20181219 I Got IT.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "from matplotlib import font_manager, rc\n",
    "font_name = font_manager.FontProperties(fname=\"c:/Windows/Fonts/malgun.ttf\").get_name()\n",
    "rc('font', family=font_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp500 = pd.read_csv(\"^GSPC_2000~2018.csv\")\n",
    "sp500.index = sp500.Date.map(lambda x : pd.Timestamp(x))\n",
    "del sp500['Date']\n",
    "del sp500['Adj Close']\n",
    "sp500.Volume = sp500.Volume / 1e9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(1, 11):\n",
    "    sp500['returnsCloseNext{}'.format(i)] = np.log(sp500['Close'].shift(-1*i) / sp500['Open'])\n",
    "    \n",
    "sp500[\"pct_change\"] = sp500.Close.pct_change()\n",
    "for i in range(3, 31, 2):\n",
    "    sp500[\"close_ma_{}\".format(i)] = \\\n",
    "      sp500.Close.rolling(window = i).mean()\n",
    "for i in [7, 21, 30, 60, 90, 91, 100, 120]:\n",
    "    sp500[\"his_vol_{}\".format(i)] = \\\n",
    "      sp500[\"pct_change\"].rolling(window = i).std()*(252**0.5)\n",
    "for i in [1, 3, 5, 7, 10, 12, 14]:\n",
    "    sp500['returnsCC{}'.format(i)] = \\\n",
    "      np.log(sp500.Close / sp500.Close.shift(i))\n",
    "    sp500['returnsOO{}'.format(i)] = \\\n",
    "      np.log(sp500.Open / sp500.Open.shift(i))\n",
    "    sp500['returnsCO{}'.format(i)] = \\\n",
    "      np.log(sp500.Open / sp500.Close.shift(i))\n",
    "    sp500['returnsOC{}'.format(i)] = \\\n",
    "      np.log(sp500.Close / sp500.Open.shift(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_li = [col for col in sp500.columns if col.find('Next') != -1]\n",
    "X_li = [col for col in sp500.columns if col.find('Next') == -1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp500 = sp500.dropna()\n",
    "sp500_label = sp500['returnsCloseNext10']\n",
    "sp500_data = sp500[X_li]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from xgboost import XGBRegressor\n",
    "xgb_reg = XGBRegressor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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      "\t 0.0479 sec\n",
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      "\t 0.0479 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0469 sec\n",
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      "\t 0.0469 sec\n",
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      "\t 0.0449 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0449 sec\n",
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      "\t 0.0449 sec\n",
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      "\t 0.0469 sec\n",
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      "\t 0.0469 sec\n",
      "Done 4052 / 4168\n",
      "\t 0.0439 sec\n",
      "Done 4053 / 4168\n",
      "\t 0.0439 sec\n",
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      "\t 0.0459 sec\n",
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      "\t 0.0468 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0429 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0429 sec\n",
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      "\t 0.0449 sec\n",
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      "\t 0.0459 sec\n",
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      "\t 0.0489 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0459 sec\n",
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      "\t 0.0449 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0429 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0448 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0509 sec\n",
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      "\t 0.0458 sec\n",
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      "\t 0.0429 sec\n",
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      "\t 0.0439 sec\n",
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      "\t 0.0449 sec\n",
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      "\t 0.0439 sec\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "index 0 is out of bounds for axis 0 with size 0",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-20-a35be5dce8db>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     14\u001b[0m     pred = xgb_reg.predict(\n\u001b[0;32m     15\u001b[0m         sp500_data.iloc[i+look_back+k:i+look_back+1+k])\n\u001b[1;32m---> 16\u001b[1;33m     \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mlook_back\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpred\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     17\u001b[0m     \u001b[1;32mdel\u001b[0m \u001b[0mxgb_reg\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     18\u001b[0m     \u001b[0mtrial\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: index 0 is out of bounds for axis 0 with size 0"
     ]
    }
   ],
   "source": [
    "import time\n",
    "look_back = 100\n",
    "result = pd.Series(index = sp500_label.index)\n",
    "trial = 0\n",
    "start = time.time()\n",
    "const = 0\n",
    "loop_size = (len(sp500_data) - look_back - 1 - const)\n",
    "k = 10\n",
    "for i in range(len(sp500_data) - look_back - 1 -const):\n",
    "    semi_start = time.time()\n",
    "    xgb_reg = XGBRegressor()\n",
    "    xgb_reg.fit(sp500_data.iloc[i:i+look_back],\n",
    "                sp500_label.iloc[i:i+look_back])\n",
    "    pred = xgb_reg.predict(\n",
    "        sp500_data.iloc[i+look_back+k:i+look_back+1+k])\n",
    "    result.iloc[look_back+i-1+k] = pred[0]\n",
    "    del xgb_reg\n",
    "    trial += 1\n",
    "    semi_elapse = time.time() - semi_start\n",
    "    print('Done {} / {}'.format(trial, loop_size))\n",
    "    print('\\t {:.4f} sec'.format(semi_elapse))\n",
    "elapse = time.time() - start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "201.88194298744202\n"
     ]
    }
   ],
   "source": [
    "print(elapse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1ca83d88dd8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ca81faeac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25,7))\n",
    "plt.plot(result.dropna(), label='Predict', alpha=1)\n",
    "plt.plot(sp500_label[result.dropna().index], label='real', alpha=.5)\n",
    "plt.grid(True)\n",
    "plt.legend(fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5164703053618658"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.accuracy_score(np.where(sp500_label[result.dropna().index].values>0, 1, 0), \n",
    "                       np.where(result.dropna().values>0, 1, 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.04201481011883655"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.mean_squared_error(sp500_label[result.dropna().index].values, result.dropna().values) ** .5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'10일 후 예측')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ca8414ec50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = pd.concat((np.exp(sp500_label[result.dropna().index] + np.log(sp500_data['Open'].loc['2001-10-09':].shift(10)[result.dropna().index])), \n",
    "               np.exp(result.dropna() + np.log(sp500_data['Open'].loc['2001-10-09':].shift(10)[result.dropna().index]))), \n",
    "              axis=1)\n",
    "t.columns = ['real', 'pred']\n",
    "t.plot(figsize=(25,4))\n",
    "plt.title('10일 후 예측')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}