diff --git a/dsbook/_config.yml b/dsbook/_config.yml index cdf73ee..84e62d2 100644 --- a/dsbook/_config.yml +++ b/dsbook/_config.yml @@ -11,7 +11,11 @@ copyright: "2024" execute: execute_notebooks: auto timeout: 100 - + exclude_patterns: + - dsbook/network/gsea.ipynb + - dsbook/statistics/testing.ipynb + - dsbook/statistics/qvalue.ipynb + - dsbook/unsupervised/VAEofCarcinomas.ipynb # Define the name of the latex output file for PDF builds latex: diff --git a/dsbook/_toc.yml b/dsbook/_toc.yml index 2858f01..17dabec 100644 --- a/dsbook/_toc.yml +++ b/dsbook/_toc.yml @@ -37,3 +37,4 @@ parts: numbered: True chapters: - file: network/pathway.ipynb + - file: network/gsea.ipynb diff --git a/dsbook/network/gsea.ipynb b/dsbook/network/gsea.ipynb index cae4c88..da1ac70 100644 --- a/dsbook/network/gsea.ipynb +++ b/dsbook/network/gsea.ipynb @@ -11,6 +11,11 @@ "# Example of ORA and GSEA" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "markdown", "metadata": { @@ -24,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "slideshow": { "slide_type": "fragment" @@ -86,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" @@ -95,7 +100,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -128,12 +133,12 @@ "\n", "In the analysis here we use the [KEGG](https://www.genome.jp/kegg/) database's definition of metabolomic pathways. This choice can easily be changed to other databases such as GO.\n", "\n", - "Here we select to use the $q$ values below $10^{-15}$ as an input. " + "Here we select to use the $q$ values below $10^{-12}$ as an input for the analysis. First we select this as our gene_list, and then we calculate the overlap of the gene list to all the pathwauys in KEGG. " ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" @@ -145,7 +150,7 @@ "\n", "pathway_db=['KEGG_2019_Human']\n", "background=set(qvalues.index)\n", - "gene_list = list(qvalues.loc[qvalues[\"q\"]<1e-15,\"q\"].index)\n", + "gene_list = list(qvalues.loc[qvalues[\"q\"]<1e-12,\"q\"].index)\n", "\n", "output_enrichr=pd.DataFrame()\n", "enr=gp.enrichr(\n", @@ -156,6 +161,26 @@ " )\n" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1403" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(gene_list)" + ] + }, { "cell_type": "markdown", "metadata": { @@ -205,24 +230,31 @@ " \n", " \n", " 0\n", - " 1.238286e-07\n", + " 0.000002\n", " Cell cycle\n", - " 0.000033\n", + " 0.000699\n", " \n", " \n", " 1\n", - " 1.057869e-03\n", - " Alanine, aspartate and glutamate metabolism\n", - " 0.141804\n", + " 0.000265\n", + " Hedgehog signaling pathway\n", + " 0.037555\n", + " \n", + " \n", + " 2\n", + " 0.001870\n", + " Prostate cancer\n", + " 0.176434\n", " \n", " \n", "\n", "" ], "text/plain": [ - " p Term q\n", - "0 1.238286e-07 Cell cycle 0.000033\n", - "1 1.057869e-03 Alanine, aspartate and glutamate metabolism 0.141804" + " p Term q\n", + "0 0.000002 Cell cycle 0.000699\n", + "1 0.000265 Hedgehog signaling pathway 0.037555\n", + "2 0.001870 Prostate cancer 0.176434" ] }, "execution_count": 5, @@ -257,12 +289,12 @@ "source": [ "## Geneset Enrichment analysis\n", "\n", - "Subsequently we us pygsea to perform a geneset enricment analysis (GSEA).\n" + "Subsequently we us pygsea to perform a geneset enricment analysis (GSEA). This time we compare to pathways in GSEAs oncogenic signature database, [MSigDB](https://www.gsea-msigdb.org/gsea/msigdb/index.jsp).\n" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" @@ -273,40 +305,35 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_657596/3013437965.py:2: DeprecationWarning: processes is deprecated; use threads\n", - " gs_res = gp.gsea(data=brca,\n", - "2024-11-18 09:19:38,791 [WARNING] Found duplicated gene names, values averaged by gene names!\n" + "2024-11-18 17:52:24,354 [WARNING] Found duplicated gene names, values averaged by gene names!\n" ] } ], "source": [ "classes = [\"TrippleNeg\" if tripple_negative_bool[sample_name] else \"Respond\" for sample_name in brca.columns]\n", - "gs_res = gp.gsea(data=brca, \n", - " gene_sets='KEGG_2016', \n", - " # gene_sets='Reactome_2013',\n", - " cls=classes, # cls=class_vector\n", - " # set permutation_type to phenotype if samples >=15\n", - " permutation_type='phenotype',\n", - " permutation_num=100, # reduce number to speed up test\n", + "gs = gp.GSEA(data=brca, \n", + " gene_sets='MSigDB_Oncogenic_Signatures', \n", + "# gene_sets='KEGG_2019_Human', \n", + " classes=classes, # cls=class_vector\n", + " permutation_type='phenotype', # null from permutations of class labels\n", + " permutation_num=2000, # reduce number to speed up test\n", + " min_size=3, # minimal size of pathway \n", " outdir=None, # do not write output to disk\n", " no_plot=True, # Skip plotting\n", " method='signal_to_noise',\n", - " # method='t_test',\n", - " processes=4, # Number of allowed parallel processes\n", - " format='png',\n", - " ascending=True,\n", - " max_size=20000)\n" + " threads=4, # Number of allowed parallel processes\n", + " seed=42,\n", + " format='png',)\n", + " # ascending=True)\n", + "gs.run()\n", + "gs_res = gs.res2d\n" ] }, { "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, + "metadata": {}, "source": [ - "The pygsea module's fdr calculation seems to be broken, and we hence remake the significance calculations ourselves." + "We first list the pathways with a FDR < 0.5." ] }, { @@ -351,192 +378,71 @@ " \n", " 0\n", " gsea\n", - " Ribosome biogenesis in eukaryotes Homo sapiens...\n", - " -0.573494\n", - " -2.031795\n", - " 0.021277\n", - " 0.048163\n", - " 0.03\n", - " 46/71\n", - " 26.85%\n", - " DKC1;CIRH1A;GTPBP4;RBM28;RPP25;RIOK1;NOP58;POP...\n", + " RPS14 DN.V1 DN\n", + " -0.506616\n", + " -1.809224\n", + " 0.018145\n", + " 0.436221\n", + " 0.1715\n", + " 69/152\n", + " 20.65%\n", + " PSAT1;CLCN4;SUV39H2;CDC20;MCM5;KIF2C;CDCA3;ASN...\n", " \n", " \n", " 1\n", " gsea\n", - " Cell cycle Homo sapiens hsa04110\n", - " -0.505168\n", - " -1.828244\n", - " 0.02\n", - " 0.445508\n", - " 0.29\n", - " 59/119\n", - " 21.45%\n", - " CCNE1;CDC20;E2F3;MCM7;MCM5;TTK;CDC25A;CHEK1;OR...\n", - " \n", - " \n", - " 2\n", - " gsea\n", - " Peroxisome Homo sapiens hsa04146\n", - " 0.458212\n", - " 1.735755\n", - " 0.061224\n", - " 1.0\n", - " 0.44\n", - " 30/70\n", - " 26.07%\n", - " NUDT12;HSD17B4;PEX12;ACOX2;CROT;SLC27A2;PEX11A...\n", + " CSR LATE UP.V1 UP\n", + " -0.572861\n", + " -1.771695\n", + " 0.014911\n", + " 0.31798\n", + " 0.225\n", + " 81/138\n", + " 21.54%\n", + " LYAR;FANCA;CDCA8;MRAS;SNRPA1;FOXM1;CHEK2;RPF2;...\n", " \n", " \n", " 3\n", " gsea\n", - " RNA transport Homo sapiens hsa03013\n", - " -0.461384\n", - " -1.718459\n", - " 0.040816\n", - " 0.754554\n", - " 0.51\n", - " 75/149\n", - " 29.20%\n", - " NUP93;MAGOH;THOC5;XPO5;UPF3B;RPP25;PABPC4;POP1...\n", - " \n", - " \n", - " 4\n", - " gsea\n", - " DNA replication Homo sapiens hsa03030\n", - " -0.62573\n", - " -1.706424\n", - " 0.037736\n", - " 0.63816\n", - " 0.57\n", - " 28/35\n", - " 29.04%\n", - " MCM7;MCM5;RNASEH1;RFC4;PRIM2;MCM3;FEN1;RFC2;MC...\n", + " E2F1 UP.V1 UP\n", + " -0.448257\n", + " -1.711008\n", + " 0.01608\n", + " 0.366658\n", + " 0.324\n", + " 82/167\n", + " 30.03%\n", + " NDUFAF4;E2F3;AURKB;PIM1;KIFC1;CHEK1;UCK2;NASP;...\n", " \n", " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 253\n", - " gsea\n", - " Steroid biosynthesis Homo sapiens hsa00100\n", - " -0.192438\n", - " -0.480634\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 17/17\n", - " 91.21%\n", - " DHCR7;EBP;SOAT1;NSDHL;CYP27B1;LSS;SQLE;FDFT1;M...\n", - " \n", - " \n", - " 254\n", - " gsea\n", - " Non-alcoholic fatty liver disease (NAFLD) Homo...\n", - " 0.128179\n", - " 0.476261\n", - " 1.0\n", - " 0.986453\n", - " 1.0\n", - " 129/129\n", - " 99.31%\n", - " XBP1;PRKAG1;PRKAB1;IKBKB;COX6C;IRS1;MAPK9;RXRA...\n", - " \n", - " \n", - " 255\n", - " gsea\n", - " Oxidative phosphorylation Homo sapiens hsa00190\n", - " -0.169679\n", - " -0.439525\n", - " 0.925926\n", - " 1.0\n", - " 1.0\n", - " 55/108\n", - " 46.96%\n", - " ATP6V1C2;UQCRHL;UQCRH;ATP6V1E2;NDUFS5;NDUFA9;A...\n", - " \n", - " \n", - " 256\n", + " 5\n", " gsea\n", - " Olfactory transduction Homo sapiens hsa04740\n", - " -0.152696\n", - " -0.42714\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 12/23\n", - " 44.71%\n", - " ARRB2;ADCY3;RGS2;NCALD;CALM2;CAMK2G;CAMK2D;GNA...\n", - " \n", - " \n", - " 257\n", - " gsea\n", - " Protein export Homo sapiens hsa03060\n", - " -0.122903\n", - " -0.315157\n", - " 1.0\n", - " 0.999305\n", - " 1.0\n", - " 13/23\n", - " 47.10%\n", - " SEC61A1;SEC61G;SRPRB;SEC63;SEC61B;SEC11A;SRPR;...\n", + " RB P107 DN.V1 UP\n", + " -0.518007\n", + " -1.639151\n", + " 0.052427\n", + " 0.495695\n", + " 0.468\n", + " 56/122\n", + " 21.09%\n", + " CCNE1;STMN1;FANCA;MCM7;MCM5;ORC6;GTSE1;CDC25B;...\n", " \n", " \n", "\n", - "

258 rows × 10 columns

\n", "" ], "text/plain": [ - " Name Term ES \\\n", - "0 gsea Ribosome biogenesis in eukaryotes Homo sapiens... -0.573494 \n", - "1 gsea Cell cycle Homo sapiens hsa04110 -0.505168 \n", - "2 gsea Peroxisome Homo sapiens hsa04146 0.458212 \n", - "3 gsea RNA transport Homo sapiens hsa03013 -0.461384 \n", - "4 gsea DNA replication Homo sapiens hsa03030 -0.62573 \n", - ".. ... ... ... \n", - "253 gsea Steroid biosynthesis Homo sapiens hsa00100 -0.192438 \n", - "254 gsea Non-alcoholic fatty liver disease (NAFLD) Homo... 0.128179 \n", - "255 gsea Oxidative phosphorylation Homo sapiens hsa00190 -0.169679 \n", - "256 gsea Olfactory transduction Homo sapiens hsa04740 -0.152696 \n", - "257 gsea Protein export Homo sapiens hsa03060 -0.122903 \n", - "\n", - " NES NOM p-val FDR q-val FWER p-val Tag % Gene % \\\n", - "0 -2.031795 0.021277 0.048163 0.03 46/71 26.85% \n", - "1 -1.828244 0.02 0.445508 0.29 59/119 21.45% \n", - "2 1.735755 0.061224 1.0 0.44 30/70 26.07% \n", - "3 -1.718459 0.040816 0.754554 0.51 75/149 29.20% \n", - "4 -1.706424 0.037736 0.63816 0.57 28/35 29.04% \n", - ".. ... ... ... ... ... ... \n", - "253 -0.480634 1.0 1.0 1.0 17/17 91.21% \n", - "254 0.476261 1.0 0.986453 1.0 129/129 99.31% \n", - "255 -0.439525 0.925926 1.0 1.0 55/108 46.96% \n", - "256 -0.42714 1.0 1.0 1.0 12/23 44.71% \n", - "257 -0.315157 1.0 0.999305 1.0 13/23 47.10% \n", - "\n", - " Lead_genes \n", - "0 DKC1;CIRH1A;GTPBP4;RBM28;RPP25;RIOK1;NOP58;POP... \n", - "1 CCNE1;CDC20;E2F3;MCM7;MCM5;TTK;CDC25A;CHEK1;OR... \n", - "2 NUDT12;HSD17B4;PEX12;ACOX2;CROT;SLC27A2;PEX11A... \n", - "3 NUP93;MAGOH;THOC5;XPO5;UPF3B;RPP25;PABPC4;POP1... \n", - "4 MCM7;MCM5;RNASEH1;RFC4;PRIM2;MCM3;FEN1;RFC2;MC... \n", - ".. ... \n", - "253 DHCR7;EBP;SOAT1;NSDHL;CYP27B1;LSS;SQLE;FDFT1;M... \n", - "254 XBP1;PRKAG1;PRKAB1;IKBKB;COX6C;IRS1;MAPK9;RXRA... \n", - "255 ATP6V1C2;UQCRHL;UQCRH;ATP6V1E2;NDUFS5;NDUFA9;A... \n", - "256 ARRB2;ADCY3;RGS2;NCALD;CALM2;CAMK2G;CAMK2D;GNA... \n", - "257 SEC61A1;SEC61G;SRPRB;SEC63;SEC61B;SEC11A;SRPR;... \n", + " Name Term ES NES NOM p-val FDR q-val FWER p-val \\\n", + "0 gsea RPS14 DN.V1 DN -0.506616 -1.809224 0.018145 0.436221 0.1715 \n", + "1 gsea CSR LATE UP.V1 UP -0.572861 -1.771695 0.014911 0.31798 0.225 \n", + "3 gsea E2F1 UP.V1 UP -0.448257 -1.711008 0.01608 0.366658 0.324 \n", + "5 gsea RB P107 DN.V1 UP -0.518007 -1.639151 0.052427 0.495695 0.468 \n", "\n", - "[258 rows x 10 columns]" + " Tag % Gene % Lead_genes \n", + "0 69/152 20.65% PSAT1;CLCN4;SUV39H2;CDC20;MCM5;KIF2C;CDCA3;ASN... \n", + "1 81/138 21.54% LYAR;FANCA;CDCA8;MRAS;SNRPA1;FOXM1;CHEK2;RPF2;... \n", + "3 82/167 30.03% NDUFAF4;E2F3;AURKB;PIM1;KIFC1;CHEK1;UCK2;NASP;... \n", + "5 56/122 21.09% CCNE1;STMN1;FANCA;MCM7;MCM5;ORC6;GTSE1;CDC25B;... " ] }, "execution_count": 7, @@ -545,168 +451,54 @@ } ], "source": [ - "gs_res.res2d" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "import qvalue\n", - "gs_res.res2d.sort_values(by=[\"NOM p-val\"],inplace=True)\n", - "out = qvalue.qvalues(gs_res.res2d,\"NOM p-val\").drop([\"FDR q-val\",\"FWER p-val\"], axis='columns')" + "significant = gs_res[gs_res[\"FDR q-val\"]<0.5]\n", + "significant" ] }, { "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, + "metadata": {}, "source": [ - "We list the 2 topscoring pathways." + "The package we are using for accessing GSEA, gseapy, has some built in plotting routine for illustrating the enrichment for any given pathway. " ] }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NameTermESNESNOM p-valTag %Gene %Lead_genesq
11gseaVasopressin-regulated water reabsorption Homo ...0.4771731.5747050.022/3732.90%DCTN4;ADCY9;RAB5B;CREB3L4;ADCY6;RAB5C;CREB3L1;...0.0
9gseaCircadian rhythm Homo sapiens hsa047100.535941.5973410.011/2814.07%SKP1;BHLHE40;BTRC;PER2;CRY2;PRKAG1;PRKAB1;RORC...0.0
6gseaPathogenic Escherichia coli infection Homo sap...-0.51859-1.6666790.030/4729.60%NCK2;TUBB;TUBB6;TUBA1C;ARPC5;NCL;TUBB3;TUBA1B;...0.0
\n", - "
" - ], + "image/png": "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", "text/plain": [ - " Name Term ES \\\n", - "11 gsea Vasopressin-regulated water reabsorption Homo ... 0.477173 \n", - "9 gsea Circadian rhythm Homo sapiens hsa04710 0.53594 \n", - "6 gsea Pathogenic Escherichia coli infection Homo sap... -0.51859 \n", - "\n", - " NES NOM p-val Tag % Gene % \\\n", - "11 1.574705 0.0 22/37 32.90% \n", - "9 1.597341 0.0 11/28 14.07% \n", - "6 -1.666679 0.0 30/47 29.60% \n", - "\n", - " Lead_genes q \n", - "11 DCTN4;ADCY9;RAB5B;CREB3L4;ADCY6;RAB5C;CREB3L1;... 0.0 \n", - "9 SKP1;BHLHE40;BTRC;PER2;CRY2;PRKAG1;PRKAB1;RORC... 0.0 \n", - "6 NCK2;TUBB;TUBB6;TUBA1C;ARPC5;NCL;TUBB3;TUBA1B;... 0.0 " + "
" ] }, - "execution_count": 9, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "out.loc[out[\"q\"]<0.20]" + "axs = gs.plot(terms=significant.Term[0])" ] }, { "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, + "metadata": {}, "source": [ - "We display some detailed plots of the best scoring pathway using gseapy's plotting routines." + "We can also compare the enrichment between multiple pathways " ] }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, + "execution_count": null, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -714,45 +506,26 @@ } ], "source": [ - "from gseapy.plot import gseaplot, heatmap\n", - "terms = gs_res.res2d.Term\n", - "axs = gs_res.plot(terms=terms[11]) # v1.0.5" + "axs = gs.plot(significant.Term, show_ranking=False, legend_kws={'loc': (1.05, 0)}, )\n" ] }, { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "axs = gs_res.plot(terms=terms[9]) " + "as well as the heatmap (Normalized gene expression as a function of Gene and patient) for the genes in a given pathway." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -760,7 +533,12 @@ } ], "source": [ - "axs = gs_res.plot(terms=terms[6]) " + "from gseapy import heatmap\n", + "# plotting heatmap\n", + "i = 0\n", + "genes = gs.res2d.Lead_genes[i].split(\";\")\n", + "# Make sure that ``ofname`` is not None, if you want to save your figure to disk\n", + "ax = heatmap(df = gs.heatmat.loc[genes], z_score=0, title=gs_res.Term[i], figsize=(14,4))\n" ] } ], diff --git a/dsbook/network/pathway.ipynb b/dsbook/network/pathway.ipynb index 77a6156..0a4cf2c 100644 --- a/dsbook/network/pathway.ipynb +++ b/dsbook/network/pathway.ipynb @@ -2,19 +2,14 @@ "cells": [ { "cell_type": "markdown", - "id": "3c37aa1f", + "id": "165eca95", "metadata": {}, "source": [ "# Pathway Analysis\n", "\n", - "## Introduction" - ] - }, - { - "cell_type": "markdown", - "id": "90b68e9f", - "metadata": {}, - "source": [ + "## Introduction\n", + "\n", + "\n", "A typical output from a high-throughput experiment is a list of genes, transcripts, or proteins. Given this list, one might want to identify common functions among these analytes. Here, pathway analysis has become a go-to method for associating functions with experimental findings. Such analysis provides essential insights into the complex relationships among biological molecules and how they contribute to specific cellular functions. A pathway represents a set of biochemical reactions and interactions that take place within a cell or organism, involving metabolites, genes, and proteins. Understanding these pathways allows researchers to link molecular changes to phenotypic outcomes, such as disease states or responses to treatment.\n", "\n", "## Pathway Databases\n", @@ -69,10 +64,68 @@ "\n", "### Enrichment Score and Null Distribution\n", "\n", - "GSEA works by calculating an **enrichment score (ES)**, which measures how often genes from the gene set of interest appear in the ranked list. Starting at the top of the ranked gene list, an enrichment score is computed by walking down the list, increasing when a gene is in the gene set and decreasing otherwise.\n", + "GSEA works by calculating an **enrichment score (ES)**, which measures how often genes from the gene set of interest appear in the ranked list. Starting at the top of the ranked gene list, an enrichment score is computed by walking down the list, increasing when a gene is in the gene set and decreasing otherwise. I.e. it reflects how many genes encountered as compared to what you would expect if they where uniformly distributed among the genes.\n", "\n", "To assess the statistical significance of the observed enrichment score, GSEA uses a **null distribution** obtained through permutation. The ranked gene list is shuffled many times to generate a background distribution of ES values, which can then be used to calculate the p-value for the observed enrichment score.\n", "\n", + "Here is an illustration of the enrichment score. We generate a normal-distributed dataset of 30 samples covering 100 genes. We also include 10 genes that are from the same pathway, that we simulate as \"regulated\" i.e. an additional random offset between the \"Healthy\" and the \"Sick\" samples. GSEA ranks the data and displays the position of the genes in the pathway as black lines among the genes noyt in the pathway, which are shown as white lines. If the black lines where evenly distributed the enrichment of the pathway genes would be zero, however, we devised the test in such a way that the black lines are more to the left of the distribution. This results in an increased enrichment score." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fe327d05", + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import gseapy as gp\n", + "\n", + "# Seed for reproducibility\n", + "np.random.seed(42)\n", + "\n", + "n_genes_in_pathway = 15\n", + "n_genes_in_background = 100\n", + "n_samples_per_group = 15\n", + "\n", + "pathway_genes = { f\"PathwayGene{i}\" for i in range(1, n_genes_in_pathway + 1 ) }\n", + "pathway_db = {\"my_pathway\" : pathway_genes }\n", + "genes = list(pathway_genes) + [f\"Gene{i}\" for i in range(1, n_genes_in_background + 1 )]\n", + "samples = [f\"Sample{j}\" for j in range(1, 2*n_samples_per_group + 1)]\n", + "fake_data = pd.DataFrame(np.random.normal(0, 1, size=(len(genes), len(samples))), index=genes, columns=samples)\n", + "\n", + "for gene in pathway_genes:\n", + " if gene in fake_data.index:\n", + " # Make pathway genes have higher values in the first half of samples using iloc\n", + " fake_data.loc[gene, fake_data.columns[:n_samples_per_group]] += np.random.normal(0.5, 0.5, size=n_samples_per_group)\n", + "\n", + "labels = [\"Healthy\"]*n_samples_per_group + [\"Sick\"]*n_samples_per_group\n", + "\n", + "gs = gp.GSEA(data=fake_data, \n", + " gene_sets=pathway_db, \n", + " classes=labels, # cls=class_vector\n", + " permutation_type='phenotype', # null from permutations of class labels\n", + " permutation_num=2000, # reduce number to speed up test\n", + " outdir=None, # do not write output to disk\n", + " no_plot=True, # Skip plotting\n", + " method='signal_to_noise',\n", + " threads=4, # Number of allowed parallel processes\n", + " seed=42,\n", + " format='png',)\n", + "gs.run()\n", + "gs.plot(\"my_pathway\", show_ranking=False, legend_kws={'loc': (1.05, 0)}, )" + ] + }, + { + "cell_type": "markdown", + "id": "0e90b7ba", + "metadata": {}, + "source": [ "### Kolmogorov-Smirnov (KS) Test\n", "\n", "The **Kolmogorov-Smirnov (KS) test** is used in GSEA to calculate the enrichment score. The KS test is a non-parametric test that measures the maximum deviation between the observed cumulative distribution of the gene set and the expected distribution under the null hypothesis. In GSEA, the enrichment score is effectively the maximum deviation encountered as we move down the ranked list, capturing whether genes from the pathway are found disproportionately at the top or bottom of the list. This score is then compared against the null distribution to determine statistical significance.\n", @@ -86,10 +139,10 @@ } ], "metadata": { - "jupytext": { - "cell_metadata_filter": "-all", - "main_language": "python", - "notebook_metadata_filter": "-all" + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" } }, "nbformat": 4, diff --git a/dsbook/network/pathway.md b/dsbook/network/pathway.md index f8ce315..63fd267 100644 --- a/dsbook/network/pathway.md +++ b/dsbook/network/pathway.md @@ -1,3 +1,15 @@ +--- +kernelspec: + display_name: Python 3 + language: python + name: python3 +jupytext: + formats: md:myst + text_representation: + extension: .md + format_name: myst +--- + # Pathway Analysis ## Introduction @@ -57,10 +69,56 @@ In GSEA, gene sets corresponding to known biological pathways are tested for the ### Enrichment Score and Null Distribution -GSEA works by calculating an **enrichment score (ES)**, which measures how often genes from the gene set of interest appear in the ranked list. Starting at the top of the ranked gene list, an enrichment score is computed by walking down the list, increasing when a gene is in the gene set and decreasing otherwise. +GSEA works by calculating an **enrichment score (ES)**, which measures how often genes from the gene set of interest appear in the ranked list. Starting at the top of the ranked gene list, an enrichment score is computed by walking down the list, increasing when a gene is in the gene set and decreasing otherwise. I.e. it reflects how many genes encountered as compared to what you would expect if they where uniformly distributed among the genes. To assess the statistical significance of the observed enrichment score, GSEA uses a **null distribution** obtained through permutation. The ranked gene list is shuffled many times to generate a background distribution of ES values, which can then be used to calculate the p-value for the observed enrichment score. +Here is an illustration of the enrichment score. We generate a normal-distributed dataset of 30 samples covering 100 genes. We also include 10 genes that are from the same pathway, that we simulate as "regulated" i.e. an additional random offset between the "Healthy" and the "Sick" samples. GSEA ranks the data and displays the position of the genes in the pathway as black lines among the genes noyt in the pathway, which are shown as white lines. If the black lines where evenly distributed the enrichment of the pathway genes would be zero, however, we devised the test in such a way that the black lines are more to the left of the distribution. This results in an increased enrichment score for the low ranked genes. For anoying reasons the enrichment plot appears twice in the output below. + +```{code-cell} ipython3 +:tags: [hide-input] +import numpy as np +import pandas as pd +import gseapy as gp + +# Seed for reproducibility +np.random.seed(42) + +n_genes_in_pathway = 15 +n_genes_in_background = 100 +n_samples_per_group = 15 + +pathway_genes = { f"PathwayGene{i}" for i in range(1, n_genes_in_pathway + 1 ) } +pathway_db = {"my_pathway" : pathway_genes } +genes = list(pathway_genes) + [f"Gene{i}" for i in range(1, n_genes_in_background + 1 )] +samples = [f"Sample{j}" for j in range(1, 2*n_samples_per_group + 1)] +fake_data = pd.DataFrame(np.random.normal(0, 1, size=(len(genes), len(samples))), index=genes, columns=samples) + +for gene in pathway_genes: + if gene in fake_data.index: + # Make pathway genes have higher values in the first half of samples using iloc + fake_data.loc[gene, fake_data.columns[:n_samples_per_group]] += np.random.normal(0.5, 0.5, size=n_samples_per_group) + +labels = ["Healthy"]*n_samples_per_group + ["Sick"]*n_samples_per_group + +gs = gp.GSEA(data=fake_data, + gene_sets=pathway_db, + classes=labels, # cls=class_vector + permutation_type='phenotype', # null from permutations of class labels + permutation_num=2000, # reduce number to speed up test + outdir=None, # do not write output to disk + no_plot=True, # Skip plotting + method='signal_to_noise', + threads=4, # Number of allowed parallel processes + seed=42, + format='png',) +gs.run() +gs.plot("my_pathway", show_ranking=False) +gs.res2d +``` + +For a more detailed explanation of the enrichment score, please check out the original paper, [Subramanian, et al.](https://www.pnas.org/doi/10.1073/pnas.0506580102). + ### Kolmogorov-Smirnov (KS) Test The **Kolmogorov-Smirnov (KS) test** is used in GSEA to calculate the enrichment score. The KS test is a non-parametric test that measures the maximum deviation between the observed cumulative distribution of the gene set and the expected distribution under the null hypothesis. In GSEA, the enrichment score is effectively the maximum deviation encountered as we move down the ranked list, capturing whether genes from the pathway are found disproportionately at the top or bottom of the list. This score is then compared against the null distribution to determine statistical significance. diff --git a/dsbook/statistics/multiple.ipynb b/dsbook/statistics/multiple.ipynb index 5195fbd..7b0d347 100644 --- a/dsbook/statistics/multiple.ipynb +++ b/dsbook/statistics/multiple.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "5243e4a6", + "id": "05ac3adf", "metadata": {}, "source": [ "# Multiple Hypothesis Corrections\n", @@ -135,7 +135,7 @@ { "cell_type": "code", "execution_count": null, - "id": "88e76665", + "id": "4a4669ee", "metadata": { "tags": [ "hide-input" @@ -187,7 +187,7 @@ }, { "cell_type": "markdown", - "id": "111dc413", + "id": "82bc3085", "metadata": {}, "source": [ "In the plot above, we simulate $p$ values for a large number of hypotheses (1,000 in this case). Half of these hypotheses represent **nulls** (meaning there is no effect), while the other half represent **alternative hypotheses** (meaning there is a true effect).\n", diff --git a/dsbook/statistics/qvalue.ipynb b/dsbook/statistics/qvalue.ipynb index b1be694..778f173 100644 --- a/dsbook/statistics/qvalue.ipynb +++ b/dsbook/statistics/qvalue.ipynb @@ -22,9 +22,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File extracted to ../data/brca_tcga_pub2015\n", + "File extracted to ../data/brca_tcga_pub2015\n" + ] + } + ], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -67,9 +76,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", @@ -88,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -132,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -161,9 +181,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pi_0 estimated to 0.19388086386728304\n" + ] + } + ], "source": [ "qv = qvalues(pvalues)" ] @@ -179,9 +207,149 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
p-log_plog_FCq
Hugo_Symbol
NAT13.104964e-4544.507943-3.9194667.780762e-42
TBC1D92.162932e-4342.664957-3.1167262.475169e-40
ESR12.963198e-4342.528239-5.8559942.475169e-40
ARMT15.785445e-4342.237663-1.9326173.624451e-40
SLC16A67.397218e-4342.130932-3.1573093.707353e-40
...............
SCRN19.989525e-010.000455-0.0001781.937377e-01
GPKOW9.990908e-010.0003950.0000661.937378e-01
FUT109.991074e-010.000388-0.0001061.937378e-01
DNAH29.995367e-010.000201-0.0001501.938060e-01
AMMECR1L9.999002e-010.000043-0.0000071.938615e-01
\n", + "

12925 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " p -log_p log_FC q\n", + "Hugo_Symbol \n", + "NAT1 3.104964e-45 44.507943 -3.919466 7.780762e-42\n", + "TBC1D9 2.162932e-43 42.664957 -3.116726 2.475169e-40\n", + "ESR1 2.963198e-43 42.528239 -5.855994 2.475169e-40\n", + "ARMT1 5.785445e-43 42.237663 -1.932617 3.624451e-40\n", + "SLC16A6 7.397218e-43 42.130932 -3.157309 3.707353e-40\n", + "... ... ... ... ...\n", + "SCRN1 9.989525e-01 0.000455 -0.000178 1.937377e-01\n", + "GPKOW 9.990908e-01 0.000395 0.000066 1.937378e-01\n", + "FUT10 9.991074e-01 0.000388 -0.000106 1.937378e-01\n", + "DNAH2 9.995367e-01 0.000201 -0.000150 1.938060e-01\n", + "AMMECR1L 9.999002e-01 0.000043 -0.000007 1.938615e-01\n", + "\n", + "[12925 rows x 4 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "qv" ] @@ -196,9 +364,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.lineplot(x=pvalues[\"q\"],y=list(range(pvalues.shape[0])),errorbar=None,lw=3)\n", "plt.xlim(0,0.1);\n", @@ -216,9 +395,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_128661/3856227648.py:3: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " p_treshold = float(less_than_FDR_10.iloc[-1:][\"-log_p\"].values)\n" + ] + } + ], "source": [ "qv[\"Significant\"] = qv[\"q\"]<1e-10\n", "less_than_FDR_10 = qv[qv[\"q\"]<1e-10]\n", @@ -227,9 +415,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/oAAAI5CAYAAAAR7UEPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzddZzU5fbA8c/kNt3d3d0oIKCCAUoooSjYXff+rvfq9drdBYiYWKCEokhJdy7d3bBsT/7+ODtuTXwXtve8X6+9XGeemfnO7Mzs9zzPec4xeb1eL0oppZRSSimllCoWzAV9AEoppZRSSimllMo9GugrpZRSSimllFLFiAb6SimllFJKKaVUMaKBvlJKKaWUUkopVYxooK+UUkoppZRSShUjGugrpZRSSimllFLFiAb6SimllFJKKaVUMWIt6AMoCR577DH2799P3bp1eeONNwr6cJRSSimllFJKFWMa6OeD/fv3ExsbW9CHoZRSSimllFKqBNDUfaWUUkoppZRSqhjRQF8ppZRSSimllCpGNNBXSimllFJKKaWKEQ30lVJKKaWUUkqpYkQDfaWUUkoppZRSqhjRQF8ppZRSSimllCpGNNBXSimllFJKKaWKEQ30lVJKKaWUUkqpYkQDfaWUUkoppZRSqhjRQF8ppZRSSimllCpGNNBXSimllFJKKaWKEQ30lVJKKaWUUkqpYkQDfaWUUkoppZRSqhjRQF8ppZRSSimllCpGNNBXSvmXmgBuJ6TGgytV/vV6C/qolFJKKaWUUiFYC/oAlFKFjDMJEk7Dktdhy4/y3yYT1O0N3R+Gmp3BHlnQR6mUUkoppZQKQAN9pVQ6ZxLsXwLfjQK3I/1yrxf2LZKf9uNgwAsa7CullFJKKVVIaeq+Uipd4pnsQX5W6z6DDV+CKyX/jksppZRSSillmAb6SinhSIQlbwQP8n2Wv5v3x6OUUkoppZS6JBroK6WENQy2/GBsbNwROL4lb49HKaWUUkopdUk00FdKCVeqrOobFXck745FKaWUUkopdck00FdKCYtdqusbFV4q745FKaWUUkopdck00FdKCVcK1O9jbKw9Cmp1zdvjUUoppZRSSl0SDfSVUiIsBno8Ymxsq+Hg9eTt8SillFJKKaUuiQb6Sql01dpDp7uCj6ncAq76H4RF588xKaWUUkoppXJEA32lVDp7JPR7Fq59C8rUynJdNHS4A8b9Lqn7SimllFJKqULJWtAHoJQqZOyR0PZWaDMSTu+AC4chrBTU6gQej67kK6WUUkopVchpoK+Uys4aJv9Ways/SimllFJKqSJDU/eVUkoppZRSSqliRAN9pZRSSimllFKqGNFAXymllFJKKaWUKkY00FdKKaWUUkoppYoRLcanlCrZHIlgtkDSOTCZIbyMXG4LL9DDUkoppZRS6lJpoF+SOBLB4waTCbxeCC9V0EekVMFxpULKRfjrVdj0LaTGy+UxVaHDOOh6L1gjwayJT0oppZRSqmjRQL8kcCRC8nlY/i4cXA5uJ1RqCl3vh8rNwRZR0EeoVP5yOeD8AfhsgHw2Moo/DgtfgC0/wB3zIKJMQRyhUkoppZRSl0wD/eLOmQSLXoLl72W+/PQOiJ0BdXrCLdPAHl0wx6dUQfC6Yerg7EF+Rmd2wXej9POhlFJKKaWKHM1JLc4cibD8/exBfkYHlsA3I8CZnH/HpVRB8rhhx2xIOBl67IElkHA674+pOHI55HvF65Gf1HjZMqSUUkoppfKcrugXd0vfCj3mwBI4sRVqdsz741GqoDkSZW/+faugbB0JPs/uhnVTYfN36Xv1fdZOhj5Pg1WL8xnidoE7FdZ/Cas/gfP7wWSR7KHuD0GtLrpdSCmllFIqj2mgX1x53LD5e0ndN2L5u3D9B1qgTxV/Fpuk4s98AE5skctqdIQOd0Dvp+DH2+HA0vTxiacleNVvy9DcLkg4AZP7w8Wj6Zd7XbBvofw0HQxDPgVbZMEdp1JKKaVUMaenrsWVKxWObzI+/vR2qcavVHGWchG+uA6Obch8+f6/5KduL7h5Knw7Ao6skevCS0v7PRWaxwmfDcwc5Ge1fRb8+Sz0+Q+Eae0DpZRSSqm8oHv0iyuTKWfBicmi+2dV8eZMhm9uzh7kZ7T/L5j9MFz3bvplbcdoqrkRbpcE8XGHQ49d93meH45SSimlVEmmgX5xZQmD+n2Nj6/VVfuFq+Lt9C44tDL0uO2zZOKrdjeo0grK1cv7YysOXEmwZqLBsalSD0EnF5VSSiml8oSm7hdXZjPU7wNRFWWPcSjdH9IWYqr4So2HVR8aH7/+C1nJr9cbrGF5d1zFidkKFw4ZH39uL7gd+voqpZRSSuUBXcIt1rxw3Xuh9953mgDRlfLnkJQqCF4PnNtvfPz5A9DwKpko0/35xng8OSuwZ42QyQGllFJKKZXrNNAvzmwRUlxs+DcQVSH79dZw6Pk4XPVfsEfl//EplV+85Kw9njVMfiy2PDukYsdkgob9jY9vMVQnUZRSSiml8ogupxR39ihJ4X84Fvb8CXvng9spe4/b3CJjtM2VKu5sEdD4Gti/2Nj4ptfp5yKn7FHQ7UFY9XHosVVaQdk6eX5ISimllFIllQb6JYEtbSWz8TUS9OOV1UpNm1UlhdUObUfBn8+AKyX42Mhy0GigrjZfiogy0P95+OPpwGPCSsHNn+vefKWUUkqpPKSp+yWJ2Qz2SFl50yBflTQmU+iaFWYLDJ2M5PqrHLNHQYdxMORTKFMr+/V1esJdf0Hp6jqRopRSSimVhzTaU0qVDPYoaHItjPgW5v4TzmcpzlexMQx6C6q2kVR/dWnsUdDsBmh6PRzfCCdjwWKXbKLw0nJ9qAKhSimllFLqsmigr5QqOXw1K+5dAcc3w+FVEnTW6QkVG4HZpgX4coMvLb9WF/lRSimllFL5SgN9pVTJ8ncQ2ll+lFJKKaWUKmZ0j75SSimllFJKKVWMaKCvlFJKKaWUUkoVIxroK6WUUkoppZRSxYgG+koppZRSSimlVDGigb5SSimllFJKKVWMaKCvlFJKKaWUUkoVI8Uq0F+8eDGNGzemcePG9OnTJ+A4p9PJpEmTuO6662jTpg2dOnVizJgx/PHHH/l4tEoppZRSSimlVO6zFvQB5JaEhASeeeaZkONSU1O5/fbbWbduHRaLhQYNGpCcnMyqVatYtWoV48eP5/HHH8+HI1ZKKaWUUkoppXJfsVnRf/311zl+/Dj9+vULOu61115j3bp11KhRg9mzZzNz5kzmzZvHhx9+iN1uZ+LEiSxYsCCfjloppZRSSimllMpdxSLQX7t2LdOmTeOqq66ib9++AcedOXOGadOmAfDCCy9Qr169v6/r27cvd955JwDvv/9+3h6wUkoppZRSSimVR4p8oJ+amsrTTz9NZGQk//73v4OOXbBgAU6nk9q1a9OlS5ds148YMQKA2NhYDh06lCfHq5RSSimllFJK5aUiH+h/8MEH7N+/n0cffZTKlSsHHbtx40YA2rdv7/f6ypUrU6NGjUxjlVJKKaWUUkqpoqRIB/rbt29n8uTJtGrViltuuSXk+AMHDgBQu3btgGNq1aoFwP79+3PlGJVSKs943JCaAF6P/KQmyGVKKaWUUqpEK7JV991uN//6178A+N///ofZHHrOIi4uDoDSpUsHHOO77uLFi7lwlEoplUecKbBrLqx4D45tlMuqtYGuD0CjgWALL8ijU0oplR9S48FiB2cS2CLB5YDwmII+KqVUIVBkA/3JkycTGxvLnXfeSZMmTQzdJjU1FQCbzRZwjN1uByAlJeXyD1IppfJCajx8cT0cXZf58iNr4YexUKMDjP4ZwvRkTymliiVHIpzZBX+9Drt+k2wuswUaDoBej0PFJmCPKuijVEoVoCKZun/gwAHef/99atSowf3332/4dmFhYQA4nc6AYxwOBwDh4boappQqhBxJMO3W7EF+RkfWwnejZKxKlxoPyRdg9zzY+Ruc3Ssny7rdQSlVlDgSYe0U+PQK2DE7/TvM44adv8LEPrBmkoxTSpVYRXJF/5lnniE1NZVnn32WiIgIw7crVaoUkJ7C74/vOt9YpZQqVOIOwf7FocftWwRxR6Biozw/pELP5YDkc/Dbk7BjDnhc6ddVawdX/Reqt9fVL6VU4efxyGTuH/8KPm7ef6ByS6h3BRjY3qqUKn6KZKAfGxuLyWTiH//4R7brfCn3x48fp3v37gC89957tGvXjjp16rB+/XoOHjwY8L59bfXq1KmT+weulFKXw5EIKz8yPn7VR9D/+ZIdwHrckHASPu0NSWezX39svWyDGDpJahuU5NdKKVX4OZNg8SvGxv71CtTsBGHReXtMSqlCqchO8Xm9Xs6cOZPtJyEhAQCPx/P3Zb5U/TZt2gCwfv16v/d58uRJjhw5kmmsUkoVGh4XnA88UZnN+YPgdoUeV5y5UuD70f6DfB+vB2bcBW5H/h2XUkpdClcKHFxmbOyhlTIxoJQqkYpkoL927Vp27tzp9+ell14CoHr16n9f1rlzZwD69u2LzWbjwIEDrFy5Mtv9Tps2DYBmzZoFbcGnlFIFJifV9G3hYMq7QykSLhyCYxtCj3M7YdWn0s1AKaUKq2CTlv4kns6b41BKFXpFMtC/VBUqVGD48OEA/Otf/2Lfvn1/X7dgwQImTZoEwH333Vcgx6eUUkHZoqDJYOPjmwyW25RUbidsmmZ8/LafwRO4WKtSShU4W2TOxts1bV+pkqpI7tG/HE888QSxsbFs2LCBQYMG0bBhQ5KSkv7emz9u3Dj69etXwEeplFJ+WKzQYgjM/QekXgw+NqwUNL9BblNSeVzgSDA+3pEAphI1/62UKmqiKkD5BnB2T+ix5epBdKW8PyalVKFU4s5owsPD+eKLL3j88cepX78+Bw4c4Pz583Tq1Il3332Xp556qqAPUSmlghs6SfolB2K2wNDJ+Xc8hZXFBqWqGx8fU1Vb7SmlCjezFboYzDztci+YgvytUEoVayav1+st6IMo7oYMGUJsbCzNmzdn+vTpBX04SqmizpEER9dKu7hT2zNfV6kpXPOatI3TCvKQeAZebygF90K58RNocVPJzoJQShV+ziT48Q7Y+WvgMY0GwM1TwWa8DbVSqnjRsxmllCpq7JFQqyuMXwBn9khlZYBaXaBCAzDbZDVbgTUMmt8IW38KPi6mCjS7XoN8pVThZ4uEmybDio9g9SfSQtQnqiJ0mgBd79cgX6kSTs9olFKqKLKkBfNVW8mP8i8sBq57Dy4eTZ8QySqqAtw2R1JilVKqKLBFQtd7oet9cGILJJ2ByApQpWXa9Tno0KKUKpb0rEYppVTxZo+C0T9D7AxY8T6cjJXLoypAu9ug2wOSJaFZEEqposS3Yl+zY8Eeh1KqUNJAXymlVPFni4CWw6QTgRfwuiWt3+PW9FallFJKFTsa6CullCoZLNbse/C1ILVSSimliqES115PKaWUUkoppZQqzjTQV0oppZRSSimlihFN3VdKFR/OZMAER9ZIu6GIslC7K3i92lNeKaWUUkqVGBroK6WKB2cSLH9fegonnkm/PCwG2twCfZ/RYF8ppZRSSpUIGugrpYo+ZxLMuBu2/ZL9utR4WPUJHF0PY2ZKGzWllFKZeTzgiAeTGbwesIZLZwqllFJFkgb6Sqmize2C7XP8B/kZHVkDS9+Cno9qOzWllPJxu8Djgj3zYM1kiD8OYdHQ7EZoPxZMFp0gVUqpIkgDfaVU0eZ2wIr3jI1d9xn0fCxvj0cppYoKtxMuHoOpg+DCoczXHVkLC/4HN38OdXtrsK+UUkWMVt1XShVtrhQ4vsnY2MQzcGZX3h6PUkoVFc4k+Kx/9iDfx5UC390KJ7ZIar9SSqkiQwN9pVTR5krJ2XhHQt4ch1JKFSXOZFjxIcSfCD7O44Z5T8ukgFJKqSJDA32lVNEWUQbMOdiFVKpanh2KUkoVGSazbGcy4vBqSDqbt8ejlFIqV2mgr5Qq2jxuaHyNsbFVW0NUxbw9HlU4eTzgSpXCY0opqW+ScMr4+NPb8+5YlFJK5TotxqeUKtrCYqD3U7BzjgT9wfR6EizaLqpESU3bqrHlezizW1qGNbseKjQCix0s+mdQlVSmHA7Xz4pSShUl+q2tlCr6ytWDGz+FGRMCB/t9/g31r9TAriRxJsGil2DNpMy1HJa+CZWawk2fQdl6YAsvuGNUqqCYLTLhZaRAqdkC1dvl/TEppZTKNZq6r5Qq+uyRkr5/3xpoOwpsEXK52SqrtxMWQZd7wB5VoIep8pEzCX55AFa8779g46ntMLEvXDgQOhNEqeLIbJXvRSMaDQSLLW+PRymlVK7SpS2lVPFgj4Ty9WHgKzD4XdmPbQ2TgC8spqCPTuW345th64/BxziT4Od7YewsnQRSJY/FBq1HwPov4dj6wOPCy8j3qn6PKqVUkaIr+kqp4iUsWtJM7ZHyr56cljwpF2HZ28bGHl0H8cfz9HCUKrRskTB2pqzY+1OxMUxYCNGV8ve4lFJKXTZd0VdKKVW82CJg/xLj43f9AV0b5N3xKFWYhcXA0EmQGg9rP4OLR8EeDa1HQqUmYLZp2r5SShVBGugrpZQqXkxmaR1mlDs1745FqaIgLEZ+ej0BbqdkQ/lqnSillCqSNHVfKaVU8eJKgQoNjY+v0irvjkWposQaJtufNMhXSqkiTwN9pZRSxYslDDrdZWxsdGWo3T1vj0cppZRSKp9poK+UUqp4sVih1TAoWzf02Cv+mffHo5RSSimVzzTQV0opVfxY7DBuLpSrF3jMlf+CVsPBFp5/x6WUUkoplQ+0GJ9SSqnix2yBqIpwzwrYNRdWfQznD4A1HBpeBd0ehMhy0oZRKaWUUqqY0UBfKaVU8WS2yE/TwVC/D5it4PWAyQT2qII+OqWUUkqpPKOBvlJKqeLNbIHwUgV9FEoppZRS+Ub36CullFJKKaWUUsWIBvpKKaWUUkoppVQxooG+UkoppZRSSilVjOgefaWUUsWLxwOuJHCmQEochJcGW4RU3DdbCvrolFJKKaXynAb6Simlig9HEuxfDEvegCNr0i+v3h56PCrV97WlnlJKKaWKOU3dV0opVTw4EmHRy/DtiMxBPsDRdfDdrTD/vzIZoJRSSilVjGmgr5RSqujzuGHfYlj+TvBxqz6GXb+B25U/x6WUUkopVQA00FdKqZLE4wZnsuxfL05cybDkdWNjl74NbkeeHo5SSimlVEHSPfpKKXUpXKngcYHFJv96vWCPKuijCiw1AUwm2PgtnNomx934GqjZWS63hhX0EV4eR5Kk5xtxYjMkn9e9+kopVdx43LKNCy+YrYX777JSeUwDfaWUyglXqqwGr5sK66dC/AkIi4Ymg6H7gxBRtvCdWDiTpDjdyg/BlWElf9XHULom3PgJVGtbtAPflAs5G598DkpXz5NDUUoplc+cyfLvzl9h2y8S7JepDZ3vlu/6wvZ3Wal8oIG+UkoZ5UqF0zvhi+tkRdgn9SKs/gTWfApXvw5tRhaekwpHEsz9J6z/3P/1cYfl+YyZCTU6gtWer4eXa8JK5Wx8eJk8OQyllFL5zJEkBVh/GJv5bzPA2slQtzeM+BrCYgrm+JQqILpHXylV+DmSZCU6/gQknJT95b7Z+/yUehGmDsp+IuHj9cKvj0lROLczf48tkAsHAwf5Ph4X/HIfeN35ckh5IiwGqrY2NrZSU4gqn7fHo5RSKu+5XXByK3w1JPDf5v2LZUK7uNWmUSoEDfSVUoWX2wnJF2Dxy/BGE3ijMbzeCOY8AhcOSWre2X1w4XBa8J+Hf8QdSVLELSUu9NiFzxeOQD81Hpa+ZWzs+f1wbEPeHk9esoRBt4eMje36AJiLaOaCUkqpdG4H/Pq4TFgHc3Q97Jgte/iVKiE0dV8plbt8wfbhVXBqO9jCocFVEF5a0tlNJmP343HL6v2kvrKSD2C2wPUfQuXm8NersG1mevX0mCrQYRx0vR9skcYfxyiLFTZ+bWzsyViIOwQVm+TuMeSUyQwHlxsfv/sPqNFJnmtRY7FC46uh/W2w7vPA41rfAs1vLJrPUSmlVGZxh+H4JmNjV3wgfycKy9Y6pfKYnukopXKPIxE2fy8r8L7g3KdOT7j+AwnIjVR4dzsl1S7j/Vz9GkRVhMlXZU/djz8BC1+UIjy3z4XwHO7ZDsWVGjgt0J+zewtBoG8KvcqRkdsJXk/eHU9es0fCgJegVhdY9o5MNPlUbCwr+S2GFu2ig0oppdIdWml87PENYIvIu2NRqpDRQF+pwsSZIivUJhPYosBchHbXOBJh2bsS5PtzYAl80gvu+ksqvQd7bl4vHF4pwbJP+frQdDC82zb4/vyTsfDz3VJJPjcL75hz+HVpDc+9x75UbpcEuPHHjY2v2rroFuPzsUdCi5uh2fWQcFomZyLKQnRFMNukraBSSqliwpvz4bmc8KdUYVWEogilirHUBLh4DBa9BDPvhzmPyl4yVx7vO89N8ScCB/k+KRfgpzvAFaKQXmo8rJ2S+bIO42DDV+BICH0sO3/L/WJ9Xg9Ua2dsrMUONTvm7uNfCns0dL3P2Njw0jKRUhxYrLJ9o2xtqNZG/rVFapCvlFLFTY1OxsdWbhn6/EOpYkQDfaUKmiNJKp6/2RSWvS2p55u/h+9Hw5vNJC3NkVjQRxlcaoLxom9H1mRP68/GC4mnMl/UaCBs/dHYY3g9MimQm2no1nDodr+xsc2uo1AsGZjNUKcXVG0TemzPJ4p22r5SSqmSp2wdqNzC2Niu90nhVqVKCA30lSpIzmSYdgts+9n/9Uln4euhcHxj4ajiHojZIoXcjIqdIen5wWTtix5WChLPGH+MxNO5+5qZLdD4GmjQL/i4UtXg6lcLT79eWziMnRk8G6HHY9DxDi1QpJRSqmix2OVvrtkSfFyVVrKlSwuxqhJEA32lCorXKxXR9y0MPs7jgtmPgKcQB/oms2wzMMqZHHz12B4NrUdmviw1XvZaGxVZPvdTtW0RMPxL6Dg++x58kwnqXSk1CMJK5+7jXq7w0nD7bzDmF2jYH8rVk737ne+CR2Kh12NaoE4ppVTRY7FCtbYw8rvAE+y1usBtswtH7Ryl8pFOaylVUBzxsPw9Y2NP74TTu2S/cWHkdkKZWnBii7HxFRoFn303WyRVP6qirMwD7J0PLYZIZf1QTCZoc6tMQOQ2WyT0e1Z+YmfAhQMS2Le8SU4y7NG539ovmNQEKRSYckFSEq1hssKRddXCFg51e8vKvsksEy1mi67iK6WUKtrskVC7Ozy+C7ZOly2QrhQp/NvlHihXXyezVYmkgb5SBcUaAUdWGx+/f3HhDfStYdDxTpj1UOix9mhoZqDom8kEo36CKVdLjYI1k2DMTFjyZujsgfp9ICza2LFfCt99txsNHnfolMG84ExOL4AY+3P6a1KpKXS5F1renL2NkMmU+20HlVJKqYLmC+RbDU8vLGuy5O25gFKFnKbuK1VgTKH3qWdUmAulWWzQahjEVA09ttMEY8/bGgYVGsPdS6HJIDi7B/YugJsmy4p1IOXrw9DJ+bdHvqCC/EMr4cPOsGla5omPU9th5gNS+8GRlP/HppRSShUUi022q4WX1iBflXga6CtVUFzJUMVgpViAmp3z7lhyg9kO4+ZCTJXAY1oNh95PGk8Xt4XLfvIbP4Yn9kL5BlCtPUxYBI2vzpyaH1EWuj4AExYXvj3yuc2RCNNGgis18Ji9C2D+fyW1v7BxprWNjDsC5w/KhERhPE6llFJKqSJKU/eVKii2KOhyPxweE3psmdpSbCYvpcbLyvCxjbLiXqWFVLq3RUqbtlAsVihVHR5YB+u+hDWfwvn9YLZB/Suh+8Oy9SBrOrkRvtX5mmn9cktVhSETJW0+7rA8RtnactzFfR+eMwlWfCCr+qFs+BL6PpP3x2SU15t+/Gs/g/jjcrk1HJrfCFf+H0RVkgkepZRSSil1yTTQV6qgmM3QaIAE8Mc2BB874MW8KSwHsrJ68SjMfQr2zM+8RaBODxjwElRoIAF/KBab/HS8AzrcJun3vuAut1PpffcXUSZ377ewM5lh0zfGxjoSYedv0HJo3h6TUanx8NkAOLUt8+WuFNj0LWyfKXUYqrTQ6shK5bbUeJkcPbFZ/q3URGqm5HcBUaWUUvlCA32lCpItXAKbr2+Cw6uyX28Ng8HvyIq4NSz3H9/lgHN7YPIAcPhJnT6wFCb1hdEzoHp746vx1gx76E0Unp7yxYElDBJOGR9/8UjeHUtOpMbD9PHZg/yMHInw1RB4dHv+HZdSxZ0rFZLOwNx/wo450rLVp24vuOp/0gmluGdD5Qe3U7qg6MSJUqoQ0EBfqYIWXkr6m5/eISnN5w/Iambjq6HdGFnBzasWaF4PfDPCf5Dv43ZIYbfHdubNMaic8TilyFDyeWPjI8rl7fEY5UiE3b+HHpcSBxu/gfZjgxddVEqF5nbBxWMw8Ur/3xn7/4LJ/eCWH6TX+KVsrSrpfJkSm6ZB/DH5fm49smDarSqlVAYa6CtVGNgiJIV/0FvgSUudt4XnzSq+j9cLh5bLHvdQUuKkZ3zLYdn7s6v85XJAs+th3eehx5qt6W2GCpLHBeu/NN5lYsNX0HqEBvpKXS6PE74dHnxi0O2E70ZJD3KVM45E+PVx2PJj5kyJ+c9Jm9chkyTw17+bSqkCoFX3lSpMwmIgorT85GWQD7KKv/k74+O3/ADOxLw7HmVMWLQUNjSyStT0uoJp/5eV2wWJOdhukHQm72pSKFWSnIyF0waysRwJsiLtdub9MRUXzmTZarRpWuYg32fvAph4RfCMOaWUykN6JqVUSeX15qylWWp83h2LypnoSnDNm8HHVGws9R0KQ30Es1XaHxoVXiZzUcic8ngg5aJkoqRcNJ5JoFRx4kiSIpdGbflBCqeq0NxOeW0PrQw+7sIhmPcfbR+qlCoQGugrVVKZrcF73mcVUxWprKcKnD0KWg+HUdOlSGJGYaWg811w53zZH1oYWKzQdpTx8a2GX1ravtspXST2/AG/3AvfjoRf7pOVNWeKZBYoVVJ43ZB60fj41Hj0O94gj0tq6hix5Qfdp6+UKhC6aUipksoeCZ0mwJpJxsZ3Gi+FAwsrjxtcyWBNKyblTgVzWru/4sgeBfWukAJaSWdl5cgaAZWbyWp4XhVwvFQR5aTC9/6/go+zRaS3ZswJVyokX4DY6Wn7kU3SycLjkrZ9ZWrDmJ+hVI3MXSGUKq7MNojOyWRuZUCzXwxxpcDZPcbGOpPgxFao1Tlvj0kppbLQFX2lSrLSNaB2t9DjKjSCGh3z/ngulTNZigV+PhieKyc/n14hRd2cSekFDosbs0UC+jK1oE4PqJHWArGwBfkgx3TzVChbJ/AYix1GfCsBSk44k2Vy4+AyCfLNVug8AR7ZCj0fk/3+Fw7CpH6Szq9USWALh453GB/f4Q6wF4KtPkVBTrOD3I68OQ6llApCA32lSjJ7lARWFZsEHlOmFoydJf3bC6PUBJg6GH66A46tT7/89E6Y/bAE/CkXdJ92QTOZpPr0XX/J1oKwDNkhJjM0GggTFkPNzjlr8eVIlGJYb7eEH2+Hxa/Awhfg80HwxQ2S9XDTFHmMpLOw6EXdL6tKjqgKUO/K0ONK14QGfcGsp4WGhJfK2daocnXz7liUUioA/UZXqqQLKwXjF8DAV6BshpORUtWgz3/gnuUQVbFwngA6EiS4O7Im8JjTO+HLGyTVUhUss0WC/b7PSCuve5ZLcP/EXhg6SbYd2CON358jAVZ/KhM6iaezX396h1TFDi8NV/xTLtv8feHoRKBUfrBHw7CpULl54DHRleC22WDS3ZyGuZ3QapixsbW6SIFRpZTKZ/qtrlRJZzbLyn6HcdB+bHqbIItdVsFt4QV7fMEknoXdf4Qed3wTHN+seyQLC9/WgmDBhxGpiTD/v8HHuJ0w8wHJJFj6lkwOXDwO5etd3mMrVVSElYI7/oR1U2Ri7PwBuTyyPLQbC90fks+k9no3Liwaej0phfaCdaQxmWXC3JaDCUyllMol+q2uVEnlSpECdmarFD4ragXKnMmw6hPj41d9DJWaFu6Cgso4RxKseN/Yloy4w1KYr8VQ2PClVsBWJYvJJJkyHcfLhK4rNb1gp9etQeiliigLY36BL2/0X/vDbIUbPoZqbQpnRpxSqtjTQF+pksTjlpO88/th49dychJdGdrfLictYYWkHZsRbocEcEbFHUYrShcjHhfsnW98/N4FULU1bPslZ20llSoufJO5OamBoQKzhUPlFvBILKz/QiYRE05CWGlofiN0uVcmWApjcVSlVImggb5SJYXbCYlnYNpIOLYh83VL3oD6feHmKVJ1uSisPpjMOdvPratWxYvJJJNWRrkdkrnSeqSsZiql1OWyhslPx/GyDcJslSwJk0n/5iilClwROJtXSuWKlDj4tHf2IN9n73z4bID0oi8KbFGyamJU0+v0xKs48XqhXA722ZerJ3tpr/iHrrAppXKX1S4ZcbZw+X7RvzVKqUJAA32lSoLUBJj3b0krDObUdlg9MWcrpQXFbIa6VxhLw7ZFQpuRYMlhf3ZVeIXFSGqsERabrOS3GCq3U0oppZQq5jTQV6okMJlg63RjY9dMpMjsZTcBw76S1MmAY8zSug0twFasmExQuytUaRl6bPvbwRoubSJ1skcppZRSJYAG+kqVBKe2G+8jH3cEUoK0CypMrOFQpTncMQ9qdMx+feUWMPpnqHdFzvbzq6LBEgZjZ0GlZoHHNB8CVz0n3RbMlvw7NqWUUkqpAqTF+JQqCTyunI33uvPmOPKCLTI9oE88BYdWyP7tau2gbB2w2LU/dHFlMkF4GRi/EHb9Dis/gNM7pCBW7W7Q/WGo3EyrjCullFKqxNGzX6VKgvL1JSgy0nM8rBRElMnzQ8pVZosUQgqLzlmBNlX0mUxSAKvpIGjQRyZ28EqXCd2Pr5RSSqkSSlP3lSoJrOFQv4+xsa1HgqcIregrBWmTPTFp7a7CNchXSimlVImmK/pKlQRhMdDvOdi/RPqJBxJRFno9ru3HigNXqmRwHF0LR9ZIOnu9KyS7w6zbGZRSSimlijM901OqpChXD279EaaNBEdi9uujKsLY2RBeOv+PTeUuRyLs+kNaKsYdznxd5eYw+F0pYKcFCpVShYXbJfVkLDYtnKmUUrlAA32lSgp7JNTsBI/vhg1fw5bvICUOoipBu7HQ7DowWcBqL+gjVZfDkQhbfoBZD/m//mQsTBkIY2ZC9XaS5q6UUgXB4wFnEiSdkb9LKRcgujK0Gy2FVnULjlJKXbIiG+gvWLCAJUuWEBsby4kTJzh//jxWq5Xq1avTtWtXbrvtNqpXr+73tk6nk6lTpzJz5kwOHTqE3W6nSZMmjBo1iv79++fzM1EqH/mqj7e/DVqPSCvQ5wFbVNFM5fadJNoi0jsFeDxSnK2kcjthzmOhx/x4Ozy4KX+OSSmlsnK7JLD/fgwcXJb5uoXPQ+Nr4MZPwB4tf6uUUkrlSBE8sxdTpkxh9erV2Gw2KlasSKNGjTh//jx79+5l9+7d/PDDD7z//vv06NEj0+1SU1O5/fbbWbduHRaLhQYNGpCcnMyqVatYtWoV48eP5/HHHy+gZ6VUPrHai/7KvTMZ9v8Fy9+FA0vlspgq0GEcdL4brBFF/znmlDMF1kw01k4x/gQc+Avq9wNzMarL6kyWiQyQWhOaAqxU4eRIgE+vyL69CKS+yI45MOUaGPe7bjNSSqlLUGQD/aFDh3LvvffSvn177Pb0k/lDhw7xf//3f6xZs4bHH3+cBQsWEBmZ/gfitddeY926ddSoUYOJEydSr5604po/fz4PP/wwEydOpF27dvTpY7BCuVIllSMxPaA02/L3RMyZBNMnwPZZmS+PPwELX4RVn8Dtc6FcXdnvWVK4U6WfvFHbZkLt7sWj+GJqgmxFWfUxnNsLljBofDU0HSzX+7JZlFIFLzUB/nzGf5Cf0YnNsGYSdL5LOmoopZQyrMgu49xwww107do1U5APUKtWLd5++20Azp8/z5o1a/6+7syZM0ybNg2AF1544e8gH6Bv377ceeedALz//vt5fPRKFWGORDi3D37/F3w1FL6+CRa/LEG2IyHvHz81ARY8nz3IzyjpLHx+TfrKbolhkmr7RrlSZOtGUedIgl/ug7eaSYbHjjkQOx2mj4c3msC+xf4LUCqlCobJLLVEjFj9qazwK6WUypEiG+gHU6FCBcqUKQNASkrK35cvWLAAp9NJ7dq16dKlS7bbjRgxAoDY2FgOHTqUL8eqVJHiTIaZD8K7bWHdFGnbdng1LHsH3mwCi16WoCsvmUyw9rPQ4xJPw8ZvSl6wX7aO8bHl6oOliG9vcCbDd7fCtp/9X59yQTpNHF4NriCtJZVS+ef0DuOTb3GHIfVi3h6PUkoVQ8Uy0N+7dy8XLlzAbDbTrFmzvy/fuHEjAO3bt/d7u8qVK1OjRo1MY5VSaRyJ8Mv9sPVH/9d7vbD8PVjyhqy655XYGRLcGbHuM0lnLynCS0GXe4yNNZmh051FPx328GrYuyD4GK8H5jyaXrAxGLdT3l9ndsOhFXBym9Q+cKWEvq1SyhgjdUQuZ3wwbpds80mJg5SLUsBVKaWKoSK7Rz8rr9fLuXPnWLduHa+//joA48aNo2bNmn+POXDgAAC1a9cOeD+1atXiyJEj7N+/P0+PV6kiJ+Fk4CA/o+XvQvcArd0ul8cN53Lw2Yw7KvUDSpJq7aBaWzi2Ifi4ljdJwcKsPG45qTbbCn+RvpSLsPwdY2PP7YPjm6FW58BjHEkykbTsbTizK/3yUtVlj3CnCcH3+rud6RMC1vCSVR9CqZwoVzet64uBlHx7FESUu/zHdKYAHtjyE2z5HlLjIbqSFHCtdwWYrEWz+4xSSgVQ5L/RfvnlF5588slMl9WrV4/XX3+dwYMHZ7o8Li4OgNKlSwe8P991Fy9qmphSf0tNkNV6I9wOWDc1rXhSLqeFm8wQFm18fMa2eyWFNQxG/wyfXwsnt/of06AfDH5H+lSDBPeuFLhwSCZzHElQti60GQHk8DXPT9YwOLLO+Pj9i6FmJ/+tuhxJMO/fUvgrq4tHYd5/pLvDsKnpr9vft00AL7DxaziyWi6r2RXajAS80h5MKZXOGg71rgydjQPQ8ubLX9F3JsPR9bKNJyUu83W7focytWHsLChVTSfolFLFRpEP9MuXL0+7du3wer2cOHGCkydPcuDAAWbNmkXHjh2pUqXK32NTUyWF12YL/CXuK+6XcW+/UiWe1w0nthgff3yDBI65HuiboPkQ+PNZY+MbX1PyijiZTBBeGu6cDzvnwIoP4NQ2MFmgZmfo/qD861uZdqXCxWPww1g4vinzff3xL2g3Bvo/n30l2+uVCYLcXAHzeiVoNltl9c0eKRNHYTGBnmxOH8D/xR6PtGr0F+RntPsPWD0xbRIrXC5zJMlli17OnN6/5UeY9zRc+S/ocIe2B1OFhzNZ6lWYkPdxQWzfsUdD32fkcxcsiA+Lgd5PXd5ko9crnTi+ujFwsdILB2HyVXDfaogoc+mPpZRShUiRD/R79OhBjx49/v7vw4cP8/LLL/Pnn38ybNgw5syZQ0yMnCSGhckfM6czcHEuh0OKNYWHh+fhUStVBJlykMZtMvtfNc0NkeWhdjc4uDz02O4PFY/WcTllMoEtHJrdAA0HpAWlXglE7dHpvxuvV7ZkfHqFFK3Lyu2Q4PfiUbhpihTuc6VA3BEpfudMhgqN5HHwXt5r7UiSPfHL3paTf5DHa3Yd9HwCytTKHiy7U6Fqq/TxodTs4v996UyCpW8au49Vn0Cnu+T/pybAyo9g4fP+xzqT4Y+nZUKk43gIK4HvRVV4OBIlXX3Fh3Byi3xP1+4OHe+QybX8/K40meS7Y8Q38P0Y/zUwIspKdtLlpu07EuCPf4fuSJJwUgrL9n5S23EqpYqFQr4BM+dq1qzJu+++S8OGDTl58iRfffXV39eVKlUKSE/h98d3nW+sUgrZr10zyN7mrOp097//OzfYImHoZIiqEHzcVf8LPaa4M1tkJcxilXTUsJjMga4jAWY95D/Iz2jnb1Lv4PxB+HwQfNAJFr4IS9+Cn++B1xvAX68ZL5KYlSNJemp/NSRz0O52yMr4x92kZV7Wjg62KOh6v7HHKF0j8HvY64bDq4zdz8WjsjoIshK5+OXQt1n4AlDCtpCowsWZBHP/Kd1Rlr8jKfN7/oT5/4XX6sOqT/O+Y0pW9kio0xMe3yWr+5Wby+e0WlsY9BY8sg0qNZVJy8vhTIZ9C42NXT81Z5PaSilViBXLbzOLxULPnj0B2Lo1fY9qnTp1ADh48GDA2/ra6vnGKqWQE7Ku9xlbpbdHQcvheVfUyGyGyApw9zJoNDD7SVnZujBkoqxSlcTV/JxITTB2AtzmVglqJ14Bx9Znv96RKEH/rIckoMgJl0MKY63+NPAYjxt+vkvSazMym6Fub9l3H8qAlwJn+htt8+WTEidbC/b8Cd0elNTidmNlBdIftwPWfh56RVGpvOBIhDmPSxDrbyuT2wnzn4U1k2XyLz/ZI2WrUdd7Ydzvkjo/Zia0HS3X5ca2gtM7jG/hSjqbt11jlFIqHxXLQB/A5ZI9X54MbVPatGkDwPr1fk5UgZMnT3LkyJFMY5VSacJijK2eXvU/Au6Fzi1WO8RUgaGT4PHdcNPncMNHMH4h3LtCUsk1yA9t/1/GToC7Pyjt6bIWscpq83dwbFPwMVl53bD07dDjPG7JGkiNz3y5LRxGTYe6vfzfzhom740G/dL31WcVVipnW03K1gWPEyo2kf28ZivU6w0PbYTrP4Coitlvc2i5tuhTBSPhlBSKDGXRCwSte+FIlE4XebHybw2XvzH2KGkTmpsF8XK6Ql/Yu40opZRBRX6Pvj8Oh4NFixYB0KxZs78v79u3L//73/84cOAAK1eupEuXLpluN23atL9vE6wFn1Ilkj0Krvg/sIRJCz23I/v1Vz0PrYfnX5AdFiM/LW7Mn8cLxOMBV7IEza4UOaagReQKCSMrzLW7y/M6uMzYfS57G6q0MP7cz+6B8wZbJm6fJUF7VmExcMt30npxxQfSSs8aJvUJOtwmK5ZuB+xcLCvxFRpC+foSoFtsgBfq95UV+lBu/EQCnu9HwZG1ma+LLA/dH4Y7/5SuB3FH0q/zaOq+KgCOROMdU5zJsGmaFOD0Bdpul0xqHd8kkwUpFyG6InS4E8rUlK1UeVWPJbdUbiGfdSOV+0vXyLttZ0oplc+KZKC/ZcsW5s+fzw033JAtxX7//v08//zzHDp0iMjISIYNG/b3dRUqVGD48OF89dVX/Otf/2LixInUq1cPgAULFjBpklRcvu+++/LtuShVpNgjoccjUuRu3VSprm8yyT7LlsO47IJsRZEjCfbOlyJOR9bIZRY7NLseej0pJ46FteJ65Wahx1RtDfsWGb/PfYtyVsgq/oTxsW6HpBb7S+e1Rcoe36tfTT+ht4bL+F8fl0mCjCf6da+Ano9I2n9YjPyuQgX6He+U12PiFdkzC0DSfuf9W4p6jZwGn/QCb1pWWdXWMkmmVH7yuODYBuPjD6+CVsMk0Pd15Pj6JpmQy2j1RPnsjPwOwssU7lVwswWaDJICoqF0mlD4Jy6UUsqgIhnoJyUl8dFHH/HRRx9Rrlw5qlatitVq5fTp0xw7dgyAMmXK8Pbbb1O5cuVMt33iiSeIjY1lw4YNDBo0iIYNG5KUlPT33vxx48bRr1+/fH9OShUZvjZHXe5KXxG2RuTdnvzCzJkk+9K3fJ/5crcDtvwAsTOkWn2DfoUz2K/cXNLQz++XE/smg6HtKChbWwLUM7sh+TwknTd+n25HzlJlc5r1EGq1zff+9Hoh8TRM7g91e8KtP0htB6tdivjZIuDCIZloiKkqWQiD34NZD/i/X5NZ9uJ/M8x/kJ/RivehxVBo0Bd2z5Pbdr778ouKKXUpchK3Zgxyk87CxCvlO8Cfw6thcj+Y8Nfltb/La2ExMOAFmYQMVni0QiOZzCuIdoNKKZUHiuSZeZMmTXj66adZvXo1u3bt4uDBg6SkpBAdHU379u3p2bMnw4cPp1y57C1ZwsPD+eKLL5g6dSozZ87kwIED2Gw2OnXqxKhRoxgwYEABPCOliiCLXX4KM68HMOXNCo0zWVqtZQ3yM/K44KdxcP9asNcJfn8ej0wcJJ6RgndeL1RvJ/u9bZF5s2JmskDff8Oqj+Hmz+HsXlg7RVpvYZIVu853Q6lqsPFLOL0z9H2Wry/bF2wGJzaqtpYidoGCiYzq9ExfIQ/FkQAbvoLx8+HQSmkTmHBK0vnrXynHabHB92Mh9aK0zGt/G9ToIKvye+en1y+o2Rn6vwhJ54yvjq6ZJEHD7nlpwYMG+aoAmK1QrR0c9V+bKJsanWUyLTVeWkOG+lye3QurPoKuDxTuiayoijB+AXxzsxxzVrW7wYhvNW1fKVWsmLxeo6VI1aUaMmQIsbGxNG/enOnTpxf04ShVvDmSJbDfuwCOb5TJiEYDoFxaYJdbRZ6cKfBOSwkeQ2k3Fga8GHjVy5EEZ3bCr0+kp//71OgI17wGFRrnTVaAM1lW4X+6Q4JSf1qPhKuegykD/Z8kZ3T1axIwWw1OAjmSpEXdsndCjx31k+ylNzJxk3gWnAnwzXCput3jMehyj7wn9syXbJRy9aDtrXBiC8x5DKIrwS0/AF4J8lPiICxK2ktaI2DpG7DgeWPPK6YK3PUXLHwJBr6kfblVwTl/EN5pFXqcLRKe2CPbr1Iuwmv1pL5FKDFV4MFNhTvQhyz1Br6RCb7oStBxvExmlrRtZ0qpYq9IrugrpQoh34p0ygVJibaGSw9kryf/TqAcSXICt+hFSTv1WfA/SVO//kOo2Mj4anMwR9cZC/JB0vgHven/OmeK1Dr44obsBQ5BAv/J/WH0z1C9fe6fTHu9MOOuwEE+wKZvwR4tFeU/Gxh4XKnqEjgbDfJBJi96PwUHl2ef5Miowx1Qq5vx7AyLDSbfINsSbvgIytSGyVdJob6M5j8rEzG3zYGvhsKfz0K//8ikTMaJGY9bfldGuVIhrLSkDGuQrwpSVAVpV7fhy+Dj+jyd/v9PbzcW5INsf3HEF/5A32KVn1pdoEpL+UxbbPr5VEoVW4W4eopSqshwJMKBv+DLG+Ct5jDlatnb+UZjmP+cpIF6DKZcX84xLH8Pfn0sc5DvczIWPusPp3ZI7/bLFX/c+FhnUvDH/G6U/yDfx+2A7241/ng5EXcYdv4Wety6z2QFvHIL/9eXrgHj5l5awTl7lPTO7vZQ9l70ZevAoLeh//PGMxpcqTLhc26fbD0oVw++vDF7kA8SzKyZJCv6I7+FrT/6rzFgtkg7PaN8Lfh0lVAVNHuUZAV1GOf/vW2xS1vU9renv1+NbpHxyen4guZr46dBvlKqGNMVfaXU5XEkwpYfYfZD2Xuyp8TJ/u99C+GOP+XEKq8kX5CV/GBcqZKifs/yy3+88NLGx5ot/le5PW7YOUf2foeSfF7GNrtB7i83pCYYb73lcUunhdE/w8LnJQPAlQxl6sge9BZDJMX9Uosy2iPhin/Alf+U1NqUi1CqKpRvILUEcpIl4PXAmk8lqOlyD3w3OnQP++0zod1oaNhfUvubDs4+pukgKewVqhgfSPVu3e+rCgtbhEyWXfFP+U4+sVk+V7W7SwtKLJkn0so3ks+PkQA+oqxU3ldKKVWoaKCvlLo8SWdh9sPZg/yMTu+U6vTXvZs3veUdibDcwB5vkFXd45uhVufLe8za3WVVyJEYemzDAbIXPutzdyTC1hzU7dg6XSr452SSIRivW/avG3UyVipS938BBrwkBQLdztzruuALNGp1ubz7MVsls6D7g/Ian9ll7HZrJkGvJ+DYJv/Xez3Q9T5Y9HLw+ylTG5rfUDI7UajCyx4lP72eSM8gsob7rzJvtUPDq2DX76Hvt+1omQhUSilVqGjqvlLq0jkSpIiakVWf7TPz7mTQ65Hie0Ztn5neGvByHrPVCGNjez4WYILDK2n9RuVkbCApF2UlPzVeJmdqdzfeDs9ilT3yYdESlFvD5XkVpoDW45Hf7YivpXc2JngkVoohlqkd/LYHlkldiaiK/q+3R0H3h6DdbYHvo0yttC0MhbwjhSq5bBEyWRheOnArubAYSecPldoeXQl6PFI424cqpVQJV4jOzpRSRY7ZJr3ijfC4YNtMaD8m94/DZM7Zvnt36uXvKQ2Lhv7PSVG+4xsDj+v5uASP/pgskppesbGk5EdVkJX/w6tkdfnU9szjS1XLWY/6jJzJcn/L35W0XUxS0b/LPdBujNQAyPp4WdXrU7jT0R2JcHgNLH5JWur5lKkl+5PHz4fvx0jhP388LnlPN+wX+DFskVJFv8PtsOxt2LtQ3k/l6ku6fqthEuTn1vYKpQpKmVowZpa0pPPXZq9MbRg7Swp1Xg6PWyaNMQFe+Y7JyVadvOLxpG358UqGUGGa0FRKKQP0W0spdeksNtmHb1TSmbw5Do9bCq5dOGhsfIUmubPiaouC23+VFmobvpSOAz4VG0uKbONrA6922SLgqv/C9tmSDh53WE6aGw+E0TPgyFqYcXfaSTBSWO5Stj44kuCHMdkr65/dIxX1W94sxfA+vwbO7PZ/H2GloMWNhfdk15EoNQR+/2f26y4ckmr6+xbBsC9gyjX+0/krNpZ6CeEhXmN7JFRrA9e9J+8jkwXcKWnBQC61b1SqoNkipDr9o9th2y+w+Tv5jouqJBNn9XqDyXrp3wlup2wf2vk7rJsCCSfk+63FTdB2FGAGewFMLDqTARPs+VMyxbxuqNpGJvG83sBtUpVSqpAxeb3BNtaq3DBkyBBiY2Np3rw506fnYD+uUoWdMwXeawsXjxkbP2SinCzlNo8H9vwhPdNDsYbDE3tz92TNkSQr7Sc2S1p86eqyGma2Bg783C5IPCVB5/n92a+32ODaN6FCQ/jieqjaGkb/kvMUWUeSFCDc+Wvwce1vl9Z4kwKsZg/5FJoMLrwpuie2wMc9Qo/r/hBUaiYtBbMa/A60HFZ4n6NSBcXtAqevHolJJiTNl7H70+WAi0fh82vl36xskTD8K6jVNX8/j45E2LMA5jwMiVkmpm2Rsk2h2/2506JVKaXymO7RV0pdOq8XWo80NtYWAU2uzZvjMJuh3hWBU+Qz6nhn7j++PVJ6SNfsBA36yMqwLSL46q47BSb39x/kg6x2zXpQTjb7Pw+3/HBpJ7wXj4YO8gHWT4XoKrJylVFkeRg6Wfa7F9YAODUelrxhbOz6L6DRQHleGVVoCK2GF97nqFRu8XhkQtKRAImnZcI2VCcJizV9X394qcsL8kEmDSZf5T/IB6lH8uPtUjw1v9ajnMkS5P8wOnuQ7zumhS9IBpeRIqxKKVXAci0Hc//+/WzcuJFTp05x7tw5UlNTKVOmDOXKlaN+/fq0a9eOiIhCvLdTqUvlcki/bLM1cGGj4soeAV3uhRUfhG5f1ubWvD1hM9vhtjkw5Wqp8u9PqxHQ5+mC753sSoU1UyRVPxivFxa+CHf+eWkrSDlpn+f1wMav4PoPYd1nclnd3tCovxxHfr5mbqfsl3c7ZFuGPVr+O9gWiB2zjd138nk4uBTq9kqvL1GxMdz2q6TeK1WcOZLgwFJY9lZ6rQqzVSZhez0hW6DsUXl7DM5kKeKaeFr+O6qi1AlpNRxiqsh3UWq8bBFIuZBehNQacfkTDEGZYPaDof9OLX9XtlHl9euklFKX6bIC/Q0bNvD999+zZMkSzp49G3SsxWKhefPmDB48mOuvv56YmDxosaVUfkpNkKBh3RQ5YQkvLW2GStfIhxOSQsQeBSOnwbfDA1eyr9tLKjjn5Wqp2QzhZWHCX7KCvfJD2YdttkKdntD94fSV9sJgzafGxp3aBucPQOXmOX8MrxvOBJj08OfkNpm46f+8/LclLP/fx84k2DQt7feXVi8gvAy0uSW9e0HWCTVXqkwOGJUcJwFN/T5ywl6vt0wUFfXPbGq8BEnHNsrESMXG8trZIov+c1OXz5EEfzwNaydnvtzjkj3422dJ3YnmN+ZtEGsySwYRQLuxcNVz8vg/3w1n90rdi3q9oeN4iCwnk7eR5aDbQ9LyLy++wz0eaSWYdM7Y+BXvQZ9/a7CvlCrULinQ/+WXX5g0aRJ79uwh4xb/yMhIypQpQ5kyZQgLCyMuLo64uDjOnz+Py+Vi06ZNbN68mTfeeINrr72W++67j6pVq+bak1EqX3g84IiHH27L3tJt+XtQowMM/1pSg0tCYS5bhPQ9v3cVLH5ZVkl9AX+FRtJ3vNWw/NnTaDaDORyaXS8nhJYwwCNB4KUUscsrJpMUiDPqxNZLC/RBJjqMstgAc8FNhjgS4Isb4MiazJenXJDAf9O3svJevkHmqtzWMAkOfL3BQylTE1oMkfH2mKIfBLsckHwO5v5DMhsyTnrU6iqTbJWbaVBSkrkcsOX77EF+Rl4PzHxAtu9UaZF3x+JIlIC63Vjo+ShMvFJS9DPa8qP8dBgnlf0n94fvR0PT62DIJ7n/98SVDHv/ND7+wDKZIFFKqUIsR4H+qlWreOWVV9i+fTter5fSpUszYMAAOnToQOvWrald23+P4sTERLZu3cqmTZtYsGABGzdu5Mcff2TWrFmMGTOGu+66i+horWKqighXkuwtDJQefmStnLjcvTT7PuDiyhYB5erCNa/DoLch+YIEXvYIaVeW3xMeZkvmwN4anr+PH5IpZ8Mvtaq1JQzq9JJUXSPqXVlwQX5qPMx8MHuQn1HyeZg6CB7ZCmQI9J3J0Ow6CQxCiSwntRSs4YUnu+NyeFxSrfzTKyDJT2bdoRUwZYBMPtbtrTUISiqvG5a+bWCcB5a+CYPfzbvq8iaztBK96jn/QX5Gaz+T1P4BL8jk+vaZ8Fcjye4x8l72Zbmc2S0TrBUaAiY/E79e2SZklMdFjr/HlVIqn+Xo7HHs2LEA9OjRgxEjRtC7d29sttAn8FFRUXTu3JnOnTszYcIEjhw5ws8//8xXX33FpEmTCA8P57777ru0Z6BUfnKmwMqPAgf5PhePwZ//hQEvlqxWPL6Tp+IQQOUltwOqt4Oj60OPNZlkVfZS2MKh8wT469XQq09hMdByaMG1z3OlwrafQ49LOgubf5CaD75jDYuBno/D1p9C76/tcKdk5RQXLgdMu9V/kO/jcUuQ9MSefDssVcic2xe48KdP5RZSrLTFUMAjK+8mc/DuIZfCGgZdH4Qds4IH+T4rP4KHt8j+/fgTsGYS9Ho8+G2cKdLVZN5/ZEuC7/vPYoemg2WSIbKCfEcCWMKllaBRlZrKd7NSShViOcpX7NGjB9999x2TJk2iX79+hoJ8f2rUqMH999/PwoULefTRRylTpswl3Y9SBWJNkNTHjLb8ICdJSmVlDYeu9xsbW7f35W07sNhkL2ko17wBBdVs1eOGjV/LypsR6z9P63WdQZlacO1bwU++G/aXVGGzFVLi5MeRlHlMarxU3D6wVNJzky+Erkien7xemRTxrT6e2yttHUNxpcC6qYHraKjiLf5k8Ot7PAKjfoKLR+D99vBSTXixGnzSCzZ8lf3zdjlMFmh1s7wfjUi9KMF68xvlv1MuwL5Fgce7UuVz8VE32UqWcZLT7ZAJwY+6y/YpV9p2H4sV2o4yXlC32wOFazuYUkr5kaOlm0mTJuXqg0dERDB+/PhcvU+l8lTKBYg/bmysM0mKwVVrk5dHpIoiswUaXwN1egRPqw+LgUFvSdX5QBxJMqGUcEIC5ZgqsmLtyySxR0OnCZJlseB5OWnOKLI8XP0qNL664NK63c7AbbZ8bBFS8NKRJEFL1n319iipBVGpKSx+BfYtTF/dL99AijE2u14C5A1TYf8iedxKzaDLPfJaJ56F3x6HPfPTJx3MVnltBrwI0ZUKbhtIagLghc3fySqoLQJa3CS/7w53BN977bP1J6luXtK6gyhpiRdI57uh9Qj4tLesmGd0ZhfMfljaUo6dmTvBrdUOEeWMreb7nNsr7T99gtY48cJXQ4NP0KVcgK+Hwn0ZtwqZZAI2VKvOeldAxSahj1kppQpYAeVoKlVE5bT4jhbrUYHYIuCW76X4VeyM7KvZFRrKvuqYav5Xqd0u6UW9+DVpi5d8Pu1+IyX1ts+/5GTaGiYBfNtREuRtmwlHVst91uklq9zkc/u8rMxW/wGEyQQNrpJ04rq9ZJLCHgUXjvjPlrFHQc3OMOwLCegTT8vrEVlO9ihv/kEK1mVsBbnnT2mX1XIYDHwREk5l/l14XLKauP8vuGMelK2buRBgfnAmw/z/SqXyjCvyf70uhdNu+ADK1oF5ITI3Ui9qunFJVbmFfA6yVpUPLwNX/BM+6Zk9yM/o2Hr46Q4Y+lnubEfzenI24WSxgzvDez+irP9xHg/sWWBsQv7CITi0XGqTmEzyvHo9LhMEqwN0Ral3BYz4RrenKaWKBA30lcqJyPISTDgSQ481maWFl1KB2KNg8Duyor52CsQdkhPIlsOkyn6gvbEej1RZn9gH4g5nvs6ZBBu+lOB03O/yHrTa0yuut7xZCtdhkpPnwlBx3mKF1rdI4Opji4CbPpN2lSs/hh/GSsBrMkHdK6DHw1CjU/YsBFOGQlsRZeRfZxLE/iIrk4Fs+V4mAIZ/Ce+2zV6YKyUOvr4pywpgPnAmw4/jpGWkP8c3wpRrYNxcOLkFNn8f+L5iqoSuYaCKKQ8MmSyTgxabZMVsngZVW8PuP4KvkFtsUu2+9QhJfU+Jk++Oywl2vR4Jmjd+Y2x8/Sth+fvpx9NogP9xjgTYZPA+QbYlVO+QnvFgi4R+z0q3mGXvwKGVMklYqRl0e1AyhjTIV0oVEbkW6K9bt44FCxZw+LCcdFaoUIGmTZvSu3dvKlWqlFsPo1TB8rglUFr3eeixDa8qGe318ktqggRxJpOsZtujC0eQernCYuSnx8NyEm2ypBeICsSVAt8MTw/yLTZoMgia3SCrds5kOUH98TYYvyjzbc1mMBfCE9WYKlIN/3BatsFNn0ma/sQ+mdvFeb2Slr9voWxJ6PdfA1sOTPDHv0Ifw/aZ0PVeaHS1tKnL6sIhOLxS6ibkx8q41ytbOwIF+T4pcTD3/6D//4IH+u3HaYu9ksiRJAXi449Jr3i3A8rXlw4pURVg0cuBb1u/L9zwIZzeIXvq5z8n3zf1roQu90rQeynvqbBo2U5jJNCv3AJK14Rdv8l/N70uSP0br3wejEqJyz75ZY+Sn6v+JxMSJpOMCbb9QSmlCqHLDvQ9Hg//+Mc/mDVr1t+Xeb1eTGknQSaTiYEDB/LAAw9Qt27dy304pQpWWLSkOcbOCH4yYQ2TVYHiXqzHkQxmk6wOeT0QXVn+zc1OA44kCWiXvgUHlkgqdfmGcpLZoI+0kCtK6cip8ZJ+vWOWFHorUwcaD5DXLdhe/IzO7ZNUWpCT3mtek720G7+Rjg/2SKkBcPtcOH9AtgGYLZd/7K7U9LR3kznw+9uRKI+XdE7GRZSRQn/BJjCsETDsS9knXKWVrORnDfKzWv2prLS1uSVwGrDHAzt/S9/aEMraz6H3k9D8BkkPdiTBgb9g03eS+r7xG6jePn8+244EWVU0Yv8iqR9Qo6P/FoUxVaHJNbnzPlBFhyNRtqf8cl/2PesrPpDJwUFvSWbI4dWZr294FVz/IXw/Rto0ZnR0vXwn9/2PTLhdSrBfugZ0fQBWvBd4jC0SBr8tx+pxS72NQW8F+fyZpB2fUVEVA08Yl6SOOUqpYumyA/1JkyYxc+ZMQNrotW3blooVK3LhwgU2b97M2bNn+fXXX1mwYAHPPfcc11133WUftFIFKqIs3PYrfHGd/5ZW9igYOU0CuOLK45EU0KVvSwX0xDNyuTUcWgyBK/+VuXXRpXImSXukNRMzXx5/QoL+ys3htjmyz7SwB/sel5xo/3wv7JqbeR+4PRo63A5X/p+c2AbjSIJ1U+T/txoO/Z6BabfA0XWZx+38TV67oZOhVLXLW41yJMpJ9trPYM88CfjLN5D01vL104/ZlSoTYItfkaJxqfGy+tdquNQNqN0dzDb/J9Zms2yNuXuZTOysnQLtxsr7KaqiTDAcXiOttU5tS7/d0reg9cjAx+52yD5cI1oMhf7PQdxR2LdYChyGlZJsiSufhlUfwfHNxrsDXC5bFBwMUqwxI69XPhNVWmUP9KMqyOfErLv1ShRXKuxfItteAm3Z2PYzOOJlku2d1ukTefYouPETyRzyN3EE8jn481n5jLQemfNinvYo6PN/EF0RlrwpBfIyqtJKgvpT2ySLrt1Y6P988AnR8FLQ/nYpPGlExzuK/4S8UqrEuuy/+jNmzMBkMtG5c2fefvvtbK3yVq1axcSJE1m6dClPPfUUFy9eZNSoUZf7sEoVHGuYrJA+Eisr++u/kKJfEWWg5XBoe6usYhbXfXxeL6TGwaS+cHZv5utcKbLiuX0WjJ0t+xkvtcJ3agIsfy97kJ/RyVj4/FoYv6DgqqEb5UiAT6+QFXZ/1y1/D87ugZumBH/veFwywVS6Jgx8CaZcDad3+h+bfB6+HQF3/AFVWl/aVgdHoqSD//ZE5tX1I2tg07dQp6dMbFnD4Nx+mDJQHtcaJtkv7W+TbIOTsXBmt+y1LVVdfl9ZV5ctNglKw0rJSuG+RVIB+8JhmUxo1B9G/QjHN8H0CTKRcOGgpBUH7G7hNbYvvd0YWcn/Zrik6LcdLYUKrXYp0DfrIanOX7t7PgbMBo/97+FeKFU1/b8jy0HbMdD9IVmd1K1EJYvXC78+Hvo9tGe+tGhsfqN8pkG2qB1cLp9zW4RM3Hrd8lnIWmR24fPQ5tZLO0ZbJHQcL1kBu/6QOhPWcMlIKl1TPotl68ITe41ni9XoKBORZ/cEH1epmWwLUEqpYsrk9V5eZZ6WLVvicrmYN28eNWrUCDjuu+++47///S9ms5np06fTqFGjy3nYImXIkCHExsbSvHlzpk+fXtCHo3KTr/K5yZxWRTgi/yty5zdHogSP+/8KPi6iLDy6/dInPBxJ8HoDY4UPb/kOGvQvvHv2UxPgtyelV3woN38BTQcFTrF2JMEfT0Pp6hJM/25g73nNzjBqes5TUZ0pMmkz/c4Q998JxsyED7vC+f1y8n7rDxLwz39OAv2MqrWDQW9ChcbZVwE9bskQmXqtTAxkZbbC1a9IEbGpg6UewYhvoMm1/o/N44HY6VIxPJAKjeD2X6WoXacJEuTsmCUBkDNZKtq3GyOBsjUCytRMv63bJVkD5rTvAJMZMOVOCztnCnzQSSYzjLhjnrwurhQ5FlukBGehskRU8bR/CUwdZGxsowHQ41H4LK3I3Z1/wqbvoVpraDo4rWODRYrwbfxasnsyTloO+0LaV14ujye9Fssl34dbsr4m9Q1cfb90DbhzPkRVKrx/N5RS6jJd9rdbREQEkZGRQYN8gOHDhzN27FhcLhdTpky53IdVqnCwWKW3d1iM/Fvcg3yQ7IVQQT5IkLflRwmEMjIyt+jxSOqlkSAfYMWHsipemBlNJV3xbub2b1nZIyXobDtGgtAbPoKhkySltXJz/7c5vMr/NpNQTMC8p0OPO7wa9i+W1XqA696TlbjvR2cP8kHqC0zuDye2ZH+urlQJNvwF+SCriXMek/vv+bhcFhZkW4LZLJMA4WUCj+l4pxQaG/CCFAV8tw38cr9k7OyaC6s+ho+6yVYIe5RMtoC8/pu+gYlXwvOV4YWq8F4HGZ+akL1yf06ZTLLaaUTZulClpUwwhJeWiTZrmAb5JZXHI59Jo46ul1Vwn3INoOcjki30bht4qwW82RQm9QNMEiRnDOyPrgteT8Mos/nyt2GZLRBdCe5dKdksGVvxRZaXCY17lkuWggb5Sqli7LK/4WrXrk1ycjLJyckhx44bNw6AFStWhBiplCoUUuLT2ym5HZByUYI6o6nLG76SwM2RBCe2yj7Mxa9K8ORKkUDJH48TTsUaP86zewr3/uOja4MH7xkdWRv6RLd8fVmdL1NLqrLv+l0mRW75XtqsVfCTMeUr3pcT+5cE762d0cqPZAKibF1pmzX7keCTOm4H/DAmy2VO2fpxfn/ox1v4gjxeZAWo0SH4WK9XKmj7Y7FDq2HyL8h+5kCF+3b+Bt+NkuAgNV62Tcx8QLYO+MQdlgmBj7rJpJjnMvbzW8OkdkNM1dBj+zwtK65KAVL9MicJm17JvqrZCbo9IO07P+kFy9+Vopo+5/fDvH/DlzdIEdD6feRykwWZGSwkLDbZTtf7H/DYDnh0Bzy2Ex7dBr2fkMkwSyH+m6GUUrngsr/l+vTpw5YtW5g+fTq33hp8j1bFihWJjo7m3LlzQccppQqYI1FWcpa8IS2NPG4JpJsMkpPA22bDtyODVzI3mWTsuT1S8fnElszXR1WU4nOtRvjphW5OD7yMsNjyr0DapfCtABvldkKg7dSORGmd9/Pd6UUQff56VfaW3zYHvrwRTm7NcGWIeV23U4ofYgK8UvDq+Ab/Y01mWb0v31D+/4WDcGQdlKkNHcZJaq+RiY34E1L0rsFVEjx7nLD649C3A6kPcWq7FCMM9bu3R0LLoeBOlTZ7rtT066IqyoRTq2FSYDPUKvzBZbJaP+MuOBbg9QF5TaYOgruWgvky6kfYwmX1cdXHskJ7aGXm600m6P8iNL66ZGQUKWPMFqjVzfj4Kq3lvT9qhtz2vfYyURXIiS3w8z0w4EX4sIsE/IUxcPb9bSllYLKsJHAkpbVYtcn3rceT8yKKSqki47K/lceMGcNPP/3EW2+9Rbt27WjatGnAsYmJiSQmJlK1qn7hKlVoORKlsvm8/2S+3OOSCs3bf4H+L8jq8dRBmYOmjHo8JmmSk6/yPybxtKz6Jp6R6u0Z2zNZbFKMyWhrsbq9jY0rKOXqGR8bVipwXQNXqmRUfDPMf3DrcUt16pQ4GPkNvNsuvXBW9bb+79OZLCvem6fJVovUeEl77XAHdL5XVvNWfiRjTWZpa9h5gvzejqyR2za5Fio2kcmZOj3hz//4fyx/YmdIgbuwaLCEB07Z9+f0Din2Z2Q/vD1K2vC1HiFp+vsXybaSmp1k683xjYGLGmZUpycknZGWZaGc2S0FzepfmfN0ZFeKLMgeWStVx0vVgBs/lZPzVZ9K94NGA6Dbg7I6eSntzVTxVru7ZIME2qeeUfcH5XPg9cD22XDxaOjb7JkvfwuaDwmdVaMKliNJvtuXvwdbf5CtXJHlpR5J1wfkd68Bv1LFzmUH+vfeey/Nmzfn999/Z9SoUTz88MMMHz4cuz37ysKkSZPwer306dPnch9WKZUXPB7pl5w1yM/I65VV0Vt/kpZK6z7PPsYaBl3uln3YgSYCfBa+IBWbswYqVVtLgHxuX+jj7v5w4e55XLaWBMIZU7wDaT1SVtf9ZTR4PTDrwdAr2LEzpG1Uk0EyOVOrK0SUyz7OkSTbCqbdkr3H9p4/ZWvALd9Lm7dlb0lHgMjy8P1YWc22R0PbUdCgr/yek85JkcAbPpIe9+umZm+ZlZWvcJyPyWS80rwtMmeZH773WKfx0G60/H+zTSaWjhrc2tD8BtmSYtSaTyUIykl7Q0cibJ0Oi17KHnDV7QXXvS9dCUwmDfBVcANfgh9uCz6mdneo2UXeT6kJ6e07jdj8Xdp7Ufe6F1qORNi7AH68PXMdhfgTEviv+hiGfgYN+mmwr1Qxc9mB/qpVqzCZTJhMJpKSknjxxRd5//33ufLKK2nRogVly5bl3Llz/PXXXyxdupRGjRrx0EMP5caxK6VymzNJeqCH4vXCivfhquf8B/pNr5N+40aCdIAV70Gff2cOWkwWWcH8/BrZzx1I1/shprKxxykoZrtsU/h+TPBx9ijo8Ujg4O3oOilCZ8SaybK/e9dvcPWr2Yuyeb2yreKroYFf3wuH4IvrYcIiqQtgj5YtAW4HlKoGo36CM3tkn3rGlPJq7WTVf8Ii+GpI8PdBmVrpwbozUSYlDhrse1+356UV7rKGZc4CyEkRscjyoY/PbIV6vaWNYEzVnB2jM1l+z/HHJFNi+8zMdRL2/yV7p+9aLO3HVMnhdkgnBrxgCZNtHcHYwqVF5PUfwpxH/E+6NugLw77McF8mSDBYlwMkW8BX+FEVTmf3SO2RQNuS3E748TYYv1Am2JVSxcZlB/oPPPAA27dvZ9u2bRw7dgyAuLg4fv75Z3755ZdMY0uVKsXNN9/M/v37adKkid9Vf6VUAXIkSGq4EfsWStDjb9W9RkdZQTBqz59wZZY2cVa7VJG//TeYMUH2ZGcUVkqC4s53F/5VCItVVkv6Py+t8fyxR0sLvIwVojPyuCRV1qjDq2Dgy9L2rnyD7NWlHQnwx7+DT6IAJJyE9V9IvYV3Wst4e7QE+Zt/gKVvZr/NsfUw425ofzuMniFV6TMW9Mqo013pQYYtStJIjQT6tbpIIb7cYLHJBIMRzqTAEzG2CEmlb3+bTJKc3S0BmStVVjyDrb57PHLfSWcku8Djhqqt5HOxbxH8+Ux6O7OUC/DjOBg7S1f0SwJHokzMbfgKDiyRlolVWktmijU8eDaTPUqyUJpdL7ff/YeMb3GzfE/bI+Q9+jevpHEbFVZKg/zCLDVesuZC1R7xuGXc0Mk5+/0rpQq1yw7077vvvr//f1xcHNu2bSM2Npbt27cTGxvLoUOH8KRVHY6Li+PFF18EwGKxULduXZo0aUKzZs1o0qQJXbsaPNFSSuWNhFPGx3q9EryVqpEe6Jutsre++Y1SGM4oXyCUlT0SqrSCu5dJ1f5dv8nqQ5UWkjXgLUKFhOxRUqiu8dWw9G3pT++IlxXftqOh813Soz3QKp3XKyf4RnncchJetY3/+3Qkyv7viLKypz/YdgBXqkzs+Ipztb1VJl78BfkZrZsC1dpKb/pFL2e/vskg2V/uY04r8lfvSnm8QGyRMOid3G0dV6Wlsa0iB5dDi5tk8iOjsFIy+RF/QrIkTm2TQKrTBJlIiD8hQVlUefldZqzD4HLIazt9vBT7y2juP6XF3ri5kk1xartcfnSdrKZmbImmih9HogTo8/6TucDlzt/kO7bjnZJZFaiuB6RPBnUYJzUqLHapx7HgOck2qdlFilV6vfId1OIm4xO+bW4N/tglRcpF/u50YI0oPJMfHjfsnmds7O55l98SVClVqORqidTSpUvTtWvXTAF7UlLS3yv+vp+9e/ficrnYvXs3u3fvZvbs2ZhMJrZt25abh6OUyqmcrg5GloNbf5CWSx6XpGGbzBKAVWgc/LZl60KlpjI5EFMl8AmGr5J4zY5SUM7jKbrVxe1REpgNfBkGvSnP3ZW2oh4qDddig+o5KHhVubn8TvztDfe4Jeh8fKeMMZlhy0+wZiKc9NPWsHJz2JYhQ6vjnTDzQWPHseojyVT46/X0woAAtbvBkE+zv+dsETDiG5j9kAQjWScgytaF4V9C2dq52wPbZIGBr8C3w4LXCDizV7IJytSWyvo+N02WSuRzHpX/7vW4ZDSs+AB+fSK9VkFUBWg3VupK2KPktU88DZ/0lAJZWaXGy4RK3GG45Tv4oHN6W8qt06HXE5ffd1wVTo5E2Pgt/Pak/+u9HqmF4XLAwBdDf397XLBpmgT4jsT0yzd8BXP/Af2elYKVbUfBn8+mdeEIolJTqBjie74483plEvToWtnnfuGQfH81vlayesyWgs+4SThhvCON1yMTkhFl8vSQlFL5J897oURGRtK+fXvat2//92UOh4OdO3f+veofGxvL7t05qLSslMobpapJsG5kH3iFRnJCYAuXE76sWo/I3soMZE9o1/tlBfXIWjn5rNpKAh6PJ3jwZraG7BJXJGRMtQ0V4GfUsL9MrgRKg8/IV0k5K2cy7PwVlr8vKfYA0ZWlJ/2o6bD2s+x1Gqxh6cFluXoykXNohbFjPrUdki9AtTZSwK96B9kG0KBf4JVAeyRc+yYMeElqQJw/IK9T2zFQrq68Z3xbDnJrNdFqhzrdpSjVL/emP9+ManeDkd/JpMDIb6WjhCNRahJUaAzfjpBxne+SatYT+8jWB4A6PWR7gC1SAvpvhsGwL2QbxKwH/Af5GW35AVreJBXON34tlzmTJcvDVAjbmqnLZzLJlo1Q1n8OPR8NHlSmJspne16ArUOOBPj1cZk0aDcahn8F3w4PXL8ioiyMnCbFLPOSxy2ZDGarfO4tNumWUdCZXB6PTN59cV321rGHVsKC/8H170vWUkEG+5YcZhYUlkwEpVSuKJCzA7vdTsuWLWnZsuXfl7ndmi6kVIEzmSXVONA+8oy63h/iJM8kK78rPki/qMcjUiBuwfMSFGWcBKjdDfo9J6vHBX0SV1h5PdDnPzD74eDjanSU1zPrSq8jSV73/YszX55wEv56DdZPlWDf7YClb6Vf70yRFWyQFHUjEw0ZuVJg3DwwpR2DLTLwhI7HLUEHJjmp73Y/uL3gdcr7ZelbkraOCaq3hy73hN6nbJQ9SlrWPbFXVlJ3zpFjL1Nb3u/l66VvFyhXH+76S1brWwyRbQoetwTuV/wfbPoWbvpMWhWGlZaAfMtPEhyUqyeB2antUL2dFNgzYs0kuW9foF+hoQRAqvhxuySjxZFgbPzydyWFP1BQ6XXDgv+Gvp/5z0L7MVCrm3xm5z0NB5amX2+xSfA64EWp0WLJw/efMxl2/QEr3pVJYZCJzrZjpB2gPbrgAlN3KkwZGLglp9sBM+6CEdOgQZ+cdQfJTaWqGm+xGJM2VilVbOToG3ry5MnceuuthIfnYAUqhM2bN3P+/Hl69y7kfbCVKgmsYdKWbe+C4MX0Gl8DrYbJSV8gYdFSST/hlKxGth4he9EnXZW+ypnRweUwZYBUgK53pQb7/tgjodVwaYE1/xn/2x1qdZXtFFkzBVLjJQU4a5CfUcIp+PpmuHelBJO+mg0Wm6xSr3hf6gpElA58H/5ElEkP7AMF5G6nPJ9dv0vQnHhKJhVa3izvneNb4MsbMhcP3LdQ0tq73Ad9/i939uz7AqX2Y6DVzbLt1mzJfty2cAn2h30hEzCTr5Kge8Q3aZknFlj8anodhtYjoV1aSvSS1+H3/5OV06ptJPsiVL0DkM/kyGkygWONgGY3XP7zVYWTK8V49wlIK+Do8n+dK1U+U0a6S7gd0haz03ipwD7yO0i9KAGt2SI1U8yWvC/Y5kySNp67/8h8edI5WPa2ZPrcNkcmu/I72Hc7ZRImUJDv42tFW28pWPLn0LIfA/I3fcHzocd2vCPPD0cplb9ylAT72muv0a9fPz7//HMuXrx4WQ+8du1a7rrrLoYPH86WLVtC30AplTc8Hikk5EyWkyuPW4KJ3k/J6klGURWlCvhNk42lTNsiYPC7cOcC2f85fbz/IP/vY3FLr19PDtqdlTT2SMmKeGy3/I5qdJAT8uZDYPwCqXLv7yTc44bN34e+//jjsO1nSeUH2ZbR8Cp5LzQaKMXqvF5ZTTeifIPQq0RuB1w4DO+1hR/GSAB/Mla2B8x5FF5vJAHz0EnZizZ6PdKeceFLMgGSWyx2KRQYUTrw5ITJJK+12SqZCjdNkeN5s4ms9O9fLAHYjjnw3SiY1Fe2LXS5VwK51RPhp3HQ4+HA3RYy8k3smK0SiBnde6uKqCC1InIy1pViPGsE4MBfaenyZnnvl6omRTLr9pJJu7wO8lMTYN6z2YP8jFIuwNRBOWuNmVvcDqk9YsTZPekFNAuCLVwmQqu1Cz6uWjsZl5OtZEqpQi9Hgf5dd91FQkICr7zyCj169ODBBx/k999/5+zZEHsLAafTyebNm3n77bfp168fo0ePZvHixbRs2ZJ+/fpd8hNQSl0GZwrs/h2m3QJvt4B32kiRtVM7oPtD8MgOuP1XGPYVjPsdHt4qgUpOVk7tkVCjvUwmHF0XerwrVXrA++v5rERYtFRv7/GIpNqPnQ2D35Hg298EjMcjBbcCrfhltfFrWS2u21t+77ZISZO9aTLU7Cy/n853G7uvrvfLCmAwqQnw2VVw8Zj/6x0J8N1oKdrYdrT/MSs/CN0q0B+3S1YsnUlyHBmLlBnlcUvgHVUBvrlZsif8ObsXpl4ngb2vrsWu32HvQlnxD6VMLemQ0OxGuOKfubNdQRVO1nCo0cn4+CqtpHaEP15yNikUqDCqxx06sHa7ZNLr9C7pLLJzLiSfD/yZ8Mdkgg1fhB6XfF6+11yX8Lm/HLYI6aph1NH1eXcsRtgj4bZZ8h2TdQuBxS6X3zZLs+iUKoZylLr/yCOPcMstt/Dmm28ye/Zs/vjjD+bNk7YdVatWpXHjxpQrV47SpUtjt9u5ePEicXFxHD58mB07duB0yh8Ir9dLrVq1eOihh7j22mtz/1kppUJLiYOpg+H4psyXx06Xn1bDJXis3f3yH8vlkD3LRsVOl/39WhgoOFuEscwKtwPiDBRY9Ik7CmXrSBp6xmDSHg2jf5bAtEpL+R2tmRT4flrcJO+jrCeXqfGSIu9xy0n9+QNSzC7xTPDnsOhl2Ye8fmr26z1uWP0JdH/E2KqU2yWZI9tnSbeBC4dkQqNhf+j2oKxcGi2iZYuSKtsrPpDshWDFLC8elYmSjnfCnMfkspUfwA0fw8oP5b9rdJQ02uodpEhgwmnY+iNUaCLZFNe9I6+Hx4kUPkCCPI9LjjnUxIoq/CzW9IKm/gpDZtX9ocATPxY7VG4RfDtWRpVbpH9m3S7wOODMbtg+U77LKzWF5jektTfN8JiORMnC+fPZzAXqzFZpK3rN65K5Eup7fet0Y88Z5Lugw+3yneJ2SicMi13qYHg9eVcIz2Q23u60MHwe7dFwzWtwzauwbaZU14+pAs2uA0yZf49KqWIjx1VUKleuzCuvvMKjjz7K999/z08//cSJEyc4duwYx44dw+SnzY83rVWR1Wqld+/eDB8+nJ49e/odq5TKB84U+OKG7EF+Rpu/g4hy0Ofpy1859LpztqKTcjF3W6eVdGZrzk7kfCfH/n7vtggpWOdMkaC7ZidY9k7mtnzlG8hKfqvhmVeJHImS+r/0LQmw3Q5Jj281DAa/DSe3wYwJgbM59i2U51GlFZzYnP36o+ukSFaoQN/tkrZTnw2UtnUZrfpYfvo/L33H/QUKzmTAC2a7BNspF+V5VWkptQwOr5biaIH2WK+fCvevkedf7wp5TuGlpb1ftbaSGbB2srxOzhRpJdj+dqmNcXgl/Plf6P8/6ZawdrJkBTiTZMW/43hoOlgKZeZloTSVP674J8z7T/AxLW+WoC0Qe4RsF1nxXvDWkSATb13ulc+5M1ne1z/dmX0F+9fHJdW75yMyQeZIlBacv9yb/TE8Lvm8H1oBE/6SYw0U/HrccOFA8GP0sYZBv//C6R0w/znYOz/9scNLQ5tb5fXL7ckvR6JkWxjtPFKnR+499uXwbbloO6pgj0MplW8u+SygcuXKPPDAAzzwwAPs2rWLNWvWsHnzZk6dOsW5c+dITU2lTJkylCtXjgYNGtChQwfatWtHdLTOGipV4I6uTW+tFszayXDl/13+45ltwU9Es4qpLOnmKndYrNByGCx5w9h4X6DockjgbLbKCbjZKkG02QJhaQFw8yHQZDAknZEWceFl0k7krZmLNToSYeVH0nYqo5Q42au+bqrswR86Gb4f7T8g8Xrh9HYoU9N/oI8p81hfxXJHopzkej3yrzsVJveX1fVA/ngaSteUlUi3UyYsfPd5aJWsWp7fLwFF8xtkhT41Dj7oJLUMbvoMFr4I67OkIFtscOXTkk7tTIHpd8lrEFUe2oyS1dJ1U2R13/caXDgoe6zLN4BRP8GwqbLqOf/ZzK9T/AmZZChdE27/TbILNNgvuuxRMnHjcsDil/1vvWk9Ega9GXo7VXgMtL4lvWNDIG1Hy2fb7ZIgf1I/mUTKypEIf70qNVcGviyTAjPvDz6RkHhGPttjZwVeaTdbpAinEde9B65kaWOZ9bVJiZPP0K65UrvESA0Mo2xRkvVjJNCv3k5qHCilVAEweb2hpnfV5RoyZAixsbE0b96c6dOnF/ThqJIu5aKsmu78zdj4AS/KKuXltvFKOAlvNA69ogRw/YdpKd+5FKS4UqW4FMje15K4JcCRCJ9fK73sg7HY4PE98vte/yVs/AoST0tA2+Im6DxBejPnZD+n2ykF6X4YG+Kx7TB+Pix4QU7Q/bnl+/RV7KyufBq6PyCTEodXSyV7XxEykwnq94GeT8jK96e95XkF0uwGyTLYPU8ChpNbAVN6Wn3dXvDjuPT7N1tlfJna8NVQKF1DqoLPvB/2zE87BrNU6TeZZZXUXwAVURZGfC11MuY8mv36cvXgriXwQcfANQ0ASlWXrIGC7OGtckdqgmSOrJ4oWSJet7Qh7Xq/vF+M/o6dSTDzIdgSoChn65Ew6C1ZzXckwWcDAkyoZTFhMZzZJcVWjbh/rVTLDyTuCLzVPPh9VGoq9UnebRO6nkuDvnDz1NwtIuhMlg4lB5YEHmMNgzvmyVaIwpC+r5QqcTTQzwca6KtCJeWiVP8+s8vY+HZjYeBLlx8wpMbDjLthx+zg46IqSNE/I3vPQz5mgpwUr5ksWQyYJNW8/e2yNaAk7Uv0uGUF+9Pe0qLKH5MJ7lkhr9tXQ6RIXVYWO9z8ec5aIDqSYFIfY9WnW4+UvvRf3+z/sR+JlQDk3L7M15mt8MRemaj46zVJew+kz9OyF/+zAf73Aje+RlZJv745817jjOr0lNdh/n+lY0BqHJzYKhMRO+dIUNblHklvttolIHOlyudg5gOZ04yzCouRVcjf/iHjsrrmdcmeWPRS4OcIMOBlmZSwFlAPb5W7nClpQa1XPguXUjzNkSidNZa9A8c2yme+Wlvo9pBkUvm+509thw+7GLvP5kNkMvizAcbG93pcUuoDTR6nJsLBJRLwezwSJJvMUvti8zSZ4LrmdZmoW/yK//uwRUqdEYtNMl0mLMr9lXVHEvx8D2z/JftnuVQ1aRVbuVnutP1USqlLoDl9SpVEWYujBR1ry97S7FKExcCNn0gBwEDbBiLKSgX53Fj9cCTJyeyytzJXit4xW9LHez4u6ZclpdKw2SJ7uu9eJkXgds3NXIm7cnMY/L5MfkzqG7j6vNsB34+RlapqbSVQCOXikcBBvsUGdXrJBI/bIRMy17wmGQQpcZnHNrtO9gpnDfIBejwq7+vdf8CK96U7QLPrZWXblSzBwaZvpajYgudlla31LZIdkJEtAq5/X1LzfVkgWUVXkr31JhN0f1gCkqjyUtNi70LoOAEqNoUm10hWxIavpCaAPRqaXgdX/Rd6PgrTbpXK4VmlxsPaz2HAC5D0qNwu5YJkRWyaJqn9I78NHeiv+RQ63BZ8jCo6bOGX3/7MHiVbQAa8lFZMziTf71nrcRjN+AJpIznoTePjUxNka0DGQN/jAVcSxJ+Ejd/IRFqr4VJAcP9f8l1VuQXcsxz2LZbvnq9vyn7fFRpCpwlStyD+hHz3l64hkwJeT+78LfOxR8L1H8DVr8jE3oUDYI2A5jdKEVuTqWRmjymlCg0N9JUqacxW6Yl8cqux8Y2vlXT33BAWLenMG7+WPsRn98rl4WWkcFLPR2VCICcTEf6kJsiK7pLX/V/vdqYHSV3vLzltyqxhstI05FMJqg+tlH8rNpGCb243/P6P0C3mPC4pfjX8S2PpsBeOZL8srBR0fxDajYFz+2UfujUCrn1DVi0bXCWV5gGiKkraff//yQm1NSw9XddshZ6PScs6LFKo7x+H5YTemQSYZF/96Z1ShOrUdpj9iKTjD3w5PdCPqiD77DuOl0midmOh91PyXjy1TQoFHlsvmTAjvpFA6LMBMnHgU6kpdL5HXuMqreD9jpmLULpSJUhf/zlc9T8YPQOmXJM5hd9skUKArW+RwH7L95KFE10RWo2AK/8lGQulqod+3c/tk20WSmUV7DvP6wk8yeWP25mz7+zSNTPX7/C4ZcLru1vh+GYY84v0n39nnGSuZDTvP/J5b3hV5vsAmdi79k3pBPJhV8lcAPm+aHY9XPF/Uj8kN7LFfMKi5af3k2ntPc0yAaDFppVShUCeBvqxsbHMmTOHrVu3cvLkSVJTUwkLC6NSpUq0bNmSq6++mpYtW+blISilsrJHSnC74v3Q++VLVYPa3XL3pMUeKUFU21ES+HjccqLkaw2WG9wOWckP5a/XjPeDL058wXmTrO1Nk2HrT8buY/8iSXsPFuj7tk5UaCitwmJnyO88qiKM+VlS3T8flHkbiTUcWgyV1ewKjaB8fTmpPxkLxzZJWn2Xe2UV8eJxaHOLFA70euH8Hlj2tqyqux2yn73dGLm/6Eqyqr9/iRSqmzpIWuiVqycn/rf+IPv+pw6S4Hzgy/LYsTMkmLfYZTKqZmfJhvjtyey9yU9th1kPSkp0j4cDpyZ7vVLs7+bP5bn4JqRMJmmzF1UR3mktq/gZ7fpdagDcMi0tqAjBZM5Un1AVMS5fIUynvMcdSVJUL6+ZzDJRZVT5BqEnB33MVvnuz5i15UiQgnoXDsoK+Zld8Mt9/m/vSJDtMm4HDH5PtgQB1O0t6fxfXJ99EtuVCpu/l8r/o2dA1baXnxmRlTVMV++VUoVOngT6brebZ555hp9++gmv10vlypWpVKkSYWFhpKamcujQIdasWcOUKVO48cYb+d///ofFooVKlMo3YTGyMrjg+cBjzFYYMjFvAgXfnuFMKyu5dJLkTIHVn8oEQigeF6z9DLrepydpIKtnRvtXe71w/oAE0Bl5POBOkaB37RS5z4gy0OJmWale/KoE/Tt/8//+c6VIxofZKoUgF70oRekypvGXqyep+u3HyuSQM0lazq36OPN9HdsgP8vekcJd5w5IFf2FL8KIb6U/fbn6cN27Enhv/Unue9zvsvI+467MAcyyt+X6we9Ih4Cf7swc7JutUKsLJJ+TNN4u98HCIJ+xJW9ICv6yt+T92mqEBE1Trg68onrhoAQz96yQtl3HNqZ3F8iqbq/0jgOqaHCmAF44uALO7JQJpgZ9pa7GgSXyO63QKO+LLDboK1up/G0tyarz3ZKhE11Ziq4G0/LmLEF+onweLxyU75Img+AdA5MMi1+RCeNqbeUz3u9ZmP1w8Ew1ZzJ8dRM8tgPI5UBfKaUKoTwJ9D/99FN++ukn7rjjDkaPHk3lypWzjTl58iRffPEFn332GTVr1uSee+7Ji0NRSvljj5IgJLwMLHwh+8lcuXqyslK1Te6l7ecXd6pUXDfq8Mq0gmUa6GO2hR6TUdbUWbdL2ux9NTT7CffGbySIHfGNvP/ijkq6q8shKfG+6vUg77u+/wlcz+HcPqlmf3onXPEPWPd59iA/o/MHpLjghMXSc9uVLBMHpWtIa7ytP8mPySyB95I3ZALIn3P75PmN+gn6/EdS600m2XvfboykC8cdkcC9631QoUFa4TM/3Q5ObJHJhlpd4cBS2Vu86MXgadNlakkxSYsNbv1RJhpS46WN37rPM7cM7PZQySo4WdQ5kuT3uPQNSDiVfrnJDA36wdWvwoYv5buq6/25H+w7U2Ty02IDTNDrCfg9RHvVcvUkLd5skW1ZUwZKGz1/6vaS1PqMdVFMZqmdAZIxs+3n7LU5/PF6YM1E2WqzZhJEljNWV8CRIK9xxzv1O18pVezlSaA/ffp0hg8fzuOPPx5wTOXKlXniiSdISEjgp59+0kBfqfxmj4S2t0rf5N1/SCBiNkOD/lC1lZy4Xe5e+YLg/ft/DI7XxiN/Cy8lgeSFQ6HH2qOhYuPMl/lScH3BZukaEFlBVtzP75fVu5Oxsqpet6cEzWGlpJiV2Sp1FTZ+I7UaFr8SuGijz4r35L4uHMx8uTVcCmI1vEqO05EgwUPiGdkffNVzsg2gfAO5/Se95XYN+6cVwgsQ5IMcZ7PrZZW883hocrU8R5MZNn8n20F8+4rL1JEtCKN+ksm0+BOw508J1nzB0PkDshJaqZkU9PO14vOn9QgporbpW3mdz+6Ryys2gQ7j4O6lUn9g28+yLaN2V90rnF+caZMzJzbJ7zm8jHT48HqMBeSORFj4kryns/J65Dv6+EYY94cUitzzp9RPudwWpB63pLaf2ytFI1MvytaRDnfIxFV4WfglwPlZ+fpw+1z5O2E2S52P+9fBig8kI8bXvrJqa5mYaDo4+/74C4fSA/tKzeR5WWwQXUX+TTyduc5FRr7JsfjjMlFni5CMgcbXSBaRI1EK9234MvNe/41fy3PTQF8pVczlSaB/4sQJWrRoYWhsy5YtmTFjRl4chlIqFF/bn2bXycmRySwnbEWZ1S7pnHsXGBtfrV3xLFjm9coeedIqTRtJ3zaZpWL8vKdDj209IvMkiSNJgtyEk3Jdx/EyaRB/QiaVwkrJ5NHm7+HNppmzSP54WmpBDHpL9s/W7R14j25Wy96CK5+W7RoAncZD73/IJMHW6ZJGH1lBJrQiy0mrxX0LodFAqNMdHCmShQCS2bFmUuDHCouRjASzVVbpw2KkRkBYDGCGRgOg1TDJHmh0NXS5G7bPlhT/pLNSlb/lUHhgnRQVXPhCemHBsrVlu0PWff8+zW6QLIfPBmRvjXl6h9QM2PClrPLX7QVtRuZu0TEVmCNJ3lcrP0gvAAfynm87Cvr8O3R3j+QLEpz2egKOrJEaFFknIRNOSceMfs9KW7cGV11eoO9ySCD97Qg4sTnzdcvekc4SN0+FBjslvX7vAsmYKldPik42Hghme/rfDIsdIuwyUdfrCaktYLJInQ5ruP9uKhm3WIWVksyYAS9IVovHLZ/ZPfPlc3lgaZbbOuXz036sXPfwVji4TCYsEk/J/TW7Hh5cL10s5v9XPl8pcUVzElsppXIoTwL9qlWrsmLFCm66yU/rkyyWLVtGlSpV8uIwlModqQnpfXzdTjlhudxVlMIoJ8/JlSInodbwtBWhEEXZ8pMtQvaMLn0rcNDkY7ZA5wm5X5ipILmd8js5vBo2fikBRFQFaD8OqrRIW30LUBPFGibB7tYfZfUwkDK1JejMuFJpMsO2X6TYlckMf70Ku+el/w4qNIJOd0GLIXL/R9Zmvs+Dy+GzgdK279y+wKt4We2ZD8O+kGPp9oCc2E+5RlYbO94pq9rWcJlY2LcQWg+XVct5/5ZA+4YPpRDfl0Okfdesh/w/jsksfbHP7YfY6VK/4th6eZ/Fn4Ba3aRndq1ucNuvslL/Xof0VU2ffQtlRXbENxBZXvb0//aU3DZQ6y+LTbIevh2ZPcjP6MQW+PF2eT7auzt/OJJkb/jm77Jfl3pRujscWQNjZvoP9lMT5Pe+b5F8r9oipZaFNRyWvikZLhntWwD21+R7Lv64vM8vVUocTLwi8zaBTI+1SCaWxi+AgWldSkxmSe+3RQb+Hvl7gslAMF2mhkycNegrn9UN38hn09dCMyxG2uxd9z7s+k22EvgmQCo2kdvaomS7z6S+2Vtv7v5DKvUPmyrdRi4ckr395/fL8w4rJffj9Uj2y8Vj8t0TVUFqFFjCiuffe6VUiZAn31433XQTb74pPVXHjBlD8+bNsVrTH8rlcrF161a+/PJL5s6dyyOPPJIXh6HU5XEkyj7iZW9JMOFKhXJ1ZaWyxZDgAVNx5UqVk9E1kyU1M+4I1Ogke5FrdJAVqcIQYNgiJaUz2L5tkFWp4rSa70qV38lXQ+VENqON30hq7Kjpkpob6OTVHil7bX+5D7bPzD5ZUu9KuOmz7Hu/E05KUbtz+yXwyXq7M7vg18dg9+9SCG/KwPT2ij7J5yXQvvlz48/Z65HPaoN+0pLu2xEwdKJU5V79KfwwVq4vVU1W32t1gx6PwJHV0l7wpztg7GypxG+PgvELJTjf9ovs5fUVF2s0UN7fG76UVc5FL8kKfLsx8tj7F8uq/alYKSoWUw2qt5cK/VklnpGiYBMWSlDRsD9UbCQV/S02mazJqOl1Uo8g1FYGkAmTuCMSvKi85XFLqrm/ID+jI2sk26X3E5m/H53JsOoTCZzL14fKzeV3N308hJeGwe/K6nnGopVerwSvNTpKUHqpgX5qvGTuBAryfU7vkGPsem8e1WsxSWHNzhPgyxvgaJb3eGq8rOZv+UGyVfr8R1bmQSb2wmJkwmLK1ZmzKTJKOgtzHoc7/5TtLsfWy1aLc/vg6Fpp6bl1ujzPjN+bVVvLsTW8Ku+LH3rc8rc1/jgc3wSY5HccUTZtUqWIZ9oppQqEyevN/Q2qHo+H5557ju++kz9+ZrOZsmXLYrfbcTgcnD9/Ho9HTgKHDRvGM888g7kYf4kNGTKE2NhYmjdvzvTp0wv6cEoG3x/N5AuSwmePlr25JpOxfXmOJDmRX/6u/+tL14Rxc9P2EZaQ2X5XqgRrUwdLQFajo1RFj6ki6djxx9NWX0ZAmZqBUzXzizMJ5j0Laz7NngJrMsuqf99/F46JidwSf1z6RwerlF2qOtyzXILWYFLjJbV349eQkLbnuM2tEoDYo7Lv/Y4/KeMmXhm640GPRyWwnZGhtaHJDPX7yKp694eksNzSN0Ov7Nsi4KkDsvq4Z76s4m/5QQIrf8JKyYp3eGmYfBUMnQyVmsrjbZ8l+/lLVZPn2vxGWP6eFOebsFhuX76BBPNerxzrhYPSSWDbz+mPEV5aJgB6PwXfDJPg259Ww6UlmMUmhRBdyTLRkbXF4fCv5NhCBZQ+HcbJqnBeByclnSNBOiBkzU7xJ7IcPLI9PXvImQRH1kuWzdaf4NBy6VhRqSm0Gy0B6dz/g5smS72KLT+m31e/Z+Vz0WQQVG93acfuTJaJMLNFPrux02WSwZ9S1SX93V+g73bJ+xbSst1yWNATJBCf/Wjmz5A/keWkBsDHPSQD5uYv5Hto8avyXRFI2ToS5JssktZ/dJ1cXq2N1CI4uxum3SKZOf50f1gKh+bV58mRBCe3wG//yD6ZV7u7fEeUq6tbcZRSOZYngb7Prl27mDNnDlu3buXUqVOkpKQQFhZG5cqVadGiBVdffTVNmhT/VQcN9POZI1EqeC9+NfMfzdI1JXW4053B/2A6k2Q/3+//DP44pWvC/WtKzh/f5AvwbhsJIuv3kdTl356UPuNZV2+rtYPhX0JUpfRWegXBkSipsSs/THsvmGSVtcs9ctJWlAIhZ4q0OjyyVlbNw2JkD63ZIv8/NV7a0G3+PvR9dXsQrvhn6H3DIAGt2yEn8IFSywFSLsLcf8jEQCgRZeHBjfBeW2kb1vku6QKRdAYOLJM9vZWayQr3lh9gwf8CV+JuO0pSccs3kKyF8FIw84Hgjx8WAw+sl5X7w6sl08Df5ER0ZRj1I6QkyIn2nnkSiJWtK9ef2yer+nV6wo5ZkiKcUb0rJPvh0yv8Fzi0hsGT+zO/Dy8eg4+6ZZ6sGTdX2q3V7CjfOx6XPO66KbJvOuuf8UYD5PMZXjr466AuT8pFeLmm8fHjF6YH5olnYMdsqU+RdTLLbJUJqx4Pw/z/yffVxz3Srx86WbIE+j2b878/bmfa+2cb7Pg1fc998xtlf/vcf/p/rz6+B6Irpv+3IxEwSdeJg8vkPVi9g3weAcJy0O0h8TS83ij0ViuQLSwR5WSSwx4pE9BvNpHvEX+iKkqRyo1fy4SJKzXz9Ra7TCy2HS3bFAJlBYyeIdlMuV3c0pks33nfDpffiz/WcMk4qtxcCwgqpXIkT5ciGzVqRKNGjfLyIZTKzJEoQZ2//txxhyVVcd8CGPF14JVckxmWvB76seIOywpbm1svbRWjKHEmw8qPJPiIqSJ7HafdAodX+R9/bD182hvuXg4x2dtr5htfMN/7HxKsmpATu6I2OeNIgvVTpY97xlUniw2aDIZBb8rz2vaLsfvb8CX0+ZexsUazYOxRsipoRPJ56Qlerw/Uv1Kq9/9wW/bVrJiqspI27nf4/NrMlbNBAqKej4E9RlblWo+ASf0yH1OlZvL7TjwjwQ1IYHV8kwQWcx4J3Hkh4aQEQ21HyWNFVYBFL6fVLzBJ0ceOd0hQ0zjt+Ja9k377fYtg47eyjWTnbzJxYQ2TSYUja+DiEfkeqdhEAhBnshzrfWvgj3/JJEevx6FiU9mDbLbIY+xaDBcOQN9noP8L8lnMuDfZFiXHF4gjUd47zuS0looesEaUvK1IlytYG0R/fAF9Spy8HwLVg/C4ZNuRK0W2RVnDpYL/4dUySdagn2x78fe+dSZLMG82p2+vcSRItgBeuX7p29KaLmNg+cfTkuU07nfJ2vJ1dPDxZpgIcyTK+/rP/6QF/Gm2/AB/PgM9H5fjNjKR6HHD+i+NBfkAm76DMT+n33fKxcBBPsCNH8sq/oL/+b/e7ZDsH69H/q5NHex/3NK3JIst12vReGV7UaAgH+R9MG0kPLgplx9bKVXclZCcY1VinNzmP8jPaO8CWPIW9HzEf7C/b1H2gCKQ1Z9KO5/iHuibLbJ6CND+Noj9OXCQ75N4BuY+Bde9V/CF+uwRQCEN7h1pxbjO7pOT6bJ1Jbj2vWaOJCnetvqT7Ld1OyW4PrpO9nvX7m6s20Dy+bRWczVy73l4nBJEGJV4RgrnRVeSk2t/t40/Lu3i+vxbCu59fm36dWYr3DRFts+YLbL6fmqb7LEtV09WQVveLAGwI1FWwt0O2e+78RtZHfv65uDtFe1RsjfZ7YQfbpd9+Bnt/kN+6veBoZMkwFkzWX6nPnFH4Mp/SoX0uMNQoaGstCfHSbZLeOm03t5fSf0Cj1smEK5+VWoeOFIkwFs3BfbOl+fRdhR0uVe2G8QdkZoKnw1IX4ltMTR7DQWQrJDk85LmvOnb9MCzejvo+iA0HlC8trLktbBS/msqBFKqqvxrsUtgHcq6z6WLxOmdUKWVvA+63AOHVkC3+zMH0o5EScFfM1E+N/ZoKTxZrb1saVn8igSzlZrJ5FS3+2Vy7cia9NsveUMmt275Hj7olB58hpVK3+rjSJTPz68B2ie7UmDh85Ip0ONh/+9Dl0PGmczyfq/SUt7XcYdDvyYJJ+Wz7xNsgb1CI3ndvh0R+n6XvS1bXiq3gJNbs1+//6/Q95FTbqdkYGX8vggk/oR8/zS4SvfrK6UMK/Bvi7Vr1/L+++8X9GGo4iA1Hpa+YWzs2skEfPuf8PNHPpCze0tIKp1JTrBMZkmTXjvZ2M12zA69X7ukcjtlQun3f8FrDeDj7vBJL3i1rhTCizsCKfES/F/1LDy2Awa/IyfFWV04KMWmej6a70/jb2ZbzlpWRZaDOj3gl3tDTxAsfF4ySWp0lM9bq+Fw70pZ2bRHymXRVeD8QUmvvWOeBLQfdZN+81MHy7aT2Q/Lbe6YJyfO/k7oM2o5XH5PP9+bPcjPaO8CWZ11O6S9nk/vJ2Wr0PTxkHxWjvPXx+HVevBua2kzOKmvnOw3v15evy73whX/kBXVPfPh9HapRj7oLbhnhQQvfz4LH3SG+n2lheGqj+HatD3KURXkOWYNBpwp0uP9/fYyQZkxXfzoevjxNvhxnGxdUsZ4nJJCbkTFJjKx5nHDjjmQcsHY7dZMltaL1jCp+9DhDmk/6dvu4fVKhsC3I2QrzMoPZTvVhi/h80HyGShTS257arvUA5hyjXwWRk6TIqoZbfhKJgqaZJhUazMy/XvcZJHPTYuhMmkVyJI35D2XkTNFJgrWfia1DT7uDl/dKJNxd/0lNV+CbQ8C2ZqTcfU/LEa+G/xpN0YKahqZiPG4ZWKl/djAYzJmL+QGZ5JMmhu19Udw5vIxKKWKtQIP9NesWcMHH3xQ0IehigOLHXb9bmxs0lk4vsH/dTmpLGwNS0uJLOZ87QUjy8lzPrXd2O3czuxVlJW8ZxLPwEfd5eQy4wmkxS4r0W6npJR+2EUmAiYPgAuHYeS3cOMn2YPqHbOgfENj1dbDS0tv+dzkTIKmAdJeswqLkWD0+Kbslff98Xph7RSpuv2PI1Ilu0LDLKnBXimiN3QSfDdK+n5fPJb5fg4ul+J4B5bI3t1QQUXr4TIh4K9yflbbZ0HyOfndgWQrtBohQVXX++Uz88V1mVsOglw++xFY8aFkKJyKlUmJSX0lJX/KQFld3fStBDmD35H9xEln4eubZOvQvkVSWKxiE+lo4I8rWboxBAtWdv4GC16QuhYqtLAY6PVk8C0PURWlVsO1r0vPeVdKzlaHj6yRyZt2Y2Hgy7K1I+P73pksFecD3ef5/TD1Oqkj0WJo+uW758mE4tDPsn8O1n4mEwogWwV6PSHdSRxJcGantIRsMkgyScbOks9yVl6PVLH3TeI5k+HYOtmLP/cp2aZz/oBkI/32pLznq7SUTgPBtBiatt3E9zjISrw/FRqmZywYcXSdfIf6YzLlrO5AKG6XvO6jfoR/n5Y6Ah3vDJ795kgKnoGkSrTRo0fTuHFj3nvvvYI+lGwaN25M48aNWbXKfybosWPH+Oc//8kVV1xBixYtaNy4MR06yCTkkSNH/r79kSMBCoaqgAo80Fcq17hSjO/zg8D7+ppcY/w+6l0pKYrFnSNR+hybrcH3EvrjceTNMRVlrhQpvpS18JPZKvUjHInwQUdY/o6s7DsSZdV+yevSmz0sRoqtZSwM5XZKwFezU+jHb3Nr5j23uSEsRvbLGylW1eZWeV57/jR+/7v/kIDKavd/MmyLkEKLf70qqc3BzH1Kepw37B98XExVWVE1as1kmWwAqdQ99ynJQrBFwq9PZD9Jr9tL9hCP+10Kgu1bKPucs1b/vnhMVvHnPCbfcf2ekfT+pLMyUdR2NGyaJgXDqrRIr+zu40yRoCtUBwOQ+9PUYOPK1oEbP80e7FdvJxM396+VwpdmOySdlpXjOj2Mb/fyuGXyuWLj7AVEXQ5ZuT8ZG/w+Ui/C/Ock7T+jXXOlK03DqzJfvm+RvI+iK8Mdf0r9ht2/S0eNT3pJt4wfb4e3msv7ZdBbMpmV1aHlcowgn/cvhwROU/dlJdRoD40D/A222KW9bcb3ty1csmDK1cs+3mRGZgIM8noDT/7V75M7QbbHI5MeW76XScDnK8OL1eH3/5PJmAfWyUSKP6WqZ962oIolr9fLb7/9xn333ceVV15Jq1ataNu2Lf369WPkyJG89NJLzJs3j4SE4jEhGx8fz8iRI5k+fTrHjx8nPDycChUqUL58+YI+tDyxfft23nvvPT7//PN8ebw8+cb45z9DVCvPYOfOnXlxCKokskXkLBCNrhTg8sqSzmikZVKPhwt+/3l+CIuRwOXLGyVoiSxvvI5BhcZ5emhF0rl9ab2Ss2g7SgKAX+4NvOXBlSIn2eP+gKbXZ25J5XZIG7xgoivJCp3RjgOpCRK8m8wymWCPDhwIlq0DA16S6vuB1OoCV/5LetjnpJiZKzX0JILFDhsMVP33eqV1ZsfxEsBUbSPvaVcqnNiSOa36XFrGgckkRf+C1SLwja3WVrJf4k/KCvy2n8kUcFRpKZkHHrfsvd/wtQSKtbpKsH5qu6T7J57JfP/bfpHJgbJ1pVPBjLulSOO9K+D3p2Uvtd899l5JyTbCkQA750KLIcbGl3T2SAlM710l6eqxM+S16/cs/PW6bOlIvZg+vnZ3uPL/YNR0CWxDpYNXaRH4Oq9btm0EY4uAhgOkPkC5+rLtJWObxrVTZKIoYzac2ynvo4c2yXt04zfw2xMZ7jNStiGYLbJt5eBymaxKiZPOGbZI+fvgRdrPJl+Q6278RDIPNn/nP+B3JEqhwI53ws5fM19ntkgHC3/bg2yRMiHx9U2ZC3qePyCfNaOZflVayG386fnE5f+t93rlu2XKQKm7kNH+v+Snfl9pp/nVTWlFPzPofLexAoeqyLp48SL33Xcfq1ev/vsyq9VKREQEx48f5/Dhw6xfv57PP/+cl156iSFD0r+nq1atSt26dSlbtmxBHHpQdetKp5qIiOy1kmbPns2JEycoXbo03377LfXr1890vc1m+/v2NlvRr4e1fft23n//fapXr85tt92W54+XJ4H+jBkzMJlMGO3cZ8rtdiWqZHKlSjphqF68IHv6/O11Blm9uPFTqRofbAWs3diSFcRWayf7j7f9IgFpxurigVRvF3hCpbBLiQfcki5vtkoQ6/Vcfks+Z7IEZ/50vFNatIWqa+BKTQtU78j8fi9bRyrZb/nBf5uocvVgzC/GTlgdSVIca+lbcgLqcUpaa5d7oWE/SeXN+t1tj5J9sRUaweKXpXiYT0wVeX5d7pPJjLo9M1eKD6VsndDbZA4skQAirJRU4G8/VoIbkMdaP1VWvlPiYOfvcN0H0mbP7ZAVR1ukFCvbPgtWvC/7/MvXly0JrYYBJnkvXDwm6c3bfpaJFYtNXm+LXYKa3v+QlOchnwJeKWDZ/jZZ8T+6TlpP/vaU7JfOaN8i2a7R+ym4fS581j975tHqiTB2pmyhiSgrx2KLlJXNQKuR1rDAbcP8CRTsKP/skZImfs3r8p5yxMvWi6yV60Fa0U0dLEVKh04OXSiu20OB2yR6XIE/Q2GlpEZEm1vg2AY5lh2/whX/J4X4lr0r3xOnt0vBv4wqNJD7DouR77+5T8rlFZtIB4kWQyUTwOOW/f8Jp+RzMeBF6QZxbj+UqiGtKJPPwbL34Pw+ub9m10Pff8OKD+S9ntW2n2WLQkyV9MyW2t2h33+lgKa/QNdskYm12+bIZNuaSXJMCaeg092w5M3Q2X4mk2wBmD4++3V9n4GqrYLf3ghXqvzuswb5Ge2dLy0OB70lGRQ+9a4o2A42Kl88+eSTrF69GovFwtixYxk+fDi1atXCbDbjcrnYs2cPS5YsYfbs2dlu++qrrxbAERszd27g7W+7du0CoEuXLtmCfIDKlSsHvb0KLk8C/QoVKtCiRQvefTfEXivgk08+4cMPP8yLw1AlTViMtKLa/kvoFLtOdwXO6DObJUVu/CKYfqecJGV6nFJSibv7QyWrQrU9Eq55Dbb8JK/fhq+Cr+qbzHDVczmreVAYOJPgwhGY/1/Y9Vt60B1WSopSXfmvtFXtS2xF5nH5L8RVsYnswd630Nj9bJ8pgUVMVQniYqqkpe2bpUf9voXyO0q5IPvxO4yT9m5mq6yyBeNMkgmHNRMzX55wSgKVSk3htl8l0PQX7Ne7Emp1lsmS+BPS9aBsHfnM+dJuLTZoewvM+7e8Jg37y0RA7W6yCpl0Tk7610yWavqd785ewduZktY20SQt5ZLOS4rtkIlSPO+3p9JrRFRrK69B76dg9qPy+d2/WFKfa3aW184aJoXGwkvDbbMh/hRc+bR0PHi/U3qw3GKoZEX0eVqCYleqBDyOBHlNjm2Ayf3h9I70Y63RQdKbez8pr23WIN/H44KFL8jn5to3pTJ6Rqd3yGSCxy0TN8c3SoG0en0Cf9bcaUFb8nn/12cVUfhWhIqEsGiZHP75Hv9Bvo/XIyv9968Nnj3WaCCU95OS/vf9BPgjFlle9s4fXQ+fXinbfnxMJinmd/UrUmF+x+zsWXCd75EJb0eiTCh6vTJx1v95KeT4YWeo2QUGPC/bBrZ8L9kn4aWh2Q2SmbL4FZm46vYAdJ4gxffiDsv7vlR1GDZVvrPmPJb5sV2pMjlw64/yPi9fPz1TJdiWEpNJ/kZVaSkTDp60PfCY5LtjZYjzzPa3y/dJxt9FnZ7yOa/R4fIneAGOrJbvl8rNpXaDK0U6BWXM+AB5jfr8WybXj62XjKNhX+bOMahC68CBAyxcKH//H374YSZMmJDpeqvVSpMmTWjSpAnjx48nJSWH7T0LKd/ziIwsQefT+ShPAv0WLVqwbds27PbQFZitVt1vpHJRuXoS/Pz6eOCToGbXQ5e7s+9jzcgWDuXqygpB3BEJqpwpUKmJZA14PSUryPexRaYXdLrtVykulnAy+ziLTdI0q7UrWr25nclycvzV0Oxp5akXZZ/zzrkwfqGsIF1KNpLZJifiWcWkVY03ug/U7ZT3ZnQlCUC7PZQWSKd97zYcIEEzAGnt+owcryMRlr+XPcjP6NR2aXU3YaH/4NLXw9send5SzC+TBAK+z9SaiVL5PbKc7Lev3wdG/yzpwQ36pJ/opybIqvzqTyXQtoVLgNHsOmkRN+0WSSfO6OAy+anZWYKIfYsBr6werv9CJgWcyRKwd7hd0vRLWeWzn3Q2PV2/+RAJkrb8AHFHJdMh6ZzcX71e0mLPFg5nd8v4MrUkiGjUXwKW1Hipqn94jRTeC2TxK/DIVtnzn7GooMUmx2Kxy6RNvSsl2KrfJ3Ag5HbIa7zhyyC/C9+vxGy8qKLKzpVqrHijxyXdSzqO9x/oN7lWtncE+ztjDZPvjcQz0GgAlG8gv7/WI6Ww4p/PZL+N1ysB+OQBcPuvMgF3KsOEVPn60PQ6mQz0OGUioNFAWdWecg2c2SXZbL2fzNyez2fd51JP4Oap8t006yHoep8Unfukt3yvXjwq28DGzZXPU+z0zPdhtkGVBqFfw0CyBsR907Kk1nzq//u1/e0w4AXwmuDx3ekTdmab3FduZJ2mXJTCo/etkmyoC4dkQrNCI5nQXPlh+kq/1wMbv5JMC69H/ubaCml7WJVrtm9PL3Lct2/fkOPDwzP/7R09ejSrV6/m/vvv54EHHsg23ul08vXXXzNjxgwOHjyI3W6ncePG3HrrrQwcODDo7Rs3luzVL774gubNmzNx4kR+//13jh07RkREBG3atOHee++ldevWfo814+07d+6c6Xh9ZsyYwYwZM/7+b9/WhCNHjvz9esyfP58aNbK3BfZ4PMydO5fZs2ezZcsWzp8/T3R0NNWqVaNbt25cd911NGrUKNNrsXr1ahYuXMj69es5deoUFy5cICYmhmbNmnHjjTdy7bXX+s04X7VqFWPGjAFk+/nBgwf5+OOPWb58OWfPnqVcuXL06tWLBx54gMqVM2fh+F4HgKNHj2b6byDg7+5y5EmU3bx5cxYtWsSpU6eoVCl42m5MTAxVqwY7EVQqB+xRcpJTuQUsfhX2LUj/w16pmayotbjRWJButsj9VWwMFR6XP7hFKWjNK77UyXL1ZA9n7AxJY44/IStazW6UFRyLveitQHjc8M3w4HvHLxyE70dLr+lLqcJsC4f242DlR5kvd6XmrD0dSGE6V6oEC+1vyzx5ZTYHTvkNxmSSVeObPpNVJ7dDApH1UzMHnKe2wbGNsjplMkvNAWeKtAKLqSIns6EyB8JioMejkia/6CUJboZ/JRkDp3fIsVisUP8K/q4d60iU/cIWu1QjL1NTju/bEVJf48ZPJePk0Er/6bqHV0l67o0fw7aZ8HaL9PZb4aWlYFmNTnLyfWyDHEONTrKyf2g51Owq6c4tb5bK5Y4EqFNVJhh3zILvx0rK/j0rJK3fFiFpzpu+k4DGHiW3vX2ObIOZ85j/uiKOBFnZ63CnfI/V6CCr9rW6yHhrGAx6W8aGmhwKi5Z6IkYC/UYDS0jL0Dyy5UfjRWFjZ0ihvtM7ZRLK64aKTaH7g5L6HujvlCMxrXCcCe5aIpM/Z3bLex5kJbztrXIci1+Wz2LdXvL+diTKYyWehl8ekK0885+Vv5thpWQSyvc9ZLZAaqIEwTPuliC/cnPJZPlsQOBtA6d3ykTgnfNl+86KD2RCquMdUlQz6ZxMni14QTJrMgb6URXkc5ybbBFSwLLno3IsR9fK61etDXR9ACLKpL/W9gggL7abmWTSb/aj8vr7RFeS7U63/Sq1WXz1BM4flPMVW1To71FV7Jw4ccJvGvulSkpKYsKECaxZIxNzFosFu93OmjVrWL16dbbsgUBOnz7NkCFDOHjwIGFhYZjNZi5cuMCiRYtYtmwZH330ET179jR0X6VLl6ZChQrEx8eTmppKWFgYMTHp2wqzTmQEcu7cOR588MG/nxtIbJmQkEBsbCyxsbHs27cvU/b4+vXrGTcuvVuH3W7HZrNx7tw5li5dytKlS5k3bx5vvfUW5iCZRCtXruSee+4hKSmJqKgovF4vJ0+e5IcffmDx4sX8+OOPmYL9ChUqkJKSQkJCAmazmXLlymW6v7zIasiTb4877riDIUOGGCoIMWrUKEaNGpUXh6FKKnuUnAwPmyonOknnJDi1x8gJkdFqxxmZTJIeq9JZ004GWw6T1UKzJW0yxBY8W6Kwcjkk1T1QVeiMfCfKl9puqXR1WVk+nKHVzOkdkr4fUdZYinWZWpK2f917MrGVG0WavF4J1rvcA+u/lEkNa7hU5b5nuazuzXlMVgF7PSGPu2uuFB07naHlYtXWssWhTo/gkz0uB+ycI0H+1a9Cvd4yQbd9lkwwgDx+8xuluFlYKVmpH/AS7JknJ8MRZeG6dyVYX/IGfHMzjJ4uq4jLA7QZqtEBDq6A2Q+lB8kRZSVd/9AqafWV9XcQVQGGfSUTKOunyiRAWCmZaDm7WwKF3k/BnX/K67bifan+73FLcNT+dgl0Fr8qn5Odv0lq8G2/wtRrs/f6rtEBKreU2zbsCx6vFECLPy4r+SazfJdFVwJMoYPz6Crw8FZps5d0TiYZNn6TeRtJ2Tpww4clo8BoXvB6pBidUSlx8jvs9WR6dxKTJfD3iiNRbrP8XQkIfRko7cZA00GSZbL6Uxlbrp5knty/Vt6nR9bId1Z4aWlhd36fBNT/z95VhkdxdtGzko27Q4AgQRIsBIK7u7u7Q2lpgbbUv1KjLRR3d3d3JxAsQYOEQEIIcVv/fpxddjfZTYK2tHOeh6dld3bmnZn3Hebce+65WjVVKDZOzDprNYAqk9J9tRIIbKtrCXic+w0dxlKW/Pw1Ml8wyFBzLJ8T3kFA4aosn7H3oOll2FI+Cz3LGspcQgbilZzyCwp9x4IGU6hUAHQZ+/egzFNkAJFbgZ3jcgfl0uP5/Iw6AvTayOfXk8sGc2GB5P9nUKFChZf+Zj/99BNmzpz50oTuTfHTTz/h4sWLEIvF+Pjjj9GrVy/Y29sjMTERc+bMwYIFC+Dk5JTvfr777jt4enpi+fLlCA0NhUgkwvXr1/HZZ5/hwYMH+Prrr3Ho0KE8ybEes2bNAgBMnjwZW7duRatWrfDTTz+90nmpVCqMHj0aly9fhkwmw7hx49C5c2e4ublBrVYjNjYWp0+fxpMnT0x+Z2NjgzZt2qBdu3YICgqCu7s7RCIRkpOTsWPHDsyYMQP79u1DSEjIy+y9OYwbNw41atTAxIkTUbJkSSgUChw6dAhffvkl4uPjMX36dBPvhNOnT2PLli2YMmUKfH19ceTIkVc639fBO3mC2NnZCbUWAv5+6F9WXyerKaDgkEgBSf7/QPzjoco2daPOD+Er+dL4OoEjKzug5zoadulfmLOS6DQd3Jcv8vmh2lCSgoK00ysoFOnAhn40tTPG3QPAoW+B7qtZ/y+2IsG/MJ/1/wN2sZb0yA/M7MdeZb/6Vr/RDMwS2deqgWM/kSAXrgIsapq7XlWVzR7yCXeAfjuoItgy1JSI7/+Cdcdtfme5SOIDSosbfUki/jScBl239/CaVekPbBtF2bBYQgl+rTGUNO//wvxYXf1ZL316BhUDTr46Az9bBlxu7aF8+sAXLAUwRuJ9kqw2M4AGk0hwos+xXrd8F+Dj28CxHzlGQOcl8Blw8g86ictTeV691pN8pcaS8D0+z97kIimzlYWCc19rRSagVQFhy6hSUKQDjoXoN1F/Eo97aTnlwS1+ZEBUwOtBpPN3MYfCVehBUaQG50x2CgMuigxDEDkv7w9FBufNwS9NyWJaLOfB8Z/p5C+WkjRW6MpjRZ+lhD9eF4jzCOB2SY/Y8lEvvRdLqOaoOZrPJ2Um4BvMgJ1Ww7Zv6c/42ZzqBbsez28DRaoBaU+Bdb0NjvgSKwaHa44GIGIQ4Pktjq32R+9Wpv53uNanx7OEIS/lzZPLbIFYfzKfnYEd/pvlgf9h+Pn5oWvXrtiwYQPu3LmDli1boly5cqhcuTKCgoJQsWJFBAQEvLKB+dOnT7Fx40YAwNixYzF0qMFw0s3NDV9++SXS09NNZPOWIJFIsGLFCpPWdxUrVsSMGTPQrl07PHnyBOHh4QgJCXmlMb4utm7disuXL0MkEmHWrFmoX7++yVj9/PzQvXv3XL+rVKkSpk+fnutzFxcX9OvXD15eXhg/fjxWrlyZJ9EvW7YsZs+e/TKwIZPJ0KpVK7x48QI//PAD9u/fjx9//PFvLVMXQoUCBAgQAPAlPSsx/+30yEwk6XpdhYiNMzD8BF3tLy9nne25OWyvdu+g4cXcHAqHkDSYe2lVKyntVmTw/21dCtYtQJlNzwW9eV1OlGoMeAey33PkNtMM9N7PaNbVZwuweTAJM0CJfUBTy8d+fpvXseYoYHb13CRfD4mMBnv7P7fcseDBceDaRsqeL69kDXLSAyoCSjZit4BGXwIPTjHL3m4mCZJGxYyiqz8QfYH3M2d2HQDqfMJ7VLIRyfG9wwaJtktRBl4kMtbemrt2HedTDXFzh+kL/9nZLCvqvIgZ+5gwkvbFzYHUGMDWDWg1j94i0ecZWPEIoCS6cAjbpdk4A2GLGNCoOshwvRUZJH2bBzPgYXzd7x8FXIrRwb/x1xzT6ypUBBhQvjPnvXE5SJclrJ8PW8L2caHD2MXhyWUS9KxE3tcqfYEyrakaMS7jUcmppjlgIQgFcN4d/4nBtdrjdWacK5m1H7iPbSTPLwC6LQOOTgOu5GhDqVEDt3YzGNZuNtdtZgJwbh73pVbwHGqMpEfJznHc3hKciwA91wI7xupKVhxJ4JVZvDYRW7kWOs5nJ47MJKDr0n8OuVVkMKAplXG8asXrlaLJ0/mML0g5x/UNLDEoUp2GhkJHqv8cvv76a3h4eGDZsmXIzMxEZGQkIiMjX37v7u6Otm3bYujQofDw8CjQPg8cOACNRgNbW1uL7dxGjRpVIKLfrVs3s/3ty5QpAz8/P8TExOD27dvvjehv3kxT2/r165uQ/DdFgwYNAADR0dF5lqGPGDHCrHqhcePG+OGHH5CdnY1Hjx691TKMV8UbE/1OnTohMDAQ5cqVQ1BQEMqWLVvgugoBAgQI+MdAowT6bGYG9NkNvpTnNJoyhr3Hm8kqxRJdp4hPKd3NTODLtrUjMOgAsGOMzhHbqNWexIpEovV08yRfmcX2cefm0Fui2lD2hk6NJYlz8OF2OUsrNGpKgS2RfO8gHnNFB16bnFBl04Qr4Q7QbQWwsBGJh1ZLYtNimvksXeJ9ZvzvHGAdsU8FvhgnPzQlw4HtuT9LJB8Aao0DgtoDs6qaegkos1jrfmMz0HM9ULYVAxO395jWxheqAjScQtO/Nd2Z0dTDqTDgX5slBTvG5n5pT45m94A7e+mOvbIDpcmAwTdgXS/TUg1jxEeypnnwARL3yyuADrP5sq9RMUsbf5OBln1TSJCMgxE+FZmdd/CiC3/RWhxj7BUqNCyRjORHwJIWwOgLlG4LeHOIRMymX1lD0tpnCzPZq7vyPrSdyfZ1Myvnbp14/yjvYd/tVI/ojS61WuDw93kfN7gPA1m7JnCeGs9tGxcGBvts5jrPSfKNYevG0reLi4ETP5uuwxf3qOQpVIUkHiI+o8yh3kQalxatyVZxIrGhNeWlpSyTykpi7f/o80DPNf8MwzlFJgOOp2cC19ezBMHGheVDtT/ic/9VCL+VTW6zQUtQZrGkp9OCD5PkK7OoTtEo+V+tumBeLQJeQiqVYvz48Rg0aBCOHDmCixcv4vr164iKioJSqcSLFy+wbNkybN++HQsWLEDFivm3fYyIoOlr+fLlLaqtixYtCl9fX8TG5t2G1ZLZHgB4eXkhJiYGKSkp+Y7pbUClUuHGDb6PNGzYMJ+tcyM9PR3r1q3DsWPHEBUVhbS0NCiVuYP8z549s0j0LV1/4+2Tk5NfeWxvE2+8+iIjI02cIsViMfz9/V8S/3LlyiEwMLBAtR8CBAgQ8N6hzCJ5PTOLtdZiKWunO86n3HpDP/OdBUIGvLp5njnoX26djZxkpTbMqrX5k+Zemc8pty7fWddGykzmVZEJrO3OGvYOc5mlPv2nKSl08GbGt5bO5En/MqnMAs5aqGcHmA0/M8s8yTfGozPAlbUkFQe/Asq0ZP2wIoMZPHk6Xb2L1SaBsHMHgvvxZXjwAQY7bJw53ouLmZHMTuH+8ipncC4C1JkAzKttSvKNUaUf4OYPzKtjvi3k08sk+O1n8/pt7G/4LrgPSdn+L3j9KvWg4aBaRdWAWklfAomMBKuXrlb6wgLOk8jtlkm+HllJ7Pfd8hcap11YQGdytZL3u2I3oPpwoHwnBimMiX7cNWB9b2ZzCwVTni8SAwe+zD+TmBbLEoyaYz9Mb41/GqwdeR9eRFHJkRxNiTzAbgZ+VYHFTbkmzCE9HljaguTXUWdUHHuFreksoWhNtmNb2tJ87Xx2MnDyN/aYb/4j11i2hZfx5v/j/DqeR62sfq3020YljTzN9HsbZyCoM/0gwhZTraNvTelXlet59AWamkafY8a7xc+Wj/cqUCsMHTJE4lfzm1BkAg+OAQemUuFTOARIfsxAXNgSBjPbzQKCOhSc7IvEua9PnmPIYKeNt/Fvy/uCWsHA6Nk5DOKkx/Nz38oszyjX9p8RxPmA4OjoiPbt26N9+/YAALlcjkuXLmHFihU4evQokpKSMHbsWBw4cADW1nn7syQmMqCYnzm6t7d3vkTf3t7yvNfL01UqM+ay7wDJyckviXmhQoVe6bcPHjzAgAEDEBcX9/IzW1tbODo6vszQJyTQbyUrK8vifhwczKvgjKX67+t6WMIbE/3Jkyfj/v37OHz4MF68eAG1Wo2oqChERUVh926DrKtQoUIICgpCpUqVUKNGDQQFBb3poQUIECDgzSBPY6Yt+qzp57FXgXOzgbqfsAXU4qaUbetRshGzPO8SNroX1OrDDA7bliBPJ7F+cILZM1tXjjln94D0ZzS+i9wODNpvyOJa2fKczcHWlfW0fwUXbNyXlgKDDzJIEjqM2fM7+00Jp70Ha1Er9aBU/dTvHLseflXZ+7raYLY6LFyFUnlLCBnAOn5LJF8kZs37ut7mSb4eWg0lyeOv0flfXz5RshFw/wQw/grb6B39kS7nEiuOs1JPEpmLC4HMZN67Mm0owVcpWBLhVIjjLNmIxF2eyoxn+ArOLWtHthq8sAA4YpS99Q6i6sHJjz233UsBPVYDq7rkJvF7P6P5mljCLhiWFBo5cXExFREC3g5k9nSzV8m5DvUIHUbDSEskX4/sFM6x5tOoxInLJ8DW6EvWuHdfySBhRgIDa1fXmhL6iK3sbFGpJ3B+Xu792LkDpVtSbZATYgm/K9+Z61clp7dFtSEk6sZo8RM7TZyfx22rDqRvxs0dXO8xYVwH3VcBKztRbdN2Rt7nmB8UmQC0VFLc2mUwKqwximu5IEQz4zkz0IP2M7iiUbOlbsYLru2ra4Edo9l6t0gNy+0sjaFR898KY9PLvODk+4GRfCWDIUua8/oZI/YK/VT867JLzd/hj/AvgbW1NWrVqoVatWq9NK+Li4vDyZMn0aRJkwLtI7/afm1BW/v+A/GqvgVTpkxBXFwcChcujM8++ww1atSAi4vLy+/VajUCAwMBfNjXBXgLRH/AgAH46quv8OLFCxQtWhS1a9eGp6cn0tLScPfuXVy6dAlZWVl4+vQpnj59ioMHDwIASpYsiREjRqBNmzZvfBICBAgQ8MpQZpNEWsq0arV0Q7Z24ovr5iH83CMA6LL0/dYz5/ePmEgEXF2j64HdFljbmy+jSY9MJeh6xEcCW4dTIppfxssrkI76OWXGlpB4nxme6iOBxU3Mk29FJlC0OjNAx37M/X1MGBAzBKg6mJ4FIgmglufeTo+KXYHV3Sx/X7o5xxF7lS/dNUcBftVJXpIeUOp87xCJs1rJzF21IaypByhVdikGLG9rkOQDNMwKbA9sGUapdfWRgKM39yGWso7euwLQeyOznNc3MiCTlUwCVKErMOYSCZFGBTyLAI7+AJRszI4F5TsxGKM30hOJgWK1SNT6bWPgwjhbqNUwg1rvMwYFCoq0WJ3UW2ir99ZgZctgUMId/t2lKFU2N3cU7PfXN9I1HzAlfv51OS/sPHjPvAKp1Dk/hwE1RQbgHkDpfIPJwPM7NGy8sZnr6uIiZqXNEf3ynZnNz9lxIqAZA4jJ0ZTcpzzm+ZVuydKjEg1J9mS2DGwFtmeQsVQTZv+1WiCwHUt4IrYxCFCuHddI/500+9SvmdeBIgO4dwTYOsz0eff4PK+jX1WWLVg7W36WynUqmGvrgXU9DZ4WIhHXY4PJQKmmJK5H/8cyoIL8G6BWsBznwvz8t5U58Jp9SNCogGWtcpN8Yzw8CeyeQKWL0NHjjdGtW7eX9fT37+fT/QJ42cItPj4+z+3y+/6fBhcXF1hZWUGpVOZy1c8LsbGxCA8PBwD8/vvvqFy5cq5t9Nn8fwPemOivXr0aGzduRJs2bfDTTz/lchZMT0/HsmXLsGDBAmi1WtSuXRsXL17EvXv38Omnn2L//v2YPn06ZLIPKIIpQICADx8xF/OXUwPMwOkzvOXaMfP5TzGM0uPmLhKA5v9jRq/t73xpdvDmC/6FBTRgM8advcx6WTvyv4WCzV8PqTWDIq8CiRWw8yPLGfbKvZgNNEfyARIbR1/WLBcOYfDCpRiQ9ND89g4+lr8DSJofnubLfrHazDSlxhpqb0s25nYHp/J63dpFAzWANctaDd3vjUsXnIvQ5X/fFKDtnxzr1mEkU+XakgB5laUJml6OG9SBZOLIDwy2PDhBp+2e69gOLWwJMDac5D36HMm6TwUgdCiJUMIdBiGOTmO7wf47gWVtTFtC3twFNPzcsnu7JXyINcH/dOhbxgGcLy/umjd6NAdlFpD2jAG7cq0pgw9sr3PfX0zDSys7rndHb66ZZxFUroQOAx6eoqeFMosy9E4LOa92TaAPgHGWWWpDYu5cJPdzolxbErSNA3Irn1yKMmgntSahl6cA9t5cszIHEvzgPgyWytOY1a/YnWts+yhd1wp7oEwLrtGCmIbmhFrJgNrGPLwoYsKApa3Z+tJcZl+jArKTgIUNcxNWrZZBwIcn2XWkxU/AnomAMqNgRF9mT4PQS0vyv/fBfQBNAUz7/ilQqxi4SYvLd1Nc38RrJ+CNYVxnXxDuFBQUhB07duDGjRvIzMw0W6f/+PHjfGX7/zRIpVJUqFABly9fxtGjR9GjR48C/c74PPVZ+5w4c+bMWxmjOehLA96XUuCNif66desAAJ9//rnZ9gEODg4YM2YMatSogaFDh8Le3h5nzpzBzp078eOPP77sN2jcZ1CAAAEC3imyUwvWwg6g9PXufmDYSbYp+yfWGnoEAM2+p4T2xhaDZN/RFwjpDwzYDeydxBdsPbRaZufqfETCUGsc67xzIv0Z4FqsYOMQiZiFF0lpDld/EjP8l1cA948YjL2qDeZ4csKtBDPplXoCijS+9Np7UP7aYApVCOaglpNs5CxV0MO5KFCiPiXq20YZPBdEYhL94L5sU9jmT5KXG1sM97liV449pz9B1YHA3YMMrmwbxawkQMOuqoNIBvQqAT3sPYGaY0g4lrdlcEKVzfZ2LX8CKnUHDv/Ac2n8FTPtx6bpyhq0NN2rOhho9gMDC46+wIQbPJ87BxgokKfw+vtV4/kVxO3bq9w7aV3+n4dxRw6txtBGLyccvOkhUbwe12J2MktFrB0ZZIu7TiJ/7zBQsiHl9yemswTn6lrOg04LgFHnOGfm1gZSc2S4bmxiq7w+WziOehMBF3+gdFMAIq7dF/fZuUE/b+w9aR64skPu0p5GU+nBsby1aXBAYgX4BDF4FncVOPA5pe92bmwl6eDFtfUswpA1PzeXCoMWP5PsvgrZ16iAfZPyn+fPbgCRO6hayGkOp1YAa3vmnZVWyYFNA4GPrtP7JOUp71tBYOsGdF4MbBpkapJojOL12P0iL3m7RqN7xmn5jHhdBcTbgjKTQaeCQKNiN5Sao189CPkfwePHj6FSqVC8ePE8t9u2bdvL/y9IGXTTpk3x888/IzMzEytWrMCIESNybTN37txXHu8/AV26dMHly5dx/PhxHD9+vEDO+46OBlXJrVu3chnqpaenv9Proa/rT0210GXoLaMABUZ5Izo6Go6Oji+lIZZQtWpVTJgwAXv27MH58+fRpUsXrF27Fo6Ojti5cyfCwsLedCgCBAgQUDCIJUD8Lb7QFgRPrwDQ/DNJviqbLscLG7M+1ZjspsWyT/1ynWxWn7nWI+O5TjIrpmS0SGju/T+L4D796+Q9Ds8yJBrVRwCHv6U7/Y4xbO/W5Buab3mVY2be1tW0Jh9gT/vBB3msBfWBPyuyVviP8sDxXzi+5tPMH/tJeO5z08PBiyR/x1iOS0/yqw1hzX3N0cCTS3x5jzrC4ESnBZTyAkClXiQiAElMYHvKeEOHMXN56k8DyS/bhgGAxU35WU7ykfGcPc1PzyDhavMn8NENdguI2AakJ1AlUHM0CVdmIs3T6k8iAbx7AEiJJilLewZsHw1cXc/WZGVaAUOPAN1WcT5IrdkirSCoMfr12kQKyBvFahueMYlRXCPGRppiCdfl6Avs7HDqT2DfZHo3VOnP759FUN1x8je2ULyzH5DaAZ3mA323cU2lxfI3igwqT4xJvnspoPcmYPAh1u4f/4kqJf86LAM5+hPwgxfwV1U66vvXBoYcZMa/Sn+WteQk+aVbMBiX9IhjmBIDTLwLjDgFjLoAeAYCi5rQZ+BFFAMXifeBE78Af1XheXVdbkr4tFp6TEQdoQpBmU1vguubgfDVVADJ03L3ok+4k1uFYAnnZpsvAUq4a1qSYwnyNEr7Qwa8mnGlzI6y/2HH+YwwPm+3ElRM5FXDrr8et3ezxei+ySznUWQYnlN/B8QSg8liQZDyuOCKlv8g7t27h1atWmHYsGHYtm0bYmJiXn6nVCoRGRmJKVOmYOnSpQDo+F6QNnaFCxdGly5dAAAzZ87E4sWLkZFBn5CkpCRMmzYNmzdv/iBN09u3b4+QkBBotVqMHTsWixYtemk+qFarERMTg2XLluHXX399+ZtSpUq9NO/7/PPPXzr3A0B4eDj69ev3TjsHBAQEAGBAYc+ePe/sOHq8cTjQ3t4eycnJSE9Pt+g+qEfnzp0xbdo0rF+/HvXq1UOZMmUwatQo/PTTT9i8eTOqVq36psMRIECAgLyh0TBDPD4cgIgvxVdWM6tq6aVFLOG2/0Ro1KxPV+TxwhcfSaLb9FsgysjUzs7dQPCsbIA+WymBzWl8d3ExjQkfnTGfOfMIoIz80DcMNhgj9iolxBW7Af12sO7d2NgQoDt5i2nMcsfnqC3PTgZubqf0vWI3EtoXd2gsplcvhC2mI725NlZVBzGTF7nd8Fmr3xjU2DCAkmNj2LiwD3nVgUCxOiRgL+4BdSdSQp9wh9fhzF+s3a/3KWuvT/3BbfZ8ar5LgzHuHmRGVJkJzKnObG3fbcCj05T/6+u6ASoaqgwABu6hlF+tAGaHAs3+Rzn2tXXAqenMOLr6A6HDSS5l9jzP6HOWHdYBBisqdBGI/ruAlS3n9t2DdCJ/cJLS9bDFDNZ0XMBM94xKnOdOhdj1wTuI5DbuOgM25doDY8Yb/COOfg9ARLf9fjtIdD3LAufnMjMcfZ5mj97lgb5b2M1hfR9DENCzDLtGWNlR0VNrDOX7z66TkHuVA8ZcZOZ/dWfTcyrTkjX+0LJLxr3DHIdzYQYlMm5yzo48zaDEyd9MibhKTr+TAbuBCt2oSNDDyRcoXFU3X7Vsz1Y4hNfg5g6aSzaYzO30rQdjXiFJFHc9d7BWmUVlU0ERsY3PKte8s665ILNjq9OO8wCIGPSTWjPoKZIAUgsSbEUGgx87x+c2Ej34JVBrPFBn/N9TTvaqpRYyByGbnwekUik0Gs3L7DQAWFlZwd7eHikpKSZS76CgIMyaNctsD3dzmDx5MqKionDp0iX88ssvmD59OhwcHJCamgqtVouRI0ciLCwMFy9ezNfF/58EqVSKWbNmYezYsQgLC8Ovv/6K3377DY6OjsjKynrpyt+4sSERIBKJ8NVXX2HMmDG4e/cuOnfuDFtbPheysrJga2uLuXPnYsCAAe9kzMWKFUPNmjVx9uxZTJgwAV9++eVLI8B+/fq99eO+MdEPDg7GkSNHsGLFCowaNSrPbe3t7WFvb4+rVw3RYX1t/+XLBXQHFiBAgIDXhTILiDpK2X7MBWaHvMqRDI46y0zJ1XW5f1eqieUXsb8Liky+NFnZAp/cpBv8xUUk8uZqv+4eYHa4SChrWkUioHJvU1WDtQP7wKfFAefmUFpuZUuHab9qbDu3fRSDC8bouIDZu5wk3xjXNgBiK9aP56xtbT6N8vecJF8iA1pPZxbs2noSBGUGHeiD+wBNvwcOfUsC4xUEVBtKd2w9xFJm31Z2MnxWbQivwdJW5oMj2cnM/KfFAb3W87M2f/KlfHlbAwm3sqUMWB+ACOrIbar0JyG7f9T8dZBY0Zzv2DTKla3sgGHHOG69csAYbiUYSFFksPtA0kNgyDFmJu8f5zkmx9Aw8cEJlkmUaEBHcwcfZvnX9jQNHgC8/2Va8d79E5Uq/wZYOwKt/wDm16XB3fm5DM7c3sMAgGsxYFlrlmSUbc3g0qNzwJIWvN+1xzNzHh/B39h7MtjkXJgql7AlNGus1JOZc5+KJPqdFjGwFdCUJTIRNO6ClS3Qfg4z+ZeX01hOnkbpf+XeHMPJ6WzrWKoJlTh1JgCbBwMQ6QJgg6kkuXuA87HHWs7jsCWmJn42LixHGLAb2NCfQSw9NCoGxup9aiD69h7A8JNAXAS7cGS+YPCuXDsGzko2ZolNTBifxfbelOC/ireEuW01KgZFCorsFI71dWtd9GZ0BanvV2bRZHBjX/PPdGUWFRqKdD5XX9Xf4E0hlvL+PP81/20BliYJAUWLqFu3Lg4cOIDjx4/j0qVLuHv3LuLi4pCamgpbW1t4eXmhXLlyaNasGVq0aFFgkg+Qfy1btgwrV67E9u3b8ejRI2i1WlSrVg39+vVD06ZN0a5dOwCm0vYPAW5ubli5ciV27dqFnTt3IiIiAqmpqXBycoKPjw9q1679sk2hHg0bNsSqVaswb948XL58GVlZWfD09ETLli0xdOhQlChR4p2OeebMmZg9ezaOHTuG2NjYl2aCaWmv0IqzgBBp39AN4PTp0xg8eDCkUinmzZuHOnUsyzsTEhJQp04dWFlZ4fp1g0yqWrVqUKlUL10Q/23o1KkTIiIiEBQUhC1bzGScBAgQ8O6h7zOfUzKuh0dpOrwf/Mq0lt3ZDxh7yZBB+ruhzOLL+dlZJNYZz2l2FdiOcnJFBrCuV27nbIDZMIk1iWypJkDXZZZdkBUZunpSEcmoRMrPspKBMzN4jbKS2SarzR/An+XNv4wCDCaUakL3+7JtSOBP/8lzKFab7uJzapr+RiwFeq7l+W4bab4lmXcQM5pWdsyYKTOB8/Mpjc9Kojy563IaaYnEdA0v35lBBStb/iYriUZ9qmze41KNAXsvEuk6nzB7GHORkmi97NTVn3LoxPs0OtQHV2T2dNKvPpxy4ANfkvzL0wyGVeU7M/iwvC3/HjKA12VtT9Nzs3MHuq0gCQtbzMxpsdps2WfnzprjrCSSP48yVKPsnQTcY2cb+FUD+u/iddQoGUS5uo6kwKkwCZu1g+CC/a6hkvPebOhHdUutcST0agVwQ9fuTmZPjwV5MuBYiGtZo+a9PPoj560etq4MJtX5iOvzyhrOeWO5voM352DoCODId5y/zyIoD0+LpbpHrcg9VqfCDEJFbAVO/Mp1OmAXj+lSlPNfpOtUcX0jW9fpSb8lFK9HY8tFTUwNM0ViYEIEsLwNTfmGHafy4eBUEvrGXzGAcHmFoXbeyo7rq+7HgJ0nYG3PEqw51Qt2L/yqUTljTLKV2ex0ceavgu2jRAM+N21dC7b9m0CVDfwemHdLUD0mRPDfqveNjARgeuncwd+cKFSFc+l9ByMEFAgZGRmoXr06lEolVq9eLSis/0V444x+7dq10bVrV2zcuBHDhg1Dr169MHToUHh7m5qUqNVqTJvG+kpfX1+T71Qq1Qffp1CAAAH/YMjT+HJrieQDzHiu7cH+17f3kGCKxDSj+qc8nhSZdMZf28O0Fl+eSvnpldXMcvfdyox1ztZ6GQlsx+VeiuZQeZE8cy9kMnv+afw1jyOx4phOTrdM8gM7AE2/48vq9Y18kbd1o/N+6DC+qF/VZc49ywJV+gJuJZkplzkCG/pa7jv+LIL18CNO8e9WdpSuVx9BQmPnQROyh6f4IlqyIbfpsZrye3kqSVHHhSTt7iWBuGs6JYMdSbRIzNZhPhUoHbb34Bw5O5sk3+T+ZFB5ABGDKiPPMBtp68oOBBcXM6t1do7hN9UGAwe+YpbVowxVGpmJdE+/vQc48j2vba0xQIPPqbS4uMgQOLD3JHks3xnotpxzPe4a5dvxkYBvZQY1Cofw3mvUJHD/NIXKhw55GgAR551YygCNVsuWc85FgIH7gORHXAMJ99jyLbg3sOsjSrON18++ySTz9T4BLiw0JfpZSVznNUcBeyfnLldxKgzUGMn1lXiPxLhKP6o7Ml/QPd8cyQcYLFjZARh+gkaSNUZy7p6fz3mtb+VYvD5JvkiSd7cLwKAyqT6cHSr00GoYMHDwAYpU53kdnMpAYMMpwNIWVCnoYetK1UHp5syqS234/HEpAvhWyu0jYA7mOqZY2TDoVVCiX6U/A6vvGhoNAx8FIfkAVWqNv37/RNrKFmg3G9g+0vK/Afqg5T8lWC4gF5YuXQqlUgkXFxdUqFDh7x6OgLeIt2LZ+c0337yUhaxevRrr1q1D+fLlUb58eTg7OyMhIQFnzpxBTEwMRCLRS3kIACQnJyMrK+ulMYIAAQIEvHUoMtiHPD/EXWf2K6gTs1Qd5gJFa7ya8dK7RPozqhL0btU5odUyi9xN92J96g/T721d2GN72DG2tXpdGL9MatWs7TWHkIEkK5sG527dd34eW/p1X82gSr/tJPqXV/APtMwC9dnE7PjW4ebb9SXep5tz1UEkrzI7XV3rMeDAF4ZgR0BTkogTvzIoom8tBrDettZY1i3vm0LSXHUwW27J00mSSzcniUuLY+1xTpIP8Pe9N3KbbaMMnQZEIqB4A94Tn4ok4gDJi1tJOu5rtbxGGjUzj85F2b+8cAi/K1aTJO32XsPxaowE6k9m/fKmgdw2uA/LUUQSkqfsJBJ7a0dBov8uoMzi/T7yPY3r9CTazp2ksO7HXGsyO96XBjqym50MLG3JbHaufWZS5p/xjKaNx39h73m9/L3DXAaDgjoyYHBlDRUehapQBXN9I7CwkSkJ9w4ydHxY2ZFBB3NIj2cgqcNcbjOvbu5uFg+O80/l3gwqLm6W2+XfGGFLGTw4/L1p8FFizetVbQhNQ0Uidg/ZPMSU5NefxMDC7T1U62Qm0tsguA+NAbutBGaF5G30VqQ615M5ubO9J5UHeQWCAa7vMq3eT525KpvBloLi0RnLjv7vEjJ7KlAcvGg0amxqKJYApVvSK8TOXajP/xuRnp6OqVOnomPHjqhcufJL470nT55g1apVLw3++vXr90HV6AvIH2+F6EskEkyePBl16tTB77//jsjISFy5csWkFl+fsa9fvz6GDze0SDp7ln1ZixYt+jaGIkCAAAGmUMmZFSuoaih8FWvZW//Ov78uyddqda7IKcyualSAb0USOIksd4snc9BoAHU2FQUikBxbIvnGOPk7yf7pGabmecH9mMF+24ELc23DfCsxM7e4OTN3xhBLWd9r4wKc+JnX+9QfpvJ4gKT2+M8k4YP2s3bZHKG4MJ8SeECXVd8A7J5g+N67PNBhHoMk5sy7kh4Auz8Gao6l878iXadAWM/WYLYuJFW2boCDL8dg7chsqWdZvsCmxzNAFLGFY9ZDYgWUbcsSB2UWVQj9d5JAtfyVaoHdH5PEicQ06XMtSlJzaycDDY4+fKFu8yezYhFbeU2C+wLz6nA8HedRqXFzF0mllR3N0g7o9td8GrPM/5Sg1b8BymwGbVZ0yK2eyXzBWvObO4AhhzmHAM4HeRpw8GvOidItWGcvT2dm/+o6kth6EzlvnlwiSZdVY4mMRk1Tv0vLGWTzLEsvibRnlNfvHMe5o4fMnqUo2an8rtoQoM9mYEEDywaecTfod7GwkW7uOVD9YqwsAKgscC9F9cnO8ZavU8pjBg28yvF8ABI/j1LsGOFWgqS2RCNem0dGPaxbTAP8QmlAmdPk8t4hPs/6bgPGhHG85jLgAc2Arkstz329N8mSZpYd/O3cdKUw74usavOXwxtDo8bfZhgrs6fKY9B+dkd4fov/xhWpzme9jVAe9HdDo9Fgz549L13e7e0ZrNe77wNA8+bNTfiZgH8H3moTzjp16qBOnToIDw/HsWPHEBkZiYSEBIhEIvj7+780kDDG8ePHIRKJ8qztzwmtVovw8HAcOXIEly5dwv3795Geng5HR0cEBgaiQ4cOaNu2LUQWTFqUSiWWL1+OHTt2IDo6GjKZDGXLlkWfPn3QrFmzN7oGAgQI+IdBrQCSHxZ8++RowMb5zQiRMouZut0f584S+VRk7/XCIZZlloosZrfu7GN9uVbLzF2DKTSS2zORWS1LiL3CAINfNUMm3b8OX67fNtGT2gL+dTlWY4QOo7zdmOTbulJWH9KfxCTjuU7irOHYHH1zkwm9cZdWw5Ziy9rkHkPifYPRlkhEVYMejr4kwRnxQIufSAQitpEs58xUVurO2vzto3Nn005Op7y+4wIaUFXoSmL26DRfsr3Ls0bWpwLJR/ozKhoaTGZZSMQ2ZnHtPSmlHhfOUooF9Q0ksf1s7mNWNe4zqCP3q1Hy+BkJQLdlbFFYayxN3lKfAs1+4LyydmJmMjUG8K7AfdUaz+DH9Q2sL3YrKcj23xa0amBVl9wkXw8Hb95DeSrVFFot76XYivfs8Tng3lGgaCjvTenmDHopMvjcmFPDtBOIzAGo1IPPgfDllHZjO53tqw4GGn4BvLjLbYuEkqyXaUEyLRYz+HNlDTP9lXsyAGoOlXpQ2TT8BAmuWkHCplaRqO+fYlin5+cCoy/S2ySv7g6KdFPZfMhAltT4BOna5mk41msbDNsENGVbukWNLe87/Rll/iPPAh/f4nMochvXtksxqmjsPUzbGpqDtRONK88voDGmXj1k40yzw3qfcpv3ZSYnteaaLii8yr27sRQEEin/eJbmHwH/KNjZ2eGrr77C6dOncffuXSQmJkIul8PT0xPly5dHhw4d0Lx5c4u8ScCHizc243sbyMzkP5J2dgVrD3L27FmT9gNFihSBk5MTnjx5guTkZABAgwYN8Ndff0EmM32hkcvlGDhwIC5dugSJRIJSpUohKysL0dH8R2vo0KGYOHHim5+UEQQzPgEC/kbI01nzGr6yYNsXqU75tY3z6x1PpSCxW9LMcm25SExDp1JNc/dOVmQAt/YA+z7LTeatHYF6n7HF1dIWhjZ1IhFfQjUqwzF7rGZ28OZOvvAOPcqX9nfxD7k8FfilpEG2bO0ETLgOzAw2nIOrPzNvD08yAPD8luH3zn7MNFbuxUynnTuvS2Yis5OpT5lJG38NWNOdMuWcmPocgJgu3jvG8IW8xc9A+U5A5E4gcivJhmMhHqdwCAmLnlgEdQLazaRpmPHYjCGRscRAns7saM52jDJ7nVN6D53reXPK7XN2EwBYEtJlKc3WwldShlx1ECX4DT5npvf+UaolZPaAW3G+/IevJnmJOkbFgUtRoNFXJDyHvwda/UJCaevM8aqymXnWqCghF4kBK0Ga+cZQKdjqbu+n5r+vOhho8i0z2TJ7Bleykjm3PMuS+EdsB0L6kXxfXs6AlcSapL/maK6LNd1yZ5kLh9BYb1lr07laezzl+UkPWaJzcwdbXmbp12BxGgEG92Vw4o+g3ON29ae3xNMrgHsJrr3kaAacHLwYpBCJOdbVXagm6bGG5pzGJqY5MS6cLf6yU4B6k9jSMeUxn1duJRgQ1LcPvLKav9EbA+bVzUOPyr2okLHSle5Ay7HKXrFcRakL/snTGMixdWHQ7e8wkZOnA7+WzB2QNIdhx1gKJUCAAAFGeKsZ/ddFQQm+HlqtFn5+fujfvz9at24Nd3f3l99t27YNU6dOxbFjxzBz5sxcpP3XX3/FpUuX4Ofnh4ULF75soXD48GF89NFHWLhwIapUqYJGjRq9+YkJECDg74fMnlm1ghL9sm3ezDRIqwbW97ZM8gFmr7YMBT6NMv1ckcGX860jzP9OnkbDKlUWW2jtm0RCUak7X77FUkrIw5YAMid+FjocaPQFM1r5kXyVnGRdJNKRwgIGBUQStuLa/zn/7lqMknQ9ybd2pFz43GzzWcSUGGbGS7egcd+NLYAiDShUmVnKR6fZKeDycqoB9uQgV95BzDZq1QaH/a4rqGT9s4LBREyPyG00puu5jud5aSkzdjkDEDnR9DuqEDYOMC2J0EORQeIuT2dt9qyqhmBMTkSfI1EbtJ8KjLoTKckeolMJ3D8KlGjI/764R0VCmVYMiEhkLAPxrUjylZnIIECH2SRwx35mBl+ewqBJhW4MDqjkvBdS2bsJ+PyXoMoGrlogoNVHcD7JU5m1fhLGeaPKBir2oGHew1NA6BBgeTsg7irnfo3RlJFnp9JczdadgaXFzU1r6p9cYseKmmMY1HIvRSVA4RA+P15EUbkT0AwYfpwlPBcXkUwf/Aq4vokO6BW7k1wHNOW8UMmB4nXZDSCgCU0yQ/pzXms1LGO5u59/9ygNjA1jNwh5Wt4u9EVrMPDW9AeuaUUG1+mF+VTFAGyfV+9TBiuiz7FlZZEawIv7QLCYzwRLygmA37f6jcqFN5GK6xVP/5QSl1rjgBO/5L1NiQYMHgkQIEBADrz1jP7z58+hUqng6uoKG5t386BMT0+HtbU1rKzMS6jmzZuHP/74Ay4uLjh79uzLXpMJCQlo0KDBS+l+jRo1TH43Y8YMzJkz561n3oWMvgABfzOU2cBfVfI2jAJIoD6LejNX5YenSOAKguY/krhJdRlWZSbwa4Dl2lk9xBJg4l2+fIctYRZMLzUtVIVO7uU7k/BqVPlno+Tp7E9/YRGQdJ9y/MD2fOkHChb4UGTQ3+DwdyQe7WYC8+vxu9BhbA23sb/531YdxJrk3Z/Q6M6YRMvsde3EJlCiXLoFzcSM0X42CZRGQaLuVd7QDvDWLpIc49p8aycGR0q3AHyDgaeXaJb3VxVmGfXQtwX0q8rfhAygkuLplfyvx7hwGvJFn7W8jdSGwYbCVZg1jb/FYxavy7GfnG4IUFUfzmtwdg4/y06hciB0GMsTUmJI3j3LMnO8fTSDBHpIZECnBYbSAqGt3ptBkc6WkDlLTZwKA6POUdVj78G5nPmCAReRhOv19h52vchO4lpzKsT7F7GFQRt7D6B8F8DBE3h8kSR5Qz/T49i5A2Mvs5Vm16Usbwlbmjv761OR6+PRKVPX++bTWELy9DIz8foxVu7NwFnUMcrqI7YyULrrYyNzSTHLDEKHM4sstebvLyzk3DSuk3cvyWCWIoOBtIR7VCSVamy4PvePca6nx7MO3rkQcH0z8Pwmr1mxWkDRmgz0Hf2fZdO90Rf/fbJxZSaVOufmmP++RAMqKoS2dQIECDCDt0L01Wo15s6di3Xr1uHFC8MD3t/fH7Vr10bnzp1Rrtz7qx+KjIxEx458ETx9+jQ8PDwAABs2bMDUqVNRrFgxHDiQu+/rs2fPUK8eX0wPHjz41gwCBaIvQMDfDJWcBlPLWlo2sxOJgI7zmdF/3ZcmRQaw/wtmiAsC4zIBtZIS1Z3j8v9djZGsv13WOrd8XI/KfdifXiIlydNq+dKYk+ApMpkVjNiS27DQ0Zd96H0q5C4xMAdFBq9j5C6gTHNgehn6FYy+QLOutFhdFwM7koGoIzTt67SQRnuWnMABkvL2symD1/egB0g0Bu4lYUh5YjBAU2SQSFTswWBKzAVg+1j2H68xise+uYPZUwcvKiNci7K+/9oGkvo6H1P2fGc/z8OtBFCuLWur939B+bIlVB9Oj4TNQ8x/r1c5pD0Djk0zlffrAwzNfqAhYXwk0PBz+hOkPOb97LKE4z7xK7Oq+uCItSPPueEUqgsuLjLsV2JF0uVSjNdGwOsjO5XzMPaK6ef99wDegcC9A8C5eSTSehSqwnlRoj4QuYMSerUCWNeTBnQ2zmzFJxLTZ8GtJMs7bFyA2VUNLRX1GLAb8AgA9nyWd1cRaydg4B6aeYavAmp/xDaWG/rRHDInvMvzufT4PMe8pJnh2K7FgV7reP4XF9F9X61gcK/KAKBsax7HqRAN2uw9uNavrQcg5vk/uQREHWVWX5nJNRUykPP66mp2GcipwnH2A1r9ym3W9jBP9seE8XqYgzyNgTVVNgMTenXLhwBFBgNAZ2ZynmjVgGc5Zvu9ygrdNAQIEGARbyzd12g0GDFiBE6dOoWcMYMHDx7g4cOHWL16Ndq2bYtvvvnmlWX6rwO53PAib6wquHLlCgAgJCTE7O+8vb3h5+eHmJgYXLlyRegEIEDAvwVSa8C7HB3Vd00wOD/r4V4KaPY/ZlLfJDOi1TAzXlAoM/HSKVmVzcxWfrBzY0u1ebXNk3yRiD3uK3ShvDd8JbOFUhtm4WpPADzLkLgrs5gRNM78GiMtFljehuTQp2L+nQL01658J16H8p15TvaelLIXqsJjKTIYRGg7w/ACq9WQBNi6Mvjw8JQpSbqzD4g6DLj4Gz4r2YjdBbQaZjMPfGE6nowEXoOLi0iMR5ykIV5OkzOxhITevy7r+muM4bluGgA8uWy6z32TWec8aB+wspN5vwCAmdha4+iVoD+nByeAK6t4zp0WkmTtmmD6O4/SvDaKdBKa7itJCFd1NKgN2vzB+7ysNQmPtSOJkEjMYMfVNfy+8VSStktL2faqxU8k+VJrHlus60OuVtL5XUDBIbWhosKY6Nu4AIUqscxE335Rb77oXxdwLsxt1Epmqi8uIjHtuZ731tmP/9VqeV/uH2fLsla/UdZ/cKrpGGycgadX828dKk8F9k4C2vxOWX/oEHpR5Awc6PHsBh3sR5zi+tFv51QIGLATOPWnaQAJADIvcE45+TKwdn4ua/jlaQyQNfmWAZCkB2z7WKwmg24PjgOn/2RGv+0MBsf0Xh/GSIkB1vXmemj8tanhJsBghrNf7t8pMhk0OfGbzqRPznUS0JSBPJ8K//xsuMyef5p8Y+TELxLc7AUIEJAv3pjor127FidPnoRUKkWPHj1Qt25deHl5IS0tDbdv38aRI0dw7tw57Ny5E/fv38fChQvh6ppHLddbwO7duwEAZcuWhYODwWn14cOHAIBixYpZ/G3RokURExODBw8eWNxGgAABHyCs7Eh6+u+kzF3vll4omI7FYumbOypLZMzIFRROhQz/r9UWrA9ycF/K0c313wZI8ouEUlaclWT4XJVNg7jI7SQNjb6gs7Ylkq+HWgHs+ohZ84K0BAR0KgJn1tc7FiKRjtgGrO9rKi129OVLe91P2Ss7cgeQHseWXl2XMRN4bBpwV6fAOj+ffcKrjwKqD2NGW2LN73OSfGPoz73+JJJzfWmEWEIyXm0Ir+fTy8zmF61BGXOpJiTIxtlDZSYlyKlPmdmcFZq7drhyLwaO4iNZO5z+jGS8XFtgbDjvn3cQvRz046jUk+Ow9wASH3AuepVjvbKLvyGg4BFAkjKjEudz6DCgbCsgVRe4cCnK8T6/DVzbSALUfRWJgkoB7P2MSgb9Odm6Uv1R/1NAagdI35Or+IcOqYxr8cgPhvnU5Bvg3kGSfLGEng6V+3DunZ1F0uvowwBB+Y40ykuLZd36lTU0odOvWZkDa+gbfw08DWc3hZxw9GUgwBLEUgYDNCo+77RaOvaf+tMyydcjLZa14UWMShyb/0hFQE6SD/DZ13MdSxlWdzU8y+w9aRD5LJJqJWPlirUjz7HnegbQdozhXK05lmU6OaHVsLxn1Dm2sDTO+lfumds3Q1+6s22kaas6rYYqnTv76Y1R9+N/PtkHPowxChAg4B+FNyb627Ztg0gkwpQpU9C7d2+T70JDQ9G3b1+Eh4fjs88+Q0REBCZNmoQFCxa86WEtIiIiAuvWrQMADBs2zOS7lBS2Z3F2tuymrf8uNTX1HY1QgAABfxvEOgdzjwDLEs83gdSaZO3k9IJtHzrcIB+VWjPjdXNH3r8J7JA7m6WHTwVm0efUZObaEs7Npky9oEGJ2Ks01/N6RcMnO3eg1hhgcVMST/dSJLIqOf/u7EfTr+M/kUAYE+YDX9JMrO2fzMaFLaESQ+YINPnKIFdVZADHfsx/LNUGMyP6kuRLmR2U2jJzHnfddHvPsiRuvTYCa7vnLvmI2EqSUr6zqdFj6FCapC1rBcTfNP3N7b28Jj3WAOnPST6k1iyPsHUhaYw6bCihsHVlAKBIDaDZj+wSUH0EcHmVwbfg7GwGOV4aHzqRSNYex30d/R8JYZHq3N6lmGngIisJOPsXcHs3MOQQIHIBJO+rV/gHDrEU6L2BwSO1grXna7obyoDs3IGZlU0DbgCJv0cA0Hsz5/GCBrn9QxTpQNhiZqH77aAbvo2LYV37VuL8yNm+09mPc6R4fc5htQKAloqVtOc07Ftv+q5mEVfWsgOEnRuJfImGwI6x5retPpwBtR1jDYRbLGF3gFt7OA9zQp7GoMGj0zzHtFjg2E8M5p3+w3wf+bQ4Kh0qdOP1ARgwbTAlNxFOvE9jU3PGmXqc/I3P3XLt3l/rPAECBAh4T3hjon/v3j2IRCJ06dLF4jbBwcFYs2YNunbtipMnT+LQoUNo0qTJmx46FxISEjBmzBgolUo0bdoUrVubGmLpJf2WTPwAvGzHl51dgHYmAgQIEJAT1k6sU721O+/tSrdg5ljfo1piBVQfSUJ9Y7Pllkp27gbjvZyoOpiEOC+Sr8epP4BR5xloyFkPK5ExWyyzp+nbsxt8GX9Voq9Wsl1ekRrsEmDnxsy5lR2lyQCw/0vK2XNCq6Fcf8lNyuQT7lDOr1Gatj7MSGDwo66uw0rSQyB8BSXKeniWJQG6s8/wWXMd8VjdxbyS4vktljV0XgS0ng5sH8PPRSIDEb+4EGg01UD0vcqx/eGixrlN2vTIfAGs7AAM3MfMf8lGDCIsa8tzk1qz7aJTIY7rSRgDFE2/Y7BCo6ZiIiuZgYHwlabjl6cyo5wez0xq7XGU84ulnJs1RzGgcn6e6bgS7wMb+pNkSQRJcIFgZcNylBGnuO5U2ZTyB/dlLfuy1rnXsY0L529mIoNBQ48xyGPJKDTzBWv4R1/QKTx05o61dF4e+nvvXopzpHh9rgHXYroyAA1VBCoFzSpFYEDw0Zn8z0+eynnh6s9A0c0duZ8VANdE1cHA5sGmpLp0C47PHMk3RvxNBvbqfUqjzbRngH89y2qjhyepiAF0fgKbqIAwGXsa/SvyIvl6nPgNKN1SIPoCBAj41+GNib5IJIK9vT2srfPuy+vp6YnPPvsMH3/8MbZv3/7WiX5aWhqGDh2Kp0+fIigoCD/99FOubfRjVCotOLYCUChYG/auOgYIECDgXw5rB7qbr+wIPL5gfpvW0+mqfW4Oa8tTdUSsVGMaxdX/jAQ04W7u3yozLRvjle8EzA4t2DjT4oDoM6zbv76Jnzl4UWVQpS+JYnYKP7N1IzlPuMvspL0Hs8T5lTuIRPQK0KgpU9a7dgMk3tUGA02/BdKeGtps5UTyIxKFWmOB2GumxlOKDGY1pdbMkkLLTOfAfUDcNTrPp8XR+Tv2qiFDaOdGw7qZlfMul9Bq2Mpv/DV6FHiVY211xnNK/J9e5udNvuF18anIDKUlkq+HMgs48j1rr22ceZyp8RyLIoOBnOizPFbdT3jOkTsob1ZmMhBTri1l+8G9mUXWO52LROwnXrIhzfiubzS0enQuQn+BRlOZPY3cbjquhycZOPlQTMr+CbCyZXa+0VSDmWT14Wxjpyf5Yim7WFQbAviUZ5DGxglIiqZJZOgwmlVaQnI0s9ilW3BeNJjCoFvGcxr2WdnR2PH2Ph7zzj76MujLe8RSBh/rfcqa/m4rqEKIu2Z6HIkV69dN1Cs6l31HX9PgmTGKVKcCwdj7pEh1ttNLvM/yg3sH8w4uRGyl+aR7SSDhNv0MLEGtpM/IsON02ZfYsK2eMcTS/IOtesRH8hnkXqpg2wsQIEDAB4I3Jvq+vr64f/8+EhMT4ebmlue2TZo0gUQiQUSEGZfXN0BGRgaGDBmCyMhIBAQEYPHixSa1+Xo4OdFsSC/hNwf9d/ptBQgQIOCVIXOgFPXmTtbmxl7l567+QMeFNFH6K9ggtwZI8vR1o8F9df2zm+WuxU96BJRtm9stWyIj6civ9tYYyY9ZQwvoMmMb+HK8rLVpkMG3MlBzNP0Mdk3gi7+rPxDUgZkwS4GHrGSSg10f5c6spcQAh77l+XZfDazqZLhOekituX8Hb5qZtZrOl3yJjCZbFxczCGCcNY3YSoJbezww6ACwpHnucel9DnJKqnPCKxDotZ5Z9XNz6WmQlUxztXoTgQpdWQYhT2MGPqApCdHdA6yrdipEiX2FrmyVplIwOHBxMVC0FgMOFxYAl1cw+1qoCsdWvJ6ujWAnYPcEZmlbTKPz/uFvqbSI3E7lR5NvgT5bmB1WZACNvyGZXNCQGVmTa/6Y7Q8jtgJ9t/FcHhw33ebyCqDBpIK1VBRggMyOfe87zOXa6L2R8/LpVYPz/Lk5JNe2biTTzkXYWrJ8Z/a6z6uLQ/gKekyUqE9Vz74pDPZUH85OIdHngMC2XB+VenCtXlrKVn4aFefL7b30vngRRVK9oh33FdyXXSac/UCZfxJLaa6spTIh+bFu3VkI6jkWMgQBSjVh4EtqwyBT5nOeb5s/6RZ/6FtTZY0eagVwdz/XuVhquYUeQKl94RCdugYMIDy9BIikQKlGuvIUOY9XUKTGCkRfgAAB/zq8MdGvWbMm7t+/j/Xr12PkyJF5biuTyWBra4uEhIQ3PexLZGVlYfjw4bhy5Qr8/f2xdOlSi2Z//v7+uHz5Mh49stzCKTo6+uW2AgQIEPDasLLlC3zZ1iSm0DKbrVbQSM2Y5OdE+Eq+rHZaqCPJWspta48HPMrQbO/kb6bZaI2SBFwsLZipH8DMrTKb5LT3Rspnb2zOvV3sFdbDNp8GDDloeKl3KQLERwDeFShjzglVNolqXvLZ6HMk5vUnUSoP8NrVn0QCEneNQY3wVQZDMkUmCbIlIzK1grJdjRrovJBZeZ8KvD5aDVC4qvnzNIZbCaDvVhIkn/J0z1dl815mpwFn/gTO/GXakvDQd0DjL9kL/Gk41QXX1gEbB/B3LkUBX50CwMGbLQXjI6mq6LSA30cd4R/3AGD4MZoYpjwGslJ0hn1DDQQm9SndzVMekzBGbAVC+gMzg3OTfGPEXWctdbMfgPl1Tb/LSmRAQiD6rwa1kmQ/MxFY2JDyeakNyzBqjiZhrjuRwZ/Up5zjdm5A+GrOgQG7ed+tHanaeHSGShu9b0VGAuBcFLBzpSKk/WwSb4k1175XOa7fmDAGnAoF05iz5S8MosXf5LrYNBAYc4ljDe7LuXhnH7B5EDtM2LqyLKBid9b6a7U04Xt0ms+zE7/mPneNkvX4FbuxfGD7GODeIdNtjv/MMpX2s4GjHlzPOSFPYxCrWC2uLXOQWgOVe3Md39rLZ4BxMPQAqKxpN5PlQluGFky+L6hYBAgQ8C/EGxP9Hj16YN26dZgzZw4qVqyI2rVrW9z2+fPnSE9Pz9MM71Ugl8sxatQoXLx4EYULF8by5cvh6elpcfvKlStjy5YtuHz5stnvnz17hpiYmJfbChAgQMAbQW/+p4dKTqm+XmadF87NppHd4MOsq9XC0E5JqwbazQK2jzQQTa2WL+qlmpjPmJkbW+nmzPLVGEXTL0vkt95EZvxOzwCurjeQSBtnZg9d/UmipTLDb+TpfFk3Z6gFMMsZ3I8v9TIHSnFrjOL+e63jy/viprmznL6V2V5Of0wrW2bMy7RirbMigzLn8JXAmRksDxBLmbHTn6+VDaDKyvv6tPqVxMirHN3+l7djAMXaiYSm+nDANxjYNoLjqP0RSXbiAwYHpDa8z6VbkuBIZAyQSKwYWEm8TzO2S0tZKrH/c0q0K/VkfbUyg6qKwA7MyibcAdxLAM9vUsavSGdgoNFUkkz/OuymILUBxoUzOHJ1LX0NspJYhiGRsV5bJGYmv/n/AL+qJId62LqZ3kcB+UOt5L1b2pIdFgDWkFfoxmy7c2FAo+H1v7mD5ocvonRt576hyV16PO9ZWizXQ9lWVGucnUVzT1sXgzzdypZzUZlFQp2ZSALc7Ace494hzq/0eCpDBu4j0T43R/cMWkKy3Ox7GlFGn+N+a40DGkwm4daoGXhwLkr1SakmnLslG1OiX7YVe7mLRFQR+dflWl7dNXf7Uj2ijlAtNGgfEHfDtDUhADj4ANDtL6c5JsBnVnXdM+/qWmDPJ+aPE3eNSp4+W3g+R/Mx67T3oI+HAAEC/nPo27cvLly4gBUrVqB69ep/93DeOt6Y6JcqVQojRozArFmzMHz4cPTt2xf9+vWDr6+vyXZqtRo///wzAKBixYpvelgolUqMHTsWZ86cgY+PD5YvXw4fH588f9O4cWN8//33ePjwIc6dO4caNWqYfK936w8MDMyzBZ8AAQIEvBa0ahK7giArCYg6yhfqnJDZA4Ht+IJ68CtDy6qwxXR9f36LBE5qC2QmcD85TcFKt2Af9XYz+eK8sJH5cYQOJZFe2IjEwRjWjpT+J96n7FWlM3wTiUimzQUOxBJmGoN7A5E7WdOuSCcBrdKf8vSYS8w8mkPsFb7E997ItlxFqpHMhq8CMuJ5/MD2wLjLQNgy4NIyBiken2fLO3k6DdEq92Jt8519JEzG8ApijfGpP3J3UJCncszhK4HOizkG91IMJiizeX7xEczGtv0TsPNgV4EoI38CayegUnegwRdAjZEkW02/pZT76jpKntVKEiynwjrjMRGwqkvuuur4m0DLn4FHZ1lnbKfzT3ArxVIHZQZgZc8AiMSKc1CZzYzuiyggZKAp0a/ST8jmvypUcmBpC64P/zpAoy+pyIjcBtzYCHhXBIrXJTmv2J0lL/cOsUymaA1gQ7/cxnN6VU+XxZwDDl7sOKFRM8uvyKD6wtoJcPKjnP1ZBNvPGRPofZOBEg0YGLRxZrDu8QV6P+wcZyD5LabRtwJgIEEkJrmPjwQuzOdzpFQToNtKQCzi/FRkABBTmSBP45wauJdBpchtbI2ZU7mUeB84PROoMYKO+HrYuNCjJDORfh56eATQ6K9CV6oNAK7BJxcZ3MjZDcP4nmwdAQw/wXaCIhGfeU6FOPZnN/jcAIAqA8BIqhkos/jbmEu8v/YegF81qgQslSwJECDgrUFPxPNC4cKFceSIBZ+f/zjemOgDwJgxY5CRkYGlS5di2bJlWLlyJapWrfqyj318fDzOnj2LmJgYiEQiDBgw4I2Op1arMXHiRBw/fhyenp5Yvnw5ihTJv02Uh4cHunfvjlWrVuGLL77AwoULUaJECQDAkSNHsGgRe8OOHj36jcYnQIAAAWYhtcnfqM0YL8yY8ekhs+cL/JDDQNIDEj5HX8rMR5wiiVPrJNjtZ7NP96nf+SLt6Au0nUlDMK2W2eKkB7mPYWVL469FTUxJvsSKhm9BHYBr6+n+LteR9dChzOyJJLnl4yIRyxFsXIAZlXPXyF/fRK+AnmtJzi8tM3/uagXJaaXuDECkxVIKDwBPr7BG/uBXQLflgCKLJQZuxSlJ77QAuHuQhLdybxojXl3HjGe2zr+l2fes4c+zTaKIZKJ4PWZIb+7QXQNfBhEafgEk3AMWNcpdSiFPBS4sBO4eAgYfZLAg7iozudWH8dplJTJQsaABpd+lGlOib4zKvSmVTo1lYAIaXovMJB5Tla27DynMkD48pevP3o2E60kYENSRio0TvzEra++RxzkLyAWVgr4G6fFAnY+p7AhfyflXshGDV2mxvPbupbgexVKgdCuqPSK3AdkWvCKSHwErOjAD7lmGGX15GhB1DEh+yHUkltA74uCXJOJ9NtO34kUUFSXPbgD3j1F50mUZ51JmIoNrbX6nWaZWy7FeXsFuDHoVjUtRBoJqjQXOzgGK1mTt+7Wt/H2lngC0wONzDH49PMlAhEcAM+/jrwO7P+YzwhhXVgPjrpC4658B1QZzXTt40zBSkc45X6ErcHk5yyGSo6lYKNWYJSz1J1FB8OKe+euX8pjXYdRZBiTFUgZJkqN1QRMlfVRqjDI1+dRDkQmcmcnuGhlGJae2rnw+1ftMIPsCBLwn+Pr65koi65GXmvu/jrdC9AFg0qRJCAwMxK+//or4+HicO3cO58+ff/m9VquFWCzGxx9/nKe8vyDYu3cv9u2jNFUmk2HKlCkWt506dSoCAwNf/v3TTz9FREQEwsPD0aZNGwQEBCAzM/Nlbf6gQYPeSes/AQIECIBGxSxyXvXTxsjZFzonJFb84x1E6akyG1Ck0cX/aThf4AtV5ud+1YDBh0hem35raFEnElk2pSvfmZlwY/m8SMy+7wDwR3lDX3o9bu8hoem/i6Tn9J+G76oMoOHX8raWM3HPbgAr2gODD5A4mHP6LhRMRcC2UewNH9iONewiANbOVBJcXAis7sb9OBfhi/qOscDz28xaV+zOwIRGSdl/YHtgUVOahxUOARbn8e+AWMpgRGYi8FuA6bkk3KEs/sgPVB3UGscAC0CSV74TSYJ7KZ1nACiVf3qVtc16Mu9biZnMYcdovObgTbf0LcN4/JqjuZ/MRJ2kW0MCk/KEgZbI7ToztATK8ct3psfDldWs4S/Xju339nzKLg8SG6DaoNxtygTkDY2K62dMGNfrw5MMKvVcx3UXfZaEMagjM+3X1jE45FORwReXYgz0ZKdQWn95haGmXGpNRU/yY85hiZJmnCXqArfTqeLQqLj2u69mW02JjLX1Gc8N2ev4m0CxmvRzuLyCaz50ONeBW0lmrVOf0E9Eo+bzycqWGfuowwxcDNrP+bvrI56nvp3lgS/ZgcIYMWFAzGAGJ/pt55pXZAKO3pTlPzhBcu5ektuWa8v9Sa0ZuChenz4aqU+BOTVMSbZawfKb23vpMdB/B9dtzvaEVnZ8TrkUAc7OBiK28BrbeQAVuzKAEXuH90WUw7EfYEBg00DzZVBZSVT7PA0HeqwVyP77giJL50UjokopZ6cFARahUGmw90Ys9t2IQ2q2Ek42VmhR3gcty/tCJv0wrmPnzp0xduzYv3sYHxzeGtEHgLZt26JVq1Y4duwYzpw5gzt37iAlJQV2dnYICgpC165dUbbsm9dB6VvgAcCTJ0/w5ImF/rNg2z1j2NjYYMWKFVi+fDl27NiBhw8fwsrKCqGhoejTpw+aNzfj0CxAgAABbwMqOVC6maGdXV4QiVjfW1Ao0tl+7uBUvoAaw7cS631V2ZR55zSesnM3/L93EGtl1XKSwZzZuGqDmem7sZl16mlxzH7rs+EAX+IXN6Vs9s5ekmuA2eo9n5kSY31fcUW6wbsg8T4JSdXBrF3PiWpD6EfQYS5N+f6qSmID6EoA+rHrwbFpzKRaOwML6jE72GUJCfCGvgwiSK2pjKgxipm/fZ/TSM1ca0M9ao7luMNXkZQ8vkCSZYyUx8DKDmwBdnc/iUf3lbxHJ6fr5PJawKcyXe6rDQbc/Pn9ze3sQHBrF0lcmz8ooZbZA6PO8XcPTgBza/FaSa3ZISCoI+XX2ckkgC5FmO1V3aSZ2uHvOIa2M3StB58C3VcxKzpwr669msjyeQswAy29H05OZ+Y8LVbnnfAVUKYFyXHGC0rk/ULoMXFjE1si6stpRCLOowZTgIBmNG+sPgKoPY7BgNt7OBdcinBuJ0VTRaJv31myEVUk1zcCD0/z+FJrrk15GlD3Y6o+wpYYjDdv72WnBv0896nAdo+Ve3Jtp8Qw6NPqN47v2kYGlko15Xmlx7NUKCfJ10MkYnBRowZqjmHw4lkEP6/7CZUmIQP4XenmXB/GvwWAZS1NSX5OhK9kEKHJ1wyA6SGxYiAuIwH4I8hUUSNPA47/ApyZxQ4Ecdc5NtfigET3SqxW0iskP6+T+8fYQaP6MF5vAe8Gigwg7Rmf9SmP+Rws35kdKCASrn0+OBT5DJO3XENCusLk87034vC9QyR+7lwRjct5/02jE/CuIdJqjS2DBbwLdOrUCREREQgKCsKWLVv+7uEIECDg78SzG8DcAqiaSjam9LwgbtDZaZTPru1h2XFfLOWLbaFgXRstIyizgZO/A0Ht+cKd9JBZZt/KJCiHvyXxrNKP9fVpscz0qRTMTBevR8f3I9+Z1uQ2mkoSv2ciPQM6zAVmVTPqKz6Ymc2sJNYapzzmi/O19Qw+DD8B/FbK1NBPZg98codEY0Xb3O0H9XAtDvTfTlfy9X2obKg+AljZMXf5hLUjjdMC2zMokh4PrOnK62AMB2/KmKsOptQ+7RnLHwpVoXT/9J+5FQj1PmVXAv/arBmODac3QlYijfbqT+KL7O3dlP47+1ESrda9lD2LYAlD1BGqAUo1IZFz9GW9fvwtkrPsVBoM2roCahUN0WR2VCdcXMzgS/G6vM5+oczsH/0BaP0HkBrDDGpAcyFL9ipQKRicktnp/uvAe2nrSin7jc0sZQnqxIBLRjzVFcXrM3Cz6yNT0zmJFdBlKU36VHI6xueUpYtEnDetfgU2D+Fx+26j8WWZljT+u3+cv3crzvV1dR3l9N7lmanPSmSJy+XlDBgVrckA0JH/cS16lGbNv2cgTQCtbLkGo8+w7EUqAwI7Ah6lKOk//Ydp9wmRGOg4DyhWm5nxw98b2vzpvw9oCjT9gfM9Z0ZcJWdpy4Ev8r8Htq4sA/iriiFQWHUQr/mKdnk77ktt2EXkylo+q/TjUGYB8+pYLgkwhnMRqjnMdR0R8ObITgU29ufzLyccfdkNxSvQfOmFAByKfIbhqy5BrbFM9SRiERb0DfnHkn19jf6YMWPyzOg/fvwY+/fvx4kTJ/D48WM8f/4ctra2KF26NDp06IAuXbpAZCaQbcmMT6PRYOPGjdi2bRvu3buHzMxMODs7w9PTE9WqVUPPnj1RsmTJXPu7cuUKVqxYgbCwMCQmJsLe3h4VK1ZE3759Ua9evbdzUV4Br5TRHzx4MAIDAxEYGIigoCAULVr0XY1LgAAB7wvyNL48ytN0sl0RyZ7wwv9u4Fo8t6Q9Jxy8gA5zCi6jlkhJCvJqq6dRUeo+IYIyWmiZhc9OIRmvNQZIuE0CoMrm/28dyax+702UHTv5AWu7Gwy8jMdb+yOWBixrzUAAwIzfmDBm5V2LM1hg48KXM7GEvelv7ebY9FnN0GFAzVHAqs58Sbd1Nc3qORclUVjb3TLJB+g5sL4v25alPGEWc359U5IvkdH1vHIvGhbe3EGJr3cQvQ+eXKK5WcpjftZ/JwMZydEMIGS+AE78Qqf1kAGUN2/oz+w5QJOyF/dYux19juZ8VrYk8TbOJPZHfzQYNFbsRnO+1CfM7MtTSRxrjwc6zKYy4uxsBjs8SjO7WqQGs5MPjxvMF62deD/t3IFLK7jPuOvMvspTKScP0fVvPz+PwYtdEyj515d0CMgbigwGdU78akpii1SnOqRyT9aaP79NuX2RUM7b5Gj+RgSqTrYMNbSiUytJpGuPp+GkPC33cbVaBtXS45m1To2lmqXWWGDvpyzZMA6MBbQAOs3nmrayA6wdOH/UCkMJjo0zAC1LerJSqPRwL8UgFsDfRp/hfKr/KUtJjnwP2HtxnrmVAHaMMRyz6XfsSJEezzKcnKVKWg1wZz/w4CTXlHd5U6KsUQOXlhTsPmQl0ZOjXFuDp0e1wRxjfm31VNkMkFTsweeFd5BhnwUh+QCfDakxvF4C3i6UWQzW5FSo6ZEWCyxtBQw9SuWT8M5iAoVKg8lbruVJ8gFArdFi0uZrODO58Qcj4zeHefPmYdOmTbC1tYWXlxfKli2LxMREhIWFISwsDGfPnsXvv/9e4P199tln2LlzJwDAx8cHRYsWRWpqKh48eIBbt27Bz88vF9GfNWsW/vqLrUGdnZ0REBCAuLg4nDhxAidOnMDYsWMxZsyYXMd6l3glon/69GmcOXPm5d8dHBxQtmxZBAUFvST/JUqUMBsxESBAwD8Migy+/J/4ldlZfUamWG3WPRerlX+NuICCQa0zRpPaMGtX52OgZENgxzgabumhz3S1+wuwcS2YjFqjpqGUpTp7gMRPq6HRmkYJ3DtIJ+q4azSpavUb5evPIkjGRWISlgafMyu5ugtJydYRuUk+wBf6/Z+TcPRcByxswPmU+pTHHXyIruIiMdBzDY+z9zPTLKBWSyns/WMkpn23ma+dLd2cJnIJd/K/NrFXgWeRNNeL2Gp6rSUyGuHJ7Eg45Gm8hjd3kHAdmMpxDN5PIt1oKqXSYYtJCiQySqZ7b+QxtgwFHl+kCmPHOP7Wp6KuJCGB0miVnNf94iLKTSv1BOpOYLY19SnXnTKT10ws4f0q24pk7sR07rP+JCoQnt1goMHBG6gzHijbkn93LsLrFraYmd/AtjQyy1mKcG4u13rnRbrSiYz8r6cAQpEBRGwjuc1JJvXlD9ZOhvvj4EUyGraU66/qIEr0T88AOs4HlrdhHT1ABcDuj82TfD1Ch7KVYupT+kGolSSarX9n4Ofo/xjA8w0myddqGCzTr//sFAbMnlwCHp2hxF+dTb+AgOZUtZyZRcUHwFr6asMZiMtKBNr8yfUnlvC4jr5Aw6nA0e95jCp92U5w6zBm/bVaqmNyPqOUmVTOTIg0/Vxq/WqmpcnRBhNJ7yDWbz84UbDfRm6nsWjYEh1ZlHBcrwJh7bx9qJX8t8cSyddDlU3FWK8NDGIJeIm9N2JzyfUtISFdgb03YtG+cuF3PKp3h2bNmqFz586oXLkyxEZBnwcPHmDKlCnYvXs3mjRpglatzHQyyoGbN29i586dcHBwwLx581CtWrWX3ymVSpw8eRIODqbzbfv27fjrr7/g7u6Or7/+2qQUfO/evfj888/x119/ITg4+I296l4Fr0T0hw8fjsjISNy8eRMJCQlIS0vDxYsXERZmaM1jY2ODMmXKmGT+AwICIJW+VTsAAQIEvAkUGZTzHpya+7tHp/mn5hg6hwtGQ68PjYa17jd3klg9v0XZerGazICPOsfPYq8w21aqCV9yCyLX10ORQXKaE+4BQKMv6FAtttKRag1w/wSw/wtmQxx92GM7Ygtrto2N9S4u4stzs/9RJrxnIgnlnb2Wx3LqD9aJl2jE4BFA0lmoEl/49W2tcpL8nDg3l3LMwA65yUHRGiRMBUX4CqDx18CablQHVO7FWn2XYszCPr1KsgSwNKHFNDrQX1jA83EpSnK9vDV9AYzx5BKN9pp8S1Owpa3otN95ETO5h7/ldbZ2pDKieD1m7YM6Aqs60Xztyhr2+/YoRcL1JAyQ2lF2rVYACVH8fe1xgEbL/5enkkC6FidBOTfbtCuCXzXWQXsEAAsaGjoqSK3Zs93Bi0GHp5eZcR16lD3RBRQMSQ/Nk/xGUzm3Tv9J9Yx+PennXacFdHHfMoxkutcGBgBqjuH686tKxYd+PuaESAS0/QvwKsfWeC+iSNr1x3EqzLk6cC8NL/ts4hxPfUIpfNQRPo9KNqL5XZFQPgPEUgYhrR253h6coKqmeD3gwOcMCLsWZbnByd90XSt0527nzl71tUYDjl6svU95yiBx361A4gM+A9z8+bvz80zbOWYmUhER2IEkG2BHDKktnxcFgZWtwSPD0cd8BxGAAYmQ/gyyWDsymHJnPxU5YimvlVhCwz6RKO9nlDH0HT8EvD2olXw+FgSPTuvKvwSib4x9N+Jeafv9EXH/aKI/a9YszJo1y+x3hw8fRv369c1+V7x4cfz8889o1qwZtm7dWiCif/8+DYhr1KhhQvIBwMrKCo0ambYjVqlUL9UC06dPR82aNU2+b9myJZ49e4Zp06ZhyZIl/1yiP2HChJf//+zZM0RGRiIiIgKRkZGIjIxEXFwcsrKycOXKFVy9evXltlZWVihVqpRJ5r9ixYpv7ywECBBQcGi1jJKbI/nGODuL9dyBHQwmRQIKDo2GbbOWtjSY0elxZz//BLZnRq9wldc/jlZrmoGydQU6zANK1GOm+dZeymL96zCTrlEBI08DOz9ihjh8FV/ezSEjAdg6nGUExesxW+xdnmTdEi4uonQ26jAzgfqsvMweyEqm9LwgL9BnZ1GOixyqBhsn1joXFOnP+FJfugV7d989REf8zBfMZAd1JEG7toHfKTKZWa/YjTXLQR1Jmoz713uXpwLCtyLPJSaMBL/vdhL0Fe1Zkw2QVAf3I+kGAFd/QJ4BjDxLZYXUhnXKYitmSfXEyNaV5m0A8PAMFQmFq7Ce2l2XJc1MYHZXagPsN5Iqx1ykX0PzH4GOc4G1PXlOlXuTrCU94pxo9j3n5t39LD2wEhQ8+UKeRhVUTpJfaxyNNhc2yN07PitJ5/y+jaUkWcnA1bXAul5Ar/XseGDjwvkktWFbuvhI4OYuwNaZc0GRySy8vu69x2qWftg4U2lycRGDcDvHMbA16AADO2dmkQR7BwJeZQGI2XHixV3OzQcnGAAQW9EDomgNBoqe3+I2PddRDZL+jM8y4/KgSj3Y/cHKjtlXiRXgFcSgQNQxBkOykjjni9TgM6TnehoXGpO4a+uBkk14rsCrmZYCXNu7PuI4vMrzehlDJGY5QXAfGhbu/5z3yM6d7QWd/YBSjajSAUj2SzQ0XxeeE0WqC50q3gUkUv57VVDEXKRZpYCXSM0uYKBMv31WHqV//wDk1V7P2pqGjGlpadizZw/Cw8MRHx+P7OxsGFvRRUZGmv19Tvj4+AAArl69iujo6HxL1a9cuYK4uDgULVo0F8nXo2nTppg2bRrCwsKgVqshkUgKNJY3xWu/vXt7e8Pb2xsNGzZ8+VlSUlIu8v/48WMoFIqXSgAAEIlEBb7YAgQIeMtQpPNFtSA49TtbjwlE/9WhUQDL2uQm+caI3M461ybfvH42QiIlAQCYsRp8kE7zc2ubtsWzsmVNdqOpwLl5lPlqNcCp1pb3LRIBxRsAGYlA1QEkopV65m2SdfcglSAAUH2UIUsH8EX67v6Cndfz28xwV+7FrLdIzAykkx9l0QWFtRPLG8q0AubUpNzZGI/OANCyXd/tvexrfn0DyXSnRTxu2xnMoquVVALYu5NERZ+jrL5EAxrdAcCujw0kP3Qo0PBLkvStutr7hp/zPtw/zgCBRsnzrNSdY72x2XDfXItTYeBcmM7pz66z/EAsJjFTZNLRPbgPx7u6M+9ZiUasEXcqBLj4A2MuMliwczwd08u04LEU6Ty/4vVIVoR1nj8kMjrgG8PaiQqKeXVyk3xjpD5ht4feG0k49aRZmUF1xfWNNLoL6sSATrFaDA4kP9QFq5rwvl/fCByfxmCPRMb2knU/ZjeK9X1oihkygEGjmmMYpEp9Qtm9eyk+C6wd2a0i6wU7BFQdzLr0J5eZ9ZenAa7FOD98KzN4ZUzyW/zEOb//S+DBMdPgnWdZPgMG7uXc9qlAs1C1kgqXhp9TvbBtFKXX2algn0n99XRkYKogRL94fZYf9d3G55lKzmeOjYshy992BgNwM4NzK4SizzLw12cLf2tlw7VQfxLLjfILStafZNoxQMDbwSvbhAu+4jnhZGP1atvb/rOf//m11wsLC8O4cePw4sULi9ukpKRY/M4YwcHBCA4ORnh4OFq0aIFq1aqhWrVqCAkJQUhICGQymcn2t2/ffrn/nj17mt2nPuCQnZ2N5ORkuLu7m93ubeOt3lVXV1fUrl3bRJKQnp7+kvRHREQgIiICjx49ymMvAgQIeKfQaixLQ3PiWQQlwW7+73RI/zpotaz7ji9AQPPyMqDxV69/LJk929yFrySBCF8JHP8593bKLGbvo88CA/awPrj2WFh8QarQhe2+lFksPTg2DXAsxCxe4WD2z84pZQd0XgTWfLkP7mXIkgGUGRsbheWHzBesn207w6BckNrRPOv2noLto8Yo/m5l+9wkTCyloZkyC/izPL+3dWWP8RojSExSYwEnX0DpRqd9KzsSgo0DTOuApTbMiLb8CYCW2cLqw4H59UjOJVaUaisy6BCenkOVcOQ7ki297DrhDiXIl5bTwTwrkce4uIjHVes6HoQMYvDBvzbQdib/q8ikwV/CHZ5j8XqsCy9eBzi/kKaEmS/oqB7UkQEisZXgXF0QKDJyS8ordWf2N+Vx3r91L8n1AwBjL5PQ3txB4zhlJglmlX4k+FfXU+Ye0NRg9HZmFo0lm39PEntuDvchteF+yrQm4d0+hvPU3oOZ+DRdcKtkI4792DR2Y+i6lN8XqQ5ASwPOuGsAdK3xfCoxMFe0Nst3FuiksTVGMhCxpGVuoz2AaoBHp6kOOP0njTONW2oWqgI0ngr0287Wjg7euf04XIvTYPDMX5avp70HFVHWjjo/EwnXmSKT6pVzs9mitHAI2316lgGCv+J60Wp4vpeWc50sbwuMPKMLboj4/Gr9B7B7gmWy3/QHnqNgAvf2odXQ5NE4WJ0XfCq92/F8gGhR3gd7X0G+3zzI5x2O5t0iPT0dY8eORWJiIlq2bIm+ffuiRIkScHR0hFQqhUajQbly5aBUFkzlIBaLsXDhQsyZMwc7duzAuXPncO4c/YmcnJzQu3dvjBo16iXhT03lczAlJQWXL5t5L8qBrKys1zzTV8c7D984ODggNDQUoaGhLz/Lzs5+14cVIECAJWQlF7z2EKA8WCD6rwZ5GnB+bsG2VStJzquPMM1+vwpcirLmVpltnuQb40UUpashA9germRjg+u3HrU/4vfbRjIwYIxDXzMI0GsjsGlQ7qCRqz8J/YA9rLM1huwViaS1k8GNWwSDd0Hp5sziZTzP+/fOfnSnP/yd+Uxr/UnMUm7szwCEe0mgz1bW3q/sxCyrHsVqMTsvFjFT2msDcHklM5W3djPAcWUNgx8DdtGVf15tg6lYo6kkcxv6mXcD16gpYVYrKJeeXY3kp91Mgzt4mJETeZFQZnDLtKKEW2bP+vDbexiE0Xc+AGhweGwaJd2BbYHzc7jPtDj6IVxYCLSfDZRt/Wr+EP9FWNnkrt8u3RK4uDCP39jx+havy2DbxgEMLjkXoZLk40iqO/yqsv7/4Sne3yr9SOiVmbzHPhWYLY86wlKBUk1IYqMOc35rNZzvg/fzGbRvChUqxihej4HFxPvcJqA5cG0duz/kzHY7+7FsR6vifiv1Am5s5PNhRTtTki8S0w8kZCD9B6wdgeQYoGgtroUXd/ks0Wq5rlZ1oqlflyUMDOod/vWQ2dMM1LkIpf7pz4yOJeL5153Ia5vTtFRmBzScwtKY0KG85v12MDAQtpTrVa8Q6r+TpUhbR+jaTf7OscvsWb5TtAZLmyJ3cG2KpQwe1P2YAZjXNayVp/FaJD+ir4Fbcd4/wQCXEImB6iPZSSI/FKrCYKwAE7Qs74vvHSILZMjn4SBDy/If7jU8ceIEEhMTUalSJfz+++8mZnwAkJyc/Mr7dHR0xKRJkzBp0iRERUXh4sWLOHbsGE6cOIG5c+ciNTUVX33FJI2dHVU9DRo0wPz589/4fN4m/hadho2N0G9UgIC/Da/6IvEqMmkBhEhHBguKhLvMeL2u8aHMnlm2XRNyf+cVSGKuN2B7cpkZ+uY/MsAQ1MGU6JdqAlQbBCxuRiKYExoV+3InP6bD/Nzapi/h1YayHMHcuYilJDPGZlyW4OBNcmEOIhEDDctaWXbItnYC+ujqhq+ty/291JrtzxY36Ey/uAABAABJREFUI8m2cyfJP/W7oU2XHiEDqAwQS3TZdBWzqBW7ASUbMNt5ZQ3J9PNbJE3VRxhIvpUdENyX2f2cJN+9FD0NKunkfiIx/3SYTxd/iICYCyRyXuV07dtGU84fe41kTh8g8CzLfY04ScM3fY1xsdo8B8+yJDvjr5HMaFQ0gry4mJ4NbiV5f4TOOZahUVMufv+Y4TMbJ0MP95yQWjPwI7bib2uNo5w+PZ7qAFU2RTWZL4C5tbiWmn7He3ZtHQkmNKwZL16f5RVuJXn/Yi6yJr/+ZKBiVxLYaxsYBCvdgiS9wWS68N/apVManWBJUa8NNO8LX0V/B2NYO5LMV+nLwGDMJa7nFtOodMl4blqS5F4S6LGGgcaLi/jsC2zH62LjxABAjVEc+4UFDCxpNXxejb3EcZiDzI7BjpD+wKOzzLx7VwB8ghiUuL6J18+nPOCnSybpA4NW9myRqdVw3h//mSoX4wDN3QP8vN6nbI25vK2pskBmzzXX5k+uR33nFFXW6wfElFksHzr8raG1qP6aV+wONPoSkDkKZTRSGUuSLszPu9WhWMJ5KRV4RU7IpGL83Lkihq28lGeLPYlYhJ87V/ygW+s9fkw1VZUqVXKRfAAFyrLnhZIlS6JkyZLo0aMHdu/ejY8//hgbN27E559/DqlUitKl+a5y9+7dfPb0/vFOniSnTp0CANSsWfO9mQ0IECCggLCyZQT8aQEefC5FBYOb14FW+2ovHlJr863kXgXWjsDt3Ya/ewUCrX+jBPbqWhp2Sa1pANjseyDxIWXqdjnqxGqNZQbcHMk3xqPTDBiE9AeO/8LPnItQvm5JAi61BWqNZ51yfqg2BBbLCqTWNBYbcZLZ6zv7DQRaLGGWu9n/AAcfIPM5s2d6x+0yrWhgptXqaoN1qD6CmVG9uqJyL4OkXS2nxPfkr6aybc+yfDF39GU9fP9dwMoOJN6Nv+ZnqU8pj3983iChBigfbv07yyCykhn8CF9FQla4KtDyZ6BcG2Ze7TxZ1+xWnGPOTKATukcAP2/2PTPzJ38D9nxKEtZ5Mbezc+e5XlpBKTi0rLmuOohz9NpGKgEafsFuA15lhax+XpA5sD2mXzXW0jv5AmIZ0GYGSez1Dabt1nqsZcDqwQmumaCOnBNhS4DnN5nNLVabHhidF9MA09oRmFmZUvO6E9mlIyaM9zzlMVU4aU+Be4eB7quAuBvAjMr8vO7HJM73DgHpcbzXXZdzLKlPOAeurAE2DQQmRDDDXbE729L5VaN03caFAbTbe9l5Qi+flsh0z48fWJZyfj4VPP13ASf/oIS98VcARLpuEw5UHFxaRn8Ij9L83r8uVQ0aFY/fYDIAa/PXW/8sKdmQ5QKpT4A13U2VRhIZ13bNcYCTrouAKpukX5nFQMflFeb3r1YyMCeSMGCX+tRgnKmHfj1IdD4qktdcH6ps3qsV7XIHKOVpDJLc3gsMO8o1/18vCZDaMACzsgPnfk7IHICuy6h0eV013L8cjct5Y0HfEEzafM1sZt/DQYafO1dE43IfducIfQI5Pj63Ua9Wq8WSJUtyff66CAmhSa5CoUBKSgrc3d0REhICT09PPHnyBPv37zdprfd3450Q/SFDhkAsFuPMmTNwcXF5F4cQIEDA60Jqw1ZdGwfkv231kW9OQP+LEEtZW1uQGn2AL89WbyEjoa+DLVQF6L2BhP3KGlMTrQsLSTI7LwL869HgTQ/3ksxgRZpp12cOFxcBvTeRIDoVAgbtIzG2BLGEioHgPiS1luBfl1nPvGrGrWx1hnkL+bL+/CYAEQMcYonh5VwkZvu7aoNpnnd1HaXRYgmDEkMO0dDO0YcELagTf/P4PF/6fSrw8/KdgNBhgDyFte0qOSX+V9eR9HgFAYo0SoEXN+MxAjuQnFfuzevyZTwQf4sv/O4BJOQqBcmVSxG6rrebSXLy5BKP61Ga5C4zgZ+7FKUkWixh5v3xRaBodR6rVFPAztXgAq7RAikxBr+AwLbAzrGArRuVB06FGajYOpzBj6bfUhkgwDK0WnY/cCnCOfL0ClC4MrO/VQex9nzrcJpStvmT91StBCDiutO3tXQuTJNGRTr3c/pPGvrVGgvs+QzovpoS+Pib7JLiHcR9XJhPE7vgPkDfLTSTfHweGHyAKpanV6i2CWjK41rZ8ZhiKcdYqTcz2Aencm4MO8IARNozBvc8y+rWyVrO/cEHGbzY/wXnxvWNJNkD9/I4oUMZHKs2kN0cNvQzJeG+lbnN8OPAqs4kbd1X0cxvz0QakjaYnP91V6u4DhY2JCnWwyOA6p6kh1Qm3D/GwJxbCaqLKvXk3M4PJ39j4EOekf+2rwutBljdxbIKCWAgY20PBk/+6zJ+sZjPqsEHOa8vzOf1sbKnEq1iN8aChRbAeaJxOW+cmdwYe2/EYn9EHFKzVHCylaJ5kA9alvf9oDP5elStWhUAsH//fhw+fBiNGzcGwNr9//3vf7hxI49OQWawfft2REdHo127dihWrNjLz7OysjBnDjuGFCpUCG5ubgAAmUyGTz75BJMnT8bkyZORmpqKDh06wMrK8D6UkJCAgwcPIjk5GSNHjnyj830ViLTaVynWLRjKli0LkUiEs2fPCkQfQKdOnRAREYGgoCBs2bLl7x6OAAE0K9r7ad5kq3QLRssFg67XQ/ozYHqZ/P0QXP2BUeffnOirlcDvZXlvx14Cdn+St2GdPluiyASWteRnge2Z3V3fp+DH/ew+cHsfM5USWcEkp4pM4Mpq1p0nG5mz2nvQXK7OhLf38ibPBKBhICAtji/9PhWZOfcqD3iUJBGKv0XyXKQ6r6XUCtg2mvLe1r/zpfLGZmZiMxOZ8a82hKoIrZqE/dkN1iO7FiMpl1ozGHJ5BV9QRSLKr5v+wKDKldWUEz+/TSLmX5tGgP51SQb2T6HrujH51md5PcsC28cCXRaTyEusdKoGEcfz4h7nVlYSf+9UyPBSfHUtyZ1Ww1aBIQNJJp+GkxgJ9a7mocikgdvez6iQAdiC1LU472e5tszI+1QA7uwDyrWjH8aNzQzu6OEVSFLvEQAc/IoKAVd/Bphk9vzv/i+AG5sMv5PIuP/6k0hm935G34gea4HEKDrH613iG02l6d/5eXzG62vv3UvS8LFyH85NvY+DPI1lHpd05nwVujLzvnM8A1bdVzGrf+BLZv8rdKV6x8oWgIg+AldWMeBnCcF9OPaFjTgfx18DZofy/z+5zfHkd+2XNDPN7DoXYYDjyA9cS+bgVAjou5Vr8OzsvI/R/H+8Pu/i3zy1imPcOa5g2486x6CrAAOMuzNY2fGZJ+Bfj759++LChQsYM2ZMnq77n3zyCXbtYkeUwoULw8XFBffv30d2djZ+/PFHTJnCEiW9Q37O/a9YsQLVq1cHACxbtgzTpk0DAHh4eMDHxwcqlQrR0dHIzMyETCbDnDlzULduXZN9LViwAH/88Qc0Gg3s7OxQvHhxiMViJCQkIDaWz9u2bdvit9/yeFa+ZfzHi4AECPiPQmZHN/PCVYEzM02dbZ0KU7ocOkQg+W8CmQPQ5Hvg4JeWt5FaA12Wvh3VhFrJF/isRNZd5+dKr8pm7+n+u5hlv3eIZPNVM7oiCUnwq7x06Wtvg/uy7jb9GbPk3hVIVF7VtM8SFJlAxCZmS19EGT538GL2NbA9cGAqCY4eEisStCbfssb5zn7Kj+fUpPmYbyXWN0efZR/0x+f5O+cirPmv0o9SZe8g1ief+oPXWubA61RrLLeFli7oqU95/hkJlGLfO0yzr7Z/sgY/5/14fhvYMpT9yAfs5G/PzOR2JRowgyqWsq2ezIEkzs6dY5c5crsybYDIXUDUQdY5H/0f1Ts1RhYs+/lfhDKb5U4rO7IlYpX+zFRb2ZF8ikTMPjp4s94+qCMl4fI0zje9XwNApc/eScDI01TEvLjHdZAWywx/5d501oeGihyA9+3GZioF+m4habZxpkv+6i4GNU/diczmz6+X2zcg8b4ucKBlZj58JZUiNs5Usgw9QjXPnomce302s63e2p5s0RjUEYg6Ssm+WwkG5lyK0dehZCPO+4wE89cvfBWVRtVHAEe+p5qhSj8G3NTK/Il+0oPc8u1m3wNhiy2TfIDra1VnYMQp4MYWU5PKnHh6Rddi7x38u6fMMO8VYgmXV7D8520ovf4tyGnYKECAEX7++WcEBARg69atePLkCTIyMlC1alUMHjwYNWvWfEn0C4LmzZtDrVbj7NmzuH//PqKioqBSqeDr64vq1atj4MCBKFmyZK7fDRs2DPXq1cOqVatw/vx53Lt3D1KpFN7e3mjUqBEaNWr0Um3wviBk9N8DhIy+gH8sVApm/5KjabBk4wJ46Fo5CeY2bw5FBl9oj3yfu+bdpwKduD0C3l4f5vTnzBwf+Y6EsSAYdZ7ZxGc3mL0u15b9wAsCW1fgkzs0TvqnQZFJkpSdxLmc+YIyYeOgVpmWQEddXXVmIvDwNHuCAyRsg/Yzu333EE33NGqSgPRnrIkPX23o1a2HUyG2OAtbzACBRsX6/u4rmQW+uJhO/Ro1s+lVB/Ka7/6ERE6PqoMpT13eNve51f2EpQ0pMSxfkMhI4DQaEs6nl2jUZu0MlG5GczapDcli4gOu92K1SC53jKE8HCBxrfsJPQcEmEKZBfxejgGTTgsZrDn6P2bXRSLAoywVHpW6Myuv1XLNZzynzD/mIltaPjpDcjzsONfNzV1ce2IJXeCL1CBxzUgA6n/GQFTYYtOxFK4K9NtGRYYig8GEe4f4rOm9CZhT3bzHRstfgEKVKQ0314VCZs/Ao0rOtnqVejJ4kXCH82XrcCpZSjXl9ylPGLQLaM6An1hMc86ca0IPjwBgwG7gj/J0/685mkqaakPyfoZo1MCxH00VA44+zHr/WcFUym8JrX5jUOPYT5a3qdCF5RbvwqMiO5Ut/p7fKtj2lXpyzNYOb38sAgQI+M9AyOgLEPBfhv7lyrMM/wh4u5DZA+W78M+j05RGS2TMoLsWo8z7bborWzsC3oEkEwXF/WN00varynpwkbjgZo3BfXX1//8woq9Wkaz4VQXu7KXDuXNh1nrGXiHhqtwHKNea2cSyrdm+LHQYs7XXNlAO/Pg8s6NPLgG7xhuylfrWdrXGMav/5BJJTHBfkrjEKKDRV6xH7rOFZTBbhpoGX5yL0GzP1R9IiiYJK1aL2d1y7ZgttfcgqTz1h8HvIWQQDdcSogxu77FXKfXXqGk26FmO5N7Rl99t6A/ER9AMMaApx576FLi1h8RrdVeew4WFdEfXqKgKEEBo1Mw8ZyXR4dvGhZn90s1Zq67vQ69W0kzt9Azer5INDeUdjy+wldy5eQymRB1hoCDhjumxnIvwGD4VWEff9FsS+KxEBgOa/Y/S+curgGtref9tXOgh0WsDA33mOgCUaEj3+wUNGawQiTguiTXPS5XNP89uMOtuZUuzTbWSEnKpDdBtJZUsa3vy9/oyj+e3GHDwr0elyVILRlQJdznvCgVze5kDnf3zCxRqVFRUGCOwA4MkOUm+zIFqA6mMvgMpdOPG5RVA16V5E/0i1d9hgFvL9ZxPR9CXsHMX1qAAAQLeGMJTRIAAAQLeJfTSy1KN+eddH0uj5p+CwlgabuPE3zb5miQ1L8GXrStQe/zbq6VXZJJkQ2QYy+tAJWfGfeMAkldjHPwKqPMJyYgykzLl8/NJ/vUoXh+oNxEYf5Wk5K8QQ42zR2lm0EVikrkbW4DeG0nWXItTnhy5nSQo5Qmlz2qlQWHh6g+UbUsJv3sp4OYO4OTvlPW6FKV8vkI3qgVubGKgqExLSrWfXGJGs9n3QFwEW4qp5CR1ykya/ZVoAEADPLlIEiSRMXPabzuzxIe+pmrgxmbK9KuPZHu+HmuAWVVJms7PZ5DCWng9eAlFOu+1gxd7ye+eCIwLN10fGhWJuHtJzombO1hHn3AXaD6N2WuVnP4Tyiy2yBt8gEEhlYKBGZFYdz+zALdS9GvISmbN/e4JQNuZDATMDDbtYZ8SQ4J+4jeS2c6LgY39TccXOgQ4PZNjrDWO5pQ2LrpWcU5U89h70chuTg2qPiQyrvGyrXiMhNsMDHRfAUDE35yfp/OXqMugpWcZXqOra8xfy8wXXNvWToCzH4+RHySy3E74Dl404NPDozQDFOU7k9yrFVxTCXeoook6wmtsCVa2LJl4V3XfVvYMBD48VbDtqw4SZPsCBAh4Ywj/kgsQIEDAvwmqLBq1xV0j+aw6kC+/9p7M2D25TIO4O3tJ6gtVMf29WMI2Wx117t7Gjv162Lmztj8/iateTi61ttz+SJHObPrZ2WxBplECHmWAWmNoWvaq9bIZCaxP1pNzk3OTUnqsyKB52MNTJOUikYEUPTjOP02/I8lWZjF7WGMEiUPsVW7rUx7ISiEJuXMAOPuXaeu9G5sZWGj6HclSufZ0YL+zj3X/Nmd1Gf1iwNFprJW/vomO7t1XMyOZcIc1+ev6AO3+Agbu4/11L8UxaGHI3J/6A9g8CAhoBjT5huPb/wVweTm3afsnjdvW9uA9PTeXfhzFalO5ULE758XjC4DWzD3/r0OZSd8GRQbQ4kfeF3ddjaa+s4HMjt4MyixmuwM7cs4lPQAenKSbfXocCWXhKoAiC5DYAGHLKEUPHUbym/gQSLilq4EvSmM9ew/AszQz8pZc25WZwPq+VBlU6MY2jwBg5wb41wHOzAJGnaWKZ9MgQyDM2onHqP0RCXHqE2bduy4j+c9M4Dos2YjKhjXdOZ6m37E04eBXVDIc+YFqhOY/Aje3m7YZ1MPWlQGluhO5j4IQfZGIKoZ9k3ltAV0tvY4Il20DtNW1N5xTw1CHL5ZS4VJnAq9HXv4jDaZY7Ob5ViCR0hNk/+fmFRfGKFaL80GAAAEC3hBCjf57gFCjL0CAgPcGtYo150kPmBG8soamW8mPdNLtJmw7Ze1IV+3+u8xnjhQZfKk+N4dZ6pe96AeQFIql5iW3et+Hp1dIhgpVZos5qY3u5dzOUK6gyGRm/MTP5tUDxWpTjlzQOlV5OrBpAA3LzKH+JNa+y+wprbZx1pENa57vo9Ns4RR9jtsP2M0xOxWizPr2HoNaQiSmQqPx1zQJ2z5a53qvQ6Fgmpf5VGL7O3kagx5qOZAaA1xdD0RsYe/zVr/Q0fzOfpKtKv1YY63I5PhsXUB38xTg7CzWQLsUY1ZWZs+sr8QKOPU75fc2zryvV9fy/gEMtHRfzfM+/B0/c/CiydqW4VRxzKlJs8H+OwVTPmPI03mvyraml0K1IQxiJUUDge04121duD6sbHk/nuu6OBStSV+Ex+dZSmLnxuv/4h7n9u29XJO2bvSPSI1l9los0akErEhcZQ4MCkVuY5Am7joDPqUacy3r6/RfRBnI7eKmHH/RmmynaWUPHP6GpnlFQqkqAHjcx+c5l/puI/F39Wf5zrUNJPcZzxnMCO7DzPmFBUDYUmDALgaTLiw0XK9OCzn+7aMph7d24vjSn3FurenGtfUqQTx5OnBsGuc/wPNu9BU7U3RdTkPC2KvmfyuRsezAswwws3KO76yA+pNZsvKu27Sp5AzebRtF0u/qz2dGwh2qgdJiWXYw5DADIiLRux2PAAEC/vUQiP57gED0BQgQ8E6hUpBAQkQircqmJHhVJ9anm0PN0cyqyewNjtcqOV88pdYk3spMkmC1wkA8pDaW5a3KLJL7fZNZc65VM0t87xD37epPklS+M/cftgQ48EXe51a0JsmHuWCERmPIbiozSYbirvGYkdtMM+ylmwOdl9CBX6Miob65UxcEiSbpKN2c40uLYz/wJt+QnC1ubiqVNoaVLQnb03BmNguHAK1+JenLSOA5PzxJouNSjK74GfG6VmoOdPy/toGEKTsFiD5DU8WqA6k4uLGZxml27gwA+FUjWfcO4j1Rq7ivrBQAamDXBEqqPQKAAXuAP4IMmUxXfzqr/xFkyIx2W0l1R7u/gO89mdlt+cu7MST7kJGVzB7uLX4iYU28T3m1tRMDROGrdD2+7WiuWKUfDdhsXQ3y+JTHgEoJOBfSBYy0uvUqx8t0slYLQETCfvR7Q8s8G2e2QazUg9lelYJr8c4+7tfOnQqRuOt0+++2gsGj6iMoa9e37VNmco0rs5jZh5Zz0trREFh6epkdGvQBOrFufl1ZA5yZwXk7YCfw5ApVBm4lDL4OUhuuJ6dCuufBTc5fW1cGkRIfULVg48L9vgqUmWx5GbGFJHjcFd6X0zP4WV6Q2gAf3+Rau3eA5oFFazJYJpK8P9M7eSpv9eVl7GwgEgF+oTQCTHrI4I2VnWUFlAABAgS8AgTpvgABAgR8qJCn8wU7bAlfqCUyOmAHNCPxzEq2/NuzswHnokBIfxJilZyZvrDFVAPoa75rfwQUDs4/+6ZWsR55XW+S1rAlbPtmjKwkZvmO/QQM2scsYX6IPkuJsX9t089VcpKG8JXAudkkQ2IJz7/mKL7Ar+3JYxYKZoeDFW3pal51IOX9yY9M93luLmuOG33FjLijL7CgnmWSD5DMbOwPjA1nVrTtDODyShK9yG0MJqQ8YcbcqxxwYyMz98pMEp7Q4cySalSsyxdLef/m1zcdn8SKgQhVNkszHp5iiYHeLK1iN46l0Zck+ooMzo+xl6m8UGQCj04Bz+8wm3hV1+or6SGDBwDvdbUhAsnPCXk6O2fYe5LU7pkIjDhDg7wlzRjc0sOpME34Hp+n38G9QyS43VfTHO7ZDV2Qx5GdHNIeMEv9JIxz2LciUHMs4FWGpTfaI/RTqD+Z+zo4lfvxq6prEdmOc0OeRtl90kOg51rOp3Z/cf1sHkyDTo2KWe2qg3U+ESWBJS1o7hjcl6qVp+HsECESM2Dw4DgDRe4BLF+ZEEFjOzsPnTrhWyDhHlU6xetz/oilDCIUqQ6c+pPzUX9tqo8EQge/OskHSIA7zOExTv8JXNsEVB3AMoH8oMqmCqHmGJZViEDyn19bv7cJRSZwdg6VN/p2iACDD4e+AZr9wKCMQPIFCBDwliBk9N8DhIy+AAEC3jqUmcCBr5gRzllHb+cOtPmDWcDVXS3Xpjp4AeOvMUO5pLn5llwApfptZ5gn+9mpJBpaLc26FBnMVO3Pp2etcxFg+Am28kt9kve2+jZ4Vras4X9+h+3KoGU2zMaZBP3CfI5DJKIBWqHKbE/XbQXr6O8fZUZ7fj3WVeeF9nNIpmaH5r2dHp0WkqAf/5n1vmoFM6ciCc3H5GkkSDEX2B5NZk8J/s1d/P+ea4HzC0jAFjUybX8mEgF9trHu3saJDuRWNmyLd3ERTQXLtmHAwKcCAzy2Lrwvyiy8zBarFCRhmQnAosb0Hmj0JX0SHpzknPKtxPGJRO+XBP2TocwEfivLe2Trwmy1RMasfuR2Bkb0zvSeZSjH3zmef681lsoZZSal8+psBmdk9gDEJMgpMSwLibvGbPijM5zznRZxX/61qPaw99QF5bI5519EURmglpPgZyRQTaDVMIi0dTgDTebgXpKKj8xEnstSXYu8wQdJ0p/rWi6+iAKiDhtKVmqOAep9Cqxob2piaYyao4Hqw2la2H42O07cP2b4vlxboNOCN2srKk/j7y8sBPZNKthv3EoAI07prv17hjydxpunpue9XZs/+Lz9O8YoQICAfx0Eov8eIBB9AQIEvFUoMoGd44DrGy1vIxKT4CY+YBZQD32drW8lZhWL1QQ2D6V8Oy/U/YR/9C+gymyS7TMzdS/8IhqM1RrHF+r1fXRkPA+0/JmBgqP/y3s7j7LA0ENA8mPWNmvVNLSK2MrMduEQoPn/mDnfMlRHsEWsB761h8Tkj0BmRcUSSprzg3MRYOQpYEYwyZg83bIJGsDsqVsJwKcia+OzkvjCLk/VmQyqScKL1WIt8Z19lHNX7Mq67EtLgZa/8lro6+oBjrfneu73zAzKp7OSeH4lGgPNvqMkP+aSTr1QGXDwoaGeRMZa8YhtLOUo24YO6oosysmzkoG9n+Zux+hUmAGAwPb/PcKhUTPwoQWzztaOlMPL7Ekuz8zk9ZJYk5T5VaU64t5BknD3UszA23lynmp1XTCyU0ni/aoysBYTZjB7FEuYSdeoOO9sXIGIzayhD2jCeX5pGee+b2UG3bRqIHwNEHeV8yhkANUAEmsGwxTpLOO4fwJQWOgz71kGGHaCcyrjGdUlWnBuZL5g8MC1GMekklMZItJlmx+cYGDNkot8wy94LS4tA9r/BcyozHUplrB0p+FUBk0y4jlme89XDy5pVFQdnMyHPOth4wxMvJd/O793gfR4YHoZUx8Pc5DZc4zv2i9AgAAB/wkI0n0BAgQI+NCQGJU3yQf4QrlvCrPmx6aRGDSfBlTozCzy7b3MOj8+RxfxhlOA7WOYVTSH8/PZdg5g1n5tD77sG+P2Xv4p1QTouY5qgqeXLY/x0nKg17r8iX7XJQBEQPJDEipFBrOqrX4jOdg9kRnGXhtJMI58z8z+2Tmss793kISqck9gacu8jwUw6+1XlQGVT26SpFk7UnZ9dT3NyYqEss5YkU55dOmWHMuK9iyHCGhGyXTOFn+OPszwVuoJLGsNHP0BqD0BaPEzSU+5dpSC3z/Cc2j9O1/+/wrO7WJesSszvet7A23+NLiYZzwjKXXwYtaz2lDe5y1DqQjospSE8ewc3quAZkDSI9Y5Z6dQYbFtJMlJ6ND/BtnXexbc3AVEbuW1dvZjjbtbCRLW/Z9zGytboN8OBlHW9TIEgMp3Aep+Skm7Wg6IrZn1v3eQWfiQgST58nSSfK0GSImmvP1pOF3sXYow8x86jAGm1FjgSTiVIH6hQLdlQGoc4OgNVOkN2I1jgCHmIrCkJYMJQe0pke+2UpeJ1zDgdXER/QQAlrPUm8iggKMPCXbMBaBoLSD2JrtzVOjKwGDkdgaiVNnsAlClP1CiPgNsKdEM6mUkmF7PM38BH12jX0f6cyCgKZ8XXZeT4O+bBNzdb1AKuBRloKHaoIJn+sXSvFvm5YStq66F53sm+ooslgXlR/IBzrtr61lKIRFe0QUIEPBmEDL67wFCRl+AAAFvDfI0YNdHbMVWEPRYw5rwoI4kcQd0Um15qpGDvIgkpcU0ts7KSU716LSAWeGNAwx1t5YQ1JGZ9Lm1LG8jkQGfP+ExreyYkY65YGqi13kxa9LX9SSJyYmAZpQH7xhDgjzyDOujbd2YhfQOZA/7zYOAL58D37ubd/jXw9aV5npaNYMbqU+B+p8BxeqQvIkkzEqmPCHxB0h6IKZsXwQgqBOwoh1f2q3sKLPPTjFcb4Dy/nLtSDysHYFrG0n0bZwpqbd2AC6vYg3ynBq5SX7NsUCVPqzXLlxFZ8iXxADQ9Y0koyqFjqwOZ/Y2JgzYNJDBkNBhJHMPjtHU0DuIpD9yG00Fs1N4nAmRgHNhy9fr3wBFJmvkN/Qz35axaA22Jnx6hdlx1+IMku2awGtfKISZd2sn3ofsFAZUHp6k0sKvKuew3uAy6ijgWpT3WmpDLwg7NyD6PHB8GlscAgzcBPdjq8nMJP499ipr+u8d0ilXxCTetcayq4ZYNw+O/wrc2sFgVJUBJNqepfmbrCTO87uHKKkvVInBhawkzgffYKD6MK5LV38G1NZ0M30ueAcBvTfpztWFtfzPIoCrawykv+1MOsrL04DidXWdN7KBrSPMt+0EWNffd2vu4JJGzeeCWGpKgDNfAL8FmK4tS6g/id0IXrVl55siKwVY250BwYKgfGeqNgSvDAECBLwhhHChAAECBHxIEIlJCAqKxxdoDGdly8zkqLN8KRaLGSy4uIgv6Nc3kvz3WE2ZrSo79740ahLf/Eg+QLlxgyl0tjb3guteCqjzMfdZZ4KufZ8PM/WXVzADVrY1a58XNzXfkxvgWDYP1pFzDVtUPTjJenwrW7Yaq9KPNfTQkqib6xPvVoKZ75D+BvmwWwk6jGenAUn3SaREImY5tSqSl90TaTBYqSfQYBL3v6oL/15tMImSSs593tyl61V/nkGCGqNYR31nr8FMsHQLZt9dipK8Pb+d+9w9SjP4kHAHuLKaiohCVUjmqvRn5jjpIWv0HX14n+XpNEsbcoTt/ebW4jbGsPfkPRu4l2qDrCSWCzT++t+b1deoWY++qpNpgEmPsm3YFz75EcstnHwBF38SXT0h1ah5f1UKriuZHXBjKz0Uao3hmpXKAJEUsPIDXPyAh6cpmbdxBYJ7M8tdrCbQZRnn9JPLNPUrHEI5vYMnDTKd/YDKvVl2IU9hFwDv8mypmRyta6HZFGjxP5pSupdi/f+NTZy7RWqwNV3iQ6BMCwbCrq7TrT9vlo8oM2hc13MtMK8usH0Uy4BmVuY1cvACGn7O9XV7L1U7IjEVB2MuUfGydxI9O5z9GGh0GwjYODJoZYnkA1wb+6bwmls7cFzKbCB8BT1EbJyByr0Ae51aRSLjPYrMx5BPas2A1/sm+QAg0jJwWFBoNXkHIwUIECCggHgnGf2tW7cCANq0aQMrKwttmP5DEDL6AgQIeGtQZAKzQki4C4K2M4AK3SjLvriIEmEAcPAmAa42hE77x3/h5302k/TrXdmNMfwk3fQvLS3YsWuMYiZz5zjTz4vXB7osZsb80jJT933PMjT8KlaLBGrPp8wWmoOjD9DwS0qVo8+TWFnZMDMtT2PtbuR2vuS3+ZPZ/60j2V7LGDVH03/gyhqeX6KO1Lf4ifJ4eTqQ+pgSfp8KJMB2HiROWgBbhjDDWqiKrk1eKgnLxYWGGmZbV5L/6sMZfCnZCFjZ0VAqUakn0OgL3teIbQbztZABJFF7PyVhcikGDD0MHP6ebfbqfsIygujzDNTYezLLfGMzgwRBnSjTznzOgIGDNwMEFxcxAGBOTtz0O5LHVZ2YvR5x6v21H3vfUGTQsNGciqVST6DxVGDTYGb8288hwb+1iwoPzzJcK6lPmcEPbE8ifG09Ze/upRh0ur6BKhpHXzrlOxXmb/RBoDv7mEmPv8nAQccFAES8Z+4lOZ8A3q+sRN7jSj05r6+spQdHTsNNr0Cg8yJK+neON/3OwYuE3rU4sLSFqfeESMTgWJs/OTejzwInfmOpwqVlbP84aD/P8dSfuX0rbFw4f3wrArf2ct48OgW0+AW4MI8BvPwgtQEmPWJAYNtIXu+c87RoDZYm2LpxDEuacz2Yg8QK6LEeKF5H54kgBaDbn8QWkL7j91RFOnBgKp8tBUGTb4Aao/8eLwEBAgT8q/BOiL4AUwhEX4AAAWahVlEOrs8yKTJ1PZTzaD2VnUoZ+t2D+e+/UDAN6db1yl1Pr4eDFzOT1zayZVWZlmyztqR57m0n3gU2DaIkuSDQ96Vf3dXwmWcZYMBuYEN/Q72wOdQYDTSYDEwvbaifNoZrcaD/DhLas7NMa4RFIqBkY0qOw1eS8ItEQPc1JFdza5I8azWUsIcOJenWO/Hbe9J93M6NZoaJUcwcFqtFQvjkMonWk0tA6WZ0Lv+zAkn4sONsv3ZDV1rhV5XKAIABhPhblDxLrOh8DwC1x5PQbxpkCMQUq8U2aD7laZpo40y3fKktx3l1PVB/Iv0Irm80XCOxlOQ/dDhl5rHXSe49SnJ+Pb8NxIazdWJ6PKX8xq2+ACoLProOrO5GAtt3K8nXvxEvooC/quT+3KM0MHAPPR0S7gLtZzGLHLaYpSL7v2BJSMVuOhM8Gcn7iyiqIkQiZrqt7Ej0spIBjzKAoxf7z9t7AB4B/P7FXd4/91I89r0jgHtxQJ4J+FZg+7W4q0DcDUNgSCTmWm07k8EwfW95qS3Jb1BHtsUs0ZAdJ/ZPzl2W0GEuM83bx+Q+/0JVGPRTyYE/g5g1rzqY5PPuwfwN8Nr8yWMf+5HtGyv3Jsl39Ob3iQ8o8zcXsHQpxuDSinaG9WAOToW4nY0roMoETv7B/vT6Z4FIzOBe6+lU4dzZC1xYROWDlS2/qzGSJRdS63fbZSLxARUR+UFiBXwaxfUuQIAAAW8IQbovQIAAAe8bGg0J/vVNwPm5ukyUiC/EtcYyI21JYmrjxPrsghD9lj+TdFoi+QDJ3qouwKhzfPGOuWggHMaoNoRkpusyvoxmJTFbHrYktwRcD4ksd6ax9kfAmVl5k3wAODebdc8VulLKb7JfK6D3BuD0DGambVwoV5Y5kFBFn2WGfUkzYNABupXf3AHc3k1Dwi+ekbAosxhs2fWRgeTbugIjTvM6HJtmqMO396DzfYmGvBZxNxhMyE4lUeizFRCLOO6IzSTu1YeTeD+9QhLmW5nX49Iyliv4VODxqg1heUJaHMlLn80kJrHXKOG1duTvk6KZ0XX0Bpp9yzGrlUC7WZR9W9nparBTaIJWuhlQqimzxFo1VQLyNBJEayfuu/0clj44eFHhUbk35dYAg0QQAfG3Sf7dS3L//yYZf0yY+c9Dh3JuJ9w13Pfl7YHB+4CNA+mv0Pp3qlGcC5NUqpWcUxIr4MV9BqHS43mfQwYD9m4koTbOVAZEnwMS7/GzmDAa2/kGUxZv4wrIbBgYsnagCqbBZN7DOwc4x1/cA5a3AwbtZclJsVq6bgESBhey0ziOwLa85w+OMbOc/IjnuG8y22se+tZUVQMwSHFtHTtHOPlxDnuWIfE/9Uf+1/XgVGDiHZYItPyF3hW2zjxnaBmEHHkWiDoC7P7YNAhRbTBweWXeJB9gkODgVzSytHaguWD9T9mdQ62gckJixWs2pyaQ9MD09wl3uF6bfAdU6cvP3hXZd/Bi7f2NzXlvV2O0obOBAAECBLwhhIz+e4CQ0RcgQMBLaLV8qV3agtlVcyhWG+i90TKhUmYz2/U4j1p97yCg73bg9zIFM6pqO4MvyJeWAmPCgF+K83NbVxr6ORcBzv4F3NpNKbuTL1CpF+tlw1cCh781rSst0QBo9gM/S7jDuvM7B9gFYGZl86ZnOVGyMWWs8+uafl6+M4n0rgkMHJRrS1Kgl657lGbt+pm/mG1t8i3JlIMX+25HbGUPe1tXljWEDiGh2zyE0vuYS5TKA8zI1xhNqX18JOuk3UuQwKfFAufmA4pUwMGXhF2rAVIes0778He5gyzF67HmXSQmkXf0oiN6+EoGNVr+QjJ1cwdrpV38Gfh5dJpGii/ucT+e5einILVhHf3dgwwSuPoDxRuwjV7iQ2D3BGaBxVas2a7UG7BzNdwrawcamkltOI5zc3TnKaEDe7VBrBNf15vXSF9iIHPgNh86rm1gNwJjSK2BT27TxyD1KbPmydEsC7F25NpyD2B3gvPz2atemcngTKUedLy3dgS2jwOafs15BpFOkWHDoFHmC7qxO3qTgIrEXGOxV1mSkvyIBPyl4WMDlsIUCeUc0KioEBBJdM8Jjc4jwIrzLzuZa8HWhZ9Hn2GwQKNiP/dybXhf1Uqer0bF0oGzszj39K0Chx8HFrdg28YWPwIZLzjvn14GwlfxN5bQYT59AK6uo/JEkW76vcyBwYuAZnweZiaSmH98C1jUJDcxNwcrW2bALT0rFRn0BTBn5GmM9nN4Td5lJl2ZBWwbRfWFOVQfATT5uuBdBwQIECAgHwhE/z1AIPoCBAh4CWU2s7eW2tjpUa4dpbWWaqPlaWxxZ66PtUhMefyTSwXrGQ+QQLSezoxfk2+ABQ348jz0KMnq3k9JLJwKkQQk3Ga20s6Nfd4fn+exitdjplMlJ9lOecwX13JtSdzT49kqriCtpkQi1urOqGQaGBi4B7h/nFnXc/NM5boAZf01RpJkrOkODNhD8rJrgvnjSqwox3YtzvOZVZVEOGQAZdgnp7O0wdaFpCgriQGEuhNJ2DYOMCgXSjZi+7rdn1BVoFHmNtPzC2X9tK0blQXyVLYgcyrEmuQ7+zhOz7JUKti5k9gXqUb1RcJtntPDkyy3qDpY1wNdxZ7kEiveI42aQY3wlUCv9fzMxokkVJEBPIvkvXEponNPd+b5PDpDibo+o1q6OYnQyg7sKe9SjPPCzo336EOGOem+qz/LQv6syL9PvAssbgYM3s9gVenmuuDWd+b3KbUB+mwBfCsxAGBlxzKKjETAzoWZdkUmXfBP/kY5uX9t+il4lgaci/K6ytN4n+SpNGcMW0KliVcQs9fpzwAHH5L6F1E8hn8dBmDOzOK8LVwFqDWexn4PTtFAUpkNWFmTJKtVnIMxF6kq8AtlQGxNNwbopjzhOWg1umDQLh7X3pNy/uRHXPfmnkNDjzCDr29LaAlNvqHp5prunFsDdrEUpqAYfIBu/TmhVgBhS4G9n+W/D5diwIiTVCG9S8M+RQaVO2dm6v4N0Bkk1hpNZdK/SS0jQICAvx0C0X8PEIi+AAECXuLRmYL1cheJ2NrMqZDlbZRZ7OV95i9m+cRSSoxrjCQhPfwd3bMLAmc/mmw9u0FikviQkt9HZ+jaXW2ormb9PomEdwU625+dzWOPOMm+7HUmkKzeO5T7GA7edO9OecwsakH++fn4JrCqM8lVUEdmUq1sSD5u7aHjfNJDkhNHX5LZ5Ed8oa7SnzLoF/eB5a3yPp6zHzBwH6DKovzfqTAzr1oNCZdYyuutSON5PLtBCX5gR362dQT34x3EAEDZ1uxcIJaSGF3fxOtapa8hY6cf69MrfMEv1ZgBiwsLGKRwD2B5RGYCgwLlOzFje/8YM7mRW2mqplUz+BB/i8TOwYv7F1vpHM5FgDyZ36sVvHYvogBbD6BiZx7//Fx+JpExe1x1EMe2aSDHVLk35eGLm3Hf/nWBnus+fJO+nGZ83uWBWuOAUo1YV536lPdybk0qZKwd6Yq/YwzbIHqW1bVbfMx7nPmC82ZsONdg0kMGt1RZrHvPTqaRoyKT11piRTM4tYrryLMMABGl7lot/ygySAKVWYAynXNF3z4x+iy/9yrLuXZxMcfc4ieuQb0RZsPPqQjIfMHtTs+goV52Cv9ephUDZ7auQPgaoM444MYWqkzEUmbkr6wx7cYhltKAsOUvJNPGsnT3UiTg08vmLt/JCUdfYMxFmlBq1UDZtvQFMOfNYQ4DdjPAkRPKLGBeHYMKJj/02cy5L34PVa3ydIMTv1gqEHwBAoxQpkyZ1/rd4cOH4efn95ZH82FDIPrvAQLRFyBAAADWc+8Yk38rKD3qTADqTyaxzXO/aWBxrtaQkVIrgaM/Aqd+L9ixPMuwRZ2Dj+F4ikz2tZdaAyd+ZT3tS8m3E1CpO43fjv1MuXHN0cCK9uYdzPWQWtPB+/pG1tfnBa9ywJDDDHqkxupKBnyApEeUS+s7B6Q+4fFTHvOl2bEQSceFBZTJJ0cD+ybl3r+tK3uMh/QnkcpKJHGKOkzyETKQ1/HEr3T5rtCVWdLz85jNrDWWBNunIrCiLVBtGGua9S/wWg2QEc/MeUBTEqdzcxicAUgS634MlG7Je5f+DICINd/Jj1l/fGcfty0cAtT7lEREIuN2WYkkUdaO9H3QqFgyIE/XkQc7qjuU2YBEwvEoMnjv1AoGHJIfA+t75ZZgi8Qkh+XaAoubM5gx/hpVJHHXuc34a4Brsbzv4T8dGjXl8ut6UUHjWZoBnIeneT09y3BeyxzYa14spkqiXFtmwKN17Sp9KzIgkPwYcCoCQE2SH3+TpSRuJRkQ0KoBiDmn1QoGUdKf0XRRq2VpzPZRHFv5zlxfTn7sHa+Sgy0ipVzjyizuZ3EzGkbW/cTQSlMlB6ydGaSClkoPaKgO2DmewSJzqPMxyw9irzH7L5ZSsZKXAadXOfo5rOrMaymRAd1XGkwoNWrO+bAlpqUsdm5so1e6Ja93yiPdtazMtn+XltPMz1zbQ2N8fIulRDmh1QDfuRW8VV3zH2nOKRG6RQkQ8HeiZ8+eZj+/fPkyAKB06dJwcMgdZJ45cyY8PT3f6dg+NAhE/z1AIPoCBAgAwOzZivb5m0zpUb4z3attnF7vePE3WZ8KUJYe2J4ycGUmCcqD44aX4LqfAHU+IgnUI/0Z27ZtHmR42Xb0AYL7ktxKpAwylGxI6a5aCWwdlv+4ioSSVOkl8uZQpiXQYR6DAWFLmCmv2J3Ht7JjVhRakp3Tf5B86d3jHX2YzQ8dypr8Cl2AWdVM919/EjOcUUeBq6uZ6bRz5zUv3ZK1yrf3slVY4SoM0mQl8jrGhAFRh5ghr9yT6gZ7d167zCQg+SH3F3uNAYNK3XnvV3fmNmIps67e5YE2vwNhy+iNkPqEY5PaMHtfZwJd8139SXzirpMYuvhRaqxRU3atVjIjbO1I8ii11v3XhgoMlZxEU5VF8mPtxGOlPiXZcvXnuSToPCNSHrNtW9IDZmut7Bigavg593nwK25X71Nexw+dGCkyaY55cTGJpTlPi1rj6U2gVvA+HPgKCGjMchTPcgyMaFScIwl3ScCL1uRnIjFVMZkvSIr9qvGeZSXTu8IrkNc1fCWv6fM7gLMv75Pe0FIi4++tnXVdIKw4B5QZ7MqgSKfKJPo8ENybczkxigEyayddGUEWj+eu68Cwvo9hzhmj3SxmyOOuA6kx7GufH2qOoelg+CqWpSQ9pMu+id/DYAY61vXhXBy4z6DGsfeg8kHmwEBFxFadugEMLlki+/51WDpkTlmi1QDfexTMowQAWv3KMph/g/eEAAHGUCmYYLi5w1CmVa4d3wk+oDaO+kz/ihUrUL26mXIdAbkguO4LECBAwPuCFq9W/ym1IUl4XbgUZd1v5V4007qxheROZkejPKkNcOIXZr9rjDIl+QAJ6ZahfMm2sgNa/0aJ743N/KNWsEVY0eo0jNv1UcHG9fgCgw3F6pjPFBYJBdr9BRz6huRh5GkGFC7MI3mWyEiwqvRlneut3aYt4tLigOM/M+vfbxuzmY6+NBEDgBbTWIs8O1SXRdfB2olE3rEQjbGqj+BYNw4EynehWVf8TZKSep/hpcRaJCG5jrvBnunZKdymQjdKck/9QRO7IYe5jUZJWb7YirW6p/9gwMOjNMlQmVb0A9BqqARIiwPu7mdPdv96bPN2fj7JkDxN55g/gMGBmzsNGWGvQKDNHwzKaNW8DlY2vG8yBwZP0uNIRl39+UeeBqQ9obHgk0s0hBu4my7qSY9YS65HVhJ/+6ETfWjpwXDke9OPRWLej9BhJIt39pPAFwoG+m6mmZ6tM40QY69w++L12AEBYmb/H59nEMXWiWvRzpXrTplFkusVRI+EmDAqByK3ARW6M8gilvKPWkHjTo/SDCREHWEAx60EENyH99bakaUBhUOAxxfZqcK7HD+Xp9MLwLcyg0c3d3AeD9wLLG5Cgi0Ss87dwYv3vXxnoKh9wcqMAPpxfHSDz4FNA1nyU7YNzeUcfBhIuX+MAYmBe6h0EemUDQe/YhmQPujnFcggnVcgZfdNvmE7w5wQS2i0acm8TpHBZ8yD4wU7h+L1SYhk77BGv6BQZut8EWTvp5RAwL8Xt/cCO8bm7qxxcwewfwoDe2Va/D1jE/DOIWT03wOEjL4AAQIAkIxeWAgcMPPSag69N5HQil+T7GtUPObBr5gtzNkvvWgNmtBlpzJ7Zlwnqsymy/6RHxic6LuN5GLvZzo5sBFEIpLaFj8BqzoVTLHQ7i9uF7Yk93ejznEsKjl7lSvSmL0s3Yxk69A3DFhIbUjafSsBy9oweJATpZtTGbC4CWvQA5qyxd6ixiTketSdSCl+1GEGRLKSdGS9K2vn464Ddw8xc6lVcdyPz5Oc+FTk51Y2JN+PL7Bnd3o80Ox7yqmP/sT2hfpjiiVUDtSbCKQ+A0QaZoCvbeCx6n5MAiOS6CT4El4PqYytx/Z9xoBH8XpUN6jkQNJ9oNV0kqzos0DHeSyReHKJxN3RB3h4hjX/0Brqr29sYZsxRSa9CoL7sP788TmqDmKv8j4ADLzoAzoNPgfqffLhExFlFjC9jOl8cC4K9FzDzNfdg2w1l51K4l+xO4M0+jaTJ6cDV9fy9w5edOkvXg+4uUvX8UDKeedbEYjcSe8MVTavf52PAKktM9IqOee9Rk3yfnMXcHk5FQBVB5G0Zydxe70y4+paqkH0veFrjWU3DI2a5DvzBVUbQZ24bmOvAhW7MlCnyOJ4n4YDVQeyLWPaU55Xkeocz5qullsQGkNiBUx6yGvlVY7kXplJ08xr6/gsKtmIaqD0ZwxChq8yGPWJJfShEIk5Zo1KV///K9fVH+VZdvDyeDK2+izRkOvDHLRaztvVnfMff7FaQLeVHMPrPm/fFCo5x/zkEnBzO//uHsCApkjM+y9AwKvg9l52TNGXk5mDSMLOOh8A2beU0Y+JiUHjxo0BALdv38bBgwexYsUK3L59GykpKdi2bRvKlSuHvn374sKFCxYVAefPn0e/fv0QGhqKlStX5vpeqVRi48aN2LVrF+7du4fMzEx4e3ujXr16GD58OHx8fN7Rmb8+PvB/nQUIECDgA4LUmvXgR77LTbpzwtFXVyP7Bi+daiWza3f2m/8++hywpDkw4lRuMyiNkgSwdHPWuetl4Q0m08na2OBKq6WxlzyNtbkzg/OvqxVLSS7irtPxG+DLfo+1PNbWEbmz/bauNBocfJAGaon36aTfcR4zh3vN1OHfPcBr7VqcRD90GImZMalr/iNJ9tyaDCAYI3I7f9t7C8n344vsR35HZ1xYshEDEOpsOpLL05gZbPodv3cvCcyvz+ytyfXVvXjJ0wH/mpR7x10n+avQjeRGkckgSvwtXhu3EkBSNMsSAttzbjy/behs4F+HxnrBffhnRXsShda/UfKv1QCuRWnc5lSYWdSUGCo+Hp5i26+0WN6P4z/TnCz2Ksl9wh0Gg27v5bhFIgYwPnSSr9EY5KweAay9D+wEeJSiUuTFPa6NTotI+qOOsBxGP08q96KaosFkBsVqjSWJ3jJM1+7Rg90bXP15r4vXA8ZdptmlUyEaHjoVYnBIo+L2YgmQ9oylMd1XkTAnPdT5LeiMFG2cGeAK6sB7F9yXgSN7d5L+m7sYANBqKEdXZlE54FacWeuSTRgY0IJzNPEBuzo4evHzlBiqT3qspZrj3mHOu1KNGZRQZgMQcX/6zDxEAMTA9tHMpjsVoolj1+VUSxz+Djj2E9DyZ3539H8M4FUdxHIDgM8SiYzKmIuLGKAMbM+1d2Ehy5jKd6Y5qERmmeQDHJN/bZYB6eetOcgcgFa/8bnzd5F8ZRZVFpsG5n5WHP4GCO4HNP9BaL0noOBQKZjJz4vkA/x+xxia/35AMn5LWLhwIX777Te4ubmhSJEikEjeTilOYmIihg8fjmvXrkEkEsHX1xfe3t54+PAh1qxZgz179mDx4sUoX778Wzne28IH/i+0AAECBHxgEIlZn755sOX6dKk1s0tvAo2GL+eWSL4eGQnA7okky8YZI4kVzfnS42k+l3DXkEEeuIdZvm0jTQnz7T0k4mXbWu4VrUehYEqR+27ji4Yyi3L1jBfA/DrsqZ0TWUk0GEyPZ4eA5GiSM7GUJCk1lkZq2cmG32i1zBwWqwU8iwAKVwXW9zV8X7o5+3jnzPDrYesKNPoScHDnvpx8SV7qfcbAh0jM4yVEAYn3DDLlyO0kiJ5lzffmbvkzjfWO/0KiaaXrKS6xpiGcWkWTw8tLDEETr7JAzbGs0c94DmzsbxpwsbIlCSocAlxZxWO3/p3EIXwls6t1PmJQw8qWddOqbN7XNr/zsyurua/Up8DKjsDwk7pASUm2Ads0mN+XavrhO+4DvIdZyTST8yxLU7gnF1mbXko3J078QrJboiE9M4I6k8jW+xiQ2pF8iiVA0+9ZM6+SkwAXqsIAlCKTaxoARGqSbysbknwbZ15HjwC2NLy9l0Eg70DOMamMwZZLSxmcqdKPbS5vbKLxX/lOQLuZujIfCe+na3H6QtQcRbIbuYOeEw5erMv1KmcI7CnSmV2/tBRY19PQCtK/Dsm0Wgm0+JnzPGILA0AiKdBwCgME4as4PpGY86piN5YJLW1J4nrvsC5QtpHX4OxsBudkjmxDWTiEbv6LmzFwB/yfvesOj6pMv+eWqZn03kgooffeQYoI2EDFhoK991529+equ7q6rmXtiqhYQAQFLIAgvfdeQ4CEkN6mzy2/P84Mk0AgURHBved58kBm7ty59/u+e3PP+573vAwCdJ0ATJjDEhVHMtDtRgbpdI1qioYMSkMw2YDLJwE/Pslr4vgAZGJregrEZIXn6ExDVRhI++iC+gPAaoBrw1UCjH3v923/Z+DPgx3fnijXPxlcJfw71OHy3/eYzgBee+01/PWvf8XVV18NURShqipUtZE+HafAgw8+iC1btqBfv3545plnkJmZCQBwuVx4/vnn8fXXX+O+++7DDz/8ALP57AmYGETfgAEDBs4kzBFAywtIouc+SQJdG+ldgdH/IQmWG/kwWx8UN7DitcZtu+eHEx+ANYUS7ePb5B1YzIf94c/wQXzyqLpS/rUfMIN4KqKf0pHkQpTCZNEadAj/9k6S/IhEkg1zBMnWgSX8N6M75e7FO0henCUk3i1HMOs34CFmOH/6a3hsXcUkITGZNCir3SKs520kcvWR/Kh09ouHzmzklqkARGDibCoeqgsY8BAl7n/Aw8DB5cDO7wBLBOXSshWY+ANVHLt/ILkb+AgJzocjSMzv3xZul1ZdQHl9eldg+P9xnF3FJGCxWcy0Vhyk2doNP1Kif3g15dD7fiLxskbzO1SFGWjFx5rnIU+T1JojKNc22RiY0BQS3KF/pbx/6b95/jVHg9LxnvRhWPs+M8pJbUiO/ixS4vZjqQbZOavudeBI5jjevoLqDOgMLg1+PDhfHo6x38X3qgsBRyLQ6zY611tjGLixmvgg7amkLD2hFdd3RCLXuuLj3Pe5h2UXkpn/j29O0p/Vh3MW1xT45i5g748MOoz7hEGEgDfcik+S+BlrDANghVtI5juOo2nk+kkMEHmrqEboNpGeFEP/xpr6Fa9zzeQt48/137JE4LPLeKwxTRjoWzuJ11/t1nlbpgLznqb/x+3LgLd6MShXcQD49FLg1kVU2JTupZpkxD9Ibo/v+FB9BFj0Twadrv+Wv8dm/XqCa7KzhGb4M8DGz1jiItuAthfTI0HXeb3+UVB9VEE0pPLaOQs4cmfQA8KAgQawc9Yv3/5PQPTHjRuHa6+99tjvkiT95qz+kiVLsHLlSmRnZ+PNN9+EzRa+F0VEROC5557Drl27sH37dsybNw8XXnjhb/q+0wmD6BswYMDAmYY5gg/qty1l26mCjSSLWX2ZzZKtv935WbJQDtwYaCoJapuL+HvAA3x+1clbaql+OnFf9Dol6nMeCL9XsJ4P8CeDILKuXqone6apzKKe9zQDHQeXBo3tEmkYdGAx+7fPvI1kZNRLJCcbpzAb6S5jjW3HK0mCd/8AfPcAs/KtLiBBtsUzyBKZwu+La0bDuVAgINQKrHQPcNNcZusnj6LywRIN3L2GmcePLwaObKh7/Jm9OB5tL+HDe0jq7q3ie4Me5Vxn9gI2TKaEW5RJ3mULyXtsNom0q4Skevf3PMaUDiRIh1YyM5vVj7LlzF5As0Ek66LMwIeuUTq+7yf+H2CN/sBHgN3fASmdSJwKNvC7UzqQyAe8DJq4SknwASoket5KQrn+YwYLet/555EQK17gg+Eko7UhW9hloO0lzIjv+ZHbxrfg2hREYNf3JLLJ7YGUdmyLGMqqSybOh6+angpFWykR7ziOwYCaQq5Bsz3cElNT6CCv+jk37w1mOYfZwWBEr9uA3rfTQPHKKSSoipeBnaJtPAdzFNcDwKDS7u94PWsaSW3OBTR7jM3ia9UFNIvc8yODaEP/jwZ3X1zNzHxEIvDh8HCm/4rJwMq32CayPvidDBAKAs/l/fP4elU+11L3mxjgHPQoWxoeT/Jro/IQ8Pk44JZFv93wMRSU6nV7UIkj/HEZ/ONRcTDcsrIhLP8PWzH+WYJsBn4/1Be8Pp3bn6UYM2bMad/n3LlURl5yySV1SH4IoihiyJAh2L59O1avXm0QfQMGDBj4n4cUNPNK68Kf043GtpQKQamVmctfVz/JT+3MLGCIEFccolHUT/8XfkjQ9ZM/lJvswGUf8nylWn9+vDWU7+/+HpCsJDIJOTQ/W/QCH/gdScy+Z/dn9vrSt0ngX+8cJiEAs9A//Y2qg8snAWPfp1zfZAd638ae9lumkqzLNqoDJs5h1rxgI2t0hz9DYhuRCHzUg8QXACbM4gP5F1eRlB2Pw6uZibxyCrDweTqfxzWl1PjgcuC7h5gxyezJEohv76abfkZPmrw1O4+kTlOCRnwCpdaeCmDOg5Rrt7+McnxBBPbNZ923IAXbuAn0DDAFzd1G/JOGi5EplErrGt3/cxcB064LdxwQBKDpYLqbO5LYRm7z58xuV+UHiagG3BMMbDRWNn22w1cDfP/QiSRfMgFXf8k1/WrHsAmcbA22v9vBdZ4znMEXTWGtuw6a5SleBvPy15JM9rw5WPO+lUEBTeG+dI1rXLZSAaN4GeiKTCPpvn4WlRdfXsO1tHEKMPrfwPiZLHHRArxOl/2nbl23KDNod/6zJLVr3uP1lDOMn1n5NpUDmkJ1QfcbgX73cj2+O4Bk+IbvmUlf8nL4+srsyaDC6rfrH09BYDAs5KT/4E6eS03Qz2DdR8AdK9jS0l3Ga6IhlO4F8tdwXZ8OiCIgnmXrd/+Cxm97cOXZE6AwcHajvpKx07n9WYrmzZuf9n3u2rULADB79mwsXVp/AqSsrAwAcPTo0dP+/b8FBtE3YMCAgT8jRJGkzVncuO0TW/JfbzXlu7UR34I1/I4kYP0nJIohuToAjJ9Bt31vFbPDkoU19KvfIcEx2ZkZ7XQVACFsoKWpJKqr3wGObuaxFqwnAbLFMpN80zzWihfvpKHX0S00iXMWA+8PqSvDr42AmxLlm+ZRgu2tpvw4pHKQrcBVn5Ekf3k1ZcohCCJLAUb8k8cw72n2oU9sSRPA+ki+ycaa+0vfprN6jxtJlIt38vsjU6hKcB6lM/nMW5h9vXUR5fOiRIKmeEiwNIXfKZmZeb3oVZI8k5XBDG8VkNqFQQtnMbPEOSM4pprGWnJPJUmXIHL/qgJApFngPetJ9L+5i+76+WtJJPs/wMDEbUupRlj/EX8XlD8PwQ9B15mtPx79HwwaWd5IqXqnq/gQ3HQQ4EgFrJEMPh3dxsx86V4Gg5La0mcCArsd+N0MGuyeC/S9m1nYL69hQAjgGmw3Bhj0OM0T85bzxx8M3phsJLgP7Qa+up5GkDu+pQeGZGLGvqYo3MPeGs3P7l/I7PmHI4Abf6RSY/BjNAvcOKXuudYcpVImtTNwzVQAOq9HewKDT7tmh7ftdgO7TRzvLRKdwRKArteThOrgNVy2Dxj5AvD9Iww4VBfQr6/9WHYLaCzWTWKwzhrV8LbnImqXPzQELQDgDzIMNHBuoc3Fv0y+3+bi3+9YziDs9tOvNqupYXlibm5ug9t6vSd5JvmDYBB9AwYMGPgzQtP4YL74xYa3TWhJMg8w0350S/i9xFY0Klv0AslDSAoOsGf7wmdpQjbxO2DyaKDf/SQ7TXqT+CBICkz2EzP9ficf/LP6AGmdWBNvjWLmb837PPby/ZTav9WH2+/4lu7ionxykh+C4gNWvEmzsk8uDrf9M9mYLY3OJEHO7MHj3DaDHgOFm0lyD65kPX6v29iPe+t0ZncdyZRp6zoJYedrmCl3FlGG2zwoVxYloEU6/QSObAKwEWg9ik7gbceQuJfnspfxwZUkar3v4AOXZAoGFIJ114Vb2dYvKo3GYYIE/Pg4AxGpHcPu95rK/x/ZCEQkMbOs6wwg6KBh4O7v+VrPm2iStn8R0GwAfRC+e5Dk1RwBtB4N3LqEGV3bnyPbUwcHFp9IsiQTM9zfP8ysfno3uu+7SqisSOvCsYtpwtfK9lNlYYsBlrwEpHUD2l3Czgm2WKoGQq3zIhK474EPc90c3cpggD2OZDy7HzP5WgCQI1g2YovmNXf5R1y3fg8N+rbPZBAtKoPZe8ULFG7iObS/nEZ6spXbXvAC12D5ccqF2ijcRLn++OnMuK94nWZ+tthwsDCxFU3haqPtpTRy3DKN13/IF6PdWPpltBrJa0eSOV6ihUGEmgayXtZoXlPNh1BZoykcd0FoeF59NdzOW82gomiieuePctRvCGldG79tYutgacifwAjTwO+Ltpfwb0tjDPkiEv80RL8x0DSt3tc9Hk+9r4eCB6+99houuODsb0NYGwbRN2DAgIGzBbpOMitbSUAkM/89vvVdY2CyspZ67QeUyZ4KQ/4SJoo6QPYNPiyP+5TS/E2f1//ZgIekaNTLlMqndQ6/d6oMnN9FyfGGj+s67Kd2pjP8DT8AU8aQXLe5mHX3IZKx6k2SMFFquEQhIoG16kc2MvPY/yESo4CbmdUl/6Ibf0QiW5Rd9TmzIHOfJEk4tBo47ymShYAbuHcAa+nL9nF+4ptTNj33CRLCLtcDna9i0MLnZBa2ugBo2p+Z9fn/x3G5+A3W2y7+F48zuz/J3O7vqRooDh5Tcgd6HmT25FrQVRIZWwzLEgSB4+CpolohNos/CS15jH4XgxnWGE5uVDpbwJls/N3vIsn/7PIT+6UfXMEShCsm0xvhVK3MzkXUNpEMIed8lnFc+Coz4F/dwODKuE/YccFbxfVkjSLp6nwNideaD2ho56vifFce5thaHHSdj84AktqT1JXuZZDBkcx1XXmQpRkVuSzdaH0h0Ocu+jx8cilQEJwXSxQVF12uY529KDMwUZEHlOyhPD++Bed90+cssWl7KbstmKxc2yZ7OCiwbhJbQoYMCI9s4DXR4XKWCuyawyDGqqBUXxAZQDw2VsPZPeLji4NmheBavPBVqh92fst7w9EtHIvMnkDfe1m2cng1A4X1YeAjQL/7GMhwlwOecl6jsdkMygly3dKfEPwuKmgWv1jXnyKjB+8pzYacnWu4SR8qfhoKfgC8p/8Wk1YD/zuQzVSRfXnNqVvsCRK3+xO01msIIcIektkfj7y8vHpfz8nJwc6dO7Fnz55zjuifpeFNAwYMGPgfg99NJ+ovrwWeTQD+kQb8qxmw4Bk+AAbqjzSfEiY7CXNEYv3vCwIw8l+sCw5l23WVWUyAD8aK9+QkvzYWPkuDuMY4Y/tdwOQLSfSPb6NXuAn4aiLdua+ZRjKz5n3WOYdwdCsJfkxWw9/V5Vq6d9+2DLhrLYmLbCZRzuwFTPieagSTHVj2CvB2X2ZtJ34H3LGSkmhfTfgzZjuzs5YoAEEzNLODdfMPbCfxW/0+DQpXvwPEZQPNB9PVfc0H7AzQ7QZmzXvdxQDJoMeBKz8Dvr4Z2DGHpPKxQ8Bdqxk8ic0G3BVAyW5ACXDeKvP5r8/FjLyuAtlBwqAGmBFNbgfEN2NWVvEEFQIqULKTAaVDa5m9DXip2nh4L8lgi6HhzGnAzQfFoq11Sd6fAbFNT3wttQvX1Y9PMojzwFbg9qVBrwWJwZvs/lwXJbtJjlU/gyeyBYhM5fXmdzKDHt8qOCc+jmnAwzXfdBCQ3gV4uzfLVYb9jXPW9XoaR1YfYeDvsvcAayzncNwnlMjLFhLf7TNJaKPS+RldJzmOSCShbnYey2xaDKXa5OMLgRezgFc7BLtj3AjcuTqs5hFEloJ0upq/F20HopuEx6biINcUwHMZ9TLXbIjkCyLLeFoM530gqx8NMx/Yzm3d5cDU8fQC6HcvTSaPx+UfUdXiLAY2f0l/ga1fMVCR0gHY9CUDKbU9RQDeUzZ+Bnw4jPeO2sqj/LW8r/74OO+zZyOG/LXhbRJbMUhZX5DDgIH60OoC3tNP9gwQkcj3W51b5PXXIiuLzwybNm064T1FUTBt2rR6Pxci99OnTz8m4z9XIOj6yRo5GzhdGDt2LLZv34527dphxowGeksbMGDgt6OxEs8zDV9NsL5VJ4ENZeoDbvayD/UwPx4mOyXW6d1/eZ20GuDPli+ZwasuAEwRlJD3vS9IXo9TDOSvBT4Yxmz+vp/CDuwNYcx7zAaeqmOAz8me5OsmNby/G+ey7/bOWcCTR4CXc/hAL5mAezZShm6KIIkq2MB91jYli84A7loDQOCDvxZgZn7vXErz43MofVd9VDJMHkkp/fC/U/5ssrNGee2H9BAAmGHvfQdlkSv+Cyz+Z3i9NR/CjFtEEjPkIbO7Tlcz8+kuI3ERZQYcItMo6Y9MphRcENiXXZI4Z/nrGEhIDZkX6sGa/aCZm7ucsm8twHERTfycbOF2PidJWHIbnovq5/5D+4HGgMmu72js13woSaElkvvZMxdY8QaDLxk9gOu+CbdD/DMg4AXe6EJSHcJ13zDDld6FwRVzMAN+dBuz0FFprKf31ZDYFu/k+kloGZ7f8jxg7Lsk5+4y4OAqBlwSW1FO7irhOEYHTS0Dbq4JQaDB5dr3+HrzoUDTAZy7kNnivp+BBf9HFUByO+Da6VReNBtMci3IQMDFNSlKlKz7ncDPz9NvQT8uWNPlOpowFmygW78a4H4OreT6NUcCn1/BbVsMo7rl/fPq/h/gmrvmKypofv4HW3aG1DZRaQxQdL8JmHU3r70BDzGg+OU14WPp/xADYd/eRTXA8Y+njiTgkjf5ekZ3KmtCKFgPfDD0xM8cj4teAzpdc/ZlL/0uYN1kYP5T9Z9DUhsGH62xZ28JgoGzF4qff0d3zqIqyRpNpVybi8++a+EUaNWqFQDgk08+Qa9evY69np+fj6FDhwIAdu/efdLPr1y5EhMnToTdbsc777xzbB9OpxPPP/88Zs+ejUAggJ49e+LTTz899jld1zFhwgSsXr0a7du3x7PPPou2bdvWeX/Hjh2YNWsWRo4cic6dO5/O0/5NMIj+GYBB9A0Y+J2hqXwYrymkHDTgZX14y/P50PRHyzUDHrZrW/E6iYEgsS697338g7tlKmujTwWTHbhvMx92fw3UADPRkhx+AD9ZSUDAA0y/gZL+GbeGM3YNoesEts47VamB3w281JzkpiG0v4z7/ORi4NEDwH+7k3Be9BoDFqveJuGRbZQRd76GGepZ95D4XPJf1vSveitcO+xIYta0xy3A6neBlW8AF75G872aQmDm7cxuawpbe4Xq+o9HaicqDta8z4x7RDzH99AqEvcWw4FJI5j5v2k+SbuzkMcf1xzY9AUfsNqNpWR761ck5lFpDAwoXn6m9WgGNnZ9x+8KtfSzRLFfeYfLuabWvEuDOLODJmpN+obduZ1FzP7uX0hpeqeraYa2czYJU89bKe1f9RaPw1XKAEKX64Eu19Cz4KsbgDtX8lz/LAh4KVH/4RH+LpmAR/NIkA+tZFs8Vwmv0XaXAi3OZyDI4uA4VRwkyT+6ha83H0ryGxmU+H//EGv4r5tJwl+yhzJ02cK1KltpArlzFpDSkeQ5IhHw13AeFS+w7WtmtiUTTQKb9OFDu+rjcXiquGY8laznP7CYn/HVsDSgz70s3QjV63urWR6y9gMqYy77gPfKlf9lnb3fyaBD69GUzye0BD4axXMUBODu9VQZ5QxnkGrtBxy7yz7kPeqr68OlAMcjrQsDll9eyzX70G4qaCoOMLj04C4aYx5YcvI5k0zAtV/zWmk+mPcaXw0w4xYGEBpCXDM6/zdGefRL4XMykCKaAPOv2L/fyfvjyjcZeFO8VJ30voMqEtFskHwD/9P4rUQfAO68804sWLAAgiAgPT0d0dHR2LdvH8xmM+655x784x//OIHoA0BFRQXuvvturFvHUqqUlBQkJyfD5/Ph8OHDcLnYneSjjz5C3759T9s5/1YY+h8DBgyc2wh4gep8EtKC9XXfs8bwYbX37X9c32+/G5g2Hth3XAulo1tINHvfxXrcpS/XzSwej4Cb2dXBT/y6wEWonV9jYLJRQusswjEzvePhSAoSwfGsBdZ1EuVTZfMBEpHGkHyARHTse8yMmqysEx/5IlvDhdzza+934XM0BrtpLp3sp1x2IlF3FrNl2MYpwPXfUtI+6y7W/Gf0IFHTVTquH9nIuufuN9IA0BpNErb/Z5IcNQB0vprzWJXPeWl5AUl+TSHQ7Ua2H7RFA7KJmX57PDPwTXoFa6wloLqQZPrQKj7YWyLZb73z1cz0+ZyUkSe0IKkr2spWg+0uJfnfNYcqjJgsOqf7qlkbvX8hs/ixTRncGPcJPQGWv86a5dajgZJdDEIlt2dwxF3Of9O7ch2oAaBJP+DBHTzOPxNMVq7f8v0ssxj6N2bDi3eRJA94iAGigvUMzkCnCaM1mtJ4byWv2dgsEtcVrwMfjQy3xctfB9y9jt8TcAOeMgaDktpRiVK4GVg7CRj8KAMD6ycDWX3D5myiCeh8LdDpWpJsxcvrSxAAdyk/o6tAlUpTvgNLg7XpOttI9rwdMJmpcjHZuBaqChhEGPcpP1u4GZh0PgMRobyPpjBAtuNb4LwnmUn+fByDH9NvpGFf+YEwsU7tzPW8+CWWpTiLSNY9FXXH+8hG4McngCFP04di/wJ2xfj2TqpWDi47NckHuB7nPglcO40BU4Bjsmdu4+a8PJfjkdSmcds3BDXAwGnBOgbPQgGWHjdTUfRL/FXMDv4MeoxrTwgqkSxRZ6dCzYCBcxCvvvoq3nnnHcyePRuFhYXweDwYPnw47r//fhw5cvJnsNjYWHzyySeYM2cOZs+eje3bt2PHjh2Ijo5GdnY2OnTogOHDh6NHjx5n8GwahpHRPwMwMvoGDPxO0FRmg94bXL+xVgg9bmFv9F9javdbEPAwe9VQn+QBD9Nk6vMrT72dLRZ4eN+Zq9H0VNJk7vga/faX0TF+xyzK5Yu2Usac0SNYGzz45BmzTZ8B39zZ+GN4sgBY9CIzz00H0virdleA4yEIJO1+F0nJqRDThG3kXuvEOuqbfwrLsSedD4x8CWhzITO7W6cx022NZnuwXnfQMO+zcUEXbBMzutEZPPd2l7Ouu3AjMPt+9jR3JNP8b9+CsITansDWa12uI+FOassggT2R5yKZg7XdXhIlSQIye5MwBlx8X5QATWfGtvoIM4NV+ZybA4v5PaJM6fj1s/g9C/5O4haC2QFcP5OZ5cKtdGkvWEcC2Pla1luX7mad9B8VNPu94HcxiBGVQrJblgvkr2bmPL0Libe3mvOS2IrrL28FkNSa8nNzJACN60DxM5iU1JreGiY7CeCuOayl7ziO3hBF2zknSW1479ICLKvIXQQc3QQc2Uxjyz53cW52zSFBla3ch6YBGz9loKr7jVQRhPrT22KpDtACDFqseovrpNNVNMSrDnZViEjgNjoYtFj/ERUOx7fkvGIyA1ile1nGY4nicc19goGhS95kCVDAw+tHCGad9/4E/PwsVQ0hSCbg/m1U6XS5jt4Gvhrey6deW7fN5alw41wGXxyJPN6Xcxo/39fPYpnCb4XiZanF5+P4d+h4ZPUFrvqC42Vk4g0YMPAHwCD6ZwAG0Tdg4HeC38XM0PGZ/Ppw+zKSlDOJI5uB9wY2vJ1spWHVB0Pr1pjXh7+UNj4zfzpQvBN4q3f49zYX0cDvs8tJVupD9gBmlusLrOxfCHw6pnHfbY4AHsvjg3zhFjYDmDaBmUl7HNt2WaNIwvKWhjOI8c1JBP7TjoT4VBgblMOveptrJLYpMO8ptgeMSAKmXU/ifDwkM2XI8TkkVtCZYfTXsEY7MoWZ3J/+j/uyxQObppCcCCJJenxztmGryifZisvme6E6fMkEVB4BKvNIyuKaAlWHqVbYM5f7S2pLl3LZGvRj8DOj6iqhVBogiYtpEizZ0IEtXwFr32c2F+B1cfVUKgm2fc2yCLODPg6aQhVA8U6WKuxfQOn/7yF9/iPhcwZr56MYSAtli/1OjkvBeq4THZTPJ7djUKX8AJDVm5n0oh0MDEWmcT3GNaX0PWSsF51B9cD+n1n60aQX581PySe8Vfy/ycbxN0WQyAsiA0OCSLn9sn9zf2Pe47H+9AzLf2orZWyxVAt1nwjsmcfjUvzBhhoCSwi+f4SBBYABnh430fH/65vCrwNcY7csYNDC5+QaE8SwH8SqN6lGCLnGxzdnPX6X8TzOz8fR3yCEkf/iOk5oRcULwLX5j9SGr9cQzn+OgQJbDI/pn+kNfyYqnaUuPW9ngOC33kcrDwHv9Oe8nQyJrYBbfj7zQWYDBgwYgEH0zwgMom/AwO+E0r2s224M2l/G2m5L5K/7roCbD7e5i5glM0cwy2WL5QPw8Rkbbw3w3f1sD9cYjHieD6yL/nnybUQZ+EtJOGN2JuB3A9/cThmvbGE27lS16yG0uRi49O0TzdsCXuCV1ifKegHK2h1JfNj31dDJvvl5zFJ6q5i5dqSE5dIHV5Cw2OOZ5d41G1j6CuW5138LrPsI2PFN/cdnjWGQILUza2A/Gglc8hbl8Mtfo9neB0PrdjtIbEUC0+aiYDZUIXmqKaSk3lUaJOoWkjVPJbPxEfEMRlQXhAlPRg8SqK1fkVxfPonnc2AJv6fVSBJDTeO8eyq49mQLZfVL/82yFNnCFn5qUBJeu25bV/mdoolBBL+Lfgbeaq7fw6u476aDgu0cg63a1n7I7K7ipTrjotdZi71rDlUP22cyy/9nIft+D451UCjZzfnQAqyJtkYyO57Uho7xB5fTzb7fA8z2izLXgaazPEP1c/2aHbxnHFpJSf/hNST+42dyba96k4EBTeUaH/Ag1/XaD7ieYrKA7jcDsZm8L0Bg4Ei2cl5dpQxKLH2Z8yCa+Lm98+lN0uNmBhx0NVzHvvtHXiORaVTH5JzPVnwfX8RgEMAs9LhPgS+uDLdbTMgBbgw62a9+l0oWQeLaaDeGqpFZ97JkpDZSOtDcUJSpukrtyHUTcu43O0jUAY7D88knr+8/HsP/TuNLycTx+eLKk6sBojOAC16gKmX7TKBsL6/R1qN5jIL0yw3JfDX089g1pxHH+hzQ69awZ4YBAwYMnCEYRP8MwCD6Bgz8Tlj2KvDT3xq3rS0WeGjXr+tB7HdTBr3slRN70mcPIKF1JNV9kPNWAx9dcPKs9/HoMp4P2aeStbe5GLj0rV8frPi1CLiBb+9hMKPjVcCUsQ1/RhCAB3aQcNaG3822ekv+FX6t5QUkJpk9mBWUrTQlqzwEzP8bXfJDiGtG2Xzbi1jqEMpK2+OB7jewdv3Lq9k/3FVC0h6CZCKB73Eza9K9lST8ip8u4U0HcZ1oAcqNF/2TGWxBJFFoczGly5u/ZNbcEgm0uYT1tJYI1tjnLqY8uvkQEhzRRAK09gOun1D2FqB6YOhfSbgKN/GYqvJJHKPSmPVc8x7JScuRJPZxzRhEMlmD5Fxm1tRTBez5ESjZQTIFEUhpT0JijWYm2BbDzH7AA6gKzzXg4nFWHaIM2RJJOXrADXz3EI3iIlNYS/3dwySIkpkmib+0A8TZioCbY7L6XcrlM3szCBLw0nzQkUxymNmLGf6AB1j7EQl6SjuOn64HA34yybUaAFQv51/XAGcpCXfeUq6n5oM5j7oKRKWyXGL120E37IvYYcPv4vdFpjBQsPBZEnPJQtPL1qMZ1NrzI9dCalcgZxhQU8z74vaveX4mO9DhCmDwY/xdEHkfs0Tx3DSNrT1rClmyofjo6fDhcCCxNTBhFrDoBWbtj3ftN9lZFpXZG5g86sQSquZDaNQHcN/rP2KAQ5SojOh7L9U5Otj+L2Q2GYIoce33uIkKFckc7mYRlc57rqbxOv3s8hPnNq4ZMHEOvRBWv133+gu9P/YDBnJ+ifeJp4KmoiFj01Mhpglw99pf97fndONY5xfwHn2m/5YYMGDgjMIg+mcABtE3YOB3gK4Di188dQa8NswRwGMHf7lc0+8CFjzLh8STwRYL3LaEhlihzL63Cpg8mgSrMeg6gXXos+45+Ta3/Mxs7h8Bv4sk/YdHSDwbg/4PsEf88YQw4GH9fNF2un7HNKH0eflrrB8H+ADe/UbWFc95kEQ+JtiOrGQXAAEY8Rzw/lCSoU5XUyIfmUq5dP46kqoVr3N/tliWE6gByvRD7b9yRrAV2pGNfL1kN8lFVl96O8gWytbt8awhVgPM+qd2IuGKTCE5/Gwca/c7X8Og0IZPGLQQBAYQ+twDJLUCpk2koVtEIjPIUelAr9vpqq+rJDLeShL+7IEk6wE3j61gHXDVlwxErHiDJL37zdxGkEn2VH+wZj8o9d41G9g2ncGovOUc15isoNGXSnk4gu0BhaDRm9/NbKsAEpo17/NcOlzGzO1N8zkH2f1Pw8L6g+Groeohfy1NFH9+Htj6Nbti9LiFxFnXODale7kW4psxSCNbOUYBbzBzHskgjSgHjfNklp0c3cKggK+GnxElvm+OZIClpihYAhLDAKFk4hyv+zBonmdnkCkhh0GmnPMZgJAtXI8lwQCmLQaoPMxgQUwTfrds5XFA548a4Pf7XDS/01QgsSWQ2IbXTMDF9aopwBdXM7C49GV+76lw4X94PMcHKjN7AeNnAF9N4DVeH3rdDgz7G1C0E9g6lUGoo5sBZwlN97xVXIP7FzAoF5sN9LwF6HglAymSzDW74O9179OCCNy5ikaLp2rnKZmBG39k68zGZvZzF9NnoLF47GBYvfBHwO9mh5IVrwfVWAIDJ/3uY5vHP7ozjQEDBn4XGK77BgwYODchCGEJaGMQ1yzYXu4XEv3y/fWTfMnETFNiSz5QbpnGB9aQVF2USRYbS/Sb9KGp3cnQ7z5Kuv8omCP48F9xsPGfqcgj8Tye6JtswJh3OEZ75wH5awBbHB+289cye3hkI7DkJRKqse8xa3l0GwMpvW4nmffVsBbfFkc5cf46uuFv+5ot41LasTXgweWspz+8Gpj3dDij1WIYcMkbwRri41z8y3PpzN9tInD+85Tx93+A+/VWkSCpPmZlZRul96rCdmHu8vB+dD1osLaVZHviHEr0K/KYTcs5n0QyvRuw8RMSPUcylQmiDOycA8RksNWhycZtNYXO5YIMlOzk96g+mvytn0yy0vNWEpc2l/BH9ZFsqgESvB2zGJTI6EHfhOIdJFE5w5jFXfwiCV5iK+6r1238HslEUuAsafw6OJsR8LA3efOhLN9wlQJXfcbAzpr32GYy4GbGd9izQLOBnPtQrfrB5UBkOksjFC/353dyLGMyma22xgSJ1iEGCiISOO6ecs63PY4lAprCfWoBXjO97+QaP7yGAc1+9zMgGOqE4SoB9i+iA3+bi0lYE4L3o5oidnsA6COw7kOqVCQz133X6xls+vomfkdcM2Dw46yb/2AYzSMv/5BruSGSD5Bk37uJ5+Yq5WuixH1Mn3hykm+N5jipCs87vgXJe997SIx3fQd8e1fdzxRtA2bfx/vDDT8yuGe2Ux2T1omKoZLdbJnpqz41yQc45jNvZ7C20filObI/MKcW8HAMtx+XaCreQXPU9pfzPvhnM9k0YMCAQfQNGDBwDqPFMGZq66v3Ph49b/3l0klfDcsDakOU2M+6x83MPuevJflKakMSqviY2TJHUJa6+t2Gv8cexyxxwXoeo+INvxeTBQx8mA9jpyvrEpLX7p0HuMooE28xhKS0IdOoXyLXlq31+wmEVBKbP68rpTXZmKW7djrbww16lKT41Q4kNQk5dPiOSqWTuKayHtkWwzlIbElpuSWSD/fFOxhQ2DmbhGrdR5w7exwfajuO4+vjPgUgMJt5aBXrbvf9xLlcP5kZr5vm83yObqEMv2gbs95tLmLttbucmd6IpLpEH2CN8ITZrJ+e8wAzyCGIMvdx/nM8n02f8fVlr9BTott1zDBPGcuMnMnO4EDPW3meKe1JImfcQqn/lV8AkUl8uNcUQHHTzf3QSmYhE3Kokmg2lEZvokglSVY/juG++QwCdLic6pEvriapWvlftlnrfjOz2yESeS5D8VIKH5kCzPsLVRTXzSAh/vxKGthd/Dpl9LYYrsUfn2CQscv1bAmX2gXY/xOwaxbVEZ2u4rjrKsdTDQAJzRkAjGvO9SEIAAReb3nLGEw6spHBn1YjGbDa8DEVBKLMNT3mHUrt137AdewuYzDikjdpmrjhE66dmqPcru0lQJ87aQw5ZWxdQ8ncn4GFfwdG/RuY+D1LjMpz2aL0gn8Co/7F1pRXf9n4tm6eCl4zl7zNY3YkBe8VAte1IIQDbCFEJPC6yF8HvNOPgZAQBAFoNgQY+QKDXAufPfE7q/J57HevZVbfbOd9su2lvMZMdmDBM407/tI9vF+kd2vc9olt6j+n+hCR+Ae2d3UCcx46keTXxrbpnKuRL/KeZsCAgT8NDOn+GYAh3Tdg4HeC382sW0N1+tGZfBj8peZhih94uUXYVVmUgSs/JeH78XFmjep8TwaNl1qeT8LsdwELn6fx1qkQal+lKQAE4NAKSmtjsxhAEMTTY+Sk6zymHx7lw11th2uzA+g2ATjv6ZMHFBQfsPo9YP7Tjfu+q7+kNL62UWHADUy5nJnQkyGjB3DdTBoZzrmfr9WuFd7wMaX6Q/7CzPOWqcwC9rgF6HkTM7SCSCK38TM6j5fuIaHbOp21yGYHib49nqTJ7OAxaQqzirHZDLzEZHMbTwVQc4SZ0uaDmWVd/C/WFJsjqDpwpHDbJS8xYxqdwQyqyc5M7tzHwwZnxyM6k4qGOQ8wANPvfnoOFKynxNZkYxZ5/8/MzvqdwJh3+Z7io1TfFhOsGdZINP1uktao1GAbPhlYNxnoOp5ruPoI9xuRGKzbLuWxmuw8X3MEs6zLX6e6ISqNtfreqnCw5FyGt4Zt0SISgdc6ULnRejSDhyE3/Py1JLCawiBUbBYJvC2OYy3KYaXQ4TVARS7Q7jKgfB8J+ZapnKecEYCvisEZTzlVIJKJ6/bQSsBVDEQ3oU9D3lKWEBRt43FGZ7BGvel5XJdL/sXt+97LY1/yEom+ptQ9P1ECRv8HSGjBTheKj+dmj+f/a47w2NzlJMTxLYC0bpTR75tP6X+X62meWV/niRDs8cColxmA2vENULCBJLhJn2BWvYblDT8+xrUdwk3zaD658LmT79sWy+tixRtcg5Ep9BuISuP4H91Kn5ROV52o1vK7gf924zpvDAY+DAx+kuPWEHw1wNTrGDRpCIMeoxrojzCvrCoA/tO24e0EAXhwF8fXgAEDfxoYRP8MwCD6Bgz8jgi42V5q9Tv1vx/ThPJOR/Iv7z9/fMun85/jw/DU8Sc+VNfGRa8zI2qO4MPm8ldZf147Uw+QLI1+hQ/IZ6L9kt9FeXLIwK4+tL8cuOS/DArIFgACM7+h2mJfDU2oGmqD5UgC7ttaVwGg+JiRnPtkw8d63tMkrt8/TBJ69zpg8QsskWg+FLj0TeCjUcxEdriCREMyMXtfvJMELLs/s9Wiic7gmz5nECXUJ7zX7SyJmPc0TedCjt8557Pm2FNJ87DqAs5P69EkbEXbue7SuwHz/0r1gGQCbltGmX3pPn7OVUppcvvLuK3iB0p3sV65dtbfFksZfdtLSepKdrG22VMBHFjKfWT1DbfHk0z8v7ucJCazO+AOEnNRJqkXxGCPdJ3jrniD6pdKZvkDHgY/1n3Ec7l8EoMYS/5FYhsyXUvvRtl+Zm/gs8uAC15kJja+xbnfMszvolIkbwWVEaLE63TvPL4XncEWbl2vAzZPZd1+bNNgr3iBQRRbArsq6ArV2ZLMOfBW8/qRLQwIHt3KgFf2AK6nZa8yIz38WbrR6zqDBKLMen0tAOSvZ3mSycq1oyuAOSrc2s5bzu90JFD6vnceA0W12+xFprADhWzjfkRTWHGgqZzrdpcB0BnoUf1BVUoZ10daF66dOQ/WT2odSby/7v6Oga/jzfjs8bxvpnbm/W7ukyytaTqI6oG3+zY8Txk9aOh3ZAOd/nd8y2MLXePp3cMqqtoIeIDXOoav94bQ736WxDSmvEvXeR/4YMip74VRafQJsP4BChi/G/j5OWBlA4HmEPrdz/KNP0s3DQMGDBhE/0zAIPoGDPzO8LuZmVv+KuuUVT9rTnvcQsIdMmz6xft1Ae+fxwd1azRw3xa283M1UJ8smYBH9ocf7nzBbNimz2kyJUh0o255AQnVmTBCCniY/V72n5Nv0/4yEuYds4A171LKCvBhv89d7LENgaR45q0nl61KJuD62cFMdC2iH/AAb/aiBL0hRKYCd64E/tMeaDqAzvYfDON7N//E89j1HQMTF71Kif3Sf4fLOOzxfHDtci0lwTVBl/y0zjyvwq2sR/9oJAlXCG0vpYR1+o11VQd97mIGtWwv+5IrHpZVdA2Rdp1ExlnELOXaD/k9kontzOKbAyP+QUJuiwImjWSWdMhfaDq45wfW4/tqgGaDmD22xZEU6jozyd4qrkVvFc8vuR0JTsDDNS6KnJ+8ZUB1PgljSgcSfzXY8k3Xgj3jixnwSe/OnuIFG4DvHqSUvT50Gc/M5M/PswOBLbbhOTwXEAq4VOTxnmGNIknfOw/Y/T0AgfM64GG+p3ipyrAnAkmtObah+utAsE0fhGCgRKeUXpQ5Xps+Y6ArpQMw4p+8j0TEA0e28JqoKWRGfNBj7G5ReYjeFAeWMLgy4GEaOe6dx/Usm0nKm/Shl0hMJhDwAZPO5zoc/ncGKnbNobLAW8Xj7ng5SwQ2T+U5tRxJ2X6ou4UoMaDV/wGS/81f8L7w4xMk6bUxcQ7X26IXTj3Ol/yXXgVN+tDNf9gz9K5Y92HDcxSdAdyxkvek5a+dGEyIbUr/i9ROde+l3hq23TuVeqg2LvuAQcPGwu8GCjeyvCWk+qqNuGYsTXCk/Lq/P78Vnkp6TOxf2Ljtc4YzoPJHBCUMGDDwu8Ag+mcABtE3YOAMwVcTJjyKn1no3/KApfhJIH94hFnNjB7A1zc37rND/8Ya2dq+AJoSzOoLzLDVlrT/3gh4gf+0ObF+PIQ2FwEj/8V63uKd9W+T3o3ZQVEm+Zj7BLOatZHaidnwxHraVVUdJnFvLG75OVyrv/0bEo7UTsCVU4DXOjGz+ch+1o8veSn8uZgsHuf+BcxmxTRh5j65PQ35otKZaZMt9CjIXcRSBnc5cOMPwMcXh2XTADD630BaV2DJy/QyaDeGxE31c1yLdzCbWXWIUv9+9zFLK5mZadUVSuut0UGjNg8Jv68GgApMmxA2MBvyF5KN9R8xkJHaBRj+N/Z0V7zMoJbnAd4KwJEKRCYHs7/rGORIaksyeGQzyz4kE7PJsU1ZJ65rJCXeKhIoxcd1aXZwW7+TRHL+X0/0vrjghWBLwYtJEP8M8Dk5rrmLmN3eNQfodgPN4CxRzNyrCqB6ADmCcylbOeZasGuBENyPrrOlnt/NrKhkZuZ90T85xt0mAAmt6QVhdvA1byVNJpPbk8yLEj9fvINBpYSW/FF83DZU/+6tYXBAU4CMnoDm5/eF1B5qgIHKTy/lXPW8jbX+EYk876p8fteu71kqMPrfDHqV7SMZbzeGx5Pcgev0+wfpnfHxReH7Q2pnljK91unEtnvHIxQo3TKV102Hy9kxo7ZfRX0QBODWJfzcyv+efDtRJqlO7xYuc9I0Kg2mjm9oFfD4Htr9y7PZAQ//3fY1sPUrmv85UujhktUvWJ7RiFKA3wOeKuDrG09uhHg8Wl7AEiSD6Bsw8KeBQfTPAAyib8DAOQy/C3ijazgDtfmLxn2uSW/gmmlnz0PT0a3AOydphyaZgAe2A19cxczuqdBiKM3rQoSiaDvryEUJyOpPUi2Z6w+wlO6lIqKxuOF74Od/sBTi8ysYVOh7D0n6j08ww9n9Bpr1JbcL1k0r3H7tezRC7Hkr0P9+4Kf/A2zxwHlPsbvBoVWUNeecD0AnSbNEMov6w2NhmXLXCayPPrQaaHsRAz9bvgr2sLcAGd2YkbdEsj94yxEk2cmtSdj2/AAcXsegR8dxJHQ7ZgGHVwKdx9NAcNELzPQOfzZc8qH4SCJlM/0ats8IjnG/oMO7j9/vqw625bMwa6/4qBixRJLoqB4GCZxHSRArgi0m45pzrCQTSwUqgkZ/TXox6BCZSkPA2gGU2KbALQt5HGfLuv4t8FYxWLRvAQMcUeksmdBVAAKw+wdm2W0xQKtRwbIIE8tHTFaOhyOZ607xkFBX5TOIF5HA+mhdYzlH8S5m8C1RVALsnM1WeH3v5ty5SngsoszvqykGzDbgq4msP283lsE1fzWDP/Y4bqupXC/rJ7NOv7qAQYRWI3l9hEhv3jKeY2wWj7tsP+v9I1PDQQtnUdhEcNPnPBdzBFUzKe15nVceDvtmXPQa182yVxo33he+yjHveh3P9fUuDRupNhtM6f/J7l21EZMF3LXmuHIhL/De4JMHL0MY9gxb9v3achQ1UKtkQuD111gjw98Lv9RTZcQLvNc1tsWgAQMGznoYrvsGDBgwcCpIZtagFu8guWssGqphP9OoXbd7PNpczAfhhkg+QFLkLKIsVQJr4DMaSd4dSXzAbyj7F0J0RpgAhWLS5oiwdLfztZSf37OeRCXg4XfYYpl9HvJXktmAhyoDTWN9uihRphrbFNg3j0S7ZHeY1Iz6FwMBc+5nYOHoVhKd6TeRdN36MwNAspXEz1XKLJ7JRkl8ZnfWOHsqgVajaRyYu5gtvCQTzRf91cDkUax1v/JTEslQq7uQAePO2SRGCTlA56u5v2WvkNQNfoIP5ZKZ8mqlnCUCEADJChRuAVI7AD4/YLEwqFFdSCM4ewKPMxQQ8FTRYT8qnePqc3I8u1xPQj8vSBQqDlDinvwLVBlnIzSNWfV5f2EWtva10esOoPcdHK/2Y4PXvMCsfcluKjbajaFJ3+YvuBYdyUCfewBdoKGes4ilIaqXGXFnMb0Pdv/A74hKY4Z9wIP8vBrgmj26hWUDUanM4msqcPVUKkWcRWztF/CQpM97ioGzFsNYUtJ0IM8jIYeBA0sUj3nO/VxHIU+RxFbA+JkMCs2+h+aOusZz6HYD0ONGBrIqDwLZAxmgKt7BIEKvW4H2vYCCdVz72QMany0G6I+Rc37QM8LHoGBDRL/7jSyDaQwqD/LYsmsFBSQLOwtMHh0uRRIErmF7PMcsewDP7beYS0omQDrLgl+yBeg+gR0WGvrbJVsZgDFIvgEDfyoYRN+AAQMGTgXJRMIZkdg4IhxCbFPwSfssQVTGyd9rP5aO1o3F6ndZmvBLvQUEkQR7z9yGt206iCSoZDcf4FM60HjPU0ki7EgK9uyOB6qOkDBbo5mdXvpvtizL7Emzue0zGZhIaMVWZKmduN9VbzH7OvF74Jvb2f5uw8eU8V/1BXD5ZJKCzB7Axs/ZE3zrDNZN54wgMfO7SFigAUc2ASvfory/y7WU0O/+AfDXMIN+9xrW4X99M8n94bWsyV7/MVUHe35kBtNkI6FrdykJWu4iIG85Ccyol9jjXPFzHH9+joSl1+0kp84iZnrTOpFAFm7meOScz1KSkp00ggu1H2t9IYmtt5KSfV8Ns9jRmUCrC4BO13BcDizmvHgrz30yEHCxTjyU5RVEktxBjzJwUr6fmeCodI6hrnKdJLQE28UFgJSOXEcmG4myrtFVX9c5DxYHAJGftcUCl77D9bb2fSo9qgu4L5MtaHy3l679hZuoKnGXs+48rSvXuQ6ufdnKrPxlHzLANOMWzk3bSxjA2fwlSXR8c6pRBj/Bkpn8dVyn131Dh/3NX9YdE7+L0viAm+OQ0Z3XQSiQMfhRwBJNpU6nq3kOrjK29+t0Fctajmw89birCtemrnKthwJ1p0Jy+8a3yAPoq5DRI6xkEASO/60/A7lLeC9pMYzz5SzitRPTBGfVvfp0QpCAYX9nx49TYfizf7wCwYABA6cdBtE3YMCAgYYgmfjT61Zg2b8b1zu5z51nVx2zLYYPwPlrT3zPnkAy0FhUHiLZ+aWwRAIXvkZZfdH2YNsy9cTtBIEEZW8wW7jhE2b2dnxL4jzoUWYwAUr2BRGAHnTNF4HLJpHMTRpFYn/NVD7YVx5iZkvxkeSmdWEmu2Q3MOZ94NNLSDz8LmDqtcB9m0mmCreQSB1Yxoynr4Zu95WHgI2fkuD3f5Bt/LL7k6QFguZ3vmoGRioPMljU9162Dlz+BjDkKZoD9r6Tn2l1AR3g5/8VKN3Nz18zFUjvwRaNM25mAKDLdVyLrUcDbUbzuw4sBT4bR4l+zVGOTfuxPK7hf2ct/zsDSGo6X8PglT2B/+oqYI4EmvQl0Qt4uf3uuTQsHPRYmOhbY375vJ9N8Dnp/B4i+bKFWfOoDGDF60D+BmDkPzj2az+kV0PX60nqdQSJv07yGHABlfnA5s+4tm3x7Aih+ClzFyQG/OzxXKMhQ0fZGna+1zXuyxpDSb/rIsAayeMSZWbeJTOwdRqwZz6PyxwBpLSj+uS6mSTxr7Spa1K3F6z9H/QYcM1XVMaIEuX/W6Zxm6g0BsS6TghKzYOBiS1fAUtfDptUpnbisR9YyuBVfAuOn+Lm9RTyxJhxKwn8yZDYikENayyvq/4PUKESWq/1QZIZIGgsQvNTG4IQVCD0Aw6JDI7Uvg9GpdG4tdftZ8YY9UzCHEFvCNnE7jS+6rrvW6OB4c8AHcad+100DBgwcAKMGv0zAKNG34CBPwl8Tkpht3516u0yetAY6mxqU6RpJGufXnrie9fPYseC492ZY7OZ6Ww+hBlKbxUzZq5SZomskY377kCwreDhVcz6iTJroaNSgVXvkMSG/hQJImvs240h6fjkEgYF7t8CfHMXDfYe3MUH1M1fMEMaIm1xzXi8Xa5ltjyzB4n7ohdowheCZAbaXkxp/8YpzFKf9yQl+h9fFN5u6F8p5dY1kqSAmwECTQ1L95Wg431FLmXXmb1ILDSVnynbz+z4tPGsk5atwFVfslVbxQGqRFxF/FxSO9Y8x2bRFC62KeuqAx4GNswOBlhqjrKd5LavGejocw8DDJoarNc3MeN6dAvJ6nlPcO6S2nFNhoI0WrDFmiiGW7aFar6dRSwFcJeSiL7WgfN2fMvEcw1+F9tDBjzM7I56mRnzkt0MxNhig63nFHobSMF2dJ5KIHch/x/fkgoTSyQAnftS/UGlQ9BxX7byu0QT/9UCQd8EhWTXZOc1JcrBdRVJRYA1ikEC2Ubir/i475D5o99N8m+LY6Ap4KFc/82enDOAnSMueIHXpxA09yvPZRAosTXnev3HQP/7eC9b+yHb1QHcV/cb2fUh5FVx+zKWIkSn03Ry15xwKYBsYRBs8JP0DfhoJK/X4yHKvIZ3zGYmXxQ5NtUFwKQR4WM/HnesBOb/pfElAhe9xpKT441O/S6e89wnTv7Z7P7AtV/9Ngn/2Qq/i/O+fWbwXijQdLHtxcHOLwbJN2DgzwiD6J8BGETfgIE/Efxu4KvrKWeuD6mdgQmzzk6zMr+L5Pj7h+tmvc57igTjh8f4uyiTALW5iKZcO2aSKEYkMvPT6SoSiMYQPr+L7fgW/J1Z8NpI7USn/8pDwHcPBTPQD/B7Qg+eAS9wYBGwbyEz+WvfB3rfBXx8YV3Zr2xhcKD7TcySizJJ0IZPaHRXX9u4UA/wHd+yNVnrC1nPLAjMsJrs3BdAQrR+MvcjmVha0PNWutwHPCRxiocEreJAONMJMCupg+c47P9IiAo3c8wjkoMt8txhn4CAm9nU1qNJ6te8xzH0VvOYO15JE8KqI0BiDsmgPZ5EXZSDWdMY1uGbHUHiItCZ/ZiLvB+Q7VQsizIDCoWbON7Z/UkG4ptzztK7hx3P+95zdgWwfin2zKOx44h/0LBuyUv0KLj4dc6hrnE8qgtoppfWmdeKZOY6lc1sUaf5ua1kCfpAuDnW85+mDD+2GZUasdkknZrKa6ZsL0spds0m6e55G5Ucpgi2j3MWMwt/cDlVILoGmKMopY9MZWBI8fL/0elcQ5rG79eU8HWz7yeS845XcH0VbmbgKaUj14poAjxl/L51H/LculzHrLtsYWAjoRXvc6kdeW6e8qD5YGzYs2D9ZDriizKvJV8N8OGwE8e9z128NiPTaDIYghrg+aybxOu08hAJadNBQL97afCZt5TdQBqCyQ48sq9+0np0G/BOv4b30fceqon+rMRXU8P+MbLlj+sIYMCAgTMCg+ifARhE34CBPxkCHko/l7/GfzU1mFm9m7XQvzXjGSJiFXnMAusa3d2T25Ms/JYaab+LNdjLXmV2x+8kWb1xLvBKaxKGKz7mQ+D0G7n98bDHUwWQkBOuhT3Zd63/5NT1obKFBCGpLVuXmR0nbqNpPE7ZQmIwdXzYFR+glPja6cxarn2fyoQQ0e56PX/WTWKde8iAq2AdM7qDnyJp2TI1WG+fxdr4sn3Atm+ArN5A08Hc9/6FlEyb7DQR2/EtgyHZAwHobOW34WM+SLcYRlKUM4zSe1Em4XMWU4GQ2YsKh/Uf8XdBArL6si1XTBOe554fGBywx/McRYkBgIo8thGbMJvEKiKBZNTv4nEn5HCOFR/Px1nM4zXbKdXf/SMDCB3HkUzOuIVra8DDzCJ7qtm+r2gbyX5lPs9DkM59afPWr4HSXWwl9ukYKjk6XQ2sepuktaaQ2fqRL5IU7/2JpN8ex7nWNZLtPT8AEFn60XIEVS4RCUHS7w12JogFnIUMUrlLgPgcBhcCHs7jlDH8XLcJwPDnSHhFmd8hiAwoFe8iwU7vxuN3FjMoBZHrVg4GGgSJxDt/HTsnOJK5Tpf9m1l4kx24+guWq3irWQrgd3PNpXXlPUXXuO6qj/A7kzuE67ZXvMGsv2Sij0Sbi4GDK6hUaNKH3QFqCoE7lrNLSXUhP2eO4P0kuz89CPLXcmyaDWZQQQyWRSk+fpcg87z8wRaEgsBx+XAEA1GnwqDHWBphOe4e4qsBZt3LzhUNwRoNPLTn3FatGDBgwEAQBtE/AzCIvgEDf1L4apjRExBuh3a8ZPSXItRDe879lJLXRlwzYMQ/gaYDfnvGyecMPswG63IVL4MKO2dR/j559Kmdmq3RbGUVmXLybZzFwL9bNeyyH5MF3LW6cZnisv0kEiFEZwA3zWMbvvoMBW2xwIBHSKbK9wM1RcykWiKDcxV0VHeVMhiwcQpJ3ehXKf3PX0dpf1Q6TQADXhITPdir3OwIOpg/wH87XEESU7CBxMfs4Hw5izgeaV14DjGZzFR+/wilz+3GArZorilnKQ39KvJ4LJKVhn7uMmaI3WWsKc9fQ4WGORKwx5LcZfbmOvFVB7P2NpJHkz1YfuACnCX8rs+vonIjrinnKNRuTw+2G5TNwWy2HFaAiBKz2+cq8tcDCc2BN3sxg91hHDB5JOcfYCb58knAmg+AvCX0rqg5ygBez9sYkAoF2swOrg1d57VUfoBBFkECoHM8NZXrOpRFVYNtEUMt/ALuYPDOEt5eNjO4FfJGM0WQeMs2oDqfa6BoO8sDHImcD10Pr7eDy4FNXwBj3uG8z30KGPAAr4Vv7gD2zQeaDWHP9MOrGWwq2s7jaNKLmfeoNODLa7k2Bj9Okv7dg+F1YI0BRv+bCpNlr3Jfn4+jSWflIWDlGwyAnfckzSTn/yVc8x9CQkvg0reAxDZco8U7wqUiyR04hqF7grcS+Pjik5v3db8JGPFc/bJ7TQWeTw56eDQC130DND+vcdsaMGDAwFkMg+ifARhE34ABA6eEr4YP7YLI/695jw/fx0vdAWa4xrxHWffplpf6Xcycf3s3HdgbQrcb2OP6+AwaQAKz+KXG99ie+D3Nsk55fG46cK9+J/zaZUFZ/qIXTtw+Kp0mYYdW0jSv3wP8js1TgfxgnWpaF2Z0i7bRRTy7H+dhw8fAmvdJnob9H426VD/grWFmsWQXyzSy+5Ek1xwNS/gFgUGDdZNY8iCZWVYw/O90J09sxZZeqh9IbBnMpPoBv4dE2uwAoDND60hmFl0MeucqXio+zBFhIr9jJklURBLVCCETN0EiuREEBgNK9wSJpomybNXPkoKDy4JO8ZFch/Z4ZmsFAFn9SAJ/fJzn0usOmvnJ1t8e1PojoPioZFnwd+COFcDbfamuaHsxvRTim3O+TDaSWjVApQkkjr3JxnHVVWazBYnzYbIGvQ+CpRFKUMpfdZhqkKYD+bpkovGiOVijL5mDng/uIMEPZuf9LmDB30hce93JchZnMRCdxqCEu5RS94Mr+Pmk1pybzJ4sOYDGVn+6Fs6Yr3mXmfm0riTmU8fX9a6ojQ6Xs7zho1Fc2+O/psfHz/8IbyMIwBWfMCB1ZAPbBW6Ywq4QCBpkFm4GJp1ff7AvuT0wfjrN/1a/Xfd+50iiuqXvPRwDXec55C1l94KS3Vzn2f3ZsSIq/eT3w4AbeD618Wvksg8YsDNgwICBcxwG0T8DMIi+AQMG6kXAw8zv8leZTdcUZrm6TeSD9k/PkPAfD9kCPLI/aAZ2muEuA15q0bhe9+YI4JHcsMxV8ZM8CiJJwOTRNBZrDHreyhZPp5LMequAb+9iHT1A8nPPOuDVTsz41YZsAW5dxDZim79gecDOWQwIKN6625pswMBHSfaWvEyCM+l8EokrPiYJ3jiFhM1kY3Y3ZGq241sGZkp2hfeX1oUt69K6Uh4e6mgQ3wKY+B3dyS95k8evBIMDEBhk0TQen8XBWu/SPZSZ718A5C7m+Ca0ZAZTV5gdDnhJMm2xDNAc2UDZeXQGZegATRCdJcwAWyJZQ664Waev+KgYCGXxJQvnwVVKvwHZyvMt38/xKd/PUg9rzLnXkstTye4FGT05T6G2jTu+pdJCttDNvtUIoKaYcnxRIjkXJa55v5vkWZR5/pKZ8+StoZGiLSbocm/iPCo+AAIw72maMLYYyraPmz4PZuEjGLjrcSvn58gmjndMk7A7v6ZRjWGLC/pezCbp3Tc/XF4jiFQjZPVjWdGmz3iMye14nk0H8f+SGfhqAu85p0KPm+mb8dEoBpzuXnPitZbSCbjhO5Y3RGfyvhHwkOC7Sugt4Ehmt4xv7wx32YhIBG5bTLXB9pknP4YWw9iKMpSp13UGQ0UZgMZAVX2BxtrQVOAfqWFVRUOYMDvc1cOAAQMGzmEY7fUMGDBg4I9AwEMZ7fEPuUXbaJa36i22ztJVGsrVhuKjg3TPW05dI/9rUH6gcSQfIMHwVpFkKj5msCsOMMvc7lLWza9+m4ZnDcWUFV9QznwKCGJdaW6bi1hv7q0k8Wp9IVUGSa1JVlUfSfPY94Gt04FF/6h/vwEPsPhFZtoHPsJs4TXTAGscsPAZqgFqy35XvMFtx7zP32uTfICkesatNCC7bgbw/hCef9OBJD/jPuZ2ZfuAxS+EW5KldGSbr7aXsGzDGs3a7NqO6j1vAbqMp5ze7yUBtEQABRtJyJsN4vdsmUrX/cNr6HKe2olBHF8NYHKQtMq2oPu5yGBGwA0IJgBBGb81hsECTyVr/OOaA2PeZeeFKZcBE+ecew7lgsBx6DohmE33syQjIYfjV3mImfDKQzx/xQsU76b5XWQixzvUblPxcf2bIqiQUHwcV1FmhjngCbYzE5jBH/E8x7H6CIMJLUcAB1fyc61H0ahO8ZLg+11cK9Zorr3SPZTTayqvg+x+Qen7m0D10aBqww6oKjDnQaDmCMsyWgzjOlB8lOGHHPxdJQ2P1frJvB66XA8ktWIg7+E9XBtl+7l+WwwBdn0PrPsAqDzMQFjLEQwSmGx01I/NBi54Ebh1CfD1TQxqtBjOwFPIDf5k95x9PwFrPwJ63sx7nSD88ralATc7EWyZ2vC29jgGgQwYMGDgTwAjo38GYGT0DRgwUAc+J7DwOZLgUyG+OXDzQuD1ziQItZHVj+Zap9vd/8gm4L1Bjdu2SW9g/AxgzgN0pT/+YT0mi3XCFXnM5p3qz83wZ+lSLp0i/qxpwP6fgM+CstpBjzJrun0GcPWXzJyvncQaZV1l7W/3m+hqPuM2YOe3dfeX2pmkOasvs47eCmD7NyQs8S3YXaB0DwMvoRZ+tWGOYMnBukmU+gOscU5oBfhcrPEe9TIDIS2GsQ/55s9pVGZxkPB0vIrtyr57KOyJkNaFdcJ7fmRmd9NndEYf9wkzqOX7eewF68PdENI6AxA4f5V5JKayDUjvAlQcJumMywq6w0dQHu6r4bwtfw247CMgsxtfK9lD2X5aF+5T8XIc/C4GHJoPIflUFda7n0vwVlGd0f0G1rGv/YC14QAz0qP/TXM5Xw3H2WRnNlwNcOxka9AkDuEMsSBy7dni+DlfNcm0LY4eD75qBhMcSQB0BlMkOdgOUQfK9zHQ1G4MCfDe+VSfBFwM9HS7kSR3/WQek2RmUKtJbwYNfn6eZF6QWIbQ63YGaFa/Daz4b93e6Vn9WHMf1wx4dxC9HUSZ8vza95img4Bet9JvoqaI1150elCmv5HrILUTf6Zdz2uuNgQBGPp/VC98NIpKh2umMiiy+XOWF5jtQKtRHKclLzGgVh9imtAP5Ld0eyjZA7zVq+Eg5sBH2fnjl5pOHmshupr3CpOVc2mNDl5v55jyxYABA38KGET/DMAg+gYMGKgDXw17eTdGSjr2PZK3VW/VfT29K8ng6Sb6fnewz7j71NtZooB71gMzb6Mb/ckgWymF3TqNNe/1QZRZimCLafj4Al7gjS4kOP3uo5N5y/OBuU8yaw+QZHW+lg/a0WnM7lujKR+e/xdK18e8C0QmsytA0VaStYweJP6Fm6m28FTy9yFPM7hQuDko3XaFCUOTPmzNtn8RM/GWCBJ5UWaW3F1OkjbpfGZBj4c5gsciysAPj1IqbosFHKnAqJeATy4BrphE9/f0bkBUKksF1n0UzsomtKSPQPMh/L6QiZlo5v91jURD1ynHP7SSAZKYTCC5Lcms4gtK0YN1965SBiNUH7BvAd3SbbFA+8u43Y5ZQI+b+D3nUru9kAT+s8s5HhGJDGRUHATGvkvCe2AJCXNSa8CeEPQ8CHBsAm4SU9nMMfLVkABrKrBzDtUlHcfxc9DDsn2ogLOM0nxBDMv+3WVBc0OdxzBlLF8DWMN+3UyWm2z85EQzudhs+nUoXgbbymutr64TgWF/o0IouT2P11kCbJsO5C5hW8vYJiwd0BSu1QNLeY02Pw9oO4ZBkB3fAl3HUylTtI1mhgADSGldWU7SdADwxVVcI8fjkjd5fs3PCxtmHm/ymd4VuPRtliMsfK7+ebtnPYNvvxZ+F7BtBjD7npMHHFuOAK6Y/MtVKn4XsGUagzU1hXXfyx7AMYhMOf3qKwMGDBhoAAbRPwMwiL4BAwaOQdOYnf3+4cZtn92f2e73j3OBbjcWuOi1Xy5jbQg+J0lzKEN9MvS8hVm/qeMb3mdGd8rn3+ha/0N2txto4NUYzwHFx4zZRxeQaIz7mO3D1rxH8jT8GUqN9y8MZkU9zAh2v4EmcyEH9NBnamf4LJFAy5GU3EdnMPO450eg+TD6Jlgig2Z2ZmZd135I4nP/ZpKzRf8gAQ4RGUcyP9f3XhoILnz2xPMRZcrIz3sq3MEh4GJAIyKexF3XGajQAsDKt9kSzx4XrO2+hGQ94KYEX9cpH1e8gBIgQXSVktC2Hk35fe7PJHf2OErMI1M4JrKVn9UUBnwAZoP9Lrr0r/mAbupZ/ajU2DAF6Hv3udVz3FfD0oPs/qAvgovzaokKtrSTORbucmDPXCAyie0RbdGAFhxbCJwj2UrpPwTWipusNEXc/QPJb0wWr3cxaN5XkUfJf3wO58tk4++aSlm8IAFzgm3gWl8EjH4ZKMulQmP/zyzzUbycy+43cm0F3Py8LRZwFXNN5i6i+kPXGSDcN5/rKTaLAYAu49na8du7wgZ45gga0J33ZLBLg41jZYnkWlg3iddLs8EMbplsPOaYTAY6AHYyOB7J7YGb5tMT4FQGn7ZYbvfz8/XX7N+6KKgw+Q3wu3jvWPwCg1ehaz+9O3DBP6gAMtnBAI033N6voX0uf537PBmsMfQjiM40+tYbMGDgjMIg+mcABtE3YMDAMQS8zCqvea9x20dnAjf+APynfd3Xb5pPh+3fA+5yupEfn52qjbvXMovYkKFXCLctAeb/jSSzNlpfSJfrX5IVDnhImla9Q+O80l0kVbKF5GTZf+hrUNt0T5SAQY+zdhg6iVnBOgY0Kg8D5z0BNB3MLLnipfS9+ggz7IIAbPyMRF31kwy0vwzodRvrpkv2AlMu5XEdj4SWwMDHWIMtigyk5C1jttQaA4x8gcTNV8Nj9LtpHliyi0QtvgXruSMSwllZRyJQuo/HmdAy3HNd9Qdd4jVm48VabfH8TgACx0hXeRwAP7N3HrPDtliSNmsMUH4QcCSQ6Ok6M9WeCgYZpl7H4MmNPwJ5K4A2o8+dlns+N00IQ0oYQaCMXPHx3Hd9x1KKYc+S3JftZ2Y/4GYgxlvNz4oyzRBFmYRX8QUztqFHKh2AwPe1AKXjPz9Pk8aMHtx2/0Ka2NkTeR0owa4LevCzxTsYaLE4AEcKpf8bPgE6j+d8+qqpQFj3IbPhTQfRpT6zN4MZm6bQ6+H4sp+oNLrob5nGawXguY15hyUhK98EtnwZXDMgsR/xT3aIyF/H8fG7uJ9QBwbZBky9hl0AaqPX7QwMTbuu4bnJOZ9lBe8POfG9B3aEAwqnnN8aXguCFG5lKJlO3EbXGJyzxvDes28+yxyObuHYp3cD+t3LjPyp7k1luVQYNYT0blQ2nUtBMQMGDJzzMIj+GYBB9A0YMHAMaoCEcflrjds+vgWN4Wr3jk/rCtzw/e8nmVYVtu+aei0f7I9H82HAtV8BzyWEXbQbwuh/kwgvfI4P3k36AP3up2z315yHpvFBPm8ZsOpt4OhmHHtA73kr/81dFHyoVynjrzpMUnRkI7dN68yWZIkt6c6/+EW2MANIXnrdzsxpVT6NzBb9s64xoigBl77LzP2UMcyEhyCIwLhPWf9vspMom2zMrhdtJRkzR/B7l75MwpbZExj2d9Y9l+zi98ZkksyX7GYwY/VbNGLseBUw9C/hMoLyXJLWhFY8Z7OD2Wld5/kLIs8JOsmqyR5s56aT+IYk5gL4nhrgtqJMN/mIOH5e8ZHczL6Hc5jRnQTtXJDve2tIXle8Tn+DIX/hmAfcwV70AqAF2xJKplru+lJwGyvH0l1KaX7IHFJXw0EWycys8ep3GSgImdK5yhkwgADsms2fou00X+x2A2vcV7/NoENGd9aKSzI9JyoPcq0MeCisPPC7gmZ/NUB8s6B/QjEDMBYH591Twe/e9R07exRtD49FZCpwx3Lgq4mcv243cB1pCgCdHQHWfkhzzZEvApl9gC1fBMdJ43rc9xO3bXMxcMlbvK4+vrDumN+1Bph9L3BoFX+XTDSLjEjimBVs4HcAPK97N7Hmv3BTeB9pXWn8eCqS7HfRQHHZf3hcipfBqx4381qRzPX7f3irgU8v4XHUh+wB9Bao77t9TmDuEyeapZ4M92yg74oBAwYMnCEYRP8MwCD6BgwYqIOCDSdK8U+G3neQtH59M39Pbs8WbY2pZ/8t0DRmGKsKaJLlrQxL0a0xNKv6e3zjHfpHvQx0vT6YsdRIGH9Le0C/E/hsXF0TMFECBj9Jcn54DY37lGA7uk5Xscb4u4coWU/ryqxqiNif/yzr4Uv3sr6/x00c46pgVt+RRBIUai+nBkjoago5H+s/YoYUIJm5czUzv7mLmSXMX0NS1vN2oO1FJPbVBdwmoSUz9VGprNP2O0nY3GXM2toTwqZengoec3wOCWaoFMFTQfIUIjOqAiA4zlqANfnOYr4fmRau2Vf9wayzAhzdDqS0C2bvK2lcBzDAAI2t0A6v5lh2v4nj2XQAAOH0e0Wcbvjd9Cb48prgGplIdc3GKVRIpHdnCYMghlUbAS9gjeTY+Grobu9IZI2+JHOfmsLgiGQGcpfSx6HjFcx25/7MoF73m4BOVwe3FUlCbXFBXwQRDLAI4faUkokGfdtmcn0FPAyUSRau8UOrgIPLGGRL6wK0Gsm5rDwYLhtxFpH4ZvVjeQYAbPsa+OlvPBeAXTEye9LvYV0woAAAsU1Z6tJlPH0Hcs7nMRVuZrBAFOlh4EimMmnlm1QpXDcTeK1T2DtCtgBP5APPJjJA0e9e3gPK9vO7ZBu7BxzZxMBn3lLWsx9aVdeY76rP2WLyZLJ3v5tBuBWv1/9+VBrba0al1c3uB9zAlMtPNBI8Hq1H0yvFfFwbv4AbeL0Lr+XGYMjTwICHDWM+AwYMnDEYRP8MwCD6BgwYqIOAh872JbtPvZ0gAHetBWbfx4fK3ncBbS5kZvVMPiwqPpIU0cQsMMAM2gfDwo7lDeGmn4DMHqfnePxuegPsXxB+TRDZ897iAGbdw2x4bUgm4MJXKZF2lweDAD5m/bIHMIMYmQy4K0jElr8GHFgcrHmX6cTd/Sbuq2gbvy+tC8lj/noaAk4aAeQMBy58nYGQmkKS5IAXgEqipikk+Bs+Bcr2ArZ4ZkzXvk9X9dissNJB1xlM2L+QWf7MnsFafTUoqdf4f08lydeO2cwaZ3Sj638oy674gvMmcLvygyRejgQGLLSgBF0yB1uxeYDoLI5lwBOuXRdEkv3NX5DEjX2fhM9kO/uJfkUe2xQOfoLzOPNWBlKu+ITjqAZr7RUPAJFGde4KwFPGoIvJzmsu4OGYhwIBarClnsXB4JggAtCZ7VUDDBR4nYCgc8xD0n5BAlQvVQI1R7jP6AwGaCQT10ZZLsc9qx+Pr+Igy2Xim3HtCSLvIR2vBFLac/3snc9A1sBHqULZ9DnXkGQiWc7sSUVI5SHW4+ev4XFWH+G8HtnI1pEJLYHYZuxscWglSwM85Vy7oex3aieWzrhK2DbvkrfYnWHpv/m+2QE8vBt4rTNw/bcMFGz5kj4BTQfwfqJrvN5Mdqp9ktux3GDdh9zH4CdYjnCybH7Aw0DF3CdOPf+RqTT0q72fo1uBd/o3bv3cv43qmtpQfMDLLRkYawwGPEQvDqNO34ABA2cIBtE/AzCIvgEDBuog1Bf7g2Gndrcf9kxY+hvwBJ3Uz5KHRDVAEjH73oa3jWsG3LHi9Mm7i3exVVZtDHwYyB4IfHbZie7kAAlDh8uB7x4GDiyqawroSKJhXrcbKHP+5rbw+yYbcOVnJMJL/sVSAbOD5KrpAPZcj80m8V3xBtDtetatt7qA5E1TuC+TleqIyGSg4hDJgSWSbdeKtjMjn9yO5Gf3dzT1EwRmPLvfxIz/vKeZCY1IoHFam4uBHd/QZLDpQHJIUWLQwlkKZHYHTA5AkkjihWD9d8AZNIkLknctwLZnkhQk/sEaflcxybBsI7k02fn5D4eSYEom4PZlNPg7vg76bILPCfz4GHBkA3DjfHZAyBnBrg2CyH7wmkJy6y5jZr/yMOCvAaIyGbSpOASIArPjkgkoCtbPp3XhGtG1YI2+EDRGlGt5RAic1+oCGu2tn8x9dL8R6DKBZRpJrcPqGEEiwS/eSWPMwk1Aj1tJFGUrAI0lIFqAgYLIZCB3IbDwed4nJs5hvfna90/s7BHbDBg/neqRLdPYYUAN8Nx73c59axr9K6LSGXgSTXTUVzxUkgD0mFg3ieN3zTQGCLbPBK7+vK6fyBP5zODvnUcPiE5XU6q/5v1gq0ALHfm7TgCgU4kw//94bv0fBFI7nlqyH/ACr7bjeDSEUS8D3SbwWvDVsMvFps8b/hxAg84hf6l7D/M5gcmjGMBoDMa8SzWMAQMGDJwhGET/DMAg+gYMGDgBIUO5b+9ivXBtRKUBg58C2o85u82bAh7KwR1JfDAv2s663h3f1m2hdeVnlP+G1AC/BT4nsOBZEqFuEygzBkiu1k4CVrwWNh+zRJKQdxgHxGVTzr/jm7rO+LXR916g89WU8woiSd+lb5EEzryNROyCF+jqX5kHHNnMjKgoAT1vI0GsKSRBKtoWrnGWrUDzoTxeAPjxSTr6976T5K1oO939NYXz3W4s//3xcRIkycRARZuLqBpwl7OOe/izQEpHSvjNkTSH87uD2XeJRFQQmUn21bAUQfGTXIWk3ZGpgC1Y931kI9v6xTYhaQ0pOUJO5J5KHlfpXuDdATyX9pcBF/7n7M7oK37gxSbAVV+QsDqS2Irw4Aqu34Cbrx9axfMZ+pdg14NEBj0EIdz3vrqQxDwmiyQYAjPhmz4jcW81kiR/4xQqThQfA13dJgBRGQw2ZPWl5H3/IhLjgJvGkvlrAeic0563MqBki2XGPNRdw+/mHLhKgnMblJNLZhJyvxtY9wF9H44PeJlszKyX7QN+eJzrQ5SY6R/+d15Lusp1XrSDCoP5fwG2f1PX2DKrLzDoMY7Hl9dwXd25igT/4T3ARyMZfJLMwKXvMMBxeA1LGr6aQMf74yFbgZEv8Z4nmng/aUxpz555wOdXNG4dJLYCblnEwI23ii0BjzcPPBlajaJZYe11riqc98YEO80O4JG9v7x1nwEDBgz8BhhE/wzAIPoGDBioF5rKB+iaQvZJV/3MYDXpHW7XdTZCC5qPbZ/JtnGle0lumg6gAiG+OfD5lXz9wleB9mNPX8DC52JLsz0/kkiHTLs6jGPWLTKFGTZVoaw8dyGJva+KNeydrgKS2pLA7PqOgYCsfvxcdCZJS8i53hxBEjZtItupjf2ALe/2/URZt2whsTuykT3CLQ7gyilst7X0Ze6z+VCSNMkCOI+SxDfpQzl+XHNg5zdAm0tIGkNk/MhGqgK6T+C6cJXwmJLbA9C5Xjpfy/PeOx/4+TkgoxfHPjY7XLdfvINmjpKZdeRA0C1eY7BAtpKAaIFwdt9byQBG6W4GVWKbUDkQ8JAcmeyUhi94Dlgd7JH++MGzm8C4y0hCH9nPIFSzQTz3Hd8w2CFbSeQcKYC/GohIAfQA5yzg5rz6gm34BHBthTL2uhok2eagu/4uYMYtJNPHo9lgljv88AhrteOasYZ/9Tt1FSaCyLm+cgoAnWUkhVvYRjE+B2gxjDLyJS9x/jtdxXUcmldJZoBgwxSWn2gKS21638HAzrJ/k8jrGo3mRBOw6k1eJ4qXZLbjVWyhWbyT51Ob6AMMEIx5lwGl6TewnZ/fxXp2n5PZeksklQKle6lcmf9