{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "this notebook best viewed here: http://nbviewer.jupyter.org" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Purpose\n", "\n", "We ran the same population as individuals (indSeq, via GATK) and as a pool (poolSeq, via VarScan).\n", "\n", "Here I read in the intersecting loci among methods (from 001_testdata_explore.ipynb), and then look at agreement between indSeq and poolSeq allele frequencies.\n", "\n", "I then see what I can do to improve the agreement (eg by excluding megaSNPs, higher depth, etc)\n", "\n", "\n", "#### Notebook outline\n", "- __Read in the data__ - load data from 001_testdata_explore.ipynb to get SNPs intersecting baseline-filtered GATK and VarScan output\n", "\n", "- __Compare allele freqs__ - plot 2D histograms comparing MAF\n", " - __plotting given allele freqs is messy, let's bin them__ - round AF and MAF to nearest frequency possible for given ploidy, for visualization only\n", " - __plot allele frequency diffs__ - plot MAF vs rawAFdiff; rawAFdiff = poolAF - indAF\n", "\n", "- __Vadidate megaSNPs__ - show that haploid heterozygote SNPs (impossible SNPs for haploid tissue) show patterns of data misaligning to duplicated or diverged paralogs - see 003_testdata_validate_megaSNPs.ipynb\n", "\n", "- __See how filtering changes correlation__ - see if further filtering beyond baseline improves agreement between indSeq and poolSeq\n", " - __re-load data from above__\n", " - __remove megaSNPS compare to beforehand__ - removing the megaSNPs (impossible heterozygote SNPs from haploid tissue) improves agreement between indSeq and poolSeq AF estimates\n", " - __compare other filters of poolSeq__\n", " - __depth__\n", " - __MAF__\n", " - __z-score for read ratio deviation from binomial distribution__\n", " - __H (hetPerc)__\n", " - __H + z-score__\n", " - __gatk no missing data + H + z-score__\n", "\n", "\n", "\n", "\n", "#### Conclusions\n", "\n", "- Overall the agreement between indSeq and poolSeq is quite good even with baseline filtering\n", "- However, with baseline filtering, there are still some disagreement on the minor allele frequency, specifically for those loci that are estimatated to have low MAF in one method having a relatively high MAF in another method. To see why I start filtering to see if I can increase the agreement (correlation) as well as drop these loci that have relatively different allele frequency estimates between the two methods.\n", "- After filtering for hetPerc, z-score, and no missing data, correlation is >0.98 for JP and >0.96 for DF." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# read in data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "##################################################################\n", "Current commit of pythonimports:\n", "commit c28ee71c7ee2f7e26b5b35f84ccaf922f414e1c0\n", "Author: Brandon Lind \n", "Date: Sat Mar 13 12:02:49 2021 -0800\n", "Today:\tMarch 17, 2021 - 16:11:52\n", "python version: 3.8.5\n", "##################################################################\n", "\n" ] } ], "source": [ "from pythonimports import *\n", "latest_commit()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "methodsdir = '/data/home/lindb/methods_paper_analysis'\n", "firstdir = op.join(methodsdir, '001_testdata_explore')\n", "secdir = makedir(op.join(methodsdir, '002_testdata_compare_AFs'))\n", "# figdir = makedir(op.join(secdir, 'figures')) # original submission\n", "figdir = makedir(op.join(secdir, 'figures_revision'))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gatk JP 255706\n", "gatk DF 636279\n", "varscan JP 255706\n", "varscan DF 636279\n" ] }, { "data": { "text/html": [ "
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CHROMPOSREFALTAFQUALTYPEFILTERADPWTHETHOMNCDF_p52.GTDF_p52.GQDF_p52.SDPDF_p52.DPDF_p52.FREQDF_p52.PVALDF_p52.ADlocusMAF
>jcf7190000000004-54540>jcf719000000000454540AG0.4643-10.0SNPPASS280100A/G47282846.43%1.981200e-0513>jcf7190000000004-545400.4643
>jcf7190000000004-54587>jcf719000000000454587CT0.2581-10.0SNPPASS310100C/T26313125.81%2.333200e-038>jcf7190000000004-545870.2581
>jcf7190000000004-54589>jcf719000000000454589CT0.8710-10.0SNPPASS310010T/T129313187.1%1.125000e-1327>jcf7190000000004-545890.1290
>jcf7190000000004-54643>jcf719000000000454643AG0.2286-10.0SNPPASS350100A/G26353522.86%2.493100e-038>jcf7190000000004-546430.2286
>jcf7190000000004-54644>jcf719000000000454644AG0.5143-10.0SNPPASS350100A/G67353551.43%1.956200e-0718>jcf7190000000004-546440.4857
\n", "
" ], "text/plain": [ " CHROM POS REF ALT AF QUAL TYPE \\\n", ">jcf7190000000004-54540 >jcf7190000000004 54540 A G 0.4643 -10.0 SNP \n", ">jcf7190000000004-54587 >jcf7190000000004 54587 C T 0.2581 -10.0 SNP \n", ">jcf7190000000004-54589 >jcf7190000000004 54589 C T 0.8710 -10.0 SNP \n", ">jcf7190000000004-54643 >jcf7190000000004 54643 A G 0.2286 -10.0 SNP \n", ">jcf7190000000004-54644 >jcf7190000000004 54644 A G 0.5143 -10.0 SNP \n", "\n", " FILTER ADP WT HET HOM NC DF_p52.GT DF_p52.GQ \\\n", ">jcf7190000000004-54540 PASS 28 0 1 0 0 A/G 47 \n", ">jcf7190000000004-54587 PASS 31 0 1 0 0 C/T 26 \n", ">jcf7190000000004-54589 PASS 31 0 0 1 0 T/T 129 \n", ">jcf7190000000004-54643 PASS 35 0 1 0 0 A/G 26 \n", ">jcf7190000000004-54644 PASS 35 0 1 0 0 A/G 67 \n", "\n", " DF_p52.SDP DF_p52.DP DF_p52.FREQ DF_p52.PVAL \\\n", ">jcf7190000000004-54540 28 28 46.43% 1.981200e-05 \n", ">jcf7190000000004-54587 31 31 25.81% 2.333200e-03 \n", ">jcf7190000000004-54589 31 31 87.1% 1.125000e-13 \n", ">jcf7190000000004-54643 35 35 22.86% 2.493100e-03 \n", ">jcf7190000000004-54644 35 35 51.43% 1.956200e-07 \n", "\n", " DF_p52.AD locus MAF \n", ">jcf7190000000004-54540 13 >jcf7190000000004-54540 0.4643 \n", ">jcf7190000000004-54587 8 >jcf7190000000004-54587 0.2581 \n", ">jcf7190000000004-54589 27 >jcf7190000000004-54589 0.1290 \n", ">jcf7190000000004-54643 8 >jcf7190000000004-54643 0.2286 \n", ">jcf7190000000004-54644 18 >jcf7190000000004-54644 0.4857 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load in intersecting data created in 001_testdata_explore.ipynb\n", "snps = pklload(op.join(firstdir, 'snps_dict_intersecting_no-noREFloci.pkl'))\n", "# determing MAF\n", "for method,spp in snps.items():\n", " for sp,df in spp.items():\n", " print(method, sp, nrow(df))\n", " locuscol = 'unstitched_locus' if 'unstitched_locus' in df.columns else 'locus'\n", " df.index = df[locuscol].tolist()\n", " df['MAF'] = df['AF']\n", " df.loc[df['MAF']>0.5, 'MAF'] = 1 - df.loc[df['AF']>0.5, 'AF']\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#
compare allele frequencies" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def get_mafdict(mafs, roundto, count=True):\n", " \"\"\"Count number of SNPs in an allele frequency bin.\"\"\"\n", " mafs = [round(x, roundto) for x in mafs]\n", " t = table(mafs)\n", " mafdict = {}\n", " for k in t:\n", " newk = '%.3f' % k # easier to vis on the x-axis\n", " if not newk in mafdict:\n", " mafdict[newk] = t[k]\n", " else:\n", " mafdict[newk] += t[k]\n", " if count is False:\n", " # if I want proportions\n", " rets = OrderedDict()\n", " for newk, count in mafdict.items():\n", " rets[newk] = count / sum(mafdict.values())\n", " mafdict = rets\n", " return mafdict\n", "\n", "def subcategorybar(X, vals, width=.9):\n", " \"\"\"Set up side-by-side bar plot (histogram) of AF spectra for two datasets.\"\"\"\n", " n = len(vals)\n", " _X = np.arange(len(X))\n", " for i in range(n):\n", " plt.bar(_X - width/2. + i/float(n)*width, vals[i], \n", " width=width/float(n), align=\"edge\") \n", " plt.xticks(_X, X)\n", "\n", "def make_mafdict_fig(pruned_snpdict, all_snpdict, legend, xlab, title=None, saveloc=None):\n", " \"\"\"Create side-by-side bar plot (histogram) of AF spectra for two datasets.\"\"\"\n", " fig = plt.figure(figsize=(25,5))\n", " X = ['%.2f' % float(key) for key in sorted(keys(pruned_snpdict))]\n", " Y = [pruned_snpdict[freq] for freq in sorted(keys(pruned_snpdict))]\n", " Z = [all_snpdict[freq] for freq in sorted(keys(all_snpdict))]\n", " subcategorybar(X, [Y,Z])\n", " plt.legend(legend,fontsize=20)\n", " plt.ylabel('count',size=20)\n", " plt.xlabel(xlab,size=20)\n", " plt.title(title, size=20)\n", " if saveloc is not None:\n", " with PdfPages(saveloc) as pdf:\n", " pdf.savefig(bbox_inches='tight')\n", " print(ColorText('Saved to: ').bold(), saveloc)\n", " plt.show()\n", " pass\n", "\n", "def plot_rawAFdiff(gatk, varscan, y='realMAF', x='AF', replace=False, saveloc=None):\n", " \"\"\"Plot pAF-iAF vs input column from poolseq.\"\"\"\n", " df = varscan[['AF','MAF','realfreq']].copy()\n", " df[y] = varscan[y]\n", " df['rawAFdiff'] = df[x] - gatk.loc[df.index, x]\n", "# return df\n", " makesweetgraph(df['rawAFdiff'], df[y],\n", " xlab=f'rawAFdiff (pool_{x} - ind_{x})',\n", " ylab=f'poolSeq {y}' if replace is False else f'{replace} {y}',\n", " title=f'{sp} - allele frequency differences', saveloc=saveloc)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# messy plots comparing AF between methods let's round each AF to nearest possible freq\n", "for sp in ['JP','DF']:\n", " makesweetgraph(snps['gatk'][sp]['MAF'],\n", " snps['varscan'][sp]['MAF'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## plotting given allele freqs is messy, let's bin them" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gatk JP 255706\n", "gatk DF 636279\n", "varscan JP 255706\n", "varscan DF 636279\n", "\n", "\n", "varscan JP 51\n", "gatk JP 51\n", "varscan DF 51\n", "gatk DF 51\n" ] } ], "source": [ "# put everything into MAF bins\n", "maf_dict = {}\n", "for method,spp in snps.items():\n", " maf_dict[method] = {}\n", " for sp,df in spp.items():\n", " print(method, sp, nrow(df))\n", " maf_dict[method][sp] = get_mafdict(df['MAF'], roundto=2)\n", "print('\\n')\n", "\n", "# for allele freqs that do not exist in the other method, create a key with valcount = 0\n", "for sp in ['JP', 'DF']:\n", " varkeys = keys(maf_dict['varscan'][sp])\n", " gatkkeys = keys(maf_dict['gatk'][sp])\n", " allkeys = list(set(varkeys).union(gatkkeys))\n", " for method in ['varscan', 'gatk']:\n", " for freq in allkeys:\n", " if freq not in maf_dict[method][sp]:\n", " maf_dict[method][sp][freq] = 0\n", " print(method, sp, len(maf_dict[method][sp]))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# create a realfreq column that has only the possible frequency calls (and the associated MAF column)\n", "\n", "# first create all possible allele freqs for ploidy=40\n", "realfreqs = [x/40 for x in range(0,41,1)]\n", "\n", "# iterate through realfreqs, get cutoffs on either side of realfreq\n", "freqcutoffs = []\n", "for i,freq in enumerate(realfreqs):\n", " if i==0:\n", " lastcut = round((freq+realfreqs[i+1])/2, 4)\n", " freqcutoffs.append([0, lastcut]) # next step rounds any AF > 0 to 0.025\n", " elif i+1 < len(realfreqs):\n", " newcut = round((freq+realfreqs[i+1])/2, 4)\n", " freqcutoffs.append([lastcut, newcut]) # lower and upper thresholds to bin at freq \n", " lastcut = newcut\n", " else:\n", " freqcutoffs.append([lastcut, 1.0]) # lower and upper thresholds to bin at freq \n", "\n", "# fill in the realfreq column\n", "for method,spp in snps.items():\n", " for sp,df in spp.items():\n", " df['realfreq'] = np.nan\n", " for lowfreq,hifreq in freqcutoffs:\n", " if lowfreq == 0:\n", " freq = 0.025 # because there are no loci fixed for ALT (pre-filter)\n", " elif lowfreq != 0.9875:\n", " freq = round((lowfreq + hifreq) / 2, 3)\n", " else:\n", " freq = 1.0\n", " df.loc[(df['AF'] > lowfreq) & (df['AF'] <= hifreq), 'realfreq'] = freq\n", "\n", "# now create a realMAF column\n", "for method,spp in snps.items():\n", " for sp,df in spp.items():\n", " df['realMAF'] = df['realfreq']\n", " df.loc[df['realMAF']>0.5, 'realMAF'] = round(1 - df.loc[df['realMAF']>0.5, 'realMAF'], 3)\n", "realmafs = sorted(uni([round(x,3) for x in df['realMAF']]))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gatk JP 0\n", "gatk DF 0\n", "varscan JP 0\n", "varscan DF 0\n" ] } ], "source": [ "# make sure all assigned realfreqs are possible (want count of 0 impossible freqs)\n", "for method,spp in snps.items():\n", " for sp,df in spp.items():\n", " bad = [x for x in df['realfreq'] if x not in realfreqs]\n", " print(method, sp, len(bad))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# show species AF spectra, remember loci include some with <25% missing data\n", "for sp in ['JP', 'DF']:\n", " make_mafdict_fig(get_mafdict(snps['gatk'][sp]['realfreq'], roundto=3),\n", " get_mafdict(snps['varscan'][sp]['realfreq'], roundto=3),\n", " xlab = 'ALT frequency',\n", " legend=['indSeq','poolSeq'], title=f'{sp} ALT frequency spectrum')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mSaved to: \u001b[0m /data/home/lindb/methods_paper_analysis/002_testdata_compare_AFs/figures_revision/baseline-filtered_maf-spectrum_JP.pdf\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# show species MAF spectra\n", "for sp in ['JP', 'DF']:\n", " make_mafdict_fig(get_mafdict(snps['gatk'][sp]['realMAF'], roundto=3),\n", " get_mafdict(snps['varscan'][sp]['realMAF'], roundto=3),\n", " xlab='MAF frequency',\n", " legend=['indSeq','poolSeq'], title=f'{sp} MAF spectrum',\n", " saveloc=op.join(figdir, f'baseline-filtered_maf-spectrum_{sp}.pdf'))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mSaved to: \u001b[0m /data/home/lindb/methods_paper_analysis/002_testdata_compare_AFs/figures_revision/baseline-filtered_congruence_full-AF-spectrum_JP.pdf\n" ] }, { "data": { "image/png": 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\n", 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JQ0D/7J/g75c0DrjJzG7KeZpaC8dszeyiHMdqOg9gzrnu14WZOOgDZI/DRZdTmQ4Mrfp6CDCzwHF6hAcw55wro9Zk850ArC9pbWAGMBr4Qo+fNSNPJeWcK7temUpqxNKyiUMyHmwqU4C/kTKEKOlKYCQwEHgBONnMLpC0B3AG0Be40MxOy3bWnuc9MOecKyMRQko2DYcQzWz/hPLxwPhcbWsRf5DZOefKqA/hKawsr2gSh6S92tLWHpKpBybpOsLDbX80s+QnVp1zzrVOE3tgZZR1CPFu4CTgAknXAJea2T8b1Gmb1maguC+lzlap7cgj7TxJ5ypSB0ApzbaEQ+orKXXOS6hzYXIdADu0vmw4j6XWeZqNYssPIPlklxNzIuBMDk+sczTnxpb/joRUIJHPUp9KZAKbpdbZmofqyp5iUGqdtRMmir3Ksol1VuKt2PK5byXfjll62YT7SGnZOyA+e8ZTyXXeHJQ8WLTc0vPTz9WtfEnmbEOIZvZzC592OwKzgSujvFgnSVq3JxvonHMuhgjT6LO8OnQIUdIykpYqWj/XPTAzm2xm3wW+CLwJnAzcJ+k2SVs0aGhSQsja/baWNF/Sfnna5pxzvUqlB5Ytm+9rZnZYzoeYm07SDyVtE73fBXgFeEXSrkWOl7kDKmlDQuD6AvAucCnwSeAl4EjgBmDthLqxCSHN7JGY/X4C3JL3QpxzLlEXZuIo6RDiGOCn0fsTCRnt5wCnAbfmPVjWSRwTgeHA1cAXzOzeml1+IelrKYdISgj5SM1+XwN+D2ydpV3OOZdJN2biKGcAW9HM5khaDtgC2NnM5kk6o8jBsl7+6cCNZvZu0g5mFtv7isQmhKzeQdJgYF9gZ1ICmKTDgMMAhg1LW2PBOdebVX9WdKXKPbBsiuZCbLaXJW0EbArcGwWvwgtLZw1gcwg9sCcqBdGQ4jAz+0uG+qkJISNnAMea2XwpeTZStATAOAiZODKc2znXC1V/Vkjqvs+KfD2wTplGfwYwKXp/QPTvjsCjRQ6WKZWUpP8CO5rZc1Vlg4A7zGyDDPU/DJxiZrtFX38XwMx+XLXPUywKdAOBt4DDzOyGpON6KinnHL01ldTKsonpa6EuOtjvmFRwOZWmk7Q+MM/Mnoq+3gDob2aT8x4ra/xerTp4RZ4D1shYv2FCyOohSEkXATenBS/nnOvVSngPTNKjZvaB6jIze0LSQ9DggcgYWafRT5W0c03ZSOCpLJXNbB5wFGF24aPANWY2WdIRko7I2ljnnHORcj4HlpR+OGNa4sVljd+nANdJugB4ElgXOCR6ZRKXENLMxibse3DW4zrnXK9Uontgko6P3varel+xHotP8sss0+Wb2R+iB80OBfaMTrabmU0octJmmTRpZsO0UXGS0kIVUSz9VP5UV1J6Ckqz/vV11kmtQniooZ5SsiFZfSakUCflCQ5LeERxKFOSKwHTWK+u7KOkzxn6B7vElp/ECYl1vk/86hAXLrzHXO9QLo8tv3PxybV1dqT2CRR4jOGpdTbi6bqytJRQkJwWas785GlrK/adG1teJJXUvDnpt3D6rVhfL63OzBVXS9w2jBdSz9W1yjWEWPmP2b/qPcAC4HlIyOfWQObLN7N/A/8uchLnnHM9oCQBzMx2ApD0KzNLe2Y4l6wPMi8FHAx8EFi+pmEHNasxzjnXI7oxE0cf8jwH1hEqwUvSCsAKNdviM1CnyBq/LyY8NX0T9Nb+unOutDwTR0eQtB1haa7qJPAiPBecfXGYSNbLHwWsbWaz857AOedcD8n+kd8pmTjGATcD5xMSwi+RrAHsWUrXWXXOuS5WWZE5m07JxLE28G1r0lPkWTNxfBv4LHAmNUOIZnZ7MxpShGficM7RWzNxDJFN/J+MBzu+MzJxSLoNOMrM0lemzShrD+yo6N8f1ZQb0GCytnPOuR6R+65R2/0VuFHSWML0+YXM7Iq8B8v6HFhapnnnnHOtVsJJHCxaHaB2Kr0BPRPAACT1B7YDBpnZ1dF6LpjZEt+Ic845l1O+5VQ6QrM7Q5lyIUrajLCUynnABVHxx4ALm9kY55xzGVV6YFleXSrrpf0GOMnMLpX0alT2d0JA6zhFUjWFevel1NkqoU5yiqe49E6hTpFUUsltC3Xq26evpFbBEn56SvmzxBISvqxH8koIU9gktvzzXJx8IuBqxtSVfZ3/S61zFt+JLb+KfRPrjOb62PJ/sWVine24P7b8WVZPaV182qNZiz/PWWcgr9eVpaWEguamhUpLW5WUsup5BiQ3DliD2XVlMxiYuP/slONt0iAlWdcqyRCipGPM7GfR+9o8iAuZWe0ci4ayXv4mwGWV80Qne3NJVtJ0zrmWqcnEQZ9+DB46jBnTnm1fm5aUKMtzYDsDP4vexycrDXGlxwLY08CHgIVz1iVtA731Tx/nXKnUZOKALsjGIUrxHJiZ7VH1fqdmHjtrADsR+GM09XGpaEXlI4AGg1TOOed6REmGEONIWh0YCkwzs8LpCTNN4jCzm4HdgVUJ977WAj5tZimLaDjnnOsxlSHELK8OIWklSTcDzxFWN5kp6SZJKxc5Xp7lVO4DjixyEuecc02WbwixU/wy+ncjFi2O/DPgF4QVT3LJmkrq+0nbzOykvCdtFk8l5ZyjQCop6Ph0Uo1TSW0gm/jrjAfbrWNSSc0EPmBmr1WVrQQ8YmZr5j1e1h7Y0Jqv1yA8BxY//9g551zPKu89sNq/GhYUPVDWVFKH1JZJGgXsX/TEzjnnlkA5A9htwKWSvkmY3T4c+DnwlyIHyzSJI8GtwKeWoL5zzrmiKqmksrw6xzcILZoCvAf8l3An75tFDpYpfkuqzTi/LPAFYFqRkzrnnFtCJeyBmdkrwChJa7JoGv1zRY+X9fKnEMYtKzcW3wLuh5hcPy00adLMxLRMSemimq1Q+qn44kX1Yg6p5Gw+oU5MRp+0lFCQnBZKU5NvbNs68feW9+PyxDrXckBs+akcl9w44GROryu7nP1S6xzAtbHld7JtYp0duTe2fErdrd9F1kv4261VqaTS0jtBsRRPcemdIP2a4q6nUZ2kemnf75kMStyW9PNbTG0mDqBv/87qmuTWxgAm6QPA0cBA4K9m9pscdZcnzKEYAkyTNN7M6n/JM8h6D2xJhhqdc669ujETBzT1GS9JFwKfBF40s02rykcRFjPuC5xvZqeb2aPAEZL6kCMnrqQRwHjgbeBZYBjwK0l7mFnuKeUemJxzroz6EO4eZXllcxEwqrpAUl/gbEIii42B/SVtHG3bG7iLsEhlVucAPzeztczso2a2FuE5sMw9uGpZ74FNo37qYx0zG1akEc455wrI3gMbKKm6hzPOzMZV72Bmd0oaXlNvG2CKmU0FkHQVsA/hua0bCasr/5Hsi1F+gDDrsNovCOkKc8s6gnom4X7XWcAzhFRSRwGXUJXg1znnXIvkuwc2q+CDzINZfLLedGBbSSOBTxNmFI7PcbwHgE2jfys2q/k6s6yXfzCwm5nNqBRI+hPwZzOrjabOOed6WmUIMZuiy6nEzdoyM7sDuCPHcSpuBW6WdD6hMzQcOBQYJ+kLVSfI1KPLmkrqFWDtmvQfA4CnzGylPK1vJk8l5Zyjt6aS+qBswu3ZDtZnlWyppKIhxJsrkzgkfRg4xcx2i77+LoCZ/TjbmeuO/1SG3czMah/dipW1B1YZ6/whoQs5FPhuVO6cc67FTDC/56fRTwDWl7Q2MAMYTXgGuBAzW7tZDYPssxCPAO4BxgL3EWaM3BuVO+eca7UogGV5EQ0hStor8XDSlYTP+Q0lTZf0JTObR5jvcAvwKHCNmU1uwdVlkvU5sHeA46KXc865NlvQR8xdun/Gvd9tuCKzmcXmtjWz8eSbqNEyme6BAUjahdB9XM3M9ooeSFvRzDKOwjaftLHBZbnrJWbISMjqEerEZ/aoS7JVXWdqfLkadMDjbl+qwS1NiznmgHefT60ze6k1Ysv35neJdW7ks7HlaVk14jJqAFzHHrHlFZ+O+T/zL7ZMrbMd98eWP5WSyWFtZsaWp2W7SMp0MWd+enaHFfvOzXWepHPNYGBqncHMii1Pq5dU5zGGJ9bZiKdjyyewWWIdgK15qK4s7Wc7k+SVNj7N+Mb3wPr0MWo+6/r2X5p5777TqGq7NLymLUf0sdsnZpvFsbLengL8jfyTODpa1ufAvkZIG3I+LMzl8zZhWn2mx9njnuau2b4P8ANCav15wDfM7K4sx3bOuVRdmInDEPOzPwjWsAdWRlnvgX0D+EQUdCprtzwGbJilctrT3FX+CmxhZh8kTKs8P2PbnHOu1zHEPPpmerWTpAlV75uapDZrAFuBRQ+zVfrh/YF3M9Zf+DS3mb0LVJ7mXsjM3rBF45nLkSHzh3PO9VaGeJelM73IMImjB60vqTIk+u1mHjjrJMw7CRM4Tqsq+zphTDWL2Ke5a3eStC/wY2A1YM+4A0k6DIi6wvH3cJxzbvHPiu5ToiHEe4E7JT0KLBM9UF2nSPuy9sC+Buwr6WlgBUmPA58FvpWxfuzT3HUFZteb2UaEhTJ/EHcgMxtnZiPCQ3lte4baOdfhFv+s6E7z6Zvp1WajCbMYK3Ggf8Irt4Y9sChd/geAjxJyVq1F6E3928wWpNWtUnn4uWIIJEz9YmFSyXUlDTSz+KlRzjnXi1XugXU6M3uVMLKGpNXN7JBmHTtrKqnXzSx91b30+v2AJ4CPE57mngB8ofqBOEnrAU+amUnaCrgJGGIpDfRUUs45emkqqU1GLGNXTlwr08G20BMdNY1e0uosWpE5flXUDDLfA5O0nZn9q8hJzGyepMrT3H2BC81ssqQjou1jgc8AB0l6jzBF//Npwcs553qzEt0DWyjKoXsZLHwI1CSNB8aY2St5j5c1gD0D/EnSHwjDhwsDi5mdlOUAcU9zR4Gr8v4nwE8ytsc553o1g1IMIdY4I/p3I+BJYF3Cgpa/IKx6kkvWAPY+4Ibo/ZCqcu8hOec6n1T34HLf/ulZUzqd0acyRb5MdgU+ULWyyROSxgCPFDlYYgCTdJSZ/Tr68jQzm1LkBD1p0iQjjDjmYxY/4UUpGX0sPnMQis9KFercl1DnnOQ6AHZkTJ2p6X8r2Dr1Q+abMSFmz0UeYuvY8uNITql1OvHPIf6OvRPrfDZh0YK7SZ8c9pGYtVLTUkJB69JCxaWEAnhzbvpfxMstPb+u7HkGpNZZg9lNqQPNTwsVlxIKiv1s/8gnEvefmfJz/wqXpJ4L6MpMHECeIcSi64H1hNoPs6yTAeukTaOvfuYr4aPYOedcO1TugWWcRv+amR3WAcHrNuBSSetI6iNpHeAi4C9FDpY2hPikpJ8Dk4H+kg6N28nMLixyYuecc8WVZRp9jW8AVwBTWNQTuxX4cpGDpQWw0cD/AvsTHjI7MGYfAzyAOedci1VSSZVJNNNwlKQ1WTSN/rmix0sMYGb2BFFUlPRXM/t40ZM455xrrpzT6DtKFLQKB66KrAtaevByzrkOU8IhxKbKvKBlJ/JMHM45emkmjnVHDLDTJ+6Y6WCf000dlYmjWbI+B+acc66DhHtgS2XdvSMycTSbBzDnnCuhMs5ClDTUzKY13jOb1AAm6Rgz+1nV12uY2fPNOrlzzrVETCYO+vRj8NBhzJj2bHvatITCJI7S9UGmSvoLUHmouv7J/hwaXf1JhDxVFY8AKy/JCZ1zruViMnFAubNx5BxC7BQbAV8Cfg38RtJFwPlm9mSRgzUKYLU3EhveWOwEUnriELP4/E+F0kJdnVLn8wl16v8fLV4v5v/U9g0Wv/4nO9WVnUB6nuXT+H5s+XULE0XX+/Ti+ZgXmsx6iXU2IT4LWZF0SGnpnSA5xdPct5J/dZdeNv5GflpaqLiUUI3qJNWbwcDUOoOpXxKvaEqtB9kwsc7mPB5bfmf94ukL7ci9seVpv0MQ/3t0Hgcl7p+WSupkTk89V7cq4zT6KFAdL+l7wJ7AocBkSXcB5wG/N7N5WY/XKIDV/s/u2Ck7zjnX25TtHliFmS2IhhJXAtYBton+/ZmkL5vZLVmO0yiALSOpOlPmcjVfY2bJfzY555zrESW9B4akDxGSZIwmLKlyDnC5mb0h6YuE7E6Dsxyr0dWfVvP1j3K21TnnXA/IeQ+sI7LRS3qA0NO6GtjFzBZ7kNfMLpP0i6zHSw1gZpa8rgYLV9d0zjnXYjmn0XfKc2BjCb2t15N2MLPVsh4sbTmVWJL6SvqkpN/RhFxWzjnn8qsMIWZ5dZCj44KXpPiF5RrIfGWSPgiMAb4ADASuBLLlMWmxpFmGDesVWPUsaaZhap0CM3fjZhk2kjTLsJGkmYZpkmYapkladDFN0izDRpJmGqZJmmnY7DpxswwbSZpl2EjSTMM0STMN0xT5Hcq0MKVbTNlmIZJ8b2tIkYM1epB5DeAA4GDC/P3bgO8APwe+ZWYvFjmpc865JVOm58AkHR+97V/1vmI9oFB2jkY9sGnAbOD7wNWVgCXpJ0VO5pxzbRGXiQPo279c62lVK1kqqV2if/tXvQdYADxPeB4st0YB7HLg08AxwCBJV5hZobFK55xrmy7NxNFh97cSmdlOAJJ+ZWZfa9ZxG81CPFjSkcB+wEHA/0p6BFiRcB/MhxCdc65NynAPrCan7vMxQ4gAmFnux7Qahm8zewu4BLhE0jDgwOj1gKQbzOxzeU/aLJMeAq2Tv55NjS9Pe/rAvhVfvuycVxPrvLXiSrHlO/Hn5BMBf2NUXVmRtFB/bjDxY1RCeqopDE2ss17CUPWrLJtYZyXeii2fNyc9M1m/FesnXhSp06heUp0i6admsUJK62Ag9bOHn2X11DrDeKGuLC11FyRPqimSFupGdkusszfxCRPGckhK6+AIfltX9kOOSdz/adZO3HY+/5N6rm61gD7MLcc9sJ1ZlFP3Ewn7GAWeM87V/zSzZwkPN58m6cOQkrzMOedcjyrDEKKZ7VH1Pv906hSFr97M7gHuaWJbnHPOZdTOZL6SPkVIxrsacLaZ3VrwOMsAC8zs3SL1Ux9kljQ/5bVA0hKt5eKcc66YyjT6LK8sJF0o6UVJD9eUj5L0uKQpko4DMLMbzOwrhEesMj8NK+mHkraJ3u8CvAK8ImnXrMeo1qgH9nJ0gouBPwDFniJ1zjnXVD0wjf4iwjpdC58ol9QXOJsw9X06MEHSjWb2SLTL96LtWY0Bfhq9PxE4FphDuDWVuxfXKICtCexBuNf1deBG4BIzuzvviZxzzjVPs6fRm9mdkobXFG8DTDELU98kXQXsI+lR4HTgT2a5chitaGZzJC0HbAHsbGbzJJ1RpM0yy5ZiR9L7CenvDySMe+5jZo8WOWmzjBgxwiZOnNh4R+dcN2u40K4kS3oOLOtnYIs1vKaVRqxjIydmm7h3g/Z/BhbLWTbOzMbVnTQEsJvNbNPo6/2AUWb25ejrA4FtgScIvakJwANmNjZLOyRNJXSKNgUOM7NdJb0PmGlm8dO2U+QJ38aiBS07/+ED55yrSMjEQZ9+DB46jBnTnm19m5ZQzmn0s8xsRIHTxAVSM7OzgLMKHO8MYFL0/oDo3x2BQp2hRrkQ+wC7EyLtjoQhxO+a2T+KnMw559oiIRMHlDsbR44hxKLrgU2HxR4MHQIFM0kDZnaWpD8B88zsqaj4KaDQUi+Nrn4GIRfipcApwDsA0qLHhytjo84551on5zT6ouuBTQDWl7Q2IR6MJqxIUpiZ/VfSCpIGRUVvFD1WowC2evT6IfCDqKy6S2lkHE6UNAo4M9r/fDM7vWb7AYQZKRAu6Ktm9p+0Y056ChT3rdw0vS0Wm8gE9GBKnc3jy9OyasRl1AA4iROSTwR8v24h7GJZNYpkeIBiWSuYljJkP7RAnaR6zzWos2bCuV5Kqbdq/qwacRk1AJ5nQPJ5iF9CpkhWjfvZOLXOljwSW34de8SWQ/ISKBenzJIew9Wx5ceRuhYup3NyXdnhnJm4/yMp1/uPxXLD9h45A1jDHpikK4GRwEBJ04GTzewCSUcBtxA+uy80s8lF2xwlwLgYWLe6mByxpFqjXIi5F7yMk2EqJoRu5MfM7FVJuwPjICXvjXPO9WKGmEvmbPoNe2Bmtn9C+XgosMBbvHOBm4HzgTeX9GCtykMSOxUTFv2ZaGbVA9T/ouACZ8451xu0MxPHElgb+LY1aepnU3pYGQxm8QXLppO8MifAl4A/xW2QdJikiZIm8s5LTWyic66bLPZZ0aXm0zfTi2gIUdJebW7yvcCGzTpYq3pgsVMxY3eUdiIEsB3itkfPLowD0CojOvIBDudc+y32WSF13WfFApRnGn3RSRzN9lfgRkljCQtZLmRmV+Q9WKsCWKapmJI2J4yN7m5mL7eobc45V0LlWdCySiWI1i5qaUDPB7Do2bBFZzVbkKFaw6mY0Vpj1wEHmtkTedvlnHO9SbNnIbaCmSUv7FZAplRSkrYizCLcHFimUhzaY1mn0e9BeAq7MhXzNElHEA4yVtL5wGeAZ6Iq8xo9Oe6ppJxzZEkl1aePkfRZ16cfgwat2WnZOBpe0zIjNrEhE6/JdLAntemkgpk4mi6alb4tMNTMrpa0LCGWvJ33WFl7YBcDNwGHQsLyug3ETcWszp8V5dr6cpFjO+dcqpRMHFDObBwhlVTmafQdQdK6hGn0axLiz9XArsB+wBfzHi/rLMS1gBPM7FEze6b6lfeEzjnnmqOEsxB/BVwFrAy8F5XdAXy0yMGy9sCuJ0TJW4qcxDnnXHO1KJVUs20D7G1mCyozQ81stqQBRQ6WNYAtA1wv6S7qpz4eVOTEzTBpCmjvmA3pmZqwhPwen+CPiXVuY8/Y8jM5PLHO0ZwbW3436UPRH6H+vt6rLJtaZ6W4kd0iqZoAHk6pt2mL6iTUs1fS62jl+HPNfSu53tLLxtdJ+57Hfr8plr6ryO9DWkooaG5aqNP5ZmKd4/hlbPlBnJfSOriEr9SV7caNifs/zfDEbY+TkOetyxli/oLSPcg8BxhA1dIuUU7E+Lx2DWQNYI9AQnI155xzLWcLxNx3ynUPjDDT/EJJRwJIWoUwue+qIgfLFMDMLD0zp3POuZYyE/Pnla4HdiJwAVCZ8vki4fmvbCtz1sj8HJikpQgpQAZSNcXTzG4vcmLnnHNLwMgTwDrlObC3gS9I+hohL+IzZlY4J2CmACZpB+B3wNLAioRxzBUI+Q3XSanqnHOuB5j14d3sQ4htm8QRJamI8yLwvsp2M8v9IF7WHtgvgZ+a2S8lvWpmK0s6iYLPhDnnnFtCBpRjCPFpEnLf1sh9MVkzcbwGrBRNfXzVzFaKhhSfMrO0rPI9yjNxOOdY0kwc0InZOBpf02YjjD9MyHa0dfu0LROHpOoYMQo4GDiVsAbkOsD3gIvN7MK8x87aA3uNMHQ4G3hO0sbAy8DyeU/onHMt1yATB5QwG4cB8xrGubYzsxmV95K+A+xoZi9GRU9KehD4O5A7gGXNxHEdLHzw5ALgb8Akwn0x55xzrWbAOxlfnZOJYw3qbz29FZXnlnUa/Teq3v9c0r2ESRyemcM559rBgHmZ9+6UTBx3AhdL+jZhKv1awE+BfxQ5WKYemKTBklaqfG1mdxFW1iwUNZ1zzi0hI2QTzPLqHF8hZOKYSmjZFEJexEKJ3LPeA7uBkIn+1aqywYTFJxMSM/W8Sc+BYh5/2/T49BubD7F1bPkJnJRY5zS+H1t+Pxsn1tkyIXnJm3PTJ9sst/T8+sICaZe4t0GdbRNuat+eUm/nhDpp50o6z38atG+L+nppKaEgOS1U2vc89vsNPMWgxDpr16/HCsC/2DKldbAd99eV/Y30ey87UX/v5nL2S61zANfGlv+QYxLrfI+fxZb/D79IrHM234ot35AHU1oXn/5pEE8l7v/cfcnLSNlWqafqXgbE/+p2LDN7Afh4lD5qCDCj+h5ZXlkD2AZm9lBNQx6StFHREzvnnFsClXtgJWRmMyHhr8Acsk7ieEnSetUF0dcvL2kDnHPOFVC5B5bl1aWy9sAuBH4v6QTC2OW6wA8IQ4jOOedaLd8kjq6UNYCdTrjh9jNgKCGF1PmQMjjunHOu53gAyzyNfgHwf9HLOefKRWr8oHKffgweOqyTsnGkM+DtzHt3RDLfZktNJRUlWVxgZtOjr5clLBe5KXAP8H9m1rZ5MJ5KyjlHlrRLkjXKxAEhG0eW9Hot0Pia1hlh/DDj598BalsqqSSSRLgdtQphPsWTlvOb36gHdgFwDjA9+vpsYEdCZo5DCOmljs9zQuecc01Q4iFESTsTksQ/RUhRuBIwXNI38yzR1SiAbQHcGp1wOeDzwEfNbJKkC4DxeABzzrnWW0Bpp9ETJgHuZGavVAokrQzcBDQtgC1lZm9G77cGXjezSQBm9pikgfna7JxzrmlK2gMjDJHOqSl7nQxDp9UaBbCnJI00szuAvQlJfMPZpVXx9cCcc649SjyESLg1da+kOwkZnlYGdgDOyHOQRgHsFOAGSVOBjYCRVdv2Af6d52TNNmkO6Nb68hN3PSG13vc5LbZ8Apsl1tmah+I3PJfyB8OaCfcj72zwR8aOMfVualBnr5g61zeos29C+25NqbdrE1NJPdagfRs1L5XUDJIHCwYzK7a8SJqwv/DRlNbBLjE5S8dySGqdI/htXdmpHJda52ROjy0/IGXFiss5NLZ8W+5MrHMvO8aWKz2TFFafSQrdm1LhzJRjXZF+rq5V4gBmZpdJuomQirAyieNkM3stz3FSA5iZ/UHSh4APAveZWXWyskcJMxGdc861WrnvgREFq5guSHZZngN7OjrJYn+OmtndS3Ji55xzS6ikPbAkkv5gZvtk3b9hADOz+ZLmA8sAc5ekcc4555qkxEOIkuJmrwv4QJ7jZE0ldQZwjaQfEZ4JW3ijwcym5jmhc861XJZMHEDf/ku3oDFNUuIABnwT+Db1sw5zdZKyBrBfR//uUlNuQPriVs45125mZM3EURptvAcmaR1CVqb3m1n64nTxHgBui5ZVqT5u/KygpHZ0SNqUQjyVlHOO3ppKavURxuczfv79qnEqKUkXAp8EXjSzTavKRxHmgfYFzjez06u2XVswgDVF1h6Yc865TtL8IcSLCKNtl1QKJPUlpBDchXD7aIKkG80s/jmSBqL8unHmRqs155IpgEnqBxwJfAwYSNVfB2aWq8vnnHOuCfINIQ6UVN1dG2dm46p3MLM7JQ2vqbcNMKUy10HSVYRngAsFMMKs9tgurqS5wFXAN8ysNktHrKwrMv8SOBy4E/gQ8HtgNXLkrJI0StLjkqZIqnsKU9JGku6RNFfSMVmP65xzvVK+FZlnmdmIqte42GPWG0xY/7FiOjBY0iqSxgJbSvpujlZ/mRBHdgE2iP69g9BB2pew0snPsh4s6xDip4EPm9mzkk41szMl3QKcS8jWkSpjN/QV4OvAp7I2fjJvshkT6srH8tXUeh8hYdx4Ssqw83oJ4+J/Sqmze0KdyxoMb38xpl6ROtc2qLNfQvtuT6m3c4GsGjEZNQB4qUH7Vq2v9yyrp1YZRvwoxJ1sm1hnR+JTQFzFvol1RnN9bPmZHJ7SOjiac+vKDuK81DqX8JW6si35V2qd+9kutnzgghmJdWb1GRxbrhuTz2N7x5ervsmL14u5ZH0hpcINKcfqzQntsg8hFl0PLO4/qZnZy8AROY5T8b/ADmZWSX/zpKSHgTvNbCNJ/4WU1C81sgawZVkUhd+WtGyUzHfLjPUbdkPN7EXgRUl7Zjymc871Xga8l3nv18zssAJnmQ4Mrfp6CDAzYd8s1qB+Gc63onLMbKqk92c9WNYhxEcJ2egBJgKnSPoekPzn3OJiu6EZ6y5G0mGSJkqaOP+l2UUO4ZzrBao/K9rdlh6xgPDUVJZX1AOTtFfOs0wA1pe0tqSlgNFASp+8oX8AF0laS1Kf6J7b+VE5kjYDns96sNQAJqmy/WgWdVa/BWwF7AVkjeix3dCMdRevZDauMo7bd9UBRQ7hnOsFqj8r2t2WHpHvHthrZnZY2vChpCsJ+W03lDRd0pfMbB5wFHALoSNzjZlNXoJWf5mQef4pQv/xSWDVqBxCrGgwAL1IoyHEGZIuBS41s4cAzOy/wCdyNrrZ3VDnnMsuYyYO+vRDEoOGDGXGtGd7vl1LIt8QYuPDme2fUD6esHhxM87xAvBxSYMJo3AzzGxG1fYG6xgsrlEAOwL4IvBvSY8CFwNXmNlL+Zq9qBtKGHYcDaTdsnXOuebJmImjojQZOeZn3rPoJI6eMo8wCLpET7I1XE4F+IOkAcDngQOBn0i6lRDMbjSzhn8DmNk8SZVuaF/gQjObLOmIaPtYSWsQ7q+tCCyQ9A1g46zPAzjnXK+S7zmwopM4mkrSSsClwB5RkUkaD4wxs1dyHy9v2pSoF3UgYcxyWTNLXimwh3kqKeccTUwlVdEBKaUaX9NyI4yNM37+TWycSqoVJF1ESIbxLcL9r3UJz329YmYH5z1erlRSkpYmzEbcFlgdyP4b4ZxzrnmMMg4h7gp8oGrl5SckjaFgZo+sqaR2AA4CPge8SOgCHmlmzxQ5qXPOuSbIfgepI4YQI7Vd2wVFD5QawCSdQhguXBn4HbCnr8TsnHMdYAH1jwR3vtuASyV9k5AXcTjwc+AvRQ7WqAe2HWHNlxvMrE0rzyR7mpc4hLF15b+9NT2VFLsmjG3/NGXY+X8T6pycUufUhDq/aDC8/a2Yehc1qHNwTJ20NFeQnOqqQEqtN+cmLwu33NLx4xyTWS/5PMAmTKkr+zM7pdYZxd9iy9NSPMWldwI4nDMT65zL0bHlH23w//AfdUvqpad3gvgUT7owtQp2aHy5Tkqp8/2EOrovuY5tFV8nvnhRvZhDSunzwcz6px+0tynnEOI3gCuAKYQrEHArOZ79qtZoFuKoIgd1zjnXw/Itp9IRQ4jRTMNRktYkPBs8zcyeK3o8Xw/MOefKyCjFEKKk4xtsB8DMfpT32B7AnHPdL2smjoooI0eSjsjUkW8IsZ3qx83rGeABzDnn6uTMxNFIR2TqaP6KzD3CzNJvXC+BrNnonXPOdZJ8yXyLZqPvaLkzcXQSz8ThnKMHMnE00oJMHRmuaYSRdaUY64xMHM3mQ4jOOVdW5e1/NIUPITrnnCslD2DOOedKyQOYc86VUmVFyyyv7pzEUep7YHN4PDa10Kgt70iveH/CwPHmKfdNH0yos2dKnT8m1Dmuwf3Z02PqXdagzhdj6jzcoM6m8e2bQfIKOYOZFVt+I7sl1tmbW2LLT+ebKY2D4/hlXdm+XJVa53pGx5ZvSPJCr4+zeWy5nk2eo2zD4v/r6BcpjQPsWzF19m5Q58aYOus0qDM1vlw6NbmOndy0OkWknSdNM9tQLrnm0XdEJo5mK3UAc8653qvSA+u9PIA557pf3kwcjTTI1FFUvgwf5UxH30wewJxz3a/JmTh6Sr4g6z0wD2DOOVdaJcgl1YM8gDnnXCl5D8xTSTnnyq7lqaR6SlWKqgzXtInBlRmPvEVXppLy58Ccc66UcmXz9efAnHPOdYpcQ4j+HJhzzrlOUZIFwXqQBzDnnCslfw6s3AHsxUlwVv29zlOPTq92csLElQdTHkzcPGmyy4dT7rXek1DnBw3uz54YU+8/DepsUV/nKQalVlmbmbHlF/P5xDpjuDq2/BDGJtb5LUfElg/nsZTWwdNsVFemBvfhLeExGi2bUuethDopKZ7i0jsBSOlDOmb9Y+rc16DOVvV1Uq4HUq6pUCqp5PbFta2o9FRSybdumtmGcvFZiOUOYM45l0WzM3H0kEFDhuas4UOIzjnX3ZqQiaMFqzDntABI6Gr3Eh7AnHOulHwShwcw55wrJb8H5gHMOdd0RSamuLy8B1bqADZ7GlwXM+Pw5OQJcamWsrVy1znunlMSt52eUD7ixLtSjxmXHEvvpI+9x21d5yvxswwX1jkvvvzgneNnGgKMuT2+/CJ9KbHObxOaHjfLsJGkWYYNvZ32gZrwYXpT2l+39bMJgx81aEiTFl9MvR5IuqZiiz/elPs8RaS1rVFA7J18Gn2pA5hzzvVe7RtClLQccA7wLnCHmV3ejna0LBeipFGSHpc0RdJxMdsl6axo+4OSfIzBOecS5cqF2JCkCyW9KOnhmvK4z+5PA9ea2VeAlCcme1ZLApikvsDZwO7AxsD+kjau2W13YP3odRjwm1a0zTnnyqnSA8vyyuQiYFR1Qcpn9xBgWrTb/CW4iCXSqiHEbYApZjYVQNJVwD7AI1X77ANcYuFBi39JGiBpTTN7rkVtdM65Epl5C3xvYMadl5FUfXt9nJmNq97BzO6UNLymXtJn93RCEHuANq5q0pL1wCTtB4wysy9HXx8IbGtmR1XtczNwupndFX39V+BYM5tYc6zDCD00gE2Bxbq7JTcQmNXuRjRJN10LdNf1dNO1ACxjZpvWFtZ8VsTu4xYXBbCbK9+rpM9u4Fjg18A7wF3tugfWqh5YXCK/2siZZR+ivxrGAUia2E2LtHXT9XTTtUB3XU83XQuE64krr/6scIXFfi6b2ZvAIa1uTK1Wdf2mA9VJvoZAXSbZLPs455xrnY7+XG5VAJsArC9pbUlLAaOB2nzeNwIHRbMRtyMswOb3v5xzrn2yfHa3TUsCmJnNA44CbgEeBa4xs8mSjpBUWWtjPDAVmAKcBxyZ4dDdNjzQTdfTTdcC3XU93XQt0H3X0xaSrgTuATaUNF3Sl5I+u9vZzmotmcThnHPONVvbpj8655xzS8IDmHPOuVIqRQDrpjRUGa5lI0n3SJor6Zh2tDGPDNdzQPQzeVDSPyVt0Y52ZpXhevaJruUBSRMl7dCOdmbR6Fqq9tta0vzomZ+OleFnM1LSa9HP5gFJJ7Wjna6FzKyjX0Bf4ElgHWAp4D/AxjX77AH8ifDMwnbAve1u9xJcy2rA1sBpwDHtbnMTrmd7YKXo/e6d+rPJcT3Ls+je8ebAY+1ud9FrqdrvdsIkqv3a3e4l/NmMJDyE2/b2+qs1rzL0wBamMjGzd4FKKpNqC9NQmdm/gAGS1mx1QzNoeC1m9qKZTaAcK9VluZ5/mtmr0Zf/IjxH0qmyXM8bZlaZ+bQc8SvZdIIs/28Avgb8HnixlY0rIOv1uF6kDAFsMIuSRkJ4sG5wgX06QVnamVXe6/kSoafcqTJdj6R9JT0G/BE4tEVty6vhtUgaDOwLFFxBr6Wy/q59WNJ/JP1J0iataZprlzIEsKaloeoAZWlnVpmvR9JOhAB2bI+2aMlkTWd2vZltBHwK+EFPN6qgLNdyBiHfaNuyieeQ5XruA9Yysy2AXwE39HSjXHuVIYB1UxqqsrQzq0zXI2lz4HxgHzN7uUVtKyLXz8fM7gTWlZQ1I3grZbmWEcBVkp4G9gPOkfSplrQuv4bXY2ZzzOyN6P14oH+H/mxck5QhgHVTGqqOTstSQMPrkTQMuA440MyeaEMb88hyPetJUvR+K8KEgk4Myg2vxczWNrPhZjYcuBY40sxuaHlLs8nys1mj6mezDeHzrRN/Nq5JWpWNvjAzmyepksqkL3ChRWmoou1jCTOo9iCkoXqLDsiSHCfLtUhaA5gIrAgskPQNwmyrOe1qd5KMP5uTgFUIf90DzLMOzYSe8Xo+Q/hj6T3gbeDzVZM6OkbGaymNjNezH/BVSfMIP5vRnfizcc3jqaScc86VUhmGEJ1zzrk6HsCcc86Vkgcw55xzpeQBzDnnXCl5AHPOOVdKHsBcV4nSPE2T9IakLdvdHudcz/EA1mUkjZZ0r6Q3Jb0YvT+y8oBn1X6nSLLogc/KsidvRK+3JS2o+vqNaJ+nJX2i5lyvSvpYTDtGRse/rqZ8i6j8jppySZoq6ZGYY90h6Z3q9kj6cMK34GfAUWa2vJndn/Hb5pwrIQ9gXUTSt4Ezgf8D1gBWB44APkLIGFHZT8CBwCvAGAAzuzz60F+esOzJzMrXUVntucYAZwN7mtnfE5r0ErC9pFWqysYAcRk5diQsJbOOpK1jth9V3R4zuyfhnGsBk+M2SOr4B/edc9l5AOsSkt4PfJ+QDuhaM3s9Wl7mfjM7wMzmVu3+UWAQcDQwOkrNk+dchwE/B3Yzs3+m7PouIaHq6KheX+BzwOUx+44B/kDIqjImT3uiYy8d9RT7Av+R9GRU/rSkYyU9CLwpqZ+k7RQW15wdZS4fWXWctSX9XdLrkv4i6deSLou2jZQ0vea8C3ulkvpIOk7Sk5JelnSNpJWjbcOjnucYSc9KmiXphKrj9JV0fFT3dUmTJA2VdLakn9ec86YoQ4tzvZoHsO7xYWBpQhBoZAxwE3B19PUnc5znq4QM7B83s4kZ9r8EOCh6vxuhd7RYElZJyxLSAF0evXIHVTObW9VT3MLM1q3avD+wJzCA0Cv9I/BDYGXgGOD3klaN9r0CmAQMJFxnnmD6dUKG+o8R/kB4ldBLrbYDsCHwceAkSR+Iyr8VtXMPQhqxQwlp0S4G9pfUB0AhOe3HgStztMu5ruQBrHsMBGaZ2bxKQVUv421JO0ZlywKfBa4ws/cISVzzfEjvQliY8qEsO0c9tJUlbUgIZJfE7PZpYC5wK3AzIUfnnjX7nBVdy2xJ9+VoL8BZZjbNzN4GvgiMN7PxZrbAzP5CyD25h0Li4a2BE6OAeCch0Gd1OHCCmU2PerynAPvVDF2eamZvm9l/CKsKbxGVfxn4npk9HvWc/2NmL5vZv4HXCEELQm/2DjN7Ief3wLmu4wGse7wMDKz+sDSz7c1sQLSt8rPeF5hHGKqD0OPZvaoH0sgRwAbA+bUTQ1JcChwF7ARcH7N9DHCNmc2LPvivoz6oft3MBkSvrTKet6J6IcS1gM9WBcPZhF7RmkS9JjN7s2r/Z3KcZy3g+qrjPgrMJ/T6Kp6vev8WUOk1DgWeTDjuxYTAS/TvpTna5FzX8pva3eMeQi9mH8IS8UnGED40n43ij4D+hOGrszKc50VCb+DvwDmEIcVGLiWsFHCJmb1VHfckDQF2BraR9JmoeFlgGUkDzWxWhuM3Up2xehpwqZl9pXYnSWsBK0lariqIDauq/2bUtsr+fYHqwD8NONTM7o459vAGbZwGrAs8HLPtMuBhSVsAH8AXanQO8B5Y1zCz2cCphGVL9pO0fDSp4IPAcrBwCfmPE+55fTB6bQH8hBzDiGY2kxB0Rkn6ZYb9nyLcFzohZvOBhFmJG1a1aQPCAob7Z21TDpcBe0naLZo4sUw0OWOImT1DGE48VdJSknYA9qqq+wQhsO4pqT/wPcJ9x4qxwGlRIETSqpL2ydiu84EfSFo/eqRg88rsTTObTlgP61Lg99FQqHO9ngewLmJmPyVMBvhfQk/pBeBc4Fjgn4Rg8YCZ3Wpmz1dehJ7X5pI2zXGuaYQgtp+kH2fY/64o8NUaA5xT3Z6oTWMpMBsxQzumEXqpxxOm+U8DvsOi/wtfALYlPGJwMlX37MzsNeBIQrCZQeiRVc9KPJOwyOKtkl4n3CvcNmPTfgFcQ7gPOAe4AHhf1faLgc3w4UPnFvL1wJxLIekUYD0z+2KjfXu4HTsSeo/DzWxBO9viXKfwHphzHS4arjwaON+Dl3OLeABzroNFz4nNJsySPKOtjXGuw/gQonPOuVLyHphzzrlS8gDmnHOulDyAOeecKyUPYM4550rJA5hzzrlS+n9ydvdXMLxRDwAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# look at 2D histogram of AF spectra and MAF spectra\n", "for sp in ['JP','DF']:\n", " makesweetgraph(snps['gatk'][sp]['realfreq'],\n", " snps['varscan'][sp]['realfreq'], title=f'{sp} AF (%s SNPs)' % nrow(snps[\"gatk\"][sp]), snsbins=len(realfreqs)-1,\n", " xlab='GATK ALT frequency', ylab='VarScan ALT frequency',\n", " saveloc=op.join(figdir, f'baseline-filtered_congruence_full-AF-spectrum_{sp}.pdf'))\n", "for sp in ['JP','DF']:\n", " makesweetgraph(snps['gatk'][sp]['realMAF'],\n", " snps['varscan'][sp]['realMAF'], title=f'{sp} MAF (%s SNPs)' % nrow(snps[\"gatk\"][sp]), snsbins=len(realmafs),\n", " xlab='GATK MAF frequency', ylab='VarScan MAF frequency', bins=39,\n", " saveloc=op.join(figdir, f'baseline-filtered_congruence_MAF-spectrum_{sp}.pdf'))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "varscan JP\n", "\t AF (0.9759998798124178, 0.0)\n", "\t real AF (0.9756174103940873, 0.0)\n", "varscan DF\n", "\t AF (0.9482729076183062, 0.0)\n", "\t real AF (0.947918043544589, 0.0)\n" ] } ], "source": [ "# compare correlation of AF to correlation of realfreq - it's basically the same\n", "from scipy.stats import pearsonr\n", "for sp in ['JP', 'DF']:\n", " print(method, sp)\n", " print('\\t', 'AF ', pearsonr(snps['gatk'][sp]['AF'].tolist(), snps['varscan'][sp]['AF']))\n", " print('\\t', 'real AF ', pearsonr(snps['gatk'][sp]['realfreq'].tolist(), snps['varscan'][sp]['realfreq']))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# save pkl\n", "pkldump(snps, op.join(secdir, 'snps_dict_intersecting_no-noREFloci_realfreqs.pkl'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# plot allele frequency diffs" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mSaved to: \u001b[0m /data/home/lindb/methods_paper_analysis/002_testdata_compare_AFs/figures_revision/baseline-filtered_AFdiff-vs-MAF_JP.pdf\n" ] }, { "data": { "image/png": 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\n", 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sLcIf4CP9/h3HGQEUD6Nvhu6E3gvYtG6pChMkXQBca2bX1i1dEtyBOY4z7Bk7dmwvLE5uKQ0OIT5tZie2zZgu4evAHMcpOyNyHdhOUuFB6PfB7WY2Z4g29RzeA3McxykhDQ4hDkvcgTmO45QQD+Lw+3ccxyklo4Cx3Taiy7gDcxxn2NNOKaluykiN9Af4SL9/x3FGAO2SkuqWjBT4HBi4AxuQgRYoZ4tPc8+Pz4kJ2j9J3xAXyb4j+dqdHI+rqlnbHRkWKGeLkwEmJ4uad+WBfuezdLr4eZu4GnlasnfoxJXPV9JaGRP3JTZmi5bThcrpj8sXasql59NrsgXM6eLmLZN0XMBsyULnZVuHzGVsV8nLFjIv6rOQeWolnS1gThcyr2Y8ALc8sV8lb+NPksazb/2NiT03x+OTSd7qO2IiXTZzRpLOWei8U/wOLE4XRFcXOuch3ZGU2zfmDf79cxpjOEpJ+RyY37/jOCOAdilxdEuFA1xKCtyBOY4zAmifEkf3NsD0IURfyOw4TvkZkQuZXy7Z9wpW9oo2LGSWtCVwE3Cmmf20lXUXZVQ3GnUcx3GGRtYDK/IqVJ90saTlkv5Sk3+IpPslLZR0enLq48CVQ7yNIeFDiI7jOCWkDXNglwDnApdmGZJGA98ADgaWArdJugaYBtxL3xCvjuMOzHEcp4Q0OAc2RVI633KBmV2QFjCzmyTNrLluP2ChmT0IIOkK4AhgHCGueHfgeUnXmdlGOow7MMdxnJLSwAP8ySbnwKZDsl4n9ML2N7OTASQdH+vuuPMCd2CO44wA2qnEAd1R4xgl2GKzgoVfaHo/sLxgkkrkn5ld0kBdLccdmOM4w552KXFA99Q4JNh0dOHize4HthQSlQDYHhJlhC7jDmwAiqgjmJ3ZNy9T4lidqjB8oZr8cDy/fXI6duonzHu8krXJJhsA2GFUtee+N3dW0pkqxywWJXkrgL6qG1m5HdZW69lyWdLTz7KfTuzJFDbW5uSlpKobE3LOZ3kvJHkzkvQ2serk2mVbhcxMfQNgCTMBeCrJS1U3HmMaAGsSWdPs/L3sXi334MxqQzfGH5Vp4O+P49/sjcmsQvbxpuoceeza963d1vf7A3tWz0VFjr7nw3es7ver5pxTnGGpxCHYpPgTvNke2G3ALpJ2Ah4F3gW8uyFD24g7MMdxnBIiYNPiT/C6PTBJ3wPmEQI+lhLWd10k6WTgemA0cLGZ3dO00S3GHZjjOMOedklJQRflpEYBRefACmBmRw+Qfx1wXetaah2uxOE4Ttmpq1oxY8YMu/zyy9tmQBuCOOre05zNZPO3LVjZwywEfkPjQ4g9jffAHMcZ9owdO7YrW560nRYOIZYRd2CO4zhlRIRZqRGMayE6juOUkVEEIacirxiFKOltXbG1TXgPzHEcp6y0fx1YT+MOzHEcp4z4lswj/fYdxxkJtFtKCrogJyVaGkbfDSRtDmw0s3XNXN8xBybpEOBrhE7vhWZ29gDl5gJ/BN5pZld1yj7HcYYv7ZSSgi7JSTXWA2tWiaOlSPoccI2Z3SrpYOAnwEZJR5rZLxqtryMObKA9Zczs3pxyXySs+m5h+/0lehq5JiufLxuV1p3Nj1algzgmkSbKJKRSTehx4ZBKSc0ZczsAo9lQyZvIU5X0ntwNwFSWV/LGsgaAV1JdFzclyktNWfxstb2VSduZzNPyJC/7RuTJS6WkUlLT4nFDTrntkvQzSXp2OKydWs1aMzbsbpRKRWWyUvcnek2rGV9JZ2WXZ9pUwJNMAeAXdx1erTz9pi+Jx4U5eVOSvAsrFVZZnUpAVZ8Dtd+pRr5zQ5GLypOkcvozHKWkGnRgvTIHdhzwnzH9acKmmM8Anwd604Ex8J4y99aUOwX4ITC3Q3Y5jjMCaKcSB3RJjaOcc2BbmdkzkrYEXgEcZGbrJX21mco6dfu5e8qkBSRNB94BHMQgDkzSicCJADNmzBiomOM4I5z0WTFp0iTOOrydDmYP5s7t8O/ucs6BrZA0m+Dtb4nOq+mNpTsiJSXpH4A3m9kJ8f0xwH5mdkpS5gfAl8zsj5IuAX5abw7MpaQcx6GA7NLs2bNtwYIFnbClVdSXkpokm39Qwcp+1BtSUpJOBf4jvn2PmV0t6c0E4eDXNFpfp3pgRfaUmQNcIQnCTMRhktab2dUdsdBxHKdMNKbE0RNzYGb2dUk/A9ab2eKYvRj4YDP1dcqB1d1Txsx2ytJJD+zqDtnnOI5TLko4BybpPjPbLc0zswck3U2f6LdidOT24zhnvz1lJJ0Uz5/fCTscx3GGDeWcA9u+wfxB6Zj/zttTZiDHZWbHd8Imx3Gc0lKiHpikM2JykySdMYu+QX6FKcntO47jNE8nlDigw2ocJXJghDXAAJsmaYCNwOPA+5uptDy37ziO0yTtVuKALqlxlESJw8xeDyDpv9Lo86HiDmwA8pU48lQYkt0JxkcVhFSt4cM5ygiJMAYnhMMWe1eVNmZutQSAqTxRyduZRZX0DrG3vSv3V5tmNQCv4feVvIkrnw92p/Gea5N0pqaRKnFk6hx56htQ/cakShzZOPzknPJbJ+nNc/KTvOe2Drv7LNmsEs/DiljpQmZV8lLVjUyVY1lFDgTujnPBSzbOrNazNJH8WBhvoip+Al+JxzRWdnU83pLm5StxpAykoDGQOkfed60Zqt/PvnYNpc7hwrBU4hhFI3NgvRKFeAqApPGQSOqEc7WR6XVxB+Y4jlNGyjWECICkVwGXAjun2YDRxPacJbt9x3Gcxmm3lBR0SU6qfDsyXwD8lKA0+lydsnXpiBJHu3AlDsdxKKBaMWPGDLv88svbbkgLgzjqK3FMl80/qWBln+F2M5tTv2R7kbSaoIfYEsfjPTDHcYY9Y8eO7WxwRSco4RAiYUZ5V6Alul7lu33HcRwnUL4hxF8B10g6n75hVJjZdxutzB2Y4zhOGSlnDyyLhKwNpTegtQ5M0sfM7Jzk/bZm9vhg1ziO4zgdoDEpqZ7YkTnVvG0Fo+qc/0zN+9oNKB3HcZxukPXAirziOrBuOq92UK8DWhsJUzcyxnEcp9folJQUdFBOqiRDiOlIXo4OYgUz+0Kjdde7/dpQx/LG3DuOM2LphJQUdFhOqrH9wLrJQUA2FXXwAGUMaLkD21zSpcn7LWveY2bHNtqo4zhOJxmWUlKirzxbj2JmhyXp17ey7noO7PM17xv2kI7jON2mE0oc0GE1jpIMIeYhaSpBefQRM3uiXvmBGPT2zezfBzsvaWKzDZeFWgHWKpmIb84mouM3raZPTvJvi8cTqlmj5gU1lR2mVrfD2RD/LPsnKrLrGFNJz+NGoK9wbybwO2XNikreZk/HRJ5YL8DKeEwFXdbnlEsFgPPIi4TKhH0HEvONery2ZTXria0nALAuqfBedgf6ivU+kiju3stu/a65hf0BWLGyqi687oXEyD/mGJwtq/xxknd//2IA9kw4FhXPbUZkdzCB34FEgRutZyQxedwYzjq8E45lD+bOnduBdijTEGIFSZOAy4CsV2aSrgOOM7OVA1+ZT8P+W9Jo4FDgOOCtwBaN1uE4jtNJhq0SRwmGEGvI9n2YDSwiiPqeA3wZOL7Rygo7MEl7E5zWu4EpwPeA1zbaoOM4jtMCStgDA94E7GZm2fjQA5KOo8klWoOK+UraFngPwTPOBm4gOK4vAS83s+UDXtwBXMzXcRwKLO+ZPXu2LVjQEvm9TlFfzHdX2fxvFqzsDT0j5rsMmG2WDcSDpAnAAjPbrtH66i1kfgQ4nSCBP93MDjWzSxl4u0PHcRynEzS2kLlXuAG4TNJLJY2S9FLgEuCXzVRWz4FdTpii/xjwUUk5EQuO4zhOx8mkpIq8Wt20tJuk8yVdJenDDVx6WrRoIfAi8FfCTN5Hm7GjXhTi8ZI+AhwFHAv8m6R7ga0I82BdHUJ0HMcpQieVOKBDahwtDqOXdDEhMG+5me2R5B8CfI0w43ahmZ1tZvcBJ0kaBXyraBsx0vAQSdtRDaN/rFmb696+ma0hbAF9qaQZwDHxdaekq83sH5tt3HEcpxN0SokDOqjG0fp1YJcA5xKe96GJEHX+DYKCxlLgNknXmNm9kg4nTDGd20gjksYBrwO2Bx6RdJ2ZrW7G4IZu38weJixu/rykVxN6ZcOGvPU10otJzt3V5Ph9w3F1cj5b/zUlueS0JD07HtNPfUk4vOz9d1WyRrMBgD2p5u3PrZX0rnGB0u5J4M4WrAFg6sqnK3nK1nelqyvSJYPZ+XSd1/qac2leWnZCkpcXCTUuHpN1XtnaLwBmxKqT4Y21m4UR7SWbVQWrVzERgBVU13QtZmYlna0Je4Bd+51fzfhK3oo11T/KZpuHm1jx8+nVxhfG442JjTfEY/r3XJx8R+bEdVXz7yDFbF+aoZH1XZ2+puwMSyUOaCQKcYqkNOLtAjO7IC1gZjdJmllz3X7AQjN7EEDSFcARwL1mdg1hb6//S8GtUCTNAa4DngceJjwJ/kvSYWbWcERe0/7bzP4A/KHZ6x3HcZwhMIpG1oE92WQU4nTgkeT9UmB/SfOAIwnzWdc1UN95wJfM7ItZhqR/A74JNLwCvN5+YBsGOw2YmZVvJYLjOCOKTklJQYflpIo/fZvdDywvnN/M7Eb6jlcUZTfCMqyULwOfbqKuuj2wFYQBqG8DP6G+qFCpyRtKMUtkocgbGto0J68Z9srJ2ydJH1esmq1z0jvkFewNNslJv7wdDY3NyTssJ+/UehXlDbc1N2RYSzNDeZ26pux0TkoKOiYn1dgc2NNmdmL9Yv1YSt8nyPbAsibqybiT4N3vTPL2rHlfmHq3vx3h3/xYwr/2NcClZva/zTTmOI7TDYallFRjQ4jN9sBuA3aRtBPwKPAughpTs/wC+KmkC4GHgJnA+4ELJFXqNbNCc2r1wug3EBRIr42rpd8FfFHSNsARMZTScRzH6QINTODU7YFJ+h4wjxDwsRQ408wuknQycD1hwPJiM7uneYt5P2H9VzqktD7mZxgFg0IaCeIwqhta+ryX4zhOFzHBhhaG0ZvZ0QPkX0djgRqDtbFT/VLFGVSJI0p9vEXSlcADwBzgE2a2s/e+HMdxukh0YEVexCFESW+rU2upqOe/HwVWEfZvOYu4S1TUrwIgWx/gOI7jdI6No8TazYoGka1rNoijp6nnwKbG1+eAz8a8NKzS8OFEx3F6nE5LSWW0W1Jqw+iR/fitF8RRT+y3MHl6WjXnjyA4yY2ESb3TzOzmweq8/fZlFVWBVocGV9UKzkhyc5Q43puc/mZUZHhHEla9bXI+W0Y4r/8WNq98aXV35W2iXMZR/LCSN6siFQHjWR3LVaUox28IeVstX1et9OmaI/RVr1yfc35tzXEgUnWOTE0jVefI/mdTJY40xD+qcjw3rfoVW7FZkLxIFTQWsTMATzC1krch+c2U7dQ8n1dW8jJ1jueT2PlFD1eVOio8lnz9s2WVRyXn3xNVVtIdtlfnqbUMTdmiumNz8yoezTJSdmzupJRURrslpQz1+V+oQ7NRiD1NR4T2B9PTSor9CrjGzEzSXsCVVMWXHMdxmmY4SkkZYn1xB9a1IURJt5nZ3Jg+08z+vd41RRnQgUn6HdWowwExsyK7Mg+op5XU82xSfssibTuO4xShk0ocGe1W5DDEunbsldJ6dpEkC7sn/yvQfgcGXNiqRhhAT6u2kKR3AP9BGGB6S15Fkk4E4i+JCXlFHMdx+jwrJk2a1EEljoz2KnI0OITYTW4BbpJ0H7B5HMrsRzM9RAWn2F4k/QPwZjM7Ib4/BtjPzE4ZoPxrgc+Y2RsHq3fOnDk2f37DAsaO4wwv8vT6+jB79mxbsGBBJ2xpFXXvac85Y+zH86fWKwbALlq6EPgNXZgDkzQJOAl4KWEB8+V55czsfY3WXXgOTNJUwlDgFJIP18wuLnB5Q3paUdZ/Z0lTzOzJojY6juOMFMoyB2ZmTxFG1pA0tRlHNRCFHJiktwPfIWz//HLgHsLg7s1AEQdWV09L0ixgUQzi2BcYQxATdhzHcWoo0RxYBTM7HCodomxH5icGv2pgivbAPge8z8x+IOkpM9tH0vsoKBxuZuvz9LQknRTPnw/8PXCswg6SzwPvtE6MbzqO45SQEs2BVZA0kdAZyvaCMEnXAceZ2coBLxyAog5shpn9oCbv28DjwMeKVJCnpxUdV5b+ItXVOI7jOM4gGDQyhNgr68C+Go+zgUXAzsA5hD3Bjm+0sqIObHkcu3wCWCLp1cCTuAqH4zgloFtKHBntUOQwRjUyhNgrUlJvAnYzs0w+4QFJx5EsqWqEog7sW8ABwA+BrxCiWTbSf2dNx3GcnqMbShwZ7VTkKNsQYqR2amhjsxUVcmBxeC9LXyrpRmDLkaZIn0r+QJD9UbrMIws52TnJS7Wfs5VviTLRuNkhyPJDYyujqcxiEQC7cn8lb3ISzzIm6jyNp7r2e+oz4fwmadjLM/GYTpE+l6Sz30AbkrwXcvJSqamM9IdfJhe1Sc75dKneS5N0vOa5HapSUss3CyHBS5hZyVsT5aDSvFRqKjuf5mVSUjdunFe9ZlX1/LosvTCJVH4qHs9JbNwtHi97sZrXR1Yq+z7kj8gMJs1UT35qpEg8dYrhqsRRQgd2A3CZpI8CSwgbWn4J+GUzlRXWOpS0qaQDJb3TzB4GHpa0Zd0LHcdxnJaThdEXefUQpxF+3i4kbGz5V4Jy6kebqaxoGP2ewDUEidftge8DryMsSntnMw07juN0im5ISWW0S1KqpGH0K4FDJG1HNYz+sWbrK6TEIelm4L/N7LIYRj8p9r4eMLPpzTY+VFyJw3EcCqhWzJgxwy6/PFcAoiM0EcRR955mzZlgX57/qkKVHaFfdE2Jo50UDeJ4OSF2H+IEnJk9J2mLtljlOI7TQsaOHdu2bU26SRmUONpJUQe2BHglUOnuSNoPkk2qHMdxnI4Rgjg6siNWz1L07j8N/F9J5wNjJH2CIM74wbZZ5jiO4wxImAMb020zukqhKEQz+ylwKPAS4LfAjsCRZvaLNtrmOI7jDEAZoxAl7VC/VHHq9sDibsoPALub2Uda2bjjOI7THCUdQnxQ0i+BTNZqQ70LBqPu3ZvZBkkbCLH6a4fSmOM4TjfotpRURislpUo6hDgb+ABwLvBNSZcAF5rZomYqK+q+vwpcKekLhL29KrH3ZvZgMw13mzxVjfrl0ujTt/XPm5OjmHBUko5BUHu85rZK1uHx+h2SDau3YA0AO7GkXx7ANMKyifEbVlfytlq5LiTyVDdSJY1U73l9PKY7s03IyUvJvjGposdONfVB+LkDfXeBS75ta2P07/rR1VHsFZtNAeB+XlbJyxQ2FjGrX14wc1rMG1fJm8gqAJZUDIPfPVONQHv+vkkhcU9i27P051PxmO4dfsMd/cvN6fvdsdsGUG3RwDupm5054PlWK3HUUwEZjnRTSiqj1ZJSZVTiiI7qDEmfAt4CvB+4Jy7V+hbwQzNbP1gdKUUd2LnxeHCtPbigr+M4Pc5wlJKCUqrRA2BmG+NQ4iSCyNx+8XiOpBPM7Poi9RTVQiwsOeU4jtNrdFOJI6PVihwNzoH1zDowSa8ETiBsbLwIOA+43MyelfRewibJhQQySjcD6DiO0yiTx43hrMNbL+fUGHswd+7c+sUKUsY5MEl3Enpa3wcONrM+Ukpm9h1JXy5cX5k3PXYpKcdxKCC7NHv2bFuwYEEnbGkVde9p+pxt7cPz31uosk/rS7eb2ZwhWzVEJJ1E6G2trlu4AD406DiOU0KyIcQirx7in/Ocl6S7m6msp+7McRzHKU7ZohAZeG5r+2YqcwfmOI5TQso0BybpjJjcNElnzIJkHVEDFN0P7BH6bwPdDzOb0YwRjuM4TmNkUlIlIVuCtSl9l2NtBB4nrAdrmKI9sK8RNq/8OvAQQQvxZOBSEoV6x3GcXqRXlDhShqrKUSYpKTN7PYCk/zKzU1pVb9G7Px54s5k9mmVI+hnwczP7UquMcRzHaQe9oMSR0ipVjjLMgUn6mJmdE98+njOECICZfaHRuos6sGn0F9t5loKLzcpCPSmfPud3ivI7TyYF3x6P9yV5H60m//7dYUfY9Eu3P7cAfaWkpkUdp0wSqTY9nhDEM3ll9U+iTNppedL2Czl5qQTU0zl5mdrl+py8gdgyHtNv03bxOCHJSweYtwmHR3eYXMlaHjMXM7OSl8lGrWJiJe+xKB8FVSmp9PzauM16Oj+Qnr9z2T4xkWzHfnOOvf8dj3sneXcm6cUvVpJmmwKgrTLDUympPeMxDbTKF0PohKzTSJSSGo5KHBsZxdpyzIEdBGQO7I0DlDGgbQ7sGuAaSZ8jaCHuAHwi5juO4/Q0vaDEkdIqVY5uDSFKejtBy3Ab4BuDba1lZocl6de30o6id38ScBZwPqE3tgz4ATCwOqnjOE6P0BtKHClDV+VotZivpIuBtwLLzWyPJP8QQhzEaIJy/NlmdjVwtaRJhN5VU3tDStoc2Ghm65q63pU4HMcpOSNSiWPynJl2yPzPFKrsu/pAXSUOSa8lTA1dmjmwZD/Igwmjb7cBR5vZvfH8lwjKGjnbNOS28TngGjO7VdLBwE8IkYhNbZBcWIlD0sGSLpJ0bXw/R9JBjTboOI7jDJ0Gd2SeIml+8uon7GtmN9F3wyUIKvELzezB2Eu6AjhCgS8CPyvqvCLHAdkviU8DHwf+Cfh8Y3cfKLoO7BTgn4ELqe5w9TwhrP41zTTsOI7jNE+DYfRPNqmFOJ2+i4yXEnbIO4UQkDFB0iwzO79gfVuZ2TOStgReARxkZuslfbUJ2wrf/WnAG8xsiaSPx7wFwK7NNOo4juMMnQbmwJrdDyxvKNPM7OuEDkyjrJA0mxDBckt0Xls0UQ9Q3IGNp+qFs0mzTYGmJt4cx3GcodFgGH2z+4FlUecZ2zPwfu1F+Cpwe0y/Jx5fS9/FR4Up6sBuAk6n7zjlqcBvmmnUcRynk/SiEkfGUBQ5GhhCbLYHdhuwi6SdgEcJm1C+uzErq5jZ16MIxnozWxyzFwNNbbZZ9O5PAa6V9EFgvKT7gWeAtzXTqOM4TifpNSWOjKEocjQYRl+3Bybpe8A8QsDHUuBMM7tI0snA9YQw+ovN7J6GjU0ws79KGi8pUySoFckoTCEHZmaPSZoLzCXoID4C3GpmG4s2lLeWoOb8ewgRKRBu6MNm9uei9XcCqW+wjdm+SFU1Bj4a1BhGfbwqbTFn6u2VdKa2MZPFlbypUSYjVeLIVDcmJzIfU1hRSU/eENJbLU9GcJ+uOUJVYWNZTh5U1TZW1slLyf5fNiR5W8dj+m3aJjM2yUsGItZGcYrFY3es5K1gCgBPVC6uKnHcXVGzgFVM6mfW/bysks5+labqG31UOTaG/PXrq//8T/9425BIP59v9rebHyd/74zxm1bTq6tLI/sruPT9vWe2b/+6IqlaxkhQymg3w1GJo9XrwMzs6AHyrwOua0Ubkl4NfBvYOc0mTE01fDOF+58WFozdKulpYHfCv/VDRa6Nawm+QbKWQNI12VqCyGLgdWb2lKRDgQsI0S6O4zhODYYqsmkFaHYIsdX8N/BTQkT7c3XK1mVQBxYXqf3JzL4T3x8LXAw8BYyTdKSZ/axAO5W1BLGeK4AjgIoDM7PfJ+X/SJMbnDmO49TSa1JSGUORlGr1EGKH2An4V2uRgka9HtjbCcN+GV8ATjWz8yQdB5wJFHFgA60lGIgPDFRvXIB3IsCMGZ3dfixvyCcTce3Llkn6ta03JPvObpfkbZdXsHfJfjfO7kbj2fL9NIDrnTnlcncoyvt7p/Qf7mtmCNCHDYdO+qyYNGlSj0lJZQxNUqoMavQ13EJYftUSWZR6DuwlZvYwgKQ9CDMaF8Vz3wG+UrCd3LUEuQWl1xMc2AF5583sAsLwInPmzCmvDpbjOG0lfVbMnj3bhrp1Sa+xETUSRt8rQ4i/IgjDn0/YyLKCmX230crqObCnJU01syeAA4H5ZpZtrrEpBfS6IoXWEkjaizA2eqiZrag97ziO42Q0pMTRK0OImQ21m1oa0HIHdiVwhaQfA/8KpJGD+wOLCrZTdy2BpBnAj4BjzOyBgvU6juOMSFodhdgJzGynVtZXz4GdDpxBiB68gOoWfxC2+bugSCNRLqTfWgJJJ8Xz5wOfIQxRnicJwkK3ZrS7HMdxRgRlc2BQiUrfH9jBzL4vaSwh0P35Rusa1IGZ2YsMsOeXmX0tL3+QuvqtJUgFIM3sBOCERup0HMcZqQQpqXKF0UvamRBGvx3B/3wfeBNBJP69jdY3oAOTlBuDVYuZXdxoo47jOJ2kl6WkUhqVlSphGP1/EbZk+SxU1BlupG+0e2EG64EdU+B6I6wLcxzH6Vl6VUoqpVFZqTLOgRHWBB9uZhslGYCZrZI0sZnKBnRgZvb65uxzHMfpLYatlNTG0jmwZ4CJUNXJi5qITzRTWeEYTEmTCGJu0wmRhNea2VPNNOo4jtNJelWJI6VRVQ7bKNa+UK45MEKk+cWSPgIgaTJhi5Urmqms6I7Mrwb+L2H19EPAW4GvSnqLmf2hmYZ7kVRAFfqrIfQV843isp+vKjOMOekZAHbeurq6IE+4dyZLKnnT4nK4qckPkMlxaHggMd/RUUl30oKcoJ10dd36nLxncs4vz8lLV+Glwr15/y+Z8MiEJC/T490lyUuEU56aHfawW8LMSt4ygjj1E0yt5N3LbgCsSxpOr8k+iz+xd2Ju/6/1sieqUiUbnxsbEn/LWcZ4S/8srh3gfLad6/z0e5O/QcNgwr1Dod531glMHjemR5U4UhpT5TATG9aXbg7s0wQxjIfj++WE9V9faKayoj2wrwIfMbOKl5T0TsKOnM3roDiO43SAsWPHNrVlSU9jNOLAeoIYKv9uSacQdBEfMrO/NVtfUQf2MsKi5pSrgPNzyjqO4zhtxmwU64oPIXaNKFKRx3Jgi+x8JlvYCEUd2F8J6hmp1Mc/UFyJoxTUG36pPwy0VTzuk+Ttk1ewNeQp4XZFHbdxJtUcoa2fFMmoZJWX5uTlSUyfWq/y7g3b+ZDhCMaAcvTAljCA9m0NbdsP7DTgp5JOJcyBzSTMbry10QYdx3GcFmAqiwNLdXAPAY4nCGQsJvyM/BRhk8uGKboj8+/jCuq3ANMI09rXmdlA+/Y6juM47cSA9UX11LsXhWhmj2ZpSf8HeK2ZZaFjiyTdBfyWJtYUN7Ij81OSbiKG0bvzchynLAxLJQ4DXihcda9EIW4LrKnJWxPzG6ZoGP12hDj9VwErgcmS/gi8y8z6bYviOI7TSwxHJY7QA2urSe3gJuDbkv6VEEq/I/CfQFO/Lor2wL4J/Bk4zMyek7QlIW7/fODwZhouC33W2YxPJszfHo/ptpuvCoed97qnkrU3d1bSo+O3bZ8kbyKrANgmWQc2jccAmJKsA5ucLMwa/0xY/7VJun7ruXhcUScvXQf2dE25NJ3+slubpLMh9/Sbk60Dm5bkZevAkkCJ9XtX009sNRnou6ZrITsDsDyJuHgkDp+vYmIlbw1j+51fl2zsl60NW7hu50re0zcnP/BmxvnkdB1Ydo/pPrHZx/+bJG98kv7xizFxd3K+Guhj6WdNkXWG5V/T1av3MByVODDgxbqleo0PEoIBH6Qa2HEjNdtrFaWoAzsA2C6q0xOd2L8RFDkcx3GcTmP0FRkoAXFz5DdE+ajtCdNRTfuRog7sKWB3Qi8sY1eI3QfHcZweZjhKSTU4B9ZTxKmnIU8/yax+eL6kDxKGDC8ihNHvCLwP+LSZFdrUsh3MmTPH5s+f363mHcfpDeqG4s2YMcMuv/zyTtgyJJIgjrr3pJfNMc4t+Px7s24fjhsEFw2j/5akRYRxyr0InvNoM/t1O41zHMdpBcNVSqqEQRwtpZEw+l8D7rAcx3F6gcYcWK+o0beUomH0YwirpY8mxJotI4TVf97MSjoK6ziOU2IMyNmQYgB6ZR1YS2kkjH5XgipcNgf2CcKi5ve3xzTHcRxnQEoYhZgiScDOwGTCYp9FViQoI6GoA3s7sLOZrYrv75V0C7AQd2CO4zidp8RzYJIOAr5C0ENcRdD1ninpo43EVhR1YI8DY+kbNr8FxBW3juM4PUyvS0k1JCGVsZHShtEDnwVen0oSStqaoLPbcgd2GfBzSf8FLCWoC/8TcGn0pEAl0MNxHKen6GUpqYYlpFJK2gMjLBOo0aphNQWWD6QUdWAfisczavJPii8IHdq8HZaGDTo4efP6eKyqFbHFoU8BsM1WVVmoqVT1nnbnXgB24JFK3uSoV7QTSyp5efJSE5PO75RnggZUrpRUujQw+3X2dJKXfmWeyzmfd00e6Y/FreMxlZLK0sk34slXjKukl8UC97J7v7xlbFfJ2xC/ovfzskre6kTP6fkoK7UsaTyTklr6wKx825fG4+NJXvYnuSGn/HZJOh1zuCHKJu2UyCUtrkopZTJK0h1J3sB7ynVKhmko7fSqVFQ9hq2UVHkd2HnALVEg/inCU+QA4KuNVFJ0HdhOjVrnOI7TK/SyEkfDChwZJXZgZvYdSdcStpDNgjjONLN6P537UHgdmOM4TlmZPG4MZx3ehJPoCHswd+7cxi8r9xwY0Vn9Yih1FJKS6lVcSspxHArMm8yePdsWLFhQr1gvUV9Kavoc40MFn39nlkNKStJPzOyIouW9B+Y4jlNGSjyEKKk2ngKC096tkXrcgTmO45SRLjowSS8FPglMMLOjmqjio8C/0r+nuTan7IC4A3McxykjLZ4Dk3Qx8FZguZntkeQfAnyNsJ3thWZ2tpk9CHxA0lVNNncncEPcViW14bWNVDKqycYdx3GcbrO+4KsYlwCHpBmSRgPfAA4l7Al5tKTd+1/aGGZ2cK3zivkfaKQe74E5jjPs6QUljqbUNgajsSHEKZLSiI8LavdyNLObJM2suW4/YGHscSHpCuAIiItaG0TSjAFOrY27NTeEOzDHcYY93VbiGJLaxkA0NoT4ZJNRiNMhUV4IMgD7S5oMfB7YR9InzOw/Cta3hOB6+yFpLWGXk9PMrFalI5eOObC8cdSa87OB/wH2BT5pZud0yrY8ahUHAHhHjupA2uF+Vf/Tr9zrfyvptYwBYH9ureRlqhzjWV3Jm8XCfnnbJRIbmbrHpL8leymsqDTSPy9dGpimV9KfvHpSsm/MhCRvy3hMl7vH31m2QzXr7q2rahp3s2dsZrOk6ckAPME2lbxMiSNV7FgXP0eoKnCk6hzrNobzK+6cXm08/e2ZCYI8Sf/zfZQ2ooLGGxP1jPHJ+TvjcfEdSWbeVktvyz3XCRWL9Hvc6vZShZH03oq002lFD1fiaHo/sLxwfjOzFVRVmBrhBOAYghZitrPJJ4ErCc7ts8A5QKGtXzriwJJx1IMJHvw2SdeYWdoNXUnYruXtnbDJcRyn9BR3YM3uB5Zp32ZsT1/Bukb5N+AAM8t+Pi6S9BfgJjObLemvwE1FK+tUD6zuOKqZLQeWS3pLh2xyHGeE0G0pqablogbDgBcLl262B3YbsIuknYBHgXcB727EzBq2pf82nGtiPmb2oKQJ/a4agE45sNxx1GYqknQisXs5Y8ZA84FDp3VDGn+Xk9eEbEweLxkg3UOk4w97DZBuOVlsbaqbO7CG7iAUvahoQ00ZMSTaOTTXV5i4sXvrzPBp9VkxadKkLktJNSkXNRgbaWTVVN0emKTvAfMIAR9LCdqEF0k6GbieMP1zsZnd07TN8DvgEkkfI/iEGcDZMR9Je9JXZntQOuXAcsdRm6koRs5cAEFKaihGOY4zfEmfFbNnz7aWBlD0Ai1eyGxmRw+Qfx1wXYuaOQH4LmEjy+z5fSPVXp2ADxatrFMOrNXjqI7jOCObzgwhtpQYKv8GSdMJI3OPmtmjyfm7GqmvUw6s1eOojuM4zobCJZsN4mgX6wmDoEPqQ3bEgZnZ+rxxVEknxfPnS9qWEMy8FbBR0mnA7kXXAziO44woSridiqRJwGXAYTHLJF0HHGdmeQt7BqVj68DyxlHN7Pwk/ThhaNFxHMepRwmHEIGvxONsYBFhT/tzgC8DxzdamStxOI4z7OmElFTLpaLqYZRxCPFNwG7JzssPSDqOJqWp3IE5jjPsabeUVFukoopQzv3AaqPHNzZb0Yh1YPWkbKoyOXtWM8dvWk2vjn33s5O87DfFuGoWByTpmeHb9oYZ11eyNjA6VJ3IRr2S2/vZu3vyAyUrO5PFlbxpG4IG0vin11XvIYvzfC6pKF03sjwe03H0lTl56a+80fG4TZKX/ehM40yjatSCl+xYyXqesZV0JgGVHQFWMRHoKxuVSURlMlMATzC13/nV66of+tN/2pZ+fDtJvzEe/5rk3RCPqVRUtnJxfvpdSffh+8LAeeP7fp+KzOTW/072l4VqlSRTXj2N2DOUtjvBsJSS2kj/JcG9zw3AZZI+SpCOmgl8CfhlM5WNWAfmOM7Iod1KHG1R2qhHY0OIvTIHdhphHdhCwh0I+AUNrP1KcQfmOM6wZ/K4MW1W4miD0kY9GlvI3BNzYDHS8BBJ2xHGbB4xs8fqXDYgMiuvmMWcOXNs/vz59Qs6jjOcyVP66cPs2bNtwYIFnbClVdS9J206x5hY8Pn3pG5vcjuVISPpjPqlwMy+UL9UX7wH5jiOU0YaG0LsJgcXKGNUJ5UL4w7McRynjHRmP7AhY2avb1fd7sAcx3HKSAnnwFqNOzDHcZwyYpROSqrVuANzHGfYMxQljo4rbDRCeWPwWoI7MMdxhj3NKnF0TWHDKYQ7sBaSq97x4USp4+fxmKpzHBKPM6tZO74mhPs+9KPZlbx3H3lxJT2GoLaxQ7LJ9d78CYDliUrFPH4DwCZJqNIWydL96Y+tAGBtsoH3ZnfHRLp/9rNJOlPymJzkbRcO65PbfmKrydGeqmTHk8lFi5gFwJo+6hyhoscSdY6FsdyS5ANau25MJf30/G3721ttpEqqjpJFHqerT1bF4/1J3q5Z+VRx4m3V5Pi4C/HqO5Lz1fnxwZQpmlGxqH6/andDzq9zoLqLlmsVqd1929u3Y/YMSyUOp7L5uuM4jlMqMjn6Iq8QhSjpbfl1lRPvgTmOM+xpVkqqKxJRhWkoDHFYRiG6EofjOGWnrmrFjBkz7PLLL2+q8i4FcdRX4tA+Br8tWN2ErilxtBPvgTmOM+wZO3bsMAzEKKccfStxB+Y4jlNKGtuSeTjiDsxxHKe0lHNHy1bhDsxxHKeUeA/MHZjjOE4p8Tkwd2CO4wx7ikpJ9bRsVD8aCqPvlR2ZW4o7MMdxhj1FpKTKJxvV0BDisFwH5g6shVQlcdLF7n1/7JidOYC0TlJufJTQWZ1I7OyUI6vzriT91nhMiu32yyAvtWjlzpW812z9+0p6GssAmE91echH+QoA71tzSSVvs18l7WTL7tIVJZlaVCIvtWDWjuEWGF/JSyWibqL/Q+Ju9gLgEXao5C3fGCpfceH0asF5yUV/isdzkrzd4vHqJG913390s03rShg1cr6a11/uqRmppLy6O03t9zRPvqpb1JPVqmV4Skk1tp/KcMQdmOM4w54iShy9rbqRh8+BuQNzHGfYM3ncGM46vJ5z2oO5c+d2xJ7W4FGILiXlOE7ZqSu7NHv2bFuwYEEnbGkVBaSkdjH4csHqDncpKcdxHKdX2Ais6bYRXcUdmOM4TinxIA53YI7jOKXE58DcgTmO45QS74G5A3McZ9hTVImjlbRf1cPD6N2BOY4z7CmixNFKOqPq0b0hRElbAucB64Abzay53UKHSMccmKRDgK8Bo4ELzezsmvOK5w8jhNYcb2Z5khVOh/kkn6mkx+izAJx5ZPX8x34Y8s759acreXMOuhmAn3BEJe963lxJf/CJCwB439RLKnkX3fRPABz62h9V8m7duD8AK45KlDhOTow7IR5PT/LurCbtvHDUvyTnvxJVLt7RV+HCfgR6aZKxOE9po6+qRq1KRr4SR/aQ+cKg19avZ3B1jnxlkOYVPerda722h1J33vm+eW9LzrkSRyuQdDFB02e5me2R5Oc9u48ErjKzayV9H+iKAxvViUYkjQa+ARwK7A4cLWn3mmKHArvE14nANzthm+M4TjnJemBFXoW4BDgkzRjk2b098EgstmEINzEkOtUD2w9YaGYPAki6AjgCuDcpcwRwqYWV1X+UNFHSdmb2WIdsdBxnmFJESqqVdEaWatn18KkpBQtvLilVfbjAzC5IC5jZTZJm1lw30LN7KcGJ3UmHOkJ5dESJQ9JRwCFmdkJ8fwywv5mdnJT5KXC2md0c3/8K+LiZza+p60RCDw1gV+D+Nps/BXiyzW0UoVfsgN6xpVfsgN6xpVfsgM7Z8qSZHVKbWfOs2DwdFnPyiQ7sp9lnNdCzG/g4cC7wAnDzcJ8Dy5NFqfWcRcoQfzVckFO2LUia3wsSLL1iB/SOLb1iB/SOLb1iB3Tflk4/K4Ypuc9lM3sOeF+njamlU12/pZDskRG6nsuaKOM4juN0jp5+LnfKgd0G7CJpJ0ljCDtZXVNT5hrgWAVeRdiAzee/HMdxukeRZ3fX6IgDM7P1hODn64H7gCvN7B5JJ0k6KRa7DngQWAh8C/hIJ2wrQK8MQfSKHdA7tvSKHdA7tvSKHdBbtjh1kPQ94A/ArpKWSvrAQM/ubtqZUurtVBzHcZyRS9fCHx3HcRxnKLgDcxzHcUqJO7AaJG0t6ZeS/hqPkwYpO1rSn+Iato7bIWkHSb+RdJ+keyT9cwvbP0TS/ZIWSjo957wkfT2ev0tSfT2f9tnynmjDXZJ+L+kV3bAjKTdX0oa4hqYtFLFF0jxJd8bvxm+7YYekCZKulfTnaEfXQ6+dYYSZ+St5Af8JnB7TpwNfHKTsvwDfJSz867gdwHbAvjE9HngA2L0FbY8GFgEvBcYAf66tl6BZ+TPCOpFXAbe06e9RxJbXAJNi+tB22FLEjqTcrwlBSUd18TOZSFC6mRHfb9MlO87IvrvAS4CVwJh2fC7+Gnkv74H15wjg2zH9beDteYUkbQ+8BbiwW3aY2WMWBY/NbDUhSmh6bbkmqMjHmNk6IJOPqbXvUgv8EZgoabsWtN2wLWb2ezN7Kr79I2GtSsftiJwC/BBY3gYbGrHl3cCPzOxhADNrhz1F7DBgfBTrHkdwYCN7EyunZbgD689Ui+vP4nGbAcp9Ffg3wqY83bQDqEjA7APc0oK2p1MV6oSwmLHWMRYp0woabecDhJ5hx+2QNB14B3B+G9pvyBbgZcAkSTdKul3SsV2y41xgN8Li17uBfzazdv3POCOMEbkfmKQbgG1zTn2y4PXZlgO3S5rXLTuSesYRfvWfZmbPNGtPWmVOXlPSXx2yJRSUXk9wYAd0yY6vEvQ7N4QOR9soYssmwCuBNwBbAH+Q9Ecze6DDdryZIPh6ELAz8EtJv2vR99QZ4YxIB2ZmbxzonKQnMhX8OCSWN/Tyd8Dhkg4DNge2kvQdM3tvh+1A0qYE53W5mf0or0wT9JL0V6F2JO1FGM491MxWdMmOOcAV0XlNAQ6TtN7Mru6CLUsJIrfPAc9Jugl4BWGetJN2vI8g0m3AQkmLgdnArS20wxmh+BBif64Bjovp44Cf1BYws0+Y2fZmNpMgrfLrRp1XK+yI8woXAfeZ2Zdb2HYvSX/VtUXSDOBHwDEt7mE0ZIeZ7WRmM+P34irgI21wXoVsIXxfDpS0iaSxBAXx+7pgx8OEXiCSphJ2kHiwxXY4I5VuR5H02guYDPwK+Gs8bh3zpwHX5ZSfR3uiEOvaQRgqM+AuwjDNncBhLWr/MMKv9UXAJ2PeScBJMS3CRneLCHMbc9r4N6lny4XAU8lnML8bdtSUvYQ2RSEWtQX4P4RIxL8Qhpe78beZBvwifkf+Ary3XZ+Jv0bey6WkHMdxnFLiQ4iO4zhOKXEH5jiO45QSd2CO4zhOKXEH5jiO45QSd2CO4zhOKXEH5uQSlcyXJu/vyVRH4tqv/5H0lKRbY96H4+LrZyVNHqDO/5W0T5vtPl7Sze1so1HSz66Jay+R9LnWWtSn/r0k/b5d9TtOO3EHNgyJD3GT9I81+fMkbYxOJntdW6ROM3u5md0Y3x4AHAxsb2b7RTWQLwNvMrNxlqOEIeltwGoz+9OQbq6FREf8oKR7c87dKOmFms/q1c20U/PZtY24oHijpPNyzpmk55J7WRVtuwtYFf8+jlMq3IF1GUntkPM6jqD6fVzOuWXRyWSvZh5cOwJLLMgUAUwlSGrdM8g1JwGXNdFWO3ktQST5pZLm5pw/ueaz+kOH7WuUYwkLut8labOc869I7mVikn858KFOGOg4rcQdWBeQtETSxyXdRdCp20TS6ZIWSVot6V5J70jKPyTplTH93vhrevf4/gRJVydldwReB5wIvDnK9xSxaYs4XPVU7JHMrTm/RNIbJX2AoHzx6vhL/nvA/bHYKkm/zql7DEHM9bdJ3lmSrpL0/XjPdyjZiFLSbrEXtCoOwR2enJsg6VJJf4ufzackNfNdziS6riPf2beE7LOL6bMkXRntXx3vbU5Sdp/4WayW9H3CD4OiHAt8CngRaOSHyY3AGwZweo7Ts7gD6x5HE/YTm2hm6wlSPAcCE4B/B76j6v5avyVIVkHoNTxIcFLZ+3S33WMJUko/JGjfvaegPWcS1MJ3JiiI5z7QzewiQm/qD/GX/NHAy+PpiWZ2UM5luwAbzWxpTf4RwA+ArQkbg14tadM4JHktQYJoG8IeW5dL2jVe91+Ez+mlhM/hWIJobGEU9AGPIvQ+Lif0WsY0UscQOJywd9ZEgnbgudGmMcDVhJ7q1oTP5u+LVCjpQIKY7hXAlYTPpBBm9ijB6e1ar6zj9BLuwLrH183sETN7HsDMfmBmy8xso5l9n6CBuF8s+1uqDutA4D+S96+jvwP7bkx/l/6OaFrs1WSvbJ7sH4HPm9lKM3sE+HqL7hPCg3p1Tv7tZnaVmb1ImEPbnLC786sImx+ebWbrzOzXwE+BoyWNBt4JfMLMVpvZEuBLwDEN2nQksJbgJH9K2JnhLTVlvp58Tnc0WP9g3Gxm15nZBoKzynqerwI2Bb5qZi+a2VUEwdwiHAf8zMLGnt8FDpVUu4fcHcn91P59VxP+To5TGtyBdY90I0AkHSvpzuwBA+xB2JIDgoM6UNK2hG3cvw/8ncImlhMIArZI+jtgJ8KvcAgPsj0l7Z00tczMJiavK2P+tBqbHmrJXQaeAsbn5Ffas7DJ4dJoxzTgEeu78eFDhM0SpxC2r38o51wjHAdcaWbrzWwtQc2+1tmfmnxO++ZVIun8JDDijIJtP56k1wCbx7nQacCj1legtO7fQdIWwD8QepLEubqHCbsyp+yb3M+pNefGA6sK2u84PYE7sO5ReUjFeatvAScDk+ME+1+IGwaa2ULCg+5U4CYzW014CJ5I+DWfPeiPi9fcKelxqrszFxlOeoy+ezvNaO62cvkrIeiv1slU2otzWNl+UsuAHWrmtWYAjwJPEoa7dsw5VwhJ2xPm5N4r6fH4WR1F2L9ryuBX98XMTkoCI77QyLU5PAZMl/rshlnk7/AOYCvgvOR+plNwGFHSNMKPgvvrlXWcXsIdWG+wJcGh/Q1A0vsIPbCU3xIcXDZceGP6XtLmhGHAE4G9k9cpwHsKRDteCXxC0qT4gD9lCPfThzhEeAPVYc+MV0o6Mtp2GmFI748Ex/sc8G9xTmweISjhijjsdiXweUnjo/P/F+A7DZh0DGELkF2pfk4vI/QAj278DlvGH4D1wKkxsOdIqsPIg3EccDGwJ9X7+Ttgb0l7Frh+HmFPu7VN2Ow4XcMdWA9gZvcS5nH+ADxBeBD9b02x3xKGeW4a4P3bgeeBS83s8exF2PByNHBIHTP+nTBctZgwL9TqkPf/pv881U8I81lPxXNHxrmfdYRAh0MJPa7zgGPNbEG87hSCg3sQuJkwVHpxA7YcB5yXfk7xszqfNkYj1iPe95HA8YTP5J2Eoc0Bib3aNxDmzdL7uR34OcXu5z2Ee3ecUuH7gTkdQ0Eh4xQz+5Oks4BZ1vqdrJ0GiD20C8ysqUXajtNN2rGI1nFyMbMDum2D0xczuxtw5+WUEh9CdIYlkg5UXxmoyqvbtjWDpDMGuJ+fdds2x+kWPoToOI7jlBLvgTmO4zilxB2Y4ziOU0rcgTmO4zilxB2Y4ziOU0rcgTmO4zil5P8BRPIKlQFCSdcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot rawAFdiff vs binned MAF\n", "for sp in ['JP','DF']:\n", " plot_rawAFdiff(snps['gatk'][sp],snps['varscan'][sp],\n", " saveloc=op.join(figdir, f'baseline-filtered_AFdiff-vs-MAF_{sp}.pdf'))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot rawAFdiff vs MAF\n", "for sp in ['JP','DF']:\n", " plot_rawAFdiff(snps['gatk'][sp],snps['varscan'][sp], x='AF', y='MAF')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#
