{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "56438654-f4a1-4568-b658-157566b73328",
   "metadata": {},
   "source": [
    "# *GAPDH* Iso-Seq\n",
    "\n",
    "Here we visualize PacBio Iso-Seq RNA sequencing data for the *GAPDH* gene. The sequencing data was generated from the [GM12878 lymphoblastoid cell line](https://web.archive.org/web/20230212111219/https://www.coriell.org/0/Sections/Search/Sample_Detail.aspx?Ref=GM12878), which originated from the NA12878 individual from the [1000 Genomes cohort](https://www.internationalgenome.org/).\n",
    "\n",
    "Data sources:\n",
    "- PacBio Iso-Seq RNA sequencing: [URL](https://downloads.pacbcloud.com/public/dataset/MAS-Seq/DATA-SQ2-PBMC_5kcells/2-DeduplicatedReads/scisoseq.5p--3p.tagged.refined.corrected.sorted.dedup.bam)\n",
    "- Gene annotation: [URL](https://ftp.ncbi.nlm.nih.gov/refseq/H_sapiens/annotation/GRCh37_latest/refseq_identifiers/GRCh37_latest_genomic.gff.gz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ff53ab19-3d6a-4990-b978-277d7f2236e8",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import gzip\n",
    "import lakeview as lv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a37dffc2-5fb2-47e4-b797-5fcb87ff401b",
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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79uxR+/btlZGRoZqamkaTUunwrW/NmzfXpk2bGrwWLE4AcArJDICEdcstt2jRokX66U9/qqVLlzaYjtgwjJDrt2rVSk8//bS2bdumCy64wJSYampqdOmll+qTTz7R4sWLNXTo0EaX7dmzp959911t3LhRPXv2rPv7X/7yFyUlJTW4irB//3699957mjx5slq0aGHKNo/UoUMHnXXWWXrnnXf0n//8p8EtWVVVVXXTKtf67W9/q5qaGj344INBr2zdfffddTOa7d27V/v27Ws0uatVu1ywWLdv365LLrlEu3fv1vvvv6/k5OR66/Tu3TvoNuNJZmpqalRaWlrvWZsOHTqoc+fOqqysVLNmzXTuuedq8eLF2rZtW91Vlry8vLrirLW33LVp06bRJOSDDz7QyJEjG0ybXHtLWK9evdSsWTNNnDhRixYt0rp16+oVYZUOf0Zqb1sbM2aM3njjDW3fvr3uuZlvv/1W//73v6PuAwCwCskMgIT1ox/9SIsWLdLkyZPVq1cvXX755erXr58Mw9DWrVu1aNEiJSUlNbjl6kiN3aoTzBNPPKHCwsK6h8D/8Y9/1D1nMnPmTGVlZenGG2/Um2++qQsuuEAFBQX605/+VG8bRz7Dc/PNN+udd97R8OHDlZubq7Zt2+qtt97SO++8o5/97GcNbk175ZVXVF1d3egtZrFs82hPPvmkhg8frrPPPltXXnmlBgwYIMMwtGnTJr366qvKy8vTjBkzJEk7duzQE088odzc3EZv0Tv++OP17rvvKhAI1D0H01jCUat2uYMHD+pPf/qTAoGA8vPztXLlSi1evFgtW7bUW2+9Ve8KT7htr1+/Xq1atdLxxx8fsu1gSkpK1KVLF11yySXq16+fWrVqpffee0+rVq3S73//e0nSvffeqyVLlujMM8/UL37xCyUnJ+uZZ55RZWWlHnrooYjamTlzpsrKynTxxRfrxBNPlN/v18cff6xXXnlF3bt319SpUyVJDzzwgD744AOddtppmjZtmk4++WQVFBRozZo1eu+99+qeybn77rv1r3/9S8OHD9cvfvELVVdX6/HHH1fv3r3rJksAAMc5OpcaALjA5s2bjZ///OfGCSecYKSnpxvNmzc3TjzxRGP69OnGl19+WbdcpJXdG5uauVu3bo1O97t161bDMA5PF9zYMsGG7E8//dQYO3as0alTJyMlJcXo2bOncd999xlVVVUNlj399NONDh06GNXV1SHjj2abwWzZssW4+uqrjc6dOxvJyclGVlaWMWjQIOOWW24xvv7667rlrr76aiM1NdXYtWtXo9uaPXu2IcnYuHGj8dBDDxmSjLVr14Zsv3a52n/p6elG586djTFjxhiPPPKIUVxc3Og6jW37uOOOM04//fSI9v/oz0llZaVx8803G/369TMyMjKMli1bGv369WswNfaaNWuMMWPGGK1atTJatGhhnH322cbHH38cUZuGYRjvvPOO8dOf/tQ48cQTjVatWhmpqanGCSecYMycOdPIy8urt2xeXp4xY8YMIycnx0hJSTE6depkjBo1ypg/f3695ZYvX24MHDjQSE1NNXr06GHMmzfPmDNnDlMzA3ANn2GEuY8CAADg/7vrrrt09913h70NEwDsQJ0ZAAAAAJ5EMgMAAADAk0hmAAAAAHgSz8wAAAAA8CSuzAAAAADwJJIZAAAAAJ7U5ItmBgIB7d69WxkZGQ2qIgMAAACIn2EYKikpUefOnZWUZN/1kiafzOzevVs5OTlOhwEAAAA0eTt27FCXLl1sa6/JJzMZGRmSDndsZmamw9EAAAAATU9xcbFycnLqzr3t0uSTmdpbyzIzM0lmAABwsZqaGvn9fjVv3tzpUADEyO7HOpgAAAAAuEJNTY0KCgqcDgOAh5DMAAAAV6isrHQ6BAAe0+RvMwMAAN5RUVER1/r79+9XRUWFkpKSdOyxx5oUFQC34soMAABwDb/fr+LiYpWWlsa0/qFDh1RUVKTi4mKTI4NX1E4RjMRAMgMAAFyjpqZG27dv1969e50OBR62e/dup0OATUhmAACAK+zZs8fpENDEbN68WTt27JB0eOpgkpymh2QGAAC4gmEYpm0rEAgoEAiYtj14R3V1dd1/V1VVqaysTDU1NaqoqFBpaanKy8vrXoP3kcwAAADHVVZWmprMGIZh6vbgHUfOihcIBFRVVSXDMFRZWSm/36/Kysq6v8P7SGYAAIDjSkpK6v2iDsSqsRnxaj9fVVVVCgQCTAXeRJDMAAAAoEmpqqqS3++vuzpXe1VGkvLy8rRhwwYnw4OJSGYAAECTxG1Eian2fT9yRrz9+/fXu/LHLYhNB0UzAQCA42p/NTcTEwAkptr3/chaQ7HWLYL7cWUGAAA4jiKXAGJBMgMAABwVCAQsefjfiqs9iEx+fr7TISBBcJsZAABwlFWzmDE7mv0qKip04MABpaWlOR0KEgRXZgAAgKPKysos2W55ebmnnpvxWqzBrnxVVVWpsLBQlZWVqqmpcSAyJBqSGQAA4KiCggJLtltUVOSpE2ovzb5WVVUV8jmn2oQGsBrJDAAAaLK8NIuVVUmd2YqLi7Vly5awzyRt3bpVhYWF9gSFhEUyAwAAmiyvJDN5eXkqLS1VdXV1vatJNTU1Ki8vdzCy4Bq7Ja6ioqLuvw3DcGXsaFqYAAAAADimqqrK0lvBysrKFAgElJTk3t9v/X6/Dh48qOrqapWWlsrn8yklJUWpqamqqKjQoUOHlJ6eLp/P53Sojaqdke7IZEYy99a5QCAgn89nWj9QOLNpIJkBAACOOXTokKXPVlRVVam6ulqpqamWtRGvkpKSupnXdu7cKUlKTU1Vdna2CgoKVFJSorZt2yo52b2nbVVVVSopKbFsMgfp8Ox0KSkppm3PS88ooXHu/ZkCAAA0edSCCc7v92vHjh0qKSmR5O7naWpqalRUVKTKysoGCYLZ7y+fFxyNZAYAADiisrIy5IxYZvFqvZkjn0tx+1WE4uLioLcLmn0rVyTb8+r7jdg4mszcf//9Gjx4sDIyMtShQwdddNFF2rBhQ71lRo4cWXd/ZO2/6dOnOxQxAAAwS7BnLKzg9votkcTnpn0IllhVVFRYmnAZhhHxZ8VL03Ejfo4mM8uXL9eMGTO0cuVKLVmyRFVVVTr33HN16NChestNmzZNe/bsqfv30EMPORQxAACAudx+1eVoRUVFQf9u9cxle/futXT78CZHnyT717/+Ve//X3jhBXXo0EGff/65zjrrrLq/t2jRQp06dYpom5WVlfUeJLTj8jUAAIgezz94z8aNG+veN7vev927d9cVQPX7/UpPTw+5vNeSQ8THVc/M1Gb6xxxzTL2///nPf1a7du3Up08f3X777SFnyrj//vuVlZVV9y8nJ8fSmAEAgLs1hWco7LgdL5yCgoJ6iUJFRYXKy8tDxnZ03ZxYBAKBum0UFBSEveWOKZcTi2vm+AsEAvrlL3+pYcOGqU+fPnV/nzJlirp166bOnTtr7dq1uvXWW7Vhwwb9/e9/D7qd22+/XbNnz677/+LiYhIaAAASWFN4hsLpqw0VFRUqLS2tlyhUV1ervLw8ZA2fmpoa1dTUqFmzZqbEUVpaqqqqKqWlpTV4rbq62tX1hGAN1yQzM2bM0Lp16/Sf//yn3t+vvfbauv8+5ZRTlJ2drVGjRmnLli06/vjjG2wnLS0t6AccAAAAsdmzZ0/QhKSsrEytWrWyNZaioiJ16NChwd/Ly8tdXU8I1nBF+pqbm6u33npLH3zwgbp06RJy2dNOO02StHnzZjtCAwAAHnf0xEJuE8mzJ4FAwJHb5SorK/Xdd9+psrKy0X60uwZOY+3t2rUr6kkINm3apO+++45b0zzM0WTGMAzl5ubq9ddf1/vvv6/jjjsu7DpffvmlJCk7O9vi6AAASBz5+fm2t2nXybmbpjWOh1PP/tQ+9xLsdj2/319v4iUrHN1uTU1Ng+en9+zZo5qamqhux6usrFRNTU2TeKYqkTl6m9mMGTO0aNEiLV68WBkZGXVT7mVlZal58+basmWLFi1apHHjxqlt27Zau3atbrjhBp111lnq27evk6EDANBkVFVV6eDBg8rIyKg7GUxPTzftOYfGNIVnWewUbX+VlZUpJSVFKSkpMbdZe9WosSsXfr/f8vfx6O0bhqHKyko1b968LqmpTcajSVz9fj9XZJoAR5OZp59+WtLhwphHev7553X11VcrNTVV7733nubOnatDhw4pJydHEydO1B133OFAtAAANE3FxcWqqKhQfn5+3Ulh9+7dbX8WAubavn272rdvr7Zt28a8jQMHDoR83cmrGoZhaOvWrTGvf+QsafAuR5OZcNlwTk6Oli9fblM0AAAknoKCAuXl5dX9dy1qwHhTdXV13XPFtYnG999/r86dO4etz3K0PXv2hCyHYYfdu3cHfQ7m4MGDysrKavD3/Pz8mG8rrO277OzsoNuGO7liAgAAAGC/QCCgwsLCupO/I39kbKzKu5l4VsF81dXVdf+kw1fdKisrY6pT44bbsGpqaoLG4Pf7g04EEGsic/DgQeXl5am6urrJPGOVKEhmAABIYI398n7o0CHLb8Gx66TR7bcSRdoPkSx3dIJY+z4eOnQoqqtt1dXVrr46V1NTE3fCfWR/FhUV6eDBg/GGBQeQzAAAgKCcvsXILNFO12u3SGfgimS5xpY5ePBgVCfrpaWlls9SFg/DMOJOUo9M/JwuSorYkcwAAICgrP6lurS01NLtO9WWW0Xzfrr5qowVjtzfRNt3ryOZAQAgQRUXF4d8vby83NJnJux8HiMRfnmvqKgI+RxSbb2YcMrKylRSUmJmaJaw6pkrN1+RQkMkMwAAJKhwJ6xVVVVN5ldqt0420NgD7sGEW660tDRsslJWVhb22ZuysjLX35onWffMVUVFhcrKyur+ufWzg8NIZgAASFCRXK0IV2fEK9x6ZebQoUMRnyyH24e9e/eGTXh++OGHsO01lWelYuX3+/X999/X/Tt06JDTISEEkhkAANDkHTkFtZuYdaJcewUtkudi9u3bZ0qbgBuQzAAAkIACgYCjt5AdOHDA1mdmAoGAK6feNes9qK25Esv0zYCXkcwAAJCADMOw/KS2pqYm6Ml1TU2N8vPzLW07GDsKgUbD7/ebcvtbTU2NCgsLI17e6UKYXkPy524kMwAAwBKHDh0KerJeVlbm2mdY7LRv3z5VVFTEvZ1onruR3Pv8kFu5LQlGfSQzAAC4zL59+yyfGnfnzp2Wbr9WsGdCnHpmo7y83JTkwSxmPC9TUVGh3bt3R7WO3+9vtO6OV6ZltlNTmdGvqUp2OgDAS2pqapSUlCSfz+d0KACaqOrqapWUlCg52bqv6JqaGlum3q2pqVFVVZUKCgrUvHnzuro2TtXxMAyj7vY6K/s3EoWFhabcvhTr7YKN3WoWCAS4De0otbdLJiVxDcCNSGaAKNQOaCkpKU6HAqCJqH2mpPYEv6qqSuXl5crMzLSsvfLycsufA/D7/aqoqJBhGCopKVGbNm20f/9+S9uMRO04XlVVpebNmzsWR1FRUcxJQ01NjZo1ayYp9uc5eA4kcrVJMNyJZAaIUmFhodq3b+90GACaiKqqKtXU1Oj777+3pb3q6mpt27bN8nb27dunwsJCtWrVShUVFa65damsrEx+v1+FhYXq06ePY3HE89xKWVmZMjIyJMX+PEdhYaHatGkTcwyAW5DMAGHs2bOn7kvYMIy66T07depk2S+nAJouv9+v1NTUuv+3I7E4kh0FACsqKupuKattz42FB6uqqjx5pb2srEyHDh2SYRim3y7I8yHwGpIZuEJFRYWKiorUrFkztWvXzulw6uzbt0+lpaUNBveamhoGfAAxqa6uVmpqqg4dOqTS0tJGf6EvLS1VIBBQmzZt6iU/8Yo2qYj1eYza2+dqb89xy206FRUVdbf07d+/X23btlVaWppt7dc+YB9Lvx46dEh5eXny+/2qrKyMa3rtmpqaoH936nkmIFYkM3CcYRgqLS3V/v37lZKS4qpkZv/+/Y1+AXO/MeBtfr9fSUlJIR8ENwxDlZWVSk5OjvuB8dqH4SsrK5WSkqLi4uKQtVYOHTqkQ4cOqVWrVo4mM42d9HpVeXl5XQJZUFCgVq1a2ZrMlJeXx/zsUHl5ucrLy9WiRYu4Z2Wrqamp+37z+Xx1RVStmO2tqqrK1M8wcCSmZYDjAoGA9u7d63QYUePKDOBte/bsqaua3hjDMLR58+aoChI2pry8XJs3b1ZBQYHy8vIiLhpp9liT6DVGmsL+l5WVmbKd6urquitofr9fmzdvtqR/du3aZfo2gVpcmYHjnKo3ACAxVVZWavv27WFnswoEAtqyZYukw1dpDx48qGOOOUZt27aNqr3S0lLt2bOn7qTxyNuc7MZ4i6Nt2bJFxx9/fF3C0RSSPSv4/X5HZ79D40hm4KiioqJGC3cBgBVqbx2TDt9ytW/fPqWlpSkrK6tumfLychUVFdUtV1NTU/cvWoFAoF7y4uQ0r039eYjq6mqumkeopqZGBw4ckN/v1/79++s+G255tslt6Bf3IpmBowoLC5v8lysA96p9LqVly5Z1z034fD6VlZXpwIEDDkd3mJknUU39WT8mZ4lcIBCou9XRLZ91N6uqqlJFRYXS0tIonO0ynnlm5sknn1T37t2Vnp6u0047TZ999pnTIcEEfOkAcINDhw5p8+bN2rx5s7Zu3eqqaYS57Qdw3o4dOyx7pgjx8UQy88orr2j27NmaM2eO1qxZo379+mnMmDHc++txu3fvJpkB4DrV1dWuuv21oKCgyV9RAbzCjMlAYC5P3Gb2yCOPaNq0aZo6daokad68efrnP/+p5557TrfddpvD0SFW5eXl3IOKkEJNjX209u3bx3Tp/+DBgxH90tamTRtPFtdDbGof1neDI6fQhfc1tamurea2/qotoh3rdw7M5/pkxu/36/PPP9ftt99e97ekpCSNHj1an3zySYPlKysr6z2DUVRUJEl1lYjhHmVlZQ1OIgOBgKveK7/f3+hJxJEVrmGNnTt3RnwSl5qaqqSk6C8279mzJ+K6Cunp6VFvH+5TWVkZ81XhsrKyqI/7YIV3o1VSUhJ3nRvp8LgVbSxJSUlR73Ms7QQTbbuxvLd2X4UrKSlJuLsSDMOI+fvy0KFDruovv9+voqIinp0JovY9tvvHF9cnMwcOHFBNTY06duxY7+8dO3bUd99912D5+++/X3fffXeDv+fk5FgWIwAAAIDDCfuRs0NazfXJTLRuv/12zZ49u+7/A4GACgoK1LZtWzJowGLFxcXKycnRjh07lJmZ6XQ4QJPG8QbYh+MtPMMwVFJSos6dO9varuuTmXbt2qlZs2bKy8ur9/e8vDx16tSpwfJpaWl102vWat26tZUhAjhKZmYmgz1gE443wD4cb6HZeUWmlutnM0tNTdXAgQO1dOnSur8FAgEtXbpUQ4cOdTAyAAAAAE5y/ZUZSZo9e7auuuoqDRo0SEOGDNHcuXN16NChutnNAAAAACQeTyQzl156qfbv369f//rX2rt3r/r3769//etfDSYFAOCstLQ0zZkzp8GtngDMx/EG2Ifjzb18BpPXAwAAAPAg1z8zAwAAAADBkMwAAAAA8CSSGQAAAACeRDIDAAAAwJNIZgAAAAB4EskMAAAAAE8imQEAAADgSSQzAAAAADyJZAYAAACAJyU7HYDVAoGAdu/erYyMDPl8PqfDAQAAAJocwzBUUlKizp07KynJvuslTT6Z2b17t3JycpwOAwAAAGjyduzYoS5dutjWXpNPZjIyMiQd7tjMzEyHowEAAACanuLiYuXk5NSde9ulyScztbeWZWZmkswAAAAAFrL7sQ4mAAAAAADgSSQzAAAAADyJZAYAAACAJzX5Z2ZqBQIBBQIBp8MAAAAAmhynzrMTJpn5fO16tWzVyukwAAAAgCbnUGmpI+0mTDLz1YFKNS9PmN0FAAAAbFN+qNKRdhPm7P7CQb2UwdTMAAAAgOlKiot1owPtJkwy06F1hjIz7S3iAwAAACSC5kmGI+0ymxkAAAAATyKZAQAAAOBJJDMAAAAAPIlkBgAAAIAnJcwEABTNBAAAAKxB0UyLUTQTAAAAsAZFMy1G0UwAAADAGhTNtBhFMwEAAABrUDTTYhTNBAAAAKxB0UwAAAAAiALJDAAAAABPSpjbzOA+NTU1Qf/erFkzmyNpXGMx1nJTrAAiV3tsN3YMmz0+Hb292u2EG2PibTdcHFa2GU1bte011k9mtRus350Yx6ONMRLB+i/W5WP5fEayT7EI9pmI5XMcyfc53/neRDIDx3z77bdB/96nTx+bI2lcYzHWclOsACJXe2w3dgybPT4dvb3a7YQbY+JtN1wcVrYZTVu17TXWT2a1G6zfnRjHo40xEsH6L9blY/l8RrJPsQj2mYjlcxzJ9znf+d5EMgPEgUKsQGLhmLeXHf3Ne2o9+hhWIpkB4vDl1+vkr3Fm9g4AsWuVGtvtIrEe87G2l+hi6e9o+9qJcTzRPg/x9HGi9RWiRzIDxGHPoWptL6lyOgwAURp+bMuY1ov1mI+1vUQXS39H29dOjOOJ9nmIp48Tra8QPZIZIA5nDThZZZUkM4DX7N/5Q0zrxXrMx9peooulv6PtayfG8UT7PMTTx4nWV4geyQwQh4zm6cponu50GACitH9nbOvFeszH2l6ii6W/o+1rJ8bxRPs8xNPHidZXiJ7PMIwmfcN/cXGxsrKyVFRUpMzMTKfDwRGYmhmAU5ia2fo2mZq5cUzNHDmmZvYOp865uTIDRInBzD52nHjZfTIJd6g9cbHr/T/6hCqSdr3+mYv1pNxKNTU1nujXcIlBsNcjTcAj+QxG209HLm/1+33kDxGRtHX0DxeNrWNGIg1nkMzAMV6tM+Om+Jo6O2pi2F3nA+5hZ80VJ9t0uv14apWYXWcmWDturDMTz+vBlo+0bTPaMft7M9S5ghX1Zo5eHu5HMgPXYT56AIBEnZmmgj6GlUhm4Dpuqt3C/PYA4BzqzDQN1JmBlUhm4Dpuqt3C/PYA4BzqzDQN1JmBlUhm4Dpuqt3C/PYA4BzqzDQN1JmBlUhm4Dpuqt3C/PYA4BzqzDQN1JmBlagzA8d4tc6Mm+Jr6piaGVays+aKk2063X48tUrMrjMTrB031pmJ5/Vgy0fathntmP29GepcwYp6M0cvj8hRZwYJxwsDhRdibMrs6H/e48TlxHvv9OfN7ftsRnyRbMPt70O8r5u1biztmN23obbnhvjgPJIZOMarV2Ykd8UIIH52XrFw8pdht1+ZOXp5M6/MNPbLvNNXZqK5whBLYcpg+2f2FY1IribFKtT7Fe1+cFWmaSKZgWO8WjRTcleMAOJnZzFJJ4v2ub1o5tHLm1k0s7GiiU4XzYym+GO0hR+PXKex9s1oM5JCn7EK9X5Fux8UzGyaSGbgOhTXAgBIFM1sKuhjWIlkBq5D0UwAgETRzKaCopmwEskMXIeimQAAiaKZTQVFM2Elkhm4DkUzAQASRTObCopmwkokM3AdimYCACSKZjYVFM2ElSiaCcd4YdpjL8QIIH5MzWxd+0zN3BBTM0eOqZm9g6KZSDheGCy8ECOA+Nl5rDs5rri9aGYsy0e7vhvG9aNjcFsfxbKOVf1qZtFMN7z3MB/JDBwV7FcSNw02bo8PgDXMviobz6/LZo45tW1F8yt1vDFE82u4GVdNIunPeK/+xCueqxxOLC/Zf4WtVqTHRyxXXbhS0zSQzMBRwQpYualYldvjA2ANswvmxlP4z8wxp7ataAoIxhtDNIUKzShoGUl/xluYM17xFKB0YnnJ/uKntSI9PmIpiEkRzaaBZAauQ3EtAG7lxPiUyGMiRTObBvoYViKZgetQNBOAW8U6PsUzlpg5JnptTKNoZtNA0UxYiWQGrkPRTABuFev4FM9YYuaY6LUxjaKZTQNFM2Elkhm4DkUzAbhVrONTPGOJmWOi18Y0imY2DRTNhJVIZuA6FM0E4Faxjk/xjCVmjoleG9Momtk0UDQTVqJoJhzl9qmP3R4fAGswNbN5MTA1c0NMzRw5pmb2DqfOuZNsawloImpqaqL6IgDgPW46eTFzvInlxM/OAo129bub3t9gwvX7ka/H8l7W/nck/XDkd14sy1vd17HEh6aF28zgKLfXcQlXCwBA02Xm+BRPnZl42o0kFjvajWYf461PEm1dEjfWmQm3XLS1VY7ebqSxBNuG3Z8fK+KLpzYN3IdkBq7DfPQA3IrxyV7UmQEQDskMXIc6MwDcyok6M4mMOjMAwiGZgetQZwaAWzlRZyaRUWcGQDgkM3Ad6swAcCsn6swkMurMAAiHZAauQ50ZAG7lRJ2ZREadGQDhUGcGjnJ7HZdwtQAANF1mjk/x1JmJp91IYrGj3Wj2Md76JNHWJXFjnZlwy0U7LfPR2400lmDbsPvzY0V88dSmQeOcOufmygwc5fYBwu3xAbCOmcd/uJohdnJiXLOz1kyk6zs5vpsVoxn7EO023P55dWNdI1iLZAaOM6Pis1XsrMwNwH3MGp/i+YXdqqsy0fw6Hc8VErt/zQ/X10cv4+YrM+GWDbauHVdamsLVmWiX5/vevUhm4LhQxeScFmnxNQBNk1njUzzFD60qmBlN4cB4ilfaXWgxXF8fvYybi2aGWzbYunYUwWwKhTOjXZ7ve/cimYHrUMAMgFs5MT65YUx0QwxWacr7BiQCkhm4DkUzAbiVE0UzzRwTY43DjuKVTqFoJuBtJDNwHYpmAnArJ4pmmjkmxhqHHcUrnULRTMDbSGbgOhTNBOBWThTNNHNMjDUOO4pXOoWimYC3kczAdSiaCcCtnCiaaeaYGGscdhSvdApFMwFvo2gmHMfUzADciqmZY4+BqZkbx9TM0XFDH/B9Hx5FM5Gw3DxAuDk2ANYzawywo/hhrHFY1faR27