Xrv3mgxmY8layFeHaDxkAAYDLPmQ/+8b6dyx/jfttDCQT8FQRj91TBUyfyOuwMWg3Frj49ROPK+AG3ugWblN4MvR/MGim6Dj1dgYMGDBwGmEQ/TMAg+gbMGDgTwNNo+v4pBF0eq8PHa4ARr1EEiBKp1eV4KuhU3jeUpLZ5PZ8AI9IYN17eS6JV8sLKAne/CUw76m62c2UjsD4GYDJAuxbGGwX5iQJ6nIda5s9VcGHciFIlEWWW8Q35zGYbCT6h9cwE9v9Rmb9nUXAhDnsU57Zm2Q7MoXEq/IQyVV8Dmu7Q329V7/LgETID6DT1cyY2uNJ5NxlVHlkdOcx5S5mfbEoMzMd3yJo4mYOttlT+D26Qtm9u4yqAVssJeLOYn5/VAb3AXAbNUASL1uYBZctfE/XSGJ9LsAeQ9IvmmnstvZ94IHtzP6erfA5gQ+HA9d9w/Fb9AKl5wE328ld8CKQ3Iau+/4awBLNMgZvFUmvIDKrr6k0jstfy6x2fAtmxasLOaeSDPhd0OwJEF0lQHU+VTuhln2awiDelZ8xELD7+7rdNxJbM1jT6ZpgZl3l9RYqC9CCryleGmLqKtfp0S0k6qHstCWKpSydr+W6cJVRqm+OCHoICJxPNcBAwLTr6x83yUwTOslMT4zaxpuyheqH858DDq9l2YniY638vp/C25odlOUPfowBq1VvM8DiqaRiouOVQfPM1VQ3RSQA92xsfJBz9XsMnDQGZgfw2AGej+KngeYPjzbus5dPAtpeemLplBr03Jg04uTtSDteCVz02rnRmcKAAQN/KpyzRL+kpAQrVqzA1q1bsW3bNuzcuRNer7dRZDoQCODjjz/GrFmzcOjQIZjNZrRu3Rrjx4/H+eeff9qP1SD6BgwY+NMg4AXe6Vd/xrI2+t5LsnqaMli6rsPlDcAsAX6/D1aLBb7DGxGR1ooy5C1Ta9U4iyT5KR1JRjQF+HAEyU3O+VAGPw3VngDT9ukQN30aNkVscxEVCJWHgTXv8gHeZAdajaYqAQKcXh8CkLBgZzFq/DqaxNnRr1UK9KJdsMWlAd8/Alz4CrDoRZKf7H7A/p+pMijZSXl4syFwD/or1MQ2JJsluxG5+UMgbxnUwU9C63QNVF2ASRIgQIAnoOBopRel1W60SLTCplbDtup1CDtnAzfPh9uSAA0iyp1ueP0KYiJssFlMMEkitJpiaK5S2BKbQqo6CORvgKfNGMBkh6brcHoDKHd6YTObkBZrhygICCgadAAuvwKvX0VSlBWarkMSBJh95cCeuUDrUSRM39xO6X5E4mmZ598Ffhfww2M0PZx1L7BtOmXcAx4G2o2BRwUUTYckCtA1AaquQRZFBDQVAgTYzDJ8ARWKqkGDAJMIRPqKgP0/Q49rCiW1K3TZCl0HFI2fVXUdiqrDZqYvgi+gQvfXQNBUKJIdkizDtu4tyOsnsZRg0KP0mFAD0KHDG9BgcURD03RomgbN74bVV0ZSG5MN9LsPLnMCLFYbfF4PzCYTfCW5cGz/jMGqo1vohp/Uhh0lNn/Bmvqy/RyTpLYsD+h4JdUxGz/ldVOVT1VCCJIJuGk+DfZ2zuZrfe4G+t/PNb3rewbJotLCnQV+eJReFgADAtd9w31+91D9XTpkK3DZB3zvqwnANV/R1LIxqDwEvNqhcdu2vQS4+E0aJIbWxUvNgehM+LtMhC8mB9B1WMu2wbRxMvcNMED24K6TBx/UAANnG6YAa98Dyg9w3JqdRx+ItM5nt+LFgAEDf1qcs0R/8uTJ+Oc//3nC6w2RaZ/PhxtuuAHr16+HJElo0aIFPB4PDh3iDf2WW27Bww8/fFqP1SD6BgwY+FNAU5mdnHZdw9uabJRKn4ZsvtuvYOOhSry9aD+W7y+FrgM2k4RLO6fhrgEZiC9ZBdvMiYCmQOl9D/w970RBjYoN+S7ouo6uTROREWOFoAWQX+nDN9vK4fEryIwx47LOyRBLd8Ox/3ug123AkpfgTu8HJToL0FRYhQC0uBaALRaqIMDn1/D+0gN4Z8n+Y2rraJsJN/bLxq39m8AmBIBpE6D2vR++tB4oLKvE9kInBABds2IR5YiAAOBwlR9RVjMAHeUuPxLtEuw2KyAARyo8yIi1QZZECALgVzQEVA1WWUS1V4FZEmGSRWiaDr+q4ZMVB1Hh9iMl2oorezSBy6fgx21H4Q4ouKxrBgQA3kAAKTER8AVU7DpaA1kS0Co5EqIgQBQAQRAQYZahA6jyBFBS44UsCkiKtEIQdGg6UOEO4HC5G23TomEKVCNS1kjSJPPZW2YCcN0WbWeGftE/4Rz8DLSkdpi3sww13gB6No1H04QIeBUNbp+CCIsMUQQkQYAsCdA0HRaTBFXToes6/KoOURBglgTU+BTYTDJ0kNhbTCL8AQ0RFgl+VYOq67DKEjwBDRZZRGGVB6tzy3G43I2BLRPQOiUKiqrDE1BhkkVIgoBylx+egIomcXYs2l2MmRsLMLJdIka0T4MAAdD8COgi5u4owQs/7EKTeDuu652Nfi3iEWWlk71904eQy/YAAx8CPh1D+XwIsgVoNwY1vR+GKT4bgiDC6QvA5XIh0iLB5DwCx7o3GBzQdZpYdh4PfHopPSqa9AG+vjEcNKiN9pexFeCqt6lYyOoHtBgKfD6O6ySmCf91FtU10JPMwM0LaHiZ1AYY9HjjjEd9Tu67oRZ5AHDLQrYqDcHvhsvlhCpb8dnaI9ha6IIAAb2zHBjbJQ3CwRWwf3cHMOY9KjgaysgrfqosZEvQ9NL921qIGjBgwMBvxDlL9KdPn47vvvsO7du3R/v27ZGXl4dXXnmlQTL93HPP4dNPP0VGRgbef/99NGvWDACwYMEC3H///fD7/Xj77bcxZMiQ03asBtE3YMDAnwLe6qCBVSMeqgFmx7tOCPYK/3Xw+FU8//0OTFl1qN73zZKId69ui97iDuiiGTvl1vjr97nYfqS6znbt0qLw5Kg28AZU3D5lPQIq//SZJAFju6ThmUvaQ/C74NYk7DjqQbnbj/Zp0YiNMEPTgW83FaCo2osoqwljuqTDbpHxyrxd+Hglj0sQgMcvaIUb+2RCd5XgiBqDp2Zuw/L9ZceOoX16FD6c0ANF1V68vyQXWwqqyKPSo3HrwGbIjrfDJIsod5G0axrgCahYuqcYnTJjEWGR8dHyA9h4qAJ9miWgSbwd7dOjkBJlxYs/7sL6g5XokR2LLk1iMaR1Er7ZVIDdR6sxoW9TWCQR+ZVuNE90wBwMEsiSCIssIrfEicdnbMXm/CqkRlnx0Q09kB5jg0kWAZ3n5varEAUBmq4DOvDlukMY2zkNMVYRZlE/+2XJ3ipoayfB1fkmPDVnP37YVogLO6Ti6QvbwmaW4PQqEAUBNrN0LKgS0HRoGkm93SJBgIBqbwCSKCC/woPUaCsirSaq+jWuJ03n9kXVXsRGmOH0KjDLIuxmCWZZQkDR4FNUjiMEWE0SdhVW49NVB1Hq8qNNsgNX9mgCu0WGJAqwmyUIoFJgXV4Fpm/Ix94iJ1okOXBNrybolBGNgKrj+62FmLYuH8XVXqRE2zC+VyZGdUiFtH4STHNrSdvTusBz5VfYXqri3eX5WH+wAqqmo01qJK7tlYX+LRLw8co8XNAyClnV62GbcT0z/Y/sBeb/jSqASRewZKE2ktvB0/t+CK1HI6+4Gl7BgrQIIMJug23HdCh+N7SOV6HaE4CiqoiNioSavx6Otf+logBgyU/na6l6GfxYsMygAWgaUHUYeHfgqdvcdZ0IXPBPGvEF4Vc0LNxVhLcW7cOW/LrnYzWJeGx4c1zZPR12WajzOQMGDBg4V3DOEv3jMWPGDDzxxBOnJNOlpaUYPHjwMel+796967z/2muv4a233jrthNwg+gYMGPhTwO8G/tudkvbGoPcdwLD/C7YEA1w+BYIALNlTigq3H0mRFvRrkQBN02G3yCd83Keo+HLNYfxt1vaTfoVFFpERY8P023pi55EKXP/xZiiajsw4Gyb2zUar5EjoAHYcqcbkFXl45uJ2KK7x4elvtgEgiX16dBtc3bMJthdU4+fdxfApGnKSHLioUxr2FtfgwambkFvKNohWk4h2adHokR2LOwY1x8cr8+Dxq7h5QDPoOqBBhz+gQRIE2CwkjaVOP3JLnOjbIgGPf70Vc7cfRavkSPRqFge7WUKFO4ADpU68cXVX5JY4sbWgCokOCzLj7MiItSIx0gYEM8YFlR4kRVqxo7AaCQ4z4iPMEEUBug6YJQGSJMIbUCEAMEkiZEkIZqJJRjVdR36FB+mxtuD4SVA0FYIgQgAgCCSgAUWDxcTjF4IEv7DSg283HUFytBVjuqRjzYFytEp2INlhgiifxe31AEBT4XS7MPb9jdhb7MS/xnbEsLbJsJhE7C9xosqjwK+oSI+2ITmaMnxRZDZfEAAIgN0kwa9oUDQdAlhaoWgax16WsP1IFdx+ZuLjIswQQwEAQcDBcjd8AQU5SZGwmbkfm1mCplM54PIpMMkiPH4VERYZB8tcOFLpQcfMGGzNr8LhCjccFhl9msXjSKUH2wur0K95IiJtMiyyBIssQlF15Fe68fai/ZixoQDJURZMv6kzkly7oZqjIDoSAHsClu8vxyPTN6PcdWIbyk4Z0fhgQnc8OXMbbuyZjC41P8P63T3sQR/wAAueoW9ELeitL4b7wjfx3yWH8eW6AlS4ud/ESAtevrwjujSJBQRe/+sPVmDKqoPYeKgSozqk4oGBaUgqXgbrt7eQ2D+8l74VWX0aP7eKj/XxM26hZ0ZtWKNp0tn3HsBkh09RoevAtoIq7CmqgSyJ6NciAUervHh38X7M21FU5+P/d1FbXNE9ExH13J8MGDBg4GzH/xTRnzZtGv7yl78gKysL8+bNO+H9oqIiDBw4EAAwf/58NGnS5LQcW4jot27TFp98Me207NOAAQMGzjh8LmDySBqMNQah9nGSCR6/gn/P24PZm4/Aq4TrdB1mCWO7peOuwTmwmutKdX0BFRf/dxmOVvuO3zOy4yNwVc9MjOqQApdPgd0swSpLOFjuRozNBJtZgjeg4efdxXB6FWTG2TEgJwG7CmuQk+zAxf9dDrMk4pUrOyHeYcbeIif2l7jwzcYC5Ja6AABWWcRVPTNxXe8szNlSiM6ZMWiVEomiah8KqzxIdFiQHmuDAOD7rUfxzeYCdMqIxq0Dm2PToQpM31CApgl2dGkSi5QoK5KjLPArOlSNJLqkxocjlR74FA2DWybhaLUHiZEWlNX4oQGIjTDBKkuo8vhhMfH8fIoKiyThaLUXU1YfhCQKuLBTKnLiHaj0BiAIgMUkIcIswR1Qj5UXWGUJoiDAp6gwSyICqoZytx92k0S5N3T4VA2KqsMakqkD8AZUFFR6AehomcSgSUBVMWtzIbpmxcLtU9Eu1QG79TS0Tvwd4fErmLr2IH7cXowrumbg/PYpkAQBK3PLsGJfGXTo6Nk0Dv1axMPpVfHxyjxUuQO4rGsG2qdHQRQEuAIKvt9SiMPlHvRtEY8O6dGwmiQomg4RwJ5iJyRBQIRFRmqMlZ0zwCy/3SzBF6CUX9V1KIoGh8WEQxVulDl96JwZC09AQYRZRqnLB6tJgkWWUFLtw52frUdBFV3vIy0SPpzYA1FWGbIkYtraw5izpRDlLj8ibTKGt03GxD7ZKHP5kVfmwsCcRCiajpIaH9bmlaPGG0DzJAf6N0/E2rxy/G3WdpS56raa7JQZjf+M64RL31yOeff0hu3j4WzLF/CyrWLtOvuM7nCN+Ri3fLYdGXE2XNEtEy1THLBIEhRNQ16ZG/9dsAeF1T60SY1ClyYx6Nc8HqVOP+6fugmegILPJnZBitkPe0wiIErQdcCnaPUG/04KTQMUD8sB9vzI+vvEVjSrDHbQ8PgVzN1ehHcX78eRqnAXAVEABrZMxCPnt8LXG/IxaXnesfcssoDFj5wHm9kg+gZ+PaJtZ3kg1MCfFv9TRP/JJ5/E119/jbFjx9Zb3w8AQ4cORX5+Pl566SVcfPHFp+XYQkRfi8lA4LwHT8s+DRgwYMCAAQMGDBgwcHYj74XRf/QhGPgfxa8vnDwHkZeXBwDIyso66TahLP6BAwfOxCEZMGDAgAEDBgwYMGDAgAEDpxX/U0S/qqoKABAdHX3SbULvVVdXn3QbAwYMGDBgwIABAwYMGDBg4GzF/1TRkc/HOk+T6eS1MmYz6wy9Xu9Jt/m1aJsahU/+dv5p368BAwYMnFH43cD2mcCyVwBXSd33UjoCo14GYrMAkw37i50Y+/aKRu96wUMDkeCgeZ/Hr2DwS4uO1fT3b5GAOwY3x7UfrMa/x3XE6twKTFt3uMF9vnhZB2w6XIkFO4sx/fY+GPHqEngC9fTzDqJn01i8eFlHrD1Qjrnbj+IvF7bFW4tyMXtzwbHPdWsSgxcv74ij1T58sfoQDpS6IIlA9+xYjOueCadPxZFKN9qnRwM6IEsCFJX12d9uOoKSah/6tIhDt6w4KKpGczaTDJMsQIKAal8AWwuq4PZr6JkdC0EAYu1mHCrzQIOOpEgzIAgQBR0BRUepyw/oOrLiIuD2q5AkARHmYP24IEBRNZgkERoA6ICqadB0QAn2e5clgaZwfgWRFhN8iooajwKrWYRZFrGv2ImsuAjM3nIEg1smISnKAp+iYXN+JZbtLcXl3TLQND4CtrPEtMzpDWD7kWq88MMu5Ja60K95PJ4f0x5TVh3CnC1HcEmnNIzvmwWBDesgizx/URQQUDUENB2yIMAk04lPDbrqyyKgaoAOHZIgQtFU6Drd+PcWOZEQZUFGjA37ip3YebQaDrOMjFgbWqZEweULwOVVkRBlQYXLD4dVhk2W4FVUKKqORbtLkBptQccmMdhf7ES8w4I4uxl7imqg6/ReSImywGaScKjCA03XkR0XAZef87Q0aHI5tksGKtx+vPDDTjw2sg1e+2kv5u0oQk6SA+9e1xUfrzyIaWsPn3ANdMyIwj/GdMDK/WWItMrol5OIxbtKkF/phlWW0D8nAYkOM2zVubB8MhIY/ASqO92IoS8vgl+tWwX6/vXdMHNDAb7fdvSU8yQAmH57X7zww06sPVhR7zb9WsTjpcs6IcL669aWX1Ex7JXFqPIojdr+ofNboszpw+QVBwEADwzLwbW9stiFwoABAwbOIZwdf5HPECwWCwAgEDjRaTYEv5+mNFbr6e8JLImCYchhwICBcx+2aKDHVfw5uAw4som9o3POB6Iz6LIf7IEticIv2rVZko7dJ2VRwNiu6fh8Dcn8qA6pmL+jCMlRFgxtnYzPVx3CoJaJ8Csadh6tRqW7/nv79PX5eGFsRyRGWrBwd8kpST4APDGyDZxeBZ+uOojJN/TEhI/WYFsBVV7dsmIxvncTnNcqCUv2lGDK6kNYc6D82Gc9AQ3X9MxCrF3CNxsL8P5SloF1TI/GhL5NIYkiVu4vw9Oj28IbUAEdiLSaYTNLwd71EuxmCTqAoW2SoelAUZUHGTERWLSnGN6Ain4tEhBhliFLdNtXNR3J0TQFVDUdFrMMATpMsghN1eFTVThkU7BdnAaHVYYgAAFFx6b8Sry3OBddsmIwoU82bCYJsiQg2iYjOYru87quIzWHLv0XdUrDlJUH8dOuYkiigD7N4nFT/6YQBQFOv4KESAtk6Y8lRN6Aim1lbtz52QYowdZxr13dBbd+sh5NE+yY98BAmCQRiqbD5VUgSQJi7GZIggBPQIUgAFEmGbquwRvQ4Fc1xNrNEAB4FQ0mmW3SRQGAApS7/GgSH4Em8XaYRBE6GJTp3Swe3oAKq0nCzqM1EKAjOzECn6zMw/4SF24f1BwRZhmKpsNqlnBJlzRE20w4UulB0wQHom0mqJoOQRAwfX0+vIqKC9qlYES7FOwsLMJz3+2ERRbxwLAcXNYtA+e3TQEEdl9w+UU8Obot0mNsGN87C4lRFjw8vBX2FtegZ3Y8UqNt+GlHETLj7IiymeDyKVi+rxRPztyGz2/pjQ+W5mL0a0tR7Q2T41cX7EWP7Fi8Mq4Toq/8ECZBw7e7ik8g+c0THeiUEYM7P9vQ4FzpAGZuzMfEfk1PSvRX7i9DhFX+1c9PikZjzsZC14FoG5M+JknAjf2bItJqPLsZMGDg3MP/FNGPiooCEJbw14fQe6FtDRgwYMBAPTAFg6EthvHnJEiOanzQVBIFxEWE3dsjLDKeGt0WGw5VYk9RDXKSHMhJcuDGfk2haTreua4b8krdEESgVXIk1hwox4fLcrFif3md/a7Nq0BCpAVtUqLw4/ZTZxgBOvo/PmMrbh7QDG8t2o9tBdUY1DIRj49sDatJxOzNhXhl/h7E2s14/tL20HVgyd4SdG0Si5xkB2q8CrYfqUJBpQfbj1QH23lV4/M1h3Fp53R8clMvrNxfih7ZsQAEfLHmEIa3TYbdLCPaboIvoCHOYUG1N4Bylw/xDisUTUO3JrGItZuRV+6CwyLDrzBLb5bZGi+gaRAFATp0aDpQUu1DvMMMm0mGJAiwiAKqPQH4VQ17jjohigI6Z8bgrfFd4fYriLKaIInM/rM3PAARzPxrOkQIsMoSHhjeCo+NbAO3X8G6gxX4x/e7kJPswG0DmyOgan840QeAe77YCCWYhb/rvBb478J9aJcaiYdGtAIg4KedRejZNA4uv4rYYCs8v6pB13VYTBL8qgZZFBBhlaF6AthZWA2LLCIn2QG3X4MsMYAlSyIy4+zwBVRYTCKqvQqibSZYZBJ+syxC13XkJDkgCsDWgipc0zMLFpMITaOaIjXaij1FTlS4A2iaYEdSpBX7i52YtOwAou0mdM2Mwb8u74gDpS5sOlyBr9YfRu9m8Zh+ex9E20xQNB2vLdiH3UerYTdL6NUsDpd0SkduqQv3fbERz4/pgCdHtsGMjfmocgfQPycBvZvF4ZqeTVDlCWBfcQ2cXgVPj24DRdPx4dIDePWnvfWO69q8Clz4xnJ8d09/JNXsQO4e1wnbDMhJwPwdRQgcFwA4Gb7bWojHRrY+6fuaDpQ6fb+a6PsVDekxtmPdNBpCWowVmw7zWfC2Qc0hCr8sWGnAgAEDZwv+p4h+dnY2NmzYgIMHD550m0OHDh3b1oABAwYM/DZEWmV0y4rF+oMVSHCYkRlrBwDkV3hQ4qzbNm9YmyQc3wfGZpIw486+cPkUlDn9mLwiD7mlLpgkAZd0Ssf57ZJhlkUcLHMjI9aODyb0wO6jNXj1p71YvCdcVuDxq8cy4KdCWrQVsiRg4+EK/OvyjvjLN9twSec0PDWqDR79egtW5ZbBr1D2DgBr8srx1jVd0TEjBu8u2Y9dR2sgCQK6Z8fhoeGt8PTotrjlk3U4ECQZu4uqsXRPMYa0TgIAfLjsAK7pmQW/piGv1IUFO4swe0sh1uaVo3+LBFzfJwsmScI7i/bj/mEt4FM17DlaA5MoIsZuggANFlmGy89MtKJp2FfihKJoaJcWBYtM+b4KHV6fghi7GT5FRYf0aIiiAF3XoGpAjM0MCICmaxCDKgwNGqrcARRUuFFQ4UHX7DhE201YsLMI//lpLxRFx8BWCXhqdBv4FA2zNxfgks7pf2grMlXT8POuYpQHW8YlRVrQv0UC3l2ciy9u7gVZEnC02ofhbVMgCoDdzJaC3oAKQRAgSwI0DbCbJPgVFb6ADrMkoVWKA7ouwBvQYZJI3iEwq1/p8iGgAQcKXOieFYsaXwD7il3IK3MhyiKjf048lRc60DkzBj4l1MZQRIRFhDegoUN6NMqcfnywLBdZ8XZc1CkdE/tmI6/MjWi7CYLAQFj79GjkJEWi1OmDIuuIizBjz9EaZMfbMbpDKjqkR6PGG0Ck1YS0aA0z7+qHLfmV2JJfhRFtUwAAy/eV4plZO+BVVLRJjcK1vbLQIikSt36yDq1SonD/sBxsOFRR5/qpjSpPAI9M34b3x3eCWc474f0Ii4wqz8mVk/XtL6KBNWP5DbJ5WRRwda8meP67nQ1uG2mRMbxtCl6auxu3DWyGuwa3gO24tp8GDBgwcK7gf4rod+7cGTNmzMCGDfXLyYqKipCfn39sWwMGDBgw8NtgM0n4v4vaoqDSiz7N40l4dR3ZCRFYm1eOySvysHxfGSRRwH1DW8JxXB2uKAqADjw6fQv8qobLumbg0i7piLaZkBZtxRdrDuOdJfuPyfatJhEXdUrD3y9ph4W7ivHM7B2wmkRE2WQcKHWhbWoUZm0+ctLjTYi0oLjahw7p0dh4qAKp0Tb87aJ2WLa3FK9f3QUWWYQsithxpBorc0sxtmsG7vxsA1bmltXZT26pCyv2l+KpUW0w886+OFTuRkaMDdZg3fzRah+qPQrGds2ELInYdbQaszYXItpmwj/GdICq6fhwaS6OVvnQOiUKT13YBoqqY8vhSpzXKhGaLmBLfiW6Z8Wi3OVHrN0Ev6rDbpHQMT0GLp8CkyyRRFlkBBRm+z1+BZIoQBAoyVc0QBIBQeA4QxCgqjo06PCrGsyyhKaJkWiZEgWLLCKgarigfQouaJcKCMD3Wwvx1Myt6J+TgEs7p8NukaHrlJv/EfAENMzdXnTs997N4rH5cCVeurwjZFnE9iPViLRI0HQdu446Ieg6WiRFQoAOVdMR0IOeBgEFqgaYJBGegAJZYrmDL6BC1XTYzTIEMIAU57CgxqugexPOhcMio1lCBFKiLEiKtKCgyovSah98igaPoqB303gUVnmQX+HGgJxELNlbgkenb0G/FvG4Y3ALpMVYMXn5AfRoGofezeJhkUVUeQPIiLVhxoYC3PLJepTUMEiWFGnB57f0Qv8WCSis8mLn0WqIgoAjB8sRZzcjOcqKSncAMzcWoNqjIN5hxiWd0zFpYg/8e95uTFl9CDM2FODiTmmYNLEHvtl0BN9vPYo3ru6Cy95ejr3F9WfBV+aWodoPXN41He8tya3zXpUngCZx9kbPWbzDghrfyevnM2JtSHBYGr2/42GWJVzdswneXrT/WADoZLiuTxYOlbsw554BsJslg+QbMGDgnMb/FNEfOnQonn32WeTl5WHVqlXo3bt3nfe//PJLAEDbtm1P2YLPgAEDBgw0DqqmIy3Ghi/XHsZD0zbB5VcBMABwcec0/HNMR8zZcgRZ8XZkJ5xIDrwBFc9/vxNPj24Lv6rh89WH8NX6fMiigF5N43Blj0zkJDvw0FebUekOwBvQ8NW6fMzddhQf39gTDwxviYIKD5bvK+Nnb++LV+bvgV+tv2bXr2iQRAE2kwSXT8XLV3SEruvYV1KD57/fgaJqH0QBGJCTiNsGNoOq6Sg9TpnQJM6Ov17UFt2axOJwhRuyKKDKE8DOo9XolB6D1BgbHBYJ+RUeTF17CF2zYnFe6yT8LSsW1R4Fqw+UoUWCA09d2AbfbCzAw19tRtOECFzeLQNds2Lh9CmQRQF9msdDEAQkBKXmkkj5eZnLD0kALLIAm1mCWRYhCjSZU1UdogDogg5dF6DpOnx+DZEWAX5Fhw5mrKEDIgRIEmAzS/CrOjwBFVZZgiyJcPsVKJqO7llx6Nc8AfN2FGHFvjJ0zY5Fq2QHpD+I6Ou6Dp+iHvu9TWokumbF4r3FudhVVIN/ju2AKSsPIiXaipEdUuAIBiZ0XYCukuQLAARRQJXbC7dfY+29xPII2SogoOowi/QksJokeAIsoVB1HQkOC3JLnPh5dwkq3H6MapeC9hnRiLWbEBQBQJIENImzo0WSA6U1fnRIj8ase/ph46FKNImzI9om44Z+TeH2K9hdVI3VueX4eXcxBuQk4qoemWiTGgVBAKwmCUmRFsiiALdPxarcMuwsrIHHryA7IQI3D2iKEqcPb/68H1sLwiWLc7YUollCBN6f0B0JkQxGjO6YhuX7y1DtCUAUBORXuDH1tr54fcFeTF6RV+9YL9hZjCt7ZqJpQsQxxQoALNpdjAeHt8TfZomNqo0f0yUd83ecvKTmhr7Z+IVWHyfALIn48tbeGPfuypN6eVzcKQ13D2kBEYD1D1SlGDBgwMDpgqDrDQkZzw3MmDEDTzzxBNq1a4cZM2acdLtnn30WU6ZMQUZGBt5//300a9YMALBw4ULcd9998Pv9ePPNNzFs2MlrTn8pxo4di+3btzd4bAYMGDDwZ4Kiajha5cWlby1HqbP+TFqs3YSv7+iL1ChrvY7tBRVuRNtM+GDpAby2cO8J0nuTJODh81thcKskXPHuClTXctaOjzBj4cODUVzjxXNzdmLxnhJ8elNPrM2rwOsL6q9BtppErHx8KP5v9nY8OqIVnD4FV723ChUnIQdjuqTj8ZGtcdnbK5Bf4UGLJAc+v7kXvlhzGBd2SsX6vApsyq+gPDrRgUPlblhkETazDFkUgjXhItYeKEdqjA2xdjMkUYDVJMHtV1HtDSA12gpfQMOhcjdibCbYzBJ2HKlGYbUbl3bOgNOnwiwL8AU0RAYVEboO6AJgCrrJI5jBV3VAElj3rOk6ZEmEP6ChyhuAy6cgPcaGao8Cm5mmfGLQtE/TdRRVe5Eea4cnoKKwwg2/pqF1cjQCmgZvQEWVR0GTODtEEbDIf0wm1BtQ8dpPe/H24v1IjrLgx/sG4sFpm3Go3IWvbuuDtXnlGNgyET5FhShQDl7p9iPCIsNqkiCLApw+BQFVQ4RFglVmJt/jV2GSBVS7A4i2m6FoGnQdCKg6JFGAX9WwJrcMqTE2NE2IAAA4vcygHy73YPWBMlS4A0iIMGN4uxRouo5vNxWgyqMgLcaKizulodzph90iobDKi5IaH7LjI+CwyTAJAkyyCLdPgVmW8M2mAszdfhRuv4q0aBvuOq8FMuNssJtlOH0K7GYJOwur8emqg/AFNDxzSTvc8NHaOmQfYBDkq9v6YMbGAryxYN8JpTQdM6Lx90vaYfdRJx77essJY/3kqNa4qV9T7Dxag8veXgGfEib1H0zojkW7ijFl9aFTzpdFFjH/gUG454sN2Jx/on9Sr6ZxmHxDTwabFBU+RYMgCLCZREjiL5Pz+xUNnoCKySvy8Nmqgyiu8UEQ2M3jtoHN0S0r1sjgGzBg4E+Fc5boFxYW4tJLLz32u9/vh9vthizLcDgcx16/+eabccsttxz73ev1YuLEidi4cSMkSUJOTg7cbvex2vwbb7wRjz322Gk9VoPoGzBg4H8R3oCKka8trZPtqw8ZsTb89OAgWE18yNY0Zo8r3H5sPFQJn6KidUoUIq0yPll5EJNX5B1rdxbC/13cDpEWGQ99tbnO66+M64Q2qVG49ZN1GNcjExP6ZEOWBLyxcB/eXbwfWj1/AT+c0B2Vbj9GtEvB0H8vRlGN78SNauGeIS3QIsmBR6ZvxsrHhmLn0Wq0S4tGjU9BrN2E4mofPAEVmXF26LqOVbnlmLz8AARBwMCWCRjVIRUJDgte+2kvvttaiCibjJHtU3FVj0wUVHqQFmNDpEWGpusodfqx/mAFVE3D6I5p8PhVFNd4kRlnx9EqD4mnICA7wQ6/qsMsi5R568zMR1hkKIqGohovJFFEtM0EkyQw6CAwi6/qOhRNg6YxaxxQNZhEAT6Vr8kSs96iIKDU6cV/f85FlSeAuAgTrurRBC2THbDI0rFa/zONo1Ve9P7nAjwyohXsZgnPzN6Bd67tit7N4yGAUm6/osJmlpFb4sTavHKs2F+Gq3pmontWHA5XuJAd74DEznoQwSy+Bh0CWOGQX+HBvB1F8AUUZMbaMbRtMhxmzpE3oMFulmhoGHTnVzQd1Z4A4iIsWJ9Xjn/8sBNbC6qRFm3FNb2ycGWPTMTYTZAEBhoiLAww+BUNNV4FNZ4AkqOtCKgaXp5Lyb3NJOG/13RBarQVH63Iw+zNR+ANaBAF4LzWSZjQJxvJUVZ8tDwXd52Xg0Ev/Vxnvc+4oy+W7SvFK/P3nHQsbSYJn93cC3O3H8W7x0n0P76hBwa1SoLXr2J/qRMPf7UZOwtrALCd8Kc39cRdn2/Aqtzy+nYNkyTgveu6I8ZuwjXvr4YnEFZi2M0SruiegScuaA1F5zh8tuog9hY7YZIEDGmdhKFtkqEHj/GXwBtQj3UDkQQBbn9ovA3TPQMGDPy5cM4S/fz8fAwdOrTB7e6++27cc889dV7z+/34+OOPMWvWLBw6dAgmkwlt2rTB+PHjMWLEiNN+rAbRN2DAwP8iVuWW4ar3VjVq249v7IGBOYnwBTTklbvw12+312lbBwCdMqLx6AWt4QmouGPK+jqu3lE2GUsfHYIhLy9CWa063L7N4/HO+G4wSSJEgb3IAcDtU6DpOjbnVyG3xIkt+VWwWyTcfV4OLLIIu5lyeE3TUe4KYO3BMrz4w24U10P6o20yVj85FB4/jexyS5wQBAEtkhwIqBoW7y7B4zO2QFF13HVec1zTKwuiAMiiCJdPQWGVB1aThNYpUThY7sKeIieaJUagSWy4lCF0pjazBF0HXD4Fu45WoW1aNHSNcnBfsJUbEHTe1yhFN8siNF2ndFxgPb5fUXGk0oP8Cg/ap0fDJInwBlS4/Ao8Pg0tkiPg9auwWWSoKjXnAgC3X0W5y4/ESAskQYDZJKK0xocRry6FM1hn3S4tCpNv6IlYu+kPceB3+RQ8MWML/nJhO1z57kqkxdjwwYRucPpUWIISe1EgyTtS6cHGw5Xo1yIRsiQgyiLRp0DXYZZEaBrgVVTYzCIlEqBaQoMOly9UhiLC5VNhM0vHuhbYzDLKnD5ouo4omwm6zsy/AAZMREFApduP+AgLvt1UgPk7i/D3i9vjQKkTC3YVI9ZuRozNBFXXYRJFjOqYiqlrDyG31IXHg9dAtM0U9LDQYZYl1HgCmLruMN5bmotqjwKHRcbN/Zvios5pcPsUvLpgLxbsLEas3YRBLRNx79AcDH1lcYMGlc0THfjill7o9+LCY9dcgsOMZY8NORacU1S2ITxY5sbCXcXwqxoGtEhAu7RoTF9/GJOW5x0L+JkkARe0S8H9w1oiLcYKLbgul+wpRYnThySHBQNbJiJoGoG/z9mOaevyTwjuxdpNePmKTujTPB52Q2pvwIABAyfgnCX65xIMom/AgIH/NTh9Cp6euQ3fbCpo1PYj26fgpcs7Yl+JC1e+u7KODLg2ZFHAm9d2RWmND099s63Oe/+6vCP2FNXgg2DveoDy5Gm39anTB9vlUyAIwNxtR3G4woNYuwmjOqTCJJF451d4kJPswOzNhdh+pAqCAPRsGocR7VLw044iPDVz2zHzMFEE5t43ELIk4qW5uzBve9Gxtm42k4SLOqXh4fNbQtV0OP0KoANT1x5CSpQNQ9skIynKAm9ARYRFRrnLj3KXDylRVkRYTMgtcSK/0oOUKCtaJLFt322frEXX7Djc2C8b8Q4LBIHSfEkUgsfuRoXbjxi7Gc0SIlhPLosoc/phM4koc/kQG2GBzSRhz9FqWM0yYu0mxEdY4AkosJllSKKAgKLB61eBUHBE1xHQgvX70CEJIo5UebDjSDVSoq1omRyJj1fk4fWFe+ENsJ3ZD/cNQNSvbIn2W+EJKCiq8uGOz9Zj+h19oGlAjVfByv1laJ3qQJuUKCgaybemB4MiogCPn+77qqZDFnnuqqZDgABRFFBa7UOsw8TAi04PClkSIYnCsUDKlvxKNImLgCUoty+q8UEUdETZzIi2mSAAWJ1bBndARe9m8YiymaBpOoprfIgMlhCYZAZerDKVAQFVgw5ADc7nuoNlaJEUhQSHhYoLSYRXUWEKnk+Vh23+AqoGm0lCSY0XFlmCLgBWWYKiabDIEoprvJiy6hC+WncY1d6TG+J9fksvfL76EOZsKQQA/PXCtri6Z5OTSt1rGzIGVA2KpsPpVeBXNMRFmKBqOMF484Q59Kt4ZPrmY99ZHwQB+GhiD/RpHv+HlYsYMGDAwNkKIwRqwIABAwZOOzRNR4X71A7XteELsP/6LZ+sOynJByiBfmjaZix77Dy8tmBvnQz7toIqtEhy1Nk+xmauk7H0+FX8a+4uTFubf0wq3Co5EgDJfGq0FdnxdqzNK4fdLKFbViwq3AF8suIg/jZrO54e1RZTb+uDB6ZuxJDWybi6ZyZkUcDL8/dg/o4wyQdY4xxlk/Hz7hJc2iUNr3+7F5Ig4NGRrYPkTYeianBYJBRWeuBXNTRPdGD9wQoUVnnRKjkS/ZrHo6jahyV7itEtOw5f3tbnWHbfF1DhD2ZYo22UemcnREAqp/lfmcuPSKscVDKIsJklZJrtzOpDQNv0KAhBWboo0mE+oGpQFMAki7BZJOhBEhzQdNT4FKzYX4JoqxlJURa0SYlCfIQZqw+U4+7PNmBcj0x8cUtvXPfhGhRUevDmz/tw/7CWf0jds80kI8Ki4qvb+sAkipi8Kg89m8ahf4sERNtNcAdNIa0mCS6/SuNBQYfNJEFHsCOByuCASRKhahp0XYfVLMHj1+BXVBRWeZEaY4Ouq4iLMKGw0guTLKBVSiR8AQ0uv4LYCDOi7aZj5Q4un4qApqNn03jkljkxbe1h6ADOb5eCpEgLJJEBhW0FVShx+uANqBjRLgWqxpKAkPqjZ9MElLv8WLynGIqmo3ezeBRX+5AVb8PiXaV4f2kuNh6uhNUk4j/jOqN383hMW3sYP247CqdPQVqMDZd3y8CgVom4qGMqJvbNxsSP1mJ/ibPe8VyypwQd0qMxZ0shbh/YDFf3zDzlvNaWwZskESbpl0vs95U4T0nyAaornpq5DQseGvSL9m3AgAED/wswiL4BAwYMGDjtEAUBsXZzo7c/v10Slu0tPdY27FRw+hTM2nwE1/Rqgld/Cpvq1Vdje1m3DNiDhMTjV3H7lPXH+oNH2WS8emUXtE2NwsbDFVA1ku/Cai+So6zo3SwC+4ud2FNcg/9c2RlOn4K3F+1Dr2ZxmHlnPxyp8sITUOENaLilfzM8MbI1Ji07AIdVxmVdM6BqwMrcUpQ5/Vi8uwR/vagdNF2Dx68ec/b3KRoUDUiMsqLK7T/m4D6yfQqKqn3Ykl8Fv6qhV7N4RJjloOycDvqCIMAiC8FssgABOrYVVCE9xobUaBsssghR5LbRVhnVXgU1PgVxEWbIAuX+OvRjx+FTNKiaBrMsACpJFASqKGRJgEU2Y0znDKhBDwUlSD7TY2z41xWdUOr0ocoTwOtXd8aNk9dh6rrDeHB4y0avgdMFZuUZ+AnVdI9qn4pImwm+gAI9OIahenqHmc77mo6gwRvbDpplQIMIU5Ckm2UZSnDcdehomxYNOZhB9ykq4hxmaBpLJBxWGV6/CgE6FE2HT9GOZZwPl7tR5vQhPcaOmwY0w+LdxdhWUIUL2qXAq7B9X9u0qGMBL7+i4YXvd+LLdfnHzjEuwowru2fipgFN8dTMbXho2mZc2jkdD49ohe+3FWLj4UpEWiXMuKMfdOhYuLMIAVWH06dgb7ETe4udWLynBE3i7Pjohh7YcLACn9zUE2PeXF5veYpP0dAqJRLzHhiIjFgbbL+zVN7pVfDu4v2N2rag0oP1ByvQr0XC73pMBgwYMHCuwSD6BgwYMGDgtMNhlXFVz8xGS/f7tkjAy3NPbgp2PH7aUYRbBzav81rHjGhsq+UsHmM34cKOqZAlEYqq4cdthcdIfoRZwhe39Maa3HI4vQFkJ0TgPz/twcJdxcdqge1mCZd2TsfdQ1rgw2UHoOvAC5d1hAABszYfwZaCKiiqio4ZMRjSKglWk4T7h+WguMaH9QcraLaXk4j9JS6s2F+KuAgzWiZHYv2hSpglES2SHIhzmFFSzVru5CgLdAAtkx3wBlSkx1qRHmuDX9Gg6Tr+u3Av+rRIQOvkSGw6XIGWKVGIsZmgaDr8ioJylx/t06OPbb/9SDUW7ymBT1HRPNGBSzunI8LMzL+GYM0+6BgvCDTZs5vN0PWgokKg6z4d6ARougZBF+AJqNheUIUFu4oxvG0KWqVEYvKKA1ifV4HbBjVHt6w4dMuKwfqDlSh1+vH/7J11nGTlmbav90h5u+t0jzvjPri7BhLcQoTIxt2TjW5kkyABEjxAcALBdVwYd+vumXavLj3yfn+8pwsm2GQT5gu75/r9NhuoM9VVpyrQ9/vcz33XFIUP+XP9Z0llbV7Y1oWhwZTaQqbVFdKbzPLQ6weQrstHjxpF1pFEvayDlOWQytrouoYuwHZdHFciUY0FYVNdZwuHrniaaMAgnrFYurtHTeZHFFFTFEZ6Nv6goat6PwmRoMFgyqInkSE/FFBrFrpgam0BgymLjsEMf93YyvETKjE0FdqnawJNCPZ2JXh0fSstvUlmjSjiG6dP5KzptXzq3rV0D2XpTWS54eXdvLKzi9uvmsN1d67hnpXNrGnq465r5nLmEdXMG1lCyFs9GFWWR89Qhsvmj0AI9VqztktfMksq67B4bBlNPQk+dexovvno5rfc15Fl0dzzHQ40DdY09R3y9a/t7GZuY/H/l0wIHx8fn39XfKHv4+Pj4/O+MK2u8C0d229HbVGYgpB5UOr2e5HMOgdZh4siJsdPqOD7T2wBlEi/46o5DA/5s47LH960u//Fk8ezuXUQTRMURgJccOPBuQCxoMGRY0vRBNzy6h6uXtRILGSwYf8A+3uTnDKlikVjStE15VzY2RHnma0dSAlnHFFNXsjke09soaknwYkTK/n2mRNZvqeHG1/ezbfPmERxNIArJRoQDeqETd1LstfoSGboTWQpiphU5IfQNMH+3iQfP2Y0AymLgKExu7EE15XouiASNMjaKund0DRah1KURoM8vbmdRNbhnGnVTKktwEWSth0vME7tpIcMjXTWZl9PgpFlMTKurSr3HBddCEwvjV8iGUpbhAIGAphSW0BDaZTr7lxN2nb5wdlTaCyNccWfVvLDs6bwyw9N46ifv4Tk8MUAJbM2bf1pxlXmcefyJr7/160ksw5VBSEuml3H+TNraRtIs7NjkOrCMHUlEaIBE+mlwaWyNpYjyQup+5m2XIK6RiigE9F09KjAlVBiBjljapW6Ly44LgQMQSigY9ku4YDG9vY4jiMJmjqVBSFA4koXU+heKr/ByDKTkWVRLEd972wvRyCVdaguCvPxo0cxkLT49L2v88Ca/Vw6bwQPfnwB592wNFdXubl1kB89uZXPHj+GS29dqcL7dMGC0SUs293D717cxf6+FDddOov8sMFvnt9JRX6QS+c3sKapj0fWHaBnKEtRNMC502u4YFYdvYksv3yTUyZoaJw7vfZfLvKllCQydi4gM2M5RAIGmhda6P4DEVKOPJzfNB8fH58PBr7Q9/Hx8fF5XzA0wR1XzeGc3y/JCZO/pyhicufVczF0jaqC0CE/d1VBiN43pet/+ZTxvLKjiy+eOI6TJldiaAIhIG25nr0atrQNAmqaf/a0ai6/bSV/unIOx/ziJY4cW0ZdUZho0GBaXSGzGopZ09RH+0CKaNAgL2QiJUyuyWfmiCICnkvgqU3tPPz6fqbUFHLN4kYeWnuART95gc+dMJaHPr6A3zy/k6c2tXPO75bwzGeP5OixZTgu7OwYYsP+fkxD44SJFaQsl1jQ4PZl+/jxU9ty72tsRYxvnDaR6fWFOK4kZOq4Xt1Yc2+CmqIIAiXUC8MmZXnBnFj6jxPG0tKbJOQdiJi6hh4SdMez3L2iiZJogNOmVhELmkyqKUTzcgNcV+YC/tAEOmC5kpJYCIQ6ZDF1dVhw59XzMDTBQ2v3M62+iCsXNPL1Rzby3OeO4sSJlZTGgv+Db87/jKzt8tzWDn78t23khQyuWtjIcePLKc0L5ib4pbEAFfnlaELZ0TNe1ZrrukSC3vTeVWLddCRpyyGddAiZGroQWI6DKwVR754KQ1XoSSmRriSZcehLWdQWhQnoGjs7h3hlRxfT6gooi4VoH0hRkR+ibSBDbzKL7bhMqi7AcSUPrW3hu49vBdR0/xNHj+biefU88LH59CazhDzr/7OfOwpNqH3/x9a1cv/qFr552kTuv24eE6ryWb2vj+6hDFLCHy6bjRDwwtZOvvTgBj5/4liOn1DB6f/9Gvv7Ugfdv2e3dFCRH+SWy2fnDqoALp0/4l/+WaUth+V7erj5lT2sb+lHApNrCrhmUSNHji1DIhlfmU/HYNchPd/0ukIvKNLHx8fHZxg/df8w4Kfu+/j4/F8lazvE0zb/9ewOHnn9AInscCWZzpnTVCJ9QThAwNDY0zXEsb94+ZCe946r5vDQ2gM8vbmd7501iZMmVaAJgRDKVv/Y+lb6k1mKIgE+NKuOkyZXcvMre/jVczs4f0Ytx02oYE/XEHMai6kvjrC3O8HW9kECusaMEUXkBQ1uW7KP25bspTI/xK1XzAYpueW1vTy7uYNE1qaqIMynjxvNiRMrc3vr+SETXYO2gTRNPUnyQgYTqvNBwoH+JPesaCFtORw1rowFo0rQNY0d7YMUREzqi6JYrsNQxuG5LR2kLZdzptcgPHF936pmSmMhJlbnM6JY7UmbupabfAZ0DSFUPkIiYyERSKlS4bPeJN/UBIauefdKFZhJFxCSjC3RBWiahvDmoxIlZB3X9arc8Gztav9/f18SUA6IoKGRsV1m//A5zp9Zx6XzRzCqNEok+P7PFBIZm+e2dvC1hzbyvbMmc9pUlXFQEg2y8UA/QUNjREmUfC+JfrheTwrABU0Tb9rdV+/RkQ6g7lki62DqmqrWc1wiQQPLVY4MW8pccr8KNFRuiSW7ukllHSryQxxRq8R8wNTUIZErSXn/WxhIZdl8oJ+jx1dyoC/FUEYl5hdHA/SnslQVhNE1wWDKYuWeHgxNY0ptAfle/Z5lq2T9lj51KNXUmyCoazSWxXh2czv7ehJcsbCRPy3Zx4Wz67jmjtW5qsT9fUn+rrWO/JDBw59YyI+e2kosaPDT86bmpu7/CpJZm6tvX82y3T1v+/j0ukLuvGYu+7oTnP7fr73n8xVFTJZ99bjDtlbg4+Pj80HBF/qHAV/o+/j4/F8nkbHRhKBtIIUEqgvCOFISe5MITGZtrrl9NUvfQQAMM6k6n7uvmctTG9s4a3qN13WfpX0wzXV3rqEvab3lz5REA/zpqjms3tfLYMpC1wQXzalnXUs/P3lqGzs7D04bn1pbwI/PnUIkoFNTFCGVdTB0QVc8w8s7utjSOshVCxtyVXVPbmpjw/4BBDC3sZhjJ5TzzOYOvv7wRiSSz584zrM/axi6RjrrkLIcYkEd3ZtE2o4SjC9u66S1P015fpATJ1WyqzPOi9u6uHhuPbu6hnhtZxdnTK1hZFmUrOPS1p9iV1eCqvwgE6sLyNiu2vUG0rYLQh0CGJ6w1zS1z6AJVQk3fFDguhIhQNc1pLenLoQKOcxYDn1JC01ANGjgSkhnbR5et5+jxpbjuDCUtphaV8gNL+3mj0v2sem7JylXwGEglXW44Mal/PT8qcQzFqPK8rh/VQtjK/JYOLoUy1G79wHDu9euS9g0vJ181zskUa9VoEL5XFciUeJfIr2WBPUcfUmL/LBBZzyDACryQ7jqxIRk1vF29l1Cho6hq+d1pKRrMMPW9kF6h7LMbixmbEWeCuozNdoH0jzyeisvbOugIBzgsvn1zG4oRgL9SQtDV2siQxmb/mSWSMBgKGOztrmXWSOKKYoE+M7jm3lmcwcZ26U4GuBDs2q5etFIbl+6l08eM5queIZo0KB7KEs0qITxPSua+fOqFnoTWcpiQS6YVcvR48oYU5FHQNeIpy02HVBrLsOT8/eqxnsnEhmb/7hvHc9s6XjX6+aPLOHWK2ZxxW0rWbnv3Xf1f3TOZM6ZXvO+BwT6+Pj4fNDwhf5hwBf6Pj4+PodGPG1x0c3L2dw6+LaPjyyN8pePLyBkal5tl8b+3iSJrMO5v1+Scwy8HXlBg8c/tYjXm/sYXRGjuSfJ9fe+zt//W1DXBD88ZzLzGku4fdk+nt/Swfmz6rhodh09iSzxtEVVQZjyvCD7+5N89cGNDGUcqgtDypbfGWcoY/ON0yYwtbaQtOVgaALHhZqiMA+/vp9dnUPomsbR48qYP7KE+1a1cP/qZj40q56zp9fwncc289j6VmJBna+fNoEzjqhhZ0ecooiqtlu+u4fSvCD1xRFCXmCcoaksgqwtMQ0NKWXuZ4NA12BPV4JY0KAkFiBk6liu9HbJlTPAcSVZyyESNNC8kf+W9gFKoyGKYwE1BWc4dE5NxoVQ0+aU5bCtbZAZI4qY/cPn2fXDUw5bONrG/f209KUI6oJZjSUq1b4ojCYEacuhL5nlvpUtuFJy1aJGYkEjdwihC0HSUmn3mlABfOqAQx2+DCfyB3QNW7poiNxhSSLr0JfIUJEfIpG1cV21GpKyXPJCBn3JrDpg0DViIdPrl4eAoSEQ7Ooa4qaXd3NEbSHHT6wgEtDRvaYEU9PoSWTpTWbZ1TnEn1e2sL19kHOm13DtkSN5bWc3IVPjxEmV9Axl6YynKY0FKQib3LeqhT8u3UdXPMP0+gJuv3IuOzuH+N2Lu3hpe2duij+1Np9PHTuGGfVFbO+IM6m6gL9uaGPF3h4vxC/GhbPraO1P8eUHN7CvJ8kx48r47pmTKI0F/+FJ//6+JIt+8uIhXfu3zy6moSTKlX9cxbI9bz380zXBV04ez8Xz6on4It/Hx8fnLfhC/zDgC30fHx+fQ0N6lWePr2/lltf2sKNDTdobSiJcubCRC2bVEjL0nNAaSlvs6U5wy6t7eWx963s+/wUza7lyQQN1JRFm/eC5gwL4hvnROVOoLQrzsbvWUJ4X5O5r5tI5mEFoUBQJUBg20TRB52AagOrCCMmsze6uIRIZh6m1BWw8MMC9K5v5/tmT+dumdk6YWMEdS5u4bcnet/zM2qIwN1w8k+Koyaq9veRHTGaNKKJrME1VUQQhldthX0+S3V1DHDehAlPX2NERRwDjqvLZ1z1EyDQoiZlEA4ZX26d27UOmlrPfhwwVGIdXCyelspu7gCEgmXVzqeymruWyDoRQFXOO63o76UpoZWwHV6p99+54hsqCECFT4/P3r+d3F888bBP9pze1MW9UCa6Epp4kt7y6h1V7e/jmGRM5akx57sBB84IFdc/NkFtfkOqQJOStH+i6QEO996zj4rpqHcPUBVWFYRzHpXMwTdtghjEVMfJCJi09SSzXpb44gq4J4mmbeNqmLE/lFDR1J1i1r5fKghANpVFGlsZIZi0Chk48bXGgP4WhaUQCOmV5wVwdn+OqA5ugqXvNAKoSUQJt/SlufnUPf17VkjuwaiiJcPmCBk6eXMk1t6/mm6dPZFfnEN98dFPumsKIyaXzRvCRufUMpmwytkNe0CAWMvnzqmbuWNpE15Cq2dM1wUWz6/js8WO4+JYV7OgYIj9s8OgnF1FXFD7kw5xU1uZnz2znttf2HdL1F8yq5dtnTELXBLs7h/jDq3vY253A0DSOHFvK5QsaCOga0cOwGuLj4+PzQcQX+ocBX+j7+Pj4/GNYjovtyJxQdL396WHr9TD9ySy2K1nwny+Qdd4q2v+ekKmx+uvHc//q/bmwsTczpaaAGy6ZwYm/fAVTFzz/uaMJmRp/3dhG1nY5bkIFvYksa5v7cCVMrMpjVFmMDQcGmFydz4+f2sYTG9o4dUoVXz55HO2DacKmwZ3L9nHXiubczwmbOhfOruXDc+oZWRrFcSWOlGhCw3IcJKraLmTqpLyGgWH7ueZZzC3H9RLiJYaupurr9/eztyvJwjElFIZN1jT1M7exiIAnGqV3L/sTWfpSWRpKYtiOi5QQCepoQuTEvSMlrktud12iAv1sxyVjO2xpG2RqbSEbDwywdHcPp0yupKYwjOmtOJTlhQ6bCNvdGackFuQXz+7gzmVNnHVENT8+bypZRx1AdA9lGF0RoygcIJG1ERIMXcM0BI4rsW2VQeC4EhdlzzeE2qWXUmK5EtuVqm5QQjigY7sSgXI4bGjp54kNbXzm+DFsa49TGDapK46gCZVjMJi2mFxdkJukZ72fFzY1TF2QsSShgMZQ2mZ1Uy+v7urhotm11BZGcaTLn5bs46lN7dQXRxhXmcfshmKm1xeybHcPtUVh0pbLNx7ZyNHjyr2fCxpw7IQKDvSnOOt3S3Iiv744wp1Xz2HF3l7+uGQvuzsTnDy5kmPHl1OWF6QkFqAiP8Slt6xg05ucNWdPq+Gzx4/h2F+8hCthdHmMx69fdFD7xbsxmLb43H3reG5r5yFdP6exmFsum0V+2ARgKGOrNROpHBH+Tr6Pj4/Pu+Mfg/r4+Pj4/NuhbPnvfV1nPMNAyjokkQ8qhT9tuTzr7QhrAo4ZX85JkyopDJs0lETZsL8fV0puuXwO+/tTfPretfzqwmmU54d4Zks7+7oT1BdHKI4F2dEe594VzRw3sYL2gTRfOXk8HYMZHn79AK/t7ObBj89HCJET+dGAzvfPnsRxEyoJmRpDKYusd6BhCHCkm7N1b20b5PP3v85d18xHAgFdCUPHC8/ThEbachAILv7DCoQQXLGwgbOmV/HXDe2URFXloO2J1KCpYdsqB6AwEqCqMIzrSoyAngujk6hdfbwkedPbXR+2koP3WjWN6XVFvLC1g22dcS6f38i1d6xGE/CHy2ZRlhc8rJPWkliQu5Y3ceeyJk6dUskPz51MXzLLYNqitihCXbF6r4NpC4ESiurgBDUp19V6g6arcMKsLXGFm6tnDBgawnbRNXCloG0gzVDGZiBlUZ4XZFJNAbMaigFVK6kLZe+3HJcx5TGSWYdIQCdpqeC8kKk+h0TGpnsoi6EJKgtUleKEqgIWjCqjbSBFc2/Sc7M0cPWiRvWd1ZQDwXVh/qgS9nQNEQ3qPPSJhXTFM1TkB3N5BFnbpTwvSMjQSFku+SGDO66awy2v7uWFbZ1cu7iRc2fU0NST5O4VzXQPZSgMm1y+oIF7rp1H91CGzniGrW2D3L2imb5klmPHl/Pc1k52dQ6xvSPOtLrCQ/qMBORcCodC6O8O9WL+5N7Hx8fnH8Kf6B8G/Im+j4+Pz/vDnq4h+pMW596wlFFlUT48p56xFXkYuqC1P8Vf1uxn+Z7eg/7Mmm8cz9W3r6amMMS3zpjEQMri2S0dbDwwQCxocPKkSmY3FmNZDkt2d3P8xEp6E1lSWZugoWzVliuJBXWEEDiOS9pyaO5N5qzv59+4jDHlMT513GiOHV+BK1X1mqELYgEdW6rUdceVrNzbS2ksyNiKPAKGxu6uITK2S1VBiMr8EFnbJeu4xEIGrf0p0pZLSTRALGRgamq33tCgeyhLyNRxpCRoqIT44d1ly3GxHJdNBwboS2Y5cmwZGVuiCYmhaQQNnUTWRteE2t13XGzHRRcCR0rCAUPV7mlCHRw4Lj1DWSJBncJIgLb+FHlBgxN+9QqFkQCPXb/wsO5Np7IOc//zOdJZl/XfPgEhBD1DWWIhgyW7utEETKjMpzgWAK+JwJWga8MuBZnLGxjeydeGbf3ghROq+X3acjB0dRhjuS5BQ6N1IE1xxCRluaxr6eepjW1kbJezp1Uxf2QpkZCBKyWZrMvPn9nOvataqMwPccm8ei6YVcdNL++htT/Fj8+bwpJd3TyxoY2mngS/v3gGsaCBqevs6IgjURN5V7r0JrKkLbUqEAnouUq9rCN5eUcnGculsTTK0ePKydgOF960jKPGlbN4TCkZ22VOQzGbWwfpT2WpLYxQHAvw4tYOFo8pYzBtc8/KJnZ3JdA1wbyRJXx4dh0dg2n6khaX3bYSgMvmj+Crp0w4pKm+47o8vr6Nz9637pA+0++dOYmL5tS/xcXzr2QoYyOl5K8b2uiIpynPC3HalCo0AbGQ+b79XB8fH5/DgS/0DwO+0Pfx8fF5f0hlHSzH5fXmPiZW53Pfqv2s2teL7bqMKc/jI3PrAfjsn9expW2QwojJK188mj1dCcZW5tHcm6Q/aVESDRAO6Nyzopm7VjQxoSqfmy+ZiaYJ7lvVwoq9vTiuZHxlHpfNb0DT1M+2XUlLb5JY0GBSdUFOUK/Y28vMEUX8eWUzj6xrpSeRIT9kcsYR1Vy9sBFNg68+tIlnt7TzpZPGc97MGkCJ9Y7BNIVhk/FV+XTHMySyNhX5ITVJ96zztuOSzNjkhQNqhx5B2nY8gS8ZSFsUhgPs7IgTC5mMKI6ovXtDw3FcBlJ2TkCFTC0ncD1nOgFdkLVd1Qjg/ZbQl8yyvz9NQ4kSlrbr8vTmDtoG0lTkhTh1ahXd8QyfvGct582o5ZJ5I95XkfZmntrYxsfvXst/fWgqJ0yoJG27/PCvW9nSOsBtV8ymIGLguCpQzzS8cEJv313z8gcsR6XsS0CgDkAkYNmS9niKvKBJNGQQNnQc18WRkqG0TcjUEQh6kxmKIirk0HYlWVutOBi6hulN+IVQdYWprMOHblrKnu4kVQUhHvnkQkKmqj3sS1hoGlTkBbFdya7OIToH0/SnbcKmzpTqfAxd4/ENrfQksiCVK+WI2gIeWnuArz+y6aB7UxwN8NEjR3LJvBFksg4u8PNntvPYulZMQ1CZH8KVUBA2+MTRoxlREuW8G5YykDq4vcLUBZ8/cRwfmVPPop++wGDK5rwZNXzvrMmH7N5IWw5zfvQcgyn7Xa8LmRprvnHC++oKSWRsvvHIJp7Y0IrlvPGrsKEJTp1SxX96rRvDbQw+Pj4+HzR8oX8Y8IW+j4+Pz/tDImNjOS73r27hZ09vP+gX9mHOPKKab50xkctvW8m502v48Nx6/rqhlZte3sOurkTuuknV+Vy9qJHp9YUURQI8tq6VHz659aDwvGhA509XzQEJv3p+J0t2deceywsanDezls+fOJbWvhTX3rmGidX5RAI6fQmLZXu6SVsupi746XlTKYkFeW1nF588ZjSv7Ozmxpd30zGYZnp9kUp+R/K1UyeSHzZUcr4nxlXNm0vadrnl1b2s2tfLBTNrOG1KNbouEBKEpkLUtrYNUhgOUJoXVIJWqP3wcEBnX3eCJTu7Oe2IKvKCpndggFer54lf18XQBK4rcVxvx991Pas/BAyd9oEUD6zdz32rWjhhQgVfOnk8P/jrFn50zpTDskctpeTXz+/k7uXNvPblYxhM21x40zJOnlzJ9ceOZm9XAk1AfUlEtRPoAoFyJuDV5w1nE6Rt1doghED33rctJabQkKj7bho6oPILXKks8prnfHAcF13TyDqq4lDwRo2hrguSWSVwg95zfPim5Vy2oIH5o0oIGDrb2+NsbRvE0AUzRxRRXRBma9sgjpRMqytkfUs/xdEgtUVhdE0wkLIojgboGcqwrT3OiKIw+3pT3Le6hYr8IOMq8yiKBMjaLnVFEcZWxDjjt0uoKghx2fwGFo8ppX0wjS4EpXlBnljfSjigUV0Y4aKbl7/t/f7hOZMJGTqff2A91x8zik8dN+aQLfkpy2H57h6uvn1VLq/g7xECfn3RNI6fUPG+uUKSWZuLbl7Ohv0D73jNpOp8HvjYfD/R38fH5wOLL/QPA77Q9/Hx8Tl0bEdZ1Vv7U6qbXsDMEcVq6m6+kbgP6hf2B9cc4JuPbnrH5ysIm3z7jAkcM64CUELP0JS4+9vmdu5c1sTqpje6uq9Z3MjHjhrF0T97iUTWZuGoUi6bX8/kmkLyQjpSqgC2gK7zys4u7lzWxGtvEvwnTazgx+dNxdAFy/f0MJRxqMgPMrEqn6W7u/nrhna2tg3yw3MmM7mmgD8u2cdTm9r42FGjOGZcOaub+khmbBrLoowsi5HOKst/S28KKV2qC8MUhE0QAtvLJrC8QD4YFpYSPOGOUI9nHU+0S8m+niQPrt3P1YtGYmjqkEL3lr+H99XBq5UzVKe8I0EXqP/vJe7rQonjtOVSEDZ5cM1+Vuzt5TtnTiIW0AkdJpF088u7GUjbXDCzlt+/tIuaojAXzxnBnu4hptQUkLHcXNig40oyjuMJfHBcNc3XhDrIGZ7gDh96pC0H09DQUPdbCDANtd5gej3zqaxNcTRIynJUkr+ESEDHldCbyFIcNZFSYOoCIQTdQxks26UkFsD2Gg7SlsPm1kHuWt7Es1s6sF3JhKo8vnbqBNKWw00v7+GGS2aysyPOU5vauGh2PXVevaIrJUMZm7ygTktfiu6hLHkhgxHFUVbv62XJ7m6m1xexeEwpOzvilOWFuOmVPTzy+gGGMurwoSwW5MI5dVw+v4Gs7fDFv2xg6e631toVhE1e+dIxHPPzl3jy04uoLAj/Q59VMmuzrqWfbzy8iT3diYMeqysO8+0zJrFgZAmR92man7EcbnltLz97evt7XvvZ48fwsaNG+cF/Pj4+H0h8oX8Y8IW+j4+Pz6GRzNpsOjDIdx/fzOY3JX4DzBxRxPfPmkxjWZSw94t32nKY/YPniGfeagXWBHzxpHFcPHcES3Z189j6VhIZm8qCMOfNrKGhJMpL2zuZ21jC6qZevvLgRm/KCzdcPINdnUOcfkQVkYBBJKATT6vU76JIgIGUha4JHljdwgkTK9nZEefW1/by0aNGMq+xhB0dcZ7Y0MYDa1qYNaKYqxY1MrO+kIG0RUDXCHj2b00IvvXoZr531iR+/9JuntjQytiKPPJCBuGAzueOH8urO7t5ZnM73z5zEhX5ITa09JO2XQojJmMr8khkbKJBg1TWwdSVkA94O+i26+amrcOJ+wJwHYklJRnbJRbQVdK+pgT+cNe77aiJ97C93dQFWUcSCahqt2TGwXZdArqaYN+9vJlIQOecGTWs2tfH4jGlh20auq87QX7YQBeCWEjZ9DWhvk/DjQPD7125FdR7lwg0lANCWfJVSJ7mHQSBl5DvWe5dqRwNAVMjbbm5/ISyWJBXd3Zxz8oWuuIZYiGDUyZXcuYR1azY20skoDOuMo9rbl/NxgMDfPHEcVy+oIGnN7ezoyPOsePLKYqog6xoSEdHcOfyZpbt6WFv9xA3XDKTEcURntzYxs6uIb500nie2dLO7Uub2No2iABmjCji0vkjmF5XyMfvWsvqpj4vB2AEF82u4y9r9xM0NI4ZV07acjjvhqUkss5b7mVjaZT7r5tHc2+S825Y9rb3+2fnT8V2Xc44ouZ/FJI33CCxvT3O8j09uFIyq6GYKTUFb9uu8a8kbTkc/bOXaPfqMd+Nsrwgr33pGIK+0Pfx8fkA4gv9w4Av9H18fHzem1TWZtnuHq69cw3OO/h6g4bGnz86j4nV+Ria4NF1rXzu/vVvuU4I+K8PTaMiP8in7nld7TL/HdPqCrnhkhn86tkdnDKliq54hi/+ZQNjK2J87dQJzGkoxjQ0UlmHJbu6+cOre1nb3EdhxOSCmXVcu7iRoKnxwye28vmTxiEE3LuimebeJCNKIpw6pYr64ggZ26WtP0VNUYTntnbw/NYOjhtfwZzGYsIB3bPAa7heR33aVh55IVTS+JrmXqbVFTGUsb3gPJELg0tbDtGgQcayEZqavGveJF9oat9Y0zRsWz23pgks2yVgCFKWCtsLmMrKDkrcCyG8OkO8PXWJ4wXxZW0Xy5VogGloJDMO4YDGTS/v4ehx5QD8/Jlt/PYjM4gGjX8oZf2fIZGx2dkZ54aXdtM7lOGmS2dh6Bq6hreyoMbsArW+gLeagJC4jiTjqEMX01A2e6S6iaYmsF0XQ1fZB8ObIamsw2DKApQdvywviOW4fPa+dQeFP+YFDX77kelEgwYH+lIcP7GCJbu6mFBVwH2rmrnuyFHqs/RMKpYXgKh5oYfSlQQMwestA6SyDjVFIWoLI2Qdl7yQie26bG1VifiPrW8lY7scOaaUX144jSv/tIp93Qm+euoETp9axbLdPaxr6UfTBAtHlTC5poA7ljXxq+d2vGXlZU5jMbddMZsp33mat/st8cqFDXz+hLEfyMC65t4kR/70xUO+/sUvHE1jafR9fEU+Pj4+7w++0D8M+ELfx8fH571JZm1m/eA5km8zZXwzZXlBXv3SMUgp+f4TW7lnZfNbrvnwnDounFXHhTcvP2jH/u8ZVRbjgY/N58KblvGHy2axrX2Q6fVF3L+qhb+s3U93PENeyOTUKZVcMm8ETT1JPnXv6wxlbMpiQR76xAJKYgG+9tAmVjf1cvHces6YWk0saLD+QD+WowL8hifili0pzQvQM5TN1a9lLJeaojCr9vYSNDUm1xQwlLZzQWBqEq0EuPkmwWk5EstxSWUdCiMmWctB1wTBgAFIpIPXCa97SfJqh9z1OuQDhhKYwzv/hiaUbd/1dG5uqv+mqj1A8wL6UpaD60oS3s+/4aVdqj2gMo97VzTznTMnURgJ/DNfiUMimbX5zfO7uPW1Pdx2+Wym1RXSl8xi6IKCsEl3PINpaBRFArkkfdtR1Xa6BvnhALajQvh073DEdiSWKzE0gaEr8W85yumgo9YXhFAHDA+uPUAya3PejFrK8oK09KVyn0vGdhlbkUfbQIpXdnThuJJp9YXMGVEMXhhg2NRzqwNDGRtT1+hLZPjyQxs5bnw5H/YcKct29/CZ48bwyLoD3L2imb3dCQxNMH9UCZfOG8H4qnyuuX0VW9vinDG1iuuPHQ0IVu7t5VfP7XjLYVd9cYRvnTGRgK5xze2r31JR+eLnj+JXz+3k6S3tpK2DH7tqYQNfPnn8B3LSvatziOP/6+VDvv7pzy5mXGX++/iKfHx8fN4f/IQRHx8fH5//71iOy8OvH3hPkQ/QFc+wdHc3C0eV5iahf88VCxr5zuOb31XkA+zuGuIva/Zz3sxaehNZCsImx/z8pYNeRyLrcNuSfdy+rIkfnD2ZWy+fxaW3riRtOYQDOr99YRdnT6/me2dNYlfnEPt6EjSWxSgImTy5sY1k1mFuQzGRgIFrSFp6U7y0vZOK/BCxkFoLKI0FmFFfyEDa5vXmfpJZm1FlMSoLgugIz1IOEjXtd719+f0DaRpKo7mEfE2gJtcCbCQhUyeZtbFs9d+FUGnzAWM4ad5FSlUxJwRkbMlQ2iJtOZTFgoQCei6IL2u7mIZGPGVhegLY9Gz73UMZPn70aFbt7SEWVFVyh4Os7fLEhjZ2dMRZ+fXj6RhM85Ont1NdEOK8mTXoQhAJml7Cvtqpx3NQhAMhXNf1DlDILeVbrnIwBHQN23VxXTXVDxg6SMh6+/2moRETJhfPq0dKiSY0MrZLRX4I08tLsGwXTYPR5VHa+1Pcv2Y/k6rzcQBcldq/uXWAtOVSXRAiaOrEggYlsSC//ch0Tvrlq/z2xd3cdc1crj92NGf89jX296Vy79+VEukduqSyNvdcM49le3q45bU9lOWFeGB1C//51La33DdDE4yrzGPFnh7Om1HLDZfM4DuPbaY4GmTeyGJOnlRJdVGY7509mZ+eP5WV+3q5a3kTz23txHEl80aWHLZGhX81FflBdE28o2vozWgCKvJDh+FV+fj4+Pzr8YW+j4+Pj8//d1JZh6c2th/y9Y+ta2N2QzGzG4q5e8XBE/3pdYUYmmDZ2wSJvR13r2ji8esX0T6Y5iO/XU4saHDFggYmVRdg6oKOwQwPv76ftc39fO3hjfzxitlcPK8ex5V0DKT58Jx6fvncDq67c03uYKEyP8hdV8/lcyeOY3t7nLXNfUSDBjNHFFGaF+CY8eXctmQfvYkMM+qLqC+OkBcy6RhMU5kforYorKrdHIdUxlFp+kJiW5LCsMlA2kITgrriCH3JLE3dCcryglQXhomnbXRNpcZbjsumA/3s60lx0qRKwobar8/aEoQkoAscF1xXYhiCgC4ojr4xhU9llUsAlO1fIAjoGnu7hpCoYLa8kEnY1HFdl6CpU1UQ4lPHjuHh1w9w5cLGQ/5M/ye4UrLpwAA/PX8qH7tzDSv29vLp40Zz6fwRmLpG+0AaUxdEAwa6UIF6CC+w0JXedF99ZsNZBLpQawlKvAv1mQqIpy0MTcPUla0+k7axHUk4oGEaOv1JC9uRFMdMBJC2XKSUBHUD23U5ZkIFC8eUognBlrY4pi7UYU5+mHUtfbT3pzlhUgUZWwVRjq7I46FPLODYX7zMR25ezpOfWUxlfign9CdV5/PfH55OMutw1/Imbn11L0IIZjcUcePFMzF1QWNplP88dwpLdnXz9OZ2pISPHT2KS+eNYF9Pgs2tA7QPpjmirpAnP7OY3kSWgKERNHT+8Moe7lzeRF/C4pQplXz86NFcNr+Brz28kaPGliGEYChto2nq8M3UNYqjAQT8W0/6BXDs+HKe3dLxntceNbYcQ/tgHmj4+Pj4+ELfx8fHx+ffgkOZ5g+TshykhJMnV5L/mHFQL3dDaZSNB965NuvvaepJIpH88bW9fPuMSZw6pYq/bmjjqU1tWI5LY2mUX3xoGomMzZf+soHfvrCLn5w/lZChptnn/H4J3UNv2KIbSiI88smFPLGhlZtvX01zbzL3WGHE5KLZdVy7eCT7uhNMqy/k5MmV3LZkL8eOr+CIukKaexI8u7WDnniGEydVEgnopCwXiURDkHVdSqJBJEpgrdrbx/S6AioLwyQyFq6UpDIOO9oHCZkGsxtLKI0Nsb6ln/kjS0hmbQrCJpajKuKUjhHoQiABx7P5D4fPMRxQJzQ0IQkZGuOr8pDeXn/acmjuSVEQMZlQlc++7gQjSqLkhwy1EqC/f0KpqSfBZ48fy3V3ruaIukK+euoEGkoi6h5kbUqiJqauo2lK4NmuRNc0pGe91xGggeMl6Ac8m74EbM+VoOr4UNN828GVKh9B11RonONKntvaQVksSH1xxHNcSKRUtvxk1iZqGqQtB1eCQDKiOMzRP38Jy5F88aRxXDi7Dk0IwqY6iIkEdGzbIRY0eOFzR7K9Y4juoTTfP3sy339iCwMpi9uvmsO3H93MXze20VASYXxVPjPqCznziGo64xkefv0A3UNq9eQjc+v51ukT6Ulk6BjMcOmtKzjQl+LGS2cSNHS++tBGXtjWmZtyjyqLcen8ETzxqUVcd+caHl3XyuPrW/nB2ZO599p52K6krTvBfz27g79tas/Z/vKr99wAAIkVSURBVKsKVPjflQsbVEXkv2EHfSxk8rkTxvLits5c+ObboWuCz584lljI/1XZx8fng4m/o38Y8Hf0fXx8fN6deNriqw9t5IkNbYd0/ZULG/jSSeMAwWPrW/nygxtyj50zvYYjx5bxH/etO6TnKgibrPjacazf309bf5pvPbqJwfTBKf5CwJlHVPPN0ydy9Z9W8YsPTaOmMMQ5v1/KtvZ47rpY0ODZzx3J717YxV0r3podMMysEUXcevksehNZVu7t5Yxp1WxuHWRdS79KUK8vYlR5DIESHN3xNHlhk0jAQIASVhLaB1NU5IcxPRu97SgLv+WlwRveXr0S3Gp6j7fv3xVPe7Zk4Vn5VR6A6wXvIQQpyyagaRjeWoDjguNKhKfdlf1fEk9bgNp9L4iYrN7Xx5iKGDWF4fdV7O1ojzOYsRhTnsdzWztY19LHedNrGVuRR2c8TVV+mKzrogvQNQ1DF7guqFk+3m6+xHYBCUFDTettVxIwNO/wQ92P4QrDRMahZyhDWV6QcEBV20kXXO+zkt49FBqsbernQH+KUyZX0dybYG93gim1hdR69yVjO7mDBddVhwOv7uyisVRVK762s5tdXUNEgwbHT6hg+Fe2WMjkqY2tvLC1i8sWNDCuMo/1+/vRBNQURgibOnetaOJPS/blRPi4ijxuvmwmj7x+gF89v5M/XjGbrniGLz+44R077Y8eW8bPP3QEF960jN1dCTQBS758LE29SS6/beU7rsZMqs7nvuvm/48S+Q8HqazDa7u6+OTdr78lmwDA1AX//eHpHDm27LA1R/j4+Pj8q/H/6eXj4+Pj8/+dvJDJFQsaDlnoX7GggbD3C/gZR1RhOS7ff2ILGdulqSfBlJrRh/yzp9Tkk8o6dMez/Mf96942ZbwwbFKZH6JjIM2frpqDZbv0JSy6hzKAOgiYXlfEtYsbCZsaXzhpLJ8/cRxp2+FAX4pfPreTJbu6c8+3fn8/EohnVGL7ab95jb3dCSIBnZMmVVJZEGJcZR7L9/Qwu6GYpt4Uf3h1M3u6hvjROZOZN1LlE9QXR5FSEs/YBA2dnR1x8r3Xuq65l9Hl+ZTlBTE0DduF4bVqXROU5YVUlZmu4SJzAlXTBFnHRSAIGbon8CVJ28XUQNcFvUNZluzuZWRplPFVeUSDhtp/R034F4xSzoH3e6JbXRgi3mFz/C9eZlR5lFsum0XacnOT+6zrEjI0tGEB7uUXCCCZscGz8quWAnXQYeiCkKEhhdrjlhIytkrld6USgaV5QVBB/ur7IlQ9n+W42MP1hsD0+iImVuXzoye38qWTx5O2XHZ1xCnPC9LUnWQoYzGyLEY0oGMGdbK25OQpVQwmLQZSFnNGltCTzHL70n386MmtfPHE8Zw7s4agoXHa1GrOm1nHlrZBvv7wRp7b2pET7NPqCvnMcWM4dnw5V/1pFcmsw/aOOOf+fikPfWIBWS9L4OrbV+f+jBCwaHQp0+sLCRo6vYksT21s45ZX9/CpY8fw2fvW0VgaI2BoXPWnVe+af7G5dZAv/2UDPzlvyr9lMn84oLNodClLv3Ist762l0fWHaA3kaUoEuCsadVcs3gksaCe+2eMj4+PzwcRf6J/GPAn+j4+Pj7vzXC39+bWwXe9bvGYUm68ZCbRN00LkxkbCfxlzX5e29XNN0+bwJce3HBQ1dk78ePzpnDWETUc94uXaB14a7f2Z44bw1WLGnlmczuPrW+lN5GlMGJy1hHVnDS5io37+2kojRAyDCJBne3tcTK2y4iSCLGAQTxjURA26UtaXHzLCpp6kpw+tYqvnDKetc19rGvu54JZddQXR9CEoC+ZZfOBAfb1JDhybBlFkQC3LdnHkaNLOaIuH9uB1U19FERMGkqiFHl70barJuvhgDeBRzCQsuhLZiiNhYgEdLrjGaJBA0PXsBwXQ4OgaeA4bk6UO670KuhA8yzqwguqc6RESJXmL4GArrFsTze/e3EPmw4MYOga80eWcN1RI2ksjZL3Pou8lt4kJ//qFWqLwvzl4wvYsH+AZza3cfmCRirzg2S91oCgqYELlqvq63RdYGqaag7wxLuU6rqs7RLQNYS3ymDZKiMhnXXf2O+XkoztsrtziHFVeQQNnZbeJJ2DGbKOS9AQzGwopjeRVRZ2VKhjfsjg+W2dvN7Uz8Xz6qkqCOW+czWFYdKWCvpLZm0Mz6Hx6s5uTphYgZTQPpjm6c3t3L50H4Npm6ChcfrUKq5a2AgCOgbTjCiOUpYXJBLQSdsuXfE0n753XW6d5ZzpNXz+xLH89wu7uG9VCwDnz6zlk8eMJms7LN3VQ28yS1VBmFOnVLKmqY85jcUc/bOXuP7Y0QxlbH7xzI73/Gx0TbD668dTFD24ecF2XNK2i+m5Kxwp/79O/lPegZTp/W9CSnUQ4OPj4/NBxxf6hwFf6Pv4+Pi8N1JK+pIWF9y4lN1dibe9ZmptAfdcO+8dhYHluKQsB0MT7OtOcM7vl77r5HFkaZTHrl/IupZ+Lrl1Ze7vT67J58JZ9cwfVUw0YPDS9i7+uHQvOzqGcteETI0/XTmHgrBBZX6Y25bs5cE1+7nuqFGcP7OWvqRK8e9NZIkGDcJeQNn1967lvBm1HD22DEdK9vemaB9MM5CyaOlNcqA/xVnTaqgvjvDNRzZx6fwRzG0sydnKXUmumm99cz8vbOvg/Jl1jK2IkfVq4zoH05TmBSmNBXFcl7SXaYBnYXcclSIvkV61myAS1LEdScZ6I4DP8JLnNaGm3K5Un5NE2c3VaoG6RtcEr+zo4o6lTby8s4sLZtbx3TMnvW+iKZ62uOXVPfQmLD53wljWNvdyRG0hBWEzJ9IdVyUJqCBB9aIztoPl9dMj1ft0PXu+YHjyr75LAUMdmAivbnAoY+O6qrLQ0FTyvutK0pbKl9A1jYztEDI00o7Lc5vbqSuOMLmmgIzt0p/IUhwLEjJ0dF05CPb3JXl+a6cKSzR1uoYylMWChAPDLgz184fSNvv7UlQWhCjLCxIwNDKWcrDUFkXY1TnEg2v3E0/blMYCnDO9lsKIyaq9vRw1rozeRJYdHXGGMjZnHlHDWb99jR2dQ3z3zImcOqUaQxMqn8FVDQ2Pr2/lgTUtzGks4VPHjub3L+7mw3PqufJPq9jdNfROH8tBfOO0CVyzeCQAjutiOZInN7Zx+9J97OtJEjA0Fo8p5WNHjaK2KOzb5H18fHz+hfhC/zDgC30fHx+fQ8N1JRnb4cG1B7jttb3s6VaCf2JVPtcsbuTUKVWEDjHRO5W12dw2yLW3r6Yvab3l8Sk1Bdx06Uws2+W+1S38/qXd1BWH+dWF06nID3LvimblLhAqyf+iOfXs6hziP+5bR2c8w28/Mp2goTOjvpDr73mdtc193Hn1HKoKwvQksjy3pR1D1zA1we6uBNs74lyxoIHTplZhOQ6GpiME9AxlCBq6N2kXpC2Xlr4E+7oSHD+hgrStBGdvIouhCVXTJyXxtE00aJC1XdY296EJmFlfRNBUz6sJgSaUDV8XSrQHDDW1zNou0aCBlKqHPhowcKSqlUPKnDB2vem9IQRpy8HUNTRNY3jP33ZcFW6HEojrWvopiQXpGEzzibvWctmCEXzi6NEHuS/+FbiuJJl12N+XZEvbIKWxAJOqC4iFVDBjOKCTyNjkhQw04VUD6qr+LqBrmIa6NwJVnZeyXAxNHaSEvP0GiURKr1pPF16QnrI2ZB2JqWsEDQ2JcpSETI1k1iFgaNiuxNCUSyCVtck60kuzV68hHNDpimdwJZTGAvQMZSnPD9Dcm+KZTe2cNrWaWMjI1RwmLYeCsInjqoOY3720i7uWN2HoGseNr+DyBQ0YmuDq21fRMZjJ3acvnjSWKxY0sr09zsOvH2AgZVEcDXDh7DqKowE2H+hn7shS7lnZzN3Lm9jXo4Ijy/KCXDS7jsvmj+DmV/bSNpDiu2dOQhOC4/7rZXoT2bf5VN7KdUeO5AsnjUMT0D2U5YIblx0UTvlmrl7UwBdOHO9P0318fHz+RfhC/zDgC30fHx+ffwzLcXE8sYQn1AK69g8nuGcsBwk8t6WDx9a3MpSxqSwIcfHcEYyryCNgKDH26+d38sSGNu6/bj43vrybO5bt8wRRPRfOqqO6UHVpd8UzBE2NLz6wgR+eM4VXd3YBEAsZzKgvImRqpC0XUxNEgga7u4ZIWy61RWGChkZrf5LSWIhk1mFX5xCmLphSW0jPUIYtrYPMHFFIQSRA0JsYS6AvkcXQBa39KdoG0l6audobryuKUBILgICApnbthQvt8TTJjMOYyjwsx0UTkMq6bG8fxJGS4miQinxl79aFhhCQtlUdnC4Ehi7QNCXkhyvngJybQBPqvztecJ+UsL0jzmDKYlJ1Abs64zgSPnrHapZ/7bh/6aQ2lbXZ3ZXg249tZk1TH6dPreJ7Z03CcdXUPWSoAw0l3EG6LpomcLw0/OGAQ4kEKUjbDoYQXgCfTtZxSGZsBlI2pbEgBWGDwbRNx2Aa25XUFoaJhUxSWVVjaOiqii/rCXjpuQEsR2K7LkWRAPGMTftAim3tQyweU8qOjjh3LNuH7a0WTKzK58pFjdy+ZB+XLRihPquOOPesaGLRmFLOmV5Dc0+SHR2DxIIBxlflURA2uWPZPn7z/C5sV/KJo0dx3sxazrthKf1Ji48eOZIPz6nn+nvWvu06zLS6Qm65fBb3rWzmZ+9gxa8qCHHXNXP545J9HDu+nGl1BZx3wzL2dr+94+bv+cop47nuyJFkbJcTf/nKO4r8N64fx+XzG/zdeB8fH59/Ab7QPwz4Qt/Hx8fn/y+O65LIOuAJ1b+3/r+wrYPiaJCH1u7njmVNnDG1iu+fPZknN7Zz94omtrXHEcD0+kKuXNjI0ePK2NoWZ1J1PgPJLK+39PPA6v3s60kwvjKfKxY2UF8c4fp71rJqXx8AcxuL+ezxYxhdHuOkX75Kb1JNRQ1N8PGjRnLdUaOxXZe93QnSlqpWqyuOEAmokDZDV/vy8bRNU08C23GZWluQE9/prE0kaABvCPShtE1TX5LBlMURtQWETFUtl7ZdgrrmifbhqbaTS9jXNc/uLgUIqSztw2Z94SXEQy4FXhPKiTCYsiiJBcnYDvGMzW9f2MWM+kI+NKvuXxLMl7Ec1u8f4JJbVpB1XGbUF3HLZTNVKr4rc4dDmlCfcdZ20LyQPQGYmkBob6wjDB9YaEKtInhh/CqLAIFlu2jDlXvSpT9pUxIzMTSd4eUFiSSZcRACIgGDpGWjee91WPQPpm0GklkmVOWTzDq5g5rBlIXluJTGgqxt6mP+qBLCAR1T14inbULeoU48ZZHI2hSEAySzNgf6UrioA4KOeJqP3Lyc9sEMt1w2i/qSCBX5IaIBnd5klqc2tnPX8iZ2dr7Vbl9bFOahjy/g6ttXv2Ml5YiSCI9+ciFf+ssGvnPmJO5b1cKvn9/5np+VELDya8dTFDF5dF0rn39g/Xv+mfywwcqvHX/Irh0fHx8fn3fm/Su39fHx8fHx+TdB1zTyQyb5YfNt9/sXji6lKGJy5/ImTppUyddPm8hFNy/naw9vpHMww6LRpRw7vhzHhb9taqMvkaU8L8jNr+zh1iX7ONCf4sfnTeEHZ0+hqTfBBTcu4wsPrOfGS2Yya0QRACv29vKRW1bw/NZOHr1+IcO6d0RxhOuOGoUQ0NSTpD9lkbFduuIZ2gfSWI5k3f4+7l7WRG8iQ9AQNJZGqS4Ms3x3D7s6h3Bd0HWdZzd38LsXd/Hg2gMks8rC3lgSYU5DsTdVV5PtgnCAYEDHlaqqz3GVSA2auqqgk2DZkozjYDnSS2b39tldqer7bDUpT1nKfdE3lKEwYjKQUm0E+SGTL5w4hh0dQ1hvU2H2P0EC1925OleJ9tnjxyCBwbRNPG0TCehEAgaRgMofCJoahqapnXp1egGQE+LkMgcEulBrCa5XdyeEQAowdRXaJ6UgP2yiaxpLd3fzwvZOdnSqakWVb+CytqWPgFdv+Ni6Vu5e3kRXPENZnprCg8p2GEha6EIF8I0pjxELGiwaU0rbQJp42mbjgQHaBtJkbIfBlEUkaFAQNjF1wSPrWnNukVN+/QpLdnbzt88cycOfWEBdcZjbl+7juF+8xOTvPM35NyyjP5nlrmvm8p0zJ6H93VnL/r4Ut7y2lysWNLzjPW/qSbJ0dw+VBSEq8kNcsbCBoPHevz4eO76csKkCAW9ftu+QPt/BlM0L2zoP6VofHx8fn3fHn+gfBvyJvo+Pj8+/N0Npm9+8sJM/LdnHkq8cy9W3rwLgo4tHsnhsGetb+snYDiNLY5TnB3lsXSs/+OtWUl4IG6jk9rOn1fCVU8Zz/T2vs2xPD0ePLeOH507hyJ++qPbfUdPjF79wNM9v7aAkFuSUyZVeNoHr2eFV8nfI21XWBLT0ptjeEScWMJg9spigruXEbkBXE2zLcXGl5OHXWzlvRi2aBllbkrZtntrQjqYJjhxbRkV+CLwpdCigYwglah2pQvlcr0fe8J43Jw4lWK5UE3+vcs/y3pNATa//8Opu1jYPIKVkSm0BVy1sxHElxbEAhvbPzRYc1+WpTe1cf8/rANQVh3niU4tp6hmivjhC0NDJ2C6mpuFK6dnq1TReeC/QclT+gAQcx8U01GTelSoN3tA1kOC66r9brouGSuLThnMPvCBE25Fesr2DLtTPcaTKM3CRhExDOR+ExHYknYNpuuNZJlTno2uqEUEAIVMnHNBJWw5pyyEvZJDMOqQsh7ygSX8yy4q9vQgBx0+oQCA40J+kIGyyq2uIR9e18qWTxvH05g6+8/jmt62HzAsa3HTZTPZ1J/jhX7dy9vQajh1fTl7IJG07zBpRxAn/9TIH+t/aOgFw3IRyrlzQyPxRJWRthyW7e/jYnWuw3bf/FXJkaZSHP7mQgrBJ1naZ9YNnGUzbh/Q5f+rY0fzHCWPfOIzx8fHx8fkf4Qv9w4Av9H18fHz+vRlMWVx35xrK84OcN6OWv6zZzzdPn6im42v2E8+8IVKm1hbwyWNGU5Ef4vLbVjKQOjjob/7IEn7z4el87/HNHDm2jGPGlWG7kMxY7OlJ4jiSeaOKcaWqpwuZqn89mbXRhSBoqu76vkSW376wi9K8IBfNqef15j5mjigiFjRxXLWQLlD5BUFTy1XECa/+zVtBzwXOAezuSqB5k2TdC+vTNC9hXtdySfW6l8COC6YGutcLn3VctePupdobw6cAXqe840ruXtHETa/spSueQRNw1aJGPn/CuH86ZC2esvjCXzbw9OZ2AC6cXcu3Tp+E61XdISWRgArfc6QKyxOQE+kCcCQIKVF3Q6ILzQvdI7fDb2jqsMORSqCbuoYjJVJKwqaO7UosR4X7SdQh0Y6OOEWRACNKIgA5AWxqgqwrCRoCKVVt3nCNmwpr1JlYnU95LEg4YKjQPyFxHIkjIZ11sG2XkrwgjpS8sqOb1v4U80eVUFUYonMwg5RQEjVJZBzuWN7EHcv2YTlv/dUuGtB58QtHEzJ1luzu5tF1rfQlVDPEeTNrmT+yhJte2cPvXtz1lj87uSafn59/BI2lUYKmTirrsKd7iJ89vZ1XdnQxrPcLwiYfmlXHZ44brT4LTYU4LvrJC3QPHVqA3xdPGscnjxn9D303fHx8fHzeip924uPj4+Pjg0pZP/OIal5v7uObp0/gI39Y/rZ7zRv2D3DdnWv45ukTuPmymVx08/KDpqj5YRNNwH+cMJY/r2phxd5eCiMmZx1RzZSaAoYySuz9bWM7P316O72JLGMrYvzgnMmMq8jnpW2dhAMGtcVhPutNNoWQLB5TiuPCQDKLaWjEgkrUGrrqabccJUxdT5CmvSBCwwuM0zXBmPKYCqlzXIQQxNMWQghiIUMFIDpKNMeCBgKBbqiDAiEEmve8MCyaZa6yDgSuVM95+YJGLpozgpe2dfKdxzdzy6t7EcBnjx/7T6XvS1QQ3zBTagrJWE7ukCMaML1+do1s1iGgq/cpkbl6vICu4ahiASQCy1FVgoamYSCRQqhke8clmbHJDwUwDQ3HUrv+WVeiocL81LReUBAxmVFflBO1mncAYzmSnqEMFfkh9velqCmMsLa5n4fXHGBSTR6XzGsgbTsMJLLkhYxczoAhNNAkhkC5LUIGKctBE3Dc+DIsR9I1lEEg2NERpz+pkvQXjS7ligUNnDK5ktuW7GVqTSFBU7U1PLmxjTOPqGYwbXPejUtp6U0ddG+f2dJBZX6IGy+dSXHU5PtPbD3o8bygqfbmvXOdcEBnUnUBv/3wdCxHcqA/RcDQqC+O4HoHLsPYjmTh6FIeXdd6SJ/ziRMr/idfDx8fHx+fv8MX+j4+Pj4+/+cxdcERtYWUxoIcNa6c7z+xlZ2dQxRFzFxHfV7YQLqwtrmPTa2D/OdT23jskwtZPLqUV3Z2A3DR7Do+fdwYPn73Wlbu7T3oZ9zy6l5m1Bfyu4/M4PXmfk6YVIEEHlt/gP88dyr3r25hzb4+LphVx5Ob2rhvdTNzR5Zw2uQq1dcuIWzqmLrIWbtNXcOVLiEvpX+4114TEDR1HMfFASX6JWr/3lXT+pAucunmGmq6rxuCqHeAIL3sPaSaUOuaEv2uVCsGUkpsqWr7HG/S73jp80FT46ixZTz48QVccOMybn1tLx87atQ/JfR1TVBVGFavV0BDSYSgqWr01u/vZ0/XEMdPrKQiP0gooOXS9V2vLjBjuziO6+3tq/eloYL5HNTE3nHVQUnI0AjoAc+poNYYBCqgT9OEd51qM8BzAiTTNmHPhg8Cx1UVhrbrUpkXVp3xo0s5fkK5F9LnYOgGeUETKQRp28V1JQnHpqU3xejyGEt2dXOgP8XshmJGlcdY3dTHYNqmtjBMcTRAa3+Ktc19BHSdv21q48xpNcwfWcL1x4zhiQ2tpOIONYVh7r9uPkLAx+9a+xaRP7o8xkmTKimMmCzf3c0Z02pYuruH57e+sSt/0qQKyvKCBI2DXRmxkAlAUTTwjp9bLGTw8aNGHZLQn1JTQE1R+JC+Dz4+Pj4+745v3T8M+NZ9Hx8fn39/OgfTtA+mqS4Ic+wvXuKrp07g1ClVrGvpozQWpKogzLrmPhwJ9cURCsIm61r6MHWNq29fzaTqfP505WzOv3EZTT1vrRGbWlvAF04cx6TqfHZ2xIkEVWhcWSxIIuuwvW2QxtIo/WmL6oIw0aCB8AR3VzzNXze289Da/QxlbL52yniOn1iJJgSOdDGEhqapHXIpJT3JLJblkh8JIFCTcEPTKIwGsB0X28sBGE7c14TwDg2Ujd3UBSnbIair1HdXSkxNU9Nu2/Ekr9ov1zX1HK53MuC4LroQ6LqG40h2dQ1x+n+/xvXHjOaTx47OuQL+J2xtG+TOZU188phRDKZtHl/fSjLrMLEqj1OnVCGRGN5Bh+NITFPzAvcAoYQ/bzrAsDxng/TcCCBU1WBW5Rfk1iCA4TxB4bUO2FLS3JOkLBYkP2xgGlquBjJtOWQtl0jIIGu76JrggdUtGLrGxKo8GkqjGLrG9rZBvv7wJnqTWYqjAc6fUcuH59aTzNgMpm1uX7KXz544jl8/t5OH1u5XzREoi/znTxzL2dNqaO1PsbtriIKwyYwRRazY08vPn9l+UKWeqQvOn1nL508cx7W3r+b1ln6m1hbw1VMmMLIsyuPrW+mMZ4gFDU6fWkVB2OQbj2ziqU3tRAM6K79+PAFDw/wH6y2HSWZtfvLUNm5f1vSO10QCOo9+ciEjy6Lo/2Seg4+Pj4+PL/QPC77Q9/Hx8fn3J5GxaRtIsb5lgIbSKPt6EuzuHOLieSP46d+28dTG9lwAHqhqs08fN5pFo0tZ8OMX+M9zpxA2dfb2JMhYLuv39/Pc1k4cV3LkmFJ+eeE0nt/ayTHjy9nREefx9a30JS1KYyafPHoMhVGTfd0Jlu7uIT9ksnB0CSWxIKv29qJrgvL8IPVFEZKWQ9DQsL098bStpumuhKCheR3xIITEtqXXD6+Ek6lrpC3bE2xK4Oq6hpAgNEHGcomnbdK2TWV+mFzfHAJdqOm4em5yf63q/YYPGWAwbdETz1KeH6K1P0ldSZRtbYM8vr6Vz584jvyw+T/+jJIZmwP9KT573zo2tw5SEDb56flTOWpsWW7/fTg24M0HF4YmcqJdZbypAwnNE/fK3i/QgJTtqOBECQFD7edHTENlFqDcEaau3rvjSjSpnBACNekfriN0PSfEcHbCYNoibbmsaeolGjAoiQUZUawOdB58/QB7Ooc4elw5sxuKvB17SSxksrl1gJ/8bTvLdvcAb3Tbr9rXyx9e2cNgyubkyZWU5gURQGHY5NSpVXz94U25PINhjhlXzk/Om8LXH97Ij8+byg+f3Mpj61rfEqo3f1QJPz9/Kn9cspejxpUzo77on3JjAKSyDre+toebX9nzlmC+SdX5/OrCadQVR/xqPR8fH59/Eb7QPwz4Qt/Hx8fn8JKxHSxbTWnDpo72971i74Blu2xrH2RH5xDPbungG6dN4IIbl9E28PZp5AD/fdE0ZjUUkx82+cua/bT0JQmZOkeNLVO26dXNXLWwkc54hhElUXRvl/uFrZ3cvaKJTx83BlPX+MYjm9jWHmdaXSG3XD6LF7d1MLYij7qiiNrd9vrhN+zvp6IgREVeEF1T02PHVQnwUkrC3iRaBecJ7xDAE7JCid7hzvlwYHi/38V1lU0966rkeNNQYlX3BLLmTcqlJ/aRKBu7lDnRr4StBl5lXdZ2cKXkhpf28NEjRxI0NCL/hGBs7U9xyq9fZSBlkR82uP+6+RRHA2Qtl5RlM7I0iuXiBfK5qjIPcoF8bxrm59oFhg9JdF1doHn7/I6rUvpN3bP6o94jXoihmtRD1pHo3tcrkbExvcl371CWeMamvjii7rnj4rguKUtN+DO2S28iSyxoUFUQpjeRQdcEsaCBoWsIAYamMZS2MHXB6qZelu/p4/IFDezuHOLJjW3MH1XCojFlPLulnZbeFJGAxrETKogFDCJBg8tuXcH6/QMH3cNbLp3J7JElXHvH6resl7yZqoIQT3xqEdGg8S8T38msjSYEz27pYFt7nKChcfLkSmqLwt4hlT/J9/Hx8flX4Qv9w4Av9H18fHwOD4mMTSrrcPuyfTT1JAkYGidNqmTxmFIEam/9vUhmbBb+5AXu/eg8fvDEVl7b1f2O146ryOOua+Zw08t7uGtFE2nr4L74mSMKueWyWbgSdnTE2d+XYmvbIM9u6eCc6TVcsbABgAN9KRpKIpi6CjxzpSRjuSrMrSDE9o44LT1J5o0qUZVoWVXFtrMzTmNZjNJoEE1TwWchQyPjuIRNnYzl5KrzQInbgKkR8BLpM5ZLwFSWc1UVqCrpTB2E9BbZUen9hhC5aThAxgv7GxaBWcfFsl00TRAyNQZTNr2JLOV5QRCC57a0c8qUqoOC2v4RhjI219+zlpe2d1EaC3DHVXMYURIlnrYIGVrugAM1jEcXAoRKrxeA8JwHQqj35UKuSk96U31daPQnswgBBeFALpFfhf6pKj7NOzGIZ2z2dSepLgxRGDaJp212dyeIpyxGlISpK46RsR0vAFAdKNje4UrnYEa5RDa1Y7uS2qIwv7jgCCZU5XP70r28vL2b4ydVcMrkSkpiQfUZSMnKvT0s29NLQFff6xElEW59dQ8r9/XyqePGMr2uEMeVJLM2hZEA8bTFZ/68jqWeGwDgZ+dPxXYlX31o43ve8/Nm1PC9syb/09P8t8NxpXeo4tfo+fj4+Lwf+EL/MOALfR8fH5/3n1TW4asPbeTR9Qfe0iVeFgvymw9P54i6gncVmq4r+dvmdv64ZC8/Pncqx/3Xy+94bdDQeP7zR/GTp7bx+Ia2tzxeVxTm/o/NJxY0+Mua/Wxvj6NrgkVjSlkwqhRNwMNrD1BbFOaIukIiAYPt7XGyjsuIkgiRgE5Q1+gaylAYCWC7kpCpkbZcDvQmGV0Roy9p4bpKfAYMjRe2djKuIsqEqnwyjiRk6EiUSFSi/w1hlbVdElmbklgQ14WWvgRLd/Zw5rRqokGVwh8yNPCq9IadAVnLJRjQcunyKphOTfellAwks3jNfOztTtBYGuNPS/Zy1aJG2gfTjK3I+x9NiPsTWV7c3snckSUURkzSlkrM14XgQF+KkliQvJChQvh0z6bvTeGlJ/JdrwJQeM4G6e3pu14/YEDXsDxL/3A1n5lbhVD3rLU/RSxoEA0ZmJqWu7/JrMPuzjiOhOn1RezvS/Houv10DGZo6U0xvb6QS+ePoHMwTdZxGVOeh6FptA6kGExlqSuOqBwFL1ehN5nlkdcPcOtre9GE4KRJFVwybwT7+1Jcf89aBtM2p06u5HtnTSZkavx1Yxv5IZNJ1flUFYZJWw5BQ2coY7Fh/wDX3rEaV8LSrxzLJbeseNtGibf7jq/95gnvi9D38fHx8Xl/8f/J7ePj4+PzgSdtOXz87jW8tL3rbR/vGspw6a0r+PNH53FEXeE7hoqlbYdXd3Yxd2QJz2xpf9trhjl9ahU7O4beVuRXFYR4+BMLuXdlM79/aTcpb6/+3BkqFf2VHV387sWdfO20iUyrLeTGl3fTPpBG0wSDKYuOwTQ3XzaLTV0DDKQsGkqjhE2dgaRFLGRQWxyheyhLU0+ClXt7aepNcPWikZw4qUKJ7ZTNsLfAcVwiAYOAqcL00pYSstGgQTRo4EqVqN9QGqW6QCWeDyfPu6jeec0TxUgIeD51V0o0lKBWjwkMTVAYCSCBjO0yubqAB9a0cPXiRj56xxp+d/EM3tj7P3SSWZuU7bC5bZBfP7+TRNahqiDER+bUc/b0ahpKo7mdeMtxCUhl2bdd10vMB9By6wWgwvUsR4XnaYAUaqofNPScpV96KwgCJfJtV1KRH0Kiwv6Cuprs54dMYkHBtPpiLMfJ2fSPqCtCF4K5I4uwHXXPaosihE2dlv4U961sZuOBAa5ZNJKpdUGG0jbJrM2OjiGklFw0u57zZtTyi2e3c9uSffxp6T6+fcYkbr9qDr95fic/PHcKP35qG6/u6OKGS2aSshx++OQ2nt/aobIZdGWN//jRo3juc0dx9e2rEHBIIh/vM9x0YIC5I0v+4c/Mx8fHx+f/L77Q9/Hx8fH5wLO2ue8dRf4ww3blx65fxDsOlKUSgBFTZyjjvOvzXTJvBP/9wq63fez3F8/g1tf2cMPLeygIm/zHCWM5b0YNLX0pnt/aiaEL/vzR+ehCsK1jkI8fPYotBwbpSWaIBU3mjSxmKGMzrjKP5t4kf1m9n7yQzmULGtnRHufGl/cwmLYoiQa4YGYtE6pGMpwYD+Bo0pteu4SDBsmMM2zCJ2LqOFKqADqVHYcLSFcS9EL7XCmx3hTQZigXPMKr2MMT+K4XYqfW2yWuVHv9Aq+z3nH40Kw67l3ZzDWLR/Lxu9Zw9zXz4B/I40tmbR55/QDfeGQTb86Mq8gLcuqUypx7w5WSoKkR1AUuKhwwYLypJhAwNQjoOraUSBdCpkE8bRM2NWXfl5KOwTTF0QDCcwvAGzbz4V37oKHhenv6qazDf9y3jg/NrmPByBJVqedIqgvC5IcMIkGTkGGAAf0pi7XNfSSzDsdNKOczx40hYGhICdvaBtnTlcCRkuPGl7N0dw/fenQZk2sK+NLJ4xhVFuO7j2/h249t5k9XzuZXF03n2jtWs+nAAA98bD4vbuvi589sP+jeZR2Xx9a38sSGVn54zhR+feH0twTvvRdvDqD08fHx8fng4At9Hx8fH58PNPG0xc0v7zmka3d2DrGra4gpNQVv+3jA0JhSU0Bzb5K64nfv855Ylc/S3d1v+XufPm4MYyvyGFeZx9WLRyIlrG3u5ZzfL6W5943avY/Mqeerp45nYlUBApg2olA9INX0uCAcwHElE6ryGVkaJajr/Palnfz3C7upLQp70+waiqNqlzxjOWRsF01TIW5BQ8N1BANJi4Ch5XrgHamC/VJZFQqnKuekF+An0TRvv91LlXdcSdZRNm4hlagXQolF25XouhLEEnI99LYrsR0vINBxOf2IaiIBg+8+vpm2gRRjQnmH9HnZjsvSXT187eFNB/39zxw3muuOGoWhCYYyTi7Z3rJVyr2GCuNzXBUIqHlBhrarggMNXbkPkJJYUNn9XSSuA2V5aifedQFNvcfhhH4p1UFBMqvWICRQHA1w86WzsGwHQ1dtCK4U3vqAIGRoLN3dzTV3rGZkaYzvnjWJ+aPycV2XvT1JXCkZXR4jbOrMaSxmIGXxncc2U5oX5Par5nDtHas5+Vev8NAnFrKrc4i7VzTTMZjmsXUHWLm3l2sWN9Lcm3yLyH8zroSvPbyRP390HmMq8sgLGsQz9jte/2YaS6OHdJ2Pj4+Pz78Xfrypj4+Pj88HmqChs6ap75CvX/ou4XqGruz1L+/o5NQpVbkJ9ztdq2rQVE/5Ly44glsun8WWtgFO/vUrzP7Bc5z536/xh1f3ML4yn2+cNiHXIX/dkY188/QJSOD+1S2c8dslXHLLCgZTNk9tauey21Yx6mtPMvFbf+O6O1bz3NZOLNflY0eN5oGPzePJTy/m+AkVFIQNhtIWWVti6BpBUyNk6krYe0n4QUOF7wUNXe3GS0hkbQKGcgBIKb1UfggaAtNTsLoQRAIGsZBB1NQxvUT0hOUQzzjYUo3uBcITwxLbcTE0JW6ztkN/0sLQNYrCAVbt7ebEiRU8/PoBrEOcEluO5Cd/23bQ3/v0saO5etFIBIJV+/r40l/W8+cVTeiaOmiwXRdXuuBKdE0Q9MIHNSEIGiK3qz9cDZiyHFKWg+sqZ8PwIYXQIG25akVBaJiaIGCoQ4JoQMfQBDFTNR2kLAfhxfVrQnip+g4FEYO05TC6PMYrXzyGBz42n5JogL1dQ2RtSdZ2+dOSfcz/0fP84dW9uFKyrW2Qb54+kRn1RTy0dj9/vHwWl8wbwcvbO/nqqROYUJnHseMr+OOSfQgBl8wdcUgHXVLCDS/uJm05nDuz5pDu//S6QooigUO61sfHx8fn3wt/ou/j4+Pj84FGCHKp8ofCoViXT59azeYDA5w/s5a7VzS/7TXtg2lGlkbZ1TXELy+cRtDQOfYXLx2UvJ/IOtz8yh7+uGQvPzlvKjddOpO7lzfxyWPGMJi2ufTWFbQPpFkwqoQfnzeVXz23k6c2tVFVEOKB6+YztiKGpimLeMZ2CZk6o8tiuFKSHzbQhMbe7jgD6SyNJVGqCsNkbZeArkL3huvzNE/0J7MqwM7QNGxHYrkutiPJC5m5KjlQE/mM7aJrLmFTI2O7uVyDaMDA9US0aghQzvi0pdwECW/aHTB0JF7XvCY4amw5AUNn+Z5eHFe+8/rEm2jqTRy0Tz6qLMZHjxyJ40o+dNMygobGby6aRjRkILzGAF1T79XQ1evTUQJcB6QU6NpwsKBabQjoyo6vsgrUIYeDxHXVc/QlM5TGQjgAXnUfAnQviG/403Zd6B5KMZhyKIyYxIIGyaxDXsjE0DVufmUP96xopmsog6EJTplcySXzRvC10ybw+RPH8uK2TnZ2DHHy5Epe29VDKuswoSqPUMDg5EmVrNjbw183tHLvR+fhupJIUGdiVT6OK3m9pf+9bybw8k613vLpY8fw0JoD7zrVFwK+dPI4QqY/E/Lx8fH5IOILfR8fHx+fDzQZy2V8ZT5rmw9tqj+9vvBdH48GDa5dPJJ7VzTxuRPG0tyb5NWdb3UBPLR2Px+eU8+qfb00lEQ574alZOy3n1RbjuSLf9nAXVfP5YfnTCZjuzywej+/+fB0GkqiZGxVh/eJo0fx5ZPHkXUkK/b08JFbVtCXyFKWH+Qzx41hZn0RIdNgKGMTCRjE0xaNZVFCZj465KrkHAnScRFC0D2UQUooyw+iCWWHt1wVoGfqglhQRxeQsl1sxwUhCJua6nKXgoytrlWTbW9D3xPTb+yua0QCavdd11QgnjpOUX3xT25qYyBlUV8c4ZPHjMY5xD3xXR0Hh8Zds7gBQ9f41L1r+P7Zk6krCqFrAoFaHXC9uP/hxHwphw85VDAfXo2edNXhkObt4GuahqFpuFLZ7odXFlwJsaCJ7UgcqWz/lnRVUB+QclwcV5LI2KxrGWB2QxFjK8LYrosmNAKGgStVWOSCUSXc+PJuTppUwffOmsy+7gR/WbOfA/0pokGD06ZUMbuhmIfWHuAXz27nyoWNCAFPbGhF1wSnTqnmujtX861HN3PO9Bpuv3ION7+yh/bBNADVBSHOnVlLdUEIx1V1jo+uO8Bg+g0xLyX0JbNU5Yf480fn8ZFbVjCQst5y33VN8PMLjuCIukK/297Hx8fnA4pfr3cY8Ov1fHx8fN4/HNfl6c0dfOLute95bXVBiBe+cPQh1bslMnauwu2ZzR3csXwfmw4MApAfNrh6YSPXHjmSLa2D3L5039um7/89i8eU8tuPTMeVsOnAALe+updle3ooiQYIGjozRhRy6bwRBAwNU9fY053g1R2dXLN4FBnLYeW+Xg70pwiZOh+ZW0/vUJY/vLqHRWNKOXlSJb2JLABBU8dxXLZ3xIkFTSIBnaoCJYq3tsUpzQtSGgtgaMp2PyzkQ6aG7ao0/eFdf8t1cRy1GuAN8b2KvuGUuzeC/3RNy4nnYbEvpWTp7h4+effrZB2XWNDgknn1fOa4sYQD7/45PLO5nY/euSb319u/fzIr9vYwtiIPx4X8kKH27XWBdL2wwOFqPHIZfDmGzxdcL0tAogL21GGAS9pWqw5ZW4l5lW0g1JqCPDiPAAltg2kGUxbhgE51YRgkdAymCZlqTUK5JwSaUAn2QoDtSHZ1DpF1JO2DaR5au5/XdnUjJUyqyudPV80mFjLZ2zVE11CWwrDJmIoYWdtF1+DE/3qVtsE0cxqLuemSmXQOpmjqTTG7oZhH17eysyOOJgRzGos5cmwZD79+gP98cmvuEGrl146jPD9E1nawHMkDq1v486oWOuMZYkGD06dWcdXCRiJB/V2rKH18fHx8/r3xhf5hwBf6Pj4+Pu8vacvhvBuWsrl18F2v++1HpnPCxAqCxqH3uCezdi7ZXQhl/Q8ZOrar0tfTlsu07z2T29d/NwojJq996VhuXbKbaMBg4egyaovCOK7a844GDJ7c2MaEqnxGlESQoHbudU0JZ6ks9fu6E4wojbK7c4jR5VE1PdY11PBVBeslvdYAR0JeUEdoAul6SfkIHNfFcpSoR1dBdMNTcAGEDOVx14SX5u9VzeHt8zsuuRq64fo9IZTt35XkLPSOo6z7rpSc8F8v0xlXhxEnTargVxdOf1ex35fIMuuHz+F4jQCrvn48TT0JRpRE0ITA0DUGUhZhU1MrBVI5DIY/CcdxsaWS+4ZQNvuAoeE4Lrq3iiBQwt9BkrG9Wj1XJfgLRO60QHifv8QL6vNuVNp2VaaBd2AgUU6JrONiCI3d3UMMpVWDghCClt4EP/3bdmxXMrIsxsVz6wkaGje8vItvnz6Jh9Ye4JbX9h4U3FhVEOKSeSO4YkEDHQNpjv/ly7gSfnzeZM6cWsNNr+zh5lf2kLIOboooiwX59hkTKc0LcvltK6kvjvDY9YsOuudZ28VyVDCjcmiI9zyA8fHx8fH598cX+ocBX+j7+Pj4vL9IKYmnbS6/beXb7iubuuD7Z03mzGnV//IpZXNvkiN/+uIhXfvjc6ZwzIQyCsIB+pMWrpQUhE329yWpLgzzyo4uWvvSXDS3joGUxS2v7uWvG9ooywty3IRy5jQUM3NEESnLRhMahi6wHZegF7KXtlWoXDigEzb13H58VzyNqQvygiYp28HQhDd9V69LeP9pe4JPaEr8HmTVd5V9XaD23F3Xm+kLPPu8QkpVtZdxvHQ7IUhkLHTP3v+FB9bz143tANx06UxOmFCBpv397F0xlLb4j/vX8+yWDnRNsOW7J+Um8eub+xhfnU9+0FThe1K9bum9Lk1ThxnDtnvTC+QzNDWhF1IFCw5P3IdT9YeD+obFui7UvbJdFw0Vwii8EEKJEvuWLelLZgkZ6jMJGjqDaRtTF0QDBomszV3Lm9nSOsCXT5nAUNrizN8tyR0gnTSpgl9eOI1bX93DL57d+Y7fn+MnlPOrC6dz/+oWvvfEFp76zGIeef0AN73yzmF8QsBvLppObyJLyNQ4b0Ythu7b8X18fHz+t+N7snx8fHx8PvAIIcgPm9z70XlsaRvkttf20tSTJGhoHDuhnEvmjkDXxPtiRQ4comi6bvFITp1axU2v7OHPK5vp8Wz2pbEAH5pVxxULGygImywcXcoLWzv43AMbmDWiiN98eDqjyqKsbe4jbTtsbh1kQnUeW9viLN/Tw/kzagmZOmua+xhZFqMkGkAI1dneFU9TGAkQCRgEDA1XSsKmju2ohHzlAhC5nXMXNYHXpdqtjwY0HClwbXUAYOqa2l93wJUqYR8hlJh21X6/EsPe3ryQdMfTlOaF2Nw6QNjU+dn5R1BXHOXGl3dz8yt7WDS6lGjw7T+XWMjkB2dPZk1TH72JrLeJr4L/xlXlE9R1XDyngQDHCxQcnrzrmoYQEhMVoqcc+Grq70iphLmXrudIVwX4SeVgSFm2SuIXEkNTzzt8yLCrY4ihrI0uYHR5HmFTJz9kEjJ1BtMWpgRdU8GFbQNq1eLKBQ0g4NF1BziitpA/XDqLa+5YDcDTmzv4+F1r+en5U/nvF3a/Y3f9c1s7uXdlMxfNqePF7Z2YuvauIh/Ue/7u45t58QtHY2iaL/J9fHx8/o/gC30fHx8fn/81hEydGfVFjDk35k2WlQU9eCgR7/9DCiMmtUVh9vel3vGaC2bWcvnCBk7+1Su0DqQPeqx7KMvvX9rNo+tauefauazY20tVYYTTplTxzdMn8OTGdkKmxpTaQra0DtCfsoinbEqiAa5dPJL1Lf0EjRjT6goxdU1Z06UkFtSJBWOAsrAP73irXXaBgRK7WcvFkZCxHYrCJmnbJWM5nrVdpdjjvmFp1zWBKySuDZqugQShqQo6UPdceun0EkF5fggpobEkStJy+NrDG/nRuVPY3Rnn2a2dntB+Z4oiAf76qUV84u61ZBy1Kx8ylejWNKFs9Cj3gWmo1+N6S/RCCAwhcAHXkepIQAiEHD4IEOqvBQg0LNulP5khkXGoLQ4DUq1uOC6RkKkOCTRBpZd3EDR00pbDUMbGlZKVe3tIZh0m1xRQURBkf2+SysIwXfE0mw4MMJCyOXpsOZGgwdiKPIqjJr0JFYb38o4udnTEOWVKJY+ua829/4KwydnTaxhRHAGgP5lFE4LPnziWO5c3HdJ3tHsoy9LdPZwwoeKQrvfx8fHx+eDjH+v6+Pj4+PyvIy9kkh82KQib76vIB2WNvnx+wzs+HjQ0vnLKeK7448q3iHxNwHETyvnxeVP4xukT2NUZ56gxpYyvyONH50zmQH+KxaNL6E1kaR9IU1UQpqYwxIb9/ezpHiKRsZlck49paGxtj7Nufz89Q1ks26U3mWXp7m72dg+RtByklNjeXn3GcsgM1wAKSUAXREwd2wVDCAxD5QJkvQMC5Bu2diRoCAKmrsbFXhjf8D6/JgRoanJu6m+I+IKISUk0wMeOGsX197zOT84/Al0TWO+RwB8wNCryQ9z70blIqWr7EhmbVMZBum4uI0BV/am0fGWJV2N9KUF4E3ZD19A9YW9q6rAgY7ukLYdE2iGga1QUhKktCmM5EteF/JBJOGggkBiahuOo57992T7Ov3Epq5t6c+GJcxpLmDuyhLCp47pQnh9iX/cQW1rjNJTGmFJbwI0v7+aT96yhuTfJ3dfMO+i93rW8mYtm1wMQCxr857lTePVLxzCtrpAD/SkO9KcYVR5DE4LGkigb9/cfylcUgFd2dJGxnfe+0MfHx8fnfwX+RN/Hx8fHx+efIGjoXDJvBE9ubHvbfIBTp1SxrT3Ojr+rijt5ciXfOG0CXfEMf93YxoJRJcxpKOG1XT25qsCTJ1VQnh8iHFRBc4XhAK6UjK3IA9QU3tQ1klmHtr4UdSURYiGDVNahIBRgTmMxgymLtKX63CNBnXRWiT3TUBZ3HU3V0Gkqed7UVLI8gC68VH68sD5Usv2wPV/XNARe0J18Y2KuIRCeI0ATEqEJUhmbR9e3ctb0Wo4dX0bnYJozp1YRNN575qBpAseC7e1xyvODIF3K88NoGl5loERK5TZQU/o3/qwr1SmECiCUXmggpC0bx1UHMUIIIkHlhEimbCIBHem6hAIq+2B4Vz9gKJdCUdTkk0eP5lPHjCGRVbv46j5ByNCJBnWEEAxlbCoKwpi6zoduWsbYihifO2EcPYkM592wlPuum8/HjxrFDS/vBmBz6wB1xWHyQwb3fnQeG/YPcPTPX8q1KQxTGgvwzdMn8sNzpnDBjcsYyti8F5Yjc5kAPj4+Pj7/+/En+j4+Pj4+Pv8k4YDOXdfM5dwZNQdNsQFOnFjBA6v3H/T3PjSrjm+dPpFP37uOy29bydnTauiKZznm5y9xzR2reXZLB6dPrSIaNPnlczv5/P3r+cqDG3l03QFsV2I5kjXNfaxt6qdjMIOhaxw5roy/rNnP9O89y6fvXctg2iKRcRhIWWRsF1MX9MSzJDJ2rvZN92zzmlDi3tQ1JCp4z3ZVuv5w/ZyhCyJBnaChY+o6uqYhpRLYkjdN86UK6nOlqrATnuoWmsaFc+rpjqc5bkIFOzrifPSoUVjvsI/+ZhIZm9VNvTSWRiiKmJTnh9UDrsCR4Lhe/Z+X/m+7KmvAlW9UB0reELoSCJs60YDOcLC+5Ti4UpIXMtCECtGT3nsYStt0xtPYLnTGM2Rtl55ElnjaQhOCVNbBdlxcVzKUsehJZMjaDm39KQZTFjVFYR7+xHzWNPVxyS0rCOgaXzhpHB+7aw1XL2486LBD1wQ3XjKT7e1xvv7wxreIfFBW/M/8eR3rWvr58blTDuk7OrE6n4Dp/9rn4+Pj838FP3X/MOCn7vv4+Pj832AobSORPL6+lfbBNCXRIGceUc2n7n2d13Z1AzCmPMY9187jQzctY293gpsunUnbQJrvPLYZXRNcMreezx4/lnjaYihjs6crwT0rm8kLmfzwnMnc9PIeHljTwmDKQgg1pZ5eV8hnjx9LWV6QA/1Jjh5bzs7OIZbs7sJxJeV5IeY2FlMUNbEdVUcY9Kz30aCOO2xx92r0hKZC9aRUyfISJaZzFXLSRQjNq5pz0TSNjGWjaRrCcwfoQoUkOlKSyjpkbAfHhVX7eplSW0hpLIDrSgoigfe8r/GURcDQSFlOrmoQoX5G0NTeyASQIL0VguH3gSf0EQLHdnFQhxeW6+I4kpCpqx19IbBsF6F5ifreGoAQyukQMHRsx+XVnV1qn759CCEEv75oOoNpizuWNTG7oYjjJlSwrqWfFXt6AJhaW8Ci0WWA5K5lzfz46W3EggavffkYzv7dEn5/8Qy2d8RxHMm8UcXEgiYD3merCbhnRTP3rmymL2m95b6ETZ2lXzmWM3772rtmRAQNjbXfPOEdQw99fHx8fP734f8T38fHx8fH519ELKT+tfqRuSO8TndBPG2RF3rjX7eXzW/gruVN7O1O0FgaZUZ9EQt//AJTagr4/cUzSGRsfvDXLWxtiyMETK8v4rtnTqKyIMQ3H9lIaV6IBz++gIaSKFJKuoYy3L96P89v6+Azx42hNC/A6819lOYFuWBGHUFTI227DCazaAgsx6EvmaU8P0QsaKhwPUeSdRyCukbGlmia2o2XXsq98P5v+D1JRK5HXln1JeGAkUvvRyqruOM6aJog6E3bARpLo2xtGyQa0Jk5oug972kya7One4gx5TFMXWP9/n4q8oIUx4I4qGo7U1d5/MMHFCCRQh1ODFcMSlei6eq9Wo6LJgSBgJZbUwByFnxHqmwCoQkVxBcwsGwHhGDxmHKOG19J2nYwdYHjQvtAkuuOGolluzy4ppkVe/vY0jZIW38a25WUxgJ88aRxXDy/nhte2U1FXpDuoQxPfnox6/f3YzuSSEAnbBpsOjDI71/axdLdPUyqzuey+Q088enFXPnHlW9Z/0hZDo+sO8BFs+v5+TPb3/EeXrt45HveZx8fHx+f/134E/3DgD/R9/Hx8fm/i+tKXtjeyTW3ryZkaiz/6nGc+MtX6Ixn+PppE8jaLn/b1M6frpzN1x7eyNObOw768+V5QSbXFHDx3HoWjS7lqU1t3LGsmddb+pBSOQQuXzCCc2fUsmRnN0fUFTKQssgLmYD0rPZKzNqORNcgaOpoQmA5Lq2evXxsZR66GmfjujJnaTc0LTctFxpKyXuPKeu+wEUqgS1yUl9N0hFomqq90zXh7bNrbGkdZG1TH2dNr6EiP/SO9y6ZtXlmcwcnTaognrF5ZnMbF8ysZyhjYWoaplePJ7zXA8M2fXFQmr/7Js++M2xdUG8xt6Iw/NY0TUPXIGu76q+96r2ArjOYzhILmvSnshRFAsRTFq7nYIgGDVIZm1DQYCBpYeoCTRPcuayJu1c00Z+0ePBj86kuiqBrkLFcUpZDYSTAc1s6+NPSfWxvj3Py5Eq+ftoE/uvZHdy3qgWAs6ZV85VTxnP275bQMZg56B6dMLGCaxY1cuHNy9/2Hl4+fwRfOWUC4cD7G0rp4+Pj4/PvhT/R9/Hx8fHxeR/RNMGi0aVU5AcJmzoDKYvOuBJrk6sL+O0LO/ndR2Zw3+oWDE1j/sgSVu3rZVJ1PtcdNYqFo0tZ39JPLGjQn7Q4alw580aW0hlPs66ln5V7e7l7RTOt/WmuWTySl7Z3ckRtIQFDEDYNEhmbgGEwmMpSGguRdRy1t44kazuU54eoK4pgS4kjpVdDp+zeluNiOzZBU0dK0KWy4tu2S9DQc730w9Z3zzGPOglQ4l94utpyXEKGTirrMKosypiKPG5+eTefPHY0kcBbfx1JZm1ueGk31y4eiQQs2+Wi2SOwXJdo0EBKbz0A8YZt/01hgF4Gn7LwC4EAHJSgzzpSJeMjCeqCeMrKCeGUZSOlJKBrBLz6vKChkbQcTF0n67j0JSwylkttUYSM7SABU9fQQiZNPQl+8rdtvLCtk5FlMa5c0MDTnz0SQxNsbhvkF89sJ5FxqCwI8qFZdaQtm4WjSzlzWjWulOztTnDvymY+f8JYWnqTLN3dw6PrWplcU8C1i0fyg79uPeg+WY7LuMo8HvrEAm5+ZQ87O+JoQjC7sZiPHTmS0rygL/J9fHx8/g/iC30fHx8fH5/3GU3A7VfO4QsPrOfNbXL5YYMvnTye0liACZX5jCiOUlMYoq44gqlr/Ob5nfzgiS386NwpVBSEuGN5E/G0xWlTqxhTnkcy6zCuIo+64gjRoM7ujiEWjS4lP2wqke5K4mmbvqRF0NRwpYvtKIGvacqCHzL1nMVdVeIp87vluBgaaEL3QvmUld/wEvUdR6LrAldKLNvF1DWEpgS3JjyLv6vEt+2q1HrHdYkEdRzXJZFxsF0lqN/+ngkKwgaagLb+NC/v6OTcGbUI1FoBqMBAw8sFyO3ne+n6mifuh6f36rZLBOoQw1WnFNjeRD6RVVV9pqGp1H2p8gfCAR3pQshrKbAdl9JYgL5ElqGMhaFrBAyN/mSWF7d3sa87wedOGMt/nDCWq/60iqzjcqAvxSfvWcu+nmTu/S0eU0pB2GT5nh5uX9bEjvY4J0yqYF5jMadMriQ/ZPD9syfxoRuX05PIcvvSfTx2/SJ+/sx20tYbAYZjymMEDY0Z9UX87PypCKHyBTQh/J18Hx8fn//D+Nb9w4Bv3ffx8fHxSVsOXfEMxdEAR/3sRU6cWMlXTxnPL5/bwf2r9x9UkTa2IsbHjx7NpOp8HEeyfG8PP/jrVq4/ZjTnzajlF89u56mN7WQdl7Cp86njRnPZvIacRT2gC9K2i5Tq525rG2RidT4hUydlOaSyDggI6ErURgJK7EuUYA4HVECfLgQZ2yFgaDiu6x1SCC+UT71WV0p0T1zCsLNfhfgh1ZTfRXXS265kIJXF1DVCpk48ZVFREM6l/7+ZVXt7GFUeY3PrIGWxIKV5QVp6E0yuKVDT/DetEQwnCf79s6j388augfCs+8IL7Bv+o653EmC5Uln+vfsWDuhYjjpQCBoauqbel+1IHAmmJhhIWezsjBMLmhRFA0QDOrs6h1i2u5sPza5nKGNz7u+XHvT5zhtZzG8/MoPP37+e3V1xLp3XwPkza9naNggCJlYVqAMUxyU/ZLLpwAC3L9vH5Qsa+O0Lu3h1Z3fuuZZ99ViqCsL/1HfTx8fHx+d/H77QPwz4Qt/Hx8fHZ5h42kLXBLYXCgfwlzX7uWtFEy29Byenf+6EsVw4u46FP36BC2bVcvWikVx40zJ6vMq1vKDBnz86l9riKIYmaO5NUlUQYl1LP89u6aCxNMpxE8qpKgizpW2AxtIoutDoHEyztW2QyTUFFMcCGJqy6Ru6wLIlIVPD1JQ4llIghPpVwXHVRFzTRE7E/53WVsLeGzhrbxrWO15lnybAceHVnd3UFIUZWRZ9W+v+pgMD5IUMogGDJza0ctHs+tyagK4JLxHfE+xvEvnD2XqO9CoCvUOB4daA4fUCR4IrXXSheZ+Hi64L0pabyyjQUOsBhqGTyNgYb8o6CJlqit/Sm2JKbSHrW/q4+ZW9hAIal89vYFJ1ARsP9FEYDrB8by9Swq7OIV7a3sHjn1pM2naJBQ1cqYL41rf0M6Y8j6c2tXHn8ia2tsUBFRB44sRKPnrkSEpiAX7+9HYeWdcKwJnTqvnPc6b4k3sfHx8fn7fgC/3DgC/0fXx8fHxsR4Wv3bZkH3ctb6LL29OvL45w8dx6LphVx7cf3cTjG9pyfyZs6tx19RxuXbKXb50+iSv+uJJt7fHc43dcNYfp9YW5XflwwGAoY9OXzFKRF2Llvl66BtOU5gdZNKqUtK2m1BpKHGdtF0MTuYl6ImsTNjUsZ7hWTuZs78N78KYhcF216z5cRee+OZ1/WGm/kXkHUmK5EoEglbEJBpTAXd/SiyMFs0YUEf47sd8zlEbXNG5+eTcfO3o0+nAGABLLkQR0gaHrCCE9ke/9Z25f38sP8F6TlMqxYGieOwFy03uJel7puQ6GQwcdV9XvaUIwlLGxHJcHVrdQmhekvjjCyLIoBSGTnR1D7O5OMH9kMRfevIKeRIZfXHAEC0aV8syWdta39COEep/HjC+npTfJNx7ZyIq9fQBEAzrnTK/h2iNHsnpfH19+cAO2e/CvZ4Ym+O8PT1dtCjcu44SJFfzmoun+/r2Pj4+Pz9viC/3DgC/0fXx8fP5v47guXfEs5/x+CW0D6be9ZlxFHndcPYdfP7eT0eUxzp1RQ8jUMTRBImPTm8hy1u+WMKEqn8bSKHXFYS5f0EDWltz22h4eWddKb0KlwZ9xRBVXL2okZTlUFYRxXFVBl8jYuel3wNA40Jdi04EBJlQXUFcUZihjIyUYuiBkekV1Uk3QDU3kDhSGp/eulDiu2mtHugih5Sbqb2Y4KA+UWLddSXt/mrL8IHct38fFcxveMpVOZm3uW9XCedNrMHS1U9+fssgPGoSDSnwPHya85X5LkK5E4qqwPk3kqv8kAuHZ9TVN4Hg1esjhxH5lyXe9585YLmnb4YVtnRw3oYJo0GBfT4JU1qG6MExA12gfSJG0HMZW5GE5LvG0zXNbO/j18zsZTNkHvbbyvCDfOn0iZXlBLrttJRn7jX37sKlz4yUzaB/M8OUHN7zlfZm64OnPHokEqgvDhE1f5Pv4+Pj4vD1vn4Dj4+Pj4+Pj8y/DciQf/sPydxT5ANs74jy3pYOvnjqeZNbhtN+8xvhv/o3RX3+Kq29fTTxts+Qrx/JfF07jY0eN4qqFIwkZOgFDY97IEgxNkMw6DKQsFowqpTOe4bcv7OKWV/eQtV3aBtI4rvo5w6F0NcVhTp5SRVVBkLTt0pfMevZ44YXnqcA99R5UkJ8U4ArIOC5ZR3rVfRI07Y0J/psYFvlqoi7J2C4Zy6UsP4CUkotmj+C1nV1k3yR4h+kfymAYgpTlIISgKBLIORJyLX6eOH8zuhg+nNAwdE0dCngOBem6uEKtELiui+sdFNiuCi/UNUFv0sKR0Je0MAyN1P9r777joyrT/o9/zjnT0iF0Qgm9ihCKIAgiqKi4KiiW1V1s6FpXd113f7u4a1t1Hx9xRYG1oqCPYq9rA0GqCiJIL1JDJ4Ukk2TKOb8/JjMmpACKDCTfty8Ucu4z55ozeUmuc1/3dQdtzu7elBSfG4/LpHV6EnsKSvnDjGWMe2kx2fklmIbBhU/N5/++3ka9BDdvfZtdKckH2FNQyq2vLmVHfgl/P79bhWPFwTCT52xkeJfGvH3Tqbxy/Sn886LunJSRFvs+en7eJpql+pTki4hIjbSoS0RE5BfkOA5fb8ph076iGsddMzCTfm3SGf7YnAp7pZsG/GZAaxxgb0Epef4gLy3cwqy1u8u2eEvg8n6teP/WQby4YDO9W6ezaV8R10z9mscv60Wbhkk4Dsxeu5dRvTLo0jQFA4Md+SWUhsI0TY00cvNaBj6XSWqCG4hsQRfZQi8y8+04RPaML6sIcLmsKmfTD/6SUbYFnlNWPm8ReVBQEow0uNuR6+fU9g0J2TaecvMPYdth7KA2OA4keyNN8XwuC8xy/QCqvOKPpfiR+x/9WqQTfdC2sUORbv+lAZswkQcDHpeFUdatPj3Jg2FAosciGLZJT/JQGgrz6apd7MwrxjINmqQm8I9fdWVnfgk3Tf+WO8/qyD8vOonLn1nE8u35PD+2LyOfmMfewtLK8Tnwj/dW8uWfhvLop2vJKQrQKj2RJy7vRf1EN8/M/YHl2/MxDDi5RT0mX5nF7gOl3PZ/S3nnux3ce0H3Gr+XRERElOiLiIj8ggpKQ0xbtKXGMQ2SPNw+vCPnPP5lhSQf4K6zO9Ek1Ue9RDfTF23lmbk/VDi+cW8RD3y4milzNvJ/1/fHbZlc+dwiHhndg4HtGuC2InvAn9O9KZZpUFQa5kBJiOb1EiLN98I2wZDD1pziyF737iCWacbW5Ucb1bnKOu2Hw3Zsrbtdto7d+HFSHzgoATciZfTlu+UleEzMoE3IcchslMi8dXs5tUOjCu/LMMBlmXhdFoGQjcdlYmODXdZ4zyFSck+5hoBl/42tyyfyoCXsOFhEzjcMA69lELbBcplYOJgYhGwb0zAIhMJ4XRa27eBxmQRCNsFw5PoD2zUg1x9ke66f3fklNEjyAjD9ulMY85+FvHHjqQzp2JhPVu5iUPuG/Lp/Kx7/fH2Vn3l+cZBPVu7ikt4t+O+KXcy4YQCTZm9g2qItlF9UOX/DfqbM2cjVA9vw+o0DuGTKwshOB1U84BAREYlS6b6IiMgvyYE9B6ov2QcY06clH6/YxY6DSvtTfS6uOKU123L9zFy9p1KSX96+wgCXP7OItAQ3r48bwNndmrK3IMD/fLqOP7/5PePfXcEnK3eR4ImsMe/34Ge0/ctHDH10Nl+u30PL9ARcJmzL9WM7kdL2kO0QCEW21Yv+Ms3ImvfoGJdZViZvGUT+gdh2dmWz7qZpYBqRXy7rx7J7r2WCYzCgfUNmLN5GIBQGIiXsBcUhvvphPyXBUGQrPYhd0yqLIXaLy9bX40TK2yMPIMp+b0f+bONEtuUzyqoTsAmFI2v4XZaJ24qkzgkeF2EHCkrD+ANhXGak9N9lmiT73DRK8XJyi3qc16M5323L5YPlO2jbKImbhrbnpYWbuWpAawBeWriZy/u1ijT8q8aiH/bTqWkKT1zWk0mzN/DSwopJfpTtwHPzNvHC/M1MuPRkrKpKKURERMrRjL6IiMgv7FDbn53Xoxn/eG9lpa+P7t2Ceev3cmbXpgx/bE6Nr5HgthjWpQkh26Zt42S+XLeXSbM3snLHgdiYj77fRbfmqTw2pifv33oatu3QLM1HqGzP9raNkzlQEiLRZRGwHdyWiUFkq7pgWdLvtgzcphnZvi7slCX4P4p2uI9O4UfX/ENZs7uyRDa6RZ5lGLhdJpYRaYBXHAyzZHMO327N5YbBbSkNOZimiR0Ol23rR6Vq/ciXI8ci2/fZuCwTx45s9ecue1IQLecPOTYe0yJIGKvsvZQEwyS4LUK2Q8i2sQzwB8KYhsG+wlJe+2Ybr32zlSapCVzatyWjsjJolOLjqv6ZTJy1gVvPaM+gR77gn6NOAmD9nkIKS0O0aZjE+j2FVX5mobBD42Qv6UneQ1Z9ADw/fxPXD25DSShc5ZaEIiIiUfpbQkRE5BeU6LH41cnNWbBxf7Vj0pM87MgrrvT13q3rs78owFc/7I9tx3cw04Dbh3XgNwMy+XZrLo9/vp6SYJiW6Yn856re7DlQyvh3VxC2Hf40ojNZrepRVBoiPdlLblGAHXklNEz1UBKw8bktUn2usk7wDqXByHZ8bjPS9d4qm703DHAZkW32Inn3j3vpRSbWy/a4K9vGL6r8NnfRf4ccsGz41cnN8ZeGKQmFefi/a3h1XH9KgmFclkk4bGOVzawfrMJ6fYPY1oEQiTW6dSBlDxwcBzxWpPeA12USDIdYt6uQekke0hLcJHvdhG2HkO2QULZGv3WDRO44syN3nd2JWWv28ML8zUyZs5GXru3H15tyuHZQGzbuKeSKfq2wy163NGRTVBqqcfu7do2SSE1088rXVc/kHyxsO/zf11u5cXC7Qw8WEZE6TYm+iIjIL8hlmVzQM4MHP1xNQWnlLuwApSG70j7yEJml97kttub4qzzPMGDCpT1pnOJj5MR5ZB/0sOCJmeu5sFcGL193Co4D//1+B+42kYcH9RI9JHtdmL7IzLLXbRIIO9i2zf7CAI1SvGDAvsJSTMMg0ROJpSQUxmOaGKaBYUTWtzsYYINhlp/BLz/TH1lBbxBJvp2yJfuGaRCyHUoDNi6XScgOM2XORp66Iouw4+BzuzDNsldynFhX/wpr8o0f+wSYhhF5gFA20IZYNz7HiczkO46DHYw0GoxsoWfSuXkq/tIQSR4XJcEwITuyA8Cu/BJCtoPPbfLsvE088+UmLsrK4P4Lu7NudwHXv7iY924ZxPYcPyk+N789tTW249C2URJrdhXQOMVHnj9Y5WdnmQZj+rYkO6+YFdkHqhxTleXb8ykN2XjVdV9ERGqgRF9EROQXZhjwn9/0Zuzz3xAIV95GbvHmHIZ1aczGvRVLvHP9ARI9FqXByucAXDOwDc3rJXDls19V2I89ynZg7rp9OA5MnLWeO87sSFFpmNlr9pBbFKRzsxRmfLOVZJ+bM7s2wR8Is2lvEc3rJ1DfjnS5T/G5Y+/Bdmw8lkWsgr5s2zojuie948Sa4VXkVKi4NwwwoiX8BpguE9M0SEtwU1AcJD3Zg2VE1tebhkHYtrEso1LVfvT31kHr4I2ygSblm/KBu6zioNSJPFwJO3bkv2GHBsleHBw+/H4HjgN9W6eT2TCRwtIwpSGHsQMyGZ3VgpumL+Hcr7fx+GU9eX5sXzwuk625fmav3UsgbNO+UTLP/bYv+cVBCkuD1T6kuaxvS7bnFlMatKvcvaA6RuxfIiIi1VOiLyIi8gvzuS16tazP2zedygMfrWZhuTJ+yzQis8OD2/Ls3B+wy5Vwf7B8J387rwtWdI/6csdMA64emMmN05dUmeRHXX5KSz76fidjT81kZ14J1730DU9d0ZvFW3K46eUlTL6yNwC3vLKUgpIgU67sTaMUL76y9eqRLvWRUnTLNAmHI9PxVlmr/XDYiczk48Rm0R3HiTTmM8pm16mcm5qmgWOXzcg7lM2iG9x9TmdMA9yWBY5DONor4DCT28g9ivQCMA2DMM6PTQKNyMOPBHek8V7QNvC6LIoDYeZt2EdBSYhfnZxBIBTGbZl8sHwnHyzfyYHiIOlJHkb3bsGMG0/lo+93kux1kZ1XzGVPL2J/UaBCDI/PXM+YPi24e0RnujZLZdXOijP2F5zcnDvO7MiYKQu5ZlAberSox9z1+w7r/WW1ro/XpV7KIiJSMyX6IiIix0CCx6Jr81Se/U0fCkqCrN1VgGUadGuehtsyMQ24/4Lu/PWdFbFzvly3F8+vuhMM25zWviFflksGB3doxL7CQI1l35ZpcHm/Vkz4bB2jslow9NHZ3DCkLWt2HeDe91cx/dpTaJTi4dutuYwf2YXOzVKZ8c02Zizexq78Epqm+bhhcFsGd2xE2HYI2yYlIRvbdkj2WXhdZmSm3YmU19s4sY7wRllm7fyY68eE7Egi7rYMguFIsz+PyyQUdqiXWDabX1YdUFPX+vLssqcgsYZ9TuThg+1EdgYIhiPNBBM9JkWBcFnDQAiEbZI9Fie3rIfbNJjw2VpSfG4u69eKybN/qFBl8dUPOYwdmMlvBrTGNAxW7jjAhb0yeH3JNopKw7gtg5KgXbaWfhv5/iBTr+7LmP8sxHagV6t6/O70drRKT8QA7r+wO27LYET3pkyevaHCQ56quC2DK09pjdelsn0REamZEn0REZFjxDAMkrwukrwumqYlVDp+UVYGDZK9/OvjNfywrwjbgfHvruDfl/Xk/gu7c9GkBeSUzR53aJLCN5tzarxeo2QvpmFw7knN+GjFTg6UBLmoV6RfwOy7Tsc0DF77Zht5/khTvlSfm0HtG7JyxwHGntqGEd2bsmxbHttziunQJIVQ2KZ+oqcsoQ1j2wYlYbusq72Ny6yivL6KPD06LhiOVAF4LYNAuKz8PxyZ5rfMSBd+wzQqV6ofVN4QXbfv2OBgR8r2nUiHPtMwCIXKGglaUBywCYbCbM8t5t3vskn2url6UCZFpSFSfW5uHtqeFxds5l8fr2Hq1X0Z/tgcSkM24wa35eah7Zm7fi9/fXsF+4sCNE31ct1pbbl9WAeSvC5CYZvSsM07S7OZvmgLH63YxbjBbfn494MJlz3cSPb9+KPXwPYNASgqDTFucDumzNlY4+d589D2lZYpiIiIVEWJvoiIyHEi0eNiWJfGDOnYiA17Clm7+wCesq3hGiV7ee+Wgdz1+nIW/rAfywT7EFPAHpdJIGTTtlEyk2cv45zuTdmW4+fOszpy54xlFZYQAEyctYGbh7bj/gu6s3b3AVZm55PVqh67D5TiD4TwuEzAIc8fwsEm1efGMMzIGnrTxMHAtm1c5o+l5VXshgdlX3NZ5brwO1BYEiTJE2nAZztU2rrvxxctl+Q7kQ75thNZTmCUPSRwHIdg2InM5tsOB/xBvC4Tj8ukoCRSmv+nc7qQ7w/whxnL6demPhf1ysAyDX57ahvGTVvM+j2FnH9yczIbJDGsS2PO/ffcWMPDrs1S+et5XVm+PZ9HP13Lgo37cRxomurjsn4tmX7tKbz6zTb+8+UP/OviHrFeB1VJ8rq4fVgHXJbBlNkbCR30ubotg1vOaM+409rV2MVfREQkSom+iIjIccRtmbgtOKlFGie1SKt07Onf9OZASYh1uwoOuVY7pyhA/SQPxYEwuw+UcGGv5rSon8iFk+azZX/FJnFtGybx4EXd6dY8jWmLNvPD3iI8rsja+J6t6mMCJcEwxUGbklCYVJ8L247MmLvLdYC3nUjn+2g5f01r6w1+bJZnmk5kttuJJPlus3zzPiO29r48xwE7MoGPxzIjpfp2JPl3nEjnPacshvqJHgpKgjzy3zX0zkynV8t6XPH0Ik7r2JCnrujF/R+u4uOVuxjUviGrdxZwx/COPDN3E389rwtel8kFT82PVVNkNkjkxWv68o/3VvHh9zsrxLTrQAmPf76eaQu38OI1/fC6zAoPPqqT4LH43ZB2XH9aW6Yt3Myy7fkYRMr9r+wfWSqgJF9ERA6XEn0REZEThNtl4naZpPjcZNRLoCQYpkX9BLbnFlc5vrA0xPwN+zgpI40kr4tuzdN4avaGSkl+pyYpTL+uH0/O2sBvnv86UlIPZNRL4LpBbfCXhli8OZfn5m8iFLaZenU/wjaEwmFKQjZpPheGYRC2HSzLwHAi/QEOu5u84+A2DYJ2ZI1/+fZ9kSS/+soFyzLKmvmVJfeGQSBoRx4WWAbBsENuUYA56/eS1ao+d5/TmV35Jbz81VYev6wnFzw1ny/X7WP6tf247qXFjM5qgdsyaZDsZc2uAzRN8/HQR6tjST7AX87twtNfbqqU5Je3vyjA2Be+5rM7hnC41fZJ3siPZdcPbhvbacHrNrUmX0REjpjatoqIiJygTAP+ck7nGsdMW7gFt2VwUa8M2jZM5vXF2ysc91gmz43tw33vr+LFhVtiSb7PbfLSNX3xui2e+mIDN0xfQqLH5MVr+rE1x8+MxduwTINUn4u1uwvZtK8oktA6DoGwjUMk+bbtH9fQQ9mWfAeJzti7TTPShM/4cW1/VUm+7UQqBmwiW/AFQw6BcBiXZRAM2xSWhpi3YR9z1u0l1x/A67YY1SuDKbM3ctVzX+NxmYw9tTVLtuRyVf/WfLctj39+tIY7hnfk01W7aZbmY/O+Qnq0SMMyDd5Zmh27drM0H/0y03n5qy2H/Hz2FQZ4e2l22Y4Ch8/rskhNcJOa4FaSLyIiP4kSfRERkROUx2UxtHNjHhp1UrVN2vYVlpLgtri0b0s27C0gvzhY4fiI7k3Zst/P+8srzk5f2DMD24G56/fy/PzNNE7xMvHyLBZu3M8L835gTJ+WfJ+dz9/fX0nnpilkNkykJGQTCEVm1cN2pLleLK93ypXUV8Esiz+6zr4m0eMmkWUCLsvAa1kUlITwukySvC6apHj50xvLOe1fX/DH15eRnVfMAxd1J2zbXPjUfBygcYqXK05phWUavLV0O12bp5KdW0xpyCZkQ/tGSew5UEJRIBy79jndm/Lxyl34y32tJq99sw1tfC8iIseaEn0REZETWKLHxa9Obs6Svw3nzjM7cnKLNDo1SWF4l8a8fN0pvHPzQJK8LizDKOuOX9EVp7Ri2qLKs9NXDWhNvUQPz83bBMDvh3egNGRz1+vLufeC7izbnsek2Ru59/xu2MDXm3L5YNlOgmEbt2WQ6w9woDiIPximOBCKbH8XW2t/sB+35DNjDyx+LN0vzymbzQ+XPTjwB+yyP0fW45eGIrPnHZuk8N/fn4bHMpmzbi8XPrWA7Nxinry8F7n+IH9/byXdM9I4UByka7NUSoI2X67bS7tGyViGQYt6CXRullapMV56kjfWkO9w7MgrrvK+i4iI/JK0Rl9EROQEF13bPW5wW8aemhnZfQ5I8bpiiXKi10Wr9ERcplEhee3YJIVvNlXcpi8twU1mgyS25vhZvbMA04CRPZrxnzk/cFFWc1yWyV/e/J6Pf38aJUGbK5/7ikt6t2BMn5bk+APk+INMW7iZzfuLmHxlFqZhEgzbGLZBadAmwWPFuu5HOJXW4kfCjnzNdhwCoUhn/5Dt4DIdNuwpol6ih7QEF47j8Ma32bz69Vb2HCgl2efi7G5NuG5QWz75/WDOe2IuhaUhxk1bwie/H0zTVC9frNlDMOzgsUxSEyL3L6coQL82Ddia68dtmpzSJp0Ej0VqgosDxSEASkJhEt2HX07v81iRhxwiIiLHUJ1+xLxo0SJuuOEG+vfvT48ePRgxYgSPP/44fr//0CeLiIgcZ3zuyNruFJ+7bOu7irPhBgZndm1S4WsHJ/4ASR6LklCY/YWRBnTpSR5clsm7y3YwbnBbvly/l8v6tcQyTS57ehHtGyczpk9LCkpDvLRwC8Mfm8MXa/fw7G/6YBompSEb0zTJ9QdI9FqAg2VGyvvtsnL+aJIfjdlxHGzbLvuvg8dlEbRtXJZBIOzQtlESQTvM9dMWs2m/H5/LZNXOA+wtLGXTviKmzPmBUx6aybdbc3nl+v54XSZbc/ws357H7cM7YjuwcOM+6iV5KCyJJPGNUry0aZiE123itkze+jabWWv2cHFWi9i9WbIllzO6ND7sz+TMLo0JH2IbRBERkaOtzib606ZNY+zYscyePRuv10u7du3Izs5m8uTJXHzxxeTl5cU7RBERkaMq2efiTyM6VdiWLzuvmA6NkyuMO1ASIqlsJhvAZUa2iMvzB/G5LT5btZsrTmnFrDV7WLs7shVddl4xry/eztNf/gDAx7edRkFJiGDYZunWPLJzi0lL8JTN0EPYtjFwMA2DwkAYf9Bm2fZ8vt2aS35JiILScIUHFWHbxgJCIYfd+SUEwg4uw+SfF57ERZPm065RMrcP61DhfYRthz+8vowDxUHGnpoJwDvfZdO+URIAgbBDgtti1c4DJHtdnNahEQUlARoleWmY7KFPZn225RTzu9Pb0TTVB8DCjftxmyb92qQf1j2/YUi7WMWFiIjIsVInE/0VK1bwz3/+E4D77ruP2bNn8/bbb/P555/TrVs3Nm7cyPjx4+McpYiIyNHXLDWB6deeQnJZ8vnGku1ccUqrCmMKS0Ms25ZP6wZJtEpPJNcfIGTb1E9yY9vgc0VmvJ+fv4mOjZNpkuqlcaqPKXM2AjC0Y0NMK1JmvzL7AAf8AeonurFMA9uJNNyzTIPSsMO+ogD3vb+K3vd/xkWTFjB68kL6PPA5f3x9GT/s8+MP2rFWdqZpYJrQONXLthw/yT4XHrfF6KwMbnr5W357aiaJB+017zjw6Kdry/aih6LSMGUbC9CpaWTZQjDscFnfloRtB5/bRbLPTaLXRZ/MdK4emEmi28W7twykc9MUACbO2sDDo06iQZKnxnt919mdaJTs/ZmfmIiIyJGrk4n+pEmTsG2bCy64gEsvvTQ2Y9CkSRMee+wxTNPk008/Zc2aNXGOVERE5OjyeSxOapHGV/9vGPf+qhurdx5gWJcmdGmWUmHciws3U1gS5KoBrSkN2ew5UMpFvTLIKw7SoUkyHpfJ+t0FnN65MSXBMB8u30lhaaQE/qHRPZi/bi/JPhf3fbCSIZ0a43FH1uU7joNhOATCDjlFQc55fC5vfpsda6IHkZn4z1btZuTEuazdVUBJ2MFlGjhEthTcV1hKksfC57bI9we4fVhHdh0oYfHmHC7qlVHpPS/bnk9RaYg+mek0S/OxfncB7Rol065REne/uZxB7Rty51kdSU1wV5p9T/K6SPK5aJjs4e2bBvLuzQPxuEyWbc/nnZsHckbnxhy84UGL+gn875iTIw8JNJsvIiJxUOf+9ikqKmLu3LkAjBkzptLxzMxM+vfvz4IFC/j444/p3Lnm/YlFRERONL6yZnKX92vFqKwM3KbB/13fn18/+xUrdxwA4JOVu7l2YFsu7dOSxZtzeGLmev42sisPfrCKv47sguOAyzJJdFsEwg4b9hTEXj/R4yKjQSIb9xbRNzNS4u62DIIhG5/LjO02d83Ub9hfFKg2zpKgzbUvLmbR/xuGYRiYRLrrN01NoCgQZtWOfLo0S6UwEKZHizQ+XrGLQR0a8fJXWyu91g/7imia6uPXp7TiT28u549nd2TljgP8bmh7Ls5qQYKn5gZ7lmmS4IGTW9ajfeNkwraDx2XyxGW9KA2Fmb9hHyVBm/aNk+naPBXTiGx/KCIiEg91LtFfvXo1gUAAj8dDjx49qhzTu3dvFixYwLJly45xdCIiIseOx2XiKVuv73U7vPW7U1m8JZfn5m1i874iHvxoFf++rBf/O6Yn//fVFgpKApzfszkAxYEwfTPT2ZrjJ8FjYZk/Fgn63Cb1Etz8d8UueraqT3EgDDh43S4cHCzDZNXOfNbvKTxkjPnFQd5ftoMLTm6GaRhYGIRxWLo1F8s0KCoNsyPPT2aDJPyBMAnVdMS3TIOOTZIJ2Q7nntSMQe0b4rZMerasd8Tb31WY9XdDMi5+1bNyJYGIiEi81LlEf9OmyH7AzZs3x+12VzmmVatWFcaKiIjUdoZh4HVbnNquAT1apGFg4ODgMk0SPBaX92uNyzKon+glzx+gWVoCNw5py+jJC3jgou70b5vOM3MjjfjCZVX4jhMptbdMA5dpEgiFSfJYFJSEeHPJ9sOO7Z2l2ZzZpQlpCS6CtkM47BC2bdxW5MFBtESgWZqPnCoqBDyWSZ/W9RnQNp2QDaOzWqhBnoiI1Gp1bo1+fn4+AGlpadWOiR6LjhUREakrDMMgxecm2ecixeeOlbQn+1yx7ftaNUgiELbp1DSF805qxsIN++jftgEZ9RIA2FNQQlFpiF6t6rFhTyFul1EuHYewAwdKgocd04GSILEG/E5kaz6fx0VqgptEj0WzNB9b9hdxad+WfPj9jkrnn3NSU9yWiddlkZ7kUZIvIiK1Xp1L9EtLSwGqnc0H8Hg8FcaKiIhIRUleF4keF49c3INvtuQQsm0eGnUSlmkw6YuNhGyHzk1T+HTlLrwuFx6Xidtl4QAuExocQTf6hklenLJO+dF8P6tVfbo2S2FfQSmFpSHSEty4LJMFG/dXOLdxipd7RnYlNcGNt5qyfhERkdqmziX6Xm/kB4tgsPqZhEAgUGGsiIiIVC3R4+LmoR0wDYOeLevxwti+zN2wl8YpPvyBMP/v3C58szmHkqBNyLZxgGSvi8v7tTzsa4zp25IUr0VJ0MbGYHd+KTlFpZSEbNwuiw+W7+CxS3tyz7srYg8EAPpm1ueDWweRmlD9w30REZHaqM7Vrh1OWf7hlPeLiIhIRIovkkiHbJs+resz6w+n8/32PLo2TyOrdX0WbNyH7dj4LItw2MFyGbSsn0hWq/p8uzW3xtdulubjjM6NwQCXaRB2HBqlerFMKCgJURoMc/1p7bAdh2GdG9O5aSopPhejemXQINlLgtvCPHj/OxERkVquziX6mZmZAOzYsYNgMFhlCf/WrVsrjBUREZFDc5kmLm+kWLBPZjqBkE0g7DCgbUNclkFp0MFtGdi2g89l8Oxv+3DRpPls2e+v8vXSkzy8fN0pOI5DKOxgli3UNw0Dx3ZI9FjUT/TgKuuaf/XANgTDNi7TVHIvIiJ1Wp0r3e/atStut5tAIMDy5curHLNkyRIAevbseQwjExERqT2iXfxTfO6ypnku3C6TUNjGdiId+ZM8Jh/eOojbh3WgUbk1+yleF2NPzeTTOwbTJNWHRWQf+6ANlmHgcRkkeF0ked2xJD96TY9LM/giIiJ1bkY/KSmJQYMG8cUXXzBjxgx69+5d4fjmzZtZtGgRACNGjIhHiCIiIrWSz21BuYZ4LsBt2Vx3Wht+d3o78ouDhG2HBkkeSkI2KV4L0/wxkXfXuZ9aREREfpo6N6MPcNNNN2EYBu+++y6vvfYaTlnnnj179nDnnXdi2zbDhw+nc+fOcY5URESkdjNNkxSfG5/bokmqj+b1EvC6LdIS3BWSfBERETl8huOU709bd0ydOpWHH34Yx3Fo1qwZ9evXZ8OGDQQCAdq0acMrr7xCenr6UbnWqFGjWLlyJd26deOtt946Kq8pIiIiIiIiUpU6WwQ3duxYOnXqxPPPP8/y5cvZv38/zZs3Z8SIEYwbN46kpKR4hygiIiIiIiJyxOpsog8wYMAABgwYEO8wRERERERERI4aLX4TERERERERqUWU6IuIiIiIiIjUIkr0RURERERERGoRJfoiIiIiIiIitYgSfREREREREZFaRIm+iIiIiIiISC2iRF9ERERERESkFlGiLyIiIiIiIlKLKNEXERERERERqUWU6IuIiIiIiIjUIobjOE68g6jt+vXrR35+Pj6fj3bt2sU7HBEREREROUbatGnD//7v/8Y7DKljXPEOoC4oLS0FoKSkhJUrV8Y5GhEREREREanNlOgfA+np6eTk5OD1emnRokW8wxERERERkWOkTZs28Q5B6iCV7ouIiIiIiIjUImrGJyIiIiIiIlKLKNEXERERERERqUWU6IuIiIiIiIjUIkr0RURERERERGoRJfoiIiIiIiIitYgSfREREREREZFaRIm+iIiIiIiISC2iRF9ERERERESkFlGiLyIiIiIiIlKLKNEXERERERERqUWU6IuIiIiIiIjUIkr0RURERERERGoRJfoiIiIiIiIitYgSfREREREREZFaRIm+iIiIiIiISC2iRF9ERERERESkFnHFOwD55a1fv55p06axYMEC9uzZg8/no0mTJvTt25drr72WjIyMeIcoJ4jdu3dz3nnnUVBQAMDMmTNp0aJFnKOS49XmzZv57LPP+Oqrr1i7di25ubl4vV7atGnDWWedxa9//WuSkpLiHaYcBxYtWsQLL7zAsmXL8Pv9NG/enBEjRjBu3DgSExPjHZ4cxxzHYenSpcyaNYslS5bwww8/UFhYSEpKCl27duXCCy/k/PPPxzCMeIcqJ5A5c+Ywbtw4ADIyMpg1a1acIxI5cobjOE68g5BfzrRp03jkkUcIBoOkpaXRokULSkpK2LlzJ36/nylTpjB06NB4hykniJtuuomZM2fG/qxEX6oTDofp2rVr7M+NGjWiSZMm7Nu3j127dgHQqlUrpk6dqoeNddy0adN48MEHcRyHpk2bkp6ezoYNGwgEArRr145XXnmFevXqxTtMOU4tXLiQsWPHxv7csmVLUlNTyc7OJi8vD4DTTz+diRMn4vF44hOknFAKCwsZOXIkO3fuBJToy4lLM/q12HvvvccDDzxAWloa9913H2eddRamGVmtYds2S5cupUmTJnGOUk4UH330ETNnzmT48OF8/vnn8Q5HjnOO45CcnMxll13GqFGjaNeuXezYd999xx/+8Ae2bt3KHXfcwYwZM+IYqcTTihUr+Oc//wnAfffdx5gxYzAMg927d/O73/2OlStXMn78eCZOnBjnSOV45TgOLVq04Le//S3nnXceDRo0iB175513GD9+PLNnz+aJJ57gj3/8YxwjlRPFo48+ys6dO/XzjpzwNKNfS+Xl5XHWWWdRUFDAyy+/TFZWVrxDkhNYXl4e5513Hm63m6effprzzz8f0Iy+VM9xHPLz86udif3222+5/PLLgcgP4126dDmG0cnxIloldOGFF/LII49UOLZ582bOOeccbNvm3XffpXPnznGKUo5nhYWFeL1e3G53lcenTJnChAkTqFevHgsXLoxNeIhUZfHixVx55ZUMHz6cM844g7/85S+a0ZcTlv5vV0u99dZb5OfnM3ToUCX58rM99NBD7Nu3j3vuuUfrZeWwGIZRY7l1VlYWKSkpAGzatOkYRSXHk6KiIubOnQvAmDFjKh3PzMykf//+AHz88cfHNDY5cSQnJ1eb5AMMHjwYiDywzsnJOVZhyQmotLSUv/3tbyQmJjJ+/Ph4hyPys6l0v5aKrqMeNmwYO3fu5NVXX2XVqlU4jkObNm04//zz6dGjR5yjlBPBvHnzeOeddzj77LM544wz2L59e7xDklogHA4TCoUA8Pl8cY5G4mH16tUEAgE8Hk+1fx/17t2bBQsWsGzZsmMcndQWpaWlsd/r/zVSk6eeeopNmzYxfvx4LW2VWkGJfi3kOA4rV64EYP/+/YwcOZLCwsLY8blz5/LSSy9xzTXXcPfdd8crTDkB+P1+7rnnHpKTk/nrX/8a73CkFpk5cybFxcW4XC569uwZ73AkDqKVHM2bN692RrZVq1YVxoocqQ8//BCAzp07k5ycHOdo5Hi1evVqnnvuOXr06MEVV1wR73BEjgqV7tdCBQUFFBcXA/DEE0+QlJTE5MmTWbZsGfPnz+e2227DMAyef/55XnnllThHK8ezxx57jOzsbO6880493ZajprCwMLYee/To0aSnp8c5IomH/Px8ANLS0qodEz0WHStyJFauXMmrr74KENsqTeRg4XA4Nplx//33q4+D1Br6Tq6F/H5/7PfBYJB///vfnHHGGfh8Pho2bMjNN9/MlVdeCcCkSZNi5bMi5S1dupSXX36Znj17xpqmifxc4XCYO++8k+3bt5ORkcFdd90V75AkTqIl1TWtr45uh1a+/FrkcOzbt49bbrmFYDDImWeeyXnnnRfvkOQ49dxzz7Fy5UrGjh2rpp9Sq6h0/zhzzz338Nprrx3xef369WPatGkAFfaJ7dWrF7169ao0/pprrmHatGns3buXNWvW0L17958etBxXjsb3UCAQ4G9/+xumaXLffffp6XYdczS+h6riOA7jx49nzpw5pKWlMWXKlFhDPql7vF4vEHkgXZ1AIFBhrMjhKCgo4Prrr2fHjh1069aNhx9+ON4hyXFq8+bNPPnkk7Ro0YJbbrkl3uGIHFVK9I8zKSkpNGzY8IjPK1/6mJKSgmma2LZdYe/q8po3b05iYiJ+v5/t27cr0a9Fjsb30DPPPMOGDRsYN24cnTp1OprhyQngaHwPVeWBBx7gzTffJCkpiWeffZaOHTv+1BClFjicsvzDKe8XKa+oqIjrrruOVatW0aFDB5577jmtzZdq/f3vf6e0tJR//OMfJCQkxDsckaNKif5x5q677vrZpaxut5uWLVuyZcuWGmdBPB4Pfr8f27Z/1vXk+HI0voeizRxnzJjBW2+9VeFYOByO/f7iiy/GsiyuueYarr322p91TTl+HI3voYM98sgjTJ8+nYSEBJ5++mnt+iFkZmYCsGPHDoLBYJUl/Fu3bq0wVqQmxcXF3HDDDXz33XdkZmbywgsvUL9+/XiHJcexlStXYhgGf/7znysdKykpAWDnzp0MHDgQgIkTJ2rbajlhKNGvpbKystiyZUvsh6SDFRQUkJeXB0Djxo2PYWRyIol+j1QnNzcXqNgXQuRgEyZM4Pnnn8fr9TJ58mT69OkT75DkONC1a1fcbjeBQIDly5fTu3fvSmOWLFkCoJ0Z5JBKS0u56aab+Oabb8jIyODFF1+kUaNG8Q5LTgCO47Bv375qj9u2HTte01IjkeONEv1a6pxzzuHtt99m0aJFZGdnk5GRUeH4G2+8AUBycjInnXRSPEKU49ikSZOqPbZ9+3aGDRsGRLZIa9GixbEKS05AU6ZMYcqUKbjdbiZOnMiAAQPiHZIcJ5KSkhg0aBBffPEFM2bMqJTob968mUWLFgEwYsSIeIQoJ4hgMMitt97KggULaNq0KS+++CJNmzaNd1hyAli8eHG1x9566y3+8pe/kJGRwaxZs45hVCJHhzps1VJDhgwhKyuLYDDI3Xffzf79+2PHvvrqK5566ikArr76ajU5EpFfxEsvvcSECRNwuVxMmDCBIUOGxDskOc7cdNNNGIbBu+++y2uvvYbjOADs2bOHO++8E9u2GT58uDphS7XC4TB//OMfmTNnDo0aNeLFF1+kZcuW8Q5LRCTuDCf6t6rUOrt27eKKK64gOzsbt9tNx44dKSoqYvPmzQAMHz6cf//737hcKuyQw6cZfTkcu3fvZsiQITiOQ1paWrWNQQFGjx7NxRdffAyjk+PJ1KlTefjhh3Ech2bNmlG/fn02bNhAIBCgTZs2vPLKK6Snp8c7TDlOffDBB/zhD38AICMjgyZNmlQ7dvz48XTt2vVYhSYnOM3oy4lOGV4t1rRpU9577z2eeeYZPvnkEzZs2IDL5SIrK4vRo0czatQobZsmIr+IYDAYm53Nz8/n22+/rXbsqaeeeqzCkuPQ2LFj6dSpE88//zzLly9n//79NG/enBEjRjBu3DiSkpLiHaIcx6JbMAJkZ2eTnZ1d7diCgoJjEZKIyHFBM/oiIiIiIiIitYimc0VERERERERqESX6IiIiIiIiIrWIEn0RERERERGRWkSJvoiIiIiIiEgtokRfREREREREpBZRoi8iIiIiIiJSiyjRFxEREREREalFlOiLiIiIiIiI1CJK9EVERERERERqESX6IiIiIiIiIrWIEn0RERERERGRWkSJvoiIiIiIiEgtokRfRKSOmzBhAp06deKaa66Jdyg/S/R9PPPMM/EORY6Ra6+9lk6dOrFw4cJ4hyIiInJcccU7ABERia+VK1cC0KVLlzhH8tPt2rWLqVOnkp6ezq9//esKx/785z/z9ttv/6TX7dGjB6+//joAp59+Ojt37gRgyJAhPP3009WeN2XKFCZMmEC9evX46quvqh13wQUXsGbNGqZOncqAAQN+Uoy/hMWLF7Nw4UKaNm3KJZdcUuHY8XQ/b731VubNm8e//vUv3nzzTUxT8xciIiKgRF9EpM5bvXo1AN26dYtzJD/dhAkTKCkp4bbbbiMxMbHCsezsbBo2bFjpHL/fj9/vB6jyOEC/fv0AyM3NjSWlAAsWLKCgoICUlJQqz1u1ahVQ88OT7Oxs1qxZQ2pqKn369Knh3R17r732Gu+99x4XX3xxpUT/eLqfPXv2ZNCgQcybN4/33nuPCy+88PDeoIiISC2nRF9EpA7bvXs3+/btA6Br165xjuan2b17N++//z5ut5vRo0dXOj5t2rQqzxs/fjwzZsygWbNmzJ49u8ZrRKseAOrVq0deXh6zZs3iggsuqHL8ihUrgJofnsycOROAwYMH43a7a7z+sbZ8+XIATj755ErHjrf7efnllzNv3jyeffZZJfoiIiJlVOMmIlKHRROu5ORkWrduHedofpoZM2YQDocZMmQI9erVO+zzou/9cB5wRMfWr1+fUaNGAfDpp59WOTY/P5/s7Gzg8BL9YcOGHXbMx0J+fj6bN28GIqX2hyte93Pw4MHUq1eP9evXs2TJksOOV0REpDZToi8iUoeVL4k2DKPS8fXr1/PAAw9w7rnn0qtXL3r16sXFF1/Myy+/TDgcPuTrz58/n5tvvpkBAwbQo0cPzj//fKZPn47jOEydOpVOnTpx0UUX/eT4HcfhjTfeAGDkyJGHfV4oFGL9+vXAkSWm3bp14+yzzwZg7ty5FBUVVTs2Or4q+fn5LF68GLfbzeDBgysdf+CBB+jUqRM333wzAHPmzOHmm29m0KBB9OzZk/PPP5+XX34Z27arjflIP7vNmzfTqVOnWHk9RHoIdOrUKfZr0qRJVV4rnvfT4/Fw1llnAZGHPiIiIqLSfRGROq26WVjHcXjqqaeYPHkyoVAIiMz6FxUV8f333/P9998za9YspkyZUmXZeSgU4t57740lXoZhkJyczLp167j//vtZu3Zt7MHCz2kCuG7dOnbt2gVwROvcN2zYQCAQAI4sMe3atSsnn3wyTZo0Yffu3cyZM4dzzz23yrHJycm0atWqytebPXs2oVCI0047jeTk5ErH16xZA0C7du248847+fDDD7Esi6SkJIqLi1m3bh333Xcf+fn53HTTTRXO/amf3ZYtW2jYsGFsrb3b7SYtLa3Ca3fv3r3K9xPv+9mnTx9mzJjB3LlzD3ltERGRukAz+iIidVh0Rv/g5Oxf//oXEydOxDAMbr31VhYsWMCSJUtYunQp48ePx+12M2/ePCZPnlzl6z766KPMmDEDl8vFrbfeytdff83ixYuZP38+I0eOZMaMGXz++edVXvtILF68GIBmzZrRqFGjwz7vcGbdo/Lz89m+fTsQidUwDM4880wAPvnkk2pfOzq2Kocq248m+jNmzODrr7/m0Ucf5dtvv+Wbb75hzpw5sYcazzzzDI7jVDj3p352Q4YMYf78+YwYMQKAc889l/nz51f4VVX1Qfn3DPG5n9FeAvv372fjxo01Xl9ERKQuUKIvIlJH5eTkxGbDyydn77//Ps8//zyWZTFp0iRuueUWGjRoAEBCQgJXXnkll112GQCvvvpqpURz3rx5vPDCCxiGETs/NTUViHRjf/jhh2nVqhX79+8Hfl6iv2zZMgA6d+58ROdFdxpo0KABTZo0qXFs9GEI/HifoqXiX375JSUlJVWOry7hDQQCzJ07F8MwOOOMMyod37ZtGwUFBUBkdv61117j/PPPx+fzAdC0aVPuvvtuINLpfvfu3bFzf+5nV/7eHMnnEs/7CZCZmRnbbeG777477LhFRERqKyX6IiJ1VDSB8vl8tG3bFoiU3P/P//wPAFdddVW1M7innXYaEJlB3bNnT4Vjjz32GABXXHEFQ4YMqXSu2+1m4MCBAJimecRJennRa9evX/+IzovOEh/OsoHo2NTUVFq2bAlESsXT09Px+/3MmzcvNrawsJCtW7cC1SemCxcuxO/307179yqT4vKJ8L333ktGRkalMeXfb3Tv+KPx2QUCATZs2AAcWaIfz/sZFb0nB78nERGRukiJvohIHRVNKDt16oRlWUBk7fju3buxLIvf/OY31Z5bvkw+ug4c4Ntvv2XlypVYlsX1119/yPPLz8RCJAl86KGH+NWvfkVWVha9evVizJgxvPfee1W+Tk5ODsARddu3bTtWGn+o5DEaE1RsWGhZVqzs/uOPP64wNjpLXl2ifKiy/fKz49GS9oNFu+InJibG7uXP/ewg0sAvGAxiGMZh906I9/2MivYTiH5PiIiI1GVK9EVE6qiqGvEtWLAAiMywVjWTHBUtLYeKs8vR/dO7d+9Os2bNqj2/sLCw0rUBnn32Wd5991169uzJ3XffzW233UZxcTF33XUXTz75ZKXXKS0tBSKd1w/Xpk2b8Pv9VV6/KtWVjkfLzb/44otYI7roPU1MTKRNmzaVXstxHGbNmgXA8OHDq7xeNNE//fTTYw9gqhvTqVOnWLL8cz87+PG9tmzZkpSUlGpfo7x43s/yvF4v8OP3hIiISF2mRF9EpI6qKuFat24dcOg172vXrgUqz8hHX7O67uwHX+fgxPCqq65izpw53HfffVx66aVcffXVvP7662RmZjJlyhTy8/MrjI8mqgd/vSbRJBkOPQNdWFjIli1bqox1wIABpKSkUFhYGEuyy89WR0vqy1u+fDl79+6lVatWdOjQocprRu9hTXvYl98WMernfnbw4705kp0Q4nk/y4t+DxzpMg4REZHaSIm+iEgdVFBQwLZt24CKCVc0Wapqy7fyorPS0bX2Ufv27QOotC3bwddesmRJpWsDZGVlxWZmo3w+H0OHDiUYDLJp06YKx35Koh9NHlNSUmjRokWNY1etWlVt6bjb7Wbo0KHAj93iq9uuMOpQZfs5OTmxNeY1zY5XtVvCz/3sqnvdQ4nn/SxPib6IiMiPlOiLiNRB0YTL7XZXmFlOSkoCYO/evdWeu3TpUhYtWgTA6NGjKxyLzrpGO+pX5cUXX6S4uBg4/JnjaPKbnp5e4evt27cHiD20OBzlZ8Or267t4LHVlY6fffbZQCR5zs/Pj81WV1fREN1SsLpEP3o9t9td7cx8+QZ15RPgn/vZOY4Tm+0/khn9eN7PqMLCQnJzcwFo167dYccuIiJSWynRFxGpg6IJV4cOHSqsb48mjgsWLCAYDFY6b+/evfzpT3/CcRxGjhxZqVS7devWAMyfP7/K8xcvXsx//vMfADIyMg6rid6GDRv49NNP6dmzJ61atapwLLqf/Jo1a2Lrug/lSBrHrVixAqi+dHzQoEEkJiaSl5fH1KlTsW0bqHoGesuWLWzcuJH69euTlZVV5fWiZfDt2rWrtu/A6tWrq3xI83M/u/z8/Nha+0NtkVdevO7nwa9r2zYul6vaeysiIlKXKNEXEamDqiuJvuSSSzBNk+3bt/PnP/85NpMeCAT46KOPuOSSS9i6dSvdunXj3nvvrfS60YZq0fOjs8uFhYW89NJLXH/99YfdRT163u23345pmlVer3fv3rhcLoLBYIW14tXZvn07eXl5wOHNWh+qlN3n88W2q5s6dWrsa1XNKkdn84cOHXrIJns1Jc3Rz659+/YVHgb83M8uNTUVn88HRDrfR5PsmsTzfpa3fPny2OtGKxtERETqMiX6IiJ1UHUJV5cuXbjzzjsB+OCDDzjttNPo3bs3PXv25I477mDnzp0MGjSIZ599tsq14CNGjGDIkCGx8wcNGkTv3r3p06cPDz74IEOHDmXQoEEAnHzyyTXGWFJSwo033sjmzZt57LHHqixlT05Ojl0vuvb8cN43HHoG2u/3x3oC1DQ2Wm4enQ3v3LlzlYn8odbnw+El+r/UZ2eaJueccw4AkydPpmfPngwcOJCBAwfy5Zdf1hjLoWKGo38/y4t+9iNHjqxxnIiISF3hincAIiJybBUXF8f2Ya8q4br++uvp3LkzU6dO5fvvv8fv99OkSRO6du3KBRdcEJu1r4phGDz55JNMmTKF9957j127duHz+ejbty+XXXYZ/fv359RTTwWgf//+1b5OIBDg5ptvZsmSJTz66KPVbkUHcOmllzJz5kzef/99fv/739e4TjyamCYkJBxyu7bVq1cfVun4kCFD8Hg8saUDVY3Nyclh6dKl+Hy+KpvgQcXPpabrRR8GVDXm53x2APfccw9paWl89tln7N69O9ZcMdoL4WDxup/lbdu2LXZvL7zwwhrHioiI1BWGE62hFBER+YW98cYb/PWvf6Vt27b897//rXJMKBTitttuY9asWTz44IOVmsYdzLZtzj77bLZu3cr06dPp27fvLxH6zxJ930OHDmXKlCnxDqdWefLJJ5k4cSKjRo3ioYceinc4IiIixwWV7ouIyDGxdu1aHnzwQQBuvPHGKsfYts1dd93FzJkzueeeew6Z5EOk5Pz2228H4Omnnz56AR9F0bL9mioT5Mj5/X6mT5+Ox+PhlltuiXc4IiIixw2V7ouIyFFz9913M2TIEAYMGBDbz3zv3r18+OGHPPXUU/j9foYNG8YFF1xQ5fmPPPIIH330EX379iUpKYl33323wvGsrCxatmxZ6bzzzjuPF198kS+//JJly5Ydcv3/sZaVlUXXrl1rXJ8vR2769Onk5uZy7bXXkpGREe9wREREjhsq3RcRkaOiqKiI3r17x7rqJyQk4HK5KCgoiI0ZOXIkDz74YKy7+8Guuuoqvv7662qv8dBDDzFq1Kgqj61evZrPP/+ck046idNPP/2nvxE5YUyfPp28vDx++9vfkpKSEu9wREREjhtK9EVE5KgoKiri5ZdfZt68eWzdupWcnBwMw6Bx48ZkZWUxevRo+vXrF+8wRURERGo9JfoiIiIiIiIitYia8YmIiIiIiIjUIkr0RURERERERGoRJfoiIiIiIiIitYgSfREREREREZFaRIm+iIiIiIiISC2iRF9ERERERESkFlGiLyIiIiIiIlKLKNEXERERERERqUWU6IuIiIiIiIjUIkr0RURERERERGqR/w9XnbQhECifdAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", @@ -263,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -291,9 +490,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "def plot_pi0_hat(p,s,xlow,xhigh,ylow,yhigh,ax):\n", " sns.lineplot(x=pvalues[\"p\"],y=pvalues[\"pi0_hat\"],errorbar=None,lw=3, ax=ax, color='b')\n", @@ -317,9 +527,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Spline estimate of pi_0: 0.18473806167848936\n", + "Bootstrap estimate of pi_0: 0.19388086386728304\n" + ] + } + ], "source": [ "print(\"Spline estimate of pi_0: \" + str(s(1)))\n", "print(\"Bootstrap estimate of pi_0: \" + str(estimatePi0(list(pvalues[\"p\"].values))))" diff --git a/dsbook/statistics/testing.ipynb b/dsbook/statistics/testing.ipynb index 5ab155b..55502f6 100644 --- a/dsbook/statistics/testing.ipynb +++ b/dsbook/statistics/testing.ipynb @@ -17,13 +17,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File extracted to ../data/brca_tcga_pub2015\n", + "File extracted to ../data/brca_tcga_pub2015\n" + ] + } + ], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -58,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" @@ -84,13 +93,458 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
TCGA-A1-A0SB-01TCGA-A1-A0SD-01TCGA-A1-A0SE-01TCGA-A1-A0SF-01TCGA-A1-A0SH-01TCGA-A1-A0SI-01TCGA-A1-A0SJ-01TCGA-A1-A0SK-01TCGA-A1-A0SM-01TCGA-A1-A0SN-01...TCGA-LL-A5YM-01TCGA-LL-A5YN-01TCGA-LL-A5YO-01TCGA-LL-A5YP-01TCGA-LQ-A4E4-01TCGA-MS-A51U-01TCGA-OL-A66H-01TCGA-OL-A66I-01TCGA-OL-A66J-01TCGA-OL-A66K-01
Hugo_Symbol
HMGB1P16.8627865.9132017.2587567.1415286.3183225.9898007.07546110.1282436.9005776.571219...6.6622986.6482978.1218587.6895626.8707357.2353776.8497227.3070636.9615396.732642
LOC1550608.1280526.3871326.2230718.2966796.5805287.2268365.9920617.3812766.3364286.760258...7.0327488.5207907.3730546.7001398.2630939.0779588.4017267.7193618.3359209.115184
HSPB1P15.4495157.8262038.2278298.1101986.9860087.9968659.3131616.0957037.5213038.912048...11.9262929.3898398.5761468.4564197.2909277.7650538.6510587.93397910.15387110.070840
GTPBP68.6161328.0836198.8953719.5385948.4658468.7301708.6111658.3703268.9548139.254954...10.60171710.45357810.68584710.1330988.8789499.2827379.8815528.9692429.0873009.781890
A1BG5.6205637.1527687.5911068.3488147.4944447.0051197.8251506.4370218.2644136.452506...10.5575698.8214668.2072727.0878378.9622788.5021855.6793937.6953658.0609568.721849
..................................................................
ZYG11B10.4142299.7616909.9077809.78336910.4022019.93228210.09360010.43119710.4615189.406503...8.0299398.7358359.5242189.0220679.7114109.7450219.3089738.9041289.4161449.477514
ZYX12.59496211.79752911.55450012.38356312.41599612.14060711.5661019.20759712.15800211.505789...12.40447012.49556012.71473713.49116011.41019812.26755412.02357112.69287212.34894012.276578
ZZEF110.91535610.3207649.8554419.86781610.3584209.9809899.90447010.81292210.20756310.812135...8.5249759.91359610.20080610.17262610.28517211.11167910.2898779.34284810.46019210.005446
ZZZ310.48803910.22351910.0707148.9889319.9673929.9059709.48943210.38332010.5066669.533681...7.2365778.9897059.2440338.94872610.0943389.3785629.5945949.6080449.4785369.741248
TPTEP19.1093466.4265069.7584665.7077798.8321774.9357525.4439355.62877410.1916864.734417...4.9340164.1078057.6940246.2033774.6967457.9650322.5455245.5594009.1481535.221173
\n", + "

12928 rows × 817 columns

\n", + "
" + ], + "text/plain": [ + " TCGA-A1-A0SB-01 TCGA-A1-A0SD-01 TCGA-A1-A0SE-01 \\\n", + "Hugo_Symbol \n", + "HMGB1P1 6.862786 5.913201 7.258756 \n", + "LOC155060 8.128052 6.387132 6.223071 \n", + "HSPB1P1 5.449515 7.826203 8.227829 \n", + "GTPBP6 8.616132 8.083619 8.895371 \n", + "A1BG 5.620563 7.152768 7.591106 \n", + "... ... ... ... \n", + "ZYG11B 10.414229 9.761690 9.907780 \n", + "ZYX 12.594962 11.797529 11.554500 \n", + "ZZEF1 10.915356 10.320764 9.855441 \n", + "ZZZ3 10.488039 10.223519 10.070714 \n", + "TPTEP1 9.109346 6.426506 9.758466 \n", + "\n", + " TCGA-A1-A0SF-01 TCGA-A1-A0SH-01 TCGA-A1-A0SI-01 \\\n", + "Hugo_Symbol \n", + "HMGB1P1 7.141528 6.318322 5.989800 \n", + "LOC155060 8.296679 6.580528 7.226836 \n", + "HSPB1P1 8.110198 6.986008 7.996865 \n", + "GTPBP6 9.538594 8.465846 8.730170 \n", + "A1BG 8.348814 7.494444 7.005119 \n", + "... ... ... ... \n", + "ZYG11B 9.783369 10.402201 9.932282 \n", + "ZYX 12.383563 12.415996 12.140607 \n", + "ZZEF1 9.867816 10.358420 9.980989 \n", + "ZZZ3 8.988931 9.967392 9.905970 \n", + "TPTEP1 5.707779 8.832177 4.935752 \n", + "\n", + " TCGA-A1-A0SJ-01 TCGA-A1-A0SK-01 TCGA-A1-A0SM-01 \\\n", + "Hugo_Symbol \n", + "HMGB1P1 7.075461 10.128243 6.900577 \n", + "LOC155060 5.992061 7.381276 6.336428 \n", + "HSPB1P1 9.313161 6.095703 7.521303 \n", + "GTPBP6 8.611165 8.370326 8.954813 \n", + "A1BG 7.825150 6.437021 8.264413 \n", + "... ... ... ... \n", + "ZYG11B 10.093600 10.431197 10.461518 \n", + "ZYX 11.566101 9.207597 12.158002 \n", + "ZZEF1 9.904470 10.812922 10.207563 \n", + "ZZZ3 9.489432 10.383320 10.506666 \n", + "TPTEP1 5.443935 5.628774 10.191686 \n", + "\n", + " TCGA-A1-A0SN-01 ... TCGA-LL-A5YM-01 TCGA-LL-A5YN-01 \\\n", + "Hugo_Symbol ... \n", + "HMGB1P1 6.571219 ... 6.662298 6.648297 \n", + "LOC155060 6.760258 ... 7.032748 8.520790 \n", + "HSPB1P1 8.912048 ... 11.926292 9.389839 \n", + "GTPBP6 9.254954 ... 10.601717 10.453578 \n", + "A1BG 6.452506 ... 10.557569 8.821466 \n", + "... ... ... ... ... \n", + "ZYG11B 9.406503 ... 8.029939 8.735835 \n", + "ZYX 11.505789 ... 12.404470 12.495560 \n", + "ZZEF1 10.812135 ... 8.524975 9.913596 \n", + "ZZZ3 9.533681 ... 7.236577 8.989705 \n", + "TPTEP1 4.734417 ... 4.934016 4.107805 \n", + "\n", + " TCGA-LL-A5YO-01 TCGA-LL-A5YP-01 TCGA-LQ-A4E4-01 \\\n", + "Hugo_Symbol \n", + "HMGB1P1 8.121858 7.689562 6.870735 \n", + "LOC155060 7.373054 6.700139 8.263093 \n", + "HSPB1P1 8.576146 8.456419 7.290927 \n", + "GTPBP6 10.685847 10.133098 8.878949 \n", + "A1BG 8.207272 7.087837 8.962278 \n", + "... ... ... ... \n", + "ZYG11B 9.524218 9.022067 9.711410 \n", + "ZYX 12.714737 13.491160 11.410198 \n", + "ZZEF1 10.200806 10.172626 10.285172 \n", + "ZZZ3 9.244033 8.948726 10.094338 \n", + "TPTEP1 7.694024 6.203377 4.696745 \n", + "\n", + " TCGA-MS-A51U-01 TCGA-OL-A66H-01 TCGA-OL-A66I-01 \\\n", + "Hugo_Symbol \n", + "HMGB1P1 7.235377 6.849722 7.307063 \n", + "LOC155060 9.077958 8.401726 7.719361 \n", + "HSPB1P1 7.765053 8.651058 7.933979 \n", + "GTPBP6 9.282737 9.881552 8.969242 \n", + "A1BG 8.502185 5.679393 7.695365 \n", + "... ... ... ... \n", + "ZYG11B 9.745021 9.308973 8.904128 \n", + "ZYX 12.267554 12.023571 12.692872 \n", + "ZZEF1 11.111679 10.289877 9.342848 \n", + "ZZZ3 9.378562 9.594594 9.608044 \n", + "TPTEP1 7.965032 2.545524 5.559400 \n", + "\n", + " TCGA-OL-A66J-01 TCGA-OL-A66K-01 \n", + "Hugo_Symbol \n", + "HMGB1P1 6.961539 6.732642 \n", + "LOC155060 8.335920 9.115184 \n", + "HSPB1P1 10.153871 10.070840 \n", + "GTPBP6 9.087300 9.781890 \n", + "A1BG 8.060956 8.721849 \n", + "... ... ... \n", + "ZYG11B 9.416144 9.477514 \n", + "ZYX 12.348940 12.276578 \n", + "ZZEF1 10.460192 10.005446 \n", + "ZZZ3 9.478536 9.741248 \n", + "TPTEP1 9.148153 5.221173 \n", + "\n", + "[12928 rows x 817 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "brca" ] @@ -108,13 +562,596 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SAMPLE_IDTCGA-A1-A0SB-01TCGA-A1-A0SD-01TCGA-A1-A0SE-01TCGA-A1-A0SF-01TCGA-A1-A0SH-01TCGA-A1-A0SI-01TCGA-A1-A0SJ-01TCGA-A1-A0SK-01TCGA-A1-A0SM-01TCGA-A1-A0SN-01...TCGA-LL-A5YM-01TCGA-LL-A5YN-01TCGA-LL-A5YO-01TCGA-LL-A5YP-01TCGA-LQ-A4E4-01TCGA-MS-A51U-01TCGA-OL-A66H-01TCGA-OL-A66I-01TCGA-OL-A66J-01TCGA-OL-A66K-01
PATIENT_IDTCGA-A1-A0SBTCGA-A1-A0SDTCGA-A1-A0SETCGA-A1-A0SFTCGA-A1-A0SHTCGA-A1-A0SITCGA-A1-A0SJTCGA-A1-A0SKTCGA-A1-A0SMTCGA-A1-A0SN...TCGA-LL-A5YMTCGA-LL-A5YNTCGA-LL-A5YOTCGA-LL-A5YPTCGA-LQ-A4E4TCGA-MS-A51UTCGA-OL-A66HTCGA-OL-A66ITCGA-OL-A66JTCGA-OL-A66K
OTHER_SAMPLE_IDf66358d4-9319-4c23-983d-ab5056daacf181f193d9-ad19-43c2-b89f-54003a8d133e2fd1998c-1ea4-42eb-84b9-db352da9cf25f4d51ca6-89a6-4571-ae8d-0fad7dde445208044da0-8cb7-4bf7-bbb6-b80be4fddd8cc5181ae5-bd05-459f-920d-26bd31bd90889ec60572-39e4-4a0d-b157-cf0ec726fb1ddbd8fda0-bdf2-40f0-80b6-daef5ebf9c97289f5433-4834-401f-9361-efc8e883e63062d2a36e-feb1-4084-8111-7ea38a4e3049...CF5FDA71-8FBA-43FC-91F3-E4BAA36571DD97AD1ECF-7643-461F-B9A2-1AC9538258952B7230C7-0182-4417-9861-03672629D98D3DC0BC4F-6863-4297-8915-F29E1AA25D268C8D4BD4-3AA9-4AD1-9715-2376EE540A0C764A5732-0B44-4CBE-93F2-7B84FD7D81A131E39E5F-AF9C-4F34-B065-8363CF9DF39C2B8C960A-3E9A-49BF-8329-7D322DA903261889A2AF-AE25-41EC-8A6D-0EC5C5B852CB796B90A8-99D6-4102-81A0-96C6954E9F26
DAYS_TO_COLLECTION764169716721648130512671399116411151091...13141472941412944117151645981
IS_FFPENONONONONONONONONONO...NONONONONONONONONONO
OCT_EMBEDDEDTRUETRUETRUETRUETRUETRUETRUETRUETRUETRUE...FALSEFALSEFALSEFALSETRUETRUETRUETRUETRUETRUE
..................................................................
CANCER_TYPE_DETAILEDInvasive Breast CarcinomaBreast Invasive Ductal CarcinomaBreast Invasive Lobular CarcinomaBreast Invasive Ductal CarcinomaBreast Mixed Ductal and Lobular CarcinomaBreast Invasive Ductal CarcinomaBreast Invasive Ductal CarcinomaInvasive Breast CarcinomaBreast Invasive Ductal CarcinomaBreast Invasive Ductal Carcinoma...Breast Invasive Ductal CarcinomaBreast Invasive Ductal CarcinomaBreast Invasive Ductal CarcinomaBreast Invasive Ductal CarcinomaBreast Invasive Lobular CarcinomaBreast Invasive Lobular CarcinomaInvasive Breast CarcinomaBreast Invasive Ductal CarcinomaBreast Mixed Ductal and Lobular CarcinomaBreast Invasive Lobular Carcinoma
ONCOTREE_CODEBRCAIDCILCIDCMDLCIDCIDCBRCAIDCIDC...IDCIDCIDCIDCILCILCBRCAIDCMDLCILC
SAMPLE_TYPEPrimaryPrimaryPrimaryPrimaryPrimaryPrimaryPrimaryPrimaryPrimaryPrimary...PrimaryPrimaryPrimaryPrimaryPrimaryPrimaryPrimaryPrimaryPrimaryPrimary
SOMATIC_STATUSMatchedMatchedMatchedMatchedMatchedMatchedMatchedMatchedMatchedMatched...MatchedMatchedMatchedMatchedMatchedMatchedMatchedMatchedMatchedMatched
TMB_NONSYNONYMOUS0.61.00.71.2666672.65.5666671.03.3666670.7333331.533333...0.7666670.8666671.52.1333332.30.4333330.70.9666671.7333330.833333
\n", + "

62 rows × 817 columns

\n", + "
" + ], + "text/plain": [ + "SAMPLE_ID TCGA-A1-A0SB-01 \\\n", + "PATIENT_ID TCGA-A1-A0SB \n", + "OTHER_SAMPLE_ID f66358d4-9319-4c23-983d-ab5056daacf1 \n", + "DAYS_TO_COLLECTION 764 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Invasive Breast Carcinoma \n", + "ONCOTREE_CODE BRCA \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 0.6 \n", + "\n", + "SAMPLE_ID TCGA-A1-A0SD-01 \\\n", + "PATIENT_ID TCGA-A1-A0SD \n", + "OTHER_SAMPLE_ID 81f193d9-ad19-43c2-b89f-54003a8d133e \n", + "DAYS_TO_COLLECTION 1697 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 1.0 \n", + "\n", + "SAMPLE_ID TCGA-A1-A0SE-01 \\\n", + "PATIENT_ID TCGA-A1-A0SE \n", + "OTHER_SAMPLE_ID 2fd1998c-1ea4-42eb-84b9-db352da9cf25 \n", + "DAYS_TO_COLLECTION 1672 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Lobular Carcinoma \n", + "ONCOTREE_CODE ILC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 0.7 \n", + "\n", + "SAMPLE_ID TCGA-A1-A0SF-01 \\\n", + "PATIENT_ID TCGA-A1-A0SF \n", + "OTHER_SAMPLE_ID f4d51ca6-89a6-4571-ae8d-0fad7dde4452 \n", + "DAYS_TO_COLLECTION 1648 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 1.266667 \n", + "\n", + "SAMPLE_ID TCGA-A1-A0SH-01 \\\n", + "PATIENT_ID TCGA-A1-A0SH \n", + "OTHER_SAMPLE_ID 08044da0-8cb7-4bf7-bbb6-b80be4fddd8c \n", + "DAYS_TO_COLLECTION 1305 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Mixed Ductal and Lobular Carcinoma \n", + "ONCOTREE_CODE MDLC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 2.6 \n", + "\n", + "SAMPLE_ID TCGA-A1-A0SI-01 \\\n", + "PATIENT_ID TCGA-A1-A0SI \n", + "OTHER_SAMPLE_ID c5181ae5-bd05-459f-920d-26bd31bd9088 \n", + "DAYS_TO_COLLECTION 1267 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 5.566667 \n", + "\n", + "SAMPLE_ID TCGA-A1-A0SJ-01 \\\n", + "PATIENT_ID TCGA-A1-A0SJ \n", + "OTHER_SAMPLE_ID 9ec60572-39e4-4a0d-b157-cf0ec726fb1d \n", + "DAYS_TO_COLLECTION 1399 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 1.0 \n", + "\n", + "SAMPLE_ID TCGA-A1-A0SK-01 \\\n", + "PATIENT_ID TCGA-A1-A0SK \n", + "OTHER_SAMPLE_ID dbd8fda0-bdf2-40f0-80b6-daef5ebf9c97 \n", + "DAYS_TO_COLLECTION 1164 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Invasive Breast Carcinoma \n", + "ONCOTREE_CODE BRCA \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 3.366667 \n", + "\n", + "SAMPLE_ID TCGA-A1-A0SM-01 \\\n", + "PATIENT_ID TCGA-A1-A0SM \n", + "OTHER_SAMPLE_ID 289f5433-4834-401f-9361-efc8e883e630 \n", + "DAYS_TO_COLLECTION 1115 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 0.733333 \n", + "\n", + "SAMPLE_ID TCGA-A1-A0SN-01 ... \\\n", + "PATIENT_ID TCGA-A1-A0SN ... \n", + "OTHER_SAMPLE_ID 62d2a36e-feb1-4084-8111-7ea38a4e3049 ... \n", + "DAYS_TO_COLLECTION 1091 ... \n", + "IS_FFPE NO ... \n", + "OCT_EMBEDDED TRUE ... \n", + "... ... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma ... \n", + "ONCOTREE_CODE IDC ... \n", + "SAMPLE_TYPE Primary ... \n", + "SOMATIC_STATUS Matched ... \n", + "TMB_NONSYNONYMOUS 1.533333 ... \n", + "\n", + "SAMPLE_ID TCGA-LL-A5YM-01 \\\n", + "PATIENT_ID TCGA-LL-A5YM \n", + "OTHER_SAMPLE_ID CF5FDA71-8FBA-43FC-91F3-E4BAA36571DD \n", + "DAYS_TO_COLLECTION 131 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED FALSE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 0.766667 \n", + "\n", + "SAMPLE_ID TCGA-LL-A5YN-01 \\\n", + "PATIENT_ID TCGA-LL-A5YN \n", + "OTHER_SAMPLE_ID 97AD1ECF-7643-461F-B9A2-1AC953825895 \n", + "DAYS_TO_COLLECTION 41 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED FALSE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 0.866667 \n", + "\n", + "SAMPLE_ID TCGA-LL-A5YO-01 \\\n", + "PATIENT_ID TCGA-LL-A5YO \n", + "OTHER_SAMPLE_ID 2B7230C7-0182-4417-9861-03672629D98D \n", + "DAYS_TO_COLLECTION 47 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED FALSE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 1.5 \n", + "\n", + "SAMPLE_ID TCGA-LL-A5YP-01 \\\n", + "PATIENT_ID TCGA-LL-A5YP \n", + "OTHER_SAMPLE_ID 3DC0BC4F-6863-4297-8915-F29E1AA25D26 \n", + "DAYS_TO_COLLECTION 29 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED FALSE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 2.133333 \n", + "\n", + "SAMPLE_ID TCGA-LQ-A4E4-01 \\\n", + "PATIENT_ID TCGA-LQ-A4E4 \n", + "OTHER_SAMPLE_ID 8C8D4BD4-3AA9-4AD1-9715-2376EE540A0C \n", + "DAYS_TO_COLLECTION 414 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Lobular Carcinoma \n", + "ONCOTREE_CODE ILC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 2.3 \n", + "\n", + "SAMPLE_ID TCGA-MS-A51U-01 \\\n", + "PATIENT_ID TCGA-MS-A51U \n", + "OTHER_SAMPLE_ID 764A5732-0B44-4CBE-93F2-7B84FD7D81A1 \n", + "DAYS_TO_COLLECTION 129 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Lobular Carcinoma \n", + "ONCOTREE_CODE ILC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 0.433333 \n", + "\n", + "SAMPLE_ID TCGA-OL-A66H-01 \\\n", + "PATIENT_ID TCGA-OL-A66H \n", + "OTHER_SAMPLE_ID 31E39E5F-AF9C-4F34-B065-8363CF9DF39C \n", + "DAYS_TO_COLLECTION 441 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Invasive Breast Carcinoma \n", + "ONCOTREE_CODE BRCA \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 0.7 \n", + "\n", + "SAMPLE_ID TCGA-OL-A66I-01 \\\n", + "PATIENT_ID TCGA-OL-A66I \n", + "OTHER_SAMPLE_ID 2B8C960A-3E9A-49BF-8329-7D322DA90326 \n", + "DAYS_TO_COLLECTION 1715 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Ductal Carcinoma \n", + "ONCOTREE_CODE IDC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 0.966667 \n", + "\n", + "SAMPLE_ID TCGA-OL-A66J-01 \\\n", + "PATIENT_ID TCGA-OL-A66J \n", + "OTHER_SAMPLE_ID 1889A2AF-AE25-41EC-8A6D-0EC5C5B852CB \n", + "DAYS_TO_COLLECTION 1645 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Mixed Ductal and Lobular Carcinoma \n", + "ONCOTREE_CODE MDLC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 1.733333 \n", + "\n", + "SAMPLE_ID TCGA-OL-A66K-01 \n", + "PATIENT_ID TCGA-OL-A66K \n", + "OTHER_SAMPLE_ID 796B90A8-99D6-4102-81A0-96C6954E9F26 \n", + "DAYS_TO_COLLECTION 981 \n", + "IS_FFPE NO \n", + "OCT_EMBEDDED TRUE \n", + "... ... \n", + "CANCER_TYPE_DETAILED Breast Invasive Lobular Carcinoma \n", + "ONCOTREE_CODE ILC \n", + "SAMPLE_TYPE Primary \n", + "SOMATIC_STATUS Matched \n", + "TMB_NONSYNONYMOUS 0.833333 \n", + "\n", + "[62 rows x 817 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "brca_clin" ] @@ -136,16 +1173,53 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PATIENT_ID', 'OTHER_SAMPLE_ID', 'DAYS_TO_COLLECTION', 'IS_FFPE',\n", + " 'OCT_EMBEDDED', 'PATHOLOGY_REPORT_FILE_NAME',\n", + " 'SURGICAL_PROCEDURE_FIRST', 'FIRST_SURGICAL_PROCEDURE_OTHER',\n", + " 'SURGERY_FOR_POSITIVE_MARGINS', 'SURGERY_FOR_POSITIVE_MARGINS_OTHER',\n", + " 'MARGIN_STATUS_REEXCISION', 'STAGING_SYSTEM_OTHER',\n", + " 'MICROMET_DETECTION_BY_IHC', 'METASTATIC_SITE', 'METASTATIC_SITE_OTHER',\n", + " 'ER_STATUS_BY_IHC', 'ER_STATUS_IHC_PERCENT_POSITIVE',\n", + " 'ER_POSITIVITY_SCALE_USED', 'IHC_SCORE', 'ER_POSITIVITY_SCALE_OTHER',\n", + " 'PR_STATUS_BY_IHC', 'PR_STATUS_IHC_PERCENT_POSITIVE',\n", + " 'PR_POSITIVITY_SCALE_USED', 'PR_POSITIVITY_IHC_INTENSITY_SCORE',\n", + " 'PR_POSITIVITY_SCALE_OTHER', 'PR_POSITIVITY_DEFINE_METHOD', 'IHC_HER2',\n", + " 'HER2_IHC_PERCENT_POSITIVE', 'HER2_IHC_SCORE',\n", + " 'HER2_POSITIVITY_SCALE_OTHER', 'HER2_POSITIVITY_METHOD_TEXT',\n", + " 'HER2_FISH_STATUS', 'HER2_COPY_NUMBER', 'CENT17_COPY_NUMBER',\n", + " 'HER2_AND_CENT17_CELLS_COUNT', 'HER2_CENT17_RATIO',\n", + " 'HER2_AND_CENT17_SCALE_OTHER', 'HER2_FISH_METHOD',\n", + " 'NEW_TUMOR_EVENT_AFTER_INITIAL_TREATMENT', 'NTE_ER_STATUS',\n", + " 'NTE_ER_STATUS_IHC__POSITIVE', 'NTE_ER_IHC_INTENSITY_SCORE',\n", + " 'NTE_PR_STATUS_BY_IHC', 'NTE_PR_STATUS_IHC__POSITIVE',\n", + " 'NTE_PR_IHC_INTENSITY_SCORE', 'NTE_HER2_STATUS',\n", + " 'NTE_HER2_STATUS_IHC__POSITIVE', 'NTE_HER2_POSITIVITY_IHC_SCORE',\n", + " 'NTE_HER2_FISH_STATUS', 'NTE_CENT_17_HER2_RATIO', 'PRIMARY_SITE',\n", + " 'DISEASE_CODE', 'METASTATIC_TUMOR_INDICATOR', 'PROJECT_CODE',\n", + " 'TISSUE_SOURCE_SITE', 'TUMOR_TISSUE_SITE', 'CANCER_TYPE',\n", + " 'CANCER_TYPE_DETAILED', 'ONCOTREE_CODE', 'SAMPLE_TYPE',\n", + " 'SOMATIC_STATUS', 'TMB_NONSYNONYMOUS'],\n", + " dtype='object')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "brca_clin.index" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "slideshow": { "slide_type": "fragment" @@ -174,7 +1248,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "slideshow": { "slide_type": "fragment" @@ -204,14 +1278,141 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "scrolled": true, "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
p-log_plog_FC
Hugo_Symbol
HMGB1P14.916745e-087.3083220.475075
LOC1550606.431571e-021.191683-0.193073
HSPB1P17.853037e-087.104962-0.867070
GTPBP65.730296e-010.2418230.059863
A1BG2.801925e-054.552543-0.628046
............
ZYG11B1.125863e-010.9485140.087070
ZYX2.382079e-054.6230440.383241
ZZEF17.551192e-032.121985-0.178845
ZZZ33.317690e-021.4791640.152268
TPTEP15.024608e-010.2988980.175348
\n", + "

12928 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " p -log_p log_FC\n", + "Hugo_Symbol \n", + "HMGB1P1 4.916745e-08 7.308322 0.475075\n", + "LOC155060 6.431571e-02 1.191683 -0.193073\n", + "HSPB1P1 7.853037e-08 7.104962 -0.867070\n", + "GTPBP6 5.730296e-01 0.241823 0.059863\n", + "A1BG 2.801925e-05 4.552543 -0.628046\n", + "... ... ... ...\n", + "ZYG11B 1.125863e-01 0.948514 0.087070\n", + "ZYX 2.382079e-05 4.623044 0.383241\n", + "ZZEF1 7.551192e-03 2.121985 -0.178845\n", + "ZZZ3 3.317690e-02 1.479164 0.152268\n", + "TPTEP1 5.024608e-01 0.298898 0.175348\n", + "\n", + "[12928 rows x 3 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pvalues" ] @@ -229,13 +1430,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", diff --git a/dsbook/unsupervised/cluster.ipynb b/dsbook/unsupervised/cluster.ipynb index cf5fee0..ce6529e 100644 --- a/dsbook/unsupervised/cluster.ipynb +++ b/dsbook/unsupervised/cluster.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "182075fd", + "id": "4f4047a3", "metadata": {}, "source": [ "# Unsupervised Machine Learning\n", @@ -44,7 +44,7 @@ { "cell_type": "code", "execution_count": null, - "id": "64f7f3b9", + "id": "037925ef", "metadata": {}, "outputs": [], "source": [ @@ -101,7 +101,7 @@ }, { "cell_type": "markdown", - "id": "ba46620e", + "id": "03a642ed", "metadata": {}, "source": [ "The algorithm automatically assigns the points to clusters, and we can see that it closely matches what we would expect by visual inspection.\n", @@ -116,7 +116,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b3938921", + "id": "4f27bb9c", "metadata": {}, "outputs": [], "source": [ @@ -151,7 +151,7 @@ }, { "cell_type": "markdown", - "id": "267316a7", + "id": "fd35e3cf", "metadata": {}, "source": [ "### Drawbacks of k-Means\n", @@ -165,7 +165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dae03595", + "id": "2d9fc73d", "metadata": {}, "outputs": [], "source": [ @@ -178,7 +178,7 @@ }, { "cell_type": "markdown", - "id": "21272e32", + "id": "a3cd8fa8", "metadata": {}, "source": [ "3. **Linear Cluster Boundaries**: The k-Means algorithm assumes that clusters are spherical and separated by linear boundaries. It struggles with complex geometries. Consider the following dataset with two crescent-shaped clusters:" @@ -187,7 +187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cdcbf87e", + "id": "1cff529e", "metadata": {}, "outputs": [], "source": [ @@ -201,7 +201,7 @@ }, { "cell_type": "markdown", - "id": "a0b97619", + "id": "f3df3d1f", "metadata": {}, "source": [ "4. **Differences in euclidian size**: K-Means assumes that the cluster sizes, in terms of euclidian distance to its borders, are fairly similar for all clusters.\n", @@ -211,7 +211,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fe8f32e2", + "id": "3361d509", "metadata": {}, "outputs": [], "source": [ @@ -245,7 +245,7 @@ }, { "cell_type": "markdown", - "id": "e19b157c", + "id": "b74ea11e", "metadata": {}, "source": [ "## Multivariate Normal Distribution\n", @@ -270,7 +270,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4dc34a42", + "id": "fad6e6bc", "metadata": { "tags": [ "hide-input" @@ -321,7 +321,7 @@ }, { "cell_type": "markdown", - "id": "f21e09cd", + "id": "e6b279c0", "metadata": {}, "source": [ "## Gaussian Mixture Models (GMM)\n", @@ -339,7 +339,7 @@ { "cell_type": "code", "execution_count": null, - "id": "10844d1c", + "id": "23ac57a2", "metadata": {}, "outputs": [], "source": [ @@ -411,7 +411,7 @@ }, { "cell_type": "markdown", - "id": "58b11072", + "id": "1e083d68", "metadata": {}, "source": [ "Points near the cluster boundaries have lower certainty, reflected in smaller marker sizes.\n", @@ -422,7 +422,7 @@ { "cell_type": "code", "execution_count": null, - "id": "72ee852e", + "id": "ee9a2d9f", "metadata": {}, "outputs": [], "source": [ @@ -442,7 +442,7 @@ }, { "cell_type": "markdown", - "id": "3887dedc", + "id": "34c7affe", "metadata": {}, "source": [ "GMM is able to model more complex, elliptical cluster boundaries, addressing one of the main limitations of k-Means.\n",