{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 11.6 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive.interactive import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  1 绘制指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MtyMyk0lzdhwHFgqaqc7Yx7LpRdmYJmza1/vqbWdjwEJKBtE4MIVbERERkSgw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L8EBwbw0PThWAu3zFrF4qx9xIQH07eZtZCeOr5nZ8b3T+Sx+VsoLKlgS/5Bzn/sGz5Zu5sH5m70\n7EWjkuGiWXD9MhhxGax7B54YC89OgrVzwFXl22+iA1mwcQ9rcotIjQ2nW+dIpgxL5dRmLMRKjg4j\nPDiwweT2ux2FVLiqm9VVwxhz2GYzYcGB3DKhL6t2FPJJnbKYhqzNLQYgM82DT83yN8AzE5z/znjV\nqdUWkQ7pJ5XcNmVAShT9kqL49xebcVVbbp3YD4AxveMZ2zeBf3+xmeKyygaf+8UPe7j0mSUkRIfy\n5q/HkBh1ZOmDSEfXrUsE/z1lEEuz9/P2ip2M6h7XZC9cX7hjUj8Olldx9+zVXPD4Iipc1UwbnsaX\nG/PZvKdlvVUPk9AXznwAfrsOTv9fKM6BNy6Hh4fD0qegssx330QHUVBSSVxECE9fPoqnLx/FQzOG\nExPedOeKgABDz/hIsvYe+f+jdhe77p6VsEwbkUbvxE78/ZMNVLmqGz1vTU4RoUEB9G7pFuNbPodn\nJjr/v6/4APpN8ihOEWkflNzWYYxhynBn84SLR3enW5cf277ccUY/CksqG/xo7L3vcrnmxeX0SujE\n69edSGqstrgV/zV1eBpnD02l2rZuSUJd/ZOjmTo8jQ9X5xEWHMjr153I3WcOICQwgBcXZXt/gfBY\nGHMD3LjKWUAUlQQf3gYPDXF2pire5f01OoiikkpiG9mJrCkZCZEN9rpdml1A36ROR2wj3lxBgQHc\nfkY/svIP8eZRFheuySmmf0p08ztruCph3j0wcxpEpcLV8yBthEcxikj7oeS2nhnHdeOSE7px02l9\nDjuemRbD1Sf35JUl27l79pra7gkvL9nGjbNWMqJ7HK9ee4JHW5CKdCTGGO6dmsllJ3ZninsnvWPh\nzkn9uWJMD9741YlkJHQivlMovxiawlvf7mz0E5UWCwh06iyvmguXvweJA5zk518D4YWzYeXLfj+b\nW1BSQVyEZ0lor4RO7CwoPWx9gqvasmJbgdcbfZw+MIkR3WJ5cN6mBhcXWuts3pDZ3IW8BdvgucnO\nLy8jLoNrPoc4D7fmFZF2RcltPZ0jQ7j3nMENzjD8/swBtTuK3ThrJY9+sZnfz17DuH6JvHjl8d43\nnRfpIKLDgvnvKZmH1Ua2tsToMO45e9Bhn4z8ckxPDlW4eHO5l63C6jMGeo6Fy96BG5bD2NuhcDu8\n8xt4ZCSsmOm3dblOWYLnM7fWwrZ9JbXH1u8q5mB5ldcbfdQsLswrLuP5b7KPeHzH/lIOlFU1bzHZ\nls+dGuv8jU5HhLMf1gYNIn5EyW0LGGO4Y1J/7prcnw++38U/PtnA2UNTeeLSkS3roSgiPjE4PYaR\n3eN4YVE21S3oRd0i8X1g3N1w40q4dA50SoR3b4DHToSNn7TONdtQYUkFsV7M3AJk1SlNWLrV3VXD\ny5lbgNEZXRjXL4HH5m+mqOTw2fo1uUUAR2/BaC0sfAheOhei0+C6+TBoqtdxiUj7ouTWA9ed0ouH\nZgzjttP78uD0YQR7unOSiHjt8jE92LavhPkbW7lfrTHQa5zz8fX0l5xjr1wAr14IBdmte+1jyClL\n8Gzmtme80w6sbt3tsuz9pMWG+2wtwh2T+nOgvIr/LNh82PE1OUUEBRj6JjXSvSN3Fcy6GOb+CQZO\ngavnQucMn8QkIu2LsjIPTRmWxg3j+xyTleIi0rjJmcl0iQzhve+O0aIvY2DAWfCrhTDxfyBrATw6\nGpY/d2yu34rKKl2UVVZ7PHMbGRpEcnRYbTswZxe7Aq9LEuoakBLN1GFpPL8wm11FpbXH1+QW0ycp\n6vBP0SrLYO1sp8Xbk6dA1nyY+N9w3nMQEumzmESkfVFyKyIdWnBgAANTo71rCeaJoBA46Ua4YRl0\nPwnevwU2zTu2MfhYQUkFgMcLygB6JUayZe8hSiqqePLLLPYeLPdJSUJdt0zsi7Xwl3fXUeWqxlrL\n2hz3YjJXFWz8FGb/Cv7ZB964Aopz4Yy/Oi3fTrrJ+QVFRPyWklsR6fAy4iPJyj/Y5A5WrSImDabP\nhKRMePNK2Lfl2MfgIwWHnDpWT8sSADLiO7F+VzFj7vucv330A6N7dubMwSm+ChGArp0juPX0vny8\nNo8bXlnJ9v0lmEP5XFT+mtO+7ZXzYcOHMOBsuOQtp176xOudlm8i4veC2joAERFv9UrsxKEKF3sO\nlJMU3QYbqIREwoyX4clTnRrcaz6D0Nbdua01FLpnbj0tSwAY1jWWmYu3MbZPAr8+NYOR3b2ctS0/\nADuXwbZFsGMJHNwD5cVcV36AKyOrOLA5gKpHQvkmtJCQzS7IOBUm3w99znBm10XkJ0fJrYh0eBnx\nzir9LfkH2ya5BadH6gUvwIvnwJxfwwUzO9zH3wXuDgRxkZ7P3E4dnsaEAUnEeDH7C8Cu72DxY7Dm\nLXBVgAmA5MFO94rQaAiNIjggkP279vHtljwKbSSXXf8HwlMGeHddEenwvEpujTF3A1cAFrjDWvtO\nnccygZeBWOBd4CZrbeP7JoqIeCgjoWaV/iHG9Ipvu0B6joUJ98DcP8LatyHz3LaLxQO+qLkNCDCe\nJ7bVLqecYPFjsG0hBEfCiMuh32ToenyDs+G9gdyN+ZTvO0R4Sg+P4xYR/+FxcmuMGQdMAYYC8cDX\nxpjPrLU1qzr+A9wJfAp8DpwNzPEuXBGRIyVHhxEeHHhYf9U2c+L1TmL70e+g13gIj2vriJqtpiwh\nJvwYb0hTfsDZGGPJ41C4DWK6wen/C8MvaVad7Ni+CYwl4RgEKiIdgTcLykYB86y1pdbaHcD3wGgA\nY0wC0NNa+5G11oUzgzvJ62hFRBoQEGDISIisbUHVUve+v46bZ61krXsjAO+CCYSzHoaS/U5P1Q6k\noKSS8ODAY7spzYaP4N/Hwyd3ORsrXDDTWQA25gYtABMRj3iT3K4FTjfGdDLGpADDofZX53Rge51z\ndwJHLJc1xlxrjFlujFmen5/vRSgi8lOXkdCJrL0tn7ktOFTBswu3MmdVLmc+/DWXPrOEb7cVHHGe\nq9qyPHt/8zoypAxxkrMVL0L21y2Oqa14s4FDix3c47TpenWGM7t91Vy48iMYeDYEajmIiHjO4+TW\nWvsh8DGwHHgUZ+Z2n/vhEKBufW014GrgNZ601o6y1o5KSNBHSiLiuYz4SHYWlFJWecRbzVF9sWEP\n1RZevPJ4bj+jH+t3FTP9iUW8syqn9pyKqmpumrWS8x5fxKxlO5r3wqfcCXE94L2bnM0EOoDCkkqv\nOiU0i7Ww8mX493Hwwwcw/g9w7XynplZExAe86nNrrf2jtba/tXYazmztD+6HdgFpdU5NB5r5L4KI\nSMtlJERiLWTva1lpwtx1u0mMCuXk3vFcP643X9x2KiO7x3Hza6uYuXgbpRUurp25nPe/30VsRDDP\nL8xu3uxtSASc+X+wbzMs+reH39WxVVhS4VWnhCbt3wovToF3fgOJA5xd3sberpZdIuJTHie3xpgg\nY0yk+8/XAlvdtbdYa7cDh4wxpxpjAoFLgTd8EbCISEN6JTjtwBqru62utizcvJfq6h8T07JKFws2\n5nPagKTarbSjwoJ54crjGd8vkT/OWcOkh75kwcZ8/jZtMHf/fAAbdh9gcdb+5gXV+zRnq94v/wmF\n7f/3+1abubUWlj0Nj42BnBVO0n/Fh5DQ1/fXEpGfPG9mbiOAVcaYnThdE641xkw1xtzmfvxy4BEg\nG/jSWttxCs9EpMOpaQfWWMeEOatyuPjpJbyy9MflAIuz9lFS4eL0gUmHnRsWHMjjl47knGGp5BaW\n8siFw7nw+G6cPTSVuIhgnv9ma/MDO+OvgIVP/9Di7+lYa5Wa2+JceOlc+OBW6HYCXL8EjrsKArRB\npoi0Do+r9q21xUCfeodn13l8BTDY09cXEWmJiJAgUmLCGpy5tdby3MJsAB76bBPTRqQRERLE3HW7\niQgJ5MReXY54TnBgAP+aPox7pw6mU6jzVhkWHMiFx3fj8QVb2LG/hK6dI5oOLLYb/OxW+OJ/IWu+\ns4NWO1RdbSkqrfSqx20ta2HHUlj9Bnz/OlRXwpkPwKirOtzGFiLS8ehXZxHxGxkJkWxpYOZ2xfYC\nVucUMW1EGvkHynnOXTc7b/1uxvZJaLT1lTGmNrGtcckJ3THG8NLibc0PbMyNzuKyD+8AV2VLvqVj\npriskmrrxda71kLeGpj7Z3hwCDx7OqycCb3Hw6++huOuVmIrIseEklsR8RsZ8Z3Iyj90xIKv5xZm\nExUWxL3nZDJhQBKPz9/Cl5v2sru4nAn1ShKakhobzqRBycxatoPSimZ2ZggOg0n3wd4N8Pn/tOh6\nx0rt1ruelCWsnQP/OQEePwm+eQQS+sHUJ+D2zXD+89Cll2+DFRE5CiW3IuI3eiVEcqC8ivyD5bXH\n8orK+HhNHjOO60pESBB3TOrHoYoqbp61kgAD4/sntvg6l4/pQVFpJa8u3d70yTX6TYZRV8LCh2DN\n2y2+ZmvzeOvd72Y5/WoDgp3Sg9s2wiVvwtAZDW6XKyLS2pTciojfyGigY8LLS7bhspZLT+gBQN+k\nKKaNSKegpJJR3TvTObLlH8Mf1yOOn/WJ5x+fbGiwDKJRk+6HrqPhneth99oWX7c11Wy9G9uSmdvv\nZsHsX0HPsXDVp07pQWR8K0UoItI8Sm5FxG/UdEyoSTjLKl28smQ7p/VPoluXHxd/3TKxL51Cgzhr\nWKpH1zHG8M/zhxIaHMBNs1ZSUVXd9JPA6ed6wYsQGg2zLnK26G0nCg7VlCU0M9mvm9heOMvp6ysi\n0g4ouRURv5EaE05YcABZ+YfI3nuIO9/6nn2HKvjlST0OOy8tNpylvz+NS0Z38/haSdFh3H/uENbk\nFPPApxua/8SoZJg+E4py4NULobzlWwa3hoKWzNxu+QLm/AZ6/kyJrYi0O0puRcRvBAQYesZ34o3l\nOxj/wHw+XJ3HlSf1ZEwDrb4iQoIwXq7eP2NQMhce340nvsxi4ea9zX9i1+Ph3Kdg51J4ZTpUlHgV\nhy8UllQSYCA6rInkNn8jvH65s2hs+stKbEWk3VFyKyJ+ZWT3WKyFa8f24uvfjeNPZw30Ook9mj/+\nYgBpseE8+WVWy544aCpMfRK2fwOzLoTK0tYJsJkKSiqICQ+u3amtQYf2wSvnO+UVF70GYdHHLkAR\nkWZScisifuUvZ2ey4k8TuXNyfxKjw1r9ehEhQQzrGsuO/R7Mvg45H6Y8ClkL4OXzj6jB3ZB3gPMe\n+4bdxWU+irZxhSVNbODgqoTXLoHiXTDjVWdzChGRdkjJrYj4lcAAQ3DgsX1rS48LZ2dBKdXVtumT\n6xt2kdMTdscSeGoc7F5X+9DSrftYvq2AB+dt8mG0DSsoqTh6ve1nf3Fmmc/5D3Q9rtXjERHxlMfb\n74qIiCM9LpwKVzX5B8tJ8mS2eOh06JzhzIw+PQHG3QUBwWSs2cSdQXkUrohmd+IJJKX2gPi+zqI0\nH5daFJRUkhrTSOwbPnY2Zxh1FQw+z6fXFRHxNSW3IiJeSu/sLKraWVDiWXILzmzotfPhtYvh0z8A\ncBIwKiiYUCph3is/nhseB4kDoc/pMPJy5+9eKiypYGBKAzW0RTthzq8geTCc8VevryMi0tqU3IqI\neKlrXDgAO/aXMrK7Fy8UnQJXzYXCbRAWyyUvrae0Csb3DOetL7/lyXNS6E0u7FkHu76DeX+GBfc7\npQ0nXu/M/nrIqbmtV5bgqoQ3r3T+e/4LzjbCIiLtnJJbEREvpcX+OHPrtYDA2iQ190AlA5KjuXz8\nEJ5dvo8/fhfFK9ec+WP3h7zVsPgxWPEifPs8HH8tjL0dIjq36JJllS5KK13E1d2tzVUFb1/r1AKf\n+wx06eX99yYicgxoQZmIiJfCQwKJ7xTCzgLftfOy1pJXVEZSdBidQoP4r/G9WZS1jzeW7/zxpOTB\nzgKvm1fDsIthyePw8HBY8gRUu5p9rcISZ3ey2gVl1S545zew9m2Y+D+qsxWRDkXJrYiID6THRfg0\nuT1QXkVJhYsU9yKvi0Z3Z0yvLtzx1ve88E324SdHJcPZD8N1X0HqMPjoDnhuMlsy3WEAAA/pSURB\nVOzd3Kxr1exOFhcRAtXV8O6N8P1rMP6PcNKNPvueRESOBSW3IiI+kB4Xzg5flCW45RU5vW2T3Mlt\nSFAAz15xHBMHJvHnd9fyyGebsLZe67HkTLh0jtNaLP8HePwkWPRok7O4tVvvhgfBx3fCqpfglDth\n7G0++35ERI4VJbciIj6QHhdBbmEpLk963TagJrlNqdOeKyw4kMcuHsG0EWk8MHcjLy7aduQTjYGh\nM+A3SyDjVPjkbnj+TNi3pdFr1ZQl9N70DCx9Ak68AU690yffh4jIsabkVkTEB7p2DqfSZdlzwDe7\nieW5dyVLrtdaLCgwgH+eN5RhXWN5bdmOxl8gOgUunAXnPO5sDPHYSc7is7KiI04tKKlgasBXJC75\nG2Se59TZtuKWxSIirUndEkREfCA9zumYsGN/KSkx4V6/Xs3MbWJ06BGPBQQYJmcm87ePfiCnsJS0\n2EauZwwMuxAyToH3bnJKDj6+EzolQ3wfiEqBsBgG5ZZwQfAsXD3GEnjOfyBA8x4i0nHpHUxExAfS\n3b1ufdIODGfmtktkCKFBgQ0+PnFgEgDz1u1u+sWiU+Gi1+HS2TDhHuh9GlSVwc6lsOZNhuS8yhoy\nCJzxEgQdmUyLiHQkmrkVEfGBmtlTX3VMyCsqI7mx7XCBjIROZCREMm/9bi4f06PpFzQGeo13vuq5\n/bVVfLNlL4vCYryIWESkfdDMrYiID4QFB5IYFcqO/T6auS0qO6Letr6JA5NYnLWP4rJKj6/z9aa9\nfLQ2j16JUR6/hohIe6LkVkTER9Ljwn03c1tcVtsGrDETByRR6bIs2JDv0TU+XpPHlc8vo1vnCP7v\ngqEevYaISHuj5FZExEfS4yLYWej9zG1ZpYv9hypIaWLmdni3OLpEhjBvfTPqbuuZvXInv3n5Wwal\nRTPr2hNIbOJaIiIdhZJbEREf6do5nNzCMqpc1V69zp7icoAmZ24DAwzj+yfyxQ97qGzBNa21/OW9\ndQzvFsdLV40mNiLEq3hFRNoTJbciIj6SHheBq9rW9qj1VM3zU5pIbsGpuy0uq2LZ1v3Nfv2dBaUU\nllRy7oh0IkO1rlhE/IuSWxERH/mxHZh3dbe7ipznN7WgDODkPvGEBgXwaXNagrmtyXE2cshMi/Ys\nQBGRdkzJrYiIj3R1b+TgbXK7u2Z3smbM3EaEBHFqvwTmrMppdteENblFBAUY+iapQ4KI+B8ltyIi\nPpISG4YxeN0OLK+onMiQQKLCgpt1/n+N70NhSSVPLNjSrPPX5BTTJymKsOCGN4gQEenIlNyKiPhI\naFAgSVFhXs/c5hWXNmvWtkZmWgxnDU3lma+3sqeJel9rLWtyishMVUmCiPgnJbciIj7k9Lr1dub2\n6LuTNeS20/tS5bI89Nmmo563u7icfYcqyEzTbmQi4p+U3IqI+FDXzhE+KEsoI6mFfWe7d4nkotHd\nmLVsB1n5Bxs9T4vJRMTfKbkVEfGh3omdyC0qo6jEsy1xXdWWPQfKm9UGrL7/Gt+H0KAAHvh0Y6Pn\nrMktwhgYkKLkVkT8k5JbEREfqvm4f+2uIo+ev+9gOVXVtlltwOpLiArl6pN78sHqXXy/s7DBc9bk\nFNMroRMRIepvKyL+ScmtiIgPDXIv1FqbU+zR8/Nq24CFe/T8a8Zm0DkyhPs++gFr7RGPr83VYjIR\n8W9KbkVEfCi+UygpMWGsyfVs5nZXkTu59WDmFiAqLJgbxvXmmy37+GrT3sMe23uwnF1FZVpMJiJ+\nTcmtiIiPDUqNqV241VIt2cChMRef0I30uHDu//gHqqt/nL1dm1tcG5+IiL9Scisi4mOZadFk7T3E\nofKqFj93/a4DBAcaukSGeHz90KBAfjuxL2tzi3l/9a7a4zUJ90CVJYiIH1NyKyLiY5mpMVgL63e1\nrO52cdY+Zi3bznkj0wkIMF7FMGVYGv2To3jg0w3sOeDMBq/NLaJ7lwhiwpu385mISEek5FZExMdq\nOybkNj+5LSqp5JbXVtGjSyR/OHOg1zEEBhh+f+YAduwv4eT7v+D3s1ezcnth7YI3ERF/peRWRMTH\nkqJDie8U0uy6W2std89eTf6Bch6aMYzIUN+06fpZnwTm/fYUzh2RxhvLd7KrqEz1tiLi99ToUETE\nx4wxzqKyZs7cvvHtTj5YvYs7JvVjSHqsT2PJSOjE36YN4ZYJfflg9S7OGZbm09cXEWlvNHMrItIK\nMtOi2bT7AGWVrqOet3XvIe55dy0nZHTmurG9Wi2exOgwfnlST+K8WKgmItIRKLkVEWkFmakxVFVb\nNu4+0Og5la5qbp61kuDAAP41fRiBXi4iExERJbciIq2iZlHZmqPsVPavuRv5bmcR900bTIqHO5KJ\niMjhlNyKiLSC9LhwosOCGt2pbHHWPh5bsIXpo7oyeXDKMY5ORMR/KbkVEWkFNYvK1jbQMcFVbbnt\nje/o0SWSP53lfdsvERH5kZJbEZFWkpkWzfq8A1S6qg87vnJ7ATsLSrl5Qh+ftf0SERGHklsRkVYy\nvFscFVXVLM8uOOz43PW7CQowjOuf2EaRiYj4LyW3IiKtZFy/RCJDAnlnVc5hx+eu280JGV2IDtM2\nuCIivqbkVkSklYSHBHLGoGQ+WL2rtt/tlvyDZOUfYuLApDaOTkTEPym5FRFpRecMT+NAWRXzN+wB\nYN663QCcNkAlCSIirUHJrYhIKxrTqwsJUaHMWZkLwLz1uxmYEk16XEQbRyYi4p+U3IqItKKgwADO\nGpLK5z/sYeveQ3y7rYAJKkkQEWk1Sm5FRFrZ1OFpVLiq+d2b31NtYeIAJbciIq1Fya2ISCvLTIsm\nIyGSpdn7SY4OIzMtuq1DEhHxW0puRURamTGGqcPSAJgwMBFjTBtHJCLiv5TciogcA9NGppMWG865\nI9LbOhQREb+mfR9FRI6BtNhwFt45vq3DEBHxe5q5FRERERG/oeRWRERERPyGklsRERER8RtKbkVE\nRETEbyi5FRERERG/oeRWRERERPyGV8mtMea3xphNxpitxpjr6z32vDEmxxiz2f3VzbtQRURERESO\nzuM+t8aYHsCNwCAgDMgyxjxvrT1U57SLrbXzvQlQRERERKS5vJm5rXT/txonST4AVHgdkYiIiIiI\nhzxObq21OcA9wGJgHnCRtbayzimVwAvGmLXGmFsbeg1jzLXGmOXGmOX5+fmehiIiIiIiAniR3Bpj\nooGLgJuA/wNuNcbUljlYa6+x1nYHJgHXGGMm1H8Na+2T1tpR1tpRCQkJnoYiIiIiIgJ4V5ZwCfC9\ntXa+tfY5wAAT659krd0BvA9kenEtEREREZEmeZPclgHDjDHBxpgooC9QWPOgMaa3+79dcGZvl3kT\nqIiIiIhIU7xJbl8C8oAs4FtgJpBsjLnN/fjDxphs4BvgcWvtQm8CFRERERFpisetwKy1FTilCY09\n/nNPX1tERERExBPaoUxERERE/IaSWxERERHxG0puRURERMRvKLkVEREREb+h5FZERERE/IaSWxER\nERHxG0puRURERMRvGGttW8cAgDEmH9jm/ms8sLcNw/EHGkPvaPy8o/HzjsbPOxo/72kMvaPx807d\n8eturU1oyZPbTXJblzFmubV2VFvH0ZFpDL2j8fOOxs87Gj/vaPy8pzH0jsbPO96On8oSRERERMRv\nKLkVEREREb/RXpPbJ9s6AD+gMfSOxs87Gj/vaPy8o/HznsbQOxo/73g1fu2y5lZERERExBPtdeZW\nRERERKTFlNyKiLQRY0y4MaZvW8fRUWn8vKcx9I7Gr31qd8mtMeYCY8xWY8xmY8yVbR1Pe2eMCTPG\nPGmM2WiM2WaMucV9vNI9hpuNMbPaOs72zhiTXWe8vnIfu8kYs90Ys8EYM7mtY2yvjDF31hm7zcaY\nMmPMz3UPNs4YE22MmQPsBu6oc7zBe84Yc58xZqcxZrUxZmRbxNyeNDR+xpguxpjXjDGbjDFbjDEz\n3Md7GGNK69yL/2zL2NuLo9yDDf7c6h48XCP34CP13gtdxpiBugePdJTcxTfvgdbadvMFRAE7gDQg\nGcgDEto6rvb8BXQBzgUMTtPj3UBXILutY+tIX/XHC+gFbHTfkwOBXCC4reNs719ADJAFBOkePOo4\ndQJOA64GnnYfa/CeA8YDX7vHdCKwqq3jb+uvRsavP3Cq+8+9gUL3+PUA5rd1zO3tq6ExdB/PbuBc\n3YPNHL86j/cFlrv/rHvwyPFpKHc5xVfvge1t5vYMYIG1Nsdamwd8jnPzSCOstfustW9Zx16cXw5i\n2zouPzAVeN1ae8Bauw7IBn7ysxXNcDHwprW2qq0Dac+stQettZ8BdcepsXtuGvC8tbbKWjsXSDDG\nJB/zoNuRhsbPWvuDtXa++8+bgUogvG0ibP8auQcbo3uwnmaM39XAs8cwpA6lkdxlLD56D2xvyW1X\nftyCF2AnkNJGsXQ4xphMIAxYA3RxfzT3hTFGu6Q0rdQ9XouNMWege9FTV/HjG7ruwZZp7J6rfzwH\n3YtH5f44c4W1thiwwBD3vfi+MaZ3G4fX3jX0c6t7sAWMMcHABcAr7kO6B4+iTu4Sj4/eA9tbchsC\nVNf5ezXgaqNYOhRjTDwwE/il+zehKGttL+A/wOy2ja79s9YOcI/X7cDL6F5sMXcdVJm19gcA3YMt\n1tg9p3uxBdyJwz+A6wCstdustZ2BPsAXwPNtF13718jPre7BljkbWGitLQTdg0dTN3fBh++B7S25\n3YVTb1sjHWeqWo7CGBMHvA/cba1dVvcxa+0bQLgxRqUKzWCt/QrnoxDdiy13DfBM/YO6B5utsXuu\n/vFUnBkNqccY0x14E7jMWptd9zFrbTXwBJDZBqF1OPV+bnUPtkxj74W6B+toIHfx2Xtge0tuPwXO\nMMYkuuspxriPSSOMMdHAe8C91tqP3MfiaxIJ98dz+2p+g5QjGWMijTEp7j8Px/m44zNghjEmwhgz\nEOgMrGrDMNs1Y0wkcBbwuvvvugdb7gMavuc+AC43xgQaYyYCG621+9sy0PbIGJMGvA1cY61dUfe4\nMaam9vYSYGlbxNcRHOXnVvdgM7l/weqFM0Nbc0z3YD0N5S748D0wqBVjbzFrbZ4x5vfAIvehW621\nh9oypg7gRmA48KAx5kH3sXOBOcaYapzfeC5oq+A6iAhggTEmECgCLrHWLjTGvASsBcqAq617iac0\naDrwsbX2oPvvKcC7ugcbZoyJAlbirAoOM8acijPbc8Q9Z4yZjbOKOAvYB1zUJkG3I42MX82q61eN\nMTWnDnR/PWOMqQQ24YzzT14jY/gQ8NsGfm51D9ZzlJ/hccCL9f690D14pIZyl9Px0Xugtt8VERER\nEb/R3soSREREREQ8puRWRERERPyGklsRERER8RtKbkVERETEbyi5FRERERG/oeRWRERERPyGklsR\nERER8RtKbkVERETEbyi5FRERERG/8f8HK7ls3rrC0QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15a1b8a69b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x15a2a61eeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cbGwYAABcjnkqsfcm+dAY4/NjjIMkH0jynesd1oIcqQAAYK/ME2JfkOThmfufS3L7zP2v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\nAADaEWIBAGhHiAUAoB0hFgCAdv4fRD3aLGYSEnYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15a2a63e898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = sm['sz000001']\n",
    "k = s.getKData(Query(-200))\n",
    "\n",
    "\n",
    "#抽取K线收盘价指标，一般指标计算参数只能是指标类型，所以必须先将K线数据生成指标类型\n",
    "c = CLOSE(k)\n",
    "\n",
    "#计算收盘价的EMA指标\n",
    "a = EMA(c)\n",
    "\n",
    "#绘制指标\n",
    "c.plot(legend_on=True)\n",
    "a.plot(new=False, legend_on=True)\n",
    "\n",
    "#绘制柱状图\n",
    "a.bar()\n",
    "\n",
    "#修正下柱状图，使其更美观\n",
    "PRICELIST([x-9 for x in a]).bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 2 指标（Indicator）\n",
    "\n",
    "在 Hikyuu 中，Indicator 的实例是用于计算的主要数据结构，一般 ind（如无说明，ind代表Indicator的实例）计算的参数为另一个ind，如EMA(x),x应是一个Indicator的实例。可以简单的理解为类似 numpy.array。\n",
    "\n",
    "## 2.1 特殊的Indicator\n",
    "\n",
    "其中存在一类特殊的Indicator，用于将K线数据或普通数组转换为ind，才能供其他ind进行计算，如 KDATA 将 KData 转化为一个ind。其他包括: OPEN,HIGH,LOW,CLOSE,AMO(成交金额),VOL(成交量),KDATA_PART。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k is a instance of KData:\n",
      " KData{\n",
      "  size : 200\n",
      "  stock: Stock(SZ, 000001, 平安银行, A股, 1, 1991-1-2 0:0:0, +infinity),\n",
      "  query: KQuery(-200, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
      " }\n",
      "--------------------------\n",
      "\n",
      "kind is a instance of Indicator:\n",
      " Indicator(KDATA, params[kpart(s): KDATA, ])\n"
     ]
    }
   ],
   "source": [
    "print(\"k is a instance of KData:\\n\", k)\n",
    "print(\"--------------------------\\n\")\n",
    "\n",
    "kind = KDATA(k)\n",
    "print(\"kind is a instance of Indicator:\\n\", kind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result_num:  6\n",
      "Indicator(IndicatorImp, params[])\n"
     ]
    }
   ],
   "source": [
    "#获取 ind 的结果集数量，如MACD通常返回3个结果集\n",
    "r = kind.getResultNumber()\n",
    "print(\"result_num: \", r)\n",
    "\n",
    "#获取第一个结果集\n",
    "x = kind.getResult(0)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#以下效果相同\n",
    "c1 = CLOSE(k)\n",
    "c2 = KDATA_PART(k, 'close')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外一个常用的特殊指标 PRICELIST将 Python 中的类 list 对象包装成ind。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Indicator(IndicatorImp, params[result_index(i): 0, ])\n"
     ]
    }
   ],
   "source": [
    "x = PRICELIST([i for i in range(100)])\n",
    "print(len(x), x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Indicator的特性与参数\n",
    "\n",
    "每一个指标函数，如EMA、HHV，调用后生成一个ind对象，该对象本身可以再次调用生成新的ind。无论指标函数还是 ind 对象调用生成 ind，都是立刻进行计算。如需延迟计算，需使用 Operand 进行包装，可以将 Operand 理解为指标公式进行四则运算的原型，详见后续章节。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(IndicatorImp, params[])\n"
     ]
    }
   ],
   "source": [
    "e1 = EMA(CLOSE(k), n=5)\n",
    "e2 = e1(CLOSE(k))\n",
    "e3 = e2\n",
    "print(e1 == e2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除在指标函数中指定参数外，可以通过 getParam、setParam 方法来获取和修改 ind 对象的参数。修改参数后，ind 本身并不会发生变化，需要调用生成新的 ind，新的 ind 才是使用新参数计算的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(EMA, params[n(i): 22, ])\n",
      "22\n"
     ]
    },
    {
     "data": {
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BBxw6dIj8/Hzy8/P5xz/+Ub+SQkREBHl5ea3ef/ny5fUvtJ37dS7Yfv311wCUl5fz+eef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\neLg1MzMzs8r4G4doiICIIKzkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15a4360b080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = EMA(c)\n",
    "print(e)\n",
    "print(e.getParam('n'))\n",
    "e.plot(legend_on=True)\n",
    "\n",
    "e.setParam('n', 30)\n",
    "e = e(c)\n",
    "e.plot(new=False, legend_on=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "查看 ind 参数。ind 参数支持：\n",
    "\n",
    "- i : int\n",
    "- s : str\n",
    "- b : bool\n",
    "- d : float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(EMA, params[n(i): 22, ])\n"
     ]
    }
   ],
   "source": [
    "#EMA指标有参数 \"n\"，类型\"i\"代表整数\n",
    "print(EMA())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 TA-Lib包装指标\n",
    "\n",
    "由于内建指标还不完整，在交互工具里对TA-Lib进行了包装，命名方式统一为 TA_FUNC名称。其中，ta-lib指标的lookback属性，用discard属性代替。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator(TA_SMA, params[timeperiod(i): 30, ])\n",
      "29\n"
     ]
    },
    {
     "data": {
      "image/png": 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ocBPKLQAA8EtV9S16cX2Rzs/orxH9Iu2OAzeh3AIAAL/0j9UFamh16o5vD7M7CtyIcgsA\nAPyOo65ZSzYU6cKxAzSsbx+748CNKLcAAMDv/GN1gZpanbqdVVufQ7kFAAB+pbKuWUs2FOs74wYo\nLbG33XHgZpRbAADgV55eU6DmNqf+h1Vbn0S5BQAAfuNoQ4te3lCs88cOUGoCq7a+iHILAAD8xovr\ni1Xf4tQt81PtjoJuQrkFAAB+ob65Tc+vL9QZIxM1sj/72voqyi0AAPALr2QW62hDq25dkGZ3FHQj\nyi0AAPB5Ta1OPb2mULPS4jRhcIzdcdCNKLcAAMDnLd1SooraZt06n1VbX0e5BQAAPq25zaknVuRp\n4uBozUiNszsOuhnlFgAA+LQ3s0pUWt2kH5+RLmOM3XHQzSi3AADAZzW3OfX3FXmalByjOcPi7Y6D\nHkC5BQAAPuuNzQd0qLpJd7Jq6zcotwAAwCc1tTr1txV5mjIkRrPSmLX1F5RbAADgk17ftF9lNc2s\n2voZyi0AAPA5Ta1O/X1lvqYOjWWHBD9DuQUAAD7n1cz9Kq9l1dYfUW4BAIBPaWp16olV+Zqewqqt\nP6LcAgAAn/LyxmJVfLFqC/9DuQUAAD6jscWpJ1cVaGZqnKalsGrrjyi3AADAZ7y8sViVdc2680xW\nbf0V5RYAAPiE2qZWPbU6X7PT4jVlSKzdcWATyi0AAPAJj36aK0d9i3569nC7o8BGlFsAAOD1cstq\n9fy6Il0xZZDGDYq2Ow5sRLkFAABezbIs/eb93YoIDdJPzx5hdxzYjHILAAC82gefH9L6fId+cvZw\nxUaE2B0HNqPcAgAAr1Xf3KY/fLBXo/pHatHUwXbHgQcIsjsAAABAZ1iWpZ+//bnKapr0+KIJCgzg\nmF2wcgsAALzUi+uLtGxHqe4+a7gmJbP1F46h3AIAAK+zpbhK93+wV2eM7KsfzUu1Ow48COUWAAB4\nlcq6Zt3yylYNjAnXXy4fpwDGEXCcdpdbY0y4MYaz7AAAgK0e/yxPVfUteuLKSYoKD7Y7DjzMacut\nMSbSGPOupDJJPzvu9juMMfuNMdnGmHNP8ryVxpgiY0zeF78C3RsdAAD4m4aWNv1zS4nOy+ivUQMi\n7Y4DD9Se3RJckh6TtFzSdEkyxqRKulXSaEmDJH1ijEm2LKv1hOfOtyyryH1xAQCAP3t/e6lqm9u0\neHqy3VHgoU67cmtZVp1lWZ9Kajvu5kskvWlZVq1lWXskFUma1D0RAQAAjm399XJmsYb37aPJyTF2\nx4GH6uwFZYMkFR/3cYmk/ic8plnSCmPMNmPM4pO9iDHmRmNMljEmq6KiopNRAACAP9hRUq1dB2u0\nePpgGcNFZDi5zpbbEB0bV/iSS5Lz+AdYlnW2ZVlDJV0p6U/GmOEnvohlWf+wLGuyZVmTExISOhkF\nAAD4g5c3FqtXSKAunjDQ7ijwYJ0tt4ckHf+ZlSTpwMke+MXYwjpJIzv5XgAAwM8dbWjRsh2lunjC\nQPUJY4cEnFpny+0Hkq4wxvQyxoySFCtp+/EPMMakffHPZEnTTrwfAACgvd7aUqLmNpcWT+NCMnyz\n0+6WYIzpI2mbpD6Swowx8yXdIOllSbslNUm63rIsyxhzmySHZVmvSXrHGNNbUoOku9g1AQAAdIZl\nWXpj8wFNGBzN9l84rdOWW8uyaiWlneSuFZL+eMJjHz/u9xldTgcAAPzezpJq5ZbX6YGFVAucHsfv\nAgAAj/bWlhKFBgXo/LEnbswEfB3lFgAAeKymVqfe31Gqc8b0UyQXkqEdKLcAAMBjfbK3TNWNrbps\n0iC7o8BLUG4BAIDHemtLiQZEhWlGapzdUeAlKLcAAMAjldU0aXVOhRZOTFJgACeSoX0otwAAwCO9\ns+2gXJb03UlJdkeBF6HcAgAAj/T21hJNTo7R0PgIu6PAi1BuAQCAxzlQ1aCcsjqdl8H2X+gYyi0A\nAPA4K7PLJUkLRiTanATehnILAAA8zorsCiXH9WIkAR1GuQUAAB6lqdWp9fmVWjCcVVt0HOUWAAB4\nlMzCKjW1ujR/eILdUeCFKLcAAMCjrNhXrrDgAE1P4eAGdBzlFgAAeJSV2eWamRqvsOBAu6PAC1Fu\nAQCAxyisrFeRo4GRBHQa5RYAAHiMFfuObQE2P52LydA5lFsAAOAxVuZUKDUhQoPjetkdBV6KcgsA\nADxCQ0ubNhY42AIMXUK5BQAAHmFDvkMtbS7Np9yiCyi3AADAI6zILlevkEBNGRpjdxR4McotAACw\nnWVZWrGvQrPS4hUaxBZg6DzKLQAAsF1eeZ0OHm1k3hZdRrkFAAC2W5ldIUnsb4suo9wCAADbrcgu\n1/C+fTQgOtzuKPBylFsAAGCr2qZWbS6q0vwRrNqi6yi3AADAVuvyHGp1Wszbwi0otwAAwFYrs8vV\nJzRIk5LZAgxdR7kFAAC2sSxLK7MrNCc9XsGB1BJ0HZ9FAADANvsO1+pwTZPmpzOSAPeg3AIAANus\ny6uUJM1Jj7c5CXwF5RYAANhmQ75DQ+Mj1D+KLcDgHpRbAABgizanS5mFVZqeEmd3FPgQyi0AALDF\nrtIa1TW3aUYq5RbuQ7kFAAC22JDvkCTNYOUWbkS5BQAAtthQ4NCwxN5K6BNqdxT4EMotAADoca1O\nl7KKqhhJgNtRbgEAQI/bWXJUDS1ORhLgdpRbAADQ476ct51GuYWbUW4BAECP21Dg0Ih+fRQbEWJ3\nFPgYyi0AAOhRzW1OZRUdYd4W3YJyCwAAetS2/UfV3ObSzFSO3IX7UW4BAECPWp/vUICRpg6NtTsK\nfBDlFgAA9KjVORUamxStqPBgu6PAB1FuAQBAjzna0KKdJUc1Nz3B7ijwUZRbAADQY9bmVcplSfPS\nmbdF96DcAgCAHrM6p0J9woI0Lina7ijwUZRbAADQIyzL0uqcSs0ZFq+gQCoIugefWQAAoEfkltfp\ncE2T5g5j3hbdh3ILAAB6xOqcCkniYjJ0K8otAADoEatyKpSW2FsDosPtjgIfRrkFAADdrrHFqczC\nKkYS0O0otwAAoNtlFjrU0ubSXLYAQzej3AIAgG63OqdSIUEBmjY0zu4o8HGUWwAA0O3W51dqypAY\nhYcE2h0FPo5yCwAAutXRhhZll9WyaoseQbkFAADdanPREVmWNG1orN1R4AcotwAAoFttKnQoJChA\n4wZx5C66H+UWAAB0q8zCKo0fFK2wYOZt0f0otwAAoNvUNbdp18FqTWckAT2EcgsAALpNVlGVXJY0\nlYvJ0EMotwAAoNtsKqxSUIDRxGTmbdEzKLcAAKDbZBZWKSMpSr1CguyOAj9BuQUAAN2iscWpnSVH\n2d8WPYpyCwAAusW2/UfU6rTY3xY9inILAAC6RWZhlQKMNHlIjN1R4EcotwAAoFtkFjo0ekCU+oQF\n2x0FfoRyCwAA3K6p1alt+49qKiMJ6GGUWwAA4Hbb9h9Vc5tLM1K4mAw9i3ILAADcbkOBQwFGmprC\nyi16FuUWAAC43cZ8hzIGRimSeVv0MMotAABwq8YWp7YdOKLpqYwkoOdRbgEAgFtlFVep1Wkxbwtb\nUG4BAIBbbch3KCjAaMoQ5m3R8yi3AADArTYUODQ2KUoRoUF2R4EfotwCAAC3qWtu086Sas1Mjbc7\nCvwU5RYAALjN5qIqOV2WZnAxGWxCuQUAAG6zId+hkMAATUqOsTsK/BTlFgAAuM2GfIfGD45WWHCg\n3VHgpyi3AADALaobWrW7tJotwGAryi0AAHCLz7LL5LKkecMT7I4CP0a5BQAAbvHRrjL1jQzV+KRo\nu6PAj1FuAQBAlzW1OrUqp0JnjeqngABjdxz4McotAADostU5FWpsders0f3sjgI/R7kFAABd9tHu\nMkWFB2taCkfuwl6UWwAA0CWtTpc+2Vumb49IVHAg1QL24jMQAAB0yabCKlU3tursMYwkwH6UWwAA\n0CUf7T6ssOAAzR3GFmCwH+UWAAB0mstl6ePdZZqXnqDwEE4lg/0otwAAoNN2HqzW4ZomdkmAx2h3\nuTXGhBtj0rszDAAA8C6f7StXgJG+NSLR7iiApHaUW2NMpDHmXUllkn523O13GGP2G2OyjTHnnuR5\n84wxOcaYQmPMve6NDQAAPMGq7HJNGByj6F4hdkcBJLVv5dYl6TFJd315gzEmVdKtkkZLukTSs8aY\n4OPuD5D0rKRLJY2RdJUxZrwbcwMAAJs56pq182C15qVzIRk8x2nLrWVZdZZlfSqp7bibL5H0pmVZ\ntZZl7ZFUJGnScfdPlHTYsqydlmXVS3pL0jnuiw0AAOy2OrdCliXNH065hefo7AVlgyQVH/dxiaT+\nHbhfkmSMudEYk2WMyaqoqOhkFAAAYIdV2RWKiwjRmAFRdkcBvtLZchuiY+MKX3JJcnbgfkmSZVn/\nsCxrsmVZkxMS+K4PAABv4XJZWp1bqbnpCQoIMHbHAb7S2XJ7SNLA4z5OknSgA/cDAAAvtvNgtarq\nWxhJgMfpbLn9QNIVxphexphRkmIlbT/u/o2ShhtjhhtjIiQtlPR216ICAABPsTK7XMZIcziVDB4m\n6HQPMMb0kbRNUh9JYcaY+ZJukPSypN2SmiRdb1mWZYy5TZLDsqzXjDHXSVqmYyMKD1mWVXzSNwAA\nAF5nZXaFxiVFKzaCLcDgWU5bbi3LqpWUdpK7Vkj64wmPffy43/9bEoc+AADgY47Ut2hHyVHd/q1h\ndkcBvobjdwEAQIewBRg8GeUWAAB0yGf7yhUbEaKxSdF2RwG+hnILAADaraXNpc/2leuMkYkKZAsw\neCDKLQAAaLcNBQ7VNrXprFH97I4CnBTlFgAAtNtHuw+rV0igZg+LtzsKcFKUWwAA0C4ul6X/7CnT\n/OEJCgsOtDsOcFKUWwAA0C7bDhxVRW0zIwnwaJRbAADQLh/vPqygAKMFIxLtjgKcEuUWAACclmVZ\n+mj3Yc1IjVNUeLDdcYBTotwCAIDTyi2vU5GjQWeNZiQBno1yCwAATuujXYclSWeN6mtzEuCbUW4B\nAMBp/WdvmcYPilbfyDC7owDfiHILAAC+UXltk3aWVOuMkVxIBs9HuQUAAN9o5b4KSWKXBHgFyi0A\nAPhGn+0rV7/IMI3qH2l3FOC0KLcAAOCUWtpcWpNboQUjEmWMsTsOcFqUWwAAcEqbCqtU3+LUtxhJ\ngJeg3AIAgFP6bF+5QoICNCstzu4oQLtQbgEAwCmtyC7XjJQ49QoJsjsK0C6UWwAAcFIFFXUqrKxn\nJAFehXILAABO6rN95ZJEuYVXodwCAICTWpFdrmGJvTUotpfdUYB2o9wCAICvaWhp06bCKg5ugNeh\n3AIAgK/ZVFilVqel2WnxdkcBOoRyCwAAvmZ9vkMhgQGaMiTW7ihAh1BuAQDA16zLq9TE5GiFhwTa\nHQXoEMotAAD4L1X1LdpdWqNZqYwkwPtQbgEAwH/ZkO+QJM1k3hZeiHILAAD+y7r8SvUODdK4pCi7\nowAdRrkFAAD/ZX1epaanxCookJoA78NnLQAA+ErJkQYVORo0k3lbeCnKLQAA+Mr6vGPztrOYt4WX\notwCAICvrMuvVHzvUKX37W13FKBTKLcAAECSZFmW1uU5NCstTsYYu+MAnUK5BQAAkqScsjpV1jWz\nvy28GuUWAABIOnYqmSTNTIuzOQnQeZRbAAAgSVqfX6nkuF5KiulldxSg0yi3AABAbU6XNhZUsUsC\nvB7lFgAAaEdJteqa25i3hdej3AIAAK3/Yt52RirztvBulFsAAKB1+ZUa1T9SsREhdkcBuoRyCwCA\nn2tscWpr8VHNHsZIArwf5RYAAD+3uahKLU6XZjKSAB9AuQUAwM+ty69UcKDR1KGxdkcBuoxyCwCA\nn1uf59CEQTHqFRJkdxSgyyi3AAD4saMNLdpVWs3+tvAZlFsAAPzYhnyHLEuaxZG78BGUWwAA/Njq\n3Ar1CQ3SuEHRdkcB3IJyCwCAn7IsS6uyKzQrLV7BgVQC+AY+kwEA8FN55XUqrW7SvOEJdkcB3IZy\nCwCAn1qVUyFJmptOuYXvoNwCAOCnVuVUaFhibw2MDrc7CuA2lFsAAPxQQ0ubMguqNI9VW/gYyi0A\nAH4os+DYkbvM28LXUG4BAPBDq3IqFBYcoClDOHIXvoVyCwCAH1qdU6EZKXEKCw60OwrgVpRbAAD8\nzH5HgwqVqITBAAAgAElEQVQq65m3hU+i3AIA4GdW5R7bAmze8ESbkwDuR7kFAMDPrMmpUFJMuIbE\n9bI7CuB2lFsAAPxIm9OlDQUOzRkWL2OM3XEAt6PcAgDgRz4/WK3apjbNSou3OwrQLSi3AAD4kXV5\nlZKkmamUW/gmyi0AAH5kbV6lRg+IVGxEiN1RgG5BuQUAwE80tLRpa/FRzWYkAT6McgsAgJ/YXHRE\nLU4X87bwaZRbAAD8xLq8SoUEcuQufBvlFgAAP7E2t1KTkmMUHsKRu/BdlFsAAPyAo65Zew7VaPYw\nRhLg2yi3AAD4gfX5Dkli3hY+j3ILAIAfWJdXqT5hQcoYGGV3FKBbUW4BAPAD6/Mdmp4Sp8AAjtyF\nb6PcAgDg4w5VN2p/VYOmp8TZHQXodpRbAAB8XGZBlSRp2lC2AIPvo9wCAODjMgsd6hMWpJH9I+2O\nAnQ7yi0AAD4us6BKU4fEMm8Lv0C5BQDAh5XXNKmgsl7TUhhJgH+g3AIA4MMyC7+ct+ViMvgHyi0A\nAD4ss9Ch3qFBGj2AeVv4B8otAAA+LLOgSpOSYxQUyJd8+Ac+0wEA8FGOumblltcxbwu/QrkFAMBH\nbWLeFn6IcgsAgI/KLKxSeHCgxiZF2R0F6DGUWwAAfNTGAocmJccomHlb+BE+2wEA8EFHG1qUXVbL\nkbvwO5RbAAB80KbCKlmWNC2FeVv4F8otAAA+KLOwSqFBARo3iHlb+BfKLQAAPiiz0KEJg6MVGhRo\ndxSgR1FuAQDwMTVNrdpTWsMWYPBLlFsAAHxMVlGVXJY4vAF+qUvl1hjzS2NMjjEm2xhz0Qn3vWCM\nOWiMyfvi1+CuRQUAAO2RWVClkMAATRwcY3cUoMcFdfaJxpgFki6SNE5SvKS1xphPLcuqO+5hV1qW\ntbJrEQEAQEdsLKzS+EHRCgtm3hb+pysrt5MlfWJZVqNlWQck7ZQ0zT2xAABAZ9Q1t2nXwWpGEuC3\nulJud0s6yxjT2xjTX9IESQnH3d8q6UVjzG5jzN0newFjzI3GmCxjTFZFRUUXogAAAEnaUnxETpfF\nxWTwW50eS7As60NjzAxJWZL26NjKreO4+2+QJGPMIEn/McbssCzrkxNe4x+S/iFJkydPtjqbBQAA\nHJNZ4FBQgNHE5Gi7owC26NIFZZZl3WdZ1gjLshZKSpK07ySPOSBpuaQxXXkvAABwepmFVRqbFKVe\nIZ1evwK8WqfLrTEmyBgT8cXvb5RU+EWR/fL+tC/+GSfpHEmbu5gVAAB8g8YWp3aWHOXIXfi1rnxb\n10vSFmNMuKQdkq41xlwiKdWyrD9LetQYM0pSs6THLMta1/W4AADgVDYXVanVaWnaUC4mg//qysxt\njaRhJ9z8znH3n9fZ1wYAAB23JrdCIUEBXEwGv8YJZQAA+Ig1uZWaOiRW4SHsbwv/RbkFAMAHlNU0\nad/hWs0ZFm93FMBWlFsAAHzAmtxKSdKcYQmneSTg2yi3AAD4gDW5FYrvHaoR/frYHQWwFeUWAAAv\n53JZWpNbqbnD4hUQYOyOA9iKcgsAgJfbc6hGVfUtmpPOvC1AuQUAwMutzq2QJM1Ko9wCnM0HeCHL\nsrTvcK0OHmlUWW2TKmqbFRkWrKSYcA2MCVdSTC9FhQfbHRNAD1mdU6GR/SOV2CfM7iiA7Si3gBcp\nr2nSW1tL9ObmAypyNHzjY/uEBmlgTLiG9