{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "CSIC5011 Project 1\n", "\n", "By: Meilan WANG, Di LIU\n", "Date: April 7, 2019\n", "\n", "# data directory: /disk/r103/wangmeilan/CSIC5011" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# import libraries\n", "import pandas as pd\n", "import numpy as np\n", "import os\n", "import sys\n", "import datetime\n", "\n", "import seaborn as sns\n", "import matplotlib as mpl\n", "#mpl.use('Agg')\n", "import matplotlib.pyplot as plt \n", "%matplotlib inline\n", "\n", "import scipy.io as sio\n", "from sklearn.decomposition import PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the dataset & data clean" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "os.chdir(\"/disk/r103/wangmeilan/CSIC5011\")\n", "mat_contents = sio.loadmat(\"snp452-data.mat\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(452, 1258)\n" ] }, { "data": { "text/plain": [ "array([[126.75, 126.27, 127.19, ..., 85.4 , 85.09, 84.32],\n", " [ 30.51, 30.69, 31.97, ..., 61.32, 61.9 , 61.78],\n", " [ 40.05, 40.44, 40.7 , ..., 56.98, 57.23, 56.15],\n", " ...,\n", " [ 25.12, 24.55, 24.99, ..., 37.96, 38.54, 38.27],\n", " [ 40.3 , 40.4 , 40.66, ..., 66.41, 66.45, 66.15],\n", " [ 40.64, 40.27, 41.39, ..., 46.32, 46.14, 46.69]])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np0 = mat_contents[\"X\"].transpose()\n", "print(np0.shape)\n", "np0" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[array([[(array(['\"MMM\"'], dtype='\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
codenameclass
0\"MMM\"\"3M Co\"\"Industrials\"
1\"ACE\"\"ACE Limited\"\"Financials\"
2\"ABT\"\"Abbott Laboratories\"\"Health Care\"
3\"ANF\"\"Abercrombie & Fitch Company A\"\"Consumer Discretionary\"
4\"ADBE\"\"Adobe Systems Inc\"\"Information Technology\"
\n", "" ], "text/plain": [ " code name class\n", "0 \"MMM\" \"3M Co\" \"Industrials\"\n", "1 \"ACE\" \"ACE Limited\" \"Financials\"\n", "2 \"ABT\" \"Abbott Laboratories\" \"Health Care\"\n", "3 \"ANF\" \"Abercrombie & Fitch Company A\" \"Consumer Discretionary\"\n", "4 \"ADBE\" \"Adobe Systems Inc\" \"Information Technology\"" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np_stock = mat_contents[\"stock\"]\n", "np_stock.shape\n", "\n", "# get the dataframe of stock code table\n", "code_table = pd.DataFrame(np.zeros(shape=[452,3]),dtype=str)\n", "code_table.columns =['code','name','class']\n", "\n", "for i in list(range(np_stock.shape[1])):\n", " code_table.iloc[i,0] = np_stock[:,i][0][0][0][0][0]\n", " code_table.iloc[i,1] = np_stock[:,i][0][0][0][1][0]\n", " code_table.iloc[i,2] = np_stock[:,i][0][0][0][2][0]\n", "\n", "code_table.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10,)\n", "0 \"Industrials\"\n", "1 \"Financials\"\n", "2 \"Health Care\"\n", "3 \"Consumer Discretionary\"\n", "4 \"Information Technology\"\n", "6 \"Utilities\"\n", "10 \"Materials\"\n", "19 \"Consumer Staples\"\n", "25 \"Telecommunications Services\"\n", "29 \"Energy\"\n", "Name: class, dtype: object\n" ] } ], "source": [ "# list the class of stocks\n", "class_list = code_table.iloc[:,2].drop_duplicates()\n", "\n", "# save the code table\n", "code_table.to_csv(\"SNP500_stock_code_table.csv\")\n", "\n", "print(class_list.shape)\n", "print(class_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize the time series of SNP500 452 stocks" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "snp500_df = pd.DataFrame(np0.transpose())\n", "snp500_df.columns = code_table['code']" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
code\"MMM\"\"ACE\"\"ABT\"\"ANF\"\"ADBE\"\"AMD\"\"AES\"\"AET\"\"AFL\"\"A\"...\"WEC\"\"WYNN\"\"XEL\"\"XRX\"\"XLNX\"\"XL\"\"YHOO\"\"YUM\"\"ZMH\"\"ZION\"
0126.7530.5140.0521.7525.607.013.2442.0431.5919.14...25.6513.5011.358.1622.0380.2317.6025.1240.3040.64
1126.2730.6940.4421.3426.306.943.4542.3331.6019.05...25.5913.4011.548.2822.9480.7018.1024.5540.4040.27
2127.1931.9740.7022.1127.517.163.4542.7532.0019.96...26.4813.2912.258.4424.2482.9718.9424.9940.6641.39
3127.0731.7838.8722.0728.517.173.3742.1831.7319.78...26.0513.3111.808.3125.4582.5119.1525.1540.2641.59
4125.7031.1739.8522.4027.136.693.3542.2331.8018.82...26.1113.0212.608.2724.7181.4718.7525.2740.0042.03
\n", "

5 rows × 452 columns

\n", "
" ], "text/plain": [ "code \"MMM\" \"ACE\" \"ABT\" \"ANF\" \"ADBE\" \"AMD\" \"AES\" \"AET\" \"AFL\" \"A\" \\\n", "0 126.75 30.51 40.05 21.75 25.60 7.01 3.24 42.04 31.59 19.14 \n", "1 126.27 30.69 40.44 21.34 26.30 6.94 3.45 42.33 31.60 19.05 \n", "2 127.19 31.97 40.70 22.11 27.51 7.16 3.45 42.75 32.00 19.96 \n", "3 127.07 31.78 38.87 22.07 28.51 7.17 3.37 42.18 31.73 19.78 \n", "4 125.70 31.17 39.85 22.40 27.13 6.69 3.35 42.23 31.80 18.82 \n", "\n", "code ... \"WEC\" \"WYNN\" \"XEL\" \"XRX\" \"XLNX\" \"XL\" \"YHOO\" \"YUM\" \\\n", "0 ... 25.65 13.50 11.35 8.16 22.03 80.23 17.60 25.12 \n", "1 ... 25.59 13.40 11.54 8.28 22.94 80.70 18.10 24.55 \n", "2 ... 26.48 13.29 12.25 8.44 24.24 82.97 18.94 24.99 \n", "3 ... 26.05 13.31 11.80 8.31 25.45 82.51 19.15 25.15 \n", "4 ... 26.11 13.02 12.60 8.27 24.71 81.47 18.75 25.27 \n", "\n", "code \"ZMH\" \"ZION\" \n", "0 40.30 40.64 \n", "1 40.40 40.27 \n", "2 40.66 41.39 \n", "3 40.26 41.59 \n", "4 40.00 42.03 \n", "\n", "[5 rows x 452 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "snp500_df.head()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEICAYAAABWJCMKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyrgBGDNmzJgblP8fsW9AJ4sBsKkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the simple time series\n", "plt.figure()\n", "plt.plot(snp500_df)\n", "plt.title(\"452 stocks of SNP500 time series till 2012 Sep 11 \")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAccAAAEICAYAAAAqQj/TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the stocks priced under 200 USD\n", "plt.figure()\n", "plt.plot(snp500_df)\n", "plt.ylim((0,200))\n", "plt.title(\"452 stocks of SNP500 time series (Price under 200 USD) till 2012 Sep 11 \")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA: stock price increasing rate" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(452, 1257)" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lognomral (current day - previous day) \n", "r = np.log(np0[:,1:]/np0[:,:-1])\n", "r.shape" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcEAAAEICAYAAAAnXE+UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZtn6DwJS/UaN14kRAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the simple time series\n", "plt.figure()\n", "plt.plot(r)\n", "plt.title(\"Price increase rate of 452 stocks of SNP500 time series till 2012 Sep 11 \")\n", "plt.show()" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "Conclusion:\n", "The difference of time series is steady for most companies, except three outliers has significant increase in price in the past 4 years. We take these three companies as outliers because the possible of important events like M&A." ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEICAYAAABfz4NwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nP2X7npDYew/lAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot one firm price increase rate distribution\n", "plt.figure()\n", "sns.distplot(r[:,0])\n", "plt.xlim(-0.2, 0.2)\n", "plt.title(\"Price increase rate distribution of 1 stock (Normal distributed)\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdMAAAEICAYAAAAEBx5BAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3XmcXFWZ//HP013dXZ2ks4clC4Ql\nooBsRlZxYABBRNGfCzAuoGjEZdTRkdGfG4rj9tNxdFARAQEXcJlBkV0RFASEhAlhJyFEspG9O52k\n935+f9xzOzeVql7SVfdWme/79epXV91769ZTdZfnnnNPnWPujoiIiOy6uqwDEBERqXVKpiIiIqOk\nZCoiIjJKSqYiIiKjpGQqIiIySkqmIiIiozRkMjWzJ8zspBRi2e2Y2WwzczPLhee3mdn5ZVr3iWb2\nTOL5MjM7tRzrDutLfb+wyI/NbJOZPZTme++qsH0PLMN6DjKz/zWzdjP7SDliqwVmto+ZbTGz+qxj\nGYkQ8/4Vfo+Sx7iZXWJmP63k+8uOhkym7n6Iu9+TQixVz8wuMLP7KrV+d3+tu187jDiGPEG7+73u\nflA54jKza8zsywXrz2K/eBVwGjDT3Y8unGlme5vZTWa2KnxHs3flTar0RHQxcI+7t7j7dwtnmtkh\nZnZnuNBoNbMFZnZmmHdS+D6+V/Ca+8zsgvD4AjPrC0lgs5ktNLOzwrz4om9L4u9zifU0mdnV4XUv\nmtnHC97nFDN72sy2mdndZrZvqQ9ZeNHn7i+4+zh379u1ry0bIeal5Vxn4XG/q8e4mR1rZr83s41m\nts7MfmVmeyfmm5l93cw2hL9vmJkl5l9hZs+YWX+8/yTmnR/2vc1mtiK8NjdILGeHfW2zma03s7t2\n9bgd4jOfHPa9NjNbVmT+pWb2mJn1mtklu/IemVTzDvblZqUaY9pVf0+fpcC+wDJ331pifj9wO/Dm\n9EJKzb7AE4PM/x3we2BPYA/gI8DmxPytwLuGOFE94O7jgInAVcAvzWxyYv7EkCTGufuliemXAHNC\njCcDF5vZGQBmNhX4H+BzwGRgPvCLQT9pDauRY28ScAUwm2ibtQM/TsyfB7wROBw4DDgLeH9i/qPA\nB4FHiqx7DPAxYCpwDHAK8K/FgggXBtcBnwAmAPsB3yc6jsttK3A18MkS85cQXbDessvv4O6D/gHL\ngFPD40uAXxJ9Ae1EB/fcxLKziA6cdcAG4LIw/QLgL8C3gY3Al8P09wBPAZuAO4B9E+v6DrCc6ISw\nADgxMe9oooNyM7AG+I/EvGOB+4FWoo1+0hCf7d+ARUAXkAM+BTwXPt+TwJvCsi8DOoE+YAvQGqY3\nAd8EXgixXA40l3i/+rDsemAp8CHAgVyYfw/w3vD4QOBPQFtY/hdh+p/Da7aGOM4BTgJWhM/yIvCT\neFrBZ/10+EybiA6efGL73FcQq4cY5gE9QHd4v98V2S+agP8EVoW//wSawrw4tk8Aa4HVwLsH2SbT\ngZvCfrIEeF+YfmHB9//FQdaRC/HPHmLf/jdgZdjWzxAd+GeEz9oT3ufRweJKbNf/m9hvFgCzkt9j\nePwqon365BLxvIHomGoN+8LLwvQ/hs/dGWJ6ScHrpob3mVhivfE2+C/gx4np9wEXFNsHgLFhnXOJ\nTroD+2mR9a8EXpN4filwQ3g8D7i/YL0dwEuLrOcnRCfSjvA5Ly587/C9fJnoGN9CdBExBfgZ0fng\n4eR2B15KdJGxMWzjtw2yP1xAdFy2A88Db0/MG+xc5UTH8mLg+SLbveQ5Imy7m8M23wjcC9QVia3k\ncT/Iufqng+3/idcdBbQnnt8PzEs8vxB4sMjrBvafQdb9ccI5o8i8twALB3ltHdvPxxuIcs/kMC/e\nL+YRnXNWA58Yxmc9leiCvNT8nwKXDOd72+m1w3jzwg3UCZxJdAL5avwlh+ePEiXMsUAeeFViJ+0F\n/pnoRNdMdOWzhChJ5YDPsuNB9w6igyRHdCJ+ke0n/weAd4bH44Bjw+MZ4Us/M2yI08LzaYN8toVE\nFwHxzv1WohNnXdhhtwJ7FzvhhGn/SXSSnQy0EB3cXy3xfhcBT4f3mwzcTelkej3wmRDHwHdZeKCG\n5yeF7/frRAduM8UPtMcT7/0Xtl/UFPtcyZPBNfGyJfaLLwEPEpWIphEdjJcWxPYloCFsm23ApBLf\n0Z+Irk7zwBFEF2anlIqzxDqGTKbAQUSJbXri4DwgsZ//dARxfRJ4LKzTiK7opyS/R+D08H5Hl4jn\nJUT72mnhe7qY6PhoLNw3irzWiE7kNxMdV3sWzD+JKJnuRZRwDgrTiybT8P19lCipTGD7iWtlWM+P\ngalh2Ulh3p6J93sL8Fh4/B3gBwXxPA68eajzTWK7FB4jS4ADQmxPAs8SnSRzRBf6Pw7Ljg3f+bvD\nvKOILkwPKfK+Ywu+m73j5Rj6XOVECXsy288jyeOn5DmC6Bx6edjmDcCJgJX4bood9+VIph8jkSyJ\nLuCPSTyfSyLZJqYPJ5n+BvhaiXn7E+WTbxPVaIwrFhcwk+i89kPg+oL94vqw7V5OdEyeOkQ8VZVM\n/5CYdzDQER4fFz7MTlevRAfqCwXTbgMuTDyvIzrJ7lsijk3A4eHxn4EvEg7oxDL/BvykYNodwPmD\nfLb3DPH5FwJnJz5H8urdiE6ABySmHUe4Oi2yrj8CFyWev4bSyfQ6oqqYmUXWU+yg6iZcbCSmFR5o\nyfc+E3iu2OcqfA+GTqbPAWcm5p0e77Ahjo7kfkFUQj22yOeaRVQCa0lM+ypwTak4S3zPw0mmB4Y4\nTgUaCuZdQuJENIy4non3kRLb6tPA34CXDxLP54BfFhwPKwk1KwySTMP8mcBlYVv0Ex0jcwr3BeAb\nbK/lKEymvUQlpPVEJ7F4+44jOqHmiKqRfw3ckfhuvGDfOy2x/a+i4GRKdCF3wSDH5FDJ9DOJ+d8C\nbks8fz2htEN0MXxvwfp/CHyhyPuODZ/9zRTULDHEuSrE94/Fjh+GOEcQXWT+lsTxPMg2LnsyJarG\n3ciONX99JGoOiKrwnYIkzxDJlOgiZgUF5+mCZY4lKnGuI0qs1xCSKlFNwCmJZfcmqjHKJfaLZJzf\nAK4a4vNWLJnuyj3TFxOPtwH5cJ9gFvA3d+8t8brlBc/3Bb4TGkvEVRxGVLrEzD5hZk+FG8atRFeh\nU8NrLyS6kn/azB6OG0qEdb41Xmd43auINkIpO8RlZu8KN8Tj1x+aeN9C04juESxILH97mF7M9IL3\n+9sgcV1M9H08ZFHL2fcMsizAOnfvHGKZwveePsTywzWdHT9L4bo3FOwX24hO0MXWs9Hd2wvWNaNM\ncQ5w9yVEV76XAGvN7AYzK/V9DBXXLKIkVsrHiBLlY4Mss8N36O79RNtrWJ/d3Ve4+4fd/QCi42Ar\n0QVZoa8Dp5vZ4UXmPejuE919qrsf6+5/COve4u7z3b3X3dcAHwZeY2bjiaocAcYn1jOeqFRLmJ+c\nVzh/V6xJPO4o8jzet/YFjik4H7ydqIS+A4/uw59DVHu02sxuMbOXJtZT8lwVFJ7fYkOdI/4fUan3\nTjNbamafGsbnL4twz/I24KPufm9iVuE2Gw9s8ZBthrnuNwJfA17r7utLLefuD7r729x9GlGp/NVE\nNXIQfe83Jr63p4gS/Z6JVVTqnDZi5WyAtBzYZ5Ab8IUbYjnw/nDwxn/N7n6/mZ1IVMp8G1F14ESi\nqgcDcPfF7n4eUbXi14Ffm1lcpfOTgnWOdfevDRL3QFyhleGPiE4WU8L7Ph6/b5HPsJ7o4D0k8X4T\nPGrEUcxqohNvbJ+SQbm/6O7vc/fpRDf/v2+Dt+Adzo5e+N6rwuOtRAc8AGZWeLIZat2riHb8Yuse\niVXAZDNrKVjXyl1Y15Dc/efu/iqi2J1oX4KdP+9QcS0nqnYs5a3AG83sY4Mss8N3GFpPzmIXPru7\nLwe+R3QhWDhvA1G146WF80byFnGY7r6JaL9OJufD2d5Y6onkvHCcHkDpxlTDPmEPw3LgTwXng3Hu\n/oGib+x+h7ufRnTx/TTRuSBeT9Fz1TDiHvQc4e7t7v4Jd9+fqFT9cTM7ZfQffXDhXPcHotsxPymY\nvcM2Y8ftOZx1n0H03b1+iAvIHbj7w0RtbuL9djlRMk5+73l3Tx4Tpc5pqStnMn2I6KD6mpmNNbO8\nmZ0wyPKXA582s0MAzGyCmb01zGshqnJaB+TM7PMkrpTM7B1mNi1cvbeGyX1ERfTXm9npZlYfYjjJ\nzGYO8zPEjS7Whfd5NzuekNYAM82sEQZKDz8Cvm1me4TXzDCz00us/5fAR8xspplNIrq5XpSZvTUR\n96YQV/zzgDVE9xtG6kPhvScTNZiJW1U+ChxiZkeYWZ6otJY01PtdD3zWzKaF1pufJ9oWIxKSwP3A\nV8O2O4yoFuJnw11HiL8pPG0Kz4std5CZ/aOZNRFVL3Ww4/c728zqhhnXlcClZjbHIoeZ2ZTE260i\natz0ETP7YInQfwm8zqKfkTQQtRPoCu871GeeZGZfNLMDzawubIP3EFXVFvMfwPFE9wCHZGbHhO+r\nLnyu7xL9TKctLHId0fafFEpz7yOqrgO4ETjUzN4ctsXngUXu/nSJt9vVfbuYm4GXmNk7zawh/L3S\nzHb63Ga2p5m9IST7LqLSWbw/DHauGtRQ5wgzOytsNyO6Z9uXeN9CZfluzGwG0S2n77n75UUWuY4o\nqc8ItTWfYPv2xMwaw7Y0oCEcE3Vh3j8SHRdvdvdBfwtuZq8ys/clvpeXEjXCi/fby4F/D4mfcH45\nu2A1nzOzMWHbvJsSLcXDvpsnui9tIebGxPyGML+OKOfkbaS/bR6qHphB6uHZ+X7GPkQ3nDcQXZF9\n17ffj9npXhfwTqKGG5uJrkKuDtPrie61bCZK0BcXxPFTovtdW4iumN6YWOcxRI1FNhIlxVuAfYb6\nbIlp/x5eu57opPMntt/HbAzr2wisD9PywFeIWgFuJqqK+EiJ98sR3WzfQNRacLDWvN8gKpVsIapC\nTLauuyh8L61EpfeTSNw78dL3U+LWvK3AtcCYxPzPhM+8nKjxV/Ke6Ryie8etwG+K7Bd5ohPs6vD3\nXbY3FisW207fe2LeTKKT4MbwuZP3eS9giHumIe4d/kosdxjRBWB7eK+b2d4YaQrR/aBNwCPDiKue\nqFHK82F9DxPudRd8j/sRVUWVakj0prB92oj2u0MS8+4Z5HVjw/ZcFvaXF4kucGYMsg0uDrFdMNR3\nC5wXPtvWsH2vA/ZKzG8i+tlB3Lr+4wWvP5WopNcRPsfsQbbf2UStXluJflIxmxLHSHj+ZcK968R7\nLUk8P4jomI1/YfBH4Igi77s321vPx62pDx7qXFW4jYtNY5BzBPAvYbttJbq/+LlBvptBj3uGec8U\n+EKIb0vyLzHfiM4/G8PfN0jcLw3fTeFxdlKYdzdRQSi57ttKxHEoUWOsNWG5ZUS1Qw1hfh1Ra+Bn\niI6r54CvhHnxfhG35n0RuHiQ7+6kIjHfk5h/TZH5Fwx2rin8s7AiERGRmmDR76WfJ0q8pdrppEp9\n84qIiIySkqmIiMgoqZpXRERklFQyFRERGaVa6JQ5FVOnTvXZs2dnHYaISE1ZsGDBeo86XditKZkG\ns2fPZv78+VmHISJSU8xssJ7cdhuq5hURERklJVMREZFRUjIVEREZJSVTERGRUVIyFRERGSUlUxER\nkVFSMhURERklJVORGqWuQEWqh5KpSA3q73fO+9GDfOl3T2YdioigHpBEatKvF6zgwaUbsw5DRAKV\nTEVqzObOHr5xx9MAtHdWxbjIIrs9JVORGnPZH5ewfks3B+3ZomQqUiWqtprXzK4GzgLWuvuhYdov\ngIPCIhOBVnc/oshrlwHtQB/Q6+5zUwlapMKWrtvCj//yPG99xUzyDfX8btGqrEMSEaq7ZHoNcEZy\ngruf4+5HhAT638D/DPL6k8OySqTyd+PSm5+kKVfPJ884iPHNOdo7e9WqV6QKVG0ydfc/A0VbWJiZ\nAW8Drk81KJEM3f30Wu5+Zh0fOeVA9mjJ05JvoK/f6ejpyzo0kd1e1SbTIZwIrHH3xSXmO3CnmS0w\ns3mlVmJm88xsvpnNX7duXUUCFSmH7t5+Lr35SfabOpYLjt8PgJZ8dJdG901FsleryfQ8Bi+VnuDu\nRwGvBT5kZq8utpC7X+Huc9197rRpu/1A8VLFrr1/GUvXb+VzZ72Mxlx02I7PNwCwuaMny9BEhBpM\npmaWA/4P8ItSy7j7qvB/LXAjcHQ60YmU37r2Lr5712JOOmga//jSPQemxyXTzSqZimSu5pIpcCrw\ntLuvKDbTzMaaWUv8GHgN8HiK8YmU1TfveIaOnj4+d9bBO0xvCSXT9k6VTEWyVrXJ1MyuBx4ADjKz\nFWZ2YZh1LgVVvGY23cxuDU/3BO4zs0eBh4Bb3P32tOIWKafHVrTxywXLefcJszlg2rgd5k1oVslU\npFpU7e9M3f28EtMvKDJtFXBmeLwUOLyiwYmkwN255HdPMGVsI/98ypyd5qtkKlI9qrZkKrK7u+nR\nVSz42yY+efpBA42NktSaV6R6KJmKVKFt3b189danefmMCbz1FbOKLtPcUE99nak1r0gVqNpqXpHd\n2ffvfo4XN3fyvbcfSV2dFV3GzBifz6lkKlIFVDIVqTLLN27jinuX8sYjpvOKfScPumxLvkH3TEWq\ngJKpSJX591ueot6Mf3vtS4dctiWfU2tekSqgZCpSRe5fsp7bn3iRD518AHtPaB5y+fEqmYpUBSVT\nkSrR29fPF3/3JLMmN/PeE/cf1mtadM9UpCoomYpUiZ8/9ALPrGnnM2ceTL6hflivack3qDWvSBVQ\nMhWpAu2dPXzrzmc5/oApnH7InkO/IIjHNBWRbCmZilSBZ9e009bRw3tO2I9ouN7hack3sKW7l/5+\nDRAukiUlU5Eq0BaqaqeMaxzR68bnc7jDlm6VTkWypGQqUgXiZDqheeduAwejMU1FqoOSqUgVaNu2\na8lU/fOKVAclU5Eq0NYRJcPxI06m8cgxSqYiWVIyFakCbR09jGvK0VA/skMyLpmqmlckW0qmIlWg\nraNnxFW8sL0k296lZCqSJSVTkSrQ1tEz4ipe0D1TkWqhZCpSBTZ39DCheeQjIqqaV6Q6KJmKVIFd\nreZtytXTlKtTyVQkY1WbTM3sajNba2aPJ6ZdYmYrzWxh+DuzxGvPMLNnzGyJmX0qvahFdk1rR/cu\nJVMI/fMqmYpkqmqTKXANcEaR6d929yPC362FM82sHvge8FrgYOA8Mzu4opGKjNKulkwh6gVps4Zh\nE8lU1SZTd/8zsHEXXno0sMTdl7p7N3ADcHZZgxMpo67ePjp7+ne9ZNrcoGpekYxVbTIdxIfNbFGo\nBp5UZP4MYHni+YowbSdmNs/M5pvZ/HXr1lUiVpEh7WpXgrHx+ZwGCBfJWK0l0x8ABwBHAKuBbxVZ\nptiQG0WH1HD3K9x9rrvPnTZtWvmiFBmBuCXurvw0BqIWvWrNK5Ktmkqm7r7G3fvcvR/4EVGVbqEV\nwKzE85nAqjTiE9kVoy+ZqppXJGs1lUzNbO/E0zcBjxdZ7GFgjpntZ2aNwLnATWnEJ7IrRptMW/Ia\nIFwkayP/lXhKzOx64CRgqpmtAL4AnGRmRxBV2y4D3h+WnQ5c6e5nunuvmX0YuAOoB6529ycy+Agi\nwzL6ZNpAR08fPX39I+7bV0TKo2qTqbufV2TyVSWWXQWcmXh+K7DTz2ZEqtGuDr8WS3YpOHnsyAYX\nF5Hy0GWsSMZ2dfi12PiBYdjUCEkkK0qmIhnb1eHXYursXiR7SqYiGRtN70ewfYBw/TxGJDtKpiIZ\n29Xh12Ljw2gz6p9XJDtKpiIZ29Xh12K6ZyqSPSVTkYyNvppXJVORrCmZimRsNMOvAYxrihsgqWQq\nkhUlU5GMjbZkmquvY2xjvVrzimRIyVQkQ6Mdfi3Wkm9Qa16RDCmZimRotF0JxsY3q39ekSwpmYpk\naLTDr8Va8g20d6lkKpIVJVORDJWrZKqRY0SypWQqkqHyJVPdMxXJkpKpSIbKds9UJVORTCmZimRo\ntMOvxVryDbR39uLu5QhLREZIyVQkQ/Hwa+W4Z9rd109Xb385whKREVIyFclQPPxabheHX4vFrYE3\nqxckkUwomYpkaLS9H8XGa0xTkUwpmYpkaLTDr8UGOrtXi16RTCiZimRotMOvxbYPw6aSqUgWRn8U\nV4iZXQ2cBax190PDtP8HvB7oBp4D3u3urUVeuwxoB/qAXnefm1bcIqX8/K8v7DRt2YatTB3XVHTe\nSLy4uROA2x5/kRWbOnaa/0/H7DOq9YvI4Kq5ZHoNcEbBtN8Dh7r7YcCzwKcHef3J7n6EEqlUs86e\nPpob60e9nnwuOpQ7u/tGvS4RGbmqTabu/mdgY8G0O909rsd6EJiZemAiZdTR00dzw+iTabyOzl4l\nU5EsVG0yHYb3ALeVmOfAnWa2wMzmlVqBmc0zs/lmNn/dunUVCVKklN6+fnr6vCwl08ZcHUZU0hWR\n9NVkMjWzzwC9wM9KLHKCux8FvBb4kJm9uthC7n6Fu89197nTpk2rULQixXWExFeOkqmZ0dRQR0eP\nOm0QyULNJVMzO5+oYdLbvUTfae6+KvxfC9wIHJ1ehCLD09FdvmQKkG+op0slU5FM1FQyNbMzgH8D\n3uDu20osM9bMWuLHwGuAx9OLUmR4BkqmZajmhSgpq5pXJBtVm0zN7HrgAeAgM1thZhcClwEtwO/N\nbKGZXR6WnW5mt4aX7gncZ2aPAg8Bt7j77Rl8BJFBlbOaF6ApV0+n+uYVyUTV/s7U3c8rMvmqEsuu\nAs4Mj5cCh1cwNJGyKH81b93AkG4ikq6qLZmK/L1TNa/I3w8lU5GMxMk0X65q3oZ6OtWaVyQTSqYi\nGens7qMpV0d9nZVlffmGOjp7+jRAuEgGlExFMlKu3o9izQ31ONCtRkgiqVMyFclIR3d5+uWN5XNx\nl4JKpiJpUzIVyci2nr6y3S8FaGqIDucONUISSZ2SqUhGOrrLX80LqBckkQwomYpkpFzDr8XiUq5+\nHiOSPiVTkYyUuwHS9mpe3TMVSZuSqUgGyjn8WkwlU5HsKJmKZKDc/fIm16V7piLpUzIVyUC5++UF\nyNUZ9Waq5hXJgJKpSAbK3S8vbB8gvLNXJVORtCmZimSgEtW88fp0z1QkfUqmIhmoRDUvRI2QulTN\nK5I6JVORDFSimhein8eoBySR9CmZimSg3MOvxVTNK5INJVORDJR7+LVYPldPlzq6F0mdkqlIBsrd\n+1Esr2pekUwomYpkoNzDr8XyDfV09/bTrwHCRVJVtcnUzK42s7Vm9nhi2mQz+72ZLQ7/J5V47flh\nmcVmdn56UYsMT7mHX4vlB3pBUlWvSJqqNpkC1wBnFEz7FHCXu88B7grPd2Bmk4EvAMcARwNfKJV0\nRbJS7uHXYnmNaSqSiapNpu7+Z2BjweSzgWvD42uBNxZ56enA7919o7tvAn7PzklZJFPlHn4t1pRT\nZ/ciWajaZFrCnu6+GiD836PIMjOA5YnnK8K0nZjZPDObb2bz161bV/ZgRUqpVAOkOEGrS0GRdNVa\nMh2OYr81KNoaw92vcPe57j532rRpFQ5LJFKJ4ddi+bhk2q17piJpqrVkusbM9gYI/9cWWWYFMCvx\nfCawKoXYRIalUv3ywvZ7piqZiqSr1pLpTUDcOvd84LdFlrkDeI2ZTQoNj14TpolUhUr1ywsaIFwk\nK1WbTM3seuAB4CAzW2FmFwJfA04zs8XAaeE5ZjbXzK4EcPeNwKXAw+HvS2GaSFWoVL+8oGQqkpVc\n1gGU4u7nlZh1SpFl5wPvTTy/Gri6QqGJjEolq3nr64yGeqNTvzMVSVXVlkxF/l4NVPNWoGQKUelU\nJVORdCmZiqSskiVTiFr0dqqze5FUKZmKpKxSw6/F8g11KpmKpEzJVCRllRp+LaZqXpH0KZmKpKxS\nvR/FomSqal6RNCmZiqRsW4WGX4upmlckfUqmIinrqNDwa7F8TtW8ImlTMhVJWaWGX4vlG+vp7Xd6\n+1TVK5IWJVORlFVq+LVYPhf3z6tkKpIWJVORlKXRAAnUpaBImpRMRVJUyeHXYkqmIulTMhVJUaV7\nP4JkMlU1r0halExFUlTJ4ddiA2OaqmQqkholU5EUVXL4tZiqeUXSp2QqkqJUqnlzSqYiaVMyFUlR\npYdfA2hq0E9jRNKmZCqSojRKpnVmNOXUpaBImpRMRVJU6eHXYursXiRdSqYiKar08GsxdXYvkq6a\nS6ZmdpCZLUz8bTazjxUsc5KZtSWW+XxW8YokVbr3o5g6uxdJVy7rAEbK3Z8BjgAws3pgJXBjkUXv\ndfez0oxNZCiVHn4tlm+op72rp+LvIyKRmiuZFjgFeM7d/5Z1ICLDUenh12JRNa/umYqkpdaT6bnA\n9SXmHWdmj5rZbWZ2SJpBiZRS6eHXYlEDJFXziqSlZpOpmTUCbwB+VWT2I8C+7n448F/Ab0qsY56Z\nzTez+evWratcsCJBpYdfi8XJ1N0r/l4iUsPJFHgt8Ii7rymc4e6b3X1LeHwr0GBmU4ssd4W7z3X3\nudOmTat8xLLbS60BUkM9/Q49fUqmImmo5WR6HiWqeM1sLzOz8Phoos+5IcXYRHaSxvBrMXV2L5Ku\nmmvNC2BmY4DTgPcnpl0E4O6XA28BPmBmvUAHcK6rvksylkbvR7FkZ/fjmxsq/n4iu7uaTKbuvg2Y\nUjDt8sTjy4DL0o5LZDBpDL8WU2f3Iumq5WpekZqSxvBrsbw6uxdJlZKpSEqyquYVkcpTMhVJSRrD\nr8XiZNqhZCqSCiVTkZSkWzKNDu0u9YIkkgolU5GUpDX8GkBjfR11pmpekbQomYqkJK3h1wDMjKZc\nPZ29SqYiaVAyFUnJtpT65Y2ps3uR9CiZiqSkI6V+eWPq7F4kPUqmIilJa/i1mJKpSHqUTEVSktbw\na7EomaqaVyQNSqYiKUlr+LVYPlenkqlISpRMRVKS1vBrsXyjWvOKpEXJVCQFXb19qQ2/Fsvn6unq\n6adfAyaJVJySqUgK2jp6gHR6P4rlG+pwoFud3YtUnJKpSAo2Z5BMm9XZvUhqlExFUjBQMk2xmrdJ\nnd2LpEbJVCQFWVXzAvp5jEhlvAcrAAAVDklEQVQKlExFUpBFyTRO3F0qmYpUnJKpSAratmVQMs2p\nmlckLUqmIilo6+gF0hl+LdYUV/OqNa9IxdVkMjWzZWb2mJktNLP5ReabmX3XzJaY2SIzOyqLOEVi\nbR09qQ2/FsurmlckNbmsAxiFk919fYl5rwXmhL9jgB+E/yKZaO3oTrWKF6Chvo5cnemnMSIpqMmS\n6TCcDVznkQeBiWa2d9ZBye5rc0dPqo2PYk0N9XSoNa9IxdVqMnXgTjNbYGbzisyfASxPPF8Rpu3A\nzOaZ2Xwzm79u3boKhSoSVfOmeb80ps7uRdJRq8n0BHc/iqg690Nm9uqC+cVuTO3UQam7X+Huc919\n7rRp0yoRpwgQJdO0q3kh+ilOlzq7F6m4mkym7r4q/F8L3AgcXbDICmBW4vlMYFU60YnsrC2jat58\nrp6ObiVTkUqruWRqZmPNrCV+DLwGeLxgsZuAd4VWvccCbe6+OuVQRQZkVTJtaqjTT2NEUlCLrXn3\nBG40M4ji/7m7325mFwG4++XArcCZwBJgG/DujGIVoau3j86e/kxKps0N9fppjEgKai6ZuvtS4PAi\n0y9PPHbgQ2nGJVJKFv3yxvIN9eoBSSQFNVfNK1Jrshh+LdbUUEdPn9PTp6pekUpSMhWpsCw6uY/F\nCXxLZ2/q7y2yO1EyFamwTKt5Q2f3mzt7Un9vkd2JkqlIhWVZMo3HNG1XyVSkopRMRSosi+HXYk0N\nKpmKpEHJVKTCshh+LRYncJVMRSpLyVSkwlo7uhnXlEt1+LVYnMDjFsUiUhlKpiIV1tbRw4Tmhkze\nO5/TPVORNCiZilTY5o4exmeUTJtUzSuSCiVTkQqLSqbZdDZWX2c01tepAZJIhSmZilRYltW8EP08\npl3JVKSilExFKiz7ZFqval6RClMyFamwakimquYVqSwlU5EKiodfy76aVyVTkUpSMhWpoLgrwaxL\npkqmIpWlZCpSQXFnCRPGNGYWQz5Xr04bRCpMyVSkgqqjZKpqXpFKUzIVqaDqSKb1dPf109nTl1kM\nIn/vlExFKqhakilo5BiRSlIyFamgePi1rKt5QV0KilRSzSVTM5tlZneb2VNm9oSZfbTIMieZWZuZ\nLQx/n88iVpF4+LXx+Wy6E4SoARIomYpUUnZH+K7rBT7h7o+YWQuwwMx+7+5PFix3r7uflUF8IgPi\n4ddy9dldt+YHOrtXNa9IpdRcydTdV7v7I+FxO/AUMCPbqESKy7r3I0iOaaqSqUil1FwyTTKz2cCR\nwF+LzD7OzB41s9vM7JASr59nZvPNbP66desqGKnsrrIcfi22/Z6pSqYilVKzydTMxgH/DXzM3TcX\nzH4E2NfdDwf+C/hNsXW4+xXuPtfd506bNq2yActuKcvh12J5jWkqUnE1mUzNrIEokf7M3f+ncL67\nb3b3LeHxrUCDmU1NOUyRqqjmbczVYaafxohUUs0lUzMz4CrgKXf/jxLL7BWWw8yOJvqcG9KLUiRS\nDcm0zoxxTTmVTEUqqBZb854AvBN4zMwWhmn/F9gHwN0vB94CfMDMeoEO4Fx39yyCld1bNSRTgPH5\nBpVMRSqo5pKpu98H2BDLXAZclk5EIsVVw/BrsZZ8Tq15RSqo5qp5RWpFWxWMGBMbn29Qa16RClIy\nFamQzVXQL2+sJa97piKVpGQqUiHV0Ml9bHyz7pmKVJKSqUiFVFMyVclUpLKUTEUqpPqSaQ9q1C5S\nGUqmIhVSDcOvxcbnG+h32NqtAcJFKkHJVKRCWkPJNMvh12It+Sihq0WvSGUomYpUSFtHT+bDr8Va\nQkIfyX3T9s4ePnrD/3L302srFZbI343sj3KRv1PV0vsRMDByzXBLpn39zkdvWMhvF67igz97hMdX\ntlUyPJGap2QqUiHVMPxaLC6ZDrcXpK/d9hR/fHotHz/tJUwa08D7rpvP2vbOSoYoUtOUTEUqpBqG\nX4vF922H81vTXzz8Aj+693nOP25fPnLKHH50/lxat/Uw77oFdPaoAZNIMUqmIkN4sa2Td1z5Vy77\n4+IR/bSkqqp5BxogDV4y/evSDXz2N49z4pypfO6sgwE4ZPoEvn3OESxc3srFv16kn9eIFKFkKjKI\nZ15s503f/wsPLN3AN+98lot/vYievv5hvbaakmncmnewkukLG7Zx0U8XMGvyGC4776gdGk6dcehe\nfPL0g7jp0VV87+4lFY9XpNYomYqUcP9z63nL5ffT785NHz6Bj54yh18tWMGF185nS9fQ9x6rKZnm\nG+rI1VnJkml7Zw8XXvsw/Q5Xnf9KJozZOe4PnnQAbzpyBt+881lue2x1pUMWqSlKpiJF/HbhSs6/\n+iH2Gp/nfz54AodMn8C/nPYSvv7ml/OXJes554cPsHZz6QY51TT8GoCZDfSCVKiv3/nn6/+X59dv\n5QfvOIr9po4tuY6v/p+Xc+Q+E/mXXy5UC1+RBCVTkQR35wf3PMdHb1jIUftM4tcXHc+Mic0D8895\n5T5cef5cnl+/lTd9/36WrG0vup5qGn4tNr65oWhr3q/c+hT3PLOOL559CMcfMHXQdeQb6rninXOZ\nPKaR9147f9ALCpHdiZKpSNDX73z+t0/w9duf5vWHT+e6C48uWt158kF78It5x9HV28+bf/AADz2/\ncadlqmn4tVixkukND73AVfc9zwXHz+btx+w7rPVMa2niyvNfyebOHt533fxRtfDt73eWrd9Kf78a\nNUltUzIVATq6+7jopwv4yYN/4/2v3p/vnHMETbn6ksu/fOYEbvzg8UwZ18g7rvortyza8R5iNXVy\nH2tpatjhnukDz0Utd1/9kml89nUvG9G6Dp4+nm+fcwSLVrbxr796dMQtfNs6erjy3qWc/K17OOmb\n93Dqf/yJH//leXV3KDVLyVRqWn+/89iKNhataKVvF0s3G7Z0cd6PHuQPT63hi284hE+f+TLq6mzI\n182aPIb/vuh4DpsxgQ9f/whX3rt0YF41JtPxzbmB1rx/27CVD/xsAbOnjuWyfzpyl7o8PP2Qvbj4\n9Jdy86LVfPeu4bXwfXZNO5+58TGO++pdfPmWp5g2rolPv/alTBjTwBd/9yTHfuUuPv/bx1mydsuI\n4xHJUnX8olxkBFa2dnDf4nX8efF67l+ynk2J0VlOOHAKJ86ZxqsOnMqsyWOGXNey9Vu54McPsbqt\nkx+8/RWcceheI4pl0thGfvreY/iXXyzky7c8xarWTj77updVZTJtyUcl082dPVx47XwArjp/7sBv\nUHfFRf+wP4vXtvPtPzzLgXuM43WH7b3TMn39zh+eWsO19y/j/uc20Jir4+zDp3P+8bM5dMYEAN7/\nDwewaEUr19y/jBseWs51D/yNE+dM5fzjZnPyS/egfhgXN4U6uvt4YlUbC5e3sm5LF4dMn8CRsyYy\nc1IzZiNfn8hgrBZ/gG1mZwDfAeqBK939awXzm4DrgFcAG4Bz3H3ZYOucO3euz58/vzIB72bcnfVb\nulnV2sGq1g62dvex94Q80yc2s/eEPPmG0tWnxWzp6uXB5zZw7+J13LtkPUvXbQVgj5YmTpwzjRPn\nTMUM7lu8nvuWrGd1W9QoZvaUMVFinTOV4w6Yws2P7lgVu3zjNq59YBkA7zp2X/aZUrwV63D0u3Pb\nY6v5y3MbOHT6eGZOGsPtT7zIZ858GWObquOa9eZFq5i/bBOzp45hydotvOeE/dh/2rhRr7e3r58r\n73ue1W0dvO/E/Zk5KbqI2dbVy8N/28Rfl26gtaOH6RPyvOO4fTn3lfsweWzphlnrt3Rxw0Mv8NMH\nX+DFzZ3MmtzMO4/dl7fNncXEEg26+vqd59ZtYeELrSxc0crCF1p5Zk37QG1Frs7oDY+njG3k8FkT\nOXzmRI7YZyKHz5xQcr2Dae/sYcWmDlZu6mDFpm30O8yc1MzMSWOYMam5qi6kKsnMFrj73KzjyFrN\nJVMzqweeBU4DVgAPA+e5+5OJZT4IHObuF5nZucCb3P2cwdabTKb9/U5Pfz+9fU5vX/S4r9/p6QvT\n+vvp6XPMIFdXR0O9UV9nNNRHv+XL1UfTcnXR82SVobvT0+cDP51I/u/q7aezJ/rfFf7n6upoytWR\nb6inqaGOfC76PzAt/G+sr6OuznB3Onv6ae/sYXNnL+2dPQOlkfbk847o/7buPsY01TM+30BLPjfw\nv2Xgf/R4fHM0rylXR1dvf0iUnaxq7WBFSJoDf22ddPeW7thg6rhGpk9sZvqE5uj/xDwzJsaPm5k0\npoHHVrZx7+L13Ld4PY+8sInefiffUMex+0/hVQdO5dUvmcacPcbtVMJwj06q9y5ez72L1/Pg0g1s\n6+6jvs6YMbGZA/cYx5w9xrGlq5dfzl/OuKYc7z5+P6a2NI1wTyzuviXrue2x1dSHk/elZx+6S6Wq\nSvjDU2v4YxgB5k1HzuCVsyeXbd1bunr5/t1L6HfnzUfNZNHKNh5d3kpvv7P/1LFcfMZBnPqyPUdU\nndzT18+dT6zh2geW8dDzG8k31PGmI2fwruNmM2lMIwuXt7JweSuPLm/lsZVtA7/9bWnKRcly1oQo\nYc6ayKSxjTzzYjv/G5Z/dHkrS9ZtIT797Td1LIfPnMARsyZy+KyJHDx9PJ3d/axo3caKTR07JM0V\nmzpY2doxUPtQSks+FyXWic0hyTYPJNuZIdl29vSzYWsXm7b2sHFbNxu3drFxaw+btnZHz7dE/zdt\n7WbTtm4a6+uYPK6RSWMamTw2+j9lbCOTxiaeh/mTxjSQq6+jq7ePrV19bOnspb2rhy2dvWzpiv7a\nw+Ot4fG27l6aG+oZl88xrqkh/K+PHjdF54NxTbkwPUdTro66ujolU2ozmR4HXOLup4fnnwZw968m\nlrkjLPOAmeWAF4FpPsiHbZ7+Ep/17u/Q299PuRsW1hnk6uuoM+juLf/6Y431dThRsh4qnujAaGBM\nYz3buvuiJNvVy1C7Q0O97bR+M9izJc/0iVHpM5kYp0/MM7Yxx4ubOweS7crW5OMOthUMWG0G7tH/\nQ6dP4FVzpnLinKm8Yt9JgzYKKqa7t59HXtjEfYvX85uFK1m5qYM4+hkTm3nXcfsO9A5ULo+tbONX\n85dTX2d84fWHlHXdo/GXJeu55bHVnHDAFF532PSyr391Wwc//PNSunv7aag3jpw1iWMPmMJe4/P8\n0zH7jGrdT67azHUPLOM3C1fS2bP9Qi1XZxw8fTyHz4yS4BGzJrL/1LHDuue9ubOHx1e0DSTYhctb\nWdveBWzfB5PGNNYzc1JzSI5RQpyRSI5GdAuiWOJdvnHbTgOzJ0vLherrjEljGgaS5uSxjUwc00h3\nbz+btnWzcWv0t2lrN+2DdCBS7HgtJj4nNDfW09XbT3tn77DaIDTUG0u+8jolU2ozmb4FOMPd3xue\nvxM4xt0/nFjm8bDMivD8ubDM+oJ1zQPmhaeHAo+n8BFGayqwfsilsqc4y0txllctxFkLMQIc5O4t\nWQeRteq4mTMyxS45C68IhrMM7n4FcAWAmc2vhasrxVleirO8FGf51EKMEMWZdQzVoBZ/GrMCmJV4\nPhNYVWqZUM07Adj5l/UiIiJlUIvJ9GFgjpntZ2aNwLnATQXL3AScHx6/BfjjYPdLRURERqPmqnnd\nvdfMPgzcQfTTmKvd/Qkz+xIw391vAq4CfmJmS4hKpOcOY9VXVCzo8lKc5aU4y0txlk8txAi1E2dF\n1VwDJBERkWpTi9W8IiIiVUXJVEREZJR262RqZpPN7Pdmtjj8nzTIsuPNbKWZXVZtMZrZvma2wMwW\nmtkTZnZRmjGOIM4jzOyBEOMiMxu0V6qs4gzL3W5mrWZ2c8rxnWFmz5jZEjP7VJH5TWb2izD/r2Y2\nO834hhnjq83sETPrDb8Lz8Qw4vy4mT0Z9sW7zGx4Y9ClH+dFZvZYOL7vM7ODqzHOxHJvMTM3s6r/\nWU9Zuftu+wd8A/hUePwp4OuDLPsd4OfAZdUWI9AINIXH44BlwPQqjPMlwJzweDqwGphYbXGGeacA\nrwduTjG2euA5YP+wTR8FDi5Y5oPA5eHxucAvUv7+hhPjbOAwov6x35JmfCOM82RgTHj8gbS/yxHE\nOT7x+A3A7dUYZ1iuBfgz8CAwN4ttn9Xfbl0yBc4Grg2PrwXeWGwhM3sFsCdwZ0pxJQ0Zo7t3u3tX\neNpENjUOw4nzWXdfHB6vAtYC01KLMDKsbe7udwHtaQUVHA0scfel7t4N3EAUb1Iy/l8Dp1i6Q6AM\nGaO7L3P3RUDpDporbzhx3u3u28LTB4l+s5624cS5OfF0LEU6oEnBcPZNgEuJLlg70wyuGuzuyXRP\nd18NEP7vUbiAmdUB3wI+mXJssSFjBDCzWWa2CFhOVNoq7Mii0oYVZ8zMjia6wn0uhdiSRhRnymYQ\nbb/YijCt6DLu3gu0AVNSia7g/YNiMVaDkcZ5IXBbRSMqblhxmtmHQreo3wA+klJsSUPGaWZHArPc\nPdVbI9Wi5n5nOlJm9geg2CCVnxnmKj4I3OruyytVAChDjLj7cuAwM5sO/MbMfu3ua8oVI5QnzrCe\nvYGfAOe7e9lLL+WKMwNl6yqzgrJ+/+Eadpxm9g5gLvAPFY2ouOF2ffo94Htm9k/AZ9neKU1aBo0z\nFDq+DVyQVkDV5u8+mbr7qaXmmdkaM9vb3VeHE/zaIosdB5xo0bBu44BGM9vi7iVvwGcQY3Jdq8zs\nCeBEomrAsilHnGY2HrgF+Ky7P1jO+MoZZ0ZG0lXmioy6yhxOjNVgWHGa2alEF1n/kLhVkqaRfp83\nAD+oaETFDRVnC9FgIfeEQsdewE1m9gZ33y367t3dq3mT3Q6eD/y2cAF3f7u77+Pus4F/Ba4rZyId\nhiFjNLOZZtYcHk8CTgCeSS3CyHDibARuJPoOf5VibElDxpmhWugqczgxVoMh4wzVkj8E3uDuWV1U\nDSfOOYmnrwMWpxhfbNA43b3N3ae6++xwrnyQ6HvdLRIpsNu35p0C3EW0c94FTA7T5wJXFln+AtJv\nzTtkjEQDpS8iamG3CJhXjd8l8A6gB1iY+Dui2uIMz+8F1gEdRFflp6cU35nAs0T3kj8Tpn2J6MQE\nkAd+BSwBHgL2z2BbDxXjK8N3thXYADyRdozDjPMPwJrEvnhTlcb5HeCJEOPdwCHVGGfBsvewm7Xm\nVXeCIiIio7S7V/OKiIiMmpKpiIjIKCmZioiIjJKSqYiIyCgpmYqIiIySkqmIiMgoKZmKiIiM0v8H\nrep5ebsm41QAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the