{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " gene gene_id sitenum num_sites pas \\\n", "0 AADACL3 AADACL3.2 2 2 0 \n", "1 ABCA4 ABCA4.1 5 5 0 \n", "2 ABCB10 ABCB10.6 2 7 0 \n", "3 ABCB10 ABCB10.5 3 7 0 \n", "4 ABCB10 ABCB10.4 4 7 2 \n", "5 ABCB10 ABCB10.3 5 7 0 \n", "6 ABCB10 ABCB10.2 6 7 0 \n", "7 ABCB10 ABCB10.1 7 7 0 \n", "8 ABCD3 ABCD3.6 6 15 3 \n", "9 ABCD3 ABCD3.7 7 15 0 \n", "10 ABCD3 ABCD3.8 8 15 2 \n", "11 ABCD3 ABCD3.9 9 15 4 \n", "12 ABCD3 ABCD3.10 10 15 4 \n", "13 ABCD3 ABCD3.11 11 15 2 \n", "14 ABCD3 ABCD3.12 12 15 3 \n", "15 ABCD3 ABCD3.13 13 15 0 \n", "16 ABCD3 ABCD3.14 14 15 0 \n", "17 ABCD3 ABCD3.15 15 15 0 \n", "18 ABL2 ABL2.18 7 24 4 \n", "19 ABL2 ABL2.17 8 24 3 \n", "20 ABL2 ABL2.16 9 24 2 \n", "21 ABL2 ABL2.15 10 24 0 \n", "22 ABL2 ABL2.14 11 24 0 \n", "23 ABL2 ABL2.13 12 24 0 \n", "24 ABL2 ABL2.12 13 24 2 \n", "25 ABL2 ABL2.11 14 24 3 \n", "26 ABL2 ABL2.10 15 24 0 \n", "27 ABL2 ABL2.9 16 24 4 \n", "28 ABL2 ABL2.8 17 24 0 \n", "29 ABL2 ABL2.7 18 24 4 \n", "... ... ... ... ... ... \n", "114575 UTY UTY.5 8 12 3 \n", "114576 UTY UTY.4 9 12 0 \n", "114577 UTY UTY.3 10 12 3 \n", "114578 UTY UTY.2 11 12 0 \n", "114579 UTY UTY.1 12 12 0 \n", "114580 ZFY ZFY.3 3 7 0 \n", "114581 ZFY ZFY.4 4 7 0 \n", "114582 ZFY ZFY.5 5 7 0 \n", "114583 ZFY ZFY.6 6 7 0 \n", "114584 ZFY ZFY.7 7 7 0 \n", "114585 na na.38381 3 38383 0 \n", "114586 na na.38379 5 38383 0 \n", "114587 na na.38377 7 38383 0 \n", "114588 na na.38376 8 38383 0 \n", "114589 na na.38375 9 38383 0 \n", "114590 na na.38373 11 38383 0 \n", "114591 na na.38372 12 38383 4 \n", "114592 na na.38371 13 38383 3 \n", "114593 na na.38360 24 38383 0 \n", "114594 na na.38359 25 38383 3 \n", "114595 na na.38351 33 38383 -1 \n", "114596 na na.38350 34 38383 2 \n", "114597 na na.38349 35 38383 0 \n", "114598 na na.38344 40 38383 2 \n", "114599 na na.38343 41 38383 0 \n", "114600 na na.38342 42 38383 3 \n", "114601 na na.38341 43 38383 2 \n", "114602 na na.38329 38329 38383 0 \n", "114603 na na.38330 38330 38383 0 \n", "114604 na na.38331 38331 38383 0 \n", "\n", " seq \\\n", "0 GCTGCAGGTGGTGGTTGCTGAAGGTGGGGGAGGCTGTGGCAATTTC... \n", "1 TTTCTGCATGTTTGTCTGTGTGTCTGCGTTGTGTGTGATTTTCATG... \n", "2 GTTAAAGATTGAAGCTATTGTCAAATGACAACTTTAAAAAGGCAAT... \n", "3 CTATTTCATGAAAAGCATGGAATATTATATTTTATTGTTCATAATT... \n", "4 CATAATTAATGAATAAAATTGATATGAATGAATATAGTGTTCTTTG... \n", "5 TCTGATACATGATGTTCAATTTTATCTTTAGGTAATATTTTATATC... \n", "6 AACTTCTCACTACATTGTTTCTTAGTAGAATTTGGCTGTGGAGATT... \n", "7 TCAGGAATAAAGAAAAGACTAACATTACACATATCCAAAAACATGT... \n", "8 CATTTAATATTATATAGGATATTGCTAATTGTGTATATGTTGGTTT... \n", "9 ATAATATGTACTAAGAATGTCCTTATTCTTGTGGTTAAAAACCTGC... \n", "10 GGAGTGCATTTGACTCCAGGAAAAGCCATTTTGGTTTTCCTTAACT... \n", "11 GATTTTATGTTTAAAAAGTATGTTCTAAAATTATTATATATACATG... \n", "12 ATGATGTCAAACGATCCTAAGCGAAGATGATTTCAGTTCATCAAAT... \n", "13 ACTGGTTTTGTTTTTTTGCAGAATTAACTATAACAATCACTGGCTA... \n", "14 AACTATAACAATCACTGGCTACCGAAGTAAACTGATGTACTGAATT... \n", "15 AATTTTTACCACTTCTGTTTAGCGAACTTGTATACTTATTTTCTGT... \n", "16 GCCTTGACTTGAAAACATAGATAGTTTAATCTTGACTTGAAAAACA... \n", "17 ATGAGAAAATAAGTATGAAACAGCAATGGTAGTTTGTTTTGCATTA... \n", "18 AGGAAATCAGTGATGTGGTGCAGAGGTAGCCACTGTTAGCCTGGTG... \n", "19 CTGAGGGGAGAGGGAAAAGGACTTGTTTTCCTGTGTTCTTGTTTTC... \n", "20 CCACAAGGCCATTGCTGCTGTAATAAGAACTGCAAATCAGAGTGCT... \n", "21 AAGTTTCTTAGGATTCAACTGAAAATTGGCTAGTAAAATATGTCCC... \n", "22 ACAGGGTTATCTATATTTTTGTTCTTGATTTTTGAGTTTCATCATC... \n", "23 GACTTAAATTTTCACATATATGTATACTTAATTTTCAGCAATTATG... \n", "24 CTGATTCTCTAATGACTGTCACTGGACAAACCCCAGTTTTATGCTC... \n", "25 GTGTGTCACATTACCAGTGTTGTCAGGTATTTGTTCTTAATTGTTA... \n", "26 CTCCGTCTGTTGTCTGACTGTGAACTGCTAACAGTGTTAAACTTGA... \n", "27 GTCTGTTGTCTGACTGTGAACTGCTAACAGTGTTAAACTTGATGTA... \n", "28 ACTGCTTTCTCTGTCTTCTCACAAGGTTTGCCAAGTTGTGTTCTGT... \n", "29 GTCTAAGCAGCATTTCTTTCTCTCTCTGTAATGCAGATGTCTATAA... \n", "... ... \n", "114575 ACTTGTATTTCATATGAAAAATTTGCTAATTTAATATTAACTCATT... \n", "114576 ATATATGGGGGTACATGTGATATGTTGTTACATATATAGAATGTGT... \n", "114577 TTTATTTTTGTATAATACCGATTTCCACTTTGGTTTGACTTTGCTC... \n", "114578 AGACCTGCATCCAGAGAGGAGCTTCCTGATCCAGGGCTATTCTGTC... \n", "114579 ACAACTCTCTTCACTTTTTTCAGCTTATTTTCTCTTTCATGTTCAG... \n", "114580 TTCAGTTTCTTTAATAGATGAGGAAAAATAGCAACAAGCAAGTTGC... \n", "114581 CATATAGGAAGTGTGATACTATTGTAAATGTGTATTTGAGAATATG... \n", "114582 GTAAATGTGTATTTGAGAATATGCAAAAATAAAAATAATATTTTAC... \n", "114583 ATACCAATACTAAGTTAACTCTTTCTTTAAAACACGCAGTTTTAAG... \n", "114584 TTTGTTTTATCTTAATGAAAGATGGTTTGGTTAGCATCTGCACTTG... \n", "114585 GGCACTGAGCCGCTGGAGTCTGCACATTGATAAATTTACTTACAGT... \n", "114586 GCCCAGCCCTCACCTTGATCTCAGATTCCTTGTTTCCAGTACTGGA... \n", "114587 TGAATCTGCCGCATCTTGATACTGGACTTCCAGTCTCCAGAACTGT... \n", "114588 TTTTGCTATAGCAACCCAAATGGACTAAGAAAACACCAGAGGCCAT... \n", "114589 GGAATTGCTATGTAGTAATTATTCAAATTGCATGCACAGCTAAGAA... \n", "114590 TTTGTTCCTTAATCTGTTAGTATGGTATATTACATCGATTAATATT... \n", "114591 TATTAAATCAGTCATGAATTCCCATTATGAGCCCCACTTGCTCATG... \n", "114592 CATTTCCTCCAGAGGCCAACAAAACTCTCCCTACTCTCTAAGCCCC... \n", "114593 ACCACTGCCACAGCTGCCTACAACAGACACATCAGATGACACTCCG... \n", "114594 GATGACACTCCGGGCAAATAAATGATTTTCACTGAGGACTTACTGG... \n", "114595 ACAGAGGGGTGCAGGACTCGGGCCCTGGCACACAAGGAGGTAGCTG... \n", "114596 TCCTCTGTCCCACTTAACCCGAGGGACCCCAGAAGCAAGTGTCACC... \n", "114597 CTGGCTGGCTACCAGTGAGCAGCGGCACGGTGCTTCCCCCCAATCC... \n", "114598 GAAGTGACTTCTACCTTACTGCTTTAAAAAATGTATCTGTCTTTTG... \n", "114599 ACAAGTGAAGATTACAGTTTTTCATCAAATTTGTGAAGTTTTCAGC... \n", "114600 TTTGTGCCTGTCTCATTTTTTGTTGTTGTTGAAAACTGAACATTTA... \n", "114601 ATCAGATTCTTCATTTTCCTAATGTGTGTTATGATTGGTTACTGTT... \n", "114602 GTCCATTCTTGTATTGCTATAAAGAAATATTGGATACTGGCTAATT... \n", "114603 TCAGTTCATCAACGAATCGGTATATTAATGTCATATTTAACAGTTA... \n", "114604 CGGTATATTAATGTCATATTTAACAGTTATAGGAATAAACTAAGCA... \n", "\n", " seq_ext \\\n", "0 TAAATTGTCGTAATCTTTTTGCTGGTTGATGGTCTTGCCTTGATGT... \n", "1 CCACTAGCAGCTTTGGCCTCCATATTGCTCTCATTTCAAGCAGATC... \n", "2 TGGAATATTTTAATTAATATAGCATGGCACCTCATTTTCTTTTGCC... \n", "3 CATGAACTAAGCATTTATTAGTTCCCTGATTAGACTGGAAGAAGAA... \n", "4 AGAAGAAACCACTATTTCATGAAAAGCATGGAATATTATATTTTAT... \n", "5 TGTGCCATAGAAGTATTTACGAAATTGCATTTCATTGTTATGTTTT... \n", "6 TTTTTTTTTATGACCCAGGAACCAAAGATGCAGTCTGTCATTTCTT... \n", "7 TATAAAACTTCTCACTACATTGTTTCTTAGTAGAATTTGGCTGTGG... \n", "8 AAAGCAACAAATTAACTAGATACAGAATAATGGAGAACAAGTTGTT... \n", "9 ATTTAATATTATATAGGATATTGCTAATTGTGTATATGTTGGTTTA... \n", "10 GGCAGATTTCTTTAGCTGCCACAGTAATACTCATTCCTTGTGTGTG... \n", "11 TACATGAAATAATGCACTGAGTATGCAATGCTATCACTGTCTTTGA... \n", "12 GGCACTGTTTTATCTCTGTGAATCTTGAATAACTTTTTTATATTTG... \n", "13 TCTCAAACTGAGCTTCAGAAAGGGGCATTTTGTACTCTTGTTTTTG... \n", "14 CATTTTGTACTCTTGTTTTTGCATAACTGGTTTTGTTTTTTTGCAG... \n", "15 CTGGCTACCGAAGTAAACTGATGTACTGAATTCCATAATACATAAC... \n", "16 TGTTCTTTTTATTCTGGTATCTAAATACTGAGAAGTTCATTTATAA... \n", "17 TGCCAAGACATATCACCGTGTTCTCATAATAAGTTTTTACTTTTTA... \n", "18 TGGTGTGCCCGGGACAAACCCTGTCCTTAATAACTTATTGTCATGT... \n", "19 TGTGGTGCAGAGGTAGCCACTGTTAGCCTGGTGGGAAAATGCACAC... \n", "20 CAAGAGAAATTTTTGTTCAGGGCTGTTGGAAGTAGCTGTTAGCCTT... \n", "21 TATAGTGGAGACCCTTTACCAGCAGCATTTTAAGATTTAAATTAGA... \n", "22 GTCATTCTTGTTATCAGGCTGTGCCCCTACCAGGAGTTCATATTGG... \n", "23 GCTTAAATTTGCTTCGGAATTAGGCACCATAAACTTTAGTTGGAGA... \n", "24 CTCAGAACCTCCATCTCCTCCCAGACCCTGCACTTTTCCTTCTCTG... \n", "25 TAAGGGGACATAGTGAGACAATGTGGGATTTAACTAAAAACACATC... \n", "26 TCTTAATTGTTATTGTAATATATTTTCAGTTGTTTTTCTAATTTAA... \n", "27 AATTGTTATTGTAATATATTTTCAGTTGTTTTTCTAATTTAATTCT... \n", "28 ACTGCTAACAGTGTTAAACTTGATGTAAATAAATGAGGCCCTTGAA... \n", "29 AAGTAGGCTGGAGATTGGAGTGTTTCTCCCATGATTTTAGTTGACA... \n", "... ... \n", "114575 AAGTATTAAAAAATCTATATCGCTAGTAAATTGTAATAAGTTCTAT... \n", "114576 ATCTTATACCTACAGATTATTTTATTTTTTAAGTTGATAATATTTC... \n", "114577 TCAATGTATTTAGAACTGTTTAATTCCCAAGTGGTGGGGAGTGGGG... \n", "114578 CTACCCACTCCAGGGCCTCATCTCTGCTGAGAGCTGCAGAGATGAC... \n", "114579 GTTTCTGGCCAGAAAAGCAACACCATAAGGTTCCTGAAACAACAGG... \n", "114580 TCTAGTCCACTTTTCTTTACATTTTATTCAATACGCTGTCCTGAAT... \n", "114581 TCCCTTCCTCTGTACAAATTGTAAAATACTTAAAATAACTATGAAG... \n", "114582 AAATACTTAAAATAACTATGAAGAATTCATATAGGAAGTGTGATAC... \n", "114583 GCAAAAATAAAAATAATATTTTACTGTTAATAAATGTTTACTTGTA... \n", "114584 TTGCGCTAGTTGATGAGGCCTTTGCTTAATGTGTTCTTGAAAGTCA... \n", "114585 AACTCAAGCAACTTTCTCCAAAGCCTAGGGTTCAGCAAGAGTAAGC... \n", "114586 GCTGGAAGAGGCGGGAAAGATCCTCCCCTAGAGCTTCCAGGGGGAG... \n", "114587 CAGAGGGAAGGCTCTGTCTATGAATGAGAAAGTGGGTCCCCACCAG... \n", "114588 CTGTGGGCAATAAATGTCTGTTGTTTATTACCTGTCCAGTATCTTT... \n", "114589 AAGTTCCTGGCTGCCTCCCCTGAGGGTTCTGATGTATTGGCTATGT... \n", "114590 AAAAGCCTAGTTGTTGTCTCCTGCAAGATGTATTCAGTTGTAATTT... \n", "114591 CTTTGTTCCTTAATCTGTTAGTATGGTATATTACATCGATTAATAT... \n", "114592 GGAGGGAGAAAGAGAGCATGTGCTTAAAGAAAAGTTATGGGGCTGG... \n", "114593 CCACTGATGGACGGACAGACGTGGGCAGGGTACGTGTCACTAAACC... \n", "114594 TGTCACTAAACCTCCCACCACTGCCACAGCTGCCTACAACAGACAC... \n", "114595 TCTGCGAAGTGATGGAGACACTGACAGTGCAGGAAGAGGCAAACCC... \n", "114596 CCACCACTCTGCCCCCTCTCATCACCTGGTCTGGGCCCTCAACACC... \n", "114597 ACCGCCAGAATTGCATGGCCCATCATACTTGCTACCCCACCATCCT... \n", "114598 GAAAGGAGAAAAGGGAGGGAGGGAGGGAAGGAGGGAGGACTTGTAT... \n", "114599 AAAATGTCTTGTGTCTAAACATGGATCCCTTGTAATTCACGCAACT... \n", "114600 TTCTGTTGGCTGTGCTTTTTCTTGCGTATAGGCTGTACTTTTTTTT... \n", "114601 TGTTGTTGAAAACTGAACATTTAAAATAATATAATTTGGCAACTGT... \n", "114602 AACATTATATAGGATGTCTTGTTTTAGGCATTTATTGCTAGATAAC... \n", "114603 TGTTTGTAAAGTAGTTGTCTAGACTCTAGTGAAAATAATTACAGAT... \n", "114604 TCTAGACTCTAGTGAAAATAATTACAGATAATCTCAGTTCATCAAC... \n", "\n", " wide_seq \\\n", "0 TGTATGTTACATTCATGGGAATGTCTAAATTGTCGTAATCTTTTTG... \n", "1 CCAGAACTAGAAACCCCGGGCCATCCCACTAGCAGCTTTGGCCTCC... \n", "2 TCAGGTTTTGTATTTTCTTTTCTTGTGGAATATTTTAATTAATATA... \n", "3 AATGTAAATCAAATGGAAGTTTTCCCATGAACTAAGCATTTATTAG... \n", "4 TTATTAGTTCCCTGATTAGACTGGAAGAAGAAACCACTATTTCATG... \n", "5 GGTTGAATCTGAGGAAAATAATCCTTGTGCCATAGAAGTATTTACG... \n", "6 AACTTTATCTGTGTCTGTCACTTTTTTTTTTTTTATGACCCAGGAA... \n", "7 ACCAAAGATGCAGTCTGTCATTTCTTATAAAACTTCTCACTACATT... \n", "8 CTTAGTTTTTTTTAAAAAAAAAAACAAAGCAACAAATTAACTAGAT... \n", "9 ATAATGGAGAACAAGTTGTTAAAACATTTAATATTATATAGGATAT... \n", "10 TGCATAACAGCGTTTATTATACAGTGGCAGATTTCTTTAGCTGCCA... \n", "11 CTCCAAATGAGCCATAGGAAGGCACTACATGAAATAATGCACTGAG... \n", "12 ATACATGGGTGAATTATGTTTCCGAGGCACTGTTTTATCTCTGTGA... \n", "13 CAATAAGCTAGATACGAAATCAGTTTCTCAAACTGAGCTTCAGAAA... \n", "14 TCTCAAACTGAGCTTCAGAAAGGGGCATTTTGTACTCTTGTTTTTG... \n", "15 TTTGCAGAATTAACTATAACAATCACTGGCTACCGAAGTAAACTGA... \n", "16 TCAGATATCCTATACAACCTTTGCTTGTTCTTTTTATTCTGGTATC... \n", "17 TTTCATCCATGAGCACCACGCTGCATGCCAAGACATATCACCGTGT... \n", "18 AGCTACAGGTTTCTTCAGCAGCTGCTGGTGTGCCCGGGACAAACCC... \n", "19 TGTCATGTGTACAGGAAATCAGTGATGTGGTGCAGAGGTAGCCACT... \n", "20 GCAGAAAAGAAAGCTGGGAATGTACCAAGAGAAATTTTTGTTCAGG... \n", "21 GATGACCTCTGTACATAGAGGTCATTATAGTGGAGACCCTTTACCA... \n", "22 TGCTCCCTTCCATTTTGCTACTGATGTCATTCTTGTTATCAGGCTG... \n", "23 TAAGGAGTTTGTGTAGTCAGAACTTGCTTAAATTTGCTTCGGAATT... \n", "24 AGGCTGACTTAGCTGTTGATGTATACTCAGAACCTCCATCTCCTCC... \n", "25 GAGCATCGGGCACTGTGTGCATTGCTAAGGGGACATAGTGAGACAA... \n", "26 ATTACCAGTGTTGTCAGGTATTTGTTCTTAATTGTTATTGTAATAT... \n", "27 CCAGTGTTGTCAGGTATTTGTTCTTAATTGTTATTGTAATATATTT... \n", "28 CTCTCCGTCTGTTGTCTGACTGTGAACTGCTAACAGTGTTAAACTT... \n", "29 TAAAGGTTGCAATATTTTATTGGCAAAGTAGGCTGGAGATTGGAGT... \n", "... ... \n", "114575 ACATGGTTTGGGGTGAAGGGGAGGAAAGTATTAAAAAATCTATATC... \n", "114576 TGATCAGTATGCAGATCCTTTACAGATCTTATACCTACAGATTATT... \n", "114577 ATTTCCTTTAGGATTTTCTCTTAGATCAATGTATTTAGAACTGTTT... \n", "114578 TCAGGTGACCAGCTGCAGAAAGGAGCTACCCACTCCAGGGCCTCAT... \n", "114579 GGCAAAAGCACCACCACCCACAGAGGTTTCTGGCCAGAAAAGCAAC... \n", "114580 GCTGTGTAAAAATAGAATTATTGCTTCTAGTCCACTTTTCTTTACA... \n", "114581 AAAATAGCCTATTAGATATTGTATGTCCCTTCCTCTGTACAAATTG... \n", "114582 TGTCCCTTCCTCTGTACAAATTGTAAAATACTTAAAATAACTATGA... \n", "114583 ATTGTAAATGTGTATTTGAGAATATGCAAAAATAAAAATAATATTT... \n", "114584 ATTTACAAGTAGTATTTCAGAGTACTTGCGCTAGTTGATGAGGCCT... \n", "114585 TAAAAATTATGGAACGAATTGTAGAAACTCAAGCAACTTTCTCCAA... \n", "114586 GCAATCATGACTGGAGCCACCAAGAGCTGGAAGAGGCGGGAAAGAT... \n", "114587 TTGCTCCTTCCACAGTGTGAGGACACAGAGGGAAGGCTCTGTCTAT... \n", "114588 GATACTGGACTTCCAGTCTCCAGAACTGTGGGCAATAAATGTCTGT... \n", "114589 AAGATGTGGGGGATATTTTGCAAGAAAGTTCCTGGCTGCCTCCCCT... \n", "114590 GACCATCTATCTGGACGAATAGGAGAAAAGCCTAGTTGTTGTCTCC... \n", "114591 AAGATGTATTCAGTTGTAATTTCGCCTTTGTTCCTTAATCTGTTAG... \n", "114592 GAAAGAGAGGGAAGGAAGGAAAGAGGGAGGGAGAAAGAGAGCATGT... \n", "114593 CAGGTGCAGCCAGAGAGACACTAGCCCACTGATGGACGGACAGACG... \n", "114594 GACGGACAGACGTGGGCAGGGTACGTGTCACTAAACCTCCCACCAC... \n", "114595 AAACCCTCTGCCAGCAACAAGGGTGTCTGCGAAGTGATGGAGACAC... \n", "114596 CCCCAAAGATGGCTCCGGCGCCTGCCCACCACTCTGCCCCCTCTCA... \n", "114597 GCCATGACCAACAGTCTCTTCCTCGACCGCCAGAATTGCATGGCCC... \n", "114598 GATGGATGGAAGAGAAGGAAAGGAAGAAAGGAGAAAAGGGAGGGAG... \n", "114599 AAATGTATCTGTCTTTTGACAACATAAAATGTCTTGTGTCTAAACA... \n", "114600 GTGTCTGGACTTCCTTAGAATGAATTTCTGTTGGCTGTGCTTTTTC... \n", "114601 GTTTTGTGCCTGTCTCATTTTTTGTTGTTGTTGAAAACTGAACATT... \n", "114602 AAAATTAAGTGCAGAAAATATGTTTAACATTATATAGGATGTCTTG... \n", "114603 TGCATTATGCAATGATGTAGAATACTGTTTGTAAAGTAGTTGTCTA... \n", "114604 TAGAATACTGTTTGTAAAGTAGTTGTCTAGACTCTAGTGAAAATAA... \n", "\n", " wide_seq_ext pas_pos \\\n", "0 TGCGTGGGTTTTCTCTGAGTTCTCCAGCTTCCTCCCACATTCCAAA... 12788705 \n", "1 TGGAACACCTGATGGTGAAACCAAACAAATACAAAATCCTTCTCCA... 94458420 \n", "2 GAGTTTTAATAATTGTAACTTTTTAAATGTCTATAGCACTGAAGTT... 229653571 \n", "3 AAGTGCTTTTTCTCCATGGATGAGGCTAGACCCTAAGAAGTAATTA... 229652609 \n", "4 GTAATTAAGTCAATGTAAATCAAATGGAAGTTTTCCCATGAACTAA... 229652570 \n", "5 TGTGTTCTTTATAAAGTGTGATTTTCAGAAAGCAAACAACACAATT... 229652351 \n", "6 CAATTTTATCTTTAGGTAATATTTTATATCATAGATTAAAATTTAT... 229652210 \n", "7 TAGTGAACTTTATCTGTGTCTGTCACTTTTTTTTTTTTTATGACCC... 229652165 \n", "8 ATTACAGAATATACTTAGAAAGGCAAAGTACATTGTAAAATAAAGT... 94982896 \n", "9 TTAGTTTTTTTTAAAAAAAAAAACAAAGCAACAAATTAACTAGATA... 94982947 \n", "10 GTGGTAGTTGGAAACAAATCATAATGTATTATTTAAATGTTTAACA... 94983300 \n", "11 GTGTGTTAGAAGCCCATTCATTAGAAGTGTGGTGGTTATTTGGTAT... 94983669 \n", "12 TCTTTGACTGTGATTTTATGTTTAAAAAGTATGTTCTAAAATTATT... 94983783 \n", "13 TAATGACTTTATGTATTATTTGCACAGGGAGAATTGAAACTGAGTA... 94983960 \n", "14 AGGGAGAATTGAAACTGAGTATAATCAATAAGCTAGATACGAAATC... 94983985 \n", "15 TCAGAAAGGGGCATTTTGTACTCTTGTTTTTGCATAACTGGTTTTG... 94984049 \n", "16 CGAACTTGTATACTTATTTTCTGTTCAGATTAAAAAAAAAAAAAAA... 94984196 \n", "17 GCAGTGGGAAATGGTAGTTTAATCCGAAGAATAAACCAAAGAATAA... 94984889 \n", "18 CAAATTTGCCTTCCGAGAGGCTGTGAGCAAACTGGAACTCAGCCTG... 179076831 \n", "19 TTCAGCAGCTGCTGGTGTGCCCGGGACAAACCCTGTCCTTAATAAC... 179076768 \n", "20 GGTACTAATGGTGATTATGCTCCAATTTACCTAATGAATTTGGTGG... 179076299 \n", "21 GATTAGCCTTAAAAAATTTGGCCCTAAGAAATTCATTCAGTGTTTT... 179073543 \n", "22 GCCTTGGTGGCCACTTCTGAATTATAGCTACATTTCATTATGACCC... 179071745 \n", "23 AAAGCTGGAGGCAAACTGTCGAATGCTAGCAGGCTTTATGAAAGGA... 179069576 \n", "24 TCTTTCCTTGGATGAACAGCAGTGGCGTGGTTGGTGTGTTGACTGT... 179068920 \n", "25 AAAGGTCCCGCCCCGCAGGTGTGTATGTGGTGCACAGAGGGTGAGG... 179068650 \n", "26 ATAGTGAGACAATGTGGGATTTAACTAAAAACACATCAATTGTGTG... 179068566 \n", "27 TGAGACAATGTGGGATTTAACTAAAAACACATCAATTGTGTGTCAC... 179068562 \n", "28 GTTCTTAATTGTTATTGTAATATATTTTCAGTTGTTTTTCTAATTT... 179068493 \n", "29 TGCTTTCTCTGTCTTCTCACAAGGTTTGCCAAGTTGTGTTCTGTTT... 179068366 \n", "... ... ... \n", "114575 TTTTTTTAAAGCTAGATGACTTTGAAATGCTATACTGTCCTGCTTG... 15360284 \n", "114576 TGTTTCTCTCTATTTAAGTCCTTGTTGGTTTTTTTCATTAGCTTTT... 15356350 \n", "114577 ATTTTGATATGTTGTATTTTAATTTTTATTCAGTTTTATGTATTTT... 15347429 \n", "114578 CCCTTCTGCGGCCCATAAAAGCCCTGGGTTCAGGCAGAGCTGAGCA... 15346489 \n", "114579 CTTCCAGGCTGAGTGGGTGGAGCAAGCCCAGCAGGCCTGAGCAAAA... 15345808 \n", "114580 CATTTTTTAAAGCCAGTCTTGTTCACATCCATTACTATACATTGAA... 2848257 \n", "114581 TTTTAAAGAGGTACAAAATCTTACAAGGACATAAATTATTATTTGG... 2850501 \n", "114582 CAAGGACATAAATTATTATTTGGTTGAAAAATAGCCTATTAGATAT... 2850524 \n", "114583 GTAAAATACTTAAAATAACTATGAAGAATTCATATAGGAAGTGTGA... 2850596 \n", "114584 CATCAGTGGAATACAAAATGCTTTTTATGTAAATATTGGTAACCTT... 2850826 \n", "114585 TTTTTACCACTGATTCAGTAAATCTCCTAACTTTGCAGGAACTGGG... 21717303 \n", "114586 TATTTTTTGAGATGCGGTCTTGCTCTGTTTCCCAGTTTGGAATGCA... 21145209 \n", "114587 CCTCATGAATGGGATGAGCACTCCTACAAAAAGGATTCCAGAGAGC... 21034500 \n", "114588 CTATGAATGAGAAAGTGGGTCCCCACCAGACATTGAATCTGCCGCA... 21034408 \n", "114589 AGAAATTATTACCGATTGTAAATTTTACCAGTGGTCTCCAGAGAGG... 16905140 \n", "114590 ACCCTTGCCTGGGGTGACTGGAAGAGCTGCTTCTGTAGAATCCTGG... 14773268 \n", "114591 AGACCATCTATCTGGACGAATAGGAGAAAAGCCTAGTTGTTGTCTC... 14773219 \n", "114592 ACAAATGGATAAACAGAGGAAGGAAGGGATGGAGAAAGAGAGGAGA... 14208316 \n", "114593 GATTTCTTTTGACTCCCATGCTAATGCCGTTAACTCCTATAGACCC... 13318680 \n", "114594 TCCTATAGACCCTTCTCAGGTGCAGCCAGAGAGACACTAGCCCACT... 13318646 \n", "114595 CCTATCCCCCTGCACCCTCTCAGTGCCTCAAGAACTGCTGCAGTTC... 13313328 \n", "114596 ACGCGCGGCACAAGCTGCAGCACCACCTGCAAAAGGTGGGGCACCC... 13311189 \n", "114597 CCCTGCACAACCTCGAGGACATCCACATGAGCCTGGAGAAGGACGT... 13309498 \n", "114598 TTACAGCCCGGGCGACAGAGAAAGACTCCATCTCAAAAAAAAAAAA... 2834743 \n", "114599 AGGAGGGAGGACTTGTATGTGAGAAGTGACTTCTACCTTACTGCTT... 2834640 \n", "114600 AGGCCTTTGAACAATGTAATATAACTGATTTATAAGCTACTCTAGT... 2834108 \n", "114601 ATTTCTGTTGGCTGTGCTTTTTCTTGCGTATAGGCTGTACTTTTTT... 2834035 \n", "114602 GATTATTTTGGATAGCTTTGTTTAACGGTGAATGAAATGATTAAAA... 14802687 \n", "114603 AAATGTGTAAGTCTGTCGTTTGTTCTTGACTTCTGTCATGTTTTCA... 14804113 \n", "114604 GTTTGTTCTTGACTTCTGTCATGTTTTCAAGAATGCATTATGCAAT... 14804130 \n", "\n", " cut_mode cut_mode_hg38 chrom strand site_type rpm \n", "0 12788725 12728758 chr1 + 3_most_exon 3.328937 \n", "1 94458390 93992834 chr1 - 3_most_exon 0.877850 \n", "2 229653545 229517798 chr1 - 3_most_exon 0.984183 \n", "3 229652589 229516842 chr1 - 3_most_exon 1.306171 \n", "4 229652545 229516798 chr1 - 3_most_exon 1.047152 \n", "5 229652329 229516582 chr1 - 3_most_exon 2.855958 \n", "6 229652175 229516428 chr1 - 3_most_exon 0.786950 \n", "7 229652139 229516392 chr1 - 3_most_exon 0.823096 \n", "8 94982938 94517382 chr1 + 3_most_exon 0.942836 \n", "9 94982973 94517417 chr1 + 3_most_exon 1.032161 \n", "10 94983315 94517759 chr1 + 3_most_exon 0.691924 \n", "11 94983671 94518115 chr1 + 3_most_exon 0.897813 \n", "12 94983784 94518228 chr1 + 3_most_exon 1.012715 \n", "13 94983984 94518428 chr1 + 3_most_exon 1.355078 \n", "14 94984010 94518454 chr1 + 3_most_exon 1.552984 \n", "15 94984085 94518529 chr1 + 3_most_exon 2.642226 \n", "16 94984219 94518663 chr1 + 3_most_exon 2.419415 \n", "17 94984907 94519351 chr1 + 3_most_exon 1.366080 \n", "18 179076801 179107666 chr1 - 3_most_exon 1.029291 \n", "19 179076734 179107599 chr1 - 3_most_exon 1.977591 \n", "20 179076275 179107140 chr1 - 3_most_exon 11.955727 \n", "21 179073519 179104384 chr1 - 3_most_exon 1.463386 \n", "22 179071726 179102591 chr1 - 3_most_exon 1.452910 \n", "23 179069558 179100423 chr1 - 3_most_exon 1.254179 \n", "24 179068898 179099763 chr1 - 3_most_exon 1.269648 \n", "25 179068626 179099491 chr1 - 3_most_exon 1.220517 \n", "26 179068543 179099408 chr1 - 3_most_exon 26.100034 \n", "27 179068518 179099383 chr1 - 3_most_exon 0.908233 \n", "28 179068465 179099330 chr1 - 3_most_exon 39.062476 \n", "29 179068345 179099210 chr1 - 3_most_exon 1.294196 \n", "... ... ... ... ... ... ... \n", "114575 15360265 13248385 chrY - 3_most_exon 1.087289 \n", "114576 15356321 13244440 chrY - 3_most_exon 1.461156 \n", "114577 15347398 13235517 chrY - 3_most_exon 2.089522 \n", "114578 15346466 13234585 chrY - 3_most_exon 4.872050 \n", "114579 15345776 13233895 chrY - 3_most_exon 1.447637 \n", "114580 2848286 2980245 chrY + 3_most_exon 0.684789 \n", "114581 2850530 2982489 chrY + 3_most_exon 4.418879 \n", "114582 2850555 2982514 chrY + 3_most_exon 1.460987 \n", "114583 2850618 2982577 chrY + 3_most_exon 1.472577 \n", "114584 2850847 2982806 chrY + 3_most_exon 1.365811 \n", "114585 21717276 19555390 chrY - 3_most_exon 1.638900 \n", "114586 21145185 18983299 chrY - 3_most_exon 1.570060 \n", "114587 21034482 18872596 chrY - 3_most_exon 1.726768 \n", "114588 21034387 18872501 chrY - 3_most_exon 1.622725 \n", "114589 16905123 14793243 chrY - 3_most_exon 1.118751 \n", "114590 14773246 12661315 chrY - 3_most_exon 3.527876 \n", "114591 14773198 12661267 chrY - 3_most_exon 1.662990 \n", "114592 14208308 12087602 chrY - 3_most_exon 2.291199 \n", "114593 13318659 11162983 chrY - 3_most_exon 8.626132 \n", "114594 13318623 11162947 chrY - 3_most_exon 0.828349 \n", "114595 13313303 11157627 chrY - 3_most_exon 1.055492 \n", "114596 13311165 11155489 chrY - 3_most_exon 1.098569 \n", "114597 13309477 11153801 chrY - 3_most_exon 3.041256 \n", "114598 2834722 2966681 chrY - 3_most_exon 1.064109 \n", "114599 2834619 2966578 chrY - 3_most_exon 3.441034 \n", "114600 2834085 2966044 chrY - 3_most_exon 0.482540 \n", "114601 2834002 2965961 chrY - 3_most_exon 0.885032 \n", "114602 14802713 12690784 chrY + 3_most_exon 3.055810 \n", "114603 14804136 12692207 chrY + 3_most_exon 11.683354 \n", "114604 14804162 12692233 chrY + 3_most_exon 3.513120 \n", "\n", "[114605 rows x 16 columns]\n" ] } ], "source": [ "\n", "df = pd.read_csv('native_data/polyadb_processed_v3_w_hg38.csv', delimiter=',')\n", "df = df.query(\"site_type == '3_most_exon'\").copy().reset_index(drop=True)\n", "#df = df.loc[~df['wide_seq_ext'].str.slice(175 - 70, 175 - 70 + 205).str.contains(\"AAAAAAA|AAAGAAAA|AAACAAAA|AAAAGAAA|AAAACAAA\")].copy().reset_index(drop=True)\n", "\n", "print(df)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "114605\n" ] } ], "source": [ "#Get PolyADB positions in hg38 coordinates\n", "'''\n", "polyadb_bed_hg19 = pd.read_csv(\"polyadb_coordinates_utr3_hg19.bed\", sep='\\t', header=None, names=['chrom', 'pas_pos_hg19', 'end', 'gene', 'gene_id', 'strand'])\n", "polyadb_bed_hg38 = pd.read_csv(\"polyadb_coordinates_utr3_hg38.bed\", sep='\\t', header=None, names=['chrom', 'pas_pos_hg38', 'end', 'gene', 'gene_id', 'strand'])\n", "\n", "polyadb_bed_hg38 = polyadb_bed_hg38.join(polyadb_bed_hg19[['gene_id', 'pas_pos_hg19']].set_index('gene_id'), on='gene_id', how='inner').copy().reset_index(drop=True)\n", "\n", "polyadb_bed_hg38['padb_join_id'] = polyadb_bed_hg38['chrom'] + \"_\" + polyadb_bed_hg38['pas_pos_hg19'].astype(str) + \"_\" + polyadb_bed_hg38['gene']\n", "df['padb_join_id'] = df['chrom'] + \"_\" + df['pas_pos'].astype(str) + \"_\" + df['gene']\n", "\n", "df = df.join(polyadb_bed_hg38[['padb_join_id', 'pas_pos_hg38']].set_index(\"padb_join_id\"), on='padb_join_id', how='inner').copy().reset_index(drop=True)\n", "df['cut_mode_hg38'] = df['cut_mode'] - df['pas_pos'] + df['pas_pos_hg38']\n", "'''\n", "print(len(df))\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#Store PolyADB cut mode intervals in hg38\n", "\n", "df['start'] = df['cut_mode_hg38'] - 35\n", "df['end'] = df['cut_mode_hg38'] + 35\n", "\n", "polyadb_bed = df[['chrom', 'start', 'end', 'gene', 'gene_id', 'strand']].copy().reset_index(drop=True)\n", "\n", "polyadb_bed = polyadb_bed.loc[(~polyadb_bed['start'].isnull()) & (polyadb_bed['start'] > -1)].copy().reset_index(drop=True)\n", "\n", "polyadb_bed.to_csv(\"polyadb_cut_mode_coordinates_hg38.bed\", sep='\\t', header=False, index=False)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jlinder2/anaconda3/envs/tensorflow/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n", " interactivity=interactivity, compiler=compiler, result=result)\n" ] } ], "source": [ "#Load perturb-seq experimental data (knockout gene-level)\n", "\n", "perturb_df = pd.read_csv(\"perturb/pseudobulk_counts_de_novo_polyA_sites_by_gene.tsv\", sep='\\t').query(\"misprime == False\").copy().reset_index(drop=True)\n", "\n", "perturb_df['start'] = perturb_df['Position'].astype(int)\n", "perturb_df['end'] = perturb_df['Position'].astype(int) + 1\n", "\n", "perturb_df = perturb_df.rename(columns={'Chromosome' : 'chrom', 'symbol' : 'gene'})\n", "perturb_df['chrom'] = 'chr' + perturb_df['chrom'].astype(str)\n", "\n", "perturb_df = perturb_df[['chrom', 'start', 'end', 'gene', 'NT', 'CDC73', 'CPSF1', 'CPSF2', 'CPSF3', 'CPSF3L', 'CPSF4', 'CPSF6', 'CSTF1', 'CSTF3', 'CTR9', 'FIP1L1', 'LEO1', 'NUDT21', 'PABPC1', 'PABPN1', 'PAF1', 'PAPOLA', 'PCF11', 'RBBP6', 'RPRD1A', 'RPRD1B', 'SCAF8', 'SF3A1', 'SRSF3', 'SYMPK', 'THOC5']]\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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chromstartendgeneNTCDC73CPSF1CPSF2CPSF3CPSF3L...PAPOLAPCF11RBBP6RPRD1ARPRD1BSCAF8SF3A1SRSF3SYMPKTHOC5
0chrX293484293485PLCXD1349.066.049.031.021.015.0...114.012.057.053.0205.0179.03.045.07.035.0
1chrX299444299445PLCXD1274.063.050.047.040.07.0...34.010.039.090.0135.0172.02.056.07.035.0
2chrX303356303357PLCXD11036.0128.0179.0237.0202.080.0...391.088.0211.0223.0327.0565.013.0158.057.0174.0
3chrX13099221309923CSF2RA18.02.03.02.03.02.0...12.01.05.08.05.015.00.02.01.01.0
4chrX15992201599221AKAP17A39.06.06.03.011.03.0...14.05.011.06.015.022.04.07.01.04.0
5chrX16025201602521AKAP17A1019.0162.0178.0209.0226.0140.0...353.0126.0293.0169.0422.0575.071.0125.061.0156.0
6chrX27178562717857CD99356.067.047.058.075.025.0...91.033.087.085.0147.0216.010.041.018.031.0
7chrX27336672733668CD9980.018.08.08.05.00.0...8.02.09.023.033.092.01.021.01.08.0
8chrX27364372736438CD9940.04.04.08.06.01.0...9.03.012.06.016.023.00.02.02.04.0
9chrX27413092741310CD9912141.01397.01676.01970.02428.0816.0...3983.01292.03508.02336.04527.07130.0273.0853.0544.01144.0
10chrX28440412844042GYG228.017.04.02.04.02.0...10.01.02.04.018.018.00.05.00.00.0
11chrX28822882882289GYG281.07.010.013.07.01.0...27.04.05.016.019.045.03.02.02.07.0
12chrX28828182882819GYG2327.029.029.034.027.012.0...103.025.077.075.0129.0219.07.018.010.018.0
13chrX73530667353067STS97.014.017.026.029.013.0...22.09.032.024.044.054.00.04.010.015.0
14chrX73546417354642STS193.018.037.064.041.04.0...68.017.051.029.097.0108.03.09.011.015.0
15chrX84665108466511VCX3B5.03.06.07.00.01.0...1.00.05.00.04.01.00.04.00.03.0
16chrX97022929702293TBL1X73.011.017.012.010.04.0...28.06.021.025.030.046.02.05.02.08.0
17chrX97197439719744TBL1X667.052.064.088.099.034.0...194.057.0172.0125.0239.0371.04.038.025.067.0
18chrX97410539741054TBL1X12.01.03.04.06.05.0...6.02.04.05.05.010.00.03.02.00.0
19chrX99483599948360SHROOM2129.019.023.026.028.010.0...40.012.054.028.055.063.03.012.010.016.0
20chrX99494439949444SHROOM2220.024.043.067.058.020.0...96.026.056.046.0119.0144.06.017.015.018.0
21chrX1001676310016764WWC3222.051.045.042.048.024.0...90.018.066.039.080.0134.08.044.015.082.0
22chrX1001721110017212WWC339.05.06.010.09.04.0...19.09.012.07.08.017.01.01.02.02.0
23chrX1001757110017572WWC311.04.05.014.03.01.0...7.01.08.05.01.03.00.04.03.03.0
24chrX1014447410144475WWC3101.012.054.076.059.09.0...44.025.034.031.049.014.02.03.013.027.0
25chrX1023477910234780CLCN426.02.05.06.01.02.0...5.01.09.04.07.010.00.02.04.05.0
26chrX1023765210237653CLCN424.01.00.06.06.01.0...12.01.07.07.010.016.01.07.00.03.0
27chrX1111873011118731HCCS379.065.044.047.055.039.0...112.025.093.062.0165.0249.021.034.014.047.0
28chrX1112187911121880HCCS5005.0763.0423.0617.0676.0337.0...1190.0297.01091.0950.02208.03124.0118.0604.0172.0465.0
29chrX1112251611122517HCCS51.08.07.08.019.01.0...23.06.016.09.022.027.01.04.01.04.0
..................................................................
47534chr214630113446301135C21orf58229.034.046.064.058.012.0...112.017.065.055.0113.099.06.015.021.035.0
47535chr214631317646313177C21orf5820.05.05.04.02.03.0...9.00.05.05.012.018.01.02.00.02.0
47536chr214632102246321023C21orf58121.024.020.018.026.015.0...36.010.024.024.043.078.01.08.03.07.0
47537chr214632142746321428C21orf5832.04.01.03.04.01.0...15.01.02.07.010.012.01.01.01.01.0
47538chr214632241646322417C21orf5843.05.06.04.03.03.0...12.01.04.04.08.024.02.03.02.01.0
47539chr214632300946323010C21orf5851.03.08.06.08.03.0...18.01.09.08.013.028.00.04.01.05.0
47540chrM44024403MT-ND197471.010727.017813.021401.021728.05469.0...33724.09194.022724.037521.037739.055028.01762.08064.05025.09950.0
47541chrM48744875MT-ND23442.0781.01903.01481.01072.0388.0...1089.0402.0949.01473.01192.01832.0310.0347.0315.01055.0
47542chrM55165517MT-ND2161152.026722.064478.059672.045752.012101.0...51116.018076.042266.062672.056966.085135.05327.012046.012750.023927.0
47543chrM59005901MT-ND27060.0881.01846.02011.02010.0399.0...2696.0832.02200.01072.02765.04054.0169.0742.0535.0927.0
47544chrM65346535MT-CO169097.07881.013739.015455.016516.03338.0...23893.08083.021089.012623.027872.038585.01440.04086.03665.07889.0
47545chrM71157116MT-CO147710.05792.010685.012721.012303.03086.0...16290.05501.015028.08227.019079.027416.01185.03189.03202.07032.0
47546chrM74397440MT-CO1712899.066308.097667.0143284.0162471.031702.0...249056.076925.0197512.082165.0302205.0422529.011362.040206.035995.062462.0
47547chrM82948295MT-CO21131025.0121149.0187490.0224730.0230681.053614.0...367953.0120726.0311390.0209615.0433037.0609931.017969.066104.050592.0116558.0
47548chrM92079208MT-ATP6769101.0113270.0195132.0204341.0190157.041156.0...254845.088300.0236634.0232539.0282356.0428224.014533.043492.041806.077761.0
47549chrM99919992MT-CO3942328.090177.0168006.0204315.0205105.038004.0...324703.093999.0254561.0216205.0357633.0516692.013692.052770.044826.097510.0
47550chrM1040410405MT-ND3410615.070415.0149244.0136603.0112429.023843.0...132119.047861.0118202.0193483.0143076.0210334.08604.027109.027945.049768.0
47551chrM1094610947MT-ND424534.04203.09287.08612.07227.01450.0...8153.02956.07533.08182.08362.012710.0661.01721.01804.03891.0
47552chrM1132611327MT-ND415820.02472.06056.05854.04873.01031.0...5322.01999.05367.06627.05513.08638.0539.01160.01291.02943.0
47553chrM1214212143MT-ND4499343.056106.084547.0107740.0107939.025895.0...164071.047958.0118091.0105913.0187450.0280727.08461.036212.023365.055436.0
47554chrM1300813009MT-ND539407.05570.08354.08779.09235.01791.0...13064.04394.011105.08145.012860.022688.0705.02331.02130.04393.0
47555chrM1399213993MT-ND511492.01407.02310.02854.02965.0686.0...3526.01320.03074.01853.04138.06628.0268.0960.0711.01802.0
47556chrM1474714748MT-ND523396.02596.02848.05522.06476.0978.0...8422.02951.08120.02481.09710.014555.0323.01560.01432.02311.0
47557chrM1588715888MT-CYB506445.051806.090860.0127597.0131681.024342.0...180604.060051.0171024.0129651.0204620.0283866.08134.030467.029304.051724.0
47558chrM1655716558MT-CYB1544.0236.0416.0493.0480.064.0...513.0198.0599.0254.0524.0908.044.080.0129.0192.0
47559chrM1258912590MT-ND65396.0536.01331.01280.01143.0200.0...1968.0522.01493.01018.01710.02749.077.0269.0283.0602.0
47560chrM1304313044MT-ND65952.0620.01574.01435.01304.0239.0...2086.0615.01515.01164.01763.02948.0102.0395.0293.0647.0
47561chrM1340313404MT-ND65654.0644.01617.01515.01307.0237.0...2010.0591.01593.01202.01734.02794.093.0317.0278.0649.0
47562chrM1376813769MT-ND612441.01404.03770.03326.02827.0428.0...4441.01308.03713.02896.04107.06309.0220.0585.0686.01150.0
47563chrM1412314124MT-ND638851.04750.010819.010066.08939.01075.0...14100.04305.012045.09608.013198.020205.0518.01623.01967.02904.0
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47564 rows × 31 columns

\n", "
" ], "text/plain": [ " chrom start end gene NT CDC73 CPSF1 \\\n", "0 chrX 293484 293485 PLCXD1 349.0 66.0 49.0 \n", "1 chrX 299444 299445 PLCXD1 274.0 63.0 50.0 \n", "2 chrX 303356 303357 PLCXD1 1036.0 128.0 179.0 \n", "3 chrX 1309922 1309923 CSF2RA 18.0 2.0 3.0 \n", "4 chrX 1599220 1599221 AKAP17A 39.0 6.0 6.0 \n", "5 chrX 1602520 1602521 AKAP17A 1019.0 162.0 178.0 \n", "6 chrX 2717856 2717857 CD99 356.0 67.0 47.0 \n", "7 chrX 2733667 2733668 CD99 80.0 18.0 8.0 \n", "8 chrX 2736437 2736438 CD99 40.0 4.0 4.0 \n", "9 chrX 2741309 2741310 CD99 12141.0 1397.0 1676.0 \n", "10 chrX 2844041 2844042 GYG2 28.0 17.0 4.0 \n", "11 chrX 2882288 2882289 GYG2 81.0 7.0 10.0 \n", "12 chrX 2882818 2882819 GYG2 327.0 29.0 29.0 \n", "13 chrX 7353066 7353067 STS 97.0 14.0 17.0 \n", "14 chrX 7354641 7354642 STS 193.0 18.0 37.0 \n", "15 chrX 8466510 8466511 VCX3B 5.0 3.0 6.0 \n", "16 chrX 9702292 9702293 TBL1X 73.0 11.0 17.0 \n", "17 chrX 9719743 9719744 TBL1X 667.0 52.0 64.0 \n", "18 chrX 9741053 9741054 TBL1X 12.0 1.0 3.0 \n", "19 chrX 9948359 9948360 SHROOM2 129.0 19.0 23.0 \n", "20 chrX 9949443 9949444 SHROOM2 220.0 24.0 43.0 \n", "21 chrX 10016763 10016764 WWC3 222.0 51.0 45.0 \n", "22 chrX 10017211 10017212 WWC3 39.0 5.0 6.0 \n", "23 chrX 10017571 10017572 WWC3 11.0 4.0 5.0 \n", "24 chrX 10144474 10144475 WWC3 101.0 12.0 54.0 \n", "25 chrX 10234779 10234780 CLCN4 26.0 2.0 5.0 \n", "26 chrX 10237652 10237653 CLCN4 24.0 1.0 0.0 \n", "27 chrX 11118730 11118731 HCCS 379.0 65.0 44.0 \n", "28 chrX 11121879 11121880 HCCS 5005.0 763.0 423.0 \n", "29 chrX 11122516 11122517 HCCS 51.0 8.0 7.0 \n", "... ... ... ... ... ... ... ... \n", "47534 chr21 46301134 46301135 C21orf58 229.0 34.0 46.0 \n", "47535 chr21 46313176 46313177 C21orf58 20.0 5.0 5.0 \n", "47536 chr21 46321022 46321023 C21orf58 121.0 24.0 20.0 \n", "47537 chr21 46321427 46321428 C21orf58 32.0 4.0 1.0 \n", "47538 chr21 46322416 46322417 C21orf58 43.0 5.0 6.0 \n", "47539 chr21 46323009 46323010 C21orf58 51.0 3.0 8.0 \n", "47540 chrM 4402 4403 MT-ND1 97471.0 10727.0 17813.0 \n", "47541 chrM 4874 4875 MT-ND2 3442.0 781.0 1903.0 \n", "47542 chrM 5516 5517 MT-ND2 161152.0 26722.0 64478.0 \n", "47543 chrM 5900 5901 MT-ND2 7060.0 881.0 1846.0 \n", "47544 chrM 6534 6535 MT-CO1 69097.0 7881.0 13739.0 \n", "47545 chrM 7115 7116 MT-CO1 47710.0 5792.0 10685.0 \n", "47546 chrM 7439 7440 MT-CO1 712899.0 66308.0 97667.0 \n", "47547 chrM 8294 8295 MT-CO2 1131025.0 121149.0 187490.0 \n", "47548 chrM 9207 9208 MT-ATP6 769101.0 113270.0 195132.0 \n", "47549 chrM 9991 9992 MT-CO3 942328.0 90177.0 168006.0 \n", "47550 chrM 10404 10405 MT-ND3 410615.0 70415.0 149244.0 \n", "47551 chrM 10946 10947 MT-ND4 24534.0 4203.0 9287.0 \n", "47552 chrM 11326 11327 MT-ND4 15820.0 2472.0 6056.0 \n", "47553 chrM 12142 12143 MT-ND4 499343.0 56106.0 84547.0 \n", "47554 chrM 13008 13009 MT-ND5 39407.0 5570.0 8354.0 \n", "47555 chrM 13992 13993 MT-ND5 11492.0 1407.0 2310.0 \n", "47556 chrM 14747 14748 MT-ND5 23396.0 2596.0 2848.0 \n", "47557 chrM 15887 15888 MT-CYB 506445.0 51806.0 90860.0 \n", "47558 chrM 16557 16558 MT-CYB 1544.0 236.0 416.0 \n", "47559 chrM 12589 12590 MT-ND6 5396.0 536.0 1331.0 \n", "47560 chrM 13043 13044 MT-ND6 5952.0 620.0 1574.0 \n", "47561 chrM 13403 13404 MT-ND6 5654.0 644.0 1617.0 \n", "47562 chrM 13768 13769 MT-ND6 12441.0 1404.0 3770.0 \n", "47563 chrM 14123 14124 MT-ND6 38851.0 4750.0 10819.0 \n", "\n", " CPSF2 CPSF3 CPSF3L ... PAPOLA PCF11 RBBP6 \\\n", "0 31.0 21.0 15.0 ... 114.0 12.0 57.0 \n", "1 47.0 40.0 7.0 ... 34.0 10.0 39.0 \n", "2 237.0 202.0 80.0 ... 391.0 88.0 211.0 \n", "3 2.0 3.0 2.0 ... 12.0 1.0 5.0 \n", "4 3.0 11.0 3.0 ... 14.0 5.0 11.0 \n", "5 209.0 226.0 140.0 ... 353.0 126.0 293.0 \n", "6 58.0 75.0 25.0 ... 91.0 33.0 87.0 \n", "7 8.0 5.0 0.0 ... 8.0 2.0 9.0 \n", "8 8.0 6.0 1.0 ... 9.0 3.0 12.0 \n", "9 1970.0 2428.0 816.0 ... 3983.0 1292.0 3508.0 \n", "10 2.0 4.0 2.0 ... 10.0 1.0 2.0 \n", "11 13.0 7.0 1.0 ... 27.0 4.0 5.0 \n", "12 34.0 27.0 12.0 ... 103.0 25.0 77.0 \n", "13 26.0 29.0 13.0 ... 22.0 9.0 32.0 \n", "14 64.0 41.0 4.0 ... 68.0 17.0 51.0 \n", "15 7.0 0.0 1.0 ... 1.0 0.0 5.0 \n", "16 12.0 10.0 4.0 ... 28.0 6.0 21.0 \n", "17 88.0 99.0 34.0 ... 194.0 57.0 172.0 \n", "18 4.0 6.0 5.0 ... 6.0 2.0 4.0 \n", "19 26.0 28.0 10.0 ... 40.0 12.0 54.0 \n", "20 67.0 58.0 20.0 ... 96.0 26.0 56.0 \n", "21 42.0 48.0 24.0 ... 90.0 18.0 66.0 \n", "22 10.0 9.0 4.0 ... 19.0 9.0 12.0 \n", "23 14.0 3.0 1.0 ... 7.0 1.0 8.0 \n", "24 76.0 59.0 9.0 ... 44.0 25.0 34.0 \n", "25 6.0 1.0 2.0 ... 5.0 1.0 9.0 \n", "26 6.0 6.0 1.0 ... 12.0 1.0 7.0 \n", "27 47.0 55.0 39.0 ... 112.0 25.0 93.0 \n", "28 617.0 676.0 337.0 ... 1190.0 297.0 1091.0 \n", "29 8.0 19.0 1.0 ... 23.0 6.0 16.0 \n", "... ... ... ... ... ... ... ... \n", "47534 64.0 58.0 12.0 ... 112.0 17.0 65.0 \n", "47535 4.0 2.0 3.0 ... 9.0 0.0 5.0 \n", "47536 18.0 26.0 15.0 ... 36.0 10.0 24.0 \n", "47537 3.0 4.0 1.0 ... 15.0 1.0 2.0 \n", "47538 4.0 3.0 3.0 ... 12.0 1.0 4.0 \n", "47539 6.0 8.0 3.0 ... 18.0 1.0 9.0 \n", "47540 21401.0 21728.0 5469.0 ... 33724.0 9194.0 22724.0 \n", "47541 1481.0 1072.0 388.0 ... 1089.0 402.0 949.0 \n", "47542 59672.0 45752.0 12101.0 ... 51116.0 18076.0 42266.0 \n", "47543 2011.0 2010.0 399.0 ... 2696.0 832.0 2200.0 \n", "47544 15455.0 16516.0 3338.0 ... 23893.0 8083.0 21089.0 \n", "47545 12721.0 12303.0 3086.0 ... 16290.0 5501.0 15028.0 \n", "47546 143284.0 162471.0 31702.0 ... 249056.0 76925.0 197512.0 \n", "47547 224730.0 230681.0 53614.0 ... 367953.0 120726.0 311390.0 \n", "47548 204341.0 190157.0 41156.0 ... 254845.0 88300.0 236634.0 \n", "47549 204315.0 205105.0 38004.0 ... 324703.0 93999.0 254561.0 \n", "47550 136603.0 112429.0 23843.0 ... 132119.0 47861.0 118202.0 \n", "47551 8612.0 7227.0 1450.0 ... 8153.0 2956.0 7533.0 \n", "47552 5854.0 4873.0 1031.0 ... 5322.0 1999.0 5367.0 \n", "47553 107740.0 107939.0 25895.0 ... 164071.0 47958.0 118091.0 \n", "47554 8779.0 9235.0 1791.0 ... 13064.0 4394.0 11105.0 \n", "47555 2854.0 2965.0 686.0 ... 3526.0 1320.0 3074.0 \n", "47556 5522.0 6476.0 978.0 ... 8422.0 2951.0 8120.0 \n", "47557 127597.0 131681.0 24342.0 ... 180604.0 60051.0 171024.0 \n", "47558 493.0 480.0 64.0 ... 513.0 198.0 599.0 \n", "47559 1280.0 1143.0 200.0 ... 1968.0 522.0 1493.0 \n", "47560 1435.0 1304.0 239.0 ... 2086.0 615.0 1515.0 \n", "47561 1515.0 1307.0 237.0 ... 2010.0 591.0 1593.0 \n", "47562 3326.0 2827.0 428.0 ... 4441.0 1308.0 3713.0 \n", "47563 10066.0 8939.0 1075.0 ... 14100.0 4305.0 12045.0 \n", "\n", " RPRD1A RPRD1B SCAF8 SF3A1 SRSF3 SYMPK THOC5 \n", "0 53.0 205.0 179.0 3.0 45.0 7.0 35.0 \n", "1 90.0 135.0 172.0 2.0 56.0 7.0 35.0 \n", "2 223.0 327.0 565.0 13.0 158.0 57.0 174.0 \n", "3 8.0 5.0 15.0 0.0 2.0 1.0 1.0 \n", "4 6.0 15.0 22.0 4.0 7.0 1.0 4.0 \n", "5 169.0 422.0 575.0 71.0 125.0 61.0 156.0 \n", "6 85.0 147.0 216.0 10.0 41.0 18.0 31.0 \n", "7 23.0 33.0 92.0 1.0 21.0 1.0 8.0 \n", "8 6.0 16.0 23.0 0.0 2.0 2.0 4.0 \n", "9 2336.0 4527.0 7130.0 273.0 853.0 544.0 1144.0 \n", "10 4.0 18.0 18.0 0.0 5.0 0.0 0.0 \n", "11 16.0 19.0 45.0 3.0 2.0 2.0 7.0 \n", "12 75.0 129.0 219.0 7.0 18.0 10.0 18.0 \n", "13 24.0 44.0 54.0 0.0 4.0 10.0 15.0 \n", "14 29.0 97.0 108.0 3.0 9.0 11.0 15.0 \n", "15 0.0 4.0 1.0 0.0 4.0 0.0 3.0 \n", "16 25.0 30.0 46.0 2.0 5.0 2.0 8.0 \n", "17 125.0 239.0 371.0 4.0 38.0 25.0 67.0 \n", "18 5.0 5.0 10.0 0.0 3.0 2.0 0.0 \n", "19 28.0 55.0 63.0 3.0 12.0 10.0 16.0 \n", "20 46.0 119.0 144.0 6.0 17.0 15.0 18.0 \n", "21 39.0 80.0 134.0 8.0 44.0 15.0 82.0 \n", "22 7.0 8.0 17.0 1.0 1.0 2.0 2.0 \n", "23 5.0 1.0 3.0 0.0 4.0 3.0 3.0 \n", "24 31.0 49.0 14.0 2.0 3.0 13.0 27.0 \n", "25 4.0 7.0 10.0 0.0 2.0 4.0 5.0 \n", "26 7.0 10.0 16.0 1.0 7.0 0.0 3.0 \n", "27 62.0 165.0 249.0 21.0 34.0 14.0 47.0 \n", "28 950.0 2208.0 3124.0 118.0 604.0 172.0 465.0 \n", "29 9.0 22.0 27.0 1.0 4.0 1.0 4.0 \n", "... ... ... ... ... ... ... ... \n", "47534 55.0 113.0 99.0 6.0 15.0 21.0 35.0 \n", "47535 5.0 12.0 18.0 1.0 2.0 0.0 2.0 \n", "47536 24.0 43.0 78.0 1.0 8.0 3.0 7.0 \n", "47537 7.0 10.0 12.0 1.0 1.0 1.0 1.0 \n", "47538 4.0 8.0 24.0 2.0 3.0 2.0 1.0 \n", "47539 8.0 13.0 28.0 0.0 4.0 1.0 5.0 \n", "47540 37521.0 37739.0 55028.0 1762.0 8064.0 5025.0 9950.0 \n", "47541 1473.0 1192.0 1832.0 310.0 347.0 315.0 1055.0 \n", "47542 62672.0 56966.0 85135.0 5327.0 12046.0 12750.0 23927.0 \n", "47543 1072.0 2765.0 4054.0 169.0 742.0 535.0 927.0 \n", "47544 12623.0 27872.0 38585.0 1440.0 4086.0 3665.0 7889.0 \n", "47545 8227.0 19079.0 27416.0 1185.0 3189.0 3202.0 7032.0 \n", "47546 82165.0 302205.0 422529.0 11362.0 40206.0 35995.0 62462.0 \n", "47547 209615.0 433037.0 609931.0 17969.0 66104.0 50592.0 116558.0 \n", "47548 232539.0 282356.0 428224.0 14533.0 43492.0 41806.0 77761.0 \n", "47549 216205.0 357633.0 516692.0 13692.0 52770.0 44826.0 97510.0 \n", "47550 193483.0 143076.0 210334.0 8604.0 27109.0 27945.0 49768.0 \n", "47551 8182.0 8362.0 12710.0 661.0 1721.0 1804.0 3891.0 \n", "47552 6627.0 5513.0 8638.0 539.0 1160.0 1291.0 2943.0 \n", "47553 105913.0 187450.0 280727.0 8461.0 36212.0 23365.0 55436.0 \n", "47554 8145.0 12860.0 22688.0 705.0 2331.0 2130.0 4393.0 \n", "47555 1853.0 4138.0 6628.0 268.0 960.0 711.0 1802.0 \n", "47556 2481.0 9710.0 14555.0 323.0 1560.0 1432.0 2311.0 \n", "47557 129651.0 204620.0 283866.0 8134.0 30467.0 29304.0 51724.0 \n", "47558 254.0 524.0 908.0 44.0 80.0 129.0 192.0 \n", "47559 1018.0 1710.0 2749.0 77.0 269.0 283.0 602.0 \n", "47560 1164.0 1763.0 2948.0 102.0 395.0 293.0 647.0 \n", "47561 1202.0 1734.0 2794.0 93.0 317.0 278.0 649.0 \n", "47562 2896.0 4107.0 6309.0 220.0 585.0 686.0 1150.0 \n", "47563 9608.0 13198.0 20205.0 518.0 1623.0 1967.0 2904.0 \n", "\n", "[47564 rows x 31 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "perturb_df\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len(perturb_bed_hg38) = 22370\n" ] } ], "source": [ "#Intersect perturb-seq measurement dataframe against PolyADB V3\n", "\n", "perturb_df.to_csv(\"pseudobulk_counts_de_novo_polyA_sites_by_gene.coordinates.bed\", sep='\\t', header=False, index=False)\n", "\n", "!bedtools intersect -a polyadb_cut_mode_coordinates_hg38.bed -b pseudobulk_counts_de_novo_polyA_sites_by_gene.coordinates.bed -wa -wb > pseudobulk_counts_de_novo_polyA_sites_by_gene_intersect.bed\n", "\n", "perturb_bed_hg38 = pd.read_csv(\"pseudobulk_counts_de_novo_polyA_sites_by_gene_intersect.bed\", sep='\\t', error_bad_lines=False, index_col=False, names=['chrom', 'start', 'end', 'gene', 'gene_id', 'strand', 'chrom_2', 'start_2', 'end_2', 'gene_2', 'NT', 'CDC73', 'CPSF1', 'CPSF2', 'CPSF3', 'CPSF3L', 'CPSF4', 'CPSF6', 'CSTF1', 'CSTF3', 'CTR9', 'FIP1L1', 'LEO1', 'NUDT21', 'PABPC1', 'PABPN1', 'PAF1', 'PAPOLA', 'PCF11', 'RBBP6', 'RPRD1A', 'RPRD1B', 'SCAF8', 'SF3A1', 'SRSF3', 'SYMPK', 'THOC5'])\n", "\n", "perturb_bed_hg38 = perturb_bed_hg38.query(\"gene == gene_2\").copy().reset_index(drop=True)\n", "\n", "#Assign count to closest annotated cleavage site\n", "perturb_bed_hg38['se'] = (perturb_bed_hg38['start_2'] - (perturb_bed_hg38['start'] + 30))**2\n", "perturb_bed_hg38 = perturb_bed_hg38.sort_values(by='se', ascending=True).drop_duplicates(subset=['gene_2', 'chrom_2', 'start_2'], keep='first').copy().reset_index(drop=True)\n", "\n", "perturb_bed_hg38 = perturb_bed_hg38[['chrom', 'start', 'end', 'gene', 'gene_id', 'strand', 'NT', 'CDC73', 'CPSF1', 'CPSF2', 'CPSF3', 'CPSF3L', 'CPSF4', 'CPSF6', 'CSTF1', 'CSTF3', 'CTR9', 'FIP1L1', 'LEO1', 'NUDT21', 'PABPC1', 'PABPN1', 'PAF1', 'PAPOLA', 'PCF11', 'RBBP6', 'RPRD1A', 'RPRD1B', 'SCAF8', 'SF3A1', 'SRSF3', 'SYMPK', 'THOC5']]\n", "\n", "perturb_bed_hg38['sort_index'] = perturb_bed_hg38['start']\n", "perturb_bed_hg38.loc[perturb_bed_hg38['strand'] == '-', 'sort_index'] *= -1\n", "\n", "perturb_bed_hg38 = perturb_bed_hg38.sort_values(by='sort_index', ascending=False).drop_duplicates(subset=['gene_id'], keep='first').copy().reset_index()\n", "\n", "print(\"len(perturb_bed_hg38) = \" + str(len(perturb_bed_hg38)))\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#Append measurements to APA annotation dataframe\n", "\n", "df = df.join(perturb_bed_hg38[['gene_id', 'NT', 'CDC73', 'CPSF1', 'CPSF2', 'CPSF3', 'CPSF3L', 'CPSF4', 'CPSF6', 'CSTF1', 'CSTF3', 'CTR9', 'FIP1L1', 'LEO1', 'NUDT21', 'PABPC1', 'PABPN1', 'PAF1', 'PAPOLA', 'PCF11', 'RBBP6', 'RPRD1A', 'RPRD1B', 'SCAF8', 'SF3A1', 'SRSF3', 'SYMPK', 'THOC5']].set_index('gene_id'), on='gene_id', how='left').copy().reset_index(drop=True)\n", "\n", "count_cols = ['NT', 'CDC73', 'CPSF1', 'CPSF2', 'CPSF3', 'CPSF3L', 'CPSF4', 'CPSF6', 'CSTF1', 'CSTF3', 'CTR9', 'FIP1L1', 'LEO1', 'NUDT21', 'PABPC1', 'PABPN1', 'PAF1', 'PAPOLA', 'PCF11', 'RBBP6', 'RPRD1A', 'RPRD1B', 'SCAF8', 'SF3A1', 'SRSF3', 'SYMPK', 'THOC5']\n", "for count_col in count_cols :\n", " df.loc[df[count_col].isnull(), count_col] = 0\n", "\n", "total_counts = []\n", "for _, row in df.iterrows() :\n", " total_count = 0\n", " for count_col in count_cols :\n", " total_count += row[count_col]\n", " \n", " total_counts.append(total_count)\n", "\n", "df['total_count'] = np.array(total_counts)\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len(df) = 22370\n" ] } ], "source": [ "#Remove genes with zero total count across all conditions\n", "\n", "#df_gene = df.groupby(['gene']).agg({'total_count' : 'sum'}).reset_index().rename(columns={'total_count' : 'total_count_gene'})\n", "#df = df.join(df_gene.set_index(\"gene\"), on='gene', how='inner').copy().reset_index(drop=True)\n", "\n", "df = df.query(\"total_count > 0.\").copy().reset_index(drop=True)\n", "\n", "print(\"len(df) = \" + str(len(df)))\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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genegene_idsitenumnum_sitespasseqseq_extwide_seqwide_seq_extpas_pos...PCF11RBBP6RPRD1ARPRD1BSCAF8SF3A1SRSF3SYMPKTHOC5total_count
0ABCB10ABCB10.6270GTTAAAGATTGAAGCTATTGTCAAATGACAACTTTAAAAAGGCAAT...TGGAATATTTTAATTAATATAGCATGGCACCTCATTTTCTTTTGCC...TCAGGTTTTGTATTTTCTTTTCTTGTGGAATATTTTAATTAATATA...GAGTTTTAATAATTGTAACTTTTTAAATGTCTATAGCACTGAAGTT...229653571...3.014.017.030.039.01.04.05.017.0576.0
1ABCB10ABCB10.3570TCTGATACATGATGTTCAATTTTATCTTTAGGTAATATTTTATATC...TGTGCCATAGAAGTATTTACGAAATTGCATTTCATTGTTATGTTTT...GGTTGAATCTGAGGAAAATAATCCTTGTGCCATAGAAGTATTTACG...TGTGTTCTTTATAAAGTGTGATTTTCAGAAAGCAAACAACACAATT...229652351...140.0385.0304.0563.0865.016.067.052.0125.08657.0
2ABCD3ABCD3.1414150GCCTTGACTTGAAAACATAGATAGTTTAATCTTGACTTGAAAAACA...TGTTCTTTTTATTCTGGTATCTAAATACTGAGAAGTTCATTTATAA...TCAGATATCCTATACAACCTTTGCTTGTTCTTTTTATTCTGGTATC...CGAACTTGTATACTTATTTTCTGTTCAGATTAAAAAAAAAAAAAAA...94984196...180.0508.0342.0655.0971.023.0109.067.0133.011240.0
3ABCD3ABCD3.1515150ATGAGAAAATAAGTATGAAACAGCAATGGTAGTTTGTTTTGCATTA...TGCCAAGACATATCACCGTGTTCTCATAATAAGTTTTTACTTTTTA...TTTCATCCATGAGCACCACGCTGCATGCCAAGACATATCACCGTGT...GCAGTGGGAAATGGTAGTTTAATCCGAAGAATAAACCAAAGAATAA...94984889...3.018.016.031.023.03.00.01.04.0329.0
4ABL2ABL2.178243CTGAGGGGAGAGGGAAAAGGACTTGTTTTCCTGTGTTCTTGTTTTC...TGTGGTGCAGAGGTAGCCACTGTTAGCCTGGTGGGAAAATGCACAC...TGTCATGTGTACAGGAAATCAGTGATGTGGTGCAGAGGTAGCCACT...TTCAGCAGCTGCTGGTGTGCCCGGGACAAACCCTGTCCTTAATAAC...179076768...6.012.08.024.034.02.09.02.016.0485.0
5ABL2ABL2.169242CCACAAGGCCATTGCTGCTGTAATAAGAACTGCAAATCAGAGTGCT...CAAGAGAAATTTTTGTTCAGGGCTGTTGGAAGTAGCTGTTAGCCTT...GCAGAAAAGAAAGCTGGGAATGTACCAAGAGAAATTTTTGTTCAGG...GGTACTAATGGTGATTATGCTCCAATTTACCTAATGAATTTGGTGG...179076299...0.04.01.03.09.01.00.02.01.082.0
6ABL2ABL2.817240ACTGCTTTCTCTGTCTTCTCACAAGGTTTGCCAAGTTGTGTTCTGT...ACTGCTAACAGTGTTAAACTTGATGTAAATAAATGAGGCCCTTGAA...CTCTCCGTCTGTTGTCTGACTGTGAACTGCTAACAGTGTTAAACTT...GTTCTTAATTGTTATTGTAATATATTTTCAGTTGTTTTTCTAATTT...179068493...83.0124.0132.0254.0364.013.061.029.076.03961.0
7ACADMACADM.1414190TCTATTGTACACAATCTCATTTCATATGTTTGCATTTTGGCAAAGA...CTTGCCTTAAATTATTTTTATATGACTGTTGGTCTCTAGGTAGCCT...CCTTATTTAAAATAAATCAATAAAGCTTGCCTTAAATTATTTTTAT...CAAGAACTTTCTTGAAAATCTTATTTAATTCTGAGCCCATATTTCA...76229155...405.01137.0707.01187.01779.042.0184.0146.0330.020840.0
8ACAP3ACAP3.3352CCGGCCTCCTCCGGAGGCACCTTCTCCTGGTACTCGGCCCAGAGCC...CCACGTGGCTGGCCACGAAGGTCCCCGTGCCAGACAGCCCCAGCCG...CTGGCTGGACGCGGGCGTCCCAAGGCCACGTGGCTGGCCACGAAGG...CTGGCGTCGCGGGTGCTGGGCGGGAGGGGCTCTGGCCTGGGTCCTC...1228274...28.0108.057.0112.0172.08.027.015.042.02090.0
9ACAP3ACAP3.2450TCTTGCCCCAGGCCCCTGCTGGCGGGTCTCACCCCCCACCCCTCGC...AAGAACAGAATTGATTCTTGCCCCTCTCCCTGTGTGAGCTTGGCCC...CTCTTGCCTGCTGCCTGTGACCCTGAAGAACAGAATTGATTCTTGC...TGGGGAGGCTCCCTGAGGGCACAGTGGGCGCTGGACCCGGCCCCCC...1227789...49.099.073.0160.0187.012.044.022.040.02661.0
10ACBD3ACBD3.1112220GTGGATGCTGAAGTTACATGAGCTACATGTTAAATATTTAAAGTCT...AGATTCCTCAGACTCATCCAGCCCTTGGGTGCTGACCAGCAGAGTC...AGCATTCATACTTTGGGGTTAAAGGAGATTCCTCAGACTCATCCAG...TGATGGTTTGTGAACTCTTGCTGGGAATCAAAATTTCCTTGAGACT...226334019...12.048.024.056.075.05.025.05.040.01490.0
11ACBD3ACBD3.1013220TTTGTTTTGGCTTCATAGAGTATCTCAAATTGAAACTTTTCTGCAC...TGGTATTCATACTACTAGTAGCAAAATACAGGTTTTTTGTTTTGTT...AACTTTGAATCCTTGTATCTTTATTTGGTATTCATACTACTAGTAG...TATCAAGATACGTAGAACACCTCAGAGATTTTTCTTCAGGAACTTC...226333494...14.050.028.055.084.03.019.010.023.01392.0
12ACBD3ACBD3.221220ACAGTACAAGTGCGATTTCAAAAAGATCTTGAAAGTAATATATTTA...AGAATATTTTTGGTTTTAAACTTTCTTATTGCCTTTGGCTGTTGAT...GCGGTTCCTGTCATGTGTTCATGTCAGAATATTTTTGGTTTTAAAC...CCTAAAAATATCATTGTTCTTGGGAGCAGTGTATGTTACTTTACAT...226332399...119.0333.0241.0579.0862.039.0105.063.0114.08577.0
13ACBD6ACBD6.67120AACTACAAAAATAATACTTCTTTTCCACCCGTCTTTGGTATGTATT...GACTGGAAAACTGCAGTCTGTAATAGCATAAGGCTTCCATTATGAA...CACAACTGGCAAGGCTTAATCAAAAGACTGGAAAACTGCAGTCTGT...CCAGAGGAGGTGACAGGCTGCAAAACAGTTTCTTTGGTGCTGCAGC...180257391...253.0619.0698.01173.02039.065.0256.083.0267.020294.0
14ACOT7ACOT7.118180GGGAATGCTTCCGAGCACGCTGTAGGGTATGGGAAGAACCCAGCAC...TGCTACACAGTGTTGTCCCGAGCGCCGGGAGGCGTTGGGCAGAAAC...TTTATTTATATCATTCCAGTATCAATGCTACACAGTGTTGTCCCGA...GTATCACAGTGTTAACCTGTACTCTCTCCTGCAAACCTACACACCA...6324354...635.01524.01207.02112.03292.0110.0542.0325.0583.037630.0
15ACTA1ACTA1.1110TATTTTTCGAAACAAAGCCCTGTGGAAGAAAATGGAAAACTTGAAG...GACACAGTGTTTATAACGTGTACATACATTAACTTATTACCTCATT...ACTTCCGTTGCTGCCATCGTAAACTGACACAGTGTTTATAACGTGT...TGGGGGGGCGGCTGAGCTCCAGCCACCCCGCAGTCACTTTCTTTGT...229567020...26.035.010.024.038.010.08.014.07.0731.0
16ACTL8ACTL8.1110AGCCTGGGATGCCCTTGCCACCCGTGGTTGGATCTTGTTTTATATC...ATTTCTGGTCCTACAGGCCCTTTCTGGCCAGGGAGGCATTGCTGCA...GACTAGGGGATGGGGGACAGTTGACATTTCTGGTCCTACAGGCCCT...AGTAGGTTTTAACTGGGGTAGCACTCCTGCTAGGAGTCCCAATTAT...18153534...3.02.09.06.011.01.00.01.02.0169.0
17ACTN2ACTN2.4480GAGCGATCTGTGATGCTGAGCTTCTGTAATCACTCATCCCATCAGA...GTGCCTGGTGCACTGGATTACGCTGCGTTCTCTTCCGCACTCTACG...GCCCGCCTACTCGGGCCCAGGCAGTGTGCCTGGTGCACTGGATTAC...CTGCGTCGGGAGCTGCCCCCGGATCAGGCCCAGTACTGCATCAAGA...236925956...1.010.07.019.022.00.08.02.07.0380.0
18ACTN2ACTN2.5580TACAAAATACCCAAGATTTAAGACCGGGGGGAAAAAACCACAAATT...TAGGAAATTAGGAGGATCTAGGGACAGAAGGAAAGTGAAAAATGTG...TAAACAGAACAAATTACTTGAGTAATAGGAAATTAGGAGGATCTAG...TTCTGAGTTTTTAGCAAAATGTAATGAAATATCAGGTTGATTTCTT...236926307...1.014.010.017.028.00.011.04.011.0390.0
19ADAM15ADAM15.6670GGTTGGACGGGATTGAGGAAGGTCCGCACAGCCTGTCTCTGCTCAG...TCTGCGGACCTGCCGGCGTAGTTGCAGCGGGGGCTTGGGGAGGGGC...ACCGCCACGCGCTGTCAAGCAACACTCTGCGGACCTGCCGGCGTAG...CTACCATGACTGAAGGCGCCAGAGACTGGCGGTGTCTTAAGACTCC...155035225...120.0346.0311.0457.0811.015.043.066.0110.08455.0
20ADARADAR.38100CTTTTATGTGTCCCTTGATAACAGTGACTTAACAATATACATTCCT...CATAGACTCGGGTACTGTGATGATGGCTGCAGTCCAGTTTTATGAT...GAGCAGAGTGAGGAAGACCCCCAAGCATAGACTCGGGTACTGTGAT...CACATTGAAGGGACTTCGTTGGTTTTTTGGAGTCTTGGTTGTGACT...154554567...488.01307.0919.01672.02662.088.0310.0257.0442.030159.0
21ADGRB2ADGRB2.2340CTGTCCGTCCCTGTCCCGGGCTGGGGAGGGGGGAGGGGAACTTTGT...CTTGTTTCTCAGAGGCCCCTCAGCCACTGGAACCCCATCTTCAGCC...TTGGCCTGGGGTCCCAGGGCCCTTCCTTGTTTCTCAGAGGCCCCTC...GGGCAGGGAGGCGCCGTGGACTCAGCCAGGCTGGGGGAGCCGGACA...32192737...14.033.024.054.071.01.00.09.06.0725.0
22ADGRL2ADGRL2.1717260ATTGCTAGGGTAAAATAAATACATTTGTGTCCAACTGAAATATAAT...ACAATGAACTATTCTCATGAAAAATGGCTAAAGAAATTATATTTTG...TTATTTCATATGTTTCCTCAACTGTACAATGAACTATTCTCATGAA...AAGGCAAAGATTGAAAACATGCTTAACCACTAGCAATCAAGCCACA...82457511...12.070.042.098.0135.06.033.012.024.02003.0
23ADGRL2ADGRL2.2121260ATGAGCCCATCACTAATATCCAGTGTAAAGTTTAACACGGTTTGAC...TTCAGCAAAATTCTGCTTTTTTTTCATCCCTTTGTGTAAACCTGTT...AAAGTTCTAATGAAATGTAAATTGTTTCAGCAAAATTCTGCTTTTT...CTCTTCCATATTCCTTCTGCCTATATTTAGTAATTAATTTATTTTA...82458083...90.0166.0132.0317.0394.017.047.030.069.04259.0
24ADGRL2ADGRL2.2222262CCAGGACTAAAAAAAGAAGGATTGGAAGTTCTGCCATCAAATTTGG...AAGTTTTAAGAGGGATATATTCTGAAAGCATTTTTGTTTGTTGCAT...TACATATGCACAAAATCTGCTGGATAAGTTTTAAGAGGGATATATT...GCCTGTTTGTTCTTTATGCTGAAAGGAATATATGTCTTCCAATTGC...82458403...1.07.04.07.07.00.02.05.01.0117.0
25ADGRL2ADGRL2.2525260TTCTTCCTAGAGACATTCACTCTGTCTTTATTAAAAATAATAATAA...TCTCTTTGTGATAGTCACAACTGTGAACTTATAAAGTCACATTTTT...TACAGTTTTCACATTCTTGATTGTTTCTCTTTGTGATAGTCACAAC...TGTATTTATTAACCCAGTTTCTTTGGGTCTGCCTAGACTTCACCTG...82459593...2.011.04.023.033.00.02.03.05.0262.0
26ADIPOR1ADIPOR1.5373GAGCCTTCCCACCTGCGGGGTGGAGGAGGAACTTCCCAAGTGCTTT...GGAATTCCGTTACGGCCTAGAAGGCGGCTGTACTGATGACACCCTT...ACTTCTATGGAGTCTCCAACCTTCAGGAATTCCGTTACGGCCTAGA...CCAGTCTCATCAGATTTTCCATGTCCTGGTGGTGGCAGCAGCCTTT...202910652...6.018.022.065.069.01.013.07.012.0989.0
27ADIPOR1ADIPOR1.2670AAGAAACCTGCTATCATTGCTATGTATCTTGATGCAAAGACTATGA...GTAAAATTTAAATGGGGAAAGATATTTAATATTTAATACTAAGCTT...TTTTTTTTTTTCTTGGCAGAGTAATGTAAAATTTAAATGGGGAAAG...CCGGCTAATCATGGAAGTGTGTCCAGGCTTCAAGTAACTTGAGTTT...202909995...575.01550.01115.02724.03575.0159.0633.0328.0784.040043.0
28ADORA1ADORA1.2220TCTGTTGGAAATTGGGTGTGCCCTGGCTCCCAAGGGAGGCCCATGT...ACCTTCTGAACATGAGTGTCAACTCCAGGACTTGCTTCCAAGCCCT...GGGAGGGGAGGTGGCCGTCGAGTTGACCTTCTGAACATGAGTGTCA...GTGTGGGAGGGCGAGGCGGGGGATCCTGGAGCCCCTGTGTCGGGGG...203136512...5.08.09.06.011.01.00.05.00.0136.0
29ADPRHL2ADPRHL2.3330CTGGCTCTTGGCTGCCATGTGGCTTATTAACAGCTTCCAGTGGAAG...TTGTGTGGATGAAGGGACAGGCACTTGCATCCAGCTGATCTAGGTC...CCTAGCAGGGTCCCCGAGCAGCAGGTTGTGTGGATGAAGGGACAGG...TAGCATCATTTCTCCCTGTTGGGTTTTAGCCAGTTTGCCAGCAAGC...36559508...439.01126.0836.01981.02681.0103.0475.0209.0527.030706.0
..................................................................
22340ZFXZFX.1313214CTTTTGCAACTTTATGTATGTAAATGTACCCTGAATTATATATATA...TGAGGACTGCATTTTGGAATCTCCTAGAGGTAACTCATGGCTTATA...GTTGTGTGCTACAAATGACACTTACTGAGGACTGCATTTTGGAATC...GCTCATGTTGTATTTTGATTATTCTGTCTGTGCGGCTTCATCTTGG...24230364...4.018.011.027.029.01.05.05.013.0402.0
22341ZFXZFX.1515210AAGTTAATGCTTTTTCTCAAGGAAAAAAAATGTACAGTTTTTGTAA...TCAGAATATTTTCCTGTTATTGAATGTTTAGTCTATTTGATACCAG...TGAGAATAACGTGCAAAAATAAAAATCAGAATATTTTCCTGTTATT...ATAAAAAGAAAATCATATAGGGATGTGTGACATTATTGTAATTGTG...24232603...93.0261.0161.0346.0520.028.078.061.0112.05657.0
22342ZFXZFX.1717210TGGATTTGTTATATATTGTTCCTGTTATTTTTGACATCTTTGCTAT...TTTCATCTTTTGTTTCGTGTATATACTGTTTGCCTTTTTCATAAAA...AATTAAGTTTACCCTATGGATTTTGTTTCATCTTTTGTTTCGTGTA...AATAAATCATAACCATTTTGCCACATTCTGTAACTGTTTAGCTAAG...24234179...54.099.072.0130.0226.09.012.018.021.02096.0
22343ZFXZFX.1919212TTTTTGTAGTCCATGATTTATCTTGTTATTGCTTATGTAATCTTTT...GAGTTCTTTGTACATTAAGCCTATTAACTTTCCAATACATTTGCTG...AATCCTGTGCCCCATTTTCTATTTGGAGTTCTTTGTACATTAAGCC...TATGTATATAATAGCACTTTAAGTTGTCGCTCTGATAAACTGCCTA...24235904...6.016.010.015.018.01.03.04.04.0344.0
22344ZIC3ZIC3.1313130TTGTGTTCAGAAAGCAATACCCAGGATCCCTTTAATTTTTGTTTGA...TAAAGTGTTTAAAACTAGAAACATGAATTGTTGTTTTGTTAATTTT...AATACCAGCATTCTATATGTAGAACTAAAGTGTTTAAAACTAGAAA...AGTATGCATTATCTCATGCATTGTGTTGACCTTGGTGAAAATCTTT...136659831...4.03.03.06.08.01.01.01.01.0121.0
22345ZMYM3ZMYM3.1330GAGAAGCTGTTGTCACGACTAACCTTCTGTCTCTGAAATTGTTTGT...GGCGCCTGGCCTGTCCCTTCAGTGAGCCATGCCCACCCTTGTGTTG...GTTTAAATTGTATATATTGTTCTGAGGCGCCTGGCCTGTCCCTTCA...GTTTCCCAGGCTCCTTTTTGTGTTTTTATAACTGTCACCAGTTAGC...70459493...116.0337.0252.0475.0696.020.0138.065.0120.08211.0
22346ZNF157ZNF157.5562CCTTGTTGATAAGTATAGGTCTGGCTAGTCATTTATCTCTCCATTC...AAGTTCTGCAGCTTGCTTTTTTCATGTAATGTTACCTTTCCAAGAT...CATAAATGGGCTCACACTGTATTTAAAGTTCTGCAGCTTGCTTTTT...TAGCATGAAGTGTGCAATACATACTACTATATTGTCTTTATATAAT...47274001...1.01.03.05.09.00.02.00.01.086.0
22347ZNF182ZNF182.2120GAAATAATATGGTAGATAATTTAGACTTATTTAGTAGAAGTTCTGC...TACAAACCTTGTTGCTTCAATACAAAGACCCGATAAACACGAATCA...AGTTTGGAAACATACTTCATCTGAGTACAAACCTTGTTGCTTCAAT...ATTTTCTGACAAGAAAACAATTATCACCAAGAGTGCTCGTGACTGT...47836945...3.08.08.025.032.00.08.05.05.0380.0
22348ZNF182ZNF182.1220TTGAAAATGTGGGTGTACTATGTACTATGTGGATGTACTACCTTTT...GGCTGGGGGGATGGAATTGAGAGGGAGACAACTGTATCCTTTCATA...CCTTGGGAGGGGAAGGGGCAGTGGTGGCTGGGGGGATGGAATTGAG...TTCATAAGTTATCTCTGGAAAGAGACATGAGAACCTGGTAACCCTG...47834270...20.040.042.087.096.07.014.014.038.01251.0
22349ZNF185ZNF185.5560TTGCTTAGTGTTTCTAATCATACTTAATCCACACTAATGTGCGCAA...TTTTGCAGATCTGAGGAAGAGGGATGCATTACCTTTTTGCTTCTTT...CTCTCATGTCTAAAAAGGCACAGAATTTTGCAGATCTGAGGAAGAG...TTGAAAGAAATCTTGCAAGAGCCATTATTGACTTAGATCCAAAACA...152141997...10.027.016.056.063.04.05.07.018.0576.0
22350ZNF275ZNF275.4462ATTTTATGTCTACGTATATTGTTCCTTTACTGAACCCACCACATGC...TAAGATGGGTGAAAGTCGATGCCTTCTAGTCTCAGTGAATTTAACC...GTTCAAACGTGTGTTCTCTGTTCTCTAAGATGGGTGAAAGTCGATG...TGCCACTTGGCTGCTTCCTGGCCAAGTCGCACCTGACTGCATGAAC...152617885...3.03.05.017.026.01.03.04.03.0291.0
22351ZNF275ZNF275.6660GTCTGATCCCCTACCAAATCTAGCACAGTGCCTTGCATCAAGTAGA...CCCCCACCCATTAAATTGTGAGCTCTTAGAAGACAGGGGTGGCCTT...GCTTCACCCCCTCCTCCTCAGCCCTCCCCCACCCATTAAATTGTGA...TTCTGGCACTCACTATAATCAGCCTTGCACTAGAGCTGTTTGTGGA...152618362...55.0164.090.0240.0268.010.031.013.066.03151.0
22352ZNF280CZNF280C.3460TTGGTTACATTGAATACAGATTTGCTGAACAGTTTTGATGTTATTT...GCTCATATATATATAGATGTATATTTTTTTTAATTTCTTGTTTGTT...GGACCAAAAAATGCACTTGTTTCTTGCTCATATATATATAGATGTA...GCCATTAATGTAATTCCTCTGGATAAAGATAATATATTCAAAAAAT...129336743...44.069.072.082.0155.014.018.015.049.02016.0
22353ZNF280CZNF280C.1660TGATTCAGAAATAGCCATGTCATGCATGTGTCCTTTTTTGTTTTCA...AGCTTGACAATCTGATCCCTCTTCACCTTCAGACTGTTAGTTATTT...GTTTTAATAGGTGTTAGTGAGTTTTAGCTTGACAATCTGATCCCTC...TAAAACTATTTATGCAGTCAGTACTAAGCTTACTTGTTATAAGCAG...129335349...5.019.011.010.021.00.01.03.03.0290.0
22354ZNF41ZNF41.167222CCTAGCTCTAGGCTATGTTACAGAAATATAGTCATTGAATGATACA...AATGGAATTTTTAAATTTAAAGATATAACTTTATGAATTGAGAAAT...CTCATGGTATATATATTTTAAGTGCAATGGAATTTTTAAATTTAAA...ACATAGAAAAGATTTCCATGAAAAACTTTTTTCTTTTCCCTTGGGA...47306101...6.019.09.022.026.00.01.03.015.0331.0
22355ZNF41ZNF41.1211223GATAATTCATTTTCATTGTCATGTTGTATCCCATTCTGTGAATATG...TCATTCACATTATGTATGTGAGAGTCATCCATATGTTGCATATAGT...TATACTCTTTAGCATCTGTCTTCTGTCATTCACATTATGTATGTGA...TTTTGTATTTTATATAAATTGAGTCAATTATATATCATATAATTGA...47305154...1.00.04.012.05.00.00.00.01.068.0
22356ZNF41ZNF41.221224TTTAAGTTTTACATCTAGATCTAGCATGTATTTTGAGTTATATGGT...TTGCCTAACCAAAGATTACAATGATTTTTTCCTGTGTTTTCTTCTA...TTTGAGTGCTGTATCTAAGAAATCCTTGCCTAACCAAAGATTACAA...CTTATTTTGATGAAGTCCGTTCTTTCCATTTGTTCATTTCTGGGTT...47304199...13.020.019.029.046.00.04.00.010.0499.0
22357ZNF449ZNF449.33110TCTATCAGACGTATTGATTATAGCAGTACTATAGTTATTCTGCTGT...AAATTATGACAATCCTTTTAGAGGTAGGGTCAATATAGTGGATAAA...TCATAGGTGTAAACATAAAGCATATAAATTATGACAATCCTTTTAG...TCTTCTTTTTTTAATTACAATGAAAAATTTTGTGTTCCAAGGCAAC...134495399...3.04.03.08.017.02.05.01.04.0192.0
22358ZNF449ZNF449.66110AGTGCCTTAGAATGGATGTGCCCAACTGCTCTGTATTTATGCAATA...ATGTAATGGCTTCTCTTTTCTCTCTTGTGGAATTGCATTCAAACCA...TGAATGTAGAGATGAAAAATACAGAATGTAATGGCTTCTCTTTTCT...GGCTCAAATTGATATCCCAGTAGCAATAAACATATAATATAGGAGG...134497046...10.024.026.048.051.04.08.05.04.0571.0
22359ZNF449ZNF449.88110AAGATTAAATGAAATATATTTTGCTCTGGCCCTACACACTGTAAGC...CCTAGCTATTATAAAGGGGAAATTACAGTACCTACCTCAAAAGTAC...TAAGGGCAAAATACAGTACCTACCTCCTAGCTATTATAAAGGGGAA...GGATAATTATACTTCTATGTCTAATTGTACTTCTGAGCATTTCAAA...134497629...2.06.02.010.010.00.00.03.07.0171.0
22360ZNF630ZNF630.4250AATATGGAATCAATTTGCTCACCCTCAAACTGTCTCAGCCCTCTTC...CCTTCCACAGAATGATCTGCTTAGGCCCTCAGAATATTTTCAACCC...TATGTTCCTCAGTATACATGATTACCCTTCCACAGAATGATCTGCT...CTCACATTGAATAGAAATAGTGACAACTTCTCAACTGTAGAATAGA...47917631...3.07.03.07.022.02.04.03.03.0241.0
22361ZNF674ZNF674.1660GGATTATTGATGTGTAAAAATTTTTTTGATTGTAGTCTCCAGAAAT...CTAGGAAAGAAATACACCAAATTATTAAGTAAATTGGCATTTGAAT...ATCTGTGTAGTGTGGAGGGAAAAAGCTAGGAAAGAAATACACCAAA...TAGGTGAGTGTGTGTGTATAGATAAACACATGGAACAAAAAGTTAG...46357184...9.034.012.046.058.01.07.04.017.0654.0
22362ZNF711ZNF711.88110TGTTATGTGGGATTATTATTTCTAAATGTTACTCATTGAAATGAGC...TGTGTTATGTGGCTGTAAATGATGTACACGCTGTAAAATAAGATCG...AAATTTGGAATATCTACTAAAATTGTGTGTTATGTGGCTGTAAATG...AATCAGTTCCTTGAGAATAAATTTTTTATCTTTCTTAACTTCAGAA...84528343...52.0157.0142.0439.0491.011.068.033.092.04818.0
22363ZNF81ZNF81.1111150TTTATTGCATTTCTTCCTCCACTATTCTTCTCTAACAGATGACCAA...TTGGGCAGCATGATAACAACCCAGCAAAAAGCTAACTGATACATTG...GTTAACTGTTTTAAGTCACTAAGTTTTGGGCAGCATGATAACAACC...GCCATCCATCCCAGCCATCCCAAACAACTACCAGAATAATGGATTA...47781589...1.09.05.014.012.01.04.01.06.0168.0
22364ZNF81ZNF81.1414150TCCATTCATGTTTTGATGGAAATTTGTATTTCCAGCTTTTGGCTAT...TTTTATTGCTAAGTGTTATTTCATTATATGGACATACCAGAATTTG...GTTATATGCGTCTATGTTCATTCCTTTTTATTGCTAAGTGTTATTT...TTGTTTGGCTCCTTCCATCCAGCATAATAAGTTTGAGATTCATTCA...47784996...16.045.031.078.083.04.011.07.016.01011.0
22365ZRSR2ZRSR2.3340CAGGAGGAGGTCGGGTAATAGAGACAGAACTGTTCAGAGTCCCAAA...AGGAGCCGCCGCAGCCGGAGCCAAAGTTCCTCTAGGTCCCGAAGTC...GAGCCGGAGCCGGAGCCGGAGCCGCAGGAGCCGCCGCAGCCGGAGC...GGAAGAAATAGGGACCGCAGCAGGGACCGCAGCCGGGGCCGGGGCA...15841360...52.0142.0105.0210.0329.026.078.020.065.03824.0
22366ZXDAZXDA.131132TGTGACCCTCAGCAAGTCACTTAACCTATCTGAGCCTTAATTTCCT...ATGAGTTTGGAGATCTAAATTCTGATCTTGAGTCTGGAACTGACAA...TGCAAAAAGAGCACAGCCCTGGACTATGAGTTTGGAGATCTAAATT...TTGAGGATATTCTGGACTAAATATTTAAGTGCAGTCATTTCTTTTT...57934228...4.013.09.017.013.00.00.00.07.0325.0
22367ZXDAZXDA.59130TTGTTTATCTTCAGTCCTTGATTTATTAACATTTTGCCAATTGAAA...CCTTTTTGTTTAAACAATGGAACATGATTTAATTTTATCTCATTTG...TTCTGTTAGTGTTGGCATAAGCTTGCCTTTTTGTTTAAACAATGGA...GACATGGCATGTAATTACAGACAGAAGTGTGACTGTAAACATATTA...57931885...13.015.012.032.045.00.01.09.012.0495.0
22368ZXDBZXDB.2263TGGTTTGAATAGATTGCTTTTAAGGTCTTTCTGCTCTGTGATTCCT...CAAGTCAGTTAACCTATCTGAGCCTTAATTTCCTTATTTATAAATT...AACTGACAAGTTGTGTGACCCTGAGCAAGTCAGTTAACCTATCTGA...ACAGCCCTGGACTACAAGTTTGGAGATTTAAATTCTGATCTTGAGT...57621181...1.04.07.09.010.01.02.03.07.0242.0
22369ZXDBZXDB.5560GCAGATGAGTATGTCAAGGATTGAGATGAACACATAAGTCTTGGAA...TGTTGTCATTCATTAAGGCCTCTTAAATAGACCACTATTTTTTGTG...GTACTCATATAGCATATTTCAAAAATGTTGTCATTCATTAAGGCCT...TTGATTGTCTACCCAATCAACAGTTTTCCCTCTTTGCTCTGGAAAT...57623885...28.075.067.0132.0211.010.013.018.038.02088.0
\n", "

22370 rows × 46 columns

\n", "
" ], "text/plain": [ " gene gene_id sitenum num_sites pas \\\n", "0 ABCB10 ABCB10.6 2 7 0 \n", "1 ABCB10 ABCB10.3 5 7 0 \n", "2 ABCD3 ABCD3.14 14 15 0 \n", "3 ABCD3 ABCD3.15 15 15 0 \n", "4 ABL2 ABL2.17 8 24 3 \n", "5 ABL2 ABL2.16 9 24 2 \n", "6 ABL2 ABL2.8 17 24 0 \n", "7 ACADM ACADM.14 14 19 0 \n", "8 ACAP3 ACAP3.3 3 5 2 \n", "9 ACAP3 ACAP3.2 4 5 0 \n", "10 ACBD3 ACBD3.11 12 22 0 \n", "11 ACBD3 ACBD3.10 13 22 0 \n", "12 ACBD3 ACBD3.2 21 22 0 \n", "13 ACBD6 ACBD6.6 7 12 0 \n", "14 ACOT7 ACOT7.1 18 18 0 \n", "15 ACTA1 ACTA1.1 1 1 0 \n", "16 ACTL8 ACTL8.1 1 1 0 \n", "17 ACTN2 ACTN2.4 4 8 0 \n", "18 ACTN2 ACTN2.5 5 8 0 \n", "19 ADAM15 ADAM15.6 6 7 0 \n", "20 ADAR ADAR.3 8 10 0 \n", "21 ADGRB2 ADGRB2.2 3 4 0 \n", "22 ADGRL2 ADGRL2.17 17 26 0 \n", "23 ADGRL2 ADGRL2.21 21 26 0 \n", "24 ADGRL2 ADGRL2.22 22 26 2 \n", "25 ADGRL2 ADGRL2.25 25 26 0 \n", "26 ADIPOR1 ADIPOR1.5 3 7 3 \n", "27 ADIPOR1 ADIPOR1.2 6 7 0 \n", "28 ADORA1 ADORA1.2 2 2 0 \n", "29 ADPRHL2 ADPRHL2.3 3 3 0 \n", "... ... ... ... ... ... \n", "22340 ZFX ZFX.13 13 21 4 \n", "22341 ZFX ZFX.15 15 21 0 \n", "22342 ZFX ZFX.17 17 21 0 \n", "22343 ZFX ZFX.19 19 21 2 \n", "22344 ZIC3 ZIC3.13 13 13 0 \n", "22345 ZMYM3 ZMYM3.1 3 3 0 \n", "22346 ZNF157 ZNF157.5 5 6 2 \n", "22347 ZNF182 ZNF182.2 1 2 0 \n", "22348 ZNF182 ZNF182.1 2 2 0 \n", "22349 ZNF185 ZNF185.5 5 6 0 \n", "22350 ZNF275 ZNF275.4 4 6 2 \n", "22351 ZNF275 ZNF275.6 6 6 0 \n", "22352 ZNF280C ZNF280C.3 4 6 0 \n", "22353 ZNF280C ZNF280C.1 6 6 0 \n", "22354 ZNF41 ZNF41.16 7 22 2 \n", "22355 ZNF41 ZNF41.12 11 22 3 \n", "22356 ZNF41 ZNF41.2 21 22 4 \n", "22357 ZNF449 ZNF449.3 3 11 0 \n", "22358 ZNF449 ZNF449.6 6 11 0 \n", "22359 ZNF449 ZNF449.8 8 11 0 \n", "22360 ZNF630 ZNF630.4 2 5 0 \n", "22361 ZNF674 ZNF674.1 6 6 0 \n", "22362 ZNF711 ZNF711.8 8 11 0 \n", "22363 ZNF81 ZNF81.11 11 15 0 \n", "22364 ZNF81 ZNF81.14 14 15 0 \n", "22365 ZRSR2 ZRSR2.3 3 4 0 \n", "22366 ZXDA ZXDA.13 1 13 2 \n", "22367 ZXDA ZXDA.5 9 13 0 \n", "22368 ZXDB ZXDB.2 2 6 3 \n", "22369 ZXDB ZXDB.5 5 6 0 \n", "\n", " seq \\\n", "0 GTTAAAGATTGAAGCTATTGTCAAATGACAACTTTAAAAAGGCAAT... \n", "1 TCTGATACATGATGTTCAATTTTATCTTTAGGTAATATTTTATATC... \n", "2 GCCTTGACTTGAAAACATAGATAGTTTAATCTTGACTTGAAAAACA... \n", "3 ATGAGAAAATAAGTATGAAACAGCAATGGTAGTTTGTTTTGCATTA... \n", "4 CTGAGGGGAGAGGGAAAAGGACTTGTTTTCCTGTGTTCTTGTTTTC... \n", "5 CCACAAGGCCATTGCTGCTGTAATAAGAACTGCAAATCAGAGTGCT... \n", "6 ACTGCTTTCTCTGTCTTCTCACAAGGTTTGCCAAGTTGTGTTCTGT... \n", "7 TCTATTGTACACAATCTCATTTCATATGTTTGCATTTTGGCAAAGA... \n", "8 CCGGCCTCCTCCGGAGGCACCTTCTCCTGGTACTCGGCCCAGAGCC... \n", "9 TCTTGCCCCAGGCCCCTGCTGGCGGGTCTCACCCCCCACCCCTCGC... \n", "10 GTGGATGCTGAAGTTACATGAGCTACATGTTAAATATTTAAAGTCT... \n", "11 TTTGTTTTGGCTTCATAGAGTATCTCAAATTGAAACTTTTCTGCAC... \n", "12 ACAGTACAAGTGCGATTTCAAAAAGATCTTGAAAGTAATATATTTA... \n", "13 AACTACAAAAATAATACTTCTTTTCCACCCGTCTTTGGTATGTATT... \n", "14 GGGAATGCTTCCGAGCACGCTGTAGGGTATGGGAAGAACCCAGCAC... \n", "15 TATTTTTCGAAACAAAGCCCTGTGGAAGAAAATGGAAAACTTGAAG... \n", "16 AGCCTGGGATGCCCTTGCCACCCGTGGTTGGATCTTGTTTTATATC... \n", "17 GAGCGATCTGTGATGCTGAGCTTCTGTAATCACTCATCCCATCAGA... \n", "18 TACAAAATACCCAAGATTTAAGACCGGGGGGAAAAAACCACAAATT... \n", "19 GGTTGGACGGGATTGAGGAAGGTCCGCACAGCCTGTCTCTGCTCAG... \n", "20 CTTTTATGTGTCCCTTGATAACAGTGACTTAACAATATACATTCCT... \n", "21 CTGTCCGTCCCTGTCCCGGGCTGGGGAGGGGGGAGGGGAACTTTGT... \n", "22 ATTGCTAGGGTAAAATAAATACATTTGTGTCCAACTGAAATATAAT... \n", "23 ATGAGCCCATCACTAATATCCAGTGTAAAGTTTAACACGGTTTGAC... \n", "24 CCAGGACTAAAAAAAGAAGGATTGGAAGTTCTGCCATCAAATTTGG... \n", "25 TTCTTCCTAGAGACATTCACTCTGTCTTTATTAAAAATAATAATAA... \n", "26 GAGCCTTCCCACCTGCGGGGTGGAGGAGGAACTTCCCAAGTGCTTT... \n", "27 AAGAAACCTGCTATCATTGCTATGTATCTTGATGCAAAGACTATGA... \n", "28 TCTGTTGGAAATTGGGTGTGCCCTGGCTCCCAAGGGAGGCCCATGT... \n", "29 CTGGCTCTTGGCTGCCATGTGGCTTATTAACAGCTTCCAGTGGAAG... \n", "... ... \n", "22340 CTTTTGCAACTTTATGTATGTAAATGTACCCTGAATTATATATATA... \n", "22341 AAGTTAATGCTTTTTCTCAAGGAAAAAAAATGTACAGTTTTTGTAA... \n", "22342 TGGATTTGTTATATATTGTTCCTGTTATTTTTGACATCTTTGCTAT... \n", "22343 TTTTTGTAGTCCATGATTTATCTTGTTATTGCTTATGTAATCTTTT... \n", "22344 TTGTGTTCAGAAAGCAATACCCAGGATCCCTTTAATTTTTGTTTGA... \n", "22345 GAGAAGCTGTTGTCACGACTAACCTTCTGTCTCTGAAATTGTTTGT... \n", "22346 CCTTGTTGATAAGTATAGGTCTGGCTAGTCATTTATCTCTCCATTC... \n", "22347 GAAATAATATGGTAGATAATTTAGACTTATTTAGTAGAAGTTCTGC... \n", "22348 TTGAAAATGTGGGTGTACTATGTACTATGTGGATGTACTACCTTTT... \n", "22349 TTGCTTAGTGTTTCTAATCATACTTAATCCACACTAATGTGCGCAA... \n", "22350 ATTTTATGTCTACGTATATTGTTCCTTTACTGAACCCACCACATGC... \n", "22351 GTCTGATCCCCTACCAAATCTAGCACAGTGCCTTGCATCAAGTAGA... \n", "22352 TTGGTTACATTGAATACAGATTTGCTGAACAGTTTTGATGTTATTT... \n", "22353 TGATTCAGAAATAGCCATGTCATGCATGTGTCCTTTTTTGTTTTCA... \n", "22354 CCTAGCTCTAGGCTATGTTACAGAAATATAGTCATTGAATGATACA... \n", "22355 GATAATTCATTTTCATTGTCATGTTGTATCCCATTCTGTGAATATG... \n", "22356 TTTAAGTTTTACATCTAGATCTAGCATGTATTTTGAGTTATATGGT... \n", "22357 TCTATCAGACGTATTGATTATAGCAGTACTATAGTTATTCTGCTGT... \n", "22358 AGTGCCTTAGAATGGATGTGCCCAACTGCTCTGTATTTATGCAATA... \n", "22359 AAGATTAAATGAAATATATTTTGCTCTGGCCCTACACACTGTAAGC... \n", "22360 AATATGGAATCAATTTGCTCACCCTCAAACTGTCTCAGCCCTCTTC... \n", "22361 GGATTATTGATGTGTAAAAATTTTTTTGATTGTAGTCTCCAGAAAT... \n", "22362 TGTTATGTGGGATTATTATTTCTAAATGTTACTCATTGAAATGAGC... \n", "22363 TTTATTGCATTTCTTCCTCCACTATTCTTCTCTAACAGATGACCAA... \n", "22364 TCCATTCATGTTTTGATGGAAATTTGTATTTCCAGCTTTTGGCTAT... \n", "22365 CAGGAGGAGGTCGGGTAATAGAGACAGAACTGTTCAGAGTCCCAAA... \n", "22366 TGTGACCCTCAGCAAGTCACTTAACCTATCTGAGCCTTAATTTCCT... \n", "22367 TTGTTTATCTTCAGTCCTTGATTTATTAACATTTTGCCAATTGAAA... \n", "22368 TGGTTTGAATAGATTGCTTTTAAGGTCTTTCTGCTCTGTGATTCCT... \n", "22369 GCAGATGAGTATGTCAAGGATTGAGATGAACACATAAGTCTTGGAA... \n", "\n", " seq_ext \\\n", "0 TGGAATATTTTAATTAATATAGCATGGCACCTCATTTTCTTTTGCC... \n", "1 TGTGCCATAGAAGTATTTACGAAATTGCATTTCATTGTTATGTTTT... \n", "2 TGTTCTTTTTATTCTGGTATCTAAATACTGAGAAGTTCATTTATAA... \n", "3 TGCCAAGACATATCACCGTGTTCTCATAATAAGTTTTTACTTTTTA... \n", "4 TGTGGTGCAGAGGTAGCCACTGTTAGCCTGGTGGGAAAATGCACAC... \n", "5 CAAGAGAAATTTTTGTTCAGGGCTGTTGGAAGTAGCTGTTAGCCTT... \n", "6 ACTGCTAACAGTGTTAAACTTGATGTAAATAAATGAGGCCCTTGAA... \n", "7 CTTGCCTTAAATTATTTTTATATGACTGTTGGTCTCTAGGTAGCCT... \n", "8 CCACGTGGCTGGCCACGAAGGTCCCCGTGCCAGACAGCCCCAGCCG... \n", "9 AAGAACAGAATTGATTCTTGCCCCTCTCCCTGTGTGAGCTTGGCCC... \n", "10 AGATTCCTCAGACTCATCCAGCCCTTGGGTGCTGACCAGCAGAGTC... \n", "11 TGGTATTCATACTACTAGTAGCAAAATACAGGTTTTTTGTTTTGTT... \n", "12 AGAATATTTTTGGTTTTAAACTTTCTTATTGCCTTTGGCTGTTGAT... \n", "13 GACTGGAAAACTGCAGTCTGTAATAGCATAAGGCTTCCATTATGAA... \n", "14 TGCTACACAGTGTTGTCCCGAGCGCCGGGAGGCGTTGGGCAGAAAC... \n", "15 GACACAGTGTTTATAACGTGTACATACATTAACTTATTACCTCATT... \n", "16 ATTTCTGGTCCTACAGGCCCTTTCTGGCCAGGGAGGCATTGCTGCA... \n", "17 GTGCCTGGTGCACTGGATTACGCTGCGTTCTCTTCCGCACTCTACG... \n", "18 TAGGAAATTAGGAGGATCTAGGGACAGAAGGAAAGTGAAAAATGTG... \n", "19 TCTGCGGACCTGCCGGCGTAGTTGCAGCGGGGGCTTGGGGAGGGGC... \n", "20 CATAGACTCGGGTACTGTGATGATGGCTGCAGTCCAGTTTTATGAT... \n", "21 CTTGTTTCTCAGAGGCCCCTCAGCCACTGGAACCCCATCTTCAGCC... \n", "22 ACAATGAACTATTCTCATGAAAAATGGCTAAAGAAATTATATTTTG... \n", "23 TTCAGCAAAATTCTGCTTTTTTTTCATCCCTTTGTGTAAACCTGTT... \n", "24 AAGTTTTAAGAGGGATATATTCTGAAAGCATTTTTGTTTGTTGCAT... \n", "25 TCTCTTTGTGATAGTCACAACTGTGAACTTATAAAGTCACATTTTT... \n", "26 GGAATTCCGTTACGGCCTAGAAGGCGGCTGTACTGATGACACCCTT... \n", "27 GTAAAATTTAAATGGGGAAAGATATTTAATATTTAATACTAAGCTT... \n", "28 ACCTTCTGAACATGAGTGTCAACTCCAGGACTTGCTTCCAAGCCCT... \n", "29 TTGTGTGGATGAAGGGACAGGCACTTGCATCCAGCTGATCTAGGTC... \n", "... ... \n", "22340 TGAGGACTGCATTTTGGAATCTCCTAGAGGTAACTCATGGCTTATA... \n", "22341 TCAGAATATTTTCCTGTTATTGAATGTTTAGTCTATTTGATACCAG... \n", "22342 TTTCATCTTTTGTTTCGTGTATATACTGTTTGCCTTTTTCATAAAA... \n", "22343 GAGTTCTTTGTACATTAAGCCTATTAACTTTCCAATACATTTGCTG... \n", "22344 TAAAGTGTTTAAAACTAGAAACATGAATTGTTGTTTTGTTAATTTT... \n", "22345 GGCGCCTGGCCTGTCCCTTCAGTGAGCCATGCCCACCCTTGTGTTG... \n", "22346 AAGTTCTGCAGCTTGCTTTTTTCATGTAATGTTACCTTTCCAAGAT... \n", "22347 TACAAACCTTGTTGCTTCAATACAAAGACCCGATAAACACGAATCA... \n", "22348 GGCTGGGGGGATGGAATTGAGAGGGAGACAACTGTATCCTTTCATA... \n", "22349 TTTTGCAGATCTGAGGAAGAGGGATGCATTACCTTTTTGCTTCTTT... \n", "22350 TAAGATGGGTGAAAGTCGATGCCTTCTAGTCTCAGTGAATTTAACC... \n", "22351 CCCCCACCCATTAAATTGTGAGCTCTTAGAAGACAGGGGTGGCCTT... \n", "22352 GCTCATATATATATAGATGTATATTTTTTTTAATTTCTTGTTTGTT... \n", "22353 AGCTTGACAATCTGATCCCTCTTCACCTTCAGACTGTTAGTTATTT... \n", "22354 AATGGAATTTTTAAATTTAAAGATATAACTTTATGAATTGAGAAAT... \n", "22355 TCATTCACATTATGTATGTGAGAGTCATCCATATGTTGCATATAGT... \n", "22356 TTGCCTAACCAAAGATTACAATGATTTTTTCCTGTGTTTTCTTCTA... \n", "22357 AAATTATGACAATCCTTTTAGAGGTAGGGTCAATATAGTGGATAAA... \n", "22358 ATGTAATGGCTTCTCTTTTCTCTCTTGTGGAATTGCATTCAAACCA... \n", "22359 CCTAGCTATTATAAAGGGGAAATTACAGTACCTACCTCAAAAGTAC... \n", "22360 CCTTCCACAGAATGATCTGCTTAGGCCCTCAGAATATTTTCAACCC... \n", "22361 CTAGGAAAGAAATACACCAAATTATTAAGTAAATTGGCATTTGAAT... \n", "22362 TGTGTTATGTGGCTGTAAATGATGTACACGCTGTAAAATAAGATCG... \n", "22363 TTGGGCAGCATGATAACAACCCAGCAAAAAGCTAACTGATACATTG... \n", "22364 TTTTATTGCTAAGTGTTATTTCATTATATGGACATACCAGAATTTG... \n", "22365 AGGAGCCGCCGCAGCCGGAGCCAAAGTTCCTCTAGGTCCCGAAGTC... \n", "22366 ATGAGTTTGGAGATCTAAATTCTGATCTTGAGTCTGGAACTGACAA... \n", "22367 CCTTTTTGTTTAAACAATGGAACATGATTTAATTTTATCTCATTTG... \n", "22368 CAAGTCAGTTAACCTATCTGAGCCTTAATTTCCTTATTTATAAATT... \n", "22369 TGTTGTCATTCATTAAGGCCTCTTAAATAGACCACTATTTTTTGTG... \n", "\n", " wide_seq \\\n", "0 TCAGGTTTTGTATTTTCTTTTCTTGTGGAATATTTTAATTAATATA... \n", "1 GGTTGAATCTGAGGAAAATAATCCTTGTGCCATAGAAGTATTTACG... \n", "2 TCAGATATCCTATACAACCTTTGCTTGTTCTTTTTATTCTGGTATC... \n", "3 TTTCATCCATGAGCACCACGCTGCATGCCAAGACATATCACCGTGT... \n", "4 TGTCATGTGTACAGGAAATCAGTGATGTGGTGCAGAGGTAGCCACT... \n", "5 GCAGAAAAGAAAGCTGGGAATGTACCAAGAGAAATTTTTGTTCAGG... \n", "6 CTCTCCGTCTGTTGTCTGACTGTGAACTGCTAACAGTGTTAAACTT... \n", "7 CCTTATTTAAAATAAATCAATAAAGCTTGCCTTAAATTATTTTTAT... \n", "8 CTGGCTGGACGCGGGCGTCCCAAGGCCACGTGGCTGGCCACGAAGG... \n", "9 CTCTTGCCTGCTGCCTGTGACCCTGAAGAACAGAATTGATTCTTGC... \n", "10 AGCATTCATACTTTGGGGTTAAAGGAGATTCCTCAGACTCATCCAG... \n", "11 AACTTTGAATCCTTGTATCTTTATTTGGTATTCATACTACTAGTAG... \n", "12 GCGGTTCCTGTCATGTGTTCATGTCAGAATATTTTTGGTTTTAAAC... \n", "13 CACAACTGGCAAGGCTTAATCAAAAGACTGGAAAACTGCAGTCTGT... \n", "14 TTTATTTATATCATTCCAGTATCAATGCTACACAGTGTTGTCCCGA... \n", "15 ACTTCCGTTGCTGCCATCGTAAACTGACACAGTGTTTATAACGTGT... \n", "16 GACTAGGGGATGGGGGACAGTTGACATTTCTGGTCCTACAGGCCCT... \n", "17 GCCCGCCTACTCGGGCCCAGGCAGTGTGCCTGGTGCACTGGATTAC... \n", "18 TAAACAGAACAAATTACTTGAGTAATAGGAAATTAGGAGGATCTAG... \n", "19 ACCGCCACGCGCTGTCAAGCAACACTCTGCGGACCTGCCGGCGTAG... \n", "20 GAGCAGAGTGAGGAAGACCCCCAAGCATAGACTCGGGTACTGTGAT... \n", "21 TTGGCCTGGGGTCCCAGGGCCCTTCCTTGTTTCTCAGAGGCCCCTC... \n", "22 TTATTTCATATGTTTCCTCAACTGTACAATGAACTATTCTCATGAA... \n", "23 AAAGTTCTAATGAAATGTAAATTGTTTCAGCAAAATTCTGCTTTTT... \n", "24 TACATATGCACAAAATCTGCTGGATAAGTTTTAAGAGGGATATATT... \n", "25 TACAGTTTTCACATTCTTGATTGTTTCTCTTTGTGATAGTCACAAC... \n", "26 ACTTCTATGGAGTCTCCAACCTTCAGGAATTCCGTTACGGCCTAGA... \n", "27 TTTTTTTTTTTCTTGGCAGAGTAATGTAAAATTTAAATGGGGAAAG... \n", "28 GGGAGGGGAGGTGGCCGTCGAGTTGACCTTCTGAACATGAGTGTCA... \n", "29 CCTAGCAGGGTCCCCGAGCAGCAGGTTGTGTGGATGAAGGGACAGG... \n", "... ... \n", "22340 GTTGTGTGCTACAAATGACACTTACTGAGGACTGCATTTTGGAATC... \n", "22341 TGAGAATAACGTGCAAAAATAAAAATCAGAATATTTTCCTGTTATT... \n", "22342 AATTAAGTTTACCCTATGGATTTTGTTTCATCTTTTGTTTCGTGTA... \n", "22343 AATCCTGTGCCCCATTTTCTATTTGGAGTTCTTTGTACATTAAGCC... \n", "22344 AATACCAGCATTCTATATGTAGAACTAAAGTGTTTAAAACTAGAAA... \n", "22345 GTTTAAATTGTATATATTGTTCTGAGGCGCCTGGCCTGTCCCTTCA... \n", "22346 CATAAATGGGCTCACACTGTATTTAAAGTTCTGCAGCTTGCTTTTT... \n", "22347 AGTTTGGAAACATACTTCATCTGAGTACAAACCTTGTTGCTTCAAT... \n", "22348 CCTTGGGAGGGGAAGGGGCAGTGGTGGCTGGGGGGATGGAATTGAG... \n", "22349 CTCTCATGTCTAAAAAGGCACAGAATTTTGCAGATCTGAGGAAGAG... \n", "22350 GTTCAAACGTGTGTTCTCTGTTCTCTAAGATGGGTGAAAGTCGATG... \n", "22351 GCTTCACCCCCTCCTCCTCAGCCCTCCCCCACCCATTAAATTGTGA... \n", "22352 GGACCAAAAAATGCACTTGTTTCTTGCTCATATATATATAGATGTA... \n", "22353 GTTTTAATAGGTGTTAGTGAGTTTTAGCTTGACAATCTGATCCCTC... \n", "22354 CTCATGGTATATATATTTTAAGTGCAATGGAATTTTTAAATTTAAA... \n", "22355 TATACTCTTTAGCATCTGTCTTCTGTCATTCACATTATGTATGTGA... \n", "22356 TTTGAGTGCTGTATCTAAGAAATCCTTGCCTAACCAAAGATTACAA... \n", "22357 TCATAGGTGTAAACATAAAGCATATAAATTATGACAATCCTTTTAG... \n", "22358 TGAATGTAGAGATGAAAAATACAGAATGTAATGGCTTCTCTTTTCT... \n", "22359 TAAGGGCAAAATACAGTACCTACCTCCTAGCTATTATAAAGGGGAA... \n", "22360 TATGTTCCTCAGTATACATGATTACCCTTCCACAGAATGATCTGCT... \n", "22361 ATCTGTGTAGTGTGGAGGGAAAAAGCTAGGAAAGAAATACACCAAA... \n", "22362 AAATTTGGAATATCTACTAAAATTGTGTGTTATGTGGCTGTAAATG... \n", "22363 GTTAACTGTTTTAAGTCACTAAGTTTTGGGCAGCATGATAACAACC... \n", "22364 GTTATATGCGTCTATGTTCATTCCTTTTTATTGCTAAGTGTTATTT... \n", "22365 GAGCCGGAGCCGGAGCCGGAGCCGCAGGAGCCGCCGCAGCCGGAGC... \n", "22366 TGCAAAAAGAGCACAGCCCTGGACTATGAGTTTGGAGATCTAAATT... \n", "22367 TTCTGTTAGTGTTGGCATAAGCTTGCCTTTTTGTTTAAACAATGGA... \n", "22368 AACTGACAAGTTGTGTGACCCTGAGCAAGTCAGTTAACCTATCTGA... \n", "22369 GTACTCATATAGCATATTTCAAAAATGTTGTCATTCATTAAGGCCT... \n", "\n", " wide_seq_ext pas_pos \\\n", "0 GAGTTTTAATAATTGTAACTTTTTAAATGTCTATAGCACTGAAGTT... 229653571 \n", "1 TGTGTTCTTTATAAAGTGTGATTTTCAGAAAGCAAACAACACAATT... 229652351 \n", "2 CGAACTTGTATACTTATTTTCTGTTCAGATTAAAAAAAAAAAAAAA... 94984196 \n", "3 GCAGTGGGAAATGGTAGTTTAATCCGAAGAATAAACCAAAGAATAA... 94984889 \n", "4 TTCAGCAGCTGCTGGTGTGCCCGGGACAAACCCTGTCCTTAATAAC... 179076768 \n", "5 GGTACTAATGGTGATTATGCTCCAATTTACCTAATGAATTTGGTGG... 179076299 \n", "6 GTTCTTAATTGTTATTGTAATATATTTTCAGTTGTTTTTCTAATTT... 179068493 \n", "7 CAAGAACTTTCTTGAAAATCTTATTTAATTCTGAGCCCATATTTCA... 76229155 \n", "8 CTGGCGTCGCGGGTGCTGGGCGGGAGGGGCTCTGGCCTGGGTCCTC... 1228274 \n", "9 TGGGGAGGCTCCCTGAGGGCACAGTGGGCGCTGGACCCGGCCCCCC... 1227789 \n", "10 TGATGGTTTGTGAACTCTTGCTGGGAATCAAAATTTCCTTGAGACT... 226334019 \n", "11 TATCAAGATACGTAGAACACCTCAGAGATTTTTCTTCAGGAACTTC... 226333494 \n", "12 CCTAAAAATATCATTGTTCTTGGGAGCAGTGTATGTTACTTTACAT... 226332399 \n", "13 CCAGAGGAGGTGACAGGCTGCAAAACAGTTTCTTTGGTGCTGCAGC... 180257391 \n", "14 GTATCACAGTGTTAACCTGTACTCTCTCCTGCAAACCTACACACCA... 6324354 \n", "15 TGGGGGGGCGGCTGAGCTCCAGCCACCCCGCAGTCACTTTCTTTGT... 229567020 \n", "16 AGTAGGTTTTAACTGGGGTAGCACTCCTGCTAGGAGTCCCAATTAT... 18153534 \n", "17 CTGCGTCGGGAGCTGCCCCCGGATCAGGCCCAGTACTGCATCAAGA... 236925956 \n", "18 TTCTGAGTTTTTAGCAAAATGTAATGAAATATCAGGTTGATTTCTT... 236926307 \n", "19 CTACCATGACTGAAGGCGCCAGAGACTGGCGGTGTCTTAAGACTCC... 155035225 \n", "20 CACATTGAAGGGACTTCGTTGGTTTTTTGGAGTCTTGGTTGTGACT... 154554567 \n", "21 GGGCAGGGAGGCGCCGTGGACTCAGCCAGGCTGGGGGAGCCGGACA... 32192737 \n", "22 AAGGCAAAGATTGAAAACATGCTTAACCACTAGCAATCAAGCCACA... 82457511 \n", "23 CTCTTCCATATTCCTTCTGCCTATATTTAGTAATTAATTTATTTTA... 82458083 \n", "24 GCCTGTTTGTTCTTTATGCTGAAAGGAATATATGTCTTCCAATTGC... 82458403 \n", "25 TGTATTTATTAACCCAGTTTCTTTGGGTCTGCCTAGACTTCACCTG... 82459593 \n", "26 CCAGTCTCATCAGATTTTCCATGTCCTGGTGGTGGCAGCAGCCTTT... 202910652 \n", "27 CCGGCTAATCATGGAAGTGTGTCCAGGCTTCAAGTAACTTGAGTTT... 202909995 \n", "28 GTGTGGGAGGGCGAGGCGGGGGATCCTGGAGCCCCTGTGTCGGGGG... 203136512 \n", "29 TAGCATCATTTCTCCCTGTTGGGTTTTAGCCAGTTTGCCAGCAAGC... 36559508 \n", "... ... ... \n", "22340 GCTCATGTTGTATTTTGATTATTCTGTCTGTGCGGCTTCATCTTGG... 24230364 \n", "22341 ATAAAAAGAAAATCATATAGGGATGTGTGACATTATTGTAATTGTG... 24232603 \n", "22342 AATAAATCATAACCATTTTGCCACATTCTGTAACTGTTTAGCTAAG... 24234179 \n", "22343 TATGTATATAATAGCACTTTAAGTTGTCGCTCTGATAAACTGCCTA... 24235904 \n", "22344 AGTATGCATTATCTCATGCATTGTGTTGACCTTGGTGAAAATCTTT... 136659831 \n", "22345 GTTTCCCAGGCTCCTTTTTGTGTTTTTATAACTGTCACCAGTTAGC... 70459493 \n", "22346 TAGCATGAAGTGTGCAATACATACTACTATATTGTCTTTATATAAT... 47274001 \n", "22347 ATTTTCTGACAAGAAAACAATTATCACCAAGAGTGCTCGTGACTGT... 47836945 \n", "22348 TTCATAAGTTATCTCTGGAAAGAGACATGAGAACCTGGTAACCCTG... 47834270 \n", "22349 TTGAAAGAAATCTTGCAAGAGCCATTATTGACTTAGATCCAAAACA... 152141997 \n", "22350 TGCCACTTGGCTGCTTCCTGGCCAAGTCGCACCTGACTGCATGAAC... 152617885 \n", "22351 TTCTGGCACTCACTATAATCAGCCTTGCACTAGAGCTGTTTGTGGA... 152618362 \n", "22352 GCCATTAATGTAATTCCTCTGGATAAAGATAATATATTCAAAAAAT... 129336743 \n", "22353 TAAAACTATTTATGCAGTCAGTACTAAGCTTACTTGTTATAAGCAG... 129335349 \n", "22354 ACATAGAAAAGATTTCCATGAAAAACTTTTTTCTTTTCCCTTGGGA... 47306101 \n", "22355 TTTTGTATTTTATATAAATTGAGTCAATTATATATCATATAATTGA... 47305154 \n", "22356 CTTATTTTGATGAAGTCCGTTCTTTCCATTTGTTCATTTCTGGGTT... 47304199 \n", "22357 TCTTCTTTTTTTAATTACAATGAAAAATTTTGTGTTCCAAGGCAAC... 134495399 \n", "22358 GGCTCAAATTGATATCCCAGTAGCAATAAACATATAATATAGGAGG... 134497046 \n", "22359 GGATAATTATACTTCTATGTCTAATTGTACTTCTGAGCATTTCAAA... 134497629 \n", "22360 CTCACATTGAATAGAAATAGTGACAACTTCTCAACTGTAGAATAGA... 47917631 \n", "22361 TAGGTGAGTGTGTGTGTATAGATAAACACATGGAACAAAAAGTTAG... 46357184 \n", "22362 AATCAGTTCCTTGAGAATAAATTTTTTATCTTTCTTAACTTCAGAA... 84528343 \n", "22363 GCCATCCATCCCAGCCATCCCAAACAACTACCAGAATAATGGATTA... 47781589 \n", "22364 TTGTTTGGCTCCTTCCATCCAGCATAATAAGTTTGAGATTCATTCA... 47784996 \n", "22365 GGAAGAAATAGGGACCGCAGCAGGGACCGCAGCCGGGGCCGGGGCA... 15841360 \n", "22366 TTGAGGATATTCTGGACTAAATATTTAAGTGCAGTCATTTCTTTTT... 57934228 \n", "22367 GACATGGCATGTAATTACAGACAGAAGTGTGACTGTAAACATATTA... 57931885 \n", "22368 ACAGCCCTGGACTACAAGTTTGGAGATTTAAATTCTGATCTTGAGT... 57621181 \n", "22369 TTGATTGTCTACCCAATCAACAGTTTTCCCTCTTTGCTCTGGAAAT... 57623885 \n", "\n", " ... PCF11 RBBP6 RPRD1A RPRD1B SCAF8 SF3A1 SRSF3 \\\n", "0 ... 3.0 14.0 17.0 30.0 39.0 1.0 4.0 \n", "1 ... 140.0 385.0 304.0 563.0 865.0 16.0 67.0 \n", "2 ... 180.0 508.0 342.0 655.0 971.0 23.0 109.0 \n", "3 ... 3.0 18.0 16.0 31.0 23.0 3.0 0.0 \n", "4 ... 6.0 12.0 8.0 24.0 34.0 2.0 9.0 \n", "5 ... 0.0 4.0 1.0 3.0 9.0 1.0 0.0 \n", "6 ... 83.0 124.0 132.0 254.0 364.0 13.0 61.0 \n", "7 ... 405.0 1137.0 707.0 1187.0 1779.0 42.0 184.0 \n", "8 ... 28.0 108.0 57.0 112.0 172.0 8.0 27.0 \n", "9 ... 49.0 99.0 73.0 160.0 187.0 12.0 44.0 \n", "10 ... 12.0 48.0 24.0 56.0 75.0 5.0 25.0 \n", "11 ... 14.0 50.0 28.0 55.0 84.0 3.0 19.0 \n", "12 ... 119.0 333.0 241.0 579.0 862.0 39.0 105.0 \n", "13 ... 253.0 619.0 698.0 1173.0 2039.0 65.0 256.0 \n", "14 ... 635.0 1524.0 1207.0 2112.0 3292.0 110.0 542.0 \n", "15 ... 26.0 35.0 10.0 24.0 38.0 10.0 8.0 \n", "16 ... 3.0 2.0 9.0 6.0 11.0 1.0 0.0 \n", "17 ... 1.0 10.0 7.0 19.0 22.0 0.0 8.0 \n", "18 ... 1.0 14.0 10.0 17.0 28.0 0.0 11.0 \n", "19 ... 120.0 346.0 311.0 457.0 811.0 15.0 43.0 \n", "20 ... 488.0 1307.0 919.0 1672.0 2662.0 88.0 310.0 \n", "21 ... 14.0 33.0 24.0 54.0 71.0 1.0 0.0 \n", "22 ... 12.0 70.0 42.0 98.0 135.0 6.0 33.0 \n", "23 ... 90.0 166.0 132.0 317.0 394.0 17.0 47.0 \n", "24 ... 1.0 7.0 4.0 7.0 7.0 0.0 2.0 \n", "25 ... 2.0 11.0 4.0 23.0 33.0 0.0 2.0 \n", "26 ... 6.0 18.0 22.0 65.0 69.0 1.0 13.0 \n", "27 ... 575.0 1550.0 1115.0 2724.0 3575.0 159.0 633.0 \n", "28 ... 5.0 8.0 9.0 6.0 11.0 1.0 0.0 \n", "29 ... 439.0 1126.0 836.0 1981.0 2681.0 103.0 475.0 \n", "... ... ... ... ... ... ... ... ... \n", "22340 ... 4.0 18.0 11.0 27.0 29.0 1.0 5.0 \n", "22341 ... 93.0 261.0 161.0 346.0 520.0 28.0 78.0 \n", "22342 ... 54.0 99.0 72.0 130.0 226.0 9.0 12.0 \n", "22343 ... 6.0 16.0 10.0 15.0 18.0 1.0 3.0 \n", "22344 ... 4.0 3.0 3.0 6.0 8.0 1.0 1.0 \n", "22345 ... 116.0 337.0 252.0 475.0 696.0 20.0 138.0 \n", "22346 ... 1.0 1.0 3.0 5.0 9.0 0.0 2.0 \n", "22347 ... 3.0 8.0 8.0 25.0 32.0 0.0 8.0 \n", "22348 ... 20.0 40.0 42.0 87.0 96.0 7.0 14.0 \n", "22349 ... 10.0 27.0 16.0 56.0 63.0 4.0 5.0 \n", "22350 ... 3.0 3.0 5.0 17.0 26.0 1.0 3.0 \n", "22351 ... 55.0 164.0 90.0 240.0 268.0 10.0 31.0 \n", "22352 ... 44.0 69.0 72.0 82.0 155.0 14.0 18.0 \n", "22353 ... 5.0 19.0 11.0 10.0 21.0 0.0 1.0 \n", "22354 ... 6.0 19.0 9.0 22.0 26.0 0.0 1.0 \n", "22355 ... 1.0 0.0 4.0 12.0 5.0 0.0 0.0 \n", "22356 ... 13.0 20.0 19.0 29.0 46.0 0.0 4.0 \n", "22357 ... 3.0 4.0 3.0 8.0 17.0 2.0 5.0 \n", "22358 ... 10.0 24.0 26.0 48.0 51.0 4.0 8.0 \n", "22359 ... 2.0 6.0 2.0 10.0 10.0 0.0 0.0 \n", "22360 ... 3.0 7.0 3.0 7.0 22.0 2.0 4.0 \n", "22361 ... 9.0 34.0 12.0 46.0 58.0 1.0 7.0 \n", "22362 ... 52.0 157.0 142.0 439.0 491.0 11.0 68.0 \n", "22363 ... 1.0 9.0 5.0 14.0 12.0 1.0 4.0 \n", "22364 ... 16.0 45.0 31.0 78.0 83.0 4.0 11.0 \n", "22365 ... 52.0 142.0 105.0 210.0 329.0 26.0 78.0 \n", "22366 ... 4.0 13.0 9.0 17.0 13.0 0.0 0.0 \n", "22367 ... 13.0 15.0 12.0 32.0 45.0 0.0 1.0 \n", "22368 ... 1.0 4.0 7.0 9.0 10.0 1.0 2.0 \n", "22369 ... 28.0 75.0 67.0 132.0 211.0 10.0 13.0 \n", "\n", " SYMPK THOC5 total_count \n", "0 5.0 17.0 576.0 \n", "1 52.0 125.0 8657.0 \n", "2 67.0 133.0 11240.0 \n", "3 1.0 4.0 329.0 \n", "4 2.0 16.0 485.0 \n", "5 2.0 1.0 82.0 \n", "6 29.0 76.0 3961.0 \n", "7 146.0 330.0 20840.0 \n", "8 15.0 42.0 2090.0 \n", "9 22.0 40.0 2661.0 \n", "10 5.0 40.0 1490.0 \n", "11 10.0 23.0 1392.0 \n", "12 63.0 114.0 8577.0 \n", "13 83.0 267.0 20294.0 \n", "14 325.0 583.0 37630.0 \n", "15 14.0 7.0 731.0 \n", "16 1.0 2.0 169.0 \n", "17 2.0 7.0 380.0 \n", "18 4.0 11.0 390.0 \n", "19 66.0 110.0 8455.0 \n", "20 257.0 442.0 30159.0 \n", "21 9.0 6.0 725.0 \n", "22 12.0 24.0 2003.0 \n", "23 30.0 69.0 4259.0 \n", "24 5.0 1.0 117.0 \n", "25 3.0 5.0 262.0 \n", "26 7.0 12.0 989.0 \n", "27 328.0 784.0 40043.0 \n", "28 5.0 0.0 136.0 \n", "29 209.0 527.0 30706.0 \n", "... ... ... ... \n", "22340 5.0 13.0 402.0 \n", "22341 61.0 112.0 5657.0 \n", "22342 18.0 21.0 2096.0 \n", "22343 4.0 4.0 344.0 \n", "22344 1.0 1.0 121.0 \n", "22345 65.0 120.0 8211.0 \n", "22346 0.0 1.0 86.0 \n", "22347 5.0 5.0 380.0 \n", "22348 14.0 38.0 1251.0 \n", "22349 7.0 18.0 576.0 \n", "22350 4.0 3.0 291.0 \n", "22351 13.0 66.0 3151.0 \n", "22352 15.0 49.0 2016.0 \n", "22353 3.0 3.0 290.0 \n", "22354 3.0 15.0 331.0 \n", "22355 0.0 1.0 68.0 \n", "22356 0.0 10.0 499.0 \n", "22357 1.0 4.0 192.0 \n", "22358 5.0 4.0 571.0 \n", "22359 3.0 7.0 171.0 \n", "22360 3.0 3.0 241.0 \n", "22361 4.0 17.0 654.0 \n", "22362 33.0 92.0 4818.0 \n", "22363 1.0 6.0 168.0 \n", "22364 7.0 16.0 1011.0 \n", "22365 20.0 65.0 3824.0 \n", "22366 0.0 7.0 325.0 \n", "22367 9.0 12.0 495.0 \n", "22368 3.0 7.0 242.0 \n", "22369 18.0 38.0 2088.0 \n", "\n", "[22370 rows x 46 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "df\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "\n", "#Make Valid PAS lookup hierarchy\n", "\n", "cano_pas1 = 'AATAAA'\n", "cano_pas2 = 'ATTAAA'\n", "\n", "valid_pas = []\n", "\n", "valid_pas.append({})\n", "valid_pas[0]['AATAAA'] = True\n", "\n", "valid_pas.append({})\n", "valid_pas[1]['ATTAAA'] = True\n", "\n", "valid_pas.append({})\n", "valid_pas[2]['AGTAAA'] = True\n", "valid_pas[2]['TATAAA'] = True\n", "valid_pas[2]['CATAAA'] = True\n", "valid_pas[2]['GATAAA'] = True\n", "\n", "valid_pas.append({})\n", "for pos in range(0, 6) :\n", " for base in ['A', 'C', 'G', 'T'] :\n", " valid_pas[3][cano_pas1[:pos] + base + cano_pas1[pos+1:]] = True\n", "\n", "valid_pas.append({})\n", "for pos1 in range(0, 6) :\n", " for pos2 in range(pos1 + 1, 6) :\n", " for base1 in ['A', 'C', 'G', 'T'] :\n", " for base2 in ['A', 'C', 'G', 'T'] :\n", " valid_pas[4][cano_pas1[:pos1] + base1 + cano_pas1[pos1+1:pos2] + base2 + cano_pas1[pos2+1:]] = True\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " gene gene_id sitenum num_sites pas \\\n", "0 ABCB10 ABCB10.6 2 7 0 \n", "1 ABCB10 ABCB10.3 5 7 0 \n", "2 ABCD3 ABCD3.14 14 15 0 \n", "3 ABCD3 ABCD3.15 15 15 0 \n", "4 ABL2 ABL2.17 8 24 3 \n", "\n", " seq \\\n", "0 GTTAAAGATTGAAGCTATTGTCAAATGACAACTTTAAAAAGGCAAT... \n", "1 TCTGATACATGATGTTCAATTTTATCTTTAGGTAATATTTTATATC... \n", "2 GCCTTGACTTGAAAACATAGATAGTTTAATCTTGACTTGAAAAACA... \n", "3 ATGAGAAAATAAGTATGAAACAGCAATGGTAGTTTGTTTTGCATTA... \n", "4 CTGAGGGGAGAGGGAAAAGGACTTGTTTTCCTGTGTTCTTGTTTTC... \n", "\n", " seq_ext \\\n", "0 TGGAATATTTTAATTAATATAGCATGGCACCTCATTTTCTTTTGCC... \n", "1 TGTGCCATAGAAGTATTTACGAAATTGCATTTCATTGTTATGTTTT... \n", "2 TGTTCTTTTTATTCTGGTATCTAAATACTGAGAAGTTCATTTATAA... \n", "3 TGCCAAGACATATCACCGTGTTCTCATAATAAGTTTTTACTTTTTA... \n", "4 TGTGGTGCAGAGGTAGCCACTGTTAGCCTGGTGGGAAAATGCACAC... \n", "\n", " wide_seq \\\n", "0 TCAGGTTTTGTATTTTCTTTTCTTGTGGAATATTTTAATTAATATA... \n", "1 GGTTGAATCTGAGGAAAATAATCCTTGTGCCATAGAAGTATTTACG... \n", "2 TCAGATATCCTATACAACCTTTGCTTGTTCTTTTTATTCTGGTATC... \n", "3 TTTCATCCATGAGCACCACGCTGCATGCCAAGACATATCACCGTGT... \n", "4 TGTCATGTGTACAGGAAATCAGTGATGTGGTGCAGAGGTAGCCACT... \n", "\n", " wide_seq_ext pas_pos \\\n", "0 GAGTTTTAATAATTGTAACTTTTTAAATGTCTATAGCACTGAAGTT... 229653571 \n", "1 TGTGTTCTTTATAAAGTGTGATTTTCAGAAAGCAAACAACACAATT... 229652351 \n", "2 CGAACTTGTATACTTATTTTCTGTTCAGATTAAAAAAAAAAAAAAA... 94984196 \n", "3 GCAGTGGGAAATGGTAGTTTAATCCGAAGAATAAACCAAAGAATAA... 94984889 \n", "4 TTCAGCAGCTGCTGGTGTGCCCGGGACAAACCCTGTCCTTAATAAC... 179076768 \n", "\n", " ... THOC5 total_count sitenum_pas_4 sitenum_pas_3 \\\n", "0 ... 17.0 576.0 1 1 \n", "1 ... 125.0 8657.0 2 2 \n", "2 ... 133.0 11240.0 1 1 \n", "3 ... 4.0 329.0 2 2 \n", "4 ... 16.0 485.0 1 1 \n", "\n", " sitenum_pas_2 sitenum_pas_1 num_sites_pas_4 num_sites_pas_3 \\\n", "0 1 1 2 2 \n", "1 2 2 2 2 \n", "2 1 1 2 2 \n", "3 2 2 2 2 \n", "4 -1 -1 3 3 \n", "\n", " num_sites_pas_2 num_sites_pas_1 \n", "0 2 2 \n", "1 2 2 \n", "2 2 2 \n", "3 2 2 \n", "4 2 1 \n", "\n", "[5 rows x 54 columns]\n", " gene gene_id sitenum num_sites pas \\\n", "22365 ZRSR2 ZRSR2.3 3 4 0 \n", "22366 ZXDA ZXDA.13 1 13 2 \n", "22367 ZXDA ZXDA.5 9 13 0 \n", "22368 ZXDB ZXDB.2 2 6 3 \n", "22369 ZXDB ZXDB.5 5 6 0 \n", "\n", " seq \\\n", "22365 CAGGAGGAGGTCGGGTAATAGAGACAGAACTGTTCAGAGTCCCAAA... \n", "22366 TGTGACCCTCAGCAAGTCACTTAACCTATCTGAGCCTTAATTTCCT... \n", "22367 TTGTTTATCTTCAGTCCTTGATTTATTAACATTTTGCCAATTGAAA... \n", "22368 TGGTTTGAATAGATTGCTTTTAAGGTCTTTCTGCTCTGTGATTCCT... \n", "22369 GCAGATGAGTATGTCAAGGATTGAGATGAACACATAAGTCTTGGAA... \n", "\n", " seq_ext \\\n", "22365 AGGAGCCGCCGCAGCCGGAGCCAAAGTTCCTCTAGGTCCCGAAGTC... \n", "22366 ATGAGTTTGGAGATCTAAATTCTGATCTTGAGTCTGGAACTGACAA... \n", "22367 CCTTTTTGTTTAAACAATGGAACATGATTTAATTTTATCTCATTTG... \n", "22368 CAAGTCAGTTAACCTATCTGAGCCTTAATTTCCTTATTTATAAATT... \n", "22369 TGTTGTCATTCATTAAGGCCTCTTAAATAGACCACTATTTTTTGTG... \n", "\n", " wide_seq \\\n", "22365 GAGCCGGAGCCGGAGCCGGAGCCGCAGGAGCCGCCGCAGCCGGAGC... \n", "22366 TGCAAAAAGAGCACAGCCCTGGACTATGAGTTTGGAGATCTAAATT... \n", "22367 TTCTGTTAGTGTTGGCATAAGCTTGCCTTTTTGTTTAAACAATGGA... \n", "22368 AACTGACAAGTTGTGTGACCCTGAGCAAGTCAGTTAACCTATCTGA... \n", "22369 GTACTCATATAGCATATTTCAAAAATGTTGTCATTCATTAAGGCCT... \n", "\n", " wide_seq_ext pas_pos \\\n", "22365 GGAAGAAATAGGGACCGCAGCAGGGACCGCAGCCGGGGCCGGGGCA... 15841360 \n", "22366 TTGAGGATATTCTGGACTAAATATTTAAGTGCAGTCATTTCTTTTT... 57934228 \n", "22367 GACATGGCATGTAATTACAGACAGAAGTGTGACTGTAAACATATTA... 57931885 \n", "22368 ACAGCCCTGGACTACAAGTTTGGAGATTTAAATTCTGATCTTGAGT... 57621181 \n", "22369 TTGATTGTCTACCCAATCAACAGTTTTCCCTCTTTGCTCTGGAAAT... 57623885 \n", "\n", " ... THOC5 total_count sitenum_pas_4 sitenum_pas_3 \\\n", "22365 ... 65.0 3824.0 1 1 \n", "22366 ... 7.0 325.0 1 1 \n", "22367 ... 12.0 495.0 2 2 \n", "22368 ... 7.0 242.0 1 1 \n", "22369 ... 38.0 2088.0 2 2 \n", "\n", " sitenum_pas_2 sitenum_pas_1 num_sites_pas_4 num_sites_pas_3 \\\n", "22365 1 1 1 1 \n", "22366 1 -1 2 2 \n", "22367 2 1 2 2 \n", "22368 -1 -1 2 2 \n", "22369 1 1 2 2 \n", "\n", " num_sites_pas_2 num_sites_pas_1 \n", "22365 1 1 \n", "22366 2 1 \n", "22367 2 1 \n", "22368 1 1 \n", "22369 1 1 \n", "\n", "[5 rows x 54 columns]\n", "Total number of members: 22370\n" ] } ], "source": [ "#Global dataframe generation\n", "\n", "gene_dict_pas_4 = {}\n", "gene_dict_pas_3 = {}\n", "gene_dict_pas_2 = {}\n", "gene_dict_pas_1 = {}\n", "\n", "for index, row in df.iterrows() :\n", " gene = row['gene']\n", " found_pas = row['pas']\n", " \n", " if gene not in gene_dict_pas_4 :\n", " gene_dict_pas_4[gene] = 0\n", " \n", " if gene not in gene_dict_pas_3 :\n", " gene_dict_pas_3[gene] = 0\n", " \n", " if gene not in gene_dict_pas_2 :\n", " gene_dict_pas_2[gene] = 0\n", " \n", " if gene not in gene_dict_pas_1 :\n", " gene_dict_pas_1[gene] = 0\n", " \n", " if found_pas != -1 and found_pas <= 4 :\n", " gene_dict_pas_4[gene] += 1\n", " if found_pas != -1 and found_pas <= 3 :\n", " gene_dict_pas_3[gene] += 1\n", " if found_pas != -1 and found_pas <= 2 :\n", " gene_dict_pas_2[gene] += 1\n", " if found_pas != -1 and found_pas <= 1 :\n", " gene_dict_pas_1[gene] += 1\n", "\n", "prox_sitenum_pas_4 = []\n", "prox_sitenum_pas_3 = []\n", "prox_sitenum_pas_2 = []\n", "prox_sitenum_pas_1 = []\n", "num_sites_pas_4 = []\n", "num_sites_pas_3 = []\n", "num_sites_pas_2 = []\n", "num_sites_pas_1 = []\n", "\n", "gene_next_dict_pas_4 = {}\n", "gene_next_dict_pas_3 = {}\n", "gene_next_dict_pas_2 = {}\n", "gene_next_dict_pas_1 = {}\n", "\n", "for index, row in df.iterrows() :\n", " \n", " gene = row['gene']\n", " \n", " if gene not in gene_next_dict_pas_4 :\n", " gene_next_dict_pas_4[gene] = -1\n", " \n", " if gene not in gene_next_dict_pas_3 :\n", " gene_next_dict_pas_3[gene] = -1\n", " \n", " if gene not in gene_next_dict_pas_2 :\n", " gene_next_dict_pas_2[gene] = -1\n", " \n", " if gene not in gene_next_dict_pas_1 :\n", " gene_next_dict_pas_1[gene] = -1\n", " \n", " found_pas = row['pas']\n", " \n", " if found_pas != -1 and found_pas <= 4 :\n", " gene_next_dict_pas_4[gene] += 1\n", " if found_pas != -1 and found_pas <= 3 :\n", " gene_next_dict_pas_3[gene] += 1\n", " if found_pas != -1 and found_pas <= 2 :\n", " gene_next_dict_pas_2[gene] += 1\n", " if found_pas != -1 and found_pas <= 1 :\n", " gene_next_dict_pas_1[gene] += 1\n", " \n", " sitenum_pas_4 = -1\n", " if found_pas != -1 and found_pas <= 4 :\n", " sitenum_pas_4 = gene_next_dict_pas_4[gene]\n", " \n", " sitenum_pas_3 = -1\n", " if found_pas != -1 and found_pas <= 3 :\n", " sitenum_pas_3 = gene_next_dict_pas_3[gene]\n", " \n", " sitenum_pas_2 = -1\n", " if found_pas != -1 and found_pas <= 2 :\n", " sitenum_pas_2 = gene_next_dict_pas_2[gene]\n", " \n", " sitenum_pas_1 = -1\n", " if found_pas != -1 and found_pas <= 1 :\n", " sitenum_pas_1 = gene_next_dict_pas_1[gene]\n", " \n", " prox_sitenum_pas_4.append(sitenum_pas_4 + (1 if sitenum_pas_4 != -1 else 0))\n", " prox_sitenum_pas_3.append(sitenum_pas_3 + (1 if sitenum_pas_3 != -1 else 0))\n", " prox_sitenum_pas_2.append(sitenum_pas_2 + (1 if sitenum_pas_2 != -1 else 0))\n", " prox_sitenum_pas_1.append(sitenum_pas_1 + (1 if sitenum_pas_1 != -1 else 0))\n", " \n", " num_sites_pas_4.append(gene_dict_pas_4[gene])\n", " num_sites_pas_3.append(gene_dict_pas_3[gene])\n", " num_sites_pas_2.append(gene_dict_pas_2[gene])\n", " num_sites_pas_1.append(gene_dict_pas_1[gene])\n", " \n", "df['sitenum_pas_4'] = prox_sitenum_pas_4\n", "df['sitenum_pas_3'] = prox_sitenum_pas_3\n", "df['sitenum_pas_2'] = prox_sitenum_pas_2\n", "df['sitenum_pas_1'] = prox_sitenum_pas_1\n", "\n", "df['num_sites_pas_4'] = num_sites_pas_4\n", "df['num_sites_pas_3'] = num_sites_pas_3\n", "df['num_sites_pas_2'] = num_sites_pas_2\n", "df['num_sites_pas_1'] = num_sites_pas_1\n", "'''\n", "df = df[['gene',\n", " 'gene_id',\n", " 'sitenum',\n", " 'num_sites',\n", " 'sitenum_pas_4',\n", " 'num_sites_pas_4',\n", " 'sitenum_pas_3',\n", " 'num_sites_pas_3',\n", " 'sitenum_pas_2',\n", " 'num_sites_pas_2',\n", " 'sitenum_pas_1',\n", " 'num_sites_pas_1',\n", " 'pas',\n", " 'seq',\n", " 'pas_pos',\n", " 'cut_mode',\n", " 'chrom',\n", " 'strand']]\n", "'''\n", "df = df.sort_values(by=['chrom', 'gene', 'sitenum']).copy().reset_index(drop=True)\n", "\n", "print(df.head())\n", "print(df.tail())\n", "\n", "print('Total number of members: ' + str(len(df)))\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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genegene_idsitenumnum_sitespasseqseq_extwide_seqwide_seq_extpas_pos...THOC5total_countsitenum_pas_4sitenum_pas_3sitenum_pas_2sitenum_pas_1num_sites_pas_4num_sites_pas_3num_sites_pas_2num_sites_pas_1
0ABCB10ABCB10.6270GTTAAAGATTGAAGCTATTGTCAAATGACAACTTTAAAAAGGCAAT...TGGAATATTTTAATTAATATAGCATGGCACCTCATTTTCTTTTGCC...TCAGGTTTTGTATTTTCTTTTCTTGTGGAATATTTTAATTAATATA...GAGTTTTAATAATTGTAACTTTTTAAATGTCTATAGCACTGAAGTT...229653571...17.0576.011112222
1ABCB10ABCB10.3570TCTGATACATGATGTTCAATTTTATCTTTAGGTAATATTTTATATC...TGTGCCATAGAAGTATTTACGAAATTGCATTTCATTGTTATGTTTT...GGTTGAATCTGAGGAAAATAATCCTTGTGCCATAGAAGTATTTACG...TGTGTTCTTTATAAAGTGTGATTTTCAGAAAGCAAACAACACAATT...229652351...125.08657.022222222
2ABCD3ABCD3.1414150GCCTTGACTTGAAAACATAGATAGTTTAATCTTGACTTGAAAAACA...TGTTCTTTTTATTCTGGTATCTAAATACTGAGAAGTTCATTTATAA...TCAGATATCCTATACAACCTTTGCTTGTTCTTTTTATTCTGGTATC...CGAACTTGTATACTTATTTTCTGTTCAGATTAAAAAAAAAAAAAAA...94984196...133.011240.011112222
3ABCD3ABCD3.1515150ATGAGAAAATAAGTATGAAACAGCAATGGTAGTTTGTTTTGCATTA...TGCCAAGACATATCACCGTGTTCTCATAATAAGTTTTTACTTTTTA...TTTCATCCATGAGCACCACGCTGCATGCCAAGACATATCACCGTGT...GCAGTGGGAAATGGTAGTTTAATCCGAAGAATAAACCAAAGAATAA...94984889...4.0329.022222222
4ABL2ABL2.178243CTGAGGGGAGAGGGAAAAGGACTTGTTTTCCTGTGTTCTTGTTTTC...TGTGGTGCAGAGGTAGCCACTGTTAGCCTGGTGGGAAAATGCACAC...TGTCATGTGTACAGGAAATCAGTGATGTGGTGCAGAGGTAGCCACT...TTCAGCAGCTGCTGGTGTGCCCGGGACAAACCCTGTCCTTAATAAC...179076768...16.0485.011-1-13321
5ABL2ABL2.169242CCACAAGGCCATTGCTGCTGTAATAAGAACTGCAAATCAGAGTGCT...CAAGAGAAATTTTTGTTCAGGGCTGTTGGAAGTAGCTGTTAGCCTT...GCAGAAAAGAAAGCTGGGAATGTACCAAGAGAAATTTTTGTTCAGG...GGTACTAATGGTGATTATGCTCCAATTTACCTAATGAATTTGGTGG...179076299...1.082.0221-13321
6ABL2ABL2.817240ACTGCTTTCTCTGTCTTCTCACAAGGTTTGCCAAGTTGTGTTCTGT...ACTGCTAACAGTGTTAAACTTGATGTAAATAAATGAGGCCCTTGAA...CTCTCCGTCTGTTGTCTGACTGTGAACTGCTAACAGTGTTAAACTT...GTTCTTAATTGTTATTGTAATATATTTTCAGTTGTTTTTCTAATTT...179068493...76.03961.033213321
7ACADMACADM.1414190TCTATTGTACACAATCTCATTTCATATGTTTGCATTTTGGCAAAGA...CTTGCCTTAAATTATTTTTATATGACTGTTGGTCTCTAGGTAGCCT...CCTTATTTAAAATAAATCAATAAAGCTTGCCTTAAATTATTTTTAT...CAAGAACTTTCTTGAAAATCTTATTTAATTCTGAGCCCATATTTCA...76229155...330.020840.011111111
8ACAP3ACAP3.3352CCGGCCTCCTCCGGAGGCACCTTCTCCTGGTACTCGGCCCAGAGCC...CCACGTGGCTGGCCACGAAGGTCCCCGTGCCAGACAGCCCCAGCCG...CTGGCTGGACGCGGGCGTCCCAAGGCCACGTGGCTGGCCACGAAGG...CTGGCGTCGCGGGTGCTGGGCGGGAGGGGCTCTGGCCTGGGTCCTC...1228274...42.02090.0111-12221
9ACAP3ACAP3.2450TCTTGCCCCAGGCCCCTGCTGGCGGGTCTCACCCCCCACCCCTCGC...AAGAACAGAATTGATTCTTGCCCCTCTCCCTGTGTGAGCTTGGCCC...CTCTTGCCTGCTGCCTGTGACCCTGAAGAACAGAATTGATTCTTGC...TGGGGAGGCTCCCTGAGGGCACAGTGGGCGCTGGACCCGGCCCCCC...1227789...40.02661.022212221
10ACBD3ACBD3.1112220GTGGATGCTGAAGTTACATGAGCTACATGTTAAATATTTAAAGTCT...AGATTCCTCAGACTCATCCAGCCCTTGGGTGCTGACCAGCAGAGTC...AGCATTCATACTTTGGGGTTAAAGGAGATTCCTCAGACTCATCCAG...TGATGGTTTGTGAACTCTTGCTGGGAATCAAAATTTCCTTGAGACT...226334019...40.01490.011113333
11ACBD3ACBD3.1013220TTTGTTTTGGCTTCATAGAGTATCTCAAATTGAAACTTTTCTGCAC...TGGTATTCATACTACTAGTAGCAAAATACAGGTTTTTTGTTTTGTT...AACTTTGAATCCTTGTATCTTTATTTGGTATTCATACTACTAGTAG...TATCAAGATACGTAGAACACCTCAGAGATTTTTCTTCAGGAACTTC...226333494...23.01392.022223333
12ACBD3ACBD3.221220ACAGTACAAGTGCGATTTCAAAAAGATCTTGAAAGTAATATATTTA...AGAATATTTTTGGTTTTAAACTTTCTTATTGCCTTTGGCTGTTGAT...GCGGTTCCTGTCATGTGTTCATGTCAGAATATTTTTGGTTTTAAAC...CCTAAAAATATCATTGTTCTTGGGAGCAGTGTATGTTACTTTACAT...226332399...114.08577.033333333
13ACBD6ACBD6.67120AACTACAAAAATAATACTTCTTTTCCACCCGTCTTTGGTATGTATT...GACTGGAAAACTGCAGTCTGTAATAGCATAAGGCTTCCATTATGAA...CACAACTGGCAAGGCTTAATCAAAAGACTGGAAAACTGCAGTCTGT...CCAGAGGAGGTGACAGGCTGCAAAACAGTTTCTTTGGTGCTGCAGC...180257391...267.020294.011111111
14ACOT7ACOT7.118180GGGAATGCTTCCGAGCACGCTGTAGGGTATGGGAAGAACCCAGCAC...TGCTACACAGTGTTGTCCCGAGCGCCGGGAGGCGTTGGGCAGAAAC...TTTATTTATATCATTCCAGTATCAATGCTACACAGTGTTGTCCCGA...GTATCACAGTGTTAACCTGTACTCTCTCCTGCAAACCTACACACCA...6324354...583.037630.011111111
15ACTA1ACTA1.1110TATTTTTCGAAACAAAGCCCTGTGGAAGAAAATGGAAAACTTGAAG...GACACAGTGTTTATAACGTGTACATACATTAACTTATTACCTCATT...ACTTCCGTTGCTGCCATCGTAAACTGACACAGTGTTTATAACGTGT...TGGGGGGGCGGCTGAGCTCCAGCCACCCCGCAGTCACTTTCTTTGT...229567020...7.0731.011111111
16ACTL8ACTL8.1110AGCCTGGGATGCCCTTGCCACCCGTGGTTGGATCTTGTTTTATATC...ATTTCTGGTCCTACAGGCCCTTTCTGGCCAGGGAGGCATTGCTGCA...GACTAGGGGATGGGGGACAGTTGACATTTCTGGTCCTACAGGCCCT...AGTAGGTTTTAACTGGGGTAGCACTCCTGCTAGGAGTCCCAATTAT...18153534...2.0169.011111111
17ACTN2ACTN2.4480GAGCGATCTGTGATGCTGAGCTTCTGTAATCACTCATCCCATCAGA...GTGCCTGGTGCACTGGATTACGCTGCGTTCTCTTCCGCACTCTACG...GCCCGCCTACTCGGGCCCAGGCAGTGTGCCTGGTGCACTGGATTAC...CTGCGTCGGGAGCTGCCCCCGGATCAGGCCCAGTACTGCATCAAGA...236925956...7.0380.011112222
18ACTN2ACTN2.5580TACAAAATACCCAAGATTTAAGACCGGGGGGAAAAAACCACAAATT...TAGGAAATTAGGAGGATCTAGGGACAGAAGGAAAGTGAAAAATGTG...TAAACAGAACAAATTACTTGAGTAATAGGAAATTAGGAGGATCTAG...TTCTGAGTTTTTAGCAAAATGTAATGAAATATCAGGTTGATTTCTT...236926307...11.0390.022222222
19ADAM15ADAM15.6670GGTTGGACGGGATTGAGGAAGGTCCGCACAGCCTGTCTCTGCTCAG...TCTGCGGACCTGCCGGCGTAGTTGCAGCGGGGGCTTGGGGAGGGGC...ACCGCCACGCGCTGTCAAGCAACACTCTGCGGACCTGCCGGCGTAG...CTACCATGACTGAAGGCGCCAGAGACTGGCGGTGTCTTAAGACTCC...155035225...110.08455.011111111
20ADARADAR.38100CTTTTATGTGTCCCTTGATAACAGTGACTTAACAATATACATTCCT...CATAGACTCGGGTACTGTGATGATGGCTGCAGTCCAGTTTTATGAT...GAGCAGAGTGAGGAAGACCCCCAAGCATAGACTCGGGTACTGTGAT...CACATTGAAGGGACTTCGTTGGTTTTTTGGAGTCTTGGTTGTGACT...154554567...442.030159.011111111
21ADGRB2ADGRB2.2340CTGTCCGTCCCTGTCCCGGGCTGGGGAGGGGGGAGGGGAACTTTGT...CTTGTTTCTCAGAGGCCCCTCAGCCACTGGAACCCCATCTTCAGCC...TTGGCCTGGGGTCCCAGGGCCCTTCCTTGTTTCTCAGAGGCCCCTC...GGGCAGGGAGGCGCCGTGGACTCAGCCAGGCTGGGGGAGCCGGACA...32192737...6.0725.011111111
22ADGRL2ADGRL2.1717260ATTGCTAGGGTAAAATAAATACATTTGTGTCCAACTGAAATATAAT...ACAATGAACTATTCTCATGAAAAATGGCTAAAGAAATTATATTTTG...TTATTTCATATGTTTCCTCAACTGTACAATGAACTATTCTCATGAA...AAGGCAAAGATTGAAAACATGCTTAACCACTAGCAATCAAGCCACA...82457511...24.02003.011114443
23ADGRL2ADGRL2.2121260ATGAGCCCATCACTAATATCCAGTGTAAAGTTTAACACGGTTTGAC...TTCAGCAAAATTCTGCTTTTTTTTCATCCCTTTGTGTAAACCTGTT...AAAGTTCTAATGAAATGTAAATTGTTTCAGCAAAATTCTGCTTTTT...CTCTTCCATATTCCTTCTGCCTATATTTAGTAATTAATTTATTTTA...82458083...69.04259.022224443
24ADGRL2ADGRL2.2222262CCAGGACTAAAAAAAGAAGGATTGGAAGTTCTGCCATCAAATTTGG...AAGTTTTAAGAGGGATATATTCTGAAAGCATTTTTGTTTGTTGCAT...TACATATGCACAAAATCTGCTGGATAAGTTTTAAGAGGGATATATT...GCCTGTTTGTTCTTTATGCTGAAAGGAATATATGTCTTCCAATTGC...82458403...1.0117.0333-14443
25ADGRL2ADGRL2.2525260TTCTTCCTAGAGACATTCACTCTGTCTTTATTAAAAATAATAATAA...TCTCTTTGTGATAGTCACAACTGTGAACTTATAAAGTCACATTTTT...TACAGTTTTCACATTCTTGATTGTTTCTCTTTGTGATAGTCACAAC...TGTATTTATTAACCCAGTTTCTTTGGGTCTGCCTAGACTTCACCTG...82459593...5.0262.044434443
26ADIPOR1ADIPOR1.5373GAGCCTTCCCACCTGCGGGGTGGAGGAGGAACTTCCCAAGTGCTTT...GGAATTCCGTTACGGCCTAGAAGGCGGCTGTACTGATGACACCCTT...ACTTCTATGGAGTCTCCAACCTTCAGGAATTCCGTTACGGCCTAGA...CCAGTCTCATCAGATTTTCCATGTCCTGGTGGTGGCAGCAGCCTTT...202910652...12.0989.011-1-12211
27ADIPOR1ADIPOR1.2670AAGAAACCTGCTATCATTGCTATGTATCTTGATGCAAAGACTATGA...GTAAAATTTAAATGGGGAAAGATATTTAATATTTAATACTAAGCTT...TTTTTTTTTTTCTTGGCAGAGTAATGTAAAATTTAAATGGGGAAAG...CCGGCTAATCATGGAAGTGTGTCCAGGCTTCAAGTAACTTGAGTTT...202909995...784.040043.022112211
28ADORA1ADORA1.2220TCTGTTGGAAATTGGGTGTGCCCTGGCTCCCAAGGGAGGCCCATGT...ACCTTCTGAACATGAGTGTCAACTCCAGGACTTGCTTCCAAGCCCT...GGGAGGGGAGGTGGCCGTCGAGTTGACCTTCTGAACATGAGTGTCA...GTGTGGGAGGGCGAGGCGGGGGATCCTGGAGCCCCTGTGTCGGGGG...203136512...0.0136.011111111
29ADPRHL2ADPRHL2.3330CTGGCTCTTGGCTGCCATGTGGCTTATTAACAGCTTCCAGTGGAAG...TTGTGTGGATGAAGGGACAGGCACTTGCATCCAGCTGATCTAGGTC...CCTAGCAGGGTCCCCGAGCAGCAGGTTGTGTGGATGAAGGGACAGG...TAGCATCATTTCTCCCTGTTGGGTTTTAGCCAGTTTGCCAGCAAGC...36559508...527.030706.011111111
..................................................................
22340ZFXZFX.1313214CTTTTGCAACTTTATGTATGTAAATGTACCCTGAATTATATATATA...TGAGGACTGCATTTTGGAATCTCCTAGAGGTAACTCATGGCTTATA...GTTGTGTGCTACAAATGACACTTACTGAGGACTGCATTTTGGAATC...GCTCATGTTGTATTTTGATTATTCTGTCTGTGCGGCTTCATCTTGG...24230364...13.0402.02-1-1-15443
22341ZFXZFX.1515210AAGTTAATGCTTTTTCTCAAGGAAAAAAAATGTACAGTTTTTGTAA...TCAGAATATTTTCCTGTTATTGAATGTTTAGTCTATTTGATACCAG...TGAGAATAACGTGCAAAAATAAAAATCAGAATATTTTCCTGTTATT...ATAAAAAGAAAATCATATAGGGATGTGTGACATTATTGTAATTGTG...24232603...112.05657.032225443
22342ZFXZFX.1717210TGGATTTGTTATATATTGTTCCTGTTATTTTTGACATCTTTGCTAT...TTTCATCTTTTGTTTCGTGTATATACTGTTTGCCTTTTTCATAAAA...AATTAAGTTTACCCTATGGATTTTGTTTCATCTTTTGTTTCGTGTA...AATAAATCATAACCATTTTGCCACATTCTGTAACTGTTTAGCTAAG...24234179...21.02096.043335443
22343ZFXZFX.1919212TTTTTGTAGTCCATGATTTATCTTGTTATTGCTTATGTAATCTTTT...GAGTTCTTTGTACATTAAGCCTATTAACTTTCCAATACATTTGCTG...AATCCTGTGCCCCATTTTCTATTTGGAGTTCTTTGTACATTAAGCC...TATGTATATAATAGCACTTTAAGTTGTCGCTCTGATAAACTGCCTA...24235904...4.0344.0544-15443
22344ZIC3ZIC3.1313130TTGTGTTCAGAAAGCAATACCCAGGATCCCTTTAATTTTTGTTTGA...TAAAGTGTTTAAAACTAGAAACATGAATTGTTGTTTTGTTAATTTT...AATACCAGCATTCTATATGTAGAACTAAAGTGTTTAAAACTAGAAA...AGTATGCATTATCTCATGCATTGTGTTGACCTTGGTGAAAATCTTT...136659831...1.0121.011111111
22345ZMYM3ZMYM3.1330GAGAAGCTGTTGTCACGACTAACCTTCTGTCTCTGAAATTGTTTGT...GGCGCCTGGCCTGTCCCTTCAGTGAGCCATGCCCACCCTTGTGTTG...GTTTAAATTGTATATATTGTTCTGAGGCGCCTGGCCTGTCCCTTCA...GTTTCCCAGGCTCCTTTTTGTGTTTTTATAACTGTCACCAGTTAGC...70459493...120.08211.011111111
22346ZNF157ZNF157.5562CCTTGTTGATAAGTATAGGTCTGGCTAGTCATTTATCTCTCCATTC...AAGTTCTGCAGCTTGCTTTTTTCATGTAATGTTACCTTTCCAAGAT...CATAAATGGGCTCACACTGTATTTAAAGTTCTGCAGCTTGCTTTTT...TAGCATGAAGTGTGCAATACATACTACTATATTGTCTTTATATAAT...47274001...1.086.0111-11110
22347ZNF182ZNF182.2120GAAATAATATGGTAGATAATTTAGACTTATTTAGTAGAAGTTCTGC...TACAAACCTTGTTGCTTCAATACAAAGACCCGATAAACACGAATCA...AGTTTGGAAACATACTTCATCTGAGTACAAACCTTGTTGCTTCAAT...ATTTTCTGACAAGAAAACAATTATCACCAAGAGTGCTCGTGACTGT...47836945...5.0380.011112222
22348ZNF182ZNF182.1220TTGAAAATGTGGGTGTACTATGTACTATGTGGATGTACTACCTTTT...GGCTGGGGGGATGGAATTGAGAGGGAGACAACTGTATCCTTTCATA...CCTTGGGAGGGGAAGGGGCAGTGGTGGCTGGGGGGATGGAATTGAG...TTCATAAGTTATCTCTGGAAAGAGACATGAGAACCTGGTAACCCTG...47834270...38.01251.022222222
22349ZNF185ZNF185.5560TTGCTTAGTGTTTCTAATCATACTTAATCCACACTAATGTGCGCAA...TTTTGCAGATCTGAGGAAGAGGGATGCATTACCTTTTTGCTTCTTT...CTCTCATGTCTAAAAAGGCACAGAATTTTGCAGATCTGAGGAAGAG...TTGAAAGAAATCTTGCAAGAGCCATTATTGACTTAGATCCAAAACA...152141997...18.0576.011111111
22350ZNF275ZNF275.4462ATTTTATGTCTACGTATATTGTTCCTTTACTGAACCCACCACATGC...TAAGATGGGTGAAAGTCGATGCCTTCTAGTCTCAGTGAATTTAACC...GTTCAAACGTGTGTTCTCTGTTCTCTAAGATGGGTGAAAGTCGATG...TGCCACTTGGCTGCTTCCTGGCCAAGTCGCACCTGACTGCATGAAC...152617885...3.0291.0111-12221
22351ZNF275ZNF275.6660GTCTGATCCCCTACCAAATCTAGCACAGTGCCTTGCATCAAGTAGA...CCCCCACCCATTAAATTGTGAGCTCTTAGAAGACAGGGGTGGCCTT...GCTTCACCCCCTCCTCCTCAGCCCTCCCCCACCCATTAAATTGTGA...TTCTGGCACTCACTATAATCAGCCTTGCACTAGAGCTGTTTGTGGA...152618362...66.03151.022212221
22352ZNF280CZNF280C.3460TTGGTTACATTGAATACAGATTTGCTGAACAGTTTTGATGTTATTT...GCTCATATATATATAGATGTATATTTTTTTTAATTTCTTGTTTGTT...GGACCAAAAAATGCACTTGTTTCTTGCTCATATATATATAGATGTA...GCCATTAATGTAATTCCTCTGGATAAAGATAATATATTCAAAAAAT...129336743...49.02016.011112222
22353ZNF280CZNF280C.1660TGATTCAGAAATAGCCATGTCATGCATGTGTCCTTTTTTGTTTTCA...AGCTTGACAATCTGATCCCTCTTCACCTTCAGACTGTTAGTTATTT...GTTTTAATAGGTGTTAGTGAGTTTTAGCTTGACAATCTGATCCCTC...TAAAACTATTTATGCAGTCAGTACTAAGCTTACTTGTTATAAGCAG...129335349...3.0290.022222222
22354ZNF41ZNF41.167222CCTAGCTCTAGGCTATGTTACAGAAATATAGTCATTGAATGATACA...AATGGAATTTTTAAATTTAAAGATATAACTTTATGAATTGAGAAAT...CTCATGGTATATATATTTTAAGTGCAATGGAATTTTTAAATTTAAA...ACATAGAAAAGATTTCCATGAAAAACTTTTTTCTTTTCCCTTGGGA...47306101...15.0331.0111-13210
22355ZNF41ZNF41.1211223GATAATTCATTTTCATTGTCATGTTGTATCCCATTCTGTGAATATG...TCATTCACATTATGTATGTGAGAGTCATCCATATGTTGCATATAGT...TATACTCTTTAGCATCTGTCTTCTGTCATTCACATTATGTATGTGA...TTTTGTATTTTATATAAATTGAGTCAATTATATATCATATAATTGA...47305154...1.068.022-1-13210
22356ZNF41ZNF41.221224TTTAAGTTTTACATCTAGATCTAGCATGTATTTTGAGTTATATGGT...TTGCCTAACCAAAGATTACAATGATTTTTTCCTGTGTTTTCTTCTA...TTTGAGTGCTGTATCTAAGAAATCCTTGCCTAACCAAAGATTACAA...CTTATTTTGATGAAGTCCGTTCTTTCCATTTGTTCATTTCTGGGTT...47304199...10.0499.03-1-1-13210
22357ZNF449ZNF449.33110TCTATCAGACGTATTGATTATAGCAGTACTATAGTTATTCTGCTGT...AAATTATGACAATCCTTTTAGAGGTAGGGTCAATATAGTGGATAAA...TCATAGGTGTAAACATAAAGCATATAAATTATGACAATCCTTTTAG...TCTTCTTTTTTTAATTACAATGAAAAATTTTGTGTTCCAAGGCAAC...134495399...4.0192.011113333
22358ZNF449ZNF449.66110AGTGCCTTAGAATGGATGTGCCCAACTGCTCTGTATTTATGCAATA...ATGTAATGGCTTCTCTTTTCTCTCTTGTGGAATTGCATTCAAACCA...TGAATGTAGAGATGAAAAATACAGAATGTAATGGCTTCTCTTTTCT...GGCTCAAATTGATATCCCAGTAGCAATAAACATATAATATAGGAGG...134497046...4.0571.022223333
22359ZNF449ZNF449.88110AAGATTAAATGAAATATATTTTGCTCTGGCCCTACACACTGTAAGC...CCTAGCTATTATAAAGGGGAAATTACAGTACCTACCTCAAAAGTAC...TAAGGGCAAAATACAGTACCTACCTCCTAGCTATTATAAAGGGGAA...GGATAATTATACTTCTATGTCTAATTGTACTTCTGAGCATTTCAAA...134497629...7.0171.033333333
22360ZNF630ZNF630.4250AATATGGAATCAATTTGCTCACCCTCAAACTGTCTCAGCCCTCTTC...CCTTCCACAGAATGATCTGCTTAGGCCCTCAGAATATTTTCAACCC...TATGTTCCTCAGTATACATGATTACCCTTCCACAGAATGATCTGCT...CTCACATTGAATAGAAATAGTGACAACTTCTCAACTGTAGAATAGA...47917631...3.0241.011111111
22361ZNF674ZNF674.1660GGATTATTGATGTGTAAAAATTTTTTTGATTGTAGTCTCCAGAAAT...CTAGGAAAGAAATACACCAAATTATTAAGTAAATTGGCATTTGAAT...ATCTGTGTAGTGTGGAGGGAAAAAGCTAGGAAAGAAATACACCAAA...TAGGTGAGTGTGTGTGTATAGATAAACACATGGAACAAAAAGTTAG...46357184...17.0654.011111111
22362ZNF711ZNF711.88110TGTTATGTGGGATTATTATTTCTAAATGTTACTCATTGAAATGAGC...TGTGTTATGTGGCTGTAAATGATGTACACGCTGTAAAATAAGATCG...AAATTTGGAATATCTACTAAAATTGTGTGTTATGTGGCTGTAAATG...AATCAGTTCCTTGAGAATAAATTTTTTATCTTTCTTAACTTCAGAA...84528343...92.04818.011111111
22363ZNF81ZNF81.1111150TTTATTGCATTTCTTCCTCCACTATTCTTCTCTAACAGATGACCAA...TTGGGCAGCATGATAACAACCCAGCAAAAAGCTAACTGATACATTG...GTTAACTGTTTTAAGTCACTAAGTTTTGGGCAGCATGATAACAACC...GCCATCCATCCCAGCCATCCCAAACAACTACCAGAATAATGGATTA...47781589...6.0168.011112222
22364ZNF81ZNF81.1414150TCCATTCATGTTTTGATGGAAATTTGTATTTCCAGCTTTTGGCTAT...TTTTATTGCTAAGTGTTATTTCATTATATGGACATACCAGAATTTG...GTTATATGCGTCTATGTTCATTCCTTTTTATTGCTAAGTGTTATTT...TTGTTTGGCTCCTTCCATCCAGCATAATAAGTTTGAGATTCATTCA...47784996...16.01011.022222222
22365ZRSR2ZRSR2.3340CAGGAGGAGGTCGGGTAATAGAGACAGAACTGTTCAGAGTCCCAAA...AGGAGCCGCCGCAGCCGGAGCCAAAGTTCCTCTAGGTCCCGAAGTC...GAGCCGGAGCCGGAGCCGGAGCCGCAGGAGCCGCCGCAGCCGGAGC...GGAAGAAATAGGGACCGCAGCAGGGACCGCAGCCGGGGCCGGGGCA...15841360...65.03824.011111111
22366ZXDAZXDA.131132TGTGACCCTCAGCAAGTCACTTAACCTATCTGAGCCTTAATTTCCT...ATGAGTTTGGAGATCTAAATTCTGATCTTGAGTCTGGAACTGACAA...TGCAAAAAGAGCACAGCCCTGGACTATGAGTTTGGAGATCTAAATT...TTGAGGATATTCTGGACTAAATATTTAAGTGCAGTCATTTCTTTTT...57934228...7.0325.0111-12221
22367ZXDAZXDA.59130TTGTTTATCTTCAGTCCTTGATTTATTAACATTTTGCCAATTGAAA...CCTTTTTGTTTAAACAATGGAACATGATTTAATTTTATCTCATTTG...TTCTGTTAGTGTTGGCATAAGCTTGCCTTTTTGTTTAAACAATGGA...GACATGGCATGTAATTACAGACAGAAGTGTGACTGTAAACATATTA...57931885...12.0495.022212221
22368ZXDBZXDB.2263TGGTTTGAATAGATTGCTTTTAAGGTCTTTCTGCTCTGTGATTCCT...CAAGTCAGTTAACCTATCTGAGCCTTAATTTCCTTATTTATAAATT...AACTGACAAGTTGTGTGACCCTGAGCAAGTCAGTTAACCTATCTGA...ACAGCCCTGGACTACAAGTTTGGAGATTTAAATTCTGATCTTGAGT...57621181...7.0242.011-1-12211
22369ZXDBZXDB.5560GCAGATGAGTATGTCAAGGATTGAGATGAACACATAAGTCTTGGAA...TGTTGTCATTCATTAAGGCCTCTTAAATAGACCACTATTTTTTGTG...GTACTCATATAGCATATTTCAAAAATGTTGTCATTCATTAAGGCCT...TTGATTGTCTACCCAATCAACAGTTTTCCCTCTTTGCTCTGGAAAT...57623885...38.02088.022112211
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22370 rows × 54 columns

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" ], "text/plain": [ " gene gene_id sitenum num_sites pas \\\n", "0 ABCB10 ABCB10.6 2 7 0 \n", "1 ABCB10 ABCB10.3 5 7 0 \n", "2 ABCD3 ABCD3.14 14 15 0 \n", "3 ABCD3 ABCD3.15 15 15 0 \n", "4 ABL2 ABL2.17 8 24 3 \n", "5 ABL2 ABL2.16 9 24 2 \n", "6 ABL2 ABL2.8 17 24 0 \n", "7 ACADM ACADM.14 14 19 0 \n", "8 ACAP3 ACAP3.3 3 5 2 \n", "9 ACAP3 ACAP3.2 4 5 0 \n", "10 ACBD3 ACBD3.11 12 22 0 \n", "11 ACBD3 ACBD3.10 13 22 0 \n", "12 ACBD3 ACBD3.2 21 22 0 \n", "13 ACBD6 ACBD6.6 7 12 0 \n", "14 ACOT7 ACOT7.1 18 18 0 \n", "15 ACTA1 ACTA1.1 1 1 0 \n", "16 ACTL8 ACTL8.1 1 1 0 \n", "17 ACTN2 ACTN2.4 4 8 0 \n", "18 ACTN2 ACTN2.5 5 8 0 \n", "19 ADAM15 ADAM15.6 6 7 0 \n", "20 ADAR ADAR.3 8 10 0 \n", "21 ADGRB2 ADGRB2.2 3 4 0 \n", "22 ADGRL2 ADGRL2.17 17 26 0 \n", "23 ADGRL2 ADGRL2.21 21 26 0 \n", "24 ADGRL2 ADGRL2.22 22 26 2 \n", "25 ADGRL2 ADGRL2.25 25 26 0 \n", "26 ADIPOR1 ADIPOR1.5 3 7 3 \n", "27 ADIPOR1 ADIPOR1.2 6 7 0 \n", "28 ADORA1 ADORA1.2 2 2 0 \n", "29 ADPRHL2 ADPRHL2.3 3 3 0 \n", "... ... ... ... ... ... \n", "22340 ZFX ZFX.13 13 21 4 \n", "22341 ZFX ZFX.15 15 21 0 \n", "22342 ZFX ZFX.17 17 21 0 \n", "22343 ZFX ZFX.19 19 21 2 \n", "22344 ZIC3 ZIC3.13 13 13 0 \n", "22345 ZMYM3 ZMYM3.1 3 3 0 \n", "22346 ZNF157 ZNF157.5 5 6 2 \n", "22347 ZNF182 ZNF182.2 1 2 0 \n", "22348 ZNF182 ZNF182.1 2 2 0 \n", "22349 ZNF185 ZNF185.5 5 6 0 \n", "22350 ZNF275 ZNF275.4 4 6 2 \n", "22351 ZNF275 ZNF275.6 6 6 0 \n", "22352 ZNF280C ZNF280C.3 4 6 0 \n", "22353 ZNF280C ZNF280C.1 6 6 0 \n", "22354 ZNF41 ZNF41.16 7 22 2 \n", "22355 ZNF41 ZNF41.12 11 22 3 \n", "22356 ZNF41 ZNF41.2 21 22 4 \n", "22357 ZNF449 ZNF449.3 3 11 0 \n", "22358 ZNF449 ZNF449.6 6 11 0 \n", "22359 ZNF449 ZNF449.8 8 11 0 \n", "22360 ZNF630 ZNF630.4 2 5 0 \n", "22361 ZNF674 ZNF674.1 6 6 0 \n", "22362 ZNF711 ZNF711.8 8 11 0 \n", "22363 ZNF81 ZNF81.11 11 15 0 \n", "22364 ZNF81 ZNF81.14 14 15 0 \n", "22365 ZRSR2 ZRSR2.3 3 4 0 \n", "22366 ZXDA ZXDA.13 1 13 2 \n", "22367 ZXDA ZXDA.5 9 13 0 \n", "22368 ZXDB ZXDB.2 2 6 3 \n", "22369 ZXDB ZXDB.5 5 6 0 \n", "\n", " seq \\\n", "0 GTTAAAGATTGAAGCTATTGTCAAATGACAACTTTAAAAAGGCAAT... \n", "1 TCTGATACATGATGTTCAATTTTATCTTTAGGTAATATTTTATATC... \n", "2 GCCTTGACTTGAAAACATAGATAGTTTAATCTTGACTTGAAAAACA... \n", "3 ATGAGAAAATAAGTATGAAACAGCAATGGTAGTTTGTTTTGCATTA... \n", "4 CTGAGGGGAGAGGGAAAAGGACTTGTTTTCCTGTGTTCTTGTTTTC... \n", "5 CCACAAGGCCATTGCTGCTGTAATAAGAACTGCAAATCAGAGTGCT... \n", "6 ACTGCTTTCTCTGTCTTCTCACAAGGTTTGCCAAGTTGTGTTCTGT... \n", "7 TCTATTGTACACAATCTCATTTCATATGTTTGCATTTTGGCAAAGA... \n", "8 CCGGCCTCCTCCGGAGGCACCTTCTCCTGGTACTCGGCCCAGAGCC... \n", "9 TCTTGCCCCAGGCCCCTGCTGGCGGGTCTCACCCCCCACCCCTCGC... \n", "10 GTGGATGCTGAAGTTACATGAGCTACATGTTAAATATTTAAAGTCT... \n", "11 TTTGTTTTGGCTTCATAGAGTATCTCAAATTGAAACTTTTCTGCAC... \n", "12 ACAGTACAAGTGCGATTTCAAAAAGATCTTGAAAGTAATATATTTA... \n", "13 AACTACAAAAATAATACTTCTTTTCCACCCGTCTTTGGTATGTATT... \n", "14 GGGAATGCTTCCGAGCACGCTGTAGGGTATGGGAAGAACCCAGCAC... \n", "15 TATTTTTCGAAACAAAGCCCTGTGGAAGAAAATGGAAAACTTGAAG... \n", "16 AGCCTGGGATGCCCTTGCCACCCGTGGTTGGATCTTGTTTTATATC... \n", "17 GAGCGATCTGTGATGCTGAGCTTCTGTAATCACTCATCCCATCAGA... \n", "18 TACAAAATACCCAAGATTTAAGACCGGGGGGAAAAAACCACAAATT... \n", "19 GGTTGGACGGGATTGAGGAAGGTCCGCACAGCCTGTCTCTGCTCAG... \n", "20 CTTTTATGTGTCCCTTGATAACAGTGACTTAACAATATACATTCCT... \n", "21 CTGTCCGTCCCTGTCCCGGGCTGGGGAGGGGGGAGGGGAACTTTGT... \n", "22 ATTGCTAGGGTAAAATAAATACATTTGTGTCCAACTGAAATATAAT... \n", "23 ATGAGCCCATCACTAATATCCAGTGTAAAGTTTAACACGGTTTGAC... \n", "24 CCAGGACTAAAAAAAGAAGGATTGGAAGTTCTGCCATCAAATTTGG... \n", "25 TTCTTCCTAGAGACATTCACTCTGTCTTTATTAAAAATAATAATAA... \n", "26 GAGCCTTCCCACCTGCGGGGTGGAGGAGGAACTTCCCAAGTGCTTT... \n", "27 AAGAAACCTGCTATCATTGCTATGTATCTTGATGCAAAGACTATGA... \n", "28 TCTGTTGGAAATTGGGTGTGCCCTGGCTCCCAAGGGAGGCCCATGT... \n", "29 CTGGCTCTTGGCTGCCATGTGGCTTATTAACAGCTTCCAGTGGAAG... \n", "... ... \n", "22340 CTTTTGCAACTTTATGTATGTAAATGTACCCTGAATTATATATATA... \n", "22341 AAGTTAATGCTTTTTCTCAAGGAAAAAAAATGTACAGTTTTTGTAA... \n", "22342 TGGATTTGTTATATATTGTTCCTGTTATTTTTGACATCTTTGCTAT... \n", "22343 TTTTTGTAGTCCATGATTTATCTTGTTATTGCTTATGTAATCTTTT... \n", "22344 TTGTGTTCAGAAAGCAATACCCAGGATCCCTTTAATTTTTGTTTGA... \n", "22345 GAGAAGCTGTTGTCACGACTAACCTTCTGTCTCTGAAATTGTTTGT... \n", "22346 CCTTGTTGATAAGTATAGGTCTGGCTAGTCATTTATCTCTCCATTC... \n", "22347 GAAATAATATGGTAGATAATTTAGACTTATTTAGTAGAAGTTCTGC... \n", "22348 TTGAAAATGTGGGTGTACTATGTACTATGTGGATGTACTACCTTTT... \n", "22349 TTGCTTAGTGTTTCTAATCATACTTAATCCACACTAATGTGCGCAA... \n", "22350 ATTTTATGTCTACGTATATTGTTCCTTTACTGAACCCACCACATGC... \n", "22351 GTCTGATCCCCTACCAAATCTAGCACAGTGCCTTGCATCAAGTAGA... \n", "22352 TTGGTTACATTGAATACAGATTTGCTGAACAGTTTTGATGTTATTT... \n", "22353 TGATTCAGAAATAGCCATGTCATGCATGTGTCCTTTTTTGTTTTCA... \n", "22354 CCTAGCTCTAGGCTATGTTACAGAAATATAGTCATTGAATGATACA... \n", "22355 GATAATTCATTTTCATTGTCATGTTGTATCCCATTCTGTGAATATG... \n", "22356 TTTAAGTTTTACATCTAGATCTAGCATGTATTTTGAGTTATATGGT... \n", "22357 TCTATCAGACGTATTGATTATAGCAGTACTATAGTTATTCTGCTGT... \n", "22358 AGTGCCTTAGAATGGATGTGCCCAACTGCTCTGTATTTATGCAATA... \n", "22359 AAGATTAAATGAAATATATTTTGCTCTGGCCCTACACACTGTAAGC... \n", "22360 AATATGGAATCAATTTGCTCACCCTCAAACTGTCTCAGCCCTCTTC... \n", "22361 GGATTATTGATGTGTAAAAATTTTTTTGATTGTAGTCTCCAGAAAT... \n", "22362 TGTTATGTGGGATTATTATTTCTAAATGTTACTCATTGAAATGAGC... \n", "22363 TTTATTGCATTTCTTCCTCCACTATTCTTCTCTAACAGATGACCAA... \n", "22364 TCCATTCATGTTTTGATGGAAATTTGTATTTCCAGCTTTTGGCTAT... \n", "22365 CAGGAGGAGGTCGGGTAATAGAGACAGAACTGTTCAGAGTCCCAAA... \n", "22366 TGTGACCCTCAGCAAGTCACTTAACCTATCTGAGCCTTAATTTCCT... \n", "22367 TTGTTTATCTTCAGTCCTTGATTTATTAACATTTTGCCAATTGAAA... \n", "22368 TGGTTTGAATAGATTGCTTTTAAGGTCTTTCTGCTCTGTGATTCCT... \n", "22369 GCAGATGAGTATGTCAAGGATTGAGATGAACACATAAGTCTTGGAA... \n", "\n", " seq_ext \\\n", "0 TGGAATATTTTAATTAATATAGCATGGCACCTCATTTTCTTTTGCC... \n", "1 TGTGCCATAGAAGTATTTACGAAATTGCATTTCATTGTTATGTTTT... \n", "2 TGTTCTTTTTATTCTGGTATCTAAATACTGAGAAGTTCATTTATAA... \n", "3 TGCCAAGACATATCACCGTGTTCTCATAATAAGTTTTTACTTTTTA... \n", "4 TGTGGTGCAGAGGTAGCCACTGTTAGCCTGGTGGGAAAATGCACAC... \n", "5 CAAGAGAAATTTTTGTTCAGGGCTGTTGGAAGTAGCTGTTAGCCTT... \n", "6 ACTGCTAACAGTGTTAAACTTGATGTAAATAAATGAGGCCCTTGAA... \n", "7 CTTGCCTTAAATTATTTTTATATGACTGTTGGTCTCTAGGTAGCCT... \n", "8 CCACGTGGCTGGCCACGAAGGTCCCCGTGCCAGACAGCCCCAGCCG... \n", "9 AAGAACAGAATTGATTCTTGCCCCTCTCCCTGTGTGAGCTTGGCCC... \n", "10 AGATTCCTCAGACTCATCCAGCCCTTGGGTGCTGACCAGCAGAGTC... \n", "11 TGGTATTCATACTACTAGTAGCAAAATACAGGTTTTTTGTTTTGTT... \n", "12 AGAATATTTTTGGTTTTAAACTTTCTTATTGCCTTTGGCTGTTGAT... \n", "13 GACTGGAAAACTGCAGTCTGTAATAGCATAAGGCTTCCATTATGAA... \n", "14 TGCTACACAGTGTTGTCCCGAGCGCCGGGAGGCGTTGGGCAGAAAC... \n", "15 GACACAGTGTTTATAACGTGTACATACATTAACTTATTACCTCATT... \n", "16 ATTTCTGGTCCTACAGGCCCTTTCTGGCCAGGGAGGCATTGCTGCA... \n", "17 GTGCCTGGTGCACTGGATTACGCTGCGTTCTCTTCCGCACTCTACG... \n", "18 TAGGAAATTAGGAGGATCTAGGGACAGAAGGAAAGTGAAAAATGTG... \n", "19 TCTGCGGACCTGCCGGCGTAGTTGCAGCGGGGGCTTGGGGAGGGGC... \n", "20 CATAGACTCGGGTACTGTGATGATGGCTGCAGTCCAGTTTTATGAT... \n", "21 CTTGTTTCTCAGAGGCCCCTCAGCCACTGGAACCCCATCTTCAGCC... \n", "22 ACAATGAACTATTCTCATGAAAAATGGCTAAAGAAATTATATTTTG... \n", "23 TTCAGCAAAATTCTGCTTTTTTTTCATCCCTTTGTGTAAACCTGTT... \n", "24 AAGTTTTAAGAGGGATATATTCTGAAAGCATTTTTGTTTGTTGCAT... \n", "25 TCTCTTTGTGATAGTCACAACTGTGAACTTATAAAGTCACATTTTT... \n", "26 GGAATTCCGTTACGGCCTAGAAGGCGGCTGTACTGATGACACCCTT... \n", "27 GTAAAATTTAAATGGGGAAAGATATTTAATATTTAATACTAAGCTT... \n", "28 ACCTTCTGAACATGAGTGTCAACTCCAGGACTTGCTTCCAAGCCCT... \n", "29 TTGTGTGGATGAAGGGACAGGCACTTGCATCCAGCTGATCTAGGTC... \n", "... ... \n", "22340 TGAGGACTGCATTTTGGAATCTCCTAGAGGTAACTCATGGCTTATA... \n", "22341 TCAGAATATTTTCCTGTTATTGAATGTTTAGTCTATTTGATACCAG... \n", "22342 TTTCATCTTTTGTTTCGTGTATATACTGTTTGCCTTTTTCATAAAA... \n", "22343 GAGTTCTTTGTACATTAAGCCTATTAACTTTCCAATACATTTGCTG... \n", "22344 TAAAGTGTTTAAAACTAGAAACATGAATTGTTGTTTTGTTAATTTT... \n", "22345 GGCGCCTGGCCTGTCCCTTCAGTGAGCCATGCCCACCCTTGTGTTG... \n", "22346 AAGTTCTGCAGCTTGCTTTTTTCATGTAATGTTACCTTTCCAAGAT... \n", "22347 TACAAACCTTGTTGCTTCAATACAAAGACCCGATAAACACGAATCA... \n", "22348 GGCTGGGGGGATGGAATTGAGAGGGAGACAACTGTATCCTTTCATA... \n", "22349 TTTTGCAGATCTGAGGAAGAGGGATGCATTACCTTTTTGCTTCTTT... \n", "22350 TAAGATGGGTGAAAGTCGATGCCTTCTAGTCTCAGTGAATTTAACC... \n", "22351 CCCCCACCCATTAAATTGTGAGCTCTTAGAAGACAGGGGTGGCCTT... \n", "22352 GCTCATATATATATAGATGTATATTTTTTTTAATTTCTTGTTTGTT... \n", "22353 AGCTTGACAATCTGATCCCTCTTCACCTTCAGACTGTTAGTTATTT... \n", "22354 AATGGAATTTTTAAATTTAAAGATATAACTTTATGAATTGAGAAAT... \n", "22355 TCATTCACATTATGTATGTGAGAGTCATCCATATGTTGCATATAGT... \n", "22356 TTGCCTAACCAAAGATTACAATGATTTTTTCCTGTGTTTTCTTCTA... \n", "22357 AAATTATGACAATCCTTTTAGAGGTAGGGTCAATATAGTGGATAAA... \n", "22358 ATGTAATGGCTTCTCTTTTCTCTCTTGTGGAATTGCATTCAAACCA... \n", "22359 CCTAGCTATTATAAAGGGGAAATTACAGTACCTACCTCAAAAGTAC... \n", "22360 CCTTCCACAGAATGATCTGCTTAGGCCCTCAGAATATTTTCAACCC... \n", "22361 CTAGGAAAGAAATACACCAAATTATTAAGTAAATTGGCATTTGAAT... \n", "22362 TGTGTTATGTGGCTGTAAATGATGTACACGCTGTAAAATAAGATCG... \n", "22363 TTGGGCAGCATGATAACAACCCAGCAAAAAGCTAACTGATACATTG... \n", "22364 TTTTATTGCTAAGTGTTATTTCATTATATGGACATACCAGAATTTG... \n", "22365 AGGAGCCGCCGCAGCCGGAGCCAAAGTTCCTCTAGGTCCCGAAGTC... \n", "22366 ATGAGTTTGGAGATCTAAATTCTGATCTTGAGTCTGGAACTGACAA... \n", "22367 CCTTTTTGTTTAAACAATGGAACATGATTTAATTTTATCTCATTTG... \n", "22368 CAAGTCAGTTAACCTATCTGAGCCTTAATTTCCTTATTTATAAATT... \n", "22369 TGTTGTCATTCATTAAGGCCTCTTAAATAGACCACTATTTTTTGTG... \n", "\n", " wide_seq \\\n", "0 TCAGGTTTTGTATTTTCTTTTCTTGTGGAATATTTTAATTAATATA... \n", "1 GGTTGAATCTGAGGAAAATAATCCTTGTGCCATAGAAGTATTTACG... \n", "2 TCAGATATCCTATACAACCTTTGCTTGTTCTTTTTATTCTGGTATC... \n", "3 TTTCATCCATGAGCACCACGCTGCATGCCAAGACATATCACCGTGT... \n", "4 TGTCATGTGTACAGGAAATCAGTGATGTGGTGCAGAGGTAGCCACT... \n", "5 GCAGAAAAGAAAGCTGGGAATGTACCAAGAGAAATTTTTGTTCAGG... \n", "6 CTCTCCGTCTGTTGTCTGACTGTGAACTGCTAACAGTGTTAAACTT... \n", "7 CCTTATTTAAAATAAATCAATAAAGCTTGCCTTAAATTATTTTTAT... \n", "8 CTGGCTGGACGCGGGCGTCCCAAGGCCACGTGGCTGGCCACGAAGG... \n", "9 CTCTTGCCTGCTGCCTGTGACCCTGAAGAACAGAATTGATTCTTGC... \n", "10 AGCATTCATACTTTGGGGTTAAAGGAGATTCCTCAGACTCATCCAG... \n", "11 AACTTTGAATCCTTGTATCTTTATTTGGTATTCATACTACTAGTAG... \n", "12 GCGGTTCCTGTCATGTGTTCATGTCAGAATATTTTTGGTTTTAAAC... \n", "13 CACAACTGGCAAGGCTTAATCAAAAGACTGGAAAACTGCAGTCTGT... \n", "14 TTTATTTATATCATTCCAGTATCAATGCTACACAGTGTTGTCCCGA... \n", "15 ACTTCCGTTGCTGCCATCGTAAACTGACACAGTGTTTATAACGTGT... \n", "16 GACTAGGGGATGGGGGACAGTTGACATTTCTGGTCCTACAGGCCCT... \n", "17 GCCCGCCTACTCGGGCCCAGGCAGTGTGCCTGGTGCACTGGATTAC... \n", "18 TAAACAGAACAAATTACTTGAGTAATAGGAAATTAGGAGGATCTAG... \n", "19 ACCGCCACGCGCTGTCAAGCAACACTCTGCGGACCTGCCGGCGTAG... \n", "20 GAGCAGAGTGAGGAAGACCCCCAAGCATAGACTCGGGTACTGTGAT... \n", "21 TTGGCCTGGGGTCCCAGGGCCCTTCCTTGTTTCTCAGAGGCCCCTC... \n", "22 TTATTTCATATGTTTCCTCAACTGTACAATGAACTATTCTCATGAA... \n", "23 AAAGTTCTAATGAAATGTAAATTGTTTCAGCAAAATTCTGCTTTTT... \n", "24 TACATATGCACAAAATCTGCTGGATAAGTTTTAAGAGGGATATATT... \n", "25 TACAGTTTTCACATTCTTGATTGTTTCTCTTTGTGATAGTCACAAC... \n", "26 ACTTCTATGGAGTCTCCAACCTTCAGGAATTCCGTTACGGCCTAGA... \n", "27 TTTTTTTTTTTCTTGGCAGAGTAATGTAAAATTTAAATGGGGAAAG... \n", "28 GGGAGGGGAGGTGGCCGTCGAGTTGACCTTCTGAACATGAGTGTCA... \n", "29 CCTAGCAGGGTCCCCGAGCAGCAGGTTGTGTGGATGAAGGGACAGG... \n", "... ... \n", "22340 GTTGTGTGCTACAAATGACACTTACTGAGGACTGCATTTTGGAATC... \n", "22341 TGAGAATAACGTGCAAAAATAAAAATCAGAATATTTTCCTGTTATT... \n", "22342 AATTAAGTTTACCCTATGGATTTTGTTTCATCTTTTGTTTCGTGTA... \n", "22343 AATCCTGTGCCCCATTTTCTATTTGGAGTTCTTTGTACATTAAGCC... \n", "22344 AATACCAGCATTCTATATGTAGAACTAAAGTGTTTAAAACTAGAAA... \n", "22345 GTTTAAATTGTATATATTGTTCTGAGGCGCCTGGCCTGTCCCTTCA... \n", "22346 CATAAATGGGCTCACACTGTATTTAAAGTTCTGCAGCTTGCTTTTT... \n", "22347 AGTTTGGAAACATACTTCATCTGAGTACAAACCTTGTTGCTTCAAT... \n", "22348 CCTTGGGAGGGGAAGGGGCAGTGGTGGCTGGGGGGATGGAATTGAG... \n", "22349 CTCTCATGTCTAAAAAGGCACAGAATTTTGCAGATCTGAGGAAGAG... \n", "22350 GTTCAAACGTGTGTTCTCTGTTCTCTAAGATGGGTGAAAGTCGATG... \n", "22351 GCTTCACCCCCTCCTCCTCAGCCCTCCCCCACCCATTAAATTGTGA... \n", "22352 GGACCAAAAAATGCACTTGTTTCTTGCTCATATATATATAGATGTA... \n", "22353 GTTTTAATAGGTGTTAGTGAGTTTTAGCTTGACAATCTGATCCCTC... \n", "22354 CTCATGGTATATATATTTTAAGTGCAATGGAATTTTTAAATTTAAA... \n", "22355 TATACTCTTTAGCATCTGTCTTCTGTCATTCACATTATGTATGTGA... \n", "22356 TTTGAGTGCTGTATCTAAGAAATCCTTGCCTAACCAAAGATTACAA... \n", "22357 TCATAGGTGTAAACATAAAGCATATAAATTATGACAATCCTTTTAG... \n", "22358 TGAATGTAGAGATGAAAAATACAGAATGTAATGGCTTCTCTTTTCT... \n", "22359 TAAGGGCAAAATACAGTACCTACCTCCTAGCTATTATAAAGGGGAA... \n", "22360 TATGTTCCTCAGTATACATGATTACCCTTCCACAGAATGATCTGCT... \n", "22361 ATCTGTGTAGTGTGGAGGGAAAAAGCTAGGAAAGAAATACACCAAA... \n", "22362 AAATTTGGAATATCTACTAAAATTGTGTGTTATGTGGCTGTAAATG... \n", "22363 GTTAACTGTTTTAAGTCACTAAGTTTTGGGCAGCATGATAACAACC... \n", "22364 GTTATATGCGTCTATGTTCATTCCTTTTTATTGCTAAGTGTTATTT... \n", "22365 GAGCCGGAGCCGGAGCCGGAGCCGCAGGAGCCGCCGCAGCCGGAGC... \n", "22366 TGCAAAAAGAGCACAGCCCTGGACTATGAGTTTGGAGATCTAAATT... \n", "22367 TTCTGTTAGTGTTGGCATAAGCTTGCCTTTTTGTTTAAACAATGGA... \n", "22368 AACTGACAAGTTGTGTGACCCTGAGCAAGTCAGTTAACCTATCTGA... \n", "22369 GTACTCATATAGCATATTTCAAAAATGTTGTCATTCATTAAGGCCT... \n", "\n", " wide_seq_ext pas_pos \\\n", "0 GAGTTTTAATAATTGTAACTTTTTAAATGTCTATAGCACTGAAGTT... 229653571 \n", "1 TGTGTTCTTTATAAAGTGTGATTTTCAGAAAGCAAACAACACAATT... 229652351 \n", "2 CGAACTTGTATACTTATTTTCTGTTCAGATTAAAAAAAAAAAAAAA... 94984196 \n", "3 GCAGTGGGAAATGGTAGTTTAATCCGAAGAATAAACCAAAGAATAA... 94984889 \n", "4 TTCAGCAGCTGCTGGTGTGCCCGGGACAAACCCTGTCCTTAATAAC... 179076768 \n", "5 GGTACTAATGGTGATTATGCTCCAATTTACCTAATGAATTTGGTGG... 179076299 \n", "6 GTTCTTAATTGTTATTGTAATATATTTTCAGTTGTTTTTCTAATTT... 179068493 \n", "7 CAAGAACTTTCTTGAAAATCTTATTTAATTCTGAGCCCATATTTCA... 76229155 \n", "8 CTGGCGTCGCGGGTGCTGGGCGGGAGGGGCTCTGGCCTGGGTCCTC... 1228274 \n", "9 TGGGGAGGCTCCCTGAGGGCACAGTGGGCGCTGGACCCGGCCCCCC... 1227789 \n", "10 TGATGGTTTGTGAACTCTTGCTGGGAATCAAAATTTCCTTGAGACT... 226334019 \n", "11 TATCAAGATACGTAGAACACCTCAGAGATTTTTCTTCAGGAACTTC... 226333494 \n", "12 CCTAAAAATATCATTGTTCTTGGGAGCAGTGTATGTTACTTTACAT... 226332399 \n", "13 CCAGAGGAGGTGACAGGCTGCAAAACAGTTTCTTTGGTGCTGCAGC... 180257391 \n", "14 GTATCACAGTGTTAACCTGTACTCTCTCCTGCAAACCTACACACCA... 6324354 \n", "15 TGGGGGGGCGGCTGAGCTCCAGCCACCCCGCAGTCACTTTCTTTGT... 229567020 \n", "16 AGTAGGTTTTAACTGGGGTAGCACTCCTGCTAGGAGTCCCAATTAT... 18153534 \n", "17 CTGCGTCGGGAGCTGCCCCCGGATCAGGCCCAGTACTGCATCAAGA... 236925956 \n", "18 TTCTGAGTTTTTAGCAAAATGTAATGAAATATCAGGTTGATTTCTT... 236926307 \n", "19 CTACCATGACTGAAGGCGCCAGAGACTGGCGGTGTCTTAAGACTCC... 155035225 \n", "20 CACATTGAAGGGACTTCGTTGGTTTTTTGGAGTCTTGGTTGTGACT... 154554567 \n", "21 GGGCAGGGAGGCGCCGTGGACTCAGCCAGGCTGGGGGAGCCGGACA... 32192737 \n", "22 AAGGCAAAGATTGAAAACATGCTTAACCACTAGCAATCAAGCCACA... 82457511 \n", "23 CTCTTCCATATTCCTTCTGCCTATATTTAGTAATTAATTTATTTTA... 82458083 \n", "24 GCCTGTTTGTTCTTTATGCTGAAAGGAATATATGTCTTCCAATTGC... 82458403 \n", "25 TGTATTTATTAACCCAGTTTCTTTGGGTCTGCCTAGACTTCACCTG... 82459593 \n", "26 CCAGTCTCATCAGATTTTCCATGTCCTGGTGGTGGCAGCAGCCTTT... 202910652 \n", "27 CCGGCTAATCATGGAAGTGTGTCCAGGCTTCAAGTAACTTGAGTTT... 202909995 \n", "28 GTGTGGGAGGGCGAGGCGGGGGATCCTGGAGCCCCTGTGTCGGGGG... 203136512 \n", "29 TAGCATCATTTCTCCCTGTTGGGTTTTAGCCAGTTTGCCAGCAAGC... 36559508 \n", "... ... ... \n", "22340 GCTCATGTTGTATTTTGATTATTCTGTCTGTGCGGCTTCATCTTGG... 24230364 \n", "22341 ATAAAAAGAAAATCATATAGGGATGTGTGACATTATTGTAATTGTG... 24232603 \n", "22342 AATAAATCATAACCATTTTGCCACATTCTGTAACTGTTTAGCTAAG... 24234179 \n", "22343 TATGTATATAATAGCACTTTAAGTTGTCGCTCTGATAAACTGCCTA... 24235904 \n", "22344 AGTATGCATTATCTCATGCATTGTGTTGACCTTGGTGAAAATCTTT... 136659831 \n", "22345 GTTTCCCAGGCTCCTTTTTGTGTTTTTATAACTGTCACCAGTTAGC... 70459493 \n", "22346 TAGCATGAAGTGTGCAATACATACTACTATATTGTCTTTATATAAT... 47274001 \n", "22347 ATTTTCTGACAAGAAAACAATTATCACCAAGAGTGCTCGTGACTGT... 47836945 \n", "22348 TTCATAAGTTATCTCTGGAAAGAGACATGAGAACCTGGTAACCCTG... 47834270 \n", "22349 TTGAAAGAAATCTTGCAAGAGCCATTATTGACTTAGATCCAAAACA... 152141997 \n", "22350 TGCCACTTGGCTGCTTCCTGGCCAAGTCGCACCTGACTGCATGAAC... 152617885 \n", "22351 TTCTGGCACTCACTATAATCAGCCTTGCACTAGAGCTGTTTGTGGA... 152618362 \n", "22352 GCCATTAATGTAATTCCTCTGGATAAAGATAATATATTCAAAAAAT... 129336743 \n", "22353 TAAAACTATTTATGCAGTCAGTACTAAGCTTACTTGTTATAAGCAG... 129335349 \n", "22354 ACATAGAAAAGATTTCCATGAAAAACTTTTTTCTTTTCCCTTGGGA... 47306101 \n", "22355 TTTTGTATTTTATATAAATTGAGTCAATTATATATCATATAATTGA... 47305154 \n", "22356 CTTATTTTGATGAAGTCCGTTCTTTCCATTTGTTCATTTCTGGGTT... 47304199 \n", "22357 TCTTCTTTTTTTAATTACAATGAAAAATTTTGTGTTCCAAGGCAAC... 134495399 \n", "22358 GGCTCAAATTGATATCCCAGTAGCAATAAACATATAATATAGGAGG... 134497046 \n", "22359 GGATAATTATACTTCTATGTCTAATTGTACTTCTGAGCATTTCAAA... 134497629 \n", "22360 CTCACATTGAATAGAAATAGTGACAACTTCTCAACTGTAGAATAGA... 47917631 \n", "22361 TAGGTGAGTGTGTGTGTATAGATAAACACATGGAACAAAAAGTTAG... 46357184 \n", "22362 AATCAGTTCCTTGAGAATAAATTTTTTATCTTTCTTAACTTCAGAA... 84528343 \n", "22363 GCCATCCATCCCAGCCATCCCAAACAACTACCAGAATAATGGATTA... 47781589 \n", "22364 TTGTTTGGCTCCTTCCATCCAGCATAATAAGTTTGAGATTCATTCA... 47784996 \n", "22365 GGAAGAAATAGGGACCGCAGCAGGGACCGCAGCCGGGGCCGGGGCA... 15841360 \n", "22366 TTGAGGATATTCTGGACTAAATATTTAAGTGCAGTCATTTCTTTTT... 57934228 \n", "22367 GACATGGCATGTAATTACAGACAGAAGTGTGACTGTAAACATATTA... 57931885 \n", "22368 ACAGCCCTGGACTACAAGTTTGGAGATTTAAATTCTGATCTTGAGT... 57621181 \n", "22369 TTGATTGTCTACCCAATCAACAGTTTTCCCTCTTTGCTCTGGAAAT... 57623885 \n", "\n", " ... THOC5 total_count sitenum_pas_4 sitenum_pas_3 \\\n", "0 ... 17.0 576.0 1 1 \n", "1 ... 125.0 8657.0 2 2 \n", "2 ... 133.0 11240.0 1 1 \n", "3 ... 4.0 329.0 2 2 \n", "4 ... 16.0 485.0 1 1 \n", "5 ... 1.0 82.0 2 2 \n", "6 ... 76.0 3961.0 3 3 \n", "7 ... 330.0 20840.0 1 1 \n", "8 ... 42.0 2090.0 1 1 \n", "9 ... 40.0 2661.0 2 2 \n", "10 ... 40.0 1490.0 1 1 \n", "11 ... 23.0 1392.0 2 2 \n", "12 ... 114.0 8577.0 3 3 \n", "13 ... 267.0 20294.0 1 1 \n", "14 ... 583.0 37630.0 1 1 \n", "15 ... 7.0 731.0 1 1 \n", "16 ... 2.0 169.0 1 1 \n", "17 ... 7.0 380.0 1 1 \n", "18 ... 11.0 390.0 2 2 \n", "19 ... 110.0 8455.0 1 1 \n", "20 ... 442.0 30159.0 1 1 \n", "21 ... 6.0 725.0 1 1 \n", "22 ... 24.0 2003.0 1 1 \n", "23 ... 69.0 4259.0 2 2 \n", "24 ... 1.0 117.0 3 3 \n", "25 ... 5.0 262.0 4 4 \n", "26 ... 12.0 989.0 1 1 \n", "27 ... 784.0 40043.0 2 2 \n", "28 ... 0.0 136.0 1 1 \n", "29 ... 527.0 30706.0 1 1 \n", "... ... ... ... ... ... \n", "22340 ... 13.0 402.0 2 -1 \n", "22341 ... 112.0 5657.0 3 2 \n", "22342 ... 21.0 2096.0 4 3 \n", "22343 ... 4.0 344.0 5 4 \n", "22344 ... 1.0 121.0 1 1 \n", "22345 ... 120.0 8211.0 1 1 \n", "22346 ... 1.0 86.0 1 1 \n", "22347 ... 5.0 380.0 1 1 \n", "22348 ... 38.0 1251.0 2 2 \n", "22349 ... 18.0 576.0 1 1 \n", "22350 ... 3.0 291.0 1 1 \n", "22351 ... 66.0 3151.0 2 2 \n", "22352 ... 49.0 2016.0 1 1 \n", "22353 ... 3.0 290.0 2 2 \n", "22354 ... 15.0 331.0 1 1 \n", "22355 ... 1.0 68.0 2 2 \n", "22356 ... 10.0 499.0 3 -1 \n", "22357 ... 4.0 192.0 1 1 \n", "22358 ... 4.0 571.0 2 2 \n", "22359 ... 7.0 171.0 3 3 \n", "22360 ... 3.0 241.0 1 1 \n", "22361 ... 17.0 654.0 1 1 \n", "22362 ... 92.0 4818.0 1 1 \n", "22363 ... 6.0 168.0 1 1 \n", "22364 ... 16.0 1011.0 2 2 \n", "22365 ... 65.0 3824.0 1 1 \n", "22366 ... 7.0 325.0 1 1 \n", "22367 ... 12.0 495.0 2 2 \n", "22368 ... 7.0 242.0 1 1 \n", "22369 ... 38.0 2088.0 2 2 \n", "\n", " sitenum_pas_2 sitenum_pas_1 num_sites_pas_4 num_sites_pas_3 \\\n", "0 1 1 2 2 \n", "1 2 2 2 2 \n", "2 1 1 2 2 \n", "3 2 2 2 2 \n", "4 -1 -1 3 3 \n", "5 1 -1 3 3 \n", "6 2 1 3 3 \n", "7 1 1 1 1 \n", "8 1 -1 2 2 \n", "9 2 1 2 2 \n", "10 1 1 3 3 \n", "11 2 2 3 3 \n", "12 3 3 3 3 \n", "13 1 1 1 1 \n", "14 1 1 1 1 \n", "15 1 1 1 1 \n", "16 1 1 1 1 \n", "17 1 1 2 2 \n", "18 2 2 2 2 \n", "19 1 1 1 1 \n", "20 1 1 1 1 \n", "21 1 1 1 1 \n", "22 1 1 4 4 \n", "23 2 2 4 4 \n", "24 3 -1 4 4 \n", "25 4 3 4 4 \n", "26 -1 -1 2 2 \n", "27 1 1 2 2 \n", "28 1 1 1 1 \n", "29 1 1 1 1 \n", "... ... ... ... ... \n", "22340 -1 -1 5 4 \n", "22341 2 2 5 4 \n", "22342 3 3 5 4 \n", "22343 4 -1 5 4 \n", "22344 1 1 1 1 \n", "22345 1 1 1 1 \n", "22346 1 -1 1 1 \n", "22347 1 1 2 2 \n", "22348 2 2 2 2 \n", "22349 1 1 1 1 \n", "22350 1 -1 2 2 \n", "22351 2 1 2 2 \n", "22352 1 1 2 2 \n", "22353 2 2 2 2 \n", "22354 1 -1 3 2 \n", "22355 -1 -1 3 2 \n", "22356 -1 -1 3 2 \n", "22357 1 1 3 3 \n", "22358 2 2 3 3 \n", "22359 3 3 3 3 \n", "22360 1 1 1 1 \n", "22361 1 1 1 1 \n", "22362 1 1 1 1 \n", "22363 1 1 2 2 \n", "22364 2 2 2 2 \n", "22365 1 1 1 1 \n", "22366 1 -1 2 2 \n", "22367 2 1 2 2 \n", "22368 -1 -1 2 2 \n", "22369 1 1 2 2 \n", "\n", " num_sites_pas_2 num_sites_pas_1 \n", "0 2 2 \n", "1 2 2 \n", "2 2 2 \n", "3 2 2 \n", "4 2 1 \n", "5 2 1 \n", "6 2 1 \n", "7 1 1 \n", "8 2 1 \n", "9 2 1 \n", "10 3 3 \n", "11 3 3 \n", "12 3 3 \n", "13 1 1 \n", "14 1 1 \n", "15 1 1 \n", "16 1 1 \n", "17 2 2 \n", "18 2 2 \n", "19 1 1 \n", "20 1 1 \n", "21 1 1 \n", "22 4 3 \n", "23 4 3 \n", "24 4 3 \n", "25 4 3 \n", "26 1 1 \n", "27 1 1 \n", "28 1 1 \n", "29 1 1 \n", "... ... ... \n", "22340 4 3 \n", "22341 4 3 \n", "22342 4 3 \n", "22343 4 3 \n", "22344 1 1 \n", "22345 1 1 \n", "22346 1 0 \n", "22347 2 2 \n", "22348 2 2 \n", "22349 1 1 \n", "22350 2 1 \n", "22351 2 1 \n", "22352 2 2 \n", "22353 2 2 \n", "22354 1 0 \n", "22355 1 0 \n", "22356 1 0 \n", "22357 3 3 \n", "22358 3 3 \n", "22359 3 3 \n", "22360 1 1 \n", "22361 1 1 \n", "22362 1 1 \n", "22363 2 2 \n", "22364 2 2 \n", "22365 1 1 \n", "22366 2 1 \n", "22367 2 1 \n", "22368 1 1 \n", "22369 1 1 \n", "\n", "[22370 rows x 54 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "\n", "df.to_csv('polyadb_processed_utr3_perturb.csv', header=True, index=False, sep='\\t')\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "\n", "df = pd.read_csv('polyadb_processed_utr3_perturb.csv', sep='\\t')\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n genes (total) = 11159\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n genes (total) = 5622\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n genes (total) = 5270\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n genes (total) = 4692\n" ] }, { "data": { "image/png": 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JW+j98L+vqh4adj8DcgXwZ0kOAw8Af5zkH4fb0kBMApNVdfIo7+v0AuFc9yfAj6tqqqr+B3gI+IMh9zRILydZA9BNjw+5H8AAGLokoXc++FBVfX7Y/QxKVd1ZVeuqapTexcB/qapz/jfCqvp34EiS93alq2jj69BfAi5P8vbu//xVNHDxu88eYEs3vwV4eIi9/D//JvDwXQHcDDyb5Omu9snuiWmdmz4O3Nd9H9aLwC1D7mfZVdUTSb4OPEXvzrcfcBY+GbsUktwPXAmsTjIJ3AXsAB5Mciu9MLxheB3+ik8CS1KjPAUkSY0yACSpUQaAJDXKAJCkRhkAktQoA0CSGmUASFKjDABJatT/Aafiu19vFNqYAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n genes (total) = 3944\n" ] }, { "data": { "image/png": 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X1YaqmqR3Uu8/qqrp/7Orqv8CDiX5UDd0IdD6v63xAnB+knd3f44upPET4wsZ+jeBNZALgGuAp5I80Y3d0n2LWur3GeDu7ndrPQdcN+L1jFRVPZrk28Dj9D5N92P8RvAJ+U1gSWqUh4AkqVEGQJIaZQAkqVEGQJIaZQAkqVEGQJIaZQAkqVEGQJIa9f/PHqgtWxaDVQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "import numpy as np\n", "\n", "f = plt.figure()\n", "\n", "t1 = df.query(\"num_sites >= 2\").groupby(\"num_sites\").agg({\"gene\" : \"nunique\"}).reset_index(drop=True)\n", "\n", "print(\"n genes (total) = \" + str(int(np.sum(t1['gene'].values))))\n", "\n", "plt.bar(np.arange(len(t1)) + 1, t1['gene'].values)\n", "\n", "plt.show()\n", "\n", "\n", "f = plt.figure()\n", "\n", "t1 = df.query(\"num_sites_pas_4 >= 2\").groupby(\"num_sites_pas_4\").agg({\"gene\" : \"nunique\"}).reset_index(drop=True)\n", "\n", "print(\"n genes (total) = \" + str(int(np.sum(t1['gene'].values))))\n", "\n", "plt.bar(np.arange(len(t1)) + 1, t1['gene'].values)\n", "\n", "plt.show()\n", "\n", "\n", "f = plt.figure()\n", "\n", "t1 = df.query(\"num_sites_pas_3 >= 2\").groupby(\"num_sites_pas_3\").agg({\"gene\" : \"nunique\"}).reset_index(drop=True)\n", "\n", "print(\"n genes (total) = \" + str(int(np.sum(t1['gene'].values))))\n", "\n", "plt.bar(np.arange(len(t1)) + 1, t1['gene'].values)\n", "\n", "plt.show()\n", "\n", "\n", "f = plt.figure()\n", "\n", "t1 = df.query(\"num_sites_pas_2 >= 2\").groupby(\"num_sites_pas_2\").agg({\"gene\" : \"nunique\"}).reset_index(drop=True)\n", "\n", "print(\"n genes (total) = \" + str(int(np.sum(t1['gene'].values))))\n", "\n", "plt.bar(np.arange(len(t1)) + 1, t1['gene'].values)\n", "\n", "plt.show()\n", "\n", "\n", "f = plt.figure()\n", "\n", "t1 = df.query(\"num_sites_pas_1 >= 2\").groupby(\"num_sites_pas_1\").agg({\"gene\" : \"nunique\"}).reset_index(drop=True)\n", "\n", "print(\"n genes (total) = \" + str(int(np.sum(t1['gene'].values))))\n", "\n", "plt.bar(np.arange(len(t1)) + 1, t1['gene'].values)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing gene 0...\n", "Processing gene 1000...\n", "Processing gene 2000...\n", "Processing gene 3000...\n", "Processing gene 4000...\n", "Processing gene 5000...\n", "5267\n", "x.shape = (5267, 10, 205, 4)\n", "x_ext.shape = (5267, 10, 356, 4)\n", "m.shape = (5267, 10)\n", "l.shape = (5267, 10)\n", "c.shape = (5267, 10, 28)\n" ] } ], "source": [ "#Process features\n", "\n", "def _one_hot_encode_inplace(seq, x, i, k) :\n", " for j in range(len(seq)) :\n", " if seq[j] == 'A' :\n", " x[i, k, j, 0] = 1.\n", " elif seq[j] == 'C' :\n", " x[i, k, j, 1] = 1.\n", " elif seq[j] == 'G' :\n", " x[i, k, j, 2] = 1.\n", " elif seq[j] == 'T' :\n", " x[i, k, j, 3] = 1.\n", " return\n", "\n", "min_pas_level = 3\n", "\n", "max_num_sites = 10\n", "\n", "df_sel = df.query(\"num_sites_pas_\" + str(min_pas_level) + \" >= 2 and num_sites_pas_\" + str(min_pas_level) + \" <= 10 and sitenum_pas_\" + str(min_pas_level) + \" != -1\").copy().reset_index(drop=True)\n", "\n", "genes = df_sel['gene'].unique()\n", "gene_dict = {gene : gene_i for gene_i, gene in enumerate(genes)}\n", "\n", "cell_types = np.array(['rpm', 'NT', 'CDC73', 'CPSF1', 'CPSF2', 'CPSF3', 'CPSF3L', 'CPSF4', 'CPSF6', 'CSTF1', 'CSTF3', 'CTR9', 'FIP1L1', 'LEO1', 'NUDT21', 'PABPC1', 'PABPN1', 'PAF1', 'PAPOLA', 'PCF11', 'RBBP6', 'RPRD1A', 'RPRD1B', 'SCAF8', 'SF3A1', 'SRSF3', 'SYMPK', 'THOC5'], dtype=np.object)\n", "\n", "cell_type_dict = {cell_type : cell_type_i for cell_type_i, cell_type in enumerate(cell_types)}\n", "\n", "x = np.zeros((genes.shape[0], max_num_sites, 205, 4))\n", "x_ext = np.zeros((genes.shape[0], max_num_sites, 356, 4))\n", "\n", "m = np.zeros((genes.shape[0], max_num_sites))\n", "\n", "l = np.zeros((genes.shape[0], max_num_sites))\n", "\n", "prev_pos_dict = {}\n", "\n", "c = np.zeros((genes.shape[0], max_num_sites, cell_types.shape[0]))\n", "\n", "gene_df_dict = {}\n", "gene_df_dict['gene'] = ['N/A'] * genes.shape[0]\n", "gene_df_dict['strand'] = ['N/A'] * genes.shape[0]\n", "gene_df_dict['chrom'] = ['N/A'] * genes.shape[0]\n", "\n", "gene_df_cols = ['gene', 'strand', 'chrom']\n", "\n", "for k in range(max_num_sites) :\n", " \n", " gene_df_dict['gene_id' + \"_\" + str(k)] = ['N/A'] * genes.shape[0]\n", " gene_df_dict['site_type' + \"_\" + str(k)] = ['N/A'] * genes.shape[0]\n", " gene_df_dict['pas' + \"_\" + str(k)] = [-1] * genes.shape[0]\n", " gene_df_dict['wide_seq_ext' + \"_\" + str(k)] = ['N/A'] * genes.shape[0]\n", " gene_df_dict['pas_exists' + \"_\" + str(k)] = [0] * genes.shape[0]\n", " gene_df_dict['dist' + \"_\" + str(k)] = [-1] * genes.shape[0]\n", " \n", " gene_df_dict['pas_pos' + \"_\" + str(k)] = ['N/A'] * genes.shape[0]\n", " gene_df_dict['cut_mode' + \"_\" + str(k)] = ['N/A'] * genes.shape[0]\n", " gene_df_dict['cut_mode_hg38' + \"_\" + str(k)] = ['N/A'] * genes.shape[0]\n", " \n", " gene_df_cols.extend([\n", " 'gene_id' + \"_\" + str(k),\n", " 'site_type' + \"_\" + str(k),\n", " 'pas' + \"_\" + str(k),\n", " 'wide_seq_ext' + \"_\" + str(k),\n", " 'pas_exists' + \"_\" + str(k),\n", " 'dist' + \"_\" + str(k),\n", " \n", " 'pas_pos' + \"_\" + str(k),\n", " 'cut_mode' + \"_\" + str(k),\n", " 'cut_mode_hg38' + \"_\" + str(k),\n", " ])\n", "\n", "for index, row in df_sel.iterrows() :\n", " gene = row['gene']\n", " gene_id = row['gene_id']\n", " \n", " strand = row['strand']\n", " chrom = row['chrom']\n", " \n", " i = gene_dict[gene]\n", " k = row[\"sitenum_pas_\" + str(min_pas_level)] - 1\n", " \n", " if i % 1000 == 0 and k == 0 :\n", " print(\"Processing gene \" + str(i) + \"...\")\n", " \n", " seq = row['wide_seq_ext'][175-70:175-70+205]\n", " \n", " _one_hot_encode_inplace(seq, x, i, k)\n", " _one_hot_encode_inplace(row['wide_seq_ext'], x_ext, i, k)\n", " \n", " m[i, k] = 1.\n", " \n", " if gene not in prev_pos_dict :\n", " l[i, k] = 0.\n", " else :\n", " l[i, k] = np.abs(row['cut_mode'] - prev_pos_dict[gene])\n", " \n", " gene_df_dict['gene'][i] = gene\n", " gene_df_dict['strand'][i] = strand\n", " gene_df_dict['chrom'][i] = chrom\n", " \n", " gene_df_dict['gene_id' + \"_\" + str(k)][i] = gene_id\n", " gene_df_dict['pas' + \"_\" + str(k)][i] = row['pas']\n", " gene_df_dict['site_type' + \"_\" + str(k)][i] = row['site_type']\n", " gene_df_dict['wide_seq_ext' + \"_\" + str(k)][i] = row['wide_seq_ext']\n", " gene_df_dict['pas_exists' + \"_\" + str(k)][i] = int(m[i, k])\n", " gene_df_dict['dist' + \"_\" + str(k)][i] = l[i, k]\n", " \n", " gene_df_dict['pas_pos' + \"_\" + str(k)][i] = row['pas_pos']\n", " gene_df_dict['cut_mode' + \"_\" + str(k)][i] = row['cut_mode']\n", " gene_df_dict['cut_mode_hg38' + \"_\" + str(k)][i] = row['cut_mode_hg38']\n", " \n", " prev_pos_dict[gene] = row['cut_mode']\n", " \n", " for cell_type_i in range(cell_types.shape[0]) :\n", " cell_type = cell_types[cell_type_i]\n", " \n", " c[i, k, cell_type_i] = row[cell_type]\n", "\n", "gene_df = pd.DataFrame(gene_df_dict)\n", "gene_df = gene_df[gene_df_cols]\n", "\n", "print(len(gene_df))\n", "print(\"x.shape = \" + str(x.shape))\n", "print(\"x_ext.shape = \" + str(x_ext.shape))\n", "print(\"m.shape = \" + str(m.shape))\n", "print(\"l.shape = \" + str(l.shape))\n", "print(\"c.shape = \" + str(c.shape))\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5267\n", "x.shape = (5267, 10, 205, 4)\n", "x_ext.shape = (5267, 10, 356, 4)\n", "m.shape = (5267, 10)\n", "l.shape = (5267, 10)\n", "c.shape = (5267, 10, 28)\n" ] } ], "source": [ "\n", "total_c = np.sum(c, axis=(1, 2))\n", "\n", "x = x[total_c > 0, ...]\n", "x_ext = x_ext[total_c > 0, ...]\n", "m = m[total_c > 0, :]\n", "l = l[total_c > 0, :]\n", "c = c[total_c > 0, ...]\n", "gene_df = gene_df.iloc[np.nonzero(total_c > 0)[0]].copy().reset_index(drop=True)\n", "\n", "print(len(gene_df))\n", "print(\"x.shape = \" + str(x.shape))\n", "print(\"x_ext.shape = \" + str(x_ext.shape))\n", "print(\"m.shape = \" + str(m.shape))\n", "print(\"l.shape = \" + str(l.shape))\n", "print(\"c.shape = \" + str(c.shape))\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jlinder2/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/__main__.py:2: RuntimeWarning: invalid value encountered in true_divide\n", " from ipykernel import kernelapp as app\n" ] } ], "source": [ "\n", "y = c / np.sum(c, axis=1, keepdims=True)\n", "y[np.isnan(y)] = 0.\n", "\n", "s = np.array(np.sum(c, axis=1) > 0, dtype=np.float)\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "\n", "gene_df.to_csv(\"polyadb_features_pas_\" + str(min_pas_level) + \"_utr3_perturb.csv\", sep='\\t')\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "\n", "np.savez(\"polyadb_features_pas_\" + str(min_pas_level) + \"_utr3_perturb.npz\", x=x, x_ext=x_ext, m=m, l=l, c=c, y=y, s=s)\n", "\n", "np.savez(\"polyadb_features_pas_\" + str(min_pas_level) + \"_utr3_perturb_no_x.npz\", m=m, l=l, c=c, y=y, s=s)\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "\n", "save_dict = np.load(\"polyadb_features_pas_3_utr3_perturb_no_x.npz\")\n", "m, l, c, y, s = save_dict['m'], save_dict['l'], save_dict['c'], save_dict['y'], save_dict['s']\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "\n", "dist_index = np.array([np.nonzero(m[i, :])[0][-1] for i in range(m.shape[0])])\n", "\n", "y_dist = []\n", "for i in range(y.shape[0]) :\n", " y_dist.append(y[i, dist_index[i], :][None, :])\n", "\n", "y_dist = np.concatenate(y_dist, axis=0)\n", "\n", "dist_mask = np.zeros(m.shape)\n", "for i in range(m.shape[0]) :\n", " dist_mask[i, dist_index[i]] = 1.\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "\n", "cell_types = np.array(['rpm', 'NT', 'CDC73', 'CPSF1', 'CPSF2', 'CPSF3', 'CPSF3L', 'CPSF4', 'CPSF6', 'CSTF1', 'CSTF3', 'CTR9', 'FIP1L1', 'LEO1', 'NUDT21', 'PABPC1', 'PABPN1', 'PAF1', 'PAPOLA', 'PCF11', 'RBBP6', 'RPRD1A', 'RPRD1B', 'SCAF8', 'SF3A1', 'SRSF3', 'SYMPK', 'THOC5'], dtype=np.object)\n", "\n", "cell_type_dict = {cell_type : cell_type_i for cell_type_i, cell_type in enumerate(cell_types)}\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n = 5267\n", "SpearmanrResult(correlation=0.821364836472268, pvalue=0.0)\n", "(0.8027300007698112, 0.0)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#PolyADB annotated distal site comparison\n", "\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import spearmanr, pearsonr\n", "\n", "cell_type_1 = 'rpm'\n", "cell_type_2 = 'NT'\n", "\n", "min_count_1 = 0.\n", "min_count_2 = 10.\n", "\n", "cell_type_1_ix = cell_type_dict[cell_type_1]\n", "cell_type_2_ix = cell_type_dict[cell_type_2]\n", "\n", "keep_index = np.nonzero((np.sum(c[..., cell_type_1_ix], axis=-1) >= min_count_1) & (np.sum(c[..., cell_type_2_ix], axis=-1) >= min_count_2))[0]\n", "\n", "print(\"n = \" + str(keep_index.shape[0]))\n", "\n", "print(spearmanr(y_dist[keep_index, cell_type_1_ix], y_dist[keep_index, cell_type_2_ix]))\n", "print(pearsonr(y_dist[keep_index, cell_type_1_ix], y_dist[keep_index, cell_type_2_ix]))\n", "\n", "f = plt.figure(figsize=(4, 4))\n", "\n", "plt.scatter(y_dist[keep_index, cell_type_1_ix], y_dist[keep_index, cell_type_2_ix], color='black', alpha=0.25, s=8)\n", "\n", "plt.xlim(0, 1)\n", "plt.ylim(0, 1)\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CDC73\n", "n = 5055\n", "SpearmanrResult(correlation=0.9750539570429886, pvalue=0.0)\n", "(0.9846600912724476, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CPSF1\n", "n = 5164\n", "SpearmanrResult(correlation=0.9689793565326417, pvalue=0.0)\n", "(0.9724669024408563, 0.0)\n" ] }, { "data": { "image/png": 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piMViLC4uEgwGyWazhEIhnE4nIyMj1NTU0NDQQE9Pj6jqLZfLdHZ2Mjw8jMPhIJlMYrPZhGTmpUuXWF5eJp1Os7q6+qH0tFqtxmQy4XA4kCSJYDDI+fPn0Wg0PPnkk0xPT+P3+0UQ+UGjSjBVPBKQ3R6/3y8CqlqtFrfbLSwLv99/X0RzLzGbdDotArsul0scKxaL0dLSgsPhYHFxEZvNRjqdJpVKiXEje/fuZWlpSYyQXVpaYnFxUcycPnz4MLOzs+j1emKxGNevXycQCJDNZlEqlcBaxkitVgtpTPm/QqGAJEk0NTWRSqVIJpNcuHCBo0ePcuLECdrb2x9K93iVYKp4ZGAwGOjo6MDtdu8o2Hsv+71bzEYmsLfffpvx8XGcTidWq1VkYS5evMjt27cplUpYrVZKpZIYfibX1USjURobG6mrqyMQCDAxMUE2mxXyCyMjIzQ0NOD1elEoFExPT5PL5UTWSG5S1Gg0pFIpYC0eEwqF6Ozs5MCBA7z33nvMzc2hVqtJJBIAuFyuj6z7sh2qBFPFI4fNsZEHofUi73MrS0gmsOXlZYaHh9FqtSwtLdHQ0IDFYsHv9zM0NERtbS3RaJR//+//PSqVCpVKxaVLlxgeHqarq4uVlRVWVlYIhUKEQiHi8biYY2Q2m0Vh3OLiIiqVShTrFYtFdDodRqORXbt2USwWyWQyBINBcrmcILMnn3ySsbExMRcpn88TCoW4dOkSx48fp6Oj44HeB6gSTBWfA9zNxdlJ5ermuUTrLSGZwNxuN2+99RYmk4lSqURNTQ23b98mmUxSKBQwGo0iziK/zG1tbbz++uuEw2ECgQBWq1VouRgMBtEdnc/nyWQyzM7Oks1mgX9pB5C7oiVJwul0EovFcDqdRCIR8X3NZjM6nY76+nri8Th+/9r4eK/Xy+7dux/KdYcqwVTxOcCdXJw7uU/rxZ8GBgZYXl5mamqKU6dOsbq6it/vx2AwiBoUv99PY2MjlUqFf/7nf2ZkZAS1Wk1vby8GgwGn00l/fz9qtZqbN2+KRsnHH3+cn/3sZ5RKJS5evEhtba0oppP1XOQiuXK5jE6nE1aLwWBAqVSSyWRIp9NMTk6Kz2Wrp66ujuPHj9PX18fCwgLFYlGQUDgcpq6u7qEEeKFKMFV8TrBdWno792k98aRSKVQqFW1tbUxNTTE3N4fNZtswZXHfvn1Cff/ChQsolUrUajXhcBifz4dKpaK5uZlcLsd/+k//iWKxiEqlor+/n9XVVX7+85+j1WoplUocPnyY8fFx4R7l83k0Go0QjMpkMhQKBbRaLfl8nqamJjweD7CWkrfZbMJ1MpvNVCoV9uzZA0AqlaKpqQmv14vdbqdYLNLQ0MDAwMBD0SGuEkwVn2ts5z6tr6sJBAKo1WpWV1c5evSoKOK7evXqhrqb+vp6XnrpJRKJBH6/n0AgACAEnXbv3s3CwgKxWIy+vj5u3LjBxMQE9fX1TExMkEqlyOVy/OhHP6K+vp76+nphbcBawLampgaz2Yzf7xexlnA4DKxlkDKZjCjxr6mpoVKpoFKpeO+99xgeHhYB6NOnT+NwOIjH43R1dT00HeIqwVTxyOFex49spe0iE80777wDQH9/P0eOHNmQ9t6q7qZQKNDc3MxLL73E6uqqcKGWl5dFIdvKygoTExOEQiEApqamRKuAwWAQrlEoFKKhoQG73Y7H4yEQCLC8vCy6o7PZrIjD1NTUCCKSJIlyuUxdXR35fJ7W1lYUCgWhUEg0TDY0NPD8888L1+9+WybuhirBVPHI4E6B2DttMzAwQC6XY25ubkOV7pEjR4hGo4I81uu6WCwWTp8+ze3bt4nFYiwsLGA2m1lZWSGXy3HkyBGWl5dFoZ9arRYE8MQTT/DBBx9QKBQwGAxCUzeZTFIqlYTYVCaToaamBqvVysjIiGjYlKUY5BaAaDRKQ0ODiM3IrQJ79uxBkiR6enpYWVkR6eze3l6hYbNT4az7RZVgqvjU4KPokKxPFa8PxN7N7N9uQJvf7yeTyWwo2lOr1Zw9e1a0IRw7dozXXnuNeDzO7Owshw8fZnJyktHRUWBNyGm9xSOLVI2OjmK325mbmyMYDOL1etFoNBiNRhQKBYVCgUKhQCKRwOPx4PP50Gq1GwbVl0olJElCq9Vit9upVCrU1dWJz/V6PdlslsbGRiGhefz4cebm5jhx4gQOh2Nbcn2QqBJMFZ8K7LQYbjsSkolifSB2J+Xvm2MwMonIfTqPP/44X/ziF3G73czOzvLuu+9it9vFPKJMJkN3dzc3btxgfn6ep59+Glhzqbq6ujZU8spavPF4nLa2NhKJBKFQCJVKhVarJRaLYbPZsFgsQnkun8+zurq6QW4C1lLTBoMBlUolepRyuRySJCFJEvX19RQKBdLpNLt37yYYDPLuu+9SU1PDyMgI7e3tH8ssqCrBVLFjPKxh8rCzYrg7kZBMFOsDsbL1cCdsTmHLvUJDQ0MUi0WWl5d55plnSKfT/PjHP2ZycpKamhpMJhM6nQ69Xs/IyAiLi4sUCgWi0Sh9fX3C5ZCvWaFQYHR0lHA4LAK9Op0OtVpNLpcTA9JqamooFAp0d3cTj8dFsZ3sOlUqFdRqNSqVSsRtZOkGhUKBxWJBqVSKFHWpVCKZTNLb2ytqdSYmJrh8+bLQ9q3GYKr4xPGwR6vupN/nTiR0PxIMMjansOVsjNlsRqFQEAwGGRgY4P333yeRSDAzM0NzczM//OEP+fVf/3XOnz+PQqEgEokwPT1NXV0dAwMDHDp0iJ///OeUSiUSiQQul4tcLodOpyMWi9Ha2komk+HAgQO4XC5CoRClUonx8XF8Ph8Gg0HMOJItE5lUSqUSTU1NokhOzkDJ7QIul4tEIsHBgwfFbOv33nuP73//+ywvL/PBBx/w27/92w9UmmErVAmmih3hYZvTdyMIuYkQtpZfkPfxUc/JYDDwu7/7u6Ji1uFw4HQ6uXXrlpj9HI/Hqa2tZXBwkNXVVTQaDcVikbGxMQAGBwcxm80MDQ3h9XqJx+PClQmFQiSTSVKpFDMzM5TLZdFDNTU1JVoEdu3aRTwex2azkcvlKBaLKBQKnE4nhw8fZmxsjC984QvcvHmTbDaLTqcT5+pwODh8+DA3b94UXdxqtZquri4sFgtWq5VsNovf738oEg3rUSWYKnaEB6ECd7/YSkxqJ+7P/aK5uZk/+ZM/2ZBdGRwcxGQyAWsWTiQSQa/XU1dXx+joKIuLi6TTaerq6ohGo5w/fx6z2YzP58Pr9YrOakmSxEvv9/uFy5JMJllaWsJut5PJZLh27Rp6vV4cQ64oVqvVDA8Pk8lkeOONN9Dr9RgMBg4cOEC5XObUqVNcv36d5eVlAoGAILuXXnqJzs5O3G434+PjKJVK3G73Q7+PVYKpYkf4KC7ITnAnF2yz9XQnS+VBxInS6TSFQkEEaeWal+7ubqanp9m3b5+QxMzlcrS0tNDa2sqtW7fQaDRCsnJycpJIJEIoFCIajaJUKjGZTNTV1YnRrjMzM0SjUWBtIFsul0Ov11MoFNizZ4/opi4WiyKLJPcYraysEIlEkCSJRCLB008/TaFQQK1Wi4FtJ06cEFkpt9vNt771LaampjCZTA9NomE9qgRTxY7xUVyQu734d3LB5F/ZsbExkWXZ7hgfNU601T7k1HVHRwdzc3MEAgHi8TgajYaenh6sVivj4+M88cQTGI1GgsGgcHUsFosghUqlQjweZ+/evSIdLWeR8vm86IhuamrC5/ORz+dRKpV0dXUxPDwstlcqlQSDQZRKpdDYbWtr45VXXhEqfmq1mvn5eYLBIM3NzeKaORyOBzZUbSeoEkwVDx07efEfhAv2IOJEW82SliEXwo2Pj5PJZMSws2PHjok+JKPRyKuvvoper2dqagpAuDZyjYrf72f37t00NjYSj8cxm83YbDZqa2tpamqiu7ubS5cuiQzSyMgI5XIZt9stJDCVSiX19fX4fD4hrdnR0YHBYOBv//ZvGR8fFzOo5XP7JLAjgpEk6UXgzwAl8FeVSuX/2bS8Gfg+YP3VOv97pVJ56wGfaxWfUdztxZetG9mc36y1Mjk5KV5E+aXfSrvkXpXnZIsqFAoxMTFBd3c3Dodjw4SA9Q2Nx48fp7e3lz/90z/F5/MJK+X9999nfHwcWKt/6enp4d1330WtVmM0GnG73cTjcZaWljCbzbS2tgqd3JMnTxIOh+nu7qalpYUnn3xS7GthYYG5uTlKpRKpVAqv10s6nRazq0+ePMnBgwcZHBwUQef9+/fT3NwsRsROT08zMDDA1NTUQymkuxvuSjCSJCmBvwReALzAVUmSzlYqldF1q/0fwI8qlcp/kSSpF3gLaH0I51vFZxB3evHvJpfw9ttvEwwGeeONN0RXsc1m2zLIu9M40fpjxuNx3njjDQqFAnq9nj/7sz8T5fOFQoFr167hdrtFZW82m2V6eppEIkE+nyebzXLt2jVqa2uFddLf34/D4RAavMFgkD179mA2m9FoNBQKBWZmZgiHw2g0GlpbW7FarRw4cIDvfe97xONx5ubmhGsVi8XQarVYrVZcLhdmsxmXy4XJZMJoNGKxWGhubmZ1dZVMJiPiQPF4nEqlIsTAtyPmh4mdWDBHgelKpTILIEnSD4EzwHqCqQDmX/3bAiw9yJOs4rONO734d7Ju5GV2u11MTTSZTPj9/m1flp3EidYf89atWyQSCfbt28f09LQosIvH41y7do1YLCaaDq9evYpSqSSbzdLV1cXU1BSJRIJyuczKygrBYFBIJ4yOjhKNRjGZTDidTtxutyCL2dlZkXqW2wNgzVry+XzCNSqXy/T29jI0NIRWqyUSiVAqlYjFYkQiEbq7u5mcnGRqaoqpqSn6+/uFeHhHR4doAfjBD35Aa2vrtsT8MLETgmkEFtf97QUe37TO/w28I0nS/wLUAM9vtSNJkr4OfB3WUoFVfH6w3Yt/J+tGXhaPx0X6dmpqikKhwNWrV+/7ZVl/zNbWViFjoFarsVqtzM7OkkwmmZycFGlni8XC2NgYVquVUChEJpNhdXWV69evU1tby+///u/j8XjQ6XT80z/9E62treh0OiRJoq6ujmw2Kypz1Wq16DUqFoskEgkhbRkOhwmHw5hMJnK5HMvLyygUCpqamkgkEjgcDpqamshkMnR2dhIIBDh58iRjY2M0NzcTCARoaWkhnU6j0Wg4fvw4b775pnDTHkY7wJ2wE4KRtvhs82zKrwL/rVKp/L+SJD0J/ECSpH2VSqW8YaNK5bvAdwEOHz689XzLKj5XuJN1s37ZSy+9xNTUFFeuXKG7u3vbRsadpKk3H/PkyZP8/d//PU6nk9nZWYaGhgiFQgSDQVQqFclkkpmZGbRaLRqNht27d9PR0cHw8DAtLS1i3tDCwgI/+clPRAaovr6etrY23G43MzMzYpJjpVLBbDZjMpnYtWsXPp+PaDTK6uoqLpeLWCyGQqHAZDKJsn+5Alij0QBr8gzyzKTz588DazEbmTjlbNLS0hLj4+P4/X6sVisvvvjiw7iN22InBOMFdq37u4kPu0B/ALwIUKlU/lmSJB3gAFYexElW8WjjTm7N+mUGg4Hl5WXR3bw5lrNeqgHuXJC3fr9ms5k9e/ZQX1/P0NAQVquVvr4+isUiqVSKEydOsLKygkajQafTodVqiUajeL1eQqEQdXV1QrYhmUyi1WpJpVKkUikcDgd+vx+Px0MkEhGK/yqVCqPRSCqVEgV1y8vLJJNJLBYLbW1topp3165duFwurl+/ztLSEktLS+zbt4/6+nr0ej2BQACn00mhUNggD7G8vMzg4CA6nQ673Y7VaiUSiXys3sNOCOYq0ClJUhvgA34H+N1N6ywAzwH/TZKkPYAOCD7IE62iiu2snc1SDSdPnuT8+fNCZe5u2RPZZfJ4PHg8HorFohBnUqlUzM/P09LSQltbG319fcRiMf7mb/6G+vp6tFotjY2NJJNJuru7+eEPfyhiLyqViqWlJTo7O4lGoywsLAAImcpIJAJANBoVUx81Go2o9i0UCqRSKeLxOMPDw6RSKRKJhJgUKV+HpaUlZmZm0Ov1vPTSSxgMBt5++20WFha4desWpVKJmZkZjhw5Qm1t7X3Ph7qet5YGAAAgAElEQVQf3JVgKpVKUZKkfwe8zVoK+q8rlcptSZK+DVyrVCpngf8N+J4kSf8ra+7T/1SRhSuqqOIBYqvxIeulGkZHR7l8+TKZTAaLxSLiDsC2rpNMXJOTk8DanKCbN2+i1+txOp2cO3eOo0ePConLmZkZIVmpUChwOBwiiHvo0CGGhobI5/Oo1Wo6OzuFa9Xc3EwikSCRSDA/P08ulyORSJBMJgmHwygUCtLptLBoDh48yOTkJHv37iWTyeDxePB6vUSjUXQ6HZlMBoCGhgZhwRQKBXE9nE4nSqWSgwcPkkwm+Vf/6l8xODj40BpWt8KO6mB+VdPy1qbP/s91/x4Fnnqwp1ZFFVtjc2r7xIkTaLVaoZ1rMBgYHh5mYGAAs9nMs88++6FUeDqdFr1GDocDg8FAV1cXQ0NDXL58WYg0yS7L4uKicG1kt0ar1fL000/zb/7Nv0GlUhGJRFhdXRVylw6HA5/PJ8a62u12dDodTz/9NGq1muvXrzM6Oio6pWXZy0gkwsrKCouLi/T19QFrMpjZbBa1Wg0g9HhHRkaE5XX06FHhNsrB8Z6eHpqbm6mvr6ehoQGfz/dQ9V82o1rJ+znEw9R1+TiwObVdKBQ2WCBGoxGfz8ehQ4dQq9VEIpEN68/OzvKDH/xAjGj95je/KRTeBgcHuXXrFvF4nIMHD7J//37a29uJRCKo1WrS6TSlUonm5masVitf+MIXuHHjBrlcjtHRUVwulwjwyhMa7Xa70HNxuVwcOnQIs9ksVO3klLRarSafz6PValEoFCiVSr74xS+ytLTEnj17mJ+fp6GhAYVCQUtLC8ViEYBTp04xNzcn4i/AhuC4XLwIfOwNq1WC+ZzhYeu63Ou53CvRbZZtkD+zWCx0dXUxPj7O4uIier0etVqN2WymqamJubk58WIlEgkymQzt7e3Mzs7i9XpxOBx4vV4RmE2lUlQqFbxeL5FIhMbGRiRJ4vTp0+zbt08cf3JyEo/HQ19fH36/n3w+j9lsplgs0tzcTLFYpFgs4nK56O3tFS88wLFjxyiXy1y6dEnovkxPT5PJZKhUKqI3KZ/Ps2/fPhYXFwmHw1QqFfbt20djYyMej0eMUXG73YRCIWGZbSXD8DAbVrdClWA+Z/g4ZBJ3gvshus2yDfv27WNkZISrV68KVwnWfqV7enro6uqis7MTh8PB6dOnRV+RHFC9fv26qCuRO57Xi297vV5KpRLLy8uoVCo8Hg9ut5uWlha6urqYnJzE5XIxMzPDxYsXxaiSo0ePsmvXLvr6+njmmWcA0Ov1Il509epVUWj3W7/1WyQSCX72s5+hUCjQ6XTYbDbRwf2jH/0IWJs88Nhjj7G6uipI9L333ttwfUKhEH/5l39JPB5HoVDwx3/8xx/KGD0IzZx7QZVgPmf4JHVd1uN+iG7zNrKLUF9fj8fjEa5KW1sb77zzDul0mtHRUc6cOYPBYBCuz9DQEOVymXK5TE9PD+FwmO985ztisNkf/dEfATA8PIzZbOYnP/kJCwsL+Hw+/H4/Xq9XSFBeuHCBuro6TCYTp06d4ty5czgcDsxmM5OTk6TTaWw224YRIWNjY6jVajweD7/4xS/ELGq58xqgtrZWyDJ8+ctfJhgM4na7SafTNDU1ATA/P49Wq+XAgQOsrq4yMTEhJB+WlpZ47bXX+MY3vvGJusFVgvmcYatU7ycRk7kfotu8jez6yKX5uVyOmZkZVldXKRaLBAIBhoeHyeVynD59Wohuh0Ih7HY7DQ0NpNNp/v7v/56ZmRkaGhooFAqoVCq6u7v55S9/ycTEBABOp5PFxUUuX76M2WzmjTfe4PLlyyQSCUwmE7/1W79FNpvlwIEDQvj7u9/9LuVymUwmI+Qy29rauHDhAjdu3ECtVouRIyqVilwut8HCCAaDwoIKBALo9Xox+hUQZLSyssLRo0fp7u5GoVCwtLSEzWbDaDR+YhaqjCrBfA6x/iH+pGIy9ypgtV3H9frgbktLC1qtlq6uLnK5HG+//TZms5nx8XGOHDnC6Ogo8XicaDRKTU2NUN+XBZ1u376NxWJhbm6OhYUFOjo66O/v5xe/+AXZbBa73c7CwgIGg4Hz58+zuLiIy+XC4/GQSCTEwPupqSmampqYnp5maWmJeDxOTU0Nhw4dIhAIUCgUxGzpSqUiNF0MhrU51UtLS6RSKSRJwmq1Eg6H6ejooKurCwC3243RaGRhYQGXyyUCvM3NzfzxH/8xr732GkajEafT+YlZqDKqBPM5xycZk9lpPOBOJCinl+UgrtlsprOzkytXrrC+FKtYLNLb24vRaCQcDtPX14fJZCIajfIf/sN/YGlpiWw2S3t7O3V1dXg8HiqVCul0mo6ODiYmJkTdysLCAvl8nkQiQTAYpFKp8Oabb9Le3s6xY8dYWFjAarWKbFYul+Mf/uEfKJVKPP/881itVmw2m5BvaG5u5rnnniObzbK4uCg0e1OpFEajUQSZPR6PaFlIpVJiikJ9fb0I6DY3N/ONb3zjU5MlrBLM5xwPKybzIN0uv9/P8vIybW1tBAIBJicnN8wcAti/fz+w9usei8WwWq089dRTLC0t0dPTQ2dnJ8vLy6IArbOzk4GBASYmJkgkEhiNRjQaDQsLC5w9e5aamhqKxSL5fF4QVWdnJ+l0mmw2S01NDTU1Nayurgo3xu/3c/v2bWpra0WRnjwELZlMChEpo9HI/v37kSSJV155BZVKhSRJDA4OMj09jcPhoKWlhYmJCRoaGtBoNDz99NPCNZKtlhMnTmC327fs4fqkiUVGlWA+w3gQL/HD0Nq9m8bLvRwrnU5z9epVpqamGBsbE7GKwcFBEbx9++23icfjFItFzpw5g8ViwWw2s3v3blpbW8WY1PXfUyat9vZ2NBoNkUgEs9ks9HV3797NP/3TP6HT6TCZTKKAzu12i5J+2cpQKBTEYjHh7thsNoLBoJCXCAQCIu0sK9F5PB6cTicej4c9e/YQjUYJhULk83lmZ2ex2Ww89thjtLe3U19fT3t7OwDj4+NiXrbNZuMrX/nKjq/jJ2HVVAnmM4qtqlnvd77Ng/7F287tup94j1zmf+rUKW7evIlSqSQQCBAMrrW6Pf744ywsLBAKhcS6X/3qV7ckzfVtBhcvXuTmzZtotVp+4zd+g3A4jMFgoK6uDq1WSygUEp3PWq2WkydP8uyzz6LX68W5LS4u8jd/8zcsLi4yNTVFOp0mHo+zsrKCUqkkk8ngdDpJp9MYjUYymQwKhYKjR49itVppaWnB7/dz+PBhvve97+H1esU2XV1dfO1rXxM1M/L579u3j/n5eXp6eshmsztyaT/J2qcqwXxGsf4l9ng8vP7669TU1Dy0B2inv4B3ml+0E+nM2dlZEomEqF+Rt52bm8PtdpNKpVhcXMTpdFIqlbhw4QK3b9/G6/Vy+PBhoSJ3J1fP7/czNDREbW0t4XCYZ555RoxSlRsJ/+qv/gqn04nJZCKTyaDVakXD4PoCtvr6elKpFAaDAYVCQTabJZfLEYlEyGQyhMNh8vk8brdbKPkvLi4yOTmJXq/HZrNRLBbZv38/5XKZiYkJDh06RGtrK4VCgVu3bm34ERkZGWFlZUVkjrb6npvv1ScZZ6sSzGcU62MnxWIRlUr10B6ge5kbfaf5RXeTzvyHf/gHXnvtNUqlEj09PXzrW9/acBytVsuzzz6LVqtFpVJRLBbRarV86Utf4mc/+xm1tbWYzWbUavWO5ijJmrnybCF5ud/vF0HfhYUF2traaGlp4cKFC0SjUQwGg9CjKRQK/Nqv/RrxeJypqSm0Wq2wVlZXV9Hr9Wg0GmKxGC6Xi/n5eUKhEKlUivn5eVpbW5mcnGRxcZEDBw6g1Wrp7e3FbF4TiFxPDF6vF9i6NeBO9+qTrH2qEsxnFOtjJ2q1WhRx3esDtJ1lsv7znf4C3m1+0d2kM/1+P2q1GpvNRiwWEwPLAPbs2cPy8jJqtZqvfvWr4nv/4he/wO/3c+zYMY4fPy6CvLlcDqvVyjvvvCNkG9a7kUePHiUajYoS+/XIZDKkUikx3yibzXLhwgUWFhaw2+389Kc/JRqNYrVaKZVKtLW18eyzz9LU1MTi4iL5fB6j0QisWXFy0+ShQ4eYm5sTaerV1VUCgQAvv/wysCYY/ju/8zvb9g7JdT+bM0d3ugexWAy32/2xtwjIqBLMZxjrX+D7eYC2s0y261a+G4Gt/6WU959Op3eU4bBYLLjdblEI19PTI6Yqbj72+liKDK1W+yEr5ebNmxQKBZF9kt1IWGszWF++L59bOp1mZGSESqVCLBajtraWlZUVhoaGSCaTnDt3DpVq7bVxu93YbDYikYiYppjJZCgUCiSTSerr6wVJJRIJRkZG2L17N1qtlsHBQaxWK36/n4mJCZqbmzcMepPv5eb7erf7vJ218klllqoE85DwcUft7+cB2s4y2a5beSdSlCdOnGBqaorJyUnRI7STmJDBYODll1/m0KFDG2IwsD15ysQgWzfrLatcLkc+n0eSJAKBAOl0mkQiQaFQ4P3332dkZASn04nVakWr1QJrrpSMM2fO8Oqrr5JMJlEqlajVahQKBZVKhVKpRLlcplgsitlG8pQBubJXpVJhMplIJpPEYjHsdjsdHR0cPXqUQqGA1+tlz549FAoFjh49Sn9//7aB8M0keLdruT5l/0mnq6sE8xDwaepYvhO2+7Xb6vOdPNjpdFq4aqOjozz55JMEg8Et61a2gpwlkclZtn42H1terlartzx/OYgruynNzc1MTU1x/vx55ubmSKVSOJ1OjEYj7e3tfOUrX+HcuXPMz8/jdrtFAVtdXZ1IQReLRSG5oFQqcTgc7N27l7179/Lee+8xOTlJMplEpVKJmI5Go6G7u5u5uTlcLhd79uzhi1/8ohieJvcpyeQCHw7eDw0NbehpulNaevNz9zCH2u8UVYJ5CPi0dCzfDduZ3PdbGyN/b7fbzVtvvUUsFiORSABrWaB77Zje7LbJQdWf//znqFQqzGbzhrgKIOYXyZDdmeXlZWpra4nH48BaZa+ccr516xbz8/PU1NSwsrLCb/zGb+Dz+XC73SiVSorFIna7nXw+j8/nQ6FQsHfvXo4dO0ZbWxvXrl2joaGBlZUVampqsNvt2O12KpUKdXV12Gw2hoaGmJ6e5q//+q/55je/ycsvv7wh2yWr86nValKpFJOTk8zMzLCyssLAwAC9vb1MTU1x5MiRbWcbfRqfuyrBPAR8WjqWd4LtLJP7cbnk7+33+2lra6O7u5uRkRHsdju5XO6+OqZl10Auprty5QrlcpmGhgaam5vFUPd0Os3Zs2dFlqe/v19YQLdv3+b8+fMEg0EUCgUulwuFQkFraytPPPEEdXV1zMzMkEwmyWaz/Pf//t8plUpcv34di8WCxWLBarUiSRKzs7O4XC6USuWG/qZYLIbZbKaurk5IOgwNDbG8vIzJZKJcLtPa2orP52Nqaoonn3zyQy6RDJVKxerqKh0dHRiNRkqlErlcDknaasDHh6//p+m5qxLMQ8DDqI79LED+3n6/H5vNRi6Xw2w2k0wmMZvNOxrlupXbI5OO0WikXC5jMpkIBoM0NDRssACuXLmC0WgkmUzy+7//+9jtdsLhMH/+538uaoT279/P6dOncTqdIsj75ptvEgqF8Hg8mM1mMSNaHkeyvo5H1rz1er14PB4Avv71r/OTn/yElpYWGhoaqFQqTExMYDKZSKfThMNhstksZ8+epbGxkcnJSeEWrSfUsbExYC2mBGtWVqFQEGNlXS7XHd2eT+NzVyWYh4RPUz/IxwmDwUBHR4dIF6+XbNyqZmN9mn29kJRerxdBynQ6LdLGer0eh8OB0WgUrQJbQSaP+fl5FAoFWq2WYrGI2+2mublZ7Nvv95NOp+np6WFiYgKdTofP52Nubg6/349Go8HpdPK1r32N//yf/zNarZZSqUSxWGRoaIhUKkV/fz+//uu/Lupt0uk03//+90mlUhSLRdEVHY/HOXPmDFqtVlhz660OeZaRPNnghRdeQK1W3/EabnX9P03PXZVgPge4lyrcB/Xrd7cHfb1rIItpu1yuDXUrsgTk66+/Ll7qnp4eSqUSNpttw/4tFgu7d+8mmUzidrtFsV08Hkev13PkyBFhkcizk2TpS7n9oFgs0t3djSRJXLt2jZ6eHtRqNbt370av1/P4448TjUZZXl4mHA6zsrKCQqGgq6trQxaoUCjw8ssvo9frGR4exufzUVNTg8PhEGNi16fw11sd6XSa119/HZVKxeDg4Kc2QbBTVAnmEcf9VOF+1MzXTohqc7akWCwyNzcHQFtbG6urq/j9fn75y18yNDQkyvYlSaKtrU1YGB0dHSJ7Jcta9vf3i0Cw7Fa0tbUJPZd8Ps8//uM/ioCsJEn09PSwsLDArl27KBaLtLS0EA6HicVilMtl0SG9a9cubDYb165dY2ZmBoVCQbFYFFkv2RLTarW88sornD59WoiLr5fMvHjxomjOlNPx8j5qamo+VYHaj4IqwXxGcL/Wxf1W4d7pwb5T9e/66Yp3Iio5WyLHPQ4dOoTP5xNl+HJtikqlwul0EgwGsdvtGAyGDd3E6yt3jUYj2WwWo9FIoVAgnU7z5ptvMjMzwy9/+UsRFL58+TLRaBS9Xs/JkyepVCrs2bOHXbt20dXVhclkoqamBq/Xy9jYGEajkcHBQV544QXy+TwffPCBmFZgsVj4wQ9+wFNPPSVaNlpaWjZcw/X1KIVCgVwux8LCgmjYPHPmzAYXET7cx/VZRZVgPgP4KNbFTjMLO11PPpdgMEgikeDll1+mubn5Q9MVT506dcf50bLFIQtByRYHrCnTdXZ2AghF/oaGBs6cOSN0V3p6eojFYkxOTgqN2g8++IBgMMgHH3zAsWPHOHTokJBRWFpaQqfTAYiu6enpafx+P42NjYTDYcxmswjcwprrJItSmUwm1Go1p06dIpfLYTKZRGWuUqkUweVisSgqmbciWovFQrFYJBgM4nQ6UalUeL1eoROTTCY5fvy4WPezbL1AlWA+E/go9Q07zSzsdL1YLEYwGOS9994jFAoxPDzMt7/9bdRqtdCcnZqaYm5ujvr6etRqtegxkgOV8vdpaWnB4/Hw5ptvMjU1JaYVptNp8aLLpCMHdOVu4qWlJbFsbm6Offv2EY1Gee6558TsZjlQ7PP5KBQKlEol9u7dK2QRWltb6evro6mpCaVSyb59+xgcHBSC3DqdjoaGhg0ZK4vFQktLixjAtmfPHgKBgMiUyXU54XCYgYGBDe6eTBpnzpwR303OWo2OjgpX6qWXXhJu02cdVYL5DOCj1jesD7hu5d6s/2y7NOj6jE8ikSAUClEul/F6vbz22mv863/9r0UF7NGjRzly5AgWi4WBgQGCwSBDQ0P09/fjdDpFb9Pk5CQ+nw+9Xi9eQrVazYsvvihGjLS1tTE+Ps7w8DA6nY5cLsfTTz/NlStXsNlswh2RpQ/kOM77779PqVRCqVTym7/5mxiNRmpra7FYLDz++ON4PB4xE0keVxIMBhkcHGRsbIxMJkNnZycdHR00NDRw/PhxcY1OnDjB66+/zpNPPkmpVOLLX/4yKpWKxsZGMb71woULjI+PMzo6SnNzs2j+VCqVnDlzZkPD5tTUFHa7ncbGRhHP2Zw12nzfdtKk+mmwfqoE8xnAg6pv2MrVAu7qfm3e7stf/jLDw8N4vV5Rch+LxT7UA+P3+4nH40xPTzMzMyNqUQqFAocOHeI//sf/KOIwjY2NHDhwgFwut6GO5q233mJ6epp33nlHWA5ywVk2mxUxHIvFIqYrZrNZwuEwPT09TE5O8txzz4nh9XKsI5VKYbVayeVyQus2FosRDocJh8OUy2UuX77M6uoqJpOJpaUlMZFx//791NTUYLVaeeutt7hx4wY6nQ6VSkVPT48Yi2KxrA2mv379ulDMky2Tr371q1gsFs6ePculS5eYn5+nra2NQ4cOfci12nyPTpw4sSGYvF2T6qchA1UlmM8IHkR9w3ZVsndzvzZvZzab+fa3vy3U681m84aXQraC5HhDIpHAZrORSCQoFotYLBYmJyfJ5XJkMhlKpRL5fF7ooMj1JH6/X6jK+Xw+lEqlkLA8evQogUCArq4u6urqRAamvr6eaDSKz+cTSv9ms1nEhuRYh5z21mq1JJNJyuUyHo+HdDotBKYymQzBYJBYLMbs7Kxwd+SB9hMTE0QiEUwmE5FIhEqlQm9v74ZiQLnqWLb62trahCgWICQjjEYjFsvadEqPx3PHe+T1enfUpPppyEBVCeYRw51M5O1crbu5X1vJMLjdbqFeL+vmbn4pYrGYcC3kofRyLKW2thafz8fS0hImk4knnniCo0ePbmiKdLvduN1uRkdHiUQipNNp2traKJVKBAIBtFqtGPwud09Ho1EA9u7dK2IrFy9eFCNjZdEm2drIZDKEQiESiQTj4+M0Nzdjs9kIhUJks1nm5+dxOBysrq7yox/9SAhUyW6cSqXinXfeEbISspXT0dFBa2srKpWK8fFxdu3aRalUYvfu3Ruqmm02G1NTUwC0trYKcfI73aPNo3Dv1KT6SUNaP9rh48Thw4cr165d+0SO/ahiJyby3WIwd0pNb5eC3ko/ZmBggHg8zujoKB0dHSL2IA+Zn5yc5N1332V6epp0Ok1fXx+/93u/J1wI+Xg/+9nPuHTpEplMBrPZzG/+5m8Si8Xo7+/HZDJx8eJF1Go17777LjU1NZhMJs6cOUNbWxuxWIwf//jHXLlyhWw2i1arpaamhlOnTglRbrPZzHe/+11KpRLpdJqWlhbgX9oCVlZW6OvrE1koOdbzB3/wB0xNTTE7O8t7773HE088QSqV4rd/+7c5ePCgiKGk02mmpqYwmUzU19dvGVuR403rK5fvdo8+7hiMJEmDlUrl8L1uV7VgHiHsxETeytXaqfuVSCRE9mf9/jfHiNbXpWQyGex2uwh+ymQUj8cJBAL09vYyNjaGyWRiYGBgQ8xhYWGBn/70p6jValFjMj8/L2ZDy6NhvV4vly5dwmQybZBSiMViTExM4PP58Hq9wmKZm5tDpVJhMBhIpVLodDpCoRDFYpH29naCwaBITatUKiF8tbS0RDQapVgscunSJS5fvkw8HicYDBIIBLDb7XR3d28gyfWxkvb29i2v/ebu6J3cowfZpPowUSWYRwgPy0ReTwqjo6MAH2pelB/s9aLfyWRSzASS11+fogZoaGjAZDIJ0vL7/SQSCeLxOE6nk0qlwvLyMpFIhNbWViRJEvUt8lA0udu4XC6jUCgE+UUiEYaGhkRcRd7fyMgINpuNlZUVXnjhBdrb22lra2NsbAyDwcDRo0eRJEmMQmloaKC3t1eoz9XV1ZFMJpEkCaPRSH19Pel0muPHjzM4OIjD4fjUxkQ+blQJ5hHC/WSbdmKObyYFObC61b7WSw8cP35820Y9+WV2u90sLS2Jv69evSqyQR0dHbS3twv3ore3F4Cf/vSnSJKEUqlkfHwcr9crLCSApaUlYfXY7XZqa2tF/KWuro5EIsFjjz2G1+sVTZQmkwmj0YharRaylxqNhkQiQWNjI0qlkoMHD7KyskIymWRsbIyFhQXi8Tgul4va2lrcbvcGWYpPY0zk40aVYB4x3IuJvFlD5dChQwCMjIwA/xJn2fyiyIHVzfOYNv9iGwwGEXORA78y8vk8U1NT5HI5EVyV44Eul4vV1VX6+vp48cUXefPNNxkdHaVcLgNrw8esViuBQIBdu3bhcDiYnZ0VPUN9fX3EYjFBTL/4xS9IpVLMzMzQ1dVFKpViZGQEnU7H8vKy6KC22+20tbXx+uuvMzY2hlarJZfLMTw8zJ49e0gmk7S2tgpLTXbb5MkBm2UpPo3yCR83qgTzOYasoaLRaLh16xYXLlwQqeAvfelLG8a0yi/K+ozR5nlMJ06cANasE5vNJoKc6wPAcq1MU1PThmbBXbt2kUwmWV1d5cKFC1QqFaxWK52dnZw6dYoTJ06g1+vJZDJ4PB4KhYKIp0iSRLlcFuNfLRaLCEY7HA4cDgetra0sLy8TDAZ55plnyGaz5PN5Jicneeqpp/gf/+N/EA6H+a//9b9SKpVEvU6xWGR4eJhgMIhGo8Hn89HY2Iher0elUrF7925qa2v5wz/8Q5qamj5EJJ+2mMjHjSrBPAK4W+bgbstzuRy5XA69Xi+GrQ8PDzM/P08ulxNzkOHO85jkWEk+nxf7lke0ynUtDocDn8+HVqtFr9eTzWYplUqiFyifzzM3N4fVamVgYAC/34/b7cZsNosAcH9/P++//z5qtRpJkmhqaiIajbJ//34MBgN9fX2ilqS1tVU0S5rNZp566imeeeYZXn31VTFMTR54VltbSzAY5Mknn2R6eppEIoFOp6NQKDAxMcGBAwfo7e3FarXy3HPPcfXqVfL5PPX19ezdu/e+rv2jjirBfML4qA/g3VLT21XvyseUC9ZkYaR8Ps/hw4dFNWsgEAD4kKVSKBQ2zGMCGBgYYHx8HKfTic1mE2nt0dFR3nrrLex2Oz/+8Y9paGjAaDTyh3/4hwwODtLf3y96gQKBAA6HQ7hOcnHanj17iMXWZvwcP36cdDpNbW0t3//+9xkdHcXn8xGJRDh48CCNjY2C8BobG/mLv/gLJicnBRHIaeFKpUKxWBSZodraWiKRCPX19SI1/cEHH6DT6ZAkiUwmg0ajobW1VQh+343YP22VtR83qgTzCeJBPICxWExUp8rasOv3sTku4vf7N4wjff755wVZrI+TyHolwWBQ6KasH2MiV+uud50uXrwoVOTsdjuwZh11d3cTCoVEXUltbS0Gg0HsW96vXq/H5XLhcrkIBoOo1WqWlpaYmpoiHA5z7Ngx0S8lbyMrxVksFmFNqdXqD8U+uru7xXdzu90cPXqUmzdvkkqlaG5uRqVSUSgUOHjwoKijkazjlloAACAASURBVKU0K5UKTzzxBMeOHQMQYuF3c3+qWaQqwXyieBAPoFqt/lAn7npsDtDCxrLz9WSxvn7DbDbT3NxMQ0MDL7zwAoODg0xOTorZQvJ68kss67uEQiGUSiU1NTXi3OLxOKurq5jNZrRaLSsrKzgcDrq7u3n//fdFzEatVtPS0kJHRwfJZJLvfe973L59G4VCgcfj4dy5c0xNTXH69GlOnz7N7OwsV69eJR6Pk8vlqFQqmEymDw1nkxX75WtusVg4duwYP/3p/8/emwa3dZ5p2hcIgCBAglgIcF/ERdxEi1a0WNZmq71OpJY6GTuTdMddqc50Z6rSlR9fTSr1zY+uyfSfnq8m1T2pcnV1qsudrlTK01Z6EsdLbJlKZElWm5slUhR3kAS4AFyxgwABEN8P9vv6AAIparEtKXyqXBbJQ+Dw4LzPed77uZ/7fptAIMDNmzfZs2ePTG4OhwOr1YpOp+Pll19mcnJSJpdLly6Rn58vt2xbfV47XaSdBPOFxv24AePxOK2trVJLRCx+EQbDhhnazMzMpk6JmaHsfgiZhdbWVn784x+zvr7Oq6++yne/+116e3vTRJKEJMKXv/xlotEos7OzlJeX097eTk1NDZ988gmNjY1oNBr+/M//XJLtAJaWlvjhD38oW8vf+c53JP6Rm5tLKpWisLBQtoHLysooKiri8OHDmEwm5ufnaW5u5sCBAzKheDwemRBEcoWN7lhpaSl5eXk0NjaysLBAaWkp0WiUYDBIV1cXbW1tcjrcYrHQ29vLRx99xMzMDAcOHKC+vv62D4S77SI9SrjNthKMSqV6EfjfgBr4x1Qq9TdZjvka8N+BFNCXSqX++D6e5yMZ96ONaTKZ5MLLptyvZJMKb6Lt6sPAp1O8s7OzrK+v09TUxMTEBCMjI7eo4Tc1NeF0OuU09OjoKE6nk/HxcXl+VquV6upqrl69Sl9fH9PT0+zduxeHw8Hg4CB2ux2Px8Po6CiHDx/GYDDQ19dHTk4OV65c4cSJE2mzN4WFhZSXl2OxWLBarfzsZz8jFArJFvP8/Dxf+tKXsNls5ObmShdIjUbD8vIyoVBIjg/85je/kX+/Xq9P2/6dP3+eoqIifD4fs7Oz1NTUbOuBcKddpEcNt7ltglGpVGrgVeA5YAboVqlUv06lUoOKY3YD/y9wNJVKeVUq1a0srJ3IGvfaxrxdksq2DbudpajSWVH8biAQICcnh4mJCfR6PU1NTfT29qap4Su1YGBD0e3555+nq6uLeDyOSqXC5/MRi8XQaDTS19npdMrtTTgcRqvVUlpaSiKRoKGhgdXVVcxmMz6fj3A4nHaeHo+HgYEBYrEYOTk5rK6uEovF8Hq9NDQ0kJubi9PpxGAwoNfr5XbMarXyH/7DfyAnJ0fKbDY3N7OysiJdEZTbLDGUWFJSQmtr66aOBvdafTxquM12KphDwHgqlZoAUKlU/wc4Cwwqjvlz4NVUKuUFSKVSC/f7RB/2uF9l73aH3kTc6TYsmxGYx+PBbrfzgx/8gJWVFSorKyW/RLw3kLalEv5GLpeLmZkZ6e/c3NzM6dOnuXr1Kk6nE5PJJLV1BwcH8Xq9nDx5UnZphHXIjRs3sFqtUupAWIN88sknTExMYLFY5CR1YWEhwWCQqakpDAYDFouF3Nxcenp6aGhokHiPWq0mmUwyPT1Nbm6uJPwpt1OwkcTPnDkjE+dmCfp+VB+PGm6znQRTAUwrvp4Bnsg4phFApVJ9xMY26r+nUqn37ssZPgJxv8rezaaWt3rdO92GZT5BDx48KGnvgJRdEK+tHC8QJDxAShecO3dODiDabDZeeOEFqqur5Wv+4he/IBQKMTk5SVNTE7m5uRJsFoOAp0+fpre3l6mpKaLRKE899RTvvPMON27cYGFhAb/fL9m0er1eiju1trZit9vJy8tjfHyciYkJTKYNl8YPPviAZDLJ3NwcVVVVFBUVkUgkKC4uxuv1SscC8bdtp/K7H9XHo8b+3U6CyeZXmanxoAF2A08DlcBllUrVlkqlfGkvpFL9BfAXsGFI/vsS93rjZduybCU8lBl3sg3LfIIqJQQ2S5KbCX4LMSaj0ShxGZPJJL2OZmdncbvdPP3004yMjJBMJqVZvHKBBwIByV0ZHR3lX/7lXxgdHeXGjRvk5OSwvr6OVqtlcXGR9vZ2pqenqaioYGZmhoaGBqkRHI1G8Xq9rKysoFarCQQCLC0tSXX/aDTK5cuXpSSD6K5t9+GQTTdHeB/dSdzNtvlBBYa3k2BmgCrF15XAXJZjPk6lUnFgUqVSjbCRcLqVB6VSqZ8AP4ENPZi7PemHLe6l7N1sy7KV8NC9hHiCigUtYqskKX6WKfhttVoZHh5menqahYUFGhoaOHfuHLFYjImJCfn7N2/eRKfTUVBQcIslicFgYHp6Gq/Xi91ulwtpaGiImZkZKeyt0+lIpVJMT28U21VVVajVag4cOCBp/WL62mq10tPTg9PppKWlherqamKxGLt372ZsbIynnnqK1dXVbSn+ZS5sce26u7vp7u7+XIDaBxkY3k6C6QZ2q1SqWmAW+DqQ2SH6FfAN4KcqlcrGxpZp4n6e6MMcd1r2KgW2haWFUOAXk8xi8X1W5bQg48GnDohwq1+PUp5BCfKK0YDV1VWWl5fxeDz89re/xWQyodfrqampwe/3c/LkSZLJJFarVRqe1dTUSLlMk8nEm2++KSu2pqYmNBqNbFvn5eWxuLhIMpkkLy+PRCKB3W4H4OjRo9TX1/Pee++RSqXIycmhurqacDjMM888wz/+4z+ysrJCPB6nvb2d6upq3G43k5OT0qZkq7b+ZgtbfA6fF1D7IAPDt00wqVQqoVKp/hJ4nw185bVUKnVTpVL9D6AnlUr9+t9/9rxKpRoEksD3U6nU8md54g9bbLfszdReqa+vx+FwEIvFcDgcwMYiF9PLWzkB3G243W4JwHZ1dfHb3/4WnU5HQ0MDzzzzDHV1dQA4HA6JuQAysYi/c3V1Fa/XKxfAwMAAbW1thMNhHnvsMXbt2sUTTzzBwMCAHJ4Mh8NcunRJXjOr1UokEuHgwYMsLS1x4MABjEYj8XictbU1SQoEyM3Npbq6mj/6oz9iZWWFY8eOSSJhbW0tv/71r3n//fcJBoM8+eSTtLS0cPjwYUKhEGq1Gp/PR3t7Oz6fj1AoREdHB2fOnNk0iYs5K6HV+0XJNDzIwPC2eDCpVOpd4N2M7/2V4t8p4P/59/924h4imxqcTqejvLwcnU4nKxnlbNB2S+LtyCzCxpjAhQsXZGWyZ88ePB4PkUhECiyJGaSxsTFOnDiRtqUS9iMDAwPk5uaytrbGrl275FxRTk4Ozc3NPPnkkxgMBsbGxqSYeGtrK4FAgNraWjo7OykrK8Pr9bK2tibfW6VScfLkSXp6eggGg7KtXVhYyOHDh0mlUpSWlmIymejo6MDlcrGwsMDa2hpVVVXMz8/LrREgrVSEn9Frr71GQUEBTqeTgwcPUl9ff8v1FYD22NgYY2NjHDp06AuTaXiQgeEdJu8DFuJpJMr+5eVl7HY7+/btIxQKZZ1ivh0uIL6XrZzPJqcQiURoa2sjGAwSDAZZWFhgaWmJuro66UQoMJfBwUF+85vfkJ+fn/ZeqVSK/Px8vvrVr6LVarHZbCwuLlJaWiq3Px0dHbS1tbF7927p3dzR0cHCwgKjo6OoVCpJrBNViNB3GRwcxGg0UlJSQjAYpKioiOPHj3PkyBGJywgM5fnnn+fjjz/G5XLR2dmJ0Wikvb09rc2uPPfthPK1JycnZbdNxOct0/CgykLsJJjPMO4G2RfU/jfffFNOGR8/fly2eAU2IyqI7eICm+3TM78Pnyrd5+bmcvToUXw+H8PDw0QikTRw2efz0draSiwWo7m5mRs3btDX10dlZSWRSISWlhZ0Oh0nTpwgEolQVVWFEHofGhoiGAzywQcfoFarOXr0KMeOHSMWi9HW1sbFixfRaDRcunSJQ4cO8cwzz8hreObMGdra2rh8+bLkshw4cACHw8HVq1cJhUK89NJL2Gw2dDod8/PzLC4uSk3c1tZWia9kfi5iEFLYiWy2/RTXfHJycsvjft9jJ8HcY2xGfBNJYLvIvvJ14vF42pSxmC9SLojMknizVvbtcIHM1irAs88+K0llsMHI3bt3r3xSwwaAKRTjLl++zPz8PGNjYywuLhKLxSgrK5MiUaIiKSgoQKPRsLS0xNTUFIlEQpLerl69Sl1dHV1dXXi9XhYXF3nllVcIh8OyOlBe26KiIl5++eU0Nb1r167xu9/9Dq/Xi8Ph4Ic//CEvvPCC9GASiUZUS9k+A7fbnWY7+yBWBQ9T7CSYe4itiG/hcBiNRnOLAv92X2c7A4ni9QSvRHg1h8NhAoGAZM+KhamUt1SS5bZqrYotw+TkJAaDgYmJCf7hH/6BZDJJVVUVf/VXf5W2iK1WK06nk7q6Opl8lIC1TqfDbDZjt9ulQZrFYiGZTHLlyhVisRiBQACAjz76iJMnT2IymSSgLPR6hUmbMnGHQiG8Xi/l5eXS1vbxxx+nsbGR4eFhiWllo/kL+dCuri4ADh06xJkzZzb97MUWScw2ia8fRBzki4ydBHMPkbm9UBLfnE4niURiW8h+pqZLPB6/ZQJ6s4hEIrz55pv09fVhMpnw+XxUV1czNTVFe3s7HR0d8tit2L63a62ura3R39/PJ598wuDgIAUFBYyMjHDy5En27t2LRqNBp9MRiUQwGo0SvBUtdthQonvqqaf40Y9+RDAYxOfzSX6KcEO0Wq3MzMywZ88eysvLKSkpoaOjA6/Xy9jYGPv372d1dVVeKyHpaTAYeOmll6RCXWFhIZWVlWl/Z25urtwWZm6P/H4/Xq+XgoICANn92mwcI7MijMfjvP7669LQ/kHionyRsZNg7iEybzIl8a2wsJDjx4/fInadLeLxOF1dXXJhnDx5ko8//jhtAnqz2ZfR0VGSySR2u52pqSnUajUVFRVMT09TVFTEwsLGWJjySXsnM0vi/CsrK/n4449ZX1+XSQHg5z//Ob/73e9ktVZZWYndbueTTz5hdXWVubkNTmZhYSGNjY243W456zM3N0djYyNqtZrS0lJisZjkqTQ0NDA9PU1fXx8TExNS0W52dha9Xs/y8jLDw8MSHzpz5gzV1dX88Ic/lIlZjByIv6G2tpbz589Li1nldRUzUcJlcTNNYSXXRYmJiSRvt9uprq6+ay7Kg8rIvdvYSTB3EJkffrb2oPJrQD59LRYLZ86cyVqaf/DBB/IJXl9fz8rKym2JU0q+jMPhoL6+nqKiIvLz84nH42g0Gqanp7FYLNviSGzW6hSJR/gUCQwjHo/T1NREKpVieXmZ0tJS1tbWcDqdDAwM4PF4OHbsGGazmerqavLy8mRS0mq10oJ1amoKrVaL2+3mhRdeQK/Xy6HKvr4+8vLyeOutt+jv78dgMNDc3MxLL73E0tISnZ2dkrMj2slKTyJB0xd/w+TkJLCRaJSC5uKzzDbQ6Ha7N/0sxO8JC1lxfcrLy++Ki/IgM3LvNnYSzDZjqyfZZu1Jh8PBRx99hEajIZFIyEWgDL/fL2/O2dlZamtrsVqthMNhnE5nVo0X8XvCq0i0jPft2ydveHHOSlnMrfgvyvMWi1P8jkg8p06dYnJykl/84hc4HA70ej03b94kkUgwOjrK1772Nerq6hgZGWF9fZ0LFy5w4MAB3nrrLVZXV8nJyeF73/teWpcmEAig0+no6+sjPz+fnJwcObE9PDzMhQsXSCaTGAwGOVeUm5vLzZs3mZ2dJRAIyA7OVva2AmeyWCzMz88zODhILBajt7dXWtoaDLe6LG6HxCZ0aYQC4GZSDreLB5mRe7exk2C2GXfz4a+ursontLDZyAxxAws8Qq1Wc/XqVZmUjh8/nsbREAlB/J7T6cThcKDT6QiFQnJBCVJepiymCGUFlEgk5KJQsogFkCocBQSzdteuXRw5coTOzk6SySR1dXVMT0/T1tbG22+/jcvlwmKxsHv3bsrKyrh27RqxWIy5uTneeecd/vRP/xSPx0NHRwcej4eenh7i8Tg+n4+GhgZ8Ph8lJSVSBNxqtdLf38/8/DwFBQUYjUbW19epqqpibW2N5uZmTCZT1oFLJd4idF4yu0oA3/jGN7J+ntshsd0votuDzMi929hJMNuMu/nw9Xo9tbW1kqshxKKVYTAYOHjwIF6vl9raWiYnJ/F6vRIzUerfZlZQx48fl4tX2a263bkK7GZxcZHp6Wnm5uaIxWK88MILaSxirVaLy+XijTfewGq1AhuDf2NjYwwNDVFZWUlRURGBQIDS0lKqqqpob2/HYDAQCoWwWq20t7fz1ltvMTExgd1up6CgAL/fT2dnpzRLE4OGi4uLLC0tsby8jNPppK2tjerqasxmM2VlZaytreFyuejq6mJ+fp6SkhIKCgo4ffo08Xhctsd7enro6uqisbEx6+dkNBqloLndbpcaM5C9C7QZiW2zCvBu40Fm5N5t7CSYbcbdfPhlZWUcOXLktqQtoZIv9F/h1qHCzApKuAMIDEan08nt1Fbnqqxcenp6cLlcGI1GhoeHOXjwoLRS1Wg0fPzxx0SjUWnEJjCMEydO8NZbbxEIBKiurubAgQM89thjsnOk0+nSqqIDBw7Izo+YGxLbwqWlJQn66vV6VCoVHo+H9fV1gsGgbK0L14KKigrGx8epq6ujvr6e5eVluaUCuHDhgtwiiu5V5t8ei8XIz8+npaUFg8FAYWEhWq02bWo9c64qMz4rvORBZeTebewkmDuIO/3wBXC4Hf3bTHA4G9gKn7omAml+0e3t7RKw3CqU2M38/DyRSISSkhK8Xi9Xr17FbDYDG1uGnp4eysvL+fDDDyVjFZC6uwKMzs/P54knnsj6d4yOjqLT6fiTP/kTSdQzmUyEw2Hy8vI4dOgQR44cIRQKkZubS0dHB7Ozs7KTNDg4yNmzZzGZTNKhQDB3Q6GQTK6Tk5PU19fT399PS0sL+fn5ssJQYkvKJH3s2DEJAoufmc1mzp8/j9frvaXTlO06Pkp4yWcROwnmNrFV2zBzSPBOyuvMyAYWbxXCJkQAwcrkstXTVbl9EtuPnp4eVCoV4+PjnDp1Cp/Ph9VqpbS0lNXV1TQJBoC+vj76+/tZXFwkJyeHUCh0C7dEgK2xWIy+vj5qamooKSmR80bDw8NEo1GOHj3KqVOniMfjTE1NMTg4KOUr3333XSorK+X2rb6+XjouJhIJHnvsMQA5ANrd3S2lMmtra2ltbU3bIm0mpiUis9OkxHAy41HESz6L2EkwGZGZNG6n4qYUgoLNyWz3GkrmqNPp5IMPPsgKBItjt2qtKqsMt9tNMpmkrKyMS5cuSbEok8kkfaSVqnZ+v5/du3ezb98+zp07h1arxePxoNVqgU9ZxcvLyzgcDo4ePcrS0pLEWrq7uxkdHcVgMGA2m2W3qqysTOr4+v1+4vE4ExMThMNhTCYTJ06cQK1WE41GKS8vJz8/n+LiYjweD06nk6WlJYxGI6dOnWJkZIS9e/feopqYrcISmjOZnSafz3dXbf2dSI+dBKOIbJPFt1NxU9p2iMWv5Fds9V53cnMqn5iJRIJkMonZbM7qhXS7p6uy0hD4TzQalZWKyWRKm6MqKyu7JaEmk0l27dqF0WikrKxMXp/z58/T39+Px+NhaWmJvr4+2S4XowQCc6msrKS+vl6en81m43vf+x7/8A//gNFoZG5ujuLiYtbX19Hr9Zw9exZAsmXLysqkIJXRaJTbpZKSEubn55mfn78l4Yu/fbMqT3SatvPZPGp4yWcROwlGEdkmizdbqMpFrMQmBgc3zBZux8C9E0AR0p+Y8XicV199lYGBgaxujnfydM12bDZyGXBLQq2uruaTTz6R/JOamhrGx8dRq9VMTU1hsViIxWJYLBb8fr9kAVutVoLBoJS6VF6XwcFB6urqWFxcxGg0olKp2L9/v9yePf300/L6C76OGAzV6XS0t7djNBrp7u6+5cEgzlPE7Qh0O3HvsZNgFJFtj77Z02wzQBO47YCjElB89913mZqaYteuXVmZvspQMke3cnNUHrudyDxWybFJJBK3SEeKYwsLC6moqODJJ5/k2rVr2O12nE4n+fn52Gw2WltbGRsbw2w2o1arSaVSLC0tSeOztrY26dQo2LeBQACv14tOpyMajbJ3714KCwvTDOSyhRjPaGxsBG59MCwtLXHu3DkGBwfRarW0t7fvYCifQ+wkGEVs9eT3+/0sLS2l+QIpy22/37+lCHcmSQ6gq6sLh8NBfn4+H374Ifn5+Tz55JNpHtHZzkX8/tjYmJSUzKZev5WURDweJx6PMzs7i9FolDKY4nihSZNMJnnzzTc5e/as9IO+dOkSyWSS1dVVGhoaCIVCJJNJQqEQhw4dkmMLa2tr1NbWcvToUfR6PYuLi1y4cIHFxUUWFhZwu93Y7Xbi8bhUwRP8FIvFQigUor6+nng8LgdJ8/Ly6OrqwmKxcPDgQTweD21tbSQSCaxWqzx/5ZyQ2+3mrbfeorOzk1gsRlNTE5FIhP379xMMBjEajVnvh8zr9VlhLY/a/JEydhJMRmQ+zcV2ZnFxkd/85jdSmvH73/8+Npstq9RC5s2Y7RgRqVSKcDhMT0+P5Hp8//vfl6zazQDmvr4+lpaWpNmY3W7fFITW6TY8ioQXkMPhoLKykvPnz7O2tkZubi5/+Id/KC1oE4kETzzxBBqNhrm5Ocl2PXv2LJ2dndy4cYOlpSUCgYA0Q9u3bx9qtZojR47Q29srOTHt7e3MzMzwwgsvUFdXx/z8PF1dXRQVFRGNRlGpVLz66qvU19ejVqs5duwYgDzPUCgkJ6P7+vr4+c9/Lo3dBEVfODtmyjiIIcSVlRU5kDkzM4PZbKa5uZmrV6/S29uLTqfjyJEjaRVkpjZyNnmI+xGP4vyRMnYSzG1CbGeELWlpaSnLy8vMzMxIyUWx3ZmcnMTv92edN8qUdYANzZGlpSUAioqK2LNnDzMzM8zMzFBSUrIpRjAzM0MikaC+vl7qrYjuSzYQ2ul0cu7cOZxOJ3l5eaysrMjjBYgqMJPFxUWCwSCxWAyVSsXc3BwFBQUkk0lmZmbQaDQYjUYGBgbQarUsLy+ztrZGaWkpRUVFkhtTVFSEWq2mqKhIboPKyso4c+YM9fX1/N//+39ZXFzE7Xbj9XpJpVJEo1FgI5GJJKL8f3FxMQUFBezZs0fObdXV1dHd3S3ZxwUFBcRiMdxuNxcvXqSvrw+1Ws3a2holJSWYzWZeeeUV7HY7P/7xj1laWkKtVm8K4me+7v3muzzqfJqcL/oEHvQQeIToZHg8HvR6vWSOiu3K+fPnGRsbo7u7+xZdVyWmEQ6HZSfF5/Nx5MgRXnnlFVpbW6XPT2Vl5ZadoMrKSvR6PdPT0wSDQQYGBqT/s/I9YYOYFw6HMRqN2O12FhYWGBsb4+bNm4RCIXw+H/F4nPLycsbGxujv75dzUQcOHJA8F4fDgdVqlUN9eXl5rK2tsbCwILcziURC8lauX79OOBxmeXnDXEJpbyLeIxwO4/V6SSaTBINBSdsXbWubzSY7WufPn+fdd9/F7/dz9epV9Ho9+/btk0BxKBRCr9dL43vYqIJ0Oh1er5ecnBySySQ2m43HHnsMvV6PTqdDo9EQDofJzc2V8gxiu5btde83VvOo82l2KpjbhBKXefHFF9MwGPFz5SxRNnKWwfCpzq5Go6G3t/eWrZQwLRNiTcr31Wq1spNjMBiw2Wx8//vf59q1a7S2tuLxeKS+bbahPeE+ABsmZ4J6v3fvXk6fPk1zc7O0XjWbzQSDQdRqNXq9nsbGRomTaLVajh8/zr/927/x9NNPU1RURHd3N7W1tej1ep577jkikQiXLl2SLePm5mZgIwEL3ESj0VBeXg5AQ0MDp0+f5sqVK7L9rFxk4gkvlPnOnDmDz+fj9OnT8jNQTnuLaxqJROQWSxyza9cuCYqXlZVx9OhR5ufnyc3N5eWXXwbIut1Vvu79ri4edT7NToLZRihxmUzylngqK8lZAlhU3jDZdHaVs0kGg0GSxsbGxtL24tn26DabjaNHj+JyuZiamqK8vFwO7YmODHwqNNXW1sbk5CQ5OTnE43Hm5+cpLi5m37591NfXs7S0RCKRwGazYbfbKS8vlwb1TqeT9vZ2lpeXuXjxIpcvX8bn81FXVyf9pC0WC1evXmVqakr6N6lUKm7cuAHArl27GBsbo62tLU3a4LnnnkOr1cpt0WaA9scff8zi4iKDg4McOXJEuhNsNmjo9/tlp215eRm1Wk08Hk+b18oc48hsz2ebQv8s4lFui+8kGEXcKZqfjc+SSVITT0FRcm9WCmdiJoKsl22PLo43mUySfJZMJmVLGW4V8+7t7cXpdLKwsIBKpSIWi6HRaOTT/p133qGzs5OVlRWCwSCffPIJoVCIb37zm3g8HrxeL//yL//Cr371K3Jzc8nJyUkj2TU3N8sEZrfbGRoawu/3s7y8LPET2BhozHRH2ArgFBWix+Nh3759+P1+6Siw1e8JADgWi6X5Hik/283a84/qduWLiJ0E8+9xN2h+5uIXlYNw+5ufn08zSMt2k4v3Fm4AfX19OJ1OYIOslykAnm3q97nnnpOjA5cvX75FZMnlcvHLX/6S/Px8UqkUFRUV7Nq1i5aWFtki/vDDDxkcHGR+fp5EIoHRaCQQCDAyMoLNZmN4eJhgMIjf76e0tFSKmu/du1eOGFgsFiwWC3q9HoPBwODgIGVlZTidTlQqlTQnU44pZHNGzAxx7MTEhJS8uB0wqvz7xde3+zwf9e3KFxE7Cebf427Q/Mwnnlarpbu7m6GhIYmPWCyWtJJbLDAgjbIeCATo6+vDbDaTSCQoKSmRAGzm7JDH45GzQ16vl9zc3DQHg4mJCckL6e/vl9uo1tZWGhsbJcVeyBQs1tm7pAAAIABJREFULCzI8QO1Wk1OTg4Oh4OysjIKCws5ePAg4+PjWK1WrFYrRUVFtLS0cPDgQZxOJzU1NRw/fpy6ujoikQjnzp3DarWytLRELBZjbW2N/fv38+yzz8qul0hQmc6I2arIeDyeRiwUAO12Kg3hsb3dh8ajvF35ImInwfx73E15LMDbmZkZqYYfCASkHIFKpbqt8ryyHZpIJKSim3LoUITSrvT69euoVCpMJpMEMj0eD7FYjNdee00mjPb2dpqamnA4HJjNZlpaWuRrxWIxOjo6ZJu9ubmZ+fl5ioqKyMnJ4ctf/jLhcBi9Xk97eztOp5MDBw5QXV1NaWkpAJ2dnQCYzWbq6urw+/2MjY0Rj8fR6/USoP3tb39LW1ub1K8ZGxtDr9dz5swZ3G631MLNVkUKAp7gxGzFsFbGo94CfhhiJ8H8e2ynPM7GjL18+TKLi4v09fXR0tLC0NAQ6+vr7Nq1C71eT01NDcXFxXIoT6k8r5yLWV5eTmPDKuURxKITT/3nn3+e/v5+xsfHuXz5MslkkldeeQWLxcLk5CQLCwsYjUZp/Sra4WIRd3d3U1NTw9DQkHRgBGhsbESj0RAKhbh58yYfffQROp0Og8FALBYjGo2i1Wo5dOgQk5OTkjOTSCS4evWqJMkBFBQUYDKZiEajNDc3o1arJe+ls7MTg8GA1+ulp6eHioqKNE0WZUIQtizJZBIgbXL8TivMbA+NR5lF+yDEToJRhJL6LzoUwKaApJidGR8fl5T/lpYWYrFY2nSvx+OR3kFCeV60eAHJnhVWsUeOHJFtWVEVCc2TRCLB/Pw8Go2GpqYmZmZmGBwc5J/+6Z8wm82YzWY6OjpQqVTk5eXxn/7Tf6K1tTVNckGn0zE6OorP56OoqEjycxKJBNeuXUOj0XDjxg2i0aicTHY4HFgsFmZmZhgZGaGkpIS1tTVCoVBaG1xYr3o8Hvbs2cPExARerxebzYbL5SInJ0fq6Y6OjuJwOAgEAnR0dPDss8/esuU8d+4cH3/8MRaLhdbWVtliv9tBTmV8VizanaT1aewkmIwQDn9er1cO+AFZnRpNJhOJRIJgMIjFYiEYDKLX6/n617/OzMxMmvA2INuzAsNwuVyyklCpVDQ2NqZpvfT19VFWViYrncLCQkn5LygooK+vj1AohMlkIjc3F7fbjUqlQqPRYLPZWFlZ4dKlSyQSCVkNGQwb3sx//dd/LX2Y6uvrcTgc/PKXv0StVtPQ0IDX68VkMkmbEp1OR25uLrW1tRw6dIj29nYikQharZZQKCQrFtgAngUB7/Tp0/T399Pa2ko4HGbv3r3MzMxQUFBARUUFxcXFaLVavF5vVrypv7+f4eFhQqEQgUCAF1988Y6SwlaYymexhXrUqf93Gg9lgvksnxBut5uuri4KCgqYn5+ntbVV4g+ZTo0GgyGtTaxWq9MsMJSDjwI3EEpvLpdLSjsodXgFdhKNRrl58yapVIpkMkl1dbW0NkkmkzJJhUIhpqamcLlcqFQq4vG45LpoNBoaGhrSKO6RSIRf/vKX9Pf3k5eXByCrCtHi7uvrkz5IdXV1fPWrX+XatWt4vV7q6+tlyxk2eDb9/f3k5+enuUjCRmXW39/P0tISbrebGzdu0NDQwP79+2ltbeXq1auMj4+j1Wql0VlmQlhbWyOZTJKbm0symWR2dva+JYXPoi29g/ukx0OXYO7kCXGviUg8tZVOjZltZpvNxje+8Y2sU8vK4+FTVTrgFi1d8fN4PM7f/d3f4XK5WFxcRK1Wk0gkpMOhz+djeXmZ6upqCgsL+e53v8vs7CydnZ2Ul5fz3nvvcfjwYcn/yMvLu0U8PJFIsLq6Krda6+vr6HQ6VldXaWlpobCwkC996Uvk5OSwa9cuCgsLJRjb3d3NlStX8Hq9DA8P4/f78fv9fOc735Euji0tLYyOjtLT00MwGGRlZQWtVovT6SQQCLB//34ACTqfOHGCurq6rFwWoTEjxhSMRuN9SwqfRVt6h0uTHg9dgtnuE+JuS1WBIXi9XlpbW6VpWebI/maWFdneF7hFXlNURErvaYPBgMPhYHV1VXJJ8vLypNvj5OQksViMWCxGW1sbBQUFUtvE4/HgcrnQaDT8x//4H/F4PDQ2NmI2m9m9e7d8D5PJJPV2tVotqVSKlZUVqqqqaGlp4Zvf/CbT09P09PSQl5cnZS3F3xmLxXC5XPT19TE0NERtbS1ut1vq7gqd4FAohFqtZt++fbz//vuMj4+Tn5/P2toan3zyCYWFhXzlK1+ROFA2fOTy5cuUlpbS1NRETU2NbPmLbtX9SAr3uy29w6VJj4cuwWz3CXG3pWo2Cnk2uYXNmKSbMW+V32tra6OzsxONRkNHR0eaot3q6iqTk5PMzs4SjUaJx+P8wR/8AT/60Y+YmpoCNqomocovxKCOHz/OG2+8QV5eHh999BGpVAqHw4FGo+HQoUOcOXNGnt/p06cJh8N8+OGHjI2NoVKpJPhbVVWF3+9nz549pFIpYKPrJP5uodcizkFMhldUVABINf+DBw/KyfDW1laqq6sZGhqSiS8SiWRtxWd+fqK6CwaD5OfnSyLh50Hhv9vY4dJ8Gg9dgtnuE+JeStXMGySb3MJmySvb+0YikTQHAL1eT35+flaLDNgAlAVge/XqVV588UWam5vp7e0lFAqRSqUkmCsWXDwex2q18uUvf5nr16+ztrZGIpEANrAdwRCOxWKyInn88cflwg2Hw5SXl7O4uEgsFqO9vZ2hoSG8Xi9VVVUEAgHi8bjEnFZWVmhubpZdsZmZGfx+PydOnKCvrw+Auro6jEYjhw8fpqqqips3b3LhwgW53ckmFaoUeRLXUa1WY7PZZCdtO5rHO/FgxEOXYOD+075vh9VkJo3NlOs2w14uX76c5gAAGwt0dHSUeDyeRpXX6/XYbDaZQJaXl4lGo6RSKSwWCw0NDVJ6ILOjBRvjBVarldXVVcbHx1GpVIRCIWlLkp+fj9PplCS3QCBAYWGhZAj/7Gc/Iz8/X17DsbExSdE/deqUxJzcbjfFxcU4nU60Wi0tLS18/PHHDA8PAxv6Nj/72c8oLi5mcHCQP/uzP6O/vx+r1ZrWileGcCQQRETlHNfly5e3rXm8Ew9OPJQJZruxnUS0HawmW7LK/Hqz1xETuspk0N3dLVuvolslpnxNJhNPPvkkY2NjaDQaSkpKqKqqkpwSoUsjhgwzq7NQKMTY2BiPPfYYLS0tsh1uMpm4ePEiLpeLkpIS/H4/TqeT/fv3Y7Va6evro6+vj2QyKVvmoluk1WpZXFxkcnKSmZkZKisrKSsrY//+/XJ48ne/+x1NTU0cPXoUh8PBxMQEyWSSpqYmJicnef3115mfn8doNFJdXc0HH3wg+TOicnvjjTfo7e2lvLychoaGtGnmF154Yduaxzvx4MQjnWC2E9vFapQYi/h6q22UeJ3M6gfA6/ViNpvlazQ2NkpPZ4Cvf/3rrK6uytGB0tJS4vE4P/jBD6QejRiszJQaWFxcZGJiAo1GQ0tLi2xFv/3229y8eZNwOExOTg7t7e3s3bsXl8vFxMQEExMTcszBYDBQXFwsxZy6urpYXV2lo6NDil21t7fj8/m4dOkStbW1DA0NUVdXx8zMDM8++ywej4eFhQVmZmbk5PXIyIhkGgvJBSVjd3h4mEAggNvtpry8PC1xiuskKkf4dEh0J8k8uPF7n2CUanNKuYPMuJ327mbYS7Ytk8VikVT/hoYGqbci3qe3t5ddu3aRSCQ4efIk77zzDm63m7KyMimMlLmlE+83NTWF1+vl5s2bTE5Oyvbz4uIiBoOB9fV1AoGA1H156623KCgoQKfTcfToUUwmEyUlJRIbEWJa6+vrEpR1uVy43W6qq6slZ0er1VJRUUEsFiMej9PW1sZ/+2//Tc5pffDBB5jNZqqqqqiuriaRSEgbXDFwCRt6OwsLCxw4cGDLCenu7m4JPt9uq7TDrP3i4vc6wYgbT7BjM+UOlKGUFhAyDAJXEeS6TCV7MQqQuQieffZZpqamCIfD2Gy2W6w7lFsqh8PBL37xC9kmF9Ka2bZ0arWa+fl5aXBWUlJCUVERMzMzmEwmcnJymJ+fR6/X09XVxRNPPCGBYL1ez1e/+lWKiorSFqIwZhOMXiFLIWQkm5ubKS0tlZPOarVaJmmbzSZV55SmaTqdToLNyoHLVCqFz+fDYrHgcDjYs2dP1iQjvredDuEOs/aLjW0lGJVK9SLwvwE18I+pVOpvNjnuJeAccDCVSvXct7P8DEJ542UbA8jsbIgp5rGxMRoaGm5R3FdKVb7//vt4PB7GxsZ4/vnn8fl8UkKhsrJSYgvxeJzFxUVZOQktWEg3uV9bW0On07G2tiYnpjMXl9/vl0Q50a2CjSFKs9nMY489RigUYnZ2lqqqKhwOBxcvXkSj0VBUVERra2tWspsSb3rxxReZnZ2VWEgikeA73/mO5O0I2ctsSVpJSBTXs6SkhOvXr5OXl8fjjz+Oz+djdXVV/nsrfZjtdgh3mLVfbNw2wahUKjXwKvAcMAN0q1SqX6dSqcGM44zA94DOz+JE73dkKshljgFkHgvw/PPPSxGozs5OFhcXpVC12+2WYG8sFpMau5OTk6jVan784x+zvr5OTk4Or7zyCjqdLk02UmkqpiTklZeXk5ubK72XGxsbGRwcvOVcBVN2enqa9fV18vPz+dKXviQrlImJCYLBIOvr63g8HqLRKFVVVdjtdskmVpIFM0mE4mfifcR1u3LlimxzC1B6cnJSbumyvY6QGT1//rzsElksFsxmM1qtNg30zhZ30iG8F7rCztbq3mM7FcwhYDyVSk0AqFSq/wOcBQYzjvtr4P8D/ut9PcPPKJQ3XmZLVAnkwsaiCofDMiHV1dVJPZTV1VXcbjcXLlyQVQOAz+fj0KFDtLW18fbbb8sKZmVlhUgkwnPPPcexY8fkIszmc+3xeFhZWeHEiRMYDBu6KEJHRin1IKaum5ubOXDgAOPj4+Tl5VFWVsb09DRLS0ssLy+Tk5ODxWKhoKCAtbU1hoaGqKysvCW5bLWlUF63RCKBRqORycbr9XLp0iVgY7smrkc2zEoplD4/Py8HPQHZzr/bIcbM47YyvN8stru12klCW8d2EkwFMK34egZ4QnmASqXaB1SlUqm3VSrVQ5FgtttqBqTmis/n4/Dhw/J3jh07xt/8zd8QjUYJhUJ8+9vfJhqNcvDgQQn8+v1+rFYrBQUFDA8Po9PpMBqNaVKO8KnVqXLwMRaL0dnZyfT0tGTkikUilNpExGIxHA4Hra2t1NTU0NfXJ32MysrKpO1GUVERJSUlEjsRGjFi0W2mDawcZ8jU1FUKak1NTWEymejs7OSxxx7j8ccfx+l0pkmHCiZuaWkpPp+PwsJCyakR29Rsdrj38llvRSXIFtvZWu3gO7eP7SQYVZbvpeQPVaoc4G+Bb932hVSqvwD+Am5V5/+8I9uTZzOafyAQYH5+nrm5OX70ox+xZ88ezGYzbrdbEs7i8TjDw8M0NTVhMpnkAjGZTNjtdk6cOCENxrq7u+X/RbdGmewikQhjY2N0dXUxMjJCXl5eWjIYHR2VGjFdXV2yWhKT38IKVQCvra2t+P1+RkZGpAtAXV0ddrsdk8l0iwNkOBxmdHSU4eFhvF4vfX19stpSVg7KDlkkEpFbGzHiIAZFlZWOuK5lZWW3VBZKkfLPogV9J3jMdrZWO/jO7WM7CWYGqFJ8XQnMKb42Am3ARZVKBVAK/FqlUp3JBHpTqdRPgJ8AHDhwIMUXFJs9eTa7qcT8jU6nY2hoSM7bVFdXY7FYWFhYoLq6mtOnT1NaWip1ZxOJBM899xx79+6VnZZ4PM6VK1duMX5XPmUvX76My+Wit7c3TZUuGAxy8eJFaasaDAa5fPkya2tr3Lhxg5deeonKykr8fr80DQuHw1y7do25uTmWl5epr6+nrq6O3bt3k5eXlwYaDwwMcP36dTlntLq6isfj4be//S0+n4/q6upbhjfF9gc2OlFra2tEo1HMZjOnT59Gq9XeUumI65q5zbmbFvSdxJ3gMdvBeXYmp28f20kw3cBulUpVC8wCXwf+WPwwlUr5AZv4WqVSXQT+64PQRdpsf7zZk2ezm0o5fzMxMYFOpyOZTGK1Wjl58iTBYJCXX35ZymAGAgFcLhdOp5PLly9z5MgRCgsLKSwsJBAISK2XwsJCTp06lXbOfr9fsmYF+KzX66WMg16vp7y8nPr6eunZXFtby8jICNXV1XR0dOD1eqXMQzwep6+vD6vVSigUYnFxkdLSUt566y1ZWbS3tzM6Oso777xDPB7HbrezZ88eksmknN7WaDQEAoFbhjeV259kMslTTz1FRUWF7Iwpmbi3wyrutAV9p3En4HDm+dyP1/t9jNsmmFQqlVCpVH8JvM9Gm/q1VCp1U6VS/Q+gJ5VK/fqzPsm7ia32x1s9eZQ3lTJBifkbk8nEysoKLS0taY5/gGwzJxIJnE4nU1NTrK6uYjab2bdvH8eOHSMYDAIbszrC4xqQr6PVaunr68PhcFBQUIDH4yGZTLK0tITNZiMvL4+pqSmKioo4cuQIXV1dDAwMkJeXRyKR4He/+x0Wi0XKTQjB70AgQElJCa2trTQ3NzMwMIDZbMbn89HY2EgoFKKiooL19XXm5ubQaDQcPXqUmZkZUqkU165do6ioiFOnTmEwGLICvbFYjNzcXNRqtawIs13XreJeq4Lbga7bPY/P6vV+32JbPJhUKvUu8G7G9/5qk2OfvvfTuvfYan+8nSdPZoISczfwqdugwBIAaT0SiURoaGjgvffeY2ZmhmQySX9/v5QlKCsrY3JyUqrrA7z++uu0trZSWFjI3r17aW9vR6vVcv36dUlKC4VCRCIR1Go1Op2O/Px8DAYDzc3NXL58mfX1dV5//XVcLhd5eXnYbDZ8Ph8jIyPs37+f/fv3yxmm6elpqbmbl5eH1WqloqJCvld9fT1//Md/jMFg4J//+Z/lVrC+vp54PL4p0LuZKNedxL1UBfcbdN0Bce89Hlkm7+2ehLd78igT1OjoKP/zf/5PotEoCwsLfPOb36Szs5NIJEJpaSl79+6V4t+9vb0UFhYyOztLTk6OpOqHw2E6Ojo4c+ZM2uBeQUEBAwMDFBQUyK6Q3W5n165dUuO3v79fDiEuLS3xp3/6p0SjUa5du0YkEqG2tpZgMMjCwgK5ubksLCwQCoXQaDTMzs5y9OhRSaKLRCK4XC5aWlqw2+14vV5WVlbweDy0t7ffst0TMglCXS8bfnK/twl3WxXcb9B1B8S993hkE8y97o+VCSoUCrG+vk5TUxNOp5Pz589LAWyfzwdsAMFzc3Pk5+eTn5+P3+8nNzdXCkNFIhG6uro4ePAg9fX1VFZW0tvby/LyMhqNhunpaUpLS9O0e0tLS1laWuL69esSj8nNzeXNN9/EZrMxPz8vt1iAZPuaTCZisZisTkSZDxuV1szMjJTLLCoqwmg04nQ6JRdlZWUFm82GyWRK85E+e/bsfd8m3G4Lcic8k/sNuu6AuPcej2yCgew3/t1YXsTjcV599VUGBwdZXFzEaDSSSCRwuVzY7XbKyso4e/YssViM4eFhwuEwlZWVlJaWcuPGDdRqNS6XC5vNxsLCAiaTSWrExGIx6urqpGq+YMDW19dTVlbG6OioFHOKRqNyDigcDkvxqa9+9atUV1czNzfHT37yEywWC+Pj46yurhIKhaSgtt+/YbPi8/moqKigoqKCb3/729hsNsbGxtL0VoaHhzl48CD79++XE9xirijbNbwbwtnttiBKhweLxcKZM2c+V9B1B8S993ikE0xm3A07U2As3/3ud/m7v/s7rFYrFouFnJwcamtrpSG7yWTiW9/6Fm63m9XVVS5evMjFixcxmUySAp9MJrlx4wZXr16VTgPz8/OMj49jNBq5cOECfr+fqqoqDh48iMlkwmg0UldXR3l5OXNzc1KjVlQuWq2W6upqysrK6O7uxmw2E41G+aM/+iOOHDkicRexPVpeXmZubo6ysjKsVmsapiK2bSaTiXfffVeygFtbW2XCMZlMslMlFj1kd2Tc7JoqeTSBQICCggLZoVL+ntLhYWxsTFZ/W8X9Bl13QNx7i9+rBHMv7EytVktzczNut5u5uTnq6+tpampK0+YV9HYxuWwwGKS9a0VFBXa7nfn5eZxOp6xo1tfXycvLY3R0lKWlJfkzQexrbW1Fp9PxX/7LfyESidDY2EhtbW3aIhfjBgCnTp1icnKSI0eOpE1GC35NQUGB7EqFw+E0sl9jYyPDw8P85je/YWZmBoPBIFvUXV1deL1eYGMQ02w2y0Uvjtvsum51TQcHB+Ww5MmTJ7dF49+Jhyce+QSjfHJupv2i1IFVOilmCkfZ7XZOnjxJKBTipZdeQqvVpgHB//zP/4zNZpPeRiUlJXi9XlpaWnj55Zd55513mJqakrwW0ZWy2WwYjUYaGhoIBoPodDrsdrsU7e7s7CQajUr/aqvVmuZ2IM4dNqQkDQYDAwMDwKdSEUoRbb/fj9fr5YknnsDn86WNAxw8eBCPx0NJSQmLi4vk5OTIiW+TySR9iZRxO6xis8SuNLVfXl6+ReVO6fAgEulOPFzxSCeYbE/O48ePSy2Xy5cvS4eAQCDA4OCgdDkE0iZ6N5tdEgmrr6+P9fV1IpEIFouF4eFhaQl7+vRpAKampvB4POTl5UkqfW5uLk1NTdLzJ5FIkJ+fL83jhQh3UVER8Xic9957j6mpKXbt2sX+/fsZGBhIk5yADdFw4BbNXnGubrebRCLBe++9x/r6OrFYTGrclpWVSYuQmpoannvuOQKBAK+99hoff/wxGo2G/fv3k0wm5aK/HVYhhkWFjIS4pgJEFtdpdXWViooKKdVQVlZ2i8PD/bgndjCVzy8e6QSz2WxRfn5+mkOAUMwPBAIUFRWh0+nSNGkB6VcN3JJ0RkdHicViTE9PMzU1hVarpb6+nqGhIeLxOG+++SYDAwNcunSJZDIp+StOpxObzUYwGOTb3/42Wq02jWNz6tQp/H4/FouFnp4ebt68idfrJRwO09XVxdTUFMvLyxgMBpxOJwaDgZdffpn5+fk0+QlR5Rw/flxiNyaTiX/913+VIlQ6nS7rjJDBsCHH2d7eLmebjh07Jqu62y1SsTVTip5n8pHcbjdXrlyRzgfKoc77iYHs8Fo+/3ikE8xmpbvye1arlcHBQQKBAB6Ph+XlZQoLC3E6ndLmo7i4mIGBAVwuF1qtVvoMiZtfYBc+nw+1Wk1BQQHXrl2jt7cXvV5PLBaTSSwej5NMJmlra8NkMvHEE09IAzXlFkDc+DabjbKyMhobG3nnnXe4efMmkUiEUCgkJ5AHBgYkw7izs5OmpibJMhZEOCVOJPRahAbL4uJimgZu5qJWVhqFhYVZrUY2W7iZCn2ZU9LivXQ6ndTbEbjO/Y4dXsvnH490gjEYDPKprXRQVH5P4ABarZbJyUnKysqora1lYGAAlUrFT3/6Uzk/VFNTQ319PfPz8/LmFCV3fX09U1NT1NXVMTExIdvXwp8oPz8frVaLRqPBaDSSTCax2WxSDzcSibC0tJTVRdJgMEh/7OXlZUZHRzEajVLPZWVlhaKiItlSF3+7wbDhFCmkPsXWY+/evezevRuLxSK3J9k4LsrtxFZboK0W7mZJPhs25vP5JBco85j7kQh2eC2ffzwyCSbbzaj02RFKdH6/X2rliu/pdDo++ugjJiYmcDgcHD58GIB3332X0dFRCUiOj49LgWutVitff3V1lf7+ftbX17l06RJ2u10miYWFBTQaDS+88AJ79uxhbW2NYDBIWVkZZrNZ4ihXrlyRGNDw8LCk5ytlEs6cOUNNTQ2dnZ2UlZUxMDDA1NQUoVCI0dFRSkpKUKlUckobSJP6bG9vT9MJFkBxtgWcrSrZDGS93WzXdnR3tmsDcy+xw2v5/OORSDCbCUW9+eab9PX1YbfbKSkp4c0332RtbS1NKzcej3Pw4EFGRkaYnZ3F5/PR2dlJTU0NKpUKvV5PMpmUuMrZs2fR6/X4/X4uXrxIT08PbreblZUVzGYzKysrlJSUSGX95uZmCgoKyMnJkZPTo6OjcssgJC0LCgpYXV1lbW2N4eFhIpEIDoeDhYUFGhoa5AITlYyQ7FxYWGD//v2sra3R0NCA3++XHR+l1Ofw8DBWq1We3+TkpKy8ssVm+FW2xXm7hZu55cr22pnbru1SCu40WezwWj7feCQSzGaLQaPRSGvT/Px8ioqKqKiokFq5wgAekPR6cfPp9Xra2toIBoPk5eXJ7sfo6CiHDh2Sr280Grl586bkx4gbXqPR0NjYiMvlwu/3s7a2hsViQafTpT3tKysrGR4ellPLHo+HtbU1RkdHWV5eZnZ2luLi4jRJiba2Nqampnj88cc5d+4cHo+HoqIi9u7di8FguGW7IyxSNBoNIyMjhMNhcnNzAXj55ZclQ1cZmVWJVqvdsqK4k4W7na3K7Y7ZAWwfjngoE0zmkysbv8VgMKTN0Tz33HP09vYyPz9PQ0MDx48fl+JQsVgMi8XC888/D4DZbJaTxeXl5ezatUtWHW63W3oqi9cfHh5mfX0ds9ks8Rej0UhBQQGtra2ynR2Px4nFYjzzzDMAUtBJsFgTiQR5eXmkUik5FhAKhW5xHRgYGGBhYYGFhQX+8A//kMcee4yKioq0LpQ4NhaL0d/fz+LiosRpgsEgiURCzjYpHRE2w13uJ0C6na3K7Y7ZAWwfjnjoEsxmT65Mfku2fb3BYJDiSGNjY7LDI4STDh06JB0NAQmavv322zgcDnmM+Pnu3btxOp3s27ePq1evSk/pvXv3ygqhqamJsbEx3n33XVKplPRxnpiYoK+vD7/fj9vtpq6uDqfTSVtbG7W1tRLDaWlpka4DgUBAuguIjsszzzyTts3JtGMRtiWBQIChoSFFoJSQAAAgAElEQVRJ8puenkatVpNMJuXizPSGVuIukUgEr9fL/Pw8JSUl9wyQbqfi2eqYHcD24YiHLsFsxQpV8luy7euVxwhKvsvl4vr16ywsLBCLxWT3R/ze66+/zvDwMGazGavVKnVx33//fVwuF+fPn6euro6KigpOnjzJ4cOHWVhY4F//9V+Znp7m3/7t32hoaKCiooKSkhKuXr3KT3/6UxKJBHa7XZLzYEOJPxwOU1RURH19PWq1mrNnz0qOjsvlYm5uTspAKDsuIoRBXHl5OS6Xi+HhYTl60NLSgl6vR6fTodFosNlsUoIhEomkYVbV1dVpnbKOjg6GhoaIxWKYzebP6dPePHYA24cjHroEkw0bENuB7e7rBfP28uXL9PT0sLq6ik6no7i4WBLODIYNMzMljlNTU5NmM1JYWMjc3BzhcJhgMMiePXv48MMP+fnPf87o6CiRSITi4mJUKhV2u13KYKZSKVZWVjCZTKjVasmdOXHiBIcPH5bJR6nhImxhKyoqqKysvMXLCD41iBsaGuKtt96isLBQAtX5+fnSVD4Wi2E0GmUCE2Q65d+q5MX4/X48Hg9qtRqLxSK3UZnv/Xkv9h3A9sGPhy7BKNmfwpAdsnvvbPa7o6OjeL1eBgcHSSaT5ObmkkwmGR8fZ/fu3fKJLiqLwsJCbDZbGniq0+lwOBxy7iiZTKLRaOjp6WFycpJkMsna2ho5OTmoVCq+8pWvMD4+zsDAgPyZRqORWyMxRnD+/HkqKirIz8/nBz/4gXRfMBgMaDQafD4f9fX10jlAGQLc3rdvH/39/eTn59PZ2UleXh5qtRqv14ter+frX//6LddpK+0XrVaLy+ViZGQEtVpNS0tLWgK/E8B1h6r/+xUPXYIR0d/fn2bPOj8/z9jYGMXFxTJBiCHATNKaYN4ODAwQDAYJhULyZ/v376ezs5O+vj4MBgOffPIJRqOR3bt3p1Hcjx8/zvDwMKWlpdJT+eLFi5IVLBJPLBaTScFut/OrX/2KRCKBSqWS4wfxeByz2YzD4WBqagqfz4der+e1117jL//yL4nH4+h0Or7yla/Q29vLyMiIVLsTvtjwaYU2PT0tyYHr6+vU1dURi8XYtWtX2vHKyNxywKdeSfF4nPb2dg4cOMDi4qIcFRCxXcD18+78bJbMdpLc5xcPVYIRN4bSnnVoaIiuri4WFxfp7e2VKvmiCzQ4OCj1bpUVzpkzZygpKUGn07GyskJhYSFVVVX8/d//PWNjY/h8Pvbt20dvby/FxcVcv36dffv2SQwmHo9TXl7OgQMHuHLlCoWFhSwuLhIOh7FYLFJZ7sCBAxIjKi0t5amnnmJsbExusfx+PzU1NaytrUkF/5mZGQoKCpicnOSNN97gxIkTALhcLq5cuUI0GiUajVJbW0ssFuNb3/qWTJAvvPACZrOZ999/n2g0KgFbu90uxaU2C7HYhHUIIPWIBV9HaM8oY7uA6+fZ+dksme20tz/feOATjLISUfo3A1L2URxnt9vJzc2VT97i4mI5A7S4uMgbb7yBSqXCYrGwb98+Ojs75ZyQINRFo1FsNhter5eJiQnW1tbk7E9HRwd79uyRrfHCwkIpwF1aWsrY2Bh5eXmSWFdfX09RURGrq6sSUJ6ZmZEui7t37yYUCvGf//N/BuB//a//JfV7hbDVjRs3CAQCUkpTTBv39PRIt0i32y07SQaDQV6H3Nxc6uvr+drXvsbTTz+NzWbb8uktFl9mZfjBBx9kHVYUody2bhWfZ+dns2S2097+fOOBTjCZLVeNRiMZsAcPHpQWIGazmampKVwuFzk5ORw+fBiLxcLy8jIej4fe3l5isRjRaBSj0UgwGORXv/qV3IqYTCZ27dolb7obN26QTCZlkhLeyUajkb6+PtnKrq2t5W//9m9ZWVlhfn6e1tZW6urqcLlcVFdXSzHtUChET08PY2NjWK1WampqyM3NRafTsXfvXvbs2YPb7cZqtRIOh/H5fOTn57O+vo7L5cJkMrGwsMA3vvENioqKiEQimEwmWlpa0hKsSBx6vZ76+nqZFPbt2yeTy1ZPb7H4amtrJRkxNzc37bpvZekq7Gw3qww+z87PZslsp739+cYDl2CUC0X5tHE6nYTDYYaGhuSNKViwFy5cIBqNMj09jc1mY3R0lDNnzrCysgJsyDO88847XL9+nXg8TiqVwmKxsHv3binUfejQIXw+H88//zyJRIL19XVpsZpIJDAajYyMjHDt2jU5NjA6OsrCwgIVFRWsra1x6tQpdDod169fp7KykkuXLlFdXc3S0hIVFRW4XC68Xu//396bB8d1X3e+n1/v3egN3QAaO4gGQEJcAIkg6WihaEm05EiOGCvOk+TYjrdJjWcy/0zFlZmk6tVUUqnk5SXvZaai1DyXrXqJUy/2WClt0RpJVERSlAhS3CAQJJbG0lgaQC/ofb/vD+D+BICgAFIiAdr3U8UiGn27cXAL9/S5Z/kedDodBoOBiooKYrEYIyMjwGL3sN/v5+jRo5TLZT766CMsFos8Nx6Phx/+8IcMDg5KJ6jq7a7etHjvvfdeJdS03qe3erEFAgG6u7u57777pH7w53X7c6sqP9dyZlp5+9aypRzMWruIVKEis9kMQCwWY3BwEFis7rS1tfHOO++g1+ulgxkaGmJ4eJjq6mq59tVqtdLY2MjMzAyKopDJZJicnKStrY1f+7VfIxaLkcvl+Ld/+zcuXbpEPB7n7rvvBuA3fuM3SCQSfPTRRzIqOnv2rJxOjsfjbN++nWg0ypUrVxgaGuLkyZOEw2GpStfe3s4dd9xBR0cHR48eZWpqinPnzhGPxzl//jxdXV10dnYyurRUrb6+nlQqhU6nI51Os3v3btmfU1VVRXd39wpHvFzbtlAorCnUdD2f3qpm8EYvyK0YGVzLmWnl7VvHlnIwqyOW5ff+fr+fEydOUFNTQ7FYlBeTqhAnhECn05FKpRBC8Pbbb8uLzePx4Pf7KZVKxONxDAYDra2t1NfX881vfhO/38/CwgIDAwP89Kc/xWQyyXUhU1NTuFwuOjo6ZLt/NBqVwlRutxu9Xs/evXsplUq43W78fj+BQECuAzEajbzwwgs8+uijnDp1Clh0lOFwGLvdTiwW4+LFi/T09PDVr36VZDLJpUuXSCaTWCwWHA6HHIBcLhGxfPJ4ubatun1xI7mS1REjwB133HHVSt31qjBaZKCxFlvKwSz/FFQrRZ2dnYyPj/OP//iPTExMANDe3i6jAzXX0NTUhBCCqqoqpqammJiYkDM3qpRBuVymp6eHt99+m1wux8zMDE8//fSKAUU1sZvL5WhqaqKlpYXTp0+TTqcxGo1UVlZSVVVFOBwmn8+Tz+fp7u4mk8kAkEwmpdB3f38/yWQSk8mEEIKjR4/K39PtdmO1WikWi8TjcXbt2oXBYMBoNPLd736Xv/7rv2Z+fp7p6WkeeughZmdnpRD36jzKcm3bZDL5qXkS+CRXshz11ko9/4DsBVrtXK6Vx9EiA43VbCkHs/wT9vjx4wwODsrdQ6VSib179xIIBLj//vvlqlOfz0cmk+HAgQN85zvfIRgMcurUKSYmJnj//ffJ5XJ4PB7C4TCxWEz2mWQyGWKxGH/2Z3/GfffdJ+dr1AY2VUFfrfh0dnYCSJGoY8eOUVNTQywWw+v1oigKXV1dcpDxF7/4BR9++CEA+Xwei8VCqVTC4/HgdrtlRSidTjM0NITP52N4eBiz2cz8/Dx2u50dO3bw3HPPcfr0afx+P42NjWvmOtSKltp/o06Ir8Xy11+6dAn4JGIpFAry/Pf29tLb23tNhTqtCqOxEbaUg4G1JRTb29t57733GB4eJp1Or9BRefPNN+VF1dHRwfbt2wkEApjNZqqqqsjn81y8eJELFy4Ai6Vtddez0+nkwoULOBwOKioquPfee3E4HDL/8L3vfY+mpibOnDlDIBCQcgvDw8O4XC65wTEWi8ncUCwWo6Ojg2AwiMfjwWKxYDab+fVf/3Xm5ubkhVlZWcnIyAgPP/wwPp8Pj8cjNxHkcjl0Oh2Tk5P4fD5aWlro7Oxc0UW8PNdxrWHPtS785VFiZWUlwFXvpb7uehTqNDTWYss5GPjkjzgWi1FZWcnHH3+M2+1Gp9NJ7dpCoSATq5FIhIGBAV588UWefvrpqzpS1cX06irXiooK5ufnsdlsZDIZhoeHURSFoaEh8vk8mUyGr3zlK+zatWvF7YbZbJYJYSEEIyMj1NTU4HQ6MRqNeL1ecrkciUSCiooKGhsbicfjPPLIIzz66KOcOXOG6elpLBYLO3bsYGZmRjquSCTC0NAQH3/8Mfv27ePb3/42Y2Nj8nwMDAwwMjKC1+tdcyRirWHPjcggALLPSG1iVEckNqpQp6FxLbakg1n+RxwMBnnzzTeJx+NEIhHZnOZ0Ouno6ODDDz9kcHCQ6upqJicnGRkZYffu3fIPf35+nqNHjxIOh4lGo/J2q7a2FoPBQCgUolwuc/nyZcrlsuwr6e3tZXp6mpaWFkZGRrj33nuZn5/nlVdewW63U19fT319PYODg0xNTVEqlbh06ZKcnPb7/cDi7dHDDz8sk8J33nkns7OzTE1NceDAAdkZfPz4cSoqKuTtYSaTQVEUaU8mk+Hll1+mvr5eSimsLjFvNLJYK1eiOmG189lsNkvdm7WSxZpj0dgIW9LBqKTTad59910GBwcJBoNyOLCnpwe/3y9lJYPBIB9++CF+v59YLMYf/dEfyZb4ixcv0tfXJxvvDhw4wLlz52TXrtVqJRKJkM1mURRFRh9jY2PEYjEmJiaYnp5meHgYo9FIQ0ODrLaoXbzZbJZkMsnly5dxu908//zznD59mmPHjuFwOJicnOSv/uqvZFR24MABdu/eLde6qr/rhQsXZCTldDrR6XS0t7cDi9HE+Pg4xWIRn8+3YlkafLbIQs2rqLKddrtdrpTVHInGZ2FLOhi1UjE+Ps7Ro0dRFIWFhQVaW1uZn58nkUhgs9m4cuUKQgj27t1LOBxm165dFItFgsEgVVVVzM/P89577zE/P08oFCIWi3H+/Hmy2Szbt28nFApx8eJF8vk8QggqKipIpVLY7XbS6TRVVVVyPUhlZSWFQoFMJsNHH32E1+vF6/Vy5513Ui6XpYre8ePHEUIwOTmJTqfD6/WSSCQYHx9fMQW+evPiwYMHOX36NPl8XlZxDAYDDz30EMViEavVKtfJTkxMkMlkGBgYWLEQfj2HcK0xATX6UUcm1AhRy69ofFa2pINRP1Grq6sBaGpqYmJiQkpZqpWexsZGrFYr4XAYh8MhxZoaGxulgFIgEEAIId9zdHQUvV4PgE6nw+PxkM/nSaVSNDc3S+U2VYDb5/ORTCYJh8NSw6VUKrFt2zay2SwPPvggFy9e5PXXXycSiWAwGGhoaCCRSFAoFAiHw9TX10vZhd7eXkZHR5mamuLRRx+VzXq1tbW4XC6ZfK2traWpqUmOMqiJa6PRKNeXjI2NbWghPKxfXlajH3WfkpZf0fg82JIOZvknamdnJ7W1tbK029LSIvMbNpuNb37zmyQSCTweD5lMhsbGRqqqqpienqZUKhGLxUgmk2QyGbLZrOzraG5uZseOHbz66qvSMSQSCYQQZDIZHA4HkUiErq4urFYrO3fu5J133pErXsvlMp2dnezatYtAICCdweXLlzl9+jQA+/bto6WlhZaWFo4fP8727dt55513sFgscqeRqj+zsLBAZ2cnBoNBar8AslSsrlxRVe2ul/XKy9rtkMbNYEs6mOX9MD09PfJTfPmyd3Ulqdr7sVznRK2EqAvP1Ilo9VZGveUymUxs375dDiSqTXE6nU42osXjcaLRKGfOnGF2dlaq3HV0dPD9739f5m9sNhuRSASTyURtbS0+nw9FUeQAY39/P6+++qqUdHC5XGQyGTo6OoBFUadEIkEikaClpQWLxUI6nV6xX/rChQuyE9nj8bBz584NL4TXyssam8GWdDDwSYJ3uQA1sGK6WpVBUKeqjxw5smKxWkVFBdXV1SiKQkVFhRRpMhqN+Hw+UqkU1dXVTExMSNEnm80mk5zpdJq+vj45ZqDX68lmszQ1NWGxWHj99dcJh8O8+OKLOBwOFhYW5JhAJpNhx44dCCEYGxtjfn6eaDQqI4mamhpmZmY4duyYzMc4HA50Oh0+nw+n0wl8UioG5ApW4JqSmZ+2m0grL2vcarakg7mWADUgh/rS6TRnzpyROQv1NasXq+3Zs4fXXnsNvV4vRZ90Op3M77S1tVFVVUVvby9GoxGdTofdbmdmZoZyuYxOp6NcLpNIJDAYDEQiESYmJjCZTITDYcrlsty7VCgUEELIyCkUCrFnzx6KxaIUylYnoB0OB7lcDpfLRSgUwmQy0draSiaTYc+ePXR3dwOs6FdRIxCn0ym7eoENCylpt0Eat5ot6WDU2xBV56WqqkrKYKqSlHNzc7hcLpqbm6Uaf7lcpra2VpaMfT4fpVKJ6upqBgcHcTgcRKNRKWNZU1NDNpuVanZutxuTycT4+Di5XI5MJiOrQ2oUpCaTo9Eoly9fxmw2k0ql5GtCoRCpVIqGhgaCwSBOp5N77rlH3oK9/vrr1NbWym7lDz74AIPBQGdnJ2+++SYAPp+P7u7uqxyCGoGsXmivfl9r4dfYamxJB7O8k1dNesKi4/F6vczPz3Pq1ClKpRJer5cnn3wSj8fD2bNneeWVV2hubiaXy8lE6ZNPPslPfvIT4vE4oVAIvV4vRw3y+Twmk0lufsxms8zNzZHNZuX80MTEBOl0GofDgcPhkAONahSi9rOYzWaampoIhUJcuXJF9to0NDRw6NAh/vzP/xyz2Uw2m2XPnj3yFm5yclIKUe3YsUNWlq4VgUxPT685j6TlWDS2GlvCwawl0L1//36i0Sitra3EYjE5gDc8PMzZs2flfh41F9Pb20ssFpM6tO+88w7vv/8+8Xic5uZm3G43pVIJp9MpZ31UWQaPx4PL5eLQoUOcPHmScrmM1WqV/zc2NhIOh9HpdDICymaz1NfXy/4Zt9uN3W6npaWFiooKdu3aRTqdpqenh46ODs6ePStlItTOXyEEx48fJxgMEggEsFqtuN3udXtQrrXJUsuxaGw1Nt3BqLmD5W3qqkB3ZWWlnNXJZDJEo1EefPBBJicn5cJ5vV7PT37yE3K5HIVCgW3bthEIBAgEAlRVVRGLxTAajVRXV5NIJGhubkZRFNlPMzQ0xPbt24lEIrz44otcvnyZWCyGoihSc1eNRux2Ox6Ph23btlEoFPjqV7/K3NwcfX19pFIp2traePjhh+nv7+f8+fPA4qL7sbEx4vE44XAYr9dLc3MztbW1Uut3x44d2Gw2PB7Pmsnb5edKdSDXGm7UHIvGVmJDDkYI8WXgvwN64MeKovzFquf/M/B9oAjMAd9VFGVsI++tqrGp2wvtdju5XE4mMGGxenLmzBkGBwdJp9NyDmliYgKHw8H4+Dg1NTVyCVowGCSTyTA1NSWnltX+l7179/Ltb3+bqqoqKU05OztLJBIhGAzKXphisUhrays+nw+fz0dnZycffvghIyMjFItFdu3axSOPPMLMzIzUVzlx4gQej4eDBw+STqdpbW0lEAiQTqe54447AGhtbaWuro6+vj6am5sZGRkhHo9TLpfZuXPnpzqX5Uncrq6uDQ03amhsJus6GCGEHngG+BIQBHqFEC8pitK/7LCzwD5FUdJCiB8Afwk8uREDjEajTNzOzMwQDoeprq4mk8kQCoXkpkGTycT999/Pz372M6amphBCYDAYqK2tZWpqSuq3KIrC9PS0VJ+rrq6WQk6lUolkMgkgZ3q++93v8sYbbzA9PS0FqtT8i5qbqaioIBgMYrFY+NKXvoTBYODrX/86VVVV8tYOwGKxMDc3ByxKHajT4ICs/qh9K7lcjkAgQE9Pj+z1WT5YuLrkvDqJq3Lp0iWpy6uhsdXYSARzABhSFGUEQAjxM+AIIB2MoihHlx3/AfCNjRqwXI1NHUZsbGzklVdekbt9/H4/u3fvZmxsDJPJRD6fl+37DoeDzs5OHA7HCifhcDgwmUwcOHCAF154YUXe42/+5m9oamqSZehisUixWMRsNlNdXc3CwgJms5mhoSGEEIyOjpLNZrHb7Xzxi18kEolIGYe6ujp6enp45513iEajzM/P09fXx+HDh2UUpqrqjY2N8eyzz1IsFlEUhfb2diorK+WKWJW1Ss5aElfjdmQjDqYBmFj2OAh84VOO/x7w2lpPCCF+D/g9QM7mqGps6uzR9u3bpYiT2WymWCwyNDREbW0tTqeTlpYWgsEg0WgUg8EgS9RVVVU0NTXR39+PXq+XXbtzc3MUCgWqqqpIpVI4nU6KxSIjIyPo9XrZd+J0OnnooYfIZDL8/Oc/J5vNEovF5GRzW1sbs7OzvPzyy3J+6aGHHpJ23XHHHYyNjcn3UDtv5+bmeO2116QD7OrqolwuEw6Hpaj46tsbNVpxu91cvnyZ8+fP093dvSKJey39XA2NrcRGHIxY43vKmgcK8Q1gH3BorecVRfkR8COAffv2KbB2h6na6q8ODM7NzTE+Ps709DT79u3D4XBgs9mYmpriwoUL8vbCYrFQW1tLXV0dMzMz6HQ6ZmdnSSaTlMtlcrkciqIQCoVYWFjA6XRSKBQ4evQo+XyeiYkJWltbmZycJBaLAcgqld1up62tjebmZqanp3nuuec4efKk3MH0hS98gXA4zKVLl9i2bRuATDxHo1E5vT01NSXHG9566y0OHTqE0WiUy+LUpW4Ar776KqOjowwPDzM2Nsbjjz++YjRAi2g0tjobcTBBoGnZ40bgqmk7IcRh4I+BQ4qi5FY//2ksr36oM0YOh0Pqs8RiMXp7e1GURb/mdDrJ5/OUy2WZkI1GoySTSYLBINlslmKxKHtGjEajlMJsamrC4/HQ29tLPp+XZWe1BK0oCna7nUQiQalUQqfTsX37dh577DG6urr4p3/6Jz744AOi0SjpdBqTycTdd98tt0xarVbgkx1DaoXp/PnzbN++nUcffZS+vj7C4TBzc3NEo1HeeustgBUduPv37+fKlSuUy2VsNpscM1g9Ab3eNsWNoO1q1rhZbMTB9AIdQohWYBJ4Cvj68gOEEHcB/w/wZUVRZm/UmPn5eU6ePMng4CANDQ3U1tZSKBQwGAzMzc2h0+lkTsbr9TI5OYnJZCKXy8nIQG3XL5fLZDIZ9Hq9XAsbj8f56KOP8Hg8JBIJdDodNpsNvV6PoigUi0UWFhbI5/Oyb0b9mW+//Tb9/f1ks1mqq6ulQJXRaOTgwYOycW/5BsT9+/cTCoXo7u5mdnaWJ554Qs4qDQwMyD6aaDR61a2O0WgkGAwyPj6OXq+ntrZ2TTHv9bYproe2q1njZrKug1EUpSiE+H3gDRbL1M8qivKxEOJPgNOKorwE/J+AHfiFEAJgXFGUxzdqRDqdZmRkhGeeeYb+/n4SiQR79+7FbDaj0+lkQ102myWTyWCxWOjq6iKXyzE5OYnBYEBRFLlupFQqAcjtjIqiEA6HZWSjRidqY1tdXR2RSETOIel0OhRFoVwuL54kg4FyuUy5XEav19PY2EixWGTbtm3cf//9Uj4iEAjIWxaj0Ugmk5HNcFarldraWmBxCFOv17OwsEB7e/tVtzrpdJp//dd/Ra/X097eTiQSIR6P89Zbb60QmPo8xgO0EQONm8mG+mAURXkVeHXV9/73ZV8fvlED1E/Qixcvcvz4cSkmZTQa+frXv86ZM2d49913yWQy5HI58vk8LpcLn88nS8ihUIhgMAggdzq7XC7m5+cRQiCEkJFQoVAgl8thMplIJpM0Njbyh3/4h6TTaZ5//nnS6TTz8/Ny04BOp2N4eFjKVba3t+P3++nu7sZut/PAAw/I24vlinVvvfUW0WiUQqHA3XffTaFQoFAoyArVE088QSAQ4L777qOuru4q4W2DwSA1f+fm5mhububUqVMrBKaWV5bUc7l6j9F6aNUpjZvJpnbyptNprly5Qjwel4vTFhYWSKVSMqo5fPgwPT09/O3f/i3Hjx8nl8vJKpKiKHItSF1dHfF4XC5AU/M0RqNRikgpioIQQg4alkolGhoa5EpZt9tNOp1mdnZWRk3V1dXceeedZLNZ7rnnHqn/0t3dTSAQ4JVXXpHrTA4ePMiFCxeYmZlhcHCQQ4cOMTg4uEKxDpBzVmpCWnUI6q2KKkfh8/nkDmu1PL+c5XmYa+0xWg9txEDjZrJpDqZcLssRgfPnz8t9zLC4VtXn83H06FGmp6fxeDzU1dVRV1eHy+ViYmKCYrEo5S1VFf8rV67I91b3Oc/MzDA1NSX7VvR6PSaTifr6eioqKuju7ubZZ58lHo8zPT3N7t27yWazdHV1STW8UqlEJpPhwoULBAIByuUy7733HlVVVVRWVnLkyBFCoRBnz54lHo/T2toqtw2omwOWO5K1Lujlpek333yTlpYWzGYzv/M7v8P7779/1SJ7lfX2GG0EbcRA42axaQ6mVCqRy+Xw+XwUi0VSqRStra20tbXxd3/3d/zzP/+z3DM9ODiI0+lEr9fLErJ6u2SxWIjH4+zcuROXy0U2m5XKcjqdTlaZVMEom81GXV0dv/Vbv0UikWBsbIwPPvgAq9VKLpejp6eHp556Snb99vX1YbFYZGdxIpEgnU7LLuGRkRFOnDhBKpUil8sxMDBAS0sL3d3d8vZnPV2W5buIAoEAgJyqNhqNay6yX452m6OxVdk0B6PX6zGbzQQCAQwGAwcOHJDbGy0WC36/n7Nnz3LmzBnm5uaoqamRt0Pbtm0jGAzKPUazs7NcvHhR7nrW6XQykZpMJnG73RQKBVktMplMhEIh3nvvPbLZLCMjI1itVnnh33PPPSQSCY4dO8bMzAyJRAK9Xk8ul5O3Yel0msnJSZLJJIlEgnK5TE1NDX19fWQyGXw+31XOZbF0bM4AABN/SURBVK1ycDqd5qWXXiIajcoNjZWVlbLRcPW2xbXQbnM0tiqb5mB0Op3MH1RWVpLNZuns7GRgYACAy5cvA4sKdoqiUCqVUBSFQqHA1NSUXPKuau1euXKFyspKbDYb8XicWCxGuVzG4XCQzWbxeDw0NTVhMplwOp2cPHmSSCRCqVSS1SJVvU7dwDg0NERDQwODg4Oy1Kwmi9VSuDoBffHiRQYGBjAYDNx5551XabosnxpfriE8PT3NqVOn5OL6++67b92IZS202xyNrcimJnltNhttbW3U1dUxPT3Nv/zLv/Dxxx9jtVoxGAy0tLSQy+WYmZkhFAqh0+nIZDIUCgXpcNTmu0KhQCQSIZVKYTKZ0Ov1uN1uXC4X0WgUi8VCVVUVo6OjpFIp2e+iNuRVVFRgt9tpb2/n/fffx2w2c+7cOfx+P3a7ndbWVumApqamaGpqorKyksrKSnQ6nVym1tfXtyL6UFGnxsfHx+VA5JEjR6TTWn1eNGeh8cvApuvBwCcXVDgcZn5+XspZRiIRuWitUChgtVrl/JAadagOBlghzK0uj5+enkan08moQ6fTydzOwYMHicVihMNh3G439fX1XLx4kdHRUYxGI263m/vvvx+AqqoqHA4H9957Lz/+8Y9ltPSDH/wAn88now2/37+i5Kz+fi6Xi2KxyNzcnFxfq+q5qHutr2dLgIbG7cCWcDDpdJqhoSGee+45hoeHKZVKhMNhWWZOJBIoikIqlQIW8zcul0vmPlTU0QLV6aiqdUIIkskk6XQao9GIy+XCbrdjNpupr6+nurpaJoPn5+dxOp2y0mQymRgeHpb/19XV0d7ejsViIZvNcubMGZ5++ukVLfzAmt2xR44cARYb94rFoozSYO0tARoatzub7mDU3MS7777L5OQkQghKpZL89Ff7WlR0Oh0ANTU1mEwmAEKhkHx+eUSjdt+qt1PqrZPFYqGhoYG5uTm8Xi8ul4tLly7hcrkQQuByubjjjjv47d/+bSYnJ8lkMtTU1LCwsIDD4cButxONRmlpacFgMKw5Da2KZ8Xjcfm8zWbji1/8IrBY+VGTyE6nU3MuGr+UbLqDUfs/1B4YdeHZtVAjFrVzd/mtjzoioKLT6TCbzXJ8QM23WCwWJiYmqK6uRq/Xc+zYMSmJeeDAAXbu3Mm3vvUtbDYb77//PkNDQ7zxxhvk83m5PtZgMNDd3b2mfm6hUODUqVOUy2WcTiePPfbYmjM/WuVH45cd3WYbYDQaSaVSKIqC2+1ec6Bvab5pBalUCp1OJztk1chmOWqHb3Nzs5ymrqysxGg0snv3bu69916pjNfY2Cijn8ceewybzcb58+cJhULcdddduFwuXC4X5XJZ5mu2bdtGV1fXip+pzhGpFay2tjY5IhCPxzEajSuimrX6ZK6HdDrN9PS07KPR0NhKbGon7/DwMMePHyccDnPu3Dm8Xi/hcFhWVYxGo8x1rK60wOLFJYTAYrHIMYPlJef6+nqsVqvctGgwGIjH4zgcDpxOJw0NDSwsLPDRRx8xPj5OKpUiFovxzDPPyIpQIBCgoaEBt9vN4OAg8XicQCDA3XffTSQSuao9X93pVF9fz9zcnMwXqTudMpkMVquVxx577DOfQ20SWmOrs2kOJh6P8/LLL/P222/T0tLC+Pg4oVAIIYRMzCqKIkWb1kJRFC5fviynn9XO3VKpJJfZWywWObMEyPfyer2Mj49z9uxZ6aTUaeyPP/4Ys9mM2+1m165d2Gw2du7cid/vx+FwMDs7y8GDBwmFQrI9f3p6WsosOJ1Ompubqa+v58iRI9LxqNKgag/Peqyn06JNQmtsdTY1glHLtepKD7UqVCwWpaC2wWC4ashv+XsAMveiKIqUVrDZbOh0OqnYr+rx5nI5wuEwL7zwAi0tLaRSKSwWC+FwWMpztrW1UVNTw/T0NIVCgXw+z/T0NKOjo3R3d7Nnzx727NlDLBaTk8zqPmx16FHd76Re8MulQdfbewQbi060EQGNrc6mdvKmUincbje9vb3y09jhcEhJBfX/jWIymeQOJbfbTSwWk1osbrcbt9uN2WwmkUgwMzPDwMAAOp0OvV5PdXU1O3bsIBKJcP/99/Od73yHhYUFxsfH6e3tZXJykkQiQTgc5oknnsBms63Ivxw/flxWjQqFwppDideT1N1IdKKNCGhsdTbNwdjtdkqlEiaTiUgkQiaTIZ/PEw6HpRjT9VIsFkkmkzidTkqlEtu2bcNqtRKJRKRC3sDAgFSJUxSFrq4uOjo6ZKSwbds2uTfJZrPR29vLwMAA586dY9u2bUxNTUk5BvU1PT09cmaqurr6mvmV6+nQ3Wh0onX9amxlNnWaenBwkHw+Lz+tVdYqOW8Eg8EgS9LZbFaOBqi7jtTNjwMDA1itVuLxOLOzs1itVv70T/8UgMbGRqqqqgCkk7vvvvsYGRnB7XYDkEgkVvS5DA8PMzQ0JF8zMzMj3+NG0aITjV8GNrUPJpPJMDo6etX3N5IAXY06DqBGQTqdjpGREZnAVYck1S5ds9lMMpmkoqKCfD5PJpORa0RU1ChCrTyVSiWMRiMej2dFRaimpoZSqYTD4SCRSJBIJG70lKxAi040bnc2Va4hmUxy5cqVG3Ioy7Fareh0OrmwvlQqSblLtZpks9nw+XxyEFHtvQkGg7S3t1MsFlesDlHp6upidnZRx9zr9ZJMJslkMisqQlVVVVICwmq14vF4PtPvsx7aFgCN24VNczBqY50qt/BZUHtc1PcxmUx4vV4p0K2q0gkhCIfDsmGuublZJoR/8Ytf0NbWhs/n4/HHF/XK1SoOIHcoOZ1OGhsbCQQCsiLk8Xh45JFH6O/vJ5/Pc/z4cZqamm7Kxa/1vmjcTmyagxFCMD8/f11Vok+jWCxisVgoFotUVFRQXV1NS0uLXFmiCn339fVht9vR6/W0tLSQzWZ54IEHePXVV8lms1KRrqamZkUVZ//+/fJnrc6PAFJioq6ubs35pM8r6tB6XzRuJza10U7NlXzWCEYlmUzK8requfKtb32LeDyOEIKjR49KFbzvf//73HXXXbLBT7Vlbm4Ov99PTU0N6XR6Rd/KsWPHVkQOy0vRyyelV/e5fJ5Rh9b7onE7salVpPb2dk6cOCGXll0PquTBalQ9mEgkQjQa5fXXX8fv9/OlL30JWNR1icfjfOUrX6GtrU0ue+vu7kYIQT6fx2AwcPr0adra2jCZTLJx7tMih6qqKp5++uk1o5TPM+rQqksatxOb2mh35cqVGx7Su5ZTUiUc1IVr27dvJ5PJ0NfXx+joKFarFbvdLueDjh07Rjwex+l04nQ6GRsbk41/d911F3q9Xnblrhc5XKvqc63X3uhtk1Zd0rhd2NQIpq+v73N7PyEEDQ0NeL1eqfxvNpsJBoM4nU7i8Ti5XI4zZ85w9913c+zYMbkdUpXmHB0dxev14nA4iEQinDhxgqqqKjldfaORw1qv1ZK1Gr8KbJqDyeVyV4lJ3Sgmkwmr1UplZSXNzc1yp7UalahKdZWVlSSTSbxe74rk8qVLl8jn80SjUdkA2NjYyEMPPSQ3MsJnixxWv1ZL1mr8KrCpjXaqBOZnQQiB2Wwmn88zOjpKJpPB4/HgdDqlzKbf75flaXXf0epErLrIvq2tDYfDwZ49e9DpdBsaTLwRtGStxq8Cm+ZgLBYLer3+hipI6k4lVYVO3YWkikdls1l+93d/F4vFwpUrV/D5fFy+fFmq0KkL0aanp4lGo7S2thIKhejs7EQIQXd3N4cPH75qIvrzREvWavwqsGkOJpVK3XAHr06nw2KxYLfb5R6kVCpFsVjEbDZjt9uxWCx0dHQwMzNDIBDAaDTKfUXqxdzb28vg4CCDg4McOHCAxx577KY6ldVoyVqNX3Y2zcFEo9Ebfq2qrWuz2eQcUU1NDU6nk0OHDpHP5zl16hRjY2McPnyYhYWFq7YlqjmQnp4e5ubm2L9//2ceUNTQ0FjJpgpO3SiKopBMJonH4+j1enQ6He3t7Tz88MN0d3fz/PPPMz09TX9/P7t378bv98tOXFUDd7WE5bVyINrcj4bGjbPpWwVuBDV3Y7VasVgs6HQ6du7cyTe+8Q0psXD58mUWFhZ47bXXaGpqAj4RAYfFie22tjbZSXwtzV+tlKyhceNs+laB60GdjlY3BBSLRTKZDHV1dXKvUF1dHX6/n3g8jsvlYmBgQGrn5nI56YCMRiPDw8NcuHCB4eHhNbcZLC8lL3+thobGxritIhghBEajUUoxqGLfu3btwmw2s7CwQF1dHYcPH6a/vx+v1yt3Va8uBxcKhXVFuLVSsobGZ+O2cjAGgwGPx4PX6yUUCsly9ezsLKlUSjoAv9/Pgw8+SDQapbKy8qqSczqdlp2+akPetVr/tVKyhsaNc9s4GHV7YzqdZufOnUSjUex2O6lUSkY1KjabjcOHDxMMBldIYMLKvArA/v37P3X5mVZK1tC4cW4bB6MKVDU2NrJ3717K5TJer5eZmRkefPBBueGwra1NDjHmcjkCgcCK5OzqFn3NgWho3DxuGwdTUVEhy8kNDQ3k83lqa2sJBoP09/djNBqprKykrq7uU+d8tLyKhsatY8s6GLV8rI4A+Hw+du/ezR/8wR/Q3t6O0WikUCgQDoc5duwYra2txGIxmS+5lhPR8ioaGreOLetgqqurgcWGPCEEXV1d/OZv/iY9PT0rnILL5WJwcHBFl+56TkS7LdLQuDUIRVHWP0iILwP/HdADP1YU5S9WPW8G/gHoAcLAk4qijK7zntf8wWq1qLm5GbPZzOHDh/na176G3+9f0zFo3bYaGjcXIcQZRVH2Xe/r1o1ghBB64BngS0AQ6BVCvKQoSv+yw74HRBVFaRdCPAX8H8CT12uMitvtxm6388ADD8j/i8UiExMTZDKZqypDG41I1EQw8KmVo81Ec5Yav0ysG8EIIe4G/puiKI8sPf6vAIqi/PmyY95YOuakEMIAzADVyqe8+bUimIqKCnw+HxUVFdTV1dHU1EQoFMLr9XLp0iX27NmD1+vlhz/84XUNJ6bTaV566SVOnToFwIEDB3j88ce31EWsjSZobFVuNILZiIP5GvBlRVG+v/T4m8AXFEX5/WXH9C0dE1x6PLx0zPyq9/o94PeWHvas8ePKQATIAUWgAsgCDiAP2IEFFkcc5oHrkcQzAi7AtPS4AMSW/r9eqpZ+/ueNkcXfschidJnkxuz7NG6W7beC29l2uL3t36EoiuN6X7SRJK9Y43urvdJGjkFRlB8BPwIQQpy+EY+4FdBs3xxuZ9vh9rZfCHH6Rl63kWHHINC07HEjMHWtY5ZukVwsRiIaGhq/wmzEwfQCHUKIViGECXgKeGnVMS8Bv7v09deAdz4t/6KhofGrwbq3SIqiFIUQvw+8wWKZ+llFUT4WQvwJcFpRlJeAnwA/FUIMsRi5PLWBn/2jz2D3ZqPZvjnczrbD7W3/Ddm+oT4YDQ0NjRvhthKc0tDQuL3QHIyGhsZN46Y7GCHEl4UQl4UQQ0KI/7LG82YhxM+Xnv9QCLHtZtu0UTZg+38WQvQLIS4IId4WQrRshp1rsZ7ty477mhBCEUJsmfLpRmwXQvxvS+f+YyHE/3erbbwWG/ibaRZCHBVCnF36u3l0M+xcCyHEs0KI2aW+trWeF0KI/7H0u10QQuxd900VRblp/1hMCg8DfhYb3M4DO1cd8x+A/7n09VPAz2+mTZ+z7Q8AtqWvf3A72b50nAN4D/gA2LfZdl/Hee8AzgKVS49rNtvu67D9R8APlr7eCYxutt3LbLsf2Av0XeP5R4HXWOx7+zXgw/Xe82ZHMAeAIUVRRhRFyQM/A46sOuYI8PdLXz8HPCSEWKtx71azru2KohxVFCW99PADFnuEtgIbOe8Afwr8JYvd0luFjdj+74BnFEWJAiiKMnuLbbwWG7FdAZxLX7u4uqds01AU5T0+vX/tCPAPyiIfAG4hRN2nvefNdjANwMSyx8Gl7615jKIoRRZHAbw32a6NsBHbl/M9Fr37VmBd24UQdwFNiqL8y600bANs5LxvB7YLIU4IIT5YmvbfCmzE9v8GfEMIEQReBf7TrTHtc+F6r4mbrgfzuY0ZbAIbtksI8Q1gH3Doplq0cT7VdiGEDvi/gW/fKoOug42cdwOLt0lfZDFqPCaE2K0oSuwm27YeG7H9aeD/VRTlr5cGiX+6ZPuNbyK8dVz3tXqzI5jbecxgI7YjhDgM/DHwuKIouVtk23qsZ7sD2A28K4QYZfF++qUtkujd6N/Mi4qiFBRFCQCXWXQ4m81GbP8e8L8AFEU5CVhYHIK8HdjQNbGCm5w0MgAjQCufJL12rTrmP7Iyyfu/NjvZdR2238ViUq9js+29XttXHf8uWyfJu5Hz/mXg75e+rmIxbPfeJra/Bnx76es7li5Qsdm2L7NvG9dO8j7GyiTvqXXf7xYY/ChwZelC/OOl7/0Ji5/4sOjBfwEMAacA/2af5Ouw/S0gBJxb+vfSZtu8UdtXHbtlHMwGz7sA/i+gH7gIPLXZNl+H7TuBE0vO5xzw8GbbvMz2fwKmWZQICbIYbf174N8vO+/PLP1uFzfyN6ONCmhoaNw0tE5eDQ2Nm4bmYDQ0NG4amoPR0NC4aWgORkND46ahORgNDY2bhuZgNDQ0bhqag9HQ0Lhp/P/bMIgzq6YoZgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CPSF2\n", "n = 5195\n", "SpearmanrResult(correlation=0.9741926705449473, pvalue=0.0)\n", "(0.9766110164828116, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CPSF3\n", "n = 5210\n", "SpearmanrResult(correlation=0.9784803708042666, pvalue=0.0)\n", "(0.9802802272402124, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CPSF3L\n", "n = 4864\n", "SpearmanrResult(correlation=0.9610740902389276, pvalue=0.0)\n", "(0.978394238702559, 0.0)\n" ] }, { "data": { "image/png": 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9fXcU2m2usamurqZQKBAKhRgeHiabzeJwOPje976H2WzG6XTy2muv0draSmVlJcFgkHA4TD6f59q1a8zOzrK2tkYqlSIUCgG3A8yFQgGbzUY0GhXWTDabJZ/PYzAYcDgcGzJIypC1xsZGdDod/+k//ScWFha4evUq9fX1WCwW/uiP/khkmRQZzk8KlWBUqNgCSpr6yJEjuN1uuru7qa+v59y5c8zMzNzRabxdjc3MzAwAqVSK+fl5nE4nXV1dVFRUiPc/++yzfPzxx8DtVgODwcCBAwdYWloS5f2RSETIOqRSKYxGI6FQiPX1dTECVom9GAwGUTezuLhIsVgUpJTJZDCZTMTjcUwmEzqdjrW1NUwmEw0NDXzpS1/aU0EtlWBUqNgCm1Padrt9x+23q7GZnp4mHo8zOTmJ2+0mmUwKl0SBXq+ns7OTkZER6uvrWVpaIpVKkU6nSSaTrK6ubmhSlGWZlpYWxsfHxUgSjUaDTqcT65RlGb1eT3V1NUajEYPBgCRJ2O12SqUSTqeTTCbD/v37cbvdPP300+zfv3/PmhwVqASjQsUWUNLWgUBAVO0qgtsHDhy4o9p1O62YiYkJPB4PRqORgwcPIssyzz777IZsVSQS4ebNmyIg7PV68fv9JJNJ4S5pNLfls00mE7Isi6BvsVjcMLA+mUyi0WjIZDKi3qW+vh6r1cqJEyf42te+hsfj4fnnn2dxcRGdTofH49kTaYatoBKMChXboPzX3OfzMTc3R6FQ2LbATqmj0ev1xONxIpEI8/Pzoi0gl8tRU1PDwMAAFouFYDDIxYsXxZwigOXlZRKJ20MUa2trSafTpFIpNBqNcJHMZjMOh4P19XXi8biYK61YMoVCgWw2S6FQwGw2YzAYMBgMXL16lX379okxJMo2L7300gMhF1AJRoWKDdgs31BumTgcDk6ePEk+n98yRqE8VrJHAwMDjI+PEwqFcLlctLe3c+TIEZG9GRwcZGFhgcOHDyPLsiia02q1rKyskE6nKZVKuFwubDabEPNOJBIUCgUsFgsmk4loNCpaA5Q6F41Gg8/no66ujpWVFSRJIhgMMjs7S3V1NbIss7a2JgLHe5GS3goqwaj4XGMv9F62qvBV+pfy+bwYCaJkj5R+oaWlJSorK9FoNDQ0NFAqlZiZmSGbzbK4uIjRaBQdzF1dXaTTaex2OxqNhn379uF0OpmamgJgfX2dxsZGbty4IfqNHA4HOp1OrKdUKgkLx+1209bWhtfrZWFhgWQySSKR4OzZs3R3d9PR0UEoFKKysnLPUtJbQSUYFZ9b7JXey1YVvor0ZUtLC1NTUxw8eBCHw0Fvby9DQ0Ncv36dYDBIZWUlZrMZo9FIb28vBw8e5Oc//znj4+MsLy/jcDjYt28fBoNBNEAuLy8L+YhEIoHNZhOkZDabhe5uJBIRYlY2mw1JkvB6vZhMJurq6rDZbFy7do1oNEqxWMThcGCz2YjH40iSxIEDB7BYLHuWkt4KKsGo+NxCsSZsNhuJRGLDr/RWls1uRL0VElJcFiWgqtfrCQaDLC4uUlFRgSRJ1NXV4Xa7+c53vkN7ezs1NTWMj48jSRKPPfYYb7zxhsj8DA0NMTs7S7FYJBwOA5BIJMjlcoTDYaH1onRNK4FdZVKjTnf7VpZlGafTydGjRwkEAuh0OpqamkR6OhKJ4Ha7mZ6e5pvf/CaNjY0PLMALKsGoeAixF8PNlOyMMhbEbDZz5swZ8dpWls1OzZDls6EVQSfFmtDpdHz44YfodDq0Wi3T09NC+2X//v2CXOLxOB6Ph3w+zz/+4z+STCbJZDIiFW21WkVQV5ZlUe+iFNU5nU4aGhrEnGlAZIGsViuVlZV0dnZisVhwu90sLy+LMSX79u2ju7tbWFXj4+NCKe+TTg7YCSrBqHiosBfDzZR9BINBCoUCjz/+OPl8XswH2kn6cqs6kHK3qFAo8Oyzz6LX6zlz5gz5fJ4TJ05w8eJFmpubmZmZobOzE7PZLEa56vX6DQ2PRqMRm82G1WolFotRKpXQaDTEYjHgdqp5fX1dzJVWnjMajWg0GsxmM7lcDrfbjVar5cknnySZTDI/P8+7776LwWDgu9/9Ln/xF39BJpMhHA5jMploaWnh8uXLzM7Oksvl6OjouGs/1SeFSjAqHirsxXAzZR+Kklw8HsftdguJy3udb6S4WvPz81tmXZxOJzdv3mR0dFQ8LhaLQvryjTfewGKxUF1dzS9/+UuSySR6vZ5oNEqpVMJkMlFbW8vS0hLr6+sYDAaCwSCpVEqQosFgACAYDArJhZaWFnw+n5B/kGVZ1L4kk0kqKipwOp28/fbbxONxYrHYBkW+WCy2pwLfW0ElGBWfOcpdok863Ax+H0tRlOS6urq4efOmkMTs6+vbMd281f4KhQJLS0vYbDaKxeIdxJfNZrl+/TqFQoGGhga8Xi9Op1PMJJJlmcHBQaEil0wmyeVyPPbYYywvL9PT0yPcmpmZGdFprdVqRYm/Ir1QXV1NdXU1hw8fprGxkYGBAfR6vZhFrWjXbKU7rHRNKy7bg5ixXQ6VYFR8ptjKJdrNcLOdsDmWovQVbZZe2Mn92hwHUvqFkskkU1NT6PV6sa1iHcRiMZaWlpifn2f//v3YbDbS6TQej0ekj3U6HYFAgLW1NdbW1lhdXUWWZRobG1ldXcXr9ZJOp0VAWBmUVllZic/nE9MFWlpaaGtro6KiQnRm53I5HA4HzzzzDGfOnBHHthVh73VLwHZQCUbFZ4qtXKK9yGpsvoHKGw/vpuWyFenp9XqOHTuGzWYjmUxuGB6vWCqxWAxZlvF4PHR2dnLo0CGGhobI5/PcvHmT48ePs7q6ytWrV4lGo0QiEfR6PVVVVYyMjJDJZJBlGYPBQGdnJ4899hhdXV00NDTw7rvv8vHHH7Nv3z5aW1t58cUXuXXrFpFIBKPRKNLd+/fvp1gsMjExcUfgWqkwVs7PpwGVYFR8KtguM7QXLtHdUN5X5Ha7t4w97DTORHne4XAIuYXNbQJPP/00o6OjzM3NCRdmZmaGpaUlLBYLk5OTxGIxEokEkUgEYEMmaHFxkYWFBcxmM8FgEI1GgyRJYk70W2+9JepZDh06xKuvvkpLSwtarZZ/9a/+FefPn+fKlSt8/PHHYnzs3NwcL7744oYK43LSBB64m6QSjIoHjp0yQ7ud9/xJPlvZ93axh53GmZSLg2+3znA4zN/+7d8yPDzM+vo63d3dNDY2MjExQWVlJbOzs3i9XioqKlhfXxfpbJfLhclkIpfLcevWLRKJBHa7nWAwSDabpaKigmQyyRtvvMHS0hJOp5NQKMTExATFYhGfzye6qL/61a9y8eJF1tbWSCaTSJJENBoVVtpWM6CuX7/+ibJ1u4FKMCoeOO6WGXpQ8YCd6l2UDM92gdCtyKR8neFwGL/fT319PX6/n0gkQj6fJ5PJiFTx1NQULpcLr9eLXq8nEomIat1oNCokLTUaDRMTE2SzWUKhkOiQNhqN5HI5BgYGiMfjxONxZFnm5s2bxONxbt68SX19PS6Xi8bGRkKhELlcjlAoxMDAAI899piwtDZbisAnztbtBirBqHjg+DTcoK2wHbHdzWJRYhXbWVThcJgf/vCHQiD7+9//PlqtlnA4jNFoRKvVMj8/z8DAAOl0WghI5fN5qqurOXLkCPl8noWFBS5fvkypVMJsNlNRUcHc3BwVFRXYbDZaWlrYt28fg4ODHDhwgHA4jNVqpaGhAYfDgVarZf/+/WIUrKK529DQwBNPPMGTTz65raUI249e2UvsimAkSXoe+M+AFvixLMv/YdPrjcDPANfvtvk/ZFl+c4/XquIRxYN2g7bDdsS2k8Wi1+u5ePHijq6DYrGsra0RiUR46623eOyxx0gkEhSLRex2u8gO5XI5kskkH330ERaLhVgsxje+8Q3y+Tznz59nYWFB1MK0tLSIILFOp6Ovr49oNCpaBmpra9FoNITDYdLptHCR3G43hw4d4hvf+AYXLlzAYDBw8ODBOyp0d5rZ9JnFYCRJ0gJ/DTwL+IF+SZJel2X5Vtlm/xfwiizL/1WSpIPAm8C+B7BeFY8g9qr0/173sR2xlRNPNptldHRUzAgqnyYwMzNDIBCgpaVlw349Hg+Li4v4/X7MZjPr6+uYTCYOHjzI7OwsjY2NaLVabt68KRT+lR4hZbxIa2srkiSJat1CoUAikeC//Jf/wvr6OleuXEGSJD7++GPhVuXzeVKplJC3fO6556itraWhoQGLxcLLL79MoVAgn88LN+hu5+dBk/1uLJhjwKQsy9MAkiT9T+AloJxgZMDxu7+dwNJeLlLFowklzrF55vP9lv7fT0Byq5tIIZ7p6Wl+9KMf8Q//8A9otVq+/vWvi36ls2fPAgjt3fKA8OrqKqdOneLChQtCa9flchEKhcjn8wSDQdxuN+3t7TidTnK5HDqdTvQV1dTU0Nrail6vF6npYrHIzMwM58+fp7a2Voh/h0IhNBoNhw8fJhQKiXEk4XCY999/n2g0yr59+zhx4gR9fX14PJ4HHle5F+yGYOqAhbLHfuD4pm3+HXBWkqT/FbACp7fakSRJfwb8GUBjY+O9rlXFI4TyfqCJiQmee+65++572SoDoohBbafqf7fPsFgsFAoFUqkUXq+XZDJJIBAgn88L10QZVTI+Pk57ezvwezEppaZGkcN84oknKBaLjIyMkEqlSCQSzM7OUldXx/r6OidPnkSr1eJ0Onnqqad45513qK+vZ25uTshc6vV6UWOjpJo7OjooFAqiAE8R7C4Wi+h0OpGRikajwKcTV7kX7IZgpC2e2zyX8tvAT2VZ/n8lSfoi8N8lSeqSZbm04U2y/CPgRwBHjx69c7alis8NNvcDzczM4PP5PlHpfzAYBNjSIrofK6e+vh6n08no6CharVaU1zudTnw+H/Pz8wwNDZHNZpmZmeHw4cNC/qGpqUno52o0GjweD9/5znf42c9+xuTkJFqtlkAgQHV1NZIkYbVaqaurIxQKCaX/xsZGpqamWF1dBaChoYHW1lbsdrtIZ2s0Go4fP06hUKCqqopYLMbg4CArKyssLS1RVVVFsVgUx7q5BaKcdJXv5dOMg+2GYPxAQ9njeu50gf4UeB5AluXfSpJkArzAyl4sUsWjh839QH19ffddoVseS0mn01y6dAm9Xs/8/LyIkWyVMYKdbyiv18sPfvADJiYmsNvtQlUfbt+oP/vZzyiVSiwvL2M0GlldXeXKlStks1kRmFWkNPV6PV6vl+985zu88sorXLlyRchYnjhxgvHxcc6fP0+pVGJ9fV0o23V3d/P0008zNzcnKoKtVivNzc08//zzLC0tcejQIebm5vD5fJw7d04U8+Xzeb75zW9y/Phx0Wu1HemW40HWvWzGbgimH2iTJKkZWAS+BfyLTdvMA88AP5Uk6QBgAkJ7uVAVjxb2OnOkxFLC4TBDQ0OMjY2JYjXF8ticat6NReP1evF6vRueS6fT+P1+7HY7tbW1hEIhKioq6O/vJ5vNEg6HMRgMLC0tiRaBX//613z3u9/F6/XS19fHq6++isPhIBwOCwIcHh4mn8/zy1/+kvr6ekqlEl6vl0QiQVtbG2azmR//+MdUVlaSTqdxuVwbxtWOj48zNjZGOBxmeXlZtC2YzWaAO2Iv5QHrwcFBzGaz0IT5tOIzdyUYWZYLkiT9BfA2t1PQP5FleViSpL8Crsqy/DrwvwN/J0nS/8Zt9+m7sjJHQcUfLB5EliKfz9PU1CQK0RQXoKam5o4Gx/spJAuHw7z22msUi0WmpqZoaWmhtraW48ePMzAwgMfjEZW5q6urGAwGLBYLqVRKWE1Kqb/L5WJpaYlAIMDw8DCjo6NijKvNZkOj0dDe3o7RaGRpaYmhoSFhETmdTpqbm3niiSewWCycPHmSH//4x0SjUcxmM6lUiuPHj+NyuYCtYy/K/2fPnhUTCVwu1wOVyNyMXdXB/K6m5c1Nz/3fZX/fAp7Y26Wp+EPDboK0TqeT6upq5ubmSKfTYsAYbN3guNuAp5LxOnv2LCMjI1RWVtLS0sKxY8dEgHdiYoLGxkYGBwfFKBGn04ler8dqtQqrScn8KLOmz507x8LCAna7nVQqhcfjEVq9jY3mAi3SAAAgAElEQVSNTE9PYzAYhILdxMQEtbW1Qnmuvr6efD6PVqvFbDbj8/nEwHtlJEpNTQ2BQGDDMVksljsC1t3d3bS3tz9UMRgVKh44dhuktVgsvPjii3R1dXHx4kUsFgsXL168Y/t7cdHKM163bt0SKefa2toNN+NXvvIVhoaGGB4eplQqsbCwIMjiq1/9Kvl8nmw2S3t7O1/+8pfx+/0iM5TNZvF6vWi1Wr7whS9w8uRJzpw5w+LiIsPDw8zMzDA5OYnBYODw4cMcPHiQv/u7vxOk8r3vfY9AICDGxH7jG9/ghRdeEMV025UD1NTU4Ha7xbjbT5NcQCUYFQ8J7sWlsVgsVFRU4Ha7d9y+3KLZyToKBAIEg0FqamqYmJjA6/VSW1vL4cOHCQQCIjhtsVioqqoSkpUul4tTp07h8XjQ6/Xo9XpSqRTj4+PYbDa6urq4du0ao6Ojgjh7e3v5/ve/T21tLV6vl3w+LwbXK+NhFxYWqK6uJpvN0tXVxdjYGNeuXWP//v20tLSQSqV44YUXaGlp2dNygAcBlWBUfKbYLKa9W5dGCeoq0xbLBaA2k8lO1lE6naa/v5+RkREGBwfp7e2lp6eHy5cv8/Of/1zowCiyBzU1NXR3d3P+/Hngdsr8yJEj3Lx5k6tXryJJEqOjoxw9ehSj0YjX68Vms2Gz2Whubsbn83HlyhW8Xi9Go5Guri4OHz6M3+8X42WXl5fR6XREIhEGBwdZXl6mqamJjz76CJ/Ph9lsJpPJiOPcqRxAiQttNe7204BKMI8w9qIE/7PEVk2Hu5WxVAKfr732GjqdTrhJcKfuyU7WUXmmZXFxkUwmQ39/P9evX2dtbY2WlhYhe6Bsv3//fn71q19RKpW4cuUKk5OT/OQnPxGC3A6Hg6qqKiorK5mbm6NUKhEIBPB6veRyObRaLbFYjHA4LCY/9vX1iTiLw+Hg8ccfp76+nunpaXQ6HcFgELPZTFtbGzMzM1y8eJGJiQnRqLldOcBn1WiqQCWYRxR7ob7/WWPz3KJ8Pn9PIzTy+TxWq3VDhe/a2hqJRIKmpqYNYlHb3WSK3m4sFmPfvn0A5HI56urquHr1KpFIhO7ubhHATSQSvPfeewwPDxMOhykUCiSTSdEKkM/nqaysZG1tDavVKlTrXC4XfX19AESjUSYmJggEAmLMyeOPP05lZSV2u51sNsv6+jpms5nOzk4WFhbo7++nWCwyPDyMxWIRqnzbSUso+KwaTRWoBPOIYi/U9+8FD6IiVK/Xc+vWLTKZDDqdjt7e3nva51YVvtlsllu3brfJKenYnW4yi+W23q6icqcIOAF8+ctfpq+vj0OHDhGPx0UKOZPJiFYDpXBOWUtlZSXPPvusmEU9NTUlCu6UESINDQ3U19djMBiw2+0Ui0Xef/99IpEIPT091NfX09fXh16v55133sHhcIhUeTwex263ixEnypSEnYj502hq3A4qwTyi+DRN3wdVEZrP5zl48CB6vZ4PP/xQmP273Wc5cUQiETGbCBDpWEAIS9XU1GwQmlJeO3/+PNFolKWlJXp6epicnKSmpoZgMMj8/DzLy8skEgkGBwcpFouEQiFWV1eFa2W1Wjl58iRNTU1861vfwuFwiOFqCwsLRKNRMSta6abet28f6+vrYkrBhQsXiMVizM3N0dvbS29vL9evX0en04nRsMPDw5jNZr71rW+Rz+fp7++/o3r3YYNKMI8oPk3Tt9xaGhkZAe4vaLg5ZqTo3AaDQXQ63R1i3FsFa7dSmQN47733mJiYYGJiYkPtyuYYj6L1omBhYYFXXnkFt9tNOBzm0KFDFAoF3G43CwsL2Gw2FhYWuHXrFg6Hg8nJScxmM3V1dRSLRerq6tDpdFRUVFBRUcHq6ipms5l33nmHjz76SARvQ6EQw8PDmEwmDAYDFRUVdHZ2YjQaMZlM2O12MdUxmUyytrZGNpulurqaQCBAfX296GXK5/PiuB+mzumtoBLMI4xPy/Qtt5bcbjfAPVtO28WMysW4l5eXRUZos9WkzDaC31tOcNsCWVlZIZvN8txzzzEzM0NfXx8Wi4VAILDBjfT7/XcQpaKzYrVaCYfDRCIRMRLWbDaTTCaFrOX8/DyRSEQQkMPhEBZGNpvlZz/7mbAoGhsbxUykiooKjEYjfr+fqqoqrl69isPhwGKx8IUvfIF8Pk80GkWn01FVVcWpU6doa2tjbm6Os2fPks/nkSQJv9+PTqejv7+f06dPP3Sd01tBJRgVd8VWcov3ajltFzOyWCy0tLTgdDo3ZISUzmXFfZqdnRUuzPLyMtPT09y8eZMrV66IMvju7m5BgOUTHMfHx1lbW6Onp0ektpPJJOl0GrvdTkNDA2azmSNHjvCVr3wFt9uN2Wzm+eefZ3FxEZ1ORz6fZ2BgAK/Xy9raGiaTCa/Xi8PhwO/3E41GyefzOBwOrl69yurqKi6Xi9bWVpxOJysrK4yOjjI7O8vCwoLoggb40z/9U65fv86BAwfo7u4WTZflVbhjY2NkMhmOHDmyq+DuwwKVYFTsCputpXu9oO8WM9qcEcpkMty6dUuILh09epT333+fmzdvYrVaAZBlGZvNBkBFRQXt7e3Mzc1tiEv09vbyH//jf6RUKvGTn/yE733ve/zTP/0T7777LsVikaamJv7Nv/k3nD17FoPBwCuvvEJra6vo8RkYGCCbzXLo0CFaW1sZHR2lrq4OrVYrlOUikQharZaKigreffddkskkXq+Xjo4O/viP/5h/+qd/An7fo5TP50VfkCzLRCIRent774ij1NTUiGFrLpcLg8HA8vLyhuD1w0osClSCUfGp4G4xo82Fc8CGAPDS0hI+nw+LxYLRaCQej+NwOEgmk2Jbu90ufvGVWM7q6iparZa2tjamp6eZn58XEpc2m4319XXeeecdhoaGAFhaWhLSlHV1dfj9fpLJJJFIhPb2dvx+PysrKzQ1NRGJRLh+/TqJRAKPx0NXVxcGgwGHw0E8HqdQKDAxMSFGwFosFrxeLw0NDWQyGTweD48//jhPPvnkHVIWSrzp5MmTYpY0QKFQ4OTJkw89sShQCUbFp4adfnE3F87dvHkTo9FINpuls7NTFJANDAwwPj7Ovn37aGpq4vTp05jNZpxOJ+fOndsQ6FUaEXU6HTdu3MDpdNLR0SGGzK+uruLz+USzolKLoxTHZTIZJicnyWQyaDQaZmZm8Hg8FAoFzGYzXV1dJJNJkskks7Oz+P1+NBoN6+vrtLe3c/r0aW7dukVtbS0Ajz32mHguFothMBg4c+bMBrmIrWRGDx8+DCBqe8qnSj7sUAlGxUODzW5SS0sL77//Pna7Hb/fz5kzZ2hvb+fKlSt0dHQQi8WoqKjY0El86tQpRkdH6erqEmTW3d0teoq8Xi9nzpxhZWWFjz/+GKvVSjQaFfEUn88H3JZ0NZlM5PN5kskkoVCIaDRKOBwGoFQqUVdXRzabpVgsEg6HRYwJ4MSJE5jNZhHwra2t5aWXXiKfzzM1NSV0WcrJYnNf0alTpwgEArS1tT0SAd2toBKMis8U5annrQrn5ubmqKysFFWyyo25efyr8v/7778P3I6dKEJMRqORI0eOiCkBFosFm81GW1sbcDt+c+zYMaqqqtDr9bzxxhuimbGyspILFy6wvLyM2WxmbW1NxFfW1tbQ6/UYDIYN2a/V1VX+5m/+hqNHj3Lo0CEOHTpEW1ub0NUFGBkZwe1243Q6xTlIp9Oir2hkZIQ333wTm82G2+3m9OnTu26jeJigEoyKzwxbpa43S2NWVlYK6YSdqnLLsy41NTVcuHBBWC3w+ykBFouF3t5eLBbLhvhNd3e3qLVR1OBcLhcvv/wyDQ0N/PCHPwRgeXmZtbU1rly5wsGDB+nr62NwcJCRkRHW19dJJpO4XC5SqRTpdJqrV6+STqe5desWL7300h3kkE6n76jNicVidHZ2ks/nhaV2r20UDwtUglHxmWGr1LUS7Eyn0zgcjg3uxXa/3OVWkM/nY25ujtnZWSwWCysrK/yzf/bPSKfTVFRUcO7cOWKxGNXV1Xz7298W8ZQPPviAjo4O8vk8Q0NDIr3d2NhIQ0MDXV1dRCIRgsEgx44dI51O09zczPT0NMvLy1itViHKbTAYiEQiXLt2jcOHD7O6usr09DRwu/0Afl+oqNTmKHOYTp48SUVFhRgAt9lSe9SgEoyKzww7pa63qr0JBAJ3TF4sr85VHk9MTDA1NYUkSSSTSeFmnD9/Hr/fT3V1NVqtlsXFRSRJ4h/+4R+wWCyYTCb+5b/8l6LT2e/3A/ClL31J6LJotVrm5uaw2WxiOL3L5WJ9fZ1sNovBYECSJHQ6HQaDgWw2y9LSEh6PR9S9lB9zfX09o6OjG+YwKdIQJ0+eFPOvHyW3qBwqwXwO8SjJOCgZkq0mDihZp3JXKpVKodPpREal3AIYGxtjYmKCtrY2oXhns9mYmpqiq6uLYDBIdXU1S0tLjI+PY7fbyefzovPZ7/fz05/+FKPRyOLiIm63G7vdztzcHGazmZWVFbxeL21tbdTU1DA8PIxOpyObzVJXV0ckEsHr9eL3+5EkCY/HQ21trXCrpqamePnll+9w8coL6pT0OiCIc2Zm5qHtNbobVIL5nOFByTjcL2lt977N69wpvlCu2bK8vIxer7/DAnjzzTeZnZ1lamqK3t5ekVo2mUwkEgmhZZvL5chms0I4W6vVotVqCYVCIlgry7JoGwgGg3R3d2MymXC73USjUbLZLBqNhmAwiKJtf+zYMTGJQJFbKBaLRKNRTCYTXV1d6PV6kTVKp9Ok02mhp6sU1CmW3KfdLf+goBLM5wwP4sK8X9La6X33ss5ydXy4nXYuF1bq6+sTMReDwSB0VnK5nJi02NPTI258SZLw+XzE43Ha2tr48z//c371q18xPz/P4OCgGIym0WiQZVnsa2hoSCjvnThxgvn5eSHtYLVaqaiooKGhgaqqKjo7O5mbm6Ompoa///u/5+OPPxYSma+//jpXrlwBEGp5WwWuH9XUdDlUgvmc4UHIONwLGZRbLDuNfN1qjpEio7DVvpuamoR0pFLzorhPcNvFWllZIZfLCd1al8tFdXU1yWSSf/zHfyQajeJ0OgmHw+j1eo4ePco3vvEN8XnvvPOOsDqU4WpKNa7BYMDn81FVVYXH4+G3v/0tBoOBUqnEP//n/5xnnnlG6LcYDAbm5uaA23Gjuro62traKBQKLC4uEo1Gsdls5HI5ZmdnxfA45Vwrx/Yo9BrdDSrBfM7wIC7M3ZLWVhKYO418Vda5OXC7WTNXGQUyPDzMyMgIFotF1JCUv+9rX/sasVhMpJyNRqPQiXE6nYyNjeHxeOju7sZqtVJfX08kEhFzkGKxGFarlcrKSlKpFKlUCrvdjsViweVy4Xa7uXHjBsViEavVSk9PDz6fjxMnTgAIy8fv93P16lV8Ph8HDhwgl8vx61//GpPJhMvlwmKxEIvFmJmZob6+nrfffpuvfvWrou+p/Bw8qsSiQCWYzyHudmHeazxlt6S12WLJ5/MiE6KU/2+Vkt4sq7BZMzeRSLC8vMz6+jqyLPP888+zvr6+QX5hfHycixcvotVquXTpEn/5l3/Jt7/9bYaGhlhYWECSJPL5POvr6ywsLLCyssLk5CTLy8tUV1dTVVVFfX09jY2NnDlzhmg0yo0bN0in00xNTRGLxQiFQsTjcaxWq4jbKONcp6enhXKdQhIWi4VEIkEikQBAp9ORyWR45plnaG9v59KlSyQSCUZHR8lkMni93g1Sn486uYBKMH9wuN94ym5+TbdyezYXkW2ni7uTZm46nWZ2dpba2lrRq+Pz+aivr2dmZoa5uTmWlpbEmI/p6Wn8fj9Hjhyhu7ubGzdu8Oabb4oGybGxMfR6Pevr66TTaZGNkiSJ1tZW9Ho9siwjSRKFQoHa2lra2tp44403iMfjBAIBqqqqeOKJ27MGb9y4QSKRoKWlhYaGBtbX1/nwww+Znp7G6/USjUZJpVJC5lIJ7N66dYuFhQWhxVsoFB75mMtmqATziOJ+szoPMjuxuXZDGUSmfJYiBKXcPFNTUwB3jH0tf005Pp1ORzqdpre3d0P3sdIg6XA4WFxcBG6X/ns8HlE3k8lkKBQKonlSo9Fgs9lYWloCoLq6WghOFYtFtFotmUyGJ598kqmpKaanp/nwww9FpqmiooKmpiY6OjqEiFQwGGR1dZUjR47Q1dWF0+mksrKSxcVF9Ho9ZrOZSCRCXV2diAE9++yzwG3LxuFw0Nvby+rq6l3rXnbz3T8spQoqwTyC+CSp6Aep5Vte9q5UpZZ/VnmV7laZFEUzt/y1trY2LBYLX/va15iZmeHJJ58UAVFAaKso8gpVVVW88MILXL58Gbit4D86OipU55S4SqlUora2lmPHjmEymSiVSrz99tsiyFpdXc2VK1dIpVJCLjMWi4n9dHZ2Cs3eQqHAs88+y+nTp9m/fz9we8xsNpsVWaXl5WXm5uZ46623+Pu//3teeOEFKisrRQNkubW3U93Lbr77h2nihEowjyA+iRXyILMT5euam5vD7/eLWUd6vX7DbCElkwKIuUNKD1D5a7lcDoPBQCwWw+fzbaiXSafTRCIRAoEAS0tLeL1egsEgFy5cIB6P89xzz7G8vEypVBL6t62trbS0tHDp0iWefvpptFotfX19rKysiPaE3/72t7jdblZXV2loaGBwcFAITD3++OMsLS1RVVXF9PS06Hh+7rnnxKRFRcdFaU4E+OCDD8RQNEXWIZvNih6jneJQ253j7bZ7mGpoVIJ5BPFJrZAHlZ0oF41SRocolszmcn63283ExASAyAgp+yh/7eDBg3d0EitxmEuXLjEwMEA4HCaXyxGPx4nH41RXV5PJZBgcHKSmpoYTJ06QTqcFyShzoguFgnDZ+vv7CQaDjI6OEg6HcTqd3Lx5UwhWKY2RExMTVFVV8cUvfpGPPvpIxIMU62s7y6GjowONRsPCwoLQ/C3/7pSxs3Nzc0KxbqdzvNN3/1kPWyuHSjAPAA/a/31YaiQ2H6eyrvHxcYA7yvnLs0svvviiGERW3iZgsVi2fU35TEUz5erVq4RCIVZWVpAkifr6eg4dOkQsFqNYLGIymTAajRsICm7/wp85c2aDRZXNZjl69KgQAy+VSpRKJaHxm8vlxJC1QqFAPB6/Y5JiIBDYMEiufDrCwMAA3d3drK2t8dWvfnWD7KXiWup0ursq1u3mu39Yrg9QCWbP8Wn5v3tphdwPIW53nBaLhfb2dmZmZjaU85c/VtylrfqPlLVs9Rr8ngyam5uFuLYsy1RVVWG326mpqRFZmfb2dkFoioWh1N0oMpTZbJZYLMbo6Ci5XA6LxcLjjz/OwsICdrud5eVlMpmMCA7X1tZSW1tLc3MzTzzxxIY1lg+SM5vNnDlzRqw5kUiI6QIOh2ODq6cc024V63bz3T8sNTQqwewxHib/dyeU32zbFbnthLsd5+YmxnspqttpLYoVMjMzw/Hjx+ns7OTGjRvo9XqOHz/OM888Iwrwyl0EZd+JRELIWE5OTuJyuZifn8fv93PgwAEkSaKnp0do6s7NzdHY2Eh9fT1LS0uYTCZ8Ph89PT0AG6qP4/E4tbW1VFZWks/nBVFsRzzlx/SwuDR7DZVg9hiPwsWyU3fybtsAtjvO7ZoYlV/UuxXVbfdaOSEqcDgcPP/881itVjEyxOl0igI/xQVS9q1o7iYSCbq7uxkaGiIcDlNRUYEkSeRyOYxGI8lkkpGREUwmE7lcjlQqRXNzM//+3/97dDqdyGwphKVkkRQFvrm5OaEJDL+fYGmz2Ugmk3dYKPfi0jws6efdQiWYPcbD5P9uh83ZnvICr+16gnZSnyvf9m6WzebpAeWEsRvSWl1dFS7P9PS0qGGx2Wyi7F8Za6LAaDRy8OBBrly5QjabJRKJsLq6KrZbX18X2i02mw2dTsfy8jKxWAxZlmlvb+fo0aO0trYKwuzv7+fy5cuCpFdWVqitrb1j+JtyXA6HQ5w7pZO6/LzsxqV5mNLPu4VKMA8AD4v/ux3Kb2SHw7Ehlbyd+7KT+tzmfQOiZ2jzzVReHKcMWSuP3+xEWi6Xi8uXLxOLxRgZGcHpdHLr1i2sVit6vZ5isUh3d/eGyY3K0LKxsTFKpRIej4cjR47Q0dGB3W6nurqawcFBOjo62L9/P8lkEp1Ox/79+6mvr2dycpKDBw9SWVkpjm1+fp6/+qu/YnJyktXVVXp7ezEYDDidzi3T6cpxKdMCtpsnfTfr5FFxv8uhEswfILa7kXdyX+7V9cvlcqLYrFAocOrUKTGxMB6Pk8vlsNlsjI2NCYGocmzljs3MzKDT6ejp6WFmZgaXy8XU1BQ2m40zZ86QzWaJx+N8+OGHYqj8q6++KkjD7XaztraG2Wymp6eHSCTCzMwMNTU1QlTc4XDQ1tbGE088QTQa5cSJE3fMLRoaGiKZTNLV1cXly5ex2+2YzWZOnTpFRUXFlgRR/qOznQu4m/jTw+5+b4ZKMH+g2MrKuhcJy50aHgEhBDUyMsL4+DiDg4M8/fTTnD59mv7+fq5fv05/fz8VFRWsrKzwgx/8AIvFwuuvvy4qZLu7u4WFdfjwYerr68nlcmJ0aygUEuNE/tt/+2/09PSwsrKC2+0mkUjQ09PD9PQ0LS0tfPTRR9TV1eFyuXjyySexWCyCkCwWyx21Ni+++OK2QlmBQIBkMsnq6ipVVVU0Nzdz4MABQaDbYafzuxvr5FFwvzdDJRgVAntxASs3USKRQKPREIlEsFgseDweotGo0Ln9whe+wMjICH19fSQSCaEGd+XKFWRZZmxsjKNHj5JIJIScwsDAgOgVeuGFF5iZmUGj0VBRUcHy8rK4OWtqaohEIphMJnQ6HclkkkwmQyKRIJPJ8Mtf/pLTp08zNDSEzWZjaGjojhaE7dxcpWHy3/7bf0t/fz9utxuPx4PRaPxE53e31snD7n5vhkow94lHLZq/W2x3Ae82wFh+Ez311FP8+te/FjUmbrdb1MQYDAbcbjeRSASHw0F9fb2wfoxGoxDl1mg0GI1G5ufnGRsbw26384UvfAGz2cyf/Mmf8NOf/lQMP6uqqsJsNhMOh5EkCaPRSEtLC4FAAI1GQzKZRK/Xc+3aNQKBAOl0WrQkZDKZHQWvFChEkM1mOXDggMjAzc3NMT4+Tnt7+47v3+78lsdpPk+QFE3RTxtHjx6Vr169+pl89ifFoxjN/6SEGAgEeO+994SV8KUvfWlXc3rC4TATExPY7XbhQihryefzontYGUr2+uuvE41G0Wq1pNNpkskko6Ojops6kUjQ1NTEU089xYsvvkg6ncbv92M2m8lkMgBcuHABg8GAVqtl37593LhxA7/fz+XLlymVSuh0OqxWKzqdjmeffZbq6mphgSitDDsNOVMmDng8HgYGBkRtzcGDB3E4HOJ62HzO7/YdPMzXlSRJA7IsH73X9+3KgpEk6XngPwNa4MeyLP+HLbb5JvDvABkYkmX5X9zrYh4VPGrR/L24cO81wLjVjGVFB9fpdIrKWr1ef0ebQDweJxKJ8Nd//dfMzs4Sj8dpbGzk1KlTaLVaTp48KbqW8/k89fX1XLx4kUQiIfR46+vref/990kmk0xOToqg8traGslkkoaGBux2Oz09Pezfv59Lly6h0+kYHh4Wc6yrq6s5ceLEBgkFpQcqnU6LiYuK21deSwTcoe53t4LG7a6rR9lavivBSJKkBf4aeBbwA/2SJL0uy/Ktsm3agP8TeEKW5agkSVUPasEPAx61aP5eEOK9FoOVz1hWupqVGpWdbjjlXyQSYWxsjIWFBQD27dtHb28vbW1t5PP5DdIQqVRKSFVeuXKFYrHI6OgoBoOBRCLB+vo6qVRKTBv4zW9+QygUolQq0dHRgcViYWhoiOHhYZaWloTwlMfj4d1338VoNKLT6eju7iYajXL+/Hm6urqYmJigr6/vjtaIrfSIN/djbfUdbHVdPcxWzW6wGwvmGDApy/I0gCRJ/xN4CbhVts33gb+WZTkKIMvyyl4v9GFi8Yclmr/bc7JXhLhV/GCrNSg3V01NDdeuXRMKcvl8nrq6OmKx2LY3nLI/uJ2JisViQirBbrffQSoVFRUUi0VWV1eZmJjAbDbT0NCAwWDAbrcTiURoamoiHA6TTCaRZZnjx4/T1taGw+EQfUkWy23d3UwmQzQaJZFIkE6nMZvN9Pb2Mjw8jMvloqWlhWKxKKYTKOel/HpQFPiy2ey2/VhbfQdbXVe7lXF4WLEbgqkDFsoe+4Hjm7ZpB5Ak6QNuu1H/Tpblt/ZkhTycvulnHc2/l3Oy1YW7F4QdDodFwVx57EG5ed5//31MJpPQqfX7/aKMfqsbrvyY4LYQVS6XQ5IkOjs7WVhYYH5+no6ODhKJBENDQ2i1WlEYp9frWVpaYm1tjdraWlwuF/v378ftdtPa2kpjYyM6nY5XXnmFqakp0VZw6dIlPv74YxYXF8UNHAwG8Xg8YkhbVVWVyIZ1dnbS1NREdXX1Ha0Q4XCYH/7wh2QyGXQ6Hd/73vdE7Gk3P0qbr6tHzVrejN0QjLTFc5sjwzqgDfgyUA9clCSpS5bl2IYdSdKfAX8G0NjYuOtFPmoxj08D93pOyi/cvSDsdDrNa6+9xtDQEJWVlTQ2Noo1WCy/n1bo8Xj41a9+hUajYd++fXg8Hvr6+vB6vTv+Ws/NzaHRaOjq6mJ4eJhbt27xm9/8hkKhwNDQEAcOHBAkkk6nKRQKNDU1sba2RjAYJBwOs7i4yPPPP09vby83b95keXmZ1dVVMY86Ho8zNTVFOp3m8OHD+Hw+otEoBw8eZHBwEJ/Px8LCAuFwGLPZLPqV/vW//tfo9foticLv95PJZNi/fz/T09NCc2bzd7BbPCzW8v1iNwTjBxrKHtcDS1ts86Esy3lgRpKkMW4TTn/5RrIs/wj4EdzOIu12kRm99VoAACAASURBVI86iz8IfJJzsheEHY/H0el0VFZWEgqFqK2t3bCGmpoaMQ86FArhcDgIhUI0NTVt+NVX9qUcEyDK/HU6HfF4XGjrKpmhtbU1rl27RjAYRK/X097eTktLC/F4XLhDgUAAnU7HwMAAR4/eTn4o42WV9oV0Oi2C0KFQCKPRSENDA5FIBFmWRZ1NbW0t6+vruN1uMZh+uwxafX09ZrOZ6elpzGYz9fX193Ret8JnbS1/EuyGYPqBNkmSmoFF4FvA5gzRq8C3gZ9KkuTltss0vVeLfNRZ/EHgk5yTzeSUz+cZHBwU6eJylHcxK/1Kyv8Oh4PGxkZqa2t56aWXNrheer2epqYm2traqK6uJhwO09raKrZT9r0506JU13o8HgqFAtFoFLvdTjKZJJfLYTKZqKqqYnh4GK1WS6lUorq6mtOnT3Px4kVRYatYD9FolP7+fiRJ4s0339xw/hobGxkeHkaWZXQ6HZ2dnZw4cYKrV6/+/+y9a2xbd3ru++NVEklJpEjqQkmUrJslW7LskSU7jpyOY8fOjNO4M82kZ87MoEHPtECRjYOi2INeUOwP+3zp7H7o3gWyiw52gxaD6QTjoNNkksnEkZM4tpP4osjyTVeSInUhKVESKVKkeBPPB3X9h6RISXbsRHb0AkEsaXFx3f7Pei/P+7w8++yzjI2NkUwm0el0DA0NibzNRmBuMpn40Y9+JITPs69n9nV93J/nTQEmlUolZDLZfwHeZS2/8moqlbojk8n+O3A9lUq9+Z9/OymTye4CSeBHqVRq/kEe6KOM4g/Ltpp0zfU5CZzi8TivvPKK0Cr50Y9+JBZFtoZKY2MjNptN8D2y+SK5tvf5fDQ2NlJfX8+ZM2cyFlx2V/cnn3xCf38/er2e2dlZvvWtb3Hnzh0qKiowm82cPHlSCDKNj48TCARYWVnB5XJRUlIi+px6enpoamrCZrNhsVhwOBzMzc0xPDzMrl27qKiooLa2VkwMMBgM7N27F7VaTVlZGZWVlaysrNDU1JTRCLoRNybdTCZTXmBJv67bKaf4sGxLPJhUKvVr4NdZv/tvaf9OAX/+n//t2Jdk95r41Wg03LhxQ+QMRkZGGBgYEEptEgDodDoxTD4SiaDT6TIEqyXL3l5ScOvs7MzJcJV0aEdHR7HZbBiNRhwOB3v37gXWQqSenh6USiWXLl1iYmKCqqoqurq6UKlUfPbZZ5SVlbFnzx6mp6cZHBxErVbjcDj4/ve/T3V1NaFQiPn5eUwmk2iAVCgU9PT04HK5KCsrY2pqCrPZzP79+8XMoofpXXyVcoo7rQIP2b5IV/h+iFpSzmBkZASPx4PD4SAUCnHq1KmMvqKioiJWVlZIJpOC3p8txZC9fSgUoqSkJCe4hMNh+vr6CAaDRCIRGhsbsVqtTE5Ootfrqa+vp7m5GY/Hg9PpxG63s7KygtPppLe3l+9///sUFxeLCpY0uMzhcLC4uMgHH3zASy+9RDweR6/X09/fL7yTI0eOUFtbS2np2uwik8nED37wAzo6OjKIgLnsQdzPr1JOcadV4CHaF+0K5/o+YNNj8Pl8DAwM4HA4hI6t1AqQTuuXhsMnEglBmMsle5krZ5O9IG02G6+88go6nY7FxUXa2tooKysDyBDS9vl8vPvuu/zd3/0darWaVCrF//7f/5u9e/eKvh3pOF955RXOnz8vtGPOnDnDSy+9BKy1OkhhoAQeUluCxMjdjGn7IO/no5aDeaitAjt2f/YwXOGNHsz7JWqZTCaefPJJQqHQureqFEq53W60Wi2VlZUMDg7idDppbGzMUM9P31461q0uyLa2Nsxmc8Z52u12Ll68yNjYGJFIBIvFQjKZxOfz8fOf/1x4L5IGr0ajQSaTYTKZ0Gg0xOPxjGuRLZCVLsmwlXv1IO/nVyWnuAMwD9EetCu8lQV7v0StzapS6fmS8fFxMU61tbVViFhLoBAMBgWlP1/IBtDZ2Ynf7ycUCjE2NsavfvUrEomE+M7l5WVcLhfz8/Oip+jo0aOMjIxgt9sF/0ZiBXd0dIjvLy4uFt5TvmuWfa0epXlDj4rtAMwDtmwP40GW1+/nDZp+DOnTFXN9Lt9bNX1uj9R4qNPpWFlZoa6uTvQGnT17lp///OeEQiE6Ojr4q7/6q017a3p6etDr9eh0Onw+nwi75ufnMRqNJBIJZmdnqaqqQqVS8fTTT5NIJDL4N5K4lcPh4PDhw+zZs4fLly8Tj8d5++230Wg0m4qab+Ve7dAl7t12AOYB2kazgj7PPrOlI+/1DSp5DRKtv6CgICPPkeu70pPD4XBYzO0B8Pv9LCwsUFBQQEVFhQgxJO8G1sbBPv/88+vGl9hsNlwulxjtISVnJyYm8Hg8rK6uolarqaurQyaTYTabmZmZwWg0olarsVqtjI6Ootfr0Wq1PPPMM+IcYrGYOBeXy5WR39nKNdvKvfqqhDYPynYA5gHa54nRc+VWtqrkv5V9S7R+SZh6cXGRysrKDO2SfPICkkmLVK/X09TURCKR4MiRI+I4ZDIZgUAAhUJBLBbj8uXLBAIBMb7E5/Px2muv8c4771BYWEhTU5NoZrx16xYWiwWDwYDFYuEb3/gGAH19fUKR/9ChQ0xPT4tu6c7OTvr7+9m3bx/RaJSlpSXm5uZEUlo6pra2NqxW66aA+kXZo5bg/Ty2AzAP0O7Xw8jn+eQCrHwTDzeydFr/xMQECoWCXbt24ff7BQhuJC/gdDppaWmhvHxNhePSpUusrKwwNzfHe++9x3e/+10RPvzHf/yH4JrI5XJWV1dxuVzY7XbOnz/Pa6+9Rjgcpri4mOLiYuLxOEajEaVSKUauNjc309DQQCAQoLKyktbWVhwOB62trQwPD1NSUoJCocBoNLK0tCQG18/NzWE2m9FqtVRXVwsVO5fLhd/vzyg9f1lkt68SyQ52AOaB2v3G6Pk8nweVVJTm8litVoxGI1qtFq/XmzGXKPu7pG7n9EH2Ho+Ho0ePsry8zMTEBBaLReRlNBoNFouFo0ePkkwmCYfDjIyMcPXqVVQqFalUCp/PR2FhIclkkuXlZWKxGGazmUAggFwuZ2VlBYVCIeYVScckeTkXL15kZmYGtVqNUqlkfn4em80mrn1raytKpRKbzUZjYyOhUEh0Pucb8qbX63E4HLjd7gxN3q1Ydkl+Kzo5o6OjQpXvcSfZwQ7APHC7nxg9H5BkAxawJd3YXMeUrVeSay5RNjgePXqUgYEBotEoFRUVQl5BqVQSjUZFf5FEuKuqquJ3fud38Hg83L17V4wLaWlpEfkUs9lMYWGhOG+fz4fVaqWjowOXyyX0bQcHB+ns7OTUqVPcuXOHf/iHf2BqagqdTsfhw4c5efIkfv9as760WHt7ewkGgxQUFIj9LC8vC4Zv9pA3gHPnzgFgMBjuyTvMbovIlsvcbHtg076mx8G+cgCzHeNfaTFLDXLpxyUB1r261tnnmQ58gUBAcFrS36LZHBZJhnJ4eJjbt28LYLHZbNTU1DA7OyuaCaVjOnLkiNC+nZ2d5dNPP2V6epp9+/Zx+vRpjh8/zvDwMOfPnwfg+vXrLC0t4fP5gLVO6unpaWw2G06nkxMnTvDRRx8xNTWFz+djbm6O0tJS0aU8PDxMJBIR2ixVVVUZOjPRaJTBwUHkcjmpVIoXX3xR8GQkSYnscHErlt0WIbVP5NuHtL2UKM/XPvG42VcKYLZr/Jsu/+hwOO5Jr1X6fHb1J9d5prv0m4Ve6QtCApJDhw4xMjLC3NycKE1LSv1LS0vY7XZ++tOfijEkkqDT6uqq8Dba29spKiri/PnzXL16Fa/XSzwex2AwUF5eTjKZRK/Xo1arWVxc5NatWywuLlJUVEQqlaKmpoa2tjbC4TC7du0iEong9XrR6/VAprcWDoc5d+4cBoMBm81Gf38/BQUFImdUVVVFZWUlfr//nkPQfG0RkoeY/RJL91LztU88jvaVApjt2mS2lePKF0blApNc+4P1ItQb5Q3SiXVut5tEIsFvfvMblpeX8Xq93Lp1C61Wi8fjYWJiAqPRiNVqJRKJsHv3bgKBAIuLi5SWluJ0OlldXUWlUvHSSy9RVVWF1Wrl9u3b1NbWMjMzw507dygoKKC9vV2MOVEoFPz7v/87NpuNeDxOe3s7PT09FBUVodFoGBkZEUCWPtso3evTaDRMT08TDAZFjibdY9ssZ5bP403/7OnTp8W1zL7Om43FfdztKwUw25WJuZXjyveA5gKTXPvL3i67Ezrdsol1DQ0NaLVazp07JxLDCoWC5eVllpaWaGlpobZ2TZNMqVQyMjKCXC7HbDbj9Xrxer2UlZUxPDwsckj79+9nfHycYDCIXC7nxRdfpLS0lN7eXo4fPw6scVmuXLnCwYMHGRsb48UXX2RhYUFwefbt24fNZkOtVmdwYNJN2m5oaIiSkpJ11zc7Z5YOKLBxH1eufNtGrRlfRQ7NVwpgtutbZKvHlesBzQUm+fa3GYilE+uWlpZE2XhoaIiVlRUWFhaor6/H4/EQi8XE0Pnl5WVu3rxJIpGgoaFBUPXtdjuVlZXEYjH27NlDKpViYWGBn/zkJywtLRGPx2loaKCkpITBwUE6OjooLS0VM5IuXbqE2+1mYGBAlMsNBoNI6lqtVo4cOSIaFrMBU/LcOjo6mJycJJlMEo1GcbvdORO62d6gxK+5F493u77Eviz7SgEMfPFvka0mle/nuKR95wp3sve3GYilLy4pMZpIJEgmk7S1taHVannttdeYn5+ntraW7u5ufD6fKE+73W4WFhbweDzs3buX9vZ2iouLsVqtVFZWIpPJqKioIJFIsLS0RDQaZXJyklgsRk1NDZ999hmwRqyTmhALCgp44YUXeO+99/id3/kdVlZWCIfDYvFWVVXx/PPP552GKC12h8MhFOs++ugjwuFwBslQsmwvDzYH5Vz3cTu+xL4s+8oBzBdpDzOpfD/73gjE0hfX0NAQdXV11NTUMD8/j0KhYGlpSZDbpqam2L9/P01NTXR3dxMKhfjFL35BMBhEoVCgUqnEovR6vRgMBhKJBCdOnABALpczMzODyWRCrVYzPT2N0WjEbDazuLiYEeZFo1HMZjNXr15Fp9PR1dWV0eYQDoe5efNm3mZGaRyrwWAQQJSvapTtfUhVqXsd5/pVDIXy2Q7A/Kc9jPL1/SaVt0LgSieKjYyMCN7I/XpB6ZUlg8EAQCgUQqFQ8Mwzz2Cz2fjss88Ih8MsLy9jNpuRy+XcvHmTZDKJ0+mkoKAAg8HA8ePHhSDV+fPnBYlOGrd64sQJtFotVquV4uJipqamuHXrFoFAAIPBIJoyu7q6sNlsjI6O4vf710lIbOUaazQaGhsbqaqqwm63E4vFGBkZET1U6ZbL+0gHMPitVo303Tteysa2AzA8PE/jfuLxrRK4pH29/fbbTExMCN7I888/v+VqSK7+IwnQ0sl4H3/8MUtLS6KFQKlUcvXqVTo6OtBqtRQVFRGLxYjH40QiEd5//33+8A//kHg8zjvvvEMwGBQjW6UuZ4VCgcVi4fDhw/zTP/0TarWaZDLJgQMHBP9mcHCQQCDA1NQUJSUl+Hw+6uvrM67jvVzj27dvY7PZBDDnsmzvIx3Iz507J/I9km0nusN2tB2A4cGWrz+vXMNWCVwSUWxiYgKtVit4I7mOfau9ThK4BAJrs6FjsRjV1dU4HA4CgQDNzc0oFApqa2upq6vjqaeeYmxsDJfLhUwmo6ioiMLCQmKxGG63G7vdjtFopKmpiYGBAXFtpF4iSbA7kUjwta99DbvdjsvlEucfCAQoKiqipKQEmUyGRqOht7dXUO4l1f6tXGOpbC4Bi3QsW03aOhwOYC28kv4tdWlvF7rDdrQdgOHBZf63KtewUTiWi8BVUFCwTv8W1iQQ6uvr+fjjj1lYWKCxsXHdsW/U/yJ9l9PpJJFICHGmpaUlrl+/zvLyMkNDQ3R1daHRaJiZWRuHlUgkqKqqoqGhgYaGBtxuN0VFRVy/fl10W1+6dInJyUmxb0k/d2FhAa/Xi1ar5fTp0+zevZu+vj4xR2j37t309/eztLREaWkpiUSC0tJSMTnglVdeIZVKCUCTpiBsBSgMBgNjY2PAWmvAvSRtpTyO3+8XHsxOpWhz2wEYtp753yxPsxVPaLNwLJvAFQgEuHbtWgYdPz2JeeLECRYWFojH4xQUFOT8rnz9L1KLghQKvffeeyiVSlQqFTabjYaGBlZWVujq6qKhoYGuri5B8QdEuVfKcUj8lUgkwk9+8hPcbjepVAqTycT3vvc9PvnkE8xmMzKZTIhvW61WMUeorKwMlUpFV1cXCwsLHDt2jHg8zt27d/n1r3/N7t27uXLlCgCHDh3CbrczNTWVMSJkI2Lc888/T3d3N0DeMnW+z0rnmM6R2cnBbG47APOftlnmfyt5mq14QlsBofRjkXRN8m0fj8eFWn6+juGN+l/i8bjoS5K8Dal7WafTEYvFKCoqAtY8F71eT0VFhchHFBcXi3lHjY2NhMNhBgcHRbe0Wq1mbm6O/v5+JiYm0Ov1yGQyCgsLCQaD+Hw+ISfx8ccfE41GM3JPR48epbKyktXVVUZGRjCbzaRSqZyTE7cC3vk6pu9HjnQHWDa3HYDZom0VGDbzhO41HNts+43+vpX+l+xtjh49SiAQEMPPEokEwWCQDz/8kGQyic1mw+/3k0gkxATFWCzGyZMnKS0tFQlatVpNMBgkmUwCcPr0aaanp5HJZKRSKXQ6Hbdu3eLs2bNCu7ewsJDDhw8LEt7c3Bxnz55lbGwMuVyO1Wrle9/7HhqNJufkxM+TS9uubSSPuj32APOgys9bBYbNPKGtEN6yu6A32l6j0dDV1cXIyAi7d+8WpVVp+1yf3SwRbTKZUKlU/PjHPyYajfJXf/VXVFdXU1dXR2NjIx0dHahUKm7dukVBQQGDg4MAQqeloqKCyspKysrKaGxs5MaNG8zMzNDW1iZ4Mzdv3hSJ3JKSErRaLW63mytXruByuYjH4ySTSZqamtDpdOh0OvR6PSqVat3kxHtp4vy893fH7s0ea4DZitt7L0zbB6HNci/HK+Uiampq8vYN+Xw+Mfq1r6+Pl19+mf7+/oxzlj4bDodxu91i4Hv2NZGo9RqNhoWFBVExmpiYQKVSCZHtzs5OqquruXPnDouLiywsLPDss88SCATw+/1cuHBBhFMKhYKuri7C4TAKhYJr166hVCpxOp3YbDY0Go3wkqamplhcXGRxcZGysjIUCgVOp5PCwkKUSmXOxOxGpfZ7uS87DNyHY481wGzm9t4r/0XyKO6XN7OVBS4d7+joKD/+8Y9RKBTrZkan29TUlBj9arfbGRkZyTsq5N1338Xj8TA2NiYEm3J1Wp86dUpMfJycnESlUtHU1CSGmWk0GlQqlRjreuXKFVFlicViTExMUFpailarFVKbly5dwuVyCcnO06dPMzMzw9GjRwH4t3/7N2w2G4uLizidTubn59m3bx8HDx6kq6uL8vLynInZQCCQ0Te1URPnZrbDwH3wJv+yD+Bh2mZub/qClrgmkklgIM3w2ern8pm0wM+dO8fVq1fR6/XrPpt+vMFgkNXVVRoaGohEIkxNTeXcrwQE6WXeXOcsHfOuXbsAcDgcGZ3WS0tLrK6uMj4+zuDgIBqNhpdffpm2tjaeeeYZAJ555hkBcqWlpYLPcuTIEU6ePEl3dzdqtRqTycTq6ioLCwusrKyIcrPkARUWFjIzM0NlZSUlJSW43W6MRiOlpaXMz89jNpupq6tDo9FQVFREZ2enkGHIvi8qlYq7d+9y4cIF7t69m6Fat5V7ku8e79iDscfag9nM7b0XjZWNelbSgStfyJW+wMfGxnA4HFRWVmYIFKlUKjHm48iRI7zyyis5qyWwFhpJiU6pzCslPU0mU17BI7/fT09PD93d3QJc4vE4g4OD3Llzh/n5eex2O4cPH6alpYXi4mK8Xu86ge98IaNer6esrIyxsTFWVlb45S9/idfrpbe3F7/fT3FxMXv37qW7uxuVSsUrr7wiWMKHDx9Gp9NRWFiIRrOmsSt5TPnuSzweZ8+ePeh0OkKhkKi6bWbbVXzscbPHGmBgY7c3HwDlE2zKlxiFtcWlUqnyzjfOtcAlVz5fa0A2cEjmcrn48Y9/zOrqKiUlJfzoRz9i//79G55zrmOWvtfn86HT6TCZTCgUClEyXlxcZGxsjNXV1XUC3+mWrshXUFDAH/zBH3Dx4kXC4TBqtRqv18v58+dRKBSi6VGj0XD58mXRnR2Px+nq6uKHP/yhuN7ZIVF2OCSdizTW5F40bt1uNx6P577kMnds6/bYA8xmlmsxZnsoKpUqL0M3/U24vLyMUqnMqRifD8wkgaJcrQFVVVXr8i7hcJjXX38dm82GxWIR8pS58jMbnavb7WZpaQmXy4XT6cTpdJJKpfD7/ZjNZkpLS2ltbUWj0RAMBjGZTBkLOJ3ENz8/j06no6WlRei0tLS0cPXqVWKxGEajkeHhYZE87u7uxmazMT4+zo0bN5iYmKC4uJjdu3evqxClmxQOSUPsT58+fV/J2XA4zLVr1xgbG2NsbIyenp6dqtFDsq88wOSy7Id2o2Rx+t8kolq+nM9GYJZL2zWXBQIBdDodBoOBmZkZGhsb14VPW6mMpedFJOr7gQMHCIfDHDx4EK/XK8Dm29/+9rrKjORNuFwuZmZmkMvX0nkKhYLS0tIM1mwkEsFms2Gz2QiHw7zzzjvMzMwID+zpp58WpfGNjj1fOHSvyVnJQzp58iQOh4Pu7u4d7+Uh2Q7A5LHshzbbo5FK1LmIavdSJs1uDcj32fQ8jdls5tixY4RCIV544QXxxpeSlpcuXSIcDmMwGHj++eeB9bR2jUbDmTNnAASBTqfTYbFYOHToUM7PpFt24tZgMAhPRxqFIrFmfT4fJpMJt9vNvn37kMvl2Gw2VCoV8/PzpFIpzGZzXk8x/TvvJxzKdexSuFpZWXnfVacd29x2AGYLlg4CufIsn5c/ke4VbKY2J3E9AoEAkUhEqPvDWk7F5XJx/vx59uzZw9jYGO3t7dy+fVvIDBw5coSFhQXR9/PMM88IHotKpRJaLKWlpRtq9gYCAVFdUiqVoqExOzwMh8P09fXhdrsFT6ayslJsJ+nKSMC8mbbLg+Cq7HBevjjbAZgtmuTR5BJ1vp9xrum2WUUjOwwbGxtjdHRUMGilpLGk/iZpz8pkMubm5oQa3M2bN/nggw+Qy+V4PB6OHz+O3W4XspYnTpxYB56AUHRLT0pL25w5c4Z4PC6AN1d5fHFxUeR19Ho9x48fR6VS0d/fj8ViwWKxiH0sLy/jdDrzeigPiquyw3n5YmwHYO7RcpWot8oGzjW/KBBYE9ne6M2dLqtw9+5dFhcXGRoaEl6I1+tldnYWWMtT7N69m6qqKrRaLTqdTuwnFAoJXsrs7Czz8/MMDw+TSqXEVMV0IBscHOTWrVtChuHJJ58UQCZtMzU1JXqccnkF0thYv9+PUqmkqqqKoqIinnvuOWQyGbFYTISd0iSDRCLB0aNHtwwA23GY3o6t2Q7A3KPlK/duxqfIFeZI3oJkGyWHT506xejoKAAVFRXY7Xbm5+cpLCxkcXERAL1eT29vL8eOHeOtt94SUgednZ1CS+ZnP/sZfr9fcF9kMhkFBQXEYjGKi4szgMzr9fLuu+8Cazkoq9VKe3u7mJckzYV2OBw5c09S+Vqr1dLW1sbBgwex2WyCyZzLS5NCpx0+y+NhOwBzH5Zd7k1/o4+OjubsWs6uRE1NTWX8LFUy8r2FNRoNLS0tOBwO/H4/R44cob29nbm5OX75y18yPz+P0+mkt7dXyE0aDAacTid/9Ed/RFFREb/4xS8oKSlBrVZjMBhoaGigpqZGaOlKAlKDg4MsLi4il8szmK5Go5Hy8nKUSiV+v5/Gxkbq6uoYHR3lX//1X0UpO1sxT5prnUgkAISwOPxWFQ42VvDfjMC40wW9Pe2xBpj7DV3uxbLDFyDn+Nfs0KqmpiZjhvJW8ji5whCbzYZS+dvbuLCwwPnz55mYmGBhYUGEJBqNBqPRSHV1NaOjo8hkMjo6OtZNJXS73YyOjmK327l9+zapVIqSkhLMZjNGo5HFxUVaW1tZXFwUYt+Dg4Osrq4SDoepqKgQICvt89y5c8TjcWKxGHq9PkNYPFvBP1fn90b9W7k4S5s1oe6EVF+cPbYAs1XXebPtNnsYs8OX9CoKrGf/SgnT+61kZCcnq6qq6OnpYXFxEY1Gw7Vr13A6nWKbhoYGkZw1m82cOHGCvXv3sm/fPpqbm9cRBj0eD0NDQ+zatQufz0dzczOjo6OkUilWVlaw2+3Y7XYxZ6isrIzW1lb8fj8zMzNioUsg293djdfrxefzYbPZaG1tpbe3N68yf/a1z27Q9Hq9Qo9XAsaNKnybVeR2QqqHa1sCGJlM9izwvwAF8H9SqdTf5tnuBeAs0J1Kpa4/sKO8D9uq67zRdlt9GNPDl43YvwA3b95kaWmJRCLBmTNnNuRgbOVNq9FoxKAyaRqiyWTCbrdjNpuFp5AOcJcuXeLixYtcvHiRzs5Oent7AYhGo1gsFt555x38fj+RSIQnnniCXbt2oVAo6OjoYGRkhEgkIoaYRSIRnE6nKD2XlZVlgGxVVRU6nQ6bzYbZbEar1WaAZD6+TzrBUerfGhkZYWZmhmg0ys9//vOMtgppftFm93wnpPpibVOAkclkCuAV4BlgCrgmk8neTKVSd7O2Kwb+X+DKwzjQe7WtCghttN29PIxbYf8Cgv06NzcHIJoHs+1e3rTpXkhJSQkmk4m6ujpOnz5NJBIRx52+nSSHefnyZUHKA5iZmaG+vp79+/fj8/k4ePAgzc3NXLx4Eb/fL0SfnE4nsJZPGRwcRK/XU1dXt+5aphP6lEolJSUlecOYXInw9P4tKd+j0+m4ffv2uokLW7nnO8JSX6xtxcpwWQAAIABJREFUxYPpAcZTqZQdQCaTvQacAe5mbff/Af8D+K8P9Ajv0TZTc8u2jUKVe30YN2L/xuNxpqen8fv9zM3NYTabRfMgrOU+pB6b0tJSpqamck4CyB7Onv3vrq4uKisr0ev1RCKRnMxjg8Egyt3FxcWi4a+xsRGPx0MymeT27dsAjI6OUl5eLsh9Ui5EIsydO3cOj8dDdXU1AO3t7SQSCdG+IDWBfv3rXxfXND2MSa8+ZYNyPB5fV7HzeDx52yq2EnbukOy+WNsKwFQDk2k/TwGH0jeQyWQHgNpUKvWWTCb70gAm11t/KzTwfKSrz/Mwpn82Ho8L1blUKkVjYyMKhYL5+XmWlpa4cOECly9fZmJiQui7tLa2ijKwtIjSzy+XpQtmFxQUCEmG7AXd3t4uBth7PB68Xi8AP/3pT1leXiaVStHW1obVauX8+fP4/X6sVquQkqioqBBeizTA3ufzYbFYBDANDw+vO6aSkpKMgfJOp5M33ngDrVab4bFke0Dp132ztoqtEOh2SHZfnG0FYGQ5fpcSf5TJ5MDfAy9tuiOZ7E+APwGwWq1bO8J7sIcRX9/rw5hLU/fGjRssLS2J49q9eze//OUviUajjIyM0NjYKMaFJJNJAoEARqORgoICOjs7qampIRBYG4YmSQxIuZD9+/eLQWDl5eWiIzsej6PRaIjH40LiYG5ujjfeeINYLIbL5eLkyZNUVFTQ2dmJ2+3m9u3bmEwmZmdnsVgsvP/++zidTjG9ERAJXIDdu3dz7do1MSWgvr6e2dlZ6urqGBoaIhaLodVqxfdLwCiBSCKRQKlU5vVY0nNh2dd0xx4N2wrATAG1aT/XADNpPxcD7cCHMpkMoBJ4UyaTPZ+d6E2lUj8BfgJw8ODBFA/YNhKQelAu8Ub7yuVBwRq71uVyMTQ0RHFxsZjTbDKZmJiYwGKxsLKyQigUoqysjNLSUjFwTalU0tfXRzQaZXBwkEQiwdDQkBg+Njs7S2dnJwUFBYRCoXWhQzgcFhIHyWSSzs7ODNErg8GAUqnk1q1bLC4uMjk5iVarBaC2tpaFhQUBFt/+9rc5deoUdrsdWAtX6uvrOXDgAAMDA4yOjorhbBqNhrGxMSKRCB6PRyjVpZejs9sL0vug7jXRvmPb07YCMNeAZplMtguYBv4v4P+W/phKpQKAEPCQyWQfAv/1y6gi5QppHuQDei89Qx6PB7fbzc2bN8V41Pr6ejFeVaFQEAqFUKvVPP3009y+fZuGhgZ0Op1w/69du8b58+e5c+cOhw8fJpFIcOjQIRE67du3D7fbTVdXl/Awjh07JoTCJbKbJHEwPz+PQqEQSVOpEfLixYtMTU3R3d3NrVu3+NrXvobVaiUUCmEymdi1axdNTU2CXTs2NoZGoyGVSnHw4EHC4TAqlYrdu3ej1+vp7OykuLgYQHxvR0cH5eXlee9XvhLzVr3SHW7L9rRNASaVSiVkMtl/Ad5lrUz9aiqVuiOTyf47cD2VSr35sA/yXizbhX6QYVMuAEln32Z7ULBWNZKIcAaDAZlMRm1tLS+88IKYjGixWJienhas1ng8TjAYFGpzTqeTYDCI2WxmeXlZlJCnp6fp6uoSeY+lpSXRKT08PCxyMJLEgdlsXpdUBYRH09zcjEqlorOzE7PZzLPPPiumPUoeUTalX9J8kcaqSvOXYC0Ump2dRaPRCFGrdEvPk+UrMW8l0b7j5Wxf2xIPJpVK/Rr4ddbv/luebb/++Q/rwdlWK0Hpeiv5NFnS9wXkZJcePXpUyFwC3L17Vwwis1gs1NbWCkq+9MYNh8Oii7igoIBLly7h9/u5c+cOq6urlJaWolKpxPiSYDDI5OQkCwsLzM/Pi/P653/+Z+LxOGazGZPJJCQa2tvbRXUq+9yyZTxVKpXwgEwmE9/97nfXeQbp11NiIEsgke/aAiI3A+sHx+e7T1tJtO9wW7avPbZMXsm28oBmz3BOJ3BlVyikfc3Pz3Px4sUMTddwOCzmPDscDvbt25cRnvT09GT0KUkhXHoX8Z49e/j5z3+OTqcT6nDLy8uUlJTgcDiQyWS8//77oitarVaTSCQYHh4W0w9dLheFhYVUVVXx0Ucf4fF4UKvVolqTDoj5GjclD0jKmaRfAwlEy8rKxHmnl7ALCgpExamtrS1D6S/f4PjPU7Hb4bZsX3ukAeZehqZt9HfpDZhLFzf7c9LPFy5cyNB0ValUnD17luvXr1NdXS3U3NLDk42aIKWQQ2oIhDWpA71ez40bN0Q41tPTg9FoZGpqikAgwOjoKD/84Q8BmJ2dJRKJ0NLSwsGDB3G73WLE6/T0NAqFgm9/+9uCbi8dj3RMUphSVFTE22+/jdfrxWq1ZgCtBIhSQ2VlZaVIWPt8Pr75zW/i9/uB33o62Up/0ndt5T5tdWb0Drdle9ojCzAPKu4Oh8PChc9VhclluTRdA4GAIK85HA7KysrE2z99MWWDYvbbt7m5mZ6eHjweDxqNBoVCwcGDBwkGg4TDYXw+H/Pz88hkMrRaLclkkuvXr2MwGPjud79LKBTCbDZTWVlJIBAglUoxPDyMxWLB7/cLuj2sb8qUzvftt99menqaiooK9Hp9BtBKgKhUKhkeHmZxcZHBwUEOHDiAy+WitraW2tq1oqMEKtlhZzgc5ubNmzknWGYLfudjROfqYdoBlu1njyzAPIi4O5u41tvbu6EurmS5NF3z5R8AsZjSbaMwpbGxEYfDgVqtZmRkREx33LdvH1qtlj179hCNRgkGg8jlciwWCxcuXMDr9TIzM5MR4r344ov87Gc/IxAI0NHRQUdHB6Ojo3knH3R3d4tStc/no76+PgNoJdU5qSKlVqtJpVJC+DsSiRCNRrl27Zogz/X19Yl8kNQ3tdUJlrm6pXcSuo+OPbIAs9Xqwr0kBzUaTc4xIbneltkueVVVFXv27CEcDtPe3o7BYMDtdotqUEVFBTdu3BDTFx0OB263W0wslN7sb775Ju+//z4ul4vi4mK0Wi0Wi4VvfOMbDA0N8bOf/QyPx0N5eTlPP/00FRUVwiMxm81CvHtpaYnR0VHKyspwOp0EAmt6uM8++ywejyevvEFpaSk+n49gMEgikaC3t3ddeKRUKikuLuZ3f/d3hS5wMpnEarWKpLUEYGNjY0Kyc2xsTOR1JIkLqXmxpaWFkZERxsbGMu7BVnq8dgBm+9ojCzCbxd1bCaE2A6mN9pHtkms0GtFcqNPpKCgo4Nq1axkEOYBUKiU0XAwGQ4YOjKRfK+VYXC4XRqORVCrF5cuXCYVCAIL5293djdVqJRKJYDAYRP5kfn4em81GNBplenqapaUlOjo6sNvtLCwsZCRp01X12tvbmZxc6wqRwOfSpUvU1tZmcFKkpsOqqip27drFt771LVHOlsrz0jWV+DDZ9+7o0aO88cYbmEwm+vv7mZqaQqVSMTo6SmdnZ176f3rF7fNMFtixL8YeWYCBjePuzTgr0uc3Aql7eVuGw2H6+/sxGo0kEglBYqurqxO8lf3792dQ/LOTrVIj4s2bN0VeaGpqisLCQsbHx4nFYni9XlKpFAcOHGBwcBCXy0VJSQknTpwgHo9z+PBhBgYGMBgMjI+PMzs7i9frRaVSUVJSkgEq0qC40tJS3nzzTd58802Gh4dFjqW3t1e0LqTni0ZHR/nVr35FWVkZRqORv/7rv+a73/2uCBPTy+GA0KuRABXW2M1arZbGxkYikQiLi4v09PSwsrKyIZnufnV7d+zLsUcaYDayrXBWYGOQuhcOzejoaEb3c1FRkfhsRUUFsNaBLP3b6/XmVMA7ceIEIyMj+Hw+SkpKxATHWCxGe3s7x44dw263o1KphOaL1WoVydRXX32V+fl5PvvsM/R6PRUVFTzzzDN0dHRw4MCBjN6kZDJJLBbj448/ZmJiAgCZTEZdXR12u12EXs8++6y4VqdOneL8+fPEYjGRQB4bG6OzszMjcZt+jaW8SzqIp19bKTG8srKy4XXOrrhtVbd3x748e2wBJt07kUaF3mvcfj8cGlgrTWdLQMJvKx/hcJiBgYGMxSIdk8SxgTXvpbGxkebmZvR6vQg/6uvrSSaTyGQyZmZm0Gq1qFQqpqamiEQi1NbWCmBSKBQUFhby5JNPotFo8Pl8GeNXX3jhBaLRKGVlZVy7do1EIkE4HKa6uprq6mqSyeS6ofe7du1CrVYTCoVQKBQUFxdv6O3lAvFcye3Nysw7fJdHzx5bgIFMIaZ7eTCzNVc2svS3KkBnZydlZWUMDg5SXFxMQ0NDTmLd9PQ0169fJxaLYTKZmJ+fJxwOE4lEUCqVNDY2sri4yA9/+ENqamooLS1lcnKSgYEBurq6REfz5OQkiUSCvr4+WltbCQaDQrBbGgmyvLyM3W4X7GGTySR6iRKJhCC/Pffcc3R1dZFIJLh58yY2m42Kiop1Q+8bGhoyWh0aGhrE9RgaGsJgMGxJGzdXHmsj2+G7PHr2WAOMZPfyYKYndqU8hVarzcnshcy3qpTj+J//838KPZRTp07xve99T1RGAoEAc3NzXLhwAY/HQyQS4ejRo7z66qvAGkBJY0b279/P3r170Wg0uFwu/vIv/1J4Hn/7t3/LwsICt2/fJhQKceHCBd5//31SqZRoRpQIcH19fYyPj3PkyBGi0SgXL14kHA4jl8sJhUI4HA6ampqora2lq6sLjUZDR0eHYCVnJ1M1Gg3f+c53RGuF9H/JotEofX19wPqQ9EHcyx1geXTsKwEwsPUHU/JI9Ho9//7v/04ymaS+vh6r1ZqX2ZvefzQ1NcX8/DxqtZrp6Wk+/fRTdDqdCDFKS0txu93cvXsXg8GA1+vF6XSKAWnhcJiTJ0+uS0iPjIwQDAbFd7hcLhoaGkQjZSgUQi6XU1lZSV9fH8XFxUSjUWKxGJWVleh0OkZGRigsLKS5uZnBwUFCoRAffvghiUSC0tJSysvLxTnm60NKP2/4bWuBlDBua2tjaGiIcDgs+o1yJdh37KthXxmA2apJHonD4aCgoAC9Xi8GvOfj2kjU+f7+fsFKtdvtRCIRnnrqqXUhhkajQSaTEY1G0Wq1lJeXiwpMeqVFYq1qNBqsVivBYJCBgQEKCwuxWq0ZEwXKy8u5desWo6OjKJVK9Ho9wWAQi8VCeXm5UOJXqVSi3K3VagmHw5SVlQneS7ankl4ezgab9LxLvn4jyJ9g37HH33YAJsukcMrtdgtuiTQBIB9ZTxLynpmZYXJykmPHjvH0008zMDBAbW1tRogRCAQoLy/nueeew+l0cujQIb7//e8LMMk1//nUqVOUlJTwgx/8gJWVFQoLCykpKUGjWZsoIM0N6urqwu12YzQaicfjFBYW8ud//ucsLCxw5coVWltbcblcKJVKzp07h1KpZHZ2lv3791NeXp5xjtl5qFx8oOzwMLvfKDvBvtFguh17PO0rCTA+n0+ENNnM3XSTZA7SyXC5eokSiQQzMzNiJGtBQQE9PT1885vfFMxV6fMqlYpEIkFDQwN1dXWCy5F+HG63W5SSl5aWRI5DLpejUqkwmUwZXcjSvltaWigpKeH3f//3hfC2RqMRspRer5fh4WH8fj/z8/PU1NRgsVgoLCykrKws4xzTASVdRze9QrRZbis9wb7ZYLodezztsQCYfC0BuX7v8/n4u7/7O5Esze59kej6V69eBdZIYs8//7z4bHriU1okZ86cYXZ2luXlZSwWCzU1NbS0tKxjsUrhVDKZZH5+HqPRSH9/P1euXOHMmTPiOFQqVUYp+dixY5w7d45PP/2UcDjMgQMHRFVI2i/8lj0rVa6ye62sVisTExMkEglCoRAjIyNotVp+7/d+L4Pgll1yBgRIJBKJjIRudhhlt9sJBoM0NzeLalW+wXQ7APP42yMPMPno/Pl+L3FFGhoasNvtotIigVE4HGZxcVEkXdMnCb7xxhsMDg4Kclv6m9xisTAxMSHGf4yOjjI4OAj8FqTcbjculwufz8fMzAxDQ0MYjUZWVlaA385IisfjNDY2IpfLWV1dZXp6mgsXLjA0NMT8/Dw3b95kZGSE48ePC24MsM5bys6RDA0N4fP5GB4eRqvV0traSjKZxO12U1lZKbyibL5JVVUVpaWlAlwvXryYcwLm2bNnef3114nH41itVv7mb/4Gq9WKRrN+MN0Oh+WrYY8swKQDQi73PV+rQFlZGUVFRdjtdoqKiqipqVn3ptdoNIRCIeLxOKFQiKtXr3L+/HkKCgowm83rkr6BQICCggK+9a1v4XA4aGlp4caNG0Ldf2JiQsx6vnPnDtPT07S2tnLjxg1cLhdVVVUZlPylpSU+/vhjlEolRqORXbt2CZ5MMBikqKiI6elpxsfHsVgsQtQpGAxmiEOlA8Xy8jLxeJzjx49jtVpJJpOi6TAbmHKFPoFAAK1Wm5esGAgEcLvdyGQyIpEIo6OjnD17lj/90z/dUjiVfV93Kk6Phz2SAJNrPlD2m3GjVoGXX345Q38kWw+2t7eX3t5eZmdnuXXrlpBBkMvldHZ2YrFYMhKi0ndKKv3V1dVcuXKFiYkJ5ufnaWxs5KOPPkKr1XL8+HHeeustwYiVyWRCg1elUuHz+fiHf/gHpqam0Ol0NDU1cfbsWZaXl4nFYuK7vF4vY2Nj1NbW5s1vpCesL126xODgIOPj4+zZs4fTp0+jUqnyLuTssv5mLNrS0lKqqqpEqNXc3CwYvltpy8i+rzsVp8fDHkmAyfZOuru71/EsNmoVUKlU7N+/X+xPWiwSCzXdC0gkEsJjqaioWCd7GQ6HBUDBGsnsgw8+wGazEY/HMRqNHD9+HL/fTzgcZnBwEJ1Ox+rqKgDLy8vMzc1x8OBB+vr60Gq1RKNRrFYrMzMzuFwuFhcXOXLkCBUVFZSWluL1ellaWqKwsJBEIkFzczNerxelUimSwtmLuqCggKeeeoo333yTubk5Pv74Y5FbkqYvSv1M6RWtjbyadJPId3v27OH8+fOUlZVhNpvvKRTakWJ4/OyRBJhcb9NcjW9baRXIBghYS+ZK8gNKpZKqqiqMRuM62UvpjSvpnkgKd4FAAIPBgE6nY2FhgZmZGSorK9mzZw9zc3Oo1WqmpqaYnJykrq4OhUKBVqvl6tWrGI1GnE4nBoOB8vJykTi12Wz09PTwrW99i3/9139laWmJaDTKysoKFy9e5MqVK6RSKVpbWzl9+nTO6+V0OvH5fJSXl3P16lXa29sZGxsTfVSNjY0MDw+LgWhS7mirHohGsyZYtXfv3h1t3R0DtinAbBaHp79N883Tybd9+j5zAYTX6+Xs2bM4nU70er1I2ioUinXyANIbN32QmUajIRqN4nQ6SSaTHDx4kOPHj1NaWkpfXx9TU1OiiVGtVqNWq4nH41y/fh23243T6SQcDqPRaESz5IkTJxgdHcVisTA+Pk5xcTFms5lgMMjNmzdJpVKo1Wqqq6upq6sTYJs9p3twcBCbzYZarSYcDuNwOEQ5PBKJIJfLCQQClJSUoNPpWFxczOlFbOX+3I/n8aB7jXbyOV++bTuA2WocLj3E+ebpZO8z14PmdrvxeDxUVVUJgEilUmJUyPT0NEqlkrq6OpxOJ2NjYwCCTJYunZk+yEyj0bC6uorVahXsWGnRf/Ob3+Sdd96htrYWmUxGIBBAJpNx5coVbDYbqVRKTHScnJxkYmICvV5PIpEQidmxsTGRqC0oKMDr9dLf308kEkGlUqFSqXJex87OTkZHR3E6naRSKdxuNzabjcbGRoqKisR5S2Vsg8FwTyJcD8IeVK/RTj5ne9i2A5h7jcPvV5VOysvcvXuXgYEBDh48yJEjR+jv72d8fJx4PM6+ffsoKiri/fffZ2Jiglu3biGXyzl48CBms5lTp06tk3MEMBqNwhuYnZ3lF7/4BU899RQAKysrHDt2jO7ubiKRCG+99RaFhYV8+OGHwFoSemVlBZfLhVarpba2lsLCQjweD+fPn8fhcNDb2yu8oosXL1JcXIzJZCIajRKPx+nr66O7uzuDrJeuGaxWq5HJZFitVqT519/+9reJx+M8++yzYnJkR0fHumv/qORJHpXjfNxt2wHMvcbhm7nV+R406fdarVZ4MoBIhg4PD3P8+HGKiopYWFhApVIxMjJCKBQSPTySXIFkkiB2MplELpezuLhIcXExt27dQiaTYTAYREkY1jyosrIybty4gVKppLCwEFjT1j1w4AA+n49QKEQqlWJlZYXV1VXsdjtf+9rXRAI2fU7Tq6++ik6nw+l00tjYKIa+JZNJgsEgoVAIp9NJZ2cnY2NjDA8PYzAYiEQi4tqnkwy9Xm9GDuZ+7s+XZY/KcT7utu0A5n7i8Gy3Oj0kyvegScJPN27cIBAIEAwGKS0tRa/XiwV2+/ZtTpw4QX19PXa7XWin3L17l0AgIPRW0sWgpO7mP/7jP+Yf//EfmZqaYnl5mWeffZZIJCKO880338Tr9TI+Pi48hcrKSsF1kRKt3/ve9/jNb36Dw+FALpdjNpsBMkh+kkeWbolEgsbGRsbHx5mamuKNN96gra2NK1euMDQ0hEajEWTD/v5+ioqK+MEPfpBBMszOwUjXNb3naLt6Bff6HO3kax6ObTuAgc27eHNZ+ujX7KRv9oMmbXvw4EE+/vhjMe0Q1vp5wuGwmNgYj8d5/vnnaW9v56OPPmJ5eVm8+d99911SqRRPPvkkJpMJtVotJAqkpGlxcTFLS0s4HA7q6uqEXMPVq1dJpVLY7XaeeOIJ0V4AcOvWLXQ6HZ988gnLy8tUVVWhVqvxer1UVlZmsG4lS++sNhgMNDc3c/fuXVZWVigvL2dhYYGVlRW0Wi0VFRXU1NSwvLzM8vKyEAQPBoMYDAaRa0rPwWSHmkePHs3o9t6OttV8zk6+5uHZtgQYybZ649N7hKQ3f3rPS3azYjpJ7+jRo1y/fp2CggIqKipobm7G4/Hg9/uFx6PRaGhvb6eyspJbt26J0nFJSYmQrSwpKRHavGazGaVSydTUlCDS7d69Wwxoi0QiJBIJVldXSaVSzM3NodfrGRgYQKlUYrPZ2LNnD08++SR1dXVCW3d4eJhDhw5lqO6nA/CRI0fEtEWpRwogEokQDofFFEbpGE6ePMnKyopgNTc3N9PZ2SkG2m/UdvDGG2+IUbSP+oLcydc8PNvWALOVGy/Ng5Z6hCSJBSDnWIvsfR4/fpzjx48DrMtrSJ91u93E43HeeusthoeHicfjokNZpVJRXl7O8PAwMpmMqakp/uIv/oJ4PE51dTXT09PI5XKuXbvG7OwssBZ6xONxYrEYTU1NfO1rX+PSpUu4XC4sFguNjY20tLRQXl4uGh+9Xi91dXXrwCVdfU9KUCsUCl544QW+853vcObMGd544w06Ojrw+XwcPXpUgOE3vvENSktLGRsbo7i4WLzxpbG36ZYeakognu++PGrhxk6+5uHZtgaYfDc+/QG22+1MT0+j0WiYmZnB4/HQ2dmZc6xF+pjY9EY+KWxKH7shbS+JSV29epVgMEgkEqGxsZGysjLa2trQ6/W88847jI+Po9frKS4uZnBwkF27dtHW1ia8B5vNhtPpxGw243Q6kclkHDlyBICrV6/icrkyZjp/+OGHFBcXMzk5KRb80aNHAYTWbTpYfvrpp8zNzWEymcSIWClvlEwmmZubY2RkBI/Hw65du4RQuEajwePxiDL8RrSAbO5RPuJiPq9zuwLPg+bf7NhvbVsDTK4bn++tLZPJ6OnpoaqqipaWlnVjLbJDo/Rqjs1mE7060ttZAimlUimo/WVlZYyNjTE3N0csFkOv1/OrX/1K9AXJZDIUCoWQqWxvbxeNiCaTCafTydWrVwVwSBMS29rasFgswJoXNTw8zMzMDIWFhZhMJnp6eojH4wQCgYz8kgQ4Q0NDlJWVodfruXv3LsFgELPZzKuvvkprayvXr1/H4XCIPIxaraauro733nuPr3/96xmhz0aCUOk5jXwLMp/Xud3zHA+Kf7NjmbatAQbW3/jst/by8jJf//rXGRkZ4amnnsLv9+d8s0qlaIvFIub9AILJOzAwQFlZGalUikAggE6nIxQKCdJZSUmJCF3a2tpwuVysrq4yOjoqSsgWi4VAIIDP5yOVStHQ0MBzzz3HlStXBJjEYjG0Wi2BQIA9e/agUCiQy+VYrVYsFgsNDQ243W4sFgsulwu9Xi++H8g5CB7WvJ69e/cCsLS0xJNPPsmNGzcwGo00NTUxPz+PSqVidnaWlZUVDAaDqHjdjyBUvgWZz+vcyXN8NW3bAkw+dzr9Aa6qqmJ2dlZounR0dAAItbp01/zatWsMDQ3xzjvvUF9fLzgp0WiUqqoqrl+/zuzsLDqdjtLSUrGoJY3dY8eOie5jWOOInDt3Dr/fz+rqKvF4XPy7sLBQNB0CnDlzBo/HwxtvvCFU/IuKivjggw+orq7m8OHD9Pb2UlVVRTgc5je/+Y1QnPuzP/sziouLiUQigq8iLV7J2traGBwc5M6dO5SUlDA+Ps7MzAxFRUWEQiGhyfLpp59SXl6OWq2mubk5Y37TgxKEyhdu7OQ5vpq2LQFms5nQ6Q/w6dOnMwBF+pz0FgYYHR0lGo1y+PBhlpeXOXz4cMb3ffTRR2g0Gpqamjhy5AhFRUUUFRUJpmz67OZwOExVVRXd3d14vV7UajXXrl1jz549GI1GYrEYu3btIhQKMTk5yd///d+ze/duYrEYr7/+uih9HzlyhJmZGZaXlxkYGOD48ePCK3j55Zc5e/YsxcXFYpRrf38/KysrordJCu+kRatSqVAoFLhcLuRyOUqlkpdfflm0DkjsXpVKxXPPPbdOquFBCkLl8m6+7DzHds3/PO62LQHmXtxpk8kkpCbT+5KcTieDg4M4nU6i0Sh3794VtHvJO4lEIlRUVFBVVUV1dTWhUIibN2+K8uu+ffsEE7avr4/XX3+d0tJSnnrqKY4dOyYaFdMbA+VyORqNBrVazdxO4Hy/AAAgAElEQVTcHG63m9u3b1NcXEw8HieVSiGXy5mbmxPqeoAYJq/RaITurk6nY3Jykvn5eRwOBzKZjOvXrwswgt/mQqSRsOFwmNbWVsrKylhYWKClpUV4Up2dnQKM0hnIsDkAPIgF+mXlObZ7/udxtm0JMNnudPqUQMitcJ/+OSmf4Pf7cTqdnDx5kmg0SjAYpLOzk2QyydLSEq+++iqRSER4QJKglARskUiEwcFBPvvsM8bHx1Gr1UKxXxKAgrUGxk8//RS1Wi0U53w+nxhYr1AoSCaT+P1+MRVAJpNRXV1NRUUF4+PjvP/++8zOztLb25uhySvlhKampigqKqK6ujrjWknn/u6771JWVoZOp6O8vBybzSbGrxw9enRL4Uk+AHjUF+hO/ufLs20JMLlKolKYUldXlzFkPltcKV1guqKiAqfTicPhQK1WYzKZqKurY2hoiIWFBXQ6HalUCoPBQFdXF6urqygUCrEQi4qKqKurY25uDq/Xy/LyMolEglgsRiwWo6qqirffflsQ5yROidvtpqioCLlcTlFREZFIhObmZsrKylCr1cRiMQwGA4uLi6RSKVQqFdFolNdff53FxUVisRgrKyvs2bNHVMskj6Sjo2Od9yEtoJaWFgoKCrBYLBQXF2cMif884cmjvkB38j9fnm1LgIH1cgx6vZ5z584JfV1Yyz9I3JZ0kJHyCZKMQnd3t8inSIPBNBqNKEtrtVqmp6epqqri0KFDYlQJgF6vF82OWq2W+vp69u/fj8/n4/Lly6RSKcrLy3niiSeor6+npqZG5Fnu3r1LRUUFHo9HCHjPzs6i1WrZvXs3ZrOZkpISPv30U+HlyOVyXnvtNVZWVrh8+TIvvfQSVquVioqKvPOZsucTHThwgFAolLGgPk948qgv0C87//NVtm0LMJJJD7c07L21tRWDwYDVamV4eJhLly6tG/qV74HKZuj29vaysLDAT3/6U+x2O1euXMHv92O1WkUXcW9vr2gb+OSTT6isrOSjjz4iFArh8/loamoiGo2i0Wh44oknWF5e5vLly0QiEQoKClhdXaWiogKr1SpId6urq5jNZmpqakT44vV6kclkTE5Osrq6yhNPPIHNZqOuro4nnnhiwzlOGk3m+FqTyfRAF9TjsEB3eC5fjm17gJEebmnSorTYh4aGGB4eprS0lJKSEiF9kJ4jyMUglTwTyeuR6PuVlZWilC3p/DY2NlJVVYXVasXj8WA0GgXAGAwGgsEgCoWCpqYmMdfoxIkTLCws4Ha7mZ6eZmVlhXg8zp07d4Q6XkFBAa2trTz55JMAovcnkUhw/fp1kZwuKiqitrZWhIj5+CkS4zh7mweZqN1oge5UaHYsn21rgEl/cKXFLol4X7p0SUgrSPOdz5w5g9/vXycx8Oabb4ouY0noWvqdQqEA4MqVK6ysrODz+YSEpJRYlgBOoVBw4cIF/H4/MzMzlJaWYjAY+M53viM8i3g8TllZmRCckqYmFhQUIJPJcLvdNDY2snv3boAMVrIUspWXlyOXy9mzZw/9/f3rmjez2x9GR0fz5qXSt3sYidpHPQG8Yw/XtgQwMpnsWeB/AQrg/6RSqb/N+vufAz8EEsAc8EepVMr5eQ4s34Mr0c4l3dhkMkl1dTUOh4Ph4WEhiSCZ3W7n3LlzaDRrA+clb+Hq1auCrfuNb3wDo9HI0tISfr+fpqYmbt++Dfx2YLtEgpuensZkMrGyssILL7yAVqtlZGQEQHBOlpaW+NnPfsb09DSrq6tUV1fT2trKiy++yHvvvYder+eDDz6gpaWFubk5jEYjo6OjBAIBdu3axfvvv09JSQnxeJwnn3ySoqKiDft+JNFuyN3gCQ8vUfuoJ4B37OHapgAjk8kUwCvAM8AUcE0mk72ZSqXupm02ABxMpVJhmUz2p8D/AP7g8xxYrgdX+r3kVVRWVuJwOFAoFNTU1OSUMujr6+PGjRuo1Wr0ej2jo6MUFhZm9CmZTCZqampIJpMkEgl27drFZ599hl6vJxqNcv78eXQ6HV6vl/n5edGjFIlE+Oijj+jr6yMSiXD8+HEqKiqw2WxMTU2RSCSIx+PMzc1RWFiIw+FgeXmZ1dVVbty4QWdnJ3fu3MFoNIrmw+vXryOXy6mpqcHj8TA/P8/v//7vr5uRnX6N6urqgDWeS74+ooeVqH3UE8A79nBtKx5MDzCeSqXsADKZ7DXgDCAAJpVKfZC2/afA9z/PQUmVoWg0KmYVqVSqdR5Nc3MzRUVFAnSam5vXLUCA+vp6QqEQkUiE119/Ha1WK/RYKisrGRgYEF3WSqWSf/mXf+GTTz5Bo1mbEFBfXw/A5OQkCwsLKJVK2traKCwsZGJiQowhKS4uRqvVCnLe0tIScrkcrVaLXC5neXkZpVLJ8vIys7OzlJeXMz09TVlZmUgu6/V6IpEICwsLyOVyPB4P/f39gtafbpJEp9PppKSkJC+4wMNL1D4OCeAde3i2FYCpBibTfp4CDm2w/f8DvJPrDzKZ7E+AP4G1Qey5LN3tHxwcFG9nj8cjpAakPAusvbWlUCd7XIdKpcJgMGAwGFCr1YKXAmv9SpJoVDAYpKmpiaWlJSKRyP/f3rnHxl2ee/7zzsXjGc/YHtsTj43vuThxHDvBIeRCgEACLdC0IFpgRcsR7B6ds3SlaqVKu2pVHXX/2EvVXe1KlU6j3WoPtGUphZb0QoFAKBEJeJImASeOY8fxfezxeMYz9twv7/5h/15sx0kcE2cM/D5SlLm8/vnxyL/H7/tcvg+dnZ3E43GsVitSSgB8Pt+8LNWaNWsYHR1lenqabDZLPB5Xf8WLi4tVHYzWM5TNZqmvryccDlNQUIDJZFLHNm1y5NDQEG1tbezcuVPNd/Z4PKpOZmFs6dixY0pka6E0xWLMPWJq8aWb4RD0DI3O1ViKgxGLvCYXXSjE08B24J7F3pdSHgIOAWzfvn3Ra2jbfrvdTjqdpqqqiunpaY4cOUJnZyednZ20tbURjUZVBimRSKjYw2JjZVtaWlSGpbu7W01LzM/Pp6CggGQySTabJZPJ4HA4sFgsqi4lmUxy6dIl0uk0brdbOZnGxkbsdjtutxuv14vdbqehoUGJfWvSlDU1NZSWlrJt2zbcbjfpdJo77rhDVRprJf4mk4mJiQnOnj3L+vXr2b59Ox0dHfh8Pk6cOMGePXvmHT/mHo8WSlNcCz0oq3MrWYqDGQKq5zyvAkYWLhJC7Ad+ANwjpUwsfH+paGf6cDisuoE1icqSkhLGxsYIBoN4PB41YtXlctHQ0ADMZIM++eQTWlpaVEFea2srnZ2dNDY2sn79el588UVMJhPxeJxIJKICqrW1tTQ1NXHhwgXlQLTBZn6/ny1btlBaWorNZqOkpISPP/6YmpoaTCYTiURCBZ+dTieZTIaioiKqqqrYv38/Dz/88LwdkDb98NFHH+VPf/oTHo+HTCZDU1MTmzZtYsuWLWQyGe677z68Xq8aj6ux8Hi01NiHHpTVuZUsxcF4gPVCiHpgGHgS+FdzFwghtgE/B74ipfR9FoPmnum1m3JiYkIJUWtl+larlV//+te4XC7Kysp4/vnnOXr0KL/5zW8YHh7m3Xff5cCBAypYarPZkFIqh6IdeRwOB9XV1aqKdt++fTz00EMAvPrqqxw/fpxIJMLk5KTSjNG6prVmxOnpadUSsHnzZqSUpFIp6urq2LVrlzq+zNVvmXuseOaZZ9i7dy/vv/8+BQUFFBYWKm3geDyO2+2eF39ZzvFIQw/K6txKrutgpJRpIcR3gTeZSVP/Qkp5TgjxY+CklPIw8BPADrwihAAYkFIeXK5R2s0yd/RIa2srx48fx+FwqBsvk8nQ2NjI0NAQXV1d9Pf3k0qlsFgsqovZ5XKxZs0aurq61HUzmQzZbFY1UiaTSYqKipicnOTll1+mrq6O2tpaNdq1v38m4240GhkeHsbn8xGJRNiwYQOVlZVMTEzg9/sZGRmhu7sbm83GwMAAp0+f5ty5c7zzzjvs3LmTwsLCeccSv9+vqm+bm5tpaGiYV2nc0tICcM3s0Y0cj7TPVg/K6twqllQHI6X8M/DnBa/9aM7j/TfTqMXkLbW4S319PWNjY9TU1DA5Oam6jGtqavjDH/6A1+tlcnISt9uNy+Xio48+4v3332d8fJympibVxFheXk40GqWgoACXy0VPTw+hUIje3l5CoRDNzc1q9zA9Pa26saWUFBcXk5+fj9PpJD8/n/7+fkZGRnA4HPT19bFt2zbMZjOxWIyRkRGi0SjJZJKnn35aBaij0Sg/+clPiMViWK1Wvv/971NWVjZPXjIcDi/af/RZdyF6UFbnVrEqK3m1v9Bag6NWhau1ChQWFnLnnXeydu1aurq6aGxsxGw209bWRlNTE0eOHFHxm1gsht1uZ2Jigo8++kjptIyMjKjMUmdnp5K5NJvNBINB0um0aoSsqakhHo9TXFzMxMQEY2Nj3HbbbUoRr7e3FyEEJpNJHYPS6TQwMzKkqqqKeDyuYjbRaBSfz8fExAROp5OJiQmlyqf9/OFwmIGBAcbHxwF46qmnriq6dSuchd4OoLMcVqWDWdjgqKWmtUCnpg/j8XgAOHXqlBrHYbFYePzxx1m7di1Hjx7l7NmzfPjhh2rnUVhYSDqdVj1N2WyWRCKBlJKpqSmSyaQq8zcYDLS0tNDY2MilS5eIRCK899572Gw2MpkM69at46233lIp8mQySW1tLZWVlWr3k0qlCAaDjI+Pc+bMGQC1Gzpz5gypVIr8/HyVPtd+/nQ6zfj4uJqxtDAYu5K7kIXORM886SyXVelgtL/Qvb29SCkZGxubV2j25ptv0t/fT2dnJ1/96lfx+XycPn2atrY2JQWpiXzb7XZsNhv19fUYDAaSySSpVIq8vDyklExOTipxb4A1a9Yooe81a9YwOTlJOp2mtraWjo4OotEodrudvLw8/H4/yWRy3kSAnTt34nK5qK+vZ3h4GKvVqpTwTpw4weDgIHv27FGyEpWVlUxOTqpOa+3G1oammUymG8oSfVYWcyZ65klnuawqB7NwNlFHR4cS025rawM+PT4EAgEGBwd57bXXlA5KZWUlP/rRTGhoYGAAv9/P5OQkiUSC0dFRampqyMvLo7KyEiklUkpKS0vp7+8nHo8rG+x2O4WFhdx2223YbDYKCgrUCFdN12VqaoqpqSny8vLU925ubqatrY3f/e53xGIxRkdH2bJlC4FAgO7ubvx+P1NTU4RCIZ544gncbjfJZFKlyQ8fPgx82v/01FNPLftYstwjzWLORM886SyXnDuYuVW3R44cob29nXQ6TVlZGSMjIxQXF3Pu3DkAuru72bt3rzriaIr/p06dIhaL0dvbi8fjIRQK8cEHHzAwMEAsFqOpqQmAbdu28fbbb1NdXa1GunZ3dytdXZfLRXl5OTAza+jSpUs4HA56e3txu91s27aNzZs3U1NTg9/vp7i4mEgkgtvtVs5I04LZsGEDkUiEyspKCgoK8Pl82Gw2NVi+rq6Ob3/72wwPD3Px4kVOnjxJd3c3DzzwgAoELxx5eyOD3Jd7pFnMmeiZJ53lklMHM/dGiEQiTE9Pk5eXx+DgICMjI4RCIRobG8lkMrhcLhKJBKlUat7xob+/n7y8PGCmHH9wcFAFdm22mamFg4ODFBYWMjY2RiaTwefzEQ6HKSwsxO12E4vFMJvNNDY20tTUxFtvvaV0daWUdHZ2qqZFv9+PwWAgk8nwl7/8hZ6eHmprawkGg5hMJoqLi+nq6iIUCjE9PY3H46GxsZHCwkLOnTtHPB7HZrNx9OhRjEYjd9xxB/39/ZSXl9Pd3c3ly5evGG5/Iw5jqfINV+NqzkTPPOksh5w6mIUD1bUMTiQSoaWlhVAohMvlIpPJ0NPTo4a3a/GRQCDA3r176enpYXx8nIKCAhKJhJqMODU1RXV1NSaTCSklyWRS9fXU1dURCASIRqNquPzWrVtJp9OqVSCVSmE0GvF6vbhcLnw+H+vXr+f06dPU1tYSCARwu90IIYhEIgghCAQCpNNpQqEQDz74IPF4HLvdrhoku7q6VBB5bGwMmDkSzZX3vFrdy/ViIDci33AtdGeic7PIqYNZqCX78MMPc/fdd/POO+8AMwPFmpqaePHFF9V411deeQWv18vY2BjFxcVYLBZqamowGo3qL39nZ6cS1+7v72d6ehoppRpQH4vF6O7upqSkBJPJhMViwWQyqSbEbdu28cknnxAMBrHb7cTjcUpLS+np6eHSpUtIKdm0aROnTp0iLy8Pu92u4jQDAwM4HA6Gh4d5/fXXaW1t5Xvf+x5ms5ndu3dz6NAhvF4v0WhUjQ/RhLTmTkGETwsOlxoDuRH5Bh2dW0FOHcxi23GbzUZHRwejo6OMjY2RTCYJh8OsWbOGCxcuYDKZyGazSvN2aGiIYDBIeXk5NpuNF154gZ6eHqqqqohEIlitVsrKyjh37hzRaBSLxUJ+fj6BQAAhBC6Xi/3792O1WtmzZw8vvfSSqtTVJiKmUimVdrZareoYZzAYaGhowGg0UltbS3V1Na+88grxeJz6+npuu+02amtrlSMpKipi9+7djI2NYTab+da3vjXvCHKto1BLS4sqyoPFYzILHbbuXHRyTc6DvAslBDQdmNHRURULGR0dpaqqilQqRUFBAZlMBimlGuYeDAaZmprCZrMRj8dJJpNcvnwZu92OwWDA6/ViMBjUsDVNS3dsbIxEIsHJkydxuVwqfmKz2VTWSBtkrwlI1dTUcODAAbxeL4ODg/T09CgpBYfDwYEDBxgbG1NHofLycrXjsNlsHDx48KrB0quJbM099mjVyBoL1f70YKzOaiLnDgbmxw60gWZa8HbNmjXE43Gqq6upq6tj06ZN+P1+XnnlFRV8TafTZDIZ+vr62LhxI8lkUsVftGmH2jGotraWdDrN2NgY0WiUYDBIZ2cn586d44033iCZTJKfn6+0dFOpFIlEQqWYNUdWUlKC3+8nGAxSX1/PunXraG1tpaqqSs1KKioqYv/+/UsukFvsKDRXvkILXmtC5Zs2bVp0NpTuWHRWC6vCwSwsjV+7di3Nzc14vV6GhoYYGhoiEolw4sQJdu/eTV9fH4ODg+Tl5WG1WtUgM20KYn19PYFAQDkrs9lMc3MzUkoOHDjAL3/5S1KpFGazGSEEPp+P2SZNVTWbTCa5ePGiSmlns1n1/bSYjiZWFYlEKC4uVo2YZ8+exW63MzAwQCgUWnTUyGJcbQeyUL7C6XQC6HUpOquenDuYaDTKxMQEXq+XkZERKisrsVqtSkQqGAxitVrZuHEjnZ2djI+P09fXRyQSwWg0qpnS2q5i27Zt/O1vfyObzaqeIW18iMVi4bXXXiMej6uMk6avq2WCstksQgjlPMbHx1V8ZWJigpKSEnbv3k04HMZiseB0OikrKyOdTuPxeFQWabks3IEsJl8xNxisH4V0VjM5r4M5fPgw7e3thMNh4vG4Ems6deoUZ86cUf1B586do6CgAL/frwK82mjX7du3c/HiRZqbm/nwww8JBALqeBQOh9Vf/HQ6zfDwMNPT0wghMBgMShXPaDQq2ctEIjFPUrKmpoZvfvObfPLJJxiNRnw+n5JW2LRpE0ajEZPJhNvtJpFIsHHjRoQQOJ3OK3R0l8PVjj26Y9FZ7eTUwXi9Xvr6+lT9iMFgYGpqirvuuosXXniBYDBINpulsLCQxsZGHnroIYaGhvjrX/+qCt6cTicGg4GNGzcyOjpKMBhU/UWaUFMymeTjjz9W8gdSSqxWq3IqQghKSkrIz88HUCnuZDKJz+djZGQEr9eL2+3GYDAwNDRERUUFDoeDDRs24HA4VOZLS7fPVa/T0fmykjMHk81m8Xg8DA8Pc/78eSYmJqisrOTkyZOUl5dTXV3NwMAAU1NTqrO4vb0dr9fL+Pg4o6OjWK1Wzp8/z+DgIJFIhHA4zNTUFAaDAYDm5mZOnz5NOBxW411jsRipVAopJUajUXVSZ7NZ7rzzTsbHx4lGoxiNRvLz8xFC0NLSgslk4uzZs2SzWTVOpLCwUIlRAVcUyS0U19YlD3S+bOTMwWQyGQDuv/9+jEYjPT09+Hw+xsbGGBoaory8nLy8PIQQKk5z/vx5stnsvPEfQ0NDGAwGYrEYkUgEAIPBgMvl4p133lHC3bFYjEwmg8ViweFwsHnzZoQQXLx4UTmY/v5+du3axdjYGJcuXVLTAl599VUeffRRWltbKS0txev1Ul9fT0VFBR0dHSqtDJ8WyQHzalr27t3LkSNH5k2YXE6fkY7O54mcORhtZOu7777L5OQkUkrlALTU69TUFADxeJz+/n4GB2emp0gp1VEnHo+TzWbVeBGY2R2Fw2FSqRRCCNLptMoEWa1WSktL2blzJw888AA///nP6ejoIJ1Oq6pcreAuFosBM+NgfT4f5eXlTE9PMzg4iMPhYGJiQo18BZRDczqdSoxKcz7d3d1qmmR3d7eafa1rreh8kTHk7BsbDKxdu5bx8XEVN4nFYirYOz09TSQSIRqNks1mSafTSstFy/SYTCZVdLcQbcey0Plojqy0tJTp6Wl++MMf8sADD9DW1sbevXuZnJzk/PnzlJeXU1JSosbBTk5OEgwGKSkpYe3atdTW1pJIJNT6U6dO8fvf/57+/n7a29tVIFpLJTscjkU/h7nFdVrBno7OF4Wcx2C8Xi+BQICpqSny8/MxmUxYrVa8Xq/SaLna12ez2Wt+D+3oo62HmZ3T3JSyx+OhtraWeDyO2WymrKyMe+65h3Q6TXV1NceOHcPn81FZWamkMUdGZqa2TE1Nkc1mKS8vJxAIMDw8TCKRQAiB1WqdV9MCsGPHDnVE0rJLq0FrRT+i6awUYrG//reC1tZW+fzzz/PGG29w5swZgsGgGtVqs9mYnp5mcnLymtfQ+pKu5WgsFotyNOl0GofDQTqdxmw2YzAYKC4upqmpCZfLRSQSIRAIsGHDBu655x4OHjyI3+/nt7/9Lel0mtHRUbZu3cqpU6fIz8+nrKyMgYEBVaQnpWTdunWUl5fPi7FoXO1Gnvs63Nr6Fv2IprMUhBCnpJTbb/TrchqDMRqNlJaWsmnTJt577z0ikQhSSmKxmMoELcRgMCg1Oi22ok1hXAxtYqPmhLRS/7y8PKVBc/r0abZu3YrRaERKycjICGvXrgVQHdN+vx+bzcZPf/pTEokEyWSSRx55BCEEjz76KDU1NRQVFV0zPX2tepZcad/qcpg6K0nOHIzBYOCuu+7i6NGjDA8Pk0qlVDxFC66azeZ5zgG4YreixVSEEFfEYrTZ0Npge41oNEpeXh6ZTEbp6xYVFXH27FkSiQQOh4Pjx4+rNPiJEyeIRCJq3Eh5eTkDAwNMTEyo8bCaQ7oaSzmG5OJmXw1HNJ0vLjmNwbz77rtEo1EikQhms/mKEvsbGSim1bVoOxyt/N9isaiiOQ2LxUJjYyPxeByHw6EK6xKJhJqxlEwmOXLkCG+99RZ9fX1UVFSoLFMoFMLpdLJp0ybWrVu3aLXuwmPPUnYmubjZ9Q5snZUkZw4mlUpx/vx5NR/aZDIpQe3lomV8hBCsW7dOyS5o0xg10uk0ly9fpr6+npKSEiwWC/F4XPUfaQJSyWSS1tZWVQHsdDr5xje+QTgcZt++fTQ0NFyhPgdXxjVaWlqWtDPJ1c2ud2DrrBQ53cFEIhHVBf1ZHYwm4q3tgi5evEhZWZkaB2IymVQGyWq1qiZHt9vNxMQE4XBYCUNt3LiRRx55hOPHj9Pb28uaNWsoKSlhz5493HvvvXR0dDAxMcH09PQVM6O1Y9RcKVDNuS1lZ6Lf7DpfJHLmYKLRKMPDw3i9XvLy8sjPzyccDi/7elohnRaH0ap/tblCyWQSm81GMpmkoKCAiooKAoEAJ0+eZO3atezcuROv10tFRYUaI3Lw4EFqa2tpb2+nsbFRzUgCrtiN+P1+Xn/9dSXBCdDf36+0cS0Wy6J6uzo6X2Ry2iqgxT407ZbPwsKdj5aWNhgMCCGoqqpix44d3H777YRCIbLZLIcPH1ajS1paWti8eTMXLlwgGo3i8Xg4ePAgra2tjI6OqkmQVVVVXL58WbUGRKNR5VxOnjyJ3W5n/fr13H///aoSWVP3n7s70WtPdL4M5MzBCCGYnJzE7/d/Jv2Uq6E5g/LyckKhEJWVlQSDQWKxGOvXr6egoIAPPvhA6e1OT09TVFSEEIKioiJVVVtRUcGDDz6I1+slFosRCoXYu3cvoVAIj8eDx+MhEokQi8WYnJzk8uXLRKNRHnvsMSoqKpQzmns00mtPdL4s5MzBOJ1OWlpaOHPmDIlE4qZfX5seYLVaVaHd6OgonZ2ddHZ28uyzz9LU1MT7778PwMjICFVVVdTV1TE+Pk46nZ4XK/F4PLS3twOo8SKAirMkEgmKi4txu91UVlYqJbvFgrZ67YnOl4WcORiTyURDQ8MVNSo3i3g8TiAQIBAIUFNTQyqVIpVK0d7eTjKZJBKJ8J3vfIdgMEhxcbESoKqpqaG0tJQ777xTXSsUCqkRJgDBYBBgnoL/vn37+OMf/8iFCxfwer14PB4Vb1noPPTaE50vCzlzMMlkkl/96lefKS19PbSO6/z8fDZu3IjRaKS7u5t4PE5XVxcvvfQSTqcTq9VKJpPh7rvvxmq14vF46OjooLu7mwcffJCioiKcTifd3d0Aqpdo7jwjLcUshKC+vl6Nf11N6WgdnVtNzhyMz+e7bq/RcsjLy1PSC1qg126388wzz/D222+r3qGKigqsVivxeBwpJQUFBfOuM/f4UlFRwcGDB9WxaG4maK5zqKiowO12q4Cwno7W+bKTMwejxSFuJhaLheeeew6Px0MsFiOdTvPss89SXFyMyWTC4XBw7733cuLECUpLSwG4/fbbcbvdnDhxgmPHjl2h2G82m5Uq3WLtAAuzQfrOREfnU3KuaHcz0SQxDx06xODgIFKZKDsAAAc4SURBVF6vF4vFQjqdJhAIcPbsWQwGAyaTiUQigdPpZGhoCKPRiNlsVkebO+64A5vNhtls5tixY1fN9lwtG6Q7Fh2dGXImOLUSMhFWq1XVnnzta1/jscceUxW7Ho+HaDRKV1cXgUCATCZDWVkZNTU17Nixgx07dqijjRZf0YauXU0MSheL0tG5NjnbwdyM2peFjY0Ak5OTlJSUAKhRs1oqua6ujlgshtlsVtovW7dupbW1ldbW1mvOel4spqJng3R0rk3OB68tF+2oYzabsdvtlJaW0trayq5duzCbzcCVw+D37dvH22+/TSaTIZ1Oc/fdd9PQ0LBowFZ7fq2Yih5z0dG5NjlTtBNCLOsbWywWNm7cyMDAAMlkkkwmQ1FREevWreOJJ56gqqpqXqxkYRBWL9HX0blxPneKdsvB5XKxZcsW1q9fT01NDZ2dnUSjUZxOJ/fddx979+5lw4YNV4xehU/HiehBWB2dW8eSHIwQ4ivA/wSMwP+WUv6XBe9bgBeANmACeEJK2XczDS0oKKCwsBCAqqoqkskkVVVVhEIhCgoKKCkpucK5gN73o6OTS67rYIQQRuBnwAFgCPAIIQ5LKc/PWfYcEJRSrhNCPAn8V+CJm2LgrI4LzGSetFEhZrMZq9VKIpHAbDYzOjrK4OAgJpOJWCxGLBbD7/fj9Xrp7e2lpaWF0dFRvF6vqmfRJi9qPUtaAZ12jDKbzVfV2NWPWjo61+e6MRghxC7gn6SUD84+/48AUsr/PGfNm7NrTgghTMAo4JLXuPhyYzCAmj5gMpmUgJQWh1m3bh2Dg4NqTnU0GlXD1nbt2qWmBQAcPnyYDz74gL6+Purr69m9ezf79+/n2LFjhMNhzp8/T1NTE4WFhVfEdfRdkc6XieXGYJbiYB4HviKl/Nezz78N3Cml/O6cNR2za4Zmn1+aXeNfcK2/B/5+9mnbjRo7iwSygJh9bJj9Pz37LwaYgbzZ98Ts61lmjm9pYHr2WkVA/uzaJBAHIrOvScABTM1eYxrQRILLZ9enmdkFzn1vtVMG+K+7anXyebYdPt/2N0opF58eeA2WEoMRi7y20CstZQ1SykPAIQAhxMnleMTVgG57bvg82w6fb/uFECeX83VLqeQdAqrnPK8CRq62ZvaIVAQElmOQjo7OF4elOBgPsF4IUS+EyAOeBA4vWHMYeGb28ePAu9eKv+jo6Hw5uO4RSUqZFkJ8F3iTmTT1L6SU54QQPwZOSikPA/8HeFEI0cPMzuXJJXzvQ5/B7lyj254bPs+2w+fb/mXZnrNKXh0dnS8+Oeum1tHR+eKjOxgdHZ0VY8UdjBDiK0KILiFEjxDiPyzyvkUI8fLs+x8JIepW2qalsgTb/70Q4rwQ4mMhxDtCiNpc2LkY17N9zrrHhRBSCLFq0qdLsV0I8a3Zz/6cEOLXt9rGq7GE35kaIcRRIcTp2d+bh3Jh52IIIX4hhPDN1rUt9r4QQvyv2Z/tYyHE7de9qJRyxf4xExS+BDQwU8x2FmhasObfAv88+/hJ4OWVtOkm274PsM0+/sfPk+2z6xzA+8CHwPZc230Dn/t64DTgnH2+Jtd234Dth4B/nH3cBPTl2u45tt0N3A50XOX9h4A3mKl72wl8dL1rrvQOZgfQI6XslVImgf8HfH3Bmq8D/zL7+LfA/UJTj8ot17VdSnlUSqnNXfmQmRqh1cBSPneA/wT8N2YqmFcLS7H93wA/k1IGAaSUvlts49VYiu0SKJx9XMSVNWU5Q0r5PteuX/s68IKc4UOgWAhRcY31K+5gbgMG5zwfmn1t0TVSyjQQAkpX2K6lsBTb5/IcM959NXBd24UQ24BqKeUfb6VhS2Apn/sGYIMQ4gMhxIez3f6rgaXY/k/A00KIIeDPwL+7NabdFG70nlhxPZib1maQA5ZslxDiaWA7cM+KWrR0rmm7EMIA/A/g726VQTfAUj53EzPHpHuZ2TUeE0I0Sylv/hycG2Mptj8F/F8p5U9nG4lfnLV95QaE3Txu+F5d6R3M57nNYCm2I4TYD/wAOCilvPkzcJfH9Wx3AM3Ae0KIPmbO04dXSaB3qb8zr0spU1LKy0AXMw4n1yzF9ueA3wBIKU8w01hbdkus++ws6Z6YxwoHjUxAL1DPp0GvzQvWPM/8IO9vch3sugHbtzET1Fufa3tv1PYF699j9QR5l/K5fwX4l9nHZcxs20s/J7a/Afzd7ONNszeoyLXtc+yr4+pB3oeZH+Rtv+71boHBDwEXZ2/EH8y+9mNm/uLDjAd/BegB2oGGXH/IN2D7EWAMODP773CubV6q7QvWrhoHs8TPXQD/HTgPfAI8mWubb8D2JuCDWedzBngg1zbPsf0lwMuM9MgQM7utfwD+Yc7n/rPZn+2TpfzO6K0COjo6K4Zeyaujo7Ni6A5GR0dnxdAdjI6OzoqhOxgdHZ0VQ3cwOjo6K4buYHR0dFYM3cHo6OisGP8f3NaxRRqeKE8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CPSF4\n", "n = 4974\n", "SpearmanrResult(correlation=0.9589531960994394, pvalue=0.0)\n", "(0.9662141466494838, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CPSF6\n", "n = 5257\n", "SpearmanrResult(correlation=0.9404204340515289, pvalue=0.0)\n", "(0.9078228071671943, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CSTF1\n", "n = 5100\n", "SpearmanrResult(correlation=0.971883942118247, pvalue=0.0)\n", "(0.9796054725105341, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CSTF3\n", "n = 5216\n", "SpearmanrResult(correlation=0.966175618302429, pvalue=0.0)\n", "(0.9683614083931555, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. CTR9\n", "n = 5115\n", "SpearmanrResult(correlation=0.9784407845757428, pvalue=0.0)\n", "(0.9838629964154828, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. FIP1L1\n", "n = 5046\n", "SpearmanrResult(correlation=0.9644785929270852, pvalue=0.0)\n", "(0.9687039048146195, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. LEO1\n", "n = 5262\n", "SpearmanrResult(correlation=0.9927891750614752, pvalue=0.0)\n", "(0.9936795730362967, 0.0)\n" ] }, { "data": { "image/png": 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uXbrEwMAAtVqN3t5e7Ha7yHPo9XreeOMNSqUSn3zyCW63m5/85CfMzMxw584dYrEYkiRRLBbRarXLVnWMRiOVSkXkZgwGA/Pz83i9Xrq7u/F4PLjdbjo6Ou4SjMbktl6v5/z582teSVstqsCoqKyCxo7gdDpNPp9n586d4ihy5swZcexJJBIMDQ2h0WjQ6/XYbDZu3rxJMpkUDnX3cqLTaDS0tLRgMBgoFAq0tbWRSCTYvHkzTU1NeL1etm7dyuTkJDqdjvPnzy/bQNiY3F6PStpqUQVGRWUFlrNccLlc3Lp1i2KxCCwMJba3t4tKkVarJRgMks1mGRwcRKfTkUgk0Ov1i8rRSuVIo9GIXUWwkJvp6OjA4/FQKBRIpVJIkoTNZhPRj81mW1Vn7npU0laLKjAqKivQ6PwfDAZJp9McPXqURCJBLpdjamoKWPB36e3tJRwOMzs7S71e5+WXX+bVV18ll8uJEYDGapEsy+h0OjQaDU1NTeh0Ojo7O6lUKvh8PiFq0WiUWCzG3Nwc09PTFItFrFYrR44c+dyPPQ+CKjAqKiug3MCnT58GFjx19+3bh9vtprW1lenpaZ577jmi0Sh+v59yuUypVGJiYoLTp0+LpWiN+RadTicSvEoU43Q62bt3L9VqldnZWQDm5+cpFAp4PB4cDgfFYhGTyYTH48Hv97Nv374vLDpZDasSGEmSvgL8Z0AL/LUsy/9+yeOdwP8HOH/xnD+XZfmtNb5WFZV15V6T1xaLhX379pFMJunq6iKVSonHpqen0el0ZLNZJicnKZVKXLlyheHhYeLxOHNzcyKfIkkSer0eSZJE5Uir1aLTLdyGNpsNr9eLxWKhVqsRDAZpa2vDaDTS2tqKxWJhdnYWq9VKsVgUIrORWVFgJEnSAt8DvgyEgAFJkk7Ksnyz4Wn/D/CqLMvflySpD3gL2LwO16uisqYooqJUW+41ea3X6ykUCkxNTeH1etHr9czOzpLJZOjt7WXTpk18+umnVKtVLl26xOzsrChTK70niktdc3MzRqMRjUYjjl/KjqPXX3+d7u5u+vr6SCQSdHd3o9Fo+PrXv47X6+XSpUukUikMBgPf/OY3N3T0AquLYPYDo7IsjwNIkvTfgONAo8DIgP0Xf3YAM2t5kSoq60Fj8jaXy1Gr1WhubiaTySxKnMZiMb73ve+RyWTQaDT8y3/5L3njjTd45513MBqNmM1mXC4X4+Pj1Ot10um06LZditKxq9PpcDgcwsXu1q1bSJJELpdDo9FQLBbZvn07W7ZswefzceDAASwWC93d3UIQFd/djSwyqxGYdmC64e8h4MCS5/wb4LQkSX8CWIGjy72QJEnfAb4D0NnZ+aDXqqKypjQOLRYKBW7duoVWq8VsNi+yNAiFQhQKBdrb27ly5Qrnzp0jkUhQrVaZnp4WZt02m0105Co5l8YO3Xq9LmaNDAYDAF1dXXzrW9/iu9/9LtPT06Iz97nnnuOll15Cr9cvOrIp/7uePjdryWoERlrmZ0uHJl4B/kaW5b+UJOlLwE8kSeqXZXlRi6Isyz8AfgCwd+/ee2+NUlFZA1Zys1OGFguFgmiYa2trI5vNkk6nqVQq6PV6dDodlUqF//E//gepVIq5uTlkWSYajZLJZHC5XOh0OuGF63Q6hYH3/Pw8JpOJcDiMyWSiXq+LqlE2m6W/v5++vj6MRiOSJOFyuXjqqaf45je/icfjWfZzrafPzVqzGoEJAZsa/t7B3Ueg/w34CoAsyz+XJMkEeIC5tbhIFZUHZTVudsrQos1mIx6PiyqP0Wjkww8/FJPRvb29GAwGsUIkFoshyzJ2u53W1laKxaKIPvR6PX19ffh8PpqbmxkZGSGdTqPVatFoNNjtdjo6OiiVSqJcfe3aNcxmM/39/aLiFAqF7tm/sl4+N+vBagRmANgqSVIXcAf4Z8BvL3nOFPAC8DeSJO0ATMDqF7moqKwxq/ktr9yoc3NzYuK5UqkQj8f54Q9/iCzLXLlyhTt37hAMBrl16xa1Wm1Rrqanp4fdu3cTi8VIJpPMz8+L/MlLL73ExMQEn376qTCdCgQCWK1WcrkckiRx8eJFPvnkE4LBIFqtFp/PRzQaZXBwUGwBaDSzUiKyL7I790FYUWBkWa5KkvTHwDsslKB/KMvyDUmS/i1wUZblk8D/BfxXSZL+DxaOT9+W77c4V0VlnVnJL1dJlDaiRAxK1UcpFSuNbTabDa1WSzKZpFar4XA4sFqt7N69mw8++EB4tUQiEVKplBg0vH79uuj4VYy4p6enGR8fZ2xsTFg+tLW18U/+yT/BYDAQCAQWCeNyEdlGL1HDKvtgftHT8taSn/1Fw59vAgfX9tJUVB6epW52AOFweFE5OpfLodPp2LFjh7iZFXbt2sXt27fp6urC4XAwNDQkHldWgeTzeaanpxkZGWHz5s3cuXNH/PtSqcSlS5fEGlej0cj8/DwTExM0Nzdz9OhRnE4nZ86cIZ1Ok81mqVarRKNRisUiRqMRu90urv1xyrs0onbyqjyxNEYkjeVonU5HIBBgcnJSRBxGoxG9Xi/8dPP5PF/96lcpFotkMhn27t3LV7/6Va5cuUI2m+XMmTMAJJNJzpw5gyRJSNI/1kOU9a1arVYYSkmShFar5ezZs7S2tpLNZrFarej1eqrVKtlslng8ztNPP82uXbsW2TAsjcj0ej3hcPjxPyKpqHyRPMpeI4XGWaJIJIIkSeTzeVwuFy+99BLpdJpCocDIyAjRaJTZ2Vmi0SilUonDhw9z7do1XC6XsKgcHR0Vy9KUhWmKjaVerxcJXWUEQJZlHA6H2BggyzKtra3C4jIej1MsFjEYDCSTSbRa7V0eL8tZMDwpZWoVlS+Etdpr1DhLpEQTW7ZsEY9/+OGHfPTRR6JvpVwuo9FoeOONN/B6vSQSCbZu3UoymSQSieB2u8lms6Izt1qtUi6XRUlbafkvl8tifeuhQ4e4cuUKPp+P9vZ2rFYrXq+Xb3zjG4RCITKZDLIs09/fz/Hjx5dN7CoRWTgcvuu4BGzIpK8qMCobiqW+Kw+bd1h6YyqzRA6Hg08++YSOjg4qlQojIyOcO3eOiYkJAJ566ilhhRmPx9m2bRtXrlwhHo9jt9uZmZlhbGyMdDot7C5LpRJarRaDwSCMvhVTKYvFQltbG16vlz/4gz9gz549tLe3o9fr0ev1vP766+j1elwuF1u3buXQoUOLPudyArvccWmjNt6pAqOyYVjOd+Vh+j3uVXFRPGrNZjPZbBaj0UgqlWJ8fJyhoSGq1arYV6TMHp06dUrkSJTZIp1Oh1arpV6vi8FDWOirUcyiNBoNlUqFSqVCvV6nqakJj8fD1q1biUQi4lj105/+lHq9ztTUFPV6ncHBQTZv3szBgwfZt2/fsgK7NIG9kRPAqsCobBiW3iiVSuW+/R6NUYry75UbThkBUOaK/H6/eC0l7/Lhhx8yMDBAsVjE5XJhNBpxOp0kk0kkSaK9vV101yYSCbZv38709DSfffaZEC8lr6LT6ajVaqIapIhLLpdjy5YtbNq0iUwmw49+9CNOnz6NRqPB6XRSKBRwOp3UajUxbS3LMhMTE/T3999TYJc24W3UxjtVYFQ2DMv1rtyrm7UxSmnEaDSyZ88eMQLQOFfU+FrpdJrBwUGMRiMmk4lkMkmlUiGZTLJt2zZRoUkkEmzZsoVgMMj8/DzDw8PUajUhKIqfi+Lt0traSi6Xw+/3U61WMRgMDA8P87d/+7d0dnaSyWRIpVJYrVZkWcbv9wtDb7vdTjgcZnx8HI1Gw/Xr10Xz3/1yK+u1YG4tUAVG5XNhNdWgB7lRGqOdW7duAYh+lkQiIUYAstnsfVel6vV6uru72b17t5gZ+pVf+RUuX77MtWvXyGQyXL16lUOHDhGNRjGZTNRqNeHvohyRlP3QFosFWZbp7e1lampKVH3K5TIOh0OIUyqVoqenh29/+9vodDra29upVCoMDw8zMDDA008/TbFYpFKprKqh7ou0xbwfqsCorDsPUg1a7Y3SGO24XC4AEfl0dHQQDAYplUqLmtUa8fv97N+/Xyyon56eFoOMJ06c4LPPPiMWiwlXf0mSmJubY25ujkqlgs1mExPRJpOJrq4uCoUCbrcbWZbp7OwkHA6L/dC1Wo1MJsPBgwfZuXMnhUIBv9/PnTt3MBqN7Nq1C4CBgQFSqRTnzp1j//79G+q48zCoAqOy7qxHEnJptJPP5wmFQmKNx9NPPw3cf1Vqf3+/mB+KRCI8/fTTzMzMcOnSJTKZjGj9r9fr3L59m0KhgMViQafT0dPTI7p0s9ksfr+f+fl5RkZG0Ov1hEIhjh49yvnz55mYmKC9vZ3du3eLDYz5fJ6BgYG7Ss0AL774IsFgcMPbYa4GVWBU1p31mv5t7NR99913SSaTWCwWjEYjsJCPWe54kc/nOXnyJBMTE4yOjhIKhRgcHOTChQtotVoRsSgu/7IsUy6XxX+SJDE0NITD4WDnzp1YrVa2bNnCRx99hE6nw+VyIUkStVpNDDc6HA6RS/F4POTz+bu+k3w+Ty6Xo1QqiahsoxtKrYQqMCrrzlokIe+Xw1HWs9psNiKRCDt37mT79u0Eg0HC4TA9PT3iNcLhMMPDw5w5cwabzcZnn33G9PQ0lUqFQqFAU1MTTU1N1Ot1LBYLer2eWCy2KI+j0+kwm82i/0Wn0zE/Py/mk2q1Gu3t7Xz961/n0qVLwszKZrOJPUbAoigL4Pz58+h0OjFsOTAwsOH6Wh4UVWBUPhceJQn5IDkcrVZLOp3mzTffFA1syg188uRJPvroI27evMns7CwGg0E4zimJWI1GI3I3ytS0sgEAFiaslc5drVZLJpNBp9ORyWRoaWkhlUqh0+mwWq0MDQ1x/PhxQqEQTU1NYkI6HA4vWk7vcDhEN28gEODWrVvk8/m7JqofR1SBUXlk1mJe6H4s19fS+D6NCdtsNovJZKJcLvPCCy9QLBZFfiOZTKLT6YR7XCaTob29naamJpFzeeqpp7h27RpNTU2EQiHRKStJkhAEWZbp7u6mUqlQLBYJBAKkUilKpRLFYpEjR47g9XpF6Xvbtm0Eg0FxHAJETmpycpITJ06g0+m4eXPB5npp0vpxTvSqAqPySCztR9m3b999E6sPQ6O15VK/XIV9+/aJBWg+n4/R0VEmJyfp7OwUN6jL5aJQKJDL5WhqahLG2Zs3b+bo0aOEw2Hi8TgXLlxgfn5eRDcdHR14vV7GxsZoamoim81iNpuFKBUKBTG8+NFHHzE3Nyd8XxTRXWodsXQ5fSAQABBT1LAxZ4seFFVgVB6Jxknl06dPk0wm8fl8a5o3aLS2XNrXoghcJpNhcHCQQqHAu+++S0dHB7Iss3XrVmDhiHb06FEikQhOp5PR0VGi0SharZa5uTni8TjxeFw4/lcqFTweD06nk0OHDrFjxw4GBgb49NNP0ev1zM3NkUqlhO3lgQMHiMfj2Gw2nnnmGdxuN0ePHl32O7jXcnq73b5oivpxFhYFVWBUHgmlQhQMBgHEYrK1zBs4HA7sdvuyfS3K8UlJ0u7cuZNyucyuXbu4fPkykiRx6dIltm3bhk6nY2pqCpvNJtaLKGMAWq2WQqFAsVgU3i1KSVqn02EwGHjxxRfJ5XJ0dnZy4sQJUaau1+scOXKElpYWwuEw27ZtE6MOsFgEq9Uqx48fx+PxbIjl9OuNKjAqj4Ty2zgcDuNyuUilUovKrsvNCj3oTXS/KlSlUuHChQuUSiXi8Tg7d+7E4XBw4cIFZmdnaWpq4vTp0/h8vkU+LSMjIxSLRarVKl6vV3jtTk9PC9+YfD5PNpvl9u3bjIyMsHfvXtLpNKFQiNbWVgqFgjAKj0QiWK1W7HY7kUgEWBAW5TuIRqOMjo4yPz8PwCuvvLIoUnnShEVBFRiVR8ZisdDT04Pf718kKPeaFXqY49NyN2E+n+fMmTPU63Xcbjd9fX1s376dAwcO8PHHHxOLxRgdHaVQKIiydSAQIJPJ4PF4qFQqJBIJnE4nbW1tbNq0SfSglEoldDodyWSS8fFxPB4PyWQSgHK5zHPPPUdbWxv5fJ5UKiUqVfv27QMWSsxKmXnPnj0MDg4yNjaGy+WiVqs91pWhB0EVGJU1o1EnJ0/VAAAgAElEQVQEGk2Rls4KrdXNlU6n0el0tLW1MTMzQyqVQqvV4nQ6aW1txWw2o9frcTqdDA8PU61W+cpXvkKlUmF8fJyJiQm8Xi/RaJTvf//76PV65ufnicVi5PN5YSJVq9VwuVyEQiEMBgPlcpnp6WmSySTlcpliscjAwABHjhwRIgvgdDoJBoPcuXOHXbt2YbFYyGazaLXa+1aG1rsq93miCozKunC/WaG1KrsquZnOzk70ej0TExPE43EmJyd55ZVXuHr1Km63m1QqJXZK//jHP6a7u5tMJsPU1BRms5l8Pk9rayuxWIxCoUC9XhfWl01NTbS0tAjT7nA4LIYTLRYLnZ2duN1uvF7vXa39b775pmjGs9vt9Pf3ixzMvYRjrVz8NgqqwKisC8uVZh/0t3IsFhPzRcqWw6W/3ZX3UHYZVSoVstksoVCIiYkJrly5wu3bt8nlcjz77LPE43GuX78u5o2UYUbltU0mE9VqVURf9XqdyclJKpUKbW1tNDU1sXXrVsLhMLIsizzP5s2bxTHJYrHQ39/P+++/j9vtZmhoiN///d+nubn5gabEH/cmO1AFRuUBeNDQfWne5EFulFgsxn/4D/9BLJz/sz/7Mzwez7K/3RUbyV27dvHxxx9TLpf5L//lv4iIw+v1kk6nuXDhgtjOWCgUgAX3f7PZTE9PD+FwWLT6G41GtmzZgiRJxONxEokEsixjNBrZvHkzZrOZF154gUgkwv79+8URSMFsNmO1WsWRymw2r8p24XHa2rgaVIFRWRWfd+iutM6XSiVmZmZ47bXX+I3f+I1FHbDDw8OibySfz+N2u9m0aRMTExPEYjFh8FSpVMTskCIuin+LTqfD4/HgdrsplUr09PSI3UVms5lnnnmGjz76SFgx/OZv/iYHDhzg4sWLpNNpbDYbW7duveu7ULqLk8nkonGFldjI5lEPgyowKqvi8w7dOzo60Gg0zMzM4HK5aGpqAhaqUJOTk6KtPhgMsmfPHr73ve+RyWSYmJgQUUAmk6G1tRWr1crk5CSZTIZisUixWKS5uRmDwUBLSwsHDx4kGo0yMjJCIpEgk8nQ1NREPp/nxRdf5Pjx40SjUbxeLz6fj/Pnz6PVahkcHGTXrl1igHHpJoDl3OhWa7z1uAuLgiowKqvi8w7dPR4Pf/Znf8Zrr71GU1MTXq8Xv9+P3+9neHiYUqkkZpMUr5bt27czPz9POp2mp6eHdDpNW1sbU1NTwv0/lUqJdSKKI93ly5dJpVLYbDaMRiNut5ve3l6xWtZsNtPZ2Ynf7yccDouuW61WS3NzM6VS6b4rXhvF5UlK4K4GVWBUVsUXEbp3dnbyL/7Fv7jrPTs6Ovi7v/s7rl+/jtls5rnnnsNsNnP79m3i8TjNzc2kUimy2Sxnz54VS9TK5TKVSgWDwUAulyOXy5HP5/F4PGQyGTo6OsjlcnR1daHX69FoNHz/+9/HaDRiNpuF69zIyIiYIcpms6te8fqkJXBXgyowKqtmvUP3xqX0jUeLxvdUnOt6enpobm4WN/gf/dEf8fHHHxMIBJiamhIioJhEFYtFsbpVq9XicrmEqbfX60Wr1RKNRrHb7ZhMJpH0vXz5skggK0bgiuPc4cOHF1WGlM5dWL4k/6QlcFeDKjAqGwLl+BCNRkVuw+v1LjpGxGIxXnvtNeLxOMFgkN7eXrEO5M0336RcLnP27FlMJhOhUEhsCVCmomVZFoOZbrebI0eO8NZbb5HNZoUdREdHB9VqlWQyycjICLVajXA4jN/vZ8eOHWKXks/nE6tfG6//flPlT1oCdzWoAqOyIVCGFkdGRhgbG8NqtWI0GkVXbDgc5qc//SlvvPEGiUSCYrFIPB7nV37lV3jvvfcYHx8nk8lgMBhIpVLi5s1ms2I/tGKHuX37dnQ6HV6vl9/5nd8RC8+SySRDQ0N4PB527txJe3u78O393d/9XQ4cOCCudalALD3+3Cvae5ISuKtBFRiVz4WVqicOh0NEDiaTiUQiIVazKv65V69eJR6PE4vFKJVKtLS0cPr0abEPenJyEqvVilarxWg0MjU1hSzLGAwGZFkWu4gAsRo2Ho/T09OD3W5n06ZNGI1Gjh8/TrFYRKvVYjab2bdvHwcOHMBisRCLxZidnUWv1y/6HL+Mx5/VoAqMyrpzr+rJUtE5dOgQ58+fx+l0YjQaOXToENeuXePMmTNiwtlsNovti6lUSrj+VyoV4vE48/PzSJKE1+ulubkZm81GuVwGFnpTyuUy/f39FItFyuUyyWSSgYEBurq6GB8fx+VyMTAwgF6vp7e3l2q1Sn9/P/CPzX+K8dWf/umfCgPvdDrN4cOHV1yS9suGKjAq685y1RPgrj3UH374IWazGaPRiMfj4dSpU1y7do3PPvuMQCBAd3c3nZ2daLVarl69SrlcFutaFSOpcrksbC09Hg/hcFhsbzQYDOJoZDab+eCDD4CFpr5IJEIymeTQoUN4PB4cDgednZ2cPn1a2Dv4fD4KhQIdHR3CwsFisdwlnoBICP+yC40qMCrrznLHh6WiEwqFRFft5cuXmZ2dpVqtYrfb6ejowGQysWfPHr75zW8SiUTo6+vj0qVLTE1NiVLz4OAg1WoVq9UqzJ5kWebXfu3X+Pjjj8nlcjidTrLZLE8//TSjo6NIksTExIRY8zo/P09fXx9ut/suE62mpiZ0Oh0ffPABWq2W4eFhWlpaFn2OpYbevwy9LvdDFZgnhI084n+v6kmj6CjbGD0eDz6fD5vNxtmzZ8UKkF//9V/nm9/8JgA/+MEPuH79Onq9nj179pDP5xkbGxN7kJSZoT179nDp0iVmZ2fRarWUSiXh2B+Px3n22WdJp9M0NzeLpWr9/f1861vfwmKx3GWi1d3dze///u/zxhtv0NvbS7FYvOtzAL90vS73QxWYJ4DHoUN0ucHHpaJz7NgxxsfHKRQKXL16lZaWFtxuN21tbWK30bVr17h8+TL1ep35+XkxMlCtVkUJ2WAwUCgUuHz5Ms3NzbS2tuJwOJBlmdHRUZxOJ+Pj43i93kW2lwAGg0Fc61ITLYvFQnd3N5s3bxbio3QXL2forSZ7VYF5InhcO0SXK9mOjIyIBWqxWIxIJMLw8DCZTIb3338fm81GKpWiWCyKvUbKyIDFYiGRSODxeKhWq2LAMJ/Pi2qS0WhkbGwMi8XCJ598Ipr16vU6RqORcrm86Ptr3B4ZDofF+IBCPp+/K7H7y9brcj9UgXkCeJxKpPfz6VV6YUwmEz6fj0AgQD6fZ3p6GqvVSjAYRKvVisXyPp+PSqXC5OSkMIGan5+nWCwSjUZFtcdisWC32wkEAvzWb/0Wr776qni9trY2kskks7Oz1Go1RkZGFm0tUK5ZiRBzuRw6nY4dO3aInUZKz06jfcQvu7AoqALzBPC4dIgu7XZVhg9lWebo0aPY7XYGBweJx+OkUikCgQCyLDM/P8/PfvYzJEnC5XJhMpnEMjS32002m0Wj0QihcbvdWCwWtm7dSqlUwmw2A9De3k4ul+Po0aOiGa+3t5eOjg7y+bywhzhz5gyvvPIKsCCA+Xx+kU1EtVpdtNPocYscP09UgXlCeBx+azYe5QYHB0X37OTkJFevXuXpp58WvisWi4UXX3yRCxcusG3bNjKZDF6vl8HBQfR6vbDIHBwcRJZlHA4HbrdbCIzyGrAgLFarFZvNxuzsLM8//zx6vR632y1e68SJEwwODtLW1oZOp1tUDVJQpqiVfpfGnUYbPXL8oliVwEiS9BXgPwNa4K9lWf73yzznW8C/AWRgUJbl317D61R5Amg8yhkMBmAhilG6YjOZDLVajaamJqrVKrdv3xZG3ul0msuXL6PVajGZTLS2tuL3+3E6nWI5/dTUFK2trQQCAf7Vv/pX6HQL/++t1+v5T//pP/H2228jyzJjY2Ps2bMHu90ujjXHjx8HFhbb2+12cW1KdKL47S6NEB+HyPGLZEWBkSRJC3wP+DIQAgYkSTopy/LNhudsBf5v4KAsy0lJklrW64JV1p/1Knk3HuUUU+333nuPWq2GRqMhEAiIvIvf70er1ZLP55mdnWVmZoZ8Pi92G7ndbnw+H1euXBHL5pPJJFarlVgsJuwXHA4H4XAYp9NJV1cX1WqVaDQq/GGUY43H4+GVV165ZzVIGVxUkr2Nk96qsNyb1UQw+4FRWZbHASRJ+m/AceBmw3P+d+B7siwnAWRZnlvrC1X5fFjvkrfyWuPj4+TzeZ599lkMBgNHjx6lu7sbQAjQu+++SzQaJRKJiJ6TcrlMvV7nj//4j/F4PJw8eZKLFy8Sj8cpl8s0NzeTSCQ4deqU2PFcKpWIRqOMj49Tr9fRarX8/Oc/5+DBg4uONUvFYml0stx3o1yvGsEsz2oEph2Ybvh7CDiw5DnbACRJ+oiFY9S/kWX57TW5QpXPlbUqeS+tFoXDYWDhmPTmm29y6tQpZmZm6Ovru0tY4B+d+V9//XWCwSDxeBwAk8lEX18fkUgEm83G2NgYpVKJ1tZWkWMxmUzMzMywf/9+0Y370ksvceHCBWRZFt4uS9eMLGWp4Cz9btSu3ZVZjcBIy/xMXuZ1tgK/CnQA5yVJ6pdlObXohSTpO8B3YMGtTGXj8SAl73sdpZarFl28eJFSqcTWrVu5du0aw8PDzMzMMDY2RmdnJ8FgkGeeeYaxsTH6+vqw2+14PB6Gh4fFRkWtVotOp+P27dv8x//4H8lms3i9XgC6u7vp7u6mXC7T0dHBjRs3CAaDYidTKpUSEU2xWMTn861oxL308y39bpTPplaR7s1qBCYEbGr4ewcws8xzPpFluQIEJUm6zYLgDDQ+SZblHwA/ANi7d+9SkVL5gnmQqeB7HRfC4TBzc3NkMhkCgQAXLlwgGAwSCoXE5sRqtYosyyIJq8z19Pf3E4/HuXPnDqFQiFqthl6vFxYLyv+aTCbMZjPhcBibzSau9Z/+03/KD3/4Q27evIler+fw4cOLoqPlem9WI5KN0cnSXU+PS//RF8VqBGYA2CpJUhdwB/hnwNIK0T8ArwB/I0mSh4Uj0/haXqjK+rKSWfXSm3C548LAwAAff/wx2WxWdMwqKz8ikQj9/f20trYKJ7jh4WGxbqRWq3Hnzh0GBgb45JNPANi+fTtdXV3MzMxQLBbR6XTIskwqlRKL53O5HLVajVQqRSaTwe/34/V6qVarNDc3L+rIbUTpbzl//vyyn/leR8WV8jQqi1lRYGRZrkqS9MfAOyzkV34oy/INSZL+LXBRluWTv3jsRUmSbgI14E9lWY6v54WrrC33uqGWCk9jD8jS48Ls7CzhcJhcLkcsFkOr1ZJIJNi5cydarZbt27fT39/Pnj17+OpXv0oymeT9999Ho9FgNBqZnZ0V+4uq1SpXrlyhVqthMplwuVxij5HNZkOn09Ha2sr4+DhbtmxBr9fz1ltvcefOHYxG410JXIXlunIDgcBdR5zVHhXVKtL9WVUfjCzLbwFvLfnZXzT8WQb+z1/8p/IYcq8bShEep9PJ7du3efXVV3G73XeJTTqdFl23s7OzRCIRJEmiWq1y48YNduzYwY4dOyiVSly/fl28r9vt5uLFi2zZskV09UajUWq1GlqtFoB6vY7dbkej0VAqlbBYLEiSRG9vrxAFjUZDJBLB7XYTjUZFeXqpL26jkDZ25S4VkcelO3qjo3byqgD3vqGUm+706dNks1lMJhNf+9rXSKVSIvehRAQul4svfelLXLx4kWQyKSIEg8FAPB7nb//2bzEajXznO99hcnKSaDTKnTt3GB8fx2azUa/XCQQCbNq0iZmZGWKxGAC5XA6Xy8X27du5du2ayMvs3r2btrY2urq6MJlM/OQnP6FSqRAOh/nv//2/43A42L9/Py+//PKykUljV25jtethd2mr3I0qMCqC5cJ9i8XCvn37SCaTtLW1cfbsWVGdUXxVIpGIMGX6xje+IbYqTk1NiTUhBoMBm83GzMwMP//5z8nn81y7do3R0VFgobLz3HPPkclkxJxQW1sbdrudRCJBW1sbqVRKGHGPjIwwMTFBIBDgmWee4d1338VkMjE7O4vH46GlpQW9Xk8ymbxrOno5IV1a+VJQy8+PhiowKivi9/uFXeT+/fvp7+/n+vXr/OxnP+PixYtotVpGRkbYv38/3d3d/MEf/AGyLPPZZ59hNBoJBoNMTU2RTqfxeDwMDQ2xe/duAoEAN27coFKpMDw8TKVSQaPRYLPZ2LVrFy0tLcLn5dKlS2In0u3bt/F4PGzZsoW+vj5CoRClUomvfe1r3L59G1mWmZqaElHV0vzJckLaeHS6desWADt27FDLz4+IKjAqK7L0t75yM46MjDA1NUVvby9+v59AIAAsrH395//8nxMKhUgmk+TzeXp7e7l+/TodHR1kMhnGxsZIJBKUSiU0Gg0AyWSSer3O3NxCI/gLL7xAU1MT169fF0OOOp2OpqYmDAYDo6OjfPe732XHjh3cunWLXbt20dnZyeHDh4Xv79IczL1oPDopvTNq+fnRUQVGZVUs/a1frVbJZrO4XC6y2SwTExO0tLQQiUQ4duwYer2e/fv3k81mCYfDaLVaqtUqk5OTeL1eurq6uHPnDgaDgWKxSL1eJ5FIYLVaaW9vx2w2U6vVePvtt5menhY7j6xWK/V6nVqtJqwapqamqNfrZLNZfvM3fxOPx4PH4wG4a3bofp9vaY+LmoN5dFSBUVkVS3thlOljxdXfZrMRCASYnJxkeHiYjo4OAKampojH42IQcefOnUiSxMcff0w4HBaT0z6fD1iIYmZmZiiXy8TjcVwuF8VikVwuh8FgoL+/nz/8wz8UWxcvXbpEIpEgEAhgs9kIhUKLXOgeZK5qOVtPlUdDFRiVFVnuRm2cPlZ8USYnJ4XHi8ViESMBc3NzdHd3Mzs7SzqdJhQKAZBIJDAYDEiSRD6fR6/XEwgERK9LIpEQfrkGg4GOjg6+9KUv0d/fzzPPPMOJEyfYu3cvt27dwul0CuNvZW90KBQSHcVqLuWLQRWYX2LuZ8vQ+NhqulqPHTvG4OCgiCguXrxIuVwW1gmDg4MYDAbC4TCpVAqdTkc+n8dqtdLa2kqtVqNarTI/P4/RaMRisWAymfD7/YyPj2OxWEilUty+fRu9Xk+lUsFqtdLT00NTU5OoOClR1IkTJ9DpdMIU3G63q7mULwBVYH5JWWk0YGn37mq6WovFIqlUinq9jslkIplMEg6HMZlMlEolmpqaRBlao9Egy7I4/iit/V1dXRw9elTYYI6Ojop1su3t7WzZskX0rRiNRtEst337drGATbGyVJLOu3btYtu2bWr08gWgCswvKffatrjUgzYSiVCpVO7b1ZrP5zl58iRnz57l+vXrOBwOent72bVrF6Ojo2i1WjGoKEkSsixTrVYxmUw0NTWRTCYpl8vMzc0J24Xm5mbOnj3LZ599Rr1ep1qt4vV66ezsFAK3detWzp07h9Vq5dKlS8taWdrt9ocSl428Z+pxQhWYJ4QHvSGWjgbo9fq7Gs0aI5bGIUDlvQCxE0hx5ff5fHR0dOD3+zGbzTz//PNcvXqVzZs3MzU1RSaTQafTodFo0Ol0FItFJElCkiSsVitOpxO/309XVxezs7PMzc1Rr9dxOBx8+9vf5sCBBSuid955h0gkwujoKC+++OKizuJH3RP9OOyZelxQBeYJ4GFuiOV6WzKZDDabjWw2y6FDhxZ50CrvoeRTlGPI/v37ef7555mcnGR8fJxoNEpbWxs+n4+hoSGxZdHtdpNKpSiXy0iShFarpbm5mS1bthAMBpmZmUGn05FKpRgaGiKXy4nJ61KpxPPPP8+BAwewWBY2LpZKJbq6uhgZGSEYDOLz+RaJ5KMIw+O6Z2ojogrME0CjOGQymVXfEI1J2lgsxoULF8Rg4UsvvSR6SZT3UAy6p6enhafujRs3CAQC9Pb2Uq/XmZmZwev1smPHDjEAuW3bNmEaZTab0ev1uFwunn/+eUZHR+nt7aW1tVVEIZOTkzgcDl544QUOHToEIEQQFky8c7kcpVKJ/fv3s2/fPhFJrYUwPE57pjY6qsA8xihHlUqlws2bN8WisZdeeumBX+fMmTPU63VsNhs9PT2Llo/FYjGGhoaYmppieHiY27dvMzOz4Dnm8/nI5XJYLBay2SxarZZoNMpPfvITqtUqs7OzPPXUU/h8PiRJIpvNioY6i8WC1+ulvb0dvV7P+++/T6lU4oMPPiAcDnPkyBE2bdpEOBzm3XffXXTNOp2OarV6lxCuhTCok9RrhyowjyFKd+rAwIJhYC6Xo6enR6xBXbqZcCXS6TQ6nY62tjai0SharVbcnLFYjH/37/4dQ0ND5PN5bDYb27dvF3ND6XSaEydO0NbWRnt7OzabjaamJiKRCFu3bmVmZoahoSF8Ph92u51kMkl7ezuFQoHJyUmxdH5+fh6dTkehUCCXyxEOh/nLv/xLDh48SD6f59atWzz33HNEo1EMBoOYE6pUKovyT2slDKrPy9qgCswGZKX+FCXBOTIywosvvigSs5VK5aH6PRwOB3a7ndbWViwWC1/+8pfF+4ZCIdLpNE6nk0gkIla7AmSzWbLZLB6Ph0KhQCAQwGq1MjQ0xODgIO+//z6SJOF0Ounp6WHTpk3IskxHRwdzc3O43W60Wi2lUolKpUJfXx+ffvopRqORLVu2UCwWCYfD7Nixg1OnTpHL5XA4HOzatWvZ5LSSd1nJa1fl80MVmA3GSglbJc+wNMH5KFUTi8XC4cOHOXHiBB6Ph0uXLuHxeLBYLGK30Pj4OMlkkm3btlEoFNiyZQulUonJyUmsVqtI+ppMJrLZLMlkkmKxiF6vp1qtMjg4yLFjxzh69KgYfgQYHBykVqvhcDgol8tiY4DBYMBut+P3+5mZmWHz5s0899xzVCqVRQloNSG7sVEFZoOx1HFteHh4UR+HkoBMpVKLEpwr3VQrlbGVzlin00kwGCQcDtPT04PH4+Ff/+t/zQcffMDrr78uWvEDgQAajUZUg7RaLU6nk/HxcbLZLKVSSQwgFotFarUaV65c4S/+4i/EUQhgz549AESjUa5evcr27duZmpqiq6uLZ555RlSNlAlnRXSU72qpdaeakN1YqAKzwWjsUFXa3IPBoIhkHiYBuVJUlM/nRXPd6dOnAXC5XEK4LJaFJfEej0dECKlUSuyFnp+fp7e3V6wk0el0+P1+0cMiSRL1ep2LFy/ywx/+kLa2NkZHR9Hr9ezatQuj0UipVGJmZgan04nX6+XgwYPiGnt6ekSVSBGQ5XyC1YTsxkMVmA2GIiDDw8MAyw7qrZSAXBqt3O8YsdQEOxAIsH37dlKplCgLv/POO0xNTZHL5fjVX/1VstksN27cEEciu91OqVRieHiY2dlZsVWgqalJuMzFYjG8Xi/nzp2jo6MDSZLo6elhcnISg8HA7t27gXu39Td+ZqUPprHTWM27bExUgdkgLBWFbdu2EQwGFyUzV+Nrsly0cr++jkZT7+npaVFaNhqNIrLJZDLEYjFCoRDvvfceTz31lOjADYfDWCwW0WGbzWZxOp1MTU0Jc26lfb+zsxO9Xo/P52NsbIy5uTnxnLm5OXbt2kVTU9N9vxf4/PpU1HGBR0cVmA3ASku+lNma1XSoLhet+P3+ex6rlJvzH/7hHxgbGyMQCGA2m3G5XKIMns/nicVi2O12JEkinU4zNzeH3+/HYDDwjW98A51Ox9mzZxkZGUGWZWRZFovsu7u7MZvNHDp0SBynduzYQVdXF8PDw2ICOpfLMTAwsGiR23Lfi5KUDoVCdHR0rMvNr44LrA2qwGwAVrJDWHokaNxZtNJv98bIZ7ljhMWysAP6zTffxGw2i65gJTK4evUqTz31FNFolFQqhd1up1gsYrFYaG5uplqtEgwGSSQSYn9RPp/HbrfT19dHKpWiv78fu93O3r172b59O3q9Xiy3Hxsb4+bNm/T19aHT6dDr9aIbGZZfzdq4MG1oaGjVie61+L+JyoOhCswGYKWQf7nH7/UbdqXIB/5xEb1yU5rNZpxOJ6VSSawmSSQS/P3f/z2xWIy3336bzs5OIpGIKCsrHi75fJ5EIiGa5hTrhXK5TKFQIBwOk81myefzNDU1kc1mOXbsGOFwmEgkgsViIZfLUS6XhfWC0o1ssVhW3NV0+vRpkskkPp9vTaMMdVxgbVAFZgOwmsrQ008/DfyjKNwrqlFeb7nnKN2/Fy5cABA7g/x+PwcPHmR2dpZyuQzAxYsXGR8fp1gskkwmmZ2dZfv27YvmgWq1GnNzc+TzeSRJwmKx4Pf7CYVC6HQ6stksvb29+Hw+BgcHhS/M+Pg4586d4/Lly9y5c4d9+/ZhMBgIBAJ4vV6i0ajYQHCvXU1KuRwQK1PWMspQxwXWBlVgNgj3qgwtjVSU5rKV+j+UBC38o+0CLHje2mw28WflBtq3bx8zMzOcOnWKGzducPv2bTKZDPl8HqfTiSRJTExMMD8/j9lsFnaUGo2Gubk5jEYj6XSaRCIhFtw3NTVhsViIxWKi98VmswlxiUajVCoV5ubm2LFjB7AgbAADAwOLyuRLvyslCnK5XKRSqXWJMtRxgUdHFZgNztLGuxMnTmC1Wu/b/xGLxYRlpNFoFDkKWOhvGRkZARZuoHg8ztmzZ8lkMvzP//k/mZ+fZ3R0lGKxiEajwePx0NzcjMvl4tlnn+XNN9+kXq9Tr9cxm81iAb1i2q3001SrVWZmZjhy5AjRaFSMH/T39/Pxxx8Ti8WYmZmhs7OTHTt2iKnpfD6P3+8nHA6LZr/lsFgsd/XHqGKw8VAFZoPTmAtQ2vHv1/8Ri8X48Y9/zMjICG1tbXR2di76TXz06FFhrD02Nsb58+cZGRlh06ZNIv+i1Wrp6OigVCrR09PD7t27icViJBIJMT2tbFxsbm5GlmXq9Tp6vV6sFdHpdHR2drJ582ZKpRKBQIBKpegGwnAAACAASURBVCJESZmA9ng8uN3uRQJ47tw58eeVkrdqlLGxUQVmg7Nc0vZ+x6ITJ04wMjJCKpUCoK2tTTyvsfqi7I3u6uri1q1bXL58mUKhgCRJeDweduzYQSKR4Nlnn6VSqYhErEajoaWlhfb2dsbGxjh48CCffvopnZ2d5PN59u/fz8zMDIVCAY/Hg16vx2w2k81mRZt/48oTrVbL8ePHhUgoa2rXI6+i8vmjCswGYKWGrqXu/fd6bqPtAix41jbevEub6mq12v/f3psHx3ned56fp++7G2fjJkAcBEnwEC95JVKUyhRtHSZTjmxLk6Q2x4wr2c36j6lJ1aacSk1l/slmvTvJ1KYqUbJ2ZuJkHWtiR0xsRjIlURRFkQRJCaIIkrjvBtAA+r6Pd/8A32caIEA0SIAAyfdTpXIDeNn963Y/v/d5fsf3RyqVorq6mvr6el599VUGBwd59tlnSSaTXL9+nU8++YTe3l4GBgYwGAxkMhm8Xi9Wq5WWlhZ0Oh0mk4nKykqZ4na5XHg8Hr7zne/gcrnkFADVZpvNJkeeLH4f6pja+42raMVxmwvNwawjxXzZH3Q4WOFrqLILDQ0N1NTUcPLkyQViTIuL6mpra9Hr9TQ1NeH3+6msrKSxsZGamhqMRiPvvvsun332GbFYjEQiIetXhBBEIhGcTicul4uWlhaqqqqoqqoik8lQW1srpSOqq6sXaPgu9z4Kf3+/2RutOG7zoTmYdaLYL/tKfUL3WmhLvca9FqcaGP3hD39ILBajr6+PfD4vVf7VXcj58+fp6uqir68Pv98vjzJGoxGARCKBXq9nYmKCHTt2SGW6WCzGrVu38Pl8HDp0aNl6HfV9L7ax8P3eT2+RVhy3+dAczDpR7Jd9uYKu5RZmYZFc4ZGnUGJhOQcVj8d59913+fTTTwmHw+j1eqxWK6lUSs56rq2tpba2lvHxccbGxuTIEafTya5du2hpaWFmZga9Xk9XVxdvvvkm+Xyeixcvsn37dpk+Pnjw4LK1OJ9//vldjnctdh9acdzmQ3Mw68BSNSjLfdmXOxIsdlBLFckdO3YM4C6JBWCBpKa6YAcGBrhw4YJsVFTV/lVVuXPnzmG1WmlqaqK7u5uZmRmy2SwOh4Py8nKeffZZfvmXf5nvfve79PT04Pf7sVgsWK1WACKRCD6fj6qqKmlH4aIHmJ6exu/3U1ZWtkCgfC12H1px3OZDczBrTOGdGCiqT2apeMTiuzHcXSSXyWTuyrqoO4RCSU319++9957U3FUUBZPJhNlsZnp6WgaIKysrmZycpK2tjcbGRrq6utDr9TQ2NhIMBhkdHaWsrIzm5maSySTxeFwOqn/ttdc4fvz4gvdbWBTX2dnJ9evXOX36tNToVQXK12r3oaWtNxeag1ljFt+J7/cLv/hurP5OXYA7duyQgd3CrAuwpKRmIpGgr6+Pqqoq5ubmSKfTlJaWEo/HKSsrIx6Pk8lk5OtVVlYyOztLVVUVFouFxsZGEokEHo+H8vJypqen8Xg81NTU0NbWxtatW9m/f/+C8SJL6deUlZVRVVXF/v37ZXZpqferOYnHA83BrJKVAq9rGQcoXJjxeFw6FpPJxLFjx5ZMXQN3SWq63W56e3sRQsj6FYfDQVNTE7dv3yadTqPX60mn07hcLsxmMx6Ph0wmQ0NDg2wBKCkpYWBggDfeeINoNIrBYODatWuk02l8Ph/Xr1/nn/7pn9ixYwcul4sjR44QCoWkPCbA7OwsOp2OfD6/QHOmsHtc4/FBczCroJhA5IOmWQsdxWJVOoC9e/fKKt7C1yx8ncUOR53ImMlkuH79OoqiyC7o0tJSSkpK6OjoYHh4WI54VV/D5/PR3t6O2+2msbGRDz/8kGAwiMPh4MUXX2R8fJyhoSEZq1H7jcLhMG+99Rbd3d0MDQ3R1NRER0cH2WyWPXv2kM1mSaVSC/RfNOfy+KE5mFVQbCDyfu7Ei2M3KsWo0t3r9dUsjsViIRQKYTKZ6OjoYHx8nB07dtDa2spnn31GPB5n27ZtMgU9ODhIKpWivLycZ555BqfTyc2bN0kkEszMzNDf308oFKKsrIy9e/cyMTFBX1+f7KJWJRtUjRe9Xs/c3Bxut5u2tjZu3rxJPB5fUhL0UUAr6CsOzcGsgvVMgxY6r5s3bwLI4WKqLGVhcyNwTwlNdThbIpFgYmKCH/zgBwQCARKJBC6Xi7q6Ourq6giFQvj9fnnkaW9vJxQKMTY2htVqZe/evWSzWQKBALFYTD5HRUWFHEkyNTWFwWDA7XazZcsWDh8+jNvt5syZM/T19ZHJZMjlclRXV8vPT50S8CCf5UYtcq2gr3iKcjBCiK8Cfwbogb9WFOWPl7nuNeAt4KCiKFfWzMpNwnoGIgudV+HiU5X+bTYbLpdrSSlJ1fGoQdNMJsPPfvYzuru7EUJIMSi73S6HpZlMJnp7e7l9+zY+n4/Gxka5y/H7/bKoLhqNAnD79m1mZmaYnp6WdTPxeJzvfOc7Msai7kZgfgzKsWPHOHjwoBxpWzhuZKlj4GrYyEWuFfQVz4oORgihB/4ceBEYAzqFEKcUReledJ0T+A5waT0M3SysVSBy8d13qayRz+fjnXfe4datW1RUVMiAK8zPEdLpdAukGbq7u2lubqarq4toNEoikaCyshKz2YzL5ZICUqqei8PhoKOjg2g0SiwWk8Prp6amMBqNlJeX841vfIP6+nq6u7sXNEn6fD5yuRzvvfce3/zmN6VAOXBX/c1ScaqlHq+GjVzkWkFf8RSzgzkE9CmKMgAghPgRcBLoXnTdfwL+BPgPa2rhY8biudKL5S4XLz673S5V3tR0cjab5Z//+Z+JRCIYjUZeeuklXC4Xs7OzuN1uAoEATqeTsbExLBYLVVVV1NXV4XA4mJubw2Aw4HA42Lt3L52dnQghMBqNuFwuJiYmqKmpIR6PU19fT1tbm1S8O3PmDPF4HKPRyPj4OBaLhVu3bhEKhaRzjMfjdHZ2rvvC38hFrqXUi6cYB1MLjBb8PAY8XXiBEOIpoF5RlH8RQmgOZhmWmit9L0mCwubFsrIy7HY7nZ2dDA0NSTmE2dlZrl27hsVi4bPPPpPBV7fbTVlZGdu2baOiooJQKERLSwv5fJ5sNstzzz3HU089JQWeAoEAPp+P27dvoygKRqORZ599Vh5rDh8+zI4dO+js7CQQCHD27Fm2bduGoijA/9jZqen09V74G73ItZR6cRTjYMQSv1PkH4XQAf8Z+PUVn0iIbwPfBmhoaCjOwseI5eZKF9NGULgzGBkZkanmbDYrh8uHw2GMRiM1NTX09vbKMayKohAOh8nn89TU1PDSSy8BcPr0aaanpxkaGkKn02G32ykrK6O+vp7m5mb279+/QEPGbDbzzW9+k8nJSex2O8CCtoDFNq/3wtcW+eanGAczBtQX/FwHTBT87AQ6gLNCCIAq4JQQ4sTiQK+iKG8CbwIcOHBA4Qmj2LnSS8VnCncGXq+X1tZWpqamGBkZ4fLly9y4cQOTyUQ6nWZiYoJcLsfNmzepr6/n1q1bTE1NyWDsD37wA3p6epicnMThcOD1elEUBY/Hg81mI5/PMzU1RU9PD93d3RgMhgXp5C+++AIhxF0Ffyr3u/C11O/jRzEOphNoFUI0AePA68C/Uf+oKEoIkKIjQoizwH94FLNIa/0FXymQu1x6+dSpU0xOTmIymXj11VcxGo243W45bMxgmP+/bWhoiGvXrmE2mxkdHeX48eNEIhEGBgaIxWLE43FyuRyvvvoqLpeLnp4ejEYjAwMDDAwMkEql8Pl8pNNpvF4vsVgMRVEwGAwIIfB6vUxNTZHNZuWRJ5FIcPnyZRwOB9FoVKr/r8VnpaV+Hz9WdDCKomSFEL8LvMN8mvr7iqLcEEL8EXBFUZRT623kw2Ctv+D3mlsE3NWvo+Lz+bhw4QJjY2PMzs5y9epVnnvuOTkgXi2rN5vNZDIZhBCEw2ESiQS9vb2Ew2Gy2Sz5fF6KdQO0tLQwOTlJNBplaGiI2dlZTCYT+Xwep9OJ0+nE5/PJf6dKQFRVVS2ov1HlItYaLfX7eFJUHYyiKD8Hfr7od3+4zLXPP7hZD5+1/oIv93zFOLJYLMbo6CiJRIJMJsO+ffuYmpqSzYqBQICXX36ZZ599lp6eHrq6uvB6vUQiEZLJJHq9nlwuh9/vx+v1YjKZuH37thT6LisrIxAIoNfr8Xg81NfXS+1cNVVdVlbGkSNH2Lp1612SlocOHSIQCCyQh3hQtNTv44lWyXuHtf6CL/d8Kzmy6upq2tvbuXjxIvl8nrGxMc6dO4fb7Uan05HJZOjv7+ett97C4/HQ2toqjylffPGF3NmUlZUhhKChoQGfz8fc3Bz5fJ5AIEA0GsVqtWI2m3nttdf4lV/5FRKJBH/1V3/FwMAATU1NPP3005SVlS0ZXzlx4sSax0o2OiuksT5oDuYOa/0FX+75VnJkNpuN559/XsZhcrkcVquV9vZ2otEokUiE8vJyOXDsk08+wWAwMDAwQC6XA+bV+isqKkin03LG0c2bN8lkMlgsFjlWBMDhcMhditfr5e///u/R6XRUVFTcM7u1Hg5Aywo9fmgOpoC1/oIvFW9ZyZHF43Gi0Sg6nU4qxcXjcW7dukU+nycUCiGEoKuri7GxMeLxOB0dHaRSKTKZjBzjqop4ZzIZtmzZwuDgIIqiyJYCVcRbbRVobm6mvLycxsZGAoGADACv9VB5jSeLJ9rBrHda9F6BXjUeU9iwqF6vardUV1eTy+Vobm7Gbrdz+fJlRkZGEEJI0aaLFy/y+eefY7VasVgsBAIBqfxfV1dHd3c3f/d3f0c+n8fr9coRrqFQCKvVuiB9rTrCpqYm3n33XeLx+JoPldd4snhiHczDSIsupatrs9kW6LQUNiyOjY3h9/uJRCJYLBY8Hg9f+tKX+PrXv85PfvIT+vv7mZ2dxWq1YjQaiUajOJ1OqqqqsNls9PT0EI/HZdp4bGyMaDRKJpNBURRSqRQ2m41oNIrdbqempoba2lq5U3oYQ+U1niyeWAfzMNKiiwWvC/uPdu/evWDm9A9/+EPC4TDDw8OYTCYOHTpEaWkpX/va12hoaODYsWOcP39ejhoZGxuTAV2LxUI0GqW5uZnJyUmMRiPpdJpQKEQ0GsVsNsufA4EA2WyWXC5HeXk5+/btA5Dp74cxVF7jyeGJdTAPmjUq9ni1e/du+biwCRCQrz89Pc2//uu/YrfbSaVSHDx4kNLS0gVl+Fu3buVrX/sa586dY2BggGAwSGVlpeyOtlgs+Hw+mZZWe5VCoZCcCtDU1MSNGzdwu93kcjn27duHTqe7S1VOGyqvsVY8sQ7mQaUtVzpeLb7myJEjC3YzgNSsVbVWIpEIOp2OQCCAyWTCZrPJGE0mk+GVV15hx44dfO973+Pzzz/nxo0bOBwOmQmKRqMcPXoURVG4cOEC2WyWxsZGXC4X2WyWeDxOTU0NQggcDgetra3Y7fYld3FaRkdjLXhiHQzc/yIqPF4NDw/T09NDW1vbgudS5zSr+rSZTEbOJjp37hznz5/H5XKxe/duysrKMJvNjI+Pk8/niUajNDU1kUgk6O7uJplMsn37djweD6WlpQDU19czNzeH1WqVWaNYLMbAwADl5eW89NJLfPrpp3g8Hux2O3v27OHy5cs0Nzej1+v58pe/TFNTEx999NGKuzitR0jjfnmiHcz9oh6vhoeHpRDT1atXefHFF2XfkNFopKurS+4K1DEdly5dWiAgNTc3h9/vp76+HrPZjKIohEIhZmdnGRsbI5lMMjo6ysDAADMzMxw9epQvvviCiYkJjEYjDoeDnTt3Eg6H6ejo4IUXXiAcDtPW1kY0GqWyspKuri5GRkaw2+3s37+fYDBIXV0d5eXlMrhcV1cnM1mLp0E+Cj1CmhPcnGgOpkgWf4G/8pWv0NPTQyqVYmpqiomJCa5du8ahQ4dwuVy0traSzWaxWq309/fz3nvv4XA4ZBGc3+/H5XLxt3/7t0xOTjI1NUVtba1MUadSKenI/H4/09PTcnejZqKMRiNlZWU0NDSg1+txOBxcu3aNeDzO9evXZVc1wFNPPYUQgqmpKVwul5wbrUoxDA4OcuTIkQXSDOoRcrP3CD0qTvBJRHMwRVAoS6nq4tpsNtra2rh69Sp+vx+n00kkEsHhcJBKpYhEIhgMBinIpP7daDTS0NBATU0NNTU1nD59mkQiQTAYpLm5mRMnTuD1ehkcHGRsbIzu7m7y+Ty5XA6dTsfU1BQOhwOj0UgqlaK6uhq73S6zPrFYDJvNxs2bN2lpaSGTycjOaYC2tjbZXhCPxxc4j7GxsbucyaPQI/QoOMEnFc3BrEA8Huftt9+mq6trgS6uGr85efIkMF+e39/fTzQalTuYPXv2MDw8TE1NDR9//LE8ohw+fJjq6mpu3LghnYs6DiQajdLX1wdAa2srJSUlJJNJhoaGpBqdXq/H6XRSXV3Ntm3bMJvNbNmyhenpaTKZDGazWUorFP6cTqdxOp1yl6KiOo+6ujqpras6k8LU9WblUXCCTyqag1kBdWazeqypqalZ8AUuLy/njTfeIBQKSVX/wgmLbrebfD5PMpnE5XLJhe3z+eju7qapqYmPP/4YRVG4ffs2brebyclJWltb8fv9HDlyRKa6I5GIHFav1+spLy+XDYk9PT309vZiNpuJRCK8/PLL5HI50uk0IyMjUnITWBCgbmtro7KyUrYELJdZ+/zzzzftEURrlNy8aA5mBQp1cWtqajh58uSyKvmFX3D1jl9XV8f169eJx+N88cUX+P1+YH7H09vby759+2Qj4szMDHa7nWQyyczMDDqdjunpaZlejsfjOBwO/H4/DQ0NWCwWbDYbqVSKnp4eIpEIjY2Nso1geHhYSnJGIhHsdjtffPEFgAxQw/wORq23WSqz9igcQbS0+ubkiXMwq802FKtCtzjIqG7bw+GwnPUMkM/nuXTpEgcOHJCylKlUioqKChKJBDqdTgZ5AT744APC4TBCCKxWKyUlJZSXl/OVr3yFrq4uMpkMly5dYmRkhFQqRSAQ4MSJE7S2tjI5Ocnw8LBsKVBlLw8ePEgkEgEoarKidgTRuF+eKAdzv9mGle6OS93hq6urpWN64YUXeOutt+jr68Nms3H16lV6enoIBoO4XC65O9m5cyezs7PYbDY5DVGtoVGPRM8//zw3btxgYGBAdlOPj4/jdDpldujgwYNkMhn279/PL37xCxwOB/39/XI+UnV1NdXV1XfFW+71/rUjiMb98EQ5mJW2+sXsbpYaUG80GmVdTDablVMR1efw+XwcOnSI6elpbty4QTqdxmKx4PV6pXi2y+XCbrdz9epVAoEAQgj0er2M4ahZq6GhIaanp+Vc6KNHj3L58mVSqRQGg4Hdu3dz5coVuru7yWazGAwGamtricfjtLW1sWfPHmnXapyGdgTRuB+eKAdzr63+asv/CzGbzXK3YDAYOHPmDB0dHQQCAd5//31GR0cZGxtjaGiITCaD0+kkn88Ti8UoLy/HarXS1tbGhx9+SCaTIZVKoSgKOp1OdkCbzWZeeeUVOjs7pa7L+Pg4oVCIo0eP0tzcTDQapauri56eHioqKvB6vXL0LMyPGNmzZ4+0W3MaGuvNE+Vg7rXVLyaQqc5t1ul0TE5OYjAY2Lt3L1NTU1Lz1uv18vOf/5xTp07R2dkpU8Nms5lYLCYL57Zv386WLVuoqKiQNS41NTWEw2EmJyelgzGZTNTV1RGNRvnBD34gs0Jer5ddu3bx9NNP09raKkv+BwYG8Hg8MuP1zDPPIISQ0guFkhGac9FYb54oBwPL37WLCWRmMhlOnz5NJBIhGAzKOpdcLkd7ezu3bt2isrKSYDC4YFbzzMwMHo+HWCyGXq/HZDLxwgsvyKH0tbW16PV6DAYDFosFi8UCQDqdJpfLMTU1RT6fp7+/n8bGRlpbW/F4POzbt489e/bg8/lkJqi3t5fS0lK2bNkiM169vb0Eg0Fg5bnRGhpryRPnYJajmEDm+Pi4TFl3d3fT0dHBtWvXyOfzfPLJJwQCAUKhEIqiMDExIYvizGYzZWVlJJNJWfV75swZnnvuOfL5/F2NigaDgWw2i9PpZM+ePaTTaSKRCLFYDL/fz+7du9m9ezdf/vKXGRgY4MyZMwwMDNDb28uePXtkId/iWMtq5kZrvT0aa4HmYAq4V0xiZmaGS5cuMTMzw9TUFBaLhWw2S0lJCXq9nk8//RSHw0FdXR3Dw8NUVFTIeIrVasXv98vYSS6XY2hoCI/HI0W49Xo9o6OjBAIBLBYLVqsVu92O1Wpl7969fPbZZ2zZsgWHw0F7ezulpaX85V/+JcFgkKmpKXbt2kV1dbV0Lot1gNXGxWLSzVpvj8ZaoTmYFVB1c999910GBgbYtWsXNpuNF154AYPBIAvcfD6flE2w2+0888wzXLp0iWQySU1NDTdv3iQWi5HNZgkGg6RSKWZmZjAYDIyMjOByuTCZTDIAXFVVRX9/P+FwmHg8zksvvYTJZEJRFKnnUtiy4Pf7aW1txe12L+scik03PwqFdRqPBk+0g1npGKDeyUdGRujq6qKkpAS/38+uXbsYGBggHo+j1+tJJBKYTCay2SwAVquVQCBAWVkZo6Oj9PX1IYTAbDbLwWiqY4H5ql51t1JTU8NTTz2FXq8nmUzywgsvEAwGOXz4MJWVlZw/f56rV6/y+eefYzKZ0Ol0cpbSyZMn5a5pOedQTOZIK6zTWCueWAdTzDFAFY2amZlhYmKC4eFhtmzZQiaT4erVq9hsNoaGhuSo1kwmQ2lpKXv37uW9995jfHxcxm2y2SwOh0M6JbUyF8BkMsk2gMrKSr7xjW/w/vvvYzabuXz5Mq2trTidTmmXGjBub2/ny1/+MlarVcZcij0GrYTa/6SNLdF4EJ5YB1PMMcDtdpPNZgmFQrS3txMIBDh27Bjj4+P4/X6i0ag85pSUlBCJRPB4PHzyySf09/cTCARIp9Myg1NWViZTz6qUQzqdJpVKEY1GARgcHOTTTz/FbrfL5kSv1yt7iGKxGMFgkMbGRjweD2VlZQvGt9pstrtEpFbDYse7VqNhNZ5MnlgHU6hKV1h9W4gqx6A6gFwux/j4uJxNNDg4iNfrJZ/PYzKZ2Lp1K1VVVVy5coWpqSmmpqYQQpDNZqmqqkKn08ldRTKZJBgMYrfbSSQS5HI5crkcNptNavOGQiFMJhMDAwMcOHCAYDDIc889h9lslto0i3coi0WkCndmxWSGtPiLxlqi22gDNgr1Th+LxYhEIpw5c4Z4PL7kdaWlpZjNZoQQJBIJhBDs27dPqsXpdDra29t5/vnnef/99+nu7pYTGFUHEw6HicViVFZWks/nARb0G+VyuQXxGUVRSCaTsvL29u3bmM1mtm7dyhtvvMHx48eXPdapDiKVSslskroz+fDDD3nnnXeWfK+gxV801pYnbgdTeBcPhUJyJOv169fp6Oigo6NDXmM0GqXKW11dHbdu3aK0tBSfz8eVK1fkTkJdhD/5yU8YGRkhl8uRyWTkzshkMkmx7nQ6TT6fx2KxyKNTLpejqqqKbDbLL/3SL1FZWYnJZOLKlSukUimpYHfkyJEFGaGlWM5BFLsz0RobNdaSJ8rBLI4v1NXV0dfXx9zcHOl0mjNnzlBVVcVHH31EOBymu7ub5uZm+vv7qa+vl5W5uVyObdu24Xa7uXbtGlNTU7KrWafTEY/HyeVyGAwGKb8QCASIxWI4nU7S6TQej0cOoNfpdCQSCak8d+nSJaqqquRokV27dhEMBslkMiu+x+UU6FazM9F6lDTWiifKwSy+i6uxEZgvnQfo7e1lcnISi8XCzMwMe/bsYceOHdTU1BCNRgkGg+RyOXw+H9PT01JFbnR0FKvVKnuN1F4is9mM1+vF4XAs0NedmZnBbDaTz+epr6+npKREdj4Hg0H2798vrx0cHKSkpGRJp7BcXGUpBbqldiZaxa7GevLEOJh4PC7jDupdvLW1laNHj3LhwgXMZjMlJSX09PRw8+ZNqYv7zjvvUFtbS2VlJT/60Y+YmprCaDTyzDPPkE6n5RjWeDwuYy4ej4dkMkk2m8Vms1FTUyNrXtSGR6PRKPV2a2pqqK+vx+PxSOkGVQIilUotGy+Jx+OcOnWKQCBASUkJJ06cwGazLXscWrwz0Sp2NdabJ8LBLJZZOHjwoKzv+MY3vsHhw4cBSCQSfPTRRzz11FOyzuSHP/yh7PeZnJxECEEsFsPn82EymbDb7bK2xeVyyQWu1sZ4vV7m5ubIZDKUlJSQy+UwmUzk83mmp6cxGAykUil27drFt771LYxGo9T2nZ2d5aOPPlq2E9rn83H58mUcDge9vb0cPHiQ5ubmoo9DDztjpO2WnjyeCAezeCEV3slttvlZzOpuoLe3l2w2i9vtZnp6GiEEO3bsoLOzk2w2SyaTIZ/PEw6HaWxspLa2Fp/PRz6fZ2pqCp1OR0lJiSykm5yclCX+NpttQSwnk8lQXV2N0+kkEAiQyWRoaGgA5hfjhx9+SG9vLzdv3qSuro7JyUlKSkrk6JTlKDZQ+zAzRtpu6cnksXMwS90lCxeSek08Hr9LDwbg+PHjcghZIpHg1q1bDA8PU1paSj6fZ3JyUhbBVVZWykFmkUhEOqBwOCyPToqi4Ha7KSkpYevWrbS1tTE1NcXNmzfJ5/OMj48DEAgE6OzslDurgYEBhoaG2Lt3Lx9++CHXrl0jHA5z4MABmpubpSznoUOH5BFpccFdMSp1DytjpNXXPJk8Vg5mubtkYWals7OTzs7Ou+6i6t1bDahu3boVm83G9773PS5evCinM+r1evL5PDMzM1JSobS0VBbs5fN50uk0BoMBvV6PTqfDZrPR0dHB888/LwO8JSUlNDU1EYvF2L59Oy+99BLBYFDKKnz/+9+nu7tb6sXU1dUxMjLChadmhAAAGV1JREFU+Pg4W7ZskQ7hxIkTD+QgHlbGSKuveTJ5rBzMve6ShQtp8d/VjulUKkU6nWZubk4GVru7u4nH4wwNDRGLxTAajbI5cWhoCK/XS2VlpayeFULIYWcANTU1VFdX89prr8nX1uv1XLlyBavVitVqZc+ePbImJh6PMz09TSKRoKKiQg5cS6fTeL1eduzYsWB0SqEUg8/n27TxDa2+5snksXIwK90ll2oPWNwxXVlZSTwe56233mLv3r2Ew2Gampq4ePGiDOomk0lSqZRUpLPZbHi9XjlJMZvNkkwmcbvdRKNRUqkUFy5ckLOKrFYrv//7v08ikZD9QoW7q1QqRS6Xw+/3U1dXx7PPPsv+/fsXDEgr5FGJb2j1NU8ej5WDWekuqbYHqHOmP/roI3bv3i07poeHh+nt7aWlpYWrV68SjUYZGhqivr6ecDiMyWQikUhgNBrljOjx8XH0ej2BQEC2DgBS1FttGFRHlNy6dYtcLsfp06c5duzYXeljdXf1a7/2a5w5c4aKigpqa2sXTANQUeNNi2dMa/ENjc3CY+VgYOW7ZCaTwW63y8UIyI7ptrY2PvjgA+LxOIqiYLfb8fv9XLx4kYmJCaLRKEIIbDYbyWRS1r4YjUb5e/Uas9lMaWkpzc3N9PT0UFZWxltvvcXo6CiJRIJsNsv169d58cUXOXHixF2B6PHxcbZu3Uo2m13QIqCy1IQDLb6hsdkoysEIIb4K/BmgB/5aUZQ/XvT3fw/8WyAL+IHfVBRleI1tXTVqXALmdU3UWEoqlZKLsbq6WnZMnzt3DrPZTENDAz6fj3PnzmEwGPD7/TI+A/NOyuFwyFiMKiSl/q/NZqOkpIQXXniBlpYWbt68yZ49e/jJT34idxwej0cKUy0e1KZq56pTF5dqEVgcbzp48KA2LUBj07GigxFC6IE/B14ExoBOIcQpRVG6Cy77FDigKEpcCPE7wJ8A37ofg9aqGGtmZoYf//jH3Lp1C4PBIFX/E4kEqVSKr33ta9TV1XHjxg2y2SwHDx4kEAgQjUaZm5sjFovJGpZoNEo6nSaTyaAoivq5YDQaicVizM7OotPNN6bbbDa2bt1Ka2sr3/zmN/F4PFRUVHDx4kWSyaQUmfJ4PLJmxu12L3jfxUhJLI43acJQGpuRYnYwh4A+RVEGAIQQPwJOAtLBKIryQcH1F4FfvR9jHjRYqe5YEokE586d4+LFiwQCAdra2ujp6WFgYACAvr4+enp6sFgsTE9PYzab5ZB4gHA4TDAYJB6Pk0gkMBgMUkIhm81iMplkJ3U4HCadTqPX63E6nVRWVmK1WrFYLNy+fZuSkhKy2Szbt2+nsrKSiYkJWlpaeOmllygtLZW1K4vf9+JY0eLPQsvKaDwKFONgaoHRgp/HgKfvcf1vAaeX+oMQ4tvAtwFZsVrIgxRjqZW4ly9fJhqNks/niUQijI2NEYvF2LJlC7dv32ZmZgar1UpFRQXBYJDR0VHy+Ty3b9/GZDLR2NgoGxpVGUybzYbdbicQCEgVOlWVTj2+5PN5dDodLS0t5HI55ubmuHDhAhUVFVRXV1NWVkZlZSWtra2cPHmS8vJyabuaIi9838CCWNFSn8VGZGW0cn+N1VCMgxFL/E5Z8kIhfhU4ABxd6u+KorwJvAlw4MCBu57jQYqxQqEQgUAAh8OByWRibGwMp9PJ0aNHcTgcZDIZrFYrJpNJijup6v75fB4hBMlkEp/PRyaTQafTSS1dq9VKPp+XKnKJRIL6+noph5nL5TAajTQ0NKAoCtFolN7eXinV0Nrayuuvv87hw4dxu91kMpkFlcTLve/Fv9voxf2opMM1Ng/FOJgxoL7g5zpgYvFFQohjwHeBo4qipBb/vRgeZNuvluP39vYC8Nxzz5HNZmUQtqenh3w+T1NTE/l8nldeeYVgMMjPfvYz+vv7SaVS6PV6otEoOp2O0tJSZmZmcLlchEIhdDqd3NG4XC6CwSA6nQ6Hw4FerwfmNXcHBwdJJpNEo1F5jKqvryeRSDA9Pb3kZMXl3nfh7+DuY9TDXtxaub/GainGwXQCrUKIJmAceB34N4UXCCGeAv4S+KqiKNMPYtD9bvvVsvmOjg4ikQitra0AUvz6qaeeoqenh3Q6TSKRwO12Mzw8TE1NDT6fT/YNqTsWvV6Poijk83kpZQlIKUu1x0gIgcvlAsDhcEh78vk82WwWRVEYGBjA7XajKAojIyMcP35ctgUsVWm81GfR39/P5OSk7KzeiMWtlftrrJYVHYyiKFkhxO8C7zCfpv6+oig3hBB/BFxRFOUU8H8CDuAtIQTAiKIoJ9bR7mXp7e2VVbYqt27dAuZ3NRMTE7hcLux2O1NTUwwODpJIJABk/5A6DzqdTuPz+aTjURQFp9OJ0WiU5fmxWAyTyYTVaiUej8vWgStXrlBRUYHD4WD79u00NTXR3t7OyMgIg4ODC4LKK6GmrXt7e+nt7eXQoUMbsri1wLLGaimqDkZRlJ8DP1/0uz8seHxsje1aFUtVtH722Wckk0m2b9/OzZs3sVgstLe3EwwG6erq4saNG/T19ck50OpuBeaPL1NTU3IXc+c9ApBMJtHpdHi9XqLRKA6HAyEEbrebtrY2GhsbyWazeDweUqkUdrudffv2YTabCQaDHDp0aIEeTTEs7vRWa142Aq3cX2M1PPKVvEtVtA4PDzMyMkIikeDChQvU1tYC8zKSuVyO3t5e2Q2t6ufC/ERGVeW/EFU712KxyN1MLBbDZrPJDmqr1UpjYyPl5eUcPHiQr3/964yPj+N0Otm6dSvAgqK/1caXVAdVVVWlzSrSeGR45B3MUhWtkUgEmFeo8/l8tLe3c/XqVcLhMOXl5bJvSHUWKrFYbMFz53I5mQlSUSUx8/k8LpeLbdu2ydS1xWIhlUqRSCQ4e/aszDpVVVURCoWWDPAWg3Y00XhUeeQdjFpNOzw8jMvlorq6GrfbzdmzZzl9+jQzMzP89Kc/xWAw4HQ6uX37NhaLRerdZjKZBaX4Qgh5HDKZTLKGpba2FpvNRk9Pj0xtl5aWSgc0OzvL1atXZfn/wMAAFRUVeL1e3n77bdLpNL29vTLAu1j+ciW0o4nGo8gj7WBmZmZ4++235RHnyJEjAHLsSCaT4fjx43z66acy2zM4OMjc3ByJRIJ0Oo3ZbF7gYFTnAvMOxmKxoNfricViPPPMMwQCAdkaoI5vzefz7N27l+rqajlHyWw2MzExgc1mo7y8nNraWnp7e6Wg1fnz54nH4wvEujU0Hjce2cmO8Xict99+m08++YQLFy7IcSPqkWn37t0YjUbOnj3LxMQEo6OjvP/++/T09DA7Oyt1W9RjkKrir6ajdTqdnIw4Pj5OIBBgeHiYiooK6urqCAQCfPDBB0QiEUpLS7FarWQyGTweD5OTk7Ke5tVXX5V1M4cOHeL48eN0dHTQ1dUlRbvV2Iza6rDcFAENjUeNR3YH4/P5GB4e5sqVK4yOjso5Rn/4h/PJreHhYbxeLwaDAbPZzOzsLIFAQNawLEan00k5TLVNIJ/Py5nUyWSS6upqZmdnCQaDss5leHiYxsZGTp48KSt0Yb4mJhqNSoHuwvhJf3//Xa+vVclqPI48kg4mHo9z/vx5zp49i8/nI5vNYjAY+Oyzzzh16hTxeJxIJIIQgoaGBk6dOoXf77/nZER1ptFSr2UwGGR1rtfrJZlMUldXRyaToaWlZUFvUTwex+VykUql5HD6xfGTpcS6FwerVxuj0dDYjDySDkatedm5cycTExNEIhFCoRChUIi/+Iu/AOa1cPP5PPF4XB6J7oVOpyObzZLNZmWxXUlJCZlMhoqKCumwVImFZDLJ1q1b2bJly6q7nJcT6y4UnLrfjJOGxmbikXQwmUyGiYkJuru7pe6tXq8nGAwSDodJJBIkEgkaGhq4cePGghqZpdDr9bJFIJVKodPp0Ol07Nixg3A4jBBCpqAjkQgdHR2EQiG+8pWvkM1mpZavWt9S7MiQ5RyTWrmr9fxoPOo8cg5mZmaGP/3TP+Xy5cv4/X7a2tpksZs670gIQUlJCbOzsySTyRWfU81CRaNRAJnSbm9vx+v1cuXKFfR6PS0tLUxPT+PxeGR6/NatW1y5cgWj0cihQ4eKzggt1RldOCFA6/nReBzYVA6mGDmCsbExZmdnpah2Z2cnDoeDubk5stks6XQao9HIwMCA/Hm1KIqCxWLB7XbLSZBDQ0PY7XbKy8spKyujpaWFtrY2EokEs7OzAFL+ciUHowZ01QFti/VhtMI6jceFTeNgis2i1NXVodfrGR0dlUefHTt28PHHHyOEIJfLyflES2WLVkIVl1J3KerjUChEbW0t+Xxe9jQ5nU5MJhOBQEAOsy9mtxEKhQiHw4yMjOD3+wF444037joyaY5F41Fn09TBFGZR1PqTxcTjcTKZDC+//LKcmphIJLhy5QqZTEbWtKiNi4VjRJZDrYFxOp04HA48Hg8GgwGj0cjMzAwdHR1UVFTIyYwGg4HBwUEAvvjiC2w2G9u3b+c3f/M3iz4eud1ustksfr+fiooKDAbDku9XQ+NRZ9PsYFbSGik8Vpw+fVoOJ8vn86RSKTlKRBWFKuwxuhfquJHa2loURaGhoYG+vj6qq6uZmJigtbWVhoYGOjs7SSaTshsaWKD8X1ZWJuMnKx1tbDYbJ0+eBJD9SkvtfDZawU5D40HZNA5GjTuoVa2LUXc4DodDKs4NDw9L+YRoNIrFYiGZTBbtXHQ6HWazmZ07d8py/qtXr0odmLKyMmC+buXEiRMLuqFhaUnLYovlysvLeeONN5Z1IFrhncbjwKZxMCqff/75XYtKzQ6pcYtsNotOp5NjRNQu6MKxIvfCZDKhKAqKomA0GmWbwPT0NFarlY6ODvR6PXa7nd7eXoLBIEeOHLnLtsWB2KXEu+/lFO4VZ9HkKTUeBzaVg1lqUcG8Fu2tW7f46U9/SiaTIRgMyphLIcUGddPptBwtYjabFziG/fv3Mzs7i9/vR1EURkdHMZvNsomx0LbFui5rKSmpyVNqPA5sKgezeFEZjUZ6enoYHBzkH/7hH6SgNszXrhQTxF2OwpEkFRUVuN1uQqGQbCmIx+PMzc0RDAapqamhrq6OwcHBey74tUwva6lqjceBTeVgChdVJpORUgwff/wxkUgEo9F4l9rc/eJ0OtHr9VRUVCCEIBaLceDAAdlHlMvliEajWK1WDhw4QHl5eVELfi3Ty1qqWuNRZ1M5GEAuqL/5m7/h6tWrlJSUyAVvMBhkP9D97l50Oh0mkwmbzUZDQwOvv/46H3wwP5gylUqxZcsWAKamppiamqKmpob+/n527typLXgNjVWy6RwMzEsxXL9+naGhIX7xi1/IIWX5fF72Dd0v5eXlPP300+h0OqnLEo/H2b17N1VVVXI4mjqAraKigqmpKXw+H83NzWv4LjU0Hn82lYNR6z4mJia4efMmvb29MiYSCoXI5XJSVqHYgK46U1ptXlSrbxsaGjh58iQXLlzA6/USCoVwOp1SOqG6uppYLMa1a9eYnZ3F6/VqA+Y1NFbJpnEwhYV0H3/8MYFAgHA4LI9C6q5lteX/VqsVl8uF2Wxm165d2O12ampqqKqqwmq14vV68Xg8sidIdSAul0vWxrzyyiskEgktVayhsUo2hYOJx+P09PQQDodxOByk02lSqZQU134QbDYbBw4coKamhlgshtvtZvfu3Zw7d05qvhw+fHjB7qSw6M/r9ZJIJB56qlir4tV4HNhQB6Nq0HZ2dpJKpeju7sbr9TI3N4fVaqWkpETWo9wv6XSamzdv0tfXh06nw2AwMDk5idvtlmNYlxvb2tzcLI9MD3Oha1W8Go8LG+Zg8vk877zzDpOTk3KcRyQS4eLFi2SzWSYmJpidnb1v52K1WgHYvXu3nDDQ0tJCLBajpKSEtrY2gsHgijuTjcgcaVW8Go8LG+ZgVFmFpqYment7uX37NmNjY3JW9Ozs7H2noquqqigvLyedTjM3N0djYyORSITe3l6MRiPbtm3j1VdfxWg0bsojiFbFq/G4sGEORq/Xy3Goe/bsIRAIyMHwqpL//eB0Omlra6OiooLnn3+e8+fP09raitPpJBwO09zcLCUaNusIVq2KV+NxYcMcjE6nW6BB+4//+I8Eg0EsFsuyHdXFoPYYBQIBrl27RkVFBS6XC6PRSGtrK2az+ZHYFWhFfRqPAxsa5FUX0cjICJcvX5ZFb/eDxWLBarVSW1tLNpvl4MGD2Gw2KeEwOjpKe3v7XRkjDQ2N9WPD09TxeJyf/vSn9PX1yYkAq8FisWCz2di7dy/l5eXs2LEDt9tNSUkJZrOZubk5BgcHcTqdGAwGbWegofEQ2XAHMzAwwNmzZ2VwdzUIIaisrMTpdOL1eikpKeE3fuM3KC8vl/GLmZkZbty4QSQSob+/H6PRuE7vRENDYzEb6mBmZmb4l3/5FwYHB++rS9poNOJwOKiqquLFF1+UwdvCXYo6TkQd5brSADYNDY21Y0PrYH784x9z/vx5uru7V/3va2pqqK+vZ+vWrXK0a1VV1V3BW7fbfdcoVw0NjYfDhjmYTCbDRx99xC9+8YtV7SqEEOzcuZMtW7YwPj7OrVu3ePrppzly5Ahbt25dsiJXS/lqaGwMG+ZgstksH3744aoHo7ndbjweDy6Xi9raWpl+VlX9F6P19GhobBwb6mBWW+9iNBppa2tj3759RCIRFEXBZDLh9XqXHfuh9fRoaGwcG+ZgIpHIqq7X6/U0NTVhtVpJJBIcPXqU/fv3Y7Val61r0Xp6NDQ2lg1zMDMzM0Vfq9PpaG9v50tf+hIdHR0cO3ZsyXjLYrSeHg2NjUU8iBTCA72wECu+sMPhoKmpiaamJn77t3+btra2VVfhajEYDY0HRwhxVVGUA6v9d0XtYIQQXwX+DNADf60oyh8v+rsZ+G/AfmAW+JaiKEOrNaYQu93OG2+8wc6dO/F6vRw9evS+HIRWuauhsXGs6GCEEHrgz4EXgTGgUwhxSlGUwuKV3wICiqK0CCFeB/4P4Fv3a5TRaOTll1/mD/7gD9ZdUqGYHY62C9LQuD+K2cEcAvoURRkAEEL8CDgJFDqYk8B/vPP4vwP/jxBCKPdx/qqtreXAgQP83u/9Hg0NDav956uimCyTlonS0Lh/inEwtcBowc9jwNPLXaMoSlYIEQLKgAWRXCHEt4FvL/M6ChAfHx9PjI+PR95+++0g8GCCvCtjBBxAlvnPIgosrvpb6ho3i97bI0Q5mu0bxaNs/7b7+UfFOBixxO8W70yKuQZFUd4E3gQQQly5n6DRZkCzfWN4lG2HR9t+IcSV+/l3uiKuGQPqC36uAyaWu0YIYWD+Dj93PwZpaGg8PhTjYDqBViFEkxDCBLwOnFp0zSngf77z+DXg/fuJv2hoaDxerHhEuhNT+V3gHebT1N9XFOWGEOKPgCuKopwC/l/gb4UQfczvXF4v4rXffAC7NxrN9o3hUbYdHm3778v2DSu009DQePwp5oikoaGhcV9oDkZDQ2PdWHcHI4T4qhDithCiTwjxvy/xd7MQ4h/u/P2SEKJxvW0qliJs//dCiG4hxOdCiPeEEFs2ws6lWMn2guteE0IoQohNkz4txnYhxDfvfPY3hBB//7BtXI4ivjMNQogPhBCf3vnevLwRdi6FEOL7QohpIcQXy/xdCCH+y5339rkQYt+KT6ooyrr9x3xQuB/YCpiALmDHomv+F+Av7jx+HfiH9bRpjW1/AbDdefw7j5Ltd65zAueAi8CBjbZ7FZ97K/ApUHLn58qNtnsVtr8J/M6dxzuAoY22u8C254B9wBfL/P1l4DTzdW9fAi6t9JzrvYORbQaKoqQBtc2gkJPAf73z+L8DXxZCLFW497BZ0XZFUT5QFEUd5HSR+RqhzUAxnzvAfwL+BEg+TONWoBjb/x3w54qiBAAURZl+yDYuRzG2K4DrzmM3d9eUbRiKopzj3vVrJ4H/psxzEfAIIe45HnW9HcxSbQa1y12jKEoWUNsMNppibC/kt5j37puBFW0XQjwF1CuK8i8P07AiKOZzbwPahBAfCyEu3un23wwUY/t/BH5VCDEG/Bz43x6OaWvCatfEugtOrVmbwQZQtF1CiF8FDgBH19Wi4rmn7UIIHfCfgV9/WAatgmI+dwPzx6Tnmd81fiSE6FAUJbjOtq1EMba/AfyNoij/lxDif2K+fqxDUZT17rtbC1a9Vtd7B/MotxkUYztCiGPAd4ETiqKkHpJtK7GS7U6gAzgrhBhi/jx9apMEeov9zrytKEpGUZRB4DbzDmejKcb23wJ+DKAoyieAhfkmyEeBotbEAtY5aGQABoAm/kfQa+eia/5XFgZ5f7zRwa5V2P4U80G91o22d7W2L7r+LJsnyFvM5/5V4L/eeVzO/La97BGx/TTw63ceb7+zQMVG215gXyPLB3lfYWGQ9/KKz/cQDH4Z6LmzEL9753d/xPwdH+Y9+FtAH3AZ2LrRH/IqbD8DTAGf3fnv1EbbXKzti67dNA6myM9dAP8385pE14HXN9rmVdi+A/j4jvP5DDi+0TYX2P7/AT7mJUvGmN9t/Tbw2wWf+5/feW/Xi/nOaK0CGhoa64ZWyauhobFuaA5GQ0Nj3dAcjIaGxrqhORgNDY11Q3MwGhoa64bmYDQ0NNYNzcFoaGisG/8/tl1MZOowadMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. NUDT21\n", "n = 5192\n", "SpearmanrResult(correlation=0.8925655057773901, pvalue=0.0)\n", "(0.8470834005022289, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. PABPC1\n", "n = 5231\n", "SpearmanrResult(correlation=0.9907217201717271, pvalue=0.0)\n", "(0.9920970228428011, 0.0)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. PABPN1\n", "n = 5234\n", "SpearmanrResult(correlation=0.9868614018616282, pvalue=0.0)\n", "(0.9883314458218786, 0.0)\n" ] }, { "data": { "image/png": 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H3+/H7XZz4sQJEokEVquVnp4eOjo6kGWZCxcuEIvFyOfzlMtlqqurRV+RksTNZrPIsiwERPm3LMvodNc/wkrDoyRJ2O12Ghoa6O3tZWZmhn/4h39gx44d9Pb20tnZicvlYmlpibm5OfFe3crS8lZQBUblgWSzd+TV29EVFRWiXN5oNDIwMLDi+M0svZTnHxgYwOPxcOHCBcrlMoVCgdnZWRoaGti7dy8AXq8Xk8mE1WrFZDLR2tpKLBYT28yJRAK9Xr8iBwPXRUav11NVVUUymaRcLlMqldi+fTsHDx6kurqayclJEokExWKRyclJmpubqa+vJ5lMMjk5KZLWzz333C0tLW8FVWBUHkhW35GV5OzNvFyWRzWKSCjn2Lt374pzrEY5p9IxncvlOHz4MGNjY2QyGaanp2lqaiKRSPDzn/8cjUZDMBiksbGRVCol/m5paeH48ePodDoMBgNut5vZ2VkRzWi1WmHXYDQakSQJl8tFIBCgoaEBi8XCV7/6VX72s58xOzvL/Pw8gUCAmZkZvv71rxMOhwFuqDy+220CoAqMygPK8jsyICKRzXi5LF9iLb+rb5TQXW7RMDIyQmdnJ6Ojo7S2tlJXV8fu3bt5++23KZfLjI6OotfrgevVvhaLheHhYQAWFxfxeDwkEgmMRiOJRAKTybTCRKpUKqHX6zEYDNjtdgAhRB0dHXR2dqLT6XjppZfI5/NcvHgRs9lMe3s74XB43U7wu90mAKrAqDygbBSJbOTlst451op8gBtaB5TSfJvNRrFYJJPJEI/HOX78uNgV0uv1eL1eSqUSDoeDjz76iKWlJQYGBkRtjVarFfYLFRUV1NbWkk6nkWVZuN9lMhl6enrw+/3Y7Xa6u7spFAoUi0UhqFVVVaLe5urVq9hsNhobG9etPL7bqAKj8sCyXiSykZfLRueYnJxckZPJ5XKk02mcTifPPPMMRqOReDyO2WwmGAyi0+nYsWMHv/zlLymVSjQ2NiLLMpWVlbS1tTE0NCS8WWpra5mbmxNFcUp/ksFgIJvNks/nMRqNoklRqZG5cuUKnZ2dNDQ0iEkDjz76KJcvX6ayspIzZ84QCAQwGo2Ew2HhWjc3N3fHc6c3gyowKg88N/Ny2ex2s9/vx+PxiLzKlStXqKqq4sKFC3R3d4tCvL6+PgAuX77MwsICRqMRg8HAyZMnKRaLpNNprFYriUSCXbt2CX9eSZIwGo3o9XoqKyvp7e0lFosxOztLPp8XzY2lUgmtVsvWrVtFFOJwONi/fz9ms5lMJsPMzAy/+tWvhKWDw+FAp9MRCATEslFJ8KoRjIrKHbI6v7D865sVmCkOdQ6Hg2KxiNfrRa/XrxjNevLkSerr6xkYGMDv92MwGPjiF79IOBxGq9Xy0UcfUSgUxMxos9nM0tISwWBQPGe5XCafz6PRaHA6nYyNjSHLMn6/H1mWhS2EzWYTSV63282+ffsIBoP85je/4erVq6JRMhKJ0NjYSEVFBU6nk+3bt/PUU0+xuLi4IsGrCoyKyj1iM9vZy71qdTodBw8epL6+HoCPPvqIpqYmdDodHo+H06dP4/P5SCQSXLx4kSeeeIJisUhnZyd6vZ4rV66g0+mwWq3U1dVht9vRarVIkiTERZlNdP78eZGLAcTPVVVV0d7ezh/+4R8SDAY5c+YM2WyW+fl5dDqdEC2DwYAsy3R0dLB161a2bt1KLBa7J9vR66EKjMrnGiU6Wa81ALjBq9blclFdXc1LL73ElStXyGazTE5Osnv3bmEEpWxBJ5NJZFlmcnKSqakpyuWyiJ4UUynFH7eyshKLxSJaBmKxmDCUUvIyOp0OvV5PY2Mj09PTFAoFkSxeWFgQTniKEBWLRRwOB9lslpaWFqLR6E232+8mqsCofK7ZjJO+suW9uLi4orlRr9ezb98+ITxVVVXs37+fkydPMjU1xezsLIlEgtraWjEaJB6PMz09jVarRZZlHnvsMex2OxMTE6J6t6GhgStXrlAoFMjlcuh0OpqbmykUCmKnSKvVcuHCBbRaLY2NjYRCIRoaGojH42zbto2+vj76+voYHx+ntbWVkydP4vV6RRf1vRYWhU0JjCRJzwP/A9AC/yzL8n9f9XgL8C9A5W+P+b9lWX7nLl+rispdZ7NO+rlc7oboZnXVL8ChQ4ewWq28+eabWCwWCoUCExMTJJNJYbGgRCIAU1NTFItFrFYrFouFeDwuJjlqNBr0er2Yh6RMbxwdHWVoaIi+vj6am5uprq6moaGBpaUl3n//fSorKwkEAjQ3Nwubh3379rF3795PVFxgEwIjSZIW+C7wLDAHDEiSdFSW5ZFlh/0V8B+yLP9PSZJ2Au8AbffgelUeAO5F1+7tslok0uk0oVBoRY2Iz+djaGgIm83G0NCQMGpabuHw4Ycf8vbbbzM9PU19fT3pdBqTySRyHlu2bGF0dFSMd43H41RXV9PU1MTi4iLpdFpYMxgMBuH8b7FY0Gg0pFIpSqWSGKxWLBYJBoMcPnyYl156CYBf/OIXuFwuSqUSuVwOs9l8T6pzb4XNRDD7gAlZlqcAJEl6E3gFWC4wMuD47b8rgIW7eZEqDw73qmv3dlktEr/4xS+YmZmht7cXh8MhPGJWEwqFmJubo6mpCYChoSFSqRRXrlzhtddeo7W1FZvNRl9fH36/n0QiIbaiJUmira2NmpoacrmcqJmRZRmNRkM6naaiooJ8Po/dbmd2dpZCoYBer8dut6PX60XBXE9PjzCOUpY/uVyO/fv3i2jlfr6/mxGYRmB22ddzwKOrjvk74JgkSf8HYAWeWetEkiR9E/gmQEtLy61eq8oDwL3q2r0TlOcfGhpClmXGxsbYs2ePWBYpW8HKGFe9Xs93vvMdkbf5yle+QiaT4fz58/h8Pt588022bNlCR0cHzc3NfP3rX+fXv/41586dI5VKEYlEMJlMoh0gl8thMpkwm83Y7Xby+Txut5tsNovf7xd2DLIss3PnTqqqqtDr9bhcLmZmZohGozz33HO8/PLLoolyraXQ/YgcNyMw0hrfW21l/jrwQ1mW/19Jkh4HfiRJUrcsyyv8/GRZ/h7wPYA9e/asP4JO5YHlXnXt3i2MRiNarZZgMEhdXZ2IJl5++WXx4RwfHyeTydDR0SFyKG63m3Q6TWNjo/jZeDxOIBAgHo9jtVrFcHrFGEoRV61WS7lcJhKJkEwmqa+vZ9u2bVRUVHDq1CkWFhbQarXU1tbyZ3/2Z+zcuZPFxUWRwF3esLiex+79ihw3IzBzQPOyr5u4cQn0DeB5AFmWz0iSZAKqgcW7cZEqDw63WkX7SbE8StmxYwd9fX1cvnyZgYEB0SCpUFVVRTabZWBgAKvVSmNjI4cOHeK9995Dp9ORy+Wora1lcHAQt9vN6Ogoi4uLLC0tAYgt6Xw+LwaxaTQacrkcer0ev9/P6OgodXV1VFdX09PTQzwep7m5GZ/Pxxe/+EXcbjfT09NcvXp1U7ad9yty3IzADABbJUlqB+aBrwL/bdUxM8AXgR9KkrQDMAHBu3mhKg8On1Re4FaWBBaLZUWUsrx5MRgMigFqSjVtuVxmbm6O9vZ2/vM//1PYU0ajUTo6OqitraVYLLJjxw5+/OMfCzHp6OggFouJSYrJZBK32y36lyRJIpVKkc1muXz5MlarVfjCAPz0pz+lqqqKffv23dJ7cb8ix5sKjCzLRUmS/gR4l+tb0N+XZfmKJEl/D5yTZfko8H8B/0uSpP+T68unP5I3msKtonKP2WhJsJEXzPJjRkZGhJVlT08PqVSKa9euiWmLiu+LUgNz4MABhoeHcTqdGAwGpqen+fd//3fGxsaA665zdXV1OJ1Ocrkcra2tBAIB3G435XIZu92OzWZDp9NhsVgIhUJs376dVColpjl6vV7efPNNTpw4QW9vLzt27NhURHK/IsdN1cH8tqblnVXf+5tl/x4Bnri7l6aicnuk02nGx8eJx+M39NxsVngKhQKdnZ1MTExQKBS4dOmSEJXx8XFyuRxLS0vU1NSg1+sxm8386Ec/EnU0PT09zM/PMzU1JQbTKw2HqVSK+fl5FhcXaWxspK+vj1KpRCKRoKKigmvXrokE8NjYGMVikUQiIc7V0tJCPB4nkUiIxkWlYfJmIvNJL0nVSl6VzyTrRSGrjZ8AHA7HCv+WtSYJTE1NcfLkSaxWq5jUqNVqyWaztLa2YrFYuHTpkjh+7969XL16FZPJRDKZFEVxSmXw1NQUer2edDotCuUymQzz8/NYrVY6OzvJ5/M4nU5CoRBLS0s0NzcTiUTYsmULAHv27GFwcBCj0SjqaSYmJvj4448xGAx84xvfwG63c/LkST788MMV2+qflhyXKjAqnwmW21HGYrEVDnXLoxBFQFpbWwHo7e1d4XuyOheh1+s5evQo77//PvPz8zzyyCNs2bKFQqHAK6+8AlxvMiwWi+zfv59yuYzH42FkZIRoNIrT6aS6uppoNIrP5yMajZLP55FlWTQclstlisWiaFwsFAqizygQCBCJRCiXy7hcLoLBIE1NTWg0GjweD6VSSUwgUIamLSwsUCqV+MEPfsDOnTuZmpqipqaGlpYWfD6fmLu01m7RJ71VrQqMyn1ho1/01Y+tjkrcbjczMzMcPnyYaDS6Iv+wXEAcDscNpkqrcxGxWIxIJEJVVRWRSISFhQXa2tpExPP000+L8/b39zMyMoJWqyWZTJJMJkXFrs/nE4PQyuWyiH5cLhcGg4FIJILBYKC6uhqNRkNFRQWZTIZAICAmNSoG38lkkra2Nh599FHK5TJ79uzBbrcTiUT4x3/8R8LhMHV1dSSTSeLxODU1NQSDQRoaGshkMvj9ftrb2294b+7HVrUqMCqfODfLg6x+bLUdZU1NDTMzM6J5b/mOyGaSmatzEU6nE4/Hg9vtpqurS0QuR48eFcV1L7/8Mn19ffz0pz8lHo8TiURETYvX6yUWi4nJARqNBqvVis1m4+GHH2ZxcRGr1Yper6e6uhqXy0VlZSXDw8MUi0WWlpaoqqrCZDJhsViIRCIUi0XGxsYwm828/vrrWCwW3njjDex2OxaLhXK5jM1mE5FaQ0MDzz77LKdPn8bj8eDxeNi3b9+K9+Z+bFWrAqPyibN6VrPP5xMFYmt9CJSoRLGjLBaLGzbv3UoyU9meVipglQTvlStXeP/997Hb7SQSCbq7uykWi9jtdnbv3s0HH3xAuVwWjYXlchlZljEajVRWVqLT6aiqquKjjz6iWCxSLpdpbm7GZDIRDocxmUy4XC7m5+dF0nd5c6LP5+Pxxx8XBXqxWAydTicMvRsbG/nGN75BdXX1imgM4PDhw3i9XmHLoHA/tqpVgVH5xFk+qxmuRxCKUKz1IVgelbz44ov3xKzaYrGg1+vp7+8nHo9z6tQppqamxM7MT3/6U/bv3y9mSjc2NgLX7Re0Wu0KYyiNRoPNZhPNk6VSiXw+z8LCAjt37kSn07F79248Ho+IYvL5PMFgkPr6erZs2cL09DRnz56lpaUFvV6PxWLB4XBQV1eHxWLh1VdfFe02y98Ho9FINBpdc7j9/diqVgVG5RPHYrGwd+9eIpHIDbmC9T4Ed7LFerN8j7IkW25JWS6XqaurY2JiglKpxIkTJzh58iT5fJ5wOEw4HCaXywm/FmVppBhzZzIZQqHQigRvqVTi448/prm5mcuXL4vdqaWlJRwOB42NjWg0GiKRCFqtlqeeegqz2UyhUMBisXDw4EGOHDlCdXU1g4ODYuTJ8vf1VpeH9xpVYFTuC263G6fTidfrvaHU/W5+CG6W2FzuaKdEGoFAgNnZWbRaLbFYDEmSxPJI2SVKJBJiKL0yKUCSJNLpNMlkEpvNhkajEclYpQ8plUrR0NBAMBgkFovR0dFBNptl586d1NXV0dXVhdFo5NKlS6J1QJmhVCgUsFqtG+ZQ7nf39GpUgVF5oFmv7kW5yyt1K/F4nHK5zEMPPcTS0hLz8/M4nU50Oh1btmzB7/eTSqXEjOpMJiN2iwBSqZSYF62Ii1LfUi6X0el01NTUkE6nmZqaolQqkU6n6e3tpa2tjd///d/n0KFDDA4OksvlePzxx0VE1d/ff0/Hu95LVIFRuS8oH/TNlrqvhzLgHn6XoF2+PFj9oSwoeTgfAAAgAElEQVQUCrzxxhvodDqMRiOtra00NzczMzNDIBDg/PnzovfHYDCIxsW9e/cyNzfHG2+8QTQaFTtFhUJBTF5UoiCLxUIymaRUKom5R0qexmAwUCwWqaqqElvKZrOZnTt3otfrxUC01cPi7uV413uJKjAq94W7cTdOp9McPXqUs2fPimmHy42ilud0fD4fmUyGt99+m9HRUSwWC8FgkO3btzM9PS22wQOBABqNhtraWhYWFjCbzczMzPDlL3+ZQCAg/GAWFhbEcxqNRsxmMxqNBoPBQG9vL9FolNOnT1Mul5EkCYvFQnNzM01NTdTV1RGNRikUCpjNZtxuNxcuXODcuXNiiJvCJzHe9V6iCozKfeFOdjSUpK0y+8dms5FIJIjFYthstjX9c4eHh/H7/Vy6dAmdTsdHH32ERqOhsbGRzs5Ozp8/z+zsLJIkUVtby0MPPUQ0GqWqqorx8XGOHDlCQ0MDGo2GaDQqtpkbGhpYXFwUSyOHw0EymaRYLNLW1kYqlUKv1/PII4/wyCOPEA6H6ejoEBMAqqqqWFpaEuNPhoeH8Xq9NDQ0YDQa74uP7t1EFRiV+8bt3I2XJ22VcyjLEYvFwtzcHHV1dWsWmLndbt555x1h0L1161aCwaCYoriwsCB2cRwOByaTiXQ6TTweZ2pqiubmZp5//nkuXLhAqVQimUySz+d58sknicVi1NTUEI1GRWn/l770JbZv347VahXDzsbHx0kkElgsFhYWFqipqREG4IpBeDqdplgs0tLSsuZ79GnyNL4Zmvt9ASoqt8LypC3AgQMH+Na3vsU3v/lN9uzZg8FguOFnlOWYz+ejqamJvXv3YjKZyGazaDQaXnzxRWpra8VIkWw2S1dXF93d3aRSKQqFAtPT0wQCAaxWK48++ihNTU3o9XoMBgNer5eKigrMZjNer5fh4WEaGhpoamriiSee4KmnnsLhcOD3+9FqtcIWU6vVEggEeOyxx3jssceQJInW1lZaW1sJBoMUi8Ublo6KwH7wwQe8++67pNPpT+R9v13UCEblM8Xq3I2yfFBGuK7Vg6Msx6ampvB4PIyPj4s6E61WK1zoYrEYCwsLpNNpFhcXMRgMdHR0EI1GiUQi/Nd//Rfd3d1iGaX4u3g8HqxWK5cvX6ZYLJJKpZicnKSjo0NYbirLQb1ez5EjR8QANIfDwdatW5mZmaGuro5sNktTUxOtra288sorN0Qon0ZP441QBUblvnOrIX9PTw/wO2PrdDrNhx9+yIULF7h69Sr79+9Hr9fj8/nEOS0WCy6Xi97eXvR6PWfOnCGXy+F0OhkfH+fYsWMEg0HS6TROp5NSqSSEJRqNUi5ft5eemprC6XRSX1/P7Ows58+fR6fT0dbWht1uR6fTsbS0RLFYZHBwEACtVsuzzz4rvGKeffZZAEqlEpOTk5w7dw6Px8OLL74olmurmzQVPmtb1arAqNxXbqXDd/WxSim8MrfIbrcLE6f+/v4bzrl8BtITTzxBd3c3v/nNb/jhD3/I8PCwmOVsNpsxGo24XC5cLhenT58WRuCpVIr6+noWFxex2+3ij1KNq0RDykgSj8dDMpnk448/RqPRUC6XeeKJJ3jllVeYm5sDYHZ2lvn5eX75y1/yhS98YV1xgU+vp/F6qAKj8omzPGJZHfL7fD4hBptdHihl+X6/n0wmw9GjR9m6dSvbtm1jenqa8fFx8aFd/uG8cuUKb775Jl6vl0QiQX19Pbt27eKrX/0q58+f58yZM8TjcdHEmE6nkWWZWCxGMpkUjYnRaJQtW7bQ1dVFZ2cnP/vZz8jn80xPTws/l2g0SiaTQa/Xc/r0aQ4cOMC2bdsYHBwkFovxyCOPUF1dfUOD4lrcja3qTypRrAqMyj1n+S8zsCIKOXjwoAj5c7kc7777rnCVWx3NrLU8CIVCvPfee3i9XiYmJjAYDGg0GlHINzk5STwe5/333+crX/mKaBD0+Xz86le/IhQKiURpPp+nt7eXeDyO1+tlaWmJyspKrFarGD4fiURIJBLU1NRgNpvZtWsXk5OTXLt2jWKxyK5du+jp6WFmZoZCocDc3Bytra1EIhFkWcZkMoldrHQ6TUdHB8lkErPZjFar3dSS507F4ZP0hVEFRmXT3M4v9upf5p6enhVRSKFQEIVw7777LqOjo9TU1FBXV7ci8lCeW6l0VT6IR44c4dKlS2KekSzLJJNJWlpaaG9vx+/389Zbb5HP5xkdHeWv/uqvGBwcZGJiguHhYerr60W/UVVVlVhuhUIhMpkMFRUVuFwuYYu5vHCuvr6ejo4Orly5QiaT4ezZszQ1NeHz+cjlcqIV4cCBA2SzWZLJJCaTifr6eorFIn/7t38rcjtK97PSFrCeCx1wx+LwSSaKVYFR2RS3e9db/csMrGnHYLFYsFqt1NTUsLCwIB73er0cPHhQ5FTguh9uRUUFPp+PZDJJTU0NU1NT2O12zGYzTqcTm80GwI9+9CPm5+cxmUxotVpOnDhBIpEQxkwOh4OHH36YYDBIoVDgxIkTIqJJp9OiYbFcLmMymYQlg9IRrtVqqaysxOl0srS0JBo3lQSvYkTV2NgoxFGv1/Mv//IvTE5OUltbK6YzKt3YG7nQrRbo2xGHTzJRrAqMyqa43bveWtvKbrf7hkhIScAqxWV2u11MBJibmxMGVceOHSMQCGAwGNBqtUxPT1MoFHjhhRdQJuUo0cwPfvADAoEAcL0ZcWFhgatXr+L1evF4PBgMBtLpNF/+8pd5++23RdSiWCxoNBoqKyvZunUriURCDKG3WCx87Wtf48SJE9hsNmFb2dzcjF6vR6vVsmfPHlFrs2/fvhWJW5/Ph91ux+l0iq5tpfaloaFhQxc65fXdiTh8koliVWBUNsVGd72Nlk6Kj4kyKH55bcrq45bXivT394vnampqwuv14vV6KRaLhEIhZmZmKJfL/N7v/R5LS0scPnxYCNfc3Bx///d/TygUIp/PY7PZKBQKOJ1O8XzK0PlyucypU6fEKJBSqUQ2m8VisZDNZpmZmSGZTNLQ0EBdXR2BQACHw8EHH3xAOp1m3759yLLM888/z6FDh9Dr9RQKBb773e+K2dXLX7fyXtbU1HDo0CGWlpZwuVwYjUaKxeINtS+bFehb5ZPqaVIFRmVTrHfXu9nSKZ1Oi+WN1+vdcGmlfH91rmV5w6Isy5w/f56lpSWy2SzvvfceX/jCF0RNjMVi4dq1a5RKJZqbm4WwLR94ZjQa6ezsxOv1YjKZxNCztrY2duzYwdTUlCjbN5vNlEolwuEw5XKZVCoFQGVlJbIs09/fj06nIxKJYLFYqK6uZnJykoaGBmpqaigUCqL+Zb33UnnN6wn0egZcnwVUgVHZNGvd9W62dLqVpdVGYmWxWOjs7OSll17i7NmzZLNZnE4nW7duFVu7SiTV2NhIV1cXsViMl156iddeew2n08k//dM/MT09jd1uZ8+ePYyOjpJKpURvUDKZxGKx0NTURDgcxmKxiFGuxWIRq9UqKnVbWlpEglir1TI1NcWRI0d45ZVXGBgYYHp6munp6RuMt9d7L5cL9t1087vfqAKjckfcLGF4KwnFm5lDWSzXfXP379/PxMQEiUSCqqoq3G73DeL0Z3/2Z4TDYaqqqigUCvzrv/4r58+fp1QqUV9fj9PpZOfOnZjNZsbGxlhcXKSmpoZr165ht9sJhUIiL+J2u4Xnbrlcprq6mmw2i81mw2aziblEOp1OFM+tZ7wNNx8a90mOFbnXqAKjckfcLGF4KwnFtYaiKfOQlPyEkr9YnbPw+XzC+jIej1MoFLDb7Zw+fZqrV6/yz//8z2SzWUqlEi6Xi4WFBWZnZ1laWiIcDuP1esXcolAoRCgUQq/X09LSIhLPzc3NXLlyhb6+PsbHx5EkicrKSnbs2IHFct2Uu6qqilQqJYRytfH2RiLyWesz2gyqwHyG2Wxdyr2u2lwewt9JiL9ajBS/3JmZGYLBIACvv/76moKl1+sZGhq6YYt3ZGSExcVFstnsCpd/k8lET08PZ8+eFbkeSZKQJElsfedyOZ599lkqKyvxeDzMzs4yPT2NTqcjkUjQ2tpKNpulr69PuNQNDg6KSZAHDx68pSXlZ63PaDOoAvMZZbPh9O2E3bcrSIrD3PJhZbdjJLX8eYvFIsFgUCxBFOvItT648XhcOPpHIhHa2to4ffo0hUJBLJVsNhuPP/44c3NzXL58WZT8GwwG6urqeOGFFzhx4gRLS0uUSiWuXr3Kww8/TE9PDyaTCYDdu3czOjrK9PQ0er1ezI9WPHSV7fXVyV1YX0SU197X10c4HL5h5+mziiown1E2G05vJq+xnDvJA/h8Ps6ePYvNZsPj8bB3714xUO1mrDaSUorpHn30URKJBJIkbXhXD4fDDA0NUS6XyeVybNmyhcnJSSRJwmQysXPnTsLhMC6XC41GQz6fx2g00t3dzdLSEt3d3Xz961/H7XbT3d3Nv/3bv5HNZhkbG0OWZZqamnjooYdwuVzo9Xo6OzuRZZlCocDQ0BCHDx8WM5M2ikDW2rZfPhp3aGiI1tZW6urqblmgP42oAvMZZbPh9Hp5jY3GeNyLPMDNoqLl0x6PHTsmGh87OzuZmZmhvr6ecDgsciOrz6OYMyk7PoqlZk1NDYODg8I4amlpiVgsxtatW7l48SLRaJTq6mo6OjoYGRnhV7/6FdFodEV/UjqdJp1O89BDD/HUU0/x9ttvUy6X8fl8PPnkk0xMTPDxxx9TU1PDSy+9dMP1rS71X71tr7x2vV7P2NgY+XyekZERuru76e7uvuP3/n6iCsxnlM0mT9fKa2wkIHq9nlQqxfT0NA6HY03hWk8s3G43+/btIxAIrJgZvToqWl3jonyAAbxeL4Ao/1dEQYlMLl68yK5du264w2/dupXOzk7GxsZobm6mtrZ2RVVuJpMhnU7jcDgwm81cvHgRnU4nXOmUaMfhcGCz2USy1mAwYDQaRXXx8ePHGRkZoaamhmKxyPT0NMVikdHRUfx+P1VVVSuuazOl/spNYGZmBlmWWVhYIJvNcvz4cWEK/lmNZFSB+QxzK8nT5cdtVJGrFI6tl6S8Wa3KM888w5EjR1bM81kuatPT0xw5cgSr1SrERrmj53I5urq60Gq1hEIhZFnm0qVLLCwsMDMzQ21tLcFgEKvVyvT0tFiCpdNpCoUCf/7nf85//ud/iv4gxQB827ZteL1e4vE4DodDDDOrr68nn89TU1PDs88+y5tvvsns7CyJRIJdu3ZhsVhwOp2YzWb27NkDwKVLlwgEAszNzfHCCy/Q09PD0NAQuVyOUChEIBBYIdqb7cVaXkh46dIlampqmJiY4NixY9TX139mt6xVgfmcsVHko3wYNkpS3iwCWmv64PJlmjLqQ3l8dZ9RNBplenqalpYWMQz+oYce4nvf+x6JRIJwOEx7eztWqxVgRf4iGo2i1WopFAoMDg7S3d2Ny+XiL//yLzl+/DjJZFJ0L3/00UdisuKTTz5JKpViy5YtNDQ0MDg4yI4dO/B4PBw6dIhsNsuBAwfIZDLMzc2h0WiQZZn9+/dTVVUlphqk02mxPFLYbKm/Ukj4ta99jSNHjpBMJpmenl7TAvSzhCown0PWi3w2k9e5ncK6zfYZwfWl0eTkJDU1NXz88cdks1nGx8epqamhp6eH48ePs7S0JKwQxsfHCQaDzM7OcurUKSFg2WwWs9nM7t270el0PPnkkwSDQXQ6HW+99RYWiwWbzcZf//Vf43K5uHTpEolEAq/XSyqV4sSJE2i1Wi5cuMD+/ftxu934fD7a29vFnGmlyG///v0EAgH0ej2vvfbaDRW6t1LqX11dzeuvv47P52NgYIBoNPqZ3rKWlA7UT5o9e/bI586duy/PrXIjSl5FadZbb4dpo2M2c47lx1VUVJBOp/F4POh0OiYnJ8nlcoyMjOB2u5mZmeHhhx9mcHCQSCQifHZffvllEokEVqsVq9XKqVOnCIfDpNNpZmdnCQaDmEwmmpqaeP755zEYDFy8eBG/34/D4WBmZoaHHnqIiooKvvnNb3L58mXOnj1LLBajWCyyc+dORkZGePrpp8lmsxw+fFgsxZZvwz/zzDPCfmGj13un/yefBmtMSZIGZVnec6s/p0YwKpvamt5MU+Nmt7eVCCoUCvGd73xHdB1/61vfQq/X8+KLLxKLxTh+/DhvvfUWpVKJuro6du/eza5duxgfHxfmTV/4whfEZAAlF2MwGCiXy0QiEY4fP04ikSAUColmxVKpRCgU4rHHHmN2dpZr165hMBiorKxkeHgYgHg8TiqVwmw2r5iq+PLLL6+IxJa/XmCF0fid8lnuQVJQBUYFn8+H3+/fcL1/s2M2ys0snx+9fEfE4/EQCoXYvn07c3NzzM/P09bWJrqSFxcX+fjjj2lqauIXv/gF2WwWu92O2+2mubmZ8fFxRkdH0el0PPfcc4yOjjI5OUkoFGJoaIhMJsP8/Dxms5lisQhc33a2Wq0kEgkmJib46U9/Sj6fJxQKUV9fT2dnJ08++SThcJh8Po/BYBBNjBaL5YYqY6U1wefzMTw8/ED1Ed0NVIH5nKMMWfd4PHg8njW7f1cf09vbK7aWb1bmvnp+dFdXl8hTjI+Ps7i4iM/nY8uWLYyPjzM9PS0+oI2NjZhMJoaHhykUCmJ+0MmTJ0VNz+///u8zPz/Phx9+iMVi4fDhw5w7d46LFy+K7WmHwyG2m+PxOABOp5MdO3YwMTFBe3s7NTU1vPrqq6IQ0Ww2YzAYCAQCBINBcrkcVVVVwPVdoL6+PtGaUFFRQV9f3wPXR3Q3UAXmU8L9Wm8rH6iNun+XHzM6OioEZ/mder1kZiwWIxKJYDAYmJ2dJZVKYTQaefrppzEajXzjG99gdHSURx99VNTPKEV2AwMDNDQ0EAgEqK2t5ezZs1gsFhobG2lra8Pr9TI2NkYsFsNsNrO0tITVamX37t288847JBIJSqWSGCvrcrlob29Ho9HgdDrR6XTE43ECgYCoIF6eV/mP//gPrl27RkNDA4VCgUgkwo4dO/D7/czPz1MoFHA4HGK37UHrI7obbEpgJEl6HvgfgBb4Z1mW//sax7wG/B0gA0OyLP+3u3idDzT3s01fiTyi0eia3b+rj1GGi611p14rZ1BRUYHT6eTixYukUim6urrELGaj0Ug2m2X79u1i2LxSuBYOhzl79iz5fJ5IJMKXvvQlPv74Y6qqqrh27Rp+v59wOMy1a9eIRCLodDrC4TCzs7O0t7fT0tIiBql1d3eTSCRobm4mFovx+OOPc/DgQbLZLHq9nvn5eZaWlnjrrbdYXFykr68PQFznwsICzc3NYvyr0WjEbrej1+ux2WxiKoBSy6LyO24qMJIkaYHvAs8Cc8CAJElHZVkeWXbMVuD/AZ6QZTkiSVLtvbrgB5H72aa/XuSxOqJab5v5ZndqJTHa3d1Nf3+/sDVYqx7k4MGDokjv3LlzZDIZAoEAkUiEU6dOMT09TTqdJhKJ0N7eTmNjI0NDQ2JAvWIIFYlE6O7uZn5+XgxBy2QylEolrFYrNptNRC0tLS1Eo1E6OjpwOp188MEHfPDBBxQKBYxGI7W1tSwuLlIqlUR0o7zmffv2iR0lRZjVPMxKNhPB7AMmZFmeApAk6U3gFWBk2TH/O/BdWZYjALIsL97tC32Qud9t+qsjj/UiKuWYWzWMtlgsdHd309HRsaaQjY+P09TUtKJIb3p6mtbWVvL5PNu2bRPRilItq9Fo0Gg0zM3NodfrkWUZu93O/Pw8iUSCTCZDQ0MDbW1tzM3N0djYyKVLl9i+fTsnTpzg61//OoODg9jtdhwOB0ajkUQiQbFYJJlMin6mQqHAli1bsFgsFAqFFRGesqOkvB5lXImah/kdmxGYRmB22ddzwKOrjtkGIEnSKa4vo/5OluVf35Ur/BxwK6ZMnwQ3i6hud/t0tW/M1NQU3//+9ykWi2KbWhFah8PBoUOH+OUvf0k4HObChQtiN6q+vp7du3ezuLjI3NwcVquVaDTK1q1bxZZ2JBLB5XJRLBbFsPpyuUx9fT1er5eBgQG8Xi/d3d3YbDa+/OUvU1NTw/Hjx8Xwt61bt9Lc3IzJZBJVuuu9Hrj/N4pPI5sRGGmN762uztMBW4GngSagX5KkblmWoytOJEnfBL4JiAl7Ktf5NNU83OkHZSNLSGWZ9d577zE8PMzw8DB9fX0icbraDFsZ7ZHP50Uzo8FgYGpqSpTnKy0AoVCI9vZ2CoWCcK9ra2sjmUwyPDxMOp3m0qVLbNmyhf3794scjE6no6Wlhc7OTurr69Hr9eTzeWESrvi9vPfeextaKHzabhSfBjYjMHNA87Kvm4CFNY75SJblAuCVJGmM64IzsPwgWZa/B3wPrlfy3u5Fq9xbNvtBWUtI1ltehUIhkV9JpVJcunSJfD7PxMSEqFXp7++nqqpKzHBWdme6urr4+c9/Trlcpra2lr1794pt8mg0Koamzc7OEg6H+cIXvsBDDz3E008/TVVVFTt27CAcDout8I6ODnK5HHv27CGdTq/IoVRXV/NHf/RHwu7h2LFj1NXVARCJRG667FFuFEq09XkXms0IzACwVZKkdmAe+Cqweofo58DrwA8lSarm+pJp6m5eqMrd5Wbb4jeLqNYSEoDx8XHi8Titra1i8HxVVRU//vGPGR0dxe12I8syY2NjmEwmzGYzXV1dlEolLl68yIkTJ2hra8PhcPCtb32LXC7Hr3/9axwOBxaLhYaGBpLJJDMzM/h8PkqlEkajkXK5jFarFVHN7Ows586dw+l0CvNvrVaL1Wqlvb0dQFhdrnaPWy4STqcTj8cDIKY2bua9fdDMu2+XmwqMLMtFSZL+BHiX6/mV78uyfEWSpL8HzsmyfPS3jx2WJGkEKAF/Icvy0r28cJXb5258AFbnaZRK1ng8zsjICLlcTvQWnTt3Do/HQywW48KFC2zbtg29Xk9zc7Pwx1V2gYLBoDjn2bNnGR8fFw2IRqOR5uZmrFarGCav0WjQ6/VMTU1RKpVwOBzY7XYikQjJZJL29nYCgQAdHR0UCgXS6TSpVAqHw8Hly5cB1p3XpOyA7d27F0BU8CqPbfa9+TwnezdVByPL8jvAO6u+9zfL/i0Df/7bPyr3mc26x212VtFaDYyr8zRwfVpiXV0d0WgUt9stqm2DwaBoJMzn8zz55JN4PB5qamrYuXMnjzzyCJcuXRJ5lNnZWQKBAD/72c8YHx9ndnYWg8FALpejr69PjCxRBtJ3dHTwp3/6p0xPT5PP51lYWMBmszEzM8Ps7Cw6nY6uri6KxSJ9fX1otVq6u7u5fPnyTa1EFRuFm5lmrX6v1GTvddRK3s8At1Llu5no5GZJ3OUflP7+fhGV7Ny5E4fDIZZDPT09ACJ/kcvl+NnPfobRaKSyshL4ne9KsVgUyyNZltmzZw+pVAqr1UooFOK1114jFovx6KOP4vf7GRoaYnBwUGw5G41GdDodP/nJT+ju7sbpdJJOp8UMo2QyKXqKgsEgjY2NWCzX5yjt27cPr9eLJEls27YNv9+P2WwG4OrVqzidzluyEl1tmqW8HzcToM8jqsB8yrnV5cxmopONkrjLn09xybfZbGQyGeEQt7qxTxGYdDpNsVgUSdGWlhZ8Ph979uzhN7/5DW1tbbS2tnLgwAEABgYGqKysxOv14vf7uXz5shhWbzQayWQymEwm0R3tdrtZXFxkcnKSTCaDLMsYjUZKpRLt7e3o9XpKpRJzc3MMDAywZcsWKisrCQQCYi71eqK63BPY6/UKP2DldSmWnn6/X/j7NjY2isZPYMX7rtTMfN6TvarAfMq51fX8ZreYl/cKrf56+Z1aKTwzm80kk0kcDgfAimPGx8ex2+1otVpcLpfIo8zMzLC4uMji4iJPPfUUBw4cEN3Uygf22LFjFAoF5ufnmZqaIpPJkM/nefzxx+nq6iIej9PY2Eg6nUaSJObm5ohEIuTzeVwuFy0tLWKYmt/v5/Tp06RSKbRaLYcOHaJcLtPb28u2bduA613hmUwGj8dDLpcTvUUKx44dA1ixs6R4wFgsFvr6+hgcHGRoaOiG0bCr33c12asKzKeeW61JuZUt5rV++ZXzK0uHF198kUKhIP5e/mGanp5maGiIaDSK2WxmdHRUzCZyu93E43HRRHngwAE6OzsJhUKicre7u5vx8XFisRgffvghfr8fm81GY2MjXq8Xt9uNRqPB5XJRV1dHKBQSFbYdHR3CdzccDuPxeEgkEqI47uLFi8zPz7N9+3a2bdsmRG1gYEB0diu9Rkrrwt69e0UbghKZpNNpMYolmUyybds2jEbjms2hq993tbJXFZhPPbdTvLVW6f9aXc5rzUtSPhSrz6WcQ/newYMHOXPmDJlMhqWlJfx+Py0tLciyzOzsLL/4xS+orKykt7dXNFHOzMzw7W9/m3K5LLan5+bmmJycFNvQ8Xgck8mExWKhp6eHgYEBMYrV4XDQ2dnJ5cuXyWQyog3AZDKJZZDT6SSTybBr1y5eeuklOjo6xOtS+phsNhsALpdLRDcWiwW32019ff0Km0ol0lKw2+3rNoeqlb03ogrMZ4A7qfLdKFJZa16S3+/H4/Fw+PDhFfmF1QnM/v5+ZmZmmJ+fF+cql8v4/X6sVit1dXXU19evWJ788Ic/5MKFCzQ1NVEul6msrOSFF17g6NGjSJKE1Wqls7OT/fv3MzIywtTUFB0dHfT29uL1egmFQhgMBvr6+ujq6qK9vZ33338fg8HAwsICDQ0N/OVf/qWYjFhdXX3DQDeLxUIymQRg586dK5ZOFRUVN4i5MopFaWrs6OhYs6dqvf+3z3tlryowDzjr5XBW//Irx7W3t+PxeBgbG8Nms6HX6284h8fjwe/3U19fT01NDRaLhR07dpDL5ZieniYWi5FMJqmrqxPRweXLlzl16hSLi4t4PB62bduG1QxMsy8AACAASURBVGrFZDLx1FNPCYsEs9mMXq/n3LlzwgpzaGiIUqnE7t276evro7GxkdOnT4vt7Lq6OoxGI88++ywtLS1UV1eL5c3qaz9w4IBIMivRx+qJkstd95RamM2adq/m09QCcj9QBeYBZvXux+owfflySandiEaj9Pb2ih2k/v5+Dh48KKIduF6te/XqVbxeL7W1tRgMBnbu3Mnk5CSvvvqqMJDq7e0Vz5FIJEQ9ytjYGK2trczPzxMKhdi1axcdHR1MTU0RiUQYHv7/2XvT2LjuNL33d2rfWCxWFZfiTpGUKYmiWiIlui3Rdtuy4W2ssXvaPZ3JTBrpmw4uEgwGFxkgwAXyIfNlOoPB7QCTDz1IgukkPZ0eN3pGtsc9lteWLFkiJVMUKXGvIotLkayVte/nfmDOv4sUKVGyZEtyPYABiywWTxXr/553ed7nuUahUKC5uZm6ujomJiaoqalhdHSUp59+GqfTCbBJq1fxOtqOr7LVNqT0wCsloWKbEg6Hb/Ih+roHiS+CcoB5RLGd1/PWw7XdYVxfX2dtbY2pqSlB919cXBS8DqVR2t/fz/r6OlarleXlZYaGhrDb7UQiEVpaWjYFF4WvopQWbW1tQlQqEAhw9epVzp49i8VioaamhqtXr9LY2Cg0ekt3lxS3w2g0il6vZ3FxEVmWcTqdm7ItZdy8vr5+yzJFKe8U25Q78SHaSWu4jN+iHGAeUWwtDbZKJSglRKlw9crKCpcuXaJQKDAxMcHq6qrIWhQ6vXIglZ9Lp9PU19djNpvFREU5yIFAgOnpaaamptDr9fT19bF3717sdju/+MUvGB4eJpFIoNVqyefzeL1elpeXWVtbE2Zm8Xic5eVlcrkcTU1NTExMcOTIEX79618TDoeJRqP87u/+rtCGaWxsBDaPm1999dVtlfrgt30Sn89HVVWVaPAqFim3sl5RtIZhQ3zqUTCrv9coB5hHFLcS4Vaylkwmw8jIiBjZrq2tiXIklUoRiUQEcU65q7tcLpERfOtb3+L9999Ho9GIUa9ywBRLkkAgwNraGj/4wQ8AqKmpwWQy8a1vfYvLly8zPDxMKpUiGo1it9vJ5/PodDqi0SiyLGO32wmHwxgMBqqqqigUCmKCc+DAAS5fvsza2prYVVI0XraOm2/XjG1vbxcKe9tZkmz9eUVrWJlI7WbT+uuIcoB5AHA/BL93mmCUZjbj4+O0tLTQ2NiI2+0WPJbZ2VlcLhdPP/00ly5dYmJiQmjQKs+tPJ/iQphKpfD5fCJTGB4eJhqN0tbWhsfj4fLly9TX1/Ppp5+SyWT49NNPyWazNDQ0CFX/ubk5BgcHSaVSVFVVYbVaBWvXbDbjdDo5fvw4e/fu5e2338br9dLZ2cnAwABer1dY3hqNxpvGzbt5z5XXtRv+iqI1fKeb1l83lAPMV4z7yfbcrjlZmtko9PlcLofFYsFsNmOz2QiFQmi1Wi5duiSkFErN7Et5MVqtVpDXALFUWCwWWVxcZHp6mnw+z8TEhCDjZTIZzp49i9lsJpfL0dLSQiKRYHl5GUmS0Ov1ZLNZ7HY7VVVVrK+vY7FYqK+v5/HHH2d4eBi1Wk2xWOTgwYO0t7fjdruZn5/fUe/3du85/HbRcTf8la2b1uUezPYoB5ivGF/Fav/WJcVSlbm5uTkOHDjAM888g8/n4+DBg8zPz2Oz2RgdHUWj0XDo0CGuXLki9pXi8Tg6nY54PM6ZM2fQarV0dHRw+PBhRkZGkCSJ6elpKioqyGQyrK2tIUkS+XweWZZJp9McP36czz77jHw+j1qtxmq10tPTw+joqNiILhaL/OpXv8JkMlFdXU11dTXJZFKUafl8noGBgduOkneSmigNOLvhryilVRk7oxxgvmJsd7e8Xx5JW+/clZWVmzZ+X331VeFHlE6nqauro7Ozk6mpKX7+858zOjoqDN8PHz5MS0sLqVSK9fV1IUkZiUSor6/n/PnzPPHEE9hsNqLRKNFolPHxccxmMw6Hg6WlJfL5PJ2dndTX1xOJRGhsbBSCUq+88goOh4P5+XmqqqqQJAmDwYBGo0Gr1QqyXF1dHRqNRpRHigrenbznwE1BvpyR3BuUA8xXjK29EuC+lUy3khxQxtAul2sTsQx+26+QJIl0Oo3b7WZxcZH29naCwSC9vb24XC727t3L+++/D4AkSahUKnK5HIuLi8KGtampiaeeekoECZfLxeOPP05vby8tLS1EIhsyzs8++yxWqxVZljGZTHg8Hux2OzU1NcK7GjaCxZ3YqOz0nn/dKf33C+UA8wCgtFdyPxfkSu/cyuRoJ30TpXzy+XyYTCa6urqYmZkhnU7T1taG0+mkq6uL2dlZ2traCIVCGAwG9uzZQzqdpqamhqmpKWEvqwhGKbtKdrud73znO/h8PrEIuWfPHpFBjY2NodfreeONN3jyySf58MMPRUkGbCpNSj2bdqM4t/U9L32Oryul/36hHGDuI3ZT6mx9zBdZkNvN71P6L6V3/tJgo/QklGuprKzEarWyb98+Kioq8Pv9mEwmgsGg8CZSBLWffPJJXnvtNd555x0uX77M6uoqqVSKeDwuXBxDoRCdnZ1otVrW1tbQ6XSbXuPa2horKyt0dXWJEbNiaxKNRvF4PKRSKf7Fv/gXgtGrvNb33nuPaDRKPp/n1KlT4vu7wU7yFWV8MUgbapdfPvr6+uTLly9/Jb/7y8BupkM7PeZOApMiZXk77satJielP1uKUnZvKBTiwoULXLt2Da/XK0SlDhw4wOLiIocOHaK6ulqQ1n7+859z+vRpFhcXyeVyqNVqIRz1yiuv0N3dTTabxel0YrVaGRgY4IMPPuD8+fPMzc3R1tZGb28ver2eTCbD4OCgyGBsNht9fX1873vf25T5nTlzBq/Xi9/v59ChQ5u+fy/+Xl9nSJJ0RZblvjv9uXIGc5+wm+nQrRYRb/XhVg6D3+9nZGSEQ4cOicVApdm59fdt7b9MTU2xd+9eUQopJYKyCmCz2ZicnOTv/u7vMJvNDA4OEo/HxQh7dXWVXC5HRUUFsCF9kMlkRINUrVYL6QWj0Ug2m0Wj0ZBKpbh69SoOh0Mo3M3PzzM8PCwkFywWC5WVlezdu1c4PGYyGZaXl1ldXaW+vh6NRrPpNVZWVpLP5/H7/VRXV9/0/Xvx9yrjzlEOMPcJuyl17rQcKqX4+/1+hoeHmZ6exmw209HRAewsCan8rvn5eW7c2HD9LVXTL9V9gQ2qfTwex2Aw8Pjjj1MsFrHb7aysrAiN3JqaGuHhrKjdKVnXiRMn+Nu//Vuy2SyFQoG6ujoSiQRVVVXodDqxjhCLxRgbG+Oxxx7D4/FQKBRQq9V0dXXR2dnJysoKKysrVFdX88ILL2xiDm9d3Dx16hTAtt+/F3+vMu4c5QBzn7AbLZA70QvZSvG/fPkybrdb9DXUajWnTp0S5dLWXoLyu6ampgC2zXSUAKZQ7e12Ox9++CEejweVSiXo9E6nk0AggM1mQ61W89xzz4lS7dKlSwBYLBaOHz9OJpOhWCzye7/3e5w9e5ZoNMrc3BwqlYpoNMr8/DyhUIiJiQnq6+vR6XQcOXJEjI9LOTtKEFF2jra+X06nk+9973t31awta7fcH5QDzH3Ebtb8dysFsJXirwhah0Ih9u3bJ5qat9qiNplM7N27l4mJCSGJWTqKLtWeNZlMXLp0CbVajdvtpra2lunpaRKJBB6Ph0wmw+/8zu8I03qAv/iLv+D8+fMA9Pf3093dLZYl5+fnSafTYtwty7LIxoxGI9PT06hUKiGZmclkNk22FAFtpVd0Ky+juw0OZVmGe49ygHlIsJXiX1VVRW1t7U0Tk1K5gq36JnCzJKYCn8/HhQsXUKvVFAoFXnvtNZLJJHq9nr/9279lZGREZEUHDx5kZmaGqakpIWPZ0NAg1Ozgt6Wa4nckSRKHDx+mra2NtbU1NBoN4XBY2L2q1WpMJhNqtRq/34/FYtk02dpOuX+7Psn9IimWcXcoB5iHBNuRw0qnSArfZCd9E7fbzaVLl4jH48zPz/P888+zuroqmr2pVAqPxyOez2KxiIZwNpsll8shyzLxeJyrV69is9nQaDSk02lgQ/xJlmXC4TCSJAGIMXNHR4dwF6iurqa/vx9Jkjh79qx4jtraWsHgfeWVV3Yk0N3Oz6k8CXqwUA4wDxG2arooE59MJrMpkynVN1ldXSWZTPLBBx/gdrvFesDo6Chzc3PEYjGuXLlCT08Pra2tYqfHbrfT1tZGXV0d6XSav/mbvyGVSlFXV0dTUxM6nY7JyUlUKhVTU1PkcjlsNhtdXV3Y7XYmJycJBAJCi+bw4cP80R/9EUajkbGxMcbHx8WmdKFQIJVKARu9G6Wk29oTSSaTN/VkSlGeBD14KAeYBxC3U0pT7tQrKyuMj49js9kExV7hfrS3t1NZWcnp06fJZDIiuCgZRSqVIpPJcP78eWw2G9lslr6+PmH4rmQQmUwGg8FAT08Pfr8ftVrNwMAA0WhUSFbabDbS6TQajYbW1lYikQh+vx+r1So4Lq+//joHDhwQQSAajWIymZBlGaPRiMFgEJvb58+f5/DhwzidThFYxsbGOHfuHCaTSWxMb0V5EvTgoRxg7jG+aA9gO6W0kydPblpKLBXoVvx/lOxDuWsnk0kWFxeFDq7X68XpdNLa2kp/fz9XrlwhGAyKZUK1Ws2JEydEmVXay5mamsJgMHDgwAGSySQHDx7krbfeIp/PMzU1RWVlJaFQiEgkIrg4siwTi8XI5/P85je/wePx8Mwzz/DCCy8QDAaJxWJ0d3cTCASoqqoSbom/+MUvuHHjBh988AH/5t/8G3K5HJ9++qkQ+e7t7aWjo2PXjpWlfw+42Xv6XvzNytgZ5QBzD3EvegBbldJWV1dv2hNSDovH46G3t5dCoSDu7KWOgoqnNGwEKmWiBDA9PU1dXR35fJ5kMsns7Cyvv/76TfT6M2fOkEwmCQaDwMYo2GKxCIbu/Py8cB+oqqqioqKChoYG/H4/8Xic+vp6lpeXicfj+P1+1tfXicVihMNh+vv7MRqNokGcTqdZWVmhqamJlZUVfvaznyFJElNTU1RVVWE2m1leXqa1tfWWjpVKYJmdnWVoaOimx2xlTZf7NvcP5QBzD3EvegClSmn5fB6TySQU2pTnVA5XJpNBp9PxyiuvoNVqb3IUbGlpAdhkLqbcrXt7e3G73bS3t1NVVUV7e/tNUgcKV6ampoaPPvqIrq4urFYrGo2GxsZGJicnyWQyFAoFtFotJpMJm81GoVCgv78ft9uNx+MhkUhgMBhIpVJcuHCB1dVV4vE4Wq2WZ555hlAoxPj4OO3t7VRUVLCyskKhUMDr9VJZWcnKygqSJOFyuejq6uLUqVO74gzNz88zPj7Oiy++KEpOxSpW+dvc7d+snPXsDuUAcw9xL3oAii5Ld3e3mLLMzs6i1+tFhqIcilgsht/vF55AiiVr6XVYrdZNwUXJbILBIHq9HqfTyfz8PA0NDULoWtlN8vv9TE9PUygUCAaDwoHxqaeewuVy4fF4xE6Scg3PPfccb7/9Nmtra9jtdnQ6HbW1taRSKRoaGsjlcuTzeaqqqsjn8yJ4FItFAP78z/+cVCpFLpfj5z//OTqdjpaWFp599lm6urrYs2fPbQ/0+vo60WiUUCjEwsIC7777LsePH9/2b3M3f7Ny1rN7lAPMPcTtegC7/RCaTCYcDgd2u526ujr0ev2mLATYtHeTSqX40Y9+hFqtxmg08qd/+qcMDAzcxHhVDp6i3p/JZIRWy+eff47JZEKv1xMIBNDr9YTDYTKZDEtLSwwMDFBXV8fS0hKnT59mZmaGVCqF3W6noaGBI0eO8MILL/CTn/xELBx++9vfZmZmhr6+PtRqNS+//DK/+c1vePPNN1GpVLhcLiorK5mYmMBisQjuS21tLVqtlmPHjrGyskI8HieRSDA9PS2sYG8FZS8pEonQ29uL0+nkxIkT28po3g2Dtzyt2j3KAeYeY+soeac73e0Cz05ZiPI7SvduAoEAxWKRzs5O3G63cF7cynhVDt7y8jJ6vR5JkjCZTNTV1eH1evnoo49obW3F5/NRLBZRq9UEAgFisRiRSIS5uTni8Thzc3NYLBYcDgcHDhzgpZdeorOzk88++4zr169jtVrxer2cOXOGPXv28OKLL4rMo6mpiSeeeEIY1SeTSX70ox8Rj8eZmJgQKwL5fJ7nnnuOUCjEyMjIjkucO/0Ntu4llbKZb/U32w3K06rdoxxg7iN2utPtJsU2mUw3ZSGlQUnZu/H5fIRCIZaWlnC73RiNRioqKpiamhJ+R6Vb2s899xyDg4OMj48DG4Lf6+vrVFRUUCwWGRwcxOFwYDAYWFlZYWlpCYvFQltbGw0NDbS2tuL1eoWWrsvlorOzk3PnzjEzM0MoFCKfz1MoFNDr9SSTSWKx2KbX1d3dLf7t8/k4duyYaByHw2FR+gGcOnUKj8dz28O8NWB/kb2k26G8t7R7lAPMfcROd7rdpNhb924Uw/mtei6KWLVSQnV2dgIIan9lZSUvv/yyeF6tVsu+fftEOaTX6xkfH8dkMgkdXpfLxdWrV1Gr1WI6pNVqRRArFoscPnwYh8PBk08+KTaeOzs76evrE66NqVSK+fl5PvroI27cuLGtCJQiaJXJZKitrSUUCm2SXMjlcrc9zDsF7Pu5W1TeW9odygHmPmKnO91uUuyt+i3Dw8P4/X4cDgd+v5+pqSmh0q8EqtbWVpxOJ7Ozs+TzeaxWK/l8nvX1dbEIqawUJBIJ0uk0LS0tdHd3MzMzg0ajQaVSsb6+jizLGAwGisUiFRUVHDhwgKmpKdbX11Gr1ajVamw2G1euXGFkZIRkMsnw8DB9fX10dnYKW5FsNovP58PtdpPJZPj+97+/6WBufY+SySSnT5/eJLlwu8Nc7ok8uCgHmPuE0pR9K+t0Nyn2Vv2WWCzGhx9+iMPhEJwUq9UKbK8Bo9FosFgsQn2/dII0MTEhhJ4A/uEf/oF0Oo3BYKCiogKTyYTf7+exxx7D6XTyh3/4h1RXVzMzM4NOp0On0wkuS1NTE6lUCoPBIIh1Bw8eZHV1Fa/Xy9raGoODg7hcLiYmJvD5fDdZfZQGEJPJtOvSplTVr9wTeTBRDjD3Abvtsdzq8ChBSNFvUZYP29vbmZ2dxeFwkMvlbvKDho31gmPHjhEOh6mqqhLTk2g0SjweJxAI0N7ezurqKsViEZ1OhyRJrK+vE4/H+cY3voFKpWJtbY1vfetbGAwGrFYrx48f5ze/+Y3wj04kEmSzWYrFIplMhtbWVmGmdvLkSX72s58RCATw+XzIskx9ff2u3r/dlB9b32PFFaHcE3mwUA4w9wF3krLfapqk6Ld4PB6i0ajY7bFarQSDQdRq9ab1AeVnFC7N1nH5yMgI169fJxQKodPpMBqNuN1u4vE46XSaxsZGMf7es2cPDQ0NnD9/HkU7+U/+5E9obm7mf/2v/4VOp2N0dBSr1Upvby/5fB6z2YzVaiUajTI8PIzP58NutyNJEtlsVuw43eo173asv/U9VixXyniwUA4w9wG7HWPuVvRbKadefvllcrkcuVxOSEd+8MEH4vlu1eBULFplWUalUgnZhAsXLjAzM8P8/DyFQoHXX3+deDyO1+vl888/Z3V1VTR7f/zjH/ODH/yAfD7P8PAwgUAAo9FIU1MTL774IiaTiWg0yr//9/+eWCxGKBSiqqoKvV6PwWCgvr5+x+u91fvxRd7jMr5a7CrASJL0AvCfATXwX2VZ/vMdHvd7wJvAUVmWH13LgNtgt2PM7TId2N54rfQ5fD4fZrNZqNvBzRT4rdBqtWi1WmKxmPA2slgsjI6O4vF4MBqNFAoFmpub6erq4le/+hXLy8t4vV6i0Sh79uwRi4fpdFoo0S0sLHDx4kVeffVVAEZHR4lEIuzdu5dCocALL7wgfJOam5u5evUqRqORQ4cO3XS9d5L5lUfFDwduG2AkSVID/wV4DlgEhiRJekuW5RtbHlcB/DFw6X5c6MOG3fQRtFotiURCmLZv3WL2eDzbNkW3qtsBQpqydFKkIBAI8Oabb7KyssLk5CQGg4F/+Id/ED0Yu90OQCKRwO12iwmUJEns3buX8fFxtFotoVCIiooKXn/9dZaWlggEAphMJjKZDH//93+PzWbj4sWLrK+vc/HiRbRaLQaDgXw+j16v58yZM8KDyWaz3STMfadZSXlU/OBjNxnMMWBGlmU3gCRJ/xs4BdzY8rg/A/4T8O/u6RU+glD0XoaGhrY1bYeNLWZANGl3Gu0qAt+pVIqxsTGGhoZuKrf+7u/+jnfeeYdEIsH4+DhOp5NgMEh1dTXxeJx9+/aRyWSoqqqip6eHSCTCyZMnAQTR79ChQySTSVQqFbIsc+rUKS5dukQ2mxVs25MnT6LVavnhD3/IjRs3qKmp4eDBg6ysrLB3716SySRtbW2srq7etPqw9XWVs5JHA7sJMA3AQsm/F4H+0gdIknQYaJJl+R1JksoB5hYoFYuanp4W0pWLi4vijnz06FHC4bCQu9xO+V9xXVTKqUQiIbRYSn2PfD6f2CROp9Ok02nR1E2lUrS0tPDGG29QXV3N2NgYq6urJBIJUqmUyI4Usp+yRX306FFOnjyJ2WzmypUr7N+/n0Qigd/vx2g0YjQaeeKJJ4DfZlYVFRVUVVURiURuWn0oRTkrebSwmwAjbfM1YQcpSZIK+P+A79/2iSTph8APAZqbm3d3hY8YSsWipqenBTckk8lw5coVTp06RWVlJTqdDq/XKxqssJnLks/n6e/v30TGUyQ0p6enyWQyTExMEI1G+fzzz8X+UXNzM2azmXw+TzabxWg0cvDgQZxOJ3V1dfzsZz9jZGSEy5cvY7FYeOmll5AkiVQqxTe+8Q0ikQipVIpYLMYTTzwhPJJUKhVPPvkkdXV1YlwMbPKahs0uB2U8+thNgFkEmkr+3Qgsl/y7AugGPvk/Ys91wFuSJL26tdEry/JfA38NG9axX+C6H1oofYZIJMKxY8doaWlhdHSU1dVV/H4/mUwGu91OoVAQro3nzp0TpYOyDV36WCVLiMViDA4OEgwGsdvtuFwuUqkUPT091NXVIUkSFouFjz76SPR/Sm1H1tfXuXHjBpFIRAiJT0xMUFdXB2yIeGcyGX7yk58IYazjx48zOjpKb2+v2HbeWvYAonEL3FIO9E5R1mV5sLGbADMEdEqS1AYsAb8P/DPlm7IsrwNiwUSSpE+Af/d1niLdDqXC1QA3btwQ+ze5XI5wOIzVaiWdTmOxWIQl61Z7VLPZzNGjR4GNydP169dZXFykUCgwNDTEq6++Khi0g4ODOJ1O0uk0a2trZLNZxsbGqK+v54/+6I/EtSnbzEtLS3R3d6PX6zl58qTg2kxMTPCLX/wCk8mE1+vFZDKxtrYmmrZbJz+ljVuATz/9lJGREWBDZe/VV1+968BQ1mV58HHbACPLcl6SpH8LvMfGmPq/y7J8XZKk/whclmX5rft9kY8KtpqidXd3YzQaee6554ANer9i9n7p0iXW1tb47LPPOH78uLhDbydDsL6+jtlspqqqimQyidPpxOl00tDQQEdHB6dPnxZs23g8jiRJaLVaNBoNTqdT9H9cLhdPPPGEkKj8nd/5HdLpNLlcTvRGFKnMZDJJoVBgbm6OQqHA2NgYe/fuvWnyU9q4TSaTnDlzRsiBhsPhL7Q39EV2kMqZz5eDXfFgZFl+F3h3y9f+ww6PffqLX9ajidIR9D/+4z/y8ccfYzabOXbsmLB9rays5Pr160xOTvKd73yHRCIh1gHgZntUQBikdXR0cP36dSorK5mdneWf/umfSKfTFAoFrFYrS0tLmEwmLBYL4XAYs9nM9PQ0g4ODTExMiObt0aNH+fTTT4X1SenvmZ2dpaOjQ6wUXLx4UZjbl15nKZTgpDgWTE9PA2x67rvB3ZLtypnPl4cyk/cucLd3v1JTNKV/otPpCIfDguoeCAT4n//zfzI2NsbVq1f57ne/u4kCv1UlvzQj6u3tRafTEQgEWFtbw+Fw8Nlnn4ldIIPBwB/+4R/yzjvvkM1mMRgMwjv6o48+YnV1lebmZgYGBoSWSykUIqCi0dLV1UU8HhdukAqfZicoKwxKWfdFezB3O9Yub19/eSgHmDvEF7n7KQfC7XaTzWaZmZnZtKMDG2r/MzMz1NXViQO/E5W+s7OTlZUVMc6uqanBarUyPDxMNBrl/fffJ5VK4XK5RJ/k6tWrYpqkWIV88sknwpNarVYzPDxMJpO5iR2sNIaVw6lsTZcuVW59r7aTqNxKHPwiuJuxdnnN4MtDOcDcIXw+nzjUpdard/Ihn56exmazsW/fPp588kkxeUkmk8KKVZFPAAQzd6tGzNmzZ5mYmODq1av09vaSSqWora2lpqaGmpoa1tbWKBaLRKNRUqkUbW1tHDx4UGjyGo1GHn/8cbLZLJlMRpRmAAsLG9SnUiuUc+fObSIGOp1OsVSpEP6SySS5XE4Ih28VyHoQ+h5lQt+Xh3KAuQOU8kxu3LiBVqvdxF9RRJ1u9cFVgoSiMWs0GsXBPHfuHNFoVLgyrq+v4/V6iUQiwg9JufOWUu7n5+c5f/48ly5dQpIkpqen8fv9VFRUoFKpcDgc1NfXi17JH//xHxMOh0mn08zOznLx4kVisRh79uyhWCzicrmoqKjYxLYttUJRtpfht2NohZ8zMjJCc3MzOp0Os9ksHq94YyvN6a+671Em9H05KAeYO4DSg3j++ee5evUqKpVK8Fdgozex9a699UO8dWyreEsHAgF0Oh319fUcPHiQtrY2lpeXN4ldu1wucefN5XL88pe/xO/3Y7fbGR4eRqfTIcsyZrOZUCiE1+vFZrNRU1NDoVDg2rVrhEIhYrEYfX19hMNh3n//ferq6igWi7S0tAhLE7VavcmRYOt1l+48KUFTq9Uy7laOrQAAIABJREFUMTGBLMsUCgVRYgEi26qurqa5ufme9z3KU6EHE1/7AHMnH8xSklxrayuhUIjFxUWhH7u4uLipeejz+W4Sg9o6tv3000/xer3Mzs4yPz9Pe3s7DoeDF154gXg8vulAT05O4vV6qa6u5sKFC0QiEcLhMC6XC41GQzgcJhqNYjQaUavV2O12WlpaaGxsZGxsDJ1ORzqdZnFxkYaGBmpra1laWiKVSqHT6Thy5AhOp5PLly+j1+sFwQ82guvAwADr6+sMDQ1t2nlS3heFeazX68lmswwMDOBwOMTrrK6uxu/3U19ff1Pf44sEiPJU6MHF1zrA3OkHc2vtHggESKVSVFRUYLVaaWxsFAr4gLAt3frcpWNbxUYkEAiQyWSQJImmpiZCoRADAwOsrKxw7tw5Tp8+LQhuylazIr0Qj8eFg4BGoyEajSLLsmAEm81mIXkZCoVQq9VYLBb8fj8qlQqNRkOxWGRycpKpqSmuX7/Oyy+/TCqVwufzCWFxvV4vSIKlExgls/L5fNhsNjGOLu0tWa1Wmpubqa+vv8mZ8YsGiPJU6MHF1zrA3M0HszQ4XLlyBafTuanpWZqdDA0NYbPZmJycFLT/rTT6U6dOsbi4yNjYGIVCAY/HgyRJVFRUMDExQSgUEsJP6+vrwjYkEomQSCSQJElkNeFwGI1GQzweF4b2x48f5/vf/z7vvPMOyWSScDhMQ0MDarWao0eP4vF4MBgMRKNRwuEwy8vLeDweTp8+zaFDh4QeTG1tLR6Ph87Ozk0TGMUNsrKykvb29rsyN/uiAaI8FXpw8VAHmC9ad3+RD6ZyKJSDpyj3lwYggHfffZe5uTlRAinU+FLB6srKSmEPYjKZaGlpET5BsViMiYkJgsEgwWCQmZkZ8vm8sFs1GAwEg0GhHKfT6cjn88DGwX7xxRdpbm7mjTfeIJVKMT4+jt1uR61W09zczFNPPUU4HKZQKPDWW2+xurqKwWAgHo8zMjLC7OwssiwjSRIajYaqqipOnjy546Rop+bprZqqXzRAlKdCDy4e2gBzL+ruL/LBVA6Botui/Gypg+DRo0eZm5vDZDIJQp3SKH7rrbcIh8PiZ0+cOMH8/DzNzc2srKywuroqpkQGg4GOjg40Gg0Oh4Pq6moikQgqlYqKigosFgsdHR1otVrReNbpdOj1eoxGI7DBAP7Od77Dj370I2KxGLOzs7z++utizDwxMcGFCxewWq2srq5SKBSoqalBp9OhVquRJIn29nYymYwgBSqTpS9qHH8vAkR5KvRg4qENMPeq7r7bD2apbovL5eLs2bMkk0nq6upEsHO5XLS2tjI4OLiJUOfz+RgcHBSU/X379tHY2Ch6N/l8nmPHjhGNRjly5AgzMzOcP39eBKhsNoskSdTU1NDR0YHZbAY2JDCqq6uFipxCfPP5fORyOSYnJ9m3bx8ul4t4PC52jAC8Xi/xeJxMJkNnZydHjhwRhMCuri4mJia4dOkSRqNRGLndS+P4coB4NPHQBpgHoe52uVzU1dUJ+YHtBKKOHj0qlhq3UuOz2SzZbJaDBw8SiURQq9Xkcjnm5+fJZrNUVlZis9lwuVzCKzoUCgkRbafTidFopLu7m8bGRhYXFwXFP5PJ0NfXx9jYGNFolF//+tfCU+nZZ5/FaDQKnZn19XX0ej1/8Ad/wMjICK+99hoHDhwQrws2GtWKz1IpB2Zr5rFbHlC5Ifv1wEMbYG6VVn9ZnAiTacM/enp6GrVajcfjETars7OzO06RXC4Xhw4d4uzZs+RyOd58800RIJSxdn19Pd3d3QwNDRGNRoUPUjKZRKfTAaBWq9m3bx82m01Yixw6dIh//a//tSiNhoaGUKlUpFIpmpo2ZH0UWxJlDK0E50uXNuSUZ2dnOXDggKD0K1OgTCZzk45uaeaRTCZF6VdVVbWtFMODcGMo48vDQxtgYPvyZrdWIHeD0sZsaZOz1C0xk8nwwQcfsLq6ysjICAMDA0Sj0U0rBSaTid7eXs6fP4/RaGRmZoaOjg4MBgNzc3PYbDZmZ2f55JNPCAaD5HI5oW8bCoUwGo34fD5isRiLi4uCMfvYY4+xurq6qTzS6/WCG7OysoJKpcJisVBbWyuyLZfLxdGjR1ldXaW6ulroz5S+T6UaNju9f6Wl3/T0NEePHt3WxVEZaZfx6OOhDjDb4U6sQO4EpXKVN27cYP/+/YKub7FYyOfzNDY2sra2RiQSwefz8fnnn4upDYDH47npdxcKBUKhED/96U8FSa22tparV6+KYKHT6cjlcvzwhz/E6/Vy8eJFTCYTGo0GtVpNMBjEZDIxMzPD+Pg40WiUCxcucPToUTo7O+np6eGFF15gaWmJ0dFRIdN57NgxkUFUVlayvLzM7Ozspj7L1oB9r8zNSrk1ZWLco4tHLsBsl4Lfi7pfeQ6LxUIqlRL9iHw+Tzwex2g0Eo/HMZlMLC0tMTIygkqlQq1WEw6Hxd6SEvDGxsYoFotcuHCB9fV1EokEe/bsIRAIcOHCBbLZLKlUinQ6jdVqRaPRYDAYePbZZ5FlWbB6FW0Vh8MhxtYfffQRgUCAX/7yl3R3d/PEE0/w6quvotVqmZ+f5/nnn8fj8WzSb8nlcuzfv/+mPsudvHfbWdbe6r0s92EefTxyAWan3swXrfuVwKWUG/F4HKvVKjyRX375ZdbX1/nwww8ZGhrC7XaTTCaprq6mWCzy3nvvceLECebm5qioqADgwIEDnDt3DovFwvr6OrFYDIvFgizLaDQasTCoUqkoFov89Kc/5cSJE9TV1XHy5En8fj/vvfce165dIxAIkM1maWpqYmxsbJM6njJ9Kl11UBwDlH2iysrKbfssd9IzUfRebleKlvswXx9IsvzVaG/39fXJSmPyy8D96sGUKuhPTU1x+vRprly5QjAYZHl5GZvNRlNTE0ajkVAoJPgszc3NBINB3n33XaLRKNFolMbGRvbt20cwGAQQTd9YLIbRaCSfz9Pc3Mzzzz/PN7/5TTQaDX/1V3/F5cuXN+08jY+Pk8vlKBaLdHZ28t3vfpdnn31209h6uwb0Tu/R/Wia3+nvKi8zfrWQJOmKLMt9d/pzj1wGsxPulmexHSlM+XqpmhwgtqITiQSxWIzOzk4sFgsVFRXodDoWFhZQqVSMj4+zsLAgzM40Gg3t7e3Y7XYOHjxIPB5ndHSUtrY2ampqmJycZHl5GY1Gw9zcHKdPn2Z6eppkMonb7cblcpFOp3nssccIhUK0tbWxuLhIb28vXV1d5PN5sZw4MDBALBbbJL2glCh3w8K9W9xpg768zPhw4msTYO4GW32IFM0X2NxHGBkZEb5BBw8e5PDhw0LcWqvV4nQ6mZmZYXFxkdXVVbRarSgRCoUCNpuNEydOIMsyFouFubk50auZnZ0lnU6L0sxisVBZWUk6nWZ5eZlQKERDQwM6nY6Kigq8Xi9dXV3IskxPT49wJbDZbKyurnL69Gk0Gg03bmwYc5aWQ191lrBTb6bcs3l4UQ4wt8BWHyKA733ve6Ic0ev1Yvu4WCwyNTWFxWKhvb2dqqoq9u7dy/Xr1wkGg0xMTGAymZBlGZVKRTAYFHdkSZLQ6/X09vbS3t7O5cuXsVqtLCwsEA6HUavVWK1W6urqqKqqIhQKEQ6HicVitLe3o9PpsFqtPP744yQSCerr6+nt7aW3t5crV64wPT2N1+sVrN+WlhaATYJSD0KWsFNvptyzeXjxtQowd3qH3upDVCgUNvFZent7+W//7b+RzWZJJBIApFIpGhoacLvdwh7WZDIxNzeHSqVCq9VSV1eHSqUCEPIML730Eu3t7QwODlIsFoEN2UyFcZtMJikWiyKzaWtrQ5IkDh8+jMViEXf6UhlOhaGrTI0UUuDKyspN9q0PQpawU4O+vMz48OJrE2Du5g6tyCnABl9ldnYWvV7PxMQE3d3dnD17VvBe4vE47e3tYoIUj8fZu3cv4XBYjKkrKirEKLm6upr6+nrsdjuPP/449fX1/PjHP+b69ev4/X5aW1vp7u4mGAwSCASwWq3YbDYSiQSrq6vEYjH6+/t5+umnMRqNpFIphoaGhBXJnj17bpoaGY1GMfXaelB3myXc7zLqy+wDlXH/8bUJMDsR8HY6LMpBUvgh6XRakODOnDnD1NQU8/Pzwo2xoqICo9FIZWUlFouFQCDA5OQkNptNSEg2NDQQDocJhULk83kcDgdWqxW73c5Pf/pTPB4PDodD2IB0d3eTz+eZnJzEbDbzm9/8hnw+jyzL1NbWUlVVxccffywkHMxmM88++6wwvG9vbxes2a0qdFtfb2mWoAh4K18vfU++6jKqjIcLX5sAs/UOrdVqdzwsykHy+/28/fbb2O12rFYrfX19eDwesROk0N17enqEePe1a9eE22EgEMBsNuNyuYQQUy6XI5VKIUkSwWBQ6Ml8/vnnLCwskM/ncTqdWCwW0uk0gUCAWCxGNBoFNkqjubk5gsEgV65cARBEvHw+z7vvvovFYhGb2wphDrht+aN8baf35UEoo8p4uPC1CTBb6/hbHRble7lcjoWFBdRqNYuLi7z00kvs3bsXgPHxcfr6+rDb7fT09DAxMcHBgwfJZrN88sknZLNZ4bhotVpJpVJMT0+zvr5OoVCgtrZWiEotLi6SzWZZX1+nWCyK7GZsbEwQ4BRkMhkqKyvp7+/HYDAwOTmJLMtkMhm+8Y1vUFlZKXaSTp8+LaQcgG1V6LYGiFL3SY/HIzIhKDdby7hzfG0CDNxcx+90WJSDlEgkUKlULC4uiinRU089JfRqLRYLer2ekZER3G4309PTdHV1Cf1bAJ1Oh0qlYmFhgVAoRKFQQKVSIUkS6XRa7BLlcjlyuRzV1dUEg0Hy+Txra2vU19djMBhYW1vDarWyf/9+wfLV6XQcPHiQ5uZmzGYzr7zyCleuXCESiYg9KSWAKmsBO6nQlb52+K2QlkL5V967gYEBFhcXNzkOlFHGTvhaBZhS3GoyoXxP2SAeGhrCbrcTj8e5dOkSq6urQi0/Eongdrux2WzY7XaamprQarU0NTUxPj5ONpslEolgMBjQaDRCb7ehoYGlpSXUajUGg4Ha2lpWV1eF8Lei67K2tkZLSwsmk4na2loxzn7yySdFz0fpl5RqAmu1Wj744APGx8c3BYnbqdCVCmlt1bdRvJsymcy2i5tllLEVj2SA2e2k41aTCZNpw+L093//95mZmRH6LlevXsXhcPC7v/u7eDweAKqrq1leXsZkMnHlyhXm5+fFblAulyMajXLo0CGWl5eFc2NLS4vQ1U0kEpjNZjo7O2lra+Pq1at4vV5gQ5RKlmXUajUul4u+vj6+853vCMJf6aFXMhKXy3WTr7SC3ZQ5ipBWJBLZ9JhyD6aMO8UjF2Buxb691c8oDduteie5XI7GxkZSqRThcFj4He3Zs4fm5mYymQzZbJZCoUChUOCTTz4Ro2SVSkUul0OtVpNOp3E6nVRWVgriXltbG9XV1bS0tHD48GFGRkbQarVIkiR4MrIsk06n+fa3v82pU6c2WYEo7gXRaBStVis8rQ8dOiSymlJ/afitv9F2o2oFO2V35R5MGXeKRy7A3Ip9ux0UFbbBwUEAjh07tkn5f2hoiEAgwMLCAoFAAI1Gg9lsJp1O88QTT3DhwgUKhQIGgwGdTsfExISQvlSpVGJyND8/z9raGrOzs1RUVDA9Pc2hQ4dobm5m//79xGIx5ufnSaVSxONx9Ho9qVSKjo4OHnvsMZ555hm6u7vFNSuTnkwmw+XLl5meniYYDOJ2u3nqqac4efLkrqdm22G77K5MeCvjTvHIBZit7FuNRiMcFku3n0snRuFwGIvFIoSxFQ8jpSQ4fPgwxWIRo9EojMwqKysJhULARpYwNTXF+++/TzKZRK1Wi7KmurqaZDKJVqulsbGR69evAxCJRFhZWaGrq4ve3l7ee+89Wlpa8Hq9aDQaOjs7WVlZob6+ntraWjo7O8VrLC1VxsfHhQqdTqfDYDAQDofJ5XLbTs22mw7dCcqEtzLuBI9cgCll32o0Gy/vzJkzqNVqZmdn2b9//ybz9crKSqqqqhgZGWF6ehqNRiMO/pEjR7h48SLj4+MAtLa2buqJaDQaMpkMg4ODgrNiNBrF4S8Wi0JYW+G4KLBaraTTafL5PEajEafTSV1dHW63G7vdTmNjI3v37qW5uVk0eUvlIpTsRPFS8vv9gtCncGC2CwbbTYfKKON+4ZELMLAxTfne976Hz+fj7bffZnR0FKvVSiwWE03XUomCkydPMjU1JYLAzMwMN27c4LPPPmNpaYlYLIZOpyOVSokR83vvvSe+ptVqUavVpFIpsTvU09ODXq8nHA7T1dXF2toayWSSVCpFJpPhyJEj9Pf309/fL3oby8vLFAoFDh8+LFYLjh07JiQ4S2UmS/soACdOnBC/v1T3pbRB293dve10qIwy7hceyQADv2Wlut1uotEo8/PzYtnQarVu0pydnp7G5/Oh0WgYHR1Fr9djs9mQJIlMJoNKpUKWZSKRiGDJzs/PE4/HuX79OsPDwwSDQVEeVVRU0NraSnV1Nf/0T/+Ex+Mhn8+j1+upq6tDp9PxjW98g0QiwYcffkhtbS3t7e1otVrsdjuffvopFotFKN0dP34cYNMERzE/U9De3i6a1W63m7GxMTKZjJhQ6fV6YCNz2TodKqOM+4VHNsAoUMSclpaW6OrqoqurS2jOKg3eqakp3G43NTU1NDY20tLSwvj4OD6fD6vVik6nE6bxV65cIZ/Pk8vleO+99wgEAgQCAdHMdblcqFQqRkdHkWWZUChELBbDarWSzWbFLtLMzAypVIqenh46Ojqora2lsrISjUbDzMwMRqNRmNYfPXoUl8t1ywlOabM6Ho+jVqtxOp0sLy+jVqt5/fXXiUQignBXbtKW8WXgkQ4wpSLU+/btQ6/Xk8vlhMiSYrORz+dZXl5Gr9fjcDg4cOAAJpOJnp4eLl26RCgUIhqNimlMc3Mza2trTE1NiamPLMvkcjmWlpZQqVSEQiExwgZERlIqoJTJZPB6vdTV1VFdXc2xY8eYmpqiubkZtVqN3+/fZNh2q2XE0ma1TqdjaWmJbDZLfX09kUgEj8dDXV1due9SxpeKRzrAbBWhhpu3p5UdIVmWqauro6enh97eXqamprhw4YKwc9XpdKK5G4vFWFpaQqPRCJ0W2Fg9UKlUFAoFIpEIhUIBk8lEoVAQ5dbKyoro6dhsNqqqqti3bx9Go5GTJ09y9OhR7HY7v/rVr9BoNHi9XiHMfatlRKVZrbgMDAwMiA1rvV4vsiClWbwT76eMMu4lHqoAsx1D93as3a2TlK17N4VCgUwmI7RajEYjhw4doqamhtXVVSRJ4sKFC2QyGZLJJB0dHcLCVdknUnRalKmSLMvCeaBYLFJTU8Phw4dxu90YDAYsFgv19fV885vfpK6uDpPJxJkzZ4Qb4oEDBzh//jwHDhxgbW2NxcXFbaU6t+rpvvrqqxw9ehRA9Ge2e7924v2UUca9xkMTYLbTIoG7N1RLJpMsLi7S09NDZWUl4XCYjo4O+vv7gY3gEwwGCYfDaDQaWltbmZqaYmlpCa1WS6FQQJZl4RmtUqloaGjAaDSKwKRkFt3d3TQ3N4sVAmWbuq+vj9raWv7+7/9euCF2d3cLI/oLFy7Q1dVFY2OjuO7t2LSlQXY7J8VSlJZSgLA0KQeYMu4HHpoAs5Ng1K12Y25lgaHovYyPj7Nnzx4cDgc6nY533nlHqPtXVVXx+eefi2mR0WgUFiLKlnRFRQUWi4VkMkkgEKC2tpb+/n7cbjfpdBqHw4FerycYDKLT6YTvtN/v59e//jVqtRq1Wi0OfCwWA+C1115jYWGBb3/72zidzk2vpZRAB3cWZLeWUgpnpowy7gd2FWAkSXoB+M+AGvivsiz/+Zbv/z/A/wXkAT/wL2VZnr+XF3qrPRhlY7j0a9vtJCkNVmV/Z3FxkXA4zPDwMHv27OGXv/wlNTU1LC8v09/fz/Xr1wkEAuTzebLZLMVikWw2S0VFBalUCrVaTTabFQS7PXv2YDabaW1tFaQ5h8NBLBbDbrezf/9+PvnkExYXF8VOkN/vp7m5GZvNhsm0YQc7MjIiCHh1dXXbZm+lXJc7WUDcrpQqZy9l3C/cNsBIkqQG/gvwHLAIDEmS9JYsyzdKHjYM9MmynJQk6f8G/hPw3Xt5odtpkWy3MVy6BOj3+5mZmRE+QIpHNGyUBoODgxQKBQA6OzvJ5/Pk83m8Xi+xWIxsNotarRYNW+W/VCqFXq8XWQdAPB5ndnaWmpoaXnjhBebm5gBYW1sDNnypjUYjVVVVPPbYY2J/qLm5mT/4gz8gGo1y9uxZzp8/Tz6f5/HHHxcaMcp+lcVi2UQShLtbQFQ2xcso435jNxnMMWBGlmU3gCRJ/xs4BYgAI8vyxyWPvwj883t5kbBZlkDRIindGJ6fn2dkZIT5+Y3ESVkC9Hq9VFVVkUgkkCRJbBc/9thj/OM//iMqlYqVlRUymQxNTU2Ct5JMJoV8pU6nI51OC5O1QqGA1WoVU6WKigqy2Sw2m418Pk9bWxunTp3C6/Vy7do1WltbmZycZGVlhcnJSQYHB3E4HLzxxhsMDAxgMpl4//33mZiYwGazARslYV1dneixjIyMiLJIIQlCeQGxjAcbql08pgFYKPn34v/52k74AfDr7b4hSdIPJUm6LEnSZWXTebco7cEoJvLK3Xt+fp4bN24wODjI4OCgMBkzmUx0dHRgs9kwm81UVVWJO31TUxMdHR2ij2IwGPizP/sz6uvr0Wg0wrje4XDQ2NiIRqNBsdlNJpMkEgnBgVlYWBAZTzKZ5OLFi3i9XiwWC7W1tUL9LhKJUF9fL55X0ZPx+XzE43EqKyuJRCJ0dXXx/PPPi37K+vo6+Xweq9VKPp8XgVWByWQqlzplPJDYTQYjbfO1bQ2tJUn650Af8NR235dl+a+Bv4YNb+pdXiOwfSmg3L2npqYAqK2tZX5+nmvXrnHu3DkhmfD888/zxhtviMOqEOIaGhoYHx/HZDIxMzNDOBzm4MGDfPzxxyQSCbRaLfv27aOjo4MLFy5w+fJlZFlGr9cLlqziPVQsFonFYuzdu5fBwUEuXbqEVqvl1KlTvPjii6RSKUZHR8nlcqTTacG/efPNNzGZTMzPzwsHg1JBKQUajQaLxUI8Hr+Tt62MMr5S7CbALAJNJf9uBJa3PkiSpJPA/ws8JctyZuv3vyhuZcq1d+9ePB4PkUiEQ4cOkc1msVqt7Nu3D4/HQ39//yYFuB//+MekUikikQi5XI5wOMza2hoXLlxgbm6OxsZGstks+/fvp62tDZ1Ox8rKCrIsi41or9crRtWSJInR9fz8PEajkerqamKxGB9//DFPP/20WBVQHAUUASqF6auYoz3//PM3BZdSRrKyBV1GGQ8DdhNghoBOSZLagCXg94F/VvoASZIOAz8BXpBlee2eXyW3JtQpwcfn8/Hpp59y6dIlxsbGWF1dpaenR2ipJJNJsZhYW1srGsCyLGMwGPD5fEQiEdFIDYfDLC8v09LSQigUIpfLUSgUhDdRZWWl0IgpFotUVFSIdYRgMAhslHbvvvsuxWKRVCqF0+nk8OHDxGIxnE4ntbW1wIY+jELl34qtjOSvuhT6qj2sy3h4cNsAI8tyXpKkfwu8x8aY+r/LsnxdkqT/CFyWZfkt4C8AC/CmJEkAXlmWX72bC9qJrXs7rofCZlWIYwrp7bXXXiOXy+H1enn//fdZW1tjaGiIXC5HPB4XQlTxeJylpSX8fj8mk0nYhyiujUr/ZSscDgdarVasAGg0Go4dO4bNZiMajdLc3Mzk5CTJZJJYLCY0YE6ePMmJEyduybgt/dqDIvRUNl8r406wKx6MLMvvAu9u+dp/KPn/k/fiYnb68N5qTFt6ECsrK9HpdCQSCSwWCw6Hg9HRUdxuN+fPnycejxONRtHpdMITWqfTEQwGMZvN2O12VCqVKGUUhX+tViscGsPhMJIkiQBlNpvFsmIsFsNms/HNb36T1157jffff594PC5sRNLpNC6Xi3/1r/4VBw4cAH4bWEozlwf5EJeFv8u4EzxQTN6dPrxarZYbN24QjUZRqVQ8/vjjQrzpypUrJJNJscfzxhtvkMvlhKq/z+ejurqaqakpVCoVq6ur4ncFg0FMJhNms5liscjQ0BCVlZU4nU4MBgMej4dUKkV1dTU6nY7GxkaGh4dFgHE4HJjNZpLJJEajUWjFGI1GTCYT/f39Qhd4YmKChoYGGhoaBB/nYXRQLAt/l3EneKACzE4f3lwuR3t7OzMzM4RCIf7yL/9S+Ab5fD56enqYnp4WG8M2m43PP/+ckZERisUiuVwOWZZpamoSAt3KCDkcDovlRaXEWlhYIJfLkUgkMBgMLCwsUFVVJfRyleAiSRIOh4OXXnqJzs5O3n77bWpqahgbGyOVSglOTldXF4899hhut1v4RB89enTHIPIgH+Iy76aMO8EDFWBuZZehWH9UVVWxurqK2WzGaDQKAtz/6f0I43dFQsFqtTI3N0dtbS3r6+u0trYSDAbxeDz4/X4xzfH5fEiShCzLaDQaisWi6MMoAalYLOJwOAgGg7S1tfHkk09y6tQpDhw4gNvtFvq7mUwGv98vSq3p6WmeeeYZ9Hq9kKuEnZ0lS5vWDyIelH5QGQ8+HqgAsx2UHstzzz0HIOj6ykSntbUVh8Mhmq0ff/wxN27cYGRkhFAoxOzsrKDcK44DbrdbeBkVi0XW1taESbziPKDwTtRqNWazmUgkIpT7HQ4HfX19vPzyy6KXMjY2JpTvenp6uH79utCTqa6uZnV1lRMnTgi5SpfLhcvlumUmUKrB+yD1YcooY7d4oALM1ubmwMDAJtfCU6dOkcvleP3111lZWeGDDz4gHo/j9Xqx2Wz8zd/8jfAlUvohFy9epFgsEolE0GprvYlFAAASiUlEQVS1Isgoi4sajUYIQimqdGq1Wmj3AkiShFqtprGxEYvFgsvlIp/PMzU1xfz8PC0tLWQyGZ599lkmJiY4cOAAhUJBeFGbzWa8Xi/BYJBnn312E+t2p6DxIPdhyihjt3igAszWQ7W4uLijuJLRaMTr9SLLMl6vF51Ox+XLl/F4PKKJarFYRACBDfW6yclJYWqv0+kwGo2Ew+GbriWTydDc3EwikWB2dpZCoYBWq2XPnj1IkkQ2m6WyspKzZ8+ysrKC1+sll8uh1WqFFEJFRYVwG2hubsbhcGwqL27FJ3mQ+zBllLFbPFABpnS3KJ/PY7fbxSGDDRN62OhdNDY2kkgkhAPi9PQ0S0tLJBIJstmsyGAAisWiyEJKt7AV7+hSKJatuVyOhYUFLBYLlZWVQrFOGUtns1kmJibI5XLU1NQIOYeuri7Onj1Lc3MzR44c4bvf/S6XL1/G4XBQXV0tAsXtRtHlZmoZjwIeqACjSDKcPn0ajUbDlStXhP9PMpkUdh5+vx+fz0c6nWZ4eFjsBaVSKQBhNRIIBIQsprIkqJRHSklUCrVaLbIdSZKIRqPCoN5gMGCz2TAajahUKo4fP87+/fv5H//jf/Dhhx+i0+loa2vj2rVr5PN5urq6iEQidHd3c/z48ZsCxW5KoO2aqWUWbRkPEx6oAAMbmYOSJZT6/wQCAW7cuEEqlaJQKNDe3o7f79+UtWi1WhFkKioqSCQSmEwm1tbWSKfTm7KV7Zi5pb0YWZZZX1/H4XDw9NNPC9at0+nEbrfjcrlwu91ieXJqaor19XUxcfJ6vaKXs12guF0JdLeM5jLKeJDwwAWYW3Fh9u/fj8Viwefzcf36dRYWFjAajeTzeWKxmPjZYrEoZCatVqsIVDtBkiShGaPwZgAhNqUYqq2vr5NOp8Xk6MMPP+TatWusr6+TzWYxGo309vZit9vFrtG5c+d2XG3YqQS6FaO53Pgt42HCAxdgbsWFsVqtRKNRpqamGB4exuv1IkmSoNorm82xWEzwV6anpzd5QpdCkiR0Op1YHcjn86JEgg2rku7ubg4ePEgymaSlpWWTHjBAfX09hUIBlUpFJpMhGAzS3NyMyWTa9PjdOB4o2CmQlBu/ZTxseOACDGx/8Eq1X27cuMHq6iparVaozCnZSnt7OxMTE7hcLq5du0YymRSN263Q6XRYrVaxS6Rowmg0GjQaDQMDA3R3d/P/t3eusVGd6R3/PXP33EhmfA+LLwEbuwOWcexSICEVJkFEAilKdllpq0RKu9pttxLqp0r7ZbX90lRqq0aJVIV21d1KTbNZKQI1XZE02Q2EJBNHCgGCwJdcXIwvwIzH+DIzHs/bDzPndGw8eMZmGDt6fxLijOf18d9HPv857/M+7/MsLCxgtVrvuLEfeOABKisricfjNDc3EwqF6O3txe/3884779Df329Ok4ohn5HowK9mo7EuDSYfRu0Xj8djJtvNzc0xNjZGRUUFk5OTZtP52dlZ7HY7FouFeDwOZIo25T7NGJXxRMRczjayd1tbW2ltbeW9995jYWGB9vZ2jh8/TnNzM4CZZbtr1y527dpFb2+v+d7p06dZWFjg888/p6OjI+80KZelMZd8RqKzaDUbiXVrMHdrsnbkyBHC4TBXr17FYrGY5SuTySRfffUVmzdvRillLh8bgd/lpkpGoe/Z2Vlqamqw2+3mE8f58+cZHBzE5/MRDoe5ceMGzc3NnD59mrGxMQYGBnjiiSeYnJw0c1yMKv9er5d4PI7H4zGNLJ8x5Iu5aCPRbHTWpcEY3QfHx8dxOBw8++yzAJw8eZK5uTkuXLhg3nwul8vc2wMZU3A6nWzZsoVAIGDuns5HOp1mYWGBZDLJxMQE6XSarVu3mqtMxrK20b/aMJCmpiYGBgbMns/GNMb4/6OPPmJiYoJwOMyePXvuGi/RwVvNt5V1aTCjo6OcO3eO8fFxpqenzThLOBzm5s2bTE1NmYlvIoKImD2hRYRYLEZ/fz9ut9tccl4Oq9WKy+XC4XAwOjqKxWIxDcvj8RAMBtm+fTtzc3OkUinOnj1LKpXC6XQyPj7O1q1befTRR2lubl6U+t/d3U00GuXAgQOMjo7S3d29YjM0HbzVfBtZlwYDmaeYiYkJc3NiLBZjYGCAiYkJvF6v2V7E6AVtrP5EIhEA4vG42Rt6KTZb5td2u9089NBDxONxs4m9w+GgoaGB5557jkgkwqFDhzh//jxKKTMLuKuri3A4jMfjYWBgwIy9GLoh0zExHo/nLYOZiw7ear6trEuDMbJvL126hIgQjUZpbW014xI1NTVMT0+bO6uXI7dA91JSqRQej4dNmzbh8/nMPBmj1/SWLVtMQ7PZbMTjcWZmZkgkErS3t1NRUbEoGdCY0hhTu2g0itvtNpPzCjEMHXPRfBtZlwYzPz9PVVUV9fX1VFRUmPVyh4eHzSeSQCBgdk1cDbW1tcRiMbOHtIhQV1fHli1bqK6u5ubNm6TTaUZGRojFYjQ0NBAMBgmFQtjtdmZmZvjmm2/w+/3mlGZ0dJRPPvnEbC+yb9++NZuG3hqg2cisK4Mxbia73U5DQ4O54VAphcViYX5+nkQiQSQSWZQDUyxWq5Xp6WmzWJWxB8noBNDY2EhPTw/pdJpz584hItTX1/Pll1/y7rvvcv36dbP1qtGZsRTorQGajU7ZDSbXVM6ePWsGcJPJJMFgkNHRUZxOJ5FIZNGUJ9/0ZyWMrF1jGdsoj+lwOGhubmbnzp20traSSCTw+/00NjZSXV3NjRs3sNlsVFVVMTQ0RDAYNAtZGdzr/kV6dUmz0SmrweR+Qhu5LIODgwwPD5s9ilKpFFNTU3lXglbCYrHgdrvNVP5UKoXD4SCdTmO323G5XOYqlM/nw+v1cuvWLbZv304qlWL//kyTyoaGBtxuN/Pz8+a0LXd6BPe+f5FeXdJsdMpqMLmf0P39/YTDYS5evAhANBplbm7ursvMhWBMrRwOBy6Xi3Q6bRab6ujoIBAIEAwGmZyc5Pnnn6e6uprR0VFaWloYGxszl5iNmzsWi/HUU0+ZJTgLKbGwWvTqkmajU1aDyf2EtlqttLa2cv36dbMgt9FBcS1YrVb8fj9VVVXcunULm82G0+mks7OT48ePc+LECaampgiFQthsNrOOr9PpxO/337EKdL9vcr26pNnIlNVg3G43XV1dXL16lc7OTt5//32uXbvGyMgIyWRy2aJQxWKz2Ugmk+bu6kAgwGOPPcaBAwd4++23zWJSTU1NQGYqBNDR0UFLS4u5/KyfIjSa4imrwQwPD/Piiy+STqfx+/3s3r0bh8Nhvr9Wc4FMwpvVajWDxkYJzJdeeomRkRH8fj979+7F4XCQSqUYGxvD7/cvMhe9kqPRrI6yGUw6neaNN95gaGiI6upqZmZmGBwcNPsJ3Sui0ShtbW24XC7a29vNjY1ut5tgMEgkEmFkZIStW7dy8OBBs/OAYS79/f1MTU2tWNtFo9HcSdkMZmFhAZ/Ph8/n4+LFi3g8HsLh8LIV/leDiOB2u/F6vezcuROApqYm6urqSCQSXLlyBbfbTVNTEy0tLSQSCT788EOOHDkCwNDQEH19fSQSCS5fvgxwx6qRRqO5O2UzGKvVSlVVFT09PVitVgKBAK+//vqye4eKwWKx4HQ6zRax8/PzfPbZZ/j9fg4ePEgoFKK2tpY9e/Zw+/ZtbDYbr732GslkkuHhYUKhEAMDA4vKMcDimIxGoymMshmMxWLhySefZNu2bQwPD9PX12duVFwtfr8ft9ttlk/wer1cuXKFaDTK+Pg4L7/8Mp2dnezdu5cjR47gdrsZGhpadA5jA+XScgzaXDSa4in7KhJkgr2XLl1a8/mMJWm/309zczO1tbVcvnyZ27dvA5ilMKPRqBlLWZp9u23bNsbGxpicnKSnp4fu7u6CNyxqNJrFlD2T9+TJk3zwwQfMzMys+jwWiwWv14vX62Xfvn309PSYHQAaGhq4ceOGOfXKLaANy2ff6uQ2jebeUFaD+eKLLzh79uxdW4rcDZfLhdPpxOVyUV9fz/z8PLFYjLfeeovGxkZCoRBHjx5dlFPjdDpxOp2LzrM0mU0nt2k094ayGUwqleLEiROLpjDFYLPZCAQCpNNp3G436XSampoaent76evrY/fu3VgsFg4cOGAuOff19RW8cbCY5DqdiKfRLE/ZDCaZTHL9+nVGRkZW9f02m41EImEW6q6traW+vh6LxUJlZSXz8/OLUv1nZ2cL3jiYWzjqwQcfNAPC+cbqRDyNZnnKOkU6c+bMqpalrVYrNpsNi8ViVqFra2ujra2Nnp4enn766Ts2IxYTW8ktHDUwMEB3d7dZ/2UpuqSCRpOfshnM7OzsqqZGAB6PB6fTSSAQ4PDhw0QiEerq6hal+C9HKWIruqSCRpOfshnMSu1ElsNms+H3+6mpqWHHjh10dnayf/9++vv7zWLbBmuJixRTOEqvOmk0+SmbwRjdFovB7XZTWVnJjh07CAQCRKNRfD4fTqfzjr7Ra4mLFFs4Sq86aTTLU/aSmcWwsLBAU1MTXV1dPPzww0xPT1NRUXHHFOVexEW0aWg0a6cggxGRQ8A/AVbgX5RSf7vkfSfwK6ALuAV8Tyn19b0QKCLY7XasVisAY2NjOByORatEdXV1dzxt6LiIRlN+VjQYEbECrwAHgWtAn4icUkpdzhn2AhBVSm0VkWPAi8D31iLMSKDbvHkzsViMqakp7HY7bW1t9Pb2EgwG71glMihlXETnvGg0hVPIE0wPMKiU+hJARP4TOArkGsxR4GfZ498AL4uIqFVWjKqqqqKjo4NNmzbx+OOPE4lEePPNN3G5XFRVVVFbW0tlZeVdz1GKKY7OedFoikNW8gAReQY4pJT60+zrPwH+UCn1k5wxl7JjrmVfD2XH3Fxyrh8CP8y+7MrzIxeAKWACMCpPbQIcgAAJYBJY3f6CtWEHvIAHmAGmy6RjLVQCN1cctT7ZyNphY+tvVUr5iv2mQp5gZJmvLXWlQsaglHoVeBVARD5VSj1SwM9fd2jt5WEja4eNrV9EPl3N91kKGHMN+E7O683A9XxjRMRG5oljbcVdNBrNhqcQg+kDtolIk4g4gGPAqSVjTgHPZY+fAd5bbfxFo9F8e1hxiqSUSonIT4DTZJapf6GU+kJEfg58qpQ6Bfwr8O8iMkjmyeVYAT/71TXoLjdae3nYyNphY+tflfYVg7wajUazWgqZImk0Gs2q0Aaj0WhKRskNRkQOichVERkUkb9e5n2niLyefT8sIo2l1lQoBWj/KxG5LCIXRORdEWkoh87lWEl7zrhnRESJyLpZPi1Eu4h8N3vtvxCR/7jfGvNRwN/MFhH5nYh8lv27OVwOncshIr8QkYlsXtty74uIvJT93S6IyK4VT6qUKtk/MkHhIaCZTKLc50D7kjF/Dvxz9vgY8HopNd1j7X8MuLPHP95I2rPjfMAZ4GPgkXLrLuK6bwM+Ax7Mvq4ut+4itL8K/Dh73A58XW7dOdoeA3YBl/K8fxj4LZm8t91AeKVzlvoJxtxmoJRKAsY2g1yOAr/MHv8GOCAiyyXu3W9W1K6U+p1SyihE8zGZHKH1QCHXHeBvgL8Diq+dUToK0f5nwCtKqSiAUmriPmvMRyHaFeDPHm/izpyysqGUOsPd89eOAr9SGT4GHhCR/MWSKP0U6SHgf3NeX8t+bdkxSqkUEAOCJdZVCIVoz+UFMu6+HlhRu4h0At9RSv3X/RRWAIVc9xagRUTOicjH2d3+64FCtP8M+IGIXAP+G/jL+yPtnlDsPVHyejD3bJtBGShYl4j8AHgE2F9SRYVzV+0iYgH+EXj+fgkqgkKuu43MNOlxMk+NZ0UkpJSaLLG2lShE+/eBf1NK/b2I/BGZ/LGQUmptPZPvD0Xfq6V+gtnI2wwK0Y6I9AI/BY4opRL3SdtKrKTdB4SA34vI12Tm06fWSaC30L+Zk0qpeaXUV8BVMoZTbgrR/gLwawCl1EeAi8wmyI1AQffEIkocNLIBXwJN/H/Q6w+WjPkLFgd5f13uYFcR2jvJBPW2lVtvsdqXjP896yfIW8h1PwT8MntcSeaxPbhBtP8WeD573Ja9QaXc2nP0NZI/yPsUi4O8n6x4vvsg+DDQn70Rf5r92s/JfOJDxsHfAAaBT4Dmcl/kIrT/DzAOnM/+O1VuzYVqXzJ23RhMgdddgH8gU5PoInCs3JqL0N4OnMuaz3ngiXJrztH+GjBKpgTJNTJPWz8CfpRz3V/J/m4XC/mb0VsFNBpNydCZvBqNpmRog9FoNCVDG4xGoykZ2mA0Gk3J0Aaj0WhKhjYYjUZTMrTBaDSakvF/REXLoWzK6VAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. PAF1\n", "n = 4818\n", "SpearmanrResult(correlation=0.9660302976021368, pvalue=0.0)\n", "(0.9788456726669531, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. PAPOLA\n", "n = 5248\n", "SpearmanrResult(correlation=0.9903297518640427, pvalue=0.0)\n", "(0.9904321751721639, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. PCF11\n", "n = 5087\n", "SpearmanrResult(correlation=0.976767788247931, pvalue=0.0)\n", "(0.9806927408261735, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. RBBP6\n", "n = 5228\n", "SpearmanrResult(correlation=0.9790176073417867, pvalue=0.0)\n", "(0.9775180238105726, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. RPRD1A\n", "n = 5208\n", "SpearmanrResult(correlation=0.9883445607859678, pvalue=0.0)\n", "(0.9921415453754213, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. RPRD1B\n", "n = 5255\n", "SpearmanrResult(correlation=0.992871435489016, pvalue=0.0)\n", "(0.9935379522556784, 0.0)\n" ] }, { "data": { "image/png": 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Q3ul04vf78Xg8wmK6cOECL730khhv8qRRq6lVvtJs1MZyM9aPdl1YWCCbzdLa2orL5aKysnJTh7BiUWSzWRobG+no6BCiotVqN9yfVqtFo9GI7F0lOuRwOJBlGZvNxtjYGLOzs9TV1RGLxRgfHyeVSjEyMsLg4OCOjH/9PKgWjMpXlkeNbq33JTU1NTE9Pf1Q35LSekGn04moTWNjI1NTU9y6dYvbt2+TSqU2jBwpGbhKLxeNRkNfXx/Nzc34/X5mZmaorq7GbrczPj7O8PCwyNDV6XS0trY+cae6KjAqX1keNbq1kS+p/HdYTWJT/qZMBBgeHqa6upqWlhZqamq4ceMG8/PzOJ1O6uvrCYVC6PV6fD6f6PliMpkolUpotVq0Wi16vR6LxYLZbCYcDtPR0YHdbucb3/gG3/3ud/mzP/szEokE8/Pzonp6LzjVVYFR+cryONGtcl9SucMXeMAa8nq9JBIJHA4Hfr+fyspKxsfHee211wgGgwSDQWB1JnQmk8FisRCJRAiFQiLkXCwWRR2RXq9neXmZVCqFwWCgtbWV7373u+TzeZaWlkilUgwNDdHQ0MCLL764I9XfnxdVYFS+EmyUSfx5olvKKNdwOIzL5aK/v39N7svw8DDj4+NMTk6SSqXo6elBp9Pxk5/8hPfee490Oo3BYBANoWBV8MLhMAaDgWw2KyJMsFoWkMlkyOVyHDt2jEQiQWNjI6FQCJ1Oh06no6Ojg3A4zMDAwK4WMD4KqsCofOl5mK/lUaNbilAFg0Fu3ryJzWZjYmKC3t5ejEYjs7Oz3Lt3j0gkwuTkJAaDQbTGDAaD+P1+0f5ScfwWCgVRGqCEsUul0pqwtVarpbKykoMHD5JIJJAkiUgkwvDwsMjKTaVSHD9+fFcmND4uqsCofOnZqUziVCrFz372M7xeLxqNRmTcFotFzGYzFy5cYHx8XFQy37x5k8nJSfR6PVNTUwSDQbxeL5lMRvhVXC4XpVKJ6upqZFnGbrfjdDpZXl4WUSSDwYBer+f06dNcuHBB5LvMzc1RW1vL9PQ0AwMDVFZWPvEl0Xq2JTCSJH0L+M+AFvgjWZb/3bq/twB/Ajh/uc3/Icvymzt8rCoqj8VOZRLfvXuXP/3TP8VisZBMJnG5XJjNZqqqqsSN3dTUxCuvvEIwGMTj8YhQdiaTEVEiZbyrktUbi8UoFovU1NRgNBoxGo2YTCYx+8hoNFJXV0dXVxdGo5Genh4cDgc+n48rV64A4HK5eOGFF4C1juYnzZYCI0mSFvhD4HlgARiUJOk1WZbvlW32fwE/lWX5v0mSdBh4EziwC8ersk95EtXU67NuH2X/6483lUpx9epV/H4/NpuNUCgkxKWtrU0UEioWkpKJW1FRgU6nIx6PrxlKr9Fo0Ov1hEIhSqUSkiRRKpWora0VIuNwOGhsbKSzsxOtVks0GqVQKAiBbG1txefzcfDgQSKRCF6vl5GRkT1VVLodC+Y0MCnLsgdAkqQ/By4B5QIjA/Zf/tsBLO3kQarsb55ENfVG+1yfNv8o741Go1RUVNDc3MzKygqVlZXodDpRsHjp0iUCgQCvv/46CwsLWK1WKioqMBgMzM/Piy5zCoVCgUgkskZ0EokExWIRm81GS0sLer2eo0eP4vf7yWQy2Gw2nn/+eWA1YhWLxVhaWsLpdApH8V4rKt2OwDQC82W/LwBn1m3zr4ArkiT9z4AVeG6jD5Ik6XeA34HVhjsqXw2eRDX1o+5TyehVKI8IjY+P43a78Xg8oqFTb28vMzMzyLKMVqvlr//6r0mn00xNTWGxWNBqtVy4cIGvfe1r/Nf/+l95/fXX0Wq1wlqRZZlcLremUrq8DkmWZdra2rDb7QwNDQGrDul8Pi/OrbW1FUAk8AE7shTcSbYjMBt1GV7fqOIl4EeyLP8/kiR9HfixJEm9siyvKbCQZfmHwA8BTp06tXWzC5UvBU+imvpR9qmEnG/evAms3rDlESFlm3Q6TW1tLZlMhpMnT6LT6dDr9TgcDj766CNKpRKJRIKVlRWqqqowm80AjIyMoNFo0Gq1GAwGCoWCaFCl0+nI5/MiHO1wOOjs7MThcIhoUCqVolAoMDs7SzqdFlMZN2q7sNeKSrcjMAtAc9nvTTy4BPofgW8ByLL8oSRJJqAKWNmJg1TZ3zyJaupH2Wc0GiUcDmOz2YDVG/rcuXPE43Fg1dcxPDxMqVTCaDQyNjbGjRs3qKiooL29ndHRUQKBgBCXYDBIKpXir/7qrxgbGyMej4sRr3V1dciyLKwQt9stmnMrFdVms5menh7q6+sJBoNUVFSg0Wiorq7e8tz2WlHpdgRmEOiSJKkNWAS+D/yTddvMAc8CP5Ik6RBgAvw7eaAq+5vtfvF30hm83X06HA5cLhcTExMAa1ouKLVGTqeTzs5OFhcXyeVyjIyMEI1G6evro7GxkXw+zyeffEKhUKBQKOD1ellYWODu3buEw2EAzGYzR44cobOzk6GhIZH/Ul5RXSwWRYV2fX09L774ImazWXTDu3PnjqjY3ktCshlbCowsywVJkv4F8DarIeiXZVm+K0nSvwFuybL8GvC/Af+fJEn/C6vLpx/I2+n3p6JSxpNqrWmxWHjhhRfo7+8HEM7gaDTKwMAA0WiU69evMz8/j9/vJ5fLEQ6H10wAWFlZIRQKiVoixRpRZkgr1s/09DQdHR0i7T+ZTGKxWMhkMmI4fWNjI/F4nGQyyfXr1zl79ixGo5G2tjZ8Ph/j4+NfSDe6nWBbeTC/zGl5c91r/7Ls3/eAszt7aCpfNZ5ka02LxUJHR8eaRt7ZbJZCocCZM2dIpVI4nU6sVqvwhzidTsxmMz6fT4x2zWazaLVaJEkSAqOEsBUH7euvv47BYCAWi9He3o5WqyUUCmG320kkEsTjcRobG4nFYng8HlZWVmhoaMDn8wmf0PT09J4IQ2+Fmsmrsmd4XGfwZsuqR11uKRbU3Nwcw8PD1NTUEI1GRVg6kUhQKBTo6+ujo6OD+fl5FhcXKZVKhEIhMSCtWCyKSFD5yJFEIiH+3dDQIJy8Go2GpqYm6uvryWQydHd3s7i4yNTUFOl0mlQqhdls5syZ1eDtXmjDsF1UgVHZMzyOM3izZdXDllubCY8ymD4QCDA7O8vY2BgWi4V0Os3p06d56aWX+OCDD7hz544oNmxubmZpaYkrV66I9P9cLofVaiWRSKzJc5FlGbPZLMLUNpuNnp4eCoUCFy5cYHp6GrPZzMGDB7l8+bI4jvb2djweD8899xx2u31PhaG3QhUYlT3FozovN1tWbfZ6ufAAYpgarApPMpkkGo3S3d3N1atXgVXLo6urSyx37t69SzqdZmhoiJaWFkKhEPl8XnSes9lsGI1GEYVSUHq6nDp1CrfbTS6X49vf/jbvv/8+oVCIAwcOAIhevc8++yyXL18WA9KUeqe9FIbeClVgVPY1my2rNnu9fKj93/zN3zAzM4Pb7aZYLGKxWEQi3OTkJABOp5N4PM79+/dpamoilUqJ+UfBYJBYLCaiP0ryXG1tLU6nUyyplHhHRUUFdXV1/PN//s+x2Wx89tlneL1e+vr6OHnyJGazGb1ez1//9V9TLBa5d+8ehw8fprOzk9raWjFVcj8Ii4IqMCr7mo2WVcoSaGBg4IGmS4rwjI2NMTMzg8Fg4O/+7u9EWPr27dtEo1Hm5+cxGo3EYjGqq6s5f/48y8vLVFdXC+ukUCiQTqcBhD8lm80SiUQIh8PIsiwadyt9X/R6Pffu3cPpdDI6Oir6+w4NDWE0GgmFQng8HqqrqwmHw/yzf/bPaGpqWnMO+2lKpiowKvuCh91U67vMKXU6hUKBS5cuPZCIduHCBYaHh5mamhLznd1uN7OzsySTSdxuN16vF5fLRV1dHadOneLq1auMjIyg0+nw+Xyih24ul0OSJCRJwmw2UyqVkGUZnU4nWl4q40eampqora0lGo1iMpmYm5sjl8uRTqfRarW8+OKLom2mErFyu91raqj225RMVWBU9jyPclMpjtq5uTn8/tVcz5deeukBkenr62N2dlaIRU9PD62trVgsFgYHB8VSyGq1kslkWF5eJhQKUSwWCYVColdusVhEr9dTKpWwWCxUVFSItH+n00l3dzfd3d0EAgEAIpEIHo+HV199lWw2y+TkJM888wzJZFJYNE6nk1QqJZLt1p/fXitofBiqwKjseR7lpnI4HBQKBfx+P9XV1eh0uk23VxLrHA6HWEp5PB7+5E/+hJWVFbxeL/Pz8ywsLAjhyufza8RF8bsAZDIZTpw4gdFopFgsiuHzzzzzDKFQCI1Gw9DQEM3NzUxNTXHq1Cnu37/PysqKWHo999xzwkm9kbW236ZkqgKjsud5lJvKYrFw6dIlANGScv325Z3p6uvruXjxovhbe3s7J0+e5O/+7u8oFotiuZTL5XC73WSzWWRZJhKJIEmSSK6zWq1oNBoaGhowm80sLi5iMpkIh8N8+umnoi+v3W7HZDKRy+XweDyYzWZ6e3s5deoUkUiEfD7/UEfufpuSqQqMyp7nUW+qqqoqXnrppU2393g8/OVf/iV6vZ5sNsvKygo2m010hXvhhRfo6OjgJz/5Cbdv3wZWQ88mk4l0Oi3qhqLRKMViUbS21Gq16HQ6jhw5Qnd3N4lEYk19UldXF08//TTxeByDwYDJZCKTyWA2m4lEIgCiJ+9W41P2urAoqAKjsmPsZnRjs3EhD8vc3ewYlO5yRqORcDjMu+++K1oj9Pb2AnDlyhXeeecd4XdpaGjA6XRSU1PD3NycsEJkWebEiRMEAgFRqKjRaPiN3/gNRkZGMBgMpNNpEokEIyMj1NbWAoiu/5WVlaLeaXBwkMHBwX3hvN0uqsCo7AhfVHRjo/0Aon4I2HL/jY2NGAwGfD4f0WiUaDTK4uIiFRUVvPrqq3g8Hj755BMikYjwh0SjUfR6PW63G6PRSD6fF8l1S0tLdHZ2Mj09TTgc5v3332dkZASv14skSYyPj3P8+HEmJydFe8v+/n4sFosQQ6WkYL84b7eLKjAqO8LjRDcex+JZvx+lD+3y8jITExOcP3+eSCTy0P3r9Xp+/dd/nUAgIKqko9EoqVSKjz/+WMwkUuqQZFnGYDDg9/splUpYrVZSqRS5XE74YHp6ehgbGyMSiRCPx1laWkKSJOEQPnToEOFwmOnpaerq6kTSnMJ+c95uF1VgVHaER71BHtfiWb8fWG1v2dbWxsTEhLiBH7Z/h8OB3W7n5s2bBAIBUUzY0NBAIBAQbRfMZrPIaVHaLuh0OsLhMBUVFWJkiZLzAoiRJJlMBkmShP9lYmKCZ599lnPnzj0gLrD/nLfbRRUYlR3hYRm1G90wj5vPsX4/Sv1QLBajq6uLgYEB0ZBJYSPfTGNjIxMTE1itVpaWlnA4HKTTaRobGykWi8JakWWZQqEgEuv8fj+FQoHa2lrq6urI5XKcP3+eqqoqzpw5w5UrVzCZTMRiMSwWC8VikQsXLvDUU09x7tw5Ojo6HnpuXxZhUVAFRmXH2CijdjML5fMsCZT9pFIprl27RrFYZHh4mL6+PiYmJtZMNtzMZ/PBBx8QDAbRaDRYrVba2trI5XIsLi4SDofF8qbciolEIszNzWGxWLDb7fT29nLgwAHi8TjT09P4fD4qKyuxWq10dHRw4sQJotEoZ86cobq6ettTDb5MqAKjsitsZaHsxJJA2UdlZaUYrZrNZoU/ZWFhQdQHlftslCrnXC5HLBYDYHFxEZvNRrFYFA274/E4er1eNIFSrJl8Ps/k5CSlUolYLEZdXR1HjhzB6/Vy+vRpjEYjra2tXLx4kaampjX1UPupjmgnUAVGZVfYjoXyeZcEyj5isRhms5lgMIhWqyUWi/Hyyy+TTqfR6XT09fWxvLxMNpsVfVtGR0eprq7G6XSSyWTw+XzAajSqrq4Ok8mETqcTAqTRaDCZTCIRTqmU9ng8yLJMMpkkkUgwNzeH2+0GwO12rxlCv9/qiHYCVWBUdoUvwmlZvo9vfvObvPPOO+h0Ot544w1isRgHDx7E4/HQ3d1NTU0Nr7/+Ordv38btdtPW1kYwGCQcDpNOp0mn08zMzACIudPJZBK73S6mAlRUVAiLJJPJkEgkxFyjpaUlWloZCq3OAAAgAElEQVRasNvtwqJ655131tRBbRQBUyh3/H6ZrBxVYFR2jc9roWznRlP24fV6sVqt1NXVEY/HSafTjI2NYbfbaWxsZHFxkTt37jA6Oko8Hqeuro6nn36an//852i1WtGzRWkolcvlREja5XKJlguSJHHs2DEaGhpIJBJks1lqamqYmJhgdnYWrVaL2+0WTaLKl4Z6vZ5kMsns7CxGo5Hr168zPDwMwOnTp8Vs6YdZOftNfFSBUdmTPOpyQlmCDQ8PMzs7y6lTp8hms3znO99haGiIyclJRkdHyWazSJJELBYTgqA07I5EIhQKBTKZjBiq5nQ6aWlpEUu95eVl4acxGo3YbDbm5+exWCwcPXqU2tpaMaCtvA6q3CEdiUR45plnuHXrlpjFFA6HiUajwObjX/fjEksVGJU9yUbLifLM1/WkUilxk6bTadH9PxQKEYvFWF5eFs7aiooKIpEIH330EbIsk0qlAISoKKNHSqUSmUwGu92Ox+MRs6QLhQJGo5FTp05x6tQpxsfHKZVKuN1upqam6OjoQKvVMjAwsGZ5FIvF8Pl8+P1+bt26JXw5sDqLSRGjzXxX+61VA6gCo7JHKXcSAw8tA0ilUly+fJn79++LjnF37twRjtp0Os27775LqVQin88jyzKtra3Mz89TVVVFKpXCarUyMTFBOp3GbDaL8HR1dTUul4unnnoKn8/H8vKy8MFUVVWRyWRE/s3CwoKIICnblZ9PeRsJi8XCuXPnOHfuHLDWB7OZ72o/ZvuqAqOyJyl34KZSKa5fv47NZiMWiz2wbBgfH6dYLOJ0Onn33XdFfktzczM3btygubkZrVZLOp0mn8+TSCR4+umn0el0VFRU4Pf7yefznDlzhtnZWWHR6PV6jEYjn332GSdPnuTEiRNcuXIFu91Oe3s7Z8+eRa/X09TURFVVFRaLRUyCXC8AG7WRWO/Y9Xq9Dy3U3I/ZvqrAqOxZlBstEAhw7949YV0o/VvK22NOTU2J/iuSJLG8vIzNZuPOnTvU1tbi9XoxGAw0NDSIKNHx48c5ceIEQ0NDvP766yKn5dChQyQSCaanp2ltbSUajfL973+fpaUlDh06hCRJnDhxgnv37onOcy+88MKWArBZG4lUKsVrr71GOBxe81kPuyb7BVVgVJ4IG0VDlKc4rB3fmkqlOHz4MDabjUQiIZYeil/DZrPR0dGBJEm43W4qKytFp39Y9W8UCgUx5D6fzxMKhSiVSrz11lti+JlGoyGTyeD1emltbeX27dtks1lcLpdo1P29732P0dFR3G43V69exWw2UygU6O/vp6OjY43PBXho/2AFr9fLzZs3sdls3L9/n9bWVvr6+vaVkGyGKjAqXzibpe+/9tpr3Lx5E4C+vj5RzAiIFglKZ36v10ssFuPmzZuUSiXMZjPt7e1YrVai0SjHjx+nqqqKDz/8kKmpKZLJpEiUMxqNBINB0WxKKWJMp9PY7XZisRiVlZU4nU7a2tpED5dCoYDP58Pj8TA+Ps5HH31Ea2srpVJJTBf4PJGeXC7H9PQ0N2/eZHl5eV9EibZCFRiVXWe9tbJRNARWQ7VK2FbxRxw6dIjZ2VmRLOdwOLh27ZoQl2w2i9vtxuFwkEgk+K3f+i3GxsYwm83Mz88Lv40ydVGWZTKZjBjvqnSiq66uJpFI0NvbSzabxW63c+zYsTWzjp577jk+++wz/uIv/oJCoUAkEuHo0aO4XC7MZjPweJGe+vp6Tp8+zczMDAcOHBA9Y/ZDlGgrVIFR2VU2eqJvFg1xuVxMTEwA0NHRgdFoZHZ2Vgx8X15e5tixY6L5trJ8icfjBAIBCoUC4+PjHDt2DJfLRWNjI/Pz8/j9flGjZLfb6erqIhqNEolEyGazWCwWMdK1WCxy7Ngxfuu3fou6ujohfkpjcABJkqiqqmJlZYXa2lpOnTollnSPE+mxWCy88MILomlWJBLZN1GirVAFRuUBdjJbdKMnen19/YbO0BdeeEF0+ldu2PHxceDvB76n02nu3btHLBYjGAzS19cnRn74/X4SiQQNDQ24XC6xHFL63eZyOZLJJNPT07S0tHD8+HFWVlZIJBJ4vV46Ozv5+te/zg9+8ANaWloARBhbEclYLEZtbS3FYpGBgQF+8IMfrGkP8biRHovFQkdHB/X19fsqSrQVqsCorGGns0U3e6Jv5OxUbrJyuru7GR0dZXh4GIPBAMDhw4cpFot4PB56e3ux2WxcuXKFlZUVkskkExMTNDQ0cOHCBRoaGvj000/FgLRisUgwGMRgMNDb20ssFmN+fp5UKiX8KIqloghtKpUim81iMpn4xS9+IQTlH/7DfyiEaP15PO41229Roq1QBUZlDTudLfp5czdSqRQ+n4+PP/5YRIYMBgOvvvoqmUyGaDTK9773PYrFIoFAQLRgKBaLxONx6uvrOXfuHCMjI4yOjopIUSKR4NNPPxUJcPl8nrGxMRobG7ly5QoXL15kaGiIbDYrxsEODw+zuLiIxWKhpqYGvV7/2Nflq4IqMCpr2I1s0e0+ldcvzVKpFD/96U/5xS9+wd27d7Hb7QSDQb773e8Si8VoaGhgfHycwcFBMcVRkiRkWRazno1GI93d3aRSKTQaDaFQiHw+T1tbm0i8y2QymEwmJEnCZDJx//590uk0lZWV1NbWcuXKFZxOJ4VCAYvFwv3798nlcrz44ouf+9p82VEFZp+x29W0TypbdKOlmdfrZXR0lFgsRiQSEVXNd+/eFTVHsiwzNjZGIpEQPXI9Hg9Wq5WRkRFCoRBOp5N4PE5bWxuVlZWi8rlUKnH8+HFcLpcoaIxGoxw4cACbzUahUGB6ehpYDZsvLCwA0NnZSUtLCwsLC1+6Jc1OowrMPuKLqqZ9EjfNZqFrnU5Hb28vfr+fxsZGUajY0tKC3++ns7OTw4cP84tf/EJ0r8tkMty+fZuRkRGR2+Lz+TCZTKLKWSlqVGYclUolnn76aXp7e7FYLBQKBQ4dOiSslnQ6zdmzZ0kmk+h0OqamphgeHmZ6epqBgYE1XesU9ltrhd1AFZh9xH6spoWtbzRlmiGwZmnmcDjo6+tjZmaGf/yP/zEnT57ks88+491338VkMtHT08PRo0eZmpqiqamJqakpDAYDRqMRWZax2+0imU6pVSqVShiNRqqrq/F4PNhsNs6ePUtVVRUvvvgidXV1/OxnP2NkZIS33nqLtrY2Tp48SX9//5rIllLUODs7y+XLl7FarWtEf7sPgy+7CKkCs4/Yj9W0gUCAy5cviwK/jSqhlRsRVvNfCoXCmvGpi4uLaDQadDodNpuNU6dOsbi4yKlTpxgYGODatWscPnyYH//4x8RiMQqFAhUVFdTX1+Pz+cjn8+RyOQKBAB0dHRw+fJja2lqcTieNjY0kk0kaGxtpb2/H6/USjUZF6watViuORTme7u5uUdRYKBTQ6XQPiP52Hgb7sb/Lo6IKzD5iN/0ju/EkVdooDA8PU11dTUtLywM3WvmNOD4+zo9+9CPRzf83f/M3SaVSVFZWMjY2JgoYv/a1r9Ha2sq5c+fEaNfJyUn0ej1nzpxhYmKCs2fPEo1GRc/cVCqFyWTi0KFDdHd309/fj8/nI5vNUigURKXz4OAgS0tLeDweAIrFoujVUn6NlP8HvV7PtWvXHhD97TwM9qtF+iioArPP2A3/yFZP0scVH8UScDgczMzMUFlZKeqIlM8qvxGVFpTNzc0sLy8Tj8dxuVx8+OGHjI2NYTQaMZlM1NfX80//6T/l5ZdfxufziXnO2WwWvV5PRUUFyWSSkZER0dDJbrfjcrnweDxotVpaWlp47rnn1vhOlELLb3/724yOjtLX10dLS4tYGq2/RsrrG4n+dh4G+9EifVRUgdljPIk1efmTdHZ2lvHxcbq7ux/Jl7ARyg0UiUREQeHVq1eBtY2jlBvR5/PxzjvvMDMzI97X09PD0NAQFouFYDCIJEncvHkTWZZZWloiFArh9Xqx2+2iHaXJZGJiYkKITTqdFqUDZrOZr3/968RiMRYWFsR5wt/3zM1ms7S2tnL06NE1ldubWRsP69/ysGu1H/u7PCrbEhhJkr4F/GdAC/yRLMv/boNtvgf8K0AGhmVZ/ic7eJxfCZ7UmlwRgvK6n+npafHlf1wz3mKx0N/fTzgcpq2tTQyHP3To0JrPUj7vL/7iLzCZTDidTgKBAD/5yU/wer243W4RCVKsmLm5Oebn5wkEAmi1WjE2xGQyodVqhU/H5XLR29vLkSNHMJvNfPTRR2LoWvl5Aly7dk2MiT158iTXrl0T/xcDAwO7Ym182cPcWwqMJEla4A+B54EFYFCSpNdkWb5Xtk0X8H8CZ2VZDkuSVLNbB/xl5kmtyZUn6fq6H+XJ+nlurPr6eurq6kQeC7DhZ3k8Ht555x0CgQDRaJTq6mrsdjsffPABoVCIaDRKLpcjn8/j8Xhoamri6NGjfPTRR8KJq9frxexoSZJEYl5LS4vwo9TW1tLT08PU1NSaQW2AsFyWl5dFL1+lGjufz3/prY3dYDsWzGlgUpZlD4AkSX8OXALulW3zPwF/KMtyGECW5ZWdPtCvAk9yTW6xWNZER5T9P6oZv75p1Pr3AxvOr/b7/ciyTEdHBwsLC6Kh08rKiihWdLlcIiclHo+zvLwshsx3dHQwNjZGoVDAbDaLHjHZbBZZlrl69SqNjY34fD7a2towm80kEok1nf/Lr73b7X6gi96X3drYDbYjMI3AfNnvC8CZddt0A0iS9AGry6h/Jcvyz3fkCL9CPOk1+Wb7f5RU//KmUcqsn/XvL+9gV16lXFVVJVpZfvOb3+SHP/wher0ev98v/CterxeXy4VGoyGfz9PS0sLk5CQTExNoNBpqa2uFOIRCISRJor6+XrS5vHPnDlqtlr6+Ps6dO7dps+1oNLqmi140Gt0wmU7l4WxHYKQNXpM3+Jwu4BtAE3BNkqReWZYjaz5Ikn4H+B1gwypUlSe/Jn/cuiFAtKRUmkb5fL41DuP1KC0v9Xo9t2/fFqNCuru7aWtro1AokMvlSCQSmM1mLBaLGA+SzWZxOBzMzs6i1+sxm81UV1cjyzJWq1UszZaXl8Xr+Xwes9nM8ePHiUQia851o/NREvWMRuNDpxqobM52BGYBaC77vQlY2mCbj2RZzgPTkiSNsSo4g+UbybL8Q+CHAKdOnVovUip7HOUmVHI/1jujHQ6HaBpVKBRIJBIinX6jm1Kv1zM8PMzMzAyzs7NiqXLjxg0SiQStra1oNBrhi1JGtS4tLaHVapmamkKv14uyAY1GQ3t7O+fPn+fHP/4xRqMRs9nMhQsXOHr0KNFodMOGTps518unGgwODn6p81V2i+0IzCDQJUlSG7AIfB9YHyF6FXgJ+JEkSVWsLpk8O3mgX1b2S6p4+U2o1OOUO4OVY+/v76e3t5d4PM74+PiabWCt/yUajRKNRpmZmWFpaYmxsTGqqqrw+/10dXVRVVXFe++9RzgcFuJiMpmIx+NCeJS2Cd3d3Vy8eBGNRkN/fz/ZbBav10t9fT1nzqyu6PP5/AO5L8oxbeRcV35SqdSXPl9lt9hSYGRZLkiS9C+At1n1r7wsy/JdSZL+DXBLluXXfvm385Ik3QOKwP8uy3JwNw/8y8B+ShVfnytTKBTW3HDlI0QKhQLPP/88y8vLYttYLMabb765pmQAViM3Wq2W2tpaSqUSBw4cQKPRkEwmyefzWCwW0UGuWCwiSRIOh4NYLIbX6yWVStHW1saBAwfI5/NotVocDgf/6B/9I+FsVsa2bnady8P0hULhgT4vT9o3tp/ZVh6MLMtvAm+ue+1flv1bBv7XX/6obJO9lir+MGuqPMJlt9sfqCBWuvzPzc2JHrj9/f0MDg6i0+n4gz/4A0qlElVVVVRVVYls3p6eHmZmZrBYLEJoEokEkUiEVColWjCk02na2tpIpVJEIhH0ej1ut5vm5maRcZtIJNDr9bzyyitcvHiRe/fubWlxwaqADAwMiJqpa9eurRGh/WJl7kXUTN4nyF5KFd/KmtrqKV4+GtVisTA0NEQgECASiXDy5ElRxfzJJ5/Q2NiI0+kkm83i8XhoaWmhp6eHF154gfn5eW7evCmaehcKBZLJJAsLC/T391NTUyOS7Hw+H9FolHg8TigUwuFwMDg4SDgcZmRkhKeffpqWlhZ8Ph96vV5c5/XlCrC6fLJarQ+I/VbFmioPRxWYJ8heMr23Y01tFmFSnvDPP/882WyWW7du4fP5qK6uFqKjzHuura3l4sWLzMzMcOvWLWFdOBwOKioqCIVCzM7OsrCwQHt7OzabjVAohMWyOpb10KFDuN1ucrkcLS0tVFdXs7S0hN/v58aNGxQKBTo6OtDpdASDQUZHR4HVhlH9/f1i7MlGDur1Yr+dYk2Vh6MKzBPmSYelFR7Xmlpv+TzzzDPk83m8Xi9+v5+jR49y9uxZcrkc8Xgcq9WKz+cjlUqJedFKL5hQKMTf/u3fihYLzc3NPP3007z88su0trYC8PTTT3P79m0xXF7pWNfd3c3U1BTFYhGfz8eRI0d47rnnuHXrFm1tbSIsrVhGGzl014u91+tFp9NRXV2N3++noaFBdfA+IqrAfIVZ71t4HGuqfHxrLBYTVsrU1BRarRaLxcKNGzd47733MBgMmM1mxsbGyGQyjI2NEYvFMBgMhMNh3njjDW7evEkmk8HlclEqlUR7TJ/PR29vL7BaamA2mwmFQqTTaVExbbPZ+O3f/m0WFxf5zne+Q3t7OwsLCw+EpTcT0vVi73A4sNvttLS00NDQwKVLlzbs6bIXLNC9iiowX1E287k86k2i1+sfSKlfX+AYjUYxGAx4vV6KxSLXr19Hr9eLdpUajYaf/exnGAwGNBoNsVgMjUbD0NAQdXV1tLa2CrF68803mZqaYnp6mlwuh91ux263c/78eREBOnjwoBgtovT2VXgUId1q2/0UBXxSqALzFWW7EazyJ7TyPr1eL/JagAdS6mG1bkhZligVzkqrysXFRZLJJIVCQVQ9r6ysoNOtfh1lWUar1fLpp59iMBgolUq0tbWh0WjQ6/UcOXKEgwcPsri4iCRJ4hi/973vkc/nHzi+kZGRDUVgswH15ZTnwqx3DO+1KOBeRBWYryjb8bmsb2cJq3krw8PD4kZWhtQrUxSVlHqA3t5ehoaGWFhYQKPR4HQ66enp4d69e/j9fgwGA7Iso9FoqKysRKPRUCqVqKioEAPqm5ubCQQCNDQ0UFdXx9zcHJFIhG984xtEo1GmpqZobW3FarWKsHm5VXHs2LENm4k/iuWxmaWyl6KAexVVYL6ibGepUP6Evn//PgA1NTVixrPNZiOVSnHu3DnxlC9PqY/H48zOzhKNRhkbG0Ov12Mymfi93/s9XnnlFebn54XAGAwGkaWr0+lIJpNiSFpFRQWHDh0iFApRX19PT08P3/nOd4jFYrz//vtYrVZRFb3eqoAHfS6PYnmkUinGx8eJxWIP5NHspSjgXkUVmK8wW/lcyp/QSi+XRCIhBsEnEgnxfmUKgLI9wNDQEG+//Tajo6Nks1nq6+sZHh4ml8uJofWFQgGfz0cikaCzsxObzUZlZSU2m41cLkd1dTUnTpzg+eefZ3x8nLq6Otra2kSo2e12i47/yrGUC0p9ff2G8563Y3mUZycrjbjK2zts5xp+1ZFWk3C/eE6dOiXfunXriexbZfuUFzgqywvFCkin09y5cwf4+ypjWLV8FhYW+Pf//t/z8ccfCyGx2WyUSiXq6upoamrC5/MRCoWAVeFqampiZWUFSZLQ6XR0dnZy4cIFHA4Hd+7cIZlM4nA4+O3f/m3u3LkjLJBf+ZVfEf1xy4/5YVbFdrbxer289957ojyir69v08rwLzuSJA3JsnzqUd+nWjAqD0W5mRQfRDabpbu7m66uLvG38qVGfX09qVSKq1evMjc3Ry6Xw2w2i/EedrtdLHU6OjowGAwi1KwMOWtubiaXy+F0Omlvb+fu3bvcuXOHpqYmRkdH8fv9D7VAtmrDsH6bzVhfHvFVFZfPgyowKlui+CzMZjN/9md/RnV1NVVVVfzu7/7uhtmvP/3pTxkdHaW6uppEIoHNZqOxsRGDwUAikRC1R8eOHePYsWP4/X78fj9PPfUUf/qnf8rKygoGg0G83263iw50AJlMhq6uLsxms7CmYG00SIn6fJ4+Lhv5WNS8l0dDFZg9zl74QitP8vv37wvnaCgUIhQKPZBnosyTTqVSFItFXnzxRZ599lk6Ojr4m7/5G27dukVPTw/Ly8vcuXMHo9GIy+XiyJEj6PV6vv71r9PV1UWxWOTXfu3XMJvNpNNpdDods7OzhMNh3nrrLXQ6nYhgwdolmiIs4XCYiYkJzp8/TyQSeaww8nprSM17eTRUgdnD7KUv9LFjx6iqquKDDz5gaGgIs9mM2+0G1uaZdHV1odPp6OjoIBQK8f3vf5/29nai0SgXL17EYDAQDAb57LPP0Gg0TE1NodPpqK+v51vf+hZf+9rXMBqNGI1G6urquHbtGrFYDI/HI5pOORwOrFYrXq8Xk8lEc3OzaN8wMjLC8vIyExMTPPPMM0xMTDA9PU1dXd3nDiOreS+Pjiowe5i98IUuj6QEAgG++c1vYrfbyWQyLC4usri4uCaEazabOX36tBhPkk6n+f3f/30ikQhdXV28+OKLTExMcO/ePe7fvy968RaLRTKZjAh5OxwOvF4vy8vLmEwmgsEg2WyWcDhMMBjk0KFDwifj8Xgwm82cPHmSbDZLW1sbExMTeL1eTp8+/UCU6XFR814eHVVg9jC79YV+lGWXUms0NzfH0tISGo2Gvr4+PB4Pd+/eJZfLYbFYRGuFUCgkaoZu3LjBv/7X/5oPP/wQq9WK1WpFp9Nx6NAhFhcXhXM3m83i9/tpaWlhbm6Ojo4OvF4v169f5/79+0xOTpLJZDAYDJw4cYLKykrOnTtHTU0NRqNRZBGbzWYxsG0nhUVBzXt5dFSB2cPsxhf6UZdd5X1eGhoaqK2tpb6+nrm5Oaanp5EkSVRPz8/P89//+3+ns7OTgwcPcvv2bcbHx0VZQDAY5D/9p/+EwWBAp9MhSRIWiwW3201lZSUej4c/+qM/IhQKcfbsWUKhEMePHyeZTHL69GmGhoaor6+npaWFvr4+YNX3srKygsvl2jTnRTnvnbiOat7Lo6EKzB5np7/QyrLL6XQyPT0t+tauj5SUzzZ6/vnniUaj2Gw2EWZeWlpidnaWpqYm8vk80WiU2dlZMd41n8/j8/lEeLpYLGI0Gkkmk2Iao8FgwGq1otfrxRyjTCbD0tKSKISMx+M4HA4ymQxnz55dM2pEafOw1fXaS76srxqqwHzFUJZZV65cAVZvyPJIzMDAAFevXhWzjZRITWVlpWjmdOvWLS5cuEAikSAUCqHT6fjkk08IBoOk02kCgQDBYBCPx4MkSZjNZpqbm8lkMgSDQdHztqKigmPHjnHgwAF6e3u5cuWKmEudy+U4fvw4/f394tiVzNz1xYrrR9GuZy/4sr6qqALzFcNieXBedCqVEjfpwsIC4XAYjUZDKBTi9u3btLW10draysjICMFgkOXlZWKxGDMzMwSDQSwWC2azmY6ODsLhMPF4HFmWSSaTIsyczWbJ5XJiKqNWq6Wrq4vGxkaqqqoAeOqpp0ilUlRXV2M0Gnn22We5fv06U1NTVFdX43Q614jDdn1UqnP2yaEKzJeYzfwO5fOiLRYLyWSS2dlZ7HY7TU1NaLVarl69SjAYxOVyceLECd58802SySQmk4lf//Vf5+c//zk+n0/Mdtbr9SQSCZxOJ+l0muXlZQqFAul0GlmWMZvN5HI5KioqANDpdCwtLTE5OUk6naanpwefzycKF4vForCONusot10fleqcfXKoAvMlZb3fYf0UACVB7vr16+TzeVKpFN/85jdFq0qLxSKWMpIkkUwmqays5Pbt27z++uvCR5PL5ZBlmebmZlHwqFgvyWSSUqmETqdjcXERvV6PVqsFwGQy4Xa7+dVf/VVGRkYYHR0VPpmKigoSiQQVFRVbdpR7WL+WjbZT+WJRBWYPsBvZuuvnGF2+fBmr1QogwrcAw8PD2Gw2/H6/qCXy+XwYDAby+TzFYhG3240kSWK4vFLxrMwvkmVZ+GNKpRKyLFMoFKisrARWxwQ7HA6OHz9OJpOhqqpKLLNeffVVWltbMRqNXLx4EbfbTTgcxuVy0d7eLpL09Hq9EELVibt/UAXmCbNbN0e530GJ5JhMJt566y3m5uaorKzk2LFjwKoVMjk5SSqVIpVKiZyUVCpFZ2cnNTU13Lx5UyypotEojY2N2Gw2IpEIpVIJWO0VYzKZqK6uZmFhAYfDQSKRoKqqilgsxuDgoOglI0kSkiSJfi9arZZQKLTh5EV4eIMo1Ym7d1EF5gmzWzdHud8hn8/zxhtv8P7777O4uEgoFKKqqopEIkFLSwuBQEDkkCwuLgKr3fsHBwexWCyMjo5y8OBB0f/FYrFw6dIlrl+/zvDwMKVSiXA4LAoPi8UiR44cobOzk7t37zI3N0c+nxfV1JIk4fP5yOVy2Gw2vF4v4XAYYMM51ltdo51y4u6Fuq8vG5onfQBfdR52cyh+hY3yPbaDknI/NDREPp9HlmU6OzuJx+OYTCYmJyfJ5/MsLS0hSRLRaJT29nYAPvzwQ1ZWVujp6REtMQGCwSAzMzO88cYbeDwedDodFosFl8vFd77zHWw2m1g6ZTIZ3G43drudXC5HKBQiEAiwsrIillIWi4X5+XkAfD6fqCkqP+/1jawUS6v8PC9cuMCv/MqvPLYFqFiS7733Hm+//fZjX3OVtagWzBNmswjHTi2dlKf/wYMHmZ2dpa6ujlwuh9FoJBqNUlFRwfLyMu3t7aIC2mAwUFFRgcViIRgMcvbsWWpra3n77be5efMmwWCQjz/+mGQyKZput7W18fHHH7O4uNOx7OUAACAASURBVEh9ff2a6YyZTIbKykoOHjyI1WpFo9EQDAaZnJyktbUVWZapqanB7/dTVVW1YYsFxSk9ODjI4ODgA9fk8zpx1WXW7qAKzB5go5tjp77wytNfqc/p7e3lxo0bfPTRRywuLnL16lWKxaJoUan4UBYXF+np6eH48eN0dXUJ8Ukmk8RiMRKJBPl8HrvdjlarFU2lSqUShUIBSZJEZfTBgwdFDxglqU+Zh9TT08PCwgIdHR1otVrOnDmzpltdef/bjRpc7ZQIrLckNxovq/LoqAKzR9Hr9WvyUx5l0mJ51MXhcKyxkBQfSU1NDZFIhEKhgMvlorKykkOHDpHNZhkdHaVQKDA3N8etW7d455138Hg8TE5OEg6HqaioIJfLkcvliMVitLS0ANDU1PT/t/emwXGd573n7+19RS9o7BtBAKQIgYRoLmJsUYspibIpi4nKiqwbJ3ZVKirnTmY+3Lqu3KokU7eSL8mdmtyayVUlcWac0diZ2E5iFVXxQkmRJZOhRBIkBZIASewNAugG0N3ofe8+8wE8rwEQIABuIInzq2Kxu3H64DldOP9+3ud9FvL5PEajEbfbTaFQwOl08vjjj7Nt2zYA2fFuYmKCl156CaPRuMhWgMHBwWVv9PXEWtYbT1noSRqNxmXHy2qsH01gHkDS6TQnTpzAYDBQLBY5ePDgmv7Alzap7uzslAPb1W3pdDqNoijMzMyQSqXkdIBSqURnZycfffQRmUyGyspK5ubm+MlPfkI4HGZiYoL6+nosFgvlclnmscB8QNjv98tAbnd3N9FolJGRESYmJhgaGqK7u1sKpdrjpVgscvToUZnJq3KrG30tCXO3u7xUvaRAIKAtl+4SmsA8gKjLI7XHihpgXev7HA4HmUwGh8MhM23hV53e7HY73d3d8vzqAPljx45x6tQpLBYLfr9fpvhbrVZyuRzT09PodDp27NjB1NQUc3NzuN1ufD4fHR0dDA0NMTk5SSgUolgsUl1dLe1SbZmYmJDtH2ZnZwF44403lu2Xu9yNvpb2C3e6vNRKC+4emsA8gNzuH7j6PnVGtNrP1mg0cvz4cdnp7cUXX5S1PmrX/7m5OaLRKKFQCJ1OJwVKbatQU1PD9u3b5dJIr9fjdrvZt28fuVxOxmQKhQLj4+MYDAacTidGo1Hmw6ilCOfOnWN2dpaqqioMBsOKAnCnn8PtCoRWWnD30MaWPKDcbk5GKBRiYmICr9crb+5YLMbHH3+M2+3mvffeo7m5GafTKVPvA4EAP/7xjxeJjTpUTQiBy+XC7XaTy+UYGBigVCrJ5YfBYKCxsZHGxkbcbjehUEh6NV/4whdkFu/C5LlQKMSxY8dkXsytljC3+zloOS13F21sySPG7Wy7qrGb5WIP6k5Sd3c36XQag8HAiRMnOHjwIJlMhmvXrsk8k6qqKmw2GzqdDovFgs1mY2JiAovFQiqVwufzYbfbZRV1Z2cn/f391NbWYjKZyOVyRCIRpqenefLJJ2+6Dp/PxxtvvLHmAfS3IxBa7dGDgSYwjxArxR4W5pHMzMwwMDBATU0N165d4/vf/z4TExP09PRQX1/PZ599xo4dO6isrKS5uRm/34/JZGJsbAxFUYjH4+j1epqammhsbKS/v5+f//znWCwWdu7cSTAYJJPJ8MQTT9yyk78mAJsDTWAeIVaKPSycERSPx+np6aFQKBCJRIjH49TW1so+LvF4nLm5OQqFAuFwmFgsRjAYJJ/PA/OjU+vq6vid3/kdEomEHGFSKpUIBoOYTCbcbjfRaFQLkGpoArMR3K34wNLzLA1OAgwPD8sZQf39/djtdhns9fl8DAwMAGC1WimXy5jNZqanp5mbm6OyspL6+nqmp6epqKggHA5jtVrR6XRcvHiRqqoq2X7zscceo1gsotfrSafT7Nmzh9ra2kWtNwEtLrLJ0ATmPrOeHI1bCdHCnBc1n0StdFbFZeHO0dNPP82nn37Kp59+SqlUIpFI0NjYiNlsxul04vV6uX79Ovl8nnQ6jclkIp/P09/fj8Vi4cCBA1y8eBGPx0MsFuPDDz+kqqqKw4cP8+Uvfxmr1crJkycZGhpiamqKXC6Hx+Oht7cXYNkhabcTY9IE6uFCE5j7zFpzNG4lROl0moGBAWZnZ5menmZ2dpZ8Po/H4wHmb+Bdu3aRy+Wor6/nwoUL9PX1EYvFZGFjJpNBCIHX60VRFIQQNDY2ys5z4XAYmG821drayvbt23niiScYGBigp6cHl8uFXq+XAudyuUilUpw5c0Zm5ra3t+NwOABkNu5q/XNXEhGt58vDiSYw95nVcjTUGyydTi8rROl0mnfffZfp6Wn6+vrQ6/XU19eTz+flsDO/38/4+DjBYJCRkRH0ej1XrlyROSxGoxG73U5XVxezs7NEo1HC4TDlcln2dvF4PBiNRln4WCqVcDqddHR0cPnyZUKhEIlEgvPnz9Pc3Mzo6Cg7d+7knXfeQafTEQqF6OrqkjtTbW1tq1aNZzIZLl++DNzs5WjFiA8naxIYIcRLwP8B6IH/S1GUP1/huK8C/wTsUxRFS3JZhlslcS38ls7lclJkzGazbFEQCAQ4c+YMDocDvV5PS0sLDoeDRCKB1WplYGCA06dPUygUEEKg1+t56qmnOHXqFCaTiWw2K/Nb+vr6yGazGAzzfwY+n0/GWtRAb7FYpK6ujnw+L7e5s9ks09PTNDQ0MDAwQGVlJfF4HIPBQHt7OxaLhVKpJJdOsHIMRhXMM2fOkEqlMJlMHDly5KYdKC279uFkVYERQuiBt4AXgAngrBDiXUVR+pcc5wT+F+D0vTD0UWKlLdqFM4vee+892Zjb6XTy3nvv4fF45NREmC+I3L59Oz/72c/Q6/UEAgEqKioYGBggkUhQWVlJQ0MDfr+f4eFhTCYTNpsNvV4vc1X0ej3T09OYzWYURSEWi8kJiS+//DJ9fX3Sy7HZbLjdbpqammhqaiKXy0lBGh4epq2tDYPBgMfjoaWlha1bty7bQ3fpNauJfSaTiUgksuwsaS279uFkLR7MfmBIUZQRACHED4CjQP+S4/4M+G/Af76rFm4i1G/p0dFRCoUCiUQCv99PIBCgu7ubeDxOW1sb+/fvZ3p6mmQyyfnz5xkaGuKLX/wig4ODZDIZ0uk0wWCQUCiEz+fj2rVrAOh0OrZs2UIoFJI5LS6Xi927d1NRUYHJZGJkZITGxkaZWNfV1cWFCxeoqqoinU7j9Xr5tV/7NRlQPnLkCBMTE5jNZmpqarhw4QLZbHZd1+zxeBgcHARYdrja0p0yjYeHtQhMA3B9wfMJ4MmFBwghdgNNiqL8qxBCE5jbZGFCHMCVK1fwer1MTU1x7do1SqUSZ8+e5eWXX+batWvo9XpGR0eZnZ3l+PHjOJ1O3G432WyWqqoq6uvr8fl8TE5OUllZSTgcZu/evcRiMSYnJ2lubmZycpKZmRkikQgApVKJa9eucejQIT7/+c9z6tQp6Vlls1lGRkYoFouLKrQBzp07x6VLl5icnMTlctHb28tTTz1FW1vbqtf8yiuvyAFrC4sZtcDuw89aBEYs85osYBJC6ID/Dnxz1RMJ8SbwJiB7iGgsxmaz0dbWxmuvvcaxY8colUpkMhmy2SwtLS0YDAbef/99SqUSn376KcFgkKamJsrlMnv37uXxxx8nn88jhMDn85HL5RgfHyebzVIul6msrJStMguFAs3NzTz99NNcuXKF8fFxWltbOX/+PKVSiYsXL2K1WtmzZw9XrlzB6XTS0tJCNptdFHRWW0uUSiUaGhrkFrfKatvL6jUvRQvsPvysRWAmgKYFzxuBqQXPnUAX8JEQAqAWeFcI8crSQK+iKN8BvgPzxY53YPcjTTqdplAocPToUWKxGLt37+bs2bMYDAaSySQmk4m5uTlKpRLZbBar1UqpVGJiYoLr16+TyWRoa2vjySefZHJyErvdzoULF0gmk0xMTFAul6mpqZGZup999hnFYpHR0VH6+vqw2Wxs376dbDYrh6W5XC6MRiO//OUv2b9/v2wEpQaiW1paAGRTb1UIQqHQbTdv0gK7Dz9rEZizQIcQohWYBL4G/Af1h4qixADZMUgI8RHwn7VdpNtj4bJgIXa7nXQ6jcPhoKenh2w2y5YtW6S30NLSQiqVku89c+YMk5OT1NfXk06n0ev1lMtlIpEI4XCYQCBAuVymurqaWCxGU1MTzc3NMu1/fHxcBnKj0ShGo5GXXnqJQCBAQ0MDb7/9thyMBhAMBqmoqODIkSPEYjHZOzeVSmEwGGTvmfV6IepolbX0gdF48FhVYBRFKQoh/gA4zvw29XcVRekTQvwp0KMoyrv32sjNxMJlwZUrV4D54e5Xrlwhl8tRXV0tO/KnUim+8IUvkE6nGRkZYWRkhLm5ORRFIZvNEgwGOXDgAO3t7Xz/+9+nXC7j9XqxWCzE43HS6TQzMzPU1dXJhlClUgm73U4mk8HlcnHq1ClsNhuTk5P4/X7cbjff+973GB8fx+Px8Nxzz3Ho0CE5wcBms8kGWerQt2KxuG4vZGn8ZWG8R+PhYU15MIqi/BT46ZLX/tcVjn32zs3avKg34JUrV2ST7GAwiF6vp7+/n/PnzxMKhXjllVfIZrMcOnQIgB//+MdyZ6lUKmEwGGQcJBgM4nQ6SaVSmM1mkskkOp0Og8GA2Wymvb2d119/HaPRyJUrV6ivrycUCnH27FnGxsbo7OyktbWV/fv3A3DixAncbjezs7MkEombvIulS5s9e/ZgtVrX5YVo8ZdHAy2T9x6yntqZhdms6vLIbDbz/PPPE4vFOH78OHq9Xnofx48fx+PxyJEig4ODnD9/Xua56PV6fD4fiqIQiUSIxWLE43EURaG2tpbp6Wm5y+T1ejl58iSvvvoqJ0+eJJFIMD4+zq5du2QDqSeeeILu7m5CoRDhcJhEIoHRaOTll19eNtdl4ZiRy5cvr9sL0eIvjwaawNwj1lvUqGazJpNJLBYLX/7yl4lGoxQKBWw2G3a7HZ/Px4kTJ+QNDvBXf/VXdHZ2yqS6XC5HPB7HbDaTSCS4dOkShUKB0dFROUUxn8+TSqWoqqrCZDLJrep8Ps9rr70mYyjZbJbPf/7zcpa1zWbDaDTypS99CZ1OR7lcljGYpdzpmBEtse7RQBOYFbhV0d1a/ujX4+Kr2awmkwmTyUQymeTq1auYTCYmJiZkZq3P56O2tlZ+swshCIVCnD9/XjbkrqysxG63S1EJh8O89tprTE5OUiwWZc6L2WymsrKSZDLJ0NAQTqeTnp4e6am88sory16ny+WioqJCDqhfzrNYODrlTnvjasLycKMJzDKs5H2sxytZadzpctmp6v99fX2USiVaWlooFApcu3aNn//85zQ0NLB9+3b27NlDLpfjwoULpNNpisWibLYN83OJHA4Hk5OTxONxqqurKRQKfPbZZ+RyOXQ6nay4zmazxONx9u7dK0e59vb2cuLECfx+P11dXVit1nWLwtLP6ODBg8sOs9fYHGgCswwreR9LXw8EAosEYiFL4xDquNODBw8umxfy1FNPEY1G5VTFubk5yuUyuVyOsbExYrEY586dw2w2YzKZaGpqorKyUopNNpuV9UZq8231xlbjL8ViEZ1ORzabxeVyYTAY2LVrFyMjIyiKQqlUwufzcerUKT788EMcDgf79+/nlVdeuamqubq6mmQyeZNntvQzKhQK2g7QJkYTmGVYKcC41Cs5e/YsuVxuxQFiy8UhJiYmlhWvuro6mpub5fD3eDzO+fPnyWaz8uZPpVLYbDaam5u5fv06DocDo9GIwWBAURR0Oh0tLS189NFHAGQyGfR6vcziVUXNZDLR0dFBOBzmRz/6kdyi7ujoIJFIkEwmsdlsMqFvoYgYjUb6+/vJZDJYrVaOHDmyps9OY3OiCcwyrBRgXPh6Op3m5MmTtxwgBjffcI2NjYyOjsr8EKPRKM998OBBLly4IIenqQlyg4ODhMNhdDodsViMcDgsWyLodDqqq6vxeDxEIhGEEJjNZrxeL/l8ntraWrLZrMyjqa2tZWpqisHBQTwej2znEI/HOXjwIDDfZnNoaAi9Xs+OHTsWiUShUKCzsxOHw7FoebbaZ6exOdEEZgVWCjCqr6sxkNUGiC13wx08eFDOBTpx4gSHDx8GkCNVr169Sm1tLQ6Hg3K5LCcvqs2l4vE40WiU/v5+2tra2LJlC8FgkJmZGYxGIzU1NQBYLBaam5tpamqioqKCVCpFLpejra2NtrY2FEXBbrdTLBapra2ltraWiYkJurq6OHDgALOzszz11FPLBnnVVg3LeShacFZDRROY28Rms3H06FEAOUBspeXA0htOneHscDiIx+PSIwoGg9TV1VEoFGTxYiAQYGJigpqaGkKhEBaLRSbRmUwmAoEAra2thMNhQqEQer0es9nMtm3bqKmpoa2tjd27d+P1emUv3srKSsxmM8VikRdeeEEOoFcFbnh4mM7OTpqbm2+Kn2geisZ62NQCs3A79XZ2OtYzQGzh7ysUCoviGM899xxnz55lcHCQzz77DJPJxGOPPYbf76e6uhohBNlsFrvdjt1up1QqUSgUMJvN6HQ6XC4Xo6OjMmMX5tsuqKKjdrBTFIWvfOUrVFRUEIlEaGxslHEjdQ60WrS4bds2OVt6KXfqoWjNuzcPm1ZgFnbl7+/vp7Ozc9UxpsudQ+3dslowc+H2bSqVoq2tTeahRCIRcrkce/bsYXJyErPZzIcffsjAwAATExOyAffOnTvp7u4ml8thMBhIp9OYzWb+9V//lWw2S7FYJJPJyAJIv9/P5OQkkUiErVu3MjAwQKFQIBQK0dnZyejoqLzepSUKfr8fv99/1/uwaD1eNhebVmDU7VSHwyEHvedyuUVxlNXGhqjZt8BN27kr/T61ADCZTDI4OIjX66VQKNDT00M6ncblcvGlL32J4eFhrFYr0WgUg8FAJpMhEonQ09NDTU0NNpuNkZEROQWgvb2dZDJJXV0der2eubk5crkchUJB9pNRFAWbzbbi9aqkUimA266AXsvnrtUYbQ42rcCouzvxeByr1UoymVwUR1ktYWxhL1ngpu1c9RyqQBmNRlKpFH6/H4ChoSHi8TiRSISZmRmuXLlCZWUl+Xyev//7v+fatWv4/X5ZuGixWGhpaaGvr49z584RjUapqKjA4/FQKpXwer14vV45e1o9dyQSoaamBrvdjtfrxWg0Lnu9sVgMQE4luJ0K6PV87to29uZg0wrMwmDlkSNHborBLPU4jh07ht1ul2790l6yC9PmF45qXYjBYKBYLLJ161bOnTtHU1MTfr+fcDjM4OAggUBALnUSiQTpdBqfz8eWLVvwer3Mzs4SCoVkHCafz6PX62ltbeUrX/kKZ8+eJZ/P4/P52LVrF//wD/9AOp0mGo1y5MgRWTG9XMxp4Y1fUVFxzzJwtSDx5mLTCgzcOli58IYrFosYDIZFbn1dXd2yvWRVz0edqPjiiy8yOjoK/Mo7gHkRUhsy/fu//zv5fJ5YLEaxWGRubo5isUi5XGZ2dpaKigrsdjvj4+MkEglisRhOp5O6ujpKpRIA4XCY3bt3y7iO1+tl9+7d1NXVEQwGeeqpp1ZsU6p6WvcrrV/bxt48bGqBuRULv2nVLdylbv1yvWTVtHyXy0U6nebMmTNUVFRgs9nkTlE4HGZ0dJRsNovFYsFisQDIxtsL+9nm83lmZ2flVrbNZqNYLNLV1YXdbmdwcJDR0VFCoRDPPvssZrOZiooKuru7OXnyJJlMhtraWhoaGuR0xaXLOC3oqnGv2LQCs5at0oXftGt169VU+ng8zvXr10mn09jtdhRFIRwOy7YIuVyORCJBKBSScRGn00mhUCCbzSKEkFMWM5kM+XxePnc6nTgcDoQQlEolZmdnmZ2dpba2lvr6eo4cOYLP5+Pb3/42ExMTeL1ezp07t6yIaEFXjXvJphSY2/nWXotbn06nmZiYoK2tDZ1ORyqVorKyEoDr16+TSqVkUaLak8VisWC322UgV6/XUywW5VRFnU6HEELOkXa5XHzuc5+jvr6e3t5e2d6yurpa5rCo6fs2m42ampoVx9CCFnTVuLdsSoFZ77f2WrydhXk16pRDn88nR7iqExDtdju1tbUcPnyYv/7rv2Zqaoq5uTmam5vZsmULu3btYmhoiOvXr8u+ukajkXg8jsfjwWaz0dTUxKlTp8hkMjidTtrb2/F6vZTLZRlsXq55+HIiogVdNe4lm1Jg1vKtvTDLdy1jN1TRUr2I7u5uXn31VWKxGJlMhkAgwJ//+Z+TyWRku8qXX36Zf/mXfwHmpy7abDZ27drFrl27+LM/+zPS6bTM9lVT+30+H2fOnGF6ehq3243BYODNN99k27ZtwK+CzcPDwwSDQVpbW4lGo+zbt29RawltYqLG/WBTCsxq39pLs26XG7ux9AZV81wGBgbQ6/UyDd9ms3H8+HHOnz8vd3cmJyf527/9W2pqaqiqqkKn06EoCiMjI/zgBz+gWCxSKpXYu3cvFy5coK6uDiEEs7OzpNNpkskkQggymQxer5empqZFwWZ1h2pwcJDBwUH279+vTUzU2BA2pcDArWMqS3NgliadhUIhWQ1dUVHBnj17+PGPfywrmg8cOCCrpEdGRvj000/p6elhYmKC8fFxqqqquHbtGpcuXcJoNOJ0OimXy8TjccbHx/F6vQghGB8fx+fzsXfvXtLpNPl8nvr6ei5evIjT6ZT9ca1Wq9xhUu0H5Ba56r0sd31aYFfjXrJpBeZW3CrpDODYsWP09vZSVVWFx+Ph1KlTcpxrLpfjiSeeIJfLMTIywltvvcX7779PNBqltbWVQqFAPp9nbm4Om80mE+ncbjdDQ0NMTk5iMBh47rnnGBsbw2az8Ytf/IKWlhaSySSzs7P4fD6++tWvkkgksFgsnDx5clHTK9X+aDRKbW3tTRXRWmBX436hCcwy3GoJFQgEMBgMskfLtWvXCIfDzM3NyZGv3/3ud/na177G5OQkn3zyCU6nk1gsRj6fl3kqkUiEYDAoCxlramrw+/3k83nZvS4Wi9HY2EihUMDpdJLP52UtUS6Xw+v1kslk6OvrIxKJEI1G+cY3voHP55PtOtd7fRoadxNNYFZgpSWU2nCpubkZRVGIxWJyeaNm/MZiMb773e9SKpWYnp7GarVSWVlJVVUV2WyWkZERKSyKojA1NSUH1NfW1jI3N8fVq1cJBAIUCgXZ1S6VShEKheQQtIaGBv7iL/6Ca9eukc1mgXnv6o033gDg4sWLK8ZZtMCuxv1AE5g1sDCgC/PzkiORiKwj0ul0tLe3k81mmZ2dxeFwEIvF5BhWk8nEvn37KBaL9PT0EIvFZA/dYrHI2NgYZrNZVjtns1kKhQLbtm2jtbWVZ555hgsXLvDBBx8wOzuL2WymoaEBo9FId3c35XJZVmarAgdocRaNDUcTmAUsl++yML8llUpht9sBOHPmDKlUCpPJJMeiptNpenp60Ov1sk2CwWCgpqaGcDjMxx9/TDqdBkAIgcFgwGQyIYTA4/HILW2dTsfo6CjJZJLW1lZyuRwejwePx0N7eztOp5NIJMK2bduoqqpi9+7dUuQWVkhrcRaNjUYTmBustHWr1haNj48zNjaGXq/n2WefJZfLEY1GyWQyVFZW8hu/8Ru8/fbbNDY2Mjc3R2VlJalUilKphMfjYXZ2lmKxKH+fyWTCbrezZcsWxsbGsFgsmM1mGZxVJzTu2LEDmM+rGRkZQa/XU1FRQWNj46JYyquvvnpToaIWZ9HYaDSBucHSremBgQG2bduGy+WSzb3r6+uZnZ1laGgInU4nd4B8Ph8nT57k0qVLpFIpFEWR40zMZjPT09My9V/FYDBgNBoJhUK0tbWxY8cO3G437777LvF4HCEEqVSKX/ziFzQ2NtLe3s7evXvZuXMnHR0dstXlrWIpWpxFY6PRBOYG6tat3++nt7dXBlpfeeUV2dy7VCrJ+MauXbsolUoMDQ0xMjLCwMAAuVyOTCYja4cymYzMxt2/f78cb1IqlaipqaFYLJLP57FarTgcDqampmhsbCQcDmOz2aivr6e+vp5UKiV3qnbu3HlXRUPrj6txL9FttAEPCupyY9u2bRSLRSKRCGfOnCEQCMjm3h0dHaRSKTKZDCMjI+zatYvOzk4OHjxIuVzGaDRSWVmJyWRCr9ejKAowXw19+fJlnE4nr7zyCo8//viiYO7s7CwXL15kcHAQp9PJ448/zp49e9i/fz/btm3D4XBQKBQYGxvj9OnTHD9+XMZyAEKhEJ999hmhUGhd16wuCz/++OObzqmhcTfY9B7M0m/w6upqDIZffSyRSIREIoHX6+XKlSsEAgE5+gPmhWliYoJkMimbbqtzg9RmUGrrhUwmw4kTJ3A6nTz33HOcOHGC+vp6ZmZm2Lp1K7Ozs9jtdp577jm6urqwWCy0tbVx6tQpxsbGaG1t5bHHHiMajcqxtYVCgbfeekvWLH3729++acLkSmgZvRr3mkdOYNbj8i8X2HW5XLS3t1MoFGhsbOQf//EfZW1QU1MTDQ0Ncgt6cHCQ06dPEwwGicfjVFVVMTs7i9vtxu/3o9frpVjZbDaSySSBQICpqSlisRhms5n6+nqSySTDw8NYLBZqa2vR6/W88847WCwWPv/5z/P8888Ti8U4e/asDAAfP34cu91OKBQiHo+zfft2RkZGmJiYWLPAaBm9GveaR0pg1lvEt9ww+4sXL8pph1u3buXy5cs0NjbS09NDb2+vjK987nOfY25ujvfee49MJsPc3Bxzc3MYDAYMBgPJZFLOLzIYDMTjccrlMlarlVwuRzqdxul0MjMzQ0NDA4VCgZqaGnw+HxcuXCCVSqHX62WAuK2tjbq6OgKBAMePH+fq1auyVEGn08kJA42NjWv+vLSMXo17zSMlMOt1+RcGdtXljdpyIRgMUlVVhaIoHD9+MkvaXgAAGdxJREFUnFQqRTKZpKOjg2g0yuXLlwmHw4TDYTnUTK/XS08ll8vJDnSKopDJZGTmL8yPBvH5fAgh2LZtm+y/q9PpcDgcZLNZ0uk0RqNxUYtOm82G3W6X3lJ9fT1/+Id/eNMgtbWi7TRp3EseKYFZyeVfadmkzon+0Y9+RD6f59y5c/L9MB+cdbvdeDwetmzZwtmzZ4nFYggh2LFjB5lMhk8++UT20FV3hXS6xbHzUqmE2+2WjaPUdg8WiwWr1Yper6eqqor6+npeeOEFTp06xfT0NIqi8PTTTy+6BqPRKEsV6uvrZYHjSg29NTQ2kkdKYJZz+VdbNsViMa5evYper2dkZIQ333wTq9XKyZMn+bu/+ztGRkbkPOiKigocDgcOh4N8Pk9vby8ul4t8Po+iKBiNRorFItlsVnovRqNRxmHU18rlshQVl8uFw+EgkUjw2muv0dzcjM/nk2NPLl++zOXLl6W9y81o0tB4UHmkBAZudvlXWzZlMhlGR0dl3oqamRuNRimVSkQiEfR6vVwyqQWIvb29zMzMyHiL2oAb5neN1Mxcu91OW1sbZrOZdDrNzMwMLpeL5uZm3njjDSKRCNPT08zOzvL+++/zxhtvLLqG2tparly5AsyPPQkGg1Jc1OWWJjIaDyqPnMAsZS07JR6Ph1AohE6n4+zZs1RUVNDb28vp06eJRCJSKE6fPi3HqqqCotfrEULIuIler8dsNsvgbk1NDa2trXg8Hi5dusS2bdvwer0cOHCAZ599lmPHjjE1NYXT6ZSJfAs75Pn9fjweD/CrnrpGo1HWRy3sA/OgoyX1bT4eeYG51U5JOp2Wy494PM7OnTvx+/38zd/8DZFIBJfLxdTUFIlEgpmZGZnqXywWZRKd2vlfzX9xOp2kUilsNhsVFRV0dnZisVhkRm5LSwsej4ff/M3fxOfz8cILL3D+/HkSiQTDw8MYjUbS6TQnTpyQkyCPHDki66JUz2V2dpbBwUGSySSA9HweVLQ2nZuTR15gYOWdEnX51NDQwOjoKCdOnKBUKpFOp/F4PITDYUqlElarlXg8jqIoi+qJ1BGser0emK8vmpubI5FIyHYMExMTbNu2jWeffZbq6mp5btUeo9HI/v37cTgcJJNJCoXCogbifr9fnkPtTJdOp+nt7WV4eFjOpl5PktxGeBJaUt/mZE2lAkKIl4QQ14QQQ0KI/7LMz/+TEKJfCHFRCPFvQoiWu2/q3cflcjE3N8fY2BhbtmyRI0H0ej35fB6n0wkgvRWj0Sjfqy6NANkGMxQKkUgkqK+vx2w2Y7FYaG5uZufOnRiNRsxms6yOVuMn6hJuZmZGLuEWbp/39/fT29u7KJW/UCjQ3d3Nrl27cLvd6PX6NSfJbVR5gJbUtzlZ1YMRQuiBt4AXgAngrBDiXUVR+hccdgHYqyhKWgjx+8B/A16/FwbfTdLpNFevXsXv96MoChUVFSiKgt1ux+l0YrVamZubI5fLySAwzMdfdDqdHJSmTmI0m83kcjkCgQA6nU4GdU+fPs2ePXsWTR1YKFZLUZd1vb29RKNRampqiEaj8lvf5XJRVVUlR5kcPXp0zd7ARnkSWlLf5mQtS6T9wJCiKCMAQogfAEcBKTCKovxiwfGfAl+/G8bda1deneusKAqRSIQDBw7w4osvEovFOHfuHMPDw5hMJrl0UVGXP4VCgVKphMVioVQqYTabqa6uJhqNUiwWCYfDnDp1Cq/Xy9TUFEeOHGF4eJju7m45dUD1ZNQdIvV5IBBgYGAAv9+P3+9n//79ixLubvdm3UhPQkvq23ysRWAagOsLnk8AT97i+N8FfrbcD4QQbwJvAqsmht2PoKA6C1pNahsdHeXDDz+UgVOdTofJZAJ+lcMC87EWh8OB0WgkFovh9XrR6XTs2LFDbm3D/OD6YrFINBrF7/czMzNDuVymsrKSXC4nBWLhDa/uEAWDQQYHB3n66acJBAI3jR653ZtV8yQ07idrERixzGvKsgcK8XVgL/DMcj9XFOU7wHcA9u7du+w5VO6GK7+aB7R161YOHTrE97//fYxGI+fPn2diYgK9Xk9XVxeVlZVs2bKFcrksm2rDvDBls1ny+bxsHFUoFGRFtcPhkE29y+UyuVyOcDjM1atXEUIQDodlkt3SG1697tbWVgYHBwkEAsuOHrkTNE9C436xFoGZAJoWPG8EppYeJIR4Hvgj4BlFUXJLf75e7tSVX4sHZLPZOHr0KMPDw6RSKfr6+qitreXixYtMT0/L/i7V1dU0NDQwPT1NqVSSSXjlchmTyUShUMDj8dDc3Mz4+LjMzNXr9VgsFvm7qqqq6O7uln1eVHuW3vBq28z9+/ezb9++RVMZNTQeJtYiMGeBDiFEKzAJfA34DwsPEELsBv4WeElRlJm7YdiduvKqJ+B2uxkdHSUQCNDW1kY6nSYQCMis3WQyyYEDB5iamiIQCMj4SiqVolgsUi6X2blzJ9u3b+f06dOUy2UmJycXJdo5nU5ZIqDGYXQ6nWzkrSgKzc3NGAwGrFbrInG529etofEgsarAKIpSFEL8AXAc0APfVRSlTwjxp0CPoijvAv8b4AD+6cbW7biiKK/cqXG3cuVXW/64XC5yuRzvvPMOZrMZj8dDsVjknXfeYWhoiOvXrzM7O0tVVRWNjY1kMhkcDgeBQACTySTFJpfLsXXrVnw+H9PT06RSKQqFAg6HQzb0drvdCCFobW3FaDQyPj4uR8K63W6587Nz507ZfjMQCMil1XJFmJqwaDwKCDXH436zd+9epaen57beu5blTzqd5u2336anp4eGhgaqqqo4d+4cY2NjJJNJ9Ho90WiULVu2EIvFCAaDuFwugsEgmUyGVCqFEEIubXQ6nWxJqbZasFqtKIpCPp+nuroar9dLQ0MDAJWVlYyPj5NIJNi9ezd1dXW8/PLL1NXVyTT//v5+Ojs7qaio0DJbNR5ohBDnFEXZu973PZSZvGsJAKuv1dfXMzk5SSaToVAoUF9fT29vL5FIhFwux9TUFEIIcrkciUSCubk5YH4HSe3jMj4+jk6nk20YDAYDOp2OrVu3SqHK5XKkUilqa2s5ffo00WgUnU6HzWZjdnaWjo4O6urqpO0Oh0N6TeqOkiYwGo8aD2XT79UCwOl0mnQ6TS6Xk+IyOTnJ9PQ0169fx+v1sn37dg4cOECpVJITFtWRI4qiUCqV5GO1z4u67Wy327FYLGzduhWdTofL5ZKeyCeffEI4HKahoUHOj96zZ49MhlNtTyaTWK1WksmkvAY1PqQ139Z4VHgoPZjVChiPHz/O7Owsv/zlL8nn8yQSCWKxGFarlUwmQywWkyKUzWZlhm4+n5fp/zqdDqPRSKlUkiKkTmI0GAzk83lqa2vZsWMH3d3dOBwOjh8/zrVr14D5ZdThw4c5dOgQW7duXbRjpNp+5MgRGYMBtGJAjUeOh1Jg4NYFjGp8Y3x8HCEEU1NTKIpCoVDA6/WSTqcX9ctVs3T1er0sZiyVSjL9X6/Xo9frMZlMsvixqamJbdu2odfraW5u5uzZs4yMjNDX1yfrmQ4dOkRXV9eKtquBatVurRhQ41HjoRWYlTAajQQCAS5fvkwulyMSiRCPx8nlcuTzeZLJJJlMhnK5LJdAKgsrpWE+1lJdXU1NTQ2JRAIhBIlEAo/HQ0tLC6FQiJqaGtn0e9++fYyNjdHU1CRnVq/E0kD1wYMHtWJAjUeOh15gFm5Xp9NpfvSjHxGNRimXyzz22GNcvHiRXC4nG0opioLT6WRubk7GWVaiUCigKAr79+/H7/cTDAZpbW3F7XbT1dWFyWQil8tx7tw5BgcHKRaLPP7447S3t1NTU3PL7NulHkuhUNDyXzQeOR5qgUmn07z77rvMzc1hs9mYm5vj/fffx2QyoSgK4XAYh8Mha4DK5bKccbTUW1mK2sXOYDDQ39+PzWbD4/HQ0dFBc3MzbreblpYW2c7ymWee4cqVKxw6dIjGxsZlRWKhGC4XqNbyXzQeNR5agVGbLn388cdYLBbC4TBOp5NyuUw6nSYej2OxWOjq6iKfzxMMBmXB4sLK6JVQRWhmZkaOJjGZTITDYY4ePYrb7SYYDOLxeMjlcnz88ccADA8Py9GwS+1dGsTVPBaNR52HUmDUm7W/v59Tp05RXV3N1NQULpeLeDxOOp3GZDIRDAYZGRmRI0NyubWXSKmp/2qtUaFQwGKxEAwGuXDhAh6Ph6eeekoOQ0un07S2ti7q27KQ5YK4Wo2RxqPOQykw6k5RKBSiUCgwOjpKqVSiqqqKyspKdDod+Xye6elpstmsPG49qD1eisUixWIRIQR6vZ5SqURtbS12u10uaerq6qitrSUaja4YoNU6umlsRh54gVmu5sjlclEsFpmbm0On05FMJrFYLAQCARwOB3q9nng8TiwWu6nVwlopFAqys53JZKJYLMrg7vbt2ykWi7IrnTrAbWJigsbGxmW9Eq2IUWMz8kALzK1qjnbt2sVHH32EzWbDZDJRV1dHLpfDaDRy/fp1mfdyO56LmmxXU1MDgNfrxePxUFVVxe/93u8xMDCAwWCQXekATpw4QS6XY3R0dMUkOS2Iq7HZeKAFZrm4BSA7vpnNZtxuNxMTE4yPj8vq5rm5OSorK6VQrAW9Xo9Op6NUKsk+MHV1dXi9XiwWCy0tLbLBlN1uv8kmLUlOQ+NmHmiBWS5uEQgECAaDeL1ecrkcJpMJt9tNKBQiGo0SiUQoFAqyM91asFgssjBSzaGpra2lvb2dJ598Uk5lVLepg8HgTbEULb6ioXEzD7TALIxbqBm6J0+e5MqVK4yNjeH1ekkmk4yOjpLL5RYlzal1RKvhdDrp6uqirq6O4eFh9Ho9W7Zs4fDhw/z6r/86W7duBVgUO1kulqLFVzQ0buaBFhj41dzlhY2w29ra6OvrI5lM0tfXt2wQd62xl5qaGnQ6Hd/85jfJ5XJcuHCBffv2kc1mqaysXFSkuNCm5dpvasKiobGYh6Jdw8JG2PF4nO9973t8+umnnDhxQvZvWQ8GgwGn04nP5yOVShEKhXjnnXeoqanB7XbL8gJtqaOhcWc88B6M2lYBYHp6mnA4LJtvr1ZLtBxGoxGv14vD4QDmg7udnZ0MDg7yl3/5l/j9fhwOB+3t7Tz33HOrjldZz3VoSyiNzcYDJzALb0T4VY+UeDxOJBJZ1I3udhBCUFVVxYsvvojD4WB0dJTr16/LDnTlclkm7/3zP/8z3/rWt27qN7NeodAGv2tsVh4ogVl6I+7atUuObf3e977H+Pg4k5OTd/Q71DlGXV1d6HQ6du7cyWeffUYmk6G3t5d8Pk+5XKaxsRGHw7Foy/l2hULr9aKxWXmgBGbpqJHGxkbm5ub4yU9+wqVLl2Ql9HryW5ZiMBhIpVL89Kc/pa6ujq6uLgqFAtu3b6etrY2Ojg7OnTuH1+uVw9GW2rdeodDKBDQ2Kw+UwBiNRiKRCB988AHJZJJz587h8/kYHh4mk8mQz+cB1h13UTGZTFRUVNDY2EihUCAQCPDEE0/Q1ta2aBjaF77whWWXQbcrFFqZgMZm5YERmHQ6LXeFenp6cLvdjI2N0dHRwdjYmBSX9aJOVyyXy1itViorKykUCqTTaYLBIJFIhO7ubl599dWbJi2qTbgX9mq5XaHQtrE1NiMPjMAsXB6pzaEWJtHdLjqdjkKhgM/nA+Cll17ik08+kU3AOzo6aGlpuSlvZqV4iyYUGhpr54ERGHX5oSgKJpOJRCKB0WhECHHbSyJ1fCuA3W6XXew6OjoolUqyKNLtdsvtcFU8tMCshsad88AIjLr8GBgYIJ/Pc+nSJf7t3/6Nqamp2zpfZWUlVVVV1NfXk0wmaWpqwuFw8Mwzz/D++++TyWTYunUrX//615mcnOTs2bOLPBUtMKuhcec8MAKjYjAYyOVyXL9+nenp6duKvRiNRorFohzrarPZiEQi1NfX09TUJOcYJZNJnE4nwE2eihaY1dC4czZcYNTENaPRyAcffMAHH3xAf38/Z86cWVOx4nIYjUYcDgcVFRX4fD4aGhowGo1s2bIFq9VKRUUFuVxO7iiNjo4u66lo8RYNjTtjQwVGDaTG43GmpqYIBAL8/Oc/v6NkOovFAsz3Z5menqa9vR2dTocQQo4SUWdE36o6WkND487ZUIEJBAL4/X6mp6c5f/48fr//tmMuMC8uPp8PnU7H448/TiqV4rXXXqO2than03nTCFeV++GpaLVIGpuRDROYcrnM2bNnuXLlClevXkWn08nh87eDOju6UCjg8XhwuVy0t7cTj8eJx+MUi0Vqa2s35ObWapE0Nisb1q5Bja988YtfRFEUent7mZiYuK1zGQwG+a+lpYWdO3dy9OhR3nzzTQDGx8fp7e3l2LFjsjL7frJwyzuXy8k2mxoajzob5sHo9Xq5DazX60kkEus+h9vtxuFwoNPpaGxsJBKJYLVaaWxs5Pnnn8dms3H69GmmpqZwOp2USqV15bPcrWWNtuWtsVnZMIHR6XQcPnyYc+fO8cd//MerjnJdis/n46mnnqK2tpbq6mrsdjtCCPbu3cvOnTtl5u4LL7zA+fPnSSQSDA8Py1Ejq3E3lzVaIFljs7KhQV6bzcYPf/hDIpHIut6n1+t5+eWXsdls7Nixg5GREbxeLzU1NTz55JOLbmCj0cj+/ftl3staW2ne7UxebctbYzOyoQLzgx/8gLfeemtd7xFC0NbWxrPPPguAw+FgYGBAVkirQrAwv2Zh3stalyfaskZD487ZMIFJp9N84xvfWPf77HY7TU1NHDhwgP7+fuLxOFarlWQyKQVk6fLm4MGDFAoFjEajDLCu5k1oyxoNjTtnwwQmFAqtuwygoqKC3/qt38Lr9VIoFDh8+DCBQIA9e/ZgtVrlMPlAILBoeVMoFHC5XOuOqWjLGg2NO2PDBGa9W7U2m4329nb6+vqw2+3E43F++7d/m+HhYWB+8FldXR2w/PJGq47W0Lj/bJjArMd7EULQ0tLCli1bMJvNdHZ2curUKd555x2y2Swvvvgi0Wh01UJFLaaioXF/WVOinRDiJSHENSHEkBDivyzzc7MQ4oc3fn5aCLHlbhloNpt54okneP311/mTP/kTmpqaGB0dRa/X093dDcDo6OiyhYrqkkl9fvjwYZ555hktk1ZD4z4hVkvNF0LogQHgBWACOAu8oShK/4Jj/iOwS1GUbwkhvgb8hqIor69y3lv+4srKSnw+H88++yyvv/663H4OhUIMDg4yMDCA2WwGYN++fYvEREND4+4ihDinKMre9b5vLUuk/cCQoigjN37RD4CjQP+CY44C//XG438G/ocQQii3WVj0+uuv09raSkNDAw0NDYtyW3w+Hz6fj+7ubm2HR0PjAWctAtMAXF/wfAJ4cqVjFEUpCiFiQCUQWniQEOJN4M1b/K4ykPnhD384DmQBPVC68fqDhI8l1/YQodm+cTzM9m+/nTetRWCWG0K01DNZyzEoivId4DsAQoie23G5HgQ02zeGh9l2eLjtF0L03M771hLknQCaFjxvBJY2bZHHCCEMgAtYX/6/hobGI8daBOYs0CGEaBVCmICvAe8uOeZdQE3L/Srw4e3GXzQ0NB4dVl0i3Yip/AFwnPmYyHcVRekTQvwp0KMoyrvA/w18TwgxxLzn8rU1/O7v3IHdG41m+8bwMNsOD7f9t2X7qtvUGhoaGrfLhnW009DQePTRBEZDQ+Oecc8FZiPLDO6UNdj+n4QQ/UKIi0KIfxNCtGyEncuxmu0LjvuqEEIRQjww26drsV0I8Zs3Pvs+IcT/d79tXIk1/M00CyF+IYS4cOPv5ssbYedyCCG+K4SYEUJcXuHnQgjxf964totCiM+telJFUe7ZP+aDwsPAVsAE9AKdS475j8Df3Hj8NeCH99Kmu2z7c4DtxuPff5hsv3GcE/gl8Cmwd6PtXsfn3gFcADw3nldvtN3rsP07wO/feNwJjG203Qtsexr4HHB5hZ9/GfgZ83lvB4DTq53zXnswssxAUZQ8oJYZLOQo8PaNx/8MHBJCLJe4d79Z1XZFUX6hKIo6puBT5nOEHgTW8rkD/Bnw35jPmn5QWIvtvwe8pSjKHICiKDP32caVWIvtClBx47GLm3PKNgxFUX7JrfPXjgL/rzLPp4BbCFF3q3Pea4FZrsygYaVjFEUpAmqZwUazFtsX8rvMq/uDwKq2CyF2A02Kovzr/TRsDazlc98GbBNC/LsQ4lMhxEv3zbpbsxbb/yvwdSHEBPBT4H++P6bdFdZ7T9zzfjB3rcxgA1izXUKIrwN7gWfuqUVr55a2CyF0wH8Hvnm/DFoHa/ncDcwvk55l3ms8IYToUhQleo9tW4212P4G8P8oivK/CyF+jfn8sS5FUR60ervlWPe9eq89mIe5zGAttiOEeB74I+AVRVFy98m21VjNdifQBXwkhBhjfj397gMS6F3r38wxRVEKiqKMAteYF5yNZi22/y7wIwBFUT4BLMwXQT4MrOmeWMQ9DhoZgBGglV8FvR5fcsz/xOIg7482Oti1Dtt3Mx/U69hoe9dr+5LjP+LBCfKu5XN/CXj7xmMf82575UNi+8+Ab954vOPGDSo22vYF9m1h5SDvERYHec+ser77YPCXmW9YNQz80Y3X/pT5b3yYV/B/AoaAM8DWjf6Q12H7B8A08NmNf+9utM1rtX3JsQ+MwKzxcxfAXzLfk+gS8LWNtnkdtncC/35DfD4DXtxomxfY/o9AACgw7638LvAt4FsLPve3blzbpbX8zWilAhoaGvcMLZNXQ0PjnqEJjIaGxj1DExgNDY17hiYwGhoa9wxNYDQ0NO4ZmsBoaGjcMzSB0dDQuGf8/8Y+G9DetC1BAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. SCAF8\n", "n = 5263\n", "SpearmanrResult(correlation=0.9950755692855895, pvalue=0.0)\n", "(0.9956598820170155, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. SF3A1\n", "n = 3919\n", "SpearmanrResult(correlation=0.9369491501110663, pvalue=0.0)\n", "(0.9751583347981829, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. SRSF3\n", "n = 4941\n", "SpearmanrResult(correlation=0.9628408287711419, pvalue=0.0)\n", "(0.97375495379757, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. SYMPK\n", "n = 4736\n", "SpearmanrResult(correlation=0.9571236331532373, pvalue=0.0)\n", "(0.9705724095187731, 0.0)\n" ] }, { "data": { "image/png": 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VKJPJiHJ0IpHAaDSiUqnYvXs3X/7ylykrKyOVSnHt2jUWFxdF9UmpVG5Zy4SMPMHk8dDgThsQ1zJv2r9/vwiRsmX32Vjd0Zydg+nu7r5tjIiMnp4eLl++DNwSzYXDYUpLS+nr66Orq4umpiaOHj3KyMgIS0tLOBwOjEYj6XSaQCCAyWTC7XYTjUbR6XRotVqWlpYYGxvD5XJx4cIFDAYDxcXFpFIpEokEVquVz3/+8xQWFgIIF7rJyUkRpskVKLPZLIglnU6TTqeF3mbPnj2UlZVhsVioqalhenqaQCBAVVUVbW1tK8h0q5AnmE8JHvRcoa3AnSpwc21vMBg4fvz4Hd2L1USVSCRyEpPP52NpaQmTyQTcqtTI+pF4PC5c5CwWCy0tLQwNDTE+Pk4mk6Gmpobdu3dz7NgxZmdnGRkZob+/n/n5eXQ6HdPT0+zatUu4zd28eZPx8XEkSWJubo7vfve77Nmzh23bthEIBCgoKMBgMNDX18f8/DzpdJrFxUUKCgqEVUQmk8FsNhOPxykuLsblcvHBBx9gNps5ePAgdXV1qFQqiouLtyTfkgt5gvkU4EFPRtwq3KkCN3v77AFldyqyk4lMVtlmNySu3q6oqEg4vLW3t1NXVye27e/vBxDvwfHjx2ltbcXtdmMymSguLsZqtWIwGOjo6KCgoICJiQmOHDnCb37zG3p6eojH4ywsLGAymYQLXTqd5tKlS8TjcaqqqqirqyMSidDb24vT6SQUCqHVaonH41gsFlKpFEVFRXg8HoLBIBqNBpPJxMTEBAcOHBDG4MXFxWi12i3pml4LeYL5FOB+eZs8CNwpOcjbbgXBxuNxQR5ms/m2UEleHe3btw9YOWlRbifIrjIB9Pf3E4vFGBgYYNeuXSJBrFQqCYVCWK1WPvroI0KhEMvLyxiNRjKZjNDKLCws4PV6yWQy2O12WlpaqKiowOv1MjIygs1mY3p6GkmSSCaT+P1+/H4/Go0GSZJQKpWYzWYMBgORSIR3330Xg8GAyWTixRdfxOVy0dfXR1lZ2X1ZxeQJ5lOAjUKLT0P4tB7ulWDllU91dTVjY2MixDhx4oTQr8ikZTAYaGpqWnFPKyoqxDgReRXU09PD0tISdrudzs5OMeB+YWEBgLKyMiHl9/v9pFIp9Ho9yWQSi8XC3r17MZlMXLp0ieHhYeLxOC6Xi7fffpvOzk4KCgoIBoOEQiGMRiNGo5FgMEgsFhOmUgqFApVKhV6vR6vViuSuwWAgkUgwPDyMw+EQbQv79++/Z+XuauQJ5lOA9UKLT0v4tB7utXtarVYTCoXEQx4MBoVALRdpbVS9CoVCxGIxLBYLiUQCt9uNSqVienpa+OlOTk6K6lJJSQnBYFDMJ9q7dy/19fVoNBpeeOEFXC6XKKEvLS1x5coVoVWpqanBZDJhNBoZGBgQ4ZhcotZqtezcuZM//dM/ZWBggPPnz+NyuWhsbKStrU10UANbotxdjTzBfEqwVmjxsIRP93MVdS/d03IFSaW69Sj82Z/9GWq1Wvjg5iKtXPdUxs6dOxkZGaGvrw+lUolarebgwYMUFhayvLzM0NAQjY2NXLt2TUj8HQ4H6XRaVJuSySRerxen00ljYyN//dd/zY9+9CM8Hg+BQICFhQWhyvV6vSSTSVpbW6moqOD06dNIkiRc7xQKBV/+8pcxmUyipG2xWGhra6O2thaXy8XU1BTAlih3VyNPMJ9y3C9ryDvB/V5F3Qt5yWQhzxxSq9Uit7IWaa11T+XfKZVKduzYgV6vFyI3WdA3NjaGTqdDoVCg0+lYXFzE5XIJ39zq6mr8fj+/+tWvxCiSiooKIehLp9NixrTP5xP9Q319fVRVVVFfX08qlUKtVmM2m6mpqeHs2bOMjo4KfY3VakWv11NRUXFbTimfg8njjrDV3ih3g2yzJtnp/n6OCYG1e4RWYz0CzuX+v1bzo8FgYNeuXVy9epXGxkZ+8pOfkE6nMZvNPP/882i1WtxuN6lUSpSQFxcX8fv9woEuFosJAyu59ByJRJiamqKwsFBsF41GicVi6HQ6oXmpq6ujrKyMeDxOMBhEr9ejVquJRCIYjUbUarUoW+/cuXOF5mW10nkrkSeY3wFspTfKnWK1WZPsmL9VWB2urNUjtBY2Q8DZBlIajUY47WefZ9euXfzt3/4tgUAAr9fLrl27qKyspKmpCbVaTUdHB2+++SZNTU3cvHmTpaUlAoEAZrMZr9dLPB4nk8mI2dRVVVVMTU0RDAaF0ndpaYni4mJKSkrw+XxiikA0GqWgoIBoNIpCoWB8fByVSoVOpxMJ64WFBYqKijCZTLzyyitbYoe5GeQJJo/7itVmTdmO+VuB1SsQIGfOab0wKhcBy8PmASKRCBcuXMDlchEMBslkMhw6dGjFquzq1atEIpEVzYqyEE+tVvNf//VfDAwMoNfrGRsbE/oWm81GTU0NPp8Pn88nCCGVSmGxWKiqquLGjRsiNFKpVAQCAeFeFw6HSafTXLx4kb179woVcEFBASUlJXR0dLBjxw56enqoqqoiFArh9XqFHud+I08wedxX5DJr2ixykcLq361egQC3hTx30+P01ltvcfnyZRKJBKWlpSwuLhIMBtHpdASDQd577z1u3rzJ4OAgHR0dNDY2olarcTgcSJKExWKhsbGRZ599FrvdTl9fH0tLS9y8eROFQoHJZBI2CU899RSRSIQzZ86gUCiora3FbDYzMjJCMpkUExvlHqOCggKam5uFH0x7ezuDg4MsLi6SSCRE9auqqoqXXnoJq9XK8vIyfr+foaEhIpEIQ0NDW16SzoU8weRxX3G3OaC1ciu5iGL1CmT1+ZxO54aVtGziklsCtFotMzMzeL1ekRORMTo6SkFBAbOzs8J79/HHHxeeLT09PYRCIYqKilhaWhKNjZIkkUqlUKlUFBYW0tjYyMTEBLt37+bo0aMEAgEcDgeTk5MUFRVRWlqK0WgkFAqJpG86nWZqaordu3eTTqeZmJhAq9Wyd+9evF6vaFysqqqit7eXo0ePcvToUfr6+rhy5QqLi4s4HI6cneZbjTzB5HHfcTc5oLVKwXczjmQzQsTVBlRFRUVcvXqVYDDI9u3b0ev17Nmzh2QySVtbG9PT00xMTOByuVAoFDQ1NeFwOBgaGmJxcRGNRsPAwAB1dXXs37+fq1evihyOrIsJBAIsLy+zsLDAE088QSQSYWFhAb1ej0qlYmpqCpfLhVqtZnp6WtwDjUaDQqHAarXS3NxMJBKhqKiIvr4+ysvLUalUdHR00NLSsqIJtKysbEt8du8EeYLJ46HERqXgOym5b7SKytXsKPcRnTt3DpVKJRS+Mmw2GwMDA5SUlAgSKC4uXjGaVaPRYLFYxKpmbm6OUCiEQqEQD7pWq0WpVDI7O8vU1BT9/f3MzMwI021JksRQtng8TiwWI5FIoNPpxCpqeXkZpVIppkrKI0wGBwcpKioSkwksFsumOs23EnmCyeOBYq3k61qkcLcl9/VWUavJTG6cbGxspLGxUTRTzs/P84Mf/IBz586RSCSoqqqisrJSmDZpNBquXbtGWVmZqDYdP36cH/3oR9y8eVOEOTabDZvNxs6dO2loaGDHjh20t7cTj8e5dOmSsMqU3fR8Pp+wvJS9XZqammhqaqKzs5P33nsPuNXf1N/fj9FoBGDbtm3EYjFOnz4N3CKzI0eOrGlFcT+QJ5g8Hhg2Sr7mIoX7UXJf3ZWd7Q1z9OhR8U1vt9sZGxvDarXicrl48sknKS0tFRqYX/7yl6hUKqxWKwUFBRw4cIBEIkEwGBTqYIVCQXd3N6+99hpms1l4/7pcLlKplCg1A7hcLqF7kZ3pKisrMZvNopUgHA7T2NjItm3b2LZtG5IkUVpaysWLF6murmZhYYFwOMzOnTvXtaK4X8gTTB4PDA9LGwN8TFxjY2Oi/Ly607igoAClUiksEF544QWKi4vp6enhypUrOBwODAYDLpeLZDLJ+++/LwR2S0tLSJJEbW0tf/Inf8L27dtxOp0YjUbx+l944QVGRkYYHx9Hp9OxvLxMKpVaMXZEr9fT1tYmpgdMTU3R2dnJM888g8Vi4fz582LWdTAYpKioCOCBKbnzBPMpxaPQQf0g2hiy9S2rpfHZosCBgQEkSRKdxu3t7ezatYtDhw4RiUSoq6ujoaFBGIY3NDQwODhIKBRCr9fT1NTEtWvXyGQy6PV69Ho9JpOJRCLBwsICNTU1LC4usrS0tKKb+m/+5m944403uHnzpiiTy/1JGo2G0tJSOjs7RfOjRqMRHdJWq1VYfx4+fBi1Wi3u6YP6LEi5Jr19Eujs7MxcuXLlgZz7fuOTerjXOs+j1EG93r3a7H1c7z6snnUk61uAFfYE4XBYNCmWl5dz7do1MTpENoGSQ5y6ujqef/55ent7iUQiDA4OsnPnTpRKJdu2beP111/H7XYzNjZGbW0tCwsLBAIB1Go1wWCQPXv28OyzzzI+Pi68fWUjb4DCwkJu3LghJjx6PB7UajVGo5Hm5ma2bduGx+MBbuVZDh48yPHjx4G1fXHu9TMpSVJvJpPpvNP98iuYLcYn9XCvd56HKfTYCGvlVLJfH8C+fftyNuOtdR9y7Q+ssLyU7Qng1oPp9/sZGBgAoL6+nlgsRl9fH6FQCEC4ws3Pz9PT00NBQYE475UrV+jo6KC3t5d0Oo3f78fn8zE7O0tBQQGAsLr0eDycPHmS2tpalEolgUAAlUpFOp1meHhYqINNJhMtLS0YjUZRoSorK8NsNov/P/vss7S3txMOh7l69Sput3tFeXr1vfikv3A2RTCSJD0P/J+AEvi/MpnM/7Hq77XA/w0U/nabv81kMr/Y4mt9JPBJPdzrnedh6KC+V8ivr7CwkJMnT7K0tITNZrvt4VjrPuTav6ioCIPh1nRF+NieILujGm4pY1taWoBbA9S8Xi8XLlzgo48+Ynx8HIVCQTwep6KigmQySW1tLZIkMTU1xezsLKOjo2KyYjgc5tChQ5SXl4vkcUlJCYFAgMHBQdLpNKFQiOnpaeBWW4LZbEan07Fv3z7MZjPT09OUlZURCASw2+189NFHFBQU8Ad/8AeCXL7zne/g9/uZn58HoLS0dEV49KC+cDYkGEmSlMD3gWeBGaBHkqS3MpnMQNZm/zPwRiaT+SdJknYBvwDq78P1PvT4pB7ujbqAH1QH9b2GNTLk13Pt2jWSyeSandjZ90E+bjgcFr8fHh7G5/Oh0+mIxWJ0dXXR1dUFrMzByMcwm820tLSIb35A5GNqamoIh8MEg0E8Hg8GgwG/348kSaIKFAgESKVSLCwsUFxcTCKRQKFQsLy8zN69e7lw4QIlJSWiTP3666+LZseSkhLMZjO1tbUoFAq+9KUvUVJSQiKR4Gc/+xlXrlzh6tWrmM1mlEolZWVlwK3qltPppKamhkQiQUNDA08++aR4bbKhlsPhwGw2i/aJT+LzsZkVzH5gNJPJjANIkvT/AS8D2QSTAcy//bcFmNvKi3yU8Ek93Bud50F0UG92KX4nS3ZZ1epyucTDkY1s64Senh56enrEMbu7u/nxj3/M/Pw8b775Jjt27BC9ObmOkX0vPR4PJ06cwOFwcObMGbZv345Go+Gxxx7j7NmzFBYWUlBQwFNPPYXNZmN4eJj+/n6CwSDpdBqTyUQmkxHdzWazmStXruD1eoXR9/Ly8goLBnnKY3V1NfX19TQ2NorKltyBHYvFUKvVLC8v09PTg8/nw+PxMDAwwPXr16mpqWH79u0rci+yoVYymaS7uxvYGg/jzWAzBFMFTGf9PAMcWLXN/waclCTpzwEjcCTXgSRJ+jrwdWBLp8c9bPikHu4HacOQC5tdim9mOzk30t7eTmFhoQhbNmoNWN1aII9vjUaj1NXV4fP5cgrNVnu/nDhxgt/85jf09vYyPT3N7OwsTU1NdHV1odFoqKqqwuv1EgwGOXPmDEtLS2g0GiorK0mn0xQVFTE9PY3RaEShUDA3N0cgEKCwsFBUjLq7uxkdHcXlcok8S0tLC8eOHRPkIkOn04nQSZIkKisraWtrw+l0EgwGefrpp/H7/TQ3N69oB1htqJVIJD7RkGkzBCPl+N3q0tOrwL9mMpnvSpL0BPD/SpLUmslk0iur+ww2AAAgAElEQVR2ymT+GfhnuFVFupsLzuPhxWbDw81sl71NdtiyFnKFAYAYMyJbTPb09ADk/OaWw4ZwOCySrouLixgMBjFsfmhoiFAoJBzmAC5duoTVamV8fJzW1lYymQwtLS0kEgn0ej2RSIS2tjYWFhbw+/2oVCrMZjOVlZV0dXURj8dJp9PodDr0ej39/f3YbLYVpuIHDx6kqamJ7u5udu/ezcLCAtFoVOSV5FEnNTU1K+7nVrZc3A02QzAzQE3Wz9XcHgL9MfA8QCaT+Y0kSTrACixsxUXm8Whgs+GhwfDxqNbq6uo1VyWrj7VeOTpXGODz+Thy5IioIAFitIjD4WBkZEQkc+UQS0YgEODmzZv4/X4UCgVarRatVksymSSZTFJcXEw4HBZ5IZVKJTQuer1eEJPJZMLj8WC1WtmzZw/pdBqHw8HMzAzf/e536ezs5LXXXuPy5ctMTk4SDAb58MMPRVI6e8ZStn5Hfn0yOeTKK633nnxSObrNEEwP0CxJUgMwC/xPwB+s2mYKeAb4V0mSdgI6wL2VF5rHo4HNhG3Zo1qHhobWLEGvDls2KsuXl5eLMrLdbs9ZutZqtULvIp8fECNGnnvuOVwuF5OTkywvL2O1WlGr1bS1tYl5zyqVCqVSydjYmJD1AyvUt1VVVWi1WnQ6HQDvv/8+CoUCm81GIBAQLnNVVVWkUinMZrMon8diMeLx+IoQxmKx3ObUly35X8924ZNquciFDQkmk8kkJUn6b8C73CpB/zCTydyUJOl/B65kMpm3gL8G/kWSpL/iVvj0WuZBKfjyeOix2RL0WvtMTEzgdDrFQ6VWq/F6vXz44YeoVCoymQxGo1HkHeQcg7xy+pd/+ReCwSDT09NYrVY0Gg0NDQ3Y7XYmJiZEclbuVJZXMEajkYWFBXbs2IHdbhdudYcOHaK4uBiv18vi4iLT09Ncv34dSZIEsSWTScxmM6FQiGAwiNPpJJFI4HK50Ov1lJeX09HRQTgcpqysjGAwyMjIiCg3P0rapmxsSgfzW03LL1b97n/J+vcA8OTWXloen1bIeQE5n1FRUUE0Gl33oZFDgZMnTwKssBs4f/48iUSCaDTKiy++KLqPV7va+Xw+FhcXcTqd+P1+Lly4wAsvvEB5eTnLy8vs37+f1tZWent7CQQCGAwGSktLaWtro6mpibKyMn7xi18QjUbxeDw89thjuN1uOjs7+exnP8s777wjnP4tFgsul4uxsTEAkUeqra0V/rk3b96kv78fj8dDZ2cnhw8fJhgM8rOf/YxEIsH09DTf+ta3biulb5Q3eZjaRPJK3jxy4l4+pBvtK68k5ufn0Wg0nDt3bkMzcIPBwL59+1haWlqhiYFbIcX27dtxOBw4nU5sNtuKsa/wcVlW1pwASJIk5hZ5vV6qq6vFQDOLxUImk0Gj0VBTU4PZbGZychJJkti+fTvLy8sUFxdTWlrKE088wQcffIBGoxHD1aanp0XZWaFQUFpayt69e3nppZf4wQ9+wPj4OGq1mvLyckZGRkin04yOjlJWVsbo6ChPP/20cNOzWq34fD66u7tXzGDKdb+zX+tGUoGHJQeTx+8Y7kVavtl9E4kERUVFvPTSSwwPD4sh8ms1Isq/KyoqYmJiYsWQMK1Wi8vlorm5me7u7ttKvPKKxWQyoVKpqK+vJxKJUF9fj0ql4tSpUxiNRiYmJuju7iYcDjM6Oko8HieRSHDx4kW+8Y1v4HK5SCQSXLhwgdbWVjH98R//8R+JxWIUFBQwNzfHtm3bAMQIEaVSyf79+/nDP/xDEokE7e3t7N69mzfffFN47hqNRkZGRkROZ3h4GKvVSnFx8YqWBxlr2Yi2tbXdNmXBYDDc5mv8MOlg8vgdw73E++vtm/2tKYdJLpeLubk5bty4wZtvvkkikUCtVt82J9nj8WC32/H7/SvOJ6+GTpw4gcFgwG6309jYuGIbtVrNwMAAkUgEvV7Pq6++yvT0NNFoVDQqFhYWiv4hg8GASqUiEong9XpJp9OcOXOG+fl50YZQXFzM/Pw8brcbu92O0WhkcnISpVKJyWQiHo/T3NxMVVUVbrebY8eOYbVaCYfDmM1mYrEYn//853E6nQwPD9PX14dWq2V0dJQnnniCz372s+zevZtEIiFyT9euXUOv19Pe3r6mjSh8HEoBOcvyD5sOJo/fMdxLu8Na++b61jx69CgjIyPArUZCn88nqinZc5I9Hg/f+c538Hg8LCws8Md//Mcrcjayk7488iN73Iherwdg165dqNVqZmdnmZ6epr29nZKSEubm5vjoo4+IRCJYrVY6OjrQarV84QtfEP1Eu3fvRqlUMjw8jFqtxu12U1lZyalTp5AkCY/Hw5EjRzCZTLS2tmIymbDZbBQVFYk518lkUthWyiXicDjMBx98gNlsZm5ujqamJiYnJ0mn07hcLg4c+FjPevLkSbFiKiwsXKH1yb7fFRUVVFRUiOPLZflsIvkke9XyBJPHbbiXdoe19s31rVlRUUFLSwsTExP4/X4xLF42SpI/+DMzM0QiEWHSNDQ0xPbt28Xfs1cocMsJbmJigpmZGerr6+nsvOUycPHiRSYnJxkeHkahUNDZ2UkqlWJ2dhalUonf7xfHuHTpEjabjXQ6TU1NDcvLy6TTaWKxGMlkknA4TDQapbq6Wph119bWUlZWJvxZYrEYFy9eJBgM8qtf/YqXX36ZqqoqUWKWJf5+v5+CggKsVitOp5N0Os3ly5eF63927snlct2mas51v7PL8quJ5JPsVcsTTB5bjmx/lerqaqxW65rfmtmiu8OHD4ska3YOprq6Gr1ez8zMDNu2bePAgQM0NTWJEEE2u1ar1Zw+fVoMeU8mk2QyGcLhMI899hgOh0OMZzWZTHi9XmpqaojH4xiNRqLRKMFgUJS3GxoamJycpLm5mStXrpBOp8XAtBs3bohwraysjJ07d9LS0sL4+DgajYb9+/dz+fJlxsbGiMfjTE1NYTAYaG9vx2az0d7eLq7bZDKxuLhIRUWFMPsOBoMsLCyIFYnNZmN5eRmtVivsH7Lv92bFihvts9XIE0wet+Fek4BySCOHKN/85jexWq05P+zZoru1zmW1WvnmN7+J3W5nZGSEqakpfv7zn1NXV0d5eTlHjhzBbDYzPz+P0WikqKiIwcFBMX9o3759VFVVsby8zOjoKEtLSxw+fJjZ2Vkx+1mlUmE0Grl586YYOTI8PCwGng0PDxOJRPB4PGK+UUFBAalUio6ODubm5kQzY1lZGW63G5vNJjqsw+Ewly5d4tq1a8zOzvLss8+K647FYqIaFQqFxATJkZER5ufnRTiZq6Fzo/flQfer5Qkmj9twr0lAOaRpbGxkfHycmZkZMao0V1PjZmcdyfmUdDpNX18f8XhcDBCTH8CioiJcLhd79+5l//79wqJBrVbT3t5Oa2srZ8+eFc79JSUlVFVVsX37djweD9PT02QyGbEC+uIXv8j8/LzwkJF7noLBICqVirm5OaF9UavV2Gw2GhsbsVqtmEwmMbZVTmzLauDJyUl8Pt9tpHv8+PEVznrZosJcDZ0PWueyEfIEk8dtuNckoBzSjI+Po9frqa6uvqdzySsqv9/PlStXmJubY3Fxkbm5OXFsg8FAU1MTFRUVOJ1OysvLAUTiE26J3fx+P2azmYWFBYaHh5mcnGRpaUkkmy9duiTsE4xGIydPnmTHjh3U1dUxNTVFMpkkGo0yPj5OMpnEYLhlYNXQ0EA6nSaRSAhnf6PRyLFjx4hEIoyPjwt/Gfk4b7/9Nl/4whduG4Ymh0CrRYWPopFY3pM3j5y4VyGWx+MRzYyr/Vfu5FyrvXLfeOMNYZJtNps5cOAAr7322m3NkHC70bV8rLNnz4pkr1wW93q9fOYzn8HhcFBeXo7L5WLnzp0izyNXi+Qha/F4HLfbjUajwefzUV9fz/PPP8+hQ4cwmUxibKvcF3XgwAGGh4eprq7m17/+tQib6urqePLJJzGbzXR3d4tw0ev1kkgkhKjvqaeeEjmaXK/rfids8568eWyIO/kgrm40zPXgZv87V95kI2JZfS5ZaJfdPf3uu+/idrvp6+ujvr4ek8lEdXU1brebbdu28cUvfnHFttm5HIvFgtPpFLkguWo1NDTE6OgoiUQCpVJJY2Oj8GiRJwLI4U4oFBIjRywWC2azmaWlJeDWSiMej1NXV4fZbEar1XL69Gl27drF/Pw8u3btQqVSkUql8Hq9tLS00NraysWLF0VT5PLyMolEAr/fLyYU2Gw2Ua2SE7vZSfHVneTZr7ujo0Ookjd7/+8n8gTzO4K7TdyuNs/Oha1Qg+a6Pp/PJ4Rsfr+f6elpWlpaKCgooK6ujpdffhmD4dZw+3A4fJuCtaenhwsXLjA5OUlDQ4Nw35fHwk5PT9Pf3088Hheriba2NsLhMCaTCY1Gw86dO3n//fcxGo1YLBaee+45UqmUCMHef/99RkdH8Xg8LC4uEo1GMZlMuN1uvve97xEKhZiYmODJJ58kk8lgNpvp7OzkzTffJJVKMT4+zsWLFykpKeHw4cMrPHCy2x02agK12WyMjIzw93//96RSKSwWC9/+9rcfOMnkCWaTeJgayO4Gd5u4zd5vcHAQgJ07d67491YkHHNdn1qtpq+vj4GBAZxOp2iK/Iu/+Auh1pVJKRaLEQqFiMVimM233FuXlpZQqVSo1WqUSqUQ71ksFkFa4+PjYtKA0Whkz549vP7665hMJoLBIK+++ipqtZrFxUU8Hg9nzpwBEEnj0tJSdDodXq8Xp9OJVqslGAwKS4bh4WFmZ2fx+Xx0dnai1Wo5ePAgkUgElUrF1atXefzxx8XkxzvVp2TnZbxerwjxhoeHsdvteYJ5FPAozRlaC3ebIMx2isueErjZiYGbJeZc1+fz+Whvbxcm22VlZSiVSpFcdTqdK2wf6urqhOGUwWCgqKhIJGX9fr9QscpkplarGRkZQavVkkqlSCQSJJNJIpGI6CHS6/XYbDai0Sizs7NYLBZht9DZ2YnBYCCTyTA9PY1Wq6Wzs5Ouri6RxJVVxfL4V5VKhV6vp7a2Fr/fT0lJiRisplar77isnK11aWpq4sMPPxTXvlov8yCQJ5gsrPUwPGpeHLleh/xBlD/wmz1OtlPcSy+9JHpZNjMxcK3ZRrn2y3V9FouF0tJS9u3bJ7qTVSqVqBzJpCRbV9bV1eF0OvH5fFitVhEKZQ9/l6cOALjdbnQ6HUqlEq/XC9wyGZfHjhQUFDA9PU0sFuOxxx5jbm6OhYUF0edz8eJFDh48SEdHB5IkCaWtPP/o2LFjnDp1Cp/PhyRJbNu2DbPZvELOf/jwYd5++20ikQinT59e0X+13vuZDZmULBYLv//7vy9We6t7sh4E8gTzW6y3SnmUyoMbrbZWu6Ktrr7kItZsw+jV37DrEW22SdQvfvELRkZGMJvNwgoy1/X19PQIu8jjx49z9OhRxsfHuXnzJsvLy0jSxxbR2aRkMBg4d+4c8PG8I9kT12azCZvMEydOYDQaAXjmmWfQ6/VcunSJ0tJS9Ho9v/rVr8hkMpSXl+Pz+bh8+bIgpIMHD2KxWLhw4QLV1dVEo1FBmna7HZfLJQa3abVaqqqqeO6557h06RJ79uzBYrGI1ZV8/WNjY4yOjmIymYSmJ9ud7k5WzwaDgVdeeeWhCuXzBPNbrLdKySW5flhzMuu9jlx/g7X9Q+6VWLNnE42OjjIzM8Py8jINDQ288sort805cjqdXL58GZPJhN1uFw+bHD7s2bMnZ27BYDAINzh5FZFNJHArlAuFQiQSCaHqLSkp4ZlnniGVStHQ0MDExITwbnE6nSLPIodq1dXVvPPOO1y/fp2enh7q6ur4vd/7PfH56OvrY2lpSRhYtba2Mjs7K+Yjyb69dwKn0ynaFnLNhVqNB63cXY08wfwWGz1Mq8u29zMncy/ktd7rWCvPcSfEeifIfvCuX78ukqmhUIjh4WFqa2vXJa1IJILT6USv1xONRjlz5gxKpZLz589TUFCAzWYTuhFAqHg9Ho/4+/z8vDD9/uCDD+jr68PhcAiDK4vFIvp8ioqKKCoqorCwEK/XS3FxMdFoVLjRyR3KDQ0NYkX1k5/8hK985SsYDAYcDgdTU1NMTU2xf/9+9Ho9BQUFwiemsrJyRXe5fF/3798vVm1yaV3erqenB7vdjt1uv82U62H9kstGnmB+izt5mO5nTuZeyWujBrdcK7Fc4z6y97mT86/+0MsNfocOHeLs2bMiQaxWq0W4kOthMxgM9Pf3E4vFGBgYoK6uDr/fT1lZGWfOnOHGjRt0dHRQVFQkQrimpibee+89kskkDoeDcDiMzWYT+Q6tVstzzz3HxMQE+/btE+dubm4mEAjQ3Ny8YY7JYDAwMDDAwsICS0tLJBIJUqkUXV1dxGKxFce3WCyMjY0RCARQKBQ8++yzOTU7R44cEYK/7L6strY2gNuuOftz4vf7SSaTvPzyyw+8YpQLeYLJwmYfpvuZk9kK8lrvdaxeiWUncXft2rWiA/pOsRY5yrmBlpYWLl26xI4dO4TAbK2HTfYyMZlMRCIR2tvbmZqaEr0/Go2Gy5cvU1payuDgICUlJUxPT3Pu3Dl0Oh2hUAir1YrNZgM+fs+Wl5cF6Xg8Ht544w2GhoZQqVTC5Epe2VkslhXO/QaDga6uLhYWFrh+/Trnzp0jlUrhcDiIx+Oiuzqb1ORu6WAwSCKRwOl0sri4uCLskbUuIyMj+P1+QZjAbdcsw+l0MjU1hcfjEaHuq6+++tCtZPIEcxe419BhPXySCeXsJO7IyAjf+973RGlW7oC+m+OtJkd5hdLc3Mz8/LxQp8pl4uyHKpFICEk8IJoP3W43HR0dOJ1OAoEAgFjhRCIR6urqqKmpQafTEY1GSSaTwrpS9p6R3zO1Wo3T6eTtt9/m4sWLxGIxWlpaWFpawul05kyEy6ioqGDbtm34/X6uXbtGZWUlk5OTqFQqKisrqa2tFVNLZeWvfKyenh5isRi9vb0Eg0EGBwc5ePAgarVarEYGBgaIxWIolcoV5lSrWwN6enq4efMmMzMzdHZ2olKpHsrqZp5g7hL3K5l2P8lrNbLJTJ6p3NzcvKID+k6w1pD17BWKrE6VwwH5oQJuC9FisZgIAWQV7PPPP09ZWRnj4+N4PB40Gg0ACoWCdDpNYWEhkiSh0Whwu92Ul5evkNnDraS2w+Hg5MmTqFQqZmdnKSoq4rHHHhPnXW8F2dbWRnV1tTCM0mg0nDp1isrKSsbGxujo6MBsNgubhWx3ObVazejoKI2NjUSjUVpbW4UtZl1dHYFAgNnZWaqqqjh//rwwp8puo5BXLC+++CK//OUvKS4uzhnePgzIE8xDiE+qEpBNZolEgu9///ub6oDOhVzTFbPFcPIDK69Q5N/X1dUB3ObS5nQ66evrI5PJ4HA4xORCtVrNV7/6VcbHxwkEAmIFIkkSXV1dPP300wD09vaKVVA2fD4ffr9fNCzabDZMJhOf/exnaW1tXXcFGQ6Heeutt0RC9mtf+xrvvfceBoOBEydOoFQqGR0d5cCBA8RiMbFykldxWq2WqampFb69er1enNPhcDA4OEg6nUalUqHVanNW+rq7u9FqtUSjUQ4fPrzm4LqHAXmC+R1HNpl985vf3HQH9Grk0szA2jOjsx/k9WZPy0I4t9tNXV2dWNW1trby7W9/m/Pnz3P9+nWsVisFBQXCM0ar1d42eE2+noGBAVwuF263G4PBQCgU4v3336e3t5f9+/eLPNDqFeT4+DhnzpyhpKQEu91Oa2urGJdiMBgoKSnB4/GsuNbs+yxrdgoLCwmHw8KGQf6bHC7KuSa56rQ69EwkEp/YKvdekSeYPATupAN6NXJ988urmlQqJVSrmy2BV1RUiIrSjh076OrqWvEtHQ6H6e3txe/3k0gkaGlp4ezZs+LBBXA4HEJDI4cYCwsL1NTUEAgEsFgsBAIB4vE4c3Nz6HQ6MZokO6Eqn+/cuXNCy1NeXo5er19hdBUOh9m9e/dt1yrDYPjYsyZXdaq6upqZmRmCweCKqhPcPnTtYdO7rIU8wWwRtlKT8DDpGzZ7LbkIY2xsDIfDIcZ76PV6vvrVr25KqGgw3HJ3W10yDofDJBIJUYmRVbR9fX0Eg0HRENna2sqlS5dIpVK88cYbwkdXztXI4Ybf76ewsFCEbBqNRhBS9rn7+voIhUK0t7czNzdHVVWVuPZsoyvIPdNp9b3MRWAzMzM0NTVRUlJCMBgURlSfZF5uq5EnmC3AVgrvHqbGyju9ltUl8J6eHm7cuMHVq1epq6sTXdEWi4UTJ06gUqlEMnQtkgGE9YKsiWlqamJoaIhwOMzVq1dpa2sjmUyi0+nElEi9Xi8sLUdHR5mYmKCwsBCtVsuuXbsYGxsTjZCy2O7pp58mkUhgt9txOBziOuTKz+TkJGVlZWi1WoqLi0USVr7O9apP693LbE3L2NgYWq32tqTto7JiWY08wWwBtlJ49zA1Vm7mWtbrYwLo6upiYmKCqqoq1Go1kUiEX//61/T19VFaWipGp+bKwcgPnuwK19nZSSQSQaFQCBMpv99PIBCgsrKSF198UQjSKioqCIVCTE5OUlBQgEajIZPJEAqFxPAyo9FIOBymsrKSuro6FAoFY2NjuN1uBgcHOX78OIuLi/h8PgoLC9m1axcKhYLy8nJaWlpW3JON7tVmWjjWSng/ysgTzBZgK7UrD0NjpUwaarV6zSFq8t/Xmgggvw65E1mu1gCoVCpKS0uZm5sTx5bHtsolbFlsF4vFaGhowG63izArnU6TSqVYXFykrq6OkpISkskkLpcLjUYjrtNoNKJUKkmlUjQ3N1NQUIDJZOILX/gCZ8+epbe3V7jGfe1rXyMSiRAIBDh79qxoXnzllVcoLi5mYmJCOMbluicbvW+bbeFYL+H9KCLvybtFeJRzMOsNT1/90GeTSigUQqVSiWrNU089tUIFC4gS+KlTp0ilUmIoGSB6hlpaWkRCVqVSMTAwwK5du9BqteIaZTFcVVUViUSC9957j4sXLwLw1FNP8fjjj/POO+9gMpkoLS2lubmZ8+fPU1JSwtDQEAqFQni2HDx4kPLycn70ox9RU1OD1+vlG9/4Bi0tLfzTP/0Tp06dorS0FIVCwWuvvYbL5RLk9corr6xoJ8jOJ8n3aD37irXe180e40Eh78n7gLGVMfInEW+vtQpZPTxd/rDLpJNNKjIpyN/KsiJVbj5sbW0VZWM5HzI3N0ddXR3Hjh3DbDZz6tSpFeQitwaYTCYSiQStra3Ck1eeE9TW1oZWq6W6uprZ2VkWFhb46U9/ytTUFJWVlcCt7umBgQEmJydFhcdisaBWq5mamqK8vByr1UogEMBsNlNdXS1aGkZGRohGo5SUlGAymcQkSVnWvzrXtF5uZXVf1nrEky0+zO4vepiS/neKPMH8DiL7oVhNGAsLC8BKp7rs/EE2qaz2jc0WsZ05c4Z33nmHwsJCOjs7CYVCzM3Nsby8DMC5c+coLi5GpVIRCoXYt28fY2NjBINB9Ho9wWAQrVZLb28vFy5cEJL4pqYmIpEIi4uLYka0PGQtEokQCoVQq9VUVFTwxBNP4Pf70Wq1XLt2TXRMV1VVUVhYSHt7O7W1tZSWlooH12q1cvDgQZxOJ8XFxQwMDOTsZpanJqhUqjXbIzaTIF/9XqRSKaHRAXj55Zc3HEz3MCNPMI8YtuLbLBdhOByOFWZJq9WhmzGjDofDDAwMMD8/z7Vr16iqqiIWi7G8vMwzzzxDNBrFbrdTWVlJIpFgfn6esrIyhoaGkCSJoqIiurq6eOmll0QO5u233xZWk3a7neLiYvr7+zGZTCgUCtF7pFQq8Xg8VFVVUVxcLPI/JpNJKG+NRiPl5eViimMymWR8fByXy4XdbhelYK1Wy+OPP87g4CBLS0t0dHTgdrtpbW3F5/Ph8Xj4/ve/L3x129vbRXOi7Ji32WT96vfC57tldF5aWopKpVoxaeBBJ/3vBnmCeYSwVSXsbGl6Mpnk2WefFZaR2Z28ciVoszqMRCJBU1MTFotFSOKDwSAajYbGxka+8pWviPI03NKW3LhxA7fbzZNPPsn8/LyYx2wwGPB4PDgcDpFwbW5uJh6Pi3xMPB5ndHSUwcFBYrGYyJloNBphbfD444/z3//7f2dhYUFYU1RUVIiubqPRSGFhIRMTE6JNAhAd0uPj44yPj6NSqejt7UWr1TI7O4vf72f79u2Mj4/T0tJCWVnZirGuHR0d69pgrH4vZPI+fPgwp06dEiX86upqJiYmHgk3xVzIE8wjhK0qYRsMtwbOyw97b28v3d3d4oMMt4yOYOVIko3OpVarGRsbw+/3YzKZOHDgAMXFxSIxajAYePXVV4XVwMLCArt37+by5cti/pEszjt+/DiJREI4yb311ltilGoqlSIWizE4OMjCwoLw6fX7/YyMjFBUVMTBgwdFk6BKpaK2tlbkVT73uc8RjUbp7u6mv7+fkydPkkwmGRgYEJ3Qssgtk8nwxBNP4Ha7xWgTv9+PQqFgeHgYhUIhEs9LS0vCUU8miey+rLXei9Xk/eqrr674+VEV2UGeYB5qrA6H1ip1bjTRMNexEokERqMxZ3+LLJJbba2Z67jZExzlFYxCoeAzn/kMXV1d4vfhcFjkJk6ePMn169eZnZ2lvr6e7du3CzMpjUbD/Py88KUxm80sLy+LwWZ2u10kd2tqapAkCbvdLpzmxsbGMBqNfP/73+eb3/wmkUiEZDKJQqFArVZjtVpJJBJoNBpsNht6vZ6lpSV0Oh3/8R//weTkJKFQSExqHBgYEF3ZcGtlE4lE6O7uZnh4mIqKCj788ENisZjI1Wzbtg2j0XhbX9Za78Vq8l7v50ct4ZsnmIcUa4VDq7/NPB6PWIlkl3VXm3rnmnqYHSZlj8yQO39XV4eyqxsGg4Hx8XF++MMfknlJ0nkAACAASURBVEwm0ev1fO1rX2NsbEyI4GS1a3bJ+8SJE1y5ckU4yJWWlnLkyBH6+/uFwXYwGKSvr09oY+bn58lkMvj9fqqqqohGozidTmFrsHfvXj73uc9x48YNPvzwQyHAs9vtjIyM4PF4iEajNDQ08Ed/9Ed8+OGHFBQUcP78ebq7u7HZbIyOjoqBaxaLhWQyyenTp9HpdKjVao4cOQLAj3/8Y06dOkU0GkWr1fL1r39dtAjIznPd3d3Y7fY1O7LvNsx9mFTem0WeYB5SrBUOrf42O3HihFDFms1mMY1wI5VpRUWFeOBTqRQnTpwQZdHVRCZXh6ampnC73cRiMYqLi5mcnGRoaIinn36amZkZpqamVji4eb3eFeeVqy6lpaVMTExgMpnYt28fjY2NNDY2sm/fPhYWFhgZGRHhkKzilScR6PV6hoaGMJvNVFVViaFlDQ0NuN1uCgoKGB8fF34rLpeLmpoa4vG4mBvkcDiwWCxEIhF8Ph/d3d04nU6hx6mrq2P79u1IkiTK0z6fj0AgIJLAFouF+fl5hoaGqK+vBxDOc/LrWUvhfLdh7sOk8t4s8gTzkGIzil6fzyceWLfbjdVqpaioaF2VKXxc6ZCd7ufm5nC73cTjcZ577jmRZM3+8CaTSVHdyK4ASZLE8PAwVquV7du3EwwGxXTF1QnK6upq0UNUX1/Pjh07aGpqEnN85KZB2QwKbuVAZH1MIBBAkiRUKpXwuU2n0+JcQ0NDWK1WsZrr7+/n17/+NXNzcygUCiRJYu/evVgsFj766CPKy8tRq9UcOnSI4uJijh07xvXr1+nu7mb37t2cP39elNXlXiiPx0MsFhMNlceOHRPzh1aL7+72fZXfo9UE9TCovO8UeYK5S2xFLLzeMTaT3JMtGWtra6msrBShS6592traiEQi9Pf388EHH4jqkUwcFotFlKltNtuK5bfBYODll18GWFEBSiaTNP7/7L17bFt3mt/9oUiKN0mkKFKi7pJlybIiWfbKljKynYnHjidZZxM0nexOBrvbQYvdopjti+JFA+zOH0XRFyg67xZ42wKztxaDbXewKZpBpplNnIlj52LLjm1ZI+ti3e+mRNGUKIoUSfEmvn+ov18OKepiW0nsGT7AYBzxHJ7Dc87vOc/l+3y/Bw7w2muv0dLSIukelMc/ffq0rNEYjUaqq6txu91UV1fz4Ycf0t/fj9VqlbrRRqOREydOyILp3NycHDRcX1/n4MGDnD9/nitXrlBfX49areb06dPYbDa5n9ls5ubNmxgMBiwWixwRKC0tJZFIoNVqKSoqSmmRG41Gbt++DYDb7aajo2NLTUrMCr322mvo9Xrq6+u3yKeI+7pdKrOX+7oTt/HTVvDdk4NRqVQvAv8ZUAP/LZlM/ocM2/wu8G+BJNCXTCa/t4/n+UTZfuTCe/mO3Yp7mR649DfnbkCuF154AYC1tTWCweC2+js2m012N8SMkIggGhsb5UILhUK43W7ZhRE1mJGREWAT8r+wsCBbzAaDgUgkgtvtlscsLS2VUiJqtZrKykoWFhZQq9XMzc0xOjpKXl4eLS0tEl0LyP38fj8Gg0HOFoXDYSYnJ0kkEiwsLHDgwAEMBgNLS0tYrVbUajUNDQ2yUCx+fzobnYgcqqqqdmSQ2y2V2a0jt9P+T9tU9a4ORqVSqYEfAy8ATqBbpVL9IplMDim2qQf+DDiZTCZXVCpV8Zd1wk+CPUwuvJtq4l6/Y6c34k5vzkxAroWFBfLz8+XbXLSOu7u7JSF3pvBbHGtpaSmlmCucydLSEn/+538u//4Hf/AH8tjDw8MAHD58GACr1Sp5dUOhEFqtNoU7V0nQ/fbbb5NIJDCZTNhsNk6fPi3ng0SBWuwnIqYzZ84wPz9POBwmmUxy/fp1iQAW6Vx/fz+BQIDJyUlefPHFFELy7djolFiX7V4sj5vKPI2p0Ha2lwimHZhIJpNTACqV6n8CrwJDim3+CPhxMplcAUgmkw/2+0SfJHuYPHo/VBPTnYSgNxCfpU8fK51WOpDr2Wef5b/8l/8iF5boHm3HtCZ+hxha9Hq9aDSaLXIcAE6nk3A4TEVFBaOjo3g8HtmpikajABJ49o1vfINgMCijnZdffjkF2Kd0nK+//jrJZJJoNEphYSFVVVXU1dXJAcp3332XF154gVgsJvE7sBktOZ1ORkdHmZ+fJxaLkZ+fj9PpxGQy0dTURHl5OfF4nFgsJnWIlJFLejsZ2NK+TyeaetxU5mlMhbazvTiYcuC+4r+dQEfaNg0AKpXqOptp1L9NJpO/3JczfAJtrw/AbqHuXh8iwWs7NjbG5OQkQErKkT59nO60lAtndXWV9vb2Lc5BnFO6YxFvbb/fzz/8wz9I9cHjx48Ti8VSUKpWq5W1tTU51Tw+Ps6xY8f45JNPGBkZQafT0dLSwoULF2StJRwOA3Djxg1ga3tdXJ/vf//7KRGEMt1bWFjgV7/6FfX19czNzcl2McCzzz7LwsICJSUlLC0tEQwGiUajLC4uotFoWFxcpLW1NQVYKAB627X2le37X/ziF9y+fZtYLEZTUxOvv/667MQ9jmN42lKh7WwvDkaV4W/pHA8aoB54HqgArqlUquZkMulL+SKV6o+BPwYkYvJptb08ALtFKXv5DiVbv8/no66ujurqaplyFBcXp0wfC4h8JuqF0tJSWRgWnZ7doi/RJq6srJRt5vn5eX77t3+bo0ePptR+bty4QTwel2z9vb29LC4ucu3aNQwGAzqdjlgsxurqqpwa7uvrw2KxsLS0xG//9m/j8/lkRNDV1SU5ds+dO0cgEJDETMp0T6VSEYlEsNvtzM3NMT09LXl5RUs9EAhQXl5OMBjk5MmTTE9P8+yzz7K6uirb08oIMT8/P2NrP719v7Kygk6nw+l0EgqFyM3NfSIF0L4u24uDcQKViv+uABYybHMzmUzGgGmVSjXKpsPpVm6UTCb/Bvgb2OSDedSTflpsP0LddLYzMcksFpBy+rigoCCl+JguGZJpkewWfQmyJ6/Xi0qlwul0kkgkGBsb45vf/KbcXyw2u93OxMQEQ0NDGI1GysrKWF9fR6vVypoPbC58rVbLvXv3KCsr48GDB4yMjOBwOOju7sbtdnPlyhWampoYGhrC6/ViMplSNJREuheJRFheXiYYDNLe3i4HNcV5nTlzhvfee49gMIjL5cJkMmEwGIjFYjgcDikIlz7wCVujwfSXQmFhIb29vaytrdHY2PjECqB9XbYXB9MN1KtUqlpgHvgukN4h+t/AG8DfqlQqG5sp09R+nujTao8b6qbXUJSTzLC5gMT0cbrDeJxiodjX5/PR3t5Oc3Mz+fn5kl/XYrGkLCSz2UxhYSGBQID8/HxqamqYmpri0qVL0rGdPHmS3/3d38VoNKLT6ZiYmMDr9aLT6Ugmk5I+obu7G7vdLh2HwJ8IvImYT3I6nbS2tlJUVMTy8jLt7e1b2ODEv7///e+n1KvSiZ2EbAh8MfCpjAYz3UOjcZOYvLm5matXr2IymVIE5/ajhvK0jQak264OJplMxlUq1Z8AH7JZX/lJMpm8p1Kp/h1wJ5lM/uL/fHZepVINAQngzWQyufxlnvivm233IKVjSdJlRXZ66NIjKNiUW1Uuhp0It9MjHYfDkULWnd5pUS62aDRKOBzG4/FIhPHZs2fl+X/729/G4XAwOjoqwXOi/SsmlpPJJKurq6ytrWEymbh06RLt7e1UVFTIFEuQZNvtdln4FsTie20Ni2ufDgzci5iZ0bip0aRE7gL7Aul/GkcD0m1POJhkMnkRuJj2t3+j+HcS+L//z/+y9pC2GyuawJJMT08/9EMmFpZQJfz4449TyJt2CufTF6USC7MdOFAsNlFH+eijjzAajVitVkmFILatr6+noKBAIpJFwbetrU3qPhsMBhm5CUEzMbqQl5dHXV2dJMmGh1/YymsPX7DwPaxSovJaZUpNHyc9fppGA9Iti+T9Em2v4e1OD9J+YG7E96ysrFBUVITP52N+fn6L+uDDnvdO+9TV1fH7v//75ObmEovFpEa0MroQdAwbGxtcu3aNK1eu0NPTIwcZRcdHdLwWFhYYGxtjbGxMIokNBgMvvviiBAAKx+P3+/e0IMX1tVgsXLp0iZWVFRwOh+wkPUp6sl84ll8HPEzWwXxJ9jDh7XbyqrA/mBsxe2Q0GolEIpSUlNDU1CRHC8Q2okaxHUXjdsfY7u82my2l9pH+veK3ffLJJ3K2qa+vj0Qigd/vZ2lpiYqKCo4fP05LSws6nU520Kqrq6moqGB5eZmPPvoIk8lEJBKRjkej0dDW1pbiHNIdhrgugGxrCySvy+XaUedoJ9svHMuvAx4m62C+JNsp8kjnb8kkGi9sLw9ZKBSSusbpeszpi/+f/tN/uiUF2I6jd7toSjDAuVwumWbthPcB5PmJKWmx74kTJ1hcXKSkpITZ2VlCoRBFRUVMTU2RTCYpKyuTpFGC2lN00GKxGGq1Go1GI9HC1dXV2Gw2bt26xbVr1yQVJmxVSxAOD+D06dMUFhZKJC/wWOnJfuFYnnY8TNbBfEmWiW8FtkYBgsV/O3Ki3UzUVtxut1QjVEZB6Yu/qKhIYjhg8wFORworlQLSo6lIJMLPf/5zdDqdFG/fblpb6eD8fj+ff/45q6ubImZiXzE/FI1GJeeLx+MhJyeH1tZWhoeH8Xg8DA0NceTIEQwGA2fOnJHXyWw2c+3aNRYXFzEajSSTSTweDxqNJmWuCFIdRjrXbVFR0Rap2qc9PXkSLOtgHsN2m4ZW0lIKmdH0BQ87P8i7pVoul4vr16/LImlDQwOtra0p7eNM5FHK71OmaIJPVhnlKNOnUChEPB6npKSESCSCy+XCaDTS1tbG/Pw8Y2NjKbM6oiCbSCQYGRkhGo2SSCRYWlqSrHUAGxsbaLVampubiUQihMNhbDYba2trGI1GJiYmyM3NxWKx8M477+BwOOQxlHNCACqVitbW1pRZJdEaV1JHpHPdpkcLT3t68iRY1sE8ou2lxpJOS5k+GyRaodvNAEHmVEv8XZAmzczMSFxHfn5+xhRLdHXSv0/UGjQajaxHDA4OZoTMB4NB1Go1NTU1eDwegsFgima0zWZjfHycCxcuSDKnWCzG7du3cbvd+Hw+SYZ17do1cnNz6enpQaPRcPToURYWFggEApKIqq2tjWvXrtHf34/BYKCrq0uSdP/RH/0R6+vrKVPP8AWGpbm5mVu3bqU493SHkd7CT29vP+3pyZNgWQfziLaX7k6m6GF1dTWj7Md2D/JuEUhFRQVWq1VKeChbwUoTBUth4vsAWfi9e/cu0WhUynCkpxYiBRP8Mx0dHQwODqLVallcXGRtbY35+Xnef/99vvWtb6HVarl48SIbGxs4HA7W1tZQqTYnTwwGA9PT0+Tk5GC329HpNhUX09vEDoeDZDKJTqdjZWWF5557jjt37kgxtO1ItQKBQIrekzJaEqZs4ae/LMQ9zkYvj2dZB/OItpfujvItqdVquXz5stToEeRKu1n6mza9XnL9+nWWlpYIh8M0Nzdvy3yndIbp80qAZNbXaDRYLJaUOs5OSOLBwUE+//xzydfS3NxMQUEBzc3NxGIxEokE+fn5BAIBXnzxRTlp7fV6+fDDDyksLKSpqYlz586lMMMpf7/VaqW8vFwK0zc2NkomOaWDVqZKY2NjDA0NEYlEmJycJBKJ8NZbb9HU1LQFYJh+faampmT0sxMYMZM97cjb/basg3lE22sLUbwlJycnuX37tpwyPnHiBHV1dXs+lnjTLi8vS67beDyOSqXiyJEjrK+vU1NTk7FInCktU56vkkHO7XZL4JrYRukkxeIXv1nse+rUKS5duoTX6yUajXL16lXOnj3L5OSkpLd86aWX6O3tZXl5GZfLRX5+PmfOnOHBgwfE43FgK1BOHO/EiROYzWZqa2s5dOiQLJpnuk6AnN2yWq2SzFsMhUYikS1jDsro5+rVq4yMjGC326mqqtpzB+nXAXm735Z1MI9hX2WOLrpFt2/fJh6P09jYyNmzZ7ly5YpsLQswW6bz3M4ZirqLaNEWFBRI56J8G5vNZnl8gPb2dl555RXZBYpEIhw/fpzl5WWWlpYYGBggHA5TV1cnZ4Xm5uaIRCKcP3+e/v5+CgoKePDgAQaDgYqKioxpp3Lx2+12jh07tqOUaroz9Xq9zM3NSe4bMRSaiVBKgPW6urqwWCzMzMxgs9n23EH6dUDe7rdlHcxXZKWlpbS3t8sUSUz7CtsttBZI3Ly8PGCzgCyKno2NjTz33HMpKUO6ZXKG6TB5ESWIhaYUYu/o6JDHj0ajzMzMMDU1RVFRkUybYrEYP/rRj5icnJRYlUAgACB5bMT/19fX893vfhev1ytnrNKpKTMVY3dbxKJ7J6glBgcHU+RERJs+U9dPOFUx5KnRaL4WBO+vk2UdzD6aIGgCtqQhRqMxBWeRHkXsFlqLaeXx8XFgk1VNCYgrKiraso9SFC19SBK2vnHhCw7ddP7etbU1iTER3/mTn/yE1tZWWadYXV2ltbUVk8mE1+tlamqK1tZWAoEAdXV1NDQ0oNPpUlIwJS/QdpFWunPcra0vHGMwGMRkMknRe4PBsKfaiCAmP3ToEG63m76+PoqLi3edT/p1QN7ut2UdzD6ZMoWBL1KIdCezXXSyW2gtHNSJEyeAVIBZpoWWzo/75ptvbnEy4o07Nja2RcdIKcRuNpuZmJjg4MGDVFdXU1tbS3l5Obdu3UqpaWi1WtRqNQcPHiQQCKDT6SgqKgJArVbLQrGyvrMdLaWy0Jv++U7p3tjYGB6PRzrGxsZG2tra6Onp4dKlSzsW2JWgwIWFBanBJFrpme5pumVb26mWdTD7ZOkpzMrKyp5zcOEchoeHJSVlJjMajSmF4Z3eloIf98CBA0xNTeF0OjEajVsirLa2Nn70ox+xsbEh+VXShdiF4sChQ4eYm5tjeXlZ0ik4nU6pLyRGHgBefvllfvKTnzA2NiZVH8PhMFarNcV5pEduQkwuXakSkERSmRaxULhMJBL09fWxsbFBWVkZJpOJQCBAX1/frgX2dHKvsrIySRT+sPc0a5uWdTD7ZOkpTLqj2O/25W7fV1FRgcFgYGpqSsq4ZoqwvF4varWa+vp6pqamqKqqorCwUKZVSsUBt9vNyMgI4XCYaDRKbm4um0wdpFAorK2tEQ6HJTH48vIyXV1daDQahoaGqKurQ61W09HRkTLbJNrD6UqVtbW1KZPO6SlkusLl4cOHiUQi2Gw2CgoKyM/P39M1TSf3OnbsGMvLyxL/s5Pzz1pmyzqYfTKRwjQ3N0vdZdhEh+40oQxfpAPpkq/b2V5qNjabjTfffDNFmD5ThKV0RBqNhvHxcRKJREoqIRQHxsbGWFlZYXFxEa/XSygUorKyklgsRjgcZmhoSKZkZ86ckdy/YiBR0CgMDQ0RCAQIBAIUFhby/vvvE4lEiEQiGI3GLUqV6ZPO6ddH8MmI/crKyvjud7+bgtfZqcCuvIfpUaEyLX1YjpisZR3Mvtv4+DiRSES+9YAdJ5Th4bsPe22HCqVFQJJnp0dYRqNROqJYLMZbb72VMZUwGo00NDTQ19fHxx9/TDQaRavVsry8jN1ux2AwpEiZaLXaFPyMKLxGo1GGhobkxPRLL71ENBqVOkmNjY1blCpdLheFhYVbdJCU1y9d4TK93rRdgT3d0tOv9LQ0aw9nvzEO5mFSlJ223Y3UKZPQWKYJ5XTKBqW0CHzRzs301kznj9FqtXJ75aS0ct+d3sZCZkNwqUSjUZnmCBMdqaamJnw+H3a7Ha/XS2lpKbW1tXKRi7a20gkoUbZut5uZmRmSySSxWIxgMEhOTk5Kqzwej8uZKqNxU+mxubmZa9euYTQa5WyR8rdtRyuqvM7bRS5Z+/LsN8LBPAzCcjfipp2+RxmJCBzIdhB7Jf5EmHA+ly9f3rYbpZQxicfjtLW1ye1jsZic9cnU9RCLVVlkVf4uv98PgMfjwWQyMTg4yIEDBwiFQrIjpdFoaG1tJRaLMTU1xdjYmDxWZ2cnH330ERqNhsuXL6f8LnGtSkpK6OzsZHZ2lkQiIakTrFYrZrOZ3t5eqfnU3t7OuXPnZLdsfHyc8+fPb0mTtqMVzSJrv377jXAwD4OwfBz6yvQcXuyjZFATILbtIp3e3l7m5uZSBvwynYNIt7xer6ytBAIBFhcXcTgc5OXlbdlX2WlRq9UylVB+p8/nIxwOc/ToUbmQ3W53SkdK8N8Kgqjc3FxWVlaktIj4XZFIhMrKSklfKaKcgwcPSlH6oqIiKioqaGtrIxgM4vV6U+pEgrdFyKdMT0/jcDhS0sjt7ksWWfv122+Eg3mYGsdO2+51wDHd6UBq9COAbJFIREY6QpMnEAhw7do12aU5fPjwjudQUVEhayvxeBy73U4ikWBtbS2l6yE6LXfu3MHn82GxWAB44403Ur6zpKQEQDK7abVaNBoNGo1GdqTKy8u5ceMGS0tLzMzMUFNTQ1NTUwrHitFoZHx8XO4j1Bwz1WVEmmexWEgmkywsLKDRaGQ3a3p6OkU+JX1ifLv7kkXWfv2mEm3Gr9qOHz+evHPnzld2vK+iBrOTuVwuPvvsM0kuXV1dTV5enixkCiLrvLw8Ll++THNzM/F4nJdffnkLX0wmblmBb9muBuNyubh06RL37t2jv7+fI0eO8Mwzz3D+/HlKS0tTUL/i7a/sfvn9fkpLS2V6dOnSJUwmE/39/Zw9e1aKsCmjtK6uLln0FcfJdC3FEKXglgkGgymjD5n4giEVF7Pdfcn09+zE88ObSqXqSSaTxx92v9+ICAYeDmG507bbzfTs9sCKt6louR46dEimILFYjIqKCkZGRnA6nRgMBvLy8uRQXqY6QqZOhziPTIVhZXoSDAY5ePBgikhYeg2jtLRUym9YLBauX7+O1+vF6/UC0NPTQ3d3N8XFxTIVEg5BOdPjdDpJJpMsLy9nXOSCKEvYTqMPi4uLLC4uUlZWxpUrV2T0pKwzCee63ZiBSBMfhYohaw9vvzEO5suyvRYSlZ0UMbkMSJpH2CR2ys3NpbW1lVOnTsnIZS91hN3OQ5mevPbaa3IhLi0tMTo6isfjoaGhIYVoSkxaj46OMjMzg8lkkmC8cDgsjzUwMMA777xDS0tLSoHV7XbT09PD8vIyU1NTdHZ28sorrwDIovLQ0BBNTU0StZuezigL0KLL9fnnnzM/P49Wq+XBgwcyktntPqQD8h6GiiFrj2ZZB/OY9jCFRCVozeVy8eDBA8bGxqiurqavry+luKqMBLaTNMl0HkpU7HaTw7DJcOfxePjggw8knQKA3W5PYc2DzRb6yMiIHBkYHBzE7XazsbHBxMQEOTk5PHjwAI/HI9Oj//7f/zv9/f2srKyg0WhQq9Wy6AybzlTJ0RKLxWQLPRwO43K5UhxsXl4e8XicY8eOSXKsubm5FA3q3e5DJkDew9RlsqnVw1vWwTymidQnXT1gN+vv75dv8EgkwsTEBKFQiIWFBTo7O1NSF2VLOj0FUJ4HfMFMJyD5DoeDV155JWXGJx6PS+LtpaUlnnnmGbRaLbW1tZw8eRKXy8Xi4qJEztrtdgnzTyaTVFVVcfToUYqLi1lbW0OtVjMxMUEymeTFF1/k4sWLTExMEA6H5VT2+vp6StFZp9Ph9/sxGAwpHC3pLfrOzk75HQaDAb/fj81mo7q6Wg4zCiezW0E3EyBvr44i2/J+NHvqHczX/VYRIK909YCdziV9qM5qtTIwMEBxcTHLy8uUl5dLfInYbnZ2VgqMbZcCCXY5vV7P22+/jUajYW5uThJgi9SgsLCQ/v5+pqamWFhY4NatW7S0tHDs2DFgM20bHh6mt7eXkydPAsgZH51Ox9raGtXV1dTX1xONRhkdHSU/P5+DBw/i9XpJJBIy5SkpKaG5uRmr1cq5c+fkOYt07cKFCxIflD4wuri4KHE1AD/4wQ+IxWKyGFxfX88LL7wg7/9uVAmZRgH2atmW96PZU+1gvuq3SqbuzdTUFNPT0yQSCerq6rY8fJk4WdKH6mpra9FqtWi1WnJycvi7v/s79Hq9BLUtLi5KvtzdSMZzc3NZWFiQfLjr6+vcv3+fQCCAxWLB4/FgNH7Bw9LQ0IDFYuF73/seNptNFnbNZjPBYJCVlRV6enrweDzMzs5SW1tLZ2enrBEtLS3x9ttvk5+fL0cG7ty5w/T0NNFolPr6ep555hlcLherq6vyGiiLr+K6imLvysoKWq1Wct4IsbZYLCZTzPSukrj/u6F1H6bYn35tsy3vh7en2sF8lW+VdGd2+vRp3n//fX72s58RjUZRq9V0dnaSn58vOyahUIh//+//vXRKP/zhDyUsPx2QJ4bxNBoNk5OTHDx4EKfTSUNDAzU1NZI0fDtKB5FOJRIJZmdnKS8vl0qHFy9elCMALS0tPP/88/zFX/wFs7Oz5Obm0tHRIQm3tVqtTJ1qampQqVSEQiEuXLjA6OgoR44coaqqSi7knp4eSer9zW9+k66uLiKRCHq9nsOHD7O2tsbFixfJy8uTg4aZujqJRILJyUnq6uo4fPgwzz33HA6Hg8uXL3Px4kXW19clElk4iccVmX+Y6Pdxop/fZHuqHcxX+VZJd2ZOp1NOShsMBmZmZvj8889JJpNMTk7S2dlJSUkJIyMj2Gw2RkZGGBgYoLGxcQu5EmwO47lcLq5cuUJ3dzeffvopjY2N1NfXpyym3c6vqKgIvV7PkSNHUKvVHDt2jMHBQfR6PdFoFIAbN26gVqs5fPgwZWVlnDp1SkZk165dIz8/X6Y5ApA3PT2NxWLB7XbjdrulKqXf75fkTu+99x46nQ6r1cri4iLBYJCamhp5Ppkg/qKro9fr8Xq91NfXYzKZKCoqwmaz0dzczMcff4zVaqWvr49Tp07J4cOHvf/p818PG/0+avTzm2xPtYN51LfKo9RtMiFoU2BT5gAAIABJREFUrVYrPp+PBw8ekEwmsVgs6PV62TEpKSlBrVaztrYGQF9fn1ycmWooRqORgoIC/tk/+2eMjIzw8ssvYzQa+fDDD1lcXGRoaIhvfOMbsmWrpHEUi0bgTsLhMGazWaZdQnVApVIRjUYpKyvD4/FQVFS0pRNTVVVFb28vHo8HlUqV0jIGZE1obm6OhYUFFhYWKCsrQ6fTMTw8zMbGBiUlJTgcDqxWK/fv38ftdqd0wQT7XCKRwG63Mzs7y/z8PD09PRQUFHDhwgUAiQnKzc2VDvJR7v92kr3ZmsqXa0+1g4GHf6s8at0mfWJXOIOTJ08yPDxMWVkZo6OjhMNhyafS0tLCd77zHVwuFwaDAYvFsiehtvX1dQ4dOoTD4ZAUkHq9nsnJSfx+P16vl97eXgwGgxwIFM4BIB6PEw6HpfLAiy++KIulOp2OSCQincwLL7wgz0Mcf2RkhNnZWfR6Pb/61a+oqanh9ddfl3QJs7Oz9PX1cefOHcnrcvDgQQwGA62trWi1Wt5//33GxsZQq9XU1dWl8PAqsS0iLTIajRw9epTS0lLW1tZkPWY3svS93v/0CBSy2tNfhT01Dma/ukWPWrdJR7sKeoWTJ08SDAapqqqisbGREydOYLVaZWTx+uuvpxQklQqNSqlS8fvE1LXYXmBVBCvb0aNH6e3tRa1Wk0wmuX//Pu+++y7RaJTx8XFaWlqkc/D5fBw7dox4PE5DQwMajQar1coHH3wgFRk/+eSTlE7Ot7/9bfr6+ujv78fn88mFJ4YMT58+zfj4OLOzsxKkp9FoGBgY4M/+7M+4efMmv/zlLyVVpt/vx2q1prDKKdvgAK2trVRUVMjrm473yUQx8bDPQ3oEuptkb9b2x54KB7Of3aJHxa2kA9nq6+ulvEV7e7uU/MgkCZvemk3vfpw+fXpLN0RQUObk5FBUVMSxY8cYHR1FpVJhsViYmJhApVIRDAY5fvw4tbW1DA8PMzQ0hEqlQqfTsbq6yl/+5V8yPz8vMSN6vZ719XWp+fPxxx9LUJuAzre2tvLNb36TGzduoNPpaGtrk10jgLGxMWZnZxkZGSEYDNLa2orBYJDpUjgcRq/XY7PZpGPp6uoiHo/zwgsv0N3dzfj4OOPj47S3t8vIJj3dSb/v4vjbPQ87OZ3t0qmsY/ly7alwMPvZLXoU3ApsOqZIJMI777yDTqejsLCQc+fObeF4EYRLmVjVlN0PwV/r9/slJYHy92m1WoaGhvD7/SwvL6PVauns7OTEiROEw2GuXLmC3W6XQDe3241Go6G4uJj19XVKS0uxWCwMDQ1hNBrx+/3Mzs5KQF0oFCIej3P//n1gU2epqqoKl8uF0WjkwoULnDp1CkiNHCYnJyWeJhwOs7GxQV5eHlqtlqtXr3L//n1yc3MpKCjAarVy/PhxDAYDc3NzeDwefD4fNptNahUJGVvl9dntvmf6u7j+O72EskXar96eCgez392iWCwmeUsexmEJRKnFYiESiRCLxeRb1eVy4fF4mJiYkGJjb7zxRsaQXjgPJX9t+u9bXV2lqakJrVbL/Pw8LS0ttLa2yjf14OCgrEucO3eO8fFxHjx4QHl5OWazmfb2dqxWK//pP/0n5ubm5Hknk0kOHjyIVqvFbrdLyktR8BWzUbtFirm5udhsNl566SX0ej19fX2Mjo4SDAYlYfbv/M7v4HA4ePfdd/F4PNjtdvLz84nH4/h8PhwOx464lYehYcgC4Z5MeyoczH53ix7FYa2urmIymaipqcHj8RCPx1P202q19PX1SVVD0SURkqjKhXvkyJEUxn2v15vCeCfOVafTSdi8wLZ4vV6sViuwOc8jyLfHxsYkDubQoUO89tpr2Gw2fvjDHzIwMMCdO3fIzc3FYrFw6tQpuSgFKlaoN/b09MjISkQzynPSarUUFxdL4J/QlTYajZSVlQFw8OBB/sk/+Scygnv11VcBZJG5rq6OeDwuW/APe9+3+3u2aPvk2VPhYGB/u0WP4rB2m2OJxWIpqoYjIyOoVCqGh4epqanB5XJJukdA8tdOTk5KGof0c1SK0s/NzfGjH/0ItVpNIpGgsbGRQCCAx+ORVJZNTU1ytEAgY81mM2fOnKGjo2PL7xW6y6Iztry8zEcffcTGxoZ0DjqdLkWz6Mc//jF+v59wOMzx48dlyxrYlnRbKX/S1dXFW2+9BWSmA83kTLaD/ae3+bNAuCfPnhoHs5ulP5zpRVmXy5XCDv+wDmu3B9hsNmO32wGYn5/HbDYzOTnJ0NAQ8XicWCzG6OioRMEKGRAgRW0AvqDZFMLyPp+PtbU1ybty//59lpaWWFlZkWlHIpEgGo0Sj8eBzaIqkFIPSj9npczqZ599Rk9PD/39/bLw7fP5OHTokLx+gUCAcDjMoUOHGBwcZGlpSU55Z4rA0q+fSO8yidMpW9fb1bD2co+yjuXJsl8LB5MpWlFOFwMZYeoP8/3KRZ/JjMZNlcSf/exn2Gw2BgYGmJqaYm1tjevXr3PkyBG0Wi2nT58GNp2IkmJStK7Tf4fgkJmamuK9995jbGwMs9nMn/zJn0hJU7HAp6enuXLlCpFIhM8//xy9Xi8pOsWcjljMgi5CyKwODQ0xMzMjtYw2NjZIJpMp16+zsxODwcDo6CjLy8scPXqUeDzO6dOnMzqDdKev1WpJJpMpwvKhUEhu5/f7ZTEYUmtYWXs6bU8ORqVSvQj8Z0AN/LdkMvkfttnuO8DbwIlkMvmV8WFuF60oU4xMgl07WSaaxp0Kn6FQiI8++oiZmRnsdjvV1dUEAgHUajVOp5OioiJMJhOrq6tbWtTKaWJloVLQYHZ1dXH16lWWl5exWq2UlJSQn5/PG2+8kQJ97+/vZ2FhAZPJJAXUiouLGRgYQKVSSRyLoESIx+Osr6+jVqupqalhZWVFzvx861vforOzk2vXrlFaWiqRtj/4wQ8YHR1lenqaqqoq6SDToxeh1b2ysiKd7+DgICaTicOHD3P8+HEmJyfp7u6W1yEej8tisEajyRZqfw1sVwejUqnUwI+BFwAn0K1SqX6RTCaH0rbLB/4v4NaXcaI72XbRijLFeJjCnzIi2k00TVg6mVFjYyMdHR309vZSUFBAPB6X6YvSiSg7UYDE6IRCIa5cuYLX62V8fFzOPBkMBtRqNZCaErhcLnn8mZkZysvLsVqtkj5BOFmn05lCiZCXl4darcZms0nRM7vdLocfBwcHJT2lmLE6d+4cy8vLkntmfHyc1tbWFApKl8vF7du3ycnJoa+vj4mJCYLBoKxDiTRMeR2UxeCdyLWy9vTYXiKYdmAimUxOAahUqv8JvAoMpW33/wD/L/Cv9/UMdzBlCC6ilbKyMhYWFmQUs13dJJ0TVjzMgpFN4FQSiQSQmcpRGT0IDlploROQ9REhE2I0GrcF+gmMzk9/+lNmZmYYHh6mpaWF+/fvU1BQIHl6W1pa5DHFOWu1WlmEFtGS6DKJmSkxQ6VWq5meniYvL4+mpqYUPI8yAnG5XJSUlGCz2TCZTKhUKmZmZlhdXZXXu6CggFu3bpGXl0ckEklxwLFYjJmZGTweDysrK+Tk5EhEsNVq3cLUZzQaU6Ky3cBzD/uMfB37/6bbXhxMOXBf8d9OoEO5gUqlOgZUJpPJ91Qq1b45mN3Y/dPpEwoLC/nss8+A1JrLdvtm4oSFzQhD8L8aDAZ+8IMfoNVqMyJM000gXsUx0xcMsCPQb3FxkY8//pj19XUmJiZwOBzE43EqKyspKCigrq6Oqakpurq6Us5ZXANRKNZqtXz00UeUlpai0+kkb20oFGJkZIScnBwSiQSdnZ1b6icivRFpVDKZJB6P43Q6qa2tpbu7m3PnzuFwOCQr3fLyMmq1WjrM0tJSmpqa5OeJRIKmpibOnz+P2WxOYeo7ffp0xq7R4yK4v+79s7Y3B6PK8DepdaJSqXKA/w/4/q5fpFL9MfDHgCQ82s6UObxSiF1Yer1CcLrupeai5HkVnLAPHjwANgXQhoeHqaqqorKyUuosK9MY5bGFcFptba1UDEh/86YXhncC+gUCAQmK0+v1OJ1OcnNzJYGUoExIP2fxPf39/RlTO7Fwx8bGJLft1NQUXq93y71IZ5YrKiriwIEDTE5O0tjYiM/nIxaLyejwzJkzcphS6TBff/11cnNztwi9CeoJcW5KVYFM9+lRwXNf9/5Z25uDcQKViv+uABYU/50PNAOf/h/ZUgfwC5VK9Up6oTeZTP4N8DewqYu000FFDp9JiB0yg+XMZvOeai5iXyUnrFLqVfw7FottoRhwuVxSs1lsG4lEUuo/4g29nfysSG3GxsYIBAIpC6y+vp4DBw4wNDREcXExJSUllJaWcu/ePRKJBAMDAxiNRnnOkUhEklDBZvRlMBhkt0lEOeK4FRUVGAwGKYhWUVGRcm3EdkajEZ/PRzAYxGq10traKhG44toqRx80Go0E6ImFKPAv6RFcpnuXKVp9XAT3171/1vbmYLqBepVKVQvMA98Fvic+TCaTq4CMsVUq1afAv/6yu0jb4VL2ArZS7qucJAZS6irptQCRNgBSWsRsNjM+Ps7Kyop8u2eaLUpPrfx+P3fu3EGtVvPjH/84JQ375//8n/Pee+9x4MABbt68idlspry8nBMnThCJRDh79ixFRUWS5U44LDEv9fd///ckEgkqKytpaGjgwYMHslvz7W9/mzfffHNboXhl6ldZWcnw8DBTU1PcuHEjY60G2DL6ILhctktxxfUXXTLlpHq69tPjgOe+7v2ztgcHk0wm4yqV6k+AD9lsU/8kmUzeU6lU/w64k0wmf/FlnNhuPCCQGVi1V7BVeq6fKZ1JT8mUaYNY1AKoNjU1hd/vlzyyyshC6bCE45mZmZF1idHRUd5++23Ky8tlLaWmpobl5WUaGxuprKzE4/EwNDSEwWDA4XDIVANSUySr1YrFYqGmpoauri5Zzzl27Bj379/H4XDQ2trK0aNHt1yT9NQvkUjICGdlZWVLx0tYLBaTow+Cy2Uv9Yvt0jllKvK44Lmve//fdNsTDiaZTF4ELqb97d9ss+3zj39amzf2lVde+dLfHrstBGW3SWhAAykpiaBPcLlccrZnenpaqgZkSq2sVisajYbR0VFycnLIz89PiXgikQgejwePx0MoFEKlUvHss88Si8XkAhbdrpmZGaxWK11dXZLSUlAprK2tMTk5ycDAAMFgkKmpKZ599tktxWjYjEREZ6ewsBCj0UhfX5/8vcoUQemUxRiFksslE6bHaPxirkn5+ezsLMFgcFu+4aw9vfZEI3kf9+2RqRWd/n07FfLSnc+5c+ck+ZHZbGZxcRGv18vS0hIqlYpDhw5x584dOTxYUVHB2toa/+t//S8mJiaIx+McOHCAkydPMjk5SVtbG4FAgJdffpmhoSHZuvZ6vfT19ZFMJpmamuLYsWMSeOZwOCTi1+Px8A//8A/SWeXm5sp6RiwWw2g0Mjw8jN1ul4OVGo2GGzduEAqFcDgcKVwqly9fZm1tjdzcXClWr6RsACQPcXpK09bWxujoKIcOHZLXT9QvgC1T2un1DXG9H+a+PsqLJ9t2/mrtiXYwj2OZWtGZtIh3KuRl6lQJDWhlG1foMi8vL2MwGNDpdLJ1GwgE2NjYIDc3l/v370vKB5vNJqVaBdRfsOt/8MEHLC0tYbfbUavVBAIB2tvbaW5uxmAwSFi9GDo8cOAAU1NTRKNRyQlcWlqKRqPBZDLxW7/1W3J+KRgMkpeXt6XTpiyqr62tsbq6KTEiCus7gQ+npqb4u7/7O8LhMJcvX+bNN9/EZrPJ+kUoFKK7uzvFiZeWlm75fDcwY/p5PGzrONt2/urtqXcw272RMrWi04FgsLWQB0gqy3Tno9VqmZyc5MGDBywuLpKbm0symSQ3N5c//MM/xOfzUVVVhUajYWFhgY8//hiNRiMZ9oPBIHV1dWxsbBAMBlO+1+l0kkgkcDqd3Lp1S9Jmvvzyy5w9e1biWkR9586dO0SjUQKBAPfv35etZK/XS2NjIyqVikQiwcmTJ7lw4QKrq6syRevp6WF6eprCwkJJ3Sk+286UNJciQhPRyfT0NH6/n0OHDjE1NYXT6ZTDlSI6ygQuTP98L92ax2kd77ZvNrrZf3uqHYzQ1BHQcuUbKVMrejv4uXjQM32fkuZSzPDEYjFJfq1SqYjH41gsFnQ6HQsLC6ysrNDb28vAwADV1dU4HA5ef/11xsbGmJiYIBqN0traKmk2L1++jNvtpq+vD7/fj06no6amhvLycs6ePUtpaSlvvfUWfX19mM1mKazmcDg4cuQILS0tHDp0SMqRVFdX09bWhsFgkDSeykHHwcFBQqEQkUiE999/X7alW1tbJRGUsnWs1Wq30FwKp9Xd3S2dD2zSUKS3vgVCeTtw4cN0ax6ndbzTvtno5suxp9bBKDV17HY7VVVVW7oPyla0QLju9n137twhLy+PqqoqxsbGaGhooLS0lMnJSWZmZsjNzSUvL0+qLNbX18tCbElJCe+88w6BQIClpSUZqYhCcGdnp2T7F0OFq6ur3L59WyoyCnpJwcfr9Xp58OABq6urxONxJicn0ev11NTUSFLukydPyt8nOkpC+F7Zdhb1I7FdX18f9+7dw+FwsLa2xhtvvEF/fz8ajSbF8QhyKSXNpc1mk/idhoYGYBNseOzYsYyT1duBC/cyqa60x2kd77RvFlT35dhT62BcLhderxe1Wi11edLfZsoQXLSTM3GNCEa4cDiMz+djfHycwcFBSQR1+vRpurq6GB8fl/iRjo4OCgoKgE39ZdhMFdRqNQUFBdy7d494PE4gECAnJ4eBgQFGRkYIh8NMT0+nCNzDZjcqJyeHjo4OVlZWqKysZHp6mr/6q79CpVJx9+5d8vPz0Wg0vPrqq5J6Ukl8tR2NpMVi4dKlS7LlD5udLK1WK2s8iUSCeDyOyWTCYrHw85//nHg8Tk1Njfx9yuhGFHvFMe12OydPntx2UW4HrntUCZlHXfzb7ZsF1X059lQ6mFAoRFdXl+xkVFdXp+j7pNtOXCPKYvDw8DAmk4nCwkKi0ShFRUVEIhHGx8fp6+ujsLCQmZkZysrKKCgokMAzrVbL6uqqnHxeXl6mqKiI2tpa/H4/yWRS1oJ0Oh2BQEA6FoH3WVxcJJFIsLa2hk6nQ61Ws76+jsFgIBqNYjAYOH78OB6Ph/z8fNra2jhw4MCuaYZwkrAZYbjdbhoaGiTt5d27d1leXsZms2G1WhkaGpLicCUlJXg8Hjm8qZRTyUQ3sdOiz3R+jyv9ut2zsd/RTdYe3Z5KByM6D4IiUmg3b2dms3lbrhHxlq+uriYSiRAIBMjPz2dyclLWbYT0hpBTbWxsJBKJyGhGLLhgMEhjY6NsIwsgnc/nw+PxkJOTQyQSoaysjGg0Kie+lbKxguU/Go1iNBrlHI8Qrh8eHkaj0TA0NMSbb74pr4cSui9MiZgtLCyUxFKwyfErIkCHw0FVVRVdXV1oNBq0Wi1tbW0AWyK+dKewHfguk6Wf335HDY9bR8mC6vbfnkoHYzabJehNpVJRUlKy48NpNBq35RpRPuR2u53XXnuN1dVVyd4mFk97eztut1tqEU1OTgJIVjnBTRuNRhkYGCA3Nxe1Wk1FRQVNTU2cOHECrVbLz3/+c/r6+vD5fHR3d6eA3UZGRkgmkyQSCZqbmykoKKCtrY3i4mK0Wi03btxAo9HQ3NzM1NQU4+PjLC4u7irVUVdXt4Wic3h4OEVCNhKJkJ+fL1vFQk4k/W2+n05hv6OGbB3lybOn0sEIlG8mxT+lKcNl5eCdSGnE5/X19dKZiLdgNBrF4XDIKW6BKtZqtQwMDEgpkHA4TDQaJRKJkEgkcDgcXLt2DZ1ORzKZpLS0lNbWVmKxGG63m6WlJfx+P8XFxVva5qFQiGAwyNLSEiMjI5SWlvLd735XRg9Go5EbN25w69Yt7HY78Xic0dFRWTTeaUEZjUYaGhoYGRlheHgYtVqNTqfDaDRKCdmenp4Ux5Fpynk/nIIS2Syu+344gmwd5cmzp9LBwBdv5u1sp3BZ1FwE54tGo5Eaz2+//TbvvfceJpOJ0tJSOcWtbGW/8847XL9+nY2NDYqLi/nGN77BvXv3yM3N5dq1a3z++eeYzWbW1taoqqrik08+IRwOMzo6ytLSkmybV1dXy0Ug9I+Wl5cBZAS1urqaMoyZTG4OoQeDQf7+7/+e6elpPv74Y77zne/seUFFo1FmZ2dpbGxMoVGw2Wx7ogl9nFRCgBRv3LjBzMwMNTU1dHZ2bqHjeBTL1lGePMv5uk9gv028HZW1AhEpQCoAb3V1FbVaTV5eHisrKzidTqLRqGSyy0Qo5XQ6CYVCHDp0CLPZTCAQwOVyMTMzg1qtRq/Xo9frJYhNpVJJRG9OTg4ajUameI2NjfJ7vV4vFRUVnDlzJoVyoru7m88++4wPP/xQpoQdHR2EQiE8Hg/FxcVEo1E57yNmlMS/lSauQUVFBfF4XDLfiUjFaDRSWlpKLBbLeO32w8TQqFqtRqPRoFarpbrAfpj4DVnn8mTYUxvBpJtYVGLmRdh2qoB+v18Wf9fW1jAajWg0GgwGgyzqdnZ2bilgWq1W1Go1Xq8XjUYjHUoymSQQCGA0GqmqqiIUCmEwGCRlZDQaxev1UlRURGlpqaR5mJqa4tVXX6WiooKCggICgQANDQ20trai1+uZm5uTdZH8/HzJ5WKz2QgGgywsLGC321lYWODSpUuyDQ1b1RnFNXA6nWg0mhTwYfrw4peVagjnKtriiUQiO+D4a2wqEXJ/1Xb8+PHknTv7Qxkj0qHFxUXGx8clsfR2hUolQlVA6AcHByVVZlFREWq1mu9973sybRALQAwZLi8vc+rUKYaHh7l58ybxeJxDhw7R2dmJRqPh+vXrckYoJyeH8vJy5ufnOXHiBHq9njt37jA3N8fa2hpHjhzh/PnzMk0SmBmRvglC7dOnT7O4uEggEKC+vp5QKMTbb7/NxsaGFHYTLWkBuPvmN7+ZIhqvZPpXCtqnp5PAl5ZqfFk1mKx9eaZSqXqSyeTxh93v1yKCEWlPbW0t4+PjklhaFG2FhKuyWKrEj4yNjaXMLa2urrK+vs57770nZVqF5Kvf76eoqAidTsfBgwfR6/VcvXqVgoICrly5wvr6OgcPHqSmpoZwOExBQQEmkwm1Wk19fb1Mb376058yOjqKXq+XKYpABnu9XlQqlRxabG1tTWmH63Q6Wltbsdls/It/8S9k5OZ2u0kmk5hMJsbGxiQ3i/I6wRfOR1yHTHiULzOi2K1+lrVfH3vqHEw6kEpJQenz+Whvb5cE10tLS/zoRz9iY2ODgoIC3nzzTYl9EdFLd3e3LPgePnxYDhyWlJQQDAaJRqNUVlbKyeV00frr16/jdDrx+XysrKyg1+tZWlri/PnzkqdFkG4LdG0oFOLw4cOyqBuJRHj55ZdZXV3l6tWrzM7OcufOHaxWKyqVioqKipS6iLIFKxar2Wzm3XfflWoCSrY8Md2sTH3EtQyFQhmHOrNzOVnbD3uqHEwmJQHxVo9EIjQ0NFBfX4/NZpPpw+TkJHa7ndXVVT799FPi8TiRSIShoSE5Y2SxWNjY2GBtbY3GxkY++OADlpeXWV9fB2BgYACz2UxbW1sKc9v8/DxTU1PodDpWV1fJz88nFApx9+5d2Y5uamri8OHDAPJcARmd1NTUEIlEcLlc5ObmYjKZOH36NMFgkI6ODvLy8mQXKZNzgC+Ah2LW5+bNmxLklz7dLIB33d3dKTSayu5LFk+Stf2yJ9rBpEcr6Q++4L4VszahUIjFxUW5WPLz8ykoKKCvrw+VSoVGo8FisXD06FEWFxdxOBySFU5A55eXlzlw4ABarRaLxcLc3JykXLh//z46nY61tTVZH4lGo5KyIR6P43K5yMnJwWw24/P56O3tJRgMUllZKQu2LpeLgwcP4na7sdls5Ofn09DQQHl5OT09Pfj9fkpLS8nLy0On07G8vEwoFJKyJN3d3XR1dREMBjGZTCnyJbOzs6jVapLJJKOjoxmnmwOBQAqrv+BngS80lnYq8ooaCmyPQcpa1uAJdjCZcCzpobzQdlbO2ggSJbN5U4z++PHjJBIJysvLMZlMPHjwgM8++0zO3AghMo/HQ3d3N9FolHA4TGlpKZ2dnSwsLODxePD5fESjUZ5//nkpxtbb20ssFiMajVJXVych/SJd0ul01NbWEo1G+dnPfobL5UKlUlFaWsrFixcpKSnB5XLR0tLC3bt3mZ2dlfNNYgK8q6uLn/zkJwAy/YtEIszNzcnW+GuvvYbP56O5uZmrV69KR1hdXS0L1cprKki4gJQuUnp0mGnGKJ38vL29PQXDkuVUyZrSnjgHIx5QwVeSiQVNvD3TZ20EdkTUV06fPs2RI0coKSmhr6+PSCTCkSNHJFvbxsYGhYWFUubD7XaTm5uL3W6noaGBZ555ho8//phoNMr6+jput5tPP/1URgVut5va2lqsVisej4d4PE5eXp5UTHS5XGxsbLCwsMCRI0cky92BAwdwOp1UVlZKEbXS0lLi8XiKPEssFsPn85FMJtHr9aysrADIuaqysjJWV1dlUdtgMKBSqbBYLMBmS1g5o6Wcu4JNZYSGhoaMhd7tZozSyc8FhkU5OJqt3WRN2BPlYDIpJmYK0wUbvXiIBeIWNhdVOgr19ddfl/y35eXlfPLJJ1y/fl2+5UUxV2hILy4uUl1dzdzcHAcOHCCRSLC0tCTF7JWTykVFRRQXFxMKhWhsbCSRSEiHZDQaaW9v5/bt25Lr1m63s7GxgVarZXFxUQLNotEosVgshVkuFotx7949Zmdnyc3NpbGxkdLS0pS5KqVqI7CFmFx53ZQRYEFBgXQu6Z/tpim13TGytZuspdsT5WDSH9BMOJZMbPVKhyNayUoRMAFq8/v99Pb2srGxQXl5OWazmTNnzuD3++VgWDszAAAgAElEQVT0skhtnn32WcbGxqipqcHhcEhS75ycHGpra9nY2KCuro4LFy7gdDqls7p79y4TExNyIruuro7nn3+e5uZmYHM40ufz8dxzz3H8+HE0Gg1/+7d/i8FgICcnB4PBAGw6248++gi1Ws3hw4cpKyvj1KlTsnP06quvZtQ2Sp/Rgi8oQHeC0is/ExGg+LvSdpoDy84CZS3dnigHk/6AZiogim0Ev2s4HE5xOOmtZFHLEHwwIyMjOJ1Ojh8/zvLyssS6OBwOzp07B8Cnn37KX//1XxOLxbDZbPzpn/6pBLYpaw1iWLChoYHp6WnJ05uTk8P9+/dRq9UkEgnOnTuXgrfx+/14PB5MJhMmk4nc3FxWV1fp6OiQ3726ukoikZAdK4EAFp+LKG16enoL/WQmou50QbNMppzV2suEdqb9s7NAWVPaE+VgdnpAlcVDJb+rQOAKTR2DwbBFBMxsNhMMBhkfH8fr9eLz+RgdHaW4uJhYLIbFYmF6ehqDwUBdXZ38t9Vqxe1209XVxb/8l/9S6hF1d3dTUlLC9PQ09+7dQ6vV0tTUJJ2awMyIlGZ1dVXy7vb09BAOh6mrqyMWi7GysoLFYmFpaYnu7m7i8ThGoxG73c7NmzfJyclBp9OlEGrtJrUiohCn04nf798TW7+wx01zspwqWVPaE+VgIPMDmv4mPnLkiMR8zM7OsrKyImsemUTAQqEQ0WhU1jkOHDhAQUGBLLy+88475ORszn1euHABh8OBXq/H7XZjNBplhFFXV8fc3BzT09PMzc0ByG6Q2+3m2WefZXl5mdraWvLy8qTjWFhY4MaNG0SjUe7evSsLogcOHMDn83Hr1i1UKhX37t0jmUwyODhIbm4u6+vrdHR0UF1dnYLINZs3JWJv3rwp55qU10l0ierq6iRvTbrG9nZRRjbNydp+2hPnYIQpF4FSMsPtdvPgwQNgswAcCoUk5H5mZoaGhoaUFivAu+++y9TUFOXl5QA0NjaSn5/PSy+9xAcffIDL5ZIqiL29vTzzzDO89NJLzM7OMjc3x8DAAHa7Ha1Wy5//+Z8zNTVFMBjkpZdeYnp6GpPJhNPpZGhoCJ/PR0tLC2VlZXR3d5NIJPjkk09YXV1lY2MDn8/H2bNn8fv91NfX09fXRyKRYHV1VRJZhcNhHA4H8/PzUllRSU4VCoXo6+tjdXWVBw8ecObMGbRarey8iZEHMdIgRg1Ed243KoZsmpO1/bIn0sGkD+VFIhF6e3vp7+/HYDBIXZ7nnnuOcDjMxYsXUalULCwscODAAQm2E+1XQZHQ09ODzWZjYWGB48eP88tf/pJPPvmEX/3qV4TDYRYXF7FYLKhUKsmCL3h6/X4/iUSCTz/9VOJp3G43BoMBj8eDRqPBZrOxsrJCV1cXoVCIgYEB4vE4Pp8PlUpFZWUl0WiUqakpGhsbZau3paWF/v5+ysrKpGLBwsIC8XgcvV7Pt771LZLJpExXnE4n8XiclpaWFF1rYWtraylSLRUVFVy+fJmVlRUikYgsWCuF15SWTXOytl/2RDoYpcqg0+kEoLi4WHZN3G63JO8+fPgwFRUVsj1cXl6O3++XA46iGGuz2SgtLaW5uZmxsTHy8vL47LPPuHXrFsFgELVaTTAYJBaL0d3djV6vZ319nWg0ikqlwufz8cknn+D1eiVnTGdnJ//qX/0rOQGdSCSora1FpVKh0+m4e/cuoVCI/Px8YrEY8/PzqNVq3G43f/qnf8rQ0BBDQ0NsbGzQ2Ngo+WHq6+u5evUqlZWVTExM4PV6JZs/bFJGJBKJjLrWovN24cIFGcWJ6ynUCcrLy5mdnaW9vT2bAmXtS7Un0sFkstzcXMnF4na7MZvNjIyMSMZ9Aa0XaUYkEuGtt96iqakJnU5HZ2cns7OzjI2Nsbi4yPz8PBsbGxKXIgi9LRYLfr9fvsFNJhOJRIJkMonb7Uav17OxscHRo0d5/vnnsdlsVFVV0dramsIG5/f7efbZZxkcHMRoNEpJlJqaGpLJJGNjY/T19WG1WllZWeH3f//3GRsbkylVOBzm3r17tLW1SfE1kR719PTQ2tqaomu9U+cNNjE1MzMzLC8v09jYSHV1tXRGWcval2VPnIMRA3yNjY14vV5+67d+S0Lzm5qa6Ozs5KOPPsLr9TI/P49er8fhcHDq1CnKy8sZHR0FIC8vj/v372MwGOS8jlqt5ujRo8RiMaqrq1Gr1XJeR2hGLy4uYjabJWWC1Wrl8OHDqFQq7t+/T01NDXq9nn/0j/5RykSzWPxOp5Ompia8Xi+RSER2l5qamvjrv/5ricotKCiQfL5CKdJkMqHValPkTRKJRIpzGRsbw+/3b9G1FtFdJodhNpspKytjaWmJ+vp6mWI+TvSSHQnI2l7siXIwyi6IIL0W9Qq1Ws25c+ew2Wy8+uqr/PSnP2V+fp7/+l//Kw6HA4vFwuzsLJFIhJGREVZWVvj888+5fv26FEhTqVRcuXKFjo4O8vPz0ev1/M7v/A5ut5vbt2/jcDhwuVxYLBai0Shnz55lYmICv9+P2+1mcnKSsrIyNBoNly5d4tq1a7S2ttLW1kY4HOatt96StZxvfOMbLC4u8txzz3H16lU8Hg+vvvoqubm5RKNRPB6PJJzKy8tjfHycgoIC1tbWpLxJTU2NHPIEMs4RKflz0zEx4ppeu3aNoqIirFar7Czl5+dvkXB92PuUHQnI2m72RDkYJV9uPB5HrVbLYUCDwSBbtbFYDJ1OR319PWq1mtraWrxer6yBmM1mwuEw1dXVrKysSEDesWPHcDqd5OXlUV1dzeDgoKQz8Pl8xGIxioqKOH36ND6fD5/PR25uLrBZ93C5XJSVlUmazNzcXC5dusQvfvELcnJyCAQCHD9+nPHxcXnM27dvEw6H0ev13Lp1C6vVytraGh0dHdhsNsrLy8nPz8fr9dLZ2UlRURFnzpyRQveivbzdHNFuuBXxeUNDAzqdjrKyMoqKih4KG7PdfcqOBGRtN3uiHIySLxe+oKdcXV3l937v99BqtVKytLCwUJJo5+TkSJTrpUuXiMViEsS2sLAgaRXu3bsnncvs7Cy9vb243W42NjZ47rnnWFlZoaWlRaZiXq8XgP/4H/+jHKgsKCiQ1AzLy8vcvXuXnJwctFotBQUFTE1NEQgE5LT2M888I/89NzdHZ2cn09PTVFRUUFRURDgcZmxsjGg0yuDgoJxMFhIr6SqNmeaIdsKtpM8fHTp0iLm5OWZnZ1OwMY9yn7JYmaztZk+Ug1FOR5tMJjkRPT09TVVVVQp+49y5czQ3N0slxMrKSmCT1c5utzM/P09eXh5ut5uFhQVCoRCVlZU0NjZSV1fHwsICg4ODkn0/Go1y9OhRTp06JaOZ/Px8urq60Ov1aLVaSktLKS0t5fd+7/fIz8/n5s2b3L17l1gsRiAQ4Pz585w8eZLx8XEmJiaYnp7m8uXLskicn58vC8snTpygpaWF8fFxbt++vaVtnN4qNhqNGWstu+FW0meMrl27hkajIR6Pc/r06UeKPLJYmazt1Z4oByOsv78fr9fL0tISwWBQ4kNGRkZSOF8GBwdT9HWam5uZnZ1lcnISjUZDU1OTnFS22+2srKzw2Wef8dlnn+F2u+XskF6vp6mpiZaWFnw+H7AJbFtZWaG7uxuj0cgzzzxDf38/8Xic//E//gc//OEPaWhowG63o1Kp2NjY4B//43/MM888w4MHD4hGowSDQbxeLwUFBahUKjl1LRxfR0cHra2tLC4uyuMKprpMaGbhYEdGRuQE9f/f3pkGR3mde/53uvvtTd1SS2otrRVJIEDYgI1YjLHBNtguXIaUjR0n8VRS2eomzuTDraTqTiU1lcp8mMlNzYzHVamasWdSk7hi31ym7MIOdvDuYHzBIAhISAIJCe0LWnpTq/d3PrTe45YsTAuQW4L3V0XRrT796qjhfXTOc57n/58vGM1lrvautj2az1gtE/QEr06mLLkAo+3vS0pKiMfjxONxotEoZ86coaOjg46ODrZs2QIg/XUSiQTj4+N0dXVht9txOp0EAgFqamo4ceIEJpOJ8fFxKZPQ3NxMJBKR8gjJZFLaxUJKBqGpqQmLxcLAwICU2fT7/VRWVnLhwgWam5ulHozX62XXrl2sW7dOdjp7vV6mp6el/49mIH/x4kXWr18vnRjTNW7myljOl0vR1PsmJycpLS1dUIL1Zmxt9ASvzkJYcgFGuwna2toAWLduHX19fUxMTEhbDu23d35+PoFAQLYKnD9/nry8PHp7e8nLy6OzsxOr1UpNTY0sSguHw8TjcQCp3O9yuQiHw7zwwgusXbsWVVXp6urC5/MhhODAgQP09PTw2WefEYlEMBqNAEQiEWlUFggE5MpD20IYjUZsNhtTU1PY7Xbee+89ent7GRoaYufOnfIGT1+BXC1xqn0u86n3ZXqD34ytjZ7g1VkISy7AaDdBRUUFx44do6mpCYPBIAvsNDsSgM2bN8vVi8fjkeLcDoeD0tJSksmk1NwtKysjEAhgNptl75GmpWs2mwmFQhw/fpz+/n6mp6eJx+PU19cTi8UIBoNs3LiR2tpaJiYm8Hg83HnnnXR1dTE2NkY0GuXSpUv88Y9/5MCBAzQ1NUnRrKqqKiorK/noo4+YmJjAarXi9XopKSmZ9XNfbXWRvh2ZT71voauQG20D0BO8OgthyQUYDUVReOSRRxBC0NLSgqqqjI+P88ADDwBw8OBBzp49S3t7O9PT07IkX5Nm0E5qfvnLX3LixAm8Xi+Dg4M88MAD3H///bS3tzMwMIDJZGJqagpI/XaOx+OyFykcDlNYWEg8HpeaLum//bWtUFtbGz6fj7NnzxKNRvF4PJSUlPDxxx8TCAQYHBzEaDQSDocRQuD3+zl27Jh0dUxX/J9ryZKu8Ket3Pbt25e1HIie4NVZCFkNMOm/nQFp9P7uu++SSCTo6+ujrKwMSPUnhcNh3n33XdavX8/LL7/MuXPnmJ6eZsWKFTz22GM8+eSTBINBotEoo6OjCCE4deoU09PTMu9y+vRpGhsbsVqtGI1GcnJy6OjoIBKJUFRUxPDwMJFIBLvdztTUFNu3b6esrExqwYyMjEid21gsxlNPPcUrr7zCe++9RzgclgVzFy5coL+/n/r6eoLBIN/4xjd49dVXaWtrIxAIcOzYMUpKSvB6vXz729+epUqnoW1HbDYbhw8fZmRkhKqqKikTmi30ZkidTMlagEkmk1/Q341EInz22Wckk0nKysqoq6tj1apVnD9/XgpKaeX8Pp9PijFpDY3r1q2jq6sLs9mM3W4nFovxzjvv0N3dzdTUFAUFBTQ2NlJfX8/FixcpKirir3/9q8zL5OXlyWZK7UhZ63ju7+/n1VdfnWXnarFYsFgs3Hvvvbz//vsIIRgdHWXVqlUMDg5SUlIizeXD4TBr165FURSOHz/OxYsXGR0dxWQycejQIfbv3/8FGQUt8B4+fJiBgQFKSkpwuVx63kNn2WDIZJAQ4lEhxAUhRKcQ4p/mef0fhRCtQohzQoj3hRDV17pmIpGQycLJyUmpVK/d1FeuXMFoNFJVVcX69eupqamRFqyVlZVUVFRIs/oVK1bwzW9+E4CWlhYsFgtdXV1cvHiRtrY2eQzc3d1Nc3MzBQUF5ObmYrfbpXKdVneTbtlaUVGBoiicPXuWt99+m/b2dqmrMjQ0RGlpKX6/H6/Xy8qVK6mrq6OkpISDBw9y/Phx6VJgMpkYGhqSfsyqqmK322VXdiKR4MyZM/j9fkpLS4lEIjKIbN68mXXr1nH33XfLLZye99BZLlxzBSOEMAK/A/YA/cBJIcQbqqq2pg07AzSqqhoSQvwI+Gfg6192XaPRKJOF+fn5AFK/RPMY2rNnDyMjI5w7d45kMonFYqGhoYGXXnqJvLw8tm3bxt69e2WPkqZ529jYyNGjR1EURToGGI1GjEYj8Xicw4cPc+DAAVatWsXly5c5ffo0JpOJyspKHnzwQU6fPo3b7Za1NEePHpWFfOfPn8disVBQUEBPTw9nz56ltLQURVGkH3VPTw81NTXScK2yspLq6mosFotsaNS0Ztxut1Sdm099TsvnqKoqHQW0/MzcfM315EX0mhadxSSTLdIWoFNV1S4AIcS/APsBGWBUVf0wbfxx4NlrXdRgMMxKFkIqz7Jp0yZsNht5eXm89957fPDBB/T29lJXV0dRURGvvPIKFy5coKqqiqKiIu6++27cbvesRkCteE7TczEajSiKgsFgIBqNcurUKaLRKN///vf51a9+xSuvvEI8Hmd0dJTBwUGi0ajMfUxMTEi71urqanmKlZubS0lJCcePH2doaIhYLMaWLVsoLy/n+eef5+OPP8ZoNErpzvTO53g8zuTkJJs2bZLbNS0ApXsVpWOxWMjPz/9C8neuhe5CalP0mhadxSaTAFMO9KU97we2fsn47wFvz/eCEOKHwA8hdXybniwMhUJfsB/RKm3NZjPnzp0jFothMpmYnp4mkUhQW1vL5OQk58+fZ3h4GI/Hg9vtpqysjEuXLkn/aUAePff29kqpydzcXL7zne/w05/+FJ/PJ10G7HY7yWQSj8dDaWkpq1evpqSkRLYPaFIJkMrNKIoiX3O73Tz++OO4XC5Wr17NxMQEd9xxB4WFhXKVkH4KBCnpz/l6jADZSb127VqZewLmtdBdaG2KXtOis9hkEmDEPF9T5x0oxLNAI7BzvtdVVX0ReBGgsbFRhc99jkdHR/H7/ZSUlNDe3o7VauXSpUt0dXVJaxKz2czAwAAFBQWYzWaSySR/+tOf6O7uprCwEJ/Ph9FolCdPNTU1jI+Py2rc3NxcJiYmMJlMKIpCMBic5cscCoUoKCjg2LFjJBIJwuEwFy9e5PTp0wDcfffd3HnnnbJRsKioiBUrVsjeHvi8QXNgYIChoSFsNht2u50dO3bMW1gHzHvsOzY2Rn9/PwUFBfPWncxnobvQ2hS9pkVnsckkwPQDlWnPK4DBuYOEELuBXwA7VVWNzH19PjTt3U8//VQKPgWDQQKBgLyp9+3bx+XLl/nkk0/k6kOTHeju7iY/P5/Ozk4CgQCBQIAVK1bQ29tLNBpl9erVctWTXuSmqqoUdcrLy2NsbIxDhw7JE6q1a9eyZs0a+vv7aWtrY82aNQwODnL58mXcbjeKovDAAw8Qi8VobGzE6/XKo2tNOyYcDpNMJtm1axcnTpwgFApdtbR/bsAZGxvjt7/9rbRBee6551AUZVYAmhuUrqc2Ra9p0VlsMgkwJ4FVQogaYAB4Bvhm+gAhxF3A/wIeVVV1NNNv7vP5pDtjIBCgs7NTnhTF43ESiQQ2m42VK1eSn59PT08PRqMRv99PcXExXq+Xjo4OVFWlt7eXQCDA8PAwDodDCmInk0msVqtUjjMajbjdbsxmMw0NDZw4cYIPPvhAqvkHAgGEEITDYerr6zGbzXR0dEibkomJCRoaGvD7/RQUFBAKhRBCYDKZ+Nvf/kYsFuPKlSt4PB5GR0elwp5W2j80NCTtVa52Q2vVxLW1tXR1dTExMcHGjRtnjZmv2/p6O6P1wKKzWFwzwKiqGhdC/AQ4AhiB36uqel4I8WvglKqqbwC/BRzAQSEEQK+qqvuude28vDzMZrOsdg2Hw+Tl5TE8PMz4+DhlZWWy2dFisaCqKnV1dUxNTWEwGDCbzVI/RhOocrvdOBwO6uvrmZycxO/3MzAwQCgUoqGhgZaWFhRFQVVVnn/+eakZk5eXRywWY8WKFTQ0NEifaq150u12Ew6HmZiY4Pjx4/j9funsaDQaKS8vx+fzUVtbS21tLRcuXEAIgdVqZcOGDbO6tIEvTapWVFRgs9no6urCZrNRUVGR6b+njs6SIqNCO1VV3wLemvO1/5j2ePf1fHO73c7TTz+Nz+fjzJkz9PX1Sc3acDhMS0sLPT09NDQ08LWvfY3+/n5yc3Nl3YqiKGzbtk3acYyPjzM2NkZ1dTVPPvkkzc3NfPrpp7K69/Lly9hsNgoLCzl37hzRaJRkMgmkRMVtNpsUAXe73cRiMSnHMDg4SCQSIScnh2QyKYWwtFOhwcFBVqxYQX5+PlVVVbS2tlJcXMzw8DB79+6lsLBQukJeK6nqdrv5+c9/Pq/3tI7OciLrvUhut5sf/OAHHDp0iOnpaQYGBmhra+PChQskEgmKi4uZmJjgz3/+M5DqUSoqKqK2tlZKJtjtdlwuF7m5udxxxx1s2bKFlStXUl1dzccff0wymZSl/0VFRfT09JBIJAgEAoTDYamId9ddd/Hd736XgoICeUze3NzMiRMniMViCCHk0XUwGJT5lt27d8skr4bWe6Rt8zwej6w41pKqmkLffNslt9utBxadZU/WAwykbiZNIjIWi/Hyyy/T19cnPZ69Xi/RaFRKZPr9fnp6euRN/fTTT9PR0SGL6QDGx8ex2Wxs3LiRtrY2aX5WWFjIxMSE1Np1uVxYrVZqa2upqamRwtgAu3fvpqmpadapU1dXF8lkkmg0KhO+8Xhcdjg3NTXR19dHb28vbrdbHk/D/Opyeg2Kzq3MkggwgLy53njjDfr6+rBYLKxYsYJoNMr4+DjhcJhYLEZLSwu1tbVSk3dsbIy6ujq57bh06RIfffQRfX193HHHHXR2dsrTIs0a1mQysX37ds6cOYPT6cRgMNDd3Y3RaMThcPD000/jdrvx+XwEg0GMRiNdXV3S7dFms8mcjxaMQqEQRUVFHDlyRPY2bdy4EYPBgM/nk6uRuepyeg2Kzq3MkgkwkDpVmpycBODKlSsoiiIDSywWI5FIyGpcLZ8SjUY5evQoTqdTujtOTU0RiUSkLGRRUZH0tDYajSSTSXnEXVhYSG9vL8lkUp74RKNRHn/8caanp1EURXoJWa1WBgcHsVgslJeXU1VVhc/no7S0FLvdLvunnE4nRqORlpYW8vLyZvlKa+g1KDq3A0tGrsFut8ttSHNzsxRlisViuFwu2SQYCoWk4ZrWUf3666+Tk5Mjzd+TySRdXV088cQTMhl8+vRp4vE4yWRSBhObzUYymSQnJwe3201bWxsOh4M333xT5lk0eQVtdbNlyxaqq6upq6ujsrJS+mJbLBYeeughXC4XoVCIqqoqVFVlzZo18yrPXU3EW0fnVmJJyDVo/TSHDx/mrbfeorW1VSrR5ebmkkgkUBRFWryGQiEURSEQCOB0OgmFQrKp0WQykUgkiMfjvPnmm6xbt47JyUkp4aA5R2quislkkvz8fEpLS7HZbAghGBkZ4fXXX5f2si6Xi3vvvZdkMsnjjz8unRiHhoZwOBzSEaCwsJCnnnpqVo7laspz6SLe8xmm6ejcCmQtwCQSCfx+P4qi0NvbS3NzMy0tLfj9fukzpDUqap3URqORaDRKIpGQ1iJ+v3+WOr72WJPY1HRytWCknQZpx9OJRAKHw0EkEqGurg6v1yt1fTW9mUgkQjAYpK6uTuZkduzYwcTEBHa7fZYjgFbRe60Vit4HpHM7kLUAI4Tg7NmzXLhwgXg8zokTJxgaGmJwcJDJyUlUNdXulO4RbTQaicVicpsjhJDJVlVVZQUwQDweR1VVhBBSf3f16tUUFxcTDAbl9ygvLyeRSHD58mXKy8ulc4CqqqiqSiwWY+3atfzsZz+juLiYw4cPA/DCCy+wYcMGeTTe0tLCJ598QmtrKw0NDVgsFvmzzrdC0aQkbsQATUdnqZO1AKOqKtXV1USjUVpbW2lubsbhcFBUVEQoFCIejxMKheSKRFvtJJNJGXy0vxOJBCaTCZPJhNVqlasTLdiEw2FMJhPDw8MoioLD4UAIIU+iJicnicVijI+P43K52LFjB8XFxZSXlzM1NcW3vvUtampq+MMf/kBbWxtjY2MEg0FycnJYt26dtDXRVlQOh4PR0VTHRHoXdHrn+M0wQNPRWepkLcAYjUZKSkpoamqis7OT6elpYrGYrNIdGRmZNT4UCmE0GjEYDDKwpON0OuX2xOv14nA45LGy1kmt5U4ArFYrq1atwul0Sr3ecDhMTU2NXH14PB7Ky8spKSmZFVy0xHQgECAej1NQUEBrayt+v1+2OWgiWvOdEqX7TN+IAZqOzlInawHGYDCwb98+TCYT7e3t8tRGS8ZqRmnpFbKJRIJEIiHfn0wmMRhSqp8WiwWDwSADld/vJ5lMSldFu90ur+/1euV1Nm3axLp167BarUxPT/PMM89w8OBBotEo586dY8+ePbz77rt0dnYyNTWFy+XC5XLR2NiIzWZj//79xGIxGhoacDgcjI+Ps2XLFurr6wHm7VTWj6h1bheyekxtt9vZtWsXr732Gh9++CHxeFzWv2iOjVdDCCH9koQQBINBIFXDAqntk8PhIBAI4PP5CAQCKIrCypUrGR0dpaioiLq6OlavXk1+fr7cMplMJgYGBigsLGRgYICLFy9KZ0aAlStX8tRTT82STwiFQuTm5kpngnTRqPm2PrpMgs7tQtYL7ex2Ow0NDZw5c4bh4WESiYTslv6yAJNOTk4OFouFaDQqA43WA6RJKWh/19bWUlRUxMTEBFeuXCE/P5+HH36YgoICPB4PXV1dGI1GeVrkcrkYHR2lpKSEwsJC7r//fuljlP4zLDRg6DIJOrcDWS+0O3v2LAMDA7hcLrq6uuQ2SFP3106K0jEYDLhcLln7olX/KoqCEEI2JW7evJmBgQHa29uB1E2tdUd7vV6qq6uJxWKcOnVKau2Wlpby0EMPyQpdzZwtGo2Sk5NDS0sLLS0ts8zntWvrAUNHZzZZL7Tr6OiQ1bKxWGxWAlezdtVWMqqqSl0Yk8kkj6s1tONqSAUhu93Oo48+SiKRwGKxUFlZSSQSQVVVnE6nLOTzeDxcvnyZEydOMDIygsvlwuFwsHXrVlpaWqiurqatrY1QKERJScl1m8/r6NxuZC3AxGIxzp8/z4ULF7h06RLDw8NfCC6KomAymWZtlzSjNq3DOp14PFSCj60AAA3NSURBVI7BYMBqtcqcicFgYMOGDcTjceLxOEePHsXv95Ofn8+BAwfIy8vjtddeo7+/n6amJvLz89m7dy9erxebzfYFa5UbMZ/X0bndyFqA8fv9HDx4kCtXruD1emetRABZuTs1NfWF1+DzQJOOw+HAYrGQSCTIycmRHdIej4eOjg6pjLd+/XrMZjPbt2/n7NmzdHV1ySpcIQTd3d1yy+TxeBgaGgJSpz8+ny8j83ndb0hHJ8utApoI0+TkpDx2BuSqBVKnRZmgtRfY7XYmJiYYGBhAURTy8/Pp7u7GZDLhcrmIxWIEg0E2btxIUVERAAUFBVKou7S0lDVr1nDnnXfKE6J0O5VHHnlE2o4oiiJtRNKDiO43pKOTIquFdqOjowSDwXnrXQoLC7FarYyMjFzzNEkLQsFgULoTaEniK1euYDKZcDqd2Gw2HnvsMXbs2EFlZSWlpaXk5+eTk5NDaWkpDQ0NGAwG2tvb8Xq98mRobs+QZnMyt1kzFovJVc5i9xnpKySd5UDWAkxubi4PP/wwhw8f/kLVrqqqsgdpbp5lPrS+oUgkIhXttECzZs0aDAaD1NS9//778fl8+Hw+WlpagJTfkdPppK6ujuHh4Vn5lasVxaUHkZ6eHg4dOiSPy++7775FLaTTV0g6y4WsrmAURWF0dHTe0v9Myuc1OxJgVv+RVmSntQ8Eg0GsVisNDQ0MDg4yPT1NeXk5nZ2d5OXlsXnzZoqLi6mvr6enp2dWfuVqNS7pgScej2MymeSKJRaLXbUu5masPPRObJ3lQlaTvC0tLbIw7nrQOqhVVZVNkDk5OQSDQeLxuDRXq6uro729nc7OTqqrq/n73/8ux5eXl0s3gQ0bNrBhwwaZ1NWYr8ZlPn3d9BXLfO+5WSsPvdVAZ7mQtQATjUZlbcn1kq79YrVagdTNZzKZsFgsOJ1OTCYTK1eupKKiQvoXHTlyRGrlxuNxAoEATzzxBHa7nbGxMY4cOUI0GqW0tJR9+/ZdNQikB5FMKnlv1spDbzXQWS5k9RSpr6/vhq6Rk5NDNBqVUpiKokhrkEgkIgWjVq9ejdvt5tKlS0QiEQoLC/F6vUQiEerr6zGZTPJmP3jwIH/5y1/IycnB4/GwefNmKez9ZWRSyXszVx565bDOciBrAcZsNt+wTEEkEpE5GK3XyGw243Q6KS8vx2w209vby8GDB3G5XGzYsIEdO3bw2GOPMTw8zPvvv09nZyc9PT2cPHmSzZs3yx4k7fh8enr6Zvy4gL7y0Ln9yFqACYfD8yZ3M8VsNs+ql4nFYjK34XA4pPl8NBqVIlOafKZmamaz2XjnnXeoqalhZGSE3t5e+vr6mJ6elv7Smk1KuljUjQQIfeWhczuRVcnMTIvo5nuv3W6XvtWaqr/L5cJut1NWVkYymaSoqIjR0VHi8TiTk5N4PB4pSgXI5saRkRFaW1sZHR1lamqKPXv2cP78eR588EEAuX3Sj4d1dBZG1gLM1NTUdW+R7HY7sVgMg8EgZS8150er1YrX65W2rPv372fr1q2cPHkSu93O0aNHZWDQtiwXL14kEonQ19cne6I0b+p0vVz9eFhHZ2Fk9RTpejCbzRiNRmw2G06nk+npaSKRyCzNF0VR2L17N93d3WzatImKigouXbqEy+Wiu7uboaEhPB6P3OrU19fT1NTE2NgYq1atory8nF27dqEoyixHAP14WEdnYWS10O560KxMTCYTwWAQi8VCbm4uZrMZm83Gzp07mZqaYnR0VB5Zj4+PE4lEeOedd4DUCkjT3dW2Onv27OH06dNEIhGGhoZobW3FYrHMcgRYzCStXvqvcyuSVT2Y68FoNMpjaE3JPxqN0tjYyIMPPsizzz4LQEdHB01NTbz00kuy2K66uprVq1fT3d1NKBSapfivKApbtmzB4XDQ399PKBSSotzpW6HFSNLquR2dW5VltUXSrEkURZFbJS3JW1NTw7PPPitN5n0+H83NzYyNjWEymaisrJT1L5q2S09PD/F4XHZha7q6JSUlQMoRAFIBQDuBWgz03I7OrUpWfZGuB6vVSkFBAdPT04yNjRGPx6Xx/PDwsAww8LmmTDAYxOl0SgcARVEYHh7m6NGjsxK/6dsfgKGhIU6ePMnJkycXdWWh53Z0blWyLvq9EJLJpDS9z8nJwW63y2RvT08P77//vqxZ8Xg8bN++Xa5C0s3Njhw5wvDwMB0dHTz88MOyczpdYxc+13hZjJXF3JyLXoCncyuy7ALM+Pi47JJON1ZzOBy0tbUxNDREXV0ddrudffv2yVVIS0sLHR0drF+/nkgkQk1NDR0dHVK9br5Vw2KtLK6Wc9EDi86txrIKMFr+RQhBJBIhNzeXiooKKYU5MDAwq7Q//abVViGQ2jp5vV62bNnyBXeAdBZrZaHnXHRuF5ZFgNEM1rT2gLKyMpms1fyPqqqqZNvA0NCQDAhzVyGazm6mQWMxVhZ6zkXndkHcSD/QDX1jITL+xmazmQ0bNgBQVFREQUEBTU1NOBwOtm3bxtjYGGVlZdTX15Obmwswa+uxFGtMluKcdHSuhhCiSVXVxoW+b1msYKxWK9XV1ezcuZOuri6mp6e55557qK2tpbu7m+HhYYxGI5WVlVgsli/UryzF/MZSnJOOzs1myQcYl8vFfffdx49//GO2bt1KKBSiv7+fiooKhoeH+c1vfoPT6ZTSDfF4XN966OgsETIKMEKIR4H/ARiB/62q6n+Z87oF+COwCRgHvq6q6uUbmVhFRQVOp5N7772Xhx56iK1bt8rf+unFdPn5+YTDYYLBIA6HQ9a66FsPHZ3sc80AI4QwAr8D9gD9wEkhxBuqqramDfseMKmq6kohxDPAb4Cv38jEjEYjgUCAy5cv88knn3DkyBHMZjNVVVWUlpZSXFwsHRoVRSGRSLBy5Ura2toYGRmhurqampoaGWwgFZBisRgTExNUVFTgdrtn5UK0MfMFp/lyJjeaR9HzMDq3OtdM8goh7gF+parqIzPP/wOAqqr/OW3MkZkx/yaEMAHDQJH6JRdfSJJ3LhaLBUVRpOauzWaTOi9+vx8hBPn5+dxzzz1s27ZNNjb6/X7efvttSktLyc3N5bnnnqOpqekLLpFzq3bnq1sBbqh/SO8/0llOXG+SN5MAcwB4VFXV7888/3fAVlVVf5I2pmVmTP/M80szY8bmXOuHwA9nnm5a6GRnUGf+AMQBASSBBKktnGHmsQpESG3ZlLT35QNTpFZv3pm/44A17T0mIAhogjUK4JgZZwLMwMScr6WPz4S511zo+68XNzB2zVFLk+U8d1je81+tqqpzoW/KJAczn+zc3KiUyRhUVX0ReBFACHHqeiLiUkCfe3ZYznOH5T1/IcSp63mfIYMx/UBl2vMKYPBqY2a2SHmkfsPr6OjcxmQSYE4Cq4QQNUIIM/AM8MacMW8A3555fAD44MvyLzo6OrcH19wiqaoaF0L8BDhCKsfxe1VVzwshfg2cUlX1DeD/AC8LITpJrVyeyeB7v3gD8842+tyzw3KeOyzv+V/X3LPWKqCjo3Prk8kWSUdHR+e60AOMjo7OorHoAUYI8agQ4oIQolMI8U/zvG4RQvx55vUTQogViz2nTMlg7v8ohGgVQpwTQrwvhKjOxjzn41pzTxt3QAihCiGWzPFpJnMXQjw989mfF0K88lXP8Wpk8H+mSgjxoRDizMz/m73ZmOd8CCF+L4QYnalrm+91IYR4YeZnOyeEuPuaF1VVddH+kEoKXwJqSRWnnQUa5oz5MfA/Zx4/A/x5Med0k+f+AGCfefyj5TT3mXFO4G/AcaAx2/NewOe+CjgD5M88L872vBcw9xeBH808bgAuZ3veaXO7H7gbaLnK63uBt0nVvW0DTlzrmou9gtkCdKqq2qWqahT4F2D/nDH7gT/MPP5/wEPiej1lby7XnLuqqh+qqhqaeXqcVI3QUiCTzx3gPwH/DIS/ysldg0zm/gPgd6qqTgKoqjr6Fc/xamQydxXInXmcxxdryrKGqqp/48vr1/YDf1RTHAdcQgjPl11zsQNMOdCX9rx/5mvzjlFVNQ74gMJFnlcmZDL3dL5HKrovBa45dyHEXUClqqp/+SonlgGZfO71QL0Q4pgQ4vhMt/9SIJO5/wp4VgjRD7wF/PuvZmo3hYXeE4uuB3PT2gyyQMbzEkI8CzQCOxd1RpnzpXMXQhiA/w5856ua0ALI5HM3kdom7SK1ajwqhLhDVVXvIs/tWmQy928A/1dV1f8600j88szcr8+J8KtlwffqYq9glnObQSZzRwixG/gFsE9V1cjc17PEtebuBO4APhJCXCa1n35jiSR6M/0/c0hV1Ziqqt3ABVIBJ9tkMvfvAf8KoKrqv5FqsnWzPMjonpjFIieNTEAXUMPnSa91c8Y8x+wk779mO9m1gLnfRSqptyrb813o3OeM/4ilk+TN5HN/FPjDzGM3qWV74TKZ+9vAd2Yer525QUW25542vxVcPcn7GLOTvJ9d83pfwYT3AhdnbsRfzHzt16R+40Mqgh8EOoHPgNpsf8gLmPt7wAjw95k/b2R7zpnOfc7YJRNgMvzcBfDfgFagGXgm23NewNwbgGMzwefvwMPZnnPa3F8FhkjJhvSTWm39A/APaZ/772Z+tuZM/s/orQI6OjqLhl7Jq6Ojs2joAUZHR2fR0AOMjo7OoqEHGB0dnUVDDzA6OjqLhh5gdHR0Fg09wOjo6Cwa/x/KJoI9ikYi+QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "NT vs. THOC5\n", "n = 5126\n", "SpearmanrResult(correlation=0.962649260663901, pvalue=0.0)\n", "(0.9643536705864496, 0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Comparison for identified sites in perturb-seq data only, all perturbations\n", "\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import spearmanr, pearsonr\n", "\n", "cell_type_1 = 'NT'\n", "\n", "min_count_1 = 10.\n", "min_count_2 = 10.\n", "\n", "cell_type_1_ix = cell_type_dict[cell_type_1]\n", "\n", "for cell_type_2_ix, cell_type_2 in enumerate(cell_types.tolist()) :\n", " \n", " if cell_type_2_ix in [0, 1] :\n", " continue\n", " \n", " print(cell_type_1 + \" vs. \" + cell_type_2)\n", "\n", " keep_index = np.nonzero((np.sum(c[..., cell_type_1_ix], axis=-1) >= min_count_1) & (np.sum(c[..., cell_type_2_ix], axis=-1) >= min_count_2))[0]\n", "\n", " print(\"n = \" + str(keep_index.shape[0]))\n", "\n", " print(spearmanr(y_dist[keep_index, cell_type_1_ix], y_dist[keep_index, cell_type_2_ix]))\n", " print(pearsonr(y_dist[keep_index, cell_type_1_ix], y_dist[keep_index, cell_type_2_ix]))\n", "\n", " f = plt.figure(figsize=(4, 4))\n", "\n", " plt.scatter(y_dist[keep_index, cell_type_1_ix], y_dist[keep_index, cell_type_2_ix], color='black', alpha=0.25, s=8)\n", "\n", " plt.xlim(0, 1)\n", " plt.ylim(0, 1)\n", "\n", " plt.tight_layout()\n", "\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:tensorflow]", "language": "python", "name": "conda-env-tensorflow-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 1 }