VzLI2kLafHdisLO9pRBLMpFc6MZXm4C8kMXMHpX8kaw5UZAGaMT5H8Eh/JFYV4BWvDqqtDjV3VsvpX/Uj78cgrR3aL9rvFzKsnje2vm6/QRNpOtHE1drUu3LJwF5IZuILTBcwaQ9FMAGaMT5EUSYyk2GO8grVhVeHOxgqOWl1wMdJ+PLKop92i/W4xs7BlY/vr5uKZkbYTbVyNFVINtyzchWQGrkMBMwBuRdHMpqcp7xuQCEhm4DoUzQTgVhTNtL4tu1E0E/A2khm4DkUzAbgVRTOtb8tuFM0EvI1kBq5D0UwAbkXRTOvbshtFMwFvI5mB61A0E4BbUTTT+rbsRtFMwNsomglXYGpmAG7F1MxMzWw2pmaODlMzewNFMwEAcCEzTmJCnTTZkcQcuc1I2483hqP3OZYTTDOFSuTsFEk/mJFoNVbZPt7k3O5EJhpH9luk/RxpbE4mvwiNZAauQJ0ZAIkilhoYTrRvZgx2tunE/kXDznou0XyHWVXL5eh2YhFNW7Xt2VGbBu5AMgPXYc5/AAAARIJkBq5DnRkAAABEgmQGrkOdGQAAAESCZAauQ50ZAAAARIJkBq5DnRkAAABEgjozcAXqzABIFG6cotjqGOxs041TBh/Jznou0XyHWVXL5eh2YhFNW7Xt2VGbBvVRZwYJza2Dg1vjAuBdTo8rTrRvZ5tO92848dR2sXK9aNtw+3vq5v2BuUhm4BpuLEhlVTE5AInL6V+AE/XKjNvG7Hj7JJrPUbRtmb18PH0f6s4Nq/bLbZ8VhEYyA9eoLVjlpoJUoYpouSlOAN7hdHG+RC2a6bYxO94+ieZzFG1bZi8fT9+HKqpt1X657bOC0Ehm4DoUzQQAoOngex1WIpmB61A0EwCApiOe73W+hxEOyQxch6KZAAA0HfF8r/M9jHBIZuA6FM0EAKDpiOd7ne9hhEMyA9ehaCYAAE1HPN/rfA8jHIpmwjWYmhlAInB6elimZnYHpmaODFMzewdFM5Hw3Dh4uDEmAN7m9LhC0Ux3iDdONxXEtLLPQ23bTXHCOSQzcA2vXZmp5aZ4Abif078OJ+qVGbPbiZdZ3y9m9q3VV3BiFU07tW1F+zlw4riAOUhm4BpeK5pZy03xAnA/pwv3JWrRTLPbiZdZ3y9m9q3VxTVjFU07tW1F+zlw4riAOUhm4DoU1wIAAEAkSGbgOhTNBAAAQCRIZuA6FM0EAABAJEhm4DoUzQQAAEAkSGbgOhTNBAAAQCQomgnXYGpmAInA6amDmZrZnHbixdTMkWNqZm+gaCYSntcGB6/FC8AdIj3RcuMPPF7mxX408zMQyTaiSQJqampiSgTcKpp9OXLf4TySGSCEUPPOM888gFg5WdMiUevMuG3MNqtPzK6rE0tcVtdks6POTLRtue3zlMiSnA4AAAAAAGJBMgMAAADAk0hmAAAAAHgSyQwAAAAATyKZAQAAAOBJ1JkBQgg1RSPTMgKIlZM1LRK1zozbxmyz+sTsujqxxGV1TTY76sxE25bbPk9uQJ0ZwIUYrABYwcmxxYm27WzTK+O2WXGavb+xbM/qPrczJq98fvBfJDNACOF+oWHQA7zJDQUprf41O552rWjfiV+8nerjSNl9dSbcduLZllV3Mhy93XivpHDHRdNDMgOEEK54FkWzAG+qPbadPIatLjQYT7tWtO9EMUKn+jhSdhfODLedeLZlVZHpo7cbb5FLimE3PSQzQBwCgYDTIQAA4Gp8V8JKJDNAHL78ep38NU16Dg2gSWqVyu0kgF3i+a7kWEU4JDNAHPYcqtb2kiqnwwAQpeHHtnQ6BCBhxPNdybGKcEhmgDicNeBklVWSzABes3/nD06HACSMeL4rOVYRDskMEIeM5unKaJ7udBgAorR/p9MRAIkjnu9KjlWEQ9FMIASmZgaaJqZmjgxTM1uLqZnDY2pm76BoJuBCDGxA0+SGY9upGBKpXTe8z6G4sXCm24pNhttutO26/TOB6JHMAGHwKw7Q9AQ7rp06nu2+euD2KzNmtuv2q+vR9InUeLxm920sV9G8cGXGiauDsB7JDBAGBbaApifYce3U8Wx3YUe3F800s123Fz6Opk+kxuM1u29jKXDqhaKZThRuhfVIZoA4UAgMAIDQ+K6ElUhmgDhQNBPwJgrxAfahaCasRDIDxIGimYA3UYgPsA9FM2ElkhkgDhTNBLyJQnyAfSiaCSuRzABxoGgm4E0U4gPsQ9FMWImimUAYTM0MND1MzRwZr7fL1MyRbyOW7TE1M45E0UzApWIdOAF4y5HHtp0nM8HasioWt5/c16qpqTEllnAn22a1E61gJ+jxfLfEu36snOq/WIXqJy/tB+ojmQGidOQ89cxFD3iTl+qP2Fnrxcr9NqumitntO/FeB6udEm+9ITNrqMRSt8YLdWZCLe/0MY/YkcwAcWDufABWY5yxFv1rPfoYViKZAeJAnRnAm7xUu8LMccZL+20XJ8bxRHsfqDMDK5HMAHGgzgzgTV6qXWHmOOOl/baLE+N4or0P1JmBlUhmgDhQZwbwJi/VrjBznPHSftvFiXE80d4H6szASiQzQByoMwN4k5dqV5g5znhpv+3ixDieaO8DdWZgJerMAFFyavpWAOZx+xTFTXFqZrNqqpjdvpemZg4Vq5k1VGKpW+OFOjOhlnf6mG8KqDMDeAQDHuB9bj+OrYrPyf12us+dbv9IwWKJNz4z9y+WbTn1mY22XTd9DmAOkhkgSlyZAbyPKzPBcWXGHo1dbYjn6owTV2bCFSWNps1IYzH76lS8V8TgPJIZIEoUzQS8j6KZwVE00x6NFYKMp3CmE0Uzj9yWU0UzQy0bSTzxFiuF80hmgDhQCAyA1RhnrEX/Wo8+hpVIZoA4UDQT8CYvFeKjaKa1KJppPYpmwkokM0AcKJoJeJOXCvFRNNNaFM20HkUzYSWSGSAOFM0EvMlLhfgommktimZaj6KZsBLJDBAHimYC3uSlQnwUzbQWRTOtR9FMWImimUCUmJoZ8D6mZg6OqZntwdTMkWNqZu+gaCbgEQxqgPe5/TimaGbTa/9IjcUST4yJWjQz3hjc9LlAbEhmgChxZQbwPq7MBGf1fkdzdSbRrszEe2XFzL6NNRYr+jjYNs28OmXmFS04g2QGiBJFMwHvo2hmcFbvdzSFMxOtaGa8RS/N7NtYY7Gij4Nt08zCoWYWG4UzSGaAOFAIDIDVGGesRf9ajz6GlUhmgDhQNBPwJi8V4qNoprUommk9imbCSiQzQBwomgl4k5cK8VE001oUzbQeRTNhJZIZIA4UzQS8yUuF+CiaaS2KZlqPopmwEskMEAeKZgLe5KVCfBTNtBZFM61H0UxYiaKZQJSYmhnwPqenKA6HqZmZmrkxTM3M1MxuRdFMwCMY0ADvc/txHM3JrZlqampc0TdWxOBUn0Yq0vhqlzm6j6LZP7PeZyc+L7G2V7teTU1NRP3khuMAkSGZAQDAhWrrX9hZZ8bs9mJp38oYoqlZYqVgdWaC/T2UYHGbVWsm1u3YUWcm1rij7WPqyngHyQwAAC5GjQ5r0b/Wo49hJZIZAABcjDoz1qLOjPWoMwMrkcwAAOBi1JmxFnVmrEedGViJZAYAABejzoy1qDNjPerMwEokMwAAuBh1ZqxFnRnrUWcGVqLODAAALtTYFLxmbDMUK6ekdbqmRzQ1S6wUrM5MsL+HEixus2rNxLodO+rMxBp3tH3M1MzRo84MAACoY1WtFSclevu1Gosj3vjM2r94a7mYKZptRrKsWz4DMA/JDAAACcbMavFWtJtIJ5xmvheJcGUm1PZiiZvPpPeRzAAAkGDMKq5oVbuJVLDQzPciEYpmhtpeLHHzmfQ+khkAAABYhqKZsBLJDAAAACxD0UxYiWQGAAAAlqFoJqxEMgMAAADLUDQTViKZAQAAgGUomgkrUTQTAIAEw9TM7sHUzKExNbN3UDQTAADYwqkTM04IGzKzTyiaGX37fCa9j2QGAIAEw5UZ9zD7vTCjj5v6lZlIYo60TTiPZAYAgARD0Uz3MPu9MKOPm3rRzEhijrRNOI9kBgAAAJahaCasRDIDAAAAy1A0E1YimQEAAIBlKJoJK5HMAAAAwDIUzYSVSGYAAABgGYpmwkoUzQQAIMEwNbN7MDVzaEzN7B1OnXMn2dYSAABIaM2aNYv4hDyaE2pEryn2LwlHYuI2MwAAEoxTdWaibT8Rans4VWcm1Pa8WmcmVAyNrc9n0ftIZgAAAGAZ6szASiQzAAAAsAx1ZmAlkhkAAABYhjozsBLJDAAAACxDnRlYiWQGAAAAlqHODKxEnRkAABKMU3Vmom0/EabadarOTKjtebXOTKgYGlufz6J5nDrn5soMAAAJxukTM6fbdxOz+8KM7cW6DSve12i3afXycB+SGQAAEoybr8wk4smlmVcHzHpvY40p2isp4UR7tSfaYqCJ+HlrakhmAABIMG4umpmIxQnNLNxo1nsba0zRFrkMJ9pCnNHsf6jtwDtIZgAAAGAZimbCSiQzAAAAsAxFM2ElkhkAAABYhqKZsBLJDAAAACxD0UxYiWQGAAAAlqFoJqxE0UwAABIMUzO7C1MzN46pmb2DopkAAMAWTp/AOd2+25jZH2Ztyy2FMymCiXBIZgAASDBuvjJjVZtuZvb7Ecn2wm3Hq1dmQq0T7XbgDSQzAAAkGDcXzbSqTTcz+/2IZHvhtuPVopmh1ol2O/AGkhkAAABYhqKZsBLJDAAAACxD0UxYiWQGAAAAlqFoJqxEMgMAAADLUDQTViKZAQAAgGUomgkrUTQTAIAE4/TUtUzNXB9TM0cfB1Mzu49T59xJtrUEAACgyE6ko63kDnewKzng84Fa3GYGAECCcUMdDjNqoTQVTanOTLB1ragzE2q7bvh8wz4kMwAAALAMdWZgJZIZAAAAWIY6M7ASyQwAAAAsQ50ZWIlkBgAAAJahzgysRDIDAAAAy1BnBlaizgwAAAnGDXU4zKiF0lQ0pTozwda1os5MqO264fOdiJw65+bKDAAACcYNJ3BuiMEtzO4LM7YXzzbM3J9YtsVnK7GQzAAAkGDc8Ms1V2b+K56rIFZtL57PCFdmYCeSGQAAEowbigpSNPO/4ilQadX24vmMUDQTdiKZAQAAgGUomgkrkcwAAADAMhTNhJVIZgAAAGAZimbCSiQzAAAAsAxFM2ElkhkAAABYhqKZsBJFMwEASDBumLqWqZn/i6mZG8fUzN5B0UwAAGALN5zAuSEGt6Boprnb4rOVWEhmAABIMG745dqqKzNHbtcrJ7VuvDITz3a8cmXGK58PhEYyAwBAgnFDUUGrimYeuV2vFER0Y9HMeLbjlaKZXvl8IDSSGQAA4EoUW2waeB9hJZIZAADgSrEUW6TIovtQNBNWIpkBAACuFEuxRYosug9FM2ElkhkAAOBKsRRbpMii+1A0E1YimQEAAK4US7FFiiy6D0UzYSWKZgIAkGCYmtldmJo5thiYmtldKJoJAABs4YaTOKticMO+RcuNRTPj2Q5FM2EnkhkAABJMU74y40VOXZkJt81Y3yOuzMBOJDMAACSYplw004ucKpoZbpuxvkcUzYSdSGYAAABgGYpmwkokMwAAALAMRTNhJZIZAAAAWIaimbASyQwAAAAsQ9FMWIlkBgAAAJahaCasRNFMAAASDFMzuwtTMzeOqZm9g6KZAAAgYTRr1iyqk+5ImXkinehCvUeh+tXsopmNxRAqtkg+W7XL8BnxNpIZAAASjBvqzEQSRyxtm1njxC5urTMTalt29ms0+yMdjs0tn3FYj2QGAAC4EvVJAIRDMgMAAFwplvok1CUBEgvJDAAAcKVY6pNQlwRILCQzAADAlWKpT0JdEiCxkMwAAABXiqU+CXVJgMRCnRkAABKMG+rMRBJHLG17cWpmt9aZCbUtO/s12im8o5322wufES+gzgwAALCFW07erIjDLfsWDbNjNrvOi9NiicENccMeJDMAACQgN/xyzZWZw6x6L8zo31DbsLtvY+kns696wX1IZgAASEBuKCpI0czDrHovzOjfUNuwu29j6SezC5LCfUhmAACAK1E0E0A4JDMAAMCVKJoJIBySGQAA4EoUzQQQDskMAABwJYpmAgiHZAYAALgSRTMBhEPRTAAAEhBTM7sHUzNHhqmZ3Y2imQAAwDZuOHmjaOZhVsVsxnbd1J8Uz0QwJDMAACSgRLgy45UTWauuHpix3Ui2YVc/R/OZlQ7HxZWZpo9kBgCABJQIRTO9UgjRqsKOZmw3km3Y1c/RfGalw3FRNLPpI5kBAACuRNFMAOGQzAAAAFeiaCaAcEhmAACAK1E0E0A4JDMAAMCVKJoJIBySGQAA4EoUzQQQDkUzAQBIQEzN7B5MzRwZpmZ2N6fOuZNsawkAAACu0axZM1NO4mtqaqJONGJBwoFguM0MAIAERJ0Z93Cqzkwk23PD5+RI0cZDnZmmj2QGAAC4EnVmAIRDMgMAAFyJOjMAwiGZAQAArkSdGQDhkMwAAABXos4MgHBIZgAAgCtRZwZAONSZAQAgAVFnxj2cqjMTyfbc8Dk5UrTxUGfGPk6dc3NlBgCABOSGkzcrYnDDfkXLqpjN2K7b+jPaeNwWP8xHMgMAQAJywy/uXJk5zKr3ItR2zdpOrNuMFVdmcDSSGQAAEpAbiiFSNPMwq96LUNs1azuxbjNWFM3E0UhmAACAK1E0E0A4JDMAAMCVKJoJIBySGQAA4EoUzQQQDskMAABwJYpmAgiHZAYAALgSRTMBhEPRTAAAEhBTM7sHUzNHjqmZ3YuimQAAwDZuOHmjaOZhbi6aaeZ2zEDRTByNZAYAgASUCFdmYt2G3ax8L8y4OmPWFR4zmH1lxgufD4RGMgMAQAJKhKKZsW7Dbla+F2YUzjSr+KYZzC6a6YXPB0IjmQEAAK5E0UwA4ZDMAAAAV6JoJoBwSGYAAIArUTQTQDgkMwAAwJUomgkgHJIZAADgShTNBBAORTMBAEhATM3sHkzNHDmmZnYvp865k2xrCQAAADHjxNt8NTU1USVIcB9uMwMAIAFRZ8Y9In0vzOiPWLbXlOvMHLksvIlkBgAAuBJ1ZgCEQzIDAABciTozAMIhmQEAAK5EnRkA4ZDMAAAAV6LODIBwSGYAAIArUWcGQDjUmQEAIAFRZ8Y9In0vzOiPWLbXlOvMHLks4uPUOTdXZgAASEBuOHmzIgY37Fe0rIzZjG27qU+jjcVNscMaJDMAACSgRLgy45UTWbdfPWjKV2a88hlB40hmAABIQIlQNNMrhRDdXtixKRfN9MpnBI0jmQEAAK5E0UwA4ZDMAAAAV6JoJoBwSGYAAIArUTQTQDgkMwAAwJUomgkgHJIZAADgShTNBBAORTMBAEhATM3sHkzNHDmmZnYvimYCAADbuOEkjqKZh7k9ZjfFR9FMHI1kBgCABJQIV2Zi3YbdvHxl5mhu6G+vxYv4kMwAAJCAEqFoZqzbsJuXi2YezQ397bV4ER+SGQAA4EoUzQQQDskMAABwJYpmAgiHZAYAALgSRTMBhEMyAwAAXImimQDCIZkBAACuRNFMAOFQNBMAgATkhulrmZr5MKZmNpfX4m0qKJoJAABgIk5U7UE/w0kkMwAAJCA31OKwus6MV2qIeL3OjNv62Q2fbdiHZAYAALgSdWYAhEMyAwAAXIk6MwDCIZkBAACuRJ0ZAOGQzAAAAFeizgyAcEhmAACAK1FnBkA41JkBACABuaEWh9V1ZrwyZbDX68y4rZ/d8NlORNSZAQAAtnHDSZwVMbhhv6Ll9pjdHt/RvBYv4kMyAwBAAnLDr9dcmTnMq1dm3Nq/bu9PmItkBgCABOSGwoIUzTzMq0Uz3dq/bu9PmItkBgAAuBJFMwGEQzIDAABciaKZAMIhmQEAAK5E0UwA4ZDMAAAAV6JoJoBwSGYAAIArUTQTQDgUzQQAIAExNbN7uH0qYaZmRiQomgkAAGzjhhM5imYe5vaY3R7f0bwWL+JDMgMAQIJy+hdsrswc5oarZOGEitFt/eyF/oR5SGYAAEhQThcXpGjmYW4oYBpOqBjd1s9e6E+Yh2QGAAC4EkUzAYRDMgMAAFyJopkAwiGZAQAArkTRTADhkMwAAABXomgmgHBIZgAAgCtRNBNAOBTNBAAgQTE1szt4YSphpmZGOBTNBAAAiBMnp0BiIZkBACBBNcU6M17khboo1JmBWyU5HQAAAAAAxIJkBgAAAIAnkcwAAAAA8CSSGQAAAACeRDIDAAAAwJOoMwMAQIJqinVmvMgLdVGoM4NwqDMDAABs5fSJnNPtu4UX+sELMdbyUqyIH8kMAAAJyukrM+FiiKXdo7fnhRNbr1xJ8MqVNK/0J8xBMgMAQIJyumhmuBhiaffo7XmhKKJXijx6pcipV/oT5iCZAQAArhQIBJwOAYDLkcwAAABX+vLrdfLXRDdPUatUbhsCEgnJDAAAcKU9h6q1vaQqqnWGH9vSomgAuBHJDAAAcKWzBpysssrokpn9O3+wKBoAbkQyAwAAXCmjeboymqdHtc7+nRYFA8CVKJoJAECCYmpmd/DKVMJMzYxQKJoJAABs5YYTObNjcMM+RcsrMRMn3IhkBgCABNXUr8x45aTWK1cSmlqcXvl8IDSSGQAAElRTL5rplYKIXiny2NTi9MrnA6GRzAAAAFeiaCaAcEhmAACAK1E0E0A4JDMAAMCVKJoJIBySGQAA4EoUzQQQDskMAABwJYpmAgiHopkAACQoN0xhy9TMTW/KY8kbcXrl8+EVTp1zJ9nWEgAAAGLGybe5oknO4F7cZgYAQIJyQz0O6sy4432IRFOrMyM536eIH8kMAABwJerMAAiHZAYAALgSdWYAhEMyAwAAXIk6MwDCIZkBAACuRJ0ZAOGQzAAAAFeizgyAcKgzAwBAgnJDPQ7qzLjjfYhEU6szIznfp02JU+fcXJkBACBBueFEzuwY3LBP0fJKzMQJNyKZAQAgQZl9VcQNMTTlKzOSd654SM7F6pUrXTAHyQwAAAnK7IKVboihKRfNlLxTjFJyLlavFCGFOUhmAACAK1E0E0A4JDMAAMCVKJoJIBySGQAA4EoUzQQQDskMAABwJYpmAgiHZAYAALgSRTMBhEPRTAAAEhRTM7sDUzObi6mZnUHRTAAAYCs3nMxRNNM7MRMn3IhkBgCABOWGX7C5MuOO9yFabr6a5MX+ROxIZgAASFBuKC5I0Ux3vA/RcnOhTy/2J2JHMgMAAFyJopkAwiGZAQAArkTRTADhkMwAAABXomgmgHBIZgAAgCtRNBNAOCQzAADAlSiaCSAcimYCAJCg3DCFLVMzu+N9iBZTM+NoTp1zJ9nWEgAAgI2irVjvlFAn1c2aNav7B6AhbjMDACBBuaEeh5V1ZmLdhhMa6we3xk+dGbgFyQwAAHAl6swACIdkBgAAuBJ1ZgCEQzIDAABciTozAMIhmQEAAK5EnRkA4ZDMAAAAV6LODIBwqDMDAECCckM9DivrzMS6DSc01g9ujZ86MziaU+fcXJkBACBBueFkzuwY3LBPsfBa3G6O182xwXwkMwAAJCg3/IJt9ZWZWLdjNze8F9HgygzcgmQGAIAE5YbiglYXzYx1O3Zzw3sRDYpmwi1IZgAAgCtRNBNAOCQzAADAlSiaCSAckhkAAOBKFM0EEA7JDAAAcCWKZgIIh2QGAAC4EkUzAYRD0UwAABKUG6awZWrmw9zwXkSDqZlxNIpmAgAAW7nhZI6imYd5LW43x+vm2GA+khkAABKUW37BbiwOrszU56b9aApXZiR39SliQzIDAECCcktxwcbioGhmfW7aj6ZQNFNyV58iNiQzAADAlSiaCSAckhkAAOBKFM0EEA7JDAAAcCWKZgIIh2QGAAC4EkUzAYRDMgMAAFyJopkAwqFoJgAACYqpmd2DqZnN4+bYmjKnzrmTbGsJAADAAdGc3LpZU9kPtyCRaRq4zQwAgASVKHVmYt2WndzyXkTKzbVcvNaXiA/JDAAAcCXqzAAIh2QGAAC4EnVmAIRDMgMAAFyJOjMAwiGZAQAArkSdGQDhkMwAAABXos4MgHCoMwMAQIJKlDozsW7LTm55LyLl5louXuvLpsKpc26uzAAAkKDccjJnZhxu2adoeS1uN8fr5thgPopmAgAAAPAkkhkAAAAAnkQyAwAAAMCTmvwzM7XzGxQXFzscCQAAANA01Z5r2z23WJNPZkpKSiRJOTk5DkcCAAAANG0lJSXKysqyrb0mPzVzIBDQ7t27lZGRIZ/P53Q4QJNWXFysnJwc7dixg6nQAYtxvAH24XgLzzAMlZSUqHPnzkpKsu9JliZ/ZSYpKUldunRxOgwgoWRmZjLYAzbheAPsw/EWmp1XZGoxAQAAAAAATyKZAQAAAOBJJDMATJOWlqY5c+YoLS3N6VCAJo/jDbAPx5t7NfkJAAAAAAA0TVyZAQAAAOBJJDMAAAAAPIlkBgAAAIAnkcwAAAAA8CSSGQAAAACelOx0AFYLBALavXu3MjIy5PP5nA4HAAAAaHIMw1BJSYk6d+6spCT7rpc0+WRm9+7dysnJcToMAAAAoMnbsWOHunTpYlt7TT6ZycjIkHS4YzMzMx2OBgAAAGh6iouLlZOTU3fubZcmn8zU3lqWmZlJMgMAAABYyO7HOpgAAAAAAIAnkcwAAAAA8CSSGQAAAACeRDIDAAAAwJNIZgAAAAB4EskMAAAAAE8imQEAAADgSSQzAAAAADyJZAYAAACAJ5HMAAAAAPCkZKcDQOLJz/crP9/f6Ott26aqbdvUBn83DEPjx6/Siy/2V5s2DV+3Qn6+XytXHtSCBT/owQdPks/niyhWMzz00GZ16pSmK6/MsWT7jbnyyi/0q1+doF69Mmxr0+8PaMKEVfrrXweqRQv7hqV3392nf/1rvx55pLdtbUrSrbd+o5Ej22rs2I62tnvJJav0hz+cos6d021rs7CwSldd9YVee22QkpPt+/3sxRe3Ky/Pr1tuOSHo6+HGoVBCHfc///laXX11jk47rY0t7UnRjY2xxhEshvXri/XAA5v10ksDGoyNsbYVyZj60EOb1bFjmq66irHRKu+9t1///GeeHn20j21tStJtt32rs846RuPG1R8b4zl+InH99ev0q1/9SB07pkW9rpXnAYgMyQxs9/jjW3X33RsbfX3OnJ66665eDf7u8/m0YUOphg//WCtWnGFLQnNkrIsX50Ucqxk6dkzTjTd+I0m2JjRlZTU699yVevfd02370k5NTdJnnx3U2Wd/og8+GGrbl3anTul67rntkgw98oh9X9pt2qRo6tQv9fzz/W1NaPburdRZZ32kDz8cZltC07p1it59d7/GjftUb799mm0JTXZ2umbPPnz8BEtowo1DoYQ67lNSfLr44lV6/fXB9RIaq9qTDo+NGzeWavjwj7RixbCQY2OscQSLoX37NL3++l5NnrxGf/nLqQ0SmljaimRM7dTpv2OjnQlNeXmNzjlnpZYssXdsXLWqUCNHfqJly+wbGzt2TNPzz++QYUhz59o5Nibrpz/9Us89179eQhPP8ROpf/97f0zrWXkegMiQzMB2JSXVIV/fs6dCa9YUBn3NMKT160s0aNAKvfRSfzVv3syCCOvHEu71xmKN144d5TpwwK9Zs9Zr585ynXdeB0vaOVpFRY22b6/QiBEfa8GCvjr22Oa2tBsISKtXF2rIkBV67rn+Sk5u+Euv2TZtOqSiomotWLBdBw749ctf9rC8TUnKy6tUXp5fV1zxhe67r5eGDGkTfiUT1NQY2rKlTKedtkIvvNBfbdqk2NJuRUVAy5fna/jwj/Tkk6fY0ubmzYdUUFCl++7bpL17K3TFFV3qvR7u2A4l1HFfVFStPXsq9b//+5kee6y3TjyxlaXt1To8NpaGHRtjjSNYDAUFfh06VKPFi/fq/PM/1b33nhh3W5Hs6/bt5f//eF2nnTvLNXasPWNjeXmNduywf2ysqTH0+efOjI0LF25Xfr5fN9xg79j4k598oXvv7VX3g0A8x4/Vwp3TwHo+wzAMp4OwUnFxsbKyslRUVKTMzEynw4GkkSM/0vLlBU6HAQAAEJcRI47RsmXDnA7DFZw65+bKDGw3cGDrkMnMtdd21XXXdQv62oQJq9WiRTMtWNDX8qsykvTMMz9o/vztjb4eKtZ4LV68V088sU133PEjjRjR1pI2grnppm+0cWOp5s/vp06dor9/OFbnnLNSxx3XQk8+2UcpKfbcirRxY6muu26tpkzpomnTutrSpiQ9++x2vfrqbj344Mnq39++AX/q1C9VUlKtZ5/tp9at7bkqI0lnnvmRhg5towcfPElJSdb/qixJH39coDvv3KDc3O66+OLsBq+HO7ZDCXXcP/DAZi1fnq8nn+yjHj1aWt5erQkTVqt582Z69tnQY2OscQSLoaDAr4suWq2xY9vrtttOaHCbWSxtRbKvixfv1eOPb9Mdd5ygkSPbRbX9eNx00zfasKFUCxYkxth47bVf6/LLj7V1bFy4cLv++tfdeuCBkzRgQFbd3+M5fqw2cGBrp0NIeCQzsF1GRuiPXXZ2uk49tXWDvxuGoWHDjtH8+X3VsqU9H93s7IbPydR/PXisZlixIl8vvNBfF1zQyZLtN6ZXr1Z68cUBysmx5xYK6fBDrmPGdNALL/RXaqp9D4kfPFilm28+QXfc0dO2NiWpQ4c8vfHGYA0bZl+SKkmnntpaDz98sq0PqxYWVmnSpM56/vn+tiUykvTtt6V66KGTNW1a8BPjcMd2KKGO+5yc5vrgg6E6+eTMo9axpj0purEx1jiCxfDttyW65pqumju3d9AJAGJpK5Ix9T//KdDzz/fX+PGMjVYpKqrSzTcfrzvvtHds/Mc/8vT664N15pn1x8Z4jh+rhTungfW4zQy2i3U2Myd4KVYAkbNydjE3tGd2HHbtM2MqgrF6NrN48Jn9L6fOuUlmAAAAAMTFqXNuimYCAAAA8CSSGQAAAACeRDIDAAAAwJNIZgAAAAB4EskMAAAAAE8imQEAeILf79f111+v3NxczZgxQ88995wkafjw4Vq0aJEkadmyZRoxYoSuueYa3Xjjjdq2bZsGDBigWbNmaerUqVqyZIkk6ZJLLqnb7mWXXWb/zgAATEGlHwCAJyxYsEBjx47V2LFjJUnV1dVatWqVxo8fr7fffltTpkyRJE2aNEm5ubmaMGGCJGnUqFF6+OGHZRiGLrzwQo0ePdqxfQAAmItkBgDgCevXr9ell16qQCCg2bNnq6KiQsnJybrjjju0d+9ebdmyRZL02muvad26dRo3bly99X0+n3r06KH9+/dr+/btmj59uiRp9erVtu8LAMAcJDMAAE/o3bu3Vq1apbFjx2ru3LmaMGGCNm7cqOrqauXn52vhwoU699xzNXHiROXm5kqStm3bVre+YRjaunWr2rdvr65du2revHmSuM0MALyMZAYA4AnTpk3TTTfdpLfeekvJycnq37+/Jk2apMmTJ0uSLrjgAo0aNarBekuXLtWsWbNUXFysmTNnyufz2R06AMAiPsMwDKeDsFJxcbGysrJUVFSkzMxMp8MBAAAAmhynzrmZzQwAAACAJ5HMAAAAAPAkkhkAAAAAnkQyAwAAAMCTSGYAAAAAeBLJDAAAAABPIpkBAAAA4EkkMwAAAAA8iWQGAAAAgCeRzAAAAADwJJIZAAAAAJ6U7HQAgJfMn/+DFiz4oe7/p03rpmuv7eZgRABicfSxHI1Yjnu72zM7Drv3OZ52o23biXHcjL7xknj7ONL+4js5MZHMwFN++KFM3bq1sLXNysoaFRRUKTs7Xbt3V2j16qK6184/v8KydvfurVCbNilKS2tmWRvBbN9epq5d7e1jyZn3trS0WhUVNWrXLs3WdnfuLFN2dnM1a+aztV0n+tgwDO3YUW77Zyo/v1Kpqc2UkRH8a+7oYzkaoY777dvLlJPTXD5f/ffWqvZqRfrexhpHsBj8/hodOOBX587NTW0rXLuRjI3RtB3pOG7m2GhG33hJpH3c2NgYaX/F+p3sxNgI85DMwHb5+X7l5/ujXs8wDJ133qeaPbuHxozpYEFkwX33Xal+8Yuv9dJL/RvEXVZWY1m7Tz21TcuW5WvJktNtTWiuvPJLnXXWMbrnnhNta9PvD2jEiI/14ov9NWJEO9va/eCDA7r55m+0YsUwtW9vX0Lzm99s0t69lfr73wfbmtBcfPEq/exnXfWLXxxnW5vFxdU644yP9PbbQ9S3b5Zt7f7tb3s0b94P+vDDYUETmniO3VDr3nDDerVpk6IFC/rVS2isak86PDaec85K3X//iZo4sXNc24pmvQ0bDunCCz/T++8P1XHHtTStrXDbePrpH/T++wf03nuNj43RtB3psldd9aXOPPMY/eY38Y+NVn53uFGk+3vffZu1a1eFXn+9/tgY6fr5+X5t3FgadXwXX7xKl1ySrcsv7xL1um3bpqpt29So14N5SGZgu8cf36q7794Y8/rXX79e0nrzAorQqFErG/zts88OWtZez56t9MADm3XOOSttTWhyctL1xBPbJMm2hCY1NUllZTW67LI1evnlU21LaLp1a6ENGw5p+PCPbE1oevZspT/+cacmTFhla0LTrl2qfv3rDZJkW0KTlZWiXbsqNG7cZ7YmND16tNTatcU666yPgiY08Ry7odY9/viWmjdvmyTVS2isak+SfD6f0tOT9POffy1JIROaWOMItl7Hjmnatq1c//M/nwRNaMwYH4Nto2fPlrr//k0aPXplowlNNG1HuuyRY2O8CY2V3x1uFOn+/uhHLfXiizt08cWr6iU0ka7/xBPb6t6jaN1zzybdc8+mqNebM6en7rqrV0xtwhwkM7BdSUm10yGYpqSkWmvWFFqy7W3bylRVZeiTTw5q+vS1mjnTnpPPgwerdPBglR599Hv16NHctpPPQMDQ/v1+XXjhKr377mlKSbF+fpJNmw5JOvwL87hxn+qZZ/pa3qYk7dxZrvLygN59d79uv/0bXXbZsba0W1JSrfz8Kt1227c69th05eQEvz3ICrt2VWjUqJX6979Ps6W9TZtKFQhIX31VrB//eLXuu6/+yWc841Co4z4vr1IlJTV6+eXd6tWrlUaNamdpe7UqKwPav9+vq6/+Um3apKh165RGt2VWDAUFh69Ub9tWrlGjPtHf/jbIlLbCtbt16+GxceXKg7r22q80a1aPoOvF00YwBQVVKiys0ty5h8fGfv1iHxub0vdgJCLt49qxccmS/brttm80efKxdeu7lZtjSxQ+wzAMp4OwUnFxsbKyslRUVKTMzEynw4GkkSM/0vLlBU6HAQAAEJcRI47RsmXDnA7DFZw65+bKDGw3cGDrJpPMnHpqphYs6GfJthcs+EHvvXdAzz7br9GHmK0wffpadeiQprvv7tngIWarVFUFNH78Kl1//XE67zz7nodaufKgfvObTZo3r49ycux7+PPBBzfru+9KNW9eX6Wl2TdD/uWXr9GQIa2D/pJtlfLyGo0fv0q/+U0vnXZaG9vaXbx4r154YYcWLOindu0a3s8+bdpXWrOmOKZthzrub7vtWx06VKNHH+2t5OT/Hj9WtScdfmZmwoTP//89/6Gv8sUaR7AYtm0r0/TpX+vRR0/WSSdlmNZWuHafffYHLVkSemyMpu1Ix/Gf//xrtWuXonvu6RX32GhG33hJpH380EOb9c03pXrmmfpjo5v7a+DA1k6HkPBIZmA7O0/MrZaRkaxTT21tybZnzEjSAw+crKys4LeLWOWxx/ro9NPb2JbISIdvMXvjjSE6/XT7TnYlKTs7Xeed10E9ejR8eNlKt956gk4+OUPp6fbOVPfcc/01dOgxtrbp9wf0r3+drkGDWtvablZWin7+8+7q1Ck96OvxjEOhjvt77z1Rp56apeTkpAbrWNGedDiZefnlUyN6b2ONI1gMxx/fQh98MFS9ewf/BdaMsT5Yu7/4RZLuvz/02BhN25GO43Pn9jZtbGxK34ORiLSPb731RzrppFYNxkY395ebY0sUvAOw3cyZx2nKFHueETDb449vrfdw4ZAh1p189+njzG2Rdp/sSlJSks/2REY6nMw4waoEOBwn3tvU1CTbExnp8IP4oQwZ0ibmK8ShjvvGXrOqPenwBACRvrexxhEshqysVGVlNT6LUzz7HKrdSMbGaNqOdBw38/gxo2+8JNI+HjAg+HNIkfZXbm53254vrcVMZs4jmYHtvDyN4dFxt2hh7y/rAMwRz7Eby7p2t2f2tuze53i3Ec16TozjifbdEe/+Rrp+27ap6tmzVVxtwXtIZoAodO6crkGDsur9PwDvOfpYjnZdt7dndhx273M87UbbthPjuBl94yXx9nGk/cV3cmJiNjMAAAAAcXHqnNu+aXQAAAAAwEQkMwAAAAA8iWQGAAAAgCeRzAAAPMHv9+v6669Xbm6uZsyYoeeee06SNHz4cC1atEiStGzZMo0YMULXXHONbrzxRm3btk0DBgzQrFmzNHXqVC1ZskSSdMkll9Rt97LLLrN/ZwAApmA2MwCAJyxYsEBjx47V2LFjJUnV1dVatWqVxo8fr7fffltTpkyRJE2aNEm5ubmaMGGCJGnUqFF6+OGHZRiGLrzwQo0ePdqxfQAAmItkBgDgCevXr9ell16qQCCg2bNnq6KiQsnJybrjjju0d+9ebdmyRZL02muvad26dRo3bly99X0+n3r06KH9+/dr+/btmj59uiRp9erVtu8LAMAcJDMAAE/o3bu3Vq1apbFjx2ru3LmaMGGCNm7cqOrqauXn52vhwoU699xzNXHiROXm5kqStm3bVre+YRjaunWr2rdvr65du2revHmSuM0MALyMZAYA4AnTpk3TTTfdpLfeekvJycnq37+/Jk2apMmTJ0uSLrjgAo0aNarBekuXLtWsWbNUXFysmTNnyufz2R06AMAiFM0EAAAAEBeKZgIAAABAFEhmAAAAAHgSyQwAAAAATyKZAQAAAOBJJDMAAAAAPIlkBgAAAIAnkcwAAAAA8CSSGQAAAACeRDIDAAAAwJNIZgAAAAB4UrLTAQBeMn/+D1qw4Ie6/582rZuuvbabgxEBiMXRx3I0Yjnu7W7P7Djs3ud42o22bSfGcTP6xkvi7eNI+4vv5MREMgNEYffuCq1eXVT3/+efX+FgNABidfSxHI1Yjnu72zM7Drv3OZ52o23biXHcjL7xknj7ONL+4js5MZHMwHb5+X7l5/ujXs8wDP3ud1s0e3YPJSfXv0OybdtUtW2balaIdfLz/Vq9ulAffpivq67KaRB3WVmN6W3Wev757erTJ1ODB7e2rI1g7rprg375yx5q3TrFtjb9/oB+/evvdP/9J8nn89nW7kcfFWjr1jJdcUUX29qUpMcf/15jxrRXz54Ztrb7f//3re68s6eaN29mW5uFhVV69NHvdffdvWxrU5IWL96r1FSfxo7tGPT1eI7dUOs+8MAmXXlljjp3TrelPenw2Hjrrd/qt789scHYGO22ollv06YS/fOf+/XLX/Ywta1w23jxxR066aRWGjKkTVTrxbvsXXdt0KxZx6lNm/i/a6z87nCjSPf38ce/17nntlevXvXHxkjXz8/3a+PG0qjje+SRLfr5z7vHNDZadf6ByJHMwHaPP75Vd9+9Meb1Fy7c0eBvc+b01F13mX+ydGSsv/3t5gavf/bZQdPbrOX3BzR+/GdavHiIrQnN558X6swzP9J//jPMtoQmNTVJL720U9u3l+vPfz7VtoSmefNmuuGG9TIMQz/5SY4tbUrS/v1+nXPOSi1ZcrqtCc0HHxzQ0qUHtGzZGbYlNK1bp+gPf/heJSVVeuSRPra0KUnNmvk0deqXev75/kETmniO3VDrbtlySGed9ZE+/HBYvYTGqvYkyefz6c039+rLL4v09tunhUxoYo0j2HqZmSn6zW82yu8P6JZbTjCtrXDbqKys0UUXrdIbbwxuNKGJpu1Il12zpkjDh3+kFSuGxZ3QWPnd4UaR7m9+/n/HxiMTmkjXf+KJbXriiW2xhKhnntke03pWnX8gciQzsF1JSbXp29yzp0Jr1hRast1QSkqqLWlXOnzCu2dPpcaN+1SPPHKyeve256TXMKT160s0aNCHWriwnzIy7Bkm/P6A3nhjr8aO/VT33dfLloRm06ZDOnDAr+uvX6dt28p0/vnBf8U3W0lJtbZvr9CIEZ/oqaf6qFu3Fra0K0mrVxdqyJAP9cwzfZWebk9CU1hYrQULtisvr1I33ni8LW1u316mvDy/rrjiC919d0+dccYx9V6PZxwKddz7/Ya2bCnTaaet0LPP9lP79qmWtlfLMKTly/N15pkf6Q9/6KPk5ODHT6xxBIuhoMCvgoIq3XffJu3aVa6rrsppsE68grW7b9/hsfH88z9rdGyMpu1Ix/FAwND69aUaPHhF3GOjFd+DbhZpHxcXV2vHjsNj49NP/3dsdHN/uTm2ROEzDMNwOggrFRcXKysrS0VFRcrMzHQ6HEgaOfIjLV9e4HQYAAAAcRkx4hgtWzbM6TBcwalzbq7MwHYDB7Y2PZm59tquuu4682cweeaZHzR/fuOXnk89NVMLFvQzvV1J+uc/8/Tww1s0ZUoXTZvW1ZI2grn99m+1Zk2RHnzwZPXvb99g9D//84mOOSZFzz7bz7bb2zZtOqSrr/5SZ5zRRg8+eJKSkuy5ve3FF3fopZd2Kje3uy6+ONuWNiVp2rSvtHNnhZ58so969GhpW7tDhqzQj37USs8+29e229tWrjyoW275VmPHttdtt53Q4ErftGlfac2a4pi2Heq4f+SR7/XOO/v0q1+doJEj21neXq2JE1fL7w9o/vy+ys5Ob3S5WOMIFkNBgV9jx36mfv0y9eSTfZSSUv/2tnj2OVS7//xnnn73u+91+eXHNjo2RtN2pON47dj4wAMnacCArIi23Rgz+sZLIu3jl17aoRdf3KkZM7prwoT/jo1u7q+BA1s7HULCI5mB7ay4bSk7O12nntragu3mhXw9IyPZknYl6c039+qmm07QnXf2tGT7jUlNTdIbbwzWsGFtbWvT7w+oZ89Weued02x9kHLv3kqNG9dBr746yLZERjr83NdDD52sadPsnUI0KytFf/zjAJ18sn1JamFhlQYObK333x+qli3t+8pZvbpIV17ZRU8+eUrQWxbjGYdCHfeGYei55/pr/PhOtrRX22Z2drpefvlUde0a+pbFWOMIFsPXXxdp+PBj9K9/na7U1IbP6Zgx1gdr9x//yNPNNx8fcmyMpu1Ix/HU1CS9/vpgnXlm/GOjXbfvukWkffzcczv04IMnN5he2c395ebYEgXvAGw3c+ZxmjLl2JjWNQwj6ImJVSfAtbHWtvv441vrPVwYajadeM2ZY89zI0d7880htrebmpqkTz890/Z2x43rqLFjO9je7hNP9HHkvV26dKjt7bZunaKVK+1/b2t/sW+s3SFD2sR8hTjUcf+nPwWfwMKq9qTD+/jRR8Mi6uNY4wgWwymnZIX8TMWzz6Ha/fWve4bd12jajnQcN3NsNKNvvCTSPn788eBjY6T9lZvbXTNnHhd1fI2dW0SCmcycRzID23lpGsOjYz067hYtrLtlxomTXdptum0mWrvh2ozn2A21bmPtWtVeuHbNiqOx9UK1a8b4GGwbkexrNG1HuqyZn2MrvzvcKN4+jnT9tm1T1bNnq4jjQtNAMgNEoXPndA0alFXv/wF4z9HHcrTrur09s+Owe5/jaTfatp0Yx83oGy+Jt48j7S++kxMTs5kBAAAAiItT59yhSwUDAAAAgEuRzAAAAADwJJIZAAAAAJ5EMgMAAADAk0hmAACe4Pf7df311ys3N1czZszQc889J0kaPny4Fi1aJElatmyZRowYoWuuuUY33nijtm3bpgEDBmjWrFmaOnWqlixZIkm65JJL6rZ72WWX2b8zAABTMDUzAMATFixYoLFjx2rs2LGSpOrqaq1atUrjx4/X22+/rSlTpkiSJk2apNzcXE2YMEGSNGrUKD388MMyDEMXXnihRo8e7dg+AADMRTIDAPCE9evX69JLL1UgENDs2bNVUVGh5ORk3XHHHdq7d6+2bNkiSXrttde0bt06jRs3rt76Pp9PPXr00P79+7V9+3ZNnz5dkrR69Wrb9wUAYA6SGQCAJ/Tu3VurVq3S2LFjNXfuXE2YMEEbN25UdXW18vPztXDhQp177rmaOHGicnNzJUnbtm2rW98wDG3dulXt27dX165dNW/ePEncZgYAXkYyAwDwhGnTpummm27SW2+9peTkZPXv31+TJk3S5MmTJUkXXHCBRo0a1WC9pUuXatasWSouLtbMmTPl8/nsDh0AYBGfYRiG00FYyalqpAAAAECicOqcm9nMAAAAAHgSyQwAAAAATyKZAQAAAOBJJDMAAAAAPIlkBgAAAIAnkcwAAAAA8CSSGQAAAACeRDIDAAAAwJNIZgAAAAB4EskMAAAAAE9KdjoAwEvmz/9BCxb8UPf/06Z107XXdnMwIgCxOPpYjkYsx73d7Zkdh937HE+70bbtxDhuRt94Sbx9HGl/8Z2cmEhm4Cl+f0CpqfZfUKxtd/fuCq1eXVT39/PPr7C0zZQUn3w+n2VtNNauk31sJ8MwVF1tKCXF3nYTqY+dare6OiCfz6dmzYIfP0cfy9EIddw3tq9WtReuXbPiaCyGUO3Gs8+h2o1kbIym7UjHcTM/x2b0jZfE28eR9les38lOjY0wB+8cbJef79fGjaWN/svP9wddzzAMDRr0ob7+utjWWBcv3qP+/ZdrzZrCBrGVldVY1va9927UtdeulWEYlrURzNixn+rvf99ta5t+f0D9+i3Xtm1ltrb7j3/kadSoT1RZad37GExu7tf69a+/s7VNSTrrrI/04YcHbG2zsLBK/fot1/79lba2u2DBD5owYZVqaoIfP/Ecu6HWnTLlcz311Fbb2pP+OzauXRv+ZC/WOIKtt3ZtkU47bYVKSqpNbSvcNu69d6OmTfsq5NgYTduRLjtu3Kd67TVzxkYrvzvcKNL9nTnza915Z8OxMdL1w51fNPZvyJAV+uMfd8S0bmPnLLAPV2Zgu8cf36q7797Y6Otz5vTUXXf1avB3n8+nmhpDY8d+qnfeOU2nnJJpZZiS6sc6cOCKBq9/9tlBy9ru2bOV5s79XpI0f35f267QdOqUpp///GtJ0oQJnW1pMzU1SQcO+HX22R/rgw/OUPfuLWxpt3v3Flq58qDOOWelliw5XWlpzWxpt2fPlvrtbzdLku6550Rb2pSkli2b6dJL1+iVV07VWWe1s6XN1q1T9N13pRo+/COtWDFM7dun2dLuCSe00pIl32jChFX6+98HN7hCE8+xG2rd445roV//eoN8PunnPz/O8vakw2NjIGBo3LjP9PbbQ9S3b1bM24pmvU6d0rV2bfH/T5KHKSMjOew6ZrTbq9d/x8YFC/oFHRujaTvSZY8cGydOjG9stPK7w40i3d+ePVvq3nsPj42/+c1/x8ZI13/iiW164oltUccnSVde+WVM6zV2zgL7kMzAdo39ildrz54KrVlTGPS1qipDu3ZV6OyzP9bf/jZQmZkpFkRYP5ZQSkqqG401Xtu2lamkpEZ//vNOpab6dM01XS1p52hFRVXat8+vn/70K5WX1+ikkzJsadcwDG3bVq4hQ1boH/8YbMutX5s2HVJVlaFPPjmoc89dqUcf7W15m5K0a1eFDh6s0iOPfK+kJOnCCzvZ0m5ZWY327q3URRet1ksv9Vfnzum2tCtJGzYc0sCBH+qNNwbb0t6mTaUqLw/oX//ap0svXa3/+78f1Xs93DgUSqjjft8+v/Lzq3Trrd8qEJCGDm1jaXu1asfG//mfT/TqqwOVlRV8bIw1jmAxFBT4FQhIa9cWa+jQFXrppQGmtBWu3a1bD4+NixbtUmqqTz/7WcNnJKJpO9JxvLCwSvv3+3XNNV+poiK+sdGMvvGSSPt4164KFRZWae7cw2Pj+PGd6tZ3KzfHlih8ht33sNisuLhYWVlZKioqUmam9b/kI7yRIz/S8uUFTocBAAAQlxEjjtGyZcOcDsMVnDrn5soMbDdwYOuQycy113bVddcFn41kwoTV6t07Q/fc09OW266eeeYHzZ+/vdHXTz01UwsW9LOk7b/8ZZf+9Kddmjevj3Jy7LntSpJmzlyn0tJqzZvXV2lp9jxWZxiHb5E577z2mjWrhy1tStLXXxdr9uxvdO+9vXTaaW1sa/exx77XsmUFWrCgr9q1S7Wt3auu+lKZmcl69NHeSk6257bFQMDQ6NErdc01XXX55cfa0qYkLV26X7/73fd69NGTg/6CPm3aV1qzJrbn70Id97/+9QZt2FCqZ5/tV++2K6vaq3V4bGyle+7pFXJsjDWOYDHs21ehyZO/0M03H6/zzutgWlvh2o1kbIym7UjH8euvX6fi4mo980z8Y6MZfeMlkfbxH/7wvd5/P18LFvRT+/b/HRvd3F8DB7Z2OoSERzID2x19X/XRsrPTdeqprRv83TAM3XhjD+XmHmfb8yPZ2XkhX8/ISA4aqxl27CjXddd10wkntLJk+4258souuuqqHKWn2/P8iHR4AoC77upZ7xkDO/h80l//OlCjRrW3td3zzuugBx88WZ062XeblyRdd11XTZ/eXcnJ9s39UlxcpUceOVk//am906UWFVXrX/86rdHjM9w4FEqo437ixGxNmJDd4DYvq9qTohsbY40jWAzbtpXp2Wf7Nfr8SDz7HKrdSMbGaNqOdBz/yU/MGxvN6BsvibSPx4zpoPvvP1nZ2fXHRjf3l5tjSxS8A7DdzJnHacqUxn+hbds2+C/VPp9PM2fa96u91DDWxx/fWu/hwiFDrPs1f/z4bMu2Hcp113W3vc3U1CTbExlJGjCgte1tStLkyV0caTc3197jR5IyM1NsT2Qk6eyzQ09wMGRIm5hvdw113E+dGvzZNqvak6IbG2ONI1gM3bu3CDlZRzz7HKrdSMbGaNqOdBw3c2w0o2+8JNI+bmxsjLS/cnO7a+ZMe79LGjtngX1IZmC7tm1TPXPwHx3r0XG3aGHf1QsA5onn2I1lXbvbM3tbdu9zvNuIZj0nxvFE++6Id38jXb9t21T17Gnv3QxwHskMEIXOndM1aFBWvf8H4D1HH8vRruv29syOw+59jqfdaNt2Yhw3o2+8JN4+jrS/+E5OTMxmBgAAACAuTp1z2/cUKAAAAACYiGQGAAAAgCeRzAAAAADwJJIZAIAn+P1+XX/99crNzdWMGTP03HPPSZKGDx+uRYsWSZKWLVumESNG6JprrtGNN96obdu2acCAAZo1a5amTp2qJUuWSJIuueSSuu1edtll9u8MAMAUzGYGAPCEBQsWaOzYsRo7dqwkqbq6WqtWrdL48eP19ttva8qUKZKkSZMmKTc3VxMmTJAkjRo1Sg8//LAMw9CFF16o0aNHO7YPAABzkcwAADxh/fr1uvTSSxUIBDR79mxVVFQoOTlZd9xxh/bu3astW7ZIkl577TWtW7dO48aNq7e+z+dTjx49tH//fm3fvl3Tp0+XJK1evdr2fQEAmINkBgDgCb1799aqVas0duxYzZ07VxMmTNDGjRtVXV2t/Px8LVy4UOeee64mTpyo3NxcSdK2bdvq1jcMQ1u3blX79u3VtWtXzZs3TxK3mQGAl5HMAAA8Ydq0abrpppv01ltvKTk5Wf3799ekSZM0efJkSdIFF1ygUaNGNVhv6dKlmjVrloqLizVz5kz5fD67QwcAWISimQAAAADiQtFMAAAAAIgCyQwAAAAATyKZAQAAAOBJJDMAAAAAPIlkBgAAAIAnkcwAAAAA8CSSGQAAAACeRDIDAAAAwJNIZgAAAAB4EskMAAAAAE9KdjoAwEvmz/9BCxb8UPf/06Z107XXdnMwIgCxOPpYjoYVx32oeMxsL9b9jiWGePo4nnajbduJcdyMvvGSePs40v7iOzkxkcwAUdi9u0KrVxfV/f/551c4GA2AWB19LEfDiuM+VDxmthfrfscSQzx9HE+70bbtxDhuRt94Sbx9HGl/8Z2cmEhmYLv8fL/y8/2Nvt62baratk1t8HfDMPTXv+7WpZcea2V49eTn+/XNNyXaurVMp5/epkHcZWU1lrX9wQcHdOKJrZSdnW5ZG8G8+upuXXxxJyUn23cXalVVQIsX79Ull3S2rU1J+u67EpWW1mjQoNa2tvvOO3kaOvQYtW6dYmu7r7yySz/+cWf5fD7b2iwtrdb77x/QhRd2sq1NSVq16qCyspLVs2dG0NfjOXZDrfvGG3s0ZkwHNW/ezLRthos1mrEx1v0Ott7u3RX67rsS/c//tDe1rXDb+OCDA+rVq5U6d258bIym7UiXNXNstPK7w40i3d933snT6ae3UZs29c8BIl0/P9+vjRtLo47vn//M07hxHWIaGxs7Z4F9SGZgu8cf36q7797Y6Otz5vTUXXf1avB3n8+nOXM26NNPC/XII72tDLFOuFg/++ygZW2vXl2oadO+0ooVw2xNaJ59drsWLtyut94aYltCk5zs0w03rNfWrWW6+eYTbGlTkg4