Validate megaSNPs
\n", "
go to 003_testdata_validate_megaSNPs.ipynb and return here
\n", "\n", "- this section shows that megaSNPs are showing paralog behavior expected from theory (McKinney et al 2017 MolEcolRes)\n", " - so we should take this into account when analyzing our poolSeq datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#
See how filtering changes correlation\n", "\n", "- first remove sites thought to be due to paralogs/misalignments\n", " - we used megagametophyte data to identify potential paralogs/misalignments - any heterozygote SNP from haploid data is impossible, and likely due to misalignment (see 003_testdata_validate_megaSNPs.ipynb)\n", " - look at correlation change after removing these impossible megagametophyte SNPs (megaSNPs) \n", " - I'll use megaSNPs from VarScan since this will be our poolSeq method\n", "- then filter for depth, MAF, etc\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# re-load data from above" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP\n" ] }, { "data": { "text/html": [ "
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CHROMPOSREFALTAFQUALTYPEFILTERADPWTHETHOMNCJP_RFmg7.GTJP_RFmg7.GQJP_RFmg7.SDPJP_RFmg7.DPJP_RFmg7.FREQJP_RFmg7.PVALlocusunstitched_chromunstitched_posunstitched_locus
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>super27-174201Scaffold_2174201TC0.7000-10.0SNPPASS100100T/C28101070%0.001548Scaffold_2-174201>super27174201>super27-174201
>super27-174218Scaffold_2174218CT0.6667-10.0SNPPASS90100C/T239966.67%0.004525Scaffold_2-174218>super27174218>super27-174218
>super27-574293Scaffold_2574293CT0.4615-10.0SNPPASS130100C/T21131346.15%0.007453Scaffold_2-574293>super27574293>super27-574293
>super27-574357Scaffold_2574357AC0.5455-10.0SNPPASS110100A/C22111154.55%0.006192Scaffold_2-574357>super27574357>super27-574357
\n", "
" ], "text/plain": [ " CHROM POS REF ALT AF QUAL TYPE FILTER ADP \\\n", ">super27-173057 Scaffold_2 173057 C T 0.7778 -10.0 SNP PASS 9 \n", ">super27-174201 Scaffold_2 174201 T C 0.7000 -10.0 SNP PASS 10 \n", ">super27-174218 Scaffold_2 174218 C T 0.6667 -10.0 SNP PASS 9 \n", ">super27-574293 Scaffold_2 574293 C T 0.4615 -10.0 SNP PASS 13 \n", ">super27-574357 Scaffold_2 574357 A C 0.5455 -10.0 SNP PASS 11 \n", "\n", " WT HET HOM NC JP_RFmg7.GT JP_RFmg7.GQ JP_RFmg7.SDP \\\n", ">super27-173057 0 1 0 0 C/T 29 9 \n", ">super27-174201 0 1 0 0 T/C 28 10 \n", ">super27-174218 0 1 0 0 C/T 23 9 \n", ">super27-574293 0 1 0 0 C/T 21 13 \n", ">super27-574357 0 1 0 0 A/C 22 11 \n", "\n", " JP_RFmg7.DP JP_RFmg7.FREQ JP_RFmg7.PVAL locus \\\n", ">super27-173057 9 77.78% 0.001131 Scaffold_2-173057 \n", ">super27-174201 10 70% 0.001548 Scaffold_2-174201 \n", ">super27-174218 9 66.67% 0.004525 Scaffold_2-174218 \n", ">super27-574293 13 46.15% 0.007453 Scaffold_2-574293 \n", ">super27-574357 11 54.55% 0.006192 Scaffold_2-574357 \n", "\n", " unstitched_chrom unstitched_pos unstitched_locus \n", ">super27-173057 >super27 173057 >super27-173057 \n", ">super27-174201 >super27 174201 >super27-174201 \n", ">super27-174218 >super27 174218 >super27-174218 \n", ">super27-574293 >super27 574293 >super27-574293 \n", ">super27-574357 >super27 574357 >super27-574357 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "DF\n" ] }, { "data": { "text/html": [ "
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CHROMPOSREFALTAFQUALTYPEFILTERADPWTHETHOMNCDF_mega.GTDF_mega.GQDF_mega.SDPDF_mega.DPDF_mega.FREQDF_mega.PVALDF_mega.ADDF_mega.RDlocus
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>jcf7190000000008-199711jcf7190000000008199711GA0.5000-10.0SNPPASS120100G/A21121250%0.00686566jcf7190000000008-199711
>jcf7190000000008-199767jcf7190000000008199767TG0.5000-10.0SNPPASS120100T/G21121250%0.00686566jcf7190000000008-199767
>jcf7190000000008-199784jcf7190000000008199784AT0.6667-10.0SNPPASS90100A/T239966.67%0.00452563jcf7190000000008-199784
>jcf7190000000008-207192jcf7190000000008207192AC0.7500-10.0SNPPASS80100A/C248875%0.00349762jcf7190000000008-207192
\n", "
" ], "text/plain": [ " CHROM POS REF ALT AF QUAL TYPE \\\n", ">jcf7190000000008-199707 jcf7190000000008 199707 T A 0.5000 -10.0 SNP \n", ">jcf7190000000008-199711 jcf7190000000008 199711 G A 0.5000 -10.0 SNP \n", ">jcf7190000000008-199767 jcf7190000000008 199767 T G 0.5000 -10.0 SNP \n", ">jcf7190000000008-199784 jcf7190000000008 199784 A T 0.6667 -10.0 SNP \n", ">jcf7190000000008-207192 jcf7190000000008 207192 A C 0.7500 -10.0 SNP \n", "\n", " FILTER ADP WT HET HOM NC DF_mega.GT DF_mega.GQ \\\n", ">jcf7190000000008-199707 PASS 12 0 1 0 0 T/A 21 \n", ">jcf7190000000008-199711 PASS 12 0 1 0 0 G/A 21 \n", ">jcf7190000000008-199767 PASS 12 0 1 0 0 T/G 21 \n", ">jcf7190000000008-199784 PASS 9 0 1 0 0 A/T 23 \n", ">jcf7190000000008-207192 PASS 8 0 1 0 0 A/C 24 \n", "\n", " DF_mega.SDP DF_mega.DP DF_mega.FREQ DF_mega.PVAL \\\n", ">jcf7190000000008-199707 12 12 50% 0.006865 \n", ">jcf7190000000008-199711 12 12 50% 0.006865 \n", ">jcf7190000000008-199767 12 12 50% 0.006865 \n", ">jcf7190000000008-199784 9 9 66.67% 0.004525 \n", ">jcf7190000000008-207192 8 8 75% 0.003497 \n", "\n", " DF_mega.AD DF_mega.RD locus \n", ">jcf7190000000008-199707 6 6 jcf7190000000008-199707 \n", ">jcf7190000000008-199711 6 6 jcf7190000000008-199711 \n", ">jcf7190000000008-199767 6 6 jcf7190000000008-199767 \n", ">jcf7190000000008-199784 6 3 jcf7190000000008-199784 \n", ">jcf7190000000008-207192 6 2 jcf7190000000008-207192 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get megaSNPs, filter for intersection\n", "megafiles = {'JP': '/data/projects/pool_seq/non-pangenome/varscan_mega/JP_RFmg7/snpsANDindels/JP_RFmg7-varscan_all_bedfiles_SNP_paralog_snps_translated.txt',\n", " 'DF': '/data/projects/pool_seq/non-pangenome/varscan_mega/DF_megaSNPs_from_download/DF_mega/snpsANDindels/02_baseline_filtered/DF_mega-varscan_all_bedfiles_SNP_paralog_snps.txt'}\n", "megasnps = {}\n", "for sp,file in megafiles.items():\n", " megasnps[sp] = pd.read_table(file)\n", " locuscol = 'unstitched_locus' if 'unstitched_locus' in megasnps[sp].columns else 'locus'\n", " if locuscol == 'locus':\n", " loci = [\">%s\" % locus for locus in megasnps[sp][locuscol].tolist()]\n", " else:\n", " loci = megasnps[sp][locuscol].tolist()\n", " megasnps[sp].index = loci\n", " print(sp)\n", " display(megasnps[sp].head())" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP 7006\n", "DF 248\n" ] } ], "source": [ "# look at intersection with data\n", "for sp in ['JP', 'DF']:\n", " print(sp, len(set(snps['varscan'][sp].index).intersection(megasnps[sp].index.tolist())))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import pearsonr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# remove megaSNPs compare to beforehand" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP\n", "\u001b[1m\tBefore removing megaSNPs\u001b[0m\n", "\tshape = (255706, 120) (255706, 24)\n", "\t (0.9759998798124178, 0.0)\n", "\u001b[1m\tAfter ...\u001b[0m\n", "\tshape = (248700, 120) (248700, 24)\n", "\t (0.9775553255366799, 0.0)\n", "\u001b[92m\u001b[1m\n", "\tCorrelation increased!!!\n", "\u001b[0m\u001b[0m\n", "DF\n", "\u001b[1m\tBefore removing megaSNPs\u001b[0m\n", "\tshape = (636279, 120) (636279, 24)\n", "\t (0.9482729076183062, 0.0)\n", "\u001b[1m\tAfter ...\u001b[0m\n", "\tshape = (636031, 120) (636031, 24)\n", "\t (0.9483077342888864, 0.0)\n", "\u001b[92m\u001b[1m\n", "\tCorrelation increased!!!\n", "\u001b[0m\u001b[0m\n" ] } ], "source": [ "# look at how correlation changes - it increases\n", "newsnps = {'gatk':{}, 'varscan':{}}\n", "for sp,col in zip(['JP','DF'], ['JP_p101.FREQ','DF_p52.FREQ']):\n", " gatk = snps['gatk'][sp].copy()\n", " varscan = snps['varscan'][sp].copy()\n", " print(sp)\n", " print(ColorText('\\tBefore removing megaSNPs').bold())\n", " print('\\tshape = ', gatk.shape, varscan.shape)\n", " p1 = pearsonr(gatk['AF'], varscan[col].str.replace(\"%\",\"\").astype(float)/100)\n", " print('\\t', p1)\n", " print(ColorText('\\tAfter ...').bold())\n", " gatk_loci = set(gatk.index.tolist()) - set(megasnps[sp].index.tolist())\n", " varscan_loci = set(varscan.index.tolist()) - set(megasnps[sp].index.tolist())\n", " inter = list(set(gatk_loci).intersection(varscan_loci))\n", " gatk = gatk[gatk.index.isin(inter)].copy()\n", " varscan = varscan[varscan.index.isin(inter)].copy()\n", " print('\\tshape = ', gatk.shape, varscan.shape)\n", " p2 = pearsonr(gatk['AF'], varscan[col].str.replace(\"%\",\"\").astype(float)/100)\n", " print('\\t', p2)\n", " if p2[0] >= p1[0]:\n", " print(ColorText('\\n\\tCorrelation increased!!!\\n').bold().green())\n", " else:\n", " print(ColorText('\\n\\tCorrelation decreased!!!\\n').bold().fail())\n", "\n", " # put in new dict\n", " newsnps['gatk'][sp] = gatk.copy()\n", " newsnps['varscan'][sp] = varscan.copy()\n", " \n", "# original submission\n", "# JP\n", "# \tBefore removing megaSNPs\n", "# \tshape = (255706, 120) (255706, 24)\n", "# \t (0.9759998798124182, 0.0)\n", "# \tAfter ...\n", "# \tshape = (248700, 120) (248700, 24)\n", "# \t (0.9775553255366799, 0.0)\n", "\n", "# \tCorrelation increased!!!\n", "\n", "# DF\n", "# \tBefore removing megaSNPs\n", "# \tshape = (636279, 120) (636279, 24)\n", "# \t (0.9482729076183054, 0.0)\n", "# \tAfter ...\n", "# \tshape = (636031, 120) (636031, 24)\n", "# \t (0.9483077342888863, 0.0)\n", "\n", "# \tCorrelation increased!!!" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "def compare_sweetgraphs(before, after, doingwhat='', ret_after=False, saveloc=None, snsbin_cushion=0):\n", " \"\"\"Create two sweetgraphs for comparison, one before filtering and one after filtering.\"\"\"\n", " for sp in ['JP', 'DF']:\n", " makesweetgraph(before['gatk'][sp]['realMAF'],\n", " before['varscan'][sp]['realMAF'],\n", " title=f'{sp} MAF ({nrow(before[\"gatk\"][sp])} SNPs)\\nAfter removing megaSNPs, before {doingwhat}',\n", " snsbins=luni(before['gatk'][sp]['realMAF']),\n", " bins=39,\n", " xlab='GATK MAF frequency', ylab='VarScan MAF frequency', xlim=(0,0.5), ylim=(0,0.5),\n", " vlim=(1,32000))\n", " makesweetgraph(after['gatk'][sp]['realMAF'],\n", " after['varscan'][sp]['realMAF'],\n", " title=f'{sp} MAF ({nrow(after[\"gatk\"][sp])} SNPs)\\nAfter removing megaSNPs, after {doingwhat}',\n", " snsbins=luni(after['gatk'][sp]['realMAF']) + snsbin_cushion,\n", " bins=39,\n", " xlab='GATK MAF frequency', ylab='VarScan MAF frequency', xlim=(0,0.5), ylim=(0,0.5),\n", " vlim=(1,32000),\n", " saveloc=saveloc.replace('.pdf', f'_{sp}.pdf') if saveloc is not None else None)\n", " if ret_after is True:\n", " return after" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# visually compare before/after removing megaSNPs\n", "# this before fig should be the same as f'baseline-filtered_congruence_MAF-spectrum_{sp}.pdf' above\n", "compare_sweetgraphs(before=snps,\n", " after=newsnps,\n", " doingwhat='removing megaSNPs',\n", " saveloc=op.join(figdir, 'baseline-filtered_congruence_MAF-spectrum_after-removing-megaSNPs.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# compare other filters of poolSeq" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def print_corr(gatk1, gatk2, varscan1, varscan2, colheader):\n", " \"\"\"Calculate Pearson's r for before/after filtering and report if it increased/decreased.\"\"\"\n", " # get correlation\n", " p1 = pearsonr(gatk1['AF'], varscan1[f'{colheader}.FREQ'].str.replace(\"%\",\"\").astype(float)/100)\n", " p2 = pearsonr(gatk2['AF'], varscan2[f'{colheader}.FREQ'].str.replace(\"%\",\"\").astype(float)/100)\n", " if p2[0] > p1[0]:\n", " print(ColorText('Correlation increased!!!').bold().green())\n", " else:\n", " print(ColorText('Correlation decreased :(').bold().fail())\n", " print(round(p1[0], 5), round(p2[0], 5), '\\n')\n", "\n", "def filter_snps(snpdict, col=None, byval=None, greaterthan=True, filtergatk=False, byval2=None):\n", " \"\"\"Filter poolSeq data, get gatk intersection.\"\"\"\n", " mydict = {'gatk':{}, 'varscan':{}}\n", " for sp,colheader in zip(['JP','DF'], ['JP_p101','DF_p52']):\n", " if '.' in col:\n", " mycol = f'{colheader}{col}'\n", " else:\n", " mycol = col\n", " # filter varscan\n", " varscan = snpdict['varscan'][sp].copy()\n", " print(sp, 'starting = ', nrow(varscan))\n", " if greaterthan is True and byval2 is None:\n", " varscan = varscan[varscan[mycol] >= byval].copy()\n", " elif greaterthan is False and byval2 is None:\n", " varscan = varscan[varscan[mycol] <= byval].copy()\n", " elif greaterthan is True and byval2 is not None:\n", " print('special filter')\n", " varscan = varscan[(varscan[mycol] <= byval) | (varscan[mycol] >= byval2)]\n", " else:\n", " raise AssertionError\n", " print(sp, 'ending = ', nrow(varscan))\n", " # filter gatk for intersection\n", " gatk = snpdict['gatk'][sp].loc[varscan.index,:].copy()\n", " # filter gatk if prompted, get intersection\n", " if filtergatk is True and greaterthan is True:\n", " gatk = gatk[gatk[mycol] >= byval].copy()\n", " loci = list(set(gatk.index).intersection(varscan.index))\n", " gatk = gatk[gatk.index.isin(loci)].copy()\n", " varscan = varscan[varscan.index.isin(loci)].copy()\n", " elif filtergatk is True and greaterthan is False:\n", " gatk = gatk[gatk[mycol] <= byval].copy()\n", " loci = list(set(gatk.index).intersection(varscan.index))\n", " gatk = gatk[gatk.index.isin(loci)].copy()\n", " varscan = varscan[varscan.index.isin(loci)].copy()\n", " mydict['varscan'][sp] = varscan\n", " mydict['gatk'][sp] = gatk\n", " \n", " # get correlation\n", " print_corr(snpdict['gatk'][sp], gatk, snpdict['varscan'][sp], varscan, colheader)\n", " return mydict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### lower depth" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mSaved to: \u001b[0m /data/home/lindb/methods_paper_analysis/002_testdata_compare_AFs/figures_revision/megaSNP-filtered_AFdiff-vs-depth_JP.pdf\n" ] }, { "data": { "image/png": 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\n", 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IgrPAa/HjsHhYH7ccDMw0s+Vm9iQwH9hN0lhgHTO7w8wMuAw4pI6iO47jtCwChq2W78jVn3SxpOcl/aOsfFqcbZsv6ZSk6mRgVs0eqCADZcEhaaik+4DngZvMbE6sOk7SA/GLWy+WjQcWJrd3xLLx8bq83HEcxylnCDA855GPSyibNYuza+cDBwLbAYdL2k7SfsBDwHP9fIqqGTAFZ2YrzWwnYALBGtuBMN24BWHacjHwo9g8a13N+ijvgaRjJM2VNPeFF17op/SO47Qj6Xti6dKljRan9pRCmeQ5YIPSdxGPHnEpzexW4OWy4t2A+Wb2hJm9DcwkzMLtA+wOfBr4oqQB0zclBtyL0syWSroFmGZmZ5fKJf0CuDZ+7AA2SW6bACyK5RMyyrPGmQHMAJgyZUpf06GO4wxS0vfE5MmT2/M9kf8t/6KZTalihKwZt6lmdhyApKNi36uq6LtfDJQX5YaSRsXrkcB+wCNxTa3Ex4DSvO5s4DBJwyVNIjiT3GVmi4FlknaP3pNHAlcPxDM4juO0HAKG5jxiuhxJH6lilHI6fyyY2SVmdm1Gm7ozUBbcWODSOFc7BJhlZtdKulzSToQvYwHwJQAzmydpFmH+dgXwVTNbGfv6MmEeeCRwfTycJkKa03ltNrWBkjjOIGcIMCJ362rT5fQ249ZwBkTBmdkDwM4Z5Uf0cc+ZwJkZ5XOBHWoqoOM4TruSf49btQlP7wa2irNtzxC2eH26kIx1wiOZOI7jtCvF8uVUtOAk/QbYm+CQ0gGcbmYXSToOuJGgTi82s3lVy1xDXME5NcenJR2nSRBFtgBUxMwO76X8OuC62o3UhaQRwKrooVmIAXfbdBzHcQaIYtsEqnUyqSmSvidpt3i9P2FbwsuSDijal1twjuM47UqNpygHiOnAD+P1vxOiobxK8Mn4Q5GOXME5juO0K8UUXLOwjpm9KmlN4N2EOMYrJJ1btKPWe3THcRwnH8XW4Kr1oqw1L0maTPCWnxOVW1WJyV3BOY7jtCutOUV5LnBPvP5MPL8PeLhoR67gHMdx2pVSJJMWwszOk3Q9sCJmkwF4Evhi0b7ci9JxHKddaU0vyofN7LFEuWFm/yQEcS6EW3CO4zjtSrE1uGaZopxQsLxXXME5juO0Ky3kRSnptHi5WnJdYku6ZyzIRcVHj5vrdgD+bmZ/LjqA4ziO0yBaSMEB+8fzsOQaYBXwLPD5oh32+eiSTgb+DzAP+A9JJ5vZ+UUHcRzHcRpEiyg4M9sHQNJ/mdnxteizkpPJl4B9zWw34IPAV2oxqOM4jjMADCGsweU5msTJpKTcJK0taVx6FO2rkm7fwMzujIP+VdLGVcjrOI7jNIIW3AcnaXfgMmCLtJiQN7TQpoc8a3CKnSt+LF0D0Ig05I7jOE5OWmwfHDADuBa4EHi9Px1VUnBrETJql1DyuSqN6jiO4wwQxTJ6NwuTgG+YmfW3o0prcJOAzZNjUsZ1RSSNkHSXpPslzZP0nVg+WtJNkh6L5/WSe06VNF/So5I+mJTvIunBWHdetCgdx3Gccopt9G4W5gDb1KKjPh/LzJ6qxSDAckJE6NckDQNuj6FYPg780czOknQKcApwsqTtCGnPtwfGATdL2trMVgI/A44B7iQk2JsGXF8jOR3HcdqL/HNszRJs+Y/AbEk/J2wP6MTMrijSUZ41uO2AM4C9gNGE5HO3AWeY2UN5Bomm5mvx47B4GHAwIf05wKXALYTcPwcDM81sOfCkpPnAbpIWEFIp3BFluww4BFdwjuM4PWlBJxOCAQNQvlXAgNopOElbESylvwCnAYuA8cDHgDsl7Wpmj+YZSNJQQoToLYHzzWyOpDFmthjAzBZL2ig2Hx/HLdERy96J1+XlWeMdQ/yiJk6cmEdEx3EGGel7YsyYMQ2Wpg4UC9XVFJjZpFr1VWkN7lTgcjP7iJn90sxuNLOLzewjBIvrlLwDmdlKM9uJEE9sN0k79NE8a13N+ijPGm+GmU0xsykbbrhhXjEdxxlEpO+JUaNGNVqc2tOaa3A1o9JjvR/Yr5e6HwGFQ3eZ2VJJtxDWzp6TNDZab2OB52OzDmCT5LYJBOuxg+4BN0vljuM4TjktEqpL0r+a2dnxujwOZSdm9v0i/Vay4DYEFvRS9zSwQZ5BJG0oaVS8HklQmo8As4Hpsdl04Op4PRs4TNJwSZOArYC74nTmMkm7R+/JI5N7HMdxnJRSPrg8R2P5QHK9fy9Hb8ZWr1TU7b3tRTCzVZLy7lMYC1wa1+GGALPM7FpJdwCzJB1NUJifiH3PkzQLeIiw7+6r0YMS4MvAJcBIgnOJO5g4juNkIVpiH5yZHZRc71OrfispuDUk3dpLnQhKpiJm9gCwc0b5S8C+vdxzJnBmRvlcQnYDx3Ecpy9aZIoyC0ljCEtVC83suWr6qPToR1eov7CaQR3HcZwBoDRFmY+m2AcXA35cDpSsOpN0HTDdzF4u0leljd6XViei4ziO03CKTVE2yz64H8fzZOBxQtDls4FzgKOKdNQv41XSHmb21/704TiO49SJYhZcs3AAsK2ZvRI//1PSdIJPRiH6Ozt7A7B2P/twHMdx6kHrrsGVOzBWlbWm0jaBviUwc+XmOI7TrLTmRu+bgcslbS5piKTNCZ7zNxXtqF8KznEcx2liSqG68mX0bhZOIkg0nxCe8THCSuLXinaUJ9jy7sB7gXlm9oeyulPM7KyigzqO4zgDQAtOUUZPyWkxulVpm8Diavrq04KTdAQhJc3ewCWS/q+ktZImvYZUcRzHcRpMa05REvXM+4H3Ae+TVNVyWJ5gy9PM7GCCq+aLwJ9LYbfIDn7sOI7jNAutEaqrE0lTgCeA/ySkTvsh8HgsL0QlBTfezO4CMLM3zWw6IWfbrXGXeb9TijuO4zh1Yghh9SrP0TxcAPzIzDY1s73MbFPCPrifFe2okmH6nKStzOyxUoGZ/ZukNwhJT4cVHdBpf6TvdF6bnd5ASRzHaZR1Jmlb4ERCUP4/mlleBbUtIVtNyjnAvxeVoZIFdzXw6fJCC2+tX9JsvjeO4zhOFzVeg5N0saTnJf2jrHyapEclzZd0CoCZPWxmxwKfBIpML95Hz3jD74rlhagUquvf+qj7AfCDogM6juM4A0RpirJ2XAL8FLisVBCzxJxPSGnTAdwtabaZPSTpo4TE2D8tMMYfgGslXQg8BWwGfB6YIanT4DKzKyp11GS+M0474NOSjtM8WP4pyg0kzU0+zzCzGd36MrtV0mZl9+0GzDezJwAkzSQ4hzxkZrOB2ZL+L1BRIUU+T9j/Nj0pWxHLO0XJ01+fCk7SEWZ2ebxegzAveijB8P09cKKZvZ5TaMdxHGcAMcHK/GbMi2ZW2FMRGA8sTD53AFMl7Q18nLCUdV3ezsxsUhUyZFLp0c8npC0A+B6wHfDh+PkHhHxtJ9VKGMdxHKeGFFNw1abLydouZmZ2C8HrvmFUcjJJBT8YONLM5pjZHIL5+LE8g0jaRNKfJT0saZ6kE2P5GZKekXRfPA5K7jk1Llg+KumDSfkukh6MdedJ8r14juM4GawaIpYPXz3XQUyXU0UuuA5CxJESE4BFtXqG/lBJt6f73NYws6c6K8wWSlo/5zgrgG+Y2b1xR/o9kkqBM39sZmenjSVtBxwGbA+MA26WtLWZrSTshTgGuJNg9k4Drs8ph+M4zqBi5dC67xO4G9hK0iTgGcK7u4f3fSOoZMGtKelpSU8D60maXKqQtAmwNM8gZrbYzO6N18uAhwnztr1xMDDTzJab2ZOEoJu7xdhk65jZHWZmBE+eQ/LI4DiOM9gwxEqG5jqIU5SSPtJbf5J+A9wBbCOpQ9LRZrYCOA64kfBun2Vm8wbi+SpRyYL7QNnnJcn15vTcjFeR6IGzMzAH2AM4TtKRwFyClbeEoPzuTG7riGXvxOvycsdxHKcMQ6zIv9O7YkZvMzu8l/LrKOBIUo6ku81s13h9upl9p9I9eejTgjOzv5Qdz5XV/biv+8uJATR/C5xkZq8Sphu3AHYCFtOlMDMXLfsozxrrGElzJc194YUXiojpOM4gIX1PLF26tNHi1BxDvM3wXAc5LLg6slXiT/GNWnWa279G0ueBwwlrYouAmcDFcaowz/3DCMrt12b2O4BUYUr6BXBt/NjbomVHvC4v70HcvzEDYMqUKR4z03GcHqTvicmTJ7fde6I0RZmTihZcHZlDiHH8MDAienP2oKh8uRKeSvohcDLwO+DfCIrqXwnRnvPcL+Ai4GEzOycpH5s0+xhQCv8yGzhM0vC4cLkVcFfMCbRM0u6xzyMJ4cQcx3GcDAqswTWSwwhTnCUrblgvRyHyWnBHAe8xs871r7gz/V7gmznu3wM4AnhQ0n2x7DTgcEk7EaYZFwBfAjCzeZJmAQ8RPDC/Gj0oAb5MCBczkuA96R6UjuM4GRRcg6t2H1y/ib4XPwCQNMbMPleLfvMquGXxKC97Nc/NZnY72etnvS5KmtmZhI3k5eVz6RmI03EcxymjtAaXk0ZOUXZiZh+FoOjoyuj9XN93ZZNrihI4F/idpP0lbSvpAOB/gB9L2rx0VCOA4ziOUx8KbhNoCiSNknQtwfHwLmCRpGskjS7aV14L7ifxvE9Z+b7AefHaaKq8sI7jOIMbgyJTlM3CufE8GXic4Gl/NiEn3FFFOsql4Mwsr6XnOI7jNAnGkCJTlA1bgyvjAGBbM3slfv6npOkEn4xC1CxdjqRXzWydWvXnOI7j9J8W2SZQTvmWjVXVdFJLy8yDHjuO4zQRrbgGB9wMXB59O4ZE/45LgJv6vq0ntVRwbbdJ0nEcp5UpbRPIczQRJxFyyM0nhGd8jJCX/GtFO/KM3k7NkbrCyHl2b8dpHAW3CTTFGpyZvQxMi4FAStsEFlfTlys4x3GcNqWFQnX1ICq1qhRbiVoqOF+DcxzHaTKabPpxQOlTwUmaGrN35+HAGsjjOI7j1IhgwQ3eibpKT34T0On6L2mumU3JahjDcTmO4zhNQliDW73RYjSMSgqufNpxi3oJ4rQP7ljiOM1BqwRbTpG0iZktrEVflRRcueu/bwVwHMdpEQpOUTaLk8kTkm4i5Om7JskkU5hKTz5M0ufosuRWj4lPOzGzi6sd3HEcx6kfLTpFORk4Gvgp8DNJlwAXmtnjRTuqpODmEJKKlribkNethAGu4Jxue99SfLrScRpHwW0CTUFUZKdJ+jbwIeDzwDxJtwO/AH5rZivy9NWngjOzvfspq+M4jtNAWnWbgJmtilOV6wGbA7vF89mSvmBmN1bqI9fkrKT1YuejgZeAu2MGVsdxHKdJadVtApJ2Ab4AHEZImXMB8Gsze03SZwkzh+Mr9VMxFqWkfwcWAdcS8vFcR0hAl3vuSdImkv4s6WFJ8ySdGMtHS7pJ0mPxvF5yz6mS5kt6VNIH0weX9GCsO0+SbzB3HMfJoLQGl+doFiTdB/yZYIDtb2ZTzOy/zew1ADP7FTAsT1+VNnp/Ejge+CxwtZmtkLQacAjwU0mPmNmVOcZZAXzDzO6VtDZwTzQ9jwL+aGZnSToFOAU4WdJ2BM29PTAOuFnS1tGb5mfAMcCdBGU7Dbg+z8M69cPX2hyn+Si4TaBZ+DnBWlvWWwMz2yhPR5Vs1y8CXzez3yYdrwCukjScoGgqKrg0ppiZLZP0MMG8PBjYOza7FLgFODmWzzSz5cCTkuYDu0laAKxjZncASLqMoGxdwTWI3pxLSrjic5zGUXCKsin2wQEnmtnPywslPWhm7yrSUaUn3wn4VC911wE/KTIYgKTNgJ0JHppjSlGizWyxpJJWHk+w0Ep0xLJ34nV5edY4xxAUMBMnTiwqpuM4g4D0PTFmzJgGS1MfWjDYcm9raxOKdlRJwQ2PqQt6YGZLJBWauJW0FvBb4CQze7WP5bOsCuujPEu+GYSNgkyZMsU3qDuO04P0PTF58uS2e0+00j44SafFy2HJdYktgcLRTSqG6pI0id4zBeR28JA0jKDcfm1mv4vFz0kaG623scDzsbyDkAeoxASCo0sH3bV4qdxpEFlTkJWmLR3HGRhabA1u/3gellwDrAKeJeyHK0QlBbcmIatqb4os1y+e6Ol4EfCwmZ2TVM0GpgNnxfPVSfkVks4hOJlsBdxlZislLZO0O12b0P8rjwyO4ziDjVbaJmBm+wBI+i8zO74WfVba6F1xG0FO9iBEQHkwuoACnEZQbLMkHQ08DXwijjtP0izgIYIH5leTeGRfBi4BRhKcS9zBpMlwxxLHaR5aIZKJpH81s7Pjx2czpigBMLPvF+l3QFR7TKXTmxW4by/3nAmcmVE+F9ihdtI5/SGdjnTF5jjNxSqGsLw11uA+AJQU3H69tDGg+RSc4ziO0xhaYYrSzA5KrvepVb/N/+SO4zhOVbRisOVyJI0AVpnZ20XvdQXn9AuflnSc5qWVtgmUkPQ9YLaZ3SVpf4Lz4SpJHzezPxTpq1ZOJI7jOE6TUdomkOeoNZIOkfQLSVdLOqDArdOBR+L1vxOiW32VDJ+MSuTNJrCQHFsCzMxDhjiO4zQJtd4mIOli4MPA82a2Q1I+jRDZaighOelZZvZ74PcxiP7ZQF7ra50YCGRN4N3AB2Ic5HOLypv3yX9C0KrnAU8BmwLHAZcBc4sO6rQ37lnpOM1DjdfgLiFk2r6sVCBpKHA+YXN2B3C3pNlm9lBs8u1Yn5eXJE0meMvPicptZDXC5lVwRwEfNLNnSgWSrgduMLMfVTOw4ziOU18KbhPYQFJqsMyIocw6MbNbYzzhlN2A+Wb2BICkmcDBMaj+WcD1ZnZvAbHPBe6J15+J5/cBDxfoA8iv4MYBr5WVvUaOhHOO4zhO4ygwRfmimU2pYojxdI8T2QFMJaRa24+QpWDLrAwBWZjZedGAWmFmT8biJ4lBsYuQ98lnA7Ojd0spTuSpsdxxHMdpQgpuE6g2XU5mEHwzO4+wrFUYM3tM0tqSxsWicgMrF3kV3LHAGYREdOMIAY7/B/Couo7jOE1KQQVXbbqc3oLjV4Wk9xLyg26RFhMcHQstKOZScGb2FiHb9ilFOncGJ+5Y4jjNgSGWM7zew9wNbBUzzzwDHAZ8uh/9/TdwLXAh8Hp/BMs9ORs33B0GbGRmH5E0heDO+af+COC0H+5F6TjNQa2nKCX9Btib4JDSAZxuZhdJOg64kWBhXWxm8/oh9iTgG2bW7/x8effBHQ+cSNCoh8biNwnzq//SXyEcx3Gc+lDLKUozO7yX8uuA6wqK1htzgG3o2uxdNXktuJOAfc1sgaSTY9kjUQjHcRynCVmFimwTqNbJpNb8keDU+HNCotNOzOyKIh3lVXBr0+UGWjIbhwGFg1867Yln8XacZqRQJJNqnUxqTUmG8qSnBtRFwd1KcDBJY4GdAPy5yGCO4zjOwNGK2QTMbFKt+sobbPl44GOSFgBrS3qUkH3767USxHEcx6k9Kxma6yBOUUr6SKNlljRU0r9I+lT8vEY14brybhNYLGlXYFdCHMqFwF1mtiqnsD0CdEo6A/gi8EJsdlpcqETSqcDRwErgBDO7MZbvQoiFNpKwoHliLTxtnP7j3pKO03yEUF25twk0xRSlpC0I2wTGEnTUlcABBAfHzxbpK/fkbFQkd0l6BdiOsLHvqZy3X0JZgM7Ij83s7LRA0naE7QjbEzaV3yxpazNbCfyMMD97J0HBTQOuz/sMTv3obQ3OFZ/jNJZWm6IE/guYCXwXeCmW3UII+l+IPqcoJf1I0meTz0cC84AZwCOSDswziJndCrycU6aDgZlmtjzGIZsP7CZpLGHf3R1R2V4GHJKzT8dxnEFHaQ0u5xRls7AbcGacITQAM1sKjCraUaU1uEMIDiYlvk+YMtyQEL6rvz/Pj5P0gKSLY84gyA7cOT4eHRnlmUg6RtJcSXNfeOGF3po5bYD0nW6H4+QlfU8sXbq00eLUHEOsXDU010HzrMG9SpkyizEpnyvaUSUFt6GZPR0H2AFYH7go1v0K2LrogAk/I8Qa2wlYDJTS7mQG7uyjPBMzm2FmU8xsyoYbbtgPMZ08mJ3eeThOq5C+J0aNGtVocWqOrRLL3xqe6yCuwTV4DxzA74CLJU0AkLQ+IYXOzKIdVVqDe0XSGDN7DtgLmGtmy2PdMLKVTi5inwBI+gVhURF6D9zZEa/Ly50mwC0nx2k+zMTKFU01/ZiHfycYUk/Hz88T9r99v2hHlRTcLGCmpP8FvkFIXldiKvB40QFLSBprZovjx48B/4jXs4ErJJ1DcDLZiuCxuVLSMkm7E0K5HElYjHQGOW41Ok4vGC2n4MzsTeDTMUTkJOApM6tqnamSgjsFOI2QinwGIcpziZ1iWUWyAnQCe0vaiTDNuAD4EoCZzZM0C3gIWAF8NXpQAnyZrm0C1+MelI7jOL1iNoS338q9TaBhobokTeyl6nlgZKm+tGSWu9/BsI1sypQpNnfu3MoNnZrg2QScJqTicsrkyZPtkUf6Hd93IKn4TNpxF+PaOfl623TYPVVm9O43kjo9JvvCzGqTD07S5/N0YGYXFxnQcdqJ8rVHV+hOU2GC1piiTP0upgFHERJqPwlsDnybkAS1EH1NUR6R434DXME5ZXyz0QI4jgPhDb2ial/AAcPMnildS/o34H1m9nwselzSA8BfKKhvelVwZrZPNYI6TrORd8rUrTGn7TDgrUYLUZiNgTfKyt6I5YUoktF7PeAjhM3VzxAWIpcUHdAZDPwwuW5vJeFK0GlqjOCq11rcClwq6RuErQKbEl4qtxXtKFc2AUnvJWwJOBbYkeDx+HgsdxzHcZoRA97JeTRPJJMvEiKZPEGQbD4wGvhC0Y7yWnDnAl8xs86d5DGNwXmEDAOO08UmzWXV5LWy3Bpz2g4j5GTJR1NkE4hBQPaN4bkmAM+ka3RFyKvgtiZs+k65Cvh5NYM67Ue39asMBSd1d1U2m1pvkZqKwf78ToNozTU4AMxsEf2MVpVXwT1GSGGTpgv/BP2IZOK0Mf7udpzmoDXX4GpGXgV3EnCtpBMIOeA2I4TQ+nB9xHIcx3H6jSu4ypjZ32KW1Q8R4kNeA1xnZnlzvDmO4zgDjSu4fJjZEkm3ErcJuHJzUlIHje7rTVNj/eCetxzsz+80CAPebLQQjSOXgovZtGcCuxMyc68v6U7gsLgQ6Dh94puoHacBFPOibFiw5d6QJELe0PWBl4DHrUAA5bwW3M+A+4GDzOx1SWsScvP8HPhoMZGdtmc1t1YcpykoNkXZFNsESkj6APBjQjzKpcB6wGaSvmZmf8rTR14Ftycw1szeAYhK7puEiCaO091CW82tsxKeWcFpKKto2W0CwHeBfdLlMEmjCT4gNVVwS4DtCFZciW0IWtVxurNtowVwHKeT1nUyEfBqWdkycqQJKpFXwf0QuFnSRYRtApsCnyOkFndy0K6/5MvX1gZ6vHb6Lh2n5rS2F+UFwJzo3LiEEK5rT0JkrVzk3SbwC0mPA58mxKJcBByedx5U0sWEPXPPm9kOsWw0cCVhT90C4JOl4M2STgWOJiyPnmBmN8byXejK6H0dcGKRBUenvpSUTVZuXldEjtMAWljBmdmvJF1DcMUuOZmcbmav5O2jyDaBP5Fz3jODS4CfApclZacAfzSzsySdEj+fLGk7QtSU7Ql77m6WtLWZrSQ4uxwD3ElQcNOA66uUyXEcp71p7TU4ojL7Q7X3590msDoho+rhBKWziLBt4Ewzq/j1mdmtkjYrKz4Y2DteXwrcApwcy2ea2XLgSUnzgd0kLQDWMbM7okyXAYfQIgquXS2YzOcaNcDjNTGtJq/ThrSoBdcbkq42s4PztC2yTWAboBSqa1PgVMKm789XIyQwxswWA5jZYkkbxfLxBAutREcseydel5dnIukYgrXHxIkZc2aO4wx60vfEmDFjGixNHWjhKUpJp2UVU8CNLa+COwTYwsyWxs8PKYSrmE/1Cq43sjxkrI/yTMxsBjADYMqUKb5ON5CMarQAjpOP9D0xefLk9ntPtLCCA74GfIOe7/7leTvIq+CeBdag+7aAkcDivANl8JyksdF6Gws8H8s7gE2SdhMIU6Id8bq83BkgsjxBO8vSvW+eBtdxmoMGrsFJ2hz4FrCumR1aRRf3ATeXR8uS9L68HeTK6A1cDtwg6YuSDoxm/XXAZZI+UDryDhqZDUyP19OBq5PywyQNlzSJkLXgrjiduUzS7jF8y5HJPU4zMSY5HMdpLCtyHjmQdLGk5yX9o6x8mqRHJc2PToOY2RNmdnS1YpvZ/lmhIIv0mdeC+1I8l8+JHhsPCMbw5lk3S/oNwaFkA0kdwOnAWcAsSUcDTxPyy2Fm8yTNAh4ifO1fjR6UAF+ma5vA9bSIg8lgphb7/3zvm+NUSe2nKC+hzCNe0lDgfGB/wkzb3ZJmm9lD1QwgZW00AmB5zPadm7z74CYV6TTj/sN7qdq3l/ZnAmdmlM8FduiPLE71ZCuWaeG0IlVCsd1VA7sJ3HGcMmo8RdmLR/xuwHwzewJA0kyCN3xVCo6wLzpzPVTScoIH/0lmVh7lpAe598E57U+9o6301X+7RnpxnIZSzILbQNLc5POM6IRTifHAwuRzBzBV0voEQ2VnSaea2Q9yyvEF4AhCLMqS1/63gFkE5fdd4Gyi92tfuIJz+kUpz5m0Y1fhhvH85dOxC4j11VtzrvAcpx/kV3AvmtmUKkbI9HA3s5foWsIqwjeBPc3sxfj58bjmd6uZTZb0GHBrno5cwQ0CWs06ajV5HadpMcIO4nxUmw+uN8/3atmYnmla34jlmNkTktbN05ErOKeT/imTH3ZdjujZT6W+e2w7cByn/6yiwK6xqvPB3Q1sFb3enyGEWvx0Ff2UuA24RNK/EqY+JxKcEm8DkPQuwta1iriCa1N6UxTNah1Vo9j68yzumekMCoqtwVW04LI84s3sIknHATcCQ4GLzWxeP6T+AnAFIdFpydnkFrqUpoAv5unIFdwgYMCto5v7d7srG8epEcWmKCtacL15xJvZdYS90f0mbgXYV9J4ggPLM2b2TFL/QN6+XME5juO0MysrN2lSVhAmWaveyecKbhBQT8utUt9S11qx2ci6ydFzXJ+CdJyC++CqdTKpKZLWI0TPOigWmaTrgOlm9nKRvlzBDTLq96Kf1nW5Xzz/uNwRqneqkas/z+IKzxkU1HiKcoD4cTxPBh4HtiDsezsHOKpIR67gBhl5N1un9GyXX3EVpZUtr2Z14HEGMUaRKcqmsOCAA4Btk8zd/5Q0nSoio7iCa1OyXrD1mar8Zjwn676PxPOBI7GaLDsXxxWM40Tyr2A1iwUHPUN1raqmE1dwLUZeKyGPMgttpuVsV3nMzHtLYVMXzulWbja1afa8ueXltC2r6Llluvm5Gbhc0tcIobk2A34E3FS0I1dwg4y+twxMy6l4ftiz6MBEMZSSIP1bNRK2rpJpVbmdNqbYFGWzcBJhH9x8upJd/4Gce99SXME1kD4TiFKfF2Z/raaQyL1xcgzUGp1bdU5bUOON3gNB9JScFhNhbwIsjPlAC+MKrk3JvwZ3Q4EwWlG5pdm7t43nNZMbzo/nhdnKKK8zy0DhCsxpW4wiU5QNW4OTVJ5rtLweADP7fpF+XcE1Mf2xtopYIJ1ekZtk71OrndVWbDGgnlZUrZRsK3t9OoOA1pmi3D9HGwNcwbUyecJq1fYl+s2eRZsk/XdzDrkhnFYkqXEejOtx2yT37BnPt1UYpwoGSoG4onLagtpn9K4LZrZPPfptuIKTtABYRvidscLMpkgaDVxJ8J5ZAHzSzJbE9qcCR8f2J5jZjQ0Qu+YUsdaCRXVDUlLyhLwho3XtLLBGkn+PXta6Zun5s7+fgcAtPachtOAaXC1puIKL7JMktwM4BfijmZ0l6ZT4+WRJ2xFSMWwPjANulrS1mbWGEV6Qrhd0OrWXN85oajFl3VOqTzwiF2ZsGVhtatf12Hidrq0dGl/Ujyb3dE42pP2lMpS8NVvPf9lxWgqjSKiuZtoHVxOaRcGVczAhJQPApYRUCSfH8plmthx4UtJ8YDfgjgbIWHfaWQFoWEZZtHKawbqpZPU1g4yOk4vyLdODiGZQcAb8QZIB/21mM4AxJbdQM1ssaaPYdjxwZ3JvRyzrgaRjgGMAJk6cmNWkaTE7vUy5pfvOolX0ruQF++Cc7nUAPIBZsLikGzLqf9iz7F2Jtdajb2Dx1J5jb5jxAK+VLlLlkFiUq5WcWTL20yXUSon0/B5qN1be+1whNifpe2LMmDENlsapNc2g4PYws0VRid0k6ZE+2iqjLPP3SVSUMwCmTJnSNL9h8lhlwXrYsWK7yv00R6SQWuJrWU4tSd8TkydPbpr3hFMbGq7gzGxRPD8v6X8JU47PSRobrbexwPOxeQdh41+JCcCiARW47pQsqt6sm6j4HsxyHOnNQskKxxXL0jW2h+N5RaKEN0nqR8Xz0ozu3ptc7x7PhybK57mk/rb6Ob30pfCKKMM8Vp/jND/F0gm0Gw1VcJLWBIaY2bJ4fQDwH8BsQsCns+L56njLbOAKSecQnEy2Au4acMGdutLT8uw7Xma5l2hwYOlZ1j8ZBh63Vp3+U8iN0r0oa8wY4H/jLvXVgCvM7AZJdwOzJB0NPA18AsDM5kmaRUibsAL4aut5UHb3JizRZTFkubknFlVp/Wrb5IW9NJ4Xdh+ps88dy9pBlzX2maSslJziV8mG7zRATuk6jTE5IZ5HJGWlcVKrbcvk+rYuq6jzGUtOJysar1jKybM30XGak0IWnHtR1hIzewJ4d0b5S8C+vdxzJnBmnUWrCUV+gWe9PLuskOrW43RQ5TaNRnXw/8na91fuoZlt9WWvj/al2NzKcpqb1kwnUCsabcENQrqv6QSPyfQlmTUdl1h9h2RMtZXe1XsldWsl9VPieVRG108l16X6QzPuhS4L8S9J2d4Z402IUyJ7Jv+8rk0HjR6VaWiwznW/Svv3Kqf3AbqvLTahVZgHV5ZO//E1OMdxHKdtaYFYXXXCFVyD0fsaLUFrkzdpa/f29LgnlPc/XubAxRB1nDy4BecMIOlLrlO5nZq8+O7LuOn9yfVm8ZyGxjo8np9NyiYk1yUHkNeSstKU4sZpWdgGNGTNNzqLVr2+Rlf9BnEb4ke6ikZOWALAmw+v11m2w8S/A/CPCbt2NTw2GefFODV5YVL2uVj2y0rrBel6ZNxKkW5lWBjvX1Gpnyz3/+5bM/qKc+k4rYGvwTkDiNL386hGSeHkQROBHXqpq6Pl3XfA6OJbHpzBTIukE6gTruDqSoUpr5IDx7pJ2e5lddA9WOoG8bx2V9G6+wXT7ZVnN+gsGzuxbM8A8Paq1TuvtxjyOACjkr0DL7E+ABt18+/vYtnmYdDVkgRTy6IgI6d2WX3j4t771b7S1e6+e3fvvGZBPG+WdF6qXpY4nsyJL/JRSbttUokyAj0vjvenFlwptNjDSbuxyfV+8fzLxELbJGM6ca+sKcb0b9xlAfp0pNMcFJqi9H1wTt90n8b6ZlndnOx4j07bkjdpayOnP+uZWNZpNIUsON8H51RLdHkflRQtjef9krLSmtjGyzuL1hq1rPN67TXC9ep01U+KJtHQiV0W09p03bM+L4X6ISt61A/n7c6y1eP1SoZ2lq1Bl2U2NFpu6diLGRdkTMZbGf9ZrZ0s+o16z9LO679t9i8AvL3BOp1lnU0P7yrqDOScThOmSZXK20GXhfeuxBJ8MJ6zNrVDl1X8tTTRazy/nrRbEM/p5veMNED1wKcl688bb7zBW2+9xYgRIyo3bhl8Dc6pAe6A4EAp6kzenH39Hat+lld/Q521Is8teZW7776bvfbaq9Gi1BD3onRqSbp2MyopnxBfENOTspJ1sFlSFo2srcd1LSyNS+JJb9ZpRnQxJmPNrGS1pfcvZ3hn2QbRFFo9seCGxsFTy+ttVk/qV/Yo25Kwlpdaekvig2/HQ51lc9itS7jR4fTG+7o8NO97eacwxmpdVujKvYMlueKdLosyZdXK+M936fCelUuT65KFfF9Stm1Gh+lm9dKP+NQztSOeF/YWLDor4kw+q66RU4M+LRkYOjQjSWFb4E4mThW41ebkQRPpngW9cw9e3/npssKAZYUhc5zeWQXJj8/Bhiu4mhFfWqOSojSlzaHxV3z6fvrXsJY1dlyXhbZNdAlMLbXUQtskLg5tkkRWHhn/AXdb82JJcr0UgDVWds3Fr/1KsNyUhqourUulBlG6BlUqT//VxOvliSfo0PiDccE6XZvxUnnfFRfFFiaZj/YZ/WcAXqTLE/RNwjrakuRLfTsRrvRcz43bqLOs1OebdFmHJQv2ocnbkcXbj63Ts3DdnkWdpCHRbkvXN0pTk4kll4YjayEGw5RkOSveeZv777+/1/pdd921BdfnfJuA4zhNhs8ODDxDhg7lqsdX8b9P/aNH3dKO+Zz7FVpwfc7X4Jwq6RaVpPRCejCZdjowWdsoeQImaWO2GDc/nOM6FnStW6XrV+snroPjogtfahFt8EZYbxuepn5NvQRLy3GvZpSlP+5ezShL9+CVSH/ExrbD1+zZbMuJHV3Xo7uudx93HwDLN+9q++Ia60ex1u8se45gmaXWWMqi6MG5LNkUWLr/jeSeUv3Wo7vWNRcwqfP6janByvrHoi7La0g0Q1eNTB5s73iemQixX2KhLY1Wz1VJfenvvjA76WxXmqTUtL+hs75v6ue1ORhZfY212XjbXSs3bCncgnP6IDuqRHY8Q8cpigr4NWSl8wmKMV3L6/5vMqQBqrz+lzcsWVGHlO4yF9sI399UREW9TN95602e/PtfM+uWLX6C++9vjtSTxaZKfZuAUxPiiyNdn9kpqZ4SfkVtMbHLiiitnW3J/M6y0nW67rZ1Eqpj3Mpgwa3zdJf3Y6cx93Qy3svJdan8pYz6CmVvJmtwL7/e85Y3y87QFTAkdVQcnVyPKZ27ls4YPy70On7zpPdJ/wznNGfcuOR6q3CyrqU8nhsdFs+e7xyla11uabKWtyjpqGQp7jjuwc6y0rrf8x/t6qdkFT687s5dA6bvw5J1PiopWxDPX57as+ympF23eJolSzKNjVkKGtC7MnP6h61awYqlizPrRo4c2ev05UBSfKq0cVOUktYELgDeBm4xs18PtAyDQsHdc8+iHgkvy/HElU47knctrzRFWmnKs9wqKrdA7Z2+o/n02k8O79BKz5LleVqE1ddYm632ObRyw5aitlOUki4GPgw8b2Y7JOXTgJ8AQ4ELzews4OPAVWZ2jaQrAVdwzUf22gnQ3Vor/dD/WNIs3Ve1OHzVyyf23LOVrhc9GkNxpHvW0uu3h4brjSZ1WXgbrxUX3NJ1sHQ9rkTGOlm3fwHLy87AyHRWJlpwqc9h1uTH8/GcWm2pL2HJXn35+a6ydeL16MeSe0prdKncqQUXLUAlluDG24bvYuPRXYuQO04MluCK5N6l63T9cUrfecmSC88wJpZ1WXD3sAsAU6bO7SybM7Xr38DCV6MH59IkUOjcjP9iJSNgclL2SHK9Wfy2bkv/7ZU8NJOyUlLXFalVl5FtYbXkx9qKLEXSx79xoK/tDJX5YTK1349uqqL/6Y9an5pbcJcAPwUuKxVIGgqcD+xP2C16t6TZhJwmpWmRhszvuoJzHMcBVr69nBceu6/RYvTJ0o759JriIpNFN8K3N6jcDoARkuYmn2eY2Yy0gZndKmmzsvt2A+ab2RMAkmYCBxOU3QRCiIUhBYSuGTKzRow7oEh6AXiqjkNsQHaUxEbQLLK4HD1pFlmaRQ4YOFleNLM+Fy0l3VCpjQNRwV1bmqKUdCgwzcy+ED8fAUwFTiZYe28Bt/saXJ0wsw0rt6oeSXPNbErllvWnWWRxOXrSLLI0ixzQXLK4cquarMlnM7PXgc8NtDApDTEbHcdxnLahA5KwRGFaMssLYMBxBec4juP0h7uBrSRNkrQ6cBgwu8EyAa7gasWMyk0GjGaRxeXoSbPI0ixyQHPJ4lRA0m+AO4BtJHVIOtrMVgDHATcStsHOMrN5jZSzxKBwMnEcx3EGH27BOY7jOG2JKzjHcRynLXEFVwWSRku6SdJj8bxeH22HSvq7pGsbIYekTST9WdLDkuZJOrHGMkyT9Kik+ZJOyaiXpPNi/QOS3lPL8QvI8Zk4/gOS/ibp3Y2QI2m3q6SVcQ9RXcgji6S9Jd0X/238pRFySFpX0jWS7o9yNNS13GkjzMyPggchBtIp8foU4D/7aPt14ArCxsgBlwMYC7wnXq8N/BPYrkbjDwUeBzYHVgfuL+8bOAi4nrBXZndgTh2+hzxy/AuwXrw+sFFyJO3+BFwHHFqnf6N5vpNRwEPAxPh5owbJcVrp3y6wISHs9+r1+F78GFyHW3DVcTBwaby+FDgkq5GkCcCHgAsbJYeZLTaze+P1MoKX0/gajd8ZosfM3iZkSjs4Q8bLLHAnMErS2BqNn1sOM/ubmZXSnN9J2KtTa/J8HwDHA7+lK2xnPcgjy6eB35nZ0wBmVg958shhwNqSRIjg+jKDOYmZUzNcwVXHGDNbDEGBQBKltzvnEiK+rmqwHEBniJ2dgcqh2/MxHpLMq2HDZ7nyzNNmIORIOZpgVdaainJIGk8Iyf3zOoxfSBZga2A9SbdIukfSkQ2S46eE7EqLCMF5TzSzev2fcQYRgyJUVzVIuhnYOKPqWznvL6WUuEfS3o2SI+lnLYLVcJKZvVqpfd5uM8rK953kaTMQcoSG0j4EBbdnjWXIK8e5wMlmtlL1Da+fR5bVgF2AfQkJH+6QdKeZ/XOA5fggISDvB4AtgJsk3VbDf6fOIMUVXC+Y2X691Ul6TtJYM1scp9uypnb2AD4q6SBgBLCOpF+Z2WcHWA4kDSMot1+b2e+KjF+BPCF6BiKMT64xJO1ImC4+0MxeKq8fIDmmADOjctsAOEjSCjP7fQNk6SAEIX4deF3SrcC7Ceu0AynH54CzzMyA+ZKeJCQTuquGcjiDEJ+irI7ZwPR4PR24uryBmZ1qZhPMbDNC6Jo/FVVutZAjrmtcBDxsZufUePw8IXpmA0dGb8rdgVdK06oDKYekicDvgCNqbKEUksPMJpnZZvHfxVXAV+qg3HLJQvj3spek1SStQYgA/zC1JY8cTxOsSCSNAbYBnqixHM4gxC246jgLmCXpaMJ/zk8ASBpHyGZ7UBPJsQdwBPCgpPvifaeZ2XX9HdzMVkgqhegZClxsZvMkHRvrf07wFDyIkOf0DeoQXTynHP8HWB+4IFpPK6zGUexzyjEg5JHFzB6WdAMhm+oqwr+Zf/Tea33kAL4LXCLpQcKU5slm1izpfJwWxkN1OY7jOG2JT1E6juM4bYkrOMdxHKctcQXnOI7jtCWu4BzHcZy2xBWc4ziO05a4gnOqJkai70g+zytFbYn73n4paYmku2LZl+Pm9Nckrd9Ln3+VtHOd5T5K0u31HKMo6XdXxb2XSPpebSXq1v+Okv5Wr/4dp164ghukxJe8SfpkWfneklZFJVQ6rsnTp5ltb2a3xI97AvsDE8xstxhN5RzgADNbKyuSiKSPAMvM7O/9ergaEhX1E5Ieyqi7RdJbZd/Ve6sZp+y7qxtxw/UqSRdk1Jmk15NnWRplewBYGv8+jtMyuIJrASTVY0P+dELU9ukZdYuiEiod1bzYNgUWxDBQAGMIIcvm9XHPscDlVYxVT95HCGK9uaRdM+qPK/uu7hhg+YpyJLAEOEzS8Iz6dyfPMiop/zXwpYEQ0HFqhSu4JkXSAkknS3qAECdwNUmnSHpc0jJJD0n6WNL+KUm7xOvPxl/j28XPX5D0+6TtpsD7gWOAD8bwSHlkGhmnw5ZEi2bXsvoFkvaLkVUuBN4bLYHfAI/GZksl/Smj79UJwXb/kpSdIekqSVfGZ75XSaJSSdtGK2ppnOL7aFK3rqTLJL0Qv5tvS6rm33spBNp1ZP8YqAml7y5enyFpVpR/WXy2KUnbneN3sUzSlYQfDnk5Evg28A5Q5IfLLcC+vShFx2lKXME1N4cT8smNMrMVhMSRewHrAt8BfqWu3Gp/AfaO1+8jxPJ7f/I5zdZ8JDDXzH5LiD34mZzynE6I9r4FIQJ85gvfzC4iWGN3REvgcGD7WD3KzD6QcdtWwCoz6ygrPxj4H2A0IXHs7yUNi1Oe1wB/IFhYxwO/lrRNvO+/CN/T5oTv4UgKhglTiM94KMF6+TXB6lm9SB/94KOE3GmjCLEbfxplWh34PcHSHU34bv6/PB1K2osQ7HgmMIvwneTCzJ4hKMVtKrV1nGbBFVxzc56ZLTSzNwHM7H/MbJGZrTKzK4HHCAklISiwkkLbC/hB8vn99FRwV8TrK+ipqMZFq6h0lNbpPgmcaWYvm9lC4LwaPSeEF/myjPJ7zOwqM3uHsIY3gpAZfHdCcsyzzOxtM/sTcC1wuKShwKeAU81smZktAH5EiMlZhI8DywlK9FpC7NYPlbU5L/me7i3Yf1/cbmbXmdlKgjIrWa67A8OAc83sHTO7ihDQOA/Tgetj4tcrgAMllecQvDd5nvK/7zLC38lxWgJXcM1NmigSSUdKuq/0AgJ2IKRcgaDA9pK0MSGo7ZXAHgpJTtcl5NtC0h7AJMKveAgvundJ2ikZapGZjUqOWbF8XJlMT9XkKQNLgLUzyjvHi0kwO6Ic44CFZYkxnyIk09wAWL1MvlJdEaYDs8xshZktJ2QjKP8xcELyPb0nqxNJP08cN07LOfazyfUbwIi4FjsOeMa6B5Gt+HeQNJIQjPvXAHGt8GlCVu+U9yTPc0JZ3drA0pzyO07DcQXX3HS+xOK62S+A44D1owPAP4gJJc2sFK3/BOBWM1tGeEkeQ7AGSopgerznPknP0pXdO8901WK65/aaWN1jZfIYwWmxXAl1jhfX0Er5xBYBm5Stq00EngFeJEynbZpRlwtJEwhrgp+V9Gz8rg4l5G/boO+7u2NmxyaOG98vcm8Gi4HxUrdsqXn+Dh8D1iFkUyg9z3hyTlMqZKhYna61VMdpelzBtQ5rEhTeCwCSPkew4FL+QlCApenIW9LPkkYQphmPAXZKjuOBz+Tw1pwFnCppvagAju/H83QjTkHeTNe0aoldJH08ynYSYcrwToJifh34ZlyT25vgNDEzTuvNAs6UtHb8cfB14FcFRDqCkPhzG7q+p60JFuThxZ+wZtwBrABOiI5HH6drmrovpgMXA++i63n2AHaS9K4c9+9NyGm4vAqZHachuIJrEczsIcI60h3Ac4QX1V/Lmv2FMI10ay+fDwHeBC4zs2dLByEh6lBgWgUxvkOYDnuSsC5Va5f+/6bnOtnVhPW0JbHu43Ht6W2CI8aBBIvtAuBIM3sk3nc8QQE+AdxOmIq9uIAs04EL0u8pflc/p47elJWIz/1x4CjCd/IpwtRpr0SreF/Cul36PPcAN5DveT5DeHbHaRk8H5zTVChEGDnezP4u6QxgyzpkQncKEC28GWZW1SZ2x2kUntHbaSrMbM9Gy+B0x8weBFy5OS2HT1E6gxZJe6l7mK3Oo9GyVYOk03p5nusbLZvjNAKfonQcx3HaErfgHMdxnLbEFZzjOI7TlriCcxzHcdoSV3CO4zhOW+IKznEcx2lL/h+JbYBPDaS8rgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# there is a good spread of rawAFdiff at low depth, next see if filtering does anything for correlation\n", "for sp,ycol in zip(['JP','DF'], ['JP_p101.DP','DF_p52.DP']):\n", " plot_rawAFdiff(newsnps['gatk'][sp], newsnps['varscan'][sp], y=ycol,\n", " saveloc=op.join(figdir, f'megaSNP-filtered_AFdiff-vs-depth_{sp}.pdf'))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 248199\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.97756 0.97756 \n", "\n", "DF starting = 636031\n", "DF ending = 577446\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.94831 0.94997 \n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare before/after fitlering for depth >= 30 - correlation increases, visually hard to tell from figs ...\n", "# ... so I'm not going to save a fig\n", "compare_sweetgraphs(before=newsnps,\n", " after=filter_snps(newsnps, col='.DP', byval=30),\n", " doingwhat='depth filtering')\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 248199\n", "# Correlation increased!!!\n", "# 0.97756 0.97756 \n", "\n", "# DF starting = 636031\n", "# DF ending = 577446\n", "# Correlation increased!!!\n", "# 0.94831 0.94997 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MAF" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# doesn't look like low MAF filtering will help, but check and see below\n", "for sp in ['JP','DF']:\n", " plot_rawAFdiff(newsnps['gatk'][sp], newsnps['varscan'][sp], y='MAF')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 155257\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.97756 0.93732 \n", "\n", "DF starting = 636031\n", "DF ending = 587704\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.94831 0.92296 \n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare before/after fitlering for MAF >= 0.05 - as expected from rawAFdiff figs, correlation decreased\n", "compare_sweetgraphs(before=newsnps,\n", " after=filter_snps(newsnps, col='MAF', byval=0.05, filtergatk=True),\n", " doingwhat='fitlering for MAF >= 0.05')\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 155257\n", "# Correlation decreased :(\n", "# 0.97756 0.93732 \n", "\n", "# DF starting = 636031\n", "# DF ending = 587704\n", "# Correlation decreased :(\n", "# 0.94831 0.92296 " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 155257\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.97756 0.93732 \n", "\n", "DF starting = 636031\n", "DF ending = 587704\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.94831 0.92296 \n", "\n", "JP starting = 150474\n", "JP ending = 150140\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.93732 0.93736 \n", "\n", "DF starting = 583564\n", "DF ending = 531535\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.92296 0.92494 \n", "\n" ] }, { "data": { "image/png": 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\n", 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2N9Y1IiZdxnwH9PvE31lUIqpgZrPi1yViHdMTadXtSeNVm78g5u34N6sNKwHXJs7Fw4Thp2Gx7nl1RR1erfyWtIakGyW9oOCL9vvA0ET+O83sM2a2POFBsgXpDvyPjemLpBw7zUIotRXMbGcze9xC4PM9Cb2R5yX9vuhiCIWA5XfGRRQzCD2joTXEkuSdrwpF7slGaUb9LyS+z2LB+znzehdggf+H+L1iGIrqVqFdoQyreZowtfEAYWj/AwXlsqgn/GBuXjN708wmxza/SDg/20qqlqlF1vVfCTg9cW9NJxiMEQVk00jeS3MJvfHKc/Yi5vut/izhetfLiKhjhR7PiloFxHvnfsII6XvAeg3okVW2WXCz+jbB4EKDoS5zja2kRQlvDB+LD+MXCF3oDSRtUFDfqcApiX+YIWa2mJldnmxTgXKSeYqUWZTnCDcoEFZHEgx3JSTab4AtFSKc7Ea+sc3ieULA8sUSaaMaKCeLqYT54eT5WMRCWLfnCcOVwLxrmly48gvCaMXqFhYDfIf5Id0WwELos2sI8Uurj93K/OmGQpjZzWa2DaFn9wghCk0uCqvhf0sYHh1mZkMIb7RZiyXS7q2885UnV5Rasq2sv9b1rsUC/w/MH5VJvugV1e0Swv1wU9WLZjKU4WcTz5Y9gB3igqS6iKuaN5f0q9iGLxCGu1ewRIzjqlXA1Z+sMIDV4QfzQhs+BgyStHoibYOMvDD/XNZz/+YxlbCGIXlvLWpm/6iznArznlNx5fBIwvmFMKK0vqR1CT3bS+spOC6IG0EYPawbhS13h0n6J2FqcBCwlZmNS+T5Tt41r6O6QYRrDuFarl+1QGt9aiyYrNWz3ZXwxr0280NzfZAw5/a5DJkXCfM9FX4FHCJpXPyHWFzSjpLqCqpdRTPLvArYUWFp/2DCytt3CYuusBBpZSJhbuVJM3u43gosuBacDJyoEELso8BODeiaxTnAKYrbEeJKvV3isasJodM2javlTmLBf+wlCfNmb8ae5ZcqByRtJumLkj4Qf69FmJ/NCqV2DGHOuyaShknaOT643iW8Lc6JxyrbI8akiC5EGDZ6GZgtaXvCgoUsXgSWk7R0Ii3vfDWD6v+BalpZf63rXYvLgSMkrSxpCcJIx5XWwGpla1Mow8jjhOHepwiLJbc1s8vN7J0qnZbI+Xw/o+xryQltWFX+W4QX0pPjc+l/gF2Ivb74zFpTIRzicsAZhCHm1zPqrnUvVXMO8G3F1c+SllZia14DfFjS7gorz79G+F+9EyCe26sJHZB/mtkzRQqUtJSkTxKmF35tZv+pVylJXyBc648R7vFRZvat6uezmX0/75pnlD1A0sGSlon2ZWPCAt0/xSwTCc+qwyUtLOmwmP7nPJ1rGdsJwP9Z2OeXDM91JrCv0pf+nwhcFIcxPmNmkwlzFmcSVr9NIcxvNkwzy7QQvuyzhJV0rxCM4E5m9l4i22XAJ2isV1thX+CjhCG97xFW+DUrJufphPmNWyTNJPwzjIN5odO+QrixnycMdbyUqPtIwvD4TMJLTHJLwwyCcf1PfAv8I+HB88M0Jczs78A/C+o8gPBi8xxhGOljzO8VjyIMBfYIuG4hvurhhJek16Lu12dVEh+IlwNPxHtyODnnq0mcD6wd67su5XjL6i9wvWtxAcEwTCIshnknlteoPu0KZfg5M1vDzE4xs6buq7YaoQ1j7+kPCZFDCQvXXiLce1+K1wWC4fwj4bo8QLgueS8XpwN7KPg4OKOArtcCPwCuUJgWegDYvkg7M/gdYbrnNcIL0u4W4gxXuIgwbFtkCPmGeL9PJbyA/YT58ZTr5Q7CPPSnzez31vw96LsRXuBmEtbX/Dx+iLZhV0KHcwZhUeGuVTajB+4buUNIuhJ4xMxOaHO9SxBukNVjz6PrkHQs8LKZ/bLTupSdMlxvp7xIGk2YAlrBzN7otD7djBvbNhHnJ6YTegvbEuY7PmptiHEqaSfCEIiAHxPezDcyv/h9Er/eTjuIc7g/IWyNPKDT+nQ77o2pfaxAmMtZjjAv9aV2GNpIZc5IhLnjvfzB26fx6+20lLjW4kXCdM/4DqtTCrxn6ziO4zgtxnu2zcXfXBzHaaXPXqekeDxbx3Ecx2kxbmydpjBi1GgkFf4MWmiRuvKPGDW60010HMdpGB9GdnowYtRonptWv7fCPX9Z3EnNlQdvWl/+L22B6oioNXzkKJ6dWmiPveM4TstxY9sPaMR41mMIIRjPljJ3dkuN88DBCzPn/fp8jLhBLyf1/j/4dXaagRvbfsBz06bW3essPfUa5zp72hUZp3z0y/8Hp+P4nK3jOI7jtBg3to7TJupdRNYXFoW1euFcvfnrmVpwnGbiw8glpNEFTE6TGTCo7od32eedWz3/X/fCOR/+d0qCG9sS4nNOXUID88KtLr9uw1OnQYf6jafjOG5sHad/0+oXBsdxAJ+zdRzHcZyW48bWcRzHcVqMG1vHcRzHaTE+Z+s4jpNHnavOPWypk4YbW8dxnDzqXETmOGn4MLLjOI7jtBg3to7jOI7TYtzYOo7jOE6LcWPrOI7jOC3Gja3jOI7jtBg3to7jOI7TYtzYOo7jOE6LcWPrOI7jOC3Gja3jOI7jtBg3to7jOI7TYtzYOo7jOE6LcWPrOI7jOC3Gja3jOI7jtBg3to7jOI7TYtzYOo7jOE6LcWPrOI7jOC3Gja3jOI7jtBg3to7jOI7TYtzYOo7jOE6LcWPrOI7jOC1GZtZpHfoMkh4A3um0Hk1kKPBKp5VoEn2pLdC32tOX2gKwiJmt22klnO5iUKcV6GO8Y2ZjO61Es5A0ua+0py+1BfpWe/pSWyC0p9M6ON2HDyM7juM4TotxY+s4juM4LabfGltJ4yU9KmmKpKNTjm8p6XVJ98XP8QWKPbcFqnaSvtSevtQW6Fvt6Uttgb7XHqcJ9MsFUpIGAo8B2wDTgLuBvc3soUSeLYEjzeyTndDRcRzH6Tv0157txsAUM3vCzN4DrgB26bBOjuM4Th+lv65GHgFMTfyeBoxLyfdRSf8GniP0ch+sziDpIOAggLXXXvvDDz7YI4sTke7NPW62UZs0SUc6Kfe42Qk9ZUbnl2nPZNR1QI7MBRkyZ+fIHJqePpwns4WA51i5R9o4JuXK3MUWPdKOIX+W5RROTk2/gH0zZQ7g0tT0P7JVpsx4bk9N/xdr52gHG/JQj7QXGJKZ/yWGZR5bn0eVlp58VgwaNOjDs2fPzixj+MhRPDs14+bpDKltcorTX41t2o1TPZ5+L7CSmb0paQfgOmD1HkJm5xLnaMaOHdv/xuQdxylE8lkhyfb85T8y81558KbtUstpE/11GHkaMCrxeySh9zoPM3vDzN6M328CBksa2j4VHcdxnL5CfzW2dwOrS1pZ0kLAXsD1yQySVpCk+H1jwrl6te2aOo7jOKWnXw4jm9lsSYcBNwMDgQvM7EFJh8Tj5wB7AF+SNBt4G9jL+uPSbcdxHKfX9EtjC/OGhm+qSjsn8f1M4Mx26+U0h7zFTmkLnRzHcVpJvzW2Tie4ocbxzq5GZtEGjPAhDdbVwO7tJfbP89WfvpxgLLXc9PZcjfwJbqsh03M18oe4r4ZMOuO4qy0yG059OD/DqJ5JK9z1emb2FVbJPsbyBZVy+hVubB3HcZxes5pkswrmfR5uNrPxLVWoy3Bj6ziO4/SaWcDBBfOemDUU04dxY+s4juP0mgHAosWzLy3pXOAGM6s1v9QncGPrOI7TbqR8xxUDBhF3HqbShR6mEHUZlNfN7KCWKdOF9MtABK1i7NixNnmyx412nH5OTdeGtTxI1eLKgzelzc/umm0aLdk3CxZ2ONxjZmN7qVOp8J6t4ziO02vqHEbud7ixdRzHcXpNncPI/Q4/N47jOE6vETC400p0MW5sHcdxnF7jPdt8/Nw4jcVxbUimsXi2eXLZMu/nyKS/fzein87IFcEOT09f7I3XMmVmLbVMavpW/DFT5nbS/QN8nnNS0yv8X4oLrNNr7Jb8Kr/skZYXYxay48w+wphMmbV4KjX9jTkLZ8osNfDd1HSbnr++R8umLDZ6JFtm9vDssgYt1T8XnQ4AFiue3bf+OI7jOE4j+NafbNzYOo7jOL3G52zzcWPrOI7j9Bqfs83Hz43jOE67qeVBqgbDR6aEKeowvs82Hze2juM47caMRj1IXXnwpl3nqhF8GLkW7q6xibi7RsdxaLG7xg64aoQCbVpHsssLFraBu2t0HMdxnPrxnm0+bmwdx3GcXuNztvm4sXUcx3F6jfds83Fj6ziO4zQFNyjZ+LlxGqJdLh5ryWXLNODi8fgc5QA7OUXm+hoyO6enr8fdmTL/4SOp6XmuF9PcLgIczzHZygEnc0qPtGvYIVdmd27qkXY7+dtYtiJ9MdAzDMuUGc2LqelvvTswU2bxheekps9+I399T6qLxSnZMq+stkTmsaHMzK2rrzJAsGi2J80Feaf59UtaHJgEnGBmNza/ht4xoNMKOI7jOOVHgsEDi32KlacLJL0k6YGq9PGSHpU0RdLRiUNHAVc1r0XNxXu2juM4Tq+RYFBzLcqFwJnAxfPr0EDgLGAbYBpwt6TrgeHAQ8AiTdWgibixdRzHaTe98SA1YBAjRo3uOscWAgYXtyhDJSWdEpxrZucmM5jZJEljquQ2BqaY2RMAkq4AdgGWABYH1gbelnSTmc2tuxEtxI2t4zhOu+mFBymgV64eW8YAoOicLbzSoFOLEcDUxO9pwDgzOwxA0v6x7K4ytODG1nEcx2kG9UUiaDSebdqqtXmr28zswjrKaivurrGJuLtGx3FosbtG6IjLxpptGruwbPLIgoU9UcxdYxxGvtHM1o2/PwqcaGbbxd/fBjCz/y1Wc+fw1ciO4zhO7xEwsOAn9mwl7VRnLXcDq0taWdJCwF5AjQ143YEPIzuO4zi9ZwD1rAV+3cwOyssg6XJgS8JiqmmE/bPnSzoMuJlgti8wswcb1rmNlNLYSrqGsBz892b2fqf1cRzHcaj0WpuCme2dkX4TpHhW6XJKaWyBvwPHA+dLugq4xMwanwDpUhrznFS/TCPkeWgKdfX00tSIDIAWy5GZlZ6ufXJkLsuQOTtbBsAO7Zk2nCdzZZ5j5dT0Pbg0U+Zq9k1N/xGHZ8p8kzNS0y9izxztYAJX9kibxLhcmS24q0faI4zJlVmLp1LTn2VopswIXklNf43sG2IZ0m+Id2flTzkuvFjP+U+bni0zddkPZB7L8nzV52nPAqnSUso5WzP7sYUn8xbADODy6E3keEmrdlY7x3GcfogIW3+KfOIwcrcZWkmLxLngplNKY1vBzB40s28DnwXeAk4A7pV0m6QN8mRzXH5V5/uIpDmS9miu9o7jOH2ISs+2yKdLkPQ9SRvH79sA04HpkrZtdl1d1Oz6kLQmwcjuA7wHXAJ8EngZOBS4DtLH8LJcfpnZQyn5fkCYjHccx2kOvfEgBQwcXNx7RNso5zDyBOCH8ftxBP/KbwCnALc0s6JSGtvo5msMcCWwj5lVTyL9RNJXcorIcvn1UFW+rwC/hYwwLI7jOI3QFz1I1Wdsa65GbhNLmdkbMWLQBsDWZjZb0s+aXVEpjS1wKnC9mb2XlcHM0lemBFJdfiUzSBoB7AZsTY6xlXQQcBDA6NGjayruOE7/JPms6JNU5mzLxauS1gLWBe6KhnbRVlRU1jnbN2DB5Y+S1oxj7kXIdfkV+RlwlJmlB8isCJmda2ZjzWzs8ssvX7B6x3H6G8lnRad1aQn1zdk26tSi2fwMuAe4CKjsR9gCeLjZFZXSXaOk/wJbmNnzibThwEQzW6OAfE2XX5KeZL5RHgrMAg4ys+uyynV3jY7j0F/dNS4rm/yJgoX9ppi7xnYgaXVgtpk9GX+vAQxutrOMsg4jfyBpaCPPAysUlJ/n8gt4luDya4GdmclhaEkXEvxzXteowo7jOH2a+uZsuwJJD5vZB5NpZvaYpP8A6zWzrpKdmnk8IWlrM/tzIm1LqOFhIBLH5Xu4/JJ0SDx+TrMVdhzH6dOUc842K3RCwZAKxSmrsT0RuEbS+cDjwKrA5+OnEGkuv7KMrJnt36iijuM4/YIS9WwlfSd+HZT4XmE1FlxA2xRKcmoWxMx+FzcdHwDsSDgx25nZ3Z3VrPM028VjlpyU75LabHBPmRqLte2Z9HTtnCOTEe9DF+TIHJCePowMBSIv0rMB45iUK3MXW6SmH8PxmTKncHJq+jk575KH8H+p6beyeY52sA1/7ZF2P2vmyqzPoz3S8twuQrbrxVdYMlNmKDNT0xtx15gnkyWXJzOFbEd1H+E/uXX1Wcq1z7aymHZw4jvAXOAFgm1pKqU0tgBm9k/gn53Ww3Ecx4mUZJ+tmW0FIOnnZpbnk6FplNLYRt+V+wMfApZIHjOzz3VAJcdxnOL0RQ9SAyjdnG3F0EpaEhYcZjGz55pZVymNLWFP1AbADdBfQ2w4jlNa3INUVyBpE0K41uS8gAh+F5oYMLB0p2Ye44GVzWxGpxVxHMdxIk01T23hXOBG4DxCMJuWUVZj+wylG7BwHMfpwwwAFimcu9MLpCqsDHzD2uAhpKwepL4BfBo4naph5Kq9t23FPUg5jkN/9SA1Ujb5ywUL+053eJCSdBtwmJk90uq6ytqzPSz+/X5VugGrtFkXx3EcB8o4jPwn4HpJ5xC2/MzDzC5rZkWlNLY1Ivo4juM47aaEC6SYH4WpevuPAW5sASQNBjYBhpvZlTEeIWbW0klux3EcJ4USumtsZ8etlCH2JK0HPAb8Cjg/Jn8MyPEb5DiO47SM+kLs9TvK2uxfAMeb2SWSXotpfyEY3z6DdG/mMbONmibTCHn1ZNWlGg7QLONVSWfkyByenj6G7PUOT7FWavpuXJFdEXAte/VIO5CzcmXOI33FyEXsmSkzgStT0ycxLlNmC+5KTX9kwbDPPViLp3qkNeJ68QWG5MqswIzU9EZcL+bpl+UW8kmGZysHrExP/wV55+75nPK2ovGFT6WmJMPIko40s9Pi92q/yPMws+o1Qb2iBKcmlXWAX8fvBmH4WNKinVPJcRynIL30IMWAQUhi+MhRPDs136d32xBlWSC1NXBa/L5NRh6j5wLcXlFWY/sU8GFg3j4bSRsDUzqlkOM4TmF66UGqQld5khKl2GdrZjskvm/VrnrLamyPA34fl2svJOnbwCHAFzurluM4Tj+lvmHkjgYiqEbSMGAUMNXMWuICuJQLpMzsRmB7YHnCXO1KwO5mdktHFXMcx+mvVIaRi3y6BEnLSLoReJ4QRe45STdIWrbZdZW1Z4uZ3Qsc2mk9HMdxHOodRu4Wfhr/rgU8TghIcBrwE0JkuaZRVneN6dG1ATPLjsrdYtxdo+M4tMFdY4U2um2s7a5xDdnkMwsWtl3XuGt8Dvigmb2eSFsGeMjMVmxmXWXt2Y6q+r0CYZ/ttR3QxXEcxynJ1p8Uqt9W5raiklKeGjP7fHWapPHA3h1Qx3Ecxymnsb0NuETSEYRdLmOAHwO3NruiUi6QyuAWYNdOK+E4jtMvqbhrLPLpHr5G0GgK8D7wX8LM8xHNrqh87yGApOrIPosB+wBTO6CO4ziOU8KerZlNB8ZLWpH5W3+eb0VdJTs185hCGGevTNrPAv4FTOiYRl1CQy4esz3mBbkUr3kNyZxdQyZjbbnuz5FZPz19Z36TKXM9n05NP4b8tXWn0HNd3gXsmytzAJempt/K5pky2/DX1PQHWS1TZp0Mfy5TeixvWJDVUt5Pn2FYrsxoem5DbMTFI+S7UUxzoQiNnYf7WTNHO1ifR3uk3c16mfmfItt//ae5PrcuoPcepCLDR+Zf37ZSQmMLIGkJwpqfkcBUSTeZ2cxm11PCUwNm1peGvx3H6W80wYPUlQdv2j2uGit0aA+tpA8CXwWGAn8ys18UlBsL3AS8DTwDjAZ+LmkHM2vq1hI3Wo7jOE7vGUCY7SzyKYCkCyS9JOmBqvTxkh6VNEXS0QBm9rCZHQJ8BqhnS9HZwI/NbCUz29zMViLssy1krOuhlMZW0lRJz9T6dFpPx3GcfkVzPUhdCIxPJkgaCJxF8CC4NrC3pLXjsZ2BvwF/qkPjDxJWHyf5CWSEBusFpRxGBk4nzM+eATxNcNd4GHAxieAEjuM4Tpto8pytmU2SNKYqeWNgipk9ASDpCmAXghOK64HrJf0euKxgNfcB68a/Fdar+t0Uymps9we2M7NnKwmS/gD80cyq31Icx3GcVlMZRi7GUEnJjtG5ZnZuAbkRLLjrZBowTtKWwO6EbTw3FdYibBm9UdJ5hI7bGOAA4FxJ+1QymVlR451JWd01TgdWrnKxNQR40syW6ZRe7q7RcRza5K6xja4aoYi7xg/J7v5zscIGLFfMXWPs2d5oZuvG358mdLQOjL/3AzY2s68Uq7lH+U8WyGZmVr3dtG7K2rOtDBd8j/BmMwr4dkx3HMdx2owJ5hS3KI3Gs6087yuMhIw9YgUws+w9XE2mrMb2EOBE4BxgOOFk/wY4qYM6OY7j9F/qM7aNxrO9G1hd0srAs8BeBIdGXU8pja2ZvQMcHT+O4zhOh5k7QLy78OCCud+r2bOVdDmwJWF+dxpwgpmdL+kw4GbCuuYLzOzBJqjfckppbAEkbUN4q/mAme0UNycvZWYFZw26Hym7o252QrrM6OzyLGMzlHbO18NSBucb8Qa15Kx0L0IVZi6W7oVou5zZgZtJV/54jsmUOZlTUtOvYLcc7WCvlKBSkxiXK7MFd6WmP8KYTJm1eCo1/QWGZMqswIy6ZbLkGpHJ8wQF2d6g8jxcpXm3AvgXa2fKbMhDqem3k++taSt6zp/+ka0y8z/OqpnHvsx5uXUBzfEgNWAQkhg+clTXOLeYM7Dwvp6aPVszSw0sY2Y3Ud8iqK6glMZW0lcI3kLOA/aIyW8TtgIVuoNjlKDTCW9H55nZqVXHdwG+Swi3NBv4mpn9rSkNcBynf9MED1IVmuH2sRkYYk6nXEiVgFI6tSBEavhENJCV2IOPQA0HqJG8jdEJ/gRsYGYfIiwFL/C66jiO0z8xxGwGFvoQF0hJ2qndekq6O/E9fYiwBZSyZwssyfy9VpW174OB9wrKZ26MrmQwszcT+RenZ4Bhx3EcJ2KI94rHz2t0gVQzWF2SLOyb+gZtWlhbVmM7ibA4Kjn5djhwe0H51I3R1Zkk7Qb8L/ABYMe0giQdBBwEMHp0zoSp4zj9muSzoi9SomHku4BJkh4GFokLtXrQ7JeBsg4jfwXYTdJTwJKSHgU+DXy9oHzaBu0ePVczu9bM1iIEpf9uWkFmdq6ZjTWzscsvv3zB6h3H6W8knxWd1qVVzGFgoQ8dHEYmLKy9ifl2YHDGp6mUrmcraQDBefTmBB+WKxF6qf80s7l5sgnq2hgdfXSuKmmomeUvqXUcx+mHVOZsC9KxYWQze40wYomkYWb2+XbUW1Z3jTPNbMleyA8CHgM+TtgYfTewT3K/lqTVgMfNzCRtBNwAjLScE+buGh3HoU3uGiu0yW1jzTatM3YRu3zySoUK20CPFXLX2C4kDSN0wKaa2YutqKOsw8iTJG3SqLCZzSZECboZeBi4yswelHSIpENitk8BD0i6j7Byec88Q+s4jtOfqczZlmAYeR6Shki6EXge+CfwnKQbJC3b7LpKN4wceRr4g6TfEYaQ5xlBMzu+SAFpG6PN7JzE9x8AP2iKto7jOH0cg1IMI1fxs/h3LeBxYFVC8PifEKLLNY2yGttFgevi95GJdO95Oo7T/TTDg1SFAYMYMWp0x71IGQPq2frTLWwLfDARQe4xSRMgwxVZLyiNsZV0mJmdGX+eYmZTOqpQG9Bi2cdsVobMRjky92bI1Oi/21EpMvfXkFm/Z9pq5LswncI6qelHcGpqOsBPM9xjXzrPsVhP9uXq1PRGXPrluV2E5rpefIXsZQpDmVm3TJZcI64XG3XX2GzXi2nXCPJdLwKMT9k1mHcPPZSj9ymcnFsX0FQPUtA9XqRKsvWnmupOWtGFtnVRpjnb5J7aDLPhOI7jdIIyztkCtwGXSFpF0gBJqwAXArc2u6LS9GyBxyX9GHgQGCzpgLRMZnZBe9VyHMdxyrL1p4qvAZcBU5jfw70FOLDZFZXJ2O4FfAvYm7DheL+UPAa4sXUcx2kzdbpr7ArMbDowXtKKzN/683wr6iqNsTWzx4hvG5L+ZGYf77BKjuM4TqRE7hp7EA1sS4xshdIY2yRuaB3HcbqPOoaR+x2l9CDVrbgHKcdxaLMHKWiLF6mabVp17BA7dfIWhQr7jG7oKg9S7aCUPVvHcRynuwhztgsVzb50jLZzg5nd0EK1ugY3to7jOO2mmU4tAAYMQhLDR47qmHOLMq5GljTKzKbWztl7SmVsJR1pZqclfq9gZi90UifHcZy6abJTiwqddG4RFkiVyqQAPCHpVqDSy57TqorK5NQCoNrvcdNdajmO4zj1UxlGLvLpItYC7gPOBKZJ+l9Jq7aiorK9hlRP0tectC8zGp19zDJGinRxjsznMmT+nK+Hbd0zbRyTcmXuoudCiSP5Xq7MaRybmn4Fu2XK7MW1qemNuAF8hmE52sFoekbeeo0cn5rAMqT71XxjTvZ+xKUGvpuanldXVj2N6NeI68UHWS1XZh3SvaveyYaZMpvwr9T03/OJTJkduS01/SL2zNEOJnBlj7RTOSIz/39YL/PYpaT62+nzlHHrj5k9DnxH0rHAjsABwIOS/gb8CvhtjBLXa8pmbKuX2/lSasdxnC6hrFt/zGxuHE5eBlgF2Dj+PU3SgWZ2c2/rKJuxXURaoO+2eNVvzLL6b47jOE6rKOmcLZI+THCYtBchzN7ZwKVm9qakzxK8Eo7obT1lOzOnVP3+fke0cBzHcRagzq0/XYGk+wg92CuBbcxsAUcJZvZrST9pRl2lMrZmdlLecUlD2qSK4ziOk6DOrT/dss/2HEIvNj1GJWBmH2hGRWVbjdwDSQMlfVLSb2ixb0vHcRwnncowcpEPcZ9tFzi0+GqaoZX0n2ZXVFp3jZI+BEwA9gGGApcDp5vZ3Z3Syd01Oo5DB9w1Vmih28aabRo+dkU7cHKxldjf1fe7wl2jpDfMbKmU9NfMbJlm1lWqYWRJKwD7AvsT9kfdBnwT+DHwdTN7qXPaOY7jFKTZHqQqDBjEiFGjO+JFqkxztpK+E78OTnyvsBrQdK9SpTK2hBMwAzgZuLJiXCX9oJNKOY7j1EWLPEhB57xI1Tln22m2iX8HJ74DzAVegOZvli6bsb0U2B04Ehgu6TIza/rYuuM4jlMfZdr6Y2ZbAUj6uZl9pR11luPMRMxsf0mHAnsAnwO+JekhYCnCvK0PIzuO43SIMniQqvKx/0LKMDIAZtbUraWlMrYAZjYLuBi4WNJoYL/4uU/SdWb2mY4q2ETyBsftqPT0gS++lSkzZ9jiqembc2uuHn9dYJQlcDS5u7A4lRN6pOW52YNsV3t5rgCz3AC+wJBMmRWYkZr+1rv5D4rFF+7po7wRmVpyWTKNuHh8lqE52sEIXumRNoVRuTKrpUxn3Z3jvhDgI6QPQP2RrTJlxnN7anoj7jt/xOE52sE3OaNH2hGcmpk/z13jbeyYW1dfZS4DeLccc7ZbAxVjm/VQMprsx6F0xjaJmT1DcHRxiqSPEnq7juM4TgcowzCyme2Q+J79ttdkuv/MFMTM7gDu6LQejuM4/ZEyBiKoRtIiwFwze6/ZZZfKqYWkOTmfuZJaFovQcRzHyaaTIfYk7SrpV5J+J2nbOuS+J2nj+H0bYDowvZ4yilIqYwu8CvwXOBZYD1gj8Vk9/nUcx3HaTGXrT5FPESRdIOklSQ9UpY+X9KikKZKOBjCz68zsiwQfDPnxFBdkAvBI/H4ccBTwZXr64e81ZTO2KxKcWGwE/An4FrCCmT1e+XRUO8dxnH5Kne4ai3AhMD6ZIGkgcBawPbA2sLekZPDqY+PxoixlZm9IWhzYAPiFmV0ENQI0N0CZ3TUuTQiJtB/wAWAXM3u4kzq5u0bHcSjirnHAAKNVz94Bg2BuiHc+fOSoZnmTqtmmZcauYltOLraA9zrt/TQssBT+XDM7t0el0hjgRjNbN/7+KHCimW0Xf387Zj01fm41s/RtDSlIegLYAVgXOMjMtpW0KPBcv3bXWIUxP3h8uWflHcfpX7TQg1SSdnqTqnPrzysN+kYewYKuFKcB44CvELbxLC1pNTM7p2B5PwPuid/3jX+3AJrecSuVsZU0gDB8MIFwQq4Hvm1mf+2oYo7jOE49Q8SNhthL62GbmZ0BKZula2BmZ0j6AzDbzJ6MyU8CB9VbVi1KZWyBZwm+kS8BTgTeAZC0SiWDmT3RCcUcx3H6M3Vu/XndzBoxaNNgAa8rI4HnGihnHmb2X0lLShoek97sTXlZlM3YDouf7wHfjWnJNx2j4JCypPHA6TH/eWZ2atXxfQkr0yCc/C+Z2b8bV71+NCn7mG2Rnr5phtcdgH9keOs5huNz9TiFk3ukXc92uTI7c3OPtCcZnpJzPitn/M804m2Jl3OmmJbPmCvLk8mQs+n5Mlo2va7Zb2TLDVoqXSbPG1SaJyho7Jw34g3q7+SPCP4P6WsZLspZODqBK1PTz+LATJkvc15G+k9ytIOz+HqPtD25KDP/XYzLPPYUa+XW1Vdp0z7bu4HVJa1M6HztRQiz2hBxDvgiYNVkMnXYkqKUytiaWVNWTydWtG1DeFO6W9L1ZvZQItuTwMfM7DVJ2wPnQs5/mOM4Tj/GEO+S7VK0iprDyJIuB7YEhkqaBpxgZudLOgy4mWAMLzCzB3uh9i+BG4HzgGxft02gVMa2iWwMTKkMOUu6AtgFmGdszSy5euFOwnCF4ziOk0Kzh5HNbO+M9JuAm+pUL4uVgW9YG7bllG2fbbNIW9E2Iif/F4A/pB2QdJCkyZImv/zyy01U0XGcvkTyWdFpXVrFHAYW+hB7tpJ26rDKdwFrtqOi/tqzTV3RlppR2opgbDdLOx73hp0LYZ9tsxR0HKdvkXxWSOpzz4q5qJ6tP40ukGo2fwKul3QOIWj8PMzssmZW1F+NbaEVbZLWJ4zlb29mr7ZJN8dxnBJSnuDxCSoGvzqAvAFubJPEvbfzMLO5BcRqrmiLsXKvAfYzs8eapK7jOA5I7XE4MWAQUhjIa6I3qVTqnLNtdJ9tUzGzldtVVyndNUraiLCaeH1gkUoyYXNz0a0/OxC8h1RWtJ0i6RBCIedIOg/4FPB0FJldy+OJu2t0HIci7hola4cHqSRXHrwpvXje12zTImPXsZGTrypU2ONa954GPUg1nbg7ZRwwysyulLQYwZa83cx6ytqzvQi4ATgAmNVIAWkr2pIuvszsQMjZ0Oc4juPMI7hrLLz1pyuQtCph68+KBHt4JbAtsAfw2WbWVVZjuxJwTDuWazuO4zjFKGHw+J8DVxCcJFXW5UwkODxqKmXd+nMt4e3DcRzH6QIqc7Yl2/qzMXBKXOtjAGY2AxjS7IrK2rNdBLhW0t/ouVz7c51Rqflszq2Zx/7KNqnpP+LwTJlvZvjpnlTDMdYW3NUj7YUa9+IKzOiZ2IA7RACm5Mit1iaZDLl3Z+XLLLxYel1vzMkebltq4Lup6XnnPPV8A48wJlMGYC2e6pF2O/kLd7ai51zjpeyRK7MvV6em/4rsf9cvcnFq+vEckylzckbM7x24Jkc7uInde6Stx92Z+Z+fm+0G85UBeVv2+y6GmDO35b6Rm80bBMM6z99p9JH8YrMrKquxfYiEtyfHcRyns9hc8e475ZqzJew4uUDSoQCSliMsnL2i2RWV0tia2Umd1sFxHMeZj5mYM7t0c7bHAecDlT1RLxH2136/2RWV0tgCSFqI4GZrKIll6Wb2544p5TiO018x6jG23bLP9m1gH0lfIfhJftrMWuJ3t5TGVtJmwG+AhYGlCOPuSxL8Ha+SI+o4juO0ALMBvFd8GLljc7bRYVEaLwGLVo6bWVM9gJTS2AI/BX5oZj+V9JqZLSvpeBrcc+s4jtNW2uVBKknCmxS0wKOUAeUYRn6KDF/4VTS1MWX1IPU6sIyZzY3Gdpk4rPykmXVsKaB7kHIchy71IFVNnR6lardpvbHG77JXcC/AqgM65kFKUtJGjAf2B04ixDBfBTgWuMjMLmhmvWXt2b5OGD6eATwvaW3ChuQlOqmU4zhOv8WA2TVtcscxs2cr3yV9E9jCzF6KSY9Luh/4C+DGlrBcewfCqrHzgduB9wnzuI7jOE67MeCdTitRNyvQc/pxVkxvKqU0tmb2tcT3H0u6i7BA6uaOKeU4jtOfMWB24dxdsRoZmARcJOkbhO0/KwE/BP7a7IpKaWzjmPssM3sNwMz+JmlZwttIj7i0juM4TosxwvhiMbrFg9QXCSOkTzB/0dREqkKuNoNSGlvgOkLEn9cSaSMIgd7zfQ+WiKPJ9t1xKiekpt/Jhpkym/Cv1PQ814GQ4T7wkRpzM2ulLLz4dw2ZDTIWa9yVIzcuQyavrqx6GmhTQ+cOeI3FMmWWyVhU/yCrZcqsw5TU9EZcL/6eT+TK7MhtPdLy3C5CtuvFRu7xz3NOajrA/3FIavow8lfdvkjP3SB6Lv3aAfDT7OtuP8qtqu9iwJxOK1EfZvYi8PHoonEk8GxyTreZlNXYrmFm/0kmmNl/JK3VKYUcx3H6NeWcswXAzJ6jxaOiZY3687KkBV7z4+9XM/I7juM4raQyZ1vk0w8pa8/2AuC3ko4hjLWvSohHeF5HtXIcx+mv1LdAqt9RVmN7KmEq/jRgFMFN43nATzqplOM4TiE64UGqmmZ7lHJjm0spjW0M9Puj+HEcxykXZnTag1Q1vTb+BrzdFFX6JKVy1xgdRM81s2nx92LAMcC6wB3Aj8ysY+vh3F2j4ziUxF1jNTXcN9Zu0ypjje8VfP7tqykEZ0Sd3mc7D4Vu/qrAcoT1P49bEw1k2Xq25wNnA9Pi77OALQgepT5PcOH4nc6o5jiO04+pbxi5W/bZAiBpa0KAmycJboCXAcZIOqJZYVvLZmw3AG4BkLQ4sCewuZndI+l84Cbc2DqO47SfuZR26w9hge1WZja9khAdJd0A9Etju5CZvRW/fwSYaWb3AJjZI5KGdk41x3Gcfk55F0iJEBc9yUwKDJ8XpWzG9klJW5rZRGBnwpg/AJKWx+PZOo7jdIZyr0Y+G7hL0iSCZ8Jlgc2AnzWrgrIZ2xOB6yQ9AawFbJk4tgvwzw7o1DL+Tna4x/8hYyHCyzkvYss34A4R0l0i3lJDZtsUmT/UkNk+Q79JOXJbZMg8kCOzbobM1Br6jeopl+d2EbJdL05hVKbMakxNTW/kfrie7XK0g51TYnf8hC/nynyds3qkHcn3cmVO49iM+rMDdV3Pp1PT1+T+TJlHWT81XTXWIlnKQlyle5gMXJ1T1vX5dfVZSmxszezXkm4guPutLJA6wcxeb1YdpTK2ZvY7SR8GPgTca2ZPJg4/TFiR7DiO47Sbcs/ZEg3rLa0qv1TGNvIU4YSsnUw0s793RBvHcRwnUNKebRaSfmdmuzSjrNIZWzObI2kOsAiQE5bDcRynS+kGD1LVRI9SDXuSKvEwsqS0XSwCPtisOkpnbCM/A66S9H3Cntt5k2lm9kSnlHIcxylEF3qQqtDwS0CJjS1wBPANeq4+blqHrqzG9sz4d5uqdAMGtlkXx3Ecp4NztpJWIXgTXNrM9migiPuA22KovWS5WzRBvVBWmdw1djvurtFxHErqrrFChtvG2m0aNtbYs+Dz7+e6x8yyl9cDki4APgm8ZGbrJtLHA6cTOlbnmdmpiWNXN2hsW05Ze7aO4zhON9H8YeQLCaOY8zZhSRpIcNO7DWEK8W5J15vZQ41UEP3tp/Gumb3YSJlZlNLYShoEHAp8DBhK4q3LzJrW7Xccx3EKUt8w8lBJyW7wuWZ2bjKDmU2SNKZKbmNgSmVtjqQrCD4WGjK2hN0tqcO7kt4FrgC+ZmbV3qXqZkBvC+gQPwUOBiYBHwZ+C3yAOnxYShov6VFJUyQdnXJ8LUl3SHpX0pHNUtxxHKdPUunZFvnAK2Y2NvE5N7XMnoyABby+TANGSFpO0jnAhpK+XYfWBxLsyDbAGvHvREJnbjdCRLnT6igvk1L2bIHdgY+a2TOSTjKz0yXdDPyS4GUql4JDEdOBw4Fdm618YfI8GqV4MwLgzzkyW2fIXF1jOmaPFLlra8jsliJzQw2ZnRrwcJXm3QrgyRyZldNlZr+Rr9+gpXrK5XmCgmxvULeTveJzK9Ln8i5g30yZA7g0Nf1UjsjRDo7mpz3S9sgoq8LVKXqszb9yZR5iw9T0JWe9kikzc7F0V+fK8dBkO6ena+tsGYC0uC7KKAuAG+7NLss2yq+sL1N8GHlpSedSf4i9tH9SM7NXgUPqKKfCt4DNzKxyIz4u6QFgkpmtJem/BGPca8pqbBdj/tvN25IWi4EI0v+je1JzKMLMXgJekrRjE/V2HMfpmxjwfuHcjYbYmwYLvOGOBJ7LyFuEFegZ8n5WTMfMnpC0dC/Kn0dZh5EfJkT9AZgMnCjpWODZgvKpQxGNKCLpIEmTJU1++eWXGynCcZx+QPJZ0WldWsJcwq7UIp/Ys5W0U5213A2sLmllSQsBewG98Ub9V+BCSStJGhDniM+L6UhaD3ihF+XPo1Q9W0kDzGwu8FVgTkz+OvALYEmg6JtS6lBEIzrFuYZzIWz9aaQMx3H6PslnhQYMsK7zIFUhepIC6vMm1eTg8ZIuJwSbGSppGiEwwPmSDgNuJmz9ucDMHixca08OBC4jBI2vPL8nAvtU1AC+2Ivy51EqYws8K+kS4BIz+w+Amf0X+ESd5TR7KMJxHKc4XexBKkldLwT1DSPXLs5s74z0m4CbmlTHi8DHJY0gjG4+a2bPJo5nh5iqk7INIx8CrAz8U9K9kr4a49jWS7OHIhzHcZw5BT+NDyO3itmEgfCWOZwsVc/WzH4H/E7SEGBPYD/gB5JuAS4Crjezmu9WZjY7bShC0iHx+DmSViDMBy8FzJX0NWDtZuy3chzH6XPUt8+20QVSTUXSMsAlwA4xySTdBEwws+lNravs7holrUwwugcCi5lZ+n6BNuDuGh3HoeTuGpMkXDfWbtPiY421Cz7/Jtd219gOJF1IcIz0deBxYFXCvtrpZrZ/M+sqVc+2GkkLE1YljwOGQcYGRcdxHKe1GPOXrdam0X22zWZb4IMxcDzAY5Im0LhHqkxKaWwlbQZ8DvgM8BJhGOBQM3u6o4o5juP0Z5q4GrmNVA/vzm1FJaUytpJOJAwZLwv8BtjRzP7eUaUcx3GcYKKq3UN0P7cBl0g6guAneQzwY+DWZldUKmMLbEKIWXidmXUocmIbOSNnmuTwjLn2/82R+XaGzFk1pmO+nCJ3RQ2ZvVJkJtWQ2SJDvwbcVr7GYpkiyzArNf1frJ1dD7BhysjSNfPWVaSze8YOhTw3imkuFAE+zzmZMv+X4aluXA1Pc3fRM25HngtFSHejqAtyRbAD0tN1fI7MyRkyqt9Vomp4ULSUIvPqyaur31LfMHK38DXCPtsphBYIuIUm7a1NUipja2bjO62D4ziOk0J9Ti26Ys42rjgeL2lFgu+FqWb2fCvqKpWxdRzH6RNI9TmM6BDDR+YH2lgAo55h5I7N2Ur6To3jAJjZ95tZrxtbx3GcdtNmD1KJLTytozzDyNsUyGOAG1vHcRyny6hvGLljmNlWnai3bO4aHcdxnG6kvuDx3eauseWU3oNUN+EepBzHoQs9SDVhGLlAm8YaRaMHWnd4kGonPozsOI7jNAfvu2Xiw8iO4ziO02Lc2DqO4zhOi/FhZMdxHKcJNDl6fB/DjW03892cNQnHZUyO/DJH5uAMmVtqrH3YNkXu+RoyK/aUeYZhuSKjeTE1/Y9kr9Qfz+2p6T/i8EyZb3JGanqeO0RId4m4IXfmyvyLTVLT9UT25Jatkn5u87wHZnkO1DezZQDsRykyW9eQ+XOKTIOuDaWTcmROaJpMs+kGHbqPuvb+dIUHqXbixtZxHKfNDB48uK0epOryBNUwdfVsuynqT1twY+s4jtNm1l9/ffreNsFyhv1pF25sHcdxnCbgc7Z5uLF1HMdxmkQJ/DV2CDe2juM4ThPwnm0e7q6xibi7RsdxKODasITPigLuGtcxuLxgcRv0O3eN7tTCcRzHaQJ1RSLod4EIfBjZcRzHaQK+9ScPN7aO4zhOEyhJQNsO4cbWcRzHaQK+zzYPN7aO4zhOE/DVyHm4sXUcx3GahA8jZ+HG1nEcx2kCc4FZnVaia3Fj6ziO4zQBXyCVhxtbx3Ecpwn4nG0ebmwdx3GcJuA92zzc2DqO4zhNwLf+5OHG1nEcx2kCnRtGlrQ4cDbwHjDRzC7tiCI59FvfyJLGS3pU0hRJR6ccl6Qz4vH7JW3UCT0dx3HKQV2+kWsi6QJJL0l6oCo97dm9O3C1mX0R2LkZrWk2/dLYShoInAVsD6wN7C1p7aps2wOrx89BwC/aqqTjOE6pqPRsi3wKcSEwPpmQ8+weCUyN2eb0ohEto78OI28MTDGzJwAkXQHsAjyUyLMLcLGFGIR3ShoiaUUze7796jqO43Q7z90Mxw4tmHkRSckYg+ea2bnJDGY2SdKYKrmsZ/c0gsG9jy7tRPZXYzuC+W9BEC7UuAJ5RgALGFtJBxF6vgDvVg95lJyhwCudVqJJ9KW2QN9qT19qC8ADZrZudWLVs+JBoEeeMmNm42vn6jVZz+4zgDMl7Qjc0AY96qa/Gtu0QMjWQB7i29i5AJIm96WAyH2pPX2pLdC32tOX2gKhPWnpyWeF0zCpz2Uzewv4fLuVqYeu7G63gWnAqMTvkcBzDeRxHMdx2kdpn8v91djeDawuaWVJCwF7AddX5bke+FxclbwJIdixz9c6juN0jiLP7q6kXxpbM5sNHAbcDDwMXGVmD0o6RNIhMdtNwBPAFOBXwKEFiu5rQ0R9qT19qS3Qt9rTl9oCfa89HUHS5cAdwJqSpkn6Qtazu5N6FkVhsa3jOI7jOK2iX/ZsHcdxHKeduLF1HMdxnBbjxrYB+pKrxwJtWUvSHZLelXRkJ3SshwLt2Tdek/sl/UPSBp3QsygF2rNLbMt9kiZL2qwTehahVlsS+T4iaY6kPdqpX70UuDZbSno9Xpv7JB3fCT2dLsHM/FPHBxgIPA6sAiwE/BtYuyrPDsAfCHvCNgHu6rTevWjLB4CPAKcAR3Za5ya0Z1Ngmfh9+269NnW0Zwnmr71YH3ik03o32pZEvj8TFiju0Wm9e3lttgRu7LSu/umOj/ds62eeuzAzew+ouAtLMs/Vo5ndCQyRtGK7FS1AzbaY2UtmdjfliApdpD3/MLPX4s87Cfv0upUi7XnTzCqrHBcnxfFKl1Dk/wbgK8BvgZfaqVwDFG2P4wA+jNwIWW4c683TDZRFz6LU254vEEYgupVC7ZG0m6RHgN8DB7RJt3qp2RZJI4DdgHPaqFejFL3XPirp35L+IGmd9qjmdCNubOunaa4eu4Cy6FmUwu2RtBXB2B7VUo16R1GXodea2VrArsB3W61UgxRpy8+Ao8ysK6O2VFGkPfcCK5nZBsDPgetarZTTvbixrZ++5OqxLHoWpVB7JK0PnAfsYmavtkm3Rqjr+pjZJGBVSUUjr7STIm0ZC1wh6SlgD+BsSbu2Rbv6qdkeM3vDzN6M328CBnfptXHagBvb+ulLrh5L6/osg5rtkTQauAbYz8we64CO9VCkPatJUvy+EWGxTje+QNRsi5mtbGZjzGwMcDVwqJld13ZNi1Hk2qyQuDYbE5633XhtnDbQX6P+NIyZzZZUcRc2ELjAoqvHePwcwkrKHQiuHmfRpdEoirRF0grAZGApYK6krxFWXb7RKb2zKHhtjgeWI/SaAGZbl0acKdieTxFe7N4H3gb2TCyY6hoKtqU0FGzPHsCXJM0mXJu9uvHaOO3B3TU6juM4TovxYWTHcRzHaTFubB3HcRynxbixdRzHcZwW48bWcRzHcVqMG1vHcRzHaTFubB2nhURXilMlvSlpw07r4zhOZ3Bj67QUSXtJukvSW5Jeit8PrWz2T+Q7UZLFzf+VUHhvxs/bkuYmfr8Z8zwl6RNVdb0m6WMpemwZy7+mKn2DmD6xKl2SnpD0UEpZEyW9k9RH0kczTsFpwGFmtoSZ/avgaXMcp4/hxtZpGZK+AZwO/AhYARgGHAL8D8HTUSWfgP2A6cAEADO7NBqoJQih8J6r/I5p1XVNAM4CdjSzv2So9DKwqaTlEmkTgDRPUlsQwguuIukjKccPS+pjZndk1LkS8GDaAUnuVMZx+glubJ2WIGlp4GSCy72rzWxmDDn4LzPb18zeTWTfHBgOfBXYK7q/q6eug4AfA9uZ2T9ysr5HcAa/V5QbCHwGuDQl7wTgdwRvYBPq0SeWvXDsgQ8E/i3p8Zj+lKSjJN0PvCVpkKRNFALZz4gRYrZMlLOypL9IminpVklnSvp1PLalpGlV9c7r7UsaIOloSY9LelXSVZKWjcfGxB79BEnPSHpF0jGJcgZK+k6UnSnpHkmjJJ0l6cdVdd4QPYs5jpOBG1unVXwUWJhgsGoxAbgBuDL+/mQd9XyJEOnm42Y2uUD+i4HPxe/bEXqdCziQl7QYwdXepfFT9wuAmb2b6IFvYGarJg7vDewIDCH09n8PfA9YFjgS+K2k5WPey4B7gKGEdtZj+A8nRAL6GOFl5jVC7z/JZsCawMeB4yV9MKZ/Peq5A8FV5wEE16MXAXtLGgCg4Fj/48DldejlOP0ON7ZOqxgKvGJmsysJid7b25K2iGmLAZ8GLjOz9wkO6OsxKNsQgsD/p0jm2PNdVtKaBKN7cUq23YF3gVuAGwk+xHesynNGbMsMSffWoS/AGWY21czeBj4L3GRmN5nZXDO7leCLegeFoAkfAY6LxnsS4aWkKAcDx5jZtDiScCKwR9Xw9Ulm9raZ/Rv4N7BBTD8QONbMHo0jEv82s1fN7J/A6wQDC2GUYKKZvVjnOXCcfoUbW6dVvAoMTT7YzWxTMxsSj1Xuvd2A2YThWgg9ye0TPbtaHAKsAZxXvegqh0uAw4CtgGtTjk8ArjKz2dFIXUPPF4DDzWxI/GxUsN4KyaDjKwGfThjuGYTe5orE3qiZvZXI/3Qd9awEXJso92FgDqE3XeGFxPdZQKU3Pgp4PKPciwgvCcS/l9Shk+P0S3yBhtMq7iD0DncBfpuTbwLhAf9MtJUCBhOGMM8oUM9LhF7WX4CzCcPKtbiEEJHpYjOblbTRkkYCWwMbS/pUTF4MWETSUDN7pUD5tUhG/5gKXGJmX6zOJGklYBlJiycM7uiE/FtRt0r+gUDyJWUqcICZ/T2l7DE1dJwKrAo8kHLs18ADkjYAPogHRXecmnjP1mkJZjYDOIkQym4PSUvEBTsfAhYHkDSCYCg/CXwofjYAfkAdQ8lm9hzBQI6X9NMC+Z8kzGMek3J4P8Lq5DUTOq1BCBa+d1Gd6uDXwE6StouLkhaJC59GmtnThCHlkyQtJGkzYKeE7GOEl4AdJQ0GjiXMk1c4BzglGm0kLS9pl4J6nQd8V9LqcRvU+pVV3GY2jRDP9RLgt3E43HGcHNzYOi3DzH5IWGjzLUIP9EXgl8BRwD8Ihu0+M7vFzF6ofAg92vUlrVtHXVMJBncPSf9bIP/fopGuZgJwdlKfqNM5NLAquYAeUwm9/+8QtiZNBb7J/P/NfYBxhG1RJ5CYYzaz14FDCYbxWUJPN7k6+XRCQPNbJM0kzG2PK6jaT4CrCPPWbwDnA4smjl8ErIcPITtOITyereOUCEknAquZ2Wdr5W2xHlsQeuVjzGxuJ3VxnDLgPVvHceoiDll/FTjPDa3jFMONreM4hYn7cGcQVkv/rKPKOE6J8GFkx3Ecx2kx3rN1HMdxnBbjxtZxHMdxWowbW8dxHMdpMW5sHcdxHKfFuLF1HMdxnBbz/6eSTSEcCQ3QAAAAAElFTkSuQmCC\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# fitler for MAF then by depth >= 30 - final correlation lower than just depth alone\n", "compare_sweetgraphs(before=newsnps,\n", " after=filter_snps(filter_snps(newsnps, col='MAF', byval=0.05, filtergatk=True),\n", " col='.DP', byval=30),\n", " doingwhat='fitlering for MAF >= 0.05 then by DP >= 30')\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 155257\n", "# Correlation decreased :(\n", "# 0.97756 0.93732 \n", "\n", "# DF starting = 636031\n", "# DF ending = 587704\n", "# Correlation decreased :(\n", "# 0.94831 0.92296 \n", "\n", "# JP starting = 150474\n", "# JP ending = 150140\n", "# Correlation increased!!!\n", "# 0.93732 0.93736 \n", "\n", "# DF starting = 583564\n", "# DF ending = 531535\n", "# Correlation increased!!!\n", "# 0.92296 0.92494 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### z-score\n", "\n", "While the correlation decreased (and not by much), some of the major-discrepancy SNPs drop out (those SNPs with low MAF by one method but high MAF by another method - see top L and bottom R corners in figures below)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# from 003_testdata_validate_gatk_megaSNPs.ipynb\n", "def get_z_scores(df):\n", " \"\"\"Use read ratio statistics to calculate z-scores.\"\"\"\n", " from scipy.stats import binom\n", " # modified from https://datadryad.org/resource/doi:10.5061/dryad.cm08m : HDplot_python.py\n", " #SUM READ COUNTS PER LOCUS\n", " df['HET-TOTAL_AD'] = df['HET_REF_AD'] + df['HET_ALT_AD']\n", " #CALCULATE HETEROZYGOSITY perc\n", " df['hetPerc'] = [df.loc[row,'num_hets']/df.loc[row,'num_samples'] for row in df.index]\n", " #CALCULATE EXPECTED STANDARD DEVIATION BASED ON BINOMIAL DISTRIBUTION\n", " df['std'] = binom(n = df['HET-TOTAL_AD'], p = .5).std()\n", " #CALCULATE Z-SCORE BASED ON STANDARD DEVIATION\n", " df['z'] = (df['HET_REF_AD'] - (df['HET-TOTAL_AD']/2))/ df['std']\n", " # (mine) add in MAF so I don't have to use a dict\n", " df['MAF'] = [1-round(float(af),3) if round(float(af),3) > 0.5 else round(float(af),3) for af in df['AF']]\n", " return df" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 13/13 [00:15<00:00, 1.20s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "DF\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 13/13 [00:51<00:00, 3.96s/it]\n" ] } ], "source": [ "# add in the z-score information to the newsnps dict\n", "for sp in ['JP', 'DF']:\n", " print(sp)\n", " adfile = f'/data/home/lindb/methods_paper_analysis/003_testdata_validate_megaSNPs/full-AD_depths-{sp}_revision.txt'\n", " df = get_z_scores(pd.read_table(adfile))\n", " df.index = df['locus_ID'].tolist()\n", " interloci = list(set(df.index).intersection(newsnps['varscan'][sp].index.tolist()))\n", " for col in nb(list(df.columns)[4:-1]):\n", " newsnps['varscan'][sp].loc[interloci, col] = df.loc[interloci, col]\n", " newsnps['varscan'][sp]['abs(z)'] = abs(newsnps['varscan'][sp]['z'])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mSaved to: \u001b[0m /data/home/lindb/methods_paper_analysis/002_testdata_compare_AFs/figures_revision/megaSNP-filtered_AFdiff-vs-abs_z_score_JP.pdf\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# it loos like ther are some high Z that will skew rawAFdiff, look more closely at raw z next\n", "for sp in ['JP','DF']:\n", " loci = newsnps['varscan'][sp][newsnps['varscan'][sp]['abs(z)'] == newsnps['varscan'][sp]['abs(z)']].index.tolist()\n", " plot_rawAFdiff(newsnps['gatk'][sp].loc[loci,:], newsnps['varscan'][sp].loc[loci,:],\n", " y='abs(z)', replace='Read Ratio Deviation ',\n", " saveloc=op.join(figdir, f'megaSNP-filtered_AFdiff-vs-abs_z_score_{sp}.pdf'))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mSaved to: \u001b[0m /data/home/lindb/methods_paper_analysis/002_testdata_compare_AFs/figures_revision/megaSNP-filtered_AFdiff-vs-z_score_JP.pdf\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# raw z better shows how high z will result in larger rawAFdiff skews\n", "for sp in ['JP','DF']:\n", " loci = newsnps['varscan'][sp][newsnps['varscan'][sp]['z'] == newsnps['varscan'][sp]['z']].index.tolist()\n", " plot_rawAFdiff(newsnps['gatk'][sp].loc[loci,:], newsnps['varscan'][sp].loc[loci,:], y='z',\n", " replace='Read Ratio Deviation ',\n", " saveloc=op.join(figdir, f'megaSNP-filtered_AFdiff-vs-z_score_{sp}.pdf'))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# baseline-filtered_congruence_MAF-spectrum_" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 217955\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.97756 0.96858 \n", "\n", "DF starting = 636031\n", "DF ending = 566657\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.94831 0.94346 \n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare before/after fitlering for abs(z) <= 10 - correlation goes down but not by much, corners drop out\n", "compare_sweetgraphs(before=newsnps,\n", " after=filter_snps(newsnps, col='abs(z)', greaterthan=False, byval=10),\n", " doingwhat='fitlering for abs(z) <= 10',\n", " snsbin_cushion=-1,\n", " saveloc=op.join(figdir, 'megaSNP-filtered_congruence_MAF-spectrum_after-removing-abs-z-score.pdf'))\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 213421\n", "# Correlation decreased :(\n", "# 0.97756 0.97594 \n", "\n", "# DF starting = 636031\n", "# DF ending = 523927\n", "# Correlation decreased :(\n", "# 0.94831 0.9449 " ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "special filter\n", "JP ending = 224406\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.97756 0.96388 \n", "\n", "DF starting = 636031\n", "special filter\n", "DF ending = 608766\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.94831 0.93586 \n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare before/after fitlering for 30 <= abs(z) >= 40 - correlation goes down but not by much\n", "# 30 <= abs(z) >= 40 becase @ >50, rawAFdiff is 0\n", "compare_sweetgraphs(before=newsnps,\n", " after=filter_snps(newsnps, col='abs(z)', greaterthan=True, byval=30, byval2=40),\n", " snsbin_cushion=-1,\n", " doingwhat='fitlering for 30 <= abs(z) >= 40')\n", "# original submission\n", "# JP starting = 248700\n", "# special filter\n", "# JP ending = 246626\n", "# Correlation decreased :(\n", "# 0.97756 0.9769 \n", "\n", "# DF starting = 636031\n", "# special filter\n", "# DF ending = 629894\n", "# Correlation decreased :(\n", "# 0.94831 0.94617 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### H (hetPerc)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mSaved to: \u001b[0m /data/home/lindb/methods_paper_analysis/002_testdata_compare_AFs/figures_revision/megaSNP-filtered_AFdiff-vs-hetPerc_JP.pdf\n" ] }, { "data": { "image/png": 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\n", 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BH+737zjOMGDNxq2cf2NhMoyqBPkoOi6KUYhrkYYxbsAcZwCUj77y+gsK6532MHL0GIaalFSdLsRJInIpcJOq3jRYfWo1bsAqUKiKYIRaub7v/hWbg6Tjt0/Nl7R9+6K8PKnnGQBOHL0gqxtHiCPazfjkjp6+EIAx03MXWHI/AkyNbbcY4dkkEDyZdVldErgdbfyBdv+Y6GKzQrj59fL+2P3bStSAA8mlN8Eo3SbBXOvaG8fmPudMbkPI3YRW7Dgdv8ooAT8cXYThHsK9WeHe5IL83ZOvzOr2m5ULLI8ZvTU1zFkY/xWsWO/1cTuPYpb0VtjRF3cdtpeXXtzM43/4DRDWhI0YUbtWbqeqb9TpQnxeVT80aJ1pE27AHKfJFI2+0kjN5aLag+7YxrZ1K9i4ajlnvu14jjzyyDqO7kz1DXchugGri2o/PjIu7l9uKg/szYrPnxr233DJO/L9MWhgjzOezKpu5M0AHMGSrK6H/DwjY8DHVvIUIykYxAYupKCJ7eZjtiOwdPwerMzqUls7crLHp5GT7c8y9ovnWZXVpZHRypIcKjm38ToApplj0n2NMSPG2zipTx9tkEdKYWMDO5atDf3hirzfy2y0TRrAXWk6dFDcPmTq0sd0vanb3JuXx/bEumruwvlV9juDzehxE9j/xHfw7KOLOPLIwzpuPqsRPIjD799xHKcrGQHGAT88cQPWRIqXxfcU1Jm3fVafguGggrqhwSeadqYC105Skf9clUPPqPESV9kXPQUNfH6r00lq9J06n9Uow/0HfLjfv+M4w4Bcjb4z57MawefA3IA5jjMMGIpq9D4H5vfvOM4woD8ljk5U2agFl5JyA9YwckQsLMkj0Eav+TgAW1fnOYP/4oBfZeWpcS3XSCMbldY8HU/ffy4bMWhlmNJ6qu1mTVaKzNuPZX2O2cgEU7e9T9mu83ounme2Oc8DHNKnb5sK/nXsOrAUmWj7aOWgtsQIyDEmanJ17MdWs74tXTutlwN4am0ecbj1u+G93ucjefjgE7fHucP8NPBNU05L8040dVl0oQ1N9PVbQ4VKShydqrJRC+5CdAPmOM4wYCgqcdTpQnQljuFOyQLVw/3JfDggckHpZ73ErvnK13dlgs8u3Ou0iDpHYK7E4RiWxu1P8x+p3aYENfpDpuTuwGlmAe70KC9/CA9mdcmteLhZtJzklXq2PF546VHbdwAw2qjIy9pYMGrzGl1oYlXriz5xo1a/fsboPrtf+fx9WXnNlPHxkNw1uCbKONmF1YfwAABPMz2rs1JSycU43shGJbkoKy81j+CC/WVc0Azwhim3ZuWlH5nd59ozTlgBwJJNh2d1G882kvJpnfRD5sYv6gnbr+EMQayUlGXDisf44x9zt3o3zYf5HJgbMMdxhgFJSqqcsWPHcv2yHfz3E3/quvkwnwNzA1YX1iWUuYouzutWfGrfsGXf/KDP5MVJbwtivseN/l1WlwItrIDtgTwCwG5jcgFfGyCRjpk6LhfcXTdlMlAqJZXOOWaKTe6Vk4IqZpjEYymIwwZXZAuDzTE2wKQ3Lu61I6fN8dlwbIGAb6VjlsZRWRq9Aaxj15L25cdkgr295qt8WdyenVexwJTT6HmeOeaSVCiVfVLtKdM27Lu/9LW7DTuRJCU11BjuP+DD/f4dp1+kilZPMm5uuDqbWtTou02lY4TA2DHV2wHFCXGHAG7ABooV7s0m+M1T+gs9WfH5/w4ZgH9+1OlZ3R4HBBFfm74kCdxagVqbTiWNfmwW5zTysuHmKbTezsPZuaskkDu+JH1J+MXeYELvbSh8Eg22+1N/7D2kuS8772Xnw9Kcnz13Oo8dqaXR5oqb81Hthnn5tSftGd6X53tNduU08lqUV7G3KacRmP3sZqdCT992JVxZVOl0OLWp0XeXSocI7NQ3u9Gwwg1YHVRKXug4iczdWCFy0Udq7WFIqtELjBrmv+DD/PabQElSw/l95kTktIJjzEP8qk8FEd+RJ+Sjqe9sej8Ax4+7PauzI540orLzVEWJMdPoxia+tKlKUr1Nl5LmzeycnCWN0Ox57Aiv/No29Ymd21oWhzx2xJjm4jaULLwO59nntHyh8mYzB5alYDkhT0ez6pEojHyc6dCtpjyvT3dzI3OqMTDZqM3U3dJrDvLRmNM+BNhpmP+CD/Pbbz7yCWpXOXccpyWkObDysHnortD5EkZQqjYzDHEDVgd2dCVpDnhsXsc5fY8Z/d31WXnbS2E0ceK0BVldSgw5meeyutnjgoyTlX2yUX9FFI2CEnZUViQBZUdJaWT1nKlL67wgHzHZSMCV7BH35fNd6Tp2Hs/O2aW5uCXka7XSPJ6NOFy5NZ57dH5um9zykbUhO+XW5bl8FzfEbX4LlLx9KUGlneMaG0dZCyqlxUn0mHI/7sAlFxh3obsN202aA7Nh89DdUlKu5jvsb99x+mIjD/s3Zk63MFTD6If7L/gwv/3GSU/XpWuE4pO2EY7d+nf5yODo40IYrx0tpXkfO+c0No5y7NyUPSaNzGwEn13/lUgqH3Y0VRS5aCMT0/yTvXaKPIQ8QtAqX+wahzd27ioJ8lpR4Ic50OwPx9t5sbQ/jUoBtowO7dZsykeBk8ety8q7TQmjyxWPmhHYZPrykCmnKMWP9vZtZ0fUDeBBGp1JuRJHCqXvttD5EgTwKETHcSqRRmNFI7HSh5cc1fP67HPD1l6sEkdpKH13hc6XMALowqm7ZuIGbICUqnP0hsKve/IGZsopjXhWRs0/yEdTB/BwVpeiC61+hk1FktaE2ZFR0hG0dWluy85N2bQsKX2JHZUVYY9Jo0M7Ylwd58ieKxj62FGZnWubwx8AuJU3ZHX7xpHXjVvfnNXNHh1GcGPG5SPMh1cekJWnTovze7uai/bGbaUH63UV6sGkVWHAozGnc7AuxKEUSt+uEZiIHAx8FJgK/FJV/6Md/XADVoVqT9K+NsxxnLbQ5CAOEbkceBOwSlUPM/WnAF8nmMvLVPVCVX0QOEdERgD/1bxe1IcbsCbTRzvvgtzg3XVDyKA44m9yefi504LSux3RpDVSr+S3/V5rWS4fkc2l2dFdwkYw2hFR0le0EZBboo7jWLM+y667ShTNudnRX4o+tGvV7HzXI3G+y953mgOzWpEPc0CfdjuezyX3M32SP5iOpGjQO02dEaPPog/tCGtzgYrK5oL5TUuKXNzc15XoLsPOws6BdbMCfQlCs8PorwAuBq7KLiEykjCrfzJBu+ZeEblRVR8QkdOBT8VjGkJEdgZ2qGrfH5QaGNHohR3HcbqFNAdmQ+nPv/FPfOxbN3Dvvfe2u3uNkUZgtfzBVBFZaP765AZT1duBtWXVxwJLVfWxaGSuBd4S29+oqq8E3lNzl0U+LyLHxvLJ8XprReT1Nd+3wUdgTaaa+Ksz9HGB385jSIbR1+dCXK2qcxu4yl5gXCthFHaciMwD3k4YA95cx/nmA/8Wy/8MfBJYD3wB+Hm9nWuZASvyo5btnwR8F5gV+/VlVf1Oq/rXFJJLaqz54brb7H9F2Oz4z9wFtvJzYaHu42aBbApLt4t8bcqTFHRhFygn16GVZkrYAJAiiSgb5JECRGwYvXUDptB9e+0UnGEXXqeUMMkFCKVLAVIYvT0miRhbMd+5BBfrQo7O6kZPzReHHz4liALf1/Oq/IZ2jkEnc83Xe0FezER+Z5u6vc/r225zaeqUclJkYrao3elY+ktouWXL/m3oURNozULmom+3quoCSv9bamWiqq4XkV2AI4HXquo2Ebmokc61xID150c1zf4OeEBV3ywiuwMPi8g1jfpGHcdxEpUSWm7fsKagdZdQ3xzYJBG5FLhJVW+q4yrLwcjpBIXQpyu0rYU1InIQIUb4nmi8Gk4s3aoRWOZHBRCR5Ee1BkyBCSIiwHiCb3Rb+YlaTTU3ULl4b/0cVLZtL7MaOOaIpveiClPsizjyssK96Wttb+YqGqCnplbuKux8KrkQn310EWPGdKmgYH0jsOdVtc+8Vw3cC+wvIvsCfwbeCby7gfMkLoLoVsnnzk4AHmzkZK0yYIV+1LI2FwM3Eqz7BOAMVd1RfqI4+fghgFmzGvm5HTzkE7HQk9eNfm/u7jp+yh1xd29Wl1x+tu447gFyjUEojfBLLj/rktttbYgoFDsFG9eIbMs9coyyz05Fn/4uBXXmMULj/g2TciWOcS+EQfKGifmDVHIrbiqIYARYFrMvF60ns+vF0nuwykRXWpdockXa6Mt0fO/anrydVepID91WC/FTcTvP1JnIRS0wgHm0af9ZmrN50c21L262kaxuIBvD/laMmTClSusupMlKHCLyfcJ/wFQRWQ6cp6rfFpFzCfkcRgKXq+r9jV5DVb8hIrcA21T18Vj9OPDXjZyvVQas0I9a9voNhNmJ1wL7Ab8QkTtUdX3JQaqXApcCzJ07t/wcjuM4QOlvxdjJe+iQlJKq/Re8qgtRVd9Vof5m6gvUqIiIPKiqB5ed/xERWQJm0r9GWmXAavGjvh+4UFUVWCoijxP8ar+jgylZyPzxnnZ1w3GcfhiSUlL1zYE16kJsNnvXWd8vrTJgtfhRnwReB9whItOAA4HHWtS/5nBb3J6UV239fO666v1qD5DLKEG+SNiK4yYX2dR8mW6JWy1FKdrIxdVTgitu85TcZZciBe2xoydagaqAXdycog/tMdZVma5pFzevmxja2sSZ6X6sUHBvXCRdjd/yyqycoi+XRpcjwFMr82ehHV+KPs38rcpdf5NNnXUXpnQqRbJRCxpRoL+yXzdffr7aXYHuNmwuQ1JKqovSqYjIp2NxlCknZlM6xVQzLbn9GGnSx48qIufE/ZcA/wJcEYeSAnxSVVdXPGkbcIHW4Yl/7t1Pf0oc0KVqHE12IQ4yJ8ftTqYMsAN4BvhAIydtmf0u8qNGw5XKTwMNrcZuJyVJLlM43m2mgRmNPb4ytL1h2tuyujO4DigdvaTRj5V4smu10qjGivAmWai0BdjAeABGG1lgKyu1MY687GgqrfOyo67VZl3WDFaUnBuK07+kpJQ2oaUN2LiN1wFwVLYoK5ensmvetsSR3BO3myjNyXlxxCeDLNeOlSb65Ia+7UpGaElq6raevG5Jr2lg6vvBDVn3YF2IQyqp5eBHITYFVT0RQET+XVU/3KzzdskAtDNxxYWhjQs1Dx2GpBLHCJqthTjoJOMlIhPAzF2QDWLqwg1YE9HFYSt2YZR58t/x/jhKMOPQXxEEfq3QbQoxtyoVdn+aS+rh8azuaaYD+QgJ8lGbVeewc1Lp/PbcaT7Mhr8nhQzIR2g2mWa6jk1YmUZbNvzfXjuNPB/kkKxuRsH6yDRS2++EPHJ32ZP5dXb0xvfUTO2N/4fwpm9cYuLg55iTXha3dtTlqVOcbqOL5sASIvIKwqrM/Ww1ISq97kUBXXb7juM49VNJSgq6XE6q9p/8ds+BJS4FfkJ4jHyhStuquAGrg1pdhWkkVplDC8onFrRraG3fgJhavUlFXlW9SXOYVaGcEe+ifKl84oS4vaqn38vk85vuIu52KklJQRfLSdWXkblTwuj3Bf4+LpcaMG7AmkiuuNCbV17bkxUnve0ZAE4fnT8A7UfIOHw4udVL7rfZcZ+ts0x9Kg/YyFxoz5sG6fnmRfq2g2L/+aSCOvtPMrJv3ZYojDHSKHZsGRMy9awYk6tm2ECV5PK0gR9p+cAY08nbCRPra4xptYEo93BsPCaXzExBJ0/cbAI/7Nt3T9x+rTevO7wnbG24/eb+1TBcLaN76G8OrGvlpLrQhUj47zsQeKgZJ+u+23ccx6mTai7EFFbfdeH0TZSSahG/BG4UkUsI4fMZqvq9ek/mBqxBytcGAaVpVBzH6Rj6cyGmsPrv/OaG7gqn7651YInkxiwPpVfADVhb2XwBquchcmVe99PcqG0+OfgYl07JE1EVrX3aGl1t1lVmlTGSK27bzDwKcdz2EAm4fWT+SDZ6S3DFbR+Vf8xbR+aKH0XnTv2xUYY2IjHl6rIuzRRduNFExaaIxLEmAtLufy5e065v+2/eCuRKI5C7Fe97pMIMW8r91Wu+yovi9qO9eZ2NMtxc8PCxpMgNWC0TgT+wdAu1hNGPHLVTi3rTJLpQSkpVa5PjqRE3YHVQOOpyhgxSnhcmzYfZxJclC54LlOfN2rGBp9pxnH7ozjmwpjLMb39g1PQEfnVu9LYuCu3vOjuPOLwrRh9e/d4zs7o5UxYBpeu35pnkp0ln8GgW5teJAyYb+LFuzGQADuDhrM6qd4zeHkZb+z2/PKtLaVLsSK40a/LKkmMBekf2ADDBjCLTSM5qPNrzJE1FOyo7gZBuxo7+9khr0PLEziXn2URI4fLAmHw92ewTwnvwyCnGIuXyk/BCQfblRThDmKI5sKRIn+g6ZfouMWAi8g+q+uVYLtdBzFDVL9Z77i64fcdxnIFRPgdWqkif6DJl+ibnAxtEXgt8OZZPrtBGATdgrcaFXh2n8ymfAxsSivRCPevA2oaqnmbKRQteG8YNWB3UbpxMht6v9+TlOJcy4uh8Aforp/0WgBONPysFb1iJJysblYI8erb3ZnUbRgZX3ITtG/rWbcnrbEDHupGTQ2HSuj51VgDYllNAx6aReWBHEtzdYtyFuSRVnqV5hcmkbGWnsmvHwA7rInwgSk3ZQBMrSfXEPWGt1+j987ynj3wjug6Nh5Wre0uupdqDnGsqUmBHWSRpeWqVkgAdoDzQw+e9OpNyF2KRIn2ia0LpuzMKEYCYMmsm8JSqrqzWvhJuwBqkUkBHqJ9fuM/pHGRc9TZQf+DOYC5u9gCRxil3IZYr0ie6Spm+PhdiR0QhisiuwNVAGpWpiNwMzFfVtfWezw1YE0g/VPmPl3lK/5T5EYtpPHbsnaf+GDMtBDs8YERtU8JLm2hymQmFS4kq14zM05yksPZsVGXqxmzZkdWNWpsHX4yZFAIkxhj1jq3Tw5BjwqZc5WPLGBN6H/9hbPBFGhFa4d4VmapGfr39TIBJGkXZe8yTV+b3mkaeNqDFjtCeWBNGYGOPyvdvPS4mEe3Nu82pPXl5QdzOM/sXxM+pJOKw2Hi5m7j7GJJq9F3iQizja3F7ELCMIOr7ZeCrwPvqPZkbsDqoPOrqbW1HnLZSPsryz99pC90TxGF5PXCwqqbH5kdEZD6Y+ZI6cAM2ACr+eNl5FKuLeFwPAKP3zudr0pzSSSYLZgodt0kl7agjhZnbOaeUWscufp6wPiwSTrqEANtH7aAPRitx6tI48jKaiCO35aOoCbE8ZkpeNz6O9GzyyhS6bzUMnzZzYGkB81azEjMlwVxjEmime1y4aW5Wt3Fpfs7pp4UR2oqzzPrI1NRqHZalS9FNtQTg9K9/WMz8QXPvuduwcfqTkrKkubGumAfrkjD6AsqFfAt+lGqjO2/fcQaInFZQN45St+ItxYEdJcfUMPpy0d/205+UlGXs2LF8+/ZHOfLIezt/Hqw7DdhtwNUi8nGCk78H+Arwi0ZO1n2332mUSBSlrXlKP9z8YH0hbLZeOTGruuu8EFW67rjJ+SFRmX6B+TU9LpNQz+eS7KgszRXZRcDrJo4HSlXr18/IR20TV8VRlPkWrJ8V9o/Zko+wRpsR2tb4UGqvszmOIm3iSxs1WN5He4yd+0v3ZUeRmRSVCbrYekTfUdsBV+Vq/r1rQ93W8T35QXauPulgn2k+m+v7dLeYsedlkYkeVNE91DMH9uyjiwa3M82iPimpTuFjBM3DpeQjsZ8DZzdyMjdgA0DkAhfwHYbkIyqPNu0Wtm/dUrNh6hpFji4Mo4+RhqeIyHTyMPrqQ+MKuAGrA+v+yX7ENvedRykJ0Z7T9zyTLsuzCLxj9A+B0ii7V/LbPnX7FeQGm/VsPuIh5eKyOU5H9q2b+Hw+skpTTbqL2Z+iFE2qMS3IEbbbWtNgSupCPipLkZI2yrCXfJ4q3YMVCk6jutEmcvF3MSulzRv2y5vfmF97775948G4XWDqFplyOqZsbRgAt9gXfeezSufArqzJJehuw/az2/jRnH96rUapSxQ56jNgHRFGDyAi44HXEP4TnxKRm1W1b8LDGnAD5jjOkGfcuHGdP6fVCF0WhSgic4GbCRMuTxJyqv+7iJymqgv7PbgAN2AN0t9Tdbl6Q1/2NOW/a7wTuzd+qEWKKncv3p+53M0ocyqV2avKtU+psr+QggCMEpKG7xnVTtRT96V9NOV0DCPoxnVg3wK+oqpfShUi8o/AfwB1D3vdgDVIUWRZn3QcUDo1eVnc/mRbVnXsrOAuPJ7bs7qjor8ruRIBdtu+JitPfDq62B4kJ8VzWBdiWmlhgjBKvvCp/oWC/bZuCn0xbsdMacrWpWPsN2yPvLj6sBBgYl2RT08JPs1VpmEKBrEh+DZAJOUVe9AEg6xkGlAaIGJZ8Uh0Zdr35Ya4LQrmsClUSoJ2Ur2Vl8rnxTywo3PYtGkTd9xxR13HdEUofZeNwICDCVGHlq8C/9zIydyAOY4z5FmzcSvn3/in6g0jXSEp1Z1h9IsIETKLTN3hNJjQqPtufxBxZXnHGZqMHD2G3fef0+5uNJfudCH+HPiJiFwGPEHw438AuFRE3p0aqer3ajmZG7AGKTJuurigoUE+Gg1kb37sylnBXbbZTCqlyDyr2D5uZD6xttvM4E6cMTNPIJlUN0blnsYc6w60n/jTBfu30JeitSa7FOyf1rdu9czx5tT5iZLaxq1TDs/qVpNciPmJkutwCXm7hzfl78vGhXEGbik5KT+nrQP0qrCVObHCqqRklKrNh8+5p6Adpt4fdDqdWpU4ElatvpNdidp9LsQPAC9RugZlW6xPKGGtWFXcgNVB0QitqhLD4T2D1h+nPuSsBo4ZR5+lEpbwHehf9NeVONpPrUociaRW/53f3NCxrkQV2N5lv+Cqum/1VrXTZbc/uAz6j8upfVPZPzE5qKk/fES+ziutnZpBPsI6nnwCOq2TsmoYI1NciH1QrPbp7lZQNytu7airYARm14Zt2iVoLW4dkzdMfbPBF3bN1wbCyMyqbqT9dh1YUri368l6xvVm5YUnHA3A7BPy9++Xn4jrxGyA5zdNeV7cLujJ64pGY75IfcjQqBr9yFE7DUJvmkQXGrBmM8xv33EcpzvZMULYMqZWA7u1I5Q4mo0bsDoonPcyodKFofXWxbh3bPuGvGr6EUEfcKUJHX93dP/O5Mmsbi73ZeVdn42iizaPaQqjNwIZ2adr08QV+czXm3KaA7Mh5gXfEjF1u4wJYtK7zNhsKsNmt10eyarWTcmzMyflejuySuWk0gG51uFI8qUH69g1K69YG0Z4T6w+KL/2x0LbEWPyCb0dq82k3YK4tbm/lvbEgtU6rM31V23k7m7D9lPvHFii09Xpt4+seRKsY5Q4mokbsCrUkpHXf6CGFoXr+fprXyV61efA2k+9c2CJTlanV6RkGmE4UpMBE5E5wBpVfcrUzQJ2VdU/DlLfupACcVebCTjxit6suOLwMKe54e58JPK1cR8DSjMcH2WWSczYPcyNHb97Pi+WdBOnb8nnzUZtDyOjMTYy0Y7G0ijLPlgWLUA2kotZyi8brRjn0raYQU7K4rxhpM3cnCvhp8XI9h/QjrwS+8VQQqsLudR07oApIe/Y9il53bK1+4Xr3Z2r/vMpc9JXxO2Fpi5Njyzq0wVnCDCQjMydqk6vSIn+aKciIveq6jGxfJ6qVh8V1EitI7DvAqeX1e0EXE0u3OM4jtOR1OJCHDduHCNG9BVW61R1ekVKEsJ2MPuLiKiqAn8PtNyAzVLVx2yFqi4TkZ5mdaSbKUqvkbmhitTSnSFBLe7l/o5xd2LrqOZC3LhqOWe+7XiOPPLIgr2dqU7fRS7Ee4DbReRBYOcYTNKHRuboajVgy0Xk5ar6+1QhIi8HE+ddBRE5Bfg6IYzgMlW9sKDNPOAiwuhutaq+ptbzDxaVfmTy4Iwr++60a7+Wm/p0xyZ8e/zdqwGYNi6PyEjuwjdwa1Z3NLlQ88wtwbU47oU8E7ckN9/z9MW6DbcVlLebuvRAZ4+xi5afoi/xWzTGXHvMLiEUfsyk3H+5clweqJJC5VM4PeRuQhtafwfHx3a5K/JhDsjKqe2SrflC58x1aIM0fmbKSe/Qru+6Om4bDJ2vJcijEYPnNIdqLsRnH13EkUce1nHzXNXoEgP2TuAc4GXxddPWJtRqwL4G/FhE/g1YBuwH/ANZjuH+EZGRhJU4JxN+0u8VkRtV9QHTZjJBqfgUVX1SRPYoPJnjOI7TNXNgqvoc8K8AIjJNVd/frHNLcEvW0FDkfwEfJGbRJIyiakrELiJ/AZyvqm+Ir/8JQFX/1bT5W2CGqn621s7PnTtXFy6sO4WM4zhDi8KMQJaxk/fQI971jxX3b1jxGH970iEVXIiltCikvuo9HTp3Z/3+wn1qOtmR8sh9qjp3wL1qEiIyjTwj88pq7StRdQQWR0+/BN6gqv+vwevsRanzaTnEVLs5BwA7icgCYALwddWkXlfSnw8BHwKYNWtW+e6aKZeAqpT6oh6B30K34qmm/S1x/0/za00/LawDs+7COfwBgCNYktUdu+WerLzL+ug6zHfn7sBHTV1a32WjEF8oKFu3Y/pGVFoHlq5j3YqzyvZBHtlo280oKJtAwS1Hhe3qcblEyDJCROHSEn8gffZb3ci0pm7RpqOyuo1LTNay9H5ca060KG5t6hTC96L0u+KpU7oF+1sxasy4fufAknTUfz/Rv2J9J6nUd9EcWEb0tH2XPKufisjNwHxVXVvxwApUNWCqul1E9qWGJ4J+KDq2fOg3CjgaeB0wFrhLRO5W1UdKDlK9FLgUwghsAH1yHGcIY38rJu65jzYaRt+pKHSFC7GMi+L2IPLpqC8TcoK9r96T1ToHdgFwiYicRxg9ZYZDVXdUPCpnOfkKIgixeeUBIMsJgRsvAC+IyO3AkcAjdBBFE/EeTTZ0CZ93wfq+wnaBdn8fPC1QXxpV4iink1TqlRHdEkZveT1wsKomv88jIjIfeKCfYypSqwFLuYTPNHVCMGS1PALcS1gLsC/wZ0JUyrvL2vwYuFhERgGjCS7Gr9XYv7qp1eVj//lrjyKbn52/5Jgz47nMotoVz4SFzFfseU5W9/rTbgSgl1y4eemY3IU2e/ewuPfg1+af+bS14fsg1mWXsIuOi1yIluTas25Fm5E5ncv+3yRhX/ttil5Am+4hZVyGPJ3KFrO4Od2vzbicFj9bF+Iao0J8a9Tlsougly0+NBRsxmrr+VsQt2UCvuEz68le55/dlSaSkAIKIlGdjqJRJY5yOk2lvttciJFyz1ktg6BCajVgA5LAV9VtInIucCvB4F2uqveLyDlx/yWq+qCI/AxYTLihy1S19hSqbaQopUrVNCtOx9HfA4p/nt3NQJQ4iugElfp2zoGJyFuBNwJ7AN9U1Z/XeOhtwNUi8nGgl/DE+BXgF430oyYDpqpPAIjICGCaqtb9KKOqNwM3l9VdUvb6/wL/t95zt4oiV0zxBL9xOdl1RYvi1gYKHNoDwGHH3ZtVJQkpm07lOPIgjgM3Ba/qmFzrN5d7ssEXaYRVabVe2m9HaI/H7Tb6x47A0oDIjv7iqE1Mypa91ubRJNtnh388Ky+1Jo6i7JqvhK17ynij0zowO2rjhri1i8hNDEc28rLr9Zb0N7qu5EJMI7POctG5y3B40OwwehG5HHgTsEpVDzP1fdbwquoNwA0isithDqtWA/YxQrLKpeQjsZ8DZzfS51q1ECcT1mi9g5BNcxcROR04tp6wd8dxnHZQbQ6skoxUJTpBXmoQpKSuAC4GsujvGtbwfpbSbHv9EiMNTxGR6eRh9A37dmt1IV4CPAfsQz7Zdhdh6DesDVjpXFqtT749BXXHVCgXkPJCmgwiJeUuoGgBRHGgfAN8rqDOJiy/qqegQa2fnY9uupH+5sD6l5GqRPvlpZrtQlTV2wvkAY8FliYpQRG5FnhLlIW6ELjFKjTVca0VwIAnJWs1YK8jLDJ+SUQ0duDZoaaWUU9q+KLsypk00QXmR25pwQnn5cU9PhD8gHOMDPrhLAZKFeitlNTs9U8AMOpuc87kJrSr7VIgRqXAjeRutFJSIwvqih7y7DcnBXlYF+J4+mLjUFOwiMnsnM7z3L553rAUsFEpiCO5E5eQS0ltiR3uNQ8K9z3yqvw6SVZqnbl2+pysq/Fr8fMsk5dK+cISMs68yAJDqgd29Jd2pWi/0zj9zYF1q4wU1BVGP1VErOrDpXGZQTUqreH9MHASMElEZpdPB7WKWg3Y84R/7cxixnQqAw/rcRzHGWT6cyHa0Phm0Krw+jACqzml4+oGlTgK1/Cq6jeAbzRwvqZSTxj9D0XkM8CIKA31RYJr0XEcp6Ppz4VYqwpHLbRSqSPMgY2u3jAwKarA36SqN9VxmVrW8LaNWg3YlwgOp28SlIQvB/6TEJkyZBh4avgqUYop6m11XrVqQZgN+vm8fFZo0QfmADDDDHBXGB2mmWPCiH7UwQXLJ+yDX5FCfVGUon34TF9N65mwUYqp3n5zdilol/phF2BYKalYv35W/g/49MjpACwxKeaSizBJRgHcxklZOUUnrrjdXOjcuJ1jrnd1b15On8OSgjpAgwcXSasQN5e7lvtzKfYUtqkFdxkOHs0Oo+8E6oxCfL6RdCXUtoa3ZkRkpk2MPFBq0UI8CDgE+KmqXtSsCzuO4ziNU6cLsSoi8n3CDP1UEVkOnKeq3y5awzuAyzwmIr8gSHzdpKoD8t32e/ci8j7gvwgRiJNE5L0DEPQdljQm8ppGYxWiU1NQhR3Yzyxq2PlMLCg3FFB5gikvLthfGHlYVJfjI6KhQ7OkpKrR33xas+fGmu1CVNV3Vajvs4Z3ABxEyGpyMfAfInIFYW3ZskZOVs18fxJ4h6r+WETeBvwzMCwMWFGWZcb29G1o3UuHF/zgnWTKSX8/F0nnsAPCAmarPH9AlH88gduzuuPX35WVR6VYonxtc+76s3mzk0tvlakrcCeuX59XjY3GcZtZyDyq4FuyU7UoxFQeX9AOYP+4tVGIKabVuh2nhc0zs/OGa0yoYJGL8fFomG7mjVmdTZKZkmj+6UnzQZwTb+gUc+2P9oat/dznmf23FHxHSAr2fSMKS6IVKYhmHGAUYrP1GIdSVGSzpKSqUWk+bTDmxuoMo2/UhdhUoqH6tIh8lqDk8QHgfhG5kzBY+qGqVpNRyKhmwGao6o9j+YZ4AcdxnK5iKM6BQVeq0QNBBD66EnclZGo+Nm6/LCJnq+qt/Z4gUs2AZSGUqqpRSspxHKer2L51C88+uqht1x8M5Y4658AajUJsOiJyNEE66p2ElCrfAq5R1Y0i8l5CkOBetZyr2t3vIiJWcW9S2WtUtfGsko7jOC1gt/GjOf/0dko/NV+5o845sI5wIYrIIsJI6zrgZFW1i6tR1e+KyFdrPp9q5ZyQIvKaaidQ1V/XerFmM3fuXF24cGH1ho7jDGWqihgedNBB+tBDD7WiL82i6j3tNXdP/d8L31vTyf5ZvnJfgwuZm0rMQHKNqm6o2rgG+h2BJeMkIv+rKPpQRIaeU9lxHKcLaHYYfYv4aJHslIgsUdXDiw7oj1rv/tsURx9eClxf70Udx3FayaZNm7jjjjva3Y1+aSTMvo4oxE6ZA6s0t7V3hfp+qbYO7GWxOCKuxLbD2pdRquvQ9dQTNixHmHZJuSGFSdtMvx/vycvJBX9S3yjRv5x1XVY+kIcB6CE/z5u5MSvv+ZsYC28z8KQ8Xo+authss5m1XG/EfDeXbS3rC+oAxhbUTUtbk/srW6tm1Tes9POsgrp9y/aZ45celH+/nzYnfYBDSraWf3/y4/mLdearvjxubX9PjFvrU1iUF7PPuIrgc7Nodkj8cGfNxq2cf2Pn5sdtJMy+m+bAROTTsbiTKSdmUyoYXDPVRmAp6ZgQokUszwDnN3JRx3GcVjJy9Bh2339Ou7vRVJqd0HKQOTludzJlgB0EW/KBPkfUQLU5sBEAIvJrVa0a0OE4jtOJtDuMvhqNhNl30xyYqp4IICL/rqofbtZ5+41C7NNYZCawl6reXbVxC/AoRMdxqCFib9asWXrNNde0oi8NUzYHVvWeps3dW89Y+NGazv3v8o9ti0IUkX9Q1S/H8mcIXr0+qOoX6z13TeY7Gq5rCfreCoyPEYinqOrZ9V7UcRynlYwbN64rE1b2xw5GsGXw06k0g9cCX47lkyq0UUKKrrqodfx5KfBT4HhgTaz7BfCVei/oOI7TajotCrFZwr51uBDbFsShqqeZ8on9ta2XWu/+WOCNUb9KY0eeF5FJVY4bUhQKtJpoRJYURKhZgd+Utv7CvGrEGSEscOq0NVldij58N7nLw+YGO4nbANj15yZ+MEUf2rWaT5dtoTRudH1BXaIoBxjkeb5sIGUKChxj6tI3ywrz2m9Lim+1UYrTy/YBz0wPB/0uU0LOBXwhzwdmc4Slp9I7HzFzxUvzIp+iL2l/2cpGvar0dYkgb588YWCFfRvLRFAf1SJni6IZa422HUpivp0UhdgsYd86xXw7EhHZGdihqlsbOb5WA7aSEOr4iLnwIcCTFY9wHMfpEIZqFGIdYfQdgYh8HrhRVX8nIicDPwZ2iMjbVfXnVQ7vQ60G7MvAT0TkX4FRIvIu4NOUjCWGFrWswxG5oDiFijNkaOZnXNc6wxavAxtKo63hQpeF0SfmA/8Wy/9MSNm1HvgCpStba6ImA6aql4vIWuBDhAVn84F/VtUb6r1gVzPW/FMn95F1G6b9ha4lgwmc3PGzkDhr1afyZFqr4kre3/W8MqvbY1buBzw85g478PUPZ3XTXx/227xiYwkJp1655bdZ3S5rd+QXT+Nns7g5cx1uK6irRHL92XbJXWjditPy4gsTQ2KDzWNyn9zquLLYLkoeQ/AsLCZXmRlnll4vZTYAm8jPk55KR0zKb2zHMyZZWVHYUcr9tagnrytyCc+2i5rz6mL33OAbgWqGpmh/rcZpKBmxwU5oOW7cOEaMqBo4CDRPmb5L1egnqup6EdkFOBJ4rapuE5GLGjlZzXcfjdUNjVyk28l+lMYOnX9oxxlODGZCy42rlnPm247nyCOPrPGI5inTd1tCS2CNiBxEsOD3RONVJPBTEzUbMBF5PSGM3ubYRVU/1+jFO5nCJ+rNF5in0uL9fY63QR6zy7a2bIIM9vlAiMTYaoYvx5vszGdxNQDztvwqq9vlN3FktcicO2VifqygDvKRV9EIrJJI2KiyLeQjMBtUlSSiZhXUAbvsH/q7y74bs7rJs0J52cT8DUpBGqvM8G0dk7PyNSvfDcCO68wI62cF/b6lYKRMnhVZPnplKCyxn31stOSCpoxaOnlE08l9awaDmdDy2UcXceSRh7U8TL/OMPpO4SLgvlh+T9yeADzYyMlqXQd2MfBXwK8Amwi99lXQwwyR3lA4vKed3XCqUBJV6AxZBsuFOG7cONY/vYxmJ6uslW5R4kio6jdE5BZgm6omBdfHCdNTdVPr3b8LmKOqDQkudjP1PpmqnpcbL+ijsaw3g5xmKg7qe44nLg+VR38g/4dLc0EAvyXMje02Jg+9nzt3EQCjzEAkC5+3oezVRmDp+EpzYGMK9qdQ+EkF7ex4faIpHxU266fkT5DLRu4XL5fXpdHWHqzM6mwYfUYeZc/4s1cDsPEdU/PKU89Dbw7FQpdwgXu4kfmlZjHUR0StZjBciJnr8K1vbXqyylro1jB6VX1URCaISPrl2NjvAf1QqwFbA6xr9CJDhWZEaskRNJg4wBkocl31NmDcvsmt209QTnhgKVgfWGOd0xoGw4XYLtdhohsNmIj8BXAlsJ+tJnjz6r6ZigbMpFKBoLhxTQyjX2nbqepjOCXYBawlo63lfZpCT0Hdq8PmvsWvyqo2HdHX13U9f5mVeyeGEx1y3ANZ3bjo7Z39kLlw0QjsxYK6503ddlO2o6hE+qbYkVya79pWUEc+8lo3cnJWlyIJp5lOrojDOzvqmmkyL7xyWoiwfGpavv+JJ+Mc2rnm2jb/6wXRcFhFz1t6w9Zdvk6XoAhbSsJ8u4L/BH4CXEbpL0ZD9DcCs6lUEm8qa9OQ1RzKJPdhK1QYnOGF5whrnGbOgaWQ+WaFwzdKnSOwTgmj3xf4e61HRb4fKhqwlErFyan+ozG/b5Uddc2p8UJ3xu2r86qU5BLgOO4B4JXk67uOeioG8dxjzpPmwKxeih2BpZHXWlNX7Zko/b/YiMM0bzajSt2UvDjx4DCnN3GPvEOTZ60D4L6RR2d1e8QO21HXfeSi2msI81xPfMNMJqb5MCsZVSYhql8tD+DIoxCLqDe60A1MZ9GsObDSkPnmhcM3SheG0d8DHEip6F3DdFcIi+M4TgM0aw6s3fNelh1IN4bR/xK4UUQuISSyzFDV79V7MjdgVfCJ96FJyfq8eo6zEaYEV3Gj3xF3CbaOZrkQN6x4jD/+cXv1hg1Sn0p99yS0NKRRYHlSSwU614CJyCnA1wlOqMtUtVBHUUSOIUyvn6Gq17eqf01hbE//+xcFGSL5P6busrj9jKmLIeb2+eS2vXMf2ORx6wBKdNCWzgyBC6+cmbsVZ6wNYfZiRbhtcEZSsLffgqLADhuan9yNJiAjC5+3dSl4w7oQTXn9jPDkuGHkhKxuVTzBSBM1khYy95q1AKNNXP/kGBybQucBNl4bw+ftN+y2grKVhRpXLAPWTMNiz1Vu9Oo93qmPZrkQx44dy/XLdvDfTzRf2b5elfpujEJU1X2rt6qdlhgwERkJfBM4mTArdK+I3KiqDxS0+xJwayv65TjO8GAwlTjaSbcZMMh+548DZqrqdSIyDlBV3Vzl0D60agR2LLA0hdyLyLXAW4AHytp9GPgh0N6ZUcNAF7OmJ/ySOiu+1Z8Q1wH2hVmUyzn9XjMjBU2cUFvzVjKxbAuwV0G71PUPVDuhDcgoanxaQZ1BM32Zap93T0Fd/SMjH005AyVISXVXGL2I7EcIo59OsD/XAa8nZOJ7b73na5UB2wuwKh7LKdFOABHZC3gbIf10xxiwSvMbeX1B5CH5D13J8V+PP1pWnWLPuL02r9rvqvsBOMTY9+kmK+VRUfBwjhE+fMWfYtkmJEguQpvQ0kYkxvqVJjIxef7WU0z6wljDMzG6GMdaJY7d4ta6Fa2AxlEFdcnFaPQTfzM9RCQ+zIFZ3QbzBiZVklHG7bgwRik+ck8+0TWixyjT/2fssE1yeXVv2Np1YEt6s2Lh51mBWpJKNoLPmTVOI3Ng9SjMN4NGwvK7cAT274Rfu38hCGQALCBML9VNqwxY0begfB3ARcAnVXW7SOUvjYh8iDgROGvWrIrtHMcZ3tjfilFjxtU1B1a/wnwzqC8svxvnwAjeuNNVdYeIKICqrhORyY2crFUGbDmlz9p7UzouAJgLXBuN11TgNBHZVp5zTFUvBS4FmDt3bsvFhGudfG9kkt7pXPzz7J9OHB3a34qJe+6j9cyBdVK4fCUUYfuOrjNg64HJQBZ1FTURV1Y6oD9aZcDuBfYXkX2BPwPvBN5tG9joFBG5AvhJJyTM7C9yrD9XUYYViU1pPl5h9i8Pc2Ji/reW/d2hYbvroVnd6Km5U2/FlBDjYpM4bj4spNQ5cdpd+YnSV8IuGXzUlGOk4TS7kDmyVyV5zfEFdcn1Z/+Xkgtx/wrnOThsVu+en3BlTJnSa/S1no4nf9hMCD5i3ImPx7aPrM3rtl4cHZzr8svtsKGUl1ToE8CSXuMuvLKwSXHyyso06we9UwxDN1KvC7HRcPn6wuAHhu4QtrxY8xxYpyhx/Ai4XET+FkBEdiN4367t76BKtMSAxaRl5xKiC0cCl6vq/SJyTtzf30/KkEfOancPnHqoZrjS/iJDV8n4daJx6oY+1kq9YfSNhMvXGwY/UFSF7du6Tonjn4Fvk8/GryKs//piIydr2TowVb0ZuLmsrtBwqer7WtGneqk1IrE0yWVvXr4lPtEvN+eZE7cXmxOlQ0ye0ulTco9rCmgYa1KzJbHbB3Y/JD/17osA6Dks78O09XkKllEphZx15qYlVvabUS3ZwaSCujQ9WUHMd0scENlRZFrzZdeBbYpvgk0nM9qUE9teyv+RD/hcCP185BNmtbKVkvpab9ie2pPXLTflOqhpFD4M6HTjNiTD6JV6DFhHEEPl3y0iHyboIj6hqs82er6uW8bdKdTyVO0MbwbyfejEOSWns1AdwdbaXYhtQ0QqRdutAsam/ar6ZIV2FXED1lLm91lHlEka2WVeZ8StcaVvNes95saM3LNZltXN41cAnPzUnflBSdjXCtQ+bspJlcMK+CYFDpvE0o6iitz7Mwv2pVGZnQMzYr5j5oTthMPyPCdT47zuKjNUSyOvJRye1T1u5sj+dHmM2jKiyY9MLtCJssK+Sbj3FrMEoiCNSiPuvlqP6Qaj1A19rJVa5sAGGjbfcnV6BbpjBNZL36jzIpqXD8xxHGeoUG0OrDlh8y1Wp1fpFgNmI9BPAd4HXEB4nH4Z8Fmyp8r6kCalZWkLc+fO1YULF7a7G47jtJeqw6aJe+6jp/2fyoFuzz66iPNP76iw+ar3JIfNVX5U4+/fgXKfqs6t3nBwEZGHgBNUdZWpmwb8WlUPqnxkMT4CGyB1zXMcHl0yc0zdvLg1gRKTzgkqvtu35R/PzHG5kMlp/BSAk/hlvj8KnRx6X+5WzFQ58mYl+cBeih7nVUbgN4V42ATGL5nyTnE7wdTtHbs5xQZzJC+g9X7b57CDy7ZA0utdfVAeWr+UIFJ8D8eaW5iWlVNAS1LkANiwKfRu403GL/t+c50k2Hu4cZEt6aeO7ooetAzmXFo3vRfVXIgDVZlvZfh8hlIqut0d7Akm+iywiVyTqC7cgDmOM+Sp5kIciMp8q8PnM5TS+enu4HbgShH5e0Io/T7AvwF3NHIyN2CO4wx5hmoYfYl7pDv4a8K6r8fIAzsWUCZsUSs+B+Y4Trcz4DmwgTBI82fV58AOmqtcXuPv36s6Yw4sEeWj9gb+rKp/bvQ8PgKrQK1zB2LTeKQHvKRsDsVJLm2ixSgvNeI7eSz7uAkhLY6d95ppxPwnxBmqyUYraS7hi3xcFjsPc9aGlcpiFerNHBiPxa1dyJymAdaYuiI3hZ0uSOHx9tu0R9kWMFNX2XxXySLoGHL/0PR9sqp17ArAfRyd1T3H5Kx8XVxzYJX7lxDC6B+856isriTDXPo3tqH1aaGzXVqfJbcszTjQZylEwVxQpbnR4TwP1U6akZG5Uph9y8PnE905BwaAqj5NXz3cunED5jjOkGegGZn7D7Nvcfh8ojvnwJqKGzDHcYY8A50D60h1ejdgbsAcxxn6DNSF2F+YfVtC6KGtBkxEXgZ8Bpikqm2LjvEgDsdxup2qAQ87T5yih77x/dWa9cuEPfdh5KidSupCCP1bB2NkVj2IY7+5yhdr/P17Z/UgDhG5HHgTsEpVDzP1pxAyJo8ELlPVC82+69tpwHwENgiI9OYvyjT2dHFZ4Md34tamc1sXNnt8Lte2tEEcSa39eG7P6o7jd0BpMMOhj8dFzb82577HlJMuog3YiLEkL1WYXt0pSjK+ZLQSd0q5v0zKrSxIw+gflgRxpH+liaYuBnH8Yd98dfPqmFjsVt5Q2J8VMV/YH8gDNh5cHMtXmIarTXlR3C41df0EbFQKlOgv0Kee4IpWBXxUut5wCPwYsmH0ja+9LuIKQl6Mq1KFiIwEvgmcTFAcvVdEblTVBwrPUAcSshfvR8geuAZYpnWOqNyAOY7jdCP1uRCniogdrl0aM1bnp1O9XUR6yo47Fliqqo8BiMi1wFuAARkwEXkt8DXCY/Q6YFegR0Q+rqr/U+t53IBVoFoYff/pVOb3aV9y3Nih/8TrOJ1EM8Loi6hFgmrQ5sh2UE8Y/eoG14HtBcb9E0Zhx8VMyl8AjhKRf1LVf63zvP8CnKiqWT54EZkC3AS4AesYSlLURwO32bhw3hmNnU2uuCBsVt2dCwmump+Xp58RfH9rTA6WtE5qg1EpnDkrfO8mbjcJIO0nnp7ebDqVuE7sz0YfsUgLcYr5f9wpnce6EBO7mbKR6txyWtg+PO6ArC4l5VxtDlrAiQDcw3FZXeYihDyNil2juihuC12EpeQPJ9VTpNRaX23fQNo2g+HgMixnoGH0lagmQTXoMlODH8RRNBenqroGOGeA511fVrehwvUq4gasCVRPMd/bmo44dZPlYysQ7s3aNDifVU+25uFoVFrJkJ0Dq92ATRKRS4GbVPWmOq6ynFIZ7r1pwgJk4FvAPSJyO/AcYbb81cBF9ZzEDVgFqv2g1KpOXhrQke/TxWX7bzHtPt4TtnZx/0/z4ooYIfGrM+ZldSm55UJyL8G6kZMBOOqDf8jqDuCRrLzX4zF6wz48xpFXz5a+dSXYRLCTCvanuhnF7ZaO2w+ALYzuc+gjUWEeYFwUrj6Qh7O6p2bn/08bl8dRqE0IenbcliSxLHDrFiSxdIYmtboQB5rUspxBVemoz4A9r6ofauAq9wL7i8i+wJ+Bd9KgbqFFVb8rIjcBx5EHcZynqkW/NhVxA+Y4zpCnFhdic5JaljOIKh31zYFVRUS+T0jwNFVElhMMyrdF5FyCGNtI4HJVvb8Z14vG6udVG/aDrwNzHKfbaYqYb4cltay+Dmyvucrf1Pj7d54sBX5F/S7EliIiP1bVt9Ta3kdgbaBqEswUpWhd9p/Ni/sdEB6Alt1+aFZ39AnBPTIni2CAowiuw+NNqp39tuSRDbv8fEcoWI92WnpmA6uKnvJsUNWYgrrpcWuDOPbNi88cFvyJ64ww7wMcAuRivJAnqtzE2KxuydbDs/Lzl8Q8ePb/eFHc7m3qlptyP/Nd3cxgJq90OpDWuBAHBRH5dFE1pSluq+IGzHGcIU8tc2BtDYlvhO7WQvw48Pf0HWluKWhbETdgg0DJCMvXfHU0VhVFNzUv4rCRds7gUcscWNtD4uulvjmwRqMQB4tFwG0xrUqGiJxQz0ncgHUK15oftiQrNc/sfyYvru4JfrnXn3BjVpekpqYZTaokK3XEijzysMTVlsoPmrqUL8yuDVtryiPj1sYKpUjDUQV1swrqgD2fCifYc//8RBNmb4zN8h+a5Aa9LUvYBTZwcetHwr39brH53q+L28vMtW2U5xB9qHDjWJkhGUYPXetCVNWTK9R/sJ7zdLUBu+++p7OnW//ndQZKpfV6jWgHDoe1f6X3eGVW6ncpCX0TgraCZihxdJyLsQtdiCIyq8KuLaq6ssK+inS1AetUqv3ASYnXN65PutJULYhbu47JaNlu3xY+tiWj82CGqVGtdoaJyNhE8I9tMeuvxljh3tT00b51vSZzs/1Wpf8X+8WZFtvuZa6zUxrB2fViVqnj+b77t8fh3RoT+ZFEeq0Sx/ZsGAj3PfKqULjBnDsFb9jM2AVKJ6XqHJXlvwbO/Lb8aDs5zVDi6DgXY5PD6FtEL8H09kFEthA0dT6mquUqHYW4AXMcZ8gzJF2IrVHiaDZnA2cStBCfAPYh5BX7AcG4/QvwZaAmd6evA3Mcp9tpyjqwgdLkdWTV14HtNld5Q42/f9+vng+sFYjIQ8CrVXW1qdsDuF1VD4qJMm9X1b0rnsTgI7A2UDQnULg27FTjirTrmNJSLuNiTLnDJrAhq5se/YEnZj6zUt7GfwNw1LMmiiO5GK1b0bodk3u/6MnPSkol1+DLivffv3uQkkrrvCzWXfgwQez3tyvzdhN2ze/x+bPjOrB55gTXx60N3Cjx0ebuwnpde63KpTWYkYsDuYduzSVWaQ6smdJRgyobVYRSqrTdHewJbC6r2xTrUdXHRKRInK4QN2CO4wx5iubAmi8dNYiyUUXsoM5VUx3BHcAVIvIPhDQts4ALYz0icjglMdf94wZskKnliXU4RKx1KkUj30pCzfWer1tGJ51Is0d6RXNgzz66iCOP7BjpqPrp3jmw7xESWab5qwXkAsEC/HWtJ3MD1haK3Fl5pJp8I1b9zDSbU1A2XuItW8PiqFV35/JSM08Ia8OsW3GmyU23W/INmmVi2e4nTZ19ykvfmI2mbnzc2rVjexTU5cGDrNt9MgCzTdKuFHFo5aVSjrAdz+chjM9/yYQzJk/6ueY6m3vDdmyPqSuNMqzotq2BVhimwbzGQM7drUa5yIVYS1h8OR2nxFG7C7Ej1oHFUPnXichehGSZf1bVP5v9i+s5nxswx3GGPEUuxGph8eV0nBIHlGqWdhfbCE7QAa1kcwPmOM6QZ0iG0XfhOjAR2RW4Gog52VERuRmYr6prKx9Z4XweRu84TpfTkjD6FqdbqR5Gv8tc5ZAaf/8WdkwY/RWE9LOfAJYB+xHWfa1V1ffVe76WjcBE5BTg64SZkMtU9cKy/e8BPhlfbgT+t6r+sVX9awWV5lxUzysRlc0UImwY/VT68kZTjulL9jshzzX31hgmP8r4GV7HbVn55MfvDAU7NZAi6o0SR2FGZvusNCVu7dRASopwkKkzIfWPHxk6vJT9srrf8qp46T2yum8t/kQoTDaehoPM13Z23OZTaSVoSOjc0eHfnRr40cnvWb00W0qqI+bClG50Ib4eONhkXn5EROZDFG6tk5YYMBEZCXwTOJmwouleEblRVW2nHwdeo6rPicipwKVgFgQ5juM0SDOlpL7zmxs6Zy6s+6IQoa+U1I5GT9SqEdixwFJVfQxARK4F3oKxuqr6W9P+bkrTEQ6Idiw+red6Ir2lEXNO05BPVKg/K2z1qrL6Oj7DfkfUXTJ6afXor9H/kYHSzDmwkaN2asp5BswO+i4JrkxHRCECtwFXi8jHCdJRPcBXgF80crJWGbC9wMRvh1FYf6OrDwK3FO0QkQ8RdbJmzaokbNyZ9LsGrEhY1qpvGFfc6M/21bkcvfNWAI7jnqxuXPx229D5adY3mNyAi8yJkgvRKHGsN5/chjhpbHuQPIjTTLqULAzfhui/Ii/uu0d8Gp6e1yVX5zW8J6v71yM+DsD1Jj31uk2Ts/Kye+Kygfy28+UH1n1ZzR3bRjrVuHVqv2rF/laMGju+xIU4EAWOlituVKI7XYgfI6wDW0q4AwF+Th1rvyytMmBF35RKisQnEgzYq4v2q+qlBPcic+fObWkESrc8VTu10+hasGZft5XfpXbdc6uxvxU7T5yiyYU4cAWOFituVKIL06nESMNTRGQ6MBN4SlUb9u22yoAth7giNbA38HR5IxE5gpCG8FRVXVO+v1Fa9+NQf0qObPHyEaV9LF/OJ6fl5a0XTwyFyaYuBiN97/Nn5ZUvho93+gGPZ1VvJk+CydFhc9TRi7KqHnoBOJCH87q1+fdrYkqdYhc3J91D823SOCzbtMuIrK53zL5ZOS1Q7qUnq7uDMKeQ0sBArpX44JN56ph0XwDcSl+SBuKC/NzZ4magdCF5OX0XPFeiP8WObnq4aWVf2/W+WBdi1ytwJJR6XIhtQ0Q+XWU/AKr6xXrP3SoDdi+wv4jsC/wZeCe5dAiQJTr7EXCmqj7S9xTdTz3zDSkqMUXROY7jlNA9LsTC7MtlKNCZBkxVt4nIuYTn5ZHA5ap6v4icE/dfAnwO2A34VrTI2zph3YKlmtEZSNJCO+IqCalPFKnRv9PUTYvb3vwjHX1YmKmyCSBtSH2SkrJzZKk8c30+6pJ8AJcr0xdNghnZKImf3C7b8wCjcbvn1jjJRW1hdFa3H8sAuI2TsroHFwd5qZL7t1Kf5/WGrU1YmQJi5pl2RTOqh5vPc0l6uLiy7lFCN422oPv62wxsGH1/ElIdER5fK13iQlTVEwfr3C1bB6aqNwM3l9VdYspnE4QeHUMW5HF4Tzu74RRQNKLu1DVdwx0bRl9JQqojpaL6ozvFfJuKS0l1MiXzNoYkYGuFBRbFrXkE2LoizJXtd8Z9Wd3DHJiV5/ErAEYbtd7Zm8IoaNTd5tx20XLRouZUt0tBnRmVbd/dqPlGNpv5rjQftobdsrrxs8PNbtxsQgdNHjS+HY7JcoBB/r7dUjrXlRuZWLGk1+ydP6ARdL24cWstQ1JKSqlHSqpTwuibihuwKlSLFvPIxKFD+ixb/RnXO2obat+5VtxPLUoctarTd5SbsXuVAJuCG7AOJA/c6MnqSv7Jl8RIOetWTNNGZnXd6P3DRNXTZrHVO7kuKx8S15HbObAxaf3XQ6ZDj5ly+v+2roui/KnpmzUxr5rMuqy8WxxG2tFWmhfbwISsbuPSOPKyq0SsbNQHe2OhOLKw9h/D/iITiyk6d7cbk6FKLUoctajTd52bcYjjBqxN5Eks8x9O//FrPrnhr32JQ7V1UkUJSJvlfrTnrvWcPu9WnSHpQnTcgFWjeuRh7T8Y+RxMb/0dGWuuk1Q7TjJ1PXFrFCm2bgnDn7kn5HO2exgljqkxpHCcXUzyh7hdYq5toxDT4db3nkZle5i6lXH7urxqpImAHENQDtmSLSLLR14rbs/Xi3FD3FphMTt3dWZPLJyXyUIVPRwUU/uoa0CfXZPPbb9zQ2FRshvdRqkvo+VQxA2Y4zhDnjQHNhAJKeggGSmga+LoBxHPB+Y4TrdT1SLtPHGK7nPMyXx4QBJSgRYFcVTPByZHKfy6xtNN6oh8YM3GR2AdghxhXmQuMuPiKhKjtaHjF8ftRaYuZlwb/Yp81fGcKYuy8rTo57PBFTOiwtexBaLA9pgDtuRSU4+MCaH5Rz30YFb35EHBn7jM5PuywRnb4uLqRRyV1T3AIQAswchGRdYZ3axV3ygQcf5ob9+6iqT3dX5BXSl9leWLjxlI9OBQmsPq1AjJ0eMmsPfL5w0NCamM+uTohyJuwBzHGfK89OJmVjy6pE+YfEeFxNeNz4G5AXMcZ8ijO7b1CZMfGiHxNc+BuRLHcKSZLpFGQqSd9lJrZGB/bsChECnYLKoltBwsd+rQDKOvawTmShzOILKkr6EUO42bUoRAHjo+z+w/N26/k1dNPy3Evx+SJ75mLnnQSwprfyV5Muw0BzZnbT6fJXZdZ0qCk+/mqFnxhUmCOes1Id5+1pQ8bF/3z/cvmnIwALua+bdxhBXcPSZuP82RTWBDVrdqjpkDi/N8fLwnr0tBYtkiZ0ozXm+eX7muZC6saO2YFfutnE6lEkN98fNQupfOx+fA3IA1yFCaeHecbqPe/78iKalapaMSnTdf5mH0bsCq0EzjVEtyxMpcWbDgtWC08NP8GiumhwXBKybnC4OXHJFH+B0Qk1buRp47dGXMy7KHGTntNaUgt6j9v0kLmKfkVc+dOhYolYpaSB7FmyIOFzEnq0uJLH+1cl5Wt+NLUSHYSlsVpZa5pcooqOxBte/73RO3RZ/DwBaz+wNOTrveqyIpqVqkoxKdOV/mQRxuwFpIPfMkRf/Ig6ECMVypTbi3yK3Y+I9sp4aYDweG7hyYj8CcBmj9j4+Zj0kivktNH84p2wLTDwhzSRs25euv/oEvZ+U5UTdqLnm6lV1vikOV75tLmwfUl54M2815BhbGRjWonYwC1K6Lwnl2PTgfLs0+Li/fvm+YTLPJNtMI7cBpeULuB8+I68SsmO9JppwJ+5r3J81tba6+7srpTur9/9u+dQvPPrqo4et1lgJHwufA3IA5jjPk2W38aM4/fSAG6DCOOeaYpvWnObgL0aWkHMfpdqrKLh100EH60EMPVWvWSdQgJbW/wldrPN3pLiXlOI7jdAo7gE1VWw1lRrS7A47jOIPNpk2buOOOO3jxxRerN+4aUhBHLX9DEzdgjuMMedZs3MrHvnUD9957b7u70kTSHFgtf0MTdyE6jjPkGTl6DJP3nt3ubjQZD6N3A9ZC+tNCLAntTtmXN1cJ976gIJR4qSn/Xdzen1f95QeuycpJsmkG+QLPJCV1uEnJfOg9y/ITJBWnv8+rXvhOGMjvsn5HVnfv7iHiazb5sUtNapVVccH0wxyY1aXUKzZLc0qt8sCmQ7K6jQumZuUsjYypKsSmntncG7an9uR1mVRXcQobvTlsi0PwiyWnLH3TstBnfyNUSvVSq9ZmtyrKNKLEUaRG3wido8jhYfRuwBzHGfIUqdE3QmcpcrQvjF5EdgG+BWwFFqjqNVUOGRTcgFWg6AmvESWFyskQnW5CxrX4etn3prEEmkWjveG8kNuVOKojIpcDbwJWqephpv4U4OvASOAyVb0QeDtwvareJCLXAW7Ahj5XVvzhsfW5q3F+5goqNISTTdVH4/4zzfmjhOHot+YZma3S+4ksAErV6Hf9RnRJ3GnOnSdn5qaoxPF7s/s8dlDOMa+JT7mTTN3r8iffxbtvBUqVODYR9BPvM5qJB0a9xoUbjs7qRhz9Qlbe8Y6olVikj7jI1Nnpj6U9YbvA1CV1kyXGYCR9xbHmPR17Hhojl/vVpDSfXWLwXXRXVnVVFtFNrsMcfxgchBHYFQSn/FWpQkRGAt8ETib8l90rIjcCe0M2zzBwv2yDuAFzHGfIM1ApqURnSUo9fSt8ttrsb2JnEbGqD5eq6qW2gareLiI9ZccdCyxV1ccARORa4C0EY7Y34TGxbdHsXa3EISLPAk8M8mWmAqsH+Rq10Cn9gM7pS6f0AzqnL53SD2hdX1ar6in9NRCRn1Vr40A0YD9JLkQReQdwiqqeHV+fCRwHfJIwWnsRuNPnwBpAVXcf7GuIyMJOkGDplH5A5/SlU/oBndOXTukHdFZf3Hg1TJGklarqC8D7W92Zcnwhs+M4jlOJ5cBM83pv8rzsbccNmOM4jlOJe4H9RWRfERkNvBO4sc19ynADVp1LqzdpCZ3SD+icvnRKP6Bz+tIp/YDO6otTBRH5PnAXcKCILBeRD6rqNuBc4FbgQeAHqnp/f+dpJV0dxOE4juMMX3wE5jiO43QlbsAcx3GcrsQNWBkiMkVEfiEij8btrv20HSkifxCRn7SjHyIyU0R+JSIPisj9IvLRJl7/FBF5WESWisinCvaLiHwj7l8sIi9v1rUb6Mt7Yh8Wi8hvReTIdvTDtDtGRLbHNTSDQi19EZF5IrIofjd+3Y5+iMgkEblJRP4Y+9H20GtnCKGq/mf+gH8DPhXLnwK+1E/bTwDfIyz8a3k/gOnAy2N5AvAIcEgTrj0SWAa8DBgN/LH8vMBpwC2EdSKvAO4ZpM+jlr68Etg1lk8djL7U0g/T7n+Am4F3tPE9mQw8AMyKr/doUz8+nb67wO7AWmD0YLwv/jf8/nwE1pe3kIvbXQm8taiRiOwNvBG4rF39UNUVqvr7WN5AiBLaqwnXzuRjVHUrkORjyvt3lQbuBiaLyPQmXLvuvqjqb1X1ufjybsJalZb3I/Jh4IfAqkHoQz19eTfwI1V9EkBVB6M/tfRDgQkiIsB4ggEb3kmsnKbhBqwv01R1BQQDAexRod1FwD9CgZJta/sBZBIwR1EivdswewFPmdfL6WsYa2nTDOq9zgcJI8OW90NE9gLeBlwyCNevqy/AAcCuIrJARO4TkbPa1I+LgYMJi1+XAB9V1cH6n3GGGV0tJdUoInIbsGfBrs/UeHxKOXCfiMxrVz/MecYTnvo/pqrrq7Wv5ZQFdeXrLWpp0wxqvo6InEgwYK9uUz8uAj6pqtvDgGPQqKUvo4CjgdcBY4G7RORuVX2kxf14A0Hw9bXAfsAvROSOJn1PnWHOsDRgqnpSpX0islJEpqvqiugSK3K9vAo4XUROA3YGJorId1X1vS3uByKyE8F4XaOqP6rn+v1Qi3xMqyRmarqOiBxBcOeeqqpr2tSPucC10XhNBU4TkW2qekMb+rKcIHL7AvCCiNwOHEmYJ21lP94PXKiqCiwVkceBg4DfNbEfzjDFXYh9uRGb1Al+XN5AVf9JVffWkPDpncD/1Gu8mtGPOK/wbeBBVf1qE69di3zMjcBZMRrxFcDzyeXZZKr2RURmAT8CzmzyCKOufqjqvqraE78X1wN/OwjGq6a+EL4vx4vIKBEZR1AQf7AN/XiSMApERKYBBwKPNbkfznCl3VEknfYH7Ab8Eng0bqfE+hnAzQXt5zE4UYhV+0FwlSmwmOCmWQSc1qTrn0Z4Wl8GfCbWnQOcE8tCSHS3jDC3MXcQP5NqfbkMeM68Bwvb0Y+ytlcwSFGItfYF+P8IkYh/IriX2/HZzAB+Hr8jfwLeO1jvif8Nvz+XknIcx3G6EnchOo7jOF2JGzDHcRynK3ED5jiO43QlbsAcx3GcrsQNmOM4jtOVuAFzColK5svN6/uT6khc+/UdEXlORH4X6/53XHy9UUR2q3DO34jIUYPc7/eJyJ2DeY16se9dA8deISKfb26PSs5/hIj8drDO7ziDiRuwIUj8EVcR+auy+nkisiMamfR3Uy3nVNVDVXVBfPlq4GRgb1U9NqqBfBV4vaqO1wIlDBF5M7BBVf8woJtrItEQPyYiDxTsWyAiL5a9V3/RyHXK3rtBIy4o3iEi3yrYpyLygrmXdbFvi4F18fNxnK7CDVibEZHBkPOaT1D9nl+w7+loZNJfIz9c+wC9GmSKAKYRJLXu7+eYc4CrG7jWYHICQST5ZSJyTMH+c8veq7ta3L96OYuwoPudIjKmYP+R5l4mm/prgL9pRQcdp5m4AWsDItIrIp8UkcUEnbpRIvIpEVkmIhtE5AEReZtp/4SIHB3L741P04fE12eLyA2m7T7Aa4APAW+I8j219GlsdFc9F0ckx5Tt7xWRk0TkgwTli7+IT/LfBx6OzdaJyP8UnHs0Qcz116bufBG5XkSui/f8ezGJKEXk4DgKWhddcKebfZNE5CoReTa+N58VkUa+y0mi62aKjX1TSO9dLJ8vIj+I/d8Q722uaXtUfC82iMh1hAeDWjkL+CzwElDPg8kC4HUVjJ7jdCxuwNrHuwj5xCar6jaCFM/xwCTgAuC7kufX+jVBsgrCqOExgpFKr2223bMIUko/JGjfvafG/pxHUAvfj6AgXviDrqrfJoym7opP8u8CDo27J6vqawsO2x/YoarLy+rfAvw/YAohMegNIrJTdEneRJAg2oOQY+saETkwHvfvhPfpZYT34SyCaGzNSNAHfAdh9HENYdQyup5zDIDTCbmzJhO0Ay+OfRoN3EAYqU4hvDd/WcsJReR4gpjutcAPCO9JTajqnwlG78BqbR2nk3AD1j6+oapPqepmAFX9f6r6tKruUNXrCBqIx8a2vyY3WMcD/2pev4a+Bux7sfw9+hqiGXFUk/7SPNlfAV9Q1bWq+hTwjSbdJ4Qf6g0F9fep6vWq+hJhDm1nQnbnVxCSH16oqltV9X+AnwDvEpGRwBnAP6nqBlXtBb4CnFlnn94ObCEYyZ8QMjO8sazNN8z79Ps6z98fd6rqzaq6nWCs0sjzFcBOwEWq+pKqXk8QzK2F+cAtGhJ7fg84VUTKc8j93txP+ee7gfA5OU7X4AasfdhEgIjIWSKyKP3AAIcRUnJAMFDHi8iehDTu1wGvkpDEchJBwBYReRWwL+EpHMIP2eEiMsdc6mlVnWz+fhDrZ5T16Ymm3GXgOWBCQX12PQ1JDpfHfswAntLSxIdPEJIlTiWkr3+iYF89zAd+oKrbVHULQc2+3Nh/xLxPLy86iYhcYgIjPl3jtZ8x5U3AznEudAbwZy0VKK36OYjIWOB/EUaSxLm6JwlZmS0vN/fzkbJ9E4B1NfbfcToCN2DtI/uRivNW/wWcC+wWJ9j/REwYqKpLCT90HwFuV9UNhB/BDxGe5tMP/fx4zCIReYY8O3Mt7qQVlOZ2mtXYbRXyKCHor9zIZNeLc1gpn9TTwMyyea1ZwJ+B1QR31z4F+2pCRPYmzMm9V0Seie/VOwj5u6b2f3QpqnqOCYz4Yj3HFrAC2EukJBtmLZ/D24CJwLfM/exFjW5EEZlBeCh4uFpbx+kk3IB1BrsQDNqzACLyfsIIzPJrgoFL7sIF9rWI7ExwA34ImGP+Pgy8p4Zoxx8A/yQiu8Yf+A8P4H5KiC7C28jdnomjReTtsW8fI7j07iYY3heAf4xzYvMIQQnXRrfbD4AviMiEaPw/AXy3ji6dSUgBciD5+3QAYQT4rvrvsGncBWwDPhIDe95O7kbuj/nA5cDh5PfzKmCOiBxew/HzCDnttjTQZ8dpG27AOgBVfYAwj3MXsJLwQ/Sbsma/Jrh5bq/w+q3AZuAqVX0m/RESXo4ETqnSjQsI7qrHCfNCzQ55/0/6zlP9mDCf9Vzc9/Y497OVEOhwKmHE9S3gLFV9KB73YYKBewy4k+AqvbyOvswHvmXfp/heXcIgRiNWI97324H3Ed6TMwiuzYrEUe3rCPNm9n7uA35GbffzHsK9O05X4fnAnJYhQSHjw6r6BxE5H5itzc9k7dRBHKFdqqoNLdJ2nHYyGItoHacQVX11u/vglKKqSwA3Xk5X4i5EZ0giIsdLqQxU9tfuvjWCiHy6wv3c0u6+OU67cBei4ziO05X4CMxxHMfpStyAOY7jOF2JGzDHcRynK3ED5jiO43QlbsAcx3GcruT/B/V6++C5P24EAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# with larger hetPerc, the greater the spread of rawAFdiff\n", "for sp in ['JP','DF']:\n", " loci = newsnps['varscan'][sp][newsnps['varscan'][sp]['hetPerc'] == newsnps['varscan'][sp]['hetPerc']].index.tolist()\n", " plot_rawAFdiff(newsnps['gatk'][sp].loc[loci,:], newsnps['varscan'][sp].loc[loci,:], y='hetPerc', replace='',\n", " saveloc=op.join(figdir, f'megaSNP-filtered_AFdiff-vs-hetPerc_{sp}.pdf'))" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 173929\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.97756 0.98194 \n", "\n", "DF starting = 636031\n", "DF ending = 461384\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.94831 0.96066 \n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare before/after fitlering for hetPerc <= 0.6 - a lot of the corners drop out\n", "compare_sweetgraphs(before=newsnps,\n", " after=filter_snps(newsnps, col='hetPerc', greaterthan=False, byval=0.6),\n", " doingwhat='filtering for hetPerc <= 0.6',\n", " snsbin_cushion=-1, \n", " saveloc=op.join(figdir, \n", " 'megaSNP-filtered_congruence_MAF-spectrum_after-removing-hetPerc-lt-p6.pdf'))\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 162405\n", "# Correlation increased!!!\n", "# 0.97756 0.98868 \n", "\n", "# DF starting = 636031\n", "# DF ending = 385656\n", "# Correlation increased!!!\n", "# 0.94831 0.96881 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### H + z-score" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 217955\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.97756 0.96858 \n", "\n", "DF starting = 636031\n", "DF ending = 566657\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.94831 0.94346 \n", "\n", "JP starting = 217955\n", "JP ending = 171320\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.96858 0.98293 \n", "\n", "DF starting = 566657\n", "DF ending = 439047\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.94346 0.96266 \n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# correlation is higher after filtering for hetPerc AND z-score than with hetPerc alone\n", "compare_sweetgraphs(before=newsnps,\n", " after=filter_snps(filter_snps(newsnps, col='abs(z)', greaterthan=False, byval=10),\n", " col='hetPerc', greaterthan=False, byval=0.6),\n", " doingwhat='filtering for abs(z) <= 10 and hetPerc <= 0.6',\n", " snsbin_cushion=-1, \n", " saveloc=op.join(figdir, 'megaSNP-filtered_congruence_MAF-spectrum_after-filtering-z-and-hetPerc.pdf'))\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 213421\n", "# Correlation decreased :(\n", "# 0.97756 0.97594 \n", "\n", "# DF starting = 636031\n", "# DF ending = 523927\n", "# Correlation decreased :(\n", "# 0.94831 0.9449 \n", "\n", "# JP starting = 213421\n", "# JP ending = 153046\n", "# Correlation increased!!!\n", "# 0.97594 0.9897 \n", "\n", "# DF starting = 523927\n", "# DF ending = 339797\n", "# Correlation increased!!!\n", "# 0.9449 0.97022 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### filter gatk for less missing data + hetPerc + z-score\n", "\n", "Our current missing data threshold is 25%. To get the best idea of how our poolSeq SNPs are doing, let's use little to no missing data in our indSeq data." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "56 56\n" ] } ], "source": [ "lview,dview = get_client()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### look at filtering alone" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "?watch_async" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "def count_missing(df, thresh):\n", " \"\"\"Count number of missing genotypes and keep only those below threshold missing data.\"\"\"\n", " import pandas\n", " keep = []\n", " for locus in df.index:\n", " sums = sum(1 if gt!=gt or gt=='./.' else 0 for gt in df.loc[locus, :])\n", " if sums < thresh:\n", " keep.append(locus)\n", " return keep\n", "\n", "def filter_missing_data(snpdict, thresh, ret=False):\n", " \"\"\"Filter missing data in parallel using ipcluster engines.\"\"\"\n", " newdict = {'gatk':{}, 'varscan':{}}\n", " for sp in ['JP', 'DF']:\n", " jobs = []\n", " gtcols = [col for col in snpdict['gatk'][sp] if '.GT' in col]\n", " gatk = snpdict['gatk'][sp][gtcols]\n", " tosend = []\n", " for i,locus in enumerate(nb(gatk.index)):\n", " tosend.append(locus)\n", " if len(tosend) == math.ceil(nrow(gatk)/56) or (i+1) == nrow(gatk):\n", " jobs.append(lview.apply_async(count_missing, *(gatk.loc[tosend, :], thresh)))\n", " tosend = []\n", " watch_async(jobs)\n", " loci = []\n", " for j in jobs:\n", " loci.extend(j.r)\n", "# return loci\n", " newdict['gatk'][sp] = snpdict['gatk'][sp].loc[loci, :].copy()\n", " newdict['varscan'][sp] = snpdict['varscan'][sp].loc[loci, :].copy()\n", " for sp,colheader in zip(['JP','DF'], ['JP_p101','DF_p52']):\n", " print(f'{sp} starting = ', nrow(snpdict['gatk'][sp]) )\n", " print(f'{sp} ending = ', nrow(snpdict['gatk'][sp]))\n", " print_corr(snpdict['gatk'][sp], newdict['gatk'][sp],\n", " snpdict['varscan'][sp], newdict['varscan'][sp],\n", " colheader)\n", " return newdict" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 248700/248700 [00:05<00:00, 49683.56it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\n", "Watching 56 jobs ...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 56/56 [00:00<00:00, 328965.02it/s]\n", "100%|██████████| 636031/636031 [00:02<00:00, 234709.57it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\n", "Watching 56 jobs ...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 56/56 [00:00<00:00, 409.40it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 248700\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.97756 0.98508 \n", "\n", "DF starting = 636031\n", "DF ending = 636031\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.94831 0.96558 \n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# filter for < 5% missing data (1/20 = 0.05)\n", "after = filter_missing_data(newsnps, 1, ret=True)\n", "compare_sweetgraphs(before=newsnps,\n", " after=after,\n", " doingwhat='filtering for <= 5% missing data',\n", " saveloc=op.join(figdir,\n", " 'megaSNP-filtered_congruence_MAF-spectrum_after-removing-lt-5perc-missing.pdf'))\n", "# show species MAF spectra\n", "for sp in ['JP', 'DF']:\n", " make_mafdict_fig(get_mafdict(after['gatk'][sp]['realMAF'], roundto=3),\n", " get_mafdict(after['varscan'][sp]['realMAF'], roundto=3),\n", " xlab = 'MAF frequency',\n", " legend=['indSeq','poolSeq'], title=f'{sp} MAF frequency spectrum',\n", " saveloc=op.join(figdir, f'megaSNP-filtered_5perc-missing-filtered_maf-spectrum_{sp}.pdf'))\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 248700\n", "# Correlation increased!!!\n", "# 0.97756 0.98508 \n", "\n", "# DF starting = 636031\n", "# DF ending = 636031\n", "# Correlation increased!!!\n", "# 0.94831 0.96558 " ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 248700/248700 [00:01<00:00, 151533.47it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\n", "Watching 56 jobs ...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 56/56 [00:00<00:00, 271225.20it/s]\n", "100%|██████████| 636031/636031 [00:02<00:00, 220974.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\n", "Watching 56 jobs ...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 56/56 [00:00<00:00, 505.05it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 248700\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.97756 0.98157 \n", "\n", "DF starting = 636031\n", "DF ending = 636031\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.94831 0.95962 \n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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fSS19vjZVXk2bP6sjYjDwJ2AUxZdYl1OkmVnA2zn/B7ahD1B82bAbxVoG15fnnVfu+2o7jidJUl0y+C1JkrpNZr4SEb+h+A/7a8D9mfl4C8125u0ZbNObmSF+CEVgvdtlZlYpbggkjc3MZhdrbFR/jSb2r9lE+SKKnNbVDG7mPBtm5l9a0a/2mF3etmXm4UUUP//frwyA7UcROP5daw9QphI5tEyr80GKxeSOogiyLUMxe7hSS8/1nEa3v8nM3VvZndnl7VoU+YE7Q7X3WeW+pv62H9xJ52+z9n6BlplPRMTaFK/hfhS/8NgNeD0irqNYrPG2ZlKeEBFjaP1s3obzjm9Pfyv8vbx9bxP7G37x0ewCvxGxM0VQe7tyZvIGFNd55UK0DYtCrtfOvna6Mi3VzuVixptSpHL5EnBlRLycmbeX9WYBXwO+FhHvofilxREU6YUG02jx2E7wWnnb1DXfVHk17fms/jxF4PuUxu+xcqHRr7Th/A0LCu9GMbv+U5XXQZmm6di2HE+SpHpm8FuSJHW3Syh+pr0a8D+tqN8wQ/l3VJ9p149i8bXPR8TpTQSia+GB8nYboDXB7ycpZnluFBGDqqQ+GdNEu1nABhExoEogcHQT/fps2a+uCn43jH0niqB2a1xG8eXFERSLhA4GfthMypImle+BJ4AnykDpc8CuLB383joilqmS+mRMeftoefskRTB78yae52oeoHj+d6Ll4HfDGPs1W6t5s4C1GxeWv5zYqAPHrZnydbkduD0ijqTIJf85itzfnwNeLdNrXEX1FDZjaHse7/Ed6TNwJ8XM5x2B0yt3RMS7KYLiz1LM1q0qIgZRXDeXNgSLeTtdSuVs3uU62Ncuk5nzgPuA+yLiKYqZzmMpXs/GdacCUyPiSuClsl5na7iWt6bRLPmIWJG2XSMNX0B8tPGO8nrbukqb95S31da3WOo4peY+FxqOd0OVz6PNgOWbOKYkSX2OC15KkqTudhdFcGM34BfNVYyI4RRBpFnAnpn5+SrbwRR5XEcBn+zivrfF9RQLnx0VEZ+qViEitoiIdwCUAYwrgJVoFIArZ/ntt9QBCg9RTGg4uFGbg4CtqtT/GUUg91sRsVnjnRGxTDljtiN+S5HWYpeI2KfKOZaaEV4G+6+iCEKdRhH4ubS1J4yI9SNiZJVdDbMz36iyb13gi42OM5YiGDWVIsd9wyJ6PwKGAT+MiKUCSxExrNHigxdSpDQ4qdqihOV7u8EsipnbI6oOrnUeAkZEROPFX0+kWBS2V8vMNzPzl5k5luJ1+AJF7ujDKdKoPBcR6zVqMz4zoy1bJ3T1HoqFfbeNiF0aCsvZuA3pPS5q4Uu6c8rbb1SUTQXeovglTIPPlLdLLahaCxGxTRm4b2yJazAiRjV+rUpDKIL7XZHW5nqKGdv7RcSGjfadSNt+HXEfxQz/bcvPi0pHUyXfN2+n+RlTWRgRGwPHN3GeV8vbap8LTR1vdYo88ZIkqeTMb0mS1K3KoE9rZkJD8VPxfsDPW1jQ7VKK2XaHA7d1rIedIzPnR8TuwK3AjRFxH8Uib29QzND9MMWiZ8N4OzB7AvAJ4KtlwHtSuX8cxQKOu7C0H1EEvi+MiE9QLPa2IbAlxWz5ymAZmflqROwB/AZ4ICLuoAieLaIIsmxBkeO63bNKM/OtiNgT+D1FuoMjKGZCL0exKOQnqP536AUUr/lawG8z8/kqdZrySeCc8nl+kmIG6XCKL1oWUSwO2NgtwNkRsRPwZ4rZlLtTzDw/tNFM4lMpntcvUOSYv5MiLcvqFEH0rShm/P6tfA7+FhFfpJjB+2hEXE+xYOYqFDPC51Is+Nqw4N6DwDYRcQVFSoyFFLM6Wzs7//sUebGvj4irKfIJb0nxpdDdtDH9R09WLnr5E+AnETGC4ouh/Sh+TdKpImJrivckvJ3Tfd2ImFjRn4Mq7i+MiIMpZoBfW85Mf47iPT+aYhHWc5s533YUKZx2rvz1R2b+JyJ+TJEm5BaKYPjBFNf7lR0cZmc5Btg+Iu6mmNn+OkVKlp0ovuC5uKy3IfCbiHgYeJwit/tqFNfqAN7+kqDTlGsCfBH4OcVs9GuAGRTXyIYUX1p8lOKzoqVjZUQcSvFvza8i4tcUr8eGFJ9Dt1B8aVvpcorFLs+LiI9RfBasS/H5/GuKz/jG7ijbXFK+j14HZmfm+RT5w/8I7F5+5k2i+JJhJ4rA/AtVjidJUp9k8FuSpD6q/Hk2QGtSOHS7cqbkIeXDlmYA/5IiX/TYiFg9M1/q0s61Umb+pZxl+HWKIEfDwp0zKH6G/y2Khf0a6r8SEVtRpP/4DEWw7O8UC91No0rwuwyyfrKizQKKGctbUARyd67S5o4yh/A3KAKm21DMKn2BImhX7af5bR375IjYCDiOIiCzJUXAdypNpKLIzEcj4jGK2d+tWuiywq3AecC2FEG0lSme59uAczLzviptHgS+TRHYPpoitcSdwP9m5p8a9W1+ROxKkW7jIIrndUXgZeAZipQqVzRqc0lEPE7xPI+hSL3yCkW6mcbv6f0pgqI7AvuUfZlOK1PTlK/prhT5zfcG/lOOfRzFIqB1KTOfo0gvcnrFZ1pneg9wYKOy1RuVHdSoTw9GxIcpnvftKX7N8SzFe+2MMiXIUsr0G5dQfNl3Y5Uqx1P8cnc/ivfTfcDRLXwx2J0uoAhyf4Tiy6D+FO/hC4CzM/PZst5kitfsoxTv9yEU19HDFKmObu6KzmXmlRExi+JaHUexOOS9FJ+V3y+rvdZE88bH+mO5uOd3KD7foPg8GUPxmbpjo/ovlPXPoPiidgeKL+m+SJEKZqngd2beGhHHUKT++hpFzvdngfPLL1l2ofiVzKeAL1N8GXdpWfa31oxDkqS+IHpOWkxJktSdImIYRbDzX5k5vKX6qq0yFcldVFkwrV5ExEoU78mZwKgqOZw76zxjqPPnUlLrlF+a/BMYmJlNLSwsSZJ6KXN+S5LUd+1W3t5f015IbzuSYjb1BV0V+JbUN0XE4IY1FirKgiLn9wiK9COSJKnOmPZEkqQ+JiK+DbwX2JMiRcbZte2R+rJygbwjKfJ8H0aRquSCmnZKUj3aHLg6In5PkUZqxbJsI4rc6eNr1TFJktR1DH5LktT3nESRe/ke4NTMfKDG/VHfNoQi/+88ipy/X8rMubXtkqQ69HeKRYC3osiT3ZCT/IfAd3vKWhGSJKlzmfNbkiRJkiRJklR3zPktSZIkSZIkSao7pj2pYtVVV82RI0fWuhuSJEmSJEmSpGY8/PDDr2TmatX2GfyuYuTIkUyePLnW3ZAkSZIkSZIkNSMinm1qn2lPJEmSJEmSJEl1x+C3JEmSJEmSJKnuGPyWJEmSJEmSJNUdg9+SJEmSJEmSpLpj8FuSJEmSJEmSVHcMfkuSJEmSJEmS6o7Bb0mSJEmSJElS3TH4LUmSJEmSJEmqO/1r3QFJkiRJkiRJvc+8efOYOXMmc+fOZeHChbXujupAv379WGmllRg6dCgDBw7s8PEMfkuSJEmSJElqk3nz5vHcc88xZMgQRo4cyYABA4iIWndLvVhmMn/+fF577TWee+45RowY0eEAuGlPJEmSJEmSJLXJzJkzGTJkCKuuuirLLrusgW91WESw7LLLsuqqqzJkyBBmzpzZ4WM681vqTuMHdfP55nTv+SRJkiRJUp8wd+5cRo4cWetuqE6tvPLKTJs2jWHDhnXoOM78liRJkiRJktQmCxcuZMCAAbXuhurUgAEDOiWPvMFvSZIkSZIkSW1mqhN1lc56bxn8liRJkiRJkiTVHYPfkiRJkiRJkqS6Y/BbkiRJkiRJktph2rRpRAQHHXRQl53joIMOIiKYNm1al52jXvWvdQckSZIkSZIk1ZeRx91Y6y40a9oZn651Fzps4cKFTJgwgZ///Of89a9/Ze7cuQwZMoQ111yTzTbbjF122YVddtml1t2sKYPfkiRJkiRJktQOa621FlOmTGHQoEHdet6FCxey8847c8sttzB48GA+/elPM3z4cGbOnMnTTz/NlVdeyZNPPmnwu5Ynj4i1gcuBNYFFwMWZ+YOIGApcDYwEpgF7Zeasss3xwKHAQuDLmXlrWb4pMBFYHrgJ+EpmZkQMLM+xKfAqMC4zp3XTECVJkiRJkiTVqQEDBvD+97+/28971VVXccstt7Dhhhtyzz33LBV8f+ONN3jwwQe7vV89Ta1zfi8AjsnMDwCbA0dFxAeB44A7MnNd4I7yMeW+vYH1gB2BCyKiX3msC4HDgXXLbcey/FBgVma+BzgXOLM7BiZJkiRJkiSpvlXL+V2Zo/snP/kJH/rQh1huueVYY401OPzww5kzZ07VY91+++1ss802rLDCCgwdOpRdd92VJ598smrd++67b/G5qs06f8c73sHHPvaxqm2vuuoqPvaxjzFkyBCWW245PvCBD3Daaacxb968qvV/8YtfsOmmm7L88suz+uqrs//++/PCCy8wZswYIqK5p6fmajrzOzNnADPK+3MjYgqwFjAWGFNWuwy4G/ifsvwXmTkPeCYipgKbRcQ0YOXMvB8gIi4HdgVuLtuML491LXB+RERmZhcPT5IkSZIkSVIfdeyxx3Lrrbfymc98hu2335677rqLSy65hKlTp3LnnXcuUffaa69l3LhxLLvssowbN45hw4YxadIktthiCzbYYIOljr3KKqsA8I9//KNNfTr00EOZMGECw4cPZ/fdd2fw4ME88MADnHTSSdxxxx3cdttt9O//dsj43HPP5etf/zqDBw/mgAMOYPDgwdx6661sueWW3Z7qpT16TM7viBgJbAw8CKxRBsbJzBkRsXpZbS3ggYpm08uy+eX9xuUNbZ4vj7UgIuYAqwCvdM1IJEmSJEmSJPV1DzzwAH/9618ZMWIEAAsWLODjH/84d911Fw899BCbbbYZAK+//jpHHHEEyyyzDH/4wx8YPXr04mN87Wtf47zzzlvq2LvvvjtnnnkmF110EXPnzmW33XZj00035V3veleT/Zk4cSITJkxgt91244orrmD55ZdfvG/8+PGccsop/PjHP+YrX/kKUMxqP+644xgyZAiPPPIII0eOBOD0009nzz335Ne//nVHn6IuV+u0JwBExIrAr4CvZuZrzVWtUpbNlDfXpnEfDo+IyREx+eWXX26py5IkSZIkSZLUpJNPPnlx4Bugf//+HHzwwQA89NBDi8uvv/56Zs6cyb777rtE4BuKoHS1GdYbb7wxP//5z1ljjTX4+c9/zmc/+1lGjhzJKquswm677cZvf/vbpdr84Ac/oH///kyYMGGJwDfASSedxCqrrMIVV1yxuOyKK67grbfe4ktf+tLiwDfAMsssw1lnncUyy/SI0HKzaj7zOyIGUAS+r8jMhq8LXoyIYeWs72HAS2X5dGDtiubDgRfK8uFVyivbTI+I/sAgYGbjfmTmxcDFAKNHjzYliiRJkiRJkqR2axzIBlh77SK0OWvWrMVljzzyCAAf/ehHl6o/aNAgNtpoI+65556l9u21117stttu3HXXXUyaNIlHH32USZMmcd1113HddddxwAEHMHHiRCKCN954gz//+c+suuqqVWeSAwwcOJApU6a0ql/vfve7WXvttXn22WebeQZqr6bB7ygyov8UmJKZ51TsugE4EDijvL2+ovzKiDgHeCfFwpYPZebCiJgbEZtTpE05APhRo2PdD+wB3Gm+b0mSJEmSJEldafDgwUuVNeTTXrhw4eKyhgUw11hjjarHWXPNNZs8x4ABA9h+++3ZfvvtFx/3V7/6FYcccgiXX345u+22G7vuuiuzZs0iM3n55Zc55ZRTWtX/1vSrpwe/az03fStgf+DjEfFYuX2KIui9XUQ8BWxXPiYznwCuAf4G3AIclZkN75QjgUuBqcDTFItdQhFcX6VcHPPrwHHdMjJJkiRJkiRJakFDWpMXX3yx6v5///vfrT5Wv3792Guvvfja174GsHhhzYZzbLzxxmRms1tX9KtWahr8zsxJmRmZuUFmblRuN2Xmq5n5icxct7ydWdHmO5m5Tma+LzNvriifnJnrl/uObpjdnZlvZuaemfmezNwsM/9Zi7FKkiRJkiRJUmObbLIJQNXUJnPmzOGxxx5r8zFXWmklgMXB7BVXXJH11luPJ554gpkzl8oI3eZ+/fOf/+T5559vc7+6W61nfkuSJEmSJElSnzV27FiGDBnClVdeyeTJk5fYN378+MXpRypdddVV3HbbbSxatGipff/+97+55JJLANh2220Xl3/961/nrbfe4pBDDmH27NlLtZs1a9biPN8A++23HwMGDOBHP/oR06ZNW1y+aNEivvnNb1Y9d09T8wUvJUmSJEmSJKmvWnHFFbn44osZN24c22yzDePGjWPYsGFMmjSJxx9/nG233ZZ77713iTYPPvggP/jBD1hzzTXZeuutGTVqFADPPPMMN954I//9738ZO3Yse+yxx+I2hxxyCA8//DAXXHAB66yzDjvssAMjRoxg5syZPPPMM9x7770cfPDBXHTRRQCMHDmSM844g2OOOYaNN96YcePGMWjQIG699VZmz57NBhtswF/+8pfue6LaweC3JEmSJEmSJNXQHnvswS233MIpp5zCNddcw8CBA9l22225//77OeOMM5YKfh9zzDGsu+663H777fzlL3/h1ltv5c0332SVVVZhzJgx7Lvvvuy7775ExBLtfvzjH7PTTjtx0UUXcfvttzN79myGDh3KiBEj+OY3v8nnPve5Jep//etfZ9iwYZx11llMnDiRlVZaiR122IHvfe977Lvvvl3+vHRUVCYxV2H06NHZ+CcGUqcYP6ibz7f0z2IkSZIkSZI6asqUKXzgAx+odTdUQ2PGjOGee+6hq+LLrX2PRcTDmTm62j5zfkuSJEmSJEmS6o7Bb0mSJEmSJElS3TH4LUmSJEmSJEmqOy54KUmSJEmSJElqk7vvvrvWXWiRM78lSZIkSZIkSXXH4LckSZIkSZIkqe4Y/JYkSZIkSZIk1R2D35IkSZIkSZKkumPwW5IkSZIkSZJUdwx+S5IkSZIkSZLqjsFvSZIkSZIkSVLdMfgtSZIkSZIkSao7Br8lSZIkSZIkSXXH4LckSZIkSZIk1YmRI0cycuTIWnejR+hf6w5IkiRJkiRJqjPjB9W6B80bP6fWPeh2s2fP5pxzzuGGG25g6tSpzJ8/n1VXXZW1116brbbais997nNsvPHGte5mpzL4LUmSJEmSJEl17IUXXmCrrbZi2rRpvPvd72a//fZj6NCh/Otf/+LJJ5/kvPPOY/nllzf4LUmSJEmSJEnqPU4++WSmTZvGIYccwqWXXkpELLF/xowZzJgxo0a96zrm/JYkSZIkSZKkdpg2bRoRwUEHHcSTTz7JrrvuytChQ1lhhRXYeuut+f3vf79Um3nz5nHGGWewwQYb8I53vIOVV16ZbbbZhmuuuabJ81xzzTVsu+22DBo0iOWXX54PfehDnH766cybN69V/bzvvvsA+NKXvrRU4Btg2LBhbLLJJkuVv/HGG5x++ulstNFGrLDCCqy44opsscUWXHXVVVXP89Zbb3HqqaeyzjrrMHDgQEaNGsWJJ57IvHnziAjGjBnTqv52lpoGvyNiQkS8FBGPV5RdHRGPldu0iHisLB8ZEf+t2HdRRZtNI+KvETE1In4Y5SsYEQPL402NiAcjYmR3j1GSJEmSJElSfXvmmWfYYostePXVVzniiCPYc889efjhh9lpp524+uqrF9d766232GGHHTj++OOZP38+Rx11FPvvvz//+Mc/GDduHCeccMJSxz7hhBMYN24cU6ZMYd999+Xoo48mMznhhBPYYYcdmD9/fov9W2WVVQD4xz/+0eoxzZ49m6233poTTjiBfv36ccghh3DggQfy8ssvs++++3LiiScuUT8z2WuvvTj55JOJCI4++mh23nlnJkyYwF577dXq83amWqc9mQicD1zeUJCZ4xruR8TZQGX2+aczc6Mqx7kQOBx4ALgJ2BG4GTgUmJWZ74mIvYEzgXFV2kuSJEmSJElSu9x777184xvf4KyzzlpcdvTRR7PFFlvwhS98gZ122omVV16Zs88+m3vuuYeddtqJG264gf79i/Dst771LTbbbDNOP/10dt55Z7bccksA7r//fk4//XTWXnttHnroIdZcc00ATj/9dHbbbTd+97vfcdZZZ1UNmlcaN24ckyZN4vOf/zyTJ09m++23Z+ONN14cFK/mq1/9Ko8++ihnnnkmxx577OLyN998k1133ZXvfve77LHHHmy00UYAXHXVVVx//fVsvvnm3HXXXSy33HIAnHLKKXz4wx9u+5PaCWo68zsz7wVmVttXzt7eC6g+h/7tesOAlTPz/sxMikD6ruXuscBl5f1rgU80zAqXJEmSJEmSpM4waNAgTj755CXKRo8ezX777cfs2bP5zW9+A8CECROICM4555zFgW+A1VdfnZNOOgmASy+9dHH5hAkTADjxxBMXB74B+vfvz9lnn80yyyyzRP2mHHXUUYtnm5911llst912rLrqqowaNYrDDjuMP//5z0vUf/XVV/n5z3/O6NGjlwh8Ayy33HKceeaZZCZXXnnl4vKf/exnAHz3u99dHPgGGDp06OKxdbdaz/xuzjbAi5n5VEXZqIh4FHgNODEz/wCsBUyvqDO9LKO8fR4gMxdExBxgFeCVru68JEmSJEmSpL5hk002YaWVVlqqfMyYMVx22WU8+uij7L777kydOpW11lqL97///UvV/fjHPw7Ao48+urjskUceWWJfpfe+970MHz6cZ555htmzZzN48OAm+xcRfPe73+XYY4/l1ltv5YEHHuCRRx7hwQcf5NJLL+VnP/sZF154IYcddhgAf/rTn1i4cCERwfjx45c6XkOqlSlTpizR12WWWYatt9666vNQCz05+L0PS876ngGMyMxXI2JT4LqIWA+oNpM7y9vm9i0hIg6nSJ3CiBEj2t1pSZIkSZIkSX3LGmusUbW8Ybb2nDlzmDOnyO48bNiwqnUbymfPnr24rDVtnnvuOebMmdNs8LvB4MGDGTduHOPGFZmh//Of/3DGGWdw2mmn8aUvfYlddtmFNdZYg1dffRUoguB/+tOfmjze66+/vkRfhw4dyoABA5aqVzlrvTvVNO1JUyKiP7A7sDgbfGbOy8xXy/sPA08D76WY6T28ovlw4IXy/nRg7YpjDqKJNCuZeXFmjs7M0auttlrnDkiSJEmSJElS3XrxxRerlv/73/8GirQogwYNWqKssRkzZiyu26A9bdpihRVW4NRTT2Xrrbdm3rx5/PGPf1zieF/72tfIzCa3u+66a4m+zpw5s+oCnE31v6v1yOA38EngycxcnM4kIlaLiH7l/XcD6wL/zMwZwNyI2LzM530AcH3Z7AbgwPL+HsCdZV5wSZIkSZIkSeoUjzzyCHPnzl2q/O677wZg4403ZqWVVmKdddbhX//6F0899dRSdRsCyZtsssniso033niJ41SaOnUq06dPZ9SoUa2a9d2chpQtDaHTzTbbjGWWWYY//OEPrT7GJptswqJFi5g0adJS+6r1vzvUNPgdEVcB9wPvi4jpEXFouWtvll7oclvgLxHxZ4rFK7+QmQ2zuI8ELgWmUswIv7ks/ymwSkRMBb4OHNdlg5EkSZIkSZLUJ82ZM4dvf/vbS5RNnjyZK664gkGDBrHbbrsBcMghh5CZfPOb32ThwoWL677yyiuceuqpi+s0aLh/2mmn8fLLLy8uX7hwId/4xjdYtGgRhx56KC0566yzeOKJJ6rumzRpEnfddRf9+/dniy22AIoFOPfbbz8mT57MqaeeyoIFC5Zq9/TTT/PMM88sfnzwwQcD8L//+7+8+eabi8tnzpzJaaed1mIfu0JNc35n5j5NlB9UpexXwK+aqD8ZWL9K+ZvAnh3rpSRJkiRJkiQ1bdttt+XSSy/lwQcfZKuttmLGjBlcffXVLFq0iJ/85CesvPLKAHzjG9/g5ptv5vrrr2fDDTfkU5/6FG+88Qa//OUveemllzj22GOXWDByyy235Nhjj+V73/se66+/PnvssQcrrLACN998M48//jhbb7013/zmN1vs3xVXXMGxxx7L+9//fjbffHOGDRvGf/7zH5544gnuvPNOMpOzzz6bd77znYvbnH/++Tz11FOcfPLJ/N///R9bb701a6yxBi+88AJTpkzhT3/6E1dddRWjRo0CYJ999uHqq6/mhhtuYP3112fs2LHMnz+fa6+9lg9/+MM8/fTTnfyst6wnL3gpSZIkSZIkST3eqFGjuOiiizjuuOO46KKLmDdvHptssgknn3wyO+yww+J6yy67LLfddhvnnHMOV155JT/60Y/o378/G264Ieeddx777LP0XOEzzzyTjTfemPPPP5/LL7+c+fPns84663DaaadxzDHHsOyyy7bYv5/97GfceOON3Hnnndx99938+9//JjNZa6212GeffTjyyCOXCLoDrLzyytxzzz1cfPHFXHnllfzqV7/izTffZI011mDdddfl3HPPZbvttltcPyL45S9/yRlnnMHEiRM5//zzGTZsGAcffDAnn3wyyy23XAee4fYJU2AvbfTo0Tl58uRad0P1aHz7Fh9o//nmdO/5JEmSJElSnzBlyhQ+8IEP1LobNTdt2jRGjRrFgQceyMSJE2vdnR4tIvjoRz/a6vzfrX2PRcTDmTm62r6euuClJEmSJEmSJEntZvBbkiRJkiRJklR3DH5LkiRJkiRJkuqOC15KkiRJkiRJUjuMHDkS11RsnVo8T878liRJkiRJkiTVHYPfkiRJkiRJkqS6Y/BbkiRJkiRJklR3DH5LkiRJkiRJajNzXaurdNZ7y+C3JEmSJEmSpDbp168f8+fPr3U3VKfmz59Pv379Onwcg9+SJEmSJEmS2mSllVbitddeq3U3VKdee+01VlpppQ4fx+C3JEmSJEmSpDYZOnQos2bN4pVXXuGtt94yBYo6LDN56623eOWVV5g1axZDhw7t8DH7d0K/JEmSJEmSJPUhAwcOZMSIEcycOZNp06axcOHCWndJdaBfv36stNJKjBgxgoEDB3b4eAa/JUmSJEmSJLXZwIEDGTZsGMOGDat1V6SqTHsiSZIkSZIkSao7Br8lSZIkSZIkSXXH4LckSZIkSZIkqe4Y/JYkSZIkSZIk1R2D35IkSZIkSZKkumPwW5IkSZIkSZJUdwx+S5IkSZIkSZLqTk2D3xExISJeiojHK8rGR8S/IuKxcvtUxb7jI2JqRPw9InaoKN80Iv5a7vthRERZPjAiri7LH4yIkd06QEmSJEmSJElSTdR65vdEYMcq5edm5kbldhNARHwQ2BtYr2xzQUT0K+tfCBwOrFtuDcc8FJiVme8BzgXO7KqBSJIkSZIkSZJ6jpoGvzPzXmBmK6uPBX6RmfMy8xlgKrBZRAwDVs7M+zMzgcuBXSvaXFbevxb4RMOscEmSJEmSJElS/ar1zO+mHB0RfynTogwpy9YCnq+oM70sW6u837h8iTaZuQCYA6zSlR2XJEmSJEmSJNVeTwx+XwisA2wEzADOLsurzdjOZsqba7OUiDg8IiZHxOSXX365TR2WJEmSJEmSJPUsPS74nZkvZubCzFwEXAJsVu6aDqxdUXU48EJZPrxK+RJtIqI/MIgm0qxk5sWZOTozR6+22mqdNRxJkiRJkiRJUg30uOB3mcO7wW7A4+X9G4C9I2JgRIyiWNjyocycAcyNiM3LfN4HANdXtDmwvL8HcGeZF1ySJEmSJEmSVMf61/LkEXEVMAZYNSKmA98CxkTERhTpSaYBRwBk5hMRcQ3wN2ABcFRmLiwPdSQwEVgeuLncAH4K/F9ETKWY8b13lw9KkiRJkiRJklRzNQ1+Z+Y+VYp/2kz97wDfqVI+GVi/SvmbwJ4d6aMkSZIkSZIkqfepafBb6glGHndjt51r2nLddipJkiRJkiSpT+txOb8lSZIkSZIkSeoog9+SJEmSJEmSpLpj8FuSJEmSJEmSVHcMfkuSJEmSJEmS6o7Bb0mSJEmSJElS3TH4LUmSJEmSJEmqOwa/JUmSJEmSJEl1x+C3JEmSJEmSJKnuGPyWJEmSJEmSJNUdg9+SJEmSJEmSpLpj8FuSJEmSJEmSVHcMfkuSJEmSJEmS6o7Bb0mSJEmSJElS3TH4LUmSJEmSJEmqOwa/JUmSJEmSJEl1x+C3JEmSJEmSJKnuGPyWJEmSJEmSJNWdNgW/I2JERKzcQp2VImJEx7olSZIkSZIkSVL7tXXm9zPAV1qo8+WyniRJkiRJkiRJNdHW4HeUmyRJkiRJkiRJPVZX5PxeA/hPFxxXkiRJkiRJkqRW6d9ShYg4oFHRRlXKAPoBI4D9gb+25uQRMQHYGXgpM9cvy84CPgO8BTwNHJyZsyNiJDAF+HvZ/IHM/ELZZlNgIrA8cBPwlczMiBgIXA5sCrwKjMvMaa3pmyRJkiRJkiSp92ox+E0RVM7yfgJjy62xhnQobwCntPL8E4HzKQLUDW4Djs/MBRFxJnA88D/lvqczc6Mqx7kQOBx4gCL4vSNwM3AoMCsz3xMRewNnAuNa2TdJkiRJkiRJUi/VmuD3weVtABOA64Drq9RbSDG7+v7MnN2ak2fmveWM7sqy31c8fADYo7ljRMQwYOXMvL98fDmwK0Xweywwvqx6LXB+RERmZpVDSZIkSZIkSZLqRIvB78y8rOF+RBwIXJeZlzfTpDMdAlxd8XhURDwKvAacmJl/ANYCplfUmV6WUd4+D1DOJJ8DrAK80tUdlyRJkiRJkiTVTmtmfi+WmR/rqo40FhH/CywAriiLZgAjMvPVMsf3dRGxHm+nW6nUMLO7uX2Nz3c4ReoURowY0ZGuS5IkSZIkSZJqbJlad6Cacob5zsB+DSlKMnNeZr5a3n+YYjHM91LM9B5e0Xw48EJ5fzqwdnnM/sAgYGa1c2bmxZk5OjNHr7baap0/KEmSJEmSJElSt2lz8DsiPhoRv4uIlyJifkQsrLItaG+HImJHigUud8nMNyrKV4uIfuX9dwPrAv/MzBnA3IjYPCICOIC3c5LfABxY3t8DuNN835IkSZIkSZJU/9qU9iQiPk2x4GU/4Dng7xSpSdolIq4CxgCrRsR04FvA8cBA4LYils0DmfkFYFvg22VgfSHwhcxsmMV9JDARWJ5iocuby/KfAv8XEVMpZnzv3d6+SpIkSZIkSZJ6jzYFv4HxwHzg05n5+46ePDP3qVL80ybq/gr4VRP7JgPrVyl/E9izI32UJEmSJEmSJPU+bU17sj5wdWcEviVJkiRJkiRJ6iptDX6/ThMLRkqSJEmSJEmS1FO0Nfh9B7BFV3REkiRJkiRJkqTO0tbg9/8A60TEiVGuRilJkiRJkiRJUk/T1gUvvwU8AZwCHBIRjwGzq9TLzDy0Y12TJEmSJEmSJKl92hr8Pqji/shyqyYBg9+SJEmSJEmSpJpoa/B7VJf0QpIkSZIkSZKkTtSm4HdmPttVHZEkSZIkSZIkqbO0dcFLSZIkSZIkSZJ6vDbN/I6IEa2tm5nPtb07kiRJkiRJkiR1XFtzfk+jWMyyJdmOY0uSJEmSJEmS1CnaGqC+nOrB78HARsC7gLsBc4NLkiRJkiRJkmqmrQteHtTUvohYBjgJ+AJwYMe6JUmSJEmSJElS+3XagpeZuSgzT6FIjXJGZx1XkiRJkiRJkqS26rTgd4X7gO274LiSJEmSJEmSJLVKVwS/hwIrdMFxJUmSJEmSJElqlU4NfkfEJ4FxwOOdeVxJkiRJkiRJktqiTQteRsSdzRxnbWBE+fjbHemUJEmSJEmSJEkd0abgNzCmifIEZgG3At/PzKaC5JIkSZIkSZIkdbk2Bb8zsytyhEuSJEmSJEmS1KkMZkuSJEmSJEmS6k5b054sISJWBgYBczLztc7pkiRJkiRJkiRJHdPmmd8R0S8ijouIqRR5vqcBsyJialne6oB6REyIiJci4vGKsqERcVtEPFXeDqnYd3x5nr9HxA4V5ZtGxF/LfT+MiCjLB0bE1WX5gxExsq3jlSRJkiRJkiT1Pm0KfkfEssBtwHeAkcDzwEPl7ciy/PayXmtMBHZsVHYccEdmrgvcUT4mIj4I7A2sV7a5ICL6lW0uBA4H1i23hmMeCszKzPcA5wJntnqwkiRJkiRJkqReq60zv78OjAFuBD6QmSMzc4vMHAm8D/gtsE1Zr0WZeS8ws1HxWOCy8v5lwK4V5b/IzHmZ+QwwFdgsIoYBK2fm/ZmZwOWN2jQc61rgEw2zwiVJkiRJkiRJ9autwe99gceBXTPzqcodmfk0sDvwBLBfB/q0RmbOKI85A1i9LF+LYoZ5g+ll2Vrl/cblS7TJzAXAHGCVDvRNkiRJkiRJktQLtDX4/R7g5sxcVG1nWX4zsE5HO1ZFtRnb2Ux5c22WPnjE4RExOSImv/zyy+3soiRJkiRJkiSpJ2hr8PstYMUW6qwAzG9fdwB4sUxlQnn7Ulk+HVi7ot5w4IWyfHiV8iXalAtxDmLpNCsAZObFmTk6M0evttpqHei+JEmSJEmSJKnW2hr8/guwR0RUjQ5HxKrAHsCfO9CnG4ADy/sHAtdXlO8dEQMjYhTFwpYPlalR5kbE5mU+7wMatWk41h7AnWVecEmSJEmSJElSHWtr8Pt8YDXgoYg4NCLeHRHLR8SoiDgYeLDcf35rDhYRVwH3A++LiOkRcShwBrBdRDwFbFc+JjOfAK4B/gbcAhyVmQvLQx0JXEqxCObTFKlXAH4KrBIRUykW4TyujeOVJEmSJEmSJPVC/dtSOTOviYiNKILIF1epEsD3MvOaVh5vnyZ2faKJ+t8BvlOlfDKwfpXyN4E9W9MXSZIkSZIkSVL9aFPwGyAzT4iIG4BDgY0p8mjPAR4FJmTm/Z3bRUmSJEmSJEmS2qbNwW+AzHwAeKCT+yJJkiRJkiRJUqdoU87viNgzIu6MiHc2sX+tiLgjInbvnO5JkiRJkiRJktR2bV3w8vPA4Mx8odrOzPwXsHJZT5IkSZIkSZKkmmhr8PtDwOQW6kwGNmhfdyRJkiRJkiRJ6ri2Br+HAi+1UOdVYNX2dUeSJEmSJEmSpI5ra/D7FWDdFuqsC8xuV28kSZIkSZIkSeoEbQ1+/xHYJSLeX21nRHwAGAv8oaMdkyRJkiRJkiSpvdoa/P4+0B+YFBFfjoj3RsQK5e1XKILe/cp6kiRJkiRJkiTVRP+2VM7MP0XEF4EfA+eWW6WFwJGZ+WAn9U+SJEmSJEmSpDZrU/AbIDMviYhJwBeBjwCDKXJ8PwBcmJlTOrODkiRJkiRJkiS1VZuD3wBlgPtLndwX9QAjj7uxW8837YxPd+v5JEmSJEmSJPUNbc35LUmSJEmSJElSj2fwW5IkSZIkSZJUdwx+S5IkSZIkSZLqTrtyfkudZvygbjzXnO47lyRJkiRJkqSacua3JEmSJEmSJKnuGPyWJEmSJEmSJNUdg9+SJEmSJEmSpLpj8FuSJEmSJEmSVHcMfkuSJEmSJEmS6o7Bb0mSJEmSJElS3elf6w5UExHvA66uKHo3cDIwGDgMeLksPyEzbyrbHA8cCiwEvpyZt5blmwITgeWBm4CvZGZ2/SiknmvkcTd227mmnfHpbjuXJEmSJEmS1KBHzvzOzL9n5kaZuRGwKfAG8Jty97kN+yoC3x8E9gbWA3YELoiIfmX9C4HDgXXLbcfuG4kkSZIkSZIkqRZ6ZPC7kU8AT2fms83UGQv8IjPnZeYzwFRgs4gYBqycmfeXs70vB3bt8h5LkiRJkiRJkmqqNwS/9wauqnh8dET8JSImRMSQsmwt4PmKOtPLsrXK+43LlxIRh0fE5IiY/PLLL1erIkmSJEmSJEnqJXp08DsilgV2AX5ZFl0IrANsBMwAzm6oWqV5NlO+dGHmxZk5OjNHr7baah3ptiRJkiRJkiSpxnp08BvYCXgkM18EyMwXM3NhZi4CLgE2K+tNB9auaDcceKEsH16lXJIkSZIkSZJUx3p68HsfKlKelDm8G+wGPF7evwHYOyIGRsQoioUtH8rMGcDciNg8IgI4ALi+e7ouSZIkSZIkSaqV/rXuQFMi4h3AdsARFcXfi4iNKFKXTGvYl5lPRMQ1wN+ABcBRmbmwbHMkMBFYHri53CRJkiRJkiRJdazHBr8z8w1glUZl+zdT/zvAd6qUTwbW7/QOSpIkSZIkSZJ6rJ6e9kSSJEmSJEmSpDYz+C1JkiRJkiRJqjsGvyVJkiRJkiRJdafH5vyWVCfGD+rGc83pvnNJkiRJkiSpR3PmtyRJkiRJkiSp7hj8liRJkiRJkiTVHYPfkiRJkiRJkqS6Y/BbkiRJkiRJklR3DH5LkiRJkiRJkuqOwW9JkiRJkiRJUt0x+C1JkiRJkiRJqjsGvyVJkiRJkiRJdcfgtyRJkiRJkiSp7hj8liRJkiRJkiTVHYPfkiRJkiRJkqS6Y/BbkiRJkiRJklR3DH5LkiRJkiRJkuqOwW9JkiRJkiRJUt0x+C1JkiRJkiRJqjsGvyVJkiRJkiRJdcfgtyRJkiRJkiSp7vTY4HdETIuIv0bEYxExuSwbGhG3RcRT5e2QivrHR8TUiPh7ROxQUb5peZypEfHDiIhajEeSJEmSJEmS1H16bPC79LHM3CgzR5ePjwPuyMx1gTvKx0TEB4G9gfWAHYELIqJf2eZC4HBg3XLbsRv7L0mSJEmSJEmqgZ4e/G5sLHBZef8yYNeK8l9k5rzMfAaYCmwWEcOAlTPz/sxM4PKKNpIkSZIkSZKkOtWTg98J/D4iHo6Iw8uyNTJzBkB5u3pZvhbwfEXb6WXZWuX9xuWSJEmSJEmSpDrWv9YdaMZWmflCRKwO3BYRTzZTt1oe72ymfOkDFAH2wwFGjBjR1r5KkiRJkiRJknqQHjvzOzNfKG9fAn4DbAa8WKYyobx9qaw+HVi7ovlw4IWyfHiV8mrnuzgzR2fm6NVWW60zhyJJkiRJkiRJ6mY9cuZ3RKwALJOZc8v72wPfBm4ADgTOKG+vL5vcAFwZEecA76RY2PKhzFwYEXMjYnPgQeAA4EfdOxpJPcHI427stnNNO+PT3XYuSZIkSZIkVdcjg9/AGsBvIgKKPl6ZmbdExJ+AayLiUOA5YE+AzHwiIq4B/gYsAI7KzIXlsY4EJgLLAzeXmyRJkiRJkiSpjvXI4Hdm/hPYsEr5q8AnmmjzHeA7VconA+t3dh8lSZIkSZIkST1Xj835LUmSJEmSJElSexn8liRJkiRJkiTVHYPfkiRJkiRJkqS6Y/BbkiRJkiRJklR3DH5LkiRJkiRJkupO/1p3QJLqzvhB3XiuOd13LkmSJEmSpF7Emd+SJEmSJEmSpLpj8FuSJEmSJEmSVHcMfkuSJEmSJEmS6o7Bb0mSJEmSJElS3TH4LUmSJEmSJEmqOwa/JUmSJEmSJEl1x+C3JEmSJEmSJKnuGPyWJEmSJEmSJNWd/rXugCSp84087sZuPd+05fbtvpONn9N955IkSZIkSb2WM78lSZIkSZIkSXXHmd+SJEmSJElSH9Ptvxg+49Pdej4JDH5LkiRJkiRJ6gO6M+BvsL9nMO2JJEmSJEmSJKnuGPyWJEmSJEmSJNUdg9+SJEmSJEmSpLpjzm9Jktpq/KBuPNec7juXJEmSJEl1pEcGvyNibeByYE1gEXBxZv4gIsYDhwEvl1VPyMybyjbHA4cCC4EvZ+atZfmmwERgeeAm4CuZmd03GklSd+jWhUuW67ZTSZIkSZKkduqRwW9gAXBMZj4SESsBD0fEbeW+czPz+5WVI+KDwN7AesA7gdsj4r2ZuRC4EDgceIAi+L0jcHM3jUOSJEmSJEmSVAM9Mud3Zs7IzEfK+3OBKcBazTQZC/wiM+dl5jPAVGCziBgGrJyZ95ezvS8Hdu3a3kuSJEmSJEmSaq2nzvxeLCJGAhsDDwJbAUdHxAHAZIrZ4bMoAuMPVDSbXpbNL+83LpckSW1hnnNJkiRJUi/To4PfEbEi8Cvgq5n5WkRcCJwKZHl7NnAIEFWaZzPl1c51OEV6FEaMGNHxzkuS1MXMcy5JkiRJUtN6ZNoTgIgYQBH4viIzfw2QmS9m5sLMXARcAmxWVp8OrF3RfDjwQlk+vEr5UjLz4swcnZmjV1tttc4djCRJkiRJkiSpW/XI4HdEBPBTYEpmnlNRPqyi2m7A4+X9G4C9I2JgRIwC1gUeyswZwNyI2Lw85gHA9d0yCEmSJEmSJElSzfTUtCdbAfsDf42Ix8qyE4B9ImIjitQl04AjADLziYi4BvgbsAA4KjMXlu2OBCYCywM3l5skSZIkSZIkqY71yOB3Zk6ier7um5pp8x3gO1XKJwPrd17vJElSn+Ain5IkSZLUq/XI4LckSVJj3bnAJ7jIpyRJUl/TrQvKn/HpbjuX1Jf1yJzfkiRJkiRJkiR1hDO/JUmSeqhunX203L7ddi7AVC+SJEmSupwzvyVJkiRJkiRJdceZ35IkSeox6na2uzPdJUmSpG5n8FuSJEnqK8YP6sZzGfCXpN7MxR8l1QOD35IkSVKNdGdgAWDact16utrrzmA/GPCXJEnqYQx+S5IkSeo23ZvapttO1XP0xdn9fW3MfqlTE93+ZaUzoVWP+trntXoEg9+SJEmS1IUM+KseuUZDFzNIWP98jaVuYfBbkiRJktRpTOcjqc38RYOkLmLwW5IkSZKkDnB2vyRJPdMyte6AJEmSJEmSJEmdzeC3JEmSJEmSJKnuGPyWJEmSJEmSJNUdg9+SJEmSJEmSpLpj8FuSJEmSJEmSVHcMfkuSJEmSJEmS6k7/WndAkiRJkiRJkurK+EHdfL453Xu+XsKZ35IkSZIkSZKkumPwW5IkSZIkSZJUdwx+S5IkSZIkSZLqjsFvSZIkSZIkSVLd6RPB74jYMSL+HhFTI+K4WvdHkiRJkiRJktS16j74HRH9gB8DOwEfBPaJiA/WtleSJEmSJEmSpK5U98FvYDNgamb+MzPfAn4BjK1xnyRJkiRJkiRJXagvBL/XAp6veDy9LJMkSZIkSZIk1anIzFr3oUtFxJ7ADpn5+fLx/sBmmfmlRvUOBw4vH74P+Hu3drTvWhV4pdad6EZ9bbzgmPuKvjbmvjZecMx9QV8bLzjmvqCvjRccc1/Q18YLjrkv6GvjBcfcF/S18dbSuzJztWo7+nd3T2pgOrB2xePhwAuNK2XmxcDF3dUpFSJicmaOrnU/uktfGy845r6ir425r40XHHNf0NfGC465L+hr4wXH3Bf0tfGCY+4L+tp4wTH3BX1tvD1VX0h78idg3YgYFRHLAnsDN9S4T5IkSZIkSZKkLlT3M78zc0FEHA3cCvQDJmTmEzXuliRJkiRJkiSpC9V98BsgM28Cbqp1P1RVX0s109fGC465r+hrY+5r4wXH3Bf0tfGCY+4L+tp4wTH3BX1tvOCY+4K+Nl5wzH1BXxtvj1T3C15KkiRJkiRJkvqevpDzW5IkSZIkSZLUxxj8VpeIiB0j4u8RMTUijquyPyLih+X+v0TEJq1t21O1d8wRsVxEPBQRf46IJyLilO7vfft08HWeFhF/jYjHImJy9/a8fTrwGr+vHGfD9lpEfLXbB9AOrRjz+yPi/oiYFxHfaEvbnqq9Y46ItSPiroiYUl7LX+nenrdPB1/jXncdQ4de43q+lvcrP7f+EhH3RcSGrW3bE7V3vHX+b3Jzr3G9XsvNjflr5Wv8eERcFRHLdW/v264V4x1bjvWxiJgcEVu3tm1P1d4x1/m13Nzr3Ouu5Q6Ot9ddx9D66zEiPhwRCyNij7a27WnaO+ao07+vK+pVe4173XUMHXqN6/nv6zERMadibCe3tq06WWa6uXXqRrGw6NPAu4FlgT8DH2xU51PAzUAAmwMPtrZtT9w6OOYAVizvDwAeBDav9Zi6cszlvmnAqrUeR3eNt9Fx/g28q9Zj6qQxrw58GPgO8I22tO2JWwfHPAzYpLy/EvCPnj7mjoy33NerruPOGHOj49TTtbwlMKS8vxO9+N/lDo63nv9Nrjrm8nG9XstNvc5rAc8Ay5ePrwEOqvWYOmG8K/J2WssNgCdb27Ynbh0ccz1fy1XHXD7uVddyB1/jXncdt3bMFfXupFi7bI+2tO1pWwfHXJd/Xzc13rK8V13HnTHmRvvr6e/rMcDv2vt8uXXe5sxvdYXNgKmZ+c/MfAv4BTC2UZ2xwOVZeAAYHBHDWtm2J2r3mMvHr5d1BpRbb0jG35HXuTfqrPF+Ang6M5/t+i53WItjzsyXMvNPwPy2tu2h2j3mzJyRmY+U9+cCUyj+Y9aTdeQ17q06a8z1di3fl5mzyocPAMNb27YHavd46/nf5GZe496qo2PuDywfEf2BdwAvdEOfO6I14309Mxveryvw9nu3N17H0IEx1/m13NTr3Bt1dLy97TqG1l+PXwJ+BbzUjrY9TbvHXK9/X5eqvca9VWeNua7+vu6itmoHg9/qCmsBz1c8ns7S/0A1Vac1bXuijoyZiOgXEY9R/CNwW2Y+2HVd7TQdGjPFH66/j4iHI+LwLutl5+noeBvsDVzV6b3rGh25Huv5Wm5RRIwENqaYadaTdXS8ve06hs57b9bztXwoxa9Y2tO2J+jIeOv53+RKS4yZvnEtLx5zZv4L+D7wHDADmJOZv++ifnaWVo03InaLiCeBG4FD2tK2B+rImOv6Wm5qzPS+a7nd4+2l1zG0YswRsRawG3BRW9v2UB0Zc2WdkdTJ39ctjLe3XcfQSa8x9fn39RZRpOC6OSLWa2NbdRKD3+oKUaWs8YyEpuq0pm1P1JExk5kLM3MjihlJm0XE+p3bvS7RoTEDW2XmJhQ/Qz4qIrbtzM51gY6Ol4hYFtgF+GUn9qsrdeR6rOdrufkDRKxIMaPhq5n5Wqf0qut0dLy97TqGznmN6/ZajoiPUQQJ/6etbXuQjoy3nv9NLipWGTN1fi03HnNEDKGYYTUKeCewQkR8rov62VlaNd7M/E1mvh/YFTi1LW17oI6Mua6v5abGTO+7lts93l56HUPrxnwe8D+ZubAdbXuijoy5OED9/X19Hk2Pt7ddx9A5r3E9/n39CEUKlw2BHwHXtaGtOpHBb3WF6cDaFY+Hs/RP0Jqq05q2PVFHxrxYZs4G7gZ27PQedr4OjTkzG25fAn5D8dOfnqwzXuOdgEcy88Uu6WHn68j1WM/XcpMiYgDFH+ZXZOavO7lvXaFD4+2F1zF0znuzLq/liNgAuBQYm5mvtqVtD9OR8S5Wh/8mNznmer6WmxjzJ4FnMvPlzJwP/JoiP3hP1qZrMTPvBdaJiFXb2rYH6ciYK8tnU2fXcoPGY+6F13JHxtsbr2No3ZhHA7+IiGnAHsAFEbFrK9v2RB0Zc73+fd3keHvhdQwdHHOp7v6+zszXGlJwZeZNwIBe/u9y75U9IPG4W31tFLnX/knxLXxD8v71GtX5NEsuDPhQa9v2xK2DY14NGFzeXx74A7BzrcfUxWNeAVip4v59wI61HlNXjbdi/y+Ag2s9ls4cc0Xd8Sy5+GPdXsvNjDmAy4Hzaj2Obhpvr7uOOzrmivK6u5aBEcBUYMv2Pl89ZevgeOv53+Smxly313IzY/4I8ARFjuAALgO+VOsxdcJ438PbCwNuAvyrHF+vu447Ycz1fC03NeZedy13cLy97jpu7Zgb1Z/I24s/1u213MyY6/rv6yrj7XXXcUfHXFFWj39fr1nx+bUZRZqmXvvvcm/e+iN1ssxcEBFHA7dSrGI7ITOfiIgvlPsvoljd91MU/yF5Azi4ubY1GEabdGTMFCtYXxYR/Sh+jXFNZv6uu8fQVh0c8xrAbyICig/+KzPzlm4eQpt0cLxExDuA7YAjurvv7dWaMUfEmsBkYGVgUUR8lWKl6tfq9VpuaszABsD+wF/LHKMAJ2TxLX+P1MHxrkovu46hU97XdXktAycDq1DMwgFYkJmje+O/yx0ZL/X9b3JTY+51/yZDh9/XD0bEtRQ/R14APApcXItxtFYrx/tZ4ICImA/8FxiXmQn0uusYOjbmKBYcr9druakx97pruYPv6153HUOrx9ymtt3R747oyJiBrajDv6+bad7rrmPo8Jjr9v/KFDPcj4yIBRSfX3v35n+Xe7OGbyAkSZIkSZIkSaob5vyWJEmSJEmSJNUdg9+SJEmSJEmSpLpj8FuSJEmSJEmSVHcMfkuSJEmSJEmS6o7Bb0mSJEmSJElS3TH4LUmSJPUQETEgIk6JiKciYl5EZETsWut+SZIkSb2RwW9JkiTVhTJQnBGxKCLWaabeXRV1D2qm3toRsbCs991WnruprcnzNHIMcDLwAvB94BTgyVa2lSRJklShf607IEmSJHWiBRR/4x4KnNB4Z0SsC3y0ol5zPk8xWSSBgyPi5Mxc0EKbU5oof6yFdg12Bl4HtsvMt1rZRpIkSVIVBr8lSZJUT14EZtB0sPrzQAC/A3Zt6iAR0Q84BHgNuAI4EtgF+HVzJ8/M8e3teOmdwKsGviVJkqSOM+2JJEmS6s0lwJoUs6gXi4gBwIHAfcATLRxjJ2A4cDVwQVl2WOd2c4m+TYyIBEYB76pIlzKt3D+yfDwxIt4bEVdHxEtlipcxFcfZISJuiohXypzhT0fEWRExuInzfjIi/hAR/4mImRFxXUS8v6E/ETGyou6Ysmx8E8ea1tDfKvv2KdPNzIqINyNiSkScGBEDq9TNiLg7IlaNiIsjYkY5lici4uBmnsPtI+K35fMyLyKej4jrI+KT5f4dy2NPaKL9wPJ5e6VavyRJktT7OPNbkiRJ9eYq4ByKWd7XVZTvAqwBHAe8p4VjHF7eTszMxyPiEWD7iHhXZj7byf2Fop/TgK+Wj88rb2c3qrcO8CDwD4oZ6ctTzE4nIk6mSLsyk2Jm+0vABsA3gE9FxBaZ+VrDgSJiD4rg/lvl7Qxga+B+4C+dNbCI+CnFLPrpFDPnZwObA6cCn4iI7arM0B8M/LHs27XAcsAewISIWJSZlzU6xykUudJfp3gun6eYRb8l8DngduBW4GlgXER8LTPnNDrnZ4FVgLMzc16HBy5JkqSaM/gtSZKkupKZcyPiF8BBETE8M6eXuw6jCBRfQ5V84A0iYi3gU8A/MvO+sngi8EOKgPpJzbQdX6V4WmZObKHP1wHXNSyM2Uz6lK2B0zNzif5HxMcoAt/3A5/KzNkV+w4Cflbu/1pZtiLwE2ARsE1mTq6ofy5vB+E7pDz3IcBvgP0y878V+8YD3wKOAn7QqOmGwE+BIzJzYUW//gL8D3BZxXG2pwh8P1OO5V+N+jAcIDMzIi4CzgL2B85vdM6GLzwubt9oJUmS1NOY9kSSJEn16BKgIW83EfEuYDvgisx8o4W2h5ZtJ1aUXUkxC/mQMh94U75VZTuo7d1v0otUX1Tzy+XtYZWBb4Ay8P4YsF9F8VhgKHBlZeC7NB5oPCu6vb5CsbjoIZWB79KpwKuN+tXgDeDrDYFvgMz8G8Vs8A9ExEoVdb9U3h7TOPBdtpte8fBnwJvAEZV1IuJ9FAuh3pWZ/2jNwCRJktTzOfNbkiRJdSczH4yIv1IEq0+jmLG9DEVQvEkRsQxFwHwRcHnF8V6NiN8BuwOfBm5o4rzROSNo0p+bSMmxBTAf2DMi9qyyf1lgtYhYJTNfBTYpy+9pXDEz50TEYxTB4HaLiHdQzOB+BfhqRNWnZh7wgSrlT1WmaKnwfHk7GJhb3t8cSOCWlvpUvo7XAAdExJYVM/sbZn1f1NIxJEmS1HsY/JYkSVK9uoQiVcmOwMHAw5n5aAttdgDeBdxaZRbxzyiC34fTRPC7G/y7ifJVKP62/1YL7VekmG09qHz8YhvP0xZDgABWa0W/GpvdRHlDbvDK2feDgVlVZpY35QLgAIrZ3/eVi1seSJEj/bo29lOSJEk9mGlPJEmSVK/+D/gvRW7rtWhdLueGGcA7RERWbsBvy307RsTand/dVskmyudQBICjhe3ZivpQLABazZpVyhaVt01NoBnU6HHDOR5tqV9NHK+1ZgNDImL51lTOzAeBR4C9ImIIby90+bPMfKuDfZEkSVIPYvBbkiRJdanMfX0tMBz4D3BVc/UjYk1gZ4pFMX/axPZHKnKJ9yAPUASA12tl/UfK26VSm0TEIGCjKm1mlbdLBf4j4j0UM7AXy8zXgSeA9SJiaCv71R4PUMww37ENbS4ElqOYAX44xZcKzabEkSRJUu9j8FuSJEn17ERgN2CHzJzbQt1DKGY1X5GZn6+2USxemcChZX7wnuLc8vaSiHhn450RsUJEbF5RdD1FMHvfiBjdqPp4lp7FDfAkxRcDYyNi9YpjL0+RXqaacyjyjU+IiMFV+jUkIjZZqlXb/Ki8PTsi1qpyjqXKKBYwnQMcS/EFwG2Z+XQH+yFJkqQexpzfkiRJqluZ+RzwXEv1oliN8dDy4aXNHG9qRNwDjAF2Am7shG52WGbeERHHAacDT0XETcAzFDm+30UR4J1EOTs6M1+PiMOBq4E/RMTVwAxga2B94F5g20bnmB8RPwBOAh6NiN9Q/H9iO+CFcmvcrwkRsSnwReDpiLiV4vUYCowqz/Ez4AsdGPvvI+LUsl9TIuI6ioUx1yjH8wDFlxaVbd6IiMuAL5dFP2nv+SVJktRz9aTZKpIkSVKtfBJ4N0V+6kdaqNuQHuPwZmt1s8w8kyKYfCOwFfBVYE/eznd+YqP611IEwx8G9qIIQM8EtqAInFfzLeB44E2K8X8K+BXFQqHzm+jXUcBngPspnuevA7tQzC4/CzivzYNd+hwnA58G7qNIXfONsk9TgMubaDahvJ1B7RYwlSRJUheKzKbWzJEkSZLUF0XEROBAYFRmTqttb7pGRBxEMev8tMw8qcbdkSRJUhdw5rckSZKkPiUi+lPMQF+AKU8kSZLqljm/JUmSJPUJEbE1Rf7zMcCHgPMzc3pNOyVJkqQuY/BbkiRJUl/xSYq85TMpcrcfW9vuSJIkqSuZ81uSJEmSJEmSVHfM+S1JkiRJkiRJqjsGvyVJkiRJkiRJdcfgtyRJkiRJkiSp7hj8liRJkiRJkiTVHYPfkiRJkiRJkqS6Y/BbkiRJkiRJklR3/h8/mFoOFh1lSgAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# filter for < 10% missing data (2/20 = 0.1)\n", "after = filter_missing_data(newsnps, 2, ret=True)\n", "compare_sweetgraphs(before=newsnps,\n", " after=after,\n", " doingwhat='filtering for <= 10% missing data')\n", "# show species MAF spectra\n", "for sp in ['JP', 'DF']:\n", " make_mafdict_fig(get_mafdict(after['gatk'][sp]['realMAF'], roundto=3),\n", " get_mafdict(after['varscan'][sp]['realMAF'], roundto=3),\n", " xlab = 'MAF frequency',\n", " legend=['indSeq','poolSeq'], title=f'{sp} MAF frequency spectrum - <=10% missing data')\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 248700\n", "# Correlation increased!!!\n", "# 0.97756 0.98157 \n", "\n", "# DF starting = 636031\n", "# DF ending = 636031\n", "# Correlation increased!!!\n", "# 0.94831 0.95962 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### filter for all three" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 217955\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.97756 0.96858 \n", "\n", "DF starting = 636031\n", "DF ending = 566657\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.94831 0.94346 \n", "\n", "JP starting = 217955\n", "JP ending = 171320\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.96858 0.98293 \n", "\n", "DF starting = 566657\n", "DF ending = 439047\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 4%|▎ | 6120/171320 [00:00<00:03, 43898.83it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.94346 0.96266 \n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 171320/171320 [00:01<00:00, 114629.27it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\n", "Watching 56 jobs ...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 56/56 [00:00<00:00, 318698.81it/s]\n", "100%|██████████| 439047/439047 [00:02<00:00, 192264.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\n", "Watching 56 jobs ...