From 8957d24d8f903d54805d9f64c7b82c080075bc25 Mon Sep 17 00:00:00 2001 From: zqfang Date: Mon, 12 Dec 2022 16:10:48 -0800 Subject: [PATCH] bump to 1.0.2 --- docs/gseapy_example.ipynb | 411 ++++++++++++++++++---------------- docs/singlecell_example.ipynb | 84 ++++--- gseapy/__main__.py | 2 +- 3 files changed, 268 insertions(+), 229 deletions(-) diff --git a/docs/gseapy_example.ipynb b/docs/gseapy_example.ipynb index 54bf49d..7f66ceb 100644 --- a/docs/gseapy_example.ipynb +++ b/docs/gseapy_example.ipynb @@ -46,7 +46,7 @@ { "data": { "text/plain": [ - "'1.0.1'" + "'1.0.2'" ] }, "execution_count": 2, @@ -256,74 +256,74 @@ " \n", " \n", " \n", - " 30168\n", - " ENSG00000227416\n", - " NaN\n", - " NaN\n", - " NaN\n", + " 43991\n", + " ENSG00000166159\n", + " LRTM2\n", + " ENSMUSG00000055003\n", + " Lrtm2\n", " \n", " \n", - " 68657\n", - " ENSG00000185940\n", - " KRTAP5-5\n", - " ENSMUSG00000090471\n", - " Gm4553\n", + " 37534\n", + " ENSG00000263361\n", + " MIR378H\n", + " NaN\n", + " NaN\n", " \n", " \n", - " 47707\n", - " ENSG00000269481\n", - " NaN\n", + " 4665\n", + " ENSG00000282559\n", + " HNRNPCL3\n", " NaN\n", " NaN\n", " \n", " \n", - " 5214\n", - " ENSG00000176268\n", - " CYCSP34\n", + " 11387\n", + " ENSG00000202260\n", + " RN7SKP69\n", " NaN\n", " NaN\n", " \n", " \n", - " 52889\n", - " ENSG00000120053\n", - " GOT1\n", - " ENSMUSG00000025190\n", - " Got1\n", + " 66343\n", + " ENSG00000198092\n", + " TMPRSS11F\n", + " ENSMUSG00000048764\n", + " Tmprss11f\n", " \n", " \n", - " 21104\n", - " ENSG00000283117\n", - " MGC4859\n", + " 9860\n", + " ENSG00000265644\n", + " NaN\n", " NaN\n", " NaN\n", " \n", " \n", - " 11307\n", - " ENSG00000245662\n", - " LINC02211\n", + " 16958\n", + " ENSG00000253699\n", + " NaN\n", " NaN\n", " NaN\n", " \n", " \n", - " 57371\n", - " ENSG00000290579\n", + " 27900\n", + " ENSG00000260206\n", " NaN\n", " NaN\n", " NaN\n", " \n", " \n", - " 4810\n", - " ENSG00000282958\n", - " HNRNPR\n", - " NaN\n", - " NaN\n", + " 57603\n", + " ENSG00000214530\n", + " STARD10\n", + " ENSMUSG00000030688\n", + " Stard10\n", " \n", " \n", - " 75710\n", - " ENSG00000291014\n", - " CLCA3P\n", - " NaN\n", - " NaN\n", + " 37774\n", + " ENSG00000179562\n", + " GCC1\n", + " ENSMUSG00000029708\n", + " Gcc1\n", " \n", " \n", "\n", @@ -331,28 +331,28 @@ ], "text/plain": [ " ensembl_gene_id external_gene_name mmusculus_homolog_ensembl_gene \\\n", - "30168 ENSG00000227416 NaN NaN \n", - "68657 ENSG00000185940 KRTAP5-5 ENSMUSG00000090471 \n", - "47707 ENSG00000269481 NaN NaN \n", - "5214 ENSG00000176268 CYCSP34 NaN \n", - "52889 ENSG00000120053 GOT1 ENSMUSG00000025190 \n", - "21104 ENSG00000283117 MGC4859 NaN \n", - "11307 ENSG00000245662 LINC02211 NaN \n", - "57371 ENSG00000290579 NaN NaN \n", - "4810 ENSG00000282958 HNRNPR NaN \n", - "75710 ENSG00000291014 CLCA3P NaN \n", + "43991 ENSG00000166159 LRTM2 ENSMUSG00000055003 \n", + "37534 ENSG00000263361 MIR378H NaN \n", + "4665 ENSG00000282559 HNRNPCL3 NaN \n", + "11387 ENSG00000202260 RN7SKP69 NaN \n", + "66343 ENSG00000198092 TMPRSS11F ENSMUSG00000048764 \n", + "9860 ENSG00000265644 NaN NaN \n", + "16958 ENSG00000253699 NaN NaN \n", + "27900 ENSG00000260206 NaN NaN \n", + "57603 ENSG00000214530 STARD10 ENSMUSG00000030688 \n", + "37774 ENSG00000179562 GCC1 ENSMUSG00000029708 \n", "\n", " mmusculus_homolog_associated_gene_name \n", - "30168 NaN \n", - "68657 Gm4553 \n", - "47707 NaN \n", - "5214 NaN \n", - "52889 Got1 \n", - "21104 NaN \n", - "11307 NaN \n", - "57371 NaN \n", - "4810 NaN \n", - "75710 NaN " + "43991 Lrtm2 \n", + "37534 NaN \n", + "4665 NaN \n", + "11387 NaN \n", + "66343 Tmprss11f \n", + "9860 NaN \n", + "16958 NaN \n", + "27900 NaN \n", + "57603 Stard10 \n", + "37774 Gcc1 " ] }, "execution_count": 6, @@ -683,7 +683,7 @@ "# run enrichr\n", "# if you are only intrested in dataframe that enrichr returned, please set outdir=None\n", "enr = gp.enrichr(gene_list=gene_list, # or \"./tests/data/gene_list.txt\", \n", - " gene_sets=['KEGG_2016','KEGG_2021_Human'], \n", + " gene_sets=['MSigDB_Hallmark_2020','KEGG_2021_Human'], \n", " organism='human', # don't forget to set organism to the one you desired! e.g. Yeast\n", " outdir=None, # don't write to disk \n", " )" @@ -730,101 +730,94 @@ " \n", " \n", " 0\n", - " KEGG_2016\n", - " Osteoclast differentiation Homo sapiens hsa04380\n", - " 28/132\n", - " 3.104504e-13\n", - " 7.885440e-11\n", + " MSigDB_Hallmark_2020\n", + " IL-6/JAK/STAT3 Signaling\n", + " 19/87\n", + " 1.197225e-09\n", + " 5.986123e-08\n", " 0\n", " 0\n", - " 6.659625\n", - " 191.802220\n", - " LILRA6;ITGB3;LILRA2;LILRA5;PPP3R1;FCGR3B;SIRPA...\n", + " 6.844694\n", + " 140.612324\n", + " IL4R;TGFB1;IL1R1;IFNGR1;IL10RB;ITGB3;IL1R2;IFN...\n", " \n", " \n", " 1\n", - " KEGG_2016\n", - " Tuberculosis Homo sapiens hsa05152\n", - " 31/178\n", - " 4.288559e-12\n", - " 5.446470e-10\n", + " MSigDB_Hallmark_2020\n", + " TNF-alpha Signaling via NF-kB\n", + " 27/200\n", + " 3.220898e-08\n", + " 5.368163e-07\n", " 0\n", " 0\n", - " 5.224941\n", - " 136.763196\n", - " RAB5B;ITGB2;PPP3R1;HLA-DMA;FCGR3B;HLA-DMB;CASP...\n", + " 3.841568\n", + " 66.270963\n", + " BTG2;BCL2A1;PLEK;IRS2;LITAF;PANX1;IFIH1;DRAM1;...\n", " \n", " \n", " 2\n", - " KEGG_2016\n", - " Phagosome Homo sapiens hsa04145\n", - " 28/154\n", - " 1.614009e-11\n", - " 1.366528e-09\n", + " MSigDB_Hallmark_2020\n", + " Complement\n", + " 27/200\n", + " 3.220898e-08\n", + " 5.368163e-07\n", " 0\n", " 0\n", - " 5.490501\n", - " 136.437381\n", - " ATP6V1A;RAB5B;ITGB5;ITGB3;ITGB2;HLA-DMA;FCGR3B...\n", + " 3.841568\n", + " 66.270963\n", + " FCN1;LRP1;PLEK;LIPA;CA2;CASP3;LAMP2;S100A12;FY...\n", " \n", " \n", " 3\n", - " KEGG_2016\n", - " Rheumatoid arthritis Homo sapiens hsa05323\n", - " 19/90\n", - " 2.197884e-09\n", - " 1.395656e-07\n", + " MSigDB_Hallmark_2020\n", + " Inflammatory Response\n", + " 24/200\n", + " 1.635890e-06\n", + " 2.044862e-05\n", " 0\n", " 0\n", - " 6.554453\n", - " 130.668081\n", - " ATP6V1A;ATP6V1G1;ATP6V0B;TGFB1;ITGB2;FOS;ITGAL...\n", + " 3.343018\n", + " 44.540108\n", + " LYN;IFITM1;BTG2;IL4R;CD82;IL1R1;IFNGR2;ITGB3;L...\n", " \n", " \n", " 4\n", - " KEGG_2016\n", - " Leishmaniasis Homo sapiens hsa05140\n", - " 17/73\n", - " 3.132614e-09\n", - " 1.591368e-07\n", + " MSigDB_Hallmark_2020\n", + " heme Metabolism\n", + " 23/200\n", + " 5.533816e-06\n", + " 5.533816e-05\n", " 0\n", " 0\n", - " 7.422186\n", - " 145.336773\n", - " TGFB1;IFNGR1;PRKCB;IFNGR2;ITGB2;FOS;MAPK14;HLA...\n", + " 3.181358\n", + " 38.509172\n", + " SLC22A4;MPP1;BNIP3L;BTG2;ARHGEF12;NEK7;GDE1;FO...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Gene_set Term Overlap \\\n", - "0 KEGG_2016 Osteoclast differentiation Homo sapiens hsa04380 28/132 \n", - "1 KEGG_2016 Tuberculosis Homo sapiens hsa05152 31/178 \n", - "2 KEGG_2016 Phagosome Homo sapiens hsa04145 28/154 \n", - "3 KEGG_2016 Rheumatoid arthritis Homo sapiens hsa05323 19/90 \n", - "4 KEGG_2016 Leishmaniasis Homo sapiens hsa05140 17/73 \n", - "\n", - " P-value Adjusted P-value Old P-value Old Adjusted P-value \\\n", - "0 3.104504e-13 7.885440e-11 0 0 \n", - "1 4.288559e-12 5.446470e-10 0 0 \n", - "2 1.614009e-11 1.366528e-09 0 0 \n", - "3 2.197884e-09 1.395656e-07 0 0 \n", - "4 3.132614e-09 1.591368e-07 0 0 \n", + " Gene_set Term Overlap P-value \\\n", + "0 MSigDB_Hallmark_2020 IL-6/JAK/STAT3 Signaling 19/87 1.197225e-09 \n", + "1 MSigDB_Hallmark_2020 TNF-alpha Signaling via NF-kB 27/200 3.220898e-08 \n", + "2 MSigDB_Hallmark_2020 Complement 27/200 3.220898e-08 \n", + "3 MSigDB_Hallmark_2020 Inflammatory Response 24/200 1.635890e-06 \n", + "4 MSigDB_Hallmark_2020 heme Metabolism 23/200 5.533816e-06 \n", "\n", - " Odds Ratio Combined Score \\\n", - "0 6.659625 191.802220 \n", - "1 5.224941 136.763196 \n", - "2 5.490501 136.437381 \n", - "3 6.554453 130.668081 \n", - "4 7.422186 145.336773 \n", + " Adjusted P-value Old P-value Old Adjusted P-value Odds Ratio \\\n", + "0 5.986123e-08 0 0 6.844694 \n", + "1 5.368163e-07 0 0 3.841568 \n", + "2 5.368163e-07 0 0 3.841568 \n", + "3 2.044862e-05 0 0 3.343018 \n", + "4 5.533816e-05 0 0 3.181358 \n", "\n", - " Genes \n", - "0 LILRA6;ITGB3;LILRA2;LILRA5;PPP3R1;FCGR3B;SIRPA... \n", - "1 RAB5B;ITGB2;PPP3R1;HLA-DMA;FCGR3B;HLA-DMB;CASP... \n", - "2 ATP6V1A;RAB5B;ITGB5;ITGB3;ITGB2;HLA-DMA;FCGR3B... \n", - "3 ATP6V1A;ATP6V1G1;ATP6V0B;TGFB1;ITGB2;FOS;ITGAL... \n", - "4 TGFB1;IFNGR1;PRKCB;IFNGR2;ITGB2;FOS;MAPK14;HLA... " + " Combined Score Genes \n", + "0 140.612324 IL4R;TGFB1;IL1R1;IFNGR1;IL10RB;ITGB3;IL1R2;IFN... \n", + "1 66.270963 BTG2;BCL2A1;PLEK;IRS2;LITAF;PANX1;IFIH1;DRAM1;... \n", + "2 66.270963 FCN1;LRP1;PLEK;LIPA;CA2;CASP3;LAMP2;S100A12;FY... \n", + "3 44.540108 LYN;IFITM1;BTG2;IL4R;CD82;IL1R1;IFNGR2;ITGB3;L... \n", + "4 38.509172 SLC22A4;MPP1;BNIP3L;BTG2;ARHGEF12;NEK7;GDE1;FO... " ] }, "execution_count": 15, @@ -912,27 +905,27 @@ " \n", " \n", " 0\n", - " CUSTOM139716788280704\n", + " CUSTOM140329498049856\n", " BvA_UpIN_A\n", " 8/130\n", " 0.029765\n", " 0.069452\n", " 2.343931\n", - " PADI2;PCSK6;HAL;MSRB2;MAP3K5;IL1R1;MBOAT2;IQGAP2\n", + " MSRB2;MAP3K5;MBOAT2;HAL;PADI2;PCSK6;IQGAP2;IL1R1\n", " \n", " \n", " 1\n", - " CUSTOM139716788280704\n", + " CUSTOM140329498049856\n", " BvA_UpIN_B\n", " 11/124\n", " 0.000729\n", " 0.005100\n", " 3.339341\n", - " DYSF;HEBP1;ARHGDIB;IL1RAP;ST3GAL6;KCTD12;GPX8;...\n", + " SYK;IL1RAP;DYSF;KCTD12;GPX8;SUOX;MBNL3;HEBP1;L...\n", " \n", " \n", " 2\n", - " CUSTOM139716788280704\n", + " CUSTOM140329498049856\n", " CvA_UpIN_A\n", " 1/11\n", " 0.267894\n", @@ -942,23 +935,23 @@ " \n", " \n", " 3\n", - " CUSTOM139716788280704\n", + " CUSTOM140329498049856\n", " DvA_UpIN_A\n", " 16/259\n", " 0.002705\n", " 0.009466\n", " 2.302945\n", - " BCL3;PADI2;PCSK6;ATP6V1B2;HAL;PTGS1;VNN1;MAP3K...\n", + " VNN1;ATP6V1B2;NMNAT1;KIF1B;BCL3;MAP3K5;IL1R1;H...\n", " \n", " \n", " 4\n", - " CUSTOM139716788280704\n", + " CUSTOM140329498049856\n", " DvA_UpIN_D\n", " 11/218\n", " 0.043392\n", " 0.075936\n", " 1.895541\n", - " DYSF;HEBP1;IL1RAP;ST3GAL6;TXNDC5;GPX8;MBNL3;GN...\n", + " DYSF;IL1RAP;SIRPA;GLIPR2;GPX8;MBNL3;TXNDC5;HEB...\n", " \n", " \n", "\n", @@ -966,18 +959,18 @@ ], "text/plain": [ " Gene_set Term Overlap P-value Adjusted P-value \\\n", - "0 CUSTOM139716788280704 BvA_UpIN_A 8/130 0.029765 0.069452 \n", - "1 CUSTOM139716788280704 BvA_UpIN_B 11/124 0.000729 0.005100 \n", - "2 CUSTOM139716788280704 CvA_UpIN_A 1/11 0.267894 0.375052 \n", - "3 CUSTOM139716788280704 DvA_UpIN_A 16/259 0.002705 0.009466 \n", - "4 CUSTOM139716788280704 DvA_UpIN_D 11/218 0.043392 0.075936 \n", + "0 CUSTOM140329498049856 BvA_UpIN_A 8/130 0.029765 0.069452 \n", + "1 CUSTOM140329498049856 BvA_UpIN_B 11/124 0.000729 0.005100 \n", + "2 CUSTOM140329498049856 CvA_UpIN_A 1/11 0.267894 0.375052 \n", + "3 CUSTOM140329498049856 DvA_UpIN_A 16/259 0.002705 0.009466 \n", + "4 CUSTOM140329498049856 DvA_UpIN_D 11/218 0.043392 0.075936 \n", "\n", " Odds Ratio Genes \n", - "0 2.343931 PADI2;PCSK6;HAL;MSRB2;MAP3K5;IL1R1;MBOAT2;IQGAP2 \n", - "1 3.339341 DYSF;HEBP1;ARHGDIB;IL1RAP;ST3GAL6;KCTD12;GPX8;... \n", + "0 2.343931 MSRB2;MAP3K5;MBOAT2;HAL;PADI2;PCSK6;IQGAP2;IL1R1 \n", + "1 3.339341 SYK;IL1RAP;DYSF;KCTD12;GPX8;SUOX;MBNL3;HEBP1;L... \n", "2 4.669004 MBOAT2 \n", - "3 2.302945 BCL3;PADI2;PCSK6;ATP6V1B2;HAL;PTGS1;VNN1;MAP3K... \n", - "4 1.895541 DYSF;HEBP1;IL1RAP;ST3GAL6;TXNDC5;GPX8;MBNL3;GN... " + "3 2.302945 VNN1;ATP6V1B2;NMNAT1;KIF1B;BCL3;MAP3K5;IL1R1;H... \n", + "4 1.895541 DYSF;IL1RAP;SIRPA;GLIPR2;GPX8;MBNL3;TXNDC5;HEB... " ] }, "execution_count": 17, @@ -1044,9 +1037,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -1059,10 +1052,10 @@ "# categorical scatterplot\n", "ax = dotplot(enr.results, \n", " column=\"Adjusted P-value\", \n", - " group='Gene_set', # set x, so you could do a multi-sample/library comparsion\n", + " x='Gene_set', # set x axis, so you could do a multi-sample/library comparsion\n", " size=10, \n", " top_term=5,\n", - " figsize=(3,6), \n", + " figsize=(3,5), \n", " title = \"KEGG\",\n", " xticklabels_rot=45, # rotate xtick labels\n", " show_ring=True, # set to False to revmove outer ring\n", @@ -1074,6 +1067,36 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# categorical scatterplot\n", + "ax = barplot(enr.results, \n", + " column=\"Adjusted P-value\", \n", + " group='Gene_set', # set group, so you could do a multi-sample/library comparsion\n", + " size=10, \n", + " top_term=5,\n", + " figsize=(3,5), \n", + " color=['darkred', 'darkblue'] # set colors for group\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { @@ -1095,7 +1118,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1140,7 +1163,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1190,7 +1213,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1256,7 +1279,7 @@ "MRE11A 12.787631" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1268,7 +1291,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1277,7 +1300,7 @@ "(22922, 1)" ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1288,14 +1311,14 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2022-12-07 12:50:16,377 Duplicated values found in preranked stats: 4.97% of genes\n", + "2022-12-12 16:08:18,775 Duplicated values found in preranked stats: 4.97% of genes\n", "The order of those genes will be arbitrary, which may produce unexpected results.\n", "WARNING:gseapy:Duplicated values found in preranked stats: 4.97% of genes\n", "The order of those genes will be arbitrary, which may produce unexpected results.\n" @@ -1330,7 +1353,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1459,7 +1482,7 @@ "4 CALM1;PRKACA;PRKCA;KRAS;EP300;CREBBP;HRAS;PRKA... " ] }, - "execution_count": 26, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1470,7 +1493,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1509,7 +1532,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1548,7 +1571,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1559,7 +1582,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1568,7 +1591,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1581,7 +1604,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1644,7 +1667,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1695,7 +1718,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1704,7 +1727,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1722,7 +1745,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -1920,7 +1943,7 @@ "[5 rows x 50 columns]" ] }, - "execution_count": 36, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1932,7 +1955,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1949,7 +1972,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1966,14 +1989,14 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2022-12-07 12:50:29,781 Warning: dropping duplicated gene names, only keep the first values\n", + "2022-12-12 16:08:34,033 Warning: dropping duplicated gene names, only keep the first values\n", "WARNING:gseapy:Warning: dropping duplicated gene names, only keep the first values\n" ] } @@ -1994,7 +2017,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -2123,7 +2146,7 @@ "4 HNRNPA3;HDDC2;RFC4;SRSF2;SRSF1;TRA2B;RRM1;HNRN... " ] }, - "execution_count": 40, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -2145,7 +2168,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -2171,7 +2194,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -2196,7 +2219,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -2247,7 +2270,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -2303,14 +2326,14 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2022-12-07 12:50:33,863 Warning: dropping duplicated gene names, values averaged by gene names!\n", + "2022-12-12 16:08:38,651 Warning: dropping duplicated gene names, values averaged by gene names!\n", "WARNING:gseapy:Warning: dropping duplicated gene names, values averaged by gene names!\n" ] } @@ -2327,7 +2350,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -2406,7 +2429,7 @@ "4 ALL_17 HALLMARK_MYC_TARGETS_V1 3390.155261 0.612027" ] }, - "execution_count": 46, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -2417,7 +2440,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -2483,7 +2506,7 @@ "MRE11A 12.787631" ] }, - "execution_count": 47, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -2496,7 +2519,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -2507,7 +2530,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -2527,7 +2550,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -2606,7 +2629,7 @@ "520 ALL_1 HALLMARK_SPERMATOGENESIS -1350.143332 -0.243742" ] }, - "execution_count": 50, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -2618,7 +2641,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -2859,7 +2882,7 @@ "[5 rows x 48 columns]" ] }, - "execution_count": 51, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -2898,7 +2921,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -2931,7 +2954,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -2948,7 +2971,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ diff --git a/docs/singlecell_example.ipynb b/docs/singlecell_example.ipynb index 218ef9d..1557c69 100644 --- a/docs/singlecell_example.ipynb +++ b/docs/singlecell_example.ipynb @@ -40,7 +40,7 @@ { "data": { "text/plain": [ - "'1.0.1'" + "'1.0.2'" ] }, "execution_count": 3, @@ -328,7 +328,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "64.76570057868958\n" + "64.49783539772034\n" ] } ], @@ -604,7 +604,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1012,7 +1012,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1029,7 +1029,7 @@ "outputs": [ { "data": { - "image/png": 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W9/j6669tyy23LCjz3ntj7J//fMn69fvEFixYmFfuyiuvtAsvvLDSOuAzaUVvPpPmOM7yRnIN0NC8UoEbCLMGqwMHE2Z5IBgVL6VnWYzVEvtjEvujE/tpcZCT65lei39ulWGcmU1NfJ9BmJ1qGL+3JDxFr4hVIbwaICd9tKUH4xgVP2clZRP7yVm5jC7FxIFeNefz95z2/VREGRkeI8yk5aNxgWNJqqI3lNe1aL3N7FNJ/ybM5JSQnZlD0tPAoWY2P0/2Von9MXn28zE8sT8jsd8o1r0j8AqF17kX26dV0oE87TMzk/QTYWarsuTrp1YAkg4nO5OYj6q0u6K2QjDSDyO4NG5H+L14lzALtzmwY9wA3jazBXH/JsJMcTH63kAw1hsQZgwz43028EBRLXHqFBtuuCE//fQTU6dOpXnz5qkyO+ywNjvssHaFZQ0aNIgjjjiiulV0EnjgEMdxljfGJfY3rkD2OeD7uH8Gwb0LwhqbBQm5QgbU+MT+Onn2f2NxhhPWKwE8LGmPCnTNJXfVd66OmSf/ACMsG1lv0QbUM7MXKlNpHiMhn+GQIdP+6UDDPHrcGmUmxM9mkpJ3GUXdhEtahayBNo7gKlgf2CJPlkLnNnnejsrTh5kAGxMSsm3z7FeImV1KMBK2Irg8PhgPHUSY6c1Hsv61EvsV342VH0tp/XEI2fuJq4Bmse1PFVF2sVSkQ2r7YvCOqhhokP96zdR1eCLtVML6QxHcaZeEitoKwUgDaEpwLwZ4B3g77p8CNM+RhazOcwhu0CsSZpYXw8w+J8wSQnBhzDykesLMphRqgFM3qV+/Pttssw3333//EpXz888/8+KLL7LzzjtXLOxUGTfSHMdZ3niPEPQAoGuMPreaQnTBA5WIamhh/dfN8eu2hCfZBvTPKXNiYn+LuD4mQ3Kt1L8kdZDUGrgykZ5mCP0K7AVMITzJflrSTkW1sAjMbBZhvQvA+grRF1eX1EzSlgoRE99IyOcaIO2rSxeyfbQScLektSU1kbRpXOPyeUI2ecN5uULExK6Emc5iyLjiZfanEYyeS/LIJ8/tZpKSHijJc3uppB0lNYr67y3pIcJat1y9T5G0oaQ2hDV2RSFpE0l9Ca6yYwhr0l5PiKyTmjGQXMd0jKStJbUkZS1kFUga4dOB+ZL2JftQY2kwnOys5FYKETebEdZkVtVIO1PSRpJWBZIvhXotfibbPY1gE/YA/pSnvMxYahcfFiwJyfP5f/HznbhBWAOaJpvReSHht6Uphdfs3RA/O5Ltx7srp6pTlzjxxBPp16/fEpVx9913061bN1ZbbbWKhZ0q40aa4zjLFdE4+QfZm5XLCDMikwg3vR1zsvQn3IBleMPMfsiR+TCxfyOwIOEe+ChZ18itgZEEAywTTORTggtSmq5fEm62ZhHXmEjauoImVobTCe0GOJswszSNsF7lOhbvi5riIiDTp8cQDJAZwFeEgA3Jt65eQlhHBiGQxBTCTehMisDMfidrfK5FWK80jhA1Mo0hZF00zwTmxfDj7c3sA8J6QYAOBHezWVH/F4EjyAaoeZXsrMT6hCAbvxBm8oqlJaGvPibM5swhG9RkIVnjYTHM7FuyDxdWAwYRjIak4V9Zl9oMzyTyXkLog2cJbsFLhegOfEEi6UHCWL6C8rPZlWljM+AbQl9nDKHfgKvj/tMJ2fsIY/BW8rc78zvRHpgUx1GfSuizCDMbQRi7EO7lfjGz783sZ8Lsv+KxiZR/yJHRuTHB3XsKIXBIPp4jBLrJMMLM3son7NR99t9/f1q1asWDDz5YsXAKP//8M/fccw+lpaXVrJmTixtpjuMsd5jZ04R1HI8QXArnE4yVt8hZpxZv6u9JJN2VUt4ggsvR9+S4GUa3yG6EG/whhBu5OYSbv0uAXcxsBnkws3cJa0/mE9ySXpaUz6CoFGb2DSGK3G0E43EuIcjAUEKbT6yOeorQYxwhEuLVBONlDmFGZgQh0MgRCdmhwF+Aj6K+PxICIVTm0fDRBON5MqG9D5CNWper21jgWEKfzEk5fnIs761Y1jzCjM5Awtqxl6KcESJo9o9y0wnugAdVQu+RhHP1edR9Qfx8E9jbzCpyszuRMGsynmBIvULW+IDys4ZFE8foUWTP3VCCa9y7VSmvqpjZf4EeBKNiLqGfulHeLbUyESZPIIyrCYR1WK8SrtdfY30PAr0JDxhmEwzfvcm6SOdyKsF4n1wJHQqRnJ1N9vU7if2ynPWsvYHbCX0ygzAbvHu+CnK8CcBn0ZZ56tWrR//+/endu3elIzNOmTKF/fbbj969e7PRRhvVjILOIlT5teiO4zjLF9Ft7QjCDFg7q1xIesepE0jaGFhoZsPj9yaEGdOMMX6VmZ1XW/otKdF9cxPgfTNbGNejHUcwjAV8ZGZdKiijD3lep7G8IukKQjj+2YTfv7Q1tIvRuXNnGzRoUI3q5lSdd955h4MPPpibbrqpqAAg33//Pd26dWP//ffnyiuvrFA+H5IGm1nnKhewHOEzaY7jOHmQ9IakX8nO5FzuBpqzDPNnYJikaZLGEGZ0MgbaMLJufMsqaxJmkWbG9k0juIOKMHP5zwJ5nRwk3S/pR4KBBtCvWAPNqfvsvPPOvPfee9xyyy1svvnm3Hbbbfz+++/lZBYuXMjrr7/OwQcfzA477MCFF164RAaaUzk8BL/jOE5+1iWE7P8FuNPMbq5A3nHqMp8SXBw7AW0ILoFDCWvK/hNde5dlfiO4sXYhXLciuD6+SZglHFmLui2LrEMIFjKB8NqKZXaW1Ulngw024J133uGZZ57htttu48ILL2TdddelefPmzJo1izFjxtCkSRN69OjBXXfdxaqrrlpxoU614e6OjuM4juM4TrXi7o7LHnPnzmXo0KFMmjSJhg0bsvHGG9OyZctqrcPdHYvHZ9Icx3Ecx3EcZzmnQYMGdOrUqbbVcCK+Js1xHMdxHMdxHKcO4Uaa4ziO4ziO4zhOHcKNNMdxHMdxHMdxnDqEG2mO4ziO4ziO4zh1CDfSHMdxHMdxHMdx6hAe3dFxHMdxHMdxHGbNmsXUqVNp0KBBtYffdyqHz6Q5juM4juM4znLKN998w2mnncYmm2xCmzZt6Ny5M+uvvz5rrbUWBx10EM8++ywLFy6sbTWXO9xIcxzHcRzHcZzljKlTp9KjRw+6dOmCmfHkk08ydepUfvrpJyZOnMjQoUPZbbfdOPfcc9lyyy3xl5MvXdxIcxzHcRzHcZzliO+++45OnTrRtm1bxo4dy0033cTGG29cTqZ58+aceuqpfPPNN1x99dXsv//+3HvvvbWk8fKHr0lzHMdxHMdxnOWE8ePH8+c//5nS0lKOP/74ovLsvffevPPOO+y22240b96cgw8+uIa1dHwmzXEcZwmQ1ElSn7h1qm19ikVSd0kWtwFFyI+KsqOWoM4DE33VoqrlFFnXBpKelfSbpIVR99Nrss66gqSyzLmtbV1yiec+M+5KEumZtLJaU64Gqeh3ojquL8cpll69etGzZ8/FDLT58xfy+usj6d9/CI8++jUTJ84sd3y99dbj+eefp3fv3owbN25pqrxc4jNpjuM4S0YnoDTujwI+qy1FlgEOBI6L+wOAKTVY1/3AdjVYvuNUhk7474RTB3j33Xd57733eOihh8qlP/7411xzzfuMGzdjUVqDBvU56KCNuPjirjRqFEyGLbbYgoMPPpiLL76YW2+9danqvrzhM2mO4zhOhZhZezOTmbWvbV3yoUCD+HXr+DkMaBJ1v6Ga6llBUv3qKKsmMLOS2F7Vti7FktHXzEpqWxfH+SNz6623csIJJ7DCCtl5mgcf/IKzznqtnIEGMHfuAh599Gv+9rdnmT8/