{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ad8424f1-4fd8-4f68-9557-f560d5a28e4b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "import os\n",
    "sys.path.append('..')\n",
    "from QX8800SP_DA import *\n",
    "plt.rcParams['font.family'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "pd.set_option('display.max_columns', None) #显示所有列，把行显示设置成最大\n",
    "pd.set_option('display.max_rows', None) #显示所有行，把列显示设置成最大\n",
    "#交互式绘图\n",
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ccb60f92-e657-4732-a679-6ca67bfcf201",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MCX (94, 7)\n",
      "MCY (94, 7)\n",
      "Angle14 (94, 7)\n",
      "RunOut (94, 7)\n",
      "M1X (94, 7)\n",
      "M1Y (94, 7)\n",
      "M2X (94, 7)\n",
      "M2Y (94, 7)\n",
      "M3X (94, 7)\n",
      "M3Y (94, 7)\n",
      "M4X (94, 7)\n",
      "M4Y (94, 7)\n",
      "Angle13 (94, 1)\n",
      "Note (7, 2)\n"
     ]
    }
   ],
   "source": [
    "#写入TotalData\n",
    "DieType = 'Die4'\n",
    "TotalData = pd.read_excel(f'../{DieType}AllData.xlsx',sheet_name=None,header=0,index_col = 0)\n",
    "die_nums = -1\n",
    "for i in TotalData:\n",
    "    print(i,TotalData[i].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f9078d7",
   "metadata": {},
   "source": [
    "## 对位Mark"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31b36a67",
   "metadata": {},
   "source": [
    "### 对位MarkX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6de0e187",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>11.22.1-Die4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>87.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.006871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.270957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.522509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.169789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.006846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.170153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.132551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>range</th>\n",
       "      <td>1.655060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3sigma</th>\n",
       "      <td>0.812870</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        11.22.1-Die4\n",
       "count      87.000000\n",
       "mean        0.006871\n",
       "std         0.270957\n",
       "min        -0.522509\n",
       "25%        -0.169789\n",
       "50%         0.006846\n",
       "75%         0.170153\n",
       "max         1.132551\n",
       "range       1.655060\n",
       "3sigma      0.812870"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# AlignMarkX = TotalData['M3X'].dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:]\n",
    "AlignMarkX = TotalData['MCX'].reset_index().dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
    "AXdescibe = describe_3s(AlignMarkX)\n",
    "AXdescibe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5355743f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\2188852286.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax[0].annotate(round(AXdescibe.loc['mean'][i],3),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\2188852286.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xy=(i+1,AXdescibe.loc['mean'][i]),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\2188852286.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xytext=(i+0.95,AXdescibe.loc['mean'][i]),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\2188852286.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax[1].annotate(round(AXdescibe.loc['3sigma'][i],3),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\2188852286.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xy=(i+1,AXdescibe.loc['3sigma'][i]),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\2188852286.py:21: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xytext=(i+0.95,AXdescibe.loc['3sigma'][i]),\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "29be58109f3b4818acde137a1b53eb4d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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WLRAYGAhPT0+cPn1abxmVK1fG6tWr0bZtW/z4449Qq9X477//RLXz0KFDej8N+fLLLzFz5kyj4kkkEl1PZUpKCsaOHYv169ejbdu26NatG/z8/PTW4/3338fGjRuRlZUFANi4cSM6deqEsmXLiloPIir5mAAS0WuvYsWKALQJ0Yu/A8ClS5ewfft2SCQSSCQSyGQyPHr0CFFRUQC0N2h07NgRK1asQLt27eDi4oJ///0XKSkpessYNWqU7ncXFxcAQEZGhtFtVKvVmDdvHgYOHIhTp07h8OHDOcocOnQIrq6u8PT0NCpmYmIinJycAAC2trYICAjA//73P3Tp0gVly5bF1q1b9dbj/fffx927d3Hs2DGkpKRg586dGDRokNHrQETmQ55/ESKi19vIkSP1hlMBAAcHBwDA+fPn0axZM7Ru3Ro9e/bEnDlzsHjx4hwxqlevXqg2hISEQKlUYtGiRXj06BG+/fZbtG7dWjdfEARMnz5d1MDPERER8PLyAgDcvn0bDRo0gIeHB3r16oVJkyZh3759OH78uN46NG3aFOvXr0dcXBwsLS3RrVu3Qq0XEZVMTACJ6I3m7e2N+/fvo379+rppX3/9NVxcXPDpp5/i999/h4uLC3bt2gVAm4hFRUWhVq1aenFyG6/PGBkZGfjuu+8wdOhQODo6Yvz48Wjbti1Onz6Nt99+G4D2dGzz5s11PZj52bNnD27fvo1JkyYBALZs2QKVSoWDBw/C0tISAPDTTz/lqDdw4EBMnjwZ9+7dQ9++fXVliYhexFPARPRG++qrr7Bt2zZMnjwZx44dw+zZs/HNN9+gfPnyAABnZ2c8fPgQmzZtwu7du9G5c2ecPn0amZmZRdaG33//Hbdv38bYsWMBAG3atEHDhg3x7bffAtAmiAsXLsSECRPyjBMXF4fTp0/jhx9+QP/+/eHn54ePPvpItx4ZGRlYuXIlDh48qLve7+X16NOnD54+fcrTv0SUJ/YAEtEbrW3bttiwYQO++eYbzJ8/H+7u7vjtt990Y+yNHTsWERER+Oijj2Bvb4/OnTtjxIgR+Pvvv4skCdRoNJgzZw78/f1RrVo13fTPP/8cAwYMwPnz53HixAn0798fpUuXzjPW+vXr8eeff6JKlSoYOXIkvvzyS91Ygn379sWZM2cwefJkyOVytG7dGlOnTsWPP/4IpVIJe3t7AICjoyM6d+6MyMhI+Pn5FXr9iKhkkgjZt5gREVEOGo0GeR0mZTKZ7oaU3ISGhsLHxwcWFhZF3Tw9//zzD9LT0zFs2DAMHjwYEydONOnyiOjNxVPARER5aNu2LRQKRa6v+fPn5xujcePGJk/+AOiGiKlatSpGjx5t8uUR0ZuLPYBERHm4fv06nj59mut8V1dX3bAxRERvCiaARERERGaGp4CJiIiIzAwTQCIiIiIzwwSQiIiIyMyUuHEAs7KycO/ePdjZ2eU7NAMRERHRm0gQBCQlJaFixYqQSsX355W4BPDevXtwc3Mr7mYQERERmdzt27dRqVIl0fVKXAJoZ2cHQPuB5DfqPhFRYWk0Ghw7dgwHDhxA+/bt0aJFi0I9V5iIyBgqlQpubm66vEesEjcMjEqlgr29PZRKJRNAIjKpLVu24PPPP0d0dLRuWtWqVTF//nwEBAQUX8OIqMQrbL7Dm0CIiApgy5YtCAwMRN26dXH8+HGsX78ex48fR926dREYGIgtW7YUdxOJiHLFHkAiIpE0Gg1q1KiBunXrYtu2bdBoNNi9ezc6d+4MmUwGf39/REREICoqiqeDicgk2ANIRPSKHT9+HNHR0fjyyy9z3H0nlUoxadIk3Lp1C8ePHy+mFhIR5a3E3QRCRGRq9+/fBwB4e3sbnJ89Pbsc5U0QBGRmZkKj0RR3U4heGzKZDHK53GRD2jEBJCISqUKFCgCAiIgI+Pn55ZgfERGhV45yl56ejvv37yMlJaW4m0L02rGxsUGFChVgYWFR5LGZABIRidS8eXNUrVoVs2bNwrZt2/TmZWVlYfbs2XB3d0fz5s2Lp4FviKysLNy6dQsymQwVK1aEhYUFB/AngrZXPD09HfHx8bh16xZq1qxZoMGe88IEkIhIJJlMhvnz5yMwMBD+/v4IDg5Gamoqzpw5g++//x47d+7E5s2beQNIPtLT05GVlQU3NzfY2NgUd3OIXivW1tZQKBSIiYlBeno6rKysijQ+E0AiogIICAjA5s2b8fnnn6NFixa66e7u7ti8eTPHARShqHs2iEoKU343TP6tS0hIgLu7u95AqXk5evQo6tSpA2dnZyxYsMC0jSMiKoSAgABcv34dBw4cQFBQEA4cOICoqCgmf0T02jNpAvjo0SN07drV6OQvPj4e3bt3R79+/XD69Gn88ccfOHz4sCmbSERUKDKZDC1btkSLFi3QsmVLnvYlojeCSRPAvn37om/fvkaX/+OPP1ChQgVMnToVNWvWxFdffYWQkBATtpCIiEicr7/+GhKJBDt37gQALF26FBKJBKtWrXql7di3bx/s7OygVCoBAHv37oWDgwNUKpVR9ZcuXQp3d3dYWVmhUaNGb9y4lQVtf171srfti6/y5cubahWKlUmvAVy+fDmqVauGsWPHGlU+PDwcbdq00d0F1qRJE0yaNCnPOmq1Gmq1Wvc+e8fPyMhARkZGwRpORCRC9rGGxxxxMjIyIAgCsrKykJWVVdzNMVr2A7QiIiLQuXNn3bA/r3o92rdvDw8PD4SEhGDs2LFYuHAhRo0ahVKlSuXbjo0bN2Ls2LH46aef8M4772D58uXo1KkTIiIiULly5Ve0Bjm1adMGgwYNwgcffJBnuYK2P796giDAy8sL+/fv19WRyWTFtn9mZWVBEARkZGTkOLtQ2OONSRPAatWqiSqvUqng6empe1+6dGncvXs3zzqzZ8/G9OnTc0zfv38/7yojolfqwIEDxd2EN4pcLkf58uXx9OlTpKenF3dzjKZWqyGTyRAWFgaVSoXw8HDIZDKkpaUZ3ftWVMaOHYspU6agadOmOHnyJJYsWWJUG+bPn4/3338fvXv3BgBMnz4de/fuxaJFizBt2jQAwN9//42BAwfi9u3bkMu16cJ///0HPz8/XL9+HWXKlEFsbCzq1auHNWvWYNmyZbhw4QJq166NNWvWIDY2FtOmTcOVK1fQqFEjrFmzBo6Ojnm2KzMz06jP0Zj2F6SeWq2GRCLJkT+82J5X+bmkp6cjNTUVx44dQ2Zmpt68wo6d+VrdBSyXy2Fpaal7b2Vlle8KTpo0CUFBQbr3KpUKbm5u6NChA58FTESvREZGBg4cOID27dtDoVAUd3PeGGlpabh9+zZKlSpV5ENcmJKlpSUaN26MqKgolC5dGtevX0fDhg1hZWWF//77D6NHj8bVq1fRpk0b/Pbbb7C3twegfYTgmDFjcO3aNXh5eSEkJATe3t44cuQIhg4dioULF2LMmDFQqVT4+uuv8dlnn+Xblr59+2LOnDn46KOP8NFHH8Hd3V1v/pEjRxAQEIDHjx/rpqWnpyMsLAyTJk3S+zvZsWNHnD9/XjctKioKXl5ecHJy0pW5fv06XF1ddcu5fv06AGD16tWYM2cOSpUqhYCAAHz66aewtbXF0qVLIQgCunbtij///BPjx4/Pc33kcjmsrKzy/PttbPsLUs/S0hI3b96Ep6cnLC0t0aRJE8ycOVOvQ+tVfi5paWmwtrZGixYtcnxHCvvPxmuVADo5OSE+Pl73PikpKd/Rry0tLfWSxmwKhYIHYiJ6pXjcEUej0UAikUAqleoPd5GZLD6Y1BKQPvuTlpUJZKkBSAG5df5x5baiFiWRSFCzZk3s3r0bDx48gIODA2xsbKBSqdClSxeMHj0af/75J4YNG4bg4GCsWLECWVlZ6N27N0aPHo0PP/wQs2fPxhdffIE9e/ZAKpUiISEB3333HXbt2oVDhw4hODgYw4YNg7W1db7tCQoKwtChQ3WxXtSiRQvExMToTX/8+DE0Gg0qVKigN718+fLYt2+fbtrFixdRv359vTLh4eGoV6+ebtqlS5fg6OiIDRs2wNnZGQDQunVrHDp0CJGRkbC11X62vr6+ePjwYY72zZo1C7NmzdK9zx5Pc/To0bppe/bs0RtU3dj2v8yYen5+flizZg1q1aqFhw8f4ttvv0WzZs1w+fJllClT5pV9LtmkUikkEonBY0thjzWvVQLo6+uL9evX696HhYXB1dW1GFtERESv3KZS4us02wRU7qX9/c5W4ERvoGxLoN2R52W2VwXUj3LW7S+IXpxMJoO7uzt27NgBHx8fxMfH4+nTp1AoFJg6dSokEgnGjRuHgQMH6uqEh4fD3t4eFy9eRFJSEq5du6ab9/TpUyxbtgze3t6oVasWxowZg7i4OFSpUiXftpw6dQoAcPr0abi5uenNk8vluh7Il7381BVBEPSmhYWFYeTIkXplwsLC0LhxY7333bt31yU5ABAbG4t+/frpkpzsaV26dMnRhhEjRuhOxwLAgAED0LNnT72hlHLLA/Jrf27yqtepUyfd9Lp16+Ltt99G9erVsXr1at3ZxlfxubwKxTL6pkqlMnjxYvfu3XHixAkcPnwYmZmZmDdvHjp27FgMLSQiIsqbj48PNm3aBB8fHwDaHpn4+Hg4OjrCwcEBvXr1Qnx8PNLS0iCVSrFgwQK4urri008/hVKphEaj0cVydHREvXr1AEB35iv7ZpO83LlzB+vXr8eMGTMwc+ZMo+o4OztDJpPhwYMHetPj4uJQrlw5ANqeuKioKNSvX183PysrC+fPn9e1E9AmtS8/DzssLAxvvfWW7n1aWhquXbumFyubk5MTatSooXtZW1ujbNmyOaaJbX9B1/tltra2qFu3LqKiol7p5/IqFEsPoI+PDxYuXAh/f3+96c7Ozpg/fz46duwIe3t72NrachgYIiJz0/up+DrSFy4FqtTjWYyX+jjeiy5Mq3Lw8fHBypUrMXr0aBw8eBCZmZlo3LgxNmzYAECbwCmVSigUChw5cgTLli3D9evXUa5cOezevRvnzp3TxSroNetz585Fjx49MGHCBCxduhQ7duxA9+7d86xjYWGBRo0a4cCBA+jRo4du+oEDB/Dee+8BAG7cuAGNRoPatWvr5u/btw8JCQm6REelUiE6OhoNGjTQlYmJicHjx4/1pl2+fBkajUYvQSoMY9pfVPXUajWuXLmiOwX9On8uYr2SBPDl/0jyGhh65MiR6NChA65cuYKWLVvyRg4iInMj8pq8HKTy59cDFmXcl2T3/GX/tLW1RUxMDM6ePYu3334ba9euxaJFi3Dnzh08fapNapVKJa5fv46goCCjeuvy8vDhQ4SEhODkyZOwsLDAZ599hpkzZ+olgJmZmUhOTs5xGjgoKAgDBw5E48aN8fbbb2P58uWIjY3FiBEjAABlypSBRCLB2bNn0bVrV5w5cwajRo2CtbU1atasCUDbyyWVSnXrD2h7uRwcHFC1alXdtPDwcFSrVg12dnY51uHp06e6zwaALnl+sZfOyckpx/0A+bUfAH766Sds3boVBw8eNLre+PHj0a1bN1SuXBlxcXH49ttvoVKpMHjw4Ff6ubwKr9U1gNmyu32JiIheV/Xq1UPp0qV1f9QdHBzwv//9D6NGjUJERAS8vLzwv//9D3K5HO+++y66d++Ohg0bwt3dHR9//DEmTpyIhw8fFnj58+fPx9tvv63rVRoxYgRmzpyJ/fv3o0OHDgCAEydOwN/fH0+ePNGr26dPHyQkJOCbb77B/fv34e3tjd27d+uuOaxQoQJmzJiBQYMGoVSpUmjVqhV69eqFgwcP6sajCw8Ph4eHh94p2gsXLuTo0QoPD8/1NOe8efMMDuX2osOHD6NVq1ai2g9on0Z248YNUfXu3LmDfv364dGjR3BxcYGfnx/OnDnzyj+XV0EiFPZfkNeMSqWCvb09lEolew+J6JXIyMjA7t270blzZ94FLEJaWhpu3bqleyoDEenL6ztS2HzntewBJCIiIm2voiG1atXC2bNnX21jqERhAkhERPSaCgsLMzidPc1UWEwAiYiIXlMv3jRAVJSKZRxAIiIiIio+TACJiApBo9Hg6NGjOHbsGI4ePao3uC8R0euKCSARUQFt2bIFNWrUQPv27bFgwQK0b98eNWrUwJYtW4q7aUREeWICSERUAFu2bEFgYCDq1q2L48ePY/369Th+/Djq1q2LwMBAJoEilLDRyIiKjCm/G0wAiYhE0mg0+Pzzz9G1a1ds27YNb731FqytrfHWW29h27Zt6Nq1K8aPH8/TwfnIvpM1JSWlmFtC9HrK/m6Y4q5v3gVMRCTS8ePHER0djfXr10MqleolelKpFJMmTULTpk1x/PjxHE8woOdkMhkcHBwQFxcHALCxsYFEIinmVhEVP0EQkJKSgri4ODg4OOieMlKUmAASEYl0//59AIC3t7fB+dnTs8tR7sqXLw8AuiSQiJ5zcHDQfUeKGhNAIiKRKlSoAACIiIiAn59fjvkRERF65Sh3EokEFSpUQNmyZZGRkVHczSF6bSgUCpP0/GVjAkhEJFLz5s1RtWpVzJo1C9u2bdObl5WVhdmzZ8Pd3R3Nmzcvnga+gWQymUn/2BGRPt4EQkQkkkwmw/z587Fz5074+/vjzJkzSE1NxZkzZ+Dv74+dO3di3rx5TGiI6LXFHkAiogIICAjA5s2b8fnnn6NFixa66e7u7ti8eTMCAgKKsXVERHmTCCVsACaVSgV7e3solUqULl26uJtDRCWcRqPB4cOHsWfPHnTq1AmtW7dmzx8RmVxh8x32ABIRFYJMJkPLli2RnJyMli1bMvkjojcCrwEkIiIiMjPsASQis5GSkoKrV68WedynqWqcunQDjs6hKGVtWaSxPTw8YGNjU6QxiYiYABKR2bh69SoaNWpksvjfmSDmuXPn0LBhQxNEJiJzxgSQiMyGh4cHzp07V+Rx/7v/BEF/XsKCXnVRu4JDkcb28PAo0nhERAATQCIyIzY2NibpTZPGJMDyeCrqeNdD/Splijw+EVFR400gRERERGaGCSARERGRmTFpAhgREQFfX184OjoiODgYxow53a1bN0gkEt2rXbt2pmwiERERkdkxWQKoVqvRrVs3NGrUCKGhoYiMjMSqVavyrXfu3DlcunQJiYmJSExMxPbt203VRCIiIiKzZLIEcM+ePVAqlViwYAGqV6+OWbNmISQkJM86d+7cgSAI8Pb2hoODAxwcHGBra2uqJhIRERGZJZMlgOHh4fDz89MNYOrj44PIyMg865w9exYajQaVKlWCra0t+vbti8TERFM1kYiIiMgsmWwYGJVKBXd3d917iUQCmUyGxMREODo6Gqxz7do1NGrUCPPmzYNUKsWQIUPw5ZdfYtmyZbkuR61WQ61W6y0XADIyMpCRkVFEa0NElLvMzEzdTx53iOhVKOyxxmQJoFwuh6Wl/iORrKyskJKSkmsCOHHiREycOFH3fu7cuQgMDMwzAZw9ezamT5+eY/r+/fv5+CQieiVuPwUAOc6cOYO7EcXdGiIyBykpKYWqb7IE0MnJCRER+kfCpKQkWFhYGB3DwcEBjx49glqtzpFMZps0aRKCgoJ071UqFdzc3NChQweULl26YI0nIhIhPPYxcCkUfn5+qFfZqbibQ0RmIPuMZ0GZLAH09fXFihUrdO+jo6OhVqvh5JT7wTEwMBDjx4+Hn58fAODff/9F+fLlc03+AMDS0tLgfIVCAYVCUYg1ICIyjlwu1/3kcYeIXoXCHmtMdhNIixYtoFQqsWbNGgDAnDlz0K5dO8hkMqhUKoPnrn18fDBu3Dj8888/2LlzJ6ZOnYqRI0eaqolEREREZsmk1wAuX74c/fv3R3BwMDQaDY4ePQpAm+gtXLgQ/v7+enUmTZqEmJgYtG/fHmXLlsUnn3yCSZMmmaqJRERERGbJZAkgAPj7+yMqKgqhoaFo2rQpXFxcAGhPBxuiUCgQEhKS73iBRERERFRwJk0AAcDV1RWurq6mXgwRERERGcmkzwImIiIiotcPE0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiKtkSE4GRIwFXV8DODvjgA0ClKni8K1eArl0BR0egQgVg1izD5dLSgMmTgapVARsbwN8fuHdPv8wHHwASSd6v6OiCt5WIKBfy4m4AEZHJpKYCHTsC//6r/VmrFrB2rTYR279ffLxr14BmzYCkJGDAAEAQgKlTUfZJCiB9+3k5QQB69wZ27ADefhsICAD+/BPo0AE4fx6wsNCW694dqFTJ8LI2bABu3wbs7cW3k4goH0wAiajk+uEHbfIXFATMn6+d9v77wFtvAZs2aZM0MUaNAh4/BrZv1yZvAODlhfJTv0LFoUufl1u/Xpv89eypTfwkEmDMGKBOHWDhQmDCBG25gADt62WxscD33wPDh2t7GomIiphEEAShuBtRlFQqFezt7aFUKlG6dOnibg4RFcKtR8lIVmcWuH6tpvUgS0jA1Qv/QbCx1U2v2qc7skqVQmzIOqNjKe7dQe0m3njatDmiN+3QTZekJKNWAw/MfqsvvOZOQe0K9qjauxtsT5/AtVNhyHCroivr+vkoWF0Kw439J/JcVsUJY+Cw9U9cO3kBmWXLiVhj49hayuHubJt/QSJ6bRU232EPIBG9lm49SkbreUcKXN/laSL+jY3BgRpv4eOQC3rzPpVWwfAjW9B1cd6J2Iu6RR7FYgA/WNVGyEv1fneuDr/blzBs8yVAEHDl7Flcda6CTttuA7itK/decjksioxA/+/3QmVVyuByKikf4tCGP7Dc9z3M2RgFIMroNopxeHwrJoFEZowJIBG9lrJ7/hb2qY8aZQ0nS3mxirwELAHqdWmOnZ8105tnX/khSh//HXve94LGyFOsZVZcAnYA7w/rhh7N9OO5xPhAOH4UGz/yhV1GGqy/U6NC8yY5lmt9zhLYOR9b3i2PtLr1DS6n/LSJkMskaLXkWzQrX8H4FTbS9binGLsxrFA9q0T05mMCSESvtRplS8HbtQA3QtzUXt1Stpobyr5c312bWNXBU8C1qnHxpBnaqnWqAi/F07i6IFP1GGWqOELx4AEAwKGKKxxeXq7KFQBQIzMpRwwAQHIysHk9EBAAj0YexrWLiKgAOAwMEZVM8mf/31pb55yXfRduSkqRxZOp1YVf7po1gFKpvdmEiMiEmAASUclk++z6trS0nPMytL15SE8vsnjSzMzCL3f5cqB2be1QM0REJsQEkIhKpooVtT8NDaQcF6f96eBQJPEk8fHIyE78SpcGSpUSv9z//gPCwoDAQOPbRERUQEwAiahkcnbWPv3j3Lmc886e1f4sJ2KIlXr1tD9fiqfRAClHQ5Fo4YyjRyXQaAD4+Ihf7saN2p89exrfJiKiAjJpAhgREQFfX184OjoiODgYxgw5ePToUdSpUwfOzs5YsGCBKZtHRCVd587A8ePa3rVsajWwdSvg4QG4uBgfq2ZN7WvNGt0p3C1bgHcrXoRNdCS2JnRE+/ZyVK0KXK7aBYiJAf7+Wz/Ghg3aHsL69XPG//NPoEoVoEED0atJRCSWyRJAtVqNbt26oVGjRggNDUVkZCRWrVqVZ534+Hh0794d/fr1w+nTp/HHH3/g8OHDpmoiEZV0n34KSKVA//7AnTva6/JGjNA+Cu7998XHGzMGuHULGD4c29enYHTPu5gdNxRSCPgDAwAAd+8C7dcNQYa1HfDxx0BkpLabcMoUba9g796AQqEf9949ICICaNmyCFaaiCh/JksA9+zZA6VSiQULFqB69eqYNWsWQkJC8qzzxx9/oEKFCpg6dSpq1qyJr776Kt86RES5qldP+wi4sDBt75qDA7BqFdCkCRAc/LzclCnPHxWXl5EjtQncqlV4t78jolEFjXEOP2AsTkJ744YgAA8kFTDKZiWEBw8ALy/Azg6YOROoVg347ruccQ8e1P5s2rSwa0xEZBSTjQMYHh4OPz8/2NjYAAB8fHwQGRmZb502bdpAIpEAAJo0aYJJkyYVrAGZyUCmzPjyUktA+uzjyMoEstQApID8haEcMpPFt0NqAUif/befpQGy0gBIALnNC3FTAIh8Ip9EAcieDSkhZAGaVO3v8hdG9s9MBZAlMq4ckFk+iysAmpSccTVpgKARGVcGyKxeaNuzz1Jmo31OKgBo1IAgdnDaXLaRzBqQPPv/RpMOCBki4+ayjaRWgPTZfpWVAWSJuIs0m6FtZHD/K0Tc7G1kcP8TydA2ym3/ExXXwDZ6af+zlscj+kkYpAoRA0FLLLW9foD2s+z7DqyrhcBpxQbIHz5CcuumeDSyP/Dkkq6K58yZSHergOsDW+UR10K77ZdOQ2JlH6Qt2QkAWGMbgE22XWCFSFgpnn8Om1AVXWeuRvNDa2ARcxcpjeriUdCHyMq4CcS9GFeBinu2wAHADQ8XqOPOAZDof180aRB9jIAckD3b9oKg2/a3VBpI5CrtdB4jnsXlMUIb9807Ruj2PzEMbaPc9j9RcV9xHlFIJnsW8Oeff460tDQsWbJEN83FxQXXrl2DYy4j7/fs2RN+fn4IfvafeXJyMipWrAilUpnrctRqNdTq518ElUoFNzc3KH8FStvkWi2HTL91ENy0d99Jbm+G/Ex/ZLm0gKbV82t45NsrQpL+yPigADQNFiGrxifauHFHIT/aHkLpOsjsGP487r56kKiuiIvrOQVZXl9p3ygvQ7G/AQQLZ2S+d09XRnakHaTxx8TFrT4CWQ1/1L5Rx0PxP+3AtRm9nh/EZKf7Qnpni6i4WZUCoHl7g+694k/tgSGj+13AUnsdlvT8aMhu/Cwubi7bKKPDBcDeSxv38jeQRX4rKm5u2yiz5QEIZbWn6aTXl0F2YYy4uLlsI0P7n1iGtpGh/U90XAPbyND+JzqugW304v53NeYmjp9ugWVZZUXHpryp49tiU6+p8LkWwGMEeIx4U48RL+5/YhjaRrntf6LivuI84vHbx+Hs7Pz6PQtYLpfD0tJSb5qVlRVSUlJyTQBfrpNdPi+zZ8/G9OnTC93eCxcu4N4lbcZYMfMCfAE8TkjAyd27dWXeTU+HZS71c3P58mXcuqaNUUZzCc0AJCU9xeEX4rZOeQqxmy4qKgr/xWhj2GXFog2A9PR07H0h7jupCXAWGTc2JgYXH2hjWAhKdHo2ffcLcRunPYDYr9z9+w8Q+kKM9579/Pvvv5Eu0T4RwUcdA3eRcXPbRsePH0eSNAYAUDs9CmKfqZDbNjrzzxkkyLT/wblnXIaPyLi5bSND+59YhraRof1PLEPbyND+J5ahbfTi/hf/VIle0sdoJVWJihtm8QmU0poAgIqZJ1AzcwvipPVwxWKwrkzLtCDR7Y1UDEK8rD4AIPNuFNqWWYZzNxthWMhyXZm/J7WFY6knouJGyQNwT67dMvZZUaifvgzJKIdQqy90ZRqnzYUtHoqKGy3vgBj5uwAAG+EBfNXfIQO22CLMwJonDjhx4gQqyXiMAHiMeFOPES/uf2IY2ka57X9ivOo8Yv/+/QVo5XMm6wGcO3cuIiIi8Pvvv+umOTg4ICoqCi653Hn3ySefwNnZGTNmzAAAPHnyBK6urkhOzr3LNLcewEcPYsRlxIa6biVSbRd0tsJ23QqaZ6dyiuAUsFShjQ3kfgpYk6qdJ8abdnont2304qmDrHRtN7+4wIa3kcxKuy5A0Zzeyd5Gr+L0jm7/E8nQNspt/xMV18A2emH/u3xXiX6/HMXGj31Rp4KI77KhbVTEp3c0GZmo66XB3XtSpKY/309sLLVxJRIBFSsAFy9mQpbflSiv+BhxOU4D/2VnsO0TP3iVU/AYAfAY8YYeIwp8CvgVHCNeRR6hSsl8PXsAfX19sWLFCt376OhoqNVqODk55Vln/fr1uvdhYWFwdc37/0hLS8scPY0AoLB2gMJa/AfyrDYAA49xUjgUMN6Lca0MTC7Ac05zMPA/xct3GhaIgW7woohr6LM0VVwURVxD20gBQMR1BgbjGmpbLvtfkcQ1sP8VOi5gcP8TFzjHFLlCgVTBClJLeyisC/odyWUbFfK7rFAoMHe+dsxmiUT7dwgAUtS2ur+Dc+YBViIuXXwWGaY+Rsjlymc/5VBYFfQY+SIeI7QheIzIPS5gimOElvhTtTnjFv0x4lXkEYoMcWdHXmayu4BbtGgBpVKJNWvWAADmzJmDdu3aQSaTQaVSISMj539b3bt3x4kTJ3D48GFkZmZi3rx56Nixo6maSERUYAEBwObN2rGmX1SpknZ6QEDxtIuIyBgmvQZw+fLl6N+/P4KDg6HRaHD06FEA2juCFy5cCH9/f706zs7OmD9/Pjp27Ah7e3vY2tpyGBgiem0FBADvvQccPpyJPXvC0KlTfbRuLc//tC8RUTEzWQIIAP7+/oiKikJoaCiaNm2qu/Yv2tAzMp8ZOXIkOnTogCtXrqBly5YFOq9NRPSqyGRAy5YCkpPvomXLekz+iOiNYNIEEABcXV3zvY7vZTVq1ECNGjVM1CIiIiIi82bSZwETERER0euHCSARERGRmWECSERERGRmmAASERERmRmT3wRCRFQQqRnaJ0lE3M39WeCvi+RUNULjgfIxibC1LuyAt6Z1Pe5pcTeBiF4DTACJ6LV041miMnHLpWJuibHk+P36v8XdCKPZWvLwT2TOeAQgotdSB6/yAIDqZUvBWvF6D673330lPt98CfMD66J2haJ4bJtp2VrK4e5sm39BIiqxmAAS0WvJydYCfZtULu5mGCUzMxMAUN3FFt6ur38CSETEm0CIiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMyMyRLAiIgI+Pr6wtHREcHBwRAEwah63bp1g0Qi0b3atWtnqiYSERERmSWTJIBqtRrdunVDo0aNEBoaisjISKxatcqouufOncOlS5eQmJiIxMREbN++3RRNJCIiIjJbJkkA9+zZA6VSiQULFqB69eqYNWsWQkJC8q13584dCIIAb29vODg4wMHBAba2tqZoIhEREZHZkpsiaHh4OPz8/GBjYwMA8PHxQWRkZL71zp49C41Gg0qVKiExMRHdunXDsmXL4OjomGsdtVoNtVqte69SqQAAGRkZyMjIKOSaEBHlLzMzU/eTxx0iehUKe6wpVALo7++PI0eO5Jguk8nQt29f3XuJRAKZTIbExMQ8k7lr166hUaNGmDdvHqRSKYYMGYIvv/wSy5Yty7XO7NmzMX369BzT9+/fr0tAiYhM6fZTAJDjzJkzuBtR3K0hInOQkpJSqPoSwdi7Mwx4+PAhUlNTc0xftGgRJBIJFixYoJvm5uaGM2fOwNXV1ej4R48eRWBgIOLj43MtY6gH0M3NDY8ePULp0qWNXhYRlXwpKSn477//ijzutftKBG+NxPc9PFGrgn2Rxq5duzb/mSWiHFQqFZydnaFUKguU7xSqB7BcuXIGp5cvXx4REfr/BiclJcHCwkJUfAcHBzx69AhqtRqWlpYGy1haWhqcp1AooFAoRC2PiEq2Gzdu4K233jJZ/IGriz7muXPn0LBhw6IPTERvtMLmOCa5BtDX1xcrVqzQvY+OjoZarYaTk1Oe9QIDAzF+/Hj4+fkBAP7991+UL18+1+SPiEgMDw8PnDt3rsjjPk1VY9fh0+jS+m2Usi7a45WHh0eRxiMiAkyUALZo0QJKpRJr1qzBoEGDMGfOHLRr1w4ymQyAttvS2to6R/bq4+ODcePGYeHChYiPj8fUqVMxcuRIUzSRiMyQjY2NSXrTMjIykPgoDm83acwzD0T0RjBJAiiXy7F8+XL0798fwcHB0Gg0OHr0qG6+j48PFi5cCH9/f716kyZNQkxMDNq3b4+yZcvik08+waRJk0zRRCIiIiKzVaibQPJz9+5dhIaGomnTpnBxcTHVYvSoVCrY29sX+KJIIiKxMjIysHv3bnTu3Jk9gET0ShQ23zFJD2A2V1dXUXf9FoXsfDZ7PEAiIlPLyMhASkoKVCoVE0AieiWy85yC9uOZNAEsDklJSQC0w84QERERlWRJSUmwtxc//JRJTwEXh6ysLNy7dw92dnaQSCTF3RwiMgPZ44/evn2bl54Q0SshCAKSkpJQsWJFSKXin+xb4hJAIqJXjdceE9GbRnzKSERERERvNCaARERERGaGCSARUSFZWlpi2rRpfGoREb0xeA0gERERkZlhDyARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGSaARERERGaGCSAR0Wvs4cOH2L17d3E3g4hKGCaARPRaOHfuHD799FP07t0bc+bMQXJysugYVatWxapVq4q+cUWgV69eqFGjBrKysnTTfH190bZt2zzrTZ8+HRKJBAAgkUggkUhgaWmJWrVqYcqUKUhJSTFpu4moZGICSETF7tixY2jWrBmSk5NRo0YNLFq0CB07doQgCKLi7NixA926dTNRKwtn8uTJuHHjBnbt2gUAOHnyJEJDQzF58uRc61y7dg03btxAp06ddNOCgoLw999/o0+fPvjuu+/QpUsX0Z8TEZFE4JGDiIpZ3bp1ERgYiGnTpgHQJkfNmjXDhQsXUL9+/eJtXBHq2rUr0tLS8Pfff6NXr164c+cOTp8+nWv5Xr164YsvvkDjxo0BaHsAf/jhB4wdOxYA8OOPP2LMmDHYsmULevTo8SpWgYhKCPYAElGxUqvVCAoK0iU1AFCxYkXdvJJk8uTJOHjwIPbs2YOtW7fm2fv3zz//QKFQ6JI/Q4YOHQqFQoEdO3aYorlEVIIxASSiYmVpaYkhQ4bA3t4eAJCVlYXvv/8eVatWRcOGDQEAP//8M2rVqgVra2vUqlULa9asMRgrt2sA1Wo1RowYAScnJ1SrVg3fffcd/Pz88O677+rK/PHHH/D09ISNjQ08PDywfv163TyJRIKZM2eiSpUqqFSpEo4cOQJvb284OTmJSr7efvtttG7dGn369IG3tze6du2aa9kpU6bg22+/zTNeqVKlUK1aNVy5ckU3LTQ0FC1atECpUqXg6uqKiRMn6k4Rr1u3DnK5HA8fPtSVv3PnDqRSKbZt22b0ehDRm48JIBG9NpYvX446dergzz//xK5du6BQKHDkyBF88sknGDBgAPbt24d+/fphyJAhiIyMNDruvHnzsG/fPqxfvx6jRo3CF198gbFjx2LWrFkAtKecBw4ciM6dO2P//v0YMGAABg0ahJs3b+pirFu3Dr/++isyMjLQrVs3fPXVV2jUqBF+/vlnUes4ZswYJCUlYfTo0bmW2bFjBzw9PVGtWrV84zk5OSExMREA8PTpU3Ts2BHW1tbYvXs3vv/+eyxZsgRr164FAPTo0QM2NjbYtGmTrv6mTZvg5OSELl26iFoPInqzMQEkoteGl5cXWrdujaSkJF1iFR0dDQAYMWIEWrRogWnTpmH79u1wcnIyOu7p06fRu3dvdOzYEUFBQShbtiwEQdD1MFpbW+OXX37B3Llz0axZMwwfPhwSiQShoaG6GJMnT0aHDh3g4eGBfv36oXfv3mjatKnou5UPHTqk9/NlGo0Gs2fPxtSpU42KJ5FIdD18T58+xcyZM7Fy5Uq0aNECgYGB8PT01F1naG1tjZ49e2LdunW6+hs3bkT//v2hUChErQcRvdmYABLRa+Odd97Bzz//jM2bN2Px4sU4efIkunXrhipVqqBhw4YYPHgwfv75Z/j6+qJ8+fJGx61Tpw6OHTuGx48f4+TJk0hISICnp6dufsOGDeHp6Ynx48ejSZMmcHNzQ2Zmpt4QK9nXJUokEr3fxXj48CF+/fVXDBo0CBs2bMD169dzlFm1ahW6dOkCZ2dno2ImJibqkuHy5cujY8eOWLFiBdq1awcXFxf8+++/eusxcOBAnDlzBrdu3UJ0dDTOnj2LQYMGiVoPInrzMQEkomKl0Wj0TrUCQOfOnSGTyXDlyhWUKVMGkZGRWLJkCcqWLYtFixahVq1auHr1qtHLqFevHi5evIgyZcqgRYsWmDp1KurVq6ebv3TpUrRu3RopKSkYPXo0rly5gsqVKxfZOmabP38+XFxcsGLFCnh4eGD27Nl681NTU7F8+XKMGzfOqHgpKSm4ceMGvLy8AADnz5+Hl5cX/vnnH/Ts2RMHDx7EwIED9eq0atUKlSpVwoYNG7Bp0yZ4enrmeaMJEZVM8uJuABGZt9jYWFSvXh3//PMPmjRpAgC4fv06NBoNqlatii1btuDJkycYOnQo/P39MWPGDJQrVw7r16/H9OnT840vCAJGjRqFf/75B9bW1ihTpgwcHBz0yvz666/o27cvfvnlFwBAfHw8Hj9+XKTr+fjxYyxbtgzTp0+HQqFAUFAQRowYgWnTpumSzUWLFuHjjz+GjY2NUTFXr16N9PR09OzZEwDw+++/w8XFRTfWoCAIiIqKQq1atXR1pFIpBgwYgHXr1sHCwgKDBw8u0vUkojcDewCJqFi5u7ujR48e6NmzJ/744w/s27cP/fv3R8OGDdGyZUuo1WqMGzcOv/32G06dOoWlS5ciKSkJ1atXNyq+RCKBtbU1Fi1ahNjYWN2pzxeHQHV2dsaZM2dw8OBB/PHHH2jevDmSkpKQmZlZZOu5cOFCSKVSfPTRRwCA999/H2XKlMHcuXMBaBPE//3vfxgyZEiecW7fvo0TJ05g+vTpGDduHHr27KkbKNrZ2RkPHz7Epk2bsHv3bnTu3BmnT5/OsR4DBw5EREQEwsLCMGDAgCJbRyJ6gwhERMVMqVQKI0aMEFxcXIQyZcoIgwcPFuLi4nTz582bJ9SsWVOwsrISKlWqJHz11VdCVlZWjjhVqlQRVq5cmWN6UFCQYG9vL9jZ2QkSiUQAIFSpUkW4evWqIAiCcOXKFaFZs2aCjY2NULt2beH7778XGjduLAwePFgQBEEAIBw+fFgQBEFo2bKlMG3aNEEQBGHatGlCy5YtjVo/BwcHISgoSG/6zJkzBSsrK+HevXvCuHHjhO3bt+cZB4AAQLCwsBA8PT2F7777TsjIyNDNf/r0qdC3b1/Bzs5OqFSpkjBs2DBhxIgRQo0aNfTKCYIg1K9fX+jQoUO+bSeikolPAiGiEu3gtm3o1bcvfrOxQYW0NAitW+NGjx74bMIEfP3113kOx2LQokXAihXAzZtA6dKAnx80334LoXZtw+UjIyFr2hSSnTuBVq0Ml4mLw6lvv0XTp08BGxugSxfghce/FaWjR49Co9Ggb9+++PHHH9G3b1+TLIeIXm9MAImo5EpNRVKzZvj8/Hnst7LCw4wMQKOBm40Nug4fjhkzZsDW1tb4eDNmAF99Bbz7LuDlBcTEADt2oGp6OmLyOJT+CSDw8GHDCeDly0D79kB8PFCtGnD7NpCaCnzyCbB0qehVzk+PHj2wZ88e9OnTBytXroRUyiuBiMwRE0AiKrlmzQImTwaCgoD587XTzp4F3noL2LgR6N3b+FgqFVC2LPDRR8BPPz2ffvAgItu1Q3q/fsCECc+nx8UBn30GXLsGdwD2hhLArCygYUNAqQQOHQLc3YGnTwF/f+DgQW1bfX0LuPJERLnjv35EVHKtWAGUKgV8883zaU2aAG3aAC8MhmyUyEhArQY6d9af3qYNPBUK1H/yBPXr19e+PDxQf+hQ1E9JQf0JE2CfW8ydO4HwcG1C6e6unVaqFBAcrP39xAlxbSQiMhITQCIqmR48AG7d0iZ7L5/mbdMGOHJEXLzsoVleeO4uAODaNSAjA3Bzez4tLQ2oUwf45x/tz9w0bw4cPpwzqczI0P4Uc3qaiEgEJoBEVDI9fKj96eOTc1716trTrmLG+vP2BmrV0p5W3r0bSE4GLl0CBg0CpFLtz2z29sD+/cCzJ4bkytFRe1r4xSeKaDTAjz8CCgXQrp3x7SMiEoEDQRNRyaRSaX+6uOScZ//spOy9e4CxzxSWSrWJX7t22rt0X4y1aRPwzjvPp4l8RJyuLX/9BaxcqT0tvGyZ9qYQIiITYA8gEZVM8mf/31pb55xnYaH9+cIzco3y11/aO38Bbe+elZW2J3HFCiAhoeBtBbTX+40ZA1y4AHh6svePiEyqxPUAZmVl4d69e7CzsxP9oHYiKjmkgoBSAFKfPEFGdm/gMzKlErYAkhMToXlpXq7xIiNhO2kSsho0QMrKlRCqVgWePoXlrFmwXLIEGQMGIHXTphz1FKmpsAaQnJyc97LefRe4eROKP/+E1TffQGjWDMlHj0IoV87odSYi8yEIApKSklCxYsWCDedUjINQm8Tt27d1o+XzxRdf5vsqAwgCIMwzMG/gs3leIuJ99axOXQPzjgOCBhDsDcwb/KxeSxHL+uBZnamvwefIF198vd6v27dvFyhfKnHjACqVSjg4OOD27dsoXbp0cTeHiIpRqTp1kFWtGlJ27dKbbjV+PCx+/RVJN25AcHY2KpbV2LGwWLkSqrg4wNJSN12TJSD5wxGotGUDTv11AHXa+EImfX72QfHHH7AeORLJO3dC07x5zsCCkOOaQcnDh7CrVQvpvXsj7ddfRawxEZkLlUoFNzc3PHnyBPbZ1zWLUOJOAWef9i1dujQTQCJz16ULpCEhKH3/PpD9qDa1Gti1C/DwgJ2YmyxcXQEApePjtdfoAdgbcR/Td0Ri2elzqARg9OEHUPwXimndPPGudwVtvWfXINra2mofHfei6dOBJUu0w9W8OOTLvXsAAAsHB1jwOEZEeSjo5W68CYSISq5PP9Xevdu/P3DnjnZ8vhEjtAnW+++Li+Xtrf05eTLw5An2RtzHmFVn0Gv3StS/H4WIctXxyNYRD5Rp+GTteeyNuJ9/TF9f7SPgRo/WPhUk2/ffa3927CiujURERipxPYBERDr16mkfATduHFClinZsPbVa+zSQ7KdtAMCUKdox+T7/PPdYPXpoH9u2bRuEnTvR2Lo0LiWrYJGVCY1EilmthgDQXpQjATB9RyTae5aHLK/2de4MBAQAv/2mvfu3RQsgLAw4elT7OLgePQr9ERARGcIeQCIq2UaPBo4dA3r21CZ+M2YAx48/HwoGAGbOBBYvzjuOhYX2qR3jx0Nd0Q2lk1VIlyvwj5s3BveajlNV6+uKCgDuK9Nw9pYRA02vW6ddfnIy8OuvQGKi9rTw5s0FG0+QiMgIJr0JJCIiAkOGDMH169fx0Ucf4bvvvsv3XPX333+PefPmITU1Fe3bt8fy5ctRpkwZo5epUqlgb28PpVLJawCJyCS2h93FmA1h+ZZb1Lc+3qvvavoGEZHZKWy+Y7IeQLVajW7duqFRo0YIDQ1FZGQkVq1alWedY8eOYfXq1Th27BjOnz+PtLQ0fJ7XKRkiomJQ1s6qSMsREb1qJksA9+zZA6VSiQULFqB69eqYNWsWQkJC8qxz9uxZdO7cGbVr10aNGjXQr18/XLt2zVRNJCIqkCbuTqhgb4XczmdIAFSwt0ITdyMfM0dE9IqZ7CaQ8PBw+Pn5wcbGBgDg4+ODyMjIPOt4e3tj1KhRGD58OOzs7BASEoL27dsXrAGZyUBmnpdf65NaAtJnH0dWJpClBiAF5C88RiozWXw7pBaAVPEsrgbISgMgAeQ2L8RNgfaqIREkCkD27BomIQvQpGp/l78wlERmKoCsHFXzjisHZM/GOBMEQJOSM64mDRA0IuPKANkLvSHZn6XM5vl1Tho1IGSKi5vbNpJZA5Jn/99o0gEhQ2TcXLaR1AqQPtuvsjKArHSRcWF4Gxnc/woRN3sbGdz/RDK0jXLb/0TFNbCNctv/xDC0jXLb/0TFfb6NZNDgmy5V8dn6cKgFS92311qSpksKv+niAVlWSv5fQR4jnsXlMUKHx4hncd/cY8QrySMKyWQJoEqlgru7u+69RCKBTCZDYmIiHB0dDdZ59913UbNmTdSoUQMA4Ovri4kTJ+a5HLVaDbX6+RdBlf2opS0VAZtcKhnSbBNQuZf29ztbgRO9gbItgXZHnpfZXhVQPxIRFEDjn4Ban2p/jz8OHGwN2HsCXS4/L7PPF1DmnRzn4D0N8Pla+7vyCrDbG7B0BnrGPy9zpBMQd1Rc3JojAd8l2t/Vj4AtZbW/93/hj8+pgcDtzeLiugUCzf98/n5TKe3PgDjAykX7+/kgIGqpuLi5baPOEYCDl3ba5VlAxHRxcXPbRm0PA+VaaaddXw6EjhIXN7dtZGj/E8vQNjK0/4llaBsZ2v/EMrSNctv/xDC0jXLb/8R4aRu1j+iNU35vo0vkDNxXav9onqgzFGXkz45BEc9e+eExQovHCC0eI557w48RJs8jmp8W38YXmOwUsFwuh+ULo+UDgJWVFVLyePj6pk2bEBMTg6tXryIhIQHe3t54P5+xumbPng17e3vdy83NrUjaT0SUHydbC5z4og3Wf+yHRX3ro7SVoribRERkFJPdBTx37lxERETg999/101zcHBAVFQUXFxcDNbp0aMH2rRpg88++wzA8ztcEhMT4eDgYLCOoR5ANzc3KBPuibsrhqeAn8Xl6Z1nDebpnWw8vfMsLo8R2rg8RjxrMI8R2XiMeBb31R4jVCmZhboL2GSngH19fbFixQrd++joaKjVajg55X5RdGZmJh4+fKh7f/++diR9jSb3A4mlpWWOnkYA2h39xZ1dDKn8+UZ8OWZhSGWA1ECMFw8iBSGRGm7biztdgeJKDMd98UtSUAbjWgIwsC0LHdcCgEXO6aLiGthGUsXzL2WB4xrYRrntf2IY2ka57X+i4hrYRrntf6LiGthGue1/YuS2jQodl8cIbVweI57H5TFCG5fHCG3cV3GMUBUqlMkSwBYtWkCpVGLNmjUYNGgQ5syZg3bt2kEmk0GlUsHa2hoKhf6H/s4772DBggWoVKkSrK2tsXDhQrz99tuixgEkIiIioryZdCDobdu2oX///rCzs4NGo8HRo0fh5eWFqlWrYuHChfD399crn5aWhgkTJuCvv/7Co0eP8PbbbyMkJATVq1c3epkcCJqIiIhKusLmOyZNAAHg7t27CA0NRdOmTXO99q8oMQEkIiKikq6w+Y7JTgFnc3V1hasrH4VERERE9Low2TAwRERERPR6YgJIREREZGaYABIRERGZGSaARERERGaGCSARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGSaARERERGaGCSARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGZMmgBEREfD19YWjoyOCg4MhCEKe5b/++mtIJJIcryNHjpiymURERERmxWQJoFqtRrdu3dCoUSOEhoYiMjISq1atyrPOxIkTkZiYqHuFh4fDxcUFDRo0MFUziYiIiMyOyRLAPXv2QKlUYsGCBahevTpmzZqFkJCQPOtYWVnBwcFB9/rpp58wbtw42Nvbm6qZRERERGZHbqrA4eHh8PPzg42NDQDAx8cHkZGRRte/d+8etm7dilu3buVZTq1WQ61W696rVKqCNZiIiIjITJisB1ClUsHd3V33XiKRQCaTITEx0aj6P//8M/r3749SpUrlWW727Nmwt7fXvdzc3ArVbiIiIqKSzmQJoFwuh6Wlpd40KysrpKSk5FtXo9Hg119/xYgRI/ItO2nSJCiVSt3r9u3bBW4zERERkTkw2SlgJycnRERE6E1LSkqChYVFvnUPHz4MZ2dn1KlTJ9+ylpaWORJNIiIiIsqdyXoAfX19cebMGd376OhoqNVqODk55Vt306ZN6NGjh6maRkRERGTWTJYAtmjRAkqlEmvWrAEAzJkzB+3atYNMJoNKpUJGRkaudffu3YvWrVubqmlEREREZs2k1wAuX74cI0aMQLly5bB582bMmTMHgPaO4F27dhmsd+PGDdy7dw++vr6mahoRERGRWZMI+T2eo5Du3r2L0NBQNG3aFC4uLqZcFADt3cf29vZQKpUoXbq0yZdHRERE9KoVNt8x2U0g2VxdXeHq6mrqxRARERGRkUz6LGAiIiIiev0wASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiMyMv7gYUh6ysLKSnpxd3M4heGYVCAZlMVtzNICKi14TZJYDp6em4desWsrKyirspRK+Ug4MDypcvD4lEUtxNISKiYmZWCaAgCLh//z5kMhnc3NwglfIMOJV8giAgJSUFcXFxAIAKFSoUc4uIiKi4mVUCmJmZiZSUFFSsWBE2NjbF3RyiV8ba2hoAEBcXh7Jly/J0MBGRmTOrLjCNRgMAsLCwKOaWEL162f/0ZGRkFHNLiIiouJlVApiN10CROeJ+T0RE2cwyASQiIiIyZ0wAiYiIiMwME8A3SEJCAk6dOoVHjx4Vd1OIiIjoDcYE8A2xYcMG1KhRA59++ikqV66MDRs2GFUvOjq62K/92rdvH+zs7KBUKgEAe/fuhYODA1Qq1Strw9KlS+Hu7g4rKys0atQIx48fz7N8ZmYmpkyZAnd3d1hbW6NatWr45ptvcowfaUxcscsmIiIyOcGELl26JDRu3FhwcHAQxo8fL2RlZRldt0+fPsKoUaNEL1OpVAoABKVSmWNeamqqEBkZKaSmpoqOW5wSExMFZ2dn4dKlS4IgCMKaNWuEypUrG1VXo9EIiYmJJmydcRo3biwsWLBAEARBePfdd4UpU6YU+TIeP34sJCUl5Zi+YcMGQaFQCL/++qsQGRkpjBkzRrC1tRViYmJyjfXtt98KZcqUEXbu3CncunVL+PPPP4VSpUoJCxcuFBW3IMs2lTd1/yciopzyyneMYbIEMC0tTahataowfPhw4fr160Lnzp2F3377zai6e/fuFVxcXAqUuJTEBDA2NlZYu3at7n14eLhgZ2dXjC0Sb+vWrUK1atWEy5cvC6VKlRLi4+OLJG5GRoawc+dOoVevXoKlpaUQFhaWo0yTJk2EESNG6E3z8PAQJk6cmGvcLl26CEOHDtWbFhAQILz//vui4uZXZs+ePYKVlZWQkZGhmx8ZGSkA0H1Gt27dEgAIf/31l9C8eXPByspKaNiwoXDr1i3h8OHDgq+vr2BtbS20atVKSEhIyHWd3tT9n4iIcipsAmiyU8B79uyBUqnEggULUL16dcyaNQshISH51ktNTcXIkSMxZ84cODg4mKp5+jKTxb+yMp/Xz8p8Nj3VuLgiubm5YcCAAQC0Y7jNmzcPAQEBAID9+/ejTp06sLGxwTvvvIMbN27o1c3tFPDFixfh7e0NZ2dnBAUFwcPDA4sXL0arVq0wZMgQuLm54YMPPsCwYcPg4OCAnTt3AgCOHz+O+vXrw8bGBr6+voiIiDBqHd577z3Y2Nigd+/e+Pjjj+Hs7Kw3/8iRI6K296VLlzB+/HhUqlQJgwYNQpkyZXD48GHUq1dPr1x6ejrOnTuHDh066E3v0KEDTp06lWv8Zs2a4eDBg7h27RoAIDw8HCdOnEDnzp2NjmtMmbCwMHh5eUEufz4me1hYGFxdXXWfUVhYGADtqeRZs2bh9OnTSEhIwMCBAzF37lwsWbIER44cwaVLl4z6jhEREZnsSSDh4eHw8/PTDT7r4+ODyMjIfOvNmDEDqampkMvlOHToEFq3bp3nNWxqtRpqtVr3vkDXlW0qJb5Os01A5V7a3+9sBU70Bsq2BNodeV5me1VAbeCGjf6C+OVB+5m2bt0aFhYWuHr1KgBg0KBBGD9+PPr27YsZM2ZgypQpWL9+fb6xRowYgQEDBqBLly5o3rw59u7dCw8PD/z111+4ceMGFi9ejB49euDHH39ESkoKtm/fjs6dOyMwMBCjR4/Ghx9+iNmzZyM4OBh79uzJd3kSiQRBQUEYOnSowfLNmjVDTExMnjESEhLwxx9/YNWqVbh8+TI6deqEpUuXomvXrrkO7v3o0SNoNBqUK1dOb3q5cuXw4MGDXJf1xRdfQKlUwsPDAzKZDBqNBjNnzkS/fv2MjmtMmfDwcNSvX19v/oULF/QS2fDwcDg6OmLDhg26pLB169Y4dOgQIiMjYWtrCwDw9fXNc52IiIiymawHUKVSwd3dXfdeIpFAJpMhMTEx1zqxsbFYsGABatSogdjYWAQHByMgIACCkHvCNHv2bNjb2+tebm5uRboerxMfHx8cPHgQXl5eGDJkCADtI77UajXs7e3x888/Y+3atUbFCgsLQ8+ePeHj4wNPT09ER0fD0dERANC/f39dUvLxxx+jRo0auqdHhIeHIygoCDExMUhKStL1kBkju9fr9OnTOebJ5XLY29vnWX/x4sUYM2YMSpUqhevXr2Pbtm0ICAgw6skuL/8TIQhCnv9YbNy4EWvXrsW6detw/vx5rF69GvPmzcPq1atFx82rTFhYWI5ey5enhYWFoXv37nq9prGxsejXr58u+cue9uJ3joiIKDcm6wGUy+WwtLTUm2ZlZYWUlBRdovGyVatWoVy5cjhw4AAsLS0xZswYVKlSBQcOHMhxGi3bpEmTEBQUpHuvUqnEJ4G9n4orDwDSF9atUo9nMV7Kp9+LFh83DxKJBA0aNMCqVatQpUoVJCYmYv369Zg6dSpmz56NevXqYeHChfD19c03Vo0aNXD69Gk4OzsjKioKnp6eunlWVlYGf5dKpViwYAFWrFiBatWqoUqVKrrH6+Xnzp07WL9+PWbMmIGZM2eiV69eou9OHjZsGBQKBVavXg1PT0/07NkTAwcOROvWrSGVGv5fxtnZGTKZLEfPWFxcXI6euRcFBwdj4sSJ6Nu3LwCgbt26iImJwezZszF48GCj4uZXJjU1FVFRUXo9gFlZWTh//jw+/PBD3bTw8HBMmDBBL0ZYWBhGjRqle5+WloZr167l6E0kIiIyxGQ9gE5OToiPj9eblpSUlGdvzZ07d9C2bVtd4mhnZ4eaNWvi1q1budaxtLRE6dKl9V6iyW3Fv6Qv5M5S+bPp1sbFFenQoUMIDg5+HvbZ9WJSqRTJyck4cOAAHj9+jObNm2Po0KFGxfTy8sLo0aNRvnx5DBo0KEcvlCFHjhzBsmXLcOXKFYSGhuolKfmZO3cuevTogQkTJiA+Ph47duwwum62ihUrYvLkybh27Rr27dsHS0tL9OzZE1WqVMHEiRNx+fLlHHUsLCzQqFEjHDhwQG/6gQMH0LRp01yXlZKSkiOplMlkumFgjImbX5kbN25Ao9Ggdu3aunn79u1DQkKCbnuoVCpER0ejQYMGujIxMTF4/Pix3rTLly9Do9EYtR2JiIhMlgD6+vrizJkzuvfR0dFQq9VwcnLKtY6bmxtSU5/fSJGVlYU7d+6gSpUqpmrmG8HDwwO//PILli9fjtu3b2PixIno0KEDpFIpunTpgrVr1+LRo0eQSqU5xqkz5ObNmzh27BhOnjyJGzduYMGCBUa14+lTbU+pUqnEyZMnERQUlOfp+WwPHz5ESEgIgoKCYGFhgc8++wwzZ87UK5OZmakbJ9AYTZs2xS+//IIHDx7g+++/R3h4OOrVq4dLly7lKBsUFIQVK1bgt99+w5UrVzBu3DjExsZixIgRujI//fQT2rZtq3vfrVs3zJw5E7t27UJ0dDS2bt2KBQsWoEePHqLi5lWmTJkykEgkOHv2LADgzJkzGDVqFKytrVGzZk0A2t4/qVQKHx8fXcywsDA4ODigatWqumnh4eGoVq0a7OzsjP4MiYjIjBXdDcn6MjIyBBcXF2H16tWCIAjC8OHDha5duwqCoL11OT09PUedq1evCra2tsLmzZuF27dvCxMmTBDKlCkjqFQqo5dbEoeBEQTt0Dh16tQR7OzshMDAQCEuLk4QBEH4888/BQ8PD8HKykrw9vYWjh49qlcvewiRF2k0GqFBgwaCk5OTIJPJBCsrK2H48OGCIAhCy5YthZUrV+rVmzZtmjB48GAhIyND6N+/v2Brayt4e3sL8+bNE+RyufDgwYM82x4cHCy0adNG9/7x48eCra2tsG/fPt20w4cPC/b29gX+fARBEO7evZvr7fBLliwRqlSpIlhYWAgNGzbM8TlNmzZNqFKliu69SqUSxowZI1SuXFmwsrISqlWrJkyePFlQq9Wi4uZX5ttvvxUcHR0FNzc3YeDAgcIXX3whNG7cWDd/8eLFgpeXV462tmzZUm/a6NGjhZ49e+b5+bzJ+z8REekr7DAwEkEwogungLZt24b+/fvDzs4OGo0GR48ehZeXF6pWrYqFCxfC398/R51du3ZhypQpuHr1KqpXr45ffvkF77zzjtHLVKlUsLe3h1KpzHE6OC0tDbdu3dI9lcFchYSEYNOmTVixYgVsbGwQHh6Ozp07Iy4urmCn0OmNwP2fiKjkyCvfMYbJbgIBAH9/f0RFRSE0NBRNmzaFi4sLAO3p4Nx06dIFXbp0MWWzzF6bNm2wbt06eHt7IzU1Fe7u7pg/f36hkr/cxvCrVauW7hQnERERvR5MmgACgKurK1xdXU29GBLB3d0dBw8eLNKY2YMVv0yhUBTpcoiIiKjwTJ4Aknl48YYEIiIier2Z7C5gIiIiIno9MQEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwTwDZKQkIBTp07h0aNHxd0UIiIieoMxAXxDbNiwATVq1MCnn36KypUrY8OGDUbVi46OhkQiMXHr8rZv3z7Y2dlBqVQCAPbu3QsHBweoVKpX1oalS5fC3d0dVlZWaNSoEY4fP55n+a+//hoSiUTvVb58+QLFFbtsIiIiU2MC+AZ48uQJPvvsMxw/fhwXLlzAL7/8gi+++MKoupUrV0ZiYqKJW5i3jh07wsPDA7/99hsAYNGiRfjss89QunTpIl1OYmIinj59mmP6xo0bMXbsWEyePBkXLlxA8+bN0alTJ8TGxuYZz8vLC/fv39e9Ll26JDpuQZdNRERkUkIJo1QqBQCCUqnMMS81NVWIjIwUUlNTi6FlBRcbGyusXbtW9z48PFyws7MrxhaJt3XrVqFatWrC5cuXhVKlSgnx8fFFEjcjI0PYuXOn0KtXL8HS0lIICwvLUaZJkybCiBEj9KZ5eHgIEydOzDXutGnThHr16uW5bGPiGlNmz549gpWVlZCRkaGbFhkZKQDQfU63bt0SAAh//fWX0Lx5c8HKykpo2LChcOvWLeHw4cOCr6+vYG1tLbRq1UpISEgw2N43df8nIqKc8sp3jMEeQADJ6cmiX5lZmbr6mVmZSE5PRmpGqlFxxXJzc8OAAQMAABkZGZg3bx4CAgIAAPv370edOnVgY2ODd955Bzdu3NCrm9sp4IsXL8Lb2xvOzs4ICgqCh4cHFi9ejFatWmHIkCFwc3PDBx98gGHDhsHBwQE7d+4EABw/fhz169eHjY0NfH19ERERYdQ6vPfee7CxsUHv3r3x8ccfw9nZWW/+kSNH4ODgYPRncunSJYwfPx6VKlXCoEGDUKZMGRw+fBj16tXTK5eeno5z586hQ4cOetM7dOiAU6dO5bmMqKgoVKxYEe7u7ujbty9u3rwpKq6xyw4LC4OXlxfkcrneNFdXV93nFBYWBkB7OnnWrFk4ffo0EhISMHDgQMydOxdLlizBkSNHcOnSJYSEhOS5XkRERPL8i5R8pWaXEl1nU+Am9PLqBQDYemUrem/ujZZVWuLIB0d0ZaouqopHKTlv2BCmCQVqZ3h4OFq3bg0LCwtcvXoVADBo0CCMHz8effv2xYwZMzBlyhSsX78+31gjRozAgAED0KVLFzRv3hx79+6Fh4cH/vrrL9y4cQOLFy9Gjx498OOPPyIlJQXbt29H586dERgYiNGjR+PDDz/E7NmzERwcjD179uS7PIlEgqCgIAwdOtRg+WbNmiEmJibPGAkJCfjjjz+watUqXL58GZ06dcLSpUvRtWtXWFhYGKzz6NEjaDQalCtXTm96uXLl8ODBg1yX9dZbb2HNmjWoVasWHj58iG+//RZNmzbF5cuXUaZMGaPiGrvs8PBw1K9fX6/MhQsX9JLZ8PBwODo6YsOGDbqksHXr1jh06BAiIyNha2sLAPD19c1zvYiIiABeA/hG8fHxwcGDB+Hl5YUhQ4YAAKytraFWq2Fvb4+ff/4Za9euNSpWWFgYevbsCR8fH3h6eiI6OhqOjo4AgP79++sSko8//hg1atRARkYGAG0iEhQUhJiYGCQlJeHatWtGtz+71+v06dM55snlctjb2+dZf/HixRgzZgxKlSqF69evY9u2bQgICMg1+XvRy72ggiDkeXNMp06d0LNnT9StWxft2rXDrl27AACrV68WHTe/MmFhYTl6Ll+eFhYWhu7du+v1nMbGxqJfv3665C97mru7e67rRUREBLAHEADwdFLOGwfyYym31P3eo04PPJ30FFKJfj4dPSa6sE3TI5FI0KBBA6xatQpVqlRBYmIi1q9fj6lTp2L27NmoV68eFi5cCF9f33xj1ahRA6dPn4azszOioqLg6empm2dlZWXwd6lUigULFmDFihWoVq0aqlSpAo1GY1Tb79y5g/Xr12PGjBmYOXMmevXqJfru5GHDhkGhUGD16tXw9PREz549MXDgQLRu3RpSqeH/ZZydnSGTyXL0isXFxeXomcuLra0t6tati6ioKKPjGlMmNTUVUVFRej2AWVlZOH/+PD788EPdtPDwcEyYMEEvTlhYGEaNGqV7n5aWhmvXruXoTSQiInoZewAB2FrYin7Jpc9zZ7lUDlsLW1grrI2KK9ahQ4cQHBz8fHnPrhWTSqVITk7GgQMH8PjxYzRv3hxDhw41KqaXlxdGjx6N8uXLY9CgQTl6oAw5cuQIli1bhitXriA0NFQvQcnP3Llz0aNHD0yYMAHx8fHYsWOH0XWzVaxYEZMnT8a1a9ewb98+WFpaomfPnqhSpQomTpyIy5cv56hjYWGBRo0a4cCBA3rTDxw4gKZNmxq9bLVajStXrqBChQpGxzWmzI0bN6DRaFC7dm3d/H379iEhIUG3TVQqFaKjo9GgQQNdmZiYGDx+/Fhv2uXLl6HRaIzalkREZN6YAL4BPDw88Msvv2D58uW4ffs2Jk6ciA4dOkAqlaJLly5Yu3YtHj16BKlUiqysrHzj3bx5E8eOHcPJkydx48YNLFiwwKh2ZA+xolQqcfLkSQQFBUEQ8r+e8eHDhwgJCUFQUBAsLCzw2WefYebMmXplMjMzdeMEGqNp06b45Zdf8ODBA3z//fcIDw9HvXr1cgzVAgBBQUFYsWIFfvvtN1y5cgXjxo1DbGwsRowYoSvz008/oW3btrr348ePx9GjR3Hr1i38888/CAwMhEqlwuDBg0XFza9MmTJlIJFIcPbsWQDAmTNnMGrUKFhbW6NmzZoAtL1/UqkUPj4+urhhYWFwcHBA1apVddPCw8NRrVo12NnZGf05EhGRmSrCO5JfCyVxGBhBEIS9e/cKderUEezs7ITAwEAhLi5OEARB+PPPPwUPDw/ByspK8Pb2Fo4ePapXL3v4kBdpNBqhQYMGgpOTkyCTyQQrKyth+PDhgiAIQsuWLYWVK1fq1Zs2bZowePBgISMjQ+jfv79ga2sreHt7C/PmzRPkcrnw4MGDPNseHBwstGnTRvf+8ePHgq2trbBv3z7dtMOHDwv29vYF/nwEQRDu3r2b6+3wS5YsEapUqSJYWFgIDRs2zPE5TZs2TahSpYrufZ8+fYQKFSoICoVCqFixohAQECBcvnxZdFxjynz77beCo6Oj4ObmJgwcOFD44osvhMaNG+vmL168WPDy8srR3pYtW+pNGz16tNCzZ0+D6y8Ib/b+T0RE+go7DIxEEIzownmDqFQq2NvbQ6lU5hhoOC0tDbdu3dI9lcFchYSEYNOmTVixYgVsbGwQHh6Ozp07Iy4ursgHZ6bXB/d/IqKSI698xxi8CcQMtWnTBuvWrYO3tzdSU1Ph7u6O+fPnFyr5y20Mv1q1aulObxIREdHrgQmgGXJ3d8fBgweLNGb2QMUvUygURbocIiIiKjwmgFQkXrwZgYiIiF5vvAuYiIiIyMwwASQiIiIyMyZNACMiIuDr6wtHR0cEBwcbNWZct27dIJFIdK927dqZsolEREREZsdkCaBarUa3bt3QqFEjhIaGIjIyEqtWrcq33rlz53Dp0iUkJiYiMTER27dvL/K2lbCRb4iMwv2eiIiymSwB3LNnD5RKJRYsWIDq1atj1qxZCAkJybPOnTt3IAgCvL294eDgAAcHB70H3ReWTCYDAKSnpxdZTKI3RUpKCgDemU1ERCa8Czg8PBx+fn6wsbEBAPj4+CAyMjLPOmfPnoVGo0GlSpWQmJiIbt26YdmyZXB0dBS9/OT0ZMjSZXrTBEGAwlKBuLg4SGVSSKXP81+pRAqJRKIrlyVkQQKJXhlNlkZ0OyQSCaQSqV5cAJBJn7fNVHGzsrIgQFyvj1FxhSzRvUkvxgWer/OLn3uB4uayjQobFzC8jYo6bvY2MrT/FSrus7ZJJBJIIEFKSgri4uJgY2eDNE0aIGKXs1HY6NqmzlQjMysTCpkCFjIL3bJSM1JFt9daYa3bJ9I16cjQZEAulcNSbglA+zmkZKSIjmslt9J9FhmaDKRr0iGTymAlfz74dXJ6sui4lnJL3TPAM7Myoc5UQyqR6j0DvCBxLWQWUMi0SbkmS4O0zDRIJBLYKGx0ZVIyUkTva7ltoxefR56akSp6X8ttG70YNy0zTfRxLbdtZGj/EyO3bWRo/xMjt21kaP8Ty9A2MrT/FSZu9jYytP+JxWOE1qs+RhSWyRJAlUoFd3d33XuJRAKZTIbExMRcE7pr166hUaNGmDdvHqRSKYYMGYIvv/wSy5Yty3U5arUaavXzL4JKpQIAVJxfETDwsAMXKxfM950P50fOkOD5B+hs6wxbhfbLkZyRjEfJj2Apt0T5UuV1ZW4rb4s+WDpZO8HOUvts1rTMNDx8+hAKmQIV7SrqytxLuif64GNvZQ8HKwcA2h34XtI9SCVSuNm76co8ePpA9EHCztIOTtZOALQ72h3VHQBAFYcqujLxyfGiv3Q2Chu42Lro3sc8iQEAVCpdSfdFfJz6GEnqJFFxc9tGFe0q6r4wT9KeQJlm/HOGAeS6jcqVKqc7SCSpk/A49bGouLltI0P7n1iGttGL+1+ikAivEC/R/xTEjY/TbbugfUFYGroU01pOw9etvgYAXIm/Au9l3qLbG/FJBLzKegEAZh2fhelHp2Nk45FY0mUJAOBRyiOUnVdWdNzDgw+jVdVWAIDl55Zj1J5RCPQMxJ+9/tSVKTW7lOi4mwI3oZdXLwDA1itb0Xtzb7Ss0hJHPjiiK1N1UVU8ShG37X7q9BM+bfIpAOB47HG0Xt0ani6euDzysq6M76++iIzP+x/olxnaRs42zogPjteV6fRHJxyNOSoqbm7bSJj2fL8auHUgNkduFhU3t21kaP8TI7dtZGj/EyO3bWRo/xMjt21kaP8Ty9A2MrT/icVjhNarPkacfv+06Da+yGQJoFwuh6Wlpd40KysrpKSk5JoATpw4ERMnTtS9nzt3LgIDA/NMAGfPno3p043/4sanxWPoiaEob10eMsnzHpOFHRfiXfd3AQB7o/Zi7MmxaOLaBGt6rNGV6R/SH4mpiUYvCwCmtpiKAR4DAABn757FiH0jUMOpBnb236kr89m6z3D98XVRcUc1GYVRdbQHlqiEKIzYOwKO1o44/eHzHWLa1mk4e1fcUzj6e/fHV62+AgA8TnmMrnu6AgCujrqqK7Nw70Lsu75PVNyONTpi0buLdO87/dQJAHBq6Ck42WgTzt+P/I51EetExc1tG+3otwPuZbT/gPx09if8dPYnUXFz20ZreqxBHdc6AIA/Lv6BGSdniIqb2zYytP+JZWgbZe9/CoUCx28fF538ERFRyWSyZwHPnTsXERER+P3333XTHBwcEBUVBRcXlzxqPhceHo769esjLS0tRzKZzVAPoJubG+7F3xP1aDOe3tHi6R0tnt55jqd3tHiM0OIxQovHiOd4jNB61ceIzNTMQj0L2GQJ4KFDhzB8+HBERUUBAKKjo1GnTh08ffpUdzPGywIDAzF+/Hj4+fkBAFasWIGpU6fi/v37Ri+3sA9HJiIiInrdFTbfMdldwC1atIBSqcSaNdrTc3PmzEG7du0gk8mgUqmQkZHzvy0fHx+MGzcO//zzD3bu3ImpU6di5MiRpmoiERERkVkyWQ8gAGzbtg39+/eHnZ0dNBoNjh49Ci8vL1StWhULFy6Ev7+/XvmMjAyMGDECf/75J8qWLYtBgwbhyy+/hFxu/KWK7AEkIiKikq6w+Y5JE0AAuHv3LkJDQ9G0aVOjr/0rDKVSCQcHB9y+fZsJIBEREZVI2fc8PHnyBPb29qLrmzwBfNXu3LkDNze3/AsSERERveFu376NSpUqia5X4hLArKws3Lt3D3Z2dkUyUCIRUX6y/xPnmQcielUEQUBSUhIqVqyo90AEY5W4BJCI6FXjtcdE9KYx2V3ARERERPR6YgJIREREZGaYABIRFZKlpSWmTZuW6xOLiIheN7wGkIiIiMjMsAeQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIioip06dQnp6enE3g4goXxwGhoioiDg5OSE8PBxubm7F3RQiojwxASQiEsHW1hZpaWm694IgQCKR6H4HAIlEAo1GUyztIyIyBk8BExGJcOnSJbRt2xa1a9fGyZMnkZWVBY1GA41GA3t7e9y6dYvJHxG99pgAEhGJUK1aNezfvx+TJk1Cjx49EBQUpNcjmN0bSET0OmMCSERUAAMHDkRERAQSEhLg5eWFv//+m8kfEb0xeA0gEVEhHTx4EJ988glu3ryJmzdvonLlysXdJCKiPDEBJCIqAmq1Gv/88w/8/PxgYWFR3M0hIsoTTwETERXCunXr0LdvX7Rp0wYVKlTA+++/j0ePHhV3s4iI8sQEkIiogCZPnoyJEyeiWrVqCA8Ph1QqhUQiwfDhw4u7aUREeeIpYCKiAipbtiyOHDkCT09PODo6Ijw8HOnp6WjUqBGUSmVxN4+IKFfsASQiKiAHBwfExsbqTUtISEC5cuWKqUVERMaRF3cDiIjeVFOmTIG/vz8CAgKgVquxcOFCbN++HV9//XVxN42IKE88BUxEVAjHjx/HmjVrcPfuXVSqVAmDBg1Cs2bNirtZRER5YgJIREREZGZ4DSARERGRmWECSERERGRmeBMIEZEIbdq0wc6dO2FjY4PWrVvn+vzfQ4cOveKWEREZjwkgEZEIgwcP1j3q7YMPPijexhARFRBvAiEiIiIyM7wGkIiIiMjM8BQwEVEBZWZm4vHjxxAEAWXKlIFczkMqEb0Z2ANIRCTSunXr4OvrCxsbG1SoUAEVK1aEra0tmjZtil27dhV384iI8sUEkIhIhJUrV2Lo0KFo3749/v77b1y9ehX//fcfDh06hHbt2qFPnz7YsWNHcTeTiChPvAmEiEiEunXr4uOPP8bo0aMNzl+yZAlWrVqFf//99xW3jIjIeEwAiYhEsLa2xn///YfKlSsbnB8bG4vatWsjNTX1FbeMiMh4vGKZiEgEtVqNuXPnwtLS0uD8tLQ0pKenv+JWERGJwx5AIiIRhgwZYlS5lStXmrglREQFxwSQiKgQLl68iDp16kChUBR3U4iIjMa7gImICqFVq1a4f/9+cTeDiEgUJoBERIXAkyhE9CZiAkhERERkZpgAEhEREZkZJoBERIUgkUiKuwlERKIxASQiKgSZTMYkkIjeOBwGhoiIiMjMsAeQiIiIyMwwASQiIiIyM3wWMBGRCB4eHkY96/fmzZuvoDVERAXDBJCISISVK1ciICAAn376KZo3b17czSEiKhDeBEJEJNL58+cREBCA06dPo0KFCsXdHCIi0ZgAEhEVQEpKChQKBRQKRXE3hYhINCaARERERGaGdwETERERmRkmgERERERmhgkgERERkZlhAkhEVISysrJw8eLF4m4GEVGeeBMIEVERUiqVcHR0RFZWVnE3hYgoV0wAiYiIiMwMTwETERERmRkmgEREIjx8+BADBw5EnTp10K1bN+zdu1dvfnJyMmQyWTG1jojIOEwAiYhEGDx4MGJjY/HFF1/A29sb/fv3R/fu3fHo0SNdGV5ZQ0SvO14DSEQkgqWlJW7duoWKFSsCABISEjBy5EicOHECGzduRIMGDVC6dGloNJpibikRUe7YA0hEJEKZMmXw33//6b3fuHEjZsyYga5du+LHH38sxtYRERmHPYBERCIsX74c06ZNw7Jly+Dv76837+zZs+jevTvi4+PZA0hErzV5cTeAiOhNMmzYMHh6euLatWs55jVp0gQXL17E+vXri6FlRETGYw8gERERkZnhNYBERCJwGBgiKgmYABIRicBhYIioJOApYCIiETgMDBGVBOwBJCISgcPAEFFJwB5AIiIROAwMEZUEHAaGiEiEYcOGwcvLS68XMBuHgSGiNwV7AImIiIjMDK8BJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiKgIZWZm4n//+19xN4OIKE+8CYSIqAglJSXBx8cHt27dKu6mEBHligkgERERkZnhKWAiIiIiM8MEkIiIiMjM8EkgREQixMbGGlWucuXKJm4JEVHB8RpAIiIRqlWrhpiYGABAbodPiUTCZwET0WuNp4CJiET4999/8dZbb2HhwoXIysoy+GLyR0SvOyaAREQilClTBjt27MD//vc/REdHF3dziIgKhKeAiYiIiMwMewCJiIiIzAzvAiYiEoF3ARNRScBTwEREIvAuYCIqCXgKmIhIBN4FTEQlARNAIiIReBcwEZUEPAVMREREZGbYA0hERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGSaARERERGaGCSARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZv4PpgrgI+dAdC8AAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1,sharex=True)\n",