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 56/56 [00:00<00:00, 265702.52it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 171320\n", "JP ending = 171320\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.98293 0.9897 \n", "\n", "DF starting = 439047\n", "DF ending = 439047\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.96266 0.97363 \n", "\n" ] }, { "data": { "image/png": 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LwXHtpdn8LyMl3rtVfE2PIB2LdiQdX/+P7AsuW97VpOPlYqR98jYWJNVH0HSsZeFj94TsPWmMnjCLNLTVONJ3zQO59+FkUjL7+my9S5N+9H03e7zQe1OyLeuQjjv/IyXtn2bhfXFPWu/za5Qs91Fgi9zzKcDjJfPuA/w7i/uB7PE7q7wXWf33AS/KXqNPk36wLpF7vZ8nfabGA58hJcnjSYngLGBibv9fN3v8TeC4kvUtR/pu+nCu7B3ANW3iXCrb1stI3wM/Ivv+zs3T6rX+fIXXoighq/xeLFSvwsq2zF7cCdnzm4BPNh18WiVkPyL7gsuV3Qy8MVd/vzYxBLBth8vcKzftF8CPcs8/BpyfPf4ycE5u2hjSl/3W2fO/APtkj7cDbi35UO8LzGzaEQJYlfSlMhdYKjf9Z7ROyJ4GxmbPl82WlX+DryY7mGU76pty01bL3rNxpIPUmU1xPUf5F+8ngF/mnr+G9Mv0ftIB8WSyxIzcgY70S/wjFCdkz5B27nuAC0jjEy6dlb2TFl/YJTFeTpZYZM83ybZpLOnX12lN81/CgjN4J7NwQnYrsGPu+fbAHbn34TmyA02717ogzrVYtISs1fvaWPY6ZevLXqcv5aYfCPw2e9zpfjH/vc6e/wE4MPd8w1axFSxvOeCsbB84h+yLtpP9oOK+UpSQTc7K8u/rdrn3fQnS5ZzrSEnJ6qSEannSsWd6fh8qWOcdVD/+zH/PaPGZICW304DVC9bXvE+dmJu2I3BT9ngf4G+5aSJ9OZYlZLcBO+Se79+8jzbNfy2wa/Z4X5oSsoL5vwd8t+L7eAQLnz3ZBHg6e7wFcGfT/F8gO3vSvO/mPhtPZa/3XaTEdWVSYvnnpnl/zIIE+mTg1Ny015KOjQM+/wXbsFm23vuAY4FXDvK+/gKpg+jG8/WzfUMF8x6aTTuClMS+kfQDbeMu1/0w2VmwbJl/z00bQzqR8QbSmd77SGcGxzct4yfkjutN9S8i9xnKyrcDbmsR04mkHycXA+8mO2Ez2H8UJ2SV34v8X5U2ZFOBSyPigez5GXQ2ht2awKezBrKPSHqEdECcmJtnVoXl5Oepssx7c4+fLni+TPZ4IumXCgARMS9b16Ss6AwWDKK8Z/a8zPxryRHxVPZwmWwdD+XKmrenyIOxoKHv09n/sm1YE/hl7rW4kbRDrJKte/66shgebDyXtIGki7KGzY8BXyP9YmzM//eIeHdErEz6QG1F8SDUX8rKlyiY9q2IWCEiVo2IXSLi1oh4knTwOwC4W9KvO2zsn3/9/kf69TUhey3e1bRvbElKZoos9P5nj/P70f0R8UzueavXerBVWVe7/SjfvuEpFt7vS/eLCopet3EdxDaedIbzIdIZhv/E0NyMUOSJ7P9yubLlSJdQiIhnImL/iHhZRHyedBbhUNK4kWNJX15b5NqcFal6/JmvzWfic6QE6h+Srpe0X4t1V33Pg/RlUmah+Vn4/UbSPtkNP439c1Nyx45mkraQdJmk+yU9mm1n6fwFmrdriax94prAxKbP/KG0/0wenB2XJkXEXpHGMV2T9N7ml7UX6Yd1Q/41mQz8L6q1rVyBdDl0Jmmfn1mhTieeYOA+/UT2Pjd7mvQD6qsR8VykcWEvI13SbkvSpyXdmN0M8Ajpx0r+vczvZ/NI+9nEiJhJ+tF/BHCfpLMkNY63D5NOPjQ7Ois/uKl8WVJCXWZT0o/Ma4HrIuLZKts2SDp5L+ZrmZBJWpKUWb4x+8K+h3TqfjNJm1UMbBZwdLbjN/6Wiogzc/O0DLJgnirLrGoO6UMIpAZ/pA/ZXVnRz4GtJa1OatzbKiErczewkqSlcmWTu1hOmVmk9mr512OJiLgrW/fqjRmz9/RFubo/Ip31XD8iliMdyArvBomIq0iXpjYtmPY7FlzariQiLomI7UjJ0k2kX0hV5V+/NUgHlwdIr8VpTa/F0hFxTMlyFnr/s2XlB9lu3jdbvdaLougzUGVdVT47RdrtF+0UvW5zWTjxKI0t0h2nm5ISkEnANZL+mN2dNz9Z0YJuIcr+9uog5sa6HyZtf/4YthkFN19kSZci4reky20zsoPqDNJlt0FV9pmINMD6hyJiIqlx8PHq/G725vdc+ecl8zd/zhp118xiO4h05+0KpEuajWNH0Xt/BukM+eSIWJ40KHrbO88qmEVqW5z/nCwbETu2iKXVsv7UtKxlIuIjuXmav4vWqHLjSpb0rE663LoTcKekMyXtoIXv5N2rzT6/RskqrqfCPp25rl28ZSS9gXQl4t2ktpArkC7R5d/Lybn5x5C2ew5ARJwREVuSjh9BahLSiGmDpnXtQTohsntEPN8UysakxLZQRLyG1NRmHPBHSf+QdJCkhY5zbV7rQyu8JEU6eS/ma3eGbDfSL/JNgJdnfxuT2hXsU1LnXtI18oafAAdkv44kaWlJO0kqyoSrGsxlngPsJOlNSt0UfJrUePAKgOxX0+XA/yN96G/sdAWRhrWZARyhdLvsa4Gdu4i1zAnA0dlBEkkrS9o1m3YusLOk1yndInwkC39wliW1K3ki+zU+/8AjaUtJH5L04uz5RqT2Yn8vieOLpF/ybSn1B7aLpKVJr/cTpH0NSWupoKuCJu9T6rNmKVJ7jHOzMyw/y7Z3e0ljJS2h1KVE2RfPmcCXstdsAulSXqs+dFq91oviXuBFkpYfhnVB+/2inTOBT0paO0ugvkZqaN7RXZgRcVVEHEhKyn5MStDmZIkQsaBbiLK/08uWLWkJUpstgMWz5w2nkt73FbP9+kM03f2bzX8MC+4+u53042wxUhuiQe1qos1n4l25ffhh0hdZp2cUfw28VNJuWQLxURY+89PsHOAL2Wu0OulSa8PSWQz3Z/G9n4V/qN0LrK6FuyVYlnSl4BlJm5OuOMyn1IXAvh1uE6Sbex6TdIhSf3ljJW0q6dW5WNbKEoN2LgI2kLS30t2+4yW9WtLGLdZ9N3BM9j20hKTXly08IuZGxIUR8Q7S5bu/kxK0WY3jbESc3mafv7Nk8acCn5I0Sems06cpv6N9OumGmy8odVX0elKziUtgfrcld5TUXZb04+t+YJykw1j4bBDAqyS9I9vPPkHan/8uaUNJ2yrdUfoM6UxdYz/+HfDKxudU0iuAH5Ca5txfEMcbSTfKlIqIGyPic6QE8ciszh2SPpCbp9Vr/bWyZSt1ndM4piyWvfeNY2gn78V87XbQqaTr8Hdmv9DuiYh7SHfi7aXiXwVHAKcone59d0TMIB3sfkg6kMwktS/o2mAuMyJuJjVQ/AHpDMvOwM4R8VxutjNI17y7OTvWsBepvcGDpDvrzibtpIPh+6RfnpdKepz0Id8CICKuJx1IzyIdOB4nXcNvrPszpAPj46RE9+zcch8hJWD/lvQEqRuBXwLfKAoiIv5KOkBVMYa0k84hXbZ6IwvOrk0mXR5pddbpNNIOfg/pMunBWQyzgF1JZ/ruJ/2C/Szl+/pXScnydaSGrddkZWVKX+tFERE3kZKc27LPzsShWle2vnb7RTsnkd6D6aRE5RkW/sLuNJ5nI+LsiHgr6bLOzd0uK6dx9zeks01P56YdTmo/+D/SnYbfzM6C5R0KnJ7tU5ASxgmk/Wo26bMwmFp9Jl4NXJl9Di8APh4Rt3ey8EjNTt5F+vw+SPqhPYPy9/xI0utzO+kO3dNyy7qBdEfs30gJz0tJN0A0/JF0RuAeSY3mLgeSush5nPTD55zGzFni9iLKf+y12q4XSMftl2exPkBqP9T4cdPoyPhBSde0WdbjpMt2e5Deh3tYcFNPq3WvR0pwZpN+VFSJ+4GI+H5EvAJ4K+ky7KL4MXAh6Tj2H1IC/uPGRKVL3Xtl636edJzckXR26yekttI3ZbNPZuH3M+8SUiJ0C2n/eIaBzRN+RXodHgb2Bt6RrXNx0o+cB0iv7YtJnzMi4l7SftP40bkr6Qacv2jBGavfZNuyGmn/Pb/KCxMRL0TEryP1obgmab9dVDeTjimTSK/J0yy4atDyvSjjsSxrIulsUmPbw4d5vcuQEq31Oz2gDxdJXyK13Wq7A9vg6IX9wgZXdsZoNukGhMtqjmVL4KMR8d62M9uQk3QpKenv+IrQIq53E+AUYPNokZwojbJya0QcP2zBDQMnZMMkO33+EOkX3FtImf1rI+Kfw7DunUl3xYn0q3YL0h0+fvNHMe8Xo4+k7Ul3RD9NOnP8UdLdsE+3rGhmQ86Diw+fVUlt0Z4g3fL8keFIxjK7sqDj0/WBPfyla3i/GI1eS7pU22iesZuTMbORwWfIzMzMzGrmcSFtKDnbN7PB6NrCrO/5kqWZmZlZzZyQ2YgyafIaSKr8N2lyWR+JZmZmvcNtyGwodbxzSeI9P76i8vxnf/h1eB82G9F8ydKsAp8hMzMzM6uZEzIzMzOzmjkhMzMzM6uZEzIzMzOzmjkhMzMzM6uZEzIzMzOzmjkhMzMzM6uZEzIzMzOzmjkhMzMzM6uZEzIzMzOzmjkhs942ZpzHvjQzs543ru4AzBbJvLkdj31pZmY20vgMmZmZmVnNnJDZkJk0eY2OLidKqjtkMzOzWviSpQ2ZObNndXQ5EXxJ0czMRiefITMzMzOrmRMyMzMzs5o5IbPRpcNuMtxVhpmZDQe3IbPRpcNuMsDt2szMbOj5DJmZmZlZzZyQmZmZmdXMCZlZOx6eyczMhpjbkJm10+nwTB/ZqqNObieuPpm7Zt3ZTWRmZtYnnJCZDTYncGZm1iEnZGZ1G+IEDpzEmZmNdE7IzHpNN113dJjEjR2/OC88/2zl+TtN+CZNXoM5s2dVnr+bdYxEnW53p+9Dp/N3U6cf3gezkcgJmdlo0OlZuA+/bsjP2o20pHI4khnobLs7fh86nL/bdZjZ4HNCZmaLrouEbzjW4WRmCGR3HVcVEUMYjFn/cEJmZmbVdXHJ3Mzacz9kZmZmZjVzQmZmZmZWMydkZmZmZjWTG1zaUJH0H+CZuuMYRBOAB+oOYhD10/b007ZAf23PEhGxad1BmI10btRvQ+mZiJhSdxCDRdIMb8/I1E/bAv21PZJm1B2DWS/wJUszMzOzmjkhMzMzM6uZEzIDQNIOkm6WNFPS5wumby3pUUnXZn+HVVjstCEItU7enpGrn7YF+mt7+mlbzIaMG/UbksYCtwDbAbOBq4D3RsQNuXm2Bj4TEW+rI0YzM7N+5jNkBrA5MDMibouI54CzgF1rjsnMzGzU8F2WBjAJmJV7PhvYomC+10r6FzCHdLbs+uYZJO0P7A+wySabvOr66wfMks13ZGkwEYdXDrzXSdeUTot45TBGMlCr9wjK3yet0aLOnSXrOrhFnWNL6hxfXgcgDhxYNpHbW9aZw9oDyrZgess6V7JVYfkXKb+qfzRHFZafxF6ldfbj9MLy37JNi+hgBy4bUPZPNmlZ5xXcUFh+DysUlt/HKqXLehk3Fw58mT9WjBs37lVz585l4uqTuWtWyU4y8lQf0NOsAp8hMyg+sDRfy74GWDMiNgN+AJxftKCImBYRUyJiypJLLjm4UZpZ38gfK+bOTeNjzpk9q31Fsz7lhMwgnRGbnHu+Ouks2HwR8VhEPJE9vhgYL2nC8IVoZmbWv5yQGaRG/OtLWlvSYsAewAX5GSStKknZ481J+86Dwx6pmZlZH3IbMiMi5ko6CLgEGAucFBHXSzogm34CsDvwEUlzgaeBPcK36JqZmQ0KJ2QGzL8MeXFT2Qm5xz8EfjjccfUK6fmW0yPGD1MkxbptoG9mZsPDCZnVwglAw4UtptV7lyVLdvkeHdBFna07r7L8B+9pM8eqA0qm0G5YxYF3Wb6Z37epU3yX5cu5tk29gbbgymGp84pZN7aeYXJx8apXPlpcvk5xOQArVwzKbJRzQmZmZjYE1pPiqQrz3Q2XRMQOQx6QjWhOyMzMzIbAU8CHK8x3BPiOdfNdlmZmZkNhDLBkhT9geUnTJO1cS6A2IvgMmZmZ1Uvi7A+/DsaMQ1Kv9dhfSlT+kn00IvYf0mBsxPPg4jZkpkyZEjNmtGtEbWZ9ru0QQ5LiPT++Yv7zsz/8Onrgu6ntdq0hxWcrLOhguDoipgxCTNbDfIbMzMxsCDQuWZpV4YTMzMxsCHRwydLM+4qZmdlQEFBvl9DWS5yQmZmZDQGfIbNOeF+xIXP11XNaDtkzUnvr72aYoW6HJpKuaVGnuKf+7up0PrRTq/W0XNexLeocXFy+7FMPlNZ5fKniLpq24bflKwIuY2A/m+/nhII5F/h/BcMMfL9NT1If58eF5b9lm9I6O3BZYfnMsi7ygfWYVVj+2AuLt4gOlhv77ICyeKh1e3StVNKg/qbienMnli9r3HIjvnH+kBkDLFVt1uUlTQMujIhWw3dYH3NCZmZmNkTc7YVV5YTMzMxsCLgNmXXCCZmZmdkQcBsy64T3FTMzq1ejp/7M2PGt28X1CvdDZp1wQmZmZvWKoLmn/n7gS5bWCQ+dZEPGQyeZGaN46KSXSHFmhQVt5qGTDJ8hMzMzGxI+Q2adcEJmZmY2BNyGzDrhhMzMzGwI+AyZdcIJmZmZ2RDxl6xV5X3FbBB0P3RS50NLdVen82GQdFjLKsRRxeW6oEWdXYrLX8pVpXX+zasLy7sZBukwvtiyzlEcPaDsPHZsWecdXFxYfhnldwpuwxWF5XeySmmdNbi3sPzZp1q3LV98qYGN4+c+1rpO6XBHM4vrPbxe+YW5FXmq5br62RjBklV68Hhm8NctaWlgOnB4RFw0+GuwwTam7gDMzMz6kQTjx7b/q7YsnSTpPkn/aSrfQdLNkmZK+nxu0iHAOYO3NTbUfIbMzMxsCEgwbvC+ZU8GfgicumD5GgscB2wHzAauknQBMBG4AVhi0NZuQ84JmZmZ1atPe+oXML7at+wESflOG6dFxLT8DBExXdJaTfU2B2ZGxG0Aks4CdgWWAZYGNgGelnRxRMzraiNs2DghMzOzevVpT/2MAarllg902THsJGBW7vlsYIuIOAhA0r7Zsp2M9QAnZGZmZkOh+ujiy0uaBlwYERd2uIZm8+/IiIiTO1iW1cxDJ9mQ8dBJZsYoHjppyuKKGatXWNBt1YZOyi5ZXhQRm2bPXwscERHbZ8+/ABAR/9d+rTbS+C5LMzOzoSBgbIW/7AyZpJ07XMNVwPqS1pa0GLAH0KLjGRvJfMnSzMxsKIyh6n2Oj0bE/q1mkHQmsDXpBoDZpP7FfirpIOASUmp3UkRcv0gxW22ckPUBSeeRboX+dUQ8X3c8ZmaWqdjPWDsR8d6S8ouhpHdi6ylOyPrDX4HDgJ9KOgc4LSKKuwIfIYavh/ruetDvVDc94berV1pnjRbrubO4XPuV1wGIkwrqHN+mzoHF5RO5vbTOHNYuLN+d00vrnMteheXf5ODy4IDPcuyAslN4T8s6Uzl7QNl0tmhZZyuuLCy/ibVK62zEHYXldzGhtM4kHigsf5ilSutAcU/53fTuDxAPFdebtdKLS5dVNsLAqDD0jfqtj7gNWR+IiG9H+vbeCngEODPrtfkwSevWG52Z2SglUrcX7f6yS5YjLRmTtETWNs2GgROyPhIR10fEF4D3AU8ChwPXSPq9pM1a1W0x/EbzfK+W9IKk3Qc3ejOzPtM4Q9bub4SQ9FVJm2ePtwMeAh6S9JZ6IxsdRtCuYItC0oakRGxP4DngNOBtwP3AgcD5UHy9qGz4jYi4oWC+r5MakJqZDY4+7am/By9ZTgW+kT3+Mmk8zMeAo4FL6wpqtHBC1geyITfWAs4G9oyI5kYt35H0sRaLKBt+44am+T4G/AJ49WDEbWYG9G9P/dUTsrZ3WQ6T5SLiMUlLA5sB20bEXEnfqzmuUcEJWX84BrggIp4rmyEiiltTJ4XDb+RnkDQJeDuwLS0SMkn7A/sDrLFGi9bnZjaq5Y8VfavRhqx3PChpI2BT4MosGVuy7qBGC7ch6w+PwcK3dEnaMGsDUEXL4Tcy3wMOiYgXWi0oIqZFxJSImLLyyitXXL2ZjTb5Y0XdsQyZ6m3Iuu0YdrB9D7gaOAVo3Ge9FXBjXQGNJh46qQ9I+i+wVUTcnSubCFweERtUqN92+A1Jt7MgcZsAPAXsHxHnly3XQyeZGaN56KSVFDPeXGFBP682dNJwkLQ+MDcibs+ebwCMd4ezQ8+XLPvDi/PJWOZuYNWK9ecPvwHcRRp+Y8/8DPlLnpJOJo2ndn63AZuZ9b3qbchGBEk3RsTG+bKIuEXSv4GX1hTWqNFDu4q1cJukbSPij7myraFFD505WTuBAcNvSDogm37CYAdsZtb3eq8NWdlQ6BWGSLdF5YSsPxwBnCfpp8CtwLrA+7O/SoqG3yhLxCJi324DNTMbNXrkDJmkQ7OH43KPG9Zj4Zu+bIj0wK5i7UTEr7KO+/YDdiJ9eLaPiKvqjOvqq+e0HbqoyGANZwTdDZ3UXZ3WQ4hGjC8s72oYpF1a1LmgpM4Z5XUAYs+BZatQEkDmXoqDfx2Xlda5gm0Ky7/IYaV1juaowvIT2vzeOID/N6Dsd7yhZZ3t+POAsuvYsGWdl3FzYXk3wyA9wLKldSbweGF5N0MndVOnVb2ZlA8I8mr+3XJdfa13+iFr3AA2PvcYYB5wD+m7xYaYE7I+ERH/AP5RdxxmZpbTA/2QRcQ2AJJ+EBGt+qy0IeSErA9kY43tC7wcWCY/LSL2qSEkM7Pq+rWn/jH0VBuyRjImaVlY+HRtRMypJahRxAlZfziF1KvyhcC9NcdiZtYZ99Q/Ikh6DXAqLHQNWqR+KcfWEtQo0kO7irWwA7B2RDxSdyBmZpbTW2nMNOAi4ETgyZpjGXWckPWHO+mpE+NmZqPAGGCJSnPW3ai/YW3g09EDvfL2I/fU3wckfRp4F/B9mi5ZNvVNNqzcU7+ZMZp76l9dMeOjFRZ06MjoqV/S74GDIuKmumMZjXyGrD8clP3/WlN5AOsMcyxmZtbQW5cs/wBcIOkEUncX80VEm85zbFE5IesD+WGNzMxshOixRv1Ao+uN5q4vAnBCNsR6a1exUpLGA68BJkbE2ZKWBogIN8w0M6tDjw2d5B/39RpTdwC26CS9FLgF+Anw06z4jcBJtQVlZjbaNc6Qtfszw7tCv/gRcFhEnCbp4azsT6QErW9I15ROi3hlx3Va1etUt+tRiwFJoiSd1rEt6hxcXL4Wrdvo3sFGA8rezlkt6/ySPQrLP8z3S+v8mI8Xlp/Ce0rrTOXswvLpbNEiOtiKKweUzWRyyzrrFQzZdw8rtKyzKo8UlreqV1an1ZBGZcMZtRqiCYqHabqdiS3rrE1xH6A3sVZh+X2sUrqsovdh1OiBS5aSPhMR38oeN49jOV9ENLdRtkE2wncVq+glwM+yxwHpUqWkJesLycysoqae+hkzjkmT1+CuWa3HUx3xRC806t8W+Fb2eLuSeYKBN43ZIHNC1h/uAF4FzO9jQtLmwMy6AjIzq6ypp37ok976xYjvhywidsw93mY4120Lc0LWH74M/Dq7VXkxSV8ADgA+VG9YZmajWPVLlrUOLt5M0irAZGBWRHg4vmHiRv19ICIuAt4KrExqO7Ym8I6IuLTWwMzMRrPGJct2fyOEpBUlXQTcDfwDmCPpQkkr1RzaqOAzZH0iIq4BDqw7DjMzy1S/ZDlSfDf7vxFwK2mQ8W8B3wH2rSmmUcNDJ/UBSUeVTYuIw4YzljwPnWRmdDF0EvTE8Enth07aQDHjhxUWtP2IGTppDrBxRDyaK1sRuCEiVqsvstHBZ8j6Q/O9/KuS+iH7ZQ2xmJkZ9ES3FwWas+B5tUQxCvXermIDRMT7m8sk7QC8t4ZwzMwMejEh+z1wmqRPku7eXwv4NvC7GmMaNdyov39dCuxWdxBmZqNWY+ikdn8jxydIEc0Engf+S2oF98kaYxo1eit3t0KS1mkqWgrYEwq6HTczs+HRY2fIIuIhYAdJq7Gg24u7aw5r1OihXcVamEm67t9oZPoU8E9gam0RAVdfPQfpyNLpEYcPeQzdDGmk8tFrUp2CEWy6qQOgFqONRsmwSrquRZ2XFZfvws/LKwEX8K4BZYfxxZZ1juLowvJuhkH6HW8orbMdfy4sv571WkQHLynoF7mboZPubDEsEMAaFHfT1GpIo6LhjNqtq2w93bwO17Fhyzov4+bC8qt4aWH5HZSPSf0uLmi5LmBgT/3A2PEj69RRV3osIQOQtAypDfLqwCxJF0fE4zWHNSr02K5iRSLCl57NrHf1a0/9UEs/Y5I2Bj4OTAD+EBE/qlhvCnAx8DRwJ7AG8ANJO0aEb5kfYv4iNzMzGwpjSC2w2v1VIOkkSfdJ+k9T+Q6SbpY0U9LnASLixog4AHg30El3GscD346INSPiDRGxJqkfskoJnS0aJ2R9QNIsSXe2+6s7TjOzUWfweuo/GdghXyBpLHAcaaSWTYD3Stokm7YL8BfgDx1EuzHprsq875A6irUh5kuW/eH7pPZixwL/Iw2ddBBwKrkBx83MbBgNYhuyiJguaa2m4s2BmRFxG4Cks4BdSR25XgBcIOnXwBkVV3MtsGn2v+GlTc9tiDgh6w/7AttHxF2NAkm/AX4bEc2/dszMbDg0Llm2N0FS/sfztIiYVqHeJBa+m342sIWkrYF3kLqwuLhSBMmlwEWSTiT9uF8L2A+YJmnPxkwRUTXBsw546KQ+IOkhYO2m4S5WAG6PiBXristDJ5kZo3nopJcrrvpj+wWNeVG1oZOyM2QXRcSm2fN3kX6MfzB7vjeweUR8rP1aC5d/e4XZIiKau1qyQeAzZP2hcWr6q6RfSJOBL2TlZmZWgxC8UO1bdnlJ04ALI+LCDlbRON43rA7M6aD+QiKivP8SG3JOyPrDAcARwAnARNIH8udAeSdgZmY2tKonZI9GxP5drOEqYH1JawN3AXuQOgW3HuSErA9ExDPA57M/MzMbAeaNEc8uPr7CnM+1PUMm6Uxga1J7s9nA4RHxU0kHAZeQ7tc8KSKuH6TwbZi5DVmfkLQd6dfRiyNi56yDv+UiokILhqGKaZOAn3Vcr6j3/LS8znv91xpt1lXQGYh2aVOn4EKwjm9T58Di8mWfKu6xHeDxpYp7et++xZXoSygOvpte98/i7S3r7MEvC8uns0Vpna24srD8JtYqrbMRdxSW38MKpXUAVuWR2uoA3M7E0jprl1xVajWSQNEoAgD/ZJPy4IBXcMOAssto3enqNlxRWP5btiksv5V1S5f1UU5s34ZszJig6bto7PjFmfvcM+2q1qntdr1iypj444z2rfpX0tOV2pBZf/MZsj4g6WOkXplPBHbPip8mdYNRqbtrSTuQus8YC5wYEcc0Td8V+AowD5gLfCIi/jIoG2Bmo1uf9tQfiBfq6KrfepI7hu0PnwDenCVR87Kym6DNgHWZVp0L5vwB2CwiXk66DfrERQ/bzKx/BWIuY9v+kTXql7TzcMco6arc46EfYNhK+QxZf1iWBX3RNM77jweeq1i/tHPBxgwR8URu/qVz6zEzswKBeI5Kg6R326h/MKwvSZHaL30a3wxWGydk/WE6qUF/viHQwcBlFesXdi7YPJOktwP/B7wY2KloQZL2B7IDy6oVV29mo83Cx4r+1COXLK8Epku6EVgiu7lggBoTxlHDlyz7w8eAt0u6A1hW0s3Au4BPVaxf1Dh1wBmwiPhlRGwE7EZqTzawUsS0iJiSGqjW1ietmY1wCx8r+tcLjG37R42XLEk3g13Mgu+B8SV/NsR8hqzHSRpDGhD2DaQxx9Ykne36R0TMa1U3p6POBbMx1daVNCEiym8TNDMbxRptyCqo7ZJlRDxMuvKBpFUi4v11xGHu9qIvSHo8IpZdhPrjgFuAN5E6F7wK2DPfn42k9YBbIyIkvRK4EFg9WuxAHjrJzBjFQye9ZMoSceaMNdsuaDPdMqK6vZC0CulH+qyIuLfueEYLX7LsD9MlvabbyhExF2h0LngjcE5EXC/pAEkHZLO9E/iPpGtJd2S+p1UyZmY22jXakI3wS5bzSVpB0kXA3cA/gDmSLpS0Up1xjRa+ZNkf/gf8RtKvSJcr5ydKEXFYlQVExMWkdgT5shNyj78OfH1QojUzGwUCRvwlyybfy/5vBNwKrAt8C/gOsG89IY0eTsj6w5LA+dnj1XPlPoNlZiOfNKAj2LHjK3UXMaIFY6p2ezFSvAXYOCIezZ7fImkqFAz3YIPOCVmPknRQRPwwe3p0RMysNaACV18dSM93XC+i+IYeLdWizlPF5SoehWlBvWsK6rQ5DxiHFNS5rk2dlxWXb0h5xZsprvRJjiksB/huyXCmp88fwKHYXpw7oKzb4XUGexiksqGJHqB1s8kJPD4odVoNgQTlwyB1M3RSq2GQioZAgu7ep7IhkBp2KOkxp2w/uqFF3EdzVMt1AX3bUz/QC91eNGv+IV/15jBbRG5D1rvyfY4VpBVmZlanXmtDBvweOE3SOpLGSFoHOBn4Xb1hjQ4+Q9a7bpX0beB6YLyk/YpmioiThjcsMzOD3uj2oskngDOAmSw4U3Yp8MG6AhpNnJD1rj2AzwHvJXXat3fBPAE4ITMzq0EHQyeNCBHxELCDpNVY0O3F3TWHNWo4IetREXEL2a8WSX+IiDfVHJKZmeX0yNBJA2RJmBOxYeaErA84GTMzG5kqXrI0c0/9NnTcU7+ZMYp76l93ygpxzIyt2i7o3bpwRPXUb/XwGTIzM7MhkNqQLVZl1uUlTQMujIgLhzgsG6GckJmZmQ2BXrvLUtLkiJhVdxyjlROyHibpMxHxrdzzVSPinjpjMjPrWEFP/YwZx6TJa3DXrDvriWkQpEb9PfU1e5uk3wGNs3Uv1B3QaNJTe4oNcBhpnLGGGwAPAmtmvaWgp37o/d76O7hkOVJsBHwA+CHwI0knAydGxK21RjVKOCHrbc2NSts2Mh0ppPLBBSKKxzvSGuXLi5If0Tq1dRyxT0GdP7aps+3Asi2Y3rLOlRQ37P08R5bWOYbDC8vP4u2ldfbgl4XlrYbkgeJhee5klZZ11uDewvKHKR/jakWKx7h67IXyvpqWG/tsx+spW1c3dbodOul61iut8xKKRzr7O68orfMa/llY/mve3CI62InfDyg7hfe0rDOVswvLj+GTheX/5qWlyzqdwj6rR4Ve6/YiS7wOlfQlYCdgP+B6SX8BfgL8IiLm1hljP3NC1tuab0Ea0bckmZmNNr3Y7UVEzMsuXa4IrANsnv3/lqQPRsQltQbYp5yQ9bYlpIXOAS3d9JyIonNAZmY21HqwDRmSXkXqdHwP4FbgeOD0iHhC0vtIo79MqjHEvtVbe4o1O7rp+ddqicLMzAbotTZkkq4lnQk7G9guIhbqSDIifibpO3XENho4IethEVHeAAmQtMIwhWJmZk066PZipPRDdgLpbNjjZTNExIuHMZ5RZUzdAdjgkjRW0tsk/RyPRWZmVpvGJct2f2T9kI2ATmE/XpSMSfp3HcGMNh46qU9IejkwFdgTmACcCXw/Iq6qKyYPnWRmdDl0Eoz44ZPabtfEKavFB2e0v8v0K/raiBg6SdJjEbFcQfnDEbFiHTGNJr5k2cMkrQrsBexL6j/m98BngW8Dn4qI++qLzsxsdOuVNmSSDs0ejs89blgPcO/9w8AJWW+bBTwCHAWc3UjAJH29zqDMzDpS1FM/MHZ8ef90vaCDNmR12y77Pz73GGAecA+M4s7khpETst52OvAO4DPARElnRISv9ZtZb+njnvp7oduLiNgGQNIPIuJjdcczWo38PcVKRcS+kg4Edgf2AT4n6QZgOVI7Ml+yNDOr0Ujvqb9pTOR7Ci5ZAhAR7lZpiDkh63ER8RRwKnCqpDWAvbO/ayWdHxHvriu2q68BlY1UM6G8XukwSC0uxMYhxeVj732yvBLwwipLDyh7A79rWefPC53RT1oNgQTlwyC1GvamaMgb6G5InntYoTw4YFUeGVD25LOtv0iWXrx43OFW9QazTqvhlqB4yKW7Wu14wCQeGFA2k8kt66xX0rzmqhbDCb2a4hPZv2Wb0jo7cFlheauhtKB4OK1vcnDLOp/l2MLyT3JMYXmroZN+z04t19XP5jGGZ0d+G7JtWTAmctkBKXA/l0POCVkfiYg7SZ3FHi3ptaSzZmZmVpORfskyInbMPS7/RWBDbmTvKda1iPgb8Le64zAzG616bXDxZpKWAOZFxHN1xzIauGPYHibphRZ/8yQVX+sxM7Mh1+j2ot3fYJO0m6SfSPqVpLd0UO+rkjbPHm8HPAQ81MkyrHtOyHrbg8B/gS8BLwU2yP2tn/03M7MaNLq9aPdXhaSTJN0n6T9N5TtIulnSTEmfB4iI8yPiQ6Q+Kt/TQchTgZuyx18GDgE+ysBxk20IOCHrbauROoJ9JfAH4HPAqhFxa+Ov1ujMzEaxDoZOquJkYId8gaSxwHHAW4FNgPdK2iQ3y5ey6VUtFxGPSVoa2Az4UUScAi3uJLJB46GT+oSk5YE9SHdYvhjYNSJurDMmD51kZozioZNWnLJObD2j/c2J5+u9/4OFbvGdFhHTBqxQWgu4KCI2zZ6/FjgiIrbPnn8hm/WY7O93EVF8u3YBSbcBOwKbAvtHxFskLQnM8dBJQ8+N+vtHZH9AD7ciNbPRp6SnfsaMY9LkNbhrVklfOCNcB91ePNDlWJaTWHhYo9nAFsDHSF1YLC9pvYg4oeLyvgdcnT3eK/u/FVDrj/vRwglZD5M0hnSqeirpQ3MB8IWI+HOtgZmZdaKkp37o/d76K16SXF7SNODCiLiwg8UXnaWLiDgWSjqTayEijpX0G2BuRNyeFd8O7N/psqxzTsh6212ksSxPA44AngGQtE5jhoi4rY7AzMxGuw66vXg0IrpJembDQj0Xrw7M6WI580XEfyUtK2liVvTEoizPqnNC1ttWyf6+CnwlK8v/YgoqXr6UtAPw/Wz+EyPimKbpe5HuuIH0Af1IRPyr1TKvvgH0ypKJbyuvF0eVxDi9RZ2tisu76XX/ixzWss7RDAzwArZvWWcXLiksv52JheUAa5ccV7vp1Z772zR3WbmgnU43dYB4qLyeViquM/ex8jrjliuu002v+61ebyh+zVv1uA/lve7/lfIrUK+nuG3lKS1uiJvK2YXlx/HBFtHBRzmxoOw7Lescx6cKy9/DKYXlV7JF6bLuYKOW6+pnw9AP2VXA+pLWJv1A3wPYs9uFZW3STgHWzRfTwXeJdc8JWQ+LiEG5SzZ3p852pF9cV0m6ICJuyM12O/DGiHhY0luBadDiKGxmNsoF4llaD/GVaXvJUtKZwNbABEmzgcMj4qeSDgIuISVMJ0XE9YsQ8o+Bi4ATgdbjztmgc0JmAJsDMxuXNyWdBewKzE/IIiLfwOPvpFPjZmZWYjAvWUbEe0vKLwYu7iK8ImsDn44RfGtrP3M/ZAbFd+pMajH/B4DfFE2QtL+kGZJmMPf+QQzRzPrJQseKPvYCY9v+kZ0hk7RzzeFeCWxYcwyjls+QGZTcqVM4o7QNKSHbsmh61nfONAAtNcW/ssys0ELHCqkvjxXzUNVuL7pt1D/Y/gBcIOkE4J78hIg4o56QRg8nZAYV79SR9DJS24K3RsSDwxSbmVmPUic98Y8EjaTwY03lATghG2I9tadYe1nfZPNFxLwK1dreqSNpDeA8YO+IuGWQwjUz61sdtCHrth+yQRURa9e1bvPQSX1B0itJd0m+DFiiUUzqILBqtxc7knppbtypc7SkA0gLOUHSicA7gf9lVea261naQyeZGVWGThozJij7LhozjokTVxuJvfW33a4lprwkVp9xTtsF3apNr+6yp/5Bl911vwUwOSLOlrQU6bvk6ZpD63s+Q9YfTgEuBPYDnupmAUV36uSH24iID0KbDo/MzLrRoqd+6N3e+tPQSZW6vRgRJK1L6vZiNVJ+cDbwFmB34H01hjYqOCHrD2sCX/StymZmI8sQdww72H4AnEXqaLzRTvhyUqfhNsTc7UV/+CXpV4yZmY0QjTZkPdTtxebA0Vnb4wCIiEeAFWqMadTwGbL+sATwS0l/YeCtyvvUExJcPRO0S8nEz5fXi5KrE62GQSoaAgngmxxcviLgswXj705vMwDBVlw5oOyeNserVXmkeEKr4YlKhiZiZos663VRp6xeN3WAZ58qr7f4UsV1Hnuh/LLOcmOfLSzv5jW/ibVa1tmIOwaUXUbry2XbUHyp7XR2L62zF+cWlv+E8o/rhzi1sPwwvtgiOjiKoweU7ch5LetczDsKy1/KVYXld88rH5LqgTGtujTsb4F4Yd6QjmU52B4jJV/zxx3LxrS8t66ARhMnZP3hBnK96puZWf1innj2md5pQ0a6k/4kSQcCSHoR6Wavs+oMarRwQtYHIuLIumMwM7OFRYgX5vZUG7IvAz8FGre03kfqf+xrtUU0ijgh6xOSFiMNeTGB3O3YEfHH2oIyMxvNgqoJ2Ujph+xpYE9JHyONa/m/iPAYeMPECVkfkLQl8HNgcWA5UjuAZUnjU65TY2hmZqNWxBieq3bJsrY2ZFmn30XuA5ZsTI+IEdcRXL9xQtYfvgt8IyK+K+nhiFhJ0mF02SeZmZkNggBG/iXLOygZu7jJiN+QXuee+vuApEeBFSNiXpaQrZhdwrw9Imq7xck99ZsZi9pTP4zU3vrbb9dLpwS/Kr4zdSHrjqmtp35J+e+IHYB9gSOB20lXWL4EnBIRJw1/dKOLz5D1h0dJlyofAe6WtAmpU79l6gzKzKySNj31Q4/21h/A3LZ5W60i4q7GY0mfBbaKiPuyolslXQf8CXBCNsSckPWH84AdSXfD/BS4DHie1K7MzMzqEMAzdQfRkVUZ2NTlqazchpgTsj4QEZ/IPf62pCtJjfovqS0oM7PRLoC5leYcEXdZAtOBUyR9mtT1xZrAN4A/1xjTqOGErA9kbQCeioiHASLiL5JWIv2qmVNrcGZmo1WQrlW0N1J66v8Q6UrLbSxo6H85sGddAY0mTsj6w/nAfsDDubJJwInQZhygIXT13aCS7gQ3PvSfpfVu4BWF5Z+nvP/bYzi8sPzvJctqeA0D42g1jA+UDOVzU5t2IhuVNFj+V4t6m5XUubJFnS26WE/Zurrcpm6GQXqYpUrrrFhys/D1rNciOHgJMweUdTMM0q95c8s6O/H7wvJuhkHqZh9/Pye0iA7+HwcMKFuF1o3j76W4JwTNKX7/+G75ex7fbLmq/hbAC3UHUV1E3Au8KRsuaXXgrnwbMxtaTsj6wwYR8e98QUT8W9JGdQVkZjbq9V4bMgAiYg6+ujLsxtQdgA2K+yUtdLoge/5gTfGYmVmjDVm7PzOckPWLk4BfSHqbpE0k7QycS7pkaWZmdXBCZh3wJcv+cAyp6ei3gMmkIZNOBL5TZ1BmZqNa9bsszZyQ9YOImAd8M/szM+stUvuOX8eMY9LkNUZab/2tBfB03UFYr/DQST0sG/R1XkTMzp4vBXwR2BT4G/DNiKjtHh8PnWRmVBliSIp2PfVD6q1/BH1ntd+udaYEX61wDNxLM0kdetfdD9l8kgSsC7yI1B751hhBL34/8hmy3vZT4Hhgdvb8OGArUs/97ycNp3RoPaGZmY1y1S9ZjpR+yACQtC3wXdJ4lo8AKwJrSfpkRPyxztj6mROy3rYZcCmApKWB9wBviIirJf0UuBgnZGZm9ZhHT3Z7AXwF2CYiHmoUZJ2NXwg4IRsiTsh622IR8WT2+NXA4xFxNUBE3CRpQn2hmZlZjzbqF/BYU9njVLhMa91zQtbbbpe0dURcDuxCaoMAgKSVGThIrJmZDZfevcvyeOBKSdNJI8CsBGwJfK/OoPqdE7LedgRwvqTbgI2ArXPTdgX+UUNM8139IKh4hBgO3eew0npHc1Rh+V+ZUlrn9ZQ0nL2/zQ+6lQvaqLYamgiKhye6tE2dt5S0hf1Ni3pvLakzvUWdrUrq/KdNfJsW1JvVps7k4nV1MwzSTCaX1lmPWYXlrfYHKN4nLmD7lnV24ZIBZd/hoy3rfIrjCss/w1dL63yLL5Ws/+eldS7gXYXlG3Jdi+jgZl42oExt2s9HyQ2POq+kwsktlnVB63X1tR5NyCLiZ5IuJA2912jUf3hEPFpvZP3NCVkPi4hfSXoV8HLgmoi4PTf5RtKdlmZmVofebUNGlnxdWncco4kTst53B+lDs0m+MCL+Wks0Zma2QA+eISsj6VcRsWvdcfQrJ2Q9LiJekPQCsATwbN3xmJlZpkcvWUoqujtfwMbDHcto4oSsP3wPOEfS10h9ks1v3BMRt9UVlJlZJVV66gfGjl98GIIZRD2akAGfBD7NwLsq/aN/CDkh6w8/zP5v11QewNhhjsXMrDMRVO2pv6fU1IZM0jqkUVuWj4jdu1jEtcDvI2JO03K3GoTwrISHTrIh46GTzIzRPHTSKlOC91Q4Bv5AV0dEy9uGJZ0EvA24LyI2zZXvAHyf9OP7xIg4Jjft3C4TMquBz5CZmZkNhcG9ZHky6WrI/M6EJI0lDZm3Ham5ylWSLoiIG7pZQTY+cpFnI+LebpZp1Tkh6wOSxgEHAm8EJpD75RYRPsVsZlaH6pcsJ0jKn0qbFhHT8jNExHRJazXV2xyY2WgrLOksUh+UXSVkpLv2C09BSnoWOAv4REQ09+Jvg2BM3QHYoPgu8GFgOvAq4BfAi+lgzDFJO0i6WdJMSZ8vmL6RpL9JelbSZwYrcDOzvtU4Q9buDx6IiCm5v2nFCxxgEizUc/JsYJKkF0k6AXiFpC90EPEHSd8j2wEbZP8vJ/3gfzuwKfCtDpZnHfAZsv7wDuC1EXGnpCMj4vuSLgF+TOrNv6WKp70fAg4Gdqsa1L95hrW4qXDaqUwtrbcVVxZPaNVzfEmv8fyxTTOPbQvqndumzu4FdX7Zps7bS+K7sEW9nUvqtBpJoGgUAYDb28S39sB6cx9rXWfccsXr6qbX/csob6y9DcVti05irxbRwX6cPqDsGD7Zss7n+e6Ast0LlpN3bkkcm/DP0jo38IrC8mWfeqC0zuNLFQ9NqzY94ccuBXW2bVOn5KecCpYFwIXXlC8rXtl6Zf2u2iXL5SVNAy6MiAs7WHrRhzQi4kHggA6W0/A5YMuIaOyIt0r6DzA9IjaS9F9SwmZDwAlZf1iKBb+Snpa0VDa4ePFRf6C2p70j4j7gPkk7DWLcZmb9K4DnK835aETs38UaZsNCv4BWB+aUzFvFqsDTTWVPZeVExG2Sll+E5VsLvmTZH24EXp09ngEcIelLwF0V6xee9u4mEEn7S5ohacYL9z/czSLMbBTIHyvqjmXIzCP13NXuLztDJmnnDtdwFbC+pLUlLQbsASzK6KF/Bk6WtKakMVmbtROzciS9FLhnEZZvLTgh62GSGu/fx1lwYvxTwCuBnYGqv7gKT3t3E1NETGu0gxi78ordLMLMRoH8saLuWIZM9TZkj0bE/q0uV0o6kzQ+8YaSZkv6QETMBQ4CLiH9MD8nIq5fhIg/CKwE3E46t3crsHJWDum74kOLsHxrwZcse9tdkk4DTouIfwNExH+BN3e4nME+7W1mVl3FnvoZMw5JTFx9MnfNunPo41pU1S9Ztl9UxHtLyi8GLh6kddwLvEnSJNJVkrsi4q7c9OsGYz1WzAlZbzsAeB/wD0k3AqcAZ0TE/R0uZ/5pb9Jlzj2APQc1UjOzMhV76m/oqR77X6g0V7eN+ofKXNIF194c+KlHOSHrYRHxK+BXklYA3gPsDXxd0qWk5OyCiGj7+ywi5kpqnPYeC5wUEddLOiCbfoKkVUnt05YD5kn6BLCJ+6MxMytRvR+ybhv1DypJKwKnATtmRSHpYmBqRDxUX2Sjg4dO6jPZWa69Sdf8l4qI4nvlh4GHTjIzBnHopIYRMoRS++1aekqwSYVj4Iz2QycNB0knkzoX/xSp/di6pH7HHoqIfeuLbHTwGbI+Imlx0t2WWwCrQEkHTmZmNvSCXrtk+RZg44h4NHt+i6SpdN/zv3XACVkfkLQlsA/wbuA+0innAyPif7UGZmY22lVrhTUiLllmmk89zqslilHICVkPk3QE6fLkSsDPgZ0i4q+1BmVmZsk8BnazOrL9HjhN0idJ41quBXwb+F2NMY0aTsh622uALwLnR0S1pqPD6HYeYC9OKpx2+vQPlFfcqqRtyLEtmmwcXFLn/9o08/hCQb3j2tT5aEGds9rU2aMkvukt6pW9Dl0MIfUwS5XXAVbkqQFl/2STlnVeUXIV47z57YEHekfJ3fnf5ODSOp/l2MLy93NCi+jg/xWMHLNFm1FfrmSrAWWthjOCFkMaFe/6AMR+xeU6rEWdo0rqqHzYIigeukhtRjOKkkW2WteoHyKpSPVLliPFJ4AzgJmk6AVcivseGxZOyHpYROxQdwxmZlai0TFseyOiDVl2J+UOklYj9U05KyLuriue0cYJmZmZ2VAIql6yrK0NmaRD20wHICK+NiwBjWJOyMzMrF5Ve+pvyHrsLzNievLvjUuW21WYJwAnZEPMCZmZmdWrw5762xkxPflXv2RZm4jYpu4YLPHg4mZmZkOh+uDiy0uaJmnnegK1kcA99duQcU/9ZsYQ9NTfzjD15F9hu6YEqnAMjJHRU7/Vy5cszczMhorPeVhFvmRpZmZmVjMnZGZmZmY18yVLMzOzIRHA83UHYT3CCZkNmUf4LxewfeG0XV57aXnFv5U0unh1iza0V5XUeWebdre/KKh3eJs6RxbUObdNnd1L4pvZot56xXVuZ2JplbWZU1jeajgjKB7S6Eg+37LO4RxTWL4LPy+tcwHvKixfj+tL68zkJYXluq1145xYZ+Brq6+3rEIcUrCeXdrUuaC4XGu0qFPSRZZ0ZHmdOLzjOq3qdaPduoZ6/b2ncr8XI6KnfquXEzIzM7MhUfkMWW099dvI4YTMzMzq1WlP/e206cm/W52PADCPqmMnmTkhMzOzeg1yT/1DpfOk0W3IrDonZGZmZkNmhI+dZCOGEzIzM7Mh4TNkVp2HTrIh46GTzIwahk4aKk1DMlXYrpcEnFlhyZt56CRzx7BmZmZDo/Lo4h5c3HzJ0szMbGi42wurzgmZmZnZkKjcMayZEzIzM7Oh4X7IrDonZDZ07rsajitu9/qNg8qrfa7kRpP/tujocf2ym1Pe3Kbd7e8L6n2jTZ3PFdS5qU2djYrju4m1yqtwR2H5T9intM6HOLWwfC9OKq0DcDr7DSibyO0t68xh7cJyTS+vE1sVl2upFnWeKqnTxZBGUuvLRxHjC+pc06bOKwvLu9qmroZO6i6+bpTHV970aTDX33t8l6VV54TMzMzqNdg99Q+RiatP7qKWL1laNU7IzMysXoPQU39TlxQjxDyg5HSoWRMnZGZmZkPCjfqtOidkZmZmQ8JtyKw6J2RmZqPMcN4IMLr5DJlV54TMhsyjs+A3JXdTfu7Ezpf3dGzQcZ3P/P4rLad/q6DsFZ/7W8s6/ywo00Ot266UTd14vzvK65TcGLn/tsV3UgJ86I/F5Wdo79I6AKcXBFh2F2U7ZXdStvR0qwShJDm4sN2Zh4F3TMLX2tQpvpOxK11sU9mdlK1d2Gb64CVX3d7pOXq52wurzgmZmZnZkKjnkqWkpYHjgeeAyyPi9GEPwjrmsSwNAEk7SLpZ0kxJny+YLknHZtOvk+RrGmZmLVUey7ItSSdJuk/Sf5rKi47d7wDOjYgPAW167LORwgmZIWkscBzwVmAT4L2SNmma7a3A+tnf/sCPhjVIM7Oe0zhD1u6vkpOBHfIFLY7dqwOzstleWJQtsOHjS5YGsDkwMyJuA5B0FrArcENunl2BUyN19PN3SStIWi0i7h7+cM3MesGcS+BLEyrMuISkGbnn0yJiWn6GiJguaa2memXH7tmkpOxafOKlZ2jkdaRnw03S7sAOEfHB7PnewBYRcVBunouAYyLiL9nzPwCHRMSMpmXtTzqDBrApsNDp9R43AXig7iAGUT9tTz9tC/TX9iwREZs2FzYdKwrnsYVlCdlFjdeq7NgNHAL8EHgG+IvbkPUGnyEzgKKBGJsz9SrzkP2qmwYgaUZETFn08EYGb8/I1U/bAv21PU1nfubLHyusa4XH5Yh4Enj/cAdji8anMg3S6e38IG2rA3O6mMfMzIaPj8t9xAmZAVwFrC9pbUmLAXsAFzTNcwGwT3a35WuAR91+zMysVlWO3dYjnJAZETEXOAi4BLgROCcirpd0gKQDstkuBm4DZgI/AQ6ssOh+uxzh7Rm5+mlboL+2p5+2pTaSzgT+BmwoabakD5Qdu+uM07rnRv1mZmZmNfMZMjMzM7OaOSEzMzMzq5kTMltk/TbsUoXt2UjS3yQ9K+kzdcRYVYVt2St7T66TdIWkzeqIs6oK27Nrti3XSpohacs64qyi3bbk5nu1pBeyPqdGrArvzdaSHs3em2slHVZHnGYjlduQ2SLJhu64BdiOdAv2VcB7I+KG3Dw7Ah8DdiR1Wvj9iNiihnDbqrg9LwbWBHYDHo6Ib9UQalsVt+V1wI0R8bCktwJH9Ph7swzwZESEpJeRGjlvVEvALVTZltx8vyN18HlSRJw73LFWUfG92Rr4TES8rY4YzUY6nyGzRTV/6I6IeA5oDN2RN3/YpYj4O7CCpNWGO9CK2m5PRNwXEVfRwSB0NamyLVdExMPZ07+T+jEaqapszxOx4Ffm0hR0XjxCVPncQPoh8wvgvuEMrgtVt8fMSjghs0U1iQWD2EL6dTypi3lGil6KtZ1Ot+UDwG+GNKJFU2l7JL1d0k3Ar4H9him2TrXdFkmTgLcDJwxjXN2quq+9VtK/JP1G0kuGJzSz3uCEzBbVoA27NEL0UqztVN4WSduQErJDhjSiRVN1+K5fZpcpdwO+MtRBdanKtnyPNF7sC0MfziKrsj3XAGtGxGbAD4Dzhzoos17ihMwWVb8Nu9RLsbZTaVuytlYnArtGxIPDFFs3OnpvImI6sK6kCUMdWBeqbMsU4CxJdwC7A8dL2m1Youtc2+2JiMci4ons8cXA+BH63pjVwgmZLap+G3apn4YiabstktYAzgP2johbaoixE1W2Zz1Jyh6/ElgMGIlJZtttiYi1I2KtiFgLOBc4MCLOH/ZIq6ny3qyae282J33/jMT3xqwW4+oOwHpbRMyV1Bi6YyzpTrDrG0MuRcQJpGGXdiQNu/QU8P664m2nyvZIWhWYASwHzJP0CWCTiHisrriLVHxvDgNeRDr7AjA3IqbUFXMrFbfnnaTk/3ngaeA9uUb+I0bFbekZFbdnd+AjkuaS3ps9RuJ7Y1YXd3thZmZmVjNfsjQzMzOrmRMyMzMzs5o5ITMzMzOrmRMyMzMzs5o5ITMzMzOrmRMyMxs22bBGsyQ9IekVdcdjZjZSOCEzG0aS9pB0paQnJd2XPT6w0WFmbr4jJEXWgSaS9sqSmCckPS1pXu75E9k8d0h6c9O6Hpb0xoI4ts6Wf15T+WZZ+eVN5ZJ0m6QbCpZ1uaRn8vFIem3JS/At4KCIWCYi/lnxZTMz63tOyMyGiaRPA98HvgmsCqwCHAC8ntSjfGM+AXsDDwFTASLi9CyJWQZ4KzCn8Twra17XVOA4YKeI+FNJSPcDr5P0olzZVKCox/6tgBcD60h6dcH0g/LxRMTfSta5JnB90QRJ7qjazEYtJ2Rmw0DS8sBRpOFvzo2IxyP5Z0TsFRHP5mZ/AzAR+DiwRzYUTSfr2h/4NrB9RFzRYtbnSAM875HVGwu8Gzi9YN6pwK9Ioy5M7SSebNmLZ2fyxgL/knRrVn6HpEMkXQc8KWmcpNdIukLSI5L+JWnr3HLWlvQnSY9L+p2kH0r6WTZta0mzm9Y7/6yhpDGSPi/pVkkPSjpH0krZtLWyM4NTJd0p6QFJX8wtZ6ykQ7O6j0u6WtJkScdJ+nbTOi/MRm8wM6vMCZnZ8HgtsDgpqWlnKnAhcHb2/G0drOcjwFeAN0XEjArznwrskz3ennT2aqFBoSUtRRr25vTsr+MkMSKezZ3J2ywi1s1Nfi+wE7AC6azhr4GvAisBnwF+IWnlbN4zgKuBCaTt7CQ5PBjYDXgjKeF9mHQWMW9LYEPgTcBhkjbOyj+Vxbkjacis/UjDgJ0CvFfSGAClwbLfBJzZQVxmZk7IzIbJBOCBiJjbKMidBXpa0lZZ2VLAu4AzIuJ50qDSnSQd2wF/B/5dZebsDNpKkjYkJWanFsz2DuBZ4FLgItIYuDs1zXNsti2PSLqmg3gBjo2IWRHxNPA+4OKIuDgi5kXE70jjhu6oNBD6q4EvZwnedFLiWtWHgS9GxOzsjOQRwO5Nl0qPjIinI+JfwL+AzbLyDwJfioibszOb/4qIByPiH8CjpCQM0tnGyyPi3g5fAzMb5ZyQmQ2PB4EJ+S//iHhdRKyQTWt8Ft8OzCVdGoR0RuqtuTNE7RwAbACc2HyjQAunAQcB2wC/LJg+FTgnIuZmicx5DEwSD46IFbK/V1Zcb8Os3OM1gXflkrtHSGetViM7qxURT+bm/18H61kT+GVuuTcCL5DOyjXck3v8FNA4qzcZuLVkuaeQEkmy/6d1EJOZGZB+6ZrZ0Psb6SzTrsAvWsw3lZQE3JnlUwLGky6XHVthPfeRztb8CTiedAmzndOAmcCpEfFUPo+TtDqwLbC5pHdmxUsBS0iaEBEPVFh+O5F7PAs4LSI+1DyTpDWBFSUtnUvK1sjVfzKLrTH/WCCfyM4C9ouIvxYse602Mc4C1gX+UzDtZ8B/JG0GbExql2dm1hGfITMbBhHxCHAkcLyk3SUtkzUyfzmwNICkSaRk6m3Ay7O/zYCv08Fly4iYQ0qidpD03Qrz305qV/XFgsl7k+663DAX0wbAbFKSONh+BuwsafusIf0SWWP91SPif6TLl0dKWkzSlsDOubq3kBLFnSSNB75EarfXcAJwdJbYIWllSbtWjOtE4CuS1s+6AHlZ4+7UiJgNXEVKbH+RXXo1M+uIEzKzYRIR3yA1Dv8c6UzWvcCPgUOAK0jJz7URcWlE3NP4I50Ze5mkTTtY1yxSUra7pP+rMP9fskSu2VTg+Hw8WUwn0MXdlhXimEU6i3goqVuOWcBnWXCs2hPYgtQlyOHk2rxFxKPAgaTk6S7SGbP8XZffBy4ALpX0OKmt3RYVQ/sOcA6pHd1jwE+BJXPTTwFeii9XmlmXFBHt5zIzG4EkHQGsFxHvazfvEMexFens3loRMa/OWMysN/kMmZnZIsguj34cONHJmJl1ywmZmVmXsn7KHiHdBfq9WoMxs57mS5ZmZmZmNfMZMjMzM7OaOSEzMzMzq5kTMjMzM7OaOSEzMzMzq5kTMjMzM7Oa/X+IwXjfxSHB2QAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# correlation is great for less than 10% missing data + hetPerc filt + z-score filt\n", "after = filter_missing_data(filter_snps(filter_snps(newsnps, col='abs(z)', greaterthan=False, byval=10),\n", " col='hetPerc', greaterthan=False, byval=0.6),\n", " 1, ret=True)\n", "compare_sweetgraphs(before=newsnps,\n", " after=after,\n", " doingwhat='filtering for <= 10% missing data, hetPerc <= 0.6, abs(z) <= 10',\n", " snsbin_cushion=-1, \n", " saveloc=op.join(figdir, 'all-three-filtered_congurence_MAF_spectrum.pdf'))\n", "# show species MAF spectra\n", "for sp in ['JP', 'DF']:\n", " x,y = (get_mafdict(after['gatk'][sp]['realMAF'], roundto=3),\n", " get_mafdict(after['varscan'][sp]['realMAF'], roundto=3))\n", " if '0.000' not in x:\n", " x['0.000'] = 0\n", " make_mafdict_fig(x,y,\n", " xlab = 'MAF frequency',\n", " legend=['indSeq','poolSeq'],\n", " title=f'{sp} MAF frequency spectrum - <=10% missing data\\nabs(z) <= 10, hetPerc <= 0.6',\n", " saveloc=op.join(figdir, f'all-three-filtered_MAF-spectrum_{sp}.pdf'))\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 213421\n", "# Correlation decreased :(\n", "# 0.97756 0.97594 \n", "\n", "# DF starting = 636031\n", "# DF ending = 523927\n", "# Correlation decreased :(\n", "# 0.94831 0.9449 \n", "\n", "# JP starting = 213421\n", "# JP ending = 153046\n", "# Correlation increased!!!\n", "# 0.97594 0.9897 \n", "\n", "# DF starting = 523927\n", "# DF ending = 339797\n", "# Correlation increased!!!\n", "# 0.9449 0.97022\n", "\n", "# JP starting = 153046\n", "# JP ending = 153046\n", "# Correlation increased!!!\n", "# 0.9897 0.99071 \n", "\n", "# DF starting = 339797\n", "# DF ending = 339797\n", "# Correlation increased!!!\n", "# 0.97022 0.97469 " ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 248700\n", "JP ending = 217955\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.97756 0.96858 \n", "\n", "DF starting = 636031\n", "DF ending = 566657\n", "\u001b[91m\u001b[1mCorrelation decreased :(\u001b[0m\u001b[0m\n", "0.94831 0.94346 \n", "\n", "JP starting = 217955\n", "JP ending = 171320\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.96858 0.98293 \n", "\n", "DF starting = 566657\n", "DF ending = 439047\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 6%|▌ | 9615/171320 [00:00<00:01, 96140.01it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.94346 0.96266 \n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 171320/171320 [00:01<00:00, 166507.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\n", "Watching 56 jobs ...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 56/56 [00:00<00:00, 324870.02it/s]\n", "100%|██████████| 439047/439047 [00:02<00:00, 192757.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\n", "Watching 56 jobs ...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 56/56 [00:00<00:00, 341893.78it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "JP starting = 171320\n", "JP ending = 171320\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.98293 0.9876 \n", "\n", "DF starting = 439047\n", "DF ending = 439047\n", "\u001b[92m\u001b[1mCorrelation increased!!!\u001b[0m\u001b[0m\n", "0.96266 0.97034 \n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# correlation is slightly lower when looking at less than 20% missing data (as expected, less missing data is better)\n", "after = filter_missing_data(filter_snps(filter_snps(newsnps, col='abs(z)', greaterthan=False, byval=10),\n", " col='hetPerc', greaterthan=False, byval=0.6),\n", " 2, ret=True)\n", "compare_sweetgraphs(before=newsnps,\n", " after=after,\n", " doingwhat='filtering for \\n<= 20% missing data, hetPerc <= 0.6, abs(z) <= 10',\n", " snsbin_cushion=-1, \n", " saveloc=op.join(figdir, 'all-three-filtered_congurence_MAF_spectrum_20perc.pdf'))\n", "# show species MAF spectra\n", "for sp in ['JP', 'DF']:\n", " x,y = (get_mafdict(after['gatk'][sp]['realMAF'], roundto=3),\n", " get_mafdict(after['varscan'][sp]['realMAF'], roundto=3))\n", " if '0.000' not in x:\n", " x['0.000'] = 0\n", " make_mafdict_fig(x,y,\n", " xlab = 'MAF frequency',\n", " legend=['indSeq','poolSeq'],\n", " title=f'{sp} MAF frequency spectrum - <=20% missing data\\nabs(z) <= 10, hetPerc <= 0.6',\n", " saveloc=op.join(figdir, f'all-three-filtered_MAF-spectrum_{sp}_20perc.pdf'))\n", "# original submission\n", "# JP starting = 248700\n", "# JP ending = 213421\n", "# Correlation decreased :(\n", "# 0.97756 0.97594 \n", "\n", "# DF starting = 636031\n", "# DF ending = 523927\n", "# Correlation decreased :(\n", "# 0.94831 0.9449 \n", "\n", "# JP starting = 213421\n", "# JP ending = 153046\n", "# Correlation increased!!!\n", "# 0.97594 0.9897 \n", "\n", "# DF starting = 523927\n", "# DF ending = 339797\n", "# Correlation increased!!!\n", "# 0.9449 0.97022\n", "\n", "# JP starting = 153046\n", "# JP ending = 153046\n", "# Correlation increased!!!\n", "# 0.9897 0.99066 \n", "\n", "# DF starting = 339797\n", "# DF ending = 339797\n", "# Correlation increased!!!\n", "# 0.97022 0.97322 " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }