrIz0RkS+L9bwNrgedFxCcif5h4/wcick1EhkTksIjcNs24GkXkX0WkP3GTqofTPvuGiPy1iPxvERkRkSMisiHt8wcT2wyJyNMi8hMR+Q0R+Tngb4DWRMzp7aerJtpfVlx2YDfwk7T3SkTkCyJyPrH9GyKyJvGZEZEnRORc4rP/KiIbROTVxE1p/j6xz6RDwIdExDGd35ta+DRBqPnmV4F/A2wAbgX+LwARuQP4OmN/0S4D/hb4oYg4jDGfBi4Dv2CMKTXG/D+Jfb0AbAJq///27ifEqjKM4/j3ERPMJs1mIdNMA4oK0VgQYUbQJikswYWC4yCIKAjSRm1RuChK0xYtQoKmSGohJDSr2qgoQpDKIIiKiH9QpqEJxn8zoIjSr8Xzaq+Hc52Z6x28430+MHDvOXPe885dnOec573zPMBx/I54TFK9of3AnjROJ/BtIdh0Ap8BzwHngW3p2Ga8MNzHac5ngTcBJJ3B7/7/THOeMdJ4JeYC/0r6K9u2KR2/BHgWWAvczPa/B7wGvIGXGe/GP/M24OV0LGmO/cAdYD6hIUWACPVml6Q+SVfxC+O9C9Z64DtJR1NJ75+A2/iFrpSkHyUNS7oNfAq8YmbTxzifD4BLknZLupuaKP0KLM9+p0fSMUl38SD0atq+BDgtqSft+wYYGMU5K41XNAMYLmxbB2yVdDY1UDoh6Uq2f6ekoVS77BSwLzXeuoEH1OJi93A6T2hAESBCvckbQV0GWtLrdmBzSi9dTymZtmz/A1KqZUdKtQwBl9Ku5jHOpx1YWDhvFzAr+538on8TeCa9bsn/Hnnhs/xuv5JK4xVdA5oK29qACw8ZOy8dfavkffFcTcBE6b4WamxCVnMNT7S8z8eL/N/now/YJqlSuqVYdXIV3ob2HTw4TMcvqGXNph6mDzgsafEYjwP4G+9VAtwvod6a7X/USpnn0rAvpHQQ+HznUIMS3GbWAkzBU2OhAcUTRKg3G82s1cxmAp8Av6Tt3wMbzGyhuWlm9v693gT4nfDsbJwmPAV1BXga2F7lfH4D5pnZajN7Kv28nhaZR/I70GFmy8xsMrCRB588/gFaCwvDoybpDnAAeDvb/APwuZnNTZ/TAjN7vprx8fL0B1OKLjSgCBCh3uwB9uE1+y8CXwBI6sXXIXbhTwLngTXZcV8CW1MaaAvwM56i6sebwxypZjKShvGmOCvxp5kBYCcw4jd7JA0CK4Cv8ED1EtCLBy6Ag8BpYMDMBquZH75Yvzp7/zWwF/8Mh/CmT1OrHLsL/6ZVaFDRDyLUDfPWm+skHXjccxkPZjYJX4PoknSohuP+AXxYy3+WM7MOoFvSolqNGSaeWIMIYRyZ2bvAUXwB+CN8DaSqp5lKJL1Vy/HSmCeBCA4NLlJMIYyvRfi3igaBpcAySbce75RCGJ1IMYUQQigVTxAhhBBKRYAIIYRQKgJECCGEUhEgQgghlIoAEUIIodR/d4h39Us7mC4AAAAASUVORK5CYII=
" alt="" />
 

2. k-means 모델 사용

In [7]:
# -*- coding: utf-8 -*-
from __future__ import unicode_literals
import numpy as np
import matplotlib.pyplot as plt
from sklearn import cluster
from sklearn import datasets # iris 데이터를 로드
iris = datasets.load_iris()
data = iris["data"] # 초기 중심점을 정의
init_centers=np.array([
[4,2.5,3,0],
[5,3 ,3,1],
[6,4 ,3,2]]) # 데이터 정의와 값 꺼내기
x_index = 1
y_index = 2 data_x=data[:,x_index]
data_y=data[:,y_index] # 그래프의 스케일과 라벨 정의
x_max = 4.5
x_min = 2
y_max = 7
y_min = 1
x_label = iris["feature_names"][x_index]
y_label = iris["feature_names"][y_index] def show_result(cluster_centers,labels):
# cluster 0과 중심점을 그리기
plt.scatter(data_x[labels==0], data_y[labels==0],c='black' ,alpha=0.3,s=100, marker="o",label="cluster 0")
plt.scatter(cluster_centers[0][x_index], cluster_centers[0][y_index],facecolors='white', edgecolors='black', s=300, marker="o") # cluster 1과 중심점을 그리기
plt.scatter(data_x[labels==1], data_y[labels==1],c='black' ,alpha=0.3,s=100, marker="^",label="cluster 1")
plt.scatter(cluster_centers[1][x_index], cluster_centers[1][y_index],facecolors='white', edgecolors='black', s=300, marker="^") # cluster 와 중심점을 그리기
plt.scatter(data_x[labels==2], data_y[labels==2],c='black' ,alpha=0.3,s=100, marker="*",label="cluster 2")
plt.scatter(cluster_centers[2][x_index], cluster_centers[2][y_index],facecolors='white', edgecolors='black', s=500, marker="*") # 그래프의 스케일과 축 라벨을 설정
plt.xlim(x_min, x_max)
plt.ylim(y_min, y_max)
plt.xlabel(x_label,fontsize='large')
plt.ylabel(y_label,fontsize='large')
plt.show() # 초기 상태를 표시
labels=np.zeros(len(data),dtype=np.int)
show_result(init_centers,labels) for i in range(5):
model = cluster.KMeans(n_clusters=3,max_iter=1,init=init_centers).fit(data)
labels = model.labels_
init_centers=model.cluster_centers_
show_result(init_centers,labels)
 
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C:\ProgramData\Anaconda3\envs\machine\lib\site-packages\sklearn\cluster\k_means_.py:969: RuntimeWarning: Explicit initial center position passed: performing only one init in k-means instead of n_init=10
return_n_iter=True)
 
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C:\ProgramData\Anaconda3\envs\machine\lib\site-packages\sklearn\cluster\k_means_.py:969: RuntimeWarning: Explicit initial center position passed: performing only one init in k-means instead of n_init=10
return_n_iter=True)
 
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EVIvK0iKzy/QqlURU7PLHr48eP86//+q8cP37c8o5qENpOZ7Nnz2br1q3k5OQwf/58Pvzww6D6/OGHH3LxxRfT3NzMc889F3AgCGYnMd8SEW+++SZnzpwJ6lwoNZRZTS19Afg+0AVU9fpSQ5gndt3U1ER9fT1NTU1BlUUIZaczgKSkJH7+85/z7//+79x222089thj3swafzo7O3nkkUe46aabGDduHGPHjh3wE3swaaKec5GZmUlubi6ZmZlaIkKNGFYvOrsRmGSMGXibLTWkeMoiPPPMM3R2dlJdXc03v/lNy2URfKuJDlRauj+33norl1xyCXfffTc7duzoUYSut2XLlrFnzx6uvvpq5s6d2285it5800Tz8vIC3te3RMSJEyfIy8tj/vz5WiJCjQhWB4MyYAzu1FI1DGzatIldu3YB8PHHH1NaWkpBQQFbt25l8uTJ3ts/9alPcd1113mPC2Wns4FMnDiR+++/n//4j/8IeL9z584xduxYjDF87nOf49y5c4hIj3TPUNJEPcfk5OTgcrk4cOAA+fn57N+/n8zMTHJycti1a5eWiFDDmtXB4G7gVyLyJr1CQ8aY58PeK5vEUgkGf6zu8BWs9vZ21q5dS21tLWPGjCE5Odm7Y5nn9nHjxvUp+RDKTmdWrFu3ji984QsB73P33Xfz5JNPEhcXx+9+9zvmzJnTJ90zlDRRLRGhlPU1g3uAK4E7gW/4fH09Mt2yRyyVYPAn1Jj8QG6++WbWrFnDvHnz+lQF7ejoYMGCBaxevZobbrihx3FFRUU8+eSTFBUV9XvcpZdeyuOPP94j538gLpeLDRs28PnPf957W1lZGV//+td7PO/bbruN2tpampqa6Ozs7LdsQyjlHrREhFLWB4N/AOYbY4qMMVf6fF1ltSEROSoiu0Vkp4jERM5oLJVg8CeYHb6CddFFF/GrX/2q3x3LVq1axUUXXdTvcaHsdBbIX/7yF2bPnk1ubi7GGFatWsXVV19NSkoKn/nMZ/jlL3+JMYa8vDxmzZrFRRddxIQJE/zm/YdS7kFLRKiRzmqYqAo4Hob2rjHG+C8qE2GxWoLBV++Y/NatW0lOTqa4uJgLLrjAe3swMflAduzYQVtbGydPnvSGjLq6utixYweLFy/2e5xnp7PKykpOnDjBxIkTMcYE3OnMH0+IqK6ujm984xtUVFSwbt06MjMzWbBgAf/0T//Ehg0bWL16NV/60pd48cUXWbhwYcA4vm+aaFlZmTf9NFC5By0RoUYyqzODfwN+KyKXi8g0369Idi7cPLHhDRs2UFxcjMPh6BEb3rBhQ9R3wfLE5J977jlee+01jDE0NjZijAm4w1eo3nzzTZqamrjwwgu57bbbuPDCC2loaGDTpk0Bj/PsdDZ16lRvVdCBdjrrj2ffgfHjxzNv3jwmTpxIcXExF154IcXFxZSUlLBgwQIqKyuZM2cOF1xwgfdCs0B/q1DSRO3cKU6pWGN1ZvBM97/Let1ugDiLj2GAN0XEAL80xvS5YE1EVgIrAW9GSzh5YsOesgO+seHKykoKCwsjUoIhGJ6Y/DPPPMOhQ4eIj4+ns7OTUaNG0d7e7neHr1BVV1fzne98h4suuoiPPvqIm2++mf379/PRRx8FPM6z01lKSgpbt27lsssuY9GiRQF3OuvPu+++S21tLQ888AC/+tWvuOWWW4C+O5ZdeumlbN68mW9/+9s4nU5cLlfAHctCSRO1c6c4pWKNbeUoRCTXGHNKRHKATcC3jTFb/N0/kuUoYrnsgCeU1dLSwqOPPorL5SItLY2mpiYSExP50Y9+RHJy8qBDWaHuuBXunbqefvppNm7cyOrVq3sMcP52LDt9+jQlJSV89rOf5Z577ol4/5QaSiK+05mI5AFOY0ydz21ZQLJvNdNAPPczxlSLyKvApYDfwSCSYjk27All7d27lzNnzpCQkEBTUxPGGNrb2/nd735HYWHhoNMcQ02n7H0cwPr161m0aFFIaZgPPPAADzzwgN/+eXYsS0hI4NixY4wbN45LLrmE5ORk76AQjuflayikHCsVblbXDF4DJva6bSLwqpWDRSRVRNI93wPXA2GvdGpVLMeGPeGRzs5OmpubmT59Ol/96leZPn06zc3NdHV1hSXNMdR0yt7HNTU1sX//fpqamsKahtl7x7Ls7GzGjBlDdnZ2wB3LwpEmOhRSjpUKN6uDwUW9y1l3/zzT4vHjgfdF5GNgK7DBGPNn690ML09seOnSpWRmZrJ06VKWL19OY2NsXGCdnp5Obm4u1157LcuWLWP8+PEsW7aMa6+9NmBKZSjthJJO6XtcWVkZHR0d7Nu3L+xpmL47lo0ePZq4uDgyMzMH3LFssGmiQyHlWKlws7qAfFZECowx3pxHESkAaqwcbIw5DMwNoX8R0btevIgwc+ZMZs60OrZF3te+9jXWrVtHbW2tN5Q1a9YsbrvttrC2E2zIzJP6ev78eUpKStizZw8ZGRns3r0bEUFEGD169KBTXz2xf4fDQUtLC5WVlcTHx7N//34mT56Mw+GwlFpq5XkNhZRjpSLN6szgv4B1InKLiMwWkc8BLwO/ilzXRja7QlnBtuNJfV21ahWlpaVkZmYyduxYMjMz+eijj1i1atWAqa9Wykp7Yv9r166lvLycCy64gOuuu44JEyawb98+fv/731tKLZ00aRITJ05k8uTJfp9X75TjuLg4ysvLiYuLCyrlOJhy2UrFGqszg8dx74H8FDAJ9wVovwaejlC/Rjy70hyDbceT+vrggw9SV1dHQUEB+/fv9x4/ZswYHn/8cUsx+VmzZvmtJOqJ/VdVVZGdnc0ll1zCqFGjWLRoEUlJSSQkJFhKLU1LS+Pll1/m9ttvZ+rUqf0+r94px57F6okTJ3rXGaykHFt5XkrFKt3pTIXE6XRy77330tHRQVVVFRdccAFxcXE8++yzAxbU27JlC8XFxSxcuJArr7wy4H0HmwYcSltnzpyhoqKC6dOnM378+Ii0pVQkRCS1VETmGmM+ttC4pfup4cETXz948CDV1dXU1dXR0NBAY2MjY8eOZePGjUyfPr3fEtEeZWVlNDY2snfv3gFj8sGWlRhMCeuamhqOHDnC8ePHSUxMpLy8nJaWFt5//33Gjh074DUNutaghrJAYaJnRKQBWAO863s9gYhMAK4GvgykAZYL1qmhzRNf37hxI5WVleTn5zN16lScTidHjhzht7/9LTfddFPAEtFtbW2cPn2acePGDZj774n9T5kyxVtW4tixYxw9erTfwWAwJax37NhBVVUVBQUFzJ8/nx07dlBWVkZNTQ0LFiyIyDUNSsWKgGEiEbkFuBdYAnTi3twmHRDgLWCVMeZPkeiYholiV2NjI9/61rdITU0lNzfXG1I5efIkTqeTn//8533i642Njd6YfH19PQcOHGDGjBmMHj2aSZMm+Y3Jv/XWW0ycOJGqqipKSkq4/PLLycnJobKysk9WWH9tTZw4ERHBGENlZaXfthobG/m3f/s3Ojo6vOsTXV1dbNu2jYSEBO6///5++xdKW0pFymDCRJbWDEQkAZgOZAJ1wEFjTEcoDVqlg0Fs8oRG2tvbef3116mqqiIjI4OGhgbGjx/P5z73ORISEvoNw4RyjEewZSVCWWsIdX0ilsubqJFlMIOBpdRSY0y7MabMGPOhMWZfpAcCuwyFVMDW1lY2btxIW1tbtLsCfBIaWbduHQcOHKC5uZndu3fjdDo5cOAA69at65OG2fuYlpYW9uzZY+kYT7qnJ6XV9/ZA6Z6+1xkcO3bMOxjV1tb6fW6+6xNvvPEGZ86cGfCYUNvyGAqvQTUyWL3OYFgaCmUHysvL2blzJ/v27Yt2V4BP0jCzsrJwOp2kpqaSkZFBSkoKTqeTMWPG+N1JzHPMuHHjepSWCHSMp6zEoUOHKCsr4+DBg5bKSoRynYbnmKysLPLy8sjKyrJ0bcdgrgkZCq9BNTKM6MEg1ssOtLa2UlpaSn5+PqWlpTEzO/CUiZg7131R+aRJkwCYO3eu3zIRoZSW8JSV6OjooLS0lIkTJ1JaWkpnZ+eAZSVCKTniOWbChAnExcWRm5trqUzJYMqbxPprUI0cVi86GxaGWipgeXk5nZ2dpKamcv78efbt2xeW3c3CYf78+WzZsoXGxka6urpobm5mzJgxzJ8/v899B1Naora2lp07d+J0OklKSsLpdLJz584BK8wGU3LE07+cnBxcLhcHDhwgPz+f/fv3k5mZSU5OTsDSF6G05RHrr0E1coyowSBcqYCtra28/fbbLFmyBIfDEZG+emYF48aNA2DcuHGUlpYya9asAdu0o3/79++nvLycwsJCZs2axb59+9izZw8HDhzo8yYdKHVz37591NXVMX/+/H7P+65du9i5cyf5+fnExcWRmprKjh072Lt3r6Vy41bKUduZIqrpqCpWWQoTiUi+iPxORMpE5LjvV6Q7GE7hKG8M9sTxPbOCxMREAG+hNStt2tG/srIy5s6dS1FREWlpaRQVFTF37lz27t3b576e856bm0thYSGLFi0iLS2NRYsWUVhYyIQJE/ye93feeYfc3Fzy8vKor68nLy+P3Nxc/vKXv1jqp5WYfLheF1bY2ZZSwbC6ZvA7oAv4DrCi19eQMtjyxnbE8XvPCjw8s4NAbdrVv/j4eAoLCxERwB0aKSwsJD4+vt8209PT+f73v8/kyZO9Rey6urqYPHky3//+9/s97/X19VRWVjJr1izq6+vp7Oykvr6eWbNmUVlZSUNDw4B9tRqTH+zrIhh2tqWUVVbDRHOARcaY8OzCHmWD2enMjjh+71mBh+/swF+bsdw/z3k/ceIEmzZt4vrrryc+Pt5vWek1a9Z41xpqamrIzMykpqaGpKQkzp49y7PPPsuKFSvCViLCzh3wYnm3PTUyWZ0ZbAH6rgwOUaGmAvqL44fz07e/WYFHoDZjvX+e8+50Omlra6O5udnvea+rq+PVV1+lqamJkydPEhcXR3x8PHFxcZw8eZKmpiZeffXVPrOD3tcnOByOHjH5QNcn2LkDXizvtqdGpkCF6n7s8+NR4A0ReQU443s/Y8w/R6ZrkRNqeehAcfxwffr296nbI1Cbsd6/pqYmbrrpJl544QXGjRtHTU0NK1as6Deev2vXLm/KamNjI6mpqQAkJSXR2NjIhAkTMMawY8cOZsyY4T2udzlq35h8ZWVlwHLUdpUNt7stpawIFCaa1Ovn14GEfm4fckLZ6WygOL6VLB8rjh8/TldX14BvCsePH+/xZhvL/fNN3SwvL+fMmTNMmjSJU6dOUV5ezsyZM/ukbu7Zs4e4uDi6uro4d+4cjY2N3npBbW1tZGRkEBcXx549fbfS9sTkV69eTWdnJ/Hx8T1i8v6yiuzcAW8o7LanRha/g4Ex5qt2diTWDSaOH4xly5ZFpX9W01FD6Z8ndFNVVcXBgwdJS0vj+PHjZGVlsX79em86qm865aOPPgpAVVUV69atw+VysWnTJm644QYSEhK47bbbAsbWNSavVHCsppb2W2RFREbENfSDiZPbIRz9i2Q6qid0k56eTnt7O+3t7Zw5cwaXy0V7ezvp6el+0yk9sfWzZ8/S0tJCVVVVxEtEKDUSWV1A7jOv7q5kGhfe7sSmYOLk0TDY/tmRjpqQkEBSUhJpaWmcOnWKrKwsTp06RXp6Og6Hw2/fm5qaWLJkCSdOnKCwsJATJ05w7bXXRrREhFIjUcDUUhF5DzBAkohs6fXricCHkepYLAk1jm+XwfavvLyc1tZWKisryc7ODirkZTW8VF5eTmNjI/X19TidTrq6umhtbaWuro7Gxka/bV577bW8+OKLuFwuzp49izGGiooK7rrrroD90pi8UsEZ6DqDX+HeyObTwK99bjdAFbA5Qv2KKaHG8e0ymP55ZgWtra0cPnyYtLS0oBacPeGlCRMm+B1APG20tLRw8uRJJk+ezKRJkzhx4gTHjx/3/r6/Nuvr69m4cSOJiYmcOHGCSZMmsXHjRm6++WYyMjJCft5KqZ4ChomMMauNMb8B5nd/7/l63hjzhjFGi7APcZ5ZwbFjxxg/fjzHjh2jra3NUsjLanjJE8Y6c+YMU6ZMoaCggKSkJAoKCpgyZQqnT5/2G8b685//TFtbGzU1NWRlZVFTU0PfsCHKAAAgAElEQVRbWxt/+lNENthTasSyumbwGRH5u36+/lZErhaRyFRDUxHlOyvo6uoiKSmJrq4uWlpaLK0d+F7tHGhN4vjx47S1tdHQ0EB6ejo1NTWcO3eOmpoa0tPTaWhowOVycfx4z1JXvrMCYwwJCQkYY0hMTGTjxo2WylEopayxWo7iy8BC3KGhStzrBeOBUmAqgIjcaowZUvtUhlrd046qoINpK5g4vmdW4Am5ZGRkcOzYMZKTkwOuHXgGkoyMDLZt28bMmTP9hnqWLVvGzp07cTgc/WYMnTp1issuu6xPW55ZQWNjIykpKQCkpKR4B5E//elPA64dKKWssToz2As8ZIyZbIz5jDFmMu6idTtwDwz/Cfw8Qn2MmFDTKe3cfSyUtqwc03tWEB/v/lwQHx9vaXbgmRVUV1dz+PBhqqqq/M4OQkl97T0riItzJ67FxcXp7ECpCLA6GPwN8Itet/0n8LfGXeTlp8DsgR5EROJEZIeIrA+um+EXajqlnbuPhdJWMHH83rMCD8/swN/age+soKKigvHjx1NRUcHo0aP7bTOU1FfftQLPrMDDMzvQtQOlwsfqYFAFfK7XbZ8FPBedJQFWFpP/AYiJzXytxrvDdZxdfQwmjn/69Glqamqor6/n3Llz3q/6+npqamo4depUnzi+bxvV1dU91hr8zQ58U1/9fXV1dfVoa8+ePdTX11NVVUV1dTWnT5/2flVXV1NVVUV9fX2/5SiUUsGzumZwH/B7EdkDnMBdn6gQ+GL37y9jgDCRiEzEPYA8BjwQUm/DJNRdxAaz+1iofbQSkw+lf9dffz3V1dUsWLCAxMREmpqaWL9+PcuWLSMlJQWXy0VdXR033HCD337t2bOnx1pDRUUFixYt6tNmKKmvP/rRj3jhhRfIysrqd0bh6d+KFUNuSw2lYpKlmYEx5k1gGvAs7nWCXwLTum/HGPOmMeaRAR7m34Hv4t4kp18islJESkWk1LcmfbiFuovYYHYfC7WPVmLyofSv93137NhBWVkZ27ZtC3hs71lB77UGK/0M5vnH6lXfSg03VsNEGGNqjDFrjDFPdF9nUGP1WBG5Bag2xmwboI1VxpgiY0xRdna21YcPSqi7iA1m97FQ+2g1Jh9K/3xDNwcOHGDLli1kZmayZcsWDh482G/oxnNcW1sbH330Ee3t7T3CS+3t7Xz00Uf9pokGK5TQklIqdJbCRCKSjzu8Mw9I8/1dd2bRQBYBy0TkZtzrCxki8oIx5u4g+ztooVb3tKsqqG9bvjF5p9NJVVUVSUlJlvYyGKh/vqGbF198kfz8fE6ePEl+fj65ubl+UzZDTRMNVqxf9a3UcGPLHsjGmB8YYyYaY6YCdwGbozEQhFrd086qoL1nBb1j8v3NDgbTP08KZ21tLe+99x51dXUBUzZjvYKrUio0VgeDOcCXjTEbjTHv+n5FsnPhFmoc2s6qoKHE5AfTP08K544dO3jiiSfYvn07LpfLb8qmxvKVGp6sZhN59kAOGPO3whjzDvDOYB8nFKFW9wxHVVCrm9T7xuRTUlI4d+6c93ednZ189NFHXHbZZT3aCrV/nllBXV0ds2fP5rvf/S4bNmzwzg76KwYX6xVclVKhkf42Bu9zJ5Ff4A7v2LYHclFRkSktHVLVLfrV2trKCy+8QGpqKvv372fmzJk0NTWxYsUKv2sHO3fupKSkJKIxeXCvFbz22mts3ryZV199lUWLFvH+++9z2223sXTpUm699VYt96DUECIi24wxRaEcazVMlErPPZB9v1QAwaaI2hWT7z0rWLRoEQBXXHEFs2bNGnDtQCk1vFi9zuCr/r4i3cGhzHcx+ODBg4wfP56DBw8GTBG1Kybvu1bw2GOP9fjdY489NuDagVJqeLG6ZoCIzAJuB8YbY74lIjMAhzFmV8R6N8T1lyLa3NwcMEXUrpj8nj17OHz4MDNnzvTOCjyuuOIKZsyYwaFDh7Tcg1IjhNU1gy8C/xdYB/yNMSZDRIqAx40x1wY+OjRDfc3Ad63ggw8+ID09nfj4eDo6OmhsbOSKK64YcO0gklwuFzNmzOCFF17oMxgAvP/++6xYsYIDBw6QkNBnC+xBsbMEuFIjiR1rBj8GrjPG3At0dt/2MTA3lEZHArvKNoTq+eefZ/r06f0OBOCeHRQUFPD888+HvW07S4ArpayxOhjk4H7zB/f+x55/B55WjFBWyja0tbVFpZyCy+Xiscce4+GHHw54v4cffphHH32U9vbw7W5qZwlwpZR1VtcMtuG+2tj3Y+JdwNaw96jb+fPnaWtrG7JhBLvKNvRnoDDMQLMCD9/Zwde+9rWw9C2Yay6UUvaxOjO4D3hURN4FUkXkDeD/AP87Uh1raWkZ0mGEaJZtCBSGsTor8Ajn7MBfiW2dHSgVfVZTS8uBmcAzwI+A/wYuNsYcjFTHEhMTh/QbRbTKNgwUhrE6K/AI59qBnSXAlVLBsZxaaoxxAmsj2Jce4uLiLFUDjVXRKtsQKAzjmRW88MILQT3mww8/zIoVK/jyl78ccmbRQCW2I7FBkFLKOr+DgYi8h4UFYmPMVWHtkY+h/EYRjRLMA+10FuyswCMcaweDLQGulIqsQDODX9nWCz/0jSI4gcIws2fPDmlW4DGY2YHV9ZOhOOgrNVz4HQyMMavt7Ig/+kZhzUBhmL/+9a/esNVLL70UUhtdXV2sXr2ar3/960EdF8z6iQ76SkWH5TWDaInFN4pQrqCN9FW3A4Vhzp8/z+WXX84rr7wSchuXX345aWlpA9+xFy17rVTsi/nBAGJvduBJ3ZwwYYLlN69QjrHKShgmLi6O559/PirnT7ewVCr2Wb3OIKpiKQUxlCtoI33Vre4+ppQarJidGbhcrj5hhVgII4RyBW2kr7rVMIxSarACpZb+2MoDRGqns+zsbL75zW9G4qFDNlDqZriOCZaGYZRSgxUoTNR7RzN/XyNGKFfQ6lW3SqmhIFBqqe5i5iOUK2j1qlul1FAR1AKyiKSLSL6ITPN8RapjscbKFbThOEYppaLB0mAgIrNFZAdwHqjo/jrY/TXshVKBNJpVS5VSKlhWZwb/F3gbGAM0AFnAL4GvRKhfMSWU1E1N91RKDSVWU0vn4t72sl1ExBhzXkQeAvYAoRW7GUJCSd3UdE+l1FBidTBoBRKAduCciEwG6oCxkepYLAkldTNc6Z66ebxSyg5Ww0TvAXd0f/8ysBF4F9gciU6pT+jm8UopO1iaGRhj7vD58Ye4w0PpgKXKpiKSBGwBHN1tvmyMsbbv4gjWu4yFpqIqpSLFajbRg57vjTFdxpgXjDH/CdxrsZ02YIkxZi4wD7hRRC4PurcjjG8ZC11sVkpFktUwkb+SEz+ycrBxa+r+MaH7a8Bd1EYy3TxeKWWngGEiEVnS/W2ciFwDiM+vpwGNVhsSkThgG1AAPGOMKennPiuBlQCTJ0+2+tDDUqAyFpp9pJQKt4HWDH7d/W8S8F8+txugCvi21YaMMZ3APBHJBF4VkUJjzJ5e91kFrAIoKioasTMHLWOhlLJbwMHAGJMPICLPG2O+HI4GjTH1IvIOcCPuhWjVi24er5Sym6U1A2PMl0UkQUSuFJE7AUQkVURSrRwvItndMwJEJBm4FigPtdPDmZaxUEpFg9VsoouBA8BzfBI6upqeoaNAJgBvi8gu4CNgkzFmfZB9HRG0jIVSKhqsXoH8n8A/G2PWiEhd923v4h4cBmSM2QXMD6F/I46WsVBKRYPVwWAOn9QgMgDGmObukI8KI921TCkVDVavMzgKXOJ7g4hciruUtVJKqSHO6szgn4ANIvIskCgiP8B99fE3ItYzpZRStrGaTbQeuAnIxr1WMAW4zRjzZgT7ppRSyiZWZwYYY7YD/yuCfVFKKRUlVlNLE0XkxyJyUESau//9P93VSJVSSg1xwaSWzgDuA47hDhP9AMgD/i4yXVNKKWUXq4PBcuBCY0x9989lIlKCO5tIBwOllBrirKaWngFSet2WDJwOb3eUUkpFg9WZwRrgzyLyc6ASmAT8f8DzPmWuMcboNphKKTUEWR0M/r773x/2uv1ePtntzODe40AppdQQY3UP5PxId0QppVT0WF0zUEopNYzpYKCUUkoHA6WUUjoYKKWUQgcDpZRS6GCglFIKHQyUUkqhg4FSSil0MFBKKYUOBkoppdDBQCmlFDoYKKWUQgcDpZRS6GCglFIKHQyUUkph02AgIpNE5G0R2Scie0XkH+xoVymllDVWdzobrA7gO8aY7SKSDmwTkU3GmDKb2ldKKRWALYOBMeY0cLr7+0YR2QfkAToYqBGpubmZgwcPsmfPHpxOJykpKRQWFjJ9+nRSU1Oj3b2QDdfnNRKIMcbeBkWmAluAQmNMg7/7FRUVmdLSUru6pZRtqqurWb9+Pe3t7YwZMwaHw0FbWxu1tbUkJCRwyy23kJOTE+1uBm24Pq+hRES2GWOKQjnW1gVkEUkD1gH39zcQiMhKESkVkdKzZ8/a2TWlbNHc3Mz69etJTk4mNzeXpKQkRISkpCRyc3NJTk5m/fr1NDc3R7urQRmuz2sksW0wEJEE3APBb40xr/R3H2PMKmNMkTGmKDs7266uKWWbgwcP0t7eTlpaWr+/T0tLw+VyUVFRYXPPBme4Pq+RxK5sIgF+DewzxjxtR5tKxaI9e/YwZsyYgPcZO3Ysu3fvtqlH4TFcn9dIYtfMYBGwAlgiIju7v262qW2lYobT6cThcAS8T2JiIk6n06YehcdwfV4jiV3ZRO8DYkdbSsWylJQU2traSEpK8nsfl8tFSkqKjb0avOH6vEYSu64zUGrYCiadsrCwkJKSEsaMGcOpU6c4duwYbW1tOBwOpkyZQm5uLjU1NSxcuDBKzyY0g3lemo4aG2xPLbVKU0vVUBBsOmVzczPPPfccZWVlJCQkkJaWRkJCAu3t7TQ1NdHe3s7s2bP5xje+MaTeCEN9XpqOGl5DJrVUqeFksOmUvT+IxeoHs2BZfV6ajhpbdDBQKkShpFMePHiQ5ORkrrvuOmbOnEl7ezt1dXW0t7czc+ZMrrvuOpKSkoZcCmYoz0vTUWOLrhmomBZqPDmU44I9Jph0yrlz5/Y4prW1lcrKSsrKymhtbSUpKYn4+HiysrL6HDPYc2EH33Phb2bg71wE4u9cqPDTwUDFrN7x5IyMDNra2igpKWH79u1+48mhHBfKMU6nk4yMjIDPITExkbq6uh7H1NfXs3btWk6dOsWoUZ9MzisqKiguLuaLX/xinzTNUM+FXZxOJ11dXZSWltLZ2UlaWhopKSm0t7dz4MABDh06xCWXXEJbW1uPY4I9fypyNEykYlKo8eRQjgu1LU86ZSC90ykPHTrET3/6U7Zv387ChQt54IEHePjhh3nggQe47LLL2LZtG0899RSHDh0adP/sNGrUKP7617+SmJjImDFjSExMRER6/FxcXNxj8Avl/KnI0cFAxaRQ48mhxvFDaauwsJDa2tqAz6OmpoaLL74YgFWrVvHrX/+a++67jxMnTrBmzRruvfde/vZv/5Z7772X3/72t1RWVvLtb3+b//qv/2LVqlWD6p+d0tLSaGhoIDk5ud/fJycnc/78+R4zgWDPn4osDROpmBRqPNlzXFVVFVu2bGHHjh3efPf58+dz1VVXhS12PX36dLZv305TU1O/b9RNTU0kJiZSUFDAqlWreOKJJyguLqagoMBvO1lZWTz44IMsX76cG264AXB/gvasM/jL4Q93bP3IkSO89NJLvPnmmzQ3N5Oamsr111/PnXfeSX5+fp/7Nzc3k5GRQUNDA06nk+rqajo6OoiPjycnJ4eUlBRGjx5NY2Oj95hgzl+4xPK6S7T7pzMDFZNCLW/gdDqpqKjg6aefpri4GIfDQXZ2Ng6Hg+LiYp5++mkOHjzY47hQ20pNTeWWW26hpaWFkydP0traSldXF62trZw8eZKWlhZuueUWysrKePjhh3njjTcsv7EVFBTwxhtv8PDDD1NWVkZLSwvvvfceBw4cICEhgaysLBISEjhw4ADvvfceTqczbKUetmzZwooVK3jllVdITk5m8uTJJCcn88orr7BixQq2bNnS55jOzk7mzJnD3r17OXDgAIA3vHPgwAH27t3L7Nmz6ezs9B5j9fyF602wurqal156iZKSEhwOBxdccAEOh4OSkhJeeuklqqurw9LOUO2fDgYqJoUaT25qauI3v/kNiYmJjB8/nuTkZEaNGkVycjLjx48nMTGR1atX09TUNOi2AHJycrjzzjtZuHAhbW1tVFVV0dbWxsKFC7nzzjvJycnhZz/7Gd/73veC/oRbUFDAd7/7Xd577z1L8fi4uLigHr8/R44c4Yc//CEpKSnk5+eTlpbGqFGjSEtLIz8/n5SUFH74wx9y5MiRHsfFxcWxd+9e5syZw4wZMwC8g9OMGTOYM2cOZWVlffpo5fyFQ6yvu8RC/zRMpGwTStmGuLg4v+Gejo6OPuUNjh49Sltbm983kfT0dOrq6jhx4kSftgZTIsJfOmV1dTUbNmzg5z//eVDnyuMrX/kK//Iv/0JOTg5Tpkxh7969HD16FJfLRWJiIlOnTmXq1KmcP3+e9PT0fh+jurqazZs3884773hDMosXL2bJkiV9ztNLL72Ey+UiLy+v38fKysqirq6Ol19+mYceesh7e2pqKg0NDUybNo2MjAzGjx/f59hDhw7128fU1FTmzp0b0fRRz7qLv9L4aWlpnD9/noqKiqik9A6mf+Gig4GyRbCpkdOnT+d//ud/eO211zDGkJGR4T2muLiYkpISli9fzooVK3q08/HHH5Oenk57ezsJCQl9+tHe3k5GRgbbt2/v0dY777zDpk2bvKUUfNMiPSGO/j7ZD/S8jh8/zuc//3mysrJCOm9jxozh1ltvZdeuXZSXlyMipKam9ujf/v37KSwspKGh78aBe/fu5amnnsLlcpGTk8PYsWNxOp28/vrrvPHGGzz44IPMmTPHe/8333zT7xuSR05ODhs3buwxGDQ1NZGRkUFLS0u/i8gtLS2MHj263z7aIdR1IbtSemPhmgsNE6mIC2UKXF1dzdtvv018fDzp6ek9QiPp6enEx8fz9ttv94mjtra2MnXqVLq6unA6nXR2dmKMobOz05sLP2XKFFpbW/vtq+cTfe9/Q31eW7Zs4dJLLx3U+Vu4cCF1dXXExcWRlJTkDbX4/nzq1Cnq6+t7HFddXc1TTz1Famoq06ZN6xHymTZtGqmpqTz11FM9zmFzc/OAqZzJycl9whVdXV0sXLgQl8tFTU0NLpcLY0yPny+//HK6uroGdS5CFcq6kJ2hm1goAa6DgYq4UFIjX3rpJQBmzpzJuHHjvAuLXV1djBs3jpkzZ2KM4eWXX+7xWKmpqXR1dTFp0qR+j5s0aRLGmB7T+/5KKdTX1w9YIsLK82pra/MbvrHKc/z06dMZM2YMnZ2dtLa20tnZyZgxY5g+fTrGGI4dO9bjuM2bN+NyufzOSrKysmhra+Odd97x3paamjrgG05LS0uf8EhKSgrJyclceeWV/ZajuPLKK0lJSYnaNQOhrAvZmdIbC9dcaJgoCLGelharQpkC+4Yr/MXj+wtXXH/99bzyyivk5+eTmZlJZmZmn7aqq6u54447+vSvtbWVEydO9CgRERcX57dEhJXnlZaW1iOdMhSNjY3ExcXR0dFBQ0MD586d86ZtigjJyck4HA5Onz7d47h33nlnwBDG+PHj2bx5s/d8eM6fvzdA6Hv+4JN1l9zcXPLz8/tNPz158mTUSlj79s+f3utCdoZuQulfuOnMwKJop30NZaFO0UeNGsWJEyeora1l1KhRJCUlMWrUKGprazlx4gQi0meKfueddwYsYVBXV4fD4eD222/v0b+qqipWr17N1q1bcTgc5OTk4HA42Lp1K6tXr+bMmTP9prEO9Lxyc3P58MMPA95nIO+//z6jRo1ix44dnD59mri4OFJSUoiLi+P06dPs2LGD9vZ24uN7frZramqyFPLxzawK5fyBe9aSkJDQ47F696W/awbs+n8VSv/sDN2Eev7CSQcDC2Ih7WsoC2UKnJSUxNGjR71poXFxcYgIcXFx3nTRY8eO9dlZKz8/n5/85Cc4nU4OHz5MU1MTnZ2dNDU1cfjwYZxOJz/5yU96fHJtb29n3bp13jcj37+v583plVdeob29PejntWjRIl577bWQ6+vU1tbyhz/8AWMMo0aNIj4+nlGjRiEiPX6uqqoiMTGxx7FpaWmWQj6+s4BQzh+Eds2Anf+vQumfnaEbu6+56I8OBhYMhXIAsSyUsgNz586lsbGx34wggISEBBoaGliwYEGf31111VWsWbOGO+64g5aWFk6cOEFLSwt33HEHa9as4aqrrupx/8bGRpqbmwP+fZuamvq8sVp5Xh0dHVx99dWsXr064P38Wb16NdOmTaOzs5Pc3FwyMjK8C7OeLKvc3FxaW1sZO3Zsj2MXL1484CfrqqoqlixZ0uO2YM+fR7DXDNj9/yrY/tldLsOuay780TUDC2Ih7WsoC6XswNSpU3E4HDQ2Nva7ANvY2EhSUhKTJk3qt838/HweeuihHusJ/hw8eJDRo0fjdDppa2vj/PnzdHZ2EhcXx+jRo3E4HGRmZlJeXh7S83rooYe48847ueWWW4Ka5ldUVPDkk0+yYMEC77UFaWlpfdryfLrv/ca1ZMkS3njjDerq6vpdRPaEfBYvXtznd8GcP1/BXDMwmP9Xoa4zBNO/aJTLsOOaC390ZmBBLKR9DWWhTIHT0tK45557cLlcnDlzhpaWFjo7O2lpaeHMmTO4XC6+8pWvBFzotKqtrY38/HyOHz/OqVOnALx/71OnTnH8+HGmTp3aJ2Rg9XldddVVPPLII9xwww2WP+VWVFRwww038Mgjj5CVlcWiRYu8GToul4uuri5cLpc3Y+czn/lMj1IP4P6k+eCDD9Lc3MyhQ4d6hHwOHTpEc3MzDz74YNRKX4f6/8qudYZYCN3YSWcGFnhih73j07601G5gnilwRUUFu3fvpq6ujpSUFBYuXEhBQUG/qYpZWVk88MADfPDBB5SWltLQ0IDD4eCKK65g0aJFjB49esCYrhUOh4MjR44wefJk78ygra2NuLg4cnNzcTgcHD16lMmTJ4f8vFauXAnAlVdeyXe/+13uueeefj+t19bW8pvf/Iaf/vSnPPLII6xcuZLt27eTnJzM0qVLOXbsGEeOHKG5uZnExERmzJjBlClTMMb0W45izpw5PPHEE7zzzjts3ryZs2fPkpaWxvLly1m8eHFU90AI5f+V7zqD78VxnnWGpqYm1q9fz5133hmWN+lgX7dDmQ4GFsRC2tdwEMwU2LdExLx587w58Z4SEaNHjw7bOZ8+fTq7d+9mzJgx3kGotzNnznD99dcP6nmtXLmSBQsW8LOf/Ywf//jHfP7zn+fTn/406enpNDY28tFHH/Hqq69yyy238Prrr1NU5N7XfPHixbz++utMmzaN2bNnM3v27D6PfejQIZYvX95vuzk5Odxxxx190kGjLZT/V9Eo2xDN0I2dNExkQSykfY0006dPp6WlhU2bNvVbqXPTpk20traG5ZxnZGSQkpIS8O+bmpoalk+BRUVFrFmzhgMHDjBnzhx27tzJn/70J3bu3MmcOXM4cOAAa9as8Q4E4I79W0n37C/2H8tC+X8VzDqDCo7ODCzwxA7Xr1/P+fPnGTt2LImJid5L7RMTE4dV7DDW+LvoLFzi4+O5/fbbee2112hqaiIzM9P7962vrychIYEvfOELffL4ByM7O5vvfOc7lu7rif0/9dRT1NbWequxtrS0UFVVhcPhiGrsP1Sh/L/SrTIjR8L9HytcioqKTGlpabS70UNzc7M3dujJYLj44ouHXewwFuzcudMbJjp9+rS3GqnD4WDq1KlMmDDBG0IY7PT9hRdewOFw0Nrayp49e/j444+9VyDPnTuXwsJCkpKSaGtr4+677w7TMwxedXW1N/bvyXBZsmRJ1GP/gxXM/yvP3yrQOkNra2vU/1bRIiLbjDFFA9+zn2N1MFCxyM7/9J6BJ1Ds2lNKYSjGjYdTGZXh/rcarMEMBrpmoGLSSCsFECnDrYzKcP5bRZstg4GI/JeIVIvIHjvaU0PfSCsFEAnDsYzKcP1bxQK7Zga/AW60qS01DIy0UgCRMFzLqAzHv1UssCWbyBizRUSm2tGWGh5GWimASBjOZVSG298qFti2gNw9GKw3xhQGuM9KYGX3j4WAhpXcxgHnot2JKIgHRgMCdALpQCMQBxjgPNARtd5Fl5XXxDigfYD7ACRYeKxYNlL/f/RnhjEmpN2UYuo6A2PMKmAVgIiUhroqPtzouXDT8/AJPRef0HPxCREJOQVTs4mUUkrpYKCUUsq+1NL/Af4KzBCRShH5moXDVkW4W0OJngs3PQ+f0HPxCT0Xnwj5XMTsFchKKaXso2EipZRSOhgopZSK4mAgIpNE5G0R2Scie0XkH/q5j4jIf4hIhYjsEpG+u58PAxbPxWIROS8iO7u//jkafY00EUkSka0i8nH3uXikn/s4ROSl7tdFyXC9oNHiubhHRM76vC6+Ho2+2kVE4kRkh4is7+d3I+J14THAuQj6dRHN6ww6gO8YY7aLSDqwTUQ2GWPKfO5zEzC9++sy4D+7/x1urJwLgPeMMbdEoX92agOWGGOaRCQBeF9ENhpjin3u8zWgzhhTICJ3AU8Ad0ajsxFm5VwAvGSM+VYU+hcN/wDsA/rb1GCkvC48Ap0LCPJ1EbWZgTHmtDFme/f3jbifVF6vu90KPG/cioFMEZlgc1cjzuK5GBG6/9aekpQJ3V+9sxxuBVZ3f/8ysFRExKYu2sbiuRgxRGQi8FngV37uMiJeF2DpXAQtJtYMuqdz84GSXr/KA074/FzJMH+TDHAuABZ2hww2isgcWztmo+7p706gGthkjPH7ujDGdPUxLUUAAAa1SURBVOAuSzHW3l7aw8K5APhCdxj1ZRGZZHMX7fTvwHeBLj+/HzGvCwY+FxDk6yLqg4GIpAHrgPuNMQ29f93PIcP2k9EA52I7MMUYMxf4OfCa3f2zizGm0xgzD5gIXCoivetZjZjXhYVz8Tow1RjzKeAtPvlkPKyIyC1AtTFmW6C79XPbsHtdWDwXQb8uojoYdMdB1wG/Nca80s9dKgHfEW0icMqOvtltoHNhjGnwhAyMMX8CEkRknM3dtJUxph54h77lz72vCxHxFLMLXO96iPN3LowxNcYYz8YPzwGX2Nw1uywClonIUeBFYImIvNDrPiPldTHguQjldRHNbCIBfg3sM8Y87edufwS+3J1VdDlw3hhz2rZO2sTKuRCRCzzxTxG5FPffrsa+XtpDRLJFJLP7+2TgWqC8193+CHyl+/vbgc1mGF49aeVc9FpDW4Z7vWnYMcb8wBgz0RgzFbgL99+8936