blog-intro.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kDa26DXVmRCwcdXtBZi5Ye6eImAvsBVwKzGoLPMDdNNNhiljSJUmS1B31R9KXZeb8De0QEVsC3wI+mJkPRvzm81aZmRFR/CEyS7okSZK6Y2ROekdFxFSagn56Zn673XxPROyQmUsiYgdgaelx/OCoJEmSumNkJL3W14aiNUPmpwA3ZObnR911DnBk+/2RwHef0c8+iiPpkiRJ6pbuNtR9gSOAayLiqnbb8cCngW9GxHuAXwBvLj1Q305BRHwFOARYmpl7tNt6vobkwHi4doAeGPQlfQd/WWialZ8G3N23105QbCXTakcotoKtakcodnLtAIWWc1DtCOWu2vguXTeNx2pHKHYQ59eOUOQ0HlxzQ4enu2TmJTQJ1+WAXh6rn9NdTgUOXmtbz9eQlCRJ0gTS4eku46lvUTLz4nZpmtF6voakJEmSJpD6q7t0wnifgp6vISlJkqQJpqPTXcZTtfcpG1tDMiKOBo4G2Hm7cYslSZKkmhxJB8b/FIx5Dcn2yk4LAObPK18QXpIkSQPAkg6M/zrpPV9DUpIkSROIHxwF+rsE4xk0HxKdGRGLgRPowxqSA2OL2gF6YNCXYNyxdoBeWFw7QA/8uHaAYgt5Se0IxX560/61IxQ7rHaAQlewwauOD4Ybawco93/4vdoRiu3DpbUjFHmcJU/d6Jz0vq7u8rb13NXTNSQlSZI0gTjdBRj/6S6SJEmSNsL3KZIkSeoOR9IBT4EkSZK6xjnplnRJkiR1iCPpgKdAkiRJXWJJBzwFkiRJ6hJLOjAop2ASsGntEGUe3HFq7Qjl9qgdoMwv9t+udoRyB+9SO0G5qwb/ZziIN9SOUOy0M/+0doRiH/lU7QRljr9nn9oRyp1cO0C5/biodoRi5/AHtSMUuZ/bnrItnZM+ICVdkiRJQyEDVttQLemSJEnqEEs6YEmXJElSh2TAqsk1r7f5RMVj/4YlXZIkSZ2REayeUrOiPlbx2L9hSZckSVKnrJ7sJ0ct6ZIkSeqMJFjtJUct6ZIkSeqOJFhlSR+Qkj4BFrVfNHle7QjlDqwdoMxzvn9v7QjlBvzPAQB3X1A7QbGlzKododjsE26uHaHcobUDlNnkmJW1IxR7lC1qRyj2cn5SO0KxpWxfO0KR83joKdtWT4h/8Mp4BiRJktQZTndpWNIlSZLUGZb0Rs1FKCVJkiStgyPpkiRJ6hRH0i3pkiRJ6hBXd2lY0iVJktQZzZx0K6pnQJIkSZ3idJdBKum+VvUtrh2g0LTaAXrg0doBemGn2gGKbc89tSMUO4J/rh2h3IAv9f7ybQZ/fe4r5s+vHaHYK6+9rHaEYv+xx8tqRygyhVVr3HZ1l8bglHRJkiRNeAnOSceSLkmSpE5xTjpY0iVJktQhTndpWNIlSZLUKZZ0S7okSZI6xJH0hiVdkiRJneHFjBqWdEmSJHWKHxztY0mPiK8AhwBLM3OPdtvHgT8B7m13Oz4zz+tXhi6Zzq9qRyj3UO0Aha6tHaAHtqwdoBfuqx2g2PXsXjtCsRUT4DfTzTfWTlDmsQlw8Ybtpw3+NQMe3aV2gnJ3MKd2hCKPseYfZqe7NPr5NuVU4O+Ar661/QuZ+bk+HleSJEkDypLe6FtJz8yLI2Juv55fkiRJE5Nz0uvMST82It4FLAQ+lJnrnAcSEUcDRwPsPGsc00mSJKma9GJGAEwa5+OdBOwK7AksAf52fTtm5oLMnJ+Z87fbZrziSZIkSfWN69uUzHzyEyYR8Y/AueN5fEmSJHWbc9Ib41rSI2KHzFzS3nwjE2O9DUmSJPWQJf1plPSI2DwzH3ka+58B7AfMjIjFwAnAfhGxJ5DA7cB7n1baATZz9fLaEcq9tXaAQhNhsc9NawfohRfVDlDsMgb/z/PzuKl2hGK7va12gjIToYTc/I0X145Q7K63PLt2hGLLmVE7QpFVa9VRL2bU2GhJj4iXAyfTrNC8c0S8GHhvZv73DT0uM9f11+cpzyilJEmShoIfHG2M5YOjXwAOgmboKDP/C/j9foaSJEnS8FrN5GpfGxMRB0fETRGxKCKO69c5GNPblMy8IyJGb1rdnziSJEkaZl3+4GhETAa+DLwaWAxcHhHnZOb1vT7WWEr6He2Ul4yIqcAHgBt6HUSSJEnqckkH9gYWZeatABFxJnAYUKWkvw84EdgJuBP4PnBMr4NIkiRJUP2KozMjYuGo2wsyc0H7/U7AHaPuWwzs048QGy3pmbkMeEc/Di5JkiSN1oEPji7LzPk1A8DYVnfZBXg/MHf0/pl5aP9iSZIkaRh1fLrLncCcUbdnt9t6bixvU75Ds3TivwJP9CPEmAz4R1W3vuHx2hHK/aB2gEKDv7Q1XFQ7QC8M/p+F69m9doRiO3BX7QjlLqwdoMwmPFY7QrFND76vdoRi0ybA6zBjwP+Bm8Kqp2zrcEm/HNitHcS+k+YqMm/vx4HGUtIfzcwv9ePgkiRJ0mhdvphRZq6KiGOB84HJwFcy87p+HGssJf3EiDiB5gOjK0eFvLIfgSRJkjS8OjAnfYMy8zzG4TrmYzkDLwSOAPbnN9Ndsr0tSZIk9VSHp7uMm7GU9D8CnpuZgz9pS5IkSZ3W8Q+OjpuxlPRrgenA0j5nkSRJkizpjK2kTwdujIjLWXNOukswSpIkSX0wlpJ+Qt9TSJIkSXR7dZfxNJYrjv5oPIJIfTf4y/nC3YO9Fm5jUe0Axe5/+Lm1IxR7bItptSOU2752gDJXrdyzdoRiu2xze+0Ixe5Y47o0g2k+Cze+U4dtzsNr3O766i7jZb1nICIuycxXRMQKmtVcnrwLyMzcuu/pJEmSNHSck77hkfQtADJzq3HKIkmSpCHn6i6NDZX03MB9kiRJUs85J72xoZK+fUT8xfruzMzP9yGPJEmShpxz0jdc0icDW9LMQZckSZL6zukujQ2V9CWZ+YlxSyJJkqShZ0lvbKikO4IuSZKkcWdJ33BJP2DcUgyDbWsH6IGHagco9EDtAL0wARZ7n7lP7QTFHjq1doJytxyza+0I5Y6qHaDMA3fPqB2h2Nuf8/XaEYptxiO1IxS7lMH+e/Vh7l/jth8cbay3pGfmBGgDkiRJGiRezKjhGZAkSVKnON3Fki5JkqQO8YOjDUu6JEmSOsM56Q1LuiRJkjrFOemWdEmSJHWI010afSvpETEH+CowC0hgQWaeGBHbAt8A5gK3A2/OzF9t8MkSWNWvpOPj0W1qJ+iBPWoHKLRV7QA9cOVutROUm107gACWMbN2hHI71w5QaNnU2gmKTXvOytoRik2EEdsVA/4P3BNMqh2hk/r5O3MV8KHMvDIitgKuiIgLaFa2vTAzPx0RxwHHAR/pYw5JkiQNCEfSG30r6Zm5BFjSfr8iIm4AdgIOA/ZrdzsNuAhLuiRJklp+cHSc5qRHxFxgL+BSYFZb4AHuppkOI0mSJHkxo1bfz0BEbAl8C/hgZj4YEU/el5kZEbmexx0NHA2w8/b9TilJkqQucLpLo68lPSKm0hT00zPz2+3meyJih8xcEhE7AEvX9djMXAAsAJj/vHUXeUmSJE08lvT+ru4SwCnADZn5+VF3nQMcCXy6/fW7/cogSZKkweJIeqOfI+n7AkcA10TEVe2242nK+Tcj4j3AL4A39zGDJEmSBkiz8rYlvZ+ru1wCxHruPqBfx+2qTe+rnaAHtqwdoNA/1w7QA5vWDtADd9cO0ANfrB2gB46pHaAHzq4doNBnH62doNgb+E7tCMUeYbPaEYq9kGtqRyiyGb9ea4sfHAWvOCpJkqQOcbpLw5IuSZKkTrGkW9IlSZLUIUk4Jx1LuiRJkjrEixk1PAOSJEnqFKe7WNIlSZLUIX5wtGFJlyRJUmckweonLOmW9HFy85zZtSOUmzTga/r+ce0APTD4SxLDJR+vnaAHPlw7QLGJsDY0r6kdoMxzd7qldoRi3+AttSMU+ytOqB2h2L/yB7UjFFnJTWtuSFi1ypJuSZckSVJnZAarV1lRJ9UOIEmSJGlNvk2RJElSZzQj6U53saRLkiSpOxJLOpZ0SZIkdUhmsOpxS7olXZIkSR0SPLHaiuoZkCRJUnck4HQXS/p4mcGy2hHKDfofmEtrB+iBa2sH6IWtawcot+nmtRMUW3rPrNoRyi2sHaDM7kddXztCsa1YUTtCsbvYoXaEYi/nJ7UjFNmSh9bckDH4naMHLOmSJEnqjgRWRe0U1VnSJUmS1C2rageoz4sZSZIkqTuSpqTX+ioQEZ+NiBsj4uqIODsipo+676MRsSgiboqIgzb2XJZ0SZIkdccAl3TgAmCPzHwR8HPgowARsTvwVuC3gYOB/z8iNjjx3ukukiRJ6o4EHq8d4pnJzO+Puvkz4PD2+8OAMzNzJXBbRCwC9gZ+ur7nsqRLkiSpOxJYXTXBzIgYvX7Ugsxc8Aye578B32i/34mmtI9Y3G5bL0v6ONn84UdrRyg3pe6fmGL71A7QA7+uHaAHLvqL2gnKfbF2gHLTZ95fO0K5l9YOUGYaK2tHKLacGbUjCLiJ59eOUORRfvXUjXU/OLosM+ev786I+AHw7HXc9bHM/G67z8doforTn2kIS7okSZK6Y2ROekdl5oEbuj8ijgIOAQ7IzGw33wnMGbXb7HbbelnSJUmS1B0dL+kbEhEHAx8GXpmZj4y66xzg6xHxeWBHYDfgsg09lyVdkiRJ3THAJR34O2AacEFEAPwsM9+XmddFxDeB62l+umMyc4PziC3pkiRJUg9k5rwN3Pcp4FNjfS5LuiRJkrpjsEfSe8aSLkmSpG6xpFvSJUmS1CEDfDGjXupbSY+IOcBXgVk0p3tBZp4YER8H/gS4t931+Mw8r185uuKxTafWjlBsm0FfV3lp7QA9MLN2gB54qHaAHpgAlz2YN3lR7QjlHq4doMzeXFo7QrEpla840wsvvuvm2hGK/XzHwV4nPYm1N9S+mFEn9HMkfRXwocy8MiK2Aq6IiAva+76QmZ/r47ElSZI0iJyTDvSxpGfmEmBJ+/2KiLiBjVz+VJIkSUPOkg7ApPE4SETMBfaCJ/9v79iIuDoivhIRzxqPDJIkSRoAIyW91ldH9L2kR8SWwLeAD2bmg8BJwK7AnjQj7X+7nscdHRELI2LhvQ/0O6UkSZI6w5Le39VdImIqTUE/PTO/DZCZ94y6/x+Bc9f12MxcACwAmP+8yH7mlCRJUkc43QXo7+ouAZwC3JCZnx+1fYd2vjrAG4Fr+5VBkiRJA8aSDvR3JH1f4Ajgmoi4qt12PPC2iNiT5iW4HXhvHzNIkiRpkLhOOtDf1V0ugbUXvgRgwq+JPlE98LVn145QJE+unaAH7hv8dZVh8Nck5tg31U5QbPIxE2AR4gFfr/4W5tWOUGwrVtSOUOykHY+sHaHYPlxWO0KRaaxcc4PrpANecVSSJEld43QXS7okSZI6xDnpgCVdkiRJXWJJByzpkiRJ6hI/OAqM0xVHJUmSJI2dI+mSJEnqDld3ASzpkiRJ6hrnpA9ISQ8GJel6bfLoBJhcdXftAGViwH8PNQZ/XWWYWztAD2xWO0CxZcyoHaHcw7UDlJnDHbUjFNuRu2pHKLYZj9SOUGwut9WOUGSTda2Tbkkf9OorSZKkCcUPjgKWdEmSJHWJc9IBS7okSZK6xOkugCVdkiRJXWNJt6RLkiSpQ5yTDljSJUmS1CXOSQcs6ZIkSeoS56QDg1LSA5hWO0SZu7Z4du0I5Q6uHaDQXrUD9MA1E2Bt6+/UDtADe9QOUG4et9SOUO5NtQOUWckmtSMUm879tSMU248f1o5Q7CJeVTtCkYf48ZobLOnAoJR0SZIkDQfnpAOWdEmSJHWNc9It6ZIkSeoQp7sAlnRJkiR1iSUdsKRLkiSpS5yTDsCk2gEkSZIkrWkwRtInMfBLMD735rtrRyi3sHaAMsuPqZ2gB75VO0APbFk7QA8cWDtAuXvYvnaEclvUDlDmkz/+37UjFHvFvhfUjlBsE1bWjlBsK1bUjlBkEk+sucGLGQGDUtIlSZI0PJyTbkmXJElSh/jBUcCSLkmSpC7xg6OAJV2SJEld4px0wJIuSZKkLnG6C2BJlyRJUtdY0i3pkiRJ6hDnpAN9LOkRsSlwMc0K51OAszLzhIjYBTgTmAFcARyRmY9t+MmATfuHRZeUAAAMZklEQVSVdHxcvtsetSOUu752gDIz3lQ7QbnZh91cO0KxxR/crXaEYlMPfLB2hGJ7cVXtCMVywNdJP2zfM2pHKPYqLqododgsltaOUOw8Xlc7QpGHWOvfNuekA/294uhKYP/MfDGwJ3BwRLwU+AzwhcycB/wKeE8fM0iSJGmQjMxJr/XVEX0r6dl4qL05tf1KYH/grHb7acAb+pVBkiRJA8aSDvR5TnpETKaZ0jIP+DJwC3B/Zo6cgsXATv3MIEmSpAHinHSgzyU9M1cDe0bEdOBs4AVjfWxEHA0cDbDzDv3JJ0mSpA5yTnpf56Q/KTPvB34IvAyYHhEjbw5mA3eu5zELMnN+Zs7f7lnjkVKSJEmdkBW/eiAiPhQRGREz29sREV+KiEURcXVE/M7GnqNvJT0itmtH0ImIzYBXAzfQlPXD292OBL7brwySJEnSeIqIOcBrgF+O2vxaYLf262jgpI09Tz9H0ncAfhgRVwOXAxdk5rnAR4C/iIhFNMswntLHDJIkSdJ4+gLwYdYclz8M+Gq7sMrPaGaWbHBCd9/mpGfm1cBe69h+K7D303qyYOAvu3QTz68dodyzawcoNOC/hwBmsLx2hGKL7x/8ddJXr5pcO0Kx7SfA2tCxsHaCMru/5obaEQSsZvD/PA96x1g56BfDGSUiDgPuzMz/iojRd+0E3DHq9sjiKUvW91wToLZIkiRJPTMzYo1hgAWZuWDkRkT8gHUPXX4MOJ5mqksxS7okSZI6pPoajMsyc/767szMA9e1PSJeCOwCjIyizwaujIi9aRZKmTNq9/UunjLCki5JkqQOGbma0WDJzGuA7UduR8TtwPzMXBYR5wDHRsSZwD7AA5m53qkuYEmXJElSp1QfSe+H84DXAYuAR4B3b+wBlnRJkiR1yGCOpK8tM+eO+j6BY57O4y3pkiRJ6pAJOZL+tFnSJUmS1CGWdBiUkh4w6MuYTmNl7QjlLqkdoNADtQOUu4sda0cod//g/8X7xI1b1I5Q7JZZu9aOUO63agcoc+nTvGRIF+3O9bUjFDuI82tHKPYYm9SOUOSJdV5bc/Cnu5QajJIuSZKkIeFIOljSJUmS1CkT44OjpSzpkiRJ6hBH0sGSLkmSpE5xJB0s6ZIkSeoUR9LBki5JkqROcSQdBqmkD07SdbqDObUjlJtbO0ChpbUDlNuRu2pHKHYv02pHKDd9Vu0ExXblltoRyv197QBlbvnUvNoRii1nZu0Ixf6/uz5SO0Kxg3Yc7GUkFz5ljWRH0mHgq68kSZImFkfSwZIuSZKkTnEkHVjnJZ4kSZIkVeRIuiRJkjrG6S6WdEmSJHWI013Aki5JkqROsaSDJV2SJEmd4uouMCglfRIM+tLKm/BY7Qjlrq0doNBLagcotw+X1o5Q7L+mvLR2hGJbzru3doRit7Br7QjlDq0doMzyh2fUjlBs1hb31I5Q7NFtaicodw+Dfe2Gx5m61hZH0mFQSrokSZKGhCPpYEmXJElSpziSDpZ0SZIkdYoj6WBJlyRJUqc4kg6WdEmSJHWKI+lgSZckSVKnOJIOlnRJkiR1iiPpAJGZtTNsVETcC/yij4eYCSzr4/NrbHwdusHXoT5fg27wdajP16Ab+v06PCcztxu5ERHfa49Zy7LMPLji8YEBKen9FhELM3N+7RzDztehG3wd6vM16AZfh/p8DbrB16GOSbUDSJIkSVqTJV2SJEnqGEt6Y0HtAAJ8HbrC16E+X4Nu8HWoz9egG3wdKnBOuiRJktQxjqRLkiRJHTP0JT0iDo6ImyJiUUQcVzvPsImIORHxw4i4PiKui4gP1M40zCJickT8Z0ScWzvLsIqI6RFxVkTcGBE3RMTLamcaNhHx5+3fR9dGxBkRsWntTMMgIr4SEUsj4tpR27aNiAsi4ub212fVzDgM1vM6fLb9O+nqiDg7IqbXzDgshrqkR8Rk4MvAa4HdgbdFxO51Uw2dVcCHMnN34KXAMb4GVX0AuKF2iCF3IvC9zHwB8GJ8PcZVROwE/BkwPzP3ACYDb62bamicCqy9NvVxwIWZuRtwYXtb/XUqT30dLgD2yMwXAT8HPjreoYbRUJd0YG9gUWbempmPAWcCh1XONFQyc0lmXtl+v4KmkOxUN9VwiojZwOuBk2tnGVYRsQ3w+8ApAJn5WGbeXzfVUJoCbBYRU4DNgbsq5xkKmXkxcN9amw8DTmu/Pw14w7iGGkLreh0y8/uZOXIJ0J8Bs8c92BAa9pK+E3DHqNuLsSBWExFzgb2AS+smGVpfBD4MPFE7yBDbBbgX+Kd22tHJEbFF7VDDJDPvBD4H/BJYAjyQmd+vm2qozcrMJe33dwOzaoYRAP8N+PfaIYbBsJd0dUREbAl8C/hgZj5YO8+wiYhDgKWZeUXtLENuCvA7wEmZuRfwMP73/rhq5zwfRvOGaUdgi4h4Z91UAshmOTqXpKsoIj5GM0319NpZhsGwl/Q7gTmjbs9ut2kcRcRUmoJ+emZ+u3aeIbUvcGhE3E4z7Wv/iPha3UhDaTGwODNH/jfpLJrSrvFzIHBbZt6bmY8D3wZeXjnTMLsnInYAaH9dWjnP0IqIo4BDgHek63ePi2Ev6ZcDu0XELhGxCc2Hg86pnGmoRETQzL+9ITM/XzvPsMrMj2bm7MycS/Pn4D8y09HDcZaZdwN3RMTz200HANdXjDSMfgm8NCI2b/9+OgA/vFvTOcCR7fdHAt+tmGVoRcTBNNMhD83MR2rnGRZDXdLbD0EcC5xP85fwNzPzurqphs6+wBE0I7dXtV+vqx1Kquj9wOkRcTWwJ/C/K+cZKu3/YpwFXAlcQ/PvpFdbHAcRcQbwU+D5EbE4It4DfBp4dUTcTPO/HJ+umXEYrOd1+DtgK+CC9t/pv68ackh4xVFJkiSpY4Z6JF2SJEnqIku6JEmS1DGWdEmSJKljLOmSJElSx1jSJUmSpI6xpEsaKhGRoy/UFBFTIuLeiDi3vX1Ue3tkSdCvjtr3LyPixnb75RHxrnb71Ij4dETcHBFXRsRPI+K16zj2mPYb48/xexFxXZtls4j4bHv7sxHxvpFs63nsjhFx1jM5bvv4D0bE5s/08ZKkjZtSO4AkjbOHgT0iYrPM/DXwap56peFvZOaxozdExPvafffOzAcjYmvgje3dfw3sAOyRmSsjYhbwynUce6z7jcU7gL/JzK+1+Y4Gts3M1Rt7YGbeBRz+DI8L8EHga4AXNZGkPnGddElDJSIeAr4EXJmZZ7Uj5dcBv5eZh7SXvp6/jpL+S2C/zLx1re2bA3cAu2Tmgxs47gb3i4i3AccDAfxbZn6k3f4a4K+AacAtwLtprgr7/wIPAD+hucjI62kuvvM3wG8BD2Xm5yJiHvD3wHbAauCP2l/Pzcw9ImIyzQVi9muP8eXM/IeI2A/4OLAM2AO4AngnzcWWPgfcBCzLzFet72eWJD1zTneRNIzOBN4aEZsCLwIuXev+t4ya7vLudtR8q7ULemse8MsNFfSN7RcROwKfAfanucro70bEGyJiJvA/gQMz83eAhcBfZObJNJdL/x+Z+Y7MPBT4dWbumZnfWOvpT6cp3i8GXg4sWev+9wAPZObvAr8L/ElE7NLetxfNqPnuwHOBfTPzS8BdwKss6JLUP053kTR0MvPqiJgLvA04bx27rDHdpS3p/fS7wEWZeW97vNOB3wdW0RTkH0cEwCY0l+sek4jYCtgpM88GyMxH2+2jd3sN8KKIGJn+sg2wG/AYcFlmLm4fcxUwF7jkGf2EkqSnxZIuaVidQzNtYz9gxoZ2bOegPxQRz13HaPoiYOeI2Hojo+lj3W+0AC7IzLeNcf9nIoD3Z+b5a2xsprusHLVpNf6bIUnjxukukobVV4C/ysxrxrj/3wBfHhlVj4gtI+JdmfkIcApwYkRs0t63XUT80egHb2S/y4BXRsTMdo7424AfAT8D9m3nlRMRW0TE88b6A2bmCmBxRLyhffy0dazKcj7wpxExtd3neRGxxUaeegXNPHhJUp9Y0iUNpcxc3M6vHquTgB8Cl0fEtcD/AZ5o7/ufwL3A9e195wLrGi1f536ZuQQ4rn3+/wKuyMzvttNfjgLOiIiraaa6vODp/aQcAfxZ+/ifAM9e6/6TgeuBK9tM/8DGR8wXAN+LiB8+zSySpDFydRdJkiSpYxxJlyRJkjrGki5JkiR1jCVdkiRJ6hhLuiRJktQxlnRJkiSpYyzpkiRJUsdY0iVJkqSOsaRLkiRJHfN/AbgS/f+4f0H7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IWuT7vlsNoPSaBG0y8PMBq5UAnwUh19tE4h9X5OE2m0zyZdkxEllssjofCYljGZJwS0gcJqzZU4O7Pl15yHyN64prsaqoBv/+dVfccmxZ11ThVkd8SzIj+P6fv16Hc/61QPcez5msLCVMgW2yUuMOk5WEEaSWWFVawqFby8MatZQcDoW75b9FMBT/O05bfDX63i/WYOq6UhRYTLj015sI3ouCXZulBdFdNq1WUKyyhPDf96gpAq1IOu8xt5r0Wt2jPDG2uqf4QEimhoty7QN6NbwlfVqm+5SQMIck3BIShxhM5f3r5PWYtWk/dlfGJw2UUvy8eb/l4FqnZiywEjEZ4TYrx4gUT4penLEF6wwbciS66UZEsKxtRmSYoGYVtJVAKuEDAmtqS4ILW2JrsQoqbSkumrgQd3+6yrIca+OhDJqMtEDZNMJM6dyxvwHvztsVtX+YXFur9JKi47BTN/tO/w4ZAIDRahwBYE0mq7yK9chslYOfGGqE20ThZhMXvn0Hq3Dz7bciu3zfZGq/WQYanpyHLSwlkRacj4TEsQxJuCUkDiEKKhrR78mZWLyrUlver7NI7fXr9grc/slKvDuvIG45lkqP5f41AyPupbU+9HtiJjaV6i0obIDkB8d35xfg6vf0O8klOnbyhLuyUfG8BkIRoU+aKdxW5KClwZLbyhqwfb/1Bh2M7CSS6u5A2nKoFe51xXWYuanMslyiWUpasnNh8CDsMWbX4ar3luLFH7eitlnpJ2Z53VkzrXzJQU4htrKUiNpmRejZvWt2XfnmM0tJU8BC4eaI70Er3OHEyW4BN/HXPNwmCvd/FhVGj9GCSU9rZhWSkPi9QxJuCYlDiKUF1fCHIvjfutJoEJXFEjPbtISloTMD84ZacSZGZtkWzp8u0W/hzsZP42BuVJ0TJZqiYpMWF+K4539Guck5WQZ4tYDsBUIRnP36fJz12nzLsozgtcR60ZK2HAxJPRgwpdUqS0lL0swx8mRF0kUTHTPSW+1ViDZTbq3InJlaHD0O7+EmMe+JwGfSCFoQRGYpMbsXRO+bHZ8V1SncVoSbm5iKvOH/W18qrEv0m70yKxq30ByIfx98ujT6zLBatWG/KWA9QZCQOJYhCbeExCFEVGWLDlINFqSBKc5WAW9W3mxjOQZjcUbOrAZ7UR5ufb3mloN9aoBdvSHnsaZcWllKuEqrvYG4gaJ/nbwubl08GHkwU/ZEaImfvNWylKiHtWqqUY2Ml+pv8ipll02/xTmJclRbqcyMmIVNyNwedRJqlmJPdBzNUmJy7P+tU8gpn0nDaht0RvhN4yG499nEzOzcRZtCWV0nPrjYGKwMAIu4DWb4+1k0SeRPlU08E+nazHNudg1e5AKQZVpACQlzSMItIaGCUhqXgPCYuXEfluyqinmfjXMOG9F2lDNTuOdtr8DqPTUJp91ig6+ViGok0sagt6ilJH5F8Y7z9NRN6PboDLWceUGjgsnK8oR7a1kskeDrvO6DZTj/zYWmSqvZpiTi9kRzSycKq4kHj0QsJX/5Zi1u+mi5ZbmW2D8S9TzzZPPhyetw4oQ5lhljrCZmr8zaFvOelcocVbitCG/8tvHbzhMSP2iSgSeFVuptQJvkij/n+wa79ma/AXufJ+kigsr/HnxubeYR55GZ5Iq21cIqc1KvXEFbrfsrW7UxmxzVcqkTpaVEQsIcknBLSKiYu60cJ06YgwU7KuKWo5Ti7s9W45r3l8Z8xgZ7h51oy/tmacJu+mg5Ln17sebNttpgpVlL92elcButIfrPmfoVOIAsJQyTFhcCUNTEeITbF4xg3vYKrc3s2DypGP/6gphrzreZKXtmJK4l5JkRDUdLFO4WEW7rst+vLsG87fH7GABsFiiaZmBExx+K4E9frRFOYgA9KZuiKr4HS7h5xPNRM+uU0k7lmJaWEgs71hfLo9YH1gtaZCkRtJO3QbUkdaZVuk1WllfgRb5rPjMKbykRtfVEjkTzxxVd1/YZHkFbrPtr2GIiwU8EpMItIWEOSbgljljsqWqy9HgCwBu/7MANHy6zJKpr9yhZOkTKNQ9enTXWyciLw2bTLCJWwUxNwfjL1tG6E7OUxCjcJpYSq8ExEWU3FKFxlfB3ft2Fmz5arqnQZsFwxvRvIpJrpsbxPtQRz87GY//dYNqeqWsVktkihbtFlpJD5+H+01drEy7LyFhRlRc/rC3FnZ+IM5vwOxuy07LqBy0j3MT0O/xOlIxIWl0v3lIi6hPjercBoAQSRz3SiQciisj5Ns6Tbmm74r7OrBdmxxcp4C0JmhQRXrMMISJbDf991l8SWZFhv5HZxPOMfm2ibZCEW0LCFJJwSxyR8AXDOPmVuXjgyzWWZf85ezsW7KhEjcU2ymz52oqA8EFC9c16wu8NMMIdJXRWu6+xAU1EzPW70sVPuaeViyHcFAt3VGokl1UpGhwvfXsRbvhwGYDEiGYwHIk7kdlerpAXFhDK2t4SD3f0WOLj8L9rlTeAz5ftMa13a5nSnkR2j2RoiS3byhPcEpvIjvLGhMtOVdVqkU+YxwsztsS8Z73bYfzPu+Yka69ZFhrRb+XmsuuwPmpF+Lx+nhybk0iHjWhE13xr99gMOSJyzE/grIIA+Qk/u4/NcpAzEszfd6J7kO/7PguFO2xC3kXXQFTWTLU+b1D7aNlw/NUI/m2rwE0JiWMZknBLHJEor1dSzv2ytTzh7xTXNMX9vELdEp0n1CLoCLchKLBZTQkWilBtgBIFnYkCnESDL0+efaEo4Y5nAzCShH11Plz/4TI88NUay+Ot3lOLBTsqdeXiIRiOr3AzksDGXkYmjO03Ds4i3tra26YnAqusF/EmAwcDZkNgnl8zsiPq2z4LUmlFyE/r2xYAkJ3i4mwdsd9xO6PDjc9i8shIL2+vENXJ9y+roMWcFDcA/f0oIsd8CkCrycZD30YDdtn9bjbp+nGjkt7RytLCXxP+txGtBvB9U5/uUFCvwDtutsKQn5UULautRpgo93wucAtbCwC8N38X3pq7U/iZhMTRDEm4JX5XoJRiwY4KS7JX0ZjYNtM88bDKh92kqlU1TbGkZN3eWlz/wTLUNQd1pMW4uxtTuAPhiDaYiQgL7+sOCpQvBh3hVutZWlCNvk/MxFrDRjWi7yh/K21aUajssKdlKbEgE4nwzKCFh5tdg1gPtzGwUw8RyW3JtulW5LwlgZAtKWvVb7eVRe0Kh0MB9AXiB9ZeOKRDzHtmNgAm9Fr1Ey1gMxzhUvPFfofPDKMp3KYbJKkBx5ylREQORTm1zUikyGMtIsc6wt0Ci0RIs2kkvgIlqp/vQ1ZqfMRE4RaSc0H+74DJCpVocx6rYFBAP5E2m/i8MGOrMNBWQuJohyXhJoQkE0KeIIS8r/7dixBy/uFvmsSxiKnrSnHDh8vx1Yr4SqBoUxUR+JR8IsLt9Ye0QYLZHERbJE9aXIiFOyuxek+NTnXzGja5YKQ9EIpog7mIsPBL0fGUOX4TDWYJYd9dVVQTU54dmwcb4NlxInEUbh6JKLsbS+qwM471gV1Tu0q22LWIzfkNw9/xyRWPU3rnxbznszi3pbur0fWR6fho4W7MtVglWV9ch0e/34AbPlyGj9VgUR66NG8WhJu/pquKanDNe0tNg2p51HgD2FBsnhqRgV1Xs98uM9kZ856VbcIqqJK3sdi01HwCvzGNJXxmKwJaDnvBxJQH69sUlAvuE9fJjm+VpURvKUncIhEl/Ba+bO56ip4NOsLdAoXbKmgyZFKvaJIYFpBos8kk3y7+eWVmrWkptpbV48p3lsSsJkpIHGlIROH+DwA/gNHq3yUAnjtsLZI4psEUwK374u8aWNEYVZnjEYJ6jmQb/dYAcNV7S3DbxysARIm2aFMWRtbrmoI6sthkSFvG6ghaKNx6ImFOgPksDUZi5AuG45IQvhwQa+uwDgizHjBv+3hlzA6VPJoMnnbWXuM1DkcieHrqJo1UilRlM+WyQ6Yn5j0r3/zy3Yra/8y0zbhl0oqYz3ly9dGi3fhy+R4s2FGJp6ZuiinL50IORyL4fFkR1heLVx/483p22mYsKajSBenxGNcnOpG44t0luGCieWpE5k9mfdNMlRcRMTPLCCtpFdPASF8oQqNBkwlaJUTkmFKq9RO+bQt2VMZMMsXWLPG5i7LzWHnIrXJbi+o3t7QoKfz46ym6tjyJ5leChLm1ef+0RdCknshbkfPYNoYi1FIN58UKUR/gn9WJrh68PHMblhdWY6lFMDvDjxv2xc3bLyHRWkiEcPeglL4MIAgAlNImRDMwSUgcUlSqPmr2vxkaOLWDkeEGXxCRCEW1N4DrPliKbWUNugGgIWYTFoqNJfVYtFN5kDMSKAroYwNNXXNQR+ZiFG5mKQlFokFSFgo3I9JW5Yw2jLV7a9HrsR+xmCN8fH0MrN6IZutg5Q6d7cIMbFCdt60C41+fjzp10mO8xg2+ECYtLsRl7yxGeYNPaIkY9+qvePvXWO8nESQwt1K4jTASiZakAkx2RdOihcIUj/13Iy6cuEhYlq+30WLnUOajdTts2iqCaPUFANI9inLN+nCVSRyC6LxE/SASoVwWE4sAV07hJnHSAuoU1mB0pePVWdt0Ni0+LoD3MD/47Tpc9u/Fujo1u0M4GjNhqnCLLCVWgYgt2AZe83CbTAyj2YHik05ThdsiS4neG26hcLcgGJMvK7oEPLkXWeV4fLk8unLZFAhh8a5K4YY+onYnaim75/PVOP/NhQmVlZD4LZEI4Q4QQpKgCh6EkB5QFG8JiYQxc2MZXp651bIcU6GZbWN9cS0unLgQZXU+hCNU22SBV5abAmHUNgUw+O8/4aNFu7F4VyUW7azCO/N26QYARljv+GQlbv94hY7MUkq19HyMtExZW4JRz/+Mam9AU/vqmvUKNytb7Q2AUqoR8GA4otkLRGorf2xWh4j46Am3vh6WvnCeIYe1UbFkgzpTHxNVuFtCOq0wc1MZtpY1mOaH5icqo57/BV+bWIpenhnr/WSkg88MI1r1iDeB+GrFXt3fLfGLux1Rwt1gkTf6QHYm5Nsiii/gy/DnLVIjRb/pLZNWoLxBHxNhprJatTPe5jP8CgUjknurmzFx7k48/kM0lSNPsq2O7ee2iA9xqniNYMIhSocpWjXhCbsuo4jgnNqlx+a2tvo9W5J5xG+hcJvtWin0e9PY6w+YXAPuPV3gpqBevn96A/FXD/j3Gv0hXPv+MpzzrwUx5XTtVuv/w+er45YDrO1PRjT4ggmlRpSQOBRIhHA/BWAmgE6EkM8B/ALg4cPaKomjDnd/tgpv/7orZmA3gvn0mPf6P4sKsb64DvO3V+ClmVsx9JnZqPcFY4jo6j01oBT4eEmhRsZrmwI664IvFAalFLM378fPW8p1OYmbAmE0ByLqa6Xuf/y0HeUNfqwuqtHqrG8O6gZMXzCMPVVNOO75n/HJkiIdeY6ncPMTAZ5sGsFbSoyDSZgjmrr0gSETwq0SUm1pPc5AM3PjPhRUek0/P1CYqblNhpWClmSfERFT0cAbz5NuXIJuUYAmR0K+W12svV4nCGptyxE0dgyRhQmIqpQ8qao1SW0pSrcoilkwm0Q9P32LaTn+WgqtCtx1Zf1QnJbO3ErRYNLPLTflCXOTX/W+nLmpDMOenR2zoiUMmmyJ9UJwTsd1y+Y+j5iW4+ttUdCkhf1F5IsHTGwifNAkn6lFlNHELHDTYoKi83AL2sv3f7PVGiOsduDlMXlVsXUhDoOe/gn3fGZN5CUkDgUsCTeldDaASwHcDOBLACMppb8e3mZJHCkIhiOWwSz8oLm9LH5uYVZXo/o/++6+Oh/em18AACis9BqU6zAKK5WUf6lup7acHopQneLiC4Z1OZuLa6LbuHsDIS2lHyMtTDEtrWtGbXNA+4wnNf5QBGv21iAcofh21V6dwh3Xw80RDFafaIDSTSyMRFotb7fZ4m6mwepnAnAi3uy7P1uNT5YUWZY7VDAOvi1J4CEi0l8s26PlptbKxSHRLof+URgv8I3Vs7O8AW/+sgN7uX6Ul+bWXvP9i4H5ePl6zHKSi9prRrgZ6eHrEqUA5PsJv/ePse+ZkU7ROfErB+yn2FcXW04/IdIfj/8J+fulJZvyGMl5ZaP+/CM0G2qjAAAgAElEQVSCiaYoyNUst7WoT/DnrsViWCjcLbGUWHm4zdtqMeGxJNGJ22rMfleRl54/biLBwkqdyvXqnpuSUPlEwer9ecv+hMrLvOJ6vPHLDtOVSAkxTAk3IWQ4+wegC4B9AEoBdFbfk5DAX75ZhzEvztEenk9N2ajle2bYz22VzF5/t6oY132wFL5gGJ8uKdQyRRgtJYw0VHv9mtKxv96v8077ghHN8x0MR7Rl90AoolNcfMGIri07yqPBal5/GE3qA9gXjCASodpgX9kY0NRCXzCC5kBYy2TgC4ZRVqfUabfZNCW8JVlKDtRSwmcd4QlTbHCl8lm9L4STX56LZQXVMcdpbXj9ialdIoisIp8v24P7DZsitYhwxynLrvUFby7CP2Zv1x2HJxGiiY2O7KlEh59s1DYFcOHEhVhfXCucgJlZSti58Ye02vyEP0VjU81WC8a9+mtsndx32fl9tjR2IDZTbgEly4joMyuFm79njKskRoIcFlipgqHYtHimm8lYBBdG0+eZeMiZpSUY+x1ROwFzD3dtUwAPfbvO4H2PPzkImUyixORc/PsLd4ANi8uK+i9vT6m1SNPKwASURLaN51d1rCxzq/dEA3CtyHRBRSO6PToj5pkiAqUUXy3fk3AmrSMNe6ubEApH8M/Z2/G378x39ZWIRTyF+x/qv7cALAPwHoD31ddvHf6mSfzeEY5Q/G9dKRr9IWwsqQOlFB8vKcKUtaU6osgrTYwYP/7DRizaWYWlBVV4YsomLVNENABS+T4jyJVefR08QfOFwqhSj1HjDWiDkDcQ0siM007gD4Z1hHs3Z5moaQqAUiAjyanVyTKcVDX6tYmALxiGPxRGJisXjGCfSribueMFwzSqcAuCznSEWx2kdpY34tOlelU5nqWEIUypjrSZccVwhGJPdZNlXuXWQHMwMbWLxzcr92JZQVXcjXd4xCPRLi5HdFmdLy7RC0UovP6QUJnmgxVFAz5PyBkx4zdPeWnmVqwvrsOFExcJyc193IA/d2s5SmubtTYZwRMetnJkNung+cb64lpddp+WBNfyfevnzXrlUO/hNle4fQeocButOXw9fBAo/50Hv12Hh75dr2+nmbortJ/wr1U7jdlOkyJLiaHOedsrdKsIZgr3f9eUYPKqYryrrvoZz4ufHGwqrcM3K/eaW1XUfri3uglXvrMEtU0BYZYSwITIc+81WxFu7nPWdwFgzlZzlZk920WrJkb8tKlMe71mjzhtKsO17y/TXrNnuBk2qJYz46qZCHd8sgqPfL8Bd3+2yrLskYZqbwAnvTwXz02P3bGWRyRCtUxQElGYEm5K6amU0lOhKNvDKaUjKaUjAAyDkhpQ4hjCxpI6vDV3p25wLeEGhr01zdhfH53RT19fisv+vRhFVV6dCsMIN7NrTFu/T/ssHKGa77I5GEYkQjUVpLLBrw2Yjb4QvP4QstXleV8grBGdmqYAqtRjeP1hjeBkp7jQHAyjniOwhRzhrlTVCK3OYEQbPPbX+7XXzcEwmgNhpLgdcNoJfKGwNjmo4VIGBkIRoWeUUooTXvgFr/+8Q3uPJ8tP/LBRRxwaA7xiCiGUYNIjO0dt4wEo3A9PXo+r3ltqmS98U6nSdz9auNu0DFuxqGsO4oQXf8HTUzeblg2HqelOeWv2RH3bPJn6w+er8Nh/N+gUODH5jfo8rDZQuWXSCpz12nyEOTLJY2mBElS7t7oJg5/+CZ8uKTSddDCFubzBhwsnLsJjP2yMnoeB9DIiVVrbjFmbynTnwbfj9k9W6r5nphwbv5do6rjCSq/B7y22UgHm+aoBve8+XjuttmFnEHmizbK+GOu86aPlOhXVzMMtIrOiyUEoHMF5byzEw5PX6/qTyH7y1tydWF5Yje9Wlxg83Dw5F63amFlKYtvI4mQAPeH+dVtFTFlAOU92z0QoLEncOi5Xfb0vhBpvwNQedkL3qP+eF2JESNRvDkQtKmb7JPDYWd4Q97n0ewMbT2dzk2lKKbaVNaDrI9OxUt1c7aNFu3Hlu0uwcEclqhr9+HHDPmF9xxoSCZrsQynV1g0opRsB9Dt8TZL4rVFa24wFOyp0y2pFVV78bfJ6jSw/8NUavDJrmy4jxq7KqB97f71Pl8rv+elbsKqoBl+t2KsRYEAhNL5gWAuK/O+a6NyttLYZEQrkpio+2OZglDDzanSDP4RGf0jzw/pC0XIRGi3b6A9p5DUr2QVfMKz5tAGgsCq61TtT4bPUjUEafSGNnOypjh7bFwzDF4zA47TB7bCrfyvH4JcQjT5vhpqmIMoMD3ejmsorOY0WWS8AZSk9kQwwv2eIAgzNUFTl1S0HW6UvPO+NhXhl1jb865cdpmVSXA4A0bzt8XydoUjEMnsGECUclY1+zNhQhs+X7cFPm6L16omq8prZprrkJAvbwFZg2Hcb/SFTCwNTodh9+cSUTTofLw926zNCU1zdJCwHRMne1e8txV2fropJjSlCaW0z/jl7u+nnekuJ9bUtb/Bh3Ku/Yi5H1IxqcWltM56eugm+YNjUky6CmRLMvlfbFMD2/Q3w+kOmKwsrCqu13/TrFXvQ/f9mCI8fz4NuLMu3y26LHbpFubX3N+ifvaLjst+T7QT67LTNpvYTEYnW2dlMNvX5esUeDHvmJ53tp5wTaHjhhYcx28y6vbUob/Bh4Y7KmLLsOXBizxwAyr087NnZGP7sbGHdLJUmII53ABRF+5x/LUARN1Ykmi41S7DJlLG9Z/xzPp6Ztlk3Rv6ewX5rPpC12hvADJVQX/7OEgDQdkEurWvGk1M34Z7PV2NvdRPKG3y44cNlR8z5HmokQrjXE0I+IISMU/+9D2C95bcSACFkPCFkGyFkJyHkEcHnbkLI1+rnywghXQ/FcY8mWHnPvl9djEveXmS6S10oHMF1HyzDDR8u1y2XfbhwN75euRefLikCpVQLDJu8MqoG7a6IEtHapoDOX8qU5P11Pk197pSdhEZ/SPeg5QcRRpTbZyiR7LXNQU2VKecGjkafYt3ISY2q0U3cg54R6UZfCN5AGC67DWkeh1KOUyp4Es9ICVO4q7lz4R+2LGgyyWmHx2nTKeE8+OPwns29AiJj9J4WVTVh2vpSUEpR0xTQ2R1EmLmxDD9tTizw52jAKa/8ikvfjuZj/nFjWZzSiUHLGJJAWrHz3liIjxZZq1JscHqFS2XI92NdH1GJDCNdfJ/jkep26MoBelVdBJ4fmBELhgL1nm4v2ExIa6van/eofbk+jhfXFwxjytoSjJkwJ2aiyYNSYEVhNRbusM7LDACVDfHPAwBembUNkxYX4r9rSrCAI2hmlqqKBj/8obAuCJxXhSevKsa3K/fikrcX46zX5mPAU7Mwf3usMru3uhlXvLMEP6xVxASjz9VMNRellNRliDFZXRTVxVTras7OV+2N9j3+Grw7vwBdH5mu22HTbILC+vTMjWUY+NQslNY26wi33sMdreNv321ATVMQG0rq4FbjJfh7odobQCAUgT8UxvlvLsAdn6xEjTeAIrWPDeiQDgBI8zhw8cRFuP7DZfhly350fWQ6dld68dbcnZq9ptqr/H5sTKj3hXT2El8wjG9W7NU9M6saxf3p/i/XYMu+erwzb5f2XiV3HSmlurGVH48zk6MB0iJUcKRzrUFw2F3p1Y1PCjmfh/Gvz48Z840TSiOaA2GUx7n32N4ViYAJDbztKRimMWIG2zegtLYZ09XJ1Is/bsGo53/Bgh2VMWlY+bbO315x1AaoOhIocwuAewA8oP49H8C/D/bAhBA7FC/4mQCKAawghEyllPJrubcBqKGU9iSEXA3gJQBXHeyxjyRM+HErAqEIHj+vn5bWjWHmxn146Nv1uGBIe7x46eCY7+6v9+Fv3ylLiS/M2IIv7zwhpszavbXajf3pkiJcNLQjKKWYowYxrt1bg7rmoPYwn715P+qagshIdqKgshHpHgeSXQ7UNgW1DCCERBWz4ppmZCa7kOKyIzfVjQZfSCPmgzpmaN44IEqA26Z7sKGkTlOMc1JcOm9soz8Irz+EHFUJZ8p1mtuh28q9ORhGoz+IJJcdHqcdjf6Q6dIgm3FnqQ9JfnBiAw4hygPBZbfB47TD7bDDHwrHeEfdDptOSedVMn4ZlcH4rHxp5lZsLWuA43qC0lofOmUnYVeFeYo+3iOf6nbo/OHHMrrmJCfsI2TLzhPniK0iPOIRRx6s33TP02dXsNtIzADp9YfgcdpNd33Uyhky6QCIu9MnoCdBNV4xOaYA5m+v0AbKeAFf/5i9Dc9dPEj7e12cLef/7/sN+H6NtQPRbiO4QlXHGNiE1ohwhCakqjNF99HvrQO79tU1Y/SLc+KWmbS40LIeHtvKGnW7kBrhcth0xLeuOZb08N2E7zOiCV8wHIGNMOtFFf74xWo8dUF/7XPj5kIM/1OFFqtASiBK6pk/ecyEOTh3UDvt8+ZgGA4bQUgN5G4KhLCiMEp2F6t7B9iInnADSk7sBTsqsbGkHhtL6jFsc1SZvu+0nrj7s9WobgqgVPVbf6xmUTrVEMjL+js/2WD9ORCKoO8TM2POS7RRlNEzzq7txpI6jO3pgsthw5C//4R6Xwjv3TACDb4Qpq2Pilaltc1YWViNP36xGlP+OBbLdlfhga/WYsmjp6F9RhI+4+J1Ji0uROfsZLz+8w68esUQ7ZwKJ5wHAPhyxR7t3nxu+hY8cb7yu87evB93qNattU+eiYwkJ1YU1uDKd5V7adtz43HHJyuxcGclCl44FzYbQaM/hGUFVchNdcPlsGl50Fc9fgZshGB/gw9926VrbQuGI3hyyiaMH9hOuIPnrgp95rGuj0zXXvPWyRkbosLIF8v2YHSPHHy8uBBT1irXbOPfz8b/fb8BU9eVIivZiTtP7oHS2mY8e/FARCIUd3yyEiluB544vz+272/A6O458IXCSHYlQmN/H7BsKaXUB+A19d+hxCgAOymlBQBACPkKwEUAeMJ9EYCn1deTAUwkhBD6O5z+7K1u0hQI1jzWyGhr9ZkE2NvsIdY5JxmNvhA2l9bjuK7Z2MzNrMf0yEF1UwDvzy/AhMsGYXB+Jp6bvgWN/hC+XL4X5wxsj5LaZlQ0+HHvqT1hsxF8sqQQ4QjFJcM64oe1JShv8KFNmgehcARzt1VgTI8c/LqtAnYbwe0ndcO78wpQXNOE+uaQNoPdWtagvb7/tJ54Y85OPDd9M16+fDAKKrzonpeqpdtjy39n9W+LWZv2o226G5VeP6q8fuSkupHqdugI95geOdhQUodklx1NgXCMws0ekl1zUwyE22ApCUbg9YeRn52sqWPpHgfqfSFUNgSQ4lLIcWVjAE2BEOw2gqxkJyobA8hNdaGyMaAFZWYxhVslJh0zk1CikuQ2aW74QxH4gmFkJrvgcdrgFyjcmclOzc/ustt0A5nVDpoAsF3d6vuJKZtQ0eDHqX3y4hJuhk9uHYW/fLMWR8tqHesXB4pQhOLNOeY2Eh7BCEUkQhMKirLCiC5ZWFVUoyl/bkMGlLxUdwxpL6xqwocLd8edLKW5HZp1qiUbfGwujSrGZllOKKW48aPl2t/b95un7/x82R6c2qdNQsdeUaSf8BgnxQw2QbLlVLcDvmBse5+dtlkjifFgXDmKh/PeOPQ7E/qCYVz3wTLTz1Ncdq2PUKrYC+KBjS9mamaEAklOO5qDYY2M8l5bo4ppnNDwAb3GVQBWlrW3fYZHCzTkV2N8wQiSnHY0+EMIhiP4v+834Ie1sb9VktOOnVyWKECZIBnJG0NXNSUgI50AkJsqVpD/Nr4P7v5sNSoao/cY25Bph+GYE68dpmZ78WNneSM6ZydrGYuMKTAHdszA+uI63DppJVLdDqx/6ixtJbewyosXZkRtfe3SPSir92kWi4e/W6+thizYXokLh3bQxoI0jwMLdlTizNeU338ZJxLM2LAPP6wp0bXlw4W78aHq+754aAft/aHPzI4RXP796y4sVCd9C3dW6u5xI+75fLUmUDx5fn/M216BsT1z8fwMxZrG7xLKI14f5zGqazaWqx7vktpm3SolAAx8apb2uqYpiJdUm+Rdp3TH2Jfmap+JntGPndsPHpcd1x/fWbjz8O8FloSbELIbQMwdTintfpDH7giAX1coBnC8WRlKaYgQUgcgB4C5bNBKuO6DZdoS66FAu3QPguEIclPdiFCKV3/ahr3VTfAGwnjo2/W4bWw3FNc0453rR+DZaZtxy6QV2oO4XboH5w9pj6+W78UZ/drinnE98N81JZi6thT5Wcl4f0EBVhXV4NxB7bC3uhnDOmXi2lGd8e68AszcWIZGfwiEANcf3wWfLSvSNkA5a4CiZLwxZye65qagoMKLMT1zUFrbrLOUTLh0MG4aXY+Zm8owZW0pqhoDyE5xIc3jwL46n6Y8jR/YDhtK6nDp8Hw89O06zW7RzkC4u+QkawEoXXKSUdsUhD8U4QIcFZtH/w7pGuHOz0rG5n31qGj0qwq3Df5gGE2BMJJddmQmK0S7fUYSKhsDMQo3mzx0yPRohLtdRhL21/ngsttUS0nUw+2yR9WqzCSXRrhT3HZdoGYFp7r0b5+OzYLlczaesvNPRLHOSHLi5N55umXhYx2hMNVZCeKXjeDs1+MTnkSR5FR2npy6rhR/OqN3TP70rBSXRrhHd8/BkoIqPPHDRmFf4JGb5sbuSi/8oXCLCDcbMAH9YA5EiVQinnQGSoHbPl5pXRCxSqmIbAPiIMBUtyMmlzaQuNLcgr2LEl5StwK/eiHaeIhHssuBuuYgZm0qswzas5HoKozZpAkA3E6bTgDgJ6z1vhBSXHZtbwLl+RW97jyR2VfbrCjwat9NUssGQkrKVD6rx6bSenTOTsae6ib4QmHkpbrR4A/BFwwLyfaobtkoqGiEt1Hfh+uag3jTZIWpbZoHqW6HzpJnZmU6e0A72IjedtToV8r+siW6odaQTpk4f3AHPDttMzaU1OH9BfO0zybfPTpmlWfiNcNx8itz1fpCuP7DKNE0kvO/XzQAd30azVLCW4/2VDdhzIQ5Wp/LSHLq7ES8KGO1u6bx+hrHCl5hjke2AX1A6jPTFN1znsAylSg6ZSdhb7VyXdLcDo1stxQ82TYD/4y74YQuB3Sc3wKJaPEjudceAFcAyDYp2yoghNwJ4E4A6Ny5c6u04bHz+qEpEAJRswwYJ1ls1kW0v9X/QeCwE1A12M/lsKF9hgdPTd2EKm8Ar14xBGV1zXj1JyXg6O8XDsBTUzfh8R82YlDHDJw9oC1qmgLasmn/9ul45Pv1eGnmVlR5A7jrlO7o3TYNQzplakFUWclOdM5O1pZ4HjqrN7rkpGBAh3TM2LAPvmAEI7tkYWinTHy6tAjL1GwHHTOT8Ocze2NTaT1em70doQhFj7xUNAfC2FHeiNqmINI8DmSluDCmZy5WFil2lP31PnTOTkaa24lGNXIcADpnJ+OLO05AcyCMh75dp01YYhTunOiSfH5Wkpb3OtXtgMthgy8URlMghI6ZSbpym/fVo6LBj4wkp0aOm/wK4WYBLW3TPdhYWqd5+LJTlPeZh7tDZhIAlexnJ6OoygtX0AaPU7GV+EIK2W+T7tYeuiywDQBS3A7UNAURCkfgsNtQ2ehHdooLE68ZhjSPExdMtFbWHh7fN2a53Yj0JOVWdgiCqY5U2A9SqUjU+gEAKwtrsKM8/qZMiYIp2gUVXuypasKEH/UBrfxZZar90Ixsv3jpIO3ezk5xYXelF15/uEUEOR4ePLMPpq0v1TZ2OtRIdMdOETlN9fw+loqddmKZMYYhSbWuAfoYEWFZlx07yxtx16ertEBxEQhR7CdFVU265XoRjKspRm9witsRJdwOOwAxaS01pMlLctpRgyAKKr1CO092igt7qptAqXJegPmEY1DHDKG1zsxHDSjP1Iwkp05NN7u/CSHwOO2YyaUILK31IajmjgaApy/ojxtHd9XqXmrYm+Dyd5bgmYsGAAD+Nr4vUj0OdM5J1pVh9hgAuk3CJlw6CMd1NadIEw0ZjiZcOlhH3s3w8a2jcJMFaWaY8scTcdFbiyzLPXvxQLRNc+OxHzbGtZFdOKQD7j+9Fxw2IszFL0Jmkgt7ofzOvdqmYrVFrIkVzhnYzjJeZ0yPnIM6xuFGIpaSKsNbrxNCVgF48iCPXQKgE/d3PmLTDbIyxYQQB4AMAMb2gFL6HpQ84Rg5cmSr2E3OHtDOulALMLp7DgoqGzG8cxa8gTB2ljfilD55uGRYPhp8QczZWo7nLh4EQgguH5GPneWNOL1vG/Rsk4p/zt4OfyiC8QPbYUQX5cZ/4ZKBeOOXHbhgSAecM7A9vIEQxk6YgwZ/COcOag8AOHdQe7wySwnwevy8ftoDZklBFVJcdmQmO0EIwc0ndtW23u7dNg17q5tQ1xxEtTegKcQAtKDGHeWNGNopE6keZbmLpfpjxNTjtMHlsGmEu526/S9bEuzK7TCW7nFi/V7FR5bqdsDjsKE5oBCQTC4qvFO20vaKBj86ZHoUJS+kBFemuBxaQEu7DDeSnXbNssLaX6sj3AraZ3jQFAjDabchyWWH22HTNsLpnJ0cJdxcO1iQmz+kEu4GP/JS3RjTMxfbyqLLm2aD+j3jemBQx4yY941gEfeJKNxvXTscC3dW4Mvl4sCV3wtawrcH5yvLvYlgaKfMGCLCqy/d81K04MEDgZMLcmWKGI9Hz+2LGz5UBs7sFPPAqjSPQ1vtAaJZD7yqpcoMfAyFlfvOaSdxPdgHC+MgPvehcTGeW0CxrhnBT1wPFUS/vRWYEp0IPE6bZumyOk6ySkwBxGxDz8Nps8Fhs2G6IbUab3djcDvsiIcUtwNQfxOPM/HJuUdtq5kfnu/HbIVHFAQKKAovO/fO2cl4+7rhOP/NhShVPdMPj++Dl7lAYwCw2Qgyk53YxNmj+DS0DP+8cojWBl7df2XWNm1sc9ltuPnEbtpnZpPXJ6dsAgDccVI3OAyB6zec0CVmzwQAePeGETFc4OXLBuPh75Q8E8zCyPCvq4dibK9c/PmM3njt5+26CbYRwzpnYsmjp2Hq2lJcNiIfE+fsxKTFhbh8RD42l9bjyztOwJXvLkHHrCQM6ZSpWUBdDhuG5mdqz7hZfzoZvdqkoqzep41vLocNN/9H2QtjTI8cbTLx9Z0nwGYjGN45y3JsYTYaBr5/mX13xv0noX+HdCzaWalZU3584CTNV/79H8bg0rcXY9p9YzGwYwb+/PVazN9egQuHdsDg/AycM7C9NsmsaPCjTbp5sPfvAYlYSvhdJW1QFO9DIT2sANCLENINCrG+GsC1hjJTAdwEYAmAywHM+T36tw8HslJcGJGikOVUtwOvXz1M++ze03rh3tN6aX877TYtiAIAJlwWG0A5oEMG3r0huliR7nHif/eNRYMvhO55qQCAK0bk4/0FBQiFKS4c2kEbtAsqvOjTNk1T6cf0yNXqGdopEysLq1HXFERNU0DzQANATkpUtclOdcHjUNSfam8AaR6H9hAjhCAzyakF0bCbhmUz6ZGXguO7ZePEnrnYW92kLUsnux3wOO1asCY/gA3sqAR9NAeVoAqPgyncISS57EhRy7ZJ8yDJ5dCW8Vj7mdrCE+5klwOBkEKw3Q7FUlLXrOTebssRo0yDwg0ohPvnLSX4afN+LW2V0x59CKWqSrgR3XJSEiLRaR6mcMcvm+yy47zB7bGyyHp5b0CHdJzery3eiJNO73DCOMjFw/mD28cl3A+c3gv/+mUH+rZL0113EVqirF80tIMW9MPgdMRvNx+Q1DbOANHgC8HJrViwSeJ78ws0ldFhI8hOcekC0NwOG+49tSde/Wm7pcJsF1xj3nZghbtO6Y535xWgX/v0hLKL5GclWZZhYMTtUOJA6kxx2RMm3FaElwf/vIqXqtBhV1ZBjchJdcUQbhGJHtIpE7VNARRVNSHFbefKxraVt5HcNLqL5gX3CM6rb7s0baKkI9zqeZlZPnZXerXnr9thQ16aMk78rNo98lLdeOf6ESBEsbbsUW0JrByDcTK35okztee36NwYTuurjz/okpMc1w7KP4feuX4EvP4Q2md4NMJ98dAOmrXjlN55WtnnLh6IBl8IlwzviMW7KnHOoPZYsqsKkxYX4pJhHfGnM3qhi7p6+8AZvfDAGcqYXlbnwyl98pClJhvITHahtimAdI8T6R4n7jqlBwDgkXP6YnSPHJzZr62WUGHWn0/Wjn/Lid1Q5Q3gkXP6Yu62CiwvrMb0+8eiT7s0APqxbVyfNnj8vH4Y0yMX/Tukg1LaYi/0E+f3xx+/UCww3fNSMK5PGy1g9rS+bXXBswz91ewzJ/bMxbbnxmv3z7+uHoo0jwPDO2dpgaMA8NpVQ02P/3sn20BiaQH/wf17EcBwAFce7IEppSEA9wKYBWALgG8opZsIIc8QQi5Ui30IIIcQshPAXwDEpA6UOHB0yUnBQE49bZPuwc9/OQUz/3QS2qR5kJfq1maP/EBptxF8etsovHL5YOSluZGR7EQgHEFZnU+Xe7RNOke4k10aKSypadYp4UB0aT3V7UC6Wo6lTUr3OPH1XaNx/+m9dMvMKWr2EZZRJNnlwAVDOqBnm1R0y03VyiW7on5r5uEe3iULgDJo8IOQ5uFWFe4u2cm6egDFJ6f5wtUgSt7Owg8MjHCf+68FeOCrtQCiecZ5JdRs+bxn21RLEg1ElXQrcs6OmQipfPeGERjWOdOyXEuRqM9cFEhnxJD8DCz/v9N1Zf9xxRCc2b+trtzIrsrv7VWDZlt63BO6Z+NJblLL0K99esx7IkLfnVulcXOkqJ3FIMETLTaR+3RpEb5frSwGLn/sDLxzwwj98W02zWP7kmpn+fMZvbHj+XNi6rcTgitG5Ovea5fhwSXDOgJQ7o94uP+0Xtj94rn469m945a7dHhH7Hj+nIT6MkOi9iirtJk8DiTGIdmduL7UEtU4xSK7Amur3UaE10c26qsAACAASURBVK1P29jfxiWY7HXKStKeD/wxRaT0wTOjvyNPYETn9dez+2iv07jnF3tO1hsU7pcuG4T8rCS8fPlg7dhupw156vOwqEpZVUp1OzB+YDucPaAdbj6xG55UM63Es91MuuU4ndjDJiI5KS6sevwMXdlO2fpJ31XHKQvt4/ooZPn4btmmZccPbIfLRuRjKPdc7KySZhvRX9PrT+iCe8b1gNNuw+tXD8PZA9rhIjXI8fhu2RrZNuLPZ/bG8M5Z6JabgjbpHrgcNiGZ9Djtil/dpE9npbjw/CWDkOZx4sIhHbD5mbMxoIP5auntJ3XXCHA8sn32gLbC9/l7a86D43TZu0Z1y9Jev3ipkuFo2n1jdd/nJ6sXDe2I0/qKj3MkI5Gnw21s10lK6ZmU0jsBHBLDH6V0BqW0N6W0B6X0efW9JymlU9XXPkrpFZTSnpTSUSyjicThQ26qG/lZCsm02Qh6qOo3b+sAgJN65eGKkcqDii39FlZ5dUSaJxPZKS7tob+nuilmU4DMJOV7mclOTSFhCgavBKVxg1+K2wGP06ap0ckuO964eihm3H8SUjkSneJSykWo4itMdjlw7ajO+O6e0TijX1ud6sXaxQJa+rZLwzWjOuGDG0dq7QIUpczjsKPRF0IwTLVJAjtXBtYOfqmNPZj4wdGovHXLTcFDZ/XG0PxMECIecHmw1EiJEm6zhzQPl8OWEOltKYw+UzPwxPXCIR1w9XGddJ97nDZMuXcs2qR7dOc9OD8jJhVfmzSlL3r9YctrdMGQ9jHvZSW70LNNasz7J/XKjXnPZbfhblWFYrh6VLTtvFqYGWdzjEuHddRdA/4+ABRLQXaKC8M7Z+Hbu0fjcpU4O+xES7f5gZrNwO20wWm34ee/nKItuwOA3QZ0M1yrNI8Tr101FIUTztMGepEyPP+vpyLF7QAhRLgRC8OQ/Ay8cMkgOO02XV8WTUzev3EkspKdSHbZhaqu8fwB5fdOFFb9/riuWRicn4GBHdM1S1OKgHCbrZIkuWKvU7rHgV5q39HluhYs1vbnJnDJ6jV32m0xfTYr2anlpuYhUtjTPA6t76Ry5yK6D/lzzeMIrui8+HRs/HOC9RXjiseILllY+LfTMLxzllaf22GHzUbQq02q5s82U/uNCjcA/OXM3tj67HiMM8maU+UNICfVrVNJHzyrj64MeyY6bDZ8d89ofHTzcdpnFwzuABGSXQ6sf/osFLxwLgaropUZgeYxrHMWFjx8qkbyf0scqvR5L18WfX78h7tWTOTorIpUlw7vqH02tFOUcF8zqjMKJ5ynE/uOFSTyC0yGomob3xshKCtxlKFbbgo276tH77axZIOBkeVgmOrIJv+AzEl1aV65vTVNGNVNH9zAfM+ZyU7twcAINz8I6BVuxVLCIvyTXXYQQuByEN3DheXhBhTluktOMhx2m+ZvZ/U77UR7zewdSS67luP8e24L6CSnHW6nXVPCPU47+rZL0wI5GdLcsYQqSjii5Yxjb5+2aTrbkF3NbctnQ+HBVHorgswOmQiPdtvtOBxJTzzOxNL98YRrdI8cXDWyk27DBJ4E8oTEbiM61fOE7tnooG7kcuPoLqbBO0lOO5Y8ehoykpzompuCe7+IbrFtpjLyihFbjneqWWyMdTPwZM1pt2Fgx3RsLImSkw4ZHvTvkIFnLh6IXVwg50hDIBaf9u64rtn4Qc137XLYMLRTps5iE1RJTM82qTo10kaIzrYCKKnSGHhyzDsE3A6bLogs3oTw/MEddMqfw670ZY/DjmA4eg498lJwZv+2mHzPGKS4HFpaMN6TzuPq4zphRJcspCc5cf6b8YOPHzmnL84b1B5PTtloWua2sd3w+Hn9NHWv12MzEAxTITH9+q7RCIYiuOq9pVreaSDWejGqaza+uXs0xqsZcNwOm9b3RburfnTzcTjhxV8AKFlpGvwhOGwkRu2vaQrCLZgECUm0y6HFJPDEWaRw8/00Ny3Wl80j2WXHzWO6YtLiQl0gsMuhTBCY3eSFSwbhipH5uuddMmcpAfQTz77txasqTOHms1/kprqF55HmccR4yOc+NA52NaCSBxOGuuelaGPC938Ygwe/WReXGLO4mTP6t8Xntx+PtunmCjyPTtnJ1oV+x8hIdiLN48DYnrk4tW8b7HrhXNiIoopvfXa8NgZ1z0vFv64eioEdM2C3EfxtfF9hNqJjCaaEmxDSF8AAABmEkEu5j9KhZCuROAbwh1N7wG4jcYNC+eAmnnDzD9j8rGTNk+0LRnQ+ZyC6XJ6Z5ILdRuB2KHYNh/qaIdXN+6MVlZlt5sGTbH7pNMVt1wanKm8gZqbPHv5JTiUQkpCows2X5V97OEsJoAxk/7tvLILhiM7T26ONonqM6pqNMT1zUFbnw0PqUixPvAbnZ+qyZBiXcB02Aj8UpVJIuNW2Wa3Cs4dhIsq123l4FG6P+nuynMFGDOiQjk2l9Ti9b1stBZzDRmLUSV7N49vpsNl0fe/VK4YgzePE8v87HVkpLtz5iTilHUsXCSgk8fzBHTD82dmo9gbgsBFLZZzFITjtthg12mG3Yfr9Y2EjRLdcK7IA9GmXhg9uGql+L1o23XDPGLfZZufstNtw32m9dJkT+HR8/HkY/cFf33mCtsLFl3XYbSiccB4umrgQ64rrYkhLvGvjjunLNgAReFx2XbtYnWxVTTu2LTag+M6Tu+P2k7prmT6s0L99OjplJ8dtZ2WjX/fbKH2KCicTealuzR7hdtg0u5gRLPsLI5/8RDNFELfBB8mySbTDRmK82oD++cogintIT3JqQeE74zxjAOU5xvYwyEvlLSViwn3nyd2xtaweVx7XSVtNsdtscHDpEfu0S4tpK6uP/Z+hijZt0ty6GAceLC1ifXNIayPLKmXEH0/tiQk/bsUobpLaLVesQA/plIlJtxyHE3tGV6uGd87C3IfGCcuLwH/3WMCGp8/WXvP3lLGfXDQ0qnLfM06/6ncsIt7w3AfA+QAyAVzA/RsO4I7D3zSJ3wMGdMjAG9cMi7tNLa9OGL3ZbNmzS06ylrpOKWcg3OrfTOlmSjNTrRl0CrfboSOgPMlJ5iwlStCk0tUDoUgMGdIIt3osplIxpcZYDlCWe3nCl+S0q0TLoRtcBnXMxD+uGIL3bxyJP53RGxMuGyz0cOelKcuezKJgXMJl7Ugz8ZOy8lbebPZpIh5ul93WokwhifpX2VK6aJkaUAa7lY+fgRtHR/OpisgFfzyeFNlseiLLfqc26R51ed6mvq+vk+8zWl1qtQ67zdLiwM7H6SBaVgcGSpV7yej5FhFuPtCRV+qNxM+49K5Zley2mOV3Pzex0V0rQnQkzdgeB0d6