G93xxBNP5L///S+///77UtNb0lqSPpH0u6T/JNLPkHRHBXn/JOl5SVMkzZI0XNIlNa/1kuFGmuM4ThWJrlnJVdT3Jty2uksaEvcnSWqcyNdS0tx47JWYlnQDO0DSHZLGS5op6WVJG+bUXU9Sr/inNT3+8Xwp6SxJ1e4lkeaOleMy2VPSZZJ+jPq8L2nbhKyRnUUD+CGRt32UaSTpwtiOmZJmxPaV88mRVJLIe7Gkf0W95gNHxroyfbARMDPpXidpFUnXxD/q2ZKmSXpL0oE59STbd6Kk6yT9DMwF1o4y7SXdLWlMPKdTJL0hqVuBsgr2VYFzUE/SebF/psZzPibefOybkEt1d1RwAX0l9u0vkq6Q9I+EXn3SypC0kYLr6O+Sfo3tXTkhu46kRyQNkzRZ0jxJE2Jdf6moXbGMxdwdU66JWyWNi21/VdL6OWU0k3RX1GGapEclbZdWdgE9Fo1zSV0kvZvor6skrZiQ7STpKUnfxfrmxf55SlLnZF9S4HciRYc/SXo91jtG0tWKDx/i2F0Q8z6YyPPfmDZBkmLaUYl6joxph0l6LY69mZLmSBop6XZJraPMgYl85+bodl3i2PYV9adTtzAzXnvtNf7+978vSpsxYy5XXPFuwXzvvjuGl14asej7hhtuyHbbbcc777xTY7qm0AtYFfgP0FvS+pJaAf8ELsyXSdKmwLvAHgQPjlOAF4F98+WpM5iZb7755ptvVdiAMsDybN3jlvl+XCLfPxLph8S0Pom08SnljQPaRNl6wDMF6n4OUAW6J3UbUERbR0XZUXnKmJyix0SgeZTNp6sB7YEmwIcFZG5J1FuSSJ+Q0u/5yigBVge+KyBzdp725dbTHtgEmFSgrPOr0lcFzsHZBeq6Nm1cJtJWA35JyTc2sd8nz9hO0/fuhGyXAnotALomZPskz0ciPZNWlkc2TYdhwApRVsBrFbSvrFD/5ozzGcDMlPLuT8geXqDdM4CNi/mdyKl3OvB7ityFiXo/jWljUvQ2YNOYdkcibY2YdnsBXYYBDQi/L9/HtO+JvyWxj8fE9K8r6sutt97anLrFd999Z5tttlm5tIce+sLWWef6CrfDDnu8XL7LLrvMLr744krrAAyyqv3f3gi8D+wSx+Cf4ng+o4J8/yXn9zimN03snw/8EK+9V4COVv436BbgW8J/c+Y/uwFwbfyNmQI8DqwWj50A/AjMidfMmVVps8+kOY7jVBELrlk9Ekk9LOu2NQB4mGBcAZyYkDs8fo4H/pdS9GRgU6AV8GRMWx04J+4fChwQ968AWgIrAzfEtP2AgyrdoCWnhPCksyx+bwnsA2DB9e6+hGyHRF+NIjwNzawhOwVYiWBYPBbTeknaKqXOVWPe5oTZreesvJvfW4l6yoCLgXUJxsP/AY2BtsDbUf5SSWuk1LMScET8XA/4jXDTsEo8flnUYReya+0ulrROSllQoK8KsEv8HBV1bhx16U4wcAtxOtAm7r9A6NvOQDFumx8DaxDOz5yYdnRmxgYYTRiPbYFGQFNg/3isHnBaEXVUxFTCuq41gW9i2obANnF/97hBuNnaJMqOrGJ9TQizX6sA2xLON8AxkraM+58CexL6piHhGjwpkf8EKOp3IklTwjXfCkjOxh6T2H8zfq4tqZ2ktYF2QMYfbef4mRkvw8zsl7j/EOE8tgJWBFqTneXbENjHzBYCN8e0joQZCICdiDPIwF04yxy//vorLVq0KJf27bcTi8o7YsSkct9btGjBb7/9lke6RniYYJi9BQwiPDTYhexYzUfG9f0lAEkt4gxcYwXvhOOAy4GPgCuBLcj+72TYHbiV8Bt/ZUw7HziT8FD0BmBv4LZ47GrC//iJQD+Cl0el8cAhjuM4NYSZzZF0G+FpXJd4c/crsGsUud/M5qZkvcbMhgJIOp9gTABkXMf2T8ieH7dc9gCeWrIWVIp7zOwtAElPEowQCDePxZBs0y1xy2UPwo1xktfMLPMnPa0S9dQnawAnaUA4P4/kpN9vZpm07xXcV7vG75MIs1DzgXcUomWeTviP3QO4O6esqvbVD/FzTeDfwBfAUOBxM5uZN1fgz4n9C81sAjBB0j3ABRXkPdPMfgV+lfQV4aanIeEG/1fCLODmBAN4PYKhkWRDlpxrzexzAEkvApkXOrUDPqB8+24ys2+i7MXAq1Wobx5hVnUm8Imku8n20+7A54S2/41wg9aeYDQnqUq7FwCnmdlU4DlJEwnGfHJsvEm4OYRgOGV4mvBbsXMcVxsl5DP8AlxEGONtCIZams73AH0JhueJhNmFzMOlOYTZicWQ1BPoCdC6dWvKysoKt9ZZqsyYMYMTTzyxXFqDBsUtr82V22677WjWrNlSO8dm9qGkDoRr4TOCy+LZQE9JZxIeevbI/HemFRE/y4DMg5YOhIeaAIfFDaCNpJaJvP8xszslnQRk3Kwz+U5IyGUeaIwgPODYFRgMPEgVcCPNcRynZrmNYEQ1JNzsDCU7e5F7855hTJ79VvFz9SLqXbUSOlYHwxP7ydXnjYrMX9U2DSmy/OqupyXZ8/hzNNAyjK6gvqr21cWEGaLdKH9jMF1SLzO7v0DeVon9fOMrHxXpe1OOPrnkGi9VoSIdlqR9aUzMMXzTrsPHCDNp+ahKu8dFAy3DDMJ4bJhIe5vwZH4FsrNmEB5s/IUwu7BLIv1NAEnNCWtzCl0DjQHM7HdJ/QkPG/aPM8J/jTLPmFnq9IuZ3QncCdC5c2crKSkpUJWztJk0aRKdOnXiqKOOWpTWtWsHbr99cIV5u3ZtX+77Y489Rrt27Via5zjxsOggwoOUMsIse1fgeMLDqyNysg0iPNT5C+HhygkEL4iM50bGI+AosjPm9Qjuzhky04jzycbzUPy+H+HhColjuxEemGxF8HY5jPIPVIrC3R0dx3GWDCt40Ow3gpsGhD+BjNvTu2Y2LE+2dfLsT4ifSR+THROuU4s2gkvk0mReYj9fnxTqq2Sb2uZp0zkp+WZVUs9MPdOBhil11DOztLjSufVMIvvHvKbKR3tMnrM0f6Bi+moxzGyCme1OcFXsSjD6hxFcMG9T4YiTExL7ayX2184VTKm3In2TMyw7EGZnVk6RWxIq0qHK7cvDqpKaJL6Xuw4lrULWQBtHcE+uT3CVSqPY8zwv5/ti+cxsOuHGE4KRtjOh7z8grNlpCxybyF8W97uSNdDeIKxTE8FdOI2bCC6U9QmvtMjkdVfHZZSWLVvSsGHDcgE/unRpyyabtCqQC+rVE8ceu+Wi7wsWLODhhx9m220rjHdU7UhqSDB8ehPsmMz/3ZakTz5dRTC4LpN0FWG2uFni+HPx8zjC78WuwL/NbHYFqjwX6zuO8PuwF9mHVTcQXJ4/JRiRaxbdwARupDmO4ywZySfKmyk9suIN8bMZwace8s+iAZypEFFvVcKfUYbX4ufzibSbJG2pEBmxo6SDJT1P+SfpdYVkX22ZWNME5dt0T4zc1UghIuHRkt6leNfJQmTqWQm4W9LakppI2jS6an1eTCFmNousG1lLoFTSypJ2JKwRg/CUtSqudqkoRGLsEev7mLBQ/bt4uAnlZ5NyeSOx30chwuhWwN/zZagEmVnEhYT1eE2Ba6qh3MqQbN8pcfysQfbdZJVlReBKSc0lbUP5fnqd0OaMATWf4GrbCsgX1ruY34nKkBl7G8ftEzObA2TuvjNuvV8kZr2Ss72zgRkx8t2paRWY2Q/As/FrxkV7JOXdJ51ljKOPPpp+/fqVS7v11n1p3TrXSzlQr5647LLd2Gij7M/LCy+8QNOmTencuXNqnhrmdOAVM/vGzH4nRHY8lvCbfkWusJl9Tfg/HAicTFgjBiHox3gzuw84j+DGeBthJu7t3HJSuILwO7czYRZ7b8J6OYAWBHfh2wnBSHpXso2LlPfNN998862KG+Gp/RwWj5TWPkfuzcSxqYR3dyWP90kcH5tSXm50x+dTZJJbSQV6d0/IDiiinaOi7Kg8ZXTPk94nkf7XFD1HxWNNgE8qaFP7KFuSVn6OvpnjZTnprQk3mnnrqah9ieMVRXc8r6p9ladNdxeoa0hCriylLfmiO/6c2C8tVEZueuJ83JVS7re55zhlnJck0hc7XwVkk+ndY1q+6I7J9g2sxDj/nWB45ZaXjO6YVl+y3cm2FPydIOX6yknPPQ9/zinn8pi+U076fxJ5ViHM7BbSuU9OPbvkyP6r2N9Gj+5YN/nll19slVVWsbFjx5ZLHzduul155Tv2pz/dbuusc7117HijnXDCc/bxxz8tVsbuu+9ud955Z5Xqp4rRHZfHzWfSHMdxlgAzG0t4ijeUbOS7NG5I7D9ohQM9nEB42jeB8MT7VWAXC/74WIi+dgAhCuJHBNe9OYS1UC/H9NwAG3WBJwlREMeQdRUEIPbHLoSnop8T3FNmEQyqpwnrDX5eUgXMbBwhquHVBFfBOYT+G0GIfJe7nqFQWUMJaw7uIYRbnk8wwAcCB5rZlQWyV4Wn4jaK0D/zCX15N+EpbiFdxxOM29cIY2ocIUpZMjJacWHeFqc34Ynxb4Q1VM+TjbS4VIg3f/9H6IupBCPrcWIQi0hl2jeR4B74NqG/fiM8Nf9bQuZo4FFCFLepwANkAw/k6lfs70SxvJdTTuZFV59EfTMsmvUys8mEcfIuYfz8TDB4845TM3ub7HrMBZR/35uzDNKmTRsuu+wy/vrXvzJrVtaLe/XVm3LuuTsxeHBPhg49meHDT+H22/djm23WKpf/mmuuYd68eeXetebUDJl3XziO4zg1iKQTCDeyAJ0sRqpLHO9D1jWrq4Vw8Y5TbUjaDRhsMTCFwsugXyK8ksCAzSx/ZLQ6T3TfnGBmY+L3VQhGxQFR5CQzuz1f/phnFMGtdrSZta85bZcNJDUlPDRZF3jazA4uNm/nzp1t0KBBFQs6Sx0zo0ePHowdO5Ynn3ySlVcubgnp9ddfz0033cS7777LWmutVXGGFCQNNrNa8ZNc1vCZNMdxnBpE0hWSfiBroD2Va6A5zlLiamCSpF8ljSNETFw3Hrt2WTbQIkcCoyVNlvQTYfYrY6C9C/SvNc2WMSStJWkYYbZtXcKs7aW1q5VTXUiif//+bLnllnTp0oX77ruv3KxaLu+//z6HHHIIDz/8MG+//XaVDTSncngIfsdxnJplDcI7lKYQZi1OKiTsODXI44RIfR0IwT0mEN7hc6eZPV2bilUTbxFcWTclrD2cSXjx9aPArZb+TkInnRUJUfAWENyC/2VmddGF2qki9erV49prr6Vbt26ce+65nHHGGfTo0YNtt92W5s2bM2vWLEaPHs29997Lb7/9xhlnnMEjjzxC/frFvVetupHUnvCuyBfMbL8KxJe0rk0IESPLatOrxd0dHcdxHMdxnGrF3R2XLT777DPeeOMNhgwZwqRJk2jYsCGbbLIJXbp0Ya+99mLFFXPfe141quruGF1v9wfGmtk7FckvCZL+Snio1dfM+tRkXQX1cCPNcRzHcRzHqU7cSHPSWAIjrT2JmTRJAwjvKLuWEPDJgCNzDbj4vsP7CS+zXoEQJOooM/ta0vHAuYR3C35OCLo1KdaTpFbWifuaNMdxHMdxHMdxlkV2JKz5bkuIVprLnoTIr48S3glYBqwoqYQQmXcUYb3lqoT3Ao4nG435SYIBWCvrdd1IcxzHcRzHcRxnWaSPmV1KeCVF+5TjI4GFwDbAZoTXUnwO7BuP7wFcDmxAeJ/hhoRXXAB8ZWaPmNlvNaZ9ATxwiOM4juM4juM4yyKT4ud8QmCkcpjZ55K2IBhluxLe6/gPQFHkTOCLuF+P4OrYoSYVLhafSXMcx3Ecx3Ec5w+HpJ2BHgQ3xsyL2dcEno/7RwDrANsBN8WXvk+Ox3aWdLikxktR5UX4TJrjOI7jOI7jOH9EZgG7E15/sxB4BbjdzH6T1IMQOORWwnsV34h53o37uwC7AWsDPy1lvT26o+M4juM4jlO9eHRHJ42qRndcHvGZNMdxHMdxHMdZjhk9ejRvvvlm6nvSdthhByRVXIhTrfiaNMdxHMdxHMdZDvn888/Zb7/92GSTTXjnnXfYdNNN2W+//dhpp52YNm0aRx11FBtvvDH9+/evbVWXO9zd0XEcx3Ecx6lW3N2x7nP55Zdzzz33cOqpp3LcccexyiqrLCazYMECXnrpJW644Qbq1avHQw89RKtWrapcp7s7Fo/PpDmO4ziO4zjOcsTpp5/Os88+y4cffsjpp5+eaqAB1K9fn/3224/XX3+d7bbbjl133ZUJEyYsZW2XT9xIcxzHqQEklUiyuPVJpJdl0peg7FGxjFHVoatTN5DUSVKfuHWqoToy5XevifJrisS1VOF1E9uXkS+pYn3tE31VpTIqUVc9SZdL+kHS3Kj3ZzVZp7N889///peBAwfy6quvstpqqxWd75JLLuGAAw7g2GOPrUHtnAweOMRxHMdx6gadgNK4Pwr4rAbqyJT/FjCgBsr/o9CebF8BlNVgXT2B82uwfMdZxMSJE+nduzcff/wxK6+88qL0qVNn8/DDX/Hoo1/z449TadJkRfbee3169OjERhtl3RsvvfRSdtllFx588EGOOuqo2mjCcoPPpDmO4zgASGq0NPM5Tk1gZn3MTHErq2198pG4brZOJHeNeneqgXoch7vvvpudd96Zjh07Lkr7+eff6dbtEa644l1GjpzMvHkLmTp1Do888hX77fcQzz03fJFsvXr1+Oc//8k111xTG+ovV7iR5jiOE5G0laSHJY2NbkcTJA2UtG1CppGkCyV9KWmmpBmSPpF0/BLU2z3hntW9ovQ8ZXSS9JSk7yRNkzRP0q8xrXOO7IBEuTtLekLSVOCbCurI5CmTdKCkzyTNBc6Lx+tJ6hX7Y7qkWbGfzpK0Qk5Z/5A0SNIkSXNin78m6bg8eu4g6VFJUyT9LukxSWvklNlUUl9JX8e6Z0oaIumMZP3RlS1T7gBJx0r6Kub5JqlDlO8g6X5JYyTNjjp8FfOunpCr8tiQVAbcm0i6t8CYeC/2wRxJ30u6QVLBlfyZsZRI2jXnfJ6e+H5YTt4nY/p8SW1T+q9H7Lc5koanjVVJXSQ9LWlcHJs/x7ztK+qbyqI87o457d0nnptZsQ/PkUKMcUkDgIGJIksTefskyttL0itxDM9VcEO+OfdcKOGerHC9vS9pFnB7PCd/T4gPzPRrIv+Rkt6WNDX28beSLpPUJKeeiq7PFST1lvRpHJuzJQ2VdLGkpgXKyttXzrLHfffdR69evcqlnXzyC4waNSVVft68hZxxxquMHDl5UdpBBx3EuHHj+Pzzz2tSVcfMfPPNN9+W+w04CJgHWMrWPco0AT7MI2PALYnyShLpfRLpZZn0RFr33LoqSB8V00Yl0g4voNcMYOOE7IDEsQmJ/VEV9FFGbhKwINk+wkO/Zwro8BzZiMKHFJB7Io+e41NkvwGaRNmmwOAC5b4I1Iuy7RPpk/PI75TQ4+sC5W5W2bGRp2/LCuTNjL87CsiMAtoUKL97gbxlwMrAtPh9YCJfM2BWTH8hpf/SzosBxyfKOBSYn0duIrBhEdfnojxFyPZJyJeklDEVWJiiy9Ep4y536xNlziwgMxJYPeV6nZHoS6ugngEx780FZD4BGhd5fdYnXAP5yhoMNK1sXxXatt56a3PqFlOnTrW11lrLFixYsCht8OCfbZ11rq9wKy0dWK6sM844w+64445K6wAMsjrwn78sbD6T5jjOco+kxsBdZNfpXgS0BloRDIqRMf2fwHZx/xRgJWA14LGY1kvSVktD5xQ+BfYE1gAaEm66T4rHmgAn5Mk3DdgeaAzsU2RdqwAPAmsCLQg3m4cCB8TjVwAtow43xLT9CIYwwC7xczqwYdS3XSzj5Tx1jogybYH3YtpGZGchTgcyff8KoR86EvoFYG+CIZtLC+Dk+HlVIv0YAEmrApvEtJsIxmBLYBvg34SbWFjCsWFmJUCPRFIPy7rsDZC0A2HtEsBowvq1lmRn39oBFxcof4CZJWc/3kqUX2Jm04DMi5BKJG0U9w8EMu5yd6UU3Qo4jnCukwtUrpC0YpztuY1gJHxKOGcNga7A3NiGpe03tTJhjK5COFcZjgEws+5Rvwx9E33VR9LaMT+E8dqO0EeZ8dUBuDCl3ibA24RxuRJwWTwn9yVkOsR6ukvqktBvANAmlnF2TOtM9hpPknZ9Hk64BgCGAOvG8l6JaVsBp6WUVbCvnGWL4cOHs+aaa1KvXvb2//XXRxbIkeW1174v971t27YMGzasWvVzyuOBQxzHcWBHYNW4X2ZmlySOPZHY3z+xf0vcctmDrGGwNPkV+BvBKGpPMLqSbJgn34Vm9mHcH1pkXVOBE81sZua7pMsSx88nPRDCHsBTwA/xe1PCzexgwqzYq2Y2NSUfQKmZjQGQ1Bd4Nab/hWA87Zus38x+jbIXE2b4IBihD+WUO9jMbouyDwDnxvR28XMyMIVws7s38HvU9XMzuzRRTk2Pjf0S+zea2edR5zMIs2SieCM7HzcBpxJmRU8AepM1PH4Fnk/J876Z3R/3H5LUC9gBWB3YgmCEtYzHtwLS7ur+soR6V5ZxwEVmtkDSfWTPVbsCeZLsBayY2B+dIrNHnrw9zOznuD+ignqSY6p73NLq+U9OWtr1eXni+CVmNhJA0rmEhzsQxk9SDirZV5J6Eh8mtG7dmrKystSGObXDjBkzOOOMM8qlzZw5r6i8s2bNL/e9a9eufPnll36OaxA30hzHccKsWYZChsrqBY5lWLVikaKpzG/0Y2RvttLINdoyDKlEHRmGJ24AM1Smb/oBXYCDCU/kM0/l50jqY2ZXpuQdk2c/s/5ntTzHkzfQaToOT+zPSOw3AjCzhZKOIcwGrQ/8KyMg6StgHzP7MU/ZuSzJ2Ehtn5lNkTQNaF6kDnkxs5GSniXMnh0n6VqyBtR9ZjY/JduYlO87xP1WZM9PIRpJampmMyoWrRa+N7MFcX+xc14EVT3XvyUMtJqsJ+36rOr1Uam+MrM7gTshvMy6pKQkTcypJYYPH84hhxzC4YdnnQo6dEh/P1ou7du3KPf9pZdeYs6cORxzzB9vUlXSjoTf/A0J7u5/N7NPc2S2B64j62nxBuHhyPh43HKK/Z+ZHVgZPdzd0XEcJzwtzrBxAbnfEvttEy5QizbgnCrUPyexn7z56ZgrmIakVcgaaOOATQnuZVsUkX1WMXUUkSfZNzvm6ZtDAcxstpkdSphh2Qk4HviI4AZ3uaS1UspfJ89+5q2q44uQTeqYIfkYOfdPlajv87GcDYFuBLfCBcBmZN3aqmNspNYfSW2fpBYEl7RcHarKDfEz4zK3YtTr7jzy6xT4PiFHp7vy9Eu9pWigQeKcm1m+Pi90LpJt+leeNqUZPJW91pL1HJWnnm1T8qXVs8TXR4G+cpYR1l9/fcaOHcv48dnhcOCBG9K4ccXPA488cvNy39977z222qq2vPvL07dv3zZ9+/bdvm/fvm2WtCyFaKhPEtbj9iY8xH1CUv0c0Q0Iv3HnEtZ7HgxcnSPzJHBE3K6trC5upDmO44Q1ThPjfldJF0haTdIqMUpaZg1V0t3rHknrK0T020DS0ZLepXiXqSTJp9n7KkRJXJ/gvlgMmaAMmf1phBmMS/LmqH6SfXOTpC1j33SUdLCk54lr0ST9n6RTgLWAz4HH4ycEt722KeWXKkQWXIvy7696LaX+yyS1VogceFEi/YWqNEzSzcCfCWvoXib88WYM68xNbnWMjYmJ/c1UPiJmsvx/Sto8GmjXEvoMimtfpo520bgvh5m9RXZ2ddf4+ZaZfZenvB1i+1aSdCTZWbTfgC+A9wkuoxBm546U1CxeXztKuoasYViXSJ6LjSU1SHx/hazxcpZClMcmktaQ1FXS7WTdZpeE5Dm/NPZXI0lrS9pb0kOUXwdYbFn/UohY2hpIzlpX6fpwlh3q1avHrrvuSv/+/RelNW/eiNNP71Iw35/+1Ib9999g0fcffviBgQMHsssuuxTItXTo27fv0YR14y8BI+P3JWFvgmHWz8z6AfcQ1pmW5Mg9bGbdzOwOsmu+N82RGQo8Z2aPmNm7lVXEjTTHcZZ7zGwW8A+CgQNwGeEmcxLwNNkZrRuBQXF/T+BbwlPr4cB/CWvbqsLHQOYmeD/CmpLhhOACxej/O8HVAoLh8yNhRm2TvJmqn0fJ3uRtTXgR8yzge4JRsy9ZY2JjQtS6oYQ1Xr+TDYrxC+HmPpcOhHb9RLafh5Gd4bmR8kFCfiWsfcu8g+qlqGNVOIlgDI4lBLv4nBDAAbKBF6pjbAyJ5UOIHjgvhkFvb2bvE93ICGsOvyAYPxlDfjTljdd8ZNYftgcmKSesfOSGnO/5ZtEgnK//Es7hg4n0881sXpwh60WIENggykwjXF/vAmcRXDXrGt+RnaU9lOCKa5JK4trIzAzqKoSxNQP4GXiTcMO2xO8mM7MPCC5XEMb/u4QxNYbw5P4IineJfjTqCeGaGEm4RjLBRD4lrEl0/uCcfPLJ3H777SxYsGBR2okndubCC3dh5ZUblJOVYM891+X++w+iYcPsULvjjjs47LDDaNGixdJSO5U4c3YnwZ2/efy8cwln1DrEz7Hx86f4Wc6zxczmJr5mPFnezinrQmC6pNGS9qOSuJHmOI4DmNnThOh8jxButuYTjLS3iOvU4jqPXQg/vJ8DMwk3TSMJxtzxMW9l655PCBLwJmG2ZjpwPZVznTyacCM2mWDkPQAcVjBHNWJmCwnRHU8huC5OJ8w2jSbMPp1C1oh6gxDA47sot4Bws/8IsGs0mnM5KOaZGvM8AeyWWXsTjYFdCK6I38S6ZxOMxbOAblHHqnAl4Qb5N8K4mBnb8k+CcVYtY8PMxgLHEsbbnJTjJxAiQH5A6IN5sfwbgc6ZYCkVcCrhBn9yAZlHyLoATyYY2fl4lTCb8w3BwBxBCI6x6FG9mT1McGt9MpY7n+B+N4gQUfO6IvReqpjZbML1M5hwLnOPX00ItPESYdZtPsHo+YAQ8v7+3DxV1ONkwrX9FmHszyPcNA4k/D68lD93uXIWEFx1zyQ8DJhJGGPfEGbcd1nKLqdOLbH77ruz8cYb069fv3Lp//jHVnz00T+49tq/cPrp23HBBTvz1lvdufPO/Vl55YaL5EaMGMHDDz9Mnz59lrLmqXQg+2Arw1yyhlZ1kHm4mOruG9ev9Sf8VvRJHLqK4ALZk/Aw52HlvNuwwordxdhxHMepiyi80Pe4+LWDmY2qPW2WH6Ib3HDCk+nrzeyMnOPtyUbovC+GrHeccnTu3NkGDRpUsaCz1Bk7diydO3fmlltu4f/+7/8qla+kpIQLL7yQ4447ruIMKUgabGadq5Q5hzhjNpLygbFmAR1LS0uLeWiVpt9BhCjE55rZ1TFC8L+B3QlLIxZmZtHiUogXCA8cdzeziXnKfJJgsG1kZsPTZNLwmTTHcRzHcZC0raThhJue5gQXxjo3y+U4zpKx1lpr8eqrr3Lqqady/fXXM29exWH4P/74Y7bffntOPvnkKhto1U00xHoSDLOp8bNnVQ20yEsEr4mTJJ1EcCkfBZTF8j8FiO+9fIkQpOsu4C+S9o/H9pH0kKSe8TUXexO8B36gEriR5jiO4zgOhHV2GxDWOX0K7BddMB3H+YOx+eab8+mnn/LWW2/Rrl07SktL+emnn8rJzJ49mwceeIAddtiBww47jAEDBtC7d+9a0jid0tLSBwjrxfYmzKA9sCTlRVfnQwgu5TcSDLZDEq+iyLAF4TezMXAr8DBhrTUEN/81CNEeLyS4du+bs46tQtzd0XEcx3Ecx6lW3N1x2eG9997jtttuo6ysjHr16tG8eXNmzZrF1KlT2WSTTejRoweHH344jRotcTycanV3/KPjL7N2HMdxHMdxnOWUHXfckR13DAFof/31VyZOnEijRo1o37499evnvh7MWVq4keY4juM4juM4Dm3atKFNmyV+J7RTDfiaNMdxHMdxHMdxnDqEG2mO4ziO4ziO4zh1CDfSHMdxHMdxHMdx6hBupDmO4ziO4ziO49Qh3EhzHMdxHMdxHMepQ3h0R8dxHMdxHMdxGDNmDJMnT6ZBgwasu+66NGjQoLZVWm5xI81xHMdxHMdxllPKysoWvcy6WbNmi15mPWHCBNZdd1169OjB0UcfTZMmTWpb1eUKd3d0HMdxHMdxnOWMsWPHsu+++3LssceyxRZb8Pnnn/Pdd98xePBghg4dyk8//UTv3r156KGH2GijjXjllVdqW+XlCplZbevgOI7jOI7j/IHo3LmzDRo0qLbVcPIwZMgQ9tlnH/71r39x4oknssIKhZ3rPv30Uw4++GBOPvlkzjnnnCrXK2mwmXWucgE59O3bdxXgr0Ab4FfgidLS0snVVX5t4kaa4ziO4ziOU624kVZ3+fHHH9lmm22488476datW9H5fv31V3bddVfOPfdcjj/++CrVXV1GWt++fQX0Bc4GFgBNgJlAfeAaoLS0tLRKRo6kHYHbgA2Br4G/m9mnKXK55f/PzA6Mxw4ErgXaAh8CPczsh8ro4e6OjuM4TjkklUmyuLWvYhkbSHpW0m+SFsayTq9eTZ0/IpLaS+oTt5La1mdpIGlAsddc7J+M7IClpN/p8XycvjTqc2qWv//975SWllbKQANo06YNL730En369GH06NE1pF3R9AXOBBoBTQHFz0YxvW9VCpXUCHgSaAb0BloDT0iqnyfLk8ARcbs2ltEGeASYRjAitwbuq6wubqQ5juM4NcH9wP7AaoQ/T8cplvZAadxKalUTJ8PphPNxeu2q4Swpr776KiNGjOCEE06oUv6OHTty9NFHU1paWs2aFU90cTybMHuWRhPg7L59+7aoQvF7EwyzfmbWD7gH6ED+36KhwHNm9oiZvRvTjgAaAleY2c3A08DOktatjCJupDmO4zg1wdbxcxjQxMxkZjfUoj41TnwC6zg1ipmNiteTzKx7bevjLFv069ePk046iXr1FjcBpk2bw003fcQRRzzJWWe9yrBhE1LLOOGEE3jssceYNGlSTaubj78SXBwLsQA4pApld4ifY+PnT/GzYx75C4HpkkZL2q+KZaTiRprjOM5yjKTjJY2QNFvSEEl7FpBtJOlCSV9KmilphqRPJB2fkOke/fQzq9A3AmZG16ySKLOKpGskDY/1TpP0VvThJ7esuPWUdJmkHyVNl/S+pG1z5EskvSLpV0lzJY2X9KGkK3Pk2kq6TdIPUW6ypJck7VJkn42KOo2StHPUZRZwe0LmSElvS5oqaY6kb6P+TXLKOljSO1HXOVH3tyWdmZDpk+iHAyTdEeVnSnpZ0oY5Za4gqbekT+M5mi1pqKSLJTXNkc2UWyZpn3g+Z0n6XtI5kpSQbSXpVkkjY93T4jl8OKmDpHqSesWypsfyvpR0lqSC0Qmi+97ARFJpQsc+Cblukl6P526upDGS7lGR7rmS/iFpkKRJsd/HSnpN0nHx+A2JerfLyTs4pk+R1DiOu0Xuh5JOjmNjhqTnJK0hacOo7wyF663QNMbqkh6M5f8u6TFJayTqz+vuGMfjs3F8zIvj6RFJW+T2c6KMHSQ9EPtyoqQnFNy1MteUAe1i1naJfKOK6Wun7rBw4ULeeecdevTosdixqVNn07XrfZx77us888wwbr31E7p0uZs331x8GVW7du3Yfffdeeedd5aG2mm0If8sWobGUW5JyfwGpq1vuwo4GOgJrAI8nPsbX0QZefH3pDmO4yynSOpOcOXI0Al4HlgsMlb843kT2C7nUGfgHklbmdkpRdS5OvA+kHT7aAjsAuwi6RwzuyYl61VAi8T37YGXJHU0s6mS1gFeJPwxZ2gVt/WA82L9GwLvxvQMLYC9gD0kHWlmj1bUjshqwKuENRDJNt4M5PbF+sAFsY5dzGxWvPl/nPIPTFvHrQlwXUqdd+fovifwtqQtzexXhXUTzxJcdpJsDPwb2DfWPyPn+J8I5z5zM9GR0Oc/Aw/EtPuAfXLyNQM2AB4EhkuqBzwFHJAjtxlhMf+ukrrZEkQtk3Q+cHlO8trA8cBBknYys6EF8h8C3JmTvGbcphLaeRNwKuHcnAh8FPOuB2wV8zwYz2OynH2B4xLf9wP+RwgekDG01gNulzTCzN5MUfHpqEuGQ4DNJW1tZjMLtOvoqHvueDoMOFDSXmZWlpL1BcpfW/8Xv++ery5n2WTEiBGstdZatGrVarFjd975KUOHji+XNmfOAs4//3U++ugfi8lvv/32fPrppxxwQO6lvlT4lRAkpGkBmVlRrrJkrNK28XOtTLqCt8RCM5sLYGbnZTJJ2otgsK1dqIzKKOIzaY7jOMsh8Wb6skTSscDKwDkE4yOXf5I10E4BVopyj8W0XtFQG2BmybvWtxKuWWXAxQQDbQHhZrAx4Y/s7Sh/aXLWIIcSYFWgLH5vSdZo2IasgXY4wfBbg3CjeWuijBsJRs5UoCvBwFqf4JZZD7hFUoM89efSJOrdkdAfl0nqQtZAG0D2ie/ZMa0zcFLc34ns//D2QANCX+wPPJynzsnAprENT8a01QnnLdP2jIE2hNDXbYDMC462Ak5LKXdl4ArC0+CkgXlMYj8z0/gU0Dzm2YKwSD/jznMoWQPtCsI5Whm4IabtBxyUp21E972uiaS+ifHTR1I7whgCmALsGnW5NKatkqgrH5l2TCdEb2tImCk6FHg56jESeC7KHSapRdw/IlHO3SllrwocSLg2Mjdk2wDjCec26X51BOmMjvq0Bd6LaRsBf8/XIIUZ0psJ42k+oY9XJhiYxDbekSf7D4RxsgHwW0z7s6Q1zKwsXs+ZKBGjE+ejfT59nLrJhAkTaNGiReqxd99NDwTyxRe/MXnyrMXSW7RowcSJE6tTvcrwBCGKYyHqEx6CVZaXCNfBSZJOAv4GjCL878wCPgVQ8Dx4SMHL41zC7+54wvX0CDAXOFfSqYTr8V0z+74yivhMmuM4zvLJhmSf1g8xs//G/esl9SY8DUyyf2L/lrjlsgfxD6wAmXLqkzUykjQg3Hg/kpN+j5m9BSDpSbKLuDNuWMknlCcSDKdhwCdm9kbM15js7EBzyrvVZWhFMGQ+rKAdGXqY2c9xf0ScnczQPW657AH8J0fn8wgzfMOAj8zs+Tz1XZOZJYozSv8X0/8SP/dNyF4SjQ3iTUTGlXUfFp+JGgdcZGYLJN1H9vy2S8j8AGxOMCgvJCyY/xK4wcwWRpnkODk/brnsQTD0qsKeZO9d7jeztyG4hBLOeyugq6RGZjY7TxmZfm8a2zEY+AZ41cymJuSuJxicjQmzYzcSZqUABpvZkJSy3zez/0WdPiG7NuUmMxsr6dmE7Dp59Cs1szGxjL6E2VoI5/imPHl2JDsb9qKZPRP375B0ImGWfANJ65nZdzl5L0qMk3fIjql2wC956ktFUk+C6xetW7emrKysMtmdGmbmzJl5A4a0abNSanqzZg1o2nTx51bbbrstzZo1q5VzXFpaOrlv377XEB4QpbkXzgD+U1paOqWyZZvZ7Djbfivhmv8a+Ef8bUyKjiY8CLya8H82CDgzzrL9IukIgvfAtYSZ+MV9TCvAjTTHcZzlk1UT+z/lHBvL4kba6pUsMx9VLWd4Yj/pqtcIwMw+lfRvwoxSCYlIXJKeJsyStKTip6/56k/jt4SBlqEy7Xsa6Ed4UnsA2RmoBZJuz+M+OibPfsZ/abU8x5OPydN0/N7MMgvxF+vfyD8I7nQbkp0ZBBgt6UAz+yxP2bkU279ppLYv3kCNJfTDCoRznXtuMvQDuhBck44hO1s4R1IfM7sylvmWpCEEV9ATJL1JmMWE9Fk0CE/cMySnH0bHMucmbvQa5imjonOcRr7znqm7U9xfHcg10gpeW5XBzO4kupJ27tzZSkpKKluEU4NMmzaNjTfemCOOOGKxwCF///tWPPjglyxYUN4T+fjj/0SDBov/bD744INsvPHG1OI5zoSXzLwnrTHhmqtPeAhW5fCT8eHP5inpSux/TflZ/1zZp6j6wyjA3R0dx3GWV5Jhu9rmHFuLxfktsd824fK0aCPrcleITDnTgYYpZdQzs1tT8s1L7KeuZzKzS8nOhB1OWCcFwdXkEGAS2YhgI/K0oZ6ZvVBEO6D8TXhu+wCOylPHtlFfM7NeBBe97QjGwkuEm4xekrZPKX+dPPuZ8zm+CNmkjhkW9W++9WJm9pGZbUSYHdqbMPs3nTDjclVK2Tvmaf+haeUnqypwLLV9cS1eZtzOJ5zr9MLNZptZxmjfibCW7SOC0XS5pOT4vzF+bkxwJ4SwFuahPMXPr2R6GhWd4zTynffc7wXPPfn7vsprCJ26w8orr0yLFi14/fXXFzu2zTZrcf/9B9G+fQsAmjRZkV69tuGSSxa3Q+bOnctDDz3EdtvlLlFeepSWllppaelFBI+Q3kCf+LlGaWnpRVV9kXVdwmfSHMdxlk++Jcw0rAn8SdIxwDOEdS+5s2gQgkrsEPfviX72PxJuALcluJodTfmZhDSeJ7hDrQTcLelfwETCjf+OhPVQW+TPno6kTQiuaM8DIwkuKo2Bo6LIOjHIwxsEd7v1JV1NcEWZRXCP/DNhzdRula0/wfOEACEQ1teNJrjTrUYInnEMIcDJA5J2JczovEw4H1+QNYAg9O0HOeWfGV3SxhPWfGV4LVF/Zq3TvyR9RjAqkhEuizVCyyHpMoIb6GeEIDLDgV6Ec5kxBJ4Hjoz7N0n6W5RbkzCbczzBBeitAlUlF7psLKlBZqE+oa/mE+5fjpH0OKHfziQ70/RmAVdHJP0fwU3pDeDzuHUhGMoiPLTIhM5+mGCAtia44QI8ZmbTCui/pJRK+oZgGCVnA17LIw9h7dpkgsG/t6RuhHN0BGEmEGB4iqtjsUwkvL+ulaS1zGxsBfJOHaV79+7069ePPfbYY7FjBx+8MQceuBE///w7LVs2pkmTFVPLePrpp1lrrbXYYotK/1RXO6WlpZOBu2pbjxrBzHzzzTfffFsON8J6KcvZFhBmITLf20fZJsAnKfKWKxvlM2llOXW2JhhRecvJo1/3POl9YtpOBcpcAGwV5TYm3HDmkx1VRL+NKiRLcKcr1E/do9zRBWSmA2tFuT6J9LEpsuOANlG2PsEIzFfuYKBpEedpsf4guMnlK/eGKFOPYKgVan9JBf3biGCEpuYjrHPLV/YkYJMKyr+wQP6fgcY58hflyOyYc7wkcWxAIn1AWpvT+jxHNu0cf0N43yAEYymtvqMIYz2tXbNzdEjW174InW9JKXNAoX7eeuutzal7TJw40VZbbTUbMWJElfIvWLDAdthhB3v44YerlB8YZHXg/29Z2Nzd0XEcZznFzAYQ1kN9T4hE9SVhnc4XKbIzCVHxLiTMPMwkzECNJKytOp78a4CS5YwjRDi8mhAkYw7BIBlBcCHLF/GuIkYCt0XdJhNuVicTZhP2NrNPY/3fEGZ0bot55hIiPQ4lvI7gxNyCK4uZnUwwwN6KZc8jrPsbSHAJfSmKDgbuJdyAT406TyAYOSWWPltxAsEInEC48X4V2MXMfo11LwC6EWaWhhDO05xYxyVRNjf8frHcQujPnwn9NpswY1lKXKNmIYDIAYQZ0Y8I53YOYV3UyzG9YHAZC7NghxH6Z7GQ82Z2RazjTUK/zSf0b3+CMZ43/H7kDcJY+y7qt4AQIOMRYFczy3VjvS22AeAbM3uPmuWgqN/UqN8TwG5WIPw+gJk9SDAYnyc8iJhPMOAfA7a19PD7xdKH0D/jK5Bz6jgtW7bkxhtv5MADD2TKlCmVzn/++eez6qqrcvjhh1e/ck45FIxax3Ecx3HqIjFyYWn82nUJb7adShJdab8gzFKeZmb5Iiw6CTp37myDBg2qbTWcPJx99tmUlZXx3HPP0aZNxe98XrhwIRdccAEvvPACb731Fi1btqxSvZIGm1nnKmVezvCZNMdxHMdxnBwkHSTpW8KMZH3CbF2+qI6Os0xxzTXXcOihh7L99ttz9dVXM2FCelya+fPn8/TTT9O1a1e++OKLJTLQnMrhgUMcx3Ecx3EWpznhReezgXeAkytyOXScZYmzzz6bvffemwsvvJC+ffty8MEHs+2229K8eXNmzZrF6NGjuf/++2nRogXnnnsuxxxzTMWFOtWGuzs6juM4juM41Yq7Oy5b/PTTT5SVlTFkyBAmTZpEw4YN2WSTTdh+++3ZZpttqq0ed3csHjfSHMdxHMdxnGrFjTQnjeo00vr27dscOI4QSKg5IdjO/4D7SktLp1ZHHbWJG2mO4ziO4zhOteJGmpNGdRhpffv2XRH4D+G9nguAponDMwhrSO8GzigtLZ23eAnLBh44xHEcx3Ecx3GcOk800F4hvPalEeUNNOL3RvH4K1F+mcSNNMdxHMdxHMdxlgX+A2wHNKlArkmU+09lK5C0o6QvJM2R9KmkrVJk+kiy3C1xPPfYM5XVw400x3Ecx3Ecx3HqNHEN2t+p2EDL0AT4W8xXFJIaAU8CzYDeQGvgCUn1c0SfAI6I2ykxbUiOzJMJmWuL1SGDG2mO4ziO4ziO49R1jiOsQasMC2O+YtmbYJj1M7N+wD1AB6AkKWRmX5nZI2b2CNA4Jt+eU9ZQ4Lko924l9XYjzXEcx3Ecx3GcOs8BLL4GrSKaxnzF0iF+jo2fP8XPjmnCkgT0BKYBD+UcvhCYLmm0pP0qoQPgL7N2HMdxHMdxnOWaTz75hNdff50hQ4YwefJkGjRosOg9afvttx8NGjSobRUhhNmvCisvQZ2Kn/nC4XclvPS+n5lNT6RfBXwIrAZcBzwsqbWZzSy2Yp9JcxzHcRzHcZzlkDfffJPOnTuz77778vvvv3PkkUdywQUX0KtXLzp27MiVV15J27Ztufzyy5k/f35tq1vVd59Nq4TsD/GzbfxcK5MuqZGkXGv1xPhZztXRzM4zs2fM7C7gNWAlYO1K6OEzaY7jOI7jOI6zPLFgwQJ69+7NwIEDueCCCzj44INp2LDhYnInnXQSn3zyCddffz3bbrstTz/9NO3atasFjYHwourtqJzL44yYr1heAn4DTpL0O/A3YBRQBswHvgY2A5C0OnAg8J6ZfZkpQNI+wNExzyqEdW7jyRqAReEzaY7jOI7jOI6znGBmHHvssYwYMYIPPviAI444ItVAy7DNNtvw0EMPcfzxx7PLLrswZsyYpahtOe4jvKi6MtSL+YrCzGYDhwDTgRsJBtshZpYWsOR4YEUWDxgyGlgDuJqwLm0QsK+Zza2s4o7jOI6zTCCpLPHemfZVLGMDSc9K+k3SwljW6dWrqfNHRFL7+H6kPpJKalmXRddCberhLHvceuutjBkzhqeffpqVVlqp6HynnHIKp59+OkcddRQLFy6sQQ3TKS0tnQrcDRS7rmsmcE/MVzRm9raZbW5mDczsT2Y2KKbLzDZLyF0Z0x7Iyf+1mXU1sxZm1szMdjGzTyqjA7iR5jiO4yx/3A/sT1jQrQpkHSdJe6A0biW1qonjVIGff/6Zf//73zz++OM0atSo0vl79+5N06ZNufPOO2tAu6I4A/iIig21mVHujBrXqIZwI81xHMdZ3tg6fg4DmsQnoTfUoj41TnxBq/MHwsxK4tit8EGDAnUiPJ9Tu9xxxx3ss88+tGnTJq/MtGlzWLAg/0zZKaecwg033FAD2lVMaWnpPGBPoD8wi7DmLMmMmN4f2DPKL5O4keY4juPUSSQdL2mEpNmShkjas4BsI0kXSvpS0kxJMyR9Iun4hEz36BqWCZq1ETAzuoyVRJlVJF0jaXisd5qktyQdmFNf94TbZU9Jl0n6UdJ0Se9L2jZHvkTSK5J+lTRX0nhJH0q6MkeuraTbJP0Q5SZLeknSLkX22aio0yhJO0ddZpFYMyHpSElvS5oqaY6kb6P+TXLKOljSO1HXOVH3tyWdmZDpk+iHAyTdEeVnSnpZ0oY5Za4gqbekT+M5mi1pqKSLJTXNkc2UWyZpn3g+Z0n6XtI5kpSQbSXpVkkjY93T4jl8OKmDpHqSesWypsfyvpR0lqSCwdQkDQAGJpJKEzr2Sch1k/R6PHdzJY2RdI8qcM+VtFqUN0kv5xzbO1HXxTFtMXfHOM4WyUn6l6RRhIAHO+SM2+6JfPnSixq3zrLDgw8+yMknn5x67O23R7Pttnex2mrXsPba13PllenvX957772ZPXs2n3xSaQ++aqG0tHReaWnpqYR1XxcAbxLWfb0Zv69RWlp66rJsoAFh8aBvvvnmm2++1aUN6E54L01ym0dYxJ353j7KNiG8jyZXPrPdUqDMzFYCrA58V0Dm7Dz6TU6RnQg0j7LrEFxv0sqckChzQ0IEsDS5BcBhRfTbqCifeZqcyT8gHr+5QPs+ARpHue1inWlygxL19Umkp+k+DmgTZesDLxaofzDQNFF2Jn0qsDBF/uiE7AsFyt0vytQDnikg9xygAn07oEDePlHm/AIyk4BNKjh/T5Ed66sl0u+P6QuBDjGtLFN2Qq4kUd+EnPpLKD9uu+cZz90rM27zbVtvvbU5dYuJEyfaOuusk3pszJgp1qLFldagwSXltn79PkmVP++88+yWW26ptA7J3w/fCm8+k+Y4juPUKSTVAy5LJB1LeBnpOYR1ZLn8k2BUAJxCeB/NasBjMa2XpK3MbICVdw17y6K7mJmVARcD6xKMk/8DGhPelfN2lL9U0hp51C4BViXcOAO0BPaJ+9vEsgAOBxoSngDvDtyaKONGoBXBKOkKNCK8JHUYwcC4RcW7rDWJenck9MdlkroQ+geCwdEmyp0d0zoDJ8X9nch622wPNCD0xf7Aw3nqnAxsGtvwZExbnXDeMm3fO+4PIfR1G+CVmLYVcFpKuSsDVxBCWZ+SSD8msZ+ZaXyK8MLblYEtgDOBn+KxQ4ED4v4VhHO0MnBDTNsPOChP2zCz7oTzkqFvYvz0kdSOMIYApgC7Rl0ujWmrJOrKR//4uULUF0mNCWG+AcrM7IcKysiwKuHaaE54P9OXhcUXo9hx6ywjjBgxgjXWSP8Je/DBL5k5c/GJp7vuGpwq36ZNG0aMGFGt+jnl8fekOY7jOHWNDYE14/4QM/tv3L9eUm8WfyHo/on9W+KWyx7ApxXUmymnPlkjI0kDwo33Iznp95jZWwCSniQbUKJd/EzeVJ9IMJyGAZ+Y2RsxX2PCzS+Em+qBKfW3IhgyH1bQjgw9zOznuD8i6cZGmDnpnpuB0E//ydH5PODdqPNHZvZ8nvquMbOhAJLOJxi6AH+Jn/smZC8xs5FR9lzCGhMIhu3lOeWOAy4yswWS7iN7ftslZH4ANicYlBcCQwlGyQ1mlllckxwn58ctlz0Ihl5V2JPsfdX9ZvY2BJdQwnlvBXSV1MhCmO80XgJ+IRhDRxCMof2AZvF4/zz50njNzG6O+9OiLpXIXvG4zUVST6AnQOvWrSkrK6tMfU4NM2PGDE4//fTUY1OmpA/JfOm77rorLVu29HNcg7iR5jiO49Q1Vk3s/5RzbCyLG2mrV7LMfFS1nOGJ/eQi9kYAZvappH8TZpRKSEQFlPQ0YcakJcW9/6eYdgD8ljDQMlSmfU8D/Qgvcj2A7AzUAkm3m9kpKXnH5NlvFT9Xy3N8dAU6fm/ZdxQt1r+RfxDehbQh2ZlBgNGSDjSzz/KUnUux/ZtGavuicTmW0A8rEM517rlJyt4PnEtYQ9YOODIenkr6w4N8DKmE7GL3g8WMWzObn5PnTuBOgM6dO1tJSQlO3eH777/ngAMO4PDDD1/s2D77rM/11y/+/GfvvddPLeuFF17AzDjmmGNSjztLjrs7Oo7jOHWNCYn9tjnH1kqR/y0pn3BBW7SRdbkrRKac6UDDlDLqmVmam1fSR8jSCjazS8nOhB0OPBgPHUR4ceokgpslwIg8bahnZi8U0Q4I69HytQ/gqDx1bBv1NTPrRXDR247gWvgSwZDsJWn7lPLXybOfOZ/ji5BN6phhUf+aWb7+/cjMNgI6EFwqzyOcx3bAVSll75in/YemlZ+sqsCx1PZJqk923M4nnOtC3JvJSpjByriIPmxmaec1H2mycxL7SSO3Y1oBRYxbZxmiY8eO/PLLL4wdO3axY7vs0o7TTtuuXNrmm69Onz67ppb15ptvsvXWW6cec6oHN9Icx3Gcusa3ZGca/iTpGEnN8rg6AiTd7+6RtL5CtMcNJB0t6V3Ku8blI1POSsDdktaW1ETSptGN6/OqNEbSJpL6AlsSZlieBl5PiKwTb74zLmTrS7pa0uqx3VtKOiNxvKok++lSSTvGflo7Rg98CDgq6rxrdEPcgHA+ngA+SOqcUv6ZkjaStCphzVeG11Lq/5ekDpJaA8lIgcUaoeVQiE65P8HQfZOwHnFyjq7J+m+K/dpIUkeFSJbPk13blo+Jif2Nc9YIvkwwwgCOkbSTpJWBi8jOJr5ZwNURADMbDrwfv55FWAsGlXN1zEdy1nLfGO1yfcKMaTmKGbfVoI+zFJHEXnvtxV133ZV6/Oqr/8Jnn53ILbfszbPPHsHHH/+D1VZrupjcN998w6BBg9h5551rWuXlm9qOXOKbb7755ptvuRvpkRgXEGYhMt/bR9kmhMiE+aLqLZKN8pm0spw6WwMjC5WTR7/uedL7xLSdCpS5ANgqym1MMALyyY4qot9GFZIluDAW6qfuUe7oAjLTgbWiXJ9E+tgU2eqI7ph7nhbrDwpH5bwhytQjGGqF2l9SQf82Ij2KZUk8vkTRHRP1/C0n75cpMmWZ44m0kkSePil5VgBGJGR+J0SMnJEyBooat/k2j+5YN3nvvfdsjTXWsLlz51a5jFNPPdVOOeWUKuXFozsWvflMmuM4jlPnMLMBhBvV74G5hCAQBwNfpMjOJMyAXEiY7ZpJcPUaSXj6fzx51gDllDOOEOHwakKAhDkEg2QE8BAhkENVGAncFnWbTLjBnUyY8dnbzD6N9X8DdIqyIwntnkoIgnEPwfVtiTCzkwkG2Fux7HmEdX8DCS6hL0XRwQS3u2+i3AKC2+LzBINkcX8pOIFgBE4AZgOvAruY2a+x7gVAN0LExSGE8zQn1nFJlM19MW2x3ELoz58J/TYb+BooJa5RsxBA5ABChMiPCOd2DmF26eWYXjC4jIVZsMMI/TMz5fgVsY43Cf02n9C//QlGzdAi2/Mo5dffVccsGhbWkO0f9Zset+tJdwcuatw6yxY77LADu+66K5dfnhufpziGDBnCs88+y0UXXVTNmjm5KBi1juM4juM4lSNGLiyNX7taeJWB49C5c2cbNGhQbavhpDBx4kS22WYbzj33XE444YSi8w0fPpw///nP9OvXj27dulWpbkmDzaxzlTIvZ/hMmuM4juM4juMsJ6y66qq88cYbXHPNNZx33nlMnTq1oPzChQt59tln2XXXXbnyyiurbKA5lcONNMdxHMdxHMdZjujQoQNDhgxh8uTJtG3blhNPPJHPPy8fG2nSpElcd911bLDBBpSWlvLyyy9z9NFH15LGyx/u7ug4juM4juNUK+7uuOwwYsQIbr/9dt544w1GjBhB06ZNmTVrFqussgpdunShR48e7LXXXpV9GXoq7u5YPG6kOY7jOI7jONWKG2nLJnPnzmXatGk0bNiQZs2aVXv5bqQVz2JvmHccx3Ecx3EcZ/mjQYMGtGrVqmJBp8bxNWmO4ziO4ziO4zh1CDfSHMdxHMdxHMdx6hBupDmO4ziO4ziO49Qh3EhzHMdxHMdxHMepQ7iR5jiO4ziO4ziOU4fw6I6O4ziO4zhOnWbixIl8/fXXzJo1i+bNm7P55pvTtGnT2lbLcWoMN9Icx3Ecx3GcOsfkyZO5++67ueeee5g5cyYdO3akSZMmTJs2jeHDh7P++utzwgkncMQRR9CgQYPaVtdxqhU30hzHcRzHcZw6xVNPPUWvXr3YbrvtuOmmmyjZaSem//gj82bOpOHKK9NwjTV44sknue2227juuusYMGAAW221VW2r7SwHSFoReAfYGphoZm1qoh430hzHcRzHcZw6w2WXXcaAAQMYOHAgrevX57PbbuPOww9n9uTJi2Sad+jAFiecwOvPPsvbgwax5557cu+997LffvvVoubOcoIBTwPTgc1qqhIPHOI4juM4juPUCfr3788DDzzA+++/z+QnnuCeDTdk8PXXlzPQAKb+8APvnHced7Zrx3pz5/Lqq6/So0cPBg8eXEuaO8sLZjbfzK4CfqrJetxIcxzHcZwqIqlEUp+4tV+K9faRZHErWVr1VhZJ7RN6DqjGMjN9XlIdZS5NEv1RVsX8BcfckpZfm4wZM4bS0lJefPFFht98M+/9+99gVjDP/Jkz+d/BB9NszBgeeOABjjvuOObOnbuUNHZqisQ4bl/butQWbqQ5juM4TtUpAUrj1r5WNVl+aE+2z0tqVZPaoYQ/6Ji77LLLOPTQQ6n/ww98eMklReezBQt4/sgj2elPf6JFixY88MADNail4ywd3EhzHMdxHKdGMLNRZqa4da9NXSQ1qs36lxaJ/i6pbV0qw/Tp03nwwQc58cQT+fSmmyqdf/7MmXx1zz2cfPLJ3H777TWgoeNkkbQR0ByoL2kjSU2quw430hzHcZzlCklbSXpY0lhJcyVNkDRQ0raSWkuaHd1sXsrJt3/CBed8SaMIsxkZBua6IEpaQVJvSZ9KmhHLHirpYklNc8pf5KYmad+YZ7ak0ZLOKbJtt8V84yXNk/S7pI8lnSRJCbl6ks6T9KWkqZJmSRoj6XlJ+ybkyhJ67RKPz5T0g6S/K3COpB8lTZH0nKS2ifx53R0LnYcC7RsADEwklSbK75Oi82aSXpU0A3g5Hu8l6S1JP8f+nSVpmKSrJDUrcE72kfRJlP8+tjvZp60k3SppZOyjaZKGxzZuWMF5+3Ps21GSpsf++FHSA5LWS8iNouIxl+ruKGmLqMsvcWxMiOdr5xy5pCvtAbFN4+I4eVXS+oXaUlU+/vhjtt9+e1o3asT3zz9fpTI+v+MODj7oIEaNGsW0adOqWUOnNom/JY/H8Ts5/lZslzi+U/w9myHpv5IeiWP4hhpS6RvgQKBV3M/7u1VVPLqj4ziOs9wg6SDgMcr//61KcCHbxMw+lvQIcBywh6QOZvZDlDs8fs4HBgAnVFBXfeBZYO+cQxsD/wb2lbSLmc3IOb5FzJd5kLoOcJWklczsogqa2ANomPi+ErBN3FYH+sb0M4ErcvKuHbdhwAspZT9JuCGB4GZ3F7A/0C0hsx/h6fIuhZSs6DwAHxfKXwnKYrlJ9k/Rb0PgHEI/7ZZSzp+A54GMUdYRuAr4Gcj41t0H7JOTrxmwAfAgMLyAntsA++aktQWOIozDTcxsQoH8BZHUFXiJ8mNjVcL52kfSsWb2YErWAUCLxPe/AM9J2szM5ldVnzQ+++wztt56a34cOBBbsKBKZUwbPZoZo0ez6aab8sUXX7DTTjtVp4pOLaHwQOtNoAPwNjABOBh4U9IWwETgOcJYLSP81u1ekzqZmSqWWjJ8Js1xHMdZLpDUmGBYZAyDi4DWBMPjEGBkTL8+ftYDeibyZoyRF8zsFzNrT9boAeiacDUrIxh1GQNtCLAu0AZ4JaZtBZyWouoqwIUEY2cPYFZMP1fSahU083hgfYJx0IBg8GUikJ2WmPnJGCmjCMZAY2A9oDvwYZ6yPwdWA05PpHUDToo6ZwyrnSWtlU/BSpyHxYguk10TSX0Tfd4nJctoQojsJsCJMe0GoBPQEliR0P6X47GukjqllLMywahdBTglkX5MYj/Tp08Rzt3KhP4/k4qjwL0W87eOOrUELovHVgOOBihizOXjDrIG2klRtwMJDxzqATcrZ2Y3MpXQV2sSZgsgGLTbVNCeSjNlyhRWXnll5kydukTlzJ06lebNmzNlypTqUcypC+xLMNBGAiVm9n/AM4Tr+m+Ehw0t4vHdzGxP4MtkAZJWlPRhnEX+NZF+oaTfJH0naa+l0poi8Zk0x3EcZ3lhR7KzKmVmloxM8ERmx8w+j65iJcDxki4i3ASsFEXuLrK+5MzIJWY2EkDSucCeMX0f4PKcfGOBK83MgNckPQ0cSTC6diHMaOVjQdRvC4KhkHwYuwrhCfM4IDM7uCZhVu8LYCjwuJnNzFP2lWY2QdKribSfzOz22K43yLr8rBPbkUZR56GaONXMvo77w+LneILLYBeCAZR7L7Qh8FlO2jjgIjNbIOk+4JaY3i4h8wOwObA9wcgeSrhRvMHMFlag51iCsboHwWhsmHO8oLtkISRtQDDcAb7InC/gf5KeJxhrq0S9X8/Jfq2ZfR7LeZEwCwyh3R+k1NWT+GCjdevWlJWVFa3nJptsQtu2bVlxeKEJx4pZoWlTjj76aMysUvU7dZr28XN4/F2E7PXcjvAwIff4N8CWiTIWe7dZdPW9BDiM8HvwkKS1U7wbagU30hzHcZzlhdaJ/aEVyN5AMNJWJ7jVHBrTxxLcxoohOes1JrE/OrG/ekq+HxM3Grl5W+UKZ5B0OPBwBTo1jp8XE9wKd6O82+Z0Sb3M7P6UvKPi56xEWrItybjnuUZGksqchyVlSPKLpI7AO2T7IY20Y9+bWcYHL3kDlwxG8g+Cy+OGwNmJ9NGSDjSzz9Iqk1QPeINwPiqjU7HkG4dQ8VhMWkz52r0IM7sTuBOgc+fOVlJSUrSS//vf/7jtttu47owzis6TS4OVV6Z5hw6cd+CBvPPOO6yxxhpVLsupU4yKnxtIUvx9zDy4GE32gdB6iTwbJQuI7rlXSdqY7Auo9wRmAo/HcnoTjLU3JBV+90MVqYybpLs7Oo7jOMsL4xL7G+eVCjwHfB/3zyC71ujexM06hKez+Rif2F8nz/5vKfnaJgNS5MgXWpd0eGL/VKBxvCH4NFfQzCaY2e6EG/iuBFfAYYTZwtvierpc0tYgVWVdUmXOQxpF3zyZ2aycpG5kDZ4HgJaxj/5TQVHzEmWm1m9mH5nZRgS3rL2B8whP7dsR1q/lYwuyBtrXhFmDepRf61euqgp0zSXfOMz9njYW5yX2a+SmNcN2223HM888Q4MOHWjduXOVytjkmGP4YNAg5s+f7wbaH4sXCIbauoRgOU8ABxEeGPUnrBedAqwv6XVJLxOuq4pYDZgRr+npibSMMfVyQnYccFjCvbioDbgdGJ34XjRupDmO4zjLC+8RFphDWHt0gaTVJK0i6UBJi4JJRPe0m+PXbQkzB0a4IUgyMbG/RZwVyZAMUfcvSR0ktQauTKSnBehoC5wjqZmkvxBuRiDMVL1doH1Jg2kaIEk9CEEvyiHpH/FYS8JasseB7+LhJhSYsasGij4PeUj2+caSGlSi7mQfzQRmS9oeOLYSZaQi6TJJ+xNcTt8kBEaZHA/nGkf5dJpDuFlcBzg/j3yhMbcYZvYt8G1CvqeklaKu+8X0yaS4Ly5N2rRpw2677caAAQPodPLJVSqj00kn0a9fP/72t79Vs3ZObRLdD/9McPXeiBAU5C3gz2b2nZlNIQQE+orgtjueEHwJwjWVj/HASvGhWLNEWobNCIZaR0KQoFuoPJuTsz6uWNxIcxzHcZYL4qzKP8jeFF9GmD2YRFir0DEnS3+CsZPhjUSkxwzJIBs3AgsSbjKPknWN3JqwqP1XssFEPgXSXgg1Hrg01v0q2Zmfq8xsfIp8hqcT+/cRjJBbSV8bth2hfd8S3Ngmkr1h/8zMxqXkqRaqcB5y+Y7sjOKhwBwlQtBXwEvA7Ljfk9BH75M1ppaEwwg3hmMIN4YjCdEyIRssJo1hZINybEVo2yjyG8qFxlw+TiR7s3oH8HvUdUVgIWHtXq2vwznvvPPo168fHf/6V9rvVbkYDtudfz6/N2lCWVkZJ554YsUZnDpNYjZqVPw+0sz+amZtzKyFmZWYWfLBwpdmtrmZNSVE5824O2YeUCz2bjNCwJ7GhGv3MMJs3EdRtjnhgdmI+Lv/OcGg66HwahNJWj2G/D9Z0ssxfYakexN6bYYbaY7jOI5TGDN7mmCgPEJ4MjqfYBy8Rc76KDP7HbgnkXRXSnmDgH8SXCPn5RxbQHBZO5OwNmom4Ub5G8Ji9bTw+0Q99gUGR/kfgXMp/36stLY9SFhT8QPBEBlEMAi/TxF/Km6jol7zCcbF3Sz+yoBqpzLnISXvbMIN1WCC7pWp93vCORlC6KMfgJOBhyrXglRuIcyg/UyY9ZxNcF8spfwatVyd5kedXiIYTxMIxvs/88jnHXMF6hhImBF+lPCgINPfLxCi5aWF31/q7Ljjjuyzzz4c2707+z7yCO333LPiTMDWZ5zBpmedxb777st//vMfVlutoiCozh+QuxXeA3gRwfjaiHAtJgMt5b7bTEAfgtdEN+BoM8u4PWbWrY1ReH/iToT1rF8Q3MLbE67rXwj/Df0JD+NuAborvHNzHYJRWCUjTXlcqx3HcRxnuUfSQ8ARhBvbdmY2t4IsS1JX5g/5LTMrqal6HGdp0LlzZxs0aFCl882dO5cDDzyQJk2acN+99zLysccYcuut/DZkSHlBifZ77slWp55Kwy23ZJ999mHffffl8stzg6U6dQlJg82saosOC5d7PuGBy+qEmfn3gAvN7LuCGfOXdwJhPdkcoD7hgc7+hAAj0wkz8TcRXgEwCriGsMa2GcH4W4kQrfV5YHMz+6qyOnh0R8dxHMfJIYaT35RsJMLLa9JAcxwn0KBBA5555hnOOuss/rT11px88skc98YbzP72W3777DPmzZhBw+bNWbukhCn163PnnXfywIkncu6559KrV6/aVt+pJczsCsK7DKuLzEzaToSgIT9lggZJ+pYQDGgYYe3pB4T1vacQIufONrN5kjYnzHZX6b0S7u7oOI7jOIuzLsFA+4XwwuSbK5B3HKeaaNCgATfddBP9+/fntddeY+211+bcW2/lmV9/pWzhQh4bNYqjTzuNTTbZhF9++YWBAwe6geZUN5sCI81skJnlvhblc4LL5HkxvYzwzsnDCDNoX0S5zYFhZlaUW3Iu7u7oOI7jOI7jVCtVdXdMY+zYsXz44Yd89dVXzJo1i+bNm9OpUye23357WrRoUS11OEuHmnJ3/CPiRprjOI7jOI5TrVSnkeb8cXAjrXjc3dFxHMdxHMdxHKcO4Uaa4ziO4ziO4zhOHcKjOzqO4ziO4ziOU+tcV79+3nVYZy5YoKWpS23jRprjOI7jOI7jOLXOCo0a1bYKdQY30hzHcRzHcRzHqXXqu5G2CDfSHMdxHMdxHMepdeo3aFDbKtQZ3EhzHMdxHMdx6iS///47jz32GO+9995i70nbbbfd6NatGyus4LezfxTc3TGLR3d0HMdxHMdx6hRz5szhggsuYM011+TRRx9lzz33pF+/fjz66KNce+21bLrppvTp04d27dpx991317a6TjVRv1GjvFsakk6XNErSHEk/SDo1pu8o6YuY/qmkrZZqQ6oBN9Icx3Ecx3GcOsP333/PVlttxcSJExk8eDAvPf88nZs2ZeEbbzDl8cep/957dNtiCz7//HMee+wxHnvsMfbdd1+mT59e26o7S8gKjRrl3XKRtD5wPbAQOANYEbhJ0trAk0AzoDfQGnhCUv2l1pBqwOeHHcdxHMdxnDrBmDFjKCkp4aKLLqL7UUfx+R138NjTTzNn8uRycl8PGECzddZhk6OO4sUXX+S0005jr7324vXXX6eRu8wts1RyTVpmsmks8DrQA2gFdCEYZueYWT9JbYB/AyXAG9WmbA3jM2k1jKQtJD0maWSccp0o6RtJj0s6KEfWcraFkqZKek9S95Syy1LyzJM0RlJ/Se2XUPdRmXKXpJy6iqQBiX4rWQr1dZLUJ26darq+AnqUJPRoX1t6VIWoe+ac9aliGd0z7a+J8muKqPNSG69VRdKBifHVYgnKqbFzUVeuxSWhous40XdlS1+7cnpUy3j4oxB/fzLnpntt61PXMDOOOeYYzjnnHI455BBe7tGDr/r3X8xAy/D7mDF8dMUVvHfBBdx800106NCBf/3rX0tZa6c6qYy7o5kNB84DdgSGAX8CegJrR5Gx8fOn+NmxZrWvXnwmrQaRtBPwJmH6NUPLuG0ETAWeLlQEsDKwA7CDpJXN7KYKql2BMDh7AN0kbWtmI6vYBKd66QSUxv1RwGe1pEdJQo8ygi7LE92BXeN+n9pT4w/LgcBxcX8AMKW2FClAJ+rGtbgklLBsXMcHUvfHg1NHuPfee6lfvz69TjyRl3r0YOLQoUXl++Gll2i48srceeedtGvXjmOPPZYtt9yyhrV1aoL1DzqIDvvss+j772PG0GyddTJfewJ3Zr5IWg04lfAb3pfwm3gLcG1OsZmXYC9Tkw5upNUs5xEMtIXAwcBrQENgfWBfYE6+jGYmSU2As8neSJ4K5DPSuppZmaR1gEcJU72rAhcCxy9xS5zlHkmNzGx2betRk5hZGdkf8+We2jzny/q5qO3rxcyW2b5zKqa2x1dNceONN3LRRRcx6tVXGf/555XKO+yxx9jk2GPp3r07N998swcTWUYZM3AgYwYOTD120P/+d2dOUldgLeB2M/ufpM2BS4Bv4vG28XOt+PlDNatbo7i7Y82yfvz8HXjVzGaa2WQz+9jMSs3s8kKZzWwmYUFkhnXyySbyjAGuSSRtW1EeBc6LbpKzJL0rqXMB+VUkXSNpuKTZkqZJekvSgTlySbeOnpKulPRzzPOepO1Syj5S0tvRzXOOpG8lXRYN1qTcIlceSftI+iTq/r2kcyQpR34/hSg/syUNk3R0gfbVk9Qrljk9lvulpLMkrZCQa5/QY4CkYyV9FeW/kXRcQrYMuDdRzb3FurxIaibp4qjDTEkzJH0t6ZwcuW6SXpc0WdLceD7vSbpCSRpF9uk7wEDluNDl9O2Bkj6TNJfw0AFJtylEShqv4F77u6SPJZ2U7HeVd1frK+lMSd/FNnwmae8c/beU9JSkscq6Bn8q6Q5JydnotD7qFcdgZnzNiuf5KknNkueL7CxaORfjFJ37VLZ/o1zSDXkjSc/GPvpV0t2SVk7IriPpkajr5NifEyS9IukvhdpcQX9U6tpT1rV5lKSdJb0vaRZwe06Z78W2zFG41m6Q1CrZn2RnTQB+SOjRPso0knRhznj+RFK5h0n5zkVl+jdP35RRwbUYx+sHksbFcz1D4ffjAkkNEmXl/gb0jOdyHnB4lFlDweX99zim75C0fzJfjn5dJD0d654Xz9sALcF1nMiXdJk9QNKtsZ6pkl5VWISf1KWZpLvi2Jwm6VFJ26WVnaevixkPTWN/f61w3c6UNETSGUr83haoI9mmEyXdJGlS3P4jaUVlf/8zY22nlHIq+98zStKuCr9RsyQNkrSDpJXjOJwSz91NkvItkFpB0iWSflIVr80lGKt5/68SeSoci9XJ0KFDmTBhAt26dWPYo49WvgAzhj/6KCeccAKPP/44CxcurH4lnRqnMoFDgIyn2NGS/gYcFb9/C/wGnCTpJOBvBG+DsprVvpoxM99qaCMsYrS4/Uj4UT0O6JBHPiNribTmyTJy5MsSx0oS6X9NpH9VhJ59knXHbRrBuMzVZ3XguxT5zHZ2QrZ7In18iuwMYLOE/M0Fyv0EaJzSV1MJM5W58kcnZP8MzE+R+Tm3/wgPLp4poMdzgKJs+0T65DzyO6Wcq9yte4Fz04rgZ52Wrywhd36B8icBm0S5UQXkSnL6dhKwIPG9Tzw+u0AZpQmdSiron7lAxyjbhPQxktlWSimzT6KulwvkfTPlfC22VVB+Uf2bcq7T2n13QrZLgXIXEGbI067TknxjporX3qhE+qyE3IB4/I4Ceo4C2uT+hqVs7eN5/rCAzC15xk+fqvRvnr4pK1B/9yiT75oz4N5EWe0T6RNyywIaAV+llDE2t49jeYeS/ltlwERgwypcx2V5xlBa3w0DVoiyInh/FNK9rIK+rmg8NAUGF5B5EahXif+vtLH+fEqfTgFWWcL/nunAzBzZScDbKWVcnOfaHJsiW9lrsypjNe3cG/H/qjJjsdC29dZbW2W477777OSTT7apo0bZvZttVqXtoR13NDOzzp072zfffFOp+p2lAzDICoybF44+2vJtafKEqI4/EO5NRgK9YvouwJeEe40hQOdC9dbFzWfSapYbCD9oEKZcTyD45I+MT8M6Fcocn+D1TiQ9XFGFCu6OZyaSPqpAvgVwbvw6B9gTaAHcBayUkuViYF3CDeT/AY0JbXs7Hr9U0hop+QzYPpZ9c0xrEstDUhfglJg+AGgTj58d0zoDJ6WUuzJwBbBKIj/AMYn9S4FM2NULCIbvYbGOXA4FDoj7VxDWD65MOJcA+wEHLZ6NFsDJ8fOqXD3MrISwTjBDDzNT3AaklJfhYmDDuP8usDnhxqYz8DiApHZRDsLNx66xjZfGtFUy+ptZe4LfdoauCT3KcupeBXgQWDO2K6Pn8YRZ4mZAA2ALsotyT5OU5mbVlODy2yKWCcEV+LC4vzHBIAU4h3BzuxqwE+E8zE8pM8kNhHVGLWO5bQmGG0BXSZ3MbJQFF7C3MpkSbc/rGlaZ/k3hY2ANYDuy7s1HJ/poNGG8tY1tbgrsH4/VA04r0OZiKXjt5dCEcC13JFz/l0nagbAOIKNvJ0I/3xvTFvVP7Mf7EuV1SPTxKOCfhL6AcL2uRDjPj8W0Xqrcu2wq6t/FKPJaPB/YhHCeGwDrkV23dqyklilFrwpcSRjHqwOvEq7/TePxQYT1whsQHoKVI/7e30b4rfqUsG65IcGdZy6hz6+JbWhP8ddxPqYSzuWaZF2DNgS2ifu7xw3CDdAmUbboNc5FjIfTgcz5foVwLjsS2g+wN3FGskjmEvo7OYb2BR4gXKeZ5QLNgX1gif57mgI3xrIej2mrEAIXbB/bkYkHf0QefVdkCa7NmF6VsdqCAv9XlRmL1cnIkSNZffXVmf7zz1UuY87UqcybMYPVVluNH374oRq1c5YWlX1Pmpn9x8w6mFkjM+toZrfG9LfNbHMza2BmfzKzQUu1IdWAr0mrQczseUl/JoT93IWsoQDhh/l5SRuZ2WIv9lD5iIoLgHsI68vyMTDlvmQyUNClMuqRGfkvmtmrsf4LCWvgct3MMjeQ9QnvoMilAeEm9pGc9LvM7MNY9nnAibHsjEvX/gnZ7nHLZQ/gPzlp44CLzGyBpPsIC0Yh3DgiqSlZl88JwFVmthB4TOGFh7luL0k9zo9bmh5P5aQNNrPbYp0PkDV826XkrwzdEvtHm9noTH1xg2BYZ67l+83s7ahHH0I/tyIYKpVdwzAVONGC223mO4TxeDfBOGtOebfpVQg3qONyynrWzJ6Oej1C1iUh0z8/EgyxFQg3ZY0JT4g/NbMLitB1PMH9qwvhpj/3t21Dqh4cYkn690wz+xX4VdJXwNaEm53WwK+EJ9KbE27K1iPc+OXqvaRUdO3l0sPMMndJIyQlDZobzezzWNYZhOtUxBveIkheX7eQvV6T7EH2Jr0iKurfqvI7wdV8K8INafK3ux7hIUXuA7DhwAXxSTEA8fc/w2Vm9lNM/w+Jxe+RHWNdxHqHpehVZRfYFK5NnMsXCQ9KIFyTHxA8EDLcZGbfRNmLCQZodbBvYv/8eC4zdTwT0/cBHiqyvHvNbGgs4zfCbxHAJWY2RdILhAcFkF0+UNX/nnmx3JmSBgKHxPRnEtfbl4T/2HxLFZbo2oyfVRmrFf1fVXksSupJfKjTunVrysrK8jRlcTbYYAM6duyILVhQdJ40Fi5YwD/+8Q/mzp1bqfqdukEet8blEjfSahgzG0gwoFoQojTuT/CNXZGwkHF7gktJIUT6rFYa8wk3J28QXCxGwqI1DOUMhviUc9VE0k+JY7MkTWTx2abVqZhVU9LGJMqemSh7JUkNl6Dc780s84s+I5GeucpXIWtE/BINtAw/sThV1WN4Yj9Nj6rSOn7OTBhouayW2E/28wJJYwlGxAqEP93KPKIcnjDQAJB0OBXP6DZOKyuxv1j/mNlvkk4kzERsReJJuKR3gX3NbLHZh3i8I/BOnnoL6VQsS9K/FY2Lmwgz7PlYEr0zFLz2zCwZwOi3xE1ghnztnyJpGsFQL+a6oUi5tOsrH9V+3UnakTCrU8jTJO28fJ400CKtEvtj8uxnKKZvGklqamYzKhatkIr6rjK6V5XUsUWYsc1Q7NiC8hEuZ6WUNzeR1rAS5aeNyd8Sv49pdSXry/fipyW6NpdgrFZ07qs8Fs3sTuIDiM6dO1tJSUkRRQXuvPNOHnvsMS48odBPYmHqN2pEg2bNuPbaa7n11lvp1KlTlctyagc30rK4u2MNosQCdjObYmYvmtlJZN3GIPu0qhzRgFqHsH6iHnAkhd0LMu4uK5rZ2mbW3YoLvT8hsZ+JgoOkxuT5Y4qf04GGSXexqHO9zFRzDoueJEZXikzZ0+Mf0W8J2aNyy41lpwVBmZfZSblBgjCbmDHM1pCUHPNtU+STeuyYR49DC+lB1sU1l3zphcjMSDWJrqxpjE/sJ/u5PtmIRvMJ6yUqo8eslLSk69GphLUaouKZjwr7x8zuIdygbE5wpc24Ju0E9CpQdjeyNyIPAC2jTrlPvgvWX4DK9m+2IrOK2p3pzzmEhzgrEtxrq5OKrr0kaec8X/tbkNU1ed0U6t+kXNs819c5+TLnUkT/5s1a4NghZP8brwKaRb1yZ89zSeu75O/rWon9tXMFKd83d+Xpm3qJm+Kq/J4kqajvKqN7IQrpmTq2cvaT/VIRqW7RZlbIXbqq/z35yqzINTvJkl6bVR2rFZ37yo7FamHrrbfmxRdfpOWGG9JivfWqVEaHvfZi/PjxfPHFF2y66aYVZ3DqHPUaNMi7LW+4kVazPCPpAYXIUqspRJnajOD6mOGbfJnN7EfgaMLiZAjrNTbOJ18IM2uf8iMLYRF/xkVrH0l7ROPyUhZ3dYSwCBvCzN7dktaW1ETSptHNIV/M3L9L2lZSc8JsSabszCzi8wnZSyXtqBAFbm1Je0t6iKyLXGXaPYOwbgXCk+FzFSKWHUpw6cjXPoCbFCIONpLUUdLBkp6n/PmrDBMT+5upiMhlwLOJ/ftjPzeOep0c018me2NwjKSd4jm8iOzT8DcTrnhJPbbIMVwrInkDMo0QHLQHYR1GlZHUStK1hJnl3wgBWv6XECkU2TSp00xgtqTtgWPzyC9qv4p7kXFl+7cyZMpdSFjv1pTqX+tR0bVXEclr4p+SNo8G2rVkQ+S/kJBJjq8tc9aHJcu6R9L68fraQNLRcdZ0SV2Ei6HQtZgcT9OB+ZL2pXiXziRvJPbPlbSmpPUov244w/uEh0oAxylEG2wW/zt2lHQN5dc+Lsl1XAxJ3U+J52oNykeVLIZix8NlklorRA68KJGeHFs1QY389xTJkl6b1TlWk1R2LFYLf/rTn5g9ezZvvvkmGx6a9iy0YjY6/HDuuece9thjD1ZcsWBQYKeOUsnojn9o3EirWRoQftyfI9x4ziVEmsmsM/mfmX1RqAAzG0tYnAzB1/yyAuKVxsymkF043JDgOjGVsFB6ZkqWi8i+Z+IYgrvGDEIEszsIsyBpzCf4xU8hzMAQy78o6vEBYaEyQAdCkIxZsfwXCQuvq+qeeyHZ2bTLCcbFo6TMfMT0zE3B1oR1TLOA7wlr8Pal6u9uGkLW/eVMYJ4SoajzcBFZ15RdCf08M+p1KICF1y5kbmpWIbj+TU2kTaZ8AJoPE/s3AgtUfg1kIZ5O7N8XdbmVEKVsSWhE6JN3CLOHcyl/k/hKgbwvkX3Q0DPqlLzJyCXZ/iGqIJR4Ffq3MmT6szEwlHB97FbFsvJR8NqrCDN7n+z6qfbAF4Q2/y2mjab8jXuyf58BFkZ3awjjLbN4e09CmORZhDH+X9IfnNQEha7FZ8jOLlwS9XuWqo3x/wJfx/0dYxkjCC6iGULIwPBAqRfht6oBIcDONMJ/x7vAWTn5luQ6LobX4wYh2Mm3BHfedXN1r4CKxkMySMivhP+XrWPaS4Tf5Bqjhv97KmKJrk2qd6wuogpjsVqoV68eJ510Ev369WO9bt1o1jbN2SU/bXfZhVU22ojbb7+dU045peIMTp3EjbQsbqTVLP8me1PyC8HFIHODfQHZyHYVcRVZg+IghWhU1UlfQoCMnwhuVx8RFgWPzxU0s3GEaFdXExYTzyE8wRtBWNydL4pVKWF27ueY5wPgz2b2VaLskwkzh28RboLnRZ0GElygXqpK48zsDeBAgoEzl/AKgZ6Uf4KakV1IiLZ3CqEfpkd9RxNmVE6h+KAGuWWPJczuDKXAi8xz8kwguNpcQrjZm00YQ98QbiAycldEvd8k9N18Qt/1B7bKLKaPsoMIi+e/p7zbSzH6PEgwSDLhbgcRbq6+r0w5KUwmLH7/hOBmtYCwIP594Egze6aATt8TXB6HRJ1+IEQuyxds4FbC6zB+oUiXscr0byXpHXX5jfCw43myEfWqiwqvvYowsxMIERE/IFwT8whR/m4khDVOBul4kvAwaQzhPCbLmUmYib6QMOs+k3BjOZJgsB5P5dZNVolC16KZvUt4uJb5fRtKeCDybhXqmU34LX2CcH4nEwzefyXEJibkHya49z5JeFgxn/A7PIjwP3BdQrbK13GRuhvB7fhuwpj/nRDFsGdCbGJK1lwKjYcZhPFwMeE3bQ7hGv6MYAh0y1lHXCPU1H9PESzRtVmdYzWl7KLHYnVy2mmn8c033/Dym2+y+2230WT14pYkttpiC3a9+mouueQSunTpQteuXWtCPWcpUNnojn9kMu97cpxqR+HFsJkw3T2scKh5x3GqCb/26g4xuMMIM/stfl+DsGYo87BtbzN7OV/+2kThdQgT4mwyklYhjKvMa0pOMrPb8+V3lm86d+5sgwZVPur54MGD2XvvvXn00UfZduON+fCyy/jp7bexlJdTr9C4Met268Y2Z53FbXfdxY033siHH35Iq1atUkp26gKSBptZ53zHP7/jjryGyZYnnFBVT6ZlEo/u6DiO4zg1R2/g/2LkvrmEiK0ZL5bH6qqBFjkSOFPSFMJMYGuy9w3vEmaSHada2XrrrXnyySf561//ygUXXMDfr7wSmzqVb594gglDhzJ/1iwarLQSa3TpwnoHHMDkmTPpffbZvPHGG7z55ptuoC3jLI9ujflwd0fHcRzHqTleJLhOixDafCrBre5vVO5FzbXBW3GbTzDQZhLacgbBLW9ugbyOU2V23nlnPvvsMwYOHMiaa67Jv666ihW7dmXH665jr3vvZZvLL2fCOutwXM+edOzYkRVXXJHBgwezzjqFYkw5ywLu7pjF3R0dx3Ecx3GcaqWq7o65fP311/Tv35/333+fr776ilmzZtG8eXM6derEbrvtxvHHH88aa6xRDRo7S4OK3B2/+9//8hom6x1wgLs7Oo7jOI7jOE5ts+mmm3LddTUSp8Spg7i7YxY30hzHcRzHcRzHqXWWx5dW58ONNMdxHMdxHMdxah2fScviRprjOI7jOI7jOLWOG2lZ3EhzHMdxHMdxHKfWWR6jOObDjTTHcRzHcRzHcWqd+r4mbRH+njTHcRzHcRzHcWqdFRo1yrulIamFpPslTZE0XdLbMX1HSV9ImiPpU0lbLdWGVAM+k+Y4juM4juPUWRYuXMiwYcMWe09a+/bta1s1p5qpgrtjf+AA4AbgG2AHSY2AJ4FZQG/gX8ATktY3swXVp23N4kaa4ziO4ziOU+cYM2YMN954IwMGDKBjx46su+66NGnShGnTpnH22WezcOFCevbsyUknncTKK69c2+o61UBlAodI6ggcBDwInA8sMLO7JR0EtAbOMbN+ktoA/wZKgDeqXekawt0dHcdxHMdxnDrFbbfdxrbbbsuMGTN48803+eSTT3jkkUfo378/TzzxBMOHD+f222/nww8/ZIsttuC1116rbZWdaqB+w4as0Ljxoq1+o0aL9oGeOeKbxM9tgBnADElXAR1i+tj4+VP87FiTulc3PpPmOI7jOI7j1BlOPfVUPvjgA4YMGcIaa6zBuMGDeeeCC5jw1VfMnz2bBiutxJrbb8+2f/0rf3n6aQYNGkS3bt24/PLL6d69e22r7ywBpvqYJVO06Ht9uDNHvGH8bAocBvQCzgHOzZFTpvjq1LWmcSPNcRzHcRzHqRNce+21fPzxx5SVlbFgwgSeP/JIpowYUU5mzuTJDP/xR4Y/9hhr7bQTO158Me+88w477bQT7du3p6SkpHaUd5aY2bPn5z3WtOmKuUmj4uc7ZvaUpNWA3cgaZW3j51rx84fq0XLpILNlyqh0HKcakHQ60AKYYmY31KoylUTSAOC4+LWDmY2qZP4WwOnx62dm9kx1ll+TSBoFtANGm1n72tUmP5L6xN1RZjZgCcoZQA2dC0ndgfYAZtanuspdmhS6jmP77o1feyzJeVhSqms8/FGQVAbsCmBmKiy97NK5c2cbNGhQpfIMGzaMv/zlLwwePJgG06fzas+ezJ06tcJ8LdZbjz3uuotPv/qKI488ki+//JKmTZtWVXWnBpE02Mw65zs+ceKsvIbJqqs2Lne9SBLwOdCGEBzkb0BnoBNh7dlM4GrgQmAusN6yFDjE16Q5zvLJ6UApWWNleaIFoe2lwIG1qskfl0z/dq9lPQrRnayeyyqns2xcx8vCeHDqABl3xVYtW1J2xhlFGWgAU777jg8vvZQuXbqw3nrrMWDAgJpV1Kkx5s5dkHfLxcJM0xHA98DNQEvgWDP7CjgEmA7cCPwGHLIsGWjg7o6O4xSJpBUIv4nL1I9cZTGz7vjNJLDoKeWKZja3Nupfls+FpEZmNru26o8zVgNqq36nZqnta7MmmDJlCk8++STDhg3jx7Iypo8dW3GmBD8OHMj0n3/m5JNP5qKLLqJXr141pKlTkxRyd0zDzL4Gtk9JfxvYvJrUqhV8Js1xlgEkbSXpYUljJc2VNEHSQEnbJmSaSuor6WtJsyTNlDRE0hnRwEJSiSQjuMwBtJNkcRsVZbon0k6UdJ2knwmuAmtL6iTpKUnfSZomaZ6kX2Na5xy9ByTK2kHSA5ImS5oo6YkYFjcp/w9JgyRNii+gHCvpNUnHUQBJK0m6T9KXsex58cWWb0s6LCHXh/I+6ccl9BuQonP7yvRvlGufLFPSsZK+inm+yW2LpMNiG3+MZc6RNFLS7ZJaF2p3BX1SltBjI0kvKbzoc5KkOyWtnJAtScheLOlfcTzMB3aIMq0kXR/P+xxJv0v6QFKPRDnd4/jKsGui3LKE3MaS/psYz7/F8bBFThsWOxeV7d+Ufmkfddw1kZYpz+L3dSQ9ImlYHK/zFK65VyT9Jae8Pon8B0m6R9IEwvt5MjL7SPpc0mxJwyUdk9O2koRsPUm9JH0Sz9esOK7P+v/2zjtei+Lq498fvYOCIgqCFRVUIliwgmiMigY1mtiJPb5qlBiTmKjYY41vLLEmYEk0r9HEQGJBuSIajGABERALIAqINOl13j9mlmfuwz713su9yvl+Ps/n2T07O3NmdnZ2zs7MWZV/Hw+M4p+WhJO0r3w7skzSDEm3SmqUlb99Jb0RdJ8m6WdZeR5IDkqoD3vIt2+zorL+p6SD8l3LlDw5SbvL3/dJfThWUqOQty8lzQ11r01WHJtJui1cnxXybdurkgak5UmZe+Ua+fbva/k2qKWk3pLGhHJ9PzuOrPh2kDRMZd6bVair35d0r6Q5khZJelHSTlnhC9bF6uTNN9+kX79+dOrUiQ+ffrrk8926dUz929/o378/8+bNY8GCBdWtorERWLFiTc7fpoaNpBlGHUf+ex9/pfL92hb/vY/dgP9Kag6MAvbKOr1H+B0mqX8Zyd8Q0orZBf9dkpj2QXaEpF7OuUkpcQ3HTzVMOCHsHwYg6UQ29Ny0dfgtAobm0bMFcEaWrDVwEHCQ/KhGvvPzUmz5OufWZR3/Ppk1VeDLboikj51zo4OsL6EMIrYDzgf6SNqjGt6Wvwa0C9vNgXOBnST1S9H5QrKuubwxPYaMUQDQCNgP2E/Sfs6584tRRNKBwItA00i8Bb4+HC3pu86514rLVlHlWw5b4z2FxbQFvou/1oc550amnPcQG5ZdH+A5oH4Q7Qw8CnyRfbKkesAz+HzFdAduwxs5x5aSkTxsCbxKxjtaJ+DnwNf4+x5Ju+DXdSSLezoDt6fpXi6S+gL/jvQAX4b9gaMkneGce6KEKF8hU9d3AZ4GRgBHRmFOw3t5OyPosCXwBrBDFKYxcDBwsKQrnHO3paT1kygtQnzb4O+LpMy64T+iu6tzbiobMgpf36CMe5Py6+oQKrfHhwP/lNTdObem2LroqtGxwXvvvUe3bt1w69Yx5+23y4pj9tixfKdBA7p27cr48eM55JBDCp9k1Ck2RWMsFzaSZhh1GElN8R2/xEC7Gm8QtcPPt/4kyC8lY0C8AHTAfw8kedIdCfzIOVcRFqpPD/LpzjmFX5cUFVrg53u3AHbEz+t+GzgipNEYaIXvrAA0wxsXaXyK7wTtHOIB6CepQ9g+OPwvAbqGuDsDJwHP54gzYTG+o9Il6NAEPwK0LBy/DNY7iNguOm9olP+BeeK/lCLKN+W8NviOVRvglkh+erT9Z2Bf/DVtiL++icOHrsBRefQqltH4TvkuwJQg64PvCGfTFrgEb+R2AiYA15Mx0IaEMHuSqUfnSdrfOTckyxHCq1H59gmyh/AG2nSgJ/46fweYi79u95aQrzYULt9KOOemBR1fjWSJjonu0/Gd045Bp+bAMeFYPeCnOaIX8D18HUxGBW8kY6Bdgy/Xk8l0zGNOItMpvhm/vqIVcFeQ9QeOK+M+TqMp8CS+3sWGX1x2V5ExNh4CNsN35jcrJoEi68MDZAy0n+DzOwA/UlQPuDu8JCmWfwf97gz7DfHt1TH4eyspsx9KSnS7Dt82rcW/LGiKv/ajwvEbonYqpilwIL7dWRxk/fAGXzvg8iCrj7+2afyXqt2b5dbVRfgXTFsDyUu1rvjvTUGRdTFH3GWxePFiWrZsyeply6BM22/10qUAtGrVisWLFxcIbdRFbCQtg42kGUbd5gAyb04rnHPXR8fi+SBHR9u/cs7NBpB0HfD3ID8KbxCUwqPOuSfD9schztl4D0p34TsnTbPO6Zojrqudc5+EOF7Dd4bAd/5nkZmG2BzviWkcvvPwonOu0OrxZfhO0VPArkBLMi548+lULOWW7zjn3B9C2MfJfLslHpGahTe+D8F7qMr2MVxV3QGucM7NBeZKuoPMiOXh+FGemJecc3eH7a+D7nH+f+acmw/Ml/Q7Mp22o/Cd05yE6VS7hN3O+Gucze6StkrKuADFlG85zMOvZbgO/3Ii20jIdU3ucM69ELYnSGqGH1UBmA/cGNZ0PinpYsJU0ohjou1fhV8238WPcFSVtcBPw731T0nz8G1NXHb9ou1fOOcWAiMkPQucUlUFJO0MJFPsxjvn7g/b/5A0DG+sbYZfbzKiyGivc84tlDQCGBRkbzjnhoU038DnsRH+fptFptzrA39LibMR/v58Mkv+d+fc6yHeSUAy/fwW59w8Sf/EjzwCbJtD36rem40or67e7px7L8TxL3y7Cb5s/kOZdVHSeYQPDrdv356KioocyW9It27d6NixIw2aNCn6nGwaNGsGwKmnnopzrqT0jbpBmoOQTRUz0gyjbhOvSfogT7gtou0Z0fb0aHvLMtJ/J0X2V/yb6VxkG20JU6LtpdF28kS+D9+hPR7/Nj95o79S0mDn3G/zpPkL/NveXJT/1PeUW7558yypNZlRrlzkKs9SmJFju112QNKveZL/JcFASyi1fhVbB9sCxRhphepUufye3CPCkPuaZJfd5mRmrHye5XRnBhsaacWUT/Z0t3KZk/XyY2mIO552mNSPxc65eIFPXIeqQq77Cspvu6aF/+WRLI4rnjqc5LXccp8Wbaell5ZWNlW9N8utq4XunbLKxDn3IMHQ7NWrlyvle2XDhw/nrrvu4sCnn6bd7rvz1YQJRZ+bsGWPHqxbt47LL7+ccePG0a5dWjEadZlNccQsFzbd0TDqNnOi7V1zhvJTxRK2zbH9ZbRd7FySuOOBpM3IGGhz8Ost6pOZ2pWP1fnSd86tcM6dhO/YHgicBbyJ79zcJGmb7HMi4qmGA4DGYZrVvJSw5cyjKbV8E/LmGb8eLekMvQx0CHpfUoaO+cil81cpYZenyJL8twh1IC2utPxnE4d5KZ5mGE03rBe8dRVDofLNR77wSX1aiTekGuKnehUiu+zmA8m6og5hnU9Cp5Tz4/I5IEf5xNPmqrIeaHXWflpcSf1oGTuzIF33csh1X2XvF1O3AHDOpfXwCvX6kviXENqOlDqZNg03V7yl9DKrem+WW1cL3Tul1sUqs99++/Gvf/2L2bNns/MPflB6BBI7n3ACL7zwAk2bNjUD7RuKTXfMYEaaYdRtXidjaPSVdKWkLeQ9kQ2QlKzjGhadc6Ok9vLe8K6O5MOj7STOdgWMn2zWkHmgr8FPuWmHX7NUJSSdIOki/ML794D/C//gpy52LKBXwkKgoaSrSH/7HRtuOxW53qXU8i2WWO8VwFJJ3YCLy4grH7+V9864M/CzSP5SkefH+b891L/uhLV+gbT61Tk26oLjhA/D7uGSLpXUJvx6SbqaDaeU1RTr64GkHlnHkuuyDl+fmuOdJZSEc24Z3uEKhDVK8t7/fsSGo2hQuZx/L2lPSU0kbS/p+DAF8OAoTLn3cbG8HG3fIKm1pH740e5SyFUfPiRTH/aQdJ68p9ZjyKzJWoCffleTJOXeAnhYUidJzSR1C9P33stzblWp6r1ZLXU1hVLrYpVp27Yt/fv35+GHH6bzYYfRdIstCp8UsXXv3rTq3Jn77ruPc889tzpVMzYiZqRlMCPNMOowzrnleG9fSet0I/4N53zgWbzzCvAfa4ydWMzGr/HqGWT/xq/XSkg6js2BmYpc0BfQZzGZjts2wGf4EbXdSslXDnbFf4zyA/wi/MWEtQ34dSPj85z7bLRdgX8jfgm+01IJ59wSIBmp2R9YogKuxCm9fIvldTKjCUfjjd73