{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reconstructing trees with Cassiopeia\n", "\n", "Cassiopeia offers several utilities for reconstructing phylogenies, carrying users from the allele tables they've created in the preprocessing tutorial to the full phylogeneis. This tutorial serves as a general overview of the tools that Cassiopeia offers for tree reconstruction." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from IPython.display import Image\n", "\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import cassiopeia as cas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating character matrices\n", "The first step in any tree reconstruction task is the creation of character matrices. In Cassiopeia, character matrices are the fundamental data structure representing mutation information in a clonal lineage (e.g., a single embryo or a tumor).\n", "\n", "While users can create their own, Cassiopeia offers utilities for converting allele tables into character matrices. Below, we demonstrate how this is done on an example dataset from [Quinn et al](https://science.sciencemag.org/content/371/6532/eabc1944).\n", "\n", "### Reading in and inspecting the data" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# read in an allele table\n", "allele_table = pd.read_csv(\"https://ftp.ncbi.nlm.nih.gov/geo/samples/GSM4905nnn/GSM4905334/suppl/GSM4905334_alleleTable.5k.txt.gz\", sep='\\t',\n", " usecols = ['cellBC', 'intBC', 'r1', 'r2', 'r3', 'allele', 'LineageGroup', 'sampleID', 'readCount', 'UMI'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you see below, this `allele table` reports on the allelic information for each intBC in each cellBC. In addition, we have annotated each cellBC by which clone it came from (denoted by the `LineageGroup` column) and which tissue it came from (denoted by the `sampleID` column). Before reconstructing trees, we'll want to select a specific clone for reconstruction -- recall that we want to only reconstruct trees for clonally-related cells!\n", "\n", "
\n", "Warning: The semantics used above correspond specifically to the molecular recorder technology described in Chan et al, 2019. Depending on your technology, you might not have the equivalent of intBCs or lineage-groups. For example, the GESTALT technology as described in Raj et al, 2018 does not have intBCs. Moreover, be sure you know what a \"clonal\" population indicates in your dataset - for example, each embryo might be considered a clonal population. \n", "
\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cellBCintBCr1r2r3alleleLineageGroupsampleIDreadCountUMI
0RW.TTTGTCATCAGCTCGG-1CTCCCCCAATACCGGACAA[115:23I]CTTAACTTTGTATGGTCCTTTGTATGGCTAACG[163:27D]ATGTCTAATT[219:2D]CGGAGGACAA[115:23I]CTTAACTTTGTATGGTCCTTTGTATGGCTAAC...24RW5299
1RW.TTTGTCATCAGCTCGG-1ACACATAACTTTAGCGCCG[111:1I]AAAAAAACGAT[165:25D]ATGTCTAATT[219:2D]CGGAGCGCCG[111:1I]AAAAAAACGAT[165:25D]ATGTCTAATT[21...24RW71914
2RW.TTTGTCATCAGCTCGG-1AGATAACGGCAAGTCCTTT[103:34D]GCACGGTCAT[159:9D]GTTGGAATTC[220:1I]TGCGGACCTTT[103:34D]GCACGGTCAT[159:9D]GTTGGAATTC[220...24RW4599
3RW.TTTGTCATCAGCTCGG-1CACACTCACGATGACGCCG[111:1I]AAAAAACGATA[166:4D]TGGTTTAATT[219:2D]CGGAGCGCCG[111:1I]AAAAAACGATA[166:4D]TGGTTTAATT[219...24RW76010
4RW.TTTGTCATCAGCTCGG-1CATACGCCATGAGGCGCCG[111:1I]AAAAAAGATAT[None]CTCTGTAGCA[206:42D]GTCTTCGCCG[111:1I]AAAAAAGATAT[None]CTCTGTAGCA[206:4...24RW3516
\n", "
" ], "text/plain": [ " cellBC intBC \\\n", "0 RW.TTTGTCATCAGCTCGG-1 CTCCCCCAATACCG \n", "1 RW.TTTGTCATCAGCTCGG-1 ACACATAACTTTAG \n", "2 RW.TTTGTCATCAGCTCGG-1 AGATAACGGCAAGT \n", "3 RW.TTTGTCATCAGCTCGG-1 CACACTCACGATGA \n", "4 RW.TTTGTCATCAGCTCGG-1 CATACGCCATGAGG \n", "\n", " r1 r2 \\\n", "0 GACAA[115:23I]CTTAACTTTGTATGGTCCTTTGTATGGC TAACG[163:27D]ATGTC \n", "1 CGCCG[111:1I]AAAAAA ACGAT[165:25D]ATGTC \n", "2 CCTTT[103:34D]GCACG GTCAT[159:9D]GTTGG \n", "3 CGCCG[111:1I]AAAAAA CGATA[166:4D]TGGTT \n", "4 CGCCG[111:1I]AAAAAA GATAT[None]CTCTG \n", "\n", " r3 allele \\\n", "0 TAATT[219:2D]CGGAG GACAA[115:23I]CTTAACTTTGTATGGTCCTTTGTATGGCTAAC... \n", "1 TAATT[219:2D]CGGAG CGCCG[111:1I]AAAAAAACGAT[165:25D]ATGTCTAATT[21... \n", "2 AATTC[220:1I]TGCGGA CCTTT[103:34D]GCACGGTCAT[159:9D]GTTGGAATTC[220... \n", "3 TAATT[219:2D]CGGAG CGCCG[111:1I]AAAAAACGATA[166:4D]TGGTTTAATT[219... \n", "4 TAGCA[206:42D]GTCTT CGCCG[111:1I]AAAAAAGATAT[None]CTCTGTAGCA[206:4... \n", "\n", " LineageGroup sampleID readCount UMI \n", "0 24 RW 529 9 \n", "1 24 RW 719 14 \n", "2 24 RW 459 9 \n", "3 24 RW 760 10 \n", "4 24 RW 351 6 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "allele_table.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimating indel priors\n", "Because we've sampled ~100 clonal populations, we can leverage the fact that each of these clones represents an independent lineage-tracing experiment to estimate the probability of a particular indel occurring. This will be helpful for reconstruction tasks downstream.\n", "\n", "To do this, we use `cas.pp.compute_empirical_indel_priors`. Here we treat each `intBC` in each clonal population as an independent group so we'll estimate priors by counting the proportion of times that an indel appeared on a `intBC`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "indel_priors = cas.pp.compute_empirical_indel_priors(allele_table, grouping_variables=['intBC', 'LineageGroup'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After doing this, we can observe the most frequent indels, appearing on most `intBCs` across our dataset." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countfreq
indel
CGCCG[111:1I]AAAAAA832.00.797699
TAATT[219:2D]CGGAG713.00.683605
CGATA[166:1I]TTCTCT611.00.585810
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" ], "text/plain": [ " count freq\n", "indel \n", "CGCCG[111:1I]AAAAAA 832.0 0.797699\n", "TAATT[219:2D]CGGAG 713.0 0.683605\n", "CGATA[166:1I]TTCTCT 611.0 0.585810\n", "AATTC[220:1I]GGCGGA 610.0 0.584851\n", "ATTCG[221:1D]GGAGG 524.0 0.502397" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "indel_priors.sort_values(by='count', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With indel priors calculated, we'll subset our allele table to a clone of interest and create a character matrix. This can be done by passing the clone's allele table to `cas.pp.convert_alleletable_to_character_matrix` which will transform the allele table into an `N x M` character matrix. We'll also pass in the indel priors we just computed, which will be transformed into a dictionary relating each unique state observed in each character to a probability. This new `priors` object will be specific to the character matrix we're computing.\n", "\n", "The function for converting allele tables to character matrices has additional capabilities for filtering out low-information characters. Not only can users specify a subset of intBCs to ignore, but we can also filter out characters by dominated by a single state (this proportion can be controlled by `allele_rep_thresh`). Here we filter out characters that have an indel spanning more than 90% of cells." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clonal population #45 has 98 cells and 26 intBCs (78) characters.\n" ] } ], "source": [ "CLONE = 45\n", "clone_allele_table = allele_table[allele_table['LineageGroup'] == CLONE]\n", "\n", "n_cells = clone_allele_table['cellBC'].nunique()\n", "n_intbc = clone_allele_table['intBC'].nunique()\n", "\n", "print(f\"Clonal population #{CLONE} has {n_cells} cells and {n_intbc} intBCs ({n_intbc * 3}) characters.\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dropping the following intBCs due to lack of diversity with threshold 0.9: ['CCGTTCCAATTGTGr3', 'GACTCATGACACTTr1', 'TCAATGAGAGTTCTr1', 'TCAATGAGAGTTCTr2', 'TCAATGAGAGTTCTr3', 'TTCTTTTTACCGCGr1', 'TTCTTTTTACCGCGr2', 'CCCGAGCTAATCCTr3']\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1c105f36a1b248808c4f6e394e7e345c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Processing characters: 0%| | 0/70 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
r1r2r3r4r5r6r7r8r9r10...r61r62r63r64r65r66r67r68r69r70
RW.TTTGCGCCAAGAAAGG-10010010011...-1-1-1-1-1-1-1-1-1-1
RW.GTTCTCGAGGGTTTCT-10000001011...-1-1-1-1-1-1-1-1-1-1
RW.GTCATTTTCCATTCTA-11120020011...0-1-1-1-1-1-1-1-1-1
RW.GGGATGATCGCGCCAA-12230002120...0000100000
RW.GGCTGGTAGTCAATAG-10010010011...0-1-1-1-1-1-1-1-1-1
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5 rows × 70 columns

\n", "" ], "text/plain": [ " r1 r2 r3 r4 r5 r6 r7 r8 r9 r10 ... r61 r62 \\\n", "RW.TTTGCGCCAAGAAAGG-1 0 0 1 0 0 1 0 0 1 1 ... -1 -1 \n", "RW.GTTCTCGAGGGTTTCT-1 0 0 0 0 0 0 1 0 1 1 ... -1 -1 \n", "RW.GTCATTTTCCATTCTA-1 1 1 2 0 0 2 0 0 1 1 ... 0 -1 \n", "RW.GGGATGATCGCGCCAA-1 2 2 3 0 0 0 2 1 2 0 ... 0 0 \n", "RW.GGCTGGTAGTCAATAG-1 0 0 1 0 0 1 0 0 1 1 ... 0 -1 \n", "\n", " r63 r64 r65 r66 r67 r68 r69 r70 \n", "RW.TTTGCGCCAAGAAAGG-1 -1 -1 -1 -1 -1 -1 -1 -1 \n", "RW.GTTCTCGAGGGTTTCT-1 -1 -1 -1 -1 -1 -1 -1 -1 \n", "RW.GTCATTTTCCATTCTA-1 -1 -1 -1 -1 -1 -1 -1 -1 \n", "RW.GGGATGATCGCGCCAA-1 0 0 1 0 0 0 0 0 \n", "RW.GGCTGGTAGTCAATAG-1 -1 -1 -1 -1 -1 -1 -1 -1 \n", "\n", "[5 rows x 70 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "character_matrix.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also observe the new prior dictionary we created. Indexing the dictionary by `0` gives the priors for the states observed in the 1st character.\n", "\n", "
\n", "Heads up: States are not consistent across characters, so priors need not align between characters. Do not be alarmed if state 1 has a different prior between characters!\n", "
\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{1: 0.003835091083413231,\n", " 2: 0.0009587727708533077,\n", " 3: 0.0028763183125599234,\n", " 4: 0.0009587727708533077,\n", " 5: 0.26558005752636626,\n", " 6: 0.23585810162991372,\n", " 7: 0.01725790987535954,\n", " 8: 0.7976989453499521,\n", " 9: 0.0028763183125599234}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "priors[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reconstructing trees\n", "\n", "With the character matrix and priors we just created, we are ready to reconstruct trees! Cassiopeia offers a general interface for working with trees, including reconstruction.\n", "\n", "\n", "### Working with CassiopeiaTrees\n", "At its core is the `CassiopeiaTree` class -- this is a general data structure that can store tree topologies, character matrices (with various layers), priors, branch lengths, and other meta data. Importantly, all of our solvers derive from a central `CassiopeiaSolver` class that at a minimum implements a single function - `solve` - that ingests a `CassiopeiaTree` and populates the tree topology within the object. To see how this works, let's work with the character matrix we just created above." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "cas_tree = cas.data.CassiopeiaTree(character_matrix=character_matrix, priors=priors)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `CassiopeiaTree` constructor will populate the object automatically with the specified information which we can explore here." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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r1r2r3r4r5r6r7r8r9r10...r61r62r63r64r65r66r67r68r69r70
RW.TTTGCGCCAAGAAAGG-10010010011...-1-1-1-1-1-1-1-1-1-1
RW.GTTCTCGAGGGTTTCT-10000001011...-1-1-1-1-1-1-1-1-1-1
RW.GTCATTTTCCATTCTA-11120020011...0-1-1-1-1-1-1-1-1-1
RW.GGGATGATCGCGCCAA-12230002120...0000100000
RW.GGCTGGTAGTCAATAG-10010010011...0-1-1-1-1-1-1-1-1-1
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5 rows × 70 columns

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" ], "text/plain": [ " r1 r2 r3 r4 r5 r6 r7 r8 r9 r10 ... r61 r62 \\\n", "RW.TTTGCGCCAAGAAAGG-1 0 0 1 0 0 1 0 0 1 1 ... -1 -1 \n", "RW.GTTCTCGAGGGTTTCT-1 0 0 0 0 0 0 1 0 1 1 ... -1 -1 \n", "RW.GTCATTTTCCATTCTA-1 1 1 2 0 0 2 0 0 1 1 ... 0 -1 \n", "RW.GGGATGATCGCGCCAA-1 2 2 3 0 0 0 2 1 2 0 ... 0 0 \n", "RW.GGCTGGTAGTCAATAG-1 0 0 1 0 0 1 0 0 1 1 ... 0 -1 \n", "\n", " r63 r64 r65 r66 r67 r68 r69 r70 \n", "RW.TTTGCGCCAAGAAAGG-1 -1 -1 -1 -1 -1 -1 -1 -1 \n", "RW.GTTCTCGAGGGTTTCT-1 -1 -1 -1 -1 -1 -1 -1 -1 \n", "RW.GTCATTTTCCATTCTA-1 -1 -1 -1 -1 -1 -1 -1 -1 \n", "RW.GGGATGATCGCGCCAA-1 0 0 1 0 0 0 0 0 \n", "RW.GGCTGGTAGTCAATAG-1 -1 -1 -1 -1 -1 -1 -1 -1 \n", "\n", "[5 rows x 70 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cas_tree.character_matrix.head(5)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(98, 70)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cas_tree.n_cell, cas_tree.n_character, " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{1: 0.003835091083413231,\n", " 2: 0.0009587727708533077,\n", " 3: 0.0028763183125599234,\n", " 4: 0.0009587727708533077,\n", " 5: 0.26558005752636626,\n", " 6: 0.23585810162991372,\n", " 7: 0.01725790987535954,\n", " 8: 0.7976989453499521,\n", " 9: 0.0028763183125599234}" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cas_tree.priors[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add important cellular-level and character-level meta data to the `CassiopeiaTree` object:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "cell_meta = clone_allele_table.groupby('cellBC').agg({\"intBC\": 'nunique', 'UMI': 'sum', 'sampleID': 'unique'})\n", "cell_meta['sampleID'] = [x[0] for x in cell_meta['sampleID']]\n", "\n", "missing_proportion = (character_matrix == -1).sum(axis=0) / character_matrix.shape[0]\n", "uncut_proportion = (character_matrix == 0).sum(axis=0) / character_matrix.shape[0]\n", "n_unique_states = character_matrix.apply(lambda x: len(np.unique(x[(x != 0) & (x != -1)])), axis=0)\n", "\n", "character_meta = pd.DataFrame([missing_proportion, uncut_proportion, n_unique_states], index = ['missing_prop', 'uncut_prop', 'n_unique_states']).T\n", "\n", "cas_tree.cell_meta = cell_meta\n", "cas_tree.character_meta = character_meta" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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intBCUMIsampleID
cellBC
Liv.CAGTAACGTTGCTCCT-122557Liv
Liv.CGATTGAAGGTGCTAG-120475Liv
M1.AAACCTGCACGCCAGT-11433M1
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" ], "text/plain": [ " intBC UMI sampleID\n", "cellBC \n", "Liv.CAGTAACGTTGCTCCT-1 22 557 Liv\n", "Liv.CGATTGAAGGTGCTAG-1 20 475 Liv\n", "M1.AAACCTGCACGCCAGT-1 14 33 M1\n", "M1.AAAGATGCAGCGTAAG-1 12 37 M1\n", "M1.AAAGTAGAGCCAGTTT-1 23 96 M1" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cas_tree.cell_meta.head(5)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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missing_propuncut_propn_unique_states
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r20.4795920.29591814.0
r30.4795920.3775518.0
r40.2551020.1122455.0
r50.2551020.51020414.0
\n", "
" ], "text/plain": [ " missing_prop uncut_prop n_unique_states\n", "r1 0.479592 0.357143 9.0\n", "r2 0.479592 0.295918 14.0\n", "r3 0.479592 0.377551 8.0\n", "r4 0.255102 0.112245 5.0\n", "r5 0.255102 0.510204 14.0" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cas_tree.character_meta.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating and working with CassiopeiaSolvers\n", "\n", "As mentioned previously, Cassiopeia works with a general class of CassiopeiaSolvers. We have implemented several solvers, which you can find [here](https://cassiopeia-lineage.readthedocs.io/en/latest/api/solver.html).\n", "\n", "Perhaps the most popular are the `VanillaGreedySolver`, `ILPSolver`, `HybridSolver`, and `NeighborJoiningSolver`. Here, we'll provide a quick overview of each of these.\n", "\n", "
\n", "Tip: We recommend using a panel of solvers for your reconstruction tasks. It is rare for a particular solver to be optimal over all parts of the tree, so using a few different solvers can give you an idea of relative certainty over any downstream tasks. \n", "
\n", "\n", "
\n", "Heads up: If priors are specified in the CassiopeiaTree object, they will automatically be used in the solver.\n", "
\n", "\n", "We'll use the `VanillaGreedySolver` to showcase the basics of the solver API." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# create a basic vanilla greedy solver\n", "vanilla_greedy = cas.solver.VanillaGreedySolver()\n", "\n", "# reconstruct the tree\n", "vanilla_greedy.solve(cas_tree, collapse_mutationless_edges=True)" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iTOL output: SUCCESS: 12832112124272501627507287\n", "\n", "Tree Web Page URL: http://itol.embl.de/external.cgi?tree=12832112124272501627507287&restore_saved=1\n", "Warnings: []\n" ] } ], "source": [ "# plot tree\n", "cas.pl.upload_and_export_itol(cas_tree, itol_config=\"~/.itolconfig_hidden\",\n", " tree_name = \"example_greedy_tree\", export_filepath=\"example_greedy_tree.png\")" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { 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\n", "text/plain": [ "" ] }, "execution_count": 81, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"example_greedy_tree.png\", width=500, height=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Neighbor-Joining\n", "\n", "The `NeighborJoiningSolver` extends the `DistanceSolver` class which additionally takes into the constructor a dissimilarity map (or, a function that be used to relate two samples to one another). We've implemented several dissimilary maps in the `cas.solver.dissimilarity` library but suggest any technology using a Cas9 recorder use the `modified_hamming_distance` function.\n", "\n", "To note, since Neighbor-Joining returns an unrooted tree, we attempt to re-root the tree. This can be done by adding a sample corresponding to the uncut-state (this is accomplished by setting `add_root=True`) or by specifying a sample in the character matrix to treat as an outgroup.\n", "\n", "