overall distribution of price increase rate\n", "plt.figure()\n", "sns.distplot(np.ndarray.flatten(r))\n", "plt.xlim(-0.4, 0.4)\n", "plt.title(\"Price increase rate distribution of 1 stock of SNP500 time series till 2012 Sep 11 \")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "r_pca = PCA(svd_solver='arpack') # component_n need to be set later\n", "r_pca.fit(r)\n", "r_pca_ev = r_pca.explained_variance_ratio_\n", "\n", "Y = r_pca.components_" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEICAYAAABYoZ8gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmZWMg9/MrGT+P4k5haUJw4+nAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the pca explained variance\n", "plt.figure()\n", "plt.plot(r_pca_ev, 'o')\n", "plt.title(\"PCA Explained variance ratio of Stock price increase rate\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find Price increase rate distribution outliers use IQR" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1257, 452)\n", "(1257, 452)\n", "(3,)\n", "code\n", "\"HCBK\" 1\n", "\"L\" 1\n", "\"PGR\" 1\n", "dtype: int64\n" ] } ], "source": [ "r_df = pd.DataFrame(r.transpose())\n", "r_df.columns = code_table['code']\n", "\n", "Q1 = r_df.quantile(0.25)\n", "Q3 = r_df.quantile(0.75)\n", "IQR = Q3 - Q1\n", "\n", "# print the outliers\n", "r_trans = r_df\n", "print(r_trans.shape)\n", "\n", "df_iqr = (r_trans < (Q1 - 75 * IQR)) |(r_trans > (Q3 + 75 * IQR))\n", "print(df_iqr.shape)\n", "\n", "df_select = df_iqr.apply(sum, axis=0)\n", "df_outlier = df_select.loc[df_select != 0]\n", "print(df_outlier.shape)\n", "print(df_outlier)" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "# find information of the three outlier comp\n", "outlier_info = code_table[(code_table['code'] == df_outlier.index[0]) | (code_table['code'] == df_outlier.index[1]) | (code_table['code'] == df_outlier.index[2])]\n", "\n", "# find outliers price increase rate distribution\n", "r_ex_out = r_df.drop(['\"HCBK\"','\"L\"','\"PGR\"'], axis=1)" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfUAAAEICAYAAABGRG3WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noW5mZlYS/x8tGOiJKzQ9EQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r_ex_pca = PCA(svd_solver='arpack') # component_n need to be set later\n", "r_ex_pca.fit(r)\n", "r_ex_pca_ev = r_ex_pca.explained_variance_ratio_\n", "\n", "r_ex_Y = r_ex_pca.components_\n", "\n", "# plot the pca explained variance\n", "plt.figure()\n", "plt.plot(r_ex_pca_ev, 'o')\n", "plt.title(\"PCA Explained variance ratio (except outlying comp) of Stock price increase rate\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(451, 1257)" ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r_ex_Y.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA: project over PC1 & PC2\n", "- PC1 & PC2 contribute more than 8% ratio" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# first 2 components\n", "PC2 = r_ex_Y[:2,:].transpose()\n", "\n", "# project original data into low dimension space by PC1 & PC2\n", "r_low_pc2 = np.dot (r,PC2)\n", "\n", "prj = pd.DataFrame(r_low_pc2)\n", "prj.columns = ['PC1', 'PC2']" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEWCAYAAACJ0YulAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot original data on the low dimension space\n", "plt.figure()\n", "prj.plot.scatter(x='PC1',y='PC2')\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.title(\"Projection on PC1 & PC 2 space\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PC1PC2
273-0.345129-0.194489
4072.1997731.966702
\n", "
" ], "text/plain": [ " PC1 PC2\n", "273 -0.345129 -0.194489\n", "407 2.199773 1.966702" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# exclude 2 outliers in PC1 x PC2 space\n", "df_out = prj[(prj['PC1'] > 1) | (prj['PC1'] < -0.25)]\n", "df_out" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
codenameclass
273\"MSFT\"\"Microsoft Corp.\"\"Information Technology\"
407\"TIE\"\"Titanium Metals Corp\"\"Materials\"
\n", "
" ], "text/plain": [ " code name class\n", "273 \"MSFT\" \"Microsoft Corp.\" \"Information Technology\"\n", "407 \"TIE\" \"Titanium Metals Corp\" \"Materials\"" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the information for the two outlier companies\n", "out_comp = code_table.iloc[[273,407],:]\n", "out_comp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exclude outlier then PCA" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1258, 452) (1258, 450)\n" ] } ], "source": [ "snp_drop = snp500_df.drop(['\"MSFT\"','\"TIE\"'],axis=1)\n", "print(snp500_df.shape, snp_drop.shape)" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(450, 1257)" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lognomral (current day - previous day) \n", "r_drop = np.log(np.array(snp_drop.transpose().iloc[:,1:])/np.array(snp_drop.transpose().iloc[:,:-1]))\n", "r_drop.shape" ] }, { "cell_type": "code", "execution_count": 152, "metadata": { "collapsed": true }, "outputs": [], "source": [ "r_drop_pca = PCA(svd_solver='arpack') # component_n need to be set later\n", "r_drop_pca.fit(r)\n", "r_drop_pca_ev = r_drop_pca.explained_variance_ratio_\n", "\n", "r_drop_Y = r_drop_pca.components_" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEICAYAAACzliQjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the pca explained variance\n", "plt.figure()\n", "plt.plot(r_drop_pca_ev, 'o')\n", "plt.title(\"PCA Explained variance ratio (drop 2 outliers)\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# project on first two component (contribute over 80%)\n", "\n", "# first 2 components\n", "PC2 = r_drop_Y[:2,:].transpose()\n", "\n", "# project original data into low dimension space by PC1 & PC2\n", "r_low_pc2 = np.dot (r_drop,PC2)\n", "\n", "prj = pd.DataFrame(r_low_pc2)\n", "prj.columns = ['PC1', 'PC2']" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEWCAYAAACaBstRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot original data on the low dimension space\n", "plt.figure()\n", "prj.plot.scatter(x='PC1',y='PC2')\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.title(\"Projection on PC1 & PC 2 space without outliers\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA: each industry class\n", "- Is there dominant features (e.g. leading firms) in each industry ?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
0123456789...12501251125212531254125512561257codeclass
0126.75126.27127.19127.07125.70127.69126.62126.54127.98127.02...84.9384.4986.0586.2686.0785.4085.0984.32\"MMM\"\"Industrials\"
130.5130.6931.9731.7831.1731.8731.6031.0030.5230.27...60.1160.7561.9163.1562.8661.3261.9061.78\"ACE\"\"Financials\"
240.0540.4440.7038.8739.8539.9839.7839.4339.0637.95...57.2357.6058.2658.3557.8856.9857.2356.15\"ABT\"\"Health Care\"
321.7521.3422.1122.0722.4026.0326.3926.5127.0026.65...81.8582.2482.8983.8582.5480.5079.9879.97\"ANF\"\"Consumer Discretionary\"
425.6026.3027.5128.5127.1328.2428.6528.5529.1127.97...41.8742.1742.1842.8443.1242.3442.9342.73\"ADBE\"\"Information Technology\"
\n", "

5 rows × 1260 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 7 8 \\\n", "0 126.75 126.27 127.19 127.07 125.70 127.69 126.62 126.54 127.98 \n", "1 30.51 30.69 31.97 31.78 31.17 31.87 31.60 31.00 30.52 \n", "2 40.05 40.44 40.70 38.87 39.85 39.98 39.78 39.43 39.06 \n", "3 21.75 21.34 22.11 22.07 22.40 26.03 26.39 26.51 27.00 \n", "4 25.60 26.30 27.51 28.51 27.13 28.24 28.65 28.55 29.11 \n", "\n", " 9 ... 1250 1251 1252 1253 1254 1255 \\\n", "0 127.02 ... 84.93 84.49 86.05 86.26 86.07 85.40 \n", "1 30.27 ... 60.11 60.75 61.91 63.15 62.86 61.32 \n", "2 37.95 ... 57.23 57.60 58.26 58.35 57.88 56.98 \n", "3 26.65 ... 81.85 82.24 82.89 83.85 82.54 80.50 \n", "4 27.97 ... 41.87 42.17 42.18 42.84 43.12 42.34 \n", "\n", " 1256 1257 code class \n", "0 85.09 84.32 \"MMM\" \"Industrials\" \n", "1 61.90 61.78 \"ACE\" \"Financials\" \n", "2 57.23 56.15 \"ABT\" \"Health Care\" \n", "3 79.98 79.97 \"ANF\" \"Consumer Discretionary\" \n", "4 42.93 42.73 \"ADBE\" \"Information Technology\" \n", "\n", "[5 rows x 1260 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "snp_trans = pd.DataFrame(np0)\n", "snp_trans['code'] = code_table['code']\n", "snp_trans['class'] = code_table['class']\n", "\n", "snp_trans.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1258, 59)\n", "(1258, 74)\n", "(1258, 46)\n", "(1258, 70)\n", "(1258, 64)\n", "(1258, 32)\n", "(1258, 29)\n", "(1258, 35)\n", "(1258, 6)\n", "(1258, 37)\n" ] } ], "source": [ "# apply to 10 industry\n", "for i in list(range(10)):\n", " # select one industry\n", " snp1 = snp_trans.loc[snp_trans['class']==class_list.iloc[i]]\n", " locals()[\"snp_class_\"+str(i)] = snp1.iloc[:,:-2].transpose()\n", " locals()[\"snp_class_\"+str(i)].columns = snp1['code']\n", " print((locals()[\"snp_class_\"+str(i)]).shape)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcsAAAEICAYAAAAwft9dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8Uwyf1lHSgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAAEICAYAAAAObc3iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEICAYAAABI7RO5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nymPPAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcgAAAEICAYAAADbSWReAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nP985PYqMmnc7AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAg0AAAEICAYAAADcPce6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkgYRERGpyf8Hwsdwq0THczcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEICAYAAACj2qi6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmVlpThpmZlaak4aZmZXmpGFmZqX9D2pr4sNAI95iAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdQAAAEICAYAAADm2wU4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhgAAAEICAYAAAAduo0WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREpO3+f8FHxQkaSmmyAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEICAYAAACavRnhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3Xu8XGV97/HPl50QokCiIVoJCUGJ\nURAF3QKnYA8HVMBLw0GUAGJQPBSBtlpFgy9sMdYSSivSU1qlQLkqWA5iFD2pxxQvlGI2DRYjpgaM\nzYVLIBcuhkvgd/54ng2L2XNZe8/sPbNnvu/Xa7/2rLWeNetZa2bWbz2X9SxFBGZmZs3Yod0ZMDOz\n8c/BxMzMmuZgYmZmTXMwMTOzpjmYmJlZ0xxMzMysaT0bTCSFpL1LpJsl6XFJfaOQh/MkXdvq962z\nvc9KumysttcOkr4nacEI1/2YpAfz5z2t1XkbC42+U5JOkfSTsczTWJJ0q6SPjtG23iZp1VhsazwY\ndjCRtEbStvyDe1DSP0raubD8SEk/kvSYpI2Sfijp9yve47B8Mv90g20dJum5vK3i338bbr5HKiL+\nKyJ2johnx2qbkmZI2i7pNVWWfVPSX43kfSPiLyJiTH5oZVR8vo9JWiXpw8NYf8iJMyKOjoirRpCX\nicCXgHfmz/uR4b5HlfdcI2m2pCslnZLnVT2Z57Rvb3abFe85O//OJjT5PidKGsif0/05YB/aqnxW\nbOvKfIxOkXTlaGyjVSLixxExdyTrStpR0l9LWpeP668lXVRYviafX19amPdRSbcWpkPSE3n99ZK+\nNHjRm4Pqk4Vz5qqK7Z8o6Td5/Zslvbyw7OX5PPNETnNimX0aacnkvRGxM/Bm4K3AuTkTxwH/BFwN\n7AG8EvhT4L0V6y8ANuX/jWzIP+7i3+0jzPe4EBHrgR8AJxfn5w/8XcBITpZNnVBG0Yb8XdoV+ATw\nD5JG9ANt0iuBnYCVw11RSVeW8iX9CfBl4C9Ix2gW8HfAvBG8V6d+B9vhHKAfOBDYBfgfwIqKNBOA\nP27wPm/Kv58jgBOB/1VYdlbhnPn8b0rSvsBXSeeXVwK/JX2mgy4Bns7LTgL+Pq9TV1M/gHzS+x7w\nBkkiXdl9ISIui4itEfFcRPwwIp7fQUkvAY4DzgTmSOofybZz9Fwn6b15emdJqyV9KE9fKekrkr6f\nr3p/KGnPGu/1bkkrJD0qaa2k8wrLXnR1lyP+FyTdlt/3nyXtVkh/sKR/lbRF0s8kHVZYtlfOx2OS\nvg/sRm1XURFMgPnAyoi4O7/fxTm/j0q6U9LbCts6T9KNkq6V9ChwSuWVvKR/kvSApK1Kpcl9C8uu\nlHSJpFtyfu9QoaQkad98bDflK6jP5vk7SFoo6V5Jj0j6RvGqp5ZIvku6yHhjYTtV91HSUcBngePz\nldfPCp/PRwt5OTdfXT0k6WpJUyq3Lem1wOCV2xZJy/L835W0PB+f5ZJ+t7DOrZK+KOk20o/x1Y32\ncTgkfUTSPZI2S1pa/O7W+9wr/KiwTy8q0Uv6q/zev5Z0dI08TAEWAWdGxE0R8UREPBMR346Is3Oa\nAyXdnr/v90v6W0k7Ft4jJJ0p6VfAr/K81xW+O6skfWAEx2eepLvyMbg3fx8q07xG0rL8PXxY0nWS\nphaWf0bpin6wVHxEYZ8G8ns/KOlLNfJwmKR1hek1kj4l6T/yd+YGSTvV2IW3At+MiA35u78mIq6u\nSHMh8KlinmuJiF8CPwbe0CgtKUB8OyJ+FBGPA58DjpW0i1JJ6H3A5yLi8Yj4CbCEoeeiqpkY1h+w\nBnh7fj2TdCX3BeB1QAB7NVj/ZOB+oA/4NvA3ddIeBqyrs/ydwAPAK4B/AG4sLLsSeAz4PWAScDHw\nk8LyAPYubGc/UnB9I/AgcExeNjunnZCnbwXuBV4LTM7Ti/OyGcAjpNLDDsA78vT0vPx2UsCdlPP1\nGHBtjX2bDGwFDi3Mux34eGH6g8A00hXMJ/Ox2CkvOw94Bjgm52VynndtYf2PkK6KJpGuPu+qOH6b\nSFdOE4DrgOvzsl3yZ/hJ0tX8LsBBednHgX8jlUwnka6Avt7o8815/H3gOeCAYezjtRXveSvw0cL+\nrSad6HcGbgKuqZGXys/55cBm0vd1AnBCnp5W2M5/Afvm5RNL/n5OofA9rPG7Oibn+/X5vc8F/nW4\nx6Rynwrbf4Z0BdsHfAzYAKhKno4CthfXr5LmLcDBOS+zgXt48Xc0gO/n4zkZeCmwFvhwXufNwMPA\nvsM4Bx1I+m28I39vZgCvq/L5753TTAKmk4Lrl/OyuTkfuxeO1WsKv7OT8+udgYPLnJ/yZ/hTYPe8\nv/cAp9dY99z8/TmDdO5RxfI1wNtJ39k/z/M+Ctxa4xy2T/4enFo4Dhvzsb0NOKyw3reAz1Rs7/H8\nWR4AbKtY9ilS8Kn/uZT9ACt28nFgC/AbUvFoMnBI3rmdGqz//wof6Al5h6v+EPOH9VzeVvHvpYU0\n/xu4m/SDmFaYfyX55Ff4UjwLzKz8IKps98vARTVOMrcC5xbSngH83/z6M1ScrIClpOq8WaQfZjHv\nX6NGMMnLLwMuza/nkIqer6iTfjOp2AvppPKjiuXn1doeMDXv55TC8bussPxdwC8Ln9uKGu9zD3BE\nYfpVpJPXkBNSxef7VP58Pl5r/2rsY71g8gPgjMKyuXXyUvk5nwz8tCLN7cAphe0sGsHv55T8Paj8\nTj/HC8Hke+STQp7egVT62XM4x6RynwrbX12YfklO8ztV3vck4IFh7t/HSVfcxRPe4YXp44EfV6zz\nVeDPhrGNr5J/n1WWPf/5V1l2zOD3lhRoHiKdsCdWpPsR8Hlgtwb5OIyhweSDhem/BL5SY90+Uu3M\nbfm7vwFYUPFebyeVNLaSgmG1YPJo/vzvBf4c2CEvO4gXLhQXkC5cB4PlD6gIcsD6vD9vq/zMSRce\nt9Y7FhEx4mquYyJiakTsGRFnRMQ20hU4pJNHVZJmkuoGr8uzvkW6sn13nW1tyNsq/j1RWH4p6YD/\nYwxtNF07+CJScW4T6aqhMl8HSfoXpQ4DW4HTqV8F9UDh9W9JgQpgT+D9uci/RdIW4FDSMdkd2FyR\n99/U2Qakqq4P5KLyyaSg9VAh35/MVSFb87amVOR7LTVI6pO0OFcRPEr68lKxfq39nEn68lazJ/DN\nwv7fQwoSr6yRfkNETCW1mfwNcHhFPhvtYz278+Jj/BvS1XCtvNRbd3D9GYXpmse3gX+r/E6TrlIH\n7QlcXDiGmwANbrvJYwKFzzUifptf7lwl3SPAbqrT1iHptZK+o1Rd+iipbaUyL8XjtCdwUMVv5CTg\nd4aR/3rfv2LeXiHp+lyV9Shw7WDeImI1KfCdBzyU0w2eG04l1Tz8MldvvmcYeav1m3mRiHg2Ii6J\niENIF3JfBK6Q9PqKdD8HvgMsrLG9N0fEyyLiNRFxbkQ8l9e7IyIei4inInVIuY10QQipMLBrxfvs\nSgo49ZbV1cpGw1WkL8376qQ5OW/z25IeAO4jBZMPjWSDSj0Xvkpq8P+Yhnb1nVlIuzOp6Lmhylt9\njVQvODMipgBfIf14h2stqWRSPFG8NCIWk6qFXqZC7wxSaaWmiPgx6Qc9j1S18Xydaq4n/wzwAeBl\n+YS0tSLfUeftT8zv+3bSyWj24Fs33Mu0n0N6mhWWHV1xDHaK1L5WU0Q8Rdqf/SQdA6X2sd7+Qfqs\n9yxMD5YOH2ywXrV1B9cv7kej7Y/UWuAPKo7h5Ij415Kfe6vydzvwJOmKvpa/B34JzImIXUntWJV5\nKeZjLfDDin3bOSI+Nox81fv+FZ2ft/3GnLcPFvMWEV+LiENJn3MAF+T5v4qIE0jV5xcAN1b8blsq\nIrZFxCWkEsY+VZL8Gal0MKPKstKb4YV9Xwm8aXCBpFeTSjD/mf8mSJpTWPdNlOiY0rJgEqk89CfA\n5yR9WNKuSg2gh0q6NCf7EKn4uH/h733AuzWyfv2fzf8/AvwVcLVefD/Iu/L2dyS169wREdWuJncB\nNkXEk5IOJJ1oR+Ja4L1K3aP7JO2UG+n2iIjfAAPA55W6BR7K0F5u1VxN+kJPJbUxFfO8nVRNOEHS\nnzL0iqKeXUjF60dIVR1/MYx1vwP8jqSPS5qUG+4Oysu+AnxRucFY0nRJpXr+RMTTwF+TegAO5rHe\nPj4IzFbtnlRfBz6h1PFh57yPN0TE9hLZ+S7wWqUulBMkHU/6oX+nzL406SvAOcodIiRNkfT+vGw4\nn/tGUvXZiDoHRMRW0mdxiaRjJL1E0kRJR0v6y0J+HgUel/Q6UhtMPd8hHdeT83tNlPTWyivyBi4H\nPizpiHyOmZG3XWkXcpW8pBnA2YMLJM2VdLikSaSAuY1UgkbSByVNz1f5W/IqLb01IP92DpM0OX+/\nFuT8VvboGixF3QD8Ucn3nprPQTvl9z6J1Ea7NCe5jnSeelsOkouAm3JJ5glSO80iSS+VdAjpovOa\nRtttaXfGiLiRVCf6EdKV3YOkerxvSTqYdPV7SUQ8UPhbQmpsPKHG2+6uofeZvE/SW0jB60OR7gG5\ngBR9i8XBr5Gi+iZS49JJNbZxBungPUb68XxjhPu/lnTgP0v6Ia8lfYEHj/OJpLrMTTlflb03qrma\ndEV8Q756H7SUVLf+n6TqlycZXrXL1Xm99cAvSI3mpUTEY6SGzfeSivW/IlVfQurosAT453w8/420\nz2VdAcxS6qXXaB//Kf9/RNK/13iva0h14L/O6/9hmUzkKtP3kBq4HwE+DbwnIh4exr6MSER8k/R9\nvj5Xz/wcGOxxVfpzz1VYXwRuy1VKB48gL18i/c7O5YXv9FnAzTnJp0jf68dInWBuaPB+j5E6zswn\nnSMeyPs6aRh5+impAf8iUqnshwwtRUK6cH1zTnML6SQ5aBKwmNRAPdiJZ/Di9ChgpaTHSd/n+RHx\nZNn8lbSNdOH0QM7DmcD7IuK+GukXkTovlDGRdN4dbID/Q1LTxCqAiFhJqsq/jtRutAvpHDjoDFI7\n+EOkC7KP5XXqUm5g6TpKNzyti4hz250XM7Nu15U3WpmZ2dhyMDEzs6Z1bTWXmZmNHZdMzMysaR03\n8Npuu+0Ws2fPbnc2zMzGlTvvvPPhiJjeru13XDCZPXs2AwMD7c6Gmdm4IqnRiBqjytVcZmbWNAcT\nMzNrmoOJmZk1zcHEzMya5mBiZmZN67jeXCN184r1XLh0FRu2bGP3qZM5+8i5HHNAMyM2m5lZWV0R\nTG5esZ5zbrqbbc+kUaLXb9nGOTfdDeCAYmY2BrqimuvCpaueDySDtj3zLBcuXdWmHJmZ9ZauCCYb\ntmwb1nwzM2utrggmu0+dPKz5ZmbWWl0RTM4+ci6TJ/a9aN7kiX2cfeTcNuXIzKy3dEUD/GAju3tz\nmZm1R1cEE0gBxcHDzKw9uqKay8zM2svBxMzMmuZgYmZmTXMwMTOzppUKJpKOkrRK0mpJC6ssnyTp\nhrz8Dkmz8/yTJN1V+HtO0v6t3QUzM2u3hsFEUh9wCXA0sA9wgqR9KpKdCmyOiL2Bi4ALACLiuojY\nPyL2B04G1kTEXa3cATMza78yJZMDgdURcV9EPA1cD8yrSDMPuCq/vhE4QpIq0pwAfL2ZzJqZWWcq\nE0xmAGsL0+vyvKppImI7sBWYVpHmeGoEE0mnSRqQNLBx48Yy+TYzsw5SJphUljAAYjhpJB0E/DYi\nfl5tAxFxaUT0R0T/9OnTS2TJzMw6SZlgsg6YWZjeA9hQK42kCcAUYFNh+XxcxWVm1rXKBJPlwBxJ\ne0nakRQYllSkWQIsyK+PA5ZFRABI2gF4P6mtxczMulDDsbkiYruks4ClQB9wRUSslLQIGIiIJcDl\nwDWSVpNKJPMLb/F7wLqIuK/12Tczs06gXIDoGP39/TEwMNDubJiZjSuS7oyI/nZt33fAm5lZ07pm\nCPpabl6x3s85MTMbZV0dTG5esZ5zbrqbbc88C8D6Lds456a7ARxQzMxaqKuruS5cuur5QDJo2zPP\ncuHSVW3KkZlZd+rqYLJhy7ZhzTczs5Hp6mCy+9TJw5pvZmYj09XB5Owj5zJ5Yt+L5k2e2MfZR85t\nU47MzLpTVzfADzayuzeXmdno6upgAimgOHiYmY2urg8m9fgeFDOz1ujZYOJ7UMzMWqerG+Dr8T0o\nZmat07PBxPegmJm1Ts8GE9+DYmbWOj0bTHwPiplZ6/RsA7zvQTEza52eDSbge1DMzFqlZ6u5zMys\ndUoFE0lHSVolabWkhVWWT5J0Q15+h6TZhWVvlHS7pJWS7pa0U+uyb2ZmnaBhMJHUB1wCHA3sA5wg\naZ+KZKcCmyNib+Ai4IK87gTgWuD0iNgXOAx4pmW5NzOzjlCmZHIgsDoi7ouIp4HrgXkVaeYBV+XX\nNwJHSBLwTuA/IuJnABHxSEQ8i5mZdZUywWQGsLYwvS7Pq5omIrYDW4FpwGuBkLRU0r9L+nS1DUg6\nTdKApIGNGzcOdx/MzKzNygQTVZkXJdNMAA4FTsr//6ekI4YkjLg0Ivojon/69OklsmRmZp2kTDBZ\nB8wsTO8BbKiVJreTTAE25fk/jIiHI+K3wHeBNzebaTMz6yxlgslyYI6kvSTtCMwHllSkWQIsyK+P\nA5ZFRABLgTdKekkOMv8d+EVrsm5mZp2i4U2LEbFd0lmkwNAHXBERKyUtAgYiYglwOXCNpNWkEsn8\nvO5mSV8iBaQAvhsRt4zSvpiZWZsoFSA6R39/fwwMDLQ7G2Zm44qkOyOiv13b9x3wZmbWtJ4em6se\nP9LXzKw8B5Mq/EhfM7PhcTVXFX6kr5nZ8DiYVOFH+pqZDY+DSRV+pK+Z2fA4mFThR/qamQ2PG+Cr\n8CN9zcyGx8GkBj/S18ysPFdzmZlZ0xxMzMysaQ4mZmbWNAcTMzNrmoOJmZk1zcHEzMya5q7BI+AR\nhc3MXszBZJg8orCZ2VCu5homjyhsZjaUg8kweURhM7OhSgUTSUdJWiVptaSFVZZPknRDXn6HpNl5\n/mxJ2yTdlf++0trsjz2PKGxmNlTDYCKpD7gEOBrYBzhB0j4VyU4FNkfE3sBFwAWFZfdGxP757/QW\n5bttPKKwmdlQZUomBwKrI+K+iHgauB6YV5FmHnBVfn0jcIQktS6bneOYA2Zw/rH7MWPqZATMmDqZ\n84/dz43vZtbTyvTmmgGsLUyvAw6qlSYitkvaCkzLy/aStAJ4FDg3In5cuQFJpwGnAcyaNWtYO9AO\nHlHYzOzFypRMqpUwomSa+4FZEXEA8CfA1yTtOiRhxKUR0R8R/dOnTy+RJTMz6yRlgsk6YGZheg9g\nQ600kiYAU4BNEfFURDwCEBF3AvcCr20202Zm1lnKVHMtB+ZI2gtYD8wHTqxIswRYANwOHAcsi4iQ\nNJ0UVJ6V9GpgDnBfy3LfgXx3vJn1oobBJLeBnAUsBfqAKyJipaRFwEBELAEuB66RtBrYRAo4AL8H\nLJK0HXgWOD0iNo3GjnQC3x1vZr1KEZXNH+3V398fAwMD7c7GiByyeBnrq9y8OGPqZG5beHgbcmRm\nvULSnRHR367t+w74FvLd8WbWqxxMWsh3x5tZr3IwaSHfHW9mvcpD0LfQYCO7e3OZWa9xMGkx3x1v\nZr3I1VxmZtY0BxMzM2uag4mZmTXNwcTMzJrmYGJmZk1zMDEzs6Y5mJiZWdMcTMzMrGkOJmZm1jQH\nEzMza5qDiZmZNc1jc40hP9LXzLqVg8kY8SN9zayblarmknSUpFWSVktaWGX5JEk35OV3SJpdsXyW\npMclfao12R5/Lly66vlAMmjbM89y4dJVbcqRmVnrNAwmkvqAS4CjgX2AEyTtU5HsVGBzROwNXARc\nULH8IuB7zWd3/PIjfc2sm5UpmRwIrI6I+yLiaeB6YF5FmnnAVfn1jcARkgQg6RjgPmBla7I8PvmR\nvmbWzcoEkxnA2sL0ujyvapqI2A5sBaZJeinwGeDzzWd1fPMjfc2sm5VpgFeVeVEyzeeBiyLi8VxQ\nqb4B6TTgNIBZs2aVyNL440f6mlk3KxNM1gEzC9N7ABtqpFknaQIwBdgEHAQcJ+kvganAc5KejIi/\nLa4cEZcClwL09/dXBqqu4Uf6mlm3KhNMlgNzJO0FrAfmAydWpFkCLABuB44DlkVEAG8bTCDpPODx\nykBiZmbjX8NgEhHbJZ0FLAX6gCsiYqWkRcBARCwBLgeukbSaVCKZP5qZNjOzzqJUgOgc/f39MTAw\n0O5smJmNK5LujIj+dm3fY3OZmVnTHEzMzKxpHpurQ3gQSDMbzxxMOoAHgTSz8c7VXB3Ag0Ca2Xjn\nYNIBPAikmY13DiYdwINAmtl452DSATwIpJmNd26A7wCNBoF0Ty8z63QOJh2i1iCQ7ullZuOBq7k6\nnHt6mdl44GDS4dzTy8zGA1dzdbjdp05mfZXAMdjTy+0pZtYJXDLpcPV6eg22p6zfso3ghfaUm1es\nb09mzaxnOZh0uGMOmMH5x+7HjKmTETBj6mTOP3Y/jjlghttTzKxjuJprHKjV08vtKWbWKVwyGcd8\n57yZdQoHk3HMd86bWadwNdc41ujOeTOzsVIqmEg6CrgY6AMui4jFFcsnAVcDbwEeAY6PiDWSDgQu\nHUwGnBcR32xV5q12ewq427CZjZ2GwURSH3AJ8A5gHbBc0pKI+EUh2anA5ojYW9J84ALgeODnQH9E\nbJf0KuBnkr4dEdtbvif2Ih6GxczGUpk2kwOB1RFxX0Q8DVwPzKtIMw+4Kr++EThCkiLit4XAsRMQ\nrci0NeZuw2Y2lsoEkxnA2sL0ujyvapocPLYC0wAkHSRpJXA3cHq1Uomk0yQNSBrYuHHj8PfChnC3\nYTMbS2WCiarMqyxh1EwTEXdExL7AW4FzJO00JGHEpRHRHxH906dPL5Ela6RRt+GbV6znkMXL2Gvh\nLRyyeJnvmjezppQJJuuAmYXpPYANtdJImgBMATYVE0TEPcATwBtGmlkrr5lhWBxozGy4yvTmWg7M\nkbQXsB6YD5xYkWYJsAC4HTgOWBYRkddZmxvg9wTmAmtalXmrrV634UMWL6vbnuKGezMbrobBJAeC\ns4ClpK7BV0TESkmLgIGIWAJcDlwjaTWpRDI/r34osFDSM8BzwBkR8fBo7IgNNZJhWOo13DuYmFkt\npe4ziYjvAt+tmPenhddPAu+vst41wDVN5tFarN6w9vUCje9bMbNaPJxKD6rXnlKr4X7K5Ike7t7M\navJwKj2o0TAsxTYTSIFGom71l0stZr3NwaRH1WpPqRVoPnHDXVXfZ7D6y432Zr1NEZ11U3p/f38M\nDAy0OxtW4ZDFy6q2s8zI1WK1lt228HCXWszGgKQ7I6K/Xdt3m4mVUq+dpVGjvdtazLqfg4mVUu/x\nwfXutvcYYWa9wW0mVlqtdpazj5xbtdG+UVuLmXUPl0ysaSMttYCHbjHrFm6At1FV2dMLUqnl/GP3\nA6p3Qx4MRG64Nyuv3Q3wruayUTVaY4Q50Jh1FgcTG3WtHiMMPBilWadxm4m1Tb32lGYCjZmNPQcT\na5uRjBHWKNCAG/XN2sHBxNqmXi+wkQYa3yRp1h5uM7G2Gu4YYfUGozz7yLl+HotZmziYWMcaSaDx\nTZJm7eFgYuNSrUBT78FfZjZ63GZiXaVeW4uZjR6XTKyrNGprMbPRUSqYSDoKuBjoAy6LiMUVyycB\nVwNvAR4Bjo+INZLeASwGdgSeBs6OiGUtzL/ZELWqwADfOW82ShoGE0l9wCXAO4B1wHJJSyLiF4Vk\npwKbI2JvSfOBC4DjgYeB90bEBklvAJYC/uVaW/iJkGajp0ybyYHA6oi4LyKeBq4H5lWkmQdclV/f\nCBwhSRGxIiI25PkrgZ1yKcZszDW6c943O5qNXJlgMgNYW5hex9DSxfNpImI7sBWYVpHmfcCKiHiq\ncgOSTpM0IGlg48aNZfNuNix+IqTZ6CkTTFRlXuW49XXTSNqXVPX1B9U2EBGXRkR/RPRPnz69RJbM\nhs9PhDQbPWWCyTpgZmF6D2BDrTSSJgBTgE15eg/gm8CHIuLeZjNsNlIjfY69mTVWJpgsB+ZI2kvS\njsB8YElFmiXAgvz6OGBZRISkqcAtwDkRcVurMm02Es08EdLM6mvYmysitks6i9QTqw+4IiJWSloE\nDETEEuBy4BpJq0klkvl59bOAvYHPSfpcnvfOiHio1TtiVsZInmNvZo35sb1mWb17UHx/inU6P7bX\nrEPUKrX4/hSzxjw2l1kD7ull1phLJmYNlHmyo6vArNe5ZGLWgJ/saNaYg4lZA/XuT3EVmFniYGLW\nQL37U3yzo1niNhOzEvxkR7P6XDIxa4Kf7GiWuGRi1gQ/2dEscTAxa5Kf7GjmYGI2anznvPUSBxOz\nUdKo27BLLNZNHEzMRkmt7sGDJZRaJRZXjdl45GBiNkpqdRvuk+qWWFw1ZuORuwabjZJa3YafrfHY\nhw1btjWsGrt5xXoOWbyMvRbewiGLl3nYFusYDiZmo6TWnfMz6oz1Ve+Oeo8DZp3MD8cyG2OVvbwg\nlVjOP3Y/Lly6qmrV2GAAqrXstoWHu62lx7X74VgumZiNsXpjfdW7o96lFutkpUomko4CLiY9A/6y\niFhcsXwScDXwFuAR4PiIWCNpGnAj8Fbgyog4q9G2XDKxXlerhHHI4mUutVhN7S6ZNOzNJakPuAR4\nB7AOWC5pSUT8opDsVGBzROwtaT5wAXA88CTwOeAN+c/MGqh1R/3ZR86tWj129pFz+cQNd1V9r2Kp\nxV2RbTSVqeY6EFgdEfdFxNPA9cC8ijTzgKvy6xuBIyQpIp6IiJ+QgoqZNaFe9Vi9B3jV6yHm6jFr\nlTL3mcwA1ham1wEH1UoTEdslbQWmAQ+XyYSk04DTAGbNmlVmFbOe1OpSS71A41KLDUeZkomqzKts\naCmTpqaIuDQi+iOif/r06WVXM7NspKWWZhr1fc+LFZUpmawDZham9wA21EizTtIEYAqwqSU5NLNS\nRlJqqdUVuVH1GPhOfXuxMiWT5cAcSXtJ2hGYDyypSLMEWJBfHwcsi067gcWsR41GV+RGgcZ6T8OS\nSW4DOQtYSuoafEVErJS0CBiIiCXA5cA1klaTSiTzB9eXtAbYFdhR0jHAOyt6gpnZKKtVaqn3cK96\npZZ6gQb8HJde5Dvgzayqkd4osihZAAAF/0lEQVSpX6tabbA05EAzOjr+PhMz602NHklcrx3GbS29\nxyUTMxuRWiWMvRbeUrUrp6g9LH+ZO/VdoqnPJRMzG5dqtcPUChhluyJXK7VA7RIN+KmVncAlEzNr\nqdEYFbnWsqmTJ/LU9ufcPoNLJmbWZUba1lLvTv1atmx7Zsi8su0zvRRoxoJLJmY2plo5KnItjdpn\nurHHWbtLJg4mZtYR6lWPQfUSzU4Td2Dzb4eWTmbk9pmRdAQYr4Gm3cHE1Vxm1hEaVY9VWwb1uyiP\npCNAM12bOzXQjAWXTMxsXKt1Ah9pR4DRKtGMtnaXTBxMzKxrdUqgGYunXbY7mLiay8y61kjGJIPW\nV501etplN3DJxMysQqtLNFD7HprbFh7ekjy7ZGJm1mFaXaJpdA9NNzTcO5iYmQ1Dq4fz75YqMFdz\nmZmNspFWjw2nCqzd1VxlnrRoZmZNqPe0y0YPGhsvXM1lZjYGRjLK8njikomZWRudfeRcJk/se9G8\nwYb78cQlEzOzNiozjMx4UCqYSDoKuBjoAy6LiMUVyycBVwNvAR4Bjo+INXnZOcCpwLPAH0XE0pbl\n3sysC9SqAhtPGlZzSeoDLgGOBvYBTpC0T0WyU4HNEbE3cBFwQV53H2A+sC9wFPB3+f3MzKyLlGkz\nORBYHRH3RcTTwPXAvIo084Cr8usbgSMkKc+/PiKeiohfA6vz+5mZWRcpE0xmAGsL0+vyvKppImI7\nsBWYVnJdJJ0maUDSwMaNG8vn3szMOkKZYKIq8yrvdKyVpsy6RMSlEdEfEf3Tp08vkSUzM+skZYLJ\nOmBmYXoPYEOtNJImAFOATSXXNTOzca7hcCo5OPwncASwHlgOnBgRKwtpzgT2i4jTJc0Hjo2ID0ja\nF/gaqZ1kd+AHwJyIeLZyO4X32gj8pol92g14uIn1u5GPyVA+JkP5mAw1no7JnhHRtqqdhl2DI2K7\npLOApaSuwVdExEpJi4CBiFgCXA5cI2k1qUQyP6+7UtI3gF8A24Ez6wWSvE5TB0PSQDvHp+lEPiZD\n+ZgM5WMylI9JeR030GOz/OEP5WMylI/JUD4mQ/mYlOfhVMzMrGndGEwubXcGOpCPyVA+JkP5mAzl\nY1JS11VzmZnZ2OvGkomZmY0xBxMzM2ta1wQTSUdJWiVptaSF7c5Pu0i6QtJDkn5emPdySd+X9Kv8\n/2XtzONYkjRT0r9IukfSSkl/nOf37DEBkLSTpJ9K+lk+Lp/P8/eSdEc+LjdI2rHdeR1LkvokrZD0\nnTzd08djOLoimJQc2bhXXEkaobloIfCDiJhDunG0l4LtduCTEfF64GDgzPzd6OVjAvAUcHhEvAnY\nHzhK0sGkEb8vysdlM2lE8F7yx8A9helePx6ldUUwodzIxj0hIn5EunG0qDiq81XAMWOaqTaKiPsj\n4t/z68dIJ4oZ9PAxAYjk8Tw5Mf8FcDhp5G/oseMiaQ/g3cBleVr08PEYrm4JJqVGJ+5hr4yI+yGd\nXIFXtDk/bSFpNnAAcAc+JoNVOncBDwHfB+4FtuSRv6H3fkdfBj4NPJenp9Hbx2NYuiWYlBqd2HqX\npJ2B/wN8PCIebXd+OkFEPBsR+5MGYD0QeH21ZGObq/aQ9B7goYi4szi7StKeOB4j0S3PgPfoxPU9\nKOlVEXG/pFeRrkR7hqSJpEByXUTclGf39DEpiogtkm4ltSlNlTQhX4330u/oEOD3Jb0L2AnYlVRS\n6dXjMWzdUjJZDszJPS92JA00uaTNeeokS4AF+fUC4FttzMuYyvXelwP3RMSXCot69pgASJouaWp+\nPRl4O6k96V+A43KynjkuEXFOROwREbNJ549lEXESPXo8RqJr7oDPVxRf5oWRjb/Y5iy1haSvA4eR\nhs5+EPgz4GbgG8As4L+A90dEZSN9V5J0KPBj4G5eqAv/LKndpCePCYCkN5IalPtIF5XfiIhFkl5N\n6sDycmAF8MGIeKp9OR17kg4DPhUR7/HxKK9rgomZmbVPt1RzmZlZGzmYmJlZ0xxMzMysaQ4mZmbW\nNAcTMzNrmoOJmZk1zcHEzMya9v8BKIvbuGpr2fYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh4AAAEICAYAAAAQpP1RAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAAEICAYAAAD80ZhHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiItMj/ByYe/QvrRzTNAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdgAAAEICAYAAAD85+W2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzNrACdbMzKwNnGDNzMza4P8DdfmVD9TC2ZAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAEICAYAAAD2jTYVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAEICAYAAABh3JHPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDzgxSHJSXgbGAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdUAAAEICAYAAAAJGW4GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4lA1MzOriEPVzMysIg5VMzOzivwfvMHzcDxGYBkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbkAAAEICAYAAADCwor4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf4AAAEICAYAAAC+pJYhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEICAYAAACwDehOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcMAAAEICAYAAAAjqZ+pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHnn+J5Lsiz+BWkmEAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAggAAAEICAYAAAA6FAz+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRGQYJQgiIiIyjBIEERERGeb/AwuUk9PHO2OcAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEICAYAAACuxNj9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ng/shx4mzAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfoAAAEICAYAAAC3TzZbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGC30Go1Go9FUGC30Go1Go9FUmP8fpUnODO9r7FoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj4AAAEICAYAAABf+f6BAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKPERERGRKUOJj4iIiEwZSnxERERkyvj/eXaVXW4eMuMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbQAAAEICAYAAAA3PAFIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3XmYHVWZx/HvjySENixhCWjCkggY\nRUHRDDgDjAyogIqJCgooi8CgIjM6apT4MA4wCkEUHEdGREE2ERQxRkGjY0QdRCQYNESMBARJhyUQ\nAgQb2d7545wmlZt7u293+m51f5/n6afvreXWW+tb59SpKkUEZmZmnW6DVgdgZmY2EpzQzMysFJzQ\nzMysFJzQzMysFJzQzMysFJzQzMysFLomoUkKSTvVMdz2klZLGtWAGE6VdPlI/+4A0/ukpK81a3qt\nIOmHko4e5rgfkPRAXt9bjnRs1hqSrpd0fLfEIGkfSUuaMa12N2hCk3S3pL680z8g6euSNi70P0DS\nLyQ9LmmFpJ9LemvFb+ybE8rHB5nWvpKey9Mq/v398GdxaCLiLxGxcUQ826xpSpok6RlJO1bp911J\nnxvO70bEGRHR0h27qGL9Pi5piaT3DmH8dU4IIuKgiLhkGLGMAc4B3pjX98ND/Y0qv3m3pMmSLpZ0\nTKH7iyRdKOm+PN9/lHSapHHrO81OIem4PN+P5+PItZI2yf0ulvTpVsdY1L8O89/FrY5nIBHxy4iY\nOpxxJW0o6fOSluX98s+Szi30vzuvr3GFbsdLur7wPSQ9kcfvlXROf4EgJ/YnC8fyJRXTP0LSPXn8\nOZK2KPTbIh//nsjDHDHY/NRbQjs4IjYGXg38HXBKnuAhwLeBS4FtgW2ATwEHV4x/NLAy/x/M8nyA\nKf7dWGecHSkieoGfAkcWu+eV+yZgOAfs0SMT3YhbnrelTYF/A74qaVg743raBtgIWDzUEZXUte/k\ndXgj0AP8fURsArwBGA+scwLT6aptd5JeB5wBHJ7n/2XAt5odm1U1C5gG7AFsAvwTsLBimNHAhwb5\nnVfm/Xp/4Ajgnwv9Tiocy5/f1yW9HPgK6bi3DfBX4H8K450HPJX7vRv4ch6ntogY8A+4G3h94fvZ\nwA8AAX8BZg4y/guAx4HDcnDTBhh2X2BZjX5bAMtIyRVgY2ApcFT+fjFwPvCTPL2fAzsUxg9gp/z5\nzaSV9hhwL3BqYbjJedjR+fv1wH8CN+Tf/TGwVWH41wK/AlYBvwP2LfSbkuN4PMf1JeDyGvN3BHBn\nRbcTgd8Wvv9Xjvcx4BZgn0K/U4Grgctz/+Nzt8sLw3wbuB94FPgF8PJCv4tJG9C1Od6bgB0L/V+e\n52El8ADwydx9A+Bk4E7gYdKBaot61y/wIHDoYPMIHJi3n6eB1cDvCuvn+EIspwD35N+9FNisShwv\nAZ7I63k1MD93/wfg5rx8bgb+oTDO9cBn8nbQR96Wquwrk/OyPCZ3+zSwCNhggO1+sOlW3f5ICfny\nvNxX5XG3qbHfPr8tsGYbf29e1o8A7yedrP4+/9aXKmI8Frg9DzuPdfetDwJ3AH+uMn8fA+bUmPcT\n8jp9Kq+L7+fu/dvU48AfgLcVxjkmL4//zsvsj8D+Fcvs+MFiJx3Dzs3byqN53l9R2B+OyX8XD7Du\npgO3krbXO4EDq2yXOwLz83p6CPgGML7wG58AevO8LumfF1KSWZB/+wHgnHr2q7zuP5bn51HgKmCj\nGuP+APjwAPN3d14XK/tjJh1brq92bC0cZ75UbV1U/PYZwBWF7zvm7WATYFz+/JJC/8uA2bVijYih\nJTRgO9IZ7X8CL80zMmWQ8Y8E7gNGAd8HvjjAsGutmCr930g6IG8NfBW4utDv4rxB/CMwlnRg/L9q\nCz1PZ1fSAXC3vLHMqNjZiwntTtJBsCd/n537Tcob6Zvyb70hf5+Q+99IqtYam+N6nNoJrSdvfHsX\nut1Y3NiA9wBbks6YPpqXxUaFA9bTwIwcSw/rJrRj88YyFvgCcGvF8ltJ2olGk3a6K3O/TfI6/Cjp\nILoJsGfu92Hg16QS+ljSGdc3B1u/Oca3As8Buw9hHi+v+M3rWXPgOJZ0kvNi0gnPNcBlNWKpXM9b\nkA54R+ZpH56/b1mYzl9IiX00MGawfSeP92vgtAH61zPdWtvf+0j71AtI+9drgE0r99vKZVeY9/Pz\n+nwj8CQwh7RvTSId5F+Xh5+Rl+vLcoynAL+q2Ld+kuelp8o87kM6CTgN2AsYW9H/YuDTFd0OBSbm\n7eRdpBOQF+V+xwDPkEr4Y3L/R8knUhXbRM3YgQNIJ03jScntZf3TqHPd7pGn+4Yc5yTgpVVi2CkP\nMxaYQDqZ/ELuN5V0UjGxsG52LOz/R+bPGwOvree4mdf9b/Ly24KUzN9fY9xTSNv1iaRjoir63w28\nnrQvfTp3q5nQgF1I++xxheWwgpTIb2DtE/7vAZ+omN5q0na8O9BX0e9j5BOemuukjpV2d57IKtKZ\n7/+Qdqy98oxUzfyF8f+3sPIOzzNX9WCQV8xzeVrFv3GFYf6bdMa7nLzTF3aKKwvfNwaeBbarXOhV\npvsF4NwaB7rrgVMKw54I/Ch//gQVB0zSGeDRwPakna4Y+xXUSGi5/9eAC/LnnUlnKFsPMPwjpKI+\npAPWLyr6n1preqSdOMglmLz8vlbo/ybgj4X1trDG79zO2mfHLyIl1tGDrN+/5fVT8+ywxjwOlNB+\nCpxY6Dd1gFgq1/ORwG8qhrmRNSWt64HTB9tfqkznDmocTIYw3Vrb37Gk2oHdauy3gyW0SYX+DwPv\nKnz/Tv+6AX5IPkDl7xuQqod2KOxb+w2yHA4iJd9VpOPJOcCowrb36UHGvxWYnj8fQ9r/Vej/G9Yc\n/IvbRM3Ygf2AP5FqWWqWoAeI6Svk40aVfs/HUKXfDPL+REp2D5KSxpiK4X5BOgnYapA49mXdhPae\nwvfPAufXGHcUqXR9A2mfXA4cXbkdAa8gJe8JVE9oj5H21TtJtRIb5H57suYk+mjSSX1/wv4pFfsG\nqaS6L+kk6P6Kfv9cnG61v3qvoc2IiPERsUNEnBgRfaQdANIBrCpJ25HqZL+RO32PdEb45gGmtTxP\nq/j3RKH/BaSF+/VY90L+vf0fImI1qcQxsUpce0r6WW7E8iipumWrAWK6v/D5r6RkCWmnOFTSqv4/\nYG/SMpkIPFIR+z0DTAPStbJ3StqIdKD7UUQ8WIj7o5Jul/RontZmFXHfSw2SRkmaLelOSY+RNlQq\nxq81n9uRNtRqdgC+W5j/20mJapsawy+PiPGka2hfJB1UinEONo8Dmcjay/ge0ll5rVgGGrd//EmF\n7zWX7wAeZoB9pM7p1lovl5FOoK6UtFzSZ3Njl3o9UPjcV+V7cTv/r8I6Xkkq0dS9bCLihxFxMKnE\nMJ2UlGo2WJJ0lKRbC9N8BWtvB72Rj3LZPVTZ1weKPSLmky4DnAc8IOkCSZsONB8VBtovivOytaQr\nc4OJx0jVxFsBRMRSUi3HqcCDebj++TiOVDL/o6SbJb1lCLHV2mbWEhHPRsR5EbEX6ST3M8BFkl5W\nMdxtpOrJk2tM79URsXlE7BgRp0TEc3m8myLi8Yj4W6TGWzeQTpYhndhULu9NSUlvoH41rU+z/SWk\njfgdAwxzZJ7G9yXdD9xFSmhHDWeCueXMV0jXRj6gdZvhb1cYdmPSzrO8yk9dAcwlld42I1W9aBgh\n3UsqoRWT77iImE2qotu8oiXb9gP9WET8knQAnE6qeru0MD/7kEqE7wQ2z0nh0Yq4izt4pSPy776e\nlCQm9//0oHOZ5rNWA4Z7gYMqlsFGkRq61BQRfyPNz66SZkBd8zjQ/EFa1zsUvveXkh+oPviA4/aP\nX5yPwaZfzf8CbxugEUk9060qIp6OiNMiYhfSdbi3sGbfeoJUFdnvhUOKem33Au+rWMc9EfGrYjj1\n/FBEPBcRPyVdU3pFtXEl7UC6pHASqRZmPHAba2+rkyQVv29P9X19wNgj4osR8RpSVfJLgJn1zEfh\nt+tp2HMmaR53i4hNSfv287FHxBURsTdpOwjgrNz9jog4nFQNfBZwdSNbxkZEX0ScRypp7VJlkP8g\nlZImVelX92RYM++LgVf295D0YlJJ7k/5b7SknQvjvpJBGnENO6Hls6OPAP8u6b2SNpW0gaS9JV2Q\nBzuKVGR+VeHvHcCbNbz7fj6Z/x8LfA64VGvfL/amPP0NSdf5boqIameOmwArI+JJSXuQDvbDcTlw\nsNKtC6MkbaTUNH3biLiHdEH3tNw0dm/Wbf1ZzaWkjXc8qYqmGPMzpCrb0ZI+xbpnMAPZhFSl8DDp\nQHfGEMb9AfBCSR+WNFbSJpL2zP3OBz6TD0JImiBpej0/GhFPAZ8ntYztj3GgeXwAmDxAcvgm8G+S\npuQTmjOAqyLimTrCuQ54SW5GPFrSu0g79Q/qmZcBnEOah0sKy2iSUtPm3dZnupL+SdKueR94jFS9\n2n+7ya3AYZLGSJoGHLIe83A+MKu/hZmkzSQdWu/IkqZLOkzS5rmF6B7A60jXFyGt1xcXRhlHOvCt\nyOO/lzXJr9/WwL/m+TuUdP3ruqHELunvcm3NGNIJwJOsWX71uBB4r6T987FvkqSXVhluE/JlG0mT\nKCRNSVMl7SdpbJ5+X38Mkt4jaUIu7azKo4zo7UR5n95XUk/e/o7O8Va2dOwvTV4F/Gudvz0+Hxs3\nyr/9blJbgnl5kG+Qjp/75ER9OnBNLtE9Qbpud7qkcZL2Ip2QXzbQNNfrxuqIuJp0QfZY0tnRA6T6\n0+9Jei2pFHBeRNxf+JtLukh7eI2fnah170N7h6TXkBLoUZHuETuLtNEXi8BXkM4iVpIuLL67xjRO\nJC2ox0kH02E1Ic7Jcjop0a4gnbHNZM1yPYJUh7wyx3VplZ+pdCnpbPOqXIrpN490PeBPpOqVJxla\nFdilebxeUquxXw88+BoR8TjpovbBpKqMO0hVyZAa38wFfpyX569J81yvi4DtJR3M4PP47fz/YUm/\nrfFbl5GuPfw5j/8v9QSRq6/fQmqI8jDwceAtEfHQEOal2u+uJJWengZuysvop6SS59L1nO4LSS1b\nHyNV9f6cdJIF8O+k0sMjpJPKK9ZjHr5L2t+uzFVmt5GuidXrEdKZ/R051suBsyOi/1LEhcAuStWC\ncyLiD6QTnRtJx5RdSVVVRTeRrjM/RKomO6TKJYjBYt+UVBJ8hLS9PUw6Ua5LRPyG1FL0XNL6/Dnr\nlrYhLf9X52GuJR2o+40FZuf56G/w1n/ifiCwWNJq0n52WEQ8WW98deojLev7cwwfBN4REXfVGP50\n0glHPcaQ8kF/o5B/IV2+WgIQEYtJl3u+QbqOuAnp2NzvRFJ7jQdJJ6sfyOPUpLWroTuX0s2PyyLi\nlFbHYmaNo3TT+vG5ms7seV3z6CszMys3JzQzMyuF0lQ5mplZd3MJzczMSqFdH2A7LFtttVVMnjy5\n1WGYmXWUW2655aGImNDqONZXqRLa5MmTWbBgQavDMDPrKJIGe4pRR3CVo5mZlYITmpmZlYITmpmZ\nlYITmpmZlYITmpmZlUKpWjkOx5yFvZw9bwnLV/UxcXwPMw+Yyozd1+ftCGZm1gpdndDmLOxl1jWL\n6Hs6vZGhd1Ufs65ZBOCkZmbWYbq6yvHseUueT2b9+p5+lrPnLWlRRGZmNlxdndCWr+obUnczM2tf\nXZ3QJo7vGVJ3MzNrX12d0GYeMJWeMaPW6tYzZhQzD5jaoojMzGy4urpRSH/DD7dyNDPrfF2d0CAl\nNScwM7PO19VVjmZmVh5OaGZmVgpOaGZmVgpOaGZmVgpOaGZmVgpOaGZmVgpOaGZmVgpOaGZmVgpO\naGZmVgpOaGZmVgpOaGZmVgpOaGZmVgoNT2iSDpS0RNJSSSdX6T9W0lW5/02SJufuYyRdImmRpNsl\nzWp0rGZm1rkamtAkjQLOAw4CdgEOl7RLxWDHAY9ExE7AucBZufuhwNiI2BV4DfC+/mRnZmZWqdEl\ntD2ApRFxV0Q8BVwJTK8YZjpwSf58NbC/JAEBjJM0GugBngIea3C8ZmbWoRqd0CYB9xa+L8vdqg4T\nEc8AjwJbkpLbE8B9wF+Az0XEysoJSDpB0gJJC1asWDHyc2BmZh2h0QlNVbpFncPsATwLTASmAB+V\n9OJ1Boy4ICKmRcS0CRMmrG+8ZmbWoRr9xuplwHaF79sCy2sMsyxXL24GrASOAH4UEU8DD0q6AZgG\n3NXgmNcxZ2EvZ89bwvJVfUwc38PMA6b6LddmZm2m0SW0m4GdJU2RtCFwGDC3Ypi5wNH58yHA/IgI\nUjXjfkrGAa8F/tjgeNcxZ2Evs65ZRO+qPgLoXdXHrGsWMWdhb7NDMTOzATQ0oeVrYicB84DbgW9F\nxGJJp0t6ax7sQmBLSUuBjwD9TfvPAzYGbiMlxq9HxO8bGW81Z89bQt/Tz67Vre/pZzl73pJmh2Jm\nZgNodJUjEXEdcF1Ft08VPj9JaqJfOd7qat2bbfmqviF1NzOz1vCTQgYxcXzPkLqbmVlrOKENYuYB\nU+kZM2qtbj1jRjHzgKnrDDtnYS97zZ7PlJOvZa/Z832dzcysiRpe5djp+lszDtbKsb/xSP/1tv7G\nI8XfMDOzxnFCq8OM3ScNmpQGajzihGZm1niuchwhbjxiZtZaTmgjxI1HzMxaywlthAyl8YiZmY08\nX0MbIfU2HjEzs8ZwQhtB9TQeMTOzxnCVo5mZlYJLaE3mJ/ebmTWGE1oT1XvztZOemdnQucqxiep5\ncr9fV2NmNjxOaE1Uz83Xfl2NmdnwOKE1UT03X/uJI2Zmw+OE1kT13HztJ46YmQ2PE1oTzdh9Eme+\nfVcmje9BwKTxPZz59l3XavDhJ46YmQ2PWzk22WA3X/uJI2Zmw+OE1ob8xBEzs6FzlaOZmZWCE5qZ\nmZWCE5qZmZWCE5qZmZWCE5qZmZWCE5qZmZWCE5qZmZWCE5qZmZWCE5qZmZWCnxTSofwSUDOztTmh\ndaB633xtZtZNXOXYgfwSUDOzdTmhdSC/BNTMbF1OaB3ILwE1M1uXE1oH8ktAzczW5UYhHcgvATUz\nW5cTWofyS0DNzNbmKkczMysFJzQzMysFJzQzMyuFhic0SQdKWiJpqaSTq/QfK+mq3P8mSZML/XaT\ndKOkxZIWSdqo0fGamVlnamhCkzQKOA84CNgFOFzSLhWDHQc8EhE7AecCZ+VxRwOXA++PiJcD+wJP\nNzJeMzPrXI0uoe0BLI2IuyLiKeBKYHrFMNOBS/Lnq4H9JQl4I/D7iPgdQEQ8HBHPYmZmVkWjE9ok\n4N7C92W5W9VhIuIZ4FFgS+AlQEiaJ+m3kj5ebQKSTpC0QNKCFStWjPgMmJlZZ2h0QlOVblHnMKOB\nvYF35/9vk7T/OgNGXBAR0yJi2oQJE9Y3XjMz61CNTmjLgO0K37cFltcaJl832wxYmbv/PCIeioi/\nAtcBr25wvGZm1qEandBuBnaWNEXShsBhwNyKYeYCR+fPhwDzIyKAecBukl6QE93rgD80OF4zM+tQ\nDX30VUQ8I+kkUnIaBVwUEYslnQ4siIi5wIXAZZKWkkpmh+VxH5F0DikpBnBdRFzbyHjLyG+2NrNu\noVQYKodp06bFggULWh1G26h8szWkp/Kf+fZdndTM7HmSbomIaa2OY335SSEl5jdbm1k3cUIrMb/Z\n2sy6iRNaifnN1mbWTZzQSsxvtjazbuIXfJaY32xtZt3ECa3k/GZrM+sWTmjme9XMrBSc0Lpc5b1q\nvav6mHXNIgAnNTPrKG4U0uV8r5qZlYUTWpfzvWpmVhZOaF3O96qZWVk4oXU536tmZmXhRiFdzveq\nmVlZOKGZ71Uzs1JwlaOZmZWCE5qZmZWCqxytLn6aiJm1Oyc0G5SfJmJmncBVjjYoP03EzDqBE5oN\nyk8TMbNO4IRmg/LTRMysEzih2aD8NBEz6wRuFGKD8tNEzKwTOKFZXfw0ETNrd65yNDOzUnBCMzOz\nUnBCMzOzUnBCMzOzUnBCMzOzUnBCMzOzUnBCMzOzUnBCMzOzUnBCMzOzUnBCMzOzUnBCMzOzUnBC\nMzOzUnBCMzOzUnBCMzOzUmh4QpN0oKQlkpZKOrlK/7GSrsr9b5I0uaL/9pJWS/pYo2M1M7PO1dCE\nJmkUcB5wELALcLikXSoGOw54JCJ2As4Fzqrofy7ww0bGaWZmna/RJbQ9gKURcVdEPAVcCUyvGGY6\ncEn+fDWwvyQBSJoB3AUsbnCcZmbW4Rqd0CYB9xa+L8vdqg4TEc8AjwJbShoHfAI4baAJSDpB0gJJ\nC1asWDFigZuZWWcZ3eDfV5VuUecwpwHnRsTqXGCrKiIuAC4AmDZtWuVvWxPNWdjL2fOWsHxVHxPH\n9zDzgKnM2L3y/MXMrDEandCWAdsVvm8LLK8xzDJJo4HNgJXAnsAhkj4LjAeek/RkRHypwTHbMMxZ\n2MusaxbR9/SzAPSu6mPWNYsAnNTMrCkaXeV4M7CzpCmSNgQOA+ZWDDMXODp/PgSYH8k+ETE5IiYD\nXwDOcDJrX2fPW/J8MuvX9/SznD1vSYsiMrNu09ASWkQ8I+kkYB4wCrgoIhZLOh1YEBFzgQuByyQt\nJZXMDmtkTNYYy1f1Dam7mdlIa3SVIxFxHXBdRbdPFT4/CRw6yG+c2pDgbMRMHN9Db5XkNXF8Twui\nMbNu5CeF2IiYecBUesaMWqtbz5hRzDxgaosiMrNu0/ASmnWH/oYfbuVoZq3ihGYjZsbuk5zAzKxl\nXOVoZmal4BKaNZVvvjazRnFCs6bxzddm1kiucrSm8c3XZtZITmjWNL752swayQnNmqbWTda++drM\nRoITmjWNb742s0ZyoxBrGt98bWaN5IRmTeWbr82sUZzQrC35fjUzGyonNGs7vl/NzIbDjUKs7fh+\nNTMbDic0azu+X83MhsMJzdqO71czs+FwQrO24/vVzGw43CjE2o7vVzOz4XBCs7bk+9XMbKhc5Whm\nZqXghGZmZqXghGZmZqXga2jWsfx4LDMrckKzjuTHY5lZJVc5Wkfy47HMrJITmnUkPx7LzCo5oVlH\n8uOxzKySE5p1pHofjzVnYS97zZ7PlJOvZa/Z85mzsLeZYZpZE7lRiHWkeh6P5YYjZt3FCc061mCP\nxxqo4YgTmln5uMrRSssNR8y6ixOalZYbjph1Fyc0Ky03HDHrLr6GZqXlhiNm3cUJzUrNDUfMuoer\nHK2rueGIWXm4hGZdbeL4HnqrJK9qDUf8dH+z9tbwEpqkAyUtkbRU0slV+o+VdFXuf5Okybn7GyTd\nImlR/r9fo2O17jOUhiOzrllE76o+gjXX2tyAxKx9NDShSRoFnAccBOwCHC5pl4rBjgMeiYidgHOB\ns3L3h4CDI2JX4GjgskbGat1pxu6TOPPtuzJpfA8CJo3v4cy377pOyctP9zdrf42uctwDWBoRdwFI\nuhKYDvyhMMx04NT8+WrgS5IUEQsLwywGNpI0NiL+1uCYrcsM1nAEfK3NrBM0OqFNAu4tfF8G7Flr\nmIh4RtKjwJakElq/dwALncysVeq91ubrbGat0+hraKrSLYYyjKSXk6oh31d1AtIJkhZIWrBixYph\nB2o2kHqutfk6m1lrNTqhLQO2K3zfFlheaxhJo4HNgJX5+7bAd4GjIuLOahOIiAsiYlpETJswYcII\nh2+W1HOtzdfZzFqr0VWONwM7S5oC9AKHAUdUDDOX1OjjRuAQYH5EhKTxwLXArIi4ocFxmg1qsGtt\nvs5m1loNLaFFxDPAScA84HbgWxGxWNLpkt6aB7sQ2FLSUuAjQH/T/pOAnYB/l3Rr/tu6kfGarQ8/\nDNmstRRReUmrc02bNi0WLFjQ6jCsS1U+FxLSdbZqtwGYtRNJt0TEtFbHsb78pBCzEVLPw5DNrHGc\n0MxGUD33tLlpv1ljOKGZNZFfV2PWOE5oZk1U7+tqXIozGzonNLMmqqdpv0txZsPj96GZNVE9TfuH\ncoP2nIW97DV7PlNOvpa9Zs/3U0msqzmhmTVRPY/QqvcGbT9qy2xtTmhmTVTPI7TqvUG73pKcS3HW\nLXwNzazJBmvaP/OAqVVv0K586ehIXo9zIxQrA5fQzNpMvS8dHanrca66tLJwCc2sDdVzg3Y9Jbl6\nSnG+lcDKwgnNrEPV86itel5M6qpLKwsnNLMONhLX4+pJevWU4oZy/5wTnzWCr6GZlVg91+NG6laC\nobS69DU7awSX0MxKbrBSXDOrLvunU881O7OhckIzs6ZVXcLQbhx3taQNhasczWxQI1V1CfXdbuBq\nSRsOl9DMrC4jUXUJ9ZX2fCuBDYcTmpmNmHrun6sn8flWAhsOJzQza7rBEl8rbiWwzudraGbWdpp9\nKwH4Ic5l4BKambWdZt9K4JJcOTihmVlbauatBL43rhxc5WhmHWkkbyUYSknO1ZLtyyU0M+tYI3Ur\nQT0lObeqbH9OaGZWaiP1Kp6RbFXppNcYTmhm1vVG6t44J73WckIzM2Nk7o1rdtLrH9aJL3GjEDOz\nOtTTwKSe51T6VTyN44RmZlaHkWpVOVJJD4Z243g3cJWjmVmdRqJVZStexdMtnNDMzEZQs5Ie1J/4\nuoUTmplZkzXzVTzdxAnNzKwNjdSreLqJE5qZWQerJ/F1C7dyNDOzUnBCMzOzUnBCMzOzUnBCMzOz\nUnBCMzOzUlBEtDqGESNpBXDPMEffCnhoBMNpFsfdfJ0au+Nurk6Ke4eImNDqINZXqRLa+pC0ICKm\ntTqOoXLczdepsTvu5urUuDuZqxzNzKwUnNDMzKwUnNDWuKDVAQyT426+To3dcTdXp8bdsXwNzczM\nSsElNDMzKwUnNDMzKwUnNEDSgZKWSFoq6eRWx1MvSXdLWiTpVkkLWh1PLZIukvSgpNsK3baQ9BNJ\nd+T/m7cyxmpqxH2qpN68zG+V9KZWxliNpO0k/UzS7ZIWS/pQ7t7Wy3yAuNt6mUvaSNJvJP0ux31a\n7j5F0k15eV8lacNWx1p2XX8NTdIo4E/AG4BlwM3A4RHxh5YGVgdJdwPTIqKtb96U9I/AauDSiHhF\n7vZZYGVEzM4nEZtHxCdaGWelGnGfCqyOiM+1MraBSHoR8KKI+K2kTYBbgBnAMbTxMh8g7nfSxstc\nkoBxEbFa0hjg/4APAR8BronBQxM7AAACa0lEQVSIKyWdD/wuIr7cyljLziU02ANYGhF3RcRTwJXA\n9BbHVCoR8QtgZUXn6cAl+fMlpANXW6kRd9uLiPsi4rf58+PA7cAk2nyZDxB3W4tkdf46Jv8FsB9w\nde7edsu7jJzQ0g5zb+H7MjpgJ8oC+LGkWySd0OpghmibiLgP0oEM2LrF8QzFSZJ+n6sk26rarpKk\nycDuwE100DKviBvafJlLGiXpVuBB4CfAncCqiHgmD9JJx5WO5YQGqtKtU+ph94qIVwMHAR/MVWTW\nWF8GdgReBdwHfL614dQmaWPgO8CHI+KxVsdTrypxt/0yj4hnI+JVwLakWp+XVRusuVF1Hye0dOa0\nXeH7tsDyFsUyJBGxPP9/EPguaUfqFA/kayb9104ebHE8dYmIB/LB6zngq7TpMs/Xcr4DfCMirsmd\n236ZV4u7U5Y5QESsAq4HXguMlzQ69+qY40onc0JLjUB2zi2SNgQOA+a2OKZBSRqXL5wjaRzwRuC2\ngcdqK3OBo/Pno4HvtTCWuvUnhOxttOEyz40ULgRuj4hzCr3aepnXirvdl7mkCZLG5889wOtJ1/9+\nBhySB2u75V1GXd/KESA3A/4CMAq4KCI+0+KQBiXpxaRSGcBo4Ip2jVvSN4F9Sa/TeAD4D2AO8C1g\ne+AvwKER0VYNMGrEvS+p6iuAu4H39V+XaheS9gZ+CSwCnsudP0m6HtW2y3yAuA+njZe5pN1IjT5G\nkQoJ34qI0/M+eiWwBbAQeE9E/K11kZafE5qZmZWCqxzNzKwUnNDMzKwUnNDMzKwUnNDMzKwUnNDM\nzKwUnNDMzKwUnNDMzKwU/h84MizJ0+62FAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAEICAYAAACwO5W/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKvlRFEVRFKVZUcmPoiiKoijNyv8Dj3jDuFsX7R4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoQAAAEICAYAAADGLeVxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfoAAAEICAYAAAC3TzZbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMSd6MzOzEnOiNzMzK7H/DxKdjtcHIE5lAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbYAAAEICAYAAAAzydF1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/disk/r103/wangmeilan/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6571: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfsAAAEICAYAAABYjV1lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXkREJOOU7EVERDLu/wNgoJWpHFJSHAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEICAYAAABfz4NwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in list(range(10)):\n", " # lognomral (current day - previous day) \n", " df1 = locals()[\"snp_class_\"+str(i)].transpose()\n", " locals()[\"r_class_\"+str(i)]= np.log(np.array(df1.iloc[:,1:])/np.array(df1.iloc[:,:-1]))\n", " # plot the simple time series\n", " plt.figure()\n", " plt.plot(locals()[\"r_class_\"+str(i)])\n", " plt.title(\"Increase rate of %s class in SNP500 time series till 2012 Sep 11 \" % (class_list.iloc[i]))\n", " plt.show()\n", " # plot the hist\n", " plt.figure()\n", " sns.distplot(np.ndarray.flatten(locals()[\"r_class_\"+str(i)]))\n", " plt.xlim(-0.4, 0.4)\n", " plt.title(\"Increase rate distribution of %s class in SNP500 time series till 2012 Sep 11\" % (class_list.iloc[i]))\n", " plt.show()\n", " # fit the pca\n", " r_pca = PCA(svd_solver='arpack') # component_n need to be set later\n", " r_pca.fit(locals()[\"r_class_\"+str(i)])\n", " locals()[\"r_pca_ev_class_\"+str(i)] = r_pca.explained_variance_ratio_\n", " # pca components\n", " locals()[\"Y_class_\"+str(i)] = r_pca.components_\n", " # plot the pca eigenvalues\n", " plt.figure()\n", " plt.plot(locals()[\"r_pca_ev_class_\"+str(i)], 'o')\n", " plt.title(\"PCA Explained Variance Ratio for %s class in SNP500\" % (class_list.iloc[i]))\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## further analyze the sector characteristics" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# industrial class\n", "snp_class_1" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA: time instance as feature\n", "- Is there some dominant features in the time instance ? (eg. some events has significant impact on the market)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1257, 452)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lognomral (current day - previous day) \n", "r_trans = np.log(np0[:,1:]/np0[:,:-1]).transpose()\n", "r_trans.shape" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD8CAYAAACb4nSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r_pca = PCA(svd_solver='arpack') # component_n need to be set later\n", "r_pca.fit(r_trans)\n", "r_trans_pca_ev = r_pca.explained_variance_ratio_\n", "r_trans_Y = r_pca.components_\n", "\n", "# plot the pca eigenvalues\n", "plt.figure()\n", "plt.plot(r_trans_pca_ev, 'o')\n", "plt.show()" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "# Explore the explained variance ratio to find out the dominant feature meaning in the real world.\n", "# There maybe one-day (one feature) have a significant impact on the market in the past 4 years." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Outliers for Material Sector\n", "- project to PC find the material sector has a diverge -- why?\n", "- Maybe this sector has industry groups diverge as sectors" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stationary\n", "- Use “Dickey-Fuller test” to determine stationarity." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decomposing Time Series\n", "- Assumption: The median price of SNP500 stocks to represent the overall SNP500 index change\n", "- Decomposte the overall SNP500 or each class in SNP500, to find if there is trend or seasonality" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }