{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "library(cisTopic)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1] ‘0.2.1’" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "packageVersion(\"cisTopic\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Obtain Feature Matrix" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "start_time = Sys.time()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "set.seed(2019)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "metadata <- read.table('../../input/metadata.tsv',\n", " header = TRUE,\n", " stringsAsFactors=FALSE,quote=\"\",row.names=1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
label
AAACGAAAGCGCAATG-12
AAACGAAAGGGTATCG-16
AAACGAAAGTAACATG-11
AAACGAAAGTTACACC-14
AAACGAACAGAGATGC-15
AAACGAACATGCTATG-16
\n" ], "text/latex": [ "\\begin{tabular}{r|l}\n", " & label\\\\\n", "\\hline\n", "\tAAACGAAAGCGCAATG-1 & 2\\\\\n", "\tAAACGAAAGGGTATCG-1 & 6\\\\\n", "\tAAACGAAAGTAACATG-1 & 1\\\\\n", "\tAAACGAAAGTTACACC-1 & 4\\\\\n", "\tAAACGAACAGAGATGC-1 & 5\\\\\n", "\tAAACGAACATGCTATG-1 & 6\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "| | label |\n", "|---|---|\n", "| AAACGAAAGCGCAATG-1 | 2 |\n", "| AAACGAAAGGGTATCG-1 | 6 |\n", "| AAACGAAAGTAACATG-1 | 1 |\n", "| AAACGAAAGTTACACC-1 | 4 |\n", "| AAACGAACAGAGATGC-1 | 5 |\n", "| AAACGAACATGCTATG-1 | 6 |\n", "\n" ], "text/plain": [ " label\n", "AAACGAAAGCGCAATG-1 2 \n", "AAACGAAAGGGTATCG-1 6 \n", "AAACGAAAGTAACATG-1 1 \n", "AAACGAAAGTTACACC-1 4 \n", "AAACGAACAGAGATGC-1 5 \n", "AAACGAACATGCTATG-1 6 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(metadata)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "pathToBams <- '../../input/sc-bams_nodup/'" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "bamFiles <- paste(pathToBams, list.files(pathToBams), sep='')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGCGCAATG-1.dedup.st.bam'
  2. \n", "\t
  3. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGGGTATCG-1.dedup.st.bam'
  4. \n", "\t
  5. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGTAACATG-1.dedup.st.bam'
  6. \n", "\t
  7. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGTTACACC-1.dedup.st.bam'
  8. \n", "\t
  9. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAACAGAGATGC-1.dedup.st.bam'
  10. \n", "\t
  11. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAACATGCTATG-1.dedup.st.bam'
  12. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item '../../input/sc-bams\\_nodup/atac\\_v1\\_pbmc\\_5k\\_possorted\\_bam.AAACGAAAGCGCAATG-1.dedup.st.bam'\n", "\\item '../../input/sc-bams\\_nodup/atac\\_v1\\_pbmc\\_5k\\_possorted\\_bam.AAACGAAAGGGTATCG-1.dedup.st.bam'\n", "\\item '../../input/sc-bams\\_nodup/atac\\_v1\\_pbmc\\_5k\\_possorted\\_bam.AAACGAAAGTAACATG-1.dedup.st.bam'\n", "\\item '../../input/sc-bams\\_nodup/atac\\_v1\\_pbmc\\_5k\\_possorted\\_bam.AAACGAAAGTTACACC-1.dedup.st.bam'\n", "\\item '../../input/sc-bams\\_nodup/atac\\_v1\\_pbmc\\_5k\\_possorted\\_bam.AAACGAACAGAGATGC-1.dedup.st.bam'\n", "\\item '../../input/sc-bams\\_nodup/atac\\_v1\\_pbmc\\_5k\\_possorted\\_bam.AAACGAACATGCTATG-1.dedup.st.bam'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGCGCAATG-1.dedup.st.bam'\n", "2. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGGGTATCG-1.dedup.st.bam'\n", "3. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGTAACATG-1.dedup.st.bam'\n", "4. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGTTACACC-1.dedup.st.bam'\n", "5. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAACAGAGATGC-1.dedup.st.bam'\n", "6. '../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAACATGCTATG-1.dedup.st.bam'\n", "\n", "\n" ], "text/plain": [ "[1] \"../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGCGCAATG-1.dedup.st.bam\"\n", "[2] \"../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGGGTATCG-1.dedup.st.bam\"\n", "[3] \"../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGTAACATG-1.dedup.st.bam\"\n", "[4] \"../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAAAGTTACACC-1.dedup.st.bam\"\n", "[5] \"../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAACAGAGATGC-1.dedup.st.bam\"\n", "[6] \"../../input/sc-bams_nodup/atac_v1_pbmc_5k_possorted_bam.AAACGAACATGCTATG-1.dedup.st.bam\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(bamFiles)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 'AAACGAAAGCGCAATG-1'
  2. \n", "\t
  3. 'AAACGAAAGGGTATCG-1'
  4. \n", "\t
  5. 'AAACGAAAGTAACATG-1'
  6. \n", "\t
  7. 'AAACGAAAGTTACACC-1'
  8. \n", "\t
  9. 'AAACGAACAGAGATGC-1'
  10. \n", "\t
  11. 'AAACGAACATGCTATG-1'
  12. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 'AAACGAAAGCGCAATG-1'\n", "\\item 'AAACGAAAGGGTATCG-1'\n", "\\item 'AAACGAAAGTAACATG-1'\n", "\\item 'AAACGAAAGTTACACC-1'\n", "\\item 'AAACGAACAGAGATGC-1'\n", "\\item 'AAACGAACATGCTATG-1'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 'AAACGAAAGCGCAATG-1'\n", "2. 'AAACGAAAGGGTATCG-1'\n", "3. 'AAACGAAAGTAACATG-1'\n", "4. 'AAACGAAAGTTACACC-1'\n", "5. 'AAACGAACAGAGATGC-1'\n", "6. 'AAACGAACATGCTATG-1'\n", "\n", "\n" ], "text/plain": [ "[1] \"AAACGAAAGCGCAATG-1\" \"AAACGAAAGGGTATCG-1\" \"AAACGAAAGTAACATG-1\"\n", "[4] \"AAACGAAAGTTACACC-1\" \"AAACGAACAGAGATGC-1\" \"AAACGAACATGCTATG-1\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cellnames <- sapply(strsplit(basename(bamFiles),'.',fixed = TRUE), \"[[\", 2)\n", "head(cellnames)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "5335" ], "text/latex": [ "5335" ], "text/markdown": [ "5335" ], "text/plain": [ "[1] 5335" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(cellnames == rownames(metadata))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "ix = match(rownames(metadata),cellnames)\n", "bamFiles = bamFiles[ix]\n", "cellnames = cellnames[ix]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "5335" ], "text/latex": [ "5335" ], "text/markdown": [ "5335" ], "text/plain": [ "[1] 5335" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(cellnames == rownames(metadata))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "regions <- '../../input/atac_v1_pbmc_5k_peaks.bed'" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "IOPub data rate exceeded.\n", "The notebook server will temporarily stop sending output\n", "to the client in order to avoid crashing it.\n", "To change this limit, set the config variable\n", "`--NotebookApp.iopub_data_rate_limit`.\n", "\n", "Current values:\n", "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n", "NotebookApp.rate_limit_window=3.0 (secs)\n", "\n" ] } ], "source": [ "cisTopicObject <- createcisTopicObjectFromBAM(bamFiles, regions, project.name='10xpbmc5k')\n", "cisTopicObject <- renameCells(cisTopicObject, cellnames)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1] \"Formatting data...\"\n", "[1] \"The number of cores (10) is higher than the number of models (6).\"\n", "[1] \"Exporting data...\"\n", "[1] \"Running models...\"\n" ] } ], "source": [ "cisTopicObject <- runModels(cisTopicObject, topic=c(10, 20, 30, 40, 45, 50), seed=987, nCores=10, burnin = 120, iterations = 150, addModels=FALSE)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94\nAAAgAElEQVR4nOzde1zO9+P/8XelcogkpchScj5vDrXEMIcQbsshSpr5zOZUPpg2h7XPbJgx\nMcNn5pDDZouZmJxzKh0oiXIIkYrS0aHz9fvj+n6uX0s6cHW9e7973P/Y7bre1/u63k8u2tPr\n/X693loKhUIAAACA9GmLHQAAAADqQbEDAACQCYodAACATFDsAAAAZIJiBwAAIBMUOwAAAJmg\n2AEAAMgExQ4AAEAmKHYAAAAyQbEDAACQCYodAACATFDsAAAAZIJiBwAAIBMUOwAAAJmg2AEA\nAMgExQ4AAEAmKHYAAAAyQbEDAACQCYodAACATFDsAAAAZIJiBwAAIBMUOwAAAJmg2AEAAMgE\nxQ4AAEAmKHYAAAAyQbEDAACQCYodAACATFDsAAAAZIJiBwAAIBMUOwAAAJmg2AEAAMgExQ4A\nAEAmKHYAAAAyQbEDAACQCYodAACATFDsAAAAZIJiBwAAIBMUOwAAAJmg2AEAAMgExQ5AxQ4d\nOqRVgr6+/vPnz0vu8PTpU11d3ZL7HDp0SI0B4uLiVJ98+/btKr03MDBQ9d7CwkI1pqo5x71/\n/35aWpoohwZQo1DsAFRZfn7+hQsXSm45d+4cBUIUubm5y5Yt69ChQ2JiothZAIivjtgBAEjS\n6dOnBw8erHoaFBQkXpbaKz09vVevXnfu3BE7CICagmIH4HWcPn265FOKnSiys7PLbHUDBgx4\n8OCB8nGdOvycB2oR/sIDqAJjY2Ntbe3U1NSIiIicnJyGDRsKgvD06dPLly8LgmBqalpUVPTk\nyROxY9Z2+vr6FhYWYqcAIAKusQNQNQ4ODoIgFBYWnj9/XrlFdYGd8qUyFRUV7d69e+jQoS1a\ntNDX12/RosX48ePPnDlT5s7h4eFjxowxNjauX79+nz59fv3113LyxMTEuLm5NW/eXE9Pz8zM\nbMyYMceOHXvtX11SUpKXl1enTp0MDAzq1KljbGzs4OCwfv36goICNR63ku9NS0tbtGhRly5d\nDAwMDA0Nu3btOm/evIcPHypfdXNzs7KyUu3co0cPLS2ttWvXCuVOnqjkF6GaLtO3b19BELZu\n3dq7d+8GDRoYGRk5OTmFhoZW8lcKQNMUAFCRgIAA5U8MY2PjH374Qfl4wYIFylc/++wz5RZf\nX19jY2Pl44CAANXbU1JS+vfvX+aPoBkzZhQWFpY81u7du18+e+jk5KR6fOvWrZI76+rqvvyx\nc+fOVe1z5MgR1faCgoJyfpmxsbFNmzYtM+fo0aPz8/PVctzKvFehUFy+fNnMzOzl3Ro2bHj2\n7FmFQuHq6vryqz/88EM5h678F6H6xu3s7FxcXErtrKurGxQUVM7vJACxUOwAVKxksbt06ZLy\n8TvvvKN8tVevXsotkZGRLxe7oqKikmXCxMSkV69eDRo0UG357LPPVAe6fft2vXr1VO1h1KhR\nEydObNKkSclWoSp2ly9f1tPTU25s167dRx99NHDgQNVu27ZtU+5W+WI3bNgw5W69evX65ptv\n1q5d6+7urqWlpdz4yy+/vPlxK/nezMxM1blUXV3d/v37jxgxom7dusot5ubmT58+9fX1dXR0\nVL33/fffd3Z2PnTo0KsOXaUvQvWNK3/5VlZW06ZNKzki+957773GHyQA1Y1iB6BiJYtdYWFh\no0aNBEHQ1tbOyMjIzs7W0dERBMHQ0LCoqOjlYrdz505VG1i0aFFRUZFCocjMzBw5cqRyo7a2\n9vXr15U7e3l5KTfq6OicO3dOuTEhIeGtt95SfYiq2I0ZM0a5ZcSIEar68uOPPyo3tmnTpri4\nWFGVYmdgYKDcTZVHoVD85z//GThwoJeXV2Bg4Jsft5LvXblypXJLvXr1QkJClLtFR0erut2m\nTZsUCsXdu3dVh4iMjFRlLvPQVfoiVN+4IAhDhgzJy8tTbh87dqxyY4MGDSr8YwNA8yh2ACpW\nstgpSoxs/fXXX4cPH1Y+Hj58uEKheLnYqUakbG1tS35mWlqaoaGh8qXPP/9cubFz587KLW5u\nbiV3Xr9+falil5eXp2o5R44cUe1ZWFioGvO7efOmoirFrkWLFsrdmjdvPm/evMDAwOzs7FL7\nvMlxK/9ee3t75dMPP/yw5NG3bNmyZ8+emJgY5QdWqdhV6YsoWexUzVKhUJS83lHV9gDUHEye\nAFBlqlNyp0+fVi100q9fvzJ3joyMVD4oeZ2cIAjGxsbvvvuu8nFERITygWrxjp49e5bcuXfv\n3qU+Nj4+Pjc3V/nY0dFRNVegTp06L168UG6/fv16lX5dH330kfJBUlLS6tWrhw0bZmRk9O67\n765evTozM/PNj1v596o+oVu3bqUSTpw4sVOnTq+xiEmVvoiS2rdvr3pc8rT4yxNKAIiOYgeg\nylQdrsJiV1xcrKpEzZs3L/WqaotyH4VCobpTWalJDMp1VUrKzs6uMGdl9ilp6dKlCxYsKDmz\noaioKCQkZP78+TY2Nspf6Zsct/LvVe2pGsl7Q1X6IkpRnnlXUl0gKAiCQqFQSzYAasQ6dgCq\nrFevXnXr1s3NzY2OjtbW1hYEoV69eqXG2JS0tbWbNm2ampoqCEJSUlKpV1UrdyjHgbS0tAwM\nDJ4+fSoIQnp6esk9U1JSSr23fv36qsdnzpx5++23Xz666rxnJeno6Hz33XefffbZvn37/v77\n77Nnz6qKzpMnT1xdXe/fv/8mx638exs1apSRkSG89PtQVFSkvKKxqqr0Rbz83tc4IgBR8NcV\nQJXp6+srz40qFIqioiJBEGxtbctcwkMQhI4dOyoflLxsSxCEJ0+ehISEKB/36dNH+UB11q/U\nvWjPnj1b6mNbt26tOh0ZFxdn8D+FhYWHDx9OSEjQ19ev6vnKoqKiW7duXbp0afr06X/99deT\nJ0+uXLkybdo05atJSUnx8fFvctzKv1f1m6b6LVJycXFp0aLF4MGDt2zZUurDKxw/q9IXAUCi\nKHYAXkeptYhfdYGdIAgTJ05UPrh48eLixYuLi4sFQcjOzvbw8MjKyhIEoU6dOpMnT1buo1q/\nw9/fXzUDIDIyUrnubkn169dXzQZYuXJlWlqa8rGvr6+Li0vnzp2bNWuWk5NT+V/RyZMn69ev\n37Zt22HDhp06dUoQBG1t7a5du3788ceqfRo0aPAmx638e0eNGqV86dChQ7/99pvycUhIyMGD\nB5OSkk6cOKG8vq3kiVHlp5VajrikKn0RAKRK3LkbACSh1KxYhUJx9OjRkj9JTp48qdz+8qzY\n3NzckuccTUxMevfurVpYRBCEJUuWqA6UnJxsZGSk3K6trd2vX78BAwbo6+uXPJZquZOzZ8+q\nFplr0aLFrFmzXFxcVOcNvb29lbtVclZsfn5+hw4dlLsZGBjMmDFj9erVCxYsMDc3V27s27fv\nmx+3ku8tuY6dIAg2NjY9e/ZUnYRt0aLF06dPFQrFixcvVBsNDQ3btGnz9ddfv+rQVfoiSo7q\nlfxdKnmP4JycnMr/EQKgGRQ7ABV7udjl5OSoKoWuru6zZ8+U28u888T9+/dtbW2Fsnh5eSlX\nblM5evToyzMGFi5cqPrkknee+PHHH8u8AmzMmDGqQlP55U7i4uJKLphXkqWlZXx8vFqOW5n3\nKhSKS5cuNWvW7OXdGjduXHL9kQEDBpR8dfr06eUcuvJfBMUOkCiKHYCKvVzsFAqFaraEnZ2d\namOZxU6hUBQUFOzYsWPo0KHm5uZ6enrNmzefMGGCagniUq5duzZ27NgmTZrUr1/f3t5+3759\nJT+5ZLFTKBQRERFubm5vvfWWvr6+qampg4PDrl27St4dq/LFTqFQZGVlffPNN3369DE0NNTR\n0WnUqFHPnj2/+uqrzMzMUnu+yXErfK/S48ePFy5c2LFjx3r16unr67dr127OnDmJiYkl93nw\n4IGzs3OjRo3q1avXvn37n376qfxDV/KLoNgBEqWlYL46AACALDB5AgAAQCYodgAAADJBsQMA\nAJAJih0AAIBMUOwAAABkgmIHAAAgExQ7AAAAmaDYAQAAyATFDgAAQCYodgAAADJBsQMAAJAJ\nih0AAIBMUOwAAABkgmIHAAAgExQ7AAAAmaDYAQAAyATFDgAAQCYodgAAADJBsQMAAJAJih0A\nAIBMUOwAAABkgmIHAAAgExQ7AAAAmaDYAQAAyATFDgAAQCYodgAAADJBsQMAAJAJih0AAIBM\nUOwAAABkgmIHAAAgExQ7AAAAmaDYAQAAyATFDgAAQCYodgAAADJBsQMAAJAJih0AAIBMUOwA\nAABkgmIHAAAgExQ7AAAAmaDYAQAAyATFDgAAQCYodgAAADJBsQMAAJAJih0AAIBMUOwAAABk\ngmIHAAAgExQ7AAAAmaDYAQAAyATFDgAAQCYodgAAADJBsQMAAJAJih0AAIBMUOwAAABkoo7Y\nAQAAANQtLU3Yv1+4c0ewthY++EBo2rRSL0mflkKhEDsDAACA+uzfL3h4CDk5//e0YUPhl1+E\nceMEQRD++EP46KN/vLR9u/DBB+LkrAYUOwAAICNRUULv3kJBwT826ugI27YJgiB8+KFQVPSP\nl3R1hbAwoXt3zSWsThQ7AAAgI25uwu7dZWzX1hYEQSguLuMlV1dh167qTaUpXGMHAABk5PLl\nsreXWenKf4sEMSsWAADISP36mnhLTUWxAwAAMuLoqIm31FRcYwcAAGQkM1Po2VOIj6/s/q1b\nCxERQuPG1ZlJcxixAwAAMtK4sXDsmNCyZaV2btlSOHZMNq1OoNgBAAA5ycrKikhPvzRoUKX2\nnj1bsLau5kQaxalYAAAgSXl5eQ8fPrx27dr169fv/M/du3cnKhR+gqBTmY/Q0RH8/IRJk6o7\nqsZQ7AAAQE1XUFDw4MEDZXVTNbl79+4VFxcbGRlZl9BLV7fH9OmlFyguBwsUAwAAVJPCwsL7\n9+/fKeHatWs3btwoKirS19dv3bp1p06drP/pH+9/1QLF5WCBYgAAgDeXkZFR6lzq9evXX7x4\noaenZ2FhYW1t3bFjx/fff19Z4KysrLS0tCr4xNdYbVhGCxRT7AAAgCZkZGSUOpcaFxf37Nkz\nXV3dli1bKqvbuHHjOnbs2KlTJ0tLSx2dSl0mV1rtXqCYYgcAANRM1eFUNe7WrVvZ2dmCIJib\nmyvPpY4bN045INeuXbs6ddRXSBwdhUuXythubi4IgpCcXPZb5IJr7AAAwOvLzMyMj48veUlc\nTExMSkqKIAjKaQ3KETjlgFyHDh3qV/fwWJkLFLdsKQQFCYIgvPee8ODBP16S1wLFFDsAAGqX\nly9Tq2QZeNXyIgqFQjU1VVXj2rVrZ2BgUA3xK+HhQ2HmTCEgQCguFrS1BScnYcMGoUWLCl6S\nBYodAAC1yKsmH5TqA5VfXqRjx45dunQxNDTUSPyqSE8X7t4VrKyEJk2q8JLEUewAAKhFXlXs\njh8/XrLGJSQkVHZ5EdQkFDsAAOTvxYsXjx49Sk5Ofvfdd8vcoW7dum3+qW3btmZmZhrOiTdE\nsQMAQPJUvS01NTUlJSUlJSU1NTUpKenx48ePHz9OSkp6+vRp+Z9QXFxc8RJxqPEodgAA1HR5\neXlPnjzJyMhITk5OSkpS/lf1NCMjIyUlRfk/9Lp16xoZGTVv3tzc3Fz1QPW0ZcuWr7oYjj4g\nDxQ7AABEVqq3vVzgKtnbLCwsKpzEUMnJE5Aoih0AoLZ77eU/KkmTva0yqvvXCxFR7AAAtdqb\nj2C9YW9TPWjRokVjuSyTC7FQ7AAAtVqFxe5VvU314NGjR8XFxQK9DTUAxQ4AUKu9qtj169dP\nOcM0IyNDuaVBgwZmZmbNmjUzNTVt3ry5qampqampubm5qalps2bNzM3Nq/1mWUBF1HfPXQAA\nZGTAgAHKAmdiYmJmZmZmZtagQQOxQwEVYMQOAFB7FRcX6+jolPkS/3+EFGmLHQAAAHGcOXPm\nnXfeETsFoE4UOwBArZOYmOju7j5w4MAuXbokJye/vAPDdZAoih0AoBZ58eLFypUrO3ToEBcX\nd/78eT8/PzMzs1I1jlYH6WLyBACgtggICJgzZ05+fv6GDRsmT55ccj4sZQ7ywIgdAED+IiMj\n+/fvP3bs2FGjRsXFxbm7u3PDe8gSxQ4AIGfp6emenp69evVq1KhRbGysr69vw4YNxQ4FVBeK\nHQBAngoKCnx9fVu3bn3s2LFDhw4FBARYW1uLHQqoXqxjBwCQoZMnT3p5eT18+PDLL7+cOXNm\nnTpcU45agRE7AICs3L59e/z48UOGDOnRo8eNGzc8PT1pdag9KHYAAJl49uyZj49P586d09LS\nIiMj/fz8TExMxA4FaBT/iAEASJ5Codi5c+fChQt1dXX/+9//uru7i50IEAcjdgAAaQsPD7e3\nt//000+nT59+8+ZNWh1qM4odAECqkpKSpk+fbmdnZ2FhERsb6+PjU7duXbFDAWKi2AEApCc/\nP9/X17d9+/YRERFBQUG///77W2+9JXYoQHxcYwcAkJiAgAAvL6+srKyvv/561qxZOjo6YicC\nagpG7AAAkhEXF+fo6Ojs7Dxy5Mj4+HhPT09aHVASxQ4AIAEZGRmenp5dunQpLCyMiory9fU1\nNDQUOxRQ43AqFgBQoxUXF+/atWv+/PlGRkYHDhwYMWKE2ImAmotiBwCouU6fPu3l5XX//n1v\nb28vLy99fX2xEwE1GqdiAQA10YMHD9zd3d9///1u3brFxcUtXLiQVgdUiGIHAKhZnj9/7uPj\n07Zt2xs3bgQHB/v5+TVr1kzsUIA0cCoWAFBTKBQKf3//BQsWFBYWbt68efLkyVpaWmKHAqSE\nETsAQI1w+fLlfv36TZkyxcXFJS4uzt3dnVYHVBXFDgAgsidPnnh6evbu3btx48bXrl1bsWKF\ngYGB2KEASaLYAQBEU1BQ4Ovr27p167Nnz546dSogIMDKykrsUICEaSkUCrEzAABqoxMnTnh6\neqakpCxdupQ7gwFqwYgdAEDTbt686eTk5Ojo2Ldv3xs3bnBnMEBdKHYAAM15+vSpj49P165d\nnz9/HhkZuXnz5qZNm4odCpAPljsBAGiC8s5gn332WcOGDXfu3Dlu3DixEwEyxIgdAKDahYWF\n2dvbz5gx45NPPrl69SqtDqgmFDsAQDV6+PChu7u7nZ1dy5YtY2NjfXx86tatK3YoQLYodgCA\navHixYuVK1e2b98+Njb23Llzv//+e8uWLcUOBcgc19gBANQvICDA09MzNzd39erV06ZN09Zm\nHAHQBP6mAQDUKTY2dtiwYc7Ozk5OTnFxcR9//DGtDtAY/rIBANQjPT3d09OzS5cuurq6sbGx\nvr6+jRo1EjsUULtwKhYA8KYKCwu3bt26aNEiY2PjgIAAR0dHsRMBtRTFDgDwRk6dOuXl5ZWY\nmLhw4cK5c+fq6emJnQiovTgVCwB4TfHx8ePHjx88eHD37t3j4uIWLlxIqwPERbEDAFTZs2fP\nfHx8OnfunJqaevnyZT8/P1NTU7FDAZD+qdh79+6lpKRYWFhYWFiInQUA5E+hUPj7+8+fP7+4\nuHjz5s2TJ0/W0tISOxSA/yOZEbvnz5+vW7fOw8NjyZIlycnJgiDExsb26tXLyspKuaB5v379\nbt26JXZMAJCziIiIvn37enh4fPjhhzdv3nR3d6fVATWKlkKhEDtDxTIzMx0cHGJiYpRPLSws\ngoKCHBwcHj16NHjwYCsrq9jY2DNnzpiaml66dImhOwBQu+TkZB8fny1btgwfPvzHH3+0tLQU\nOxGAMkhjxG7x4sUxMTGzZ8+OiIjYs2dPbm5u//79MzIygoKCAgMDN27cGBQUtHfv3tTUVB8f\nH7HDAoCsFBQU+Pr6tm/fPiIiIigoKCAggFYH1FjSGLGzsLBo27btqVOnlE937Njh4eExb968\n77//vuRuTk5Oly9ffvjwoRgZAUCGAgIC5s6dm5mZuWTJklmzZuno6IidCEB5pDFi9+jRo549\ne6qedu/eXRCEzp07l9qtQ4cOqampGk0GADJ148aNESNGODs7jxgxIj4+3tPTk1YH1HzSKHZm\nZmZhYWGqp8rHV69eLbVbdHQ08+0B4A1lZmZ6e3t37do1Pz8/MjLS19fX0NBQ7FAAKkUaxc7Z\n2fnMmTOffvrpuXPnNm/e/Nlnn1lbW2/YsOH48eOqfbZs2XL06NHhw4eLmBMAJK24uNjPz69d\nu3b79+/ftWvX8ePHO3XqJHYoAFUgjWvscnJyBg0aFB4ernzaoEGD06dPL168+NixY3369GnV\nqtW1a9diYmKYFQsAr+3MmTOenp63b9+eP3/+559/rq+vL3YiAFUmjWInCEJBQcGePXvCw8Ob\nNGkyefLkNm3aZGZmTps2bf/+/QqFQktLa+DAgZs2bbKxsRE7KQBITGJi4hdffLF7925XV9dV\nq1Y1a9ZM7EQAXpNkit2r5OTkJCYmmpqaGhsbi50FACTm+fPn69evX7ZsWYcOHdatW2drayt2\nIgBvRJLFLiMjIysr68WLF3p6esbGxo0bNxY7EQBIT0BAwJw5c/Lz85cvX86dwQB5kMbkCaXA\nwMBx48aZmJg0adLEysqqY8eONjY2RkZGTZs2dXZ2Vq1yBwAoX2RkZL9+/caOHTtq1Ki4uDju\nDAbIhjRG7AoKCiZNmuTv7y8IgrW1tZWVlaGhob6+fl5eXlZW1t27d+/cuSMIgru7+5YtW3R1\ndcXOCwA11JMnT/7zn/9s2LDB0dFx3bp1VlZWYicCoE51xA5QKcuXL/f3958wYcLKlSvLvJVN\nQkKCt7e3n59f586dFyxYoPmEAFDDFRQU/PTTT19++aW5ufnhw4eHDh0qdiIA6ieNETtra2sT\nE5OQkBBt7VeeO1YoFPb29unp6XFxcZrMBgA134kTJ7y8vJKSkr788suZM2fWqSONf9UDqCpp\nXGOXlJTUr1+/clqdIAhaWloODg4JCQkaSwUANd+tW7fGjx/v6Ohob29/48YNT09PWh0gY9Io\ndpaWlqGhoeXvo1Aozp8/b25urplIAFDDPXv2zMfHp0uXLmlpaZcuXdq8ebOJiYnYoQBUL2kU\nOw8Pj3Pnzrm7u9+9e7fMHRITE93d3YODg93c3DScDQBqGoVC4efnZ2Njs3Xr1v/+97+nTp3q\n2rWr2KEAaII0rrHLz8+fOnXq7t27BUGwtLS0sbFp3Lixvr5+fn5+ZmbmvXv3bt++LQjC6NGj\n9+7dy21wANRm4eHhnp6eV65cWbBggbe3d926dcVOBEBzpFHslI4ePbp58+aQkJCUlJSS201N\nTR0cHKZMmeLk5CRWNgAQXVJSkre39+7du52dnb///vu33npL7EQANE1KxU4lKysrKyvr2bNn\ndevWNTIy4s4TAGq5/Pz8jRs3LlmypG3btr6+vvb29mInAiAOSRY7AIBKQECAl5fXixcvfHx8\npk2bVv4CAgDkTcJ//3/++WcvLy+xUwCAaOLi4hwdHZ2dnUeOHBkXF/fxxx/T6oBaTsI/Av76\n6y9fX1+xUwCACDIyMjw9Pbt06VJYWBgVFeXr69uoUSOxQwEQH8tUAoCUFBcX79q1a/78+UZG\nRgcOHBgxYoTYiQDUIBQ7AJCM06dPe3l53b9/39vbe+7cuXp6emInAlCzSKzYLViwQLVG8aVL\nlwRBGDt2rOpVf39/cWIBQDV78ODBokWLdu/e7erqevz4cVNTU7ETAaiJJDYrtmfPnlFRUcrH\nxcXFCoVCR0dH9WphYaFIuQCgujx//vy7775buXJlt27dfH19+/TpI3YiADWXxIpdSSNHjjx8\n+LB08wNA+RQKhb+///z584uKir799tvJkydraWmJHQpAjSbhWbEAIGOXL19W3lNn4sSJcXFx\n7u7utDoAFaLYAUDNkpaW5unp2bt3byMjo+vXr69YscLAwEDsUACkQcLFrmnTpi1atBA7BQCo\nTUFBga+vb+vWrc+ePXvq1KmAgIBWrVqJHQqAlEj4GjsAkJMTJ054enqmpKQsXbp01qxZJWeG\nAUAlSXjE7unTpxcvXgwMDBQEISsri4YKQKJu3rw5cuRIR0fHvn373rhxw9PTk1YH4PVIstil\npKRMnDjRyMjIzs7O0dFREIT169e3b9/+/PnzYkcDgCrIzMz09vbu2rVrbm5uZGTk5s2bmzZt\nKnYoABImsQWKBUF49OiRra1tQkKCnZ2d8kehIAgGBgbx8fFDhgwJDQ3t0qWL2BkBoALKO4N9\n9tlnDRs23Llz57hx48ROBEAOpDdi5+Pjk5iYePDgweDg4FGjRik3enl5nThxorCw8OuvvxY3\nHgBUKCws7N13350xY8Ynn3wSExNDqwOgLtIrdgcPHnR2dnZyciq1/b333hs7dmxISIgoqQCg\nMh4+fOju7m5nZ9e2bdvbt2/7+Pjo6+uLHQqAfEiv2KWmplpaWpb5krm5eWpqqobzAEBlvHjx\nYuXKle3bt4+NjT137pyfn5+ZmZnYoQDIjfSusWvRokVoaGiZL124cIGV7QDUQAEBAZ6ennl5\neatXr542bZq2tvT+UQ1AEqT3w2Xs2LFnz55dvnx5yfVNCgsLFy1aFBoaOnr0aBGzAUApUVFR\n/fv3Hzt2rJOTU2xs7Mcff0yrA1B9pLdAcWZm5rvvvhsbG9uqVSs9Pb2bN2+6urpeuHDh3r17\n1tbWYWFhxsbGYmcEACE9Pf2rr77asGGDo6Ojr6+vtbW12IkAyJ/0ip0gCBkZGd7e3rt27Xr+\n/Llyi66u7rhx49asWdOsWTNxswFAYWHh1q1bFy1aZGxs/MMPPyiX2wQADZBksVPKz8+PjY3N\nzMw0MDDo0KFD/fr1X+9zYmNjVQXxVbS1tXv06PF6nw+gVjl58qSXl9fDhw8XLlw4d+5cPT09\nsRMBqEWkN3lCRU9Pr06dOjk5OYWFhS9evHi9YhcfH9+pU6fKtNvCwkJu8gOgHLdv3/7iiy/2\n7dvn6up66tQpExMTsRMBqHWkUexcXFy6dOmyaNEi1ZbLly9/+OGH0dHRyqd16jmCLpIAACAA\nSURBVNSZNGnSmjVrqnqBXevWrbOysgoLC8vZJywsbNiwYUVFRRQ7AGV69uzZqlWrVq5caWtr\nGxkZ2bVrV7ETAailpHEqVktLa9CgQSdOnFA+jY2N7dOnT05OTufOnXv37l1QUHDx4sVbt251\n7NgxODjY0NBQvUcPDg62t7fPy8vjlAqAUhQKhb+//7x58xQKxTfffOPu7i52IgC1miRn3S9e\nvDgnJ+c///lPdHT0L7/84ufnFxsb6+Pjc/369WXLlomdDoAMab1EEISIiIi+fft6eHhMnTr1\n1q1btDoAopPkiF3jxo1btGgRExOj/Nmq0rdv36SkpDt37qj36IzYAbVcqR81Ktra2sOHD//x\nxx9fdTscANAwSY7YaWlpdevW7eUftX369Hn48KEokQDUQmfOnAkICKDVAag5JFnsevfuff/+\n/Ze3X79+vUmTJprPA6B26tu3r9gRAOAfJFPszp4926tXr48++mjdunUODg7BwcGHDx8uucO6\ndesCAwOHDBkiVkIAAABxSeMau7lz50ZHR1+9ejU1NVW1sX79+k+fPtXS0rp27Zqjo+ODBw+a\nNGkSERFhZWWl3qNzjR1Qy73qGjtJ/PwEUKtIYx27H374QfkgJSXl6tWrypKXmZmp+mmbmJg4\naNCg9evXq73VAajNFArFzz//LHYKAKgsaYzYla+wsDAnJ8fIyKiaPp8RO6B2evz48UcffXTy\n5Mnly5d7eXmVelUGPzwByI9krrEr07Vr1w4dOnTmzJni4mKxswCQlePHj3fv3j0lJSUqKsrT\n01OhUKiaXMnHAFCjSKPYubi4fPPNNyW3XL58uVu3bp07d3Zycnr//ffNzMymTJny5MkTsRIC\nkI3c3Fxvb29HR8dx48ZduHChbdu2qpeodABqOGmciuWWYgA04/r165MmTXr06NH27duHDh0q\ndhwAqBppjNiVwi3FAKidQqH473//26tXL2tr65iYGFodACmS5IgdtxQDoF6pqalTp05VzpPw\n9PQUOw4AvCZJjthxSzEAanT8+PFu3bolJycr50mIHQcAXp8kix23FAOgFiXnSQQHB5ecJwEA\nUiSNBYqF/91SrGvXrt26dXNwcFi6dOnhw4dHjBih2kF5SzF3d3cRQwKQkOvXr7u6uiYnJx86\ndGjYsGFixwEANZBGsfPy8lLebSIiIkK1cfz48S/fUszHx0e8mACkQXk/iblz5w4dOvTEiRPG\nxsZiJwIA9ZBGseOWYgDUJTU19aOPPjpx4gTzJADIjzSKnYqZmZmZmdngwYNLbmzXrt2TJ0+q\n75ZiAGTjxIkTU6ZMadKkSVhYWOfOncWOAwBqJsnJE6XUqVOHVgegfHl5ed7e3sOGDRs7duyl\nS5dodQBkSWIjdgDwGmJjYydNmsQ8CQCyJ4cRO6XMzMzu3bt3795d7CAAahY/P7+ePXu2atXq\n2rVrtDoA8iafEbvCwsIrV66InQJADcI8CQC1jXyKnZGRUWRkpNgpANQUqnkSoaGhXbp0ETsO\nAGiCfE7F6ujocCoWgPDPeRIRERG0OgC1h7RH7IqLix88eJCRkWFtbd2oUSOx4wAQn2qeREBA\ngKOjo9hxAECjJDNip1Aojh8/vnz58l9//TU/P18QhFOnTrVv375Vq1Y9evRo2rSpm5tbenq6\n2DEBiMnPz69Xr16tWrWKiYmh1QGohaQxYldQUODs7BwQEKB82qdPn23bto0cOTI3N7dXr14m\nJiZRUVG7d++OiooKDg5m6A6ohVJTU6dNm6b859+cOXNUt6UBgFpFGiN2a9asCQgIcHZ23r17\n9/z588PDw99//30dHZ1z586FhYUdPnz43r178+fPv3bt2rfffit2WACaduLEie7du9+5cyc0\nNNTT05NWB6DW0lIoFGJnqFjHjh0bNWp08eJF5dOFCxd+9913X3311dKlS1X7KBQKW1vbJ0+e\n3L59W71HDw4Otre3z8vL09PTU+8nA3hDBQUF33zzzbJly2bOnPndd9/p6+uLnQgAxCSNEbu7\nd+/269dP9dTFxUUQhE6dOpXcR0tLy9bW9sGDB5oOB0AkcXFxffr02bRp08GDB319fWl1ACCN\nYtesWbP4+HjVUxsbm1mzZhkYGJTaLS4uztjYWLPRAIhDeT8JU1PTqKio4cOHix0HAGoEaRS7\nIUOGHDhwYNu2bcoTxw0bNly/fv3QoUNVOxQXF69aterYsWMjR44ULyYATUhLSxs9evT06dO/\n+eabI0eOmJmZiZ0IAGoKaVxjl5ycbGdnl5CQ0LVr15fvG/bHH394eXklJSVZWFiEh4er/ac8\n19gBNcfJkyenTJnSuHHjX3/9lZWHAaAUaYzYmZubR0REzJgxo2PHji+/mp2dnZaWNmHChIsX\nL/Jvd0CuCgoKfHx8hg4d6uzsfOnSJVodALxMGiN25Xv+/Lm2tnbdunWr6fMZsQNEFxcXN2nS\npIcPH27bto0r6gDgVaQxYleO/Pz8am11AESnmidx5coVWh0AlEPyxe7tt9+uV6+e2CkAVIu0\ntLQxY8YwTwIAKkkatxQDUAup5kmEhoZ27dpV7DgAIAGSH7EDID+l5knQ6gCgkhixA1CzxMXF\nubq6JiYm/vXXXyNGjBA7DgBICSN2AGoQ5TyJpk2bRkVF0eoAoKokP2K3YsWKzMxMsVMAeFOZ\nmZmffPLJX3/9tWLFijlz5mhpaYmdCACkR/LFjnuIATJw6tQpd3d35kkAwBviVCwAMRUWFvr4\n+AwZMmTEiBFhYWG0OgB4E5IfsQMgXTdu3Jg0aRLzJABAXRixAyAO5kkAgNpR7ABoWmZm5sSJ\nE6dPn75s2bLAwEBzc3OxEwGATHAqFoBGKedJGBoaXrx4sVu3bmLHAQBZYcQOgIaUnCcRHh5O\nqwMAtWPEDoAmqOZJHDhwgFWKAKCaMGIHoNop50kYGxtHRUXR6gCg+lDsAFSjrKws5TyJxYsX\nM08CAKobp2IBVJfTp0+7u7s3atSIeRIAoBmM2AFQP+U8icGDBw8fPpx5EgCgMYzYAVCzu3fv\nurq63r59m3kSAKBhjNgBUCc/P7+uXbsaGBhcuXKFVgcAGkaxA6AeWVlZkyZNYp4EAIiIU7EA\n1EA1TyIkJKR79+5ixwGAWooROwBvpNQ8CVodAIiIETsAr+/u3btubm63bt36888/nZycxI4D\nALUdI3YAXpNynkT9+vWjoqJodQBQE1DsAFSZcp7Exx9/vHjx4qNHjzZv3lzsRAAAQeBULICq\nCgkJcXV1rVu37sWLF7miDgBqFEbsAFSWcp6Eg4ND3759IyIiaHUAUNMwYgegUu7du+fq6so8\nCQCoyRixA1AxPz+/Ll26ME8CAGo4ih2A8mRlZbm6ujJPAgAkgVOxAF4pJCTEzc1NX1+feRIA\nIAmM2AEog2qehL29PfeTAACpYMQOQGn37t1zc3O7efPm/v37R40aJXYcAEBlMWIH4B+U95Oo\nV69eVFQUrQ4ApIViB+D/ZGVlubm5TZs27d///jfzJABAijgVC0AQBOHixYuurq56enqhoaE9\nevQQOw4A4HUwYgfUdsp5En379rW3t4+IiKDVAYB0MWIH1GrKeRI3btxgngQAyAAjdkDt9ccf\nf/To0aNu3brMkwAAeaDYAbVRdna2m5ubq6urp6fnsWPHWrRoIXYiAIAacCoWqHWYJwEAcsWI\nHVCLME8CAORN8iN29+7dS0lJsbCwsLCwEDsLUKMlJCS4ubnFxcXt27dv9OjRYscBAKifZEbs\nnj9/vm7dOg8PjyVLliQnJwuCEBsb26tXLysrKzs7u5YtW/br1+/WrVtixwRqqD/++KN79+76\n+vpRUVG0OgCQK2mM2GVmZjo4OMTExCifbt++PSgoaNCgQY8ePRo6dKiVlVVsbOyZM2f69u17\n6dIlhu6AkrKzs2fOnLl3794vvvhi6dKl2tqS+eccAKCqpFHsFi9eHBMTM3v27ClTpty8eXPO\nnDn9+/fPyMgICgpycHBQ7vP777+7uLj4+Phs2bJF3LRAzXHx4kU3NzddXd2LFy++/fbbYscB\nAFQvaRS7AwcODBgwYN26dYIgvPPOO/n5+R4eHvPmzVO1OkEQxo8fv3PnziNHjogXE6hBCgsL\nV69evWTJEhcXl40bNzZo0EDsRACAaieNkzKPHj3q2bOn6mn37t0FQejcuXOp3Tp06JCamqrR\nZECNlJCQMGDAgBUrVuzcudPPz49WBwC1hDSKnZmZWVhYmOqp8vHVq1dL7RYdHW1qaqrRZEDN\no5wnoaenFxMTM2HCBLHjAAA0RxrFztnZ+cyZM59++um5c+c2b9782WefWVtbb9iw4fjx46p9\ntmzZcvTo0eHDh4uYExBXdnb25MmTJ02a5Onpefz4ce4nAQC1jZZCoRA7Q8VycnIGDRoUHh6u\nfNqgQYPTp08vXrz42LFjffr0adWq1bVr12JiYkxNTatjVmxwcLC9vX1eXp6enp56PxlQo9DQ\nUFdX1zp16uzZs4d5EgBQO0mj2AmCUFBQsGfPnvDw8CZNmkyePLlNmzaZmZnTpk3bv3+/QqHQ\n0tIaOHDgpk2bbGxs1H5oih1quJLzJH766ScDAwOxEwEAxCGZYvcqOTk5iYmJpqamxsbG1XQI\nih1qsoSEhMmTJ1+9enXjxo0uLi5ixwEAiEkay52UkpGRkZWV9eLFCz09PWNj4w4dOoidCBDH\nH3/8MX369B49ely9epWluQEA0pg8oRQYGDhu3DgTE5MmTZpYWVl17NjRxsbGyMioadOmzs7O\np06dEjsgoDnZ2dnu7u6TJk2aM2fO8ePHaXUAAEEqI3YFBQWTJk3y9/cXBMHa2rpbt26Ghob6\n+vp5eXlZWVl3797dv3///v373d3dt2zZoqurK3ZeoHqFhYW5urrq6OiEhoYyTwIAoCKNYrd8\n+XJ/f/8JEyasXLnS0tLy5R0SEhK8vb39/Pw6d+68YMECzScENKOoqOj7779nngQAoEzSmDxh\nbW1tYmISEhJSzv3LFQqFvb19enp6XFyceo/O5AnUEMp5EtHR0Zs2bWKeBADgZdK4xi4pKalf\nv37ltDpBELS0tBwcHBISEjSWCtCkP/74o0ePHnXq1ImJiaHVAQDKJI1iZ2lpGRoaWv4+CoXi\n/Pnz5ubmmokEaEx2dvb06dOZJwEAqJA0ip2Hh8e5c+fc3d3v3r1b5g6JiYnu7u7BwcFubm4a\nzgZUq7CwsHfeeef48eNnz5718fHR0dEROxEAoOaSxjV2+fn5U6dO3b17tyAIlpaWNjY2jRs3\n1tfXz8/Pz8zMvHfv3u3btwVBGD169N69e/X19dV7dK6xgyiYJwEAqCppFDulo0ePbt68OSQk\nJCUlpeR2U1NTBweHKVOmODk5VcdxKXbQvPv370+ePPnKlSsbN26cOHGi2HEAANIgjeVOlIYO\nHTp06FBBELKysrKysp49e1a3bl0jI6PGjRuLHQ1QJ39//48//rh79+4xMTFcUQcAqDwpFTsV\nQ0NDQ0NDsVMA6peTkzN//vytW7cuWrRoyZIlXFEHAKgSSRY7pZ9//vnatWtr164VOwigHsr7\nSRQVFZ05c+bdd98VOw4AQHqkMSu2TH/99Zevr6/YKQA1KCoqWrlyZd++fe3s7KKjo2l1AIDX\nI+ERO0AeVPMkduzYwTwJAMCbkPCIHSAD/v7+PXr0KCgoiIyMpNUBAN6QxEbsFixYoFqj+NKl\nS4IgjB07VvWqv7+/OLGAqmOeBABA7SRW7E6fPh0VFaV8XFxcLAjCgQMHRE0EvI7w8PBJkyYV\nFhYyTwIAoEYSOxUbERFR+D/Dhw8XBKGwBLHTARUrLi729fW1t7e3s7O7evUqrQ4AoEYSG7ED\nJE01T2L79u2TJk0SOw4AQG4kNmIHSNe+ffuU8yQuX75MqwMAVAcJF7umTZu2aNFC7BRAxXJy\ncqZPn+7i4jJ79uxz585ZW1uLnQgAIE8SPhW7fft2sSMAFQsPD3d1dS0oKAgKCrK3txc7DgBA\nziQ8Yvf06dOLFy8GBgYKgpCVlaVQKMROhNpOqwRBEBQKha+vb9++fW1tbaOjo2l1AIDqJsli\nl5KSMnHiRCMjIzs7O0dHR0EQ1q9f3759+/Pnz4sdDbWXssyVfDpgwIAvv/xy69atfn5+DRs2\nFCsYAKD2kN6p2EePHtna2iYkJNjZ2eXm5kZGRgqCYGBgEB8fP2TIkNDQ0C5duoidEbVOqVan\ndObMmfj4eK6oAwBojPRG7Hx8fBITEw8ePBgcHDxq1CjlRi8vrxMnThQWFn799dfixgNKotUB\nADRJesXu4MGDzs7OTk5Opba/9957Y8eODQkJESUVarMyh+sAANA86RW71NRUS0vLMl8yNzdP\nTU3VcB6AiTsAgBpCesWuRYsWoaGhZb504cIFVrYDAAC1lvSK3dixY8+ePbt8+fKSwySFhYWL\nFi0KDQ0dPXq0iNlQa5U5aMdIHgBAw7Qk9/+ezMzMd999NzY2tlWrVnp6ejdv3nR1db1w4cK9\ne/esra3DwsKMjY3Ve8Tg4GB7e/u8vDw9PT31fjLk5PPPP1+xYoXqqeT+ZgEAZEB6I3aNGze+\ncOHCxx9//Pjx45s3bwqCsHv37ocPH06aNCk4OFjtrQ6ojJycnE2bNm3dulXxP2InAgDURhWP\n2D179uzo0aNBQUGXLl1KTU3NyMioV69ey5Ytu3fvPnjwYEdHR319fc1kLSU/Pz82NjYzM9PA\nwKBDhw7169evpgMxYocKff/992vXrr1z5w5/SAAAIiqv2CUlJa1fv37z5s0ZGRmCIOjo6DRs\n2LBBgwaZmZnPnj1T7mNkZDRz5kxPT8+mTZtqKLIgZGRkZGVlvXjxQk9Pz9jYuHHjxq/9UfHx\n8e3atSsqKqpwT4odXqWgoMDGxmbWrFkLFiwQOwsAoFYru9gVFxevW7du8eLF+fn5gwYNGjt2\nrK2tbdu2bXV1dZU75ObmxsTEBAcHHzt27OjRo3p6el9++eW8efN0dHSqL2tgYOAvv/wSFBSU\nlpZWcruxsXH//v1nzpw5cODA1/jYK1euFBYWlrNDdHT01KlTKXZ4le3bt3t6et6/f9/Q0FDs\nLACAWq3sYqe8Z5e3t/eUKVMqHA9LSUnZtm3b6tWrW7du/aqFSN5QQUHBpEmT/P39BUGwtra2\nsrIyNDTU19fPy8vLysq6e/funTt3BEFwd3ffsmWLqn2qC6diUQ6FQtG1a9cRI0aUnDkBAIAo\nyr5XrKOj4/z58xs0aFCZjzAzM/v8889nzpz53XffqTXb/7d8+XJ/f/8JEyasXLmyzNWJlTXU\nz8+vc+fOnA6DJh0+fPjGjRtHjhwROwgAABJZ7sTa2trExCQkJERb+5XTeBUKhb29fXp6elxc\nnHqPzogdytG/f38bG5tffvlF7CAAALxiuZPu3btPmzZNw1HKkZSU1K9fv3JanSAIWlpaDg4O\nCQkJGksFhIeHnzt37t///rfYQQAAEIRXnYq9cuXKm0w1VTtLS8sKr95TKBTnz583NzfXTCRA\nEIQVK1Y4OTl16tRJ7CAAAAiCVBYo9vDwOHfunLu7+927d8vcITEx0d3dPTg42M3NTcPZUGvd\nvHnzwIEDXNMJAKg5yh6xq2nmzZt37dq1nTt37ty509LS0sbGpnHjxvr6+vn5+ZmZmffu3bt9\n+7YgCKNHj160aJHYYVFbrF69umfPnn379hU7CAAA/+eVxa6goKDUcnGvooGlifX09Hbt2jV5\n8uTNmzeHhIScPHmy5KumpqbOzs5TpkxxcnKq7iSA0uPHj3fu3Llnzx6xgwAA8P+VPStWS0ur\n8h+h+Xm1WVlZWVlZz549q1u3rpGRUXVfDsisWLxs0aJF+/btu379evlzegAA0KRXjtg1aNDA\nxsZGk1Eqz9DQULnEf05OTkJCQnp6esuWLdW+LjHwKs+ePdu8efOKFStodQCAGuWVxa5nz55B\nQUEaTFKBW7duffnll23btvXx8REEIT4+3tPTMzAwUHmbV0NDw0mTJi1btqxJkyYiB0UtsHnz\n5jp16jBTBwBQ00hj8sT169ft7Oyys7NnzpwpCMLt27dtbW2fPHnSunXrd955R6FQREZGbty4\n8ejRoxcvXjQxMRE7L+SsoKDA19fXy8urbt26YmcBAOAfpHEiadGiRc+fPz948OCPP/4oCMLC\nhQufPHny9ddf37x5c+/evb///vuNGzfWrl17586dpUuXih0WMvfrr79mZGR88sknYgcBAKC0\nV06e6N+/f805FWtmZjZw4EDVDMRGjRrZ2Nhcvny51G4jRoyIiop6+PCheo/O5AmU1KNHj/ff\nf3/VqlViBwEAoLSyT8UuXLjQ2tpaw1HKkZOT07x5c9VTLS2tNm3avLxbhw4dTp06pcFcqHX+\n/vvva9eu/fXXX2IHAQCgDGWP2NU0ffr0SU9Pj46OrlevniAIY8aMiYqKiouLK3mRU1FRUY8e\nPRQKxdWrV9V7dEbsoDJgwIBWrVpt27ZN7CAAAJRBGtfYeXp63r59e9iwYbdu3RIEYcWKFenp\n6W5ubqollBMTE8eNG3f16tV//etfoiaFnIWHh585c2bevHliBwEAoGyvP2KXlZU1dOhQQRAa\nNmxoZ2fn7e1dv359tWb7h8WLF3/77bdaWlpvv/12jx49UlJSAgICdHV1W7durVAobt68qVAo\nxo4d+9tvv+no6Kj30IzYQWncuHG5ubkBAQFiBwEAoGyvX+zS0tKUC4sEBgbu2bMnOzv7zz//\nVGu20sLCwjZs2HDkyJHU1NSS23V0dHr16vXJJ5+4u7tX6Z4ZlUSxgyAId+7cadu27alTp/r1\n6yd2FgAAyvb6xa6wsDAiIkIQBFtbW0EQ7t2716pVKzUmK8fjx4+TkpKePXumra1taGjYunVr\nfX396jscxQ6CIHz66aeXLl0KCwsTOwgAAK/0+gsU16lTR1nplDTW6gRBMDU1NTU11djhgMeP\nH+/YsWPXrl1iBwEAoDzSmDwBiGv9+vUtW7YcM2aM2EEAAChP2SN2t2/frvxH2NjYqCnMG8nM\nzHzvvfcEQYiKihI7C2Tl2bNnGzdu/Pbbb7W1+YcQAKBGK7vYlbn876vUkJXwCgsLr1y5InYK\nyNDPP/+so6MzefJksYMAAFCB8q6xMzAw6N+/v1TudG5kZBQZGSl2CshNYWHh2rVrPT09lYtj\nAwBQk5Vd7GbPnr1///6HDx+ePXvWyclp3Lhxw4YNq+ENT0dHp3v37mKngNz89ttvaWlp06dP\nFzsIAAAVe+VyJwqFIiQkxN/ff9++fffv32/YsGENbHjFxcUPHjzIyMiwtrZu1KhRNR2F5U5q\ns7fffnvAgAGrV68WOwgAABWr1Dp2YWFhyoZ3584dAwMDZcNzdHTUZMNTKBQnTpyIiIho1aqV\ns7Oznp7eqVOnPvnkE+VNxnR1dcePH79u3bomTZqo/dAUu1orMDBw1KhRt2/ffuutt8TOAgBA\nxaq2QPHly5eVDe/mzZsGBgYjR44cN27cBx98UH35lAoKCpydnVW3curTp8+2bdveeeed3Nzc\nnj17mpiYREVFJSUlderUKTg4WO1DdxS7WmvQoEEWFhY7duwQOwgAAJXymneeCA8PnzNnzsWL\nFwWNzIpduXKlt7e3s7PzBx98EBkZuWbNGjMzs+zs7MDAQHt7e0EQCgoKvvjii++//37hwoUr\nVqxQ79EpdrVTRERE7969L1++zLWbAACpqFqxy8zMPHTo0J9//hkYGPj8+XM9Pb1Bgwb9/fff\n1ZdPqWPHjo0aNVL2SEEQFi5c+N1333311VdLly5V7aNQKGxtbZ88eVKlRfgqg2JXO02YMOHp\n06eHDx8WOwgAAJVVqQVXU1JSNm3aNHToUFNT08mTJx85cmTIkCE7d+58/PixBlqdIAh3794t\need1FxcXQRA6depUch8tLS1bW9sHDx5oIA9k7+7du/v371+wYIHYQQAAqILy1rGLj4//888/\n//zzz5CQEIVC0bBhww8++MDZ2Xn48OENGjTQWERBEJo1axYfH696amNjM2vWLAMDg1K7xcXF\nGRsbazIY5Or777/v0aOH8l4mAABIRdnFzsfH588//4yOjhYEwcjIaPLkyc7OzkOGDBFroZMh\nQ4b88ssv27Zt8/Dw0NLSatiw4fr160vuUFxcvHr16mPHjv3rX/8SJSHk5MmTJzt27Ni+fbvY\nQQAAqJqyr7HT0tISBMHMzGzMmDEDBw7U1dUt5yM0cGf05ORkOzu7hISErl27vnzfsD/++MPL\nyyspKcnCwiI8PNzMzEy9R+cau9rmyy+/3LVr182bN3V0dMTOAgBAFZR3KlZ5ad2mTZvK/wgN\nzIo1NzePiIj48ssv09PTX341Ozs7LS1twoQJq1evVnurQ23z/Pnzn3766euvv6bVAQAkp+xi\nt2jRIg3nqFDTpk03bNhQ5ksTJ050dXWtOffDgKRt2bJFW1t7ypQpYgcBAKDKyi52y5Yt03CO\n15afn6+trU2rg1oUFRWtW7du9uzZ9erVEzsLAABVVqnlTmqyt99+m/8HQ1327t2bkpLy6aef\nih0EAIDXUfaI3WvPB/Tw8HjtKIDoVq9e/a9//YtFcwAAElV2sfvwww9f7+ModpCuY8eORUdH\n79+/X+wgAAC8prKLXWxsrIZzAKJbtWqVi4uLpaWl2EEAAHhNZRe79u3bazgHIK4rV66cPHny\n0qVLYgcBAOD1lbeOnVJhYWFUVFRycnJ2draBgUGrVq06depUp07Fb9SMFStWZGZmip0Ckrdi\nxYqhQ4f26NFD7CAAALy+8vrZrVu3li1btm/fvmfPnpXc3qhRo/Hjxy9ZsuStt96q5ngVGzly\npNgRIHl379719/c/evSo2EEAAHgjZd9STBCEgwcPTpw48fnz5/Xr17e1tbW0tNTT08vJybl1\n61ZUVFRBQYGBgcFvv/02YsQIDSfWPG4pJnuzZ8++ePFieHi42EEAAHgjt/muyQAAIABJREFU\nZY/YXb9+fcKECXl5ed7e3osXL27QoEHJV9PS0lavXr1q1apx48ZduXKlTZs2GokKVIv09PRt\n27Zt3bpV7CAAALypshcoXrNmTW5u7vLly5cvX16q1QmC0LRp0+XLl3/33XcvXrz44Ycfqj8k\nUI3WrVtnamr6wQcfiB0EAIA3Vfap2NatWz9+/DgjI6OcSRK5ublGRkZWVlbXr1+vzoTi41Ss\njD1//rxVq1Y+Pj4zZswQOwsAAG+q7BG75OTkNm3alD/1tW7duu3atUtISKieYIAmbN26tbi4\neMqUKWIHAQBADcoudrm5uQ0bNqzwzY0aNXr+/Lm6IwEaUlRUtHbt2jlz5rx8vQEAAFJUdrFT\nKBRaWloVv1m77LcDkuDv75+cnMxJWACAbNDMUHutWrVq2rRpTZs2FTsIAADq8cqr6BITE9eu\nXVv+mxMTE9WdB9CQkydPRkVF7d27V+wgAACoTdmzYitzHlblVUscywazYmVp2LBhxsbGu3fv\nFjsIAABqU/aI3apVqzScA9Ck6OjoY8eORUREiB0EAAB1euUtxaDCiJ38uLm5paamcnNYAIDM\nlLdSHSBLDx48+P333//++2+xgwAAoGZlz4qdOHFiVVcevnXr1vjx49URCaheq1ev7tix46BB\ng8QOAgCAmpVd7LS0tNq1azdz5syoqKgKPyIkJGTq1KkdO3as0pQLQBTp6em//PKLt7c3f1wB\nAPJT9qnYPXv2HD58eMaMGT/99JONjY2zs7OtrW3Hjh2bNm1av379rKystLS0a9eunT9//tix\nYzdu3LC0tNy7dy+3UUfNt2HDBhMTk7Fjx4odBAAA9Stv8kR+fv6ePXvWrFlz9erVV+3TvXt3\nT09PNze38m8sK2lMnpCN3NxcKyurRYsWzZo1S+wsAACoX3ltTE9Pz8PDw8PD49q1a0FBQZcv\nX378+HFWVlaTJk3Mzc27dOkyYsQIS0tLjWUF3tC2bdvy8/M//PBDsYMAAFAtKjXM1qlTp06d\nOlV3FKBaFRUV/fDDD7Nnz27QoIHYWQAAqBblFbvk5OTjx48/efKkRYsWQ4YMady4scZiAWq3\nf//+hw8fzpw5U+wgAABUl1cWu6+++uqbb74pKChQPjUwMPD19Z06daqmggFqtmbNmqlTp5qY\nmIgdBACA6lJ2sdu5c6ePj4+enp6Li4u1tXVMTExAQMC0adNatWo1cOBADUcE3tzp06fDw8N3\n7doldhAAAKpR2cVuy5YtgiAcOnRo8ODByi27d+92c3Nbv349xQ5StGrVqrFjx7Zu3VrsIAAA\nVKOylztp0qSJmZnZ9evXS25s3ry5trZ2YmKiprLVFCx3InVXr17t1q1beHj4O++8I3YWAACq\nUdl3nsjOzjY2Ni610crKKjU1tfojAWq2atWqgQMH0uoAALJX9qnYoqIiHR2dUht1dXXz8/Or\nPxKgTomJiXv37j148KDYQQAAqHZlj9gBsrFmzZr27dsPGTJE7CAAAFQ72d4HDBAEISMjY8uW\nLRs3btTS0hI7CwAA1e6VxS4xMXHt2rWltgiCUGqjIAheXl7VkQx4cz/99FPjxo3Hjx8vdhAA\nADSh7FmxVRreKPMT5IRZsRKVl5dnZWW1cOFCT09PsbMAAKAJZY/YrVq1SsM5ALXbvn17Xl7e\nRx99JHYQAAA0pOxiN3/+fA3nANSruLh49erVM2fONDAwEDsLAAAawqxYyNOff/754MGDGTNm\niB0EAADNodhBnlavXv3hhx+amZmJHQQAAM1huRPI0JkzZ8LCwnbs2CF2EAAANIoRO8jQqlWr\nPvjggzZt2ogdBAAAjZL8iN29e/dSUlIsLCwsLCzEzoIaITY29siRIxcuXBA7CAAAmiaZEbvn\nz5+vW7fOw8NjyZIlycnJgiDExsb26tXLysrKzs6uZcuW/fr1u3XrltgxIb6VK1f279/f1tZW\n7CAAAGiaNEbsMjMzHRwcYmJilE+3b98eFBQ0aNCgR48eDR061MrKKjY29syZM3379r106RJD\nd7XZw4cPf/311wMHDogdBAAAEVRc7MoZ+dDR0alfv37Lli0HDBjg6uqqrV1d43+LFy+OiYmZ\nPXv2lClTbt68OWfOnP79+2dkZAQFBTk4OCj3+f33311cXHx8fLZs2VJNMVDz/fDDD+3atRs2\nbJjYQQAAEEHZtxQrqXPnzo8ePUpLSxMEQU9Pz8zMLDs7OzMzs9RuAwYMCAwMrKabbllYWLRt\n2/bUqVPKpzt27PDw8Jg3b973339fcjcnJ6fLly8/fPhQvUfnlmJSkZ2d/dZbb61fv37y5Mli\nZwEAQAQVj7H99ttvBQUFDg4OoaGhubm5CQkJGRkZsbGxjo6OJiYmsbGxSUlJc+fOPX369Jo1\na6op5aNHj3r27Kl62r17d0EQOnfuXGq3Dh06pKamVlMG1HwbNmxo2LDhhAkTxA4CAIA4Ki52\n8+bNMzY2/vvvv3v37q2lpaXc2L59+3379hkZGc2fP9/c3HzNmjX29vZ79uypppRmZmZhYWGq\np8rHV69eLbVbdHS0qalpNWVADZeXl7d+/fp///vfDKwC+H/s3Xtcz/f///Hnm46USofltFL5\nziFnliSNJixki2+OMcOcz8ZmNofPZCKHGJHDWBtjxmjLYRMRYUNJaQg5hOhEOr9/f7y+n/ev\n5WzV6/16d7v+9X49X8/363V/v5+X6bHn+/V6voBK68WF3dGjR7t16/bkAzeNjY27dOkSGRkp\nbbq6ul65cqXM80l8fX0PHz48evToqKiokJCQTz75xMHBYdWqVQcOHND0CQ0N3bdv33vvvVdO\nGaDlNm/enJubO3z4cLmDAAAgmxffPFG9evWUlJSn7rp+/bq+vr70Oj8/39DQsCyjlTB//vzo\n6Og1a9asWbNGirR169bPP//cy8vLxcXF3t4+Pj7+/PnzNjY2X3zxRTllgDZTq9VLly4dM2aM\nqamp3FkAAJDNiwu7zp07//jjj2FhYQMHDizZvmPHjr179/bu3VsIkZub++uvv7711lvllNLU\n1PTYsWPff//9qVOnatasOXjw4AYNGmzbtm348OE7d+6MiYlRqVSenp5r1qxhrZPKadeuXVeu\nXBk7dqzcQQAAkNOL74q9dOlS+/bt79275+Li0q5dO1tb28zMzBMnTkRGRlpaWkZHR9vb2zds\n2DA5OXnTpk1DhgypmNwa2dnZN27csLGxsbS0LKdTcFes9nNzc2vatKk0oQsAQKX14hk7Jyen\n48ePT506de/evTExMVKjSqXq0aPHsmXLHB0dk5KSMjMzZ8yY4e/vX85p/096enpmZubjx48N\nDAwsLS0bNWpUMeeFdoqKijpx4gTrFwIA8OIZO40HDx6cOXMmLS2tRo0arVq1euONN8o12ZMi\nIiLWr18fGRkpLaqnYWlp6eHhMXbs2M6dO5fHeZmx03K9evUyMDDYsWOH3EEAAJDZKzxSLCsr\n6+HDh0VFRVWqVMnPzy+/TE8qKCgYMGCA9JfbwcGhefPmZmZmhoaGeXl5mZmZycnJO3fu3Llz\np7+/f2hoqOZ+DlQGiYmJ4eHhR48elTsIAADye6nC7vLlyyNGjDh06FDJxnfeeWfdunVOTk7l\nE+wfAgICduzY4efn9/XXX9vZ2T3Z4dq1azNnzty8ebOzs/P06dMrIBK0xKJFi9zd3V1dXeUO\nAgCA/F78U+zNmzfbtGmTmprarl27Dh061K5dOz09/fDhw0eOHKldu/aZM2cqYE1gBwcHa2vr\n48ePP+dxtGq12s3N7cGDB4mJiWV7dn6K1Vo3b950cHDYuXOnt7e33FkAAJDfi2fs5s6dm5qa\nunbt2hEjRpRsDwsLGzx4cEBAwNKlS8st3v+5deuWr6/vc6o6IYRKpXJ3d1+xYkV5h4H2WL58\nuaOjY/fu3eUOAgCAVnjxkyfCw8M9PT1LVXVCiIEDB/bs2XPXrl3lE+wf7OzsNDfkPotarT56\n9GitWrUqIA+0QVZW1tq1a2fMmPH8ih8AgMrjxX8R79696+zs/NRdb7311q1bt8o60lMMHTo0\nKirK398/OTn5qR1u3Ljh7+8fHR09aNCgCsgDbbB69WoTE5P+/fvLHQQAAG3x4p9ibW1tz549\n+9Rdf/75ZwVcYCeEmDp1anx8/JYtW7Zs2WJnZ+fk5GRubm5oaJifn5+RkXH16tVLly4JIXx8\nfGbNmlUBeSC7goKClStXTp48mQsfAQDQeHFh16tXr2+++WbFihXjx49XqVRSo1qtXrly5R9/\n/DF69OhyTiiEEAYGBt99993gwYNDQkKOHz/++++/l9xrY2Pj6+s7ZMiQnj17VkAYaIPNmzdn\nZWUNHz5c7iAAAGiRF98Ve+fOndatW9+8ebNZs2bt27e3tbVNTU2Njo6OjY2tXbv26dOnK/6y\ntszMzMzMzEePHhkZGVlYWJibm5fr6bgrVtuo1WpnZ2cfH58FCxbInQUAAC3y4hm7N95449ix\nY+PGjQsPD4+NjZUaVSqVt7f3qlWrZLlZwczMzMzMrOLPCy3xyy+/XL58efz48XIHAQBAu7zC\nI8Xu378fGxublZVlamrarFkzKyurck32QuvWrYuPj1+2bFl5n4gZO23ToUOHxo0br127Vu4g\nAABol6cXdrm5uS9/CCMjo7LL8wp69OgRHh7+8oXpa6Ow0yoxMTGurq7x8fGNGjWSOwsAANrl\n6T/FGhsbv/whKqC0AjQCAgJ69+5NVQcAwJOeXth17dq1gnMAL+PixYt79uyJioqSOwgAANro\n6YVdREREBed4SdOnT9esUfznn38KIfr06aPZu2PHDnlioaIEBga6ubm1b99e7iAAAGijF98V\nq1UOHTqkWS25uLhYCFExzzSDNrhz505YWNiPP/4odxAAALSUwh6yefr06cL/eu+994QQhSXI\nnQ7la+nSpfb29t7e3nIHAQBASylsxg6VVnZ2dkhISFBQUJUqCvu/EQAAKgx/I6EMa9asqV69\n+sCBA+UOAgCA9lJwYWdlZVWnTh25U6AiFBQUBAcHT5w4kaUEAQB4DgX/FLtp0ya5I6CCfPfd\nd5mZmSNHjpQ7CAAAWk3BM3YPHz48ceKEtDJLZmYm6yTrKrVavWTJktGjR/OAYAAAnk+RhV1q\namr//v0tLCxcXV27d+8uhAgODm7YsOHRo0fljoayFx4enpSUNG7cOLmDAACg7ZRX2N25c6dd\nu3Zbt25t27Zty5YtpUYTE5PLly97eXnFxcXJGw9lLjAw0N/fv27dunIHAQBA2ymvsJszZ86N\nGzd++eWX6OjoXr16SY2TJk06ePBgYWHh/Pnz5Y2HsnXq1KmoqKgpU6bIHQQAAAVQXmH3yy+/\n+Pr69uzZs1T7O++806dPn+PHj8uSCuVk4cKFvXr1aty4sdxBAABQAOXdFXvv3j07O7un7qpV\nq9a9e/cqOA/KT1JS0q5du44cOSJ3EAAAlEF5M3Z16tSJiYl56q5jx46xsp0uWbJkSdu2bd3c\n3OQOAgCAMiivsOvTp8+RI0cCAgJKrm9SWFg4a9asmJgYHx8fGbOhDN29e3fLli2ffvqp3EEA\nAFAMleKWf8vIyGjfvn1CQoK9vb2BgUFSUtLAgQOPHTt29epVBweHkydPWlpalu0Zo6Oj3dzc\n8vLyeOxBRZo1a9ZPP/104cIFHg4LAMBLUt6fTHNz82PHjo0cOfLu3btJSUlCiLCwsJs3bw4Y\nMCA6OrrMqzrI4tGjRyEhIdOnT6eqAwDg5Slvxk4jPz8/ISEhIyPDxMSkUaNG1apVK6cTMWNX\n8YKCghYtWnT16lUjIyO5swAAoBjKuytWw8DAQE9PLzs7u7Cw8PHjx69X2F27dq1Lly5FRUXP\n6ZObmyuEUG4FrDgFBQXLly+fPHkyVR0AAK9EGTN2/fr1a9q06axZszQtf/3114cffhgbGytt\n6unpDRgwICgo6FV/ii0sLNyzZ09hYeFz+ly8eHH27NnM2FWYzZs3jxs37vr16+bm5nJnAQBA\nSZRR2KlUKk9Pz4MHD0qbCQkJLi4u2dnZzs7Ob7/9dkFBwYkTJ/7+++/GjRtHR0eX+aPi+Sm2\ngrVs2bJLly6LFi2SOwgAAAqjyCvTP//88+zs7Hnz5sXGxq5fv37z5s0JCQlz5sy5cOHCf/7z\nH7nT4V/59ddf4+Pjx48fL3cQAACUR5Ezdubm5nXq1Dl//rxKpSrZrUOHDrdu3bpy5UrZnp0Z\nu4rUqVOn+vXrb9iwQe4gAAAojyJn7FQqVfPmzUtVdUIIFxeXmzdvyhIJZeLUqVOHDx+eOnWq\n3EEAAFAkRRZ2b7/99vXr159sv3DhQs2aNSs+D8rKokWLvL29mzRpIncQAAAUSTGF3ZEjR9q2\nbfvRRx+tWLHC3d09Ojo6PDy8ZIcVK1ZERER4eXnJlRD/0pUrV37++efp06fLHQQAAKVSxjV2\nkydPjo2NjYuLu3fvnqaxWrVqDx8+VKlU8fHx3bt3T0lJqVmz5unTp+vXr1+2Z+cau4oxevTo\nP//88+TJk3IHAQBAqZSxQPHSpUulF6mpqXFxcVKRl5GRobnM7saNG56ensHBwWVe1aFi3L17\n99tvv/3uu+/kDgIAgIIpo7DTsLW1tbW17dKlS8nGt9566/79+xYWFnKlwr8XHBxcr1693r17\nyx0EAAAFU1hhV0p2dva1a9eqVatWr149ubPg9T169Gj16tULFiyoUkUxF30CAKCFFPN39O+/\n/x4wYMCcOXOkzcuXL/fo0cPCwqJp06aOjo7W1tZjxox58OCBrBnxmtatW1e1atXBgwfLHQQA\nAGVTxozdhQsXXF1ds7Kyxo4dK4S4dOlSu3bt7t+/7+jo2Lp1a7VafebMmdWrV+/bt+/EiRPW\n1tZy58UrKCwsXLZs2cSJE42NjeXOAgCAsiljxm7WrFk5OTm//PLLypUrhRAzZsy4f//+/Pnz\nk5KStm3b9uOPP168eHHZsmVXrlz54osv5A6LV7N169a0tLSPP/5Y7iAAACieMpY7sbW17dy5\n8/fffy9t1qhRw8nJ6a+//irVzdvb++zZs2X+8AmWOylXrVq16tSp05IlS+QOAgCA4iljxi47\nO7t27dqaTZVK1aBBgye7NWrUiMvslCUiIuL8+fMTJ06UOwgAALpAGYWds7Pz7t27Hz9+LG12\n6tQpJiYmNze3ZJ+ioqL9+/c7OTnJERCvKTAwsH///m+++abcQQAA0AXKKOwmTpx46dKlbt26\n/f3330KIhQsXPnjwYNCgQWlpaVKHGzdu9O3bNy4ubsSIEbImxSs4ffr0oUOHJk+eLHcQAAB0\nhDKusRNCfP755wsWLFCpVK1atWrZsmVqauqePXv09fUdHR3VanVSUpJare7Tp8/WrVurVq1a\ntqfmGrty4ufn9/Dhw1LP/AUAAK9NMYWdEOLkyZOrVq367bffSj4xVghRtWrVtm3bjho1yt/f\nX/OQsTJEYVcekpOT/+d//ufAgQPvvPOO3FkAANARyljHTvL222+//fbbQoi7d+/eunXr0aNH\nVapUMTMzc3R0NDQ0lDsdXs3ixYtbtmxJVQcAQBlSUmGnYWNjY2NjI3cKvL779+9/++23mzZt\nkjsIAAA6RRk3T0DHrFix4o033nj//fflDgIAgE7RncIuIyOjRYsWLVq0kDsIXiAnJ+ebb76Z\nPn16md/mAgBAJafIn2KfqrCw8Ny5c3KnwIuFhoZWqVJlyJAhcgcBAEDX6E5hZ2FhcebMGblT\n4AWKiopWrFgxfvx4Y2NjubMAAKBrdKewq1q1Kr/Dar9t27alpqaOHj1a7iAAAOggZV9jV1xc\nfO3atbNnz2ZlZcmdBS9lyZIlI0aMsLS0lDsIAAA6SDGFnVqtPnDgQEBAwA8//JCfny+E+OOP\nPxo2bGhvb9+yZUsrK6tBgwY9ePBA7ph4nv3798fGxk6aNEnuIAAA6CZlPHmioKDA19d3z549\n0qaLi8vGjRtbt26dm5vbpk0ba2vrs2fP3rp1q0mTJtHR0TVq1Cjbs/PkibLSpUsXW1vbLVu2\nyB0EAADdpIwZu6CgoD179vj6+oaFhU2bNu3UqVPvvvtu1apVo6KiTp48GR4efvXq1WnTpsXH\nxy9YsEDusHi6c+fO/f7771OmTJE7CAAAOksZM3aNGzeuUaPGiRMnpM0ZM2YsWrRo7ty5X3zx\nhaaPWq1u167d/fv3L126VLZnZ8auTPTv3z8jI+O3336TOwgAADpLGTN2ycnJHTt21Gz269dP\nCNGkSZOSfVQqVbt27VJSUio6HF5CcnLyjh07pk+fLncQAAB0mTIKuzfeeOPy5cuaTScnp3Hj\nxpmYmJTqlpiYyO2W2ikoKKhFixadO3eWOwgAALpMGYWdl5fXrl27Nm7cKP1wbGpqGhwc3LVr\nV02H4uLiwMDA/fv39+jRQ76YeLoHDx5s3LiR6ToAAMqbMgq7uXPn1qtXb9iwYU9dgnj79u31\n6tX75JNP6tatO2/evIqPh+dbsWKFjY3NBx98IHcQAAB0nDIKu1q1ap0+fXrMmDGNGzd+cm9W\nVlZaWpqfn9+JEydsbW0rPh6eIycn55tvvpk2bZqenu485gQAAO2kjLtiny8nJ6dKlSpGRkbl\ndHzuiv03Vq5cOWfOnGvXrlWvXl3uLAAA6DhlzNg9R35+frlWdfg3ioqKli1bNmHCBKo6AAAq\ngOILu1atWhkbG8udAk+3ffv227dvjxkzRu4gAABUCoov7KDNFi9ePHz4cCsrK7mDAABQKXA9\nO8rLwYMHz549u23bNrmDAABQWTBjh/ISGBjo5+fn6OgodxAAACoLZuxQLmJjYw8cOHD69Gm5\ngwAAUIkovrBbuHBhRkaG3ClQ2tdff92lS5dWrVrJHQQAgEpE8YUdzxDTQikpKdu3b//111/l\nDgIAQOXCNXYoe4sXL27cuLGnp6fcQQAAqFwUP2MHbfPgwYMNGzasW7dOpVLJnQUAgMqFGTuU\nsZUrV1pbW/fp00fuIAAAVDoUdihLubm5q1evnjJlip4ek8EAAFQ0CjuUpQ0bNuTn53/44Ydy\nBwEAoDKisEOZKSoqWrp06fjx46tXry53FgAAKiMKO5SZn3766datW2PHjpU7CAAAlRSFHcpM\nUFDQsGHDrK2t5Q4CAEAlxRXuKBuHDh06ffp0WFiY3EEAAKi8mLFD2QgMDOzbt6+jo6PcQQAA\nqLyYsUMZiIuLi4iIOHXqlNxBAACo1JixQxkIDAz09PRs3bq13EEAAKjUmLHDv3Xjxo1t27bt\n2bNH7iAAAFR2zNjh3woKCmrYsGGXLl3kDgIAQGXHjB3+lfT09NDQ0DVr1qhUKrmzAABQ2TFj\nh3/lm2++MTc379u3r9xBAAAAhR3+hby8vFWrVk2bNk1fX1/uLAAAgMIO/8KmTZvy8vKGDRsm\ndxAAACAEhR1eW3Fx8ZIlS8aNG2diYiJ3FgAAIASFHV7bzz//nJKSMnr0aLmDAACA/0Nhh9e0\nZMmSYcOG2drayh0EAAD8H5Y7wes4fPjwyZMnN2/eLHcQAADw/zFjh9cRGBjo6+vr5OQkdxAA\nAPD/MWOHV5aQkPDbb79FR0fLHQQAAPwDM3Z4ZV9//bWHh4eLi4vcQQAAwD8wY4dXc/PmzR9+\n+GHXrl1yBwEAAKUxY4dXs3Tp0rfeeqtbt25yBwEAAKUxY4dXkJWVFRoaGhwcrFKp5M4CAABK\nY8YOr2DVqlWmpqZ+fn5yBwEAAE9BYYeXlZeXFxwcPGXKFAMDA7mzAACAp6Cww8vavHlzbm7u\n8OHD5Q4CAACejsIOL0WtVi9dunTMmDGmpqZyZwEAAE9HYYeXsmvXritXrowdO1buIAAA4Jko\n7PBSFi9ePHTo0Fq1askdBAAAPBPLneDFoqKiTpw4sWnTJrmDAACA52HGDi8WGBj4/vvvN2jQ\nQO4gAADgeRQ/Y3f16tXU1NS6devWrVtX7iy6KTExMTw8/OjRo3IHAQAAL6CYGbucnJwVK1YM\nHTp09uzZt2/fFkIkJCS0bdu2fv36rq6u9erV69ix499//y13TB20aNEid3d3V1dXuYMAAIAX\nUMaMXUZGhru7+/nz56XNTZs2RUZGenp63rlzp2vXrvXr109ISDh8+HCHDh3+/PNPpu7K0M2b\nN8PCwnbu3Cl3EAAA8GLKmLH7/PPPz58/P378+NOnT3///fe5ubkeHh7p6emRkZERERGrV6+O\njIzctm3bvXv35syZI3dYnbJ8+XJHR8fu3bvLHQQAALyYMmbsdu3a1alTpxUrVgghWrdunZ+f\nP3To0KlTp7q7u2v6/O///u+WLVt+++03+WLqmqysrLVr1y5fvrxKFWX8DwAAAJWcMv5g37lz\np02bNprNFi1aCCGcnZ1LdWvUqNG9e/cqNJlOW716tYmJSf/+/eUOAgAAXooyCjtbW9uTJ09q\nNqXXcXFxpbrFxsba2NhUaDLdlZeXt2LFismTJxsYGMidBQAAvBRlFHa+vr6HDx8ePXp0VFRU\nSEjIJ5984uDgsGrVqgMHDmj6hIaG7tu377333pMxpy757rvvHj58OHz4cLmDAACAl6VSq9Vy\nZ3ix7OxsT0/PU6dOSZvVq1c/dOjQ559/vn//fhcXF3t7+/j4+PPnz9vY2JTHXbHR0dFubm55\neXmVZ+5KrVY7Ozv7+PgsWLBA7iwAAOBlKaOwE0IUFBR8//33p06dqlmz5uDBgxs0aJCRkTF8\n+PCdO3eq1WqVStW5c+c1a9Y4OTmV+akrYWG3e/duPz+/5ORkHg4LAICCKKawe5bs7OwbN27Y\n2NhYWlqW0ykqYWHXoUOHxo0br127Vu4gAADgFShjuZNS0tPTMzMzHz9+bGBgYGlp2ahRI7kT\n6ZSYmJjo6Oh169bJHQQAALwaZdw8IYmIiOjbt6+1tXXNmjXr16/fuHFjJycnCwsLKysrX1/f\nP/74Q+6AOiIgIKB3796UywAAKI4yZuwKCgoGDBiwY8cOIYSDg0OtPJRDAAAgAElEQVTz5s3N\nzMwMDQ3z8vIyMzOTk5N37ty5c+dOf3//0NBQfX19ufMq2MWLF/fs2RMVFSV3EAAA8MqUUdgF\nBATs2LHDz8/v66+/trOze7LDtWvXZs6cuXnzZmdn5+nTp1d8Qp0RGBjo5ubWvn17uYMAAIBX\npoybJxwcHKytrY8fP/6cZ1up1Wo3N7cHDx4kJiaW7dkrz80Td+7csbe3//HHH3v27Cl3FgAA\n8MqUcY3drVu3Onbs+PwnlqpUKnd392vXrlVYKt2zdOlSe3t7b29vuYMAAIDXoYyfYu3s7GJi\nYp7fR61WHz16lHXXXlt2dnZISEhQUNDzC2gAAKC1lPEnfOjQoVFRUf7+/snJyU/tcOPGDX9/\n/+jo6EGDBlVwNp2xZs2a6tWrDxw4UO4gAADgNSnjGrv8/Pxhw4aFhYUJIezs7JycnMzNzQ0N\nDfPz8zMyMq5evXrp0iUhhI+Pz7Zt2wwNDcv27JXhGruCggJHR8fx48dz6wkAAMqljMJOsm/f\nvpCQkOPHj6emppZst7GxcXd3HzJkSDld8l8ZCruNGzdOmjTp+vXrZmZmcmcBAACvSUmFnUZm\nZmZmZuajR4+MjIwsLCzMzc3L9XQ6X9ip1eqmTZv26NFj4cKFcmcBAACvTxk3T5RiZmbGxFIZ\n2rt376VLlyZMmCB3EAAA8K8o4+aJp1q3bt2kSZPkTqELAgMDBw0aVLt2bbmDAACAf0XBhd3u\n3buXL18udwrFO3ny5NGjR6dMmSJ3EAAA8G8puLBDmVi4cGGvXr0aN24sdxAAAPBvKfIaO5SV\npKSk3bt3HzlyRO4gAACgDCissJs+fbpmjeI///xTCNGnTx/N3h07dsgTS7EWL17ctm1bNzc3\nuYMAAIAyoLDC7tChQ2fPnpVeFxcXCyF27dolayIFu3PnzpYtW7Zu3Sp3EAAAUDYUdo3d6dOn\nC//rvffeE0IUliB3OoVZvny5nZ1dOa3qDAAAKp7CZuxQVrKzs1evXr148eIqVRRW3AMAgGfh\nj3oltXbtWkNDw4EDB8odBAAAlBkFF3ZWVlZ16tSRO4UiFRQUrFixYvLkyUZGRnJnAQAAZUbB\nP8Vu2rRJ7ghK9f3336enp3/88cdyBwEAAGVJwTN2Dx8+PHHiREREhBAiMzNTrVbLnUgZ1Gr1\n0qVLR40aZW5uLncWAABQlhRZ2KWmpvbv39/CwsLV1bV79+5CiODg4IYNGx49elTuaArw66+/\nXrhwYfz48XIHAQAAZUx5hd2dO3fatWu3devWtm3btmzZUmo0MTG5fPmyl5dXXFycvPG0X2Bg\n4KBBg+rVqyd3EAAAUMaUV9jNmTPnxo0bv/zyS3R0dK9evaTGSZMmHTx4sLCwcP78+fLG03Kn\nTp06cuTI1KlT5Q4CAADKnvIKu19++cXX1/fJZXXfeeedPn36HD9+XJZUSrFo0aIePXo0adJE\n7iAAAKDsKe+u2Hv37tnZ2T11V61ate7du1fBeRTkypUrP//886FDh+QOAgAAyoXyZuzq1KkT\nExPz1F3Hjh1jZbvnCAwMbN26tbu7u9xBAABAuVBeYdenT58jR44EBASUXN+ksLBw1qxZMTEx\nPj4+MmbTZnfv3v32229nzpwpdxAAAFBeVIpb/i0jI6N9+/YJCQn29vYGBgZJSUkDBw48duzY\n1atXHRwcTp48aWlpWbZnjI6OdnNzy8vLMzAwKNsjV6TZs2f/+OOPCQkJPBwWAABdpby/8ebm\n5seOHRs5cuTdu3eTkpKEEGFhYTdv3hwwYEB0dHSZV3W64dGjR6tXr542bRpVHQAAOkx5M3Ya\n+fn5CQkJGRkZJiYmjRo1qlatWjmdSAdm7JYtW7Zw4cKrV6/ycFgAAHSY8u6KFUKkp6dnZmY+\nfvzYxMTEzs7u3zwa6/bt28OGDSssLHxOn8zMzNc+vjYoLCxctmzZxIkTqeoAANBtSirsIiIi\n1q9fHxkZmZaWVrLd0tLSw8Nj7NixnTt3ftVjmpmZvfvuu88v7AoKCho3bqzc6bqtW7c+ePBg\n9OjRcgcBAADlSxk/xRYUFAwYMGDHjh1CCAcHh/r165uZmRkaGubl5WVmZiYnJ1+5ckUI4e/v\nHxoaqq+vL3de7dKqVavOnTsvXrxY7iAAAKB8KWPGLiAgYMeOHX5+fl9//fVTVye+du3azJkz\nN2/e7OzsPH369IpPqLUiIiLOnz+/a9cuuYMAAIByp4wZOwcHB2tr6+PHjz/npk61Wu3m5vbg\nwYPExMSKzKblPD0969Wrt2nTJrmDAACAcqeMxS9u3brVsWPH5y/VoVKp3N3dr127VmGptN/p\n06cPHTo0efJkuYMAAICKoIzCzs7O7lmPEdNQq9VHjx6tVatWxURShMDAwO7duzdv3lzuIAAA\noCIoo7AbOnRoVFSUv79/cnLyUzvcuHHD398/Ojp60KBBFZxNayUnJ+/cuZMrDgEAqDyUcY1d\nfn7+sGHDwsLChBB2dnZOTk7m5uaGhob5+fkZGRlXr169dOmSEMLHx2fbtm2GhoZy59UKY8eO\nPXXq1MmTJ+UOAgAAKogyCjvJvn37QkJCjh8/npqaWrLdxsbG3d19yJAhPXv2lCubtrl//76d\nnd2mTZv69OkjdxYAAFBBlFTYaWRmZmZmZj569MjIyMjCwuLfPHlCV3355ZffffddUlJS1apV\n5c4CAAAqiDIKuxMnTtSqVeupK9jhSTk5OXZ2dvPnzx81apTcWQAAQMVRxs0Trq6uDRs2DAkJ\nkTuIMoSGhlapUmXIkCFyBwEAABVKGYWdECI3N3fUqFE9e/a8fPmy3Fm0WlFR0YoVK8aPH29s\nbCx3FgAAUKEUU9i5uLiMGTNm7969TZo0mTFjxp07d+ROpKW2bduWmpo6evRouYMAAICKppjC\nzsjIaNWqVREREfb29osWLbKzsxs5cuRff/0ldy6ts2TJkhEjRlhaWsodBAAAVDRl3DyhUqk8\nPDwiIyOFEIWFhSEhIYGBgdLTwxwcHHx9fTt16uTi4lKzZk2Zg8pt//793t7ely5d4kYTAAAq\nIeUVdpKioqKff/45NDT00KFD+fn5UqOVlVW9evUq8zRely5dbG1tt2zZIncQAAAgA6UWdhpZ\nWVkRERHR0dGnT5/++++/09LSioqKKjygVjh37lzLli3//PPPli1byp0FAADIQPGFXSlFRUWV\ndkne/v37Z2Rk/Pbbb3IHAQAA8tCTO0AZq7RVXXJy8o4dO/bt2yd3EAAAIBtlzNg9fPiwatWq\nLMz2HOPHjz9x4sSpU6fkDgIAAGSjjBk7ExMTuSNotQcPHmzcuHHDhg1yBwEAAHJSzDp2eI4V\nK1bY2Nh88MEHcgcBAABy0p3CLiMjo0WLFi1atJA7SEXLycn55ptvpk2bpqenjPlXAABQTnSn\nFCgsLDx37pzcKWSwYcOG4uLiIUOGyB0EAADITHcKOwsLizNnzsidoqIVFRUtW7ZswoQJ1atX\nlzsLAACQmTLuisWzbN269aOPPrp27ZqVlZXcWQAAgMyUXdgVFxenpKSkp6c7ODjUqFFD7jgy\naNOmjZub2/Lly+UOAgAA5KeYmyfUavWBAwcCAgJ++OEH6eGwf/zxR8OGDe3t7Vu2bGllZTVo\n0KAHDx7IHbNCHTx48OzZsxMmTJA7CAAA0ArKmLErKCjw9fXds2ePtOni4rJx48bWrVvn5ua2\nadPG2tr67Nmzt27datKkSXR0dOWZuuvatauVlVVYWJjcQQAAgFZQxoxdUFDQnj17fH19w8LC\npk2bdurUqXfffbdq1apRUVEnT54MDw+/evXqtGnT4uPjFyxYIHfYChIbG3vgwIGpU6fKHQQA\nAGgLZczYNW7cuEaNGidOnJA2Z8yYsWjRorlz537xxReaPmq1ul27dvfv37906ZJMMSvUwIED\n09LSeDgsAADQUMaMXXJycseOHTWb/fr1E0I0adKkZB+VStWuXbuUlJSKDieHlJSU7du3T58+\nXe4gAABAiyijsHvjjTcuX76s2XRycho3btyTD5BNTEy0tLSs2GjyWLx4cePGjT09PeUOAgAA\ntIgyCjsvL69du3Zt3LhR+uHY1NQ0ODi4a9eumg7FxcWBgYH79+/v0aOHfDEryIMHDzZs2DBz\n5kyVSiV3FgAAoEWUcY3d7du3XV1dr1271qxZsyefG7Z9+/ZJkybdunWrbt26p06dsrW1lSVk\nhZk3b96mTZuSkpJ4OCwAAChJGTN2tWrVOn369JgxYxo3bvzk3qysrLS0ND8/vxMnTuh8VZeb\nm7t69eopU6ZQ1QEAgFKUMWP3fDk5OVWqVDEyMpI7SEX45ptvZs+eff36dR4OCwAASlHGjN1z\n5OfnV56qrqioaOnSpePHj6eqAwAAT1J8YdeqVStjY2O5U1SQn3766datW2PHjpU7CAAA0EaK\nL+wqlaCgoGHDhllbW8sdBAAAaCMuwFeMP/744/Tp0zwZFgAAPAszdooRGBjYt29fR0dHuYMA\nAAAtxYydMsTFxe3bt+/UqVNyBwEAANpL8cud7N27NyMjY9CgQXIHKV+DBw9OTU09cOCA3EEA\nAID2UnxhVxncuHHDwcFh7969Xl5ecmcBAADai2vsFGDJkiWNGjXq0qWL3EEAAIBW4xo7bZee\nnh4aGhoSEqJSqeTOAgAAtBozdtpu1apVFhYWffv2lTsIAADQdhR2Wi0vL2/VqlXTpk3T19eX\nOwsAANB2FHZabePGjfn5+cOGDZM7CAAAUAAKO+1VXFwcFBQ0btw4ExMTubMAAAAFoLDTXjt3\n7kxJSRk9erTcQQAAgDKwjp32cnV1bdWq1apVq+QOAgAAlIHCTktFRka+++67iYmJTk5OcmcB\nAADKQGGnpby9vU1MTLZt2yZ3EAAAoBgsUKyNEhISIiIioqOj5Q4CAACUhBk7bTR06NCUlJTf\nf/9d7iAAAEBJmLHTOjdv3vzhhx92794tdxAAAKAwLHeidZYuXfrWW2917dpV7iAAAEBhmLHT\nLllZWaGhoStXrlSpVHJnAQAACsOMnXZZtWqVqampn5+f3EEAAIDyUNhpkby8vODg4KlTp+rr\n68udBQAAKA+FnRbZvHlzbm7u8OHD5Q4CAAAUicJOW6jV6qVLl44dO9bExETuLAAAQJEo7LTF\nrl27rly5MnbsWLmDAAAApWKBYm3h5ubWrFmz1atXyx0EAAAoFYWdVoiKinrnnXcSExMbNGgg\ndxYAAKBUFHZaoVevXoaGhtu3b5c7CAAAUDAWKJZfYmJieHj4sWPH5A4CAACUjRk7+Q0bNuzK\nlSuRkZFyBwEAAMrGjJ3Mbt68GRYWtnPnTrmDAAAAxWO5E5ktX77c0dGxe/fucgcBAACKx4yd\nnLKystauXbt8+fIqVaiwAQDAv0U9IafVq1ebmJj0799f7iAAAEAXUNjJJi8vb8WKFZMnTzYw\nMJA7CwAA0AUUdrL57rvvHj58OHz4cLmDAAAAHUFhJw+1Wh0UFDR27FgzMzO5swAAAB1BYSeP\nX3755fLly+PHj5c7CAAA0B3cFVuhVCqV5vWIESNq1aolYxgAAKBjePJExSlZ1Un48gEAQBni\np9gK8mRV96xGAACA10NhBwAAoCMo7AAAAHQEhR0AAICOoLADAADQERR2AAAAOoLlTipUydtg\n+eYBAEDZorADAADQEfwUCwAAoCMo7AAAAHQEhR0AAICOoLADAADQERR2AAAAOoLCDgAAQEdQ\n2AEAAOgICjsAAAAdQWEHAACgIyjsAAAAdASFHQAAgI6gsAMAANARFHYAAAA6gsIOAABAR1DY\nAQAA6AgKOwAAAB1BYQcAAKAj9OQOUOm4urqeOHFC7hQAAFQ67dq1O378uNwpyheFXUVzcHCw\ntrb+8ssv5Q6CcjF37lwhBOOrqxhf3cb46ra5c+eamprKnaLcUdhVNAMDA0tLy9atW8sdBOXC\n0tJSCMH46irGV7cxvrpNGl+dxzV2AAAAOoLCDgAAQEdQ2AEAAOgICjsAAAAdQWEHAACgIyjs\nAAAAdASFHQAAgI6gsAMAANARFHYAAAA6gidPVDQDAwO5I6AcMb66jfHVbYyvbqsk46tSq9Vy\nZ6hc0tPThRAWFhZyB0G5YHx1G+Or2xhf3VZJxpfCDgAAQEdwjR0AAICOoLADAADQERR2AAAA\nOoLCDgAAQEdQ2AEAAOgICjsAAAAdQWEHAACgIyjsAAAAdASFHQAAgI6gsAMAANARFHYAAAA6\ngsIOAABAR1DYAQAA6AgKOwAAAB1BYVfu0tLSrKysFi9eXKq9oKAgMDCwYcOGxsbGTk5OX331\nVWFhoSwJ8Rpu37798ccf16tXz8DAwNbWdvDgwcnJySU7ML6KdufOnVGjRjk4OFSrVs3Z2XnJ\nkiWlho/x1RnTpk1TqVQnTpwo2cj4KtrkyZNVT+jXr5+mg46Prxrl6fHjxx4eHkKIwMDAUrsG\nDx4shHB3d586derbb78thPDz85MlJF7VzZs369SpI4To3LnzpEmTunfvLoSoWbNmUlKSpg/j\nq1z37t2zt7dXqVS9e/eeNm1a27ZthRA+Pj4l+zC+uiEmJqZq1apCiOPHj5dsZ3wVrXPnzvr6\n+p7/9J///EfTQbfHl8KuHN26dcvV1VUqoEsVdvv37xdCDB48WNosKiry8/MTQuzbt0+OpHg1\nw4cPF0IEBQVpWjZt2iSE6Nmzp7TJ+CramDFjhBChoaHSZnFx8fvvvy+E2L9/v9TC+OqGvLw8\nZ2dn6Z/okoUd46t01tbWbdq0edZenR9fCrvysmbNGnNzc5VK9e677z5Z2PXq1UsIcfnyZU3L\n1atXhRB9+vSp8KR4ZZaWljY2NkVFRSUbHRwcDA0Ni4uL1YyvwvXr169p06bSUErCwsKEEAsW\nLJA2GV/d8MUXX+jp6Xl5eZUq7BhfRbt9+7YQYtiwYc/qoPPjq1dmv+nin4KDg62trXfs2JGd\nnX3w4MFSe6Oiouzs7BwcHDQt0mZkZGSFpsSrKyoq+vrrr6tUqVKlyj8uUTU2Ns7Pzy8qKtLT\n02N8Fe2HH34o1XLmzBkhhL29vbTJ+OqA2NjYgICAadOmqf87haPB+CpaXFycEKJ58+bP6qDz\n48vNE+UlKCgoPj7e09PzyV0PHjxIT093cnIq1V6/fv20tLT09PQKCYjXVLVq1Y8++ujDDz8s\n2Xjx4sXExMRmzZrp6ekxvjojOzv7zJkzM2bMCAoKcnFx8fX1Ffz3qxOKioqGDRtmb2//5Zdf\nltrF+CpdbGysECIrK6tr164WFhY1a9bs06fPxYsXpb2VYXwp7MqLl5eXvr7+U3fdv39fCGFu\nbl6q3czMTAiRmZlZ3tlQtoqLi8ePH19UVDRx4kTB+OqQzz77rFWrVosWLbK1td20aZOBgYFg\nfHXC4sWL//rrr3Xr1hkZGZXaxfgqnTRjN3v27EePHnXv3t3W1vann35ycXE5e/asqBzjS2En\ng4KCAiGEoaFhqXapJTc3V4ZMeF1qtXrMmDEHDhzw9vYeOnSoYHx1iLe3944dO+bMmZOZmdm6\ndWvplxrGV+mSkpLmzJkzcuRIacmCUhhfpcvIyKhWrdrevXuPHj36/fffx8fHz507NzMzs/L8\n+8w1djIwNjYWQuTn55dqz8vLE0JUr15dhkx4LUVFRSNHjtywYYOrq+vWrVtVKpVgfHVIt27d\nhBC+vr6dO3f28PD4+OOPExISGF9FU6vVH330kaWl5aJFi57agfFVul27dqnVaulfYyGESqWa\nPXv29u3bz507Fx8fX61aNaHr48uMnQwsLCzE06Z8pRZpQhjaLycnx8fHZ8OGDZ07d96/f7+J\niYnUzvjqHnd39zZt2iQlJaWkpDC+irZq1aqjR49+8803NWrUeGoHxlcHaKo6zaa0WF1ycnJl\nGF9m7GRgbm5uY2NT6kEFQojk5OTatWs/658baJX09PTu3bvHxMT069fv22+/la6+kjC+ipaT\nk7N161ZTU9O+ffuWbLe2thZCpKen29nZMb7KtWPHDiGEj49PqXZpzdGEhISGDRsyvspVWFgo\nLRTfpEmTku3SL7DGxsaV4d9nZuzk0aFDh0uXLt28eVPTcv369StXrrRv317GVHhJubm5PXr0\niImJmTJlyvfff1+yqpMwvspVpUqV0aNHT5o0qbi4WNNYUFBw7tw5fX19aYkExle5PDw8fP/p\nrbfeEkJ06tTJ19dX+rvO+CpXdna2s7Oz9DQgjaKiopiYGD09vRYtWojKML6yrqJXKfz888/i\niQWKd+/eLYTw9/eXFkEtLi4eMGCAEOLAgQMyxcQrmDx5shBixIgRz+rA+Cra//7v/wohFi1a\nJG0WFxdPnz5dCDFw4ECphfHVJTNmzBD/XKCY8VU0aZWxlStXalrmz58vDai0qfPjS2FX7p5a\n2KnVaum3ADc3txkzZkj/ozBo0CBZEuKV3L59W5qic3Fx8XhCdna21I3xVa6UlJTatWsLIby8\nvCZOnChdndO4ceP79+9r+jC+OuPJwk7N+CrZhQsXpAvp3nvvvalTp7q7uwshGjVqlJaWpumj\n2+NLYVfunlXY5ebmzp49297e3tDQ8H/+538WLFiQl5cnS0K8EmlAnyU9PV3qxvgq2q1btz76\n6CNbW1t9ff369et/8sknmZmZJTswvjrjqYUd46toV65c8ff3f+ONN/T19e3s7KZOnZqRkVGy\ng26Pr0qtVpfJT7oAAACQFzdPAAAA6AgKOwAAAB1BYQcAAKAjKOwAAAB0BIUdAACAjqCwAwAA\n0BEUdgAAADqCwg4AAEBHUNgBAADoCAo7AAAAHUFhBwAAoCMo7AAAAHQEhR0AAICOoLADAADQ\nERR2AAAAOoLCDgAAQEdQ2AEAAOgICjsAAAAdQWEHAACgIyjsAAAAdASFHQAAgI6gsAMAANAR\nFHYAAAA6gsIOAABAR1DYAQAA6AgKOwAAAB1BYQcAAKAjKOwAAAB0BIUdAACAjqCwAwAA0BEU\ndgAAADqCwg4AAEBHUNgBKEsLFy5UqVTt27cvLi4utauwsFClUrVp06b8zt67d2+VSpWRkVF+\np3h5P//8c+PGjY2MjOrUqZOUlPTUPjExMZGRkWV40j59+qhUqtTU1DI8JgAFobADUPaOHz/+\nzTffyJ1CTmlpaQMGDEhKSnJzc2vatGm9evWe7BMREdG+fftLly5VfDwAuorCDkC5+Oyzz27c\nuCF3CtkkJCTk5uYOHz78999/j4iIMDY2frJPWlrak/Oa/1JoaOjt27dtbGzK9rAAlILCDkDZ\na9myZXZ29pgxY+QOIpu8vDwhRN26dSv4vObm5ra2tlWq8G87UEnxHz+Asjd58uSmTZvu2bPn\nxx9/fFafbt26qVSq3NxcTUtGRoZKperdu7e02bt377p16yYmJr7//vtmZmampqZdu3ZNSkq6\nf//+iBEjbGxszMzMvLy8EhISSh05JSXF19fX1NTUwsKib9++Fy9eLLk3MzNz+vTpDg4OhoaG\ndevWHTt27L179zR7e/ToYW9vf+TIEUdHx2rVqvn5+T0r/927d8eNG/fmm28aGBjUrVv3448/\nvnXrlrSrRYsWXbp0EULMnj1bpVJ9/vnnT7590KBBgwcPFkKMGDFCpVIlJia+8LDSd2JlZXXm\nzBlPT8/q1atbW1v369ev5I+5pa6xS09PnzZtmqOjo7GxcYMGDWbMmJGVlSXtKi4u/uqrr5o3\nb169enULCwtPT8/ffvvtWR8WgFJQ2AEoe/r6+qGhoVWqVJkwYUJ6evprHyczM7N9+/ZGRkYr\nVqwYOnTo/v37e/To4eHhce3atQULFkycODEyMrJXr14FBQUl3+Xl5XXu3LlRo0Z5eHj89NNP\nrq6umnsXMjIy2rdvv3jx4rp1606cOLF9+/YhISEuLi537tzRvD0rK+v999+3trbu0KHDW2+9\n9dRg169fb9Wq1apVq+rXrz969Oi33npr7dq1bdq0uXLlihDi008/HTdunBCiR48ewcHBPXv2\nfPIIQ4YM8ff3F0IMGDAgODjY1tb2hYeVPHz40MPDo169evv27QsODo6OjnZ1df3777+fPEVa\nWlrbtm2XLFki1a/169dftGiRt7d3fn6+EGLq1Kmff/65hYXFuHHj+vXrd+bMGW9v719//fXV\nRgiAtlEDQNkJCAgQQvzwww9qtXrixIlCiGHDhkm7pPKrdevW0mbXrl2FEI8fP9a8VyoBfXx8\npE0fHx8hxIcffqjp4OnpKYTo1KlTcXGx1DJhwgQhxLFjx0q+pVWrVo8ePZJa1q9fL4To1auX\ntDly5EghxLx58zTH3L17txCif//+0qa3t7cQwt/f//kfs0ePHkKI4OBgTcvq1auFEJ07d5Y2\nDxw4IISYP3/+cw6yZcsWIcS6dete/rDSB/zggw80HRISEgwMDDRfmq+vrxDi9u3barV6xIgR\nQoiAgABNZ+nrCgsLy8nJ0dPT69Spk2ZXXFycSqXq1q3b8z84AC3HjB2A8vKf//znzTff3LBh\nw6FDh177IEOHDtW8bt68udSiUqmkliZNmgghrl27Vuq81apVk14PGzasZcuW4eHhmZmZ+fn5\n3333nZ2d3axZszSde/Xq5erqun379ocPH2oahw0b9pxI9+/fDw8Pb9u2rTQtJxk1apSLi8sf\nf/xx9erV1/ukL3/Yzz77TPO6YcOGXbt2DQ8PLzUzWlhYuH37djs7uxkzZmgaP/nkk08//fTN\nN98UQqjV6uvXr2t+tHV2dr506ZJU5gJQLj25AwDQWSYmJqtXr/b29h45cmRcXJye3uv8g2Nv\nb695Ld1bWnLpEAMDA/HfOxU03N3dS266urqeOXPm/PnzJiYmOTk5hoaG8+bNK9khNze3sLAw\nPj7excVFanFycnpOpNjYWLVa7eHhUard3d09Jibm3LlzJTO/vJc8rEqlatq0ackO0uWMcXFx\nHTt21DRev349IyPDy8tLUwQLIerUqbNgwQLp9dChQ9evXwCr7iIAABGCSURBVP/mm2+6ubl1\n69bN29vb2dn5NWID0CoUdgDK0Xvvvde/f/8ffvhh7ty58+fPf40jaObeNPT19Z/Tv0aNGiYm\nJiVbatasKYR4+PBhYWGhECIpKWnu3LlPvrHkjFf16tWfcwrp/oMaNWqUaq9du7YQ4tGjR895\n778/bM2aNaVyVkOqdzMzM0s2Sh/nyaNprFmzplmzZuvXr4+MjIyMjJw5c2bz5s3Xrl379ttv\nv15+ANqAn2IBlK9ly5bVrFlz8eLF586dK9kuzSQVFRVpWl67JCpJujOgpOzsbCFEzZo1pYJv\n4MCBT70wpVu3bi95ClNTUyFEyZtVJVItZWlp+XrJX/KwDx8+LLX6nXRXr5WVVclG6cNKn70k\nzZesp6c3YcKEc+fO3bhxY+PGjd7e3ufOnfP29s7JyXm9/AC0AYUdgPJlY2OzZMmSwsJC6Vp+\nDWnaSbP6hhDiwoUL//50ubm5pS65++uvvwwMDJydnRs1aqSvr3/s2DFp6k5j+fLlX331VakZ\nr+do1qyZSqWKjo5Wq9Ul248cOSKEaNSo0Usep+SPpC9/2Ly8vL/++qtUByMjo2bNmpVslJZr\nOXnyZMnGtLS0GjVq+Pv7X7ly5bPPPgsPDxdC1KlTZ+jQoXv37u3Vq1daWppm4RUASkRhB6Dc\nDR069N133z1z5kzJxoYNGwohtm7dKm0+fPjwqb+Qvobly5drXkdHRx89erR///7GxsbVqlXr\n27fv1atXv/zyS02HI0eOTJ06dfPmzc/51bIUKyur9957LzY2duXKlZrGTZs2HT58uGPHjtKt\nCS9D+k1ZU1C+/GFnzJjx+PFj6fXGjRvPnj3r5+dX6udjPT09Pz+/5OTkkkcLCAgoLi5+9913\njYyMFi5cOHv2bM3liYWFhSkpKVWrVq34RZUBlCGusQNQEdasWdO0aVNNOSKEGDp0aFBQ0LRp\n0w4ePGhtbb1v377atWtbW1v/yxPp6emFhIQ8fvzYx8cnKSlpzpw59vb2gYGB0t6goKDjx48v\nWLDg999/d3Nzu3Pnzvbt2w0MDNavX19q/uz5Vq5ceebMmQkTJuzatatFixbx8fH79u2ztbUN\nDQ19+YNItdq8efMiIiJWrFjRqFGjlzzsuXPnWrZs2b179xs3bvz0008ODg5ff/31k8dfuHDh\noUOHxo8f/8svvzRv3vzPP/88dOhQt27dBg8erFKpJk2atHTp0iZNmnh7e+vp6e3fv//8+fNT\npkzhcWSAojFjB6AiODo6zpkzp2RLo0aN9u3b5+rqeujQofDw8F69ev3++++lbgt4DdWrVz94\n8OD58+fff//9efPmvf/++8ePH9fUi2+88cbJkycnTZp0586dlStXSusbx8TEdOjQ4ZXOYm9v\nf/r06VGjRl28eHHlypWJiYnjxo07c+ZMgwYNXv4g7dq1mzhxokqlOnHixOXLl1/+sL///ruj\no2NISEh0dPSoUaOOHz/+xhtvPHl8GxubmJiYMWPGXLhwYdmyZZcvX545c+bOnTulEjYwMHDN\nmjXm5uabN29es2aNkZHRunXrFi9e/ErfAwBtoyp1MQcAQGv17t179+7d9+7dK3WrBABImLED\nAADQERR2AAAAOoLCDgAAQEdwjR0AAICOYMYOAABAR1DYAQAA6AgKOwAAAB1BYQcAAKAjKOwA\nlDZz5kzVP9WoUaNZs2b/+c9/NI8WLRMxMTGRkZFleMDXk5GRoVKp+vTp85L9u3XrplKpcnNz\nX/4UkydPVj2hX79+mg4FBQWBgYENGzY0NjZ2cnL66quvCgsLn3/MMv/2+vTpo1KpUlNTy/CY\nACoYz4oF8HQNGzaUHlRVVFSUmZmZlJQ0e/bso0eP/vbbb6/0WNVniYiI8Pb2DgkJeeedd/79\n0bRcbGysvr5+x44dSzY2bdpU8/qjjz7asmWLu7t7jx49oqKiPv/887i4uK1btz7rgJXq2wPw\n8ijsADzdrFmzBg0apNlMS0vz8vLat29feHh4jx49/v3x09LSiouL//1xFCEuLq558+YHDx58\n6t4DBw5s2bJl8ODBmzdvFkIUFxcPGDBg27Ztw4YN8/LyeupbyuPbCw0NXblypY2NTdkeFkBF\n4qdYAC/Fyspq8uTJQohjx47JnUVhUlNT792716xZs2d1WLlypRBizpw50maVKlW+/vprIcS6\ndesqJOD/MTc3t7W1rVKFvwuAgvEfMICXpaenJ4QwMzPTtGRmZk6fPt3BwcHQ0LBu3bpjx469\nd++eZm9xcfFXX33VvHnz6tWrW1hYeHp6/vbbb9KuQYMGDR48WAgxYsQIlUqVmJj41DP27t27\nbt26iYmJ77//vpmZmampadeuXZOSku7fvz9ixAgbGxszMzMvL6+EhISS77p79+64cePefPNN\nAwODunXrfvzxx7du3SrZ4e+//+7Xr5+1tXWNGjX8/Pxu3rxZ6rzP/1wlnT17VqVStWjR4jnf\nW1xcnBCiefPmz+oQFRVlZ2fn4OCgaZE2n3UJ3bO+ved/8N69e1tZWZ05c8bT07N69erW1tb9\n+vW7dOmSpkOpa+zS09OnTZvm6OhobGzcoEGDGTNmZGVlSbueM7IAZKYGgH+aMWOGEGLLli0l\nG9PS0tq0aVOtWrXk5GSpJT09vXHjxkIId3f36dOn9+3bt2rVqvXr109NTZU6TJo0SQjh4eHx\nySefjBo1ysLCQqVShYeHq9Xq/fv3+/v7CyEGDBgQHBycnp7+1CQ+Pj4mJiYWFhb9+vXbtGnT\nuHHjhBANGjRo0qRJly5d1q1bN3v2bH19fScnp/z8fOkt165dq1OnjhCiY8eOEyZM6Ny5sxCi\nVq1aly9fljpcvHjRysqqSpUqPj4+o0ePtre3l/r7+vq+5Ofq2rWrEOLx48dqtfrMmTNCiObN\nmz/n+1y8eLEQYv78+V5eXubm5hYWFr6+vomJidLe+/fvCyE8PT1LvcvT01MI8eDBgycP+NRv\n74Uf3MfHx9DQ0NTUdMiQIVFRUT/88EO9evWsrKySkpKkDr6+vkKI27dvq9Xqe/fuOTo6Skeb\nOnVqly5dhBAdOnTIy8t7/sgCkBeFHYDSpMKuYcOGHh4eHh4eHTt2bNWqlZGRkaWl5a+//qrp\nNnLkSCHEvHnzNC27d+8WQvTv31+tVufk5Ojp6XXq1EmzNy4uTqVSdevWTdrcsmWLEGLdunXP\nSeLj4yOE+PDDDzUtUrnTqVOn4uJiqWXChAlCiGPHjkmb0vV/wcHBmresXr1aCNG5c2dps1ev\nXkKIHTt2SJsZGRnt2rUrWdg9/3Op/1nYFRYW3rt371mFqWTIkCHS/0i7ubn179+/UaNGQggz\nM7MzZ86o1eqkpKSSZ9f44IMPhBCaMrqUJ7+9F35w6cv84IMPNB0SEhIMDAx8fHykzZKF3YgR\nI4QQAQEBms7S9xwWFvbCkQUgIwo7AKVJhd2TDAwMPv7449zcXLVanZeXV61aNTs7u6KiopLv\ndXV11dPTy87OzsnJqVq1qqOjo1QoSC5fvixN+ahfpbA7fPiwpmXKlClCiG+//VbTEhISIoT4\n/vvv1Wp1WlqaSqVq27ZtqeO4uLhIRVJmZqaenl6HDh1K7j18+LCmtHrh51L/s7B7GT4+PtWq\nVdu7d6+0WVxcPHfuXM08X3x8vDT3Vupd/fv3F0IkJCQ89Zilvr0XfnD1f7/M06dPl+zQs2dP\nPT09aV5QU9gVFBSYm5vb2dlpqme1Wn3jxo1PP/00KirqhSMLQEbcFQvg6bZs2aK5K/bhw4fx\n8fFffvllSEhITk7O5s2bExIScnJyDA0N582bV/Jdubm5hYWF8fHxLi4uQ4cOXb9+/Ztvvunm\n5tatWzdvb29nZ+fXSGJvb695bWxsLISoV6+epsXAwEAIIS2wFxsbq1arPTw8Sh3B3d09Jibm\n3LlzNjY2hYWFb7/9dsm97dq1q1q1qvT6ZT7Xq+bftWuXWq3WrBGjUqlmz569ffv2c+fOxcfH\nV6tWTQiRn59f6l3SJ6pevfrLnOKFH1z6DlUqVck1VoQQTZs23bNnT1xcXMmlWK5fv56RkeHl\n5VVyXZs6deosWLBAel1WIwugzFHYAXgxExMTFxeXXbt22dnZhYWFLVy4MCMjQwiRlJQkTT6V\nkp6eLoRYs2ZNs2bN1q9fHxkZGRkZOXPmzObNm69du7ZUXfVCUulTkr6+/lN7Slf316hRo1R7\n7dq1hRCPHj2Sgpmampbca2BgoKmfXuZzvYZSK/+pVKq33377/PnzycnJHTp0EEJkZmaWeovU\nUvJWled44QeXNmvWrCnVwRpSoVzq7NLHfPJoGmU1sgDKHHfFAnhZRkZGLVu2LC4uvnTpkomJ\niRBi4MCBT/0toFu3bkIIPT29CRMmnDt37saNGxs3bvT29j537py3t3dOTk45JZQqtlL3wIr/\nViqWlpYWFhZCiNu3b5fcm5eXl52dLb1+mc/1SgoLCy9cuCD93lpSQUGBEMLY2Njc3NzGxiY5\nOblUh+Tk5Nq1az+nuirphR9c2nz48GGp1e+ku32trKxKNkpfguY70dAUiBU/sgBeEoUdgFeQ\nkpIihLC0tGzUqJG+vv6xY8dKPflq+fLlX331VWZm5pUrVz777LPw8HAhRJ06dYYOHbp3795e\nvXqlpaVJy3OUyeMrSmnWrJlKpYqOjlar1SXbjxw5IoRo1KiRs7OzgYHB8ePHS3b466+/NJsv\n/FyvGik7O9vZ2bl79+4lG4uKimJiYvT09KR1Ujp06HDp0qWSq65cv379ypUr7du3f9ZhS317\nL/zg0mZeXt5ff/1VqoORkVGpNfYcHR2rVat28uTJko1paWk1atTw9/d/4cgCkBGFHYCXUlhY\nOG/evAsXLkirjVSrVq1v375Xr1798ssvNX2OHDkyderUzZs316hRw8jIaOHChbNnz9Y8Xraw\nsDAlJaVq1ap169YV//059TVKpeewsrJ67733YmNjpSV/JZs2bTp8+HDHjh3ffPNNU1NTX1/f\nuLg46ZYLIURubu6sWbM0nV/4uUqdsaioKC0tTfoB96ksLCw6d+6ckpKyatUqTWNAQEBSUtKA\nAQOkuTTpttnPPvtMKsvUavWnn34qhPj444+fddhS394LP7imccaMGY8fP5Zeb9y48ezZs35+\nfqWu5NPT0/Pz80tOTi55tICAgOLi4nffffeFIwtATuVwQwYAZSu13ImHh4ebm5v0a52+vv6B\nAwekbqmpqfXr1/9/7d1PyzFRGAbw89bjyJ9QFiMjJoqsKQtZEBEbCytkYYXENBQbW59BWfgM\n8hEsbK2UjR01jYWVLNR5F6cmL0/0vJunpuu3Y05mzpnN3cy5L4SQRCKhKEqtVqOUWiyW9XrN\nB/B/qgiFQr1eT1EUvr9eURR+dLPZEEIcDkc2m93tdt9eCW/k1DRN/4YXYfopGGOLxYIQslgs\n+Ef+BpMQkslkFEXhHawej0dPazudTrzQKZVKsixHo1Gfz0cp1QNHPs7rpzl2u92OvwIuFouD\nwSCVShFCotHo+Xx+mmkymRyNRvxBXb1ef/Obr6v3ceL8FG63OxKJyLLM44iDwaCez/cYd6Kq\nKu+3yOVyw+EwnU4TQgqFAu+TfX9nAeAXobADgGevcSeUUr/fX61W+VtLnaZpsixLkkQpFUWx\nUqnw9kzufr/PZrNYLOZyuaxWazwen8/njwka/X7f6XTa7fbVavXtlfxHYccYO51OrVZLFEVK\naSAQ6Ha7j8EcjLHj8dhsNgVBsFqt+Xx+v9/bbLbHJLn38/ppYccYOxwOjUZDEASTyRQIBAaD\nweVyeRxwu90mk4kkSWazORwOT6fTj+khr6v3fuJ8MbfbbbFYtFgsXq+33W6rqqoPeCzsGGOq\nqnY6HVEUv76+/H7/eDy+Xq/80Mc7CwC/5Q/7d0MGAAAYUrlcXi6XmqY9tUoAgJFgjx0AAACA\nQaCwAwAAADAIFHYAAAAABoE9dgAAAAAGgSd2AAAAAAaBwg4AAADAIP4Cf83K5g5QB6AAAAAA\nSUVORK5CYII=", "text/plain": [ "Plot with title “Model selection”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cisTopicObject <- selectModel(cisTopicObject)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\nTkSuQmCC", "text/plain": [ "Plot with title “Likelihood stabilization”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "logLikelihoodByIter(cisTopicObject, select=c(10, 20, 30, 40, 45, 50))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "end_time <- Sys.time()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Time difference of 1.672813 hours" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "end_time - start_time" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 50
  2. \n", "\t
  3. 5335
  4. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 50\n", "\\item 5335\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 50\n", "2. 5335\n", "\n", "\n" ], "text/plain": [ "[1] 50 5335" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
AAACGAAAGCGCAATG-1AAACGAAAGGGTATCG-1AAACGAAAGTAACATG-1AAACGAAAGTTACACC-1AAACGAACAGAGATGC-1
Topic10.00010237510.00017932390.00048555470.00016166840.0003309614
Topic20.01730139230.01730476110.05316824470.05221889900.0008274036
Topic30.07094594590.04752084640.00056648050.00024250260.0738044018
Topic40.01382063880.05523177620.00032370320.00040417100.0294555684
Topic50.01975839480.02725724020.02662458530.03176784420.0081085554
\n" ], "text/latex": [ "\\begin{tabular}{r|lllll}\n", " & AAACGAAAGCGCAATG-1 & AAACGAAAGGGTATCG-1 & AAACGAAAGTAACATG-1 & AAACGAAAGTTACACC-1 & AAACGAACAGAGATGC-1\\\\\n", "\\hline\n", "\tTopic1 & 0.0001023751 & 0.0001793239 & 0.0004855547 & 0.0001616684 & 0.0003309614\\\\\n", "\tTopic2 & 0.0173013923 & 0.0173047611 & 0.0531682447 & 0.0522188990 & 0.0008274036\\\\\n", "\tTopic3 & 0.0709459459 & 0.0475208464 & 0.0005664805 & 0.0002425026 & 0.0738044018\\\\\n", "\tTopic4 & 0.0138206388 & 0.0552317762 & 0.0003237032 & 0.0004041710 & 0.0294555684\\\\\n", "\tTopic5 & 0.0197583948 & 0.0272572402 & 0.0266245853 & 0.0317678442 & 0.0081085554\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "| | AAACGAAAGCGCAATG-1 | AAACGAAAGGGTATCG-1 | AAACGAAAGTAACATG-1 | AAACGAAAGTTACACC-1 | AAACGAACAGAGATGC-1 |\n", "|---|---|---|---|---|---|\n", "| Topic1 | 0.0001023751 | 0.0001793239 | 0.0004855547 | 0.0001616684 | 0.0003309614 |\n", "| Topic2 | 0.0173013923 | 0.0173047611 | 0.0531682447 | 0.0522188990 | 0.0008274036 |\n", "| Topic3 | 0.0709459459 | 0.0475208464 | 0.0005664805 | 0.0002425026 | 0.0738044018 |\n", "| Topic4 | 0.0138206388 | 0.0552317762 | 0.0003237032 | 0.0004041710 | 0.0294555684 |\n", "| Topic5 | 0.0197583948 | 0.0272572402 | 0.0266245853 | 0.0317678442 | 0.0081085554 |\n", "\n" ], "text/plain": [ " AAACGAAAGCGCAATG-1 AAACGAAAGGGTATCG-1 AAACGAAAGTAACATG-1\n", "Topic1 0.0001023751 0.0001793239 0.0004855547 \n", "Topic2 0.0173013923 0.0173047611 0.0531682447 \n", "Topic3 0.0709459459 0.0475208464 0.0005664805 \n", "Topic4 0.0138206388 0.0552317762 0.0003237032 \n", "Topic5 0.0197583948 0.0272572402 0.0266245853 \n", " AAACGAAAGTTACACC-1 AAACGAACAGAGATGC-1\n", "Topic1 0.0001616684 0.0003309614 \n", "Topic2 0.0522188990 0.0008274036 \n", "Topic3 0.0002425026 0.0738044018 \n", "Topic4 0.0004041710 0.0294555684 \n", "Topic5 0.0317678442 0.0081085554 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cellassign <- modelMatSelection(cisTopicObject, 'cell', 'Probability')\n", "dim(cellassign)\n", "cellassign[1:5,1:5]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "5335" ], "text/latex": [ "5335" ], "text/markdown": [ "5335" ], "text/plain": [ "[1] 5335" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum(colnames(cellassign) == rownames(metadata))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# colnames(cellassign) = rownames(metadata)\n", "# cellassign[1:5,1:5]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "saveRDS(cellassign, file = '../../output/feature_matrices/FM_cisTopic_10xpbmc5k.rds')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Downstream Analysis" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "metadata$label = as.factor(metadata$label)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "cisTopicObject <- addCellMetadata(cisTopicObject, cell.data = metadata)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "cisTopicObject <- runUmap(cisTopicObject, target='cell')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAJYCAIAAAD9hIhNAAAACXBIWXMAABJ0AAASdAHeZh94\nAAAgAElEQVR4nOzdeXxTVf7/8c/N0n2hpZQCsoNlX7SACyiC4MIi8xVRZxwZlFFZRXAbkEWU\nzRFFYRwUUAH1pyPo6MCIqKgMgo4UhrWAICJYlrbQNW3aJPf3x01v0zQtpU2bhLyej375Jif3\n3nwaRk7fPeeeo6iqKgAAAACA4GPwdQEAAAAAAN8gEAIAAABAkCIQAgAAAECQIhACAAAAQJAi\nEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABA\nkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAA\nAECQIhACAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAAAECQIhAC\nAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAi\nEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABA\nkCIQAgAAAECQIhACPrNp0yallM1mu6Rzly1bpp3YqlUrf6gHABAQfv3118zMzEs9a9u2bYon\nRqMxOjr6yiuvvPvuu7/77ru6KLhqhw4d0os5evToJZ37zjvv6OeeOnWqBu/+zTffVPxMTCZT\nVFRUixYt7rjjjq1bt9bgstW0cuVK7R2TkpLq7l0QDAiEAAAAl7+ioqLnn3++Y8eONQs/Hjkc\njvz8/J9++ukf//hHv379/va3v3nryoHLbrcXFBScPHny008/7d+///Lly31dEXARBEIAAIDL\n3Pnz5zt37jxz5kyLxVLLS4WHh0dGRkZGRkZERISEhOjtqqpOmTLl8OHDtbx+gNI+lvDwcIOh\n7KdrVVUnTJiQlpbmw8KAiyIQAgAAXOZyc3N//vlnr1xq8+bN+fn5+fn5BQUFVqs1KyvrkUce\n0V6y2WwrV670yrsEnC1btuTn51ssFpvNduzYsXvvvVdrdzgcL7/8sm9rA6pGIAQAAEANxcfH\nv/rqq40aNdKe7t2717f1+JyiKG3atFmzZk3Lli21Fj4T+DkCIeB3bDbb0qVLr7/++ri4OJPJ\nFBERceWVVz700EOV3fVRWFg4Z86cdu3ahYaGtmzZcuLEiWfPnq142P79+++7776mTZuGhIQk\nJSWNGDFi8+bNdfytAAAu2dtvv60tFjJ06NDi4uL58+d36NAhPDy8RYsWkyZN8rgkTGZm5owZ\nM7p27RoVFRUbG9utW7dp06b99ttv2qv33Xdf69at9YN79uypKMqSJUu8VbDZbG7RooX2OCcn\nx/Wl6nQ91e/1fvzxxxEjRjRs2DAiIqJPnz7/7//9v8pKSk9PnzJlSufOnaOiokwmU8OGDfv1\n67d06dKSkpKqv5cNGzZoH37fvn1F5M033+zdu3dkZGRcXNywYcN++OGHan4mJpOpc+fO2uMz\nZ87U3WfiSlXVUaNG6cvbrFmzppafBoKFCsBHPvvsM/2/xJKSEq3Rbrffc889Hv9rjYuL++mn\nn7TDli5dqjUmJib26dPH7cgmTZocOnTI9b3effdds9lc8ZqPPfZY1fUAAOrZW2+9pf1TPHDg\nQC2WuGrRosWxY8dcj9+1a5fHdSajo6O3bt2qquof/vCHiq++/PLL1S/pP//5j37if/7zH7dX\nCwsLGzRooL1611136e3V6Xqq2etpVzOZTG7HDBs2TH+sH5yWlpaQkODxmnfccUdxcbF22Nq1\na/X2kydPao3/+te/tJZrr722YmFms/mbb77RS/r666/1l3bs2OH6mRQXF19xxRXaS1dffXVd\nfCYrVqzQGhs3bqy1zJw5Uz9y4cKFl/RpIJgRCAGf8RjAPvjgA61FUZTbb7993LhxgwcPVhRF\na3zkkUe0w/RAqElOTh4zZsw111yjt3Tv3t1ut2sH79q1S7/vPzk5+cEHHxwwYIB+5FtvvVVF\nPQCAeqYHQk1CQsLQoUM7duyot/Tu3dvhcGgHZ2dn68HDbDbfeOONQ4YMCQsL01qaNGmSn5//\nyiuv3HbbbfrpN99885133rlhw4bql+QxEDocjoKCgsOHD48aNUp/9Z133tFerWbXU81e7+jR\no+Hh4fq3OXz48HvvvTc+Pt71g9KT0q233qq19OrVa968eUuWLLn//vv1a65atUo7rOpAqB3f\nunXrsWPH9uvXTz+yf//++sfiMRAWFhbu3bt3+PDh+kt62PPuZ+IWCN999139UhMnTtSLrOan\ngWBGIAR8xmMAW7x4cbdu3cxm88yZM/Ujx40bpx3Wt29frcU1EI4YMcJqtWrtc+bM0ds/++wz\nrXHEiBFay5AhQ/Q3WrZsmdbYvn177QcLAiEA+APXQHjttdeeP39eVVWHw/H444/r7Z9//rl2\n8KJFi7SW8PBwPZPs3btXz4TLly9XVfX48eP6ubt3777UklwDYRX69++v/y6yml1PNXu9KVOm\naC1Go1FPpCdOnNCnqopLIIyKitJaDh48qF9z7ty5AwYMmDJlyqZNm7SWqgOhiAwePFjvXkeO\nHKk1RkZG6td0DYRGo9FoNLouMar/vRw9erQuPhPXQLhjxw79b3zkyJH630L1Pw0EMwIh4DNV\nBLDi4mK9E8rLy5s0aZJ2WPfu3bVG10DoOqPGZrM1btxYa3/88cdVVbVarXonoUdE7Uj9t61H\njhypuh4AQL1xDYQ//PCD3l5UVNSkSROtferUqVrj9ddfr7WMGTPG9SIrV65877339u/fr/17\nXteB0Gw2//nPf87Ly9OOr37Xo7lor9elSxet5b777nMtzGNv2KxZM62ladOm06ZN27RpU25u\nbsVv6qKB0HUWqOv9inqproHQo5CQkA8//LCOPhM9EEZFReld/1VXXVVUVOT6bVbz00AwY1EZ\nwB9lZ2evW7du4sSJvXv3jo+P1zs8h8PhdmR0dHS7du30p0aj8aqrrtIeayuMHzt2rKioSGu5\n7bbb9HvNTSZTYWGh1n7w4ME6/XYAADVgNptTUlL0p6Ghob169dIeHzlyRHug/wPevXt313Mf\nfPDBe++9t3PnzhXvu6ul5OTkLl266ONOItK3b9+TJ0++8cYbeuOldj0X7fX0PTNcPxAR6d27\nd8UKH3zwQe1Benr64sWLb7311ri4uOuuu27x4sXZ2dnV/047dOigP3adnlr1Wiwmk6lBgwYd\nO3b885//vHfvXn1o0eufiS4/P19fTO7kyZNWq9X1VW99GriMefnfCAC1ZLFYJk+evHr1apvN\nprUYjcYmTZqcPn1aRCrORYmNja2sRdt9ODc396JvWp1jAAD1LD4+3u2ffX3xmPz8fO2B/g+4\nPspU11auXNm3b1+r1TpjxozFixeLyLZt2+6///6PP/44IiLCraoqaMdUp9dTVVXr0UTEbX2U\n6OjoileeNWtWYWHhkiVL9ORmt9t37NixY8eOBQsWrFu3rn///tX5TmNiYvTH+r1/Wj0VD96x\nY4frnfwVefczqUxGRsbChQvnz5+vt3jr08BljBFCwL9Mnjx51apVNputQYMGTzzxxObNmy9c\nuKCvG1axG8jIyHDrmfQlv7VkqHfPIvLtt9/meaLvnwsA8B8XLlzQI4FGDxV6VtEfnD9/3vVI\nu91ep7WFhoa++OKL+nIymzdvHj16tP5q9bue6vR6iqLoY49u36bbjg4ao9H4wgsvpKenL1++\nfPjw4foKqCKSlZX1hz/8oZofTtXR61J59zNxExsbO23aNO3xkiVLXHen8NangcsYgRDwI4WF\nhfquQatXr37hhRcGDRoUHR2t/wRQsRuwWq1bt27Vn9psttTUVO2xNtelbdu2+nyhQ4cORZWy\n2WwbN248ceJEaGio1ycUAQBqr7i4eNu2bfpTVVX1ffD02YydOnXSHuzYscP13HvuuadZs2aD\nBg1auXKl22U9DnDVzOuvv67forZu3Tr97sdqdj3V7/X07/e7775zLcC1B9TZ7faffvopNTX1\n4Ycf/uSTT7Kysvbs2TN27Fjt1fT09GPHjnnrE6g+r38mOpPJ9MknnyxatEj7H0NhYeEzzzyj\nv+qfnwb8CoEQ8COZmZkV70woLCx8//33tcduvyrWPP744xcuXBARVVVnzJhx7tw5rV1baToi\nIkJf1XrRokX6jsavvPLKPffc06VLl8aNG+fl5dXBdwMAqK1Jkybp+8vPnz9fXxtG30ZC395g\nw4YNemexY8eOTz/9ND09/csvv9S6FdcZj1pH4LFDuVQNGjTQlzYRkWnTpmk3s1Wz66l+r6d/\nv+vWrdOXQNu9e/eSJUvcTv/qq6+0bdxvvfXWLVu2iIjBYOjWrdtDDz2kHxMZGVnb7/zSef0z\n0TVs2PDGG280Go36TNG1a9fu2bNH/PjTgH/x5Yo2QHCruKpnSUmJftt6YmLiCy+88OKLLyYn\nJ+uHtWnTRjvXbR/C+Pj4YcOGud7+7rpR0tatW/Udh5o1azZx4sR77rlH/xXj008/XVk9AID6\n57YPYUxMzODBg/VlNkXk+uuv1w923YdQRNq1a5eSkmI0GvV/8/Pz81VVLSws1BtjY2Pbt2//\n3HPPVb+kqjemHzNmjP7qvffeqzVWp+upfq93+vTpuLg4rdFgMNxwww033XRTaGio6welrTJa\nXFys79kYFRU1fvz4xYsXP/HEE/oCrfq2DRddZdT1e3RdUFRfTLWKjek98u5nUnFjelVVr732\nWq1x0KBBl/RpIJgRCAGf8RjA/va3v0kF+j5LZrPZYrGoLoHwd7/7XcW72Nu2bav3bZply5Z5\nvOtgxIgR+lsTCAHAH+iBsEGDBq77m2tat2594sQJ1+NTU1P1XQdcNWjQwDWl3HTTTa6vPvzw\nw9UvqepAmJ2d3bx5c/2AzZs3a+3V6Xqq2eupqvr5559XXDjnqaeeatiwofZY33bi0KFDrvsT\numrZsuWxY8e0w+o/EHr3M/EYCF3n0Gp7DFbz00AwY8oo4F/Gjx///vvv9+7dOywsLDQ0tEOH\nDtOnT9+/f7/2r3lJSYlrXyUiERER33zzzXPPPXfllVeGhoa2aNHiscce+/HHH11/YSwiEyZM\n+O9//3vfffe1aNEiNDQ0MTGxX79+77zzzrp167iBEAD8k9Fo/Oijj/7617+2b98+JCSkefPm\njz766M6dO91+vr/qqqv27dv31FNPderUKTw8PDQ0NDk5efLkyfv373f9jeGaNWvuvPPOmJiY\n8PDwDh06uG1TURuxsbGudyqOHz9e21+hOl1P9Xu9wYMH79y5c+TIkfHx8REREddff/369esX\nLlxYsZ7k5OR9+/bNmzevT58+sbGxRqMxJiYmJSXl2Wef3bNnT5s2bbz1jdeAdz+Tivr16zdk\nyBDt8RNPPOFwOPz504CfUFTv3VgMAACAWnr77be1SZgNGzbU7zQDgDrCCCEAAAAABCmmigEA\nAASdwsLCau43kJSU5LYdPIDLCYEQAAAg6OzZs0dfkbJqCxYsePrpp+u6HgC+wpRRAAAAAAhS\nLCoDAAAAAEGKEUIAAAAACFIEQgAAAAAIUgRCAAAAAAhSBEIAAAAACFIEQgAAAAAIUgRCAAAA\nAAhSBEIAAAAACFIEQgAAAAAIUgRCAAAAAAhSJl8XAAAAAAAB4NChQ71797bb7bW/lKIon3zy\nycCBA2t/qVoiEAIAAADAxR08eDAvL++ldu0iDbWdaDnuyJHU1FQCIQAAAAAEkvsbN25oNtfy\nIhN++skrxdQe9xACAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAA\nAECQIhACAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAAAECQIhAC\nAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAAAECQIhACAAAAQJAi\nEAIAAABAkDL5ugAAAAAACBwNiyXE4esivIYRQgAAAAAIUowQAkAN/fjjjytXrvR1FYHkySef\nbNu2ra+rAAAAZQiEAFBDR48e/de//pWenu7rQgJAcXFxaGjo6NGjCYQAAPgVpowCAAAAQJAi\nEAIAAABAkCIQAgAAAECQIhACAAAAQJAiEAIAAABAkCIQAgAu4quvvgoPD/d1FQAAwPsIhACA\nquzatWvUqFGqqvq6EAAALmcbN27s2rVr27ZtR44cmZOT4/bq+++/37lz586dOw8aNOjEiRNe\nfF/2IQQAv/Dvf/971qxZNT5dUZT58+cPGjTIiyXZbLbXXnvt6aefZngQAIA6lZGRMWbMmO++\n+659+/bTp09/4okn3njjDf3VCxcujB079sCBAy1btpw3b97UqVPXr1/vrbcmEAKAX9i1a9dP\nZ/Z3vSexZqfveffs//73P+8Gwm3bts2YMWP27Nlms3n69OlevDIAAHC1efPmXr16tW/fXkTG\njx/foUOH5cuXGwzO6Zx2u93hcOTn54uIxWIJCwvz4lsTCAHAX0QlhaSMbVKzc49uPu/dYkSk\nU6dOx48fT0hIWLJkidcvDgBAMLOp6qxZsxYuXDhu3Lh58+adPHmyefPm2kvNmjUrKCjIzs6O\nj4/XWhISEl566aWePXsmJCSIyLZt27xYCYEQAOBZYmINhysBAMBFDRgwYOrUqR06dBARh8Ph\n9qrRaNQf7969+4UXXkhLS2vbtu1rr702fPjwvXv36uOHtcSiMgAAAABQ35o1a3bzzTdfccUV\nItKiRYvffvtNa09PT4+JiYmJidGP3LRpU79+/dq2bSsi48aNO3LkyLlz57xVBoEQAAAAAHxp\n8ODB33//fVpamohoY4CKoojIL7/8YrFYUlJSvvnmm9OnT4vIRx991KxZs8aNG3vrrZkyCgD+\nIvc363eLT9bs3Pwzxd4tBgAA1JvExMTVq1fffffdhYWF7du3X7t2rdZ+zTXXrFy5cujQoU8+\n+WT//v1NJlNCQsKnn36qxUWvIBACgF+49tprr/n2Bvmlpqd3lz59+nizIAAAUI9uv/3222+/\n3a3xzJkz2oMJEyZMmDChLt6XQAgAfmHgwIEDBw70dRUAACC4cA8hAAAAAAQpRggBABcxZcqU\nKVOm+LoKAAD8Q7xVwuy+LsJrGCEEAHhWUlKyYMGC5OTkyMjIzp07//3vf1dV1ddFAQAAb2KE\nEAD8gsVi0RabrrFOnTqFh4d7qx4Reeqpp15//fVZs2b16NFjy5YtEydOtFgs06ZN8+JbAAAA\n3yIQAoBfWLZs2VNPPVWbKyxZsuTRRx/1Vj0Wi2XZsmXPP//8k08+KSK33HJLRkbGSy+9RCAE\nAOByQiAEAL9QXFzculvfCX/7tmanv/LQNcXF3tyKMDc3d9KkSXfccYfe0qFDh7feestms5lM\n9B0AAFwm6NQBAB4kJSUtXrzYtWXjxo1du3YlDQIAcDmhXwcAXNxrr722devWjz/+2NeFAAAA\nb2KVUQDARbz11luTJk2aOXPmiBEjfF0LAADwJgIhAKAqCxYsePDBB2fOnDl37lxf1wIAALyM\nKaMA4BdMJtOJA9/PvD2hZqdbLXkm073eLUlEpkyZsnTp0qVLl06YMMHrFwcAAD5HIAQAv/DQ\nQw+1b9/e4XDU7HSDwTBw4EDvljRv3rxly5Z98MEHI0eO9O6VAQCAnyAQAoBfiI+Pv/POO31d\nRZmff/55zpw53bt3P3Xq1JIlS/T2cePGhYaG+rAwAADgRQRCAIAHGzZssNlsu3bt2rVrl2v7\nn/70JwIhAACXDRaVAQB4MHny5JKSkrlz57Zq1SoiIqJfv37bt29XVbVBgwa+Lg0AAHgNgRAA\n4NkzzzyzYMGCyZMnr1u3Li4u7uabb/7pp598XRQAAPAmpowCgF/YsWPHkiVLVFWt2emKojz+\n+OO9evXyVj2FhYXLli2bPn36Y489JiIDBgxISkpas2bNc8895623AAAAPkcgBAC/8NVXX/1j\ny2eGmzrV7HTHF/tTUlK8GAhNJtOXX37Zpk0b7WloaKjZbC4sLPTW9QEAgD8gEAKAv1BaNDTO\nruFCo2pauneLMZvN11xzjfY4Kyvr+eefz83Nvf/++737LgAAwLcIhACAqrz88stTp04VkRkz\nZnTr1s3X5QAAAG8iEAIAqjJs2LAbbrjh66+/njFjRlFR0YsvvujrigAAgNcQCAEAVWnXrp2I\nXH311RkZGS+99NLs2bOjo6N9XRQAAPAOAiEA+I3MPMeHP9Tw3Av5Xi1Fzp49+/HHH991110N\nGzbUWrp27Wqz2c6ePUsgBADgskEgBAC/0KFDh9amWFm7u4bnh8YlJyd7sZ7i4uJx48YVFRVN\nmTJFa9m8eXNMTEyLFi28+C4AAASehsUSbvd1EV5DIAQAvzBy5MiRI0f6uooyzZs3Hz169DPP\nPKOqaocOHT755JO1a9e++uqrISEhvi4NAAB4DYEQAODZ8uXLW7RosXTp0t9++y05OXnt2rX3\n3Xefr4sCAADeRCAEAHgWFhY2d+7cuXPn+roQAABQVwy+LgAA4O8KCwvbt28/ceJEXxcCAAC8\njBFCAPALqqpmZ2fX5goNGjRQFMVb9biaMWPG0aNHb7nllrq4OAAA8KHADoQHDhw4fvx4eHh4\njx499IXRASAQLVu2bPLkybW5wuuvv/7QQw95qx7d9u3b33jjjYSEBK9fGbVHPwgAqKXACIT3\n3HNP165dZ8yYobfs2rVrzJgxe/fu1Z6aTKbf//73L730Et0hgACVk5NzdXLiu7NrOAp318x/\n5+TkeLckESkqKnrggQdmz569evVqr18c1Uc/CACoI4ERCD/44IPMzEy9I0xLS+vfv39eXl6X\nLl169+5dUlLy/fffr1mzZufOndu3b4+NjfVttQBQM2EhxtZNY2p2bqjZ6N1iNDNnzoyOjp46\ndSqB0LfoBwEAdSQgF5V55pln8vLy5s6du3fv3lWrVq1ZsyYtLW3OnDkHDx58/vnnfV0dAFwm\nfvjhh2XLlq1atcporJO0iRqjHwQAeEtABsKvvvqqU6dOzzzzjL58gtFonD179vXXX79+/Xrf\n1gYAlwer1TpmzJgnn3yyW7duvq4F7ugHAQDeEpCBUFGU7t27V1xMr0+fPr/99ptPSgKAy8yz\nzz5bWFj44IMPnjlz5syZMzabzWKxnDlzxm63+7o00A8CALwmMO4hdNO7d+9ff/21YvvBgwfj\n4+Prvx4AqD2DwbDnaOa1D/2jZqcf/jXbYPDm7/g2b978yy+/tGzZsuwtDh9+6623jh8/3qpV\nKy++EWqAfhAA4C0BEwi3bt3aq1evbt26de/evV+/frNmzdq4ceOQIUP0A1599dVNmzbdf//9\nPiwSAGrs3nvvNZlMqqrW7HSDwXDXXXd5sZ6lS5e6Llv6yCOPdOvWbfz48Y0bN/biu6D66AcB\nAHUhMALhlClT9u7du2/fvp07d+qNo0aNys/PVxTlwIEDt91228mTJ+Pj4+fMmeO7MgGg5lq3\nbv3kk0/6uooy1157revTqKioFi1a3Hrrrb6qJ8jRDwIA6khgBMKXX35Ze3DmzJl9+/ZpnWJ2\ndrZ++8SpU6cGDhy4dOnS1q1b+65MAADqBP0gAKCOBEYg1CUlJSUlJQ0aNMi1MTk5OSsrKy4u\nrgYXPHfu3IMPPlhUVFTFMcXFxenp6YcPH/bu/TkA4OdycnIaNGigPz1w4MDRo0c3bdrkw5JA\nPwgA8K4AC4QemUymmvWCIhIREdGzZ8/i4uIqjvntt9+2bt1qs9lCQkJq9i4AEIj27t0rIvPm\nzYuJidFaXNeYgf+gHwQA1NjlEAhrIyoqau7cuVUfs3379nfeead+6gEQtA4dOrR69eraLCoz\nZsyY9u3be7GkvXv3RkdH/+Uvf6m4vQEuG/SDABDkgj0QAoCfWL9+/fJly69qf1XNTt95eGd8\nfPzjjz/uxZL27dvXo0cPRVGKi4vNZjOxEACAy09gBMIXX3yx+gd79+chAKgfqqp2atXp3wv/\nXbPT+07qW+PRxcpoU0Z79+6dmpoaFRX1yCOPzJs3z2QKjI7jMkM/CACoI4HRry9cuDArK6ua\nB9MRAkDtqaq6f/9+RVHmzZs3a9aszz777K9//avFYlm6dKmvSwtG9IMAgDoSGIHw0KFDI0eO\n/PbbbwcNGjR+/HhflwMAlz+Hw/Huu++2atWqa9euIjJ06FC73f73v/999uzZCQkJvq4u6NAP\nAoAfiS+WSKOvi/CawAiECQkJmzZtGjBgwJdffjl9+vT+/fv7uiIAuMwZjcZhw4a5tgwdOvT1\n118/dOhQ3759fVVV0KIfBADUkcAIhCISFha2fv36Tp06PfLII/v37+cmFgCXn4LCgl0/7arh\nuUUF3i3mzJkzn3322ZAhQxITE7UWq9UqIo0aNfLuG6Ga6AcBAHUhkLqTJk2aLFy4cOnSpV9/\n/bXbnrwAEOgSExP3HNtz3cTranMFL9ZTXFz8wAMPvPjii9OmTdNa1q1bd8UVV7Rt29aL74JL\nQj8IAPC6QAqEIvLwww8//PDDvq4CALzvoYceeuihh3xdRZkWLVrcd999s2fPNplMnTp1Wr9+\n/fvvv//uu+8yMOVb9IMAAO+iXwcAeLZixYqWLVu+8sor6enpycnJ77///t133+3rogAAgDcR\nCAEAnoWFhT3//PPPP/+8rwsBAAB1xeDrAgAA/uvzzz/v1atXeHh4q1atnnvuOYfD4euKAACA\nNxEIAQCeff3110OGDOnWrdsnn3zy5z//+bnnnluwYIGviwIAAN7ElFEA8Atr16599NFHa3OF\n5cuXjxo1ylv1iMjTTz/9u9/9btWqVSIyePDgnJyc//znP168PgAA8DkCIQD4hRMnTsRGZY+/\nv4YTN15903HixAkv1nP69On//ve/ixYtEpHi4mKz2fzCCy948foAAMAfEAgBwCAqhwQAACAA\nSURBVF/ExcigfjUMhKs/9PLdffv27RORsLCwm2666dtvv42Kipo8efLcuXMNBu41AADg8kG/\nDgDwICMjQ0TuvvvuHj16fPLJJ2PGjJk/f/7LL7/s67oAAIA3MUIIAPCgpKRERIYPH66FwGHD\nhuXm5s6bN2/atGm+Lg0AAHgNI4QAAA+ioqJEZOjQoXrLkCFDLly4cOrUKd8VBQAAvIwRQgDw\nF8dPqk/Os9fs3FOnVe8W065dOykdJ9TY7XYR4R5CAAAuJwRCAPALQ4YMOXXqlKrWMNe16aTc\neuutXqynW7duSUlJ77//vj5IuHHjxtatWzdt2tSL7wIAAHyLQAgAfqFnz57Lly/3dRVlDAbD\n/PnzH3jggUaNGg0dOnTTpk3vvPPO6tWrfV0XAADwJgIhAMCzMWPGhISELFiw4LXXXmvVqtWb\nb775xz/+0ddFAQAAb+JWEACAB9u2bVMU5b777jtw4EBxcfGRI0fGjBmjKMr+/ft9XRoAAPAa\nRggBAB60bdt26dKlri3z5s2Liopq3bq1r0oCAABeRyAEAL9w+vTpjRs3OhyOmp1uMBiGDx+e\nmJjorXqaNGkyceJE/enrr7+elZX12WefRUZGeustAAAISA2LJerymWhJIAQAv/D2229Pf/ZZ\nadykhuefOZ2bmzt16lSvFuV07ty5J598cvLkyT169KiL6wMAAF8hEAKAX7Db7Uq3nob1/67Z\n6Y5hA7V9AuvCs88+azKZZs2aVUfXBwAAvnL5jHUCAOpCZmbmm2++OW7cuJiYGF/XAgAAvIxA\nCACoyptvvmmz2SZNmuTrQgAAgPcRCAEAVVm3bt2AAQMaN27s60IAAID3cQ8hAPgNu01ysmt4\nrq1ObiA8e/bszp07ly9fXhcXBwAAPkcgBAC/EBERoe7aae/apjZX8GI9mu+//15V1X79+nn9\nygAAwB8QCAHAL0yaNGnEiBG1uUKLFi28VYxuz549oaGhHTp08PqVAQCAPyAQAoBfMJvNbdrU\nfHiwjqSnpzdr1kxRFF8XAgAA6gSBEABQKe4eBADg8sYqowAAz1RVfeWVV6688sqoqKiUlJRN\nmzb5uiIAAOBlBEIAgGd/+9vfpkyZctddd61bt65Tp05Dhw794YcffF0UAADwJqaMAoBf2Lhx\n4+zZs2tzhfnz5w8ePNhb9YjI6tWrR4wYMW/ePBEZPHjw9u3bV6xY0adPHy++BQAA8C0CIQD4\nhd27d2cePT22x6ianb581//bs2ePdwOh1WqNjY3VHhsMhvj4+PPnz3vx+gAAwOcIhADgL5pF\nN556zQM1O/efR770bjEiMmHChKlTp959993XXXfdBx98sHPnzieeeMLr7wIAAHyIQAgA8Gz0\n6NFffvnl7bffrj2dMWPGXXfd5duSAACAdxEIAQCejRgx4ocffli6dGmXLl22bNmycOHCxo0b\nT5o0ydd1AQAAryEQAgA82Llz5+eff/7OO+/84Q9/EJH+/fs7HI6nn356zJgxUVFRvq4OAAB4\nB4EQqLnF2xxuLdP6spULau5ETvrMb5fU7Nzf8s56t5iTJ0+KyHXXXae39O3bd968eb/88kuX\nLl28+14AAlTaaaOilHWFzeOujgzd6cN6ANQAgRCooYppUG8kFqIGrrvuum/7fLtXfq3Z6V2v\n7XHNNdd4sZ4rr7xSRL777rvWrVtrLT/88IPJZLriiiu8+C4AAlfaaUVRnI9VVUTk1/OpZqNi\ncxg6JNl9WBiASxKQgfDChQs5OTmFhYUhISENGzZs0KCBrytC0PGYBt1eJRbikgwYMGDAgAG+\nrqJM586d77zzzokTJ164cKFLly5bt26dP3/+o48+yj+5/oB+ED536EykWxrUlNglMdqRla/k\nFl3dOoHRQiAABFIg3LRp06pVq7755pvMzEzX9oYNG954440TJkzwq5+lAGIhAt277747a9as\nRYsWZWVltWvX7uWXXx43bpyviwpq9IPwH6pq0QKhaxpMjC57HBuempWvZBdGtG1UUN/FAXUt\n3ioxl88PeIERCEtKSn7/+9+vW7dORNq0adO9e/fY2NjQ0FCr1ZqTk3P8+PGPPvroo48+uv/+\n+1euXGk2m31dL1Bm8TYHmRABKjQ0dNGiRYsWLfJ1IaAfhN8xGcVWflqoaxoUEVUVRZEG4ZYC\nawo3FgL+LDAC4YIFC9atW3f33XcvWrSoZcuWFQ84ceLE008/vWbNmi5durBvMupa1fNFAcDr\n6AfhV9JOKyZjuRaTUc5byp7GRzgfKIqcyErt1LT+agNwqQIjEL799tu9e/d+7733DAbPIy0t\nW7Z87733Tpw4sWrVKjpC1JEa50D9RIYKAdQM/SD8QYE15dfzqSKiKM7hQX1UUFEky2Vm6HmL\nNIx0ziZVFDl0RjEqhtjwsMQYpo8CficwfjxNT0+/4YYbKusFNYqi9OvX78SJE/VWFYKKV0YF\nGVoEUDP0g/C5AmvKpv2pB9PlYLpYisWhus8RbRgpDSNFRBQRReR8gZiNIiKJ0XKhQM7lOX46\nZzmXG+mD0gFUKTACYcuWLX/44Yeqj1FVddu2bU2aNKmfkhBUvBjkyIQAaoB+EL6VVxSZbUnt\n00b6tJEbrhRFpHG05yOV8k/NRrE5RNUGFR3y0znL9z+TCQH/EhhTRv/0pz9Nnz79/vvvf/bZ\nZ/UdsVydOnXqL3/5y/bt22fOnFn/5eHy5vUIxzIzlxOHw3HhwgVfVxEAiouLfV1CYKMfhA/l\nFUXmFRVpj0NNoijSIt79GG0JGRGJj5TzLtNCHaqoqhSVOJ/a7GJQLP89ntK7NcvMAP4iMALh\ntGnTDhw4sHbt2rVr17Zs2bJdu3YNGjQIDQ0tLi7Ozs7+5Zdfjh49KiJ33HHHjBkzfF0sLisM\n6KEKERERZ8+ejY+v8JMRKhEREXHxg+AJ/SB8pcCaoj3Qd5dQRDLypVGU+5F6JtQ5Ss/p1EQO\nnpaEKMnMF4NBCqxpdVcwgEsVGIEwJCTknXfe+eMf//j666/v2LHjq6++cn01MTHxzjvvHD16\n9LBhw3xVIXBJGCS8PAwfPvznn39WXTfhQuVMJlOLFi18XUWgoh+E76nOmZ8Z+Rc9UBQRVcTu\nEBExGURRJCFKRJx/ijBICHiwcePGp59+2mKx9OzZc9WqVbGxsa6vpqamTp48OScnJzo6+q23\n3urQoYO33jcwAqHmlltuueWWW0QkJycnJyenoKAgLCwsLi6uQYMGNb7mzz//3KFDh5KSkose\nyc98QYjhQVRNURSPk/eAOkI/iHp2PDMlJmx3id1hdzhj3gXLRU7R1hpVS3eeUJz/J2ajc9FR\nm0NUVWLCGSQEysnIyBgzZsx3333Xvn376dOnP/HEE2+88Yb+anZ29m233fbhhx/eeOONK1as\nGDt27LZt27z11oEUCHWxsbFuibnGWrduvWXLlqLSmfEeHThwYMqUKYrbNAhc7uo6DVo3W0MH\nh9bpWwC4XNEPoh4cz0yx2tJEHGFmUUSKtW3oS38t4HHWqEZba1RVneOEInIuT0ScE0rNRjEa\nhEFCwM3mzZt79erVvn17ERk/fnyHDh2WL1+uLy69YcOGlJSUG2+8UURGjx593XXXefGtAzIQ\nepGiKH379q36GG56CULWzVaJMNfpWyyLME8kEwLwNfpBeHS+IDI23KKqYrOL0SChZrE5JMQk\nRTZnyFNVOZdXbucJLfW5rj5axZiyKpLcOJVMiCC3cuXKlStXPvnkk4sWLTp58mTz5s219mbN\nmhUUFGRnZ+vrFBw5ciQhIWHUqFG7du1q1arVK6+84sUyuIsJcGfdbF1Wx2lQsyzCbN1srYc3\nAgCg+gqsKSaDRZ8jbC0REQnxNIhwLq/sS/NbtohalgXP5pa95MogUuKQ8JDU/x5P8XL1QOC4\n7bbbvvjii0cffVREHA73uWlGo1F/XFJSsmHDhunTp//000+jRo3y7h3jgTFC+OKLL1b/4Mcf\nf7zuKgG8a1mEeZqvawDg/+gH4XM5hRIbLqoqld1MqogYjVJil99yRESbF+q+L6E2a9T5p4iq\nSnjI7rqrGfBzzZo1u/nmm7XHLVq02LFjh/Y4PT09JiYmJiZGP7Jp06YpKSk9evQQkbFjx44f\nPz4jI6NRo0ZeKSMwAuHChQuzsrKqeTAdIdy43Q140eU962d4EACqj34QtZFTWBbL7I6I+MiC\nKg4WEYeaJiImo2h/6gkwp9D9SC3aGQ3SMNK5DKktTI6dk+hw92M0RoNz6VFtCNFsFJud9dsA\nEZHBgwc/9thjaWlpHTt2fO2114YPH67duf3LL78kJiYOGzbsueeeO3z4cHJy8j//+c9WrVol\nJCR4660DIxAeOnRo5MiR33777aBBg8aPH+/rcuCnqrkMjH6Yngx9tZroREuJiFg3C3cSAqga\n/SCq43im+/TLmLBUk1EySidtNooWo8GSlW/8/ueeIjKk286KJ7reFqgxKGU7ChoUMRhFRErs\nzsTYMLI0MSqiiISbpW2iiMi5PDEaxGwQUZwhUBsz1P6MjxSbXUTEZJS008aOTey1/eaBAJeY\nmLh69eq77767sLCwffv2a9eu1dqvueaalStXDh069J133vn9739vsVhiYmLWr1/vxYW+lEBZ\nRbqoqGjAgAHff//9li1b+vfvX59vvX379uuvv95qtYaEhNTn+6I6AmVnCC37VYFMCKBq9IPw\nSM9yRSWpeqOiGMzGsGKbxWz0cEqjaLHZ5fufr9aedmpa7tXY8DSRIpPB4boTvZSuGeNQxVD6\nU2ictrGEyw+lJoPzmKISEZF8a9m6MtrSoxpVlYx8EVUcqmTmi4g0j7+6dQKryyAAfPTRR3fe\neWfmPxo1jKntUizKrWfHjh27YsUKrxRWG4ExQigiYWFh69ev79Sp0yOPPLJ//36TKWAqR93x\n8zR40RAIANVHP4iKjmemONS0YpvFbahAVR3FNovJJQ0WufRIB9NFFbmmTequXyMaRWs3B3bU\nXooO2+1QRcRRVGIIMzszoXbu6Ry5srHzCtq4n4gYDVJxkMKgSJhZRCQixBkItaVKRcTuKJuA\nqv3/hCixO+Tk+dTWXpv+BuDSBNIqo02aNFm4cKHJZPr66699XQvgZf/7nN+7A7gI+kG4cahp\nJXaLorgv9OI27bOo/O8no8NERA6kS6sES6jJYjYWWYp3F1jTCqxpZqPDbHSYjRJqdhSViOJy\nbnJjl0soYjJ4ToPuVBERk1FsdrHZXdKgS8FaVqw43xVA/QikQCgiDz/88P79+wcNGuTrQgDv\nIxMCuCj6QbgqsVvcWhKjnWkwMVoaRkp8pIezXCmKGBSHojiSYixJseWuFmIqu3Uw1CQiopR+\nabf/VZYGHS5hr4q7nFwzYVyE5Ft3kwkBn2DCCQKSn08W1SyLMDNrFABQF45nplhtu1XVOfim\n0QcGTcaytJYYLSV2OZsnrpucaaecyZFGUSIidoe2C4SU2EW77VBLa1abSOm2gqpIbukqo0rp\npNCqOVRRpPLgCMA/BNgIISABkgY1l7qDBYOEAICLOp6ZEhOW2ijKoY2/mYxiMkrj0h3LtDRo\nczi/tJbGpVlRFTlfuuuEqkrFpQXtDueXK6tNcgrLHXwuz5kSS+xlX64HaGOJJZ567HN5HjYz\nNBkcVlsag4RA/WOEEKhbWiacaClJU6M7KnmVHdZRyUtTKyz1DQBABUUlqbbSoKUlN5PBGbH0\nNKjTM6FB2wPQJYk1Ku12tLv4Llico3mqKg0jnQcrihzNkIQo55Gqy4DfuTyJj5CMPOd1tAcZ\neZIUKw5VjIoU20VRygYwz+aVnatF2bwi59OdJ8SgyF1XW3JLWwC/1rBYYi+fsW8CIQJMAA0P\nunINe/pjt3xIJgQAXNSxjEiTUc7kuA+yaZtASPk0qLM7pHG0pGfLBfe7DkVKR/M02mWzSkcR\nz+R4uA9QVZ2N2g6HGXnOmKk9NShic4jRIEZDWZHpOc7Y6VqSJvWE890/TJW7rt7t6ZsGUIeY\nMgp4zURLicebBgcWhGkP0tRoj8kQAIBqKrFbTmd7mHJ5Lk/OW8r2oBdtRmj5Ly0Nagt+ipQ7\n+HyBqOJ+WYcqjaKlQUS5RlVEFGcCdN2rUBFZ/q0s/1aK7XImR06eL7vaeYuIlJuGqj2OCJHU\nE2XVau9ZvY8BgNcQCBFI/Hl4UI+CAwvCtMcDC8K0ryrOcsuEVcwpBQDgp3PKuVzPL2WU70Aq\nJkZtTM9md95zqJ+lnWhzlK0Oqt1D6FBLp6EaxO4Qq00UxfklLqlSf5/XvxURKbHJ6WyZu0FU\nkYx8w7k8OZcndoeYjWJ0GWm0FDu/rm5ZrsiPGCAE6h1TRhEwvJ4G9Qh3qUu/VLyC55eqNwW0\n6nsLAQDQFFgvsuCKFvYqczZPRModoG8tqI3gqarY1bLI5xYpTYayuwE15/Lkwx9FRBQRo0Fs\npZvOG5QIRZHnN8qzw0WkbIpqZVtQXN2ybJwQQP0jECIYuQU57emlxkK2lAAA1Cer7eLDZza7\nnM1135he4xrHyu0yLxIfISajnMsT8TS06JHJ6EyDIqKWTgHVIp9DikSqmh1TJSavAfWN/+oQ\nGLw4POgxyNVgkHBZhNnjWa7DfZc69MddhQAAj/T9GKrY6l13Ls/9qWuLWxrUnC8dyTMZxWQQ\nk8HzYKM23dRklPgIefYOmTDA2a6Kc2hx/AAxGhwisvD/OoqIolzCj5pGg/y+d8/qHw/AKxgh\nBC5CHz/0OMW0st3n9YmgeiasLOy5hsYetxR7qWoAwOUpKdbDEqPisoeEtgTouUu/F6EsAWqZ\ns/yu964HxJcuM5MYLc/eIbM/EUXk0Zud9xP+et7w7PCys7RMaDI4tOVPtcqjw8r2nNDmi5qM\nImKIDN15yXUDqB0CIVAtrqnPbYppZZnQzUV3lQgdHFq7GgEAl7MLljDtlrxG0ZKVX26Wpohz\n1E5Ezlay6kxljAbnRRTXTQpLNxx0y4QabThRj4XP3uHc7F67QrMGzvmioaaOIuJQ00REVYtM\nBrE5HIoiJoOU2MsyoZYzb+54desE0iDgAwRCoIYmWkoudaJpxUyoDw+SBgEAF2V3yLlcSW4s\nceEiIjmlg2wGRRpFi80uqiqJ0ZKR7/l0beN4V/regO4TUSufmKq/ct7izISKp1d1BqWjlglF\nxGQw2BwOVQxaCIwJd4gYbu7YU0RIg4CvEAgRAPx5t4kqhA4OtW62Vn1MmhrNNFEAQNWOZUSK\nSIndIiJxkW5jeWJ3iBicu8PHRzgH6yqjzyw9muG8mVAbHqyYFTXxEZXOPlVK/6xsGZrWCTu1\nWx8NSkdRnEOFzeM6uh3GNFHAtwiE8Hf1kAZrvO2ETh/300b89Kf6uJ91szV0cOj/Pg9xO5E0\nCACo2qEzRm27dlUVVSTMLDmFZa9qE0ftDjEYRUTOW8R+sWVCD58Vk1EURY6cc7Y0inbmOu1q\n+rBhfITnK+j0CaV21ZkLTQaR0smi4jLudzwzpW2jgoo7Z5AGAZ8jEMKvBUQadN16Xo+CbklP\nS4Za4/8+DyEHAgCq43hmipYGXWlbxhsNzvymsTnKgpzHG/+ch9mdf+orxESHiYiU2MVkvEgU\nrGyfQ9cZqjaHMw26TQHVnmrxr8CaQg4E/AeBEMHFbfWXi6bBi64Wo21Arz2uLA26IQ0CAKrJ\nakt1aymxi0HxvPmEvTQT2iv5barNLhe0PehLk2FchIgqRcWV7mjvNl/UZhdz6ZHaiKJrGjQZ\nnNNHq74hkDQI+BX2IQQqVa006EKbL0reAwB4nXOfCdXl66IHXyLXQUVtHdGKdw8qipTYxWZ3\n/nkur9x72Rxid0SwPAwQWBghRBBxWxe0OntFAADgc3roUhTnnYRuA4TV2a1eRC5YJC6i3FM3\nrpnQYxrUa3AtTPuzmjUA8DcEQgQRtwmiVc8XddtskPQIAKh/2pZ9rrTc5VDLZnmVbUVoEFXE\naKj0BsK4iKqeutE2uHelz0d1zYQVziry/AIAf8WUUcADPf5NtJRoX9U8saOSd9GtJgAAqKZG\n0Z7bFcV9Y3pxmUaaGO15vK7ijYJaxjMZRVXLvrT9DCteocTunk5daRExzNxT22oCQKAgEAIA\nAPgvxWUJGUURk1Eax4iImIzl1gXVHsRHOBcIrWwEzy0T2h3OFu1d9PfK9LS1vUFxXrmyixsN\nEhueVt1vDIB/YMoogh1TQwEAfsvuiDAqFlGkYaTklm4/mFsoTRs4byNUy68peuiM67mSFCO2\nCiuOVragqIioqtgdkltUbtKpfrzd4X7vok6PrDmF7vvOA/BzBEL4tYEFYV9F1sfdCORAAIAf\nyinsmG9NjYsoS4Ox4SIijtIdJhSXzR4OppcLbEaDnMmVpNhKbyl04zxMkZhwyVMkI08aRTvn\nphqrMaXMaJD4CEMutxACgYYpo/BrPW4pHrfhgK+ruDTaHvQAANRe64Sdj/3D809rrgODisjB\n9HKvahHRaJAzOR4GCTUmY9nIns0uorivXppRutCo9l7G8vsfKqVfZqOWBp0Lk7LtBBBYGCFE\nUPP6wCBpEADgXYrikNLNHrThwWqd5ZIJTZX8/t/uEJNBHKqIVBoaxeV2RFXEoIi9dJMJbeEZ\no0HiIiQjTzLyRVFIgwgO8cUSd/lstEIghL/7+9DOXrlOxdmntUyDaWrZ0m/alvQiYt1sJRMC\nALzo7tI1O72+0Z8+EdRqK2tsEisikhjtDJQmo3PcT5tQajRIfKSIiNkoZ3OdS5I6dyxUxWyU\n45kpZEIgsDBlFP5uYEFYLa+gB7+BBWHaV62LKpcGAQCoO0O71fBEu8P5VZn4COegX2jpAIGW\nBkVctrDQwqHLNXMKRUSyCtwXp1FFbI7K3wyAvyIQwq/97/OQah5Z9XDfREuJPojXUcm7pK0F\npRrxj3wIAKgL5wsiRWTzQefTKpZs6dy03NMqpoC60TKh4poGpewGQW1zi8TyvVxO6Qo3rplQ\nEeEHSyAQ8d8tAsBFx/SqSHfeukuQyAcA8JUhXcsyoU6f8KmK2BzlEqDr46RY8UjLeInRZdtX\n6JfTBxXDzO7Ha6wlngceVdXhUNmHEAgwBEL4tR63FGsPqsiEeuRzG/erOAzYUcnTxwnrSJoa\nXf1RTQAAqhYfWaA9+F1P2XxQvjgo63dJbpEYDc7UZ3OZFNqpqXRyGSdMiq10zwk93dns0iha\nGkVLuFnMRrHbnWvGSPk0qNG2pLeWOB97lBTTscCa4vk1AH7pIovKqKpqt9tNJs+H5efn22y2\nBg0a1EFhgLtKM2H5jFfjIcGKY4CXlB4ZQgQuS/SD8DlFDCIOVZX/6ykmo2TkSUnpOi5aJjSV\nLvSiJcNOTSUjzzniV3UaFJdj4ko3jdBXrskrkkaV9GzaTFGP+xOevLC7eVzPS/oGAfhWpSOE\nhw8fHjZsWHh4eEhISI8ePd5++221wu+Chg4dGhcXV8cVApXy4oifxzhHxgOCGf0g/ESxvWdk\nqJiN5VYZVUVUkQO/yYHfZM9J+eawfHNYsgokq0DO5YnNITZ7dfej15y3eGjMKN/HKoooijMN\nasV4egvHyQu7L+GNAfia50B47Nixa665ZsOGDc2aNevUqdP+/fvHjBkzYsSIgoKCeq4PqEwN\nomDNAl7Fsy56HWaNAoGOfhB+xe4wKIqYDHIuzxkFRWTfqbIDtF9WaC02e6XzOS/KZpeKp1Yn\nWGr5UNucUEQOnYmsYQUA6p3nQDhr1qzs7Oy333772LFj+/fvP3DgwKBBgz799NPBgwfn5+fX\nc4kIZq7JynUXwRoPDGpZLk2N1r+qc7zrU4YNgWBAPwg/cTwzJSJkt80hJXYRl/mcrmnQVdXh\nzWZ3XkFbO1T7qniMlgm15HmuskFCtaxFShOptlW9CJtPAIHEcyD84osvbr/99tGjR2tPk5OT\nN23a9PDDD2/fvn3EiBHFxcX1WCFQE1UM69Us41WMoHW9Pg0AH6IfhJ/QJ23aHQYtglW9O/3B\ndDEZK42FJqNzJwm3Rq1FP8vjOKGWDLV1ZbQjtfjncTRSVSvfHwOAn/F8l/yFCxeSk5NdWwwG\nw9///vfi4uK33npr9OjR7733nqJU/S8S4GXV31BeHwb0yvu6Br+OSl5lwRLA5YR+EH5IGyQs\ntou5wrCeTlFEVGkSK4oi5y0ekmGjKLHZxWQUpdzm8+7bSNjsZWHvnKfffzpHESukQS0lKgqD\nhEDA8BwIGzduvGfPHrdGRVHeeOONs2fPvv/++02bNl28eHHdlweU81Vk0UVjoXdzGsOAlyvL\n0/uqPiBiYdf6qQT+iX4Q/uNEVs+WDXeLiN1hSIhyZOZXOgDonLcpcsHiXHe03Kulo4uKIrby\nqVJbL9TuKAt4ZqMzf9aM0cDGZv7u1ldSROTrQ7sdqsPukIRoMRlEFZk/4mrtgDHX7/Rpgag/\nnv9zvf3227ds2fLyyy87HOV+wWMymT788MM+ffq89NJLDz30UFER8wFQr/whDVYzIrKujD+7\naBqs5jG4jNEPwq8o4uz+rDZDYrT7LXpGQ1m663qF88EFi9gdYjI6bwW0O8RRumOhqjrbRcRe\n2tjQJUBe0uC3dgW7y3aI2l4UxzPZjdB/3fpKyo5jaV+lpZbYHdpfXEaunM6Wszny0NrUpz5K\nnfuvtLe+428wWHgeIZwzZ87GjRunTp26cOHCRYsW/elPf9JfioiI+Oyzz4YMGbJixYp6qhGo\nF1rS0yJljQcGXeeUwlesm636Y/uWIz6sBIGLfhB+5Zesjq0apmmPi0qkWWyRQXFotwtqY3oO\ntWxwT3FJdDa7M6dpDa7jds7VZQxSUrrSjFERMZTdo6hfpLI1S/PK/z4kIkS+OSw3dajRdwiv\numaB8zcEdofjYLrYHQYR6d/BuT/kqQtp1hKLpdg5Jux6I6h2g+iFArkgnvYhwWXK8whh06ZN\nf/zxx7Fjx9rtdrdfjopIXFzcli1bHnvssZAQxkBQt3rc4nnlBo9rxtQyLA40lgAAIABJREFU\niXklyOkXqaxy1DU9Ddq3HKmYBo/cdLX+QH9cGQYJgxn9IPxE79bOaXu/ZHXUv6y2MJPB0PUK\nKbGLzSFFJWJ3SNcrpOsVnpec0dOgvsSofph2bolD0s7IuTyJMMvB9LKd66veviKi/P/8LcUi\nIt8cFhGxO8JaJzDh0Df0NLjvlONguoiI0eAwGBxfpaV+lZZqt6daSywnssq2J6n4t6zNSf7L\nR7sZJAwSlc7wbtq06YoVKzIzM/U11lyFhYW99NJLJ06c+Pjjj+uyPKCqTFj93SOqqToLxjAA\n6M9c02DFV13ToIhc+XVqvRWGQEQ/CD+hZ0JNq4ZpuaVzlbs3l25XyFUtpVNTERGD4twWQkQc\nqhgNou1eaDSIsTQNum5AX1TifKDnw1+yxOZwbm1fWVrQrm/3tGqMvlt9qKljjb5X1Nb9bzoj\n3L5T5f6GtL/ifu1EETmRVa0bRLMKWBkoWHieMqo5ffr0F198kZWV1axZs8GDBzdo0MDtgKSk\npBEjRtRleYCISyYMlBvzGB70N8YBV4pIR8kTERngfGAXZpPiIugH4Sf0TFhgTTmd40yD2kow\nOocqDlVMBnGoIuW3B9RpQ3/aijJ6GhSRYxlSen0RkT0npXMzz5Wopae7r1IqZW+nKBEMD/rK\nkbO7Pba3aSQOVfali4jERjgbM1k4DyJSRSB89tln582bV1Li/NciKirqlVdeeeCBB+qrsGo5\ncODA8ePHw8PDe/To0bBhQ1+XA792qXf3panRFe8kZHgwEBkHXGnfckTLhBXbqziRhUaDHP0g\n/JnN4RARm11sdgk1i5Tu9+BwCWlVbFJfYi8LgTotDUaGSn5RJbsLlg4MOlQxKOIQiQhxzhQV\nkdQTzgcMD/qbNo3kyFmJCXdvT4iuKhMaFAMLjQYJz1NG165dO2fOHEVR7rnnnunTpw8fPryg\noGDs2LFbtmyp5/o099xzz7x581xbdu3a1b179y5dugwbNuzmm29OSkoaPXp0VlaWT8rD5ari\nFvbVPDFQRjKDgXHAlUrotIpp8KJIg0GOfhABxFrivB/M4RCbXYpKnC1VU0XsqthVERG7KvlW\nD5vRu9HGJLVhSUWcI4TanYR6GtSwxKivRIS4r8feppHkFHpIgxdl/XstNh5BQPE8Qrhy5UoR\n2bBhw6BBg7SWd99997777lu6dOmAAQPqr7pSH3zwQWZm5owZM7SnaWlp/fv3z8vL69KlS+/e\nvUtKSr7//vs1a9bs3Llz+/btsbGx9V8h/J824nepQ3w1GxJkyqivhA4OdV1iVGP77GFjJf9u\nXXSQEEGLfhCBwmR0Zj99BqkiYjKWO0B33iLxEeLG7hIEVZGkGAmJdz9GFfflai5YxORpWKF/\nsogIU0Z9Zcu0An1RGd3Z3EoDocdBQpNRul9xkXXXcDnxPEK4b9++jh076r2giPzhD39o0qTJ\njz/+WF+FVeWZZ57Jy8ubO3fu3r17V61atWbNmrS0tDlz5hw8ePD555/3dXWoQ7UMWkz4DB41\nGBJ0xfAg6AfhnyJDPQQtk1FMRucSMorinEGqv+TGdVEZQ2nI0yaLJsVIUoyEVBgsUF3+dN1y\nsGLG0NIgfEsbJNTWGarR6RHdr7h65zNE+io1LJYEa22//IbnEcLc3NzOnTu7NbZu3XrnTr/4\nH8dXX33VqVOnZ555RindIsdoNM6ePfuLL75Yv379X//61+pfyuFwbN261WazVXHMgQMHalUu\nvCql09mdBxv7uoqqMDzoW6GDQ0XEutlazdE/fenRK79OJQdCRz/oin7QrzSJ7Xk6x/PCISJi\nNHhe/9OVNqiY3FgOnxWD4txOsHmclNjLIqIrpfTuQf3ieUUSHykiEl06P9E1CjI86FtbphWI\nyIDFkZ2aWg78Vu620qoZFIP9DaaJBiPPgdButxuN7r9TMpvNxcV+8ZOuoijdu3fXe0Fdnz59\nli1bdkmXOnHixKhRo6ruCLVX1ar34kF9sTWPM4m/Z0L4nBYLZXBX62ar6bbXVetij4eV2zfy\nlnqrDgGAftAV/aBfiQzd2SQ25UxuWondUvXfScXhQc25POdqNHERIiLRoWI0SEa+81Wt0ezp\n3GyLRIeV7UdfycIzlW5phvqkxUIR6TUvMjHG4rqorCt9vqi6gv/Ag1dV2074rd69e//6668V\n2w8ePBgfX2Hae5Vat2597ty5qo/Zvn379ddfX7Hfha/YmsdJ82LTyQt+GAsZHvQ3oYNDrZsX\ne1xlVBgVRMCiHwxykaE72zaSAmvKmdy0AqtFREwGsTkkrHSyqKctIZyDe3qK0+OiySjnKtxF\nVmJ3ZkJ9a0ER+fqw3JQsIhIX4Z4GFUVrMXRqwhCTf/lxRsFVzxkPpDsqu42QKIiA+S3O1q1b\ne/Xq9eCDD7766qv9+vXbvn37xo0bXQ949dVXN23aNHjwYF9ViHpmax7X45ZifwtgrC/qh7TR\nQrfpo/YtR+xbjpAGEUDoB+EmMnRn20YF3a5QcwojzuQaxGWjeZPRIOW3nXBLg9Xhune52Shh\nZnnkBomLcA4hulFVQ9rpiJ8zem7cy/qifmfXTPsV8RG5heUaDYrh6pZXkwYhVYwQnjp1asmS\nJW4tIuLWKCJTpkypi8rc3mLv3r379u1zvXlj1KhR+fn5iqIcOHDgtttuO3nyZHx8/Jw5c+q6\nGPibHrcU6zHM9XF9cl2/VCvA35JqkPMQ/AYTBXER9IMIFP3aF/z3eEpOYVqoqWO3K3Yey4hU\n1SL9VX20sLI0WHF40JXRZezA45E2hxgU2f2rIy7Cuf2glgmHdONOQj9ybF6Br0uA/1I83hJw\nSdNC6vOmgjNnzuzbt0/rFLOzs//5z3+KyIEDB7p27TpgwIClS5d27Oj9vVC1qTJWqzUkhMGf\nwOBXw3QkQyAQ0Q+6oh8MOMczU4pKUrXHZqNzSZhqBkLXAUBzJdtXaErs5fa6EClbv6TEHhEb\n7vyfImvM4HLy0Ucf3XnnnZm/Ghte2vR8D5Qo+9ixY1esWOGNumrF8wjhJS1QVp+SkpKSkpJc\n1wEXkeTk5KysrLi4OF9VBX9zSeOEV36dqq8zWRf+93kImRAIOPSDCGitE3bqmfCiv6748Ee5\nq1fZ0wsWD5NCFUXiI5yX0rKfKnI6p1waFJd9LEJNlmzL7vCQsFBTx+OZKWRCwJ95DoSPP/54\nNc/ft2+f94qpIZPJRC8IN9XPhHWaBjVkQiDg0A8i0GmZ0FK8u8TuaBxd1bzQCQPcX71QIHGR\n5VrsDucwo4iYDHI2z31ssKIws0NVLUUluxUljEwI+LMaLiqTl5e3YsWKPn36dOvWzbsFAd5C\nBgNQd+gH4f9aJ+yMCOlpUCLE8/6CZRKjyx47HOJQJStfzEaDokQoSoSIwWiIOJsrR8/J0XOS\nniMXSu9Hu+iehyIOVbVYbWm1+D4A1K1L3nZix44dK1eu/OCDDwoKCkQkNja2DqoCvEPPhNUZ\nLdTnjrqNLl7SRSrDICFw2aAfRADRx+XCzCm/ZadWkd8So+VvW+SuXmI0GG640n48s2yxUP0i\nxzNT1n6fNrCDRURyC6WybQzcZOSJiCXUxCAh4KeqGwgzMzPXrl27cuXKgwcPiojBYLj55pvH\njBnzf//3f3VZHuAd1Ql1EQu79pBit+O9iNVHgYBGP4iA9v/Zu/M4uao6f/ifc29VV3VV7+nu\nLBBih4Skk7CEboIOIowLIIpbQJSRIA6vwRfi86gYHkecGcdxQXAUleGFGhwBX/x0BgM+j45x\nYd8Euw3ihA6Q0AlJOkl3p7dKVVd13XvP88e5devW0tVLuvbP+1XDVN++des0Cd769Pec7wn6\nek5bDAB9h3XAEiLg86T0H4oZfXf+XbIR5XTh7eo3dzqZEIAmNGDalOne9+LASO+BEfHc613/\nzyWMhUSlZYZAKKX8wx/+sG3btocffnhqyv4ge+GFF957772nnHJK/odHtMBOJI+xVEhUhXgf\npArTeQIbx6uU+M/vxe4jQZ+nU00ElTKS9WQnDTYHMBK2J5ees6L3yVfF207j3ndEJSTXPoT/\n+Z//+eMf/3jfvn0A2tvbr7jiiquuuuq8885bs2YN74JUzVSim3csZKmQqCzwPkg0nbVLwgD6\nh7tjRp8QmpTpRUJ3bXAkYwO8vx4UHh2dSxkLiUpC9kD4nve8Z8eOHZZlNTY2XnPNNR/5yEfe\n9a536XrGBjREVYyxkKiC8T5INCNVMOwf7rZk35SRvU6oMp8qD7bWA66upH2Hhd/bxYWFREWX\nPRD+z//8TyAQuPnmm2+++eba2tktGSaqSic4j9R51ZySoftVsd/Fgp0RbWIbAKvhOmM5W88T\nLQDeB4lmyd1yJhrfmbak0OlH2lqf8irDxGgEQO+BESGh1Xo3buqYQzL8z2fsnjfXntdz9xPB\nk5sjPg8AaEJ7R+f858QSVafs205ccsklsVjsy1/+8kknnfThD3/4F7/4RTQaLfDIiMrLWRdP\nnUi5b5Z58sXf1rjPfPG3NcHOCACr4Tqr4ToAngOjngOj8x4GESm8DxLNVUdrT+dS0+/tkhIe\nHYCKfNm3phh1FxSlNTnV+9RrwSznZfjPZ7qdNBgz+u74gzi1LeL3QggIAQnrD33ihf7u3Bch\nIrfsgfA3v/nNwYMHv/Wtby1fvvy///u/L7/88vb29muuuWbHjh0FHh9ReVGxcH7JcMZMmHlC\n97qj83gjIpoR74NE89PR2rNumexcKrOmQTVfdDR1eqkQAGBZEfdeF1k5URBAzOgbn4ysX5bl\ntIlo75zHTVTFpt2YfsmSJTfddNNf/vKXv/zlL5/73OeCweB999337ne/G8Cf//znp59+Wkou\nBSaaVnEXB9bsur2I705UGXgfJDoRma1ERdbzXA6Oznb/etXg1JdY+ZT53+Jju2dVbyQi5AiE\njjPOOOPf//3fDx48+Jvf/OajH/1obW3tn/70p/PPP3/lypW33HJLX99s/9MlqjYnOIl0RiwP\nEhUG74NE8/O20+TbO6VHh0efOQ3Ow6q2PFyUqPrMHAgVXdcvueSSBx544OjRo/fcc88FF1yw\nf//+r3/96+vWrcvr+IjKHfuIElUG3geJ5udtp0m/t8uZJuphs16iEjPbQOior6//xCc+8fjj\nj/f39//bv/3baaedlo9hEVWSPJUKe15ePN23ptZvXfC3IyKF90GiudrU0fO20+xSYeb0TufI\nyc2dc7rsnqFpv/W3azN2PySiacw5EDpWrFjxpS996ZVXXlnA0RBVsBlj4YyhkcVGopLC+yDR\nnHQulZ1LpWmhOZA86KRBTQvMuCfhtefZJ/g8nQBqPPbnWJGPCalE0wtp5sQJP4r9QyRl34dw\nz549s7/EqlWrFmgwRJVvuu3sZxn2zrp4yv3anpcXZ64k5FaERCeO90GiPDn9ZAngiVdSMtwp\ni2a7Q/215/WoXqM+T2fM6Hv1aOS0jOky7+xkwyeiOcgeCFevXj37S7DNGtFcnUitL+21BuBs\nPKhNbONkUaIFwfsgUV5dsGb+/9U4dULH718OChExTc2wNr7njDlscE9EmC4QKnV1dRdccIHf\n7y/YaIhoHlwlQaZBooXE+yBRWXjXOq4YJJq/7IHw05/+9Pbt2w8dOvTkk09edtllV1xxxSWX\nXMI7IhERVQneB4mIqEpkbyrzve9978CBA88888x111339NNPf/CDH2xvb/+7v/u7hx9+OBqN\nFniIREREBcb7IBERVYlpu4wKIf7mb/7m29/+9v79+59//vlPfvKTf/zjHz/4wQ+2tbVdddVV\nDz30EO+IRERUwXgfJCKiajCrbSc2bdp022237d27t7e399Of/nRvb++HPvShtra2j370o9u3\nb8/3EImIiIqL90EiIqpUc9uH8Oyzz/7617/+yiuvvPDCCxs2bPjZz362efPmPI2MiIio1PA+\nSEREFSZXl9FMY2Njv/rVrx566KEdO3ZEIpGampp3vOMdeRoZERFRqeF9kIiIKsysAuGRI0ce\nfvjhhx566LHHHovH47W1tRdffPHmzZsvu+yyxsbGfA+RiIiouHgfJCKiSpUrEO7du/ehhx56\n6KGHnnvuOSllfX39hz70oc2bN1966aXBYLBgQyQiIioK3geJiKjiZQ+EX/7ylx966KGXXnoJ\nQHNz89VXX7158+aLLrqIWzAREVE14H2QiIiqRPZA+K//+q8AlixZ8oEPfODtb3+71+u1LGvH\njh1ZT/7ABz6QxwESEREVHO+DRERUJXJNGT1y5Mjdd9999913576ElHJBh0RERFQSeB8kIqKK\nlz0Q3nLLLQUeBxERUengfZCIiKpE9kD41a9+tcDjICIiKh28DxIRUZWY28b0REREREREVDGy\nVwg3bNiQ9bimaQ0NDa2treeee+5VV121YsWKfI6NiIioOHgfJCKiKpE9EO7atSv3y375y19+\n5Stf+cEPfrBly5Y8jIqIiKiYeB8kIqIqkT0Qjo6OZj0upQyHw/v27fvVr3713e9+9+///u83\nbNhw9tln53OEREREhcb7IBERVYnsgbCpqWm6FzQ3N5988slvfetbzzzzzKuuuuq73/3uvffe\nm7fhERERFQHvg0REVCVy7UOY20c+8pEbb7zxmWeeWcDREBERlQveB4mIqtPhcUxWUGvO+f8o\nQoiVK1cODAws4GiIiIjKBe+DRERUAU4o20Yikdra2oUaChERUXnhfZCIiMrd/APh4ODga6+9\nxo7bRERUnXgfJCKiCjDPQDg5OXn99dfH4/EPfehDCzsgIiKi0sf7IBERVYbsTWVuvfXW6V4Q\njUYPHjy4Y8eOQ4cOrVy58lOf+lTexkZU1Wp23e7+cmr91mKNhKgK8T5IVHQv9Hcfj+1cv8wC\nYJg4qVkWe0RE+fXrX//6C1/4QiQS2bhx4z333NPY2Jh5zsMPP3zttddOtzfS/GQPhP/4j/+Y\n+2Wapl122WXf//73m5ubF3A0RKSkpUHnCGMhUWHwPkhUXE++qq9bZjlf6hqOTohATaDeHy7i\nqIjyZ2ho6Nprr33mmWdWr179xS9+cevWrT/84Q/Tznnttde2bt0q5QL/ciR7IPz+97+f9bim\naQ0NDW1tbZs2beItkChPMtMgERUY74NERfTUa0F3GlR0DZNTkXp/UUZElHe/+93vzjnnnNWr\nVwO44YYb1q5de/fdd2tacn1fJBK5+uqrv/Od73zsYx9b2LfOHghvvPHGhX0bIpq9Fw7esunk\nr2X9Vs2u21kkJCoA3geJimhxQyTrcU3D+KRorOXcUaoQ27Zt27Zt2+c///nbb7/9wIEDy5cv\nV8dPOumkcDg8NjbW0tLinHz99dffcMMNGzZsWPBhVNCWikQV4cXf1uQ+gfVDIiKqYP3D3TFj\n2u8KoH+4u4DDIcqjd7/73b///e9vuukmAJaVURXXdef5f/zHf9TW1m7ZsiUfw2AgJCIiIqJS\nYcm+3Cc01s5wAlG5OOmkk975zncuWbIEwCmnnHLo0CF1fGBgoKGhoaGhwTnzxz/+8cMPP7xk\nyZJzzjlnYmJiyZIlQ0NDCzWM7FNGS9zo6Oj4+Pjk5GRNTc2iRYuampqKPSIiIqLC4X2QKpgm\nOn2e3pQjqSdYMlrI8RAVxkUXXfTZz362r6+vs7Pzrrvuet/73ieEALBv37729vbeXvs/in37\n9p111llHjhxZwLcupwrhjh07rrjiira2tpaWlo6OjnXr1q1ataq5ubm1tXXz5s2PPvposQdI\ntADOungKwAsHb8n63Rv0Bws7HCIqIbwPUjXoaO0BcGQcALTUj6p6OX1uJZqb9vb2e++998or\nr1y9evXOnTvvuOMOdfzNb35zvv/nvTwqhPF4/KqrrnrwwQcBrFy58swzz2xsbPT5fLFYbHx8\nvL+/f/v27du3b9+yZcu2bdu8Xm+xx0t0Qh4JRt8R9me2llFp8Ab9QYB9ZYiqC++DVFX+95C2\n4STryDiWubZh8+gAIAFNpC+1IqoMl1566aWXXpp2MK0Y+KY3vWlsbGxh37c8AuE3vvGNBx98\n8Morr/zmN7+5YsWKzBP279//hS984b777tuwYcPWrfysXGSf2X2uenLH2ueLO5IyddNbtX9/\nOnqg9S0v7L8FwE9WbCz2iIioyHgfLC9O1xNV7KK5+tDZ5v/7ot61whqJAEB7fbEHRFTRxILv\nbJgPK1eubGtre+6559x7caSRUp533nkjIyO7d++e/ZXHx8f/6Z/+KRaL5Tjn6NGjv/zlL2Ox\nWE3NDO0fyYmCboyF85P1X6aD/1ZnNPVE+rYBNRfcWZSREJ043gfLxVOvCed5ax1MKxD0dTIW\nzs9IWADwuP7KO59ZBbSGWrMIYyorx47rIxGrJQApcXhCG4v4z18dLvagyt727ds3b9787C40\nnfBOtOuW4brrrvvRj360EOM6IeVRIRwYGNi8eXOOuyAAIcT555//ve99b05XjsfjIyMjU1NT\nOc4JhUIAyiI5F1fuAEMLS/3bZizMKjMKuo8zFlI54n2wLDz5qnB/ORSCEBGALTHnT9eQ+ddO\nAIA1MSl0rSvoY9jOYiQcHAlHAAhAVVn9Xmvd0siTr+p+78ZNHfyXRinKIxCuWLHi+edn+OAr\npXz66aeXLl06pyu3trb+9Kc/zX3Os88+++ijj6o+P5RV7ij4md3nMrfkCWNhpunSIFFZ432w\nxL3Q3x2N92YelxK6Fukf7maRcB68esCS6TvUu/8Wmlbv/mOiJRio97PwlRSOdY+EIxIwU9da\nCoENJ1n/e2hnkcZFpas8ujV9/OMff+qpp7Zs2dLf35/1hIMHD27ZsuXZZ5/92Mc+VuCxEeXJ\n7GMea7PK1BM3ziYNMjFSOeJ9sMT5vFnSoDJ8vJADqSiZMU+lQXfNsMEPKSOhaLBgoypl4Vh3\nONZ9eLzXsNLTIIDBEAA0B60X+rsLPzYqZeVRIbzpppt27dp1//3333///StWrFi1alVTU5PP\n55uamhobG9u3b9+ePXsAvP/977/lluzN+il/mEbyZ/nwcwda31LsUZQHxjyqbLwPlrIX+rt9\nbOyaH6YV8GjpRUIAMhEOdQ2jEbQwDwLhmB3zjJxNWP1ejEU4jZlSlEcgrKmp+elPf3r11Vf/\n4Ac/eO655x555BH3d9vb2zdv3nzNNddcdtllxRoh0YL7zO5zl+O55cPPqS9zJ8MXf1ujNjAk\noorE+yBVoXCsW9cirkYySaaV2mxGRsOxbq4nBGDJXGHvWBhSQmZMxKUqVx6BULn44osvvvhi\nAOPj4+Pj4+Fw2O/3Nzc3NzU1FXtolAtXuM3oxd+mN+476+Kp246eA/xfzpGbCzskIipBvA+W\nMiGQte1Oax03n5hZONYdM/oA6FoEgGkFWoJhw+o1rSyb0aclQwBC+As00NJmyT7LigCQEjnW\n/J7UHCjcmCrU4XGEK2hVdTkFQkdjY2NjY+PM51FB3LH2+RyzRpkGZ5SZBtXBdf5/cB+57eg5\nNy/+03QXYXmQqKrwPlhSNnX0/P7lYHtDZDxb3aVzKbuzzkClQd01NVTXIhOTQq15UwTQ5tqN\n0CkPTkSh0g3Lg5bsOzoRbQnCoyGebUsOXbMrq82BaMFHRyWtPJrKUOn7+P4sTauYBuctLQ0q\ntx09J+vJWf/lUw5ccEhEC6uxthPQGgMpZRkBvO00psGZpaVBZTCUUgmUiZ4obom+KZomOvM3\nvHJxdCJqWJZHQ3t99nq1YcKjod6PuGkNTnDZJSUxENICuGPt8z9ZsVE9V+HkjrXPMw3OW9Y0\nmAPLg/MIeMyERLSANnX0xOIbBycC0Xigzo+YEXjbafJ8psH5GsrIfspgCKYFAZgWRiPQNTQH\nNCH8LA+GY91t9dayxLwBj5ZlyqhKiROTGJ/E+GTUaUJDVJZTRqkEJePfWtxR1JGUl6zzRXNj\n0iYiKkHc7Ht+wrFuXZvDDMaRMFa1SwDNLHG5GFbKxift9QAwGLI7ji5rxGAIMtGbVQBSWkcm\n+k5tK/xIqRSxQkhUTCzunbh51/pYJCQiKrqgrwfIuU8CzWS6bRjb67GsEapsKJHSjUcIWFak\nf5hFQgIYCInKC8uDRERUYUxrDk0vVXmQ0uRueCmBRZmZsYKaZNIJYiAkKrLMIuHL0R8WZSRE\nRESF1xIMpx1pq0fW2GeylDi9GfNdSiaUMExE42xKRwADIVEpmGUXmZoL7sz3SIiIiArPo3U5\nYc+07OCXtneCaWLtEpYH58P5dysSD4PRmlzYVIao+GouuHPdE8UeBBERUZEEfT2Doe7G2j5d\ni6j9EgTg1ZO5RRfQNJYxcpHTFwlHwnbFVSVDXYNHh2GCqzdJ4X9aRCVhxuofy4NERFTBOlp7\nxic7R8JdQ8cDb4xojbVorEVbnf0ITwVOW5xtt3UC1DaMWdPgYCjH/o0QYg6rN6mCsUJIRNXL\naTTKvE1EVApiRh+AOr8dWSxply5OaSnakEqfJfsAzV3ucyqrqjAossVFjw7DjPQd1odCWN6y\nsaOV+6ZULwZCouKomD0PPrP73LQj5dgKVf1xMBYSERWM2hg9ZvSNT3aqJz5Pp8/Tack+KbWx\nSQBYFPQD8Hk6izrSGYRj3X/o2wlYqvJ24ZpAZpuc/LOc5ZVDIbQEAUDXUhrJjITh0QBAAqYF\nTeDoBABLAK8P9fYPiTp/F7fTrE4MhESFNr8oOPXEjSUYVzLToHOwHGMhEREVQDjWHTP6LBkd\njViLgjCsXtMCEIgZfboWFbAACGgAvLo9H1K9KugrubgSjnU/0tdrWji3A+EpABg+Htl/TNT7\ni7lDxkgYbfXpVcGWIEbCyeLh8Rjq/QDw2lEAaKtHKMqmo1WKawiJKC8+s/vcrHGxlFVM2ZaI\nqJRNxnfqWsSrW2110ATa6uDRoIlI3IwYpmVYMCzEDCtmWHsGI4/09T66u+/R3X3FHnV2j/T1\nGhY2nITjU/Z2fxII+BA3sWdQqCpovmmiE9BU/BsKAbArhAB0LeVxibCzAAAgAElEQVTRVo+2\nOkiJySkAEAIAVi92Xmi90M+t6qsRK4QV68Xf1jjPM3e6o2KppMgxm7zHaiERFUv/cPKjLddH\nlY6RsB1WZKJ+pmKJJuwJjXB1PanxQAJSRjQReHR332VnFnSoM1J/x87twPEptAbtH6Stzv7u\nsTAGxnsX1wtd68p3bVMIv5QRpySoa8nyoLtOqP6Vt9bhwGjKy1cvxmtHMRSCJko0eFNeMRBW\nJs+BUaw76nzZ89saZsIKUL4dUD6z+9z8ZcKaC+6spJhNRAtiz2DKdLn+4W5mwtJRo9sL3kTq\npEb1pUydaHlKC94YQcyIQOKx3SIyBQDvOaOENiSUSKZBNwG01aspmr15ne8a9PWEY92mVBM+\nU3aSSBuUADw6pgwsb7YzoRAp/8ItGc3TIKmUccpoBfKk/doH6F531F0wpHI39cSNZReB8jp9\ntOwSMhHlVVoaBGBave6CIRWdO4SYFmSiMWZaGpwy7CdeHQCOHUedH3V+/PolUSJ/oF0rUOvN\n/q0WV0MX0+oNRYPZz1sIQV+PEH7Aaq9PeV9l10DykZsm/HkaIZUyBsJKk5kGFWbCylP0WDjX\nol/pLylksCSqAJlpUGEmLDWa6w+qJQApUyaRZhbcnDPXLEb3CrQEe0PRYGEW6U2no7Wndz+0\nWX+azvdohQgAmid1PGkh8OUB1Ohpr7L7ygD427WF749KxcdASFRQCx45yqtUWPqZkIiI8kpt\nyeDkPdOClBiJTJsA4SwpFLhwLZY22WcaJiwZsWRfcTPhW1fPdm93KSOmtTN/o3XasQIQgGFB\nZqRB5eXDWYcHIZgLqhT/4IkKrZIy4TxWBpZsJmR5kIioMBpqZWb607VkJnSqhc4E0riZerbr\n9cXNhC3BsCagZ/tA7cly0LJkX/7mjmqiE7BGI0DG5Ns0ryUbTeD1QUgJS2pXnmNO/wqqZGwq\nU0XYV6aCFavfzNQTN2LxnF/F1qNEVBTsK1M6dK3Lkn1SRty5xXmuCXufdZ8Huw/bQfHCNYCr\nAWniJVHAMmXvxKRQly3wXoXhWLcakkdLbvGnvsyayKSMAFCjbahd4NY4MaMvFAUy83OGuIWB\nQUhAADFDE8LfFOic4TVUuRgIq0XPy4uxnIGwVKjYlo/KXmnuX59VXluPzlW5/EsjohnpWpdp\n9WY9XvjB0HRUbDt23K70GRkBxr3C8LRsv3kUQpUJUwKiafVOTIoFD1q5OeXBtJKgk10HE3sD\npp2Qv6EOH0dr3bSxcMoEgDe1QgKDE121NQDwnjP465I5ODKG4yXU6fZEMRBWGmN5c9a+MiwP\nlpr8zfNUVy6LhLOApcL5bT5RFv+WiGhOOlp7svaVYXmw1Ow+Eowb8OgznLZuGdrrIQGvDinh\n0RAz4PemlwoHQ8kC3WBICBE4ta2Y/VGM1OGpzp+GlSUTLlRVM+jriRlBKTUhLADDxyGBKdNu\n0OqQEgJY1oSjE9pYZCNzIIFrCCuSsbzZWN483ZdUJVQP0nwvL6y54M7bjp6TeTzrwekUflVh\nzQV3qkeB35eICmNVu1zVbk8/lIkvizwmyjA4EQHg0XNlQiHQVm8/j8YBQBNZtnlwp0EAhoW4\nGdkzqBegDWnQ1+PRugTSJ4gec6VR50fIagE7zYxPdgKQUvN7AUAADX4YZspDSnh1rGqX560y\nmQZJYYWwYjEEklLI5YXuHKie37z4T/l+U8csi4TMgURVYjVDYMnzeaHWsXl0u92om2FhWSM8\nuj2h1N11xi0tDbpebkViEYne14cFgMmprk0dec8/g6HETyHsTLgotYOMzNgsPm3W64noaO3p\nH+7+7a4+AF0rIlJCCNR4EI3bU3B1DZrAW07lfxqUghVCoiIoSl/QPL1pzQV3qjmfJ14qXJDB\n5P4u0yARUSl46rXgmtSVgSrvuSOfSoMAPDq8Orw64qa9/s2RliHb6pIPKTEeBYCRMEbDaAr0\nDk7kpb1n0Nej+qYemYAlIVOrhe5SYdZmpACyrnqdn47WnovXdwLo3R/48xsBKTVNaCsWdTXU\nBkLRrvNWSaZBysQKIVEVydPywpLaScJp2MPsR0RUsqSMAmgJYHQyeVDXYFoQArqG5oBrKmki\nwng1xE27HngsjMX1GDpuf6utLv0t2utxLAyRqMgdGQcQkdC9ul/thbiA+oe7j4yjtS57Z9EC\n62jt+eQF6B/uTls3e9byYo2ISh0rhERVZ2FLhTOmwQIXCRWmQSKi0mbpOgC0uPZ1F4BHQ1sd\n2uvtVih2nBOpD9gvtCTap1+e59GT0zVdr7N0LToSXshSYf+wvQIwZqSN0TYUSj7PNuk1L9hF\niWaPgZCoihi/ud74zfUo6l72WZVUjZGIiPKtrT75EXRRAO31EIBhuVYDSiBxJK2hqK7Z80ut\nRD3OXR5UXWpUddGrw+fFmsU4bTFOW4xFQVz5Q1x+t6WLiJPiFlbMSBm/4vxQOdJgvpvfEOXA\nKaNEVcTz7h84z92ZMK/1tEL2lSEiorLg924EetWiQbWyTqWmpY0AIACpwlOiB4tpYSRst+tU\nLT11DUMhRKYggKYAIGFa8NekvIsELInaGgyG8PoQYgZuehf+759j41fxi0/2Dozpk3E/gCUN\nnSe48UNjbd+Rcft5MhPaPyk8WvpuE5kWcBkh0VwxEBJROW1dSERElWE0oi0KWioNqkmVTqHP\nqa7pOkwzpbI2FrGfGBYsCY8OrwavBgBeHZnbPwCIm+g7nPzy6ZtxYARTBry6VeeLADCt3pGw\nAAInsrZQQpuuX2iOea1EpYBTRonI5mxdOL8JpVkrgbMvD3LWKBFR9YgZfYDldOA0rCxdYRRd\nt0OeVJs6JM5X80W9OiAweDy5dE8gJRSqNqRdK+wv1ZM1S9DRCimT1TyPBl2LTEyK8Umx+0hw\n95H5LDKciGb5XJ07DUrXhFLOGqViYYWQiLKYfc3wjrXPO1mOs0OJiGg2nBagppWyMUNWMhH3\nrMQWf+rokkb7hLQrCGFHQrX4UGZr/alp6VURkfjn0sbIwJjWd1gXwr92ycw1w47WnpFwcO0S\n/+4j0VA05Vvrl2X/cdIYFjwaZ41S0bBCSFRopdbQJYcCD5VFQiKiaqAauqj+ooOhlG8ZZrYX\nACPhZAsZKdFWh8UNye+qbqLx1Ne6W9H07k8+93lgWvZG7RAp8cySsCQEsKzJaq+3pJxt7xmf\npxPA2iX+dcu09cvgPDJNty+FqhOySEhFwUBIRLnMJhOqjemJiIhmo7G2Tz1pq4dHs3ebyEFt\nNqhN06NTpbhoHK8exa4Be19408peGLR3s0isNdQ1uzA4GMJgCEPHMXQccROmhZEIPDoMq3c2\ne1QEfT0+T6fP0+nRNub+dC0yHu7d6k1r54zvRbTgGAiJaAazWVjITEhERLOnNqZ//BU7zgE4\nnOjSaZgpj4ExyMQ57fWIxVO2LrRcqe/UNkjg5QH7SyEgJYTA6CTecio6WtHRau9XAUDXoesQ\niSiIRLCExEgEUtoPAYyEI6FoMBzrzl2+c/qUCuGfw78HAKmZkKjw+BewpHkOjDqPHOcUckhU\nXhZ2Ud+MmVA9FvAdiajKqU/huT+L52lDOcoz6+k96E70eonGU6IdUhf+qbxU50M0nn6OUzV0\n7wi/awAjYYyEMRoBEhNKlzQm1xxmGY20L6IuMRIBXDXJoxMRVbubMRMGfT31/vB080LTZDst\ne59SorxiU5nimEeKmzETGsubT2hMVKFuXvyn246es1BXczJhWr8ZLv8jojlRKa69Hkcm+txL\nv9rr4dEi7g/KpgWvHgAwMakPhpLlF1ViAixAU1fraD2hreSoYHyezj/09TppMGbY8e/QmD13\ndHFDsmC4rAkAdM3uCDoUso84BNJ3rgfQEsRIGEhMRlVdWwAMhtASTFbknNrgjCSsmNErpRYz\nguOTncj4++bOijk2oE9cLV1i0ixLNVQEDISFk+9Snvv6DIelrOaCO3OX2pyy3okHuduOnpOn\nzp9TT9zoZMKFSoOsLhJVNhXbovFkK8U3RlJO8Oh250lF7ULu0WDJiEh8dpfS3ofO9ZHaMqxe\nAYyEhUeDJbXIlH9Z0/w3lKN8C/p6ulfYf85DITS4pliq3ip/OQCvB1JizWIgUSH0eQCgrcGe\nCCpEMshpGqxEJswa7txrFEfCaAkmL+tOgzmCnFroKKUVNyOW7AOwdyh4apv912yuzWDS9ks0\nE3m1oXaapjpE+cTfQxRIgSd2zjjRlErWAqbBfFOxlmmQiGajf7g7Gt/pToOKWic2FMryEsOE\nacGwYFo4mtGL0jRhmikTBVVFSBNWnS8yMSkmJkUoOp/d5KgAVBzadwymZU/sdAzbyd9Og2mW\nNmJ0Mvs19w4BrlDXkvMP3ykShmPpo8L0zU6FgFfH8Vgk8dpuAP3D3Ucm+tRDHY+bs/qAbVow\nLYjE/NiG2llONSVaYKwQVjh3JrwxfInznB++iyizPJjv7fvc11/YnMmZokQ0F+kT+5x1Ys0B\nOxO2N0DXYCa2KXdOSC/dZCvlGFbKHgbt9ZAyMjEpdK1rMARL9rXVRQAMhtBer7EUU0T9w91e\nHdL15zucGvgHQ/B7AcCjpxyfMuDRIYDRCFqC0FxFQvcf/dol07612iZ+MGTXn9vqEYramTDo\nQzhmv28OQkAXmJyK+L3akYk+TXSrgqGiMmG9z25nmus6ibpl3IQQOBbuaqid4SVEecIKYbVw\np0Hwc3yJyRrSbl78pxMPiplXWMDwuVCXYisaomowGe9V7Rzjpv1QE/88OnQNuobmAJoDiBsw\nzGT1ZiSCkQgGxjEZx+FxTMYxGYdh2R0g3dRXhityOgkhGu9trO2NmxGnn+RgyNozOOM6L8oX\nd4JSnODn/BkBeO51PLMHSCwRVGsIHaptzJFx+5G2IzwAj2bHv0zt9cnacr1rwmrQZ7chTYtz\n7uu45yrHzYhh7kwsZ00ctSKz7A0jE3sntgQlV8BSETEQVi9mwpIyXeFu9qErM0BO91p1Zr7L\nkkREbkMhGCaaAwDg0eDV7e7/ihDQNfsjPmDvAqc6PTqNJRfVQe0x5zShkRKGlRIC06hooTIn\nEnFRJj7TMxMW0fFY+hGPnr5JvWry+cweSCBmoNabpXzn99oPILkdvEebYWNDNxX2gr7kkXof\nLJmy7aGKqYMZE5s9GoSwAEvKqGlFTSsamYrImbZVdJgWRiPaRLRrtmMlyo/ynjK6a9eu/v7+\n2tras846a9GiRcUeTkm7M7gjrUgI4DO7z2VlpvTNpk3o/CqB816vuIC1wQW5DlHVKqP7oLMo\ny6OlREEk9oszLDQHMRpOzh0FktlPF4C0Z5O6azSqzOhkQvcHcXfN0CknytSOlHsG9VXtnDta\naHEzCqDejw0nYdeA/Sei+sSoPzZP6u8LntmDv11jP3e6cUpAuApx65fNfzwr2yCQUmNc0mA/\nGcyYy6rmmmqa6zcREhCWR4Ml7c436pcOM/6+YXyya1U7C4Nl6fAEAhW05LM8KoQf+chHvva1\nr7mP/PnPfz7zzDM3bNhw2WWXvfOd71yyZMk111xz7NixYo0wt8gX/lrsIQDAncEdmQdrdt1e\n+JEQFmhGqPs6tx09R+W62Vz5RFYSMg0SFV653wc//192D8bBUHoaBNInfypxI/txJWvPj+nO\nPxa2i41Spr/QsKy9Q2w8U3gWEi1V1i9LLReL9DSYQWuv1wBIaTm71asqn/rSkhAiAGhCBNL2\nLZyOerd6f/KhZC0+D4WgCWiu3z5kTlf2zLSAUP0gnCZKJaI8KoQ///nPh4eHb7nlFvVlX1/f\nhRdeGAqFNmzYsGnTpng8/sc//vG+++7r6el59tlnGxun33a0eCb+42DDp04u9iiyq9l1+9T6\nrcUeRbWYeuJGd6CaR7hSL7lj7fOqOU1atJvHBecaDhdkKwumQaI5qYD74A+fwD9cYFdX3FSK\ns3stTvdimfgNtlMkzMadIpxLHUtsPzFdXJQyEo51B338aF4g/cPdQEA1+BECpoWVrQDg82I0\nDLj+7LIV2TQAQviXNnYGfT3P7tXXLbXc+0ZYElMGamvyOH5VlNZ1GKZrqBIAYiakhFfP+Zc5\ngW2NqHSUR4UwzZe+9KVQKPSVr3zlpZdeuueee+67776+vr4vf/nLL7/88le/+tVijy6LwK2n\nF3sItqxFQiqY3NsP5lBzwZ3uhX/Tpak55TQnB3IxIVHZKbv74Lc+3COE/ZEjM5i5A16W0pB0\n/VPAlFlOnv2CMSqukXDw/7zQ214fUX92I2F4dHg98HqyVwXV3MszTu5qqJW61qVrG3VtoyY6\nVYD3aBv/eijgPn/KgPpwq2sbAfi82X8RYEn7ys4j8wRLQsr0PeslYEoIABJ6Rhkw916IRCWr\nPCqEaR555JF169Z96UtfEon/8dB1/V/+5V9+//vf/+IXv7j99hKdA1mCRcK7zMuLPYQqklYb\nnCt3CFQNgW7DtInujrXPs2kQUQUrz/ug/0dPRq97m7XMVb9USweRKASNRTJelPhkbVrQtWTB\nyJmS53SD9GjJnjGZpttWjkmykMKx7tFw5JMXJI+0BO0/WfVLgQvX4PFX0l/l5ER3FdfZCN7n\n6Xz1KN60yG5bOj4ZBRCe6uxo7QnHuuNmn2FGfKlp05KwpOYRdnpL+wtjpiVAV5nSXoDqrmAC\npoQmIBKNkUJR1PlhmPDouZcR8m8elZCy/OsohDjzzDNFxq+Szj333EOHDhVlSDNSRcKJ/zhY\n7IEkMQ0W2LzTYFoUdJJejpYwudPgHWufn2U/0qxYUSQqunK8D/7s+jDgv+tRxC1Mmcl9I5xI\nlrY7+WjE3pQiSWQ8cVV4pgxYFuImzIzsp9JgZgGKabDADGtnc2LBpvoLoB7ORiMSuCDRPEYA\ngAZop5/c5V5rF451O2lw/TJ7B4t9xzpVF9CY4TelP2b09Q93D4YwPtnp0QNCIBq3y32TcVgy\n0BI0da3LnoAK+63VP+10BwjXfGM3tUuKonKspTZQ0RCKJq9jZvv1hPOlEH4QlYyyrBBu2rTp\njTfeyDz+8ssvt7S0FH48sxS49XT3NvFFoU1suwvMgSUnbVXedDNCM2Necgbp3OuBmZlwYfes\nJ6L8KdP74M+uD3/+v7q//qveW95rV/NUJBsN29UVy7W74JJGCMCQ8Oh2olN7l7tXIeqa/S31\nqrgFrwYJWAa8HiBbYXDG7cIpf4ZDlgqEmdM4h0L2liRDxwNnnNw5XbcVJwo6Tj+pE0DQ19M/\n3B0zktsbOs/HJzvt104lX9USBBKpTMpo4ncFlnribIkRrEnZHsO0oGcr+TkH1yzB7iMIRbG0\nMTl91J0eVSdSAU3XOrP+gERFUTaB8MknnzznnHPOOOOMM8888/zzz//nf/7nX//61+95z3uc\nE773ve/t2LFjy5YtRRzkjIzlzQCKFQu1iW1Zj7OjTClwMqE7DbrXHNZccOd0r53T7FB1/axz\nSrOW/twpkf1FiYqoMu6D3/pwD4Bn9+p1PguAYcGjYWmTvdWEsP/P3nNCtYjUNbtO2FpnV/nU\nP6VEPLFTuRAwTAjgyARa6+DREDfS9zkEsCzxRm5LG7vYUaYoRlw1YQGMRODRunweuNNg/3Ay\nAeboyanSoNogXggLdusXDchSiFPXCfp6VLy00AdAyqgETCsAoLYGT70WBSBgSWhrl1hIFPca\na+2LjE+mX7a9PtlodGAMyxphWXaDGfVy9esPAc2jb+RfOSopQuZo6lwyPvvZz7700kt//etf\nh4aGnIOBQOD48eNCiF27dr373e8+cOBAS0tLT09PR0fH7K/8xhtvXHTRRfF4rrbE0Wh0YGAg\nGo36fL4cp81V4WOhiqNp+0wwDRbMLGObE5aydqCZRySbTfpaqAWHKtY6u1+4j6snOWItEeVQ\nkffBJ14VTgVv3dLkYsJw3H4SiwPuWXZQ67Lsgotl+XUtKoRfSjtYqLBnWHYmBKBpdk9In6cL\niSTg7EcvoS1r5Efzwtk7KJqDdnlwJHWGsGmpP6mAz5MsD7rTYOK0nYsbkhnPvUnglBEVwnI+\n1Tq/NfB7u2azu0M4llJgBOxMCEAAp5+cbHwUTLQw3XcMgRpAwKtB1+xAqNZD/uUAAJx+kv0L\nDtPC60MAcGpboL0h2zxUKh/bt2/fvHnzl36GQEbP5Ln64ntw3XXX/ehHP1qIcZ2Q8qgQfuc7\n31FPjhw58te//lXdFMfGxpzlEwcPHnzHO97x/e9/f053QQBLly695ZZbJiczfs/jsnfv3ttu\nuy1zqUZxqXSHaYKlsbxZHXdOczABFstsdmvInQZPUFrqc95rxjQ4m5E7kS/ziYNpkGjeKvI+\neEpL1/hk71gEAnj1qL05uASCNRiftLekFwICGAljSWPAMCERtSw/gMhU56aO9NjQ3tDn83Qe\nGNk5Puk/f3V471BQE1kmH65qL4NfhVekJY1dMaMXGWlQEQJtddFFddOmQbVcEICUUcOyADQH\ncCysATCt9K1IVDIUAjFjp3Mwbcap87uAzDQI4PzVdvL0eToNa+dYxIJrsuv4JAI1ADA5Ba/f\nnsmsZofGTaxfBgCvDaasITQtMA1SaSqPCmFuhmGEQqHm5vTks1CeffbZ8847LxaL1dQs/L42\naXEuM79RJZkxei14edC57HRvvSD9SGe5+JCBkChPyvo+uPOADgDS2ndMA/DBjdycrZLtGRTN\ngSzlQcWjJeO6EwhVDlTTQVuC6cHvWDjRviWxSb2iiodCwKNpurZRNR11XuVeYai+pY4cC0fd\nF18U9KsliJbsGwlHAKjypCYQU9OVBQD4Pcn3lYmpzgLYkyzn24M8f3XZf+omVghL0dTUlGVZ\n+bsL5hsTYFW5y7z8Bv3BHCc42czZUmJB5Ih8n9l9LveoICpr5X4f3LjcToAbTynuQKgQvvKr\nru9/tNfZkGFRMKXBzGgkvYhnyb64GcU0LWGPhWFZEEDchM8DCIxE0BIAEslw6DgAC0AoGtSE\n3cdlYHznoqBd/Wus7esf7u5o7YkZwbQ0CGAwFAH6DDMKWH4vAEyZ8GiQgEeHACaiaErZBzHZ\nAVcCp7ZhzyAEYEqMhNnTlkpX2f/tPPvss2tra2c+j6g0zHu3j/xt9nDiaZAbURAVEe+DVF4+\n9UDAlDAttARS0qAQaAkm54Vasi9m7FRpEICElVYeVGlQ8eUscJhWr5QR0+o9MNp7YLTXtKzB\nUORYOKoSYGNt30g4CKSnQSVuRFSkdKhOSB4Nuob6xKJa92rGWq89YkgIAcOyd7fnVhNUsso+\nEBKVkdkv4Lx58Z/KK2XNONry+nGIiCgf7vtEjyY6PVpyjiXUSlFn5wcZOTLRd2Sib8qISJnY\nO16mzxQFkLFsEO31EMBoJPlY2oi2enuB38B4ysmmZbUELF2LApgyopZlLQpiUTD5jlJaU0b6\nRoKK003Uo6MlgJagvY+FBCwJCfi99g8lEjudNAWsd6zlVhNUohgIiQpt9kXC8gpR043WCbec\nmEpEREhsJmlHJgFL2g/DRDQOy949QoMrCro3nJQyy06G7Q3JPUUMC4YFCQyGYFr2NM6ljWir\nS3+VYVpTRhSwDAtThjVloMFn7Tpk7TqE/mH7jUwLEohMJR/xxELXliCclrUABKAlkq2aYqps\nWIYlDdrB0b7MfRSJSgEDIVFBTa3fmrtOmBYXyzcTqhxYXuMnIqJ8u+8TPY210lkTaCWinWVB\nSkDi8JilyoOJrSPsTHh0Qn2ZfkFNYFHQfq6ioNuxRF9PtW2J0laHpY3w6PDo8HudqiBMC5ZE\noAZBX3JXTACRqZRrPv4KkNjd3t6j0L3pZeIrnxfrlmHdMuenyD4rlajoyr6pDFHlSes9U6aZ\nymk9evPiP318f6Lr99qijYeIiEqH2qg9Gk9+6TYUQlu9vYsDgJaAneWMjB60mkDMtF/iprtK\nHoMhe4aqgF0k9OjJBCcEAjUYn4QmkvW9JIHoVEreU/7Qhw932wOQEl4NAB5/BReucb/U5tFV\nUdQyrZ0gKj1lHwhvvfXWsbGxYo+CaG4quLGniq/ujShuO3rOy7BvgS/+1u5Zf9bFU5mvJaJ5\n4H2QylFjrRwJC1Vas9Ngaih0qnlO9c9MLf01BzA+aafBLEsMp+HVIYGhkF3fs99LQ0Mtpoz0\n3Dc0gbaG9Opfz354tJRpq0LgsVfs548nnmQmQ9PC7iOWc7nzVnELCioVZR8I3/ve9xZ7CEQL\nZt49SEvNzYv/lHtzwhd/W8NMSLQgeB+kMuXzdMXNnZa0nEwogFeOJr4tgcRcUF2DaaVMFlVd\nPU0Lk3HUJnbHNKbPhe4uoKpNqJthQddQo9uLAxc34OgEFjcAwNAE+o5gUwcANNXa7UzVXNbt\nO/GhjRACT71mD8ZdlkyrFg6MQ9fQHLTPBPDXQ+L0k5gJqSRwDSFRcdyx9vm7zMudBOh+XkRf\n/8m2Bb/my9EfZj3uVAuJiKgKBX09+49tfPmwnQZfOZpMgxKIGojGoWt2yoqbMCz7nFeOYlkT\n2uuxtBGnLcbyJng1tNendC51ywyKhoWRcMqRSAyvD+ONUWy+G14dJyf29Wyrx6YO++IqDV66\nAZest9OpSoOmZWc800LMQMxAKIpQNLmgcTCUkhWdH+qlg5lTVImKgIGQqGhUd5kSiYJIpMGv\n/2TbgsTCmxf/qa51xXRpUGEmJCKqZps6euCKgioZOpVAvxdDIUTj9lLDiUm01aHBj1VtiMUB\nZ1qpAIS9KLGtzl4l6MwvTYtcTjh0Z8JYYinjZ38OIXDDA7jhAXh1eHUEatCUbTbpuzfg/NV2\nHxrFiYWOp1+DJnBkIvveFQCEQP8w+45S8ZX9lFGiyuPuKFMw+agNFuUHISKi8uKebBk37Vzn\nTXxEHZ+E6Zrk6fdifBJI7F3hJgGPnh4FMyeIuo2E8fqQ/drbfwev6+Vq/0AhoAsAaKy139fN\nmYma1vu0xoMpAwCefBXrlk0bCIlKBAMhUQkphQT1xY9fVxKADiEAACAASURBVOwhEBFRtfDq\nAV2LODv7eTQ0B2FYcLbxUxsJpq3Qy0r1IBWuWp4EdC25QDE3Zynj378VAJ7vx4pF9reWNuJY\n2F7QqGJhvR+TIQDoXIq+w8nNM6a7skiMx6EWRlKZOjwOf0bP2/LFKaNExZR7T8LCK3AaZF8Z\nIqIqd/7qsGkFvLrm1ZOdP53s505Q7vgkgeHjKRnPtOxt7gF4NLsquCiYco6dDzP2tU82OxV2\nGkxzeBwANA2ahno/6v2pL5+pAuh8P23AUqKjtWeGFxPlHwMhUZGVQibMx3xRIiKi2Th/dXhp\n40bTCoxFAqbMNcNTUfnKkrCkXXxLK7XJxDnHwmgJJqtz7mV+UtqNalQ30dt+N8ObOjNUnf0w\nFCFw5vIs56eFxuT5ruc1nsAM70pUEAyERMU3tX6rehRrAKowmI/y4KaTvzbdt1geJCIipaO1\n5/zV4fNXh5e3ZPloKl2PyXjyuHsf+cwynV33kylRML02mPhy60UA8PG3JL/lzBdtCqBpmuDm\nlCI3noJV7cmHz7Ukqznbaw0TXj2wdkk4y/eICo6BkKiE3LH2+WIPYSGp7qlpmfCsi6fUo0iD\nIiKi0rW63VTTPlVTFrjWBDrzSGOJb7lX7gnYZcGRcMqaPSHQEgCQZaao4vPa52cuMnSioACG\nQhhybWY4GLLPb8ioBB4YST6/YA0AtATcKxu1dUvlGSdLpkEqHQyERKWlWFtQfPHj1y3sxFH3\nD7Lp5K+pB3MgERHl5vd2qScqE+qavThQbfGnim8xA8MhCCAah0zMED0WTt9dUBEiuW2gyIh9\nlsSyJgDYehF+8hwArGzDyjY0B7IExaEQ3jiGY2HoGjQNSPSYaa9HRytObcMbx5InX7DG7nMz\nElE/hVbjCXQuraBWJFQp2GWUqOTcZV5elHajs5kyOpuxlci2ikREVKYCNV2RqV646oQALAu1\nic1rh0Ko9SJmQAIxI8uGEAAEklvVu7ejyEplwv/6B+w+MsPYljZiJGI/d/qXDobQWgdL4m/X\nJs9Uc1ZHIipSal59mmWFRMXGQEhUWqbWb63ZdXtmpiqFHSkA3KA/OF0mnDEHlkL7HCIiKnEd\nrT39w92Bmq6Y0TuZmFZSW4Maj73xw+4jqPWmvCTrJoHtro0KFwWTewbm8MoRrF1iZ0L3ZhV+\n19uNRrAoiGPZSpFPvpp8fuEaCADCbp2qSpentnGaKJUiThklKjmZwalE0mAOWdOge9hMg0RE\nNEtqMwavHmioDdTWoLYGuoZFQXsZ4ZrFyTOd+ZyNtWistUNge31KGgTg0WbexjAUBQBdYFUb\n2uoAoNYLvzclDQJZJp0qThoMRRGK4v/7Cx5/xe46o2tY3OBnGqSSxQohUSlS8ekzu891jrgT\nVxHzYdbgN11tkHNHiYhoflQmDMe6Y0aflFEAx8KWSDSSiZvw6tg7hFPbki9Rya2tPvtO9Ivr\nMTAOuJYUApCAlTqVVAj4vFjsnbai2FaHuGsZoOp0+tJBu92oSpVKKIrHXwGAC9domuic9Y9O\nVGgMhESl6461z9fsul3N0nQfV19OFwtLJDq6x8BkSERE8xD09QyGuhtr+46FI1ICia4wasnf\nUAh7h+wz1y8DkD0KOpY22uv9onG7JYxKg+4UJ13/zEqlwVgcPm/KvhfqOjNuUk9UghgIiUrd\nbOpv7uDnPL/LvHze/WmyvnBO5cHZn0BERJSDKtaprKX2hVexa82S9F3snYCWIxm212PXwLTv\n5fSeaQniWDj9Cm31duNQrweWtMuVLw/Y81Gt1DSomqD6vXj8FesdLBBSCWMgJKoEWWuG6sv5\nZcIcZb15XI0LCImI6ERIOW3dL8vJ7icSUQMC8HuTV1i/LHsmXL8MhgUkesA4qxYdKg0OHU85\neOEaPP0aIhnbKrnjYdDXM+vhExUaAyFRSVNNR2dzZo6clpkJZ3PEyZOZV5vNeIiIiE5cR2tP\n32Hd+dI0oeuAK61J9zb0rhemzd6MxoHEOkMJrFuGl1MzoZp0CiQ3M1RPWoLwaJCJ4uHQcSxt\ntJ87cXEynryOuwnNyjYI4ODoXH5gooJjICSqcKrWN5tc5xxxTzpdkDHU7LqdRUIiIpofIfxS\nRpwvTRNw5T2REQWRmgZ9HkwZ9mpDlfpUnFu3LPUlgAA8GtrqUmqATiwcDEFKu3+pioIiMZ1V\n1wAJw4LP9cl6ZaLhzbplCMe6WSSkksVASETpWAMkIqLSIWU0c76ovZhQ2m1mZtnMZdcA2lJ3\npFD7BCojYbTVQQi01ye7jDontNdD12CYMEz73dU5zQFcuAaQePyV5DCcNChVL1PZN7sBEhUB\nAyFRSZvlfFEiIqKK1D/cLYQfiKRlPpXKptsVENN0lGmtSz8yEoYEFgXtSqDalMK5rDsu6hoE\n4NWTHWtagimlyAvXYDCEqGF/qb6lOpEeGousXZLz5yQqHm5MT1ThWO4jIqKy5vN0ejS7KOcY\njSQjn3AtI8zsLxozkrtTZCUS80Lb6hAzAMCw0BJEW729s7xzWtrbKR4dXh1eD7w6TmrGihb4\nPfB7kq897trWgqgEMRASla45lQfntycEERFRyeof7gbQWNunVu559OSjvT79ZAGYVnLfCMWd\nBjPLg2mmTBwahSkhpV0PVJxoZ1g4GrI7kdrHnZjqKhUubgAA00puROHlJ24qYZwySlQ50jqF\nMg0SEVEF0LWIRJYEmO1MmBYEAIFoPEthcLopplKiKYCxCII+IHW3Q+cVhoVjYSC1+6jr0vb/\n9+iIm4CAz9VutLaGiZBKFwMhUema/Z4TDoZAIiKqGB2tPapICKQs7cskoXm0jYa5U9csdbI7\njymLG5KtYtK012PKhBApiwZTrw+4lhoqhpW+USEAw4QA2utxdMI+oms4HrPSzyMqGQyERFQI\n3HmCiIhOXOYOE4pH2wggZvh9niiEJQHNtbXgjITA+OTc3hEZWx2mfWvKsGNknQ8A/nJQP/Nk\nc7YDotJ2eAw18ZlPKxesXxOVtNmHqKn1W+eXuHLsaL+w2DGViIjmqqO1xzA1JGZ7imw7TAgR\nABD09bQ3hGOGP8fVss47nXEy6iz3tHA7MGq/KlADS1UHpfVCf/fcr0SUdwyERKVuNjFv9lEw\nM/5xlikREZWyRXWmaQUkNNWjxd1QVAJSagCcbd8lopNT+Ouhaa/WVp9MgO2u5y3BaeeLZjUS\nhke3O44m1xkmSoC1XtR64ffMK00SFRYDIVEZyJ33nO/OpgTH+EdERGWnJRg2Lb8lA5aEesTi\nWiwe8GhdHn1jvd9e2Nc/3D0RtSZi6Fya7AWaSaZGQcWjQU880qj+pYDdVAaJ9GiYiJvJvS6c\nNOisVBQi+V2iGf36178+/fTTTz311Msvv3x8fDztu3fffff69evXr19/3nnnvfjiiwv4vgyE\nROVBzQjNTIZzSoNERERlqiUYbgmGmwLSq3d59a6gb2PQ1wlXbbB/uDsa32mYiUajmDYTTt+b\nJsnZvsI5+egEDNO+pjs0Gqb9ADAYyt63ZnIKI+HALN6WqtfQ0NC11167ffv2vXv3nnbaaVu3\npnzk6+3t/epXv/rYY4/t2rXrxhtvvPLKKxfwrdlUhqjMZK0WMg0SEVGVcBKgW/9wdzTem3nc\nsFI3h8iZBtMWKA6FklVEjwYh0FYHJDalUBsVxmfXJsarz3wOVbnf/e5355xzzurVqwHccMMN\na9euvfvuuzXN/uvb3Nz8k5/8pL29HcCb3/zmw4cPSylFjsa7c8EKIREVCLuMEhFRnsSMPue5\nlBgM5WoBmptaE+jR0ueULm2EV8erR/HygP3YNYBXj7r2pp9+dqiqK27qyBJlqZpt27ZNCPG5\nz30OwIEDB5YvX66On3TSSeFweGxszDlz5cqV73znOwFYlrV169ZrrrlmodIgWCEkqgAsDxIR\nUTXrH+6WMpJ5PPfWhXMlgF0DWY6/PIB1y2CY06ZBKeHR0DZTL1OqNkLDjZ/69DXXXPOmN70J\ngGWlT3HW9fTKcigUuvrqq2tqar797W8v4EhYISQiIiKiMpZ1suhgCEPH518ndHv8FTz+CkJR\nu59NJrWAUOSYjyoQmepcgKFQZTn55JO7uroWLVoE4JRTTjl0yG6POzAw0NDQ0NDQ4D759ddf\nf8tb3nL66af//Oc/93q9CziMsqwQjo6Ojo+PT05O1tTULFq0qKmpqdgjIiqacikPcr4o0QLi\nfZDI0T+cZXM/Z7bnaARt9bPqIqNknvn4K+lH0gqPTkI8OpGlIOkkUs4Xpdwuuuiiz372s319\nfZ2dnXfdddf73vc+NSl037597e3tsVjs7W9/+2233fbhD394wd+6nCqEO3bsuOKKK9ra2lpa\nWjo6OtatW7dq1arm5ubW1tbNmzc/+uijxR4gERFRHvE+SJTVSa5fiaTtJ9ESnEMazBSKomtF\n8ktNQBPpqU99lbW5qGPk+AkMgqpDe3v7vffee+WVV65evXrnzp133HGHOv7mN7/50Ucf/da3\nvvXGG2984hOfqEsIh8O5Lzh75VEhjMfjV1111YMPPghg5cqVZ555ZmNjo8/ni8Vi4+Pj/f39\n27dv3759+5YtW7Zt27awJVSiUlYu5UEiOkG8DxJltWdQb6+3V15lVucWcAHhdNwTSIXIKB5K\nADAlPDr3nKCZXXrppZdeemnawSNHjgB473vf+7WvfS1P71segfAb3/jGgw8+eOWVV37zm99c\nsWJF5gn79+//whe+cN99923YsCFt1w6iilReUZDzRYlOEO+DRGn2DgWbaiMtQRxKNmK0t4VQ\nVDDzzGUynJxmEWDXCvTun9UVhEDctN9UdRb1aAhF8TenLlgxh2jBlceU0Z/85CebNm164IEH\nst4FAaxYseKBBx54y1vecs899xR4bESFV15pkIhOHO+DRG79w91NtZGRiL1sTz2c1XpOjU6f\n++dcdQ21v/xgCOEp+9G1AkEf1i+DRMoDwJrFKVfwpDaGNCx4tK45j4OogMojEA4MDLztbW9z\ndmbMSghx/vnn798/u1/gEJWtskuDLA8SnTjeB4kc/cPdDf7ekQhMK2V+pvNcJUO1cTym3xtQ\nSvtMFe3iiU6h7tWAWuKa4Sn7ydolKY+0NOgwEjsIDIfYToZKXXkEwhUrVjz//PO5z5FSPv30\n00uXLi3MkIiIiAqG90Eih2HtHMnYdFDXkvVAIeDRU9JgWiaMxjEZR8xAzEA0bu8u6LykJYiW\nYPa3ztxzIiWRZpw/HEKdn+VBKnXlEQg//vGPP/XUU1u2bOnv7896wsGDB7ds2fLss89+7GMf\nK/DYiAqJ5UGi6sT7IJHSP9xtmJZpAa5KoCoGCmA0kkxohpXMgaZrx+9oPJkSfR7UeLBuKaSE\nSM2NTiZUnUUxUx9RJF4+NIHD4xgKYSiEiajG8iCVvvJoKnPTTTft2rXr/vvvv//++1esWLFq\n1aqmpiafzzc1NTU2NrZv3749e/YAeP/733/LLbcUe7BE+cI0SFS1eB8kAtA/3B2N71TPDRNC\n2FVBd2luJIz2envGpmlB1+xd41XDGCcNAvBlfAoW088vVTlTCOgiJV6qUDoYsgfTXIsDIwAQ\nmdIAfGCjOc8flaiAyiMQ1tTU/PSnP7366qt/8IMfPPfcc4888oj7u+3t7Zs3b77mmmsuu+yy\nYo2QiABMrd/qpFamQaIFxPsgEYCY0edsMjESsfNb5kRNCUiJ0QgANCe2ezBMeHUA6VNJY0ZK\nMnRfrSWIEVdz0EVBOJXJkQgWBSGlXTYUAm11EEJrCZpNgW4ATQEuHaSyUR6BULn44osvvvhi\nAOPj4+Pj4+Fw2O/3Nzc3NzU1zfhaIioM5kCi/OF9kKpcW10EiTaei+sxGMqSBttcu9K7J4J6\n9JT1hCoExoxkTXC6PScUAegaTEvtNKgtClpSYui4VuPxL2nodJ/JHEhlp5wCoaOxsbGxsbHY\noyAqqNKfL8ooSFQwvA9SFTp2XCCRBlVya69PX9fXXp8+53NgHJqGkxK/M/Ho2H0EAE5tS5wh\n0v4/PJo949RdHmyvBxIJEwCgjUawvHmj+72CPkZBKktlGQiJqk0JpkHGPyIiKpj+4e4GfzIN\nOqlP5TRnjwfDwkg4pUgIwMpY8pdJpBYH3dvZt7uupgkMjAXe1NoJYFU74x9VCAZC7N+/3zRz\nLfkdGBgo2GCIMpVUGhy7/5LAracXexREtJB4H6QS1z/cHTP61LYQR0MQQFs9hkIA0BK0M56T\n6FqCGAqhOQBLQgA+D5pde0h4dKxfhl0D2DuULBJaEnq22aLt9elHYob2zd923vcJRsFqd3gc\nnnixB7FwyiMQfutb35r9yZ///Odnf/LevXtXr14tp/t9UYIQQtf12V+WqFIxDRIVBe+DVM1i\nRp9Hixwet3uKSuDwOKAmiDorAKVrY3pgMGRX+RYFYTlHVadQYP0yuwEpEjtS5Fg9mIZpkCpP\neQTCW2+99dixY7M8eU43wlNPPXVsbCz3b0YV3gip8EqqNghg7P5LcGuxB0FUlXgfpOqU2GfC\nipsA7A0kHMfCaAnY80gdpoWWAI6FAWCRUxtM/Y2H6hADV+vR2ZASN/9i432fmOPPQFTyyiMQ\n7t69+/LLL3/iiSfe9a533XDDDQt78YaGhoW9INGCKLU0CJYHiYqH90GqQk4azPyWs5hQxTl3\n3FO9QDWBBn8i9RmIWVl2HQQgRPK1uYuEEpAsD1KFKo9A2NraumPHjre//e1/+MMfvvjFL154\n4YXFHhFR1WEXGaIi4n2QqlDWNOhsRg+gJVEAzLqhfFoCjBnwe1NOM7MkzewkYJhYVDfDzGqi\nMqXNfEpp8Pv9v/jFLxobGz/5yU8ahlHs4RDlV6mVB5kGiYqO90GqKv3D3VlrgwBMC4uCWBRM\nJkOHU+VzGo3GEv+t+L32CYYVMKyAaWmQ0IUm1MFpJk1LIG7CtAJMg1TByiYQAli6dOmtt97q\n8Xgee+yxYo+FqIxNrd/qPGZ5fr6HRESzwfsgVY+Y0Tfdt9rqshwUiTToNIkRAkLA77Uf9mki\n4PN0tgTDLUGzpU42Bkxd69K1rhpPIO2CMlF1nIh2tQTDIKpc5RQIAVx//fX/+7//+653vavY\nAyEqV2npbsawxzRIVFJ4H6Qq4fN0Ol1DDRNSZt9CULqSm/qnR4NHSx50EyKgic607ePVl5ro\n1LUu9zWVw+OBjlauG6QKVx5rCInoBM011zEHEhFRETXW9g2GkjM5TQvLmnB0wv7SHQ4zm8Fk\njYL1/pmrfE4mRCIoNtbOYcxEZarMKoSZpqamotFosUdBVNJyp7vM7zINEpUR3gepUnk0QGBp\nE5Y2YWkjpER7PZY1Qdfs6aCmlZ4GVRQUqV8CyJ0G02qGWY8QVbCyrxCeffbZu3btmnFHXSLK\ngQmQqHzxPkgVaXyyczDUW+9PPx43UOOB5exHD8CVANUCQo+W/NIzu9oHEyBVs7KvEBJVJCY0\nIiKqZh2tPQJor4dpwbQAAVPaD0va/UWlKxbKxFJDAIaVtqUEP+4S5cL/QoiIiIioFKWV/pRY\nHEB6jxm12lC4ppCKRKlQiIw6IxG5MBASVTgWG4mIqDxpcO0n4WaYGAwln2fuIuiaKarNpp0M\nUTVjICSqZEyDRERUps44eWPW4x7dfuJuQ6qk7U6ha10NtdNsOU9ECWXfVObWW28dGxsr9iiI\nFt7U+q01u24/kZcv4GCIqGTxPkiVKujrAbrDsV73Qa8OKTF0HAKQwGAI7fVA6mRRjwZd62Kf\nGKJZKvtA+N73vrfYQyDKl/llQkZBoqrC+yBVMJUJTWsnYBmJZYQjEQCQgEeHaWEkAgG0BAFg\nJAxd6+JW8kRzUvaBkKiypaW73PmQUZCIiCpMWqGvf7jbMHcCFgDD1AC0BKyRCEYjAQCr2rlc\nkGjOGAiJyok78qlwyBBIRETVw1396x/uBrCormdRXfEGRFT+GAiJyhWjIBERVTNODSVaEOwy\nSkREREREVKUYCImIiIiIiKoUp4wSERERERHN1uFxaFMnehE58ykFwgohERERERFRlWIgJCIi\nIiIiqlIMhERERERERFWKgZCIiIiIiKhKMRASERERERFVKQZCIiIiIiKiKsVASEREREREVKUY\nCImIiIiIiKoUAyEREf3/7d1vbNXl2Qfw+7S0tlCgVXBmGvkzs0zHMue2GhQ3h4irymSCwSHO\nOV/4YovJYsayRfYncZsJhLnAEpeYLZNJ3ERLMpYgEAZjE4Rtce3KBg8gOPkTU2aVMAu1O8+L\n89h0PS0P4Ok5p+f6fN6d+3cOve5eXt759vzaAwAEJRACAAAEJRACAAAENarUBTCkXbt2NTc3\nl7oKgPMxevTokydPlroKRjbnIEARCITlq7a2NqW0efPmcePGlbqWImlvb7///vtffPHF3N4j\n+POf//zggw/+6U9/KnUhxfPiiy9+/etf/+Mf/1jqQopn8+bNjz766ObNm0tdSPGsX79+xYoV\npa6CEc85GIFzMIJKOgc3b968ePHiUldRYAJhubv66qubmppKXUWR9PT0pJQ+9rGP1dXVlbqW\nIjlx4kRK6eMf/3ipCyme119/vaqqKtSWDx06NGrUqFBb3rNnT3V1damroEI4ByubczCCSjoH\nDx06VOoSCs/vEAIAAAQlEAIAAAQlEAIAAAQlEAIAAAQlEAIAAAQlEAIAAATlYycAAADO1rG3\nUjpV6iIKxzuEAAAAQQmEAAAAQQmE5au2tjaTydTU1JS6kOKpra2trq6urq4udSHFU1tbW1tb\nW+oqisqWIwi4ZYaDczCCgP+7sGXKjd8hLF9XXnnlvn37GhoaSl1I8VxzzTV79+4NdfZPnz79\nH//4R6mrKKrPfOYzL7/8cqmrKKqWlpYdO3aUuoqimjt3bnNzc6mrYMRzDkbgHIwg4Dk4sniH\nsKxNnTq11CUUW7QtZzKZKVOmlLqKoqqqqpo8eXKpqyiq6urqSZMmlbqKoho1atTll19e6iqo\nBNEOhRRvy87BCAKegyOLQAgAABCUQAgAABCUQAgAABCUQAgAABCUQAgAABCUQAgAABCUQAgA\nABCUQAgAABCUQAgAABCUQAgAABCUQAgAABCUQAgAABCUQAgAABCUQAgAABCUQFimOjs7J0yY\nsGzZsgHrPT09S5cu/dCHPlRfX3/FFVd8//vff+edd0pS4TD52te+lslz9913l7quwqv4VuaL\n09yA8zvUluM0nYILOEc5caam4luZL05zw87vCDWq1AUwiO7u7vnz5x8/fjz/0gMPPLBq1aob\nbrjh9ttv37Zt2yOPPNLe3v7MM88Uv8hh0tbWVlNT86lPfar/4kc+8pFS1TN8Kr6V+YI0N+D8\nnmHLQZpOwQWcoz5xpqbiW5kvSHNDzO//FCJFZQtQSGFkKTNHjhyZPn16rjtLly7tf2nDhg0p\npXvvvTf3sLe3d8GCBSmlF154oRSVDouJEyd+4hOfKHUVwy5CK/NFaG7A+T3DlrMxmk7BBZyj\n/oJMTYRW5ovQ3Iqf37///e9jx44d3U99fX1V1f/ddFlbWzv6v2UymaqqqtGDGTNmzKZNm0q9\noWw2mxUIy8sTTzzR2NiYyWRmzZqVP0if+9znUkr79+/vWzl48GBKaf78+UWvdFgcPXo0pfTl\nL3+51IUMu4pvZb4IzQ04v2fecoSmU3AB56i/OFNT8a3MF6G5Aee3Ms5Bt4yWlxUrVkycOHHN\nmjUnTpzYtGnTgKvbtm2bNGnS1KlT+1ZyD7ds2VLUKodNe3t7SumjH/1oqQsZdhXfynwRmhtw\nfs+85QhNp+ACzlF/caam4luZL0JzA85vZZyD/qhMeVm+fHlHR8dNN92Uf+lf//rXG2+8ccUV\nVwxYnzJlSmdn5xtvvFGUAodXW1tbSumtt9665ZZbmpqaLrzwwvnz5+/Zs6fUdRVYhFbmi9Dc\ngPN7hi2nGE2n4ALOUX9BpiZCK/NFaG7A+a2Mc1AgLC+zZ8+uqakZ9FLud3MbGxsHrI8fPz6l\n9Oabbw53bUWQ+znKkiVLTp482dLScskllzz33HPXXnvtyy+/XOrSCilCK/NFaG7A+T3DllOM\nplNwAeeovyBTE6GV+SI0N+D8VsY5KBCOGD09PSmlCy64YMB6bqW7u7sENRVaV1fX6NGj161b\n94c//GH16tUdHR3f+9733nzzzS996UulLq2QIrQyX5DmDkXTAzadgoswR0GmJkIr8wVp7lA0\nvZyb7ncIR4z6+vqU0unTpwesnzp1KqU0ZsyYEtRUaGvXrs1ms5lMJvcwk8ksWbLk2Wef/etf\n/9rR0fHhD3+4tOUVSoRW5gvS3KFoeorXdAouwhwFmZoIrcwXpLlD0fRUxk33DmEJrFu3btp/\nyx+PfE1NTWmwt9RzK7k33EeKM3wH+mam72Fzc3NK6ZVXXilBocOjklp5TiI0dyia3vcwTtM5\nA+egczBVSivPSYTmDkXT+x6WYdO9Q1gCXV1dHR0d/Vf+85///L+vamxsvPjii/P/63nllVfe\n//73jxs3rpAlDrNBvwPvvPPO3r17s9nsgJ+X5O4xyP1gqTJUUivPUpzmDkXT+8RpOmfgHHQO\nVkwrz1Kc5g5F0/uUYdO9Q1gCixYtGvDpH3V1dWfzwhkzZuzbt+/w4cN9K6+++uqBAweuu+66\nYSt2WAz6HThx4sS0adNaWlr6P7O3t/ell14aNWrU1VdfXapqh0PFtPIshWruUDQ9xWs6Q3EO\nOgcrppVnKVRzh6LpqVybLhCOJPfdd19K6Vvf+lY2m00pZbPZb37zmymlBx98sMSVFUJTU9PM\nmTP/+c9//uQnP+lb/OEPf7h3796FCxdedNFFJayt4Cq7lflCNXcomp7iNZ2Cq+w5CjU1ld3K\nfKGaOxRNT2Xb9PP7PHuGW2tra0pp6dKlA9bvuOOOlNL111//jW98I/cDlfyfMo5cu3fvzt1i\nfuuttz788MM33HBDSunKK6/s7OwsdWmFV9mtzBeqNFaaPAAAB3NJREFUuQHnd9Ath2o6BRdw\njrLBpqayW5kvVHMDzu+IPgcFwjI11CB1d3cvWbJk8uTJF1xwwQc/+MEf/OAHp06dKkmFw+TA\ngQNf/OIX3/e+99XU1EyaNOnhhx/u6uoqdVHDouJbmS9OcwPO71BbjtN0Ci7gHOXEmZqKb2W+\nOM0NOL8j+hzMZLPZ4X0LEgAAgLLkdwgBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggB\nAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggB\nAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggB\nAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEggBAACCEgih\nGFauXJnJZB577LH8S11dXZlMZtq0abmHjzzySCaTyWQy3/3udwf9px566KHcE/bt25d/taWl\nJZPJ3HbbbfmXli1blvlvNTU1F1100Y033rh69epBv1ZnZ+eECROWLVt2ltsEgEE5B6FsjSp1\nAcDgWltb88/CbDb7/PPPD/WSY8eObdy4cfTo0S+88MJrr7122WWX5T/nAx/4QN96b2/v8ePH\nt27dunXr1n379n3729/u/8zu7u758+cfP378ve4EAM6dcxCKwzuEUI4uueSStra2/fv3D1jf\nvn374cOHGxoaBn3V008/3dvbu3jx4t7e3p///OeDPuerX/3qlndt27Zt9+7dGzZsqK2tffTR\nR48ePdr3tKNHj86cOXPr1q2F2hEAnD3nIBSNQAjlaO7cuSml1tbWAetr1qwZO3bspz/96UFf\n9dRTTzU1NS1evHj8+PE/+9nPstns2Xytm2+++c477+zp6dm4cWNu5ac//elVV121Y8eOWbNm\nvYdNAMB5cg5C0QiEUI5mzpzZ1NSUfxA+//zzc+bMqaury39JW1tbW1vbrFmz6uvr586de/Dg\nwU2bNp3ll5s6dWpKqe+umBUrVkycOHHjxo1f+cpX3sMmAOA8OQehaARCKEc1NTVz5szZvn37\nsWPH+hZ37tx56NChu+66a9CX/OIXv0gpLViwIKV09913p5SefPLJs/xyf/vb31JKl156ae7h\n8uXLOzo6brrppvewAwA4f85BKBqBEMrUvHnzstns2rVr+1Zy98l89rOfzX9yb2/v6tWrx44d\nm/u7ajfffPPFF1+8du3azs7O//cLPf3007/5zW8aGhpmz56dW5k9e3ZNTU2B9gEA58M5CMUh\nEEKZmj17dkNDQ/+7ZZ577rmh7pPZuHHjsWPHPv/5z+euVldX33XXXadPn161atWAZ65cufLG\nd82YMePSSy9dtGhRSunxxx9vbGwczg0BwDlwDkJxCIRQDFVVQ85a7lfe859QV1d32223/e53\nv+vq6kop/eUvfzlw4MBQ98k89dRTKaUvfOELfSv33HNPGuxumf379299186dO7PZ7B133LFh\nw4YHHnjgfDYGAGfBOQhlSyCEYhg3blxKqbu7O//SyZMn+54wwLx583p6etatW5dSWrNmTUND\nw6D3yZw4cSJ3R03u03hzrrvuupTS7t27t2/f3v/JP/rRj7LvOn369JEjR9auXeuvqAEwrJyD\nULZ8MD0Uw4QJE1JKr732Wv6lgwcP9j1hgFtvvbW+vr61tXXRokVnuE/m2Wefffvttz/5yU9e\nc801/df37NmzZcuWJ598cvr06QXZBQCcH+cglC2BEIqhubm5qqpq/fr1b7/9dn19ff9Lv/3t\nb1NK1157bf6rxowZc8stt6xfv37Xrl179+597LHHBv3Hc/fJLF++fMaMGf3XX3311SlTpvzq\nV796/PHHx44dW7DNAMA5cg5C2XLLKBTDhRde2NLScvjw4Xvuuef111/PLWaz2V//+tc//vGP\n6+rqFi5cOOgL582b9+9///uhhx4a6j6ZQ4cO/f73v588efL1118/4NLll18+c+bMkydPPvPM\nM4XdDgCcE+cglC2BEIpk5cqVU6ZMaW1tveyyy6ZNm9bc3Dxx4sQFCxb09PQ88cQTkyZNGvRV\nc+bMqa2t3bFjx+233z7gR6o5q1atymazCxcuzGQy+Vfvv//+dC4fxAQAw8Q5COVJIIQimTx5\n8q5du77zne9cddVVR44caW9vHz9+/L333vvSSy/dd999Q71q/PjxuQ/GHervqv3yl79MKeX+\nZHa+O++8s7GxcefOne3t7YXYBACcJ+cglKdM7k/9AgAAEI13CAEAAIISCAEAAIISCAEAAIIS\nCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIIS\nCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIIS\nCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIISCAEAAIL6\nX+KtXarShyIeAAAAAElFTkSuQmCC", "text/plain": [ "Plot with title “pct_ReadsInPeaks”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options(repr.plot.width=10, repr.plot.height=5)\n", "par(mfrow=c(1,2))\n", "plotFeatures(cisTopicObject, method='Umap', target='cell', topic_contr=NULL, colorBy=c('label','pct_ReadsInPeaks'), cex.legend = 0.8, factor.max=.75, dim=2, legend=TRUE, col.low='darkgreen', col.mid='yellow', col.high='brown1', intervals=20)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "R version 3.5.1 (2018-07-02)\n", "Platform: x86_64-pc-linux-gnu (64-bit)\n", "Running under: CentOS Linux 7 (Core)\n", "\n", "Matrix products: default\n", "BLAS: /data/pinello/SHARED_SOFTWARE/anaconda3/envs/ATACseq_cisTopic/lib/R/lib/libRblas.so\n", "LAPACK: /data/pinello/SHARED_SOFTWARE/anaconda3/envs/ATACseq_cisTopic/lib/R/lib/libRlapack.so\n", "\n", "locale:\n", "[1] en_US.UTF-8\n", "\n", "attached base packages:\n", "[1] stats graphics grDevices utils datasets methods base \n", "\n", "other attached packages:\n", "[1] scatterplot3d_0.3-41 plotly_4.9.0 ggplot2_3.1.1 \n", "[4] umap_0.2.0.0 Matrix_1.2-17 Rsubread_1.30.9 \n", "[7] cisTopic_0.2.1 RevoUtils_11.0.1 RevoUtilsMath_11.0.0\n", "\n", "loaded via a namespace (and not attached):\n", " [1] bitops_1.0-6 matrixStats_0.54.0 \n", " [3] bit64_0.9-7 httr_1.4.0 \n", " [5] GenomeInfoDb_1.16.0 repr_0.19.2 \n", " [7] tools_3.5.1 R6_2.4.0 \n", " [9] DBI_1.0.0 BiocGenerics_0.26.0 \n", "[11] lazyeval_0.2.2 colorspace_1.4-1 \n", "[13] npsurv_0.4-0 withr_2.1.2 \n", "[15] tidyselect_0.2.5 bit_1.1-14 \n", "[17] compiler_3.5.1 AUCell_1.5.5 \n", "[19] graph_1.58.2 Biobase_2.40.0 \n", "[21] RcisTarget_1.3.5 DelayedArray_0.6.6 \n", "[23] scales_1.0.0 pbdZMQ_0.3-3 \n", "[25] digest_0.6.18 R.utils_2.8.0 \n", "[27] XVector_0.20.0 base64enc_0.1-3 \n", "[29] pkgconfig_2.0.2 htmltools_0.3.6 \n", "[31] htmlwidgets_1.3 rlang_0.3.4 \n", "[33] RSQLite_2.1.1 shiny_1.3.1 \n", "[35] jsonlite_1.6 BiocParallel_1.14.2 \n", "[37] dplyr_0.8.0.1 R.oo_1.22.0 \n", "[39] RCurl_1.95-4.12 magrittr_1.5 \n", "[41] feather_0.3.3 GenomeInfoDbData_1.1.0 \n", "[43] Rcpp_1.0.1 IRkernel_0.8.15 \n", "[45] munsell_0.5.0 S4Vectors_0.18.3 \n", "[47] reticulate_1.12 R.methodsS3_1.7.1 \n", "[49] lda_1.4.2 MASS_7.3-51.3 \n", "[51] SummarizedExperiment_1.10.1 zlibbioc_1.26.0 \n", "[53] plyr_1.8.4 grid_3.5.1 \n", "[55] blob_1.1.1 parallel_3.5.1 \n", "[57] promises_1.0.1 crayon_1.3.4 \n", "[59] doSNOW_1.0.16 lattice_0.20-38 \n", "[61] IRdisplay_0.7.0 splines_3.5.1 \n", "[63] annotate_1.58.0 hms_0.4.2 \n", "[65] pillar_1.3.1 GenomicRanges_1.32.7 \n", "[67] uuid_0.1-2 codetools_0.2-16 \n", "[69] stats4_3.5.1 XML_3.98-1.19 \n", "[71] glue_1.3.1 evaluate_0.13 \n", "[73] lsei_1.2-0 data.table_1.12.2 \n", "[75] httpuv_1.5.1 foreach_1.5.0 \n", "[77] tidyr_0.8.3 gtable_0.3.0 \n", "[79] purrr_0.3.2 assertthat_0.2.1 \n", "[81] mime_0.6 xtable_1.8-3 \n", "[83] RSpectra_0.14-0 later_0.8.0 \n", "[85] viridisLite_0.3.0 survival_2.44-1.1 \n", "[87] tibble_2.1.1 snow_0.4-3 \n", "[89] iterators_1.0.10 AnnotationDbi_1.42.1 \n", "[91] memoise_1.1.0 IRanges_2.14.12 \n", "[93] fitdistrplus_1.0-14 GSEABase_1.42.0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sessionInfo()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "save.image(file = 'cisTopic_10xpbmc5k.RData')" ] } ], "metadata": { "kernelspec": { "display_name": "R [conda env:ATACseq_cisTopic]", "language": "R", "name": "conda-env-ATACseq_cisTopic-r" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 2 }