\n", "Tip: A user can impelement their own dissimilarity map, as long as it takes in two character state vectors and weights, and returns a positive value representing a dissimilarity. Ideally, the function is optimizable with Numba but this is not needed.\n", "
" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "nj_solver = cas.solver.NeighborJoiningSolver(dissimilarity_function=cas.solver.dissimilarity.weighted_hamming_distance, add_root=True)\n", "nj_solver.solve(cas_tree, collapse_mutationless_edges=True)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iTOL output: SUCCESS: 12832112124301621627508485\n", "\n", "Tree Web Page URL: http://itol.embl.de/external.cgi?tree=12832112124301621627508485&restore_saved=1\n", "Warnings: []\n" ] } ], "source": [ "# plot tree\n", "cas.pl.upload_and_export_itol(cas_tree, itol_config=\"~/.itolconfig_hidden\",\n", " tree_name = \"example_nj_tree\", export_filepath=\"example_nj_tree.png\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 22, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"example_nj_tree.png\", width=500, height=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ILPSolver\n", "\n", "The `ILPSolver` is an implementaion of Steiner-Tree approach described in [Jones et al, 2020](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-020-02000-8). The constructor takes in several options controlling the size and complexity of the potential graph to infer as well as stopping criteria for the integer-linear program (ILP) optimization routine.\n", "\n", "There are several parameters of interest which can all be explored on our [documentation website](https://cassiopeia-lineage.readthedocs.io/en/latest/api/reference/cassiopeia.solver.ILPSolver.html#cassiopeia.solver.ILPSolver). Because this process can take a long time, we'll restrict the potential graph layer size to 500 nodes and the convergence time to 500s. A more realistic solver might use our defaults - namely, a maximum potential graph layer size of 10,000 and a convergence time of 12,600s (3.5hr).\n", "\n", "\n", "
\n", " Heads up: Please re-read the paragraph above - these settings are for the toy example, a more realistic solver will use the ILPSolver defaults.\n", "
\n", "\n", "The `ILPSolver` logs the progress of the potential graph inference and optimization in a user-defined logfile (by default, `stdout.log`). This logfile will also be output here.\n", "\n", "
\n", " Heads up: Make sure to have followed the instructions to install Gurobi before proceeding with this solver.\n", "
" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "ilp_solver = cas.solver.ILPSolver(convergence_time_limit=500, # recommended: 12600\n", " maximum_potential_graph_layer_size=500, # recommended: 10000 \n", " weighted=True,\n", " seed=1234)\n", "ilp_solver.solve(cas_tree)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Reading the logfile\n", "\n", "The logfile from the `ILPSolver` contains several pieces of information helpful for assessing the effectiveness of the inference.\n", "\n", "The first lines of the log convey the parameters used for the solver.\n", "\n", "The next step of lines (preceded by \"Process: ...\") indicate the complexity of the potential graph inference. Each line indicates how large the potential graph is after adding ancestors up to an LCA distance of $x$. This process will terminate if a maximum layer size or maximum LCA distance is exceeded, whichever is first.\n", "\n", "Finally, the log stores the output from the Gurobi optimization routine. This part of the logfile consists of several columns, but the most important two for most use cases are \"Gap\" and \"Time\", which store the convergence gap and amount of elapsed time. The ILP will terminate once the gap falls below the specified `mip_gap` or exceeds the specified `convergence_time_limit` or `convergence_iteration_limit` parameters.\n", "\n", "The last few lines of the log after the ILP has finished will indicate whether or not an optimal model was found. To note, it is quite rare for an optimal model to be found so any tree inferred with an `ILPSolver` should be treated as a near-optimal model." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2021-07-28 15:30:05,538] INFO [ILPSolver] Solving tree with the following parameters.\n", "[2021-07-28 15:30:05,540] INFO [ILPSolver] Convergence time limit: 500\n", "[2021-07-28 15:30:05,562] INFO [ILPSolver] Convergence iteration limit: 0\n", "[2021-07-28 15:30:05,562] INFO [ILPSolver] Max potential graph layer size: 500\n", "[2021-07-28 15:30:05,596] INFO [ILPSolver] Max potential graph lca distance: None\n", "[2021-07-28 15:30:05,617] INFO [ILPSolver] MIP gap: 0.01\n", "[2021-07-28 15:30:06,350] INFO [ILPSolver] (Process: 87e61250efe7f98c8eeaeeac4e2cd38b) Estimating a potential graph with a maximum layer size of 500 and a maximum LCA distance of 75.\n", "[2021-07-28 15:30:16,255] INFO [ILPSolver] (Process: 87e61250efe7f98c8eeaeeac4e2cd38b) LCA distance 0 completed with a neighborhood size of 145.\n", "[2021-07-28 15:30:31,152] INFO [ILPSolver] (Process: 87e61250efe7f98c8eeaeeac4e2cd38b) LCA distance 1 completed with a neighborhood size of 145.\n", "[2021-07-28 15:32:29,951] INFO [ILPSolver] (Process: 87e61250efe7f98c8eeaeeac4e2cd38b) LCA distance 2 completed with a neighborhood size of 433.\n", "[2021-07-28 15:34:02,390] INFO [ILPSolver] (Process: 87e61250efe7f98c8eeaeeac4e2cd38b) LCA distance 3 completed with a neighborhood size of 390.\n", "[2021-07-28 15:36:04,065] INFO [ILPSolver] (Process: 87e61250efe7f98c8eeaeeac4e2cd38b) LCA distance 4 completed with a neighborhood size of 454.\n", "\n", "Gurobi 8.1.1 (linux64) logging started Wed Jul 28 15:37:01 2021\n", "\n", "Changed value of parameter LogFile to stdout.log\n", " Prev: gurobi.log Default: \n", "Changed value of parameter Seed to 1234\n", " Prev: 0 Min: 0 Max: 2000000000 Default: 0\n", "Changed value of parameter TimeLimit to 500.0\n", " Prev: 1e+100 Min: 0.0 Max: 1e+100 Default: 1e+100\n", "Optimize a model with 33045 rows, 63928 columns and 127856 nonzeros\n", "Variable types: 0 continuous, 63928 integer (31964 binary)\n", "Coefficient statistics:\n", " Matrix range [1e-02, 1e+00]\n", " Objective range [3e-03, 1e+00]\n", " Bounds range [1e+00, 1e+02]\n", " RHS range [1e+00, 1e+02]\n", "Presolve removed 1155 rows and 1162 columns\n", "Presolve time: 0.35s\n", "Presolved: 31890 rows, 62766 columns, 125618 nonzeros\n", "Variable types: 0 continuous, 62766 integer (31143 binary)\n", "Presolve removed 31014 rows and 31371 columns\n", "Presolved: 876 rows, 31395 columns, 62748 nonzeros\n", "\n", "\n", "Root relaxation: objective 3.415817e+01, 1246 iterations, 0.20 seconds\n", "\n", " Nodes | Current Node | Objective Bounds | Work\n", " Expl Unexpl | Obj Depth IntInf | Incumbent BestBd Gap | It/Node Time\n", "\n", " 0 0 34.15817 0 212 - 34.15817 - - 1s\n", "H 0 0 56.7400210 34.15817 39.8% - 1s\n", "H 0 0 56.5147214 34.15817 39.6% - 1s\n", "H 0 0 53.3865615 34.15817 36.0% - 1s\n", " 0 0 38.29837 0 369 53.38656 38.29837 28.3% - 2s\n", "H 0 0 50.2939952 38.29837 23.9% - 2s\n", "H 0 0 48.4887360 38.29837 21.0% - 3s\n", "H 0 0 48.3026877 38.29837 20.7% - 3s\n", " 0 0 38.81690 0 397 48.30269 38.81690 19.6% - 3s\n" ] } ], "source": [ "!head -50 stdout.log" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "rndict = {}\n", "_iter = 0\n", "for n in cas_tree.nodes:\n", " if ',' in n:\n", " rndict[n] = f'node{_iter}'\n", " _iter += 1\n", " \n", "cas_tree.relabel_nodes(rndict)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iTOL output: SUCCESS: 12832112124417641627512395\n", "\n", "Tree Web Page URL: http://itol.embl.de/external.cgi?tree=12832112124417641627512395&restore_saved=1\n", "Warnings: []\n" ] } ], "source": [ "# plot tree\n", "cas.pl.upload_and_export_itol(cas_tree, itol_config=\"~/.itolconfig_hidden\",\n", " tree_name = \"example_ilp_tree\", export_filepath=\"example_ilp_tree.png\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 23, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"example_ilp_tree.png\", width=500, height=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HybridSolver\n", "\n", "The `HybridSolver` class implemented in Cassiopeia is a flexible class that takes in two solvers: first, a top-down greedy solver (this _must_ be an class that inherits from the `GreedySolver` class) and a bottom-solver of any type. Here, we'll show how this class can be used by using the Cassiopeia-Hybrid solver described in [Jones et al, 2020](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-020-02000-8) that combines the `VanillaGreedySolver` with the `ILPSolver`.\n", "\n", "While the HybridSolver will use the parameters set in its respective top and bottom solvers, a user will need to specify cutoff criteria for transitioning between the top and bottom solver, as well as the number of threads to use. Here, we'll use an cell cutoff of 20 for transitioning between Greedy and ILP, and use the `ILPSolver` and `VanillaGreedySolvers` that were instantiated above." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "hybrid_solver = cas.solver.HybridSolver(top_solver=vanilla_greedy, bottom_solver=ilp_solver, cell_cutoff=40, threads=10)\n", "hybrid_solver.solve(cas_tree, logfile='example_hybrid.log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpreting the log files\n", "\n", "The `HybridSolver` will create a logfile for each sub-problem, and will output any output speicfic to that problem to this specific log file. These logfiles will all share the same stem (e.g., 'example_hybrid'), but have indicate which the root of the sub-problem (these are nodes in the in-progress tree). " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "example_hybrid_0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0.log\n", "example_hybrid_0-0-0-4-0-0-0-0-0-6-0-2-0-0-0-0-0-0-7-5-0-0-0-3-4-0-0-0-0-3-0--1--1--1-0-0-0-0-0-0-0-0-0-0-3-0-0-0-0-0-0-0-0-2-3-0-0-3-0-0-0-3-0-0-0-4-0-0-0-2.log\n", "example_hybrid_0-0-0-4-0-0-0-0-0-6-0-2-0-0-0-0-0-0-7-5-0-0-0-3-4-0-0-0-0-3-0--1--1--1-0-0-0-0-0-0-0-0-0-0-3-0-0-0-0-0-3-0-0-2-3-0-0-3-0-0-0-3-0-0-0-4-0-0-0-0.log\n", "example_hybrid_0-0-0-4-0-0-12-0-0-6-0-2-0-0-0-0-6-5-7-5-0-0-0-3-4-0-0-0-2-3-0--1--1--1-0-0-0-0-0-0-0-0-0-3-4-0-0-0-0-0-0-0-0-2-3-0-0-3-1-0-0-3-0-1-0-4-0-2-0-2.log\n", "example_hybrid_0-5-0-4-7-0-0-0-0-6-0-2-0-0-0-0-0-0-7-5-0-0-0-3-4-0-0-0-0-3-0--1--1--1-0-0-0-0-0-0-0-0-0-3-3-0--1--1--1--1--1--1--1-2-4-0--1--1-0-0-0-3-3-5-0-4-0-0-0-2.log\n", "example_hybrid_0-9-6-4-0-0-0-0-0-6-0-2-6-0-0-0-0-0-7-5-0-0-0-3-4-0-0-0-0-3-0--1--1--1-0-0-0-0-0-0-0-0-0-0-3-0-0-0-0-0-0-0-0-2-3-0-0-3-0-0-0-3-0-0-0-4-0-0-0-2.log\n", "example_hybrid_-1--1--1-4-0-0-0-0-0-6-0-2-0-0-0-5-0-0-7-5-0-0-0-3-4-0-0-0-0-3-0--1--1--1-0-0-0-0-0-0-0-0-0-0-3-0-0-0-0-0-0-0-0-2-3-0-0-3-0-0-0-3-0-0-0-4-0-0-0-2.log\n", "example_hybrid_2-2-3-0-0-0-0-0-0-0-0-0-2-0-2-0-0-0-7-5-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-2-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0-0.log\n" ] } ], "source": [ "!ls | grep 'example_hybrid'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "rndict = {}\n", "_iter = 0\n", "for n in cas_tree.nodes:\n", " if ',' in n:\n", " rndict[n] = f'node{_iter}'\n", " _iter += 1\n", " \n", "cas_tree.relabel_nodes(rndict)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iTOL output: SUCCESS: 12832112124430351627521566\n", "\n", "Tree Web Page URL: http://itol.embl.de/external.cgi?tree=12832112124430351627521566&restore_saved=1\n", "Warnings: []\n" ] } ], "source": [ "# plot tree\n", "cas.pl.upload_and_export_itol(cas_tree, itol_config=\"~/.itolconfig_hidden\",\n", " tree_name = \"example_hybrid_tree\", export_filepath=\"example_hybrid_tree.png\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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H2KYHkaRsi+8ciQGEcXRrJnC5d4iC+dgsjZBcia3WFRHJFRU+RCQm0wiv8PEP7Cx0KN0J5wAneodIwKfU9hwqFT7C5D0joxpr4vsU/xjgIcfrNxsIPO8domBD4IfeIYpsDHwGvO0dREQkaSp8iEhMPsG2goRW/DgJW80agp9j6yrz8P39I6Cfdwgnf8OGm0o46oi78OFtd2yjk6fxwC+dMzQ7Af+jRy0tBE7zDiEikoY83BiLSG05FntyGJL3gLWwgkMInsSGY8buKcLppBFZG/ijd4gKbYx/9i60v8Y6CzMJZ0Dtt4BzvUMUGYitOw6lG0ZEJFEqfIhIbFYALwPTvYO0MJtwbqgvJMwNOOV6GdjaO4RIwQDiXWW7P75rrocBv3e8frOB2FYZ726qYdhA0xBmnjS7GTsqKSKSSyp8iEiMjgOO9g7Rwu3AWO8QBb8DumFP72L2f0Bn7xAiBQOAD71DVGgC8KDj9acB/+54/WZfwlbZzgBuBKYCTQ455hLWUNM+QF9giXcQEZG0qPAhIjFaAbxEeF0fT2JHcULwEOGs2a3GHwnnCFHW/gT08g4h/9KfeAsfawNvOl5/PFYcDsFbwPlYAf0/seMvc4HJZDNQuR4bXPzjDK5VqoWEM6dKRERERIo0Asu9Q7TQHXjVO0RBE3ZUJHbbA1/zDuHkEGCEd4gUHI4dDYvNTOItwr3kfP1Qvi+2pQtW+JiHFUHGY8Ns03A6cGlKH7sSPYDXvUOIiKRNHR8iEqsVwAvA8d5BivwNe0o/2jsItgHnC6C3d5AqvQCM8Q7hRCttw7I2/sM5KzEQ+Kvj9bclnE0qbfknK7vkzsY6rWYXfnwp4WsdBFyU8MesxnVYwUdEJNdU+BCRmE0nvFkfpwKXeYco+DfgLO8QVVpB/LNKKqXCR1jqgM+9Q1RgP+A5x+sfDdzqeP1y/S9WBJmBfS8fA1yNdWqsV+XHHgH8AStMh6ARy3SLd5BWzCCbo0ciUiNU+BCRmK3AbuhD6vpYhg2J6+EdBLgG2MU7RAL+TG3OuvgN9rRepBoTgQccr78VvoNVq/FHbAjq8dhK4IOxIsh+WNGgXFcQ1grbq7D/vtAMAL4JfOodRERERCQUjcAb3iFamIYVHULwLDDYO0SVJmLn72tRjLMwOhLrjI9Q1lWX6xXHa9c7Xz8po1h1RfhorBtkHjCyxI/RgBXGQ1EPvOMdog1PYN/3RUQSo44PEYndCuzN/QneQYpchw3lDMH1hPWEsRJLCWdVsNSutIZdps3zeM5kwitMV2IKcE/R/38FOAPbDrMNcCX2GtTeTKUz8e28aely4PveIVoxBptP9bh3EBEREZHQNOK7qrE1i4FDvUMUvOYdIAG1Onwvxs6IjsTY8dGEvcmNTW/gacfr3wPs4Hj9JDRgm146shn2NdJ8xLBloex1Kjsek5Z3CfMB6DI020hEUhDiNzwRCddAwhxStwK7uQ+p6+MUwpk98kesVTtmfyGMuSlZ+4J4Ow3yZADwoXeICuyD7yrbDYCnHK+fhN2BJSX8unewwscpQDdgDjALO2o4Evv6WZFOxLKdA9xPeMN6DwPexgY7i4iIiLh6ntLPNGcpxK6Pp4Hh3iGws9L3dPirwrYrsId3CAczgH7eIRIWY8fHeGBv7xAVuAPY2enajdjrRezmU/l2kUHYZq3lhFV8fpswN6a8i3VXiYgkTh0fIlKubwILvUO0YgX2ZPEk7yBFZhLGQMTHgY28Q1TpWeDL3iEcaKVtGGLt+NgIv1kJBxN/4aMH8Dcq3y7yAXAJtjI2lCOHxwNPEt7GlHnAnYSz6ldEcibEaq+IhO3nwPvYU9tFzllaOgl7srbAO0jBc9ib1q7AP5yz/ALrmiilZTtEnwDdvUM4aC58vOwdJEFdsQGGM4H/pfW/G39l1Tdm/wN8hq02/gw7+rQC+Hs7HyNJ/YEXUr5GWryOMxwAnOp07aQcAPw/7xAJOxbbShOS7lhHXwgdkiKSUyp8iEglDsUm9d9KWE+NVgA/wQogoRQ/7sTa+r3nfZyPTfGPtfAB9ga3O/YEtlb8GisS5MmN2NGr/wN6tvLvO7Nqkauu8Os6AxtiRyjWwOYodC382s5AJ2zDxgvYbJTm39vsE6yA0vzjY+APwO8L/2zve1l/4KMS//tC0YT9GXvpQ3jHD8v1JcLscKzUgcCr+BfiW7odm4ciIpIaFT5EpBIrsPV9NwBHOmdpKZSujz7Yn80AbB2rt2XAut4hqvQsMA74kXeQDH2IfQ3lyWesLCJ8nPDHvgI4vY1/1wSsVfSjFzavaB2gL6se/63HOiU+wYoiw4B/Jpw1bZOx74UeehLem+tybQC85x0iYd/B5tWEZCj29+927yAiIiIibXmdMOcPXAOc7HTtjYCLsHPdGzhlaMutwBTvEFVYEzjPO0RG1gW2w+Yk3OWcJRYN2N+7JDUB6xPnfJlF+A1knUGc63+LfYd8FR0nEeaQ66WEOTBdRHJGHR8iUo0jgduACd5BWjgJK8rMz/Ca47Giwn8Bc7FZBKE5D7gF+HfvIBX6K/lZadsLGFL0oz8rj2cA/Baby/IG8EDm6eKUxjGoT7DjRr9O+ONmYXNgmtO198KOVcRsHeIcaNuWi7HVvCHZA/gT1pEoIpIqFT5EpBovYe3MewKPOmcp9ik26+NUrAiRlkbgG9i62McL1wtp5klLv8Ba/BsIO2d7/ok9hY9h8n8PYFPsDejG2NdLsz8D/4l9Tp4F/jvzdPmzJlYcE1OP33GT7lgROFbbEe8w29ZMwD4foc2pmUt4D05EREREWtUbeMc7RCsagLdS+th9sVbuG4ivBX4BMN07RBUmAzt6h2ihJ7YlYSp2zOnKwo9LCz83GhvEKenaDDjMO0QgGvBbJTsIeMLp2kmZjRVY8+IlYLB3iBZOBq73DiEitUMdHyJSrY+Bh7E3fOc4Zyn2KfBjrEAxJ6GPOQybudAZu2GLsf19Fvb5utY7SIWewjbkPOFw7XWAEVgXxwaFn6vHtoK8i51Vv514u2liV2sbf9qzO/BTp2sfB9zvdO0kNGLHzmLoKivFGKwT6lfeQYo0YGt1N/cOIiIiIlKuN2l9NaWnpLo+dgQews7Lr5HAx/P2KnE/zUzz+FKzgVh3yblY4WwOcBUrh9bWtfk7xctE4CveIQJxDXCQ07WXEvcsnink6/jFUqxYG5JF+K94F5Eao44PEUnKmcD3sTeLofgUWIKtt7yigt/fPLD0FWyzxm+AvyeWzs8DwGnABd5BKvR/QFeSm1+wLnYcZSS2hrgbNlz0FeA6bJ0pWNHrNOCXCV1XkrUmya/HjdWXgLOcrt0F+IvTtZOwA3Cid4iEDMNeB9/1DlKkH/b99nDvICIiIiKVeg67oQlJuV0fdVjx5rvYfIb6ws93Aq5ONpqbrsDL3iGq8DWsKFWJDbBtE5dgnSNzsZkn21JaN09Sx6YkeQehtZjNXnK67hbAI07XTsI6WJdXXjxBeK/JPwJ29Q7RjqRXYotIINTxISJJ+iZwD/a0MRSfAj8EZgKXt/Pr6oH9gF2wGRjHsOp60c+wp2YjiX/13j+Az7Ehrb9zzlKJJ7HPzzMd/LoGYBRW1Gge7PdLrPX7XmxDjOSHZnyYelb93pWlacCdTtdOwoFYd18eDMK6b17xDlJkNJZpiXeQNtyEbdsSERER6dBthLc1pJ62uz4asc6Om7GiR3uagHkJ5vI0HdvwEqvW5nysiX0OzwEuw443TSXZAXrnEvf8gjw7FWujr3U7AHc7XfsVVl3bHJu8dPUB/ADY2TtEC69hq71DNIK4OyFFpAPq+BCRpH0LWA4sBFb4RvmXz7GbwDOxFaNgT52mYh0BtwC3lvBxPsHmPQwmrAn5lbiesJ4Elusz7POwDdaF0x2bv7IUG+z4p5Su+wawJfBsSh9fKqeODzMZ22jlJZTv++UaTnor0LPWF5tX5Pl10NKBwM8KP0J0G3aMUkRERKRkx2DFhJA0d310x6bJ30hlR3J6Yyth8+Bpwn361pH9sCf8W2HzV7IyFFvDKOG5HG3bAVv57NH5MpG4j4lcCKztHSIh9wP7eIdo4W3s9TdEF1HZAHQRERHJwJ6E3VL8OvYmMSTzsBvzat/sX4IVQGJ3AOEVqEJXR/uzYsSP3rgYr8Gm9wFHOl27WvXEffSvWA/Cm0N1GeEODR2EHcERERGRQB2O3WiGajQdD5+M1SBsWGoehHaDHANtdgmTCh/Gq/AxDpsdNB+YDewL9HTKUq5dgb29QyTkduAQ7xBFmoB3vEO041XC23wjIiIiLTxB2Ddrj2I3v3k0H+jmHSIBP0A3feWag45UhEidODaz6EHvENjxs9HADOxp/0XY4OFQuxQXEG62cjRi3ZYhuRc42DtEG07F5pGJiIhI4HoA72NPVELUnfwMi2tpBHCcd4gETMDOg0vpvg1s4B1CVqOOD7gAONk7RCvWBr6OFQ0XYHOg1nNNtNIahHsMo1w3EtZWtSGEuymlD9aJUu8dREREREpzIPCQd4h2XIo98cuj68nHdqzl3gEiswOwl3cIWY0KH/Aj7M1m6IYDp2FFkHOBrfHrojoUGON07SQ1AG96h2jhOWCsd4g2PIcV/kVERCQiS4D9vUO0423s6Ure7IQNCI3dPcBu3iEi0hP4jncIWY2OuvjN96hGb2AKMBe4qvC/18zw+tdleK00zcFWtodiInaUMkSHE/cGIhERkZrVFfgp4R55mYTN+8ijG4h/3sNwrHgmpZvtHUBWo8JHnIWPYp2BnbGjJwuAo4F1U7zeQOD0FD9+lt4lrGMbbwB9vUO0ogd2v5SHmS4iIiI1aX/CfboC8CywrXeIFEzBbtRjl9dZLGnRZpfw1PpRl6GE/RpQia8DdwJXYrNL1k/445+ObemK3XnYsdJQnADc5B2iDT8m7KHwIiIiUoLHCGuNXbGB2Nq4vOkEXOsdIgGLgIO8Q0RkFuF2WNWqWi98nA6c4x0iYedjg1HBih4nYgM8zwU2SeDjL0jgY4TgHcKZN9WAdZ+EkqfY/sAj3iFERESkel2xLS89vYO0YTH2JChvjgW+5B2iSgOBp71DRORAbCCjhKERW5layx7Btk3lyZVt/Px62DGYy4CzseN65doaG2wauxOAa7xDFFlImMeHGgn7SLCIiIiUaRLWyhmiBuzGo6t3kIR1AeZ5h0jA6+jcc6k2Bw7zDiH/0hs4wzuEs9jne7S0EXB8Cb+uP7Za/CrgLOzITykuJdshqml5i3BeU3tjryMheoBwO2JFJAMhDUESkWQ8AvyNMN+UfYrNRgj17G+l/gn8ntJvuEO1BJjmHSISPwWGeYeQf1kT+Kt3CEnUPsD9Jfy6/8ZWi5+AHYPZufDP07GiSGsaCj9i/5o5FHgZ+Id3kII7sQ6c0OyAfY/4vncQERERSVbzGdve3kHa8BqwsXeIhPXCNhHErCfwgneIiGizSzg2Jx/HFirVD3jcO0TCqp2/MRg4DbgZOxbTo+jf7QXsWuXHD8FyVv3v8rQF8Ix3iFbUA28S7v2QiGQkxMFDIlK9T4GTgPuACc5ZWnMINu9jO+ccSfoT8AWwDtb9EaM/Y+sku2NdQ9K+2NcY50mtf83uDzzvHSJB/YCPqvwYv2JlcXJz4BRsNe4S7HXxxCo/vrfJWOfZX7yDFCwmzAHZt2LZPnbOISIiIim6F5juHaIND2KrYPNkPeyMeczOQkMiS3UqMMA7hAB2vGF37xCO7gXGeYdI0JFYB0HSOmGdHiEO3yzXMqxAFIIp2IOW0IwCnvMOISIiIulrAN4jnJujYt2Bn3uHSMF87L8tVo3kc+1wGnaltt9sh2QfYFvvEI5e9g6QsLa2uYiZCDzsHaLIW4Rz5KbYm9iRp5BdDYz2DiFSCzTcVCTfPsWenN3jHaSFDYDLsUGnefNd4p41sKLwI8RiWWiWk7/1obGq9aMuX3gHSFB3wjm+EarZhNPNeRHwKOF9zq7DOkt/5R2kHbthryGveAcRERHJizuwiffeOmNbQ2YR5tOhpFxL3DOUjgGu8Q4RiTwW72J0LLChdwgnPQlzqGSlvk6+5j8lbQzhrKzvig1SD+1B8/ncFAAAIABJREFU6jDCLyb0xP7sYu4QFRERCU491orqOY9gR+AGYEvHDFmZQJhD3kpVj50fl46p8BGG07DBwrXoUKrfgBKSBdgsDmndUmBT7xAFdwGHeYdoxevAcO8QHXiRMIfPi+RWaBVaEUnH58BR2AC8rA3A5l4MA44D3nDIkLUngR2Id+vH59iGl2HeQSLwKTYXRXytQe0eddkVO2qQB52BfwKfeQcJ1HDse8673kGw2RkbA9/zDtLCedhq57e9g7RjPraF6UnvICIiIpWI4c3PrWS3daQBOB47MrF2RtcMyb7Y+d1YTQJu8w4RgW+RzvYJKc8V3gEcvUTcR+uK7Q7s6R0iYE8SziDMpwlvoPBArLs1ZDujTTMiIhK5B4EDvEN0oB57UpT2lPPtgcXANilfJ2T12LT2mL3uHSACXyLuY015UeuFj7yYjc2NkNUNwo65hGAHwpkzUuwFbAZKqHoA7wO9vYOIiIhUowF4B2v9DNko7OYgDf2w89knoDPaYMeLxnqHqMKjhPdELzRdsK0G4uty7wBOuhLOm+Fq1QFzvUME7IdYt0AI3sC6K0JyAnCLd4gOPI86mkREJCeGY22Woc/PWYidg01KPXAwMI/aHTDYmi7EPXRwHNbJJO2b7R1AarbwsT/2/TwPxgEHeocIVF/C6ew5ivAKDL0Jc7tMsdnA9d4hREREknQk8IB3iBIsB4Yk8HFGYOtyz0/gY+XRacBG3iGqoOMuHVPhw1+tHnW5CZsnlAcXYis+ZXUPAHt7h2DlcdnQjiM9STjdMK0ZR346s0SiFXJlVCRWN2ET6Wd6B+nAVOCeKn5/Z+AUYD9snWIf1O3RmhuBI7xDVOGnwGTvEIH7E7U5wFf8bQE85h0iIT2wbVKyqh7YXK4QHqhchXV7/MM7SJEDgT8S5swRgCZs5pleR0VEJLeWE8709bZcQ2VPSkcBiwr/bNYPnc9uyyygv3eICm1KuDeUoZgM7OgdosbV6lGXUI4/VGsz4FjvEIG6AzjEOwTWjfOmd4gWumJra0PeqvcMKnqIiEjO9cOelnf3DtKBN7HZJKXohs0GmUHrw0uPIux2Uy8DgXO8Q1RhOeoQbM9gbHWz+KnFoy4NpDeoOmszgfW8QwSoCRskGoJHgH28Q7TwA8KeC3M+1vUpIiKSe3sAT3iH6MAw4LUSft322DGeYe38mjrsRT6087/eumAbUjp7B6nQjdhxJmldHbX5xjsktfjnvwfwfe8QCYl5CHSaFgLTvENgD0dCm1GxJ1b4CNUYNCNLRERqzFXAHO8QHbgE28jSmh7Y0LnjKe2p/ybAmQnlit0a2J/b9dhNUKwGAM96hwicBpz6qsWjLlcRxhGIaq0LnO4dIkANhNPt8RI2yDwUDVhHbajDcLsCP8NeO0VERGrKC8Ak7xAdWI4Nyiu2J3ADMKjMj3U2pR+fyaM1gW9jb0zy8uewjLDPUXu7Ah0H8tIVuMA7hINnCfeNXzmmYQVzWdU8whiSPokwBqsWu4ewZ8I8ARzgHUJERMRDEzaAq693kHZsDLxV+N+9gMuAoyv8WF2w4xF1CeSKSR/gLOBK2j8SFKPLsNkuYgWgL2Hbei7HOrpuxbqjJHt9qM2OgbwMNtUxl9a9SxjF1LcIq8C2LfCUd4h2nI1tvhEREalZY7Gn5iG7BJtFcRXVr6adSNxrXMvRD3viPI/8DujrTn4GKZajCRgPnIRtLZoDXAwchHXztDbkV7I1BDjOO4SDx7GvyZOA7bCv1dishQ2AlFWdj70eezuH8ApTb2OvuSHagvDv80RqVq09jRXxNgM7JzvVO0g7jgBuTuhjzcWOAHyU0McLzQbAkdh54yuBD13TpO9lYCfgL95BUtIAbI7NY9kUe9r6d+BV7L/9A79o0o4tgZHkZ9BnudbFVqdvhRUouwC/BF7BukL+6ZasY9/EZiG86B0kMO9gX9efOmZoxGaMbAZ87pij2CLs6+VS7yCtaMCODO8K/JdzFhERkSAsAY7xDpGRtYH53iFSsBnW3XEGYbUAp+10wrzhrNQ6wN6sHO57Bba9ZjPCaDGX0nwZ+Jp3iIDUY4W7qdhRrLnYUbVvYEWSkCxAD+FaOhm42jsEcBthbJRpNoKwC2RLsE5AERERKWjAWjXzNgOiLVMJf7BrqYZihZxTsI0ttaYB636I1YbY1+McrEPnXGAX4jwiICvthn0epW2dgXFY1+F8rBhyBL5DRbtgBRlZ1Vv4r4QfQHjf69/AjrWF6CTgDu8QIiIiIRqKDS6rlS0ZC4m7UDAQmIXN8VjLOYu3pZS/5cdDPdb6fyL2VHke1mm1BermyJt9sTf1Up7mQuBFWCFwJjbPJqvXpUlY0UpWOgxY7B0CeBKb0xWK5o68EA3HHmbF8LrSCAz2DiEiIrXnMGyQaC3YCDjPO0QF1sa6Ai4l7I08WTocW3Ecog2xTURXAtcV/veGrokkC1NZfRW3lG994GBgNraV4jRgFOm9oZtD7RT/S/UGNqfF0xhscG4oBhNe90mzBuwh1lDvICVaih3vFBERydwd2OqzWjATG0AYg+7YcZYrCO9MfAhCmVo/GDgKWyXb3LqvQkftmYYNGpbkzMOKvVOwLUZzsUJiUkcN6rHCh6w0GbjbOwT2/T2krr5XCLew+Sj2GhSDu7DOVRERETevYu3FedcAfJew1382AccD1xDPExwPj+NzI9qEzXI4D5sNMBPbZnEe0Mchj4RhJtadJckYAJzays83d1RdhhWFpwC9K7zG+MLvl5WW4f997HBsqGkoTiXcDsPpwL3eIUp0Flb4EBERcdUX+CnQwztIBsYCx3qHaEVn7KnNjdjkeGnfnsCdGVynDmu1Pwub03ERsDM2FLHYeGC/DPJImC5k9a8Jqdw3sYJiezoDO2BFxwWFf25D6cdiLgbWrDRgDk0EHvIOgR3b8B6s2qwvttY3xNkZQ4E3CTNbS5OxtdYiIiJB2BV41jtERmZjw0JD0AmbtXIt9gZbSrc8pY/bBOyFfZ0swNbLdjRfpTPhDr6T9Olzn6y5lN+Z1xvr4JiLzdiZQvvF/HmVRcutV/AfOjmfsGZxLQUmeIdoRT02iyWGzXzDCGNLkIiIyCouIdyWziStBVzlHQLbJrAQuN07SKQeJrkjWoNZ2UI/F3tCVe7Qw/kJZZH4qPCRrGqLEp2wjpGzWbktpnht7pbAkVVeI0/GAj9yztAd20wSiiMJdz3s/dhcodD1BN7Dv6AmIiIZOQs7vhCLZ6iNidsH4PffuQl2Y3809uTm68DuTlliNhZ4pIrfPwJ7Y7QAOBnYuMo8pxDWQD7JzuXeAXJkfeCkhD/mxtjf8QXYSvDrgP4JXyNmS4FNnTM8iK2FDkEP7Phvg3eQVhyG/VmFrh6bGbOzdxAREcnWQ8CZ3iFK1BV7wQ/lKEiariXbM969gXOwYli3op+vwzptYjirG5pyjrvUY0+BzwCuBk4k2Tc/WwHfSvDjSTxU+EjOVNLdvrUWtjJXzBbA084ZhgEvOmco9jjW9Reawdj9WQwrmH8EHOMdQkREfDyHdRnEYATwmneIDKyPDatMW2dsU8tVtP1GewfgkAyy5M0dwD7t/PtO2BaWK7CnvQeQXrGrDs0NqFU66pKcuagInKWn8J8vtZRwVs3vTxhDXluqx2ZlxDD8fAHWVSUiIjWqEZvAPc47SIlOpjZWj52CHZlIy2TsqNNWJfza69BmiHINxZ7OFavHBtJdjs3d2Ivs/lznYQUQqS0qfCRHxcPsDMKKDp72pLoji0lq7nht8g7SiruB071DlGAa8Jh3CBER8dcHe1GNZdDTw8QxQKsaDcAikj/LuzU2uHRKGb9nS+z4hZTnDazYsTlwPnZsaCo2LC9rRwHDHa4rvnTUJRlDsO44ycYPsW5DT29j90YheIgwj0EdTBzFhB2w46fq2BIREcAGiL1L+2v2QlGPdamE0oKalq2BExL6WOsBlwLfprJiynxsFoiU7nrg/wEH4lPsKDaE5L6WJB7q+EjG4djMCUlfX+Al5wwnY9+/Q7Ab8BPvEK3oB7xD+HM9BmIbXEIpYomISCB2xqZdx1AVj2mYVjUuxd60VqorNsD2Amx4XqUGYV0LEi+tta09KnwkYy46KpaVB/Dd4NZAOJtTGrAHUiE+dHgV/xksHWnC/vxUtBQRkVYdjrWZxmAKsMQ7RMrWBL5b4e/dCTtesXlCWS7EBq9KnOYSxs28ZKMOHXVJyhzvADWiB/4DzBcD050zNLudcLIU+z62BS50zxPOKmIREQnUPGwrRQwWY10ReTYJm+heqnWxNzyHkOxTyp7A7AQ/nmTrANIdmCthaUJdWknYiPzPlArFnfjOsugHvO54/WKjgGe9Q7RiH2wlbOjuxzpdRUREOnQvcIl3iBK9jG3LyLPrscJDexqwAXxzqO5YS3tOIf+zVfKqD3bsSWpDX2CGd4gcOArYzDtEDWjCBkJ7+jGwq3OGZq8DA7xDtNAX+Blhbpcpdh5wm3cIERGJy3PY0ZfQ9cSGV4V4DjYpA2i/s2UHrPtlTMo5ugLXpnwNSY/mfNSOocAx3iFyYD6a75GFm/DtrBkNPOV4/WI3ALO8Q7RiGbCtd4gOHAg87R1CRETi0wC8hQ09Dd14YKl3iJRNB7Zr8XP9gQXYxo6shtJOxeaHSHwuJfyndZKMrYBveofIAc33SF8Dtm7U0zKsWOhtGNbFGpqbCb8LeCRxbJoREZFA9cYmnIdwQ9CRC7CnRnlVjw067Vz43wdjTyPXcchxI3oKGqM9CaeVW9K1Hb7bMfJgE9Q1k4X5wOmO1z8QuMvx+sWWA5t6h2hhb+BJ7xAd6I11/g7yDiIiInHbGFsJ1tGMiRA8CRzkHSJFWwFXYgUez0GVe2BbdSQua2DbeST/9kCdWdU6FnsCL+l6y/n67xBGJ9z5hHccsSd2/9fdO0g7GoA3gXHeQUREJB8mYMO2Ql+H2YjdRA32DpKifYFO3iGwc8idvUNI2UK7sZZ07A9s4x0icvq7kr4L8J1ncYXz9ZsNxL8A1JqXsRliIXsKONI7hIiI5MshwBPeIUqwBXYDkdXMi1o1EnsiKnE5F9vwIvn2LWC4d4iI1aH5Hll4B78HKt0L1w/BS6Q/nLxc87HCUMhuAq72DiEiIvl0PnCnd4gSHIWt5JV0XQX08A4hZdke6xqSfPs2sL53iIgNR0+R03Yq9hri5V5sVpa3k4BF3iFa2Bl41jtEB44HHvQOISIi+XYL4T8FALgP34FptWAIcKZ3CClLA3CZdwhJ3ZlAL+8QEZtOHEO9Y/YOtiLdwxCsy8JbH2yGRkgdqj2A97GBoaHaA3jVO0SZGoAXgQHeQUREpDxPEv60+3psQvoo7yA5dwm2VlfiodkF+TcLzeCphv6OpOswfLscluI7ILzZ01h3RUhewAoLoRqKbRuMqdu0HngeONQ7iIiIlK8eq7bv5h2kA/2wF8gQJrbnVR/UQRCbU9Dav7yLoSsvVHXozy9tb+C3KWQi8AOnaxc7DLjHO0QLc4DrvEO0owm7pwtt5W9HnsS6yEREJFLNg8FCH6C3D3EMZY3ZGcBm3iGkZFthwy8lv/TGvXJbYm9KJR37A3c7Xv9NoK/j9cGO+LyNbaILxQSsKyFkSwm7G6U1PwFO9g4hIiLVG4RV371vIjpyNZrQn6ZuwALvEFIybazIv8u9A0TsBGAD7xA5tgy/zVInAAudrl3sB9hDmVA0YbNGQt749TAwwztEmZYA53mHEBGR5IzB1seG9OSiNS8Ce3qHyLGjgW29Q0jJ5mEFEMknFT4qd6V3gBybCDzkdO0G7M291/rcZnsCjzpnaOlZYJJ3iHbMBm71DlGmu7FZSyIi0o6J3gEqcBBhTEhvTw/gPcJ+ohGzTsAN3iGkZEcR/jE1qZyOulSmHnuTJel4Fb/5Qjfhv+mtgfAGc55P2K/dBwOPe4co0534rmoWEYnGzdgLdGzOAe71DtGBcVibraRjH2CydwgpyQbA8d4hJDUqfFRmJDDVO0ROjcVa/z30Bl53unaxewlrI95Ywn5oNZrwZqF0ZCFhD4gVEQnOzcD3vUNUYBHhf8M/HbjFO0SOLcS/lVhKM887gKRGR10qczIw2DtETj0PDHO69hL8i/Ljse0eoegK/AwY4B2kDQOwLt3QZ8gVu4H4juSIiARhEXEWP34MnOodogNLgEO8Q+TUWLQRIRZzUJEqr9TxURkVA9OxBfCU47Wfdrp2s3qsc6Gfc45iTwJTvEO0oQGbHTfGO0gZZhN+17OISNBiLH7UA68B+3oHaUcDtorX6+lT3l2HTYmXsH0DK1RJ/qjwUb5O6M8tLU8Bo5yu/QqwsdO1my0GZjpnKHYOlilUS4FDvUOU4RLgQe8QIiJ5sIj4WueasKcbI7yDtGMo8AZ64p2GTYhv7Vwt6gOc6R1CElcHXOYdIkKjsUHdkqyh2BtZD1Pwfwo/EjvmE4rR2L1PqBZhhYRYzAQe8Q4hIpInMRY/vobtXQ/ZYegFKy2zgbW9Q0iH5nsHkMR1B871DhGhGcBA7xA5tASbb+HhLfw3qLwBDHHO0KwBeygV6tf5mcA93iHKMA3/Y1QiIrkUU/FjMnAp9uQxdHcCZ3mHyKEBwEXeIaRDlwDdvENIogZgQzqlPJrvkby+wItO156F/9GlBYTVffUjwu1qmgS87B2iDEcBz3qHEBHJsxiKH4cQ3033a/g9kcqzc7E2ZwnXnsCu3iEkURtjN+VSugb83yTn0UP4bFPpCryLzRzzsjGwzPH6LZ0E3O4dog3DgJ9i3WoxOBAr0nh+fYmI1ISbgRu9Q7RhOvAt7xAV6IutTYvlRTcWawJXeoeQdvXAtrtIfozCbsyldNsAB3iHyJmewKtO174L/+GYr2EbZUIwHHjdO0QbemL3X6EcB+rI/tjXtebDiYhkJLTiRx1wAfAV7yBV2A2d1UxSE3AGYX2dihkEHIHN95gLTPWNIwnbHp+n7DE7HejvHSJn7sLnWMVgbJOLp3Ow7WYhaMC6KULsvqzHumJi6TrcA1iOdRSJiEiGbgZu8A4BNALXAl/2DpKA+cD13iEiV49N0r8J2Nw5i5huwC7Aedh589Oxyf4xzOCR8u0J7OgdIjKa75GsJuwNoodngHFO1wbrIA1pa8pjhHv0bQl2BCcGOwNvYl/bIiLiYBG+xY/uhetv4pghac8Be3uHiNTOwEJggncQYSh2Q7kAuBjraNIQ09rwdWBr7xARaSCsAZR5cDNwrMN1d8AGeHpaim/hpdjxwL97h2jDPOJ50DQOeAc7liMiIo68ih/9sEGr6zlcO01NWFtoqOveQrQZdmTiaDTsy0s91sVxNjZXZSb5KkhK6Q4HNvUOEZFtsXP7koxGbI2shzfwfe0+CrjN8frFNsXerIf4mnwM8EPvECUaDbyPdfKIiEgAsi5+DAFuAdbO8JpZGkO4g8BC0ge4HNvi08U5Sy1aE3vDNhd7ejYFG1Yqte1EVLgtx5noTU2SFgAzHK57FLDY4brNemAPTUIYelmPFYGGeQdpxXgsW4gFmZaGY5/Tft5BRERkVVkVP7bAhnblvW3+ZOAO7xCBasBuMueiG4Ks9cSGkV4JzMIGWXZyTSSh+Q6wlneIiGi+R3Lq8en2qMfW13oOnXwCmOR4/WIP4HPUqCMDsQ0ufbyDlGAY8HPi2TYjIlJz0i5+7ATMpnbeaD1KmDcPnnbCzm/nYZhtLHpjxY6rgCuwJ2YaTCptuYQwnjrHoBG41DtEjlxU+JG167DOHS9TgAcdr1/sMOB+7xCtaMQ6PUJZ8dueQVinx8beQUREpH1pFT++ik1Lr6VNHfXYkRedl7cbgcvQHI+s9MWKblcB5wJb+caRiFzhHSAi2wNf8w6RI++QfdGtJ75bVLpib5JD2PYxBOu4CbHwuZQ4Zun0xT6fI7yDiIhIaZIufkwGzsA6Pa4lzHOjaRmCtdA2egdx0gScg61C7e6cJe+6AwdjxY5zsPPFIuVS4aN03yGOtvsYzMDme2TtUXw3sT0CHOR4/WbNx4xCfMN+Dz6dQOXqg93vjfIOUoVavVcVkRqXVPHjAOCEov/fCHwXWD+Bjx2LKcAPvEM4+Cr2daQ34OnpBOwCzMdmpugYi1Trcu8AEdF8j+S8Q/ZvuoZjnQRedsN/fW6ze/AZKtuRc4DbvUOUoDtWOBrvHaRCXYFXCGfOjIhI5hZR3Z70g4Dprfx8U+Fj19Ik/Fuxs/O1YCB2rOUQ7yA5VYfdXF2OvfHandqZmyPpU8dHabpQO9/T03Y4Nvspay/hNzOiATsS0dPp+sUOwTpfQrM38LR3iBI0YUWPid5BKtQDWI49pBMRqWmLqaz4cSQ2JKstPYHvEcaLflZeBnbwDpGizlihaxZai5qGQdgAvquxTqq8b0YSHyp8lGZHYC/vEDnxJtkfhZyMbS/xcicwzfH6zZoHcYZ2xGEE1gXkuWmnFI3AMuzrKUaDgfeJt2gjIpK4xZRX/DgG2yLRkb7YcZrQX9iS0hNbxdbbO0gKdgIWEub54Jh1wZ7CXIsVlDZwTSO1QEddSnMu0Ms7RA5MwYoAWXsLvwcv44Bnna7d0muEN5OiN3avNMg7SAn2A+4jzqHtI7Gilwbwi4i0sJjSih8nU97k7fWBa7BugVqwM/C8d4gE9caOWxyOZkskaXNsIOx12AwP/dlKVlT4KM1c7wA5sYzsHwacg88g1WavAwMcr9/sdnzX+LameRteTB0Io4A5xFX8mIB11Az0DiIiEqrFtF/8OBnYp4KPOwx78xzTi0Y1ZmHdEbGbjHXs6IUzGWsCx2F/x76FtuCIDx116VhX4tgyEbqdgQczvmYjtnnD637jRuBsp2sX2xdY4h2iFU8AR3mHqEBMxY9D8O14EhGJxmJaL36chU0or9RIamtQ3NPAgd4hKrQu1qWzr3eQnNgMW4t5Gfb3QMSTCh8d2xltP0jCy2Tf+XA7cGzG12w2DBuo6q0fYc7PWIjdW8RqFJY/5GHjJ2ObjBq8g4hIbbgCuMU7RJUWYy34YC34s7B2/GptSxhPQrLQFTtbGcMZ1mb12JOYOVh3glSueXbHVdi6Z3V3SAjqgUu9Q0TgAvS0tFpjgR9mfM0BwKsZX7PYm4QxT2EZdr8VkunAw94hEjASK36EWFi4DOuoERHJ1GXEX3FdjHV+zCLZF9DdsIp0LdgCazeMoTVyc6wtdqx3kMgNwVrk52ID7kRC0oPaKT5XQ/M9qvcC1gGRpafwmx3RC3gO2Mbp+s0WY/dtIZmAzfWI4V6oFCEWP24HbvUOISK160jgFeJ+0nsf1vKbtAOJ84xnJY4B7vEO0Y4G4FTsCef+2ARzKd94rLvjbKCPcxaRtgwETvQOEbgm4ELvEJHbAngy42uOBX6S8TVbqsfu/eZhX0dZ25vwnvgPxbpfe3gHSVhIxY/7sK85ERFXO2NP/GM67pCVqcA3vENk5H7geO8QrdgcWARsXfRz15DPdbxpaGTlKtqp1M7mIonXJsAR3iECtxuwh3eIyD1N9itUlxHOvdaGwE3ADhleszc21DWkh23dsaLHcO8gKdkKe/33Kn40Ai8CM52uLyKymhHA+6jtvTXTga96h8hAPfAG2d8ItqW4y6Oxxb9bBw0/7Eg/4BRgPuGdoxZpz2jgAO8QgbsIzTiqxlDsqG+WDgduy/iaHaljZffHGhlc7xWyLbSUYjfgEcIqxiTNq/jRHSv2HZTxdUVEOtQXm7CtG87VnQfs6B0iAwOw7h/vKetbADcDX2rn10xFTzxbMxwb/HoutvlGJDYT0LaSjqhlvDo/wo7+Zeld/F9b25JF98cCbLZciAYA3yOcbpw0jCDb4kc/4G1g14yuJyJStkZs2JcGy63uQlY9bpFX+wKPO127EzADOIPSjmTcQL6f0pRjNHA5cA6wlnMWkWp8lfCeCoekO9YJJ5Xph93nZGkB9r05ZPXYcdfzWL3Lslq7YkeLQtYduJFwul7TsBk25yvt4scWwM+x+xIRkeDdwcpVsWLqgNnk9xxosWvI/ijJBthNRznFpfWBS1JJE4c6YDK22UjzOyQvvkH73V617ivoKWo1HiLbbsHu2JPvWGyKbV0ZmdDH64l1u8QwOLQT1pWyp3eQFE3Etqt0Sunjj8c+33nunhGRHLqB7Pfbh64TVi0f4h0kAy+T3Yv/IdjxjErOGB8HbJ9snOB1xgodN2KFjzrfOCKJOpLsV4zGZBbZzGPIo57Aqxlf80GskzImDdhmpVOofr3rS9gcjZhMB472DpGCvtiRnp2w43JJ3zvsDbyJhs+LSKRmYMOoQj2X6qEbNn9igHeQlPUA3iPdtafrYAW2aobH1gMLsc9L3nUBpmHndL/snEUkLSeT/++v1dB8j8rdTbaDFjcl+2M1SRqLvVHesMLfPw/rII3RfsClVF/4CUV/7HPZq/D/x5Fsx+zx2CBTvV8Qkajtg6360o3oSmtiK1bX9g6SsnHYC1ka9gKuJpknA8OwYZ551QU4CjvSMsY5i0jazkEbS9qyFjaDQcrXRHqvZ215nuSOjHjphs04O6rM3zeR7DfnJG0c9qAh9jfzg7B71pbfV3cBTk/g48/CZsPlpUgkIjVuFHZmbwvvIAFZm9ZfSPLmfOy8b1K6YUM4D07wY4Ktvs3bXIA1sKcoN5C//zaRtlyGbqDb8lWsTV3Ktwg4JsPr7YmtSc2LydjDil4d/UKsyPQu+TjysDG28SbWoeGDsS7ltgbB74Mda6rUjcC9Vfx+EZEgNa861QrRldbFXhBjfxrQkR+TTKFiOPbntVECH6ulBuzFPQ8DPrtjBY/vEv/TQpFyZT1YOSaXUBvH+pLWiN2/ZOlt0j0q6mEdrPOwo7laz5GvldT9gFuBgd5ByjQEW1TQ0feMg4EjKvj4d2FHjUVEcqk71io63TtIQDbEnshntRvdQwPwDvbko1IHYzftSa/JKzaCZNo2vXRJep7HAAAgAElEQVTD5hvMQ8MdpXap8NE2zfeozFVYV2BWTiW/m/HqsHvAM2l9M8gFWHEkb5rX3VZzH5SlTbC8pT6YOxY4oMRfWw88QfgrmkVEqlYPPIbtpRezOXAl+W7PHo49MSu3wNMH61zIqlPobOzzEZPO2AT5xajDQ+Ry7wCB6ol9f5Py1GOF+6w0YHPR8vwwBGA09rR/vaKfGwu86BMnE41YES30o6ebYfek5XbAnk7HnTpdsU09WR4bExFxtwi43ztEQMaQ/xv2w7HVfKWaiD35ybLdtwt2nCaGIlQ9MAV7MqihpSJGHR+t2xuY4B0iQrOwLoSs3ELtdMWuic39mIK9IX6H/B3vaakTMJtwV/SOxDbpVFp4O4+2v8/0xYp6sa1nFhFJxCzsLGfen2yUaiLwHe8QKbsba3FtTz1wBnbzl/Se+FKMw2ZkhGwXrCikQYUiq1Lho3WXkf95Uml4i+wK4f2A1zO6VkimAr8Evu6cI0snYwWfkIzGOlKquSevwx7ibd3i54dgA2vHVvGxRUSidyh2Y5GH6d1JmIy9IObZy7TdodB8tGVcdnFadTEw1DlDayZgfz55GvwmkqS8d85VSvM9ync6MD/D6/0E2DXD64Vkc6wTOMTX3bQcQ/lrftOyHTCHZIp8dVgBuvnY8Cis00Ozx0REgB2An6Fvis0OAo70DpGifsB7rL4ebXts0GsIRbAm7PyxR8dJazbBbsCPpvWBcCJiVPhYXW/gLO8QEXqXdAdqFxsNPJnRtULVFbiI8Doh0vR1/Ieqb48VKpK83+kEXIsVd97DNjuKiEjBUGx927beQQJxG7Cpd4gU7QE8VfjfzVPezyKs2Ro7YnNJPK2NDSS8kNULRSKyOh11Wd2+2BNdKd2R2LynrCyjtrod2pPFFrdQjMHu9y7E50HLrqQ3w6Yr8Aj2ICl2fYF7vUOISL70wF78D/YO4uxkYD/vEBlYgLW23kC4N+VzWHXqfFaagFOwN3H9HK4vEisVPlZ3ObXxJjJJb5FdsXk6Gvbe0qbA94DB3kFSNAw7glYPjMe+d2X58Ocr2DBSad84rPtrvHcQEcmfRmApcL5zDi/fAfbyDpGhuwl7ivtaWLtmVuqBb2GT7nX0S6Q8Ddh8HlmV5nuUZwpwR4bXG4Nt0jiSsLoevTVvfdndO0gK1sc+58UrY5MYLlqqSdTufXY5TgBeJez7VBHJgbuAW71DZKgOu2HfxTuIrGYScEAG1xmHzRXZIYNrieRRTzTLoqV1sC1ZUrrX8Zk1tQ22rUtPllc1HfsazktRqC/W6dralqXhhX/XJcXrTwFmpvjx82IR8KB3CBGpHbOBJ8jPi11bOgFz0XyTkF2N3aykYQBwKfBtNLhUpBqDCH8Vddam4L8lKyZ7AA84Xr8eOATrBljfMUdI1sfmYNyAdWHGbC3sCE/Pdn7NJsCNQLcUrn8Adq8hbeuJbR+c4R1ERGrPUdg3oDwMR2pNJ2zWxTbeQaRdfUi+Xbwz9ibtGuyprIhUZzPgMO8QgbmCVdvppX2vEMYGil7YgM+zSffpf+i6YN2/a2Kvkzeyck1qbJqwLoJS5nYNBm7G/ruTchAwLcGPl0dj0TwPEXE2GdsBPtA7SMIageuALb2DSEkOAvZO6GPtgn3uRyT08UTEZiXU0irMUmi+R+nGAT/wDtHCplhx/KveQZzMxQqazRqwYlBsA+Abge9SXhfPAKw7JIljV0dg88OkbScAr6F5HiLRylN760jgfezGNg+asHkOG3sHkbJcR/stqh3ZEGvX3T+ZOCJSZCK2qUBMP+A07xAReZFwh0pPxu4ZhnsHydA3abvA8U1sI0kMR6E7YfcOG1Xwe/tRffHjaGBqFb+/FizC94ibiCRgBrYeNq3ZBFnrB7xD/E/0moCbgA2cc0j51sXmcZSrM9ZiejHJtq6KyEp7oRblYgeSn4cFaRuBzRQLWTdseO9lQA/nLGnbCjing1/zJWwYbK/041SsDpgDjKriY/TC7hnXruD3noQViaR1muchkjNjgZ9hTwvyoCu27vYE7yAV6oZVlod4B5GKHUV523cmYOeSdaRJJF0HYd2BYuaQzWrMPHiGeL52hmBr1vfxDpKS3lh3SynDvvtjszA26+gXOrmQZIqxlRQ/Tgb2TeDaedU8z0Ob9ERypgf2oj7fO0iC7sfOvcakC/Z0YkPvIFKVOuys7hod/Lr+2ODaE4ijHVckdkdTWTt5Xmm+R2mGAs95h6jAZOwIxXreQRJUjz0oKGfgd2esyLd7Kokqdxa2JSgp5RQ/ziK5mWR5dDya5yGSe9dhE8vzsiFlIfBD7xAlUtEjXzYAzm/j39UDx2HrmCtpTRWRypxKaRsTasG62J+HdOzHxLtOfi3gAmxFaR4K7OcA21X4e48gnK/540jnWPY6wC20P/PjLGC3FK6dF4vRPA+RmjEJeJvqzhuG5HTsfF5X7yDtaN7eMtQ7iCTqRFa/WR6OPZGp9MZNRCp3Hh13YtWKg7EZCNK+gcBL3iESMB57GBTqkY9SfBU7SlqN3bGHDp4rnA8GDk/x47dV/KgDZgE7p3jtmPXE/q6f7h1ERLI1AHiD/Pzl3xdYTpgtayp65Fc9VuTogp2jPxV78tbFM5RIDbscu/kXa/0vZUZCrXuY/Dwd7wycgs2ViO11aAPgyoQ+1jBs7kc5x2WSshf2UCRtLYsfddjg9YkZXDtGY9A8D5GaVg/chR0VycPws9HYxpeQVr2p6JF/mwNXYTdZeroq4usK7wAB0XyPjvXEjv/mzZZYUX6cd5ASdcWGvid5DHttsu+A2Qk4M8PrNRc/+mB/32P5fGdN8zxE5F+mY0dfBnsHScAQ4D3CeHrTBRvQpUF7+dUNa62/Aj1ZFQnB5d4BAjEIW2Mp7ft3bOVvHtVjx0bmEP4K9fmks+muEZhLeVvYKjUWuCSD67TUF3gQPXhpy2I0z0NEWhgOvAXs7x0kAT2A14FjHTM0YJ0etxD+DYdUZkdss4sKWyLhUOHDHAps5R0icE3AMu8QGVgXW30b6lrTY4GvpHyNU7G/E2nZAjumk4fhsnnRPM9jpncQEQlTV+AJrDoau3rgMXxafeuwJwwjse0C36P96dsSlybgYmxtpmYJiIRFR13MXPQmrCOLgWO8Q2To37D16mt5BykyluzemO6PbWJL+nV7KLaxLw9HxvNC8zxEpGSzsKcgeXizfidwR4bXq8OeOI4p+rm+WPFDZwvjNxY7h7yxdxARaZUKH2aud4DANWID3mvFcOAM7GHMtYQxALMv9nqa5THRL2NHfxoT+njrYrNUQt4qWGumY+9h+noHEZF47Aq8Tz6qpZcCS8mmGn8eMKGVn++FFT8GZJBBktcZeyo1A83yEAnZ/2fvvuPsqu8zj39mNBpJo94lhBCSkFChCVGEEL0XGYwRzSADpoMwXaaDBBJFFSRANNuQzSZ27MTBdmwHVzDFGAymuKZ6k+ymbLLZJJvq7B/PTNSm3HLO+Z7yvF8vvSjS3PtoNLpzz+98i1tdNCthWXSInHsUuD46REba0MV518V+C5r9sZZkh4nWox9qFR0d8Nx7AE/QfOXLCPR7cDtzfnwazfNwtZuZ1W0E8DpwR3SQBFwMvId+T2lZDpzSy88PR4cfk1LMYMnbG/257RMdxMz65IoPfb/bKzpEjrWiDXBV8Um09W5H09AA9oihmCuCnrfLBHSRvFuDH9+BPncRBze2s2HA98l2o46ZldRzwHcpfv/iUaS3veYq4Kwaft1gtPY0jenllqw2dJi1nOJ/7ZtVhQ8+dCff84d6tgrNeqiC2fR+MdiGBn/eRnbVjB8Blmb0XL0ZjCo/6h0C3I6G1++SeCJrxHw0z6O7amszs4acD/wU9YkW2Qx0pyfJXedL0R22WnWgstPpCWawZE1FB1TzooOYWV3c6gIPRwfIufepRin8ji0uvTkQVTamPb9qFvn6O9oP/X2p9aK5H5qRMjO1RFaPq/A8DzNLyQx0qnpJdJAmjUOVH+cm8Fhn0Fgv9QBgEx6SmUdL0Fq6wdFBzKwu7cDK6BDB9kAXA9a95cRse4uwnO5bXHoyELgLvadJo2JoCLqhMCCFx27WdWjrS2+23dhn8T6N53mYWcpagd8GPhsdpEntwGvAnU08xglo2GWjBqAVaLObeAxLzjDgEeDs6CBm1pBRaJ5BlV2Kv6f05n2q0brYV4tLb44FniLZVo4WdLNn1wQfM2lX0vuNvZXAoRllsd69jdqzzMwycSflKC/7TXRqXK8DSKaXvB+6+1Rvj6kl6yA0qMyDZ82KawpaZVhl6/F8j57MRzc8yt5m2oYqK5pZ2ToS3Qg4NZFE2qBzfEKPlaZz6f6C+k50s8vyYRlwUnQIM6uWg4GfA4ujgzRpDfDVOn79dNQKkVR5XT/0ZvWghB7PateKysJvw+WSZkU3F/hYdIhga6ID5NwQ4GY01LKscxqWo5szSbgADYNt5hBlIfCJZOJk4hjgfra+J7iKvttgLHvr8KIAM8vYMOAlit8zez3wFn3vtB+L9rYn3aPagt5cHJLw41rPJgFfJplZL2YW72C0MaKq9gQujw5RENsegJRp1tZskm8BmAU8S2MXmRNQS2/RqpAOBDYAFwIXxUaxHgxCX5eDooOYWfU8BrxC3wcHeXYa2lzTU7vDUNQWMyKl5+86/Dg6pce3rY5GX7Nj0dR7f+M0K75jKUY5fVquoLxVDGkZAtyALnKLfgBSzxaXeg1C1UT1HCz2Rxemw1LIk4W9qM7a46Lag3xtCarXGtRyb2YFdArallLkidfzgF+w8yT0dnRnaELKz9+CBmgdl/LzVFU/NPzwmm3+33RU1mpmxXY6KquvqvXRAQpsKDoA2UhxD0CSbHHpST2tLw+g9jOzNC1GlTlFMgl4Hd2AM7MCmwS8R3PbTqKNR7+Hkzv/uwW18uyZYYbbgQ9l+HxVMA7YTPcHc2cBH842jpkl7Hxgn+gQQbpWbVpzRqBWkYeB3YKz1CONFpfenquv1pdz0fdVsyzcC+wfHaJGl6DtUgdGBzGzZLSi0q0i79ceiE5jl6FqgIjZG9fji/GkdLW29NamtB7YPZM0ZpaGK4Bp0SGCzAE+Hh2iREagNod70YaTPGsDPkPys8d6MwRVx5zSzc/tDazIMItZP7SCeXR0kF4MRIsUXqAaK7XNKmcZOtWcEh2kQa1ocGvk8Msb8DTxZvRD1TOX1fBrB6P+aH9DMiumm9Hcniq6mvKvaY0wCbVs3IQuXPLoFtJvcenJ+aj1pX/nfw9Fq3T79/gRZukYh1rS83jD9WTURr8kOoiZpWsOOvw4IzpIgV0GLI0OUUCj0Qaeesof9wPuSCeOmaXsHqo7qNjzPdI1G7USXYYO1PNiNjrcj87Q1fqyGdglNo5V2ALy1WrfCjyHlj8UdcivmdVpIPBtdBfAGvNxvFKtHvuhN2LjGvjYq9F2CDMrloeiAwRpQTMpLH0L0YF6dy0eWWtD76vS2OJSr6HArwNHRAexyrsGOCE6BNoK9C5qWzezHoyPDpCiVWhuhk89G3MecFV0iAI4D1hNcy0rWWzwMbNkVfXgY2+Kt9WgyFpQyfoTxG6xi2xxMcuzDcTObHsALUlw+6FZH15HA3rK6njU53Z4dJCCOhvNTrGdtaE2lSRmooxEb2pbEngsM8vGg9EBglyLBzNHGAB8ArUZTcz4ufPQ4mKWV4NR1W+WA39BrwOvA49n/LxmhXYr8GNgfnSQlIwCvo9nKTRqMbA8OkTO7AJ8Cpib4GMuQm9qzawYqnrwsTE6QIWNATahitbryWaoZxvwafI7bNUsDy4m29fGi4EPgIMzfE6z0pgMvAY8Hx0kRc8B38VbNBpxChrkZxpm9TjptFAtx7vWzYqiiq0urXi+R6QH2doWuS/aDHZSys95M/6+ZNaTFjSr7XY0G++0lJ9vIPBF4Pfx9YxZ0+5GJ4iRfaRpOh/4Kdr+YvU5Ebg3OkSws9HfkbTWl7UCW4DhKT2+mSWnigcf44HfQHONTgGGxMaplNlo5fyOFqPtJlNTeM5ZuMXFrCdj0Hu2Q7f5f48Cu6X0fEegCv1zU3p8s0qaArxMee/qzAR+gsrErD6HoztOVZtF0QJ8Eh2cpW08+sZpZvlW1VYX0J3GRcD96I3/KrSdKovWi6p6nJ7bTQaj4aOfJLkVy25xMevZ4Wg22+gd/v8QNDsx6TXUjwM/QIctZpaCdWhK8IzoICloBX4b+Gx0kAJahA7F0qp6yJshwGNkW+p7Et6aYJZ3Vaz46Mk4dBdyLRq+eRm6iWLJOAX4SA2/bgY6iFqawHO6xcVsZ9u2tvT0PvgA4KaEnm8OqsS/M6HHM7NezEGHH6ujg6TkbuBt9KbNarcADXFK+kQ7b6ahuTeTA557JSptNrN88sFHz7raMjYCd6Hh6VWrFExKf3SYUY8PozvEMxt8zll4ILzZjrprbenJTcDCJp/vDnSN4jW1ZhlbB7xPOf/yLQB+ju6oWG2GA19AG3PKahHwCMmVDderPyqXjHp+M+tdlVtd6jEKWAKsQW18i8l+7WORXQPs38DHDUJ3iW+mvhakfrjFxWxHPbW29KQVeAYY2cBzjULLGJ5r4GPNLCH7oMOPMg64HAa8hN6YWe860Iv5hL5+YYFdSHJlis3YA3ggOoSZ7WQg5fxemLaBwMmoXXIDcB4wIjRRvo2k+cqivdEheq1rL2/CLS5mXWppbelJIzPbLgJ+ARxV58eZWUrWAK8CE6ODpOBx4BV0cW87a0dlfrsH50hLC3ArejOeF2ehbTJmlh9j0DBJa1wLcBCwAlXXnYe3xOxoFcm812oFLkEzWHr7HLvFxWyrelpbenIS8LEafl3Xmtqvo/faZpYjC9Ba2Oujg6TgbOBnlHelb6P6AZvQG6Myakf96EdEB+nGOsp72GRWRFOBK6NDlMxc4B62DuccHJom3izUppKkqahc/4Rufs4tLmZb1dva0pv76f298+FoTW2ebrqZ2Q5aUf/ZDyjfcNBJaKjrjdFBcqIF3SmaFx0kJSNR+05eD3UGozekXhVplg97AxdEhyipVjRjaQVqiVlMNV/7tpBe9ekStK1s7Db/zy0uZs21tvRkAPAZuj9U9Jpas4JZhKo/lkUHSVgr8Juo9Kwqq1t7ch/Nlfrl2e7Ap8j/4d1e6BuxmcU7BG3OsHT1RzNB1qHtco0M+SyiY0i/xXEcmrNyGTr097pMq7okWlt6MoPt50LNQmtq70nhucwsZa3oNPNNyndqeS0a6jolOkiQu4Ajo0Ok5EBgM8XZnHIFekNsZrGOB46NDlExg1ClwkY0X2Vs77+8sNqAJ8lu/e+paEubN+1YlSXZ2tKTj6MKttuAd9BhiJkV2FHokKCWQT5FMh/N/TgjOkjGbkJvisroRFTJUrRqns3kvzrFrOzOQLOuLMZMNIh6EzoMaYuNk6gr0dBXM0tfK5qlcz3ZHDZ+A1WVmFlJtKEWke+gNbFlMRD4FpoFUQWXo40iZfRRdOJeRCPQXYms7gaa2c6WovYzi9WKKm82oJkge8TGadoINE/LzNKXZmuLmVXMacDPKd+U4tXA65R77d6HKO/GgqtQuWGRHQx8IjqEWYVdhTct5c1Y4AVUBXIa2lJSNPcDu0WHMKuAw0i/tcXMKmYg8LvAdynXQcHxwC/QYNeyOYxyDtFsAT4JfCQ6SEKWowGLZpa95fgNc970A9Z3/vsiVAVyB8WZBTIdfV2ZWXq6trbcRvFanc2sIM5A1R9pTynP0ng0nKioLRPdmQM8QvnaKPoBD1Gug6pWVKI5PDqIWQWtwMMg82YxcMIO/28SmgXyGLAw80T1eQytLjezdLi1xcwy04Emh38RaA/OkqTnUEVL0Yer7QI8S7n+bEBfd08B+0YHScF4dFBlZtl6KDqA7eRRer6DOwANQd2E1rfmbZPX0ZSvLdgsTw5C7wXHRwcxs2q5CFV/nBgdJEEXAO+iUtUiGgY8TbnakUDVEM9Q7p7pkyj+zBKzovHBR77shlbc1uJQdGC8HBiZWqLa9SPb9bVmVeLWFjMLNwp4Cfjv0UESNBP4CXBxdJA6taPSv7Kdgo9EFSy7RAfJwH3APtEhzCrkwegAtp27qP+1fioaJrqK2MPxyylXG6ZZXri1JR2tqHqmTNdwZqm7CG0PKZN24KvA56KD1KgFDYPbMzpIwiagQ49R0UEyMgT4cnQIswrxwUd+tKFBpo0ai+4Gryf7FcVD8fpaszS4tSUdJwLvU675hmapmwCsiQ6RonuAt9Fpc57dT/k2g+yG2luGRQfJSNfvd+/oIGYV4laX/DgdODaBxxmM5n98Cg1KzcIKYEpGz2VWBW5tSccYdIPta1Tn/bVZYjaTj97aNC0AfgwcEx2kB9cBl0SHSNhUdAhQtlklPfkQutPpTQBm2fLBR348SrLzMfoD5wNPAKcm+Lg7mobvmpolya0t6VgJ/Ag4PDqIWRGdDXw4OkRGRgBvAA9HB9nBYuAG4HFgXnCWpMxG3/AGRgfJQBtwN+U7uDIrCre65MNu6HtZWo5Fh+lLSH746CZ8aG2WlIPQkH63tiTnCHQDd0t0ELOiGg1sjA4R4AngVbRaNdpcNAwTNE1+FdmV9aZlX/Qmsn90kAx0tbZk3YtuZlu54iMf7gHGZfA8SR+AHIm2wZlZc9zakrwO4IvousUHSWZNeITq/iU6G/gZsds3JqC1eW07/P+rgSuzj5OIfVHr1I6/pzI6GQ3CGxQdxKzifPARr41sB4O2oJsEm2nuZkEr+j7sizSz5ri1JXnXo+Glp0UHMSu6U4Bzo0MEm4SGnl4R8NwD0aaTET38/Omo+qNIb8aqcujRgmayXBMdxMxowa0ueXAmqpzIWrMHIB8HDks0kVn1eGtLsvYDXkcV6kW6DrAKuB74NbQ6tSiGob9MpheU3wR+l+xeXFpQtc0effy6A4HHyEdLTl/2oxqHHsPQ8L4F0UHMDNDr4z3RIYxNJD93ox6tqJLzSWp/fR5Kc6t3zarOrS3JGgh8Dg0vnRGcxaxHF6BSpGXRQWq0Ftg1OkTOXIv+DCdn8Fx3oCFFtZiK1vll0TfdqKoceuyLqnR8R8MsP8YDN0aHqLhpqAouD1qBpegApK8Lh7uB3dMOZFZSbm1J1gXAB8DF0UHMatGKXgB+CiwMztKbo/Bfqp7MB36O2kzSsgSt5qvHSDTIbVbycZpWlUOPj6I3yf2ig5jZdqYDl0eHqLgVwNjoEDsYjDbMPEz3h9VTgTszTWRWHm5tSc5U4NvAZylW94AZAFOAbwJfo+f5DVE60AtVZDlq3g0EXkStKEk7AJUDNqIdleTWWimShXloK1CZDwP6AfcCZ0UHMbNu7YsOJi1GO7AuOkQvxqAqyxXAkG3+/ybUumhmtXNrS3Ja0diBHwBzgrOYNe14VLKUp33Lq9DdMevbajRYaEhfv7BGU2i+B7oFfbM5J5FEzZmDZl2U+dBjKJqxckB0EDPr0aF44n2ksynGcNA9gfXApcAi4KLYOGaF09Xasig6SAksQRXmt0QHMUvaSuAnxL8xW4BOaa12JwK/oPkX+YGoVWVw04lkKY1XjiRhOpp1MSAwQ9pmAE+jlcNmll8nAkdHh6iwTdEB6rQIDaT33Wqz2rm1JRnjUFfAiyR3Y9Usd0YBXwReJpvhmTvqD/w+GuBZ5jv0aRiPpivf2sRjrCX5SpujUXlx/4Qfty+7om9+AzN+3iydADyEey3NiuBM9Kbcsjcdva8ws3Jya0tyVgLvku85kGaJmg+8CXyebIdB3ojmMeyPLlpdul+/54DvUv+f2zXAScnHAdRu8jQwPKXH39E4VLlS5lPqTwBXRYcws5pdiPujo6xEN3bMrHzc2pKMY4D30IB8s0q6FvgZ2Uyinwzct81/t6HT2/sp9wVsGj6GTmtrrd5YCFyfXhxArRifQjNE0jQCtbeMTPl5ovRDc11OiQ5iZnVZRkwlZdW1A2uiQ5hZKtza0rxRwNeB19CNQ7NKawMeR9N890rxeR6j++0y09A04RNTfO4ymolWFvc1GG0iWvOaxQadwejPcn5Kjz8MHXqMTunxow1BdzXmRQcxs7rdSnkPZPPsPFyybVY2bm1Jxr3oWsE308x2MB34Hhp0k/RqtROAc/v4NUtQ+8KkhJ+7zNqBrwKf6+HnBwCfIdtVef3Q1p7FCT/uIPT1UdZT/0moYmbX6CBm1pD7yH7WkenGjZmVh1tbmjcfeBXdjDSzXpyLTgeT6gEbADxJbRUHI4EHUQuOT3hrdy/wQ/TNYlsPA3tkHwfQSf2VCT1WP7SydveEHi9v9gMeATqig5hZwx6KDlBBs/CWOLMycWtLczqA30RLLHwj2awOK9EWkSOafJzbgdl1fsxh6LDEg+JqtwD4MXBU539fTnxp2+mo+qOZQ6wWtDVm30QS5c9iYAU+6DMrOh98ZG8Vbi8yKwO3tjRvGfBz4ILoIGZFNYatA3EmNvDxewB3Nvjc/YEbUDXDgAYfo2pGoW09nwKWB2fpchCwCbWqNGIF5S13vJD0h86aWTYejA5QMYNQVaOZFZtbW5ozA7W1ZL2p06y0jgHeQr1i9ZzEPo4GXjZjBnpBPKbJx6mSB8hmmGmtpqL5HGPr/LgbgA8nHycXrgPOiQ5hZolxxUe2lqKDdTMrLre2NK5rOcWbqO3PzBJ2E9oBvaSGX3sm8KGEnrcFOB9Yz85zLKwYRqLDj1pfnD+KKiLKph86mGq2hczM8sUHH9l6LDqAmTXMrS3NORf4ALW1m1mKOtAWkXfo+SK2g3QmCU9Apa3uXyumdmADfV/0nwp8Iv04mRuMZtfsFx3EzBLnVpfszAauiA5hZg1xa0vjpgCvAC8AA4OzmFXKfqin7LPognZbK4BpKT73yWiOxcwUn8PS0QLciio6unMQ+vopm1HAs8Dk6CBmlgoffGRnNdmuaTezZLi1pXHr0NbNgw0C70gAACAASURBVKODmFXZBcD7aJowwFzglgyetwOt3L2DnQ9eLP+WohLHbU1Fg1DLVvY4gcZmnJhZcbjVJRuD8CGTWdG4taVxx6PrrB3fM5tZkDbg08DbaKpwlltY9kcXlQdm+JyWjKPRCXZ/VBHxGXSgVSa7o7sbvjtpVm4++MjGRcD86BBmVjO3tjRmDPAV4Gv4PaRZLk2l5xaGNPUDrgVWAUMDnt8aNxd4Gh2cjYuNkrg5aOJ2o6t8zawYWtDQYktfGvPDzCwdbm1pzErgR8Dh0UHMLL92AR5FG2WsGFrQnYCF0UESdgAa5No/OoiZpW4IcFd0iArYB7g0OoSZ9cmtLY05Avgxel9sZlaTxWjVnQdJ5t+dwKHRIRJ2JKo+agnOYWbZmAhcHx2iAh7CVZ1meefWlvp1AL8BfA99P6myjwG/Gx3CrGiGo4vPm1ErjOXPxcCS6BAJOxIN3TWz6piBKxHSNhgPNTXLO7e21O86NLz09OggwU5G7T1fxjNNzBq2EHgOD0PLm6OAG6NDJOwk4J7oEGaWuXnAudEhSu4SNMzczPLHrS312w94C3iean/OFgCvoiqPUcFZzEqhP3AVqgAZEpzFNAR3XXSIhJ0KLI8OYWYhDkMtlpaeTdEBzKxbo3FrSz3a0BbDd1C1YFXNBL4BfBuYEhvFrJymo4nwJ0QHqbChaINLmTadnAXcEh3CzMKcjNrcLB37otZIM8sXt7bU53zgA1TBVlUTgd8Bvo8GVptZypYAmynf+tS8a0V3BSZFB0nQeaiayMyq6yy0ycnS8RCa8WFm+eDWlvpMBb4DfBZoD84SZQzwJXTw4zW9ZhkbCTyABtJ5+0Y27gcOjA6RoDPxJgczUzXCrOgQJTUEtamaWT64taV2XTf83gX2Cs4SpQPNWnwbOD44i1nlHQE8CcyODlJyS4Gzo0Mk6COUbzirmTXmE5Srki1PrkBDAM0snltbancm8HOqO/+tDc3zex9VR5v9lw7gjOgQFTYQleutAAYEZymjwyjXC/+HgZuiQ5hZbtyOVqhb8h6NDmBmbm2pwzi0kvXrVHct6y3owOO66CCWT23Ar6P9xV6JF2cvNGn56OggJbIrmsZflnaik/Chh5ltbxX6Pm7JOghVC5pZHLe21G4lamtZGB0kyC3Azyjf5kZLyRC0z/nnaPKvZa8Ffe7Xoxd7a1x/4GnKc+J9Ct7eYmY7eyg6QEmtRRWxZhbDrS21OQodeNwTnCPKxej3vwXfBLAGDEGDYNwXFWcCejN7QXSQAltDeWanHAXcER3CzHLJBx/JG44GYptZ9tzaUptRqKXlNap5OLQYeBNdsw4MzmIl4AOQeKcAjwO7B+comgvQANAyOBhYHR3CzHLrwegAJXQ1MDc6hFkFubWlNjei67PF0UECLAReAV4ARgRnsRLa9gDEM0Cy1wHche749w/OUgTzgFujQyRkb9T25DseZtYTV3wkb2N0ALMKcmtL3+ahCo8nqN57w1nAi8B3gMnBWawChqHhmx9QrtWgRbEf+oZwUHSQHBuN1gP3iw6SgBnAY7hf0cx654OPZB0CfDQ6hFmFuLWlbwOBzwFvUL315dOB7wI/BOYEZ7EK2vYAZElwlqppA5ahoWtDg7PkTT9UHlmGobCT0SGX1xubWV/c6pKstbhf3Cwrbm3p29Vo8cTHooNkbBzwRVThMi84ixlj0Onj28DJwVmqZhJa01qWORZJuAvYNzpEAsYBzwCDooOYWSH44CM5I9BKSDNLn1tbejcdeBX4PNWq/h2CbrC/DRwXnMVsJ+PYegByYnCWqlmMhp/uGh0k2ElonVXRdaA3ASOjg5hZYbjVJTnX4lJqs7S5taV3rei9/ZtorkVVtAHrUEeBZ0pa7nUdgLwDHB+cpUpGAPcC11DNbyC7Ao9Gh0hAf3To4YFNZlYPH3wkpwzfS8zyzK0tvTsbLZO4IjpIhlrRgcfPUDu/WaGMAz6LD0CytghdOO8VHSRDbcCzFH/eSQvqK6/Syb6ZNa8Vr7tOyiLgnOgQZiV2EPA0bm3pzmS0ovVF1OpRFbeggx63GFrhjQe+hL6g3aOVjf7ADajne3BwlizcRznmetyH9pKbmdVjMPB1YAV67b8Y+DBwFNoEtjvV+F6QhPV4oLRZGtza0ruV6FppQXSQDF0KvIcqPfw1kRMt0QFKYjxaMbobcBPwjdg4lbAHcDPwW8DvB2dJy6nAKOC56CBNug74KfB70UHMrLAGorbHkZ3/3Pbfx6KquF+hN5i/6vyY/wn8L+BPgT8C/gz4z0xT58cI9Fp8T3AOs7IZDawCngdeDs6SN8ehA9ffQDfAquB04HbgJ8DHgX+NjWPb8sFHsroOQKYAN+IDkLS1ABegE+S7gb+KjZOo3VAf4M3RQZq0BB3ebIkOYmaV0oraUieg19NpaFtY1/ue/0QHIX+I3qD+AfAf2cfMzHXAV1CPuZkl40DgcnSh+7+Cs+TJKODXgH5opsffxcbJxCJUjf63wPlU4/dsBsBEtJf5bVSOa+kaBTyAysrKcJjXH6177YgO0qSDUNmnmVnetKDB0UcAl6EBqmvQLKJbgQ+hw5KylChvjA5gViJubenZSlTle3J0kIwcCLyBqn0mBWcxC7XtAcgRwVmq4EhUcVP0AZp3U/y5HtOBRyjHQZSZVcto9D37SuBhdBjyILAUrYIt2oXOkcCZ0SHMSqJra8th0UFy5kB0vVOVCt8ZwDeBbwFTg7OY5cok4HfwAUgWBgHL0Sl8e3CWRhyG3mwX2Wg01dxD9MysLNrQgfTH2XoYshptSdk1MFctNqBKQjNrzoF4a8uOOtAMj++hG75lNx7d1H4dDdg2sx7MQL3ERW9hKIJ90OrbQ6KD1GEEOikvcpXEINSmMyo6iJlZytpRS98NaIDfWnQwsmdkqB2MQVWEZtY4t7Z071q0reX06CAZGAJ8BngHjzEwq8lovMc5S61o7scminEh/ggaxFdULej3MC06iJlZgBbUCnMFOgRZhy6WZgRmugltQTOzxri1ZWf7AG8Bn0fVcGXWgTb2/AIN7DezGt2NB99EmIguyJdGB+nFxWh9bZF9Ep+Cm5ltaxoanvpg548laA1vFroOo82sMV2tLUW+KZWkNuA5VPUwMzhL2trQ4fV7wMeCs5gVznDUD2xxFgOPoXXDeTKd4lcCfRhV15iZWff6A4cD96K5G3cA81J8vmPQa7OZ1cetLTs7D/gAuCQ6SAZuQS08N0YHMSuq2/DU3zwYDNyFyn/7BWeBratrB0YHacJ+FP/gxswsa2OBi9Cq2dWoYi7J70uP4KGmZvUaDTyBW1u6TAW+A3yWYi4NqMcVqMJjHT7wMmvYYOCh6BC2nXlo+OmBwTluB/YOztCMCejzWPYeTzOzNHUAZ6A33GvRsMBBTTzeWFRRYma1c2vLVq1otslPiX+vnLYzgO+jWR5lP9xpxiT0OfKhkPXqJvI15d2kDZUy3o+mNWdtf+D6gOdNygDgWdTGZWZmyWgDjkYzQdYDJ1N/5cYtwO7JxjIrLbe2bO9E1Opxa3SQlJ0M/Aj4MjAsOEue7Qd8FXgbjQ0w69FAdAfH8msqajfJshd6AKqUyEO7TaPWArOjQ5iZlVg/YBHwAPAoetPZ1/eNFtQ+Y2Z9c2vLVmPQIcDXKfdBwALgVeB3KcbWxyjnoUqY36f8w2wtIdegtU+Wf0tQiWMWm3fuo9gvIldQ/C00ZmZFMgg4Ex1qrKTng+fjgQ9lFcqswNzastVKVP2wKDpIimYC3wC+Tf4WHeRFG/pa+AFqa/HBkNWsP77rUjQj0MT9ZaRX7ngoOjgoqkOAm6NDmJlV2HC0JndL5z+HbvNzG/HcJbPeuLVlq6OAnwBrooOkaCLwO6h6wTejuzceHXT8FB18VP3vhTXgUso/EKisDgOeBOYm/LiDUUllS8KPm5UJaCVwUfObmZXNXOBu9Np8Fh5qatYbt7bIEOCLqOVjfHCWtIwBvoTW8B4enCWv9gG+BryFhmqbNaQf6se14uoP3IAqQJJaN/swsFtCj5W1/qgk1MNMzczyZyBwIxo6fTXbV4GYmVtbutyIhpeWdVBlB/AcGsZ5fHCWvDobeAN4CW26NGvKUnyaXBYzUDnxsU0+zvHAhU2nifMg3k5kZlYEM1G58lpgTnAWs2hubZF5wGuo4qWMn4c2tFDifeD84Cx51IY2fr0JfB5VxJg1rRXYFB3CEtUCXIBeUBt5oRiMWmeK2iJyDhqqZ2ZmxTEMtd0+ggZ4F3mTmFkj3NqiarDPoTv8k4OzpOUWdOBxXXSQHBqGbuD+GM/vKJTH0R7hvN+9WIJWAFn5jAc2oGFy9RxirAampZIofXsCK6JDmJlZw1qBU9BNmSvRhhizsnNrC1wF/AK4KDpISq5CBx7rooPk0F5oNfF7wMeCs1iD5qEhLO8Blwdn6cmTaLjYWpIfjmn5cBLwKWpr/TgYvTAX0WD0+2yPDmJmZonYG70/uR2vKrRycmsLTEdrWz9HOd/DXYw2kDyPt1jt6EzgdTS41ks2SmIYOt37EfqiHxEb578cBny0898Ho7Wom2h+PoTlzyBgOfrG2tM3lXbgGYpbXrwB2D06hJmZJW534H5gFeUtf7fqqXprSyuqkP8B+a+Qb8RiNKPiOZJbPFAWV6HtLJ8HxgVnsRSdj3Yzv4TurkfaxM4Xwa3oL+oTaOhpUS+CrXv7Ak8BC7r5uTsobtXPFaiyxczMymss+l71MBrmbVZUVW9tORv4OXBTdJAULAReAV4gPze786BrfkdXu08Zq3usB/ugndRvoSE3WZuKVkT1ZhGwHrgWn1SWSSsaILcGvQiByomXhyVqzj7AXdEhzMwsM0OAm9H3saLOpLJqqnpry2R0KPAi+ntcJrPQ7+s7uDJtW7PQNe8PgUuCs1iwIejU623UBpPVup4HUIldLfYHHkJ3WXxyWR67AI8CZ6ET2CKevA5E7Tn9o4OYmVnmhgA3ABvRnACzPKt6a8tKNPewu6rjIpsOfBdd2JexZadRx6EOh1cp35+5JeB8tLP6VVQmlZZhqFe2XtPRi9YDwKREE1mky4ETokM06EFgZnQIMzMLNRQdgDyCK0Asn6rc2nIcOvC4MzpIwsahSobXgPnBWfLkKnRD/8vAlOAsVgBzgC8B76I2mKRL4W6itg0fPRkH3IrusMxKJJFZ/U7EK6/MzGyrUcDd6CaNt8BYHlS5tWUUWlH6HcpVMT4E+Ay6uD8uOEtedHUwvI+qyD0iwerWjr55/4jkpt62oTsiSRiKNsE8jkuYLFvj0HBeMzOzHe2CqlNvwm/ALU6VW1tWohWuJ0cHSVAburj/ADg3OEteTAY+iw48Lg/OYiVyLlv3HB/exOOc1+THd6cdbYB5Em2EaUn48c221YIO23w3z8zMejMbWAtcRvXutlusqra2zEfXKluigySoFR14/Azd8DU4CngZDapNczyDVdwU4HPAT9Bpar3fyB9LPNFWO67CbUvxuay6rkEvuGZmZrU4Ft2cOSI6iJVeVVtbhgBfQUM+xwdnSdItqJphZXSQnOia3/ENtCHULBNtbJ2OXOvwmMNQxUcWFqGWmmuBjoye08pvLnB7dAgzMyucVjQXaiNeNWnpGA5sRgdtVbMn8NvRIRJ0KbrGWke1DrC604E+D+/i+R2WAyeidUFvooqLnmwi+5Wle6My09upfX2uWXcG4NW1ZmbWnMHoLu6t+A28JaeqrS3buoLiz/w7HXgDeB6/PkxCXQZdyzbMcmUS8BzwDjqZ2/aQYypwY0SoTlPQCt1VwG6BOay4HsCra83MLBl7orvzp0QHsUKramtLd1pRRUARPw+LgO+hrZpl2kDTiMOBF9FsyRODs5j1qQ2dzL2F2mCmo4vGPFRcDEczGp4EDgjOYsVxAl5da2ZmyTsHHYC4X93qVeXWlp4sBD4eHaJOv4Oul5LYnllk5wOvoUOP6cFZzBpyMpqunLe+uw50Qr6J5LfMWLmMJ7kVzGZmZjsaguamXYcHs1tt3NrSs43k42ZrrRYCF0aHCNI1M7JrfofnMpqlqA0NXH0COAPoFxvHcmgzMDI6hJmZld5+6GLWFanWE7e29G0CcF90iDptIfs5iJEmovkdP8Uba8wy1wI8hYahmnU5Hw2aMjMzy0IburBdhQahmnVxa0vtbgT2jQ5RhwOAS6JDZGA/4KtoJW1vCzHMLEX9gfXRISxXJgJrokOYmVklTUd3gX2Ra+DWlnq1o89XS3SQOjyGNgiW0XnA94Hfx4sCzMItRT12Zl024RYXMzOL04Lujq7Gve9V5daWxh0HnB0dog77o5W8ZdE1v+MHaD3vqNg4ZtblyegAlitLgZOiQ5iZWaWdg+aPTQGeAQ6LjWMZc2tL8zaj4cFF8TgwKDpEk8ajg46u+R0+sDPLkaOBs6JDWG7sgltczMws1hhg3Tb/3YLWdN5FtYYgVpVbW5IxHVXLFMXeqMKniPYBvga8hefjmeXWJrw+zrbajO6ymJmZRXkMGNvN/58DfBoNCbTycWtL8u5Hc9uKYhPFam07G3gDeAmYF5zFzHoxE7guOoTlxpnAh6NDmJlZpS2h9+9F7cCdwDKKNbzReufWlnSMBB6IDlGHucC10SFqdDnwIjAiOkgJDESv6+Oig1h5PYTv7psMBzZGhzAzs0obQ+1b5g5GM8rGpxfHMuLWlnTdCOwVHaIOmyjGbJIWlNUadybwPdQi5EovS80oNHTHDGAtMCk6hJmZVdpm6rvjNwYNRDw8nTiWMre2ZGMgxbpAn0NxKtKvQvM9rHZT0QDYt4HPAzNi41gV3ApMiw5huXAEcEl0CDMzq7TTgI808HFdF8+3Av0STWRpcmtLti4AjokOUYdHKcYg4w6K1UoUZQi64f4mmodyXGwcq5J2YEN0CMuFgcBTuE/azMzijKb59yXz0fezXZqPYylza0v2WtHnvCiVNQeiTU5FcB96DbOdnQZ8C3gXHXwU4TDLSuZCYEF0CMuF24FZ0SHMzKzSNtL9Fpd6dVURHJbAY1ny3NoS60jgvOgQddhCMaq4pgA3RYfIkXnA54B3UEtLkbYKWQltjg5gubAHcEd0CDMzq7QPoQF3Sem6uL4xwce05rm1JR8eQ9W+RXAMcFZ0iBptBvpHhwg0AlgH/Ah4GbXRm4U7Gq2KM3scGBwdwszMKms08EhKj30E2hDTkdLjW+3c2pIfsynO4FDQe9UitGNX9frqfOC7aCvLLbiSy3LmUap9ImlyDrA4OoSZmVXao6S7jnYyWnnrYe4x3NqSLwOBT6AL1eHBWWp1OnBSdIgaFWlzTjMOBL4EvIfakerZxGV9mI/KsrynvXkT0UwHq7ahVOfF2czM8ul0siljH4QGp56QwXPZVm5tyY9WVI2wBc1fmIIOo4qgBV0HFsGl6FCgjEahVpbXgReBhbFxyu004NvAj9EnfUhomuK6HdgtOoSFWw3sHh3CzMwqaxSq9sjSMuCqjJ+zqtzakh/HAk+w88yFB9HfwyJYCiyKDlGDQcDa6BAJakOvma8CP8Cvn5nr+gN4DU2K9Vqc2vXDK2wN9sGTp83MLNZGYip5TwAexi2/aXFrS34cig48epo7sQtwZ3ZxmtJGcSqV76c4B0o9WQC8AHyACw5yYwQ6+Hil84dPoXr3IeDE6BAW7nFgQHQIMzOrrFOJ3dSwN5r7UZQZB0Xh1pZ82Bsd7l1G36tgV1Oc+QzXAPtGh6jBnsC10SEaMBm1Qr0NfBnYKzaO9abrD6ur7+i42Di5tAmfvlfdmegNp5mZWYQR6OI42gTgWWBqdJCScGtLvD3R361bqP0G1wRgRWqJkjEOuANVHqwLzlKrxyjGJpo29PXyFvAmcF5sHGvEPOALqDzny6i0v+p2w+0NVTcI3eEyMzOLsp78DKsfhG4KHRIdpMDc2hJvV2ANcB8aXl+v+4BJiSZKxnSUbTW6wQ1wN/nMuqOzgcOjQ9TgFeAetO3HSmAhWrfzU+B5ivGXJQ33UJxSNkvHbcDc6BBmZlZZi4Fzo0PsoAW9R/pQcI4icmtLrFGoWmMDzb3HH4PmUuTFfOAhVOUxcoefm0gx5pK0o0PevDsbzYKxEjoN+CrqXdqC/qJXQX/KNWHY6rcr+S9lNDOz8hpOvldSXgVcEh2iQNzaEmcwcCPaypLUDd272VpVEaEVHYw+hmaT9FaBsB5Va+XdCvJ/03kgqqixEuvaDPMdtJpnJeUu8TmbnVdYWbWsx0PczMwsznryf5F8HqqOtJ65tSVOf+BStBFpZsKPPYKYC+ABaFXtU+jgo5a5GPsDH08zVEKmoQOqvNuAN6RWxjB08PFm54+rKN8LeVEG7Fg65gGXR4cwM7PKOoX8tbj05BhgFeV7L5iErtYWLxDIVitwAdrKt3+Kz3MbsHuKj7+t4WhLyxbgoAY+/nGKcW3zOPl/LTkRvUZbxYxB04LfAV6iHKtfZ1HMlUqWnCfRXQIzM7Os5b3FpTsHAE9Q7mrgeh2AW1siHIu+Fo/O4LlGkX7Vx1Q0sHQVMKWJx/kIxTiAO4P8z8Bpozjbciwl09Ew1A+AbwGLYuM0bBV6IbNqOgOvrzUzszhr0UDCopmJyu+LMEsgTW5tiXEIqhZYQraVDStJ5+/r/sDDaGBpEtcl/YBHEnictA0BnokOUYPVKKsZC4DPoqGoX0BVFEUwEHgDnYj6m1X19Mfra83MLM7JwEejQzRhN+BZGlsRWgZubcneXHRYeBm6uM/aeDToNAktqNphHao+T7qC6jpgdsKPmZR90GHCOuBT5H+hxgKK/VptKTkbtcG8Gh2kBmcBR6EXnfXoFHdqaCLL0jK0EszMzCxrw9Ed66KbgC5cqlY969aWbE1BVdo3Ed9i9RAadtqodjSwdAu1DyxtxFDytZFkGPp9P4AOerpeM2ai9+R5tyE6gOXTYPK177onm9n+xWYicDN6I7IUl2+W2Qjcr2dmZnHWo1XqZTAeHX6Mjg6SAbe2ZGssav+4l/xs35sKLG/g40Z2ftxGdHCWhVWdzxtpPjosWosWCnRnU3ZxGnY3eq0z2865wMLoEH0Yh15IezIfnUiuA/bNJJFl6W5c3WNmZjGORVsoymQkah8dGx0kRW5tyc5Q4HpgDfm82NyIbvTWYnd0Q3gV2b/3nIFaXrI2ErUjPdv5z44+fv2l5P96axbabmq2nUfI/yn49WhAa1+Go7+wWzr/WdU+1jIZi9qazMzMslaWFpfujEQXOuOig6TArS3Z6EBtD5uBacFZejMbrZvtzX7o4OZ2YquhdqxwT0srOtR9EN1g3KOOjx1GMboFijAw1jI0hGJ84T7awMfMBe5Bb1iOpRj7sW1nq8nn3QMzMyu/tZSnxaU7w9GWhrK0vbSiuRK3kP+bekXWH91g/AwafFkEm9G8jh0tQq1s15KPtvklaKZhWiahUQFPdj5X/wYfZyPdfz7z5AbyfSBnGTsXrZjKs/2AS5r4+AHoL/Ym9I2wjHc2ymp3dPJuZmaWtWPQDLGyG4EOP6JnCyRhCPBFYjaIVEELek/9LHBYcJZ6HQRc2PnvXQNLP935zzx9vbShg5gktaPBrGuB+9CGp2YdC5yewOOkaRfgk9EhLD8eIf+VEKtpbhrztiajtplN6IW7LaHHtXRspBxvxMzMrFiGUd4Wl+6MRYcfZWgRng/cGh2ihE5EVQJFnpnyNKp2eAStPM2ru0imTWtPNGh2E8lXv7dSjFaSIgxitQwUoc2ljXS2eXT1tW1A8yNcBpU/c9EhlZmZWdbWoJslVTIeXRjWOgQyz64Djo4OURKHoNl5Z5L/m6V9OQ69v8y7KTS2iQa0PngJunl4CzAmqVDduJv8ztHph6r2XkTdA1Zx55Hv005QWdaJKT/HBDSY6XHUr5iH/j7TKbL/LMzMLGvHsLUkvmomo7v6A6ODNKkFeIx0L/rKbja6+XgprpCOsJn6WnDmo5u5q9HckixMBT6R0XPVohX93lej17GlqK3nzshQlg+Pkv+T241k23c3H003XodPByPNJmadl5mZVdtQ4InoEMGmo0ODPM09aMRY4Cny/143byajC8eb8A2oSKcCJ/fxa0axdavOx+h7DW0aGllAkaTuDjt2rFrbmHUoy5ehaLhNno0kbo3pMFT9sRFNeR4VlKOqNqJWLDMzsyw9TPVaXLqzN7oRVHRHA1dGhyiIMejO+D0kN1vPGtdKzxfs84EH0BDUvTNL1L0ryb59qOuw4wHUhrWU3q8blqF5J1ZRHwUOjg7RhyuJ/8sMMAd9E3gMr8XNwnR0l8HMzCxLRwMXRYfIkSMpx0aE+yjGXIcoQ9Daz4eBicFZbHu3onkfoD+bm1FF2hLys0p2DBrGmoWuA58n6PuwY1tdK3zzagHwG+gayFJQhDaXvE3h3XEt7vjYOKW1HhgeHcLMzCplMLpzmPf3Rlk7DbgqOkSTBgCfAvpHB8mZduASdE3gC658mgB8Bv0Z3U5+q9HS3BI6Fx3AbkCHHY1unsrbBprTgBeAt4FvAefHximvocS1kNRqBmoxyatpaJJx3g5nim43ynF3yczMiuVB9D3IdnYZ2uhRZHPxitsurehG3pN4nl0RHIX+zPLsfOCgBB+v67BjPTrsGJbAY34S2DWBx2nUKHTj/HvA+8DzwF6BeSrjoyT7xZmG24BdokP0YQ5wRXSIknkYzXYxMzPLytHozrf17E7g8OgQTbqR/Ld5p+1Y1CZwRHQQK5XBND87suuwYx3JHXZsawZwdcKP2Zc5qJLwNeAHqPDAMwwz9inyP6wzb+VI3bkPGB0dokR2xeumzMwsW0Nwi0stWtDd1xnRQZrQD3iamM0X0RaxdTaEWRo2UP8mqK5KrK7DjrRb3bO4vty2heWbuIUl1CDg02hY50bUtzkpME93ZpL9iVy9+qG/pJacB9DqOTMzs6y4xaV2/YFn0DDDopoG3B8dIkMHovkQl1H85GnVyQAAIABJREFU9cSWb6cDx9Tw6+YCdwDPAp8g29eTe1J4vq4WllfY2sKyT8LPYQ1azPZflFPRF90WNJF3dkSoHRShzeUk4JToECUyAb0YmZmZZeUo3OJSr9Ho8CMvGyUacQ1wWHSIlO0JbEYXZAOCs1g1tAMP9fBzXYcdz6DrzqgbnfOBjyXwOF0tLK/jFpZce5iev1mNRWVGGzt/3SJiSj+L0OayEWiLDlEi9+MVamZmlp3BaLijW1zqN4tiV722Ak+hKuiy2RVYg9qxG91+YdaoNWw9aJuLWtifRocd46JC7WB9gx93GvAl3MJSGC3U/o1qJOoDvA99ES8mmzVgRWhzGU7+t+IUyRj8+TQzs2w9iNoerDHHo4uZoppJuSpNR6HKbbcNW6QTgP+GbmJfQj5nIa5GB999cQtLH24j3+u+5gMXNPBxg9DBx2pUCbKE2r5gGlGENpfL8Bd+ku4m/3/mZmZWHkeg7+XWnMuBD0WHaMINwMLoEE0ajH4fD+L3Uhavlfx/HR5Oz9frs9jawvIGujGb9HaZ0tgPDQ79IfpkrUMzNPLiDpof6NIPtcCsBh4n+Qm8RWhzeTQ6QIkMped+QDMzs6S5xSVZD6KLhSLq2vJSxHkl/YFL0fvmIm/aMctaK7B2m//uroWlNSBXobWjT1zXOptX0AaVyLkQG1J4zK5hNU+iksdmTvlmos9Rnu0BLIsOUSLXogFBZmZmWVgNTI8OUSL90eFB2mso07I3cFN0iDrtAXwBmBcdxKygvoCKFH6I5v0U9fA2t2aiCpDvoU/y82T7gjUR9SmlaRo6FNiI+gz3rPPji9DmcjcwPjpESbQCm6JDmJlZZRyKW1zSMAF4jOJW0dxL8Q7DnsJ3pc0aNQO3sGTqNOArqBrkJXQokeYanEtRdUZWJqM3Fw+g/qhaNsTkvc2lhcYnAdvOTkdDkMzMzNLWgVtc0rQQzZooog7Uvl0kx6OZe2ZmhTIeHQ68CbyLqkEWJPwckXMpRqFZIA+jtaXHsnPLz57kv83lSOCM6BAlsgW/ATUzs2y4xSV91wAnRodo0InAOdEh6vQkmlNiZlZYR6DDj7c7fzQ7UXYQ+oafB10bYtahCo/FaN/z7eS/zeVhYGB0iJKYh6qQzMzM0rYQuCI6REWsJV+D/euxCRgZHaIOi4CPRocwM0vKGNQG8010CPIVdFhQj5PJZ0tBOzphfwj4teAsfWlDBx+WjA2ktxLZzMysSweeh5ClDuAZNPS0aHYhPzcKa7WF2MUJZmap6aoGeZWtK3Mn9vExD6OqCmvc8cAp0SFKYhxwZ3QIMzOrhPvRFgzLzlzgnugQDboe2Dc6RB0WAhdGhzAzS9sIVA3yMqoG+TI77x5uIZ01tlWzhmLuec+ju4Bdo0OYmVnpHQJcGR2ioi4FTo0O0YB2tJ63SDPInsDvUc2sYvZBJW9ds0HWoTaXCwMzlUF/3OaSlAHoEMnMzCxNg4BP4RaXSBvouyo5j44Fzo0OUYcD8ZpmM6uwDuBatClm99gohXcSxZ1SnjeXAAdFhzAzs9JbiVtcog0HnqWYm0c2A0OiQ9RhE571YWZmTVqHSwiTsik6gJmZld4hwNXRIQxQNcKN0SEaMA215hbFIajd3cxsJy59tFq0A/8G/Gt0kBI4Dm0nMjMzS8sg4GLg8eggBmgQP8DBoSnq94ed/yzKat5XgcPx9Y2ZmTVoMbpgt+Y9QjHLXc3MrDhWAjOiQ9h2WtGK2yK1joDyFmlBwMnAadEhzCx/fCJqtTga+FZ0iBIYD/wl8B/RQczMrLQWoO81P48OYtv5FXAf8MnoIHX6B+DHwKHRQWr0FTyTzszMGjAAeDA6REncDEyJDmFmZqU1AHgKVxbm2WXACdEh6tQPfV0VZb3t2eimnZmZWc1OA46JDlECLcCj0SHMzKzU7sUtLnnXAmwBRkYHqdMpwEeiQ9SoH9pIY2ZmVrO1eDVYEo4ElkSHMDOz0joYWBYdwmqyC7AmOkQDnqA4G/4uQVtezMzM+tRKMb8x59EGVIJsZmaWtIHA03h2W5Gch4bHF8n+wFXRIWrUDmyMDmFm+eFvkNabhcDr0SFKYDjwf4F/iQ5iZmaltBx4GA3QtGL4dTSEc3h0kDq8BcwCBkcHqcG/An8OTIsOYmZm+XcfxfqGnFdXA3OiQ5iZWSkdDHwiOoQ1ZCKwKjpEnWYCN0WHqNEoYEV0CDPLB1d8WG+GAv8nOkQJzAI+iA5hZmalMwC4FNgUHcQa8hfAL4FF0UHq8DM0o6QIw1n/N9ABDIsOYmZm+bUHcE10iBI4ALgwOoSZmZXSPbiisOhagWco1hyw3YA7okPUaA5+P2tmuOLDenYa8KXoECVwNvBb0SHMzKx05gF/iysKi+5XaD5LkdqV/hQYBIyPDlKDD4DZ+JrHrPL8ImA92Q344+gQBTcI+A/gH6KDmJlZqQxA2zXc4lIOP0FbSGZHB6nDo2iGWRF8GTglOoSZNWQE+n73VTRg+Q00v8csEaOAu6JDlMBFqNXFzMwsSXdSrItk69tA4EmgJTpIHe4HxkWHqEELPiQ0K4pJwC3Ai8DbnT+2AAsiQ1l5LcUX7El4NDqAmZmVzjzg+ugQlopjgXOjQ9RhApozUwRXAXtHhzCzncwD1gEvA68C3wRWApMjQ1l1bKRYdxzyaDLFWfdmZmbF0A48BfSLDmKp2QQMiQ5RhweAsdEhajAEZTWzOAOB84EvoEqOH3X++/lAW2Auq6h2NGTLmnMjsHt0CDMzK5W7gLnRISxVRdqYAjCR4rRHPwwMjQ5hViETUdvKN9BBxw9R28rhEWF8smI7OhR4KTpECUzBw2HNzCw5+6Fh2e9HB7FU/WnnP2cCP4sMUqO/QLPhRgN/E5ylL7+Gtu09HR3ErKTmARcABwODgX9Chx6XAH8UmMusWyuA4dEhCm46sCw6hJmZlUY78Gmgf3AOy8YgijGMcw6wHrgPuC04S622RAcwK4l24DTgeeA14B3gK2ieTpHa9azC1kcHKIHbgF2iQ5iZWWncAewVHcIytYT8rmDdF7WN3AkM6/x/G9Ed3ry7GJgfHcKsgMajQ42vsHXbyvPo8MOscEYDt0eHKIGN0QHMzKw05gE3R4ewEE+QryqfRcAjwLWoKmVbe6OLorwbBDwYHcKsAPZD21W+ibatfB9tX5kRGSpLHeg3/iK6qz0lNo4l7By8I7lZ+wCXRocwM7NSaEPzCPJ08WvZ2Re4MjoEOvDYCCyl9/mAm/v4+bx4gK2VKma2fdvK99H1flfbSuX/rkxia6nLB2xdRXMVMCIwlzVnLV6R16x7UOWMmZlZs25Dd9KtujYSc+HRCiwGnkQHHrW8PzwS3UTLu72BK6JDmAUaw/ZtKz9ka9tKa2CuwpiHymFeQochXetq/AksDs/3aN6G6ABmZlYK++IWF4OpZDs4tD9wEWqzObaBj3882Tip2RwdwCxDe6Hr9JfRQcfrqG1lVmSoMhmIDj22oE/uB8Ar6JPuT3L+zAIujw5RcAcB50eHMDOzwnOLi21rFTAx5ecYBFyNDgQOaeJxzkKVH3l3OWpPNiujI9A1+PfRQce3gFtwZ0amJqKymi+gP4SfsrV/aFRgLtOgqmnRIQpuFe6DMzOz5t2KW1xsqzFoLkUahgDL0EXSAQk8XhsagJp3w4EV0SHMEtCBbrx2XV+/1/nv51OMmTuZyfqT8RfAY50/uswDzgB+ExgL/Ap4Ax2IvND535a+qcAfRocosFb0wvP30UHMzKzQ9kHvfd6NDmK58dfA3wFzUAV1EsYAlwHjUFvLowk97r8D/wPdTMvz+8r/A4xE10L/HpzFrB6TgI8Cx6O/x6DuioeA16JCWWO2bZH5Ljq56mqRmROYq8z6A6ujQxTc4cCZ0SHMzKzQ+gPP4BYX21kHyVRSjEcVRQ8DkxN4vO6MpBjVFIuBE6NDmPVhHprH8TLatvJN1LYyprcPsuLasUXmJ7hFJklHAKdHhyi4VehNiZmZWaNuBfaPDmG5dS0aetuI3YH7UMtM2vNCQJsC897+24YuKM3yYiDbt610bU5120rFLURbSF5FXxTXxcYptLvQNpI1qHQqi2+IZeNvnGZm1ox9gE9Gh7BcG4jW29ZjL3QIcTuqxMjKXHSDMu9Wo3kfZhEmouqNb7B1rewWVElu1q3zgPnRIQqs66K9FX2jugzdEXgQ7W6fFJSrKOagz5mZmVkjvMXFalVr1cdBwKbOXx9VkVqElbH7AxdHh7DK6Gpb+R7bj3OYGhnKimU1MCA6REG10/N8j37oQGk5usOwBliC24t2dDOwa3QIMzMrrE/iGzhWm76qPhahWSDXdv7aSOdQjDvXSQ12NdtWO5pb+TwaOvoOW0c1DAnMVVll6RVqB/4lOkRBHQC82cPP/Ufnz3X9fBu6y3AxGojVArwEfB1Nx66qSWiCuZmZWb1md/6zp+/FZtv6Z+AP0Puxd7b5/8cCZ6EBiDeQj00lX0DVw9+NDtKHX6L3tb+MDmKFNh74CHAqsEvn/3sX+C3gi1GhrFxa0GRqa8xyGp/p0YG+0d6BWmNWdP73oGSiFcIo4M7oEGZmVkhdLS7t0UGsULqqPlrRZpInUUVuS2SoHqxAK3PzbCpwfXQIK5z9UJvKN9HMye+jNpbpkaGsZ2Wo+NgDnXxbY8YDf9Hgx/4T8GLnD4DBwCFogNZY4G/Qi8FLlLci52Tg96JDmJlZIV2P5iD8a3QQK5R/Bv4K+HTnjzzPGfs0cAEasJpXf4RnLFjv2oGTgDOBPVFV/N8CX0KbMf8+LprVqgwHH/sDb0WHKKhW9Bc3Kf/I9gchQ4GDUVVJBzooeQWVPJblTd4BwH+LDmFmZoUzGw0z/WF0ECuk+6ID1OgP0R3wVuBXwVl680tgCvAn0UEsF8ag1rGutpX/BN5DbSsvkO+vZSux+6lWa0WS5qFT+KyMQ6WY96PWmOVomFtrhhmS1B+3WZmZWf3c4mJV8hHg6OgQfdgNt7tU2T6obeVltG3lddS2MjMylCWrDBUfA4H/Fx2ioA4n22E7fwl8rvMHwATgMOBcYBhqWXoRVfD8Z4a5GnUYeoE0MzOrx/XAE5Sn+tGsNy+gDYLfjA7Siz/F7S5VcgRwHroJ3I7aVn4PVXj8XWAuS1HRDz5aKMYFcl5NBf448Pn/J9sfhOwCHIp65TrQN6GXye+k++NQ9YqZmVmtZqGKwR9EBzHLyL8C/wYMJ99bAP8E2J3Y98aWvA7gjM4f09D178/Q1qGryccGJLM+TUVfsFa/FvI9aAr04nQZ2kf/WOe/7x4ZaAfrowOYmVmhtAJPoWpVsyqZB3w8OkQfJqNVwFZsk4BbUBX5250/tgALIkNZvKJXfMzHg00btSc67cyzP0Qr2rpMA47v/OdA4ANUlhaxd30W+f/8mZlZvlyPvq/9c3QQs4z9ELg4OkQffkm+brBZbbraVuYC/dAIhK8C5wB/HZjLcqboBx/74lWijVqE1swWybYHIf3QRp9z0ayQf0P7s7+N1uim7RS0EWd0Rs9nZmbFNgsNY38jOohZkD9AN95+Gh2kF79EFQN/Fh3EujUQrZTtaltpBX6B21asAtZEByiwNRR3m0p3+qEKoOWonG0j2iAzMqXn2wAcAtzZ+e93o/kkRT9MNDOz5LnFxQzGAndFh+jDbODy6BD2XyayfdvKD9H7/EWRoayYin6R5sGmjWuhXDuo/wMNQe0ahNqGKoI+jnZxt6K7bF+n+cFabcC/AK92/gAYAhwFPIQ21LyLNub8cZPPZWZmxXcdbnEx+yv0nizPywl+jGbKWYx5wAXAwcBg4J+Ab6D3838SmMtKoMgHH7sB/yM6REF1AP8YHSJl/872ByEdwEJgGTqk+DfgO2hrTL1vRA9i52n8/4DWtb3Q+d/bziNpQ/vAvwb8fZ3PZWZmxbYnegPvFhczvR86ELUn59U/o/eK/xAdpOTagZNQ68oM1Ar4Z8CXUGWQP/+WqJboAE1YjAbZ/BL1dr0DvEf5L+iTsAiVG/52dJBAQ9B05yPR5+Jv0H75l1A1R29uRyXLf1njcw1En/MjgaHoRf0baDBvXu94mJlZ81pRWfYyXO1hBjoEvBW4IzpIL45C1btfjA5SMuOBjwCnArt0/r93gd/Cn2vLQJErPvZCbyT+Gv3lmQ/cjGY6/D/UxvETdMf/x5SrraNZBwKfiw4R7B9Qv+CLnf89FJXVLUfVIf8EvIKqQv5th48dQ+2HHqA3u9s+13jgcDSYdQg6APkS8Of1/ibMzCzXrkUH5T70MJN/RO+5+qE25Tx6CXgAX4w3ax4aQnooqub4d7SEYBkadGvWqDb0dXUsOgMYj24m/wUqjujxg4pqFFtXFP15548Xtvn5Yahsaj66wGwDBqCZC++jATlVXXE0GbcJ7ej/sv3hxDi0Huv/s3ff8XLWdaLHP+ckOemdBFIgCb1JFVGKWNAVWVZXxcqqq4CuIqyI2CsgPRCKgmJZ2d17d13d6/XKuooVBQQRFEEQhdB7Qi9JSO4f35k9JydnTqb/fs8zn/frNa/ktJkvYc7M83yfbzmFeO7cU/najbR+AHs/kXj6FnE1cHfgbcSGmFXALyq3VS0+jiQpnW2JY5GcS/qlFH5GXAD6aeI4allDHPv144XTZl1MXCj8FnAycUFRasbuwCuISv15RBJtLHAHUeBwKnGheqOK3OpyOlHh0ahqdciODG78GFodchP5ZqDb5UzgQ6mDKJgtiNLHg4nqjG926HEmE9tiXka04PwZ+L9E1ZIkqRhscZFqmwCcQHPH8d3yFuBWYiaJGncAMAOrZlS/4QkOiDkwtwNXEgsqrmvlAYpa8dFKBnak6pABBqtD3ln5eA3RznAj8aLXSGtDzmYBK1IHUUB3AP8ELGb95067Pcn6lSdbEmVc7yDKQq+iPZtpJEmdczTwDUx6SCN5hjimGUscb+foB8AxmPho1m+I9nETHxpqAjFaoNqiUi1CqHZlXAl8Fvh9Jx68qImPRcSJaLusItpfbhj2+flEZchbGCytWUMMUr2BGKa6sUGYudkLJ8u3YgawsouPdyuxAhHi9/WFxBWSOcSQ1O/jkFRJysmWRIvLr1IHImXsF0S7y09SB1LDSmB66iAK7Elijp160/AER3WY7VoGExzHE+fSXVPUxMeOdKf0v1odcumQz40j+nb3BF5b+XgMMS/kRiKpcF8XYmvW84ELUgdRUNV94qmsIdbv/rLy8XxiZe5hROLjGmJbTM7PP0kqs35iY8XRqQORMvffwGfIN/EBUSE9B3gwdSAFtZa8h9iqdbUSHOuA24gEx3HEOXJyRU187AD8c6LHXs3I1SELgV2I/7n3AWd0Oa56zSJWt6px+zKYdMjBPUQpNcTB9pHEDJKvpgpIknrcUURb5NOpA5Ey9zRRSd1HvlWrlxLz3f49dSAFdSNxztbVq/rqiElE18DwBAdEdfqVwLHErMxsFTXxMZ/8rmrfVblNpr1tOO2W65tLEbyYmByco7XAZsCy1IFIUo9aQvQr55Qgl3L2a+Jq8ZWpA6nhKuBvMfHRrF8TLdomPopjeIKjOoOjD7gFuAI4gmi3L5yiJj5yXi21I1G+l6N55JcwKpLJxNrbXE2nu/NHJEmh2uJyTOpApAL5HlEpnWvi4zli4YGa80diaYTyM4nYoHIAsD0jJzjeDdybJLoOqZX42A34EtGbcw1x9SKXqcY5l8QBTAUeSx1EDbsQg1nVuKnknfSYBDyROghJ6lHvJ9ac2+Ii1e9xYhBwzv5EbH68JXUgBVSd8aF0pgAvJxIcexBLGiDmBv6RSHCcCtyfJLouq5X4uI7oadu7cjsKOJ3BF6cniX6e64mEyM87G+Z6FpJ3eU3OSZnnkW42StG9gCh5zNX+uEFAklJYAszGFhepGbeQd2LhR8SV8Vzjy90TxPljrheFy6JWguM5YtZKTyU4ahmt1eUZIqExUlJjCtH3szdR1nnKsK//HriM2DDR7hKZHclkMuwIBojVuLmy1aV5ewFfTx3EKPYn3/kjklRW/cDHcYuL1Kz/B7wOODt1IDXcArw3dRAFdjVxIv6zxHGURT0JjlOAB5JEl7lmZ3w8Qe2kyCLiJGwP4K1Ez1B1avPdxLTX3wKXEGuiGrUj8K0mfq4btiNK4nKVczVK7uaSd5Y09/kjklRG78MWF6kVdwCLUwcxioXAVsQ505rEsRTRVcScj5+lDaNwphHdFwcQowomVz6/DvgLkeD4AvBQkugKqhPDTW+v3EZqqVhCrATdn+iHnUgcLIwnKhGuIVZHXUHtyokF5NvqshMbrrnNhS/Yrck5aTQVeDR1EJLUY5YQSfHLUgciFdzjxID2HI5l5gEvIS7gjiE2Nl5DzD/8TbqwCut+4nVSIxstwXE98f5igqNNur3V5bbKbaSkyO5ED93hwAnAOCIxUh2+Up0nkvNw0x2JCdU52pa8q1FylvtcmZfggbckdVMf8FHgQ6kDkUrgh8T6zG8neOw5xMrV3YiTzqeJmWkfB1ZXvmch8AZMfKh5C4gEx/7EhfIplc8/xWCC40Sa64ZQnXJaZ3tt5TZcNRP2IuB48i7nn0wMfs3RLsQvlhq3N/lsNRrJvsDnUwchST3kH4B/wW1aUjtU5xJ0I/ExlTiu24fYiPcUcDkxJ61WtfldwOZdiK2snmLw37rsNieqN/YnLohPrXz+aQZnYH4EeCRJdD0up8RHLY8B363c1LydyLcaJXd7EGVmuRpPb7yZSFIOFhPl8F9MHIdUFmuISu9OmEJUdOwLzCIuUP6ESHQ828D99JN31XnOric2S+Z8EbFR1ZmWJjgKpAiJj6IYT2MvoN02iXyrUXI3gXz/7WYBD6cOQpJ6RB/wMWxxkdrtRmB7YglCK6qJjpcQJ6OPEcsYTiU2VjbrZmLtrm3jjfsdUQVRxMTH8ATH0HPnaoLjw7iutxBMfLTPlsCtqYNQ2/UTK6JydQDwi9RBSFKPeA/wr9jiIrXbpcCraTzxMZloh38hkfRYTSQ6TqK925YuI05+TXw07hbg3amD2IihCzh2YLAC6RliFMMlwAeo3Q6lAjDx0T5bE7/YOcplUnYR7UgM183VC3C+hyR1w2Kif/uCxHFIZfQX4uRzYyYRLcgvBDYhTkSvBs6ls8e6NwJ/38H7L7O1xIacXJ1JHE//HPh3IsllgqOETHy0zzbA/04dRA05r9nN3d7AlamDGMV42ntFQ5K0IVtcpM5bS1xpXz3kc2OBXYlFB5sQv4u/AS6iu/MT1hFVwGpeP/H/ODffAX4J/GfqQNRZJj7aZz5wb+ogatieYvbV5WB74Bupg6hhDDEQTJLUWUdii4vUab8mtq2sI1p5ZxKtBpcDXyb9HIV7ieP9exLHUUR/IcYC/Dl1ICP4E9HiopIz8dFeuU563oo4YFPjcp7xsRNReilJ6pxFlduFqQORSu5nwBnEFfjzgJVJo9nQlUQlsJUBjbsO2I08Ex8PArNTB6HOs2SrN4yntUnWvWoCebeRvAC4KnUQklRi1RaXnFeaS2XxIPAO4Lvkl/QAuIY4eVfj/gTskjqIUfSlDkCdZ8VHe5hYKKcdyHuw6fbA11IHIUkl9mLiWMlBd5KeIjbHqLZxwLZEVfKOxNadPuI8yaoKJWXioz22It9Vtn3k24KTu52JHd256iPPIVGSVBY/Bx4AvkJM/s/5PUFSd3hsHeYDexIJjvmVzz1NnBPdCPwX8PiQ7z+zq9E1ZgWRmHk4dSDqHBMf7bEN+a6yXQjclTqIgtoe+FbqIGqYSFx5kCR11h+BI4BPAPsCX0objqSE/kxc8MxxVkWnzCeSGzsB8yqfGwBuJ7ZGfp1IEG/Mc8S5Z46D+W8mKlWuSB2IOsfER3tsTb7DQ7cl36RM7nJuYdoDuDZ1EJLUI1YBnwFeASwj5n6YfJZ6z9XA8yln4mMmkdzYk0h2TCDOFf9EJDj+Dbivhfu/FVhCnuclNxP/X018lJiJj/ZYCBxHlL09B9wJ3Eb8gt9G2pPnbYBLEz6+OuMF5FuNIkll9SPgJiL5cTL5trlK6ozfA68D/nfqQFpQTXDsSJzDDBDnhA8SLSrfozOvbTcR1dQ5Jj5uAd6UOgh1lomP9niOSHxUzSR2Ve8M/E3l46p1DCZFbiXKxDq5LnVx5THUmCms35eYm82xhUmSUrgTOJpIfPwfYgWnpN6wiqgILoIZRFvOTsQ5yXhiPskKYkPNpcQ5SbfmldwMvI1IrOTmWaKNXCVm4qM9hr9grCReUK4Z4XvHAwuIxMiBDGZaYTDbWk2K/AV4pMXYxgKrW7yPXrQTkfXOlUO1JCmdp4F/BD5I9Lz/r7ThSOqi54AxdPbCZbMWAqcDdwMPES0qvwQuJv2x470MzgiRus7ER3s08kLyLIOJjZFUq0WqiZGh1SLPEcOD7mFwYvLTjQaruuxMvn1+s4hsvSQprbOAtxODT09KHIuk7qgOOP1T6kBG8CBx4fSTqQMpoHW4safUTHy0biatV2UMNVq1yDiixWFLYvDQoayfGFnJYFLlVuAO8pycXATbAt9MHUQNz8OVipKUi28CrwY+W7lJKrfriWOxHBMftmw07wFgLnB/6kDUGSY+WreISDB0w2pGrxaZRUxL3hJ4A1HulnO7Rs7GkG+L0E7AD1IHIUn6H5cQc6E+R2x/kVRefwBeCXw7dSAFtAKYDTycOpARLCfO60x8lJSJj9ZtQT7DQ1cwOLBI5bWYeHGWJOXjssqfnyeSH5ZLS+X0ODA1dRCjWEu+M0huArYDLk8dyAhuJ46xr0och5ozibg4vCtRBLA1MVPmn4CLwMRHOywCrksdhNpqJtE2lKt+4k1NkpSXy4jX6M9g24ukNO4gWuOXJ45jJDcBLyDPxMdy4IDUQWhES4BdiKTZVsTze+aw7xkgqnXuJObc/AuRxLq3+g0mPlq3gBg2qvLYmZiCLUlSo35OrER2VopyAAAgAElEQVQ/BliWOBZJnfE0MBl4MnUgI/gTMatueeI4RrIceGPqIGp4EJiTOogeU09CYxwxf6Wa0LgE+A2xuaghJj5aNwYHiJbNTsCPUwdRwybEC7MkKV/fB94GvIMos5VULjcCOxAnYLn5E3Aw8MPUgYzgSSJhlKPqVhe1rtmExm8rH3eEiQ9pQ4vJM0sOkZRxYK0k5e9fgOOAl5NvMl1Sc64H9iLPxMftxAzCXDn/qLjqSWiMJS7SDk1oXEcGMzFNfEgbGosbXSRJrTujcltOHABKKoebgcNSB1HDWmLWkBrXqxUftRIaQ1cj9xNLNO4k3tMuA34F3NbNQFth4qM1uU5MVnktId9qFEnShj4JXAAcDTyWOBZJ7bGaKNVX49YQ/3Y5XmR8mHzX7TZjFvA84sLp1kRV+yxgxpDvGSmhcQNwbRfj7AoTH62Zg/MWyijnErw+3OgiSUXyDJH8OIlIfuT8HiOpfjn/Lj8LTCBef3JzF7CQPCsFlhMbO3NPfIyU0JhNbDapGgc8wWBC47fAxcDv6NFzCRMfrdkMuC91EGqrqXhFTpLUXncB/wm8h6j+kFR8a4gTzVWpAxnBX4iWhRy3FN5OJBdySnxMI5IxmxJJo9+mDWdErwaWAo8CK4l/x1uJTWLnkte/Z5aqiY8JwK5Ev9oj6cIpHBMf5bMl+baSuNFFkorrJ8D+xPHW7xLHIql1txJX2v+UOI6R3EystM0x8bEceH4XH28TYAExt2IBMJ/BzTLVeSiPAXcAD1W+J0c3A2cBF6YOpKiqiY95xOTxuUQSpJ/1S2DWAfcTJ/n3EE/Ym4lf9BVdijVH84CrUgehtlpMvhnTnYA/pg5CktS0k4iKjw8ATyeORVJrbgG2Ic/Exy3APqmDqOE24PVtuq+ZRCJjHnHxcj5xLlsdyrmaaPe4h0hU/ZJo/ahV3T0AfLpNsbXbA0RFippUTXzcBhy6ke8d3ku0DyOvsIENe4ruBe4mMmllGpSyGfHfpvJYQp6rySDv2CRJG7cG+ALwceBTiWOR1JpbgDekDqKGB4lKhxw9CUyp4/tmMpjMqCY2JhJJ44nEkok7iXOxe4BLKx+3MjR1FTC+hZ/vpMcZrFRRExqZ8bGC6CH6eZ3fPzRRMo8o7RyeKBmajXuy8hjLgT8zmCjJeQDLTKLHSuUxn3yTWYuAb6cOQpLUkluJcup9gMsTxyKpeXcTx405WkfeK20nAwcw2H4ym8F41xJbM+8hEhl3Exf+7iffc8Ju6dV1u23RyeGm7UqUzGJwanKOiZKcJzqrcTlvTZlKZHslScV2LvAl4mA+x8GIkjYu9+RCzq4mjmuvB35AJIOljsppq0s7EiVz2HCVD0Qp1FOMnCi5nig9bYZZN0mS1Ki1wHnAB4FTE8ciSd329dQBqPfklPhoVDOJkkVEomQ7aidKJhIJjZWVx3iQWAl1M60nSqRWWF0kSeVxPfBG4tjk9sSxSGrOamK2YStzJTplDXGu53lLY6qbXnKtAFeTipz4aNSKyq3e4apLiATJYuKg5PVEH9/Uytf7iKoRlcds4OHUQdQwhuh3lCSVx+nAZ4FjE8chqTnVOR85Ji/vI6ri70wdSME8RAyGfSB1ICOoDl99NnUgRdRLiY9G3Ua+a03VGUuIVqgcLSCGPEmSyuMxYhXmvsCvEsciqXF3EjMJc0x83AUsxMRHo+4jNnfmmPh4kOhYuCt1IEXkQB5p0ALyfSFZTL5JGUlS8y4C3p46CElNqSY+cnQXcWyrxlQTHzm6H5ibOoiiMvEhDZpLntldiHar5amDkCS13RrgUuAVqQOR1LA7gC1SB1FDteJDjck58fEAJj6aZuJDGrQpkUnN0WLyLKOUJLXuP4A3pA5CUsMeImbE5eg+4thWjck58bGCWNihJpj4kAZNJ/qtczQNeDR1EJKkjlgH/AQ4MHUgkhrWlzqAGp7DeY7NWAHMTB1EDY8AM1IHUVQmPqRB63BlrCQpjW8Br0sdhCT1uOeIbYo5Wkm+SZnsmfiQBuWasZckld9a4PfArqkDkVQaXtArl8eAqamDKCoTH1Ix+MYlSeX3TeBtqYOQ1JBngAmpg1BPWIfn703zH04alGtyYQBYlToISVLHPQWsxqn9UpE8AMxJHUQNTwGTUgdRQLmeE6gFJj6kMIbo6cvRJsTUcElS+X0NOCx1EJLq9iD5JiudCSFVmPiQQs7JhTnEm6okqfz+AmyTOghJdcu54mMlrj9thnP/SsjEhxTmEm9cOTLxIUm95Rpgt9RBSKrLg+Sb+Mh5NWvO1pLvZhc1ycSHFDbFxIckKQ//DhyaOghJdcm91cWKj8Y9AkxPHUQNzh9p0tjUAUiZmAv8MXUQNcwBLksdhCSpax4DJhMXqNYmjkXS6B4EZqcOooYVwLapgyig6myUFV18zGnAFGJd7ZTK4w/9eBowA3gp0YpjAqRBJj6kMBf4WeogaphDvvNHJEmdcTXwfOCq1IFIGtVz5HtO5XDT5tT77zax8n0Thvx9pI+r9/X0sJ+tfm4s8ETl789UHn9l5XMPDfn4YeDZys8+1dR/WQ/L9ZdU6rZZdDer24jxxIugJKl3fB84BhMfkprnjI/mrAaOBe6qfLyWDUdErAUer9yeqPz5CFEBVP34MeBR2lu59yRREWjio0EmPqQwAZMLkqR8PIInLJJas4q4gKbG/GfllqOngEmpgygih5tKkiTl6Q5g89RBSJKyYeKjSVZ8SJIk5elnwEuAi9OGIUnKRNkSH1OIeYbTK7fZxH/fHGAcsBlRrDEbGCCGvU4kqvXHEDN2hv65rnLrH/a1O0x8SMHJyJKk3PwOeEvqICRtlMeR6pbqjI8cnQi8gtg6MzwhMfxPKn9fR7R2riZmojxF/Dc+Sgx7/QPRsnV35XvurnzP/Y0GZ+JDyp9vppLUm4YeIErK1zoGT+qkTsq54uNB4G+Be1IHMhJnfEiSJOXrXmBe6iAkjeoJomRf6rScEx+riXaULJn4kPLmthlJ6m2/BfZIHYSkUT1GzB7IkZXD5fIkeSc+xqUOohYTH1LeJhH9bZKk3nQdsGvqICSN6jFgWuog1BOeIt8ZH6sw8SGpSZOJzK4kqTc9TEyzl5Sv3BMffakDUNtY8dEkEx9S3iYRmV1JkiTl6XHybXXJ+iq8GraKfOdomPiQMtcPrE0dRA0mPiRJWR9MSuIJ8m0/eBYYnzoItc0a8n0/yHq46Vjge6y/Ku3hIX9/hshgVj3I4Jqmp4GVQ752P5GBqv7cA0O+di8OaFS+ck4u5BybJKk77gA2B25NHYikEeV8wvcsMSz/8Y19owphDXEOn6Osq4vGAocz2Cc0EZgz5OtzGcwQDgCbDPnaPGBJ5e/9rN9/OmXIz/UD04d8bRzx4jDSx0P/PhG4EPhS3f81UnOmkO8cDWd8SJJuBbbExIeUq5zbD57Bio8yWcP6RQs5ybo6cSxRqZGjfVg/CSN1yiTyTS5MYv3qKUlS7+gDNiWu1s5NHIuk2nJOfNjqUi45JxdWE8ULWcq1TAacPqzuGWD9KqSc2OoiSeU0FVhIVNAuqNxmMTh3qvrnfUQb8vw0YUqqQ+6Jjwmpg1DbrCPf8+TVZLzdKOfEB8T/WKnTxhJlYzky8SFJxVJtDZ5HJCuqfw498ZhIzEq7F7gHuBH4MZHkqDVs+9QOxSupdTlXVeQcm8ol51k3WSc++jDxoe4Yw+DQ3twMMDg0WJKU1kzWT2bMq3xuqAGijbia1LgUuJN8KwsltS7nig9nfKhbsh9umisTH+qWnCs+JEndsx2wF5HQmMOGbScPEcmMu4CriIRGt2ZE5VraLCnvxIetLuqWnOePZJ/4kLoh58SHyT9J6q4/AD8i3+HvkvLTySvdw6vKhuoDZmzk64uA5e0MSKrBxEcLPOlTN+Sc+ACTgJLULTenDkBSIT0LbA+cMsLXpgBPjPKzG/v66o18fRWjV54tIarUVB7zgQOJasTpLdzPFJpPVIyr/PxQs8g4yZZz4sNWF3VLzjM+JEmSlLe1wJtTB1HDS3HGR9n8a+XPtcBK4HGav4j7LK0tUlg55O+LgBe1cF8dZeJDypu/A5Ik8P1AUnO8wFc+/5U6gBpmk3EVfX/qAEZheb+6ZS15P99yjk2SJEn5MvGhbsn6uZZz4gO8uqHuWEe+vwv+DkiSJKlZWZ+MqlSyfq7lerIHtrqoe6qrCnNlxYckSZKakfXJqEol6+da7id7Jj7UDbknPiRJkqRmZH0yqlLJ+rmW88meV7nVLTknPkz+SZLA4yJJzcn6ZFSlkvVzLeetLilMYsN1TxOAicM+NwX4fVciUjc43FSSJElllPXJqEol6+da7omPdwEvYzDOoetx+iufXzXsZyYAzzT5ubXAoyPEsXLYx68C3gk8ViNuFcsa8v1dWIeJD0mSJDUn65NRlUrWz7VcT/YAVgMXA99PHcgIZgDjUgehtnmWDSt9cvEsMJA6CElSUtMZ+cKMJG1M1iejKpWsn2u5zjWAqMbI9WR0FfnGpsblnPh4EpicOghJUlKbAvenDkJSIWV9MqpSyfq5lnPi41miHSVHq/AqfJmY+JAk5Wxz4O7UQUgqpKxPRlUqWT/Xck585FzxYftBuZj4kCTlbFvgT6mDkFRIWZ+MqlSyfq7lnPjIveIj1xNlNc7EhyQpZ4uA21MHIamQJrLhQgepE0x8NCnnig9bXcrFxIckKWf9rL/ZTpLqNRV4PHUQ6glZJz5y3uqSc8VHzifKatxq8k1kmfiQJOV8oUpS3qYAT6QOQj1hEXAAcBCwsvK5+4lkyOPAI8A64M7K1x6ki8/NnBMfVnyom9alDqAGEx+S1NtmMXgAKUmN6ifjq/Aqle8BTwGTiITbGGDXytemE+fPA0QVEsAMoI/ISayp/L36fK1+rvonG/ncagaTKCuIc7uniHOptcAdOSc+cq6qMPFRPn2pA6jBxIck9bbnA9ekDkKSpI24E/hGoseeRSRXxgLzK5+bQ3SQTAAm5pz4qGZ6cvQskaGSOs1BupLU254PfCV1EJIkZWxF5QZwy0jfkHvPaK7tB8+Q7/wRSZJUHnOIPmhJakauVc1SV+We+MjVE0TfkiRJUqeMIXqTJUlSC0x8NOdxBoeyqBxyrS6SJPWu3YHfpg5CkqSiM/HRnMex4qNsLAOUJOXm5cDPUgchSVLR5To8NHdPYMVHjqYQQ2enj/JnrWTfPt0IUJKkBswD7k4dhKRCs6pZovuJjwFgATCXOAmdC2xCJBFmEmtoJlY+nk70tuboOayW6YSJxPNgpNuEytdrDZXtJ3Y1P00Mn11Zud0x5O8PEjueR/K5yv0/3Yb/DkmSWjUDeCR1EJIKrQ8THxIweuJjFrAImEa8+S4grqhPJRIWk4DJle+rd93mBOBR4gT1GeJE9MnK7c/AY0QbyR3Em/1tDf3XdJetERsaLXExPHnxDOsnGcYR/+9XDrvdw2Ai4z46N+RtZSXGHBMfq4ik4arUgUiSuuYQ4Pupg5BUaJOJ8y6p540FjgYOq3z8HFFlsYpIQjxGJCUeJfbiPkaciP6CSEw8BNwJrOlq1OqEoUmLCYycxBip2mLikL8PT1qsBG6t/Pkw8GyHYm+HlUQS757UgYzgIWKdoeXOktQ7XgD8c+ogJBXaFOLCotTzxgLnVG4qtlbaRMYQCa6VbNgqUk1cPEC5E1wriH+rHD2AiQ9J6iWTifdlS9QltWIOcfFR6nkON81HPW0i1e+D9VsyBohqnJGqLaqJjHvxAGo01YqPHD1ItJdJknrDG4Fvpw5CUuFtSrSKSz3PxEd7DE9ajNQqUqvaoprIKHKbSBmsALZOHUQNDwA7pw5CktQ1ewFfTx2EpMLbDLg+dRBSDkx8NG82cCox5PTRyu2RIX8+APxuyNeUtwfIt6rCig9J6h3bADenDkJSKWwK/Ch1EFIOTHw072HgI6mDUNs8TN6tLpukDkKS1BWHAeemDkJSKcwhhuRLPa8/dQAFVl0xqnJYR76/D6uJdb+SpHKbVLl5oiKpHfqJrZ1Sz8v1RK8IVpBvhYAkSSqed+IKW0nt05c6ACkXJj6a9zAx50PlkfObQ86xSZJa1wfsQMwHkyRJbWTio3kmPiRJUrv8LXBJ6iAkSSojEx/Ns9WlfNaQ78Dfp4HJqYOQJHVEH3AQ8IPUgUgqjTE430P6H7me5BXBw0RJqsrjfmLt192pAxnBcmARcGPiOCRJ7fdG4N+IQduS1A5ziM2AOZoLXAY8QlyIfwa4D7gL+DNwG3A9cGeqAFU+Jj6aZ6tL+dwJbE6+iY/FmPiQpLIZA7wcODJ1IJJKZVPiol6O5gOfB/6l8vEUYBtgC2A74DXA4cS51gAwsfJ9T1f+vJdI6vwFuBm4A7i2G4GruEx8NG8lMDN1EGqru4jER46WA69KHYQkqe3eCXwzdRCSSmczoooiRwuJ4+6qJ4jERT3Ji2nAVgwmSV5NHL/XOi8bniS5Dri9qahVaCY+mvcccZVG5XEXsE/qIGqoVqNIkspjGrAT8NXUgUgqnbnkuyVqAfDjJn/2MepPkswAlhCvs9UkyXvYMEkykagmuZe42PhnogL8N+RZCa4mmPiQBt1HlAXmaDUwLnUQkqS2+giwLHUQkkppMfC91EHUsIDuJBQeof4kySxinl41SbIrg0mSoa02Y4CniEUXyxlMklxFJE6UKRMf0qDcq3gceidJ5bEDceXSkmtJnTCdOPHPUbXCIicrKrdmkiQvAj4IjB/yPROJjV0rWT9JcgNwNZE8UReZ+JAkSequfuBDwFGpA5EkNazRJMnziCTJPCJJ8jmiDQciATSReF9YQbS3LyeqR0yStJGJj9b14ZX4MulLHcAongSmAo+nDkSS1JKjga8TKxwlqRM8P8nDCuDnldvGDE2SbA0cWPnc+GHfN5Y4L6gmSW4mkiR/xPeVmkx8tKa62WVF6kDUNs8AE8jzReN2oqzuD6kDkSQ1bUuiBP1XqQORVFoDwKrUQahhjSRJlgC7EPNS9gBex/pJkupckjXAA0SS5AEGkyQ30GPPERMfrbmXKFky8VEey4lhUDelDWNEtxEvciY+JKmYxgKfwBYXSZ21mHznB00m1teqNbdVbvUYKUkyjw1nrQwA97NhkuR6IoFSaCY+WlNNfNyQOhC1za3E1bgcEx83A29NHYQkqWmfAM4jv6F+ksplS+o/Ke62hbgittuaSZJsB+xPJElmE0mRocYTGzHvBP5CnKfcQaxQXtt6yO1n4qM19xKrjlQetwJ/nTqIGqqJNklS8byUeB2vZxieJLViCfDD1EHUsBC4K3UQqqneJMk0YCtgCyJJ8mpgDoNJkqErgCHe/x5k/SRJV98PTXy05l7gVamDUFvdSbwgS5LULvOA12OLi6Tu2II4sczRIuDK1EGoZY8RiYt6khcziGTc0CTJ5sSszKGqrTfDkyTX0YbWLRMfrXkI2CR1EGqr58j/98JNQpJUHBOAk4B/TB2IpJ4xFlidOogatgT+V+og1FWPUH+SZBaRHNuJwSTJe4gkydAqkqFJkuXAn4kWqt9Qo5Uq9xO83K0j7/WnKp87iGxprgOrJEmD+oDTgC8QV8ckqRtyPj8Zj3OOVNuKyq2eJMk8YuzEVkRC7aXAh4ikSHXOyINUxhiY+KjfBGKv8h5E9mkJ8Y/tlffyWQeMIao/cnMDsCMmPiSpCD4M/CdxJUqSusXzE/WCeyu3upj4CFOAbYiSmj2IFVCbAOOGfM84Bncg/wX4LvBr4JluBqquWE5UVeQ4DfsG4DDgv1IHIkka1duI44afpg5EUk+ZBaxMHYSUm15IfFQnzg5NagxfyVPdWXwTcVXmu8AVwKpuBqps3ExU9eSY+LgP2DR1EJKkUR0CzAXOSh2IpJ6zLXHOcwRxTHsTkYTNwUxi3oPUdUVPfMwg+np2ArYGtmdwOuzQ4SfVoSe/BS4m4/3CysLNxPT9H6QOpIac+zYlqdftQxybnJg6EEk96UrgzUT18pbAW4D5rN/+ciNRRXwT8GQXY9saW/+USM6Jj1nETI29iYqNzYlfWlh/IM6fWT+p0dV9wCqlu4AFqYMYRXWorv2bkpSfTwBvTR2EpJ62Bri1crt02NdmEgmRLYnqtJnEudV4orK4mhRZTvsvFG+FiQ8lkirxsQTYhWgnqCY1hu7xra6nqSY1LgN+TszXkDot9209txNrnpYnjkOStKF3AcuAY4nJ9JKUk5XANZXbt4Z9bT4xRP9AojqjuoFlHfBHIiFyM/BEk4+9FfDfTf6s1JJOJD6GJjWeRyQ1xjPYerKaKKm6E7geuAS4igYmskpdkHPio7rZZXniOCRJG7ofOB5YSqzVezhtOJJUt3sqt+GmE4mQLYmkSLUK/zniNa/eKpHZOHhViTSa+FgC7EskNRYTvwDV6gwYLJGqbj65CLgaeKoNsUrd9DAwh9j9nJvrgcOJpKEkKT8PEMmPM4jkR+6VHzsRsX4F+E7iWCTl51EGq0SGG1olspBIkkBc6F5OJEV+DzyGMxaV0PDEx1uBFxFJjblAP4NzBJ4jqjL+DPyJeGO8ATefqJyuJw4Ef5Y4jpE8RCRlJEn5eoBodzkN+Bjx2p2jPuBo4LXA/sRFq4uIAYmStDG1qkQmExfLtwVeTmzanD7C90lJvA84jGhVkXrZYuADqYMYxZmpA5Ak1WUG8A1gs8Rx1PIO4qSkahyxBvN8YiuEJLXDdOCTqYOQJK2vjyj7zdVxDPZXSpLyVk1+zEscx3AzgbNH+dqngc8BU7oWkaSy2gd4XeogJEkbyjnx8WKiLFmSVAzTieRHTknr09h4PNsAZwFHEi3QktSMI4jWF0lSZk4n3+0uk4ircJKk4pgMXAgsSB0IsBfR4lyvlxHDT/fvTDiSSu5UOrNRVJLUovcTm4xy5ZwPSSqeqcDXiO0HqYwlBpiOafDn+oG3A18m1lpKUr1yrqSWpJ6Wey/imVh2LElFNAn4KumS658Adm3h5ycDHwdOwS0Nkupj4kOSMpV7O8l7sFdSkoqqmvzYqsuPuxexvrYdFgJLK/fXaPWIpN4xk0iW5up1dP+1WJKyknM7yR7E+mlJUjFNJFpOtu7S402uPF67qwX3IuZ/vLrN9yupHPYDXpM6iFH8DPgRcA1wdeX2XWL97otxNomkHnBW6gBGMY4oM5YkFdd44Hxie0qnLQW26NB99wGHEgmQnTv0GJKK6T10L8HbqFrVKEuIAdAXA78ArqvcLq987n3Apl2KUZI67oOkHUC3MUtTByBJatkAse1lxw4+xmuBN3Xw/qsmAscSm9HmdOHxJOXvNPJth3sxjVWjTKt8/1LgEuCKyu1a4DvA8cABOIdPUsE0+mLYbacQVwslScU2AFwA7NCB+55P9xPl84j3qOPwfUrqdTkPNn0f7ZnvMYFIeBxPJECuJBIi1xGtNEuJFvUZbXgsSWq7acBnUgcxitcD+6cOQpLUFgPAF4Gd2nyfXyXez1LYnVh/e2iix5eUXs6Jj9PpfHXGEiLpcSFwGYMJkWsYbJtZ0OEYJGmjcm4nmU2sJZQklcMYYr7ULm26vzPobAtNvQ4EzgV2Sx2IpK5aDByVOohRpFxkMIWoEjmB9dtmflP5+ITK1x2uKqkrlpJ3n17OA1glSY0bAywDnt/i/bwX+OvWw2mbccDhxInGZoljkdQdrwdelDqIUZyeOoAadifaZi4Gfk1UiFQTIxcSFSSbJIuugMweSRt3E7Bt5c8crSL6Cp9JHYgkqS2eIwaEnkkk3q9q4j72BSYB/6+NcbVqNbFOdxbwfmANcDbwdMqgJHXUbsAPUgdRwzzg/tRB1HBt5TbcIqLNfQ8ikTyDeA2dCNxKzBb5IZEokaSG7AK8M3UQo3gtUQYnSSqXfqKqb+8Gf24L4EvEitmcbUdUVf4d+ccqqTk5z/d4BfCq1EG0ySTWH65anSPyO6JtZimxsGEgVYCS8tdPrOHK1SzgU6mDkCR1RD9R+fHCOr9/EvA1YHLHImq/lxOVIPumDkRS2+XaSgLwQWBh6iC6YAkxQPViYrjqdZXb5QwOV52XLDpJWcl5wCk450OSyqyfOHnYWGJgHNH7vUXHI2q/fqJn/VxiGKKk4lsEHJ06iFGcSW9Xm00jqkCWElUh1YTIb1l/uGrOsw4ltdkJpFsFWI+Tid4+SVI59RGv9S8d5eu5bHBpxRSiVPuz5P2+K2njXkfelVw5t+GkNnS46i8YbJ35GZEoOYyoOpdUMgcTpbi5+htqHwxLksqhDziJkd+PTiTvE4xGbQ6cAhxBbLmRVDwnEMnMHI0hXmPUmCVE0uNC4JcMJkR+QyRJjgd2ThadpJZNBz6dOohR5B6fJKl9PgkcOOTjj1GeAX3D7Q2cB7wkcRySGndm6gBG8TzgHamDKJHqcNUTiDaZakLketZvm0m2VdZ1tlJ9HgVmpg5iFLnHJ0lqnxOJodYTgPnECsNc10W26tfEOt83EPM/lgF/ThqRpHqtSx3AKJ4PXJ06iBJ5Cvh55TbcEuAgYv3uCcQ8qqrfEwNXfwg80OEYJdVhLrEaalLqQEZxEnnHJ0lqr28BR6YOoosmAccSffmbJI5F0ugmE69RZwLvB/Zi/RPe1E7FIoDUNifaZpYSs0OuIypFriXOu44nqkTaopen2Eqj2Zz4RduN6AF8kJho/BNi9VOOXkHs5v5+6kAkSR13BPGaf37qQBJYABwFrCAqQFalDUfSRswH9gReQFxMfJrYHHINcCNpKkPOBD6U4HG1cROINse9iVXu84nnyCRgJfHc+Tnw38Az9d6piQ8pbAnsR/T7DQD3AL8iymurB1SbAu8kMsQ5GiDKxz6SOhBJUkf9A1FW/E+pA0lsT+A9wI+IK8uSimEssB3xO7wzMB54mLjSfwXwUIcffwxRKf3RDj+O2m8XYsD3XsBWxP/LdUQC5Hrg3xi53cbyHvWsLYnBcNVfmLNky3sAACAASURBVDuJycT/DKyt8TP3E1nqXK0i3jj6yLunUpLUvA8CdwDfTh1IBq4hWn0OITYMnE/0i0vK2xrghsqtahpxUvtu4jh9NXAL8Xv+Gxq4sl+HnYA/tvH+1D2/Z+TX+U2I6vc5tX7Qig/1grHArkRFx5ZEZcS1REXHDaP83EhOJ6bnr2lngG30LuIN4nepA5EktVUf8Dniveu/E8eSowGi+mMb4kru/WnDkdQGQ1tkphEtMjfSeovM3xODTf/QhhhVEEVLfMwCDiZWmk0nJnxLw00iesL2A2YDzxK9YL8A7m3xvt8E3A5c2eL9dMpcIvnhXnJJKo+xwBeA7xHT71XbbGIA6tPEENR2XiWWlFa1RWZfokVmHYMtMpdX/l6P04CPk++FTHVArq0uA8CLiFaEPYk1nROB54hSp58SJ7YSwBRi8M0LifKmPuLA8Eu0v0fwUqKsNtfExwPAZqmDkCS1zXSi2vB8rOarx8PAJ4DtgbOIeQEXYwuoVAajtcgcTlR2rwH+RFSFXE1cAB1uDCY9ek4OiY/qXt8DgXmVz40HlhMnme9m5Kv084lhk5Yy9p65DE76nQo8RgwhPQ94pMOP/TCj9I5l4iHi38hd2JJUbFsRVyU/AdyXOJaiuYkYAnsg8GXga0QSRFK5PEbM6fvlkM9VW2Q+yYYtMjcT80PUY7rZ6rIAeCmwP7A7UdWxijhJu4ZIcow4gbWGVxDrRe1zLb95RNtKdbXsU0Q52y9JU8L6BaJ/+MkEj12PPYjyv2+mDkSS1LT9iPbK44mDdjVvLNHTvytRPXN72nAkddl44jxib2JeyKXAN1IGpO7rROJjEpGUOIAoO5o85Gu/By4B/ovWd67PJkqacl0tqubVs1o2pYOItqsfpg6khj5iN/mxqQORJDXl3URV68nYotFOM4EPEBdRzgAeTxuOpAT+gUh83JI6EHVXq60uuxNJjhcy2KbSRzyRriCujHdqD/PDxNoaFVs/sAMxpGgr4jl5BxtfLZvSz4nNLrkmPtYR/27VqipJUjEMEJtbrgK+mjiWMloJfJ7Y/PJ5Yp3lReR5rCGpM7YDLkgdhLqv3sRHdQ7Hi4BFRK/UGCLBcSXRP3VjJwLciKJtpdGGq2XHExtXfkX04BbBU8RA1ZxdRvwb/yR1IJKkuiwhZnksA65PHEvZ3QJ8kGjB/jLRGvqLpBFJ6pa1WEnXk+pJfPyUmGVwJXAOMR03F08Qwy0tVczXJGLmxL7EoKFniZ3Z/4di99jeR/z33JM6kBouJQbimfiQpPy9neg9P5pIrqs7fkpUcR5WuZ0C3Jo0IkmdtBkjL82Qsve3xAm18jGFmKD+SeIA4lTgUGImS5nsSgxKy9m5WBUlSTmbSqxcPSR1IGIyccHgFGKFsKTyeQOwT+ogpGYsBo5KHUSPm0scsJ1IlOeeUPl4RsqguqCPOFjN2VuJ+TuSpPw8n2izWJA6EK1nIfH+fjStz8KTlJdTgAmpg1AaRX9Bv52YOaLumU9U2QxfLXsiaVbLprKuchtHvrvAv0sMYb0ydSCSpP8xEfgw0a77XhysmZu7iPkfewFfIlpzv580IkntMkBvna9oiKInPtZhKX+n1Vot+13cGPIrYuBvrgPRniTKdfvxwFqScvBiYpbEUuCmxLFodFdXbocQlTnnEDPKJBXTRJyhpII7mTghV+v6gZ2AI4nZHGcCxwB7Vr6m9U0j1uHl7FBg/9RBSFKPm0m8rx6BF2yKaAB4H3A60eIrqXgOAF6TOgipFYcRbRdq3FgiqXEMMZ/jAiLpsVPKoApmWeoANmIS0c8oSUrjUOB8PGEug02AzwLHAePThiKpQR/D1+GeVvRWF4BrgRcA16UOpADKulo2peXAEuC2xHHU8hRR2jcWWJM4FknqNa8ghky/P3UgaouHiMTHjkT1x2XAt1IGJKluc4EHUgchtWIMXtGupVdWy6a0mKiYydlrgJelDkKSetQyyr/prFcdSKyOt/JYytsYooU/V1sAtwLXAD8lzt1c4KER5fxE7qZNgdcTSY6zgc8Qb8qTUwbVA3JvdxkPnJY6iI3oB94BzEkdiCS12QLgpNRBqGPGAYcTx6LzEsciaWR7AW9LHcQo3kLECHE+9z7gEqKj4RrgO8R4hzJ0ayRTln+81cTgqV7bMlJrtexncVVTN60g+n4fSh1IDc8Sz48cV+/OIRIei4AbiDels5NGJEntdTfwKLEd7frEsaj9VgMXAbOIlqY1xPvY0ymDkrSelwL/kjqIUewO/Efl7/cDX6zcqg4A3kqsQJ9CnPP9GPgmcEv3wlQO3kzM+Si7LYG3E32lFwIfIVbNjksZlNiT+P+Ss1cDr0odxBB7EpVJJxPP66ovEUkaSSqTAeL1TeW3LbGu+O9wg4+Ui7NSB7ARSxv8/nmsXxXyW6wK6RlbAP+YOog2c7VscfSRf5XCONK3hE0jXqTPI0r6RlpDfRBwSDeDkqQuOQR4Q+og1DUvB75CXKCSlM4AcS6VqxnAp9pwPwcQF8YvI5IhlwMnAFu14b6VmdQnda0aulr2FCIz6WrZ4jiF2J6Ss1OBqQkedwfihfdMYJeNfG8fkRiRpDK6AOdu9ZJ+4grsucQGOEnd92LgdamDGMXBRKK03YZXhVwLXEwsPbAqpOByv+I+3CTiKsBHiOGYpxPtElukDEpNewl5v6hCrDJ+V5ceazyxQehUIoE3pYGffT8bT5BIUhFtDXwsdRDqusnA8cQMtmlpQ5F6zqeJWXy5OoHGjpObNUAkPS4EriKSIT+pPL6J2YI5FliYOohRuFq23PopRtVRp6sptgY+RwxkOrDJ+5iEK6ollddniVXoRfTq1AEU3ObEscLROM9K6pbc53ukPH9YQCRlfwxcQSRDqlUhpRutUKYyl8uBfYB/Tx1IxVxgb2Lo6jTgMSK7di4x3V3lshZ4jjhpfypxLKO5CdgRuLGN99kPvIw4IL6PeI63suHmKWIq/mzg4Zajk6S8nEkMdj4qdSAN+gTRi74Q+HLiWIrqTuBDxLHhBcC3gR8kjUgqt0nAk6mDGMV40m7ivBs4rXKDqAo5iDim/0Tl4xXAr4CvAbcliFEjGE8cSKQyn6jgOIm4Wv1p4or3hIQxqbteQv7tLjOAz7fpvuYBxxFVJAfS3un1iyv3LUll9HfAX6UOogEfB15Z+fubiL5xtaaPOG68iLggIan9XkmcyOdqf+C1qYPYiJ6qCimSRlcBtcLVshqun+4+B5t1Ns0/T/uIJMcyoidw83YFNYLz8fdJUjn1EVf8c3+N6wNOZMPWxTcS85jUuklEu/YZ5D2HQCqiE0kz2L9eHyO6BIpk6KyQX7P+rJBFCePqOV8g3kDabQy1V8u6o11DnU5nnoPt9HIazy7PAA4nEh6H0p02uZcSB9eSVEZ7ErMectVPHPO8uMbXDwU+3L1wSm8+Ubl8HCOve5fUuP8kqrFnpA6khiJcMK3H5kRVyKVYFdI1r6M9+9KHr5Y9G1fLqj4vJf92lz7q34K0J3HgezJR5dRtX8bkoqTyOoNoG8zNAFF198KNfN8biINdtc8exHvfoakDkUpgDHEsexxxTncCUcGWQ7XdAGnHNHTSSFUhPyXeL6xsa5NNae7qg6tl1S79FGO18sep3aYylUj0XVT5c2K3ghrBa8m7N1OSWjGLwaFyuZhMtOFsV+f3H4zJj044hDhpcL271D6ziaTimcRx7jGkW+V6APnP92innYnE06VEIuS3xGucVSEtqKdkyNWy6qSTyLekrmohGx6obk9McD4F2LXrEY2sD7cHSCq39xNbPnKwCTG5f0GDP/dq4uKR2msc8AHgHOLinqT22pK4yHcKkYQ+lO4dw38amNmlx8rRBCLpcTFRFXIFVoU0bKRdzXOJzPkJRGbpC5WPp3cxLvWO3YF3pw6iDucTLzqHEgdVRxNJwdy8lciKS1IZjQW+Qvq2vu2IK6Czmvz5g4DPti0aDTWbuKjySdwWKHVKddTBcUQHwBfobFtMWeZ7tNMurF8Vci2DVSEawVHEWtG/I8qYlgIfBfbFYVHqnnNSB1CH1wP/wcZ7uFMbQ6zMlaSy2g94R8LH3wc4l9ZPql+FyY9O2h74ItGOnTpRJpXdJgy2xZxPVIa0a2vJZOBzbbqvMpsE/D3wHeAaoj3m/wLvpTuLFrJ0MFEmcw1wE/BDYjjUmJRBqad9lM6uem2HMYxcIZWjw4EXpQ5CkjroPNJUor6RaFNp14n0K/GAvtMOJKpz9kkdiNRDhrbFnEEkRZp9zX418Io2xdVrdifaknIcDN521SmxFwNXAr8hskCHEYNR+okno5TSFsCHUgdRhw+TZltLo8YRZYeSVFZbAJ/v4uONAT4DvLkD930AVn502ljgCCJh1q6r0JLqM5ao1DuRaMU4ufJxvUM6v0BUfUjrmUAkNb5DDD25lsG9wLUUYauGyu/c1AHUYSbdPdBuxQeA56UOQpI66OPE5PtOm0aUbu/Vwcd4MVZ+dMMMYkji54itbJK6bw5RAXISMWbhSEbfDlqUimt12CbA+4BLiKEmVxGZtEbmELwf2Kb9oUkNeTdRjpW7M4iD4NxNIPosJamsJtD5TVbbEcNUu7ElZD+iJNl5FJ23NXHh70hs9ZZSq7bFLKvcDmXwWHs2sUVRPWhTYm3NpURFx6+JTFkriYsdgPe0HprUkilEKVvudiKSjUXwIWK4mySV1d8Cr+3Qfb+FeF/q1JaCkewLnI7Jj255CTH/48WJ45AUJgJ/RVSDnAV8k3hdVA/YkVhTcxlwI3B55eN2D4L0yrBycCbFWD33JervS0xpIraySSq/L9Le944JxLHWm9p4n43Yh6guLML7TBn0E1eYzwO2ShyLpPWdTQ9vJCm73YkKjl8RFR0/ISo8ZnT4cc/CqwtK78WkO9BsxCHAQamDqNN7yX8FryS1YgfiWKkdtgW+RrRCpLQn0fZi8qN7JgHHEgMYU2wMkrS+PpzvUSoHEDM5fknM6LiEKKOf1OU43o2DEJWHImwj6aMYcUKUaH8pdRCS1GHtqIZ9B9HaMr71cNpiD6LtxeRHdy0gngdH4ZVmKaVdgb9PHYSaM3S17BXANay/WjalRcAxiWOQAD7K6JOdc3E0cZWxCN4KvDx1EJLUQVNpvrVvBnFV8ZD2hdM2uxNbzzwB777nE4NtD04diNSjPgrMTx2EmnMJUd2xX+pAarCUSDlYCHwsdRB1mErsIS+CfmLzge1sksrs74GXNvgzBxInt/PaH07b7EbMnzD5kcYhxHuoldFSdzmnTh1zBq70Uh7OpxjPxS/Q+fk77XIw8LrUQUhSB/UTSYx6EgTV5PW7OxpR++yKyY+UBohW9NOBuYljkXrBdOCzqYNQeb0VeEHqICTiJL0IpaVb0b6Bet1wIR40Syq3PYF/2Mj3/BXxeliEtsqhdgDOobvrdbW+TYiTsePIZxaMVEaH4hpbddCmwEdSByERV+3OSR1EnZYBU1IHUaf9cEiUpPI7gzhBHW4msTnv7d0Np622x+RHDnYg3v8PTR2IVFJn4sU6ddjS1AFIFR8FFqcOog47EINOi+KLwITUQUhSB21KrIKt6iOSHecAmyWJqL22I2ZOWHGQ3oHE8NndUwcilUgfnpOqC07FN1LlYTPg06mDqNP5FCeZsAPFas+RpGb8I7AXsC2x0vuv0obTdtti8iMX44DDiSvUOQ/JlYpiD2K9uNRRrwUOSB2EVLGMYpTz7ga8J3UQDTiZ4vW2S1IjNgGuJlp4y5oc2IZIfhQl8V52M4FPAZ+jOC2wUo4+Tjmq85S5aThBV/k4EjgqdRB1uoBiJGkgDs5cXy2pjPqBw4j2gyWJY+mGxURFi8mPfGxLlOkfSTwfJTWmKHP+VAKeECml8cDbiFkURxDrrIrghRSrLO89wP6pg5CkNjqIqIDYO3UgXbaISH5MTB2I1vMy4CJisLik+iwAPpw6CPWODxFvolI3zQM+SFwlOTBxLM36CjAmdRB16idOELwaJanoXkhU3R1KDMXrRVsAX8MWi9z0E4N1v0JvVCBJrTqKGOAsdcX2FGtegYptP2KWx4nAwsSxtOpA4I2pg2jAvrjeVlJx7Ugky4/AtYdg8iNnk4m5BacQbeWSRrYsdQDqPa4QUidNJXpfv0FcCSnKbIx6fJFiXXE8h+K0E0kSwM7A2cQqcWdbrG9zIvkxNXUgGtHmxDH20RSnQlTqlhk4a1IJnIq9omq/7YBPEM+v5yWOpVMOqdyKYiExgV6ScrcrcBpwHDApcSw524xoZTT5ka8XEO0vB6UORMrIYcTvhtRVfwW8KnUQKoV+IhFwPnA8sVGkzPqIA84iVX18DPspJeXr5QwOvB5IHEtRbEq8F9lWka8+Yi7NV4CdEsci5WAZeR8/70BcwLXSsGTGAyenDkKFtikxlfmrROIj5xeydjsIeEPqIBowEbiQ3vp/JClvA8RJ4ReJlkhneDRuU6KltOwXHIpuInAscAYwJ3EsUirjiRk4OftHIqF8NXAtsbVpx6QRqW3OTh2ACmlP4PNEj14vbwe6gGIdqL+EYq3jlVRO84gqtGXEtha1Zi6R/JiVOA5t3HzixO84rGxS7/lr4JWpg9iI4YNXXwNcAlwHXAa8j2Id+2uII4mSHmljJhBX5C4injfOh4kexcNTB9GgpcRBsiR1Uz9xwHsO8EliAKTaZw6R/JidOA7VZw/iqvKhqQORuugM8k74TScu7NayDXEc/SsiEXIhrrAulPnAh1IHoaxtTQzGPAvYLXEsOTqfYg3gm40bnSR1z+bAR4DzgNfilbJOmknMktgkdSCq2yHEydOuqQORuuBcotvgUGL9c27eBOxT5/eOJQa1/hi4EfhJ5eP+zoSmdjkrdQDKTj9wIPHcOB6vII1mO6Jvt0gOI8oNJakTJhIHtqcT1R1eEesekx/FMw74AFENtVniWKRO6yda5j9CnGe8nai0yMEymk9c7EgkMX9XuS0l2jqVmc8SO5WlGcSbb7X80v3z9VlK8XqrzwempA5CUmlMAl5PXM07BdcVpjSDaHvxJLpYZgEnEclCN0qoV+xEPOe/ChxDunbscUSyvh0mELNAfgZcQcwIObhN960W7YM9hr1uT+A0YsuPV+YatwD4dOogGrSISHpKUrOmEscP1WTHAZgwz8V04Ot4xbGItmNw05Gb2NRLdgI+RVyAPYbuvn69gs5VQx8AXEzMBbkOOAHXkCczhhg2o94ynjhgPYcYVlqkORU5OhFYmDqIBn2QSHpJUr22Jtb9nU0cvO2HPc25qiY/5qcORE05kBgoX+/MAalMdgI+TCTVjyYuMnbSaXTnXGgWMUbgcuB6IiGyVxcet+fNIk7Wrib+8dUbFhBrBM8n3lTVHjPJfzf5cGOJgyqHDUqqx78BR2FlYJFMJvrOO33SoM7oJ+ZynQssThuKlMwSohV/GfAZIgHfTn2km3l5APAdBtflHo+tbm2zFTGP4DIi4XEC9vn3gj4iyXE20Uc3J204pfUxirceelfgo6mDkFQIp+Eq8yIy+VF8U4gTos8SLWZSr9qCaIO5kGgz364N97kn0VqW2qbEufnlRCLkYmCXpBEV0H6sn0l6H5al9oppRBvLhURbi1f2O2sKsbKxaI7DQYSSNu6vsVKwqCYRwwMXJ45DrdmCqC49AufpSAuJ85xTgE8Qm1Wa8Rny24Q1FngX8FPiHP64tOHk7TXEXuHriEmyr0wbjrpseyJjuJTokVP3vJPi/b71E8kxr+RKGs1k4r1FxVRNftiqVHwvJC60HJA6ECkTs4mqjWXEdpb9GvjZZR2JSB0zQFRyXAH8gSiNaTbrpWIaIKo6ziWGANnClEYfcWA5LnUgDVpCzPyRpNGk6oNWe0wiZjttmToQtayPOO47j2hllxRmEUmQc4gWzf2ovSFpETHsX5nbhLjy8huismMp6XYfK515RPnTF4kSZFefpbcn8P7UQTThcOBVqYOQlLXjcUtI0Y0nBpx7slwOk4BjiYsXMxLHIuVmBpEgPBE4iQ03kR0DbJMgLtVhe6Ik/Trg1zj5tZftSWQxTwA2TxyLNnQGxRwiewGRKZekkewGvCN1EGrZAJH8aPd2BKWzADiZ2LzkTDdpQ1OBNxPLHk4hWsXOTRqRNnAA8C0i2fET4JC04SihqcQQn68TJVxFa6foJXOJxFTRzCGqxyRpJH3AmamDUFsMEMluW6PL5fnAl4lhxJJGNok4p3JuVWJjiZ3dPwB+R2xk2T1pREptW2IN7Sm41qhIjgH2Sh1EE14LvDF1EJKytRS3ww03kDqAJpn8KK9DiCrx56UORMrUe3EJRBKziIzTFURlh/vW1U/M7FhKtDTZflA8Y4nf5SLOXVlKrAmTpOEOI64qK14nvw78U+pAWjAO+BKwc+pA1HbV5Qen4RxAabhzUgfQS7YhToquAq4mEh+TkkakHMwFPkxMXT+EYp40a9DLgbelDqIJU4iDedupJA03B/hY6iAycChRLTGTqJR7S9pwWjKG2NhjdUA5zSaGO36SGG4r9bp5wEdTB9ELlgLXApcCb0oci/KxJ5H8+gywOG0oarMvAtNSB9GEnYFPpw5CUpZ6ea3tpkSFxPCZa0uJ1YhFVU1+2FJbXjsQz92344U19Ta3uXTJlNQBKBvjiTefrxADdiamDUcdsgXwqdRBNOkI4G9SByEpO58HpqcOIoFDiWT2SO2nk4lqzTFdjai9xgDLsJWp7A4knqsvTB2IlIhtLlKXbAV8jsi675M4FnXHRynu8LhlFPsqpqT2ewnR3tErNgXOY+OJ4D2BYzsfTkeNIdY9FnE4t+o3jri4cT5xgUbqFVsAH0wdhFRm1WGlpwDHAZukDUddNgB8lWJuQnDeh6ThBijmyu5G9ROT/0+n/iHjHwNe0LGIuqPa9lL0/w5t3EyirfVzWJWu3nA8XtCTOmI68AFikO2hFLsEVq3ZG/iH1EE06Xk470PS+speKrwb8d7daGVmP9FGUPSTyD7gZOK9S+W3DZHsOpJiXqSR6lX29y6p6/YgroadRQyTkiAOIjdPHUSTjsR5H5IGHQVsnTqIDphMJHo/SVS2NGMJcGrbIkqnD/gCzoLoJS8jEnf7pw5E6oDtKO5FSCkrA0RVx2nESeLktOEoQ1OJ9YdFdQ6wMHUQkrKwDfC+1EG02SHE8NJ2lEH/HeVIFvcRbboHpA5EXdNPDN//MrBl4likdvokMbNJUpPmEz295xNzPKTRHAS8OXUQTZoCfA03EEkKZ6cOoE32INpaDm7z/Z4DzGvzfaZQbXt5aepA1FWTgY8Tia9e3OKk8unlVexSS/YjNl6cCCxIHIuK5TxgTuogmrQY3zgkhTOI1exFtYA4oT+Ozvx3zCCumvd14L67rQ84iWiFUG9ZCCwFjsZZdSqu3YB3pQ5CKpJpRBvLBURby/9n786jrazvPN+/zz6Hw2EeZEZBQAYVB0QcEeOsqEENOM8DzgpqVBAVxQEcABHBMTFJr+6k0+kaUpXqTJWkKomVycpkopWk761a63bfvr3qVtWtrqq+dWu4f3zObhDOsIfneb7P8HmtxVLxnL2/HM7Z+3m+v+/QFRuOFdQE4MXoINpwBrAmOggzC3cxxWyBqJ9kP4uSE2k6hXK1BG1A7wFWPUuAN4Dl0YGYteBJGt/OZVZp84FN6GZ1YXAsVg7XAedEB9GGu/HFj1nVjUZrMIuiC7gFtaBkObvgCeDIDJ8vbY/g1t6q6kAHf28AhwfHYtaMrdEBmOVZJxp0thPtfE77VMiq53WKvfLwOTTg0MyqqwhzPmrAlcBudGqdtSHAW0BPwHOnZQNwQXQQFmYYcB/wPMVt3bXqOBn4ALgNr2s2+5ApqN+3Pqy0DL25lk+zUM90UQ0F3sZDz8yq7BFgUnQQ/aix53Q6ukLhEGBjcAxJW48OiKy6pqLhp2nNyTFLylhUvf9D4I+Bs2PDMYu1GJ1gbwJmBMdi1XEH8JHoINowBSUJnUE3q6YlqJoiT+oJjzfJ1435rWizV5mspRxre609i1AV66roQMwaMAf4DPAL4PfxGAOriB60q/wTvf8cEhuOVVAHWqNY5IFLx6NTXzOrnhr56Z2uAVeg19S8rl7dDRwQHUTC1gIXRQdhuXAm8DLaoGFWBOcCXwfeQ+8dea1gNGvZXFRyuh04KjYUMyaRnxuHVl0FXBMdhJmF2EZsW+hI4E5gF/lftzoBVcmVzRq05cdsCHAzWggwJTgWs2ZcDfwRaofZBHTHhmPWuhrKRG9Fw0qLfMJu5bMCnVQW2YPAWdFBmFnmbiDmEGEKsA4lXo4IeP5WnY2+ZmWzhuK/j1lyxgOPop/RMg32tfIbjRIf3wXewa9rViCTgI+j4WYX4mGlll9bKf58mWdxFZVZ1UxF77NZOQrN5NoCTM/weZP0LDAvOogU3IsqAM3q5qPrm2vwNbgVz0zUAvNjNA/EbVyWS4vRRdGzaHuGWd6NQMP4OqMDaUMnKjcvegLHzJqT9lrbbuBS9PpyK1qnWWRD0YrbMs4WuwWVjJvt7Qx0jXNydCBmLToe+D20GvczwOTYcCwtXcATqIc2z4YBN6ILo2vxai0rnhNRuXCRDUcXN2OjAzGzzDyDZm0kbS66/thJ+VbMH45WwpbRzXjuk+2vhpJiLwMHx4Zi1pYVwDeAn6C2GLdzlcBpwB+i8p6nyO9ArtnowmgXziRb8W2g+O0iE1F7mZOPZtVwFrA8occaitZi7kSzgyYk9Lh5tAY4NTqIlNyEDqHM9jUS/WxvRPMUzIqqG30vv4NmgtwRG441ayzqxfsJ++82Xk9+Stjrw0q3oRvFMl8YWbV0oRXLRS/lPgR4iXKd0JpZ33qAzW0+xnGocmQr1TnE6ECHSmW9+bsJtSaZ9eUg9LpxC8Vu8zUDfT+/BvwJ8DVgWWw4NpD6Cp93UeaqL1OJL8scg14gd6AToa7YcMxSMQdVuvApHQAAIABJREFUMRXdKSgxaWbl18qcj8PQ5odPAKspbwJgINPQIU5Z3QDcFh2E5doy4HXKW/00mBsp57yfKlsMfB4VEnyG4g7iLpUj0V/Kz9BfyqQGPudlYrKyi4Dn0UnQYQHPb5a1m4HzooNIwApgbXQQZpa6tTQ2THwGcDc66b2Hxq49yu5i4PLoIFJ0BU5+2MBqwHXoPuOQ4FiydBJ7xgncheakWbmsAL4J/BLdx/rvOEP1XqR3gT9GczyacR5wQdJB9aMbVXW8jC6ORmT0vGZ5sY1yDAC7Cp3mmll5HUb/P+dHo4rRl1CCxKdf+9uKVieW1eXA7dFBWO4NB+5DyYAqDEl/Hd3vABwBvIgqZceFRWRp6UZ/tz8C/k1wLKW3HPgWe6bPdg/84f2qoTaTNE1FF0bb0BwPs6oagUrAW/15zZPr0KmfmZVXvWWjB71/P4tOMlejlg7rXxlWmg/mUvK/IdDyYTp6/fg45bgG6ssJqM1lX7NQ4mczft00a1h9yMqPgS8B8xJ63HWkM+R0KToNego4MIXHNyuieShZWQZ3ASujgzCzVByChqJvB54DzsGbnZp1LDrtLrNLgQeig7DCWIyqIlZFB5KC1xg4qTMJ3XPtQKu9zWwfXWiVzjuolCaNE9YpJDfkdBQ6CXobrT3zcB+z/V2G2kXKYAPlmF1iVnWz0ODKrSjZcRdweGhE5bAObbgps5XoJN+sUReiRMGR0YEkZDGa5daI0ejnZTeec2gG6Afo94D30EXIyJSfr90hp/OBR4AtqKfNzAa2GTg0OoiEPIHXfJkVSQ1dcF/PnkTHvegmxCurk1VDLS9pX8dFuwAnP6w53Wgw8g5gcnAs7XqV5lt4RqA//y7UJmNWKaPRBcgP0L7gLH8IWhlyWkMZ21fQgFUP7jFr3BB02lGGadAdqBT+2OhAzKxPM1Fp+dPoOuN5dDp5JHovt3TNQgdDZXc+uh40a8YB6LVpA5onVDSLgVva+PxuVCX/JrqvMiu1FcA3UHXHg8RchDQz5HQyyurvRMPOfDpk1poZaA5OGXSi15BF0YGYVdho1FZxA7qReLH3193AiRTzpqIsrgE+Gh1EBs4DNkYHYYW0ALV/XEux7i12k8zA1vqB8uvoa1DmwchWMbOAzwDv9/4zDyVe6xh49dpi4En0hlbmFW1mWVpO31PAi6gTlcwfHx2IWYn1oCHJZ6KZWluAF3p/PY4qOw6nvJsTimwH2nRXdufi5Ie17kxU/XBidCANaLfaoz/1BRHXonmPZgPKY6awC033vgL4W7TZ4auhEX3YFOAmdEpU14Mmdp8KfA8laf4h+9DMSu0xNNPn3ehAEtABPAP8LhrKbGaNGYJKvvf+dSBaA1m/8P0X4B+Bv+j99Z97f/1T1sFaS8aitsBbgX8NjiVt5wAnoWScWbO6UOXaUag1789jw+nXbjQf6R9TevylaCD+r4A38D2Y9SNviY8LUaLjP6A3vbR+QNr1MrAGVaRcDYwBPoVW6JpZOjrRm+c64C+DY0lCB/As8GXUxmdWJB3oUOJdlGjYt/30X3s/5l96//sfgb8b4LHG9v6zo/dza8A/o5/7+mPVH+cv9/n1X4D/Ayc2yuQUYCF6zS+7U4HTcPWHtW4catXrRFVtfxsbzoccAyxB89rSdiSq/vhrNGrgrzN4TrPSOxf4jyj54WGlZtkZD3yC8pSn1ys/zogOxKxJ44GHm/j4Mej9sr9fHh5q+9pIedZ4DmYZ2vxl1o65wDbU3peX19RdwNCMn3M2Okjfgir1zawNHajqw8yytwBtXCiTR4CzooMwa8Jc0unZNqsbghLdVRk2ewqqds5bNbYVz2mo5WNZcByLgNsCn38K8Cg6YDooMA6zwruD6pxEmOXN2ehnsEweR5P+q6YG/Bt00W/FcQJwSXQQVnqHUK0WkKVoVoOTH9auGppJ+BJqzY/wCtlXe/RlArAeDZZfEByLWSENpxr75s3y6m7g/OggErYeuCg6iIzdhpIe16CVopNiw7EGXUj8aaJVw2q0waIqTkbJj7y0KlixjUDXFptRy2FWTkGDV/NkJLp2fBXNHTGzJmwiHyt2zarqebSSskzuQBf6VTAVXYzVjUenu/UhbZZf1wOHRQdhlbEbbfCpihNRItjJD0vKgahN+B6yWf36ZkbP04puNAT1EyiJb2YNmEFzw93MLFlDgLdQGWOZXEI1yrt30feA6FOAt/GJTJ49gBP/lp2J6PWiShajmR9OfliSlqD5H8tTfI6PUYyK3BqwCm2cuRC3mJkN6iXKs2HCrIgOoFybXupOR+tuy3rRez6wcoD/PwRYi1oKJ2YSkTXjafR3ZJaVc1ClUZUcg4bpuwLOktSBbvhfR2ujk9SJWkmKpAMlPl5DlSB5rVQxC3cy6k03sziHUr5NL6ATv9eAYdGBJGw0+nM14gB0k72B6mx3KILnogOwStoMzIsOImOLUPLDN2OWtG7UXvs8yc3Xug21ahXVGai17mbydaC2DPgz4M7oQMx2RwdgZpxD7Nq0tMxCpzJZDiVL27M0v1ruUHTxvyr5cKwFTnxYhB5U4Ve1aqOjgZ04+WHpmIDaax+gvS0sI1AlfBkcjRJCj5KP66/t6CBoK/BT4DNoLppZ5q7CqxjN8uBO4KPRQaRgMvBpYHp0IAk4nvZWEV+EqkWOSSYca5ETHxZlIbAuOogAR6H1oE5+WFoOQ4mLVg8Y1gFzkwsnFw4BngEeIS7RcCD7v+ZdDXwf+GNUHWyWmSEoE2dm8TZSzkTkaDSQ7NDoQNowBE16b7dfvRsluXZQvbL3vHDiwyKtBU6NDiLAoeh1r2oVL5atM1GF5dFNfM5ElCAoq5mo7fZZlIjI0tP0P+vsaODLwHvAjZlFZJX3EDA7OggzowOVAh4VHUgKutCb7gXRgbToYdSvnpQRwP3oRuDgBB/XBufEh0WqoUTw6OhAAixAN6VOfliahqA5Fy8CUxr4+M0NflzRTQTWo8qYLA5eRqPrvkY+7jXg173/9Ew0S9V44MnoIMwMUEXBTpShL6Ob0A1/kcwFHkvpsQ9Ar79P4J7XLHSgbTtmkaZTzqHWjZiPZj+1M4/BrBHj0ZyLdfQ/aH02OtioklHAXSjJkGaryYOo3aYZdwA/Bn4fmJN4RGa9XqCapw9meTQMnQiW9Ub4HDR4qwinfh3o72JEys9zIKpEeAwNa7N0jEH9zmbRLgYujw4iyDyU/PDJrmVhHko0XoPe0/e2EyUCqmgosBp4Czgp4cfuRhWtrToD+DbwI+D8RCIy28thKPtnZvlwAPA26d9wR1mILnzHRQcyiBtRz3BWJqMTqmeBqRk+b1XMAW6NDsKs11bKW903mLkoqezkh2XlDDSra2nvfy/B7wegQ6hr0TXZheyfHGrFDSSzGng68HngA2ATahU0a0sX6m97NzoQM/uQA4FdlHcS/gHoImRBdCD9mIAqUyJMQu0v2yjHRpy8OB74WHQQZr1GkMzQ5KI6GNhN/20IZknrRFUO26nmeumB1FDi43WUCGn1dakD/VwnqQslPn4GfAFXxloL6sNk3sdZNLO8WojKBZPIwOfRUHTqeUZ0IH14mf6nkWelngB5HvXGW3vOA06LDsJsL8eiTS9VNRN4FSc/LFtXAiuig8ixpSg5dA/Nz+M5H/ho4hHtcQXwPeAddJhhNqCDgH8P/AKVIplZvi1D7Q9ltha9weYlwXMe2jWfF6OAu1Ev7oXBsRTZtSiZaJYn64DjooMINAOdvo+MDsQqoQcd/NrgjkFzIO8Ghjf4Oa+SzWH6QuB3gD8Fbsvg+axglgHfAb5L8kNszCxdl6A3njJbht4wxwTHMRyVn+clCbO3IcBV6Ou0iuqWyLdqDTAtOghrSgflXzVZQ685Vb7xPwgnPywb68hvi21eHYHWA29g4Nlsx6JVwlkaiRJZH/T+s9EEjZXUFcD3ga/h1UBmRXYp5c9qTwc+Seyp/FMU47XyTDSR/uPEt+QUxSa8RrMoxqBk7y7U0112s9C8tSo7ECU/qrplw9J3EPB4dBAFNgtdI22m70OEHcS2rdXX4X4NDVC2CrkDDSz9AuVdi2lWNddR/inkXejC5PqA5z4KVQUUyXR0grWLbDfQFNFz0QHYoOajBNWL6JQRNIxwSVhE2bmWdHvji2AKGq44OjoQK6VX8PdWEiah644d7EkwHAw8FBXQPk4FvoWSIBcFx2Ipqpf7vIcGBnbHhmNmKbgB3QiU3UXoRjWr17FOij3lvQcli3ajNbwu99yfEx/5NBS4DN2U3M7+J/7D0DVNFeyg/K09g5mMkx+WvDNQq6gl5wDgEfT6/Gbvf+fJVOAzaJGH74tLZCrac/xzyn8abGZKfuRp+GZa5gNvo8n/aVsLnJDB82RhCbrJfx44MTiWPHHiI1+OBp5B1R2nDPKxj6NrnbIbiw6w8jhjKEuT0Gu/K5YtCV1oNlbVf67SMot8J6e70HvNe8CngmOxNhwJfBmV8iwPjsXMsnUn1Ti9GIVmWZyb4nPU+1bLpgcNQX0eDSWbERtOOCc+4o1BFWsv9f6z0XkO09D3cBWcgipfqq6e/MjbKbIVzxo0eNPS8QRquy2CKrRNls5KtKHlW+jExMyq6W40wLgKrkEnw2m0cLxC+bcJHIxuHHeg75kRodHEcOIjRg9wMbAdeJLWNyps732sKniCPTNOqmwiTn5YeyYDz0YHUWIHoGoKs8TVp9V+AZgQHIuZ5cO9qD++CmYBb6Bqt6RcBVyY4OMVweHARtRHfy3VmQeyJTqACukElqLvs63oZ6yrzcdcjObXVMEQ4C2qk+gZyDj0uu/rXmvFNvy9k6aNZNOObBXRhSacv4f6Pv0maGb7ugdYER1ERrrQ5PC7aL9fdzwqua+qTrQJ5oXeX2dT3uFfo4BHo4MouU7gNLTqcBtwAcl/P1Vp/sUh6KbCNPvkdby625pzIp59mKbxeA23JWQyGlj6AUp8mJkNZB3Vqlw4HZ2ItrMBYRt976KvoqHA+WgeyHbgUhqfv1AEB6OqSUvWMJR0fRFVdlxMuhVEl6Kf/aq4FW2jMCU/3qYaQ26tfTWUKO2MDqTEHkPvrWYtOwz4CvAu1TnBNbNk3I9aF6piLKrYOK+Fzz2V6pTNN6sGnIwGvu5AQyiLMrisP8eim2Zr3yT0OvMSah86g/bbWBrVBbyc0XPlxW4846JuDPBJnLC2wa0GlkUHUWJjcPuoteEM4I+Bd/DEWTNr3WrUBlIlq1Fl3LAGP74H9YxXpWS+XYcDD6JKkKfQ+9XQ0Iiadw4+OW9VF9o08gT6HngEzduI+vl5AK26roqJaACziZMfNpiJ5Hu9ahk8guaumTWlPrD063g4jJkl43JgbXQQGZuFesBPa+BjHwcOTTec0hqBWqq2oJvgu1ClYt6TSFcBR0UHUSDzUJvFNtT+9DFUYZUHY6neFoFzgOujg8iREaiNoeiVaJaOHXgeTJpGo/cFs6Z8B9iFB5aaWfLORzf4VdIB3IIGdfa3nnYhGo5qyZgD3IxmPGxDK5aPIH+JkHuAA6ODyLEFKNGxFf093k6+k4Nb0Ml/lWxGCSmTevLDP9e2t3OBK6ODKLn1wNzoIMzMzPZ2KrpBqEUHkrGZqPpj39aGGhqIWrQ2jSKZg2anbEUVIQ+i78MRkUEBT9J4K1TZ9QAnoaqwbb2/bkPJj6KYC6yJDiJjPej1a0h0IDkyHH1NXHJvoO8Ht4WlaySu9jAzs5xajMo+q3ax3AFcjU5J69tJ7kRDOy07U9Cg7ifZ0zZxA5obktVATIDnMnyuPKmhhMa16GuwFbWJrAQOCowrCbuo3saGhWiDl+0xHHgTmB0diIV7Bn8fpO0hXHmWubyV0JqZ5dmhwL3ohPcfgmPJ2kFoCNd30M32w7HhVF4n+n48Dg2orCc//gL4KZp59VcpPO9zqPqkzEYBR6JZJrPRtdK/AH8GfB94D/insOiSdzY6ffyP0YFkbC3a/Pet6EByZBja9vMs8JvgWCzGEuAEqrf1KUsj0CHG/dGBVI0TH2ZmzTkY2ADcB/w/saGEuB7dbD8J/J+xoVgfZrLnpn0c8K+9v//nwAe9v/5ir99vVpkSHweiE7d5qMR/CEpw/B17kkf/mda/VkWyk+ptsaoBr6LtNlV8Le/PUPbMqPl1cCyWrS7U4nIH8M/BsZTZA8AX0fuxZciJDzOz5k1D60jXAf8tOJYI49BcgP8O7MYXSHlXA2agG/z5fHjz2b+gBNaf7/Xrvw/wWEVKfExAf+6Zvb+m8eE5Pf8FeB9VcvzvlKuKo1mrgT8FfhAdSMamo1PX+6IDyZlu9sytcfKjOh4CvoJeCyw976MB5l+NDqRqnPgwM2vNKDT34hXgF8GxRDkGbbD4FPDd4FisdVPZkxyYiRIGNZQUAV0r/B3wfwFnoe/5vwL+Zq9f/5hyjF1o/eqY3n+O6/3nZLRusT709V/3iv3/RomcvwD+N5Tg+ResL8OAp6lmAuBiVOXw2ehAcqYbzbXaQXXf46pkHnApOtSxdE0CPoFaKe8EvhEbTnU48WHN6AIWUb0TIbP+dKEhYN8A/iA4lig1tPLuGNQXPlC1gBXXcJRkmISSD2NQ8qGeiBiCvhf+Cc0f+ee9/tnBnjkZfeliT7VF/d/r/6xXaPwT8Nf7/PobVHH136jezJ00PI62OP3X6EAC1Ksb/iI6kJzpBl5CrVDvBcdi6elAQ47XAv8zOJYqmYra7aag9qIfxYZjZnVnAm8An8OrDM32dSdwS3QQwQ5AFTD3UL21v2ZlMA3NL6qiEWijSdW22zRiCGppXBgdiKXmFvZfW2/ZmQt8GR0sHx0ci1mlzQG2o/7fGnAI3uZg1peV6Ma/6jf9p6Ik6QnRgZhZ07YDPdFBBDkWnXjb/jpRRcwR0YFY4qYAW6KDMEAr078OvAMcFhyLWaWMANajF8NR+/y/jWgCvpl92Alo/kHVq6JqwLWobH5OcCxm1rjFwI3RQQRaj9Z52v460baXI6MDsUTtQm2Llh9LgG+jVdszB/lYM2tDB7AK3bzN7udjRuL93mb9mY2GVk2MDiQHRqBhiS/ir4dZUbxGdWfA1VfcDo8OJKc6UVXQsdGBWCJ6gN8BlkUHYn06CVV/fA1toDKzBB0LvAWc08DHXgmcl244ZoU1Hv0szY8OJCemo8GnD6DtCWaWX5cCp0cHEWgWalu0vtWTH66MKYcONOPjBXSwafmzDPgO8EV0fWlWaDcAvwGuCHr+6ah381aaG+z1Br6JMevPULQGcGl0IDlyOBqSdy3VPVE2y7tOtMmjyq4FLowOIsdq6Lrx+OhALDEHo/bUU4PjGMxutG2oii4Efgr8PtqmZlYo5wI/Q9/AI1EioSvD5+9G65NeACa08PmH40FgZgPpAB4EbosOJGcuoBgXWGZV9QCuWNuBBj9a3zrQOncPsi6PvFd/XIV+Lj+g2tdVl6ANMJ+husOorUAWoKE130Y7nOuOJ7uVmBeiG49215M9jfvOzAZzLnqzdt/4HjU0T+gt4LTgWMzsw8aim9oqG4uuk1yd1r8OdB14YnQglqiZ6Hs/TytuR7OnEq0LVX78kGqvWb4Z+AlKgFS1CsZybDLw2yhL19+aopfRD3daFvQ+x6qEHm8suqEzs4HNQFVd3oj0YfUEyCdwBYhZnmwBxkQHEewUqn2y3IgONMPpI8FxWLLq1R/Ps/92xwibgQP3+b05aPPJF8lnhUpWbgN+jgZTZ9k5YNankcCnUF/WYBf2s4ANKcQwHmXlN5D8XI4iDjodit6on48OxCqlB5WQnhUdSA4NQX31r+KheWZ5MBdYEx1EDjwBHBEdRM7V215cvVc+09CBaWT1x7HA3QP8/yuBX6HW4ip7EPgztHa6FhyLVVAX+ub7Jc1VWGxCp8NJxXALWieZZq/qm2h1ZREcjrKiC4C78CmFZe8mtObVJdT7qydAXsMrE82i7aK5oedlNARVpLmXfmD1tpcqbwQqs5Wo6iLr6o9O4G0Gr2SooeuGD/DQ3QeB99D9pFkmHgR+AdzTwueORYmKdp2B+uez6L08BHg0g+dpRw24E53e1HvhOlCfoNdDWdZOQf2qRUkYZm0o+nl9Ba1yM7PsnY0G6VXdoejawQa3ATgzOghLxVTU3p7l3+/dNHcfMwutfv061W5/qaHEx3vA/cGxWIndjL7J2i0zuhtY3OLnHoLWjF1DtifK6+h/dkm0g1EJfV8nyJOAnZlGYybT0UnGguA48qyGhjG/iipBqn76bJY1vz/KreRr2GOercctnWWWVfXHlN7nacUVqP1lXXLhFFK9++BXDNwuZNaU84EfkdxqoSFoonIzRgAPoVOJiEFE3eRzAvrVaK7CQCfr5/V+nFnW6nM/zo8OpACWoiqZe4BhwbGYVcVqPHenbjdwQHQQBfEISlpbOWVR/fEyMK6Nz9+7/aXqa5eHo6/FL/D9jrVhCfAOmiicdLvExTT2ptGBTkLzsDHiVOD64BjqJqFT4uUNfvxzaJibWYQbgCfxSrJGHIWSRY/gNjWztA1DJ4YGE1H7nTVmPfDR6CAsVSvRsoCkD1zPBq5K6LFmAt8Fvka1219Af/5Po+6Ey4JjsQKZA/wh8E30A5WW11H1R3+WoOFjeeqB3wZMCI7hY71xjG3ic3rQTJSBvt5maZqP3pCqvJe+GbNRGeyz6GtnZul4HJ3wGpwDXBcdRIGsBVZEB2GpOggdNCbV3jScdCrIL0NbT9Yn/LhFNAH4d/iwzQYxAfg94MfAogyebxFwex+/Pw3d2N9D/nreJwHbg557DDqZWtni5y9E7UJmUYaimwz3YjZuNCrHfxVt0HLy0ixZ09DQSpPNwLzoIApkDapitnJbhd6H22lPAXgKzStMw97tLyel9BxmhdeD5nf8muwnnG9HN/SgktP7UJl3dFXFQK4m+/LGk1H1y/Q2H2ctatkxi3QWGirY7gVE1dTngDyFTqHMLBnb8UrXuh604tZJ1sbdizcEVcEUNAun1fkux9HaRsxm7d3+MjqD5zMrjE1oGu4dQc9/IPAYehF5neKUwe+muVaTVvWgE/K7SKYsroa+zn4htGj1OTUnRwdSQFOBB1Ay9EzyN3TZrGgWAzdGB5EjC4GHo4MomHuBK6ODsEy0Uv3RjVrOs6xkX4XaX1zRZpV3G3tW00Z7hrjES6umAU+n/BxHopK1pEtOp6Fp0mbROoA7UU9q3traiqAb9fXuQuXWk2PDMSu013AScW/34QrRZt1DckMrLd+moPfeRivA1xNzuFtvf3kft79YBa0AfoBaW/Iy9GU4ypwWzW3AKSk8bhdwP+neDJ4G3JrSY5s1awmqRGq3lavKZqAqkFfRJqzhseGYFc6lwOnRQeRIDW3Uc4Voc27BKzWrZBWqAh9oC9sC4iuoDkKLK76Cf6atAk5A/V5fJJsWjWatAi6IDqJJ9YuCYQk+5mx043JMgo/Zn0dQeW+RDQPexGs/y2A0ml/hPun2LQa2oHlJS/EptlkjOtFrkO0xHXgxOogCuhm4JjoIy8xA1R811OIyNNOI+rcc+DlqozcrnXnA14Fvkf9heK9SvFPKeWhGSbs60CnBi2T3NahR7KTBAah8bxHwNjAiNBpLyoVo0ODE6EBKYASq/tgJPIhmKplZ/x7A66P3dTFweXQQBXQjXg1cNX1Vf9xLPltMNqEEyNLoQMyS8hDwDnBYdCANmkt8KVgrHqC99b/T0Q38smTCacpklHAq2onwHDR1vr7950CUbe8Ki8iSNA69KfvELDkz0OvrDnQhlvdEuFmEsWjumH3YNvQaYs25EbVFW3XUqz9WAAcDT4RGM7BJwO8DXyaf3QBmpfcExdsf3wV8ktZW4dWzw5FrPT+CtsYUxYnoBHvfr/dCVKZctCSO9e98lJibFh1IycxEyY/XUMXa3NhwzHJlCzAmOoicGYEqRD2Eunk3ALdHB2GZuxb4I4pRjXwuqv7YGByHWeUMRxfjRbMAeLSJjx+D+u8vSiecpq0jn6V4+/oYsJn+kxsnoNklVh5j0d/56uhASuogPpwEcZm/Vd1ctCXJPuxY/HVp1eU4+VE1t6ODxSLZBPyMmAp0s8pahfr8i2YtjfXKnYU2WExNN5ym1Ae1HhAdyADuRHNQBnMhxapgscYsx9UfaZsO3I3K2p9AW6vcPmZVtAtXN/RlPdrCZc27DLgjOgjLxGzy3eIykEnAl3D7i1mmijjotIYSGv1teRmGLhpuziyi5kxEp755axXpRCf+5zXxObfg+RBlNBaVobv6I30jgDOBp4FX0Nfcw1GtKs7GG6b6UqOY12d5sQod4lh5DXYvUBRno/aXoiZwzAplLmq/KJpZ9P0icRyaA3JItuE0bRlwX3QQexmJkjFHtPC564Bzkg3HcuJCdCLr6o/szEYtMS8BT6KkyJDQiMzStTM6gJyaBTwbHUSBrQI+Hh2EpeYBdM1fFpuAnwKnRgdiVnZFHHQKKmWsv0B0oZuF+yhO2ew9NFddkZapaE1tO9snngIWJxKN5U199se9uB0ja2OAlWhO0VZ0EX88/nuwclmN2zr6cx3FbEnOi4+hFeNWLodRzEPbwUwAvgJ8D7XCmFkKhqOSyqLpQGVuS9AU9IWx4bTkRbQyNsrh6Gs3us3HqaHKAA9sLK+jUTXVmdGBVNhkdBP0KKoIeQb9fbSy6cosL4ahxJ71bQda3WmtOR8nP8qkC83K644OJEVnAe9TzCUUZoWwEvhodBAtmAl8k+K+APYAbxGzhusMdLGZVBl9N3qR9gVaeXWg1XGvoJtwizURzUfYjAalPo4u8v13Y0WzEQ39tf2NJZ9zwYpkOfBQdBCWiEdprS27iDYBH6DvXzNL2KsUYw/2vq6h2KWgM9DXPsuLmmvRANikjUFVAeNSeGzLj3GoRe4uitNaVgVjgNPR6ebW3l/r0emRfyYtz6YBG6KDyLFTgNuigyi481CCzYrbQ0NhAAAgAElEQVRrMdVb9Vxvf/kTfKhhlpjlwG9QP2QRFb0UdCmaoZC2DtQXeVWKzzERJT/GpPgckaYCf0A+5rNEW4xOIk+KDsT6NQE4F91Uvtj76wE0Sb6duT5mSduO27YG8iTVOelOy7k4+VFUw1BrdlUPW84AfonbX8zaMhZlEr9FsfdIl6EUNO1hp12oJD6LidGT0BvUqAyeK0vDgE+gpM5N5GszT5QacDWqLpgYHIs1ZiqqAlkDPI+SIS+g4anL0TaJIr+WWjEtBm6MDiLHhqDWWCeH2nM2Xh1aRJvR1rOqq7e/nB8diFnR3IOyh0VuE9nbKWg6fJGlNex0FBo+uiCFx+7PZJT8GJnhc6apA3iZD//9nIVu+IeGRJQvk9H32HXRgVjLpqBWmTtRIqT+62ngFvT9Pg9/v1t6in6AkbZD8U17Ek7FlR9Fspx0K5WLZjxufzFr2ELgT4FPo9PaMtlEMbe71KUx7HQ62n4T8eJ4IFqVW8TZMft6HDixj98/BCV4itxqlZTNqJrAyqUHbWw6ByWXn0YJked7fz3V+/sXop+ROZQn4WnZuhQl36x/t6Gyd2vPKTiJVATT0KGK7e804Be4/SVTzswXRw1tYzgOZU7fjw0nFVeg5MdhwD8Gx9KqmcD9aObHv7b5WMcAN6Oe/r9v87FaNQPNF7gH+J9BMbTrOuD/A/5tP/9/FPAcSoD8KKugcuYw1Kr1YnQglrmh6HVrMpopMgW1PY1kzzXC3q9lfwn8LfAPwP8A/qb33/8e+Ku9/v1v2ohpDHrPq/9zNOoNHwX8E/DtNh7b0tOJquiymHlVVB3oRnAD+lmy1i1FGw0fov3rLUteDQ3//zjtvR+U3SaUNH4A+GJwLKXnxEcxXIJuzF5FJ3VlU0MDNeehG+zlFDuTvwydnG5p4zHOR0MnHwP+OYmg2jATbZe4B/h/g2Np1inACehkeyBdqCrk58Dn0g4qh15FNytF+/u1bNWTEWPRzJzhvf8+vPe/x6CEyTA+PCNoJEqIDPZa1tn7Mf8DJSv/DiXB/x59b/49cBFq3bF8ql+8fxAdSI5NRK0adwbHUQYno9eEB3HyI2/uQ+0c340OpADGo2vPkeie77/GhmMWYzzwJeDL6MSrjA5DN5v37PV7twFnxoSTmOuAK1v83BuBRxKMJQlzUcXRkOhAmjAb2ElzCd7L0Yllkf6c7bqo95dZETwXHYANaCzwTHQQBXAOnqmUlJPQoWDZ2r+L7BiUjLLmuP3FKutx4Feo+qGs1gE/oe+BoEVfcQv9z5XoTwfwMHBZOuG0bT5KJHRFB9KA8WiDSyuDHI9EFUhF//5rRDeq9jArCic+8m8L5V2JnqQt6FDB2rcYvTY4+RFvBNVeXZuE+vaXFdGBmKXtaOB7lPtmZCzq0f70IB/zFsV+E+trk0h/hvZ+7NJUI2rfEag/Oc/JjyHoTXdSG48xGiV5Tkgkovy6HyV6zIrCiY/8m4vWLdvA6gPRq1RhmKZjUFtrka8by+BF4ODoIEpgPPA7wHfQogOzUulCiYCfUO4TgAvRYNazGvjY44C16YaTumGo8mCg0696dcK8TCJq3yLUDpLXi4sX0NrAdtVQy9ENCTxWHk1Bm1zMisSJj2LYhU98G7EQVXpaMhahQ6Q8H86U2R2oZdiSswR4Bx2I5/W626wpq4BfUu6BbTWU2HmH5lYlfhz1bxbZVLSStq834tmorWJiphG1bzHwEvm7uFhDY0m1ZnwUnWAMT/hxo72AtniYFYkTH8VwNhrSZ4NbS3NtsTawoylOW27ZnIoqbg+MDqSEHgDewzPZrMAmAN8AvkZzyYCi6WuAaaNq6EV0fKIRZe9w1LO3t+PRwNBh2YeTiENRBronOpBe5wO3pvTYM1BJ8sKUHj9ri4C7ooMwa4ETH8WxMzqAgqgBb1DeIfYRjsLJjygjUdXNquhASmg48Fnc/mIFtAklA/I+06FdAw0wbdQkynEBdR7aWANwMfAsxS9bm4USU9GJu0Xsn1hKWn3l7U0pP08WXsN95VZMz+KbmaJYjcq0bXDTUWWhJedQNCjf73UxrgGeprUh8zawpcCPKfdoBCuJReibteyrihoZYNqMs4HbE3qsSPeg3ucytTVNRZUfUVP8661EWfWTr0BtPkVtfbkCODc6CLMWrUfvL5Z/w9A8KGvMJeR3q1tRLcDJj0jzUbWsb9DNKqYH+DzwA8pfntTMANNmPELx532AVtgdEx1EwiahAa1ZzyoZhmakZJ10mY3ezOdn/LztGo4Sb2ZFdRdqPbNi2Ej5r3mStA1/fydtPjocceVBjKHAU8BV0YGYWTauRImAG6MDSVmrA0ybefzXKf5Axhq6+SxbBnwsSn5kdZFb/zpGXSTW38yL9HO9juIla8z2dh2amWTFMA3YEB1EgYxA7aPeiJOseej6MS8zyaroImA7+h43sxI6CPgu8EWgOziWtLUzwLQZ4ynHRUEPqlSYHB1IwkagIW3tzHRp1BPACRk8z2DORDNo8j6A90D0NTMrsovxBoyi2Y5vOJuxBG0os2TNRdcn/l6McxC6hj8qOhAzS1Z9eGkebszSlsQA02Ycj9bcFt0Y8jEYNGlDgd2keyp7PfnaFT8R/ZlPjQ5kAC/h2QhWfGeimU9WHIspVmVcHjyCB8Om4WD0Xl3UbXpl0AU8jDfLmZXCMuAD4PnoQDIwFrW1fCHgue+mHBe/09GbcNm2FHSjKog0svrLgPtTeNx2dQA3o60TeRukdiKKzazojgNWRgdhTXsNvUZaY7rQHKmiDtHOs5k4+ZEHpwOvAOOiAzGz5g0HPod2K08NjiULaQ0wbcZWyjE07TA0dbxsF4WdaFDbcQk+5rzex8yzo8nXFPMaKu8tenuYGWhF5Q3RQVjTLkU3Ota4WSiRbsmbgWaSla3itmimoNkrx2f0fD1405RZ26YDvwRWRQeSgbQHmDZjFLrBzNvpeitOQGsay6aG9rgvT+CxDkB/30WYzN4DPI5asmrBsdxAvltwzJoxHbg3OghrWidqt7PmXIcOmix5Tn7kQwdwJ7oGTvt66RngbeBHaN6ImVm/shpg2owF6IWsDD4K3BEdREruBG5t4/OHoHkoWa/LbddJqKQ26g12FL7ZsHIZjbeEFNUDeKtUK3agk3FL3kEo+TEqOhDjOFT9kVbV/NloPhzAQjSbMI9t02aWA1kPMG3GCsozOO024JLoIFJyMSrbbaWl53mKu8JyNPAcsDrguTeiYW5mZVEDNkcHYS0ZS3kOKrI0Ft0Qlq0dNi/q7RZOfsQbA7wMnJPw405Ec+f2tRv4ITAp4eczs4KKHGDajEdJdpZEpHXEzk5J0wnAizS33vl+tMmh6C5Eg7yyqlqZg34uzMrmuegArGVb0M2NNWcZ7VVN2sAmo+TH6OhADICrSW5QfAdKcBzQz/9fCrwHXJPAc5lZgeVhgGmjauhNa1p0IAnZiC50yugQ4FUau/i9hJhKibRMQK0nV2bwXDtx77KVkxMfxTUXWBMdREE9CRwRHUSJTUbzH8YHx2FyOJrrNqvNx7mdwQcrd6EFFd/C101mlZOnAabNGIXmQDRTTZBXHeji/tjoQFIyBV1gzBjgY44BnsgkmuwtR8mftGZ/nI5OTMzKyImPYtuFt0y1YgiaR9ETHUiJTcLJjzwZhl7vW10ecRjwWBMfvwL4FV6ZblYZeRxg2owyDTutoeqAos62GMwI4DW0/nVf03r/X5kvjsegE7ybSbZ3uxP3g1u5OfFRbGdT3llWaTsUVYRaeiai5Ed/rRGWvWtRm3QzW/2GooqRZg9DhwNfAr6IKkHMrKQeIr8DTJtxCXB3dBAJ6UQtC2WdhN+JbmLO3ev3hqMb9yJVG7XjDPTnbbecs+424PiEHsssj5z4KL6+Bg1aY25D7xuWnnHofXlCdCD2v8xHiYy5DX78U7R37Xwz8GfAaW08hpnl0FjgG8DnowNJyNvAV6ODSFA3egOeGR1Iiu4EbkJVLpHrX6OMQG/S99HeMK9xwLZEIjLLLyc+im81sCQ6iIIabFijJWMs8AZOfuTJUHStdNUgH3cWuqZs13jgj1D7v5mVQJEGmA6mB/ga5bwoHo7ml0yJDiRF16CEVVnnmjTiKJTkOqnFz3+a8gz4NetPGV/jq2YYsDU6iAKbiLaEWbrGosO0Ml97FdEKdMjTV2XwBJL/2VgH/JK+W7PNrACKOsC0P3NQSVoW2zKijEGDzco8dOtUYAdK9FRVDQ0m3UZzJ3qHAh9PJSKzfHHioxw2AtOjgyiwc9DsA0vXGOCTwNToQOxDDkIHgkft8/u7SKcaaibwQ7Rm18wKpOgDTPd1CfBr9Ocqu4ko+VHmXfMHojezg4PjiDYF3eBdQ2ODSl+n2gkjq45n8NC5MpgGbIgOouC20PjMA2tdPfnhisp86QIeBu7q/e9bSX/+zVbgPZKby2ZmKSrLANO6jcD3qdYNX33d2rjgONI0AvUwfyQ4jjw4D224GSixdwFev2bVsY5yv/5VyXa8nrUdPegwpJ3ZUNaY+iY6Vynlz1nowOyJjJ7vSOCnwNqMns/MmlS2AaY14LfRG34VTQI+Rbkv/juA+9Hg06obAtyBhnqN2ef/daNJ515fa1VxFzAjOghLxGLgxuggCm4RSgZa+urJjwOjA7EPGUFrq2vbUR8Z8EM8ANcsV8o0wBR00/8esCY6kGBVSH4ALEctHz7R0knTVtSmVuv9vfvQzYNZVVwLLIwOwhLzGk7ctmstcGJ0EBUxHN1kHxwch+2xjbjWk2XonuTqoOc3s15lG2AKcDzwAa1vvSibettLmQeeAsxDa+UmRweSE6ejr8e5eNCjVc/F+CavTC5Fr2nWuhp6Tyjz/K88qSc/POch3s1oy0ukbuB30erbKrXem+XGAso1wBRU6v9jXFK2r3rlR9mTH+NRa5OrG6QLVT3txtPmrVrOQBstrBw6gZeigyiB6cAL0UFUyHA0V2J2dCAVdiTwaHQQe7kI+AU6lDKzjJRtgCmocuUr7Cnvtw+rSuVHJxpo65LCPcYDj6GhXqOCYzHLwnF4mG/ZPADMjw6iBC4BLosOokKGAq9QruvtohiF2uTytuGrPlPxi+QvNrNSKdsAU9DE8u+g9YU2sIlUo/ID4Dq0BtGJsD3moj7X1ShBZFZWC/BAzLIZi9/nk7IdD//NUjdKfhwSHUiFdKCveZ7XC9+CZn8cHx2IWRmVbYApaK7DL9GfzRozCbWDjI0OJAPHA6+jhI/t8RHU6/2R2DDMUjMduDc6CEvcFvbfWmXNG4laMJwAz0438CoDr5235NxLMe53pgLfQ1XrZpaA+gDT71KeAaYAq1Cm1IOjmjcRJT8mRQeSgTGoN3xpdCA5U0ObL3YBRwXHYpa0UeSrr9uSMRdva0vKEvy1zFo9+XF4dCAldzxqjSuSDWhG4bzoQMyKrD7AtGxvbtuAd1Gbi7VmLJo4flB0IBnoAO4E1uPWl311o3LLHbgM18qjA9gcHYSlYheuVEjKIygBYtkZggaOe912Osaj14giXuvNA34KXBMdiFkRlXGAaQ34LVSmb+0bjlpB5kYHkpHj8Mrb/owA7kOrb70BxsrAa5zL6Ww0oNPa14UOQLxeM1ud6ADviOhASqaGrmmLvtnRh7pmTSjjAFPQzerP8MC6pNWHbh0ZHUhGJqAp3ydHB5JTk9AAwceAccGxmLXDiY/y2hkdQInMAp6NDqKCOoGtVOfaKwsP42s7s0qpDzA9OzqQhJ0G/AZPPk5L/Q34hOhAMlJvfXmEYpZDZmEm8Dz6GlVhEK6VjxMf5bUat2gk6Xo8JD5CF2ozjZqzNQxtRVwQ9PxJOg1d15lZBZR1gCnAOtTzVoUVrJE6gKeBM6IDydAy1Gvr763+zQCeAp7ACRArFic+ymsYStZbcnYAU6KDqKBOtF4460ReJ/AyqpD4FcXYgNKfg9H9T0dwHGaWgbIOMAV4G/id6CAqZj2wIjqIDNVbX06MDiTnZgKbcALEisOJj3LbiNYWWzLGovdC3zxmrz7z47iMnq8DJQ7rlSaj0UaRqzN6/jTsRm3+XdGBmFl6yjjAFPQi/AP057PsrQUujw4iQzX0vXYXvugbzGzgBdQCc0BwLGYDceKj3KahFZCWnGXArdFBVFQHmrWSRUv3JmDpPr9XA75FsdeAX4kOgmdFB2JmySrrAFOAo9E8j+XRgVTYQcAXooMIcCo68ZoWHUgBTEEXSM8ABwbHYtYXJz7KbzvegJC0TXjbSJQO9J6a5ry1B4HzBvj/n0ObfopqHvABXglrVipfp9j9eP25AngP3XhbjAnAJ9F60yoaDWwBrooOpCAmoPaol4D5wbGY7c2Jj/JbjDe9JW0IOgDojg6kojqAzcBHUnjs1cC1DXzcq8BXU3j+rHQD3wTeDI7DzKxfO3B/XrThaAe6h33Cx4Bd+GvRqDHoJGk7sCg4FjPQyemQ6CAsdZ5LkbxD0QwVi1Gv/Dgtwce8CLXzNupB4NsU+5p8O/Ajyrf0wcwKrJ6Z3R0cR9V1A2/gapu9TQZ2kuzFR9kNRSdKrwGr0NA2swjrgHHRQVjqLgVOjw6ihG7HX9dI9U17SfwdnE5rM/OuQ1XYRR5ovhz4JWqjNzMLNR0NIrouOpCKq6EbfLcq7K8DuAV4EVXEWGM6gDPRpPp78NfOsncn2kZk5daJWu0sWR143Xu0DjRzpZ3Dl+NR60yrTkWJgyIfik1FiyA8uNfMwpyFBhAdGR2IsQn1Slv/ZqMqhmOiAymgY1DJ6QY0FNUsC9cCC6ODsEw8gBP3aZgIvBIdhPEIOkho1pHo8KHW5vMvBH4NLGnzcSLVgN8FvhgdiJlVzwbge7jvLg8epZyDctPQBdyHhnm6haN5BwKPoyTIScGxWPldhL/PqmIsmolgyTuXxgZiWro2ABc08fHzUdIqqRkdk1HbS9E3Lm4AfowGs5uZpe5zOOOaF7cCK6ODKKAlwNvAIcFxFFU3mv/xHJoy7zYYS8MZwDnRQVhmtqAhy5a854C50UEYjwAXNvBxh6A2paSHO49ELSN3JPy4WTsBeB+18ZiZpWIsmq58f3QgBmh18E3RQRTYcOBZNACu3TLSKjsWzU95ArUTmSVlCUqwWTXMBdZEB1FSPcBbeEtSHqwFVgzw/2eg7Xw9KT1/DfhPwAspPX5WxgLfRxW8ZmaJWozmeSyLDsQA9YqujQ6iJE5G23AOiw6k4CagNqKdaEtDd2w4VgILgBujg7BM7cJtiGlZhDYlWby1qJVvX9OBTwEjMojhc8CnM3ietH0a+COKvbbXzHLkVlRSNj06EAM04fvZ6CBKZgi6aX8CrXO19ixGU+i3AUcEx2LFNQ1XAFTN2cAl0UGU2H3AidFBGKDXtov3+u9JqCpnVIYxPAd8M8PnS8ttaHONt4CZWVt2oRdFZ1Lz4XC09s+tGelYCLyJ+ketfePRKtxXgKvxLBBrzig0vNmqZWd0ACVWQxWOo6MDMUDJjytQ28ZbwLiAGNYC75Jea01WFgC/oO9KGjOzAfUAX0PZYMuHg0h2wrf1rQbcgvpfszx5KbsT0PDCF9FAso7YcKwAOlDlkFXLaoq9djPvpqPXYcuH9cDn0UFBlIuAn1H8TSn1e5dt0YGYWXHMAX4FXBkdSA6dA/wB2bf91Esgh2X8vFU2DSWaLh7sA60pQ9FU+63AJrxpwAbm5Hv1DEOvD5aeS4DLooMwxgOfACZGBwIsBX4NzIsOJAE7URWLq0zNbECXoBc+D3rc37nARvRC+hYwK6PnHQV8kpgSSNNWiVdQ8smSNQm4F/gP0YFYbjnxUU0b8VyxtG1HG0QsxjjUdpSnKos5aFZGGdp9V6FD3COjAzGzfNoIfA9nSPtyHvr61NWTH2mv7+xGu9ynpvw8NrBxqOT+FtyikbQaLku1/jnxUU3TgA3RQZTcSDTTylt0sldPehwQHUgfJqDkRxkqgqYDPwVujg7EzPKjBvw2Krez/S0HHurj94ehi4Y5KT1vJ6o0KEPZYVk8hNdrJu00PIzM+ufER3Vtp/gDF/NuCaq6s+xMBN4mn0mPum7gB/R97Vs0NeC3gH8fHYiZxZsEvIdXBvbnfODBAf7/UJScOCTh5+1AwzUXJfy41rpu4HVc8ZG0F/AKYeufEx/VtRgnmrOwHjg6OoiKmISSHpGDTJvxWygBWQYbgR9TnK+9mSXseOAD4KToQHLqAuDjDXxcN0p+JDmk8TFgWYKPZ+17GM++SVoPvrG1gfn7o9pew8nmtHWh1l23OadrMsVKetS9iRIgZXAGmmO4NDoQM8vWHSjzmaehSnmykoErPfbVDbxKMjfGt6Mhs5Yfc1AyypK1Eif4bGBOfFTbpcDp0UFUwGzgmeggSmwyqhgdHR1Ii54B3kFJsqIbD/yQcrTxmFkDPg18BfW92f5WAg+08HndwC5gQRvPfQ1wXRufb+nYBYyIDqKEXsKvQzYwJz6qrRO9Tlj6rkeVrpasA1FFzajoQNp0I/AjylMZ9DbwO/gaxKy0eoDv4Kz+QFYBd7Xx+UOAl2mtX/YCPGsljy4FLowOooTG8eFNSWZ9eRq9rlp1PQDMjw6iInYAU6KDKJFZqFWk6EmPuvNRi3xZVk2vAf44OggzS948tJ7KN3D9uxS4M4HH6QSeB05u4nNOAB5N4LktWaNQIsuStxo4IjoIy72HKV5PvCVrLD6wycpYPFclKYeiFuiybSY6Gngfzzwzs5xaBfwCZZ6tb5eh2RpJ6QCeAM5p4GMXoqnZvtDIn2eAg6ODKCmXr1sj7gRmRgdh4bYAY6KDqIhlKDFtrVuM3uPKWq02E/gVcFZ0IGZme9sKvEv5Ms5Juhy4LaXHXotmhvRnNjoRKMPAqLI5ErcepWUGcH90EFYI1+DKINPWNL8eZ2cT/rlr1TKUqCv77IjRwM+AW6IDMTOrofVTb0QHknM3kGylR19u632efU1EJaVOSuVPDf3slPW0JtqDwEHRQVghXIRXrpvsQq2klr6hwCfQ0HZr3HnA41SngrcGfBO3aptZoMkoC3tjdCA5dyPpVXrs6yrg7r3+ezTwSdRPa/lzK3BqdBAl5jYXa9TpwLnRQVgunI1XvWfpUHQTb41ZgVqcq+hzKFFmZpap04DfAMdHB5JzN5F9D+tH0RaLYWi1mSen59MkNJzW0nEU+vkza8QSNKfKDGBndAAVcztKPtrA9j3cqqLdwFeigzCz6ngIzfMoQxXB7aRXKrgauDalxx7MOcD30GwPy6ftqA3J0rGJcrxGWTbm40SZ7bEaOCbouRcB/xbd5FZFB5pD5s1K/RsOfAm3BYHaWL+D59aZWQbKMmDoLeCrwNMpPPZtwNUpPG4zjkO9yp7tkT/L6HseiyWjBmyLDsIKZRoeaml7DEND27N0OKo0eRC9b1dtIPlE4JXoIHLuEFTx4Bk0Gkj9Hj7gMDMb1GeBN3v/fSk6HU7KLcQnPermoMGmo6MDsf+lG3id6gwli3AaGlZp1qiRwGPRQViubASmZ/A8hwEvAA+ghEvdUuD6DJ4/T84lrlK2KI4Cno0OIidOBX6Bh5ibmfXrt4Dn9vm9s4CPJ/DY95C/8tQpwKfI5gLOBvcgunCx9LyAtgWYNaoD2BwdhOXKNGBDio9/KPAiSngM7+djXuXDyZAqeA6tFbb+nQasiw4iJxYCv0ZzmszMrFcN+Da68ezLRcDaNh7/XvKX9Kgbicoj50cHUnEz8fT6tPWwf2LTrBH+vrF9bSf5dtFZqMV2A4NXYx6BDlSqpAdt7vCa94GtwINO6yYB7+NtTGZmgG78f87gq3dX0toWljXAFS18Xpa6gZeBk6MDqbBd6HvR0rMSzVAxa5YTH7avxQx+3dCog4FnaCzhsbdtTX58GSwCHo4OogCuAa6LDiIneoDvA3dEB2JmFmkC8AGN9/xfR3MXOvcCFzcbVJAO1Md+QXQgFXQJOqGxdL2EqrvMmuXEh/Vld5ufPwe1tDwMjGrh8w8G1rcZQxHdB5wYHUQB3A8sjw4iJ2rAf0LtrmZmlTMTJT1OaPLz7gAub+Dj1lCcpMfe7gRujg6iQobT/sWzDW4cGkho1gonPqwvlwKnt/B5xwI7UHvtmDZj2AxMbvMxiqYGvEH1ql1a8SRwSnQQOfJZ4DPRQZiZZWkhSnoc1uLn3wVcOMD/X0uxN0dcDjyCt4tkYRPq67Z0rUY98WatcOLD+tKJKskatRTNBrmH5AaTTiTZ7XNFMR2f3jeiA1UVHR0dSI5sBr4ZHYSZWRaWokFH7a642gCc18fvrwU+2uZj58EJwCtUb2p8lhaiUlRLXzM3J2b7cuLD+vMAAw8HHwKsQltYrkXJkqQ9BsxO4XHz7hLgsuggCqATzRHzRpw91gDvkvyAYjOz3DgfeA8Yn9DjPY52hdc9wsCVIEUzG01Qr1oZbRY6gNfxdPoszMAJJmuPEx/Wn7FoMOm+RqLNGm+R/nXBKOD5lJ8jr15Cr/E2sG6UfJsSHUiOXAT8DM37MzMrlWuAP0UzFZLSgUrmjqN8SY+6ccCbtN4WZH27GTgtOoiKeJD2K7ys2pz4sIFsYc+sjklo4Og24PAMY7gPOCrD58uLkegaxYOrBzca+CS6rjM5Cfg1sCA6EDOzpKwF3gG6UnjsGsqi35vCY+dFF7qw66u1x5p3ANU9nYvgNhdr19PoxNSsLwvQvInn0TDJaQEx9AA7A543D5ZQ7muwJE1EyY8R0YHkyCzglygJYmZWaM+Q/hCjGrCV5jfEFM2dwK3RQZTAi+hU0NJ3FHBTdBBWeA+TXIuklUcnmun1Cqq4iN4ychNwcnAMUdbjAZ6NOgh9z6ZxGFhUo4Gf4JkxZlZgu4EvZPRcHcCzwEcyer4ol6A/p8tKW7MUrwvO0ibUg2/WjjuAg6ODsNyYBHwcrVRdRToDS1vRCbwWHUSQLjRPxQPZG3M4qob0tdwe3cD3gXXRgZiZNW9N2IIAACAASURBVOuzqO8zSx2oJPr0jJ83a0+iCwxrThe6UPaFRjZqqM/erF3X4HXIBotR2+dm8ruGfCWwPDqIILPpe9Cs9e14dJBlH/bbwI7oIMzMGvVbxA2j60CnzGcGPX/aFqFyQJdINu9+9PWzbJyGprabtWsF1W0hqLoetIb2TWA1+a8oqG8Mq2qC/QbgguggCuRM1KZlH/YmupcwM8utbuAHaItDtA2Ub8vLeDQAyvMpmjcDVcpYdl4AhkYHYaVwOnBudBCWqXnARmA7xZsdcSpwZXQQgXbgta3NuIJ0ZmGdSLGHiz9FeosRzMzaMhL4OXBjdCB7WY8Gn5VBDa0DLvsA17S8yp51h5a+HryC1JJzLHBpdBCWuh403PAV4G6K/Zr9BtXdRDQWzTrpiA6kQG4l2de4w9F1z1dQAqGobgTeBYZHB2JmVjcBeI98nsitBS6ODiIBX8VDOVt1HvCx6CAqZiWwLDoIK435eDtQmZ2EEqUvAKdQjhvmY4Hbo4MItAxvoWvWeuCcBB7nWFTpUa+U+BrwRAKPG+V84ANgenQgZmYz0QtSnisR7qXYN74vADujgyio4Wi7kGXL0+otSVNREtvKYzrazPIWmt0xMjacVLwMjIgOItBTwMLoIArmaZQIbNUylETc9/33D4HH23jcaIuBNdFBmFm1LURJjwXRgTTgXuDq6CBacDWq9rDWbATmRAdRMePQ190sKSOBx6KDsLb1oPWzz6M5XHndzJKUeSi5U1VDUWKrqi0/rehAh12HtvC556H33v4qpv4QDXk3M7MmLQXep1ilZ7eg6fBF4Q0u7TmcfAzarZrVePWoJasDrTG1Yqqvod2JtliUoZWlUS8AB0QHEehQil1pEGEI2gw0s4nP+SiNtbN8A1fPmZk15Xw002N8dCAtuIdi7Af3Bpf2dKDhat4qkr0iT5G3/PKw3GKZDGxG7R4rqe5r8TRcAXcH2sxkjRsGfAL9HA3mSjQMuBE14E/QtbCZmQ3iOrRdpIgTlruBn5L/TS/e4NK+64EzooOooBm4lNbS4cRHsUwBXowOIic2AQdFBxGoA83aKuJhWaQxqPJj1AAfcwvNb1OsAd8D7mwxLjOzSlhLcXdq14Afon3peecNLu0ZD2yNDqKiHqTaF/iWHic+iudlPOQYNPdoc3QQwSaiNcXWnGloTkpfFVP3A9e0+Lj1yo8bWvx8M7NSewb4ZnQQLaq/wF8XHUgDvMGlfS+iiwXLnttcLC1OfBTPZWgemMHDtDawskzOpfUb9Sqbgypm9j50XANc3Obj1is//HdiZraXGrA9Oog2fINi9DN6g0v7jgNujQ6ioo4CbooOwkrLiY/iGY6H0taNwIlh0EafudFBFNAR6Dq8hlqnzkrocbvREP0ibj00M7N9fIliDBbzBpf2dQFvAJ3RgVTUJmBsdBBWWk58FNN2tKXCNFPh+OgggvWgweO+1mne6cC3gJMSftxu4MfAJQk/rpmZZeizwLboIBrgDS7JWIMqPix7NYrxs2bF5cRHMZ0PnBcdRE4MAXZFB5EDi1DrjzVuOGp3OTKlx68nP1ak9PhmZpai19AqsLzzBpdkHAg8HR1EhZ0GXBQdhJWaEx/F1IVmV5lcjTeOgQZznhgdREGMR9tdZqT8PMOBXwAXpvw8ZmaWoOeAz0cH0aCvonVk1p5XcJtFpBfoe+q8WVKeQqeSVjzPoZsq02HH62jFa5XVUGvq6OhAcu5g4G1gQkbPNxJVIC/P6PnMzKwN64Hfjg6iQd7gkoxz0PYAi9GDT+MtfQ8BB0QHYS1ZBlwaHUSOnI/nKQBMx9VAAzkCXSMOy/h5RwLvoUpOMzPLqfspzlYUb3BJxjDg1eggKm4lurExS9Md6PTTiqeDYm+GS8OreMAnwMfwwUVfzgC2Evc9MholP/zebmaWQzcC70QH0SBvcEnOY8D86CAq7iVUtmyWpqtJb7Cfpe8pNKvA5GTghuggcuIl0p9fUSRXo+rlaOOBXwFLowMxM7M9VgLvUoxEgje4JGcengwfbRzFWBdtxbcC3SxaMS1CBxS2x26yb2PIo5HAmziBDlp5fFN0EHuZALwPLI4OxMzM4Czg52jOQN55g0uyXqMYf+9lthr1IZul7TS8FrXoXooOIGcWAvdGB5ETJ6GV9FXVgQ4R8vgaNwklPxZFB2JmVmUnoOqJokwF9waX5FyDp47ngW9kLCvH4gGZRbcBmBYdRM5sozjXMGl7BDg6OogAQ9F7aZ6rKqYDv6aafz9mZuEWosFLRekZ9gaX5IxBQ78s1gw0UNgsC/OAm6ODsLbMAe6JDiJnDkY3/KZ25beoVvvPOOCTwNzoQBpwEPAbPGvJzCxT84A/A6ZGB9Igb3BJ1hZ0+mCxHkQXQmZZmAqsjQ7C2vZydAA59CwwOTqInJj9/7d353FW1mUfxz8zDDhsIyCLgogrKi5IuOVGPgmaeyqZppbm9rhUbphbopCaoCBm7j5ZPqZZZovmviuIC4i4VlqPmaGmZGrkAs8f1z2vORxmYM45932u3+++v+/Xa17MMMM5X2bOnHPfv/v6XRdwnneIOppLXI1dhwEvE8dCjYhI9IZgix7reAfpJE1wSdfm2FhL8adtLlJPPYGzvUNIzU5AJ03lBmBTb8QcCuzuHaJO9gCe8g5RodbFj1iOw0VEotQfe7KNpcxOE1zS1QW4OvlTfI0krM7zkn8NWLWXl+5Yg9UileFnYTXgNO8QAToLq3YQcymwqneIOvkO8GvvEBXaANv2osUPEZEM9AJewDp/x6BIE1yuBy7Arshm6Thgy4zvQzpnEtDHO4QUzoUZ3nYvYENgZ+AorNx+avI2BTgXuA84JMMMRfEj7wAB6o091sT0wSa3NXgHqZNriO/3YgR2MVJbjyUoKrGX2HUDHgdOTP6MwV3Yi9gs7yAZ2xO4HXgC605/E3B/BvezKjYNYHYGty2VacROEhd6BxHphJWx/gkDsKrB1bGqg27YY3lx8ue/gNeTt/uA/wM+Lrutw4mn4jBkc7CqsWe9gwTkX8Ab6PvSaiFwIzYJ7yrnLPVwOPa8czRwhXOWznoB2Bc75vsC8KZrGpGEFj4kZk3Yye5ZwJ3OWTprKrYKfrV3kIz1x0q/WxsOHoW9eO+KzaP/IMX7Oh3t7w/FGOAh7xBSKH2wkY99sJGPfbBpCH1K3rqVfH0DsCR5/31gAfAW8A52Uvkm8J8qcjwK7FPFv5Ol/QIr79cJ/tIux44fjvMOEoiHgLHYFL/5zlnqYSzwNPAqcLdzls6aDxwIPAJsiz3XirgqSpmY5E8jMBMbA/tT5yyddSDWmGusd5A6mAGcA/yj7O+HYeP5bsauYNRqHHa19n9TuC2p3VTs51vNiaPE6yvALtgCAkBX4JOSz5d/3J4GrEfPp+38m9b3u2CLFkuw14DPsKvh/8EWMf6JXQ1eCLxX8n55dUZWZqMtd2m4FBttu2RFX1gwh2EXTh7zDhKIlbAFoaOp3++4p17Y4sdewEvOWSqxNbATatIrIlK1B4HjvUNUoEgTXA4CdlvO5xuSr7kA27tcrZWwMlct4IahmWz7LEi4DkLbPEDb7dLyVewKsSytC9bbQtqMoFgVn+thi18t3kFERKQ+7sa2t8SidYLLIO8gdTCYzk9XGIxVhuxU5X2dgTUclDDsB+zgHUJcHA4M9w4RgCe9A+RED2xhXJa1L7ZlVNocA/yXd4g6GoNdSGv0DiIiItm6GbjYO0QFijTBpQFr2lrJlYgG7KTpQiqbBLIecGYFXy/ZuwQdiBXVccAa3iEC8Di6EpuW6RSjQrIaV6Ln2lINWNPPft5B6uhQrFG+iIjk1NXAtd4hKnQP1nm8CI7CGppWY1Vs8ePgTn795WQ/Ilc6ry/WtFaK6WRgoHeIAPwE63UitdsdfS87MgbrGSZtBgKXeYeos4uJp8edSBC0YiyxmIL1dPimd5AKTAX+QP4nuACshc1rf6DKf/93YALwLlY1suZyvvYAbEzuh1Xel6RvPPBL7xDiphlY5B0iAM8CW3mHyIm7sObVsqyHsBGh3VbwdUXyFvBbOn/xJA9OxC46nOodRERE0jMRuNU7RIUOxKo9iqARK73tntLt9QC+h11F7lL2uRZsS4WERT+TYpuETsLAtjTe4h0iR6aQ3utKR/piY5BjMxqbZiJLm4JthS2SWWiUtohIbozwDlChIk1wATiBbK5yboZVy5SOhzwPWD2D+5LqrQGc5B1CXGmaj2nCTkIkHWOwarIsjMYet9OA5zK6j6zNQFs+yzVjF2LKL5rkWQ+sgb4ma4mISF0VaYIL2FSVMzK8/SZsbPFF2EHwtzK8L6nOBGCodwhx1dlJTkWgyS7pacRO7tPSGzgSOzE+EuiV/P2jxHeBBWyS0ineIQI0iuJt/xgCvIJ6LYmISJ0UaYIL2KLEVdSnxH1NbP9uVlf/pHra5iJa+GijhY90TaayiV/taa3uuAirJCw3BvhNjffhZQqwineIAJ0EfN47RJ2NBp5H2w5FRKQOijTBBeB06l9auQdwDXFencujkcTVcFiyoYWPNrMpzjbHevgcNrqzUitjVR3XJH+uaEvIPOL8uQ1GE7Xa04htle3tHaTODgQe9g4hIiL5NhWbRlIUo7CO4h66Y9trLqB4BzWhmUTtV2Mlflr4aPNLNNklbZd28uu6YCNwpwHfx7ZidtYk4KwKc4XiXLTdsD2rYxUxRTMR+Jl3CBERyaciTXABGyt8Ff7Nw9YGpgOHOOcoqkbsBENECx9tJmINnyU9Z2GVDR3ZCPgutkAyHuhaxX00AXOr+Hch6ItdCJBl7Qvs7x3CwS1YM3gREZHUFG2CC9iVseHeIUrsBFyOHfxK/ewI7O0dQoKghY82uwLXe4fImXWxJtelVgO+jfUY+jbQP4X7uR3YIYXb8XAqlVW4FMkMbPpY0cykum1iIiIiyyjaBBeAbYGjvUO0oxk4DTiHtk79kq2pWPWPiBY+2rQAj3mHyKFLsef58cAPsaan66Z8H8OBB1K+zXrpiRpNd6QFq1JtTPH2pqd0W1lqAuZTnIb7IiKSkaJNcAE7sLoCaPAOshxrYld3DiO9gxxZVjM2JUEEtPBRTpNd0tMN2B34Pfacs03G9zeHePsWHYP6y3RkG6wyqFajsaapvwdOTuH2stYPeBkY5h1ERETidTfFmuACdtAZS7noVlg3/128g+TUfsRbEi7p08LH0mZ7B4hcF2A74GxsBO0e1G9E59HE26i8K/Fmr4czaH+ccWc0AMdilaVdsAsrz9Vwe/W0KfACdsFCRESkIkWb4AIwlviaiDZgZdHXoP4fabsEVdRIGy18LO0p7wAR8lzsKBdrk1OArwFf9A4RqCbgWmwyXCUGYH3Eti/7+2FYNYXX47QSe6BKNBERqVDRJriAlf1e5h2iBj2w0btTSacBXtH1xSZXiLTSwsfS7iSsBtChal3smIj/YkepG7DX+hg1Yv0sQt6S6mltbNRxZ+2IHf/06+Dz47Hf9xh8B/iVdwgREYnDZsQxwWVL0j14nE4+GrgOBs7H9uWGcHAdqyOBTbxDSFC08LG0i7E+Q7KsPsBXsVHYU4CdqW78bJYGAU94h6jBbsA+3iECdhjWN2Z5mrARycex4kWknwGnp5CrHq7FmgOLiIh0KJYJLv2A14D/IZ2O9/smb3myObYHf4B3kEhpcoCU08LH0g5EJxel1sQWTC/BFju2I/ytcjOBod4hanAF4V+k8XQpHR/PrYFtka2kf8fTWOPTGNwPHOUdQkREwhTTBJfZwDisidXZwPE13NYArPw4b/phP0+p3BrASd4hJDha+FjaEOA+7xCOGrGTwDOxxY5TgfVdE1VuN+Dn3iFqsBVwqHeIgPUBrmTZao4vY1WuPSu8vUHAK9jW2tC1HtOO9Q4iIiLhiWWCy4Us23R1J+zKRjW9LS6l432tMbsLveBXawJxXwWV9HWhsj3zRVHEyS4DgR9jJ45fJd6xsK3mE35lyvJcTuWNPItkDFaJBHaxaBK19XbZG3ig1lB10gf4I7CBdxAREQlHLBNctqDjA+0+2IHobhXc3jeAL9WYKUQjgMe8Q0RM21ykXC/ge94hAlTECQpN2GtmXkwDTvAOUYONgW97hwjcuViVx7VY49NaXYf1EovBcGwqjYiISDQTXJqBPwCrreDrDsa2rqyoFHMIcF4KuUI0GzsYlMqNBL7pHUKC0x+rBJKlFXHhA2AG+Zko0kz82yKnAS3eIQLVgG3d/AHpNth9BtghxdvLUuh960REpA5imeACcC9wQCe/dk1s1N2oDj7fgJXH9q49VnB2AX7nHSJik4i/dF3StzrwLe8QAXqIYp5UHIYtkubFfcTTtLI9awJneIcIUGsD0zEZ3HZrM/xeGdy2iIhIqmKZ4ALWvPSmCv9NE3AiNn6tfP/yMWRzIBCC+VTX60TscTLNO4QEaV3a9slLmysp5kjRVbFmpnkxCuvzFbPzieN4pl7GY9t/s1yYGAc8nOHti4iI1CymCS5rAc9TffO1LbGRd6snH6+NTYLJo+OBq71DRGxHrHGbSLmNgUO8QwToaOLZ65+26d4BUjaPOKZ1dGQAMNk7RAAGYhWte9Tp/qZj45tFRESCFMsEl0bgOaw5VS16Y83ovoqVfTbXeHshasQWiLp5B4nYVGAl7xASpM2Br3iHCNCmwG+9Qzg5h3xNBJtA/CewZ5FO885Y7QtcBqxS5/t9EttmKyIiEpRpxDHBBeAWrClXWvYFfkI+t4LMAE7zDhGxZmxUskh7tgP29A4RqCKOtAXYlnwthjViVR8xa73IUTQrY81LD3K6/xas+XyeFgJFRCQHtvIO0En7AHdlcLt9sQaWB2dw2156Yf1apHr7EU+Heqm/nbD97LKsok526UL+TrJvpX5bJLJyAvlqPLsiY7EtrkOcc3wRmOmcQUREJDoDgZfIdkvKbtg+2MEZ3ke93IqNJZbqXUL1fWQk/3ZHC2MdKWrFB+TveWMY8Jh3iBo1Az/0DlEH3bHm7YcTzmjlydhxlYiIiHTSHGCbOtxPH6w8NOZpDcMo7hXXtPQFJnqHkKDthzVKlmXNJO6mmLU4mLjHwLbnSeziQ8wOw7Yi5dXWwHXYtKnQPE78VUMiIiJ1MY36d8v/EktPfonJw8QxnSdkRwKbeIeQoB2ENfKUZd2IlbkX0QDsqnue7A9c7x2iRl2wUct5tDVWZRVqpVEPbOttHnupiYiIpGZH/PaIrow1tzyCcMpGV2Qb4H7vEDlwiXcACd7h1D5dKq9OJX8n/5XI21hbsAlhsdsX2NU7REYexHp7hGorYK53CBERkVD1AF7Gvyv4OOxK0RrOOTrjGWCod4jIrUG6k4Mkn44jjucED2OAm7xDODqL/F3dvhJb7IvdlYRbGVGLFux4qck7yHJMBK7xDiEiIhKiR7B99CHogV3BPJ5wD5r2p9gnG2mZgBaPYrKK0/2eBAxyuu/QdaPY0xy2JH/NpVvIR++oMeTvZ9PqcOBm7xAr8BB2rCIidRTyiqiI2CLDn4BfeAdJfAScB2yHjYm7CHjBNdGyzkbNFtMwBHjdO4R0yubYtorXko8bgcUln38HeAt4O3n/zeTPj1K472ZgUQq3k0cfYz0Viuop7OTuRu8gKXofe7yPILzXvko8BFyFHVt87JwlbdcA38D669znG6VDOwPPAo8CbzhnESkMLXyIhGsEdtA40jtIOx7FTnh+gp10hWIicDvwgXOO2I0E5nmHkE7rj41KbK+vTUPy+QHJ2xrAFsnf9cAWSZYAn7H0Sfpn2O/Rh8nbeyXvfwAsTN7vQ/YLH31o6y/Ut+TvV8KaBYYslr5IWViM/f+7YI+nvDgVuADY0ztIja7Eprxc4R0kA3tj1bIbsfQicCgWAeOB3wGjnLOIFEaRX5BFQtaENVHbFav4CNFzwE7AAu8giW5Ypg0J80AnJpOwap6F3kGkU74JPAa8lPLttgA9k7eVgd4lH/cBepV8XKq9KpCVgP+083efAZ8mHzeVvN8V+CR5/4MO3t8BmyoTstnYtImiPicdALwKPOEdJGXzgc8Rf7XEDOA0bBEzb44Ctifs54iTgM2w8c8iIiKF9BvsRTtUP8JOjkNyPXCMd4iUXARciz0GetX5vhvJ5zSGPDsLW5Qomh94B+iEX1PsK7p9scdn3pyDbauM3XDgFO8QGZqJTcUL2T2EvTgjIiKSma9jCx+hWg+Y4x2iTD/Cy1StrsDFyfsb0FZ9sWmd7n9HrExY4jHFO4CTGBY+JgPHeodwlseF1CbyM5Z0Cn7NkbPWH9sOF2ozdrDH0kvAOt5BRERE6mkQ9iLdzTvIcjwDbOwdosxdwFjvECk5CNi27O96A0cC1yV/ds/w/qdiWxAkHhd6B3ASw8LHXmh05enkc/LP77DtVrEbjPXHyqvvYBWhIRuBbW8OeYFGREQkVXMIuyz6BGyaS0hGYP0N8uLyFXx+NHAuVma9Vsr33UxxT6JjVtSfWQz/737Aw94hnH0OOMQ7RAaGAw96h0jJueR7fPksrNdOyL4F3OIdQkREpB6uI7y+GaX6AS8T3hWJ2YRXgVKtz9P5E4SB2N7sq7Du8GmMzdyPfFzBLJoYFgCyEMv/+0nvAM4asO16eTQHa/Qbu77YpJq8GoiNHw7t+KXc7cDR3iFERESyNJbwrxw9BHzRO0SZXbBy47y4BKu6qEQXYA/gh8DJwKo13P90wj8wlKU1Aed5h3CihY94XIQ9VvPmaFZcpReLU7GpaHl1EuFvO2vCFtP0OiwiIrnUglVS1Ht6RyX2w6YThGY+1rwsDwYDZ9Z4G2slt3Ep9jOrpFdHX2xSgcRlKFYiXUSxLHzM9g4QgPHAdt4hMvKsd4CU9MQW3/PsSWAL7xAiIiJFNROrXAhVN+AVoId3kDLHE16/kVqcDQxJ8fZGY80fp9K5E44jgU1SvH+pj62wRa4imoxNQQrdPaTfjyc2LeS3geYNwIHeIVJyDPackldDsCaiIiIiUmcTCb9M9jbgCO8QZRqxg5eQp99UYiWy2wPfHbvaOgOYQMdbYfJ+pS+v9sF6wxTR6cDK3iE6YQZwsHeIAORxrC1Y1eEs7xAp6Qr8yDtExiYQ/nGXiIhIrmwBPO0dYgW2IcyJBDOA07xDpOgb1Ocq2+pYH5ArsCaqrWNx18D2P0t8jgOGeYdw8h1si1jovk5+T/orcSrpVrWFZBb5qer5GuH180rbM1hVpIiIiGSsCXiR8A8CnwMGeYco0wv73uXJFXW+vwbgC1iVyfnYFb7V65xB0vF9KuvlkidHAut6h+iEtYC7vUMEYFPgm94hMrIb8HPvEClpxKaFNdR4G4dik1Q2SyNUyoZiPcJEREQkY+OA/b1DrMDlhDle91bys58aYHt8/z+9sCvSl2B9RtTnIy5TvAM4+how0jtEJ6nBqbnYO0CG5pOfaRy7YdvoqrETtnAyBlv0C/WxPxGrHhUREZECWw8rBQ3NMPI3GnIG4fQq6YttgbkEW/TK82jDvCjywseXiae/Sagnf/U2lTga0lbjYuAE7xApuoLKRhCPAC7DXkNKq0V+ji2uh2gOsLF3CBEREfEzBzuICc3DwNbeIVI0BPiud4gO9MMOYC8AzgDW940jHSjywsc44ulFkLcF22rtjW2zS9MAbNvTtfhuKWomzAsG1doK266yIkOw14mTse9BuWZse2qI1TDD0JYXERGRwjoBuNI7RDu2AO7zDpGycwivh0p7VqGtEuR7WEWQhKHICx/bAXt6h+ikR7HFxKLrBZybwu30p21hdhJtI7vnpnDbtbiXfDXNvJy2JtjlemLHCxdhi0/LM4FwG/xOIt9bsERERKQd/YGXCfPKzDNYQ7K86E52I2yztDo2TeMS4ERgHd84hdYT68tSVJ8DvuodopOuA/bwDhGIak+AVwe+jT33nEn7W/Fuxvf7vBn5amS7MfY9L9WEjbifAaxdwW29gB1jhOhZwqxyFRERkYw8TJil4/sDN3mHSNkRWBVLzIYBx2MnMudi/RZCXDTLq+HY46io1ieeKSHfIsxm0R5OxEZod8b62BaKS5I/V3SivQFwT/XRUvEs0MM5Q5qmAS3J+62NS7et4nZ2Be5IK1TK1sO2+IqIiEgBjAdu8w7RgRewEuk8ucw7QMp6Yldaz8O2X4wHersmyr8vYNMXimootvAWg9HAr7xDBGJD4KgOPteEPa4nY4sd/03llX7zqk6WjpPJ1xa0tYCrsQWPWreWzcR6h4ToYuBC7xAiIiKSrW7AK4R5lWoi+TqIBNgR+Ip3iAx1wfbcTwQuxUqlV/cMlFNfw0rri6of4TYHLtcIPOEdIiClPRVaF02/jz1fHEJbhUE1fkL1o1jT4t1rJC2bAT/EKssqmfDSkbWAp1K4nazMx6qGREREJKd+TZgl890It+dILS4jvyMd27MRcCp2Bfd0YKRvnNw4BRjoHcJRM9YgOBaa7NLmMmzLy3TsZ7g16T3PrwU8kNJtVeuXwF7OGWoxAhs9fArtT2qpxU10blqMh+GEvTAjIiIiNdgG6+0RouuBY7xDpGwYdjBZVAOBG9F43DRcSP4WBSv1A+8AFSjywkdfYF+sem86toVlzQzvbx6+vxtDgccc779aa2GVNyfT8TSXWnUj3PG2YFVH53uHEBERkfS9SJgjVfuRz2Zj36fYV+kh3LGGscnbFrBqxLTwMQs76SuCLlhfk1NoGzm7E/X7/18NHFSn++rIbOJ5rh+GneyfSW3bjDrrZGyBIVTzsEUgERERyYnLCXfSwF3AWO8QKeuBmqf1JNzHXGy08BHX79PNWO+bvFoPa1o6DdsmMR5bwPYwBP9KxvFY1WLIhmKNZM8B+tT5vp8n3IWhTSl2hZaIiEiurAc84x2iAyOIs0x4RY5G/S32wpq7Su208BHXwseZwATvEClaDzgcuAhb7DiGsBpDPov/dornne+/IwOxS49m/gAAGcNJREFUx+NEbBuShx2BO53uuzOuAM7yDiEiIiK1m4MtMIRoNrCxd4gMhFzaWy9TgZW8Q+RAA3Ft88hKTN+DscAN3iFqsDY2cWUy9lx2KradpcEz1HJcin/T7isDyFBqAHYyfwFhbHF9DGtsG6rnsG1AIiIiEqkTsAOyEO0C/M47RAbGAV/2DhGAad4BcqI/duJZdDEtfPQAHvcOUYUbsL48x2ITmkJd6Cg3EP/KwRbCmRLSn/C2lwwhnO9Pe0YD93iHEBERker0J+wRsfOxjHlzGdbwr8g2IqyrnzEbiX/zxhDEtPABcfYNiHmxci7+DWUfIZzqyicJr4LhBvI3vU1EAhTqiY+IZOdW7CBjsXeQdhwPzATe8Q6SsnWBPwGfeQdx9iWsaa3UbjDwN+8QAYil+qDVEu8AVfgU/8WDat2L9VbydCrhLNB9G2tqHpLDsCrUJu8gIiIikh/jgdu8Q3SgESvDDekAO60Kje/jN90gJBpjm57DgfW9QwQgpuamYFfcY7vo9FVgK+8QVeqDLaZ7C+m17SlgNe8QZU4ivAUZEcmZ2F58RaR63bAT8AO9g3TgYqzk9WPvICWeBH4K7E/1V6N6A12Bd9MKFalewPveIXJEFR9xWkA42x466xHiHcO7EGhO3jz9AjjdOUOrU4CrvEOUuQh7jIXUf0REREQidQtwsHeIDvQCXvQOUWYd2q4UbgdcgnXD71Ph7RwPbJJirljtDXzBO0SOTPUOEIjYKj4uBI7yDlGFmPt8TMZ/jHATNl43FHMIY6pLqTHA3d4hREREJH5DvAMsx62EV4lyN8te5VwXmAScD6zRidtoQCNsW00lnFLvPJjiHSAQPyCuPh/jgSu8Q1ThYuL6PpfqBTzhHQKbVraDd4jEboS57fVhYBvvECIiIiJZGEZ4kw76A08v5/MDgJOxkcDL2/u+K7BHirliFvMV42qti/VH2ABYKeXb1sKHmQh09w5RgUHAA94hqnAE8W3RKfU0tgDiaTjwoHOGUnMJb4LaasAz3iFEJJ/UQVlEvP0U2w4Sksuxyo6OvI1VMKyE9f84DJsecCtLT27ZEzg2o4wx2Rhr7lc022Ovs9th28xKFz8WYJN+/pj8+WHd0+XDR0BP4N/eQTppAZY3No9ij+cXvINU6VdYA81zHDO8ArRg2yUXOuZodRb2WjfeO0iJN7GR9sdiI+BFREREcmEL4D7vEGV6UPle7AZgJ6wc/FvYFej1kvfFmukN9Q7h4Fw6vso8CCvpPiT5uqlY/4ep2Faq47GFs1Ese1W2KfkagePo3LazkIRW4dYZDVgDylg1E8b3/SjCml7yHOFNHGsCXkIXZ0UkZXpSERFPVwJ7eYcoM4PKD0yXYBUf9wKbYyelo7GRo2L9ZV73DuGgB/BBB59bkLw93s7numJTW4Zi2wt2BlbBHmeN2MLa2thV0TewCqQF2NXSolWOfEicFRSxaX3sxWpR8mc/fCdsXUlYTU4nY5UVB3gHKfEp1gfncmyLlYhIKrTwISJe9sdKf0M6IW4Etqa2BYunkrehwKHYgfZthLW3u55a0BjbSn0C/CV5e7SDr+mBVY2shvWc2ST5uCf2OF6MXaVfgm0Hea/k7d2yjxcRr4+w70VM/oUtBr7hHaRCf8We10J6zq7ETVj12WnOOeZhzbxvdM4BcDNwJlaZ1tEirYfp2JaXGH9PRCRQsXboFpH4vQBsSVgHW+djJ4Fp7gPvgjU53QU7kb0G3yuO9bYP8A7Wrb9IGoEL8B+jCbYw0Dd561fyfuvHpb1HNgPG1TtgDXYH/gk84h2kAj8CHsJOOmOyJTbm+2feQarUBMzCqvI89Qd+C3zeOUerA7HXp0O8g5TZATgb+KJ3EBEREZFqTSTMqRTPk20593Ds/z4N691QBBdhWzeKZhjhNe3tjBDGflbiv7CTtpgcTpjPfyvShI0PjtksYKB3CGAmsJZ3iBLP4z/1pj0PsuxYeREREZEodANeJrz94t8Bflin+2rGrq5dDRxJfKX6lbjYO4CTccRVOQF2YjvTO0SFtsKqimKyAXCHd4gqxT6W+hjC+D/sCtziHaLE4Vg1YmhWw8buioiIiETneuzgMzTPYwsS9TYau4o6DdjQ4f6ztCk26reIjseqPmIyFLjHO0SFNsFGBcdmtneAKp1NeFNAKtEIPOMdIvEcYV0A8HoNXJHriLN6TkRERAqsHzDHO0Q7xuPfaK4/cBJWdXKsc5a0TMCa0xXRFMI6qemMrQjrKnRnrIONCI1NCKNVq7ETsJt3iBo9ThjPS1Ox5/xQhDZqt1UT8CIayCAiIiIRuQsY6x2iHXMJ5yrmOsR7UlRuuncAR1O9A1RhL2z7VUxWBU70DlGFWCs+egKTvEPU6DDCOMFvJrwLAS9i21FDcxRwrXcIEYlbbFejRCReI7DmaaGV0o/BxjSGMmnlfOBc7xApaMGmbUg8VgX+4R2iQjGOswX4FPsdic2HhNkEsxLXYdVN3hZhv2+jvYOUuIYwF22vxL5PITSmFZFIaeFDROrlfwizJH0KYW0tWR8bdRi7scC93iGc9MROyGMzABs9HJMPiXPh44/ANt4hqrQI6O4dokYfYNV13k7Gxl6H4iJsfGyI20r2wH5uIiJV0cKHiNTDLsDbwHzvIGU2xk5Q/+IdJHEo8ZbAl9sWGx1ZROsBr3iHqMIqwALvEBX6DOjiHaIKzxJG1UE1ZgNbeIeo0eXA6d4hsG2WAwlr8e5/scrD0LxOnAvKIiIiUiDzseadoXkYGOUdosSThPl9qlQDYYyM9LI/cZ4YXk98I3gBLvQOUIVtiK+RbKv+wGneIVIQynSXkwlve0loE2dERGqmJzURydrxwEzCK6EfAnQlnOZyg7B9/6F9n6oxEpjnHcLR+sAfvENUoQ/wd+8QBTEbGx8co3fIR6+FhVjvKW9TsWk5IbmVfPSaEhEREamb3xJml/g7CGvCzPXAAd4hUvJdYLB3CEehXb3trAeJs+IoxooPiHtb20XEucWo1K7ADd4hEr/EpiqF5AV0gVREckRPaCKStT2Aj71DlOmDTbAIacLM54CfeYdIyarA37xDSMW6k4+Ko1g0eAeowTxgE+8QNboD6/MUgu8Ap3qHKPNr4CzvECIiadHCh4gU0RWEdVV+H6zZYR6sjJWQF9kS7wAFE+v3ewlhTs/ojEeA7b1DpOAtwujz9Dr2WAhpC9EZWL8iEZFc0MKHiBRNN2BD4EbvICVOIbyrfdUaR1iVNPU2GHjTO4RE4a/AaO8QVXoVWNM7RArOJ4zpLmCj1ad4hyixGLiT/Lw2iUjBaeFDRIpmOnCtd4gSfbArfW94BwEmYFuTutZwG1sDT6QTJ0rrAy97h6hSrJUTsZoHfN47RA1irVYp9QA2fjoEtwCbe4coczLwde8QIiJp0MKHiBTNGGCGd4gS5wNXeYdIfC358zxsHO3XgH4V/PsG7HXl05RzxSTmhY9YxdorYzawmXeIGvwBWMc7RArewMYLh+AR4AjvECUWA/cDJ3gHEREREZHOm4id1Ifkee8AiUHAo2V/txF2xe8CrBpkwxXcxih0dfAHxHslfJZ3gCrFOtWlhWV/52KyGfn4fd8auM07RKIFeNI7RJluwHzvECIitYr14ExEpBr7E9YkgnHAS94hEt9l2dGOz9O2MDMM2Bk4GvgPcDfwEPBJydfvAvw405Th60K8FS+xVk7EukXnfWAl7xA1mAcc5B0iBbMIp1/J+8C/gRHYONkQfAw8BhwLXOacRURERERW4HDgSu8QZR4BhnuHSMyh84vhPbBeIOcBlwKHYFcqp2cTLSohTQuqVKy9Wc4j3gs5oV3dr9Q07wApuQ34oneIxDbAb71DlOmGLXSJiIiISOCeB3p5hyjRA3jKO0Siheq3OXTB+qZMxk4eTgJGEm/1QC1WAr7vHaJKjcBM7xBVOhN7DMcolOeAap1GWCNYqzUKuN07RIn52GJDSH6MVfyJiIiISKB2A37uHaLMVMJpGDcJ6+GRhkHAeGwhZBpwJLBGSrcduo2AQ71DVGkIcK93iCqdCKzqHaJKdxLOVJFqbA/s4x0iJXO9A5SYmLyFpAfwrHcIEREREenYXOyEPCTzCWey1tPYQW0W1sYWPy7AFnvGAytndF/e9iGc6RCV2gL4pXeIKh1FvNNFLgYO8w5Rg2ZsMlWlugHbAWcAjxPG783N2CJ5CJoIc5HhBvLR0FZECijWPbEiIp21NfB3YIF3kBJbAa9howK9NQOfAR9ldPuv0jautwnbBnM8MBT4BzYqsbxJaqzWx/4vMVoVeM87RJU+IruFu6w9hZ30X+cdpEqLsOeQFemCTYHZCRiMNUh+Euu79CLWg+nxjDJ21tnYqPMQtrx8CvwfsAPwsHOWUkdji9ciIiIiEphZhNNAtNX92ElACCZgW1089Mcm7UwBHgR6OuVIy8XeAWpwOPGOhd0HW+CM0RDgPu8QNZoE9C77uy7AaODbWLXXD7AmyKu38+8bsaqzEITUwHM49rwoIiIpUMWHiOTZCKyS4BXvICW6AX0JZz/5PtgYWg/vYOXlN2MnPh865UhLCBU81RqI/TxiFHPFxxssu2gQm1lY1cpfgW2x7W3N2DjWX2GVC8uzGGuG3IT/KOi52HPirc45wF63WoA+wELnLCIi0dPCh4jk2WXAKd4hypxBGAfVYK8BXfE/qA7hhCcNS7wD1KA/8Jx3iCp9SH77xoSqBduytzW2TaobNp7798DrVdzebOArwI1pBazS2cC1hPMcfTlWMaNpKiIiNdLCh4jk2cNUP6Y1K18GNvcOkTgcO1nx9hXgGe8QNRpAvBUTAP2AN71DVOkjrG9ErGIY/bw21ox0OFah8iE2/vgK4O0Ubv+H2HYY74WP17BFwFBcjfVEEhGRGmnhQ0Ty7GzvAGU2xZqsfuwdJHEwtujgbX+qmwwRkvWBl71D1KAP1gQ4RjFvdQH4NzZ1KpQGzC3Yc9W22ILSYuDPwKPYVI8stnTNB1bL4HarMRs4CPu/huBZwsojIiIiIrJcdxLG2MZWoVRZhNLYsBbfBDb0DlGDB7A+HzFaAzjOO0QNrsb6Sni6ALgoeTsTGIstgNTT44TxGBxCWJNU+hNe5aKISHRU8SEiUh+N2F5475GNrQ4gjIWPbuSjv8e6xH1FtjvxbtWJveJjDrAFvn0ldsF/0tTvgCOByc453sB6xjQSRsPid7D+QWthW3FERKQKjd4BREQK4mSs4iMURxHG+NL9gSedMzRj/QrOxfJsgi3IVKIb8J+Uc9VTA2Gc5FXjQ+Je+HgU2Mg5w1vABs4ZrsBvwlS5R4DDvEOUmARM9Q4hIhIzVXyIiNTHgYS1zaUPYYz5/Qow0TnDrliPgcnAetgY5L2AXsnnFwMvAc8nb4vauY2YJ7rEbhG2eBWreViPD08PYNttznPM8C7hLGCdi43ivcY7SOIObKE6lCoUEZHoaOFDRCR76wH/xEryQzAOeNE7RGIw/j0+xgL3Yk1nWxc3SvXGFkM2A/ajrRpkIfAC9r3Mw3adWC0h/gpW7/w/x0anei58gE0W2gyY65zjLaAn9rseSjPqO4ETUeWHiIiIiATqNuzkOhR3AaO8Q2BX6Z/wDoH1Xem1wq9aVh+siudIrDnk1JK3k4C9sekYPdOJmanYmyeGsG2rFt7bvSCMDAdiW15CMJWwRsk2Y/1gRESkCqr4EBHJ3lrAPd4hSgwijAPoAwhj4aMr8EEV/24htmjSXsPavsDa2JjbLyUft1qCNSl8NXl7DW2VKbpPsW0eoVSFebkJq2oIwWTg98Cl3kESi7BGp6Pxr5ITEYmOFj5ERLJ1NNYoLxTbAH/2DpHYDxud6S2LRYf3sJOT9k5QemOLIusA+2LVNx9glSNSTK8BW2G9Nry8hVUozXPMsBjoQhi9LBZiVRbNtN/Xx8MpWHXTOO8gIiKx8d5TKiKSd0cQxsl9qwnANO8QiVXxrzwZhfUVqKd/Ac9i40unJO//uc4ZyjU433+tYq+YeRb4vHOG+7EGp97mYNvEQnA78C3vECXmYgtUIiJSIVV8iIhkZyh2pXChd5ASawIPeYfArqJ+4h0C2B3/ipwNseaSXhqJf+Ggo4WbXkBL2Vvfso97AiOBnbOP2aFZwH873j/YY/DHzhkALgO+hy0MersAuI+wesgc5B1ARCRGWvgQEcnOFGC6d4gSGwN/9w6ROAiY6R0C2Bb/K7prA0853v8g/HtLHItdye6CLUYAdKdtTG0LbVsgwLZBNNE2TWd92k5OWxdxGrAtRO+XvC3EqmtK/+5DrNeM5/aKmdhJtqfXgZWdM4BtDxvqHSLxAdYDqBfV9QESEREREcm957wDlLkR2M07ROJObCHGWwiTLGY73/9o/K+uz01yjMZ6n6yNnfz2Td5Wyvj+78X/ZDuEx2IoTTNnAf28QyTOAs72DiEiIrVRjw8Rkewc5x2gzMbYnvUQDADme4cQwHqtvOecYRFtzWD/hE27eR3L9R7wn4zv/21s+pKnELYb/RXYwjsENnL7MO8QiSnYljgREYmYFj5ERLITQi+NVsOwUYgh6AF87B0Cu6L8b+8QARgEvOsdwtnfsd8Rb97HZfcSRoPTy4A9vUMkWie69HFNISIiNfF+gRURkfo4E7jGO0TiEOBR7xDAXviX9jcBnzlnGEA4i2Je3sR/q8ubWJNVTz/HRl57ewvrqxGKm7GJWCIiEiktfIiIFMMWwE3eIRL7AP/jHQL4L+D3zhlG4t9wdgC21aPIXgdWc87wPP6LDguwKTcheAcY4R0iMR0Y5x1CRESqp4UPEZH8G4RNrvCaWFFuFeAF7xDAcOB+5wybAy87Z+iHnfAW2WvY74mn2cAo5wzQ8WjgersJONo7ROLT5G2gdxAREamOFj5ERPLvu8BPvUMkehFGfw+w18BPV/hV2doY/yavfYG/OWfw9hrQ3znDw9hinLc/A9t5hwBuALb2DlHip9hzqYiIREgLHyIi+fcFwunv8XXCaPraSBgVMOvgP852ZbTwsQBruuvpXaC7cwaAu4G9vUNgC6RdvUOUuBwY4x1CRESqo4UPEZF8a8GmEnhXNrT6MnCddwjsBOZV7xBYf41XnDP0QD0+IJwtHt5+CWzlHSLxPLCrd4jEYmys8hDvICIiUjktfIiI5NspwK+8Q5Toi/+JPtjJlHd/D4Al3gESIVS/SBjeIYzKE4ArgG96hyhxJXC8dwgREREREVna0/iX8LdqAR73DpF4EP9mluC/zQXgCe8AwCzvAITxfbgXWMs7BPa8EcrFsWe8A4iISPxCeVETEZH0NQOfAR95B0l8A1twCEFPwphkEkrFh4ThBWBb7xDAH4AdvUMkPiGcxVsREYmUFj5ERPLrIOAO7xAl9gKu9g4RkGHA+94hJChPA6O9QwB3Yb+vIXiIsLa7iIiIiIiIdOhp7wCJYcA93iGA8dikCG8hbPEIYavLTKCbc4Z1sKkq3lqAx7xDJIYBD3iHEBGRuKniQ0RE6qEPNl0mBF8mjF4jI4H53iHQdptW7wJrOmf4E9YA2Nv7wEreIRJ/wUYui4iIVE0LHyIiUg+HEsYUFYAdCGML0HBgjneIQIQwSvYd/Bc+QrIEaPIOkViIVcOIiIhURQsfIiJSD3sC13iHSAwljO0dQ/GfWKHjgDZvYtsqvIVSgfMiMM47ROIXwNHeIUREJF464BERkXpowUrWpU0X/Lf/DAD+7ZwBwjjZfwNY3TsE8DHQzzsE8HtgD+8QieuA7b1DiIhIvLTwISIiWetPGCfXYCN+P/UOEZDBwD+9QwTidWBV7xDAK4Qx0vbXwGbeIRKLsN9dERGRqmjhQ0REsnYYYUxRAdiVMBqKhmI1rKmnwJ+BQd4hgLnAlt4hgI8Ip8cHwMvAGO8QIiISJy18iIhI1nYlnP4eY4F7vUNgW38+9g6Bnehr4cP8EVjFOwQ2Vndj7xCJxYRTaXEEYfTmERGRCGnhQ0REstYb658QgpFY7wJvW2AVBt4GAP/wDhGID4Bu3iGAp7EtSCGYD+ziHSLxPv49cUREJFJa+BARkazd4B2gRFfsBMrbKOAl7xBY/5W3vUPIUhYTxnhfgNsJp8GpiIhI1bTwISIiWZvmHaBECNNDAEYAz3qHwLZ2LPAOIcsIZeHjd8BG3iFERERqpYUPEREpilHAm94hEmsDT3mHAPoCf/cOIctYTBjbbj4mrAanIiIiVdHCh4iIFMXuwCPeIRI9CGMRZmXgr94hZBl/IYzJLmDjn3t4hxAREamFFj5ERKQotgV+4x0iMD1Rj48QzQO29g6RmAvs5R1CRESkFlr4EBGRolgFeMU7RIA+9Q4QkE+wUcPensAmEIXgN8DO3iFERERqoYUPERGR+mrEejhIeN7B+q94ewxYxztE4g7gZO8QIiIitdDCh4iIFEE34C3vEImRhDNJJZTpIaF4GxjmHQL4CBu9HIp3vAOIiIjUQgsfIiJSBB8Du3mHSIxGW25C9TdgDe8QIiIiki4tfIiIiNTXxljzSmkTSuXJX4Eh3iFEREQkXVr4EBERqa/1gKe9QwRmMWEck7wOrOodIrEAGOEdQkREJA9COMgQEREpkgHAS94hEku8AyQWY31YvL2K/XxC8CSwiXcIERGRPGjyDiAiIlIwS9BUl3KLCeOY5M9AP+8QiXO8A4iIiOSFKj5ERETqa2/vAIn+wCLvEIlQFj4+RsdGIiIiuaMXdxERkfp60ztAYnXgn94hEqEsfIiIiEgOaeFDRESkmAYC73mHSCwGunqHSNzmHUBEREREREREatcMDPIOkfg14WQRERGRnPl/3KjmMR2EWTAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 24, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"example_hybrid_tree.png\", width=500, height=500)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 4 }