y4inEPuFdKaQWaNSQeWOWD6uJjOF6yx8/ZuAX5MI8IBzLu5IJ/WrC37tmpP//AH4a5p8P+x3+E74AuAt4FoqT/GtScZE2++oslv4pD41xdfHhcChZabza/z6L/DOTb4G/kLl6ZzJi4+nyBi7PYF38aMnH+PXSh1N5bWWZd3HJXA9malwF+PLYQSV76tiRvPy1YcL8KNA4J2ILMavxWqINzwuds7F0/FqgqvJrIk9HT/tcCn+XnyAmv3WUlXvzeqsqzGl1sVq4corr+Shhx5i8bJl9Ln99vVrzArRomNH9h88mAkTJvDOO+9wzjnnVLdqxkailI9Zf9sxI80w6jjOuWfx3v+exLu+XoPvJL9KWKcWOjEH4xePT8J3elbgH6yXA8dmuXMeHOKLpxsVy2n4B/gCvIewx9nQBXQ5vIx3vPER3shaizfOngQOCQZrLm4BbgI+x3ckXsV3VHI5HDkd77nt62IUK6N8iyKs8zkSvy5tGf76Dgbyrb8rh4PxHa6l+E7cw8D3i9U5OPHohXcS8jF+rc0SfOf7LOfcBVmnXAz8C19HsuN6Fd/pexSYiZ92NR9vhN8NXFlSzsrnXuB+fB3LNjQuC8e+xJfZMDb8TEJROOcq8F7yJuDL7UP8ZwNiH+PzQth1IexF+Km+S/B1bTrew+lFWecNpvz7uBjdJ+Odh4wJeszAu+mPX4qkTSnOJl99GIl3uPEU3nBN2rfhQJ8S3e+XhXNuDr5+3wpMxud1CTAV3yadXIPJV+nepBrrakwZdbFa6NGjBwMHDuT444+nxQ47cPj999O8Q5pjzQxb7LEHRzz0EPOXL+eYY47hgQceoHXr1tWtmrGRsJG0DKrGT1wYhmEYdYQwKnQIeBfztavNpoukhvi1hyOdc6uD7Ht4r6CN8UZix3KM/I2BpCOAUclLEkk98d+52xz/QqRjljMZwwC845CxY8eWfN66des488wz+eyzz3j22Wdp3aoVM0eN4sOnn2bexImsWbGChi1asHXv3nT9wQ/YYs89mTRpEkcddRSXXnopP/1prq8OGHUBSeOcc71yHb/77v/mNEwuvnifTepZZt4dDcMwDKPmaIz/tt5qSXPwn4dIXvOvAS6oqwZa4AmgTdC9MZXXeV5uBppR3dSrV4+hQ4dy88030717d8444wzOP/98Drt3Q98tY8eO5RdnncVLL73EnXfeyYknnlgLGhvVyaY4YpYLM9IMwzAMo+ZYCQzFf/Nwa/xzdwZ+uu0dzrl3a0+1ongU79G1E37d0yz89Mffh6mchlHt1KtXj1//+tccd9xx3H777XTr1o0DDzyQ7bffnubNm7No0SLeffddpk2bxtlnn824cePYcstyvjJj1DU2xbVnubDpjoZhGIZhGEa1Uu50xzSWLl3KO++8w8SJE1m2bBlt2rShR48edO/enYYNG1ZLGsbGodB0x6uuGpnTMLn++r423dEwDMMwDMMw6gLNmzfnwAMP5MADD6xtVYwaxqY7ZjAjzTAMwzAMwzCMWseMtAzmgt8wDMMwDMMwjFqnHBf84UPrU8I3GO8JsgMkjZe0UtLbkvbaaJmoJsxIMwzDMAzDMAyj1inzY9ZXAx2THUlN8B9db4n/lmB74GlJ9WtS9+rGjDTDMAzDMAzDMGqdUkfSJO2BN8QGR+Ij8YbZfc65+4BHgO2APjWqfDVja9IMwzAMwzAMw6h1SlmTJqke8DBwL/BWdGi78P95+J8Z/rcHXq6iihsNM9IMwzAMwzAMw6h1+vbtwlFH7bR+f8aMRWy7betk9zzgwSj4j4EuwDnA7kHWGsj+LkPiuv8b9d0xM9IMwzAMwzCMOsnMmTMZOnQor7/+OhMnTmT58uW0bt2aHj16cOihh3LqqafSqlWr2lbTqCb+8Y8p/OMfU1KPjRx55oNZok7AFsB7kew04JOwnaxT2yb8f1pNam4UbE2aYRiGYRiGUadYuHAhZ599NjvvvDOTJ0/miiuuYPTo0UyaNIkXX3yRk08+mWeffZZtttmGG2+8kTVrzHX7t4ES16T9FTgx/AYH2fPAGcCXwE8k/QQ4G5gGVNSw+tWKGWmGYRiGYRhGneHdd99l9913Z5tttmH69Ok89thj9OnTh63bt6dFw4Z07tSJ448/nhdffJFx48bxwQcfcMABBzB37tzaVt2oIqUYac65D5xzTzvnngZeDeKPnXOv4w23JcD/4g22E51zeV1E1jVsuqNhGIZhGIZRJ5g0aRJHHHEEDzzwAAMGDGDtypV8PGwYU595hnkTJwKgevXo0Ls3O59wAjv17s0TTzzBtddeS79+/Rg9erRNf/wGU+7HrJ1zFWTWnuGcG0Vmndo3EhtJMwzDMIyNjKRLJQ2WdGkV4xkcPuDqJPWpFuUycQ8I8Q+W1KY6495YSBqY5CHlWJ+o7DY4vjGprvqQJ/4hUV7TfoMLhF0haaqk30navCZ0BFizZg2nnnoqv/vd7xgwYAALP/6Y5046iTHXX7/eQANw69bxxeuvUzFoEC+dfz4rFy3immuu4dBDD2XQoEE1pZ6xESjzO2nfSmwkzTAMwzA2PpcCnYHpwF21qkluBgBnhu0hwMLaUqQKDAQOCduDa0+NglxK3a4PjYEd8XoeJGkf59y66k7kvvvuo0OHDpxyyiks/uwzRlx4ISsXLsx7ztzx43nl4os57P77ue222+jcuTNjxoxhv/32q271jI1AuSNp30ZsJM0wDMMwqoCkJrWVtnNusHNO4VdRW3qUg6QGkurXVvrOuYqo7AbXlh61wI+jfBfK/4+B+sA+wNdB1hPoXd1KOee45557+J//+R8A3rr99oIGWsL8KVP44NFHadiwIeeeey533313datnbCRK/Zj1txkz0gzDMIxNkqxpXftLekrSQkmLJf1VUocobJco7BBJ50maLGk18KMQprmkayVNlLRc0jJJ70gaJKlBCNNHksOPmgB0juKdFqXXUdIfJH0qaZWkBZL+LengrDykTneMZBWSjpL0VtDpY0lXSBJ5CDqeGYk+jeLsIqmFpKGSJkiaJ2l1KLtRkn6YFdfA6NwLJN0h6QtgFd6FNpL2lfRGmFY3TdLPsvI2MCvOU0JaiyStlPShpBslNYuvF5lRtLhMXHwtUqb7VUTyXSQ9F+rEbEkPS2qVpcvOkl4I13uWpJslnZsWd0o5F1sfuoS0Z4T6sFDSy5KOzXcdqwPn3Drn3FtU/gjwttWdzvjx41mzZg1HHHEEX8+Ywaw33yzp/I+ee451a9Zw7rnn8txzz7F27aY3Pe7bgBlpGWy6o2EYhmHAP4B20f6JwO6SejrnlmWF7U9lAwZJzYFRwF5ZYXuE32GS+hejiKSuwOgsfdoA3wO+K+kU59xTxcQFfAcYRmZB/fbALcAXwONFxpFGC7yb65jWwEH46XBNnHNDU867AWgbCyTtgjcAmgdRZ+D2oOMGSLobuChLvBNwJb58Dt7wrLL5D77swef57LB9TtBlC7xXua2CvCnwS3LoXg6SdsPXh80icWvgUOBQSVc6526urvTyqRJtf1ndkY8dO5ZjjjmG+vXr88mwYeBK++7winnz+Pz11+l0yCF0796dSZMm0b179+pW06hhNkVjLBc2kmYYhmEYMBVvHHQEXg+yXQid8SzaAr/FG1FbAi/i1+okBtoLQAe8QfR2kB0J/CiZYodfewQwPZpy1iXI/jfEvQjoCzTBGyGT8c/teyQ1KjJfrYCb8R382LA5Pd9JQcfYyNou0nMasBj4IdAFaBZ03B9IDNrLckTdAjg5/O+I7+xfRcZAeyjoejiVjRIAJO0X5WMI3jhqBvw8yHoBP3HOTQt5SNxyE0/vy5f3LP6Lv5b7AiuD7LRoJPJSMgbacPyHdXvhpwgWpIT6kJTFjXgD7WAyawSvk1TKyNaf4lHF8OuRK7CkepL2BvoF0UzgtRLSK4oZM2bQrp1/L7Fk1qyy4lj6hbeN27Zty4wZM6pNN2PjsXbt1cr1q23dNjY2kmYYhmEYcI1zbgaApGvxhhd4Y+H3WWGnAFc6l3nVL+no6PivnHOzg/w64O9BfhTw53xKSGoKHBZ2WwMjU4K1wxuEY/JnCYA5wNXOubWShgL3BHnnPOcUw7Kgx1PArkBLKo+0dM1x3qPOuSfD9scAkvpFx3/hnFsIjJD0LHBK1vnHRNsDwy+b7wJ3FsxBcfwsXMvZkt7Hr8dqDLQHZpMxXAB+45z7CvhK0iP4kb0qEepD37A7HxjsnFsDvCZpCN5IbIDP88NVTS+FP4VfwrvAGc65VTn0PQ84D6B9+/ZUVFQUndAuu+xCly5dytUzUQCAs846izVr1pSUvmHUNcxIMwzDMAyYkWO7XXZA4L3YQAtskeP86dH2lkXosTnFjcK0LRwE8B92TRbnLI3kVXV28gv8CF0ucsX/ToosKePFzrkFkTxtKKSYMiy2bIphSrSdVn5x/chVh6pCXB++CAZaQql1K+HHzrkhZerTjDz10zn3IPAgQK9evVyfPn2KjviPf/wjf/nLX+jduzctttmmLOVabL01ALfeeiuPPPII3bp1Kysew6gL2HRHwzAMw6jsCCHe/iol7PIU2dwi4orX8eRacDMfSIyqqSle+ATUc84Nz3F+NqvXJ7ihYVmIfOF/FG0PABoH3eYViDOt7JIybpnllKNTSti4DE/NUT77RGFKzXMlnHOr492UIHH9iC2LNN3zJpVDHteHrVXZG2auulWd/BhvmF0e9ncG/pntPKU66NWrF//85z9Zu3YtO/Tvv35UrFiatmvH1vvvz8yZM5k4cSK77LJLdatoGBsVM9IMwzAMA66R96i4DXBNJH+pyPOHRds3SmovqQtwdSSPDavEmGkX0gTAObecjBe9nSTdKmlLSS0l7SlpEJW97NUkscG1Z5ZHyHhEZyHQUNJVlDeKFefnBkmtwxTI41PCDssKe4CkJpI6STpS0p+BU9PykG/dVRWIdR8saXNJe5G+ljEf+erDK2F3c3w9bSXpADJTPdeQmZ5b7Tjnljvn7gCeC6KOeOco1cruu+9O48aNef7552nZsSMdSvzO2Y7f/z71GjTgwQcfZMCAAdSvX2tfdzCMasGMNMMwDMOA7YDP8E4RDgiyyRS/zud/qewkZDbwKX4NE8C/8eu3EpL1ZM2BmcF5w5AguxQ/ggLeIcYc/Deq3gXuwDsk2RjEa97+DqyL3MI/Gx2rAJYAl1DeB6+vJzOV8OIQx4isuByAc+4/wB+CbDu818Pl+OmF/8I7JYmXcsR5eCeUc0UZOubiLvy1Bm9UzgPGAfGHnosZzStUH5JpoFfhHcrE3h6vStZTFkma45C/F3HeL8mM6v1U0ScqqgNJXHTRRdx7770A7HPFFTTZbAPfMam03W03djvjDFatWsVDDz3ExRdfXJ2qGUatYEaaYRiGYcBxeKcei/AGx9PAoSnu91Nxzi3Fe9y7DpiE9wS4Am9YXQ4c65yLO+6DgSepPE0yiWsS3m3/H4BP8N8TWwR8ADwCXFBi3srlb3hvgjPIdM4TbgFuAj7HG0mv4l3CLyo1EefcZLwDjjH4cpuBN05jQ3BeFP5C4LSQ5iL8lM6ZeCcrV+AN4oR7gfuBWVRx6mMO3ecCffAjrivwBvVvgfhryoWmgEL++vAB3lHMI/gXCWvw+R4JDHDO/bbsDJRAqJeJx89mVB4lrhYuuOACvvzyS4YOHUqLrbfmsPvvX7/OLBft99qLQ3//exo0acJll13Gscceyz777JP3HMP4JqDSp6gbhmEYxjefMFKRfO9su+Ba3qgFJB0BjArT+5DUEz+Fb3O8EdjROTc/TxS1hqRDgXHOuUVhfye8obgD3jDsHgytTYpevXq5sWPHlnzelClTOOSQQ7j33ns54YQTWLt6NTNefpkP//Y3vpowAZxD9evT8aCD2OmEE9hq772RxG9+8xuGDx/OqFGjaNmyZQ3kyKgOJI1zzvWqbT2+CZh3R8MwDMMwapsngDaS5uBd3Mdr2y6vqwZa4FbgO5Lm4j9DsAWZzxHcvikaaFWha9euvPTSS/Tv359x48ZxySWXsN33vsd23/se69auZe2KFTRo1oxkieQHH3zAtddey2effcZLL71kBprxrcGmOxqGYRiGUds8ind33xL/fbhZ+OmOfZ1z99WmYkXwf8B4vFv+zfEeH58HjnfOXVGbin1T2X333ZkwYQLz589n++2350c/+hEjRoxg2vTpzF+yhKlTp/LXv/6Vvn370rt3b/baay9ee+219R/DNoxvAzbd0TAMwzAMw6hWyp3umM3s2bN59NFHeeONN3j//fdZvnw5rVu3pkePHhx66KGcfPLJNG/evBo0NjYGNt2xeMxIMwzDMAzDMKqV6jLSjG8XZqQVj013NAzDMAzDMAzDqEOYkWYYhmEYhmEYhlGHMCPNMAzDMAzDMAyjDmFGmmEYhmEYhmEYRh3CjDTDMAzDMAzDMIw6hBlphmEYhmEYhmEYdYgGta2AYRiGYRiGYeTi66+/Zty4cRt8J61Hjx40bty4ttUzjBrBRtIMwzAMwzCMOsf48eM57bTT6NChA3fccQcfffQRCxYsYPz48Vx22WV06NCBQYMGMWvWrNpW1TCqHRtJMwzDMAzDMOoM69at47rrruORRx7hrLPOYsqUKXTs2HGDcO+99x5/+MMf2Hvvvbn11ls55ZRTakFbw6gZzEgzDMMwDMMw6gRr167l1FNPZd68ebz//vu0bt06c2z1atatWkX9Jk2oV78+e+65J/fffz9Tp07lyCOP5PPPP+fnP/95LWpvGNWHGWmGYRiGYRhGneCaa65h/vz5DB8+nEaNGrFu7VrmjB3L9BEjmD95MgCqX5/2PXvS+bDDaLvrruy0006MHj2a3r1707VrV4499thazoVhVJ06vyZNUh9JLvwG17Y+uZDURdLg8OtT2/rUBiHvybXqE8kTWcVG0qMiSrPLRk4v+S2T9H4ok6ZZ4eNyWidp96zjs5PjOdI7Iiutp2oyf4WQNCCq+22qEM/AKE8Dq09DkDQtxDttY6RnGEbpRPepi2RV7gOEe31wTfUhstr0gWXGMbCq+fw28Pbbb/P444/z9NNP06hRI1YtWcKbN97IO/fcs95AA3Br1zL7v//lzZtuYvxDD+HWrWOrrbZi2LBh/OQnP2HhwoW1lwnDqCbqvJH2DaILcE349alVTYy6QFOgG74+PJEnnIBrS4z7tKz9YyW1KjGO6mQAmbrfphb1MAzDSGMgmTbKqMPcfPPNnHfeebRq1Yp1a9Yw9o47WDB1at5zZo4axcShQwHo1q0bvXr14qGHHtoY6hpGjWJGWpFIavJNindjkuTBOTfYOafwq6hltWqLvkBD4EhgbZAdJ2mbPOcMkPSdYiKX1BxvFMU0AX5Qop6bPM65IVF9HVLb+iTI06i29TCMuoBzriK6TwfXtj5GzfHVV18xfPhwzj77bAC+GDOGhR99VNS5M155hSVffAHAhRdeaEaa8a2goJEmaUg0BL+/pMclLZA0T9LTkraKwqZOS8g3XUFSX0n/kDRH0qrw/29JOxSh2/ckvSBpfjh3mqS7JbXLCnetpP9EaSyVNF7SlXFnKExZTPQcIuk8SZMlrQZ+lK+MgJGR6Jrs/GZNiesu6UVJS4Hnw/H/kfSqpC8krZC0PKR9i6SWWemtnz4o6ShJb4XwH0u6QpKisO0k3SvpE/kpeF9LmiLpL5K6RuEk6WxJoyUtkrQylOcTUZh4Ssdxkh6R9BWwPOV4nxxldbiksSGP0yVdkRJmV0mPSfo8XK8vQ13bIyXsWZKmhvjekXREruuUQ59Y5wsk/T7Up/mS7pTUUFL/UF+WhrI+MF+czrk1zrnngfGReNscwdfiR9MGF6nycUCLsP0nIJkWlD26lhNJjST9LFyHxaHuTJV0RxTmh5JekvRZqDcrQx26X1L7KJwDzoyi/zQqzy6SWkgaKmmCfJuxWtJCSaMk/TCPmg0kXS9pZri2r0vaNyUvA8OxxUHHjyXdpaw2IEc55JzuKOn4kP95oQ5+LukZSZsViDO+z3eRb8uWhPr0oKIRT1VuF6+T9Gv56ZhrgP1DmHaSfifpo5C/xfJt2Y9T0m4Z4pkQrtlSSROz7zEV3272CeFmh3BzJY2R9NsoTFNJN8u3KUtCmp9I+puk/QpdgxxlmN0OnyE/dXi5pEmSzkw55yBJzwUdVwedn1RWm6ESnmch/LnhPpkfyv/zUC/OzAq3n6Rn5Z8xq+Xb8SHKmm6dUj+eC9d0tqSHs+pHPUm/DNdzUcj/DEnDJB2dFW9R1zRPmcd1cYikC0McSyX9U1IHSV0ljQiyqZLOT4mn2HJQyNuMkK/RknoVodvgSF7wmZnUJeCQ6Lz1U8Uj2WaSbgv1eIX8c/JVSQNS9Oktfw+uCGU0qJgyzopjF/k+wHJJsyTdiH+5lyt80ddXBdouST3C/kchn8n98kxyDSS1D/lzkv6dFf8xURn+qtS852PMmDEcffTRtG/vHzEzRowo6fwZL78MwOGHH86qVauYO3dudapnGBsf51zeHzAE3xF0wIJoO/mNiML2ieSDi5BfDKxLidMBfQqc+7Mc5zngE2DLKOzkPGH/FIXrEsm/ygo3sMgyyv4NDmEqcsRdEY4/nyeOV7LSS+SLcpTfaVHY4Xni7R/CCPi/XOGiuAbnKp+U431S9P0SWJ2SxnVR2AOBZTl0WQ4cFIUdmBJmdUgn2e9SoH7HOs9NiW8YvtMcyxYCm0VxxNc2zvc7kXyHHGkOjbZ7huOzs8s+OjeuJ3sAY8L2OqBTEfdzE2B0jvKdFoW7P0+9mQw0yrq2ab8uwFYFwpyZ43p+nhJ2KdA9Cv9AnninAVtFYael5DFOb2Akvz1fngqUb1wX0urTSKBeStuW3d70CWU3LYceDnggSrcdudu5ilLbTfxLhVz34VdRfPfmie+iQvUxRxl2ieJYkCPuA6Pwp+FfdqSFW0Hle3JIgbjj59mJefL2dBTuJDZsI5LfPKBrjvqRlv7DUdif50n/9nKehXnKvE90Tlq9/S/wRYr80DLLYXBKmK+Bxcl+Dt3iPkDBZyaV69IGvxBmS+CjPOF+HqW5G74dyg4Tl03OvkKU3pwCcZTb1ynYduFfOOcKsxTYNeteWQtsF6XxRJCvBjrky2vPnj1dKdx0003uyiuvdM45t3LxYjf8tNNK+o382c/Wx9WvXz/38ssvl5S+sXEAxroyng2b4q9U746f4qdV1cd39LYE+knq4Jwr6UuCkjqGBkX4hv1/gL/iO5FH4h8Uuc7tBNwcdp8Hzsc3egOAJ4HtgN8Al4Qwv8J3YD7Hd/S3BZ4GegBnSPqZc25+VjJtgd8GHeuR5y2Xc26gKo+mXevyT8uYjn+z9wnQOcjuAn4BzMA/qNoDDwPfA/pK6uGcezcrnlbATcBtwKnAPUF+OvB42D44/D8D/JjQWAOHAzPDsRPJTJf7PIR7A99JPD1HHhR0GwXsmCevMVsAV+I7dvsC/8Cv3fqFpLudc3OBh4JsOnA88D7+wfhiOP9eYA9J9YAbo7jPAP4OnAPcWaQ+2azCryNrDLwdZEfjDalL8WvHLgFaA0eRY62ZpAbAYXgjCuAt59zHOdJ8C9gc6A9cF9JLRX4E67CwO9U5N17S3/BlKeAU4JYCebwEOCBsfwCcjR/x6xJ0SPgz8EfgY/zLgM3x98OPga74/P/dOadQ988M523nnJsW6dwc+CHwJt54XgfsBYwAmgGX4cs3m4ZAb2AScD3+hU4zfBkdL2l/4LwQdjrwffy9c0fQsXMIex4lIGkffKcIfKfxbOAF/Fq7E/CGS7GMDulvjq/rXfEdzv7Ac1lh2+KvzVD8fb0cX95J+zAk6NUxnNsZOE/SUOfcG/i8JiPjo4Gf4NuXXYH9Qt5KaTf3xt+H4Dt1z4Z8dCPTphBtjwGOwZdPJ+BQ4MMiyqgQbYAL8fXxV/g2Eny7NDrUr7vxbfQafFv2Mv5euB9/Lz9ApmxiCj3PkrwtAXoSDH/8/dYaQFIz4A8hjrdDup/iR0JfwJfZbUCaq7n/4u+bbfHtaGPgNEnnho5Mkv40/MurecA2YXtpSL/UZ2ExtA3nvx503A5fH8aH/974l3oAJwOvlFIO8s6Fkuu4MpTNm8DVQCmjUndR3DNT8k6rDgFwzikrnuuAHfDGyEnAv0IZ/Bl/DW6Q9HioE1fh2yGA+/DPs73wL/OK5TJ8XYPMM2vbkG4lSrm+JbRdbwNH4K/nfHy9OxV//ZqFNC4Ffoevn/Xw7div5J1gJXV5eFq/T9J5ITzt27enoqKimDIBoHPnzuywg59EtXbFiqLPS1gTnXPxxRezePHiktI3jDpHISuOym8e+0fypyP5fi7/G68N5PiGKZH9KU/6aeeeS+43QclvchTHYfgG7kvS3/Tt6zZ86zYZULHWbq68R8crouP7pxzviTekviB9tOmHUdhENhuoH2QtcuR9PJm3dLfiRw96Et7mhzCPR+eemSePg6NwVxY43idF35lxmZJ5I+fwD5GdiriuDt9R2jXafztLjxnRsS4Frlus8w2RPH7TuUOQfTeS/SrHtc3+jQQ65knzIvxDPtnfhxwjafiHexLu5iDbPpJNKKKexqNoh+QJtxPwWCjLVSn5+kWONqJLVjzCd7LHkD7yuzwKOzCS3xjJm0U6LA6ym6Kwl0Vh20RpzIzk04JsWo70BgbZDZHsmmLv/xx1YadIHrdZd6e0GS+mxBW/Wd88kv80