RNA_seq pipline



RNA_seq pipline

PeRl

2018年3月7日

首先说明一下我做RNA-seq处理流程的文件树格式:

  • RNA-seq/

    • data/

      • GRCh38.gtf
      • chroms/
      • hg38/
      • samples/
      • SraAccList.txt
      • sra/
      • fasta/
      • fastqc/
      • cufflinks_result/
      • tophat_result/
      • HTSeq_result/
    • tools/
      • Trimmomatic-0.36/

1. 下载参考基因组序列信息及注释文件GTF

参考基因组用于reads的定位和识别,需要用到的文件格式是fasta.fa为后缀, 另外的各类文件存储格式可以参看file format.
chromFa.tar.gz是组装后的序列,每条染色体一个文件(我们要下载的文件),用axel下载数据

#例如我们要下载hg38,其中-n 20表示线程数
axel -n 20 http://hgdownload.soe.ucsc.edu/goldenPath/hg38/bigZips/hg38.chromFa.tar.gz

解压后,我们需要把染色体文件整合成一个整体文件,然后用bowtie2建立索引文件

#! /usr/bin/env bash
for i in `ls /home/wang/Downloads/RNA-seq/data/chroms `
do
`cat /home/wang/Downloads/RNA-seq/data/chroms/$i >> /home/wang/Downloads/RNA-seq/data/hg38/hg38.fa`
done

建立索引文件(有点耗时,约2小时左右):

bowtie2-build /home/test/RNA-seq/data/hg38/hg38.fa hg38

从UCSC下载注释文件:

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" alt="" />

2..sra数据下载及格式转换

.sra数据的处理需要用到sra-toolkit

sudo apt-get install sra-toolkit

一般情况下我们需要的样本量都比较大,我们可以从NCBI的Bioproject里得到所有需要样本的Accession List

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" 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" alt="" />

然后用Bash脚本批量下载数据

#! /usr/bin/env bash
for i in `cat /home/wang/Downloads/RNA-seq/data/samples/SraAccList.txt`
do
echo $i
`axel -n 20 ftp://ftp.ncbi.nlm.nih.gov/sra/sra-instant/reads/ByRun/sra/ERR/ERR212/$i/$i.sra > /home/wang/Downloads/RNA-seq/data/samples/sra/$i.sra`
# `mkdir /home/wang/Downloads/RNA-seq/data/samples/fasta/$i`
# `fastq-dump -O /home/wang/Downloads/RNA-seq/data/samples/fasta/$i --split-3 /home/wang/Downloads/RNA-seq/data/samples/sra/$i.sra`
done

得到样本的.sra数据后,我们仍需要转换为.fa数据:
--split-3: 拆分文件,如果得到的.sra文件是单末端,那么这个参数就会被忽略;如果原文件中有两个文件,那么它就会把成对的文件按*_1.fastq,*_2.fastq这样分开。

fastq-dump  -O /home/wang/Downloads/RNA-seq/data/samples/fasta/ERR2124441 --split-3 /home/wang/Downloads/RNA-seq/data/samples/sra/ERR2124441.sra

3. Fasta质量控制

FastQC最为重要的部分是:Per base sequence quality(碱基质量),Per base sequnence content(碱基含量分布),Adapter Content(接头含量)。

sudo apt-get install fastqc
fastqc -q /home/wang/Downloads/RNA-seq/data/samples/fasta/ERR2124441/*.fastq -o /home/wang/Downloads/RNA-seq/data/samples/fastqc
  • 总体的质量表现

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" alt="" />

上图中Summary的部分就是整个报告的目录,整个报告分成若干个部分。合格会有个绿色的对勾,警告是个“!”,不合格是个红色的叉子。

  • 碱基质量
    一般认为从第二个碱基开始,平均每个碱基的测序质量在四分位线在30分以上,则认为测序质量非常好,也就是我们通常称的Q30。
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" 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  • 每条序列的测序质量统计
    统计序列测序质量,如果均值在高分段就说明质量可以。
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FqWEXfjt1tt7PnzDGzvQoK77jkkgW//a25qoC/B9pqDQhpYu60v/zFxEP6BX/3l7+scp/+/e8V0epAM32aYtbr7nSsoPndf/jDoFHJ1dYanvzHueee8OMfaw5RA1F3p8a3GseNO+eOO+zgqE4qvNCQ4bPXX6/wSFdl/riuIk4VofOaHVbmZv5XwaXG/OyAU+ZVeXzWgOurt96qEF8DVJp81BWKpdT1OqnwSP82UEiaRzbJJKq5/iQHOF95RR8PvPDC3TwxnKJkxayK0rRviyRNnjqj9UM61ryqTMxJ799vPvGEGTXU2qP3XH+9+Upz1powPeGqq8y9d9cXv6ilSPpqzC67nPG3vynM0rHukH995CM7HHGEJlvVIh0bPYWeJ/7sZyZS1O3919NP179AFHRqu6KM4cze9/mtn/ykuRUPvOiid/zgByYT9elvDjpo84oV8z7/ecV/urFNAK2I8KMLFpgJZUWK93zlK/udf/7g0aO9reMYAQQQQCCUAj0iO70GbdqYnWpWZRnReTwV82m/vdzR3rC64bMnnbrD0O2XL16srPp6r9ptn/701xzna/H4FWPHalLSRHvyPeLLX9ZYiA7M/swKvBTNmGhPJ+saG49MPRCmCEbjWDqz7cdxzrjxRhP3aMjN/Nrb9m3qSLmZM5pWM5GfPioM0q9Jc16/FDWhpuPpF1xgoz191NNgU486Sgfmt6bCLD0PZy5RlGOf7dOQyQEf+5g5X9jfA2110957nzt/vmm1StR4pClXT5WZg+QDWy8mn8hU2KSHGk20p48aNjv/wQc1Gqdj4ZuIUPGfjfZ0Xs/embEf02qdyfh55dZbzbZ22v3k3X/8o33aT5OVGU8HZlzY70ettP3U66+fdPXVJtpTeg2S7XfeeebCVak+6jeTfBLYQT5Nbtr0dj5X8Zw96T2wN9JbCxcqhjNfabRY/0gwY3hb1q176tprk+cdR7O3JtrTJ90hup/1qJ+ONRVuRmfFNfuXv7R3rIYM9eCjEuhHrwwxB9v+7nmfa1D2qWuu0bca4lWsaTMRoCaFdV69r+BPB6bOqpiJZXVGz60qymyePl3H/CCAAAIIhF6gxwifWvudU658z69nd49yY/VORuMV8+lPxknvx8lDdnjnxNn1NQ3Xv3itu6zjOx+50vtt7mMNhOj3nPkVq19LWgah9Iok9NCe98K2rc/1a1TGe36Hww+3c5re895jxXYa0tAAnp7i169b7QKo0UTv0/oLb7/dpFc4+MSvfuW9tis1jajfnZrIe2P+fGWib/VovImZvCkLPi6g1Rqf0/S0LdFGxhuWLjUnbaymaEnhsk3pPbCt1lUZrdbMoNqbQW2v1YywOVag2VfmNvFADzTFqUs0pque0pDb8qef1oy8ycQ+iDbQPHunV83Nk4v//ctfFPeboS8T8Cl48j6y6b1Wna7Xw4hLd+kPJ0/WTatxMjtAqJR6PlIDeDrQ7HlfEZXV0xINzaR781dn3ZbatEgPXyqk83Zxxn2ugkywrpHIjKFlG/Sr+zQWrptfbdQilZ/tsYdW9kw//3yN/CmM9pbLMQIIIIBAiAUy/x//kB1nvP+gc69/5k+b39aVMbGbQ0EP6h0ybsaMpiO1k8sfX/1d+0sblImy6usShUpa2Khv9XtdA1Rjd9lFk1z2157iKjMCp2fmNGmYNZOMxbz5BBwaaDn1T3+65bzzNDmrIjQtq1WWep/bsd/+tmZmVcq61CytDhb85jf6k6Vc19XiEvsuB1U7S5pCTxXQ6oyi7ACPmSjUt8rTpDHaGenNR9tqhT5ZE2RQ2zRlcjD5a5pSL0l76ve/13iqLdEcDOgZvoxrMz7quUPNfWvRhh6504ClHhbUzK/WGiuZnqjTtxnpzUfFSefccYc2CRevRvj0pKn+aGRaN5KuUpp82K3e6GnTMkpRnK2hTd38ihr1tx3BVbKM+9z2nR6a1J+MfMxH033v+s1vdKAAUfeGHpbQHxVxxOWX69kGwr6sbpxEAAEEQiaQnuX0tupbp3x/73H7DH4jHks+8Nb/z8j6UedMO+/ESe9qGjT+9mVzlj/7ui5XJjmu3OecczQJqD/v+OEP3/7JT+rXpI32dJUZHclxub4aXtC6Qj0WdvFLL+n5P/PcksLKl2655VfTp2tFaj7lal5sWHOz/QVpD3JXNc9vy9HqROoBO1XAy5tRn37L7YvaNt8eZORc8Ectnfnlvvs+8uMfK9rT7OQBF16oyUe74LTgbLNeqOl7c/7pP/xBB3a9y559rM81ifUvhE+8+KIW0prFtjqppRgKAR/83vd0nA+7fagga9fEt4752axMuRl/99t3Sm+6T0Gk1m5rWl/rS0wmCiX//YlP3HDqqfafBxmZ8xEBBBBAIEwCmSN8alttvPa6824++3enPvPq05undPae27Xt11LcmU1Hz9zuqKF1Q7d0tf3+xd+8+sRz+47bT5crE5tsoAeaqTSXaGO5i0r3wJbJU0t99bDa8d/73nM33vjwD3+oiULNmv39nHM+vWiRLVcPWvW1H4cysUs+7cxp7gbaR760AZ7ZsCNrelt6CVttYzXvniwZpatcM2l7SUvL0O22y/g2x8cBOXgRcuSprxR//O2sszTBrQFLPca3t9ZnpJbg2Knn3JcP9FstodATjVrFoocHNPRrHiHQLKpG+3JnpQcc9Ro3/dGin0d/8hMtsFB67QSpRSF5sW/9F4vdVccWpxtSuyrqo2JBe1fYb70H9ls9PDrrF7/wfpX1WP/g0R892KcHNzWGrYI01KdIV483ZE3PSQQQQACB0AhkGeFT20YMHnHLhbeftff7B73o1KxwM4b6NIG7w9Cp75w460t7feXk7d9dH6+d33L31+/40ksPPK1LdKEuLwZIYYeZY9VvJjO/Vkxu3ms7Nm0yHxV46fmtDz/8sNl/RHNwejLM7nZr94jxXmuPFR+YYy1EtTv/mTN22MYm1oH9rax1kfa85hDtxJ85WY5WJ/eUSf3ol3qW0aDUfiu21S94NnOx9cxxYB20PV5Gst4OWRF0lVa8ZlyrfW3MslM9dpZchpJtwXXGJf1+tBsda7Pl3on1BJ5OKvrRvwHMMpTkziap7Ql7JzZn7I2kjwJ879//nl6v47oaLVYQaaqtadYsoXZPdk0oZ3AlxxpTabRJdcYcbkZ9kmuJUj6aj9bzjhnfej96K6x/UejfPFpiYhLomVRvSo4RQAABBEIpkD3gU1M1RHfFqT+66SNzdnd3bXwhXrc01tg+eLtBE3YfueepO5xx8LhD6+J19y6/6+dP/vDyf3z2tltv2rFzByXWJcWM7VlivQfCHN+YGpCw5/WIupZcFLblhzZ/uWrHHfXous1NIyjpuTPH0QrKXU8+WftW6FsFfNrixBshadON+V//urlQD+ybIEkhgh4xNPux6SuFp3pA0GZuD+y6EFu0gstrZ87MCPiUvuSt1qYeZqGrHk3TJiCqsKmVxs+0U4l5PlKLRs3wm0antELCVlsHWuSbXm3qPbv1WAGZmRnX1i16McnW0zENGmkjPfvRHGj5qnkkTm03QZXOa+HCH487LiOlraTZI9B8qyLu+NznMlLm/1FdZhLrbSLmwDuPqR0ZTUSoxppOzz2fq0y0VuPer37VLJgwGdoHKAeNGCFz3Us6r9xuft/77ON6KlRbHv724IPVRo0garZaaVY9//ztn/2srY+ms+/5n/8xeb794ovNQV9/a1WT2X9HIbJGqe12kkqvf4pojx5zRtGedl3Wf0raqMVm5a2wPckBAggggEBYBfqZeNXCi/mffeSuF++4+cm/3vrcnLc6lmxqWLm0Prmlmd6Tqzen6V0a79njPdpvr68dWAqD096weiGBBki0T8ov9t47Oe+200566ly/DrUFmhbkfvSJJ7I+/NRXcYrY5n7842bLXP0i1EJLvRJDgaO2aNElU2bONLGLttm7bvZs/fZVGgWIE9/+9vohQ/QrWS8c06DL+D32MLu4Hfe97/1ae5q4rlZ0/mjqVL31S7XSSlL7a9tbDQ1T6UlBndHbIxRKKkrQbrf6qODShgImfclbralJvUvjr6md57R/hzYd1Ju7NBSkbefMgJCentQWKjO+8AVtuacJzetmzZKMeBWRaLJb+BphUnRrQhNvo3SsAO6I//kfvQ1Fx3dedplWiWppyMrnnus9R2ku1OZ5j/3sZzr+/dFHqxpaRmqan+GgBT0af1VPaddiPcmnrWfkn9xJZ+vziCY387cW/UhepGrj6TfeaCeOvWl0rMWt5swjP/nJ+iVLNBev0OcTWxd6a3XzLu96l7rSrHvQ/jIa4cvIwX6UjJ57U8SsfwDoHS1anKvH+DSMpz0ClUZ7nSSH92Kx46+8UiNnirdE/dNdd5Wq/kWhSNdsUi2ud151lXZjSd5siYS2X1Hpuos2trQotDVBp+qg6Vdbbl8HWlysMUU1RzloryJtrK3BVHXB4gceUIfqIcgTfvITRfYy1B9NWKsmGtXW+Rf+/vdkno6TsdVfXwVxHgEEEEAg0AL9BHymbQrm9CfhJhauemX5hpbl61t0frsRzXpPrt6clue7NAbEpHUAZ91yi7brSw66dHZqN1r9sTkoCFPwZ2cJ7fkcB9qoTKGPQi7Nq+rXoTcoUcCh5SPmWm25d/a//vXPCy7Qyza0Y5ndtEzf6rF3+wos7bWhpwDNmJN+19qBMVXbOy5o8lREpSDArAux7+HQnPXhX/xi8j0Wnp+St1p5q3St0FSwK0aN+tiqmq+0b4gOtB5CW/RpYEnRjGpoK6mvtN+HELIGfPpWm73pTW4KNXSsQUSzubGOszrMuOwypdRaAY2JGg2lVACtUP7+73xHx+ZHztpSzow+akMW/THndz/9dI1jKX7amjD5v3p9hbbQU8yknFW6NvfxfmuPpxx1lPa30y2kovVqZnNeUZpdcqGlG6YV+kpjbzkmUhVD68lCvfBDDxskPT3bBumpPi0DN+9l1u6M77/ttr+cfLLiUcXWtr3KX/GW2eVRr7s485Zb/nXBBUqj2Ncb/Sv0T24Pmcd0tgYvPzR//j8+9CH9W0jbmJt/WpgGKvxNbhPouupfbciiFzSbmngro40thWPS8zcCCCCAQIgF8gr4TPsV2O00fhf9qQyHJgFPvuYabXKmh5z0XnlNBSoy0C9LvQJVvykHXAfH0S67in609lMDXfplr1+HephJEd6hn/uc9xe8Mr/ouec09abxGA0saeZL+7noaSqt7TWbw5miD7nkEr2266Err1x8//0a71FIpCEZ7XD2p9TGHN7qqaBz5s3TLjB60ErLIzTft8fppx922WVmTMibUsclbnUqdzVcD3vpOX1FchqG1Cy2hnkO+NjHtu0z5zhC0CjXw1ddpdWmGqXTA4VNe+2lcEp7wtm5v4yq6qNmQvUaiWf+/GetAFDOiilFajZT1DseMtIrsNZrHnResAqd9Qigwhr9mXvhhRkptVeIAibNCyvac11X4bV5Q4aGyjJS6p0cinIUwSj61445fQV8uup9c+dq1PbV22/XCzA0aqgO9Q4H6qVwZms9pTT1zyjI+1Hh+0effFIDwBqE1mCtBtK0fmXS299+xJe/rDbalBr800pesesO0Q2skCuJc9ZZmqi1zxRqWvzj//2vJsQ1hKzG6t7QOJ+mmCVv8+n3QK0+7/77tTWM1rWoII3eaRdo7aEtNPPyQO3Dp8hS36rOGtUWlG5X3dWHXXqp7uF+8ycBAggggEAIBBz9Qg1BM3zSBM3H/Tr1+gq9kfaD99zjk1pVvhqKg83wpzbT1hs7Kl+BgZaocdkrm5s136qA+9IVK3Isph5ozqRHAAEEEEDADwJ9LtrwQ+WoAwKVEdCTA+bpOg3vEe1VxpxSEEAAAQQqKUDAV0ltyvKjgEI9TbibmmkbcD9WkTohgAACCCBQnMAAnuErriCuRsBfAlqh8rPdd9ejbMseeWTzypWqnJ5r1OIef9WS2iCAAAIIIFAKAQK+UiiSRwAFtHxBCzj0xyGkjmoAACAASURBVNRdyxe0l0oA20GVEUAAAQQQ6F+AgK9/I1KEUkAjfFqrqyXJWi+sFcqHf+lLdvFsKNtLoxBAAAEEoizAKt0o9z5tRwABBBBAAIFICLBoIxLdTCMRQAABBBBAIMoCBHxR7n3ajgACCCCAAAKRECDgi0Q300gEEEAAAQQQiLIAAV+Ue5+2I4AAAggggEAkBAj4ItHNNBIBBBBAAAEEoixAwBfl3qftCCCAAAIIIBAJAQK+SHQzjUQAAQQQQACBKAsQ8EW592k7AggggAACCERCgIAvEt1MIxFAAAEEEEAgygIEfFHufdqOAAIIIIAAApEQIOCLRDfTSAQQQAABBBCIsgABX5R7n7YjgAACCCCAQCQECPgi0c00EgEEEEAAAQSiLEDAF+Xep+0IIIAAAgggEAkBAr5IdDONRAABBBBAAIEoCxDwRbn3aTsCCCCAAAIIREKAgC8S3UwjEUAAAQQQQCDKAgR8Ue592o4AAggggAACkRAg4ItEN9NIBBBAAAEEEIiyAAFflHuftiOAAAIIIIBAJAQI+CLRzTQSAQQQQAABBKIsQMAX5d6n7QgggAACCCAQCQECvkh0M41EAAEEEEAAgSgLEPBFufdpOwIIIIAAAghEQoCALxLdTCMRKEDA6flTWA7mKuVUwOWVvMTW0B4MqHR7lT0o7PIBXVXhxLZp9qDCFaA4BBAoRoCArxg9rkUgtALml7q79UftLObXvLIJilRhVS3sKmtS5OU2Hw4QQACBvgQI+PqS4TwCURfwRiHe42Jciokaiym3JNeWtvKlza0kDSQTBBAIsUBtiNtG0xBAoBwCilRs/GePveGL/daWbpKZNDalN5lJ4E1vj20ye6G+MiftGW8aHZvzfaWxOevA5mBP6kzGhaY4k9LmbJJlfDSZmJPmKnsmaw3zv9zkY/62WdmTGSXqozeN/ZiRTJebr8z5jEts5t7z9mTGgc1Z5216e9Ke0bf2pE2pMzZBxrEpxfutOZPjvElsS8l6rT3pzY1jBEIvQMAX+i6mgQhUQsD7S9T7a9tbttJ4v7LH9iAjsfdj7zTeMwM9NjlnXOUtzhx7G5VReSXwXu691l7VVwIl7p2bycF7iffYm6e3LB17k5ljb+b2W3uQ9ZKMPG1xGYkzknk/ei/JuMoWbQ9MAu/lGccZKW3m9kAJzCXelL3PeL+112aUxUcEIiJAwBeRjqaZCJRdwP4OLklJ3l/VA8ow4/d6MbXKXYeMggZUyaokzkrRVyuyJs5R7d5WA80hI/NiLs96be8aZpTIRwTCLUDAF+7+pXUIVEjA+9s066/brPXwXuVNYKIQk09fEYk3fY7jgi8vYR1yVK+SX+VP4e2XfHozq1X+xWVFKOby3tdmrWHWcjmJQFgFWLQR1p6lXQgUK+D9Te89Ljbfrdfb38G9fz2bJH2d35pBJf7XD3UooJ2qtrpMP5WsfyXLKsBEl/i/hoW1i6sQyEeAEb58lEiDQOQEzK9GRQy25d5flt7zNkHWk/Zbe2CSeXOzX9mD3lkpvT1pru19xl5uD7xpdNJc2Ne39rw5sMV5zw+o8t7i8szNW2Hv5d46ZBzneYk3mXLoN/OsFc4o2n7snThrcRknB3q5Te898OZpGuU9o5TmZO8aejPhGIEoCFT0339RAKWNCIRPwPyyNL84S9u68uVc2nqSW8kF1PXluKNKXk8yRCA0AkzphqYraQgC5RIo6y/msmZeLhHyRQABBIImwJRu0HqM+iJQDYGSh2WM7VWjGykTAQSiK8CgenT7npYjgAACCCCAQEQEmNKNSEfTTAQQQAABBBCIrgABX3T7npYjgAACCCCAQEQECPgi0tE0EwEEEEAAAQSiK0DAF92+p+UIIIAAAgggEBEBAr6IdDTNRAABBBBAAIHoChDwRbfvaTkCCCCAAAKhF1j34x8vmzlz/U9+EvqW5m4g27Lk9unz28K2iW9paekzx76/aG5u7vvLPr+hLC8Nhl4N7g2vBveGV4N7w6vBvTF//nwvCMdBEZg5c2bvqrLxcm8TziCAAAIIIIBAUiBr6ACNnwX6CtOZ0vVzr1E3BBBAAAEEEECgBAIEfCVAJAsEEEAAAQQQQMDPAgR8fu4d6oYAAggggAACCJRAgICvBIhkgQACCCCAAAII+FmAgM/PvUPdEEAAAQQQQACBEggQ8JUAkSwQQAABBBBAAAE/CxDw+bl3qBsCCCCAAAIIIFACAQK+EiCSBQIIIIAAAggg4GcBAj4/9w51QwABBBBAAAEESiBAwFcCRLJAAAEEEEAgCgILHUd/fNVSUyX7dwF1sy2yBwVkUsVL8qw2AV8V+4iiEUAAAQQQQKBwARPrTHNd80cZ5Rn9ZC1SmWQ9H46TBHzh6EdagQACCCCAQBQFvFGa97gYi2KixmLKLeu1tWXNncwRQAABBBBAIBwCCoNMRNX7wDTQe96csRGY+Up/67xOmoOMNPqY9bw9aXMzF+b+W1fZ9PbYZqVr7bc2H5PMpLEpvclMAm96e5yRzJy3J70525NK0/t873LtGaXPuNaWns8BAV8+SqRBAAEEEEAAgUwBxR8mZNEXvQ+8JzOOMwIX89HmYBLrb3NgE3sTmG8H+rfNKiNnbz5K4y3IHtuDjMTmo/3WHmQU4T3vzcF7Putx1jpnpPRm2NcxAV9fMpxHAAEEEEAAgbSAIgwdmb/NgTcQyWCyybznM9JnTeNNb4/zT2kvyXFQ2tyyFpS1iIzm2wszzme9NutJm0OeBwR8eUKRDAEEEEAAgUgLeEOT3CGIN2VWMl1u0+TOSpfblFmzGtDJAZVrc/ZeZU/mOCimwr2v9Zber1WOWrFoIwcOXyGAAAIIIIBALgEFKIpCvEFJrtRl+M4bA3mPS1WUicCq2MBSNYQRvlJJkg8CCCCAAALhFOgd7pg4r/dwlNpvvrIQWdPo297BWcaFJoeMkxm5mY/erLwJvOdtfbKetN/aA5PMm5v9yntgc7MpdWBPKqU9772qr+O+rvVmaK7NSNlXht7zBHxeDY4RQAABBBBAIFMga9RiT9oDe1m/Z3onMNfa894Qx560+WccmATeS5Qg61W5T9pv7UFGQb0/Zk3Z+2TvMyar3ufzOdPXtb2r5z3DlK5Xg2MEEEAAAQQQCKRA71CphM0oa+YlrGeOrBjhy4HDVwgggAACCCBQIQHvEF1hAVZhV+VonqlSybPNUWL5viLgK58tOSOAAAIIIBBsgfnz51euAffea8taWslybam9D1JV6rMy997b51e9s6r2GQK+avcA5SOAAAIIIOBLgZkzZ9p6tbS02OP8D5qbm/NPbFOWpKw1l1yy7gc/GPPd7478/Oc3/eUvK846a+iZZzZdf70txRyUpKyMPP35kWf4/Nkv1AoBBBBAAAEEChfofOMNXVw7ZYr+jg8dqr8TGzfq78j+EPBFtutpOAIIIIAAAqEV6Hr9dbWtLhXwOamAz920KbStzaNhBHx5IJEEAQQQQAABBAIlkB7hmzpVtY4PG6a/EwR8gepBKosAAggggAACCOQSSGzYkFi7Nj5kSM24cUrHlG4SIRcY3yGAAAIIIIAAAkETMPO55gE+1Z0pXSEQ8AXtLqa+CCCAAAIIIJBTwLtiQwmZ0k0i5BTjSwQQQAABBBBAIGAC6RUbqQf4VHXN7epvnuELWC9SXQQQQAABBBBAIIdAxghfrKbGGTw4lki4ra05rgr3V4zwhbt/aR0CCCCAAAKRE8gY4VP7mdUl4IvcfwY0GAEEEEAAgXALZI7wKeAzey9HeGcWAr5w3/O0DgEEEEAAgcgJ9B7hSy/UjfDLNgj4IvefAQ1GAAEEEEAgxAKJt97SW9Tiw4fHR42yzWRKl4DP3gwcIIAAAggggEDgBTpTL1Wzm/CZ9jClS8AX+DubBiCAAAIIIICAFeh64w0d123dk8WcN1O6GvmzyaJ2QMAXtR6nvQgggAACCIRZoPeKDbXWjPC5LNoIc8/TNgQQQAABBBCIjEDvFRtqOs/wMcIXmf8CaCgCCCCAAAIREMg6wseULgFfBO59mogAAggggEBkBLKP8KX24WNKNzJ3AQ1FAAEEEEAAgVALZB3hY0qXEb5Q3/U0DgEEEEAAgSgJdK9cqRfmxkeP1j583nant2Vhla4XhWMEEEAAAQQQQCCIAuk9WaZMyah8+k0brNLNcOEjAggggAACCCAQOIGsuy6rFUzpMqUbuJuZCiOAAAIIIIBAdoGsuy4rKVO6BHzZ7xjOIoAAAggggEDgBLKu2FArmNIl4AvczUyFEUAAAQQQQCC7QNY9WZSUKV0Cvux3DGcRQAABBBBAIHACfY3wMaVLwBe4m5kKI4AAAggggEA2AdftWrRIX9SySrcXDwFfLxJOIIAAAggggEAABbqXL3e3bKkZNy4+ZEhG9ZNnHCfR2hpz3YyvIvKRgC8iHU0zEUAAAQQQCLlAek+WqVOztNNxkjGf6yaiuhUfAV+Wu4JTCCCAAAIIIBA4gb52XTYNifhCXQK+wN3PVBgBBBBAAAEEsgjkGuGL/EJdAr4sdwynEEAAAQQQQCBwArlH+CK+UJeAL3D3MxVGAAEEEEAAgSwCfb1XzSQ1U7o8w5cFjlMIIIAAAggggEBQBPp6r5qpv9l72WXRRlC6k3oigAACCCCAAAKZAolE1+LF2nuldocdMr9KfU5P6UY14KvNiuKfk47j2Mq4W/fO8Z7Ut73P2zP61iYu4UlbJQ4QQAABBBBAwA8CXcuWuZ2dNc3NzqBBWeuTntLduDHrt6E/6feALyNKsx/tge0hBXb2pD22B0pmj+1BYSdtiRwggAACCCCAgE8Ecq/YUCWZ0vVJT1ENBBBAAAEEEECgQIHce7IoU6Z0C5St8GUalvOWaD/aUT3vtxU4njNnzty5cytQEEUggAACCCCAQL8CY++4Y2wstqir6/E+fjuPWbp0XCz2ylNPreojQb9FBCXBrFmzelfV71O6qnHv2M4b5HnnZ3s3r3xnZs+e7a1GngW1tLTkmdKbrLm52fsxz2PK8kJh6NXg3vBqcG94Nbg3vBrcG14N/98bNX/7m57O2/W44w7KFu6oLetff33173+/Y1OTN0El2+X1rPxxAAI+G1dVK7arfK9QIgIIIIAAAggMSCDPZ/jYh29AqiRGAAEEEEAAAQR8JJB712VVlDdt+Ki3qAoCCCCAAAIIIDBQAberq2vp0lg8Xrv99n1da7ZliezGy36f0rUP8Kn/vHO7tjvtSR3YxGU9aYvmAAEEEEAAAQR8IaBH5Lu7aydNcurr+6qP2ZYlslO6fg/4bOjm7b+sJ5Ug6/lynPRWhmMEEEAAAQQQqK5AQu/YiMVqp07NUQ2mdHPg8BUCCCCAAAIIIOB7Ac3nxmJ1U6bkqGjEp3TjOWj4CgEEEEAAAQQQ8L9AXiN8w4apIZGd0iXg8/9tTA0RQAABBBBAIJeAu2SJvs49wseUbi5BvkMAAQQQQAABBHwukM8InzN4cKymxt2yRcs7fN6cclSPEb5yqJInAggggAACCFROIJ8RPtUmyq/TJeCr3O1ISQgggAACCCBQeoHOTnfFCqe2tmbSpNyZR3lWl4Av973BtwgggAACCCDgawF32bJYIqFoTzFf7opGeaEuAV/ue4NvEUAAAQQQQMDXAm5qE77cKzZMA6K89zIBn69vYiqHAAIIIIAAArkFEqklurl3XTY5MKWbW5JvEUAAAQQQQAABnwrkuWJDtTdTutHcio8RPp/evlQLAQQQQAABBPIRyGdPFpOPmdJ1N23KJ9uQpSHgC1mH0hwEEEAAAQSiJZD/CB9TutG6M2gtAggggAACCIRGwAR8A3iGjxG+0PQ9DUEAAQQQQACBSAi0t7urVsXq6monTOi3vU7qdbpM6fYLRQIEEEAAAQQQQMBHAsnhPdd1Jk6Mxft/So0pXR/1HFVBAAEEEEAAAQTyFDB7sjiTJ+eTPh3wMaWbDxZpEEAAAQQQQAABnwiYXZfj22+fT32Y0s1HiTQIIIAAAggggIC/BBjhy7M/+p/wzjMjkiGAAAIIIIAAApUWWLpUJcYHNKW7cWOlK+mD8gj4fNAJVAEBBBBAAAEEChIwuy47TOn2p0fA158Q3yOAAAIIIICAXwXMJnzOpEn5VJBFG/kokQYBBBBAAAEEEPCRgNva6q5ZE2tocMaPz6dabMuSjxJpEEAAAQQQQAABHwlsG95znHyq5QwdqmQJtmXJB4s0CCCAAAIIIICAHwQGtCeLKhznTRt+6DbqgAACCCCAAAII5C/gppbo5rnrsrJ16uudujq3o0N/8i8lHClZtBGOfqQVCCCAAAIIRE5goCN8AjKzuhF8nS4BX+T+86DBCCCAAAIIhEPA7Locy2+JrmmymdWN4GN8BHzhuOdpBQIIIIAAApETSI/w5bfrstGJ7EJdAr7I/edBgxFAAAEEEAiHQPq9avntumyaHNmFugR84bjnaQUCCCCAAALREnD1hrT1653GRmfMmPxbHtmFugR8+d8kpEQAAQQQQAAB3wgsWaKq5L9E19SbKV3f9B8VQQABBBBAAAEE+hNIz+cO5AE+ZcmUbn+ufI8AAggggAACCPhGwKzYGPAIX1T3XmZK1zd3LhVBAAEEEEAAgbwFChvhY0o3b2ASIoAAAggggAAC1RYoYNdlVTkd8EXvdbqM8FX7hqV8BBBAAAEEEBi4QGEjfA5TugOn5goEEEAAAQQQQKBKAqlVuvGBbMKnijKlW6XeolgEEEAAAQQQQGCgAuvW6X24yeG6ESMGdClTugPiIjECCCCAAAIIIFA1gcTixcmyB/IWXVNXpnSr1mcUjAACCCCAAAIIDEjALWg+V0UwpTsgZxIjgAACCCCAAAJVEyhsxYaqy5Ru1fqMghFAAAEEEEAAgYEJFDzCl1qlm2BbloFxkxoBBBBAAAEEEKi4QMEjfObValrwUfEqV7lA9uGrcgdQPAIIIIAAAggMVKCwXZdVCs/wDZSa9AgggAACCCCAQHUEzAhfIat0hw5VjZnSrU63USoCCCCAAAIIIJCngLt6daytLTZypNljJc+rTDKnttYZNCjW3e1u2TKgC4OemCndoPcg9UcAAQQQQCBaAuk9WSZPLqzZ0ZzVJeAr7G7hKgQQQAABBBCojoAJ+JyCA75ILtQl4KvOzUqpCCCAAAIIIFCYQMG7LpviorlQl4CvsJuNqxBAAAEEEECgOgIF78liqsuUbnW6jVIRQAABBBBAAIH8BcyeLAVP6ZoRvqgt1GWEL/8bjJQIIIAAAgggUH2BYkf4Us/wRW3vZQK+6t+41AABBBBAAAEE8hVwXXfpUiUueISPKd18qUmHAAIIIIAAAghURcBduTLW3u6MGeM0NhZWgXTAF7G3qzHCV9jdwlUIIIAAAgggUAWB9J4s229fcNlmu+aoTenWFuxVmQsdx7EFaRDXHtvzVTlpq8EBAggggAACCFRSoMhdl1XVaE7p+j3gy4jnzEdFe/a8PbYH6kt7bA9KeLKStzVlIYAAAggggIBXILF4cfJjobsu61KmdL2eHCOAAAIIIIAAAr4TKH6Ejyld33Wqt0Iaq/N+rPrxnDlz5s6dW/VqUAEEEEAAAQQiJTD5ueeGxGIL29s3L1hQWMOHv/LKhFhs2csvPxrS3+OzZs3qLeP3KV3V2IZ6dhq3dzMqf2b27NkF1KelpaWAqjY3NxdwFWV50TD0anBveDW4N7wa3BteDe4Nr4Z/7o0t69cnYrGdjz7amTbNW8P8+6s1Fmv57nebhg3bd9asSrbLW9vKHwcg4LNxlfeBvMpLUSICCCCAAAIIVFkgkXCXLUsOBU2aVHBNojmly7YsBd8wXIgAAggggAACFRVwly93Ozud8eNjDQ0FFxzNVboEfAXfMFyIAAIIIIAAAhUVSG/CV8TwnqobzVW6fp/StQ/wqYfs3K4O7PnKn6zorU1hCCCAAAIIILBVwOzJ4hSx67JyiqfepZuI2Js2/B7w2Xhua1+n/zfr+YqdzKgMHxFAAAEEEECgAgLF78miSjpDh+pvd+PGClTYP0UwpeufvqAmCCCAAAIIIJBLID2lW+QI3xDt6xJLbN6sqcNchYXrOwK+cPUnrUEAAQQQQCC8AiUZ4YvF43HFfK6baNUOLVH5IeCLSk/TTgQQQAABBIIukH6Gr4j3qhmBCM7qEvAF/ean/ggggAACCERCwO3qcvX+gnjcmTixyAZHcKEuAV+R9wyXI4AAAggggEBFBBTtdXc7TU2xuroiy4vgQl0CviLvGS5HAAEEEEAAgUoIlGRPFlPR9JRulHZmIeCrxD1KGQgggAACCCBQpEDi3nuVgzNoUJH56PIIvmyDgK/424YcEEAAAQQQQKDsAt1PPKEy3I6O4ktiSrd4Q3JAAAEEEEAAAQRKL+Ck3pBRs/fexWfNlG7xhuSAAAIIIIAAAgiUSyB+8MHFZ82UbvGG5IAAAggggAACCJRewF25Upk648cXnzXbshRvSA4IIIAAAggggEDpBdwVK5RpcluWon/M7LDLKt2iJckAAQQQQAABBBAonYDee7t6dcxxnHHjis+UKd3iDckBAQQQQAABBBAosYC7Zo3etOGMHFn8rsuqGVO6Je4eskMAAQQQQAABBEogsGqVMinJfG4yn9SCX6Z0S9AvZIEAAggggAACCJRKIJF6gC9WihUbqhJTuqXqF/JBAAEEEEAAAQRKJmBWbMRLsWJDdWJKt2QdQ0YIIIAAAggggECpBMyeLLFSrNhQlXjTRqn6hXwQQAABBBBAAIGSCZiAr1QjfOk3bWzcWLL6+T4j3qXr+y6igggggAACCCBgdl1mSrfQO4GAr1A5rkMAAQQQQACBSgmUeNFGapVugo2XK9V9lIMAAggggAACCOQhkBrhi5dola7T2BiLx93W1lgikUfZYUjCCF8YepE2IIAAAgggEG6B0o7wySo+ZIj+djdvDrebbR0Bn6XgAAEEEEAAAQT8KJDcIbmtTcNyZrFFSapoFurGNMgXjR8Cvmj0M61EAAEEEEAguAKp+dxS7bpsGNKxY2Qe4yPgC+7tT80RQAABBBCIhICZzy3Ve9UMmdl7mSndSNxANBIBBBBAAAEEAiBQ0hUbpr1mSpeALwC9TxURQAABBBBAIAoC6ddslGiJrhFjSjcKdw5tRAABBBBAAIHACJgp3VK9ZsM020zpsmgjMDcBFUUAAQQQQACBkAuUYdEGU7ohv2doHgIIIIAAAggESyC9aKMcU7rswxesW4HaIoAAAggggEBoBcyijRK9SNcopVfpsi1LaG8aGoYAAggggAACgRIox6INpnQDdQtQWQQQQAABBBAIt0Bnp7t2rVNb64weXcKGmlW6Dm/aKKEpWSGAAAIIIIAAAoUJpIf3xo6NOU5hOWS9iindrCycRAABBBBAAAEEqiBQjtdsqBlM6VahLykSAQQQQAABBBDILrBqlc47JV2iqwx5tVp2bc4igAACCCCAAAKVF3BXrFChpX2RbjLDoUOTf7MtS+V7lBIRQAABBBBAAIEMAfMMX8kDPkb4Mpz5iAACCCCAAAIIVE0gPcI3blxpa8AzfKX1JDcEEEAAAQQQQKBwgTKN8Jkp3RgbLxfeM1yJAAIIIIAAAgiUSCAd8LFoozjPeHGXczUCCCCAAAIIIFBGgXIt2hg0SJs5xzo63K6uMtbeN1kT8PmmK6gIAggggAACCGQIuG5s9WptueyU+hk+lROphboEfBl3Fh8RQAABBBBAwC8C7po1GoFzRo6M1dWVvE6RWqhLwFfy+4cMEUAAAQQQQKBEAmbX5aamEmXXI5tILdQl4OvR93xAAAEEEEAAAf8ImPeqxUq9YsM0MFILdQn4/HNXUxMEEEAAAQQQ6CFgVmzEyzTCl3rZhhuNl20Q8PW4sfiAAAIIIIAAAv4RMHuyxMqwYkNtNFO6sdZW/7S3fDUh4CufLTkjgAACCCCAQFECJuAr0wgfU7pF9Q0XI4AAAggggAACpRFYuVL5lPxFuqZurNItTR+RCwIIIIAAAgggUIxAWRdtsEq3mK7hWgQQQAABBBBAoEQCqRG+eFlX6bJoo0R9RTYIIIAAAggggEAhAuUd4Uut0o0R8BXSM1yDAAIIIIAAAgiUQsDdtCnW1uY0NqZXV5QiT28eTOl6NThGAAEEEEAAAQSqIZCazy3TrstqT3rRhsLKCPzU+ryNel2yraGrNyinfrwndaL3eXtG39rEJTxpqsHfCCCAAAIIIFA+ATOfW6Yluqp2euAwGlO6fg/41B82UFPoZo/tgb3PvN/aY3uQ7Netl9uDwk7aEjlAAAEEEEAAgTIKlHPFhqrNxstl7LuBZt07sBtoDqRHAAEEEEAAgSAKpF+zUZ4lugKJ1D58ARjhy3qPapTOnK9WRDhnzpy5c+dmrRsnEUAAAQQQQKB4gXHPPDMmFmvp6lqzYEHxufXOoX7x4h1jsS2rVz9fnvx7l1iZM7NmzepdUGACPu88rDfI857v3bzynZk9e7a3GnkW1NLSkmdKb7Lm5mbvxzyPKcsLhaFXg3vDq8G94dXg3vBqcG94Napyb3Rce21XLDZxv/12mD7dW5msxwX0V9eSJYs+/vGG7u7peeTvLbSAsryXV+U4GO/SrVZUV5UuoVAEEEAAAQQQkEB60QZTuqW4GwIQ8BHtlaKjyQMBBBBAAIGgCZhFG01NZaq3WaXrRGOVrt8DPqK9Mt3lZIsAAggggIDPBcq9aMOpq4vV1bldXbGODp9TFF89vwd8aqFiPvtjGmw/6sA+SKcDe76sJ4tHJwcEEEAAAQQQ6Eegs9Ndu9aprXVGj+4nZRFfm0E+NwKDfH4P+BS6eX9Mn/Y+k3He2/U2cQlPerPiGAEEEEAAAQRKLpAe3hs7VgM/Jc98W4ZDhiSPI/CyDb8HfNu6hCMEEEAAAQQQiIxAuV+zYSCdVMDHCF9kbisaigACCCCAAAK+Eli1StVxgYmRGQAAIABJREFUyrZE17SVKV1f9TmVQQABBBBAAIFoCbgrVqjB5XuRrtF0GxuTpfAMX7RuLlqLAAIIIIAAAv4QMM/wlTvgY0rXH71NLRBAAAEEEEAgkgLpEb5x48raeqZ0y8pL5ggggAACCCCAQC6ByozwxcyiDVbp5uoKvkMAAQQQQAABBMojkA74yr1oIxXwOa2t5WmEj3JlWxYfdQZVQQABBBBAAAEjUJlFG+kRPhZtcNshgAACCCCAAAKVFnDd2OrVyXdtlfkZPqZ0K92zlIcAAggggAACCBgBd80aveLWGTlS77otq4lZpRtjhK+symSOAAIIIIAAAghkETC7Ljc1ZfmqpKdYpVtSTjJDAAEEEEAAAQTyFjDvVYuVecVGsjqpjZcZ4cu7Z0iIAAIIIIAAAgiUSMCs2IiXf4TPPMNHwFeifiMbBBBAAAEEEEAgbwGzJ0us3Cs29FK1oUNVKZdn+PLuGhIigAACCCCAAAKlETABXwVG+NKvVmPj5dL0G7kggAACCCCAAAL5C6xcqbTlfpFusjqpjZeZ0s2/Z0iJAAIIIIAAAgiURqByizZMwMebNkrTb+SCAAIIIIAAAgjkL5Aa4YuXf5Wuk1qlyzN8+fcMKRFAAAEEEEAAgdIIVG6Er6YmNmhQLJGItbWVpup+zYV36fq1Z6gXAggggAACkRRwtYSirU1jb2YJbbkNIrJQl4Cv3DcS+SOAAAIIIIDAQARS87mV2HU5Van0Qt2w78xCwDeQW5C0CCCAAAIIIFBmATOfW4kluqmGuKnH+BwCvjJ3K9kjgAACCCCAAAIegUqt2DBFMqXroecQAQQQQAABBBCoiED6NRvlX6JrWsOUbkV6lUIQQAABBBBAAAGPgJnSrcBrNtJlprbiS64UCfUPz/CFuntpHAIIIIAAAoETqMaijdC/bIOAL3D/HVBhBBBAAAEEwiyQXrRRqSnd9NvVwv6yDQK+MP83Q9sQQAABBBAInoBZtNHUVKGaM6VbIWiKQQABBBBAAAEEtgpUZdEGU7pb+flfBBBAAAEEEECgzAJuR4e7dq1TW+uMHl3motLZsy1LZZwpBQEEEEAAAQQQSAt0L1+ePBo7NuY4lUFJb8vCKt3KcFMKAggggAACCCDQ1dIihIq9ZkNlpd+0waINbj4EEEAAAQQQQKAyAmaEz6nYEl0Fl0OHqmkur1arTAdTCgIIIIAAAggg0F3xET6mdLnrEEAAAQQQQACBigpUfko3vQ8fI3wV7WcKQwABBBBAAIEIC6RH+MaNq5gBU7oVo6YgBBBAAAEEEEAgKVCFEb7GxmTBjPAlFfhBAAEEEEAAAQTKL1D5RRtM6Za/VykBAQQQQAABBBDwCFRh0YZG+BzHbWuLua6nImE75F26YetR2oMAAggggEBQBVy3e8UKhV9OBZ/hSxanmM91w70zCwFfUP+joN4IIIAAAgiETKB71Sq3q8sZOTJWV1fRpg0Zkiwu1I/xEfBV9I6iMAQQQAABBBDoSyD9AF9TU18JynXeBHyhftkGAV+5bh7yRQABBBBAAIEBCZglurEKvmbDVC8Key8T8A3oViQxAggggAACCJRLwKzYiFdphI9n+MrVr+SLAAIIIIAAAghYgfQIXyVXbKTKNnsv8wyf7QgOEEAAAQQQQACBcgmYZ/gqP8KXntJl0Ua5OpZ8EUAAAQQQQACBrQKV34TPlOxG4GUbPMO39S7jfxFAAAEEEECgqgJVW7QxdGiy3YzwVbX3KRwBBBBAAAEEIiGQXrRRrVW6BHyRuMtoJAIIIIAAAghUVaBqI3ypffjcTZuq2vryFs6Ubnl9yR0BBBBAAAEE8hFIbNzotrbGhwxJr5nN55pSpUkFfA4bL5fKk3wQQAABBBBAAIGsAmY+t6a5Oeu35T1pRviY0i2vMrkjgAACCCCAQOQFzHxuVQI+3rQR+bsPAAQQQAABBBCoiIAZ4avdbruKlNazEPMuXUb4eqrwCQEEEEAAAQQQKLGA2XW5OiN8qW1Zwv1qtdoSd1eps3Mcx2bpuq49tuerctJWgwMEEEAAAQQQKImAmdKtbW7uLEl2A8nETOmGex8+vwd86i8b0inIM8f2QN/aY3tQ7pMDuYVIiwACCCCAAAJ5CVRx0QZv2sirh8qayEZ7ZS2FzBFAAAEEEECgugLpRRvVeIbPbATDlG51bwCflj5nzpy5c+f6tHJUCwEEEEAAgaAJTH355YZY7KFXX93S1VXhusc7OnaOxbQR4IIFCypcdDmKmzVrVu9s05Okvb/w25msM7aqpD1vD8p90sh4i8vfqqWlJf/ENmVzQZsSUZYF1AGGXg3uDa8G94ZXg3vDq8G94dWowL3xxtix3WvWTFm5cmVBAV+R/dU6eXKsu7txyZJYTY234VmPCysra1YVOxmMN20UFl1VDJGCEEAAAQQQQKAYAbejQ9GeU1tbM3ZsMfkUfG16K77w7swSgICPaK/g25cLEUAAAQQQCIRAek+WpibN3FWnwo2NyXIJ+Kqj75mxrVYFKBcBBBBAAAEEyi1QxddspJsW9r2XA7Ati0b47H1mFu3qb3vSLuOt2ElbGQ4QQAABBBBAoCQCZoRPm/CVJLcCMtFCXW32q4W622KOAnLx8SV+D/hsPJdhmPV8xU5mVIaPCCCAAAIIIFCMQBU34TPVDv3rdAPwDF8xNxDXIoAAAggggID/Bfwypdva6n+rwmpIwFeYG1chgAACCCCAQMkEzAhfbTV2XU63IezP8BHwlexmJSMEEEAAAQQQKEyg6iN8TOkW1nFchQACCCCAAAII5CtQ/UUbqRG+EL9djRG+fO9F0iGAAAIIIIBAmQSqvmgjNnRosmnsw1emDiZbBBBAAAEEEIi6gOt2r1ihLZdrtPFytX7YeLla8pSLAAIIIIAAAlEQ6F61yu3qqhk92qmvr1Z7ebVateQpFwEEEEAAAQQiIZB+r1r1dl1OKjOlG4l7jUYigAACCCCAQJUEqr5EV+1mhK9KnU+xCCCAAAIIIBANgfQmfFUd4WNblmjca7QSAQQQQAABBKokkB7hq+Kuy3qLbmpbFoc3bVTpHqBYBBBAAAEEEAi5QNU34ZMvU7ohv8loHgIIIIAAAghUV6D6m/DZgG/TpupSlK90Nl4uny05I4AAAggggED/An5YtBHjTRv9dxQpEEAAAQQQQACBQgXSizaq+gyfw7YshXYf1yGAAAIIIIAAAv0L+GKEr67OqauLdXYm/4TxhyndMPYqbUIAAQQQQCAgAomNG93W1viQIfFhw6pbZTfUb1cj4Kvu3UXpCCCAAAIIRFrADys2TAeYWV138+ZQ9gcBXyi7lUYhgAACCCAQDAFfzOemqMK99zIBXzD+e6CWCCCAAAIIhFLADys20rChXqhLwBfK/3xoFAIIIIAAAsEQMLsu11T1vWppqVC/bIOALxj/PVBLBBBAAAEEQilgpnRrfRDwMaUbyhuMRiGAAAIIIIBA9QX8s2gj3HsvM8JX/XudGiCAAAIIIBBZgfSijaruumzww733MgFfZP8To+EIIIAAAghUXyC9aIMp3TJ3BQFfmYHJHgEEEEAAAQT6FvDRog2z8XJra9+VDfA3BHwB7jyqjgACCCCAQKAF3I6O7jVrnNramrFjq9+QUL9Ol4Cv+jcYNUAAAQQQQCCaAunhvaammONUXYBVulXvAiqAAAIIIIAAAiEU8M9rNoSbDvh4tVoIbzSahAACCCCAAALVEzAjfH7YhC9pwJRu9e4ESkYAAQQQQACB0Ar4aBM+GZtFG4zwhfZ2o2EIIIAAAgggUA0BpnQrps6ijYpRUxACCCCAAAII9BBIb8Lng12XVS2z8bLLCF+PLuIDAggggAACCCBQnICvRvjMq9ViBHzF9SlXI4AAAggggAACPQR8tWjDrNIl4OvRQ3xAAAEEEEAAAQSKFPDVog03tWiDKd0i+5TLEUAAAQQQQAABj4Drdq9YoS2Xa7Txsg9+9MKPWENDrLs71t7ug+qUuAos2igxKNkhgAACCCCAQD4C3atWuV1dNaNHO/X1+aSvQJoQv2yDgK8C9w9FIIAAAggggECmQPq9as3NmV9U73OIF+oS8FXvtqJkBBBAAAEEIizgryW6piOGDEn+bxgX6hLwRfg/NZqOAAIIIIBA9QTSm/D5aYQvxC/bIOCr3p1OyQgggAACCERYID3C549dl9P9kBrhC+VCXQK+CP+nRtMRQAABBBConoCvNuEzDOYZPqZ0q3dTUDICCCCAAAIIhEvAV5vwGVpW6YbrFqM1CCCAAAIIIFBtAR8u2kgHfCzaqPa9QfkIIIAAAgggEBKB9KINPz3D56ae4XNaW0NC7GkGz/B5MDhEAAEEEEAAgUoJ+HeEb9OmShlUrhwCvspZUxICCCCAAAIIGIHExo1ua2t8yJD4sGH+MWFK1z99QU0QQAABBBBAIPACPlyxkTQdOjT5N8/wJRX4QQABBBBAAAEEihPw4XyuGmRG+Aj4iutbrkYAAQQQQAABBFICPlyxkaxXY6P+YuPlVBfxFwIIIIAAAgggUJyA2XW5xlfvVVOLmNItrlu5GgEEEEAAAQQQ2CZgpnRrfRbwsfHyth7iCAEEEEAAAQQQKFLAn4s2WKVbZLdyOQIIIIAAAgggsE0gvWjDT7suJyuX2ng5FsaNl2u32fv4yHEc13VtBfXRHuvAfmXP2zP6thwnvaVzjAACCCCAAAIDFUgv2vDZlG464AvjxssBCPhsxOa9mbwhnTmvZPakPbYHSmOP7UFhJ73V4BgBBBBAAAEEChDw56INx6zS1Qifhpl6ji4V0EZfXeL3N214gzNfwVEZBBBAAAEEEChMwO3o6F6zxqmtrRk7trAcynVVPJ6M+TSA1NZWriKqlK/fR/jsoF2GjwJBc6avBBnpS/5xzpw5c+fOLXm2ZIgAAggggEDoBepWrZoWi3WOGDH33//2W2PfVl9f29r67EMPdY0a5be65VmfWbNm9U7p94Cvd411xhvkVWsIcPbs2d5qZK1n75MtLS29T/Z7prmgRxwoywuLoVeDe8Orwb3h1eDe8Gpwb3g1SntvbHnkkWVaIDF1atbQpLRleVvR+7h3WVtGjkysW7fXtGnOlCm905szhd0bfeVWmfN+n9KtjAKlIIAAAggggEDFBMwDfH7bhC/d/NRC3fC9bIOAr2K3NwUhgAACCCCAQFJgy4MPJv+npib5t99+zM4smzf7rV5F1oeAr0hALkcAAQQQQACBgQlsuf9+XdC9atXALqtI6rC+bCOQz/DZFRvqevsgnQ7s+bKerMj9RiEIIIAAAgiEVsCEekPe8x4fttBJvU43fFO6wQj4bABn7oyMj/Z2yXq+HCdtiRwggAACCCCAwIAEulev7nz1VWfw4BEXXjigCyuT2E1txeeE7mUbTOlW5v6hFAQQQAABBBBICrTddZem5wbNmOEMGuRDkbBO6RLw+fBmo0oIIIAAAgiEVqBt3jy1rfG44/zZwnTAx6INf3YPtUIAAQQQQACBQAi0pgK+wX4N+GKpZ/hiBHyBuJmoJAIIIIAAAgj4UKDz5Ze7Fi+uGTeuYZ99fFg9VYkpXX/2C7VCAAEEEEAAgcAItN55p+o6+JhjYltfkeq3qpuAL8aiDb91DPVBAAEEEEAAgaAI+PwBPjG6bLwclJuJeiKAAAIIIICAHwW6u9vuuUcV8+8DfEzp+vG+oU4IIIAAAgggEByBLY8+mli/vm6XXWonT/ZtrVml69uuoWIIIIAAAgggEACBttQDfI3HHuvnuob1TRvsw+fnu466IYAAAgggEB4Bv2/IkpJOv2mDbVnCc9/REgQQQAABBBColEBi06b2hx92amsHH3VUpcospBymdAtR4xoEEEAAAQQQQEACW+691+3sbDjooPjw4X4GYUrXz71D3RBAAAEEEEDA1wLp+Vx/P8CXFBw8OBaPx9raYomEr0EHWDme4RsgGMkRQAABBBBAYOAC6RUbvn2jmqdFTmOjPrnheoyPgM/TwxwigAACCCCAQBkEupYt63j++fiwYQ0HH1yG7Eudpdl7OVwv2yDgK/VdQn4IIIAAAggg0FPADO8NPvJILdro+Y0vP5mAb9MmX1auwEoR8BUIx2UIIIAAAgggkKdAYB7gS7UnlAt1CfjyvFdJhgACCCCAAAIFCrTddZeu9PMb1bwNC+VCXQI+bxdzjAACCCCAAAIlFuh49tnu5ctrJ06s3223EmddpuyY0i0TLNkigAACCCCAQFgFAvGCjR74qVW6MRZt9EDhAwIIIIAAAggg0LdA27x5+rIxCBuymEYwpdt3Z/INAggggAACCCDQS8Dt6Gj7z39ijjP4mGN6fenXE2ZKl334/No/1AsBBBBAAAEE/CWw5cEH3dbW+r32qmlq8lfN+q5NepUu27L0TcQ3CCCAAAIIIIDANoHAzeeq6kzpbus/jhBAAAEEEEAAgX4FgrdiQy9VSy3acFi00W/vkgABBBBAAAEEEEisXdv+xBNOQ8Pgww8PkAZTugHqLKqKAAIIIIAAAlUWaLv77lgiMejQQx2z0UmVq5Nv8Uzp5itFOgQQQAABBBBAIIjzueo1Xq3GrYsAAggggAACCOQrEMQVG8m2pbZlcdiWJd9+Jh0CCCCAAAIIRFUgsWhR52uvxUePbpg+PWAGqQlol4AvYN1GdRFAAAEEEECg4gIJ7besF2wcfXQsHq944UUVyDN8RfFxMQIIIIAAAghERyBx331q7ODgvFFtW9eYN22w8fI2EY4QQAABBBBAAIHeAolE1/3363QQAz4WbfTuT84ggAACCCCAAAKZAolnnomtW1c3bVrd1KmZ3/n/c0ODU1sb6+hwu7r8X9k8axiwafU8W0UyBBBAAAEEEKiiQHfqAb7Bxx5bxToUU3T6ZRshWrdBwFfM/cC1CCCAAAIIIJBFwDzA1xjEB/hSrQnfrC4BX5bblFMIIIAAAgggULhAW1v3o49qce5gLdEN5k/4FuoS8AXzTqTWCCCAAAII+FWg++GHY52d8X32iY8a5dc69lev0C3UJeDrr8v5HgEEEEAAAQQGImB24Ks54oiBXOSvtEzp+qs/qA0CCCCAAAII+E2gK7ViI3744X6r2ADqY0b4WlsHcIm/kzLC5+/+oXYIIIAAAggESsBdtcp94QWnsbHmwAMDVfGelWVKt6cHnxBAAAEEEEAAgW0CZn1u/OCDY3V1284G7Ygp3aD1GPVFAAEEEEAAgQoKmB344kF+gE9a7saN+rv7+ecrKFfeopjSLa8vuSOAAAIIIBApARPw1QT6AT4FfCtWqNfcl18OTd8R8IWmK2kIAggggAACVRZIvPKKu3y5M358fLfdqlyV4oqv2X9/ZeA0NBSXjY+uJuDzUWdQFQQQQAABBAItkN6QJeDDe+qC+MyZyY7YsiXQ3eGtPAGfV4NjBBBAAAEEEChcIBwP8Kn9zuTJ+juxZEnhFj67koDPZx1CdRBAAAEEEAimgNvZmXjwQdU90FsuG3tnwgS9Gk7T025XVzB7I7PWBHyZInxGAAEEEEAAgQIE3CefdDdvju+8s9PUVMDlvrrEqatLtqK7O9bS4quKFVwZAr6C6bgQAQQQQAABBLYJhGY+1zQpZLO6BHzb7lSOEEAAAQQQQKBgge7583VtCOZzjUA89RifG5bH+Aj4Cr6xuRABBBBAAAEE0gLuhg2Jp57STGj8kEPCgWJG+NylS8PRHAK+cPQjrUAAAQQQQKCaAsnlGt3dzvTp5qVk1axKicp2Jk1STgR8JeIkGwQQQAABBBAIvoB5hW5o5nPVIUzpBv+upAUIIIAAAgggUFKBrtQDfEF/ha6XhEUbXg2OEUAAAQQQQCDqAu6yZe5rrznDh9fsu29oLJyJE2OOk9yWRZuzBP8nGM/wORLv+aMz5sd7euu5HonLcdJbKMcIIIAAAghEXCC9Icthh8VqasJDoa34xo/XxsvafjkEjQpAwKeILQNaZ9ytP/bbip3MqAwfEUAAAQQQiLhAOuAL/it0M/oxTLO6fg/4TBiX0QF8RAABBBBAAAG/CLiuWbFRO3OmX6pUonqkd2YJxVZ8tSUyKVc2GsgrV9bF5Ttnzpy5c+cWlwdXI4AAAgggEHiBhoULp771Vuf48S+uXRvTnxD9jKurGxOLvfnoo6unTQtQs2bNmtW7tn4P+HrX2CdnZs+eXUAw2lLQK/mam5sLaDVledEw9Gpwb3g1uDe8GtwbXg3uDa9Gjnuj6+GHO2KxwcceO336dO8lOg66YdcLL3T89a9N3d3b92xaYe3KwKnwR79P6VaYg+IQQAABBBBAYEACZkOWMO3AZ5tv9l6OheJlGwR8tls5QAABBBBAAIEBCrS3Jx59VNuXxGfMGOCVAUgepr2XCfgCcMNRRQQQQAABBPwp0HXddbH29vi0ac7o0f6sYTG1So7waWOQN9+MJRLF5OOHawMZ8OnhOa3eNT/2QbqKnfRDt1EHBBBAAAEE/CDQ9be/JasxbJgfKlP6OtTXJ7fi6+wMwVZ8wQj4bFRn+1JnzI89o4Ot53os7C3HSW+hHCOAAAIIIBBdgdWr1fba9743rAJxDfIpwAj+Y3zBCPjCehvRLgQQQAABBIIrkFi0KKE96vRGtbPPDm4r+ql5KuBLNjPgPwR8Ae9Aqo8AAggggECVBBJ33aWSa446yqkN7S5vodl7mYCvSv+VUCwCCCCAAAIBF+ieN08tqDn22IC3I1f1Q7NQl4AvVzfzHQIIIIAAAghkFXA3b+5+6KFYPF5z9NFZE4TjZGhep0vAF44bklYggAACCCBQUYHk+3M7OuLTpzujRlW04MoWxqKNynpTGgIIIIAAAgj4SSA9n3vccX6qVOnrYl624S5bFvSt+BjhK/3NQY4IIIAAAgiEXMB1u+++W22sDfUDfMlOHDTIGTcupq34Vq4MdJ8S8AW6+6g8AggggAACVRBIPPusu2KFM2GCs9tuVSi+skWGY90GAV9l7xpKQwABBBBAIPgC3XfeqUaEe32u7aX0rG7A914m4LMdygECCCCAAAII5CUQqYAvFoq9lwn48rqzSYQAAggggAACRsBdtSrx9NN6uK1mxowomDClG4Vepo0IIIAAAggg0EMgoeUarpuM9gYN6vFFSD+EYys+RvhCenvSLAQQQAABBMoj0GUe4DvmmPJk77tcw/F2NQI+391YVAgBBBBAAAH/CnR2JubPV/Vqwr4Dn+2C9N7L2orPde3JwB0Q8AWuy6gwAggggAACVRNIPPKIu2mTdmPRnixVq0SFCx482BkzRq8VCfRWfAR8Fb5rKA4BBBBAAIEAC3TNm6fah3+/5Z5dlJ7VDfLOLAR8PbuUTwgggAACCCDQt0B6Q5bIzOcaiRAs1CXg6/um5hsEEEAAAQQQ8Ai4r73mvv66M2pUfPp0z+nwH4Zg72UCvvDfprQQAQQQQACBkgiY+dyao4+OxSMWPwR/7+WIdVhJ7ncyQQABBBBAIJICibvuUrsj8kY1bw8zpevV4BgBBBBAAAEEQivgbtyoJbpObW3NUUeFtpF9NCwEey8zwtdH33IaAQQQQAABBDwC3fPnu52d8QMOiA0f7jkdiUOe4YtEN9NIBBBAAAEEEEikXrARP/bYCFI4Q4ZoqUqsvV3vEQ5o8xnhC2jHUW0EEEAAAQQqKJBIdOsVupF8gM8oB31Wl4Cvgv+1UBQCCCCAAALBFOh+6il39er49tvHd945mC0ottYm4IsFdu9lAr5i7wCuRwABBBBAIPQCZn1uNOdzTecGfaEuAV/o/yOlgQgggAACCBQr0J16o1oEN2SxcGbdRoIRPivCAQIIIIAAAgiESaDrzTcT//2v09hYc+ihYWrXgNqSfp3ukiUDuso/iRnh809fUBMEEEAAAQT8KNA6d66qFT/88Fh9vR/rV5E6pXdmIeCriDaFIIAAAggggEClBVrnzFGRNccdV+mC/VReepUuU7p+6hTqggACCCCAAAKlEXDb29v0RjXHqTnmmNLkGMxcnKFDYyNHxtratFo5iC1gSjeIvUadEUAAAQQQqJBA2z33JDZvju+5p9PUVKEi/VpMfNIkVc0N5iAfAZ9fbyvqhQACCCCAgA8EzAN8UV6fazsh0HsvE/DZfuQAAQQQQAABBDIFNpsH+CL5RrUMi0BvxUfAl9GbfEQAAQQQQACBtEDH8893vfFGzfjx8X33BSXQL9sg4OMGRgABBBBAAIHsAmZ9buOJJ2rRRvYUUTob6IW6BHxRulVpKwIIIIAAAgMRMA/wNc6aNZCLQps2vWgjmFvxEfCF9r6kYQgggAACCBQjkFi7tu2BB5y6usbjjy8mn/Bca1bpEvCFp0dpCQIIIIAAApEXaL399lh396AjjogPHx55jCSAI4fhw93W1u4AbsXHCB/3MAIIIIAAAghkETDrc5nP9dKYhbpayOI9GYhjAr5AdBOVRAABBBBAoLIC3d1tt92mIofMnl3Zgn1dmnmjbteiRb6uZbbKEfBlU+EcAggggAAC0RbY8vDD3WvW1O20k/5EW6JH681C3U5G+Hqo8AEBBBBAAAEEgilg5nMZ3svoPaZ0M0D4iAACCCCAAAIBFmBDlqydxwhfVhZOIoAAAggggEDwBLoWL+549lktztUS3eDVvpw1NgEfz/CV05i8EUAAAQQQQKAiAmZ4b/Bxx2kTvooUGJhCzN7LrNINTIdRUQQQQAABBBDoS4AH+PqSiY0Y4Qwblti4MfHWW32m8eUXrNL1ZbdQKQQQQAABBKok4La1td1zj16em3yFLj+9BVLv2wjcQl0Cvt49yRkEEEAAAQSiK9B2112K+RoOPLBm/PjoKvTd8oAu1CXg67tL+QYBBBBAAIHoCWyeO1eNZkOWvnre7L3cGbS9lwn4+upQziOAAAIIIBBFATZkyd3r6YW6Qdt7mYAvd7fyLQIIIIAAAhES6Hjmma4lS2onTGjYb78INXsgTWVITMdAAAAgAElEQVRKdyBapEUAAQQQQAAB/wmY9bnJ5RqO47/a+aJGAd17mRE+X9w9VAIBBBBAAAE/CKTnc2fP9kNl/FmH9Agfz/D5s3uoFQIIIIAAAgjkFuhevXrLww87DQ2Djz02d8pIfztyZHzo0MT69Yl16wLk4PcRPqfnj5W1p+0ZHZTjpDd/jhFAAAEEEAixQOutt8YSicFHHhkfMiTEzSy+abVTpiiTYG3F5/eAT6Cu58d0kgI7e07H5TtpcuZvBBBAAAEEoiDA+tw8e9kEfMF6wVoAAr489UmGAAIIIIAAAgULuF1drbffrssbeYCvP8S61AhfsAK+2v4aVf3v7RieRvWqX5utNZgzZ87c1NaUW0/wvwgggAACCARYYNhDD01ct65jwoQ7nn8+pj/89C0wurVVLyF5+d57V+60U9+pqvbNrFmzepednBvtfdafZ8xMrupmD7zH5TiZw8FbXI5kGV+1tLRknMnnY3Nzcz7JMtJQlhcEQ68G94ZXg3vDq8G94dWI1L3hdnQs3nHHrmXL6nbddfsXXvA6mGPuDa/JsAceWHH66UNOOWW7v//de97Px0zp+rl3qBsCCCCAAAKVEFj98Y8r2osPGzbuqqsqUV7Ay2BKN+AdSPURQAABBBCInsD6H/94w9VXO42NE+bP5wUb+fQ/q3TzUSINAggggAACCPhFoO2uu9ZccolqM/6aa4j28uyVmrFjtXON9uFLbNiQ5yVVT+b3KV09Kmd/7OOGOqjMyap3DxVAAAEEEECgfAKdCxcuP+MMrc8ddfnlQ884o3wFhS/n2h12UKMCtFDX7wGfYjv7471dKnbSWyjHCCCAAAIIhEYgsXHj8pNPTrz11pCTThr9jW+Epl2VaUjgZnX9HvBVptsoBQEEAiHQ/vTTi3bYQX8HorZUEgFfC7juyve/v+O55+r32GP8n/6k/S98XVv/VS5w6zYI+Px3E1EjBBDIJrDlgQeWHXJI1+LFLSeemO17ziGAwAAE3vrylzf/85/x0aO309/Dhg3gSpKmBAL3sg0CPu5cBBAIgMD6q65686ij3La2WG1t95tvbvzDHwJQaaqIgF8FNt1ww9pvfcuprd3uxhvrdtzRr9X0db3MM3ydixb5upaeyhHweTA4RAAB/wkkNm9ecdZZqz/9abezc+Sll47/zW9UR33sevNN/1WWGiEQAIH2BQtWfuhDquiYH/xg8NFHB6DGvqwiU7q+7BYqhQACwRTofOmlZQcdtOkvf9GU03Y33TTmiiuGnXuuXvSZWLt21Uc/Gsw2UWsEqingrlq1/JRTNFg+/MMfHnHxxdWsSsDLZtFGwDuQ6iOAgG8ENt9009IDD+x4/nk9VD7psceGnHqqqdq4X/0qPmpU65w5TOz6pq+oSEAEOjvbP/zhriVLBh122Nif/SwglfZpNWvGj3cGD9YaZy129mkVe1aLKd2eHnxCAAEfCGhXsDWXXrr8tNP0/6RDzzxz4iOP1O2yi61X7YQJY3/0I31kYteacIBAPgIdX/hC4rHHaidP3u7mm536+nwuIU0OgfSsbkAe4yPgy9GVfIUAAlUQ0JRTy7HHrvv+9526urFXXdV0/fXa0T6jHsM+8AEmdjNM+IhAboGuq6/uuv762ODB291yi0ancifm23wEgrX3MgFfPn1KGgQQqJCAhh+2HH982/z5GsabcO+9Iz75yb4KZmK3LxnOI9BbIHH//Z1f+5rO1//wh7w/rbdPYWeC9RgfAV9hvcxVCCBQeoGu3/62/bTT3BUrBh955KQFCwYdemiOMpjYzYHDVwh4BRJvvLHlIx/RkxJ1n/pU7Ukneb/iuBiBYC3UJeArpq+5FgEESiPgtra2X3hhx1e+or1X6j7+8Ql33lnT1NRv1kzs9ktEAgTcTZs6tAnLunU1xx9f9/nPA1JCAUb4SohJVgggEH4Bd+HC9hNP7L7lFmfo0Ibf/rbuy1+O1dTk2WwmdvOEIllEBVy34xOfSLz0UnyXXep/+lPen1ba2yD9DB+LNkrLSm4IIBBKge65c7eccELi5Zf1C2nQrbfWDPC1ad6JXc0Fh5KIRiFQsEDnd7/bfccdsZEj66+9Vv+gKjgfLswqwJRuVhZOIoAAAj0E9ERR5ze+0X7BBZpyqjn55Ia5c51p03qkyO+DndjtYLoqPzFSRUSg+5//7Pzxj/X+tIZf/zq+ww4RaXUlm6knT5xBg7pXr9YLgSpZbmFl8QxfYW5chQACRQlojmnLfvt1/uIX2nul/hvfaNBBY2PBOZqJ3e5587puvLHgTLgQgTAJJJ59tv3Tn1aL6v73f2tmzAhT03zUFscJ0M4sBHw+unOoCgIREXBXr24/6SR3zRr947jhpptqzz+/yIbbid3ksg8mdovU5PLgCySee27LKafEtmypPfvs2vPOC36D/NuCAM3qEvD59zaiZgiEUiAZ7Z1+urtxozN8eMNtt8UPOKAkzdTEbs1xx8XWr2ditySeZBJQgeSTEr/8ZfsJJ8Ta2pwxY+q//e2ANiQo1TYjfJ1BWLdBwBeUm4p6IhAGARPtJdcM7rrroAceiO+8cwlbVX/FFbERI5jYLSEpWQVLQPuWt7/jHZ1f/7rCPmfChIYbbojV1QWrCYGrrdmZpeuNN/xfcwI+//cRNUQgJALeaK/hxhs1/FDahjlNTfVf/7ryZGK3tLDk5n8B96232j/zGU3jJl54IT5lSsOf/zz48cfju+/u/5oHvYZM6Qa9B6k/AgiUWKDc0Z6pbu3ppzOxW+KeIzufC7hu15//3DZjRndqPK/ukksG3XNPzVFH+bzWoalegPZeZoQvNHcdDUHAvwKVifZM+5nY9e99QM1KLaDFGVr/1HHppckXacycOfieexTwxRoaSl0O+fUpEKC9lwn4+uxFvkAAgZIIVDLaU4WZ2C1Jr5GJzwUSGzeu1hzuO9/Z/cQTyXv+l79suP56Z+pUn1c7fNWrbW52Ghq6V67U+yF93joCPp93ENVDINgCFY72DBYTu8G+aah9fwKbbrhhya67rv/Rj5Sw9oILBt13X+1JJ/V3Ed+XR0Bb8W2/vbL2/0JdAr7y3AHkigACsZj+1asdWMya3HKs0shhzMRuDhy+Cq5A5yuvvHn88SvOPLPrzTcHHXLI4Ntvr//a13hnWnU7NCgLdQn4qnufUDoCoRVQtPfm0UdXJdqTKRO7ob2xotowd8uWt7761SV77dU2b17NmDHjfvObiQ884LAO1wf3Q1AW6hLw+eBmoQoIhE7ARHsdzz2n/fYqPLZnLZnYtRQcBF2g9bbbluy551ptsNfRMey88ya/+OLwD3845jhBb1c46h+UvZcJ+MJxv9EKBHwkYKO9+j33rFa0ZziY2PXRbUFVChJou+OORW97W8sJJ3QuXFi/114T77tv/NVX14wdW1BmXFQWAUb4ysJKpggg4HMBb7Q34e67S7678oCav21i93Of04a0A7qWxAhUUSCxYcOGX/5y6YEHvvmOd3QtXOjU1Y258spJCxYMOuywKtaKorMK8AxfVhZOIoBAmAUyor2aceOq3lpN7Crsi3V2arsyNwivP6q6GBWorsCW++5b+cEPvtHcvOrCC9v1toyRI+t32aX51ltHfvazTm1tdetG6VkFgrL3MlO6WbuPkwggMGABH0Z7pg0N110XGzXK3bx5y7velXjyyQE3jAsQKL9A94oV6664YvEuuyw74oiNf/iD29Y2+Jhjmq67bsry5XpiT8flrwIlFCiQ3Iqvvl49qIU1BWZRkcsI+CrCTCEIhF3At9Ge4OO77Tb4scdqjjnGXbNmy2mndc+bF/beoH3BEeju7r7zzvbzzls0adKayy7rfPnl2okTR11++favvjrhzjuHnnWWNvUNTmOiWtN4vHbyZDW+a9EiPxMQ8Pm5d6gbAsEQ8HO0ZwSdxsb6a66pOfPMWFubfrnq3aPBkKWW4RVILFrU+d3vth14YPsHPtB9221q6JB3v7t5zpwdFi0a/c1v1u24Y3ibHsKWBWJWlwcCQnjn0SQEKinw/+2d7Y8V1R3H79PC7rIulAB2FwgVKiBI1dhgW5tImzaaoA3piz7YpDGtDyT2RV/4wndG/wD7qjVt0qamTelTYrRd+kBVbERaI622aIUKyoOsdkUE1oXdu3duv7MHfhxmzszOzJ2Ze2bne3NzOXPmd34Pn3Pu3h9n5pw5v2fPKC6VnjqFNblYpWHDfXvG8HH/0/xHH20ODzcffRTPHm2PjvY88IBRkpUkkCGBycnWzp3TO3a09uyptNswVF2zpvH1ry//znfquNmUr2ISwELdc5jhs/suYSZ8xRxc9JoELCBw7umnP/je9yZGRuBLbfFim7M9oYUkrzo0NPXgg0j7nBMn3H1b+CKBHAg0m9O/+c304487b75ZGR93Dfb1Ne64o3HnnbXNm3HEbC+HTsjOBGf4smNLzSRAAl0jgK1fx3fsQKo39corcKLa24u7jpb97GfWzu15SDW+8Y3qsmWT27e3fvnLqbEx58knawsWeGR4SAKpEGgfPtzavRtv54UX2hMTSmftuuuQ59W3batecUUqVqik6wTU3suW38PHGb6ujxM6QAKFIdA6efLMY4+d/v73W++8A6frQ0ML779/cPt2POipMDHMOFr/4hd7f/tb996pp58+sWXL0MhIfdmyYoVAb60l0D571nn+eZXntY8du+BntYpLt7iXtOe+++pf/rK1ztOxZAQKsfcyE75knctWJFAuAu033hh7+GG1WwQin3fdddgVbOBrX8NmBAUFUbvhht7f/W7yzjux1dnbn/nM0B//2PPxjxc0FrrdfQKOM/mPf0z86U94T+7d256eVi5VFy+u3XJLfcuW+i23YF65+37Sg2wI8JJuNlyplQRIIEcCmKto/uhHmAk7hxvMq9X+rVuR6vV9/vM5upCVqerHPjb/qaecb33rQs73+9/Pn7mbKit71DvnCLRGRyf+/Gckeed27Wq9956KD8uDajfd5CZ5W7bUPvEJPvF2znW7ISDc1oKnoeDSR3ty0tqddDjDZ+g5VpEACeDRFNNPPIFUr/3aay6N3t7Bu+5a9N3v9qxbN5fgVJcsGd69+92vfGVi5863P/e5j/7qV/233z6XAmQs6RLAz3nzwIGJp576cOdO7EaE59uK/p6rruq79db+W289vWEDb84TLGUpzGzF1zx8ePro0Z6rr7YzaiZ8dvYLvSKBrhFonzqFtYTTP/1p+3//gxN4Llnjrrsa3/zm0g0buuZTloaxYuOjTz45dt99Z3/yk9Ft25Y+9tjgPfdkaZC6C0NApXdTr7469dpr7uerr7oZXqslAWDw9G7Z0n/bbcjz5Gf+zOioCLBQHgJYt+EmfG+9JSPBttiZ8NnWI/SHBLpDAE+haI2MTP/8587Bg5WpKThR3bABN5g3tm2r9PR0x6e8rOIa3LIf/7ixYsWpRx4Zu/fe6ePHFz/8cF7GaccaAlNT7UOHnAMH8BVwPw8cOIwHJ2jpnetovY5J7sbwMB6ihXtYsWKpuLexWsN9jjgit/H12RoQEz5be4Z+kUDWBFot5z//ab30Unvfvta+fW1ty9D6F77QuPfe+mc/m7ULVulHkoecD0+sR9qHnG/pD3/IZ9Vb1UFpOnPmDHZhxObbzp49GPzQ3B4bawekd/M2bpy3YYP7uXFjz9q11t6hlSYf6opPwP6Fukz44vcqW5BAYQm0xsbO/+1vzV27nH37nJdflo3BEBA2jKitX99uNnvuv7/+pS8VNsSOHMfFXDwH/Z2vfhWXd3H/9ZW//jW36OsIaFcbOx98gMTdfR871nz9deftt5HhtU+cqODzww8NrtXr2Dmltm5dbe1afFbXrh2++WamdwZQrDIRkBk+00kr6pjwWdENdIIEsiLQak3+61/n9+7FVhFuqvfGG7ohLFOtf/KTtRtvrOFz/XpcrtLPlrOMRRvLn3129PbbsYzj6NVXL37ood5PfxpX8fjDb8t4cBxnfNw5fdrBLJ28T5+efPnlqf37a/392BIFGV7r+HGIBflcXbCgOjxcGRrCysr2+Hj95pvrW7fW1qypXL7NEDs9CCDr/QTs33uZCZ+/11hDAkUlIFMa53bvxiNu8UvW/O9/HW0yA/NV2HlketMmN8m78UZsElbUULP0G4iWv/DC8c2bsenG2PbtrincubVmjbqop67uVRYu9CQHWXpUDt0XL7O2nn8e08+1JUvaSMvGx7GPMZ5Fhs/2mTMoHMJ4nnkE7axQagMDjZUr6ytW4PP8okXI8PBUvQufg4OzNqcACcQiwEu6sXBRmARIIAKBi7+LuDj1/tmzmMxQF62CpjSwnzDmqPCej/emTchdRrmKcDbMgHbl44+ffPDBxlVXYVrUfR88iPeHTzxxoSku/61a5V7+kyuAvvmh2YyU8bz8n2TWy6xOEJ5qtTY4eNl74UIcOvguvPtu7+bN2CQSGR5ux6whKb/44pi/SIL/ZkUAQw53/U7jhoGpKTuX8nCGL6u+p14S6JwAVs5O79jR+stfqoOD+CPiv/3IXUyrvWRKA5ei8MuKTZIH7767vmSJJsJiVAL9d9yBt5J2t+c4eFBtzKF26EAK6D4mFe8//OGCxpkUsLp0KQ7rmEDF7V9DQzVcNyzDZFKql1krjUbl3Lnq+vX1a6+tDAxgTzt3Wzv1OTAwjE3OqtWovUg5EsiNQL2O6WRsy+JuxWflY3uY8OU2FmiIBCIQCF45K40v3X40PDy4dq2azPBPaYg8C50TQAI9b9MmvEXV6JEjzqFDbbV/x8wnljkjBcQbMs7f/175wQ+UMPrLvVds5nri+9jRY+YKo/uJKahFi0ShLQXHcRc04PqpXEhF4ezZ1v797QMHrLjMymzPlrFCP7wEcFXXTfiOHGHC50XDYxIgARAIXzmLZYOVvr76TTfVPvUp/+1Hi4eGyLA7BObNq11zTeWaay6tc5maQgqIvQxbe/ZgRgozsu5qUOz9gfwJ04Ezy2VOXe4rZmTVHWa4EuRMTOBRDeq+78ulKs2AxQftY8ecY8eqK1fWVq70NMHh+wMD/krUNI8cmX7zzcayZa6TsugBBbUMAraC75DjZVYjUlaSgCKgvr/Nt96ycys+zvBxoJJA7gS4cjZ35HkYnEkBkQX2PPCAbg5JlZv2IfkbHV1w5ozccImb2NzVpq+/jh1DlPz5557TG0Yt79176ckPWhtPcqmdCS1Wq+71U7mQigIuSQ8MYAFQ+733quvW1THNKWd5mTWUJU+WjYDamQWTfHYGzoTPzn6hV3OKgHpAE+73n9i1C1vf4W4wrpydUx0cGgwSJjdnwq43lYpnRhaTamrNzcQzz0y9+GJj9eqeVav8ys7ioqrp5Rw/XpmZ4auuWOE/fwXyNtML0w/u0582bpx/ww2Xlj7MrHvA4buY4UtwzTRBE5NvrCOBQhOwfKEuE75Cjy46byOBWZ+/Cae5ctbGnsvdJywjnYf3tdfiYawhxs8nWlX9kWSX+7VNfEJc4ikSIAE/Acv3XmbC5+8y1pBAHAKRn79Zxw9ws4mFn4Pf/jZXzsZBTFkSIAESKAABy/deZsJXgDFEF20hcHEDPD5/05YeoR8kQAIkYA0B7JaAjU6n8RC/ZhMPcbHGrwuOMOGzrUfoT5cJRN8Y9oKjfP5ml3uM5kmABEjACgJYbt9Yvhz78OHe3J7Vq63wSXOiAAkfFo0ph9vBmwVoEbE41wkE7BPm/PvfzsGDybao4PM35/qgYXwkQAIkkAcBdys+JHxYF8WELy5vZHuS5+nluHoobyOBoN35//lPPNIg2T5hlY63qJCHVWByns/ftHHY0CcSIAESsJWAu27jr3/F3ssWOliAGT4LqYW4hIfW4x0kkO4Gqvg/BHZYyGez1mS2sG1E++jRznfnv4xn8D5hlZMnMcMXb4sKbEJ7+PB8Pn/zMsQ8IAESIAESSEJA9l5O0jjjNpfmzzI2lFC9PqunlxOqS6/ZyMiIUdmSX/wCb+MpVnoJVKtOX5/T36/eLZQXLEC5NjFRP316ctWq86tXXzp7UQxNkuwT5rXNYxIgARIgARJImUDf/v0LXnll4vrrJzZuTFl1HHVbt271izPh8zPpqObcc8+dD57hC1KttkLFVLDatjFIzFNflFZBW7zWsDHsxRs0PaHxkARIgARIgARIIEUCTPhShElVJEACJEACJEACJGAjgZqNTtEnEiABEiABEiABEiCB9Agw4UuPJTWRAAmQAAmQAAmQgJUEbL+kC2hYq6HQyf4sVpKkUyRAAiRAAiRAAiRgKYECJHyWkjO5JbkpTkZPT5O1EvuxFi/rtmI5CWFpGzE0kVeuRmyVwJDSL+aiGIKwRyxWc2Ux4qfHlhhCc48PERWGiHlsiWRQvQgkKBh1SnTphua3lYUh0Qkauv9Sr1cmIKY3EZ26LWOl3ipZOVwtzmYdl3Jb3EjLnCjUGaIs9WkZ0nV2y5YE5XEAh528wtXibA4M4b+4kZY5UQjluk6p1ys7Aai39eDK1JZuN3qZ+/BFZxVJUoaRp+9DGksTyERvpRTKkArR7zmlm/OcCjmM6xhU6Yai+6kb0sshvuGULqmXja0g4KnXm+hlj1iCQ78tKBEyOdiCOaMPCWLRmxh1phuOmPPb0g3pZWmSuODvGl2/Xk5sQhr6beGUsVKaJC4EqUVEiXUGNTTaShedmPbb0g3pZWmSrCCG0FzUSkGvTKZfb2W0BQGp1+3qDROURSfaetTiMIHCkCZBtjx2QzREP2W0pRvSy9HVhkh6cOn69XKIhhxO8R6+NCHrgyxNvd3WZc947ZxEnrEYbWU0SIy2Osdl1GC0Zaw0No9VmZFaow8ZdU10Wxk5kJHa6HFl1Il5xmUMNs/KuRpsRmMjz64pkC0mfBZ1FoZ+LG+SfVXQSr3i2krQSplAw1h/rSCPhnFbRQwnlicRdQaJ2WArC4xBccGWegUBSVAfYgvaYC5IIIGtsjXJk96FkRHzT1yyHoGt7MaGUp7MsbitumgLprP7ZnniwqF6xeUTRR6adTF1iM90o0tdoe5zimVe0k0R5iVVcbtfjUK0jz4K45pQzun6Y2mQhrFaXSISuQRDMIFX5BZFFUSMQjWjGHIwoXsu4WRtN+tBkrX/OjSjLWOl3ipZWVerl5NpC2/l0Z/p2NBtZTc2YEWFLLGEE+jkbIgtPdhOTEhbv63UTYTYwinhma5df1wZjY103RZWWRSY8KVPNUH3ZzTi048tvsa4NHR5vRxuWX2Tw2WsOhs9NKvctsQZnZ5eTsW91BWGeGW0ZawMURLxVEZqjda7aEs3rZeNfsaqzPOvdJCtdCNS4QfZigUnonB3ben09HJE5+eAGBO+lDsxn2EEK/BbfUpBvksph1QQdRK+YLHWcQ6SkneNCt84DIyVnePyqMUhdKpPKcg3qENzHlsdagtvnqetcE9yOJtPsGpUqE8EpQppjY0cKOVsoli4mPClOTzQ9/l8MXQruRlNQCp/3/K3GBdLbh4WZZDEBZidfG5dgxCMtoyVncfrV5vd2PDb6tz/IA152gryIbf63ILNbmzkxipPQ8XCxYQv5bGBr6Vo1IeCVPoLCZr4lUSsSWYLgUjDiEFF9McvlsxWh+4lM+p3PmKNeAv5rHlGdKlzsTwZZmfL3zV52kIv+B3ovGuyU2v0zR9CngwzsuUPCrHnaSujTjTGZezWziuNtvJkmJEtI5k8bRkdMFbmNCNltM1KEiABEiABEiABEiCBHAhwW5YcINMECZAACZAACZAACXSTABO+btKnbRIgARIgARIgARLIgQATvhwg0wQJkAAJkAAJkAAJdJMAE75u0qdtEiABEiABEiABEsiBABO+HCDTBAmQAAmQAAmQAAl0kwATvm7Sp20SIAESIAESIAESyIEAE74cINMECZAACZAACZAACXSTABO+btKnbRIgARIgARIgARLIgQATvhwg0wQJkAAJkAAJkAAJdJMAE75u0qdtEiABEiABEiABEsiBAJ+lmwNkmiCBYhBQD7vEUyB1d42VukCysvHBmslU5dBK9xbmPIiiOAANqpUUorRSMtLE6Iacja7QL2lUoptLELLfil5jtKgLsEwCJJAuASZ86fKkNhIggdkJFOvHXuU9kvHgEC85nD3ayyXiNoQtXYE099TrMqmUO4kxFQeohARIIF0CvKSbLk9qI4FiE0A+oWcS/NVX3SlpFg71ciedrXMO15OWxXArOZ/1jLScrdMcCZSQAGf4StjpDJkEkhOQNEWyEKmBUmOlXi+GjamkqBI9kJdK0aO39ZSVfmmut5XmQTo9bdVh+KfHurKrGxVPRI9qomREUhdTAiIfpSB6ICw+oKDqpUap8tgK0W/0xGjLo1k1nNV6iGmeIgESSJ0AE77UkVIhCcxZAnoGIGVPAiGHUlA//DoUnEKlqtfF/GXI6JW6Ek/ZIymtpKDMoZUuqZToNXrZYyLioVg02lJKIKMbkrIUgmxBQDSIjFiUszilqzKWPZWiTfRDAC8c6vqlrMQgIDVxyx6LPCQBEsiUABO+TPFSOQkUjwB+v9Uvt/77LWGgUspSMFbKWWMhKEswCkesTOCGaO6krSiRQrraRC0Kwk2vNJY9kglcEg1oK2WjLX+lRz6Bdb9O1pAACXRCgAlfJ/TYlgRKR8DzQ4749Wygw991v/JYfDtp3klbj5PJgOitPApTOUwxwAT+dNd6AofZhATmHgEu2ph7fcqISCAFAlnnHym4mKMKPZHVy2m5oPIhMk+LJ/WQAAn4CXCGz8+ENSRQdgLIP4xpjadepm2MwiEQdXlRYlTuqRSdugZV6ZEUtdJECrqkEtNrIOZpqw51i7qAXi8mjJVyVgpKTNcmp9ItwITukrLoqfRY9MtDQG/iV6JqPHo8rdShX4Y1JEACWROIfWdG1g5RPwmQAAkYCSAFCUopjPJZVGaXogVpDqrPIro8ddrQmwTczBcAAAEPSURBVHnGS1sk0HUCvKTb9S6gAyRAAoUhkGnGaVRurCwMLzpKAiRgDYHu/4/ZGhR0hARIwGoCc3VOaK7O4Vk9mOgcCZSPABO+8vU5IyYBEiABEiABEigZAV7SLVmHM1wSIAESIAESIIHyEWDCV74+Z8QkQAIkQAIkQAIlI8CEr2QdznBJgARIgARIgATKR4AJX/n6nBGTAAmQAAmQAAmUjAATvpJ1OMMlARIgARIgARIoHwEmfOXrc0ZMAiRAAiRAAiRQMgJM+ErW4QyXBEiABEiABEigfASY8JWvzxkxCZAACZAACZBAyQgw4StZhzNcEiABEiABEiCB8hFgwle+PmfEJEACJEACJEACJSPwf4GmwkgrM4JoAAAAAElFTkSuQmCC" 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  • 碱基含量统计
    统计每种碱基含量,一般前面几bp序列可能包含引物而导致质量不高,可以cut掉;后面部分应该在25%左右,像下面的例子就是GC含量不合格。
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" alt="" />

  • GC含量分布
    蓝色的线是程序根据经验分布给出的理论值,红色是真实值,两个应该比较接近才比较好
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" alt="" />

  • adapter
    如果有adapter序列没有去除干净的情况,在后续分析的时候需要先使用Trimmomatic软件
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kc5H2l21Px47mUkzusVCgPb//ud+NyduTEGl/wrnflJce5vbi/JP1YME5bplez5IYHPf7xp555ZppGZD4+3hm4/RMRZK4zKLHcJcfEXnb22XH7S+rwoccfH3OLdFyJvi3uTPIhQIAAAQIEpkNgXeM0HvL611/yrGc98K67tl03LT8RDkaMGPFf+UnhYL40HD9Ti8fE7L77lre//cp77jk8bijZ+ZMvEB960knbrrdu/8Ql3fO3X6mMu4kf+2M/FnkRNFz+2c+m0idF9DnEZ494J14KKD/84fgB4lVf/vKmc89N7eIUVKWDCFYqOREdppzvxhO2B38iaIsbNaJ8z4MOKiPXyLl9x2XZ+G1c2cHDTzghX5Mt88t0/olhnGgs8xvTEWvGT+6i6OEnnfSAww4r68RAccfMleecE4FgAD7iGc/IpXG5Nl1ETjk56IxfGeY6jYkRlhy8lR8sxnBpF2K4tFONY8kkQIAAAQIEVlOgGg+lsfc+8cQHvfSlF7/tbY+5/fbqmcNKIJgapEAwwsS4RTdOBd3vflvf8paLbrstOomuKuvJz475xsc+9gfF7a6pWkRXcb9I3FMcEUPcjhqZEcHks3eVriqHcTvC5/7qr7709rfX706t/16w0jYO9zrooJSZ766o14mcG7/97Ti1GYn4cWH8Aq+xTiWea7w5utIwIsuUM8xNFfEaklT5gTsHgvdmHnFExIKRjqmmnMa/+fRkCisb66TMEZZc72344ept5RAgQIAAAQITEmiOBWOwh7zudRd/5SuXnHPO4XfeWQ0HG+ey335zcT4vfvi/xx6L73znJVdcsf7YY6OTSt1tF4i3n/+r5OfDuEwcD3mJWzFygFI/gZcrl4m49yJuXE1XWuOMVDxaJe41ifsn8oXmsnJj+s6bb0757SOmCLWxh5y5z/b7SPLhMIm4wSJVixuKY+3tt4+kYDTqN1bbZcetJ/HbymGGXrLOhJa85LgqECBAgAABApMWGBgLzq9bd9jpp1968snnn3vuEbffXr1YXM4r7l19+tPn4gJr/Pbu9tvvfvObLzz//AgEo3l0UlaMdL5A/IBHPjKuC5el8Zjl9OqRuJs4YsFtlz7jrOHi4s2bNkXoEz/OKytX0hE8/dMpp0QgGCef4ieDj3/JS9Jv5vIzTSr1Gw/jES0pv3Jxs1I538gcd7z+Uu1niJXKwx8uHHNMXDmN39LFSbh48V2+x7axh3TPchQ1nsLM17j3fehDG5svN3NCS17uNNQnQIAAAQIEVlygLcDadb/9jvjEJ/Y59dSv7bbbVbvssvOPBOO2hV3m4qEt8dPAeIRKnBHcbbfFj3988+/8zlfPOy+aRMNoXp9uvkAc93/8wP/6X+W/k//u71IAF+cF4zJx/LItxWTxtuL66+ni/pqy87gkmi6txuNdtt0SUbv0XFYelI4HI6ei/Bu79EKUyNxy++25VbwLLh5AGIfxCOWrzzsv54+ZiJORx/7iL6ZOzvzDP4yfS1Y6jKfSxMuI44mAkX/oU5+aguP44WDlQvC155//nbPPjjpxk8rDtj9Vu9JP++GqLnn7+2ZiPiVv+/SUEiBAgAABAisr0BYLxkhxYu+hf/u3h59xxvVHHfXV3Xe/fNddb4lLwPGEv6OOmnvxi7f9OnB7CHjba197+a/+6lc+8IHvHnZYVI4m9TOC0Vt5gfgxL3hBZSXxCOJ4zl9kxk0P8ZS+SGw7vbf9c8Zv/Vb+FV08BeYfX/CCCBZTUfobD2pJiXydNw4jbPpovAdlwCduK0mjpPKzXve6eCp1pOOq67Z3h2z/xJRS4uqvfjUl0pXrp7zylenwfS96UUSEKR1/4w7ic974xnzLS84fMnHcr/96vP4kKl/z9a+/4xnPiGcH5gvlEd7Fs2PiNGdcB49zgXEfRrrDJkaMh8vkl9rFTxg/cOqp6Qry9/zsz8bPLoccOldbzSXHDzTT5fgbLrssx7758neekgQBAgQIECAwOYHqNdzGkeL+j8d8+cs3fuQj17/nPZecdtrWzZvX33DD+u135sa7hrfEDwr33HO/U0459JRTKo+PqfSWLxDHm9DSE0YqFR7zoz/6nbPOisw4fRgXSeONcOe+5S23bt4c8dbfPO5xD37yk6MooqJt74Xbfvk4N1940pPiNFjcIPKNM86Il5vFw1MinEo/vMt1Kol40PR7nvvceJtcXOqNd5Dk66oxaL4z9+AnPCFuW4mXncSgEYRF4BKPPPzFL3/5Sf/1v8Zr3L515plxEi6e5xePpI5XzMX9IvGbxXgEdNzJ+/IvfKHxl3yVOVQOd99vvx9773v//tnPjsAoRnzLccfFTSfxXpZ4gky+FrzbXnul+OnZf/EX8UzpWEVM43WHH/7g7/3eCByvOOusmG10G6dU4xVwlf6HOVzNJQdRPB87SCP+e2vcrvSoR8WjEJ/+x3/8hO2P+x5mtuoQIECAAAECYwoscV6w7D3ivEPf8Y4nXn99vFz40A996IA3vCH+RSIOIzOK2gPB6CpfIK68aC6P8tgdJwvjonDEQxGHxevjIvqJCnEiMK6Hxr8IBPc44IAn77icmtpGnR/6P/8npeNpMl/5+7+Pk4IRG8XJs3SuMQ9RScTDXy487bQUCEZo8tTf//2nxYMSd3zikTfH//Zvp6NLPvKRiz70obhDOV6kFtHYKaed9sRTT42iuIR92cc/HqcDL3j/+9PLVHbbc8/KfcQ7+lv6vw857rh4I9wDDz88VY3FxvNrciAYF69/9pOf3PfhD4/SOIMYDwuMFxBHOn4oGacM477sFAjGO0hO/cQnRntuyyovOcDTVel4heB5//APcfN48C7NpAYBAgQIECCwQgJDnRfcaaxddtn90Y+OfztlDnFQXiAeFAvGCbk4pRevAEmXiY968Ysf8fSnv+JrX4sXl0V0GBdA49po/CLwxP/+38+Jp1vv/HnSy18e96PEm+giFoxfE8atGBEvxpXovx4w1YirjnjOc+LtvXH9N4LLuI03zvbVf2B34u/+bgwab+OInwbu9/CHR7UUqEXM9Ly3vjVmGA+m3vTFL8aT8+LUYDyw+uhTTsmv1Nt5gsMexUnTWHKMGPfQxKBxUjAmEMuJs2WPef7zy59CxhnNl37uc2f/9V/H2dArv/CFuH04zo/GomIh7bfatE9lNZccD6OO2Dd+HxknceP54cH7yOKBiO3zVEqAAAECBAiMLzBfuQlj/B6nvIfLP/OZ/7f9jop4tfFLPvKRKZ+t6REgQIAAAQIEJiqwjGvEE52HzgkQIECAAAECBFZfQCy4+uZGJECAAAECBAhMi4BYcFp2wjwIECBAgAABAqsvIBZcfXMjEiBAgAABAgSmRUAsOC07YR4ECBAgQIAAgdUXmLn7iFef2IgECBAgQIAAgakVcF5warfGxAgQIECAAAECExcQC06c2AAECBAgQIAAgakVEAtO7daYGAECBAgQIEBg4gJiwYkTG4AAAQIECBAgMLUCYsGp3RoTI0CAAAECBAhMXEAsOHFiAxAgQIAAAQIEplZALDi1W2NiBAgQIECAAIGJC4gFJ05sAAIECBAgQIDA1AqIBad2a0yMAAECBAgQIDBxAbHgxIkNQIAAAQIECBCYWgGx4NRujYkRIECAAAECBCYuIBacOLEBCBAgQIAAAQJTKyAWnNqtMTECBAgQIECAwMQFxIITJzYAAQIECBAgQGBqBcSCU7s1JkaAAAECBAgQmLiAWHDixAYgQIAAAQIECEytgFhwarfGxAgQIECAAAECExcQC06c2AAECBAgQIAAgakVEAtO7daYGAECBAgQIEBg4gJiwYkTG4AAAQIECBAgMLUCYsGp3RoTI0CAAAECBAhMXEAsOHFiAxAgQIAAAQIEplZALDi1W2NiBAgQIECAAIGJC4gFJ05sAAIECBAgQIDA1AqIBad2a0yMAIHVFpjf8ckDR0ZOVxKpbiUzH7Y0zHUkCBAgMA0CYsFp2AVzIEBgWgQWFxfzVCKeKw9zvgQBAgT6JCAW7NNuWgsBAh0WcCqxw5tn6gS6LLCuy5M3dwIECExKoP2kYC7NiTSPejxX5uSzjPXMlJP+pmq5Ttkq0mWdSS1evwQIzJKAWHCWdttaCRBYSiDHZDnqihY5GmtvHW1zzXokF23LCmXNSMenLB0m3T4ZpQQIEBhSQCw4JJRqBAj0XyACsrTIMpLL6bz+lJPzI5Eb5jplItcsM5dMN7ZqH2jJPlUgQIBAXUAsWDeRQ4DATAssGduFThmTNQZtWbDsrb1mbpIS5RCVIocECBBYQQH3jqwgpq4IECBAgAABAh0TcF6wYxtmugQITFSgPI0XA9XP5FUqRJ04gZcyU6I+vXonZc/l+b9UM3LiU7aKw3q3cggQILAiAkv8zGVFxtAJAQIECJQCKXYsc6QJECCwVgKuEa+VvHEJECBAgAABAmsvIBZc+z0wAwIECBAgQIDAWgm4RrxW8sYlQIAAAQIECKy9gPOCa78HZkCAAAECBAgQWCsBseBayRuXAAECBAgQILD2AmLBtd8DMyBAgAABAgQIrJVAl54vWH8KQ37+VvnwrcbMtfI1LgECBAgQIEBgmgU6EwvmCC9rlqFhTudEVCvTuZUEAQIECBAgQIBAFujGNWJRXd4wCQIECBAgQIDACgp047xgeQl45MVv3Lhx5LYaEiBAgACBaRDYa6+9pmEa5jD9AieddNKQk+zS8wUrZwfLw5zOiVh/ma4ftgNt2rSpvUJZurCwUB62p/Vc+tCgUQqUad8NGqVAmZ7x78aZZ545/P+PL92kZ0pgWd+Tblwjnqn9s1gCBAgQIECAwKoJiAVXjdpABAgQIECAAIGpExALTt2WmBABAgQIECBAYNUEunHvSCNH3FASvwhMRfnmksbMxuYyCRAgQIAAAQIEuhQL5oAvb1s9J4oaM3MTCQIECBAgQIAAgSzgGnGmkCBAgAABAgQIzJyAWHDmttyCCRAgQIAAAQJZQCyYKSQIECBAgAABAjMnIBacuS23YAIECBAgQIBAFhALZgoJAgQIECDQGYFL5+fzv5h0pNPUc2K0lYzTvN62nlPOqr20rDlOetAokT+oKIZrKRpnMtPZViw4nftiVgQIECBAoE3gsMXFVJwTbbWHLlvZ3tqHXc2x2mcy46ViwRn/Alg+AQIECBAgsAIC3T2V2KXnC67ARumCAAECBAjMhkCEJvnEW063xCup8qCauTTj5c5zTkuiMm7uLRJ5xNQ8H+YmeaBUlPJTwzxi7rCSkw8riXKU3H/UyYPm+mVOrlnPTDnpb2UyZatIl3XyKGubEAuurb/RCRAgQIDAqgpUQpM0dhnc5NmUNVNmzonDaFIe5laDErlyZazIz13VE5WBcoU0Su6zflipOWhWZX7ZJNLtfeahU6tyFdGw0lWlcjnoNKTFgtOwC+ZAgAABAgS6IZCDpElPt3GgHFSl0cuQK+csObHUc+6/3kmlh1yzkt9+2NiqMv/2HlatVCy4atQGIkCAAAEC3RYow6bGWGcFl7dk2JQqpGnkdG7VPr1cLSbcXjNKc+X2mpW151aV/Ck8dO/IFG6KKREgQIAAge4JRPRTRktlFNW+mNRw+Pplbx0KucppT1XaecGp2g6TIUCAAAECQwnkqKslhMp1hupxuEpL9pkrjBOlVcLKxq7yQOXEGzMrFSq9pbHib0qUlVO6sc+cWfaWMutdlXXq/a95jlhwzbfABAgQIECAwLIFKuFFPqwnyq5zaWQ2pnNmTpQ1y8yy25weVKHMz+mcKIdo6aqsP2STerVKJ2m4nJkTLdOoNBlUc/iucg9rlXCNeK3kjUuAAAECBAgQWHsBseDa74EZECBAgAABAgTWSkAsuFbyxiVAgAABAgQ6KVC//tvJZeyYtFhwh4T/EiBAgAABAgRmT0AsOHt7bsUECBAgQIAAgR0CYsEdEv5LgAABAgQIEJg9AbHg7O25FRMgQIAAAQIEdgiIBXdI+C8BAgQIECBAYPYExIKzt+dWTIAAAWHetHMAACAASURBVAIECBDYISAW3CHhvwQIECBAgACB2RMQC87enlsxAQIECHRfYH4+Xn57779YTaTTmnJitCWO37yc1WhzaF9O7r+casoshytLU4eVnFw5ta300F45t60kBrWqVJu2Q+8jnrYdMR8CBAgQILC0wOLiYSnyiMTStYeuMU5vMZ9xmg89x7k8yoqMmHuLCaxIh8MvZEpqOi84JRthGgQIECBAgMDoAhHSpeB49C7WouU0zNl5wbXYeWMSIECAAIEJC5SnuHK6JfJIp8cG1cyledbl6bScmZuXOTldSQzZZ6VV+2F9AlE/Z+ZEYydRmvPbV1fpp2yYeihzclf1zJST/lY0ylaRLuvkSa5UQiy4UpL6IUCAAAECHRCoBBlpxmWYktdQ1kyZOScOo0l5GDlxGJn1qCVXK5ukaqlV6ryxz1xUJhrbRoU0gbLmkOlBHQ7TfFmLqlCkCVcy06CVbnOdYaa03DpiweWKqU+AAAECBGZXIIdNjQQ5ZClDmcaaZWZ7n2XNlE6jDGpVGTpVy5UrpWWHkW4sTXWG6SfVLOuXOcOk8zzLylm1zFzBtFhwBTF1RYAAAQIE+ixQhkqNUcsIix+5z4iQyrZp6JRZmUYZS40z7eH7KSe2rBHLISqrmNyhe0cmZ6tnAgQIECBAYLUFGsPB1Z5Ep8ZzXrBT22WyBAgQIEBgu0A+21SegqrY5DqV/HEOW/osi5Z1fqtsuKy5pbCvZazouVJab1KOXqmcJ9PST+ow18yJstt6ZjlQqhk5la7KOrmHSSTEgpNQ1ScBAgQIEJisQCVQyIf1RDmPXBqZjemcmRNlzTKz7DalG0vLzMZ0mZn7zJk5US8qB61Uy4c5kZtHopJZOSxr5nRjnZyZE+3160PXc4bvKo81fsI14vEN9UCAAAECBAgQ6KqAWLCrO2feBAgQIECAAIHxBcSC4xvqgQABAgQIECCwhED9+u8SDVarWCy4WtLGIUCAAAECBAhMn4BYcPr2xIwIECBAgAABAqslIBZcLWnjECBAgAABAgSmT0AsOH17YkYECBAgQIAAgdUSEAuulrRxCBAgQIAAAQLTJ9CZZ03Pz88nvcXFxczYmJlLJQgQIECAAAECBNoFuhELRsyXQ8CczolYYZluX7BSAgQIECBAgACBLNCNWDBPV4IAAQIECBAIgflL771cFul4k20cxt+UnxKjKeV+Rm6eG67INOrzqSw8DZcyyxErDesV8jzLDiOznbGln2hbGTQPMeWJGYoFTz/99I0bN075fpgeAQIECBBoEdhrr71SaYQs7XFJSyctRWU41VKtsWjVIqE8yZUaMXfYuK7eZ85QLHjyySfnC81L7uumTZuWrJMrLCws5PSSCT2XRDRolAJl2neDRilQpmf8u3HmmWeWGtJZIAXHnYvqViqczQ4jJLoRC0YMF78IHGF5mhAgQIAAgdkUKIOMnI7EII0URQ2qmUtz88aoKzfP1YYZMVdu7DOXDpOoTyBa5cycqHSVJ5knkBNlzdw8J1Jpbp4rlzm5q3pmykl/U7Vcp2wV6bJOHmWlEt2IBWO1+ZSeoHCl9l4/BAgQIDCDApUgIwnkEKQEKWum/JwTh9GkPIycOIzMetSSq5VNUrXUKnXe2GcuKhONbaNCmkBZc5h0nl5ULmc4TNtKk8aJlX3msVJmmnAlM41btirTQ85qWdU6EwveS1PcULysdapMgAABAgQIjC8QcUlLJ41hTUv9VNTeZ715GmVQq0rklKrlypXSeueDcpbbTx5xUIeN+Y2tsmpjk/EzuxEL5nOB+exgrLy8cFzmj4+iBwIECBAgQKAuUAZSjVFLvcmSOSP3GRFS2TYNlDIrg5ax1DjTHr6fcmLLGrEcorKKyR12IxYcFOoNyp+cl54JECBAgACBaRZoDAenecJrPrduxIJrzmQCBAgQIEBgqgTy2abyFFRlhrlOJX+cw5Y+y6Jlnd8qGy5rbinsaxkreq6U1puUo1cq58m09JM6zDVzouy2nlkOlGpGTqWrsk7uYRIJseAkVPVJgAABAgQmK1AJFPJhPVHOI5dGZmM6Z+ZEWbPMLLtN6cbSMrMxXWbmPnNmTtSLykEr1fJhTuTmkahkVg7LmjndWCdn5kR7/frQ9Zzhu8pjjZ/YZfwu9ECAAAECBAgQINBRAbFgRzfOtAkQIECAAAECKyAgFlwBRF0QIECAAAECBNoF6td/2+uvWqlYcNWoDUSAAAECBAgQmDoBseDUbYkJESBAgAABAgRWTUAsuGrUBiJAgAABAgQITJ2AWHDqtsSECBAgQIAAAQKrJiAWXDVqAxEgQIAAAQIEpk5ALDh1W2JCBAgQIECAAIFVExALrhq1gQgQIECAAAECUyfgHXRTtyUmRIAAAQIEhhF42tOeFtX+4z/+I1eOnPIw569CIk2mMtBaTaYyjRU8LJfZm9WJBVfwG6IrAgQIECAwowI5MFrDeHTS9H1dmmvEk/7m6J8AAQIECExKICKw8kzVcocZp+1yx1J/agWcF5zarTExAgQIECAwlEDj+aoc59XP2KX6qUL6m+oMapLr5Aoxrdxt+xSjSQ5YcyI1yT2U3eaey8xUs56T+sn5jR22tM0N86CRyJm5tzRKHque39gkZ+bOIye3raRT52VpOWhjfsrMo+Q6ZcMh02LBIaFUI0CAAAEC0ygQQUAOCPL8KqFGY6CQGuaiQU3K/Fw5Birz87iNibLmoB5yflTOneTMek7uMyeiTpmutC0PW6qVRWU6TSA6icz4xGHuMA7r6Upmnn89UamZu8qJNFw0LGumfsqcMl0fpT1HLNjuo5QAAQIECHRAoB4KRE5l3hFepMwcZ1Qq1JtEhUrlxjqVfiqHI/cQY1XaVnpuOay3bZz5kNXyQHk+ZcPGnnOTJRPjNB+nbZ6YWDBTSBAgQIAAgU4KRIBSjwly1DL8kpZsEqPkOvURhxlo+B7SQGmUPOgwQ0SdetvGcevVctshB0rVlju9SufjNB+nbZ6Ge0cyhQQBAgQIEOiqQMQESwZnKR4apub0KIwT6wzZdshq02Oy4jNxXnDFSXVIgAABAgTWWKAS8LWEO/nE25BNlow4l1z5kD00VsuZeUXltHNmrlZOpp5Zzyl7i7a5w9RPWT8XNTapZOZplD2kzErN3G1ukhNlzVStzIlqLW1zJ42J+cXFxcaC/mXOzy9jsZs2bRpeYGFhYfjKei6taNAoBcq07waNUqBMz/h348wzzzzppJNKkNlJRyA1crizhkprMu1lfU9cI17Dr4ehCRAgQIAAAQJrLCAWXOMNMDwBAgQIECBAYA0FxIJriG9oAgQIECBAYFiBLl4gjrVN/7TFgsN+BdUjQIAAAQIECPRPQCzYvz21IgIECBAgQIDAsAJiwWGl1CNAgAABAgQI9E9ALNi/PbUiAgQIECBAgMCwAmLBYaXUI0CAAAECBAj0T0As2L89tSICBAgQIECAwLACYsFhpdQjQIAAAQIECPRPwPuI+7enVkSAAAECMyMwX6w0v1O2zIzyMj+nI7+sFvnlYdmqGGFbsqxW9laptuRh9JOa50Ru0jhEyixHrDSsV8gdpkR7hUpvlba9PhQL9np7LY4AAQIEeizQGL5UIp44bKwWLDn+ywFWTkRpY6vGzEkI55ms2oiTWEVH+nSNuCMbZZoECBAgQGBIgRxIRf0yPWTzVC0aRhw2VZ9pm9K0+Yy6Wc4LjiqnHQECBAgQWHOB1T9tVh+xJSRKkWhZYeTYNFPXJxBFOTMncv2UyPk5kfPrNXNOnm20yp9yUSm/zIlqZatIl3VyJ9OUEAtO026YCwECBAgQGF4gxRmrGWoMGrES/aQl5Pgpl0Z+ZJaHgxbb2DYqpwkMarXc/HIyjSOWFfK0U2aaSSUzTaBsVaaXO73Vqi8WXC1p4xAgQIAAgRUXaIxFVnyUssPRRoyQaFmfNMqgVpUAK1XLlSulMe6SFSpzy11V8tsPG1tlrva2a1oqFlxTfoMTIECAAIHeC5TBWWPANEggAqmybaqWMitNypCrcYglK+QOyxEbu8o1K4lyiErRdB+6d2S698fsCBAgQIDAcgXKCKZML6ufMiRaVsNVqNwYDq7CuD0dwnnBnm6sZREgQIBA7wXKOC+flEqJxqIAKfOzTw77ytLcYa5Wad5Yoaxcpsuey/wl0zFKnl5j5XpppUlLhVSz3m3jbHNmufCUGTmVrso69f6nLEcsOGUbYjoECBAgQGBIgZaAo7GoMTOP1V6aqjXWKTMb02Vmfbh6aSUnHTZmRm+V/Po82yvUS+s59T4bc+oN6zmp4ZT97UwsOD9/b0C+uHgfbWPmlAmbDgECBAgQIEBgegW6EQtGzJdDwJzOidAt09OLbWYECBAgQIAAgSkT6EYsOGVopkOAAAECBNZM4Mwzz1yzsWd24E/MzfVXvTOxYDrzN875v9NPP33jxo0z+zW2cAIECBAgQIBAXeC+a6/1sqnKiSgwzad+sTjyh4kRh6mTl7xp06acXjKxsLCwZJ1cQc+ZIhI0aJQCZdp3g0YpUKZ9N2iUAmW6i9+Ncv5rle7GecEyjCvTa6VmXAIECBAgQIBAPwQ8a7of+2gVBAgQIECAAIFRBMSCo6hpQ4AAAQIECBDoh0A3rhHHbwTj0nASz78XbMzsx65YBQECBAgQIEBgdQS6EQuGRQ4BS5fGzLKCNAECBAgQIECAQIuAa8QtOIoIECBAgAABAj0XEAv2fIMtjwABAgQIECDQIiAWbMFRRIAAAQIECBDouYBYsOcbbHkECBAgQIAAgRYBsWALjiICBAgQIECAQM8FxII932DLI0CAAAECBAi0CIgFW3AUESBAgAABAgR6LiAW7PkGWx4BAgQIECBAoEVALNiCo4gAAQIECBAg0HMBsWDPN9jyCBAgQIAAAQItAmLBFhxFBAgQIECAAIGeC4gFe77BlkeAAAECBAgQaBEQC7bgKCJAgAABAgQI9FxALNjzDbY8AgQIECBAgECLgFiwBUcRAQIECBAgQKDnAmLBnm+w5REgQIAAAQIEWgTEgi04iggQIECAAAECPRcQC/Z8gy2PAAECBAgQINAiIBZswVFEgAABAgQIEOi5gFiw5xtseQQIECBAgACBFgGxYAuOIgIECBAgQIBAzwXEgj3fYMsjQIAAAQIECLQIiAVbcBQRIECAAAECBHouIBbs+QZbHgECBAgQIECgRUAs2IKjiAABAgQIECDQcwGxYM832PIIECBAgAABAi0CYsEWHEUECBAgQIAAgZ4LiAV7vsGWR4AAAQIECBBoERALtuAoIkCAAAECBAj0XEAs2PMNtjwCBAgQIECAQIuAWLAFRxEBAgQIECBAoOcCYsGeb7DlESBAgAABAgRaBMSCLTiKCBAgQIAAAQI9FxAL9nyDLY8AAQIECBAg0CIgFmzBUUSAAAECBAgQ6LmAWLDnG2x5BAgQIECAAIEWAbFgC44iAgQIECBAgEDPBcSCPd9gyyNAgAABAgQItAiIBVtwFBEgQIAAAQIEei4gFuz5BlseAQIECBAgQKBFQCzYgqOIAAECBAgQINBzAbFgzzfY8ggQIECAAAECLQLrWsqmp2h+fr6czOLiYjrM+TmnrCZNgAABAgQIECDQLtCNWLAM9XL8F4mcX6bbF6yUAAECBAgQIEAgC7hGnCkkCBAgQIAAAQIzJ3DfqbVOLL08/zcoPWghGzduHFQknwABAgQIECDQJ4ENGzYMuZwZigXL2HFJnU2bNi1ZJ1dYWFjI6SUTei6JaNAoBcq07waNUqBM+27QKAXKdBe/G+X81yrdpWvEywrm1grUuAQIECBAgACBDgl0KRbsEKupEiBAgAABAgQ6IdCZWNBJwU58n0ySAAECBAgQ6JZAN54p02gaD5SJADEV5YfLNNaUSYAAAQIECBAg0CjQmViwMdprzGxcp0wCBAgQIECAAIG6QGeuEdenLocAAQIECBAgQGBMAbHgmICaEyBAgAABAgQ6LCAW7PDmmToBAgQIECBAYEwBseCYgJoTIECAAAECBDosIBbs8OaZOgECBAgQIEBgTAGx4JiAmhMgQIAAAQIEOiwgFuzw5pk6AQIECBAgQGBMAbHgmICaEyBAgAABAgQ6LCAW7PDmmToBAgQIECBAYEwBseCYgJoTIECAAAECBDosIBbs8OaZOgECBAgQIEBgTAGx4JiAmhMgQIAAAQIEOiwgFuzw5pk6AQIECBAgQGBMAbHgmICaEyBAgAABAgQ6LCAW7PDmmToBAgQIECBAYEwBseCYgJoTIECAAAECBDosIBbs8OaZOgECBAgQIEBgTAGx4JiAmhMgQIAAAQIEOiwgFuzw5pk6AQIECBAgQGBMAbHgmICaEyBAgAABAgQ6LCAW7PDmmToBAgQIECBAYEwBseCYgJoTIECAAAECBDosIBbs8OaZOgECBAgQIEBgTAGx4JiAmhMgQIAAAQIEOiwgFuzw5pk6AQIECBAgQGBMAbHgmICaEyBAgAABAgQ6LCAW7PDmmToBAgQIECBAYEwBseCYgJoTIECAAAECBDosIBbs8OaZOgECBAgQIEBgTAGx4JiAmhMgQIAAAQIEOiwgFuzw5pk6AQIECBAgQGBMAbHgmICaEyBAgAABAgQ6LCAW7PDmmToBAgQIECBAYEwBseCYgJoTIECAAAECBDosIBbs8OaZOgECBAgQIEBgTAGx4JiAmhMgQIAAAQIEOiwgFuzw5pk6AQIECBAgQGBMAbHgmICaEyBAgAABAgQ6LCAW7PDmmToBAgQIECBAYEwBseCYgJoTIECAAAECBDosIBbs8OaZOgECBAgQIEBgTAGx4JiAmhMgQIAAAQIEOiywrkNzn5+fT7NdXFxMiXpOh5ZjqgQIECBAgACBNRfoTCwYYV8OAZNamVOm19zUBAgQIECAAAECXRHoxjVioV5Xvk/mSYAAAQIECHRLoHqybTpnH7Fgnlg+O1gGiGU616wkNm7cWMlxSIAAAQIECBDopcCGDRuGXFdnYsF6CFjGf2V60MqHqZPbbtq0KaeXTCwsLCxZJ1fQc6aIBA0apUCZ9t2gUQqUad8NGqVAme7id6Oc/1qlu3GNeK10jEuAAAECBAgQ6LeAWLDf+2t1BAgQIECAAIE2AbFgm44yAgQIECBAgEC/BbrxTJn4sWD82i/tRP7hYGNmv3fL6ggQIECAAAECKyvQjVgw1pxDwHL9jZllBWkCBAgQIECAAIEWAdeIW3AUESBAgAABAgR6LiAW7PkGWx4BAgQIECBAoEVALNiCo4gAAQIECBAg0HMBsWDPN9jyCBAgQIAAAQItAmLBFhxFBAgQIECAAIGeC4gFe77BlkeAAAECBAgQaBEQC7bgKCJAgAABAgQI9FxALNjzDbY8AgQIECBAgECLgFiwBUcRAQIECBAgQKDnAmLBnm+w5REgQIAAAQIEWgTEgi04iggQIECAAAECPRcQC/Z8gy2PAAECBAgQINAiIBZswVFEgAABAgQIEOi5gFiw5xtseQQIECBAgACBFgGxYAuOIgIECBAgQIBAzwXEgj3fYMsjQIAAAQIECLQIiAVbcBQRIECAAAECBHouIBbs+QZbHgECBAgQIECgRUAs2IKjiAABAgQIECDQcwGxYM832PIIECBAgAABAi0CYsEWHEUECBAgQIAAgZ4LiAV7vsGWR4AAAQIECBBoERALtuAoIkCAAAECBAj0XEAs2PMNtjwCBAgQIECAQIuAWLAFRxEBAgQIECBAoOcCYsGeb7DlESBAgAABAgRaBMSCLTiKCBAgQIAAAQI9FxAL9nyDLY8AAQIECBAg0CIgFmzBUUSAAAECBAgQ6LmAWLDnG2x5BAgQIECAAIEWAbFgC44iAgQIECBAgEDPBcSCPd9gyyNAgAABAgQItAiIBVtwFBEgQIAAAQIEei4gFuz5BlseAQIECBAgQKBFQCzYgqOIAAECBAgQINBzAbFgzzfY8ggQIECAAAECLQJiwRYcRQQIECBAgACBnguIBXu+wZZHgAABAgQIEGgREAu24CgiQIAAAQIECPRcQCzY8w22PAIECBAgQIBAi4BYsAVHEQECBAgQIECg5wJiwZ5vsOURIECAAAECBFoE1rWUTU/R/Px8OZnFxcV0mPNzTllNmgABAgQIECBAoF2gG7FgrKEe7UUgmDPLdPuClRIgQIAAAQIECGQB14gzhQQBAgQIECBAYOYE7ju1Ns1Lz9eCY5KN5wKHOS+4cePGaV6juREgQIAAAQIEVkpgw4YNQ3bVjViwXEwO+3IiSst0WblMD1Mn19+0aVNOL5lYWFhYsk6uoOdMEQkaNEqBMu27QaMUKNO+GzRKgTLdxe9GOf+1SrtGvFbyxiVAgAABAgQIrL2AWHDt98AMCBAgQIAAAQJrJSAWXCt54xIgQIAAAQIE1l6gG8+UiZ/6Zap870gkcn7OzNUkCBAgQIAAAQIElhToRiw4KNQblL/kslUgQIAAAQIECBAIAdeIfQ0IECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQICAWNB3gAABAgQIECAwuwJiwdndeysnQIAAAQIECIgFfQcIECBAgAABArMrIBac3b23cgIECBAgQIBAx2LB+fn5cs/iMH3KTGkCBAgQIECAAIEhBdYNWW8aqkXYV04jDhcXF1NOmS7rSBMgQIAAAQIECLQIdOy8YMtKFBEgQIAAAQIECCxX4L5Ta8ttucr105m/8vzfoPSgiW3cuHFQkXwCBAgQIECAQJ8ENmzYMORyuhEL5rAvJ2J5g9KDVl7WH1Qn52/atCmnl0wsLCwsWSdX0HOmiAQNGqVAmfbdoFEKlGnfDRqlQJnu4nejnP9apV0jXit54xIgQIAAAQIE1l6gA/eOxPm8cEp/cyLfNbL2hGZAgAABAgQIEOisQAdiwTLsW9Z13s5uiokTIECAAAECBFZJoAOx4CCJiBHzycIyXhxUXz4BAgQIECBAgEBFoGOxYCXmqxxW1uaQAAECBAgQIECgXcC9I+0+SgkQIECAAAECfRYQC/Z5d62NAAECBAgQINAuIBZs91FKgAABAgQIEOizgFiwz7trbQQIECBAgACBdgGxYLuPUgIECBAgQIBAnwXEgn3eXWsjQIAAAQIECLQLiAXbfZQSIECAAAECBPosIBbs8+5aGwECBAgQIECgXUAs2O6jlAABAgQIECDQZwGxYJ9319oIECBAgAABAu0CYsF2H6UECBAgQIAAgT4LiAX7vLvWRoAAAQIECBBoFxALtvsoJUCAAAECBAj0WUAs2OfdtTYCBAgQIECAQLuAWLDdRykBAgQIECBAoM8CYsE+7661ESBAgAABAgTaBcSC7T5KCRAgQIAAAQJ9FhAL9nl3rY0AAQIECBAg0C4gFmz3UUqAAAECBAgQ6LOAWLDPu2ttBAgQIECAAIF2AbFgu49SAgQIECBAgECfBcSCfd5dayNAgAABAgQItAuIBdt9lBIgQIAAAQIE+iwgFuzz7lobAQIECBAgQKBdQCzY7qOUAAECBAgQINBnAbFgn3fX2ggQIECAAAEC7QJiwXYfpQQIECBAgACBPguIBfu8u9ZGgAABAgQIEGgXEAu2+yglQIAAAQIECPRZQCzY5921NgIECBAgQIBAu4BYsN1HKQECBAgQIECgzwJiwT7vrrURIECAAAECBNoFxILtPkoJECBAgAABAn0WEAv2eXetjQABAgQIECDQLiAWbPdRSoAAAQIECBDos4BYsM+7a20ECBAgQIAAgXYBsWC7j1ICBAgQIECAQJ8FxIJ93l1rI0CAAAECBAi0C4gF232UEiBAgAABAgT6LCAW7PPuWhsBAgQIECBAoF1ALNjuo5QAAQIECBAg0GcBsWCfd9faCBAgQIAAAQLtAuvai6ekdH5+Ps9kcXExp3N+mZlLJQgQIECAAAECBNoFuhELlqFexH/pMCdihWW6fcFKCRAgQIAAAQIEsoBrxJlCggABAgQIECAwcwL3nmPryrrTReHRzgtu3LixK8s0TwIECBAgQIDAOAIbNmwYsnlnYsEUBcaq8vXi8rpwmR608mHq5LabNm3K6SUTCwsLS9bJFfScKSJBg0YpUKZ9N2iUAmXad4NGKVCmu/jdKOe/Vulu/F4wdBpDwLVSMy4BAgQIECBAoB8Cfi/Yj320CgIECBAgQIDAKAJiwVHUtCFAgAABAgQI9EOgG9eI848FAz1fLI5Ezs+Z/dgVqyBAgAABAgQIrI5AN2LBQaHeoPzVsTMKAQIECBAgQKDrAq4Rd30H/tgKuAAAHQtJREFUzZ8AAQIECBAgMLqAWHB0Oy0JECBAgAABAl0XEAt2fQfNnwABAgQIECAwuoBYcHQ7LQkQIECAAAECXRcQC3Z9B82fAAECBAgQIDC6gFhwdDstCRAgQIAAAQJdFxALdn0HzZ8AAQIECBAgMLqAWHB0Oy0JECBAgAABAl0XEAt2fQfNnwABAgQIECAwuoBYcHQ7LQkQIECAAAECXRcQC3Z9B82fAAECBAgQIDC6gFhwdDstCRAgQIAAAQJdFxALdn0HzZ8AAQIECBAgMLqAWHB0Oy0JECBAgAABAl0XEAt2fQfNnwABAgQIECAwuoBYcHQ7LQkQIECAAAECXRcQC3Z9B82fAAECBAgQIDC6gFhwdDstCRAgQIAAAQJdFxALdn0HzZ8AAQIECBAgMLqAWHB0Oy0JECBAgAABAl0XEAt2fQfNnwABAgQIECAwuoBYcHQ7LQkQIECAAAECXRcQC3Z9B82fAAECBAgQIDC6gFhwdDstCRAgQIAAAQJdFxALdn0HzZ8AAQIECBAgMLqAWHB0Oy0JECBAgAABAl0XEAt2fQfNnwABAgQIECAwuoBYcHQ7LQkQIECAAAECXRcQC3Z9B82fAAECBAgQIDC6gFhwdDstCRAgQIAAAQJdFxALdn0HzZ8AAQIECBAgMLqAWHB0Oy0JECBAgAABAl0XEAt2fQfNnwABAgQIECAwuoBYcHQ7LQkQIECAAAECXRcQC3Z9B82fAAECBAgQIDC6gFhwdDstCRAgQIAAAQJdFxALdn0HzZ8AAQIECBAgMLqAWHB0Oy0JECBAgAABAl0XEAt2fQfNnwABAgQIECAwuoBYcHQ7LQkQIECAAAECXRcQC3Z9B82fAAECBAgQIDC6gFhwdDstCRAgQIAAAQJdF1jXiQXMz8/neS4uLuZ0zi8zc6kEAQIECBAgQIBAu0A3YsFYQ472Iv5L6ZyI0jLdvmClBAgQIECAAAECWaAb14hzIJjnLUGAAAECBAgQIDC+wL3n2MbvaNV6yKcAcyKGLtODZrJx48ZBRfIJECBAgAABAn0S2LBhw5DL6VgsWMZ8g9KDVl7WH1Qn52/atCmnl0wsLCwsWSdX0HOmiAQNGqVAmfbdoFEKlGnfDRqlQJnu4nejnP9apbtxjTjpLCuYWytQ4xIgQIAAAQIEOiTQmVhQINihb5WpEiBAgAABAl0R6EYsKBDsyvfJPAkQIECAAIFuCXTmmTIRDmbZdFtx/M2ZbjTOOBIECBAgQIAAgeEFuhELDgr1BuUPv341CRAgQIAAAQKzLNCNa8SzvEPWToAAAQIECBCYnIBYcHK2eiZAgAABAgQITLuAWHDad8j8CBAgQIAAAQKTExALTs5WzwQIECBAgACBaRcQC077DpkfAQIECBAgQGByAmLBydnqmQABAgQIECAw7QJiwWnfIfMjQIAAAQIECExOQCw4OVs9EyBAgAABAgSmXUAsOO07ZH4ECBAgQIAAgckJiAUnZ6tnAgQIECBAgMC0C4gFp32HzI8AAQIECBAgMDkBseDkbPVMgAABAgQIEJh2AbHgtO+Q+REgQIAAAQIEJicgFpycrZ4JECBAgAABAtMuIBac9h0yPwIECBAgQIDA5ATEgpOz1TMBAgQIECBAYNoFxILTvkPmR4AAAQIECBCYnIBYcHK2eiZAgAABAgQITLuAWHDad8j8CBAgQIAAAQKTExALTs5WzwQIECBAgACBaRcQC077DpkfAQIECBAgQGByAmLBydnqmQABAgQIECAw7QJiwWnfIfMjQIAAAQIECExOQCw4OVs9EyBAgAABAgSmXUAsOO07ZH4ECBAgQIAAgckJiAUnZ6tnAgQIECBAgMC0C4gFp32HzI8AAQIECBAgMDkBseDkbPVMgAABAgQIEJh2AbHgtO+Q+REgQIAAAQIEJicgFpycrZ4JECBAgAABAtMuIBac9h0yPwIECBAgQIDA5ATEgpOz1TMBAgQIECBAYNoFxILTvkPmR4AAAQIECBCYnIBYcHK2eiZAgAABAgQITLuAWHDad8j8CBAgQIAAAQKTExALTs5WzwQIECBAgACBaRcQC077DpkfAQIECBAgQGByAmLBydnqmQABAgQIECAw7QJiwWnfIfMjQIAAAQIECExOQCw4OVs9EyBAgAABAgSmXUAsOO07ZH4ECBAgQIAAgckJiAUnZ6tnAgQIECBAgMC0C6yb9gkW85ufn19cXCwy5iInHVbyyzrSBAgQIECAAIHVF4jg5Nprr920adOVV14Zf5/0pCc9/vGPX/1pLDliZ2LBHPblJZWhYZnOFSQIECBAgAABAqsgcOedd27evPmaa66Jv7feemsK/iL+27JlSzm6WLDUWF46hXr1cHB5vahNgAABAgQIEBhbICK8M8444+yzz77//e9/2223XX311TfeeGNjrw94wAMOOeSQhYWF+BvnBRvrrHlm9arrmk+oZQKVk3/lYZke1MPGjRsHFcknQIAAAQIECLQLxDm/b37zm9/61rfitN/dd99dVl63bt0+++yz77777rfjE+n4rF+/vqy2mukNGzYMOdwMxYLDxItZLc7r5vSSiYj3l6yTK+g5U0SCBo1SoEz7btAoBcq07waNUqBMT+K7EX2ec845n/nMZ84777y4+JuGi4ji4IMP3nvvvY/a/jnooIMiAozMVLqsqKCc/1qlO/N7wbUCMi4BAgQIECAwUwI33XTTueee+4XtnzK+PPDAA1PwF3/32muv3piIBXuzlRZCgAABAgQIjCgQv/n7+Mc//ulPf/rmm2++4oor8vNJ4srvMcccc/jhh0f8F7HgiL1PdzOx4HTvj9kRIECAAAECExCI4O/C7Z+Ltn/Kmz922223o48+Om71iM8RRxwRF3/Ls4MTmMsad9nhWDBi9nxtPsfva8xpeAIECBAgQGAqBa677rpvbP9ctv0T5//KacYP/h784AdHztOe9rTnPve5EQ6Wpf1OdykWrAd89Zx+75bVESBAgAABAkMKxJNfPvaxj33uc5+L+nELcD34O3LH51GPelRfr/8OY9WlWHCY9ahDgAABAgQIzKxAnCSKx758dfsnrv2Wj3qOX/49YsfnkY98ZPz+b2aVKgsXC1ZAHBIgQIAAAQIdExj05Jd4wvOee+557LHHft/3fd/+++/fsVWt1nTFgqslbRwCBAgQIEBg5QRm7ckvKydX7UksWBVxTIAAAQIECEynwF133XX66afH+9/isc+z9uSXye2IWHBytnomQIAAAQIExhWInwBefPHF8fKPePZzvPwjwsHU46w9+WVcx8HtxYKDbZQQIECAAAECayQQz/+LO0AuueSSeAVIvgU4niX3sIc9LH4C+OxnP/s5z3nOTD35ZXL7IBacnK2eCRAgQIAAgWUI3HLLLXHmL30iFswt4w2/6cnP8QqQuB0450usiIBYcEUYdUKAAAECBAiMIhCPgP7sZz/7+c9/Pn4CeNVVV+UnB8cLf+OxL8cff3xEgRELjtK1NsMJiAWHc1KLAAECBAgQWAmBlvd/rF+/Ph77HO9/iyjw0EMPjSvCosCVIF+iD7HgEkCKCRAgQIAAgXEEWt78G93GNd+DDjooEvEIwKc//ekRDo4zlrYjCIgFR0DThAABAgQIEBgoEMFfPPYlXv62devWK6+88sYbbyyrVt7/4RHQJc6apMWCa8JuUAIECBAg0B+B9jN/++23344X/x4Zl4Dvueee/qy8FysRC/ZiGy2CAAECBAisokDLb/5iFhH8xcvfdtlll+OOO+6Zz3zmgQceWE4t3hdXHkqvuYBYcM23wAQIECBAgMD0CsSNvddff32c+fvyl798wQUX3H333ZHOD/xL866c+asEf9O7NjPbLiAW9EUgQIAAAQIEtgnccccd8fO+OG8Xf+MhzxHzpU/EfxWgym/+4rbfSgWHHRIQC3Zos0yVAAECBAismEDEeR/96EfPPvvs3Xff/bbbbov4L87/Nfa+7777xqm++9///nfeeecTnvCEE044wQ0fjVAdzRQLdnTjTJsAAQIECCxPIIK/C7d/Ltr+qdzeG33FK90OPvjgeKRf/NovHvUcj3o54IADIgq83/3ut7yR1O6UgFiwU9tlsgQIECBAYGiBJe/wiLBv3bp1T3ziE4899tiI/+JsXzzeOXXvDo+hmTtfUSzY+S20AAIECBAgkAQi+Pv0pz997rnnxg0fmzdvdoeHL8YwAmLBYZTUIUCAAAEC0yjQfubPHR7TuGfTNyex4PTtiRkRIECAAIEBAu2/+Uvvc4vrvMccc8zxxx/vDo8BirJ3EhAL7sThgAABAgQITJVABH/e5zZVO9K/yYgF+7enVkSAAAECHRZoP/NXeaqz97l1eKenZupiwanZChMhQIAAgZkUaP/Nn/e5zeSXYlUXLRZcVW6DESBAgMAMCtx1113xMOdbbrnl1h2fy7Z/vM9tBr8MU7hkseAUboopESBAgEBnBOLpLddee208je+ss8762te+Fq/oiNd43HTTTfE8lwj+4m98tmzZ0rIed/u24ChaBQGx4CogG4IAAQIE+iAQb2CLh/Zdc8018TdO8KVX90YU2B7qxcrXr18fr/HYY4899txzz0jE3zhTGK/9OProo0888UR3+/bhy9HlNYgFu7x75k6AAAECExCIU33xZt64h+NLX/rSxRdfHG/muOOOO+Kw/tK2NPgDHvCAeGlHnA6Ma76HHXbYox71qAj49t577zjhlxLxi8AJTFOXBFZGQCy4Mo56IUCAAIEuCkSQl07vxd9LLrkkAr70iaiuvpw4vZfezxuv6D3iiCMi/ot3uMUnosB6ZTkEuiIgFuzKTpknAQIECIwuUP6q77zzztttt91uv/32iP/i/F9jp/Gzvwj4IsiL679xnu8JT3jCQQcdFLf05tf1RgjY2FAmgc4JiAU7t2UmTIAAAQJtAsv6VV8EhQcffHAEdnGSL67nRsCXzvzd7373axtDGYEeCYgFe7SZlkKAAIEZEKg/n+Ub3/jGt7/97V133TWiwLjCu+Sv+uJUX9y08ZSnPCXiv7hvI5/qi7tAZsDPEglUBcSCVRHHBAgQILBWAuWV3NGezxIz96u+tdo+43ZUQCzY0Y0zbQIECHRbYFlXcsul1p/PEl3FM/yOPPJIv+oroaQJDCkgFhwSSjUCBAgQWIbA+FdyPZ9lGdyqEhhDQCw4Bp6mBAgQmCWBOP2WX6QR5+EifeGFF1566aUjvGkj2FzJnaXvjrVOtYBYcKq3x+QIECCwOgKVpyvHc5LjRtqI9uITL9KNd2xEovGRe4Om50ruIBn5BKZNQCw4bTtiPgQIEJiswLKerlxOJR6/EjFiepFGJOITXcVNu4985CMf/ehHe9NGaSVNoEMCYsEObZapEiBAYGmBQVdy04vUhnm6cpz/e9jDHhYRXrw2Nz4R5MWLdONvZC49vBoECHRNQCzYtR0zXwIEZk9g0H0YcWZuhCu5nq48e98gKybQJiAWbNNRRoAAgeEF6hFb3Fdx+eWXx3ss4lPpJ06zVXI2b94czzoe7T6MsqtBV3KPOuooT1cuoaQJEEgCYkHfBAIECAwUGHS9dVkR2/nnnz9wgOEKBt2H4UrucH5qESDQJtCZWDC/IyhudmtbkDICBAi0CtTP3qU3mI12vbUcqjFii9tv46Tggx70oLJmpGO4Ss5V2z+PeMQj3IdRkXFIgMBEBboRC0YgmEPAMj1RGp0TILCGAvWIbaqut45/5+zCwsIa8hqaAAECWeC+GCtnTWGijP/K9LKmWm/4pl942/pzdmvupHb28YAbH7Rw84FX7rP52n2uqzaZn6/kHHDj/gs3Hbhpn83X7PvdStGcnksRGjRuOvCqvTZfs9d1c/csbvu3dW5+29/FudoFgIPvODj+bdp90+bdN5dsjem2yvNzi7vOz+0yN7fL/Nyu84u7zB1w6wELtxx45b6br3ng9dvyo3R7fvyd3yWOd/rse9PeB920/+Z9rrtxn5t3KpiL/3FvreTse9O+B9+8/1X7XHvj3jdViqLrSo6eSxAaNJJAP/6Xktay55PX//gfP6/c2SlJz1AsuHHjxgr6Vf/9+pd+8ScrmQ4JECBAgAABAisu8HfPeM9Dfm2fFe92UIcbNmwYVFTJn6FYsLLyOHzzK96+7vPr6/mNOQfc+MCFmw5qPtVXa6BySUKDRilQptN3I07IXbv/DZUTcnO10+373LjX9nNs1920zy1lJ41plUsWGjRKgTLtu7E6GmmUPY91XrD0Xma6vLxbppfZjeoECBAgQIAAAQI7CVR/sLJToQMCBAgQIECAAIFeC4gFe729FkeAAAECBAgQaBXoxu8FYwlxaTgtJD9cpnVdCgkQIECAAAECBJYW6EwsuPRSRqox5K8PcyQagywZjC6rcp71MDMpex5mJlEnN2mfdq6W5tNeefhuU2+58yW7TfVzq7J+7iRKy/yySaSjWlk6ZKtKJ+VhpcM0RKpQDlQ2SXUqpXkmlfxKw/phbhhF9bb16aUeGluVmY291UfPOWXbcho5v8xcslVUiIaNTXLbxkQeLkorzXNRJT+NlXvLpbl+Ksr5ueYwiXIVZYftvY3WqmU+ZYdRLc9k+GkM36o+jTxcKqoMWplbbt7YqjEzNxkmkXvI06jn1PtprBOZuZN6k/acQR2mVoO6rbTKh+2tGmfS2LbMbJxDWSG6TXXKzMZWjRNImWXb3GEkcn5jh7k0dZLr5PyckyoM87elbRQN6rDeKudU5tY4h1y57L8xs7H5amZ241nTExLJWzJM/3kvo1VONzYsS5esnHoYfiZl542jl5lDjh5Nym6XnEzZbZkuh87pskKZzhUaE1Gznp8nOaifeqvcJHob1Ko+UM6pd1h2UqZzkzRQeZhy8kwGtao0KQ8Hta1Pb8lWuauy5jDpsmFeQk5ED2U6d9jYKlXOdZaVaOmwLKr0WRbleVYyK02GOYyuKtVyn3mUSoU4rLTKTVJReVhv25hT6bAcukxX2o7WqtJJPhw07coouX5KNLZqzKw0HHRYX2+ZU6bLHhrzI7Oss6z0oA7bl1ZvVdZf7nwGtc359eFijbk00nnESmZ5uCRLWTl3WA5dpnNvo7XKzeuJcpQyHTXjsF4/5ZQ1y3Q5vUFtU8+5Zm6eE5UKLf2sTtHs/l6w3JIlrfOOLllzeiosa4HTM+2YSePMl9yCxlbjrGu0Dkdr1TLPJRfe2Ha0Vo1drXjmihOteIejLXmazUdbUbdajfY1aGzVmDmkRmPbxsyywyUrlJVHTvuKjkzX+4azGwuuwv8q4n/ew3yBlvV/BaJy+gzZ8/CVU4dRfxiZqBb1h6w8zFTLOsNMoKyf0u2t0oTrrVpyBnXYvvZBrVoGGq1oNPxolT6jDRqtovkIbctWK0JUdphmNcy6Kq3SQiJzhCmteKvGuS1J3TiN1FVj0ThLbplMjJU+ZZ3IaYfd0Winb1RjZtltS3q0tvVW7dNumUAqqncY+Y2ZZVctFaJo5CmN1raxVWSWE15WutJh6qqSWe9wyQr1JoNyGkdcsv9BrSI/FQ0aLuWnOvG33L7GzPZ+VqF0pq8Rj+Bb2dRBPaTNjtLyG9BYecgOU9uyt2Ea5vrDVG6cXmNmdBsdxqexdNKZMW5e1zBj5Xkuq9Wgntdw7eXCy/Sgqab8smYpUOa395BLo0lKl/3k0kGJ0VoN6i3yGzvMUxq0rsZWLaO0Fw0aJbUaVNqSnxrmVbSPnksbO4xOIj8+uVolEUXLHajSQ+Ww7C13nhOVyvmwsVVjZm6yZCI3X3L0sqvRWpU9VNKNHTZmlg2XrFBWHjO9LJ8YK+qnEfMkx5lAdBId5j7H6WrIto0jxgTal9PYqmzS3sOg5ttWvsNzyPmvQjWx4DKQY//K70FLy1xt+CYtva1a0ZCzLauV6cZ5pv89NBaNkFkZLg5TJxm83mcuqrSt1xwmp+wkp5ecxvgIeayWSdanMUyrlg4rRUNKVqYxZKvKWC2HQ3Y45DRWliimXemwMo3GdQ25osa29cxyAjm95DRiDrlOvc+VyslD5CWvVM/L6qdb04jZjszV2LaSWdeoVAjbPIF60TDylVblYU5HInU1aKzIz3WGGbSsk0eJzDJd1knpPEQabtBk6g3rOeVAOZ0TUb9M15uvco5YcFjwSWxb9Jm+EGkS6TB/+Yad2dTXyytKCxx5vvUtyD2P3OeKNBxmGrnOCAiVhacecj8pEf3nIdKiKq1WZKXDdFKZxjBNJlFnctMY5B+rqJvnabS0Gm35y+pwmGlU6ow2q9Rq0NzyEON0Pn7bWZ5Gy1d0fNhxehhmU3Kd9AUbZ7gp/4qOs7TR2ooFh3Kr/+9nqGZLVcrf7Kg4oSGWmsJ95ZOewJj9j9n8vnWuaWqEVdSbDPO1qbda03VP6eCjKQ3yb+9tUKuRaUbrcMlW7asYcrZLjjJkP6qNsx31tvWcuvAwdeqtWnJG67ClVUtRyzQqRb6iFRCxYAVk4GF8/3JZ+TXKmTkxfM3cZMjEsnqOSeb67RMecvRcbVk9r+AcclcxkyFXNEKTvMzGxLLWnnvI0xhy2rlhSuTmcTh8D/VW9ZzKQC2HjW2X1Ghs1TLKkkWNHa7+NAbNs3F6gyqn/BGatHe4pEZj8zyN4b9guZ/cNnKGb97YqjEzD9SeaFx4Y2bZz5IVysrDpBs7bMwse1uyQll5nPQIwiM0aZ/haIvN04jm7f3XS0cbsbFVnkaM0j6TxuaNmfUJr37O6D9EWP25GpEAAQIECBAgQGBlBWb3mTIr66g3AgQIECBAgEAXBcSCXdw1cyZAgAABAgQIrIyAWHBlHPVCgAABAgQIEOiigFiwi7tmzgQIECBAgACBlREQC66Mo14IECBAgAABAl0UEAt2cdfMmQABAgQIECCwMgJiwZVx1AsBAgQIECBAoIsCYsEu7po5EyBAgAABAgRWRkAsuDKOeiFAgAABAgQIdFFALNjFXTNnAgQIECBAgMDKCIgFV8ZRLwQITFQgXgNafpY1VjSs12/MrFdrzBmnbWOHLZmNY+XMnGjpIRUNX3PJrlQgQKBnAut6th7LIUCgrwL5TfDLDWtyw1KmMbOs0JIep21Lt0MWLXf5Q3arGgECMyvgvODMbr2FE5g5gd5EUSMEo9GkN8ufuS+uBROYsIDzghMG1j0BApMUyPFNDo9yTgybMiMnR0KpNB3Wm9Rz0txzfjpMHUa6HCsPl+qk0jRQLsr1c4c5J9dJzcv8lDPob665ZJ+DepBPgMCMC4gFZ/wLYPkEOiPQGPSUAVBO50S5tsiMHupFZWaZzjXzuGVvOd1ereywMZ2bR4e5Qk6kzDxWYyL3ULZqzGxsLpMAAQJiQd8BAgS6IZDjmyWnW0ZFS1aeaIXKnGNi9eEaM+vV5BAgQGBCAmLBCcHqlgCBtRFI4VcKsCqh2NpMqBi1Pp8ybBUUFlSSBAisnoB7R1bP2kgECKyaQD3qWrWhDUSAAIFuCTgv2K39MlsCBO4TiIAvn0vLwV/Oua9ekUqluXKUNHZStFixZDlQGjd1XZ9wpWb7DHLzclGNme39KCVAYGYFGn5JPbMWFk6AAIHpF6iHs5U5R4UyLkyljZmVhg4JEJhNAdeIZ3PfrZoAga4K1OO8rq7EvAkQmA4BseB07INZECBAYGiBEcLBEZoMPR0VCRDotkDDpYRuL8jsCRAgQIAAAQIEhhZwXnBoKhUJECBAgAABAr0TEAv2bkstiAABAgQIECAwtIBYcGgqFQkQIECAAAECvRMQC/ZuSy2IAAECBAgQIDC0gFhwaCoVCRAgQIAAAQK9ExAL9m5LLYgAAQIECBAgMLSAWHBoKhUJECBAgAABAr0TEAv2bkstiAABAgQIECAwtIBYcGgqFQkQIECAAAECvRMQC/ZuSy2IAAECBAgQIDC0gFhwaCoVCRAgQIAAAQK9E/j/Xtzxp4Ps16YAAAAASUVORK5CYII=" 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Trimmomatic需要区分PE(Paired End)和SE(Single End).

过滤数据的步骤与命令行中过滤参数的顺序有关,参数之间用空格分隔,参数和参数数值之间用:分隔,通常的过滤步骤如下:

ILLUMINACLIP过滤reads中的Illumina测序接头和引物序列,并决定是否去除反向互补的R1/R2中的R2<需要的adapter地址>:<最大错配数>:<跨adapter序列的匹配精确度>:<两个adapter之间序列的匹配精确度>
SLIDINGWINDOW从 reads 的 5’ 端开始,进行滑窗质量过滤,切掉碱基质量平均值低于阈值的滑窗<滑动窗大小>:<质量平均值>
MAXINFO一个自动调整的过滤选项,在保证 reads 长度的情况下尽量降低测序错误率,最大化 reads 的使用价值NULL
LEADING从 reads 的开头切除质量值低于阈值的碱基<最小质量>
TRAILING从 reads 的末尾开始切除质量值低于阈值的碱基<最小质量>
CROP从 reads 的末尾切掉部分碱基使得 reads 达到指定长度<长度>
HEADCROP从 reads 的开头切掉指定数量的碱基<碱基数量>
MINLEN如果经过剪切后 reads 的长度低于阈值则丢弃这条 reads<最短长度>
AVGQUAL如果 reads 的平均碱基质量值低于阈值则丢弃这条 readsNULL
TOPHRED33将 reads 的碱基质量值体系转为 phred-33NULL
TOPHRED64将 reads 的碱基质量值体系转为 phred-64NULL
java -jar /home/wang/Downloads/RNA-seq/tools/Trimmomatic-0.36/trimmomatic-0.36.jar PE -threads 12 -phred33 -trimlog /home/wang/Downloads/RNA-seq/tools/Trimmomatic-0.36/logfile.txt /home/wang/Downloads/RNA-seq/data/samples/fasta/ERR2124441/ERR2124441_1.fastq /home/wang/Downloads/RNA-seq/data/samples/fasta/ERR2124441/ERR2124441_2.fastq /home/wang/Downloads/RNA-seq/data/samples/fasta/ERR2124441/ERR2124441_1_paired.fq /home/wang/Downloads/RNA-seq/data/samples/fasta/ERR2124441/ERR2124441_1_unpaired.fq /home/wang/Downloads/RNA-seq/data/samples/fasta/ERR2124441/ERR2124441_2_paired.fq /home/wang/Downloads/RNA-seq/data/samples/fasta/ERR2124441/ERR2124441_2_unpaired.fq ILLUMINACLIP:/home/wang/Downloads/RNA-seq/tools/Trimmomatic-0.36/adapters/TruSeq3-PE.fa:2:30:10 LEADING:3 TRAILING:3 SLIDINGWINDOW:4:15 MINLEN:50

4. Tophat mapping

处理完reads后,我们需要用tophat把reads匹配到参考基因组上。

tophat -o /home/wang/Downloads/RNA-seq/data/samples/tophat_result/ERR2124441 -G /home/wang/Downloads/RNA-seq/data/GRCh38.gtf /home/wang/Downloads/RNA-seq/data/hg38/hg38 /home/wang/Downloads/RNA-seq/data/samples/fasta/ERR2124441/*_paired.fq

最后得到的结果如下,一般情况下,接下去需要用到的就是accepted_hits.bam

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" alt="" />

接着我们需要检查一下得到的accepted_hits.bam是否已经排序:

sudo apt-get install samtools
samtools view -h /home/wang/Downloads/RNA-seq/data/samples/tophat_result/ERR2124441/accepted_hits.bam | head

如果header中显示SO:coordinate,那就说明已经排序了。

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" alt="" />

5. RNA-Seq 质控

基于原始测序数据的质控(例如FastQC)不足以保证RNA-seq 数据的可用性。
我们还需要使用RSeQC程序包(基于python)全面地评估RNA-seq 结果质量,例如序列质量、GC 偏倚、PCR 偏倚、核苷酸组成偏倚、序列深度、链特异性、覆盖均一性,和基因组结构上的片段分布等,以确保后续分析的可靠性。

#安装RSeQc
sudo apt-get install python-pip
pip install RSeQc
#如果出现compr_lzo.c:31:23: fatal error: lzo/lzo1x.h: No such file or directory,需要安装 liblzo2-dev
sudo apt-get install liblzo2-dev

简单的用bam_stat.py看下统计信息

#找到python安装包的文件夹地址
.local/bin/bam_stat.py -i /home/wang/Downloads/RNA-seq/data/samples/tophat_result/ERR2124441/accepted_hits.bam > /home/wang/Downloads/RNA-seq/data/samples/tophat_result/ERR2124441/output_bam_stat.txt
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tUO/JsgpokoiomKev1HznTO+zY5eNzlW9tO/IY/7aCmnr/f3Ts4cHIPtpYWMdm63Mzc+mcloiy8XMesmqV7Tp9/YK/cg8FRL7m/xmCoE3xe5madf54As1s6KB6ZuPIBsb6lJfJqULskg2M9KvS3uRyTiBG7pu0Kj1DfealQupexsoSsAsJncapVbCJ8BkINGsCkkR26vNjQXsu3H3+Niv/v7wPT6/uWrf7qcbwEb0Eh5ccTaXemKZS+/bt5L9gmkq9mJpKWGD/eCvuTScrG91au0RtS2uNtzducr+ZCEqjM1DsSyUkWOEkSYaZbGTSU+bp8R2xr3MK8j48uRAadqVYxJCQv2IC4dOlLf9ef5Vd8PHtnd2bjuX1cXZiPrckao6cNYxyal3g6aT3efm56a8fxR6OjMuqJzDQXp/eEhlz53FKek7Bp7zM148SXvxH1NRW5x8B83uAXUU0tDUqX96+8+FL2ffirMdngzac/sgct+Jv0nnIXydZb8q6paafjm7Y/ayCm1L5Jf8jd8srrkTr72XsoevHrNSH57cuWbg9q8/SFSOFPq3hWsDwaoycN5pwbo3nrqtP0vMK8rLSXty7dDSO+X4RUWP4NLtvxzdGxL3Oyc95HRexMfqrrdtw7KE2NiklZS9jlknqGuqM1NtXU/MKcjMKGu39LZ42wi4QaDgC+PfA/HZIKipoyonNZ3OLymgkxfY6f1lP3+Y/8S+e+3JOflGaSoysG3FpHaxXYA9PazeSobVVh8M3bmbOmIMemj0vMrWMQsMiO7LKup+vrKKu244TS3qRGelRopJqa5Jgj6g+xjcwL3jnNveLpQRl3f7OizdM3+f9of4aZEwX/zP+0/51M/0LqtsYWLuFrRrHjCHYEE95wKrIkMMRkUHuWz5Vyiir6fVymONUT4UEWaTo0fHQ6IIvZRQ6WbG9trHFpC2rpunXXviEVUDs4rbeKz84YtawNVWyHQytJizZtvjg38+FZeU9JpWHvBUw90mdx/t53HfbFLjT5qiXGXOuqfp/4ZNHh3PyYU9QE+dn4fTyFD2sSFLYJGeZ1u21u1tOCvdztdas/zQktLH0jtyhuzfqiN+prKIfDBklNb3eLmtdMbuEtoN9d1G2b96zdFJ+ZStNk6FeO5fas+4BpO5lZkONXT3dUkLCZ08gqWqP3RDt0V9wBMNpMvwFAs2PAGgqNb8+AY+AABAAAj9HAH9w+HN1Q2kgAASAABD4FQQgsv8K6mATCAABINCYBCCyNyZdqBsIAAEg8CsIQGT/FdTBJhAAAkCgMQlAZG9MulA3EAACQOBXEIDI/iuog00gAASAQGMSkDqyU95FTh9os/o2j4COgJ/4mkoCmeEjEAACQAAINBQBKSN7VerB7XGlsni/e2RrKnXj0VQy4tFUaij/oR4gAASAABAQJCBVZK98dSDsZV9nU9xfDtbVVDJUwrsSCHoGn4EAEAACQEA6ArjBWXiV5c/3hqcO8dusdfioqFWoapd7dO23n1vL1H7RDszlHrnLH3JTYAcIAAEgAAQajoCkkR398Xh3RLrj+sUGMnfpIhdHxNFUQjAhvZU3BWbn2XINWBJn+d/aBkJSLQsEARpAAxsbwTeFfRr8sV8HMQbHkq0bg35P2rzouG7Q1knapOrba+zWoRtuBw/hMSNDrrlUoKWXlo6Md4qNGMnUVLqI7TtciRiNaSqhPwo+5JcJLIFIVNLsotEagSTWCQs0eMM30AAaEBy45wD76yDGtLYkY3a09OH2nf85h3gxFTzr2URqKlGTtk0VNWaHJBbVmpEI0AAa8E3h3qfC14Hn68AzmBYViCUZs1fHrx68Kl5gIgUhdpqy99yKPuxLBHPMXjvJzm+UHbDE8Im/GHwCAkAACAAByQhIEtkRSunnEgrnqSn14T+Tw5AVp1cNVG7bvnXN2tWs2Zjqsi/fnu+ZG0JfEbWwJxmhv49aEExdvn+BaVum+AZsQAAIAAEg0LgEJJmNQeSU1Tpy3alWlicQUJUOau0FozVHU8kR01RSIaCljzBNJXumppIYs0Pc6mEHCAABIAAEpCQg1fvs9doSpalUb0HIAASAABAAAj9NQKLZmPqtcd+NqT8r5AACQAAIAIHGIdA4Y/bG8RVqBQJAAAgAAXEIQGQXhxLkAQJAAAi0JAIQ2VtSb4GvQAAIAAFxCEBkF4cS5AECQAAItCQCENlbUm+Br0AACAABcQhAZBeHEuQBAkAACLQkAhL9Uqn6nv9Qr6tlnF+hstopax9yh29RsJbUevAVCAABIPA7EpAksqMV30qoWpMidkznEUciyCsL/gb1d+QEbQICQAAItBwCEkX2799KCe2t9Dt27AiTOC2ni8FTIAAE/jgCkoRoRklJCbGtqrIkZf44oNBgIAAEgMAvJyDJmJ3xvfRHVVKos8PGsnK6Qnv9PnaT3OeM6NoaFvr65d0IDgABIAAEeAhItG4M41vGy2yqipqyPFrxOeN/FyIjExXn7t/pps+9PsC6MTxsYRcIAAEg8GsISBTZBVxkFJyY73Ky+7/nPGp0NxAEIrsAI/gIBIAAEGh6Aj8zZ07soKerWFYiKGra9I0Ai0AACAABIMBD4GciO6MwI6NcU0eTOxfDUy/sAgEgAASAwK8iIElUpj0/+W+qqk3frlpt5WklWY/P7Y76PMBnlO7PXB1+VbvBLhAAAkDg9yUgSWQnKiuWPzwYEPWxuByVa6vRtb+T/95pAztAYP99Tw9oGRAAAi2SwM88QRXSYHiCKgQKHAICQAAINC0BGHA3LW+wBgSAABBofAIQ2RufMVgAAkAACDQtAYjsTcsbrAEBIAAEGp8ARPbGZwwWgAAQAAJNSwAie9PyBmtAAAgAgcYn8FtEdmpy6Cib/n1NTUwtfOKrGx9aI1qojvexsPC+1bIb0Yh8oGogAATEISDJ++w19VV+vHv6yNmbyW9yisqoJNWRwRd9bfjFNxgfIt2m7HpH43dA1mHzvVB7/pz8OWo+0cqKvpPbqyqIvYakTH/vy/e9K+O8bP2FVggHgQAQaDEEKB/j9wSEHEsxDUn8x04gXlTmJp48dPrG/1KzPzODz+jNsesGyFYn+tp7xApovdWNNpS3e2fPPqgZeJcdhXBLMb4+ORr276l7aV/QtgbWE5Z5zTav+8MdgQoRtOzthV07T95+kfWFKttOp/eQKYsXjjVWEjuONWgPSRjZ0bLnu5d4XyIOnjrdb2HXTsqy9HJUWUbQI6Lu5G3nh1ajCD33lOeKBJNN22d0JSMEhfZ1cgqWZH6mJG+ddck6JkSwU4Xl5T1GIhF/DUNeJ2AfCAABqQkwSl6fCt2wK0mha3uBkI5ViZY927lwxQWi3fSZ6xfXBB8VLKSwtN46u+zYPbMLiWuZIK/CX0NVyoFt10tlCZo1WfBKMbJPrPSIojmv2RXQQ/7T3f3BK5fT90bNN5bjVo/tCFbIKLzk+3foR5vlG6KstBUqsh8c2fzP3wWkU1tH/xKhIskiO+VFZNB5xbmR2ybr4gZpcpuOWm2wxjMomJQeWamjdufOtcx56QjZp75LevINtRaS8mccIhAQPqHZP6PV0EoggMWLL8/O3yy1DYqehe4cuorKj4TyfG/AOcX5Udun6PEHH0YpU+vN2kAdR+ut8uW+0Bdm40w/7KqqqRUVXYqeFhuToj758DKnbljY0nVd7/dxss+R+27Bdq25LtWtkPY2+Wll/1U+ky2UmLk0JvvMfuTwT/I72uiO/NcYbh2NuiPRPHtl8sUbVMfZY/HDev3+VqRf+edvZztLc0u7cYvC47Ip7CK0Z3vnjncaPPfYx4obXuYm2GZeO+NMy0uM3LDIdZS9jbmZ+cChLkvD47JqytVvUGiO6lveNtMPp2fdCF80zs7K3GLQyEXR6XR2VkrOrYhlkxyszc1thrl5Rz76XHMcS2V8fXEmZKnrCFvL/v2tbJ2cZwfE5jHYpUS0C0vEscX4+vSgj6uTtbnFYOdFW29/JnBPA0pO/O7Vs52xFvczsxxoP2LiXJ8diZ9qbCEI/e2+qYMGTd33ttY3thvwPxBomQSIHYasi9q5eGAnGRpNYC4XqUw6f506dO44gbCONZRR8q2EqNoOR+ut/NnusBQ77ymd6RTuqAmnFP1TfiFBx0CXMxpV6GVlgr5+9r7WJWEVknUN9cmfPhbUXJDQH29TshV69TGUbPDcYB0niVl69uvUKoORhfuWTrj07L/q1pp9hs5d8bejDt89Sr2eocU3AhZvKRy6aptPj9bfU86HhywMkoveYNuWQO4zc/vRadV3/BwDCf5xAbYyCIEkz4lzpFYkUhszt9ULunZWlf3+7uKWQP/17bsdnK4j0bVJwDv6xysBIQb2roEHVitWfkwtbKfN7Ey0JDF40ZaiUV7hHt3a0gufnghdsxzdddjdWAa7IUzeMnd5fEeXRf6LemsoUL5mp6ZQu6szfRDdLrZR4bYY+TG+nkerJ6yNDDFS+Pry7Lbw2+XIIGYJeuo+j7W3//JZvauvlhKJUlqYm/b6g3zn9rztRVHuico2Av8Dgd+CAMpAUb65VXrWq9SqLqMKdy9yvvC0oLq1lslw95WLnHSx4INpvZVVPQweZbuBqfXWwcDE3mWB+0gjjtYb+iN5Z/h7p8AdXWQS6bWjIJxSRCVlJfRd0RcGosn6tqFlX79RSqpLagZVIiok6rqsXfzU09uL5DHXkv74+OFbVaM3B47T4P3CNmHfSBTZiwqLKc9jrhksCji6vhM961q4/wYvRO3Y8j4SxHZG3rXou+2mRi9z0mM2WWu538cn047Eug+cqkUkyim0QkhyJAJCwPZacYI6CwdB1Wa2hw2HjKb7lLiT699m0BAdvlycdDH/Mr5X9Zq/YYYpy38tXWNWMcZ/147Ed54T427XgXluaWp5zksatjU2ZbaxCbEwdv956piI8KVmCqy8WtqGvdi28NrFrlaorZy488803E4stGPS0Nby8Mp4ODOalR+lVFFQklwbdU0tDUUi0klTr5spK+Sz7SEIydg9+q475xP8BQK/MwF6UWER5em5WIMlG08EatAzY8N813kgaidXmMjJWi/fv28MpvWmIo+Wf/6QFLM3dF5qycG90wyw6IZ+T9q+LWdksKceGalGeEZCOKXIfznYqcdEbznRfcVwPdKnJ+d27n9GIdqyh/AiK0QQeUMH1yGxay+fik4tfpKjM2Pd2L7tflFcRxBJIjtCpzNk+8xdv9CxHTPkqbqsmHJ78smbqYv7mIpfDS3zfba80XwtTouJ2j2M5KPTMmmIFn6MrspNPHE0JvF5el5xBXZbRKusog3izkxIe06TjXrxPxbBKqJlvMsoTwpyNA2qrZUg5/gVM4amv30vazK1Nzus1yYzS9XbLqG2cjPzWhkZc2mQ9bpw7gHJJu7By8vCQiY5hOr3sxloa+dob67fhnODyGcbPgCB354AM/iYzAtc4sQOPq5ebvHjj99IWWrSl0xs28W0bQ0Ajc5denUlzJ1w4sLrKZ4mpNIHEdsLxoX66NT94oguRZY3XbzNnxEa6TUhokJBs6/zPGfT51c6dsDqQHEqpKTuXeL9sE/YUW9zFcaXpwd918xMXR65aSjrlr7J+0f8kIwgRBVVZTnZtty3eIjtOrQjlH2XUFOJgD0i5HtGyJxQ4LvxEgIBLb7uNzuk0MlrRfgGYy0VOSLllvcgXyEZJTtEIJDIdbscuxNUcgiM9jTjeVDDftRejWLhXcQbOPW1S7gtDAVf24kkrj8E5V5TAo5M8sx6ei8xISFm/eFwJTvvMP/RdScaJWs05AYCLY8AFnxU5GRVa4NPezUs+JR+FzK4I6rp6yl+/8ZMYjy+dOXt/ZhRfXlGaSvN+2q47b/oZcIf+3hKYXTk9YZ77x7uzeZESQ52VugxXg/7alaLrnAZ9eKFrB7ztvdXwb7RpHZ9Z/vP/N/Y7cde2gtaahr4nKGzONZIXfr0RF4kpXCeLtOzM7LRjhodubFInErIBkb6VWlvcjk9wi9GVKYAACAASURBVMh9k1alhz174BYmYKGTTuOksw9TU+//j27rvmxkH20srGOT0LmZufRGmmMm63czoGZml6l25NnUlJkzNmQDY33Ky+RUDgGuz8yk+trFk5m7S9bW06r4kJbPaS09NyOndiqQmY2krNd/5EzvsGOXj89VvrXtyGOBNwa4VcEOEPiNCZAMTXoizx+95nz16FkfslF1TXUhwYfx6cOHci1dLSykyA5Ye/k6d7vsO1BWduDay9cOL/irNt7UQOMpxY+Rnnf58E2Zoc7mzDt1nAqx6dMqlGekSMBew0YryisbKUzxO1n3U50G1s3CPUJQsnYbf2hxUGBnnzk26hWp58LPfv5r3vCuQuByy9TZIWoMn2Z3LGBjhPaKcX+1+Z4SEx791dZ3OPtRBTM3SV1DnXHt9tXUHhZKFERFX6MNdgkka2hrVF67feeDsZUaWpyWcDTi9EcCQZu3dpRGZ2AQacyAzzcM5s0kzj5Rc+SsYSfXrAtU85xq1Vm+8mv++2cp5IFzsAcDRI2R80af8VzjqbBklkMvDQVqWXFe2usKY1cnQ1J97RJqmqjjNKbX4X2b9uh6jDZqVfLm0s7LBQSCHjMv7fXpiCSyaZ+uWmqqSqSqog+JL/4jag6oPZWxd2NmLIhG3PZgz3Yl6gKhnsBBINCcCRCUBkybGPV34PrOq+cNwILP2c2nC3vOH2GEnfm0Z8e3pagO6GekpSpP+5aVfHbH/sJBa8awnuPJKat1VOa0q1pFnkBAVdTUmC/L45RCSz99rFZoK0f7XpCWfO3Ivos/nLfMN5FnVSO6QrTnIGultYc2n9aYZd1Zruz9rT1RLzrYz+wlSYjleNoAfyUzK9d93pZgcviODXMiSpB2htYzwlZMkvTlFELbwb67KNs371k6Kb+ylabJUK+dS+1Zc2fs5pCMXT3dUkLCZ08gqWqP3RDt0R+bFCF2cVvvlR8cMWvYmirZDoZWE5ZsW3zw7+esEoz0qNnzIlPLKDRmZF9l3c9XVlHXbceJJdIyJSgPWBUZcjgiMsh9y6dKGWU1vV4Oc5xYtghtLL0jd+jujTridyqr6AdDRklNr7fLWlcssb52sVsn+D9Ra2LQ5u8h4UFzDv2Q0+w3bulat2+rspm5sLcfix4dD40u+FJGoZMV22sbW0zasmqaPu9dFrwbI8gTPv+2BOR6zN8WSg77d92MrVjw6Tpg1taVLiylTqbW24MD/vtzWVpvmkbmwwL2zxhU9yej/GRwSlFf7p218lIJXaZ1B50eFo7eh1wH6wp5tMZfH0JQGbJmx6od/0avnbXlW7Vs+y79R2za5W7JeUVHIHejfwRNpUZHDAaAABAAAk1MgHcE2MSmwRwQAAJAAAg0CgGI7I2CFSoFAkAACPxCAhDZfyF8MA0EgAAQaBQCENkbBStUCgSAABD4hQQgsv9C+GAaCAABINAoBCCyNwpWqBQIAAEg8AsJSPI+e3X86sGrBNXoZO1D7gQPwV/y5Re2D0wDASAABP48AhK9z04p/VxSu8AxQn21Z8HGT9OP75zEXalShizJpeLPww0tBgJAAAg0AQGJAjHzl7Vcn9AvV2/cYwxeN7wTzOhwocAOEAACQKAZEJA6KtMzzp9I6jDaxepX/Xq2GcADF4AAEAACzZKAtJH9x8Pj5/NNp4z7VVpQzRImOAUEgAAQaBYEpIvsjILY6DtEhyn2atKVbxZNByeAABAAAr8pAakiM+XV6VOpOuNdzFr9plSgWUAACACBlkxAisiOFt86Fvvdaspo1hKaLbnx4DsQAAJA4LckIHlkp2dcOJGkNNzFVvWn9C1+S5rQKCAABIBAcyAgaWRHfzyIjsk1nji5N1M9DjYgAASAABBofgQkjOyMgivH4lHbKSO4v01qfk0Cj4AAEAACfzgBiX6DWj8r+A1q/YwgBxAAAkCgkQlIOGZvZG+geiAABIAAEPh5AhDZf54h1AAEgAAQaF4EILI3r/4Ab4AAEAACP08AIvvPM4QagAAQAALNiwBE9ubVH+ANEAACQODnCbSwyE7Nuxn29zg7KzMzi4HD5h9Np4tH4EeC/7Bh/ok/+HJTk0NH2fTva2piauEjqCfClxHnQ3W8j4WF961qnCyQBASAABBoagISrc+OoGXvLu3ZfTrhZfYXqmw77V62Ln8vGN1NSeiPUWn/Je4O2XHxcW6Foq7VxBWr5pq3515G0PKM6/t3Ho17mllUJaOq3dN+vq+nff2vyDOKroRsuEx13XR4tDaxtIjaXo8kLi8UIcmQ+P2U6e99+b53ZZyXrb+4tUA+IAAEGpcALf/OrpCdl55+rFTUtZiwzGeeFSw7KA1xSSI7o/CK/+ItH62XrIu01FaoyH54bMvmJf+RosNG1mVPfRflufqcvIvv3mGdim/9u3HlqtZH9rmyV5qpTo/2mLfjP5PZy7eu11Moy3nxv9KOqtyoj9MKetrLFFofz6nWhm0QRKszTk6BpNa2AddsBY7VfCSRiPwBX3g2OAoEgEDjE6C+3e/ld0tnSfBRq7Zf7u8LXO2jcHD/dH2xR3CN72FLsSBJZKe9e/ys0myl10RzJWbzOk30mpk0POxxGm2kmqAOKuXxmTMZBjNOLrbXw0K2gV9e8oToMy8mrjSVQRifLm3d86bL4qObp+qxrBsa9xWTFqPiRyUi30pezOxNko1AQNAmMQRGgMBvTwCLGzGfB/rsm2SGTQQYuPguezk2/MxzF59+ggHmtyfx0w0UZ6jMMULW7aJH/pT3H5V9AP3xLjVboWfvLnWvDvTsl6++a5lbaLOrJ3YyM+tc/OxpDgNBGJ8T457KDHJ1Zod1Tt31/KUmhY13HDBw9e1qyg0vcxNsM6+d3ablJUZuWOQ6yt7G3Mx84FCXpeFxWZSaCqmPgodbSz6ZTsm5FbFskoO1ubnNMDfvyEefuRP6jK9PD/q4OlmbWwx2XrT19mcC3zlHf7tv6qBBU/e95eavp2GQDASAAIcAFjde/+hmZlKj00ZQMunfreT5M2bcgE1CAnWjsugKiDqTVi98vnLVKtKyWRb0JyeP3q4aFbx+rBAdVEbRpyKkowZ3kobYQb0D8qmgkI50QbLTsxD9Id0VRNsRkiLTf8mxCwur7/g5BhL84wJsZRACSZ4TU0mtSKQ2Zm6rF3TtrCr7/d3FLYH+69t3OzhdB7uuyFiuvvpgtWST6WhJYvCiLUWjvMI9urWlFz49EbpmObrrsLsxdsORH+PrebR6wtrIECOFry/Pbgu/XY4M4nMYRWEMzwcEPgABMQlgcaNYroMa98EdoY1aB7nP/2HjKkNJhqBiWvu9s0kS2RFEvovd5MFX/a+cOfGm+FmOzlTf0abthCFHKZRqREZWjjODTZCTlUEolVXMmFdRXom0VlIUVgwHNVFOoRVCksMeghKwvVacoM4qQVC1me1hwyms6T4l7uT6txk0RIebS6LJdMZ/147Ed54T427Xgem/ppbnvKRhW2NTZhubEHPizj/TcDux0I45yaSt5eGV8XBmNMcy9pdk7B59153nAOwCASAgLgFm3JBpI8OTXVZWprqMFTd4DsKuGAQkiuyUN5HL1zzqHXLIq78K48uzw+v95rxZsifQSV0wTBPksAH192oKirDvq1BKNRWRU5VnRkqFVgpI8Y9yBqIkWEoMd4VnqcpNPHE0JvF5el5xBQ1BaJVVtEHS38DRMt5llCcFOZoG1VojyDl+ZU4l5WbmtTIy1uJ4TtbrogsPd2oxwR4Q+BkCzLhBreZ9h7i6ulpGnjtC/Jm6/7SykkR26qvLl7K7z9lmpoJFaFI705m+05Mn7Dz+ym5FH4FqiGodOyCvCz4zkHaswMecnSFo9NNgftAx0EYS3qZTEHXJJmRE9QxafN1vdkihk9eK8A3GWipyRMot70G+onKLcxxloEoOgdGeZjyDB4K8CnYHgJ1zKOc+hFUTkQSBXRykkAcIiEGA1LGTGuVVURmKsGV90O+fi6rb9+TO6opRBWSpIcAZfYoDBKVUVaEkMjeWEbBJDrSyvLLuvDJJp0+vNnnJ/8tjj5wZn54+ydewYD1QJaoPGNy9IuFkbF4DPWSkpt7/H93WfdnIPtpYWEcQem5mLr2uS+I0kJ2HrN/NgJqZXabakWdTU2YqjZC19bQqPqTlc24I6LkZOQ3UDPH9g5xA4DclQNQ26a387vHzcnb70LLnye+UevfR4Yac37TdjdEsSSK7zF8DrZSeHQ4/+/hD/n8f3909HHzoZfshDj0FBuxMN+X6TZxokH44cFd86oc3CfsCDxUMmO/SjdVBxM4TPKZpvghbuHLvtcfvsrI/pCTFnU3MlDpAkjW0NSpf3r7z4UvZ9+Ksx2eDNpz+iL2KyLuhNDoDReg0IQFfSBJRc+SsYZRT6wJPJ73Py89Nf/0o9nBkXBYzmhN1nMb0yjm2ac+dt3kFOSm3dm27XMBnC96N4eUO+0BAMgJyphMnat6P2Hj6SebHjOSTQRH31cdP6AfybZJRZOWWTHkD/ZF2edeOE3de536rlm1v0G/YrKVzh3TmAc+jvEErSNjF/A1qTkk1qcf8Q3vdu9XOvqClKTF79py+8zK7qBJR7KDdc7J/xMy/hFwh+FtUfct7oC8h6O4/dtxno1gGtPzdudDgqNtvC6tkOxhaTVgyXfHg388nxYfay9LTIme5R739QaFhkR1BCESyrKKu244TS3qRGelRs+dFppYJScJyUj89OBwRefHR20+VMspqer0c5ngvtmU9TmAU/+9ASPiph1k/5DT7jVvqQtq7KnvubcwWy1Ussk+ffwyZuveIuzEMNFhI4D8gIAkB+qd7e4IjYpI/Vih27j9mic/fgzTqDQyS1P+n5JUsstdLhSeyc/IyPl9aMe2EXnDkUtOa11Q5KfAXCAABIAAEGoOAJLMx0tknqo1c7al/y3vZ3melPzP9LZ11KAUEgAAQ+PMINH5kx2anOzqu37PaOP91AefJ45/HGVoMBIAAEGg6Ao0/G9N0bQFLQAAIAAEgwCTQFGN2IA0EgAAQAAJNSQAie1PSBltAAAgAgaYg0NIiu1B1JOlANYSmknSWpSvVAPpN9Ta5AfFK10goBQSAQEMQkDCyY2vYHvWbPXqwjbXtyGlropKLRD8TxTSVti+baG9lbuUw2Wvf/4pF5xRsB62s6KuQH7bWZMPUkcgC6kiCFYj3maWplHw/2I5nEYE6JRk5h6ZbTt6XzvYee6GetYSwialpX3Mbx/Hu/oeTaxf4Zb5an3EtYoXr8EEWZuYDnCYu3HyL+dC4tlRfM4tBQye6+0Um5nGWGa5jsTEPiNHkBsPLagd+VzZmU6HuFkoA01T6d8kELG5YO0z23PsQW6EENmkISBTZGTmnVq08lN978fbo0/v9RiCxqzwPvBMeotiaSmUDVu09FrnGtuzUylUns8XsI0ry1lmhD2sWgRdsE1Md6YqfjaLgcak/4y8Dyci9HZ+uYzfYoJaTrMXKM7FXLl+I3rV6jOqrPUuX7k2tWcKIqRU1Z8Mt1Hb51iPHD21bOe4vfa5WFLvUxXPHdvi5GhWcXDl/88Mfv+odUJwmNzBe3K6Uusug4O9LgK2ppDgx+OjZw0FjSVdW+xyT/ufpvy8mMVomyc+76O+vnU/tODFqsaMR9vtKHRe/NR9d1x57MGXjkNaClnA0lQSzCn6mvkt68g21Fjz8Sz4zcu7Ep+sO8ecJ7NhSxiqdNDSwS4tm5y7G7b9OmnP1eqp7DxNyPVpRnFJa2l166JSnjD9w85WPlRXe7ULdFrc0/abm1JV1acKR5kcANJUarE9qx6L1V0n/lP+ZoK3PXZ9HoadlH/T183Rs4VyBDUdTCZuasJ7wb2LizmXjh1iaWztOWXng8Rf2aJ72bO/c8U6D5x77WFFXOAnBU0difH1xJmSp6whby/79rWydnGcHxLIXI8OTWxLwWchHLLDf+qA3xE5fFCWytn5nQsnXUsx/SbSiyCQigg2chVjkPyRKvwljaGHhE1+72mntFDwOXv66BT81LF78rkRES1ZhbsHaO4J988d8Bk2lhutqScbsRCVlJTStGFuoXIMVldCybyWUUiozrglseJpK2Fc3+1TIyckr1kd5K1e8u7Q1yMtX+fjOCZpEcp+Z249OEyGcJFodCS1L3jJ3eXxHl0X+i3prKFC+ZqemULuz14zHk1sS8LnuR0bO7VsZ+naBTJUN4Ru94GM+0nFwR+wWhi6OVhRKr/ya++Lq9qNpes7LTeoZsIuh3yTUK1F4hWbmHhQpPiUVXryuxJGs4ngDulQcEn/WX9BUarj+liSyk3vYDe544cTWU8bLh+oSC5+e33PgOYU4SMjKV3iaSthzRkRj1PJFDswpHURz4ZrcJNeY6znj5ugR8YSTappcd46YURi7/zx1TET4UjP2kmNa2oa9OIDql1vi5Kz7l5F9Oz5T326jrrDAzqD++Jx272jo6eI+f49mtoSOrxVVnbDWxmQt0wixncnkxXv9R/fgWUitrnHsJqA+/SZhhZjHROIVVYDneIPhFd2VOJJV7JMRdKl4OuTP2gVNpYbrb0kiOyJvsjDclxF2wGfyjgoFDdMxc8aavIhVa183tONoKjEfG5Iw9Q1OIaKWkWGrQ1m5NESPdwFH8VtIT3/7XtZkau/alSR5y0ovt1QT2IMEAzsnRhOICh3/cliwfcVklo43AV8rCnuCGu1nK5d71sfjFK1dd0NlYZcLXscRmtT6Tc0bL45kFV/74cOfRwA0lRquzyWK7NjTQ92hXjuGerHtUx7/M1Ghh7MQvThhmkqIuglz1oI1Kc9g8MzgoNgo8yc2FMXqIvIvyF5T3c/ILTGy4uMzDRyCmDLZfBsrRg9uLaOgrKqiwLk+sa9WeFpR7CeoGgvWz3s6O3JDlGXUgu71DNqx0Tdfq3D0m6jVVBSt7crmjVe0ZBUfZ/jw5xEATaWG63PBuCV+zfT82GPxZMcx/YUMloVoKuW1N+nLiZL0rPRszmNXRl7a+0otfe3auETAwjSdxhP68X0iGxjrU14mp1bVzfYTckuMzPjbWV3sB3Nc5qmcGaM7qXfgDetYqphaUbJdp69f8FfuoYDI10Ic5rGCq98kIyuDlpdVcK6I1Mz3vK+G4ePltSHG/k/hFdaVOJJVYrgDWX5nAqCp1HC9K0lkR0sLPxaVln3/UpD26GLEsgW7Ssf4zu0jL8wZQU2lg+ndXSf1qXlkSEAKLm359/qr7IKPb+/s3nQsr4+zU20EJalrqDNSb19NzSvIzSj4zolebCvCJJA0Rs4bTTi3xnPX1SfpeQV5WWkv7l06GpeOiTRJL7fEyLh9O9vQTlhgF9Zc5jFxtaLIelPWLTX9dHTD7mcVoupi1Sdav4lsZNJT5unxHbGvcwryPjy5EBp2pbj2rgUfL3YnIJnC1E/gFdqVOJJVbBzwbgzeafF7p4GmUoP1ryRrPVbf2zhq1ZUSukzrDtrd+9uPn+5iqyMwYOdR3uBoKmHaKDpWk1asnmvRnnkZwV7LGxhIWrZa7f7ei0/yq9voW7t4rppl1q72EsMovr99TciZl8UkVe2xG6I9+jMvCDjqSMzU4men90ZdvP86q+gHQ0ZJTa+3y9rwaT1IOHJLuJpKjPR9U6bfH3by0MzaKw4TOeb8gLVU/9tbhwv/qZRwrShGnVKM/y56uG3KHbbjqJcZjhyJaP0mWsGdncE7Lz/JKSUo6/Z3XjxJZp/3h1mYtBOCgxenyQ2Ol0kLewosrCux46Ilq7BE0KViovtjN9BUapiulySyi2GRJ7KLyM2M7H7EoMQQPsU7EZnhsKQEAK+kxCA/EPgdCdQOlZuwdSj/FEsTWv4jTAHeP6KboZFAAIfAL4nsOP5AEhAAAkAACPwsAYjsP0sQygMBIAAEmhuBJp9nb24AwB8gAASAwG9HAMbsv12XQoOAABD44wn88ZG92aoIYW+58C/oKORcbbbOC/EVDgEBINB0BEREdkrene0LhlsOWHO7dqlYllPYW+o7PCYPHWQ9aLird+QjEYonzKhkOTv6I/eHpNSkjfaW3rcEKmu6ZuJZalgVITxLjZAmynkQM2oE2FBloxOgF788F+45bRRzPW4bx0lLw69lVnKN4sgtSZ6ExSi2PpoJz2bOG6MqcxMPBiyagq0Nbta3n4VDwD1u+KJ8jI+Y52BmybuSNtfLZrJT+6N+jkOMkpQzWwL3JCsYtquzRBemlOSzPl570caDlm2/PNi/yXeNwv69U/VqV0/hVIL9paYcP/RorJ+18N/08GT8tbtMFSHbX+uC9NZFOs8UM7pkHQM/GpCeLZRsegJo+bPDG/e//GvykvB13dVIhf87HLxxUZnS6XU2SgSELbeksyT4qFXbL/f3Ba72UTi4f7o+M/hIkyQ7YO3l6561719Xv9w5b8MnU2N2RETLnu1cuOIC0W76zPWLu3ZSlqWXoyrMn0wySl6fCt2wK0mha/s64bHpgeFYrDNmZ3x5ceHW90EBh3dONRRMpDw5e6FowJJVE/rpaxmYTVq9xCL39NkX3CsZnxmSzqCeHw7H5HCH7Xyp8KFRCbDFjBrVBFQOBBqcAEHRzOPklUP+Mx1NDbW09PuO9/l7QEVi/CvmIlNsuaVlayeZGXTu0t/Fd5llzskzz1nBR7okOWW1jtxNjfwq7i7Dzm0kW3qC8nxvwDnF+ZH7/aY7mRnraWlo6hhqKWML9DG+PDt/s9Q2KHrP9K6C4bHBcfxUhXW8I3aw9Y2MWDhAXYZG46zaVWOBnvM65YdRvz41v4cnKPU2Myp98TxXaPBGq9WHT1W/duiBELnPivQr//ztbGdpbmk3blF4XHaNlCp2f2TjsvtB4q4Vkx1tzPtb209c8u+dAgEn6rQWKyVKpAnLy6xz+uH0rBvhi8bZWZlbDBq5KJq5pAy2iVIRYhZxCz8S4Gw73Ov841hf54E2I5adyWT7gSfSJMoWI2O/q/mo8BdUlllsuctX4aPNXTiq2TUHhf4hI5/v7fKYJISGKOdxxYwoOfG7V892trcx72dmOdB+xMS5PjsSPwntPqHuwEEg0NgEsBVNeWISkchUH2MOy3HklqRL4msI/cO56IdqY12t2bGtMun8derQueP06ojjEDsMWRe1c/HATnXDI1+Fv/4DD0VBZ7DVVmvvVZiJmOLJF7n2HbAbI/ZGaNOhvVzRf5/ZgbLmIOcPtoi+/ICZDrmHzwkoW6PFNwIWb3nXdcG2E+eOb3U3eBWyMCjhW40lWsYx3135Zsu2n4g5vWtZz0/H/TZerD/0sFSE6CPXR509E+ljXRLt5RuTXxuv6B+vBITcbjcp8MDpUwdD/p5oVrM2PEtFKPl+sF2d7kNo6XGvjX29TN9sDbj/l9+6YeSk6MtvWc3kiDRtPXj2wundK61+XPJff6r2xkSoLaKe49BuRXfiU9mhnf4u4V6hvt0QPnFVDjb+v5WJe/bm918uhIYo51liRudj1w+WlbMLSniAbQmBQ9i3jfTUfR5rb8iMWr3r+PnLF47vC/WeOqCrYWfWaj78ZuETEGgOBNDiO1eTW9kM7ol9Q0XLLUmZxNvAHw+Oncvr6zqhK3sqhp71KrWqi1rh7kXOthbmVvbjeYaf3GJ1wiM3pXns1J1nF+2XMMUTcvUPCn/855THFgkn6U2YrjX/0F3n9dacowgj71r03XZTo5c5sUTotJb7fXwy7Uis+8CpWlgelKEydOW6Kf2YS5d31ljqFhe75Xkabbw6/pQWvooQ43tVr/kbZpiylkPX0jXmusLaqasixHSD0MXa3mRwK6N/yqxHmFg/6IJc/VSERXYSUo9Ik3BbRC2HYT33RMenLO1jIkN/n5BYYDBctLhqrX8o0m64Nx4NIc6LFjNCKVUUlCTXRl1TS0ORiHTS1OtmOqjWGOwBgWZFgJJ+Yt2WN+Y+hyyZj+qEBR+Z6rIqZvChUKpl2vCOz2RlxUjiNpaRf/loPNEpzFGtZpxLLyosojw9F2uwZOOJQA16ZmyY7zoPRO3kCpN6JRW4lf7yHZwxex3fhCmeUGXkZDlj+DoFEILSgBlO+UfOZdGZt1WsjZb5PlveyFiLY5io3cNIPjOtZrIDIXftaczBR2ilpEjARCXq1it4pI6KUD5TpImzkY16cevkHKvvbyvFVkSsafJt2sgRSDJkAp1ecxOAiTQdDFo2c8Jwe1tsG7ohsQpbFLe2NuG2iOp2w0y+JdxOoSL0jITE/C72QwSlmmqr4NmTjgZPBby7ZBP34OXd00ImOQxzXRq4J+Zh5nehd1u8ZWAfCPwSApSs82uWRjFmbPF16MAKFcKCT7WMvBwWfKRL4jaL8vLkyRTdiVP6t+Iewr7tsibzApc49eik2larn6uXW/eCmzdSakMKN2fz3eEEWHE8JHVU70ApLi7jjNHR70XF1e06cq50Qqsg6o6foXMzKrFShnMBIBCwzuBUwSzD3OdcHAgEWTnei6/QOoUcxFMRIhBIZKFv7wipp+YQgUBkr3dOJNWue46lsUSa/O/IOiwPPx57OyEhIW79IE67WEVF2SK0Hzys3/eE+JSqrIS7eYb2Q/hXBxbhibQ0RFWn3GtKwJHrcdGBrqZyH2LWuw2f5HspS4wLp4j64DAQaBQClemnvBfuqXTdvmVqN84y4Sy5paIinuDzuai6PSv4SJdU4zlafPPI5VJrt7E8OvZEFVUVOVVV7rQzsb1aO0JZ6XeeEVyjtLtBK5UkshM79+mlnPbkRTnbA7Ts5eO01r16cyVNhTpGaG09c9jn6Ev5ZHb0JhsY6VelveE+dmXkvkmr0jPUl2RaqI6hBlURqlN77QHpRZoIKgOHm/94cOdWwv0cQ3s7lnRqbb0NvidMzKjGCElZr//Imd5hxy4fn6t8a9uRxxDaGxw/VCg1AbQ89bDHoiPkubu2TjNW5Iz4MGEbbZPeyu8eP+cGn+fJ75R699HBxmzSJbE9pH+IBOc4mwAAIABJREFUiX7UZqTrENVaUwjJ0KQn8vwRV/WMnvUhG1XXVJdwfCg1gwYpKElkR+RMJozXeLA9+OzTrLzMx6dDtj/o6Dy+L2fyRJQ/RJ1xM7q8ffCRfetP1Bg+ze7b8Y0Rca9z8nNex0VsjP5q6zZcUyJHBEzVpyIkkJ33I47AEG+2mn0xRJqElGIdIrSxHm79IzHq8oeuDkO4c1Gicot3XKTzQsWMaK9Pb4mMufM4JT2n4FNe5utHCS/+I2pqt6zzVTwwkKtlEkBLn+1ZsvgY0S3Aw6Z1SSF7+1zKencOR25JuiQMEfrj/tGzOd0nu/ThC2LYJPK0ia2vBK4/8b+MPCxGbQs+Xdhz3AijFhXZJRsqk7tMCw6oDN2+ZsbWCkUts1EBoTONxJg8UbSc5drz2g722UZoO9h3F2X75j1LJ+VXttI0Geq1c6l9O54rphQnpeKQOZMIl/1n+rNEmtzCVo2r90rBryK0yrqfr6yirtuOE0t64dgndnFb75UfHDFr2Joq2Q6GVhOWbFt88O/nOCV4khQthg+svHbFaPngep3jKSV0V7Tz7P4kGbt6uqWEhM+ewKNLRZBFih4dD40u+FJGoZMV22sbW0zasmqa/s9cU4V6BweBgHQEqI9PHnpeUo1smztqG7cGWYfN90LtZRGy4YzQoMrgCB+3LRWKnfuPCQqb3a0m+EiXhDDyLx25xRgcOKrOF1Kux/xtoeSwf9fN2FqCtOs6YNbWlS5iPRnjev3Ld1r+Wo/YW+QtRKSJ+uSf0YvTpp7b71bnTPrl5wE4AASAwO9E4PcYsAm8eN88O6g6JeF+We+hdp1+D+bNEzJ4BQSAAJOAZLMxwEwaAmh5cUFJafbF7Veqbf2dOkJglwYilAECQEACAhDZJYAlZVbq050zvGMrVftM9vewZS4+ARsQAAJAoFEJtPx59kbFA5UDASAABFogAZgaaIGdBi4DASAABHAJQGTHxcNKrI73sbDgXZK//iKNkaOZuNEYTYM6gQAQaFgCIiK7SE0lbPkdUXJLPI5Vx6+ysvK8VvN7MSyh/KqHOZ9eCU9m2AUCQAAI1BDAUUcCRhIQqBvZMU2lU37Tp4U8ZagIrrCIkyRgEmVgi+rwLg4jkA4fgQAQAAJ1CLDVkRQnBh89ezhoLOnKap9jmbBuXR1MYhyoE9lxNJVwksSw1JKzMBcxawZbM3GjGZAAF35PAjjqSL9ngxuvVXXeemRpKtliBqtvC2oq4SSJ7yD2k9Eh+/X++Rs9t+tCcnYJqqRjOnrh6oWDNchM/aMhB9Xdje5FJRks2zD46aZ/EqpNlm3fMpG5XBgmZnTwwOk7T9JyP5dS5drp9XGc5bHISU+OWWrwHq1NS0gx/55LzqMo6VtNXrFqllk77JqFk8R0mJJza0/4vitPcr4TVLtYjVvsNdtSjb00BOPr08P/bDl5P6NUVqPv6Pk22A/zxdiY/h/pcXBDp8the2Kf55fLdOjrvvVfN0NmnSJtiWwXVki0G5g6UtSe6BuP3xeUUIitlFU76v41aJrHwkHq7Cs1/e2+GQuiEbc9h92NW9RiF2JQhiy/LwG2OpKrCVe1zaR/t5LTz3IY/eood/6+EBqoZXXG7LX14oiG4CTVlhe5hyOcJJ2YEY6mksgktCQxeNGW993nh0fHnDscNKlN/JrlB96y1j1k5Mf4eh79YuUdeeZslP9w2sn9t2ufGIhsFStBqKYSgmMLES3SJNoNcdSRUGzD9xVSgUAzI4AjnNTMPG3+7tQZszeBy6KEkzDTUogZMUshGqOWL3JgrcWmuXBNbpJrzPWccXP08JL+u3YkvvOcGHe7DsyZFk0tz3lJw7bGpsw2NiHmxJ1/puF2YqEdc8lmbS0Pr4yHM6OxTGJsQjWVGKJtkUWLNJFFu1GvOhLJ2D36rrsY/kIWINCMCOAJJzUjN1uEK78isuMKJ+GJGZ04GpP4PD2vuAITN6FVVtEGcZbCr6OpdIipqcSM7IiopIx3GeVJQY6mQbXdRJBz/IrVyMjNzGvFo/pE1uuiK/aUhjBNJZpoW5hxTKRJaLtoot1gqSOVhWHqSKH6/WwG2to52pvrtxHbx9oWwx4QaE4EcNSRmpObLcKXRorsMrKySHl1NYqw185Hq6ooiKxizZqbOFJBuGJGIYVOXivCNxhrqcgRKbe8B/nWEsbRVBKRhE0oKTkERnua1TjFrIsgz3wdqJp561BbNbayP0s8nfeIyH3hmkqibbFEmkS2S6QbBJY60iTPrKf3EhMSYtYfDley8w7zH11Xa12kp5AABJodAZY60iumcBJbCAP9zhRO6omr2tbsGtFMHMKZZ/8JDzGFCk0kIzWNtWQ+Vk9VWmoG0lmvs9TXkXrEjHA0lUQkkfW7GVAzs8tUO/JsasrMBfjJ2npaFR/S8jk3BPTcjJyfevEKxxZOu+p3A9SRfuIUhaLNkACOOlIz9LZ5u9Q4kZ1o4DiiR9mVsE1nk9Oy3iefDd5ytdLU2Un6tevxxYxwNJVEJRE1R84aRjm1LvB00vu8/Nz0149iD0fGZTGjOVHHaUyvnGOb9tx5m1eQk3Jr17bLBT/1viGOLZx24bhRrzoS9m7M1EGDpu57+1NXpOZ95oJ3vyEBHHWk37C1jdokqUfR+F4Rdd1Cwio3bz+wYto/VIWOxgMWbvMc/xMacfWIGeFoKolKIigPWBUZcjgiMsh9y6dKGWU1vV4Oc5xYrSJqTQza/D0kPGjOoR9ymv3GLV3r9m1VNn6DcVNF28Jrl2g3xFFHgldjcLsEEpsnARx1pObpcLP1quWv9Yi9RS5KUwknqdl2CDgGBIAAEPhpAo0zG/PTbklYAc6r2zhJEhqB7EAACACBFkLg94jsLQQ2uAkEgAAQaBICENmbBDMYAQJAAAg0IYGWP8/ehLDAFBAAAkCgRRCAMXuL6CZwEggAASAgAQGI7BLAgqzNmsCPBP9hw/wTfzRrJ8E5INAkBEREdhHCSfTiV+e3ec8aaz/Qymrw8Ckrtl3PqmwSN8GIhARoZUVfK6VZ7LEq48Lq8c6ep96VS1NaQi8bOjuKkMgkvpUhGtoCtvJE+btTns4T117K4vzCuuFt/LE1Vif6DjQ14d/4tNgqcxMPBiyaMsLW0qxvPwuHgHvYWiDYxvj65PCa6cMHmJvbDHX12f+/Is4PyHGTajFT3u51sxSuiImTVFu+Ge7V/aUSJpx0ZkvgnmQFw3YCq5Kj5c+Pbop61WPios1ru6uRCpOP/hO8tEzpuK+1UiN/m5ohuObtEiV566xL1jEhdgJdWI/XtJwYn4X7yH9HhoztzLOeTj2lmktya9uAa7aN7gxBsdvkkAg5H/e/VzH2bR6rXfcb1Ogu/LYG0IpvJdTOLjt2z+xSu74dezUnrM1o2bOdC1dcINpNn7l+cddOyrL0clSFeZoysk+s9IiiOa/ZFdBD/tPd/cErl9P3Rs03xtYKwUmqpViVcmDb9VJZgmbtIc4eThInSzP9W2fMjiOcRFDstyz6wgG/6Q4mXTQ19UydvebbVN67/RpbebFFbPTS97cOrJsflsi+zrcIn6Vzkvou6ck3icfc1e8P+YZnDlznP6YFhnXpQElZSkZ7zPp1Az6ErT30/rc/l6REJFUxtPRbKaG9toE6z2JOHdmrOWHiNc/3BpxTnB+532+6k5mxnpaGpo6hljI2pqSnxcakqE9evcypp66WoYXrer8RZaeP3GfOyuEkcR2sfLkv9IXZOFMhl2icJG7x5rpTJ7KzhJMiFg5Ql6EJaiphbcCWPeQpQSQSEZKwhRCxH3/auIUfCXC2He51/nGsr/NAmxHLzmSyLwGYilDkhkWuo+xtzM3MBw51WRoex76xxUpZT/g3MXHnsvFDLM2tHaesPPD4C/e2ChMYOujj6mhtbjlk/NKdifd3udh43xLve4WW5zw4HrzAefzKmOLuM1364w9Hm5HzjK8vzoQsdcXuPfv3t7J1cp4dEJuHAcE8tLDwia9tfHW8jwX7XpL2bO/c8U6D5x77WHHDy5x5W8t3M4tzGqJfbu45ltt33nzLNrx3YEwaLrsfJO5aMdnRxry/tf3EJf/eKeBezCvSr/zzt7Odpbml3bhF4XHZNTMU9ZQS4QZOu/ArpD4KHm7dv6+piSkfFqYZUacNji1mMUwDK2LZJAdr7PZ+mJt35KPPAivwENpYzp/XN+fY3ptf+a6gsGIPk560G6PkWwlRtZ0yT4zhVlWZdP46dejccXXXM6V/yi8k6Bhwl9pW6GVlgr5+9h47SXGSaiouf7Y7LMXOe0pnOoWvI7FknCSuV813RxjDGm/rE05CixOvP1awsv1LaKBsYHUkjsCQT+SZMwf8nCoOB0RncMOLaLyUT09jtnpMHLNg79sOE8LOxezycbHUUuCNXELLNgvn0bLkLXMXHsjpMsV/76mYs4f/XTvD3rp7jR6eULexg+Q+M7cfPR+7frCsnF1QwgNsSwgcIs6UDPr13rUkhsXIIe3r0BGpgYUW3whYvOVd1wXbTpw7vtXd4FXIwqAEzr2CyFKiXK/vOE6FMparrz5Ivh9sJ3gqSnfa4Glgcb0ktB88woLx6PpdToM5KaBmxSEh8V/G99KyqofBo2ytzc0sbIe7eYRfTvvBDrj0rFepVV3UCncvcra1MLeyH187jiAqKSuhX4q4g0C07Os3SsnXEmwMhJPEdA79kbwz/L3TarcuMnQ6/7UbJ0niZv2SAkJuQcTzg/Lh1IZtb/p7HbBQFFqggdWRBAWGVoijc1R9d+Ok5Vdl+y/eenpmT0meBTQH5xmFsfvPU8dEhC81U2AR1tI27CUUNd9BopxCK4Qkhz1HJGB7rcQJ6qzytIw36XQ9t26t+GpjfRClgUXOuxZ9t93U6GVOTPEpRGu538cn047Eug+cqoV9FFVKbI8EHam3Qux+UuCqxJDqtMHVwOLxStH4L1169NsPtLG1d4GgZsUDSOJdWevl+/eNoaqoqcij5Z8/JMXsDZ2XWnJw7zQDMr2osIjy9FyswZKNJwI16JmxYb7rPBC1kytM5Mh/Odipx0RvOdF9xXA90qcn53buf0Yh2jJn6nGSsDP0e9L2bTkjgz31MA1mhG8ZEpwkiRv1iwpIF9kp2Rf9PA4xpkastusgctTfoOpIogWGcMDJDvQ9ta/PiWPHPSYlWE2YPm3CYEOhN3pCqvj1ztPT376XNZnamx3WhbjYsIfQH2VlSOs2Qq9/5K49mU+jWBuhlZIigVrNFIylZb7Pljeaz13Ck6jdw0g+Og2bdGNGdhzlLGwmZMDKm9zJJFmHzfdC7euP+CLcYLkl/D8cXSrhBVhH8TWwagsSMFzIj+81g8ra47AnNQFi2y6mbWtKa3Tu0qsrYe6EExdeT/E0Qeh0hqzJvMAlTu2Yl29VVy+3+PHHb6QsNelLljddvM2fERrpNSGiQkGzr/M8Z9PnVzp2YIZ20Ulo6YOI7QXjQn10ah/W1ljGSarJ0QL+SBHZKz+cWetxiOqyLdTVSHTYaXB1JJECQ3iU5Tr1G7+in/P8nIcXoo+uGP+vtoPrNLfRFlqi/WbV1hycR1Hm3aTAIFREW7FIi6JSdCVPdYTWrRWRgjIsTKkI2hSpgUVgLlvPOzvJ3OeUFlkKQWTM/t4XNYX7BIWooi84i1LjGF+7cCrkaYfgrtinDY8t0RpYfLWjWFRHFDVbc1rMlwgfGoAAUU1fT/H7t+/Mb4KKqoqcrCp35EFsr9aOUFbKTMI2eb3h3ruHe7NNUpKDnRV6jNdjR2xRSdWPL115ez9mVN8gdinm/yvN+2q47b+49IvIJC+Tn/ua1dpq7D0J/UTL3xzz9jqjOG97sLM+ZxgnkY9sFaFNy0b2YQ/S6LmZuXRUm1MHSwJpWA+WW4y8tPeVWnas98qYOkcJmM6RFVu9g61zpMcpVc9foqKOjdsaG5eFabfPHos6oW66clD9I0RhdTal82QDY33K6eTUqgEm8oK+yMjKoCVlFSgiy4oq1Mz3mXSkK08uAnZJoNG4sZMnRdQuJvxkSLyR+q4S0RI+vVa3INnASL8q9k0uw9qAdePGyH2TVqU3TB/rPPxHIARlvd4mdevDQn597RJWCOcYS5dKxGkj2hZLA+s8prc10ljEFYdtsuLdm2yi4Rhme2FrFAKMTx8+lGsN0MIIEwxNeiL/PnpdNaAv6+tAz/qQjaoPVq8z4KbnXT58U2ZomHnd0RtfkuyAtZeve3LGJdT7m8aHIivPrbVVaUuWZYhMapRmNkqlIudShFhDS5/vW778OHHK+mXWiiWfCwuZ/z6XSvaDDRwVIcykSAmkhtA5IqkYOcwN3CdtWMfca0rniRoj540mnFvjuevqk/S8grystBf3Lh2NS8ce9JCNTHrKPD2+I/Z1TkHehycXQsOuFPON7knqGuqM1NtXU/MKcjMKvnNOXyF9yj1EUB3oaMZ4FHvnizi5WcWIGsOn2X07vjEi7nVOfs7ruIiN0V9t3YZrSnJOce0zd+ptF19uwQ8ojc5AETqNXtsAHF0qHFs4Glg8NtHihKuP0P6OA1mzA5wEeDeGQ0Kav7Rnx8OOXP/fm6z8T//lvH14Jshnf+GgGWOYj3EISgOmTWx9JXD9if9l5GEn27bg04U9x40wwiI7Wvopt6i07PuX/HcPz29dNG9HqfO6+ezhEE4SIqesVvtyJTazTyDIqaiptW+NXc1xkqRp1i8pI8l4g/rk9JEXJdXI9vljt3OdlbUPuRMs1tsX7CJ4KkJYDlESSIICQ4tnDUoNxx8Zcl1suJ0mdR57sc47cofu3qgjfqeyin4wZJTU9Hq7rHXF7kzVx/gG5gXv3OZ+sZSgrNvfefGG6fu8P9S2k2Ts6umWEhI+ewJJVXvshmiP2kd8tZkE9ogdhs2fcnJe5P7Htt79xZthILQd7LuLsn3znqWT8itbaZoM9dq51J4v0AnYqOdjve0SXp6eFjnLPertDwoNi+zIKut+vrKKum47TizpRRZ92uDZEq2BxXUA/fF4f2Syhkvk0DrvEoGaFZeSpDtEZcXyBwf89+cWl6NybTWNzIcF7J8xqOZRnlyP+dtCyWH/rpuxtQRp13XArK0rXVh38NSXe2etvFRCl2ndQaeHhaP3IdfBujUDdpwkSX1rcfmrqdgEY4P9Y77xJfVGubnS3MLnFkWcCii3fCzMV94UK6849f10nhbtPKf1lA/HF9oPW3klD5u2/y23BjptqHlXVg5zWHQqo/mcf79ld0GjpCcgyZi9Ka5afO8e4RoUPyduNQ2ZKL5LrJwCr4jweiLu6yK8ZRpgX9ZgyuZdMht8lq6tCvEfbyjkDcgGMPJrqxC/j0T5WZF+bsPqE6R5uzY760v3uEZUzXAcCDQYgeYW2RusYS2gItkhm+4lBdbOCvO4TCDJ/KKg0cpwwj8xE3hcgV0BAq0Mx/9zdrzAQfgIBJoXAYjsv7A/iGRZOeiAX9gBYBoI/K4EQFPpd+1ZaBcQAAJ/LgGp31D7c5FBy4EAEAACzZwARPZm3kHgHhAAAkBAYgIiIrtwTSVG6bure/zmTxpma2OJaSq5LNt8ibMUm8SGoQAQAAJAAAg0EoG6D/BwNJVKUy6cvE8xd129oLuuGrn46akt4cuD5I9tcvyJX6c0UrugWiAABIDAn0ugTmTnairNQHePXMtc0o+7Edparzpizf2orbli/tPbGx68oToO+EWv6HF9gR0gAASAABDgEqgT2VmaSrZYevVtIZpK3HLMHUZpcTG1bTfVOovy8OWCD0AACAABINC0BOpE9lrzTE0lIQuUolXfPn2roJTkPrsQefDLUE8XY4jstdBgDwgAASDw6wngRHYRzlEfhk1eHV+FIoq6Q2b7zLURLb0hogI4DASAABAAAo1KQMS7MTg2ZYcE3f1f0sM7F3fMUL6xcu4/D8RaJBanQkgCAkAACACBBiUgeWRnmycrduwxYtncAeV3br3ie8zaoN5BZUAACAABICA5AWkjO9MSWllWRpOXlxMyGS+5I1ACCAABIAAEGoiAJPPs1OfHQv/XeoC5UWc1FZnKgldxh3Y/1RixsxeupFgD+QnVAAEgAASAgLgEJInspP+3dxVwVSxd/AaNCKKiD1DCxAaVRkBUDOwGCwMDC0kVSVFEQREbRQWxnqJPxWdg8NmFAQYWjaKoNFxu7Dd7O3YXuFLyZvXHzs6ZOefMf/aenZ3dnb+aGpJ2YuuZ7O+lDKpyO50+FnN2+E/tIxUdam39g+UgAhABiABEoK4IwLUe64oYLA8RgAhABJo7Ar8zz97c2wb9gwhABCAC/00EYGT/b/Y7bDVEACLQkhGAkb0l9y5sG0QAIvDfRABG9v9mv8NWQwQgAi0ZARjZW3LvwrZBBCAC/00EYGT/b/Z7M2h12W3/UaP8k8uagSvQBYhAS0MAJ7JjcyoJN572LnrOEMu1N6uFM2H6D0CAUfr9ZyUihaNVn86vnTzR/dS7cmlqYxhESFQZagN/wYyUvzvlPnHq+gsZNAwPYFYzRICWcyNy0fDBZt43hIMLq/ht4u51CycNtzQZbGw5YqrrlvPvyngnIuvn06Pr5oy2MjGxHOnoffDRdxanXdVJXiaG4puJVxKquDrZd4iRmIwrIjELX56NcJ891sbMGNiatjLi38+VkkjR3u53MjPlaANSQg8lazdwjuSXSvicSkKuVL0+HHW1WI6sJZQHk38EArTH250vWCSE2tWNLYWRleC97IDM0ujQCZ3q56PjVjZB/9o0OGRk5Z7TQyPlvV2W+rAObJ3QWfKEb3AXoIFaI8AqSj0VFrjnoWL3dmKnJ1Kceu74HZrpLN9lvVFCt6cntm5bHqR4aot9WzIr84SnWwxj4ro9Qb0Vvv7v4GbP1cz9MYsN5ElyVusvXnHnxX8QzV/uXhT41cgAnAVIxa8ieqcZu/bO6ypYhpysoAbsIuUpRzcefNln+ooIv14a1IJHRzdvdC1VOe1nqSI0DqlKO7TjilAMJPKw1gDUY8FqOl3kPy3/mv+8pZE3s4turLU09bhaLiLlFC55tn3Wwn1HfIeaelwpF6mONKuNdnury4aD19OLGM3KrSZ1pvpF+FhzryRa3ZygpUfPsnDYeK8YrNn/J26s4nsbHSxmRafXsd1/Ylv/YJ+Z324EOi+LSs4vu73eEgyGiXqr6vZ66yHrb4MijDe7JhlP2f2W9yuveBI6dqhPUqkEEKzCS2ush2+4XYqexczMmFlm849/YUoUQzOYDIaQoDzJe4htwN1qoaIVLyJnL4qO3TDU1PM6jpsCD4XqNVpSYjaGzakUucyqoywDh1Op/Pn+iNdDPaZrM2mCi6HotQbcBFk6RcQGTbQZ7XHuSaLvxCGWY1b9/ZnBLsXITY4OdHUcOwzcVpkMGTljZcRVzp0yqGUxZWdy8u5Vk4eamViMmOl56MkP7m0VuNf5+eywt+MICxOzoZNX7k6+u2eGJf8+SNQ6/0jOeMa8XoUJnpMnLtl8/F7W708iNJN2oQ1k/Xzxd+hKxzHo/aK5jf3E+UGJuQAr4KGpqfBtbPUNb1PODSMjZf/Cyfa2C4/lVFzzYN+j8u49+YDhJJAf1/cdyx64aLFZa6ExC5EtFKgZe+8l71kzfYSlibHFsKkrdt7K5/Q/iUR/sHm0hfFAI0MjEVc5zcLuZYJ2odVoWUmRq6YNtwB346OcvKIffGOKNoXc2mzxooFZx/Zf/ylyzjLfHphlbT3rwFux8qK14VEjIUBpP9QvZvfyIX/hBh++I6yi74V09fZtwXib+TWvgKzTRZc39FbsZ26IpKa8551uvDrMj2fj72tMcLRohZ7FrKJfRRT1tqoSEZBdnEKlCgkoFAqJSuXpBwXKU/ZuS7PzmtkJPwYCA3wPeR405l7IfXGzKKeSeB4JKXuyN/LDCK+ZXWSZTKKfA+PD1VQDXw+jN9uD7vbZ4DdK5mH8Rc7vh6pEpbYe7LR2++Ez50/v9TQvu+AfcCqLE8GZmadCTzIdAmLO/B3tbVEU7+GbkMeWsPISfN3jfph7R//996EN9hVHg+I/ifechLMkRW2zGd57Es5um9L+7f4l46e6bU949pU93woiBe4EnKQeoZxm0S6k9HH4wmWHsrrO9N9/KuHM0Z3r5w6z6NWRoDNBC2QGzIuKO5cYYCsnbxdy+x7YbgcPFbvnFWqoIIn8vPPvQ5apw9B2wnFdIMdOMT4d892TN3hV1ImE03tW9f16fMPGf75yelnWbO3le4/vbrYTn9aRrpeRouTNruHvey2OiE84ezRkWusb61Yfeiu2tjS5ne0YU9aDK//7JXZSo4Mo7BbA3KZDADP4gHmSql9f8nMz3tw/s9nz0I/RKx17gXBLUVFVQX585w8CkdKfv2hFP4s4Jxu/DWX3jp3NHeg4pTtnQo5VUlxadX/zWBsLk8GmNqOd3CIupvPn7fmV0ARSeOvyYyVL277c0xUpe7w74r39WqeuGDEQ00MRdY10ULdpR6Tk0Z6d2aND3HRlSNUkwl8EQu5qMczQVqnHllKLMYYW97qSLn/9Di4FVBJZ3XK+myWvfVouM6+eDHgLwrQOCiJJc+xq1+E90Muj1rJ12Q8dE65kTVqgR8q6ei5F0+nEMjs9EL46a7ut+XR/XjxPRw17qmr3YQuD7aanHvF0C1l07vmOpOAhsqarj51cINb3FBUt8Vgjobo5tItVkHjwHH18ZMTKwYpsB7U7d+sn4alEBkVeUYlElQfPLMkgpVSboM7Wwfj05gNTz6mnkoRGogyEpTbS02/mIHTBuE6aK52uJoY/T2dM7sg3C0ZFYlcKllS9zPryb+yNTgsSXOzao/q0tN0XPRy1PTFtvoGhyNmtbNBHlxn/9iNjgjG/l6kGLvH/cyFqBpQ1JwTo97ZM9rqOErrpDVu41sWKTegm02e4XceE+PATvdaM1qN+fXp298EUGsVGaIgNmsDKuxh3g2K/bYSsxJfpAAAgAElEQVQGd/wjZ7H64IHxdDUNNQWk/NvHhwn7wxa9Ljq8f3YXkbOGRPtwwi/8jYn3ETNlNhJIycOoHVkOm931MGMgpodNAaFoK4g9QIrvR+3+MjHUo7MoaDi1lJSVKLLycgqtW8uTqbIyZCaTG0irspNPxCUkP/+QW1gBxt2MyiqGNS/GUnW68LVTtHt0UzqSkc0g6ZGyP+cq9TDQ5o1KZfS68m++cMwLslnFH26diYs9c7+sx+h1B2Y6DALBpfrhjlme14WfvYPycsO33gkbxg89Ag0iqaZvF/PD2/dyhrP6c8K6iHMNcYCUlZaSWrUWfnpUGzMy3fuCZ1icjaykokwGT2SI6zGk6mXGp3efyh+GjDAKEWgny4/4yTuleLlk0ARSWQn2uIxXCO6bNQJydqH3n4Uyyr++uxWzaY1z9qbjvpatyQpGy3f4s8KiPaZEVihqDZy4aKLR80sd2gtHKdrLkyfTdKeuNRYMTyhtuhq14bZWs1PXft3JC6ecOJ86011oQEDLOLduZQxr7i7f4RxWUKT4XmRU/qQwbx1h7UKYYXsoVKCxknWJ7PSnly6/u3d+gulmgXc+Fjf/mrn/7JoB4orIZApnSEYRHZohhVc2zA8tsPdYExFooK0mT6EleVn7ChSyWEK/SAQM4nmbKNs2mAfjCQj2lbkPL8THHb+e3XHojEX7vM11lHmXBrlhYY+eE9TEFTWHdiEIwEh8wIvjMQinCCLeOThlcbLJrVopk/JLQUhUExtki1UQsUUmy8nzx8ZiBfEPa93LQrbAnbvK8OB498FC5jgvOYjYQUBUJylrsSdZRQTw4A9DQEa5Yx+HNS4PrwVcf+ltaQWGYgp6o732jvbitIP2ePNExd6T9QQRAim8Hnux2MJ7AnrHj7NRNPT1lEt+lQjCT+WHUz4rY+iOUeGzevIGUfQnFy69vZswdqDQMMLTZKCm08F/PISuCJIe4lhtuOy6/OblLH3OXXLjxVr6/S3Tt5HWnPYZotqmDlror+8+YtpsWuUwgDM2ZmZ/zmYinXktZGZ8yGSM6s1WyMpNf1+pbcd+Ua2znnbF7fQ8lrkuu2+Y2Z+ymGAoT7xVPz4Rk9Z2atiZoT3UBN1MXEdaaWO2S6aLgT7t9OPXVVaGCuL+ysrJIkWlFQhJjh2F6Z/ff2aSuguVIoNLAoMhOH+FRDhJGf2e3SjXXr+rJGlzbkh55Wq0xStYy70MQS/j2wLudaGfyyxVdzAQCu2SJivevcmkdBuvX4eTVVIJzGkmCHAI3TpKEroxcy8evS47cpsJLxiDR6wfE+IftHbYM1SdYGTC+vrxY7m2lTbn9EDKX8e6u51WXrwnbHIX3p0naLroa5T0u5smh5E8z663UZOMgbgeNg6CdTrN5VU1OvDdqlZVIJMRtfYa4m+e8ktgJmQ0O2tW/nvz1kcDcw2kMP12XOTpHDKZF9nJpPwL4Tu7r57Ur01l+oWIY7kDltnroLFcx358v6MHNu3TdRvXQ6nozYXdF/PJ5Joiu5y15wFrTC/qP7Mx20XRdFg07m/3de6KK5yH99NUpJcW5qanVhg42neT6WHYV3bb8V2JXWYbtaHnPz0VdamQQhaK7NSOmh1Z/968/Lq3qQqNpKavKfK6CyYuZPUhIwbv2J5464edQ1uh30aNtjC18TIRBpMFRgng5TISiauUgt/LBLYoWg7Oo06u8wvWcJ9l3kmh8mfe+5Q0mSEL7EUGaEjh7csPEOM1Q4RbQALvxsxdEk9y2nfUxaChr/28hsO9NAjQU2JDH7YaYtqTS+h25dCup1pj9/UHF3Ok+GtOtWIbeUZJfvrjf2MP/FM2MXyxYMyDlN2NO5PVa+7WAUIRGpx4Kcd3pKlbDeqhra7A+JXx+MyugwXW68ajJw1SnLLPzT1BYV6om2WrooICtr/gLlBDVZ6ExkBVXgOq1dgxUIMdAwk85JVvzH2dInt9OEbp6hTgkbc50nnUuiq59t3Mp6zYsfzwUv7EiPLQBdPIF/3n+edVt9a3cNrmM0mLPUinaE8N2VoSGhGy4EiZvNagScudrV9H1PxyTH14XDsdjdou8BKfV/Qu3f0xsRtOZXwvY8mqaOj1n7HeEczRdBzvG5y7efcOl3+Kyaq6xhOXB8454PVR0AaqgaO7U1poxPwpVPXOEwLj3QSPEwWFxFKU9qMWzzy5KPrgExsvY8FsRo22xNRwD5np0c4uMW/LaAw0svtYDPKVU9Z12nViRT8Z/F4mskVWtfKJDj0aGR3iEv61UlZVQ6/f8AX2IsbBK10Hox9rzogeKfF+D3w1RgSp5nqAErqlxoeezmITurXX7Ws5Lyp4el80WNNf7nf2vFDElG3VXqe36QivI462uoIBOyvvQmwSyzZ4LCeQ8NtHUVUuv3fI/2B2YTki30arh8mooINzrdmz6fQnJ488L6om7Vg4dge/fI0P4Qg85CtpzATGh0hi3y7V5fC33sOnXfc0MfUm/DyBr5+W5G1qgvuNAL9Ys0i0iHbRPh5fNmyU56VcMG3faFs99TI995LnqOGupz7hfFLSaO2BhiACjYVAo4/Za7hqEb5JKVK39iVFqjXRQe29ZZcEr9tbSby6w3G9xrFDw7RQrsvMrXtkA71Xrq8K9Z/cTfCKQcOY42mtPW68GuL7ig9nA9eeoC7as3WiPufRjngJeAwRaHkINLfI3vIQlqpFckM33XkYDCYrJDfwBmkTBSilblO2JEyR9Kh55yh1m7zlzOTm7SP0DiJQ3wjAyF7fiNaPPoqMnDzsm/rBEmqBCPz3ECCDefZ6bLWsDAxH9QgnVAURgAhABKRBgP3iiTQVYR2IAEQAIgARaKYI/KmRXbCEYTMFFroFEYAIQASaDAGcyI7NqVR9x3+oyeDBxsL/LbBolfgrKRoNHGxqPXKqy4bo5Nym4rTBpmhpMsShYYgARIAQgcrs5MNBrjPBCtWDBw4yHR50h7O+Ex5xEtBFIEIt4SgUOCHGjsQWEMWNGhUKVDdVSnJaHJ9Tic1Coj0tctecLoLv9cgKqtivasiZesZvsFFgVPzKSb0Ws8tzccGOU+vNBd+5NEaL8SlaGsM6tAERgAjUEQGkNGX3sjXnKXZz5gUs7/6XqhyzHFFDV43AJ04iEoEPSvEUChwTZ0cCS6vjUTuBSrVQKFDddCmJyM768eJ8Uol10NG5yF6H9SJPV5GSX8Xkdub6HTp0wBnqi7RDQe0vTU2w0Ih25669dcrTJh+6/srb3JxwaQ+R+jUckMlCy4Vhl2X9SDl3vdgmJN4Z2T3SR6Qt2BVgLkQAItCUCNCe7w86q7w4JmqmnmikYKYnJqR1nH50lX1PMKzUdQzYkDPdO/au02a7VgQiwMmCp5DfysqXB8JeDJ5k9HFPFTePMG7UrJCvuUkTEiGagFOJVVRURGmjjsNCQtgMGcBQImApwWXAwaVbAso5nEr2FiamthNdt9/8Rsa+VRB2o0aKFkipIwwXTEMEmhiByofnrtBHLpwkFtaBVwTESQQiEr5Cbkux2JGI4kaNCpsYQb55icjOl5AkaE0AC0lZ1cOwicOtLcwth42b4xF56X1Nq10jzMofGQ/iw+LS9SaON0Qvw0QMOPh0Szy2Ha/ov8/E+I9mnDx4s1zgao0pibbwa6Af+/IPYAIiABFoOgSYGa9eV3XVKNjrOtHG1MR82GTXiKuZnOdzBMRJBCIChWgrCdmR2AXEeeVqUNh00ElYlpiNkSghyJAzX7F/71jAQqKqgFR8+/TofHT4kjfFB3c7YS6MWg1Iag3Xo7UpbQ2nL9/vP643unwPIQMOLt2SjDjbjkcdOJUELRBPQUodcUTgMUSg6RBgfi/4Tnt2NrHLio0ngjWZnxO3+fq5kTROrjGUJyBOIhARKARxnZgdCRMGQoWYNZoqsy6RnURp08WQx0Lyl3aXvt3IuTNO/pM23U2CdwM0h/MEVT77jLfbKUbbXt24kzjEDDh4dEvEbDtiq6w00coqTdWF0C5EoKUgAHjX5AwXBa+wZ6+1rO7o4XRj8vFraSsNB8oQECfhiwBXM55Cak3sSNiY4iusUyjFVl6fub/jDqW9nq5yaVEpDosD5wmq5pKARc/mRwfGmMUs6YUO2vEZcIjplgjYdmQHLz0QM5PvBkVNX/TpS30CBnVBBCACDYQARU1dTV5Onc/LSGmn0ZZcWszlOSIgTsITIfgKWbVjRxJrKbGHYoWb9PB3Ijur4NOnci1LLWIdct3nBCx5MGdXULTFkeV9FQgYcAhoiYjYdgBxg6pef8MmhREahwhABH4bAWo3w76knQ9Sq6wGssnCmBkfM5GOth0FL1lzTWAQJ/GMi4gIFFKt1l+84s57xkbIjsRTDfYECoVKNYckwRNUCfcYz09GHLv2+G1m/tev2e8enN28Luab1eyxHP46idKCDBm9mX4rjb7GBe5NqSCxGXBop/yCTz98n5uX/SH1QeLR6KsZ6ICbTUv0EtAt/SgtKcx4ciYkEKVbYuths+1kHdu079bb3PystKQ9O1BOJYEJKVPw3RgpgYPVIAINgABZxWr21FaXggNOPPqUm5V6dcfm0wV9J43pASI7IE7K/l5cWvIj7939c9tdF+0qnujHJU4iEBEoZLMjgRe4OZsGyo4krwbYkVoR3u8TKWwAQH5DJfF4W1QxykJy/3BQTA6bhUSzu7G9//7ZQzic3qIlxY+onSZvcLvrtCl4t2Wcx2A8BhwiWiJxtp2V651++WSK25HiGL4aIwVosApEoGEQkO+9eEeYzLadfnO3F5Hadrdy3u45gz10JCBOIhCRSLgKpfW/3hVK60gN9eBajzUABMUQAYgAROCPQ6AuszF/XOOgwxABiABE4D+JAIzs/8luh42GCEAEWjQCMLK36O6FjYMIQAT+kwjAyP6f7HbYaIgARKBFIwAje4vuXtg4iABE4D+JwJ8a2SGn0n/ydIWNhghABGqFAM777IBT6cDGrcdfDwi5sWmo2HK5lTn/Ox175vrjN1nfS+lUdYfN//haihXhL+RCpsjItWrbqcfgEU6L51hro6sLNOrGLHx5Pjb2/K1nHwsqqGq6RiOdVy8dpa/YqD5AYxABiEBdEACMRSePnL726HXmNzTCjNua6GcFIgwgTorbtvPUnfQfSJsuFlNWecw3YX9Mw482wjZ4i0chpW/P79l98uaLjB90ubY6/YfOXL5sggF7/QICEW7cILQlbL/J05KRHZ9TCTiLlD7fu8LrAsV21pwNy7iMJ6rYH201A04lpDzl6MaDL/tMXxHh10uDWvDo6OaNrqUqp/0s+StTNHkHQAcgAhABAQK4jEX4nEpyIusEkEjVL3cvCvxqZABiG6vggu/SsBzL1YEx5p0VKzLvxW7dsjSfemr7uA4kfBEZP24Q2BK0oXmkqul0kf+0/Gv+85ZG3swuurHW0tTjarmwtPTxlnE2LnEfKoQzhdPoaudgo133NDZenVjGOUIQZk7cPGObgHvVvIzf3tOSvE1NPK/TalLEZDCYgjLlSd5DbAPu1p8bAtUwBRGACPw2AlXPto63WXz8s8RPlPFm1yTjKbvfMrgmKp6Ejh3qk1QqYZFVeGmN9fANt0vB0uoI7dY6C+OVF0t4pVjFF1YaW6y/DeIGgQiUrl3cELHFs9FM9hLz7AScSqTKx/9co4+YP0EXe5ROcKlqGk4l4BBFwOSEHlFQaifB+kJw3RiCPoMiiEBjI4DPWEREnCTsJfPj2fj7GhMcLdiMyzK63fRlvubkc5kykbK3aZmK/QZ0A8N5AhHQRxw3uAZFbQl70QzSEpFd4JMEDxEzM/V1VReNggMrpwy3tLAeOW3VjmtZHMYTQS2xVDPhVGJ7hRTeuvxYydK2r/CFCb3CivkMDyECEIGmQICAsYiAOEnY07J7x87mDnSc0p0zzUzRnbF+uUail8eB26mpN2LWuUZ+G7c1eJImCHsEImGFII0ZN0C+mC2xWk19KDnPju8R4BMppD1P+LeLa1BcwF/MjH8j/AM9SBrHVg/AejLa3DiVaB9O+IW/MfE+YgZYt7kb5FTiIQH3EIGmR4CAsYiAOEngNyvvYtwNiv22ERr8EatCt+GOQxPXXzwV/7rwaZbOXL8JA9tyhQQigUoSVtxAxRi2hGo1fbIukZ2E8okMWBiwbASH8WTGmpk3p5+8/nr5ACMMNc2KU4mWcW7dyhjW3F2+w2uzNmXT9wv0ACLwH0SAgLEInziJjxPt5cmTabpT1xorCbJe71/hdX/AtjgvEzXWj2eHfdfNe706etPIjhQSDV8kqI4bNzBs8Ws1iwRGSMb1C/CJqMrLteG/V0Jp2x4wnpQ0e06lyg+nfFbG0B2jwmf1hC884nYvFEAEmhgBYsYiPOIkrtNI4fXYi8UW3hP0+AN2Ev3lP+czei+KMlYDZA7UtgPn+897NCHq2MthHoYIvogbFAniBpatJsZO3LwABHGJ5DG164C+pBcP06q4Imbmp0ykg2YHwRNJyTqADxXlVOqTfSQoOhWtyOZU+pxZqs5b8x7da6ii8zkcTiWXVQ4DOqvJA8eY2Z+zmZxJcDan0sf0PB4jHjP7UxaTb43NqWTI3/rrqfJJOZDy10fdXGNlFu7ZPttAmZ/NrwoTEAGIQHNBgM1Y9BxwKnEd4nAqaeFyKk00EYzUmB8T4h+0dnAcqi70K0doVVUIVYYfocjghQqkorwSRBUCEbBOHDcwbTUXELl+1CWyk1UsnCa3uhwSfOrx57zstGs7w8586zNxdHc+bjhtazJOJaQ4Zd+K5ccoTkFulq2KCjjbt2LBQ1/4bgxOl8FsiEATIEDAWERAnIQ6ipTdjTuT1Wv6DNFnfrJ9rS1Unh3Zevrxh9wv2W+TD2+MedF+2Ih+YFROIKohbuDYagK8iEzWZTYGEJT0WhS+WSZiV+CCSMB40s1i7rY103RqcXFoIk4l+pOTR54XVZN2LBy7gw8C7+M0bgZ8NYaPDExABJoaAVzGIkLiJPA480JsEss2eKyWaDQiqw1dt8tn18749c7hv6rl2nU1HrNpj4sZ+41IfFE1YdzAs9XU0InZh5xKYoDAQ4gARAAi8McjIHqJ++ObAxsAEYAIQAQgAiQY2eFJABGACEAEWhoCMLK3tB6F7YEIQAQgAjCyw3MAIgARgAi0NARgZG9pPQrbAxGACEAE/tTIDjmV4LkLEYAIQATwEMB5nx2TU6n6xlpbnxvVoqrkhoXe2ixOu8RnHmlqTiVRX5v4iFH6vUSmnbqi0Ddyv+lR9f82DF99zTD45o4xgmXOatQpXa0a1cICEIH6QQCHUwlVjiUiJXlZeV4Xj0vDt94JG0bAxASU4ZE0gc/fa+Biw3JDjFeufqCQXotkZMfnVJKz9Dl3yU2w5i391b4lG78a9pTUgfrTDDiVpIelIWrSHm93vmCREGpXf6cApbVaa4qimmrdNEpXqyEggTohAmII4HIqge9MS1N2L1tznmI3Z17Aci6hmxpYkZuMz6lEwmdiIhARc7HhuSHWkKY+lIjKrB8vzieVWAcdnYvsdVjPXbGe66W8qkYHvsPIj8vX7rBs/Ub/hTOjo6D2l6YmGEpqd+7aW6c8bfKh66+8zc2F10bn65ImQSaTBBcZaRQ0ch36u4dPfyEW9WoVxGgVamvV1hh3AfT7W+de7r0zeHQ7CSFBrXr1DiqDCNQVAdrz/UFnlRfHRM3UE48U+CI0LqnyLCE/Eq/+j2UX6IAuws5MT0xI6zj96Cr7nmANFF3HgA05071j7zpttmtFICIrD3Y7eQlw9HAim7a299Ino0JuvGJYWsiS8N3gedA89hKRnc2pZAOcq77JYBD4yPx07sTD9uOizdlf6hIUZIskOJX2RRy49DSrhKze1XzSco/5ZhrsxWcYucmHD52+9TQ9+1sxXb6t3oARzm6u9nrs5d9ZP58d3RJ+8u6nYjnNgeMWW5L5A1Va1o2YffHXnrzPL6JRlFTVO+j2sZ7ttswarNSJu4H5oqGHO7r0uBPzsMuqQNtnm7bcrjZcFRU+VR8ggusGqGW7T3vTCmrCzrOPc2kq+ubT1/g4D+Yt+IxjjZGyf0lIwrvs7+UMxMPkGiglssJBxYdLURGHrr3Ir1DSMhqz2NPVXhdrvXss5WQQ1akgumM0FKn4nl1QwgAXP4nIjlcLrKIzd0k8yWnfUReDmtYCwvIG5kEEfhMBDqdS6CSJsA7mYR6eu0IfiSkSNsrlOTrM4VTCZGLakvKeYWfE+ppXQNbposs70xX7mRsiHBEIAYBTSUirEBdbLd0QqtxESYyYwPNEglOJJ0D3ZfePn8szmjkJ5Z0i2hqeU4n5+oDb+muyY9fuOX7u4vnjB8K8Zll179apHUHLOA4zPlxNNfD1MHqzPehunw1+o2Qexl98y15AkqpEpbYe7LR2++Ez50/v9TQvu+AfcCqLs84kM/NU6EmmQ0DMmb+jvS2K4j18E/grUOIAITNgXlTcucQAWzl5u5Db98B2O5j3ZAIpvBa0PPxd9yU7Tpw9vt2ly6vQZSG3f9X2ZoTcbsq++8echZYtxXFBJJugFmSYEkEKHjQuAgScSgQiYR/FeI4ImJgIRMIKQVqYU6mWbohpaIrDGgIzjkus/MT4W5ThocME3CUSJRuLUwmsxklDqPKtO2ppaypTSH9p6fU0spbwBiMDIXe1GGZoq9RjS6nFGEOLe11Jl79+B5GdSiKrW853s+RV0XKZefVkwNtPDJIOyEJImmNXuw7vgV7StZaty37omHAla9ICwuBKkVdUIlHlqWQSGaSU+Dcb4BlO7r/x/2s7K36VPVuB9uoNOU9nxya6DJmlXeOVieefyJ6ZvmeGU/RH7grH10cN3ALGH+2n7k1cZyx+dytSDz2ADFMSkMCMRkWAgFOJQCRwUYLniICJiUAkUAhSopxKtXJDpH5THUgV2WmvTp96rTPZe7CAu0TS/8biVJIxdNm8unRb6LThYfqDLIfY2I0YZqLfWvheStI3bo6SshJFVl5OoXVreTJVVoYMGF04kqrs5BNxCcnPP+QWVoApKUZlFcOatzQ8VadLZ552inaPbkpHMrIZJD2hcI1rT1LA+Pw+U6HHYn4Yp3Tu3UMhPv0zg6QtnUJq13kHr06jIyT6neCp//SL3jq+PZlMVWxdY1iX9A3mQAQaGwF8TiU2oZvhouAV9hxCN0cPpxuTj19LW2k4kB/DMHiOCJiYCET8ZktyseF7yHeDX7tJE1K4gxQmHUssMfcYp0s8rOQ8QdVcErDo2fzowBizmCW90PljMMmjMjw43n2wULAhK6iBQIYUXtkwP7TA3mNNRKCBNiDfoCV5Wfvy4EFE5ouF5sHIqv1mBsVOc894dif59u2EgKMRKnZe2/zHYczV8XSx92QyhcLWSaFy9lwpsRtgnM3iBXlQAfnNx7hk8CBYRAU6ESPSUq5Xtd1RlVTbohfcahV5kqxym7btap6Wqq1qWA4i0LAIEHAqEYi4PuHwHBEwMRGIUJ1YnEo1u9GwCNVeO3FwxtLD/HT+xEOV0TNshLlLsApy8xqBUwm1RFXVM3aY57Xt2MXjC1WTdsQ+EX2th8BBcREBtRNalJnxIZP3aJmVm/6+Ulu/c62uj2Rw/WAyhK4KQJlMlx76Velvsnm5rOw36VV63dDHuL+7yaqot1bg3Vz8rjJYHyLQCAgQcCoRiDiO1YLniJl78eh12ZHCTEy8RomL8DiVanSDp7DJ93WN7EjZvfiEbIOp0/vX9v0NEL70ZvqtNPoaF7g3pYJE0XJwHkU75Rd8+uH73LzsD6kPEo9GX81AQ5uMZmfNypc3b338UVpSmPHkTEjg6Rx0SAs2io79+H5Zxzbtu/U2Nz8rLWnPjov5XBEj9XR4dMKtJ2kfsvK/5n5OfXD7xReKVmdJhi22olr8IXAD1CaT8i+E77zyKjM/5+2tvZuO5Q6YaF8b8hEStaNmR9brm5df5+Znf8ov4TwkpWiOnm336/jGyKupWXlZqVcjN8b/tHEaLcYfUAunJYrIWW+4ED6hTnTekGFKAkWY0agIEHAqEYhQF3F4jgiYmAhFuFxsNbjRqGgRG6vj4JCVf+nYDcQmYAz6smjtt4bkVAJvP35/cDwsPv9HKY0po9yus4HptHCf2fp1clC4KZSuTgEeeZsjnUetq5Jr3818yoodyw8vfc4rojx0wTTyRf95/nnVrfUtnLb5TKpdHKYaOLo7pYVGzJ9CVe88ITDejf1Ik9zG1ncPLWrrvpXT8iqVtAxHeuxeOYw9k8iz16h7yDDVqHBDY+II4HIqAUK33ot3hMls2+k3dzsgdOtu5bzdcwZvQhiP54iAiYlIRMSpROSGeGua8hhyKtUFffA++5ANlJDk+vyOtC72YVmIAEQAIlAbBKQe2dZGeYssg3DmUVpk22CjIAIQgZaBAIzsLaMfYSsgAhABiIAAARjZBVjAFEQAIgARaBkIwHn2ltGPsBUQAYgARECAAByzC7CAKYgARAAi0DIQ+FMjO+RUahnnH2wFRAAi0BAI4LzPjsmpBL4HKH13Yd/e07dfZv6gy7Xt3M9mxtIl43qqSHwNDzmVsPoKciphoQLzIAI8BPhxg5eB7nlLXhPxHOGyI1Un+w5zSywVeZ+Nq5BV/PbfY3Hnbjx5l1dULdtGp7+d0wrX8T35q5LTcm7sCwo9lmYUmryFz5ZD6KGw102elozs+JxKrIJL/svDcyxW+EWbdVasyLx/LHzrii/U+G0OWEs+Qk4lsc6FnEpigMBDiIAoAnL47EhEPEf4xElIxa8ieqcZu/bO6ypYaIO7SlVx6rnjd2ims3yX9dbVkCl8emLrtuVBiqe2gCXHWEWpp8IC9zxU7N5ObGE+Ag9Fm9LkRxKRnYBTifHuSUrlYE+PqSYqqN9/TfWY93D0tifpDAcNsfazmwU5lUR6t5E5lURsix5ATiVRPOBRs0EAnx2JhM9zRMEnTggYiGsAACAASURBVEKKfxWT21l06dihg/i8M7mN5bp4/lLdJB1tz6VPk/zupNHtrWV+pJy7XmwTEu+M7B7pI7oAFYGHzQZFtiMSkZ2AU0lGt6uezNXcL3SSCrpOI1L27nWmYt9ZXSV0SDYRcio1NqeSZB/wcyCnEh8KmGi+CIiyIwE/hdZ3RY8oFMBnh47ECYiTSEW/iijqbVXFwzpGq1lF3wvp6gZtgUZK+6F+MUNBmeobxLxyH8/G39eYwOVvwtDZlFkEURnlVBKZQafoTFu77Lmnjw91lbMp8+nJuJtVYzcHTMDjQWU3C3Aq/cx+cTkqLl1v4mpD9gWhKHmza/j3sR4Rbj3bMAuenQhbtxrZAwjagJBHZrSkeyd1uZJ3/4QH+we063l4jg6FlZfg6x5XPWV9dGgPxZ8vz+yIuFlOskZNsDmVbvbxXrtnoLYKlVZckJ2e+lGhlpxKEzZ5VG8IC5JdFuinGLgecCpNWtWXiu8Gag7lVJq+JiDGS7Xi3YXtIR6+qsd3TyFcOobNqTS7+taGEcFk/6tBNrIkMlWBe5fD4VQqGOmzw7t3q5K0cxGAU0k+PtCmjQjybCgx/rDZkaZgCAizCGrBdWMIkYPCxkOAw460dEp3zBDF5TkK7AuiBkNFVQV59/0Hi8T5GSKlP3/RiqqL0FUGS4pLq+5vHmsTWFrOVGzfxXDYjCUuDj34c+kkpOrX15/lVUXZz87tO/RjtJdjL8GsDaguEQOF20/soXDJpkhjwobriEJXu+m2l/0v/X3iTWFKls4s33FGuBygkFOJD2MjcirxbUqRgJxKUoAGqzQIAhLsSCJWRHmOCNiR5CxWHzwwnq6moaaAlH/7+DBhf9ii10WH98/uwg189HtbJntdr0JIynrDFq51sar94qjEHoq42yQHdYrstDfRq9c96B96xMNYjfUj5WjAhgVvVuwLtsekkoacSrXo0HrnVAI2xR7f814tqIU3sAhEoHkggMGOxHdMkueIgB2J0qarURtuVc1OXft1Jy+ccuJ86kx3Q07kk7MLvf8slFH+9d2tmE1rnLM3Hfe1bF2b+2UiD/muNmWiLpGd/urihcxeC3YMVgNNp7Y1muc75/GU3cdf2a0ZgKUGcirVomPrnVOJRJIdvPRAzEwelweJoqaPToLBDSLwpyCAw46Euo/FcwSya2BH4jecoqGvp1zyq4T/6+BIZJQ79nFY4/LwWsD1l96WVljvg/BVsBMEHooWbLqjWjxa4DsHuKSrEKoMfyKKTKVSkMrySpGXRfmleQnIqcRForE4lciqev0NBVt/PdXajEF43QX3EIEmRgCPHQmP50jUXXF2JBEp6+vHj+XautoYI1GksrSUoaAgX5sfC56HIraa+KAukV22zxBzlZSjEWeefMz7kvPuf0c3H3nZbujwvhgwibQKciqhcDQyp5JID9TuAHIq1Q4nWKohEcBlR8LlOSJgR2KkHN8We+XRm4y8r1+y3t7/O8T7YIH13PF6IOzRU2KD9yQkp7z5nJuf8+Fp4q51u55qOTj0r/kGF8fDhgRFCt01RWVhlWQ1G+9Izz27Tvgt3PGrWq5dl0GjgqMWmgoeNAsXFklDTiUQ2SGnksg5AQ8gAhgI4LIj4fMckV7ud/a8UMSUbdVep7fpCK8jjra6ihzVFFXl8nuH/A9mF5Yj8m20epiMCjo415r9mJSqpoakxoeezvpeyqAqt9ftazkvKnh635pJQPE8xGhMU2bBtR7rgj54OAk5leoCGCwLEYAINAkCdZmNaRIHm51RyKnU7LoEOgQRgAiIIQAjuxgg8BAiABGACPzxCMDI/sd3IWwARAAiABEQQwDOs4sBAg8hAhABiMAfjwAcs//xXQgbABGACEAExBD4D0d2+uOwsZbGA40MjUy9b1SL4YIelt32HzXKP7kMQ/TnZEHyqT+nr6CnEIF6QwAnsgNOpaglo82s1t0UDXmsn8/iNswfZ2tpYeMwe13M4+9in+ly/QJvB5qazY/P4UvpDzcOM/NKElVWb42QTpGssdfFu4/vbrbD/zYBIYFPbmvzUZp0HsBaEAGIgAQCgMwoctHwwWai4y1AgZS4e93CScMtTQYbW46Y6rrl/LsyzufvBCJh5bS3+53MTMWiUGV28uEg15ljbMwGDxxkOjzoDidGAZKmo+vmjLYyMbEc6eh98BE/0AGSpiFGgi+82SkTIZ3Yzgu70UhpyS+V8DmVSKysUz6eRxjjvaP8eyt8vRMT5uPO3BO9qCfm2/30tONHHkzYYKHcSC2R0gxYIQEvdLeyCfrXRkq1sBpEACJQZwTwyYwQfAokEr5I6KddlXZox5ViObKWwCmkNGX3sjXnKXZz5gUs7/6XqhyzHFFDx3lSkTSR8J0XmGy8lERkJ+BUYr7/99zrDlNjlo/oAdaO0ZmxYV2O4/pj92ZuHNpK0mGqjnXfj0cTssxm6+DcF0jWgTkNgQCZTCJe2achjEKdEIG6IwAWkMUjMyKgQJLDZ0fir+1V+fJA2IvBk4w+7qniu0V7vj/orPLimKiZeqK37UypSJoInOebbMSERGQn4FQC3CXfyJ31dXhLgin2NRuAbH3+gTGUuySmsN9IdcfRsxT3Hbk30c9KfP2Big+XoiIOXXuRX6GkZTRmsaervS467AdzOEMP6m1Zipzdc/5xZhGiomM0btnaZbaaEk4KGyKRaFk3YvbFX3vyPr+IRlFSVe+g28d6ttsy646MJC/bfdqbVlATdp59nEtT0TefvsbHeTDukvJ8tfQHm8d7nCuopCNyI7b+T8BvixZg/Xxx9kDMuTuvMr5XkJXadNC3WBjkO0YbvXzRspL2RRy49DSrhKze1XzSco/5Zho8sPi6xRNoq2N7Hw786+K2fYnP88pl2w902b7TqRtaEVchIzf58KHTt56mZ38rpsu31RswwtnN1V6PffMEZsyObgk/efdTsZzmwHGLLcn80xsXKM61F6wbM3dJPMlpH6BBqdFt8WbAY4jAbyNQWzIjYEiIAkncrKSoPGXvtjQ7/+2dDh8RDHIqH567Qh8ZOkksrANt0pE01cF5cY8b4pggaErwiVBQ7pL0wp8skiY7FCClv4poxfRi/my6sIMIjaZgNW/4yU1nMy3m6glJCFmEGJ+O+e6xcVkV5aYj/zMldmPIho1aZ3ZNxlwAnquTmFNJCgokoFfWbO3le2srr3rY+At5DpJI6ePwhatvdJjh6u/aX1OR9jPzdRq9F9s9hIArSlSJxBEz51JQaJdhjsGH1ipX5rwuaNsZDaxEChuKfApyKkl0DsxoCgQkgg/HCQIKJFwRUvZ4d8R7++BdXWWTmUx+Y5gZr15XdR1bsNd14vln+dWttA1Hu3DHmOxAJyVJE6ofx3m+6UZJEER2Cfsyve1sO5w/sf2UweqRupQClF/qOY1ijTO8Y7FYVL0pc7QXH/nfxAALvjJW7r/x/2s7K36VPbrgGkl79Yacp7NjE12GzNIGhwhLbaSn38xB6OCzk+ZKp6uJ4c/TGZM78oedfD38BFhbmIZQ5Vt31NLWVKaQ/tLS62lkLZCSNMeudh2OTh+RtJaty37omHAla9ICtm1+IZyE5BQ8qyDx4Dn6+MiIlYM5Sw5pd+7Wj1Ob9eXf2BudFiS42LVHJ/e0tN0XPRy1PTFtvgHGDY2YQVZJVb/FgXON2ENubV0DtphQIVndcr4bn55Xy2Xm1ZMBbz8xSDoyWVfPpWg6nVhmhzaxs7abx6f78+LZComBAkUgp5JYv8DD5oYAAQUSjggpeRi1I8ths7ueDKmaJLQ0CPN7wXfas7OJXVZsPBGsyfycuM3Xz42kcXKNofzvkDQ1G8TqEtlJCobLInxZ2w55T99VoahpNH7BBMMXiRrtcEI7aCNZxWqufVzw2QzT3oCPlr0RsAihcpnufQ3YAQ6kyUoqymR6NZc7HMxaWHle579dw6cKkjF02by6dFvotOFh+oMsh9jYjRhmot+a7xNVpwt7BIwqp2j36KZ0JCObQdIjuFSgJXE25oe37+UMZ/XnriQnXIrx6d2n8ochI4xCBLlk+RHgBqcWm0yPfvxW84oTK6zKTj4Rl5D8/ENuYQUDUEFWVjGsUVOM7M+5Sj0M2JNDqCYZva66XCxqAIpnF+4hAs0WAQIKJEwRqfheZFT+pDBv/hSyoGlMJkvOcFHwCvu26FBM3dHD6cbk49fSVhoOlPkNkiaB/iZO1SmyA+4S3ZEeu0Z6cJymPdkyVbH3RF7kwGwJRXfyXB2XmGR9VTnuc2pCFiEyWU5e9GkGXysuVRBZtd/MoNhp7hnP7iTfvp0QcDRCxc5rm/847vwZuHfg6wCPEgXzbILcWqcQBOjCeZcG3IKpDA+Odx8s5D9ZQa02lxAyWYjPhO8MvkKk8MqG+aEF9h5rIgINtNXkKbQkL2tfXkUxWnI2vTtbVgNQvPpwDxFo3ggQUCCJiUhPLlx6ezdh7ECh8ZanyUBNp4P/rFZTV5OXU1fhhiUSpZ1GW3JpMZdu6TdJmpoBfnWM7EIeM/MSj92QGbHFGGMAK1SM3Mpi3qi4DRfKZDhP8mS69NCvSnyTzbLowh7Fs7LfpFfpjdIHjoCxJ8HGpgrCl1NV9YwdwP95qzKOLJ25I3b0KH9ztDQz40MmY1RvdjtZuenvK7XtOkvdaJkuBvq0049fV1kZKoi5IqPfswv9XGapuoOBUGgXK1SXQwKF9Nd3HzFtNq1yGMC5bjCzP2czkc6odpnOetoVt9PzWOa6bHiZ2Z+ymCQ9IcNYQNWPx0JGYBIi0LAIcCiQOmJRIAmJZK3WX7zizhvN0e9umhxG8jy73katjQy1yrAvaeeD1CqrgezfMjPjYybS0bYj/26f5z+XpGmbCVag45A0WWGRNPHqN9G+LkEOKS7IrVZQk2eUfnn/5Er8wYtl48MWDhAPcRINoehMmtv1xOp/mLaoiKI5erbdsaCNkZ3XTOrTuiQtISL+p43vaC3uZI1E7RozGKmnIx/KGA3orq2hrkKt+v4x+cUXipYV2kPgUkEm5V8I39l99aR+bSrTL0Qcyx2wzF74NUyEwWSBjmcwwR/e1ZtrEkNE0XRYNO5v93Xuiiuch/fTVKSXFuamp1YYONp3o2o5OI86uc4vWMN9lnknhcqfee9T0mSGLOA8TqixFZIFKPgKZTQ7a1b+e/PWRwNzDaQw/XZc5OkcMpkd2Sk69uP7HT2waZ+u27geSkVvLuy+mE8msyM7AVAc6/DdGMlegDnNBAFAgRT6sNUQ056dNNRkK/NfXTkEKJDG7kMpkAhEJHlVjQ6qvCZUqymQyYiahkY7dEQkazV7aszS4IBOaxdZdax4fWbr6YK+i8egT+QASVNOtWIbeUZJfvrjf2MP/FM2MXwxZywHSJp2pKlbDeqhra7A+JXx+MwuQNK0jk3SxLPSTPZ1iez0V9ELfS6xuUs69zIe5n5oho0O1nVMomnKZs6Off/dxcknt7H13UOL2rpv5bS8SiUtw5Eeu1cOY091SdSrVQa4Ffj+4HhYfP6PUhpTRrldZwPTaeE+s/W5lwrloQumkS/6z/PPq26tb+G0zWcS5yLC+hAzf1H061IaA43sPhaDfOWUdZ12nVjRT4aZHu3sEvO2DENEbm3mFb1Ld39M7IZTGd/LWLIqGnr9Z6x3BJ6SVa18okOPRkaHuIR/rZRV1dDrN3yBfa2agF0IXyGlq1OAR97mSOdR66rk2nczn7Jix/LDS5+z1VC0p4ZsLQmNCFlwpExea9CkleudfvlkoqIagGLXhu/GsGGAf5odAgQUSAQiwmbI9168I0xm206/uduLSG27Wzlv95zBvtOlS0XSRGir8YUteq1H8NAVUiA1/jkFLUIEIAJNjYDUkyBN7Xht7Qu951TbKrAcRAAiABH4sxFo8ZH9z+4e6D1EACIAEZACARjZpQANVoEIQAQgAs0agRY9z96skYfOQQQgAhCBhkIAjtkbClmoFyIAEYAINBUCzSyyQ56jpjoRoF2IAESgBSGA8T47s/DVhWPHLtxO+fStgqqmYzhi7orFI/W4L64z8m/v27r3UkpupbKOycQVHgvMNDAvDkjFxyvRe49ff/axoIxBVVbX1DWwnO25elgNXySxeY68MBZZFEAOeI5kIc+RAA+Yggi0MAQAz9HJI6evPXqd+a2UTlUftzXRz0qOxCx8eT429vwtEFJAXNI1Gum8eukofXZcQkrfnt+z++TNFxk/6HJtdfoPnbl82QQD9sIBBLXAgtxP47btPHUn/QfSpovFlFUe803ac6IZUa0/BGyJyI6UP4/bFPOq91TXret7aVALHsdt2byyVOW4rwUAiv4uxjvgRmfXjYfN2vy4d3CT7zrFg/tn6Ul8kIv8vB60JOCNkat7pJ9uK2bJ95z0lFRSh3aYFwFJpCQXWeSXgTxHfChgAiLQ8hDA4zlCylOObjz4ss/0FRF+aFx6dHTzRtdSldN+lipIwQXfpWE5lqsDY8w7K1Zk3ovdumVpPvXU9nEdyPi1yATESQS1/hzEq+lgNUXR/7SqSpogp+iq1xBbv9sVIKcs2X/4UJ+rP6rZ0uofV7xsR256WCZUHXzDiG602+stjZec+c7iHNb1L+26pwngFqTVtd6fUp6W5G1q4nm9xbbvT+kH6GezQ6Dq2dbxNouPf67G8IzJAIuA8LfyJO8htgF3QUHarXUWxisvlvBErOILK40t1t/m/L7wajHe7JpkPGX3Wwa3WsWT0LFDfZJKOYd4tXg2mv8eaxRNAWNmwaWJAtbfpbIXDGRmpaaV9Rg0gEuRRFbpP7hH8Yvn2UJrKXKrUVTbqCJfPmdXCtTwUuC7UIspO5OTd6+aPNTMxGLETM9DT35IauAVF+wBz9FoC+OBRoZGpqLUt6AI4Dn6O3SlI6CpNTY2t7GfOD8oMZerE9ASRa6aNtwCUNWOcvKKfvBNsPa+QLd4CjhpOefoh4xrEa6T7MxNTK0dXOM/cCviKgQ8R9GBro5jhwEKXpMhI2esjLiaQeNqBjxHh70d7S1MTG0num6/+Y2zOhoqBDxHe9fOnwgqDRpsNmTYmKkLvXclf+UDAtZymWVtPevA29q4Ld4MeAwR+LMQ4PAcLcTgOQLtwItLMrrd9GW+5uRzl/tGyt6mZSr2G9CNMx+BVwuTOCk15T1nXUK8Wn8OnBKzMWKuI4XJV54omvv1QVfe+f71h3y79vx1L8mt27eT//4FxMquQlcCVIFM36nzjC+Hrp77w3HejAl2/TsqCK+2BXmOIm6Wk6xRoIgJodASYH0i+BktBwj4t6UjQMBzJNZ0pPDW5cdKloF90WVKdWesX/7M3cuD6rbQjPnk+NGkqnFbgydxiN9E6gnXYqAMcTjESSKVSMK1RCXN+kh8KkZoagVMv7yJW2I3au2/+TS0WPlVT/Phwfcr+FXK7wcNs/C6Wi6YuhG6SaF9eRAbuHCMuZGR5XjXredeF3HupMBMi/HAKbvf8W6CmJ9jnExnHvwsdJ+FEMzGSIqYX04sMnMIfVwhZJubZOYdn2+55O9v/EmhiiQf6zFbU+iSRUVzUCeNHMKeVYlmI3VRWHnN08zc5wa4JWR+PuRoItREemrkhIHG7NkY+rOw0caTNyZllQm3X8wqPIQI/DcQQGdxB1mMWRp5JS3/x8+cJ3Gr7I0nhKeI/wyRqvfxS+1Gr7v2jferYX6/H+5k67DEe+UUu/Husc8KeQJh3MRqVT7bOs54pNuxZzk/f+a/uRbl6mAx0Io3hyOoJ1ZLIGjmKYIxOy3znw1uR1izItfacZ4Yk+UV5OjVfFYjcMGqrqbLyvMoNcQuYHIdTWf7mTq55z69cvrwoc3zH2XtjV1lyH6UDXmOeGwlkOdI7KyBh/9pBAh4jvi40DLOrVsZw5q7y3c4900W2uv9K7zuD9gW52Wixvrx7LDvunmvV0dvGilMnyxZi4A4icAWX9TcE3iRvfLj3+vdjtBn7Ahz7MFbqZfaoWN7WlphKUJSZ0+uICXfC6vb9sF+7ZHbcIqytvHkNQP7t5rteOri82WGbDYMEuQ54p0XkOeIhwTcQwQohDxHKD6VH075rIyhO0aFz+rJi0v0l/+cz+i9KMpYDYQlatuB8/3nPZoQdezlMA8eBTFWLaCsBuIknFp/SDeJTZCzvUbK38R5rIyTmR+1zamnsmCGnNJpQD/V9KcvyjltQ0pfPklv1a8/n2YUv8lkZRVFwJLHU8XmOeKW5vAc6f8mz9FLwHMkaZ5NS/QZ8Bx1ENo0VHk8q5IVasohUMjhOXIBPEedAX0dmEFn8xyxFbJ5jj4CniOueg7PkbAtNs/RPK9txy4eX6iatCP2CfdhkHAZmIYItHQEqN0Az9FzwHPEbSiH50iLy3OElL8+6uYaK7Nwz/bZBkJxCVC3VyFCfJNk8AYIUlFeCXgXwIZXi2uCu+MSJ03kESfVrpaojuZ1JDFmR4qfH/DwPq8wO2SVhXLRtwK2u2QFVTQgyhtOmazpErX5jOpC0zaF9w5G3eswcf9AjEDJeHki/KG8sVE37fZqsrSCN9cPHk7THLkUJUABkzmQ5wjyHDWvXwH0pnkgQFYh4DlK2efmnqAwL9TNslVRAS8uqYG4JNvX2kJl/ZGtpzWdLTrJl75P2hfzov2wef1AbEOKcWsRECcR1GoeONXGC4kVwapvrLX1uSE8mQ7UyA0LvbV5KEoxxSy4eyAs6vyT3Apl7cFjXT1dhvwlfHGQlWEfMd+dXLvl9MtP+T/K6RTFNtoGZg7OrnPMOwIhyoYRTF21VuPu/n+esnmOZrj7OA9ui948iPIckcgUGRyeIxER6lVhyun9Mf/cTRXiOYqY3Rv9gor+9R7gOfrnwVs+z5HXchvhCThQRmJDnfQlh/xvi50kQTWeQqT83dmwzTE33xZweY7mKAOeo2k3woYBHazCR4dCI07dz+DwHM2g7vfJXHgzbBg1/fR6ANRnIUKo0fOWzjZDkWJv4K3HOYuPkWbtj3UxkPggTMJvmAER+NMRYH17eGjbzjP3P7J5jqav8pwzSB0EB/CTtPK8Lh6Xhm+9g/6+kLJ3/+zaGX/jVdavarl2XY3HLFjtYtcZDDkJapH+FzjK8wKbIU6nt+mIqXMdbXW58zsEtSTjQXPFWyKy/56j3MhOoAQNmhsoIcmhGEGToBoUQQQgAhABiEBtEcCaZ69tXanLwRe0pYYOVoQIQAQgAjUj0CSRvWa3YAmIAEQAIgARkBoBGNmlhg5WhAhABCACzRSBRp9nb6Y4QLcgAhABiEDLQQCO2VtOX8KWQAQgAhABDgJ/amSvvuFtauqVJPYW1J/fq3VrV9lt/1Gj/JPL/vx2N10LIIZNhz203HAI8N6bFrJAyKkElp3NvXVg49bjrweE3NjEfsVdqCovyX8hFH0lvVXbTj0Gj3BaPMdaG+OjJl4VuJcKAcgwJRVsIpUghiJwNOkBLjsSP6QIuyfHeZ+9Otl3mFsiWPVEaOOK0BW+8YiTpBPheihkvDkkJSI7EacSqyjt7/DgfY8Vu7Wt+Y19OVPP+A02CoyKXzmp12J2eS4u2HFqvTl3bffm0PQW4ANkmPr9ToQY/j6G9aWBhc+OJGe1/uIVd0Hwrn65e1HgVyMDEMCQil9F9E4zdu2d11XwMR9ZQQ2NUfjESdKJCDxsbtMf/CV5BQk8TiVa/jX/eUsjb2YX3VhraepxtVxQhbf2L3dlS3QVXOPViWW8hS6ZOXHzjG0C7mExpfDK1G3fUmmJWmq76ta7sPR/EwFidiQhTFiFl9ZYD99wuxRdoJuZGTPLbP7xLxgr9xIQJ0knqrWHQs42TRLrQoPHJ0Jpb+MbHbnMqqMsg8FhHqn1tVoGsDQJmJoal5YI00lwc2fpFBEbNNFmtMe5J4m+E4dYjln192dOs3DZkUAtPEIoAhHqAG6TwS0hHt0SpuPcTDyGKbRdM/beS96zZvoISxNji2FTV+y8lV9TbxE7j+rEY5iq+HBpy9KJdmYmZnaTXCOuZnJJpIgVEqBBZAsHD0JbuF0JlOFhCET4bkAOLJxuqI9sYnYkgQXmx7Px9zUmOFqwpwBYRb+KKOptVTFiGQFxknSi2noo8LWpUhKzMWKOCHMqCUQIuFTyFm4U5GKlEGblz+wXl6Pi0vUmrjZECVCQouTNruHfx3pEuPVswyx4diJs3Wpkz1EXAyCkKlGprQc7rV3SvZO6XMm7f8KD/QPa9Tw8R4fCykvwdY+rnrI+OrSH4s+XZ3bUiZYIyzMS48PV1AmbPKo3hAXJLgv0UwxcH3/x7aRVfan4bgA9BIRQuCKCJuO3C9Nnfqas2drL99ZWXvWw8efncROMT8d899i4rIpy05H/mRK7MWTDRq0zuybXsFYOrvNsrcycS0GhXYY5Bh9aq1yZ87qgLXuBT6TwWtDy8IKRPju8e7cqSTsXEbosRD4+0KYNem7gKiRAg8AWt3HYO1xb+F0JwgABhqj/WE2GHFjYHVBPuZTasSOV3Tt2Nnfg0indOdGLVVJcWnV/81ibwNJypmL7LobDZixxceiBRn0KPnGSdCKZ2nlYT3j8lhrJGRWhHFFOJd6US3X5FXcTk5pmYwbwNyM75y3n0ricSs2Elog9X7Ts3E9m2aXVloAdl1Xx7xpjDgWSxM2TgB0JrYVDCEUgImgyAd2ShBsYGcCoGBU46obR6NAnPBoa1q9zrsaWkkwxosoInAcF2TqxGKayY+eYCXFFMT8emGnmHJcD7ooJFBKgQWBL1F+RIwJbIuXQA0FX8kWguhiGQITXZMiBxcetgRI1syMxc48vtBi58UE53wPmzw/Pnr35lJOfl/3h+c24DdMtrebHfmQzpxEQJ0knApM/teFv4vvWZAmCMbsEp1LdriCcJ6jy2We83U4x2vbqxr1ZYnx696n8YcgIoxCBOrL8iJ+cxcurspNPxCUkP/+QW1gBphAYlVUMa1TCyP6cq9TDQJt3fLBUdQAAD3xJREFUwyWj17UeaImUlJUogBNKoXVreTJVVoYMGF04TuG5gUpxCKGIRPhNZuG3i+OJNH9luvc14L2FRFZSUSYDNsOa9eC0i/uoXKZHP75Oni7G5/eZCj0W8zuF0rl3D4X4dDClpY0WwVFIwkeDqxjLFs8mzh7HFnCeqCtxlBG4ATmwiDH7XWkt2JFoL0+eTNOdutZYiW+M0qarURvukWanrv26kxdOOXE+daa7oQwBcZJ0olp4yPerSRN4kR2LU6mOjiqo/aWpqay5JGDRs/nRgTFmMUt6ofEGzOSoDA+Odx+MTs1wN86DbKTwyob5oQX2HmsiAg20AX8FLcnL2pdXRnT6BzwL4AmkpSUikykU9pQShcrZcxUSuwEet7N4FBqgAgL+CTYcEX6Twfv4uO0SqK1bikyWkxfCttaVcZxn1yeThZgN+BrZXCrC7UfTglk6HIX4aHAUY9viG8VOYNuqqSuxdRG5Ie3JRmQJyngI1MyOhBRej71YbOE9QY83yOPVFewpGvp6yiW/Sjg/UwLiJClENXso8KNpU1j44HEqSeepXPc5AUv6ZB8JimZTpTR/WiICdiQUAQJCKBwRQZNrpluSDnQpauE4T6BJpksP/ar0N9m8Cx0r+016lV43fe5oAUchARoEtmoQ4diqoStrUIovhhxY+Nj8joSYHQloZn5MiH/Q2sFxKIevE9sW6+vHj+XautoSo1Zx4iSh6rUV1eihkM6mTUpEdpRTafXq45SZARxOpYJvBQXfvhVz33mQylkZvZl+K42+xgXuTakgUbQcnEfRTvkFn374PhfMi6U+SDwafTUDjQ4ymp01K1/evPXxR2lJYcaTMyGBp3O4DHsUHfvx/bKObdp3621uflZa0p4dKC0R2xtG6unw6IRbT9I+ZOV/zf2c+uD2iy8Urc5chi0pHCZwA2jjEEJdeZWZn/P21t5Nx3IHTLTX4aCIJyJoMkG7auE5wmCyEBKTwRQeN9eiHlYRPOexynLzKJqjZ9v9Or4x8mpqVl5W6tXIjfE/bZxGa0mNBoEtYhGe88RdydZZNwxrPNkAU8osa+tZB94yiT2GUiwE2OxIzwA70uMPuV+y3yYf3oiyI41A2ZHQDSm7G3cmq9f0GQN4k43sbEbK8W2xVx69ycj7+iXr7f2/Q7wPFljPHY+O6gFxUvb34tKSH3nv7p/b7rpoV/FEv8WGCmxlUolq8JDtT/P4I3Fdoz89HfuiqJoUtXhCFN9FAacSP6tOCWqnyRvc7jptCt5tGecx2MonOhTwHIW4hPN5juxRdZSuTgEeeZsjnUet49IS7VgOaInYlijaU0O2loRGhCw4wqElWu/0yycTFZHlSN8fHA+LF6IlmhbuM1tf4prF1lOLP0RugOrKQxdMI1/0n+fPJoRy2uYziRvK8EVkVbwmk/DbReQpMz3a2SXmbRmNASI7ycdikC+PfIqoFrGMoF14FcltbH330KK27ls5La9SSctwpMfulcPa8qZj8BQSoIFnqMZ8HFtEXYmPocRvQmC+NicbeGYmqABTdUGArDZ03S4fwI603jmcy460aY+LGffzRlbehdgklm3wWP4PjqOboqpcfu+Q/8HswnJEvo1WD5NRQQfnWrdHAwD95X5nIeIkryMC4iTpRMQe1qWtDV0WrvVYF4TBa854hFAEorpYaJqy9e58vSskwKUxbRG4AUUQgeaEgNQj2+bUiEb1hWBERiBqVBelMlbvzte7QoJmNaYtAjegCCLQXBCAkb259AT0AyIAEYAI1BcCMLLXF5JQD0QAIgARaC4IwHn25tIT0A+IAEQAIlBfCMAxe30hCfVABCACEIHmggCM7PXdEw3G0VM3uqX6bhZfXzNxg+9P0yYw0MA/Aei517ctnWRnPniw6ZBRi+M+CL3zTiBq2gZKaR28sGRq6n2jxXGeSQlHE1TDeHeXgFOJQCTiO+hXK8/roFvBF/yySm21e5mNW+g6y1iDvyKASOmWdgA5eppbjzJKv5fItFNX5L1q38D+YZ8ArO+XQgMv0h03HR3XmVL8nd5Oj/9zIBA1sKti6hsZKDHrDXPIyLu1J3T3hWc5lcq6plNWeS8y1/gvjGclIjsBpxKp/HncpphXvae6bl3fS4Na8Dhuy+aVpSrHfS1UMH4ynBXBFJkVPz7eP75z78qV5Ydil/XmLjDVMH3YLLRCjp5m0Q3CTtAeb3e+YJEQatcoZx/eCcBMf5nGGOA+y6JbaxJJu5OwgwQi4WINnm5coBq8OagB+tuDHhuSdFZsjjNv8+PugeC13oqHD87R519UG8WJpjAiEdnJyoNWxZ/n02RoTfRY/HRc6M1UhoW5LIEIw3fOimAkklanrgbtfk5bcPnKa5fehhIGMWrCLGwEwHoKzeHzxmbiBjZGGLn0dw+f/kIsMCT1kVVrNFgVZZUkBSX2p+1ihglEYiUb9LBhgWpQ1/GU0578nfBtiPeBaYPB6LPLDN9VLydE/P18hvegRrnI43nVGPlYgVZoHUXgAoWC0iFxr3EEIiJvZTrrdyIX/SzmrB0F5mqGxvY+HPjXxW37Ep/nlcu2H+iyfadTN9QG4OiJijh07UV+hZKW0ZjFnq72uugaEaCK7T7tTSuoCTvPPs6lqeibT1/j4zy4Lfe2CjAW7Ys4cOlpVglZvav5pOUe8824Mz9EtnA8JrQFOHoOHzp962l69rdiunxbvQEjnN1c7fXY61gAjp7xHucKKumI3Iit/9siPEIkcgPfeUC3dHRL+Mm7n4rlNAeOW2wJvm2vxSaVLaJ24bsBCIZi9sVfe/I+v4hGUVJV76Dbx3q22zJrIpYP1L3DHV163Il52GVVoO2zTVtuVxuuigqfiq4khusGYafggsJI2b8kJOFd9vdyBuJhcg2U4xMfo3VwTjZcdWwBPhooSRPmCUB/uG2G3z+5P8qrWeJuEIhQa/jnhhS9jFY5qLdlKXJ2z/nHmUWIio7RuGVrl9lqypBqAIoAEdbPF2cPxJy78yrjewVZqU0HfYuFQb5j2Ms4y5C+3dnjtv/8kywRW0AZkfM4nYJWwT1tUP/Aij1zl8STnPYBEh/+iJyZ+TK1rKejIXd9ArKKoXHPotMpWaxB3Vr8jIwQzwZYxlvif/WXi+529n7Jv2on4q4zjxIXCPOg0t/smmQ8KeoNgy0HUlObKbNcvI/cTsvIyXhz/9KtdDZTBOv7Ve8RNvMirrzKyPn88t/wuTajNtz6iVIdovQIA81HLom89iojN+t1UtRC2yFL/s5lMx+yft32HzNy2b4kIMr5+Ox88HSbmfvfcClXcW1xPcXYEdlCWD/uHIo4fOneq/fZuZlpSZHO1iZzjmYKMzBWXHE3NvFKooloxnWDwHlm7t9LrW0XRCW9zsr5/PxS2NyhxgNNPK+LKhaxwjmQxhZBu/DdYKTtnGgyYUPCo/SsvPzcz2+f3T5/5OCVT2zGAwy/uFkovINHeJx+enH9KCsHnxPPrm8cZzx+xyv2uYELL2Gn4BtjVlWUlxddWmNs4p5YVA62iipeX+GfbPjqAO1CzZ2CcQIQuEEgIjg32L8InB8R7s8BxXCQuc20dcfvvcvOzXhxIXCKicXSM2z+UAI3COBglTwKm2hmvyTywqN3WTlZ718mn4tP+oyeAKgtI5MhU7FsETlPGAFwTxvURcab/Y5WVo77uUGG43X1HT8bG/+7Av5lNMM2QCiDU64F/iVhRHNBEMfhVEILYIu4CIF+5UZ2ZnXpl9TLYbOHDHE5kcX9UaFSI8jRg2JFQDAkNd0SLrx5x+dbLvn7G3qlZG8VST7WY7amYEViAfcQgRvSEQyxz436ZLPiNQd3DyxKsiYx8QmhcBWB/vp8yNFEiEaKnho5YaCx6OUW0xzQiZePJyI4NzhVsH9E+L2MIk/It0XgISYmzC8nFpk5hD6ukJQS22JL6x4BjGt52gjcAYTx5sNDHglF9kcbh1t4i427BOVbUAprNoZ770XAqUQg4lYGd1y311sargevx1AUO/QZviRqzfTOQjdAWLw5jczRA+7vOC/wcFwWuU9vLI4eAoap36JbwoSXkMwIj3uo+bNZ1WqKin9a8hIEJxuBQgI0eIrrbU9wbnBt1L2XSdLxbeG0ifnh7Xs5w1n9FbHlxLYwnSdm6SLhkqBhOwCCj7yCHL1a+N3L6upqWQV5jDc+8FT8qfl4kZ2AU4lAJIwC+90Y21ayiqrqaor8iS9uCWzenMbl6JEdvPRAzEwebQSJoqYvxETUWBw9+ARD4HSUmm4JG158W8TcQ7huSEsw1ABsVsJnXu3SNZxsuEpw0cCtIa0Av784Guvay+y3kKXj28JuAoKAX48IH5lwOWJuL2znCTsF77QRNiqWpnb4S4P26nspQuJQdSAl375Xt+v7X3jtUWgYzQeFgFOJQMSvzkug78b81bG9ZFjnFRDfNzJHD1lVr7+hYOuvpyq4kjcWRw8BwVC90y0R2CLgHqrZjfojGCJwAz1XcDpF/DSSPCaD6MNk8K/h7AI1nGySSji1OutpV3xMz+PpYmZ/yhL63ginlnTZBP1FoFC6WlyFWEAR2epioE97+fh1FUGZOomk6xQCE5TOhv1V3z15Xs4pg5Q+f/xOpf8AHfGRJoGKP1UkEdkJOJUIRPXS/P8gR0+D0S1hdAiBLQLuIQLWpxoJhjCcIMwicAPUwyNOIlSJCqkdNTuyXt+8/Do3P/tTfgnnxVHikw1PJwEavCp1I2ni1cLYE/QXRmlelnS1OLUxgeIpxthTNB0WjSOfXee+5/LTD7n5uRnpL+5ciLsq/G0tRi2CLOk6haMQm81K3mjqVK27kRtPP/2c8+nxyZDIux0nTxkkQslE4M+fLJKYjSHgVCI1BN2SMHj/PY4eEgHBkHR0S8J4iqXxbRFxD+G7URuCITEXiA+J3AA1cYiTiHUCKdXA0d0pLTRi/hSqeucJgfFuxui0G/HJhqcUHw2SVCRNeHbQfPz+qv9abI3YQBEYI7c284repbs/JnbDqYzvZSxZFQ29/jPWOxJUIRZJ1yk8neD5Jy/J38t0mxsWUrk50tspvEK5k/H4kG3zewrNuvLLtbjEH7LWI3jaiUdmVO9d0pi26t35lqoQdkpL7VnYroZBQGI2pmHM1IdWjAtyfajF1NGYtjAdgJmSCMBOkcQE5kAEsBH4gyI7dgNgLkQAIgARgAiIIQAjuxgg8BAiABGACPzxCPwh8+x/PM6wARABiABEoPEQgGP2xsMaWoIIQAQgAo2DAIzsjYMztAIRgAhABBoPARjZGw9raAkiABGACDQOAv8HzZMTcqQ2vHkAAAAASUVORK5CYII=" alt="" />

6. cufflinks得到fpkm值

因为前面用的GRch38.gtf用的是Refseq ID,最后还需要ID转换,这个就不赘述了。

#sudo apt-get install cufflinks
cufflinks -p 4 -G /home/wang/Downloads/RNA-seq/data/GRCh38.gtf -o /home/wang/Downloads/RNA-seq/data/samples/cufflinks_result/ERR2124441 /home/wang/Downloads/RNA-seq/data/samples/tophat_result/ERR2124441/accepted_hits.bam
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" 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7. HTSeq得到count数及DEseq2处理

处理count数用到的是python工具HTSeq

pip install HTSeq

htseq-count使用时需用samtoolsaccepted_hist.bam文件以read name排序(-n)才能使用

samtools sort -n /home/wang/Downloads/RNA-seq/data/samples/tophat_result/ERR2124441/accepted_hits.bam -o /home/wang/Downloads/RNA-seq/data/samples/tophat_result/ERR2124441/accepted_hits_sort.bam 

排序后用htseq-count计数,输入文件为排序后的tophat比对结果accepted_hits_sort.bam

根据不同需要可以修改参数,参看官方说明,其中-i gene_id描述的是使用的:

/home/wang/.local/bin/htseq-count -f bam -s no -a 10 -t exon -i gene_id -m union  /home/wang/Downloads/RNA-seq/data/samples/tophat_result/ERR2124441/accepted_hits_sort.bam   /home/wang/Downloads/RNA-seq/data/samples/cufflinks_result/ERR2124441/transcripts.gtf > /home/wang/Downloads/RNA-seq/data/samples/HTSeq_result/ERR2124441/SRR1206035.htseq_count
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" alt="" />

接下去的处理就是用DESeq2处理count数,以前我有做过总结,这方面就不再加以说明了,就是酱紫~\(≧▽≦)/~


05-08 15:38