nI+J1YeVchPK6iGY20SJgBbC7OyYK8ENgMoAx5lngT8DNQAXgBL4ahX7awcq5uB34poh0AC3AXcPxhQ5MAFaLSBzuAW+tMWa9iPwYKDXG/BH3wLlGRCpwf/K7K3rdjSgr5+I+EVmGOyOtFrgnar2NghH6uujXYF8XWo5CKaVU9BeQlVJKRZ8OBkoppXQwUEoppYOBUkopdDBQSimFDgZqBBARIyIFg3yMvSKy2M/vFotIZYBjp3b3wXIqt4hcLyJhv8pcRF4Rkd4X8Smlg4FSVhhj5hhj3rFyXxE5KiLXDrLJnwCPD/Ix+vM48FgEHlcNcToYKBVjROTTwOh+SlUPmjFmK5AhIkXhfmw1tOlgoGwlIt8TkZMi0igi+0Vkaffto0Tk+yJySERqRGStiIzp/p0nzLJSRE6JyGkR+Y7PY14qIn8Vkfru3/1CRBIt9OUaEdnt8/NbIrLV5+f3RWR59/feT/sikiwivxGROhEpAz7tc8wa3FeOvy4iTSLyXZ8m/1ZEjovIORH5xwBduwl4t1df54jIJhGpFZEqEflh9+3/IiK/F5EXus/pbhG5SER+ICLVInJCRK7v9fjv4C5/rJSXDgbKNiIyA/gW8GljTDpwA3C0+9f3AcuBq4FcoA54ptdDXIN7o6Prge/7hGI6gf8NjAMWAkuB/2WhS38FCkRkXHc8vxCYKCLp3bWALgHe6+e4h4ELu79u4JN6OBhjVgDHgc8ZY9KMMU/6HHcFMKO7f/8sIrP89OtiYL/nB3FvePQW8Gfc56YA+IvP/T8HrAGygB3AG7j/b+cBPwZ+2evx9wFz/bStRigdDJSdOgEHMFtEEowxR40xh7p/9/fAPxpjKrurLf4LcHuvRddHjDHNxpjdwH8DXwIwxmwzxhQbYzqMMUdxv/ldPVBnjDGtQClwFVAE7ALex10r6nLgoDGmv2KAdwCPGWNqjTEngP+w+PwfMca0GGM+Bj7G/xtyJtDo8/MtwBljzP9vjGk1xjT22tfgPWPMG901/H8PZAOPG2PacVe1nOopeNetsbsNpbyiWahOjTDGmAoRuR/3G/0cEXkDeMAYcwqYArwqIr6bdXQC431+9t3o6BjuT9CIyEXA07jf0FNwv64D1Xr39S6wGHf543dxz0iuxr3l5Lt+jsntpy9WnPH53gmk+blfHZDu8/Mk4JCf+wJU+XzfApwzxnT6/Ex3W/Xd36f7fK8UoDMDZTNjzO+MMVfgfvM3uPepBfeb603GmEyfryRjzEmfw333tpjMJ3tb/Cfu0s7TjTEZuCu+Wt3u0DMYXNX9/bu4B4Or8T8YnO6nLz2epsW2/dkFXOTz8wncIalwmYV7ZqKUlw4GyjYiMkNEloiIA2jF/anV8wn2WeAxEZnSfd9sEbm110P8k4ikiHvLz68CL3Xfng40AE0iMhP4ZhDd+hB3HP9SYKsxZi/ugeoyYIufY9YCPxCRLHHvRfvtXr+vAqYF0Yfe/kTPMNd64AIRuV9EHN1rGpcN4vGvBjYO4ng1DOlgoOzkwJ3nfg53yCQH96d4gJ/h3pzkTRFpBIpxvyH7ehf33hZ/AZ4yxrzZffuDwN/gjoU/xyeDxICMMc24txTda4xxdd/8V+CYMabaz2GP4A4NHQHexL146+tfgR91Zzc9aLUvPn3aDpz3vOEbYxqB63AvFJ8BDuJeTA9ad9pqc3eKqVJeup+BinkiMhX3G29C9yLpsNedDvq/jDHLw/y464Bfd2+dqpSXDgYq5o3EwUApu2mYSCmllM4MlFJK6cxAKaUUOhgopZRCBwOllFLoYKCUUgodDJRSSgH/D7TaxZjNfaIcAAAAAElFTkSuQmCC
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C:\ProgramData\Anaconda3\envs\machine\lib\site-packages\sklearn\cluster\k_means_.py:969: RuntimeWarning: Explicit initial center position passed: performing only one init in k-means instead of n_init=10
return_n_iter=True)
 
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
" alt="" />
 
C:\ProgramData\Anaconda3\envs\machine\lib\site-packages\sklearn\cluster\k_means_.py:969: RuntimeWarning: Explicit initial center position passed: performing only one init in k-means instead of n_init=10
return_n_iter=True)
 
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C:\ProgramData\Anaconda3\envs\machine\lib\site-packages\sklearn\cluster\k_means_.py:969: RuntimeWarning: Explicit initial center position passed: performing only one init in k-means instead of n_init=10
return_n_iter=True)
 
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2. k-means 모델 사용 2

In [8]:
import matplotlib.pyplot as plt
from sklearn import cluster
from sklearn import datasets # iris 데이터를 로드
iris = datasets.load_iris()
data = iris['data'] # 학습 → 클러스터 생성
model = cluster.KMeans(n_clusters=3)
model.fit(data)
Out[8]:
KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,
n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',
random_state=None, tol=0.0001, verbose=0)
In [9]:
# 학습 결과의 라벨 취득
labels = model.labels_ # 그래프 그리기
ldata = data[labels == 0]
plt.scatter(ldata[:, 2], ldata[:, 3],
c='black' ,alpha=0.3,s=100 ,marker="o") ldata = data[labels == 1]
plt.scatter(ldata[:, 2], ldata[:, 3],
c='black' ,alpha=0.3,s=100 ,marker="^") ldata = data[labels == 2]
plt.scatter(ldata[:, 2], ldata[:, 3],
c='black' ,alpha=0.3,s=100 ,marker="*") # 축 라벨의 설정
plt.xlabel(iris["feature_names"][2],fontsize='large')
plt.ylabel(iris["feature_names"][3],fontsize='large') plt.show()
 
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7+7u/+jnfeeWfM7GHPnj3MmzePOXPm0NjYyJEjRwIzidGziKmu9e/r6+Oxxx6jr68v0DaV/ASnfYP7TTXGRMjpCCdHA4SI/AB4EfgUcEnQbWXkQjPGRNpTTz1FZWUlTz75ZKBt27ZtbN++nerq6jGzh6GhIVJTU0lOTubcuXMcP348MJMYPYvwr/W/+eabyc/P5+abb+auu+7i3LlzIWM5dOgQ77//PocO/W6TZ39+QktLy6SfxWnf4H5TjXEq8ZwPnC5z/TxQpqpj9kYyxiSmM2fOsGnTJpYvX86mTZv48pe/TGpqKhUVFcybN4+DBw9SVlYWuBh94MABent7OXbsGMPDw7S3tzNnzhw++ugjuru7SU5ODvQDuOWWW0a8n4iwcuVKVq4M/bvy/fffx+12s2vXrkDi3bFjx3C73dTV1U2awOa0b3C/qcY4lXjOB04HiAZgYNJexpiE8dRTTzE0NEReXh4dHR08+eSTlJaW4vF4uPLKK6mrq6O4uDiQ3/AXf/EXgdeGyo3wV5pzqrq6mtra2sDjqqoqFi1axKuvvhoobXr06FGWLVsWMj8BcJTLMDw8TFJS0qT9zof6DeHmdID4MvBj39LX5uAnVPXtsEdljIko/+zB/6VWXFzMSy+9xJIlSygtLQXG5jf4hcqNqKqq4pJLLiE9Pd1xDB6Ph9/85je0trZSWFhIZmYmmZmZdHV18Ytf/ILBwUHy8/NZsWJFyPwEVXWUy3DVVVfxwQcfzIr6DeHm9CL11cBngB8BzwTdbImrMQnIP3sIzmVob2/n6NGj4+Y3+IXKjRgaGgpUn3OqvLycxx57jPLycjweD4WFheTk5PDJT36SnJwcFi9ezFe+8hUuuuiikPkJTnMZrr766llTvyHcnA4Q3wXuUNUCVV0cdLswksEZY8Jv9OwBvKtzBgYGaG5upre3N9A+emVSqNwI+N0swn9qyKmSkhK+/e1vk5aWFlgNlZSUxJIlS7jjjjsCX8jj5Sc4zWWYLfUbws3pANEL2KkkY84Do2cP4D3X7r/IXF1dHWgfPYsIlRsB059FANTV1TEwMMCpU6eoqanh1KlT9PT0cOrUKUf5CU5zGWaS8zBb8yWcDhDfAf5VRBaISFLwLZLBGWMm5nK5qKiocPzLfbzZw6lTp8jIyCA7O5uPP/54zCzilVde4Ve/+hW7du0aM3vwm+4sYteuXXR3d1NWVsbjjz9OWVkZZ86coaamxlF+gtNchtlQvyHcnF6k/onv79eC2gRvzejksEZkjHGspqaG6upqiouLHa0iGm/2AN5qcMnJyfT09FBdXc11110HeGcRPT09/OxnP+P6668fd3ln8CxiKiua2tvbeeCBB7jttttISkrioYcewuPx0NHREbK+xGhOayvMhvoN4eaoHoSILBnvOVU9EdaIpsDqQZjZzOVy8fTTT5OdnU1PTw8bN26cdBXRZz/7Werq6ka0NTY24na7R7RlZWVx/fXXBx63tLTQ2trKLbfcwsUXXzzheyxcuHDSLcRNbIW7HsQZYFhVA/nlIpJK9EqWGmNG8V8PyMrKoru729Ev9xdeeMHRsUev/6+srCQ/P5+uri6uueaaQPv5uv7feDn9gn8d71LXYFcDr4Y3HGOME+PlIkz1/P94/Ov/X3nlFXbt2kV6evqI9f+vvPIKlZWVJHJFSjM5pwPE5UDlqLYPgFXhDccY40S4chHGM9vX/xsvpwNEN1A0qq0I7/JXY0wUhTsXYTyzef2/8XI6QPwa+KWIlIlIpohcDvwccHZC0xgTNpHIRRjPbF3/b7ycDhDfBg7jPa10DtgF1ADfilBcxpgQRs8e3G43e/bsCdQnmGgWMdWcCZh4/f90jhdJs61WQzQ4GiBU1aWq9wFZwAIgW1XvV9X4+C/DmFli9OyhsbGRuro6GhoagIlnEf6cianMMCaqlzCd40XSbKvVEA3jDhAiMn90m3q1atDSBREZfW3CGBMhJ0+eZHh4mMbGRo4fP87u3btJTU1l9+7d1NfX09jYyPDwMCdPnhzxOv/MY+nSpVO6TnHLLbewcuVKRAT4Xb2E66+/flrHi6TgWg0mPCbKg9ghIm8BvwAqVXXY/4Rvi401wBfxVpkri2iUxhiAEQlo1dXVpKenO6rJMJ2ciYmE+3jTMdtrNUTDRKeYrgQOAU8A50Rkv4i8LyL78V6H+A9gP3BV5MM0xgSbSh5EuHMmIp2D4ZTlakTeuAOEqrpV9Yeqejne2tMPAz8E/gb4hKquVtUfqap7vGMYYyJjKnkQ4c6ZiHQOhlOWqxF5Ti9SN6jqVlX9papWqGpTpAMzxoQ2lTyIcOdMRCsHwynL1Ygs20vJmAQzlTyIcOdMRDMHwynL1YgcGyCMibGp5BOM/gXf2NjI/fffH9iyu6CggJ07d7J582a6u7unlTNx7tw5vvvd79LT0zPifTdt2sTOnTunlYMRSbO1VkM0RGWAEJGfiEiLiBwY5/m1ItItItW+23eiEZcx8WAq+QSjf8E/++yznD59mqef9paHT0tLo6mpiddff52Kiopp5Uzs3LmT9957j/fff3/E+27fvp2mpqZp5WBE0kS5GmZmnG73PVNP4b3A/fMJ+ryjqhuiE44x8WF0fsIll1wyYU2H4DyI5uZm9u7dS1ZWFnv37uXDDz8kPz+f+vp6FixYwLvvvsuKFStobGxkcHCQ3bt3k5aWxu7duxERUlNTA8f0L1F1uVxs376dvLw8tm/fzo033oiqUlVVRXp6OvX19cyf702RcnK8aLjllltGPPbnaqxcuTJqMZyvHA0QInIB8CCwGsgOfk5VPzXZ61X1bREpnUZ8xpzXpppPEJwHcc8995Cenk5RURHNzc0cPnyYhx9+OGRuxEQ5E6dPn2bfvn2BeE6fPs3ixYs5deoUmzZtAuDEiRNcfvnlXHzxxYF6EE5zMEzicjqD+CWQjndzvr4IxXKtiHwEnAIeVNWDEXofY+LCePkEk80iwJsU9vrrr49Y2vn6669z+eWXs2LFihHH889Oxnsffz5Bc3MzR48eJT8/n7S0NPLz8/nNb35DX18fCxYsYPny5YFrHEBgJjGVuE1icXoN4veB23x5Dz8LvoUpjr3AElVdBfwA+M14HUXkqyJSJSJVwVmUxiSameQT/P3f/z2qGvhCTk9PZ3BwkJdeemnM8UZfixj9Pv58gpycHAYHBwNZyHl5eXR2dpKWlsZNN93EvHnzAtc4gq9FxHIFk4kspwPEPmBRpIJQ1bOq2uO7vxVIFZGCcfo+oarlqlpeWFgYqZCMiaiZ5BOMnj2AN6s4NTWVI0eOBFY0AeTm5lJRUTFi64lQ75OamkpGRgb5+fkMD3t31XG73fT19ZGfnx+4vuB2u2lvb6e9vX3ErqmxWsFkImuizfr+3H8D3gC2icgjwe2+52ZMRBaIbzcwEVnji6s9HMc2Jh7NJJ9g9OwBvF/cKSneM8b+FU3g3eHU4/HQ3Nw84fvU1NQEVv2cPXuWlpYWTpw4gaoyODgYWKnU2NiIiJCUlBRocxq3STwTzSA2Bt1uABqBT49q/4KTNxGRZ4GdwAoRaRSRL4vIvSJyr6/LnwAHfNcgvg/cHbxjrDHxbia5DKON92u8q6uLBx54gNdee23M7KG/v5+UlBSysrL48MMPef311+nt7eXo0aOUlJRQW1tLV1cXzz33HH19fYH32blzJy+++CI7d+7E4/HQ19fH/Pnzue6663C5XCQlJTE8PExtbW3geHl5eeTm5lJbWxvxWYTVeIitcS9Sq+pN4XoTVb1nkud/iHcZrDEJyZ/LUFxcPOlqnvFmD37Bv8aDj7Vt2zZeeOEFXC7XmNmDqgaWmg4NDbF582YyMjIYHh4mIyODvr4+tm/fzqFDhygpKeFTn/pU4HrCW2+9xUUXXUR6ejrXXHMNixYt4vjx45SUlFBSUsLZs2cZHh5m7969DA8PB2Yqw8PDNDQ0sGzZsgnjngl/jYdLLrmEhQsXhuWYxjmny1w/VNUrQ7RXqWp5+MMyJnHMJJdhIsH5BF1dXVRUVOByuXC73Zw6dYqkJO8JALfbHbhuoKoMDQ3R1dVFZWUlRUVFdHZ24na72b9/PwsXLuSdd96hpKSE5OTkQGW4+vp61qxZg4jQ1NTE4cOH6e7uDsTS0dFBXV0d+fn5dHZ2BtpramrGDHThzIMIrvFgA0T0OV3metHoBt81g2XhDceYxDOTXAantm3bhsfj4f7776euro477riDu+++e0y/6upqKisrx+QnPPfcc2RkZLBs2TLq6uooLi5m5cqVcZfLYDUe4suEA4SI+DOf04Lu+5UClqtgZrWZ5DI45Z89+LetLikpoaKigvXr15ObmztpLMXFxWNev2XLFlpbWwNt8ZLL4M/JaG9vZ968eWRkZIyo8dDe3k5BQQG33357zGKcTSZb5nrMdwu+fwyoBZ4B/jByoRkT/6JRG8E/e8jIyAAgIyMDj8fD1q1bHcXy05/+dMzrOzo6qK6ujrtcBqvxEF8mHCBU9R9U9R+AO/33fbdHVfU/VdX20zWzVjRqI4yePfj5ZxFnz56dMJaMjAw2bdoUyHoG8Hg8DA0NUVtbG1jRFO64Z8JqPMSPifIg1vlvwGDw41HPGTMrRaM2wujZg9/oWcR4sRw4cIChoaERW3e3tbUFViJVVVVFJO6ZshoP8WGiGcSTQbf/ArYBFcDTvr/bfO3GnBfCncvw29/+ls9//vMjLrp2dXXx6KOPBn75T9T2yCOPsGnTpsDswePxUFtbi8fjAX53LeHZZ58NWaehq6uLPXv2UFxczOnTp/F4PHg8Hk6fPs2cOXOYN28ee/bsictZhNV4iA8T1aRe6r/hHQh+AMxV1RJgLt6Eth9HJ0xjIm8mdRlGS0tL49133+Wdd97hySefDLRv27aN9957b8T1g/HatmzZQkNDQ2D20NbWxpkzZ2hrawN+dy3hqaeeClmnYfv27QwNDZGRkYGq0tbWRltbG6pKcnJyIGciHmcRVuMhPoiThGURaQVKVHUwqC0VOKWqMdsQqby8XIP/4zZmulwuF08//TTZ2dn09PSwcePGCVfzbN68maam8Uuzd3d388QTT5CXl0dGRgabN28mNTWVb3zjG+Tl5dHd3c0PfvADhoeHx207ePAgbW1tXH311YGchZSUFDweD6WlpQDU19cjIoFtuFWVDz74ILDqJyMjA98uNmRmZgKMmDGAd8no6KW3CxcunNZyXJMYRGSPkxw2p3kQvcAa4L2gtt8jclt/GxNV4c5l+N73vkdBQQFLly7l+PHjPPnkk5SWluLxeMjLy6O9vT0wYxiv7TOf+Uwg52HlypVj8huAkG3+3IY1a9bERW6DSVxOZxAbgX8HXgYagMXABuA+Vf1FRCOcgM0gTDj4Zw9z584lLS0Nt9tNZ2fnpLOI8Zw5c4Y/+qM/Yv78+WRkZOByuTh9+jSlpaUsWbIk0NbQ0ICIsGjRokBbY2MjqsrixYtHvHbNmjUsXLgwEF9LSwvgrckwUdtMPoc5fzmdQTja7ts3CFwDHAZygRrgk7EcHIwJl3DnMjz11FOBc//gvVbQ3t7OkSNHRrQ1NjaOuMaQkZFBQ0MDjY2NY3IW9u3bNyK+UDUZrE6DCTfHNalV9RBwKIKxGBN1k+UyTDWz+MyZM2zatGnENhBut5uBgQH6+vro7e0lKyuL/v7+wJJNl8sVmC342wYGBkhPTw+sPPLnLGRmZgZqMoB3t9PU1NSQbTP5HMbABAOEiDyhql/13f8FEPJclKp+MUKxGRNxTnIZnJzDd7lc7Nixgz179gRmD0NDQ7S0tDAwMBDYNvvDDz/k+uuvp66ujqSkJESEjz/+mMzMTPr6+khOTkZVqa2t5bLLLgvkLLjdbiorK8nNzSUnJ4ekpCRUNbCbqr9Og4iMu8PqypUr2bFjB+vWrbPBwjgy0QzieND92kgHYky0Oa3L4OTXd01NDe+88w5btmxh6dKlgLfwTltbG52dnYHs36NHj3LppZdy9OhRsrOzATh48CCFhYW0trYGYjl69CilpaWcOnWKzMxM0tPTeeeddygtLSU5OTnwHkePHqWoqChQpwGgtraWxYsXj5lFDA4OOt6S3BiYuB7EPwfd/4fohGNM9Ey3LsNo/oHGn9zlzy/o6OhUXY0gAAAdoUlEQVRgcHCQgYEB8vPzERGGh4fZsWMHSUlJgX69vb2oaqBYj38WUV1dTUZGBsnJyYB36WxzczNJSUksXbqUlJQUx3UaXC4XL7/8MpdeeqmdcjKOOa0H8RLwFvCWqlZHNiRjomM6dRlC8Q80DQ0NqCqHDnkv1fX09HDu3DkGBgZoamoKfIE3NjYyd+7cwHNut5uenh5SU1Opq6sLfHF3d3dTVFRES0sLfX19geNccMEFfPjhh8ydOxeAuro65s6dO2GdhtOnT9PZ2el4Ga8x4HyZ65eBTwE34l3F9C7eAeNtVd0d0QgnYMtcTayFWiLrdLmp0+W1M12GG+5lvCbxhXuZ65Oq+meqWgpcCewHvgPsmlGUxiS4UEtknS43dbq8dqbLcKOxJbk5PzkaIERkpYh8TUR+CbwDfBr4T8By8c2sFeoit3+5aXt7O4ODgZ1pxmyC53Sr8JluKR6NLcnN+cvRAIE3/+FBYDtwiaquUdW/UdVXIheaMfEt1EVu/3LTpKQkGhoaAu2jf7U73Sp8pluKR2NLcnP+cjpAfBF4A+8gsUdEnhCRz4vI4siFZmajqWy5HSsul4tNmzaN2WK7srIyUDs5NzeX2trakLOI7u5uR8trnfYb79/K6TLeeP63NrHl9BrE06r6NVW9FO+F6la8ezPVRzA2MwtNZcvtWKmpqWH79u1jttiurq6mvb2dlJSUwBLUULOIiooKR8trnfYb799qKst4jQnF6TLXK4G1eAeHG4B+YAvelUzGhIX/F+/SpUvjdq2+P8b09HTq6+spKipCVdm9ezculyuwgsmfuzB6uSl4q7wtXLhw0uW1TvuNtww3XMt4zezldC+m/wbeBDYDf62qxyIWkZm1prrldiz4Y7zxxhtDbrHtb4uHuK2eg5kpRwOEb3mrMREz+nx5PG4yFyrGnTt3At6cB39bvMVtzHQ5vUhtTEQlwlr9meQ8GJOIbIAwMZcIa/VnkvNgTKKyAcLEXCKs1R8v58G/ZfdEOQ/GJCobIExMhXOtfldXF48++ihnz54NSz9/fKNzHsA7e6itrSU3N5e8vDyOHj06Zhaxc+dONm/ePCL2RMjzMMZvooJBjzo5gKp+J3zhmNkmXFtuA2zbto333nuPT3ziE9x9990z7uePb/v27eTl5bFo0aJAe2Nj46RbbDc1NXHo0CEuvPDCQOz+PA+ryWASwUSrmMKWJS0iPwE2AC2qWhbieQH+DVgP9AFfUtW94Xp/E7/CtVa/q6uLiooKVqxYQUVFBevXryc3N3fa/WBszsP8+fMDRXhqamro6uoKlAgFOHz4cGCgGxwcpL6+ngULFgRWNalq3Od5GBNsooJB/yOM7/MU8EPg5+M8/xngYt/tGuBHvr/mPBeutfrbtm3D4/GQl5dHe3s7W7duDTk7cNoPQuc8OP3VX11dPSI3wn89It7zPIwJNqVrECKSIyJLRWSZ/+bkdar6NtAxQZc/BH6uXruAfBEpnqC/MQH+WUFJSQkAJSUlVFRUjLnG4LQfjJ+X4eTawXj5EsHXMWylk0kETrf7vlREPgS68danrgWO+m7hsBBoCHrc6GsLFctXRaRKRKpaW1vD9PYmkflnBRkZGQBkZGTg8XjYunXrtPrBzPIyLF/CnC+cziD+HdgBXACcBebirQfxZ2GKQ0K0hSx1p6pPqGq5qpYXFhaG6e1Noho9K/AbPTtw2g9mlpdh+RLmfOJ0gFgFPKyqXXjLlHYDDwH/GKY4Ghl5UXwRcCpMxzbnsdGzAr/RswOn/WBmeRkzqRFhTLxxOkC4gFTf/TYRudD32nlhimMz8EXx+iTQraqnw3Rsc54ab1bg558dnDx50lG/s2fPzigvY7zZw9GjRyetEWGzCBOPnA4Q7wCf9d1/EajAu9X3G05eLCLPAjuBFSLSKCJfFpF7ReReX5etQB3eaxs/Bv7SYVxmFhtvVuDnnx08/vjjjvpt3bp1RjUUxps9+PMlJqoRYbMIE4+c7ub62aCHjwAHgBzgZw5ff88kzytwn5NjGeN34MABhoeHqa2tnbDf3r17Wbx48aT9Dhw4QGZm5rTzMkLldBw+fJju7m46OzsDbaFqRFhNBhOPxPvdPEknkQdV9fEQ7X+lqv8SkcgcKC8v16qqqli9vTHGJCQR2aOq5ZP1c3qKabztNP7WeUjGGGMSyYSnmERkne9usojcxMjlqMuAc5EKzBhjTGxNdg3iSd/fDOAnQe0KNAP3RyIoY4wxsTfhAKGqSwFE5Oeq+sXohGSMMSYeOLoGoapfFJFUEblBRD4HICJZIpIV2fCMMcbEitO9mC4HPsabo+A/7XQjI087GWOMOY84XcX0I+A7qroS8KeBvgVcH5GojDHGxJzTAeIy4GnffQVQ1V5gTiSCMsYYE3tOB4h64OrgBhFZg3drDGOMMechR1ttAH8HvCIi/wGkici3gHuB/xmxyIwxxsSU01VMW/CWBS3Ee+1hCfDHqvpaBGMzxhgTQ05nEKjqXmyXVWOMmTWcLnNNE5FHReSoiPT6/v6jiITeP9kYY0zCczqD+BGwAngAOIH3FNO38NaN/vPIhGaMMSaWnA4QdwHLfSVHAQ6JSCXeVUw2QBhjzHnI6TLXM0DmqLY5gJUFNcaY85TTGcQvgG0i8gOgEViMtwLcz4O2BEdVHZUgNcYYE/+cDhBf8/19ZFT7vb4beDOsl4UjKGOMMbHntCb10kgHYowxJr44vQZhjDFmlnGcKGdmrre3l6NHj3LgwAH6+vrIzMykrKyMiy++mKwsK61hjIkvNkBESUtLC1u2bGFwcJALLriA3NxcBgYGqKysZO/evWzYsIH58+fHOkxjjAmwU0xR0Nvby5YtW5gzZw4lJSVkZGQgImRkZFBSUsKcOXPYsmULvb29sQ7VGGMCbICIgqNHjzI4OEh2dnbI57Ozs3G73dTW2u7pxpj4YQNEFBw4cIALLrhgwj7z5s1j//79UYrIGGMmZwNEFPT19ZGenj5hn7S0NPr6+qIUkTHGTM4GiCjIzMxkYGBgwj5ut5vMzNG7mRhjTOzYABEFZWVldHR0TNinvb2dyy+/PEoRGWPM5GyZaxRcfPHF7N27l56enjEXql0uF7W1tdTV1TE4OMj+/fstN8IYExdsBhEFWVlZbNiwgf7+fpqamnC5XAwPD9Pc3MzLL7/M4cOHueaaa1iyZAnp6elUVlby/PPP09LSEuvQjTGzWNQGCBG5TUSOiEitiPyvEM9/SURaRaTad/tKtGKLhvnz5/O5z32Oa6+9loGBAU6ePEllZSWXXnopd9xxB0VFRZYbYYyJK1E5xSQiycD/BT6Nd7vw3SKyWVUPjer6vKp+PRoxxUJWVharVq1i1apVVFdXk5aWRklJSci+2dnZdHd3U1tby6pVq6IcqTHGRG8GsQaoVdU6VXUDzwF/GKX3jkuWG2GMiXfRGiAWAg1Bjxt9baP9PyKyT0ReFJHFoQ4kIl8VkSoRqWptbY1ErFFhuRHGmHgXrQFCQrTpqMcvA6WqegWwHfhZqAOp6hOqWq6q5YWFhWEOM3osN8IYE++iNUD4y5T6LQJOBXdQ1XZV9X9j/hi4OkqxxYTlRhhj4l208iB2AxeLyFKgCbgb+NPgDiJSrKqnfQ/vBA5HKTbHplLP4fjx4zz//PO89tpr9Pb2kpWVxY033kh5eTmdnZ10dnayb98+Fi1axJw5czhz5gwDAwOkp6ezZMkScnNzSUtL46KLLpryextjTDiI6ugzPRF6I5H1wL8CycBPVPWfRORRoEpVN4vIP+MdGDxAB/AXqloz0THLy8u1qqoq0qEDY+s5pKenMzAwQEdHB6mpqSPqObz99ts88sgjuN1uCgsLyczMpLOzk2PHjpGUlMQXv/hFrrzySmpra3nxxRcZGhpi9erVFBQU0NfXR3NzM+np6Tz44INcdtllU3pvY4yZjIjsUdXySftFa4CIhGgNEL29vTz//PPMmTMn5JbdPT099Pf387nPfY6WlhY2btxIZmYmc+fOBcDj8dDQ0EBSUhIulwu32819993HkSNHEBG6uro4ffo0paWlZGdnU1paSk5ODqrKhg0bArUkJntvm0kYY5xwOkBYJrUDU6nn8Pzzz+N2uwODA8C5c+cYHh4mNTWVnJwcBgcHefXVVxkaGiI3N5cLL7yQiy66iLKyMm666SaWLl1KQUEBbrebHTt2WC0JY0xM2ADhwFRyFl577TVGr646e/YsaWlpgcd5eXl8+OGHI770c3JyqK+vH3PMHTt2WL6EMSYmbIBwYCo5C729vWOWpno8HpKSkkb0HRgYIDU1NdCWmpo6ZtlrWloaPT09li9hjIkJGyAcmErOQlZW1pgv65SUFIaHh0f0TU9PZ3BwMNA2ODg4ZiBwu91kZ2dbvoQxJiZsgHBgKjkLf/AHf8DoDO/c3FzcbnfgcXd3N1deeSU9PT2BtnPnzlFaWjrmmDfddJPlSxhjYsLqQTjgr+fQ1NREXV0d+/btw+VykZGRwRVXXEFubi7V1dU8++yzdHd3c/z4cdrb2ykpKcHtduN2u+nq6iI7OxsRITU1lVtvvZUjR45w9uxZOjs7OXPmDB6Ph/r6+hF5EDfddBNbtmwJWUsCvKuYgvMljDEmXGyAcCArK4uLLrpoRG5DQUEB/f39vPzyyzQ2NrJw4UKWL1/O/PnzSU5O5sCBAzQ0NLBkyRIKCgrIzs7m1KlTJCUl8aUvfYlFixYxMDAwIg9i3rx59Pf388EHH5CWlsaDDz7I/PnzA0tdu7u7mTdvHmlpabjdbtrb20lLS2PDhg22xNUYE3aWB+FAS0sLDz/8MGlpaagqzc3NeDwe3G43+/btIzU1ldTUVK644gpSUlJoaGjA7XbT0tJCZ2cnRUVF5OTksGrVKkpKSujs7GTFihUcOXKERYsWkZmZyenTpwOZ1MF5EP78ht7eXmpra9m/f38gk/ryyy/noosussHBGDMlTvMgbAbhwBtvvIHb7WbRokUAFBUVAfDee++RnJxMbm4uPT09tLa2kp2dzfDwMDk5OeTk5HDmzBmuv/56/viP/zhwvKamJubOnUtOTk6gHsTKlSvHvG9TU1OgHkRwLQljjIkGu0jtwJtvvhlyK4u6urrA6qGMjAyam5tD5jyMnuVYfoMxJhHYAOFAT09PyGWkbrc7kMuQnJyMx+MZN+chmOU3GGMSgQ0QDmRnZ4f8ok5LSwvkMgwNDZGSkjJuzkMwy28wxiQCGyAcWLt2LS0tLWPaly1bFhg4XC4XRUVFIXMeystHXguy/AZjTCKYdRepndZVaGlp4Y033uDNN9+kra2N/fv3U19fT19fHw0NDQwODpKUlITb7aa3t5fe3l4aGn5XVTU5ORnwzizq6up45plnKC4uDtR+EBFUlRUrVnD99dejqlYPwhgTV2bVMlendRUOHjzI448/jtvtZv78+WRmZvLee+/x7rvvoqrk5uYyZ84cBgcHaWtrm/R9/Vt1DA0NAd6N+YqLizl37hxtbW0kJSVx4403cvXVV9Pf309LS0sgD8LqQRhjws3qQYzitKbDTTfdxKOPPkpWVlZgy+6WlhZeeOEFRITh4WEGBgbIzMxkaGiI7u7uwDH8s4LRkpOTA4OD38KFCwPXKnp7e3G73dx+++1ceOGFVg/CGBNRVg9iFKc1HV544YUx9Rz27t3L8PAwWVlZ5OTkkJ2dTWFhYeBag3/Vkv+00mj+wSEpKSnQt7m5GVUN5FEkJyfT1tZm9SCMMXFj1gwQTms6vPrqq2NO1xw/fpyMjIzA49TUVLq6uujv7w+0iQgej8dxPB6PZ8SAkpWVxUcffTQmHsuXMMbEyqwZIJzWdAhVz2FwcJCUlN9dz09KShpzymg6RCRwPzk5ecT23/54LF/CGBMrs2aAcFrTIVQ9h9TU1BGzg+Hh4XFPJ01F8PWKoaGhEQWE/PFYvoQxJlZmzQDhtKbDrbfeOibnYenSpbhcrsDjwcFB8vPzmTNnTqBNVUfMMiaTkpIyYhbS29s7Zp8ly5cwxsTSrBkgLr74YlJTU0cU6fFzuVwcOHCAPXv2MDQ0RENDAx9//HHgIvRVV11FUlISLpcrsJVGXl4eS5YsAQisRlLVEdtsjDY8PBzoW1RUFFgV1dfXR0pKCnfeeWegr7/Ow0033TRu3MH9rB6EMSbcZs0AkZWVxYYNG+jv76epqQmXy8Xw8DDNzc28/PLLHD58mGuuuYaysjLuuusuGhoaeOutt2htbWXevHnccMMNuFwuzp49ywUXXEBSUhIZGRkjTu0Eb7ERbPSpo6ysLLKyskhOTqarqwu3282f/umfsnz5clwuF01NTfT39wfyG0LFPbqfLXE1xoTbrMmD8Auuq9DZ2cm+fftYvnw5y5cvH7FSqauri927d7Nv3z4WLFhAfn4+n/jEJ/j44495++236e/vJzU1lZSUFC644AKOHj1Ka2tr4LpCcnJyYGWTiCAizJ07l7S0NDo7OwODyw033MCdd94ZmEmMV+fB6kEYY8LFEuUcqK6uprKyMlCTIZSmpiauvfbakHUYnnvuOV5++WWWLVsWaDt48CAff/xxII+io6ODlStXcumllwb6HDt2jLvuuovPfvaz047dGGOmyxLlHHCaGzFejkGoOhH19fUjftFnZ2dz/PjxEX2Kiop44403phm1McZEx6weIJzmRoyXYxCqToTb7R6xmiklJWVMfsOcOXPGvehsjDHxYlYPEE5zI8bLMQhVJyItLW1EzoTH4xlzkbq/v3/crTOMMSZezOoBwmluxHg5BqHqRJSWltLb2xt43NPTw9KlS0f0aW5uZt26ddOM2hhjomNWDxAT5UbA5DkG69atC6xK8istLSU5OZn+/n76+/tJSUnhwgsvDDzf2dlJeno6a9euDetnMcaYcIvaACEit4nIERGpFZH/FeL5dBF53vd8pYiURjqm8XIjnOYYzJ8/nwcffJDe3l6OHTtGT08PGRkZrFq1io6ODjo6Oli9enXgmsOxY8fo7e3lwQcftPoNxpi4F5VlriKSDHwMfBpoBHYD96jqoaA+fwlcoar3isjdwB+p6ucmOu5Ml7n6zTTHoKWlhTfffJM33niDnp4esrOzA2VGq6qqAm3r1q1j7dq1NjgYY2IqrvIgRORa4O9V9Vbf428BqOo/B/V51ddnp4ikAGeAQp0gwHANEMYYM5vEWx7EQqAh6HGjry1kH1X1AN3AvKhEZ4wxZoxoDRASom30zMBJH0TkqyJSJSJVra2tYQnOGGPMWNEaIBqBxUGPFwGnxuvjO8WUB4xZg6qqT6hquaqWFxYWRihcY4wx0RogdgMXi8hSEUkD7gY2j+qzGfgz3/0/Ad6Y6PqDMcaYyHJe4WYGVNUjIl8HXgWSgZ+o6kEReRSoUtXNwJPAL0SkFu/M4e5oxGaMMSa0hN7NVURagRMzOEQB0BamcGLNPkt8ss8Sn2b7Z1miqpOeo0/oAWKmRKTKyVKvRGCfJT7ZZ4lP9lmcmdVbbRhjjBmfDRDGGGNCmu0DxBOxDiCM7LPEJ/ss8ck+iwOz+hqEMcaY8c32GYQxxphxzMoBQkR+IiItInIg1rHMlIgsFpEdInJYRA6KyDdiHdN0iUiGiHwgIh/5Pss/xDqmmRCRZBH5UES2xDqWmRCRehHZLyLVIpLQu2OKSL6IvCgiNb7/z1wb65imQ0RW+P738N/Oisg3w/4+s/EUk4h8CugBfq6qZbGOZyZEpBgoVtW9IpID7AHuCt5KPVGIiABZqtojIqnAu8A3VHVXjEObFhH5K6AcyFXVDbGOZ7pEpB4oV9WEzxsQkZ8B76jqf/l2dchU1a5YxzUTvnIKTcA1qjqTvLAxZuUMQlXfJsQ+T4lIVU+r6l7f/XPAYcbulJsQ1Mtf3i/Vd0vIXzAisgi4HfivWMdivEQkF/gU3l0bUFV3og8OPjcDx8I9OMAsHSDOV74qfFcClbGNZPp8p2WqgRbgdVVN1M/yr8DfAMOxDiQMFHhNRPaIyFdjHcwMLANagZ/6Tv39l4hMXhEs/t0NPBuJA9sAcZ4QkWzg18A3VfVsrOOZLlUdUtXVeHf8XSMiCXcKUEQ2AC2quifWsYTJdap6FfAZ4D7fKdpElAJcBfxIVa8EeoEx5Y8Tie802Z3AryJxfBsgzgO+8/W/Bp5R1ZdiHU84+Kb+bwK3xTiU6bgOuNN37v45YJ2IPB3bkKZPVU/5/rYA/w2siW1E09YINAbNSl/EO2Akss8Ae1W1ORIHtwEiwfku7D4JHFbVf4l1PDMhIoUiku+7Pwe4BaiJbVRTp6rfUtVFqlqKd/r/hqp+IcZhTYuIZPkWP+A7HfMHQEKu/lPVM0CDiKzwNd0MJNxijlHuIUKnlyBK233HGxF5FlgLFIhII/D/qeqTsY1q2q4DNgL7fefuAR5R1a0xjGm6ioGf+VZlJAEvqGpCLxE9DxQB/+39HUIK8EtV3RbbkGbkfuAZ36mZOuB/xDieaRORTODTwNci9h6zcZmrMcaYydkpJmOMMSHZAGGMMSYkGyCMMcaEZAOEMcaYkGyAMMYYE5INEGZWEpGnROR/j/Pcl0Tk3WjH5HvvceOa4DXviciVYY7jChF5P5zHNInHBghzXvBtSX1LrOOYinAMRCJyB3BOVT8MU1gAqOo+oMt3fDNL2QBhTGK7F/hFhI79DBFMwjLxzwYIEzd8s4BvicghEekUkZ+KSEbQ8xt8xVG6ROR9EbnC1/4L4ELgZRHpEZG/8bX/SkTOiEi3iLwtIpdNM66VIvK6iHSIyBER+WzQc0+JyP8VkVdE5JyIVIrI8qDn/8D3mm4R+XcReUtEviIilwD/AVzrizl42+m54x1vVFxpwDrgraC2ZBF5RESO+V6/R0QW+55TEflLETnqe+4fRWS5iOz0FZx5wXdMvzeBm0UkfTr/bibx2QBh4s3ngVuB5cAngL8FEJGrgJ/g/UU7D/hPYLOIpKvqRuAkcIeqZqvqY75jVQAXA/OBvXh/EU+Jb/+h14Ff+o5zD/Dvowabe4B/AOYCtcA/+V5bgHdDuG/5Yj4C/D6Aqh7G++t/py/m/MmOF8LFwLCqNga1/ZXv9euBXODPgb6g528DrgY+iXc78ifw/psvBsp8r8UXYxMwCKzAzEo2QJh480NVbVDVDrxfjP4vrP8J/KeqVvq2BP8ZMID3iy4kVf2Jqp5T1QHg74FVIpI3xXg2APWq+lNV9fiKM/0a+JOgPi+p6geq6sE7CK32ta8HDqrqS77nvg+ccfCe4x1vtHzg3Ki2rwB/q6pHfAWYPlLV9qDn/4+qnlXVg3g33XtNVetUtRvvgDr6Yvc53/uYWcgGCBNvGoLunwBKfPeXAH/tO73U5Tslszjo+RF8p1q+5zvVchao9z1VMMV4lgDXjHrfzwMLgvoEf+n3Adm++yXBn0e9G58F/9ofz3jHG60TyBnVthg4NsGxg7eF7g/xePR75QDnQ9U1Mw2zcjdXE9cWB92/EDjlu98A/JOqjne6ZfSuk38K/CHeLcPrgTy8X6gyxXgagLdU9dNTfB3AabyFj4DA1uyLgp6f6U6ZR32HXeg7HQTeeJcThi25RaQESMN7aszMQjaDMPHmPhFZJCIXAI8Az/vafwzcKyLXiFeWiNzur1WA95fwsqDj5OA9BdUOZALfnWY8W4BPiMhGEUn13X7Pd5F5Mq8Al4vIXSKSAtzHyJlHM7Bo1IVhx1R1ENgO3BjU/F/AP4rIxb5/pytEZN50jo93S/w3fKfozCxkA4SJN78EXsO7V38d8L8BVLUK73WIH+KdCdQCXwp63T8Df+s7DfQg8HO8p6ia8BaF2TWdYFT1HN4iOXfjnc2cAf4PMOnKHlVtA/5f4DG8A9WlQBXegQvgDeAgcEZE2qYTH96L9RuDHv8L8ALef8OzeItJzZnmsT+Pd6WVmaWsHoSJG+It0fkVVd0e61giQUSS8F6D+Lyq7gjjcd8F7g9nspyIXA48oarXhuuYJvHYNQhjIkhEbgUq8V4AfgjvNZBpzWbGo6rXh/N4vmPuB2xwmOXsFJMxkXUt3lVFbcAdwF2q2h/bkIxxxk4xGWOMCclmEMYYY0KyAcIYY0xINkAYY4wJyQYIY4wxIdkAYYwxJiQbIIwxxoT0/wOIYsIuSPLzhQAAAABJRU5ErkJggg==
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3. 속성값 4개를 2개씩 조합하여 출력

In [10]:
import matplotlib.pyplot as plt
from sklearn import cluster
from sklearn import datasets # iris 데이터를 로드
iris = datasets.load_iris()
data = iris['data'] # 학습 → 클러스터 생성
model = cluster.KMeans(n_clusters=3)
model.fit(data) # 学習結果のラベル取得
labels = model.labels_ ### グラフの描画
MARKERS = ["o", "^" , "*" , "v", "+", "x", "d", "p", "s", "1", "2"] # 指定されたインデックスの feature 値で散布図を作成する関数
def scatter_by_features(feat_idx1, feat_idx2):
for lbl in range(labels.max() + 1):
clustered = data[labels == lbl]
plt.scatter(clustered[:, feat_idx1], clustered[:, feat_idx2],
c='black' ,alpha=0.3,s=100,
marker=MARKERS[lbl], label='label {}'.format(lbl)) plt.xlabel(iris["feature_names"][feat_idx1],fontsize='xx-large')
plt.ylabel(iris["feature_names"][feat_idx2],fontsize='xx-large') plt.figure(figsize=(16, 16)) # feature "sepal length" と "sepal width"
plt.subplot(3, 2, 1)
scatter_by_features(0, 1) # feature "sepal length" と "petal length"
plt.subplot(3, 2, 2)
scatter_by_features(0, 2) # feature "sepal length" と "petal width"
plt.subplot(3, 2, 3)
scatter_by_features(0, 3) # feature "sepal width" と "petal length"
plt.subplot(3, 2, 4)
scatter_by_features(1, 2) # feature "sepal width" と "petal width"
plt.subplot(3, 2, 5)
scatter_by_features(1, 3) # feature "petal length" と "petal width"
plt.subplot(3, 2, 6)
scatter_by_features(2, 3) plt.tight_layout()
plt.show()
 
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