kt8QZDMjWeccuhXdblK5To7EG0jHsWFdfi6EWQj8b0ijN2GktZwfldvhsZG8eyR/PuWe/EdWPO9Ex3ZMqauFnmeDwv464NFQ7t8FWkfnHV5EmcZ1PK4f8ajw2Ei+VZD9PuyvxBucF4Y606yca1qgzPtE4UdH8qci+dlB1iiSvVBqOeBfwiayZ6K0mhK1NTl0GxzJS3lmVmTHGx1LG7XP/v0ohI2fC3E9eCySDyxQ1m9GYfeI5Ndn57OU60uRbRf+JdAt+Jd0aaPl/47CjgyyOfgXZ/Hocv98+XSu9JG0W2+91f3yl790zjm3aulSN/z000saSau44or1cfXt29dVVFSUlL6xccBG0or+leo4ZEq0vTTaLuT8Im3Ern20/UGJemxZOAhtASQdgH+bdAR+JKZ+StimKbL3QmVajyqvZ8i79qoA72TFuz3wGr4T1IH08krT8WPnXOKcItf1OBd/3Trgp8/8Cd8h+ERSjxCmnGvxTuEgG/BZVpnOiLbbUdx1BX9t20b7M7OOf16GbuA78gnLo+3p4X9VJGtcZJzNKbD20zn3Nn6kBfxb3VzE684mSuqON2A+CbLu0TXNRcFrLak13pg7DT8qkjaKnFYf0/gFmZHTVnijLSZX27G+bjjnluFHEQBaSGqMv5fTwi7Ev0WG4utTTFXapWxm5NhOWyeUdj8leVziKo/0T4+2kzwmei9zzsXHSQmbj7awvk5ehR+h6IM3ip8BPgtrV5I2ahB+NLg1frTmQfwo/OeSvltEeoUo9MxJrQeBtHIqJe778CNG6/Ajd3fhnyVzJP0yT7zZNAkjfqWmfx1+VLAhfnTjXnyneY6kM0pIP3kWDkx5fg1OCT8t2t6gHXTOpbWDpZRDatvtnFtO5j7PSxWemWkUXYbR/2Ln3KLoePYzqJi4ss9Li6MU3Yptu/4KXIF/0ZlWRrHsrkiP48mszf8cqLRWrTrYc889mTBhAgANmzWj7W67lXT+Vr38ssY1a9YwefJk9txzz+pW0TA2KqUaaaujbZdyfGW0HXe+tk8JOyfa3rVEPb6Mtn/tMp6f1v/ING4nksnnLUDLcPyZAmksL3A8m7TySA/oH0Yxx5JpGB/HvzUXhaftrb8e2QZlJH/TObcLflrEkcAv8dN3OpOZGlfOtSi1fAA6Soo76bEzja+ofF1fynFd6znnJobw6+PNSiefJ8V8rEkTOudS5Tnoi++w/i7s7w08Kynt5UDMNfg6dAQpnXhJu+JHNxIeAyaEX3x/FXIgUsy17kvm/nkZv+5A5J4yla/uxw53BgCNQ1yFOmPr60aYSpV0RJY451ZSeTp0HLYN3hiEyvWpWKrSLmWzbY7tr7IDkn4/JXlsocoOS+K4kjwmejeTlMtJTSntJs65G/B1cS/8dUym9x6Hb1dxzn3knNsH2Bo/mnIpMCucd3cOPUqh0DMntR6k7KfVhbxxO+dWOOdOwk/VOxA4Cz8K0hi4Sd5jaxzvQ3narKUp8RdK/yvn3GF4Q7QvcAF+hkcL4A+hTSnpmhZJrvYuXztYSjmktt1hKl1swOSj1GdmvjYq0X0JoX1K0fveECbRvWV4mbVBPoog17MrLY5Srm/Btiu0I4lzrTn46cv1yUzNz+af+Cnv4F/IHBW2/xS9IK429t13X0aOHMn06f79Sud+/Yo+V/XqsW3fvgA899xzbLHFFrRp06a6VTSMjUp1u+CP31weLqlJWEdzWUrY58mMTJwu71mwjaQt5b15dcuTzgtkHrCXB89HzeQ9UPWVdD+ZOe/xg2UJsEbeM9ZRlIhzbmBKI1kRDsedzl1VmgvtWMdlwApJvfHrrKqEpBslHYOfb/8K/i3agnA46cTE62NulNQvlGcXSVdVVYeIjsAV8l7oDsd39sDXg1HOualk1rEcLunSUCfaSOol6Wr8PHxCuC/C9ncknR7ivQw/+lNrOOe+Bi4nMzqyF359QL5z3sOv+4H00d5cawOzOTms18tFfK3vlbSPvIe+nSX9PMjj+rgCWBrux4tzxBnX/T2zDPE4roVAw1CnCnXGzgm6tcavzUpG814K//EakEsk7R4MtGSdK3inOaUSl88geU9pLSRtI+liSaV0eH8r751xZzJrRSCTh0LEebxd3gNddyq3p0keY70fldQtXNc9JV0Y5EW3m5J2k3QtsCd+hOpZ/DrChG1DuJ/Le+lsgh/ZeIrMfRkbz/EshD5F5r8YXifTnh0p6dhwvc4Fks9aTHHOFefHO0LSCZIuwr/0eQ8/qvZechjfnr0RpX+mpFNCO7SFpAMk3UZmNKLU9M+V9+K5OX5t2P/hHVyAH0FvRwnX1FX+5ER1u7QvpRzG4NsVgKMkfVfeq+UN5Fn7nUWpz8z1bZQ2nG2Q3GctgIcldQpl2E1+fdV7UdiR0fZNklpL6osfZSqWOI5rJbWV/wTLOSlhS+nrFNN2Jcs9CNtf4+vR9WmKOufWkXnZsg/+Pnf49crVTuvWrTnxxBN58MEHAWjfsydb9uhR1Lk7fP/7NG3n32/ed999XHDBBTWhomFsXArNhyTHepMseZ9IPjKSL8U3BLE3pMFR2Eso37vjFTnOy57TfWBKGmup7M0pSatLJBtSyrxRfOOV5hUribsikaWcuwP+TXr2uR9G2wOj8ImsIiueRD4tkuXzWnVXCFOOd8c+KflIPR7JivHueEiOstggz6R7d1yLXwy9QZ3Ncd1ineMynpaS/z7Z9Sv72mblO14v8znQNCXNi6Lw3cmqq9H1mRbJd0nJxxvR8cML1NO83h2BzajsITOtPsb5/0GeuH6dcmwukWe7HNfz2+DdMS0PI0n37jg4Ja5C3h3vj8IW692xlHYzV5i1wF4h3Ig84f5e6HmRowy7RGGH5JDHeTqV8rw75n2e4R0y5MrbF2Tu55PzpJ+dh/X1I0+96RJkD+eJ851Sr2mBMu+TQ9/U65bjOpRSDoNTji8j6ivka3cp/Zl5eUrYinCsPX7KeM4yjOLJ5d1xblq6Oco6l3fHOI64fS36+lKcd8eXCpRbRZa+LfHriZPjLxWqT8mv1DVpzjk3ZcoU16lTJzdr1iznnHNrVq50Y++6K/datNNPd1Oefnr9+aNHj3Y77LCDW7p0aclpGxsHbE1a0b+a+Jj1qfj1NQvxD8ih+M7QBjjnfg/0ww+pz8UbdF/i3x59li8R59yt+NGwf+Pfkq3BO1z4D/4B8GgINzroNBk/HfMDvAen0WXmL5c+K/Be7MZRmgc4nPf8dyx+5GUF3itW4tGsqtyDH0H7Aj9itQKYiJ9e9/OQvsOXybn4N9Nfh7AzyIxcVQcf4L0XjsNfi8/wbwGvSQI4517FLwh/FD9HfzXe6BqPf6N3ZRR2CH6E6uOg7wT8G834+2S1hnPuRfx0QfDTwfJ6WHPOvU/Ga1rMQWS8/L3lnJucEib2kJhzymOop4fir/04fIdjJd6Y/1sIswA/NXY0vi5/gb+nfrthjBDOuxFfX7KnwNyCX8+UeFZ9NaS/iPxcg3+z/kXQ7z9Av1BGSV7Ox3ty/A9+lHw1vrP1v0Av59zsAmmk4py7HO/IZgTemFwd9Ph7EXrHHIwf6VqKbw8fBr7v/NvpYvSYDfTCj0AkdXwJfiTiLOfcBVHYr/Bvuq/H398r8NduEpHXuGLbTXw5/gE/irAAf10X4NuSI51fswa+3v0Lf6+uwJfVR/hpZ/HobzKF92tgajH5Lxbn3BP4jvywKE9z8LMG9nGZ2Q6l8jK+Df4IX+5r8VM5n8Q73Vke0v8L3qj9W0h3Df55NhZf/+/YIObieCb8puGv5Rr8PfYw/v4kpF/sNa1RSiyHa/HOaGbi7+838dNli/qwVRnPzHvxzldm4Q2NOK45+PvsVjL9hCX4evpnvPGZhP0g6Pkm/n78DP8i6r5i9A5xfImvryOC7l/i75ff5Ahf9PUtsu06DT/ivSDIHsf3XXLpuxh4JBLV6Feid955ZwYNGsTRRx/N119/Tf1Gjej505/S++qr2fqAA2jUsiX1GzWiSdu2bHfkkRxy223sfMIJAHz44YeccMIJ/PGPf6RZs2YFUjKMuo98/9wwDMOoKsrv6nuTJEz9no93onOqc646Xj4ZhrGRkJQYq7Px3mNXFTgFgF69ermxY8eWleagQYN45ZVXGDZsGB07Fl7yN2bMGI477jhuu+02Tjut0NJsozaRNM45l/rxeqMyNTGSZhiGYRgJB+MNtMfNQDOMbw6SXpY0m8xo4k3FGmhV5c477+Siiy6iZ8+enHXWWaQZe2vXrmX48OEcffTRnHLKKfz5z382A834VlHqx6wNwzAMo2iccyPY8NMLhmHUfXbAr9mbBTzonKsOj61Fc84553DkkUdyzz33cPTRR9OhQwe23357mjdvzqJFixg/fjxNmjTh/PPP56mnnqJFixYbUz3DqHFsuqNhGIZhGIZRrVRlumM2zjk+/vhj3n//fZYvX07r1q3p0aMHW2+9dbXEb2w8bLpj8dhImmEYhmEYhlFnkcSOO+7IjjvuWNuqGMZGw9akGYZhGIZhGIZh1CFsuqNhGIZhGIZRrUiaC0yvgajbAV/VQLxGZWqqnDs757aogXi/dZiRZhiGYRiGYXwjkDTW1jTVPFbOtY9NdzQMwzAMwzAMw6hDmJFmGIZhGIZhGIZRhzAjzTAMwzAMw/im8GBtK7CJYOVcy9iaNMMwDMMwDMMwjDqEjaQZhmEYhmEYhmHUIcxIMwzDMAzDMAzDqEOYkWYYhmEYhmFUC5IqJLnwWytpsaSpkp6QdGBK+L0lPSXpC0mrJM2X9LKkk7LCfRDifCaStZK0JshfjOSNJa0I8sFBNiTS609ZcSfy26u9QOoY0fWZliVfXz5hf3BULsnvK0n/kXRarSi/iWFGmmEYhmEYhlHdrALeAhYAOwCnAKMkXZkEkHQ68B/gJPzHkz8CGgKHAk9JeiCKb1T4P0iSwvYBQP2w3VtSg7C9L9A4bL+WotvpknarQt42Nd4FxuKvzX7AY5IG1apGmwBmpBmGYRiGYRjVzSzn3H7OuW2BbsB4QMCNkvpI6oD3IFgf+ATY2Tm3G9AeGBbiOE/SgLCdGGntgMTAOij8fwm0AL4T9g8O/6vxRmA29YEbq5a9TYrjnHN7AzsCy4LsjFrUZ5PAjDTDMAzDMAyjxnDOTQIGRqIL8KNnTcL+Dc65aSHsMuCSKGxiDLwayQ6O/h3wuxQ5wNshvphFeKNwgKR9S82LgQoHMaoDM9IMwzAMwzCMGsU59w6wOOzuDnSNDr+dFfZTvDFFEs459znwaZAdLKkJsDcwCXgmkjcAeof9ZPQtZg1wTdj+bVmZ2fR4VtJ/8dNRmwbZo7WozyaBGWmGYRiGYRjGxiAZhXFUHpFJ+2hvmiwxug7GrztrBIxyzn0IzAYOBHrhpz7G4bP5M376ZR9JRxSt/beDcj6Q3ANvEK8BxgBnOOfurE6ljA0xI80wDMMwDMOoUSTFxtNEYHJ0eK+ssNsBbcLulOhQYnRtDZyVJXsN2Bz4Sdh3wOtpujjn1gG/Drs3FZuHbwlLw//mWfK24X9JyjnbOefknGvrnOvtnHus5tQzEsxIMwzDMAzDMGoMSd2A2O39/cD/ASvC/lWSuoSwTYHfR2HjaXXxyNgpWbJRWfIJzrkFuXRyzg0DRpNlIG4CvBv+W0o6R1IDST2BvkH+Xu2oZWRjRpphGIZhGIZR3XSQNEbSdGAC0B0/uvVr59xI59wXwPnAWmB74ENJE4E5QP8Qx4POub8nETrnPgK+CLsNgE/CWjXIGGmJG/401/vZ/KqsnH2zuR+YH7Yfwn8qYSzQHH99bq4lvYwszEgzDMMwDMMwqptGwD74aXSfAk8Bhzjn1k8vdM49CuyPH1WbB+yMN9pGAic7585PiXdUju0JZIyP7GOpOOdGA8OLycy3BefcTHyZP4U3iNfhnbS8AhzpnNukyqMuI+fKWT9oGIZhGIZhGIZh1AQ2kmYYhmEYhmEYhlGHMCPNMAzDMAzDMAyjDmFGmmEYhmEYhmEYRh3CjDTDMAzDMAzDMIw6hBlphmEYhmEYhmEYdQgz0gzDMAzDMAzDMOoQZqQZhmEYhmEYhmHUIcxIMwzDMAzDMDYpJFVIcpKmZcmHBLkL+4OT/ej3laT/SDqtyLT6ZJ2/UtIcSW9I+qWkllHYk6Jwe0Ty2yL5/pE80W+FpCZVLhijzmBGmmEYhmEYhmEU5l1gLNAQ2A94TNKgEuP4BJgENAN6AzcDb0vqFI6/GoU9JNo+uMD2W865FSXqYtRhzEgzDMMwDMMwjMIc55zbG9gRWBZkZ5QYx/XOuR7AZsAvg2xH4DEA59wcYGqQHwwgqTmwF/BlkB8U5A2BfYNsVIl6GHUcM9IMwzAMwzAMozRUlZOdc2ucc7cAzwXRIZJ2CduJwXVQ+O8NNAD+CswEDpBUD9gbPyIH8FpV9DHqHmakGYZhGIZhGEZhnpX0X+AjoGmQPVrFOOMRsN2zZO0ldSUzpXEU3hhrDewZydcCr1dRD6OO0aC2FTAMwzAMwzCMjYwr45we4X8+MAa4zzn3WBX1iAdMEp2y16UlI2qjgLbAyUGWrFl71zm3uIp6GHUMM9IMwzAMwzCMTY2l4X/zLHnb8L8k5ZztnHPTqlmP2DnIRADn3HRJM4BtgcPw684+dM7NkZSMsvUFEi+PNtXxW4hNdzQMwzAMwzA2Nd4N/y0lnSOpgaSeeOMH4L2aTDyk9yvg6CAa5ZybFAVJDK/j8FMrRwE45z4A5gL9gVbJuTWpq1E7mJFmGIZhGIZhbGrcj5+2CPAQsArvXr85ftrhzTWU7lWS3gUWADcF2UdA9jfXEsOrQdY+wGgqz4YbXc06GnUAM9IMwzAMwzCMTQrn3Ez8dMGngDnAOmAR8ApwpHNueA0lvT2wG7ACeBP4NbCXc+6zrHCvZu2PynFsknNubrVradQ6cq6cdZOGYRiGYRiGYRhGTWCOQwzDMAzDMAyjTCSdA5yT4/DDzrmHN6Y+xrcDM9IMwzAMwzAMo3w64j0wpvH8xlTE+PZg0x0NwzAMwzAMwzDqEOY4xDAMwzAMwzAMow5hRpphGIZhGIZhGEYdwow0wzAMwzAMwzCMOoQZaYZhGIZhGIZhGHUIM9IMwzAMwzAMwzDqEGakGYZhGIZhGIZh1CH+H6U3blNgFKRdAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -1043,11 +1043,39 @@ "source": [ "# display multi-datasets\n", "ax = gp.dotplot(enr_res,figsize=(3,5), \n", - " group='UP_DW', \n", + " x='UP_DW', \n", + " x_order = [\"UP\",\"DOWN\"], \n", " title=\"GO_BP\", \n", - " cmap = NbDr, \n", + " cmap = NbDr.reversed(), \n", " size=3, \n", - " show_ring=True)" + " show_ring=True)\n", + "ax.set_xlabel(\"\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = gp.barplot(enr_res, figsize=(3,5), \n", + " group ='UP_DW', \n", + " title =\"GO_BP\", \n", + " color = ['b','r']) " ] }, { @@ -1059,7 +1087,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1068,7 +1096,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1197,7 +1225,7 @@ "4 ISG15;IFITM3;MX1;IFITM2;PLSCR1;MX2;BST2;EIF2AK... " ] }, - "execution_count": 35, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1206,25 +1234,13 @@ "res.res2d.head()" ] }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "res.res2d.to_csv(\"data/test.out.txt\", sep=\"\\t\", index=False)" - ] - }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ - "# df = res.res2d\n", - "# df['NOM p-val'].clip(1e-4, 1.0, inplace=True)\n", - "# df['p_inv'] = df.apply(lambda x: np.log(x['NOM p-val'])*np.sign(x['NES']), axis=1)\n", - "from gseapy import enrichment_map" + "# res.res2d.to_csv(\"data/test.out.txt\", sep=\"\\t\", index=False)" ] }, { @@ -1458,7 +1474,7 @@ " RNA splicing, via transesterification reaction...\n", " 0.110169\n", " 0.203125\n", - " HNRNPH3,SRSF6,SRSF9,NCBP2,POLR2L,MAGOH,U2AF1,P...\n", + " EIF4A3,POLR2B,U2AF1,HNRNPU,CDC40,POLR2L,SRRM1,...\n", " \n", " \n", " 1\n", @@ -1468,7 +1484,7 @@ " cellular macromolecule biosynthetic process (G...\n", " 0.645390\n", " 0.928571\n", - " RPS3,RPS19,RPL37A,MRPL41,RPL3,RPS7,RPS27A,RPL2...\n", + " PABPC4,RPL15,RPL24,RPS20,POLR2F,RPS27,MRPS12,R...\n", " \n", " \n", " 2\n", @@ -1478,7 +1494,7 @@ " cellular macromolecule biosynthetic process (G...\n", " 0.022624\n", " 0.051020\n", - " POLR2G,POLR2L,POLR2E,POLR2J,POLR2F\n", + " POLR2E,POLR2J,POLR2G,POLR2L,POLR2F\n", " \n", " \n", " 3\n", @@ -1488,7 +1504,7 @@ " cellular response to interferon-gamma (GO:0071...\n", " 0.105263\n", " 0.428571\n", - " OAS1,IRF1,OAS3,IRF7,OAS2,TLR4\n", + " OAS2,OAS1,TLR4,OAS3,IRF1,IRF7\n", " \n", " \n", " 4\n", @@ -1498,7 +1514,7 @@ " defense response to symbiont (GO:0140546)\n", " 0.188679\n", " 0.714286\n", - " IFIH1,OAS1,DDX58,IRF1,ISG15,OAS3,IRF7,OAS2,LIL...\n", + " OAS2,IFIH1,OAS1,ISG15,OAS3,LILRB1,TLR7,DDX58,I...\n", " \n", " \n", "\n", @@ -1520,11 +1536,11 @@ "4 defense response to symbiont (GO:0140546) 0.188679 \n", "\n", " overlap_coef overlap_genes \n", - "0 0.203125 HNRNPH3,SRSF6,SRSF9,NCBP2,POLR2L,MAGOH,U2AF1,P... \n", - "1 0.928571 RPS3,RPS19,RPL37A,MRPL41,RPL3,RPS7,RPS27A,RPL2... \n", - "2 0.051020 POLR2G,POLR2L,POLR2E,POLR2J,POLR2F \n", - "3 0.428571 OAS1,IRF1,OAS3,IRF7,OAS2,TLR4 \n", - "4 0.714286 IFIH1,OAS1,DDX58,IRF1,ISG15,OAS3,IRF7,OAS2,LIL... " + "0 0.203125 EIF4A3,POLR2B,U2AF1,HNRNPU,CDC40,POLR2L,SRRM1,... \n", + "1 0.928571 PABPC4,RPL15,RPL24,RPS20,POLR2F,RPS27,MRPS12,R... \n", + "2 0.051020 POLR2E,POLR2J,POLR2G,POLR2L,POLR2F \n", + "3 0.428571 OAS2,OAS1,TLR4,OAS3,IRF1,IRF7 \n", + "4 0.714286 OAS2,IFIH1,OAS1,ISG15,OAS3,LILRB1,TLR7,DDX58,I... " ] }, "execution_count": 40, diff --git a/gseapy/__main__.py b/gseapy/__main__.py index 3e1870b..ef7838d 100644 --- a/gseapy/__main__.py +++ b/gseapy/__main__.py @@ -11,7 +11,7 @@ # or args = argparser.parse_args() will throw bugs!!! -__version__ = "1.0.1" +__version__ = "1.0.2" def main():