c8OvHP/5cixcP0eDBrW1rd8mS/brllm+1YsUwWxOa3/9+i958M09/+tMA2xKa9PQkXXPNV3rkkSr95Cc5trQpSVu2lOmWW77Re++dHjShiefYDbXuq6/u0QMPbNYHH5wRVUITapvhYvX5fLrrrg369NODeuSRPjG3E+16fn9AU6as0fPP99fYsR1NayvcNj7//PDY+OGHwxpNaKJpO9JlFy7crgULftDbb58W99ho5XeHG0W6v++9d0A33/ytVqw4o15CE+n6TzyxTU88sS2WEDV79jcxrdfYOQvsQzID25WUVId8fc+eCq1ZUxj0tUBAWrDgB+3bV6nZs3tYEF3DWEIpKaluNNZ4VVYGtGVLmYYMWaFnn+2n9u3t+eUnJcWnJUsOaPjwj/TYY32UnGzPSW9ZWbXuvXeTdu4s11VX2XPSu2tXhfbsqdS4cSv1yCO91bt38F/xzWYY0rp1JRo06EMtXNhPGRn2DMXNmvn0+ut7NG6cX/fe28u2hObAAb+uv36dtm0r0/nnNzzptUJBgV87dlTorLM+1tNPn6Ju3VrUez3cOBRKqOM+OdmnVasKNWTIh3rmmb5KT48soQkVTyTjzOGxcbvy8ip1443Hx9ROuPiOjqGgwK+8PL+uuOIL3XVXTw0bdowpbYVrt6Li8Nh42mkr9OyzfdW+fVrQ9eJpI5jkZJ+WLMnXmWd+pD/8Ib6x0Yy+8ZJI+9gwDK1fX6LBgw+/t5mZKXXru5WbY0sUPsMwDKeDsFJxcbGysrJUVFSkzMxMp8OBpJEjP9Ly5QVOhwEAABCXESOO0bJlw5wOwxWcOufmygxsN3Bg65DJzLXXdtV11wWfjWTSpM9VXFylBx88Wf37W3+gPPPMD5o/f3ujr596aqYWLOhnSdtvv71P9923SUOHttFDD52kpCR7fkW/887v9PHHB5Wb210XX5xtS5uSNHr0J0pJSdITT/TR8ce3tKXNTZsOacqUNerZs5WefbZv1M85xOqPf9ypBQu267zz2uv220+w7QrJz3++Vps2lemOO07QyJHtbGlTkgYOXKHOndM0f35f226ZXLnyoGbNWq9+/TL15JN9lJJS/7agadO+0po1xTFtO9RxP3fu93rjjTxdfvmxmjata8TbDBVPJOPMj3/8uQoLq/TggydpwICsmNoJJVgMBQV+nXPOp+revbmefbaf2rSpf8tkPH0cqt1IxsZo2o50HL/zzu/00UeHx8YJE+IbG83oGy+JtI//9Kedmj+/4djo5v4aOLC10yEkPJIZ2C7cLTXZ2ek69dTWDf5uGIbS0pL0xhuDNWxYW4uiOzqWvJCvZ2QkB43VDK+/vlfjxnXQq68Osi2RkaSysoAeeuhkTZtm3/SWfn9AxxyTqsWLB6t3b/t+zdm5s1z9+2fpww/PUMuW9g2H8+b9oJ/8pIueeuoUWx/Gr6mRnn++v8aPt+9h/MLCKh13XAstWzZUXbu2CL+CSVauLNSZZx6jf//7dKWmNny+IZ5b+0Id9yUlNbr55uN15509o95mLO1Jh8fG1NTDY+OZZ4YeG2Pd72AxfPVVkU48saVWrBimdu0a3uplxu2Twdp9/fW9Gju2g/72t8bHxmjajnQcrx0bzZj6165bS90i0j5+5pkfdMUVx+rpp/vWGxvd3F9uji1R8A7AdjNnHqcpUxqfdaexWUF8Pp9Wrjyz7h5aO8yceZwmT+6sQ4dq1KpVsh5/fGu9hwuHDGljWdu33nqCWrRoZmsiI0mLFw+2tY8lKTU1SWvWnGV7u+PGddTo0e3VooW9Q+HDD5+sjIxkWxMZSXr//aG293Hr1in68kv739uf/jRHP/tZ16CJjHT42I31dtdQx/2LL/aPaV9DxRNunIlmbIx1v4PF0Ldvpj777KxGT+bi6eNQ7UYyNkbTdqTjuJljoxl94yWR9vHDD/dWq1bNGoyNkfZXbm53zZx5XNTxlZZWq1Wr2L4HmMnMeSQzsF080xjafUJ0dKxHx92ihXW3JcU6sMbL7j52st3k5CRbp6CulUh97FS74R68j+fYDbVurPsaapuRxBppu7Hud7D1fD5fyF+lzRgfg20jkrExmrYjXdbMz7GV3x1uFOn+NvZ5inT9tm1T1bNnq4jjQtNAMgNEoXPndA0alFXv/wF4z9HHcrTrmi1UPGa2F+t+xxJDPH0cT7vRtu3EOG5G33hJvH0caX/xnZyYmM0MAAAAQFycOue2//4KAAAAADAByQwAAAAATyKZAQAAAOBJJDMAAAAAPIlkBgDgCX6/X9dff71yc3M1Y8YMPffcc5Kk4cOHa9GiRZKkZcuWacSIEbrmmmt04403atu2bRowYIBmzZqlqVOnasmSJZKkSy65pG67l112mf07AwAwBVMzAwA8YcGCBRo7dqzGjh0rSaqurtaqVas0fvx4vf3225oyZYokadKkScrNzdWECRMkSaNGjdLDDz8swzB04YUXavTo0Y7tAwDAXCQzAABPWL9+vS699FIFAgHNnj1bFRUVSk5O1h133KG9e/dqy5YtkqTXXntN69at07hx4+qt7/P51KNHD+3fv1/bt2/X9OnTJUmrV6+2fV8AAOYgmQEAeELv3r21atUqjR07VnPnztWECRO0ceNGVVdXKz8/XwsXLtS5556riRMnKjc3V5K0bdu2uvUNw9DWrVvVvn17de3aVfPmzZPEbWYA4GUkMwAAT5g2bZpuuukmvfXWW0pOTlb//v01adIkTZ48WZJ0wQUXaNSoUQ3WW7p0qWbNmqXi4mLNnDlTPp/P7tABABbxGYZhOB2ElZyqRgoAAAAkCqfOuZnNDAAAAIAnkcwAAAAA8CSSGQAAAACeRDIDAAAAwJNIZgAAAAB4EskMAAAAAE8imQEAAADgSSQzAAAAADyJZAYAAACAJ5HMAAAAAPCkZKcDAADAK+bP/0GSdO213aJeb8GCH2Jqc9q0blG3Z3YcscQQzz7H0260bZvZv5Eyo2+8JN4+jrS/nHgv4TySGQAAIrR7d0XM661eXRTTuuefH1ubZsYRSwzx7HM87Ubbtpn9Gykz+sZL4u3jSPvLifcSziOZARCR/Hy/8vP9Ua+3f3+l/u//vtNTT52ilJTo72xt2zZVbdumRr2eJE2cuEq//e2J6tUrI6b1Y/WHP3yvysqAbr75BFvbPXSoWhddtEpvvjlEzZs3s7XtK65Yoxtu6KGBA1vb2u6f/7xTa9cW68EHT45qvVg/z/n5fjVv3kxVVQGNG/epXnttkDIzU8KuV1ZWE3Vbja07bdpXuvzyYzVyZLu4txXNekuW7Ndf/7pb8+f3lc/ns6yto7dhGIbGjFmpRYtOVbt2aRGvF00bjbnhhnUaObKdxo/vFPH24m2zKYpkf+fM2aDu3Ztr6tSuMa0vHT4+N24sjSq2vLxK3Xnn4e+o5GR7v6NgDpIZABF5/PGtuvvujTGv36fP8pjWmzOnp+66q1dM61ZWBnTOOSu1ZMnptiY0OTnp+tnP1kqSrQlNy5bJWrnyoM4++2N98MEZtiY0zZpJF174md58c4itCU2XLunKzf1akqJKaOL5PI8YcYxSUpK0bl2Jhg//SCtWDAub0Hz22cGY2gq2bmZmsi67bI1efvnUqBOaWOP47LODuvLKLnrllV0yDEMLFvQLm9DEs89HbsPn8+mHH8p15pkf6T//GRZRQhNN26GWbd8+VdOmfSVJpiY0ZvSNl0Syv507p+mWW76VpAYJTaT99cQT2/TEE9uijk+Seve2/zsK5iCZARCRkpJqR9rds6dCa9YUxrRuRUVAO3ZUaMSIj7VwYT9lZ6ebG1wjvv++TAUFVbr33k3av79Sl112rC3tSlJ1taHVqws1ZMgKvfBC+BNOs5SW1mj37kqdd96nmjevj447rqUt7W7adEiFhdV66qltOniwStOnR3a//J49sd+OUlJSrTVrCmUYhr7+ukQDB36oP/1pQMgrj/EcP7Xt1Soo8Csvr1KXXLJav//9yTrllMyothVrDN98U6KSkhr95S+7VVxcrdtuC52omzFm/LevpY0bD2nQoBX64x/7q2XL0Kcv0bR9dP8eKS+vUvv3+zV16pe6556eOuOMY6IJ35T4moJQfVxr584KHTjg1+zZ67VnT4XOO69DvfXdys2xJQqfYRiG00FYqbi4WFlZWSoqKlJmZuQDPoD6Ro78SMuXFzgdBgAArjFixDFatmyY02G4glPn3FyZARCRgQNbO5LMXHttV113XWyz08yY8bX27KnUwoX91KZN+OcazLJkyT49+OD3+tWvTtDZZ0f/XEM8zj77Yw0a1FoPPniSkpLsuSojSbff/q3Wry/RggX91LFjZM81mGHVqkLddtu3uv7646K6DeiZZ37Q/PnbY2rz1FMztWBBP5133qfq0aOFHnusd9jnwaZN+0pr1hTH1V6tBx/crOXL8/X006eoW7cWUW0r1jhOPTVTN998vKZP/1pTp+boJz/pYllbR7e7YEE/TZiwSpmZKXrmmb5KSwv/XEM0bR/dv0eaN2+b3ngjT3PnnqwTTzTvVlUz+sZLQvVxrZdf3q3nntuu3/72RA0a1Lrea27uL7ufE0RDJDMAIpKR4cxwkZ2drlNPbR3TuoMGtdacOT0jfmjYLF99Vaznnuuniy7KtrXdQ4eqdemlx2revL62JjKSdMopmVq4sL+6dGlua7s//FCuRx7pHfSh4VCys/NibjMjI1mnnJKpCy7oqHnz+kY0sUU8x09GRnK9Y+CEE1rqN7/ppZ49oz+5jjWOjIxkZWen69e/7qnZs4+3tK2jtzFgQJZGj26vJ544RenpkT0HFk3bR/fvkbp2baF///t0DRiQFfH2Im0zkYTq41offpiv114bpBEjGv4A5Ob+cnNsiYJ3AEBEZs48TlOm2PfsR614Zol5/PFTTIwkctGeWJulZctkzZ8f+tdPqzz8cG9H2r344tgSxlg/z48/vlXNmzdTSkqSFi7sH/F6Q4a0ifnK5pAhber9/333nRTTduKJY8iQNhoxol3QE02z2zp6Gz6fT88+2z/q9SJt++j+PdIdd/SMqt1ImdE3XhKqj2v98peNJ8mR9ldubnfNnHlcVLHFi5nMnEcyAyAiTD+JpiTWz3Osx0CLFrHPLBfPumZtK5b1zIjbjnjN7F83t+mkePc30vXbtk1Vz56t4moL3kMyAwBAhDp3jm1GvM6d0zVoUGy3KsXapplxxBJDPPscT7vRtm1m/0bKjL7xknj7ONL+cuK9hPOYzQwAAABAXJw6546+1CkAAAAAuADJDAAAAABPIpkBAAAA4EkkMwAAOMjv9+v6669Xbm6uZsyYoeeee06SNHz4cC1atEiStGzZMo0YMULXXHONbrzxRm3btk0DBgzQrFmzNHXqVC1ZskSSdMkll9Rt97LLLrN/ZwDAZsxmBgCAgxYsWKCxY8dq7NixkqTq6mqtWrVK48eP19tvv60pU6ZIkiZNmqTc3FxNmDBBkjRq1Cg9/PDDMgxDF154oUaPHu3YPgCAU0hmAABw0Pr163XppZcqEAho9uzZqqioUHJysu644w7t3btXW7ZskSS99tprWrduncaNG1dvfZ/Ppx49emj//v3avn27pk+fLklavXq17fsCAHYjmQEAwEG9e/fWqlWrNHbsWM2dO1cTJkzQxo0bVV1drfz8fC1cuFDnnnuuJk6cqNzcXEnStm3b6tY3DENbt25V+/bt1bVrV82bN08St5kBSAwkMwAAOGjatGm66aab9NZbbyk5OVn9+/fXpEmTNHnyZEnSBRdcoFGjRjVYb+nSpZo1a5aKi4s1c+ZM+Xw+u0MHAMc1+aKZRUVFat26tXbs2EHRTAAAAMACxcXFysnJUWFhobKysmxrt8lfmSkpKZEk5eTkOBwJAAAA0LSVlJTYmsw0+SszgUBAu3fvVkZGBpfgAYvV/irDlVDAehxvgH043sIzDEMlJSXq3LmzkpLsq/7S5K/MJCUlqUuXLk6HASSUzMxMBnvAJhxvgH043kKz84pMLYpmAgAAAPAkkhkAAAAAnkQyA8A0aWlpmjNnjtLS0pwOBWjyON4A+3C8uVeTnwAAAAAAQNPElRkAAAAAnkQyAwAAAMCTSGYAAAAAeBLJDAAAAABPIpkBmrBdu3bpiiuuUNu2bdW8eXOdcsopWr16db1lvv32W1144YXKyspSy5YtNXjwYG3fvr3BtgzD0NixY+Xz+fTGG28EbS8/P19dunSRz+dTYWFh3d+XLVsmn8/X4N/evXvrrf/kk0+qe/fuSk9P12mnnabPPvus3usVFRWaMWOG2rZtq1atWmnixInKy8uLrXMAk9l5vL3wwgvq27ev0tPT1aFDB82YMaPe62vXrtXw4cOVnp6unJwcPfTQQw228eqrr+rEE09Uenq6TjnlFL399tsNYvj1r3+t7OxsNW/eXKNHj9amTZti6BnAfHYcby+88ELQ7y6fz6d9+/ZJ4vvNDUhmgCbq4MGDGjZsmFJSUvTOO+/om2++0e9//3u1adOmbpktW7bozDPP1Iknnqhly5Zp7dq1uvPOO5Went5ge3PnzpXP5wvZ5jXXXKO+ffs2+vqGDRu0Z8+eun8dOnSoe+2VV17R7NmzNWfOHK1Zs0b9+vXTmDFj6r4wJOmGG27QP/7xD7366qtavny5du/erQkTJkTTLYAl7DzeHnnkEf3qV7/SbbfdpvXr1+u9997TmDFj6l4vLi7Wueeeq27duunzzz/X7373O911112aP39+3TIff/yxJk+erGuuuUZffPGFLrroIl100UVat25d3TIPPfSQ/vCHP2jevHn69NNP1bJlS40ZM0YVFRVmdBkQM7uOt0svvbTed9aePXs0ZswYjRgxot73l8T3m6MMAE3Srbfeapx55pkhl7n00kuNK664Iuy2vvjiC+PYY4819uzZY0gyXn/99QbLPPXUU8aIESOMpUuXGpKMgwcP1r32wQcfNPjb0YYMGWLMmDGj7v9ramqMzp07G/fff79hGIZRWFhopKSkGK+++mrdMt9++60hyfjkk0/C7gNgJbuOt4KCAqN58+bGe++91+j6Tz31lNGmTRujsrKyXny9evWq+/8f//jHxvnnn19vvdNOO8247rrrDMMwjEAgYHTq1Mn43e9+V/d6YWGhkZaWZvzlL38Juw+Alez+fqu1b98+IyUlxXjppZfq/sb3m/O4MgM0UW+++aYGDRqkSZMmqUOHDhowYIAWLFhQ93ogENA///lP9ezZU2PGjFGHDh102mmnNbilpaysTFOmTNGTTz6pTp06BW3rm2++0T333KOXXnpJSUmNDyv9+/dXdna2zjnnHH300Ud1f/f7/fr88881evTour8lJSVp9OjR+uSTTyRJn3/+uaqqquotc+KJJ6pr1651ywBOset4W7JkiQKBgHbt2qWTTjpJXbp00Y9//GPt2LGjbplPPvlEZ511llJTU+v+NmbMGG3YsEEHDx6sW+bIY6l2mdpjaevWrdq7d2+9ZbKysnTaaadxvMFxdn6/Hemll15SixYtdMkllzR4je8355DMAE3U999/r6efflo/+tGP9O9//1s///nPdf311+vFF1+UJO3bt0+lpaV64IEHdN555+ndd9/VxRdfrAkTJmj58uV127nhhht0xhlnaPz48UHbqays1OTJk/W73/1OXbt2DbpMdna25s2bp9dee02vvfaacnJyNHLkSK1Zs0aSdODAAdXU1Khjx4711uvYsWPdfcd79+5VamqqWrdu3egygFPsOt6+//57BQIB/fa3v9XcuXP1t7/9TQUFBTrnnHPk9/slHT5Wgh1Lta+FWubI149cL9gygFPsOt6OtnDhQk2ZMkXNmzev+xvfb85LdjoAANYIBAIaNGiQfvvb30qSBgwYoHXr1mnevHm66qqrFAgEJEnjx4/XDTfcIOnwL0sff/yx5s2bpxEjRujNN9/U+++/ry+++KLRdm6//XaddNJJuuKKKxpdplevXurVq1fd/59xxhnasmWLHn30Uf3xj380Y3cBR9l1vAUCAVVVVekPf/iDzj33XEnSX/7yF3Xq1EkffPBBvWdngKbKruPtSJ988om+/fbbBt9ZfL85jyszQBOVnZ2tk08+ud7fTjrppLqZXNq1a6fk5OSQy7z//vvasmWLWrdureTkZCUnH/79Y+LEiRo5cmTdMq+++mrd66NGjarb/pw5cxqNb8iQIdq8eXPdss2aNWswc0teXl7dpf9OnTrJ7/fXmyXt6GUAp9h1vGVnZ0tSve20b99e7dq1q9tOp06dgh5Lta+FWubI149cL9gygFPsOt6O9Oyzz6p///4aOHBg2Pj4frMXyQzQRA0bNkwbNmyo97eNGzeqW7dukqTU1FQNHjw45DK33Xab1q5dqy+//LLunyQ9+uijev755yVJr732mr766qu615999llJ0ooVKxpMF3ukL7/8su7ELDU1VQMHDtTSpUvrXg8EAlq6dKmGDh0qSRo4cKBSUlLqLbNhwwZt3769bhnAKXYdb8OGDZOketspKCjQgQMH6rYzdOhQffjhh6qqqqpbZsmSJerVq1fdbE9Dhw6tdyzVLlN7LB133HHq1KlTvWWKi4v16aefcrzBcXYdb7VKS0v117/+Vddcc01E8fH9ZjOnZyAAYI3PPvvMSE5ONu677z5j06ZNxp///GejRYsWxp/+9Ke6Zf7+978bKSkpxvz5841NmzYZjz/+uNGsWTNjxYoVjW5XYWZ7CTazy6OPPmq88cYbxqZNm4yvv/7amDVrlpGUlFRvRqaXX37ZSEtLM1544QXjm2++Ma699lqjdevWxt69e+uWmT59utG1a1fj/fffN1avXm0MHTrUGDp0aGwdBJjIzuNt/PjxRu/evY2PPvrI+Prrr43//d//NU4++WTD7/cbhnF4ZqSOHTsaP/nJT4x169YZL7/8stGiRQvjmWeeqdvGRx99ZCQnJxsPP/yw8e233xpz5swxUlJSjK+//rpumQceeMBo3bq1sXjxYmPt2rXG+PHjjeOOO84oLy83qdeA2Nj9/fbss88a6enpQWcs4/vNeSQzQBP2j3/8w+jTp4+RlpZmnHjiicb8+fMbLLNw4ULjhBNOMNLT041+/foZb7zxRshtxpLMPPjgg8bxxx9vpKenG8ccc4wxcuRI4/3332+w7uOPP2507drVSE1NNYYMGWKsXLmy3uvl5eXGL37xC6NNmzZGixYtjIsvvtjYs2dP6E4AbGLX8VZUVGT89Kc/NVq3bm0cc8wxxsUXX2xs37693jJfffWVceaZZxppaWnGscceazzwwAMNtv3Xv/7V6Nmzp5Gammr07t3b+Oc//1nv9UAgYNx5551Gx44djbS0NGPUqFHGhg0bIuwNwFp2fr8NHTrUmDJlStB1+H5zns8wDMO560IAAAAAEBuemQEAAADgSSQzAAAAADyJZAYAAACAJ5HMAAAAAPAkkhkAAAAAnkQyAwAAAMCTSGYAAAAAeBLJDAAAAABPIpkBAFhu27Zt8vl8+vLLL50OBQDQhJDMAABcbf369Zo4caK6d+8un8+nuXPnNljm/vvv1+DBg5WRkaEOHTrooosu0oYNG+wPFgBgK5IZAIAr1dTUKBAIqKysTD169NADDzygTp06BV12+fLlmjFjhlauXKklS5aoqqpK5557rg4dOmRz1AAAO5HMAABMEwgE9NBDD+mEE05QWlqaunbtqvvuu6/u9e+//15nn322WrRooX79+umTTz6pe+2FF15Q69at9eabb+rkk09WWlqatm/frsGDB+t3v/udLrvsMqWlpQVt91//+peuvvpq9e7dW/369dMLL7yg7du36/PPP7d8nwEAziGZAQCY5vbbb9cDDzygO++8U998840WLVqkjh071r3+q1/9SjfddJO+/PJL9ezZU5MnT1Z1dXXd62VlZXrwwQf17LPPav369erQoUNMcRQVFUmSjjnmmPh2CADgaslOBwAAaBpKSkr02GOP6YknntBVV10lSTr++ON15plnatu2bZKkm266Seeff74k6e6771bv3r21efNmnXjiiZKkqqoqPfXUU+rXr1/McQQCAf3yl7/UsGHD1KdPn/h2CgDgalyZAQCY4ttvv1VlZaVGjRrV6DJ9+/at++/s7GxJ0r59++r+lpqaWm+ZWMyYMUPr1q3Tyy+/HNd2AADux5UZAIApmjdvHnaZlJSUuv/2+XySDl9JOXIbtX+PRW5urt566y19+OGH6tKlS8zbAQB4A1dmAACm+NGPfqTmzZtr6dKltrdtGIZyc3P1+uuv6/3339dxxx1newwAAPtxZQYAYIr09HTdeuutuuWWW5Samqphw4Zp//79Wr9+fchbz8Lx+/365ptv6v57165d+vLLL9WqVSudcMIJkg7fWrZo0SItXrxYGRkZ2rt3ryQpKysroitGAABvIpkBAJjmzjvvVHJysn79619r9+7dys7O1vTp0+Pa5u7duzVgwIC6/3/44Yf18MMPa8SIEVq2bJkk6emnn5YkjRw5st66zz//vK6++uq42gcAuJfPMAzD6SAAAAAAIFo8MwMAAADAk0hmAAAAAHgSyQwAAAAATyKZAQAAAOBJJDMAAAAAPIlkBgAAAIAnkcwAAAAA8CSSGQAAAACeRDIDAAAAwJNIZgAAAAB4EskMAPy/jYJRMApGwSgYBaNgSAIA07WeSz/fh+0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "CHROMOSOME, START, END = \"chr12\", int(6.643e6), int(6.648e6)\n",
    "RNA_BAM_PATH = \"../../tests/data/GM12878_RNAseq_GAPDH.sample=0.002.bam\"\n",
    "REFSEQ_GFF_PATH = \"../../tests/data/Refseq_GRCh37_genomic_annotation.gff.gz\"\n",
    "\n",
    "\n",
    "alignment_painter = lv.SequenceAlignment.from_file(RNA_BAM_PATH, CHROMOSOME)\n",
    "with gzip.open(REFSEQ_GFF_PATH, \"rt\") as f:\n",
    "    annotation_painter = lv.GeneAnnotation.from_refseq(\n",
    "        f, region=(\"NC_000012.11\", (START, END))\n",
    "    )\n",
    "\n",
    "gv = lv.GenomeViewer(3, figsize=(8, 8), height_ratios=(1, 7, 3))\n",
    "alignment_painter.draw_pileup(gv.axes[0], show_mismatches=False)\n",
    "alignment_painter.draw_alignment(\n",
    "    gv.axes[1],\n",
    "    show_arrowheads=False,\n",
    "    show_soft_clippings=False,\n",
    "    show_hard_clippings=False,\n",
    "    show_mismatches=True,\n",
    "    max_rows=50,\n",
    "    show_group_labels=False,\n",
    "    show_group_separators=False,\n",
    ")\n",
    "annotation_painter.draw_transcripts(gv.axes[2], arrows_kw=dict(style=\"fishbone\"))\n",
    "gv.set_xlim(6.643e6, 6.648e6)\n",
    "gv.set_xlabel(f\"{CHROMOSOME}\")\n",
    "gv.set_title(r\"GM12878 $\\it{GAPDH}$ Iso-Seq\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5364b644-d486-4a5a-b9f9-6be969462eca",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gv.figure"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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