From 8385be5390a3cfd78015405c85fcf13e9f45e080 Mon Sep 17 00:00:00 2001 From: Niko <nikolaos.papadopoulos@univie.ac.at> Date: Mon, 17 Feb 2025 12:32:02 +0100 Subject: [PATCH] fast-forward revision changes --- 01-assembly/README.md | 42 + 07-analysis/abdA_txomes.ipynb | 343 ++++++++ 07-analysis/genomic_context.ipynb | 93 +- 07-analysis/hoxfinder.ipynb | 840 ++---------------- 07-analysis/hro_finder.ipynb | 395 +++++++++ 07-analysis/irx_finder.ipynb | 361 ++++++++ 07-analysis/nk_finder.ipynb | 708 +++++++++++++++ 07-analysis/r2_g3735.ipynb | 1330 +++++++++++++++++++++++++++++ 07-analysis/self_synteny.ipynb | 526 ++++++++++++ 07-analysis/sine_finder.ipynb | 680 +++++++++++++++ 10 files changed, 4497 insertions(+), 821 deletions(-) create mode 100644 07-analysis/abdA_txomes.ipynb create mode 100644 07-analysis/hro_finder.ipynb create mode 100644 07-analysis/irx_finder.ipynb create mode 100644 07-analysis/nk_finder.ipynb create mode 100644 07-analysis/r2_g3735.ipynb create mode 100644 07-analysis/self_synteny.ipynb create mode 100644 07-analysis/sine_finder.ipynb diff --git a/01-assembly/README.md b/01-assembly/README.md index 8c72e17..7597267 100644 --- a/01-assembly/README.md +++ b/01-assembly/README.md @@ -40,3 +40,45 @@ them. We performed basic QC on each finished assembly with the The best assembly, in terms of contiguity and BUSCO completeness, was produced by Flye using the ONT data; this assembly was kept for further work. + +### Assembly overview + +<details> +<summary>Click to expand</summary> + +| Assembly | shasta | flye | M2 flye_pb | hybrid long read | verkko | wengan pretend | HiFiasm (hic.p_ctg) | +|----------------------------|----------------|-------------|------------------|------------------|------------|--------------------|---------------------| +| type | ONT | ONT | HiFi | ONT + HiFi | ONT + HiFi | HiFi contigs + ONT | HiFi + ONT + omniC | +| # contigs (>= 1000 bp) | 14,656 | 10,856 | 7,696 | 11,948 | | | 1,901 | +| # contigs (>= 0 bp) | 14,747 | 13,520 | 7,758 | 11,948 | | | 1,849 | +| **# contigs (>= 5000 bp)** | **13,996** | **3,429** | **7,114** | **11,948** | | | **1,773** | +| # contigs (>= 10000 bp) | 12,607 | 2,677 | 6,049 | 3,000 | | | 1,579 | +| # contigs (>= 25000 bp) | 7,025 | 1,824 | 3,808 | 1,732 | | | 1,243 | +| # contigs (>= 50000 bp) | 3,438 | 1,321 | 2,398 | 1,101 | | | 771 | +| Total length (>= 0 bp) | 569,965,269 | 529,880,842 | 524,250,265 | 243,039,200 | | | 564,656,146 | +| Total length (>= 1000 bp) | 569,921,876 | 528,047,687 | 524,207,443 | 243,039,200 | | | 564,638,380 | +| Total length (>= 5000 bp) | 567,841,097 | 508,723,655 | 522,258,094 | 243,039,200 | | | 564,373,315 | +| Total length (>= 10000 bp) | 557,002,179 | 503,406,950 | 514,264,131 | 187,137,640 | | | 562,919,782 | +| Total length (>= 25000 bp) | 465,488,885 | 489,576,998 | 476,997,904 | 167,428,257 | | | 557,004,365 | +| Total length (>= 50000 bp) | 337,359,041 | 471,872,883 | 427,261,245 | 144,927,648 | | | 539,726,847 | +| **#contigs** | **14,697** | **13,427** | **7,752** | **11,948** | | | **1,862** | +| Largest contig | 1,578,167 | 4,458,759 | 3,173,197 | 1,238,400 | | | 7,914,832 | +| Total length | 569,952,592 | 529,844,325 | 524,248,151 | 243,039,200 | | | 564,647,311 | +| GC (%) | 39.72 | 40.21 | 40.09 | 39.92 | | | 39.63 | +| N50 | 62,769 | 522,825 | 192,982 | 79,409 | | | 1,768,572 | +| N90 | 17,100 | 42,521 | 27,270 | 5,963 | | | 165,091 | +| auN | 96,209.9 | 743,185.5 | 277,025.8 | 135,514.7 | | | 2,321,162.2 | +| L50 | 2,506 | 277 | 757 | 728 | | | 90 | +| L90 | 9,314 | 1,430 | 3,610 | 7,492 | | | 410 | +| # N's per 100 kbp | 0.00 | 0.00 | 0.00 | 0.00 | | | 0.00 | +| | | | | | | | | +| Approx. runtime (CPUs) | 45m (48) | 21h (30) | 6:15 (16) | 18h (32) | (breaks) | (oom) | 13h (32) | +| | | | | | | | | +| BUSCO metazoa complete | 86.2% (arthr.) | 94.2% | ? | ? | ? | ? | 97.1% | +| BUSCO metazoa single | 72.8% (arthr.) | 87.8% | ? | ? | ? | ? | 89.9% | +| BUSCO metazoa duplicated | 13.4% (arthr.) | 6.4% | ? | ? | ? | ? | 7.2% | +| BUSCO metazoa fragmented | 6.7% (arthr.) | 3.6% | ? | ? | ? | ? | 1.3% | +| BUSCO metazoa missing | 7.1% (arthr.) | 2.2% | ? | ? | ? | ? | 1.6% | + + +</details> \ No newline at end of file diff --git a/07-analysis/abdA_txomes.ipynb b/07-analysis/abdA_txomes.ipynb new file mode 100644 index 0000000..8883eb2 --- /dev/null +++ b/07-analysis/abdA_txomes.ipynb @@ -0,0 +1,343 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Searching for abdA in the assembled transcriptomes\n", + "\n", + "Definitively proving the absence of a gene from a genome is a difficult task. However, one can make\n", + "some progress by gathering many kinds of indirect evidence. In this notebook, I will summarise the \n", + "various sources of evidence for the absence of abdA from the genomic and transcriptomic repertoire\n", + "of _P. litorale_.\n", + "\n", + "## 1. The genome assembly\n", + "\n", + "Chelicerate and arthropod sequences were used to scan for the presence of the abdA homeobox in the\n", + "genome assembly. The homeoboxes were taken from the very helpful supplementary material of [Aase\n", + "Remedios _et al._ 2023](https://academic.oup.com/mbe/article/40/12/msad239/7341927) and supplemented\n", + "with xiphosuran, vinegaroon, and harvestman sequences.\n", + "\n", + "We used `mmseqs2 easy-search` and specified the output format as follows: \n", + "\n", + "```bash\n", + "M8FORMAT=\"query,target,fident,alnlen,mismatch,gapopen,qstart,qend,tstart,tend,evalue,bits,qlen\"\n", + "```\n", + "\n", + "We then used the following command to extract the best hits:\n", + "\n", + "```bash\n", + "mmseqs easy-search chelicerate_abdA.fa ../draft.fasta chelicerate.m8 tmp --format-output $M8FORMAT --threads 4\n", + "```\n", + "\n", + "This search finished in approx. 2m. I will now use `pandas` and `matplotlib` to show an overview\n", + "of the results." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import matplotlib.colors as mcolors" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "a function to expedite reading the output file:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# read file, name columns\n", + "def read_aln(m8, id_sep=None):\n", + " hox = pd.read_csv(m8, sep=\"\\t\", header=None)\n", + " m8_columns = ['query', 'target', 'seq_id', 'ali_len', 'no_mism', 'no_go',\n", + " 'q_start', 'q_end', 't_start', 't_end', 'eval', 'bit', 'qlen']\n", + " hox.columns = m8_columns\n", + " # trim the query to just the ID\n", + " if id_sep is not None:\n", + " hox[\"query\"] = hox[\"query\"].str.split(id_sep).str[1]\n", + " return hox" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, read the output table. This contains all hits that cross a lowest e-value threshold (10-3)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "abda_loc = '/Volumes/scratch/pycnogonum/genome/draft/hox/chelicerate.m8'\n", + "abdA = read_aln(abda_loc)\n", + "\n", + "best = abdA.sort_values('bit').drop_duplicates('query', keep='last')\n", + "best.set_index('query', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x800 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True, figsize=(15, 8))\n", + "fig.subplots_adjust(wspace=0.02)\n", + "\n", + "# plot contig\n", + "ax1_end = 2566000\n", + "ax2_end = 2918000\n", + "ax1.plot([2565000, ax1_end], [0, 0], color=\"lightgray\", linewidth=1)\n", + "ax2.plot([2916000, ax2_end], [0, 0], color=\"lightgray\", linewidth=1)\n", + "\n", + "\n", + "# ax2.plot([2926445, 2925945], [0, 0], color=mcolors.CSS4_COLORS[\"darkturquoise\"], linewidth=10)\n", + "ax2.plot([2916697, 2916317], [0, 0], color=mcolors.CSS4_COLORS[\"darkturquoise\"], linewidth=10)\n", + "ax2.plot([ax2_end, 2916317], [0, 0], color=mcolors.CSS4_COLORS[\"darkturquoise\"], linewidth=2)\n", + "ax2.text(ax2_end-200, 1, \"Hox8/Ubx\", color=mcolors.CSS4_COLORS[\"darkturquoise\"], fontsize=10)\n", + "\n", + "# ax1.plot([2594468, 2593881], [0, 0], color=mcolors.CSS4_COLORS[\"gold\"], linewidth=10)\n", + "ax1.plot([2565426, 2565199], [0, 0], color=mcolors.CSS4_COLORS[\"gold\"], linewidth=10)\n", + "ax1.plot([ax1_end, 2565199], [0, 0], color=mcolors.CSS4_COLORS[\"gold\"], linewidth=2)\n", + "ax1.text(ax1_end-100, 1, \"Hox7/Antp\", color=mcolors.CSS4_COLORS[\"gold\"], fontsize=10)\n", + "\n", + "i=3\n", + "for name, gene in best.iterrows():\n", + " ax = ax1\n", + " if gene[\"t_start\"] > 2800000:\n", + " ax = ax2\n", + " ax.plot([gene[\"t_start\"], gene[\"t_end\"]], [i, i], color=\"black\", linewidth=5)\n", + " ax.text(gene[\"t_start\"]+50, i-0.3, gene.name, color=\"black\", fontsize=10)\n", + " i += 1\n", + "\n", + "d = .5 # proportion of vertical to horizontal extent of the slanted line\n", + "kwargs = dict(marker=[(-1, -d), (1, d)], markersize=12,\n", + " linestyle=\"none\", color='k', mec='k', mew=1, clip_on=False)\n", + "ax1.plot([1, 1], [0, 0], transform=ax1.transAxes, **kwargs)\n", + "ax2.plot([0, 0], [0, 0], transform=ax2.transAxes, **kwargs)\n", + "\n", + "for ax in [ax1, ax2]:\n", + " ax.set_yticks([])\n", + " ax.spines['top'].set_visible(False)\n", + " ax.spines['right'].set_visible(False)\n", + " ax.spines['left'].set_visible(False)\n", + "ax1.set_title(f\"pseudochromosome 56 (length: 5.29Mbp)\");\n", + "\n", + "fig.savefig(\"/Users/npapadop/Documents/presentations/2024-08_pygno_paper/suppl-abdA_chelicerata.png\", dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The majority of best hits for the abdA homeobox fall on the Ubx gene, except for the _Phalangium_\n", + "sequence, which finds Antp. On the genomic level, there seems to be no locus that corresponds to\n", + "abdA.\n", + "\n", + "## 2. The transcriptome assembly\n", + "\n", + "We will now search all the _de novo_ assembled transcriptomes from developmental stages with deeper\n", + "sequencing for any evidence of abdA. We will use the same homeobox sequences as before, and save the\n", + "results of each search in a separate file.\n", + "\n", + "```bash\n", + "cd /Volumes/scratch/pycnogonum/genome/draft/hox/\n", + "\n", + "for pep in ../transcriptome/*/Trinity.fasta.transdecoder.pep; do\n", + " stage=$(echo $pep | cut -d\"/\" -f3);\n", + " mmseqs easy-search chelicerate_abdA.fa $pep abdA_$stage.m8 tmp --format-output $M8FORMAT --threads 4\n", + "done\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "best_abdA = {}\n", + "\n", + "deep_dev_transcriptomes = [\"INSTAR1\", \"INSTAR3\", \"INSTAR5\", \"JUV1\", \"EMBRYO3\", \"INSTAR2\", \"INSTAR4\", \"INSTAR6\", \"SUBADULT\"]\n", + "\n", + "for stage in deep_dev_transcriptomes:\n", + " abda_txome_loc = f'/Volumes/scratch/pycnogonum/genome/draft/hox/abdA_{stage}.m8'\n", + " abdA = read_aln(abda_txome_loc)\n", + "\n", + " top_hits = abdA[abdA['eval'] < 1e-20]\n", + " best_abdA[stage] = top_hits['target'].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can go and grab the sequences of the best hits for each stage, and then put them in a single\n", + "gene tree with all the other abdA sequences as well as other chelicerate Hox genes.\n", + "\n", + "First, let's make sure an empty file exists that can receive the _Pycnogonum_ abdA candidate\n", + "sequences:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "!rm /Volumes/scratch/pycnogonum/genome/draft/hox/abdA_candidates.fa\n", + "!touch /Volumes/scratch/pycnogonum/genome/draft/hox/abdA_candidates.fa" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can scrape the one-line-formatted transcriptome files for the best abdA hits:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "with open('/Volumes/scratch/pycnogonum/genome/draft/hox/abdA_candidates.fa', 'w') as f:\n", + " for stage, genes in best_abdA.items():\n", + " fasta = f'/Volumes/scratch/pycnogonum/genome/draft/transcriptome/{stage}/oneline.fasta'\n", + " for gene in genes:\n", + " tmp = !grep -A 1 {gene} {fasta}\n", + " tmp[0] = f'>{stage}_{gene}'\n", + " f.write(\"\\n\".join(tmp) + \"\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This will be very redundant, so we will collapse identical sequences, and keep track of the\n", + "transcript IDs in the FASTA header of each sequence.\n", + "\n", + "The way to do this is to read the sequences into a `pandas` DataFrame..." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "current_id = \"\"\n", + "sequences = {}\n", + "\n", + "with open('/Volumes/scratch/pycnogonum/genome/draft/hox/abdA_candidates.fa', 'r') as f:\n", + " for line in f.readlines():\n", + " if line.startswith(\">\"):\n", + " current_id = line[1:].strip()\n", + " else:\n", + " sequences[current_id] = line.strip()\n", + "\n", + "abdA_df = pd.DataFrame(sequences.items(), columns=[\"id\", \"seq\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "...group by sequence, concatenate the transcript IDs, ..." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "tmp = abdA_df.groupby(\"seq\").apply(lambda x: \",\".join(x[\"id\"].values), include_groups=False)\n", + "collapsed = pd.DataFrame(tmp)\n", + "\n", + "transcript_groups = [str.format(\"group_{0:02d}\", i) for i in range(1, len(collapsed)+1)]\n", + "collapsed['seq'] = collapsed.index\n", + "collapsed.index = transcript_groups" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "...and finally write the collapsed sequences to a new FASTA file." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "with open('/Volumes/scratch/pycnogonum/genome/draft/hox/abdA_candidates_collapsed.fa', 'w') as f:\n", + " for group, row in collapsed.iterrows():\n", + " f.write(f\">{group} {row[0]}\\n\")\n", + " f.write(f\"{row['seq']}\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All the transcripts are already in-frame, and were translated on the University of Birmingham\n", + "[bioinformatics server](https://www.bioinformatics.org/sms2/translate.html).\n", + "\n", + "Now we can calculate the multiple sequence alignment and the gene tree for the putative abdA\n", + "sequences." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ascc24", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/07-analysis/genomic_context.ipynb b/07-analysis/genomic_context.ipynb index aa19507..1dc5790 100644 --- a/07-analysis/genomic_context.ipynb +++ b/07-analysis/genomic_context.ipynb @@ -158,7 +158,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/md/d6lwwbv97xb6g6ddypntnprh0000gp/T/ipykernel_22676/2782223938.py:1: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + "/var/folders/md/d6lwwbv97xb6g6ddypntnprh0000gp/T/ipykernel_21390/2782223938.py:1: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", " modern = arthropoda.groupby('Organism Name').apply(best_assembly)\n" ] } @@ -167,6 +167,15 @@ "modern = arthropoda.groupby('Organism Name').apply(best_assembly)" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "modern.index = modern.index.droplevel(1)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -178,11 +187,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "modern['Organism Taxonomic ID'].to_csv('./modern_taxids.txt', index=False, header=False)" + "modern['Organism Taxonomic ID'].to_csv('./genomic_context/modern_taxids.txt', index=False, header=False)" ] }, { @@ -201,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -232,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -248,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -262,7 +271,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -283,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -307,8 +316,8 @@ " 'Annotation BUSCO Fragmented ':1.6,\n", " 'Annotation BUSCO Missing ':1.7,\n", " 'Annotation BUSCO Lineage ':'metazoa_odb10',\n", - " 'Annotation Count Gene Total':15497,\n", - " 'Annotation Count Gene Protein-coding':15497,\n", + " 'Annotation Count Gene Total':15372,\n", + " 'Annotation Count Gene Protein-coding':15372,\n", " 'CheckM contamination':'-',\n", " 'subphylum':'Chelicerata',\n", " 'repeat%': 61.05\n", @@ -325,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -343,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -353,12 +362,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -431,12 +440,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -504,12 +513,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -576,12 +585,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -649,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -661,12 +670,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -717,7 +726,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -726,12 +735,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -754,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -786,12 +795,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -839,7 +848,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -850,7 +859,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -860,7 +869,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -872,7 +881,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -881,17 +890,17 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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3448/AgDatm2LwYMHay0rDg6oGwQXX7v6F/tSqRQhISEAgK5duwq5MjQRD+qXlZWp1KUIZrRq1QqBgYFa62rVqpWwXT3gs3v3bgBAmzZtUFhYiNDQUK11VZ/9oC+5XK402Kzr/lu3bi1sK/JiADV/v+JghK7AhTjZtLoZF4Z6VoWFhUIw44UXXtCaMFyxdJXiuvVVl7a+CwDbt28HANjb2wuzgWqqoqICd+/eBVAVnNSWVLsubSUiIiIiIiIiauoYuCBqBP7++2/8/vvvAIAhQ4bg+eefV1vOw8MD586dA1D1xbW6wMWdO3eEwXldgYi7d+8Kg75DhgyBsbGx1vKKhMSA+gFT8bWrD8peu3YNubm5wrV0UczMAKAyM0E8i2DIkCE6vzgvLi4WtsWzPOLi4oT7f/jwIT788EOd7VJQtxSRNvfv3xfa8Y9//ENn+dLSUmFb3OaavF+gdoELR0dHODo6Kh0z5LO6ffu2kKD61Vdf1XquYqAfUM7zYui6tPXd27dvCzNNhg4dqnHmhy4JCQmQSqUAoHPGRm3bSkRERERERET0NOD6EkQNTC6X4+uvvwZQlRvg3//+t8ay+uS5EC+b4+fnp/Xa58+fF7YVSxNpk5aWBqBq5oW6ZYLE164e2Lhy5Yqw7ePjo/e1AKjkURAPxqtL1lyd4ut0IyMjpVkjFy9e1HmuJu3bt69ReXGbdb0XAEhOTgYAmJubqwRbalKPonybNm1ga2ursVx5ebkwWK4uKGXIZ1U9J4U2umaBGKoubX1X/HvSt29frdfQRtwH6qutRERERERERERPA864IGpgx44dw7Vr1wBUDR4PGjRIr/P0CVxoWzYHAB49eiRsa0ruLHbjxg0AuvNbSCQSlS/BxXkaxEs3aaJ4JgCUcmsAygPAuhITy2QyXL58GQDQrVs3pa/lxfkuLl68qDHnhCHUpM2VlZW4dOkSgKrAjHgmTE3eL/C/fqKr7K1bt4RZLOq+4jfksxL3XX0ShgOaAy+Gqktb3xUH0dzc3LReQxtxH9AVcKhtW4mIiIiIiIiIngaccUHUgMrKyrBmzZpanaspcKEYHG3ZsqXW5MkAkJ2dLWzrWv4mNjYWKSkpADQPuiqu3bZtW5X6xPkOLC0ttV4LAH777TcAVQO3HTt2VDomHrzX1e6zZ88KycerJzyvyf3XlXjQ2srKSmvZiIgIYVktf39/tfXo834fPXqE/Px8AMqzddSJjIwUttW9X0M+K8X7c3JyUlmSSkwmk+HOnTsAdAfL6lqXtr4rvndts1Z0UVzDxcVF61JjdWkrEREREREREdHTgDMuiBrQrl27hLwBAwcO1PnFOADs3bsXWVlZePjwIQoLC5UGLuVyuc6BXjHxl/xpaWlKyyhVp0hOrKlu8bXVDXyL25mbm6t1kPnkyZNCcuLRo0dDIpEoHRcHbTIyMvRqt4WFBcaNG6d0zNTUVNhOS0tTSohtaOLAxePHj9XmJ1FQtNnOzg4jR44U9tf0/YoTPFdfbkuspKQE+/fvF35W9xW/oZ6VTCYTlqTSdQ9JSUlCXhB1ZQ1Vl66+K7737OxsODk5ab2WJop+W59tJSIiIiIiIiJ6GjBwQdRAsrKysGXLFgBVyZdXrVql19fTsbGxCA8PB1D1tbk4z0FKSoqQ1FqfgW3x8lB///23xqTgp0+fxvHjx4Wf1dUtvra6AVXxF/+XL19Wm2gZqBoUX7lyJYCqpM5vvfWWynUUswgA4OrVq+jWrZvauo4ePYro6GgAwJtvvqkSLBEv2fT7779jypQpauupq6ysLGRkZAg/X758WWPg4tChQ8LSVpMnT1bqEzV9v+Kk5OLE6tWtWrVKWA7J1NQU7u7uKmUM9aySk5OFdulavkpXLgdD1aWr77q6ugrbZ8+erdXyTA8fPhRm0ei7TFRt2kpERERERERE9DTgUlFEDeT7778XBiA/+ugjvZd8ES+bVH25KPFX/foMbL/44ovCdlBQkLCkktiZM2fw8ccfCz9bW1urXedf1/r9AwYMgImJiXCtnJwclTKJiYmYMmUK0tLSYGRkhBUrVmhc319h69ataus6deoUli5dCgDw8PDArFmz1LZJMZtj3bp1Ql4JdeRyOS5evIgdO3ZoLKOJONEyAGzcuFEYxBY7ceIEPvvsMwBV+Tjee+89peM1fb/29vbC9q+//orKykql41KpFCtXrsSePXuEfR4eHkozDBQM9axqklha1/0aqi5dfVe8xNiWLVsQHx+v8TrR0dFCMnh9r2/IthIRERERERERPQ0444KoAdy5cwcHDx4EAHTo0AGvv/663udqC1yIB3L1Gdj28/ND165dERsbi8zMTIwcORLjx49H+/btkZ2djTNnzuDPP/+Eg4MD7OzskJqais6dO6ss3VT92uq+SHdxccH48eOxe/duPHjwACNHjsS4cePQvn17FBYW4tKlSzh58iTKysoAAIsXL1abqFw8cBsQEIDQ0FCMHj0ab775Jtq2bYusrCycPn0a586dA1CVk+CHH35Qm1fC3d0dY8eOxf79+1FcXIzJkyfD398fvXv3RosWLSCVSpGdnY3bt28jOjoaqampmDZtms7nqq3NgYGBOHbsGEaPHo2JEyeibdu2yMjIQGhoqNBmR0dHfP/99zAzM1Oqp6bv19vbG3Z2dsjLy8PVq1cxZswYDB06FLa2trh37x5+++03PH78GOPHj8fevXshl8s1DoYb6lnVJLm44rnZ2dmpTR5vqLp09V1PT0/hveXm5mLMmDEIDAxEjx49YGNjg7y8PNy6dQuRkZF4+PChUr4QddfQN3BRm7YSERERERERET0NGLggagDffPON8PX73LlzhZkI+hAvsaRY615BMaipaVaEOqtWrcKkSZOQnZ2N9PR0rF27Vum4l5cXVq9ejTfffBMA4Ovrq7YexbVtbGw05lOYN28eHj16hNDQUDx+/Bjff/+9Shl7e3usXLkSAQEBautQDOra2tpi5cqVSE5Oxp07d7B69WqVsu3bt8eGDRtUknuLffLJJygpKRFmJISGhiI0NFRtWYlEAh8fH411aaJoc7NmzfDFF18gNTUVf/31F7755huVsp6entiwYYPaZ1jT92tubo558+YJM09u3bqlFEQxMzPDvHnz0KtXL2HWhbav+A3xrGpyD4qymgboDVWXPn13xYoVyM/PR2RkJEpLS3Hw4EEh+Cjm4OCgNueKYtaNtbW10tJT9dFWIiIiIiIiIqKmjoELoicsMjISUVFRAKpmPGgaoNdEnH/g9u3bkMvlwgwIxQwMLy8vtbMi1PHw8MCRI0ewceNGREREICsrC/b29vDy8sKwYcMwfPhwXL9+HQUFBQCUl5cS0+faZmZmWL9+PX777TccOnQIMTExKCoqQosWLeDm5obXXnsNgYGBSkscVacYuO3cuTPs7e2xZ88ebN++HSdPnsSjR49gbm6OTp06YejQoRg7dqzKrAV1bfr2228xduxYHDlyBFeuXEF6ejrKyspgaWmJVq1aoVOnTvDz88PAgQPh4uKi65GqUAQL3N3dYWlpiZ07d2LXrl04evQoHjx4AEtLS3h5eSEwMBCjRo3SGMiqzfsdO3YsWrRoge3btwuD561bt0a/fv3wxhtvwM3NTWkAXttX/IZ4VvreQ2ZmJjIzMwFonqFgqLr0qcfKygpbt25FWFgYQkJCcOPGDWRlZcHExASOjo5wdXVF3759Nf4+i/ttfbe1IcjKy2p1XFpZrnZ/Zan2+poCTfdQXl6pdj/Vv/JyGeSVMkhkQFlpRUM3p8nQ1GflFTIN5dX/Xut7HADKKtXXXROGqIOIiIiIiBqORC6Xyxu6EUTUuH388cc4duwYWrZsiTNnzsDY2LhB2pGXl4devXoBACZNmiTMJCCiJyM2NhbdunUTfv5tZgA8nW21nKFqoUdLtftn70mvU9saszCPdxq6CUQG8WYre7X7j0ou1Kq+/t6Phe3NFW/Wqg59BA19od7qrm+xsbEoLS2FhYUFunbt2tDNIdIb++6zq/rfizExMewDRERUK0zOTURaRURE4Pjx4wCACRMmNFjQAqh5cmoiIiIiIiIiIiJqerhUFNEzLCYmBp6enhqXUzp69Cg++eQTyOVyuLm54Z13GvarYXFiYm25GIjoyXCdvhbuNfyCbr+mA+Pq3JxG65WGbgAB4Ne/9elj9KlzHUEGaAcRERERET09GLggeoZ98803iI+Px8CBA/Hcc8+hefPmKC8vx7179xAaGiqsp29ra4tNmzbB3Ny8QdurmHFhYmKCTp06NWhbiIiIiIiIiIiIqH4wcEH0DLt9+zby8vJw4MABjWWee+45fPfdd+jQocMTbJl64iTXupJuExERERERERERUdPEwAXRM0oul+Pbb79FWFgYrly5guzsbOTm5sLMzAxOTk54/vnnMXjwYAwYMAASiaShm4vy8nIkJiYC4DJRRERERERERERETzMGLoieURKJBH379kXfvn0buil6MTU1RUxMTEM3g4iIiIiIiIiIiOqZUUM3gIiIiIiIiIiIiIiISIGBCyIiIiIiIiIiIiIiajS4VBQRERHVyoerTqOZYzwA4HuH3Qate6FHyzqdP3tPuoFaQk1JmMc7epU7hKR6bgmR4bHf1h8Hs0MAgNdaTFU5dlRyQWVff+/H2FzxZo2uETT0hdo1joiIiOgZxRkXRERERERERERERETUaDBwQUREREREREREREREjQaXiiIiIiKDMnPpCCNT8xqfJysvg/Rxgsp+9+btYG5ipvP8sgopEnPuq+y39ugIY4uat4eahsrSMhTFq/abVq52MDU1Fn4uKi6CvFIGibERrK2sn2QTiWqN/bb+lJdXIjUlzyB1tbOzhLmx6jeBZZUy3M8rMcg1iIiIiJ41DFwQEdET9fbbbyM6OhrOzs6IjIxs6OZQPTAyNYeRuaXB6jM3MYOlqUWtzze2MIexpeHaQ02DqakxzC3+96eutNwIMiPAyNhIaT9RY8Z+2zSYGxvBwsRYd0EiIiIi0huXiiIysI0bN8LLy0v4Lz4+vqGbRFRjJ06cwLp167BlyxaD1iuXyxETEwMA8PHxMWjdRERERERERET0dGDggsiAMjIyEBQUpLQvLi6ugVpDVHubNm3C+vXr8fvvvxu03sTERBQUFAAAvL29DVo3ERERERERERE9HTjfmMiA1q5di+LiYqV9t2/fRmBgYAO1iKjmSktLkZBQtV58ly5dDFp3x44dcfv2bYPWSURERERERERETxfOuCAykLi4OBw+fBgAMHLkSGE/B2mpqYmLi0NlZSUA4Lnnnmvg1hARERERERER0bOGgQsiA/nmm28gk8nQrFkzLFy4EE5OTgAYuKCmJzY2Vtju3LlzA7aEiIiIiIiIiIieRVwqisgAzpw5g3PnzgEApk2bhubNm8PDwwMZGRl4/PgxcnNzYW9vr7WOl156CTk5Oejfvz+2bNmC1NRU7Nu3D6dPn8aDBw9QXFyM2bNnY8aMGcI5sbGxiIiIwNWrV5GQkICsrCxUVFTAzs4OnTt3xvDhwzF8+HBIJBK115TL5fD19UVRUREGDhyIjRs3Ijc3F4cOHcLJkydx//59FBcXw83NDSNGjMCUKVNgYqL7nw2pVIqQkBCEh4cjNjYW2dnZMDMzg7u7OwYPHozx48fD0tJS7bnnz5/H5MmTAQBffPEFxo4dq/E627Ztw3/+8x8AQHBwsNpljZKTk3HgwAFcunQJSUlJKCwshI2NDRwcHNCuXTv07t0b/v7+cHV11XlfCqNGjcLNmzdhZmaGq1evwtjYWGv548ePY86cOQCAhQsX4p133lEpU5dnZqj3OHr0aKWgBQBMmDBBpdz69esxaNAgADXvt4ry/v7+2Lx5s9bnBgARERH4448/8NdffyEzMxMlJSWwt7dH165dERAQgICAADRv3lztudnZ2Th27BhOnTqFlJQUZGVlwdbWFs8//zzeeOMN9O/fX+f1a9N/mkIfJiIiIiIiIiJqzBi4IKqjiooKrFq1CgDg7OyMt956CwDg4eGB6OhoAFWzLl588UWNdaSlpSEnJwcA4OnpiSNHjmDFihUoKipSKufl5SVsr1+/HuvWrVNbX2ZmJqKiohAVFYVjx45hw4YNMDMzUyn34MED4RpeXl4ICwvDp59+iszMTKVy8fHxWL16NWJiYvDDDz9ofR5RUVFYvHgx0tLSlPZLpVJcv34d169fx5EjR7Bt2za4uLionC9OZq5rmaJbt24BAExNTdGxY0eV4xs2bMCmTZtQXl6utD83Nxe5ublITExEeHg4Hj16hIULF2q9llinTp1w8+ZNSKVSJCcno0OHDhrLVlRU4PvvvwcAtG7dWm0goK7PzBDvsbKyUshroYunpyeAmvdbcXlxX1bn7t27mD9/Pm7evKlyLCMjA2fOnMGZM2dw6dIl4fdP7MCBA/j6669RWFiotD8rKwvh4eEIDw/HqFGjsHLlSo2Bp9r2n6bQh4mIiIiIiIiIGjMGLojq6JdffhEGfGfNmgULCwsAVYELBV2BC/FAZ2xsLIKCgmBhYYFx48ahR48ekEgkiImJURoEvXHjBiwtLeHn5wdvb2+4ubnB0tISOTk5iIuLw/Hjx1FQUIDIyEhs27ZNaaaGuuveu3cPW7ZsgbW1NSZNmoRu3bpBLpfjwoULCAkJgUwmw8mTJ3Hp0iX07NlT7X0cPXoUCxYsgEwmg7m5OQYPHgw/Pz9YW1sjJSUFwcHBSEpKwt27dzFz5kzs379fZTaIYiDXxMQEnTp10vjMAAiD2h06dFAJzGzYsEEYnLe3t8fQoUPh4eEBBwcHlJaWIikpCRcuXMC1a9dqnMdB3K6EhAStgYsDBw7g/v37AICZM2eqtNMQz8wQ77GyshKrV68GAMyZMwdlZWXw8fHBtGnTVO5J8WV/TfutuLy2Jaiio6PxwQcfoKSkBEBVUGTQoEFo3749gKoZCGfOnMGNGzfQtWtXlfPXrFkjzOYwNzfHsGHD4OPjA1tbWyQkJGDv3r3IysrCkSNH0LJlS2E2jFhd+k9T6MNERERERERERI0ZAxdEdVBQUCDMevD09MTo0aOFY9UDF9ooBjoB4OzZs/Dy8sKmTZvQpk0bYb844TcATJw4EWvXrtW4fNBHH32EsWPHIjU1FcHBwToDFydOnMArr7yC1atXKy29M2rUKLi7uwuD2mfPnlUbuLhy5QqWLFkCmUyGLl26YP369Wjbtq1SmalTp2Lx4sU4evQorl+/jvDwcAwYMEDts+jYsaPaWSIKxcXFuHfvHgDVQfCsrCxs2rQJAODv7481a9ZofE6JiYmwtbXVeB11FDMOgKrARUBAgNpypaWl2LhxI4CqYEf1d2ioZ2aI92hmZoaAgACkpqairKwMAPDiiy9qvDeg5v1WXF5T4CI+Ph4zZ85ESUkJrKyssGzZMgwfPlyl3EcffYTo6Gi0aNFCaf+BAweEoIWnpyc2btyosoTS66+/jjFjxiAjIwM7duzAhAkT4OzsLByva/9pCn2YiIiIiIiIiKgxY3JuojrYuHGjsPTNxx9/DCOj//1Kib+01hW4EA88t2rVCrt27VIa/FXn1Vdf1TiQCQBOTk4YOnQogKov1CsrK7Ve19vbG5s2bVKbL0A8cKy4XzGpVIq5c+dCKpXC3d0dO3bsUBmAB6qWw1m6dClMTU0BAJGRkSr1JCYmAoDatf6rt10mkwFQHfT9888/haV15syZo/U5ubu7w9HRUeu1qqseuNBk9+7dSE9PF9oh7h+GemaA4d4joBxc0OcdKOjTbxXlLS0t0a5dO5XjlZWVmD17NgoKCmBsbIx169apDVoovPzyy0rvIiMjA1999RUAwMXFBbt27VKb98HZ2RlTp04FAJSXlyMiIkLpeF36T1Ppw0REREREREREjRkDF0S1lJKSgp9++gkA0KtXL5VEv3Z2dnBycgJQ9RW5YoBSHfEA8NKlS+Hg4GCQNirW95fL5Tqvu3z5cpibm6stJ/5q3MbGRuX4nj178ODBAwDAZ599prX9dnZ2wmDyw4cPlY7Fx8cLg7W6Bn3FA+zV8yVkZ2cL29XzRhhCq1at0KxZMwBVbVYnPz8f27ZtAwD4+vqqzJIw1DMDDPceq9elbTmn6mX16beK8p6enkpBHIVffvlFeJ7Tp09Hnz59tNZXXVBQkJBfY/ny5SqzMcR8fX2FbUWgQaEu/aep9GEiIiIiIiIiosaMS0UR1dK3334LqVQKiUSCefPmqS3TqVMnZGRkoKSkBPfv31ebC0FxDKha517b0jxiZWVlCAsLw+nTp3Hr1i1kZGSgsLBQ7cwKR0dHlQTEhYWFwiD4Cy+8oHWNfMVyNgDUflG/e/du4VhhYSFCQ0O1tr16wmSFmnztL07aXH2AXZELAQDmzp2LefPmITAwUMg/YggeHh64cuUKkpKSIJfLVfJObN26FXl5eQCqZuNUZ6hnZsj3CCjPihA/x+pq2m/F5TUFRLZv3w6gKp+DYkaEvqRSKUJCQgAAXbt2Rb9+/bSWt7OzE7YVS2Mp1KX/NKU+TERERERERETUWDFwQVQLf//9N37//XcAwJAhQ/D888+rLefh4YFz584BqBoQVhe4uHPnjjAbY/DgwXpd/8yZM/j888+RmpqqV3l3d3eVfbdv3xZmYrz66qtaz797966wLc7dAVTdl2Lg/OHDh/jwww/1ahMAleWMajPo6+joqLJMTv/+/dGrVy9cvHgRubm5WLJkCVauXInevXvD398fAwcOVLuUUk14enriypUrKC4uxqNHj5QCAenp6cJsnAEDBih93Q8Y9pkZ6j0qKN6BplkRCjXtt+Ly1WcXAFX3oZiBMnToUI0zQjS5du0acnNzAVT9TuqimJkBKAcxgLr1n6bUh4mIiIiIiIiIGisuFUVUQ3K5HF9//TWAqvwD//73vzWW1SfPhXi5HT8/P53XDw4OxgcffCAELby9vTFlyhR8/vnn+O6777BhwwZs2LABn376qXCOuoHi6nkRtNH2ZfjFixd1tlmT6l/0K9rUpk0brcmGy8vLhUF4dV/vGxkZISgoCB9++KEwuFtcXIzQ0FAsWbIEffv2xaJFi5CZmVnrtmvLc7FhwwaUlJTA2NhY7WyL+nhmQN3eI1A1mJ+SkqLxuKbr6tNvdS1Bdf78eWG7b9++Ouur7sqVK8K2j4+PzvLi5Zeq5xapS/9pSn2YiIiIiIiIiKix4owLoho6duwYrl27BqBq8HHQoEF6nadP4ELbMj9A1df5n3/+OWQyGVxcXLB27Vr06NFDbVnFsjmA+i+/xe3RNwmzusHYx48fC9sXL15U+Xq9JhRt0vUcbt26JeQRUBeUAQALCwvMmjULM2bMwNWrV3Hu3DmcOnUKd+/ehVQqxeHDh3Ht2jUcPny4VsvviINSCQkJwmB7cnIyDh06BAAYMWKE2pkN9fHMgLq9R8VxxeyNmgQudL0vcXmJRKL2nYkDCW5ubjrrq048+6hVq1Y6yyt+hwGge/fuKsdr23+aUh8mIiIiIiIiImqsOOOCqAbKysqwZs2aWp2rKXChWFqmZcuWOpMbHzp0CCUlJQCAr7/+WmPQAgDCwsKEbXWDqIqBZCcnJ5VlasRkMhnu3LkDQP3AuDiJcE2X9xF79OgR8vPzASgHBdSJjIwUtnUNsJuYmMDPzw+zZs3CsWPHsHPnTiFpekJCAs6ePVur9mqacbF27VqUl5fD3Nwcs2bNUnuuoZ4ZYLj3KK5LWxmFmvRbcfm2bduqvWfxM9E2U0ETcQ4QS0tLneV/++03AFVBnI4dO2osV5P+09T6MBERERERERFRY8UZF0Q1sGvXLiE3wcCBA3UO7gLA3r17kZWVhYcPH6KwsFBp0FYul+scTBa7fv06AMDc3Bwvv/yyxnKJiYlC4MLU1FRlYFYmkwnL1Oi6blJSEoqLizWWNTU1FbbT0tLQunVrnfehjjhxdPWle8RKSkqwf/9+4WdNX6tr0rt3byxatAhz5swBgFovtdO8eXM4OjoiMzMT8fHxAKoG50+cOAEAmDBhgsYv/w31zAz5HoH/Bdc0zYpQqGm/FZfXNEgvfibZ2dnCwLy+xL9Xubm5WoM4J0+eFPrb6NGjVRKra6Ot/zS1PkxERERERERE1FgxcEGkp6ysLGzZsgUA0KJFC6xatUqvr+VjY2MRHh4OoOqLdnE+gJSUFCFJsD4DwIqvyisqKlBWVgZzc3OVMlKpFIsXL0ZFRQUAoGPHjjAzM1Mqk5ycLAxi61rSRldugnbt2gnbv//+O6ZMmaLzPtRRtAeAMKtEnVWrVgnLCpmamqpNPK6L4qt4oHbLEil4enoiMzMTiYmJAIDVq1dDLpfD1tYW06dP13ieoZ6ZId8jACEo5+joCCsrK4111bTfistrurarq6uwffbs2RoP5otnOFy+fFlj8vG0tDSsXLkSQFXw6a233qrRdQDN/acp9mEiIiIiIiIiosaIS0UR6en7778XBl8/+ugjvZf4Ec92qL5clGL5HEC/AWDFl/mVlZVCHgWxnJwcfPDBB0qJitXVq88gtr5tHDBggPDF+rp163Dp0iWNdcnlcly8eBE7duxQOWZvby9s//rrr6isrFQ6LpVKsXLlSuzZs0fY5+HhofSl/q1bt/Ddd98p5UuoLi4uDuvXrwcAODs7o2fPnhrL6qIYLM/Ly8OJEyfw559/AgDee+89pfupzlDPzJDvEYDwzPPy8rQOvNe034rLa2pn//79he0tW7YIs1jUiY6Oxv3795X2DRgwACYmVbH4oKAg5OTkqJyXmJiIKVOmIC0tDUZGRlixYoXSslR17T9NsQ8TERERERERETVGnHFBpIc7d+7g4MGDAIAOHTrg9ddf1/tcbYGLmuQUAIBhw4bh+PHjAIAvvvgCMTEx6NmzJyQSCWJiYhAcHIzCwkKlcuoGimuSWFkx6GxnZ4c2bdqoHHd3d8fYsWOxf/9+FBcXY/LkyfD390fv3r3RokULSKVSZGdn4/bt24iOjkZqaiqmTZumUo+3tzfs7OyQl5eHq1evYsyYMRg6dChsbW1x7949/Pbbb3j8+DHGjx+PvXv3Qi6Xq9zbtWvXsGXLFgQFBcHX1xe+vr5o164dLCwskJ6ejsuXLyMsLAwymQwmJiZYsWKFMNhdG+Kv/JctWwagKueDrq/4DfXMDPkeFfcTHR0NqVSK9957DyNHjhQG462trYXlyWrab8XlNc2k8PT0RGBgII4dO4bc3FyMGTMGgYGB6NGjB2xsbJCXl4dbt24hMjISDx8+VMoRAQAuLi4YP348du/ejQcPHmDkyJEYN24c2rdvj8LCQly6dAknT55EWVkZAGDx4sUYNGiQUh117T9NsQ8TERERERERETVGHO0g0sM333wjfD09d+7cGg0UipesUazzr6AY0LW2ttZruZeBAwdi9OjROHz4sDDrQjzzwsbGBl9//TUKCgqEwIW2GRf6XFdRVtvSPZ988glKSkqEr8xDQ0MRGhqqtqxEIoGPj4/KfnNzc8ybNw9Lly4FUDXQLv5S38zMDPPmzUOvXr2EL9arD/oqAkMymQyXLl3SOJPB0dERX375Jfr166fxnvQhTtCdm5sLAJg5cyYsLCx0nmuIZ2bo9/jWW28hODgY+fn5Ks/P399fJXChb79VlLexsdGa+2HFihXIz89HZGQkSktLcfDgQSFgKObg4ABnZ2eV/fPmzcOjR48QGhqKx48f4/vvv1cpY29vj5UrVyIgIEDlWF37T1Psw0REREREREREjREDF0Q6REZGIioqCgDg5+endsBTG/H69bdv34ZcLheWCVIMUnp5eemdIPjLL79E9+7dsW/fPiQkJMDc3Bxt2rTBgAEDMG7cODg7O+Ozzz4TyqsLXOh73czMTCHxr7Yv683MzPDtt99i7NixOHLkCK5cuYL09HSUlZXB0tISrVq1QqdOneDn54eBAwfCxcVFbT1jx45FixYtsH37dty8eRNA1fJY/fr1wxtvvAE3Nzelgezqg/ALFixA//79cf78ecTGxiItLQ0ZGRmQSqWwt7eHl5cX/P39MXLkSL2X+tLGw8MDEokEcrkcQNVsnNGjR+t1riGemaHfo6urK/bv34/NmzfjwoULyMzMRHl5OQDlGR017bf6lreyssLWrVsRFhaGkJAQ3LhxA1lZWTAxMYGjoyNcXV3Rt29fjb+DZmZmWL9+PX777TccOnQIMTExKCoqQosWLeDm5obXXnsNgYGBGpfxMkT/aWp9mIiIiIiIiIioMZLIFSNuRERERFrExsaiW7duws/93voBzRyrZt1877Bb2G/m0hFGpuY1rl9WXgbp4wQAwEKPlsJ+9+btYG5ipvP8sgopEnOq8p/M3pMu7Lf26Ahji5q3h5qGytIyFMVX9Zswj3eE/a1c7WBqaiz8XFRcBHmlDBJjI1hbWT/xdhLVBvtt/Skvr0RqSh4AwMGsagbzay2mqpQ7Krmgsq+/92NsrnhT+LmdnSXMjVXTR5ZVynA/rypvWNDQFwzS7qYiNjYWpaWlsLCwQNeuXRu6OfQEVf97MSYmhn2AiIhqhTMuiIiIyKAUwQdDUQQjaksxqE3PFsWApDpZKHuCLSEyDPbbxksRnCAiIiIiw1H9LISIiIiIiIiIiIiIiKiBcMYFERER1cqG+QNEU/9HGLTu/XWtYJwhWkFNzStajnHZEmqK2G+flECNRz5GH7X7g+qrKUREREQEgDMuiIiIiIiIiIiIiIioEWHggoiIiIiIiIiIiIiIGg0GLoiIiIiIiIiIiIiIqNFg4IKIiIiIiIiIiIiIiBoNBi6IiIiIiIiIiIiIiKjRYOCCiIiIiIiIiIiIiIgaDZOGbgARERE1TR+uOo1mjvFK+7532K3XuQs9Wqrsm70n3SDtosYpzOOdhm6C4BCSGroJ9IQ4mB1S2Vfm2E1t2f7ej7G54k296w4a+kKt20VERERERNpxxgURERERERERERERETUaDFwQEREREREREREREVGjwaWiiIiIqNY8XO0AAPEpeSrHzFw6wsjUXPhZVl4G6eMEveq19ugIYwtz3QWpUassLUNRvOo7b+VqB1NT4yfalqLiIsgrZZAYG8HayvqJXpuerPLySqSq+TdJHQcHB2RnZ6s91s7OEubGyt95lVXKcD+vpM5tJCIiIiIi7Ri4ICIiolqzMNX8p4SRqTmMzC1rVa+xhTmMLWt3LjV+pqbGMLd4sn+GSsuNIDMCjIyNnvi1qfEyMdHcF8yNjWBh8mQDbEREREREVIVLRRHVwdtvvw0vLy/07du33q4xdepUeHl5oU+fPvV2DfofQz1vXX3jaXqvTelensTvLBERERERERER1Q0/N6MmKzg4GAsWLKhzPX369MH27dtrfJ5cLkdMTAwAwMfHp87t0CQuLg4A0KVLl3q7Bv2PIZ63Pn1DcZ3OnTvX+jqNRVO5lyf1O0tERERERERERHXDGRfUZCkGIOuqa9eutTovMTERBQUFAABvb2+DtKW69PR0ZGZmAgCee+65erkG/Y+hnreuviG+TlMPSDWle3kSv7NERERERERERFR3nHFBTVZgYCBeeukltccSEhLw3XffAQB69OiBd999V2M9tR1s7dixI27fvl2rc/V169YtYbuxf83+NDDU89bVN8TXaeyD/bo0pXt5Er+zRERERERERERUdwxcUJPVvXt3jceys7OF7ZdeegkBAQFPoEWGJx4U5oyL+veknvfTFJB6mu6FiIiIiIiIiIgaBy4VRU+lpvQVuDaK+7C2toabm1sDt+bp96Set+I6VlZWaN++fb1d50l4mu6FiIiIiIiIiIgaB864oKdSbQIXL730EnJyctC/f39s2bIFqamp2LdvH06fPo0HDx6guLgYs2fPxowZM5TK+/v7Y/PmzTrrj4iIwB9//IG//voLmZmZKCkpgb29Pbp27YqAgAAEBASgefPmau+jc+fOkEgkyM/Px+HDh/H7778jKSkJxcXFcHNzw4gRIzBlyhSYmGj/lc7OzsaxY8dw6tQppKSkICsrC7a2tnj++efxxhtvoH///hrPlcvl8PX1RVFREQYOHIiNGzciNzcXhw4dwsmTJ3H//v0atwcApFIpQkJCEB4ejtjYWGRnZ8PMzAzu7u4YPHgwxo8fD0tLS43n+/v749GjR/D19cWePXvw119/4dChQ/jrr7+Qnp4OmUyG9u3bY8SIEZg4cSLMzMw01mWo562rbyiu4+XlBSMj9fHj2NhYRERE4OrVq0hISEBWVhYqKipgZ2eHzp07Y/jw4Rg+fDgkEonG+6mpuvTR+rqXUaNG4ebNmzAzM8PVq1dhbGys9R6OHz+OOXPmAAAWLlyId955Rzim670Ysi8p1LV/A0BycjIOHDiAS5cuISkpCYWFhbCxsYGDgwPatWuH3r17w9/fH66urjrbQ0RERERERETUFDBwQU8duVyOO3fuAKj6cl6fwby0tDTk5OQAADw9PXHkyBGsWLECRUVFSuW8vLxUyiv2aXL37l3Mnz8fN2/eVDmWkZGBM2fO4MyZM7h06RJWrVolHCsqKkJycjKAqmWLIiIisGTJEmRkZCjVER8fj9WrVyMmJgY//PCDxnYcOHAAX3/9NQoLC5X2Z2VlITw8HOHh4Rg1ahRWrlypdnD4wYMHwvPw8vJCWFgYPv30UyExc03bAwBRUVFYvHgx0tLSlPZLpVJcv34d169fx5EjR7Bt2za4uLionJ+Xl4dHjx4JbVq2bBn27NmjUi4uLg5xcXGIiorC1q1b1QYcDPW8dfUN8XU0La20fv16rFu3Tu2xzMxMREVFISoqCseOHcOGDRv0GkDXxhB9tL7upVOnTrh58yakUimSk5PRoUMHjfdRUVGB77//HgDQunVrTJgwQTim670Ysi8p1LV/A8CGDRuwadMmlJeXK+3Pzc1Fbm4uEhMTER4ejkePHmHhwoUa20JERERERERE1JQwcEFPneTkZKUBdn2+SI+LixO2Y2NjERQUBAsLC4wbNw49evSARCJBTEyMkPdAXF7buv7R0dH44IMPUFJSAqAqKDJo0CBhSZ3k5GScOXMGN27cQNeuXVXaJJfLAVQNus6YMQNWVlaYNGkSunXrBrlcjgsXLiAkJAQymQwnT57EpUuX0LNnT5V2rFmzRvjC3NzcHMOGDYOPjw9sbW2RkJCAvXv3IisrC0eOHEHLli2FL9Y1PaN79+5hy5YtsLa2rlV7AODo0aNYsGABZDIZzM3NMXjwYPj5+cHa2hopKSkIDg5GUlIS7t69i5kzZ2L//v0q71I8syYsLAxpaWmwsLDAsGHD4OvrCxMTE5w/fx4hISGorKzE2bNnsXPnTrz33ntq788Qz1tX3xBfR9NsoBs3bsDS0hJ+fn7w9vaGm5sbLC0tkZOTg7i4OBw/fhwFBQWIjIzEtm3bhFlAtWGoPlpf99KpUydhOyEhQWvg4sCBA7h//z4AYObMmUpBEF3vxZB9CTBM/96wYYMQHLO3t8fQoUPh4eEBBwcHlJaWIikpCRcuXMC1a9eYA4eIiIiIiIiInioMXNBTpzbLRInPOXv2LLy8vLBp0ya0adNG2D9y5Ei15TUFLuLj4zFz5kyUlJTAysoKy5Ytw/Dhw1XKffTRR4iOjkaLFi00tunUqVPo06cPVq9eDXt7e2H/qFGj4O7ujtWrVwttrz6QfuDAASFo4enpiY0bN6rMQnn99dcxZswYZGRkYMeOHZgwYQKcnZ2VyogHfk+cOIFXXnkFq1evVlo6SJ/2AMCVK1ewZMkSyGQydOnSBevXr0fbtm2VykydOhWLFy/G0aNHcf36dYSHh2PAgAEa25SWloZOnTph3bp1SoPbI0aMgK+vL5YsWQIA+Pnnn9UONhvqeevqG/r0z4kTJ2Lt2rUalxD66KOPMHbsWKSmpiI4OLjWgQtD9tH6uhdPT09hOyEhAQEBAWrrKS0txcaNGwFUBTvEv6/V26opoKRQ175kiP6dlZWFTZs2AahawmrNmjUan2FiYiJsbW3VHiMiIiIiIiIiaoqYnJueOrUJXIgHLVu1aoVdu3YpBS00lbe0tES7du1UjldWVmL27NkoKCiAsbEx1q1bp3ZAWOHll19WGqCtfh/du3fHpk2blAbRFcT1KpbCUcjIyMBXX30FAHBxccGuXbvULp3l7OyMqVOnAgDKy8sRERGhUkb8jLy9vbFp0yaVfAe62gNULZMzd+5cSKVSuLu7Y8eOHSqDugBgamqKpUuXwtTUFAAQGRmpUkb8jJycnLB9+3a1X+SPGTNG+HI/NTUVDx480FpXbZ83oLtvKK5jbGys8s4VXn31Va15D5ycnDB06FAAVTMiKisrNZbVxJB9tD7vpXrgQpPdu3cjPT0dADBnzhyVfBv6vhdFm2rblwzVv//8809heag5c+ZofYbu7u5wdHTUeJyIiIiIiIiIqKlh4IKeOrdv3xa2tS3jJCYelF+6dCkcHBz0Ku/p6ak2IfEvv/yC+Ph4AMD06dPRp08fvdohphhIlUgkWL58ucY8BuL9NjY2SseCgoKEZbOWL1+u8sW8mK+vr7CdmJioclz8jJYvXw5zc/MatwcA9uzZIwz2fvbZZ1qftZ2dnRBoefjwocpx8WDz/PnzVWaJKEgkErzwwgvCz48fP9ZYV12eN6C7byiu06FDB1hYWKi9hj4UuUoUSzXVlCH7aH3eS6tWrdCsWTMAENpbXX5+PrZt2wagqh9Xn5kD6P9egLr1JUP17+zsbGG7eo4MIiIiIiIiIqKnHZeKoqeOPl+Bi5WUlAjr4nfo0EHjUjTqymsKjGzfvh1A1br0ipkMNVFRUYG7d+8CAHr16qU1Afi9e/eEbfEsEalUipCQEABA165d0a9fP63XtLOzE7bLysqUjhUWFgoDqy+88ILW9fQ1tUdh9+7dwrHCwkKEhoZqbVf1ZOIKUqlUCLC0atUKgYGBWutp1aqVsC2TyZSOGeJ5A7r7hvg62oJqZWVlCAsLw+nTp3Hr1i1kZGSgsLBQ7cwKR0dHtcnUdTFkH63ve/Hw8MCVK1eQlJQEuVyukgti69atyMvLAwB8/PHHKufrei+G7EuG6t+KHCMAMHfuXMybNw+BgYF1ChARERERERERETUVDFzQUyU3N1f4ArpDhw4aZwWI3blzRxh8HDx4cI3Kqxvgvn37tvDF9dChQ9V+la9LQkICpFIpAOj8El4xeAxUDfAqXLt2Dbm5uQCAIUOG6LymYmYGoBzEAKruSfE1/Kuvvlqr9gBVX70rAiAPHz7Ehx9+qLNdCtWXpYqPjxeW0hkyZIjar+jFiouLhe3qM08M8bwB3X1DfB1Ny5idOXMGn3/+OVJTU7W2Q8Hd3V2vcmKG7qP1fS+enp64cuUKiouL8ejRI6WAUXp6On766ScAwIABA5RmDinoei+G6kuG7N/9+/dHr169cPHiReTm5mLJkiVYuXIlevfuDX9/fwwcOFDtUm1ERERERERERE8DBi7oqaJP0uzqxEsg+fn51ai8umucP39e2O7bt69ebahOfB/e3t5ay968eVNte65cuSJs+/j46LymeDma6mvyV89vUZv2AMDFixd1tkMT8RfogPIzUpcAvDrFF/dGRkYqywAZ4nkDuvuGrvwrwcHBWLRokTDI7u3tjZ49e8LNzQ22trZCIC4tLQ3Lly8HoH4gXhdD99H6vpfqeS7EgYsNGzagpKQExsbGamdbADV7L3XpS4bs30ZGRggKCsLWrVuxZ88e5OTkoLi4GKGhoQgNDcWyZcsQGBiIjz/+mPktiIiIiIiIiOipw8AFPVXEA5S1ScytbQmk6uUlEonagVZxAMDNzU2vNlRXkwCMoj1t2rSBra2tsF/8lbt4aRtNrl27Jmx3795d6Zg4b4iu56qpPYByPoCLFy+qzOyoCfEzUpdsWUwmk+Hy5csAgG7duqnMMDDE8xYf09Q3tA32P3z4EJ9//jlkMhlcXFywdu1a9OjRQ20bFEuAqatHH4buo/V9L4pk2EBV4EIRbElOTsahQ4cAACNGjFCZAaNQk/dSl75kyP4NABYWFpg1axZmzJiBq1ev4ty5czh16hTu3r0LqVSKw4cP49q1azh8+DCXkCIiIiIiIiKipwqTc9NTpTYzLhTntGzZUmdSbnH5tm3bql1iR5xUt/rAtr4U13BxcdG6HIxMJsOdO3cAqA76itfOt7S01HnN3377DUDVgHzHjh2VjikGfp2cnLR+3a2tPYDys6nN8kTq2qRPXWfPnkVWVhaAqiV4qjPE8xbXo6lvaOtrhw4dQklJCQDg66+/1jjQDwBhYWHCtj7BtuoM2UefxL1Un3GhsHbtWpSXl8Pc3ByzZs3S2VZN78VQfcmQ/VvMxMQEfn5+mDVrFo4dO4adO3fCyckJQNXzOHv2rMGuRURERERERETUGDBwQU8VXcvXVCeXy7UORGsrrykwYmpqKmyLBzJrQjHDQVebkpKShPX2q5cVD5wqcl1ocvLkSSHp9OjRo5WSH8tkMiGvQ13aAyg/G/FX/7UhngWSkZGhtawiEbWFhQXGjRunsa663J8+fUNxHXUD9NevXwcAmJub4+WXX9bYhsTERGGw39TUVCXIpA9D9tEncS/NmzcXAmbx8fEAqn7XT5w4AQCYMGGCxllFNXkvQN36kiH7tza9e/fGokWLhJ8zMzPr7VpERERERERERA2BgQt6akilUiQlJQGomhlQPQGzOikpKUJSan0CF+LymgZBXV1dhe3afAn98OFDIdCg77JF6sqKl9dRLG2jTlpaGlauXAmgaoD4rbfeUjqenJwsDNbr+rpfVy4B8TI8v//+u9a6tElJSUF+fr7w89WrVzWWPXr0KKKjowEAb775psqMEUM9b119Q9d1FDNkKioqUFZWpvb6UqkUixcvRkVFBQCgY8eOMDMz09pmdeq7j9bHvShmXSQmJgIAVq9eDblcDltbW0yfPl3jebreiyH7kqH6tz7Eba7tcl9ERERERERERI0VAxf01IiPj0d5eTkA/df9r+kMDX2WohIvH7NlyxbhC3F1oqOjhUS/tWmTtrIDBgyAiUlVGpugoCDk5OSonJ+YmIgpU6YgLS0NRkZGWLFihca8DYDugX1dbR8wYIAwm2PdunW4dOmSxrrkcjkuXryIHTt2qBwTtwkAtm7dqvb+Tp06haVLlwIAPDw81C4nZKjnratv6LpO69atAQCVlZVC3gaxnJwcfPDBB0pJ12uT3wKo/z5aH/eiCMTl5eXhxIkT+PPPPwEA7733Huzt7TWep+u9GLIvGaJ/37p1C999953WGRtxcXFYv349AMDZ2VmvhOJERERERERERE0Jk3PTU6M2+S1qmsxbXF5dkl+g6svwwMBAHDt2DLm5uRgzZgwCAwPRo0cP2NjYIC8vD7du3UJkZCQePnyIyMjIWrdJcc92dnZo06aN0jEXFxeMHz8eu3fvxoMHDzBy5EiMGzcO7du3R2FhIS5duoSTJ08KX8QvXrwYgwYN0nrPumZcaGsPALi7u2Ps2LHYv38/iouLMXnyZPj7+6N3795o0aIFpFIpsrOzcfv2bURHRyM1NRXTpk3TeB0ACAgIQGhoKEaPHo0333wTbdu2RVZWFk6fPo1z584BqMrj8MMPP8DKykrr/dXleevqG7quM2zYMBw/fhwA8MUXXyAmJgY9e/aERCJBTEwMgoODUVhYqFRO335eXX330fq4F/EMomXLlgGoyq9RfYZQdbreiyH7kiH697Vr17BlyxYEBQXB19cXvr6+aNeuHSwsLJCeno7Lly8jLCwMMpkMJiYmWLFihRCgJCIiIiIiIiJ6WnC0g54aNZ09AfxvUNPa2lqv5VYU5W1sbNC2bVuN5VasWIH8/HxERkaitLQUBw8exMGDB1XKOTg4wNnZWWnfzZs3hTaJl/TR1h5NQZR58+bh0aNHCA0NxePHj/H999+rlLG3t8fKlSsREBCg9Rr6PCNd7QGATz75BCUlJfj1119RWVmJ0NBQhIaGqi0rkUjg4+Ojsl/xrm1tbbFy5UokJyfjzp07WL16tUrZ9u3bY8OGDRrzJxjqeevqG+LrqHuOAwcOxOjRo3H48GFhpoJ4toKNjQ2+/vprFBQUCIP9tZ1xARiujz6pexEn6FYsUzVz5kxYWFhoPU/XezFkXwLq3r8V+TZkMhkuXbqkcdaGo6MjvvzyS/Tr109jW4iIiIiIiIiImioGLuipIU6wq++X6IpzvLy8lBJS17W8lZUVtm7dirCwMISEhODGjRvIysqCiYkJHB0d4erqir59+6oNFigGWjt37qz1GpmZmUJSXk2DvmZmZli/fj1+++03HDp0CDExMSgqKkKLFi3g5uaG1157DYGBgVqX2tH3nvVpj6JN3377LcaOHYsjR47gypUrSE9PR1lZGSwtLdGqVSt06tQJfn5+GDhwIFxcXFTqED8je3t77NmzB9u3b8fJkyfx6NEjmJubo1OnThg6dCjGjh2rNXeCoZ63ruckDnpous6XX36J7t27Y9++fUhISIC5uTnatGmDAQMGYNy4cXB2dsZnn30mlK9L4MIQffRJ3ouHhwckEgnkcjkAoEOHDhg9erTO+9T3vRiiLwF1798LFixA//79cf78ecTGxiItLQ0ZGRmQSqWwt7eHl5cX/P39MXLkSNjY2Oi8/yehtLxC4zFZeZnWn7WpLNW/LDVemt5jeXnlE24JUF4ug7xSBokMKCvV3G+p6atJ/1LkWlKnrFKm1z4iIiIiIjI8iVwxCkRE1ATk5eWhV69eAIBJkyYJeQeIaop9qeZiY2PRrVs34ed+b/2AZo7Ks26+d9itV10LPVqq7Ju9J71uDaRGLczjnYZuAj2DHMxUcy2VOXZTUxLo7/0Ymyve1LvuoKEv1Lpd+oqNjUVpaSksLCzQtWvXer8ekaGw7z67qv+9GBMTwz5ARES1wuTcRNSk1GZJMCJ12JeIiIiIiIiIiBonLhVFRE2KONlybZNTEwHsS4awYf4ANV/QjdDr3P3qdo6ra4uoMXulga/Pr3+fVYE1Kh1UT60gIiIiIqKa4YwLImpSFF/Jm5iYoFOnTg3cGmrK2JeIiIiIiIiIiBonBi6IqElRDDa7u7vrTJRMpA37EhERERERERFR48TABRE1GeXl5UhMTATApX2obtiXiIiIiIiIiIgaL+a4IKImw9TUFDExMQ3dDHoKsC8RERERERERETVenHFBRERERERERERERESNBgMXRERERERERERERETUaHCpKCIiIqqVD1edRjPHeL3Kfu+wu55bQ4ay0KOlXuVm70mv55bUj1IAZxu6EfREhXm809BNMIhDSGroJhAJHMwOocyxm9Yy/b0fY23Fm8D9v/WqM2joC4ZoGhERET0lOOOCiIiIiIiIiIiIiIgaDQYuiIiIiIiIiIiIiIio0eBSUURERFRrHq52sDBV/+dEaXkF4lPyVPabuXSEkal5fTeNakBWXgbp4wSV/e7N28HcxEz4uaxCisSc+yrlrD06wtiicb/ToqIiyCplMDI2grW1dUM3h+pZZWkZiuJV+3QrVzuYmho3QItqp6i4CPJKGSTGRrC2Yr+lhlVeXolUNf9/HQCcnZ1hamqK8vJypKWlqS3Tzs4S5sbK306WVcpwP6/E4G0lIiKipo+BCyIiIqo1C1MTWFrU7M8JI1NzGJlb1lOLyJDMTcxgaWqhs5yxhTmMLRv3O5VUVEDy/weAG3tbqf6YmhrDvIb/ZjUkabkRZEaAkbFRk2o3PXtMTU1hZmamtYy5sREsTJpO4JCIiIgaFpeKIqJnnlQqRbdu3eDl5YU5c+Y0dHOanLfffhteXl7o27ev2uNTp06Fl5cX+vTp84RbVv903TsREREREREREdUcP9sheobdu3cPr732mtpjpqamsLGxgb29PTp37ozu3bsjMDAQjo6OT7iV9S8+Ph7l5eUAgM6dOzdwa5oWuVyOmJgYAICPj4/aMnFxcQCazrM9ceIEEhISYGZmhunTp2ssp8+9ExERERERERFRzXHGBdEz7NatWxqPlZeXIycnB0lJSfjtt9/w1VdfoV+/fvjkk09QWFj4BFtZ/27evClsP/fccw3YkqYnMTERBQUFAABvb2+V4+np6cjMzAQAdOnS5Ym2rbY2bdqE9evX4/fff9daTte9ExERERERERFR7XDGBdEzTBy4ePfdd9GjRw/hZ6lUioKCAiQmJuLixYu4efMmKioqsH//fpw/fx4///wzWrZs2RDNNjjxc2gqg+uNRceOHXH79m2Nx5vasy0tLUVCQlUyV13t1XXvRERERERERERUOwxcED3DxIPKI0eORKdOnTSWvXz5MpYsWYJ79+4hOTkZ77//Pg4ePAgjo6Y/cUsx48LJyQktWrRo4NY8XcR9rCksFRUXF4fKykoAnH1DRERERERERNRQGLggeoYpBpXNzc3RoUMHrWX9/Pywe/dujBkzBhkZGYiNjcXRo0cxcuTIJ9DS+iOXy4UcDByoNjxFH7OyskL79u0btjF6iI2NFbabQqCFiIiIiIhqr6KiAkVFRSgsLER5eTlkMllDN4mI6JlhZGQk5Ni1traGiYlyqIKBC6JnVGZmJjIyMgAAHh4eKv84qOPs7Izp06fjiy++AACEhIQoBS5ef/11XLt2Daampvj7779hZmamtb7g4GAsWLAAALB8+XKMGzdO6XhycjIOHDiAS5cuISkpCYWFhbCxsYGDgwPatWuH3r17w9/fH66urhqv8ejRI/z44484c+YMUlNTYW1tDR8fH7z//vt4/vnncf/+fRQXFwPQvjSQVCpFSEgIwsPDERsbi+zsbJiZmcHd3R2DBw/G+PHjYWlpqfH8l156CTk5Oejfvz+2bNmC1NRU7Nu3D6dPn8aDBw9QXFyM2bNnY8aMGcI5sbGxiIiIwNWrV5GQkICsrCxUVFTAzs4OnTt3xvDhwzF8+HBIJBKtz1kftX3Wivvy9/fH5s2bVepVBC68vLyUZueMGjUKN2/ehJmZGa5evQpjY2Ot7Tt+/DjmzJkDAFi4cCHeeecdlTJ1eV6jR49WCloAwIQJE1TKrV+/HoMGDdLr3sUiIiLwxx9/4K+//kJmZiZKSkpgb2+Prl27IiAgAAEBAWjevLlB74mIiIiIiDTLzs5GWlpaQzeDiOiZVlJSgvz8fACAi4uL0tgIAxdEzyhxQuqafFn+f//3f0Lg4q+//kJFRYUQ9OjevTuuXbuG8vJy3Lp1Cz4+PhrrKS4uxurVqwFUDWr/85//VDq+YcMGbNq0CeXl5Ur7c3NzkZubi8TERISHh+PRo0dYuHCh2mv8/PPPWLVqFUpLS4V9JSUlCAsLQ2RkJL755hulAV9NzyEqKgqLFy9W+aNWKpXi+vXruH79Oo4cOYJt27bBxcVF5fy0tDTk5OQAADw9PXHkyBGsWLECRUVFSuW8vLyE7fXr12PdunVq25OZmYmoqChERUXh2LFj2LBhg84gkTa1fdbi+xK3XaGoqAjJyckAVJ9tp06dcPPmTUilUiQnJ2ud8VNRUYHvv/8eANC6dWuNAYXaPq/Kykohr4Uunp6eAHTfu8Ldu3cxf/58pd83hYyMDJw5cwZnzpzBpUuXsGrVKoPdExERERERaZaWlobs7GylfSYmJjAyMuJHQURET4BcLodMJkNFRYWw7/Hjx5BKpXB2dgbAwAXRM0uxPBJQs6TJzs7OsLW1RX5+PsrKypCdnS0k6e7evTv++9//AgBu3LihNXCxZcsWpKenAwAWLVqk9MX9hg0b8MMPPwAA7O3tMXToUHh4eMDBwQGlpaVISkrChQsXcO3aNY3LO23dulUIjFhZWSEwMBA+Pj4wMzPD+fPnERwcjKVLlyIgIEA4R11dR48exYIFCyCTyWBubo7BgwfDz88P1tbWSElJQXBwMJKSknD37l3MnDkT+/fvV/lDV/ysY2NjERQUBAsLC4wbNw49evSARCJBTEyM0vVv3LgBS0tL+Pn5wdvbG25ubrC0tEROTg7i4uJw/PhxFBQUIDIyEtu2bVOaqVETdXnW4vtSF/SJi4uDXC4HoNrHxPlUEhIStAYuDhw4gPv37wMAZs6cqXaAvi7Pq7KyUugrc+bMQVlZGXx8fDBt2jSV6yhmnOi6dwCIjo7GBx98gJKSEgBVQY9BgwYJS2YlJyfjzJkzuHHjBrp27WrQeyIiIiIiIvWkUqlS0MLJyQm2trb8EIiIqAFIpVLk5+cLq8JkZ2fDwcEBpqamDFwQPatqO+MCAJo1ayZM48rPz1cKXChcv35d4/kPHjzAzp07AQADBw7Eyy+/LBzLysrCpk2bAAD+/v5Ys2aNxiWYEhMTYWtrq7I/KioKa9asAVA1YL5u3TqlJY6GDx+OXr16YcGCBTh69CgAwNraGm5ubkr1XLlyBUuWLIFMJkOXLl2wfv16tG3bVqnM1KlTsXjxYhw9ehTXr19HeHg4BgwYoFRGnKD67Nmz8PLywqZNm9CmTRthf/VcIRMnTsTatWs13vtHH32EsWPHIjU1FcHBwbUatK7rs9aVeFt8vHrgQjFzAagKXIgDSGKlpaXYuHEjgKpgh6acKnV5XmZmZggICEBqairKysoAAC+++KLGNlW/N3X3Hh8fj5kzZ6KkpARWVlZYtmwZhg8frrZd0dHRapPCP4k+QERERET0rMnNzRW2W7VqBXt7+wZrCxHRs87MzAyOjo4wMTFBamoqgKp/p52cnGCk41wiekrpGnjVRrzEUbNmzYTt1q1bC0GMGzduaDx/1apVKCsrg6mpqZDjQuHPP/8UliyaM2eO1rwR7u7ucHR0VNpXWlqKhQsXQiaTwcnJCUFBQWpzYIwcOVLpK3cvLy+lmRJSqRRz586FVCqFu7s7duzYoRK0AABTU1MsXboUpqamAIDIyEiVMuKv81u1aoVdu3YpBS3UefXVV7Xeu5OTE4YOHQqg6sv9yspKrfWpU9dnrbgvS0tLtGvXTuUcRR8zNjZWClQAqoELTXbv3i3MzJkzZ45SngwxQzwvbYGW6rTde2VlJWbPno2CggIYGxtj3bp1aoMWCi+//LLK8zHUPRERERERkTLFjGiJRKL2QzgiInrybG1thXE5RS5aBi6InkHi3ANt2rRRCj7oIpfLUVBQIPzs4OCgdFwx60KR4Lm6Cxcu4OTJkwCASZMmqQz6iqfs1iZR2p49e4TpZXPnzoWTk5PGsn5+fsJ29WWQ9uzZgwcPHgAAPvvsM5X7FLOzsxOCIw8fPlQ5Lg5cLF26VGtdNaF4vorlmGqqrs9acV+enp5qAwqKQECHDh1gYWGhdKxVq1ZCv4uPj1dbf35+PrZt2wYA8PX1VZnJUlO6npc+yz9VL6vu3n/55RfhnqZPn44+ffrUus261LUPEBERERE9axQf/Jiammr8MIqIiJ4sIyMj4aNgxb/TXCqK6BkUFxcHmUwGoGb5LYCqZZ4U/4C4uLgI/6go+Pj44NSpU5DL5YiJicFLL70kHJPJZPjyyy8BVAU81C1to1j/H6gKPMybNw+BgYEqA9+a/PjjjwCqcnH84x//0FpWnEi7+kD17t27AVQFdgoLCxEaGqq1LnVBGqDqax5FfoYOHTpoXX5IrKysDGFhYTh9+jRu3bqFjIwMFBYWqv2q3tHRUSlHiL7q8qzF96VukL+iogJ3797VeBwAPDw8cOXKFSQlJUEul6vkBtm6dSvy8vIAAB9//LHW9hjieYlnUYifTXW67n379u0AqnKGTJ06VWu7tXkSfYCIiIiI6FnFJNxERI1L9X+XGbggegbV5Mvy6v7++29hW5ybQqF6ngtx4GL//v3CtWfPnq12pkf//v3Rq1cvXLx4Ebm5uViyZAlWrlyJ3r17w9/fHwMHDkTz5s3Vtu3OnTt49OgRACAwMFDnQK54yStxACcuLk6YOfHw4UN8+OGHWusRq962O3fuCEGiwYMH61XHmTNn8Pnnnwtr++ni7u6ud/vE6vqsFffl5eWlcjwhIQFSqRSA5uCYp6cnrly5guLiYjx69Ehp+az09HT89NNPAIABAwbA19dX430Y6nkpZohomkGioO3eb9++LczUGTp0KGxsbPRqU3VPqg8QERERERERETVGDFwQPYPqkphbnMPhlVdeUTnerVs3mJqaory8HDExMcL+goICfP/99wCqBnvHjh2rtn4jIyMEBQVh69at2LNnD3JyclBcXIzQ0FCEhoZi2bJlCAwMxMcff6ySc+HChQvC9osvvqjzXu7duwcAMDExUcoxcPHiRZ3nalL9S31xkEi8NJUmwcHBWLRokTAw7u3tjZ49e8LNzQ22trYwNzcHULW00/LlywGoDxzooy7PWlfwS598EdXzXIgDFxs2bEBJSQmMjY21zrYw1PMqKipCSkqKxvsR03bv58+fF7b79u2rtR5NnmQfICIiIiIiIiJqjBi4IHoG1TYxd3p6upCfws7OTm3OAQsLC3h5eSEmJkYpQff69euFnAqLFi3SOhvCwsICs2bNwowZM3D16lWcO3cOp06dwt27dyGVSnH48GFcu3YNhw8fVlrWSPx1urpk0WJyuRyXLl0CUPW1upmZmXDs8ePHwvbFixdhZ2entS5txIPc1fNoVPfw4UN8/vnnkMlkcHFxwdq1a9GjRw+1ZUNCQoTtmi73JVbbZ624L4lEonbQXJ/ARadOnYTthIQEYaA/OTkZhw4dAgCMGDECHh4eas835POKi4sT8kToG7hQd+/iXCFubm5a61GnIfoAEREREREREVFjwyxERM8Yce4BGxsbtG3bVu9z165di/LycgDAxIkTYW1trbacYrmoR48eISsrC4mJifj5558BAAMHDlS7xJQ6JiYm8PPzw6xZs3Ds2DHs3LlTSLadkJCAs2fPKpUXJ5vWlafh/PnzwiBz9UFfcT21XepHQTGA37JlS51JuQ8dOoSSkhIAwNdff61xwBoAwsLChG1dARF91PRZK+6rbdu2ap+RPvddfcaFgqKfmZubY9asWRrbbMjnJQ4w6QoCaLt3cd+xtbXVWo86DdkHiIiIiIiIiIgaCwYuiJ4x4twDnTt31jsh2bFjx4Sv4J2cnPDWW29pLFs9z8VXX32F8vJymJqaYsGCBbVue+/evbFo0SLh58zMTKXj4rwEunIDbN26VdiuPugrTjgu/oK+puRyOe7cuQNAvy/ir1+/DgAwNzfXGtxJTEwUBq1NTU3RsWPHWrdRE23PWnxfmmYn3L59G4D2AfXmzZsLS1DFx8cDqAoKnDhxAgAwYcIEtGrVSuP5hnxeivZqmkGioOvexX1HHMTQV2PqA0REREREREREDYWBC6JnTG2WiTpw4IAQcDA2Nsbq1athb2+vsbw4cLF161YhL8akSZN0LuGkS35+vrBdfSme1q1bC9vR0dEa6zhy5AjOnTsn/Fz9OYjb+Pvvv9e6rSkpKUICcH0CF4WFhQCqZsWUlZWpLSOVSrF48WJUVFQAADp27Ki0zJUhaXrW4vtS14cePnyI3NxcjcfFFLMuEhMTAQCrV6+GXC6Hra0tpk+frvVcQz4vRTJ2R0dHWFlZabymrnt3dXUVtqvPUtFHY+sDRERERET0bPj8888hkUj0+s/c3BwtWrSAt7c3Jk6ciKNHjzZ085u8y5cv4+DBgw3ahl27dgnv+PPPP2/QtjzN9u3bh2vXrjV0M5oEBi6InjE1CVzcvn0bM2bMwNKlS1FRUQFjY2N88sknOhNfu7q6Cl/S//333wAABwcHzJgxQ2u7vvvuO60zHOLi4rB+/XoAgLOzM3r27Kl0XNyuXbt2KeWqUDhx4gQ++eQTpX3VgwoDBgwQZqKsW7dOyIWhjlwux8WLF7Fjxw6196TpGuooAi+VlZXC7BaxnJwcfPDBB7hy5UqN6lXXrro8a119qCb3rchzkZeXhxMnTuDPP/8EALz33ntag2OAYZ9XZWWl0A7FUk3q6Lr3/v37C9tbtmwRZpKoEx0djfv37yvte1J9gIiIiIiIqLakUimys7MRExODn3/+GSNGjMDAgQNRUFDQ0E1rcoqKijBr1iy8+OKLiImJaejmUD1KSkrC//3f/+HNN99ETk5OQzenSWBybqJnzM2bN4Xt7OxshIaGCj+XlJQgOzsbKSkpiI6OVhp0tbW1xXfffYdXX31Vr+s8//zzOH36tPDz7Nmz0axZM43lr127hi1btiAoKAi+vr7w9fVFu3btYGFhgfT0dFy+fBlhYWGQyWQwMTHBihUrYGKi/E9Yz5490bVrV8TGxiIvLw+jR4/GhAkT0KFDB2RnZyMsLAznzp2Dqakp7OzskJeXhzZt2qgk33Z3d8fYsWOxf/9+FBcXY/LkyfD390fv3r3RokUL4Y+027dvIzo6GqmpqZg2bZrKPdUkbwIADBs2DMePHwcAfPHFF4iJiUHPnj0hkUgQExOD4OBgFBYWKpWrSXJ1Qz1r8X2pW1apJvctTtC9bNkyAFV5MbQtRaZgyOfVqVMnREdHQyqV4r333sPIkSOFwIm1tbWwbJOue/f09ERgYCCOHTuG3NxcjBkzBoGBgejRowdsbGyQl5eHW7duITIyEg8fPhRmI9XHPREREREREdXGuHHj8MYbb2g8XlxcjPv37+PEiROIiooCAJw+fRrjxo0Tlv4l/Vy6dAnr1q1r6GbQE/Df//4Xf/zxR0M3o0lh4ILoGaNYyx8AvvvuO53lbW1tMX78eEyePFlncmmxHj16CIELT09PjB07Vq92yWQyXLp0SeMsB0dHR3z55Zfo16+f2uOrVq3CpEmTkJ2djaysLPzwww9Kxy0tLfHVV1/hs88+A6B50PeTTz5BSUkJfv31V1RWViI0NFQpyCMmkUjg4+Ojsl8xyG1tba2yrJU6AwcOxOjRo3H48GHhi3vxV/c2Njb4+uuvUVBQIAxa1+Zr+7o+a8V9aUrurgiO6XPf4gTdiuWlZs6cqTO5OmDY5/XWW28hODgY+fn5Ks/E399fJXChLbH9ihUrkJ+fj8jISJSWluLgwYNqp/w6ODjA2dm53u6JiIiIiIioNjp37oyRI0fqLLdo0SL897//xZQpUyCTyfDbb7/hjz/+wKBBg+q/kUT01GPggugZ8uDBA+Tl5ak9ZmZmBjs7O9ja2sLJyQndu3fHCy+8AD8/P1hbW9f4Wunp6cL24sWLYWxsrLX8ggUL0L9/f5w/fx6xsbFIS0tDRkYGpFIp7O3t4eXlBX9/f4wcORI2NjYa6/Hw8MCRI0ewceNGREREICsrC1ZWVmjbti1eeuklTJ48GVKpVHgOmgZ9zczM8O2332Ls2LE4cuQIrly5gvT0dJSVlcHS0hKtWrVCp06d4Ofnh4EDB8LFxUWlDkWAwMvLS+8k6F9++SW6d++Offv2ISEhAebm5mjTpg0GDBiAcePGwdnZWQi6aGu/NnV91rruSzG4r899e3h4QCKRQC6XAwA6dOiA0aNH630vhnperq6u2L9/PzZv3owLFy4gMzMT5eXlAJQTjOvzTq2srLB161aEhYUhJCQEN27cQFZWFkxMTODo6AhXV1f07dsXAQEB9XpPT0ppeUWNj8nK1efvoIaj6Z2UVUi1/qxQWdr436m8rAzyShnkxkaoNOGfwE87TX2yvLzyCbekbsrLZZBXyiCRAWWlmv+9JXoStP3+KP5uUvxfdcoqZXrtI6KmZfLkyYiIiMDOnTsBVC3bzMAFERkC/1cb0TOkbdu2SjMu6svjx4/xyy+/AKj6glzxtbo2FhYW6Nevn8aZFDXh4uKC5cuXay2j73N48cUXdeb00ES8VJa+JBIJxo0bh3Hjxmkss2zZMmFZpdqo67PWdV81uW9ra2ul5ZdqypDPq0OHDvjmm2+0ltH33iQSCQICAjQGJ3SdW999wJDiU9QHQ7WRPk6oh5ZQfUjMua+7EICi+KbzTisB5Dd0I6jBpNbi36zGIguNP0BIzy5tudMU7udpziNGRE3b8OHDhcDFkxhzIKJnA5NzE5HB/ec//4FUKoWZmRkWLFjQ0M0hIiIiIiIionoino1eUqI9SHn+/HlMmzYNnp6esLGxgbW1NTp16oT33nsPFy9e1HkdiUSCt99+GwAQHR2NMWPGoHXr1jAzM0Pr1q3xz3/+E2FhYXq1u6ioCGvWrIG/vz9cXFxgZmaGli1bwt/fH2vXrkVxcbHOOuRyOYKDgzFlyhQ899xzaNGiBUxNTeHg4ICuXbti+vTpuHDhgsp5u3btgkQigb+/v7Bv2bJlwj3u2rVLr3tQ1579+/djzJgxcHNzg4WFBZo3b44XXngBCxcuxIMHD2pVr1h5eTm2bduGoUOHonXr1jA3N4ejoyNefvllrFixAtnZ2RrPVdy3RCLB5cuXIZfLsWfPHgwcOBAtW7aElZUVOnXqhFmzZiE5OVnpmhs2bMBLL70Ee3t7WFlZoVu3bvj8889RWFios803b97E7Nmz0a1bN9jZ2cHS0hLt27fHxIkTcerUKa3ntm/fHhKJBIMHDwZQtZrJ/Pnz0bVrVzRr1gy2trbo3r07Pv30U2RlZamc//bbb0MikSh9fOjv7y88h3v37uls/zNLTkRkQEePHpV7enrKPT095T/88ENDN4eIDCgmJkYOQPgvJiamoZtEpLeYmBj55cuX2W+pSWG/paaKfffZ1RT+XkxISJDfvHlTnpCQ0NBNaVQ+++wz4b199tlnNTp31qxZwrmjR49WW6a0tFQ+efJkpf6h7r+pU6fKy8rK1NahKDN58mT55s2b5cbGxhrr+fDDD+WVlZUa23z69Gm5i4uL1ra0atVKHhUVpbGOhIQEube3t857AiD/97//rXTuzp07tZbfuXOn7gdfTXJystzPz09rvRYWFvINGzaoPV/cJk194Pr163IPDw+t17Czs5MfPnxY5zXCw8PlgwYN0lhPy5Yt5Tdu3JA/fvxY3rNnT43lunfvLi8sLFR7vcrKSvn8+fO19hUA8sDAQHleXp7aOtq1aycHIH/ttdfkx44dk9vZ2Wmsx8HBQX7p0iWl83X1+6SkJPUv9BlU/d9nLhVFRHWSlZWF2NhYlJSUIDo6GgcOHABQlRfg/fffb+DWEREREREREVF9uXDhAoKCgoSfJ0yYoFKmsrISgYGBCA0NBQC0bNkSkydPho+PD+RyOa5du4Zdu3YhMzMT27dvR0ZGBoKDgzXmFYyOjsZPP/2EyspKBAQE4PXXX4eVlRUiIyOxc+dO4ev8yspKbNq0SeX80NBQDB06VMjL89prryEwMBDOzs54/Pgxfv31V/zxxx9ITU3FgAEDcObMGZUlsPPz89G3b188fPgQANCzZ0/885//RPv27SGXy5GUlIT9+/fjypUrAIA1a9agX79+GDFiBABgwIABOHLkCGJiYvDJJ58AAMaNG4c33ngDAPDCCy/o/xIApKam4uWXXxba061bN4wfPx4dO3ZEYWEhIiIisHfvXpSWluLDDz9EaWkp5syZU6NrxMTEoE+fPsjPr1p4tXfv3hgzZgzatm2LnJwcnDp1CkeOHEFeXh7GjBmD/fv345///KfG+qZNm4a7d++ibdu2ePfdd9GpUyfcu3cPP/zwA9LS0pCeno73338fZWVluHz5Mnr27ImJEyfC2dkZN27cwPr165GXl4erV6/iyy+/xMqVK1Wu8e677wrLmNna2mLSpEno1asXTE1NcevWLfz3v/9FcnIyjh07hoEDByIqKgrm5uZq23v79m2MHTsWJSUlGDp0KP7xj3/A3t4esbGx2Lx5MzIzM5GdnY3XX38dcXFxMDMzAwDMmjULI0eOxL59+4Rl1VesWIFu3boBqPp9IA0aNIxCRE3ezp07hRkWiv9eeeUVeUpKSkM3jYgMrCl8QUekCb/+paaI/ZaaKvbdZ1dT+HuRMy7U03fGRVlZmTw9PV0eEREhnzt3rtzS0lI4b9iwYXKZTKZyzhdffCGUGTx4sDw3N1elTHZ2trxv375CuY0bN6qUQbUv1desWaNS5vz588IX8RKJRH7+/HmV67Rs2VIOQG5ubi4PCQlRe5/79u2Tm5iYyAHIXV1d5aWlpUrHly5dKrTj7bffVnvfMplMPmHCBKHcqFGjVMqEh4fXeqaLWEBAgFDPkiVL1M42uX79urx169ZyAHITExP5tWvXlI5rm3FRXl4u79y5s/BcN23apLYd4eHh8mbNmskByJs1ayZ//PixxmsAkL/66qsqMx0SEhKEZ6/478MPP1R5xhcvXpQbGRnJAcjbt2+v0paffvpJON/X11f+8OFDlTIlJSXy119/XSg3f/58lTKKGRcA5MbGxvIDBw6olElOTpY7OjoK5dT1K/HvWHh4uNrn96yr/u8zc1wQUZ3ExsYCAExNTeHm5oZJkybh0KFDaNu2bQO3jIiIiIiIiIhqSpxrofp/5ubmaNmyJfr164dvv/1WyGnxxhtvYP/+/SqzJAoLC7F69WoAQJs2bXDw4EHY2dmpXLN58+bYu3cvbGxsAABff/01KisrNbZxypQp+Ne//qWy/8UXX8TatWsBAHK5HF9//bXS8Y0bNyI9PR0A8M0332D48OFq6x83bhw++ugjAEBKSgp2796tdHzfvn0AAEtLS6xevVrt7BCJRIKlS5cKP8fFxWm8n7o4e/asMJtl5MiR+OKLL2BkpDrk6+3tjY0bNwIAKioq8M033+h9jV9++UVo/+zZszWusNG/f3+sWLECAFBQUIAffvhBY50mJibYuXMnbG1tlfa7u7sL+SSAqhwTa9euVXnGPXv2RI8ePQAA9+7dU8p1IZPJsHz5cgCAtbU1jh49itatW6u0wcLCAjt27BDGsDZs2ICcnByNbZ42bZraWSSurq6YPn268PP58+c11kH6Y+CCiOrkP//5D27fvo2YmBj88ccfWLp0KZydnRu6WURERERERERUj1xdXTFlyhScPXsWe/fuhZWVlUqZ33//XRgInjBhAqytrTXW17p1awQGBgIAkpOThWWWqpNIJFiyZInGehTLCQHAH3/8gdLSUuHY3r17AVQNmk+ZMkXr/YkH50NCQpSOXbx4EZcvX8Zvv/0GBwcHjXW4u7sL2/ok+64NxT0BVQPr2owYMQIuLi4AgGPHjmkNDtX2Gu+++y6MjY0BqD43sZdffhkdO3ZUe0y8f8SIETAxUZ/toH379sK2OODw999/486dOwCAYcOGqQ1aKFhbW2PixIkAqhK2a0vu/vrrr2s81r17d2FbXZJuqjnmuCAiIiIiIiIiIiIAyrkWgKocFZmZmThw4IAwqNuxY0ds3boVAwYM0FrX2bNnhe38/HwEBwdrLW9qaipsX7hwAX5+fiplOnXqpBQQqM7ExASvvPIKDh8+jKKiIly/fh29evVCbm4ubt68CQCwsbHROkANVM3YMDMzg1QqxYULF5SONW/eHL6+vhrPu3fvHv7++29EREQI+/UNEtSU+BknJibqfMatWrXC48ePkZ+fj7i4OHTt2rVG14iJicHt27e1lndxccHDhw9x8+ZNFBYWCjNpxJ577jmN59vb2wvbnTp10lhOHAgTP19xeysqKnQ+E0W+E6Cq32nKzaHIS6GOuM3i+qj2GLggIiIiIiIiIiIiAEDnzp0xcuRIlf3Tp0/H5s2bMWPGDCQkJCAgIADr1q3Dhx9+qLGulJQUYXvz5s3YvHmz3u1QLOmkrn26tGvXTthOTU0FADx48AByuRwAkJubi1GjRundlqysLMhkMpUlmIqLi3H8+HFcvHgRd+7cQXx8PJKSkoQltMQU1zY08TNWLG+lr/T0dJ2Bi8LCQuTm5go/a5t1UJ1cLkdGRobawEWLFi30qkPbLB1NCdzFz+Tw4cM4fPiwXtcCNPc7QDk4UZ14VohMJtP7eqQZAxdERERUKx+uOo1mjvHCz9877NZSuuEs9GjZ0E1okmbv0fwHe1NWCuCszlJUG2Ee7zR0E55qh5DU0E2gJs7B7BBeazEVRyUXtJbr7/0YALC54s0a1R809IVat42Imo73338fGRkZ+PTTTyGXyzFr1iw4Oztr/EI9Ly+v1tfKz89Xu796TgR1xMtWKeqpS1vkcjkKCgqU8nNs3boVixYtQnZ2ttpz3N3dMWTIEGzYsKHW19VHfTxjQ9Wv7Rri2TWGVl/PRNOSVVQ/+LSJiIiIiIiIiIhIL0uXLkVERATCwsIgk8kwdepU+Pn5KeUbUBAHEC5cuIBevXrV+frinBWaiBM1Ozk5qbRlyJAhOHHiRK3b8NVXX2Hx4sXCz88//zx69+6N5557Dp07d8bzzz8PZ2dnVFZW1nvgwsrKCvn5+bCyskJRUVG91K/QpUsXYbmtxkzc5l9++aVGs0So8WDggoiIiIiIiIiIiPQikUiwc+dOdO3aFQUFBcjPz8fkyZNx5swZlaV7FImgASAuLs4ggQvxMkCaJCYmCtuKxMzitty6davW13/48CE+/fRTAICZmRkOHjyIf/zjH2rLihNG1xcXFxfk5+ejuLgYycnJcHNzM2j99vb2sLCwQGlpKZKSklBWVgZzc3ODXsPQqvc7apoYuCAiIqJac3W2QUpaocp+M5eOMDJtuD9mZeVlkD5OUNnv3rwdzE3MGqBFTUNZhRSJOfdV9lt7dISxReP+Hye6FBUVQVYpg5GxkdZ1cqlmKkvLUBSv+rvWytUOpqbGDdCip0tRcRHklTJIjI1gbcV+SzVXXl6J1BTNy2U4OzvD1NQU5eXlSEtL01iunZ0lzI2NVPaXVcpwP091HXcievq5urriq6++EnIqREZGYteuXXjnHeWlI1966SVs3boVAPDrr7/irbfe0lrvmjVrcOXKFbRv3x5jx46Ft7e3Splr166hoKAAzZo1U1uHVCrFuXPnAAAtW7YUEiq3atUKbm5uSE5Oxr179xAbG6s1v0N6ejqmTZsGNzc3dO7cGTNmzAAAHD9+HBUVFQCAN954Q2PQAgD+/vtvYbu+cly89NJLuHPnDoCqZ6wt5wgAvPvuuzAyMkK7du0wY8YMNG/eXGt5iUSCXr16ITIyEqWlpQgNDcWwYcM0li8rK8OkSZPg6OiI9u3bY86cOU98iaWXXnpJ2P7111+FQJMmP//8M44fP4727dtj2LBheOWVV+q7iaQHBi6IiIio1sxM1A9MGpmaw8jc8gm3RjdzEzNYmlo0dDOaHGMLcxhbNr73WROSigpI/v8AcFO/l6bA1NQY5hb8nxp1JS03gswIMDI24vOkemFqagozM90BfXNjI1ho+P/5RPTs+uCDD/Df//4Xly5dAgDMnz8fI0aMgIODg1Bm2LBhwtf6R44cwdWrV9G9e3e19aWnp+OTTz4RljvStLxPaWkptmzZgrlz56o9vnPnTmRlZQEARo4cqZRQe8yYMVizZg0A4NNPP8WhQ4c03t9//vMfhISECOcpAheKugFoDJ4AVYGKb7/9Vvi5vLxcpYy4bbVN6DxmzBjs3l2Vb/Dbb7/FW2+9pbFdx48fx/bt2wFUBa8XLlyo9zUiIyMBACtWrMBrr72mMRixbds2HDhwAADg6+uL+fPn1+h+DKF3795wcXHB48ePcfnyZfz6668aA0ylpaVYuHAhHjx4IJxbHwzxrp81qp9MEBGpIZVK0a1bN3h5eWHOnDkN3Ry9TJ06FV5eXujTp09DN6VRaYrvsibefvtteHl5oW/fvg3dFK3YP4mIiIiIqCkzMjLCpk2bhAHZzMxMlYHwli1b4r333gMAVFZWYuTIkWqXaSooKMCIESOEoEVgYKAwU0KdTz/9FKdPn1bZHxkZKQQ0rKysVNrz73//W5h9e/jwYSxcuFDtIPK+ffvw3XffAaiacbBgwQLhmLu7u7B9+PBhpKenq5xfUlKCd999F3/88YewT11uDvFM4NouK/WPf/wDPj4+AIB79+5h9OjRapNT37x5E2+//bbw87x582BsrF9QeurUqWjVqhWAqlwl77zzDsrKylTKRUREYN68ecLPixYtqsmtGIy5ublSOyZPnoyoqCiVcuXl5XjjjTeEoIW3tzeGDh1aL20yxLt+1vCzHWqyLl68iBMnTuDatWtITU1FQUEBTE1NYW9vD1dXV3Tr1g0vvvgievfurfYrohMnTiAhIQFmZmaYPn16A9xB0xIfHy98HdC5c+cGbo1+FOsYdunSpYFb0rg0xXepL7lcjpiYGAAQ/nBrrBT982l7B0RERERE9Ozw9fXF+++/j40bNwKo+tr+nXfewcsvvyyU+eabbxAVFYUrV67g/v376N69OyZMmIC+ffvCxMQEt27dQlBQEDIyMgBUzQTYtGmTxmtKJBKUlJRg0KBBmDBhAgYNGgQACAsLw08//YTKykrhuh06dFA619XVFUFBQZgwYQLkcjm++eYbHD9+HBMnTkSHDh2QlpaG33//XSlx9+LFi9GzZ0/h52HDhglf86empuL555/H9OnT4enpibKyMsTExGDPnj0qS/AVFRWhoqJCaaaCq6ursL1r1y507twZLVu2RNeuXfHcc8/p9Q4kEgl++eUXvPjii8jLy0NoaCg8PT3x9ttvo3v37igqKsLFixexe/duIdjQr18/zJ49W6/6gapB93379mHQoEGQSqX46aefEBUVhcmTJ6NLly7IyclBREQE9u/fLwSCxo8fjzFjxuh9DUP717/+hbCwMJw4cQI5OTno168fRo8ejf/7v/+DjY0N4uPjsWPHDty7dw9AVaDrxx9/VJoZYUjid/3JJ5+gpKQERkZGGDJkiM7lup5VDFxQkxMfH49Fixbh+vXrKscqKipQUlKC1NRUXLx4ETt27MAbb7yBZcuWqZTdtGkT7ty5g+eee46BCz3cvHlT2Nb3/3k2pPT0dGRmZgJoGu19kprau6yJxMREFBQUAIDatVAbC3H/ZGCNiIiIiIiaspUrV+LgwYNIT0+HXC7HBx98gL/++kv4mt/S0hLh4eF46623cPToUUilUuzcuRM7d+5Uqeu5557DkSNH0LZtW43Xc3Nzw/jx4/HVV1/hxx9/xI8//qh03MzMDJs3b1bJt6Hw5ptvwtzcHFOnTkVubi5iYmLULplkYmKCpUuX4rPPPlPab2Njg/379+Mf//gH8vLykJaWhuXLl6s9/7PPPsONGzeEAf0bN26gR48eQpmWLVti0KBB+OOPP1BYWCjkDJk7dy7+85//aHwG1Xl5eeHcuXP45z//iVu3biE9PR2rVq1SW3bkyJH48ccfa5x3om/fvggLC8Mbb7yBhw8f4t69e2rH2wBg+vTpWL9+fY3qNzQjIyMcOXIEH374IbZv3w6ZTIaDBw/i4MGDKmVdXV2xf//+ev0ActCgQWjZsiXS09Nx69YtTJo0CQBw7NgxrTlDnmUMXFCTcv78ebz//vsoKalKAOfu7o6BAwfC3d0dVlZWKCgoQGJiIi5duoQbN24AUD8wW1paioSEqkSSHDTUj3gqZ1N4ZuL28ot2ZU3tXdZEx44dcfv27YZuhk5P8zsgIiIiIqJni729Pf7zn/9g8uTJAKqSZ//www/497//LZSxs7NDSEgIIiIisHv3bkRFReHRo0coKytDixYt8MILL2Ds2LGYMGECTE1NdV7zyy+/xMCBA7FmzRqcP38eBQUFcHNzw5AhQzB79mx07NhR6/mjR4/GwIEDsXXrVvz222+IjY1FTk4OzM3N4e7uDn9/f0yfPl3j/1579dVXcePGDXz33Xc4efIk7t27h4qKCtjZ2cHDwwP9+vXDtGnT4O7ujl27dmH//v0AgJ9++kkpcAEABw8exJIlSxASEoK0tDTY2dkJS2bVxHPPPYcbN25g7969OHz4MC5fvizMYmndujVefvllvP322wgICKhx3Qp9+vRBfHw8du7ciV9//RXXrl1DZmYmTExM4OrqildffRXvvfceevXqVetrGJKZmRmCgoLw4YcfYtu2bThz5gwePHiAoqIiNG/eHN7e3hg5ciTeeecd2NjY1GtbmjdvjsjISCxcuBBRUVHIz8+Hk5OT8FEjqZLI6yulPZGBpaamYtiwYSgqKoKpqSk+++wz/POf/4REIlFbPiUlBf/9738xduxYeHl5KR27evUqxo0bB6BqetbEiRPrvf1N3Ztvvom///4bTk5OatcFbGw2b94sJNw6deoU2rVr18Atajya2rt8Gon752+//aa0RmpjFhsbq7TObL+3fkB3H28kPKxaP/V7h93CMQvX5xo0ObesrASlKVWzixZ6tBT2d3HqxOTcWpSUl+JWxl0AwOw9/1ur17bbc00+oXVBQQFklTIYGRtpTaJINVNZUoL8mKrftTCP/33V6ObuwGTSBsB+S3VVVlqB5MRsAICD2SG81mIqjkouCMfbtm0LMzMzSKVSYX3v/t6PAQCbK94Uynk6WKtNzl1aUYk72VWDa0FDXxD2x8bGorS0FBYWFujatavhb4warep/L8bExDS6PpCYmIiysjJhgJqaDsX4T7t27YTlfYjo6VH932f+rwlqMtauXStEnJcuXYqxY8dqLe/q6oqlS5eqPRYbGyts82t83eRyubAef1NZWkjxRbu1tTXc3NwauDWNR1N8l08jRf+0srJC+/btG7YxRERERERERESNDAMX1CSUl5fjjz/+AFA10Dd69Oha1TN69GiloAUATJgwQaXc+vXrheROYlKpFCEhIQgPD0dsbCyys7NhZmYGd3d3DB48GOPHj4elHl+kJiQkYM+ePYiKikJqaipsbW3h7e2NqVOnws/PD5cvXxba9cUXX2gM0mRnZ+PYsWM4deoUUlJSkJWVBVtbWzz//PN444030L9/fz2eCvDo0SP8+OOPOHPmDFJTU2FtbQ0fHx+8//77eP7553H//n0UFxcDUF3W5vXXX8e1a9dgamqKv//+W20idLHg4GAsWLAAALB8+XJh5gsA+Pv749GjR/D19cWePXvw119/4dChQ/jrr7+Qnp4OmUyG9u3bY8SIEZg4caLWaykGhjt37gyJRIL8/HwcPnwYv//+O5KSklBcXAw3NzeMGDECU6ZMUbu24/nz54WprtreA1CVgEyx/mRwcLDG6aTJyck4cOAALl26hKSkJBQWFsLGxgYODg5o164devfuDX9/f6WkTTVRl3dZH/f80ksvCUmwtm7divT0dOzduxehoaF48OABLC0t0bVrV3z00UdKa0lWVFTg1KlTOHToEG7fvo28vDy0adMGo0ePxtSpU4W1UjVdz9/fH5s3b9b6rCIiIvDHH3/gr7/+QmZmJkpKSmBvb4+uXbsiICAAAQEBWhNk1eX3T9E/vby8tCb+io2NRUREBK5evYqEhARkZWUJ0487d+6M4cOHY/jw4RpnnhERERERERERNUUMXFCT8PjxY2G2RfPmzXUOjqtTWVkp5LXQxdPTU2VfVFQUFi9ejLS0NKX9UqkU169fx/Xr13HkyBFs27YNLi4uGuvevHkz1q9fj/LycmFfRkYGTp8+jYiICKxYsQKVlZXCMU0zQg4cOICvv/4ahYWFSvuzsrIQHh6O8PBwjBo1CitXrtQ4yAsAP//8M1atWoXS0lJhX0lJCcLCwhAZGYlvvvlGaVC0enu6d++Oa9euoby8HLdu3dKayKi4uBirV68GUDVg+89//lM4lpeXh0ePHgnHli1bhj179qjUERcXh7i4OERFRWHr1q1qAw5FRUVITk4GUDWrICIiAkuWLBHWdlSIj4/H6tWrERMTgx9++EHttRR0zU5QDESbmppqXEtzw4YN2LRpk9K7B4Dc3Fzk5uYiMTER4eHhePTokdrEYLrU9V0Chr3ntLQ05OTkAAA8PDzw+++/45NPPkF+fr5Qpri4GJGRkTh37hx27NiBF198EY8ePcKcOXNw5coVpfqSkpKwevVqxMfHq00yJr5e9eXhxO7evYv58+crJSlXyMjIwJkzZ3DmzBlcunRJYzKzuvz+ifunthlf69evx7p169Qey8zMRFRUFKKionDs2DFs2LChVv8uEhERERERERE1RgxcUJOg+EIcqApipKSk1PiL9MrKSmHQfM6cOSgrK4OPjw+mTZumUrZ63UePHsWCBQsgk8lgbm6OwYMHw8/PD9bW1khJSUFwcDCSkpJw9+5dzJw5E/v371f7BfS3336LoKAgAFVLGI0YMQI+Pj6QSCSIjo5GSEgIli9fjn79+gEATExM1AZR1qxZI3xNbm5ujmHDhsHHxwe2trZISEjA3r17kZWVhSNHjqBly5aYM2eO2meydetW4ZlYWVkhMDAQPj4+MDMzw/nz5xEcHIylS5cqJW6qPpjdvXt3/Pe//wUA3LhxQ2vgYsuWLUhPr1ozfdGiRUoDuuJkxWFhYUhLS4OFhQWGDRsGX19fmJiY4Pz58wgJCUFlZSXOnj2LnTt34r333lO5TlxcHBTpe9LS0jBjxgxYWVlh0qRJ6NatG+RyOS5cuICQkBDIZDKcPHkSly5dQs+ePZXqUbTJxMQEnTp10nhfAIRB8A4dOqgdQN6wYYMQHLG3t8fQoUPh4eEBBwcHlJaWIikpCRcuXMC1a9dqtYSTId6loe9ZHAS5d+8edu3ahebNm2PatGnw8vJCTk4O9u7di4SEBFRUVODLL7/E1q1b8cYbbyAjIwNDhgzBK6+8AlNTU5w7dw5Hjx6FXC5HSEgI3n77bZX2i6+nKSAQHR2NDz74ACUlJQCqgpSDBg0SlmtKTk7GmTNncOPGDY1r8db190/cP7Ul5r5x4wYsLS3h5+cHb29vuLm5wdLSEjk5OYiLi8Px48dRUFCAyMhIbNu2DTNmzNBYFxERERERERFRU8LABTUJrq6uQtK4yspKTJ48Ge+++y6GDBmidSkXMTMzMwQEBCA1NRVlZWUAgBdffFFpIFedK1euYMmSJZDJZOjSpQvWr1+Ptm3bKpWZOnUqFi9ejKNHj+L69esIDw/HgAEDlMqcPn1aCFr4+Phgw4YNcHJyEo6PGDECPXr0wKeffoqTJ08CqBoQNjc3V6rnwIEDwqCpp6cnNm7cqBJoef311zFmzBhkZGRgx44dmDBhApydnZXKREVFCcmBu3TpgnXr1inVM3z4cPTq1QsLFizA0aNHAajPF9G9e3dh+/r16xqf44MHD7Bz504AwMCBA/Hyyy8rHRcPOqelpaFTp05Yt24dOnTooPSMfH19sWTJEgBVMwzUBS7EQZBTp06hT58+WL16Nezt7YX9o0aNgru7uzDYf/bsWY2Bi44dO2r9mr24uFhIDKZuwDwrKwubNm0CULUc1po1azQuKZaYmAhbW1uN11LHUO8SMNw9i+sCqoJR/v7++Pbbb2FjYyPsHz16NIYMGYK0tDTExcXh7bffRnl5OX7++We88ML/EjyOHDkSjo6O2L59O4Cq91U9cCG+nro2xcfHY+bMmSgpKYGVlRWWLVuG4cOHq5T76KOPEB0djRYtWqgcM8Tvn7id2gIXEydOxNq1azX2lY8++ghjx45FamoqgoODGbggIiIiIiIioqeG5oW1iRoRxdfyCg8fPsSyZcvQu3dvjB07FqtWrcLZs2chlUp11qXvoCFQtQzU3LlzIZVK4e7ujh07dqgELYCqpXKWLl0KU1NTAEBkZKTS8ZKSEiFRuJOTEzZv3qwUtFAYO3as0pI71QdfMzIy8NVXXwEAXFxcsGvXLrUzT5ydnTF16lQAVflBIiIilI6XlpZi4cKFkMlkcHJyQlBQkNp6Ro4cqfTVuZeXl8pMktatW6Nly5YAqr4Q12TVqlUoKyuDqampkONCTPxenJycsH37dqWghcKYMWOEmQCpqal48OCB1rq6d++OTZs2KQUtFMSD1oolhhSkUikSExMB6O4ncXFxkMlkANQPmP/555/C8lBz5szRmgfF3d0djo6OWq8nZsh3ach7VpRR6NGjB3744QeloAVQFUARB/lSUlKwZcsWpaCFQmBgoLBdfdkv8fUsLS3Rrl07pWOVlZWYPXs2CgoKYGxsjHXr1qkNWii8/PLLKrOdDPX7p+ifxsbGamdUKbz66qta+4qTkxOGDh0KoGqmiHiJOSIiIiIioqeNXC6HXC4XPqIjoqcbAxfUZMydOxcff/yx0sCnTCbD9evXsX37dkyZMgWvvvoqvvnmG5VBaDF9lpNR2LNnjzAw/tlnn8HBwUFjWTs7O2EQ8+HDh0rH9u3bh6ysLABVSyRpqsfIyEhpBkP1weOgoCAh18fy5cvVfhGu4OvrK2wrBqPF96UY+J07d67aIIqCn5+fsK1pCSNFmxXJpqu7cOGCMItk0qRJKoPKgHKwYf78+SozRBQkEonSoPbjx4811iWRSLB8+XKNMwfE+6sPqMfHxwvBBl2D+OK2q8utkJ2dLWxXz5FSV4Z8l4a8Z+B/v2sSiQTLli3T+B7EQaU333wTzz//vNpydnZ2wnb1mUji63l6eqokvP7ll18QHx8PAJg+fTr69Omj9hraGOr3T/HsOnToAAsLixq3Q0zx+6ZYeoqIiIiIiIiI6GnApaKoyTAyMsK0adMwYcIEnDp1CuHh4YiOjlZK9Jubm4sdO3bg119/xa5du+Dh4aFSj/irbMW69prs3r0bANCmTRsUFhYiNDRUa3l1g/YA8OOPPwIA2rZti8GDB2utQzxgLx48lkqlCAkJAQB07dpVyIOhiXiQV7E0VvX2ODs74x//+IfWesSJxjUFenx8fHDq1CnI5XLExMTgpZdeEo7JZDJ8+eWXAAAHBwe1y9mIv/Rv1aqV0pf16rRq1UqpfrGKigrcvXsXANCrVy+tSZrFX2m0adNG6VhNZuaIkzyre0bifjZ37lzMmzcPgYGBdR60Bgz7Lg15zyUlJbh//z4AoGfPnlrfgzj4JJ5ZVZ04ICjuA9Wvp649iiWm7O3thdkQNWGo3z9x/9QVOC0rK0NYWBhOnz6NW7duISMjA4WFhWpnVjg6OqokASciIiIiIiIiaqoYuKAmx9raGqNGjcKoUaMgk8lw69YtREZGIjg4WBiIzsjIwPz583H48GGV8xWDs+q+yhaLi4sTBkofPnyIDz/8UO82ivNu3L17V6hnyJAhOgcXFUmDAeWBzWvXriE3N1eoRxfFl+GA8iDqnTt38OjRIwBVS+/oao+4Hk2D2dXzXIgDF/v37xeCRbNnz0azZs1Uzhd/6T9kyBCt7wVQTtZe/av3hIQEYckwXV/VKwaQAagEuWoziO/o6Kh2maf+/fujV69euHjxInJzc7FkyRKsXLkSvXv3hr+/PwYOHKh3rhYxQ79LQ97znTt3hKDSq6++qrUuxXtwc3NTm3ejejlA9X2Jr1c9SHL79m1h5tTQoUNVZtfow1C/f+L+qe0ZnzlzBp9//jlSU1P1ap+7u/v/Y+++46ou38ePv0CmGCLiVlwolZrb0spduVLSyNTMzE+Wmvr5mGau3CNnDly4skLT3OYEVyqucoEb3CDKEEXGAc75/cHvvL/ncCZwEMf1fDx6dDjnfe73/R7ngPd139dl1XZCCCGEEEIIIYQQzwMJXIjnmr29PTVq1KBGjRp8/fXXTJkyRZmBHh4ezq1bt/QGQp88ecLt27cBy7OdT5w4ket+6c6wP3bsmPK4UaNGFt+rTSVUqlQpvZRSp0+fVh7Xrl3b6nYAvbocx48fVx6/+eabFtvRBoMcHBxM5uOvWbMmjo6OpKenExYWpjz/+PFj5s6dC2QNJvv7+xt9v+6AefYC2cZoZ9bb29sbpJTSbatWrVpm2zG3akAbbClXrpzZYtnp6ekWZ9Db29sTGBjI0qVLCQoKIiEhgeTkZIKDgwkODmb8+PF06NCB7777Lkf1LWx9LW15zLop2WrWrGmyLd0VCOa2y96mqetl7DXdz2DTpk3N7sMUW33+rAkObd68mREjRiiBmFq1atGwYUO8vb1xd3dX0mTFxMQwYcIEwHS6LiGEEEIIIYQQQojnkQQuxAvD3t6eIUOG8PvvvysDflFRUXqBi0uXLim54C0FLnTT15w4cUJv1nROaGfEg2E6ImO0Ba6zD2rqzrzOnibHmLNnzyqPdVdE6LZjrNaELo1Gw8mTJ4GsGd2mahS4uLjg6+tLWFiYXoHuBQsWKPUdRowYYXJFgO5grqU+qdVqTp06BWQNdGefPa/blqVrbG6g/vLly4Dpuh66+9OuFjE3eOzi4sKgQYPo378/Z86c4ejRo+zZs4erV6+iUqnYuHEjZ8+eZePGjVankLL1tbTlMVtbSyYyMlJJpWRtXQ1j10u3nkb2PukGEcyt6DDHVp8/S4GLu3fvMm7cONRqNaVLl+bnn3+mbt26RvehTV1lqi0hhBBCCCGEEEKI55UU5xYvlMKFC+sNaGYf1NYdTLU00KdbUDk3qWVy0054eLjJFSG69TNcXV0t7nfnzp1A1iBv1apVjfbH0gD5sWPHlEFfS+dLOzgbFRVFXFwckZGR/P777wC0atWKxo0bm3yv7nWxdI6OHDmiFDpv3ry5wevageHSpUubTb+kVqu5cuUKYHhsUVFRSu2UatWqme3PoUOHlMeWAiWQtdqhQYMGDBo0iO3bt7Ny5UqloHZERARHjhyx2IaWLa+lrY9Zex2yrxwytZ2pfmmp1WplZYa5NFfly5c3uId0z5O5lSTm2Orzp+1nyZIljZ6XDRs2KOnipk2bZjJoARASEqI8thRsEkIIIYQQQgghhHieSOBCvFDi4uJITEwEwNHR0WAWunZGubFZ2dk5Ojoqj3VnbOeU7ioDS+1oCwiD4eCs7mCsNte+Kbt371bSAnXu3Bk7OzvlNd36EZby5y9dulR5bGlgNHudi6lTp5Keno6joyPDhw83+17tdYGs+iTmaM+Ri4sLXbt2NdmWpUDL9evXlVoZ2bfVLdqtm+Ynu5SUFNatW6f8nJt0PU2aNGHEiBHKz7GxsVa/15bX0pbHrNFoTAaFstMNWpm7x65fv05qaqrRNnX3ZyyQovtZ1g1i5IStPn+WVrWcO3cOAGdnZ7PBvsjISCVw4ejoqBccEUIIIYQQQgghhHjeSeBCPNMePXqkFLK1xqJFi5RUUM2bNzcoBK0tku3l5UXhwoXNtqUb9Ni1a5fVfchONz3Uv//+a3K7ffv28ddffyk/Zx+c1Z0Fr02VZExMTAyTJ08GsoqEf/7553qvly1bVnkcGhpqsp1NmzZx9OhR5WdLqwl0AxdLly5VZuX37NnTbBqj27dvKzP9Ac6cOWNy261btyp97tatm0E9iLt37yqDytamiTK2rW7xb91i6dlNnz5dCUY5OjrmukCy7vHnJJWRLa+lLY/59u3bSnFqS9dBuwKhRIkSBoXWdekGt7K3aWl/FSpUUB7nZEWLLlt8/qy5P7UrOzIyMpQUWtmpVCpGjhxJRkYGAFWrVjWZxk0IIYQQQgghhBDieSSBC/FM27VrF23bttVLn2JMSkqKXmFuFxcXhg0bZrBdZmYmAImJiWbbA2jZsqUyU3r+/PlKfQBjNBoNJ06cYMWKFQav6RZNDgwMVNIc6Tpw4ADfffed8rObm5vBAHbLli1xcHBQ2klISDBoJzIyki+//JKYmBjs7e2ZOHGiQWoc3f6sWrVKr5aH1o4dOxgzZozec5ZmzleoUEEJJGgDNJ6envTv39/s+3QDCJAV9DB2bHv27GH06NEA+Pj4MGjQIINtrE07ZGlbDw8P5fG2bduU+0ZLpVIxefJkgoKClOd8fHz0ZvZr9zF79myzK20uXbrEggULgKy0StYUJ9ey5bW01TFDzq6D9vpbU1fDVJuW6prophRbsmQJ165dM7mf0NBQpfi7Llt8/qw5L9pgVGZmJhs2bDB4PSEhgX79+ukVC5f6FkIIIYQQQgghhHjRSHFu8UwLCwvjzp07jBw5kilTptC4cWNq165NyZIlcXJyIiEhgQsXLrB3715lJrOLiwsLFy40Osu/WrVqhIaGolKp+Oqrr/Dz81MGbN3c3PRSs1SpUgV/f3/WrVtHcnIyvXr1okWLFjRp0oTixYujUqmIj4/n8uXLhIaGEh0dTd++fQ322aBBA2rUqEF4eDixsbH4+fnRvXt3KlWqRHx8PAcOHODvv//G09OTokWLEh0dzauvvqqXXgayajZ0796d1atXc+fOHfz8/OjatSuVKlUiKSmJkydPsnv3bmWW9siRI3nvvfcM+tOwYUOlP4mJiXTu3JkePXpQuXJl4uPjCQkJ4ejRozg6OlK0aFESExMpV66cVcXJ33jjDfbt26f8PHjwYINVL9npDua2bt2a4OBgOnfuTLdu3ShfvjxxcXHs27dPWTHg7u7OvHnzjK6YyUkNE+1+ixYtalA0vVatWsqxnzlzhi5dutCuXTvc3d25ceMGO3fu5N69e3Tv3p01a9ag0WiMDpifPXuWJUuWEBgYSP369alfvz4VK1bExcWF+/fvc+rUKUJCQlCr1Tg4ODBx4kRlcNwatryWtjpmsP463Lt3TwkAWBvgMHa9dPdnLHVV9erV6dChA9u3b+fhw4d06dKFDh06ULduXYoUKUJiYiIXL17k0KFD3L17V6+Gh5YtPn/WnJf27dsrK68mTZpEWFgYDRs2xM7OjrCwMDZv3kxSUpLedtbUVhFCCCGEEEIIIYR4nkjgQjzT0tPTsbOzQ6PRkJSUxN69e9m7d6/J7evXr8/EiRNN5nv//PPP2bx5M48ePeLkyZN6qyhatGhhkFN+zJgxpKSkKDPQg4ODCQ4ONtq2nZ0dtWvXNvra9OnT6dmzJ/Hx8dy/f5+ff/5Z73VfX19mzZpFt27dlOMwZtiwYURFRREcHMy9e/eYO3euwTYeHh5MnjyZ1q1bG20je3/i4uKYN2+e3uuurq5MnTqVsWPHAtYPjNatW1cJXFSvXh1/f3+L79EGENzd3Zk8eTK3bt3iypUrzJo1y2DbSpUqERAQYPL6XrhwAcgKQummBzJGO4hsbKDb2dmZYcOGKSs8Ll68qBdgcXJyYtiwYTRq1EhZgWDsHGnTG6nVaoP7TZeXlxdTpkyhWbNmZvtsjK2upa2OGf7v3BpbOaQrNyszjF0v7WtFihQxWZ9j4sSJPHr0iEOHDpGamsqff/7Jn3/+abCdp6cnpUqVMtpGXj9/uvenqfPSqlUrOnfuzMaNG5VVF7orL4oUKcK0adN4/PixEriQFRdCCCGEEEIIIYR40UjgQjzTpk6dyqBBg/j77785deoU165dIyoqiqSkJOzs7HjllVfw9vamdu3atGvXzmTgQKtChQqsW7eOxYsXc/z4cWJjY0lPTweMp6pxcnJi5syZ+Pv7s2nTJk6fPs39+/dJS0vD1dWVMmXKUK1aNRo0aECrVq0oXbq00f36+PiwadMmFi5cyMGDB4mLi8PDwwNfX1/at29Px44dOXfuHI8fPwb0UwBl78+CBQvYuXMnGzZsICwsjCdPnlC8eHG8vb354IMP6NChg17aH2v7U7hwYcqXL89bb71Fr169UKlUSqFzawdG79+/rzweOXKkXmFyU7SDzq+++ioeHh4EBQWxfPlydu/eTVRUFM7OzlSrVo127drh7+9vNpe/blvZV6zoio2NVYpgmzo2f39/ihcvzvLly5UB57Jly9KsWTM+/fRTvL299Qa+jQ2oDx8+nObNm3Ps2DHCw8OJiYnhwYMHqFQq5fq3aNECPz8/veLPOWHLa2mLY4b/C9j4+vqavQ7WBi60AT9T21mzv8KFC7N06VJCQkLYsmUL58+fJy4uDgcHB7y8vKhQoQJNmzY1G/DL6+dPN/hi7rxMmTKFOnXqsHbtWiIiInB2dqZcuXK0bNmSrl27UqpUKSUQZeqcPE2qjEyjz6vTjdfoeFpM7T8tw/q6SS8jU+cnM7Vgr6ctaNLS0GSq0RSyJzMHq9uEeabujfR0498NImfS09VoMtXYqSEtNaOguyOeQ5Y+i9p/C2n/b0papjpHzwshhBBC5JWdRlvJWAhRoL777ju2b99OyZIlOXDggFWD/s+Se/fu8d5776FSqWjVqhULFy60+J7ExEQaNWoEZBXx1s72F0I8m8LDw6lZs6byc7PP5/GK1/+tHpnrubogumXRDz4lC7oLz6XBQfctbySEjhCf3gXdBSGEGZ5OG/igeB+22h03u13zWll10xZndMtR+4Ht6imPw8PDSU1NxcXFhRo1auS8s+K5lf3vxbCwsGfuHoiMjCQtLQ1nZ2eqVKlS0N0RQgjx/2X/fpbpZkI8Aw4ePKikfenRo8dzF7QAmDFjBiqVCicnJ4YPH27Ve3KSKkgIIYQQQgghhHjaJi4/TnTck4LuxlNTprgbY/oYzwIhhBBPkwQuhMhnYWFhVK9e3WSKo61btzJmzBg0Gg3e3t707v38zVbctm0b27dvB6Bv375GC6Mbo1usWAoMC/H8Cfi+ZbYZdJ0KrC/mrCvoDjyvuhZ0B2xLZv/mv7cLugMvILlvhW11AOA73rFq68D87IoQz5HouCfcjnlc0N14YV28eJGgoCD27NnDrVu3iI+Pp2jRopQuXZp3330XPz8/3nvvPbNtNG/enIMHDwKQPbHMjRs3qFy5MpBVk/DChQuUKVPGYr8OHDhAixYtAFi0aBHffPON3uuVKlXi5s2bVh+nrk2bNuHn55er9+bVvn37aN26NV27dmXNmjV6r127do0ffviBffv2kZqaSo0aNfjf//5H9+7dzbY5adIkxowZQ58+fVi2bJnJ7dLT06lRowZxcXGcP3+esmXL2uSYxItLAhdC5LOffvqJa9eu0apVK15//XWKFStGeno6N27cIDg4WMnP7+7uzqJFi3B2di7gHlsWFxdHeHg4KSkphIaGsn79eiCrTkj2X+bmaFdcODg4UK1atXzpqxBCCCGEEEIIkVd2duDs9PxlR7BWmiqTp5lMPiMjg2HDhjF//nwyM/Xr8Tx48IAHDx5w/vx5Fi5cSLNmzVi2bBk+Pj552ufDhw/59ttv2bBhQ57aeV4lJibyxRdf4OTkxLRp0/Reu3nzJk2aNOHBgwfKc6dOnaJHjx5cvXpVr86iroSEBGbNmoWTkxM//vij2f07Ojoyffp0PvroI7788kt27dqV94MSLzQJXAiRzy5fvkxiYqIyuG/M66+/zuzZs5VZAM+6bdu2MXXqVL3nSpQowfz583F0dLS6HW3gokqVKmaLbgshhBBCCCGEEAXJ2akQtap6FXQ38s35iFhS0zItb2gj33zzDcuXLwegXr169OrVi5o1a1K0aFGePHlCeHg4v/76K6GhoRw8eJBWrVpx9OhRypUrl6f9bty4kc2bN9tsxUOZMmXYsWNHjt5TUGM/o0eP5vbt23z33XcGmTJGjBjBgwcP8PLyYvr06VSuXJklS5awdu1aJkyYwCeffGI0xfdPP/3Ew4cPGThwIN7e3gavZ+fn50eTJk3YvXs3a9asoVu3nNVTEi8XCVwIkY80Gg0zZ84kJCSE06dPEx8fz8OHD3FycqJEiRK88cYbtGnThpYtW2JnZ1fQ3bVaeHg4kBUtL1OmDM2aNeOrr76iVKlSVreRnp5OZGQkIGmihBBCCCGEEEKIl8WhQ4eUoMU333xDQEAA9vb2ets0bdqUfv36MXbsWCZMmMCtW7cYOnSoQXqj3BgwYAAtW7bE3d09z205OTlRp06dPLeT38LCwli0aBFubm788MMPeq+lpKQoq1AWLVrExx9/DECzZs24cOEC586dY+3atYwfP17vfffu3WP+/PkULlyYUaNGWd2XiRMn0qpVK4YNG0anTp0oXLhwHo9OvKgkcCFEPrKzs6Np06Y0bdq0oLtiUzNmzGDGjBl5asPR0ZGwsDAb9UgIIYQQQgghhBDPg6VLlwJZNSfmzJljELTQNX78eHbv3s3x48dZv349c+bMoXTp0rnar5OTEyqViqioKIYPH86iRYty1c7zaOzYsWRmZvLFF1/g5aW/cujy5cuoVCoApa4HZI1pNW/enHPnznH+/HmDNidNmkRycjI//PBDjiaytmzZknr16vHvv/+yaNEivvvuu1welXjRmf5mEEIIIYQQQgghhBBCCBvSZnGoUKECLi4uFrfv0aMHAJmZmVy4cCHX++3du7cS9FiyZAmHDx/OdVvPk4sXL7Jp0yYA+vTpY/B6UlKS8rhYsWJ6r2lXpTx+rF+g/ubNmwQGBlK0aFG+//77HPepd+/eQNbEWG3QRIjsJHAhhBBCCCGEEEIIIYR4KrSpsq9cuaJXDNqUTp068euvv7Jr1y5q166d6/16eHgwb948ICu191dffUVaWlqu27Olx48fM3PmTN59912KFSuGk5MTpUqVokWLFsyaNUsvuJBTS5YsQaPRUKNGDerWrWvwuoeHh/L40aNHeq8lJCQAGKTVGjt2LCqViqFDhxoEO6zRrVs3ChUqRExMjBJUESI7SRUlhBBCiFwZMH0fr3hdA2Cu5+oC68cPPiULbN8FYXDQ/YLuwnMtFThS0J14gYT49C7oLrw0NnC9oLsgniJPpw0Wt/mgeB+22h03eL55rXsszsh7sdPAdvXy3IYQQhhTp04dTp8+TVpaGp07d2bVqlVUrVrV5Pbe3t589tlnNtm3v78/HTt2ZOvWrVy6dInJkyczYcIEm7SdWzdv3qRFixZcv67/u/7+/fvcv3+fAwcOMGvWLPbu3UuNGjVy1HZmZia//fYbAG3btjW6TfXq1XF2diYtLY39+/fz0UcfAVnBnQMHDgDoBYwuXbrEb7/9RokSJfjvf/+bo/5oFS9enIYNG3Ls2DFWrVpF165dc9WOeLHJigshhBBCCCGEEEIIIcRT8e2331KoUCEADh8+TPXq1WnZsiU///wz586dQ6PR5Ov+AwICeOWVVwCYNm2akrqqoPTu3Zvr16/j4ODA999/z969ezlx4gRbt26le/fuAERHR9O9e3fUanWO2j58+DBxcXEAtGrVyug2Tk5O+Pn5AfD111+zatUqDhw4QPfu3QkPD6dQoUJKPwBGjx5NZmYmI0aMoEiRIrk44iytW7cGYN++fXlaUSJeXLLiQgghhBBCCCGEEEII8VTUq1ePuXPnMnDgQDQaDWq1mv3797N//34APD09adq0KR988AEdO3akbNmyNt1/+fLlmTp1Kt9++y3p6en85z//4ciRI2aLhJuiUqk4c+aM1duXLl1ar7j4zZs3leOeMGECI0aM0Nv+ww8/xNPTkwULFnDu3DlOnTpFo0aNrN6fdsUEYDbN1owZMzh48CD37t1T6k9oTZ06FR8fHwD+/fdfNm7cSPny5enXr5/V/TBG2x+VSsXRo0d5//3389SeePFI4EIIIYQQNuVUuir2js75ug91ehqqexEGz1cpVhFnB6d83XdBSMtQEZlw0+B5N5+qFHLJ33P9onjy5AnqTDX2hexxc3Mr6O481zJT03hyzfDzV6ZCURwdCxVAj15cT5KfoMlUY1fIHrfCct++6NLTM4m+nWjwfMlylXBwyvquz1Clcf/ujRy1W7GoK86FrBuMS8tUczMxJUftCyFEbgwYMABfX1/69evHtWvX9F6Lj49n8+bNbN68mQEDBuDn58esWbOoVKmSzfbfv39/goKCOHr0KMeOHSMgIICBAwfmuJ3o6GijdSNMGTt2LOPGjVN+vnfvnvLYVLqs//3vf2RkZFC1alW8vLxy1L9//vkHyCq6XaZMGZPbVahQgRMnTjBy5Eh27NjBkydPqFWrFsOHD+fjjz9Wths5ciQajYYxY8YohdUvXLjArFmzOH/+PG5ubrRt25aBAwfi6upqtm81a9ZUHp86dUoCF8KABC6EEEIIYVP2js7YO5v/IzW/ODs44eroUiD7LgiFXJwpZOEfBCKLXUYGdv9/AFjOWf5wdCyEs4v888KWVOn2qO3BvpC9nNuXmIOTM07Ouf/d5lzIHhcHCSoKIZ49rVu35vLly+zfv5+NGzeye/duIiL0J0eo1Wo2btzIrl27WLduHe3bt7fJvu3s7AgMDKRu3bqoVCpGjhyJn58fFSpUsEn71qpatSoODg5kZGQwdOhQChcuTJs2bXBw+L/f+1WqVGHRokW5av/q1atKG5ZUqFCBX3/91eTrf//9N7t376Zq1ap8+eWXABw9epRWrVqRmpqqbHfgwAH++OMP9u3bR9GiRU22pxuoyX7dhQCpcSHEM0GlUlGzZk18fX0ZMmRIQXfHKn369MHX15d33nmnoLvywvriiy/w9fWladOmBd0VIYQQQgghhBDC5uzt7WnVqhUBAQFcu3aNmzdvsmrVKnr06EHx4sWV7ZKTk/H39+fChQs22/frr7/ODz/8AEBSUhL9+/fPcRsVK1ZEo9FY/Z/uagsALy8vJTXT7du3+fDDDylRogQff/wxS5cu5datW3k6xujoaACzAQRrjRw5EoDx48fj4OBAZmYmvXv3JjU1lW7duhEdHU1YWBi1atXi33//Zfjw4Wbbc3R0VFZlREVF5bl/4sUjgQth1IkTJxg3bhwfffQRb731FjVq1KBOnTo0b96cnj178tNPP3HgwAFUKpXR9+/YsYP58+ezZMmSp9zz59O1a9dIT08H4NVXXy3g3ljn0qVLALz22msF3JMXk0ajISwsDDCfh1IIIYQQQgghhHhReHt706tXL3777Tfu3bvH8uXLlfRIKSkpTJs2zab7GzVqlDKusX37dv744w+btm+N+fPnM2DAAKVg+cOHD9mwYQNff/01FStWpE6dOsyePVtvVYO1njx5AoC7u3ue+rhjxw4OHz5MzZo16datG5C1suLKlSt4eHiwYsUKSpcuTY0aNVi2bBkAv/zyi8Wi29qAirafQuiSwIXQc+3aNfz9/enZsydr1qzhwoULJCQkkJGRQUpKCtHR0Zw4cYIVK1bw9ddfM3nyZKPtLFq0iAULFrBr166nfATPJ90ZA6+//noB9sQ69+/fJzY2Fng++vs8ioyM5PHjxwDUqlWrgHsjhBBCCCGEEELkXUpKCtevX+fYsWMWt3VwcODLL78kJCRESZ20b98+m/bHycmJwMBA7OzsABg0aBDx8fE23Yclzs7OLFiwgBs3bjBr1iyaNWuGo6Oj8vrZs2f57rvvqFevHvfv389R29rj0gZFckOj0TB69GgAJk6cqBQxP3z4MAANGzZU6l1of3Z1dSU1NZXTp09b1T/t/4XQJYELoTh27Bgff/wx586dA7Ly33311VdMnTqVuXPnMmnSJL788ku9QVRjg9apqalKbjqZjW+dixcvKo+fh3Om29/nZYXI86Zq1apcvnyZy5cv07dv34LujhBCCCGEEEIIkWdDhgyhSpUqNG7c2KAotylvvPEGLVq0ALJSH2k0Gpv26e233+abb74BsiZqDh061KbtW6t8+fIMGTKEAwcOkJCQwI4dOxg4cCAlSpQAssZiLKVfyq5IkSJAVqqt3Fq/fj2nT5+mYcOG+Pn5Kc9r0zuVLFlSb3s7Ozs8PT2B/0tVZYq2X9p+CqFLKrwJIOuLpH///qSkpODo6MjYsWP5+OOPTUY8b9++zS+//EKdOnUMXrt06RKZmZmAzMa3lnbFRYkSJfRyOD6rdAMXco2FEEIIIYQQQghhjWrVqimPd+/ejY+Pj1Xvc3NzA6Bs2bL5Mjt/2rRpbN26lbt377Jy5UrKlStn830Yo9FouHXrFpGRkUpwBrKOt23btrRt25bRo0fzxhtvEBMTw44dO3LUftmyZUlISODevXu56l9mZiZjx44FMJl1xdT7dP9vTGpqKomJiQBP7XyL54usuBAA/Pzzz0o+udGjR+Pv72/2F0GFChUYPXo0vr6+Bq+Fh4crj2U2vmUajUapF/G8BAG0gQs3Nze8vb0LuDdCCCGEEEIIIYR4Hnz44YfKeNPMmTNJSEiw+J6kpCT+/vtvAJo2bZov/XJ3d2fBggXKzz/99FO+7Ce7oUOHUqlSJVq2bMn169eNblOyZEnq1q0LkOM6F9pA0Y0bN3LVv19++YVLly7RrFkz3nvvPb3XSpUqBRgW1lapVDx48AAwXI2h6+bNmwb9FEKXrLgQpKens3fvXgAKFy5M586dc9VO586d9YIWAD169DDYbsGCBQZfdpD1xbZlyxb2799PeHg48fHxODk5UaVKFdq0aUP37t1xdXW12I+IiAiCgoI4fPgw0dHRuLu7U6tWLfr06UODBg04deqU0q9Jkybh7+9vtJ34+Hi2b9/Onj17uH37NnFxcbi7u/PGG2/w6aef0rx5cyvOStYX+K+//sqBAweIjo7Gzc2N2rVr88033/DGG29w8+ZNZWlc9jRRn3zyCWfPnsXR0ZF///0XJycns/vavHmzsmxwwoQJdO3aVXmtRYsWREVFUb9+fYKCgvjnn3/YsGED//zzD/fv30etVlOpUiU6derEZ599ZnZf2sDFq6++ip2dHY8ePWLjxo3s2rWL69evk5ycjLe3N506deLLL79UclHqOnbsGL169QLMXweAZcuWMWPGDOUYTaXTunXrFuvXr+fkyZNcv36dpKQkihQpgqenJxUrVqRJkya0aNGCChUqmD2P2b311lskJCTQrFkzli5dyv3791mzZg3BwcHcuXMHV1dXatSowbfffqtXSDsjI4M9e/awYcMGLl++TGJiIuXKlaNz58706dPHbI5J7T5btGjB4sWLn4k+adnis5GXaxUeHs7Bgwc5c+YMERERxMXFkZGRQdGiRXn11Vfp2LEjHTt2NBt81Z6/5s2bs2TJEqKjo1m7di379u3jzp07JCcnM3jwYPr372/ze7Ugr50QQgghhBBCFKRq1arRs2dPVq9ezY0bN2jTpg2//fabyYHrpKQkevToQVxcHPb29vmaxsnPz48uXbqwYcMG0tPT820/ujp06MDs2bMBGDZsGH/++afBNrdu3SI0NBSABg0a5Kj9Bg0asHnzZhISErhz5w7ly5e3+r0qlYoJEyYAxldb1K9fH8ga34mLi1MyiOzZs4fMzEwcHByoV6+eyfbPnj2rPG7UqJHV/RIvDwlcCO7du6estihWrJjFwXFjMjMzlboWllSvXt3gucOHDzNy5EhiYmL0nlepVJw7d45z586xadMmli1bRunSpU22vXjxYhYsWKD3C+bBgwfs27ePgwcPMnHiRL1laqZWhKxfv55p06aRlJSk93xcXBz79+9n//79fPTRR0yePNnsYOHvv//O9OnT9SLiKSkphISEcOjQIX766Se9wdXs/alTpw5nz54lPT2dixcv6g1iZpecnMysWbMA8PX15eOPP1ZeS0xMVCLgvr6+jB8/nqCgIIM2Ll26xKVLlzh8+DBLly41GnB48uQJt27dArJWiBw8eJBRo0Yp0XSta9euMWvWLMLCwpg3b57RfWlZWmmiDZQ4OjpStWpVo9sEBASwaNEigz8uHj58yMOHD4mMjGT//v1ERUXxww8/mN2frpiYGGUGiI+PD7t27WLMmDE8evRI2SY5OZlDhw5x9OhRVqxYwZtvvklUVBRDhgwxKER1/fp1Zs2axbVr15g+fbrFfRpb1VQQfdKyxWcjL9dqwYIFzJ8/32i7sbGxHD58mMOHD7N9+3YCAgKMfp/pnr/q1auzadMmJk6cqHwPamnPvS3v1YK8dkIIIYQQQgjxLFi8eDFXr14lNDSUEydOUKtWLTp27Ej79u2pWLEirq6uxMTEcPjwYX755RelIPXMmTOVlQf5Zf78+YSEhPDw4UOrtlepVJw5cyZH+3B1dVX+vdmiRQuaNWvGwYMH2bBhA40bN+abb77Bx8eH1NRUzp49y+zZs0lMTMTOzo6RI0fmaF+6EwuPHz+eo8DF4sWLuXnzJu3atePtt982eL1NmzaUKFGCBw8e0KZNGyZNmkRsbCz/+9//gKwJzsWKFTPZ/vHjxwFwcXHhzTfftLpf4uUhgQuhV6Dn3r173L59O8cz0jMzM5VB8yFDhpCWlkbt2rWNFhXO3vbWrVsZPnw4arUaZ2dn2rRpQ4MGDXBzc+P27dts3ryZ69evc/XqVQYOHMi6deuMzqSeOXMmgYGBQFYKo06dOlG7dm3s7OwIDQ1ly5YtTJgwgWbNmgHg4OBgNIgyZ84cZYa7s7Mz7du3p3bt2ri7uxMREcGaNWuIi4tj06ZNlCxZkiFDhhg9J0uXLlXOSeHChenQoQO1a9fGycmJY8eOsXnzZkaPHk3r1q2V92QfFK1Tpw6//PILAOfPnzcbuFiyZInyy3zEiBF6g8a6NSlCQkKIiYnBxcWF9u3bU79+fRwcHDh27BhbtmwhMzOTI0eOsHLlSr766iuD/Vy6dEkphBUTE0P//v0pXLgwPXv2pGbNmmg0Go4fP86WLVtQq9Xs3r2bkydP0rBhQ712tH1ycHCwuCRQWwOkcuXKRgeiAwIClOCIh4cH7dq1w8fHB09PT1JTU7l+/TrHjx/n7NmzOU7HpTtofePGDVatWkWxYsXo27cvvr6+JCQksGbNGiIiIsjIyGDKlCksXbqUTz/9lAcPHtC2bVvefvttHB0dOXr0KFu3bkWj0bBlyxa++OILo/3R3aex4FpB9Als89nI67U6f/48rq6uNGjQgFq1auHt7Y2rqysJCQlcunSJv/76i8ePH3Po0CGWLVtG//79zZ6/8PBwAgMDcXFxoWvXrtStWxc7OzvCwsKU/dvyXi2oayeEEEIIIYTImzRVJucjYgu6G/kmTWW6FoGtubq6smvXLkaMGMHixYtJS0tj/fr1rF+/3uj2Hh4ezJw5kz59+uR738qUKcP06dONjmcZEx0dneNgSu3atfWCHWvWrOH9998nLCyMY8eOcezYMYP3ODs7M2/ePFq1apWjfTVu3JgyZcoQHR1NcHAwXbp0sep9T548YcqUKdjZ2TFp0iSj2zg7O7N06VI+/vhjTp06RZs2bZTXKlSowJw5c8zuIyQkBIB27drh4uJi5RGJl4kELgQVKlTAyckJlUpFZmYmvXr14j//+Q9t27Y1GxnV5eTkROvWrYmOjiYtLQ2AN998U29Q3pjTp08zatQo1Go1r732GgsWLDCI/vbp04eRI0eydetWzp07x/79+2nZsqXeNvv27VOCFrVr1yYgIIASJUoor3fq1Im6devy448/snv3biBrYNHZ2VmvnfXr1ysDs9WrV2fhwoUGgZZPPvmELl268ODBA1asWEGPHj2UvH5ahw8fVr6gX3vtNebPn6/XTseOHWnUqBHDhw9n69atgPF6EbrFz8+dO2fyPN65c4eVK1cC0KpVKxo3bqz3uu5gaUxMDNWqVWP+/PlUrlxZ7xzVr1+fUaNGAVmrRYwFLnSDIHv27OGdd95h1qxZeHh4KM9/9NFHVKlSRQncHDlyxGTgomrVqmZX+SQnJyu5GI0N4sfFxbFo0SIga6bCnDlzTKYUi4yMxN3d3eS+jMke9GnRogUzZ86kSJEiyvOdO3embdu2xMTEcOnSJb744gvS09P5/fff9ZZF+vn54eXlxfLly4Gs82JsoFl3n8aOuSD6ZIvPhi2u1WeffcbPP/9s8n3ffvst/v7+REdHs3nzZqOBC93zd+TIEXx9fVm0aJFeMTA/Pz+D7fN6r2bf99O6dkIIIYQQQoi802ggNe3pDe6/6Nzd3QkICGDw4MFs2rSJPXv2cOPGDWJjY0lLS6NUqVL4+Pjg5+fHp59+qjfGk9/+85//8Pvvv3Pw4MGnsr8yZcrwzz//sHz5cjZs2MD58+dJSEjA1dUVb29v3n//ffr3728yA4U59vb2dOvWjdmzZ7N9+3YWLlxoVXHzefPmERMTg7+/v9nAjJ+fH7t372bs2LH8888/uLm50aFDB6ZMmULZsmVNvu/mzZvKONdnn32W4+MSLwcJXAhltrx28Ovu3buMHz+eiRMnUrNmTRo2bMjbb79Nw4YNLaaR0h2UM1WHQEulUjF06FBUKhVVqlRhxYoVeHp6Gmzn6OjI6NGj2blzJ+np6Rw6dEgvcJGSksLo0aMBKFGiBIsXLzbajr+/P7/88ouS0ir7wOKDBw+YOnUqAKVLl2bVqlVKfj5dpUqVok+fPkybNo309HQOHjzIJ598oryemprKDz/8gFqtpkSJEgQGBhr9Bevn58fq1auVuiC+vr4GvzzKli1LyZIluX//PufPnzd+IoHp06eTlpaGo6OjUuNCl+51KVGiBMuXLzcItgB06dKFVatWcfXqVaKjo43mP9Rtq06dOixatMjofdGxY0clcJG92JZKpSIyMhKwfJ9cunQJtVoNGB8M/vvvv5WUQ0OGDDFbB6VKlSpm92Vq/1p169Zl3rx5Bsfr5uZGy5YtWbNmDQC3b98mKCiIN954w6C9Dh06KJ+17Om1su/T1dWVihUrFnifbPXZsMW1evfdd02+B7Lu73bt2rF8+XJu3bpFZmamQcoq3fNXpkwZVq1aZfQ7A2x7r2bf99O6n4QQQgghhBC5V6a4W0F34al62sdbvXp1hg8fbnQsw1oHDhww+VqlSpWUrBHWsrOzM9sm5L7YtSlOTk7069ePfv362bRdgMGDBzN//nzu3LnD33//bVWB8xEjRjBixAir2m/VqlWOV4KsXbsWjUZD9erV6dSpU47eK14eErgQAAwdOhQPDw+WLFmi5K5Xq9VKfYnly5fj4eFB586d6du3r8mVGJZS3OgKCgrizp07AIwdO9bkwCFA0aJFqVChApGRkdy9e1fvtbVr1xIXFwdkfbGaasfe3p46deoogYvsg5CBgYFKjvsJEyYYHZjV0hYgApRBTd3j0g4gDh061OysgAYNGiiBC1MzpevUqcOePXv0ChjrOn78uLKKpGfPnkYHunWDDd9//73RoAVk/XKuV68eV69eBbJSh5kKXNjZ2TFhwgSTwSzd57P3+dq1a8oAtqXBYN2+G6v3EB8frzyOiYkxmv4rL7T3tJ2dHePHjzd5vLorTrp162Z0kBmy7mWt7Ct+su+zevXq2NvbF3ifbPXZyO9rpaX9DjP1x6nu99To0aPNfvfY8l7V3ffTvJ+EEEIIIYQQuTemj+TeF883b29vevbsyYoVK1i6dKlVgYv8pNFoWLZsGQA//PCD0XEPIUACF+L/s7e3p2/fvvTo0YM9e/awf/9+QkND9QrGPnz4kBUrVrBt2zZWrVqFj4+PQTu6M8UrVapkdp+rV68GoFy5ciQlJREcHGx2++zFgLV+/fVXAMqXL6+XT88Y3QF73UFIlUrFli1bAKhRo4ZSB8MU3cFCbWqs7P0pVaoUH374odl2dAuNmwr01K5dmz179qDRaAgLC+Ott95SXlOr1UyZMgUAT09Po2lxdGeMlylThg4dOpjtU5kyZfTa15WRkaEENRo1amRycBb0Zx/opuCBnK3M0dYMAOPnSPc+Gzp0KMOGDaNDhw42yY+YkpLCzZs3AWjYsKHZ4713757yuGfPnia30w286Z5rY/s0drxPu0+2/GzY4lqlpaUREhLCvn37uHjxIg8ePCApKYnMTMMl215eXgarLXTPX+XKlS2ms7PlvVoQ95MQQgghhBBCCPHDDz+watUq1q9fz8yZM/XGo562HTt2cO3aNby9vSVNlDBLAhdCj5ubGx999BEfffQRarWaixcvcujQITZv3qwMRD948IDvv/+ejRs3GrxfO8hnaqa41qVLl5QBt7t37zJgwACr+6i72uPq1atKO23btjUYpMwuJSVFeaw7sHj27FkePnyotGOJdvY56A/UXrlyhaioKCArhYul/ui2Y2pQNHudC93Axbp165Rg0eDBg3nllVcM3q87Y7xt27YWI9m6xdqzz6yPiIhApVIB8M4775htRxvgAAyCXLkZDPby8sLLy8vg9ebNm9OoUSNOnDjBw4cPGTVqFJMnT6ZJkya0aNGCVq1aWV2rJbsrV64owRtLKYq0x+vt7W1Qq8TYdmB4XrLv09jA9tPuk60+G5D3a3XgwAHGjRtHdHS0xX6A8XRTuufPUqATbHuvFsT9JIQQQgghhBBCVKtWjYEDBzJ37lx++ukni4Wz89PEiRMBmDlzJo6OjgXWD/Hsk7U4wiR7e3tq1KhBv3792Llzp96s3/DwcG7duqW3/ZMnT7h9+zZgOU3UiRMnct0v3Vnbx44dUx43atTI4ntjYmKArNUQuulhTp8+rTyuXbu21e0AeqmUjh8/rjx+803Ly0m1wSAHBweTaXNq1qypfJGHhYUpzz9+/Ji5c+cCWQPc/v7+Rt+vO/CavUC2MdoZ4fb29gYppXTbqlWrltl2zM0+1wZbypUrZ7ZYdnp6ujIwa+qesre3JzAwkAEDBiiD3snJyQQHBzNq1CiaNm3KiBEjiI2NNdtfY3RTCtWsWdPkdrorUcxtl71NY8eUk9efRp9s9dmAvF2rzZs3069fPyVoUatWLb788kvGjRvH7NmzCQgIICAggB9//FF5j7HAj+6xNmjQwOLx2PJeLYj7SQghhBBCCCGEAJgyZQpVq1ZlyZIlyvjd07Zt2zaOHz9Oly5dTI5jCaElKy6EVezt7RkyZAi///67MmM4KipKbybwpUuXlJzylgbQdNOgnDhxwmBmtrW0qxvAMB2RMdoC19lnTuvO4LYm3crZs2eVx7orInTbMVZrQpdGo+HkyZNA1sxwU7nuXVxc8PX1JSwsTK9A94IFC5SaASNGjDC5ukM32GCpT2q1mlOnTgFZA6bZa1PotmXpGpsb8L18+TJguq6H7v60q0XMpdVxcXFh0KBB9O/fnzNnznD06FH27NnD1atXUalUbNy4kbNnz7Jx48YcpSWydlA4MjJSSYtkbR0EUwPhujUQLA28P40+2eqzoZWba3X37l3GjRuHWq2mdOnS/Pzzz9StW9fo/rVprcD4ceueP0v3H9j2Xi2I+0kIIYQQQgghhAAoXLgwK1asoHnz5gwfPpygoKCnuv/09HSGDh2Kp6cnAQEBT3Xf4vkkKy6E1QoXLqw3MJZ9UFt3UM7SYJtukd7s7eRETtoJDw83uSJEt36Gq6urxf3u3LkTyBosrFq1qtH+WBogP3bsmDI73dL50g4AR0VFERcXR2RkJL///jsArVq1onHjxibfq3tdLJ2jI0eOKIXOmzdvbvC6dpC0dOnSZlP6qNVqrly5AhgeW1RUlFI7pVq1amb7c+jQIeWxNbPJHRwcaNCgAYMGDWL79u2sXLlSKY4eERHBkSNHLLahS3u82VfomNoOzF9LtVqtzKQ3tZ22rfLlyxu9Xk+7T7b6bGSXk2u1YcMGJc3btGnTTAYtAEJCQpTHxoIN2vNSsmRJs+cPbH+vFsT9JIQQQgghhBBCaDVt2hS1Wv3UgxYAjo6OXL58mbi4OIMMH0IYI4ELYbW4uDgSExOBrC+b7LP3tTOTTc0U16Wbw043tUxO6a4ysNTO8uXLlcfZB/l0B4i1+fxN2b17t5LiqXPnztjZ2Smv6daPsJSHf+nSpcpjS7O5s9e5mDp1Kunp6Tg6OjJ8+HCz79VeF8iqT2KO9hy5uLjQtWtXk21ZGiS9fv26Uisj+7a6RbuzpxLSlZKSwrp165SfLd1TxjRp0oQRI0YoP+ckXZRGozEZfMnO2ln8169fJzU11WSbuvs0NvhdEH2y1WfDEnPX6ty5cwA4OzubDdJFRkYqgQtHR0eDwElOzh/Y9l4tiGsnhBBCCCGEEEII8bySwMVL7NGjR0qhZWssWrRISQXVvHlzg0LQ2iLZXl5eFC5c2GxbukGPXbt2Wd2H7HTTQ/37778mt9u3bx9//fWX8nP2QT7d2dTaVEnGxMTEMHnyZCCrSPjnn3+u93rZsmWVx6GhoSbb2bRpE0ePHlV+trSaQDdwsXTpUmV2d8+ePc2mf7p9+7YyYxzgzJkzJrfdunWr0udu3boZFBe+e/euMnBtbZooY9vqFv/WLZae3fTp05VglKOjo9FCy9bQPX5zRY6zu337tlJo2tLxamfIlyhRwqCguS7dIJKxNi3tsyD6ZKvPhjVMXSvtqo+MjAwlhVJ2KpWKkSNHkpGRAUDVqlUN0q/pnj9rBvptea8WxLUTQgghhBBCCCGEeF5J4OIltmvXLtq2bauXhsWYlJQUpkyZwq+//gpkzcYfNmyYwXaZmZkAJCYmmm0PoGXLlsps7Pnz5yu1HozRaDScOHGCFStWGLymWwA7MDBQSXOk68CBA3z33XfKz25ubgYD2C1btsTBwUFpJyEhwaCdyMhIvvzyS2JiYrC3t2fixIkGOeV1+7Nq1Sq9Wh5aO3bsYMyYMXrPWRpErVChghJI0AZoPD096d+/v9n36QYQICvoYezY9uzZw+jRowHw8fFh0KBBBttYm77G0rYeHh7K423btin3jZZKpWLy5Ml6yxZ9fHz0Vulo9zF79myzK20uXbrEggULgKz0PNYUJ7fmGIztB6yrg2CuTUs1RAqiT7b4bOT1WmkDgpmZmWzYsMHgvQkJCfTr10+vkLil82tN4MJW92pO922rayeEEEIIIYQQQgjxvJLi3C+xsLAw7ty5w8iRI5kyZQqNGzemdu3alCxZEicnJxISErhw4QJ79+5VZtq7uLiwcOFCo7P8q1WrRmhoKCqViq+++go/Pz9l4M/NzU0vxUuVKlXw9/dn3bp1JCcn06tXL1q0aEGTJk0oXrw4KpWK+Ph4Ll++TGhoKNHR0fTt29dgnw0aNKBGjRqEh4cTGxuLn58f3bt3p1KlSsTHx3PgwAH+/vtvPD09KVq0KNHR0bz66qsGKWxKly5N9+7dWb16NXfu3MHPz4+uXbtSqVIlkpKSOHnyJLt371Zme48cOZL33nvPoD8NGzZU+pOYmEjnzp3p0aMHlStXJj4+npCQEI4ePYqjoyNFixYlMTGRcuXKWVWc/I033mDfvn3Kz4MHDzZY9ZKd7sBm69atCQ4OpnPnznTr1o3y5csTFxfHvn37lNUf7u7uzJs3z+iKmZzUMNHut2jRogZF02vVqqUc+5kzZ+jSpQvt2rXD3d2dGzdusHPnTu7du0f37t1Zs2YNGo3G6CD+2bNnWbJkCYGBgdSvX5/69etTsWJFXFxcuH//PqdOnSIkJAS1Wo2DgwMTJ05UBuCtYe3x3rt3TxnMt3ZA2th5yb5PS4W5n1afbPHZyOu1at++vbJiatKkSYSFhdGwYUPs7OwICwtj8+bNJCUl6W1n7J7JyT0MtrtXc7JvW147IYQQQgghhBBCiOeVBC5eYunp6djZ2aHRaEhKSmLv3r3s3bvX5Pb169dn4sSJJgvufv7552zevJlHjx5x8uRJvVUULVq0MMhNP2bMGFJSUpSZzMHBwQQHBxtt287Ojtq1axt9bfr06fTs2ZP4+Hju37/Pzz//rPe6r68vs2bNolu3bspxGDNs2DCioqIIDg7m3r17zJ0712AbDw8PJk+eTOvWrY22kb0/cXFxzJs3T+91V1dXpk6dytixYwHrU7zUrVtXCVxUr14df39/i+/RBhDc3d2ZPHkyt27d4sqVK8yaNctg20qVKhEQEGDy+l64cAHICkJVqFDB7H61A6rGBt+dnZ0ZNmyYssLj4sWLegEWJycnhg0bRqNGjZSZ7MbOkTZNjlqtNrjfdHl5eTFlyhSaNWtmts+mjsHYCh1duZlJb6peh/b1IkWKGK2pUBB9grx/NvJ6rVq1akXnzp3ZuHGjsupCd+VFkSJFmDZtGo8fP1YCF8aO29rzp2WrezUn+7b1tRNCCCGEEEIIIYR4Hkng4iU2depUBg0axN9//82pU6e4du0aUVFRJCUlYWdnxyuvvIK3tze1a9emXbt2JgMHWhUqVGDdunUsXryY48ePExsbS3p6OmA85YmTkxMzZ87E39+fTZs2cfr0ae7fv09aWhqurq6UKVOGatWq0aBBA1q1akXp0qWN7tfHx4dNmzaxcOFCDh48SFxcHB4eHvj6+tK+fXs6duzIuXPnePz4MaCfzil7fxYsWMDOnTvZsGEDYWFhPHnyhOLFi+Pt7c0HH3xAhw4d9NLHWNufwoULU758ed566y169eqFSqVSCp1bm+Ll/v37yuORI0fqFSY3RTuw+eqrr+Lh4UFQUBDLly9n9+7dREVF4ezsTLVq1WjXrh3+/v4GNQFMtWWu6HJsbKxSWNnUsfn7+1O8eHGWL1+uBETKli1Ls2bN+PTTT/H29ubPP/9Utjc2MDt8+HCaN2/OsWPHCA8PJyYmhgcPHqBSqZTr36JFC/z8/PQKTFtLO9ju6+tr9nitHWjWBtbMbWdpnwXRJ8j7Z8MW12rKlCnUqVOHtWvXEhERgbOzM+XKlaNly5Z07dqVUqVKKcFAU8dj7fnTZYt7NSf7tvW1KyjqdOO1SJ7GPtIyrK/d9DwxdVyZqfl/rl8UmrQ0NJlqNIXsyczBCjxhyNR9l56eafR5kXvp6Wo0mWrs1JCWmlHQ3RH5zNRnKEOVZvSxtdIy1fmyrRBCCCFEfrLTaKstC/EC++6779i+fTslS5bkwIEDVg36P0vu3bvHe++9h0qlolWrVixcuNDiexITE2nUqBGQVcRbO2tcCCFyKzw8nJo1ayo/N/t8Hq94Za0gmeu5uqC6xQ8+JQts3wVhcNB9yxsJ8ZSE+PQu6C4I8ULydDKs65XdB8X7sNXuuMHzzWvdY3FGtzz3IbBdvVy/Nzw8nNTUVFxcXKhRo0ae+yKeH9n/XgwLC3vm7oHIyEjS0tJwdnamSpUqBd0dIYQQ/1/272cpzi1eeAcPHlTSx/To0eO5C1oAzJgxA5VKhZOTE8OHD7fqPVK4VwghhBBCCCGEEEII8TySdfLiuRYWFkb16tVNpjjaunUrY8aMQaPR4O3tTe/ez9+swG3btrF9+3YA+vbta7QwujG6xYCtraMhhBA5EfB9S50ZdJ0KrB/rCmzPBaRrQXfg+SSzf/PH2wXdgRec3Lcvsw5WbfUd7xh9PtCWXRFCCCGEKAASuBDPtZ9++olr167RqlUrXn/9dYoVK0Z6ejo3btwgODhYySvv7u7OokWLcHZ2LuAeWxYXF0d4eDgpKSmEhoayfv16IKtOyDfffGN1O9oVFw4ODlSrVi1f+iqEEEIIIYQQQgghhBC2JoEL8Vy7fPkyiYmJyuC+Ma+//jqzZ8+mcuXKT7Fnubdt2zamTp2q91yJEiWYP38+jo6OVrejDVxUqVLFbNFtIYQQQgghhBBCCCGEeJZI4EI8tzQaDTNnziQkJITTp08THx/Pw4cPcXJyokSJErzxxhu0adOGli1bYmdnV9DdtVp4eDgAjo6OlClThmbNmvHVV19RqlQpq9tIT08nMjISkDRRQgghhBBCCCGEEEKI54sELsRzy87OjqZNm9K0adOC7opNzZgxgxkzZuSpDUdHR8LCwmzUIyGEEEIIIYQQQgghhHh6JHAhhBBCCCGEEEIIIYQR99ZNJT3hXkF346lxLFaa0p+MyNd9VKpUiZs3b1KxYkVu3LiRqza0mTWaNWvGgQMH9F5btWoVvXv3BuCtt97iyJEj2NvbW2xz3LhxjB8/HshKv62bweLGjRt5SkGekJCAh4dHrt+fF2PHjmXChAksXryYr7/+Wu+1vXv3Mn78eE6fPo2DgwNvv/0248ePp2HDhmbbbN26NSEhIfz666989tlnJre7evUqNWrUoFGjRhw8eJBChQrZ5JjEy0ECF0IIIYQQQgghhBBCGJGecI/02DsF3Q2RS8eOHSMgIICBAwcWdFcKxIkTJ5gyZQo1atTgP//5j95r27dvp1OnTqjVauW5nTt3EhISwrZt23j//feNtrl//35CQkJ4/fXX6d69u9n9V6tWjf79+zN37lymT5/OiBH5GxQTLxYJXAghhBAiVwZM38crXtf0npvruTrX7f3gUzLX7x0cdD/X7xUvl1TgiJHnQ3x6P+2uCJEjG7he0F3A02mDVdt9ULwPAFvtjtu8D81r6c96XpzRzeb7yKvAdvUKugtCiHxhh52Tc0F3It9oVGmApqC7kS9GjhyJn58fFSpUsEl7H374IRMmTMjRe1555RWb7DsnMjMz+frrr8nIyGDatGl6qx0yMzPp378/arWaOnXqMGnSJABGjx7NmTNn6NOnD9evX8fBwXDoeOTIkQBMnDjRqpUso0ePZuXKlUyYMIFPP/00TytXxMtFAhdCCCGEEEIIIYQQQphh5+SMq3eNgu5Gvkm5FY5GlVrQ3cgXSUlJ9O/fn23bttmkPU9PT+rUqWOTtvJTYGAgZ86c4c0336RDhw56rx08eJDbt2/j4ODAjh07KFOmDAD169fH29ubO3fu8Pfff9OiRQu9923dupVjx47RoEEDOnfubFU/vLy8GDx4MBMnTmTIkCFs2rTJNgcoXniWw2JCCCGEEEIIIYQQQgjxnHFycgKy0iL98ccfBdybpyctLY2JEycCMHToUIPXz507B8Crr76qBC0ASpcuzWuvvQbA+fPn9d6j0WgYM2YMgLJCw1qDBg3CycmJzZs3c+rUqRy9V7y8ZMWFEEIIIXLNp0JRAK7dTjR4zal0VewdzS+nV6enoboXYfB8lWIVcXZwMvvetAwVkQk3DZ5386lKIZcXdxm/yJ0nT56gzlRjX8geNzc3ADJT03hyzfD+K1OhKI6OUjhQFLwnyU/QZKqxK2SPW2G3AulDenom0Ua+40uWq4SDTsqUDFUa9+/eMNlOqVKlcHR0zGUf0omJibG4XcWirjgXKpi5eWmZam4mphTIvoUQQpg2fPhwJk2ahEajYdCgQbz33nt4enoWdLfy3cqVK4mKisLLy4uOHTsavJ6UlARAsWLFDF5zd3cH4PHjx3rPr1mzhnPnzvHuu+/ywQcf5Kg/Xl5efPjhh2zYsIHJkyfLqgthFQlcCCGEECLXXBxN/ylh7+iMvbNrrtp1dnDC1dElV+8t5OJMIdfc7Ve8uOwyMrD7/wPAlu4PR8dCOLvIn8mi4KnS7VHbg30h+2funnRwcsbJ2frvaUdHR2XWa35xLmSPi4MEHYUQQvyfJk2a0K9fPxYuXMj9+/cZOnQoK1asKOhuAXD9+nUCAgLYu3cvERERZGZm4uXlRaNGjfD39+eTTz6xqoaEMYsXLwaga9euRn//enh4APDo0SOD1xISEoD/C2AAZGRkMG7cOACmTJmSqz599tlnbNiwgW3btnH37l3KlSuXq3bEy0NSRQlhBZVKRc2aNfH19WXIkCEF3R3xApB76tnSp08ffH19eeeddwq6K0IIIYQQQgghbGjq1KmUL18eyFqJEBISUsA9gt27d1OjRg1mzZrFuXPnePLkCampqdy5c4eNGzfSrVs3mjVrZjSwYMmZM2c4e/YsAG3btjW6Ta1atQC4cOGC3qrGqKgoLl++DEDt2rWV51esWMHVq1dp27Ztrv/d3Lp1axwdHcnMzOS3337LVRvi5SKBC5EnN27cwNfX1+h/r776KvXr16dz587Mnj2bBw8eFHR3c+3atWukp6cDWfn/hMgruaeeLZcuXQLy/1rs2LGD+fPns2TJknzdjxBCCCGEEEKILO7u7gQEBCg/f/3116SkFFx6v4cPH9K9e3dSUlIoWbIkc+bM4dChQ4SGhvLbb7/x5ptvAnD48GFGjRqV4/a3bNkCQKFChWjevLnRbd5++23Kly9Peno67dq1Y8eOHfz111+0b9+ejIwMqlSpwttvvw38X70MOzu7HNe20FWkSBHl2LZu3ZrrdsTL49labyyeOxcvXjT5mkajISkpifDwcMLDw/njjz9YsmQJderUeXodtJELFy4oj19//fUC7Il4Ucg99ey4f/8+sbGxAEoRsvyyaNEirly5wuuvv87XX3+dr/sSQgghhBBCCJGlY8eOfPzxx/z5559EREQwbtw4fvrpp1y1FR8fz5kzZ6ze3sfHhyJFiig/b9myhfj4eAA2b95M48aNldfeeust/P39adKkCf/88w+//PILP//8M4UKWZ8K8cCBAwBUrVpVqe2WnYODA0uXLqVTp078+++/tG/fXnnN1dWVlStXKvsMCAjgzp07fPzxx9SrV8/qfhhTu3ZtDh8+zIkTJ0hOTqZw4cJ5ak+82CRwIfJEN3Dxn//8h7p16yo/JyUlcfnyZdauXUtycjIPHz7k22+/Ze/evbg+Z7nHdY8zvwc2xctB7qlnx9O6FqmpqUREROT7foQQQgghhBBCGJo/fz7BwcE8fPiQ2bNn8+mnn+qNY1lr27ZtbNu2zert9+/fr7fy4d69e8rjqlWrGmzv5OTE+PHjCQkJoUqVKqSmppoMQBjzzz//AFCjRg2z27Vt25b9+/czduxYQkNDKVSoEE2bNmXixInKeUlKSmLatGkUKlSICRMmKO/dsWMHgYGB3Lp1i7Jly/LZZ5/RtWtXi32rWbMmkFUz48yZMzRp0sTq4xIvHwlciDzRHfDz8/OjWrVqBtt8/PHHfPTRR6SlpfHgwQP27NlDp06dnmY380w7O75EiRIUL168gHsjXgRyTz07dL/H8jNV1KVLl8jMzARklY0QQgghhBBCPG2lS5dmxowZfPXVV2RkZPCf//yHEydO5Gg1gy34+voqj/39/ZkzZ47BSob27dvrrYKwVkxMDI8fPwagSpUqFrd/++23CQ4ONvm6NvV7r169lAl4s2fP5rvvvlO2+ffff9m+fTt79+5l2bJlZvenG6iJiIiQwIUwS2pciDzRDvg5OTlRuXJlo9tUrVqVDh06KD+HhYU9lb7ZikajUfLfy2CjsAW5p54t2u+xwoULU6lSpXzbT3h4uPJY6poIIYQQQgghxNPXp08fZfXDv//+y5w5c3LcRq9evdBoNFb/l73ORPv27ZWxgEOHDlG/fn0qVqxI3759+fPPP3n48GGujy86Olp5XLRo0Vy3A1kpsWbPno2joyNjx44F4Pr164wYMQKAmTNnkpCQwF9//UXRokVZvnw5a9euNdumbp+ioqLy1D/x4pMVFyLXYmNjlYLb1apVw8HB9O2kG+VNSkoyeD08PJyDBw9y5swZIiIiiIuLIyMjg6JFi/Lqq6/SsWNHOnbsiJ2dncl9vPXWWyQkJNC8eXOWLFlCdHQ0a9euZd++fdy5c4fk5GQGDx5M//799d4XFRXFr7/+yoEDB4iOjsbNzY3atWvzzTff8MYbb3Dz5k2Sk5MBy+ld4uPj2b59O3v27OH27dvExcXh7u7OG2+8waeffmqyKJKuW7dusX79ek6ePMn169dJSkqiSJEieHp6UrFiRZo0aUKLFi2oUKFCvpxHS1q0aEFUVBT169cnKCiIf/75hw0bNvDPP/9w//591Go1lSpVolOnTnz22Wc4OTnl2/ECqFQqtmzZwv79+wkPDyc+Ph4nJyeqVKlCmzZt6N69u8nUZMeOHaNXr14ATJo0CX9/f5P9XLZsGTNmzACyclCauxdsdU/Z4n7K6z2h0WioX78+T548oVWrVixcuJCHDx+yYcMGdu/erRyLt7c3nTp14ssvvzT5XWCrtmx93bSBC19fX+ztjcfz83IeO3furBe0AOjRo4fBdgsWLOC9996z2X6FEEIIIYQQQuizs7Nj6dKlvPHGG6SmpjJ27Fi6dOlicjJufnB0dGT37t307t1bWe1w69YtAgMDCQwMxMHBgRYtWvD111/TpUuXHLX95MkT5bG7u3ue+jlt2jQSExPp16+fcn5WrFiBSqWiTZs2yqqLdu3aMXLkSIYPH05AQACffvqpyTZ1Axe6fRXCGAlciFzTLS5safZwWlqa8tjDw0PvtQULFjB//nyj74uNjeXw4cMcPnyY7du3ExAQYHQgPCYmhoSEBACqV6/Opk2bmDhxosGXoO5yPIDff/+d6dOnk5qaqjyXkpJCSEgIhw4d4qefftIbEDR3nOvXr2fatGkGgZm4uDj279/P/v37+eijj5g8ebLJZYgBAQEsWrSI9PR0vecfPnzIw4cPiYyMZP/+/URFRfHDDz/obWOL82hJYmKiEhH39fVl/PjxBAUFGWx36dIlLl26xOHDh1m6dKnJgey8HC/A4cOHGTlyJDExMXrPq1Qqzp07x7lz59i0aRPLli2jdOnSRvupZWnlg3Zw29HR0WgOSi1b3VO2uJ9scU/cuXNH+Rz5+voSEhLCjz/+qBSz1rp27RqzZs0iLCyMefPmGd2nrdqy5XV78uQJt27dAkxfi7ycx8zMTKWuhSXVq1e32X6FEEIIIYQQQhhXrVo1xowZw6hRo0hOTubrr79mz549T7UP5cuXZ+/evZw+fZp169bx119/cf78eSCr/sPevXvZu3cvn3zyCUFBQVans9Idb8hLCqzo6GgWLFiAq6sro0ePVp4/fPgwAO+++67e9s2aNQPg5MmTZGRkmBwH0u2fTMATlkjgQuSa7uChpcCF7mzj7IOH58+fx9XVlQYNGlCrVi28vb1xdXUlISGBS5cu8ddff/H48WMOHTrEsmXLDFZMZO9LeHg4gYGBuLi40LVrV+rWrYudnR1hYWF6g5xLly5l1qxZQFaKmA4dOlC7dm2cnJw4duwYmzdvZvTo0bRu3Vp5j6lB0jlz5rB48WIAnJ2dad++PbVr18bd3Z2IiAjWrFlDXFwcmzZtomTJkgwZMsSgjYCAAGWQ1sPDg3bt2uHj44Onpyepqalcv36d48ePc/bsWaP9sMV5tES3FkBISAgxMTG4uLjQvn176tevj4ODA8eOHWPLli1kZmZy5MgRVq5cyVdffWXz4926dSvDhw9HrVbj7OxMmzZtaNCgAW5ubty+fZvNmzdz/fp1rl69ysCBA1m3bp3BL0Xt8Tg4OBitz6JLG6irXLmyyQFiW91TtrifwPafrRs3brBkyRLc3Nzo2bMnNWvWRKPRcPz4cbZs2YJarWb37t2cPHmShg0b5ltbtrxuly5dQqPRAKZXv+TlPGZmZir3xJAhQ0hLS6N27dr07dvXYD/ZVxU9jc+0EEIIIYQQQryMvv/+e/744w/OnTvH3r17Wb16dYH0o27dutStW5epU6dy79499u3bx/bt29m4cSNpaWmsW7eOdu3aKVkHLClSpIjyWJvpITcmTpxISkoKQ4cOpWzZssrz2smsJUuW1NteW7szLS2N+Ph4g9eN9Um3r0IYI4ELkWvWrri4ffs2hw4dArIGGrNHZT/77DN+/vlnk+l8vv32W/z9/YmOjmbz5s1GB+d0B9SPHDmCr68vixYtoly5csrzfn5+yuPDhw8reQxfe+015s+frzdo2LFjRxo1asTw4cPZunUrAG5ubnh7exvse/369cogc/Xq1Vm4cKHBAOQnn3xCly5dePDgAStWrKBHjx6UKlVKeT0uLo5FixYBWamY5syZY/J8REZGGl3uZ4vzaInuwHNMTAzVqlVj/vz5eksqO3XqRP369Rk1ahSQtQIhe+Air8d7+vRpRo0ahVqt5rXXXmPBggWUL19eb5s+ffowcuRItm7dyrlz59i/fz8tW7bU20Z731StWtXsbPXk5GRu3LgBmL7XbXVP2eJ+0rLFPaF7zXfs2MHbb7/NrFmzKFasmPL8Rx99RJUqVZQB+iNHjlgMXOSlLVteN93vDlOBi7ycRycnJ1q3bk10dLSy8uzNN9/UC16Z8jQ+00IIIYQQQgjxMnJwcCAwMJDGjRujVqsZMmQIXbt2fSr7Tk9P59q1ayQnJ1O/fn3l+dKlS9O9e3e6d+/OwYMHlfTQO3bssDpwoRtkuHfvXq76d/36dZYtW8Yrr7xiNPuFMZmZmUYfZ6fbJ90xOyGMkeLcItd0B/xMDQreu3ePAQMGKKmA/P39DQZY3333XZMDcwAlSpSgXbt2QFbOP2NfgLoDomXKlGHVqlUmvwBTU1P54YcfUKvVlChRgsDAQKP1E/z8/KhRo4bys6+vr8GM/QcPHjB16lQg6xfMqlWrjLZVqlQp+vTpA2T9gjp48KDe63///bdyjoYMGWL2fFSpUgUvLy+D521xHi3RveYlSpRg+fLlRvNAdunSRZkJHx0dzZ07d/Rez8vxqlQqhg4dikqlokqVKqxYscIgaAFZqYFGjx6No6MjgBI8020nMjISsFy75NKlS6jVasD4vW6re8pW95OWrT9btWrVYtGiRXqBBq2OHTsqj7Vp2/KjLVteN/i/e7pQoUIGqZq0bHEerQmQ5Md+hRBCCCGEEEIY16hRIwYOHAhkTbAMDAx8Kvt96623eP31183Wr2jatKny70HdVNSWeHl5Kf/O1k7ky6mxY8eSnp7OkCFDlJUUWtoxveyFte/evQtk/dva09PTZNs3b95UHlvKoCCEBC5ErujmhXd3d+fEiRMEBwcTHBzMnj17WL9+PaNGjaJt27ZcvnwZyBqo/P7773O1P22ef21Kl+x0B0RHjx5t9ksyKChIKSo+dOhQSpQoYXLbBg0aKI+NpfQJDAxUcvZPmDDB4Atdl24UXTvwqhUfH688zl6vwZYsnUdLdAdfv//+e6Oz/CErT2G9evWUn7NH+fNyvEFBQUogZOzYsWavddGiRZWBf+0vUa1r164pwRNLA8m6x529Toq2T7a4p2x1P+VETj5bEyZMwNnZ2eh2uisfTC33tEVbtrxuuttUrlwZFxcXs+2Zk5PzaCm1ni33K4QQQgghhBDCtMmTJ1OxYkUAg/qb+aVDhw5A1iC+qbqGW7duJSUlBdAfR7CGdrzg3LlzOe7bhQsX+P333ylevLjRtNTatv/66y+953fs2AFA7dq1Tf5bH+Ds2bNAVlrsN954I8f9Ey8XSRUlckV3JvOjR48YMGCAyW3t7Oz46KOPGDVqFIULFzZ4PS0tjZCQEPbt28fFixd58OABSUlJRmcPe3l5GRQXSklJUSK2lStXtpiC5ddffwWyosQffvih2W11CzpnH2xUqVRs2bIFgBo1aiiFiEwpWrSo8li3WDlApUqVlMdDhw5l2LBhdOjQIUcDqXk9j5boznQvU6aM8ovWlDJlyiiPtfeKVl6OV5t3sly5ciQlJREcHGx2++zFrbVyMgPeUlo0W9xTtryfdJ/Pyz2RlJSkBHzq1atnthC27kwOY6udbNWWLa9bRkYGV69eNfm6li0+W9rAhaurq979b05+f6aFEEIIIYQQoiAlJCQwdOhQq7bt16+fQc1UW3Bzc2PRokXKanZrxMfHc+bMmRztp0SJEsq/b7/99lsCAgKIi4vjv//9L0ePHuXjjz+mXLlyxMfHs3//fhYuXAhk1Y7o169fjvbVvHlzgoODiYyMJDY21mjWDlNGjx6NWq1m+PDhRtOU9+zZk7lz53LixAk+//xzvvzyS44ePcrPP/8MwH/+8x+z7R8/fhyAxo0bmw1wCAESuBC5pDt7ODsnJyfc3d2pVKkS9evXx8/PjypVqhjd9sCBA4wbN47o6Gir9musnStXrigD423atDH7/itXrijL2Tp06GBxoE87+x0MB0nPnj3Lw4cPAWjbtq3Fvuu2pTvoDFm/VBo1asSJEyd4+PAho0aNYvLkyTRp0oQWLVrQqlUroyl1tGxxHi3Rnenetm1b7O3NL9jSLbiUfeVAbo/30qVLyuD33bt3zQbMssveXm4GwL28vAx+4dvqnrLl/QS2uScuX76szOTPXpsmO20AAMDHxyff2rLVdQOIiIhApVKZbctWny1tv6tXr27xs2PL/QohhBBCCCHEs+rRo0dKfUNLOnTokC+BC8j6N3j37t0JCgqyavtt27axbdu2HO1j8ODByuB+iRIl2LRpE506dSIhIYG1a9eydu1ag/eULl2azZs35yjwAFm1I0ePHo1GoyEkJMTq2h2nTp1i06ZNlClThm+//dboNvXq1eN///sfs2fP5tdff1UmcgK899579O3b12T7ugGfzp07W39A4qUlgQuRK7ozmZctW2ZxINKYzZs3M2LECCXoUKtWLRo2bIi3tzfu7u5K5DUmJoYJEyYAxtO96AZRLC2f00Z2IatAriXamd8ODg4G+e9Pnz6tPK5du7bFtnRTImWvyWBvb09gYCBLly4lKCiIhIQEkpOTlfRb48ePp0OHDnz33XcGv7BsdR4t0R0wNlZ4OTvtKhh7e3uDlFK5Pd4TJ07kuN9a2We5a++bcuXKGZ1FoJWenm52Vr6t7ilb3k/58dmqVauW2f5YWt1gq7Zsdd3AchDEVufxyZMn3L5922xf8mO/QgghhBBCCNvRqNJIuRVe0N3INxqV8ZX8L4uff/6Z3bt3ExcX91T29+6773Lx4kUCAgLYtWsXV69eJSkpCQ8PD6pXr07Hjh3p16+f2X/3mvL6669Tr149/v33X7Zu3Wp14GLUqFFA1qoLc/UWZ86cSdWqVZk/fz6RkZGUKVOGXr16MXLkSLOTObdt24ZarcbR0ZFPPvkkZwclXkoSuBC5Yk1hbnPu3r3LuHHjUKvVlC5dmp9//pm6desa3VabPgeMDy7qDoiaSz8D6M1e1uYwNEWj0XDy5Ekgazazbt797G3ppkUyRZvHD6BOnToGr7u4uDBo0CD69+/PmTNnOHr0KHv27OHq1auoVCo2btzI2bNn2bhxo5JSyZbn0RLda27p3KnVak6dOgVAzZo1jdY8yM3x6tbKOHHihNGVBtbS1l6xdM9cvHhRWWlibHDYVveUre4nW94T2nNk6nVdlgIKtmrLVtdNu42pPtn6O0q72sTS9+XT/EwLIYQQQgghckKDRmV9kWRhWm6LRusyV+fviy++4IsvvshReyVKlCA2Ntbk65UqVbJ5bcFSpUoxYcIEZUKaLQ0dOpTu3buzdetWkpOTjaZuz2737t1WtW1nZ0f//v3p379/jvqkXVXy+eefm6yZKoQuCVyIHNPNC+/l5WW2ELEpGzZsUIoMTZs2zeTAHEBISIjy2NhgpXbwsWTJkmYLNYN+UWhL9RSOHTumzGo3NiioWzvBXCRaa+fOnUDWYKy55Y0ODg40aNCABg0aMGjQII4ePcr333/PgwcPiIiI4MiRI7Rq1Qqw7Xm0RDdAZKr4staRI0eUWQrNmzc3u21Ojlf3+lnqgzlRUVE8evQIgGrVqpnd9tChQ8pjY4POtrqnbHU/2fKe0F7zEiVKmF2aqlaruXLlCmB6AN0WbdnyuoH57478OI9gOcDwND/TQgghhBBCCMsci5W2vNEL5GU73hfVJ598wtixY7l69SpBQUEWa0/ktxs3brBnzx4KFSrEDz/8UKB9Ec8PCVyIHNPNC5+b1RYA586dA8DZ2ZnGjRub3C4yMlIZnHN0dDQY8NdoNBYHTHXp5paPjo7WK5Sc3dKlS5XHxgYFdQfOHz58aHYwdvfu3cqMgs6dO2NnZ2exr1pNmjRhxIgRDBkyBEBvBoCtzqM1dGfMP3jwwGx0fPny5UDWQL61SxK1zB2vo6Oj8jgmJoayZcvmqG0t3dkd2dMs6UpJSWHdunXKz8Zm7tvqnrLV/WSre0KtVisBSkufrevXrys1TYxta6u2bHndwPzqDVt+trT7sbOzs5jS6Wl+poUQQgghhBCWlf5kREF3QYgc0wYI+vTpw/z58ws8cBEQEIBaraZbt25G62IKYYzlCqFCZJPXNFHwf7PLMzIySEsznkdRpVIxcuRIMjIyAKhatapBuqbbt28rRYqtCVzoDnSHhoaa3G7Tpk0cPXpU+dnYcerO+NamRTImJiaGyZMnA1kFoj///HOL/cxOO8scwNvbW3lsq/Noye3bt/X6oC2mZMzWrVuVc9utW7ccF5EC08erm4pp165dOW5XS7dwuHZ2uzHTp09XVkg4OjoaLYBsq3vKVveTre6JW7duKefJ0mx+3RUFxj4rtmrLltft7t27SjF0Y3225WdLW1Dey8vL4vLcp/WZFkIIIYQQQgjxYvv888+pX78+586d00s1/LTFxsayePFi3NzcmDRpUoH1Qzx/JHAhcswWgQvtYG9mZiYbNmwweD0hIYF+/frpFSw2FpiwVFw3O93iyatWrdKrmaC1Y8cOxowZo/ecsbZbtmyJg0PWoqXAwEASEhIMtomMjOTLL78kJiYGe3t7Jk6cqJez/+LFi8yePVuv0HJ2ly5dYsGCBUBW/kPdwti2Oo+W6A4mQ9bKAWPHu2fPHkaPHg2Aj48PgwYN0ns9r8fbsmVLZXXB/PnzlXoRxmg0Gk6cOMGKFSsMXvPw8FAeb9u2jczMTL3XVSoVkydPJigoSHnOx8dHb8WHlq3uKVvcT2C7e8JSMEKXpc+hrdqy5XWz1Gdbfra0/UxMTDQbcLH1foUQQgghhBBCvLwcHBxYuXIlTk5O/Pjjj6jV6gLpx9SpU0lKSmLatGlGJxYKYYqkihI5duHCBeVxbgfM2rdvz19//QXApEmTCAsLo2HDhtjZ2REWFsbmzZtJSkrS287YgGdOcscDNGzYkBo1ahAeHk5iYiKdO3emR48eVK5cmfj4eEJCQjh69CiOjo4ULVqUxMREypUrZ7QIdOnSpenevTurV6/mzp07+Pn50bVrVypVqkRSUhInT55k9+7dyqzpkSNH8t577+m1cfbsWZYsWUJgYCD169enfv36VKxYERcXF+7fv8+pU6cICQlBrVbj4ODAxIkTlcFtW55HS3QHeVu3bk1wcDCdO3emW7dulC9fnri4OPbt26esKHB3d2fevHkGs8vzerxVqlTB39+fdevWkZycTK9evWjRogVNmjShePHiqFQq4uPjuXz5MqGhoURHR9O3b1+D46lVq5Zyfc+cOUOXLl1o164d7u7u3Lhxg507d3Lv3j26d+/OmjVr0Gg0Js+bre4pW9xPkD+fLWsKYQMULVqUcuXK5Vtbtrxulr47bPnZqlatGqGhoahUKr766iv8/PyUIIybm5teSqin9ZkWQgghhBBCCPHiq1WrFqNHj+bHH39k2bJlRsdI8tO1a9dYsGAB7777LgMGDHiq+xbPPwlciBzT5mt3dnamcuXKuWqjVatWdO7cmY0bNyozi3VnFxcpUoRp06bx+PFjZXDO3ExuNzc3vZRC5kyfPp2ePXsSHx9PXFwc8+bN03vd1dWVqVOnMnbsWMD8oOCwYcOIiooiODiYe/fuMXfuXINtPDw8mDx5Mq1btzZ4TXsu1Wo1J0+eNLmCwMvLiylTptCsWTO95211Hi3RDia7u7szefJkbt26xZUrV5g1a5bBtpUqVSIgIMBsrv/cHi/AmDFjSElJUWbcBwcHExwcbLQdOzs7ateubfC8s7Mzw4YNU1aHXLx4US844+TkxLBhw2jUqJEye9/cfWCreyqv9xMUzGdLu62p+g22asuW100bgDXVJ1t+tj7//HM2b97Mo0ePDO77Fi1a6AUuntZnWgghhBBCCCHEy2HMmDEGWSCeFh8fH5NpkIWwRAIXIkfu3LlDYmIikDWLuFChQrlua8qUKdSpU4e1a9cSERGBs7Mz5cqVo2XLlnTt2pVSpUopA71gfHBOOxDu6+trdcFrHx8fNm3axMKFCzl48CBxcXEULlyY8uXL89Zbb9GrVy9UKpVynOYGBZ2cnFiwYAE7d+5kw4YNhIWF8eTJE4oXL463tzcffPABHTp00Etxo2v48OE0b96cY8eOER4eTkxMDA8ePEClUuHh4YGvry8tWrTAz89Pr3izrc+jJdrB5FdffRUPDw+CgoJYvnw5u3fvJioqCmdnZ6pVq0a7du3w9/c3mW/fFsfr5OTEzJkz8ff3Z9OmTZw+fZr79++TlpaGq6srZcqUoVq1ajRo0IBWrVqZLJbt7+9P8eLFWb58uTKIXbZsWZo1a8ann36Kt7c3f/75p7K9uaLKtrqn8no/aT3Nz1ZsbKxSQN3UcdmyLVtdN90Aiak+2eqzVaFCBdatW8fixYs5fvw4sbGxpKenA8ZXoDyNz7QtpaZnmHxNnW75D1RT26RlqCy+19Q2manyh7EwpElLQ5OpRlPInsz/v5rP1L2Snp5p9Hkhnrb0dDWaTDV2akhLNf19m799MP55yFClmf3ZsJ30PPTBuvemZRZMCoyC3rcQQgghxIvITqPRaAq6E0KIZ1diYiKNGjUCoGfPnspsdyHEyyc8PJyaNWsqPzf7fB6veOmvWJnruTrX7f/gUzLX7x0cdD/X7xUCIMSnd0F3QYhnnqeTYf0lYz4o3geArXbHbd6H5rX064ktzuhm833kVWC7egXdhQIXHh5OamoqLi4u1KhRo6C7I56i7H8vhoWFPXP3QGRkJGlpaTg7O0u+fSGEeIZk/36W4txCCLNyWgBdCCGEEEIIIYQQQggh8kJSRQkhzNItYixFgIUQugK+b2lkBl2nXLe3Li+d6ZqXN4uXgaXZv28XQJ+EsOTZm7XeIUdbf8c7+dSP/xOY73sQQgghhBAFQVZcCCHM0q64cHBwoFq1agXcGyGEEEIIIYQQQgghxItOAhdCCLO0gYsqVaqYLLothBBCCCGEEEIIIYQQtiKBCyGESenp6URGRgKSJkoIIYQQQgghhBBCCPF0SI0LIYRJjo6OhIWFFXQ3hBBCCCGEEEIIIYQQLxFZcSGEEEIIIYQQQgghhBBCiGeGBC6EEEIIIYQQQgghhBBCCPHMkFRRQgghhMiVAdP38YrXtRy/b67n6nzozYvrB5+SOX7P4KD7+dCTF0MqcMRGbYX49LZRS6KgeTptyNH2aV41ufRaixzvJ7BdvRy/RwghhBBCiJeRrLgQQgghhBBCCCGEEEIIIcQzQwIXQgghhBBCCCGEEEIIIYR4ZkiqKCGEEELkmk+Forg4Wv5zIjU9g2u3Ew2edypdFXtH5/zo2nNNnZ6G6l6EwfNVilXE2cHJ6HvSMlREJtw0eN7NpyqFXOQcP3nyBHWmGvtC9ri5ueW6nczUNJ5cM7w2ZSoUxdGxUF66KJ6y9PRMoo18L5UsVwkHJ8PPTIYqjft3bxhtq2JRV5wLGZ8Tlpap5mZiSp76KoQQQgghxMtGAhdCCFFA+vTpw+HDhylRogSHDx8u6O68VOTc246LowOuLrn/c8Le0Rl7Z1cb9ujF5uzghKujS47eU8jFmUKuco7tMjKwy1RjV8g+X86Ho2MhnPPwWRDPDgcnZ5ycc/Y5cy5kj4uDBK6EEOJF9NPfC4lJii3objw1pYp4Mfzd/vm6j0qVKnHz5k0qVqzIjRs3LG5/4MABWrTIeW0pXStXruSLL74AoHnz5hw8eNDie5ydnfH09KRatWq0atWKwYMHU7Ro0Tz1I7fGjRvH+PHjAbh48SKvvvpqgfTjeafRaAgPD6dmzZoF1oeUlBTq1atHVFQU165do0SJEsprKpWKqVOnsnr1au7cuUOpUqX4+OOPGTt2rNl77/r16/j6+vLKK68QGRlpdlvtvbRo0SK++eYbmx6brcm/roR4hl2+fJmOHTsC0KRJE1auXFnAPRK2dOnSJQD5g6MAyLkXQgghhBBCWCMmKZY7j6ILuhuiAKSlpREdHU10dDSHDh1i8eLFbNu2jfr16xd010QunD59mv79++Pr68uqVasKrB/Dhw/n0qVLTJs2TS9oAdCzZ0/WrVun/Hz79m3mzJnD3r17CQ0NpUiRIkbbHDt2LOnp6Xz//fcWg2vff/89gYGBDB06lNatW+Pj45P3g8onErgQ4hl28eJF5bEMsL5Y7t+/T2xs1qyd1157rYB783KRcy+EEEIIIYTIKTvsTKbsfBGkZajQoCnobhjVoEEDTp8+bfS1rVu3MnbsWADGjx+vTP7Mztvb2+jzptrVaDQ8evSI06dPs3jxYi5fvkx0dDQfffQRZ8+epVixYrk4ElGQGjZsSGZmJr6+vgXWh1OnThEQEED58uUZNGiQ3mt79uxRghYDBw7k448/5vTp04wcOZKwsDAmT57M1KlTDdq8cOECv//+O6VLl2bgwIEW+1C4cGHGjh3L119/zYABA9i9e7dtDi4fSOBCiGeYdlY4SODiRaMblJLB86dLzr0QQgghhBAip5wdnHi9ZPWC7ka+uXD/CqkZaQXdDaOKFClCnTp1jL525swZ5bG3t7fJ7UyxtH2zZs345ptvaNu2LQcOHOD27dsEBgby/fff52g/ouBlZmYWdBcYOHAgarWaUaNG4Zotfe1vv/0GQPv27Zk3bx4ATZs2JSMjg6FDhxIUFGQ0cDF69GilzcKFC1vVjy+//JKffvqJPXv2sGXLFjp16pTHI8sfxivICSGeCTLA+uKS1TQFR869EEIIIYQQQghrubi4MH/+fOVn3VQ+Qlhr27ZtHDt2jOLFi9O7d2+D18+dOwdgUM+lZcuWANy6dYtHjx7pvXbq1Ck2bdpExYoV6du3r9V9cXBw4L///S8AY8aMQaN5NldbSeBCiGeYdsWFs7MzVapUKeDeCFvSDp4XLlyYSpUqFWxnXjJy7oUQQgghhBBC5ETNmjXx9PQEICIiooB7I55HkydPBqBHjx44OzsbvJ6UlARgkIbM3d1defz48WO910aOHAlk1bhwcspZKrsePXrg5OTE+fPn2bp1a47e+7RIqighnlHR0dE8fPgQAB8fHxwccv9xjY+PZ/v27ezZs4fbt28TFxeHu7s7b7zxBp9++inNmzc3+j6NRkOXLl0IDw8H4M8//6RWrVpGt71z5w5du3YlNjYWV1dXVq9ezRtvvGGzvui6desW69ev5+TJk1y/fp2kpCSKFCmCp6cnFStWpEmTJrRo0YIKFSqYbOPgwYPs3buXf/75h9jYWFJSUvDw8KBGjRq0bt2a1q1bm81ZqVKp2LJlC/v37yc8PJz4+HicnJyoUqUKbdq0oXv37gbL/nRpB899fX2xtzcdQ87rfmx1vox56623SEhIoHnz5ixZsoTo6GjWrl3Lvn37uHPnDsnJyQwePJj+/fvb/Ji0cnMdLZ37Y8eO0atXLwAmTZqEv7+/yf0vW7aMGTNmALB582ajK6Pycv7Dw8M5ePAgZ86cISIigri4ODIyMihatCivvvoqHTt2pGPHjtjZ2Vl1voQQQgghhBBC5I5arQay/k2bW5mZmaxevZq1a9dy5swZEhIS8PT0pF69enTv3p3u3bubHSPIj7bHjRvH+PHjqVixIjdu3ODixYvMmDGD4OBg7t+/T6lSpXj//fcZPXo0FStWBODq1atKqqGYmBhKlCjBBx98wNixY03WEwFITExk/vz5bN26lWvXrpGcnEzp0qV55513+Oabb3jnnXeMvq958+YcPHiQHj168Ntvv3Ho0CHmz5/P0aNHiY2NpUSJErRo0YIhQ4ZQt25dvfdWqlSJmzdvKj//8ssv/PLLLwBcv35db0LjX3/9xS+//EJoaCgxMTEULlyY8uXL06JFC7755htq1Khh9fXQdebMGY4fPw5kFeA2xsPDA8BgVUVCQoLyWDeIoR0P8fX15fPPP89xnzw9PWnbti1btmxh8eLFz2S6KAlcCPGMunDhgvI4L2mi1q9fz7Rp05TIrVZcXBz79+9n//79fPTRR0yePJlChQrpbWNnZ8d///tfvvrqKwAWLFjAkiVLDPaRmJhI3759iY2NpVChQvz8889GgxZ56YtWQEAAixYtIj09Xe/5hw8f8vDhQyIjI9m/fz9RUVH88MMPBu+/evUq33//vd751Xrw4AEHDhzgwIEDnDx5kunTpxvtw+HDhxk5ciQxMTF6z6tUKs6dO8e5c+fYtGkTy5Yto3Tp0gbvf/LkCbdu3QLMpyrK634g7+fLlJiYGOWXZ/Xq1dm0aRMTJ07kyZMnettlL3pli2OC3F9Ha869bm2Z119/3WQf4P+CII6OjlStWtXg9byc/wULFugtR9YVGxvL4cOHOXz4MNu3bycgICDHsyuEEEIIIYQQQljn/PnzyuTS6tVzV+vk7t27dOzYkX///Vfv+ZiYGHbu3MnOnTtZuHAhmzZtolSpUgXS9p9//knPnj1JTU1Vnrt16xbLli1j27ZthIaGcvHiRbp27ao3tnP37l1WrFjB9u3bOXnypNHgxaFDh+jSpQuxsbF6z9+8eZObN2/y+++/07dvXxYsWICjo6PJPk6aNIkff/xRL73R3bt3+e233wgKCmLFihXKZMSc6NOnDytWrNB7LjExkcTERMLDw1m4cCE//fQTQ4cOzXHbq1atAqBEiRLUr1/f6Da1atXin3/+Yf/+/UoaJ4B9+/YBULlyZV555RXlee1qiwkTJpgcQ7NEG7jYs2cP0dHRlClTJlft5BcJXAjxjLJFfYs5c+awePFiICvdVPv27alduzbu7u5ERESwZs0a4uLi2LRpEyVLlmTIkCEGbTRt2pSGDRty8uRJDhw4wPnz5/VWXahUKgYMGKAslRw3bpzRVRO26EtAQIBSoMjDw4N27drh4+ODp6cnqampXL9+nePHj3P27FmjA86hoaH069ePlJQUIOuPjffee0+Jrt+6dUs5RlNR9K1btzJ8+HDUajXOzs60adOGBg0a4Obmxu3bt9m8eTPXr1/n6tWrDBw4kHXr1hnMhr906ZLyC9bUtbXFfvJ6vszRHdwPDw8nMDAQFxcXunbtSt26dbGzsyMsLEyvXVscE+TtOlpz7rWfPQcHB6pVq2b2PGgDJ5UrVzYIHOT1/J8/fx5XV1caNGhArVq18Pb2xtXVlYSEBC5dusRff/3F48ePOXToEMuWLTNY2SKEEEIIIYQQIu/UajXDhg1Tfu7atWuO23j06BHNmjUjIiKCQoUK0bt3bzp16kSpUqWIiopi3bp1rFmzhtDQUD744ANCQ0OtzkRgq7ZjY2Pp2bMnTk5OjBgxgubNm/Pw4UNmz57NwYMHiYmJoVevXvz777+4uroybtw43n77bWJjY/npp584fPgw9+/fZ9SoUfz66696bf/777+8//77pKWlUaxYMQYOHEjz5s0pXLgwly9fZsmSJRw9epSlS5ei0WhYunSp0WMNDg7m999/p1y5cgwdOpQ333yTx48f8+uvv/Lbb7+hVqvp378/bdq0UQI0O3bsQKVSKSsxPvzwQyZMmABA2bJlAVi9erUStGjZsiVff/01lStX5vHjxxw/fpyZM2cSbNa88wABAABJREFUHx/PsGHDaN68OQ0aNLDq2mhpUzG1bNnSZMaErl27smrVKrZu3cp///tfunTpwr///sv48eMB9FZVbN++naNHj1KnTh2zWSIsad26NZB1j2/fvl2ZuPyskMCFEM8o3YHh3BQQXr9+vRIoqF69OgsXLjRIRfPJJ5/QpUsXHjx4wIoVK+jRo4fRyPt///tfevToAeivutBoNIwYMYKTJ08C0L9/fz755JN86UtcXByLFi0CsgoVzZkzx+Qv8cjISL3lcwDXrl1j4MCBpKSkULhwYcaPH0/Hjh0N3vvtt98SGhpK8eLFDV47ffo0o0aNQq1W89prr7FgwQLKly+vt02fPn0YOXIkW7du5dy5c+zfv18ppKRlKShli/3k9XxZonsMR44cwdfXl0WLFlGuXDnleT8/P5seE+T9OloTENRuU7VqVbOrGJKTk7lx4wZg+Bm1xfn/7LPP+Pnnn02+79tvv8Xf35/o6Gg2b94sgQshhBBCCCGEsJHU1FRiY2M5fvw4s2bNIjQ0FMj6t9/AgQNz3N4PP/xAREQEzs7O/PXXX7Rq1Urv9U6dOvHBBx/Qq1cvzp49y4wZM/jxxx+fattPnjzBycmJ/fv3U69ePeX5999/nwoVKhAbG8vff/+Nh4cHx44d08s68N577+Hr68vNmzfZvn07Go1GGaDXaDT07NmTtLQ0KleuzMGDB/XGhN5880169uzJV199xfLlywkMDOSzzz6jadOmBn2MiYmhWrVqBv/ef//99ylWrBjz588nOTmZTZs28c033wCGmRQ8PT2pU6eO3nMrV64EoEaNGuzatUtvxUfLli1p3bo1b775JhqNhhUrVuQocHHz5k2uX78OQO3atU1u16ZNG3r06MHvv//O3LlzmTt3rvJa/fr1GT58OJB1PseMGQNkrT7JS+roKlWq8Morr/D48WP279//zAUupDi3EM8o7eCpnZ1djgMXDx48YOrUqQCULl2aVatWGc2fX6pUKfr06QNAeno6Bw8eNNpegwYNePfddwE4cOAA586dA2DmzJls374dgM6dOzN48OB868vff/+tpNsZMmSI2ZkHVapUwcvLS/k5MzOTwYMH8/jxYwoVKsT8+fONDnZrNW7c2GDpp0qlYujQoahUKqpUqcKKFSsMBt4hK2XQ6NGjlV9yhw4dMthGe20LFSqUb/vJy/myhm5grUyZMqxatUovaJEfx2SL62ju3Gv7GhkZCVhe6XTp0iUlx2n2z6gtzv+7775r9n0lSpSgXbt2QNYqk8zMTLP9FUIIIYQQQgihz87Ozuh/rq6uVKhQgY8//lgJWjRs2JDg4GDc3NxytI+EhAQlVVC/fv0MAgtan3/+Oe+//z6QtYJfNxXS02q7Z8+eekELABcXF+XfngADBgwwSJXs7OzMe++9B2SlRo6Pj1de27Vrl5KtYM6cOUbHhOzs7Pj555+VAugLFiwwecwTJ040OtlUd9BdO25lrXv37gHg7e1tNE1Vw4YNGTFiBD/++CMdOnTIUdv//POP8thSjYxffvmFGTNmUL16dRwdHSlfvjxDhw7lwIEDyvjAH3/8wZkzZ2jcuDHt27cHICUlhSlTptCsWTMaNWpE37599cZtTLGzs1MCO6dOncrRcT0NErgQ4hn0+PFj7t69C0CFChUoUqRIjt4fGBio1BqYMGGC0S90Ld3cetoBW2P+97//KVHcBQsWsGbNGpYtWwbAO++8w8SJE/O1L7q/9LLXR7Dkjz/+4Nq1awB8/fXXJos9mRMUFMSdO3cAGDt2rPLL1JiiRYsqv4i111GXdvC8cuXKuLi45Mt+8nK+rKH7C3D06NFm+2mrY7LFdTR37iFrRYc24GApcKG7eiN7LY/8Pv9a2pyi1vxBK4QQQgghhBAiZ8qUKUPnzp1Zt24dx44dMzlhz5wDBw4oqY5NBRa02rRpA8D9+/eN1nTM77ZNtaFNqQRZWQWM0Z2Qp1v/YteuXRbbByhSpIjy7/z9+/eb3E4bIMmucuXKyuPHjx+bfL8x2n/T79q1i7FjxxrU4QCYPHky48eP1wviWOPq1avK4ypVqpjdtlChQgwdOpTLly+jUqm4ffs2M2bMUMYFMzMzGTt2LABTpkwBsoIWLVq0YNSoURw6dIiTJ08SGBhI3bp12bt3r8X+aYNQN27cUCZnPiskVZQQz6CLFy9azMNvikqlYsuWLUBWJLdZs2Zmty9atKjyOC0tzeR2NWrU4P3332f37t0cPHiQw4cPK8/PmzcPBwfDrxNb9kVbvwBg6NChDBs2jA4dOhgdfM5u+fLlQFadAe2qjpxavXo1AOXKlSMpKYng4GCz22cvQK6VkZGh/NIytpLGVvvJy/myJCUlhZs3bwJZfxhocyKaYqtjyut1tHTuIWe1ZXT/0Mveni3Of1paGiEhIezbt4+LFy/y4MEDkpKSjK6s8PLyynUxLiGEEEIIIYR4WZ0+fVp5rFariY+PZ/369Sxbtgy1Wk3lypWZNGlSrmuPZt/Hhx9+aPX7IiMjLc7Qt3Xbuv+W1eXs7Kw8NlXcW3cb3cl1un3ULS5tTmxsLI8fPzbYvkiRIiYnQ+quhMnIyLBqP1pDhgxh+/btZGZmMmHCBCZNmsSbb77J+++/z/vvv89bb72FvX3u5v9HR0crj3XHvXJj5cqVXLlyhdatWyv1ZWfNmsXx48epUKECf/zxB9WrV2fKlCnMnj2bHj16EBERYfa8a/uUnp7OgwcPclwYPj9J4EKIZ5Du4GlO00SdPXuWhw8fAtC2bVuL22tXQ4DlL9DBgwcTHBxMZmYmmZmZlCtXjiVLlphcJmnLvjRv3pxGjRpx4sQJHj58yKhRo5g8eTJNmjShRYsWtGrVimLFihm0efnyZWW2f7t27XK8egWyVhdoZ//fvXuXAQMGWP3e7H2KiIhApVIBhgPjttxPbs+XNa5cuaJE4bUzNkyx1THZ4jqaO/dauQlceHl5GaR6yuv5P3DgAOPGjdP7A8ccS7M2hBBCCCGEEEIYyl7rALIKFr/33nt07dqVo0eP0rhxYw4ePGi2PoE5cXFxuXqfdjzlabZtTWDB2MRVc/LSx+z9MZemS7fWQ06zEjRt2pQ///yTfv36ce/ePdRqNaGhoYSGhjJ+/Hi8vLzo0qUL3333HdWqVctR27pjXTmtL6orLS1NKSo+adIk5XltHdoZM2bQuHFjICuYoU3RtW7dOrOTP3XH33T7+iyQwIUQzyDdNDw5jerrRrKt+aWqm8bGWN0BXVFRUXq/CL7++mtKlCjxVPpib29PYGAgS5cuJSgoiISEBJKTkwkODiY4OJjx48fToUMHvvvuO71B5GPHjimPjRV2ssaJEydy9T4wnK1gbmDclvvJ7fmyhu79aakgla2OyRbX0ZqghPbYypUrZ/YPivT0dLOrN/Jy/jdv3syIESOU4FCtWrVo2LAh3t7euLu7K7NYYmJilD9asqeqEkIIIYQQQgiRex9//DETJkxg9OjRJCYm0rZtW06fPp2r2ei6s/9DQkLMpk/W5e3t/dTbzmlQwhraPlauXJmNGzda/b6nPfPfz8+Ptm3bsn37djZt2sTu3buVlFGxsbEsWbKElStXEhQURJcuXaxuV3ccLS+ZEhYtWsTt27fp1KkTb775JpBV+Fs7yVNbm1aradOmXLhwgaNHj5oNXOj2Ly+FvvODBC6EeAblZNZ3droztMuUKWNx+7NnzyqPjc000Lpw4QKDBg3S+6W4evVq/P39TS6Xs3VfXFxcGDRoEP379+fMmTMcPXqUPXv2cPXqVVQqFRs3buTs2bNs3LhRScmjGwyx5pe+MdoiTZA1EJ+XpX3mrq0t9wO5O1/W0A1caIs4mWKrY7LFdbTmc3X58mXA8nFdvHhRqYVhKmiQm/N/9+5dxo0bh1qtpnTp0vz888/UrVvXaPvaNGzmjkcIIYQQQgghRO6MGDGCXbt2cfjwYaKjo/nPf/7Dtm3bctyObjDhlVdeMTv28iy1bSvaPj548IA33ngj1ymXngZnZ2e6dOlCly5d0Gg0nD17lr1797J+/XpOnjyJSqWiT58+vPfee1avntDNGJGcnJyrDBJPnjxh6tSp2Nvb69WYjYqKUh6XLFlS7z3aGrOWMjkkJycb7euz4Nm9U4R4SaWnpysFiD08PChdunSO3q9bH8DV1dXi9jt37gSyZphrC/Jkd/fuXfr27UtycjJubm5KIaRr166xdevWp9oXyJoB0KBBAwYNGsT27dtZuXKlsvIjIiKCI0eOKNvqFknO7ZI83Tby+iWuHTwvWbKkwUwIW+5HV07OlzXMHUN2tjomW1xHS/2Oiori0aNHABaXfh46dEh5bCmdW07O/4YNG5TCatOmTTMZtICs2TRalgItQgghhBBCCCFyRruSXrvqffv27fz+++85bke3lsSBAwfMbhsSEsKsWbPYtGkTiYmJBdq2rWj7mJSUxD///GN22+XLl7Nw4UJlfOhpefjwIceOHdMb5Lezs6NOnToMGzaMEydO0Lt3bwASExNzNI6iW9hcd3JnTsyZM4f79+/z6aefUqtWLaveo62PaaxOpi5tn5ydnZVgx7NCAhdCPGMiIiKUmdy5mUWtOzhsKR/i7t27uXHjBgCdO3c2uiQsMTGRr776igcPHuDg4MDcuXOZMGEChQsXBmDBggVKf/O7L6Y0adKEESNGKD9rl/IBODo6Ko91B79zQrcN3Zn/uWFuRr8t92OOufNliUaj4cqVK4B196etjskW19HSagrt/Qfm06alpKSwbt065eecpmkyd/7PnTsHZP3BoM1NaUxkZKQSuHB0dDQb6BNCCCGEEEIIkTuvvvqq3r/fvvvuuxwP+rds2VJJEbR06VKl9mJ2Go2GwYMHM3ToUPz9/a0qMJ2fbduKdvIrwPz5801ud/fuXfr168eAAQMYOXKkzfthapzp/PnzFCtWjMaNG7N48WKT7//ggw+Ux6mpqVbvV3dipO64g7USEhKYNWsWDg4OjB8/Xu813XRauqsvAKXeaPaVGNndvHkTgKpVqz5zq2Gerd4IIZSCv5C7wIXuF+KpU6dMbhcTE8PkyZOBrCLIn3/+ucE2KpWK/v37ExERAcD48eN599138fT0pEePHgDcvn2bDRs25HtfLNHOlAf9VEIVKlRQHud0ZYFWxYoVlce7du3KVRuQ9UtDG8AxNkvfVvuxhqnzZcnt27eVYk3W3J+2Oqa8XkdL5x70l0dqVz0YM336dCUI4+jomKvC2KbOv3aVUkZGBmlpaUbfq1KpGDlypPKHZtWqVXFycspxH4QQQgghhBBCWDZ8+HBlslhMTAyjRo3K0fvLli2Lv78/kJW5YsCAAUaLR48fP57w8HAAPv30U6tmv+dn27bSuXNn5d/0v/76K7/++qvBNhkZGXzxxRfKxNgBAwbYvB/alTPZC1DXqFFDqbEZEBBgMrjwxx9/AFkrccxlR8iuYcOGymPtZMWc+Omnn3j48CG9e/fGx8dH77XKlSsrGSX++usv5XmVSqVMdmzUqJHJttVqNefPn7e4XUGRwIUQzxjdPPyWUtAY07JlS6WYUmBgIAkJCQbbREZG8uWXXxITE6Pkx8uefkej0TBs2DAl4DBgwAA+/vhj5fUvv/xSWXWxcOFCo4OstujLxYsXmT17ttnZ+pcuXWLBggVAVrRZ95dC8+bNlcdLlixR0nAZExoaqkSasx+HNjI/f/58Tp48abINjUbDiRMnWLFihcFrlmos2GI/eT1fluS0/oqtzl1er6M1/fbw8FAeb9u2zWA5pUqlYvLkyQQFBSnP+fj46K0Gyev51y4hzczMNBoQTEhIoF+/fnqF76W+hRBCCCGEEOJ5lJCQwNChQ636TzuhsiC4uLgwb9485edFixZZTHmU3Zw5c5RU4MuWLePtt9/m999/5/jx42zevJkuXboos+m9vLz46aefnom2bcHR0ZGVK1cqs/l79epFjx492L59O8eOHWP16tU0atSI4OBgAN555x0lLZMtac/Rnj172Lp1K8eOHSMpKQl7e3t+/PFHAOLi4mjYsCGTJk1i9+7dhIaGsnbtWt577z02bdoEwGeffaYEOqxRtmxZJeBw/PjxHPX53r17zJ8/H2dnZ8aMGWPwup2dHZ999hkAQ4cOZdGiRYSEhNCpUyeioqJwc3Pj008/Ndl+eHi4EsjRHXd5VkhxbiGeMbqFj//55x9laZc59erV46233gKyvoi7d+/O6tWruXPnDn5+fnTt2pVKlSqRlJTEyZMn2b17txJoGDlypN6yPa2pU6cqM+Q/+ugjBg0apPe6p6cnPXv2ZMmSJcTExBAUFGTwi8UWfTl79ixLliwhMDCQ+vXrU79+fSpWrIiLiwv379/n1KlThISEoFarcXBwYOLEiUqwBKB69ep06NCB7du38/DhQ7p06UKHDh2oW7cuRYoUITExkYsXL3Lo0CHu3r2rV7tAq0qVKvj7+7Nu3TqSk5Pp1asXLVq0oEmTJhQvXhyVSkV8fDyXL18mNDSU6Oho+vbta9CO7rU1Nthsi/3k9XxZYukY8uvc5fU6WtPvWrVqUbRoURITEzlz5gxdunShXbt2uLu7c+PGDXbu3Mm9e/fo3r07a9asQaPRGAQX83r+27dvr8ySmDRpEmFhYTRs2BA7OzvCwsLYvHkzSUlJetvlJsAphBBCCCGEyJm0DBUX7l8p6G7km7QM4ymG8tOjR4+YNWuWVdt26NChQFPktmvXjk6dOrFlyxbUajX9+vXj2LFjVqfWKV26NAcOHKBjx45cuXKF0NBQQkNDDbYrX748W7dupVy5clb3LT/btpVWrVqxadMmevbsyaNHjwgKCtKbFKj1zjvvsHXrViX9lS19+OGHzJ8/n0ePHtGpUycgK235+++/T+/evQkPD2fWrFnExsYaDRJA1n1gLp2UKR999BEzZszg4MGDZGRkWD0OM2nSJJKTk/nvf/+rl4lC17hx49ixYwfXrl2jf//+yvN2dnYEBAQoNTaN0U1B3aFDhxwc0dMhgQshnjG6A6zaZWiWTJo0SQlcAAwbNoyoqCiCg4O5d+8ec+fONXiPh4cHkydPpnXr1gavrVq1il9++QXIysc/ceJEo/vt3bs3v/32G0+ePGHp0qV88sknuLm56W2T175o6xKo1WpOnjxpcsa+l5cXU6ZMoVmzZgavTZw4kUePHnHo0CFSU1P5888/+fPPPw228/T01MsPqGvMmDGkpKQoM/GDg4OV2QDZ2dnZUbt2bYPntWnA3NzcTKZnyut+bHG+zNHen+aOITtbnDvI23W05tw7OzszbNgwRo8eDWStntBdqeHk5MSwYcNo1KiR8gdW9qBBXs9/q1at6Ny5Mxs3blRWXeiuvChSpAjTpk3j8ePHSuBCVlwIIYQQQgiR/zRoSM0wns5VvBzmzp3L3r17SU5O5uTJkyxZsoR+/fpZ/X5fX1/Onz/PqlWr+PPPPzl37hzx8fG4urry2muv4efnR//+/Q0yYhR027bSsWNHIiIiWLBgATt37uTq1as8fvyYYsWKUa9ePT777DO6d++eb3UWpk+fjqOjI+vWreP+/ft4enry4MED5fWZM2fSqVMnAgMDCQ0N5e7du6jVakqVKsWbb75Jjx49lIBHTn322WfMmDGDx48fs3//fqMTiLO7efMmgYGBuLm56dVZya5YsWIcOXKEESNGsGXLFp48eULdunUZM2YMbdu2NbuPLVu2ANC2bdtnrjA3gJ3GWOIzIUSBuHPnDq1atcrx+/78809q1aql95xGo2Hnzp1s2LCBsLAwnjx5QvHixfH29uaDDz6gQ4cOeqlxtHbt2sX//vc/1Go1vr6+BAUF6RXZzm7OnDlKtHnQoEFG8xDmti+QVfDo+PHjHDt2jPDwcGJiYnjw4AEqlQoPDw98fX1p0aIFfn5+Zvup0WgICQlhy5YtnD9/nri4OBwcHPDy8qJChQo0bdqU1q1bmy3KDFnL+jZt2sTp06e5f/8+aWlpuLq6UqZMGapVq0aDBg1o1aqVsgRRV8uWLbl79y716tVjzZo1+bIfW50vU3JyDLY6Jl25vY456fe+fftYvny5EuwoW7YszZo149NPP8Xb25s///xTyWm6atUqvSLatjj/Go2GdevWsXbtWiIiInB2dqZcuXK0bNmSrl27UqpUKcaOHcvatWsBOHny5FP74zM8PJyaNWsqPzf7fB6NG9XF1cXyPIiU1AzCIuMAmOu5WnnepcLr2Du72r6zzzl1Wgqpt7PuwR98/q+Y2mslquHq6GL0PSnpqVx8cBWAwUH3lefda75OIVc5x48fP0adqca+kD2vvPJKrtvJTEnhUVjWtQnx+b+Vht5VPHG24rMgnh1pqRnciowHwNPp/4LEZSv74uRs+DlTpaUSdT0rQJ3mVZNLr7VQXqvu6YaLg/GZgakZmVyJz1qCH9iuXo76GB4eTmpqKi4uLtSoUSNH7xWiIMm9+/LK/vdiWFjYM3cPREZGkpaWhrOzs1X16n76eyExSbFPoWfPhlJFvBj+bn/LGwohcuSDDz5gz5499O7d22iK7KctKiqKChUqoFar+fvvv3nnnXcKuksG388SuBBCCCGEVYwFLurWrYWLo+XB2tT0DK7dTgT0AxdOpati7+hs+84+59TpaajuZeXx1Q1cVClWEWcH48XY0zJURCZk1XfRDVy4+VSlkIuc4ydPniiBi+yrA3MiMzWNJ9eyro1u4KJMhaI4Otp+SbvIP+npmUT//+8l3cBFyXKVcHAy/MxkqNK4f/cGYBi4qFjUFedCxmcHpmWquZmYAkjgQrw85N59eb2IgQshhLCFv//+m6ZNm+Lm5sbdu3cpWrRogfZnwoQJjB07lqZNm3Lw4MEC7YtW9u9nmRYmhBBCiFzTBiNySzs4L6yjDUzkhHaQXWTJBB7lQ7vRefwsiGeHNjiRE9rAhBBCCCGEEMa8++67vPvuu/z9998sX76cIUOGFFhfVCoVS5YsAVAySjyL8idpmBBCCCGEEEIIIYQQQgghAJg9ezaFChVi5syZpKamFlg/li9fTlRUFO3ateP9998vsH5YIisuhBBCCJErAd+3zOXS/9wVNHtZrcvNm7rauhfPv/xIW/K2TVoRz4YOBd0BIYQQQgjxgmvQoAHDhg1j2rRpLFiwgKFDhz71PqSkpDBlyhSKFi2qrLp4VsmKCyGEEEIIIYQQQgghhBAin40bN47XX3+dSZMm8eDBg6e+/+nTp3Pnzh1mzpxJ+fLln/r+c0JWXAghhBBCCCGEEEIIIYQQ+czZ2Znw8PAC2//YsWMZO3Zsge0/J2TFhRBCCCGEEEIIIYQQQgghnhkSuBBCCCGEEEIIIYQQQgghxDNDAhdCCCGEEEIIIYQQQgghhHhmSOBCCCGEEEIIIYQQQgghhBDPDCnOLYQQQohcGTB9H694XVN+nuu52uJ7fvApqffz4KD7Nu/X8y7Ep3dBd+GFt4HrBd0Fkc88nTYYff6D4n3Yanfc7Hub17oHwOKMbnnuR2C7enluQwghhBBCiJeRrLgQQgghhBBCCCGEEEIIIcQzQwIXQgghhBBCCCGEEEIIIYR4ZkiqKCGEEELkWoVSRbgdk2TwvFPpqtg7OgOgTk9DdS/CYltuPlUp5OJs8z4+DzJT03hyzfAclalQFEfHQgXQoxfPk+QnaDLV2BWyx62wW0F3R+SD9PRMom8nGjxfrEQZEh5EG31PqVKlcHR0JD09nZiYGJNtVyzqinMh6+Z8pWWq+X/s3Xd8jef/+PHXiewoIVHUjlW1a7XUiNHae9YsLapKa5SitRW1am9KS1HEHk3skRgfghArdghCQuZJcs7vj/zO/T0nOSvJkRjv5+PRR++c+z7Xfd33fZ0Tucb7fScy1rpKCyGEEEIIIYx6rQcu/P392bt3L6GhoWTPnp1PP/2Uli1b4uT0bnZqCJEWffr04dixY+TJk4djx45ldXWM6tWrFydPniRv3rwcOXIkq6sjXhNqtZqPP/6YhIQEmjVrxqxZs1IdI23n9eFob7xT3c7BCTsnlzSVlc3ZiWwuaXvP287BIRtOzq/1P9feGOoEOzR2YJfNTu7pO8bewdHkPgcHBxwdTe/Xccpmh7OJ7zshhBBCCCGE7WXZX20nT57k33//RaVSMWPGDIN9Go2GUaNGsW3bNoPX9+zZw6JFi1i8eDGlSpXKzOqKd8DChQv5448/lJ937dpFiRIlsrBGGRMcHAzAhx9+mMU1MU6r1XLp0iUAKlasmMW1ebfs3r2bmzdv4ujoSL9+/bK6OqncuHGDhIQEwHj7lbYjhBBCCCGEEEII8XbL9BwXGo2G4cOH07t3b3bv3k1gYGCqYxYuXIiPjw9ardbgda1WS2hoKN27d+fmTcshJ4Sw1pMnT1i2bJnBa7qO/zfR48ePefr0KQBlypTJ4toYFxISwsuXLwEoX758Ftfm3bJo0SLmz5/P3r17s7oqRl2+fFnZ/uijj1Ltl7YjhBBCCCGEEEII8XbL9BUXM2fOZMeOHcrPDx8+RKPRYGeXPIYSERHBihUrUKlUQPJgRc6cOdFqtbx48QKVSkVkZCTjx49nzZo1mV198ZaaM2cOMTExBq9dvXqV5s2bZ1GNMubKlSvK9us6cFG8eHGuXr2a1dV458TFxSkDv69r27DUfqXtCCGEEEIIIYQQQrzdMnXFRVhYGH/99RcqlQqVSoWTkxP169cnPj5eOWb37t3Exv5fMruBAwfi7++Pv78/Y8eOVQY4Tp8+TUBAQGZWX7ylgoOD2bJlCwCtW7dWXn+TO0b1O35f11BRImsEBweTlJQEGF/N8DrQrbjIkycPHh4eWVwbIYQQQgghhBBCCJHZMnXFxe7du4mPj0elUuHh4cHSpUtTdZzt378fSF5pUaRIEQYOHAiASqWiS5cuhIaGKiF9Dhw4QI0aNTLzEsRbaNq0aWg0Gt577z1GjhzJ8ePHefLkyVsxcOHq6krRokWztjLitRIUFKRsv46DWlqtVgnT9roOrAghhBBCCCHeHZcn/Ubco0dZXY1M45wvHx+N+TmrqyGEEJk7cOHv769sDxo0KFWnVHR0NGfOnFHCRDVu3DhVGV26dFEGLk6fPv0KayveBYcOHeLEiRMA9O3bl1y5clGiRAmePHnCo0ePiIiIwN3d3eT7tVotVapUITo6mgYNGrBw4UIiIiLYvHkz+/bt486dO8TExFC4cGFatWpF7969sbe3/LFTq9Vs27aNgwcPEhQUxLNnz3B0dMTLy4vGjRvz5Zdf4uLiYvL9uoGL0qVLK6uUjHn27Bk7d+5k//793Lt3j/DwcHLkyEGFChXo3Lkz9erVs1jXu3fvsmnTJk6fPs2tW7eIiooie/bs5M6dmyJFilCzZk28vb0pVKiQwfs++eQTnj9/jre3N4sXL05Vrm5/3bp1Wbp0KY8fP2b9+vX4+vpy//59XFxcKFu2LAMHDjRI0JyYmMj+/fvZvHkzV69eJTIykgIFCtC2bVv69OlDtmzZjF6Hv78/PXv2BGDSpEl06NDB5DUvX76c33//HQAfHx+j4YzSe1+sldby27ZtazBoAdC1a9dU5c6fP59GjRq9knsCEBoaytq1azl06BAPHz7Ezc2NihUr0r9/fypUqKB8ZsB0KCtLbUcnq9r3q7hvr7o9CSGEEEIIIYyLe/SI2Hv3s7oab5V69epx+PBhk/sdHBzIkSMHBQsWpFatWnTv3p1PPvnEbJm9evXizz//BOCnn35i2rRpaapL3rx5eWTFAFVSUhIFCxZUjp0+fTrDhw+36lyvyurVq/nqq68A2LNnj9H+VGGdCxcuUKFChSw7v1arpX79+hw9epTAwEDKli1rsG/+/PksWrSIkJAQ3N3dad68ORMnTiR//vwmy3zx4gVeXl68ePGC4OBgvLy8TB6ra0sjRoxg6tSpNr229MjUgYuQkBBlu2XLlqn2BwQEkJiYCCSvsKhTp06qYz744ANy5sxJZGQkT548eXWVFW+9xMREpk+fDkDevHnp0aMHACVKlODkyZNAcrgoc6t67t+/T3R0NJA8SODn58evv/6qJMbWuXHjBjNnzuTSpUvMnTvXbL2OHTvGqFGjCAsLM3hdrVZz4cIFLly4wNatW1m+fDn58uVL9f7o6Gju3r0LmJ9Rv2nTJqZOnUpUVJTB6+Hh4Rw8eJCDBw/Spk0bJk+ebLKzf8GCBSxatIiEhASD1yMiIoiIiCAkJISDBw8SGhrKyJEjlf1hYWE8f/4cSL5vKenvL1GiBHv37uWXX37hxYsXyjExMTEcOXKEEydOsHLlSmrUqEFoaChDhgzh3LlzBuXdunWLmTNncuPGDeWZp6SfjN3STH/dwJCDgwPFixe32X2xVlrLT0pKUvJaWFKqVCll25b3BODvv/9m+vTpxMXFKa/Fxsbi5+fHkSNHmDZtmjJwDcbbr6W2o5OV7dvW9+1VtychhBBCCCGEFVQq7JycsroWr4wmPh602qyuBgAJCQmEh4cTHh5OYGAgCxcupGPHjixatIjcuXNbfP+sWbPo3LkzlStXtnnd9u/fbzDAsWLFiiwfuBAZFxISwvfff090dDSHDh3KsnrMnj2bQ4cO0b9/f4NBC4CRI0ca9GmFhYWxYsUK9u7dS0BAAAUKFDBa5owZMwgPD6d///5mBy0AevTowdy5c/n9999p0aIFtWrVyvhFZUCmDlzoOpty5cqFs7Nzqv26me8Azs7OBrOo9WXPnp3IyEilPCHSY8OGDUpn7qBBg5Q2WaJECeUYSwMX+h2Ut2/fZsmSJbi5udG9e3fKlSuHVqslICCAbdu2odFo2LdvH6dPn6ZatWpGy9u+fTsjRoxAo9Hg5ORE48aNqVq1Km5ubty7dw8fHx9u3brF9evX+f7779m4caNBR6+uTtr//48NU7O3Z8+ercxUd3JyolmzZlSsWJEcOXJw8+ZN1q9fT3h4OFu3buX9999nyJAhqcpYsGCBMgjj7u5O06ZNKVGiBLlz5yYuLo5bt24REBBAYGBgqs5b/ftmrHM65X1dvXo1uXLlom/fvpQuXZrnz5+zfv16bt68SWJiIlOmTGHp0qV07tyZJ0+e0KRJE2rVqoWDgwMnTpxg+/btaLVatm3bRq9evYx2Jus6kO3t7SlZsqTR+6ajy8FQrFgxHB0dbXZfrJGe8pOSkpg5cyYAQ4YMIT4+nooVK9K3b99U5evP2LfVPQFYunSpUgdXV1eaN29OxYoVcXR0xN/fHx8fH8aMGUPDhg2V9xi7P5baDmR9+7blfXvV7UkIIYQQQghhHTsnJ3KWL2v5wDdU5MUgNHqTzDJLyomHWq2WuLg4Hj9+zNmzZ1m5ciUPHjxg48aNhISEcPjwYVxdXc2WmZiYyNdff82pU6dMTlRLrzVr1gBQpEgR7ty5w9WrVzl69Ci1a9e26XlE5vr888+5efMmdevWzbI63Lt3j19++QU3NzfGjh1rsC84OJgZM2YA0LlzZ/r168etW7f46aefePDgAcOGDWP9+vWpynz69Clz5szB2dmZMWPGWKyDnZ0dU6dO5YsvvqBfv36cP3/eqsgxr0qmnjkuLg6VSmV00AL+b+BCpVLx8ccfm7wxutm6xjp5hLDGy5cvmTdvHpA8w7xt27bKvpQDF+bod6Lu3r2bWrVqMXPmTHLlyqW83qZNG7y8vJRO2+PHjxsduDh37hyjR49Go9FQpkwZ5s+fT8GCBQ2O6dOnD6NGjWL79u1cuHCBgwcPUr9+fYNj9BNzGxu42LRpk9KpW6pUKRYuXJgqvEzHjh1p164dT548YeXKlXTt2pW8efMq+8PDw1m0aBEA3t7ezJ4922ToqpCQEHLkyGGyjsY6n/X3+/n54e3tzYwZM8iePbvyetu2bWnSpAlhYWEEBwfTq1cvEhIS+Pvvv/n444+V41q3bo2npycrVqwAku+/uYGL4sWLm/1uiYmJ4fbt20brntH7Ykl6y3d0dKRhw4Y8fPiQ+Ph4AGrUqGEwSGCMLe4JJK8imj17NpDcJufNm2fQ5lq2bEn16tUZMWIE27dvB8DNzY3ChQubrJOpc71O7Tuj9+1VtychhBBCCCGEyGqVKlUyua9Vq1aMGDGCLl26sGPHDs6cOUPPnj3ZtGmTxXL/97//MXv2bIYNG2azur548YJt27YBMHjwYCZNmsSzZ89Yvny5DFy84XQRgLLS8OHDiYmJYcSIEakirKxbtw6NRkO5cuVYt24dKpWKevXqkSNHDtq3b8+WLVuIi4tL1ec+ZcoUXr58ydChQ02uyEjp888/p3bt2hw9epQFCxYwePBgm11jWpkOfv8K5MiRA61Wa3SlxKNHjwgJCVFmj9esWdNoGc+fPyc8PByVSmU294AQ5ixcuFBph0OHDjXIA6E/QzotAxfly5dn0aJFBoMWOvqh0Yy1f7VazbBhw1Cr1Xh5ebFy5cpUgxaQHE5mzJgxODg4AHDkyJFUx+g6TbNly2YQ9gfgyZMn/PbbbwDky5eP1atXG42JnzdvXvr06QMkL9FMGXvy6NGjStiaIUOGmM234eXlhaenp8Fruvvm4uJCkSJFUr1H/75WrlyZuXPnGgxaQHLHtv6gzb1791iyZInBoIVO8+bNlW1jIebUarUSys7UKhX9umk0GiB1Z3NG74slGS3f0qCWPlvdk7i4OEaOHIlGoyFPnjwsW7bMaJtr3bq1wTLI0qVLp1pNpDsXGG87r0P7ttV9y2g9hBBCCCGEEOJt4ObmxsaNG5W8A//++68S3tsU3QSysWPHcuvWLZvVZdOmTcTGxgLJk8t0fQ2bNm0iMjLSZucR754LFy6wceNG7O3t+eGHH4zuh+ScLPp9Jbp+MbVazbVr1wze8+DBAxYtWsR7772X5rDSuvBnU6ZMUfKQZoVMHbjQxe+Oi4tL1SGsix+mC3FjamnO7t27U5UnRFrcu3ePv/76C4Dq1aunStCbM2dO8uTJAyTnptB1LBqj38E+YcIEnEzEu9SfdZ2yAx6SR07v309O9jV27FizMRtz5sypdMY+ePAg1X5d53SxYsVSjbQuW7ZMyckxYcIEPDw8TJ6nSpUqyrZ+fhpITnqskzIXhzV0961UqVJGk4fr9qtUKsaPH29y1rr+4GWXLl1MJlDKmTOnsm3sGd24cUPpILbU2azf+Z8yx0JG74sltrrvYD7/Cdjunqxbt04ZLBo2bJjy2TKmatWqyrapsEfm2s7r0L5tdd8yWg8hhBBCCCGEeFs4Ozsb5AudPHmy2eN1nbQxMTH069fPZvVYu3YtAAUKFKBSpUp07NgRSM7duG7dOpudR7x7pkyZglarpWnTpkbz2eryd6acLK0feeHly5cG+8aPH09cXBw//vhjmic6NmnShHz58vH48WOWLVuWpvfaUqYOXOiHx9H/womOjmbVqlXKiFHhwoUNwvXo3LlzRwnvk7I8Iaw1Y8YM1Go1KpXKZAIl3aqL2NhY7ty5Y/SYqKgoZeDg448/NhtfXhcOBjC6NEsXI7FAgQJERUXh6+tr9r+UCYd1EhMTuX79OpC6Y1qtVitLGsuWLWsxbp9+Z78uvJBO0aJFle1hw4bx77//GiRcNkf/nhrrPNffX61aNbMJmPUTYnXv3t3kcfoDPPnz50+1Py0rEXQ5CSB1/TNyX6yR0fL1Vyvol2WMre6J7h92efPmpUWLFmbL0f/lbKltvK7t21b3LaP1EEIIIYQQQoi3Sd26dZV+l//++09Z+WDM8OHDlby5//33n9LnkhF37txRol60atUKSA6po5t4unz58gyfA2DLli20adOGDz74AEdHRzw9PfH29mbhwoWo1epML3v16tWoVCqlz/b+/fsMHjwYLy8vnJ2dKViwIF26dOHSpUvKex4+fMiPP/5I8eLFcXZ2Jm/evHTs2JGgoCCz9YuLi+OPP/6gTp065MmTBycnJwoUKEC7du3YuXOnyff16tULlUrFZ599BkBgYCC9evWicOHCODk5kS9fPtq2bcvBgwdTvVe3gkHX13D48GHlelMm6T5+/Di9evVSruu9996jVKlSfP311wZ5m9Pq8ePHbNmyBTDdt6WbuPvixQuD1/WjuugPYty4cYNVq1aRO3duo3k9LbG3t6dTp04ASjjurJCpAxctW7ZUZsgeOHCALl26MGPGDDp06MCdO3fQarWoVCrlC0AnLCyM1atX07FjR2XpVbZs2Sx2ggmR0v/+9z/27t0LJI8empqhrz9wpj9LXd/Vq1eVFUKWYhnqBhNSlq0rX9ex/uDBA7777juL/z1+/BhIPdJ68+ZN5ZdNyk7TwMBAIiIilGu3RDdzHQw7eSH5i7169eoAREREMHr0aD799FO+++47/v33X6PhsHSuXbumrGIxNiihv9/a+1q4cGGj+RBSHgep7z+kr7PZ09Mz1Yh1Ru6LNTJavu46Ta10MXYspP+eXLt2jdDQUCA5XJelpGj6bc7YOc21ndelfduqLWW0HkIIIYQQQgjxttHlaVSr1WY7iu3t7Vm2bJnyN+iQIUOMho1Oi7Vr1yp9QF26dAGSw3l36NABSO5vSploPC0iIyP5/PPPadeuHT4+Pjx8+JCEhATCw8M5dOgQ3333HRUqVEgVDigzyz569CgVKlRg7ty53Lp1i/j4eB48eMA///zDp59+yqlTpzh9+jSVKlVizpw5hISEEB8fz+PHj9m0aRM1atTg7NmzRssOCgrio48+4ocffuDo0aM8ffoUtVpNaGgoW7ZsoUWLFrRq1crkRF6dVatWUa1aNf7880/u3buHWq0mLCyMrVu3Ur9+fSZMmJDm+wfJUR0+++wz/vzzT+W6oqKiuH79OitWrKBWrVrpzgWxbt06EhISyJYtG40aNTJ6TPny5YHkiEW6dgjJ/euQvCpJv5/k119/JTExkREjRqTq87CWrm8lODiYgICAdJWRUZk6cFG0aFE6d+6s3ODz58+zYsUKg9wWefPmpWfPngbva9GiBdOmTVMGLVQqFV999ZXRmdNCmKLVapk6dSqQ/Mvlxx9/NHmsNXkuUua3MMfczOpTp06Zfa85KWfNm+s01f8Fqpt5YI5+aJqU+Tbs7OxYtmwZ3333nTJ4EhMTg6+vL6NHj6ZOnTr8/PPPPH36NFW5lsIV6e8vV66cyfrpry4xd1xazlmgQAGzCY4TEhJMrmiBjN0Xa2Sk/OjoaO7du2ey7inZ4p7o/2KrUaOGxXPqVibZ29unys+iXydj53rd2ndG21JG6yGEEEIIIYQQbxv9fo7AwECzx1arVo1BgwYBEB4enuEEw7poAkWLFqVWrVrK6926dVO207vqIjExkSZNmvDff/8B0KFDBzZv3sypU6fYvXs33377LQ4ODly9epUGDRook1kzu+y2bdsSHR3N0KFD8fPzY8+ePbRr1w5IjkrSr18/WrZsSXR0NGPHjuXYsWPs379fyfsaHR1tNH/DvXv3qFu3Lrdu3cLFxYUhQ4awb98+AgIC2LBhA02bNgVg+/btdOjQwWRI96tXr9K3b1+yZ8/OhAkTOHLkCAcPHmTw4MHK5M1x48YZtJ3ly5dz7tw5pY+5SpUqnDt3jnPnzinhrA8fPszYsWOB5Igra9aswd/fn8OHDzN37lwlnPvcuXPZvHmzdQ9Gjy56RNWqVU0OMnTs2BGVSkVgYCDdunXj0KFDrF69mu+++w6ATp06KWHWL168yIYNG8iXLx8DBw5Mc3106tSpo+TY3b59e7rLyQj7zD7h6NGjefbsmTLrXUer1ZIrVy7mzp2Lm5ubwb5ixYoRGBiISqVCq9XSrFmzdC1zEe+2nTt3Kl9OCQkJJkcxUzI1cKH/ujVJeMF4Z6Z+uKNTp06leyQUzA9cPHz4UNm2ZtBP/4u8UqVKqfY7OzszaNAgBgwYwPnz5zlx4gT79+/n+vXrqNVqtmzZQmBgIFu2bDHItaGfv8LYigtr8zDoRrjB+lwCpjqTdc/SXLgvXTm6/AWmQlil975YKyP3XTdobM3AhS3uiX6bM5aEXZ9Wq+X06dNAcqJpY3lNzLWd16V927ItZaQeQgghhBBCCPG2+eCDD5Tt8PBwi8dPnDiRrVu3cvv2bdavX0/37t2tWqGfkr+/v7IaoWvXrgbJkWvVqkWxYsW4desW69atY8aMGbi4uKSp/FmzZikJx9esWZMqXFCTJk3o0KEDjRo14v79+4wcOZKVK1dmetlPnz5lx44dSlJygC+++IKKFSty8eJFzp8/j4ODA0eOHOGTTz5RjmnYsCG1atXi5MmTHD9+nOfPnxtEEOnXrx/h4eHkypWLQ4cOGURHqV69Oh07dmTChAmMHTuWvXv38tdff9GjRw+j9fP09CQgIAAvLy/l9Xr16lG4cGGGDh2KVqtl/fr1yoRHXVQOXR9E9uzZU/URrF69GkiOlnDw4EGDfqU6derQokULypcvT1RUFCtWrFAGc6yhVquV52NuEmaZMmUYNWoUkydPZt26dQY5VYoWLcr06dOVn0ePHo1Go2HMmDG4urpaXZeUXFxcKFWqFEFBQUbDbGWGTF1xAckhnubMmcO8efOoX78+xYsXp1KlSnzzzTds27bNaOieYsWKAclfUJMmTWLmzJkGXxJCWBIfH8/s2bPT9V5LKy7y5MljNsmNRqNRfsEZ62DXT8BrLHF3Wug66N9///1UCb71l9NZ80t0z549QHJnf/HixU0eZ29vT9WqVRk0aBA7d+5k1apVSgLmmzdvcvz4caN1LFiwoNHr1e3Pmzev2STl1obk0Wg0ysx2Y8eFhoYqMQL1V9oYo4tnCZY7/9N6X9IqreXrDwhZGuix1T3Rb9uWOtX9/f2VVRCm6meu7bwO7ftVtaW01kMIIYQQQggh3kb6E52tGbhwc3MziM//7bffWgw1ZIx+joyuXbsa7FOpVMprERER/Pvvv2kqOykpiT/++AOA1q1bm8xx4O3tTZ8+fQD466+/lFDJmVl2gwYNDAYtIPn627Rpo/zcsWNHg0EL3THNmjUDkicthoSEKPuuXLmi/H0+duxYkyHdx4wZo/QVzJ8/3+gxkJwfUn/QQqdPnz5KX/KFCxdMvt8Y3YTjPHnyGJ0MW7RoUcaNG8fPP/9sNv+qMZcuXVIm5ZYtW9bssZMmTWLlypVUqFABR0dH3n//ffr27UtAQADvv/8+kBz5YseOHRQpUoRvvvkGSG4HCxYsoGHDhlStWpXu3btbHfpJF+Hk3LlzJCUlpenabCHTBy50GjVqxMKFC9m1axf//PMPQ4cOVW5ySl26dGHdunX8999/tG/fPpNrKt4Gq1evVvJINGjQgIEDB1r8z8PDA0jOO5HyF5ulznB9t27dIiYmxuSxumVXYBi+Jj3MzfbW7+i19Atu3759Stietm3bpmmgsGbNmvz888/Kz/phbLRarTKIY6yzVn+/tatYwPzs9lu3bikJjY2VqZ84PWXIIH2xsbFs3LhR+dncLHljzN0XW7BUvq5tmFrpos9W90Q/j4b+ighjli5dqmwbe56W2s7r0L4zqy1ZqocQQgghhBBCvI10HbyAxbyNOl988YUysHDnzh3GjBmTpnOq1Wo2bNgAJIcJMtavkJFwURcuXFByQzZo0MDssY0bNwaSo4hYM3nN1mWbKkN/JYy3t7fRY/Qn/Or3selH5DFXRzs7OyVyytmzZ1MlqdYxFV0lZ86cyuTYly9fmjyPMbq/2a9cucK3337L/fv3Ux0zdOhQpkyZouQ/sZZ+TlZjAy4pffXVVwQGBhIfH09YWBhLliwx6E8fNWoUkBwSy9HREa1WS7t27Rg4cCB+fn6cPXuWv/76i5o1a/Lnn39aPJ9uomdcXJzSljJTpoeKSg9r4pULYUp4eDhLliwBwMPDg+nTp1u1skF/KVRwcLAS2w7g7t27ymCEpZAwlkIf6YfQ2bt3L71797ZYN2MePHigdNgaO4/+DPAzZ84YTVINyYMnkydPBpKTfxtbfmeJ/i8Q/aTZ9+7dU5IiG6ujpf36dLPv8+TJowwyGaO/YsZYmbrnCMkdyqZMnz5dGVhycHCw6hdKSqbui62YK183cOfp6WlxqaCt7on+P15OnjxJ5cqVjZazdetWg8Rq6Wkbr0P7zsy2ZK4eQgghhBBCCPE20uW+BXB3d7f6fXPmzGHfvn08ffqUefPm8eWXX1K9enWr3rtr1y4lmoD+AIW+0qVLU61aNU6fPs2RI0e4du2a0byNxujna/z+++/5/vvvrXqf/qqFzCo7ZZ5VHScnJ2U7b968Fo/RTy6tX0dL+WN1NBoNd+7cMXq8uTDVbm5uhIeHk5iYaNV5dAYMGMDy5cuJjo5m8eLFLF68mEqVKvH555/z+eefU7t2baPhrq2hP8kzI6HjAfz8/Dhw4AClS5dWVn78/fffbNu2DXd3d/7++29q1qzJihUrGDZsGP3796du3bomn2vKOoWGhir5PDJLlq24ECKz/PHHH0qH58CBA60Ox6QfPiZluChr8zCA5ZBG9evXV2Z8z5s3T4nzb4xWq+XUqVNG4w1acx57++SxymXLlvH8+fNUx4SEhNC7d2/CwsKws7Nj4sSJBsvgrly5wqxZs8yuDAkODlaW7eXNm5dq1aoZraOx+2Zt+CfdecC6XALmytT/x86OHTtSLX1Tq9VKDEGdEiVKGKyUyeh9scQW5euuKzIy0mynOtjmnoBhQu7Vq1cb5HPR2b17N7/88ovBa8aek6W28zq0b1vdt1fdnoQQQgghhBDiTaQ/49ua3IY6np6ezJo1C0ju9P7666+VnIOW6IeJGjJkCCqVyuh/+n05K1assLpu1oS8MsaaUFG2Lvu9996z+F7d3+XWsnUdU+ZN1qfre9MfOLFGqVKl2Lt3r8EEyfPnzzN9+nQaNmyIp6cn3bp14+zZs2kqF1D6KwGjYajSYvTo0QBMmDCBbNmyASgTuUeOHEnTpk1xd3dn6NChNGnShLi4OIttVX/gQr+umeW1WHHx8OFDTp06xb1794iIiCA2NlaZEQtw4MABypYta3LUTghTrl27psQXLFasGB07drT6vdYOXFjbcZ4zZ04KFCiQar+XlxcdOnRg48aNxMTE0LNnT7y9valZsyYeHh6o1WqePXvG1atXOXnyJA8fPqRv376pyrGUwyBfvnx8+eWXrFmzhvv379O6dWs6depE0aJFiYqK4vTp0+zbt09Zejlq1KhUS+wCAwNZsmQJy5Yto0qVKlSpUoUiRYrg7OzM48ePOXPmDH5+fmg0Guzt7Zk4caLBLy39OlpKzG1u4OLRo0dKx7S1Axym7n/58uXJmTMnkZGRnD9/nnbt2tG0aVNy5MjB7du32bNnD48ePeLLL79k/fr1aLXaVB3nGb0vltii/JIlS3Ly5EnUajXffPMNrVu3Vjra3dzc+PTTT216TwCqVatG2bJlCQoKIjIykrZt29K1a1eKFSvGs2fP8PPz48SJEzg4OCjnK1CggNFZBpbazuvQvm113151exJCCCGEEEKIN9GZM2eU7SpVqqTpvd27d+evv/5i//79XLx4kenTpysdvaY8e/aM3bt3p7mef/75J5MnT7bq7zT92f9r165VcgpYki9fvkwv+1X83amro5OTE/7+/la/z1SUhVfls88+Izg4mP/++48tW7awZ88eJWTUy5cv+fvvv1m/fj2zZs1i8ODBVperH7paN9iQHj4+PgQEBFCpUiU6dOgAJIf9OnXqFAC1a9c2OL5u3brs2bPHIPqFpfplRb7pLO3p8PX1ZcmSJVy6dCnVPv2BixkzZnDnzh1atmzJ0KFDzSZCFkLftGnTlFnPw4YNS9OXrP6XoC62vo6uE9XNzc1iiBbdsebi2P/yyy/ExsYqs7R9fX3x9fU1eqxKpTIaPu3y5csW6zR8+HBCQ0Px9fXl0aNHSpImfe7u7kyePJmGDRum2qcbwNFoNJw+fdrk6hBPT0+mTJlC3bp1DV7X3Yvs2bMbzQFg7X1Nz8oMU/ffycmJ4cOHK3Eur1y5YlC+o6Mjw4cPp3r16spM+ZSdzRm9L5bYovwePXrg4+PDixcvUpXh7e1tMHBhi3uiM336dLp3786zZ88IDw9n7ty5BvtdXFz47bffGDt2rNlyLLUdyPr2bav79qrbkxBCCCGEEEK8aZKSkjhy5AiQ3GdgKhSxOYsXL6ZcuXLExMQwceJEpYPXlPXr16NWqwEYPHgwn332mdnj58+fz+HDhwkLC2PHjh0GSatN0eVdgOS/KStVqmT5Qqz0Ksu2FV0d4+PjKVCgAHny5MniGpmWLVs2GjdurOQDCQ4OxtfXly1btnDw4EE0Gg1Dhw6lefPmBpOhzdGPCqMffjotNBqNEsli0qRJygDD06dPlfabMq+0LuS6pXyk+nWyNoKNLWXJwEV8fDyjR49m165dQPISHZVKpSzVSTmC8/DhQ5KSkvDx8eH48eMsXLjQ6lFC8e46cuQIx44dA6Bq1apGOyrN0Y87f/XqVaWd6n6G5M5wcyOOT58+VZLmmutgd3R0ZMaMGXTo0IGtW7dy7tw5Hj9+THx8PC4uLuTPn5+SJUtStWpVGjRoYHT0W7+D3lSdHB0dmT9/Pnv27GHz5s1cunSJ6OhoPDw8KFy4MF988QXNmzc3GStyxIgR1KtXD39/f4KCgggLC+PJkyeo1Wrc3d0pXbo03t7etG7d2ugXmqX7Zu19tXbg4tmzZzx+/NjicR06dMDDw4MVK1YoA0AffPABdevWpXPnzhQuXFhZuaOrn76M3hdLbFF+oUKF2LhxI4sXLyYgIICnT58qS2ONrRrK6D3RKVGiBFu3bmXhwoUcPnyY8PBwXF1dKViwIJ988gk9e/ZErVYrsUpNPSdr2kZWt29b3bdX3Z6EEEIIIYQQ4k2ze/duJVRUmzZtcHFxSXMZxYoVY8KECQwbNoz4+Hi++eYbs8evXbsWSF5pMGbMGIsTqVUqFYcPHwaSk3RbM3BRtmxZZfvQoUNmB1POnj2Lr68vxYoVo06dOhZXXbzKsm0lLXXcvHkzDx48oFixYnz++ecGeTNepaioKK5evUquXLkM+go//PBDPvzwQwYOHMj48eMZN24cSUlJ7N+/n2+//daqsvVzgxoLr22NdevWcenSJWrWrEmzZs2seo9uknfKENcp6dfJWBSTVy3TBy40Gg0DBgzgxIkTBjHFTMUXe/78ObGxsUpH1ePHj/n666/ZuHGjJCMVZtWpUydViKe0yJ49u8n365J2W+Lp6ZmmOtSoUcMgL0BaHDhwwKrjVCoVTZs2pWnTpmk+h7OzM3Xr1k33DG9LdbT2GgYMGMCAAQMsHpc7d26r73/9+vWpX7++yf3t27enffv2Rvdl9L5YYqvyixUrxrRp06w+PiP3RF++fPmYMGGC2WMsPac3oX3rZPS+ver2ZGvqROP/0NEkxBvdNicpzrrj3kamrj0hwfw/JIX1EhI0aJM0qDQQH5e2hHzizWDq85KYoDbzngSD/5sSn6Sxuh5pOVYIIYQQlsXFxTFy5Egg+W++tITiSemHH35g/fr1nD17liNHjqTKOahz7do1AgICAGjUqJFV0V9atGhBrly5eP78Ofv27eP+/fsmIwboVKtWDXd3dyIiIli3bh0TJ040WCmh75dffmHPnj1Aco4FS4MLr7JsW2nUqJGyWmD+/PkmBy5iY2Pp168f4eHheHh4mM0JmR52dsbTQEdGRpI7d240Gg09evTgzz//NHpc48aNGTduHJDcXq1VsmRJZfv27dtWv08nMTFROa9+9CJIXlVhb29PYmIioaGhBpFlHjx4AKReiZHSnTt3gORVTvqDLJkl0wcu5s+fz/Hjx5WBiA8//JAvv/ySKlWq0K9fPyU+mM57773HpEmTWLJkCffu3UOlUhEREcGYMWMMEuQIIYQQIvPdC4sy+rr60c00lxV9I+3veds9vBeZ1VV4K4Xz7g6SvYuePzG9BN7aP3rvRMbaqjpCCCGESIOoqCi6d++urGjv3bs3VatWTXd52bJlY/ny5VSrVo3ExESTkxf0+xw7d+5sVdmOjo507NiRJUuWkJSUxKpVq5ROeVOcnJzo378/U6dOJSIigu7du7Nly5ZUqwlWr16tDCzUrFnTaAjxzCzbVmrUqMEnn3yCv78/R44cYeLEiUbv2YABA5RE3v37989QPghjdPckZQLqnDlz8tlnn3HkyBE2bNjAwIEDqVatWqr3//PPP8p2WtrnRx99hKurKzExMVy4cCHN9V6+fDk3b96kUaNG1KtXz2Cfo6Mj5cqV4/z58+zatYs6deoo+3TPu3r16mbLDwwMBDB6zZnB+HDSK/L06VNWrVqlDFp06tSJLVu20LFjR4oXL250dMve3p727duza9cumjdvrqzMOH36tEFSHiGEEEIIIYQQQgghxJvj/PnzBv+dO3eOI0eOsGnTJoYMGUKxYsXw8fEBkju5582bl+FzVqpUiSFDhpjcr9Vq+euvv4DkFfGtW7e2uuwePXoo2ytXrjQZYUbfL7/8ooRw3r17Nx9//DHLly/H39+fnTt30qdPH77++mulPgsXLrS6Pq+ybFtZvnw5rq6uAPz66680bdqUzZs3ExAQwIYNG/D29mb16tVA8goF3eobW9KtMAkMDGTt2rWcOnVKCf2uy8kZHx+Pt7c3I0aMYNeuXfj7+yv92nPmzAGSo7+kTIRtjoODAzVr1gRQVvhYKy4ujkmTJgEo/09J1x5nzpzJb7/9xqFDh+jevTtnzpzBzs6Or776ymT5kZGRSnSMlIMimSVTV1z4+PgoYZ8qV67M+PHjrX6vo6Mj06dPJywsTElUumvXrgyNsgohhBAi/Rb8VN8gJim0sviejSlf6GTLGr0damV1Bd5SQUFBxMXF4ezsnKLdirdTc5N7hmI+sabOMltVRQghxFtBEx9P5MWgrK7GK6OJz5oVqdYk2VapVPTo0YOFCxemK7eFMePGjWPz5s3cvJl61ffhw4eVEDnNmjUjR44cVpdbs2ZNSpQowY0bN7h9+za+vr40atTI7HtcXV3x8/OjTZs2+Pv7c/nyZaP5N3LlysU///yTphURr7JsWylbtiy+vr60bduWR48esWfPHmVFgL6PPvqI3bt3v5Jcjy1atODQoUMkJCQonf1Lliyhb9++1K9fnzlz5jB06FCio6OZPn0606dPT1VGtWrV2Lx5c5rP3aZNG3x9fbl06RKPHj2yOkzX/PnzefDgAa1btza5cuK7775j48aN+Pv7M2rUKIN948aNM5tDWpdwHKBt27ZWXo1tZeqKi+PHjyvbAwcOTPP77ezsDOLY6ZarCCGEEEIIIYQQQgjxymi1aOLi3tr/sGJlQGZxdnYmX7581K1bl1GjRnHx4kVWr16tzMq3BRcXF5YuXWp0ny4pN1gfJkpft27dlO3ly5db9Z58+fJx/Phx1q9fT8uWLfnggw9wdHTEzc2NSpUqMXr0aK5cucLnn3+e5vq8yrJt5dNPP+X69evMmDGDOnXq4Onpib29Pbly5aJu3bosWLCA//3vfxQpUuSVnP+HH35g0qRJeHl54ejoSJ48eYiIiFD2Dx48mLNnz9KvXz/KlCmDm5sbDg4OfPDBBzRr1ow///wTf39/q3KhpNSxY0ccHR0B2LFjh1XvefnyJdOmTcPOzo6JEyeaPM7R0ZH//vuPIUOGkD9/fpycnKhYsSJr1661GMZs27ZtAFSoUIHy5ctbeTW2pdJas2bJRurVq8ejR49wdHTk3LlzqeKRff7559y9exeVSsWVK1eMlqHVavn444+JjY0lZ86caV5GI4QQQoj0CQoKMpiRcenSJZm5Lt4YsuJCvImk3Yo3lbTdd9eb8O/FkJAQ4uPjcXJywsvLy+Lxlyf9RtyjR5lQs9eDc758fDTm56yuhhDvlH79+rF06VK8vb05cOBAVleH+Ph48uXLR0REBGvXrjUYjHuVUn4/Z2qoqGfPnqFSqfDw8Eh3EhWVSkWuXLmIjY1NlTBFCCGEEEIIIYQQQghbkU58IcSrNnLkSFauXMmhQ4e4fv06JUuWzNL6bNiwgYiICLy8vOjSpUuW1SNTQ0U5OTmh1WpRq9UZKufFixcAuLm52aJaQgghhBBCCCGEEEIIIUSmK1asGF26dEGr1dokAX1G6eowYsSIdC8+sIVMHbjInTs3kLzyIjw8PF1lXLt2jaioKFQqlVKeEEIIIYQQQgghhBBCCPEmmjRpEu+99x7Lly/nURaGp9uzZw9nzpyhYsWKfPXVV1lWD8jkgYsKFSoo29YmG0lpzZo1RssTQgghhBBCCCGEEEIIId40hQsX5vfffyc2NpZJkyZlSR20Wi2//vor9vb2rFq1CgcHhyyph06m5rioV68eO3bsQKvVsmjRIpo0aULevHmtfv++ffvYvHmz8nPt2rVfRTWFEEIIYYXvph/gPc8baXrPH7nXWD4ojUaWeB+Awese27zs151fiaydAZPZcjtuTvVavGc5I0eat3fvXuqVN5zFtDjx1cVuXdb041dWthBCCCGEEOLt0K9fPzZt2sSSJUsYMGAAH330Uaaef82aNZw5c4bRo0dTuXLlTD23MZm64uKLL76gcOHCqFQqIiMj6dGjB9euXbP4vsTERJYvX87QoUOV1/Lly0fjxo1fZXWFEEIIIYQQQgghhBBCiEzh6+tLQkJCpg9aAPTs2ROtVptlKz5SytQVF/b29vz8888MGDAAlUrFnTt3aNu2Ld7e3nzyySfExMQoxwYHB3P//n1Onz7N3r17efz4MVqtFgCVSsXw4cOxt8/U6gshhBBCCCGEEEIIIYQQ4hXL9J5/b29vhg4dyowZM1CpVCQmJuLr64uvr69yjFarpU2bNgY/Q/KAhVarpXfv3jRt2jSzqy6EEEKIFEoUyomzg/l/TsQlJHLjXmSq1x3zFcfOwSld59UkxKN+dNPkfrcSxcnmnL6yX3dJcfFE30h97fkL5cTBIVsW1OjVSkhI4qGR9mNM3rx5TcZhjY6OJjExkZcvX1osp0hOF5yyZWxhcnyShjuRsRkqQwghhBBCCCHeVVmyZOHrr78mX758/PrrrwarLCB5cAIMByt0AxbZsmVj2LBh9OrVK7OrLIQQQggjnB3scXFO3z8n7BycsHNysXGNkmVzdiKby6sp+3Xl4JANp3Q+i7eFg4MDjo6ORvfFx8ej0WisKscpmx3O9m/fIJAQQgghhBBCvCkyNceFvubNm/Pff//Rt29fPDw80Gq1Bv/paLVaXF1d6dixI7t27ZJBCyFeU2q1mnLlylG6dGmGDBmS1dV5J/Xp04fSpUvz2WefZXVVhBBCCCGEEEIIIYRItyydlufh4cGQIUMYMmQIt2/f5vLlyzx//pyXL1/i7OyMu7s7xYsXp2zZstjZZdkYi3jLXL16lZYtWwJQs2ZNVq1alWV12b17Nzdv3sTR0ZF+/fplWT1s4caNGyQkJADw4YcfZnFtzHub7ru+4OBgAMqUKZPFNRFCCCGEEEIIIYQQIv1em3gCRYsWpWjRolldDfEOuHLlirKd1R3sixYt4tq1a3z00UdvfAf65cuXle2PPvooC2ti2dt033UeP37M06dPgdf//gshhBBCCCGEEEIIYY4sYxDvHN2sdMjagYu4uDhu3kxOrvo2zJDXHxB6na/nbbvvOq/TgJwQQgghhBBCCCGEEBkhAxfinfO6dLAHBweTlJQEvB0z5HUrLvLkyYOHh0cW18a0t+2+6+i367fpuoQQQgghhBBCCCHEu8fmoaJOnz5t8HO1atVM7rMF/fKFsIZuxYWTkxNeXl5ZVo+goCBl+02fIa/VapX7+rp3mr9N912fbuDCzc2NwoULZ3FthBBCCCGEEEIIIYRIP5sPXHTv3h2VSgWASqUyiHuvv88WUpYvhCUPHz4kIiICgBIlSmBvn76PQFBQEIcPH+b8+fPcvHmT8PBwEhMTyZkzJx9++CEtW7akZcuWRtt727ZtDTrPAbp27ZrquPnz59OoUSMAPvnkE54/f069evVYsmQJDx8+5J9//uHAgQPcv3+fmJgYBg8ezIABAwzKePbsGTt37mT//v3cu3eP8PBwcuTIQYUKFejcuTP16tWz6npDQ0NZu3Ythw4d4uHDh7i5uVGxYkX69+9PhQoVuHPnDjExMYDlVSxqtZpt27Zx8OBBgoKCePbsGY6Ojnh5edG4cWO+/PJLXFxcrKrX4cOH+e+//zh79ixPnz4lNjYWd3d3ypYtS8OGDWnYsCG5cuUC0nff/f396dmzJwCTJk2iQ4cOJuuyfPlyfv/9dwB8fHyM3oe7d++yadMmTp8+za1bt4iKiiJ79uzkzp2bIkWKULNmTby9vSlUqJBV169PN3Dx4YcfolKpePHiBVu2bGHv3r3cunWLmJgYChcuTKtWrejdu7fFtm+L55SR6/X29iY0NJQqVaqwbt06zp49y+bNmzl79iyPHz9Go9FQtGhRWrVqRbdu3XB0dHyl15OWz6Ct201G76UQQgghhBBCCCHEm+aVJefWarXp2mcNlUqV4TLEu0l/oCu9YaLmz5/PvHnzjO57+vQpx44d49ixY+zcuZMFCxYYdKgmJSUp+RUsKVWqFABhYWE8f/5ceW3r1q1MnDiR6Ohog+NLly5t8POmTZuYOnUqUVFRBq+Hh4dz8OBBDh48SJs2bZg8eTLZsmUzWY+///6b6dOnExcXp7wWGxuLn58fR44cYdq0aQYDNOZWMRw7doxRo0YRFhZm8LparebChQtcuHCBrVu3snz5cvLly2eynOvXr/PTTz8ZHbh88uQJhw4d4tChQ5w+fZrp06en676DYT4USytJdAMHDg4OFC9ePNX+BQsWsGjRIhISEgxej4iIICIigpCQEA4ePEhoaCgjR460qq460dHR3L17V6nn4cOHGT16NE+ePDE47saNG8ycOZNLly4xd+5ck+XZ4jll5HojIyMJDQ0Fktv1+PHjWbduXapzBAcHExwczLFjx1i6dKnJwZiMXk9aP4O2bDfwatuOEEIIIYQQQgghxOvolQxcvMpBC1uVId5NtshvcfHiRVxcXKhatSrly5encOHCuLi48Pz5c4KDg9m1axcvX77kyJEjLF++3GAVRFJSEjNnzgRgyJAhxMfHU7FiRfr27ZvqPLqZ0/qdoEFBQSxbtgxnZ2c6depE5cqVUalUXLp0yaCDdPbs2SxevBhIDonVrFkzKlasSI4cObh58ybr168nPDycrVu38v777zNkyBCj17p06VKlvq6urjRv3pyKFSvi6OiIv78/Pj4+jBkzhoYNGyrvMdVRu337dkaMGIFGo8HJyYnGjRtTtWpV3NzcuHfvHj4+Pty6dYvr16/z/fffs3HjRqMrVk6ePMm3335LbGwskNyR3KhRI4oWLQokz0w/dOgQFy9epGzZsum+7/B/7cXe3p6SJUsavS4d3SBKsWLFUs3+X7BggTJQ4O7uTtOmTSlRogS5c+cmLi6OW7duERAQQGBgYLpCbQUHByvfi2FhYQwYMABXV1e6d+9OuXLl0Gq1BAQEsG3bNjQaDfv27eP06dNGQ+3Z4jll9Hr1P6d+fn6EhYXh7OxMs2bNqFKlCvb29vj7+7Nt2zaSkpI4fvw4q1at4ptvvnkl15PWz6Ct2o0t7qUQQgghhBBCCCHEm8jmAxdr1qxJ1z4hMoN+B2R68xt069aNOXPmmAwrM3DgQDp06MDDhw/x8fExGLhwdHSkYcOGPHz4kPj4eABq1Khh0PGfkn4n7vHjxyldujSLFi2iQIECyuutW7dWtjdt2qQMWpQqVYqFCxemCh/TsWNH2rVrx5MnT1i5ciVdu3Ylb968BsccO3aM2bNnA8mDPPPmzTMop2XLllSvXp0RI0awfft2wHR+hXPnzjF69Gg0Gg1lypRh/vz5FCxY0OCYPn36MGrUKLZv386FCxc4ePAg9evXNzjmxo0bfP/998TGxuLq6sr48eNp2bJlqvMNHDiQkydPKknC03Pf4f/uffHixc2GIoqJieH27dtA6nYVHh7OokWLgOTwR7NnzzbZdkJCQsiRI4fZOpmrJ8D+/fv57LPPmDlzJu7u7srrbdq0wcvLSxnAOX78eKqBC1s8J1tcr/7nNCwsjJIlSzJv3jyKFSumvN6qVSuqVKnC6NGjgeSVQSkHLmzV7tL6GbRFu4HMaTtCCCGEEEIIIYQQryObD1xUr149XfuEyAy6DkWVSpXugYvatWub3Z8nTx6aNm3KihUruHv3LklJSalCMaVl5Yd+J27+/PlZvXo1uXPnNnrskydP+O233wDIly8fq1evVjrv9eXNm5c+ffowdepUEhISOHz4MB07dlT2x8XFMXLkSDQaDXny5GHZsmXkyZMnVTmtW7dmzZo1Su6I0qVLp5qtrlarGTZsGGq1Gi8vL1auXGm0/g4ODowZM4Y9e/aQkJDAkSNHDDqQk5KSGDx4MC9fviRbtmzMmzePzz77zOR9+/TTT1O9lpb7rlarCQkJserY4OBgNBoNkLoD+ujRo0qInyFDhpjNo5DeZPH611WpUiUWLVpktMO8ZcuWysCFLvSRjq2eky2uV/968uTJw4oVK1INrAG0a9eO1atXc/36dR4+fMj9+/eVgQlbXQ+k7TNoq3YDmdN2hBBCCCGEEOb9s+I0z8OjLR/4lsjl4UbnPqlX59tSvXr1OHz4MJC2qCq6/oa6dety6NChV1G1NLt9+7YyyW7EiBFMnTo1i2uUcePGjWP8+PFA8t/nKf9eVavVTJkyhfXr13Pv3j2cnZ3Jnz8/e/fupXv37hw+fJi8efPy6NGjTK+7/vMYO3Ys48aNS3dZWq2W+vXrc/ToUQIDA5WoHrp98+fPZ9GiRYSEhODu7k7z5s2ZOHEi+fPnN1nmixcv8PLy4sWLFwQHB5v9W3716tV89dVXb027So9XluNCiNfNy5cvefDgAZAcDih79uyv7Fy6vBKmfgGnZeWH/rFjxowx2WEKsGzZMiXu/oQJE4wOWuhUqVJF2dZ1tOqsW7dOyY8wbNgwo4MWOlWrVlUGLoyFqlm3bh33798Hkn9pmKt/zpw5KVSoECEhIcqz0tmwYQM3btwAoF+/fmYHLUxJy32/ceOG0mlsqQNav6M9Za6RZ8+eKdthYWEGOTRsRX9AbsKECSZn+eu/nrL92+o52eJ69e/nTz/9ZHTQApKv9+OPP+b69esAPHr0SBm4sNX1QNo+g7ZqN5A5bUcIIYQQQghh3vPwaJ6ERVk+UIh3RJcuXdiyZYvyc2xsLLGxsXzwwQdZWCvbmz17NocOHaJ///4GgxYAI0eOZPr06crPYWFhrFixgr179xIQEGAQoUHfjBkzCA8Pp3///hYnIPbo0YO5c+fy+++/06JFC2rVqpXxi3rDZPnARVhYGElJSSYb95EjR7h69Sp169aVThuRIVeuXFEGEtKb3wIgPj4ePz8/Dhw4wJUrV3jy5AlRUVEkJSWlOtbT09No4mtdR6iLi4uSm8GY2NhY7ty5AyTHwDcX2kitVrNt2zYAypYtS926dc1eR86cOQ2uSd/atWuB5JUZLVq0MFuOfjJjY4MBuhBxBQoUICoqCl9fX7PlpUwmrrNixQogOc5/nz59zJZhirX3HdK2OkM/SXjKe6B/nmHDhjF8+HCaN2+Os7OzlbU2LzExUem4r169utEOcB1dWCIg1S9RWz2njF6v/oqF/Pnz07x5c7PH689k0K1eANtdT1o+g2C7dgOvvu0IIYQQQgghrKdSgYNj6r/v3xYJ6iQkpayw5PLly8qgRdGiRfn9998pVKgQcXFxRvu/3lT37t3jl19+wc3NjbFjxxrsCw4OZsaMGQB07tyZfv36cevWLX766ScePHjAsGHDWL9+faoynz59ypw5c3B2dmbMmDEW62BnZ8fUqVP54osv6NevH+fPn8fePsu78jNVll3tuXPn+OOPPwgICKB///4MHjzY6HEnTpzgzz//ZNasWVSvXp1ff/2V4sWLZ3JtxdtAv0MxvWGiDh06xLhx43j48KFVx1sKhVOqVCns7OxMvv/atWtKZ2zjxo3NniswMJCIiAgAmjRpYrFuupUZYDiIce3aNUJDQwFo3ry5xV88+uWk7KgNDg5WZrA/ePCA7777zmK9dHLlyqVsX716VZk937Rp03SvlrH2vusfC9Z3QHt6euLp6Wmwr169elSvXp1Tp04RERHB6NGjmTx5MjVr1sTb25sGDRoYXGta3bx5E7VaDWBxFYpugAOgRIkSyratnhNk/Hr1Vyw0adLE4nOKiYlRtnUrjGx5PWn5DILt2g28+rYjhBBCCCGEsJ6DYzaKFDcd1eBNd+dmOOr41BMyxbtn3LhxJkMs6f/NO3r0aNq3b2+w/3UJ4ZVRw4cPJyYmhhEjRhhM2IXkCA8ajYZy5cqxbt06VCoV9erVI0eOHLRv354tW7YQFxeXatLhlClTePnyJUOHDjW5IiOlzz//nNq1a3P06FEWLFhgsv/8bWW+R+gVWb16Nd26dSMgIAAwnAWc0oMHD9BqtWi1WgICAmjTpg379+/PpJqKt4l+uJf0rLjw8fHh22+/VQYtypcvT+/evRk3bhyzZs1iwYIFLFiwgF9//VV5j7HZ79HR0dy7dw9IW5ioqlWrmj323LlzynbFihUtXk9YWJiyrZ+wWPe5hOQE1pboPr/29vapVkWdOnXK4vtN0Z9t7u/vr2zXqVMnXeWl5b7D/937AgUKmE16nJCQoAwIGCvXzs6OZcuW8d133ymdzDExMfj6+jJ69Gjq1KnDzz//zNOnT9N8TWD4j4by5cubPdbUDH9bPSfI+PXqX0/K5OHG6FZD2NnZKSGlbHk9afkM6h+f0XYDr77tCCGEEEIIIYQQaaE/edVSJIs31YULF9i4cSP29vb88MMPRvdD8mRD/TyvunyZarWaa9euGbznwYMHLFq0iPfee4+RI0emqT7Dhw8Hkgc+9CdvvgsyfcXF9u3blYQiKpUKrVardDwZo9FolONUKhVqtZohQ4awevVqqzqRhNBJy0zolB48eMC4cePQaDTky5ePOXPmULlyZaPH6sI1mTpPcHCwErIqLQMXxvJH6NNfBWIuEZBOYGCgsl2pUiWj5RQpUsRsGVqtltOnTwPJq0tS5lbQT8R06tQpg5UdaaE/yFK4cOF0lZGW+w7JqzzA8n2/cuWKskLAVJgmZ2dnBg0axIABAzh//jwnTpxg//79XL9+HbVazZYtWwgMDGTLli1pDgOUlpVEpjrVbfWcdDJyvfrXY6n9aTQazpw5A0C5cuWUlTi2vJ60fAbBtu0GXm3bEUIIIYQQQggh0kI/RPPbGrZoypQpaLVamjZtmmq1BfxfqOmUERD0+1levnxpsG/8+PHExcXx008/GY24YE6TJk3Ily8fjx49YtmyZe/UqotMXXHx4sULJk+eDCQPWmTLlo3u3bubzYy+YMECjh07xqBBg3B2dkalUpGYmMjIkSNJTEzMrKqLN1xCQoKS2Nnd3d3oF485mzdvJjY2FoCpU6eaHLQA8PPzU7aNdV6mZeWHrhP3/fffN5sQGAxj9Lu4uJg9FmDPnj1Acie2fvg1/YTAljpC/f39lUEFY9eiX1ZGkqHrl2NuFrs5abnvoaGhvHjxAoCSJUuaPfbIkSPKtqWBA3t7e6pWrcqgQYPYuXMnq1atUhKf37x5k+PHj5t9vzG6NpIvXz6zYYM0Go0y4p/y+m31nFJKz/XqPydLdTl+/Djh4eFA8kwHHVteT1o+g6+q3cCraTtCCCGEEEII8bZQqVSoVCqWL1+OVqvlzz//pF69enh6euLi4kLp0qUZNmyYwcRIY+Lj41m3bh2NGzemcOHCODk5kTdvXpo2bcrmzZvTVbfo6GjmzZtHs2bNKFSoEK6urri6ulKwYEFatWrFP//8YzAgkNLFixcZMGAAZcqUwdXVFTc3N4oVK0bXrl2Vvh1Tdu3aRceOHSlUqBCOjo64u7tTrlw5vv/+e4KCgoy+Z9y4ccr91P2N3qtXL1QqFV999ZVynLe3t3KcLhqHbhWCuX63hw8fMnLkSCpWrEjOnDlxdXWlZMmS9O3bl4sXL5q9HoC7d+/yww8/ULZsWdzc3MifPz9ffvmlyetJi8ePHys5PLp37270GHd3dwDl73+d58+fK9v6fVc3btxg1apV5M6dmyFDhqS5Tvb29nTq1AmAxYsXp/n9b7JMHbjw8fEhMjISlUqFq6sra9asYfTo0RaTbnt4eDBgwADWrl2rdMg+ePCAXbt2ZUa1xVvg5s2byuzm9ISJ0i0Dc3Jy4tNPPzV5XEhIiDJw4eDgYDQfi25GtkqlMjvTWqvVmuxoNka/g1aX68KUffv2Kb9U2rZta7C0TT+ngKVcHkuXLlW2jQ3SODg4KNuW/nFgjn45+p3SaWHtfQfD8HX6YbRSio2NZePGjcrPlspNqWbNmvz888/Kz+kJ+aO7Lktt5NatW8qSwpTH2uo5WWLN9equB+DJkydmy9MlbHd2dlZ+iYPtrietn8HMajdgm7YjhBBCCCGEEG8btVpN8+bN6dWrF4cPHyY8PJy4uDiuXbvGzJkzKVOmjEEECn13796lZs2adO3alX379nHv3j3UajWPHz9mz549tG/fnnbt2il5Jq1x8uRJvLy8GDRoELt37+b+/fvExsYSGxvLgwcP2L59O126dKF58+ZGJ2ivWrWKypUrs2jRIoKDg4mNjSUmJobbt2+zbt06mjZtSvv27ZU+L319+vShefPmbNq0ifv375OQkEBkZCRBQUHMnz+fChUqKEmmM8umTZsoWbIk06ZN48KFC7x48YLY2Fhu3LjBsmXLqFSpEuPHj1ciZqS0Y8cOPvzwQ/744w8uX75MTEwMjx49Yv369VSpUsUgCkp6rFu3joSEBLJly0ajRo2MHqML033o0CGDeh44cABI7qPQ/zv/119/JTExkREjRqQ7IoQul21wcLBBiPe3XaYOXBw9elTZ/uGHH/j444/T9P5y5coxaNAg5Wf9me1CmKMf2z89Axe61QyJiYnEx8cbPUatVjNq1CjlF03x4sVThU4ClKTBnp6euLq6mjznvXv3lNiB1tRZf4a3LnyOMWFhYcrKp1y5ctGjRw+D/R988IGyffLkSZPlbN26lRMnTig/G5s1rh/qZ+/evWZqb16hQoWU7fTOLLf2voNhwmfdShtjpk+frnSMOzg4mEzGbo7+CH1aw2A9ePBAGaRKS9ixlMfa6jlZw9z13rt3z2D/+fPnTZazfft2pX126dLFYKmlra4nrZ/BzGw3kLG2I4QQQgghhBBvo4kTJ7J7926qV6/OX3/9hb+/P5s2bVImoT5//pzevXunel90dDR169blf//7HwDNmjVj06ZNnDx5krVr1yqd1Vu2bGHEiBFW1SUsLIwmTZrw+PFj3NzcGDZsGDt37sTf3x8fHx+GDRumTNDes2cPy5cvN3j/9evX6d+/P0lJSRQvXpwlS5Zw/Phxjh8/zvLly5W/Uzdv3szcuXMN3rtmzRpWrlwJJOde2LBhA6dOncLPz48pU6aQO3duNBoNw4cPN9uHpDNhwgTOnTvH+PHjldeWLVvGuXPnOHfunEFfkik7duygU6dOREdHU6BAAaZNm8aRI0c4ceIES5YsoWzZsmg0GsaNG8dvv/2W6v3+/v60adOG2NhY3NzcGDt2LEePHsXPz49BgwaRlJSUrhUN+nQDH1WrVjU5yNCxY0dUKhWBgYF069aNQ4cOsXr1ar777jsAOnXqpPQHXrx4kQ0bNpAvXz4GDhyY7nrVqVNHmaS5ffv2dJfzpsnUgQvdTNps2bLRrl27dJXRtm1bZUb4pUuXbFY38XZLSx4AY3RfwElJSUaXBj5//pxvv/3WIEG2qY7OpKQkACIjI812bqY1J0f9+vWV+ILLli0zWKKmExISQu/evQkLC8POzo6JEyemCr2kn5B79erVBvkCdHbv3s0vv/xi8JqxOtavX19ZzTFv3jwlH4YxWq2WU6dOKb9Y9emHAVqyZIkS9suYkydPGs2bY+19h/9b9gfJv1h179VRq9VMnjyZdevWKa+VKFHCYKb/lStXmDVrltkZ/8HBwcyfPx+AvHnzWpWMWl9a2oi5Y23xnGxxvfqDK5C8osdYO96/fz9jxowBku+7/oC2ra5Hd0061nwGbdFudOd91W1HCCGEEEIIId5Gjx49okOHDpw4cYKuXbtSo0YN2rdvz+HDh6lSpQoA//vf/1L9/TlhwgRlFf348ePZuXMn7du355NPPqFbt24EBAQoE7AXLFhAaGioxbrMmDGDyMhIADZs2MDvv/9Os2bNqFGjBq1ateL3339n//79yt+v//77r8H7161bh1qtJlu2bBw8eJC+fftSs2ZNatasSZ8+fTh+/Lgy0VMXkUBn1apVAJQtW5a9e/fSsWNHqlWrRv369fn555/Zu3evcl5jfw+nVLhwYSpVqmQwaa5EiRJUqlSJSpUqGZ24qy86OprevXuj1WqpWrUqly5d4qeffqJ27dp8+umn9O3bl7Nnz9K4cWMgeZVCSEiIQRmDBw8mKSkJZ2dnDh06xLhx4/jss8+oX78+f/zxBz4+Phavwxy1Wq1MkKxYsaLJ48qUKcOoUaOA5Gfk7e3NV199xdOnTylatCjTp09Xjh09ejQajYYxY8ZYnERrjouLixKx6ODBg+ku502TqVlUIiIiUKlUvP/+++l+WDly5CBPnjyEhYUpsc2FsET/F9LZs2eV2ffmfPzxx3zyySdA8ki7LjTZpEmTuHTpEtWqVUOlUnHp0iV8fHyIiooyOM7UAEnJkiU5efIkarWab775htatWysdnm5ubsosgLTkZIDkHAdffvkla9as4f79+7Ru3ZpOnTpRtGhRoqKiOH36NPv27VNWjIwaNcrosrdq1apRtmxZgoKCiIyMpG3btnTt2pVixYrx7Nkz/Pz8OHHiBA4ODuTMmZPIyEgKFChgdCTay8uLDh06sHHjRmJiYujZsyfe3t7UrFkTDw8P1Go1z5494+rVq5w8eZKHDx/St2/fVOWUKlWK5s2bs3PnTiIiImjXrh3NmzencuXKZM+encjISK5cucKRI0d48OCBQf6AtN53SF72p7u28+fP065dO5o2bUqOHDm4ffs2e/bs4dGjR3z55ZesX78erVab6nkHBgayZMkSli1bRpUqVahSpQpFihTB2dmZx48fc+bMGfz8/NBoNNjb2zNx4sQ0J7ZKT76UnDlzUqBAAYN9tnhOtrhe/YGChg0b4uvrS9u2benSpQsFCxYkPDycAwcOKCt9cuTIwdy5c1P9PrFVu0vrZ9AW7cZW91IIIYQQQggh3kXZsmVjzpw5ZMuWzeB1BwcHevbsydmzZ4HkkOC6v8c0Go3S0V+5cuVUEzUhueN40qRJNG3alMTERA4ePEjXrl3N1uXBgwfkzZuXggUL0qxZM6PHfPbZZxQoUID79++n6qvSTSTNnj270ZwRuXLlYuLEiQQFBVGiRAm0Wq0yGKF7b+HChVNNloPkvp+ff/4Ze3t7gwmsr8qaNWuUEMfLly83mPin4+TkxLJlyyhSpAhJSUksXrxYGQQIDAzk1KlTQHIUn6pVq6Z6f7NmzejVq5dVAzHGXLp0SekzK1u2rNljJ02aRPHixZkzZw7BwcG4u7vTunVrJk6cyPvvvw9AQEAAO3bsoEiRInzzzTcAynVt3bqViIgIypQpw8CBA616BuXKlSMoKIhz586RlJSUqo2/jTK1p8POzg6tVmsQTiM9dLNY34UHJGxDvwNyw4YNVr1n0qRJysBFgwYNaNu2LVu2bFFWXeivvMiePTtTp07l5cuXysCFqY7OHj164OPjw4sXLzh9+rTBbHBvb+9UAxdubm5Wh4EZPnw4oaGh+Pr68ujRI/74449Ux7i7uzN58mQaNmxospzp06fTvXt3nj17Rnh4eKolhy4uLvz222+MHTsWML+K5ZdffiE2NlaZge7r64uvr6/RY1UqlclR7YkTJ/LixQuOHDlCXFwc//77b6rZCAC5c+cmb968qV639r5D8i/L4cOHK7P6r1y5YtCp7ujoyPDhw6levboyez7lPdCtMNNoNKnOp8/T05MpU6ZQt25do/vN0YVAc3NzMwinZYyuPZnKp5DR52SL69Xd4xw5cjB58mTu3r2rxCFNqWjRoixYsMBoHhlbXA+k/TNoi3YDmdN2hBBCCCGEEOJt9NFHH5kMW1SsWDFl++XLl8r2qVOnlByLXbt2NcgDqu/zzz/n3LlzlCpVyqoJ2bq/+8wl3obkiaj3799PFZpc9/d7ZGQknTt35rfffkuVJ7hnz55GyyxdujTBwcHs3buXsWPH8v333xuEWAaUMOKZQRfG2cPDw+xqhoIFC1KuXDkuXLhgsLJAPwx0586dTb4/IwMX169fV7atCen81VdfGSQrT0m3KmPcuHE4Ojqi1Wpp166dQR6Os2fPsm7dOlauXGnyWero+j/i4uIIDQ212A/0NsjUgQtPT0/u379PZGQkYWFhRjsXLYmMjOTZs2eoVCpy5879Cmop3jb37983iAVvrZQdilOmTKFSpUr8888/3Lx5EycnJwoUKED9+vXp1KkTefPmVTrywfTARaFChdi4cSOLFy8mICCAp0+fKkmU9BNc6zovS5cubfKXZkqOjo7Mnz+fPXv2sHnzZi5dukR0dDQeHh4ULlyYL774gubNmxsd2dZXokQJtm7dysKFC5VkVq6urhQsWJBPPvmEnj17olarlSWP5majOzo6MmPGDDp06MDWrVs5d+4cjx8/Jj4+HhcXF/Lnz0/JkiWpWrUqDRo0MDqLAMDV1ZWlS5fi5+fHtm3buHjxIuHh4djb2+Pp6UmhQoWoU6eOyQEZa++7TocOHfDw8GDFihXKAMEHH3xA3bp16dy5M4ULFzYYOEk5IDBixAjq1auHv78/QUFBhIWF8eTJE9RqNe7u7pQuXRpvb29at25tkFg9LXQd6x9++KHZNvL06VNlZoOpZ5XR52SL69W/Hnd3d9atW8eKFSvYt28foaGhODk5UbJkSZo2bUqHDh3MLkW1RbtLz2cwo+3GVvcyM8UlpE4gZ+0xmgTjOYOsYem9SXHpL/t1Z+raEhKSjL7+pkvLdRlLSqiTmJho8Y9Gnfgk64571WUIIYQQQryNrP37Kj3v1895mJKbm5uyrZ8I+9q1a8q2uXy82bJlo1KlSlbW8v/oQt7Hx8dz+/Ztbty4wdWrVwkMDOTo0aPcunULSD3A0b17d6ZNm8ajR4/YsmULW7ZsoXTp0nzxxRc0atSI+vXrmxxAGTJkCDt37iQpKYkJEyYwadIkatSoweeff87nn3/OJ598otQrM+hCq4eHh1v9/PVDRen6C+zt7c2uhqhSpQoqlcpkcm9zHj58qGynN4m2jp+fHwcOHKB06dJ0794dgL///ptt27bh7u7O33//Tc2aNVmxYgXDhg2jf//+1K1bl6JFi5osU79OMnDxCnz00Ufcv38fSE5m8+2336a5jB07dqDRaFCpVOlKsizePQULFlQ6IDNCpVLRqVMnOnXqZPKY8ePHGyQqMqVYsWJMmzbN7DEHDhxIcx0huZ5NmzaladOm6Xq/Tr58+ZgwYYLZY9JyX2vUqJHh5YcqlYqGDRuaXS1ijjX3XV/9+vWpX7++yf3t27enffv2Rvc5OztTt27dVzob3to24unpafWzSu9zyuj1RkZGKjFCdZ357733Hj/88AM//PBDusqEjLW79H4GM9JuIHPaji3duBeZ7veqH920YU0MRd94dWW/rh5m4Fm8LczlhkmLO5HmcyEJIYQQQoj005+ElpiYaFXo27i4OGXbycnJ5HH6gxMp6XeY63dsP378WNn28PCwWJe0iIqKYu7cufzzzz8EBQUZnUhjZ2dn9HUPDw98fX3p0aOHkjT86tWrXL16lblz5+Ls7Ezjxo0ZOHAgDRo0MHhvnTp1+Pfff/n222959OgRGo2GkydPcvLkScaPH4+npyft2rVj6NChlCxZ0qbXbEx6wv1HREQo27pn9N5775ltL66urmTPnt1gRY21oqOjle2U+WDTavTo0UBy7hRdxKAlS5YAMHLkSKXPbujQofj5+bFnzx5WrFjBxIkTTZapP3ChX9e3WaYm59Z15Gi1WpYuXZoqEY4ld+/eZd68ecrPderUsWn9hBBCZI20JsIWQgghhBBCCPFm0u+AjYqKsuo9+h3RlqJIpJX+6gtbunHjBhUqVGD06NFcvHgRjUaDq6srVapUoXv37sydO5fLly9TrVo1k2WULVuWs2fPcuTIEQYPHkyJEiWUfXFxcfj4+NCwYUOGDRuW6r2tW7fm9u3b/Pvvv3Tt2tUgVNTTp09ZsmQJ5cqVMwiF/qro7nGtWrU4d+6cVf/p8pGklbGcHtbQH9jKSHoCHx8fAgICqFSpEh06dACSV4brcnTUrl3b4HjdpEVdPk9r6pfRVUtvikxdcdGkSROmT5/O8+fPiY2NpVevXowfP54vvvjC4nuPHj3KL7/8ooSm8fDwoEWLFq+6ykIIITKB/kC2uZwp4vWy4Kf6FpOWpdbK5vXYqNswvSDurVUrqyuQ6Zqn+51BQUHExcXh7OxstN0uy0i1hBBCCCGE1fRD3Dx48MCqgYibN/9vRXXBggVtWp9cuXIp28+ePbNZuZ07d1bCQP3444/07t2bjz76KFWIJmsGb2rXrk3t2rWZM2cOd+7cwdfXl23btrFr1y40Gg0zZ86kRYsWqVbuOzk50a5dO9q1a4dWqyUwMJD//vuPTZs2cfr0adRqNX369KFRo0YZXmVgTu7cuXn06BHPnz9PV7gtXXjnFy9eoFarTYaOTkpKSle4eMAgFHN68zNrNBolufukSZOUAYanT5+iVqsBlOTdOrpVPvqhqozRr9PrEDY6M2TqigsnJyeGDRumZLmPiIjghx9+4IsvvmDq1Kn4+Phw9OhRzpw5w9GjR9m2bRvTp0+nRYsW9O3bl0ePHgHJo0rDhw/H2dk5M6svhBDiFdGtuLC3t8+UZapCCCGEEEIIIbKGfnJma2fVnz59WtlOT8e3Ofp5LwMDA00ep9VqKVWqFJUrV2bq1Klmyzx9+rRybV999RWzZs2iXLlyqQYtNBqNEjY5pbi4OC5cuEBQUJDB60WKFKFPnz5s377dIBH17t27le2IiAj8/f0NOsNVKhWVKlVi+PDhnDp1SkksHRkZyfHjx81eT0bpJg5duXLFIDSXMbNmzWLp0qUcPnxYeU33jJKSkpR8GcZcvnw53Sto9JO66/qg02rdunVcunSJmjVr0qxZM6vek5SUZPB/U/TrVKBAgXTV702TqQMXAG3btqVr167K4IVWq+XOnTv8+eef/Pzzz/Tt25fu3bvTt29fRo4cyapVq7h+/bpyPECfPn1o1cr2MzaFEEJkDd3AhZeXl9mk20IIIYQQQggh3myNGjVSOvDnzp1rNL+DPq1Wy9q1a4HkED6NGjWyaX2qVq3Ke++9B8A///xj8rgzZ85w/fp1zp8/bzFUj/4KkSpVqpg8bt++fTx//hwwDFml1WopVKgQFStWZMCAASbf37hxY2Vblwfk4sWL5MqVi08//ZTFixebfK9+BBz9HCKvgu6ZabVa5s+fb/K406dPM3ToUPr168ecOXOU11u3bq1sr1692uT7//7773TXUX8S5e3bt9P8/sTERMaNGwfA5MmTDfZ5eHgouTlSDlQ9ePAASL0SI6U7d+4AyXlc9AdZ3maZPnAB8MsvvzBy5EhlxYTuw67ValP9p7/fycmJCRMmGI3bJoQQ4s2UkJBASEgIIGGihBBCCCGEEOJtlz9/fiX2/9mzZxk8eLDZ2ea//vqrsuKia9eu5M2b16b1cXFxUVYf+Pv7M3fu3FTHJCQkMHDgQCA5uXi3bt3Mlqmf5HvPnj1GjwkKCuKbb75RftaFEoLkvlBdAmddVBpj9AdaqlatCiSvbihatCgACxYsMNkJv2HDBiA5OXjlypXNXk9Gff3110ri9GnTpuHn55fqmJcvX9KnTx/l5++++07ZLl68OE2aNAFg6dKlRu/pyZMnDQY70uqjjz7C1dUVgAsXLqT5/cuXL+fmzZs0atSIevXqGexzdHSkXLlyAOzatctgn+5aqlevbrZ83WogczlR3jaZmuNCX69evWjWrBnr1q1j3759SqdVSlqtliJFitC0aVO6detm8MEXQgjx5nNwcODSpUtZXQ0hhBBCCCGEEJlkzpw5HDt2jAcPHjB//nwOHjxI7969KVeuHLly5SIyMpLAwED+/vtvJTRQyZIlmTVr1iupz/jx49m2bRt37txh8ODB+Pv78+WXX+Lh4UFwcDAzZszg8uXLQPKEbEuhemrXrk3evHkJCwtj165dtGnThl69epEvXz7CwsLYvXs3a9asITY2VnlPytwMI0eOZMOGDcTHx9OxY0d69+5N48aNlTJ27tzJqlWrAChRogSdOiUn/bOzs+PXX3+ld+/ehIeHU61aNQYPHky1atXIkSMHd+7cYcWKFfj6+gLQrVs3ZaDjVfHw8GD+/Pl89dVXqNVqGjduzDfffEPr1q1xc3Pj4sWLzJgxQ1mp0rlzZxo2bGhQxsKFC6lQoQIvX76kZcuWDBgwgDZt2mBvb8/evXuVtpEtWzaLYZeMcXBwoGbNmvj6+hIQEJCm98bFxTFp0iQA5f8p9ejRg/PnzzNz5kzc3d359NNPWbFiBWfOnMHOzk4ZPDMmMjKSq1evAqQaFHmbZdnABUCePHkYPHgwgwcP5tmzZ4SEhCjJSlxdXXF3d8fLy4vcuXNnZTWFEEIIIYQQQgghhBA2ki9fPo4ePUqXLl0ICAggKCiIoUOHmjy+QYMG/PXXX69sQrO7uzsHDhygWbNmBAcHs379etavX5/quB9//JExY8ZYLM/Z2ZnVq1fTunVr4uPj8fHxwcfHJ9VxdevWpXz58syfP5/4+Hhu3bpFsWLFAChTpgxr166lR48exMXFsXjxYqOhn0qUKMGePXsMwi5/9dVXBAUFMXPmTJ4+faokjE6padOmZsNJ2VKvXr2Ij49n0KBBqNVqFi1axKJFi1Id165dO2VARl/RokU5ePAgzZo1IywsjLlz5xqsjrGzs2PFihUMHDiQ6OjodNWxTZs2+Pr6cunSJR49eqQkBbdk/vz5PHjwgNatW5tcOfHdd9+xceNG/P39GTVqlMG+cePGKSsyjDl48KASUq1t27ZWXs2bL0sHLvTlzp1bBiiEEEIIIYQQQgghxGsnQZ3EnZvhWV2NVyZBnfYZ6hlVrFgxTp48ya5du9i0aROnTp3i/v37xMTE4OrqSqFChahRowZdunTh888/f+X18fLyIjAwkOXLl7Np0yYuXrzIixcv8PDw4LPPPuP777+nTp06VpfXuHFjzp49y++//87Bgwd5+PAh2bJl4/3336dSpUp0796dtm3bcvr0aSXvw8aNGxkxYoRSRocOHahSpQrz58/nwIEDhISEEBsbi4eHB2XLlqVt27Z8/fXXODk5pTr/jBkzaNWqFcuWLePkyZM8ePAAjUZD3rx5qVGjBl27ds30HML9+vWjSZMmzJs3j//++4/bt28TExODp6cnNWrUoHfv3rRo0cLk+6tUqcLly5eZP38+W7Zs4ebNmzg6OvLJJ58wcuRIateurYT0So+OHTvy448/olar2bFjh0EoL1NevnzJtGnTsLOzY+LEiSaPc3R05L///mPs2LGsX7+eZ8+e8eGHHzJs2DCLocd0ocIqVKhA+fLl03ZRbzCVVpdIQgghhBDCjKCgIINZIHV7zOU9z8I2P88fudek6fiRJVInMRu87rGtqvNG8CthelmxEO+C3I6ble0vPPoY7NuuMr/Uv175RwAsTuyS4Xosa/pxhsvQFxQURFxcHM7OzpQtW9amZQvxKknbfXel/PfipUuXXrs2EBISQnx8PE5OTnh5eVk8ftH0QzwJi8qEmr0e8uTNzrc/1cvqagiRZfr168fSpUvx9vbmwIEDWV0d4uPjyZcvHxEREaxdu9biIMebLOX382ux4iIhIYHAwEDu379PREQE0dHRBglYLl68SOnSpQ2WPAkhhBBCCCGEEEII8Srl8nDL6ipkqnfteoVIaeTIkaxcuZJDhw5x/fp1SpYsmaX12bBhAxEREXh5edGlS8Yn2rxJsnTg4sqVKyxZsoSDBw+iVqsN9ukPXIwaNYpHjx7Rs2dPvv76a5ydnTO7qkIIIYQQQgghhBDiHdO5T7WsroIQIhMVK1aMLl26sHbtWubNm2eQRyMrzJs3D4ARI0aQLVu2LK1LZsuygYvZs2ezbNkytFotKaNVqVQqg59DQ0OJjo5mwYIF7Nu3j4ULF1KoUKHMrK4QQgghjChRKCfODhn/50RcQiI37kWmet0xX3HsHFLHa9UkxKN+dNOqst1KFCebc+oy3nRJcfFE30h9D/IXyomDw7v1D1prRMdEo03SoMpmh5urzCR8GyQkJPHQyPeGOXnz5sXBwYGEhATCwsJMHlckpwtO2eysKjM+ScOdyNg01UMIIYQQQry+Jk2ahI+PD8uXL2fUqFFWJ+m2tT179nDmzBkqVqzIV1+9e+GBs2Tg4ueff8bHxwetVptqkCKlFy9eEB0djUqlQqvVcv36db766is2bNiAh4dHJtVYCCGEEMY4O9jj4vzq/jlh5+CEnZNLhsrI5uxENpeMlfEmcXDIhtMrfCZvKnWCHRo7sMtmJ/fnHebg4GBV+FmnbHY428sAoBBCCCHEu6hw4cL8/vvv9O/fn0mTJinJ0zOTVqvl119/xd7enlWrVuHg4JDpdchq1k0jsqG///6brVu3Kj97eHjQr18/lixZYnT0ysnJiW+//Zbs2bMrrz148IDx48dnSn2FEBmnVqspV64cpUuXZsiQIVldnTdar169KF26NHXq1MlwWa/rc7HlNQohhBBCCCGEEEKkVb9+/WjQoAFLlizh8uXLmX7+NWvWcObMGUaMGEHlypUz/fyvg0ydbhYVFWUQF6x+/frMmDEDV1dXAKOzn5ycnBg8eDDdu3fnxx9/JCAgAK1Wy3///UdwcDAffvhhptX/dXb79m2++OILo/tUKhVubm4UKVKEzz77jO7du5MnT55MruHrb/fu3dy8eRNHR0f69euX1dVJs9e5/jdu3CAhIQEgyz+zr/N9skSr1XLp0iUAKlasmOHyXqfnomPraxRCCCGEEEIIIYRID19f3yw7d8+ePenZs2eWnf91kKkrLnx8fIiMjESlUlGiRAnmzJmjDFpYkjt3bpYuXUrp0qWV17Zt2/aqqvrGuXLlisl9Wq2WqKgogoKCWLJkCc2bN+f8+fOZV7k3xKJFi5g/fz579+7N6qqky+tcf/2R6Y8++igLa/J63ydLQkJCePnyJQDly5fPcHmv03PRsfU1CiGEEEIIIYQQQog3T6auuDh27JiyPXjwYKviy+pzcnJiyJAhyizp//3vfzat35tMf+Di66+/NlhCFBUVxdWrV/nnn3+IiYkhIiKCgQMH8t9//+HyDsX8NicuLo6bN5MTnJYpUyaLa5N2r3v99dtnVtbvdb9PlhQvXpyrV6/arLzX5bnos/U1CiGEEEIIIYQQQog3T6YOXFy7dg2AbNmyUbt27XSVUatWLZycnIiPj+fu3bu2rN4bTb8DsnXr1pQsWTLVMe3bt6dNmzbEx8fz5MkT9u/fT6tWrTKzmq+t4OBgkpKSgNdn5nlavO71183sz5MnDx4eHllWj9f9PmW21+W5CCGEEEIIIYQQQgihL1NDRT179gyVSoWHhwdOTk7pKsPe3l7pYNOFExH/N3Dh6OhIsWLFjB5TvHhxmjdvrvysiyMvICgoSNl+XWL9p8XrXH+tVktwcDCQ9YMFr/N9ymyv03MRQgghhBBCCCGEEEJfpq64sLOzQ6vVKjOe0ys6OhpAwhz9f0+fPuXJkycAlCxZEnt704/Vy8tL2Y6Kikq1PygoiMOHD3P+/Hlu3rxJeHg4iYmJ5MyZkw8//JCWLVvSsmVLVCqVyXN88sknPH/+nHr16rFkyRIePnzIP//8w4EDB7h//z4xMTEMHjyYAQMG2PS8AHfv3mXTpk2cPn2aW7duERUVRfbs2cmdOzdFihShZs2aeHt7U6hQIQDatm1r0JkN0LVr11Tlzp8/n0aNGqV6Xa1Ws23bNg4ePEhQUBDPnj3D0dERLy8vGjduzJdffmmxnWbk2jNa/2fPnrFz507279/PvXv3CA8PJ0eOHFSoUIHOnTtTr149s3UHCA0NZe3atRw6dIiHDx/i5uZGxYoV6d+/PxUqVODOnTvExMQA5sMR2aoNGJPVz9nb25vQ0FCqVKnCunXrOHv2LJs3b+bs2bM8fvwYjUZD0aJFadWqFd26dTMZRk/32fL29mbx4sVmr9kWzyUrvg+svcaMtt201Mvf319JiDVp0iQ6dOhgstzly5fz+++/A8l5nYzdW92569aty9KlS3n8+DHr16/H19eX+/fv4+LiQtmyZRk4cKBBgvLExET279/P5s2buXr1KpGRkRQoUIC2bdvSp08fsmXLZvaahRBCCCGEEEIIId4UmTpw4eHhQUxMDM+fP+fFixfkyJEjzWXcu3dPSfCdO3fuV1DLN49+gl1Ls8jj4+OVbXd3d4N98+fPZ968eUbf9/TpU44dO8axY8fYuXMnCxYsMNq5GhYWxvPnzwEoVaoUW7duZeLEicpgk45+knVbnBdgwYIFLFq0iISEBIPXIyIiiIiIICQkhIMHDxIaGsrIkSNJSkpS8h1YUqpUqVSvHTt2jFGjRhEWFmbwulqt5sKFC1y4cIGtW7eyfPly8uXLZ7TcjFx7Ruu/adMmpk6dmmoAKzw8nIMHD3Lw4EHatGnD5MmTTXaI/v3330yfPp24uDjltdjYWPz8/Dhy5AjTpk0z6NQ21T5t1QaMyernHBkZSWhoKJDc7sePH8+6detSHRccHExwcDDHjh1j6dKlqQYg9T9b+p8fY2zxXLLi+8Daa8xo201rvXQrU8Dy6hTd6jcHBweKFy9u9twlSpRg7969/PLLL7x48UI5JiYmhiNHjnDixAlWrlxJjRo1CA0NZciQIZw7d86gvFu3bjFz5kxu3LjB9OnTzdZNCCGEEEIIIYQQ4k2RqQMXZcqU4d69e2g0Gvbv30/79u3TXMY///yjbL/roV509DvVLN0T/VnnKTvVLl68iIuLC1WrVqV8+fIULlwYFxcXnj9/TnBwMLt27eLly5ccOXKE5cuXG6yYMFaXoKAgli1bhrOzM506daJy5cqoVCouXbpk0Plni/MuWLCAuXPnAskDMk2bNqVEiRLkzp2buLg4bt26RUBAAIGBgcq5k5KSmDlzJgBDhgwhPj6eihUr0rdv31Tl61Zo6Gzfvp0RI0ag0WhwcnKicePGVK1aFTc3N+7du4ePjw+3bt3i+vXrfP/992zcuNHorPSMXHtG6j979mxlNruTkxPNmjWjYsWK5MiRg5s3b7J+/XrCw8PZunUr77//PkOGDElV5tKlS5Xzu7q60rx5cypWrIijoyP+/v74+PgwZswYGjZsqLzHVKevLdqAKVn9nPXzz/j5+REWFoazszPNmjWjSpUq2Nvb4+/vz7Zt20hKSuL48eOsWrWKb775xqAcaz/ntnouWfF9YM012qLtprVeumdob29vNH+QPt1AcrFixYwO5uif+/bt26xevZpcuXLRt29fSpcuzfPnz1m/fj03b94kMTGRKVOmsHTpUjp37syTJ09o0qQJtWrVwsHBgRMnTrB9+3a0Wi3btm2jV69eEvZLCCGEEEIIIYQQb4VMHbioXbs2+/fvB5I7mj///PM0rbo4c+YMa9asUX7+7LPPbF7HN5G1Ky7u3bvHkSNHgOQOuJQJ0rt168acOXNMhrwZOHAgHTp04OHDh/j4+BjtqNTvpD1+/DilS5dm0aJFFChQQHm9devWNj1veHg4ixYtApJD8syePdtkWSEhIUqbc3R0pGHDhjx8+FBZiVKjRg2DDl1jzp07x+jRo9FoNJQpU4b58+dTsGBBg2P69OnDqFGj2L59OxcuXODgwYPUr18/VVkZufb01n/Tpk1Kx2+pUqVYuHBhqg77jh070q5dO548ecLKlSvp2rUrefPmVfYfO3aM2bNnA8kDkvPmzTMoo2XLllSvXp0RI0awfft2ANzc3ChcuLDROtmi7ZmS1c9Zv6M6LCyMkiVLMm/ePINcNK1ataJKlSqMHj0aSF4xkXLgQv+zZepzbsvnkhXfB5au0RZtNyP1Kl68uNnVPjExMdy+fdtk/VOe28/PD29vb2bMmEH27NmV19u2bUuTJk0ICwsjODiYXr16kZCQwN9//83HH39sUEdPT09WrFihXIsMXAghhBBCCCGEEOJtkKnJuVu0aIGnpycAjx494ptvviE8PNyq9+7Zs4f+/fuTmJgIJM+qb9as2Sur65vEmg7NR48e8d133ylhlDp06JCqM6927dpm4/TnyZOHpk2bAsm5JIzlKtHvpM2fPz+rV6826Aw0JqPnPXr0qHJdQ4YMMVuWl5eX0gZ19O+fuRwMkBweaNiwYajVary8vFi5cmWqzmxIDhMzZswYHBwcAJQBo5Rscc/TUv8nT57w22+/AZAvXz5Wr16dquMXIG/evPTp0weAhIQEDh8+rOyLi4tj5MiRaDQa8uTJw7Jly4yW0bp1a8qWLav8XLp0aZO5EGxxHyzJquesf948efKwYsUKg0ELnXbt2imz+R8+fMj9+/cN9us+Wy4uLhQpUiTV+239XLLi+8DcNdqi7aanXmq1mpCQEMByuwkODkaj0QCmv4v1z125cmXmzp1rMGgByYNJ+gNg9+7dY8mSJQaDFjrNmzdXtnW5joQQQgghhBBCCCHedJm64sLZ2Zkff/yR0aNHo1KpCAwMpHHjxrRr145PPvkEtVqtHPvy5Uvu37/P6dOn2b59O0FBQWi1WgBUKhUDBgzA1dU1M6v/WoqOjubu3bsA5MiRg1OnTin7NBoNkZGRnD9/nt27dyuJeMuXL89PP/2UrvPpYsrrnkVK+p1yY8aMsVkeEnPnffbsmbIdFhZmNE+BOWkJtbVu3TqlQ3ns2LFmry9nzpwUKlSIkJAQHjx4kKY66UvLPbdU/2XLlilx/CdMmICHh4fJY6tUqaJs6zpuIfke6DpIhw0bRp48eUyWUbVqVSU8WUZnglu6D5Zk1XPWH7j46aefUg0Y6qhUKj7++GOuX78OJA826g+W6OpfqlQp7OxSjzlnxXOx9feBuWu0RdtNT71u3LihDIxaGrjQf9amcnTozq1SqRg/frzJFRz6OYi6dOlChQoVjB6XM2dOZdvJycls/YQQQgghhBBCCCHeFJk6cAHJs4qvXLnCX3/9hUql4uXLl/z555/8+eefyjFarZbq1asb/AzJHT1arZZmzZrRvXv3zK76a0l/hu+LFy/47rvvTB6rUqlo06YNo0ePNjroEx8fj5+fHwcOHODKlSs8efKEqKgoozOpPT09UyW9jY2N5c6dO0ByfHdLoXhsdd6iRYsq28OGDWP48OE0b94cZ2dnq86vP8tbvyxjdKHKChQoQFRUFL6+vmaPT5k8OKWMXnta6q9Wq9m2bRsAZcuWpW7dumbrpt8hqp/Ufe3atUDyzPYWLVqYLUM/WbW5wQJb3AdLsuI568/Wz58/v8HseGPy58+vbOs+12D42TJ1H239XDL7+8DcNdqq7aanXmlZqWMpbJ/+uatVq2Y2AfmjR4+UbXO/7/QHy/TbjxBCCCGEEEIIIcSbLNMHLiB5hmuePHmYO3eu0gmm1WpRqVRKyBL9wQrdgIVWq6V79+6MGDEiK6r9WtKfOZySo6MjOXLkoGjRolSpUoXWrVvj5eVl9NhDhw4xbtw4Hj58aNV5jZVz7do1pbO1cePGVpVji/PWq1eP6tWrc+rUKSIiIhg9ejSTJ0+mZs2aeHt706BBA3LlymWyTF3HpKmZ7DrBwcFKJ+GDBw/MDhKlZOz8trh2sL7+gYGBREREANCkSROL59PNbof/6wi+du0aoaGhQHKIGksDCPplmOr0tdV9sCQrnrP+bP0mTZqYPS+grIoCDFYU6H+2jHV22/q5ZMX3gblrtEXbTW+90jNw4enpmSokXcpzp8wxlJJu5U3hwoVN5obRPw6gRIkSZssUQgghhBBCCCGEeFNkycAFQL9+/ahbty7Lli1j3759JCYmGg03onutVq1a9OvXz2AlhjCc4bt8+XKLnWHG+Pj48PPPPysdauXLl6datWoULlyYHDlyKOFHwsLCmDBhAmC881R/EKVq1aqZdl47OzuWLVvG0qVLWbduHc+fPycmJgZfX198fX0ZP348zZs3Z+jQoak6E6Ojo7l37x5gOXyQfhiutEo5w99W156W+p87d07ZrlixosU6h4WFKdu6kEUBAQHKazVq1LBYhi5Rsb29vdEQXra6D5Zk1XPW7/SuVq2axffrZuPb2dkZhJSyFObKls8lq74PzF2jLdpuRutVoEABcuTIYfK4hIQEZRDBmvwW5cqVM1lWYmKiUpa541KWaaltCyGEEEIIIYQQQrwpsmzgApI7WWbOnMnEiRM5d+4cly9f5tmzZ0RFReHs7Iy7uzvFixenevXqNsuV8LaxJjG3OQ8ePGDcuHFoNBry5cvHnDlzqFy5stFjdaFawPjMY/0ONEtx8215XkjOnzJo0CAGDBjA+fPnOXHiBPv37+f69euo1Wq2bNlCYGAgW7ZsMQghFRwcrAyOWbp/+qFbTp06lWomt7Vsfc+trb/+7HlrQsoEBgYq25UqVUpVhrEE0fq0Wi2nT58Gkmfkp4zlb+s2YE5WPGcw/Hxaul8ajYYzZ84AyZ3V+gmb9fMiGBsksNVzyarvA/3jjV2jLdpueut19epVq469cuWKsrrGUn4LMN8OQ0JClBBX1ubVsDSwIoQQQgghhBBCCPEmydKBCx1XV1dq1apFrVq1sroqbxT9Wbmenp5mk/GasnnzZmJjYwGYOnWqyU5KAD8/P2XbWCeergPt/ffftzjQZMvz6rO3t6dq1apUrVqVQYMGceLECX766SeePHnCzZs3OX78OA0aNFCO1+9ItNRBqJ8EXL9TOa1see1pqb9+HgYXFxeL9dyzZw+Q3CFavHhxwPAeWMoh4u/vr8x8N1a3V9UGjMmK55zyvJbKOn78OOHh4UBy+DN9us9WwYIFjZZjq+eSVd8H+scbu0ZbtN301Cs0NJQXL14AULJkSbPHHjlyRNk2NSihO3fevHnNntva8FQajUb5HZCeAT0hhBBCCCGEZTvX/MGL8MdZXY1Mk8PjfZr3GJxp57ty5Qrr1q1j//793L17l2fPnpEzZ07y5ctH7dq1ad26NY0aNcq0+rwKRYsW5c6dO9SoUQN/f3/l9UOHDuHt7Q3AokWL6N+/v9Vl3r59m2LFilk8zs7ODldXV/Lly0fFihXp3Lkz7du3N3m8LoS/g4MDZ86coUKFCmmqy4gRI5g6darF9+zatUvJA2pvb8/du3dtnrdx7NixTJgwgcWLF9OvXz+Dff/99x/jx4/n3Llz2NvbU6tWLcaPH28xWkbDhg3x8/Nj7dq1dOvWzeRx169fp2zZslSvXp3Dhw+nK1ereE0GLkT63Lx5E7VaDaQ/RMiFCxcAcHJy4tNPPzV5XEhIiNJR6eDgkKozUKvVcu3aNcC6DjRbndeSmjVr8vPPPzNkyBAAnj59arBfN5va1Ex2fQ4ODsp2WFgYH3zwQZrqomPLa09L/fU7gyMiIozG4NfZt2+fEk6obdu2yi8u/RwNDx8+NEjynNLSpUuVbWMd25nVBiBrnrP+eQGePHliEP4ppRUrVgDJAw+dOnVSXtf/bJn6nNvquWTV94Gla7RF201PvXTlQOqQU/piY2PZuHGj8rOxNpaWc1u7KuTWrVvExcVZVaYQQgghhBAifV6EP+bZ49CsrsZbJzExkeHDhzNv3jwl/63OkydPePLkCRcvXmThwoXUrVuX5cuXS16/dNBoNERFRXHjxg1u3LjB5s2badasGVu2bEkVGUNfQkIC33zzDSdPnrSYrzM91qxZo2wnJiayevVqfv75Z5uVf+rUKaZMmULZsmX5+uuvDfbt3LmTVq1aKSGyIXkCpJ+fHzt27ODzzz83WubBgwfx8/Pjo48+4ssvvzR7/pIlSzJgwAD++OMPpk+fbtNre5fYvuVlwMOHD7l06RL/+9//CA4OVpKxCuMyGiYK/m8mc2JiohKaJCW1Ws2oUaNITEwEoHjx4qm+3O7du6ckxLWmA81W57WGbsY0kCrJrS4Js6enJ66urmbL0Q/Bs3fv3jTXQ8eW156W+uvPGNeFJDImLCyMyZMnA8nJpnv06KHs0+/EP3nypMkytm7dyokTJ5SfjbXPzGwDWfGc7927Z9D2zp8/b/LY7du3K/ezS5cuBh3z+p8tU59zWz2XrPo+sHSNtmi76amXfrJ03UoUY6ZPn66sYnFwcDCarNya56ij+27PkyePQZL2lPQHxiS/hRBCCCGEEK+YSoWDo9Nb+x96k74yQ//+/ZkzZw5JSUl8/PHH/PHHH/j5+XHmzBkOHz7MwoULlQl1hw8fpkGDBsrf9sJQixYtOHfunNH/Tp8+zY4dOxg8eLASwWDXrl3KBF9zTp06xdy5c21e38jISLZv3w78Xx/MihUrjOY+To+kpCT69etHYmIiU6dONVjtkJSUxIABA9BoNFSqVImdO3eyc+dOKlWqhFqtpk+fPkp/R0qjRo0CYOLEiVYN5owZM4YcOXIwYcIEbt26ZZNre9dk6cCFWq3Gx8eHfv36UaVKFerXr0+HDh3o2rUrbdq04dNPP6VOnTr8/PPPZjvj3lW2GLjQdXgmJSWxefPmVPufP3/Ot99+a5Ac11iHn7WhTWx53itXrjBr1iyDRLwpBQcHM3/+fCA5PEvKJV+6Uf3IyEizHZMA9evXV2Zvz5s3T8kTYIxWq+XUqVOsXLky1T5b3fP01N/ePnmR1bJly3j+/HmqY0JCQujduzdhYWHY2dkxceJEg7j5+omfV69ebZAPQmf37t388ssvBq8Zq78t74MlWfGc9WfNQ/JKB2P3fP/+/YwZMwaAEiVKMGjQIIP91nzObfVcsur7wNI12qLtpqde7u7uyvaOHTtSzQJSq9VMnjyZdevWKa+VKFHCYNVOes6tazvW5NWwtkwhhBBCCCFExjg4OFLA68O39j8Hh7RPEkyvI0eOKFEH+vfvz+nTpxk0aBD169enSpUq1KlTh2+//ZYTJ07w66+/AnD37l2GDRuWaXV8k+TOnZtKlSoZ/a9q1ao0b96cOXPmcPToUWUy55IlSwgNtbySaMyYMdy5c8em9d24cSNxcXGoVCrGjh0LJEeVOXTokE3KX7ZsGefPn6dGjRpKOCqdw4cPc+/ePezt7dm9ezfNmjWjWbNm7NmzBwcHB+7fv8/Ro0dTlbl9+3b8/f2pWrUqbdu2taoenp6eDB48mLi4OKsGikRqWRYqau/evfz22288fpwcJ9DUqNrjx4/x8fHBx8eHSpUqMWHCBIuxxt8Vly9fVrbT22nVrFkzdu3aBcCkSZO4dOkS1apVQ6VScenSJXx8fIiKijI4zljHYlpyCNjqvIGBgSxZsoRly5ZRpUoVqlSpQpEiRXB2dubx48ecOXMGPz8/NBoN9vb2TJw4Uen81ClZsiQnT55ErVbzzTff0Lp1a6Wz0s3NzSBcjpeXFx06dGDjxo3ExMTQs2dPvL29qVmzJh4eHqjVap49e8bVq1c5efIkDx8+pG/fvq/snqe1/vny5ePLL79kzZo13L9/n9atW9OpUyeKFi1KVFQUp0+fZt++fcpM+1GjRqWKI1mtWjXKli1LUFAQkZGRtG3blq5du1KsWDGePXuGn58fJ06cwMHBgZw5cxIZGUmBAgWMJri25X2wJCues36ncsOGDfH19aVt27Z06dKFggULEh4ezoEDB5QVEDly5GDu3LmpVoTof7ZMhbmy1XPJqu8DS9doi7abnnqVL19euV/nz5+nXbt2NG3alBw5cnD79m327NnDo0eP+PLLL1m/fj1ardZkG7X23I8ePVIGZqwd4MiZMycFChSweD1CCCGEEEII8TrQhTB2d3dn9uzZZmevjx8/nn379hEQEMCmTZuYPXu22fDIwrQqVarw7bffMnPmTBITE9myZQsDBw40eqyjoyNqtZro6Gj69++v5JK0BV2YqAoVKtCxY0e+++47YmNjWb58uZLzI73i4+OZOHEigNGBLl2I7A8//NAgp0a+fPkoU6YMFy5c4OLFiwb10Gq1ykTQSZMmpak+gwYNYtq0afj4+HDmzBmqVq2a5mt6l2XJwMXs2bNZunSpMlihsmI5mlar5dy5c3To0IE5c+akSl77LtKFCXFycrIqIY8xDRo0oG3btmzZskWZZa0/0zp79uxMnTqVly9fKh2VxjrTdB1obm5uqcIxvarz6q5fo9Fw+vRpkzPjPT09mTJlCnXr1k21r0ePHvj4+PDixYtUZXh7e6eK8//LL78QGxurzL729fXF19fX6HlVKhUVK1Z8Jdee3voPHz6c0NBQfH19efToEX/88UeqMt3d3Zk8eTINGzY0es7p06fTvXt3nj17Rnh4eKplgy4uLvz222/KqLmpjlxb3gdLsuI56wYucuTIweTJk7l79y7Xrl1j5syZqY4tWrQoCxYsMJq/Q/fZyp49u9k8C7Z4Lln1fWDNNdqi7aa1Xk5OTgwfPlxZEXPlyhWDASlHR0eGDx9O9erVlVUXlgYuLJ07PSszLOVtEUIIIYQQQojXSVBQEACFChXC2dnZ4vFdu3YlICCApKQkLl++LAMXGVC3bl2lX+LmzZsmj2vevDnXrl3j0qVL7N27l7///puuXbtm+Py3bt3i+PHjQPLkSTc3N5o1a8a///7Lli1beP78Obly5Up3+atWrSI0NBRPT09atmyZar8uRLaxc+iiNrx8+dLg9fXr13PhwgVq167NF198kab6eHp60qJFCzZv3szkyZPZunVrmt7/rsv0gYtNmzaxZMkSILnDT6vV4uLiwqeffkqZMmXw8PDAxcWF6OhoHj9+zOXLlzl16hTx8fGoVCri4uIYNGgQGzZseKdDY9y/f5/IyEggeTZ5RrLTT5kyhUqVKvHPP/9w8+ZNnJycKFCgAPXr16dTp07kzZtX6ewE451pukGE0qVLWzUQZYvzjhgxgnr16uHv709QUBBhYWE8efIEtVqNu7s7pUuXxtvbm9atWxsk99VXqFAhNm7cyOLFiwkICODp06ckJCQAxsO0ODo6MmPGDDp06MDWrVs5d+4cjx8/Jj4+HhcXF/Lnz0/JkiWpWrUqDRo0MPnL1Bb3PL31nz9/Pnv27GHz5s1cunSJ6OhoPDw8KFy4MF988QXNmzc3CJGTUokSJdi6dSsLFy7k8OHDhIeH4+rqSsGCBfnkk0/o2bMnarVaaZ/mPqe2ug+WZMVz1nUqf/jhh7i7u7Nu3TpWrFjBvn37CA0NxcnJiZIlS9K0aVM6dOhgMneHtZ8tWz2XrPg+sOZ4W7Td9HxPdejQAQ8PD1asWKGscvvggw+oW7cunTt3pnDhwvz777/K8aYGEaw9t7UDF8+ePVNWLGb178K4BOPxP21VjibBeL4VU68bkxRn/bFvElPXlZCQZPT1d11CggZtkgaVBuLjbNNuRdZKT1vX/f7X/d+U+CSN2f3pPVYIIYQQ/zeB+dq1azx58oQ8efKYPb5Vq1bkypWLPHnypJo42KtXL/7880/q1q3LoUOHCAgIYObMmRw7doznz59ToEABWrVqxc8//6zkkzx79iy///47R44cITw8nA8++IBWrVrxyy+/mMwzqNVq2bJlC1u2bCEgIEDpI3B3d+fDDz+kRYsW9O/f32T/0+tCPwSyWq02eZyDgwPLly+nZs2aaDQafvzxRxo3bmw2D6M11q5dq0xkb926NZCc6/Pff/8lLi6Ov/76i++//z7d5S9evBiATp06Ge1n0fUZ6Ock1dFFP9APO52YmMi4ceOA5P6S9OjWrRubN29mx44dPHjwQCImpIFKa6vMJ1Z4/vw5jRo1UhKU2tvbM2DAAHr27Gk2Ye6LFy9YtmwZK1euRKPRKOE4fHx8MqnmQghhvcjISKpXrw5A9+7dlRn7QrzpgoKCKFeunPJz3R5zec/T8uqVtPoj95o0HT+yxPupXhu87rGtqvNG8CvxVVZXQYgsldvx/1YIfuHRx2DfdlWA2ffWK5+cG2pxYpcM12NZ048zXIa+oKAg4uLicHZ2pmzZsjYtW4hXSdruuyvlvxcvXbr02rWBkJAQ4uPjcXJywsvLy+Lx62aP5tnjUBwcnSjglb7wxW+CByHBJKjjyf3+B3z54+RXeq7evXuzatUqAD777DNWr15tNAKBNfQHLtq2bcuQIUNS5ScEKFWqFAEBAWzevJlvv/3W6CSGUqVKcfr06VT5EsPCwmjevDlnzpwxWxcvLy8OHTpEoUKFDF4vWrQod+7coUaNGvj7+yuvHzp0SAlJtGjRIvr372/1dd++fVuJvtKzZ09Wr15t1fuGDh3KrFmzAJgzZw6DBw822K8bVOrUqRP//PMPgwYNYt68eUBy/4YuzJOpuowYMYKpU6eaPH/JkiW5ceMGJUqU4Pr160ByeKe8efMSGRlJhQoVCAwMtOpaUjp//jyVK1cGYOfOnTRr1izVMYcPH6ZevXo4ODhw79498ubNC0BoaChFihQhMTGRw4cPU6dOHSA5rFm/fv1o0qQJu3fvTle9oqKiyJ07NwkJCUydOpURI0akq5x3Qcrv50xNzv3vv/8SFRWFVqvF3t6ehQsX8u2335odtIDkka6hQ4cyZ84cJe7d1atXTYZuEUKIrCRJk4UQQgghhBBCCOMGDhyoRA45duwYpUqVon79+syZM4cLFy6YzINrzsWLF/nhhx/IkycPs2bN4tixY2zatIny5csDyas7OnbsSL9+/ShQoABLlizB39+fjRs3KoNt165d4/fffzcoV6vV0qZNG2XQonPnzvz777+cOHGCvXv3MmPGDGUGfUhICMOHD0/3fXnVgoODWbZsGZC8oqJNmzYW3zNlyhQl3PHatWvZv39/us9/4sQJbty4AWAQdsrJyYn27dsDyTkoTIWCt2Tbtm0AZMuWzWSKgVq1alGwYEESEhJo2rQpu3fvZteuXTRr1ozExES8vLyoVasW8H/5MlQqVZpzW+jLnj07NWrUAJKTfAvrZWqoqMOHDwPJo3fffPMNtWvXTtP7GzVqRLdu3fjzzz+B5NEzU7HMhRAiq+gnYk5vQnEh3gQLfqr/imbQtUrT0RuNvdjJJhV5Y9TK6gq8AWT279uuuck9Q/nMqhKW2aoqQgghhDDr448/5o8//uD7779Hq9Wi0Wg4ePAgBw8eBCB37tzUqVOHL774gpYtW/LBBx9YLPPZs2d4eHhw8uRJihYtqrxeq1YtihQpQkJCAv/99x9FixblzJkzSsijGjVq4O3tjZeXFy9fvmTHjh1KcmeA3bt3c/LkSSA52XPKgY0vvviC3r178+GHH/L48WO2bdtGYmIi9vZZklbYgFar5eXLl9y9e5e9e/cyZcoUJX/DyJEjrcr9mD17dhYuXEjz5sn/1urfvz+XLl2yOAndGP3VGinzZXTv3p0VK1YAsHz5cqpVq5bm8g8dOgRA8eLFcXNzM3qMvb09S5cupVWrVvzvf/8zWJXh4uLCqlWrlEG1BQsWcP/+fdq3b8/HH2dsVW3FihU5duwYp06dIiYmJl33712UqSsudKNqKpWKbt26pauMXr16Kdu6TPBCCPE60a24sLe3p2TJkllcGyGEEEIIIYQQ4vXy3XffsX//fkqUKJFq37Nnz/Dx8eHbb7+lUKFCtGvXjtu3b1ss84cffjAYtADInz8/n376qfLz6NGjU+Vp8PT0VGbEp0xYfe3aNYoUKYKrqysjR440et5cuXLx+eefAxAXF0d4eLjFutrSn3/+iUqlSvWfnZ0dOXPmpHz58gwfPpznz59jZ2fHiBEjGD9+vNXlN2vWjM6dOwPJybV/+eWXNNcxPj6ejRuTp5xVr149VV9JnTp1lIGU9evXK2kG0uLs2bMAFicpNWnShIMHD9KgQQNcXV157733aNasGcePH1dCREVFRTF16lSyZcvGhAkTlPfu3r2bNm3aUKVKFVq0aMGGDRusqptuVU9iYiLnz59P87W9qzJ14CIqKgqVSoWHhwe5c+dOVxn58+fHw8MDrVbL06dPbVxDIYTION3AhZeXl8mk20IIIYQQQgghxLusYcOGSij4AQMGGM1zodFo2LJlC2XLlmXXrl1my2vQoIHR1/VXbOhySqSkS9wdFRVl8PqPP/7I7du3efnypdnE1Pny5VO24+PjzdYzs2XLlo1y5coxePBgLly4wNSpU5VcFtb6448/lL7cP/74QxkksNbOnTuV5NfGJrOrVCq+/PJLAF6+fKkMclgrLCxMWU1iTe6aWrVq4evrS3R0NC9evGDnzp1KfgyAWbNm8eTJE7p166aEAJ81axbNmjXDx8eH//3vf+zcuZPOnTvz9ddfWzyffttOOTgmTMvUgYvcuXOj1WrNZq23hu7DJctqhBCvm4SEBEJCQgAJEyWEEEIIIYQQQphjZ2dHgwYNWLBgATdu3ODOnTusXr2arl27GgwUxMTE0KFDBy5fvmyyrJSrLXScnJyUbV0yZnPHmKonJA+k3LlzhwMHDrBkyRIGDhxIlSpVmDlzpnKsRqMxW5attWjRgnPnzin/nTp1ir///puqVasqdf/iiy+YNm1aukOmvv/++8yYMQOApKQkvv76axITE61+vy5MlL29vbJ6I6Xu3bsr28uXL09T/R4+fKhs58yZM03vTenZs2fMmjULBwcHxo4dCySvNPn5558BmDFjBs+fP2fXrl3kzJmTFStW8M8//5gtU79OoaGhGarfuyRTBy50I14vXrzg2rVr6Srj8ePHhIeHo1KpTH4hCSFEVnFwcODSpUtcvXo1VexLIYQQQgghhBBCmFa4cGF69uzJX3/9xaNHj1ixYoWyGiI2NpapU6eafO97771nsfz05J7QaDT89ddf1KtXDzc3N4oWLUqDBg3o378/CxYs4H//+1+aVzDYUu7cualUqZLyX7Vq1fjyyy85ceIE7dq1IyEhgZkzZ9KiRQsSEhLSfZ6vvvpKWdVy/vx5g8Eac54+fcqePXuA5FBJ77//vtHQVvqDKidOnFCiWVhDP7RUjhw5rH6fMVOnTiUyMpKvv/6aYsWKAbBy5UrUajWNGzdm6NChuLu707RpU0aNGgUk58MwR3/gIj1hsN5VmTpw0aJFC2V77ty56Srj77//RqvVAhgkUBFCCCGEEEIIIYQQQry+YmNjuXXrFv7+/haPtbe3p3fv3vj5+SkDDgcOHDB7vK3FxsbSpEkTunfvzuHDh4mLi8Pe3p4yZcrQtm1bJk2axNGjRxk6dKjNz51RDg4OrF27lvLlywPw33//0b9//wyVuWTJElxcXAAYP368ks/YnPXr16drwCQtqy70B450ybXT4+HDh8yfPx8XFxfGjBmjvH7s2DEAateubXB83bp1ATh9+rTZFSj69cvKQa43TaYOXLRq9f/Yu++4qur/geOvy0ZMHCi4FVFy7zTLgaNcOTPNbbbUzDLNvTOtHJlbXGmpaYqaW3HvkRMn4BaQ4WLIuvf3B797vvdyJ3gBzffz8ejR4Z71Pud8QPi8z+fzbkvlypXRaDQEBgYyc+bMDO1/6NAhpcJ88eLF+eijj7IiTCGEEEIIIYQQQgghhI0NHjwYb29v3n77bas6vQGqVKmi1KYICwtTXmjODqNHj2bXrl0ANG/enIMHDxIbG8vly5dZv349o0aN4t133yU+Pj7bYsoIV1dX/vzzT6X+5tKlS1m/fn2mj1emTBnGjx8PpCV1vvjiC4v7aKeJcnZ2Zs2aNaxbt87kf6tWrVISUCtWrLC63EDu3LmV5Rd5FpMmTSIhIYEBAwbo1UbRTu9UqFAhve2105klJiYSExNj8ri6MenGKsyzfSrS3MkcHPjtt9/o3bs3t2/fZtGiRVy5coXBgwebnQv+2bNn/P777yxcuJCUlBTeeOMNZsyYYXH+OSGEEEJknQE/7+UND+v+2DBlVv4VNorGsuE+hSxvlEGDVj20+TFF1noOHMnpIF4DgT59cjqE/5z13MzpEISwKL/T/zrDEj0qAbBjxw6bnqNR5XAAFqR8bNPjvij/ljVyOgQhXglly5ZVlnfu3ImPj49V+7m5uQFphbaz64311NRU/P39AShXrhz//POPyVEdd+/ezZaYMqNy5coMHz6ciRMnAtCvXz8aN25Mvnz5MnW8wYMHs3r1as6dO8fevXtZunSpyW2vXr3K6dOnAWjRogWdO3e2ePxVq1axZcsWoqKi2LRpE506dbK4j26SITw83IqrMHTz5k0WL17MG2+8wfDhw63aJzU11ehyeroxFS1aNFPxvY6yNXGhzbC1atUKf39/kpOTOXToEIcOHaJMmTJUqVKFIkWK4ObmRlJSEo8fP+bq1aucPXuWxMRENBoNKpWKN954g59//tni+VQqFb///ntWX5YQQgghhBBCCCGEEMKCDz74gCFDhqDRaJg2bRpdu3a12IEeGxvLoUOHAGjQoEF2hAlAZGQkz549A9JGfZhKWjx8+JB9+/YpX2ekaHV2GTlyJH/99RfXrl0jMjKSkSNHMn/+/Ewdy8HBgcWLF1OnTh1SU1PN1h3R9gUDfPyxdQnnnj17smXLFiBtuihrEhceHh7ky5ePR48ecevWLavOk964ceNITk5m5MiReoXhIa2o+/Xr1w0Ka9+/fx9Im54qf/78Jo99+/ZtZVk3eSfMy9bExY8//mh0Ti+NRkNwcDAhISFG99MOAdNuHxYWplct3tQ+MmeYEEIIIYQQQgghhBAvh7Jly9KjRw9WrFjBrVu3aN68OX/88YfJztzY2Fi6detGdHQ0dnZ2DBkyJNtidXd3x8HBgZSUFI4ePcrTp08NCj8/evSILl26KAkOwOrpjbKTs7Mzs2fP5r333gNg0aJF9OnTh7feeitTx6tZsybffPMN06dPN1m/QqPR8OeffwJpI2Zat25t1bHbtGlD3rx5efz4MXv27OH27duULFnSqpj27NnDhQsXrL+Q/3f58mX+/PNPChQowODBg40e+9ChQ2zdupWxY8cqn2/btg2AqlWrmp0Z6Pz580Dac6hSpUqG43tdZWviAjA7D52lOeqycw47IYQQQljmU9wdF8eM/TrxPDmF4LtPDD538iqDnaNtp4FUJyeSFG74YoR3vpI4Ozhl6piJKUmEPrpt8LmbTxnsXWQay5dVXFwc6lQ1dvZ2ylQDwrZSnycSF2z4/Va4uDuOjpkvkvg6i4uPQ5OqRmVvh1suabfi5ZScnEqYkX/XdXl6euLo6PgC50gmIiLC5PqS7q4422drCU8AElPV3H6SkO3nFeJVt2DBAm7cuMGxY8c4efIklStXpk2bNrRq1YqSJUvi6upKREQEhw8f5vfff+fhw7TpWadNm0b16tWzLU5XV1datmzJ5s2befDgAQ0aNOC7776jbNmyPH36lKNHj+Lv72/wFv7Tp0+zLcaMaNasGZ06dWLdunWo1Wr69evHyZMnM13MeuLEiWzYsIGbN41PZ7lv3z7u3LkDpNU9zpUrl1XHdXZ2plOnTvj7+6NWq1m6dCkTJkywuF+jRo3Ys2cPoaGhREVF4eHhYfW1jB49GrVazbBhwwySUwA9evRg1qxZnDx5kp49e/LJJ59w9OhRfv31VwA+/fRTs8c/ceIEAG+//baUPsiAbE1c1K5dOztPJ4Swkb59+3L48GEKFizI4cOHs+w8/fr1Y+/evbi7u3Py5MksO4+wXlJSEjVq1CA5OZlWrVoxY8YMvfW9e/fm2LFjeHp6cvDgwRyKUuQkF0cHXF1s8+uEnaMzds6uNjmWJc4OTrg6utj0mPYuzti7Zk/8IuNUKSmo/r8DWJ5T9nJ0tMfZRj8nXjdJyXao7cDO3k7uoXilOTo6KoVhs4KzvR0uDpIgFVkrOTmJ+6FXczqMLJOcnH2jBFxdXdmxYwcjRoxgwYIFJCYmKsWZjcmbNy/Tpk2jb9++2Raj1uzZszl79ix3797l/Pnz9OzZ02CbEiVKMGjQIL777jsArly5Qt26dbM7VKvMmDGD7du3Exsby7///su8efMYOHBgpo6VK1cuFi5cqIziSC8z00Rp9ejRQ6kvsmzZMsaNG4ednfkEdfv27Rk9ejQajYbAwECr6mkAnD59moCAAAoXLsxXX31ldJsaNWrw7bffMmPGDFauXMnKlSuVdc2aNePzzz83efyYmBjOnTsHQIcOHayKSaTJ1t9+dR+qEML2pk6dyrJly4C0NxE++OADi/tERkby7rvvAlChQgUCAgIMtrl6Ne2XszfffNOG0RrKrvMI6wUHByvDPtM/F41Gw6VLl4C0YZFCCCGEEEII8Z+l0ZCclJjTUfxn5MmTh7lz5zJo0CACAgLYtWsXt27dIioqisTERDw9PfHx8aFdu3Z06dKFggUL5kicJUqU4OzZs/zyyy/8888/hIaGkpqaSr58+ahQoQLt2rXjk08+wcnJiUmTJvH48WPWrl1Lnz59ciReS4oVK8bYsWP5/vvvARgzZgydOnXCy8srU8dr1qwZPXr0MOjzjY+PZ8OGDQDky5eP999/P0PHfffdd/H29iY0NJS7d++yc+dOWrRoYXafChUqUKNGDf799182b95sdeJi1KhRQNqoC1czLzhNmzaNMmXKMHv2bEJDQylcuDC9evVi5MiRZket/PPPP6jVahwdHfnoo4+sikmkkdd2hPgPuXLlirJcoUIFq/a5fPmysly+fHmD9Q8fPiQqKsrkelt58uSJMrzS2thF1tNtH+mfS2hoqDKPZ+XKlbM1LiGEEEIIIYTIDnkKFMrpELJVdl9vuXLlGDZsGMOGDcvU/suXL2f58uVZuk2BAgWYOnWq2SLUkFbvwhhTxaIbNWqU6WnxS5Uqlel9hw4dytChQ42uy8wxV6xYoTe6AtJGY7zIlFkqlcpkLWRzhgwZQteuXdm8eTPx8fFWTU+1c+dOq2Pq378//fv3z1BMa9asAdKKjnt6emZo39edJC6E+A/RjlhwdXWldOnSVu1jrmMa9JMhWZm4sJRAETnD3PMvU6YM165dy+6QhBBCCCGEECLbtO45KKdDEEJY6aOPPmLcuHHcuHGDVatWWaw9kdVu3brFrl27sLe3Z/jw4Tkay6so+6tXWSEyMpKtW7eydOlS/vzzT06ePIlarc7psIR4qd2/f5/Hjx8DaVP6WJr7T8tSwkC34zorp3DSJl1ARly8TLTto2DBghQoUCCHoxFCCCGEEEIIIYQwTjdBMHv27ByOBubOnYtareajjz7Cx8cnp8N55WTLiIvbt29z5MgRHj58yDfffGNyu0ePHjFlyhS2bdtGamqq3joPDw8GDBhAly5dsjhaIV5NmZkmCv7XMa1SqYwmJrTHzZUrF6VKlXqxIM3QnsfZ2Rlvb+8sO4+wnkajURJKkkwSQgghhBBCCCHEy65nz57MmzePM2fOsGnTJtq2bZsjcURFRbFgwQLc3Nz44YcfciSGV12WJi7Cw8OZMGEC+/fvVz4bOHCg0YIl4eHhdO/enfv37yvzqalUKiCt8ywyMpIJEyZw4MABZs2ahZOTU1aGLsQrJzOJi6dPn3Lv3j0ASpYsiZubm8nj+vr6mh3FERMTw5YtW9i1axd3794lOjqaPHnyUKVKFbp06UKjRo2sit/X1xd7e3siIyNZvXo1u3fv5t69e9jb21O+fHm6detG8+bNrbq+F42pbt26PHr0iEaNGrFw4ULCwsJYs2YNe/fu5d69e8THxzNo0CD69+/P8ePH6dWrFwA//PADnTp1MnncxYsX88svvwCwceNGoyNd7ty5w7p16zh16hQ3b94kNjaW3Llzkz9/fkqWLEm9evXw8/OjePHiVt0LYx48eMDKlSvZv38/YWFhuLm5UbVqVb788kuqVKnC7du3iY+PB4yPxtHeHz8/PxYsWKB83r59ey5fvoyTkxPnzp0zW6QKYOvWrQwePBiA4cOHmyxilpSUxKZNm9i3bx9BQUHExMTg5OSEt7c3zZs3p2vXrmYLaWXkeWpl5jnYui1kNg4hhBBCCCGEEOJ14+DgwLJly6hVqxZjx47lgw8+sHpWEluaMmUKsbGxzJ49W17QzaQsS1xcuXKFTz/9lJiYGL1ExOPHjw2mG0lJSaF///5KB6pKpUKj0RgUhNFoNOzfv58hQ4bw22+/ZVXoQrySLNWqyMw+cXFx3LlzBzA/TdS6deuYOnUqsbGxep9HR0ezb98+9u3bR/v27Zk8ebLRTuykpCRCQ0OBtA7yXbt2MXr0aJ48eaK33cmTJzl58iS9e/dmxIgRZq/tRWOKiIhQCmuVK1eOgIAAJk2aRFxcnN52vr6+QMamutImaRwdHSlTpozB+rlz5zJ//nySk5P1Pn/8+DGPHz8mNDSUffv28eDBg0zPkfjnn3/y888/8/z5c+WzhIQEAgMDOXjwID/99JOSPAbD5697f7T3QKts2bJcvnyZpKQk7ty5Y7beSkpKCrNmzQKgSJEidOvWzeh2hw8fZuTIkUREROh9npSUxIULF7hw4QIBAQEsXrwYLy8vg/0z+jwh88/Blm3hReIQQgghhBBCCCFeR5UrV2b06NGMHTuWxYsX8/nnn2fr+YODg5kzZw7169dnwIAB2Xru/5IsSVw8efKEzz//nOjoaFQqlV4iwlji4o8//uDy5ct629WuXZtPP/2UYsWKcfPmTZYuXcq///6LRqNh9+7dbN68mTZt2mRF+EK8krSdpY6OjlbPm2ep8PbVq1eVBKKpN8FnzpypvG3v7OxMq1atqFq1Knny5CEkJITVq1cTHR1NQEAAhQoVUt6s13X9+nVSUlIACAsL45tvviFXrlx0796dypUro9Fo2LdvHzt37gRg+fLl1K5dm6ZNm2ZZTLqdz0FBQfj7++Pi4kLnzp2pXr06KpWKS5cuKR3T2nvp4OBA2bJljcalpU0YlS5d2mD02Ny5c5XEbN68eWnZsiU+Pj7kz5+f58+fc/PmTU6cOMH58+czPX3TokWLmD59OpA2BVjr1q2pWrUqTk5OHD9+nI0bNzJ69Gi9+5v+XLr3J31SQ/f6Q0JCzCYu1q1bx+3bt4G0EXnGRtNt3ryZYcOGoVarcXZ2pnnz5tSqVQs3Nzfu3r3Lxo0buXnzJjdu3GDgwIGsXbtWL+mSPl5rnueLPAdbtYUXjUMIIYQQQgghhHhdjRkzhjFjxuTIuX18fEhMTMyRc/+XZEniYtasWURGRiqJCB8fH/r27cs777xDoUKF9LZNSUlh8eLFyrYqlQo/Pz/mzp2rdDyVKVOGpk2bMmzYMDZt2oRGo+G3337jgw8+MOicEuJ19PjxYx48eACkdRpbO5WapREXlhIb69atUxIE5cqVY968eQZT1Xz00Ud07NiRyMhIli5dSrdu3fD09DR5noMHD1K9enVmzZqlt1379u1ZuHAhM2bMAMDf399o4iIrYjpy5Ai+vr7Mnz+fokWLKp+3a9fOYPsyZcqYvf/x8fHcunULMOzwj46OZv78+QD4+fkxc+ZMk1MfhYaGkidPHpPnMeXw4cPMnDkTSHums2fP1rs/bdq04a233mLYsGFs3rwZADc3N0qUKKF3HHNF28uVK6csh4SEmEwwPX/+nHnz5gFp7Vb3fmqdPXuWUaNGoVarKV++PHPmzKFYsWJ62/Tt25eRI0eyefNmLly4wL59+2jcuLHJeC09zxd9DrZoC7aIQwghhBBCCCGEEOJVZfMJvp49e8b69euVhEKrVq0ICAigffv2BkkLgEOHDhEVFaV87eTkxMSJE40mJCZNmqR0Lt6/f59jx47ZOnwhXkkvWpgbjCcmtMe1t7fX64wGiIyMZMqUKQB4eXmxfPlyo/Pre3p60rdvXwCSk5M5cOCA2fhLlCjBwoULDRIJAH369FE6mi9cuGAwDZQtY9J9Q79w4cIsX75cr5NbV/qprsy5evUqarUaMOysPnTokDId0ODBg83Wa/D29sbDw8PsudJ7/vw5w4cPR61WU7BgQfz9/Y3en3bt2lGxYkXla19fX5MjGFxdXSlZsqTeuvSJC1NWrFjBw4cPgbTrTT/nZFJSEkOGDCEpKQlvb2+WLl1qkLSAtFFGo0ePxtHREUhLfqWXkef5Is/BVm3hReMQQgghhBBCCCGEeJXZPHFx9OhRZShMqVKlmDp1qtKZZExgYKCyrFKp+OCDD0x2vjg5OdGjRw/l63379tkoaiFebZmpb6GdZgbSOvLTT+EG/0solC5dGhcXF711/v7+Sn2AiRMnGt1fq2bNmsqytlPX2HkARo8ejbu7u9HjODk58dZbbwGgVqsJCwvLsph0O7pHjx5N/vz5TR4rODhY6WC21Fmte63pa0PExMQoy+lrOdjCqlWriIyMBGDIkCEULFjQ5La1atVSlo21Ke39KVeunEHCoXDhwrzxxhtA2r0x5unTpyxevBhIexbpR0ho49XWPho3bpzZZ+Du7q4kYe7fv28yXrD8PF/kOdiqLbxoHEIIIYQQQgghhBCvMpsnLo4cOaIs9+nTx2zSAtISHdppogDef/99s9vXr19fWb548eILRCrEf0dmRlxcu3aN1NRUk/ukpKRw48YNwPBt8KSkJDZt2gRAxYoVadiwodlz6SYi0s/xp9Fo9DrBLR2rSJEiejFmRUwJCQlK3YXSpUubnOpIy9KUWrp0k0zp72upUqWU5SFDhvD333/rFc9+UStXrgTSElUffPCB2W11C1ynj1P3/pgq2q6ts3Lz5k3l57uuRYsWKcXXv/vuO6PHWLFiBQBFixYlNjaWPXv2mP0v/QgcY/Fa8zxf5DnYqi28aBxCCCGEEEIIIYQQrzKb17jQ7Yix1HF49+5dHjx4oExB4ujoSJ06dczu4+vri4ODA6mpqcqbuEK87rSdpXZ2diY7ktOzNE1USEgISUlJRtefP3+ex48fA9CiRQuL59KOggAMRlPcvn2b+Ph4AIud6YBex63uiApbxnT9+nVlCp/mzZtbPFZmOqs9PDwMRpc1atSIt956i5MnT/L48WNGjRrF5MmTqVevHn5+fjRp0oR8+fJZjMeY69evK3VQWrdujb29vdntde9P+mvSvT/GRgpAWhLq7NmzxMfH8+DBA71pmR4+fMgff/wBQOPGjfVGv2hdvXpVGTlx//59BgwYYOkSFenvUUaf54s8B1u1hReNQwghhBBCCCGEEOJVZvMRF48ePQIgV65cRueo13XmzBllWaVSUbVqVauKCru7u6PRaJS3dYV4nSUmJipTPpUoUcLsPPi6Lly4oCzr1jPQMtcBe/bsWWW5atWqFs+lO81N+hoFuufRnZ7IlDt37gDg7Oysl7iwZUy60wpZE5N2+6JFi5otkJycnGxyFAukJZ78/f0ZMGCA0iEdHx/Pnj17GDVqFA0aNGDEiBF6dYGsdeLECWXZUoIYUIpGOzg4GNQ30b0/phJl5upczJ07l4SEBOzt7U2Otjh58qTFGE3RHakAGX+eL/IcbNUWXjQOIYQQQgghhBBCiFeZzUdcxMTEoFKpTM5Rr0vb0ajRaFCpVEbfujVGO/2UselHhHjd3Lx5U5nyqUSJElbvp+0YVqlURjtzzSUudGtLFC5c2OK5zp8/ryxXq1bN5HnSF3lOLzU1lVOnTgFQu3ZtvVEDtoxJt6Pbmqm3rl27ZtW2V65cUeofmBqp4OLiwtdff03//v05d+4cR48eZdeuXdy4cYOkpCQ2bNjA+fPn2bBhg0HdEXN074+l+6zRaJT77O3tbZBQ1t4flUpl8jrKli2rLIeEhNCgQQMgLfG0fv16ANq2batMKZVeeHi4snzy5Emr/k0xJaPPEzL/HGzZFl4kDiGEEEIIIYQQQohXmc1HXGiTCdYkFf79919lmihI64i0RnR0NIBVozOE+K/Tfj8A5M6d26p9Ll68qEy1VqlSJfLmzWuwjTahUKhQIYNCxrq1BKwZ4bF9+3Yg7S30MmXKGD0PpI3UMufAgQPKdFB+fn5ZHpOxa0/vwYMHPH36FNDvrDfm4MGDyrKlKb0cHByoVasWX3/9NVu2bGHZsmVKMe2QkBC9ekLW0C30bKmD+/jx48qIFGPTHWnvT7FixUy2OVMjLn799VeSk5Nxdnbm66+/tipea9u1KRl5null5DlkVVvIaBxCCCGEEEIIIYQQrzqbJy7y58+PRqPh2bNnZrd7/PgxwcHBytf29vbUqFHD4vFjYmJITk5GpVLJ3N5CkNahqaWdqs2S5cuXK8sdO3Y0uo25N8d1O5K1iQRTdu7cqUw71KFDB71kJegnLnTfsjdmyZIlQNp0ce3atcuSmDQaDdevXwcs1yiA/02pBIZTTulKSEhg7dq1ytfm3rI3pl69eowYMUL5OqPTA9nZ/e/Hve7oC2MWLVqkLKd//rr3x1yHe758+ZS6Ddqf9VeuXGHbtm0AdOvWzezIGO3IOtCf1iujMvo8LTH3HLKrLViKQwghhBBCCCGEEOJVZ/PEhbajKi4uzmxHypEjR5RRGSqVikqVKln1lrTuW6XmOoaEeF3oTvtz7tw5i8mLAwcOsHXrVgAKFixImzZtDLa5f/++0vlvrHNa923y06dPmzxXREQEkydPBtI6snv27Km3Pjo6msjISKuOtX79emV9r169DN7Ct1VMd+/eVQpTW9PRrS0sDmkd0qb8/PPPSge8o6Mj3t7eFo+dnvZtfsjYtGAARYoUUZaPHTtmcruAgACOHj2qfJ3++eveH0sjBbSjLkJDQwGYPn06Go2GPHny8MUXX5jdV7dd79ixw+y25mT0eVrD1HPIzrZgLg4hhBBCCCGEEEKIV53NExdVqlRRls11ju3evRv435RS2vnPLdHuB7brhBLiVebl5aXUaEhISOD777/XmzZJS6PRsHHjRr755hvl+27kyJG4ubkZbGuuvgVA48aNlZEe/v7+RpMloaGhfPLJJ0RERGBnZ8ekSZMMihVfvnxZ7+t58+YZHS2xbds2xo0bB6RNbfXZZ59lWUyWrj093Wm2/vnnH6XeiFZSUhKTJ09m1apVymc+Pj56IwquXLnCjBkzzI4suHr1KnPmzAHA09PT6qn1tHQLci9fvtzo6JZt27YxZswYvc/S3wPd+2MpcaFNJj158oRt27Zx6NAhAD777DOj05Ppaty4sTISZvbs2UrNDWM0Gg0nT55k6dKlBusy8jxf9DnYoi3YIg4hhBBCCCGEEEKIV53Ni3PXr1+fP/74A0jrHPvggw8MtomKiiIwMBCVSqV0oDZr1szisUNCQggMDFS+fuutt2wUtRCvtuHDh9OjRw+Sk5M5ePAgTZs2pWnTppQoUQKNRsODBw84duwYt2/fVvYZMGAALVu2NHo83WLGxjp7vby86Nq1KytWrODevXu0a9eOzp07U6pUKWJjYzl16hQ7d+4kMTERSEuQGPse1+1Ubt26NVu2bKFDhw50796dYsWKERkZyZ49e5QRAB4eHsyaNctofRtbxWTp2tOrXLky7u7uPHnyhHPnztGxY0datmxJnjx5uHXrFtu3byc8PJyuXbuyevVqNBqNQYf/+fPnWbhwIf7+/tSsWZOaNWtSsmRJXFxcePjwIadPnyYwMBC1Wo2DgwOTJk3SmyLMGrVr16ZixYoEBQXx5MkTOnToQLdu3ShdujQxMTEEBgZy9OhRHB0dlespWrSoQVFs3ftjaYoj3VEwEyZMANLqTKQf5WKMt7c3nTp1Yu3atcTHx9OrVy/8/PyoV68eBQoUICkpiZiYGK5du8axY8cICwvj888/NzhORp7niz4HW7QFW8QhhBBCCCGEEEII8aqzeU9H3bp1cXd35+nTp1y+fJnx48czduxYZX71lJQURo8erdSpUKlUVKxY0WIh0+fPn/P9998rb7DmyZOHd99919bhC/FKql69OnPmzGHYsGE8fvyYR48esW7dOqPburu7M3LkSIMaEbq0IyHc3NxMTkEzdOhQHjx4wJ49ewgPD2fWrFkG2+TNm5fJkyfTtGlTo8fQJi7eeOMNfvjhB8LCwjhz5gw//fSTwbblypVj7ty5ZqeIs0VM2o5uc9euy9nZmaFDhzJ69GjlmnQTMk5OTgwdOpS33npLedM+fWe1tp6IWq3m1KlTJkcXeHh48OOPP9KwYUOLcRnz888/06NHD2JiYoiOjua3337TW+/q6sqUKVOU0S3GOtW19yd37twWp+vTLdCtHUkzcOBAi8XBtcaMGUNCQoIyemHPnj3s2bPH6LYqlYqqVauajNea5/miz8EWbcEWcQghhBBCCCGEEEK86myeuHB2dqZv377MmDEDlUrFX3/9xcmTJ/Hz8wNgz5493LlzRxltoVKpGDBggNljnj9/nkmTJhEUFASkdVB1797d6FvXQryuGjVqxPbt21m3bh0HDx4kODiY2NhYnJ2dyZ8/PxUqVODdd9+ldevW5MqVy+yxtJ29vr6+BsW0tZycnJgzZw7bt29n/fr1XLp0ibi4OAoUKECJEiV4//33ad26tdkpgbSdut7e3ri6urJs2TKWL1/O5s2buXfvHq6urvj6+tK6dWvat29v8a1yW8Sk7TQ2d+3pderUiQIFCrBkyRIl6VOkSBEaNmxIly5dKFGiBH///beyffqRCsOGDaNRo0YcP36coKAgIiIiiIyMJCkpibx58+Lr64ufnx/t2rUzqO2RET4+PgQEBDBv3jwOHDhAdHQ0uXLlolixYtStW5devXqRlJTEkydPAOMjFDJyf3x8fPRG1pUuXZoOHTpYHa+TkxPTpk2jU6dOBAQEcPbsWR4+fEhiYiKurq4ULlyYsmXLUqtWLZo0aYKXl9cLxWuL5/CibcFWcQghhBBCCCFs40HAZZIfP8/pMLKNY14XirSvkNNhCCEEKo22R8mGUlJS6N69O+fOndNLUAB6ywAtW7Zk+vTpBseIiIhgxYoVnDlzhvPnz+utK168OJs3b7b6rV0hhBBCvLigoCAqVaqkfN2w529Ur14ZF8eMvQfxPDmF4LtpCbJZ+Vconzt5lcHO0dk2wf4/dXIiSeEhAAz3KaR87p2vJM4OmXsBIjElidBHaVPvDVr1UPnczacM9i62jV/YTlxcHOpUNXb2dkbrO4kXl/o8kbjgtO+3QJ8+yueFi7vj6GifU2G90uLi49CkqlHZ2+GWS9qteDklJ6cS9v//rud3Wq98nujxv98ZPD09Dep6ZewcyUr9r0aV02q1LUj5WFlf0t0VZ3ubl/C0KDFVze0nCQD4t6yR7ed/GaX/ffHSpUtUrFgxByMyFBoaSmJiIs7Oznh7e1vc/vayf0mKjs+GyF4OTgVyUbJP9rXnK1eusGrVKnbt2sWdO3eIiYnB3d0dLy8v6tevT7t27ayaXt4WLly4oFe711YaNWrEgQMH8PT01Ks3eevWLUqXLg2kvcA2depUZd3y5cvp0yft96nt27fTvHlzg+NGRkaSkpJC4cKFbR5zdklISKBGjRo8ePCA4OBgChYsqKxLSkpiypQpypTgnp6efPjhh4wbN85gWmtdN2/exNfXlzfeeIPQ0FCz244fP54JEyYwf/58vvzyS5tem8i49D+fs2RSbAcHBxYtWsTXX3/N8ePH9dbpvn3boEEDpkyZYvQYkZGRLFmyRC/xodFocHd3Z+7cuZK0EEIIIV4C2gSELWgTDNlBm3iwJW2HrXi5pQJPczqI10yYDX9OvM6iSczpEITING3SIatokwdCZDWVY/YnyLKLJlmdredLSUlh6NChzJ49W5kWXisyMpLIyEguXrzIvHnzaNiwIYsXL8bHxydLYnn48CFDhw7l4MGD3Lx5M0vOYUtqtRp/f39GjBjBhg0bXunExbBhw7h69SpTp07VS1oA9OjRg7Vr1ypf3717l5kzZ7J7926OHTtmcgaCcePGkZyczPfff282aQHw/fff4+/vz5AhQ2jatGmWtTGROVlWzTNPnjwsX76cjRs3smbNGi5evEhqaioODg6UL1+e3r1707JlS5NTd+TPn19Z1iYtvL29mT17NmXKlMmqsIUQQgghhBBCCCGE0KNytCNXcfOdoK+y+LtPsjV58eWXX7JkyRIAatSoQa9evahUqRLu7u7ExcURFBTEypUrOXbsGAcOHKBJkyYcPXqUokWL2jyWrl27EhgYSMmSJW1+7KywatWq/8TogNOnTyu1TL/++mu9dbt27VKSFgMHDuTDDz/k7NmzjBw5kkuXLjF58mSjL8NfvnyZP//8Ey8vLwYOHGgxhly5cjFu3Di++OILBgwYwM6dO21zccImsixxodWuXTvatWtHYmIiT58+pUCBAkqhbnN0Exfly5enY8eOfPTRRy80vFQIIYQQtjP3+8Y2GPrf1iaxWGOt5U0yrnNWHFRkhaCgIJ4/f46Li8tLN2XFf9E7OR3Af4S0W/HqaQ1kT9v1z5KjCiGyw8GDB5WkxZdffsncuXMN+gobNGhAv379GDduHBMnTuTOnTsMGTKE1atX2zyelJQUmx/zRfXu3ZvevXsbXfcyxpsZAwcORK1WM2rUKFxdXfXW/fHHHwC0atWK3377DUhrEykpKQwZMoRVq1YZTVyMHj1aOaal+q5an3zyCT/99BO7du1i06ZNtG2bfX+jCvOybYybs7MzBQsWtCppAeDi4sL27ds5deoUGzZsoFu3bpK0EEIIIYQQQgghhBDiFbZo0SIA8ubNy8yZM832FU6YMIE6deoAsG7dOr0aEeLV9c8//3D8+HEKFCig1PLQdeHCBQD8/Pz0Pm/cuDEAd+7c4elT/QlgT58+TUBAACVLluTzzz+3OhYHBwe++eYbAMaMGUMWlIMWmfRST85XunRpk/OVCSGEEEIIIYQQQgghXi1BQUEAFC9e3Koatt26dQMgNTWVy5cvZ2lsIntMnjwZSHu2zs7OButjY2MByJcvn97nefLkUZafPXumt27kyJFAWo0LJyenDMXTrVs3nJycuHjxIps3b87QviLrvNSJCyGEEEIIIYQQQgghxH+Htt7t9evXiYyMtLh927ZtWblyJTt27KBq1apGt4mOjmbq1Kk0adKEIkWK4OzsTO7cuSlVqhSdO3dm+/btBvv07t0blUrFgQMHALh9+zYqlQqVSsXy5csNtn/y5Ak//PADb731Fvnz58fFxYVSpUrRvXt3Dh8+nIE7YNny5cuVWHbs2AHA/v37UalUeiMU/Pz8UKlUNGrUyOhxNmzYQPv27SlSpAhOTk54eHjg5+fHvHnzSEpKMhvD1q1b+eijjyhevDhOTk7kzZuXSpUqMXDgQCX5lBnnzp3jxIkTQFoBbmPy5s0LYDCq4tGjR8qybhLjwIED7N69G19fX3r27JnhmPLnz0+LFi0AWLBgQYb3F1lDEhdCCCGEEEIIIYQQQohsUa1aNQASExPp0KEDISEhZrcvUaIE3bt35/3336dAgQIG6zdt2kSpUqUYMWIEe/fuJSwsjKSkJOLi4rh9+zZr166lZcuWGZo+KL2DBw/i4+PDmDFjOHXqFI8ePSIxMZHbt2/z559/Ur9+fb744guSk5MzfQ5bevLkCe+99x4dO3Zk48aNhIWFkZycTHR0NPv372fAgAFUqVKF69evG92/b9++tG7dmnXr1nHv3j2Sk5N58uQJQUFBzJkzhypVqjBt2rRMxaZNChUsWJCaNWsa3aZy5coA7Nu3T+/zvXv3Ammz9LzxxhvK59rRFhMnTsTe3j5TcWkTF7t27SIsLCxTxxC2JYkLIYQQQgghhBBCCCFEtvjqq6+UzuXDhw9Trlw5GjduzK+//sqFCxcyVGPg0qVLfPjhh8TGxuLh4cGECRPYvn07x48f5++//+bzzz/HwcEBAH9/f2X0AqR1cp89e1bpPC9cuDBnz57l7NmztGnTRtnu33//5b333iMqKop8+fIxduxY9u7dy/Hjx/n999+pV68ekFa7Y8CAAS98f0ypVasWZ8+eZcKECcpn/v7+nD17lsWLFyufpaSk0KJFC3bv3g1Ap06dWL9+PSdPnmTbtm3069cPR0dHrl27RpMmTXj48KHeeVasWMHSpUuBtJoSf/31FydPniQwMJAff/yR/Pnzo1arGTp0KKdPn87wdWinYmrcuLEy+ia9zp07K9t+8803HDp0iFmzZinXrjuqYsuWLRw9epRq1arRqVOnDMej1bRpUwDUajVbtmzJ9HGE7TjkdABCCCGEEEIIIYQQQojXQ40aNZg1axYDBw5Eo9GgVqvZt2+f8nZ9/vz5adCgAe+//z5t2rShSJEiJo81YcIEUlJScHR0ZNeuXVSvXl1ZV6dOHTp27EiDBg3o3r07AH///TfNmzcH0kZylChRQqmv6+TkpIwG0dJoNPTo0YPExERKly7NgQMHKF68uN45evTowWeffcaSJUvw9/ene/fuNGjQwCb3Slfu3LmpVq0a586dUz7z8fExiHnGjBkcO3YMSEtCpJ+OqUWLFnTq1IlmzZpx7949hg8friQqAJYtWwZAxYoV2bFjB46Ojsq6xo0b07RpU+rUqYNGo2Hp0qXUqlXL6mu4ffs2N2/eBDA57RdA8+bN6datG3/++SezZs1i1qxZyrqaNWsybNgwIO35jBkzBoAffvjBZCLEGt7e3rzxxhs8e/aMffv28dlnn2X6WMI2JHEhhBBCiEy5u/AbXD3zWN5QiJeA6///BxC6MQcD+Y8Y7lNIWR606qGZLYUtPAeOZPM5A336WN5I2IxbkWt6XzeqHM6ClI+NbuvfskZ2hCSEEFlqwIAB+Pr60q9fP4KDg/XWxcTEsHHjRjZu3MiAAQNo164d06dPp1SpUnrbaTQaIiMjKVCgAI0aNdJLWuj66KOP6NWrF6mpqdy/fz9Dce7YsUMpCD5z5ky9pIWWSqXi119/JSAggJiYGObMmZMliQtrpKamKp387dq1M1lDws/Pj759+7Jo0SL++OMPZsyYodSVCA8PB9ISO7pJC63atWszYsQIHBwcqFOnTobiO3PmjLJcsWJFs9v+/vvvVKtWDX9/f27evImnpyddunRh3LhxuLqm/Wb/119/ce7cOd5++21atWoFQEJCAjNnzmTnzp0kJCRQrVo1Bg8ezJtvvmn2fCqVigoVKnDixIlMjSQRtidTRQkhhBBCCCGEEEIIIbJV06ZNuXbtGnv27KF///6UKVPGYBu1Ws2GDRuoWLEiW7du1VunUqnYv38/UVFRrF271uR5HBwcyJ8/P5BWVyMjdKeWatKkicntcufOzbvvvgsY1mXIThcuXODBgweA+XgBZeRJcnIyR4787xUJX19fIO3ax40bR1RUlMG+kydPZsKECbRs2TJD8d24cUNZ9vb2Nrutvb09Q4YM4dq1ayQlJXH37l1++eUXZYRMamoq48aNA+DHH38E0pIWfn5+jBo1ioMHD3Lq1Cn8/f2pXr26MnWWOdo2eOvWLdRqdYauTdieJC6EEEIIIYQQQgghhBDZzs7OjiZNmjB37lyCg4O5ffs2y5cvp1u3bnqFuOPj4+nUqZMy+sHYcbTbBQUFsWnTJn766Se6dOlC0aJFiYyMBMhwZ/TZs2eV5TfeeAOVSmXyP23thqioKJ49e5ah89iKbrwDBw40G2+HDh2UbUNDQ5XlwYMHY29vj0ajYeLEiXh6elKvXj3Gjx/P0aNHX6hDX7fotbu7e6aPA2lTWl2/fp2mTZvSqFEjAKZPn86JEycoXrw4R48eJSoqisGDB/P8+XO6detm8bloY0pOTlbajMg5MlWUEEIIIV6Ik1cZ7BydczoMIcyKi49DrVZjZ2eHWy63nA7nlaROTiQpPMTsNm4+ZbB3kZ8HthIXF4c6VY2dvR1ublnfblOfJxIXbPiMCxd3x9HRPsvP/7pJTk4l7O4Tq7YtnNuZsNiMvSUshBCvohIlStCrVy969epFSkoKK1asYNiwYURFRZGQkMDUqVNZsWKF3j6RkZHMmDGD9evXExwcbLS4t0qlylDRb63o6OhMXcfjx4954403MrXvi3iReLUaNGjA33//Tb9+/QgPD0etVnPs2DGOHTvGhAkT8PDwoGPHjnz33XeULVs2Q+eJi4tTlvPkyfy0w4mJiUycOBFIq22htXDhQgB++eUX3n77bSAtmaGd8mvt2rX07dvX5HF1kym6sYqcIYkLIQQASUlJ1KhRg+TkZFq1asWMGTNyOiRhpd69e3Ps2DE8PT05ePBgTocjMui/8PzsHJ2xc3a1vKEQOSkpBY1aDXZ20l6zkL2LM/aucn9tRZWSgipVjcreLkfvq6OjPc4u8qdjTnK0k8kShBD/DQkJCYSHhxMREUHdunXNbuvg4MAnn3xCrVq1qFmzJikpKezdu1dvm5MnT9KyZUu9Dnt3d3fefPNNKlWqRJ06dWjWrBl169YlIiIiw/GmpKQAULp0aTZs2GD1fp6enhk+ly1o4wVYuXIllSpVsmo/Ly8vva/btWtHixYt2LJlCwEBAezcuVOZMioqKoqFCxeybNkyVq1aRceOHa2OT7d4tr195l+KmD9/Pnfv3qVt27ZKnY3bt29z7949AOrXr6+3fYMGDbh8+TJHjx41m7jQje9FCn0L25DfPoXQcevWLd5//30AatasyapVq6zar1evXhw/fhyALVu2ZDjj/DIIDg4mOTkZwGLBIvHy0Gg0XLp0CYCqVavmcDQio+T5CSGEEEIIIV4ngwcPZsGCBUBavQMfHx+L+1SpUgU/Pz92795NWFgYGo0GlUpFQkICHTt2JDo6GkdHR8aOHcvHH39stFZGbGxspuLV1saIjIykSpUqypRULyttvADOzs5Uq1Yt08dydnamY8eOdOzYEY1Gw/nz59m9ezfr1q3j1KlTJCUl0bdvX5o1a2b16AltfQpIm9ZL92trxcXFMWXKFOzs7Jg0aZLyuba2B0ChQoX09tFOO6Y7VZUx8fHxRmMVOePl/m4TIptduXJFWS5fvrzV+129ehVI+6FuqbjQy0p3nsgKFSrkYCQiI0JDQ5U5GitXrpzD0YiMkucnhBBCCCGEeJ3ovui5c+dOq/fTTplYpEgR5U34LVu2KG/Yjx49mtGjRxtNWjx69CjT0/5UrFgRSEt8nDlzxuy2S5YsYd68eWzfvj1T57IFbbwA+/fvN7vtmTNn+Omnn1i7di3h4eHK548fP+b48eN6nfwqlYpq1aoxdOhQTp48SZ8+fQB48uSJXmFvS4oUKaIs654zI2bOnMnDhw/p0qWL1X9Hp6am6v3fFG1Mzs7OejVWRM6QxIUQOjKTuAgLC1PmAixXrtwLDXXLSZlN2oicVaZMGa5du8a1a9f4/PPPczockUHy/IQQQgghhBCvkw8++EBJPEybNo1Hjx5Z3Cc2NpZDhw4BaVP+aIWE/K8uU82aNU3uv2bNGmVZdyolLXOjKJo1a6Ysz5492+R29+/fp1+/fgwYMICRI0ea3M4WzMVbu3Zt8ubNC8CqVauIiYkxue2YMWMYPnw4nTt3VqbRunjxIvny5ePtt99WRsYYo52tBOD58+dWx66buLp165bV+2k9evSI6dOn4+DgwIQJE/TW6U7PpTv6AtKeDxiOxEjv9u3bQNrf6i/76JrXgTwBIXRkpvNed6TCq9zhr72OggULSlZZCCGEEEIIIYQQNle2bFl69OgBpHVcN2/enBs3bpjcPjY2lm7duhEdHY2dnR1DhgxR1un2XZga5XDo0CGGDRumfJ2UlGSwjbOzM2C8GHOHDh0oXrw4kFYzYuXKlQbbpKSk0Lt3b2X67QEDBpi8HlvQxguGMTs7O/Pll18CaSMnevToQWJiosExli9frtyzevXqKVMXV6xYkVKlSgEwd+5ck8mFv/76C0hLolSvXt3q2GvXrq0sX7hwwer9tH766SceP35Mnz59DKYZK126tDJV1tatW5XPk5KSCAwMBOCtt94yeWy1Ws3Fixctbieyj9S4EEKHNnHh6OhodZ0K3WTHq1obQqPRKNNdyTRRQgghhBBCCCGEyCoLFizgxo0bHDt2jJMnT1K5cmXatGlDq1atKFmyJK6urkRERHD48GF+//13Hj58CKSN0NDtJG/dujUuLi48f/6cefPmKTUv8ufPz7179wgICOCvv/7Smx7o6dOnBvFoC1NHRUUxY8YM6tevT+HChSlWrBiOjo4sW7aM9957D7VaTa9evdixYwcff/wxHh4eXL9+nV9//ZWzZ88C8O677yrTKGUV3ULas2bNwsPDA0dHR2rUqAGkjaTYvHkzly9fZtu2bdSoUYNvv/2WSpUqERUVRUBAAL///jsALi4uzJs3TzmenZ0dY8eO5ZNPPiE6OpratWszaNAgateuTZ48ebh9+zZLlixhz549AHTv3l1JdFijSJEi+Pj4EBwczIkTJzJ03eHh4cyePRtnZ2fGjBljsF6lUtG9e3d+++03JcFVrlw5pk2bxoMHD3Bzc6NLly4mjx8UFKQkgho1apSh2ETWkMSFEP8vKiqKyMhIALy9vXFycrJqP93EhblO/6CgIA4cOMC5c+cICQkhOjqalJQU3N3defPNN2nTpg1t2rRRhkwaU7duXR49ekSjRo1YuHAhYWFhrFmzhr1793Lv3j3i4+MZNGgQ/fv319vvwYMHrFy5kv379xMWFoabmxtVq1blyy+/pEqVKty+fVspQJR+1Mjx48fp1asXAD/88AOdOnUyGd/ixYv55ZdfANi4caPRESgZuQZbn/vOnTtKEambN28SGxtL7ty5yZ8/PyVLlqRevXr4+fkpb1NkVE48Y+32fn5+BsM4BwwYoPwyYY1y5crxzz//GHweExPDli1b2LVrF3fv3iU6Opo8efJQpUoVunTpYvYfdI1GQ82aNYmLi6NJkybMmzePx48fs379enbu3Km0vRIlStC2bVs++eQTHBws/9OUlJTEpk2b2LdvH0FBQcTExODk5IS3tzfNmzena9euuLq6ZltMmW1b5p7fix5bCCGEEEIIYTuaZDXxd5/kdBhZRpOszrZzubq6smPHDkaMGMGCBQtITExk3bp1rFu3zuj2efPmZdq0afTt21fv88KFCzNnzhw+//xz1Go1S5cuZenSpQb7f/jhhzg4OLBmzRpu3brF8+fPcXFxUdZ/8MEHLF++HIDvvvsOgBEjRvDjjz8C0KRJEwICAujRowdPnz5l1apVrFq1yuA87777Lps3b87yKcRr166Nl5cX4eHh7N69m927d1O4cGFleqRcuXIRGBhI+/btOX78OJcvX+azzz4zOE6+fPlYs2aNMtpCq0+fPgQFBTF9+nSioqKMJgkAWrZsaXY6KVPat2/PL7/8woEDB0hJSbGqDwDS+oXi4+P55ptvTP79O378eLZt20ZwcLBe35hKpWLu3LkULFjQ5PG1ozIcHR1p3bp1Bq5IZBVJXAjx/zJbnFqbuLCzs8PX19foNnPmzDE5F2JUVBSHDx/m8OHDbNmyhblz5xpNmkRERChzP5YrV46AgAAmTZpkMCwwfQx//vknP//8s96cgwkJCQQGBnLw4EF++uknvY709KNGtCMxwPJ90R2xYqwgVkavwZbnnjt3LvPnz1eGbmo9fvyYx48fExoayr59+3jw4AHDhw83ey5jcuIZ625vrO2ZG25rjLFjrFu3jqlTpxIbG6v3eXR0NPv27WPfvn20b9+eyZMnG/3l7N69e0r8vr6+BAYGMnbsWKKiovS2Cw4OZvr06Vy6dInffvvNbJyHDx9m5MiRyhycWklJSVy4cIELFy4QEBDA4sWL9d5EyaqYMtu2LD2/Fzm2EEIIIYQQwvays3P/vy5PnjzMnTuXQYMGERAQwK5du7h16xZRUVEkJibi6emJj48P7dq1o0uXLiY7nPv27Uv58uWZOXMmR44cITIyEicnJwoXLkzNmjXp27cv7733Hn/99Rdr1qwhMTGRTZs20blzZ+UYHTp0YMGCBfz222+Ehobi6upq8DdwmzZtCAkJYc6cOWzfvp0bN27w7Nkz8uXLR40aNejevTtdu3bNlroIuXLlYteuXQwZMoQTJ06QmJiIq6srcXFxShFzLy8vjhw5wtq1a1m9ejWnT58mKipKmWGkVatWDBw4UK8uhK5p06bRtm1b/P39OXbsGPfv30etVuPp6UmdOnXo1q0bbdu2zVT83bt355dffuHZs2fs27dPr46IKbdv38bf3x83NzdGjBhhcrt8+fJx5MgRRowYwaZNm4iLi6N69eqMGTOGFi1amD3Hpk2bAGjRooVMof6SkMSFEP9Pt5Pc2imfnj59qhT4KVGiBLly5TK63cWLF3F1daVWrVpUrlyZEiVK4OrqyqNHj7h69Spbt27l2bNnHDx4kMWLFxuMmEgfX1BQEP7+/ri4uNC5c2eqV6+OSqXi0qVLeh38ixYtYvr06UDaP2ytW7ematWqODk5cfz4cTZu3Mjo0aNp2rSpsk/6BIE2IeDg4GBx+ixt8qd06dJGO+Yzeg22OvfcuXOVjue8efPSsmVLfHx8yJ8/P8+fP+fmzZucOHGC8+fPZ3qqrJx4xpba7PDhw1GrTf9inZyczNSpUwkPDwfS5rXUNXPmTOXtCWdnZ1q1akXVqlXJkycPISEhrF69mujoaAICAihUqBCDBw82e023bt1i4cKFuLm50aNHDypVqoRGo+HEiRNs2rQJtVrNzp07OXXqlN68l7o2b97MsGHDUKvVODs707x5c2rVqoWbmxt3795l48aN3Lx5kxs3bjBw4EDWrl1rMMLFljG9SNuy9Pyyo90KIYQQQgghzHPM62J5o/+Q7L7ecuXKMWzYML06FBlVr149g79n0+vcubNesiK9L774gi+++MLsMTw8PBg/fjzjx4/PUHz79+83+nmpUqXQaDRG1/Xu3ZvevXubPGblypXZuXOn2fPa2dnRpUsXs9MjmVO/fn3q16+fqX3NqVKlCu+99x67du1i9erVViUuSpYsabRWhzGFChViyZIlLFmyxOqYHjx4wMGDBwEYOnSo1fuJrCWJCyH+X2aKbFs7TVT37t359ddfTU5d89VXX9GpUyfCwsLYuHGj0U5t3XMdOXIEX19f5s+fT9GiRZXP27VrpywfPnyYmTNnKtcze/ZsvaF0bdq04a233mLYsGFs3rwZADc3N0qUKGH0vGXKlDE7fVZ8fLxStMlU4iej12CLc0dHRzN//nwA/Pz8mDlzpsnnEBoaSp48eUyex5yceMaW6qs0btzYZLzJyckMGjRISVp89dVXdOjQQVm/bt06JWlRrlw55s2bZzAU86OPPqJjx45ERkaydOlSunXrZvC2hm7n/LZt23jnnXeYPn06+fLlUz5v37493t7eSpLtyJEjRpMEZ8+eZdSoUajVasqXL8+cOXMoVqyY3jZ9+/Zl5MiRbN68mQsXLrBv3z6D+2CrmF60bZl7ftnVboUQQgghhBDmFWkvLwkJYWujR49m165drF27lpkzZ+Lu7p6j8SxevBi1Wk2DBg149913czQW8T9ZP35JiFeEbidiz5498fX1tfhfz549lX3MJTvq169vstMRoGDBgrRs2RJIm89et3CUlm5na+HChVm+fLleh7au58+fK2/bFyxYEH9/f6Pz/7Vr146KFSsqX/v6+uq9nZ6UlERoaKjF69PGp32731TiIiPXYKtzHzp0SJlmZ/DgwWafg7e3Nx4eHmbPZUp2P2Pd7V1dXSlZsqTVsSYnJ/PNN98o8zf279+fgQMHKusjIyOZMmUKkDa8dPny5Ubbj6enpzLHaHJyMgcOHDB7TZUrV2b+/Pl6CQKtNm3aKMva6ZN0JSUlMWTIEJKSkvD29mbp0qUGSQtImyps9OjRODo6AihvTGRFTC/atsw9v+xqt0IIIYQQQgghRHbTjuaIi4vL0MiIrJCUlMTChQsBGDVqVI7GIvRJ4kIIIC4ujjt37rzQMawdpWGKdv5EU8MEdTtbR48eTf78+U0ea9WqVUqh8SFDhpgtPlSrVi1lOf2okeDgYKXz1NL16SZ+TM3Xn5FrsNW5Y2JilOX0NRGymy2fse725cqVs3oezZSUFAYPHqwU7e7Xrx+DBg3S28bf31+pATFx4kSzczvWrFlTWdYmmozFqD2Ws7Oz0ePojqjJnTu3wfpVq1Zx7949AMaNG2f23ri7uyuJFu1UblkR04u2LXPP72Vqt0IIIYQQQgghhK3NmDEDe3t7pk2bpleXNbstWbKEBw8e0LJlS957770ci0MYkqmihED/jf1y5cqZnWJH1+rVq3ny5AlgvnM9MTGRwMBA9u7dy5UrV4iMjCQ2NtboW/ceHh4GRY4TEhK4ffs2kFbDQbcmhTErV64E0t6I/+CDD8xuq1u8OP1oBd2EgKXkge5UW8ZGXGT0Gmx17lKlSinLQ4YMYejQobRu3RoXF9vO25ndz1h3e2trsmiTFrt27QLgyy+/5JtvvtHbJikpSSlIVbFiRRo2bGj2mLrDOdPPNxkbG6skDmrUqGF2OjXtVF+A0VEmK1asUNbFxsYqiRdT0hdSy4qYXqRtWXp+2dVuhRBCCCGEEEKInFCrVi2GDh3K1KlTmTNnDkOGDMn2GBISEvjxxx9xd3dXRl2Il4ckLoRA/w3s9957T2/aHFOSkpKU4WwFCxY0OVXL/v37GT9+PGFhYVbF4u3tbfDZ9evXlcRK8+bNze5//fp1Hjx4AEDr1q0NOsjT075ZD4YJgswkDzw8PIzei4xcgy3P3ahRI9566y1OnjzJ48ePGTVqFJMnT6ZevXr4+fnRpEkTo9MEZUR2P+P025sa4aJLm7TQFu/64osv+Pbbbw22O3/+PI8fPwagRYsWFo+r237Sz0l57do1ZXSJpYJeN27cUJZ9fHz01l29elVJNty/f58BAwZYjEsr/bO1VUzwYm3L0vPLjnYrhBBCCCGEEELkpPHjx7N582Z++OEHevXqZXbGkKzw888/c+/ePfz9/Y1ORy1yliQuhCBzhbmtmcpo48aNjBgxQumgrFy5MrVr16ZEiRLkyZNHmaImIiKCiRMnAsY7MXUTK7pTOxlz4sQJZblOnToWr0P7VrmDgwPlypUzet6iRYuaLf6bnJysdPJaU9/C0jXY8tx2dnb4+/uzaNEiVq1axaNHj4iPj2fPnj3s2bOHCRMm0Lp1a7777rtM1QnIiWecfntLIy5SU1MZMmSIkrT4/PPPGTx4sNFtz549qyxXrVrVYhy60xil/0c+fS0Jc8yNmjl58qTFOEzRHblgy5jgxdqWpeeX1e1WCCGEEEIIIYTIac7OzgQFBeXY+ceNG8e4ceNy7PzCPElcCEHG3u7XspTsuH//PuPHj0etVuPl5cWvv/5K9erVjR5LOzWPqWPpdnKam9oG0Hvr31LBZo1Gw6lTp4C0UQC6c/pD2tvp1pzzypUrShLHmvoWlo5n63O7uLjw9ddf079/f86dO8fRo0fZtWsXN27cICkpiQ0bNnD+/Hk2bNiQoal4cuoZ626vUqnMjrjQJi22b98OwGeffcZ3331ncnvd9lO4cGGLcZw/f15Zrlatmt467TME6wqsg/FEVXh4uLJ88uRJg5EdGWGrmLQy27aseX5Z1W6FEEIIIYQQQgghXnZSnFu89lJSUpQ39t3d3Y3OZW+MbrLD2BvT69evJyEhAYCpU6ea7NAGCAwMVJaNdVprz1WoUCGLBZt1i/pa6sw8fvy48sZ8+k7cBw8e8PTpUwDKli1r9jgHDx5Ulk29/Z+Ra7D1ubUcHByoVasWX3/9NVu2bGHZsmXKMMSQkBCOHDlidv/0cuoZ625frFgxo4WjIS1p8f3337Nt2zYA+vbta3HOSN3aEK6urhbj0CZEihYtSpkyZfTWaTvnzU2lBqBWq7l+/TpgPJmg26ZNXau1bBVTehltW9Y8v8weWwghhBBCCCGEEOJVJ4kL8doLCQkhKSkJsL7IMegnLox1RF+4cAFIG/b29ttvmzxOaGio0qnt6Oho0Pmr0Wgy1IFqZ/e/b2tLNRcWLVqkLKe/Bt3CxObm+UtISGDt2rXK18beHs/oNdjy3ObUq1ePESNGKF9HRUVlaP+cesa625tqs9qkxZYtWwD45JNP+P777y0eW7cTXVvrwpSdO3cqz6pDhw6oVCplnVqtVhKClq7p5s2bxMfHm9zW0dFRWdadmiqjbBmTJebaljXPL7PHFkIIIYQQQgghhPgvkMSFeO1ZSkAYo9FolDe3c+XKZXRKJu2b6ykpKSQmJho9TlJSEiNHjiQlJQWAMmXKGEzXdPfuXaUAsjUdqEWKFFGWjx07ZnK7gIAAjh49qnydvgNV22kLKKMKjPn555+VzmRHR0ejhaczeg22PLcl2pEdACVKlMjQvjn1jHW3N9bxrVarGTZsmF7SYtiwYVZdk+4Il9OnT5vcLiIigsmTJwNpBbB79uypt/7OnTvKc7T0fWWp3oPu99eOHTvMHsscW8ZkDVNty9Lze5FjCyGEEEIIIYQQQvwXSOJCvPYsTflkzO3bt5WOR19fX703zbW0CYTU1FTWr19vsP7Ro0f069dPrxiysU7rjNbf0C3IvXz5cr36AFrbtm1jzJgxep+lP3bevHmV5X/++YfU1FS99UlJSUyePJlVq1Ypn/n4+Oi9HZ/Za7DFua9cucKMGTPMvqF/9epV5syZA4Cnpye1a9e2GJuunHrG5tqsNmnxzz//ANC7d2+rkxYAjRs3xsEhrfyRv78/jx49MtgmNDSUTz75hIiICOzs7Jg0aZJBDYiMdPxbuv7GjRsr32OzZ89W6rIYo9FoOHnyJEuXLjVYZ6uYXrRtmXt+2dFuhRBCCCGEEEIIIV52UpxbvPZ0i2xbO+LCmn1atWrF1q1bAfjhhx+4dOkStWvXRqVScenSJTZu3EhsbKzedsY6U3U7W63p1K5duzYVK1YkKCiIJ0+e0KFDB7p160bp0qWJiYkhMDCQo0eP4ujoiLu7O0+ePKFo0aIGBY8rV66srD937hwdO3akZcuW5MmTh1u3brF9+3bCw8Pp2rUrq1evRqPRmOwMzug12OLc58+fZ+HChfj7+1OzZk1q1qxJyZIlcXFx4eHDh5w+fZrAwEDUajUODg5MmjRJ6bC3Vk49Y93t00+PNXPmTDZv3gyktc3atWuzZ88es8erUqUKhQoVAsDLy4uuXbuyYsUK7t27R7t27ejcuTOlSpUiNjaWU6dOsXPnTmWEyciRI2nWrJnZGK0psA6ma8x4e3vTqVMn1q5dS3x8PL169cLPz4969epRoEABkpKSiImJ4dq1axw7doywsDA+//zzLIvpRduWueeXHe1WCCGEEEIIIYQQ4mUnvR3itXft2jUAnJycrJ5qyJo35Js0aUKHDh3YsGGD8ka+7lv5uXPnZurUqTx79kzp1DZ2LG0np5ubm9VTwvz888/06NGDmJgYoqOj+e233/TWu7q6MmXKFMaNGwcY70x3dnZm6NChjB49Wrlm3et2cnJi6NChvPXWW8rIB0uJC2uvwRbn1j5XtVrNqVOnTL6l7+HhwY8//kjDhg0txpVeTj1j7fa5c+c2qAFy6NAhZfny5csMGDDA4vE2bNigJC4Ahg4dyoMHD9izZw/h4eHMmjXLYJ+8efMyefJkmjZtajZGa65Ju625GiVjxowhISFBGYGzZ88ekwkZlUpF1apVsyymF21b5p5fdrRbIYQQQgghhBBCiJedJC7Ea+3evXs8efIESJvb39o3l3VHXJibcubHH3+kWrVqrFmzhpCQEJydnSlatCiNGzemc+fOeHp6KskDMN6pre3INDUllTE+Pj4EBAQwb948Dhw4QHR0NLly5aJYsWLUrVuXXr16kZSUpFy7qeRLp06dKFCgAEuWLFGuuUiRIjRs2JAuXbpQokQJ/v77b2V7Ux3PmbmGFz33sGHDaNSoEcePHycoKIiIiAgiIyNJSkoib968+Pr64ufnR7t27fQKUmdUTjxjU9snJycTHBycofjt7OwMioU7OTkxZ84ctm/fzvr167l06RJxcXEUKFCAEiVK8P7779O6dWu9Kb0ye01RUVFKcWlzo02cnJyYNm0anTp1IiAggLNnz/Lw4UMSExNxdXWlcOHClC1bllq1atGkSRO8vLyyLKYXbVvm4siudiuEEEIIIYQQQgjxMlNpNBpNTgchhBBCiJdfUFAQlSpVUr7ePrAp5Tzz4ORVBjtH5xyMTAjL4uLjUKvV2NnZ4ZbLLafDeSWpkxNJCg8BYLjP/0bqDVr1UFl28ymDvYv8PLCVuLg41Klq7OztcHPL+nab+jyRuOC0Zxzo00f5vHBxdxwd7bP8/K+b5ORUwu6mvUjkVuSa3rpGlcNZkPKx8nXh3M6ExaZN1enfskb2BZlJQUFBPH/+HBcXFypWrJjT4YhslP73xUuXLr10bSA0NJTExEScnZ2tnnVBCCFE1kv/81lGXAghhBDihWg7MoV4mdn//38Az6NzMpL/Nm2nt7CtVOBpDp5f27kuco42aSGEEEII8bqwy+kAhBBCCCGEEEIIIYQQQgghtGTEhRBCCCEypfgXv+L9kg39F8IUmbbEttbqftE5p6L478vJdvtOtp5NQGuDT/xzIAohhBBCiJeFjLgQQgghhBBCCCGEEEIIIcRLQ0ZcCCGEEEIIIYQQQghhREBAAE+evD61ftzd3Wnfvn22ne/KlSusWrWKXbt2cefOHWJiYnB3d8fLy4v69evTrl07mjVrZnL/8ePHM2HCBOVYb775ZnaF/sKWL19Onz59ANi+fTvNmzfP4YiEJRcuXKBKlSo5GsO4ceOYOHEiCxYs4IsvvtBbt3v3biZMmMDZs2dxcHDgnXfeYcKECdSuXdvsMZs2bUpgYCArV66ke/fuJre7ceMGFStW5K233uLAgQPY29ub3NYWJHEhhBBCCCGEEEIIIYQRT548ITo6OqfD+M9JSUlh6NChzJ49m9TUVL11kZGRREZGcvHiRebNm0fDhg1ZvHgxPj4+ORSteN09e/aMcePGMXv2bJKTk3MsjpMnT/Ljjz9SsWJFPv30U711W7ZsoW3btqjVauWz7du3ExgYyD///MN7771n9Jj79u0jMDCQChUq0LVrV7PnL1u2LP3792fWrFn8/PPPjBgx4sUvygxJXAghhBBCCCGEEEIIYYGjo2NOh5Blsrsz9ssvv2TJkiUA1KhRg169elGpUiXc3d2Ji4sjKCiIlStXcuzYMQ4cOECTJk04evQoRYsWzdY4hQD49ttvlfaaU1JTU/niiy9ISUlh6tSpeqMdUlNT6d+/P2q1mmrVqvHDDz8AMHr0aM6dO0ffvn25efMmDg6GqYCRI0cCMGnSJOzsLFeVGD16NMuWLWPixIl06dKF0qVL2+gKDUniQgghhBBCCCGEEEIIMxwdHSlevHhOh5Fl7t69m23Ji4MHDyqdwF9++SVz58416DBt0KAB/fr1U6bFuXPnDkOGDGH16tV6240fP3+cbh8AAQAASURBVJ7x48dnS9zi9ZWSkpLTIeDv78+5c+eoU6cOrVu31lt34MAB7t69i4ODA9u2baNw4cIA1KxZkxIlSnDv3j0OHTqEn5+f3n6bN2/m+PHj1KpViw4dOlgVh4eHB4MGDWLSpEkMHjyYgIAA21ygEVKcWwghhBBCCCGEEEIIkS0WLVoEQN68eZk5c6bZt7wnTJhAnTp1AFi3bh3h4eHZEqMQL5PExEQmTZoEwJAhQwzWX7hwAYA333xTSVoAeHl5Ub58eQAuXryot49Go2HMmDEAyggNa3399dc4OTmxceNGTp8+naF9M0JGXAghhBAiUwb8vJel5cbmdBhCWMX1//8DCN2Yg4EIkQHZ1W6H+xQyuW7QqodZd2Lx0gv06fPCx1jPTRtEIgDyO61XlhM9KpndtlHlcGq+90tWhyREpgQFBQFQvHhxXFxcLG7frVs3Tpw4QWpqKpcvX8bLyyurQxTipbJs2TIePHiAh4cHbdq0MVgfGxsLQL58+QzW5cmTB0ir06Fr9erVXLhwgfr16/P+++9nKB4PDw8++OAD1q9fz+TJk7Ns1IWMuBBCCCGEEEIIIYQQQmQLlUoFwPXr14mMjLS4fdu2bVm5ciU7duygatWqeuvGjx+PSqVCpVJx9epVg/OoVCqWL19OamoqCxYsoE6dOri7u5M3b17q1q3L77//rmyv0WhYvHgxb7/9Nu7u7uTOnZs6derobaOrd+/eqFQqatWqBcChQ4do1aoVBQsWxNnZmXLlyvHtt98SFhaWofuT3oYNG2jfvj1FihTByckJDw8P/Pz8mDdvHklJSZk65v79+5X7ExwczNq1a6lQoQLOzs4UKVKEjh07GhRN//fff+nbty9lypTB1dUVd3d3atSowejRo00+x1u3binn2bJlC/Hx8YwdOxZfX19cXV3Jnz8/7733Hn///bfFmFNTU1m2bBnvv/8+np6eODk54eXlRcuWLfnjjz/0ilIbExcXx+zZs2nVqhXFixcnV65c5MqVi2LFitG2bVvWrFljcAxt+9JtA9rrST9F2c2bNxkyZAhVq1Yld+7cuLq6Urx4cTp27Gj02BmxYMECADp37oyTk5PB+rx58wLw9OlTg3WPHj0C/pfAgLSpr7Tx//jjj5mKqXv37gD8888/3L9/P1PHsERGXAghhBBCCCGEEEIIIbJFtWrVOHv2LImJiXTo0IHly5dTpkwZk9uXKFFC6STNjPj4eJo0acKBAwf0Pj9x4gQnTpzg8uXLTJw4kfbt27N9+3a9bU6ePMnJkye5cuUKU6dONXmOZcuW8dlnn+l19t+4cYNff/2VFStWsG3bNmXKK2s9efKETp06sXv3br3Po6Oj2b9/P/v37+e3335j8+bNlCtXLkPH1rV27VpGjRqlfB0WFkZKSopS/Fmj0TB8+HB++eUXNBqNst3z5885e/YsZ8+eZfbs2fz5558GtRfSX88777zDuXPn9I6xe/dudu/eTc+ePVm6dKle0Wmt+/fv06ZNG/7991+9zyMiIti+fTvbt29n3rx5BAQE4OnpabD/sWPHaNeuHQ8fGo4kvX//Pvfv32fz5s2sWLGCzZs3Gy1ibc7OnTtp3749CQkJep/fu3ePe/fusWHDBubOncvWrVv1EgjWOHfuHOfPnwegRYsWRrepXLkyAJcvXyYiIkK5Bw8ePODatWsAekm/pUuXcuPGDVq0aMG7776boXi0mjZtiqOjI8nJyfzxxx8MGzYsU8cxRxIXQgghhLAJJ68y2Dk653QYQhgVFx+HWq3Gzs4Ot1xuOR2OEFbJynarTk4kKTzE4HPvfCUBCH1022Cdm08Z7F3k5/x/XerzROKCDdtG4eLuODoadiYZExcfhyZVjcpefua+qOTkVMLuPjG7jaenp9J5FBERkU2RCZF5X331FStWrCA1NZXDhw9Trlw5GjZsSJs2bWjcuDGVK1dWRmXYwrhx44iKiqJRo0YMGDAALy8vjh07xtixY3n+/DnTp0/n7Nmz7N69m7Zt2/Lpp59SoEAB9u/fz4QJE0hMTOTnn3/m008/xcfHx+D4N2/e5IsvvkClUvHtt9/Stm1bUlNTWbt2Lf7+/sTExNC0aVOCgoIoUaKEVTGnpKTQokULjh07BkCnTp3o0qULxYsXJyoqin/++YfFixdz7do1mjRpwpkzZyhUyPTUj+aMGTMGLy8vfvzxR8qVK8eRI0eoWbOmsv77779n2rRpANSuXZt+/fpRoUIFnj9/zqFDh5g1axZRUVG0b9+ewMBAGjRoYPQ8Q4YMITw8nCpVqjB06FDKli3L5cuXmTJlCjdu3GDFihXkzZuXWbNm6e339OlTGjZsSEhICPb29vTp04e2bdvi6enJgwcPWLt2LatXr+bYsWO8//77HDt2DFdXV2X/iIgIWrRowZMnT3Bzc6Nfv340atQIDw8PwsPDOXz4MHPnziUhIYHt27ezePFivvzySyCteHy7du0YO3Ys//zzDwBnz54FUKYse/z4MV27diUhIYFChQoxYsQIatasiaOjIyEhIcyePZsTJ05w+PBhRo0axezZszP0fDZt2gSAvb09jRo1MrrNO++8Q7Fixbh37x4tW7Zk0qRJaDQaRo8eTUpKCt7e3rzzzjvA/+plqFSqDNe20KUdkXT48GE2b94siQshhBBCvLzsHJ2xc3a1vKEQOSEpBY1aDXZ20k7FqyMH2q2zg+H0A1r2Ls7Yu8r3z+vK0dEeZxfruhCSku1Q24GdvZ3V+4jMc3R0NDp1iBAvqxo1ajBr1iwGDhyIRqNBrVazb98+9u3bB0D+/Plp0KAB77//Pm3atKFIkSIvdL6oqCg6derEmjVrlELg7777LnZ2dgwZMoTU1FR2797NwIED+e2335T93n77bfLnz8+XX36JRqNhy5YtfPPNNwbHj4mJwcHBgS1btujVCmjcuDH16tWjV69exMbGMnz4cFatWmVVzDNmzFCSFitWrKBHjx5661u0aEGnTp1o1qwZ9+7dY/jw4SxdujSjtwZAuTZtskLbwQ1po1KmT58OwOeff878+fP1iqk3bNiQ3r17U69ePe7evUvfvn25evWq0VET4eHhNG3alC1btuDsnPYiRJ06dejQoQONGjXi3LlzzJ07ly+++IIKFSoo+w0fPpyQkBCcnZ3ZunUrTZo00Ttu27Ztef/99+nVqxfnz5/nl19+YezY/9VinDZtGk+epCWA//rrL1q1amWwf9u2bWnQoAEajYa///5bSVx4eXnh5eVF/vz5le2rVaumt/+mTZuIiYkBYOPGjbz99tvKurp169KpUyfq1avHmTNn+P333/n111+N3h9T9u/fD0CZMmVwczP+MoCDgwOLFi2ibdu2/Pvvv3rX6OrqyrJly5Rzzp07l3v37vHhhx9So0YNq+MwpmrVqhw+fJiTJ08SHx9Prly5Xuh46UmNCyGM6N27N76+viazxEK8aqRNCyGEEEIIIYR4WQwYMIBdu3YZHcEQExPDxo0b6devn1Ij4NatWy90vunTp+t1uAN06NBBWXZ1dTX69rnu1EchIYaj0bQGDhxotMBxz549+eCDDwBYt26dUm/AnNTUVGXUQbt27QySFlp+fn707dsXgD/++IPHjx9bPLYxderU0RthoWvGjBloNBo8PT357bffDO4hQLFixfjpp58ACA4OZufOnUaPlStXLlauXKkkLbTc3d1ZsmQJkHbtugmYR48esXz5cgD69etnkLTQ6tmzJ++99x6Q1jGvO6XV/fv38fT0pGbNmgZJC613332XokWLKttnRHh4uLJsbMozJycnJkyYwLfffsuPP/7I8+fPM3T8M2fOAFCxYkWz27Vo0YJ9+/bRpEkTcuXKxRtvvEGrVq04cuSI0hcUGxvL1KlTsbe3Z+LEicq+27Zto3379tSsWZMPPviAv/76y6rYKlWqBKSNENKdAsxWJHHxGrt16xa+vr56/23YsMGqfc+dO2ew759//pnFEWfetm3bmD17NgsXLrS4rUaj4dKlSwAGRZ/Eyysjz/h1I21a2ocQQgghhBBCvGyaNm3KtWvX2LNnD/379zfa6atWq9mwYQMVK1Zk69atmTpPuXLlKF68uMHnuiM5atasabT2gIeHh7IcGxtr8hzaN/SN6dWrF5DWuWuqU1/XhQsXePDgAYDJjnqt5s2bA5CcnMyRI0csHtuY2rVrG/1co9Gwa9cuIK1jP33CQdf777+vTO+lHTmTXtu2bZXpldKrUaOG0gm+ZcsW5fP9+/crdSOsvRcPHz7k8uXLyuerVq0iPDyckydPmt1fG1tiYqLZ7dLz9fVVljt16mRQhwOgVatWzJgxg6+++srkqAljIiIiePbsGQDe3t4Wt3/nnXfYs2cPcXFxPH36lC1btlC9enVl/YwZM4iMjKR79+6UL19e+axVq1Zs3LiRf//9ly1bttClSxc+/fRTi+fT/Z41l9jLLElcvMauXLli8NmNGzes2tdYQaI333zzhWPKKvPnz2fOnDns2LHD4rahoaHKDwVtcRvx8svIM37dSJuW9iGEEEIIIYQQLyM7OzuaNGnC3LlzCQ4O5vbt2yxfvpxu3bpRoEABZbv4+Hg6deqk1yFtrVKlShn9XLcj3lhB5/Tb6L7Fryt//vxmi2PrdhxrCyWbo62hAGkjOVQqlcn/dEeNhIaGWjy2MdqRBundvHlTGcWxfv16s3EUKFBAuT+m4qhbt67ZOLT3KTg4GLVaDejfiw8++MBsDIMHD1a2NRaDdrRIYmIi165dY+vWrcyYMYNevXrh7e3N6dOnAZRzW6tVq1bK1FYHDx6kZs2alCxZks8//5y///470yNhIK1Qupa7u3umjwNpI5lmzJiBo6Mj48aNA9Ke8YgRI4C0KbUePXrE1q1blVEwa9asMXtM3Zi0yTZbksTFa0w3ceHo6Aik/XCwZPv27coPDu38aCqV6qVNXDx//lzJ+mmzieaUKVOGa9euce3aNT7//POsDk/YQEaf8evmdW/T0j6EEEIIIYQQ4tVQokQJevXqxR9//EF4eDhLlixRRj0kJCQYfZHWkjfeeMPiNg4Oma/HY2oUgZbuqI2IiAiLx4uOjs5UHJntIDc20iQr4ihcuLDZ/bT3KTU1laioKJvGEBsby48//kiVKlXIlSsXb775Jq1bt+a7775jxYoV3Lx50+g0WNZwdHRk586dNG3aVPnszp07+Pv706lTJwoWLMh7773H+vXrM3zsuLg4ZdnUc7LW1KlTefLkCZ9++imlS5cGYOnSpSQlJdG8eXO+++478ubNS8uWLRk5ciSQNu2WObqJC91YbUWqZL3GdBMX9evXZ+/evRYTF0lJSUpRnlq1anH58mXi4+MpWbJkhoY6ZaerV6+SmpoKoFfcR/x3yDMW5kj7EEIIIYQQQoiXQ0JCAuHh4URERFh8A9/BwYFPPvmEWrVqUbNmTVJSUti7d2+Gz/kiSQlraF8GNkX79yik1TuwJCUlRVleuXKlMoWSJZYSKKZop3gyF8egQYPo3bu3VcfLnTu30c8zc590YwgMDNQrkm1OiRIllOXg4GDee+89bt68qXyWK1cuypcvT4UKFahduzZNmzalT58+nDhxwqrjp1esWDF2797N2bNnWbt2LVu3buXixYvKNezevZvdu3fz0UcfsWrVKquLc+s+m4wU9E4vLCyMOXPm4OrqyujRo5XPDx8+DKT1C+tq2LAhAKdOnSIlJcXk95BufKba0YuQxMVrTJu4KFiwIO+88w579+7lwYMHxMbGmvwh88cff3D37l1UKhVdunRhyJAhwMs9TVRQUJCy/DLHKTJPnrEwR9qHEEIIIYQQQrwcBg8ezIIFC4C06cqNFedOr0qVKvj5+bF7927CwsLQaDRZ0kmaWTExMWbXR0ZGKsvWJBd0O+ednZ2pVq1apmN7EbpxJCcnv3Ac1t4nZ2dn8ubNaxDDG2+8kakYunTpoiQtvv32Wz755BMqVKhgMMLCXA0Ta1WvXp3q1aszZcoUwsPD2bt3L1u2bGHDhg0kJiaydu1aWrZsqdQ9sUS3fzY+Pj7TcU2aNImEhASGDBmiV9tFO71ToUKF9LbXTtOWmJhITEyMwXpjMZnqS34Rkrh4TUVFRSk/EMqXL69XSCYkJMRoAd9Hjx4xf/58IG1eOd1Mn7m3mIOCgjhw4ADnzp0jJCSE6OhoUlJScHd3580336RNmza0adPG4j86d+7cYd26dZw6dYqbN28qCZb8+fNTsmRJ6tWrh5+fn1JwqUOHDnodlgDdunUzOO6cOXNo1qyZ8nXdunV59OgRfn5+yj+mxoSEhLBq1SoOHz5MWFgYefLkoXLlyvTt25datWpx+vRp5Xw//PADnTp1MnqcmJgYtmzZwq5du7h79y7R0dHkyZOHKlWq0KVLFxo1amT2vvj5+fHgwQNq1qzJqlWrOHPmDOvXr+fMmTM8fPgQtVpNqVKlaNu2Ld27dzeb3ddee6NGjVi4cCFhYWGsWbOGvXv3cu/ePeLj4xk0aBD9+/e36TXoOnDgALt37+bMmTNERUWRkJBA3rx5qVixIk2bNqVp06bky5cPyNwzPn78uPIPhLnnArB48WJ++eUXADZu3Gh0mqGMtsvMeNG2lt1t+kW/5zUaDTVr1iQuLo4mTZowb948Hj9+zPr169m5cye3b98mPj6eEiVK0LZtWz755BOj2f/M/gyAtNFlmzZtYt++fQQFBRETE4OTkxPe3t40b96crl274urqajR+W7cxyJ52JoQQQgghhBBZrWzZssryzp07rUpcAMosH0WKFHmpkhYAd+/eJSYmxuRogDNnzijLxvrb0qtYsaKyvH//frN/U545c4Y9e/ZQunRpGjRokOlRF8Z4e3vj6upKQkIC+/fvN7vt48ePmTVrFqVLl6ZWrVpG+wnPnz9v9hjaota69yj9vTBVSBzSRmScO3cOb29vGjdujLu7O6dOnVLuf58+fZgxY4bRfdVqdaZrNCQnJxMcHEx8fDw1a9ZUPvfy8qJr16507dqVAwcOKH1j27ZtszpxoZtkCA8Pz1R8N2/eZPHixbzxxhsMHz7cqn10R7/oLqenG5OpWikvQhIXryndYkbpExc3btww+oN07ty5PH36FGdnZwYPHsyqVauUdabeYp4zZw6zZ882ui4qKorDhw9z+PBhtmzZwty5c012qs+dO5f58+eTnJys9/njx495/PgxoaGh7Nu3jwcPHjB8+HBSU1OtrmavW0ApIiKCR48eAejdk/QWLFjAnDlz9OKJjIxk7969HDhwgEmTJul9Y5u6P+vWrWPq1KkGWd3o6Gj27dvHvn37aN++PZMnTzY6JOzJkyfKD1ZfX18mTJig91y0rl69ytWrVzl8+DCLFi0y2smre+3lypUjICCASZMmGcxRl/6+vOg1aN24cYPvv//eaKGtyMhI9u/fz/79+zl16hQ///xzpp/x1atXlWVL0wZpRyU5OjpSpkwZg/UZbZeZ8aJtLbvbtC2+5+/du6e0O19fXwIDAxk7dqwyx6VWcHAw06dP59KlS/z222966zLbPiBtqOTIkSMN5h5NSkriwoULXLhwgYCAABYvXmz0l0JbtjHInnYmhBBCCCGEENnhgw8+YMiQIWg0GqZNm0bXrl2VlxNNiY2N5dChQwA0aNAgO8LMsNWrVzNgwACj65YvXw6kjRho0qSJxWPVrl2bvHnz8vjxY1atWsWkSZNMJkXGjBnD9u3bATh37pxNExeOjo40bNiQHTt2cPnyZfbu3Uvjxo2Nbrto0SLGjx8PwK+//mr0b+H169fz888/6xU81zp27JhSuLx9+/bK540bN8be3p7U1FQWLVrEoEGDjPYjaDQaBg0aRFBQEPb29srf87r9ArpJhfR27typ9J3oTk+lZa7+Rd26dfn3338pWbIkt27dMrpNgwYNlCTQ8+fPTR4rPQ8PD/Lly8ejR49MHtuScePGkZyczMiRI/UK3kNaUfrr168bJG3u378PpE1PZW56rtu3byvLuklJW5HExWtKt2PtzTffJE+ePBQuXJiwsDCjdS5u3bqlVJLv06cPhQsX1quRYeot4YsXL+Lq6kqtWrWoXLkyJUqUwNXVlUePHnH16lW2bt3Ks2fPOHjwIIsXLzZ4kx/SOu20nZLaIjE+Pj7kz5+f58+fc/PmTU6cOMH58+eVH4ypqalKLY7BgweTmJhI1apVjRYm1n1DOf19MWbatGn4+/sDaRn/tm3bUrVqVVQqFceOHWPTpk1MnDhRmQ/OwcHBoGMUYObMmcrb787OzrRq1YqqVauSJ08eQkJCWL16NdHR0QQEBFCoUCEGDx5scAzdZxAYGEhERAQuLi60atWKmjVr4uDgwPHjx9m0aROpqakcOXKEZcuW8dlnnxkcS/fag4KC8Pf3x8XFhc6dO1O9enVUKhWXLl3S+8fHFtcAaf9A9evXj4SEBCCtI7lZs2aUKlUKSHvbfP/+/Vy8eFHJtmf2GWvvmYODg8UfqtokSunSpQ3+YcxMu8woW7S17GzTYJvved2Yb926xcKFC3Fzc6NHjx5UqlQJjUbDiRMn2LRpE2q1mp07d3Lq1Cm9Ny8y2z42b97MsGHDUKvVODs707x5c2rVqoWbmxt3795l48aN3Lx5kxs3bjBw4EDWrl1r8LaPrdoYZE87E0IIIYQQQojsUrZsWXr06MGKFSu4desWzZs3548//jD5t1NsbCzdunUjOjoaOzs7Zcryl83YsWNp1qyZwd/KCxcuZNeuXQB8+eWXVtW4cHZ25ssvv2Tq1Kk8fvyYHj16sGHDBoMO/+XLlytJi3r16lk1miOjvvnmG3bs2AFA3759OXjwoMFI/4sXL/LDDz8AacmZHj16GD3W/fv3+e6775gzZ47e5zExMUo/VZ48efRqaRQpUoROnTqxZs0agoODGTBgAIsWLTL4O3zChAnKjAtdunRROuh1O+q3b99uNLkUFBSk10+WlJRksI3uvY+Li9Or89u6dWv+/fdfbt++zezZsxk4cKDB/ps3b1b6vGrVqmWw3pyaNWuyZ88eLly4kKH9IK3P4c8//6RAgQJG++Rq1qzJoUOH2Lp1K2PHjlU+37ZtG5A2+sVYoklLO4rG2dmZKlWqZDg+SyRx8ZpKP+IC0t5sDgsL48aNGwbb//LLLyQnJ1OgQAHlm1nbOefh4WFyrrPu3bvz66+/mpxS5auvvqJTp06EhYWxceNGg07M6OhoZXoqPz8/Zs6cafJYoaGh5MmTB0gr4tO0aVPCwsJITEwEoE6dOjRt2tT4Dfl/uokAY528e/fuVTp4q1atyty5cylYsKCyvm3btlSvXp2xY8eyc+dOIK1DMv03+bp165QO/3LlyjFv3jyDH/wfffQRHTt2JDIykqVLl9KtWzc8PT31ttHt4I2IiKBs2bLMnj2b0qVL68VUs2ZNRo0aBcCff/5pNHGhe+1HjhzB19eX+fPn6w31ateunc2vITg4mIEDB5KQkECuXLmYMGECbdq0MYjvq6++4tixY8o/Oi/6jMuUKWP2F4b4+Hglm52+LWS2XWaErdpadrVprRf9ngf9dr1t2zbeeecdpk+frvcWTvv27fH29laSE0eOHNFLXGSmfZw9e5ZRo0ahVqspX748c+bMoVixYnrb9O3bl5EjR7J582YuXLjAvn37DN44sUUbg+xpZ0IIIYQQQgiR3RYsWMCNGzc4duwYJ0+epHLlyrRp04ZWrVpRsmRJXF1diYiI4PDhw/z+++88fPgQSHvprnr16jkcvXExMTHUrVuXYcOG0aBBA549e8bq1av5/fffAShVqhTjxo2z+nhjxoxh8+bNXL58mW3btlGjRg2+/fZbKlWqRFRUFAEBAcqxXVxcmDdvXpZc1/vvv0/v3r1Zvnw5t27dolq1anz33XfUr1+f5ORkDh06xMyZM3n27BmQ9ozMvaE/d+5cQkJC6NevH56enpw7d44pU6Yob+5PmTLFYNTIzJkz2b9/P+Hh4SxevJigoCAGDBiAj48PYWFhrFy5kg0bNgBpfZQ//fSTsm/9+vXx9PQkIiKCrVu30r59e3r37o2XlxcRERFs27aNFStWKEkFgKdPnxrErRvT+PHj6dy5M3nz5sXHx4evvvqKuXPnEh0dzTfffMPRo0f58MMPKVq0KDExMezbt095PgUKFKBfv34ZegaNGjViz549hIaGEhUVhYeHh9X7jh49GrVazbBhw4z2GfTo0YNZs2Zx8uRJevbsySeffMLRo0f59ddfAfj000/NHl9bzPztt982m+DILNPjXMR/mrZjLVeuXJQsWRL43zQy6UdcnDp1ij179gAwcOBAcufOTVRUlDJti7lit/Xr1zfZ0QZphcFbtmwJpL1Vn37etEOHDinTowwePNjssby9vQ2+ea0ZFaJL22Hq6uqq3BethIQERo8ercS9YMECvQ5erU6dOulN+ZL+/kRGRjJlyhQg7Qff8uXLjc5L7+npSd++fYG0+fIOHDhgsI3u9RUsWJAlS5boJS20OnbsqLy9EBYWxr1790xeO0DhwoVZvny5yfnpbHUNqampDBo0iGfPnmFvb8/s2bONJi203n77bYO3FzLyjJOSkggNDbVq26tXr6JWqwHDZ/ii7dISW7U17XVA1rZpXS/6Pa8bM0DlypWZP3++0aHDum1FO6QzPWvbR1JSEkOGDCEpKQlvb2+WLl1qkLSAtKGyo0ePxtHREYCDBw8aHMcWbQyyvp0JIYQQQgghRE5wdXVlx44d9O/fHzs7OxITE1m3bh29e/fGz8+PunXr0rZtW3755RcePnxI3rx5Wbx4Md9++21Oh27SsGHDePToEcOHD6devXq8//77LF++HI1GQ+XKlTl06JDeW/qW5MqVi8DAQOrWrQukvYD82Wef8fbbb/PBBx+wdOlSUlNTyZcvH5s2bcqS0RZaixYtUjqwY2JiGDVqFA0aNKBJkyaMHz+eJ0+eYG9vz5QpU4zOcqDVpUsXSpYsyY4dO2jbti1169blyy+/5Pbt29jZ2TFjxgyjLzd6eXmxf/9+pT/o2LFjdO/enbp169K+fXslaVGsWDF27dql15fl4uLC8uXLlU71jRs30q5dO6WNLVy4kISEBBo2bMhXX30FpBWk1hbz1mrdurUyXdS0adOoXbu2MkKhYMGCBAQEkC9fPtRqNWvWrOHDDz/k7bffplWrVkybNo34+Hi8vLzYunVrhv92106dpdFoCAwMtHq/06dPExAQQOHChZVrS0+bEANYuXIlfn5+jBo1itTUVJo1a2b2ecbExHDu3DkgrcZoVpARF6+huLg47ty5A6QlK7TfeNrERXh4uFL4VaPRMHXqVCDt7eGPPvoI0B+x8aLTk2hrI2g0GoN1MTExynJERITJ6WlMsWaaHGPblytXzmD+ujVr1hAdHQ3AiBEjTGaQ7ezsqFatmjKPXvrOS39/f2X+/okTJxrML6dLd/49bWeoLt1O2e+//95gNIOWSqWiRo0aymia8PBwg05Z3Xs1evRosxlyW13DX3/9pSTKvvjiC959912TxzElI884ODhY6Qi21Kmse2/T14Z40XZpia3aGmRPm84oc9/zujFDWvsylbXXHc2QO3dui8cy1z5WrVqlJPTGjRtntv27u7tTvHhxQkNDlXkftWzVxiDr25kQQgghhBDCesnJydy9ezenw8gy6WvqZbU8efIwd+5cBg0aREBAALt27eLWrVtERUWRmJiIp6cnPj4+tGvXji5duhh9ye5lMn78eBo2bMi0adM4ffo09vb2lC9fnt69e9OzZ89MvY3u5eXFkSNHWLt2LatXr+b06dNERUXh6OhI2bJladWqFQMHDjTZF2Qrjo6O+Pv788knn+Dv78/Bgwd58OABarWaYsWK4efnx1dffWUxeVKyZEnmz5/PDz/8wPr165W+qfr16/Pdd9/pFeJOz9fXl4sXL7J8+XL+/vtvLly4QExMDK6urpQvX5527drRv39/o6MKmjdvzpkzZ/jll1/Yt28fYWFh2NvbU6hQIapVq0aPHj3o0KEDp06dUqaxWrt2LcOGDVOOUbNmTdatW8fkyZO5cuUKjo6OerUq6tevz5UrV5g7dy47duzgxo0bxMbGkjdvXsqVK0ebNm3o169fpmZKqFChAjVq1ODff/9l8+bNdO7c2ar9tDOvjB492uyLkNOmTaNMmTLMnj2b0NBQChcuTK9evRg5cqTZWrX//PMParUaR0dHpb/Y1iRx8RrSfctXt2NNt+MsODiYatWqsXnzZi5dugSkdYxrG6y1bzEnJiYSGBjI3r17uXLlCpGRkcTGxhp9y9rDw8PgG0Jb4wBgyJAhDB06lNatW+Pi4mL1tUJaNl/3WMYkJCQoQ9OMdXCuXLkSSMvgNm/e3OyxdP/R0L0/SUlJbNq0CYCKFSsqNQNMcXd3V5a1093oHkubCChcuDCtW7c2e6zChQsry9rnr6V77aVLlzY7nY4tr2HJkiVA2tz92pEZGZWRZ5yR0Rm6ybn07eFF26UltmhrkD1tOr0X/Z6PjY1VkgE1atQwmxjVLUxlanSQte1jxYoVynFiY2OVUWampC9Gr2WrNgZZ386EEEIIIYQQGZPdnfuvg3LlyjFs2DC9TuKMGD9+vFIUOj1TL8tlxTYALVq0oEWLFlZtC9C7d2+9eg7G2NnZ0aVLF7p06WL1ca3RqFEjq69L6+233+btt99+ofPmzZuXadOmMW3atAzv6+TkxOeff252FIApFStWVIqkm1KnTh2z96RDhw5mRxZ4enoyceJEJk6cmOH4LBkyZAhdu3Zl8+bNxMfHkytXLov7aKf7tkSlUtG/f3+jo13M0dZC7tmzZ5YlzyRx8RrSfQNZt2NNO299YmIiN27coHz58sycORNI++HUqFEjZVtL8+YD7N+/n/HjxxMWFmZVXN7e3gafNWrUiLfeeouTJ0/y+PFjRo0axeTJk6lXrx5+fn40adLE6BQy6eM09rZ5etevX1c69NO//Xzjxg2lM7VFixZmM46A3tx4uvfn/PnzPH78WDmOJdpRDaCfAAD9N7tbtGhh8fri4+OV5fQjJHSv3VIHtq2u4dq1a8ob7i1btjT5xrwlGXnGmelU9vDwMBjG96Lt0hxbtTXInjatyxbf89euXVN+Uahfv77Z/XXr8fj4+Bjdxpr2cfXqVeVe3L9/32ixLlPSP2dbtTHI2nYmhBBCCCGEsE76v8X/61636xXiVfDRRx8xbtw4bty4wapVqyzWnshqt27dYteuXdjb2zN8+PAsO48kLl5Dpt7ytbe3p0yZMly+fJng4GCWLVtGWFgYdnZ2Bplv3RoZxt5i3rhxIyNGjFA6TStXrkzt2rUpUaIEefLkUYbIRUREKJlIY1Ol2NnZ4e/vz6JFi1i1ahWPHj0iPj6ePXv2sGfPHiZMmEDr1q357rvvDDr+4uLilGGcGZkmytj2x48fV5bfeusti8eKiIgA0rKtulPOnD17Vlm2Zv5B7XEAg6mddDtIdYsSm6J9897Ozs5ske9atWqZPY6trkH3njZo0MDicYzJ7DMuWrSo2eF5ycnJSqe4seO+SLu0xFZtDbKnTWvZ6ns+fX0LcyyNWLC2fZw8edLsecxJ//PPVm0MsradCSGEEEIIIayjnV9eCCFyijZB0LdvX2bPnp3jiYu5c+eiVqv5+OOPTb5IaguSuHgNaTu87e3tDToO33zzTS5fvsypU6eUaVjatWun9+ZwfHy80RoZWvfv32f8+PGo1Wq8vLz49ddfqV69utFYtFMOgem3k11cXPj666/p378/586d4+jRo+zatYsbN26QlJTEhg0bOH/+PBs2bNCbQuXq1avKm9sZ6dRWqVQG9+XBgwfKsqkpaXRdvHjR6DXpvomuO3WTKefPn1eWq1WrprdON3GRvuhyemq1mtOnTwNQqVIlg9ENup3FlmqW2OoadBMaJUqUsHgcYzL6jK9duwZYvsYrV64oo1mMda5D5tulJbZqa5A9bRps+z2vfUam1uuylCSwtn2Eh4cryydPnnyhN4xs2cYg69qZEEIIIYQQQgghXh09e/Zk3rx5nDlzhk2bNtG2bdsciSMqKooFCxbg5ubGDz/8kKXnMj+vivjPSUlJUd7y1U4NpUvbgRYUFERcXByurq588803etvo1sgw1hm4fv16ZVqZqVOnmuzABAgMDFSWLXX0OTg4UKtWLb7++mu2bNnCsmXLlOJMISEhHDlyxCBOLWuKCWsTAcWKFTPo2NctkmtpSqOgoCCTb3nrzotvrjCO1vbt24G0jtkyZcrordO9PksxHTlyRCnCrDvll5b22gsVKmS2KDHY7hp072lmihNBxp7xgwcPePr0KQBly5Y1u+3BgweVZUsJkYy2S0ts1dYge9o02PZ7XvtMCxYsaHYUgVqt5vr164DpZ29t+8jIvTAnq9oY2L6dCSGEEEIIIYQQ4tXh4ODAsmXLcHJyYuzYsQb1a7PLlClTiI2NZerUqUanALclSVy8ZkJCQkhKSgKMd+Slf/O3T58+BtMK6b7pb6zj8cKFCwA4OzubLdoTGhqqdGI6OjoadMxbUq9ePUaMGKF8HRUVpbde++azsbfN09NoNEonqLFORN35/3VHChijLTgNhvdYt1NUWyfClJ07dyqjXjp06IBKpdJbr/tmemRkpFUxubi40LlzZ711utduTYLHVtfg6OioLOt2HGdERp6xbiHn9NNu6UpISGDt2rXK15aOm56ldmmJrdpadrVpsN33vFqtVhKrltrizZs3lbotpra1tn3otkVL98Kc7Gpj8OLtTAghhBBCCCGEEK+WypUrM3r0aC5cuMDixYuz/fzBwcHMmTOH+vXrZ6g+aGZJ4uI1Y6lwrK+vL1WrVqVq1arUqVPH6Jxplgpza9/IT0lJITEx0WgcSUlJjBw5kpSUFADKlCmDk5NTxi4GlLebwXC6IW2xXQ8PD3LlymX2OHfv3lWKSBu7Jt2pdP7991+Tx9m7dy9bt25Vvk5/j3XfwtZO3WRMREQEkydPBtKK//bs2dMgXt1rP3funMljbd68mWPHjgHw8ccfG7zFrnvt1iQubHUNxYsXV5Yz+7Z4Rp6xbnFy3ULT6f38889K57Wjo2Omssfm2qUltmpr2dWmwXbf83fu3FGek6URWObqd2hZ2z50p1rbsWOH2fOak51tDF6snQkhhBBCCCGEeDHLly9Ho9Gg0Whk6l4TSpUqpdyjqVOn5nQ4/wljxoxBo9Hw+eefZ/u5fXx8SExM5ODBgwYvWGcFSVy8ZiwlLvLnz8/atWtZu3YtK1aswM3NzeQxjNXIAChSpAgAqamprF+/3mD9o0eP6Nevn16R5/SxXLlyhRkzZph9+/nq1avMmTMHSCsYnL5AdWpqKgBPnjwx24moe01gvBO0Tp06yrK/v78y7ZKu/fv389133ylfu7m5GXQmNm7cGAcHB+U4jx49MjhOaGgon3zyCREREdjZ2TFp0iSDqZR0O20BFi1aZPRYu3btYvTo0UDaD5evv/7aYBtLbSI9W12D7pRVCxcuJDg42OQ5jx07phQX15WRZ5w3b15l+Z9//lH21UpKSmLy5MmsWrVK+czHx0fvbXxbtEtLbNXWsqtNg22+58G6ZISWNe3W2vbRuHFj5R/c2bNnc+rUKZPbajQaTp48ydKlSw3W2aKNQfa0MyGEEEIIIYQQQoiXmRTnfs1cvnxZWbZmXvX0UlNTlalcvL29DWpkALRq1Up5Q/uHH37g0qVL1K5dG5VKxaVLl9i4cSOxsbF626WP5fz58yxcuBB/f39q1qxJzZo1KVmyJC4uLjx8+JDTp08TGBiIWq3GwcGBSZMmKZ3pWmXLluXYsWMkJSXx2Wef0a5dO6Vj0c3NTW9KG90OU2PJmFq1alGxYkWCgoKIioqiXbt2dO3alVKlShETE8P+/fs5dOgQ+fPnx93dnbCwMN58802D7KOXlxddu3ZlxYoV3Lt3j3bt2tG5c2dKlSpFbGwsp06dYufOncpb6yNHjqRZs2YG8eh22jZt2pQ9e/bQoUMHPv74Y4oVK0Z0dDR79+7l6NGjQFoNid9++83oW+cZrQViq2soV64crVu3ZsuWLTx+/JiOHTvSunVrqlevTu7cuXny5AlXrlzh4MGD3L9/X68mgFZGnnHlypVxd3fnyZMnnDt3jo4dO9KyZUvy5MnDrVu32L59O+Hh4XTt2pXVq1ej0WiypF1aYqu2ll1tGmzzPZ8+ZmuKWwO4u7ubLC5ubfvw9vamU6dOrF27lvj4eHr16oWfnx/16tWjQIECJCUlERMTw7Vr1zh27BhhYWFG32ywRRuD7GlnQgghhBBCCCGEEC8z6el4zWjnfPf09LRYhNmYkJAQpUPaVOKjSZMmdOjQgQ0bNihvYOu+hZ07d26mTp3Ks2fPlE7M9B3m2jjVajWnTp0y+Qa0h4cHP/74Iw0bNjRY17NnTzZu3MjTp08NjuHn52c0cZE7d26Tc9P//PPP9OjRg5iYGB4+fMivv/6qt97X15fp06fz8ccfA1CzZk2jxxk6dCgPHjxgz549hIeHM2vWLINt8ubNy+TJk2natKnRY2g7bfPkycPkyZO5c+cO169fZ/r06QbblipVirlz55qsIaK9dlNv02fVNQBMmjSJp0+fcvDgQZ4/f87ff//N33//bbBd/vz5DWqtQMaesbOzM0OHDlVGoFy5ckUvAeTk5MTQoUN56623lDfi07dxW7RLa9iirWVnm7bF97xuzNa0Re225upDZKR9jBkzhoSEBGWkxJ49e9izZ4/R46pUKqpWrWrwuS3aGGRfOxNCCCGEEEIIIYR4WUni4jVy7949njx5Alj3Zr0x1k4r9OOPP1KtWjXWrFlDSEgIzs7OFC1alMaNG9O5c2c8PT0ZN26cyWMNGzaMRo0acfz4cYKCgoiIiCAyMpKkpCTy5s2Lr68vfn5+tGvXTq9YtK7ixYuzdu1aFixYwIkTJ4iKiiI5ORkwfJtb21Ho6+trco42Hx8fAgICmDdvHgcOHCA6OlqJpVWrVrRp04YLFy7w7NkzQH8qHl1OTk7MmTOH7du3s379ei5dukRcXBwFChSgRIkSvP/++7Ru3Vpv2pn0tJ22b775Jnnz5mXVqlUsWbKEnTt38uDBA5ydnSlbtiwtW7akU6dOZuuHWHPtWXENALly5WLRokUEBgayadMmLl68SHR0NA4ODnh4eFC8eHEaNGhgMvmRkWcM0KlTJwoUKMCSJUuU0UdFihShYcOGdOnShRIlSuglTtJ3ituiXVrDFm0tO9s0vPj3vLUxQ1oham0xanM/hzLSPpycnJg2bRqdOnUiICCAs2fP8vDhQxITE3F1daVw4cKULVuWWrVq0aRJE7y8vIye80XbGGRfO8sK6mTjNU6EeCmkJKJSq8HODnWi/AosXhFZ2G5N/cxOTEkyuU/qc/k5/zow9ZyTk1ONfm58WzWaVDUqNSQ+T7FVaK8la+679ndc7f+FEEKI/wKVRqPR5HQQQvxXfPfdd2zZsoVChQqxf/9+7O3tbX6OJ0+e8NZbbwHQo0cP5e1u8XrJjraWnecRr4agoCAqVaqkfN2w528sLbc/5wISQghhE8N9CplcN2jVw2yMRLxsAn365HQIQkd+p/+Nak70qGRmS2hUOZya7/2S1SEZSP/74qVLl6hYsWK2x2FOaGgoiYmJODs74+3tndPhCCGE+H/pfz5LcW4hbOTAgQPKNDjdunXLsg7ejBbTFv892dXWsus8QgghhBBCCCGEEELoknHyQljh0qVLlCtXzuSUS5s3b2bMmDFoNBpKlChBnz5Z92aSbgHjzBRYFy+37GprL1ObFq+uud83xrviwJwOQwirBAUF8fz5c1xcXF66Nz+FMCW72u1acys7Z9lpxSvgnUzuJz9zs0rrnA5ACCGEyDaSuBDCCj/99BPBwcE0adKEChUqkC9fPpKTk7l16xZ79uxR5ubPkycP8+fPx9nZOcti0Y64cHBwoGzZsll2HpEzsqutvUxtWgghhBBCCCGEEEIIXZK4EMIK165d48mTJ6xbt87kNhUqVGDGjBmULl06S2PRJi68vb3NFt0Wr6bsamsvU5sWQgghhBBCCCGEEEKXJC6EsECj0TBt2jQCAwM5e/YsMTExPH78GCcnJwoWLEiVKlVo3rw5jRs3RqVSZWksycnJhIaGAjJN1H9RdrW1l6lNCyGEEEIIIYQQQgiRniQuhLBApVLRoEEDGjRokNOh4OjoyKVLl3I6DJFFsqutvUxtWgghhBBCCCGEEEKI9OxyOgAhhBBCCCGEEEIIIYQQQggtSVwIIYQQQgghhBBCCCGEEOKlIVNFCSGEECJTBvy8lzc8grPlXLPyr8iW87wOhvsUypLjDlr1MEuOa2vPgSM5HUQ2CPTpk9Mh2NTdJkVsejz/ljVsejwhhBBCCCGEbUniQgghhBBCCCGEEEIII4LPLiMxPjqnw8g2zrkK4FM9a1+AKFWqFLdv36ZkyZLcunUrS88lXg29e/fm999/ByAhIQEXF5ccjiiNtq3WqVOH48ePG93mwoULVKlSJZsj+5+EhARq1KjBgwcPCA4OpmDBgsq6pKQkpkyZwooVK7h37x6enp58+OGHjBs3Dnd3d5PHvHnzJr6+vrzxxhuEhoaa3Xb8+PFMmDCB+fPn8+WXX9r02iRxIYQQQgghhBBCCCGEEYnx0TyPi8jpMIQQL5nQ0FAGDhxIXFwc+/fvz7E4hg0bxtWrV5k6dape0gKgR48erF27Vvn67t27zJw5k927d3Ps2DFy585t9Jjjxo0jOTmZ77//3mzSAuD777/H39+fIUOG0LRpU3x8fF78ov6fJC6EEEIIkWk+xd1xccyaXyeeJ6cQfPeJwedOXmWwc3TOknP+V6mTE0kKDzH43DtfSZwdnDJ93MSUJEIf3Tb43M2nDPYuL9cziouLQ52qxs7eDjc3t5wOJ0ukPk8kLtjwORcu7o6jo30ORPRikpNTCTPyM6CkuyvO9hkv1ZeYqub2kwRbhCaEEOK1pMLO3jGng8gy6tRkQJPTYQjxynjvvfcICQmhYcOGORbD6dOnmTt3LsWKFePrr7/WW7dr1y4laTFw4EA+/PBDzp49y8iRI7l06RKTJ09mypQpBse8fPkyf/75J15eXgwcONBiDLly5WLcuHF88cUXDBgwgJ07d9rm4pDEhRBCCCFegIujA64u2fvrhJ2jM3bOrtl6zv8qZwcnXB1tPwzb3sUZe9eX6xmpUlJQpapR2du9dLFlNUdHe5yz+fs0Kznb2+Hi8OolYoQQQrza7OwdeSNfmZwOI8s8exSCOjUpp8MQ4qVibiqzlJSU7AvEhIEDB6JWqxk1ahSu6f7G+eOPPwBo1aoVv/32GwANGjQgJSWFIUOGsGrVKqOJi9GjRyvHzJUrl1VxfPLJJ/z000/s2rWLTZs20bZt2xe8sjQZf1VJvJZ69+6Nr68vDRo0yOlQRDaRZ/7qSUpKolKlSvj6+jJ48GCD9fJMTbN074QQQgghhBBCCCFeFv/88w/Hjx+nQIEC9OljWJfmwoULAPj5+el93rhxYwDu3LnD06dP9dadPn2agIAASpYsyeeff251LA4ODnzzzTcAjBkzBo3GNqO3/juvXmWD5ORkDhw4wIEDB7h06RL3798nLi4OJycn8uXLR4UKFXj77bdp3bq1xfm/XiUajYZLly4BULVq1RyORmQHeeavpuDgYJKTkwF488039dbJMzXP3L2ztW3bthESEoKTkxNffPFFlp5LCCGEEEIIIYQQ/z2TJ08GoFu3bjg7G07TGxsbC0C+fPn0Ps+TJ4+y/OzZM72vR44cCaTVuHByytiUwt26dWPIkCFcvHiRzZs322TUhYy4sNLmzZtp1qwZAwYMYO3atVy+fJknT56QkpJCfHw89+/fZ/fu3UycOJH69eszc+ZMEhL+G3PohoaG8uzZMwAqV66cw9GI7CDP/NV0+fJlZblChQp66+SZmmfu3tna/PnzmTNnDjt27MjS8wghhBBCCCHEf1lsbCy//vorDRs2pECBAjg5OVGkSBHatWvH33//bfDWd0hICCqVCpVKxbhx44we8+jRo8o2HTp0MLpNdHQ09vb2qFQqZs+eneG4r169ynfffUeVKlVwd3fHzc2NSpUqMXToUB48eGByP7Vazd9//03btm0pXLgwTk5OeHh40KBBA7P9kPv371eu6datWzx69IhRo0bx5ptvkitXLry8vGjdujWHDx9W9nn69Cljx46lfPnyuLq6kj9/flq1asWRI0eMnqNUqVKoVCqGDBkCwLJly3jrrbfIkycPbm5u1KpVixkzZvD8+fMM3y+t58+fM2vWLBo0aEDBggVxdnamaNGidOzYkS1bthjdZ+jQocq1f/TRRyaPW6FCBVQqFY6Ojpw8edLguurWrat81qhRI1QqFbdvp9X6O3DggHKO/fv3M2XKFOVrU3Fp/fjjj6hUKuzt7bl//77V9+LcuXOcOHECSCvAbUzevHkBDEZVPHr0SFnWTVocOHCA3bt34+vrS8+ePa2ORSt//vy0aNECgAULFmR4f2NkxIUFSUlJjBgxQq+hFS9enMaNG1OuXDnc3Nx4/PgxN2/eZO/evdy9e5fExEQWLFhA9erVadSoUc4FbyNlypTh2rVrOR2GyEbyzF9NV65cUZbLly+vt06eqXnm7p0tPX/+nJCQkCw/jxBCCCGEEEL8lx0/fpzOnTtz584dvc/Dwv6PvTsPi6ps/wD+Zd8MEcVdVASxXNDANVNx6XXhTdMfuWVWlpWllmmuLWqar0uWoqaomRWW5q4pBIomiqK5QaKyKCiIiIAiywAzvz/mOqczzJkNBgH9fq6rq2HOmec855znjPAs952OvXv3Yu/evejTpw9+//131K1bF4D67+LWrVvj2rVriIiIwPz587XKPXLkiPj6+PHjUKlUsLCw0NgnLCwMSqUSABAQEGBSvb/99lvMmDFDKz9CXFwc4uLiEBwcjJ07d6Jfv34a2+/cuYORI0fi+PHjGu9nZWXhr7/+wl9//YVvv/0We/bsQadOnXQePz4+HhMnTkRqaqr4XkFBAQ4ePIjQ0FDs3LkT7dq1ExNPCwoLC/HHH38gLCwMu3fv1nveEyZMwObNmzXeO3fuHM6dO4eff/4Zhw8fRv369XVfJBlxcXH473//i+TkZI3309LSsGvXLuzatQsvv/wyfvnlF9SqVUvcvnDhQhw4cADx8fHYsWMHDh06JHauC+bNmyf2CcydOxddunQxqW5ljRs3TswTERISovda/fLLLwDU4ZuaNGli9DG2bNkCAHBzc4Ovr6/sPu3bt8e5c+dw9OhRMYwT8G8bb9myJZ555hnxfWG1xYIFC2BlVb58coMGDcLevXsRFhaG9PR0NGrUqFzlCLjiQo/i4mJMmjRJHLSoU6cOVqxYgT///BNz5szB//3f/2HQoEEYPXo05syZg/DwcKxcuRKNGzcGUPmzdomIpIRVA25ubuIvZmScx3Xt4uPjUVpaCoD/RhAREREREZVHXFwcBg4ciJSUFFhYWGDs2LHYt28foqOj8fPPP6N79+4A1CsNXnrpJY1Z/oMHDwYAnD59WgylIyUduMjKytJYnS8QVs8/99xzaNmypdH1Xrt2LT7++GOUlJSgbt26WLRoEY4fP47w8HBMmzYNtra2yM3NxfDhwzUGZPLy8jBo0CBx0OKFF17Azz//jOjoaOzfvx9jxoyBhYUFUlJS0KdPH1y/fl1nHcaNG4dbt25hwoQJOHz4MMLDw8UQxiUlJZgyZQoCAgJw8+ZNfPzxxzh69CgiIyPx1ltvift8+OGH4sBNWb/88gs2b96MevXq4ZtvvsHJkyexZ88e9O/fHwBw/vx5DBw4UPy72Bipqano3bs3kpOT4eDggGnTpiE0NBSnT5/Gb7/9Jt7Tffv2ITAwUKNu9vb22LJli9gR/8EHH2isTDlx4gRWrlwJAOjSpQvmzZtnsD4bN27E+fPnxU55X19fnD9/HufPn4efnx+aNm0q5pXYt28fHj16JFvO+fPnxfala9WELvv27QOgHvAoO7AmGDlypLjvRx99hL/++gvfffedOGAnXVVx4MABnDx5Eh07dkRgYKBJdZES7rNSqTS42sQYHLjQ43//+x/++usvAOpVFjt37kRAQIDOBgGovwB37dqFIUOGmDx6SERUXiqVCvHx8QDYIW6qx3nt4uLixNeVnUuDiIiIiIjoSTRp0iTk5ubCwsICP//8M37++Wf897//RdeuXTF27FhERUXh7bffBgD8/fffWLx4sfhZoZO7pKQEx44d0yi3sLAQp06dAgDY2NgAgNY+KpUKYWFhAExbbZGRkYHZs2cDANzd3XH+/HnMmTMHL774Ivr164cVK1Zg69atANShfZYuXSp+dunSpbhw4QIA4L333sNff/2FsWPHomvXrggICMAvv/yCH3/8UfysMMgg5969e1i1ahU2btyI//znP+jXrx++//578Vxu3ryJK1eu4Ndff8U333yDPn36oHfv3ti0aRNGjRol7iMkfi7rzp07aNq0Kc6ePYuPP/4Y3bt3x9ChQxEWFibW6/z589i0aZPR1+7dd99FVlYW6tSpg+joaKxYsQIvvfQSunTpgldffRUHDx4UO+MPHz6Mn3/+WePzXbt2xSeffAIASE5OxoIFCwAA+fn5eOONN6BUKuHo6IiffvoJ1taGgxN5enqiY8eOYg6IWrVqoWPHjujYsaO42kMYFHj06BH27t0rW46w2sLR0VFnWDI5N2/eFFee6MthOnDgQIwdOxYAxBBbH330EfLz8+Hr64uZM2cCULfpzz77DADw1Vdf6e33NsTDw0NcxXH06NFylyNgqCgdTp06JTb0Z555Bhs3bjR6yU6dOnXwzTffyG6Li4vDsWPHcOHCBSQmJiIrKwslJSWoXbs22rRpg5dffhkvv/yy3kbSrVs3ZGdno0+fPli/fj3S09Px66+/4siRI7h16xby8/MxdepUTJo0SeuzQryyc+fO4d69eygoKICLiwvatm2L/v37o3///lpJW4Tj+fv7a8UoU6lU8PX1xaNHj9CvXz+sXbsWOTk52LlzJ0JDQ3Hz5k3k5+fD3d0dQ4cOxVtvvWXUl8D9+/dx4MABhIWFITU1FVlZWXB2dkaHDh0watQoo0JwpaSkYMeOHYiJiUFycjLy8vJQq1YtuLq6onnz5ujRowf8/f3RrFkznWWU53qZ6xxMvc/+/v5IS0uDr68vQkJCcO7cOezcuRPnzp3D3bt3oVQq0aJFCwwdOhSvvfaa3iQ7+u55dHQ0xo8fD0D9haZvJHbjxo1YtmwZAGDPnj06Q+OY416Z4xoKKnLvKuuZSEtLw08//YTIyEikp6fDyckJPj4+eO+999ChQwexXEA+BJG+e1pWRdp9Rb/jKqN9VfTamePchg8frjFoAUD8BUIqKCgIAwYMMMsxiYiIiIiInjRnz54VVx68/vrrGDNmjNY+FhYWWLNmDY4ePYrExESsXr0a8+bNg62tLXr37o1atWohLy8PERERGDJkiPi5kydPorCwEK6urnjhhRewf/9+HD9+XKPP4MKFC7hz5w4A0wYutm/fLuYaWLVqlWz/xsiRI/HNN9/gzJkz+PPPPwGoB1iEPBpeXl5YtWqV7N9/48aNQ1hYGH7++WecOHECZ86ckQ155OXlJdtfOHz4cHGG/AsvvIARI0Zo7RMQEIBff/0VgDpfSMeOHWXPdc2aNWjevLnGe0I+kIMHDyIjIwMbNmzAxIkTZT8vdeXKFRw6dAiAOmF0hw4dZPebN28efv31V1y5cgVBQUFaORoWLFiA/fv348qVK1ixYgXGjx+PdevWieGwVqxYgdatWxusj7FGjBiBDz74AHl5edi2bZtWO1UqleK1fOWVVzTCWxly7tw58XXbtm317vvjjz+iY8eOCA4ORnJyMho0aIBRo0bhiy++gIODAwDgt99+w4ULF9C9e3fxeSgoKMDKlSsRGhqKgoICdOzYEdOmTTM4AdPCwgLPPfccTp8+jbNnzxp9Trpw4EJGSUkJ5s2bJybxmTVrFlq0aFHhcoOCgnQm7bl37x5OnDiBEydO4MCBA1izZo1sx3JGRoaYRKV169bYvXs3Fi5cqLXsyNvbW+Pn69ev49NPP5Vd4paZmYnIyEhERkYiJiZGY1RXeryyZQLArVu3xGN7e3sjIiICn3/+Oe7du6exX0JCAlasWIHY2FisWrVK9hoIduzYgSVLlmgt2cvKysLRo0dx9OhRvPLKK1i0aJHOmGtr1qzBunXrUFxcrPF+Tk4OcnJykJSUhKNHjyItLQ2zZs3S+nx5r5e5zsHU+5ybmysmcPL29sb8+fMREhKiVW58fDzi4+Nx4sQJbNiwQbbD3NA9F2amA4ZnpwsxAm1sbNCqVSvZfSp6r3Qp77NS0XtXGc/EL7/8gqVLl2osby0oKEBERASOHz+O//3vfxq/uJT9h8TQPRVUtN2b4zvO3O2rotfOHOdWWlqqERtUH+kvSua4nkRERERERE8SoUMfAN555x2d+9na2uLNN9/EvHnzkJOTgzNnzqBnz56wtbVFv379sHfvXkRERGh8RggT1atXL3Tu3Bn79+/XWnEhdKK7urqiR48eRtf74MGDANQJk/UNePz222+wsrISBzZiYmKQk5MDABg/fry4EkTOe++9J07CDgsLkx248Pf3h6WldgAeIey9sI+cevXqia/lwmwJ5fz3v/+V3ebo6IjAwEAEBQXh77//NioHghCWC4BW3g8pS0tLDBgwAFeuXMG5c+fw4MEDjcTTdnZ22LJlC3r06IHi4mK8+uqr4uTCwYMH47333tNbD1M5OTlh+PDh2Lp1K0JDQ3H//n24urqK248ePSom4zY1TJQ0FJiHh4fefa2srDB9+nQxaXpZpaWlYqJ6YWVSQUEB/P39xeTfgLod/vTTT9i3b5/GZEs5rVq1wunTp3Hjxg0olUrZ9mYsDlzIOHjwIG7dugVA3cknN8pYHpcvX4aDgwP8/PzQvn17uLu7w8HBAdnZ2YiPj8fBgwfx8OFDHD9+HBs3bpQdAZV26glJe+zt7TFy5Eh06tQJFhYWiI2N1ejwO3XqFN5//30xhlvr1q0xYMAAcTAmJSUFkZGRuHz5stZInfR4ch160u03btzA+vXr4eTkhHHjxqFdu3ZQqVQ4ffo09u7dC6VSidDQUMTExKBz586y12jlypXibHA7OzsMGTIEPj4+cHZ2RmJiIrZt24asrCzs3r0b9evXx7Rp07TKWLNmjdgR7OLigsGDB8PT0xOurq4oLCxEcnIyTp8+jYsXL8p2jFbkepnrHEy9z9LEwhEREcjIyIC9vT2GDBkCX19fWFtbIzo6Gnv37kVpaSmioqLwww8/yP4jb+ieC8eytraGl5eX1nYpoQO8ZcuWsp2qFb1X+pTnWTH3vTPHM7FhwwasWLECgPof+YCAAPj4+MDW1hbR0dHYs2cP5s2bJ8YRBLQ7/A3dU6Di7R4wz3ecOduXOa6dOc6ttLRUrMe0adNQVFQEHx8f2dkl0lk35rieRERERERETxKhs9nS0hJ+fn5695V23MfFxaFnz54A1B3Ve/fuxeXLl5GZmQk3NzcA/w5c9OnTB+3btwegDn10/fp18e9ToSN94MCBJiUwvnbtGgCgQ4cOej9XduK0dOW+oaTRfn5+sLS0hFKp1Frxr6t8gZ2dnfi6QYMGBvcRJnuX1bVrV70RAYTE4SqVCteuXTM4cHH+/HnxtXBPDFEqlbh586bW/l26dMGMGTOwZMkSXL58GYB6MMaUsFWmGD9+PLZu3Yri4mLs2LFDzCUC/BsmqmHDhhp9EsZIT08XX9euXbtCdfzhhx9w7do19O/fX4wusmLFCpw+fRrNmjXDb7/9htatW2Px4sX45ptvMHbsWCQmJmok9S5LqFNxcTEyMzN1tidjcOBChpCZHQDefvtts4XgeO211/Dtt9+KS3HK+vDDDxEYGIj09HTs2bNHb6ceAERFRcHb2xvr1q3TCGM1bNgw8XVCQgImT56MgoICODo6Yv78+Xj55Zdlj33q1CmtpLTS4xkauPjjjz/wwgsvYMWKFRphZF555RV4eHiIHXdRUVGynbQ7duwQO41bt26NtWvXai2de/XVVzFixAhkZmZi8+bNGDt2rMYDkJWVhXXr1gFQjxCvXLlS5/VOSkrSGH0FKn69zHEOgOn3WXofMjIy4OXlhdWrV2skiRo6dCh8fX0xd+5cAOovSbmBC0P3XNjeqlUrvTO88/PzcePGDZ3lVPReGWLqNTTXvTPnMyFNEvXss89i9erVGnV6+eWX0aVLF8ycOVNMzOTk5AR3d3ed10LuXlS03QvM+R1X0fZlrmtnjnOztbVF//79kZ6ejqKiIgDqX+YM/XJijutJRERERET0JMnKygIAODs7a3Sky5H+vX7//n3xtZDnQqVSISIiAqNGjUJeXh5iYmIAqAcuWrduDVtbWygUChw7dgxeXl548OCBmAPDlDBRAHD37l0A0Pn3tC7C+QIwmEvXzs4OtWvXRnZ2tsb5SunrcBYYE85aF0MDEdJVGxkZGQbLk56/KYRVKmV9+eWX2Lp1qxi1ZPr06WjYsGG5jmGIEPI8NTUVISEh4sBFYWEhdu3aBQAYM2aMSQNgADQiiZjaVyZVVFQk5vv46quvxPfXr18PAFi2bJmY6H7FihU4fPgw/vnnH2zfvh0TJkzQWa50MEVXYnJjMTl3Genp6eIsXgcHB4PLX0zx4osv6uyAAgA3NzfxyzMlJQWlpaVa+0g7RRs1aoQtW7bozL1RWlqKqVOn4uHDh7CyssLq1atlOyMF3bt314rnJhzPwcFBKz5d2fq0b98e69atk419Lz2uELJGKjMzE19//TUA9Wjjli1bZOP9NWjQQHw4iouLtZbs/fXXX2LIoWnTpum93h4eHhpfmBW9XuY6B8C0+wxodky7ublh06ZNGoMWghEjRoizBNLT08WVRXLHlrvnCoUCSUlJAPTnAhDKUSqVAOQ7lityr4xhyjWsrHtXkWeisLAQs2bNglKphJubG4KDg2XrNGzYMI0VEN7e3lqDrfruqTm+JwQV/Y4zV/sy57Uz17kBms+pofMz1zGJiIiIiIieJMJMf2MmGUv/RpKGq2natKmYK0EIF3Xs2DGUlJTA1dUVHTp0gIODA7p27QoAYk6N8PBwlJSUwMrKCgMHDjSp3iUlJSbtL5CubDDlnHWF56nIoIQx9IWyAjTviTHhjoXrZmdnh/Pnzxv9n7Cyo6zIyEhx0AJQRwIRco+Ym4WFBV577TUA6j4woQ9u//79yM3NBWB6mCihXIGpgx5S69atQ2pqKoYOHSq29Zs3b4r1fPHFFzX279WrFwB1Lhhj61fRxQAcuCgjKipKfN2tWze9nUaVQYgRp2vJlbRTdN68eRrx0cr67bffkJCQAAB49913xSVxphCO17p1a9kvPWl9FixYoHO0W/plJJdwJjg4WByFW7Bggd4RaF9fX/G10MkpkI4oGzNyK1XR62WucwBMu8+AZofop59+qnMZloWFBZ5//nnxZyGhlNyx5e55QkKCONhgqONVWie5vAoVuVfGMOUaVta9q8gzERISgszMTADqGQDC0lU50uWxcqGO9N1Tc3xPmELfd5y52pc5r50pTPn+NpTQylzHJCIiIiIiepIIf9vn5uaKK9p1kfY1lO0TECaBCQMXkZGRANSds0Jnq5DrQZi0KISJeuGFF2QnKOoj7K9rJYQu0noLqzZ0yc/Px8OHD7U+9zgZOj/hb3UARq10EM6jqKgITZo0QceOHY36T66f5cGDB2LkEWFVQGpqqmwYcHMZP348APXf7MIqix07dgAA2rVrpzPBuT7Sc8vPzy9XvR49eoSvv/4alpaWWLhwofi+dFCn7Aofoa9MGqpKjrROpiQdl8NQUWVIk9K2a9fOrGUXFRUhIiICR44cwZUrV5CZmYm8vDzZWbL16tXTGjUrKCjAzZs3AahjuhsKMyLEaHNxcdG7hEcX6fHkOtny8vLERDLPP/+83k4/IaQLAK1Z7wqFAnv37gUAtG3bFr1799ZbL+mSo7L/SElj9U2fPh0zZsxAQEAA7O3t9ZYJVOx6mfMcTL3P0lnqjRo1MrhcUbpsT5ixLndsfWGiAMMdy9JnSa6sitwrQ0y5hua8d+Z6JgDgp59+AqBe5aErsZVA+o992Wtt6J5W9HtCqqLfceZqX+a6dlIVPTdAc+WLrrii5j4mERERERHRk6R9+/bYtm0blEolzp07pzdBtjS5cNkJb4MHD8aSJUuQnJyM5ORkcVWFEOcfUA9cLFiwACkpKUhOThYHLkwNEwWoJ8rduXMHly9f1puweP369fj666/RqlUrbNmyRSNPw5kzZ/T2b8TExIiT2uQmkD4OFy9e1Lv93LlzANQrM4yJRCCNkhAZGYnAwECd++7cuRO3b99Gy5Yt8dJLL2lNJP3444+RmpoKQJ0mICQkBDt27MCmTZvwf//3fyavojGGt7c3unTpgjNnzmD//v14//33ERoaCqB8qy0AzUTqd+7cMRhCTM7KlStx9+5djBkzxujcIUJfhKFoD8IkaTs7O5NDo5XFFRdl3Lt3T3wtF1qkvCIjI/Gf//wHH3/8Mfbv34+EhATk5ubqvNlyWeGvXbsmdjQbepiuXr0qLu0ZPHhwuUa4pMeT+8K7evWq+IVYdvlQWdKM956enhrbLl68KMaeGzRokMF6SeOjlU1C06dPHzFZUU5ODubOnYvu3bvjgw8+wO+//y4bkkc4l4pcL3Oegyn3GdCcpT5o0CCd//gJpCOfZb9ADN3z8nQs16tXTzbMU3nvlTFMuYbmvHfmeiauXbsmjnIHBAQY7JCW1qnsfdF3T83xPSEwx3ecOdqXOa+dwBznBvx7frpWsFXGMYmIiIiIiJ4k0pDuGzdu1LlfUVERtm7dCkCd10EIhSPo0aOHuApi3759+PvvvwFoDlx0795dnFy5Zs0asdO7PAMXffv2BaBekfDnn3/q3G/fvn24efMmYmJi0LBhQ/j6+or1/PHHH8X+HzkbNmwQX5ua8NlcLl26hNjYWNlteXl52LlzJwD19TAmsbT0fgcFBencr6CgAO+++y6mTp2KN998UyskVmhoKDZv3gxAnXd02LBhWLVqlViHd955RwzfZCxDf9cLhFUXx44dw4EDB/DgwQNYWlpizJgxJh1PIISABzQnxRorOzsbK1asgLW1NebPn6+xTRrBRbr6AoA4UdfQQIkwebZVq1ZGXyNdOHBRhjR5S0USnEjt2bMH77//vriUpn379njrrbfw5Zdf4ptvvsGaNWuwZs0afP755+Jn5DqNpWFGpOFN5ERHR4uvhRhkpjIU1qRsLH999M2OPn/+vPjax8fHYL2kS/2aNm2qsc3S0hLBwcH44IMPxC/2/Px8hIeHY+7cuejVqxdmz56tMUAFVPx6mfMcTLnPgGZnr1yC57KELxBLS0u9iaX13fMmTZrofT6Ki4vFjnlds9jLe6+MYco1rKx7V5FnQjorpOwvV3KEf6isra115qmRO445vicA83/HVaR9mfPamfPcHj16JP6SayhMlLmOSURERERE9KTx8/MTV1ls2bIF27dv19pHpVJh8uTJYnSKSZMmac2+t7KywksvvQQAWL58uUZ+C4GdnR26desGQD1wAagnjRmzUqCsCRMmiHWYMmWKbF/H3r178ccffwBQz8a3sbGBra0t3n//fQDqiXoff/yxbKjgn376CSEhIQDUfwvrW4lS2d5++22tpMxKpRLvvfeemGx7ypQpRpXVtWtX8R4cP35cI6yR1KRJk8Sy33vvPY1JjLm5uXj77bcBqPt6V69eDUAdgUHId3rr1i2TQ0YJ99NQAupRo0bB1tYWxcXFmD59OgD1ap6yfUrGkvb9Xbp0yeTP/+9//0NOTg7efPNNrYm0LVu2FMNzHTx4UHxfoVCIYdWESchylEolLl++bHA/YzFUVBmOjo7i68LCwgqXd/v2bXz55ZdQKpVo2LAhvv32W50JYoRwNYD8zF9pB6ShWOzSzlV3d3dTq61xPAsLC50rLgTGJNIF5DskpbHRpGGMdJEuO5OLBWdvb48pU6Zg0qRJuHDhAk6ePImwsDBcv34dCoUCu3btwsWLF7Fr1y5x5Lyi18uc52DKfQY0By7kEqhLKZVKnD17FoA6FFrZGfbG3nND9bpy5Yo4C0Bfh2p57pUxTLmG5rx3lfFMGLqnKpUKMTExANS/QJVNbqXvnprje8Kc33HmaF/mvHbm/v4WfrnUN3BhzmMSERERERFVZ9nZ2WJHriHvv/8+WrVqBUAd8rhz587Iy8vDqFGjcODAAYwcORJubm5ISEjA2rVrxRy2Pj4+WrPKBYMHD8Zvv/0mRiKQ5rcQ+Pv7IzIyUuwjLM9qC0DdSb5kyRJ8/PHHuHbtGjp16oQZM2agc+fOyMnJweHDh7F27VpxX2md582bh/379+Py5ctYs2YNLl68iPfffx+enp7IzMzEr7/+il9++QWAOqfAzz//XK46msvp06fh5+eHWbNm4dlnn0VKSgpWrVqFv/76CwAQGBgo5hgxxsaNG9GlSxfk5+fj888/x6lTpzBhwgQ0bdoUN27cwPfffy/mKPHy8sKsWbM0Pj9t2jTxHi9evFgjXPd7772HrVu3Ijo6Gps3b0ZgYKDRIaMaNmyI+Ph4XLx4ET/99BO8vb3h4eGhFXXE1dUVAQEB2LVrlziYVt4wUYA6VJSnpycSEhI0Jm8a486dO1i9ejXs7Ozw2WefaW0XEoqvWrVKfDZbt26N5cuXIy0tDU5OThg1apTO8uPi4sSBHOnqpfLiwEUZ0uUuwuzYiti5cycKCgoAAEuWLNHZAQX8mxAIkO+4Ezqo69evbzDJjjQZTnlXjgjHa9q0qWwIGaFD1M3NTTYUkECpVOLatWsA5DvXhOSyAIxKhn7o0CEA6g5f4R8tOdbW1vDz84Ofnx+mTJmCkydP4tNPP0VmZiYSExMRFRWFfv36Aaj49TLnOZhynwHNTnpDoX6ioqLEEWi5LxB99zwtLQ0PHjwAoLksTY4QGxIwLgmxKffKGKZcQ3PeO3M9E9L2aGjAJjo6WhyAkCtL3z01x/eEub7jzNW+zHntzPn9LX1O9Q0ymPOYRERERERkPsrSYjzMTqzqalQaZanuEESV5cGDB1ixYoVR+wYEBIh/g7dp0wbh4eF45ZVXkJ6ejp9++knMdSg1aNAg/PTTT1qrLaTbLS0txfDKcv0k/v7++OKLLzTqUV4fffQR8vLy8MUXX+DWrVuYOnWq1j7NmzfH/v37NfoUHBwc8Oeff2L48OE4efIkTpw4gRMnTmh91svLCzt27NCaRf84dezYEQ0aNEBoaCjeeOMNre2jRo3Cli1bTCqzbdu2CA8Px/Dhw3Hnzh0cOnRI7JuReu655/DHH39o9H0cPnxYDBHVtWtXcfWKwMLCAhs2bMDzzz+PkpISvPPOO4iNjTUqjNV///tfREZGori4GK+//joAdY6SiRMnau37+uuvi8m5HR0dMXz4cOMvgIxXXnkFy5Ytw7Fjx1BSUqIVGkuXr776Cvn5+fjoo490pkj48ssv8ccffyAhIQGTJk0S37ewsMCaNWvg5uams3yhn8LGxqZCz4qAoaLKkIaVEUbrKkJYsmNnZ4fu3bvr3C8pKUnj5pbtEFWpVHo7OsuysbERX0s78owlPZ5cx7NSqRRDtRiqT3JysphXQW5f6ReKNFSXnNDQUDG0y/Dhw7VGwvXp0aMHZs+eLf4sXZZX0etlrnMw9T4DmrP8MzMz9e4rJGK2t7fHyJEjNbYZuufSuHn6lrMVFBRoLNUsTwgbfffKEFOvobnunTmfCWkMQOkKAjnSGJZlO68N3dOKtnvAfN9x5mpf5rp2gPnODfj3OdW1mqkyjklEREREROakgrJU8cT+B2iHH6rOunbtimvXrmHp0qV44YUX4OrqCjs7O3h4eGDEiBE4dOgQDh48qDc5sJubm0Y/oNzARdeuXcVJjrVq1ULv3r0rVO958+bhwoULeOedd9CqVSvY29vD0dERnTp1wldffYWLFy/Khp5u0KAB/vrrL4SEhCAgIAANGzaEra0tGjduDH9/f2zatAkXLlwwKgR2ZbKzs8PBgwexatUq+Pj4wMHBAY0bN8aQIUNw6NAhbNu2TedAkj7du3fH9evXsXz5cvTq1Qv16tWDtbU16tSpg969e2PNmjX4+++/NSIv5Obm4p133gGgnjAbHBwsm3Ohffv2+OSTTwCoQ0Z9/PHHRtXpo48+wldffSVGcHBzc9PZrzR48GAxys+wYcPwzDPPmHL6Wl577TUAwMOHD3H06FGjPnPz5k0EBwfDyclJo8+trDp16iAqKgpvvfUW6tatC3t7e3Tv3h0HDx4U83XoIkSGGDRoUIUTcwNccaHF398fzzzzDB4+fIhz587h2LFjRn8pxcfH49atWxoJcITZ3CUlJSgqKpJ9OBUKBebMmYOSkhIA6uQlZUOWpKamikttjOmMlY6aRUVFmdx5LD2eXIdnSkqK2PFqaKavobwJ0tnVZ8+e1TkynJGRgUWLFgFQP0TCaKYphBndgGZonIpeL3Odg6n3OTU1VeOcLly4gHbt2snuu2/fPpw6dQoAMHr0aK0VAYbuuTSptzAjXM7SpUvFWew2NjblThqs614ZYuo1NNe9M+cz0bhxY/H1qVOndM663717N06ePKmzLEP3tKLtHjDfd5y52pe5rp05zw34N4lVvXr1NEISVuYxiYiIiIio4uwcK975VpM8jvMtT0JhObVq1cKMGTMwY8aMcpdhKNSOra2txt+r5tC+fXuNiXTGsrS0xOjRozF69GiTPtenTx/ZvBiVsQ+gzh8yefJkTJ482eg6btmyxeBKjFq1auGTTz4RBxkMqV27ttHRdJYsWYIlS5Zova+vrVpaWmLu3LmYO3euwfLj4+PFdlSe/syyOnTogJdeeglhYWHYtm2bRhJzXZo3b46ioiKjyq9fvz42bdokToA2RlpamhghoyLPpBQHLsp45plnMHHiRHGp2vTp07F8+XK9gxeJiYn48ccfsXPnTnz33Xca2xo3bozz58+jtLQUO3fu1MoYL8TzkyYI1hfuRdf2svr06SOew/r169GrVy+dHbKnTp1C48aNNUYlpcczlJjbUCggQ3Xv27cvFi1ahJKSEgQHB+M///mPmKxZkJSUhMmTJyMjIwOWlpZYuHChRmibK1eu4NChQxg7dqxWwmlpnYOCggCoR6qlyWwqer3McQ7GXCu5c5LasGEDhgwZonXssLAwzJs3DwDg6ekpmwTJ0D13cXERX+/fvx+jR4/WSHakUCiwbNkyMRmUcCzprH7hOBW5V4aYeg3Nde/M+Ux07dpVTBa1ZcsWDB8+HA0bNtTY548//tCKR1i2LEP3tKLtHjDfd5y52pe5rp05zw0ASktLAahnfBQUFOgMS2bOYxIRERERUcV5dnqzqqtARDXc1q1bAagnkBozyGCMefPmISwsDNu3b8fKlSuNCm9VmTZu3AilUolevXqhZ8+eZimTAxcyhHhmoaGhePDgASZOnIhOnTqhV69eaNKkCWxsbJCdnY2bN2/izJkzGklXy852HzJkiJiF/auvvkJsbCw6d+4MCwsLxMbGYs+ePcjLy9PYz9BAgTGdVK1bt0ZAQAAOHDiAnJwcjBgxAgEBAejUqRNq1aqF3NxcXLlyBcePH8ft27c1YsaXPZ7cLGxTkh8Lnae1a9fWSIAjaNiwIcaMGYOtW7fi1q1bGDZsGEaOHIkWLVogLy8PMTExCA0NFUcF58yZo/WQX7x4EevXr0dwcDB8fX3h6+uL5s2bw97eHnfv3sXZs2cREREBpVIJa2trLFy4UCP+W0WvlznOoex1NeY+Szum+/fvL8b8Gz16NJo2bYqsrCwcOXJEnFnu7OyMVatWyc74NnTP27dvj9q1ayM3NxcXLlzAiBEjMHjwYDg7O+PGjRs4dOgQ7ty5gzFjxmDbtm1QqVSybbmi98oQU69hZdy7ij4TnTt3Rtu2bREXF4fc3FwMHz4cY8eORcuWLXH//n1ERETg5MmTsLGxEe9JkyZNtP6RMnRPK9ruAfN9x5mrfZnr2pnz3AD1yp5Tp05BoVDgnXfewbBhw8TBGicnJzEslDmPSURERERERERV69KlSwgODgYATJw4UTZcVXm8+OKLePHFF/HXX39h06ZNmDZtmlnKLQ+FQoH169cDgFErUIzFgQsZFhYW+Pbbb7F69WoEBwejuLgY58+f15jhWpaNjQ369u2rNbO3X79+GD58OHbt2iXOoN25c6e4vVatWliyZAkePnwodkLJdbYKHZBOTk5Gh81ZuHAhHjx4gOPHj6OwsBC///47fv/9d639XF1dtWa+C8erVauWbLx5U+oj7KsvDM2MGTOQlpaG8PBw3LlzR2vlCqCekb1o0SKNUFwCIX68UqlETEwMYmJiZI9Tr149LF68WHYFTUWulznOATD9Pgsd4M7Ozli0aBFSUlJw7do12eRWLVq0wJo1a3TGwjd0z+3s7DBjxgxx5caVK1c0Bk5sbW0xY8YMdOnSRZwVL9ehao57pU95npXHfe+MeSaWLl2KcePG4f79+8jKysKqVas0tjs4OODrr78Wk4TpG/DUdU+Bird7c33Hmat9Aea5duY8N0C9FHTPnj148OCBVrv39/cXBy7MeUwiIiIiIiIievyCgoIQFRUFpVKJQ4cO4eHDh3B1ddVIdm0O33zzDbp164bly5dj0qRJsLe3N2v5xtq0aRPS0tIwePBgvPTSS2YrlwMXOlhaWmLq1KkYPXo0du7ciejoaCQlJSE3NxdKpRLPPPMMmjVrBm9vb3Tp0gU9e/bUCi8jWLx4MTp27Ihff/0ViYmJsLOzQ5MmTdC3b1+MHDkSDRo0EDvQAPlOKKGz19vb2+iE1I6OjtiwYQMiIiKwd+9eXL58GVlZWbC2tka9evXQrFkz9OrVS+9AgK7jGVufe/fuiYmV9XWu2draIigoCIcOHcLOnTsRGxuLR48eoW7dunB3d8d//vMfBAQEaISTkZo5cyb69OmD6OhoxMXFISMjA5mZmVAoFHBxcYG3tzf8/f0xbNgwjWTM5rpe5jgHwPT7LHRMt2nTBi4uLggJCcGmTZsQGhqKtLQ02NnZwcvLC4MHD0ZgYKDeOPjGHDswMBB169bFpk2b8M8//wBQh7bp3bs3Ro0aBXd3d41Ob7mOeXPcK33K86w8zntn7DPh6emJ3bt3Y+3atTh27BiysrLg6OiIpk2bolu3bhg/fjwUCgVyc3N1lmVMnSra7gHzfMcB5mlf5rp25j63Zs2aYfv27fj+++9x+vRp3Lt3D8XFxQC0V+iY65iPS2FxyWMvW1lsXFxO+peua1ZUoqhQubo+X1pY/e6RqqgIqlIlVFaWKDVhJV9Nouu6FxeXPuaamIeueheVKstVXnk/R0RERERkCoVCgV9//VX82cLCAmvXroWrq6tZj+Pn54cZM2ZgyZIlCAoKwvTp081avjEKCgqwePFi1K5dW1x1YS4WKmOyqhBRtZObm4suXboAAMaNGyfOVCciqixxcXEaIRF7v74Kz9QzbmVTRX3nuvWxHOdpMMuzfqWUOzXkbqWUS+UT4flkxeNO7dfYrOUFD37erOVVlri4OBQWFsLe3h5t27at6uoQGY1t9+lV9vfF2NjYatcGkpKSUFRUBDs7O3h4eFR1dYieCC1atMDNmzfRtWtXREdHV3V1qlxkZCRef/11ZGZm4tlnn8Xnn3+OYcOGVcqxioqK8Pzzz+P27du4fv063NzcKuU4usyfPx9ffvklgoOD8fbbb1eorLLfz0/mdDOip4CpSaiJiIiIiIiIiIjM7caNG1VdhWqlT58+SElJeSzHsrOzQ1xc3GM5lpwvvvhCIyqEOXHggqiGkiZeZnJeIqoKaz7t+xhn0A19TMd58m2vrIJHVlbB5vG0zf59oaorQEREREREVAHmSWNORI+dsOLC2toaXl5eVVwbIiIiIiIiIiIiIvPgwAVRDSUMXHh4eOhNuk1ERERERERERERUk3DggqgGKi4uRlJSEgCGiSIiIiIiIiIiIqInC3NcENVANjY2iI2NrepqEBEREREREREREZkdV1wQEREREREREREREVG1wYELIiIiIiIiIiIiIiKqNhgqioiIiMrlg6VH8Ey9hMd6zO9ctz7W49UEszzr690+NeTuY6pJzVAIIKqqK2GkCM83q7oKlSa1X+NyfS548PNmrgkREREREVVHXHFBRERERERERERERETVBgcuiIiIiIiIiIiIiIio2mCoKCIiIio3z2a1YW9Tub9OFBaXICE1V+t924atYGljV6nHrq6UxUVQ3EnUet+jTnPYWduiqESBpOybWtudPFvByv7pvGaPHj2CslQJSytLODk5VXV1dCotLMKjBO1726hZbdjYWFVBjcynuLgU6TLPcvPaDrCz0j2fqqhUiZu5BZVZNSIiIiIiqmY4cEFERETlZm9jDQf7qvl1wtLGDpZ2DlVy7OrKztoWDjb2Ordb2dvByuHpvGYWJSWwKFXCwsqyRl4DGxsr2FXRs1bZ7KwsYW9dswdliIiIiIjIvBgqiqgKTJgwAd7e3ujZs2dVV8WsntTzqq7eeOMNeHt7o1evXhUqR6FQoF27dvD29sa0adPMVDsiIiIiIiIiIqLyeTKnbVGNt2fPHsycObPC5fTs2RObNm0yQ43MKz4+HgDw7LPPVnFNzEs4rzZt2lRxTaqHP/74A4mJibC1tcW7775r1rJVKhViY2MBAD4+PhUqKyEhAcXFxQBqzr2rzGtbHY9LRERERERVI+hsIu7mF1V1NR6b+o52+NCvVVVXg4iIAxdUPQkdshXVtm1bs5RjTnfv3sW9e/cAAM8991wV18Z8pOf1pA3IlNe6detw7do1PPfcc2bv5E5KSsLDhw8BAO3bt69QWf/884/4uqa0ycq8ttXxuEREREREVDXu5hchPa+wqqtBMvLy8pCZmYmWLVtqvP/GG2/gxx9/BAAUFBTA3l53KFUiqr44cEHVUkBAALp16ya7LTExEd988w0AoFOnTnj77bd1llMdO9CvXLkivq4ps9uNIT2v6njdH7fCwkIkJqqTq1bG9WjVqhWuXr1qlrJq2r2r7Gtb3Y5LRERERERVzwKArdWTG3FdUaqEqqorYYLff/8dH3/8MRYuXKg1cEFETwYOXFC11LFjR53b7t+/L77u1q0b+vfv/xhqZD7STuKaMrvdGE/qgEx5xcfHo7S0FED1v8/Cigs3NzfUrVu3imtjWFVd25p0T4mIiIiIyLxsrSzhXbdWVVej0lzNykNRqbKqq2GUEydOIDAwsKqrQUSV7MkdKqYnVk2bHV6WUH8nJye4u7tXcW3MRzgvR0dHtGjRomorUw3ExcWJr6vzQI5KpRJzk9SUzviqurY15Z4SERERERE9yUpKSqq6CkT0GHDFBdU45R24iIuLw7Fjx3DhwgUkJiYiKysLJSUlqF27Ntq0aYOXX34ZL7/8MiwsLIwq79ixY/jzzz9x7tw53Lt3DwUFBXBxcUHbtm3Rv39/9O/fH3Xq1NFZ/zZt2sDCwgIPHjzArl27cPjwYSQnJyM/Px/u7u4YOnQo3nrrLVhbaz6mr776Ki5evAgbGxv8/fffsLW11VtPaaLzBQsWYOTIkeI2f39/pKWlwdfXFyEhITh37hx27tyJc+fO4e7du1AqlWjRogWGDh2K1157Te+xhPPy9vaGpaXuMVGFQoG9e/fi6NGjiIuLw/3792FrawsPDw8MHDgQY8aMgYODg+xno6OjMX78eADAV199pXeGxcaNG7Fs2TLxGuhqKykpKdixYwdiYmKQnJyMvLw81KpVC66urmjevDl69OgBf39/NGvWTOexpIYPH67RwQ0AY8eO1dovKCgIAwYMEH/u1q0bsrOz0adPH6xfvx7p6en49ddfceTIEdy6dQv5+fmYOnUqJk2apLG/v78/vv/+e531SUtLw08//YTIyEikp6fDyckJPj4+eO+999ChQwfcvHkT+fn5AAw/TxW5dyqVCr6+vnj06BH69euHtWvXIicnBzt37kRoaKhYD31tv7zXFqjY82/qcWtCOyUiIiIiIiIiqs44cEE1ikqlwrVr1wCoVywY20kXFBSE1atXy267d+8eTpw4gRMnTuDAgQNYs2aN3g7669ev49NPP9VIaCzIzMxEZGQkIiMjERMTg6VLl2psf/ToEVJSUgCoZ7cfO3YMc+fORWZmpsZ+CQkJWLFiBWJjY7Fq1SqNbR07dsTFixdRXFyMK1euwMfHR2dd8/PzsWLFCgDqAYX/+7//E7fl5uYiLS1N3DZ//nyEhIRolREfH4/4+HicOHECGzZs0OpMLnte+mainzhxAnPmzEFGRobG+wqFApcuXcKlS5ewe/dubNy4EQ0bNpSti8DQ6gBhIMXGxgatWrWS3WfNmjVYt24diouLNd7PyclBTk4OkpKScPToUaSlpWHWrFl6jwcApaWlYg4EQ1q3bi2+zsjIQHZ2tvj+7t27sXDhQjx69EjjM97e3lr7C+/J+eWXX7B06VIUFv6bSK6goAARERE4fvw4/ve//2l01Ffmvbt165Z4Pt7e3oiIiMDnn38uJnQX6Gr75b22QMWe//Ict7q3UyIiIiIiIiKi6o4DF1SjpKSkaHR+Grs64vLly3BwcICfnx/at28Pd3d3ODg4IDs7G/Hx8Th48CAePnyI48ePY+PGjeKs9rJOnTqF999/HwUFBQDUHZUDBgwQQyOlpKQgMjISly9fRtu2bbU+Hx8fD5VKne4qIyMDkyZNgqOjI8aNG4d27dpBpVLh9OnT2Lt3L5RKJUJDQxETE4POnTuLZXTs2BE//vijeF76Bi7Wr1+Pu3fvAgBmz54NKysrcZt05UpERAQyMjJgb2+PIUOGwNfXF9bW1oiOjsbevXtRWlqKqKgo/PDDD3jnnXf0npeuGeP79u3DzJkzoVQqYWdnh4EDB8LPzw9OTk5ITU3Fnj17kJycjOvXr2Py5MnYvn271v0V6mxtbQ0vLy+d5w38m7ehZcuWsgNRa9asETvGXVxcMHjwYHh6esLV1RWFhYVITk7G6dOncfHiRaNDKJWWlooDRdOmTUNRURF8fHwwceJErX2lg27Sju64uDgEBwfD3t4eI0eORKdOnWBhYYHY2FixHtL9dQ02bNiwQayLo6MjAgIC4OPjA1tbW0RHR2PPnj2YN2+eRo4YXedpjnsnrfONGzewfv16ODk5Gd32y3ttgYo9/+U5bnVvp0RERERERNVBamoqgoKCEBoaiqSkJBQXF6Nx48bo3bs3Jk2aBD8/P439b9y4oZWI+80338Sbb76J5s2b48aNG7LHiYuLw9KlS3HkyBHcvXsX9erVQ7du3TB58mT06dNHbx0TEhLw3XffITw8HKmpqQCA5s2bY8CAAfjoo490hsoW/iYODg5G586dMXnyZMTExMDR0RFt27bFpk2bDP69SPS048AF1SjlDRP12muv4dtvv9UZxubDDz9EYGAg0tPTsWfPHtmBi4SEBEyePBkFBQVwdHTE/Pnz8fLLL8uWderUKdkkx9L6h4WFoWfPnlixYgVcXFzE91955RV4eHiInaVRUVFaAxeCS5cu6TznW7du4YcffgAA9OvXD927d9fYLu1IzsjIgJeXF1avXq3xS8DQoUPh6+uLuXPnAlDP4JcbuDB0X86fP4+5c+dCqVTi2WefRVBQEJo2baqxz4QJEzBnzhzs27cPly5dwtGjR9G3b1/Z47Rq1Urvqpj8/HzxFxa5jv2srCysW7cOgDpc1sqVK3W2jaSkJDg7O+s8lpStrS369++P9PR0FBUVAQC6du1qMIG89PpFRUXB29sb69atQ5MmTcT3hw0bJru/3PmdOHECK1euBKC+H6tXr9bozH/55ZfRpUsXzJw5E/v27QOgO+eKue6dtL398ccfeOGFF7BixQqNcGr62n55ry1Qsee/PMet7u2UiIiIiIioqm3atEnsY5FKSkpCUlISfvjhB0yZMgXffPONxiTM8hzno48+0siLkZaWhl27dmH37t1YunQppk+fLvvZ7777DjNmzNBa/f7PP//gn3/+wbp167BmzRq8/fbbOo9//fp1TJ8+Hbm5uQCAwsJCXLlyBc2bNy/3ORE9LZicm2qU8g5cvPjiizo7/ADAzc0NgwcPBqBeNVFaWqqxvbS0FFOnTsXDhw9hZWWF1atXyw5aCLp3764VrqZs/Tt27Ih169ZpDFoIpGULIYEEjRs3Rv369QGoZ5LrsnTpUhQVFcHGxkbMcaGrLm5ubti0aZPWzAUAGDFihDgLID09Hbdu3dJZlpWVldZ5KxQKTJ8+HQqFAh4eHti8ebNWxzegDpUzb9482NjYAACOHz+uVU5SUhIAw/c+Pj4eSqUSgHyH8F9//SX+4jFt2jS9bcPDwwP16tXTe7yyTG2n0k79Ro0aYcuWLRqDFrr2d3Bw0Pplp7CwELNmzYJSqYSbmxuCg4NlQ6oNGzZMY1WQ3Aomc927sufYvn17rFu3TjYHjL62D5TvO6Ciz78px61J7ZSIiIiIiKgq/Pzzz3j77bdRUFAAJycnzJo1CxEREYiKisJ3330n/g27atUqTJ48Wfxc48aNcf78eQQHB4vvzZ8/H+fPn8cff/whe6wPP/wQDg4OmD17NiIiInD48GF8+OGHsLCwgEqlwuzZs7VyGgLq1e8fffQRiouL4e3tjaCgIJw8eRJ//fUXvvnmG7i7u0OhUOCdd96RDbstWL58OfLz87Fw4UJERUVhy5Yt+OKLLwzmKyUirrigGubq1avia33x+MsjLy8PAMSQR1K//fYbEhISAADvvvsuevbsWa5jCJ2fFhYWWLBggc5/qKTv16pVS2t7x44dERYWppGkV+r06dMIDQ0FAIwbN052JF/aEfvpp5+iQYMGsnWxsLDA888/j+vXrwMA7ty5o9V5LZTVsmVL2Nvba2wLCQkRBzu++OILuLq6yh4HAGrXro1mzZohKSkJt2/f1tiWkJAgduIa6hCWnptcDoj79++LrzMyMmQHmSrCmFBOuvafN2+e3msk3b9169ZaidBDQkLEnCnTp0+Hm5ubznL8/PzEX9DkwgyZ695J6wyok8Tb2dnJlmOo7Zt6bY2l7/k35bg1qZ0SERERERE9btnZ2fjwww8BAHXr1kVkZCTatWsnbu/Rowdef/119O/fH+fOncO6devwf//3f+jbty9sbW3RsWNH5OTkiPu7u7trRKYoq3bt2jhx4oTGMf7zn//A3d0dn376KUpKShASEoJFixaJ21NSUvDJJ58AAIYMGYLff/9do6+jZ8+eePPNN9G3b1+cP38ekyZNQkBAgOwqeKVSiWXLlmHatGni+RGRcThwQTWKvpn9+hQVFSEiIgJHjhzBlStXkJmZiby8PNmZ1fXq1dNahrhp0yYA6hjzEyZMKFfdS0pKxM7/Ll266E2qLI3LKDfz3sfHB2FhYVCpVIiNjUW3bt3EbUqlEosXLwYAuLq6yoa9ks4Kb9SoEQICAvTWvVGjRhrl6zovuQ7drVu3iueRl5eH8PBwvccSOpDLMmWmvTRxulydpDEop0+fjhkzZiAgIEBr0KW8pCsidMW7FBQUFODmzZsA1AM/hkIfSfeXO7effvoJANCgQQP897//1VuWNIl2Zd67vLw8cTDj+eef15uLwVDbN+XaCir6/Jty3JrUTomIiIiIiB63TZs2iWGTli9frjGgIHBxcUFISAieffZZKJVKLF++XCscsbFmzJghe4x3330XM2fOFPtVpNasWSNGsPjhhx9k/wZzcXHBmjVr0KNHD+Tm5uLnn3+W7X+xsrLCu+++W666Ez3tOHBBNUZOTg7u3LkDQN3Bq2vGdlmRkZH48ssvkZ6ebtT+Hh4eGj9fvXpVnHU+ePBg2VngxkhMTIRCoQAAgys2hIEAAPD09NTaXjbPhXTgYvv27WIn69SpU/HMM89ofV46K3zQoEFas/bLys/PF1+Xzd0hPa+yHbXx8fFih/Xt27fxwQcf6D2OVNkwQuXpEK5Xr55s+Jw+ffqgS5cuOHPmDHJycjB37lwsWrQIPXr0gL+/P/r16ycbxshYQl3lVkSUde3aNXEwaODAgQbLlu5fdvDr2rVrSEtLAwAEBAQYjAMqJLoHKvfeXb16VVzJ8OKLL+r9rKG2b8q1BSr+/Jt63JrUTomIiIiIiB63P//8E4B6hf3o0aN17te6dWv07dsX4eHhiIyMhEKhKFd4pUGDBsm+7+zsjPr16yMjI0MrTPHhw4cBAB06dNAbxaBbt25wcXFBTk4Ojh49Kjtw8dxzz8HJycnkehMRBy6oBjGUkFjOnj17MHv2bLGjt3379ujcuTPc3d3h7OwsDn5kZGRgwYIFALQ7g6Ojo8XXvXr1Mkv927dvr3dfQzOx27VrBxsbGxQXF2vMDHj48CG+++47AOrzCAwMNFgXaeJvXYQZ/paWllohpfR11J45c8Zg2bqUndUuDMY0adJEbxLi4uJivStAAPV5BAcHY8OGDQgJCUF2djby8/MRHh6O8PBwzJ8/HwEBAfjkk09Mzhvw6NEjpKam6j2+3HkB6tBNpuxftvzTp0+Lr7t27WqwLGF1g7W1tdYKpsq4d0DF2r6p19Ycz7+px60p7ZSIiIiIiKgqCOGKO3ToYHBCapcuXRAeHo6CggIkJyfrjVyhi1yeRoGwkkKafLukpETsZzl37pxWLkhdhKgWZenLX0lE+nHggmoMaeenMUl5b9++jS+//BJKpRINGzbEt99+i06dOsnuu3fvXp1lZ2RkiK/d3d1NrbbIlIEXQ52f9vb28Pb2RmxsrEaC7qCgIDEu/uzZs3XOuJfWRS7/hZRSqcTZs2cBqAdMyq440TdwIayQAdQd4bVr19Z7LH2E/Cb6wgwJ9RF+6dD3S429vT2mTJmCSZMm4cKFCzh58iTCwsJw/fp1KBQK7Nq1CxcvXsSuXbtMCs0THx8vri4wdeDC0LlJ97ewsNA6P+mqAkP3VaVSISYmBoB6lUHZmSuVce8A4xJWA/Jt35Rra67n39Tj1pR2SkREREREVBWysrIAAPXr1ze4r3TipDQHoCnkolCUJc11mJ2drRUi2xjSvBtS+ia0EZF+HLigGsPUFRc7d+5EQUEBAGDJkiU6Oy0BICIiQnxdtsNR+o9jRf7BEerfsGFDveFdlEolrl27BkB/J2/Hjh0RGxuLtLQ0ZGVlITc3F7/88gsAoF+/fujevbvOz0o7yw2FvoqKihJ/sejTp4/WduG86tevr5W8WXrtyhtiCwDS0tLw4MEDAICXl5fefY8fPy6+NqadWFtbw8/PD35+fpgyZQpOnjyJTz/9FJmZmUhMTERUVBT69etndF1NHWDTd/307d+0aVOtayq93oY6saOjo8VBObl6muveAf9eEzc3N70rAwy1fVOurbmef1OOW5PaKRERERERUVUQBgmMWckgzUtoTKhgOcaumBCUlJSIrwMDAzFnzhyjPqcrjJWpxyeif3HggmoMU2LHA+rcDwBgZ2entxM/KSlJ7Li0sbFBq1atNLbb2NiIr+/fv683vqE+wkxsQ3VPTk4Wc0oYGrj4+eefAajPNSQkBMXFxbCxscHMmTONqgsAZGZmaoV/khISk9vb22PkyJE6y5Lr8JVeu4yMDDRu3FhvvXSRJmzWt8yzoKAA27dvF38uzzLSHj16YPbs2Zg2bRoA4N69eyZ9XrgecisiylKpVEYNUsntL9fZLf1FLj09XSP5dlkbNmwQX1fmvVMqlWJIpIq2fVOurbmef1OOW5PaKRERERERUVVwdXVFeno67t69a3BfaQQMYyb6mYN0oumjR480cowS0eNVvuFKosdMoVAgOTkZgHrWdtkE0XLy8vIAqEfLi4qKdJY7Z84ccUS9VatWWqPkzZo1E19HRUWVq/63b98Wlw0aGybK0L7Sfzw3bNggzuAeN26c3jBBqamp4qxwALhw4YLOffft24dTp04BAEaPHq01W97QeUnrISS3Kg9pcnBhFr2cpUuXir/Y2NjY6Ey0bIj0+pgaHkxIaF2vXj04Ojrq3Tc1NVVMkG3MwIV0f7nrLR1cEO6bnN27d+PkyZPiz5V571JSUsT7Zyh8kqG2b8q1Ndfzb8pxa1I7JSIiIiIiqgpC3sOLFy9CoVDo3VfI42hnZ2cwHLK52NvbixPaTp48qZH/oqzS0lIsXLgQmzdvFkNsE5H5cOCCaoSEhATxHwtjOniBfztxS0tLsXPnTq3t2dnZeP/993H+/HnxPbmypeGR1q9fj4SEBJ3HPHXqlJjIWsqU1SLG7tusWTNxIOHvv/8GoJ6BMGnSJL3lSzuHAfWgR3Z2ttZ+YWFhmDdvHgDA09MTU6ZMMbmuffv2FZdFrl69WsypIEelUuHMmTPYvHmz1jYXFxfx9f79+zWWiwLqDuhFixYhJCREfM/T01Nj1YBQ32+++UZj1kZZ8fHxCAoKAqCOp2lM8nIpoW65ubl6O6+F+ghMCSsFyHfsSxNyb9myRSNPheCPP/7AZ599pvFeZd47YwfiAMPXw5Rra67n35Tj1qR2SkREREREVBUGDBgAQD3Z7Ndff9W539WrV8UJmr169dKYZFbesFGm1jEnJwc//fSTzv127tyJzz//HBMmTBBDdxOR+TBUFNUIpua3AIAhQ4bg4MGDAICvvvoKsbGx6Ny5MywsLBAbG4s9e/YgLy9PYz+5slu3bo2AgAAcOHAAOTk5GDFiBAICAtCpUyfUqlULubm5uHLlCo4fP47bt29rxK4XmBKbXzjX2rVro0mTJnr37dChA44cOSL+PHXqVIOJp6TXsn///ggPD8fw4cMxevRoNG3aFFlZWThy5Ig4I9/Z2RmrVq2SnWlu6Lw8PDwQGBiI7du3Iz8/H+PHj4e/vz969OiBunXrQqFQ4P79+7h69SpOnTqF9PR0TJw4Uauc9u3bo3bt2sjNzcWFCxcwYsQIDB48GM7Ozrhx4wYOHTqEO3fuYMyYMdi2bRtUKpXsvbx48SLWr1+P4OBg+Pr6wtfXF82bN4e9vT3u3r2Ls2fPIiIiAkqlEtbW1li4cCGsrU37mvTy8sKpU6egUCjwzjvvYNiwYWKHtpOTk0bYIlPzYUj3lwsv1LlzZ7Rt2xZxcXHIzc3F8OHDMXbsWLRs2RL3799HREQETp48CRsbG/F6NmnSRDbxtrnunSnJxw21fVOurbmef1OOW5PaKRERERERUVWYMGEC5s+fj7y8PHzyySfo3Lmz1t/DOTk5GDt2rJgk++OPP9bYbmdnJ74WohKY0+TJk7FhwwYolUpMnz4dfn5+6NChg8Y+t2/fFkP3Wlpa4r333jN7PYieduzpoBrB1JnpgDpB9fDhw7Fr1y5x1rV05nWtWrWwZMkSPHz4UOy41FX2woUL8eDBAxw/fhyFhYX4/fff8fvvv2vt5+rqKpsv4p9//gGg7uSUhp6SI3T0GhP3vlOnTuLARevWrREYGGjwM8K1dHZ2xqJFi5CSkoJr165hxYoVWvu2aNECa9askY37D2iel65QNZ999hkKCgrEGejh4eEIDw+X3dfCwgI+Pj5a79vZ2WHGjBniCpArV65otAlbW1vMmDEDXbp0EWezy3UIC7kKlEolYmJidK4iqFevHhYvXozevXvLbtfn9ddfx549e/DgwQOtY/j7+8sOXOi7flLC/rVq1dKZQ2Hp0qUYN24c7t+/j6ysLKxatUpju4ODA77++mt88cUXAPQPBJrj3plyjobavinX1pzPv7HHrUntlIiIiIiIqCrUqVMH69atw7hx43Dv3j106dIFU6ZMwYABA2BnZ4ezZ89i+fLlSElJAQC89957GDRokEYZ0nyOGzduhI+PD6ytrdGtWzez1PG5557DZ599hvnz5yM7Oxvdu3fHlClT8NJLL8HKygoxMTFYvny5GOVg5syZ5cpdSET6ceCCagRpMmljV1wAwOLFi9GxY0f8+uuvSExMhJ2dHZo0aYK+ffti5MiRaNCggdiBC+juuHR0dMSGDRsQERGBvXv34vLly8jKyoK1tTXq1auHZs2aoVevXujfv7/s54UO2TZt2ojhd+Tcu3dPTLJrzACNNJnVnDlzYGVlZfAz0rq4uLggJCQEmzZtQmhoKNLS0mBnZwcvLy8MHjwYgYGBsjH/y5bl7e2t87xsbW2xfPlyBAYGYvfu3Th//jzu3r2LoqIiODg4oFGjRvDy8oKfnx/69eunM6F0YGAg6tati02bNokDJo0bN0bv3r0xatQouLu7awwmyf3SMHPmTPTp0wfR0dGIi4tDRkYGMjMzoVAo4OLiAm9vb/j7+2PYsGGoVauWwWspp1mzZti+fTu+//57nD59Gvfu3RPDnJVdcSC0a33Xz9T9PT09sXv3bqxduxbHjh1DVlYWHB0d0bRpU3Tr1g3jx4+HQqFAbm4uAP3tzBz3zthzNKbtm3JtAfM9/6Yct6a0U3MqLC6psmMoi+XzlzwNdJ17UYlC4/9llRY+vddMVVQEVakSKitLlFbjVUq67lFxcans+zWJrnMoKlXq/Zyh7URERI+DolSJq1l5VV2NSqN4jP/evvbaaygsLMSHH36IvLw8LF68GIsXL9bYx8LCAp9++ikWLVqk9fnmzZujQ4cOuHTpEi5cuIAXX3wRlpaWyMvLg4ODg1nq+MUXX0ClUuGrr75Cfn4+lixZgiVLlmjt9+GHH+Krr74yyzGJSJOFSqVSVXUliMh0d+7cwYABA6BQKNCvXz+sXbvW4Gdyc3PRpUsXAOok3sLMcCIiY8TFxaFdu3biz71fX4Vn6j3exODfuW59rMerCWZ51te7fWrIXb3bqfqK8HyzqqtQaVL7NS7X54IHP2/mmlRvcXFxKCwshL29Pdq2bVvV1SEyGtvu06vs74uxsbHVrg0kJSWhqKgIdnZ28PDwMLj/58f/QXpe4WOoWfXQqJY9FvTSH+bXXFJSUvDdd98hLCwMN27cgEqlQvPmzdGnTx+8++67WuGZpFJTU/Hxxx8jMjISeXl5aNiwIf788094eXnhjTfewI8//ggAKCgogL29vWwZLVq0wM2bN9G1a1dER0fL7hMXF4e1a9fiyJEjuHXrFhQKBRo2bIiePXvivffew4svvij7OWHi3siRI/Xm8iCif5X9fq6+082ISK9ly5ZBoVDA1tYWM2fONOoz5Qm5RURERERERPS0qu9oZ3inJ8jjPF93d3fZsNXGaNasmWwIbwDYsmULtmzZYrCMGzduGNynbdu2WLNmjYm1AzhPnKjiOHBBVAPt378fBw4cAABMnDgRzZs3N+pz0kTJpoTcIiKSs+bTvlUwg27oYz5e9bfd0A4jH0ctqr+aOPv3haquABEREeFDP/mcj0REVLk4cEFUA2RlZSEuLg4FBQU4deoUduzYAUAdX/+9994zuhxhxYW1tTW8vLwqpa5EREREREREREREFcGBC6IaYP/+/fj666813nNzc8Pq1athY2NjdDnCwIWHh4fepNtEREREREREREREVYUDF0Q1QFxcHADAxsYGjRo1Qu/evfHOO++gQYMGRpdRXFyMpKQkAAwTRURERERERERERNUXBy6IaoBly5Zh2bJlFSrDxsYGsbGxZqoRERERERERERERUeWwrOoKEBERERERERERERERCThwQURERERERERERERE1QZDRREREVG5fLD0CJ6pl1DV1dDrO9etVV2FammWZ/2qroJRpobcNXuZhQCizF7q4xfh+WZVV0Gv0Y1csM/itNb7fdrfwfclo3V+Lnjw85VZLSIiIiIiqiG44oKIiIiIiIiIiIiIiKoNDlwQEREREREREREREVG1wVBRREREVG6ezWrD3qZ6/TpRWFyChNRcrfdtG7aCpY1dFdSoelAWF0FxJ1HrfY86zWFnbVsFNZJXVKJAUvZNrfedPFvByr789+/Ro0dQliphaWUJJyenilSxypQWFuFRgvY9bNSsNmxsrKqgRpqKi0uRLvPs6dO8tgMA4GZuQWVUiYiISCeVSlXVVSAiIomy38vVq6eBiIiIahR7G2s42NeMXycsbexgaedQ1dWoduysbeFgY1/V1TDIyt4OVg7lv38WJSWwKFXCwsqyQuVURzY2VrCrIc9hWXZWXABORESPl6Wl+t+e0tJSqFQqWFhYVHGNiIhIpVKhtLQUwL/f0/xLgegxe+ONN+Dt7Y1evXpVdVXMbsKECfD29kbPnj2ruipPnJp2bWtafYmIiIiI6Olga6teaVpaWoqioqIqrg0REQFAYWGhOHAhfE9z4ILIBFevXoW3tze8vb3x5ptvmvx5lUqF2NhYAICPj4+5q1fl4uPjAQBt2rSp4po8eWratRXq++yzz1ZxTYiIiIiIiP7l7Owsvr5//z5DRhERVTGVSoXs7GzxZ+F7umauKSeqIleuXBFfl6cDOSkpCQ8fPgQAtG/f3mz1qg7u3r2Le/fuAWBntbnVtGsrre9zzz1XxbUhIiIiIiL6l5OTE6ysrFBaWorcXHVupjp16sDe3p5ho4iIHiOVSoXCwkJkZ2eL38dWVlZiTkIOXBCZQJhFDpRv4KJVq1a4evWqOatUbUgHdWpC53pNUtOubUUH+IiIiIiIiCqLhYUFmjZtipSUFKhUKuTm5iI3NxdWVlawsrLi4AUR0WMg5LQQwkMB/34/C9/DHLggMkFN60B+nNhZXXlq2rWV1pcrLoiIiIiIqLpxdHSEu7s7bt26JXaale1AIyKix8fKygpNmzaFo6Oj+B4HLohMIKy4sLOzg4eHRxXXpnoROqsdHR3RokWLqq3ME6amXVuhvk5OTnB3d6/i2hAREREREWlzdHSEl5cXHj16hAcPHkChUECpVFZ1tYiInhqWlpawtbWFs7MznJyctFa8ceCCyEjp6enIyckBAHh6esLa2vTHp1u3bsjOzoa/vz++//57ndt79+6NDRs24O7du9i2bRvCw8Nx69YtODg4oG3btvjwww81knuXlJQgLCwMO3fuxNWrV5Gbm4smTZpg+PDhmDBhAqysrGTrEx0djfHjxwMAvvrqKwQGBuqs+8aNG7Fs2TIAwJ49e7RWnAid1d7e3rC0tKy04whSUlKwY8cOxMTEIDk5GXl5eahVqxZcXV3RvHlz9OjRA/7+/mjWrJnOY8nx9/dHWloafH19ERISgnPnzmHnzp04d+4c7t69C6VSiRYtWmDo0KF47bXXYGtra7DM+/fv48CBAwgLC0NqaiqysrLg7OyMDh06YNSoUejTp4/ez+u6tq+++iouXrwIGxsb/P333wbrsmfPHsycORMAsGDBAowcObJSzluob5s2bWBhYYEHDx5g165dOHz4MJKTk5Gfnw93d3cMHToUb731llHPkkKhwN69e3H06FHExcXh/v37sLW1hYeHBwYOHIgxY8bAwcFB5+cf57NVk9o7EREREdHTzMLCArVq1UKtWrWquipERFQGBy6IjPTPP/+Ir8sTJiojIwPZ2dkA1B3Q+rZ7enri8OHD+Oyzz/DgwQNxn/z8fBw/fhwnT57E5s2b0bVrV6SlpWHatGk4f/68RnnJyclYsWIFEhISsHTpUtk6SXN2GArpI3RG29jYoFWrVhrbHj16hJSUFADyoYzMdRzBmjVrsG7dOhQXF2u8n5OTg5ycHCQlJeHo0aNIS0vDrFmz9B5PKjc3F2lpaQDU92j+/PkICQmRPZ/4+HicOHECGzZs0NvxvmPHDixZsgR5eXka72dlZeHo0aM4evQoXnnlFSxatEi2E1zfte3YsSMuXryI4uJiXLlyRaPDvaz8/HysWLFCPLf/+7//q5Tzltb3ueeew7FjxzB37lxkZmZq7JeQkIAVK1YgNjYWq1at0llvADhx4gTmzJmDjIwMjfcVCgUuXbqES5cuYffu3di4cSMaNmyo9fnH/WzVlPZORERERERERFRdceCCyEgVzW9hKLG3dPuNGzewZcsW1KlTBxMnToS3tzeys7Oxbds2JCYmoqSkBIsXL8aGDRswatQoZGZmYtCgQXjhhRdgY2ODkydPYt++fVCpVNi7dy/eeOMN2Q5U4Zysra3h5eWlt/7CwE3Lli21ZtvHx8dDpVIBkL825joOoO7EFTq6XVxcMHjwYHh6esLV1RWFhYVITk7G6dOncfHiRZPzK0jvcUREBDIyMmBvb48hQ4bA19cX1tbWiI6Oxt69e1FaWoqoqCj88MMPeOedd2TLW7lypbiyxs7ODkOGDIGPjw+cnZ2RmJiIbdu2ISsrC7t370b9+vUxbdo0rTL0XduOHTvixx9/BABcvnxZ78DF+vXrcffuXQDA7NmzNQZJzHne0vpmZGRg0qRJcHR0xLhx49CuXTuoVCqcPn0ae/fuhVKpRGhoKGJiYtC5c2fZeu/btw8zZ86EUqmEnZ0dBg4cCD8/Pzg5OSE1NRV79uxBcnIyrl+/jsmTJ2P79u1aSwsf97NVU9o7EREREREREVF1xYELIiMZGngwxFCC5bKdx/7+/li+fLnGktXhw4dj0KBByMjIQHx8PN544w0UFxfjl19+wfPPPy/uN2zYMNSrVw+bNm0CAERFRekduGjVqpXe0D/5+fm4ceOGUXXXN3BR0eNkZWVh3bp1ANShjVauXKkzPFBSUhKcnZ11HkuO9B5nZGTAy8sLq1evRsuWLcX3hw4dCl9fX8ydOxcA8Msvv8h24O/YsUMctGjdujXWrl2rFcbn1VdfxYgRI5CZmYnNmzdj7NixaNCggcY++q5tx44dxdeXLl3SeV63bt3CDz/8AADo168funfvXmnnLa1vWFgYevbsiRUrVsDFxUV8/5VXXoGHh4e4AiQqKkp24OL8+fOYO3culEolnn32WQQFBaFp06Ya+0yYMAFz5szBvn37cOnSJRw9ehR9+/bVWafH8WzVlPZORERERERERFRdWRrehYiAfzsjLSwsyjVwIXQOOzg4oHnz5jq3A0CnTp2watUqrTibTk5OGp2yqampWL9+vUbHqiAgIEB8XTZMD6AOs5OUlATA8AqS+Ph4MUmZvoELKysrtG7dutKO89dff4nhcqZNm6Y3p4GHhwfq1aun93hlSTu43dzcsGnTJo3Oe8GIESPEmfTp6em4deuWxvbMzEx8/fXXAICGDRtiy5YtsrkHGjRogAkTJgAAiouLcezYMZ11kru2jRs3Rv369QGoV1zosnTpUhQVFcHGxkbMcVEZ5122rI4dO2LdunUagxaCl19+WXwthHGSUigUmD59OhQKBTw8PLB582atQQtAHWJp3rx5sLGxAQAcP35ca5/H+WzVpPZORERERERERFRdceCCyAgPHz7E7du3AQDNmjUrV+IuofO0devWWsmrpdstLCwwf/58nTO1pZ3Ao0ePRocOHWT3q127tvjazs5Oa3tCQoLYKWqog1XaGS2Xn0PY3rJlS9jb21face7fvy++LpvvwBykx//000+1Vj8ILCwsNDq079y5o7E9ODgYjx49AqBOgl23bl2dx/T19RVfCx3ecnWSu7bAv6suhITNZZ0+fRqhoaEAgHHjxskOmpnrvKVlWVhYYMGCBTrbsfR9uecpJCREHBj54osv4OrqKlsOoG7rwsCQ8JxKPc5nqya1dyIiIiIiIiKi6oqhooiMcOXKFb05HAwpKCjAzZs3AcjPrJZu79y5s2wnpkDaWTxu3Did+0k7cBs1aqS13ZScHdLE5GXrX1JSguvXr8tuM+dxAKBFixbi6+nTp2PGjBkICAiQ7dA3lXSmfKNGjTRm1cuRXlNh1rxQzt69ewEAbdu2Re/evfWWI+0ELyoq0thm6NoCgI+PD8LCwqBSqRAbG4tu3bpp1Gvx4sUAAFdXV0yaNEnr8+Y677L17dKli952LIRIAoAmTZpobd+6dau4LS8vD+Hh4XrrJTdoAzz+Z6umtHciIiIiIiIiouqMAxdERjCUn8KQa9euiZ28ch2n0u0vvvii3rKEjmF3d3e4u7sb3A8APD09tbaXp4O1Xr16WuFoEhMToVAodJZjruMAQJ8+fdClSxecOXMGOTk5mDt3LhYtWoQePXrA398f/fr1Q506dfQeQxfpTPlBgwbJroqRys/PF19LV1RcvHgROTk5YjmGCCszAM1BDMDwtQW081xIBy62b98urjaYOnUqnnnmGa3Pm+u8y9a3Z8+eesvR1z7j4+PFwYHbt2/jgw8+0FuWVNn7/7ifrZrS3omIiIiIiIiIqjOGiiIygjRGfnlWXBhK7C3d3q5dO53lSGe069vPlGM2adJEb1Lf4uLiCq2oMNdxAMDS0hLBwcH44IMPxA7b/Px8hIeHY+7cuejVqxdmz56Ne/fu6TyOLtLzkEsUXZYwi9/S0lIjtNL58+fF1z4+PgbLkYYAKpvDwZhO8Hbt2on5HWJjY8X3Hz58iO+++w6AerAsMDBQ9vPmOu+yZbVv315vOfpWG5w5c8ZgPXSRrlIAHv+zVVPaOxERERERERFRdcYVF0RGMGUWtRxpjH25FReGBhkESUlJYjghY+Pn6+pAvXr1KgDgueeeM1iOMCNfX34LXXUy13EE9vb2mDJlCiZNmoQLFy7g5MmTCAsLw/Xr16FQKLBr1y5cvHgRu3btMimkjvQ85PJASCmVSpw9exaAupNbmqMhPT1dfC0Xoqusixcviq+lqyfK1knX/ba3t4e3tzdiY2M1EnQHBQWJORJmz54NKysr2c+b67zLlmVoZZK+Dn5pyKYzZ85orUQxxeN+tmpKeyciIiIiIiIiqs644oLIgOLiYiQkJABQJ+9t2LChyWUIHZ1NmzaVTUQsbG/QoIHeJMTGDqAolUpxNrfcfmlpaXjw4AEAwMvLS2/djx8/Lr7Wt+Kifv36WnU353HKsra2hp+fH6ZMmYIDBw7ghx9+gJubGwB1yKKoqCiDZUhJO7gNJV+PiopCVlYWAHU4HylprgUHBweDxz106BAAdSd4q1atNLbpu7ZSwoBHWloasrKykJSUhF9++QUA0K9fP3Tv3l3nZ8113tL6NmzYUG8II6VSiWvXrgGQb5/SpNSG6mTI43y2alJ7JyIiIiIiIiKqzjhwQWRAYmKiODO6PKstVCqV2Ekr10Ep3W6ofGkns74Z3cnJySgsLNRZpjQxctnwRFIFBQXYvn27+LPczHB9M8zNeRxDevTogdmzZ4s/mxo+RzgPAMjMzNS776ZNmwCoZ8OPHDlSY5u0o13IdaFLaGioeI2GDx8OCwsL2ToZmr1fNs/F119/jeLiYtjY2GDmzJl6P2uu85aWZagdJycni7ky5PYVQl8BmqG0TPW4n62a1N6JiIiIiIiIiKozDlwQGSCNxV+egYvU1FQxAbPcwIWh7VLCrHA3NzetxMhS0s5ouTKlCZYLCgp0lrN06VKx49jGxgYeHh4a22/fvi12zlfmcYwlzHYHoDe5clmpqakan71w4YLOffft24dTp04BAEaPHq2VVFk6014IqyQnIyMDixYtAqBOKP36669rbDd0baWkAxcbNmwQZ/OPGzdOb/gnc563KfU1FL5JWufDhw/rLUufx/1s1ZT2TkRERERERERU3XHggsgAU+L2l+fzpuTPEDp8jYmfr69MFxcX8fX+/ftRWlqqsV2hUGDRokUICQkR3/P09NSYCf+4j/PNN9/onX0fHx+PoKAgAOqwQMYkmpZ+VmrDhg3Izs7W2i8sLAzz5s0T6zllyhStffr27Qtra3X6oODgYNlykpKS8NZbbyEjIwOWlpZYuHChVq4EU9pFs2bNxIGEv//+GwDg6uqKSZMm6f2cOc/blPoa2rdv377i6pPVq1cjJiZGZ1kqlQpnzpzB5s2bK1QnczxbNaW9ExERERERERFVd0zOTWSAtHP33LlzuH37tsHPPP/88+jWrZvW5w0l5tbXuXrnzh2xU9nYTtjatWujSZMmWtvbt2+P2rVrIzc3FxcuXMCIESMwePBgODs748aNGzh06BDu3LmDMWPGYNu2bVCpVLKDLobqbq7jXLx4EevXr0dwcDB8fX3h6+uL5s2bw97eHnfv3sXZs2cREREBpVIJa2trLFy4UBw8MIa0M7p///4IDw/H8OHDMXr0aDRt2hRZWVk4cuQITp48CQBwdnbGqlWr4OjoqFVWw4YNMWbMGGzduhW3bt3CsGHDMHLkSLRo0QJ5eXmIiYlBaGiomAh6zpw5GDBggMnXtqwOHTrgyJEj4s9Tp07FM88889jO25T6CsfV1T49PDwQGBiI7du3Iz8/H+PHj4e/vz969OiBunXrQqFQ4P79+7h69SpOnTqF9PR0TJw4sdx1MtezVVPaOxERERERERFRdceeDiIDpJ2fv/32m1Gf+eqrr7QGLmrVqiUb917Y7uTkpDfcS3lmj+uKnW9nZ4cZM2aIs+ivXLmiUb6trS1mzJiBLl26iLPD5TpYhTBauupuruMI4XmUSiViYmJ0zsCvV68eFi9ejN69e8tu10Wok7OzMxYtWoSUlBRcu3YNK1as0Nq3RYsWWLNmjVYibakZM2YgLS0N4eHhuHPnDr777jutfVxcXLBo0SL0799ftgxD17asTp06iQMXrVu3RmBgoMHPmPO8pfVt1qyZ3uMaap8A8Nlnn6GgoEBcuRAeHo7w8HDZfS0sLODj46PzOI/r2aop7Z2IiIiIiIiIqLrjwAWRHrdu3dKII28saWek0Anp7e2tlXzZmO0CYztX79+/j7t37xrcLzAwEHXr1sWmTZvETufGjRujd+/eGDVqFNzd3fH777+L++tbLaKv7uY4zsyZM9GnTx9ER0cjLi4OGRkZyMzMhEKhgIuLC7y9veHv749hw4ZpJMc2lnAebdq0gYuLC0JCQrBp0yaEhoYiLS0NdnZ28PLywuDBgxEYGAhbW1u95dna2iIoKAiHDh3Czp07ERsbi0ePHqFu3bpwd3fHf/7zHwQEBGiEFtJVJ0PtQiDcc0C9isPKyuqxnre0LH31vXfvnphIWl/7tLW1xfLlyxEYGIjdu3fj/PnzuHv3LoqKiuDg4IBGjRrBy8sLfn5+6NevHxo2bKhVRlU8WzWhvZtbYXFJVVdBi646KYuLHnNNqhdd519UonjMNdFPV31KCyt2/1RFRVCVKqGyskRpDV2lpOsaFBeXyr7/uJWnHkWlykqoCRERERER1XQWKpVKVdWVICKqKrm5uejSpQsAdTJrYbZ8TXLnzh0MGDAACoUC/fr1w9q1aw1+5kk4b3r84uLi0K5dO/Hn3q+vwjP1qndi8O9ct1Z1FaqlWZ71q7oKRpkactfwTk+pCM83q7oKeo1u5IJ9Fqe13u/T/g6+Lxmt83PBg5+vzGrVOHFxcSgsLIS9vT3atm1b1dUhMhrb7tOr7O+LsbGxbANERFQuTM5NRE81U8IEVVfLli2DQqGAra0tZs6cadRnnoTzJiIiIiIiIiKiJ1PNXCdPRGQm0hwmcvkGqrv9+/fjwIEDAICJEyeiefPmRn2upp83VQ9rPu1bA2bQDa3qClRL26u6AsYaab6inrTZvy9UdQWM8Al6yr4f/JjrQURERERENQ8HLojoqSasPLC2toaXl1cV18awrKwsxMXFoaCgAKdOncKOHTsAAM899xzee+89o8upaedNRERERERERERPDw5cENFTTejA9/DwMJh0uzrYv38/vv76a4333NzcsHr1atjY2BhdTk07byIiIiIiIiIienpw4IKInlrFxcVISkoCUHPCJcXFxQEAbGxs0KhRI/Tu3RvvvPMOGjRoYHQZNfG8iYiIiIiIiIjo6cGBCyJ6atnY2CA2Nraqq2GSZcuWYdmyZRUqoyaeNxERERERERERPT0sq7oCREREREREREREREREAg5cEBERERERERERERFRtcFQUURERFQuqes/gkMDZ633Z3nWr4LaEP1rashdndsKAUQ9vqoQmQXb7ZMvulePx37MTz755LEfk4iIiMhYXHFBRERERERERERERETVBgcuiIiIiIiIiIiIiIio2mCoKCIiIio324atYGljB2VxERR3ErW2e9RpDjtr2yqoGT1tikoUSMq+qfW+k2crWNnb4dGjR1CWKmFpZQknJ6cqqCGR6dhun2ylhUV4lKD9b2eDBg1gY2NTKccsLi5GRkZGpZRNREREZE4cuCAiIqJys7Sxg6Wdg87tdta2cLCxf4w1ItJkZW8HKwcHWJSUwKJUCQsrS1g56G6zRNUJ2+3TycbGBra2HPQnIiKipxtDRRHRE0GhUKBdu3bw9vbGtGnTqro6VA1NmDAB3t7e6NmzZ1VXRcMbb7wBb29v9OrVq6qrQkRERERERERULXDggugpc+PGDXh7e8Pb2xtjxoyp6uqYTUJCAoqLiwEAbdq0qeLaUHUUHx8PoHq1D5VKhdjYWACAj49PFdeGiIiIiIiIiKh64MAF0VPmypUr4utnn322CmtiXv/884/4+rnnnqvCmlB1dPfuXdy7dw9A9Wr3SUlJePjwIQCgffv2VVwbIiIiIiIiIqLqgTkuiJ4yT+rAxZN6XmQe1bV9tGrVClevXq3qahARERERERERVStccUH0lKmuHbgVJay4cHNzQ926dau4NlTdSNt9dQoVRURERERERERE2jhwQfSUETpwra2t4eXlVcW1MQ+VSiXmL2CYKJIjtHtHR0e0aNGiaitDRERERERERER6MVQU0VPk3r17yMzMBKAOUWNraytuU6lUGDFiBOLi4gAAv//+u86Y+7du3cLIkSNx7949ODg4YOvWrejQoYPsvvfv38eBAwcQFhaG1NRUZGVlwdnZGR06dMCoUaPQp08fg/VOS0vDTz/9hMjISKSnp8PJyQk+Pj5477330KFDB9y8eRP5+fkADK8iUSgU2Lt3L44ePYq4uDjcv38ftra28PDwwMCBAzFmzBg4ODjoLSMlJQU7duxATEwMkpOTkZeXh1q1asHV1RXNmzdHjx494O/vj2bNmhk8t8oq/9ixY/jzzz9x7tw53Lt3DwUFBXBxcUHbtm3Rv39/9O/fH3Xq1NH6XFxcHI4dO4YLFy4gMTERWVlZKCkpQe3atdGmTRu8/PLLePnll2FhYaHz2P7+/khLS4Ovry9CQkJw7tw57Ny5E+fOncPdu3ehVCrRokULDB06FK+99ppGO5SKjo7G+PHjAQBfffUVAgMDdR5z48aNWLZsGQBgz549Wu1AGLjw9vaGpaX8mL05zr1bt27Izs5Gnz59sH79eqSnp+PXX3/FkSNHcOvWLeTn52Pq1KmYNGmSxv7+/v74/vvvZcus7PZGRERERERERFTdcOCC6CkiTWBdtmPXwsICH330Ed555x0AQFBQENavX69VRm5uLiZOnIh79+7BysoK3377rc5Bix07dmDJkiXIy8vTeD8rKwtHjx7F0aNH8corr2DRokWwsrKSLeOXX37B0qVLUVhYKL5XUFCAiIgIHD9+HP/73/80OpL1hQE6ceIE5syZg4yMDI33FQoFLl26hEuXLmH37t3YuHEjGjZsKFvGmjVrsG7dOhQXF2u8n5OTg5ycHCQlJeHo0aNIS0vDrFmzdNZFl4qWf/36dXz66aca91qQmZmJyMhIREZGIiYmBkuXLtXYHhQUhNWrV8vW6969ezhx4gROnDiBAwcOYM2aNbIDDrm5uUhLSwOgHiSYP38+QkJCtPaLj49HfHw8Tpw4gQ0bNsDaWvufI2EVDWB4JY0wMGFjY4NWrVppbHv06BFSUlIA6G4f5jj3jIwMZGdnAwBat26N3bt3Y+HChXj06JHGft7e3lr7C++VVdntjYiIiIiIiIioOuLABdFTRNoRLLcyoVevXujcuTNiYmIQGRmJy5cva6y6UCgU+OCDD5CYmAgA+PLLL3WumFi5cqU4g9zOzg5DhgyBj48PnJ2dkZiYiG3btiErKwu7d+9G/fr1MW3aNK0yNmzYgBUrVgBQh/gJCAiAj48PbG1tER0djT179mDevHno37+/+BldHdz79u3DzJkzoVQqYWdnh4EDB8LPzw9OTk5ITU3Fnj17kJycjOvXr2Py5MnYvn271sz6NWvWYNWqVQAAFxcXDB48GJ6ennB1dUVhYSGSk5Nx+vRpXLx4sVwhqypa/qlTp/D++++joKAAgLrzfMCAAWJopJSUFPG+tm3bVuvzly9fhoODA/z8/NC+fXu4u7vDwcEB2dnZiI+Px8GDB/Hw4UMcP34cGzduFFcNSElzSURERCAjIwP29vYYMmQIfH19YW1tjejoaOzduxelpaWIiorCDz/8IA6YyZVlTFgzYaCmZcuWWoMK8fHxUKlUAHSvyDHHuUufr7i4OAQHB8Pe3h4jR45Ep06dYGFhgdjYWPHeSfeXG1Cp7PZGRERERERERFRdceCC6Cmib8WF4KOPPsLYsWMBaK66UKlUmD17NmJiYgAAkyZNwquvvipbxo4dO8RBi9atW2Pt2rVaYWxeffVVjBgxApmZmdi8eTPGjh2LBg0aiNtPnDiBlStXinVdvXq1Rhkvv/wyunTpgpkzZ2Lfvn0AACcnJ7i7u2vV5/z585g7dy6USiWeffZZBAUFoWnTphr7TJgwAXPmzMG+fftw6dIlHD16FH379hW3Z2VlYd26dQDUoZBWrlypM6RUUlISnJ2dZbfpUtHyExISMHnyZBQUFMDR0RHz58/Hyy+/rPXZDz/8EKdOnZJNYP7aa6/h22+/1XncDz/8EIGBgUhPT8eePXsMdt5nZGTAy8sLq1evRsuWLcX3hw4dCl9fX8ydOxeAelWNvoGLsmHNysrPz8eNGzcAyA8AGJOQ3hznLj1OVFQUvL29sW7dOjRp0kR8f9iwYbL7l613Zbc3IiIiIiIiIqLqjMm5iZ4ixnTg+vn54cUXXwQAREZG4tKlSwCA5cuX48CBAwCA4cOHY+rUqbKfz8zMxNdffw0AaNiwIbZs2SIbe79BgwaYMGECAKC4uBjHjh0TtxUWFmLWrFlQKpVwc3NDcHCwbBnDhg3TWDng7e2ttUpCoVBg+vTpUCgU8PDwwObNm7UGLQB1iKF58+bBxsYGAHD8+HGN7X/99ZcYrmfatGl682B4eHigXr16OrfLqUj5paWlmDp1Kh4+fAgrKyusXr1adtBC0L17d7Ru3Vrr/RdffFHvcd3c3DB48GAA6tUbpaWlWvtI25ibmxs2bdqkMWghGDFihLiKIj09Hbdu3dLYrlAokJSUBMBw3pL4+HgolUoA+gcurKysZM8bMM+5SwdtGjVqhC1btmgMWuja38HBAc2bN9fYVtntjYiIiIiIiIioOuPABdFTQhrnv0mTJnpnaH/88cfiAEBQUBC2bduGjRs3AgB69uyJhQsX6vxscHCwGNN/wYIFsjP7Bb6+vuJroZMaAEJCQsQk4tOnT4ebm5vOMvz8/MTXcuFyQkJCxE7xL774Aq6urjrLql27tjhAcvv2bY1t9+/fF1+XzZFhDhUp/7fffkNCQgIA4N1330XPnj3NWjcpIV+JEHqpLOnAxaeffqqxikbKwsICzz//vPjznTt3NLYnJCSIHfeGBi6kx5TLFSFsb9myJezt7fWWpY+hc5cOXMybN09vW5Pu37p1a62E4ZXd3oiIiIiIiIiIqjOGiiJ6SkhnpRvqCG7bti1eeuklhIaG4tixYzhx4oT4/qpVq2QTKQPqWfJ79+4V9+3du7fe49SuXVt8XVRUJL7+6aefAKhXZfz3v//VW4Y0ibbcbPutW7cCUA/W5OXlITw8XG95ZROJC4Q8EYB6MGXGjBkICAioUEe4ucrftGkTAHUeBGEVS3kUFRUhIiICR44cwZUrV5CZmYm8vDzZ1QX16tXTSqguXSXRqFEjBAQE6D1eo0aNxNdC2xQYszpIIA2BVrYNlJSU4Pr167LbpCp67gUFBbh58yYA9QCJNO+KHOn+cvWq7PZGRERERERERFSdceCC6ClhKDF3WVOnTkV4eDhKS0tRWlqKJk2aYP369XByctL5mYsXLyInJwcAMGjQIIPHEFZmAP8OYly7dg1paWkAgICAAK0OYn1llD2v+Ph4ceXE7du38cEHHxisk6BOnToaP/fp0wddunTBmTNnkJOTg7lz52LRokXo0aMH/P390a9fP63PmKK85V+9elVcUTJ48GDUqlWrXMePjIzEl19+ifT0dKP29/Dw0HpPukpi0KBBWqsIysrPzxdfl12ZU56Bi3r16mmFTEpMTIRCodBbjjnO/dq1a+Lgy8CBAw2WId1fbpVIZbc3IiIiIiIiIqLqjAMXRE8JYxJzS6WlpWnki3j33Xf1hmwC1EmwBT4+PgaPIQ2BI+SdOH36tPhe165dDZYhJGW2trbWyl9w5swZg5/XRTrjHQAsLS0RHByMDRs2ICQkBNnZ2cjPz0d4eDjCw8Mxf/58BAQE4JNPPilXvoHylh8dHS2+7tWrV7nOdc+ePZg9e7bYkd6+fXt07twZ7u7ucHZ2hp2dHQD1/VqwYAEA/SGZAKBz584GjyusOLC0tNQKKSUMtBkKa1ZcXKx3RYWhARBznbt0YFAavkwX6f5y9a7s9kZEREREREREVJ1x4ILoKWHqDPYpU6agpKREfG/r1q0IDAzUO4teOmNdGgZIl4sXL4qvO3bsqFVG2YTFZalUKsTExABQz4K3tbXV2C7Nm3DmzBmN0FTlYW9vjylTpmDSpEm4cOECTp48ibCwMFy/fh0KhQK7du3CxYsXsWvXrnKF9ClP+dLBH3d3d5OPefv2bXz55ZdQKpVo2LAhvv32W3Tq1El2XyEMGCDfhqRtzNC9UyqVOHv2LACgXbt2WitFrl69CkA+b0nZYwqrPAwNppStsznPXToQYajO0v0tLCxk6w1UfnsjIiIiIiIiIqqumJyb6CkgjfPv4uKCxo0b69z39u3bmDhxIvLz8+Hk5IQBAwYAUIcB2rdvn97jSPNDODg4GKzXoUOHAKhn1bdq1QqAZlJiQ52x0dHRYse9XGeytKzyhlCSY21tDT8/P0yZMgUHDhzADz/8IK5GSUxMRFRU1GMrX3qO+lYm6LJz504UFBQAAJYsWaKz4x4AIiIixNdynfPSzntD1zsqKgpZWVkA1GGRpNLS0vDgwQMAgJeXl95yjh8/Lr7Wt+Kifv36WsmyzXnu+o4jR9i/adOmBq9VZbc3IiIiIiIiIqLqhgMXRE8BaZx/fQmKc3Nz8c477yAzMxPW1tb47rvvsGDBAjg6OgIAgoKCxNntcqQdsEKuC11CQ0PFME/Dhw8Xw1JJV3QYyjmwYcMG8bVcZ7KNjY34Wroywdx69OiB2bNniz/fu3fvsZUvPUfpIIaxLl26BACws7ND9+7dde6XlJQkdt7b2NiIA01SwioJAMjMzNR7XCGhuL29PUaOHKmxTWgXwL8hxOQUFBRg+/bt4s9yKxf0rdww17mrVCpcu3YNgHFh2KT763sedans9kZEREREREREVNU4cEH0FDAmTJRCocCkSZOQmJgIAJg/fz5efPFFuLq6YuzYsQCA1NRU7Ny5U+dxpLPjhTBAcjIyMrBo0SIA6iTYr7/+urhNuhrk1KlTOsvYvXs3Tp48Kf4s1wEsDVd0+PBhnWWZg7BCAChfyKbylt+sWTPxdXlm3gurZEpKSlBUVCS7j0KhwJw5c8TQYa1atdIKy5WamqpRxwsXLug85r59+8R7O3r0aK0cDdKk3cKKCDlLly4VB6RsbGy0kmbfvn1bHECTax/mPHchSbwxAxfS/cszcAFUfnsjIiIiIiIiIqpKHLggegpIBy7kOkpVKhVmzJghDjZ88MEH+L//+z9x+1tvvSWuuli7dq3OTt6+ffvC2lqdOic4OBjZ2dla+yQlJeGtt95CRkYGLC0tsXDhQo0QR9KE3Fu2bNHIUyH4448/8Nlnn2m8J9dh3LdvX3Elx+rVq8V8GHJUKhXOnDmDzZs3a7x/5coVfPPNN3pXbMTHxyMoKAgA0KBBA6MSU5urfGmYpfXr1yMhIUFnOadOnRITYguEgaLS0lLZQans7Gy8//77GonXDeV4ANSrYeTuf1hYGObNmwcA8PT0xJQpU7T2cXFxEV/v378fpaWlGtsVCgUWLVqEkJAQ8T1PT0+N1SeA4QE7c527Kfljyu5f9nms7PZGRERERERERFQTMDk30VPgn3/+EV/Lhcz5+uuvxRUJr7zyilZnsqurK8aNG4f169cjIyMDISEhePPNN7XKadiwIcaMGYOtW7fi1q1bGDZsGEaOHIkWLVogLy8PMTExCA0NFQc+5syZI+bQEHTu3Blt27ZFXFwccnNzMXz4cIwdOxYtW7bE/fv3ERERgZMnT8LGxga1a9dGbm4umjRpIpt428PDA4GBgdi+fTvy8/Mxfvx4+Pv7o0ePHqhbty4UCgXu37+Pq1ev4tSpU0hPT8fEiRM1yrh48SLWr1+P4OBg+Pr6wtfXF82bN4e9vT3u3r2Ls2fPIiIiAkqlEtbW1li4cKE4eGOMipbfunVrBAQE4MCBA8jJycGIESMQEBCATp06oVatWsjNzcWVK1dw/Phx3L59WyMnBAAMGTIEBw8eBAB89dVXiI2NRefOnWFhYYHY2Fjs2bMHeXl5GvvpyyUBAP3790d4eDiGDx+O0aNHo2nTpsjKysKRI0fEVTLOzs5YtWqVOCAm1b59e/HeXrhwASNGjMDgwYPh7OyMGzdu4NChQ7hz5w7GjBmDbdu2QaVSydZJOpgiN6BgrnM3dBx9+5cNb1XZ7Y2IiIiIiIiIqCZgbwfRU0CI829ra6sVTmfLli348ccfAahj5y9cuFC2jDfffBM///wzHj16hA0bNuDVV1+Fk5OT1n4zZsxAWloawsPDcefOHXz33Xda+7i4uGDRokXo37+/7LGWLl2KcePG4f79+8jKysKqVas0tjs4OODrr7/GF198AUB/uJ3PPvsMBQUF4sz98PBwhIeHy+5rYWEBHx8fjfeEa6dUKhETE6Nz1Ua9evWwePFi9O7dW2dd5Jij/IULF+LBgwc4fvw4CgsL8fvvv+P333/X2s/V1RUNGjTQeK9fv34YPnw4du3aJa48kK4+qFWrFpYsWYKHDx+Knff6Vh04Oztj0aJFSElJwbVr17BixQqtfVu0aIE1a9bI5skA1DknZsyYIa7MuHLlisbAiK2tLWbMmIEuXbqIqy7k2oAwYOfk5CQbTslc5y4MROg6jq79a9WqpZXDo7LbGxERERERERFRTcCBC6In3K1bt5CbmwtAnYNCOjv78OHD+N///gdAPfN79erVWuF2BHXq1MG4cePw/fff4/79+9iyZQs++OADrf1sbW0RFBSEQ4cOYefOnYiNjcWjR49Qt25duLu74z//+Q8CAgI0wgGV5enpid27d2Pt2rU4duwYsrKy4OjoiKZNm6Jbt24YP348FAqFeF76Zrnb2tpi+fLlCAwMxO7du3H+/HncvXsXRUVFcHBwQKNGjeDl5QU/Pz/069cPDRs21Pj8zJkz0adPH0RHRyMuLg4ZGRnIzMyEQqGAi4sLvL294e/vj2HDhmkkJzeWOcp3dHTEhg0bEBERgb179+Ly5cvIysqCtbU16tWrh2bNmqFXr146B4oWL16Mjh074tdff0ViYiLs7OzQpEkT9O3bFyNHjkSDBg3EQSJd11vojG/Tpg1cXFwQEhKCTZs2ITQ0FGlpabCzs4OXlxcGDx6MwMBArTwRZQUGBqJu3brYtGmTOADRuHFj9O7dG6NGjYK7u7vG4IxcYm6hTt7e3mLIsMo4d2GwQd9xjN2/sttbZVAWF2n8v6yiEsXjrA49xXS1tdJCddtUFRVBVaqEysoSpVypRDUE2+2TTfh+Kqu4uLjSjlmZZRMRERGZk4VKpVJVdSWIiKjmys3NRZcuXQAA48aNE1dK0JMnLi4O7dq1E38+NLk/Wjdw1tpvlmf9x1ktIi1TQ+5WdRWIiEwS3avHYz/mJ598Umllx8XFobCwEPb29mjbtm2lHYeqn7K/L8bGxrINEBFRuTA5NxERVYipyamJiIiIiIiIiIj04XpjIiKqEGmyaX35RujJ0+zdb+EhM4NuexXUhUjDSO23OPuXaiK226fHC1VdASIiIqJqhisuiIioQoQVF9bW1vDy8qri2hARERERERERUU3HgQsiIqoQYeDCw8PDYNJtIiIiIiIiIiIiQzhwQURE5VZcXIykpCQADBNFRERERERERETmwRwXRERUbjY2NoiNja3qahARERERERER0ROEKy6IiIiIiIiIiIiIiKja4MAFERERERERERERERFVGwwVRUREROWSuv4jODRwxizP+rLbp4bcfcw1qlkiPN+s6io8tXYiuaqrIHJqfLVcn+vT/g58X1pm5toQERERERFVD1xxQURERERERERERERE1QYHLoiIiIiIiIiIiIiIqNpgqCgiIiIymybODXH7wR2t9508W8HK3q4KalS9lBYW4VFCotb7jZrVho2NVRXU6OnxKP8RVKVKWFhZwsnRqUrrUlxcivTUXK33GzRoABsbGz2fK0ZGRkZlVo2IiIiIiKha4MAFERERmY2tlXynq5W9HawcHB5zbWoOGxsr2Nnz17LKpCi2hNISsLSyrLbX2sbGBra2tlVdDSIiIiIioirHUFFUo0yYMAHe3t7o2bNnhct644034O3tjV69epmhZlSTmbNd1TR8DoiIiIiIiIiIqLqpntPN6LFau3YtvvvuO/HngwcPwtPTswprpFt8fDwA4Nlnn61QOSqVCrGxsQAAHx+fCtfrafLHH38gMTERtra2ePfdd6u6OmYhtKs2bdpUcU0er5r0HDyJ7Y6IiIiIiIiIiORxxcVTLjMzE8HBwRrvCZ241c3du3dx7949AMBzzz1XobKSkpLw8OFDAED79u0rXLenybp16xAUFITDhw9XdVXMQtquKjogVtPUpOfgSWt3RERERERERESkG1dcPOW+/fZb5Ofna7x39epVBAQEVFGNdLty5Yr4uqIz41u1aoWrV69WtEpPncLCQiQmqpPKPimd/NJ29aSck7FqynPwJLY7IiIiIiIiIiLSjSsunmLx8fHYtWsXAGDYsGHi+9W1I1PawVzRFRdUPvHx8SgtLQXw5NwDcw6IUeV4EtsdERERERERERHpxoGLp9j//vc/KJVKPPPMM5g1axbc3NwAVP+BCycnJ7i7u1dxbZ5OcXFx4usnpZNfaFeOjo5o0aJF1VaGZD2J7Y6IiIiIiIiIiHRjqKinVGRkJE6ePAkAmDhxIurUqQNPT09kZmbizp07yMnJgYuLi94yunXrhuzsbPTp0wfr169Heno6fv31Vxw5cgS3bt1Cfn4+pk6dikmTJml99tixY/jzzz9x7tw53Lt3DwUFBXBxcUHbtm3Rv39/9O/fH3Xq1NH4jNDB3KZNG1hYWODBgwfYtWsXDh8+jOTkZOTn58Pd3R1Dhw7FW2+9BWtr3c1bqLu/vz++//57nfslJiYiJCQEJ06cQHp6OpydndG+fXtMmDABfn5+OHv2LMaOHQsA+OqrrxAYGKizrPv37+PAgQMICwtDamoqsrKy4OzsjA4dOmDUqFHo06ePzs9+8MEHCA8P17m9rNatW2P//v1a7ysUCuzduxdHjx5FXFwc7t+/D1tbW3h4eGDgwIEYM2YMHBwctD43fPhwjc5jAOJ5SwUFBWHAgAFmO65USkoKduzYgZiYGCQnJyMvLw+1atWCq6srmjdvjh49esDf3x/NmjUzdHk0CO3K29sblpa6x3Ircv9UKhV8fX3x6NEj9OvXD2vXrkVOTg527tyJ0NBQ3Lx506T2K6ho+zT2Oajota+KdleR+1XR846Ojsb48eMBGP5e2LhxI5YtWwYA2LNnj2worMpq+0RERERERERE1RUHLp5CJSUlWLp0KQCgQYMGeP311wEAnp6eOHXqFAD1qouuXbvqLCMjIwPZ2dkA1J3ku3fvxsKFC/Ho0SON/by9vTV+vn79Oj799FP8888/WmVmZmYiMjISkZGRiImJEesIAI8ePUJKSgoAdaiYY8eOYe7cucjMzNQoIyEhAStWrEBsbCxWrVplsO5l6yf1/fffIygoCMXFxRp1PHLkCI4dO4aFCxeK4WsA/TPBd+zYgSVLliAvL0/j/aysLBw9ehRHjx7FK6+8gkWLFsHKykrr89evX9dZthy58zpx4gTmzJmDjIwMjfcVCgUuXbqES5cuYffu3di4cSMaNmwobi8tLRXzCxjSunVrsx1Xas2aNVi3bp3GvQCAnJwc5OTkICkpCUePHkVaWhpmzZplVF0BzXZVmffv1q1b4rPh7e2NiIgIfP7552JScIEx7VdQ0fZp7HNQ0WtfFe2uoveroucdHx8vvjYU2koYOLOxsUGrVq3MWg8iIiIiIiIiopqKAxdPod9++03sEJwyZQrs7e0BqAcuBIYGLqQdc3FxcQgODoa9vT1GjhyJTp06wcLCArGxsRqddqdOncL777+PgoICAOrOxgEDBojheVJSUhAZGYnLly+jbdu2WsdTqVQA1B2ukyZNgqOjI8aNG4d27dpBpVLh9OnT2Lt3L5RKJUJDQxETE4POnTvrrbuuzurly5cjODgYgDo01dChQ+Hj4wMLCwucOnUKe/fuxYIFC9C7d28AgLW1tWynPQCsXLlSnM1uZ2eHIUOGwMfHB87OzkhMTMS2bduQlZWF3bt3o379+pg2bZpWGbNmzYJSqZQtHwCKi4uxZMkS3LlzBwDQo0cPje379u3DzJkzoVQqYWdnh4EDB8LPzw9OTk5ITU3Fnj17kJycjOvXr2Py5MnYvn07LCwsAKg7kFesWAEAmDZtGoqKiuDj44OJEydq1aPsjO+KHFewZs0asRPfxcUFgwcPhqenJ1xdXVFYWIjk5GScPn0aFy9eNDn/gbRd6Ur6bI77J21zN27cwPr16+Hk5FSu9guYp30a8xxU9NpXRbszx/2q6HkLgxHW1tbw8vKSvbYCYRC3ZcuWsLW1NWs9iIiIiIiIiIhqKg5cPGUePnyI1atXA1APHAwfPlzcVnbgQh9pQuOoqCh4e3tj3bp1aNKkifi+NOF3QkICJk+ejIKCAjg6OmL+/Pl4+eWXtcr98MMPcerUKdStW1fn8cLCwtCzZ0+sWLFCI5zVK6+8Ag8PD7GzMyoqSrbj11Ay5iNHjoidwj4+PlizZo2Y/wMAhg4dik6dOuHzzz9HaGgoAHWno52dnVZZO3bsEDtRW7dujbVr12p17r/66qsYMWIEMjMzsXnzZowdOxYNGjTQ2Kdv375aZQuKi4sxdepUcdDiww8/1Liv58+fx9y5c6FUKvHss88iKCgITZs21ShjwoQJmDNnDvbt24dLly7h6NGj4jFtbW3Rv39/pKeno6ioCADQtWtX9O/fX2edzHFcQD1Dft26dQAAf39/rFy5UmdIqaSkJDg7O+utU1nStiA3cGGu+ycdJPjjjz/wwgsvYMWKFRrh0Ixtv+Zqn4aeg4pe+6pod+a4X+Zoc8K1bdWqldZghFR+fj5u3LgBQPseVHbbJyIiIiIiIiKqzpic+ymzdu1aMTzMJ598ohHTXzoz2NDAhbQjtlGjRtiyZYvGoIVUaWkppk6diocPH8LKygqrV6+WHbQQdO/eXWt2uLSTtWPHjli3bp1sDg5pucJ56qq7g4MDmjdvrrGtoKAA8+bNAwC4ubnh+++/1+gUFgQGBmqEdZHr+M3MzMTXX38NAGjYsCG2bNkiG4O+QYMGmDBhAgD1IMSxY8dk6y2nuLgYH330ESIiIgAAkyZNwuTJk8XtCoUC06dPh0KhgIeHBzZv3qzVeQyow9TMmzcPNjY2AIDjx49r7WOok1/KXMf966+/xBA506ZN05sHw8PDA/Xq1dNbr7KEc7KystJqc+a8f9LnpX379li3bp1WDhfAcPs1Z/vU9xwAFbv2VdHuzHW/KtrmFAoFkpKSDNYXUN8DYSVV2XtU2W2fiIiIiIiIiKg648DFUyQ1NRU///wzAKBLly5ayWlr164tdoImJCToDU0k7YidN28eXF1dde7722+/ISEhAQDw7rvvomfPnibXXei8tLCwwIIFC3TOYpa+X6tWLb11b926tVYy5l9//RVZWVkAgNmzZ+s8L0tLS3Ts2FH8Wa6DMjg4WMxrsGDBAq1VJFK+vr7ia6HT05CSkhJMmzZNTNr9/vvvY+rUqRr7hISE4NatWwCAL774Qu99ql27ttjRe/v2ba3txoQWMvdx79+/L74umyPBHIR21bJlSzFkmsCc90967RYsWCC7Ogcw3H7N2T71PQdAxa59VbQ7c92vira5hIQEccDB0MCFdFCmbJ6Rym77RERERERERETVGUNFPUWWL18OhUIBCwsLzJgxQ3YfLy8vZGZmoqCgADdv3kTLli219hG2AeoOX0MhgzZt2gRAHaNdmOlsipKSEjE5dZcuXfQmEhbCrgCQXQEirbtcJ+hPP/0EAGjatCkGDhyot17S8DJlOygVCgX27t0LAGjbtq2Ya0CX2rVri6+FsDj6CIMWYWFhAID33nsPH330kdZ+W7duBaC+Fnl5eeIghy5lkxlLSWfoC3lJdDHXcaXHmT59OmbMmIGAgACtQYbykLarsm3BnPcvLy9P7JB//vnn9eYiMNR+zdU+DT0HQMWu/eNud+a8XxVtc6asTBLyWwDa96Ey2z4RERERERERUXXHgYunxN9//43Dhw8DAAYNGoQOHTrI7ufp6YmTJ08CUHcYyg1cXLt2TVyNYajz9OrVq+LM68GDB+tcBaFPYmIiFAoFABhcrSF0RAOaOTsE0rqXHQC5fv262ME8aNAgWFlZ6T2WkGQc0O50vHjxInJycsSyDBFmigOanapyhEELIX/Bu+++i48//lhrv/j4ePF8bt++jQ8++MBgPQRyYYyEDlldM/Qr47h9+vRBly5dcObMGeTk5GDu3LlYtGgRevToAX9/f/Tr10+2rsaQtquyHczmvH9Xr14VE4C/+OKLesvR137N2T71PQeC8l77qmh35rxfFW1z5Rm4qFevnlaop8ps+0RERERERERE1R1DRT0FVCoVlixZAkAdU16uk1tgTJ4LaegWPz8/vceOjo4WX/fq1cuo+pYl7Qhs37693n31zWAG9Iedkda1S5cuBuslhG9p0KCBViic8+fPi699fHyMLguAbC4AQWlpKaZPny4OWkycOBHTpk2T3ffMmTMGj6tL2Zntjx49QmpqKgDDYaLMeVxLS0sEBwfjgw8+EDtp8/PzER4ejrlz56JXr16YPXs27t27Z/Kx9HUwm/P+lc1voY++9mvO9mlM+KXyXvuqaHfmvF8VbXPCtW3SpInehNnFxcU6V/yYox5ERERERERERDUZV1w8BQ4cOICLFy8CUHeWDRgwwKjPGTNwoS/sDaDZQeju7m7UccuSdjAb6jQ31GkobLewsNCaaZ6Wlia+1pVoXOry5csA5GdVp6eni68bNWpksCzh/gDQyE0gJQxaHDp0CADwzjvv4JNPPtFZ5p07d8TXZ86cMbiSQ5/4+Hhx1YChe2DO4wKAvb09pkyZgkmTJuHChQs4efIkwsLCcP36dSgUCuzatQsXL17Erl27TAqjo2/gwpz3T/ocGZOsGZBvv+Zsn/qeA6nyXPuqaHfmft4q0uaE+23ou/HKlStiLgxd96Cy2j4RERERERERUXXHFRdPuKKiIqxcubJcn9U1cCF0+NavX19v0l1AM8GsvtnH+gjHa9iwod7QKEqlEteuXQOgu4NYKKtp06ZaYaukdTUU0iouLk7vTHBpzH4HBwe9ZQEQByOaNGmCVq1aaW0vLS3Fp59+ij/++AMAMGHCBEyfPl1vmaacjyHSwSpDne/mPK6UtbU1/Pz8MGXKFBw4cAA//PCDmEw+MTERUVFRJpWnrx2b8/4J187NzU0rHJCUofZrzvap7zmQY8q1r4p2Z+7nTWBqm0tLS8ODBw8AaK5ek3P8+HHxtaHBQHO3fSIiIiIiIiKi6o4rLp5wW7ZsEePN9+vXz2CnMwBs27YNWVlZuH37NvLy8jQ6H1UqlcHBASkbGxvx9f3798XONlMIAyiGjpecnIz8/Hyd+0rrLtdRKM0ZkJGRoZHcuCwh4biuY0mvWU5Ojt4O69DQUDEp8/Dhw2FhYaGxXRi0OHDgAADgrbfewqeffqqzPIH02mdkZKBx48YGP6OLcA8MzdA393H16dGjB2bPni2GyjI1ZI6+mfHmun9KpVIMB1TR9muu9mnoOTCGvmtfFe3OnM+bPobanDS5ur6QbwUFBdi+fbv4s6FnytR6EBERERERERHVdBy4eIJlZWVh/fr1AIC6deti6dKlRs2AjouLw9GjRwGoZzxL81ikpqaKiW2NGbho1qyZ+DoqKsrkDrrbt2+LSXeNDROla19p3eW2S8Pv/P333zoTmB85cgQHDx4Uf5a7DtLZ1mfPnpVNFA6oO3YXLVoEQJ2Y+PXXX9fYrlQqMXPmTI1Bi5kzZ8qWVVbz5s3F14cPH8Zbb71l1OfkCINf9erVg6Oj42M7riHC7HbAtFBkhtqVue5fSkqKOBhhKHSQofZrrvZp6Dkwlq5rXxXtzlz3yxj62pxwrwHN5OhlLV26VAyjZ2NjAw8PD7PWg4iIiIiIiIiopmOoqCfYd999J3ZQfvjhh0aHbZGGTikbLkpfXgA5ffr0EV+vX78eCQkJOvc9deoUbt68We7jGdrXUK6Mrl27iq+Dg4ORlZWltU9kZKRGXgknJyfZTsO+ffvC2tpaLCs7O1trn6SkJLz11lvIyMiApaUlFi5cqBFOSxi02L9/PwDgjTfeMHrQQqiDMJt89erViImJ0bmvSqXCmTNnsHnzZtntpaWlAIDc3Fy9HbLmOu6VK1fwzTffaORIKSs+Ph5BQUEA1AmoO3furLdeZcsXyLUVc9w/oY4CQ4MEhupkrvZp6Dmo6LWvinZnjvtljjbn4uIivt6/f79Yf4FCocCiRYsQEhIivufp6amxSqWy2z4RERERERERUU3AFRdPqGvXruH3338HALRs2RKvvvqq0Z/VN3BhSq4DAGjdujUCAgJw4MAB5OTkYMSIEQgICECnTp1Qq1Yt5Obm4sqVKzh+/Dhu376tEffd1OMJHbK1a9f+//buOyqqq30b8E1XUKqAJWAXO/bYG3ZRsWANxsTYokbfGKOxJnaNLQZ7iSVR7D12xRKxxgYqEWz0DgoIQ5nvD35zvjnTBwZBva+13rXOPmXPM+fskbz7OXtvlYsXy9elauRHkyZNUKdOHQQFBSE+Ph5eXl4YOnQoKlWqhMTERPj7++Pq1auwt7eHjY0NoqKiULNmTZVTzZQtWxZDhw7Fzp07ER4eDi8vLwwaNAiVKlVCamoqbt++jTNnziAzMxMAMGPGDKVF01etWoVjx44ByHtbv2nTpjh//rzGe1C/fn04OTkBAKpUqQJvb2/s27cP6enp+PLLL9GhQwe0bNkSDg4OkEgkSExMRHBwMAICAhAVFYXRo0errLd69eoICAiARCLBqFGj4OXlJXTSWllZoUWLFsK5hvjcBw8eYOPGjdi8eTMaN26Mxo0bo2LFiihRogRiY2Nx584dXLhwAbm5uTA1NcX8+fOFjmtdaGtXhnh+ip+jy2LNgPr2a6j2qe13UNB7XxTtzhDPyxBtrl69erCxsUFKSgru37+P/v37o0ePHrC2tsbLly9x6tQpREdHY+jQodizZw+kUqlS8qiw2z4RERERERER0YeAvR0fqaVLlwpv+/7www96dWzJT7MimwtfRtbpqW6kgSrz58/HmzdvcOXKFWRkZODAgQNCUkWevb290rz9jx8/Fj5PftopVWSxqZuOSna8VKlSauefX7ZsGXx8fJCYmIjY2FisXr1adNzNzQ0rVqzAkCFDAACNGzdWG8/UqVMRGRmJ8+fPIzo6Gr/99pvSOba2tli4cCE6deqkdOzq1avC9uPHjzF+/Hi1nyVz6NAhIXEBALNnz8a7d++Et7/Pnz+vNvlhZGQEd3d3lceGDx+OI0eO4M2bN7h9+7boLfoOHTqIEheG+FxZwiw3N1fp8+SVKVMGixYtQrt27VQeV0e+XalrxwV9foB+vxdt7RcwTPvU9jswxL0vinZX0OdliO9tYWGBqVOnYtasWQDyklHyI1zMzc0xdepUNGvWTBh1oZi4KOy2T0RERERERET0IWDi4iN05coVXLt2DUDeW9rqOlXVkZ9vPTg4GFKpVHhrW9ap5ubmpvOitpaWlti0aRMuXLiAo0eP4tGjR0hISICpqSnKlCkDFxcXtG3bVmWcsk5WdSMbZOLj44UFatWNzNAl9mrVquHw4cNYt24dLl++jISEBNja2sLNzQ09e/ZE79698fDhQ7x9+xaAePoeRebm5vD19cWpU6dw8OBBBAYGIi0tDQ4ODnB1dUXXrl3h6ekpml5GJisrS+O0WqoYGxuLRsvIYli+fDm8vb1x+PBh3Lt3D7GxscjMzETJkiVRrlw5VK9eHU2aNIGHhwfKli2rsm4XFxfs27cPGzZswM2bNxEfH4+srCwAqkcSFPRzp02bhvbt2+PGjRsICgpCTEwM4uLiIJFIhOfRoUMHeHl56TwFmjz5JIG6tlCQ5yej6+9Fl/YLGKZ9aovJEPe+KNpdQZ+Xodqct7c3HBwcsHXrViFBVr58ebRr1w6DBw+Gq6urKHGrmKgq7Lb/PkhyslTuz8nIfM+RFE/q7kNWVo7K/WQ4WVm5kObkwigXyMzILuJYVD9v2b9x6q/TfJyIiIiIiOhjYSSVSqVFHQTRh2TKlCk4ceIEnJyc4O/vDxMTk6IOiUjA9kmFKSgoCHXr1hXKpyZ2Qg1na0yv5qTy/Em7Y99XaB+kC9W+KuoQqBiwKh+s/SQV2teLRuMuvxo4GipugoKCkJGRgRIlSqBOnTpFHQ6Rzth2P12K/70YGBjINkBERPnCxbmJ9HD58mWcPHkSADBs2DB2ClOxwvZJREREREREREQfA04VRfR/AgMDUaNGDZibm6s8fuzYMcyePRtSqRSurq746iu+KUvvD9snFUcuY1ajSp062KfuhEHvM5oPT6uiDuATU3zf/vUs6gCIiIiIiIiKHSYuiP7P0qVLERISAg8PD9SuXRt2dnbIysrCy5cvcf78eWFtAGtra6xfvx4WFhZFHDF9Stg+iYiIiIiIiIjoU8HEBdH/CQ4ORkpKCvbv36/2nNq1a2PlypWoXLnye4yMiO2TiIiIiIiIiIg+HUxcEAGQSqVYvnw5Lly4gHv37iExMRHJyckwNzeHo6Mj6tevj27duqFjx44wMjIq6nDpE8P2SUREREREREREnxImLogAGBkZoW3btmjbtm1Rh0KkhO2TiIiIiIiIiIg+JcZFHQAREREREREREREREZEMExdERERERERERERERFRscKooIiIiypewjZNR0tm6qMP4KEyv5lTgOibtjjVAJMXLhWpfFUq9B/GiUOolKkxst/Sh0tR2rcoHG/Sz2teLBgBsyB5i0HplNvdoVCj1EhERkTKOuCAiIiIiIiIiIiIiomKDiQsiIiIiIiIiIiIiIio2OFUUERER5Zt52aowNrMo6jA+SLlZmZBEhyrtr2JXERam5jrVkZktwfOkV0r7rapVhUmJD/O55GRkIi1E+b6Uc7GBmZlJvutNS0+DNCcXRibGsLK0KkiIRO8N2y19qDS13aysHESFpShd4+zsDDMzM70/KysrCzExMWqPV7QpCQuT/L+zmZmTi1cp7/J9PREREeUPExdERESUb8ZmFjC2KFnUYXxULEzNUdKsRIHqMClhAZOSH9dzMTMzgUWJ/P+nqyTLGLnGgLGJcYHqIXqf2G7pQ5WftmtmZgZzc90S9/qwMDFGCdP8J76JiIioaHCqKCIiIiIiIiIiIiIiKjaYuCAiIoMZOXIk3Nzc0Lp1a5XHR4wYATc3N7Rt2/Y9R1b8aLtXRERERERERESfKo43JsqHly9fomvXriqPGRkZwcrKChUrVkTr1q3h4+MDR0fH9xwhUdF4+vQpAKBmzZpKx6RSKQIDAwEA7u7uKq//+++/ERoaCnNzc4wZM6bwAi0GNN0rIiIiIiIiIqJPGUdcEOXDkydP1B6TSqVITU1FUFAQNm7cCE9PT9y/f//9BUdURGJjYxEfHw8AqFWrltLx58+f4+3btwCAevXqqaxj/fr18PX1xenTpwsv0GJA270iIiIiIiIiIvqUccQFUT7IJy6++eYbNGzYUCinpqYiODgYfn5+SE9PR3JyMiZMmIBz586h5Ee2UCqRPPnfharO+KpVqyI4OFjt9RkZGQgNDVV7/cdE270iIiIiIiIiIvqUMXFBlA/ynY5eXl6oXr260jkDBgxA3759kZmZibi4OJw9exZ9+vR5n2ESvVfyv4v8TH/09OlT5OTkAABq165tsLiKo4LeKyIiIiIiIiKijxmniiLKB1mno7m5OSpXrqzynKpVq8LT01Moy+b2J/pYyX4XlpaWqFSpkt7XBwUFCdsfe2d+Qe8VEREREREREdHHjCMuiPQUHx+PuLg4AED16tVhaqr+Z1SlShVhOzU1FQAwcOBAPHjwAGZmZvj3339hbm6u8fOOHDmCadOmAQDmzZuHQYMGqT338uXLOHfuHO7evYv4+Hi8e/cOtra2qFOnDjp16oROnTrBzs5OOF8qlaJx48ZIS0uDh4cH1q1bh+TkZBw8eBBnzpzBq1evkJ6eDldXV/Tp0wdff/21xu8LAImJiThx4gTOnj2LsLAwJCQkwNraGvXr18fgwYPRvn17jdfLhIaGYvfu3bh27RqioqJgbW2NevXqYeTIkWjSpAnu3LmDYcOGAQAWLFgAb2/vQonJUPfoxo0b+PLLL3WKd8uWLfj1118B5D1/VVMJNW/eHElJSWjXrh02bdqE2NhY7NmzB+fPn0d4eDhKliyJOnXqYMKECaKFsLOzs3H27FkcPHgQwcHBSElJQYUKFdCvXz+MHDkSJiYmauPSRtYZ7+bmBmNj5by4LOYOHTpgw4YNwv5+/fqJkhYAhGcrz9fXF507dxbtK2h7k8XUvn17bNy4EVFRUfDz88PFixcRHh6O9PR0TJo0Cd9++61wTVBQEC5fvoz79+8jNDQUCQkJyM7Oho2NDWrWrInevXujd+/eMDIyyve9kieRSHD06FFcunQJQUFBSExMhLm5OapUqYJu3bph6NChnIaOiIiIiIiIiD4qTFwQ6enx48fCtra3wjMzM4VtW1tbAECDBg3w4MEDZGVl4cmTJ6JOZUXp6elYsWIFgLwOzgEDBqg879mzZ/jxxx9FscnExcXB398f/v7+uH37NpYtWyYcCw8PR1pamlD/hQsXMGfOHGHRYJmQkBCsWLECgYGBWLNmjdp49+/fjyVLlghJGpmEhARcunQJly5dQt++fbFw4UKNHeQbNmyAr68vsrKyRN/j4sWLuHz5MubPny9MKQRofg4FjclQ9+jp06fCtrZpkGSd2mZmZqhatarS8ZiYGCQlJQEAqlWrhtOnT2P27Nl48+aNcE56ejquXLmC69evY9u2bfj8888RGRmJ77//Hvfu3RPV9+LFC6xYsQIhISGi9qGPtLQ0vH79GoDq5yEfs5ubm7A/JydHWNdCmxo1aojKBX228jHVqFEDhw8fxvz584XnLSMfr6+vL37//XeV8cXHx+PatWu4du0aTpw4gbVr16pMTGq7V/KuXbuGGTNmICYmRrRfIpHg4cOHePjwIQ4fPowtW7agbNmyGusiIiIiIiIiIvpQMHFBpCf5DmhtnY7yb5HLOqAbNGiAHTt2AAAePXqkMXGxceNGxMbGAgB++uknlZ2vAQEBGDduHN69ewcgrwO2c+fOwvQzr1+/hr+/Px49eoQ6deqo/S4vX77Exo0bYWVlBR8fH9StWxdSqRQ3b97E0aNHkZubizNnzuD27dto2rSpUhyrVq0S3qK3sLBAz5494e7uDmtra4SGhmLPnj1ISEjA4cOH4eTkhO+//17ld16+fDk2b94MALCyskKfPn3g7u4OIyMjBAQE4OjRo5g3bx7atWsHADA1NVXq0DZkTIa6R7JkhKmpqco1UeTJElCVK1dW2fGtGNP27dthZ2eH0aNHw83NDUlJSdizZw9CQ0ORnZ2NRYsWYdOmTRg8eDDi4uLQvXt3tGrVCmZmZrh+/TqOHTsGqVSKo0ePYsSIEflaX+Lp06eQSqUAVC82re53k5OTIyTnvv/+e2RmZsLd3R2jR49WqsPFxUXYNvSzDQoKwubNm1GiRAkMGjQIDRs2hJGREQIDA0X349GjRyhZsiSaNGmCevXqwdXVFSVLlkRSUhKePn2KkydP4u3bt7hy5Qq2bNkiGqmh672SOXbsGKZNm4bc3FxYWFigW7duaNKkCaysrBAWFoYjR47gxYsXePbsGSZOnIh9+/ZpHOVBRERERERERPShYOKCSE+6jrgICwvDlStXAOR1Vrdp0wZAXuJC5uHDh2qvDw8Pxx9//AEA8PDwQIsWLZTOCQkJwcSJE/Hu3TtYWlril19+Qe/evZXOmzBhAgICAuDg4CDaL99x+/fff6NVq1ZYsWKFaDqpvn37okqVKkLn8j///KPUKb9//36hE7lGjRpYt26dqJMZyJsiq3///oiLi8O2bdswbNgwODs7i865ePGikLRwd3fH2rVr4ejoKBzv06cPGjZsiDlz5uDMmTMA8jr3LSwslL6zoWIy1D2SJS6qVq2qcXqw9PR0vHz5EoD69iW/sPOFCxfQoUMHLF++HKVKlRL29+vXD927d0dMTAyePn2KESNGICsrC3/99RcaNWoknOfl5YUyZcpg69atQuz5SVzIx6SqM17dYtTm5ubo1KkToqKihBFKn3/+OTp16qT2swz1bOVj+ueff+Dm5ob169ejQoUKwn4vLy/RNV988QVWr16tdmqmCRMmwNvbG1FRUThy5IjKxIW2ewUA9+7dw8yZM5Gbm4tatWrB19cXn332meickSNHYsaMGTh27BgePnyIS5cuoWPHjirrIyIiIiIiIiL6kHBxbiI9qeuAlRcdHY3x48cLUx15e3sLnably5eHk5MTgLy3t9VZtmwZMjMzYWZmJqxxIS8nJweTJk3C27dvYWJigt9//11l0kKmRYsWSiMT5Dvl69Wrh/Xr14s65GXk65VNrSMTFxeHxYsXAwDKli2L7du3K3UiA4CzszNGjhwJAMjKysLly5dFx9+9e4dZs2YBABwdHbFhwwZR0kLG29tbNH2SqmdgqJgAw9wjiUSC58+fA9D8hr3s83Jzc9V+N8WYGjZsiDVr1oiSFkDeaBX5TuywsDBs3LhRlLSQkV9EXrZ+i75kvwsTExOVI2BkMZcsWRIVK1ZUez2g+R4V1rMtV64ctm/fLkpaqNKmTRuN60k4OjqiR48eAPJGO8lPaSaj7V5JJBL88MMPkEgkqFKlCrZt26aUtADyphKbNWsWzMzMAEBIlBIRERERERERfeg44oJID/Jz01tbW+PWrVvCsdzcXKSkpOD+/fv4+++/kZ6eDiCvs/vHH38U1dOgQQOcPXsWL168QGpqqlKn882bN4URBT4+Pio7evfu3YuQkBAAwJgxY9C6dWu9v498x+28efNUjlwAIBohoBjr5s2bhTUB5s2bpzSqQ17jxo2FbVlHvoyfnx8SEhIA5E2LZW9vr7IOY2NjNGjQQFgXQVUnt6FiAgxzj0JCQoQklrbEhXwHvvzaCqpiMjIywi+//KJ2BIdsXRUAGDJkCOrXr6/yPBsbG2Fb3ffTRhZ35cqVUaJECbUx16hRQ+Vi1LpOwVZYz3bWrFlq25y+ZGtuyKaDUqTtXu3evRvh4eEAgLlz52qMy8bGBi4uLnj+/DkiIiIKGjoRERERERERUbHAxAWRHuTfhn/z5g3Gjx+v9lwjIyP07dsXM2fOhKWlpeiYu7s7zp49C6lUisDAQDRv3lw4lpubi0WLFgEA7O3tVU41A0CY2sfW1lZ4s1wfqampQkdno0aNNE4PJJu6CIDojXSJRIKjR48CAOrUqSOsO6GOfAe5/MLlALBr1y4AwGeffYZu3bpprEd+yh/FRIAhYzLEPQJ0H00AaJ+K7N27d3j16hUAoGnTpmqTG0DeyB8ZHx8ftefJd3iXK1dOY3yqZGdn49mzZzrFrG0UScmSJYX1WRQZ8tnKx1S5cmWNU1PJy8zMxIULF3Dx4kU8efIEcXFxSE1NVTmyokyZMkrr0mi7VwCwc+dOAHntKDU1FefPn9cYk+Li5EREREREREREHzomLoj0IP+GtiJzc3NYW1ujUqVKaNy4Mby8vFClShWV5yqucyGfuNi3b5/wOZMmTULp0qWVrg8ODhbeyO7Ro4fSG/66CA4OFt4Il62/oY6soxUAqlWrJmw/ePAAycnJAIDu3btr/UzZm/KAuFP52bNnQud59+7dVS5CLk+2EDmg3PlrqJgAw9wjIH+JizJlyqBMmTJKx//77z8heaZrTK6urnB1dc1X7LoIDQ2FRCIBoPr7ycesLtEiu0fqRmQAhn228jFpS5TJ+Pv74+eff0ZUVJRO56v6/Wu7V0+fPhV+CxERERqTo4pUTWFGRERERERERPQhYuKCSA/yb8Nv2bJFa8exOnXr1oWZmRmysrIQGBgo7H/79i1+++03AHkdvN7e3iqvv3HjhrDdtm3bfMWguHaDJupGAdy7d0/Ydnd31/qZMTExwrb8nP3y36dZs2Y61+Ps7Kw0jY6hYgIMc4/k66lQoQKsra3V1pGVlaX1bXz5mOrWrau2Lvk3+zWdp1inpmma1NGWmNFWf1paGsLCwrR+fmE92yZNmmit68iRI/jpp5+EZEe9evXQtGlTuLq6wtraWphiKyYmBvPmzQOgOkmj7V7JTz+nL3UjVYiIiIiIiIiIPjRMXBDpQZeFuXVRokQJuLm5ITAwULRAt6+vLxITEwHkrfOgbuSBfIespjfpNQkODha2dVkwGlDueJd/81yXKYYePHggbMuPOomMjBS2tS2ODPz/Rc1VxW2omADD3CP5ejRNNQXktS/ZWhja1rcANLfB58+fC9Mj6bquhrbEirbr1X2W/Jocqr7X06dPhZEtmr6TIZ+t/H3U9lwiIiLw888/Izc3F2XLlsXq1avRsGFDlefKprICVN8LbfdKfnqvW7duKY0UISIiIiIiIiL6FKiej4OIlMi/wV6mTBk4OjoWqD5ZR2pkZCQSEhLw/Plz/PXXXwAADw8PtGjRQu21suQGgHx1NAP/v+PW0dFR5ZREMrm5ufjvv/8AKHe0ys+tX7JkSa2feerUKQB5HeRVq1YV9st/H23TXgUFBWl8O99QMQGGuUeRkZF48+YNAKB69eoaY7ly5Yqwra4DX9bxrWq0iarzVMWkGLusXWtLcGj7LCcnJ5UxyY5/9tlnKp+vfBJBUwyGfLbaYpZ38OBBYXqyJUuWqE1aAMCFCxeEbVUJEW2fq89vgYiIiIiIiIjoY8XEBZGO5OemL8hoCxnFdS4WL16MrKwsmJmZYdq0aRqvNTMzE7blOzp1pU9n9YsXL5Cenq7yXPmOVdnaA+qcOXNGWMC6X79+MDIyEo7JjyyRH02iimxRcnWxGyomQ90j+UW7Facrkvfu3Tvs27dPKKsamSCVStUmSBTpOqLgxYsXyMjI0KlOdTSNKJGPWd3vRna9uhEZMoZ6tvrcRyDv9wkAFhYWGhOKz58/FxIXZmZmSskSQPvoG/nftrbfAhERERERERHRx4qJCyIdGWqaKBn5xMWmTZuEt+19fHxQsWJFjde6uLgI2//884/en/369Wuho13bNDmapiaSH0Fw584dtXXExMRg4cKFAPIWEB4+fLjouPz0UP/++6/aei5evIiTJ08KZVWdzoaKyVD3SFYHIF5UXNGyZcuEjmozMzOVCzuHhYUJC05ra4Oy9uro6AgHBwe158lPh5Wfdh0RESEkEVRdr0vMssWoy5QpA0tLS7WfZahnKx+TLokL2UiP7OxsYfotRRKJBDNmzEB2djYAoGrVqjA3Nxedo+1eARD99k+fPq01NiIiIiIiIiKijxETF0Q6MnTiwsXFRZh+SNZZb29vj2+//Vbrte3btxe2N27ciJCQELXnBgQE4NWrV6J9+izGrGnKoY4dO8LUNG+pnM2bNyMpKUnp+ufPn+Prr79GTEwMjI2NMX/+fKXprT7//HNhe/PmzUhISFCqx9/fH1OmTBHKVlZWKtf3MFRMhrpHtra2wvbx48eRk5MjOi6RSLBw4ULs3r1b2FetWjXRm/e6fI4iWfy6rKuha535uV6X343snqSkpGhM7hjq2er7ncuXLy/EefDgQaXjSUlJGDdunGjx8PysbwHkfUfZ6JDff/8dt2/fVhuXVCrFrVu3sG3bNq3fgYiIiIiIiIjoQ8LFuYl09PjxY2E7v1PqKKpfvz4uXrwolCdNmoTSpUtrva5GjRrw9PTEiRMnkJycjP79+8PT0xMNGzZEqVKlkJKSgidPnuDKlSuIiIgQrZ0A6Lcwsayz1cbGRmnh7LJly2Lo0KHYuXMnwsPD4eXlhUGDBqFSpUpITU3F7du3cebMGeEt9RkzZqBz585Kn9GkSRPUqVMHQUFBiI+Ph5eXF4YOHYpKlSohMTER/v7+uHr1Kuzt7WFjY4OoqCjUrFlTNP2PoWMy1D2qV68ebGxskJKSgvv376N///7o0aMHrK2t8fLlS5w6dQrR0dEYOnQo9uzZA6lUqraDX9e1IKKjo4VOfV0THKpi14W2mOSPq5sGqnr16ggICIBEIsGoUaPg5eUlJHysrKyE6ZkK49nq8lvu2bOnMNJnwYIFCAwMRNOmTWFkZITAwEAcOXIEqampovNUPUNdPrdKlSrw9vbGvn37kJ6eji+//BIdOnRAy5Yt4eDgAIlEgsTERAQHByMgIABRUVEYPXq01u9ARERERERERPQhYeKCSEeyKXUsLCxQuXJlg9TZsGFDIXFRo0YNeHt763zt/Pnz8ebNG1y5cgUZGRk4cOAADhw4oHSevb09nJ2dRftkHajqRi2oOlddp/PUqVMRGRmJ8+fPIzo6Gr/99pvSOba2tli4cCE6deqk9nOWLVsGHx8fJCYmIjY2FqtXrxYdd3Nzw4oVKzBkyBAAQOPGjdXWZYiYDHWPLCwsMHXqVMyaNQtAXpJD/s17c3NzTJ06Fc2aNRNGXWhLXGiLKT8jMzStLaGJLKGnLiZZ/aVKlVK7xsfw4cNx5MgRvHnzBrdv3xaNMujQoYNoXYn3/WwBwMPDA/369cOhQ4eEURfyIy9KlSqFJUuW4O3bt0LiQtV913avZGbPno13794JI3TOnz+P8+fPqzzXyMgI7u7uWr9DYcrNUj19Fmmn7t5lZkt0rkPduTkZH+5zURd7VlaOyv26ysrKhTQnF0a5QGZGdoHqInpf2G7pQ6Wp7ar79zwrKyufn6X5usyc3HzVa6jriYiIKH+YuCDSQXh4OFJSUgDkvR0uv5h0QcTGxgrbM2bM0KteS0tLbNq0CRcuXMDRo0fx6NEjJCQkwNTUFGXKlIGLiwvatm2rsvNWloRxc3NTOWpBJj4+HvHx8QDUd4Cbm5vD19cXp06dwsGDBxEYGIi0tDQ4ODjA1dUVXbt2haenp2jKJFWqVauGw4cPY926dbh8+TISEhJga2sLNzc39OzZE71798bDhw/x9u1bAOLppQojJkPeI29vbzg4OGDr1q1C53X58uXRrl07DB48GK6urqKkk7okgq4x6Zq4kCWJtJ2niXziQ1VMusTs4uKCffv2YcOGDbh58ybi4+OF/wOqONrlfT5beYsWLUKDBg3g5+eH0NBQWFhYoEKFCujYsSMGDRoEZ2dnzJ07Vzhf0+gTbZ9rbm6O5cuXw9vbG4cPH8a9e/cQGxuLzMxMlCxZEuXKlUP16tXRpEkTeHh4oGzZsjp9h8IiiQ4t0s//GD1PeqX9JC3SQj6+5xIVlmKwuhLw4SZ26NPFdksfKl3brmy9N0N7laJ+KlIiIiIqvoykUqm0qIMg+hRFR0ejc+fOkEgk8PDwwLp164o6pGJvypQpOHHiBJycnODv72+wBBIR6SYoKAh169YVyqcmdkINZ2sNV5CupldzKnAdk3bHaj/pA3Oh2ldFHQIRERUiq/LBBq2vfb1oAMCG7CEGrVdmc49GhVLvx0TxvxcDAwNRp06dIoyIiIg+VBxxQVREfv31V0gkEpibm2PatGlFHU6xd/nyZWEanmHDhjFpQVQMuIxZjSr8P6IGsc8QlQwyRCXFSysD1hUUFISMjAyUKFGCHSj0wWC7pQ+V7m3Xs1A+f3Oh1EpERETvk3FRB0D0KTp+/DhOnDgBABg9ejQqVqxYxBEVrcDAQEgk6ud0P3bsGL777jtIpVK4urriq6/4Bi4REREREREREdHHiiMuiN6DhIQEBAUF4d27dwgICMD+/fsB5M3fP3bs2CKOrugtXboUISEh8PDwQO3atWFnZ4esrCy8fPkS58+fF9YksLa2xvr162FhYVHEERN9mjIzxXNUh4SEFFEkRPoLCQlBZmYm/4bQB4Xtlj5UbLufLsX/PlT870ciIiJdMXFB9B4cP34cixcvFu1zdHTE77//DjMzsyKKqvgIDg5GSkqKkNBRpXbt2li5ciUqV678HiMjInlhYWGispeXV9EEQkREREQfhLCwMDRqxLVBiIhIf0xcEL0HQUFBAAAzMzOUK1cO7dq1w6hRo+Ds7FzEkRU9qVSK5cuX48KFC7h37x4SExORnJwMc3NzODo6on79+ujWrRs6duwIIyOjog6XiIiIiIiIiIiICpmRVCqVFnUQREREVPwdPXqUoyyIiIiISGdHjhxBnz59ijoMIiL6ADFxQURERDpJTk7G5cuXhbKLiwvnriYiIiIiQWZmpmh60Xbt2sHW1rboAiIiog8WExdERERERERERERERFRsGBd1AERERERERERERERERDJMXBARERERERERERERUbHBxAURERERERERERERERUbTFwQEREREREREREREVGxwcQFEREREREREREREREVG0xcEBERERERERERERFRscHEBRERERERERERERERFRtMXBARERERERERERERUbHBxAURERERERERERERERUbTFwQEREREREREREREVGxwcQFEREREREREREREREVG0xcEBERERERERERERFRscHEBRERERERERERERERFRtMXBARERERERERERERUbHBxAURERERERERERERERUbTFwQEREREREREREREVGxwcQFEREREREREREREREVG0xcEBERERERERERERFRscHEBRERERERERERERERFRtMXBARERERERERERERUbHBxAURERERERERERERERUbTFwQEREREREREREREVGxYVrUARAREVHxlpiYiP379+PatWsIDQ3FmzdvYG1tjbJly6Jp06bo27cvatasWdRh0kfu0aNHOHXqFP7991+Eh4cjJSUFpqamsLOzQ40aNdC8eXP06dMHdnZ2etcdEhKC/fv34/bt2wgPD0d6ejrKlCmD8uXLo0OHDujTpw+cnJwK4VvRpywtLQ19+vRBWFgYAGDChAmYOHGiXnWw7VJhe/r0KU6fPo3r168jOjoaiYmJsLS0RNmyZdGkSRP07dsX9erV07tetl0iIiLSxkgqlUqLOggiIiIqnv766y8sX74c6enpGs/z8vLC7NmzUapUqfcUGX0qwsPDMWvWLAQEBGg919LSEiNHjsS3334LY2PtA4szMjKwZMkS+Pn5QdN/EpuZmeH777/HV199BSMjI73iJ1Jn5syZOHDggFDWJ3HBtkuFLS4uDkuWLMGJEye0ntu1a1fMnz8fNjY2Ws9l2yUiIiJdMXFBREREKi1duhTbtm3T+fyqVavCz88P1tbWhRgVfUru3r2LMWPG4O3bt3pd17ZtW6xduxbm5uZqz3n37h1Gjx6NW7du6Vyvp6cnVqxYoVcsRKpcuHAB3377rWifrokLtl0qbM+fP8fw4cMRFxen8zVVqlTBX3/9BXt7e7XnsO0SERGRPpi4ICIiIiX79+/HrFmzRPs8PT3Rq1cvlC9fHsnJybh06RL8/PxEozFat26NzZs36/S2O5Emr1+/xoABA5CSkiLss7GxwaBBg9CiRQs4OjoiMzMTz549w7Fjx3D9+nXR9b1798avv/6qtv4ff/wRR48eFcqWlpYYOnQo2rVrB1tbW0RERODEiRM4efKk6K3gSZMmKXU4E+kjISEBnp6eSExMFO3XNXHBtkuFKTw8HIMHDxYlLWxsbODj44NGjRrByckJUVFROH36NI4cOYKcnBzhvObNm2PHjh1q62bbJSIiIn0wcUFEREQiCQkJ6Ny5M9LS0gAApqamWLVqFbp06aJ07vPnz/HNN98gIiJC2Ld06VJ4eXm9r3DpIzVmzBj4+/sL5WbNmmHNmjVq17A4fvw4fvrpJ2RlZQn7Nm3ahHbt2imde+XKFYwaNUooOzo6YufOnahSpYrSuRcuXMDkyZMhkUgA5P0eTp8+DRcXl/x+NfrEjR07FpcuXVLar0vigm2XCtuwYcNw584dody6dWusWrVK5WjKW7duYdy4cUhNTRX2rVq1Cj169FA6l22XiIiI9MXXIYmIiEhk8+bNQtICAL7//nuVSQsgb2qITZs2oWTJksK+tWvXIjs7u9DjpI/XkydPREkLV1dXrF+/XuPC27169cK0adNE+9avX6/y3NWrVwvbxsbGWLt2rcrOMwDw8PDAvHnzhHJ2djZ8fX11+BZEyvbu3asyaaErtl0qTKdOnRIlLRo2bIj169ernQKyWbNmmD17tmjfnj17VJ7LtktERET6YuKCiIiIBJmZmTh8+LBQdnR0xPDhwzVeU61aNXz55ZdC+fXr17h27VqhxUgfv1OnTonK48aN02nh92HDhoneyL1//z7i4+NF5zx8+BBBQUFCuXPnznB3d9dYb9++fdGwYUOhfPLkSbx580ZrPETyXr9+jSVLlgjl9u3b63U92y4VNvl1rSwsLLBs2TKNawUBedPylStXTijfuXNHNAIDYNslIiKi/GHigoiIiAQ3btxAcnKyUPb09ISZmZnW6/r37y8qnzlzxtCh0SdEfuFWIyMjeHh46HSdsbExWrZsKZSlUimePXsmOuf06dOisq7Tmsm38aysLFy8eFGn64gAICcnBz/++KOwJlDjxo0xYsQIvepg26XCFBoaiocPHwrlAQMGwNXVVet1xsbG8PDwQKlSpeDi4oK6desiOjpadA7bLhEREeUHExdEREQkUFzguFWrVjpd5+rqKnrT/eLFi+AyWpRfL168ELYdHR1hY2Oj87UODg6isuICyAEBAcK2iYkJmjdvrlO9rVu3FpUvXLigc0xEGzZswL179wDkLUi8dOlSGBvr93/F2HapMCkmBby9vXW+dvbs2bh79y7Onz+P/fv3o1q1aqLjbLtERESUH6ZFHQAREREVH/JTOQBAvXr1dL62Tp06CAsLAwAkJyfj1atXqFSpkiHDo0/EsWPHEBMTg9jYWGRmZup1reLUUFZWVsJ2VlYW/vvvP6FctWpVWFpa6lRvuXLlYG9vLyRC7t+/r1dc9Ol69OiRaL2V6dOnw8XFBZGRkTrXwbZLhU1+bQtHR0fUqlXLIPWy7RIREVF+MXFBREREgpCQEGHb3t4etra2Ol+rmKQICQlh4oLyxdnZGc7OznpfJ5VKlUYNlS1bVth++fKlaOF4dQvDqlOxYkWhAy02NhZv375F6dKl9Y6TPh0ZGRn48ccfkZWVBQBo164dBg0apHc9bLtU2ORfXKhbt67B6mXbJSIiovxi4oKIiIgA5HWwJSUlCWX5xTZ14eTkJCrr8zYxkSFcunQJ4eHhQrlMmTJwc3MTyoptUt82rphMiYiIQM2aNfMRKX0qli1bhufPnwMAbG1tsWDBgnzVw7ZLhSk1NRVxcXFCWX7qR4lEAn9/f5w4cQLBwcGIiYmBubk5nJ2d0apVK3h5eWlsS2y7RERElF9MXBAREREA5Sl2FNcK0Mbe3l5Ulk+CEBW2zMxMLF26VLSvW7duMDIyEsoJCQmi42zjVJiuXr2K3bt3C+W5c+cqJXh1xbZLhSkiIkJUdnR0BAD4+/vj559/RlRUlOj4u3fvkJKSgv/++w87duxA3759MWvWLJVTQLHtEhERUX5xcW4iIiICALx580ZULlWqlF7Xy68lAABv374tcExEulqwYAFevnwplEuUKIHRo0eLzmEbp/clOTkZM2bMgFQqBQB4enqiR48e+a6PbZcKk2wqJhkrKyvs2LEDY8eOVUpaKMrNzcXBgwfxxRdfKCUpALZdIiIiyj+OuCAiIiIAedNByLOwsNDrenNzc431ERWWP/74A/v27RPtGzdunNIUI2zj9L7MnTsXsbGxAPKm0ZszZ06B6mPbpcKkmAy4evUqLl26JJRbtWqFPn36oFq1ajAxMcHz589x/PhxXLx4UTgnKCgIkyZNwvbt22Fq+v+7Gdh2iYiIKL+YuCAiIiIAEBaPlTExMdHrevmOClX1ERWGvXv3YsmSJaJ9rVu3VhptASh3eOnbxhXPl19wlkjmyJEjOH36tFBeuHAhbGxsClQn2y4VpszMTFFZlrQwNzfHokWL0KtXL9HxmjVrokePHjh//jymTJmCjIwMAMDt27exbds20b+/bLtERESUX5wqioiIiABAtBYAkDf9gz4Uz1dMZBAZ2o4dOzB37lzRvkqVKuHXX3+FsbHyf+Yq7pNN46MrxfP17YCjj19kZKRoAe7Bgwejbdu2Ba6XbZcKU05Ojsr9S5YsUUpayOvUqRMWLlwo2rdt2zakp6cLZbZdIiIiyi8mLoiIiAiA8nQM+r7VqNjxoVgfkSH99ttvWLRokahTq3z58ti2bZvSYq4yim1S31FBir8JtnGSl5ubi2nTpgnT7ri6umLatGkGqZttlwqTqkRvhw4d0LNnT63Xenp6olmzZkI5KSkJly9fFspsu0RERJRfTFwQERERAOUFMN+9e6fX9WlpaaJyiRIlChwTkSKJRIKpU6di3bp1ov0VKlTAzp07UaFCBbXXFrSNy79FDLCNk9i2bdtw69YtAHkdwUuXLoWlpaVB6mbbpcKkqj0MHjxY5+v79+8vKt+4cUPYZtslIiKi/OIcDkRERAQAsLOzE5XfvHmj1/WKi3s6ODgUOCYiecnJyRg/fjzu3Lkj2l+tWjVs27ZNaTFuRba2tqIy2zgZSnBwMH777Teh/M0336BRo0YGq59tlwqTtbW10r7GjRvrfH3Dhg1F5ZcvXwrbbLtERESUX0xcEBEREYC8xIWFhYWwSGd8fLxe1yueX6ZMGYPFRvTy5UuMGTNG1CEG5HWYrV+/XinxpkrZsmVF5YK2cUdHR72up4/X2bNnRYsQb9q0CZs2bdKrDl9fX/j6+grlvn37CgvPs+1SYVJsDxYWFihdunS+r09KShK22XaJiIgovzhVFBF/JYTVAAA080lEQVQREQHIW5zbxcVFKEdEROi1iGZYWJioXLlyZYPFRp+2wMBADBkyRClp4eHhge3bt+uUtACAihUrisrh4eF6xSHfxi0tLeHk5KTX9UT5xbZLhcnFxUW0zkV2drbaBbtVMTUVvw+Zm5srbLPtEhERUX4xcUFERESCmjVrCtsZGRl6dTA8e/ZM2DY2NkbVqlUNGht9mu7fv48vv/wSiYmJov1ffPEFfH199Zrv3N7eXvS2bkhIiM7XZmZmijrQqlevDiMjI52vJyoItl0qTObm5qhSpYpQzsnJQVxcnM7Xy4+wAMTTQ7HtEhERUX5xqigiIiISNGrUCCdOnBDKd+/eFY3CUCczMxOPHz8WynXq1DHYorT06Xr69ClGjhyJ1NRUYZ+RkRF++OEHfPPNN/mqs1GjRjhz5gwAICoqCpGRkShfvrzW6x48eIDs7Gyh3KRJk3x9Pn2cfHx80Lt3b72uefDgAaZOnSqqw8fHRyiXKlVKdD7bLhWmxo0bi5IKAQEB6Nu3r07Xyv/9B/LWHZLHtktERET5wREXREREJGjTpo2ofPbsWZ2uu3z5MjIyMtTWQ6SvxMREjB49WpS0MDExweLFi/OdtADy38YVz2MbJ3m2traoWLGiXv9TXEzexsZGdFxxEWK2XSpMHTp0EJXlX2LQ5uLFi6Jy8+bNRWW2XSIiIsoPJi6IiIhI4OrqigYNGghlf39/BAcHa7wmNzcXW7ZsEcpGRkY6v6VJpM7MmTMRExMjlI2NjbF8+fICt62uXbvCwsJCKO/cuVOUdFMlLi4Ohw4dEsoVKlTA559/XqA4iPTFtkuFqU2bNqL1I65du4arV69qvS4sLAzHjh0TytbW1mjbtq3oHLZdIiIiyg8mLoiIiEhkxIgRwnZOTg4mTZqEN2/eqD1/+fLlePDggVDu3LkzXF1dCzNE+sgdP35c6Q3eadOmoUePHgWu29raGv379xfKERERmDFjhtqF6CUSCSZPnoy0tDRh31dffSVayJbofWDbpcJkamqK0aNHi/bNmjULz58/V3tNamoq/ve//4mSEEOHDlWaKpJtl4iIiPKDf/mJiIhIpFu3bmjUqJFQfvHiBQYNGoSHDx+KzktOTsasWbOwdetWYV+JEiUwZcqU9xYrfXykUinWr18v2levXj106NABr1690vt/ycnJSp/x7bffihaPPXnyJL799lvRCA8AeP78OYYPH447d+4I+6pVq4bBgwcb9DsT6YptlwrTkCFD0LBhQ6EcHR2NIUOG4ODBg5BIJKJzHz58iGHDhuHRo0fCvgoVKiglP2TYdomIiEhfRlJ1rzkQERHRJys8PBxDhgxBbGysaL+bmxsqVqyIlJQUPHjwQGmqhyVLlnCaKCqQy5cvq+34yo8JEyZg4sSJSvv9/f0xYcIEZGVlCftMTU3h7u6OMmXKIDIyEoGBgaI3gq2srODn54caNWoYLD76dN28eRPDhw8XyuraqiK2XSpMiYmJGDFihNI0kXZ2dnBzc4O1tTVevHiBZ8+eiY5bWVlhx44dqFevntq62XaJiIhIHxxxQUREREo+++wz7NixAxUqVBDtDw4OxtmzZ3Hz5k1R0sLU1BQ///wzkxZUYLrMqW4I7du3x8qVK0VTmmRnZ+Pu3bs4c+YMHj16JOo8s7e3x7Zt29h5RkWObZcKk729PXbt2oXWrVuL9iclJeHGjRs4e/asUtKiXLly2L59u8akBcC2S0RERPph4oKIiIhUqlKlCk6cOIFRo0aJpneQZ2RkhNatW2P//v0YMmTI+w2QPkphYWHv7bO6dOmCEydOoHv37jA3N1d5joWFBby9vXHixAnRwvVERYltlwqTjY0Ntm7ditWrV6Nu3bpqz7O1tcXo0aNx/Phx1K9fX6e62XaJiIhIV5wqioiIiLTKzs7Gv//+i1evXiExMRHm5uYoV64cGjZsCGdn56IOj6jAUlNTcevWLURHRyMlJQWlSpVCpUqV0LBhQ5QqVaqowyNSi22XCltERAQePnyIuLg4pKWlwdraGm5ubnB3d4eZmVm+62XbJSIiIk2YuCAiIiIiIiIiIiIiomKDU0UREREREREREREREVGxwcQFEREREREREREREREVG0xcEBERERERERERERFRscHEBRERERERERERERERFRtMXBARERERERERERERUbHBxAURERERERERERERERUbTFwQEREREREREREREVGxwcQFEREREREREREREREVG0xcEBERERERERERERFRscHEBRERERERERERERERFRtMXBARERERERERERERUbHBxAURERERERERERERERUbTFwQEREREREREREREVGxwcQFEREREREREREREREVG0xcEBERERERERERERFRscHEBRERERERERERERERFRtMXBARERERERERERERUbHBxAURERERkRYSiaSoQ6BCxOdLRERERFS8mBZ1AEREREQfoo4dOyIiIkKnc42NjWFqagpLS0s4ODigatWqaNKkCTp27AgXF5dCjpQKIiYmBsuWLUPr1q3Rt29flef4+Pjg1q1bAIBmzZph165d7zPET4JUKsWRI0dw9OhRBAcH482bNzAxMYG1tTVcXFywY8cOmJub611vTk4O9uzZg4CAAKxdu1blOYcOHcJPP/0klC9cuIDPPvss39+FiJRNnDgRZ8+exWeffYa///4bFhYWSufIfq9HjhzBixcvkJubi8qVK6Nnz57w8fHR69+Av/76C/PmzQMALF26FF5eXjpdFxsbi27duiEtLQ1ff/01pk2bpvNnEhERkX6YuCAiIiIqZLm5uZBIJJBIJEhOTkZoaCjOnj2LZcuWoXfv3pgxYwZKly5d1GGSnJycHOzYsQO+vr5IS0tDq1atijqkT1Zubi6+++47nDt3TrQ/OzsbcXFxMDc3z1fS4t69e/jll1/w5MkTNGvWzFDhEpGe9uzZg7NnzwIAfvrpJ5VJC4lEgtGjRyMgIEC0PygoCEFBQThy5Ai2bt0KJycnrZ8nkUiwadMmAEClSpXQq1cvnWN1cnLCxIkTsWTJEvzxxx9o0aIF2rZtq/P1REREpDtOFUVERERUQKampnB1dVX7PxcXF5QrV04pOZGdnY1Dhw5hyJAhiI+PL6LoSZWoqCgsXboUaWlpRR3KJ8/Pz08paVGiRAmUK1cO1tbWqFu3br7qXblyJZ48eWKIEIkon168eIElS5YAAFq1aoVOnTqpPG/p0qWipEWpUqXg4OAglP/77z+MGzcO2dnZWj/Tz88P0dHRAIDx48fDxMREr5i/+OILVK5cGVKpFNOnT0dSUpJe1xMREZFuOOKCiIiIqICcnZ2VOlbVSUpKwqFDh7Bp0yYkJycDAJ49e4ZZs2Zhw4YNhRgl0YdJ/rdlZGSEX3/9FZ6enjAyMirCqIjIEObOnYuMjAwYGxtj+vTpKs959eoV9uzZI5SnTJmCr7/+GqampvD398f//vc/pKenIzAwEIcOHcLAgQPVfl5GRoYw2qJKlSrw9PTUO2YzMzNMnz4dY8aMQUJCApYtW4bFixfrXQ8RERFpxhEXRERERO+RnZ0dRo4ciT/++APW1tbC/kuXLilNgUEfhl27diE4OBjBwcFc36IQxMTECNuNGzdGr169mLQg+ggcOXIEN2/eBAB4eXmhRo0aKs87fPgwcnJyAAAeHh4YPXo0TE3z3sFs3749vvvuO+HcAwcOaPzM3bt3Iy4uDgAwYcIEGBvnr0ukffv2whRzhw8fxu3bt/NVDxEREanHxAURERFREahduzZGjRol2nf48OEiioao+MrIyBC2y5cvX4SREJGhZGZmYtWqVQAAY2NjfPvtt2rPlSU3AKBLly5Kx3v06CFsP378GJmZmSrrSU9Px5YtWwAA1atXR/fu3fMVu8z48eMBAFKpFMuWLStQXURERKSMiQsiIiKiIjJgwABR+cGDB0UUCdGHQd+56ImoeNq9e7ewzkTbtm3h4uKi9tznz58L21WrVlU67uzsDCsrKwBAVlYWwsPDVdbz559/IiEhAUDBRlvING/eXIjn4cOHOH/+fIHqIyIiIjGucUFERERUROzt7WFjY4OUlBQA4ilxZKZPny6MxBg1ahR++OEHxMXFYeXKlfD394dEIkGFChXQqlUrDBgwQGWnTlZWFs6cOQN/f388evQI8fHxkEgksLOzw2effYaWLVuiZ8+eqFy5staYO3bsiIiICADA2rVr0alTJ6SlpeHQoUM4efIkwsLCkJKSAmtra7i5uaFTp07w8vISOpV0FRMTg8OHD+PmzZsICQlBcnIyzMzM4ODggFq1aqFNmzbw9PREyZIlNdZz8+ZNDB8+HABQpkwZ/PPPP5BKpdi9ezd27dqFqKgolClTBnXq1EHPnj3x559/4tatW0r1/PTTT/jpp58AABUqVMDFixeFYz4+PsI1zZo102m6qMePH+P48eO4c+cOIiIi8ObNG1hZWcHR0RGNGjVChw4d0L59e61TIv3+++/w9fUFkPfWsewN5qdPn+Lo0aP4559/EBMTg/T0dDg4OKBmzZro1KkTevfuDXNzc61x5odUKsWlS5dw4cIF3L9/H3FxcUhPT4etrS3Kli2L5s2bo3v37qhTp47aOtzc3FTuP3z4sGhkUt++fYWFfXVx6NAh4TnKu3Xrlugzd+7cic8//1xjXeHh4Th48CCuXLmC8PBwpKenw9HREa6urujRowd69OiBUqVK6RwbkNdez507h1u3biE2NhapqamwsbFBuXLl0Lx5c3h6eqJmzZp61akPiUSCv//+G6dPn8bjx4+RmJgIS0tLlC9fHu3bt4e3tzcqVKiAxMREtGjRQrjuwoUL+OyzzzTWnZycjGPHjuHq1asIDQ1FQkICjI2N4eDggNq1a6Nt27bo1asXLCwsNNYj/wzd3d2xb98+AMDr169x5MgRXL58GVFRUXjz5g3s7OxQtWpVdOzYEf369dPreRiiHcvI/xuxePFi9OvXDzk5Obh48SKOHj2Kp0+fIjY2FqVKlULZsmXh4eEBb29vODk5ieoJDQ3Fvn378M8//yAqKgrZ2dlwcnJCkyZN8MUXX+gUi4zi34WEhARkZmbC3t4elStXRqtWreDl5QVHR0ed69Tns7du3SqUBw0apPH81NRUYbt06dIqzyldujTS0tIAAG/fvlVZh+wz3dzc0LVrV73jVmXgwIHC+hYbN25Uu7g4ERER6Y+JCyIiIqIiJN8xbWZmpvX8pKQkDBkyBGFhYcI+2foKn332mVLi4ty5c5g/f77KpEhMTAxiYmJw9+5drFu3Dn369MHMmTP16twLDg7Gd999h5cvX4r2JyQk4Pr167h+/TrWr1+PX375BR4eHlrre/fuHVasWAE/Pz9kZWWJjkkkEqSlpeH169c4c+YMfvvtN0yePFlp5Io2ixYtws6dO4VyeHg4wsPDERERAUtLS73q0ldkZCTmzJmDq1evKh1LTk5GcnIynj17hr1796JWrVqYM2cOGjVqpHP9EokEy5cvx65du5Cbmys6FhUVhaioKFy6dAnr16/HihUr0KBBg4J+JZE7d+5g1qxZePHihdKxuLg4xMXF4dGjR9i8eTM8PDwwd+5cODs7GzSGwiaVSrF27Vps3LhRaUqaiIgIREREICAgAL6+vli+fLkwD74moaGh+Pnnn1UmzeLj4xEfH49Hjx5hy5Yt6NatG+bOnQs7OzuDfScAuHfvHn788Ue8fv1atD8lJQUpKSl48uQJduzYgSlTpoim5tFGKpViy5Yt2LBhg6gDWiY9PR1hYWE4c+YM1qxZg+nTp+td/8aNG+Hr66v0b0ZsbCxiY2MREBCADRs2YMGCBejYsaPWOgu7Hb9+/Ro//vgj7t27J9qfmZmJhIQEBAUFYefOnfj999/RrFkz5OTkYP369Vi/fj2ys7OV6nr9+jUOHz6M77//HqNHj9b6+ZcuXcKiRYuUnjUAREdHIzo6GgEBAVi7di2++uorTJgwwaCjnU6fPi2sM2FnZ4d27dppPN/MzEz43uqSubI1MACoHEmxc+dOJCcnAwAmTpxosHVyevfujaVLlyI3NxcPHz7Ew4cPUb9+fYPUTURE9KnjVFFERERERSQ2NlboSAGAcuXKab1mwYIFoqSFPMUOuRUrVmDChAlKSQtra2s4OzuLEiU5OTk4dOgQvL291davKDw8HCNGjBAlLezs7GBvby86Ly4uDuPHj4efn5/G+pKSkjBw4EDs2rVL1AFpYmICJycn2NraKtU7c+ZMzJkzR6mTXp1r166JkhbyPDw84OTkBFdXV1SoUEF0zMHBAa6uriqP6erhw4fo3bu3UtLCwsIC5cqVUxqV8uTJEwwfPhyHDh3Sqf7c3FxMmTIFO3bsEO6HpaUlypUrpzS6Ijw8HCNHjlRKOBXE7t274ePjo9TZa2VlpTKGCxcuoH///ggMDFSqS3avXV1dhUV4ZXXJH3NwcNArxlKlSgnXyr/Zb2FhIaq3RIkSauuYPXs21qxZIyQtTExM4OzsrPQmeExMDL7++ms8ffpUY0wBAQEYNGiQUtKiVKlSKF++vCiZJpVKcerUKQwYMEBlp3p+Xb58GT4+Pkod2ba2tnB0dBQ6gtPT0zF//nysXbtWp3olEgkmTZqE5cuXi5IWst90mTJlRJ3MMTEx+N///ieMHNLF4sWLsWrVKuHfDNnvSXE0VkJCAr777jvcuXNHY32GbMeqREZGYujQoaKkhZ2dHcqUKSM6Lzk5GWPHjkV8fDx++eUX/P7770Lnvey5yHe+S6VSrFixQut0RVu2bMG4ceOUnrW9vT3Kli0r+rvw7t07rFu3DqNHj8a7d+90+n662Lt3r7Ddtm1brUkRa2trYVs2QlGeVCoV7Zc/H8gbgbF9+3YAeetLGXJUhL29vShRIf/diIiIqGA44oKIiIioiCh2SLds2VLj+Q8ePFD5RjYA1KlTR5T42LZtGzZt2iSUzc3N8eWXX2LQoEHCXOISiQRXr17Fb7/9huDgYAB5c4mPGTMG+/bt0zryYvny5UJnYf/+/TF27Fi4uroCyOsY37JlC/z8/CCVSiGVSjFv3jzUqFFD5QiCjIwMjBo1Cv/995+wz9XVFd999x08PDyEzlvZFFIbN25Eeno6gLyOInt7e0yePFljvLm5uRqnFfLw8BAWiA0PDxeNEPnhhx/Qr18/jfVr8uLFC4waNUo0hcnnn3+O8ePHo0mTJkLHXXBwMHbs2IFDhw5BKpUiKysLs2bNgpOTE1q3bq3xMy5cuCA8jw4dOmDs2LGoX78+jI2NkZubiytXrmDx4sVCsiI1NRUrV67EmjVr8v29ZE6dOoX58+cLCRNjY2N4e3vDx8cH1atXB5CXHLt16xZ8fX2FzuO4uDiMGTMGhw4dEr2xfu7cOWFbfnqyLl266DU1lKIuXboIi/vKT9/j7u6u0xRfQF6iAcj7zY0dOxbt27cXOrMDAwOxZMkS3L59G0DelDizZ8/G/v37Vdb14sULjB8/XpjixsTEBIMHD8bQoUNRrVo14bwnT55g+/btOHLkCIC89jlu3DgcOHBA7+moFIWFhWHy5MmiZKG3tzdGjRqFihUrAgASExNx8OBBrFu3Dunp6fjzzz91qnvBggU4c+aMUK5atSrGjx+P9u3bC4m6t2/f4ty5c/j9998RGRkJANiwYQPKly+vdQqhx48fC2sDNW7cGBMmTECzZs2EZNedO3ewdOlSPHz4EEDe81i0aJHaZKCh27Eq69atQ05ODszNzTFmzBgMHjxYSFq8evUKs2bNEtplWloahgwZIiQZ+vfvjzFjxgjPJSYmBitXrhTaBQD4+vqq7Zg/ceIEfv31V6FsY2ODsWPHolevXsKUUFlZWbh58yZ8fX2F5Mq1a9cwa9YsrFixQuN300V8fDzu3r0rlNu3b6/1mmrVqgkJ+P/++09pRMOLFy8gkUgAACVLllRaL2P79u1CYsOQoy1k2rRpg/v37wMAzp8/j3nz5nE9HiIiIgPgiAsiIiKiInDz5k2sX79eKJuYmGDgwIEar5F1ZlWsWBHr1q3D3bt3ce3aNaxcuRJfffWVcF5kZKTojeXSpUtjx44d+OGHH0QdOubm5vDw8MCBAwdE832HhoaKOrfUkXV0/vLLL1i0aJGQtACAzz77DD///DMWLFgg7MvJyRGV5e3cuROPHj0Sys2bN8fhw4fRq1cv0Rvnzs7OGDt2LPbu3Suae33Dhg1Cx5E6iYmJePbsGUxNTTFx4kT4+/vj33//xd69ezFq1Ci16yoYwoIFC0Sja7755hthHQX5Di43NzcsWrQIK1euFDpfc3JyMHXqVKFzWx3Z85g4cSI2bNiABg0aCG+zGxsbo3379vDz8xO92X3x4kWV0/foIzU1FfPmzRM6e83MzLBmzRrMmzdP6OwF8tp4ixYt8Oeff8LHx0fYHx8fj5kzZxYohvete/fu8PPzQ5cuXURv4NetWxfbtm1DrVq1hH0PHz5UO4pJ/rlaWFhg8+bNmDNnjihpAQC1atXC0qVLsXTpUqHT9cWLF1i9enWBv8vChQuFJCAAzJs3DwsWLBA6x4G8t8pHjRqFv/76S2nkkzr+/v6it887dOiAQ4cOoWfPnqLRRaVLl0a/fv1w6NAhUYf0woULERsbq/EzZG1+wIAB+PPPP9GyZUvRCJ0mTZrgzz//RI0aNYR9QUFBCA0NVarrfbXjnJwcmJmZYevWrZgwYYLo91ixYkWsXbtWdI9lSYsff/wRixYtEj0XZ2dnLF26VJTUfPLkicqpAePj4zF79myh7OLigiNHjuDrr78W/VtqZmaG1q1bY/fu3aLE0YkTJ0QJxfy6dOmSaIRc48aNtV7TpEkTYVs+SaNqX9OmTUX/pqakpGDHjh0A8n6fukwVpi/5+JKTk0WJGSIiIso/Ji6IiIiI3pOMjAzcvXsXc+fOxVdffYWMjAzh2BdffIEqVaporcPW1hZ//vknPDw8UKpUKTg6OqJnz57o1auXcM66deuEt08BYP78+RrXSTA3N8evv/4q6pw7ePAgoqOjtcYzaNAgDB48WO3xAQMGiNagCAoKws2bN0XnpKWlYcuWLULZ2dkZa9as0fgmeY0aNbBy5UqhE1cqlWLdunVa4wWAuXPnYsKECcL0TA0aNMAPP/yg07X5IUswybRr1w5Tp07VeE2PHj2E0R9AXtJlz549Wj/L3d0dEyZMUHvczs4OI0aMEMpZWVkICgrSWq8mu3btQmJiolCePHkyOnfurPZ8IyMjzJw5UzTC6OrVq8Jb8cWds7MzFixYoHZxc3Nzc4waNUq0T9U9vnbtmihZN23aNLRq1UrjZ3t5eWHYsGFCef/+/aJ7r6/Q0FBcunRJKPfr10/jKIfatWtj/vz5OtW9YcMGYbtChQpYtWqVxim47Ozs8PvvvwtTeGVmZuKPP/7Q+jlly5bFzz//rHJdAyAvITRu3DjRPtkoDXnvsx0PHTpU7don1tbWSusB1atXDyNHjlRbn7e3t6gsP3JNZufOnUKCysTEBL6+vihfvrzaOo2NjTF37lzRYvDyzzS/5Dv1bW1tdVobxMvLS5jC6vbt25g1a5aweP3OnTtFfz+GDh0qunbbtm3CSLfvvvuuwPGropj0ZuKCiIjIMJi4ICIiIiqgmJgYdO7cWe3/PDw80KJFCzRs2BBDhw6Fn5+faCHRNm3a4Mcff9Tps4YNGwYnJye1x6VSqWiO85o1a6J79+5a67WwsBB1lGdlZeH06dMarzEzM8OkSZO01j127FjR1BynTp0SHb9x44ZofvKvv/4aNjY2Wutt1qwZ2rRpI5SvXLmCpKQkjddUqFBB78W8C+rs2bOi8v/+9z+drhs5cqTozetjx45pvUaxA1MVd3d3UVnbPdNG/vs5ODhg+PDhWq8xMjJSug+6fL/iwNvbW+v0TIqJQlVJwIMHDwrbdnZ2WkdcyXzxxRfCdkZGBi5fvqzTdarI33MjIyOlDn5VunTpIurMViU0NFS0hsPw4cOV1pxQpWzZsqJkgfw0U+rId2qro0ubf5/teMiQIRqPy48QAYA+ffpoPL9SpUqisqp1IOSnx2rfvr3WZwjkJTjkEwGBgYHCtG35JZ800nWUW/ny5UWLju/fvx9t2rRB48aNsXDhQuHvabdu3dChQwfhvKSkJGEKuAYNGmhdBDy/7OzsRH+XVSXGiIiISH9MXBAREREVUHZ2Nl6/fq32f+Hh4UhMTFRaQNra2hqTJ0/Gpk2bRNObaKJtHYzHjx+LOuV69uyp8/fo3LmzaMHiGzduaDy/RYsWOi2O7OLiIuqgks3/LyNbM0CmR48euoQLAPD09BS2pVKpUt2KmjdvrvbN7MJy/fp1Ybty5cqiaYQ0KVGihGiu+v/++09rkkFx7ndVFBcBlh/5o6+kpCQ8efJEKHfq1EntSARF9evXF00vpjgSp7hS7ARXRfF3oWphY/lFops2baq1812mcuXKsLe3F8rq1r3Rhfxv3M3NTfQ8NOnWrZvG44oLYLdo0ULnmOSTPhEREcK6F+ro8jzkp0IClNv8+2zHpUuXRuXKlbWeI6927doaz5efeguAaMQdkDetWFxcnFDW53koTuWk7d9YTXJzc0XTpilOiabJxIkTRVNzKeratavSFIdbtmwRpmKbOHGintHqR37EomwdISIiIioYLs5NREREVMhMTExgZWUFKysrlCtXDrVq1ULDhg3RuXNnjVOnqFKvXj2Nx1+8eCEq161bV+e6zczMUKtWLWGtCMW6FOnSYShTu3ZtPH36FEDeArTZ2dlCskb+c5ydnTWOKFGkeD+eP3+u1/nvg/z30+d5AHnxHjhwAEBeYubFixews7NTe778Au3qKHbISqVSvWKS9/LlS9H1+t7fevXqCXP4a2tvxUV+7nF2draoHB8fL1q/4fr16xqnJVIkv8h7eHi4ztcpkp9SSFvnuDxt7fjx48ei8rhx43RerFgxyRMWFqZxSiNDtPn32Y51iVdx8WhNv3lV5yuST8oAeVM+7dy5U2scAJQS7urWa9FFdHS0aBF4XddLAfK+46xZs9CtWzccOHAAwcHByMnJQZUqVdCnTx/RSAsASEhIwO7duwHkJcPk1wGRefPmDe7du4ekpCTY2tqiQYMGesUkT/66iIgISKVSgy8CTkRE9Klh4oKIiIiogCpUqICLFy8W+ueUKlVKNCJCFcU38hXfNNZG/m18+cWkVdGlA05G/g3xrKwsvHnzRtgnH7O+8Sqery1mxdEGhS01NVXUUVeQ5wFo/36Kb17roiCJC0O2t6ysLKSmpmqdhqmo6ZtsVEVxXYrU1NR8L5KurU1ouk5+UW5dRk/JaHvOiu2iINMLvY82/z7bcX7at66jP9RRbG/x8fH5riu/7Q1QnsJKcWSJLpo0aSJaDFudTZs2Ce1bcW2LjIwMLF++HH5+fqJ/n01MTNC3b19MmzYN1tbWesUl/10kEgnevXsHS0tLveogIiIiMU4VRURERPSB0KUjRbHzU9+OE/l56FVNbyNPnw5Dxfnt5acykY+5IPEC2mPOT0dZQcimKZHRt5NV8X5om9ZJ17faDcWQ7Q0o2LRV74sh3qKWHzFRUIptTFeK91qfhIy29SoM+f3kkyuqGGLqt/fZjnWdFtCQ3ufz0OfawkpSxsXFwc/PD0DeNGzyU2Pl5ubiu+++w65du0RJCwDIycnBgQMHMGzYMLx580avz1T826LtbxERERFpxxEXRERERB8IXTpMFTvc9O1kku8E1dY5qTiPuq71AuI45bcLEi+gPeb3PXWH4vPQt5NZ8XxDvO1vSIZsb0Dx+36FRbGdTp8+HV999VWRxqBP29TWKSv/HK2srPDvv//qF9x79rG3Y8VnfejQIdSpU+e9x6H4729hJVo3btwoJI8UR1vs27dPWNDe0dERCxcuRIsWLfDixQvMmTMH9+/fx3///Yf58+crrZmhiWICjdNEERERFRxHXBARERF9RBTn55ZfkFUXMTExwrb89E6q6DNliPx8/paWlqLRI/IxFyReQHvM71vp0qVFb1gX9PvpM53P+1DQ9ibfLkqUKJGvaX8+RIr3rSBTKeWXtbW1aEFwfaYPSkhI0Hhc/vulpaUVaHqh9+Fjb8fFob0ByiPOCmNUQnR0NPbu3QsAaN68OZo1ayYck0ql2LJli1D+9ddf0a5dO5ibm8PNzQ0bN24U/jadOHFCr/U8FL9LcZ/yjoiI6EPAxAURERHRR6RGjRqi8sOHD3W+ViKRiBbrrVixosbzZYtt60J+sV43NzfRserVqwvbMTExSp31mjx69EhU1hZzUahWrZqwrRivNornu7q6GiQmQ6levbrozWJ92hsg/n6urq6fzFvKzs7Ooo7N27dv63V9XFyc0qLJ+jIyMhL9FvX5PSsu9qyoatWqovKdO3d0rrsg633k18fejqtUqSIq69PesrKylNbIyC8bGxtRWd/pmHSxfv16YTTgxIkTRceePn0qJCOcnZ1FU0gBeQmejh07AsibUsrf31/nz5WfjsvCwqLA65IQERERExdEREREHxU3NzfRaIa///5b52vPnDkjmvO7cePGGs+/evUqcnJytNYbEhKC58+fC+WWLVuKjjdt2lRU1ifmkydPisraYtaVITse5b/fy5cvERQUpNN17969Ey36XrVqVdjZ2RksLkOwsbERJZ7Onz+v8xRi//77LyIjI4WyoZ7dh8DExASNGjUSyk+fPkVwcLBO17569Qpt2rRB/fr10bFjR/z222/5jkP+bfRnz57p/Ib5+fPnda4XAI4dO6ZzTPPmzUPjxo3RrFkzeHl5ISoqSudr8+tjb8d16tQRjXY4ffq0zt/v6NGjaNGiBRo0aIDu3btrffaaODk5iabRMvSzjYyMxMGDBwEArVq1UlrEW/7fXsUkv4x8O5BPuGsjP4qlOCbQiYiIPkRMXBARERF9RIyNjdGjRw+hHBwcrFMiIDMzE+vXrxfV07VrV43XxMbG4ujRo1rrXrdunbBtZGSE3r17i463adNGNJXJtm3bdJpa5ubNm7h+/bpQbtq0KcqUKaP1Ol0ozlculUrzXVevXr1E5dWrV+t03datW0VvJHfr1i3fMRQm+e+XmJiI7du3a71GKpUqdbi/7+8n/4wL8nzzS/F3sHz5cp3iWLNmDaRSKbKyshAREaH0Nr0++vfvL2xLpVJs3rxZ6zW3bt3CvXv3NJ5Tt25dVK5cWSifO3dOp3UuQkJChGRkSkoK3r17h3Llymm9zhA+1HasCxMTE/Ts2VMox8bG6vT9MjMzsWHDBgB5idSXL18WaG0MY2NjUae+PlMx6WLdunVC8l1xbQsAopEjiqM/VO1PSkrS+bPDw8OFbfm2T0RERPnHxAURERHRR2bkyJGidRXmzJmjsaNRIpFg6tSpCA0NFfb16NFDp2mJFi1ahMDAQLXHd+7cKRoV0b17d1SqVEl0TsmSJeHj4yOUY2NjMWnSJI2LBYeEhGDKlCmijt6xY8dqjVdXiovrFmTqGnd3d3z++edC+cqVK1oXfT116pQokWRtbY1hw4blO4bCNGTIENEonzVr1mh8K1sqlWLRokW4ceOGsK9hw4Zo3rx5ocapSH7B4vc9NRGg/Bu7cuUKlixZojF54efnhxMnTghlV1fXAnWUV6tWDR06dBDK+/bt05iMDAsLw7Rp07TWa2xsjNGjRwvl3NxcTJo0CSEhIWqvSUpKwv/+9z9kZ2cL++TrKGwfajvWleLfhd9++w2nT59We35OTg5mzpwpSi707t27wImkevXqCdv6jGjQJiwsDIcPHwYAtG3bFg0aNFA6R/63pZiclpEfRajrqJTk5GTRqBv570hERET5x8QFERER0UfG1dUVU6dOFcpv377F8OHDsWLFCtFboRKJBBcvXsTAgQNx5swZYX+5cuUwY8YMnT7r7du38PHxwdatW0WjJJ4/f45p06Zh4cKFwj57e3tMnz5dZT2jR49G/fr1hfKNGzfQt29fnDhxAunp6cL+uLg4bNq0CQMHDhQtoDto0CC0bt1ap5h1YWNjI1q4+OjRoxoTKdosXLhQ9Cbvli1b8OWXX+LWrVuijrJnz55h1qxZ+P7770UduHPmzCl2C3PLlC5dGosXLxam18rKysLEiRMxZ84cUUd1Tk4Obty4geHDh2Pnzp2i6+Xbyfsiv5D7s2fP9FqHwRBMTEywfPlyUTvbvn07hg8fjoCAANHzf/78OWbPno25c+cK+4yNjTFv3jzR9fkxZ84cWFpaAsjr2J0+fTp++eUXvH79WjgnNTUVfn5+8Pb2FnXQyqiaWq1v377o1KmTUI6NjcXAgQOxYcMG0To2GRkZ+Pvvv9G/f3/RGjuff/45+vbtW6Dvpo8PtR3rqlKlSqK/C9nZ2Zg8eTJmzpwpmqYsNzcXd+7cwYgRI3D8+HFhv6OjI6ZMmVLgOOTXlUhOTjbYqIu1a9cKvxnFtS1k5NeVkV+TQp78KLfSpUvr9NmKaxEprp1BRERE+WOq/RQiIiIi+tCMGDECMTEx2LZtG4C8JMWmTZuwadMm2NraokSJEkhISBCtaQEAFSpUwObNm3XqJK9UqRIiIiKQnp6OZcuWYcWKFXBwcIBEIlGa6ql06dLYsGEDnJ2dVdZlbm4OX19fjB49Wlgk+NWrV5gyZQpMTU3h4OCArKwsJCUlKb2R7unpiTlz5uh6a3RibGwMNzc3YTRJUFAQWrVqBXt7e0gkEly5ckXtG7uquLi4YO3atZgwYYJwb27cuIEbN26gRIkSsLe3x9u3b5U604yNjTFjxgyl6aaKm06dOmHGjBlYsmQJcnJykJubi71792Lv3r0oXbo0SpcujcTERGRkZIius7W1xdq1a5UWc34f6tSpI8yHn52djS+++AJly5ZFdnY2Zs6cie7duxd6DO7u7li+fDmmTZsm3Jtbt27h1q1bsLCwgIODA9LT05V+T8bGxpg7d65BOkjLly+PNWvW4Ntvv4VEIkFubi52796N3bt3w9bWFhYWFkhISBA6hY2MjNCgQQPRKC75N/lljIyMsHTpUowfP14YlZCWloZVq1Zh1apVsLOzQ4kSJRAfH6/071CtWrWwevVqvX5jhvAhtmN9KP5dkEqlOHDgAA4cOIBSpUrBxsYGSUlJomQxkPf91q1bBycnpwLH0LJlS5iamgrt6caNG3BxcSlQnS9fvhTWUenQoYMoCS5Pfgon+SSZPPkkjuLoQHUCAgKEbQcHB9SuXVun64iIiEgzjrggIiIi+khNmzYNK1asQNmyZUX7k5OTER0dLeosNDY2Rr9+/XDw4EGdO98aNmyItWvXCkmOnJwcxMbGKnWyNm3aFIcOHYK7u7vG+pydnbFnzx4MGTJE9BZ5dnY2YmJikJiYKEpa2NvbY8GCBVixYoXKjtOCmjp1qiiOd+/eISIiAnFxcXj58qXe9TVt2hQHDhxQGhmSkZGByMhIpaRFjRo1sGvXLtE0WsXZ8OHDsWXLFqU1F96+fYvIyEilzt6OHTvi0KFDSgvovi8DBgwQLdArlUoRFRWFuLg4g05ho023bt3w119/KXW2ZmZmIjIyUun3VKFCBWzatAmDBw82WAxt2rTB5s2blTqQk5OTERMTI3QyW1tbY8WKFUrTU5mbm6ust1SpUti6dSvGjRsnjOqQSUpKQlRUlOjfISMjIwwcOBB//vmnaETM+/ShtWN9qfu7kJqaKiSi5TVt2hR79+5VmwzQl729vejfwCtXrhS4Tl9fX2HkmrrRFkDeFE6yf9MjIiJE03wBeW3y8uXLQrlp06Y6ff7Vq1eFbU9Pz/eecCMiIvpYccQFERER0UfM09MTXbp0wd9//40rV64gMDAQCQkJyMjIQOnSpVG1alU0b94cffr00WlNC0Xt2rXDyZMn4efnh7NnzyIsLAyZmZlwdnZG48aN0adPH7Rs2VLn+iwtLfHzzz/jm2++wfHjx3H9+nW8evVKWCTV0dERderUQYcOHdCjRw+ltSgMqXnz5tizZw+2bt2Kf//9F4mJiTA1NUWZMmUQHx+fr0WRXVxcsHXrVty/fx9nzpzBzZs3ER0djZSUFJibm6NChQpwd3dH165d0aZNG5VT8BRnLVu2xMmTJ3H+/HlcunQJ9+/fR0JCAlJTU2FlZYVKlSqhWbNm6NWrF2rWrFmksVpYWGDPnj3YtGkTzp8/L3Si29jYKI0AKGx169bF/v37cf36dVy8eBF37txBTEwM3rx5A3Nzczg5OaFu3brw8PBAp06d1CYKCqJ58+Y4ceIETpw4gXPnzuHZs2eIj4+Hubk5XFxc4OHhgSFDhsDBwQGbNm0SrjMyMoKVlZXaek1NTTF58mQMHz5c+E0/e/YMSUlJyMrKQunSpVGlShU0adIEffv21fkt98L0IbXj/JD9XTh9+jSuXr2Khw8fIjExEenp6bCyskL58uXh7u4OT09PnTvv9dG3b1/4+/sDAK5du4b09HSlxJauQkNDhXWUOnXqpHHx8NKlS6Nr167COjE//PADFi9ejM8//xwvX77EnDlzhARyxYoVdfrb9fLlS9Hojfc5vRkREdHHzkiqafU3IiIiIiI5HTt2REREBIC8DpolS5YUcURE9L4tX74cmzdvBgDY2dkpvblOpEl2dja6dOki/C1ZunQpvLy88lXX5MmTcerUKRgZGeHIkSNaE0mRkZHo3bu32jUugLwRiH/88YdOC62vXr0a69evBwA0a9YMu3bt0u8LEBERkVocw0hERERERPQJev78OQICAhAREYHc3Fy9rpORXzeASBempqYYMWKEUJatNaOv4OBgnD59GgDQpUsXnUa/lC9fHlu3blW7jpOlpSVWrVqlU9IiOzsbR44cEcrffPONboETERGRTjhVFBERERER0SfowYMHmD59OgDAzMwMFy5cgLOzs8ZroqKiROsANGjQoDBDpI/UwIEDsXXrVkRHR+PWrVsICgrSOM2TKocPH4aLiwuMjIwwYcIEna9zd3fH6dOnsXv3bvzzzz9ITEyEjY0NmjZtiqFDh2r9DcicOXMGUVFRAPJ+B+3atdMrfiIiItKMU0URERERkc44VRTRx+Pp06fo06ePUB41ahR++OEHtednZGRg7NixCAgIEPYdPnwYtWvXLtQ46eN06NAh/PTTTwCAnj17YuXKlUUckX769++PwMBAAMBff/31wSzQTkRE9KHgVFFERERERESfoJo1a4rect+8eTN++uknPHnyBDk5OcL+zMxMXL58GV988YUoadG3b18mLSjfvLy84O7uDgA4deoUgoODizgi3Z07d05IWvTs2ZNJCyIiokLAERdEREREpDOOuCD6uDx+/Bg+Pj5ITU0V7TcxMUGZMmUglUqRkJAgSmQAQNOmTbF582aULFnyfYZLH5lnz56hb9++yMrKQocOHbBhw4aiDkmrnJwc9O7dGyEhIbC1tcWpU6dgb29f1GERERF9dDjigoiIiIiI6BNVu3Zt7N69G3Xr1hXtz8nJQUxMDGJjY0VJCzMzM3z99dfYtm0bkxZUYNWrV8f//vc/AMClS5dE66cUV3/++SdCQkIAAPPmzWPSgoiIqJBwcW4iIiIiIqJPmJubGw4cOICAgACcPn0ajx49QmRkJFJTU2FsbAw7OztUq1YNzZs3R58+fXRevJhIF19//TXu3r2LCxcuYMGCBWjevDksLCyKOiyV4uLisGbNGgCAj48PunbtWsQRERERfbw4VRQRERERERERERERERUbnCqKiIiIiIiIiIiIiIiKDSYuiIiIiIiIiIiIiIio2GDigoiIiIiIiIiIiIiIig0mLoiIiIiIiIiIiIiIqNhg4oKIiIiIiIiIiIiIiIoNJi6IiIiIiIiIiIiIiKjYYOKCiIiIiIiIiIiIiIiKDSYuiIiIiIiIiIiIiIio2GDigoiIiIiIiIiIiIiIig0mLoiIiIiIiIiIiIiIqNhg4oKIiIiIiIiIiIiIiIoNJi6IiIiIiIiIiIiIiKjYYOKCiIiIiIiIiIiIiIiKDSYuiIiIiIiIiIiIiIio2GDigoiIiIiIiIiIiIiIig0mLoiIiIiIiIiIiIiIqNhg4oKIiIiIiIiIiIiIiIqN/wc3narYxg+QbwAAAABJRU5ErkJggg==", "text/plain": [ - "<seaborn._core.plot.Plot at 0x17fee8070>" + "<seaborn._core.plot.Plot at 0x316e26e20>" ] }, - "execution_count": 33, + "execution_count": 29, "metadata": { "image/png": { "height": 378.25, @@ -903,6 +912,16 @@ ], "source": [ "p = so.Plot(melted, x='Proportion of the genome (%)', y='Species', color='Repeat element').add(so.Bar(), so.Stack())\n", + "\n", + "p = p.theme({\n", + " 'axes.facecolor': 'white',\n", + " 'axes.edgecolor': 'black',\n", + " 'xtick.labelsize': 16,\n", + " 'axes.labelsize': 15,\n", + " 'grid.color': 'black',\n", + " 'grid.alpha': 0.2,\n", + "})\n", + "\n", "p.save('./figs/repeat_makeup.svg', bbox_inches=Bbox.from_extents(0, 0, 10, 7))" ] }, diff --git a/07-analysis/hoxfinder.ipynb b/07-analysis/hoxfinder.ipynb index 5dea45f..4eace14 100644 --- a/07-analysis/hoxfinder.ipynb +++ b/07-analysis/hoxfinder.ipynb @@ -22,8 +22,7 @@ "from sklearn.datasets import make_blobs\n", "\n", "from matplotlib import pyplot as plt\n", - "from matplotlib.patches import ConnectionPatch\n", - "import matplotlib.colors as mcolors" + "from matplotlib.patches import ConnectionPatch" ] }, { @@ -42,17 +41,6 @@ "metadata": {}, "outputs": [], "source": [ - "# read file, name columns\n", - "def read_aln(m8, id_sep=None):\n", - " hox = pd.read_csv(m8, sep=\"\\t\", header=None)\n", - " m8_columns = ['query', 'target', 'seq_id', 'ali_len', 'no_mism', 'no_go',\n", - " 'q_start', 'q_end', 't_start', 't_end', 'eval', 'bit']\n", - " hox.columns = m8_columns\n", - " # trim the query to just the ID\n", - " if id_sep is not None:\n", - " hox[\"query\"] = hox[\"query\"].str.split(id_sep).str[1]\n", - " return hox\n", - "\n", "def read_gff(loc):\n", " gff = pd.read_csv(loc, sep=\"\\t\", header=None, skiprows=1)\n", " gff_columns = ['seqid', 'source', 'type', 'start', 'end', 'score', 'strand', 'phase', 'attributes']\n", @@ -121,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -179,785 +167,69 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "1068555bp long" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# AbdA search\n", + "1068555bp long\n", "\n", - "I searched for \"Araneae abdominal A\" on NCBI and found a few sequences. I then used the `mmseqs\n", - "easy-search` command to map those against the genome assembly. I will now parse the results and plot\n", - "the alignments." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "abda_loc = '/Volumes/scratch/pycnogonum/genome/draft/hox/araneae_abdA.m8'\n", - "abdA = read_aln(abda_loc)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "names = {\n", - " \"XP_054713341.1\": \"abdA P. tepidariorum\",\n", - " \"XP_055947933.1\": \"abdA, partial P. tepidariorum\",\n", - " \"XP_054721767.1\": \"abdA, partial P. tepidariorum\",\n", - " \"PRD32955.1\": \"abdA, partial Steatoda triangulosa\",\n", - " \"BBD75264.1\": \"hox prot. abdA homolog A. bruennichi\",\n", - " \"CAX11343.1\": \"hox prot. abdA homolog isoform X2 A. bruennichi\",\n", - " \"PRD35417.1\": \"hox prot. abdA homolog isoform X1 A. bruennichi\",\n", - " \"AAF73209.1\": \"hox prot. abdA homolog isoform X1 A. bruennichi\",\n", - " \"XP_055947932.1\": \"hox prot. abdA homolog U. diversus\",\n", - " \"XP_055947936.1\": \"hox prot. abdA homolog isoform X1 A. bruennichi\",\n", - " \"XP_055947935.1\": \"hox prot. abdA homolog isoform X1 A. bruennichi\",\n", - " \"XP_055947934.1\": \"hox prot. abdA homolog U. diversus\",\n", - " \"AAF73207.1\": \"UNVERIFIED: abdA T. clavipes\",\n", - " \"XP_055926568.1\": \"UNVERIFIED: abdA T. clavipes\",\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "best = abdA.sort_values('bit').drop_duplicates('query', keep='last')\n", - "best.set_index('query', inplace=True)\n", - "best['name'] = best.index.map(names)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>target</th>\n", - " <th>seq_id</th>\n", - " <th>ali_len</th>\n", - " <th>no_mism</th>\n", - " <th>no_go</th>\n", - " <th>q_start</th>\n", - " <th>q_end</th>\n", - " <th>t_start</th>\n", - " <th>t_end</th>\n", - " <th>eval</th>\n", - " <th>bit</th>\n", - " <th>name</th>\n", - " </tr>\n", - " <tr>\n", - " <th>query</th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " <th></th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>AAF73207.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.925</td>\n", - " <td>81</td>\n", - " <td>2</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>26</td>\n", - " <td>2565363</td>\n", - " <td>2565283</td>\n", - " <td>1.096000e-07</td>\n", - " <td>49</td>\n", - " <td>UNVERIFIED: abdA T. clavipes</td>\n", - " </tr>\n", - " <tr>\n", - " <th>AAF73209.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.962</td>\n", - " <td>81</td>\n", - " <td>1</td>\n", - " <td>0</td>\n", - " <td>1</td>\n", - " <td>27</td>\n", - " <td>2565363</td>\n", - " <td>2565283</td>\n", - " <td>9.690000e-10</td>\n", - " <td>55</td>\n", - " <td>hox prot. abdA homolog isoform X1 A. bruennichi</td>\n", - " </tr>\n", - " <tr>\n", - " <th>BBD75264.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.866</td>\n", - " <td>222</td>\n", - " <td>10</td>\n", - " <td>0</td>\n", - " <td>138</td>\n", - " <td>212</td>\n", - " <td>2916673</td>\n", - " <td>2916452</td>\n", - " <td>8.843000e-32</td>\n", - " <td>130</td>\n", - " <td>hox prot. abdA homolog A. bruennichi</td>\n", - " </tr>\n", - " <tr>\n", - " <th>PRD35417.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.866</td>\n", - " <td>222</td>\n", - " <td>10</td>\n", - " <td>0</td>\n", - " <td>8</td>\n", - " <td>82</td>\n", - " <td>2916673</td>\n", - " <td>2916452</td>\n", - " <td>5.455000e-34</td>\n", - " <td>130</td>\n", - " <td>hox prot. abdA homolog isoform X1 A. bruennichi</td>\n", - " </tr>\n", - " <tr>\n", - " <th>XP_055947933.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.866</td>\n", - " <td>222</td>\n", - " <td>10</td>\n", - " <td>0</td>\n", - " <td>139</td>\n", - " <td>213</td>\n", - " <td>2916673</td>\n", - " <td>2916452</td>\n", - " <td>5.550000e-32</td>\n", - " <td>131</td>\n", - " <td>abdA, partial P. tepidariorum</td>\n", - " </tr>\n", - " <tr>\n", - " <th>XP_054713341.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.866</td>\n", - " <td>222</td>\n", - " <td>10</td>\n", - " <td>0</td>\n", - " <td>140</td>\n", - " <td>214</td>\n", - " <td>2916673</td>\n", - " <td>2916452</td>\n", - " <td>5.910000e-32</td>\n", - " <td>131</td>\n", - " <td>abdA P. tepidariorum</td>\n", - " </tr>\n", - " <tr>\n", - " <th>XP_055926568.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.788</td>\n", - " <td>252</td>\n", - " <td>18</td>\n", - " <td>0</td>\n", - " <td>162</td>\n", - " <td>246</td>\n", - " <td>2916679</td>\n", - " <td>2916428</td>\n", - " <td>3.880000e-31</td>\n", - " <td>131</td>\n", - " <td>UNVERIFIED: abdA T. clavipes</td>\n", - " </tr>\n", - " <tr>\n", - " <th>XP_055947935.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.866</td>\n", - " <td>222</td>\n", - " <td>10</td>\n", - " <td>0</td>\n", - " <td>139</td>\n", - " <td>213</td>\n", - " <td>2916673</td>\n", - " <td>2916452</td>\n", - " <td>5.550000e-32</td>\n", - " <td>131</td>\n", - " <td>hox prot. abdA homolog isoform X1 A. bruennichi</td>\n", - " </tr>\n", - " <tr>\n", - " <th>XP_055947932.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.866</td>\n", - " <td>222</td>\n", - " <td>10</td>\n", - " <td>0</td>\n", - " <td>139</td>\n", - " <td>213</td>\n", - " <td>2916673</td>\n", - " <td>2916452</td>\n", - " <td>5.550000e-32</td>\n", - " <td>131</td>\n", - " <td>hox prot. abdA homolog U. diversus</td>\n", - " </tr>\n", - " <tr>\n", - " <th>XP_055947934.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.866</td>\n", - " <td>222</td>\n", - " <td>10</td>\n", - " <td>0</td>\n", - " <td>139</td>\n", - " <td>213</td>\n", - " <td>2916673</td>\n", - " <td>2916452</td>\n", - " <td>5.550000e-32</td>\n", - " <td>131</td>\n", - " <td>hox prot. abdA homolog U. diversus</td>\n", - " </tr>\n", - " <tr>\n", - " <th>CAX11343.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.652</td>\n", - " <td>336</td>\n", - " <td>40</td>\n", - " <td>0</td>\n", - " <td>121</td>\n", - " <td>235</td>\n", - " <td>2916673</td>\n", - " <td>2916338</td>\n", - " <td>2.771000e-32</td>\n", - " <td>131</td>\n", - " <td>hox prot. abdA homolog isoform X2 A. bruennichi</td>\n", - " </tr>\n", - " <tr>\n", - " <th>XP_054721767.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.788</td>\n", - " <td>252</td>\n", - " <td>18</td>\n", - " <td>0</td>\n", - " <td>162</td>\n", - " <td>246</td>\n", - " <td>2916679</td>\n", - " <td>2916428</td>\n", - " <td>3.003000e-31</td>\n", - " <td>132</td>\n", - " <td>abdA, partial P. tepidariorum</td>\n", - " </tr>\n", - " <tr>\n", - " <th>PRD32955.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.807</td>\n", - " <td>246</td>\n", - " <td>16</td>\n", - " <td>0</td>\n", - " <td>7</td>\n", - " <td>89</td>\n", - " <td>2916673</td>\n", - " <td>2916428</td>\n", - " <td>8.709000e-34</td>\n", - " <td>133</td>\n", - " <td>abdA, partial Steatoda triangulosa</td>\n", - " </tr>\n", - " <tr>\n", - " <th>XP_055947936.1</th>\n", - " <td>pseudochrom_56</td>\n", - " <td>0.792</td>\n", - " <td>243</td>\n", - " <td>17</td>\n", - " <td>0</td>\n", - " <td>127</td>\n", - " <td>208</td>\n", - " <td>2916694</td>\n", - " <td>2916452</td>\n", - " <td>5.391000e-33</td>\n", - " <td>134</td>\n", - " <td>hox prot. abdA homolog isoform X1 A. bruennichi</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " target seq_id ali_len no_mism no_go q_start \\\n", - "query \n", - "AAF73207.1 pseudochrom_56 0.925 81 2 0 1 \n", - "AAF73209.1 pseudochrom_56 0.962 81 1 0 1 \n", - "BBD75264.1 pseudochrom_56 0.866 222 10 0 138 \n", - "PRD35417.1 pseudochrom_56 0.866 222 10 0 8 \n", - "XP_055947933.1 pseudochrom_56 0.866 222 10 0 139 \n", - "XP_054713341.1 pseudochrom_56 0.866 222 10 0 140 \n", - "XP_055926568.1 pseudochrom_56 0.788 252 18 0 162 \n", - "XP_055947935.1 pseudochrom_56 0.866 222 10 0 139 \n", - "XP_055947932.1 pseudochrom_56 0.866 222 10 0 139 \n", - "XP_055947934.1 pseudochrom_56 0.866 222 10 0 139 \n", - "CAX11343.1 pseudochrom_56 0.652 336 40 0 121 \n", - "XP_054721767.1 pseudochrom_56 0.788 252 18 0 162 \n", - "PRD32955.1 pseudochrom_56 0.807 246 16 0 7 \n", - "XP_055947936.1 pseudochrom_56 0.792 243 17 0 127 \n", - "\n", - " q_end t_start t_end eval bit \\\n", - "query \n", - "AAF73207.1 26 2565363 2565283 1.096000e-07 49 \n", - "AAF73209.1 27 2565363 2565283 9.690000e-10 55 \n", - "BBD75264.1 212 2916673 2916452 8.843000e-32 130 \n", - "PRD35417.1 82 2916673 2916452 5.455000e-34 130 \n", - "XP_055947933.1 213 2916673 2916452 5.550000e-32 131 \n", - "XP_054713341.1 214 2916673 2916452 5.910000e-32 131 \n", - "XP_055926568.1 246 2916679 2916428 3.880000e-31 131 \n", - "XP_055947935.1 213 2916673 2916452 5.550000e-32 131 \n", - "XP_055947932.1 213 2916673 2916452 5.550000e-32 131 \n", - "XP_055947934.1 213 2916673 2916452 5.550000e-32 131 \n", - "CAX11343.1 235 2916673 2916338 2.771000e-32 131 \n", - "XP_054721767.1 246 2916679 2916428 3.003000e-31 132 \n", - "PRD32955.1 89 2916673 2916428 8.709000e-34 133 \n", - "XP_055947936.1 208 2916694 2916452 5.391000e-33 134 \n", - "\n", - " name \n", - "query \n", - "AAF73207.1 UNVERIFIED: abdA T. clavipes \n", - "AAF73209.1 hox prot. abdA homolog isoform X1 A. bruennichi \n", - "BBD75264.1 hox prot. abdA homolog A. bruennichi \n", - "PRD35417.1 hox prot. abdA homolog isoform X1 A. bruennichi \n", - "XP_055947933.1 abdA, partial P. tepidariorum \n", - "XP_054713341.1 abdA P. tepidariorum \n", - "XP_055926568.1 UNVERIFIED: abdA T. clavipes \n", - "XP_055947935.1 hox prot. abdA homolog isoform X1 A. bruennichi \n", - "XP_055947932.1 hox prot. abdA homolog U. diversus \n", - "XP_055947934.1 hox prot. abdA homolog U. diversus \n", - "CAX11343.1 hox prot. abdA homolog isoform X2 A. bruennichi \n", - "XP_054721767.1 abdA, partial P. tepidariorum \n", - "PRD32955.1 abdA, partial Steatoda triangulosa \n", - "XP_055947936.1 hox prot. abdA homolog isoform X1 A. bruennichi " - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "best" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>seqid</th>\n", - " <th>source</th>\n", - " <th>type</th>\n", - " <th>start</th>\n", - " <th>end</th>\n", - " <th>score</th>\n", - " <th>strand</th>\n", - " <th>phase</th>\n", - " <th>attributes</th>\n", - " <th>gene</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>1936033</td>\n", - " <td>1935227</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox1.exon1;Parent=hox1.t1;</td>\n", - " <td>hox1</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>1928029</td>\n", - " <td>1927670</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox1.exon2;Parent=hox1.t1;</td>\n", - " <td>hox1</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2000655</td>\n", - " <td>1999366</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox2.exon1;Parent=hox2.t1;</td>\n", - " <td>hox2</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2024148</td>\n", - " <td>2023822</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox2.exon2;Parent=hox2.t1;</td>\n", - " <td>hox2</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2059654</td>\n", - " <td>2058932</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox3.exon1;Parent=hox3.t1;</td>\n", - " <td>hox3</td>\n", - " </tr>\n", - " <tr>\n", - " <th>5</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2061791</td>\n", - " <td>2061237</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox3.exon2;Parent=hox3.t1;</td>\n", - " <td>hox3</td>\n", - " </tr>\n", - " <tr>\n", - " <th>6</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2206718</td>\n", - " <td>2206122</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox4.exon1;Parent=hox4.t1;</td>\n", - " <td>hox4</td>\n", - " </tr>\n", - " <tr>\n", - " <th>7</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2195801</td>\n", - " <td>2195415</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox4.exon2;Parent=hox4.t1;</td>\n", - " <td>hox4</td>\n", - " </tr>\n", - " <tr>\n", - " <th>8</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2354374</td>\n", - " <td>2353748</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox5.exon1;Parent=hox5.t1;</td>\n", - " <td>hox5</td>\n", - " </tr>\n", - " <tr>\n", - " <th>9</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2352211</td>\n", - " <td>2351939</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox5.exon2;Parent=hox5.t1;</td>\n", - " <td>hox5</td>\n", - " </tr>\n", - " <tr>\n", - " <th>10</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2375616</td>\n", - " <td>2374996</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox6.exon1;Parent=hox6.t1;</td>\n", - " <td>hox6</td>\n", - " </tr>\n", - " <tr>\n", - " <th>11</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2374411</td>\n", - " <td>2374127</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox6.exon2;Parent=hox6.t1;</td>\n", - " <td>hox6</td>\n", - " </tr>\n", - " <tr>\n", - " <th>12</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2594468</td>\n", - " <td>2593881</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox7.exon1;Parent=hox7.t1;</td>\n", - " <td>hox7</td>\n", - " </tr>\n", - " <tr>\n", - " <th>13</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2565426</td>\n", - " <td>2565199</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox7.exon2;Parent=hox7.t1;</td>\n", - " <td>hox7</td>\n", - " </tr>\n", - " <tr>\n", - " <th>14</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2926445</td>\n", - " <td>2925945</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox8.exon1;Parent=hox8.t1;</td>\n", - " <td>hox8</td>\n", - " </tr>\n", - " <tr>\n", - " <th>15</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2916697</td>\n", - " <td>2916317</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox8.exon2;Parent=hox8.t1;</td>\n", - " <td>hox8</td>\n", - " </tr>\n", - " <tr>\n", - " <th>16</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2996225</td>\n", - " <td>2995446</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox10.exon1;Parent=hox10.t1;</td>\n", - " <td>hox10</td>\n", - " </tr>\n", - " <tr>\n", - " <th>17</th>\n", - " <td>pseudochrom_58</td>\n", - " <td>manual</td>\n", - " <td>exon</td>\n", - " <td>2986329</td>\n", - " <td>2986030</td>\n", - " <td>.</td>\n", - " <td>-</td>\n", - " <td>.</td>\n", - " <td>ID=hox10.exon2;Parent=hox10.t1;</td>\n", - " <td>hox10</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "</div>" - ], - "text/plain": [ - " seqid source type start end score strand phase \\\n", - "0 pseudochrom_58 manual exon 1936033 1935227 . - . \n", - "1 pseudochrom_58 manual exon 1928029 1927670 . - . \n", - "2 pseudochrom_58 manual exon 2000655 1999366 . - . \n", - "3 pseudochrom_58 manual exon 2024148 2023822 . - . \n", - "4 pseudochrom_58 manual exon 2059654 2058932 . - . \n", - "5 pseudochrom_58 manual exon 2061791 2061237 . - . \n", - "6 pseudochrom_58 manual exon 2206718 2206122 . - . \n", - "7 pseudochrom_58 manual exon 2195801 2195415 . - . \n", - "8 pseudochrom_58 manual exon 2354374 2353748 . - . \n", - "9 pseudochrom_58 manual exon 2352211 2351939 . - . \n", - "10 pseudochrom_58 manual exon 2375616 2374996 . - . \n", - "11 pseudochrom_58 manual exon 2374411 2374127 . - . \n", - "12 pseudochrom_58 manual exon 2594468 2593881 . - . \n", - "13 pseudochrom_58 manual exon 2565426 2565199 . - . \n", - "14 pseudochrom_58 manual exon 2926445 2925945 . - . \n", - "15 pseudochrom_58 manual exon 2916697 2916317 . - . \n", - "16 pseudochrom_58 manual exon 2996225 2995446 . - . \n", - "17 pseudochrom_58 manual exon 2986329 2986030 . - . \n", - "\n", - " attributes gene \n", - "0 ID=hox1.exon1;Parent=hox1.t1; hox1 \n", - "1 ID=hox1.exon2;Parent=hox1.t1; hox1 \n", - "2 ID=hox2.exon1;Parent=hox2.t1; hox2 \n", - "3 ID=hox2.exon2;Parent=hox2.t1; hox2 \n", - "4 ID=hox3.exon1;Parent=hox3.t1; hox3 \n", - "5 ID=hox3.exon2;Parent=hox3.t1; hox3 \n", - "6 ID=hox4.exon1;Parent=hox4.t1; hox4 \n", - "7 ID=hox4.exon2;Parent=hox4.t1; hox4 \n", - "8 ID=hox5.exon1;Parent=hox5.t1; hox5 \n", - "9 ID=hox5.exon2;Parent=hox5.t1; hox5 \n", - "10 ID=hox6.exon1;Parent=hox6.t1; hox6 \n", - "11 ID=hox6.exon2;Parent=hox6.t1; hox6 \n", - "12 ID=hox7.exon1;Parent=hox7.t1; hox7 \n", - "13 ID=hox7.exon2;Parent=hox7.t1; hox7 \n", - "14 ID=hox8.exon1;Parent=hox8.t1; hox8 \n", - "15 ID=hox8.exon2;Parent=hox8.t1; hox8 \n", - "16 ID=hox10.exon1;Parent=hox10.t1; hox10 \n", - "17 ID=hox10.exon2;Parent=hox10.t1; hox10 " - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gff" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 2000x400 with 2 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True, figsize=(20, 4))\n", - "fig.subplots_adjust(wspace=0.02)\n", + "These loci correspond to following gene models:\n", + "\n", + "- Hox1: PB.8615\n", + "- Hox2: g9718\n", + "- Hox3: PB.8616\n", + "- Hox4: g9720\n", + "- Hox5: g9721\n", + "- Hox6: PB.8617\n", + "- Hox7: g9723\n", + "- Hox8: g9724\n", + "- Hox9: (missing)\n", + "- Hox10: g9725\n", "\n", - "# plot contig\n", - "ax1_end = 2566000\n", - "ax2_end = 2918000\n", - "ax1.plot([2565000, ax1_end], [0, 0], color=\"lightgray\", linewidth=1)\n", - "ax2.plot([2916000, ax2_end], [0, 0], color=\"lightgray\", linewidth=1)\n", "\n", + "# Comparison to other chelicerates/arthropods\n", "\n", - "# ax2.plot([2926445, 2925945], [0, 0], color=mcolors.CSS4_COLORS[\"darkturquoise\"], linewidth=10)\n", - "ax2.plot([2916697, 2916317], [0, 0], color=mcolors.CSS4_COLORS[\"darkturquoise\"], linewidth=10)\n", - "ax2.plot([ax2_end, 2916317], [0, 0], color=mcolors.CSS4_COLORS[\"darkturquoise\"], linewidth=2)\n", - "ax2.text(ax2_end-200, 1, \"Hox8/Ubx\", color=mcolors.CSS4_COLORS[\"darkturquoise\"], fontsize=10)\n", + "We compiled a list of Hox genes and compare all of them in a single phylogenetic tree. This\n", + "contains:\n", "\n", - "# ax1.plot([2594468, 2593881], [0, 0], color=mcolors.CSS4_COLORS[\"gold\"], linewidth=10)\n", - "ax1.plot([2565426, 2565199], [0, 0], color=mcolors.CSS4_COLORS[\"gold\"], linewidth=10)\n", - "ax1.plot([ax1_end, 2565199], [0, 0], color=mcolors.CSS4_COLORS[\"gold\"], linewidth=2)\n", - "ax1.text(ax1_end-100, 1, \"Hox7/Antp\", color=mcolors.CSS4_COLORS[\"gold\"], fontsize=10)\n", + "- The Hox sequences from [Kulkarni _et al._ (2024)](https://doi.org/10.1093/jhered/esae074) from the\n", + " _Mastigoproctus giganteus_ genome manuscript. These sequences are based on the [Aase-Remedios _et\n", + " al._ (2023)](https://doi.org/10.1093/molbev/msad239) analysis of the spider Homeobox gene\n", + " repertoire, but add the vinegaroon _Mastigoproctus_ and the harvestman _Odiellus spinosus_.\n", + "- The \"canonical\" Hox genes of the _P. litorale_ genome as described above.\n", + "- The pycnogonid Hox genome complement, as described in various transcriptomic studies and reported\n", + " by [Ballesteros _et al._ (2021)](https://doi.org/10.1093/molbev/msaa228).\n", + "- a list of putative abdA candidate transcripts from the various developmental transcriptomes of _P.\n", + " litorale_, as described in this study (for details see the [relevant\n", + " notebook](./abdA_txomes.ipynb)).\n", + "- A small group of NK1/slou genes will be used as an outgroup to allow for easier rooting of the\n", + " tree. In particular, we will use sequences from the NK1 subfamily as defined in the Aase-Remedios\n", + " study. We chose one gene per species and tried to choose one representative from each major\n", + " chelicerate family (_T. castaneum_, _D. melanogaster_, _P. opilio_, _S. maritima_, _C.\n", + " sculpturatus_, _L. polyphemus_, _T. tridentatus_, _P. tepidariorum_).\n", "\n", - "i=3\n", - "for name, gene in best.iterrows():\n", - " ax = ax1\n", - " if gene[\"t_start\"] > 2800000:\n", - " ax = ax2\n", - " ax.plot([gene[\"t_start\"], gene[\"t_end\"]], [i, i], color=\"black\", linewidth=5)\n", - " ax.text(gene[\"t_start\"]+50, i-0.3, gene[\"name\"], color=\"black\", fontsize=10)\n", - " i += 1\n", + "First we will concatenate all the sequences and align them using MAFFT, then build a phylogenetic\n", + "tree using IQ-TREE.\n", "\n", - "d = .5 # proportion of vertical to horizontal extent of the slanted line\n", - "kwargs = dict(marker=[(-1, -d), (1, d)], markersize=12,\n", - " linestyle=\"none\", color='k', mec='k', mew=1, clip_on=False)\n", - "ax1.plot([1, 1], [0, 0], transform=ax1.transAxes, **kwargs)\n", - "ax2.plot([0, 0], [0, 0], transform=ax2.transAxes, **kwargs)\n", + "First, quick-and-dirty alignment so we can just cut out the homeodomain regions:\n", + "\n", + "```bash\n", + "> cd /lisc/scratch/zoology/pycnogonum/genome/draft/hox\n", + "> mafft --thread 4 hox.fa > hox_aligned.fasta\n", + "```\n", + "\n", + "Now we can extract the homeodomain regions. This was done manually in Jalview, by deleting columns\n", + "left and right of the homeobox region. The exact bounds were determined by giving preference to the\n", + "Aase-Remedio sequences. The resulting trimmed alignment was saved as `homeobox.fasta` and re-aligned\n", + "with MAFFT in L-INS-i mode (Probably most accurate, very slow):\n", + "\n", + "```bash\n", + "> mafft --thread 4 --maxiterate 1000 --localpair homeobox.fasta > homeobox_aligned.fasta\n", + "```\n", "\n", - "for ax in [ax1, ax2]:\n", - " ax.set_yticks([])\n", - " ax.spines['top'].set_visible(False)\n", - " ax.spines['right'].set_visible(False)\n", - " ax.spines['left'].set_visible(False)\n", - "ax1.set_title(f\"pseudochromosome 56 (length: 5.29Mbp)\");\n", + "After removing a couple of duplicate sequences that somehow slipped through, we used IQTREE2 to\n", + "calculate the phylogenetic tree:\n", "\n", - "fig.savefig(\"/Users/npapadop/Documents/presentations/2024-08_pygno_paper/suppl-abdA_araneae.png\", dpi=300)" + "```bash\n", + "> module load iqtree\n", + "> /usr/bin/time iqtree2 -s ./homeobox_aligned.fasta -B 1000 -T 4\n", + "```\n" ] } ], diff --git a/07-analysis/hro_finder.ipynb b/07-analysis/hro_finder.ipynb new file mode 100644 index 0000000..9dc489c --- /dev/null +++ b/07-analysis/hro_finder.ipynb @@ -0,0 +1,395 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualising the HRO cluster\n", + "\n", + "## finding HRO gene candidates\n", + "\n", + "We compiled a list of homeobox sequences from genes in the HRO family from the [Aase-Remedios _et\n", + "al._ (2023)](https://doi.org/10.1093/molbev/msad239) analysis of the spider Homeobox gene\n", + "repertoire. We used this list to scan against the _P. litorale_ draft genome using `mmseqs`:\n", + "\n", + "```bash\n", + "cd /lisc/scratch/zoology/pycnogonum/genome/draft/hro\n", + "module load mmseqs2\n", + "M8FORMAT=\"query,target,fident,alnlen,mismatch,gapopen,qstart,qend,tstart,tend,evalue,bits,qlen\"\n", + "mmseqs easy-search hro_chelicerates.fa ../draft.fasta hro_genomic.m8 tmp --format-output $M8FORMAT --threads 4\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we'll have to read the GFF file so that we can locate the loci that overlap with our genomic\n", + "hits." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from sklearn.cluster import DBSCAN\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib.patches import ConnectionPatch" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def read_gff(loc):\n", + " gff = pd.read_csv(loc, sep=\"\\t\", header=None, skiprows=4)\n", + " gff_columns = ['seqid', 'source', 'type', 'start', 'end', 'score', 'strand', 'phase', 'attributes']\n", + " gff.columns = gff_columns\n", + " return gff\n", + "\n", + "# read file, name columns\n", + "def read_aln(m8, id_sep=None):\n", + " hro = pd.read_csv(m8, sep=\"\\t\", header=None)\n", + " m8_columns = ['query', 'target', 'seq_id', 'ali_len', 'no_mism', 'no_go',\n", + " 'q_start', 'q_end', 't_start', 't_end', 'eval', 'bit', 'qlen']\n", + " hro.columns = m8_columns\n", + " # trim the query to just the ID\n", + " if id_sep is not None:\n", + " hro[\"query\"] = hro[\"query\"].str.split(id_sep).str[1]\n", + " return hro" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "gff_loc = \"/Volumes/project/pycnogonum/paper/zenodo/results/merged_sorted_named_dedup_flagged.gff3\"\n", + "tmp = read_gff(gff_loc)\n", + "gff = tmp[tmp['type'] == 'gene'].copy()\n", + "gff['gene'] = gff['attributes'].str.split(\"ID=\").str[1].str.split(\";\").str[0]\n", + "del tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "hro = read_aln('/Volumes/scratch/pycnogonum/genome/draft/hro/hro_genomic.m8')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "hro['species'] = hro['query'].str.split(\"_\").str[:2].str.join(\" \")\n", + "hro['symbol'] = hro['query'].str.split(\"_\").str[2:].str.join(\"_\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def hit_to_locus(hit, gff):\n", + " same_chrom = gff['seqid'] == hit['target']\n", + " within_borders = (gff['start'] <= hit['t_start']) & (gff['end'] >= hit['t_end'])\n", + "\n", + " overlap = gff[same_chrom & within_borders]\n", + " return overlap['gene'].values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "hits = hro[hro['eval'] < 1e-20].copy()\n", + "hits['gene'] = hits.apply(hit_to_locus, axis=1, gff=gff)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "candidates = hits['gene'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "plit_peptides = {}\n", + "with open('/Volumes/project/pycnogonum/genome/draft/transcripts.fa.transdecoder.pep', 'r') as f:\n", + " lines = f.readlines()\n", + " for i, line in enumerate(lines):\n", + " if line.startswith(\">\"):\n", + " gene = line.split(\" \")[0][1:]\n", + " plit_peptides[gene] = \"\"\n", + " else:\n", + " plit_peptides[gene] += line.strip()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "candidate_sequences = {}\n", + "for gene in plit_peptides:\n", + " for c in candidates:\n", + " if c in gene:\n", + " candidate_sequences[gene] = plit_peptides[gene]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "with open('/Volumes/scratch/pycnogonum/genome/draft/hro/hro_candidates.fa', 'w') as f:\n", + " for gene, seq in candidate_sequences.items():\n", + " f.write(f\">{gene}\\n{seq}\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can concatenate all the sequences and align them.\n", + "\n", + "```bash\n", + "cat hro_chelicerates.fa > hro.fa\n", + "cat hro_candidates.fa >> hro.fa\n", + "```\n", + "\n", + "Before continuing, check whether the sequences were concatenated correctly - if there is no newline\n", + "character at the end of `hro.fa`, the header of the first candidate sequence will be appended to\n", + "the last sequence of the `hro_chelicerates.fa` file.\n", + "\n", + "Additionally, we need to check for synonyms here; where I found the same combination of species and\n", + "gene name, I collapsed identical sequences. Where this was not given, I appended lowercase \"i\"s to\n", + "the names in order to keep the additional variation.\n", + "\n", + "First, quick-and-dirty alignment so we can just cut out the homeodomain regions from the _P.\n", + "litorale_ sequences:\n", + "\n", + "```bash\n", + "mafft --thread 4 hro.fa > hro_aligned.fasta\n", + "```\n", + "\n", + "Now we can extract the homeodomain regions. This was done manually in Jalview, by deleting columns\n", + "left and right of the homeobox region. Some _P. litorale_ sequences that broke the homeobox in the\n", + "alignment (g8288.t1.p1, g8288.t2.p1, g8457.t1.p1, g8458.t1.p1, r2_g828.t2.p1, g8280.t1.p1,\n", + "g8459.t1.p1) were extracted and BLASTed against NCBI `nr` as a sanity check. All of them returned\n", + "hits to non-homeobox genes (potassium channel, low e-value hypothetical proteins, RNA polymerase,\n", + "granulin, low-quality solute carrier family, no good hit, respectively), and were therefore removed\n", + "from the alignment.\n", + "\n", + "The resulting trimmed alignment was saved as `homeobox.fasta` and re-aligned with MAFFT in L-INS-i\n", + "mode (Probably most accurate, a little bit slower):\n", + "\n", + "```bash\n", + "mafft --thread 4 --maxiterate 1000 --localpair homeobox.fasta > homeobox_aligned.fasta\n", + "```\n", + "\n", + "The resulting alignment was input to IQTREE2.\n", + "\n", + "```bash\n", + "module load iqtree\n", + "/usr/bin/time iqtree2 -s ./homeobox_aligned.fasta -B 1000 -T 4\n", + "```\n", + "\n", + "The resulting tree was visualised in treeViewer and rooted manually to separate the gene families.\n", + "The following assignments were retrieved:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>seqid</th>\n", + " <th>source</th>\n", + " <th>type</th>\n", + " <th>start</th>\n", + " <th>end</th>\n", + " <th>score</th>\n", + " <th>strand</th>\n", + " <th>phase</th>\n", + " <th>attributes</th>\n", + " <th>name</th>\n", + " </tr>\n", + " <tr>\n", + " <th>gene</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>g11023</th>\n", + " <td>pseudochrom_9</td>\n", + " <td>AUGUSTUS</td>\n", + " <td>gene</td>\n", + " <td>5390926</td>\n", + " <td>5425657</td>\n", + " <td>.</td>\n", + " <td>+</td>\n", + " <td>.</td>\n", + " <td>ID=g11023;function=sequence-specific DNA bindi...</td>\n", + " <td>Otp</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.6202</th>\n", + " <td>pseudochrom_35</td>\n", + " <td>PacBio</td>\n", + " <td>gene</td>\n", + " <td>4598748</td>\n", + " <td>4607120</td>\n", + " <td>.</td>\n", + " <td>-</td>\n", + " <td>.</td>\n", + " <td>ID=PB.6202;function=DNA binding;gene=Uncharact...</td>\n", + " <td>hbn</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g828</th>\n", + " <td>pseudochrom_13</td>\n", + " <td>AUGUSTUS</td>\n", + " <td>gene</td>\n", + " <td>2323194</td>\n", + " <td>2375852</td>\n", + " <td>.</td>\n", + " <td>-</td>\n", + " <td>.</td>\n", + " <td>ID=g828;function=sequence-specific DNA binding...</td>\n", + " <td>Rx</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g845</th>\n", + " <td>pseudochrom_13</td>\n", + " <td>AUGUSTUS</td>\n", + " <td>gene</td>\n", + " <td>2972219</td>\n", + " <td>3044387</td>\n", + " <td>.</td>\n", + " <td>+</td>\n", + " <td>.</td>\n", + " <td>ID=g845;function=binding. It is involved in th...</td>\n", + " <td>Isl</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " seqid source type start end score strand phase \\\n", + "gene \n", + "g11023 pseudochrom_9 AUGUSTUS gene 5390926 5425657 . + . \n", + "PB.6202 pseudochrom_35 PacBio gene 4598748 4607120 . - . \n", + "g828 pseudochrom_13 AUGUSTUS gene 2323194 2375852 . - . \n", + "g845 pseudochrom_13 AUGUSTUS gene 2972219 3044387 . + . \n", + "\n", + " attributes name \n", + "gene \n", + "g11023 ID=g11023;function=sequence-specific DNA bindi... Otp \n", + "PB.6202 ID=PB.6202;function=DNA binding;gene=Uncharact... hbn \n", + "g828 ID=g828;function=sequence-specific DNA binding... Rx \n", + "g845 ID=g845;function=binding. It is involved in th... Isl " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "names = {\n", + " 'g11023': 'Otp',\n", + " 'PB.6202': 'hbn',\n", + " 'g828': 'Rx',\n", + " 'g845': 'Isl'\n", + "}\n", + "\n", + "hro_cluster = gff.set_index('gene').loc[names.keys()]\n", + "hro_cluster['name'] = hro_cluster.index.map(names)\n", + "hro_cluster.sort_values(['seqid', 'start'], ascending=[False, True])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ascc24", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/07-analysis/irx_finder.ipynb b/07-analysis/irx_finder.ipynb new file mode 100644 index 0000000..8795ca2 --- /dev/null +++ b/07-analysis/irx_finder.ipynb @@ -0,0 +1,361 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualising the IRX cluster\n", + "\n", + "## finding IRX gene candidates\n", + "\n", + "We compiled a list of homeobox genes in the IRX family from the [Aase-Remedios _et al._\n", + "(2023)](https://doi.org/10.1093/molbev/msad239) analysis of the spider Homeobox gene repertoire. We\n", + "used this list to scan against the _P. litorale_ draft genome using `mmseqs`:\n", + "\n", + "```bash\n", + "cd /lisc/scratch/zoology/pycnogonum/genome/draft/irx\n", + "module load mmseqs2\n", + "M8FORMAT=\"query,target,fident,alnlen,mismatch,gapopen,qstart,qend,tstart,tend,evalue,bits,qlen\"\n", + "mmseqs easy-search irx_chelicerates.fa ../draft.fasta irx_genomic.m8 tmp --format-output $M8FORMAT --threads 4\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we'll have to read the GFF file so that we can locate the loci that overlap with our genomic\n", + "hits." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from sklearn.cluster import DBSCAN\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib.patches import ConnectionPatch" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def read_gff(loc):\n", + " gff = pd.read_csv(loc, sep=\"\\t\", header=None, skiprows=4)\n", + " gff_columns = ['seqid', 'source', 'type', 'start', 'end', 'score', 'strand', 'phase', 'attributes']\n", + " gff.columns = gff_columns\n", + " return gff\n", + "\n", + "# read file, name columns\n", + "def read_aln(m8, id_sep=None):\n", + " irx = pd.read_csv(m8, sep=\"\\t\", header=None)\n", + " m8_columns = ['query', 'target', 'seq_id', 'ali_len', 'no_mism', 'no_go',\n", + " 'q_start', 'q_end', 't_start', 't_end', 'eval', 'bit', 'qlen']\n", + " irx.columns = m8_columns\n", + " # trim the query to just the ID\n", + " if id_sep is not None:\n", + " irx[\"query\"] = irx[\"query\"].str.split(id_sep).str[1]\n", + " return irx" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "gff_loc = \"/Volumes/project/pycnogonum/paper/zenodo/results/merged_sorted_named_dedup_flagged.gff3\"\n", + "tmp = read_gff(gff_loc)\n", + "gff = tmp[tmp['type'] == 'gene'].copy()\n", + "gff['gene'] = gff['attributes'].str.split(\"ID=\").str[1].str.split(\";\").str[0]\n", + "del tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "irx = read_aln('/Volumes/scratch/pycnogonum/genome/draft/irx/irx_genomic.m8')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "irx['species'] = irx['query'].str.split(\"_\").str[:2].str.join(\" \")\n", + "irx['symbol'] = irx['query'].str.split(\"_\").str[2:].str.join(\"_\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def hit_to_locus(hit, gff):\n", + " same_cirxm = gff['seqid'] == hit['target']\n", + " within_borders = (gff['start'] <= hit['t_start']) & (gff['end'] >= hit['t_end'])\n", + "\n", + " overlap = gff[same_cirxm & within_borders]\n", + " return overlap['gene'].values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "hits = irx[irx['eval'] < 1e-20].copy()\n", + "hits['gene'] = hits.apply(hit_to_locus, axis=1, gff=gff)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "candidates = hits['gene'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "plit_peptides = {}\n", + "with open('/Volumes/project/pycnogonum/genome/draft/transcripts.fa.transdecoder.pep', 'r') as f:\n", + " lines = f.readlines()\n", + " for i, line in enumerate(lines):\n", + " if line.startswith(\">\"):\n", + " gene = line.split(\" \")[0][1:]\n", + " plit_peptides[gene] = \"\"\n", + " else:\n", + " plit_peptides[gene] += line.strip()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "candidate_sequences = {}\n", + "for gene in plit_peptides:\n", + " for c in candidates:\n", + " if c in gene:\n", + " candidate_sequences[gene] = plit_peptides[gene]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "with open('/Volumes/scratch/pycnogonum/genome/draft/irx/irx_candidates.fa', 'w') as f:\n", + " for gene, seq in candidate_sequences.items():\n", + " f.write(f\">{gene}\\n{seq}\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can concatenate all the sequences and align them.\n", + "\n", + "```bash\n", + "cat irx_chelicerates.fa > irx.fa\n", + "cat irx_candidates.fa >> irx.fa\n", + "```\n", + "\n", + "Before continuing, check whether the sequences were concatenated correctly - if there is no newline\n", + "character at the end of `irx.fa`, the header of the first candidate sequence will be appended to\n", + "the last sequence of the `irx_chelicerates.fa` file.\n", + "\n", + "Additionally, we need to check for synonyms here; where I found the same combination of species and\n", + "gene name, I collapsed identical sequences. Where this was not given, I appended lowercase \"i\"s to\n", + "the names in order to keep the additional variation.\n", + "\n", + "First, quick-and-dirty alignment so we can just cut out the homeodomain regions from the _P.\n", + "litorale_ sequences:\n", + "\n", + "```bash\n", + "mafft --thread 4 --maxiterate 1000 --localpair irx.fa > irx_aligned.fasta\n", + "```\n", + "\n", + "The resulting alignment was input to IQTREE2.\n", + "\n", + "```bash\n", + "module load iqtree\n", + "/usr/bin/time iqtree2 -s ./irx_aligned.fasta -B 1000 -T 4\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>seqid</th>\n", + " <th>source</th>\n", + " <th>type</th>\n", + " <th>start</th>\n", + " <th>end</th>\n", + " <th>score</th>\n", + " <th>strand</th>\n", + " <th>phase</th>\n", + " <th>attributes</th>\n", + " <th>name</th>\n", + " </tr>\n", + " <tr>\n", + " <th>gene</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>g10269</th>\n", + " <td>pseudochrom_7</td>\n", + " <td>AUGUSTUS</td>\n", + " <td>gene</td>\n", + " <td>2015173</td>\n", + " <td>2029196</td>\n", + " <td>.</td>\n", + " <td>+</td>\n", + " <td>.</td>\n", + " <td>ID=g10269;function=Motif in Iroquois-class hom...</td>\n", + " <td>Irx1/ara</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.1135</th>\n", + " <td>pseudochrom_7</td>\n", + " <td>PacBio</td>\n", + " <td>gene</td>\n", + " <td>2089725</td>\n", + " <td>2104329</td>\n", + " <td>.</td>\n", + " <td>+</td>\n", + " <td>.</td>\n", + " <td>ID=PB.1135;function=Motif in Iroquois-class ho...</td>\n", + " <td>Irx2/mirr</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.1137</th>\n", + " <td>pseudochrom_7</td>\n", + " <td>PacBio</td>\n", + " <td>gene</td>\n", + " <td>2377455</td>\n", + " <td>2424480</td>\n", + " <td>.</td>\n", + " <td>+</td>\n", + " <td>.</td>\n", + " <td>ID=PB.1137;function=establishment of animal or...</td>\n", + " <td>Irx3</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " seqid source type start end score strand phase \\\n", + "gene \n", + "g10269 pseudochrom_7 AUGUSTUS gene 2015173 2029196 . + . \n", + "PB.1135 pseudochrom_7 PacBio gene 2089725 2104329 . + . \n", + "PB.1137 pseudochrom_7 PacBio gene 2377455 2424480 . + . \n", + "\n", + " attributes name \n", + "gene \n", + "g10269 ID=g10269;function=Motif in Iroquois-class hom... Irx1/ara \n", + "PB.1135 ID=PB.1135;function=Motif in Iroquois-class ho... Irx2/mirr \n", + "PB.1137 ID=PB.1137;function=establishment of animal or... Irx3 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "names = {\n", + " 'PB.1135': 'Irx2/mirr',\n", + " 'PB.1137': 'Irx3',\n", + " 'g10269': 'Irx1/ara'\n", + "}\n", + "\n", + "irx_cluster = gff.set_index('gene').loc[names.keys()]\n", + "irx_cluster['name'] = irx_cluster.index.map(names)\n", + "irx_cluster.sort_values(['seqid', 'start'], ascending=[False, True])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ascc24", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/07-analysis/nk_finder.ipynb b/07-analysis/nk_finder.ipynb new file mode 100644 index 0000000..40bf69e --- /dev/null +++ b/07-analysis/nk_finder.ipynb @@ -0,0 +1,708 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualising the NK cluster\n", + "\n", + "## finding NK gene candidates\n", + "\n", + "We compiled a list of homeobox genes in the NK family from the [Aase-Remedios _et al._\n", + "(2023)](https://doi.org/10.1093/molbev/msad239) analysis of the spider Homeobox gene repertoire. We\n", + "used this list to scan against the _P. litorale_ draft genome using `mmseqs`:\n", + "\n", + "```bash\n", + "cd /lisc/scratch/zoology/pycnogonum/genome/draft/nkx\n", + "module load mmseqs2\n", + "M8FORMAT=\"query,target,fident,alnlen,mismatch,gapopen,qstart,qend,tstart,tend,evalue,bits,qlen\"\n", + "mmseqs easy-search nk_chelicerates.fa ../draft.fasta nk_genomic.m8 tmp --format-output $M8FORMAT --threads 4\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we'll have to read the GFF file so that we can locate the loci that overlap with our genomic\n", + "hits." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from sklearn.cluster import DBSCAN\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib.patches import ConnectionPatch" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def read_gff(loc):\n", + " gff = pd.read_csv(loc, sep=\"\\t\", header=None, skiprows=4)\n", + " gff_columns = ['seqid', 'source', 'type', 'start', 'end', 'score', 'strand', 'phase', 'attributes']\n", + " gff.columns = gff_columns\n", + " return gff\n", + "\n", + "# read file, name columns\n", + "def read_aln(m8, id_sep=None):\n", + " nk = pd.read_csv(m8, sep=\"\\t\", header=None)\n", + " m8_columns = ['query', 'target', 'seq_id', 'ali_len', 'no_mism', 'no_go',\n", + " 'q_start', 'q_end', 't_start', 't_end', 'eval', 'bit', 'qlen']\n", + " nk.columns = m8_columns\n", + " # trim the query to just the ID\n", + " if id_sep is not None:\n", + " nk[\"query\"] = nk[\"query\"].str.split(id_sep).str[1]\n", + " return nk" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "gff_loc = \"/Volumes/project/pycnogonum/paper/zenodo/results/merged_sorted_named_dedup_flagged.gff3\"\n", + "tmp = read_gff(gff_loc)\n", + "gff = tmp[tmp['type'] == 'gene'].copy()\n", + "gff['gene'] = gff['attributes'].str.split(\"ID=\").str[1].str.split(\";\").str[0]\n", + "del tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "nk = read_aln('/Volumes/scratch/pycnogonum/genome/draft/nkx/nk_genomic.m8')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "nk['species'] = nk['query'].str.split(\"_\").str[:2].str.join(\" \")\n", + "nk['symbol'] = nk['query'].str.split(\"_\").str[2:].str.join(\"_\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def hit_to_locus(hit, gff):\n", + " same_chrom = gff['seqid'] == hit['target']\n", + " within_borders = (gff['start'] <= hit['t_start']) & (gff['end'] >= hit['t_end'])\n", + "\n", + " overlap = gff[same_chrom & within_borders]\n", + " return overlap['gene'].values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "hits = nk[nk['eval'] < 1e-10].copy()\n", + "hits['gene'] = hits.apply(hit_to_locus, axis=1, gff=gff)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "gene\n", + "g2646 432\n", + "PB.1005 426\n", + "g8689 376\n", + "g8691 347\n", + "PB.1017 347\n", + "PB.1018 334\n", + "g10110 334\n", + "PB.1003 326\n", + "PB.7934 300\n", + "PB.8153 287\n", + "PB.3341 218\n", + "g10112 213\n", + "g9720 209\n", + "PB.1830 171\n", + "PB.3347 156\n", + "g4363 148\n", + "g9718 147\n", + "g6828 147\n", + "PB.8616 124\n", + "g9723 109\n", + "g9721 109\n", + "PB.8615 97\n", + "g1625 73\n", + "g1627 73\n", + "PB.3793 61\n", + "g6864 35\n", + "g6762 33\n", + "PB.8617 26\n", + "PB.1021 5\n", + "g1744 5\n", + "g1756 5\n", + "g11364 4\n", + "at_DN2391 4\n", + "g9725 1\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hits['gene'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "candidates = hits['gene'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "plit_peptides = {}\n", + "with open('/Volumes/project/pycnogonum/genome/draft/transcripts.fa.transdecoder.pep', 'r') as f:\n", + " lines = f.readlines()\n", + " for i, line in enumerate(lines):\n", + " if line.startswith(\">\"):\n", + " gene = line.split(\" \")[0][1:]\n", + " plit_peptides[gene] = \"\"\n", + " else:\n", + " plit_peptides[gene] += line.strip()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "candidate_sequences = {}\n", + "for gene in plit_peptides:\n", + " for c in candidates:\n", + " if gene.startswith(c):\n", + " candidate_sequences[gene] = plit_peptides[gene]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "with open('/Volumes/scratch/pycnogonum/genome/draft/nkx/nk_candidates.fa', 'w') as f:\n", + " for gene, seq in candidate_sequences.items():\n", + " f.write(f\">{gene}\\n{seq}\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can concatenate all the sequences and align them.\n", + "\n", + "```bash\n", + "cat nk_chelicerates.fa > nk.fa\n", + "cat nk_candidates.fa >> nk.fa\n", + "```\n", + "\n", + "First, quick-and-dirty alignment so we can just cut out the homeodomain regions from the _P.\n", + "litorale_ sequences:\n", + "\n", + "```bash\n", + "mafft --thread 4 nk.fa > nk_aligned.fasta\n", + "```\n", + "\n", + "Now we can extract the homeodomain regions. This was done manually in Jalview, by deleting columns\n", + "left and right of the homeobox region. Two _P. litorale_ isoforms that broke up the homeobox domain\n", + "were excluded completely. Additionally, the _Hhex_ sequences were misaligned, which led to a break\n", + "in the homeobox domain block. We trimmed up to the beginning of the homeobox domain and included the\n", + "break, hoping that a realignment would fix this.\n", + "\n", + "The resulting trimmed alignment was saved as `homeobox.fasta` and\n", + "re-aligned with MAFFT in L-INS-i mode (Probably most accurate, a little bit slower):\n", + "\n", + "```bash\n", + "mafft --thread 4 --maxiterate 1000 --localpair homeobox.fasta > homeobox_aligned.fasta\n", + "```\n", + "\n", + "The re-alignment improved the alignment quality, and we could safely trim the _P. litorale_\n", + "positions that mapped to the misplaced _Hhex_ parts. The resulting alignment was input to IQTREE2.\n", + "\n", + "```bash\n", + "module load iqtree\n", + "/usr/bin/time iqtree2 -s ./homeobox_aligned.fasta -B 2000\n", + "```\n", + "\n", + "The resulting tree was visualised in treeViewer. The tree was rooted manually using the _labial_\n", + "sequences as a guide. Ultimately, a rooting that separated the NK/NK2 sequences was selected. In the\n", + "process of tree analysis, we realized that two of the sequences in the _Hlx_ clade are actually\n", + "Dbx sequences. The cause of this is the limited homeobox sequences used for this alignment, as the\n", + "_dbx_ homeobox is very similar to the _hlx_ homeobox. Inclusion of longer sequences in the alignment\n", + "immediately ponts out that the following sequences are _Dbx_ genes:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "names = {\n", + "'PB.1017': 'Msx',\n", + "'PB.1018': 'Msx',\n", + "'g10110': 'Msx',\n", + "'g10112': 'Msx',\n", + "'PB.1003': 'NK1',\n", + "'g6864': 'NK7',\n", + "'PB.1005': 'NK5',\n", + "'PB.7934': 'NK3',\n", + "'g8689': 'NK4',\n", + "'PB.3347': 'NK2.2',\n", + "'PB.3341': 'NK2.1',\n", + "'g6762': 'NK6',\n", + "'PB.8153': 'Noto',\n", + "'g1625': 'Emx',\n", + "'g1627': 'Emx',\n", + "'PB.1021': 'Hhex',\n", + "'g6828': 'Lbx',\n", + "'g8691': 'Tlx',\n", + "'g1744': 'Hlx',\n", + "'g1756': 'Hlx',\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "gene", + "rawType": "object", + "type": "string" + }, + { + "name": "seqid", + "rawType": "object", + "type": "string" + }, + { + "name": "name", + "rawType": "object", + "type": "string" + }, + { + "name": "attributes", + "rawType": "object", + "type": "string" + } + ], + "conversionMethod": "pd.DataFrame", + "ref": "e9350fef-3dce-4bdd-8ee4-32b5bd6ea8f2", + "rows": [ + [ + "PB.1005", + "pseudochrom_6", + "NK5", + "ID=PB.1005;function=Homeodomain;gene=NK5;gene_id=PB.1005;note=manually annotated;pseudo=7" + ], + [ + "PB.1003", + "pseudochrom_6", + "NK1", + "ID=PB.1003;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=NK1;gene_id=PB.1003;note=manually annotated" + ], + [ + "PB.1017", + "pseudochrom_6", + "Msx", + "ID=PB.1017;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=Msx-PB.1017;gene_id=PB.1017;note=manually annotated" + ], + [ + "g10110", + "pseudochrom_6", + "Msx", + "ID=g10110;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=Msx-g10110;gene_id=g10110;note=manually annotated by the MAKER-P pipeline;product=Msx-g10110" + ], + [ + "PB.1018", + "pseudochrom_6", + "Msx", + "ID=PB.1018;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=Msx-PB.1018;gene_id=PB.1018;note=manually annotated" + ], + [ + "g10112", + "pseudochrom_6", + "Msx", + "ID=g10112;function=Homeodomain;gene=Msx-g10112;gene_id=g10112;note=manually annotated" + ], + [ + "PB.1021", + "pseudochrom_6", + "Hhex", + "ID=PB.1021;function=hepatic duct development;gene=HHEX;gene_id=PB.1021;note=manually annotated" + ], + [ + "PB.8153", + "pseudochrom_51", + "Noto", + "ID=PB.8153;function=Homeodomain;gene=Noto;gene_id=PB.8153;note=manually annotated" + ], + [ + "g8689", + "pseudochrom_48", + "NK4", + "ID=g8689;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=NK4;gene_id=g8689;note=manually annotated" + ], + [ + "PB.7934", + "pseudochrom_48", + "NK3", + "ID=PB.7934;function=homeobox;gene=NK3;gene_id=PB.7934;note=manually annotated;pseudo=7" + ], + [ + "g8691", + "pseudochrom_48", + "Tlx", + "ID=g8691;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=tlx;gene_id=g8691;note=manually annotated" + ], + [ + "g6828", + "pseudochrom_38", + "Lbx", + "ID=g6828;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=Lbx;gene_id=g6828;note=manually annotated" + ], + [ + "g6864", + "pseudochrom_38", + "NK7", + "ID=g6864;function=NK7 transcription;gene=NK7;gene_id=g6864;note=manually annotated" + ], + [ + "g6762", + "pseudochrom_37", + "NK6", + "ID=g6762;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=NK6;gene_id=g6762;note=manually annotated" + ], + [ + "PB.3341", + "pseudochrom_19", + "NK2.1", + "ID=PB.3341;function=DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=NK2.1;gene_id=PB.3341;note=manually annotated" + ], + [ + "PB.3347", + "pseudochrom_19", + "NK2.2", + "ID=PB.3347;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=NK2.2;gene_id=PB.3347;note=manually annotated;pseudo=7" + ], + [ + "g1744", + "pseudochrom_17", + "Hlx", + "ID=g1744;function=Homeodomain;gene=HLX-g1744;gene_id=g1744;note=manually annotated" + ], + [ + "g1756", + "pseudochrom_17", + "Hlx", + "ID=g1756;function=Homeodomain;gene=HLX-g1756;gene_id=g1756;note=manually annotated" + ], + [ + "g1625", + "pseudochrom_16", + "Emx", + "ID=g1625;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=Emx-g1625;gene_id=g1625;note=manually annotated" + ], + [ + "g1627", + "pseudochrom_16", + "Emx", + "ID=g1627;function=sequence-specific DNA binding. It is involved in the biological process described with regulation of transcription, DNA-templated;gene=Emx-g1627;gene_id=g1627;note=manually annotated" + ] + ], + "shape": { + "columns": 3, + "rows": 20 + } + }, + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>seqid</th>\n", + " <th>name</th>\n", + " <th>attributes</th>\n", + " </tr>\n", + " <tr>\n", + " <th>gene</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>PB.1005</th>\n", + " <td>pseudochrom_6</td>\n", + " <td>NK5</td>\n", + " <td>ID=PB.1005;function=Homeodomain;gene=NK5;gene_...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.1003</th>\n", + " <td>pseudochrom_6</td>\n", + " <td>NK1</td>\n", + " <td>ID=PB.1003;function=sequence-specific DNA bind...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.1017</th>\n", + " <td>pseudochrom_6</td>\n", + " <td>Msx</td>\n", + " <td>ID=PB.1017;function=sequence-specific DNA bind...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g10110</th>\n", + " <td>pseudochrom_6</td>\n", + " <td>Msx</td>\n", + " <td>ID=g10110;function=sequence-specific DNA bindi...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.1018</th>\n", + " <td>pseudochrom_6</td>\n", + " <td>Msx</td>\n", + " <td>ID=PB.1018;function=sequence-specific DNA bind...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g10112</th>\n", + " <td>pseudochrom_6</td>\n", + " <td>Msx</td>\n", + " <td>ID=g10112;function=Homeodomain;gene=Msx-g10112...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.1021</th>\n", + " <td>pseudochrom_6</td>\n", + " <td>Hhex</td>\n", + " <td>ID=PB.1021;function=hepatic duct development;g...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.8153</th>\n", + " <td>pseudochrom_51</td>\n", + " <td>Noto</td>\n", + " <td>ID=PB.8153;function=Homeodomain;gene=Noto;gene...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g8689</th>\n", + " <td>pseudochrom_48</td>\n", + " <td>NK4</td>\n", + " <td>ID=g8689;function=sequence-specific DNA bindin...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.7934</th>\n", + " <td>pseudochrom_48</td>\n", + " <td>NK3</td>\n", + " <td>ID=PB.7934;function=homeobox;gene=NK3;gene_id=...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g8691</th>\n", + " <td>pseudochrom_48</td>\n", + " <td>Tlx</td>\n", + " <td>ID=g8691;function=sequence-specific DNA bindin...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g6828</th>\n", + " <td>pseudochrom_38</td>\n", + " <td>Lbx</td>\n", + " <td>ID=g6828;function=sequence-specific DNA bindin...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g6864</th>\n", + " <td>pseudochrom_38</td>\n", + " <td>NK7</td>\n", + " <td>ID=g6864;function=NK7 transcription;gene=NK7;g...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g6762</th>\n", + " <td>pseudochrom_37</td>\n", + " <td>NK6</td>\n", + " <td>ID=g6762;function=sequence-specific DNA bindin...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.3341</th>\n", + " <td>pseudochrom_19</td>\n", + " <td>NK2.1</td>\n", + " <td>ID=PB.3341;function=DNA binding. It is involve...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.3347</th>\n", + " <td>pseudochrom_19</td>\n", + " <td>NK2.2</td>\n", + " <td>ID=PB.3347;function=sequence-specific DNA bind...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g1744</th>\n", + " <td>pseudochrom_17</td>\n", + " <td>Hlx</td>\n", + " <td>ID=g1744;function=Homeodomain;gene=HLX-g1744;g...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g1756</th>\n", + " <td>pseudochrom_17</td>\n", + " <td>Hlx</td>\n", + " <td>ID=g1756;function=Homeodomain;gene=HLX-g1756;g...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g1625</th>\n", + " <td>pseudochrom_16</td>\n", + " <td>Emx</td>\n", + " <td>ID=g1625;function=sequence-specific DNA bindin...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g1627</th>\n", + " <td>pseudochrom_16</td>\n", + " <td>Emx</td>\n", + " <td>ID=g1627;function=sequence-specific DNA bindin...</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " seqid name \\\n", + "gene \n", + "PB.1005 pseudochrom_6 NK5 \n", + "PB.1003 pseudochrom_6 NK1 \n", + "PB.1017 pseudochrom_6 Msx \n", + "g10110 pseudochrom_6 Msx \n", + "PB.1018 pseudochrom_6 Msx \n", + "g10112 pseudochrom_6 Msx \n", + "PB.1021 pseudochrom_6 Hhex \n", + "PB.8153 pseudochrom_51 Noto \n", + "g8689 pseudochrom_48 NK4 \n", + "PB.7934 pseudochrom_48 NK3 \n", + "g8691 pseudochrom_48 Tlx \n", + "g6828 pseudochrom_38 Lbx \n", + "g6864 pseudochrom_38 NK7 \n", + "g6762 pseudochrom_37 NK6 \n", + "PB.3341 pseudochrom_19 NK2.1 \n", + "PB.3347 pseudochrom_19 NK2.2 \n", + "g1744 pseudochrom_17 Hlx \n", + "g1756 pseudochrom_17 Hlx \n", + "g1625 pseudochrom_16 Emx \n", + "g1627 pseudochrom_16 Emx \n", + "\n", + " attributes \n", + "gene \n", + "PB.1005 ID=PB.1005;function=Homeodomain;gene=NK5;gene_... \n", + "PB.1003 ID=PB.1003;function=sequence-specific DNA bind... \n", + "PB.1017 ID=PB.1017;function=sequence-specific DNA bind... \n", + "g10110 ID=g10110;function=sequence-specific DNA bindi... \n", + "PB.1018 ID=PB.1018;function=sequence-specific DNA bind... \n", + "g10112 ID=g10112;function=Homeodomain;gene=Msx-g10112... \n", + "PB.1021 ID=PB.1021;function=hepatic duct development;g... \n", + "PB.8153 ID=PB.8153;function=Homeodomain;gene=Noto;gene... \n", + "g8689 ID=g8689;function=sequence-specific DNA bindin... \n", + "PB.7934 ID=PB.7934;function=homeobox;gene=NK3;gene_id=... \n", + "g8691 ID=g8691;function=sequence-specific DNA bindin... \n", + "g6828 ID=g6828;function=sequence-specific DNA bindin... \n", + "g6864 ID=g6864;function=NK7 transcription;gene=NK7;g... \n", + "g6762 ID=g6762;function=sequence-specific DNA bindin... \n", + "PB.3341 ID=PB.3341;function=DNA binding. It is involve... \n", + "PB.3347 ID=PB.3347;function=sequence-specific DNA bind... \n", + "g1744 ID=g1744;function=Homeodomain;gene=HLX-g1744;g... \n", + "g1756 ID=g1756;function=Homeodomain;gene=HLX-g1756;g... \n", + "g1625 ID=g1625;function=sequence-specific DNA bindin... \n", + "g1627 ID=g1627;function=sequence-specific DNA bindin... " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nk_cluster = gff.set_index('gene').loc[names.keys()]\n", + "nk_cluster['name'] = nk_cluster.index.map(names)\n", + "keep = ['seqid', 'name', 'attributes']\n", + "nk_cluster.sort_values(['seqid', 'start'], ascending=[False, True])[keep]" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ascc24", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/07-analysis/r2_g3735.ipynb b/07-analysis/r2_g3735.ipynb new file mode 100644 index 0000000..3ea77fe --- /dev/null +++ b/07-analysis/r2_g3735.ipynb @@ -0,0 +1,1330 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Investigating r2_g3735\n", + "\n", + "Hox clusters are very often uninterrupted. In our gene models, a gene (and RNA-seq peaks) show up\n", + "between _Hox3_ and _Dfd_. To test whether this is a real gene, we can look through the de-novo\n", + "assembled transcriptomes.\n", + "\n", + "```bash\n", + "module load mmseqs2\n", + "\n", + "M8FORMAT=\"query,target,fident,alnlen,mismatch,gapopen,qstart,qend,tstart,tend,evalue,bits,qlen\"\n", + "cd /lisc/scratch/zoology/pycnogonum/genome/draft/r2_g3735/\n", + "\n", + "for pep in ../transcriptome/*/Trinity.fasta.transdecoder.pep; do\n", + " stage=$(echo $pep | cut -d\"/\" -f3);\n", + " mmseqs easy-search query.fa $pep $stage.m8 tmp --format-output $M8FORMAT --threads 4\n", + "done\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import matplotlib.colors as mcolors" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "a function to expedite reading the output file:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# read file, name columns\n", + "def read_aln(m8, id_sep=None):\n", + " hox = pd.read_csv(m8, sep=\"\\t\", header=None)\n", + " m8_columns = ['query', 'target', 'seq_id', 'ali_len', 'no_mism', 'no_go',\n", + " 'q_start', 'q_end', 't_start', 't_end', 'eval', 'bit', 'qlen']\n", + " hox.columns = m8_columns\n", + " # trim the query to just the ID\n", + " if id_sep is not None:\n", + " hox[\"query\"] = hox[\"query\"].str.split(id_sep).str[1]\n", + " return hox" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, read the output table. This contains all hits that cross a lowest e-value threshold (10-3)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "hits = {}\n", + "\n", + "deep_dev_transcriptomes = [\"INSTAR1\", \"INSTAR3\", \"INSTAR5\", \"JUV1\", \"EMBRYO3\", \"INSTAR2\", \"INSTAR4\", \"INSTAR6\", \"SUBADULT\"]\n", + "\n", + "for stage in deep_dev_transcriptomes:\n", + " r2_g3735_txome_loc = f'/Volumes/scratch/pycnogonum/genome/draft/r2_g3735/{stage}.m8'\n", + " r2_g3735 = read_aln(r2_g3735_txome_loc)\n", + "\n", + " top_hits = r2_g3735[r2_g3735['eval'] < 1e-20]\n", + " hits[stage] = top_hits.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "best = pd.concat([df.assign(Source=key) for key, df in hits.items()], ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + 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class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>query</th>\n", + " <th>target</th>\n", + " <th>seq_id</th>\n", + " <th>ali_len</th>\n", + " <th>no_mism</th>\n", + " <th>no_go</th>\n", + " <th>q_start</th>\n", + " <th>q_end</th>\n", + " <th>t_start</th>\n", + " <th>t_end</th>\n", + " <th>eval</th>\n", + " <th>bit</th>\n", + " <th>qlen</th>\n", + " <th>Source</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>34</th>\n", + " <td>r2_g3735.t1.p1</td>\n", + " <td>TRINITY_DN6471_c0_g1_i2.p1</td>\n", + " <td>1.000</td>\n", + " <td>221</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>221</td>\n", + " <td>1</td>\n", + " <td>221</td>\n", + " <td>1.437000e-146</td>\n", + " <td>461</td>\n", + " <td>297</td>\n", + " <td>INSTAR5</td>\n", + " </tr>\n", + " <tr>\n", + " <th>86</th>\n", + " <td>r2_g3735.t1.p1</td>\n", + " <td>TRINITY_DN11889_c0_g1_i3.p1</td>\n", + " <td>0.989</td>\n", + " 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296 3 \n", + "88 r2_g3735.t1.p1 TRINITY_DN11889_c0_g1_i5.p1 0.989 296 3 \n", + "89 r2_g3735.t1.p1 TRINITY_DN11889_c0_g3_i4.p1 0.989 296 3 \n", + ".. ... ... ... ... ... \n", + "66 r2_g3735.t1.p1 TRINITY_DN8916_c0_g1_i4.p1 0.369 229 141 \n", + "67 r2_g3735.t1.p1 TRINITY_DN8916_c0_g1_i2.p1 0.369 229 141 \n", + "68 r2_g3735.t1.p1 TRINITY_DN8916_c0_g2_i6.p1 0.369 229 141 \n", + "137 r2_g3735.t1.p1 TRINITY_DN12148_c0_g1_i8.p1 0.369 229 141 \n", + "138 r2_g3735.t1.p1 TRINITY_DN12148_c0_g1_i1.p1 0.369 229 141 \n", + "\n", + " no_go q_start q_end t_start t_end eval bit qlen Source \n", + "34 0 1 221 1 221 1.437000e-146 461 297 INSTAR5 \n", + "86 0 1 296 1 296 3.168000e-196 604 297 INSTAR2 \n", + "87 0 1 296 1 296 3.168000e-196 604 297 INSTAR2 \n", + "88 0 1 296 1 296 3.168000e-196 604 297 INSTAR2 \n", + "89 0 1 296 1 296 3.168000e-196 604 297 INSTAR2 \n", + ".. ... ... ... ... ... ... ... ... ... \n", + "66 0 1 229 22 245 7.612000e-38 146 297 JUV1 \n", + "67 0 1 229 53 276 7.612000e-38 146 297 JUV1 \n", + "68 0 1 229 53 276 7.612000e-38 146 297 JUV1 \n", + "137 0 1 229 22 245 1.759000e-37 145 297 INSTAR6 \n", + "138 0 1 229 158 381 1.759000e-37 145 297 INSTAR6 \n", + "\n", + "[184 rows x 14 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best.sort_values(by=['seq_id', 'eval'], ascending=[False, True])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ascc24", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/07-analysis/self_synteny.ipynb b/07-analysis/self_synteny.ipynb new file mode 100644 index 0000000..33c44ca --- /dev/null +++ b/07-analysis/self_synteny.ipynb @@ -0,0 +1,526 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Self-synteny for WGD detection\n", + "\n", + "If a whole-genome duplication (WGD) has happened in a lineage, we would expect to see at least some\n", + "corresponding chromosomes that carry multiple paralogous genes. Therefore, if we perform an\n", + "all-against-all search with protein sequences, set a relatively high e-value threshold (e.g.\n", + "$10^{-10}$ or $10^{-20}$) and exclude self-hits (i.e. search for paralogs), we should be able to see\n", + "a pattern. If WGD has taken place, we should be seeing many clustered off-diagonal hits, linking the\n", + "two paralogous chromosomes. However, if all that is seen is a random scatter of hits, then it is\n", + "likely that no WGD has occurred.\n", + "\n", + "used this list to scan against the _P. litorale_ draft genome using `mmseqs`:\n", + "\n", + "```bash\n", + "cd /lisc/scratch/zoology/pycnogonum/genome/draft/self_synteny\n", + "module load mmseqs2\n", + "M8FORMAT=\"query,target,fident,alnlen,mismatch,gapopen,qstart,qend,tstart,tend,evalue,bits,qlen\"\n", + "proteome=/lisc/scratch/zoology/pycnogonum/genome/draft/transcripts.fa.transdecoder.pep\n", + "mmseqs easy-search $proteome $proteome self.m8 tmp --format-output $M8FORMAT --threads 16 --cov-mode 0 -c 0.8\n", + "```\n", + "\n", + "For coverage mode, we compare the length of the shorter sequence to the longer one, and we ask that\n", + "at least 80% of the longer sequence is covered. This is because we are specifically looking for\n", + "paralogs, and we expect that duplicated genes should have roughly the same length.\n", + "\n", + "We will need numpy and pandas for data wrangling, and matplotlib for plotting." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from scipy.stats import gaussian_kde\n", + "\n", + "import seaborn as sns\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some preparation first:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# we will need to read in the GFF file, because it holds the gene names and positions.\n", + "def read_gff(loc):\n", + " gff = pd.read_csv(loc, sep=\"\\t\", header=None, skiprows=4)\n", + " gff_columns = ['seqid', 'source', 'type', 'start', 'end', 'score', 'strand', 'phase', 'attributes']\n", + " gff.columns = gff_columns\n", + " return gff\n", + "\n", + "# the alignment file is similar to the BLAST tabular format, but we defined the columns in the\n", + "# `M8FORMAT` variable.\n", + "def read_aln(m8, id_sep=None):\n", + " plit = pd.read_csv(m8, sep=\"\\t\", header=None)\n", + " m8_columns = ['query', 'target', 'seq_id', 'ali_len', 'no_mism', 'no_go',\n", + " 'q_start', 'q_end', 't_start', 't_end', 'eval', 'bit', 'qlen']\n", + " plit.columns = m8_columns\n", + " # trim the query to just the ID\n", + " if id_sep is not None:\n", + " plit[\"query\"] = plit[\"query\"].str.split(id_sep).str[1]\n", + " return plit\n", + "\n", + "# in order to get the offsets right in the Oxford grid later, we need to know the length of all the\n", + "# chromosomes, hence we need to read the FASTA file.\n", + "def get_contig_lengths(fasta):\n", + " lengths = {}\n", + " with open(fasta, \"r\") as fh:\n", + " for line in fh:\n", + " if line.startswith(\">\"):\n", + " contig = line.strip().split()[0].replace(\">\", \"\")\n", + " lengths[contig] = 0\n", + " else:\n", + " lengths[contig] += len(line.strip())\n", + " return lengths\n", + "\n", + "# MMseqs2 takes the proteome as input; gene names will contain the transcript and protein IDs, so we\n", + "# need to remove those.\n", + "def extract_gene_name(x):\n", + " if x.startswith(\"PB\"):\n", + " return \".\".join(x.split(\".\")[0:2]).split(',')[0]\n", + " elif x.startswith(\"g\"):\n", + " return x.split(\".\")[0]\n", + " elif x.startswith(\"r2\"):\n", + " return x.split(\".\")[0]\n", + " elif x.startswith(\"at\"):\n", + " return x.split(\".\")[0]\n", + " else:\n", + " return None" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Read and parse the GFF file. Gene names should now be in a separate column." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "gff_loc = \"/Volumes/project/pycnogonum/paper/zenodo/results/merged_sorted_named_dedup_flagged.gff3\"\n", + "fasta_loc = \"/Volumes/project/pycnogonum/paper/zenodo/results/draft.fasta\"\n", + "\n", + "tmp = read_gff(gff_loc)\n", + "gff = tmp[tmp['type'] == 'gene'].copy()\n", + "gff['gene'] = gff['attributes'].str.split(\"ID=\").str[1].str.split(\";\").str[0]\n", + "gff['gene'] = gff['gene'].str.split(',').str[0]\n", + "gff.set_index(\"gene\", inplace=True)\n", + "del tmp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Parse the FASTA file to get the contig lengths:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "contigs = get_contig_lengths(fasta_loc)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Read the alignment results, extract the gene names, and remove self-hits:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "plit = read_aln('/Volumes/scratch/pycnogonum/genome/draft/self_synteny/self.m8')\n", + "\n", + "plit['gene_from'] = plit['query'].apply(extract_gene_name)\n", + "plit['gene_to'] = plit['target'].apply(extract_gene_name)\n", + "\n", + "remove = plit['gene_from'] == plit['gene_to']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The table is extremely redundant and very large, so we will filter it to just the top hits for each\n", + "pair of genes." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "best = plit[~remove].groupby(['gene_from', 'gene_to'])['eval'].min().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "chromosomes = {x: contigs[x] for x in contigs.keys() if x.startswith(\"pseudochrom\")}\n", + "\n", + "offsets = {}\n", + "offsets[\"pseudochrom_1\"] = 0\n", + "\n", + "for i in np.arange(2, 58):\n", + " offsets[f\"pseudochrom_{i}\"] = 0\n", + " for j in np.arange(1, i):\n", + " offsets[f\"pseudochrom_{i}\"] += contigs[f\"pseudochrom_{j}\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def calc_coordinates(row, gff, offsets):\n", + " gene_from = row['gene_from']\n", + " gene_to = row['gene_to']\n", + "\n", + " # get the chromosome for each gene\n", + " chrom_from = gff['seqid'].loc[gene_from]\n", + " chrom_to = gff['seqid'].loc[gene_to]\n", + "\n", + " # if either gene is on a scaffold, skip, we are not plotting those\n", + " if chrom_from.startswith('scaffold') or chrom_to.startswith('scaffold'):\n", + " return\n", + " # if the genes are on the same chromosome, color them differently\n", + " if chrom_from == chrom_to:\n", + " col = 'red'\n", + " else:\n", + " col = 'darkgray'\n", + " \n", + " # get the middle of each gene\n", + " start_from = gff['start'].loc[gene_from]\n", + " end_from = gff['end'].loc[gene_from]\n", + " loc_from = (start_from + end_from) / 2\n", + "\n", + " start_to = gff['start'].loc[gene_to]\n", + " end_to = gff['end'].loc[gene_to]\n", + " loc_to = (start_to + end_to) / 2\n", + "\n", + " # get the offset for each gene\n", + " offset_from = offsets[chrom_from]\n", + " offset_to = offsets[chrom_to]\n", + "\n", + " # plot the points\n", + " y = loc_from + offset_from\n", + " x = loc_to + offset_to\n", + "\n", + " # print(row['gene_from'], row['gene_to'], x, y)\n", + " return x, y, col, chrom_from, chrom_to" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "tmp = best.apply(calc_coordinates, axis=1, gff=gff, offsets=offsets)\n", + "coordinates = pd.DataFrame(tmp.tolist(), columns=['x', 'y', 'col', 'chrom_from', 'chrom_to'])\n", + "best = best.join(coordinates)\n", + "best.dropna(inplace=True)\n", + "del tmp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, if a gene has multiple paralogs on the same chromosome, we will count all of them,\n", + "potentially inflating the number of hits. Now that we know the chromosome location of each gene we\n", + "can filter out these cases. Of course, this could happen both ways (from-to, to-from), so we need to\n", + "filter both ways too." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "best['min_eval'] = best.groupby(['gene_from', 'chrom_to'])['eval'].transform('min')\n", + "best = best[best['eval'] == best['min_eval']].reset_index().copy()\n", + "best.drop(columns=['min_eval'], inplace=True)\n", + "best['min_eval'] = best.groupby(['gene_to', 'chrom_from'])['eval'].transform('min')\n", + "best = best[best['eval'] == best['min_eval']].reset_index().copy()\n", + "best.drop(columns=['min_eval'], inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `best` table now holds, for each gene, the best hit per chromosome (if any). This means that\n", + "we can aggregate via the \"gene_from\" (actually even \"gene_to\", since we filtered that as well) and\n", + "get the total number of putative paralogs per chromosome. We are going to plot these best hits per\n", + "chromosome on a genome map to get a sense of whether there is widespread synteny, a sign of WGD.\n", + "\n", + "For this, we will use an Oxford grid, where we will plot the chromosomes in sequential order on both\n", + "axes. Each `(gene_from, gene_to)` pair will then be placed in the corresponding cell of the grid,\n", + "based on the genomic coordinates of the genes (mid point between gene start and gene end).\n", + "\n", + "For this to work we need to know the lengths of all the chromosomes, since when we plot a gene at\n", + "position `x` on chromosome `n` the actual coordinate will be $\\sum{chrom[1:n-1]} + x$." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "total_length = sum([x for x in chromosomes.values()])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 10))\n", + "\n", + "ax.set_xlim(0, total_length)\n", + "ax.set_ylim(0, total_length)\n", + "all_ticks = [offsets[x]+chromosomes[x]/2 for x in chromosomes.keys()]\n", + "all_tick_labels = [x.split('_')[1] for x in chromosomes.keys()]\n", + "ax.set_xticks(all_ticks[::4])\n", + "ax.set_xticklabels(all_tick_labels[::4])\n", + "\n", + "ax.set_yticks(all_ticks[::4])\n", + "ax.set_yticklabels(all_tick_labels[::4])\n", + "\n", + "ax.yaxis.set_inverted(True)\n", + "\n", + "ax.plot([0, total_length], [0, total_length], color='black', linestyle='-', linewidth=0.4)\n", + "\n", + "for _, offset in offsets.items():\n", + " ax.axvline(offset, color='black', linewidth=0.4)\n", + " ax.axhline(offset, color='black', linewidth=0.4)\n", + "\n", + "keep = best['eval'] < 1e-5\n", + "best[keep].plot.scatter(x='x', y='y', c='col', ax=ax, s=0.5, alpha=0.7);\n", + "\n", + "# ax.set_title('Self-Oxford grid of P. litorale\\nPutative paralogs with e-value < 1e-5')\n", + "ax.set_xlabel('Pseudochromosome', fontsize=12)\n", + "ax.set_ylabel('Pseudochromosome', fontsize=12)\n", + "plt.xticks(fontsize=12);\n", + "plt.yticks(fontsize=12);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Are all of the \"paralogs\" the same genes, found over and over in other chromosomes? To look at that\n", + "we have to find all the unique genes that find at least one paralog. We can then count how many we\n", + "have per pseudochromosome, and translate that to percentages. Of course, the definition of a paralog\n", + "depends on the e-value threshold, so we should try a couple of different ones." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "chrom_length = pd.DataFrame.from_dict(chromosomes, orient='index', columns=['length'])\n", + "total_genes = pd.DataFrame(gff['seqid'].value_counts())\n", + "fig, ax = plt.subplots()\n", + "\n", + "for eval_threshold in [1e-5, 1e-15, 1e-30, 1e-45, 1e-60]:\n", + " keep = best['eval'] < eval_threshold\n", + " all_paralogs = pd.concat((best[keep]['gene_from'], best[keep]['gene_to']), axis=0).unique()\n", + "\n", + " total_paralogs = pd.DataFrame(gff.loc[all_paralogs]['seqid'].value_counts())\n", + " total_paralogs = total_paralogs.join(chrom_length)\n", + " total_paralogs.columns = ['#paralogs', 'chrom. length']\n", + " total_paralogs = total_paralogs.join(total_genes)\n", + " total_paralogs.columns = ['#paralogs', 'chrom. length', '#genes']\n", + "\n", + " total_paralogs['percent non-unique'] = total_paralogs['#paralogs'] / total_paralogs['#genes'] * 100\n", + " density = gaussian_kde(total_paralogs['percent non-unique'])\n", + " density.covariance_factor = lambda : .25\n", + " density._compute_covariance()\n", + " xs = np.linspace(10, 45, 200)\n", + " # fig, ax = plt.subplots()\n", + " # ax.hist(total_paralogs['percent non-unique'], bins=20, alpha=0.3, label=f\"{eval_threshold:.0e}\", density=True)\n", + " ax.plot(xs, density(xs), label=f\"{eval_threshold:.0e}\")\n", + "\n", + "ax.set_xlabel('percent putative paralogs')\n", + "ax.set_ylabel('density')\n", + "ax.set_title('Putative paralog content per pseudochromosome')\n", + "ax.legend(title='E-value threshold');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `best` table is much easier to interpret: each row shows the best hit for a gene on a\n", + "chromosome. We could aggregate the information in this table by asking how many hits go _from_ one\n", + "chromosome _to_ another one. Since we have filtered out redundancies, we could then translate this\n", + "number to a percentage of total genes in the _from_ chromosome. This would give us a measure of how\n", + "many genes on a chromosome are unique vs. shared with another chromosome. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "keep = best['eval'] < 1e-60\n", + "df = pd.pivot_table(best[keep], index='chrom_to', columns='chrom_from', aggfunc='size', fill_value=0)\n", + "df = df / gff['seqid'].value_counts()[df.index]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "df.index = df.index.str.split('_').str[1].astype(int)\n", + "df.columns = df.columns.str.split('_').str[1].astype(int)\n", + "\n", + "df = df.sort_index(axis=0)\n", + "df = df.sort_index(axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1000 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 10))\n", + "sns.heatmap(df, cmap='magma_r', ax=ax)\n", + "plt.yticks(rotation=0, fontsize=12);\n", + "plt.xticks(rotation=0, fontsize=12);\n", + "ax.set_xlabel('target chromosome', fontsize=12);\n", + "ax.set_ylabel('source chromosome', fontsize=12);" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "max_col = pd.DataFrame(df.apply(lambda x: x.idxmax(), axis=1))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 0.011785227085781407, 0.08421052631578947)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.fill_diagonal(df.values, 0)\n", + "\n", + "df.min().min(), df.values[df.values>0].mean(), df.max().max()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ascc24", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/07-analysis/sine_finder.ipynb b/07-analysis/sine_finder.ipynb new file mode 100644 index 0000000..ea7f6ad --- /dev/null +++ b/07-analysis/sine_finder.ipynb @@ -0,0 +1,680 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualising the SINE cluster\n", + "\n", + "## finding SINE gene candidates\n", + "\n", + "We compiled a list of homeobox genes in the SINE family from the [Aase-Remedios _et al._\n", + "(2023)](https://doi.org/10.1093/molbev/msad239) analysis of the spider Homeobox gene repertoire. We\n", + "used this list to scan against the _P. litorale_ draft genome using `mmseqs`:\n", + "\n", + "```bash\n", + "cd /lisc/scratch/zoology/pycnogonum/genome/draft/sine\n", + "module load mmseqs2\n", + "M8FORMAT=\"query,target,fident,alnlen,mismatch,gapopen,qstart,qend,tstart,tend,evalue,bits,qlen\"\n", + "mmseqs easy-search sine_chelicerates.fa ../draft.fasta sine_genomic.m8 tmp --format-output $M8FORMAT --threads 4\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we'll have to read the GFF file so that we can locate the loci that overlap with our genomic\n", + "hits." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from sklearn.cluster import DBSCAN\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib.patches import ConnectionPatch" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def read_gff(loc):\n", + " gff = pd.read_csv(loc, sep=\"\\t\", header=None, skiprows=4)\n", + " gff_columns = ['seqid', 'source', 'type', 'start', 'end', 'score', 'strand', 'phase', 'attributes']\n", + " gff.columns = gff_columns\n", + " return gff\n", + "\n", + "# read file, name columns\n", + "def read_aln(m8, id_sep=None):\n", + " sine = pd.read_csv(m8, sep=\"\\t\", header=None)\n", + " m8_columns = ['query', 'target', 'seq_id', 'ali_len', 'no_mism', 'no_go',\n", + " 'q_start', 'q_end', 't_start', 't_end', 'eval', 'bit', 'qlen']\n", + " sine.columns = m8_columns\n", + " # trim the query to just the ID\n", + " if id_sep is not None:\n", + " sine[\"query\"] = sine[\"query\"].str.split(id_sep).str[1]\n", + " return sine" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "gff_loc = \"/Volumes/project/pycnogonum/paper/zenodo/results/merged_sorted_named_dedup_flagged.gff3\"\n", + "tmp = read_gff(gff_loc)\n", + "gff = tmp[tmp['type'] == 'gene'].copy()\n", + "gff['gene'] = gff['attributes'].str.split(\"ID=\").str[1].str.split(\";\").str[0]\n", + "del tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "sine = read_aln('/Volumes/scratch/pycnogonum/genome/draft/sine/sine_genomic.m8')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "sine['species'] = sine['query'].str.split(\"_\").str[:2].str.join(\" \")\n", + "sine['symbol'] = sine['query'].str.split(\"_\").str[2:].str.join(\"_\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def hit_to_locus(hit, gff):\n", + " same_chrom = gff['seqid'] == hit['target']\n", + " within_borders = (gff['start'] <= hit['t_start']) & (gff['end'] >= hit['t_end'])\n", + "\n", + " overlap = gff[same_chrom & within_borders]\n", + " return overlap['gene'].values[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "hits = sine[sine['eval'] < 1e-20].copy()\n", + "hits['gene'] = hits.apply(hit_to_locus, axis=1, gff=gff)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>query</th>\n", + " <th>target</th>\n", + " <th>seq_id</th>\n", + " <th>ali_len</th>\n", + " <th>no_mism</th>\n", + " <th>no_go</th>\n", + " <th>q_start</th>\n", + " <th>q_end</th>\n", + " <th>t_start</th>\n", + " <th>t_end</th>\n", + " <th>eval</th>\n", + " <th>bit</th>\n", + " <th>qlen</th>\n", + " <th>species</th>\n", + " <th>symbol</th>\n", + " <th>gene</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>T_tridentatus_Six3/6</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>0.983</td>\n", + " <td>180</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>60</td>\n", + " <td>7711226</td>\n", + " <td>7711047</td>\n", + " <td>1.348000e-35</td>\n", + " <td>131</td>\n", + " <td>60</td>\n", + " <td>T tridentatus</td>\n", + " <td>Six3/6</td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " <tr>\n", + " <th>26</th>\n", + " <td>P_tepidariorum_Six1/2</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>0.728</td>\n", + " <td>177</td>\n", + " <td>16</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>59</td>\n", + " <td>7711226</td>\n", + " <td>7711050</td>\n", + " <td>2.638000e-24</td>\n", + " <td>98</td>\n", + " <td>60</td>\n", + " <td>P tepidariorum</td>\n", + " <td>Six1/2</td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " <tr>\n", + " <th>34</th>\n", + " <td>T_antipodiana_Six1/2</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>0.694</td>\n", + " <td>177</td>\n", + " <td>18</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>59</td>\n", + " <td>7711226</td>\n", + " <td>7711050</td>\n", + " <td>1.772000e-23</td>\n", + " <td>96</td>\n", + " <td>60</td>\n", + " <td>T antipodiana</td>\n", + " <td>Six1/2</td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " <tr>\n", + " <th>40</th>\n", + " <td>A_bruennichi_Six3/6</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>0.983</td>\n", + " <td>180</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>60</td>\n", + " <td>7711226</td>\n", + " <td>7711047</td>\n", + " <td>4.787000e-35</td>\n", + " <td>129</td>\n", + " <td>60</td>\n", + " <td>A bruennichi</td>\n", + " <td>Six3/6</td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " <tr>\n", + " <th>44</th>\n", + " <td>C_sculpturatus_Six3/6</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>1.000</td>\n", + " <td>180</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>60</td>\n", + " <td>7711226</td>\n", + " <td>7711047</td>\n", + " <td>1.348000e-35</td>\n", + " <td>131</td>\n", + " <td>60</td>\n", + " <td>C sculpturatus</td>\n", + " <td>Six3/6</td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>574</th>\n", + " <td>S_maritima_Six1/2</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>0.728</td>\n", + " <td>177</td>\n", + " <td>16</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>59</td>\n", + " <td>7711226</td>\n", + " <td>7711050</td>\n", + " <td>3.931000e-25</td>\n", + " <td>101</td>\n", + " <td>60</td>\n", + " <td>S maritima</td>\n", + " <td>Six1/2</td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " <tr>\n", + " <th>581</th>\n", + " <td>T_castaneum_Six1/2</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>0.711</td>\n", + " <td>177</td>\n", + " <td>17</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>59</td>\n", + " <td>7711226</td>\n", + " <td>7711050</td>\n", + " <td>7.414000e-25</td>\n", + " <td>100</td>\n", + " <td>60</td>\n", + " <td>T castaneum</td>\n", + " <td>Six1/2</td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " <tr>\n", + " <th>588</th>\n", + " <td>A_bruennichi_Six3/6</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>1.000</td>\n", + " <td>180</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>60</td>\n", + " <td>7711226</td>\n", + " <td>7711047</td>\n", + " <td>1.348000e-35</td>\n", + " <td>131</td>\n", + " <td>60</td>\n", + " <td>A bruennichi</td>\n", + " <td>Six3/6</td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " <tr>\n", + " <th>622</th>\n", + " <td>A_bruennichi_Six1/2</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>0.694</td>\n", + " <td>177</td>\n", + " <td>18</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>59</td>\n", + " <td>7711226</td>\n", + " <td>7711050</td>\n", + " <td>3.624000e-24</td>\n", + " <td>98</td>\n", + " <td>60</td>\n", + " <td>A bruennichi</td>\n", + " <td>Six1/2</td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " <tr>\n", + " <th>631</th>\n", + " <td>A_bruennichi</td>\n", + " <td>pseudochrom_3</td>\n", + " <td>0.677</td>\n", + " <td>177</td>\n", + " <td>19</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>59</td>\n", + " <td>7711226</td>\n", + " <td>7711050</td>\n", + " <td>2.433000e-23</td>\n", + " <td>96</td>\n", + " <td>60</td>\n", + " <td>A bruennichi</td>\n", + " <td></td>\n", + " <td>g5264</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>81 rows × 16 columns</p>\n", + "</div>" + ], + "text/plain": [ + " query target seq_id ali_len no_mism no_go \\\n", + "0 T_tridentatus_Six3/6 pseudochrom_3 0.983 180 1 0 \n", + "26 P_tepidariorum_Six1/2 pseudochrom_3 0.728 177 16 0 \n", + "34 T_antipodiana_Six1/2 pseudochrom_3 0.694 177 18 0 \n", + "40 A_bruennichi_Six3/6 pseudochrom_3 0.983 180 1 0 \n", + "44 C_sculpturatus_Six3/6 pseudochrom_3 1.000 180 0 0 \n", + ".. ... ... ... ... ... ... \n", + "574 S_maritima_Six1/2 pseudochrom_3 0.728 177 16 0 \n", + "581 T_castaneum_Six1/2 pseudochrom_3 0.711 177 17 0 \n", + "588 A_bruennichi_Six3/6 pseudochrom_3 1.000 180 0 0 \n", + "622 A_bruennichi_Six1/2 pseudochrom_3 0.694 177 18 0 \n", + "631 A_bruennichi pseudochrom_3 0.677 177 19 0 \n", + "\n", + " q_start q_end t_start t_end eval bit qlen \\\n", + "0 1 60 7711226 7711047 1.348000e-35 131 60 \n", + "26 1 59 7711226 7711050 2.638000e-24 98 60 \n", + "34 1 59 7711226 7711050 1.772000e-23 96 60 \n", + "40 1 60 7711226 7711047 4.787000e-35 129 60 \n", + "44 1 60 7711226 7711047 1.348000e-35 131 60 \n", + ".. ... ... ... ... ... ... ... \n", + "574 1 59 7711226 7711050 3.931000e-25 101 60 \n", + "581 1 59 7711226 7711050 7.414000e-25 100 60 \n", + "588 1 60 7711226 7711047 1.348000e-35 131 60 \n", + "622 1 59 7711226 7711050 3.624000e-24 98 60 \n", + "631 1 59 7711226 7711050 2.433000e-23 96 60 \n", + "\n", + " species symbol gene \n", + "0 T tridentatus Six3/6 g5264 \n", + "26 P tepidariorum Six1/2 g5264 \n", + "34 T antipodiana Six1/2 g5264 \n", + "40 A bruennichi Six3/6 g5264 \n", + "44 C sculpturatus Six3/6 g5264 \n", + ".. ... ... ... \n", + "574 S maritima Six1/2 g5264 \n", + "581 T castaneum Six1/2 g5264 \n", + "588 A bruennichi Six3/6 g5264 \n", + "622 A bruennichi Six1/2 g5264 \n", + "631 A bruennichi g5264 \n", + "\n", + "[81 rows x 16 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hits[hits['target'] == 'pseudochrom_3']" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "candidates = hits['gene'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "plit_peptides = {}\n", + "with open('/Volumes/project/pycnogonum/genome/draft/transcripts.fa.transdecoder.pep', 'r') as f:\n", + " lines = f.readlines()\n", + " for i, line in enumerate(lines):\n", + " if line.startswith(\">\"):\n", + " gene = line.split(\" \")[0][1:]\n", + " plit_peptides[gene] = \"\"\n", + " else:\n", + " plit_peptides[gene] += line.strip()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "candidate_sequences = {}\n", + "for gene in plit_peptides:\n", + " for c in candidates:\n", + " if c in gene:\n", + " candidate_sequences[gene] = plit_peptides[gene]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "with open('/Volumes/scratch/pycnogonum/genome/draft/sine/sine_candidates.fa', 'w') as f:\n", + " for gene, seq in candidate_sequences.items():\n", + " f.write(f\">{gene}\\n{seq}\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can concatenate all the sequences and align them.\n", + "\n", + "```bash\n", + "cat sine_chelicerates.fa > sine.fa\n", + "cat sine_candidates.fa >> sine.fa\n", + "```\n", + "\n", + "Before continuing, check whether the sequences were concatenated correctly - if there is no newline\n", + "character at the end of `sine.fa`, the header of the first candidate sequence will be appended to\n", + "the last sequence of the `sine_chelicerates.fa` file.\n", + "\n", + "First, quick-and-dirty alignment so we can just cut out the homeodomain regions from the _P.\n", + "litorale_ sequences:\n", + "\n", + "```bash\n", + "cd /lisc/scratch/zoology/pycnogonum/genome/draft/sine\n", + "mafft --thread 4 sine.fa > sine_aligned.fasta\n", + "```\n", + "\n", + "Now we can extract the homeodomain regions. This was done manually in Jalview, by deleting columns\n", + "left and right of the homeobox region. We excluded the \"sine-like\" sequences from the alignment, as\n", + "they visibly did not agree with the rest of the sequences.\n", + "\n", + "The resulting trimmed alignment was saved as `homeobox.fasta` and re-aligned with MAFFT in L-INS-i\n", + "mode (Probably most accurate, a little bit slower):\n", + "\n", + "```bash\n", + "mafft --thread 4 --maxiterate 1000 --localpair homeobox.fasta > homeobox_aligned.fasta\n", + "```\n", + "\n", + "The resulting alignment was input to IQTREE2.\n", + "\n", + "```bash\n", + "module load iqtree\n", + "/usr/bin/time iqtree2 -s ./homeobox_aligned.fasta -B 1000 -T 4\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>seqid</th>\n", + " <th>source</th>\n", + " <th>type</th>\n", + " <th>start</th>\n", + " <th>end</th>\n", + " <th>score</th>\n", + " <th>strand</th>\n", + " <th>phase</th>\n", + " <th>attributes</th>\n", + " <th>name</th>\n", + " </tr>\n", + " <tr>\n", + " <th>gene</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>PB.8648</th>\n", + " <td>pseudochrom_56</td>\n", + " <td>PacBio</td>\n", + " <td>gene</td>\n", + " <td>4420024</td>\n", + " <td>4432656</td>\n", + " <td>.</td>\n", + " <td>+</td>\n", + " <td>.</td>\n", + " <td>ID=PB.8648;function=Sequence-specific DNA bind...</td>\n", + " <td>Six4/5</td>\n", + " </tr>\n", + " <tr>\n", + " <th>g5264</th>\n", + " <td>pseudochrom_3</td>\n", + " <td>AUGUSTUS</td>\n", + " <td>gene</td>\n", + " <td>7701237</td>\n", + " <td>7711655</td>\n", + " <td>.</td>\n", + " <td>-</td>\n", + " <td>.</td>\n", + " <td>ID=g5264;function=Transcriptional regulator, S...</td>\n", + " <td>Six3/6</td>\n", + " </tr>\n", + " <tr>\n", + " <th>PB.2234</th>\n", + " <td>pseudochrom_13</td>\n", + " <td>PacBio</td>\n", + " <td>gene</td>\n", + " <td>4947930</td>\n", + " <td>4972081</td>\n", + " <td>.</td>\n", + " <td>+</td>\n", + " <td>.</td>\n", + " <td>ID=PB.2234;function=sequence-specific DNA bind...</td>\n", + " <td>Six1/2</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " seqid source type start end score strand phase \\\n", + "gene \n", + "PB.8648 pseudochrom_56 PacBio gene 4420024 4432656 . + . \n", + "g5264 pseudochrom_3 AUGUSTUS gene 7701237 7711655 . - . \n", + "PB.2234 pseudochrom_13 PacBio gene 4947930 4972081 . + . \n", + "\n", + " attributes name \n", + "gene \n", + "PB.8648 ID=PB.8648;function=Sequence-specific DNA bind... Six4/5 \n", + "g5264 ID=g5264;function=Transcriptional regulator, S... Six3/6 \n", + "PB.2234 ID=PB.2234;function=sequence-specific DNA bind... Six1/2 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "names = {\n", + " 'PB.8648': 'Six4/5',\n", + " 'g5264': 'Six3/6',\n", + " 'PB.2234': 'Six1/2',\n", + "}\n", + "\n", + "sine_cluster = gff.set_index('gene').loc[names.keys()]\n", + "sine_cluster['name'] = sine_cluster.index.map(names)\n", + "sine_cluster.sort_values(['seqid', 'start'], ascending=[False, True])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ascc24", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- GitLab