    "ax[0].plot([i+1 for i in range(len(AlignMarkX.columns))],AXdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='b')\n",
    "AlignMarkX.boxplot(ax=ax[0])\n",
    "ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_X:$0um\\pm0.05um$')\n",
    "for i in range(len(AlignMarkX.columns)):\n",
    "    ax[0].annotate(round(AXdescibe.loc['mean'][i],3), \n",
    "                 xy=(i+1,AXdescibe.loc['mean'][i]),\n",
    "                 xytext=(i+0.95,AXdescibe.loc['mean'][i]),\n",
    "                 fontsize=15,\n",
    "                 color=\"r\")\n",
    "ax[0].legend()\n",
    "ax[0].set_title('mean_X/Day')\n",
    "# labels = ax[0].get_xticklabels()\n",
    "# plt.setp(labels, rotation=90)\n",
    "ax[1].plot([i+1 for i in range(len(AlignMarkX.columns))],AXdescibe.loc['3sigma'],marker = 'o')\n",
    "ax[1].axhline(0.8,c='orange',ls='-.',label=r'3sigma_X:$<0.800um$')\n",
    "ax[1].axhline(0.5,c='green',ls='-.',label=r'3sigma_X:$<0.500um$')\n",
    "for i in range(len(AlignMarkX.columns)):\n",
    "    ax[1].annotate(round(AXdescibe.loc['3sigma'][i],3), \n",
    "                 xy=(i+1,AXdescibe.loc['3sigma'][i]),\n",
    "                 xytext=(i+0.95,AXdescibe.loc['3sigma'][i]),\n",
    "                   fontsize=15,\n",
    "                 color=\"r\")\n",
    "ax[1].legend() \n",
    "ax[1].set_title('3sigam_X/Day')\n",
    "labels = ax[1].get_xticklabels()\n",
    "plt.setp(labels, rotation=90)\n",
    "# ax[2].plot([i for i in AlignMarkX.columns],AXdescibe.loc['range'],marker = 'o')\n",
    "# for i in range(len(AlignMarkX.columns)):\n",
    "#     ax[2].annotate(round(AXdescibe.loc['range'][i],3), \n",
    "#                  xy=(i,AXdescibe.loc['range'][i]),\n",
    "#                  xytext=(i,AXdescibe.loc['range'][i]),\n",
    "#                  color=\"r\")\n",
    "# ax[2].set_title('Range_X/Day')\n",
    "plt.suptitle(f'{DieType} 对位Mark：X')\n",
    "fig.tight_layout()\n",
    "plt.savefig(f'{DieType}/{DieType}对位MarkX.jpg',dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64f88c9a",
   "metadata": {},
   "source": [
    "### 对位MarkY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9e294f7b-3ea3-4a33-99b5-92e22bd1a827",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>11.22.1-Die4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>87.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.005202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.246813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.582960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.115504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.029889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.100777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.956300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>range</th>\n",
       "      <td>1.539261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3sigma</th>\n",
       "      <td>0.740439</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        11.22.1-Die4\n",
       "count      87.000000\n",
       "mean        0.005202\n",
       "std         0.246813\n",
       "min        -0.582960\n",
       "25%        -0.115504\n",
       "50%        -0.029889\n",
       "75%         0.100777\n",
       "max         0.956300\n",
       "range       1.539261\n",
       "3sigma      0.740439"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# AlignMarkY = TotalData['M3Y'].dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:]\n",
    "AlignMarkY = TotalData['MCY'].reset_index().dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
    "AYdescibe = describe_3s(AlignMarkY)\n",
    "AYdescibe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "81162e4f-1ed2-4365-9e55-2a0177174f18",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3640321897.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax[0].annotate(round(AYdescibe.loc['mean'][i],3),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3640321897.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xy=(i+1,AYdescibe.loc['mean'][i]),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3640321897.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xytext=(i+0.95,AYdescibe.loc['mean'][i]),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3640321897.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax[1].annotate(round(AYdescibe.loc['3sigma'][i],3),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3640321897.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xy=(i+1,AYdescibe.loc['3sigma'][i]),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3640321897.py:21: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xytext=(i+0.95,AYdescibe.loc['3sigma'][i]),\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a8b33db70c5f49ad895f75cd908e9167",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1,sharex=True)\n",
    "ax[0].plot([i+1 for i in range(len(AlignMarkY.columns))],AYdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='b')\n",
    "AlignMarkY.boxplot(ax=ax[0])\n",
    "ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_Y:$0um\\pm0.10um$')\n",
    "for i in range(len(AlignMarkY.columns)):\n",
    "    ax[0].annotate(round(AYdescibe.loc['mean'][i],3), \n",
    "                 xy=(i+1,AYdescibe.loc['mean'][i]),\n",
    "                 xytext=(i+0.95,AYdescibe.loc['mean'][i]),\n",
    "                   fontsize=15,\n",
    "                 color=\"r\")\n",
    "ax[0].legend()\n",
    "ax[0].set_title('mean_Y/Day')\n",
    "labels = ax[0].get_xticklabels()\n",
    "plt.setp(labels, rotation=90)\n",
    "ax[1].plot([i+1 for i in range(len(AlignMarkY.columns))],AYdescibe.loc['3sigma'],marker = 'o')\n",
    "ax[1].axhline(0.8,c='orange',ls='-.',label=r'3sigma_Y:$<0.800um$')\n",
    "ax[1].axhline(0.5,c='green',ls='-.',label=r'3sigma_Y:$<0.500um$')\n",
    "for i in range(len(AlignMarkY.columns)):\n",
    "    ax[1].annotate(round(AYdescibe.loc['3sigma'][i],3), \n",
    "                 xy=(i+1,AYdescibe.loc['3sigma'][i]),\n",
    "                 xytext=(i+0.95,AYdescibe.loc['3sigma'][i]),\n",
    "                   fontsize=15,\n",
    "                 color=\"r\")\n",
    "ax[1].legend() \n",
    "ax[1].set_title('3sigam_Y/Day')\n",
    "labels = ax[1].get_xticklabels()\n",
    "plt.setp(labels, rotation=90)\n",
    "# ax[2].plot([i for i in AlignMarkY.columns],AYdescibe.loc['range'],marker = 'o')\n",
    "# for i in range(len(AlignMarkY.columns)):\n",
    "#     ax[2].annotate(round(AYdescibe.loc['range'][i],3), \n",
    "#                  xy=(i,AYdescibe.loc['range'][i]),\n",
    "#                  xytext=(i,AYdescibe.loc['range'][i]),\n",
    "#                  color=\"r\")\n",
    "# ax[2].set_title('Range_Y/Day')\n",
    "plt.suptitle(f'{DieType} 对位Mark：Y')\n",
    "fig.tight_layout()\n",
    "plt.savefig(f'{DieType}/{DieType}对位MarkY.jpg',dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57aab54c-ca77-46e9-bdfa-becc3323ab8f",
   "metadata": {},
   "source": [
    "## 角度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3b9aba3d-417d-4292-ac07-8c9d25d260b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>11.22.1-Die4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>87.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.000260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.001399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.001762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.000350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.010965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>range</th>\n",
       "      <td>0.012727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3sigma</th>\n",
       "      <td>0.004198</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        11.22.1-Die4\n",
       "count      87.000000\n",
       "mean        0.000260\n",
       "std         0.001399\n",
       "min        -0.001762\n",
       "25%        -0.000350\n",
       "50%         0.000046\n",
       "75%         0.000612\n",
       "max         0.010965\n",
       "range       0.012727\n",
       "3sigma      0.004198"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Angle = TotalData['Angle14'].reset_index().dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
    "Angdescibe = describe_3s(Angle)\n",
    "Angdescibe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5ce2eec7-a959-4716-92a0-4aaad88b96b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3274916886.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax[0].annotate(round(Angdescibe.loc['mean'][i],5),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3274916886.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xy=(i+1,Angdescibe.loc['mean'][i]),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3274916886.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xytext=(i+0.95,Angdescibe.loc['mean'][i]),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3274916886.py:18: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax[1].annotate(round(Angdescibe.loc['3sigma'][i],5),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3274916886.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xy=(i+1,Angdescibe.loc['3sigma'][i]),\n",
      "C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_11008\\3274916886.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  xytext=(i+0.95,Angdescibe.loc['3sigma'][i]),\n"
     ]
    },
    {
     "data": {
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       "model_id": "d754ccc4d90e45228e37e6f93406baab",
       "version_major": 2,
       "version_minor": 0
      },
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S0tJQr149re0L7t0DoLksqu99byqVChEREZDL5Vrt2LVrl9YAi5Leo169ejh//jzOnTsHR0dHHD9+HJ9++qle7w8AcXFxEEKgR48eRcouXrwIX19fAMD9+/fxzz//ICoqSq+4BT1/BT2BvXr1wu+//46lS5fi8OHDuHr1qtYcgm3btoW3tzfWrl2Lr7/+GuvWrUPfvn1hbW2t974Q0dOBCSARPdWGDx+uuQxZwNnZGQBw6tQptG7dGu3bt0evXr0wffp0zJs3r0iM2rVrl/n9jx49CrlcjjVr1mgSyw8++ADh4eEYPny4Xu9Rr149SCQSTf2uXbti2LBhBrdlx44dqFq1qta6WrVqaX7+/vvvMW7cOEilUr3ixcbGwsbGBrVr14ZKpUL79u1x48YNvPfee3j77beRl5eH7t27a7aXSCR4++23sXbtWgwdOhQHDhzAjBkzDN4PIqp4TACJ6KkVEBCAmzdvokmTJpp1X3/9NapUqYKPP/4Yv/32G6pUqaK5l04IgYsXL6Ju3bpacfRNiHQJDw+HnZ0devfuDSsrKwDqgQ8LFixAbm6uXu8xcuRIfPfdd+jZsyfy8vLg6elpUBsaNGgAAFAqlZrP4ubNmxg7diy++OILNGzYEFevXkV0dDRmzZqlV8zbt29j8+bNeOONN2BpaYmYmBgcOnQIe/bsQYcOHQAAixYtKlJvwIABmDp1KsaPH48XXngBgYGBBu0LET0dOAiEiJ5akyZNwqZNm/Dll19i//79mDZtGr755htUq1YNAODm5obbt2/jzz//xLZt29ClSxccPnxYKzErr/DwcAQHB2uSP0B9KVShUODo0aN6xXBwcMAff/yB06dP4+bNm7hw4QKys7P1bkOtWrUwYMAAfPzxxwgLC0NERAQGDRqEiIgI+Pj4AFBP+vztt9+WGCczMxPHjh3DmjVr0K5dO1hbW2P69OkA1JeBJRIJ1q1bhwMHDmDy5MkYOXIkAGh9nv7+/mjRogV+/fVXDBw4UO99IKKnCxNAInpqvfzyy/jjjz/wzz//oFOnTli9ejVWrFiBXr16AVD3rPXo0QNDhgzB0KFDUbNmTQwbNgxHjx41ShKYlpaGo0ePonXr1lrrX3rpJUilUr2fCtK/f3+cOHECAwYMQMuWLfHCCy/A1dUV69ev17stixYtQo8ePTBq1Ch0794dUqkUu3fvhqOjI6Kjo5GZmYlWrVqVGOPChQsIDg7G6NGjERQUhOPHj2vuH/Ty8sLixYuxY8cOdO3aFfv378fChQsBoMg9he+88w4sLCzwzjvv6N1+Inq6SITgU8KJyDypVCqUdAqUSqVFBqAYKj09HVWqVMEPP/yAFi1awNLSEikpKZg4cSJ8fHywYcOGcsUHgBs3biA7O1vTG2gqFy9exO3btzFv3jzI5XLs2LHDpO9HRKbDHkAiMlsvv/wyrKysil30vZ+uJJUqVcLXX3+NJUuWoHPnzmjdujU+/PBD+Pv748cffzTCXqhHUps6+QOAM2fOoEOHDoiLi8NPP/1k8vcjItNhDyARma1Lly4hPT292HJPT89Sn6ZBRPQsYgJIREREZGZ4CZiIiIjIzDABJCIiIjIzTACJiIiIzAyfBJIvLy8PN27cgKOjY7mnfSAiIiIyJSEE0tLSUL16dVhYGN6fxwQw340bN+Dl5VXRzSAiIiLSW1JSEmrUqGFwPSaA+RwdHQGoP0gnJ6cKbg0RPQ9UKhX279+P8PBwvPLKK2jbtm25nktMRFRAoVDAy8tLk78YitPA5FMoFJDJZJDL5UwAiajcNmzYgDFjxiAxMVGzzsfHB7NmzULPnj0rrmFE9Fwob97CQSBEREa2YcMG9O7dGw0bNsSBAwewdu1aHDhwAA0bNkTv3r2N8vg3IqLyYA9gPvYAEpExqFQq+Pn5oWHDhti0aRNUKhW2bduGLl26QCqVIjQ0FHFxcbh48SIvBxNRmbEHkIjoKXLgwAEkJiZiwoQJRUbmWVhYYPz48UhISMCBAwcqqIVERBwEQkRkVDdv3gQABAQE6CwvWF+w3fMkLy8P2dnZFd0MoueClZWVSa8SMAEkIjIiDw8PAEBcXByCg4OLlMfFxWlt97zIzs5GQkIC8vLyKropRM8NZ2dnVKtWzSTzEzMBJCIyojZt2sDHxwdTp07Fpk2btMry8vIwbdo0+Pr6ok2bNhXTQBMQQuDmzZuQSqXw8vIq06S0RPSIEAIZGRm4c+cOANP8wcgEkIjIiKRSKWbNmoXevXsjNDQUY8eORWZmJo4cOYIZM2Zg69atWL9+/XM1ACQ3NxcZGRmoXr067O3tK7o5RM8FOzs7AMCdO3fg7u5u9HMGE0AiIiPr2bMn1q9fjzFjxqBt27aa9b6+vli/fv1zNw+gSqUCAFhbW1dwS4ieLwV/UOXk5Bg9ATRpP31cXBwCAwNRuXJljB07FvrMOBMZGYl69erBzc0Ns2fPLlJ+6dIluLi4GFyPiOhJ6tmzJy5duoTw8HCMHj0a4eHhuHjx4nOX/BXG56gTGZcpf6dMlgAqlUp069YNzZs3x4kTJxAfH49Vq1aVWCclJQXdu3dHv379cPjwYYSFhSEiIkJTnpCQgK5duyI1NdWgekREFUEqlSIkJARt27ZFSEjIc3XZl4iebSZLALdv3w65XI7Zs2ejdu3amDp1KpYvX15inbCwMHh4eGDixImoU6cOJk2apFWna9euGDJkiMH1iIiIiOgRkyWAMTExCA4O1ly/btSoEeLj40ut06FDB02XZ1BQEE6dOqUp37p1K958802D6+miVCqhUCi0FkB9nZ0LFy5cjLmYw7lFCIG8vLxnapk8eTIkEgk2b96MvLw8zJ8/HxKJBCtWrKiQ9oSHh0MikeD69etGi3nlyhVIJBKjtnP+/Pnw9fWFra0tmjdvjsjISK1yhUKBt956Cx4eHnjrrbeQlpZm9M+qtDaUtU55tyn4ThVeqlWrVq7PRwhR4rmlrEw2CEShUMDX11fzWiKRQCqVIjU1FZUrVy62Tv369TWvnZyckJycrHldq1YtrQer61tPl2nTpmHKlClF1u/atYuj2IjI6MLDwyu6CSZjaWmJatWqIT09/ZmaCFqpVAIATp06hbZt2+L06dMAgKysLE2nwJO0detWAMCWLVvQr18/o8RMT08HAKPtz4YNGzBq1CjMnDkTLVu2xKpVq9C1a1ccPnwYXl5eAICZM2fCxsYG69evx8KFC/HDDz/gs88+KzHu66+/jv79+6N///5GaUNZ6hhjG6VSCX9/f60poKRSqdbnb8jnk52djczMTOzfvx+5ublaZRkZGaV+ViUxWQJoaWkJGxsbrXW2trbIyMgoNgF8vE7B9oa+lz71xo8fj9GjR2teKxQKeHl5oVOnTnwWMBEZTU5ODsLDw/HKK6/AysqqoptjEllZWUhKSkKlSpVga2tb0c3Rm42NDaRSKS5fvgwnJyfN85ltbW0r5P+BAwcOoF27doiKisLQoUONErNSpUoAYLT9Wbx4Md577z188sknAIDAwEDs27cPYWFhmDp1KgAgMzMTDRo0wIsvvoioqCjcvXu31Pe3tLTU+3PXpw1lqWOMbWxsbGBjY4M6deoU235DPp+srCzY2dmhbdu2RX63yp3UCxOZPn26eOedd7TWyWQycefOnWLrDBs2THz11Vea16mpqcLe3l5rm4SEBPF4s/WpVxq5XC4ACLlcblA9IqKSZGdni02bNons7OyKborJZGZmivj4eJGZmaldkJNu+KLKeVRflZO/PkO/uAaaPHmyaNmypWjWrJkQQgh3d3cRGBgoVq5cKY4dOyaCgoKEk5OT6NGjh3jw4IGm3v79+0Xjxo2FnZ2daNGihYiNjRVCCBERESG8vb3FP//8I2rWrCmcnZ3Fzz//rFdb7ty5IywsLMSWLVtE1apVRV5enl4xY2JiRIMGDYSrq6sYNWqUeOGFF8TcuXM15br+zxRClLh/Be8rk8m01imVSiGVSsWGDRu01o8YMUK0bdtW6z1r1aolLC0thb+/v7h+/Xqp+x8SEiJWrlxZ6nb6tsHQOsbaZvLkycLe3l54eHgIHx8f8dZbb4nLly9rbW/I51Ps75Yof95isnsAAwMDceTIEc3rxMREKJVKnVO4FFcnOjoanp6eBr+XvvWIiMiE/qxk+HJ946P61zeq1+17TTvuPz6665ZBnTp1kJiYiBs3bsDZ2Rn29vZ48OABXnvtNXTt2hWxsbHIyMjAmDFjAKif5tK7d2+8+eabuHLlClq1aoWxY8dq4t27dw/Tp0/Hv//+iylTpmgmAi9NeHg46tati44dOyI1NRWxsbF6xRw2bBjefvtt7N27F8uXL8fKlSvxzjvvlPheJe1fgdatW+Pq1ata6+7evQuVSoWqVatqra9atSpu3bqlee3j44OLFy8iKSkJ8fHxOv8/njp1KipVqqRZDhw4gGHDhhVZ9zh922BoHWNt07JlS6xevRo7d+7E0qVLcevWLbRq1Qr37t0z6PN5EkyWALZt2xZyuRyrV68GAEyfPh0dO3bUXAvXdfNi9+7dERUVhYiICOTm5mLmzJno3Llzqe9V1npERGTepFIpfH19sWXLFjRq1AiA+r45KysrTJw4ETVr1sSoUaOwefNmTZ2YmBiMHj0aV69eRVpaGi5cuKApS09Px8KFCxEQEIBhw4YhOztb8zivkoSHhyM4OBi2trZo2rQpdu3apVfM6Oho9OrVC40aNUL9+vWRmJhY7G1WBbZu3Vri/gHqS7IymUxn/cfnphNCFFlnYWFR4jNshw0bhujoaM3SokULfPPNN0XWFUefNpSlTnm3ee2119CrVy80bNgQHTt2xL///gsA+PXXX7XqlPb5PAkmvQdwyZIl6N+/P8aOHQuVSoXIyEgA6hHBc+bMQWhoqFYdNzc3zJo1C507d4ZMJoODg4Ne07mUtR4REZlQn3TD61gUune8Ro/8GI/1VbyRWJ5WFdGoUSP8+eefaNeuHfbs2QMrKyukpKRoEqm8vDykpaUhKysLtra2mD17NpYtW4ZatWrB29tb8yQUAKhcuTIaN24M4NGTUYQeD0EIDw/H3bt3sXHjRmRkZEAmk2kGBpQU08/PD4cPH4abmxsuXryoNSCyOMnJySXuX3Hc3NwglUqL9LTduXOnSK9YaVxcXLSuCNrZ2cHd3R1+fn4l1itLG/SpY6xtHufg4ICGDRvi4sWLJe5XRTDpk0BCQ0Nx8eJFLFmyBGfPnkWDBg0AqC8HP578FRg+fDji4+OxYsUKnDlzpsiH6uPjo/OXqbR6RET0hFk6GL5YFOqXsLDMX2+nX9wyatSoEfbu3avpAczNzUWLFi00PVExMTE4ffo0rKyssG/fPixcuBBnz57FiRMn8P7772vFKstgi/j4eCQnJyMyMhLR0dFYvnw5Dhw4oBmlXFLMBg0aYMSIEahWrRoGDhyoSRRLUqNGjWL3ryTW1tZo3rx5kRHt4eHhaNWqlR57Wn5laYM+dYy1zeOUSiXOnj0LDw8P/XfyCTH5s4A9PT0Nvr7t5+dX6l8BxqxHRETmqyDxK/jXwcEBV69exbFjx/Diiy/i999/x88//4zr169rplWRy+W4dOkSRo8erVcPX0l27doFPz8/tGzZEoC6p+n9999HVFRUiU+PuXLlCvbv34+DBw9CJpMVOwXK47p27YrPPvtM5/4VyM3NxcOHD4tcBh49ejQGDBiAFi1a4MUXX8SSJUtw7do1DBs2zKB9Tk9P13yWAPDHH38AgFbvmouLi87nS+vThl9++QUbN27Enj179K5jjG0+++wzdOvWDTVr1sSdO3fw3XffQaFQYNCgQQZ9Pk+CyRNAIiKip1njxo3h5OQEHx8fAICzszM2b96MTz75BHFxcWjQoAE2b94MS0tLvPrqq+jevTuaNWsGX19ffPDBBxg3bhxu375d5vcPDw9Hhw4dNK8rVaqE4OBg7Nq1C6+99lqx9Xx8fFC1alWEhIRALpfDysoKgwYNwqJFi0p8v5L2r0BUVBRCQ0Px4MEDrbpvvfUW7t27h2+++QY3b95EQEAAtm3bBm9vb4P2eebMmTrn4i0sIiIC7dq1K7JenzbcvXsXly9fNqiOMba5fv06+vXrh7t376JKlSoIDg7GkSNHDP58ngSJKO+fLs8JhUIBmUwGuVzOeQCJyGhycnKwbds2dOnS5bmeBzAhIUHzdAR6MpYvX44///wTy5Ytg729PWJiYtClSxfcuXOH/489J0r63Spv3sIeQCIiIhNzdnbWub5u3bo4duxYmWJ26NABa9asQUBAADIzM+Hr64tZs2Yx+SO9MAEkIiIysejoaJ3ry9Mr7Ovrq7nHjchQTACJiIhMrOD+QqKnhUmngSEiIiKipw8TQCIiIiIzwwSQiIiMgpNKEBmXKX+nmAASEVG5FExWnJ2dXcEtIXq+ZGRkACjfYKHicBAIERGVi6WlJezt7ZGSkgIrKytYWLBvgag8hBDIyMjAnTt34OzsXOITYcqKCSAREZWLRCKBh4cHEhIScPXq1YpuDtFzw9nZGdWqVTNJbCaARERUbtbW1qhTpw4vAxMZiZWVlUl6/gowASQiIqOwsLDgo+CInhG8UYOIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjMmTQDj4uIQGBiIypUrY+zYsRBClFonMjIS9erVg5ubG2bPnq13Wbdu3SCRSDRLx44djbovRERERM8LkyWASqUS3bp1Q/PmzXHixAnEx8dj1apVJdZJSUlB9+7d0a9fPxw+fBhhYWGIiIgotQwATp48idjYWKSmpiI1NRX//POPqXaNiIiI6JlmsgRw+/btkMvlmD17NmrXro2pU6di+fLlJdYJCwuDh4cHJk6ciDp16mDSpEmaOiWVXb9+HUIIBAQEwNnZGc7OznBwcDDVrhERERE90yxNFTgmJgbBwcGwt7cHADRq1Ajx8fGl1unQoQMkEgkAICgoCOPHjy+17NixY1CpVKhRowZSU1PRrVs3LFy4EJUrVy72vZRKJZRKpea1QqEAAOTk5CAnJ6eMe01EpK3gfMLzChEZU3nPKSZLABUKBXx9fTWvJRIJpFIpUlNTi03MFAoF6tevr3nt5OSE5OTkUssuXLiA5s2bY+bMmbCwsMDgwYMxYcIELFy4sNj2TZs2DVOmTCmyfteuXZqklYjIWMLDwyu6CUT0HMnIyChXfZMlgJaWlrCxsdFaZ2tri4yMjGITwMfrFGxfWtm4ceMwbtw4TdkPP/yA3r17l5gAjh8/HqNHj9a8VigU8PLyQqdOneDk5GTAnhIRFS8nJwfh4eF45ZVXYGVlVdHNIaLnRMGVy7IyWQLo4uKCuLg4rXVpaWmwtrYusU5KSorO7Usqe5yzszPu3r0LpVJZJAktYGNjo7PMysqKJ2kiMjqeW4jImMp7PjHZIJDAwEAcOXJE8zoxMRFKpRIuLi5614mOjoanp2epZb1799YqO378OKpVq1Zs8kdERERkzkyWALZt2xZyuRyrV68GAEyfPh0dO3aEVCqFQqHQefNi9+7dERUVhYiICOTm5mLmzJno3LlzqWWNGjXCqFGjcPToUWzduhUTJ07E8OHDTbVrRERERM80k94DuGTJEvTv3x9jx46FSqVCZGQkAHXCNmfOHISGhmrVcXNzw6xZs9C5c2fIZDI4ODhopnopqWz8+PG4evUqXnnlFbi7u+Ojjz7SjBAmIiIiIm0Soc/jOcohOTkZJ06cQKtWrVClShW96ly6dAlnz55FSEhIkQEZJZWVh0KhgEwmg1wu5yAQIjKanJwcbNu2DV26dOE9gERkNOXNW0zWA1jA09NTc6+evvz8/ODn52dwGRERERGVzqTPAiYiIiKipw8TQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMWFZ0A4iInhYZGRk4d+6cUWOmZypxKPYyKrudQCU7G6PG9vf3h729vVFjEpF5YAJIRJTv3LlzaN68uUli/2iCmCdPnkSzZs1MEJmInndMAImI8vn7++PkyZNGjXn+5gOM/isWs99siBc8nI0a29/f36jxiMh8MAEkIspnb29v9B41i6v3YHMgE/UCGqOJt6tRYxMRlRUHgRARERGZGSaARERERGaGCSARmbeZMwEvL8DdHZg4EcjL07/urVtAr16ATAY0bAhERhbZpMqSX3Bowbto0Nxfd/xjx4DgYMDREejUCUhK0i6PiQHatAFsbQEHB2DwYCArS3d7+vYFGjcGVCr994GIzBITQCIyX3PmAJ9/DgwZAqxcCaxdC8yYoV9dlQro2hU4fhxYtUqdmL3+OpCQoBW/+rQpWNeoE5JmzC0aPzFRnfQ5OADr1wOenuqYOTnq8jt3gM6dgexsYO5c4H//A379Ffjqq6Lt2bkTWLcOmDcPkErL+IEQkbmQCCFERTfiaaBQKCCTySCXy+Hk5FTRzSEiU8vOBqpWBfr1AxYsUK+LiAB69ADu3gUsSxkj9+efwFtvAUePAkFB6nWDBgGVKgHz52vi3329B1p49sKmj4LR5MoZ7fjDh6sTv4QEdRKoUgF16gA//AC8+aY60du+HTh0CLDJn0NwwABg/37g6tVHbcnKAgIC1O1Ys8b4nxURPXXKm7ewB5CIzNOJE8CDB8Dbbz9a1769+t/jx0uvv3s34Of3KPkDgNBQ9fpC8VNDexcff/du4I031MkfoO6569btUYxhw4CNGx8lfwDg6qpOLgv79lv15Wh9ey+JyOwxASQi83TjhvrfRo2013t5ARcv6lf/8bo1awJXrqh78vLjZ/rXLz5+cTEKymvUUL8uIIT6Uu9LLz1ad+GCOvGrVQsYP159mdjITzMhoucPE0AiMk+ZmeoeN0dH7fV2dkBKin71K1cuWjc3V92zmB8/r1IJ8YuLUdz7h4Wpk7sxYx6tmzBBfc/g/fvqewZ//x1o3hyIiip9H4jIbDEBJCLzZGOj+z4/a2t1YqZP/ccHW1hbq//NzNQvfnExdL3/7dvAqFHqkb4vvqhel5KivkQcFKTuedyxQ/2vh4d6cAsRUTGYABKReXJ3B5RK4N497fX37z+6J6+0+gWXkQvXBdT18+PH7UsFAJw8KVHPzlI4fnExHn9/IYB331UnjPPnP1p/6ZJ6WplPP32UfFaurB5Acvp06ftARGaLj4IjomdWwt2HeKjMLVNdi6q14G9tjaTNu5DWqYt6XXoa6l24gCRbZyiS5SXWr+zfGFVnTsW5q/c0PX0ue6JQzdYO8Q8liDpfC4Ml1vjnqwPA2+4Y8VUmZky8jvjzF3A9P36Nxs0h2b0PSX2HaOJ6RR2BhYs7rhZ6/yqzp8N9924krNuMjEwpkF9mk56HOgAuV3JHZuHtswE3a2ucLWUfHudgYwlfNz2SXyJ65jEBJKJnUsLdh2g/c1+5Yiz3aoxKk75Hv7MOyLOQ4qMjf+GFPIHQsza4f7Xke+hcH7rj2P37CBv6NdY2eRVWqhxs/nUe4j0DMOSXgwCAOrUa4zPlLPTLm4oq3aMx+MhfEGcfxX9NUhdzwmdizKTfcb6KD2rIb2P39n8xs807WDZP/f7d4/dhzpZZ+K7D+1h+LA849qhdlqpcRFvbYfmCTVjTRKlZv2b9Npx3qY2B8wy/DzDis3ZMAonMgEkTwLi4OAwePBiXLl3CkCFD8OOPP0IikZRYJzIyEsOGDUNKSgomTJiA0aNHl7uMiJ4/BT1/c95qAj/3SmWKYRsyA7V6vIq4XV8jx8sbTvv/wb33hmL1F10hTb0Pq2tXkRXQqNiJle/nfoLvly/EOOtkWF++CNvU65CuWAnVhKa4cwf4MmcGIu6/ir/mTUICfNAzazPm2w/F3ciu2LIFkIpg5CZH4N8NE5H2yquotD8Cwt0dPRd8jVBHJ1hfuQy/n+cjq1kL9BvzNvoVem9lvQYQ1tbIyPkE36xaio871EW2jy9kWzaiclIsEtdsxNY2rfX+LC7dScfIddFl7lElomeMMJGsrCzh4+Mjhg4dKi5duiS6dOkiVqxYUWKdO3fuCCcnJzFlyhRx4cIF0axZM7F3795ylelLLpcLAEIul5dth4noiYq9/kB4f7FVxF5/UL5AZ84I8cYbQjRvLsSPPwqRm6tev3KlEIAQqakl11+6VIiWLYXo2FGIgwdFRIS6WsESgDNiI94Qx9FcfIYfhQVyBSBERER+/YcPhfj8cyGaNhWif38hkpIexZ49WztY4SUhQb1NXp56O39/IWxthfDzE+L33w3+GIz2eRLRE1HevMVkTwLZtGkT3nvvPVy/fh329vaIiYnBxx9/jKgSpiaYM2cOFi1ahLNnz0IikeCff/7BX3/9hd9//73MZfrSzKh974ZhM2pb2AAW+R2peblAnhKABWBp92ib3If6x9PEtQYsrPLjqoC8LAASwNK+UNwMAAYePokVIM2/WVzkAar80YaWhS755GYCMOB5qAAgsQSk+ZPVCgGoMorGVWUBwsBnlEqkgNS2UNvyP0upPVDQm6xSAsLQXotijpHUDpDkj41SZQMix8C4xRwjC1vAIr8XKS8HyMvWWbtEuo6Rzu9fOeIWHCOd3z8D6TpGxX3/DIqrPkZxyXL0+CUCmz4KQgNPV93fP0PoOkbFff9K8OefwOD3Hr1W5thAlac+RlKLXNhYKZGXZ4EVv9qhX0GX3lNwjvjvhhy9Fx7G+uFt0cCrinolzxE64vIc8aycI9Rx849Rcd8/QxjpHFE0btnyCIVCAZlr9TI/CcRkl4BjYmIQHBwMe3v1F71Ro0aIj48vtU6HDh00l4mDgoIwfvz4cpUVR6lUQql89IugUCjUP2yoDtgXU0mH3OA1EF7qmf4lSetheaQ/8qq0hardbs02lv/4QJJ9V/+gAFRNf0ae30fquHciYRn5CoRTPeR2jnkUd2cLSBRnDYtb/yvkNZikfiH/D1a7mkJYuyH3jUcjEaX7XoVFyn7D4tYehrxmc9UvlCmw2uwJAMh589FJTHr4bVhc32BQ3LwaPaF68Q/Na6u/1Jf6cronAzbq/6QsTo2E9PIiw+IWc4xyOp0GZA3Ucf/7FtL47wyKW9wxyg0Jh3APUce9tBDS058aFreYY6Tr+2coXcdI1/fP4Lg6jpGu75/BcfOPUW5uLgZXDYPkQD/E1eiNPP+x6g2yU2G5/1WD46qaLYBwaa5ub9J6WJyfAeHeAapG0zTbWO5uWWqcAADHlz96/cWaH7D7v44AgI4NduOH/l/g5JXmyJItxJnb6uRMuq8zJLkPDGpv3gtjkVdw7O+fhPTUcAgHX63fF+nhvpA8TCguhBYJgP0BuVAljkJOte/VK3mO0LzmOSI/7jN0jgAeHaPivn+G0HWMivv+GRS3rHlEGXLYwkyWACoUCvj6+mpeSyQSSKVSpKamovLjE58WqlO//qNZ852cnJCcnFyusuJMmzYNU6ZMMXzHHnP69GnciFVnjNVzTyMQwP1793Bw2zbNNq9mZ8OmmPrF+e+//5BwQR3DVRWL1gDS0tIRUShu+4x0GJrzX7x4EeevqmM45l1DBwDZ2dnYUSjuS5n34GZg3GtXr+LMLXUMayHHa/nrtxWK2yLrFgz9lbt58xZOFIrxRv6/u3fvRrZEBgBopLwKXx11S1LcMTpw4ADSLNTPWH0h+yL8DYxb3DE6cvQI7knVf8H55vyHRsXUL05xx0jX989Quo6Rru+foXQdI13fP0MVHKOkdOCc7X28lesHJEYDiYUe6QY/wwMfm/3YCj/gxjXgRjnj9lkKPywFACQC6vbWlAMp/YEdBRu55S8G+G+jeincNjmAHYXbKzWozR9Z3EGLa9dw9D7PETxHPPKsniOAR8eouO+fIXQdo+K+f4YwVR5RGpNdAv7iiy+Qk5OD2bMfnVS9vLxw5MgReHrq/hV/66238NJLL2HEiBEAAJVKBVtbW+Tk5JS5rDi6egC9vLxw99bV8l8Clliou6ALlPfyjlCpu92NcQnYwkodGyj+8o4qU11miGft8k5xx6jwpYO8bHU3v2GBdR8jqa16XwDjXN4pOEZP4vKO5vtnIF3HqLjvn0Fx1cfovxsKvLl0G2b28YSvmwyQFrRXlO1ylIVNoWOfm39pT/rochSgd3sjIyWYPFl9vLNzrKES6p+lFrmwtszBlCkCIR0Mj6tFYvXo2Iu8/GMv0f59UWVB33NEwt2HGPfnNfzxfmfUr+H2KC7PEY/F5TniWTlHAHh0jIxxCVjXMTLVJWA98giFQgG3at5P3yVgFxcXxMXFaa1LS0uDtbV1MTXUdVIKPQKp8PZlLSuOjY0NbGyK5tNWds6wsjP8g8yvDcBOx2rnMsYrHNdWx2pZOeMC0PU3hZWVEeLq+PyNEVfXZ2mquDBGXF3HyAoG3WegM66uthXz/TNKXB3fv3LHBXR+//RkaWmJnFwX1HZtjoDqxvhdMJ5G/QBPG/X8zKnXH6338gLmzAR69qy4thXHQsiRmZsJqbU9rLSOF88RxcblOaJQ3KfvHJEfuJj1JecI+sXVcYyM8v+9fnmEVU75nuVhsgQwMDAQy5Yt07xOTEyEUqmEi4tLiXXWrl2reR0dHa3pLSxrGRE9nzJz1D1FcQZOdvyk1G0JbD0IHD6ajT1HzuHlYH+82NIaUikQV/IdKhXi0p30im4CET1BJrsEnJubi+rVq2PmzJkYOHAghg0bhuTkZGzZsgUKhQJ2dnaP/ZUJ3L17F15eXti2bRvatGmD0NBQ+Pr6Yt68eWUu05dmFHAZu1KJ6Mn649g1jNsQW9HNeO5wImiiZ0N58xaT9QBaWlpiyZIl6N+/P8aOHQuVSoXIyEgA6hHBc+bMQWhoqFYdNzc3zJo1C507d4ZMJoODgwOWL19erjIiej51alANAFDbvRLsrHRP1Pw0OH9TjjHrYzGrd0O84PF0Xap+HB8FR2Q+TNYDWCA5ORknTpxAq1atUKVKFb3qXLp0CWfPnkVISEiRrLasZaVhDyARmUL01XsIXXgEmz4KRhNv14puDhE9J57aHsACnp6eBt+P5+fnBz8/3VMXlLWMiIiIiNTKN4SEiIiIiJ45TACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMmHwiaCKiZ0VGRgbOnTtn1Jjnbz6A8tYlnI2zQ949Z6PG9vf3h729vVFjEpF5YAJIRJTv3LlzaN68uUli9//V+DFPnjyJZs2aGT8wET33mAASEeXz9/fHyZMnjRozPVOJfyMOo2v7F1HJzsaosf39/Y0aj4jMBxNAIqJ89vb2Ru9Ry8nJQerdO3gxqAWsrKyMGpuIqKw4CISIiIjIzDABJCIiIjIzvAScTwgBAFAoFBXcEiJ6nuTk5CAjIwMKhYKXgInIaArylYL8xVBMAPOlpaUBALy8vCq4JURERET6SUtLg0wmM7ieRJQ1dXzO5OXl4caNG3B0dIREIqno5hDRc0KhUMDLywtJSUlwcnKq6OYQ0XNCCIG0tDRUr14dFhaG39HHBJCIyIQUCgVkMhnkcjkTQCJ6anAQCBEREZGZYQJIREREZGaYABIRmZCNjQ0mT54MGxvjPgWEiKg8eA8gERERkZlhDyARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGSaARERERGaGCSARERGRmWECSERkxoQQWLlyZUU3g4ieMCaARGRyJ0+exMcff4w+ffpg+vTpePjwocExfHx8sGrVKuM3zohiYmIgkUiwYsUKk76PRCLBvn37jBLrr7/+wrlz5wAA7dq1g0QigaWlJTw9PfHuu+/i6tWrRnkfInq6MAEkIpPav38/WrdujYcPH8LPzw8///wzOnfuDCGEQXG2bNmCbt26maiVxhEeHg4A2LVrVwW3RD85OTmYNWsWxo8fr1kXEhKCqKgoTJo0CTt37kRwcDBu3bpVga0kIlNgAkhEJvXxxx9j3LhxWLVqFaZOnYr169fj4MGDiImJMShOw4YN4erqaqJWGseuXbtgY2ODPXv2GJzgVoTFixejT58+cHZ21qxzdnZGcHAwhg4diu3bt+POnTuYNm1axTWSiEyCCSARmYxSqcTo0aMxcuRIzbrq1atryp4nWVlZiIqKwqeffoq7d+/i1KlTFd2kEqWlpWH16tX45JNPit2mSZMmCAoKwpYtW55gy4joSWACSEQmY2Njg8GDB0MmkwEA8vLyMGPGDPj4+KBZs2YAgEWLFqFu3bqws7ND3bp1sXr1ap2xirsHUKlUYtiwYXBxcUGtWrXw448/Ijg4GK+++qpmm7CwMNSvXx/29vbw9/fH2rVrNWUSiQTff/89vL29UaNGDezbtw8BAQFwcXExKPGJiopCZmYmhg8fjipVqmhdBt63bx8kEglu3bqFbt26wcHBAX5+ftixY4dWjK+++gru7u6oXr06pkyZgldeeQX169fXuw13797FwIEDUblyZbi7u2PYsGHF3m85Y8YMjBgxAjY2NiXGbNy4MRITE5GZmQkAuH37Nvr27QtXV1e4uLigT58+uHv3LgDg+vXrkEqlWL9+vVaMOnXqaP0RQERPAUFE9AQsXrxY1K1bV7i5uYn//vtPCCFERESEACC+/vprERkZKSZNmiQsLCw05YV5e3uLlStXFln/3XffCR8fH7Fjxw4xa9YsAUCsXbtWnDx5UgghRFRUlJBIJGLMmDHiwIED4ptvvhGWlpbi8uXLQgghAIj69euLnTt3Cnd3d1GpUiWxbt060bFjR9GlSxe992/s2LHCx8dHCCFEr169RPv27TVlBfvZpEkTMWbMGLF7927RoUMHUaVKFaFSqYQQQvz+++/C2dlZbNy4Ufz666/C0tJSzJo1Sxw+fLjIewEQERERRda3bdtWNGzYUPz777/i77//FtWrVxfvvPNOke1u3rwpXnrpJZGXl6e1PiQkRLzxxhta68aPHy8AiJs3bwohhHjllVeEt7e3+Pfff8XOnTtFgwYNxHvvvafZ/uWXXxY9e/bUvD558qQAIE6dOlXKJ0hET5JlBeaeRGRGGjRogPbt22PVqlVYtGgR5s6di8TERADAsGHDULVqVbRu3RqBgYFwcXHRO+7hw4fRp08fdO7cGZ07d8YPP/wAIYSmh9HOzg6LFy/Ge++9B6lUirp16+Lbb7/FiRMnUKtWLQDAl19+iU6dOsHf3x8vvPAC+vTpg//++w+RkZF6tyM8PBzt2rUDoB5NO2bMGDx8+BAODg6abdq0aYOZM2cCAJycnBAUFISbN2/C09MThw8fRqdOnRAaGgoAmD9/PpRKJYKDg/V6/3379mH//v04ffo0mjRpAgBITk7GmDFjsGzZMq2evq+//hqTJk2CRCIpNW7BNiL/nsY333wTTZs2RYsWLQAAHTt21OrtHDBgAIYOHQq5XA6ZTIZ169ahYcOGaNq0qV77QURPBi8BE9ET8dJLL2HRokVYv3495s2bh4MHD6Jbt27w9vZGs2bNMGjQICxatAiBgYGoVq2a3nHr1auH/fv34/79+zh48CDu3bunddm0WbNmqF+/Pj777DMEBQXBy8sLubm5yMjI0GxTcF+iRCLR+llfKSkpiImJwapVqyCRSPC///0P2dnZRRLIwvfbValSBYB6JG7Bfhw/fhzJyck4d+4czp07Z9Dl39jYWABA06ZNIZFIIJFIMGLECOTk5GhN5XLhwgVcu3YNnTp10ituamoqJBKJZqBI3759ceTIEfTs2RPVq1fH3LlztT7LXr16QSqVYuPGjQCAP//8EwMHDtR7P4joyWACSEQmo1KpcOXKFa11Xbp0gVQqxdmzZ+Hq6or4+HjMnz8f7u7u+Pnnn1G3bl3NvHT6aNy4Mc6cOQNXV1e0bdsWEydOROPGjTXlCxYsQPv27ZGRkYERI0bg7NmzqFmzptH2EVD3/gkhsG/fPpw+fRqnT59G9erVNdPCFKhdu3axMZo0aYLbt2+jRo0aqFevHvr06YM33njDoHZIpVKcOnVK04aCpfD+fvnll/j+++/1jhkbG4tatWrBzs4OaWlpaNq0KZYsWYLg4GCsXr0aCxcu1Nq+UqVKCA0Nxdq1a3Hs2DEkJSXh7bffNmg/iMj0eAmYiEzm2rVrqF27No4ePYqgoCAAwKVLl6BSqeDj44MNGzbgwYMHeO+99xAaGopvv/0WVatWxdq1azFlypRS4wsh8Mknn+Do0aOws7ODq6ur1pQmALB06VL07dsXixcvBqDurbt//75R9zM8PBx+fn4ICQnRrGvbtm2R+QClUmmxMT766CP8+eefCAgIgL29vaaHUF8BAQFQqVSQSqVo1KgRAODMmTP48ccfMWPGDHh4eODIkSOwtbXV+3JsXFwcDh8+jDFjxgAA9u7di8uXL+Py5cuay+e7d+8uUm/AgAF4/fXXUaVKFXTq1AkeHh4G7QsRmR57AInIZHx9fdGjRw/06tULYWFh2LlzJ/r3749mzZohJCQESqUSo0aNwooVK3Do0CEsWLAAaWlpJfaUFSaRSGBnZ4eff/4Z165dQ0JCAhITE7Xm4HNzc8ORI0ewZ88ehIWFoU2bNkhLS0Nubq7R9nP37t1o06aN1rq2bdsiPj4eycnJesVwcHDA0qVLceHCBSQlJWkSZX21b98ebdu2Rf/+/bFx40bs3LkTgwcPRmxsrOaS+sSJE/Htt9+WGOfBgwc4evQoli5dildffRU+Pj6aiaLd3NwAAL/++isiIyMxYsQIzJgxo8hn+corr6BKlSoICwvj5V+ip1WFDkEhoueeXC4Xw4YNE1WqVBGurq5i0KBB4s6dO5rymTNnijp16ghbW1tRo0YNMWnSpCKjU4UofhTw6NGjhUwmE46OjkIikQgAwtvbW5w7d04IIcTZs2dF69athb29vXjhhRfEjBkzRIsWLcSgQYOEENojakNCQsTkyZOFEEJMnjxZhISElLp/8fHxAoBYvny51vq4uDgBQKxYsUIzCriwhIQEAUAkJCQIIYSYO3euqFSpknB2dtbsh5ubm4iKiirynihmFHBKSop45513hEwmE87OzqJPnz7i+vXrQggh/vnnHzFq1KgS9yUkJEQAEFKpVNSoUUN8/PHHIiUlRWubb7/9VlStWlVUrlxZdOnSRfz000/CwsJCM6q6wMiRI4VMJhOZmZklvicRVQyJEM/AdPVERDrs2bMHb775JlasWAEPDw8IIXD58mX873//w9dff40RI0aU+z1UKlWJT/WQSqUGDRjR5eLFiwgICMCKFStQu3ZtSCQSzQjeHj16YPbs2eWKDwDnz59HlSpVDBphXRYxMTFIT0/HhAkTUK9ePSxatMik70dEZcMEkIieWWlpaRgzZgx27dqF27dvAwC8vLzw+uuv49tvv9WagqWsfHx8tEbRPu6vv/5C7969y/Ueubm5mDBhAjZu3IgbN24gNzcXHh4e6NSpE7777ju4u7uXK/6T9NNPP+GLL75As2bN8M8//6Bq1aoV3SQi0oEJIBGZt5kzgZ9/BpRKYOhQYMoUwOLR7dHx8fHIzs7WXffuXfjOnQtZZCRQsybwyy9AoYEg+sTX8tNP6m3z50cEAMTEAJ98Ahw/DkilQJ8+wMKFgK1t+fabiMwaRwETkfmaMwf4/HNg8mSgRQvg00+BSpWAL77QbFLsXHwqFRAUBKSkAKtWAQkJwOuvA2fOAL6+esfXuHwZ+OoroPDo3zt3gM6dAW9vYO5c4MoV4McfAVdXdWJJRFRG7AEkIvOUnQ1UrQr06wcsWKBeFxEB9OgB3L0LWJby9/GffwJvvQUcPapOBAFg0CB1gjd/vmHxhQDatwdOnwYqV37UA/jVV8D27cChQ0DBkzwGDAD27wdKuCxNRFQaTgNDRObpxAngwQOg8CTF7dur/z1+vPT6u3cDfn6Pkj8ACA1Vrzc0/sKFQFwcMGGC9vphw4CNGx8lf4C696+4S9JERHpiAkhE5unGDfW/+ZMma3h5ARcv6lf/8bo1a6ov06pU+se/elV9SXj+fHWPYWE1aqhjFhAC2LkTeOml0ttHRFQC3gOYLy8vDzdu3ICjo2O5p3Qgoqef1f37sJVKkSYEoFBo1jtYWyMnKQnZhdbpYp+WhjwXF2QV2s5CpUKl3FykJSXBUs/49oMHQ3TsiMzXXoNVWBhshEB6Me9ttW4d7M6dw8N586AqpX1E9HwTQiAtLQ3Vq1eHRXEDy0oJQEKIpKQkAYALFy5msrwJiEwd6w8A4ks96v8LiEWPrasNCAEITz3jvw+IW4BwzX89CBAJxbyfOyDuAGLNU/DZceHC5elZkpKSypT3cBBIPrlcDmdnZyQlJcHJyamim0NEJiY9cAAOr7+OtIQEiEKTIzsEBSFn0CBkf/xxifVtP/oIkvv3kblunWadxcmTqNShAxSJiZDGxcHh9dcRGXEKNyztUKWSLZr7VIZTcEvkDBqEnB49UCk4GJm//ILc7t0BQN0DOH060mNjtd9MCNj37g2L+HikHzwImHgyZyJ6+ikUCnh5eeHBgweQyWQG1+cl4HwFl32dnJyYABKZg9atAWtrOJ45A+QnYEhLAy5dgrRWLdiWdh5o0waYNAlW9vaPRvSeOwfY2cGpZk3svpGFtlIr/DZvI3bXaQkAqG2bh/BLl2BbqxZsjxwB5HLYDxhQJLSTTKaeOubrr9UrpkwB9u0D9u6Fk4+PUXafiJ4PZb1tjYNAiMg8yWTAK6+o59NTqdTr5s8HhAA6dCi9fs+ewL17wIoV6tfZ2cCiRcDLL2PHf7fwwT+XcMCnCT44tgEWeer4nfb9DZEnsMejgTrpPH1ae5kyBfDwUP88bJg67po16vU//qhOOomIjIA9gERkvqZMUfcEBgerJ29evx4YMUI9GfO9e+rJnZs2VT+B43Hu7sCYMeqndOzZA5w/D8THQ7V0GaZsiYcA8FPrt7E+7HNs/O0zJMmqosv5g1jVvBuWHryNdq0bQPr4pdzoaMDaGmjSRP364kVgyBCgZUt18nfixKNtGzVSb0tEVAbsASQi89W8OXDsGODpqZ6+5YcfgFmz1GVbtgCBgerLwsX58Uf1JM9Xr6qTxshIHHOthZvyLABAXDU/vDFwNm47uqKm/Bamt3sX33V4HzflWTiWcL/09m3dCmRmAkeOqNtSeCmYZoaIqAw4CCSfQqGATCaDXC7nPYBEVGb/RCfj0z+iS93u575N8EYTT9M36CkkhEBubi5UBZfeiagIqVQKS0vLYu/xK2/ewkvARERG5O5oa9TtnjfZ2dm4efMmMjIyKropRE89e3t7eHh4wNoEt3swASQiMqIgXxd4yGxxS54FXZdXJACqyWwR5Gt+U7nk5eUhISEBUqkU1atXh7W1NSfeJ9JBCIHs7GykpKQgISEBderUKdtkzyUwaQIYFxeHwYMH49KlSxgyZAh+/PHHUn/ZIyMjMWzYMKSkpGDChAkYPXq0XmUFcnJy0KxZM8ybNw/t2rUz9i4REZVIaiHB5G718dHvpyABtJLAgrPf5G71IbUwv8QnOzsbeXl58PLygr29fUU3h+ipZmdnBysrK1y9ehXZ2dmwtTXuVQOTDQJRKpXo1q0bmjdvjhMnTiA+Ph6rVq0qsU5KSgq6d++Ofv364fDhwwgLC0NERESpZYX9+OOPiIuLM8UuERHp5dUADyx8pxmqybRP2NVktlj4TjO8GuBRQS17Ohi7J4PoeWXK3xWT9QBu374dcrkcs2fPhr29PaZOnYqPP/4YgwcPLrZOWFgYPDw8MHHiREgkEkyaNAnLly9H+/btSywrcPHiRcycORM+nCiViCrYqwEeeKV+NRxLuI87aVlwd1Rf9jXHnj8ievqYLLWMiYlBcHCwppu/UaNGiI+PL7VOhw4dNJeJg4KCcOrUqVLLCgwdOhTjxo2Dt7d3qe1TKpVQKBRaCxGRMUktJHixtiveaOKJF2u7MvkjoqeGyRJAhUIBX19fzWuJRAKpVIrU1FS96zg5OSE5ObnUMgBYuXIl5HI5xowZo1f7pk2bBplMplm8vLz03jciIjJP9+7dw6FDh3D37t2KbgpRuZgsAbS0tISNjY3WOltb2xKH/j9ep/D2JZWlpKRg/PjxWL58OSwt9buqPX78eMjlcs2SlJSk974REZH5+eOPP+Dn54ePP/4YNWvWxB9//KFXvcTExKdmtPOePXsgkUhww4gTiT9N+1fYggUL4OvrC1tbWzRv3hwHDhwwSp3Sttm/fz+6deuG6tWrQyKRYNOmTUVipKeno2/fvvDw8EDfvn3x8OHDMu9nWZksAXRxcUFKSorWurS0tBLnsnm8TuHtSyobOXIk3n//fTQpeHySHmxsbODk5KS1EBER6fLgwQP873//w4EDB3D69GksXrwYX3zxhV51a9asWeLVrydp165dAIDw8PAKbkn5paamIj09XWfZunXrMHLkSHz55Zc4ffo02rRpg9deew3Xrl0rNp4+dfTZ5uHDh2jcuDF++eWXYt9rzpw5qFSpEnbt2gV7e3vMmTPH8A+gnEyWAAYGBuLIkSOa14mJiVAqlXB5/NmXJdSJjo6Gp6dnqWVr1qzBvHnz4OzsDGdnZ0RFReH111/H9OnTjb1bRERkhtLS0jBnzhwEBAQAABo3bqx3UmdhYQFnZ2cTtk5/4eHhaNeu3TObAObm5uLff/9Fnz594OHhgcuXL+vcbvbs2Xj//fcxZMgQ1KtXD3PmzIGXlxcWLlxYbGx96uizzWuvvYbvvvsOPXv2LPa9Hjx4gLp166Jhw4bw9/eHXC4vw6dRPiZLANu2bQu5XI7Vq1cDAKZPn46OHTtCKpVCoVAgJyenSJ3u3bsjKioKERERyM3NxcyZM9G5c+dSyxISEnDmzBlER0cjOjoaLVq0wLJlyzBs2DBT7R4RERlT7kPDl7zcR/XzcvPXZ+oX10BeXl54++23Aajnm505c6bmP/hdu3ahXr16sLe3x0svvVQkKSnuEumZM2cQEBAANzc3jB49Gv7+/po5bAcPHgwvLy+8++67+PDDD+Hs7IytW7cCAA4cOIAmTZrA3t4egYGBek99lpKSgpiYGIwZMwa7d+9GwZNg9+3bBx8fH2zevBne3t6oXLky5s6dW2o7S3P8+HG0bNkSMpkMPXv2LJLk7Nu3T+/EODY2Fp999hlq1KiBgQMHwtXVFREREWjcuHGRbbOzs3Hy5El06tRJa32nTp1w6NAhnfH1qVOWuMX55JNPsHjxYlhZWWHlypX49NNPDapvFMKENm7cKOzs7IS7u7twdXUVcXFxQgghvL29xcaNG3XWmT9/vrCyshJubm7C29tb3Lp1S6+ywkJCQkRERIRBbZXL5QKAkMvlBtUjIiL9ZGZmivj4eJGZmVm0MAyGL1f/fFT/6p/qdeEh2nHXu+muW0bR0dGicuXKomrVqiI1NVUIIUTVqlXFjBkzRFJSkvjwww9F3759teokJCQIXf/dvvjii2Lq1KkiJiZGODk5iUOHDon79++LkJAQ0aZNG7Fx40YBQMydO1e8/fbbYsiQIUKlUgl3d3fx3XffiZs3b4oRI0aIV199Va+2h4WFCX9/f5GZmSmsra1FTEyMEEKIiIgIUalSJfHiiy+K2NhY8fPPPwtra2uRkZFRYjtL2r/U1FTh6uoqpkyZIq5evSo6d+4s3n//fa1tcnJyxIMHD4pt7927d8XPP/8smjZtKqytrcUbb7wh/v77b6FUKkvcz+TkZAFAHDx4UGv9999/L+rWrVvmOmWJC6DYfEelUombN2+KvLy8YvelpN+Z8uYtJn0SSGhoKC5evIgTJ06gVatWqFKlCgD1X0PFGT58ODp16oSzZ88iJCRE6968ksoK27dvnzF3g4iICIB6SrM9e/bgs88+w+DBg7Fx40bY2dlBqVRCJpNh0aJFyMvL0ytWdHQ0Vq1ahbp166J+/fpITEzEiy++CADo37+/5r72Dz74APfu3dP83xkTEwOZTIYzZ84gLS0NFy5c0Ov9wsPDERwcDFtbWzRt2hS7du1Co0aNAKgHJSxcuBABAQGoW7cuPv30U9y5cwfe3t4ltrM4W7duhZWVlWbu3lGjRmHAgAFa21haWkImkxUbY968eZgyZQratGmDS5cuGTxbx+O9rkKIUger6FOnLHF1sbCwQLVq1QyuZywmfxawp6en5l49ffn5+cHPz8/gMiIiekb10X0zf4ksCs00UaNHfozH7mx6I7E8rSpCIpGgadOmWLVqFby9vZGamoq1a9di4sSJmDZtGho3bow5c+YgMDCw1Fh+fn44fPgw3NzccPHiRdSvX19TVvixX4V/trCwwOzZs7Fs2TLUqlUL3t7eUKlUerU9PDwcd+/excaNG5GRkQGZTIbPPvsMAFC5cmXN5dSCAZYi/xJxSe0sTnJyMlJSUlC5cmUA6udAp6WlISsrS+9Hmn344YewsrLCr7/+ivr166NXr14YMGAA2rdvX+ITMtzc3CCVSnHr1i2t9Xfu3EHVqlXLXKcscZ9mfB4PERFVPEsHwxeLQn0YFpb56+30i2ugvXv3YuzYsY/C5k85ZmFhgYcPHyI8PBz3799HmzZt8N577+kVs0GDBhgxYgSqVauGgQMH6ryf7XH79u3DwoULcfbsWZw4cQLvv/++Xu8VHx+P5ORkREZGIjo6GsuXL8eBAwegVCoBoMSZMMrSzho1aqBFixaae/NjYmJw+vRpWFlZ6dVeAKhevTq+/PJLXLhwATt37oSNjQ169eoFb29vjBs3Dv/995/OetbW1mjevHmRgS7h4eFo1apVmeuUJe7TjAkgERFRKfz9/bF48WIsWbIESUlJGDduHDp16gQLCwt07doVv//+O+7evQsLCwu9LgFfuXIF+/fvx8GDB3H58mXMnj1br3YUTHsil8tx8OBBjB49WtNTV5Jdu3bBz88PLVu2hI+PD3r06IHc3FxERUWZpJ1du3bF1atXcezYMUilUvzxxx949dVXtdqam5ur9+jXVq1aYfHixbh16xZmzJiBmJgYNG7cGLGxsTq3Hz16NJYtW4YVK1bg7NmzGDVqFK5du6Y1OPSXX37Byy+/bFAdfbZJT0/XJL6AeqBqdHR0iVPQVIgy3Tn4HOIgECIi0ypxEMgzYMeOHaJevXrC0dFR9O7dW9y5c0cIIcRff/0l/P39ha2trQgICBCRkZFa9XQNklCpVKJp06bCxcVFSKVSYWtrK4YOHSqEUA9kXLlypVa9yZMni0GDBomcnBzRv39/4eDgIAICAsTMmTOFpaVlsYMiC3Tp0kV8+OGHWuvatGkjPv/8cxERESG8vb21ygCIhISEEttZ0v4JIcSxY8dEUFCQsLe3F4GBgeLo0aNa5REREUImk5XY7pIkJyeX+H/2/Pnzhbe3t7C2thbNmjUrclwmT55cZL9Lq6PPNhEREQJAkWXQoEEG76MpB4FIhNDjTwczoFAoIJPJIJfLOSk0EZEJZGVlISEhQfMUBXO2fPly/Pnnn1i2bBns7e0RExODLl264M6dO0/V/0HPSjufVyX9zpQ3bzH5IBAiIiLS1qFDB6xZswYBAQHIzMyEr68vZs2aVa6kqrg59erWrYtjx449Ne2kpwMTQCIioifM19cXe/bsMWrMgnvOHmfIwIvHmaKd9HRgAkhERPQc8PHxqegm0DOEo4CJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQioieKs48R6ceUvytMAImI6IkoGI2akZFRwS0hejYU/K6UZyR3cTgKmIiIngipVApnZ2fcuXMHAGBvbw+JRFLBrSJ6+gghkJGRgTt37sDZ2RlSqdTo78EEkIiInphq1aoBgCYJJKLiOTs7a35njI0JIBERPTESiQQeHh5wd3dHTk5ORTeH6KllZWVlkp6/AkwAiYjoiZNKpSb9z42ISsZBIERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZmecqAbxx4wYOHTqEtLS0im4KERER0VPLpAlgXFwcAgMDUblyZYwdOxZCiFLrREZGol69enBzc8Ps2bP1Lps1axYaNGiAYcOGoUaNGoiMjDTqvhARERE9L0yWACqVSnTr1g3NmzfHiRMnEB8fj1WrVpVYJyUlBd27d0e/fv1w+PBhhIWFISIiotSyCxcuYMaMGYiPj8eZM2fw2WefYdKkSabaNSIiIqJnmskSwO3bt0Mul2P27NmoXbs2pk6diuXLl5dYJywsDB4eHpg4cSLq1KmDSZMmaeqUVJabm4ulS5fCw8MDANC4cWOkpqaaateIiIiInmkmSwBjYmIQHBwMe3t7AECjRo0QHx9fap0OHTpAIpEAAIKCgnDq1KlSy+rXr49u3boBANLT0zFv3jz07NnTJPtFRERE9KwzWQKoUCjg6+ureS2RSCCVSkvsmXu8jpOTE5KTk0stK7Bt2zZ4eHjg1q1b+PLLL0tsn1KphEKh0FqIiIiIzIHJEkBLS0vY2NhorbO1tUVGRobedQpvX1JZgU6dOmH79u2wtLTE559/XmL7pk2bBplMplm8vLz03jciIiKiZ5nJEkAXFxekpKRorUtLS4O1tbXedQpvX1JZAUtLS7Ru3Rpz587FypUrS2zf+PHjIZfLNUtSUpLe+0ZERET0LDNZAhgYGIgjR45oXicmJkKpVMLFxUXvOtHR0fD09Cy1bM2aNZg1a5amzNLSElKptMT22djYwMnJSWshIiIiMgcmSwDbtm0LuVyO1atXAwCmT5+Ojh07QiqVQqFQICcnp0id7t27IyoqChEREcjNzcXMmTPRuXPnUsv8/f3x9ddfY+PGjUhMTMTkyZPx5ptvmmrXiIiIiJ5pEqHP7MxltGnTJvTv3x+Ojo5QqVSIjIxEgwYN4OPjgzlz5iA0NLRInQULFmDkyJGQyWRwcHDA0aNHUbVq1VLLfv/9d0ycOBEPHjxA79698fPPP2tGIOtDoVBAJpNBLpezN5CIiIieauXNW0yaAAJAcnIyTpw4gVatWqFKlSp61bl06RLOnj2LkJCQIjtVUll5MAEkIiKiZ8VTnwA+K5gAEhER0bOivHmLSZ8FTERERERPHyaARERERGaGCSARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGSaARERERGaGCSARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGSaARERERGbGpAlgXFwcAgMDUblyZYwdOxZCiFLrREZGol69enBzc8Ps2bP1LluyZAk8PDxgZWWFTp064ebNm0bdFyIiIqLnhckSQKVSiW7duqF58+Y4ceIE4uPjsWrVqhLrpKSkoHv37ujXrx8OHz6MsLAwRERElFoWFRWFiRMn4rfffkNCQgKysrLw2WefmWrXiIiIiJ5pJksAt2/fDrlcjtmzZ6N27dqYOnUqli9fXmKdsLAweHh4YOLEiahTpw4mTZqkqVNS2fnz57Fw4UJ07NgRNWrUwODBg3HixAlT7RoRERHRM81kCWBMTAyCg4Nhb28PAGjUqBHi4+NLrdOhQwdIJBIAQFBQEE6dOlVq2fvvv4+ePXtq4pw/fx5+fn4lvpdSqYRCodBaiIiIiMyByRJAhUIBX19fzWuJRAKpVIrU1FS96zg5OSE5ObnUssLu3buHxYsXY/jw4SW2b9q0aZDJZJrFy8tL730jIiIiepaZLAG0tLSEjY2N1jpbW1tkZGToXafw9iWVFTZ8+HC0atUKXbt2LbF948ePh1wu1yxJSUl67RcRERHRs87SVIFdXFwQFxentS4tLQ3W1tYl1klJSdG5fUllBVasWIH9+/cjOjq61PbZ2NgUSVCJiIiIzIHJegADAwNx5MgRzevExEQolUq4uLjoXSc6Ohqenp6llgHAsWPHMHLkSPzxxx+oWrWqMXeFiIiI6LlisgSwbdu2kMvlWL16NQBg+vTp6NixI6RSKRQKBXJycorU6d69O6KiohAREYHc3FzMnDkTnTt3LrXs9u3b6NatG7744gs0b94c6enpSE9PN9WuERERET3TJEKf2ZnLaNOmTejfvz8cHR2hUqkQGRmJBg0awMfHB3PmzEFoaGiROgsWLMDIkSMhk8ng4OCAo0ePanr0iiubM2cORo0aVSSWIbumUCggk8kgl8vh5ORU5n0mIiIiMrXy5i0mTQABIDk5GSdOnECrVq1QpUoVvepcunQJZ8+eRUhISJGdKqmsPJgAEhER0bPiqU8AnxVMAImIiOhZUd68xaTPAiYiIiKipw8TQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzIxJE8C4uDgEBgaicuXKGDt2LIQQpdaJjIxEvXr14ObmhtmzZ+tdBgCXLl2Ci4uL0dpPRERE9DwyWQKoVCrRrVs3NG/eHCdOnEB8fDxWrVpVYp2UlBR0794d/fr1w+HDhxEWFoaIiIhSywAgISEBXbt2RWpqqql2iYiIiOi5YLIEcPv27ZDL5Zg9ezZq166NqVOnYvny5SXWCQsLg4eHByZOnIg6depg0qRJmjollQFA165dMWTIEFPtDhEREdFzw9JUgWNiYhAcHAx7e3sAQKNGjRAfH19qnQ4dOkAikQAAgoKCMH78+FLLAGDr1q2wsLDA559/Xr6G5z4EcqX6b29hA1jkf4x5uUCeEoAFYGmnHdNQFtaAhVV+XBWQlwVAAljaF4qbAaD0y+paJFaA1Fr9s8gDVJnqny0dCsXNBJBnYFxLQGqTH1cAqoyicVVZgFAZGFcKSG0LtS3/s5TaA/nfBaiUgMg1LG5xx0hqB0jy/y5SZQMix8C4xRwjC1vAIv97lZcD5GUbGBe6j5HO71854hYcI53fPwPpOkbFff8MiqvjGBX3/TOErmNU3PfPoLg8R6jj8hyR32CeIwrwHJEft4zniLK8VyEmSwAVCgV8fX01ryUSCaRSKVJTU1G5cuVi69SvX1/z2snJCcnJyaWWAUCtWrWQmJiod/uUSiWUyke/CAqFQv3DhuqAfTGVdGn9J1DzTfXP1zcCUX0A9xCg475H2/zjAyjvGhAUQItfgLofq39OOQDsaQ/I6gNd/3u0zc5AQF5yUl1EwGSg0dfqn+VngW0BgI0b0Cvl0Tb7XgPuRBoWt85wIHC++mflXWCDu/rn/oX+8zk0AEhab1hcr95Am78evf6zkvrfnncA2yrqn0+NBi4uMCxucceoSxzg3EC97r+pQNwUw+IWd4xejgCqtlOvu7QEOPGJYXGLO0a6vn+G0nWMdH3/DKXrGOn6/hlK1zEq7vtnCF3HqLjvnyF4jlDjOUKN54hHeI5QK+s5ogw5bGEmuwRsaWkJGxsbrXW2trbIyCi+xY/XKbx9SWVlMW3aNMhkMs3i5eVV5lhEREREzxKJ0Gdobhn88MMPiIuLw2+//aZZ5+zsjIsXL6JKlSo663z00Udwc3PDt99+CwB48OABPD098fDhwxLLCiQmJsLX11ev0ca6egC9vLwgv3cDTk5O+u8oL+/kx+XlnfwG8/JOAV7eyY/Lc4Q6Ls8R+Q3mOaIAzxH5cct2jlAoFJC5VodcLjcsb8lnskvAgYGBWLZsmeZ1YmIilEplidO0BAYGYu3atZrX0dHR8PT0LLWsLGxsbIr0UAJQf9ELf9kNYWH56CA+HrM8LKSAhY4YhU8iZSGx0N22wl+6MsWV6I5b+JekrHTGtQGg41iWO641AOtyxtVxjCysHp04yxxXxzEq7vtnCF3HqLjvn0FxdRyj4r5/BsXVcYyK+/4ZorhjVO64PEeo4/Ic8SguzxHquDxHqOMacI6wNPCPpcffqly1S9C2bVvI5XKsXr0aADB9+nR07NgRUqkUCoUCOTlF/2rq3r07oqKiEBERgdzcXMycOROdO3cutYyIiIiI9GeyHkBLS0ssWbIE/fv3x9ixY6FSqRAZqb5puFGjRpgzZw5CQ0O16ri5uWHWrFno3LkzZDIZHBwcNFO9lFRGRERERPoz2T2ABZKTk3HixAm0atWq2Hv/Hnfp0iWcPXsWISEhRa5rl1RWHnK5HM7OzkhKSjJqXCIiIiJjKxi78ODBA8hkMoPrmzwBfFZcv36dI4GJiIjomZKUlIQaNWoYXI8JYL68vDzcuHEDjo6OmsmmiYjKq+CvdF5dICJjEkIgLS0N1atXh4WF4UM6mAASEZmQQqGATCYr81QNRESmYLJRwERERET0dGICSERERGRmmAASEZmQjY0NJk+erHvieSKiCsJ7AImIiIjMDHsAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIqIn4NChQ8jOzq7oZhARAeA0MERET4SLiwtiYmLg5eVV0U0hImICSERkLA4ODsjKytK8FkJAIpFofgYAiUQClUpVIe0jIirAS8BEREYSGxuLl19+GS+88AIOHjyIvLw8qFQqqFQqyGQyJCQkMPkjoqcCE0AiIiOpVasWdu3ahfHjx6NHjx4YPXq0Vo9gQW8gEVFFYwJIRGRkAwYMQFxcHO7du4cGDRpg9+7dTP6I6KnCewCJiExoz549+Oijj3DlyhVcuXIFNWvWrOgmERExASQiMjWlUomjR48iODgY1tbWFd0cIiJeAiYiMpU1a9agb9++6NChAzw8PPDOO+/g7t27Fd0sIiImgEREpvDll19i3LhxqFWrFmJiYmBhYQGJRIKhQ4dWdNOIiHgJmIjIFNzd3bFv3z7Ur18flStXRkxMDLKzs9G8eXPI5fKKbh4RmTn2ABIRmYCzszOuXbumte7evXuoWrVqBbWIiOgRy4puABHR8+irr75CaGgoevbsCaVSiTlz5uCff/7B119/XdFNIyLiJWAiIlM5cOAAVq9ejeTkZNSoUQMDBw5E69atK7pZRERMAImIiIjMDe8BJCIiIjIzTACJiIiIzAwHgRARGUmHDh2wdetW2Nvbo3379sU+/3fv3r1PuGVERNqYABIRGcmgQYM0j3p79913K7YxREQl4CAQIiIiIjPDewCJiIiIzAwvARMRmUBubi7u378PIQRcXV1hacnTLRE9PdgDSERkRGvWrEFgYCDs7e3h4eGB6tWrw8HBAa1atcK///5b0c0jIgLABJCIyGhWrlyJ9957D6+88gp2796Nc+fO4fz589i7dy86duyIt956C1u2bKnoZhIRcRAIEZGxNGzYEB988AFGjBihs3z+/PlYtWoVjh8//oRbRkSkjQkgEZGR2NnZ4fz586hZs6bO8mvXruGFF15AZmbmE24ZEZE23pVMRGQkSqUSP/zwA2xsbHSWZ2VlITs7+wm3ioioKPYAEhEZyeDBg/XabuXKlSZuCRFRyZgAEhGZyJkzZ1CvXj1YWVlVdFOIiLRwFDARkYm0a9cON2/erOhmEBEVwQSQiMhEeIGFiJ5WTACJiIiIzAwTQCIiIiIzwwSQiMhEJBJJRTeBiEgnJoBERCYilUqZBBLRU4nTwBARERGZGfYAEhEREZkZJoBEREREZobPAiYiMhJ/f3+9nvV75cqVJ9AaIqLiMQEkIjKSlStXomfPnvj444/Rpk2bim4OEVGxOAiEiMiITp06hZ49e+Lw4cPw8PCo6OYQEenEBJCIyMgyMjJgZWUFKyurim4KEZFOTACJiIiIzAxHARMRERGZGSaARERERGaGCSARERGRmWECSET0hOTl5eHMmTMV3QwiIg4CISJ6UuRyOSpXroy8vLyKbgoRmTkmgERERERmhpeAiYiIiMwME0AiIiO5ffs2BgwYgHr16qFbt27YsWOHVvnDhw8hlUorqHVERI8wASQiMpJBgwbh2rVr+OKLLxAQEID+/fuje/fuuHv3rmYb3nVDRE8D3gNIRGQkNjY2SEhIQPXq1QEA9+7dw/DhwxEVFYV169ahadOmcHJygkqlquCWEpG5Yw8gEZGRuLq64vz581qv161bh2+//Ravv/465s6dW4GtIyJ6hD2ARERGsmTJEkyePBkLFy5EaGioVtmxY8fQvXt3pKSksAeQiCqcZUU3gIjoefHhhx+ifv36uHDhQpGyoKAgnDlzBmvXrq2AlhERaWMPIBEREZGZ4T2ARERGwmlgiOhZwQSQiMhIOA0MET0reAmYiMhIOA0MET0r2ANIRGQknAaGiJ4V7AEkIjISTgNDRM8KTgNDRGQkH374IRo0aKDVC1iA08AQ0dOEPYBEREREZob3ABIRERGZGSaARERERGaGCSARERGRmWECSET0hOTm5mLz5s0V3QwiIg4CISJ6UtLS0tCoUSMkJCRUdFOIyMwxASQiIiIyM7wETERERGRmmAASERERmRk+CYSIyEiuXbum13Y1a9Y0cUuIiErGewCJiIykVq1auHr1KgCguFOrRCLhs4CJqMLxEjARkZEcP34cLVu2xJw5c5CXl6dzYfJHRE8DJoBEREbi6uqKLVu2YPPmzUhMTKzo5hARFYuXgImIiIjMDHsAiYiIiMwMRwETERkJRwET0bOCl4CJiIyEo4CJ6FnBS8BEREbCUcBE9KxgAkhEZCQcBUxEzwpeAiYiIiIyM+wBJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIz/wePwOCJO3xEpwAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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KhWrRo6d+6MZcuWYf/+/Th+/DjS0tJQr149re0L7t0DoLksqu99byqVChEREZDL5Vrt2LVrl9YAi5Leo169ejh//jzOnTsHR0dHHD9+HJ9++qle7w8AcXFxEEKgR48eRcouXrwIX19fAMD9+/fxzz//ICoqSq+4BT1/BT2BvXr1wu+//46lS5fi8OHDuHr1qtYcgm3btoW3tzfWrl2Lr7/+GuvWrUPfvn1hbW2t974Q0dOBCSARPdWGDx+uuQxZwNnZGQBw6tQptG7dGu3bt0evXr0wffp0zJs3r0iM2rVrl/n9jx49CrlcjjVr1mgSyw8++ADh4eEYPny4Xu9Rr149SCQSTf2uXbti2LBhBrdlx44dqFq1qta6WrVqaX7+/vvvMW7cOEilUr3ixcbGwsbGBrVr14ZKpUL79u1x48YNvPfee3j77beRl5eH7t27a7aXSCR4++23sXbtWgwdOhQHDhzAjBkzDN4PIqp4TACJ6KkVEBCAmzdvokmTJpp1X3/9NapUqYKPP/4Yv/32G6pUqaK5l04IgYsXL6Ju3bpacfRNiHQJDw+HnZ0devfuDSsrKwDqgQ8LFixAbm6uXu8xcuRIfPfdd+jZsyfy8vLg6elpUBsaNGgAAFAqlZrP4ubNmxg7diy++OILNGzYEFevXkV0dDRmzZqlV8zbt29j8+bNeOONN2BpaYmYmBgcOnQIe/bsQYcOHQAAixYtKlJvwIABmDp1KsaPH48XXngBgYGBBu0LET0dOAiEiJ5akyZNwqZNm/Dll19i//79mDZtGr755htUq1YNAODm5obbt2/jzz//xLZt29ClSxccPnxYKzErr/DwcAQHB2uSP0B9KVShUODo0aN6xXBwcMAff/yB06dP4+bNm7hw4QKys7P1bkOtWrUwYMAAfPzxxwgLC0NERAQGDRqEiIgI+Pj4AFBP+vztt9+WGCczMxPHjh3DmjVr0K5dO1hbW2P69OkA1JeBJRIJ1q1bhwMHDmDy5MkYOXIkAGh9nv7+/mjRogV+/fVXDBw4UO99IKKnCxNAInpqvfzyy/jjjz/wzz//oFOnTli9ejVWrFiBXr16AVD3rPXo0QNDhgzB0KFDUbNmTQwbNgxHjx41ShKYlpaGo0ePonXr1lrrX3rpJUilUr2fCtK/f3+cOHECAwYMQMuWLfHCCy/A1dUV69ev17stixYtQo8ePTBq1Ch0794dUqkUu3fvhqOjI6Kjo5GZmYlWrVqVGOPChQsIDg7G6NGjERQUhOPHj2vuH/Ty8sLixYuxY8cOdO3aFfv378fChQsBoMg9he+88w4sLCzwzjvv6N1+Inq6SITgU8KJyDypVCqUdAqUSqVFBqAYKj09HVWqVMEPP/yAFi1awNLSEikpKZg4cSJ8fHywYcOGcsUHgBs3biA7O1vTG2gqFy9exO3btzFv3jzI5XLs2LHDpO9HRKbDHkAiMlsvv/wyrKysil30vZ+uJJUqVcLXX3+NJUuWoHPnzmjdujU+/PBD+Pv748cffzTCXqhHUps6+QOAM2fOoEOHDoiLi8NPP/1k8vcjItNhDyARma1Lly4hPT292HJPT89Sn6ZBRPQsYgJIREREZGZ4CZiIiIjIzDABJCIiIjIzTACJiIiIzAyfBJIvLy8PN27cgKOjY7mnfSAiIiIyJSEE0tLSUL16dVhYGN6fxwQw340bN+Dl5VXRzSAiIiLSW1JSEmrUqGFwPSaA+RwdHQGoP0gnJ6cKbg0RPQ9UKhX279+P8PBwvPLKK2jbtm25nktMRFRAoVDAy8tLk78YitPA5FMoFJDJZJDL5UwAiajcNmzYgDFjxiAxMVGzzsfHB7NmzULPnj0rrmFE9Fwob97CQSBEREa2YcMG9O7dGw0bNsSBAwewdu1aHDhwAA0bNkTv3r2N8vg3IqLyYA9gPvYAEpExqFQq+Pn5oWHDhti0aRNUKhW2bduGLl26QCqVIjQ0FHFxcbh48SIvBxNRmbEHkIjoKXLgwAEkJiZiwoQJRUbmWVhYYPz48UhISMCBAwcqqIVERBwEQkRkVDdv3gQABAQE6CwvWF+w3fMkLy8P2dnZFd0MoueClZWVSa8SMAEkIjIiDw8PAEBcXByCg4OLlMfFxWlt97zIzs5GQkIC8vLyKropRM8NZ2dnVKtWzSTzEzMBJCIyojZt2sDHxwdTp07Fpk2btMry8vIwbdo0+Pr6ok2bNhXTQBMQQuDmzZuQSqXw8vIq06S0RPSIEAIZGRm4c+cOANP8wcgEkIjIiKRSKWbNmoXevXsjNDQUY8eORWZmJo4cOYIZM2Zg69atWL9+/XM1ACQ3NxcZGRmoXr067O3tK7o5RM8FOzs7AMCdO3fg7u5u9HMGE0AiIiPr2bMn1q9fjzFjxqBt27aa9b6+vli/fv1zNw+gSqUCAFhbW1dwS4ieLwV/UOXk5Bg9ATRpP31cXBwCAwNRuXJljB07FvrMOBMZGYl69erBzc0Ns2fPLlJ+6dIluLi4GFyPiOhJ6tmzJy5duoTw8HCMHj0a4eHhuHjx4nOX/BXG56gTGZcpf6dMlgAqlUp069YNzZs3x4kTJxAfH49Vq1aVWCclJQXdu3dHv379cPjwYYSFhSEiIkJTnpCQgK5duyI1NdWgekREFUEqlSIkJARt27ZFSEjIc3XZl4iebSZLALdv3w65XI7Zs2ejdu3amDp1KpYvX15inbCwMHh4eGDixImoU6cOJk2apFWna9euGDJkiMH1iIiIiOgRkyWAMTExCA4O1ly/btSoEeLj40ut06FDB02XZ1BQEE6dOqUp37p1K958802D6+miVCqhUCi0FkB9nZ0LFy5cjLmYw7lFCIG8vLxnapk8eTIkEgk2b96MvLw8zJ8/HxKJBCtWrKiQ9oSHh0MikeD69etGi3nlyhVIJBKjtnP+/Pnw9fWFra0tmjdvjsjISK1yhUKBt956Cx4eHnjrrbeQlpZm9M+qtDaUtU55tyn4ThVeqlWrVq7PRwhR4rmlrEw2CEShUMDX11fzWiKRQCqVIjU1FZUrVy62Tv369TWvnZyckJycrHldq1YtrQer61tPl2nTpmHKlClF1u/atYuj2IjI6MLDwyu6CSZjaWmJatWqIT09/ZmaCFqpVAIATp06hbZt2+L06dMAgKysLE2nwJO0detWAMCWLVvQr18/o8RMT08HAKPtz4YNGzBq1CjMnDkTLVu2xKpVq9C1a1ccPnwYXl5eAICZM2fCxsYG69evx8KFC/HDDz/gs88+KzHu66+/jv79+6N///5GaUNZ6hhjG6VSCX9/f60poKRSqdbnb8jnk52djczMTOzfvx+5ublaZRkZGaV+ViUxWQJoaWkJGxsbrXW2trbIyMgoNgF8vE7B9oa+lz71xo8fj9GjR2teKxQKeHl5oVOnTnwWMBEZTU5ODsLDw/HKK6/AysqqoptjEllZWUhKSkKlSpVga2tb0c3Rm42NDaRSKS5fvgwnJyfN85ltbW0r5P+BAwcOoF27doiKisLQoUONErNSpUoAYLT9Wbx4Md577z188sknAIDAwEDs27cPYWFhmDp1KgAgMzMTDRo0wIsvvoioqCjcvXu31Pe3tLTU+3PXpw1lqWOMbWxsbGBjY4M6deoU235DPp+srCzY2dmhbdu2RX63yp3UCxOZPn26eOedd7TWyWQycefOnWLrDBs2THz11Vea16mpqcLe3l5rm4SEBPF4s/WpVxq5XC4ACLlcblA9IqKSZGdni02bNons7OyKborJZGZmivj4eJGZmaldkJNu+KLKeVRflZO/PkO/uAaaPHmyaNmypWjWrJkQQgh3d3cRGBgoVq5cKY4dOyaCgoKEk5OT6NGjh3jw4IGm3v79+0Xjxo2FnZ2daNGihYiNjRVCCBERESG8vb3FP//8I2rWrCmcnZ3Fzz//rFdb7ty5IywsLMSWLVtE1apVRV5enl4xY2JiRIMGDYSrq6sYNWqUeOGFF8TcuXM15br+zxRClLh/Be8rk8m01imVSiGVSsWGDRu01o8YMUK0bdtW6z1r1aolLC0thb+/v7h+/Xqp+x8SEiJWrlxZ6nb6tsHQOsbaZvLkycLe3l54eHgIHx8f8dZbb4nLly9rbW/I51Ps75Yof95isnsAAwMDceTIEc3rxMREKJVKnVO4FFcnOjoanp6eBr+XvvWIiMiE/qxk+HJ946P61zeq1+17TTvuPz6665ZBnTp1kJiYiBs3bsDZ2Rn29vZ48OABXnvtNXTt2hWxsbHIyMjAmDFjAKif5tK7d2+8+eabuHLlClq1aoWxY8dq4t27dw/Tp0/Hv//+iylTpmgmAi9NeHg46tati44dOyI1NRWxsbF6xRw2bBjefvtt7N27F8uXL8fKlSvxzjvvlPheJe1fgdatW+Pq1ata6+7evQuVSoWqVatqra9atSpu3bqlee3j44OLFy8iKSkJ8fHxOv8/njp1KipVqqRZDhw4gGHDhhVZ9zh922BoHWNt07JlS6xevRo7d+7E0qVLcevWLbRq1Qr37t0z6PN5EkyWALZt2xZyuRyrV68GAEyfPh0dO3bUXAvXdfNi9+7dERUVhYiICOTm5mLmzJno3Llzqe9V1npERGTepFIpfH19sWXLFjRq1AiA+r45KysrTJw4ETVr1sSoUaOwefNmTZ2YmBiMHj0aV69eRVpaGi5cuKApS09Px8KFCxEQEIBhw4YhOztb8zivkoSHhyM4OBi2trZo2rQpdu3apVfM6Oho9OrVC40aNUL9+vWRmJhY7G1WBbZu3Vri/gHqS7IymUxn/cfnphNCFFlnYWFR4jNshw0bhujoaM3SokULfPPNN0XWFUefNpSlTnm3ee2119CrVy80bNgQHTt2xL///gsA+PXXX7XqlPb5PAkmvQdwyZIl6N+/P8aOHQuVSoXIyEgA6hHBc+bMQWhoqFYdNzc3zJo1C507d4ZMJoODg4Ne07mUtR4REZlQn3TD61gUune8Ro/8GI/1VbyRWJ5WFdGoUSP8+eefaNeuHfbs2QMrKyukpKRoEqm8vDykpaUhKysLtra2mD17NpYtW4ZatWrB29tb8yQUAKhcuTIaN24M4NGTUYQeD0EIDw/H3bt3sXHjRmRkZEAmk2kGBpQU08/PD4cPH4abmxsuXryoNSCyOMnJySXuX3Hc3NwglUqL9LTduXOnSK9YaVxcXLSuCNrZ2cHd3R1+fn4l1itLG/SpY6xtHufg4ICGDRvi4sWLJe5XRTDpk0BCQ0Nx8eJFLFmyBGfPnkWDBg0AqC8HP578FRg+fDji4+OxYsUKnDlzpsiH6uPjo/OXqbR6RET0hFk6GL5YFOqXsLDMX2+nX9wyatSoEfbu3avpAczNzUWLFi00PVExMTE4ffo0rKyssG/fPixcuBBnz57FiRMn8P7772vFKstgi/j4eCQnJyMyMhLR0dFYvnw5Dhw4oBmlXFLMBg0aYMSIEahWrRoGDhyoSRRLUqNGjWL3ryTW1tZo3rx5kRHt4eHhaNWqlR57Wn5laYM+dYy1zeOUSiXOnj0LDw8P/XfyCTH5s4A9PT0Nvr7t5+dX6l8BxqxHRETmqyDxK/jXwcEBV69exbFjx/Diiy/i999/x88//4zr169rplWRy+W4dOkSRo8erVcPX0l27doFPz8/tGzZEoC6p+n9999HVFRUiU+PuXLlCvbv34+DBw9CJpMVOwXK47p27YrPPvtM5/4VyM3NxcOHD4tcBh49ejQGDBiAFi1a4MUXX8SSJUtw7do1DBs2zKB9Tk9P13yWAPDHH38AgFbvmouLi87nS+vThl9++QUbN27Enj179K5jjG0+++wzdOvWDTVr1sSdO3fw3XffQaFQYNCgQQZ9Pk+CyRNAIiKip1njxo3h5OQEHx8fAICzszM2b96MTz75BHFxcWjQoAE2b94MS0tLvPrqq+jevTuaNWsGX19ffPDBBxg3bhxu375d5vcPDw9Hhw4dNK8rVaqE4OBg7Nq1C6+99lqx9Xx8fFC1alWEhIRALpfDysoKgwYNwqJFi0p8v5L2r0BUVBRCQ0Px4MEDrbpvvfUW7t27h2+++QY3b95EQEAAtm3bBm9vb4P2eebMmTrn4i0sIiIC7dq1K7JenzbcvXsXly9fNqiOMba5fv06+vXrh7t376JKlSoIDg7GkSNHDP58ngSJKO+fLs8JhUIBmUwGuVzOeQCJyGhycnKwbds2dOnS5bmeBzAhIUHzdAR6MpYvX44///wTy5Ytg729PWJiYtClSxfcuXOH/489J0r63Spv3sIeQCIiIhNzdnbWub5u3bo4duxYmWJ26NABa9asQUBAADIzM+Hr64tZs2Yx+SO9MAEkIiIysejoaJ3ry9Mr7Ovrq7nHjchQTACJiIhMrOD+QqKnhUmngSEiIiKipw8TQCIiIiIzwwSQiIiMgpNKEBmXKX+nmAASEVG5FExWnJ2dXcEtIXq+ZGRkACjfYKHicBAIERGVi6WlJezt7ZGSkgIrKytYWLBvgag8hBDIyMjAnTt34OzsXOITYcqKCSAREZWLRCKBh4cHEhIScPXq1YpuDtFzw9nZGdWqVTNJbCaARERUbtbW1qhTpw4vAxMZiZWVlUl6/gowASQiIqOwsLDgo+CInhG8UYOIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjMmTQDj4uIQGBiIypUrY+zYsRBClFonMjIS9erVg5ubG2bPnq13Wbdu3SCRSDRLx44djbovRERERM8LkyWASqUS3bp1Q/PmzXHixAnEx8dj1apVJdZJSUlB9+7d0a9fPxw+fBhhYWGIiIgotQwATp48idjYWKSmpiI1NRX//POPqXaNiIiI6JlmsgRw+/btkMvlmD17NmrXro2pU6di+fLlJdYJCwuDh4cHJk6ciDp16mDSpEmaOiWVXb9+HUIIBAQEwNnZGc7OznBwcDDVrhERERE90yxNFTgmJgbBwcGwt7cHADRq1Ajx8fGl1unQoQMkEgkAICgoCOPHjy+17NixY1CpVKhRowZSU1PRrVs3LFy4EJUrVy72vZRKJZRKpea1QqEAAOTk5CAnJ6eMe01EpK3gfMLzChEZU3nPKSZLABUKBXx9fTWvJRIJpFIpUlNTi03MFAoF6tevr3nt5OSE5OTkUssuXLiA5s2bY+bMmbCwsMDgwYMxYcIELFy4sNj2TZs2DVOmTCmyfteuXZqklYjIWMLDwyu6CUT0HMnIyChXfZMlgJaWlrCxsdFaZ2tri4yMjGITwMfrFGxfWtm4ceMwbtw4TdkPP/yA3r17l5gAjh8/HqNHj9a8VigU8PLyQqdOneDk5GTAnhIRFS8nJwfh4eF45ZVXYGVlVdHNIaLnRMGVy7IyWQLo4uKCuLg4rXVpaWmwtrYusU5KSorO7Usqe5yzszPu3r0LpVJZJAktYGNjo7PMysqKJ2kiMjqeW4jImMp7PjHZIJDAwEAcOXJE8zoxMRFKpRIuLi5614mOjoanp2epZb1799YqO378OKpVq1Zs8kdERERkzkyWALZt2xZyuRyrV68GAEyfPh0dO3aEVCqFQqHQefNi9+7dERUVhYiICOTm5mLmzJno3LlzqWWNGjXCqFGjcPToUWzduhUTJ07E8OHDTbVrRERERM80k94DuGTJEvTv3x9jx46FSqVCZGQkAHXCNmfOHISGhmrVcXNzw6xZs9C5c2fIZDI4ODhopnopqWz8+PG4evUqXnnlFbi7u+Ojjz7SjBAmIiIiIm0Soc/jOcohOTkZJ06cQKtWrVClShW96ly6dAlnz55FSEhIkQEZJZWVh0KhgEwmg1wu5yAQIjKanJwcbNu2DV26dOE9gERkNOXNW0zWA1jA09NTc6+evvz8/ODn52dwGRERERGVzqTPAiYiIiKipw8TQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMWFZ0A4iInhYZGRk4d+6cUWOmZypxKPYyKrudQCU7G6PG9vf3h729vVFjEpF5YAJIRJTv3LlzaN68uUli/2iCmCdPnkSzZs1MEJmInndMAImI8vn7++PkyZNGjXn+5gOM/isWs99siBc8nI0a29/f36jxiMh8MAEkIspnb29v9B41i6v3YHMgE/UCGqOJt6tRYxMRlRUHgRARERGZGSaARERERGaGCSARmbeZMwEvL8DdHZg4EcjL07/urVtAr16ATAY0bAhERhbZpMqSX3Bowbto0Nxfd/xjx4DgYMDREejUCUhK0i6PiQHatAFsbQEHB2DwYCArS3d7+vYFGjcGVCr994GIzBITQCIyX3PmAJ9/DgwZAqxcCaxdC8yYoV9dlQro2hU4fhxYtUqdmL3+OpCQoBW/+rQpWNeoE5JmzC0aPzFRnfQ5OADr1wOenuqYOTnq8jt3gM6dgexsYO5c4H//A379Ffjqq6Lt2bkTWLcOmDcPkErL+IEQkbmQCCFERTfiaaBQKCCTySCXy+Hk5FTRzSEiU8vOBqpWBfr1AxYsUK+LiAB69ADu3gUsSxkj9+efwFtvAUePAkFB6nWDBgGVKgHz52vi3329B1p49sKmj4LR5MoZ7fjDh6sTv4QEdRKoUgF16gA//AC8+aY60du+HTh0CLDJn0NwwABg/37g6tVHbcnKAgIC1O1Ys8b4nxURPXXKm7ewB5CIzNOJE8CDB8Dbbz9a1769+t/jx0uvv3s34Of3KPkDgNBQ9fpC8VNDexcff/du4I031MkfoO6569btUYxhw4CNGx8lfwDg6qpOLgv79lv15Wh9ey+JyOwxASQi83TjhvrfRo2013t5ARcv6lf/8bo1awJXrqh78vLjZ/rXLz5+cTEKymvUUL8uIIT6Uu9LLz1ad+GCOvGrVQsYP159mdjITzMhoucPE0AiMk+ZmeoeN0dH7fV2dkBKin71K1cuWjc3V92zmB8/r1IJ8YuLUdz7h4Wpk7sxYx6tmzBBfc/g/fvqewZ//x1o3hyIiip9H4jIbDEBJCLzZGOj+z4/a2t1YqZP/ccHW1hbq//NzNQvfnExdL3/7dvAqFHqkb4vvqhel5KivkQcFKTuedyxQ/2vh4d6cAsRUTGYABKReXJ3B5RK4N497fX37z+6J6+0+gWXkQvXBdT18+PH7UsFAJw8KVHPzlI4fnExHn9/IYB331UnjPPnP1p/6ZJ6WplPP32UfFaurB5Acvp06ftARGaLj4IjomdWwt2HeKjMLVNdi6q14G9tjaTNu5DWqYt6XXoa6l24gCRbZyiS5SXWr+zfGFVnTsW5q/c0PX0ue6JQzdYO8Q8liDpfC4Ml1vjnqwPA2+4Y8VUmZky8jvjzF3A9P36Nxs0h2b0PSX2HaOJ6RR2BhYs7rhZ6/yqzp8N9924krNuMjEwpkF9mk56HOgAuV3JHZuHtswE3a2ucLWUfHudgYwlfNz2SXyJ65jEBJKJnUsLdh2g/c1+5Yiz3aoxKk75Hv7MOyLOQ4qMjf+GFPIHQsza4f7Xke+hcH7rj2P37CBv6NdY2eRVWqhxs/nUe4j0DMOSXgwCAOrUa4zPlLPTLm4oq3aMx+MhfEGcfxX9NUhdzwmdizKTfcb6KD2rIb2P39n8xs807WDZP/f7d4/dhzpZZ+K7D+1h+LA849qhdlqpcRFvbYfmCTVjTRKlZv2b9Npx3qY2B8wy/DzDis3ZMAonMgEkTwLi4OAwePBiXLl3CkCFD8OOPP0IikZRYJzIyEsOGDUNKSgomTJiA0aNHl7uMiJ4/BT1/c95qAj/3SmWKYRsyA7V6vIq4XV8jx8sbTvv/wb33hmL1F10hTb0Pq2tXkRXQqNiJle/nfoLvly/EOOtkWF++CNvU65CuWAnVhKa4cwf4MmcGIu6/ir/mTUICfNAzazPm2w/F3ciu2LIFkIpg5CZH4N8NE5H2yquotD8Cwt0dPRd8jVBHJ1hfuQy/n+cjq1kL9BvzNvoVem9lvQYQ1tbIyPkE36xaio871EW2jy9kWzaiclIsEtdsxNY2rfX+LC7dScfIddFl7lElomeMMJGsrCzh4+Mjhg4dKi5duiS6dOkiVqxYUWKdO3fuCCcnJzFlyhRx4cIF0axZM7F3795ylelLLpcLAEIul5dth4noiYq9/kB4f7FVxF5/UL5AZ84I8cYbQjRvLsSPPwqRm6tev3KlEIAQqakl11+6VIiWLYXo2FGIgwdFRIS6WsESgDNiI94Qx9FcfIYfhQVyBSBERER+/YcPhfj8cyGaNhWif38hkpIexZ49WztY4SUhQb1NXp56O39/IWxthfDzE+L33w3+GIz2eRLRE1HevMVkTwLZtGkT3nvvPVy/fh329vaIiYnBxx9/jKgSpiaYM2cOFi1ahLNnz0IikeCff/7BX3/9hd9//73MZfrSzKh974ZhM2pb2AAW+R2peblAnhKABWBp92ib3If6x9PEtQYsrPLjqoC8LAASwNK+UNwMAAYePokVIM2/WVzkAar80YaWhS755GYCMOB5qAAgsQSk+ZPVCgGoMorGVWUBwsBnlEqkgNS2UNvyP0upPVDQm6xSAsLQXotijpHUDpDkj41SZQMix8C4xRwjC1vAIr8XKS8HyMvWWbtEuo6Rzu9fOeIWHCOd3z8D6TpGxX3/DIqrPkZxyXL0+CUCmz4KQgNPV93fP0PoOkbFff9K8OefwOD3Hr1W5thAlac+RlKLXNhYKZGXZ4EVv9qhX0GX3lNwjvjvhhy9Fx7G+uFt0cCrinolzxE64vIc8aycI9Rx849Rcd8/QxjpHFE0btnyCIVCAZlr9TI/CcRkl4BjYmIQHBwMe3v1F71Ro0aIj48vtU6HDh00l4mDgoIwfvz4cpUVR6lUQql89IugUCjUP2yoDtgXU0mH3OA1EF7qmf4lSetheaQ/8qq0hardbs02lv/4QJJ9V/+gAFRNf0ae30fquHciYRn5CoRTPeR2jnkUd2cLSBRnDYtb/yvkNZikfiH/D1a7mkJYuyH3jUcjEaX7XoVFyn7D4tYehrxmc9UvlCmw2uwJAMh589FJTHr4bVhc32BQ3LwaPaF68Q/Na6u/1Jf6cronAzbq/6QsTo2E9PIiw+IWc4xyOp0GZA3Ucf/7FtL47wyKW9wxyg0Jh3APUce9tBDS058aFreYY6Tr+2coXcdI1/fP4Lg6jpGu75/BcfOPUW5uLgZXDYPkQD/E1eiNPP+x6g2yU2G5/1WD46qaLYBwaa5ub9J6WJyfAeHeAapG0zTbWO5uWWqcAADHlz96/cWaH7D7v44AgI4NduOH/l/g5JXmyJItxJnb6uRMuq8zJLkPDGpv3gtjkVdw7O+fhPTUcAgHX63fF+nhvpA8TCguhBYJgP0BuVAljkJOte/VK3mO0LzmOSI/7jN0jgAeHaPivn+G0HWMivv+GRS3rHlEGXLYwkyWACoUCvj6+mpeSyQSSKVSpKamovLjE58WqlO//qNZ852cnJCcnFyusuJMmzYNU6ZMMXzHHnP69GnciFVnjNVzTyMQwP1793Bw2zbNNq9mZ8OmmPrF+e+//5BwQR3DVRWL1gDS0tIRUShu+4x0GJrzX7x4EeevqmM45l1DBwDZ2dnYUSjuS5n34GZg3GtXr+LMLXUMayHHa/nrtxWK2yLrFgz9lbt58xZOFIrxRv6/u3fvRrZEBgBopLwKXx11S1LcMTpw4ADSLNTPWH0h+yL8DYxb3DE6cvQI7knVf8H55vyHRsXUL05xx0jX989Quo6Rru+foXQdI13fP0MVHKOkdOCc7X28lesHJEYDiYUe6QY/wwMfm/3YCj/gxjXgRjnj9lkKPywFACQC6vbWlAMp/YEdBRu55S8G+G+jeincNjmAHYXbKzWozR9Z3EGLa9dw9D7PETxHPPKsniOAR8eouO+fIXQdo+K+f4YwVR5RGpNdAv7iiy+Qk5OD2bMfnVS9vLxw5MgReHrq/hV/66238NJLL2HEiBEAAJVKBVtbW+Tk5JS5rDi6egC9vLxw99bV8l8Clliou6ALlPfyjlCpu92NcQnYwkodGyj+8o4qU11miGft8k5xx6jwpYO8bHU3v2GBdR8jqa16XwDjXN4pOEZP4vKO5vtnIF3HqLjvn0Fx1cfovxsKvLl0G2b28YSvmwyQFrRXlO1ylIVNoWOfm39pT/rochSgd3sjIyWYPFl9vLNzrKES6p+lFrmwtszBlCkCIR0Mj6tFYvXo2Iu8/GMv0f59UWVB33NEwt2HGPfnNfzxfmfUr+H2KC7PEY/F5TniWTlHAHh0jIxxCVjXMTLVJWA98giFQgG3at5P3yVgFxcXxMXFaa1LS0uDtbV1MTXUdVIKPQKp8PZlLSuOjY0NbGyK5tNWds6wsjP8g8yvDcBOx2rnMsYrHNdWx2pZOeMC0PU3hZWVEeLq+PyNEVfXZ2mquDBGXF3HyAoG3WegM66uthXz/TNKXB3fv3LHBXR+//RkaWmJnFwX1HZtjoDqxvhdMJ5G/QBPG/X8zKnXH6338gLmzAR69qy4thXHQsiRmZsJqbU9rLSOF88RxcblOaJQ3KfvHJEfuJj1JecI+sXVcYyM8v+9fnmEVU75nuVhsgQwMDAQy5Yt07xOTEyEUqmEi4tLiXXWrl2reR0dHa3pLSxrGRE9nzJz1D1FcQZOdvyk1G0JbD0IHD6ajT1HzuHlYH+82NIaUikQV/IdKhXi0p30im4CET1BJrsEnJubi+rVq2PmzJkYOHAghg0bhuTkZGzZsgUKhQJ2dnaP/ZUJ3L17F15eXti2bRvatGmD0NBQ+Pr6Yt68eWUu05dmFHAZu1KJ6Mn649g1jNsQW9HNeO5wImiiZ0N58xaT9QBaWlpiyZIl6N+/P8aOHQuVSoXIyEgA6hHBc+bMQWhoqFYdNzc3zJo1C507d4ZMJoODgwOWL19erjIiej51alANAFDbvRLsrHRP1Pw0OH9TjjHrYzGrd0O84PF0Xap+HB8FR2Q+TNYDWCA5ORknTpxAq1atUKVKFb3qXLp0CWfPnkVISEiRrLasZaVhDyARmUL01XsIXXgEmz4KRhNv14puDhE9J57aHsACnp6eBt+P5+fnBz8/3VMXlLWMiIiIiNTKN4SEiIiIiJ45TACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMmHwiaCKiZ0VGRgbOnTtn1Jjnbz6A8tYlnI2zQ949Z6PG9vf3h729vVFjEpF5YAJIRJTv3LlzaN68uUli9//V+DFPnjyJZs2aGT8wET33mAASEeXz9/fHyZMnjRozPVOJfyMOo2v7F1HJzsaosf39/Y0aj4jMBxNAIqJ89vb2Ru9Ry8nJQerdO3gxqAWsrKyMGpuIqKw4CISIiIjIzDABJCIiIjIzvAScTwgBAFAoFBXcEiJ6nuTk5CAjIwMKhYKXgInIaArylYL8xVBMAPOlpaUBALy8vCq4JURERET6SUtLg0wmM7ieRJQ1dXzO5OXl4caNG3B0dIREIqno5hDRc0KhUMDLywtJSUlwcnKq6OYQ0XNCCIG0tDRUr14dFhaG39HHBJCIyIQUCgVkMhnkcjkTQCJ6anAQCBEREZGZYQJIREREZGaYABIRmZCNjQ0mT54MGxvjPgWEiKg8eA8gERERkZlhDyARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGSaARERERGaGCSARERGRmWECSERkxoQQWLlyZUU3g4ieMCaARGRyJ0+exMcff4w+ffpg+vTpePjwocExfHx8sGrVKuM3zohiYmIgkUiwYsUKk76PRCLBvn37jBLrr7/+wrlz5wAA7dq1g0QigaWlJTw9PfHuu+/i6tWrRnkfInq6MAEkIpPav38/WrdujYcPH8LPzw8///wzOnfuDCGEQXG2bNmCbt26maiVxhEeHg4A2LVrVwW3RD85OTmYNWsWxo8fr1kXEhKCqKgoTJo0CTt37kRwcDBu3bpVga0kIlNgAkhEJvXxxx9j3LhxWLVqFaZOnYr169fj4MGDiImJMShOw4YN4erqaqJWGseuXbtgY2ODPXv2GJzgVoTFixejT58+cHZ21qxzdnZGcHAwhg4diu3bt+POnTuYNm1axTWSiEyCCSARmYxSqcTo0aMxcuRIzbrq1atryp4nWVlZiIqKwqeffoq7d+/i1KlTFd2kEqWlpWH16tX45JNPit2mSZMmCAoKwpYtW55gy4joSWACSEQmY2Njg8GDB0MmkwEA8vLyMGPGDPj4+KBZs2YAgEWLFqFu3bqws7ND3bp1sXr1ap2xirsHUKlUYtiwYXBxcUGtWrXw448/Ijg4GK+++qpmm7CwMNSvXx/29vbw9/fH2rVrNWUSiQTff/89vL29UaNGDezbtw8BAQFwcXExKPGJiopCZmYmhg8fjipVqmhdBt63bx8kEglu3bqFbt26wcHBAX5+ftixY4dWjK+++gru7u6oXr06pkyZgldeeQX169fXuw13797FwIEDUblyZbi7u2PYsGHF3m85Y8YMjBgxAjY2NiXGbNy4MRITE5GZmQkAuH37Nvr27QtXV1e4uLigT58+uHv3LgDg+vXrkEqlWL9+vVaMOnXqaP0RQERPAUFE9AQsXrxY1K1bV7i5uYn//vtPCCFERESEACC+/vprERkZKSZNmiQsLCw05YV5e3uLlStXFln/3XffCR8fH7Fjxw4xa9YsAUCsXbtWnDx5UgghRFRUlJBIJGLMmDHiwIED4ptvvhGWlpbi8uXLQgghAIj69euLnTt3Cnd3d1GpUiWxbt060bFjR9GlSxe992/s2LHCx8dHCCFEr169RPv27TVlBfvZpEkTMWbMGLF7927RoUMHUaVKFaFSqYQQQvz+++/C2dlZbNy4Ufz666/C0tJSzJo1Sxw+fLjIewEQERERRda3bdtWNGzYUPz777/i77//FtWrVxfvvPNOke1u3rwpXnrpJZGXl6e1PiQkRLzxxhta68aPHy8AiJs3bwohhHjllVeEt7e3+Pfff8XOnTtFgwYNxHvvvafZ/uWXXxY9e/bUvD558qQAIE6dOlXKJ0hET5JlBeaeRGRGGjRogPbt22PVqlVYtGgR5s6di8TERADAsGHDULVqVbRu3RqBgYFwcXHRO+7hw4fRp08fdO7cGZ07d8YPP/wAIYSmh9HOzg6LFy/Ge++9B6lUirp16+Lbb7/FiRMnUKtWLQDAl19+iU6dOsHf3x8vvPAC+vTpg//++w+RkZF6tyM8PBzt2rUDoB5NO2bMGDx8+BAODg6abdq0aYOZM2cCAJycnBAUFISbN2/C09MThw8fRqdOnRAaGgoAmD9/PpRKJYKDg/V6/3379mH//v04ffo0mjRpAgBITk7GmDFjsGzZMq2evq+//hqTJk2CRCIpNW7BNiL/nsY333wTTZs2RYsWLQAAHTt21OrtHDBgAIYOHQq5XA6ZTIZ169ahYcOGaNq0qV77QURPBi8BE9ET8dJLL2HRokVYv3495s2bh4MHD6Jbt27w9vZGs2bNMGjQICxatAiBgYGoVq2a3nHr1auH/fv34/79+zh48CDu3bunddm0WbNmqF+/Pj777DMEBQXBy8sLubm5yMjI0GxTcF+iRCLR+llfKSkpiImJwapVqyCRSPC///0P2dnZRRLIwvfbValSBYB6JG7Bfhw/fhzJyck4d+4czp07Z9Dl39jYWABA06ZNIZFIIJFIMGLECOTk5GhN5XLhwgVcu3YNnTp10ituamoqJBKJZqBI3759ceTIEfTs2RPVq1fH3LlztT7LXr16QSqVYuPGjQCAP//8EwMHDtR7P4joyWACSEQmo1KpcOXKFa11Xbp0gVQqxdmzZ+Hq6or4+HjMnz8f7u7u+Pnnn1G3bl3NvHT6aNy4Mc6cOQNXV1e0bdsWEydOROPGjTXlCxYsQPv27ZGRkYERI0bg7NmzqFmzptH2EVD3/gkhsG/fPpw+fRqnT59G9erVNdPCFKhdu3axMZo0aYLbt2+jRo0aqFevHvr06YM33njDoHZIpVKcOnVK04aCpfD+fvnll/j+++/1jhkbG4tatWrBzs4OaWlpaNq0KZYsWYLg4GCsXr0aCxcu1Nq+UqVKCA0Nxdq1a3Hs2DEkJSXh7bffNmg/iMj0eAmYiEzm2rVrqF27No4ePYqgoCAAwKVLl6BSqeDj44MNGzbgwYMHeO+99xAaGopvv/0WVatWxdq1azFlypRS4wsh8Mknn+Do0aOws7ODq6ur1pQmALB06VL07dsXixcvBqDurbt//75R9zM8PBx+fn4ICQnRrGvbtm2R+QClUmmxMT766CP8+eefCAgIgL29vaaHUF8BAQFQqVSQSqVo1KgRAODMmTP48ccfMWPGDHh4eODIkSOwtbXV+3JsXFwcDh8+jDFjxgAA9u7di8uXL+Py5cuay+e7d+8uUm/AgAF4/fXXUaVKFXTq1AkeHh4G7QsRmR57AInIZHx9fdGjRw/06tULYWFh2LlzJ/r3749mzZohJCQESqUSo0aNwooVK3Do0CEsWLAAaWlpJfaUFSaRSGBnZ4eff/4Z165dQ0JCAhITE7Xm4HNzc8ORI0ewZ88ehIWFoU2bNkhLS0Nubq7R9nP37t1o06aN1rq2bdsiPj4eycnJesVwcHDA0qVLceHCBSQlJWkSZX21b98ebdu2Rf/+/bFx40bs3LkTgwcPRmxsrOaS+sSJE/Htt9+WGOfBgwc4evQoli5dildffRU+Pj6aiaLd3NwAAL/++isiIyMxYsQIzJgxo8hn+corr6BKlSoICwvj5V+ip1WFDkEhoueeXC4Xw4YNE1WqVBGurq5i0KBB4s6dO5rymTNnijp16ghbW1tRo0YNMWnSpCKjU4UofhTw6NGjhUwmE46OjkIikQgAwtvbW5w7d04IIcTZs2dF69athb29vXjhhRfEjBkzRIsWLcSgQYOEENojakNCQsTkyZOFEEJMnjxZhISElLp/8fHxAoBYvny51vq4uDgBQKxYsUIzCriwhIQEAUAkJCQIIYSYO3euqFSpknB2dtbsh5ubm4iKiirynihmFHBKSop45513hEwmE87OzqJPnz7i+vXrQggh/vnnHzFq1KgS9yUkJEQAEFKpVNSoUUN8/PHHIiUlRWubb7/9VlStWlVUrlxZdOnSRfz000/CwsJCM6q6wMiRI4VMJhOZmZklvicRVQyJEM/AdPVERDrs2bMHb775JlasWAEPDw8IIXD58mX873//w9dff40RI0aU+z1UKlWJT/WQSqUGDRjR5eLFiwgICMCKFStQu3ZtSCQSzQjeHj16YPbs2eWKDwDnz59HlSpVDBphXRYxMTFIT0/HhAkTUK9ePSxatMik70dEZcMEkIieWWlpaRgzZgx27dqF27dvAwC8vLzw+uuv49tvv9WagqWsfHx8tEbRPu6vv/5C7969y/Ueubm5mDBhAjZu3IgbN24gNzcXHh4e6NSpE7777ju4u7uXK/6T9NNPP+GLL75As2bN8M8//6Bq1aoV3SQi0oEJIBGZt5kzgZ9/BpRKYOhQYMoUwOLR7dHx8fHIzs7WXffuXfjOnQtZZCRQsybwyy9AoYEg+sTX8tNP6m3z50cEAMTEAJ98Ahw/DkilQJ8+wMKFgK1t+fabiMwaRwETkfmaMwf4/HNg8mSgRQvg00+BSpWAL77QbFLsXHwqFRAUBKSkAKtWAQkJwOuvA2fOAL6+esfXuHwZ+OoroPDo3zt3gM6dAW9vYO5c4MoV4McfAVdXdWJJRFRG7AEkIvOUnQ1UrQr06wcsWKBeFxEB9OgB3L0LWJby9/GffwJvvQUcPapOBAFg0CB1gjd/vmHxhQDatwdOnwYqV37UA/jVV8D27cChQ0DBkzwGDAD27wdKuCxNRFQaTgNDRObpxAngwQOg8CTF7dur/z1+vPT6u3cDfn6Pkj8ACA1Vrzc0/sKFQFwcMGGC9vphw4CNGx8lf4C696+4S9JERHpiAkhE5unGDfW/+ZMma3h5ARcv6lf/8bo1a6ov06pU+se/elV9SXj+fHWPYWE1aqhjFhAC2LkTeOml0ttHRFQC3gOYLy8vDzdu3ICjo2O5p3Qgoqef1f37sJVKkSYEoFBo1jtYWyMnKQnZhdbpYp+WhjwXF2QV2s5CpUKl3FykJSXBUs/49oMHQ3TsiMzXXoNVWBhshEB6Me9ttW4d7M6dw8N586AqpX1E9HwTQiAtLQ3Vq1eHRXEDy0oJQEKIpKQkAYALFy5msrwJiEwd6w8A4ks96v8LiEWPrasNCAEITz3jvw+IW4BwzX89CBAJxbyfOyDuAGLNU/DZceHC5elZkpKSypT3cBBIPrlcDmdnZyQlJcHJyamim0NEJiY9cAAOr7+OtIQEiEKTIzsEBSFn0CBkf/xxifVtP/oIkvv3kblunWadxcmTqNShAxSJiZDGxcHh9dcRGXEKNyztUKWSLZr7VIZTcEvkDBqEnB49UCk4GJm//ILc7t0BQN0DOH060mNjtd9MCNj37g2L+HikHzwImHgyZyJ6+ikUCnh5eeHBgweQyWQG1+cl4HwFl32dnJyYABKZg9atAWtrOJ45A+QnYEhLAy5dgrRWLdiWdh5o0waYNAlW9vaPRvSeOwfY2cGpZk3svpGFtlIr/DZvI3bXaQkAqG2bh/BLl2BbqxZsjxwB5HLYDxhQJLSTTKaeOubrr9UrpkwB9u0D9u6Fk4+PUXafiJ4PZb1tjYNAiMg8yWTAK6+o59NTqdTr5s8HhAA6dCi9fs+ewL17wIoV6tfZ2cCiRcDLL2PHf7fwwT+XcMCnCT44tgEWeer4nfb9DZEnsMejgTrpPH1ae5kyBfDwUP88bJg67po16vU//qhOOomIjIA9gERkvqZMUfcEBgerJ29evx4YMUI9GfO9e+rJnZs2VT+B43Hu7sCYMeqndOzZA5w/D8THQ7V0GaZsiYcA8FPrt7E+7HNs/O0zJMmqosv5g1jVvBuWHryNdq0bQPr4pdzoaMDaGmjSRP364kVgyBCgZUt18nfixKNtGzVSb0tEVAbsASQi89W8OXDsGODpqZ6+5YcfgFmz1GVbtgCBgerLwsX58Uf1JM9Xr6qTxshIHHOthZvyLABAXDU/vDFwNm47uqKm/Bamt3sX33V4HzflWTiWcL/09m3dCmRmAkeOqNtSeCmYZoaIqAw4CCSfQqGATCaDXC7nPYBEVGb/RCfj0z+iS93u575N8EYTT9M36CkkhEBubi5UBZfeiagIqVQKS0vLYu/xK2/ewkvARERG5O5oa9TtnjfZ2dm4efMmMjIyKropRE89e3t7eHh4wNoEt3swASQiMqIgXxd4yGxxS54FXZdXJACqyWwR5Gt+U7nk5eUhISEBUqkU1atXh7W1NSfeJ9JBCIHs7GykpKQgISEBderUKdtkzyUwaQIYFxeHwYMH49KlSxgyZAh+/PHHUn/ZIyMjMWzYMKSkpGDChAkYPXq0XmUFcnJy0KxZM8ybNw/t2rUz9i4REZVIaiHB5G718dHvpyABtJLAgrPf5G71IbUwv8QnOzsbeXl58PLygr29fUU3h+ipZmdnBysrK1y9ehXZ2dmwtTXuVQOTDQJRKpXo1q0bmjdvjhMnTiA+Ph6rVq0qsU5KSgq6d++Ofv364fDhwwgLC0NERESpZYX9+OOPiIuLM8UuERHp5dUADyx8pxmqybRP2NVktlj4TjO8GuBRQS17Ohi7J4PoeWXK3xWT9QBu374dcrkcs2fPhr29PaZOnYqPP/4YgwcPLrZOWFgYPDw8MHHiREgkEkyaNAnLly9H+/btSywrcPHiRcycORM+nCiViCrYqwEeeKV+NRxLuI87aVlwd1Rf9jXHnj8ievqYLLWMiYlBcHCwppu/UaNGiI+PL7VOhw4dNJeJg4KCcOrUqVLLCgwdOhTjxo2Dt7d3qe1TKpVQKBRaCxGRMUktJHixtiveaOKJF2u7MvkjoqeGyRJAhUIBX19fzWuJRAKpVIrU1FS96zg5OSE5ObnUMgBYuXIl5HI5xowZo1f7pk2bBplMplm8vLz03jciIjJP9+7dw6FDh3D37t2KbgpRuZgsAbS0tISNjY3WOltb2xKH/j9ep/D2JZWlpKRg/PjxWL58OSwt9buqPX78eMjlcs2SlJSk974REZH5+eOPP+Dn54ePP/4YNWvWxB9//KFXvcTExKdmtPOePXsgkUhww4gTiT9N+1fYggUL4OvrC1tbWzRv3hwHDhwwSp3Sttm/fz+6deuG6tWrQyKRYNOmTUVipKeno2/fvvDw8EDfvn3x8OHDMu9nWZksAXRxcUFKSorWurS0tBLnsnm8TuHtSyobOXIk3n//fTQpeHySHmxsbODk5KS1EBER6fLgwQP873//w4EDB3D69GksXrwYX3zxhV51a9asWeLVrydp165dAIDw8PAKbkn5paamIj09XWfZunXrMHLkSHz55Zc4ffo02rRpg9deew3Xrl0rNp4+dfTZ5uHDh2jcuDF++eWXYt9rzpw5qFSpEnbt2gV7e3vMmTPH8A+gnEyWAAYGBuLIkSOa14mJiVAqlXB5/NmXJdSJjo6Gp6dnqWVr1qzBvHnz4OzsDGdnZ0RFReH111/H9OnTjb1bRERkhtLS0jBnzhwEBAQAABo3bqx3UmdhYQFnZ2cTtk5/4eHhaNeu3TObAObm5uLff/9Fnz594OHhgcuXL+vcbvbs2Xj//fcxZMgQ1KtXD3PmzIGXlxcWLlxYbGx96uizzWuvvYbvvvsOPXv2LPa9Hjx4gLp166Jhw4bw9/eHXC4vw6dRPiZLANu2bQu5XI7Vq1cDAKZPn46OHTtCKpVCoVAgJyenSJ3u3bsjKioKERERyM3NxcyZM9G5c+dSyxISEnDmzBlER0cjOjoaLVq0wLJlyzBs2DBT7R4RERlT7kPDl7zcR/XzcvPXZ+oX10BeXl54++23Aajnm505c6bmP/hdu3ahXr16sLe3x0svvVQkKSnuEumZM2cQEBAANzc3jB49Gv7+/po5bAcPHgwvLy+8++67+PDDD+Hs7IytW7cCAA4cOIAmTZrA3t4egYGBek99lpKSgpiYGIwZMwa7d+9GwZNg9+3bBx8fH2zevBne3t6oXLky5s6dW2o7S3P8+HG0bNkSMpkMPXv2LJLk7Nu3T+/EODY2Fp999hlq1KiBgQMHwtXVFREREWjcuHGRbbOzs3Hy5El06tRJa32nTp1w6NAhnfH1qVOWuMX55JNPsHjxYlhZWWHlypX49NNPDapvFMKENm7cKOzs7IS7u7twdXUVcXFxQgghvL29xcaNG3XWmT9/vrCyshJubm7C29tb3Lp1S6+ywkJCQkRERIRBbZXL5QKAkMvlBtUjIiL9ZGZmivj4eJGZmVm0MAyGL1f/fFT/6p/qdeEh2nHXu+muW0bR0dGicuXKomrVqiI1NVUIIUTVqlXFjBkzRFJSkvjwww9F3759teokJCQIXf/dvvjii2Lq1KkiJiZGODk5iUOHDon79++LkJAQ0aZNG7Fx40YBQMydO1e8/fbbYsiQIUKlUgl3d3fx3XffiZs3b4oRI0aIV199Va+2h4WFCX9/f5GZmSmsra1FTEyMEEKIiIgIUalSJfHiiy+K2NhY8fPPPwtra2uRkZFRYjtL2r/U1FTh6uoqpkyZIq5evSo6d+4s3n//fa1tcnJyxIMHD4pt7927d8XPP/8smjZtKqytrcUbb7wh/v77b6FUKkvcz+TkZAFAHDx4UGv9999/L+rWrVvmOmWJC6DYfEelUombN2+KvLy8YvelpN+Z8uYtJn0SSGhoKC5evIgTJ06gVatWqFKlCgD1X0PFGT58ODp16oSzZ88iJCRE6968ksoK27dvnzF3g4iICIB6SrM9e/bgs88+w+DBg7Fx40bY2dlBqVRCJpNh0aJFyMvL0ytWdHQ0Vq1ahbp166J+/fpITEzEiy++CADo37+/5r72Dz74APfu3dP83xkTEwOZTIYzZ84gLS0NFy5c0Ov9wsPDERwcDFtbWzRt2hS7du1Co0aNAKgHJSxcuBABAQGoW7cuPv30U9y5cwfe3t4ltrM4W7duhZWVlWbu3lGjRmHAgAFa21haWkImkxUbY968eZgyZQratGmDS5cuGTxbx+O9rkKIUger6FOnLHF1sbCwQLVq1QyuZywmfxawp6en5l49ffn5+cHPz8/gMiIiekb10X0zf4ksCs00UaNHfozH7mx6I7E8rSpCIpGgadOmWLVqFby9vZGamoq1a9di4sSJmDZtGho3bow5c+YgMDCw1Fh+fn44fPgw3NzccPHiRdSvX19TVvixX4V/trCwwOzZs7Fs2TLUqlUL3t7eUKlUerU9PDwcd+/excaNG5GRkQGZTIbPPvsMAFC5cmXN5dSCAZYi/xJxSe0sTnJyMlJSUlC5cmUA6udAp6WlISsrS+9Hmn344YewsrLCr7/+ivr166NXr14YMGAA2rdvX+ITMtzc3CCVSnHr1i2t9Xfu3EHVqlXLXKcscZ9mfB4PERFVPEsHwxeLQn0YFpb56+30i2ugvXv3YuzYsY/C5k85ZmFhgYcPHyI8PBz3799HmzZt8N577+kVs0GDBhgxYgSqVauGgQMH6ryf7XH79u3DwoULcfbsWZw4cQLvv/++Xu8VHx+P5ORkREZGIjo6GsuXL8eBAwegVCoBoMSZMMrSzho1aqBFixaae/NjYmJw+vRpWFlZ6dVeAKhevTq+/PJLXLhwATt37oSNjQ169eoFb29vjBs3Dv/995/OetbW1mjevHmRgS7h4eFo1apVmeuUJe7TjAkgERFRKfz9/bF48WIsWbIESUlJGDduHDp16gQLCwt07doVv//+O+7evQsLCwu9LgFfuXIF+/fvx8GDB3H58mXMnj1br3YUTHsil8tx8OBBjB49WtNTV5Jdu3bBz88PLVu2hI+PD3r06IHc3FxERUWZpJ1du3bF1atXcezYMUilUvzxxx949dVXtdqam5ur9+jXVq1aYfHixbh16xZmzJiBmJgYNG7cGLGxsTq3Hz16NJYtW4YVK1bg7NmzGDVqFK5du6Y1OPSXX37Byy+/bFAdfbZJT0/XJL6AeqBqdHR0iVPQVIgy3Tn4HOIgECIi0ypxEMgzYMeOHaJevXrC0dFR9O7dW9y5c0cIIcRff/0l/P39ha2trQgICBCRkZFa9XQNklCpVKJp06bCxcVFSKVSYWtrK4YOHSqEUA9kXLlypVa9yZMni0GDBomcnBzRv39/4eDgIAICAsTMmTOFpaVlsYMiC3Tp0kV8+OGHWuvatGkjPv/8cxERESG8vb21ygCIhISEEttZ0v4JIcSxY8dEUFCQsLe3F4GBgeLo0aNa5REREUImk5XY7pIkJyeX+H/2/Pnzhbe3t7C2thbNmjUrclwmT55cZL9Lq6PPNhEREQJAkWXQoEEG76MpB4FIhNDjTwczoFAoIJPJIJfLOSk0EZEJZGVlISEhQfMUBXO2fPly/Pnnn1i2bBns7e0RExODLl264M6dO0/V/0HPSjufVyX9zpQ3bzH5IBAiIiLS1qFDB6xZswYBAQHIzMyEr68vZs2aVa6kqrg59erWrYtjx449Ne2kpwMTQCIioifM19cXe/bsMWrMgnvOHmfIwIvHmaKd9HRgAkhERPQc8PHxqegm0DOEo4CJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQioieKs48R6ceUvytMAImI6IkoGI2akZFRwS0hejYU/K6UZyR3cTgKmIiIngipVApnZ2fcuXMHAGBvbw+JRFLBrSJ6+gghkJGRgTt37sDZ2RlSqdTo78EEkIiInphq1aoBgCYJJKLiOTs7a35njI0JIBERPTESiQQeHh5wd3dHTk5ORTeH6KllZWVlkp6/AkwAiYjoiZNKpSb9z42ISsZBIERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZmecqAbxx4wYOHTqEtLS0im4KERER0VPLpAlgXFwcAgMDUblyZYwdOxZCiFLrREZGol69enBzc8Ps2bP1Lps1axYaNGiAYcOGoUaNGoiMjDTqvhARERE9L0yWACqVSnTr1g3NmzfHiRMnEB8fj1WrVpVYJyUlBd27d0e/fv1w+PBhhIWFISIiotSyCxcuYMaMGYiPj8eZM2fw2WefYdKkSabaNSIiIqJnmskSwO3bt0Mul2P27NmoXbs2pk6diuXLl5dYJywsDB4eHpg4cSLq1KmDSZMmaeqUVJabm4ulS5fCw8MDANC4cWOkpqaaateIiIiInmkmSwBjYmIQHBwMe3t7AECjRo0QHx9fap0OHTpAIpEAAIKCgnDq1KlSy+rXr49u3boBANLT0zFv3jz07NnTJPtFRERE9KwzWQKoUCjg6+ureS2RSCCVSkvsmXu8jpOTE5KTk0stK7Bt2zZ4eHjg1q1b+PLLL0tsn1KphEKh0FqIiIiIzIHJEkBLS0vY2NhorbO1tUVGRobedQpvX1JZgU6dOmH79u2wtLTE559/XmL7pk2bBplMplm8vLz03jciIiKiZ5nJEkAXFxekpKRorUtLS4O1tbXedQpvX1JZAUtLS7Ru3Rpz587FypUrS2zf+PHjIZfLNUtSUpLe+0ZERET0LDNZAhgYGIgjR45oXicmJkKpVMLFxUXvOtHR0fD09Cy1bM2aNZg1a5amzNLSElKptMT22djYwMnJSWshIiIiMgcmSwDbtm0LuVyO1atXAwCmT5+Ojh07QiqVQqFQICcnp0id7t27IyoqChEREcjNzcXMmTPRuXPnUsv8/f3x9ddfY+PGjUhMTMTkyZPx5ptvmmrXiIiIiJ5pEqHP7MxltGnTJvTv3x+Ojo5QqVSIjIxEgwYN4OPjgzlz5iA0NLRInQULFmDkyJGQyWRwcHDA0aNHUbVq1VLLfv/9d0ycOBEPHjxA79698fPPP2tGIOtDoVBAJpNBLpezN5CIiIieauXNW0yaAAJAcnIyTpw4gVatWqFKlSp61bl06RLOnj2LkJCQIjtVUll5MAEkIiKiZ8VTnwA+K5gAEhER0bOivHmLSZ8FTERERERPHyaARERERGaGCSARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGSaARERERGaGCSARERGRmWECSERERGRmmAASERERmRkmgERERERmhgkgERERkZlhAkhERERkZpgAEhEREZkZJoBEREREZoYJIBEREZGZYQJIREREZGaYABIRERGZGSaARERERGbGpAlgXFwcAgMDUblyZYwdOxZCiFLrREZGol69enBzc8Ps2bP1LluyZAk8PDxgZWWFTp064ebNm0bdFyIiIqLnhckSQKVSiW7duqF58+Y4ceIE4uPjsWrVqhLrpKSkoHv37ujXrx8OHz6MsLAwRERElFoWFRWFiRMn4rfffkNCQgKysrLw2WefmWrXiIiIiJ5pJksAt2/fDrlcjtmzZ6N27dqYOnUqli9fXmKdsLAweHh4YOLEiahTpw4mTZqkqVNS2fnz57Fw4UJ07NgRNWrUwODBg3HixAlT7RoRERHRM81kCWBMTAyCg4Nhb28PAGjUqBHi4+NLrdOhQwdIJBIAQFBQEE6dOlVq2fvvv4+ePXtq4pw/fx5+fn4lvpdSqYRCodBaiIiIiMyByRJAhUIBX19fzWuJRAKpVIrU1FS96zg5OSE5ObnUssLu3buHxYsXY/jw4SW2b9q0aZDJZJrFy8tL730jIiIiepaZLAG0tLSEjY2N1jpbW1tkZGToXafw9iWVFTZ8+HC0atUKXbt2LbF948ePh1wu1yxJSUl67RcRERHRs87SVIFdXFwQFxentS4tLQ3W1tYl1klJSdG5fUllBVasWIH9+/cjOjq61PbZ2NgUSVCJiIiIzIHJegADAwNx5MgRzevExEQolUq4uLjoXSc6Ohqenp6llgHAsWPHMHLkSPzxxx+oWrWqMXeFiIiI6LlisgSwbdu2kMvlWL16NQBg+vTp6NixI6RSKRQKBXJycorU6d69O6KiohAREYHc3FzMnDkTnTt3LrXs9u3b6NatG7744gs0b94c6enpSE9PN9WuERERET3TJEKf2ZnLaNOmTejfvz8cHR2hUqkQGRmJBg0awMfHB3PmzEFoaGiROgsWLMDIkSMhk8ng4OCAo0ePanr0iiubM2cORo0aVSSWIbumUCggk8kgl8vh5ORU5n0mIiIiMrXy5i0mTQABIDk5GSdOnECrVq1QpUoVvepcunQJZ8+eRUhISJGdKqmsPJgAEhER0bPiqU8AnxVMAImIiOhZUd68xaTPAiYiIiKipw8TQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIzTACJiIiIzIxJE8C4uDgEBgaicuXKGDt2LIQQpdaJjIxEvXr14ObmhtmzZ+tdBgCXLl2Ci4uL0dpPRERE9DwyWQKoVCrRrVs3NG/eHCdOnEB8fDxWrVpVYp2UlBR0794d/fr1w+HDhxEWFoaIiIhSywAgISEBXbt2RWpqqql2iYiIiOi5YLIEcPv27ZDL5Zg9ezZq166NqVOnYvny5SXWCQsLg4eHByZOnIg6depg0qRJmjollQFA165dMWTIEFPtDhEREdFzw9JUgWNiYhAcHAx7e3sAQKNGjRAfH19qnQ4dOkAikQAAgoKCMH78+FLLAGDr1q2wsLDA559/Xr6G5z4EcqX6b29hA1jkf4x5uUCeEoAFYGmnHdNQFtaAhVV+XBWQlwVAAljaF4qbAaD0y+paJFaA1Fr9s8gDVJnqny0dCsXNBJBnYFxLQGqTH1cAqoyicVVZgFAZGFcKSG0LtS3/s5TaA/nfBaiUgMg1LG5xx0hqB0jy/y5SZQMix8C4xRwjC1vAIv97lZcD5GUbGBe6j5HO71854hYcI53fPwPpOkbFff8MiqvjGBX3/TOErmNU3PfPoLg8R6jj8hyR32CeIwrwHJEft4zniLK8VyEmSwAVCgV8fX01ryUSCaRSKVJTU1G5cuVi69SvX1/z2snJCcnJyaWWAUCtWrWQmJiod/uUSiWUyke/CAqFQv3DhuqAfTGVdGn9J1DzTfXP1zcCUX0A9xCg475H2/zjAyjvGhAUQItfgLofq39OOQDsaQ/I6gNd/3u0zc5AQF5yUl1EwGSg0dfqn+VngW0BgI0b0Cvl0Tb7XgPuRBoWt85wIHC++mflXWCDu/rn/oX+8zk0AEhab1hcr95Am78evf6zkvrfnncA2yrqn0+NBi4uMCxucceoSxzg3EC97r+pQNwUw+IWd4xejgCqtlOvu7QEOPGJYXGLO0a6vn+G0nWMdH3/DKXrGOn6/hlK1zEq7vtnCF3HqLjvnyF4jlDjOUKN54hHeI5QK+s5ogw5bGEmuwRsaWkJGxsbrXW2trbIyCi+xY/XKbx9SWVlMW3aNMhkMs3i5eVV5lhEREREzxKJ0Gdobhn88MMPiIuLw2+//aZZ5+zsjIsXL6JKlSo663z00Udwc3PDt99+CwB48OABPD098fDhwxLLCiQmJsLX11ev0ca6egC9vLwgv3cDTk5O+u8oL+/kx+XlnfwG8/JOAV7eyY/Lc4Q6Ls8R+Q3mOaIAzxH5cct2jlAoFJC5VodcLjcsb8lnskvAgYGBWLZsmeZ1YmIilEplidO0BAYGYu3atZrX0dHR8PT0LLWsLGxsbIr0UAJQf9ELf9kNYWH56CA+HrM8LKSAhY4YhU8iZSGx0N22wl+6MsWV6I5b+JekrHTGtQGg41iWO641AOtyxtVxjCysHp04yxxXxzEq7vtnCF3HqLjvn0FxdRyj4r5/BsXVcYyK+/4ZorhjVO64PEeo4/Ic8SguzxHquDxHqOMacI6wNPCPpcffqly1S9C2bVvI5XKsXr0aADB9+nR07NgRUqkUCoUCOTlF/2rq3r07oqKiEBERgdzcXMycOROdO3cutYyIiIiI9GeyHkBLS0ssWbIE/fv3x9ixY6FSqRAZqb5puFGjRpgzZw5CQ0O16ri5uWHWrFno3LkzZDIZHBwcNFO9lFRGRERERPoz2T2ABZKTk3HixAm0atWq2Hv/Hnfp0iWcPXsWISEhRa5rl1RWHnK5HM7OzkhKSjJqXCIiIiJjKxi78ODBA8hkMoPrmzwBfFZcv36dI4GJiIjomZKUlIQaNWoYXI8JYL68vDzcuHEDjo6OmsmmiYjKq+CvdF5dICJjEkIgLS0N1atXh4WF4UM6mAASEZmQQqGATCYr81QNRESmYLJRwERERET0dGICSERERGRmmAASEZmQjY0NJk+erHvieSKiCsJ7AImIiIjMDHsAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIqIn4NChQ8jOzq7oZhARAeA0MERET4SLiwtiYmLg5eVV0U0hImICSERkLA4ODsjKytK8FkJAIpFofgYAiUQClUpVIe0jIirAS8BEREYSGxuLl19+GS+88AIOHjyIvLw8qFQqqFQqyGQyJCQkMPkjoqcCE0AiIiOpVasWdu3ahfHjx6NHjx4YPXq0Vo9gQW8gEVFFYwJIRGRkAwYMQFxcHO7du4cGDRpg9+7dTP6I6KnCewCJiExoz549+Oijj3DlyhVcuXIFNWvWrOgmERExASQiMjWlUomjR48iODgY1tbWFd0cIiJeAiYiMpU1a9agb9++6NChAzw8PPDOO+/g7t27Fd0sIiImgEREpvDll19i3LhxqFWrFmJiYmBhYQGJRIKhQ4dWdNOIiHgJmIjIFNzd3bFv3z7Ur18flStXRkxMDLKzs9G8eXPI5fKKbh4RmTn2ABIRmYCzszOuXbumte7evXuoWrVqBbWIiOgRy4puABHR8+irr75CaGgoevbsCaVSiTlz5uCff/7B119/XdFNIyLiJWAiIlM5cOAAVq9ejeTkZNSoUQMDBw5E69atK7pZRERMAImIiIjMDe8BJCIiIjIzTACJiIiIzAwHgRARGUmHDh2wdetW2Nvbo3379sU+/3fv3r1PuGVERNqYABIRGcmgQYM0j3p79913K7YxREQl4CAQIiIiIjPDewCJiIiIzAwvARMRmUBubi7u378PIQRcXV1hacnTLRE9PdgDSERkRGvWrEFgYCDs7e3h4eGB6tWrw8HBAa1atcK///5b0c0jIgLABJCIyGhWrlyJ9957D6+88gp2796Nc+fO4fz589i7dy86duyIt956C1u2bKnoZhIRcRAIEZGxNGzYEB988AFGjBihs3z+/PlYtWoVjh8//oRbRkSkjQkgEZGR2NnZ4fz586hZs6bO8mvXruGFF15AZmbmE24ZEZE23pVMRGQkSqUSP/zwA2xsbHSWZ2VlITs7+wm3ioioKPYAEhEZyeDBg/XabuXKlSZuCRFRyZgAEhGZyJkzZ1CvXj1YWVlVdFOIiLRwFDARkYm0a9cON2/erOhmEBEVwQSQiMhEeIGFiJ5WTACJiIiIzAwTQCIiIiIzwwSQiMhEJBJJRTeBiEgnJoBERCYilUqZBBLRU4nTwBARERGZGfYAEhEREZkZJoBEREREZobPAiYiMhJ/f3+9nvV75cqVJ9AaIqLiMQEkIjKSlStXomfPnvj444/Rpk2bim4OEVGxOAiEiMiITp06hZ49e+Lw4cPw8PCo6OYQEenEBJCIyMgyMjJgZWUFKyurim4KEZFOTACJiIiIzAxHARMRERGZGSaARERERGaGCSARERGRmWECSET0hOTl5eHMmTMV3QwiIg4CISJ6UuRyOSpXroy8vLyKbgoRmTkmgERERERmhpeAiYiIiMwME0AiIiO5ffs2BgwYgHr16qFbt27YsWOHVvnDhw8hlUorqHVERI8wASQiMpJBgwbh2rVr+OKLLxAQEID+/fuje/fuuHv3rmYb3nVDRE8D3gNIRGQkNjY2SEhIQPXq1QEA9+7dw/DhwxEVFYV169ahadOmcHJygkqlquCWEpG5Yw8gEZGRuLq64vz581qv161bh2+//Ravv/465s6dW4GtIyJ6hD2ARERGsmTJEkyePBkLFy5EaGioVtmxY8fQvXt3pKSksAeQiCqcZUU3gIjoefHhhx+ifv36uHDhQpGyoKAgnDlzBmvXrq2AlhERaWMPIBEREZGZ4T2ARERGwmlgiOhZwQSQiMhIOA0MET0reAmYiMhIOA0MET0r2ANIRGQknAaGiJ4V7AEkIjISTgNDRM8KTgNDRGQkH374IRo0aKDVC1iA08AQ0dOEPYBEREREZob3ABIRERGZGSaARERERGaGCSARERGRmWECSET0hOTm5mLz5s0V3QwiIg4CISJ6UtLS0tCoUSMkJCRUdFOIyMwxASQiIiIyM7wETERERGRmmAASERERmRk+CYSIyEiuXbum13Y1a9Y0cUuIiErGewCJiIykVq1auHr1KgCguFOrRCLhs4CJqMLxEjARkZEcP34cLVu2xJw5c5CXl6dzYfJHRE8DJoBEREbi6uqKLVu2YPPmzUhMTKzo5hARFYuXgImIiIjMDHsAiYiIiMwMRwETERkJRwET0bOCl4CJiIyEo4CJ6FnBS8BEREbCUcBE9KxgAkhEZCQcBUxEzwpeAiYiIiIyM+wBJCIiIjIzTACJiIiIzAwTQCIiIiIzwwSQiIiIyMwwASQiIiIyM0wAiYiIiMwME0AiIiIiM8MEkIiIiMjMMAEkIiIiMjNMAImIiIjMDBNAIiIiIjPDBJCIiIjIzDABJCIiIjIz/wePwOCJO3xEpwAAAABJRU5ErkJggg==' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1,sharex=True)\n",
    "ax[0].plot([i+1 for i in range(len(Angdescibe.columns))],Angdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='b')\n",
    "Angle.boxplot(ax=ax[0])\n",
    "ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_Angle:$0°\\pm0.0005°$')\n",
    "for i in range(len(Angle.columns)):\n",
    "    ax[0].annotate(round(Angdescibe.loc['mean'][i],5), \n",
    "                 xy=(i+1,Angdescibe.loc['mean'][i]),\n",
    "                 xytext=(i+0.95,Angdescibe.loc['mean'][i]),\n",
    "                   fontsize=12,\n",
    "                 color=\"r\")\n",
    "ax[0].legend()\n",
    "ax[0].set_title('mean_Angle/Day')\n",
    "labels = ax[0].get_xticklabels()\n",
    "plt.setp(labels, rotation=90)\n",
    "ax[1].plot([i+1 for i in range(len(Angdescibe.columns))],Angdescibe.loc['3sigma'],marker = 'o')\n",
    "ax[1].axhline(0.001,c='orange',ls='-.',label=r'3sigma_Angle:$<0.001°$')\n",
    "for i in range(len(Angdescibe.columns)):\n",
    "    ax[1].annotate(round(Angdescibe.loc['3sigma'][i],5), \n",
    "                 xy=(i+1,Angdescibe.loc['3sigma'][i]),\n",
    "                 xytext=(i+0.95,Angdescibe.loc['3sigma'][i]),\n",
    "                    fontsize=12,\n",
    "                 color=\"r\")\n",
    "ax[1].legend() \n",
    "ax[1].set_title('3sigam_Angle/Day')\n",
    "labels = ax[1].get_xticklabels()\n",
    "plt.setp(labels, rotation=90)\n",
    "# ax[2].plot([i for i in Angle.columns],Angdescibe.loc['range'],marker = 'o')\n",
    "# for i in range(len(Angle.columns)):\n",
    "#     ax[2].annotate(round(Angdescibe.loc['range'][i],3), \n",
    "#                  xy=(i,Angdescibe.loc['range'][i]),\n",
    "#                  xytext=(i,Angdescibe.loc['range'][i]),\n",
    "#                  color=\"r\")\n",
    "# ax[2].set_title('Range_Angle/Day')\n",
    "plt.suptitle(f'{DieType} 角度（°）')\n",
    "fig.tight_layout()\n",
    "plt.savefig(f'{DieType}/{DieType}角度.jpg',dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "639173af",
   "metadata": {},
   "source": [
    "### 补偿值计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c25e8976-f7cc-418f-8b1f-04a06a5b3386",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "02671fdb41864194ab7513377e8b4683",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# BC_X = pd.concat([AlignMarkX[i]-AlignMarkX[i].mean() for i in AlignMarkX.columns[-2:]],axis=1)\n",
    "fig, ax = plt.subplots(3,1,sharex=True)\n",
    "\n",
    "BC_X = pd.concat([AlignMarkX[i] for i in AlignMarkX.columns[-3:]],axis=1)\n",
    "BC_X.plot(ax=ax[0],marker='o')\n",
    "ax[0].set_title(f'{DieType}')\n",
    "ax[0].set_ylabel('TX/um')\n",
    "ax[0].xaxis.set_major_locator(MultipleLocator(5))\n",
    "ax[0].yaxis.set_major_locator(MultipleLocator(0.2))\n",
    "\n",
    "TX_Mean_per_col = BC_X.mean()\n",
    "for col, mean_val in TX_Mean_per_col.items():\n",
    "    ax[0].axhline(mean_val, c='orange', ls='-.', alpha=0.7,\n",
    "                  label=r'Mean_TX: ${:.4f}±0.3um$'.format(mean_val))\n",
    "\n",
    "TX_Mean_per_col_down = BC_X.mean() - 0.3\n",
    "for col, mean_val in TX_Mean_per_col_down.items():\n",
    "    ax[0].axhline(mean_val, c='green', ls='-.', alpha=0.7) \n",
    "    \n",
    "TX_Mean_per_col_up = BC_X.mean() + 0.3\n",
    "for col, mean_val in TX_Mean_per_col_up.items():\n",
    "    ax[0].axhline(mean_val, c='green', ls='-.', alpha=0.7) \n",
    "ax[0].legend()\n",
    "ax[0].grid()\n",
    "\n",
    "plt.subplot(312)\n",
    "BC_Y = pd.concat([AlignMarkY[i] for i in AlignMarkY.columns[-3:]],axis=1)\n",
    "BC_Y.plot(ax=ax[1],marker='o')\n",
    "ax[1].set_ylabel('TY/um')\n",
    "ax[1].xaxis.set_major_locator(MultipleLocator(5))\n",
    "ax[1].yaxis.set_major_locator(MultipleLocator(0.2))\n",
    "\n",
    "TY_Mean_per_col = BC_Y.mean()  # 结果是 Series，索引为列名，值为对应列的均值\n",
    "for col, mean_val in TY_Mean_per_col.items():\n",
    "    ax[1].axhline(mean_val, c='orange', ls='-.', alpha=0.7,\n",
    "                  label=r'Mean_TY: ${:.4f}±0.3um$'.format(mean_val))  # 标注列名和均值\n",
    "TY_Mean_per_col_down = BC_Y.mean() - 0.3\n",
    "for col, mean_val in TY_Mean_per_col_down.items():\n",
    "    ax[1].axhline(mean_val, c='green', ls='-.', alpha=0.7) \n",
    "    \n",
    "TY_Mean_per_col_up = BC_Y.mean() + 0.3\n",
    "for col, mean_val in TY_Mean_per_col_up.items():\n",
    "    ax[1].axhline(mean_val, c='green', ls='-.', alpha=0.7) \n",
    "ax[1].legend()\n",
    "ax[1].grid()\n",
    "\n",
    "plt.subplot(313)\n",
    "BC_A = pd.concat([Angle[i] for i in Angle.columns[-3:]],axis=1)\n",
    "BC_A.plot(ax=ax[2],marker='o')\n",
    "ax[2].set_ylabel('Angle/°')\n",
    "ax[2].xaxis.set_major_locator(MultipleLocator(5))\n",
    "ax[2].yaxis.set_major_locator(MultipleLocator(0.001))\n",
    "\n",
    "ax[2].grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f7ce0274-e546-4a11-8d02-57f7fdcb8de6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # BC_Y = pd.concat([AlignMarkY[i]-AlignMarkY[i].mean() for i in AlignMarkY.columns[-2:]],axis=1)\n",
    "# BC_Y = pd.concat([AlignMarkY[i] for i in AlignMarkY.columns[-3:]],axis=1)\n",
    "# BC_Y.plot(marker='o')\n",
    "# plt.title(f'{DieType}-TY（um）')\n",
    "# plt.grid()\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a94845fc-49f0-41a1-99a0-b5f5cdff1a69",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # BC_A = pd.concat([Angle[i]-Angle[i].mean() for i in Angle.columns[-2:]],axis=1)\n",
    "# BC_A = pd.concat([Angle[i] for i in Angle.columns[-3:]],axis=1)\n",
    "# BC_A.plot(marker='o')\n",
    "# plt.title(f'{DieType}角度（°）')\n",
    "# plt.grid()\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "76bf329c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# (((6210 + 6210)/2)**2 + ((6025.8-6265)/2)**2)**0.5\n",
    "# 6211.151596926289"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b62b7df1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TX</th>\n",
       "      <th>TY</th>\n",
       "      <th>Angle</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.286466</td>\n",
       "      <td>-0.099646</td>\n",
       "      <td>0.001360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.089971</td>\n",
       "      <td>0.000292</td>\n",
       "      <td>0.000989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.166026</td>\n",
       "      <td>-0.078894</td>\n",
       "      <td>0.000275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.084077</td>\n",
       "      <td>-0.212409</td>\n",
       "      <td>0.001054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.102113</td>\n",
       "      <td>-0.021456</td>\n",
       "      <td>0.001089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.081363</td>\n",
       "      <td>0.048996</td>\n",
       "      <td>0.000456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.134579</td>\n",
       "      <td>0.182424</td>\n",
       "      <td>0.000345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.257610</td>\n",
       "      <td>-0.244869</td>\n",
       "      <td>0.001163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.357490</td>\n",
       "      <td>0.547557</td>\n",
       "      <td>0.002009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.186574</td>\n",
       "      <td>-0.038087</td>\n",
       "      <td>0.000844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.045186</td>\n",
       "      <td>-0.080038</td>\n",
       "      <td>-0.001762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-0.255282</td>\n",
       "      <td>-0.233365</td>\n",
       "      <td>0.000474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.200585</td>\n",
       "      <td>-0.069435</td>\n",
       "      <td>0.000293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.412779</td>\n",
       "      <td>-0.186109</td>\n",
       "      <td>-0.000111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.579573</td>\n",
       "      <td>-0.389526</td>\n",
       "      <td>0.001018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.197449</td>\n",
       "      <td>-0.255939</td>\n",
       "      <td>0.001523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.128810</td>\n",
       "      <td>0.449710</td>\n",
       "      <td>0.001344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.011750</td>\n",
       "      <td>-0.401577</td>\n",
       "      <td>0.001478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.264649</td>\n",
       "      <td>-0.030688</td>\n",
       "      <td>-0.000241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.041735</td>\n",
       "      <td>-0.078299</td>\n",
       "      <td>-0.001279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.010870</td>\n",
       "      <td>-0.078970</td>\n",
       "      <td>0.000565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.145795</td>\n",
       "      <td>-0.062216</td>\n",
       "      <td>0.001083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.386858</td>\n",
       "      <td>-0.002877</td>\n",
       "      <td>0.000241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.152240</td>\n",
       "      <td>0.007710</td>\n",
       "      <td>-0.000171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-0.169127</td>\n",
       "      <td>-0.167815</td>\n",
       "      <td>-0.000477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.168982</td>\n",
       "      <td>0.018531</td>\n",
       "      <td>0.000153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.192712</td>\n",
       "      <td>-0.163013</td>\n",
       "      <td>0.000251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.209667</td>\n",
       "      <td>0.008175</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.120788</td>\n",
       "      <td>-0.050288</td>\n",
       "      <td>0.001917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>-0.179186</td>\n",
       "      <td>-0.040210</td>\n",
       "      <td>-0.001007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>-0.139628</td>\n",
       "      <td>-0.119106</td>\n",
       "      <td>0.000652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>-0.284626</td>\n",
       "      <td>-0.582960</td>\n",
       "      <td>-0.000407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>-0.451617</td>\n",
       "      <td>-0.468768</td>\n",
       "      <td>-0.000343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>-0.231227</td>\n",
       "      <td>-0.082211</td>\n",
       "      <td>-0.000640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>-0.052870</td>\n",
       "      <td>-0.126678</td>\n",
       "      <td>0.000983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.029127</td>\n",
       "      <td>0.099760</td>\n",
       "      <td>-0.000206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>-0.129895</td>\n",
       "      <td>-0.059437</td>\n",
       "      <td>-0.000322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>-0.185807</td>\n",
       "      <td>-0.199983</td>\n",
       "      <td>-0.000803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.581881</td>\n",
       "      <td>0.956300</td>\n",
       "      <td>0.001617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.084797</td>\n",
       "      <td>0.257197</td>\n",
       "      <td>-0.000107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.505409</td>\n",
       "      <td>0.459633</td>\n",
       "      <td>-0.001383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>-0.256583</td>\n",
       "      <td>0.116165</td>\n",
       "      <td>-0.000765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>-0.001793</td>\n",
       "      <td>-0.146283</td>\n",
       "      <td>0.000260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>-0.257653</td>\n",
       "      <td>-0.149937</td>\n",
       "      <td>0.000386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>-0.222973</td>\n",
       "      <td>-0.016554</td>\n",
       "      <td>0.000360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>-0.113437</td>\n",
       "      <td>-0.021168</td>\n",
       "      <td>0.000206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.075015</td>\n",
       "      <td>0.078156</td>\n",
       "      <td>-0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>-0.034601</td>\n",
       "      <td>-0.012941</td>\n",
       "      <td>-0.000319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>-0.169613</td>\n",
       "      <td>-0.029889</td>\n",
       "      <td>-0.000431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>-0.178290</td>\n",
       "      <td>-0.271318</td>\n",
       "      <td>-0.000655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>-0.019559</td>\n",
       "      <td>-0.213054</td>\n",
       "      <td>-0.000102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0.185633</td>\n",
       "      <td>0.051917</td>\n",
       "      <td>-0.001175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>-0.251947</td>\n",
       "      <td>0.276380</td>\n",
       "      <td>-0.000335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>-0.035877</td>\n",
       "      <td>-0.111903</td>\n",
       "      <td>-0.000670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>-0.526773</td>\n",
       "      <td>-0.144905</td>\n",
       "      <td>0.000039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>-0.027901</td>\n",
       "      <td>-0.075180</td>\n",
       "      <td>-0.000413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>-0.138361</td>\n",
       "      <td>-0.084353</td>\n",
       "      <td>0.000776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.029564</td>\n",
       "      <td>0.028470</td>\n",
       "      <td>0.001001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.115792</td>\n",
       "      <td>0.141726</td>\n",
       "      <td>0.000582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>-0.138213</td>\n",
       "      <td>0.140461</td>\n",
       "      <td>0.000312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>-0.019936</td>\n",
       "      <td>-0.094621</td>\n",
       "      <td>-0.000188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.191167</td>\n",
       "      <td>-0.053161</td>\n",
       "      <td>0.000628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>0.161600</td>\n",
       "      <td>0.266831</td>\n",
       "      <td>0.000597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.191098</td>\n",
       "      <td>-0.220388</td>\n",
       "      <td>0.000420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.172327</td>\n",
       "      <td>-0.473672</td>\n",
       "      <td>0.000498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>-0.205192</td>\n",
       "      <td>-0.186299</td>\n",
       "      <td>-0.000590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>-0.378756</td>\n",
       "      <td>0.270402</td>\n",
       "      <td>-0.000333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.091360</td>\n",
       "      <td>0.092115</td>\n",
       "      <td>-0.000172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.006246</td>\n",
       "      <td>-0.108903</td>\n",
       "      <td>-0.000482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-0.020615</td>\n",
       "      <td>-0.001064</td>\n",
       "      <td>0.000310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.245524</td>\n",
       "      <td>0.101794</td>\n",
       "      <td>-0.000712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.383603</td>\n",
       "      <td>0.180151</td>\n",
       "      <td>-0.001250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.050771</td>\n",
       "      <td>0.032917</td>\n",
       "      <td>-0.000063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>-0.068676</td>\n",
       "      <td>-0.045743</td>\n",
       "      <td>0.001780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.126747</td>\n",
       "      <td>0.084578</td>\n",
       "      <td>-0.000170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.219371</td>\n",
       "      <td>0.739642</td>\n",
       "      <td>-0.000234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.032782</td>\n",
       "      <td>-0.074379</td>\n",
       "      <td>-0.000115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.073033</td>\n",
       "      <td>0.092526</td>\n",
       "      <td>-0.000994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.094953</td>\n",
       "      <td>0.133150</td>\n",
       "      <td>-0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.409449</td>\n",
       "      <td>0.283109</td>\n",
       "      <td>0.000046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>-0.056112</td>\n",
       "      <td>0.005127</td>\n",
       "      <td>0.010965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.243791</td>\n",
       "      <td>0.170469</td>\n",
       "      <td>0.000410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.112622</td>\n",
       "      <td>0.031403</td>\n",
       "      <td>-0.000410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.207750</td>\n",
       "      <td>0.160684</td>\n",
       "      <td>-0.000577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.154672</td>\n",
       "      <td>0.230666</td>\n",
       "      <td>-0.000308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0.535792</td>\n",
       "      <td>0.708410</td>\n",
       "      <td>0.000899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.078105</td>\n",
       "      <td>0.159654</td>\n",
       "      <td>0.000163</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             TX        TY     Angle\n",
       "Index                              \n",
       "1     -0.286466 -0.099646  0.001360\n",
       "2      0.089971  0.000292  0.000989\n",
       "3      0.166026 -0.078894  0.000275\n",
       "4      0.084077 -0.212409  0.001054\n",
       "5     -0.102113 -0.021456  0.001089\n",
       "6      0.081363  0.048996  0.000456\n",
       "7      0.134579  0.182424  0.000345\n",
       "8     -0.257610 -0.244869  0.001163\n",
       "9      0.357490  0.547557  0.002009\n",
       "10    -0.186574 -0.038087  0.000844\n",
       "11    -0.045186 -0.080038 -0.001762\n",
       "12    -0.255282 -0.233365  0.000474\n",
       "13    -0.200585 -0.069435  0.000293\n",
       "14    -0.412779 -0.186109 -0.000111\n",
       "15    -0.579573 -0.389526  0.001018\n",
       "16    -0.197449 -0.255939  0.001523\n",
       "17    -0.128810  0.449710  0.001344\n",
       "18     0.011750 -0.401577  0.001478\n",
       "19     0.264649 -0.030688 -0.000241\n",
       "20     0.041735 -0.078299 -0.001279\n",
       "21    -0.010870 -0.078970  0.000565\n",
       "22    -0.145795 -0.062216  0.001083\n",
       "23    -0.386858 -0.002877  0.000241\n",
       "24    -0.152240  0.007710 -0.000171\n",
       "25    -0.169127 -0.167815 -0.000477\n",
       "26     0.168982  0.018531  0.000153\n",
       "27    -0.192712 -0.163013  0.000251\n",
       "28    -0.209667  0.008175  0.000012\n",
       "29     0.120788 -0.050288  0.001917\n",
       "30    -0.179186 -0.040210 -0.001007\n",
       "31    -0.139628 -0.119106  0.000652\n",
       "32    -0.284626 -0.582960 -0.000407\n",
       "33    -0.451617 -0.468768 -0.000343\n",
       "34    -0.231227 -0.082211 -0.000640\n",
       "35    -0.052870 -0.126678  0.000983\n",
       "36     0.029127  0.099760 -0.000206\n",
       "37    -0.129895 -0.059437 -0.000322\n",
       "38    -0.185807 -0.199983 -0.000803\n",
       "39     0.581881  0.956300  0.001617\n",
       "40     0.084797  0.257197 -0.000107\n",
       "41     0.505409  0.459633 -0.001383\n",
       "42    -0.256583  0.116165 -0.000765\n",
       "43    -0.001793 -0.146283  0.000260\n",
       "44    -0.257653 -0.149937  0.000386\n",
       "45    -0.222973 -0.016554  0.000360\n",
       "46    -0.113437 -0.021168  0.000206\n",
       "47     0.075015  0.078156 -0.000156\n",
       "48    -0.034601 -0.012941 -0.000319\n",
       "49    -0.169613 -0.029889 -0.000431\n",
       "50    -0.178290 -0.271318 -0.000655\n",
       "51    -0.019559 -0.213054 -0.000102\n",
       "52     0.185633  0.051917 -0.001175\n",
       "53    -0.251947  0.276380 -0.000335\n",
       "54    -0.035877 -0.111903 -0.000670\n",
       "55    -0.526773 -0.144905  0.000039\n",
       "56    -0.027901 -0.075180 -0.000413\n",
       "57    -0.138361 -0.084353  0.000776\n",
       "58     0.029564  0.028470  0.001001\n",
       "59     0.115792  0.141726  0.000582\n",
       "60    -0.138213  0.140461  0.000312\n",
       "61    -0.019936 -0.094621 -0.000188\n",
       "62     0.191167 -0.053161  0.000628\n",
       "63     0.161600  0.266831  0.000597\n",
       "64     0.191098 -0.220388  0.000420\n",
       "65     0.172327 -0.473672  0.000498\n",
       "66    -0.205192 -0.186299 -0.000590\n",
       "67    -0.378756  0.270402 -0.000333\n",
       "68     0.091360  0.092115 -0.000172\n",
       "69     0.006246 -0.108903 -0.000482\n",
       "70    -0.020615 -0.001064  0.000310\n",
       "71     0.245524  0.101794 -0.000712\n",
       "72     0.383603  0.180151 -0.001250\n",
       "73     0.050771  0.032917 -0.000063\n",
       "74    -0.068676 -0.045743  0.001780\n",
       "75     0.126747  0.084578 -0.000170\n",
       "76     0.219371  0.739642 -0.000234\n",
       "77    -0.032782 -0.074379 -0.000115\n",
       "78     0.073033  0.092526 -0.000994\n",
       "79     0.094953  0.133150 -0.000357\n",
       "80     0.409449  0.283109  0.000046\n",
       "81    -0.056112  0.005127  0.010965\n",
       "82     0.243791  0.170469  0.000410\n",
       "83     0.112622  0.031403 -0.000410\n",
       "84     0.207750  0.160684 -0.000577\n",
       "85     0.154672  0.230666 -0.000308\n",
       "86     0.535792  0.708410  0.000899\n",
       "87     0.078105  0.159654  0.000163"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DieBC = pd.read_excel('SP-Die补偿模版.xlsx',index_col=0,header=0)\n",
    "\n",
    "BC_X = BC_X.mean(axis=1)\n",
    "# DieBC['TX'] = BC_X.fillna(BC_X.interpolate()).values\n",
    "DieBC['TX'] = BC_X\n",
    "\n",
    "BC_Y = BC_Y.mean(axis=1)\n",
    "# DieBC['TY'] = BC_Y.fillna(BC_Y.interpolate()).values\n",
    "DieBC['TY'] = BC_Y\n",
    "\n",
    "BC_A = BC_A.mean(axis=1)\n",
    "# DieBC['Angle'] = BC_A.fillna(BC_A.interpolate()).values\n",
    "DieBC['Angle'] = BC_A\n",
    "\n",
    "DieBC['TX'] = DieBC['TX'] - 6211.1516 * np.sin(DieBC['Angle']*np.pi/180)\n",
    "DieBC"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76c733d0",
   "metadata": {},
   "source": [
    "# 计算补偿值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9a10b235",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TX</th>\n",
       "      <th>TY</th>\n",
       "      <th>Angle</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.286466</td>\n",
       "      <td>-0.099646</td>\n",
       "      <td>0.001360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.089971</td>\n",
       "      <td>0.000292</td>\n",
       "      <td>0.000989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.166026</td>\n",
       "      <td>-0.078894</td>\n",
       "      <td>0.000275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.084077</td>\n",
       "      <td>-0.212409</td>\n",
       "      <td>0.001054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.102113</td>\n",
       "      <td>-0.021456</td>\n",
       "      <td>0.001089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.081363</td>\n",
       "      <td>0.048996</td>\n",
       "      <td>0.000456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.134579</td>\n",
       "      <td>0.182424</td>\n",
       "      <td>0.000345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.257610</td>\n",
       "      <td>-0.244869</td>\n",
       "      <td>0.001163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.357490</td>\n",
       "      <td>0.547557</td>\n",
       "      <td>0.002009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.186574</td>\n",
       "      <td>-0.038087</td>\n",
       "      <td>0.000844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.045186</td>\n",
       "      <td>-0.080038</td>\n",
       "      <td>-0.001762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-0.255282</td>\n",
       "      <td>-0.233365</td>\n",
       "      <td>0.000474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.200585</td>\n",
       "      <td>-0.069435</td>\n",
       "      <td>0.000293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.412779</td>\n",
       "      <td>-0.186109</td>\n",
       "      <td>-0.000111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.579573</td>\n",
       "      <td>-0.389526</td>\n",
       "      <td>0.001018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.197449</td>\n",
       "      <td>-0.255939</td>\n",
       "      <td>0.001523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.128810</td>\n",
       "      <td>0.449710</td>\n",
       "      <td>0.001344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.011750</td>\n",
       "      <td>-0.401577</td>\n",
       "      <td>0.001478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.264649</td>\n",
       "      <td>-0.030688</td>\n",
       "      <td>-0.000241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.041735</td>\n",
       "      <td>-0.078299</td>\n",
       "      <td>-0.001279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.010870</td>\n",
       "      <td>-0.078970</td>\n",
       "      <td>0.000565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.145795</td>\n",
       "      <td>-0.062216</td>\n",
       "      <td>0.001083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.386858</td>\n",
       "      <td>-0.002877</td>\n",
       "      <td>0.000241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.152240</td>\n",
       "      <td>0.007710</td>\n",
       "      <td>-0.000171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-0.169127</td>\n",
       "      <td>-0.167815</td>\n",
       "      <td>-0.000477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.168982</td>\n",
       "      <td>0.018531</td>\n",
       "      <td>0.000153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.192712</td>\n",
       "      <td>-0.163013</td>\n",
       "      <td>0.000251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.209667</td>\n",
       "      <td>0.008175</td>\n",
       "      <td>0.000012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.120788</td>\n",
       "      <td>-0.050288</td>\n",
       "      <td>0.001917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>-0.179186</td>\n",
       "      <td>-0.040210</td>\n",
       "      <td>-0.001007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>-0.139628</td>\n",
       "      <td>-0.119106</td>\n",
       "      <td>0.000652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>-0.284626</td>\n",
       "      <td>-0.582960</td>\n",
       "      <td>-0.000407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>-0.451617</td>\n",
       "      <td>-0.468768</td>\n",
       "      <td>-0.000343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>-0.231227</td>\n",
       "      <td>-0.082211</td>\n",
       "      <td>-0.000640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>-0.052870</td>\n",
       "      <td>-0.126678</td>\n",
       "      <td>0.000983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.029127</td>\n",
       "      <td>0.099760</td>\n",
       "      <td>-0.000206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>-0.129895</td>\n",
       "      <td>-0.059437</td>\n",
       "      <td>-0.000322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>-0.185807</td>\n",
       "      <td>-0.199983</td>\n",
       "      <td>-0.000803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.084797</td>\n",
       "      <td>0.257197</td>\n",
       "      <td>-0.000107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.505409</td>\n",
       "      <td>0.459633</td>\n",
       "      <td>-0.001383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>-0.256583</td>\n",
       "      <td>0.116165</td>\n",
       "      <td>-0.000765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>-0.001793</td>\n",
       "      <td>-0.146283</td>\n",
       "      <td>0.000260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>-0.257653</td>\n",
       "      <td>-0.149937</td>\n",
       "      <td>0.000386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>-0.222973</td>\n",
       "      <td>-0.016554</td>\n",
       "      <td>0.000360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>-0.113437</td>\n",
       "      <td>-0.021168</td>\n",
       "      <td>0.000206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.075015</td>\n",
       "      <td>0.078156</td>\n",
       "      <td>-0.000156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>-0.034601</td>\n",
       "      <td>-0.012941</td>\n",
       "      <td>-0.000319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>-0.169613</td>\n",
       "      <td>-0.029889</td>\n",
       "      <td>-0.000431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>-0.178290</td>\n",
       "      <td>-0.271318</td>\n",
       "      <td>-0.000655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>-0.019559</td>\n",
       "      <td>-0.213054</td>\n",
       "      <td>-0.000102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0.185633</td>\n",
       "      <td>0.051917</td>\n",
       "      <td>-0.001175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>-0.251947</td>\n",
       "      <td>0.276380</td>\n",
       "      <td>-0.000335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>-0.035877</td>\n",
       "      <td>-0.111903</td>\n",
       "      <td>-0.000670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>-0.526773</td>\n",
       "      <td>-0.144905</td>\n",
       "      <td>0.000039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>-0.027901</td>\n",
       "      <td>-0.075180</td>\n",
       "      <td>-0.000413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>-0.138361</td>\n",
       "      <td>-0.084353</td>\n",
       "      <td>0.000776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.029564</td>\n",
       "      <td>0.028470</td>\n",
       "      <td>0.001001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.115792</td>\n",
       "      <td>0.141726</td>\n",
       "      <td>0.000582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>-0.138213</td>\n",
       "      <td>0.140461</td>\n",
       "      <td>0.000312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>-0.019936</td>\n",
       "      <td>-0.094621</td>\n",
       "      <td>-0.000188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.191167</td>\n",
       "      <td>-0.053161</td>\n",
       "      <td>0.000628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>0.161600</td>\n",
       "      <td>0.266831</td>\n",
       "      <td>0.000597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.191098</td>\n",
       "      <td>-0.220388</td>\n",
       "      <td>0.000420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.172327</td>\n",
       "      <td>-0.473672</td>\n",
       "      <td>0.000498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>-0.205192</td>\n",
       "      <td>-0.186299</td>\n",
       "      <td>-0.000590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>-0.378756</td>\n",
       "      <td>0.270402</td>\n",
       "      <td>-0.000333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.091360</td>\n",
       "      <td>0.092115</td>\n",
       "      <td>-0.000172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.006246</td>\n",
       "      <td>-0.108903</td>\n",
       "      <td>-0.000482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-0.020615</td>\n",
       "      <td>-0.001064</td>\n",
       "      <td>0.000310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.245524</td>\n",
       "      <td>0.101794</td>\n",
       "      <td>-0.000712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.383603</td>\n",
       "      <td>0.180151</td>\n",
       "      <td>-0.001250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.050771</td>\n",
       "      <td>0.032917</td>\n",
       "      <td>-0.000063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>-0.068676</td>\n",
       "      <td>-0.045743</td>\n",
       "      <td>0.001780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.126747</td>\n",
       "      <td>0.084578</td>\n",
       "      <td>-0.000170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.032782</td>\n",
       "      <td>-0.074379</td>\n",
       "      <td>-0.000115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.073033</td>\n",
       "      <td>0.092526</td>\n",
       "      <td>-0.000994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.094953</td>\n",
       "      <td>0.133150</td>\n",
       "      <td>-0.000357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.409449</td>\n",
       "      <td>0.283109</td>\n",
       "      <td>0.000046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.243791</td>\n",
       "      <td>0.170469</td>\n",
       "      <td>0.000410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.112622</td>\n",
       "      <td>0.031403</td>\n",
       "      <td>-0.000410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0.207750</td>\n",
       "      <td>0.160684</td>\n",
       "      <td>-0.000577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0.154672</td>\n",
       "      <td>0.230666</td>\n",
       "      <td>-0.000308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.078105</td>\n",
       "      <td>0.159654</td>\n",
       "      <td>0.000163</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             TX        TY     Angle\n",
       "Index                              \n",
       "1     -0.286466 -0.099646  0.001360\n",
       "2      0.089971  0.000292  0.000989\n",
       "3      0.166026 -0.078894  0.000275\n",
       "4      0.084077 -0.212409  0.001054\n",
       "5     -0.102113 -0.021456  0.001089\n",
       "6      0.081363  0.048996  0.000456\n",
       "7      0.134579  0.182424  0.000345\n",
       "8     -0.257610 -0.244869  0.001163\n",
       "9      0.357490  0.547557  0.002009\n",
       "10    -0.186574 -0.038087  0.000844\n",
       "11    -0.045186 -0.080038 -0.001762\n",
       "12    -0.255282 -0.233365  0.000474\n",
       "13    -0.200585 -0.069435  0.000293\n",
       "14    -0.412779 -0.186109 -0.000111\n",
       "15    -0.579573 -0.389526  0.001018\n",
       "16    -0.197449 -0.255939  0.001523\n",
       "17    -0.128810  0.449710  0.001344\n",
       "18     0.011750 -0.401577  0.001478\n",
       "19     0.264649 -0.030688 -0.000241\n",
       "20     0.041735 -0.078299 -0.001279\n",
       "21    -0.010870 -0.078970  0.000565\n",
       "22    -0.145795 -0.062216  0.001083\n",
       "23    -0.386858 -0.002877  0.000241\n",
       "24    -0.152240  0.007710 -0.000171\n",
       "25    -0.169127 -0.167815 -0.000477\n",
       "26     0.168982  0.018531  0.000153\n",
       "27    -0.192712 -0.163013  0.000251\n",
       "28    -0.209667  0.008175  0.000012\n",
       "29     0.120788 -0.050288  0.001917\n",
       "30    -0.179186 -0.040210 -0.001007\n",
       "31    -0.139628 -0.119106  0.000652\n",
       "32    -0.284626 -0.582960 -0.000407\n",
       "33    -0.451617 -0.468768 -0.000343\n",
       "34    -0.231227 -0.082211 -0.000640\n",
       "35    -0.052870 -0.126678  0.000983\n",
       "36     0.029127  0.099760 -0.000206\n",
       "37    -0.129895 -0.059437 -0.000322\n",
       "38    -0.185807 -0.199983 -0.000803\n",
       "39          NaN       NaN       NaN\n",
       "40     0.084797  0.257197 -0.000107\n",
       "41     0.505409  0.459633 -0.001383\n",
       "42    -0.256583  0.116165 -0.000765\n",
       "43    -0.001793 -0.146283  0.000260\n",
       "44    -0.257653 -0.149937  0.000386\n",
       "45    -0.222973 -0.016554  0.000360\n",
       "46    -0.113437 -0.021168  0.000206\n",
       "47     0.075015  0.078156 -0.000156\n",
       "48    -0.034601 -0.012941 -0.000319\n",
       "49    -0.169613 -0.029889 -0.000431\n",
       "50    -0.178290 -0.271318 -0.000655\n",
       "51    -0.019559 -0.213054 -0.000102\n",
       "52     0.185633  0.051917 -0.001175\n",
       "53    -0.251947  0.276380 -0.000335\n",
       "54    -0.035877 -0.111903 -0.000670\n",
       "55    -0.526773 -0.144905  0.000039\n",
       "56    -0.027901 -0.075180 -0.000413\n",
       "57    -0.138361 -0.084353  0.000776\n",
       "58     0.029564  0.028470  0.001001\n",
       "59     0.115792  0.141726  0.000582\n",
       "60    -0.138213  0.140461  0.000312\n",
       "61    -0.019936 -0.094621 -0.000188\n",
       "62     0.191167 -0.053161  0.000628\n",
       "63     0.161600  0.266831  0.000597\n",
       "64     0.191098 -0.220388  0.000420\n",
       "65     0.172327 -0.473672  0.000498\n",
       "66    -0.205192 -0.186299 -0.000590\n",
       "67    -0.378756  0.270402 -0.000333\n",
       "68     0.091360  0.092115 -0.000172\n",
       "69     0.006246 -0.108903 -0.000482\n",
       "70    -0.020615 -0.001064  0.000310\n",
       "71     0.245524  0.101794 -0.000712\n",
       "72     0.383603  0.180151 -0.001250\n",
       "73     0.050771  0.032917 -0.000063\n",
       "74    -0.068676 -0.045743  0.001780\n",
       "75     0.126747  0.084578 -0.000170\n",
       "76          NaN       NaN       NaN\n",
       "77    -0.032782 -0.074379 -0.000115\n",
       "78     0.073033  0.092526 -0.000994\n",
       "79     0.094953  0.133150 -0.000357\n",
       "80     0.409449  0.283109  0.000046\n",
       "81          NaN       NaN       NaN\n",
       "82     0.243791  0.170469  0.000410\n",
       "83     0.112622  0.031403 -0.000410\n",
       "84     0.207750  0.160684 -0.000577\n",
       "85     0.154672  0.230666 -0.000308\n",
       "86          NaN       NaN       NaN\n",
       "87     0.078105  0.159654  0.000163"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "StartIndex = 1\n",
    "EndIndex = None\n",
    "error_list = [39,76,81,86]\n",
    "DieBC.loc[error_list,:] = np.nan\n",
    "DieBC.loc[StartIndex:EndIndex,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "86479909",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TX</th>\n",
       "      <th>TY</th>\n",
       "      <th>Angle</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>83.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-0.037741</td>\n",
       "      <td>-0.023577</td>\n",
       "      <td>0.000113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.210751</td>\n",
       "      <td>0.198519</td>\n",
       "      <td>0.000777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.579573</td>\n",
       "      <td>-0.582960</td>\n",
       "      <td>-0.001762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.186191</td>\n",
       "      <td>-0.122892</td>\n",
       "      <td>-0.000382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.027901</td>\n",
       "      <td>-0.038087</td>\n",
       "      <td>0.000039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.103788</td>\n",
       "      <td>0.092321</td>\n",
       "      <td>0.000574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.505409</td>\n",
       "      <td>0.547557</td>\n",
       "      <td>0.002009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>range</th>\n",
       "      <td>1.084982</td>\n",
       "      <td>1.130518</td>\n",
       "      <td>0.003771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3sigma</th>\n",
       "      <td>0.632252</td>\n",
       "      <td>0.595557</td>\n",
       "      <td>0.002332</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               TX         TY      Angle\n",
       "count   83.000000  83.000000  83.000000\n",
       "mean    -0.037741  -0.023577   0.000113\n",
       "std      0.210751   0.198519   0.000777\n",
       "min     -0.579573  -0.582960  -0.001762\n",
       "25%     -0.186191  -0.122892  -0.000382\n",
       "50%     -0.027901  -0.038087   0.000039\n",
       "75%      0.103788   0.092321   0.000574\n",
       "max      0.505409   0.547557   0.002009\n",
       "range    1.084982   1.130518   0.003771\n",
       "3sigma   0.632252   0.595557   0.002332"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "describe_3s(DieBC.loc[StartIndex:EndIndex,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e4c88a5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "全局补偿X: 0.0377\n",
      "全局补偿Y: 0.0236\n",
      "全局补偿角度: -0.000113\n"
     ]
    }
   ],
   "source": [
    "X_overall,y_overall,theta_overall = DieBC.loc[StartIndex:EndIndex,:].describe().loc['mean',:]\n",
    "print(f'全局补偿X: {-X_overall:.4f}')\n",
    "print(f'全局补偿Y: {-y_overall:.4f}')\n",
    "print(f'全局补偿角度: {-theta_overall:.6f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1221fd7e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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",
       "_figure_label": "Figure 2",
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       "orientation": "vertical",
       "toolitems": [
        [
         "Home",
         "Reset original view",
         "home",
         "home"
        ],
        [
         "Back",
         "Back to previous view",
         "arrow-left",
         "back"
        ],
        [
         "Forward",
         "Forward to next view",
         "arrow-right",
         "forward"
        ],
        [
         "Pan",
         "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
         "arrows",
         "pan"
        ],
        [
         "Zoom",
         "Zoom to rectangle\nx/y fixes axis",
         "square-o",
         "zoom"
        ],
        [
         "Download",
         "Download plot",
         "floppy-o",
         "save_figure"
        ]
       ]
      }
     },
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",
       "_figure_label": "Figure 3",
       "_model_module_version": "^0.11",
       "_size": [
        800,
        550
       ],
       "_view_module_version": "^0.11",
       "layout": "IPY_MODEL_8de2ee2a201f4e78b83bb73202597800",
       "toolbar": "IPY_MODEL_2d1533973ff749659dd783abe0db740f",
       "toolbar_position": "left"
      }
     },
     "ee97a7eebb9a425eb0ade6e31817aa89": {
      "model_module": "jupyter-matplotlib",
      "model_module_version": "^0.11",
      "model_name": "MPLCanvasModel",
      "state": {
       "_data_url": 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",
       "_figure_label": "Figure 1",
       "_model_module_version": "^0.11",
       "_size": [
        800,
        550
       ],
       "_view_module_version": "^0.11",
       "layout": "IPY_MODEL_21d8b0ba77b54fbfabcdf5f52b80df1a",
       "toolbar": "IPY_MODEL_2a0670114f11457b80a6ef3ef22a34fc",
       "toolbar_position": "left"
      }
     },
     "f7658ea254754f89ae1eaaca3822afd1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}