+c+N1y4u4TbWqV5HY38xHptNSEV1XzOqs3a946nrZw9oi5cvH6zdV/zErIfBSmPMxc3qFR2fPSuuHNlJ98wzrkKwn5JdgzP6Ra0PRu85v4kJEL1HRSTa7bBBdNaiLsqvaNx7Ws/oOQhItMdpw7T7TsJrVw3RPa9FhDvF7UCHzCR8dedoXfCvw7AaJPLYs+vBPmPP/3g+7UuH5+OU3nn4+S+naGTeON5o7VXr793OfGWWx7g+bYTPGAmJQwnTHkYpnUIpvQXA+ZTSW7h/91NKF5t9T+LYg17h1hPp/9xyHKbdNxZuh11bggOAjJigSeXvFE5tBvSeQ0BPOJM5qwigJ3DG5Uu+nJFYMeU6SVNdbNr39OX0x+IJg7llgOCyEfm6VIEMIjLFyKHRi8kG3QEmvjdGCqw8qkRTuOMW0+pKNHARsA5eu3JkPkZ3z9Gy3DhsBC9dNgjXHq/Pnb9wZyVyU90xSqwR/G/Kn7dR4TYSOfbRoI4Z2PLMeC1rjCiIjZ2/cVl/ZJcsvHy5YjX67Lbj8fWdJ0R/Q4GlhMbuHaa0zW6LsUvwOwnGI8PGDCRGUsyDJ+dG+42TJ0cmRNpogzKq1nydL146SOdhj+nL6nU02i+M/YeVE00OdZMtQd9ghG5wfiauHNlJ6/d82VN6632/D5zeS/e38dz1x+csMtznI7tk4e3rhuN1NZtCRP2NPr51FO4+pQfaZ0SD8Iw94kqDfSG6uhB7/MH5GQhFYle6RJODdI8TfxjXAx0yPBjZJTohEBHMNI8TnXOSccmwfF1dInLO3y/GZxnfb0Ve9fnblQ2pFqm7ILIVznipIPPS3Pj41lHIS3NrWXT4FQEeLPuO2Rb1EhKtAdMRkhDysPryWkLIG8Z/v1H7JI4A8EvdRiW8TZpHC47gyxkVbjZAsgc1I7fGgCVe4U5V0wIymEX9xxBup75ckqZwK++zsjE+XGPQJPc5r2jyg0885U8htMpro+pnpnDnpbmx/blzcNVI/eDMBnZGTsx4srbhUoLSdSKE+6XLB2Prs+MtLReD8jPx5Z0naKqU027DVcd1Rj9DJoyn1KwE/LFF5IBP78WTMsXDbR5sqBE5G1EmTirxM5bj22A3WEpuPrErrlR/g7G9cnF89xytrMhSYpbM1MkR7j+eqpBU/pLzE04j8buVyyXM2sjqNOJ6bvc1fuJgNyjcMWo0U3nt+rqNZJlvW4+8VFw+IrqUbKyTTUiNfStGXY+jcPMkXpTNhN0/RmWW/z2NCrtRnY5mCRGsrnBt5Sd7djvBuYPaa/72oEqKT+ieg0fO6as7l+vUiSZb9TBeD3ZeDhvB+YP1gbzv3zhSm3BdOTI/5js8klx2PDy+LxY/errOcia6rvwzlK+Lfx5dfVwnnNgzR6ec8yKD3UZ0VrFOglSQzCLDLEUsw0h7EwJtBMuexGeH4sEC9+JtQCMh8VsjXtAk2yszsT18JY5Z8KpzhwzzPLv8A9qYnWFcnzw8N32LNrCwVFzGlFw8AVHsH7GBOEake5y6wdVYLqqqq2SCEe6YcvolVv7YeoXbJnwtgo0QRCiNURDNCI2dELgcsfYGv2qrYYN2flY0sIgHO7fEU/NZl3HZlV03rci5m2VIUYuZqfLMa8m30ZgV4ue/nIKuObFeY0BkTdD/bbPpiRy7lqKNSniVk7/mImKjEW5HVOHulJ2EXm3ScN6g2MwnrK2+kEJOzh3UHmV1fvzpjKjSyit+/Hmsf/qsGHsRI87GvpGflaTLCMBfK5uN6K5tO8P9y8gmC6xMROF22Alc9mj/jfFwq8czqv7G30nLHmFlJ+La3yHDg9I6H3rkpWJVUU1M/+VT7d1xUnfsqmjErE37Y+pXykQJrxEOg6KrfUftA0yxDYb058hfp1tP7IbbxnbDtv0NePOXnRjaSSGRX95xApJcdi2lo8NmQ7/26Zi2fh/uOKkbHjq7D9wOu6be8pMPPgd823Q39tf79SsmNvFEYVDHDGwoqUMvLjie7+K8iHDuoPY4mcs3bTwvu41o8QWXDOuIHIFN5IMbR+L2T1Zq1254ZyWLxdkDE9tAbtLNo1BS22yaq/+U3nmY8scThZlcJCRaC6aEm1L6P/X/j3+75kgcieAf3O0zzRUKfkBlmU0YerZJw+4Xz9WU12TNUqInnkaibmYp0X/HpRuUjZYSpmwzawlT5OJZStjW7lodTvGgZ+X7ZYFZRhUtySUmNEYVs0deCnZVeLX0VayaDhliws0mF4lmH0lECWdtsSrrdBiIrsmSfZpqPeLfNxJcY4o+fsBnO4CawejNZdkMRHvEsFNigWAMLkfsufK/DfvdO2cn69KMGeF22NAzLxUFFV60TffgH1zKPqUuscrP27OM52W8nj8+cJKwHKAQRF0+eAOJdxl+M7fm4RavGrD6RR567TzUsiO6ZGNszzyEIhF8sqQoZlfMeB5qvcId/fzOk7tjTM9cfLV8L1YV1ejIJjtf9p2sFBfevWEkluyqgj8UG7zLq/uf3DoKKW47Lvv3kphyejuT8ppNlCIm52Qj0e/1bZeOt66LJgIbrW5PHe1PPJm1aefOFG6HXVkpi1Do7EGXDMvHO/N26eIG7IbfnuHZiwdqhD/aVvFKnUjYIIRoGZR0VhSTZzJbnbpmVGftnJc8eprOchMPGclOoU2Px5BOh34PAQmJg0G8LCX/Q6zNTAOl9EKzzySOPTx/yUCU1jYnHHgi2tKaJ2wsQt+YUcS4UYheuRZ356wUpy6jg5nCbbRzmFlPAIUUmvvHYwdgM7BTZt9hpMO4FG4kH6z8kPxM/PLgOK0cn+N7/l9PxVcr9uDtX3dpn7NrlLilxLoMI1dWZZnqafTT8sr4i5cO0vqGjshY7Q5pCNISBUAy8LYCAPCpy9/8Rh7Gep12fa5pUT+PBi0mOJuBcu1euXwIbi6tEwaMEZ2thmDy3aO1TW2MYNeIGMLp0gzk3GiBcMWJnU8x5Hdn/c5ox+DvKcVDr58Aidrpdtjw5AX9tR37jKkimXppJwQPndUbGckuPPHDRl17+HIA4HLY0bttmnYMY3YT4+oGECW4RmjnbCMxiq6unMHOBCjPt9vHdsMlXC5i/vNEdlEVleVv23F98vDsNEVF/mxpESJhqrtPrh3VGfed1lNny9MHzEbrEsVf6K6xjnCLn7NOO0EgHDv5FcFmI9j8zNm6iVOiZFtC4khFPEvJq79ZKySOeFx3fBfrQoCmxHS2yEXKVGej4kaIojaxXSy1HcscsZtDdMtNwe5KL9qmebRdKwEgyUCkmRrFxChm54hnKclMduoGE17h1gcQxR9YowqqShBU1co4qJkp3EYiyqf965yTHJNKTpSve9Ejp2FjSR3u+nRVTPsS8XCz62RV1EjMtSV79Rw6ZiZpihegJzKJWHO01zaCi4d2xGP/3ajtmMiDt+cA0TiBIfmxihhPznnSIWoP+9hpt2k+9d6C3QB5OO02ZCQ7MSaBtGIOuy3GZ6yry8ZWGpS/bzmxK1YVxW6nzMNOCBxO8x+OXRvenw7Eqtb8feq0E92E2kwNZ9eT2S+MKSL5681y0jPCbVbOqPKHDCk0eYXbCiIP94c3jUSpYcIjCu4lhOBxwc6k8QIxjYin8AOKV55t6GK3KakTeXKe5LLHxMAY7UQMohUbh0lZ46ZSDE6HDQiEdd8zTv54HKqNWCQkjhTEs5TMY68JIS4AfaEo3tsopYdkp0mJYw8f3XwcVu+p1W3DKwJTnVMESiWvNjHCLSJA790wAksLqpCV4tJtgmCss60aqBPW1GWxpYQfdDKS9Aq3x8TDnZilJKpisfRt6Yat3hlJMZY3KmU2A6EwDuxREhF9r2NmEuoM+YBTDUQrHqy2qGZgHn5jGxmhMc5NREv1ZjCSkhS3Q7e7nL5eff0PnN4LzYGw0O/JTt+Yhzuer1fZzCYDH986CmNM1FMGUUYRM5jtbsjA2sfa/NQFAyzr5CcSop+atY9y5QFgwY4KXTmHzvagzzVu9HBr6f7U/5lNzKhGm3m9jdBZZNTXp/dri7d/3YWTDMq0TUCirerl6z+9X+x203r/cvx6tfsvgftKZCkxLcsmRBbWD2NKSAajd58/vvF7ohSBShl2H3OEO/HFHgmJox6WT53/b+/eo+So6jyAf3/d88rMJJN3MnmQdyAhgRBGEgMmAwRJQjS+EBEDqwi7oCJRl4UFRY8usue4y4q6cTmw6wNRdxGBFVdeouieBUGXBQQ0D3yAgaDyfiUkv/2j7u2urq7qe2uma/r1/ZwzZ2a6b1dVT3VN/epXv3uviJwAYAeAywF8EcB2EVmf9YZRcxo8cDI+ctxCZzubNXUFc50VyhkWTBmNza+fDSBaelJ6wlg+cxwOnzUO565daNrGZ7jD2vO5kkCiuyM+4PbNzNoTms3yJY1SYhdnT6zR9x3tiGiX29/XhaljunCa+XtEA+noSX2L2Uc+J0y7zqSROCxbMlHMcJcGH+WjNPhnuNMMofvNn/0eQLGUZGD2eFx71qqKF4HRGu64mTILYwub72sWTnJut2soxTRtfQKzqJxIYVKo2IsIG4yb3+3029HguD3mro6dcj1aKmMz3nbZNgsbfXs2Y+/6XMVlmA+fNQ6PfnZDTF1yigxz5MIgsV1CXXTstjpGEYpbf1suh42H9COfE7x9efkdGyB0vIcz3DGBcbRzox3tI3onMVhv+YVMJR358r9t3DYQtSqf1NQ/ADhaVbcDgIjMA3ATgP/KcsOotdl/2qO7Kn9EfUfd6Czp4BgpKelux3fOWlW2zLgM0XnrDsTTL+4paRcsM1RS0uZ/ogpnUIHiRA7RE2Dh5B8aCQMoD1LLssfmBDy+pwM3nVPsPBet4Q6fqHdesqFwAk8z02Rcp0MAOHftArx+7oRCR0cpy3DHZ/3yMQH3dWevih1b1ydjaa1dNAW3Pfxk2UQnscyq2vJSMmLO4phsePFui//fLE1bV92vfd4VoIYFQyjGf5bs80Dxc/q7PwcB97fPXFm67pLyg+D7jR88Ci/tea2sdMAO7Wn3t5005ZiDSrPHxQx30ZyJPWVFCuWzQ5Y/Hn0/PgFkpVFKwnIpAtN8qOTEJXwsz5rQgx2XbEhsGx7laFx3O55+aW/smPwiwag0e/cpciK4+vQVZR07496Lz98rXHO/adk03HDfHzCht/KdTKJW4hNwP2+DbWMngOcz2h4iAMUMYrTDV5QNdF2BYTjDHVemEtc2rsbw7MHiTG3hoftyMcEhUMzSJbGvssHFRScsxiEz+srqiQsT1kQydNF3bVcdbRdlH44G/NH3Umnz23KCU03GvJKJvZ1YMbdYWpGPBPPRoK64jeWZSzt8WJTPLXrrnQMzcNvDT5bN1BjHBiNtOUFvZxu+cPJhWDF3fGwHR7u9z768t+y5JL6dV30U7jSkfI29UxP3WYkGWjPHj8Ljz7yMpTP6EtuVjmiRPJmQDWinjx2Fn5x3NGZExmsuXkAU31F0xJUoZ3AcMwFOkkozXSat07Vcn8x6tK3PtobLT2465w3YVmG6e1vvnZPyeQ7Cwp9Nr4A7VK7z8Y2LzTj7Mx2vImodPgH3vSLyfQD/juB/+YkA7hGRtwGAql6X4fZRixrvORGC7fDo7LAX6UxUib3l7bodmjSVeZoa7uhrpvZ14czV88qeLwTmkWA1GrAl1XBHk1jRE2hS6UM46D3+4CklYxbfvGU15k0KD88XH+pFs7hJwX50m0pKShwXLntjZt1LYjOsr+wtLwuJitYuv+nQaYlt7bjg0Rkg47z/qDm4+u7fOtulUfg7p8xw21KY9ph68mh995fevRzbdr9QFkiXBGeOg9Hu1vCxMTOmE3V7zGc3qX64sG5nrb9Zd4oA0jeI91l/8bh1rj7Uqdjn7o3d1hymjR2FaQkTwgDBsfQK9nsF0cVtcbeV0H6d2NuJz514aOUXELUYn4C7C8CTANaY358CMArAmxD8a2fATVV39uB8zBg3KraTUpid2teV4Q4HBOO6K9/mtFMmu8pZOhNO/uHg1V1SUrwV7MNmn5NiqkKnsEgmL/rnKU7xXjmLFt78j29cjH/ZPIDZ598UvCby3pJKGaLlHhLJbCeVr6QZFjDNFM6jO4OLtEpjdVvhDLfLluMWorM9h3ccPsPZ9qKNi2NHsRgOWzvt6mQYlhcpBLFrYoa+s/vOjjYxobczdiKTsLhShrDoyDxJChnuiq2ir/Er/3CNHhRu49sRMniNX4bbJ9QtlIl4fPbsXQDfC3wgXf+BvAh+9LHB2IsyKyfxxzERBZwBt6q+dyQ2hChsVEceJ73uAGe72RN7MKGnAxdsOMh72a7g9uU9QSAWN7lIWFfCySd8IvMNpF0nv0KQIjbrF5xgoye3fCSYbYsMFWcVssx2OxOCikq3laPrtoHR+46cgzu3PYWOfA4P7XquLAiJnpiLWdTkE3XSeL7WviFkuF/1yHDbyYN8sow9nW346+P9P4e+/u6tS7D7uVed7YpjufsvO5cLSn4ueetSvGFB+dCEaTqjFl7juvhF6X5PUrw74/+GXMFe9PiouP7CdPb+ZSLO9Xt81gvLCpVouNi/kE+fADsaU5oRcnI5weyJ8cMBWraM5eZfPoGzBsvv0hG1OmfALSJzAHwIwOxwe058Q/Wgt7MN91601usE9tm3LfWqr7Un+EqTpwDJt7fbU3SatFyZKfusXZ4tW4gGRNFOYcWMWnxg7lp/ye1yx2vs323OxG584k1rsPmquwHETK0eKSkpDD1XIbBy3ZWIjppRie2Q6lPDbcV1oB0pvmPcFzPc/uzn5N0r4i9u8wkXbJX4ZjjdGe7Kd3NiX+OZjU5TF+16P+kmaLJ3DNyKHSHdrYt3YtxBtJ1903URG7ctPvakOK6IWolPScn1AK4C8J8AeCRR3fHteBaeVKWSLcctxN79isEDJ1dsZwPu6JjZvlntNK+JloDYTqXRoD96u754Wz4y416kljQp+Ak/HC0VSHxNpPY2GoREA5nRHjXVrjKFpNkC49j1LeqvPClNWC0Dbl/2dn/SqBNxXAFamhIIyxXzxXXUjV/30EZd8Xk+TWdVVyY4zfB59jBPM9ymz8XBfhNEVyr5KLQ1f9CkkrhK2+LjU5vc478TtSKfgPsVVb088y0hqhMzx3fjCycf5myXzwk+/ZYlOCxhrF8f9sTrDLhD6wSATcum4Yo7d2DjIaWd+KK3zJOyY3a9rhryShnu6O82LrKvsSf26DYULx6C3+1Y6z411Ukm9nbi159Z7xXIdLXn8Y33r8CS6X3OtmO62vDcK6+lCk5qxdb6evTZLEgz5J0v36EwXaUSxRKZFBcQjuC08Dn3WKb9/LrKvUonaHJl2O3zHiUtKerN7dvxqfe2Ge5UNdwpPgeuvi9ErcrnyPi8iFwM4BYAhUJCVf1FZltF1CA2ryy/3Z8me2Zb+p787Ilv3qRePPLp8vmnoiUlHfn4LGEhwx15Xdn2VchwR+ua7TrykYA7GjDYxdhtsGP1fvCY+RiONDWpR3pMpQ4Ah8wYi59u/2NDdARr9yjNifIe8i7F+3d2YPat4R5Cp0nXum0ZxT6Pv1EhiE0z8Y1vp0mfDHfMRDJJCseax/8Re0EWnQG0gi7mYgAAEOdJREFUkjRJhM62+r84JaoFn4B7KYDNAI5BsaREze9ENAyFzk5tjiDFUfphRUcpKQZhpe18M1aVhjwrH6VES7Zhf0JJSXRIw+6O5GnYa82W4gwh0Tvi2hMuripx1xynLylxfrY8P8txwwK6uAJDe1HmM6pNIeB2XMilmSAml+LvWRxpqLqdJq00GW7XcIwly01x4UvUSnwC7hMBzFVVj2nZiCgNe+J3TWFvs4K+YxznCyMsxGcJ7WKcHcLSdJq07Qp37TX2dYVtbIDz8rqDp+K/t/8Js8ZXHqGhHkTvLPhwlkAMIbPvHqXErNuVOY6Z+Ma5bkfA25mizr1YEuWq4Q5Pa1+9DHeaaejTdJq00pRJpZmiPU1nTKJW4hNwPwhgLIDdGW8LUVPp8ehot2dfcNPI1SnPZlpdmfBCDXdkyL1o0OI7AUdpp8nS58pO7lq6bJvhjpaiSKGcpf7Txu9ZOQtvPnQ6+rorDxFZD+zkP34TpQRcwVw+YRz3StzjcPstbKgzZ1ZSyHB7FLrbFq5McKoMd4rPfnR22Ur2e5a/hKUJjJnhJho+n4B7LIBHROQeFGu4VVU3ZbdZRI1t6ynLMX1c8mxvlh1Cq9IUy0D4hOrXgcsGXTbzlTSGtuv0XGkGwWgcEJ2V0a472q444Y1j5XVARBoi2AaKo7ykCaTynvXJ1bw02r8//jMZVZhaPUW07zo+bH3xPp+epZ7HXJhrW9NkuO0W+rx79czGh6UJjFMF3I1w64qoBnwC7otDPwuANwB4VzabQ9Qc1i/t92p3+lFzcNVPH3UGSb63ty17YrdjTUdPmMXhyfxKVILXxGeqraQSkvIOm/Z7/We4G8nArPF462HTce7aBd6v6XWUMuULd0Kqt69ssOsOTu2H1H/ZruOoIz+UkpIUHUZ9hyX0WZhZv8+fPqm/RCVpLsyyakvUSpxHhqr+GMBzADYC+AqCzpJfHs5KRWS8iNwqItvM93ExbZaJyP+IyC9F5H4ROWk46ySqRxedsAg7L9ngDGjsCdWVPSqMFGJO7Iv7x2DOxB78bWQmTvHMcIeDYtc2FoYFNOs+aWAmAOCACd2x62bAXV0dbTlcdtIyzJrgX2/uChCHMiygiy3ncC3bBrppPieurK0dmcNnYtJiR8TqBZBpxgEvZrg92g6lhjvFaCI+I5osNcNsVvPijKiZJKY3RGQhgJPN1x8BfBuAqOrRVVjv+QBuV9VLReR88/vfRNq8BOBUVd0mItMA/FxEblbVZ6qwfqK6ICJ+t5c9M9zRrFxPZxvu+NhgWbtCEBNa90FTR+PQGWPj23mIDgt40utm4sSBmYnlLI0w8kezuuaMFdj51IvOdtELuGqwGdDRjjIqWxaVZtWuC9I0Ge6hlGm4pBlez25imgx3VjXcPsH5NWeswO7nX3W2I2pVlf7jPQLgJwA2qup2ABCRLVVa7yYAg+bnrwL4ESIBt6r+OvTzH0RkN4BJABhwU8spjrPryDIXAiRHrXd5vI0fnLu6rJ2kiDWi9eIigkqbywx37ayaNxGr5rnHIn/NpIKrWZd74QmLMH9yL1bMrTw7qA1Oq5vh9q/hHkoQ65LmjoHtKJ1m7Wk6zKbrNOluO7qrHaO7GqO/A1EtVAq434agVvsOEfkBgG+hen1npqjqLvPzEwCmVGosIkcA6ACwI+H5MwGcCQAHHOA3fTdRI7G3wF3ZNnuS9p1B0F3DnSZAKF12kv2F2lQG3PVu7z478ol7X911wbHY/fwrznbTxo7CluMWOtu15f0+o2GugDtVhruwHdXPcGf10U+X4WZHSKKRlBhwq+r1AK4XkR4EGelzAUwWka0Avquqt1RasIjcBmBqzFMXRtajIpL4309E+gF8HcBpqhpbeaeqVwC4AgAGBgbSjCJF1BB8p5lOGoovaijDAjpFSkoSmyWMXkL1x17ojfHIXE7t68LUvq6qrdveKelPsUzfiW/SqObnNJcia6+ex3JYVqOUVPOig6hVOUcpUdUXAVwD4BrTufFEBOUfFQNuVV2b9JyIPCki/aq6ywTUsWN8i8gYADcBuFBV73JtK1Gz8q2lLZykPQPpNJ0mrR9+dA2eeXlv2eO2/MA3y8YEd/1bc+Ak/OXquThrcN6Ir3vy6C58+i1LsO7guLxNqStPHcDtjzzpzIZ3FCbT8diAwoVh9T6oaTLcPiMXJi3fB0cTIRpZPsMCFqjq0wgyyVcMc703AjgNwKXm+w3RBiLSAeC7AL6mqtcOc31EDc2eoNU5DYit+3QMT+Y53Fvc03Mn9ca2tQFCt2OouTRu+8iaVEEEVVd7PocLNiyq2fo3r5zl1W7t4ilYu7hiZSKAYlY3TUlJNS8Mfce/D9afPuJOk+HOYgQaIkpWq0vcSwEcJyLbAKw1v0NEBkTkStPmnQBWA/gLEbnPfC2rzeYS1dZxJpiY0NNZsZ0tAXCdS4cyLKAv3yy8j/mTezF7Yv1Pq06Nwd598ckenz04HwAwfax7AitfaerShzJCjE+t/YUbFmHl3PFey3PNgEtE/qqXikpBVf8E4NiYx+8F8H7z89UArh7hTSOqSx8+dgHeveIAZ43sfs/JMgolJc521Q+4iWolGEmjDR/fuNjZdt2Sqdh5yYaqZoLzKTLcvhMEhfmMw33G6rk4Y/Vcr+X96GODeGnPPu/1E1GymgTcRJROWz6H/j53ps13soxiEOHqXOmxcRG+d7V9JvQgqqaOthwe+OTx3u2rXXaxP0XWep/nBEFhPsP3pTF5TPU6wRK1OvaaIGoivpNl+I5SMpSh+3xnpCRqNbZjsU/AXRjXPsUh2NXOEhCiesWAm6iJ2I5WrlIQ31FKhsL3FjhHKaFWY7PWPrXW7z1yDg4Y340Nh/R7L7+as2ISUXWxpISoiVQ7wz0UruzdhiX9+P4Du/CBo+dXf+VEdcx2wDz5CPcEbXMm9uDO8472Wu6X37McN/7fH4a1bUSULQbcRE1EPYcAKUy/nkGO21Vz2tfdjq+fvqLq6yWqlR9+dI3XUIMTejvxm0tPqPr61y3px7ol/plwIhp5DLiJmoitn3ad+6s5mUf5sjNbNFFdShqbnojIYsEXUROxsa4r15bl0H1phjEjIiJqBQy4iZrI+46ag7Hd7Vg1b0LFdrZvVRaxMWewIyIiKsWSEqImsmR6H+77xBud7bIsKWGGm4iIqBQz3EQtKMuSkiyDeSIiokbEgJuoBeVSTDGdetn8r0JERFSCp0aiFpRlnXWW2XMiIqJGxICbqAXtNzPeDWXqdheWlBAREZViwE3Ugl4zAXe7xxTTaTHgJiIiKsVRSoha0Mxxo7B+yVScNTiv6stmSQkREVEpBtxELagtn8PW9xyeybIZbxMREZViSQkRVVUWdeFERESNjAE3EREREVGGWFJCRBVtPWU5+rrba70ZREREDYsBNxFVtH5pf603gYiIqKEx4Caiqrh1y2rc/9iztd4MIiKiusOAm4iqYsGU0VgwZXStN4OIiKjusNMkEREREVGGGHATEREREWWIATcRERERUYZEVWu9DVUlIk8B+G2NVj8RwB9rtG4aOdzPrYH7uTVwP7cO7uvWMNL7eZaqTnI1arqAu5ZE5F5VHaj1dlC2uJ9bA/dza+B+bh3c162hXvczS0qIiIiIiDLEgJuIiIiIKEMMuKvrilpvAI0I7ufWwP3cGrifWwf3dWuoy/3MGm4iIiIiogwxw01ERERElCEG3FUgIutE5Fcisl1Ezq/19lA6IjJTRO4QkYdE5Jci8mHz+HgRuVVEtpnv48zjIiKXm/19v4gsDy3rNNN+m4icVqv3RMlEJC8i/ysi3zO/zxGRu83+/LaIdJjHO83v283zs0PLuMA8/isROb4274QqEZGxInKtiDwiIg+LyOt5TDcfEdli/m8/KCLfFJEuHtONT0T+VUR2i8iDoceqdvyKyOEi8oB5zeUiIlm/JwbcwyQieQBfArAewGIAJ4vI4tpuFaX0GoCPqupiACsBfMDsw/MB3K6qCwDcbn4Hgn29wHydCWArEPwzAHAxgBUAjgBwsf2HQHXlwwAeDv3+9wAuU9X5AJ4GcLp5/HQAT5vHLzPtYD4b7wJwMIB1AP7Z/B+g+vJ5AD9Q1YMAHIpgn/OYbiIiMh3AOQAGVHUJgDyCY5PHdOP7CoJ9EVbN43crgDNCr4uuq+oYcA/fEQC2q+pOVd0D4FsANtV4mygFVd2lqr8wPz+P4MQ8HcF+/Kpp9lUAbzE/bwLwNQ3cBWCsiPQDOB7Arar6Z1V9GsCtGIGDmPyJyAwAJwC40vwuAI4BcK1pEt3Pdv9fC+BY034TgG+p6quq+iiA7Qj+D1CdEJE+AKsBXAUAqrpHVZ8Bj+lm1AZglIi0AegGsAs8phueqt4J4M+Rh6ty/JrnxqjqXRp0ZPxaaFmZYcA9fNMB/D70+2PmMWpA5hbjYQDuBjBFVXeZp54AMMX8nLTP+Vmof/8E4DwA+83vEwA8o6qvmd/D+6ywP83zz5r23M/1bw6ApwD8mykfulJEesBjuqmo6uMAPgfgdwgC7WcB/Bw8pptVtY7f6ebn6OOZYsBNZIhIL4DvADhXVZ8LP2eugjmkTwMTkY0Adqvqz2u9LZS5NgDLAWxV1cMAvIji7WcAPKabgSkP2ITgAmsagB7wDkRLaMTjlwH38D0OYGbo9xnmMWogItKOINj+hqpeZx5+0tx6gvm+2zyetM/5WahvRwJ4s4j8BkHp1zEI6nzHmtvRQOk+K+xP83wfgD+B+7kRPAbgMVW92/x+LYIAnMd0c1kL4FFVfUpV9wK4DsFxzmO6OVXr+H3c/Bx9PFMMuIfvHgALTK/oDgQdL26s8TZRCqaG7yoAD6vqP4aeuhGA7dV8GoAbQo+fanpGrwTwrLnNdTOAN4rIOJN5eaN5jOqAql6gqjNUdTaC4/SHqnoKgDsAvMM0i+5nu//fYdqrefxdZsSDOQg63PxshN4GeVDVJwD8XkQONA8dC+Ah8JhuNr8DsFJEus3/cbufeUw3p6ocv+a550RkpfncnBpaVnZUlV/D/AKwAcCvAewAcGGtt4dfqfffUQhuTd0P4D7ztQFBbd/tALYBuA3AeNNeEIxMswPAAwh6yNtlvQ9Bh5vtAN5b6/fGr8R9Pgjge+bnuQhOrtsB/AeATvN4l/l9u3l+buj1F5r9/ysA62v9fvgVu4+XAbjXHNfXAxjHY7r5vgB8CsAjAB4E8HUAnTymG/8LwDcR1OXvRXDH6vRqHr8ABsxnZgeAL8JMBJnlF2eaJCIiIiLKEEtKiIiIiIgyxICbiIiIiChDDLiJiIiIiDLEgJuIiIiIKEMMuImIiIiIMtTmbkJERI1GROwQWgAwFcA+BNOdA8BLqrqqJhtGRNSCOCwgEVGTE5FPAnhBVT9X620hImpFLCkhImoxIvKC+T4oIj8WkRtEZKeIXCoip4jIz0TkARGZZ9pNEpHviMg95uvI2r4DIqLGwoCbiKi1HQrgrwAsArAZwEJVPQLAlQA+ZNp8HsBlqvo6AG83zxERkSfWcBMRtbZ7VHUXAIjIDgC3mMcfAHC0+XktgMUiYl8zRkR6VfWFEd1SIqIGxYCbiKi1vRr6eX/o9/0oniNyAFaq6isjuWFERM2CJSVERORyC4rlJRCRZTXcFiKihsOAm4iIXM4BMCAi94vIQwhqvomIyBOHBSQiIiIiyhAz3EREREREGWLATURERESUIQbcREREREQZYsBNRERERJQhBtxERERERBliwE1ERERElCEG3EREREREGWLATURERESUof8H+PHEpC4p0NsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Audio, display\n",
    "from src.data_generator import plot_raw_audio, plot_spectrogram_feature, plot_mfcc_feature\n",
    "import librosa\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from src.utils import calc_feat_dim, spectrogram_from_file, text_to_int_sequence\n",
    "from python_speech_features import mfcc\n",
    "import scipy.io.wavfile as wav\n",
    "\n",
    "def plot_raw(name):\n",
    "    raw_audio = librosa.load(\"data/misc/blog-intro/\" + name)[0]\n",
    "    plot_raw_audio(raw_audio, size=(12,2))\n",
    "\n",
    "def plot_spect(name):\n",
    "    plot_spectrogram_feature(spectrogram_from_file(\"data/misc/blog-intro/\" + name))\n",
    "\n",
    "def plot_mfcc(name):\n",
    "    (rate, sig) = wav.read(\"data/misc/blog-intro/\" + name)\n",
    "    plot_mfcc_feature(mfcc(sig, rate, numcep=13))\n",
    "\n",
    "plot_mfcc(\"speaker1_1.wav\")\n",
    "plot_mfcc(\"speaker1_2.wav\")\n",
    "plot_mfcc(\"speaker2_1.wav\")\n",
    "plot_mfcc(\"chord.wav\")\n",
    "\n",
    "plot_spect(\"speaker1_1.wav\")\n",
    "plot_spect(\"speaker1_2.wav\")\n",
    "plot_spect(\"speaker2_1.wav\")\n",
    "plot_spect(\"chord.wav\")\n",
    "\n",
    "plot_raw(\"speaker1_1.wav\")\n",
    "plot_raw(\"speaker1_2.wav\")\n",
    "plot_raw(\"speaker2_1.wav\")\n",
    "plot_raw(\"chord.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "the_input (InputLayer)       (None, None, 13)          0         \n",
      "_________________________________________________________________\n",
      "layer_1_conv (Conv1D)        (None, None, 200)         28800     \n",
      "_________________________________________________________________\n",
      "conv_batch_norm (BatchNormal (None, None, 200)         800       \n",
      "_________________________________________________________________\n",
      "rnn_1 (GRU)                  (None, None, 250)         338250    \n",
      "_________________________________________________________________\n",
      "bt_rnn_1 (BatchNormalization (None, None, 250)         1000      \n",
      "_________________________________________________________________\n",
      "rnn_2 (GRU)                  (None, None, 250)         375750    \n",
      "_________________________________________________________________\n",
      "bt_rnn_2 (BatchNormalization (None, None, 250)         1000      \n",
      "_________________________________________________________________\n",
      "rnn_3 (GRU)                  (None, None, 250)         375750    \n",
      "_________________________________________________________________\n",
      "bt_rnn_3 (BatchNormalization (None, None, 250)         1000      \n",
      "_________________________________________________________________\n",
      "rnn_4 (GRU)                  (None, None, 250)         375750    \n",
      "_________________________________________________________________\n",
      "bt_rnn_4 (BatchNormalization (None, None, 250)         1000      \n",
      "_________________________________________________________________\n",
      "final_layer_of_rnn (GRU)     (None, None, 250)         375750    \n",
      "_________________________________________________________________\n",
      "bt_rnn_final (BatchNormaliza (None, None, 250)         1000      \n",
      "_________________________________________________________________\n",
      "time_distributed_2 (TimeDist (None, None, 224)         56224     \n",
      "_________________________________________________________________\n",
      "softmax (Activation)         (None, None, 224)         0         \n",
      "=================================================================\n",
      "Total params: 1,932,074\n",
      "Trainable params: 1,929,174\n",
      "Non-trainable params: 2,900\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "from src.train import train\n",
    "from src.models import model_2\n",
    "from src.char_map import char_map, index_map\n",
    "from src.predict import predict_raw, predict\n",
    "import numpy as np\n",
    "\n",
    "model = model_2(input_dim=13,\n",
    "                filters=200,\n",
    "                kernel_size=11, \n",
    "                conv_stride=2,\n",
    "                conv_border_mode='valid',\n",
    "                units=250,\n",
    "                activation='relu',\n",
    "                dropout_rate=1,\n",
    "                number_of_layers=5,\n",
    "                output_dim=len(char_map)+1)\n",
    "model.load_weights('models/model_2.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Truth: ያንደኛ ደረጃ ትምህርታቸው ን ጐንደር ተ ም ረዋል\n",
      "Predicted: ያንደኛ ደጃት ምርታቸው ቆንዳር ተምረዋል\n",
      "wer: 10\n"
     ]
    }
   ],
   "source": [
    "predict(0, 'train', model)\n",
    "_,_,_,raw_pred = predict_raw(0, 'train', model)\n",
    "raw_pred_char = np.vstack([sorted(char_map.keys(), key=lambda k: char_map[k]) + ['BLANK'], raw_pred[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt(\"data/misc/blog-intro/tr_1_tr01001.pred.csv\", raw_pred_char, delimiter=\",\", fmt=\"%s\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}