e2jucPiNW94Al/4AB9U39ymLcVHdO3soXZHATwC5Rbw\nAtv2H9Ezawr1792H5XQdO1rzlgVpGt63j/pGhimud4hqGlt18GijSo406uCRxi9+36CNBQ4t21Eq\nSRrVP1JThsRoYnKMJg6O0aDYXjb/mwHoqo0FDrU6Lc1lCzBAEuUW8FgNLW36ZG+5XtpQpM1FR9Qn\nLEjXzR6qK6YMUkpC7689Pq53qOJ6h2psUvR/3W5ZlnaX1mhVToXW5lZq6ZYSvbihWJI0ND5C89IT\nNH94gmalxSs4kDF8wNusyqlQeHCgJiXH2B0F8AiUW8CDuFyWVudW6O2tB/WfPWVqbHUqKSZcv75g\nlC6fMki9Qzv+R9YYozEDozRmYJRuXZCmNqdL+w7XanNRlVblVOi1Tfv1wvoipcRH6BfnjdQZIxNl\nDFsJAd5iVU6FZqTGKSyYI3cBiXILeISmVqfe3XZQz6wtVF55naJ7BeuSiQP1nXEDNHVIrFv3rQwK\nDPiq7F4za6iaWp1asa9cf/44WzcsydLM1Djde/5IjR4Q5bb3BNA9CivrVexo0HXM2wJfodwCNvly\nXOCfW0v03vZSVdW3aFT/SD38vXE6P2OAQoJ6ZkQgLDhQ52b01xmj+uq1Tfv18H9ydMFja3XZpCT9\n5KzhSozkIjTAU63MLpckzU9PtDkJ4Dkot0APq2lq1dtbSvT65gPad7hWIYEB+taIRP1gRrJmpsbZ\nNhIQHBigH84YoovGDdTjK3L1wvoiLd95SLcuSNONc1OYxwU80MrsCqXER2hwHBeHAl+i3AI9JLes\nVs+sKdT7O0rV2OrUuKQo/f7iMbpwbH9F9wqxO95XonoF697zR2nx9GT98cO9+tNH2fp492E9/L3x\nJ72QDYA9mlqd2ljg0PenDrY7CuBRKLdANyuoqNMjn+bq/R2lCgsK1EXjB+jKacnKSPLsmdbkuAg9\n9YPJWr6zVPe+s0vnPbrmWOmdNpgLzgAPsLHAoeY2l+YPZwsw4HiUW6CbVDe06qGP9umNzQcUEhig\nm+am6sa5KYqN8JxV2va4YOwATRkSq58s3aH73t2lzAKHHvruWEV0YucGAO6zMrtCoUEBmp4SZ3cU\nwKPw1QlwM8uy9P6OUv1++R4daWjVD6Yn69YFaUroE2p3tE7rGxmmJddO1ZOrCvSnj/Zp3+FaPbl4\nktISGVMA7MIWYMDJUW4BNyp21OtX7+7SmtxKjRsUrRevHeMzW2oZY/Sj+akalxSl/3ltmy56fK2u\nn5OiH8xIVnxv7y3ugDcqdtSrsLJeP5yRbHcUwONQbgE3aGlz6ek1BXr001wFBwbodxeN1pXTkhXo\nxv1pPcXMtHgtv3227nt3tx75NFdPrMrXdycm6bZvpWlgdLjd8QC/sCqnQpI0fzhbgAEnotwCXeBy\nWfrXrsN6+JMc5ZXX6byMfvrNhaPV18f3hu0fFa5nrpqsvPI6Pbu2UG9vLdEHO0v1f5eO1Tlj+tsd\nD/B5K7MrlBzXS0PjI+yOAngcNq4EOsHpsvTe9oM6+6+rdeurW2VZlp69arL+fuUkny+2x0tL7K0H\nFmboP3fO09D4CN388lbd9+4uNbU67Y4G+KymVqfW51dqfjq7JAAnw8ot0EGZBQ79bvke7S6tUXrf\n3nrs+xN0XkZ/nxxBaK/Bcb209OaZ+tNH+/T0mkJtLqrS44smcsEZ0A02F1WpqdWleWwBBpwU5RZo\np9Kjjbr/gz368PPDGhAVpkeuGK8Lxw5QgB+X2uOFBAXo3vNHaWZqvO5eukMXPrZWv794jC6dlGR3\nNMCnrMyuUEhQgGakxNsdBfBIlFvgNCzL0rvbD+rX7+5Wq8ulO89I141zUxQewvY7J7NgRKI+vH2O\nfvzGNv1k6Q6tz6vU7y8ew764gJuszC7XtKGx/B0EnAJfbYBvcLShRfe+s0sffH5Ik5Nj9P8uH88Z\n7u3QLypMr1w/XY99lqtHPs3VzoPV+vuVE5Xet4/d0QCvdqCqQfkV9Vo0jS3AgFPhgjLgFFblVOis\nh1fr4z2H9bNzhuuNm2ZQbDsgMMDox2ek6+XrpuloQ4suenyd3tpSYncswKt9uQXYPC4mA06Jcguc\noLHFqd+8t0tXPbdJUeHBeueWWbplfppfXzDWFbPS4vXh7XM0NilKP1m6Q7e+slWOuma7YwFeaWV2\nhZJiwpWawBZgwKkwlgB8wbIsrcgu1++X71VhZb2unTVUPztnOEdbukFiZJheuX6anlpdoL9+kqPM\nQofuvzhD54zpZ3c0wGs0tx3bAmzhxIEyhm+2gVNh5RaQlFtWqx8+t0nXvpAlI+mV66fp1xeOoti6\nUVBggG5dkKb3b5utxD5huvnlLfrx69tU3dBqdzTAK2QVHVFDi1Pz0zmVDPgmrNzCr1mWpWfWFOqh\nf+9Tr5BA3XfBKP1gerJCgvi+r7uM7B+p926bpcc/y9PfVuRpfb5DD313rBaM4As28E1W5VQoJDBA\nM1Lj7I4CeDS+gsNvVTe06saXtugPH+7Vt0cmauVPF+i62UMptj0gODBAd56ZrndvnaXoXsG65oXN\nuuetnaptYhUXOBmXy9LHuw9rytAYttUDToOv4vBLW/cf0fmPrdHK7HL9+oJRenLxJMVGhNgdy++M\nGRilZf8zWz+an6qlWw7onL+u0bq8SrtjAR5nTV6lihwNumzSILujAB6Pcgu/0up06f99nK1Ln1gv\ny5LevGmGrp09lIszbBQaFKh7zhmht340U6HBAbrymUz9+r1damp12h0N8BgvrCtUfO9QnZfR3+4o\ngMej3MJvFFTUaeHf1+vRz/K0cGKS/v3jOZowOMbuWPjCxMEx+vD2Obp21lAt2VCsi/+2TnnldXbH\nAmxXVFmvlTkVWjRtMGNTQDvwpwR+YW1upS762zqVHGnQk4sn6s+XjVOfsGC7Y+EEYcGB+vWFo/T8\n1VNUXtusCx9by8EP8HtLNhQr0BgtnjbY7iiAV6Dcwue9tLFYVz2/SQOiwvX+bbN1zhh+rOfpFoxI\n1Ie3z9G4QccOfvjdsj1yuiy7YwE9rr65TUuzDui8jP5KjAyzOw7gFSi38FltTpd++/5u3ffuLs1L\nT9A/b5mpQbEcn+st+kWF6eXrpumaWUP03LpC3bAki90U4Hfe3lqi2uY2XTVziN1RAK9BuYVPqmlq\n1bUvZumF9UW6fvZQPf3DyerN9jleJygwQL+5cLT+cMkYrcqp0KVPbFBeea3dsYAeYVmWXtxQrIyB\nUZo4ONruOIDXoNzC5+x3NGjh39drfV6lHlyYoV9dMEqBAeyG4M2unJasJddOVXltk85/dK1eWFco\nF2MK8HHr8hzKK6/T1TOHsKML0AGUW/iUXQerdfHf16mitllLrpuqK6ZyAYavmJUWr4/unKuZqXH6\n7bI9uur5TTpc3WR3LKDbvLC+SHERIbpgHNcJAB1BuYXP2FxUpe//Y6PCgwP1zi0zNTM13u5IcLPE\nPmF67uop+sMlY5RVdERn/3W1lu0otTsW4Hb7HQ36dF+Zvj91sEKDAu2OA3gVyi18wqqcCv3g2Uwl\nRIZq6c0zlJLQ2+5I6CbGGF05LVkf3jFHQ+Mj9D+vbdMdr29TdSMXm8F3vLSxSAHG6Mrp/PQJ6CjK\nLbxac5tTj3ySq+tf3KyU+N5686YZGhAdbncs9ICh8RF66+YZuuvMdC3feUiLnt7IbgrwCQ0tbXpj\n8wGdM6af+kfx9xnQUZRbeK3NRVU6/9G1eviTHJ0zpr9eu3G64nuH2h0LPSgoMEC3f3uYnrlqsrIP\n1+rGJVs4thde751tB1XT1Kar2f4L6BTKLbyOy2XpLx9n67InN6ixxannr5mix74/QVHhnDjmrxYM\nT9SfLxunDQUO/fj17Rz4AK9lWZZeXF+kUf0jNTmZ48GBzqDcwqvUNbfpppe36LHP8nT55CR9fOdc\nLRieaHcseICLJwzUry8YpX/vPqxfvbtLlkXBhfd5dm2hcsrY/gvoCna1h9codtTrhiVZyq+o128v\nHKWr+MsfJ7h29lA56pv1txX5iu8dorvPGm53JKDdnltbqPs/2KtzRvfTwokD7Y4DeC3KLbzCv3cd\n1k/f2qEAY7Tk2qmalcY2Xzi5n5w1XI66Fj32WZ7iIkJ09ayhdkcCTuv5dYX63fI9Omd0Pz22aIKC\nAvnBKtBZlFt4tJY2lx769z49u7ZQ45Ki9PiiiRoU28vuWPBgxhjdf/EYHWlo0W+X7VFMRIguGs8q\nGDzXP7eU6H+X7dHZo/vqsUUTFEyxBbqEcguPlVVUpd8u261dB2t09cwh+sV5I9jMHO0SFBigR66Y\noKue26S739whyzo2kwt4mtyyWt377ueakRKnx74/kWILuAHlFh6n5EiDHvzXPi3feUj9IsP05OKJ\nOmcMx0+iY8KCA/XMVZN145It+vEb23WkoUXXMKIAD9LY4tRtr25TREiQHrlivEKCKLaAO1BuIcuy\nlFV8RFOGxNqaw+WytGRDkR789z5J0h3fHqab5qWoVwifpuicPmHBev6aKbrj9W3632V7dKS+RXee\nmc6FiPAIv1u+W9lltVpy7VQlRobZHQfwGXybCL299aAue3KDHvkk17btkw5UNWjRMxv122V7ND0l\nTp/ePV93nplOsUWXhQUH6m+LJup7kwfp0c/ydN97u9gHF7Z7f0epXtt0QD+an6q56Ql2xwF8Cs0B\nunDcAK3Lr9TDn+So9Gij7r9kTI/MfVmWpc8PVuuNzQf0zraDCjBGD303Q5dPHsTKGtwqKDBAD343\nQzERIXpyVb6ONrTq/13Oj4Fhj72HanTPWzs1KTlGd52ZbnccwOdQbqGQoAD95bJxGhgdrsc+y9Ph\nmiY9/L3xio0Icft7WZalvPI6fbynTMt3HtLeQzUKCw7QeRn9ddeZ6UqKYScEdA9jjH5+7gjFRgTr\njx/uU3Vjq55cPEkRofw1iJ5ztKFFN76UpT5hQXriSi4gA7qD8ZRTfCZPnmxlZWXZHcPvvbZpv371\n7i6FBAbo+1MH6/o5QzUgOrzLr1tUWa+lWw5o+c5DKnY0SJLGDYrWZZOS9J3xAxQZxtG56DlvZh3Q\nz/+5U8P7RerpH07imyr0CKfL0tXPb1JmQZVev2m6Jg7meF3gdIwxWyzLmtyh51BucaKcslo9uSpf\n720vVYCRzhjZV+dm9Ne3RiSqdztXudqcLuWU1Wn7gaNatqNUGwocCjDS7GEJOmtUX50xsq/6RXEB\nBeyzKqdCt726VSGBAXpi8SRNHWrvBZXwfQ/+a5+eXJWvBxdm6Iqpg+2OA3gFyi3cquRIg55bW6Rl\nO0tVUduskKAATRoco6EJERoS10t9I8Pksiy1tllqbHWqtLpRB4806sCRRmUfrlFTq0uSNDi2ly6f\nnKRLJw2i0MKjFFTU6folWdrvaNAfFx6b9wa6w4rscl3z/GYtmjZYf7wkw+44gNeg3KJbOF2Wtu4/\nog8/P6TtB46qqLJeRxpav/a44ECjAdHhSooJ14h+kRqbFKWxSdEaEteLC8TgsaobW3Xbq1u1JrdS\nvzp/pK6fk2J3JPiY8pomnfvIGiX0CdW7t85SWDCH0QDt1Zlyy5UUOK3AAKMpQ2L/ax/c6oZWVdQ1\nKSggQEGBRiFBAYqPCFVAACUW3iUqPFjPXjVFd76xXfd/sFc1TW2684xhfEMGt3C5LN315g7Vt7Tp\njUXTKbZAD6DcolOiegUrqhcXgcE3hAQF6NHvT1Dv0CA9+mmuaptadd/5o/hmDV325Op8rc2r1IML\nM5SW2MfuOIBfoNwCgI79hOLB72YoIjRIz60rVG1Tmx5cmKEgtmpCJ23df0R/+ThH52f01/emMM8N\n9BTKLQB8wRij+y4YqT5hQXrk01zVN7fpr1eMV2gQP0pGx9Q0ter217apX2SY/rgwgzEXoAexJAEA\nxzHG6M4z0/Wr80fqX7sO64YlW9TU6rQ7FryIZVn65duf61B1kx79/gRFhTPCBfQkyi0AnMT1c1L0\n4MIMrcmt0A1Lsii4aLc3s44dWHPXmemalMxBDUBPo9wCwClcMXWwHvruWK3Nq6Tgol3yymv12/f3\naGZqnG6el2p3HMAvUW4B4BtcPnnQVwX3xpcYUcCpNbU6ddur2xQeEqiHvzdegey2AdiCcgsAp/Fl\nwV2dU6F7/rlTnnL4DTzLAx/u1b7DtfrzZWPVN5LTGAG7sFsCALTD5ZMHqaK2WX/6KFupCb11+7eH\n2R0JHuTj3Yf14oZiXTtrqL41oq/dcQC/RrkFgHa6ZX6q8ivq9P/+k6OUhAhdMHaA3ZHgAQ5VN+pn\n/9yp0QMidc+5w+2OA/g9yi0AtJMxRg8szNCBqgbd/eYOJfYJ09Shsad/InxWS5tLt7yyVS1tLj32\n/QnsiQx4AGZuAaADQoMC9eTiSRoYHa7Fz2Tqzc0H7I4EG/1++R5t239Uf7p0nFISetsdB4AotwDQ\nYXG9Q/X2LTM1dWisfvbPnfrdsj1qc7rsjoUetjTrgF7aWKwb56bo/LH97Y4D4AuUWwDohOheIXrh\nmim6ZtYQPbeuUDe/vEUtbRRcf7HrYLXufXeXZqTE6WdnM2cLeBLKLQB0UlBggH5z4Wj97qLR+mRv\nuX78xjZWcP1AeU2TblySpbiIED22aIKCAvlSCngSLigDgC764Ywhamlz6f4P9iosaKf+fNk4BbCB\nv09qanXqhpe26EhDq5bePEPxvUPtjgTgBJRbAHCD6+ekqLHFqb/8J0fhIYG6/+IxMoaC60tcLkt3\nL92hnSVH9eTiSRozMMruSABOgnILAG5y27fSVNfSpqdWFSgtsbeumTXU7khwo79+mqsPdh7Sz88d\nobNH97M7DoBTYFAIANzEGKN7zh6hM0f11f0f7NW6vEq7I8FN3tt+UI9+mqvLJiXpprkpdscB8A0o\ntwDgRgEBRg9/b7xSEyJ0yytbVeyotzsSumhL8RH99K2dmjo0Vn+4JINxE8DDUW4BwM16hwbp6R9O\nliTdsCRLdc1tNidCZ5UcadBNL2Wpf1SYnlo8SSFBfNkEPB1/SgGgGyTHRehviyYqv6Jed72xXS6X\nZXckdNCR+hZd90KWmttcevaqKYqJCLE7EoB2oNwCQDeZPSxe9543Uh/vKdNfP821Ow46oKymSZc/\ntUGFjno9uXiS0hI5WhfwFuyWAADd6JpZQ7T3UI0e/TRXI/v10bkZHNPq6fY7GnTlsxtVVdeiF66Z\nopmp8XZHAtABrNwCQDcyxuj+S8ZowuBo3fXmDu0urbY7Er5BUWW9LntqvWoa2/TKDdMptoAXotwC\nQDcLDQrUU4snKbpXsK59YbNKjzbaHQknUdPUqute3KzmNpfeuGm6xg+KtjsSgE6g3AJAD0iMDNPz\n10xRQ7NT176wWTVNrXZHwnGcLkv/8+o2FTsa9MSVkzSiX6TdkQB0EuUWAHrIiH6RemLxJOWV1+mW\nl7eq1emyOxK+8MCHe7Uqp0K/u2iMZqTG2R0HQBd0qdwaY35pjMkxxmQbYy464b4xxpgdxphiY8xj\nxhiKNAC/N3tYvB5YmKG1eZX66dIdbBHmAd7cfEDPrC3U1TOHaNG0wXbHAdBFnS6cxpgFki6SNE7S\nGZIeNcYcv1fK3yX9XFKKpLGSvtOFnADgMy6bPEg/PXu43t1eqt+8v1uWRcG1y+aiKt377ueaMyxe\nvzp/pN1xAPz/9u49uMrCzOP498mNEISEQCRchQSVm6AQibZeqC2KHesudcEbXcQVsa664na77jru\n7KzdnZ2RHdtdbRWxslpQ0IqLt9ZLacULyC0gZBUit0AQCQgxEEJyzrN/5LBNQ4KEE3jfvPl9Zs7M\nOe85B5555nnf/M573ve8bSCZvalFwNvuXuPu5cA6oBjAzPKAQe7+hrvHgHnAhKSrFRGJiDvHFTLj\nsgKeXbaNWW9+GnQ5HVL5vkPc8ewq+nfP4tEbR5OWqi8YRaIgmTV5A3ClmZ1hZr2BC4C8xHP9gO2N\nXrsDOObHHc3sdjNbaWYr9+zZk0QpIiLti5lx/9VDuKl4AI8t+YzHlpRpD+5pdLC2nunPrKQuFmfO\n1CKys9KDLklE2shJX8TB3V83s4uBlUApDXtu9yaezgAanykRB2LN/BuzgdkARUVF2qqLSIdiZjz0\nZyM4fCTGw7/9lH0Hj/DAd4eSkmJBlxZp8bhz38ISNn1RzdxpF1KQp6uPiURJUlcoc/cHgQcBzGwd\n8EniqV1A30Yv7QeUJ/N/iYhEUWqKMWvSKHKyMnjqvS3s+aqWhyeNpFNaatClRdajS8r47Ybd/NM1\nw7j07Lyvf4OItCvJnFCWZmZdEvdvB7Ykjr3F3bcDB81snJmlAj8AXmiLgkVEoiYlxXjwmqHcf/UQ\nFq+t4OYnl/NBWaUOUzgF3i7dzSNvb+T7o/sy7ZsDgy5HRE6BZPbcZgGrzKwzsBa41cwmAoXuPguY\nCvw3kAPMdff3kq5WRCSizIw7Li8kv1smD71ayk1zljO8TzemX1rANSN762SnNvDZnmpmLihhRJ9s\n/m3ieZjp8A+RKLKw7BkoKirylStXBl2GiEjgDtfFWLRmJ3OWbuazPQcZ1LMLd18xmGtH9VHIPUkH\nauqY+PP3OXCojsV3X0LfnM5BlyQiJ8DMVrl7UWveo62kiEjIZKancuPYAbw183IenzKGzPRU7lu4\nlvGPvMtLq3dQryubtUpdLM5d81dTvu8Qj908WsFWJOIUbkVEQiolxZgwIp/X7r6Ex6eMoVNaCvct\nXMuVj7zLojU7iOnqZl/L3fnnxRtYuqmSf514HhcV6NK6IlGncCsiEnJHQ+7r91zK41PGkJGWwswF\na7nxyWXsra4NurxQm/vBVuYt386MywqYXNQ/6HJE5DRQuBURaScah9yH/2Ika8v3c+2j71NaURV0\naaG0eG0FD71ayvhhvfjxhCFBlyMip4nCrYhIO5OSYkwq6s8Ld1xMLO5c94sP+M36z4MuK1QWr63g\n3ufXUDQwl5/dcD6pujCGSIehcCsi0k6N7JfD4ru+ybn5Xblz3ir+p2Rn0CWFwitHg+1ZuTx9y4Vk\nZSR1vSIRaWcUbkVE2rEzu2Uyf3oxYwflMnNBCb9etSPokgI1b/k27l1Q0hBsp11Il04KtiIdjcKt\niEg7l5WRxtO3jOUbhT350YtrWbii413tvLY+xj+8tI4HFq3nksE9FWxFOjCFWxGRCOickcqcqUVc\nenYef//SOhat6Rh7cI/Ux1m9/Uuuf2IZz31Uzl9/q5Bf3qJgK9KRae0XEYmIzPRUZv9gDNOeXsGP\nXopr9V0AAAlcSURBVFhH5/Q0JozID7qsNhOLO1sqD7Kh4gAbKqoo2b6ftTv2U1sfJysjlV/cPJqr\nz+sddJkiEjBdfldEJGIO1tYz5anlbNhZxZypRVx2Tl7QJZ2UL746zLsbK/l4x37WV1RRWlFFTV0M\ngIy0FIb36caYAd0ZfVZ3igfl0uOMTgFXLCJt7WQuv6twKyISQQcO1XHjk8vYXFnNM7c2nHAWdvWx\nOKW7qli6qZK3SndTUr4fgC4ZqQzvk82wPt0Y0TebEX27UZh3BumpOrJOJOoUbkVE5P9VVtdy/RMf\nsruqlvnTixnZLyfoko6xbe9B3irdzdJNlaza9iXVtfUAjOyXzfihvfj20F4Mye9Kin6nVqRDUrgV\nEZE/setADZMe/5Dq2noW3H4x5+Z3Dbokdh2oYcGKcl7/eBcbd1cDUJjXhYsKelBc0IOLBuVyZrfM\ngKsUkTBQuBURkWNs33uISU98QNxh/m3FnN3r9Afculic98oqeW75dt755Avi7owdmMuVw/MZP7QX\nA3pknfaaRCT8FG5FRKRZZV98xQ2zl3G4Ls5/TB7FVcNP/a8oHKytZ/mWvbzx8ee8WbqbAzV15HbJ\nYHJRf24aO0CBVkS+1smEW/0UmIhIBzD4zK4svusSfvirVcx4dhX3XDGYe79zTpsey1p1uI6VW/ex\nfPM+lm3Zx/qdB4jFna6d0vjOsF5MGJHPuHPz6JSW2mb/p4hIUwq3IiIdRJ+cziyYcTEPvrye//xd\nGau372fWpFHkZ5/c8a37Dx3hoy37WL5lH8u37KW0ooq4Q3qqcX7/HH54eSHFBbmMHZSrQCsip40O\nSxAR6WDcnedXlPMvr5SSkZbCT/58BN8b1ee476murWf1ti/ZUFHF/+5quJXtqcYdOqWlcMGAHIoH\n9aC4IJfRA7qTma4wKyLJ0zG3IiJywrZUHmTmghJKyvczsl82OVkZdE5PISsjjcz0VLIyUonFnTXb\nv2R9RRWxeMPfi745nRnauxvn98+muKAHI/tla8+siJwSCrciItIq9bE4s5duZunGSmrqYhyui3Ho\nSIyauhg1R2LE4s55fbMZOyiX4oJcRvbNITsrPeiyRaSD0AllIiLSKmmpKdw5bjB3jhscdCkiIm1C\n1y4UERERkchQuBURERGRyFC4FREREZHIULgVERERkchQuBURERGRyFC4FREREZHIULgVERERkchQ\nuBURERGRyFC4FREREZHIULgVERERkchQuBURERGRyFC4FREREZHIULgVERERkchQuBURERGRyFC4\nFREREZHIULgVERERkchQuBURERGRyFC4FREREZHIULgVERERkchQuBURERGRyFC4FREREZHIULgV\nERERkcgwdw+6BgDMbA+wLfGwJ1AZYDlRoB4mR/1LjvqXHPUvOepf8tTD5Kh/yWncv7PcPa81bw5N\nuG3MzFa6e1HQdbRn6mFy1L/kqH/JUf+So/4lTz1MjvqXnGT7p8MSRERERCQyFG5FREREJDLCGm5n\nB11ABKiHyVH/kqP+JUf9S476lzz1MDnqX3KS6l8oj7kVERERETkZYd1zKyIiIiLSagq3IiIBMbPO\nZnZO0HW0V+pf8tTD5Kh/4RS6cGtmk81si5mVmdmtQdcTdmaWaWazzWyjmW0zs5mJ5XWJHpaZ2fNB\n1xl2Zra1Ub+WJpb9jZltN7NPzezqoGsMKzO7v1HvyszssJl9VzPYMjPrZmYvA7uBHzda3uzMmdm/\nm9kOM/vYzMYEUXOYNNc/M+thZgvMbJOZfWZmNySWDzSzmkazOCvI2sPiODPY7HqrGfxTLczgfzXZ\nFsbMbJhm8FjHyS5tsw1099DcgK5AOdAXyAc+B/KCrivMN6AHcB1gNPzo8W6gP7A16Nra061pv4BC\nYGNiJocBFUB60HWG/QZkA5uBNM3gcft0BvBt4DZgTmJZszMHXAG8l+jpeKAk6PqDvrXQvyHAuMT9\nwcD+RP8GAr8Puuaw3ZrrYWL51mZeqxk8wf41ev4cYGXivmbw2P40l10ub6ttYNj23F4F/MHdd7r7\n58DvaBgeaYG773X3X3uDSho+HOQEXVcETAQWuvtX7l4KbAU6/N6KE3Az8KK71wddSJi5e7W7vwM0\n7lNLM/d9YK6717v7W0CemeWf9qJDpLn+ufsn7v77xP0yoA7oHEyF4dfCDLZEM9jECfTvNuCXp7Gk\ndqWF7HIZbbQNDFu47c8fL8ELsAPoHVAt7Y6ZjQAygfVAj8RXc0vMTFdJ+Xo1iX4tM7Or0CyerL/i\njxt0zWDrtDRzTZfvRLN4XImvM1e7exXgwMjELL5qZoMDLi/smltvNYOtYGbpwGRgfmKRZvA4GmWX\nnrTRNjBs4TYDiDd6HAdiAdXSrphZT+BZYFrik1BXdy8Efg4sCra68HP3oYl+/R0wD81iqyWOgzrs\n7p8AaAZbraWZ0yy2QiI4PAzMAHD3be6eC5wNLAHmBldd+LWw3moGW+da4H133w+aweNpnF1ow21g\n2MLtLhqOtz2qHw27quU4zKw78Crwj+6+ovFz7v4C0NnMdKjCCXD3pTR8FaJZbL3pwFNNF2oGT1hL\nM9d0eR8a9mhIE2Z2FvAi8JfuvrXxc+4eB54ARgRQWrvTZL3VDLZOS9tCzWAjzWSXNtsGhi3cvglc\nZWZnJo6n+EZimbTAzLoBrwA/cfc3Est6Hg0Sia/n9h79BCnHMrMuZtY7cf8CGr7ueAe4wcyyzGwY\nkAuUBFhmqJlZF+B7wMLEY81g671G8zP3GjDVzFLNbDyw0d33BVloGJlZX+AlYLq7r2683MyOHns7\nBfgoiPrag+Ost5rBE5T4gFVIwx7ao8s0g000l11ow21g2imsvdXc/XMzewD4MLHob939YJA1tQP3\nABcAPzWznyaWXQe8bGZxGj7xTA6quHYiC/iDmaUCB4Ap7v6+mf0K2AAcBm7zxCme0qzrgd+4e3Xi\ncW9gsWaweWbWFVhDw1nBmWY2joa9PcfMnJktouEs4s3AXuCmQIoOkRb6d/Ss6+fM7OhLhyVuT5lZ\nHbCJhj53eC308GfAfc2st5rBJo6zDn8LeKbJ3wvN4LGayy5X0kbbQF1+V0REREQiI2yHJYiIiIiI\nnDSFWxERERGJDIVbEREREYkMhVsRERERiQyFWxERERGJDIVbEREREYkMhVsRERERiQyFWxERERGJ\nDIVbEREREYmM/wPdXW2XhoVKrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15a441bae48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = TA_SMA(CLOSE(k))\n",
    "print(x)\n",
    "x.plot()\n",
    "\n",
    "print(x.discard)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "个别的Ta-Lib函数需要两个数组参数，比如BETA、CORREL。此时需要利用特殊的 Indicator  WEAVE 将两个数组包装到一个 ind 对象中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "image/png": 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uWVWYcF3r0RQOcIVI/MBETeEAN3EzuBb4AgLtg4k7KkwIgV++UYO1P3oDD+1o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\nBQAAwEAh4AIAAGCgEHABAAAwUP4/kmZ/K4EiSmkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15a44195f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "query = Query(-200)\n",
    "k1 = sm['sh000001'].getKData(query)\n",
    "k2 = sm['sz000001'].getKData(query)\n",
    "\n",
    "w = WEAVE(CLOSE(k1))\n",
    "w = w(CLOSE(k2))\n",
    "print(w.getResultNumber())\n",
    "\n",
    "cr = TA_CORREL(w)\n",
    "cr.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 3 操作符（Operand）\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Operand可以理解为组合Indicator公式的原型，主要用于直接使用Indicator形成计算公式以及延迟计算的场景。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/0a6GbknSzLwkm5OEF4orAADwK8uy9Lf1NVpUlPYvx6Tedels9Q2N6M7ndyolNlKfWTDB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\nVxERERFxhf8Pb2UdSrp8FZ4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15a2a617f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/0a6GbknSzLwkm5OEF4orAADwK8uy9Lf1NVpUlPYvx6Tedels9Q2N6M7ndyolNlKfWTDB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\nVxERERFxhf8Pb2UdSrp8FZ4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15a2a617240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#两个ind经过运算得到的ind仅是普通的数组ind，并不能再用于运算\n",
    "x = EMA(c, n=10) + MA(c)\n",
    "\n",
    "#使用OP，生成公式原型\n",
    "x_op = OP(EMA(n=10)) + OP(MA())\n",
    "\n",
    "#使用生成的op对象进行计算\n",
    "x2 = x_op(c)\n",
    "\n",
    "x.plot()\n",
    "x2.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "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": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}