{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Gene tree discordance analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Preparation"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from scipy.stats import linregress\n",
"from scipy.cluster.hierarchy import linkage"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from skbio.tree import TreeNode\n",
"from skbio.stats.distance import DistanceMatrix\n",
"from skbio.stats.ordination import pcoa as PCoA"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.manifold import MDS"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Metadata"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Type | \n",
" UniProt | \n",
" Protein | \n",
" Gene | \n",
" Length | \n",
" Presence | \n",
" Taxa | \n",
" Sites | \n",
" Model | \n",
" Best | \n",
" RF | \n",
" Quartet | \n",
" Dimension | \n",
" Function | \n",
"
\n",
" \n",
" #SampleID | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" p0000 | \n",
" gene | \n",
" B3PLT3 | \n",
" Valine--tRNA ligase (EC 6.1.1.9) (Valyl-tRNA s... | \n",
" oppF-valS | \n",
" 1631.0 | \n",
" 10196.0 | \n",
" 9985.0 | \n",
" 24497.0 | \n",
" LG | \n",
" FastTree | \n",
" 0.4707 | \n",
" 0.7026 | \n",
" 4.269 | \n",
" ligase activity | \n",
"
\n",
" \n",
" p0001 | \n",
" gene | \n",
" A0A173SLF7 | \n",
" Elongation factor G | \n",
" fusA_1 | \n",
" 880.0 | \n",
" 10318.0 | \n",
" 10237.0 | \n",
" 7579.0 | \n",
" LG | \n",
" FastTree | \n",
" 0.5646 | \n",
" 0.6587 | \n",
" 2.687 | \n",
" NaN | \n",
"
\n",
" \n",
" p0002 | \n",
" gene | \n",
" B1AI94 | \n",
" ATP-dependent zinc metalloprotease FtsH (EC 3.... | \n",
" ftsH | \n",
" 721.0 | \n",
" 10270.0 | \n",
" 10243.0 | \n",
" 19600.0 | \n",
" LG | \n",
" p12345 | \n",
" 0.4646 | \n",
" 0.7736 | \n",
" 5.320 | \n",
" NaN | \n",
"
\n",
" \n",
" p0003 | \n",
" gene | \n",
" A0A0T5XBS3 | \n",
" DNA-directed RNA polymerase subunit beta' (RNA... | \n",
" rpoC | \n",
" 1652.0 | \n",
" 10298.0 | \n",
" 10249.0 | \n",
" 27503.0 | \n",
" LG | \n",
" FastTree | \n",
" 0.3637 | \n",
" 0.8805 | \n",
" 5.026 | \n",
" DNA binding | \n",
"
\n",
" \n",
" p0004 | \n",
" gene | \n",
" P19486 | \n",
" Elongation factor 1-alpha (EF-1-alpha) (Elonga... | \n",
" tuf | \n",
" 424.0 | \n",
" 10188.0 | \n",
" 10054.0 | \n",
" 4455.0 | \n",
" LG | \n",
" FastTree | \n",
" 0.6127 | \n",
" 0.7411 | \n",
" 2.308 | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Type UniProt \\\n",
"#SampleID \n",
"p0000 gene B3PLT3 \n",
"p0001 gene A0A173SLF7 \n",
"p0002 gene B1AI94 \n",
"p0003 gene A0A0T5XBS3 \n",
"p0004 gene P19486 \n",
"\n",
" Protein Gene \\\n",
"#SampleID \n",
"p0000 Valine--tRNA ligase (EC 6.1.1.9) (Valyl-tRNA s... oppF-valS \n",
"p0001 Elongation factor G fusA_1 \n",
"p0002 ATP-dependent zinc metalloprotease FtsH (EC 3.... ftsH \n",
"p0003 DNA-directed RNA polymerase subunit beta' (RNA... rpoC \n",
"p0004 Elongation factor 1-alpha (EF-1-alpha) (Elonga... tuf \n",
"\n",
" Length Presence Taxa Sites Model Best RF \\\n",
"#SampleID \n",
"p0000 1631.0 10196.0 9985.0 24497.0 LG FastTree 0.4707 \n",
"p0001 880.0 10318.0 10237.0 7579.0 LG FastTree 0.5646 \n",
"p0002 721.0 10270.0 10243.0 19600.0 LG p12345 0.4646 \n",
"p0003 1652.0 10298.0 10249.0 27503.0 LG FastTree 0.3637 \n",
"p0004 424.0 10188.0 10054.0 4455.0 LG FastTree 0.6127 \n",
"\n",
" Quartet Dimension Function \n",
"#SampleID \n",
"p0000 0.7026 4.269 ligase activity \n",
"p0001 0.6587 2.687 NaN \n",
"p0002 0.7736 5.320 NaN \n",
"p0003 0.8805 5.026 DNA binding \n",
"p0004 0.7411 2.308 NaN "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"meta = pd.read_table('metadata.tsv', index_col=0)\n",
"meta.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Quartet score vs RF distance and # taxa"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"mpl.rcParams['figure.figsize'] = (5, 5)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x, y = 'RF', 'Quartet'\n",
"df = meta[[x, y]].dropna()\n",
"reg = linregress(df.values)\n",
"ax = sns.regplot(x=x, y=y, data=df)\n",
"ax.text(0.95, 0.95,'$\\itR^{2}$ = %.3f, $\\it{p}$ = %.3g' % (reg.rvalue ** 2, reg.pvalue),\n",
" horizontalalignment='right', verticalalignment='top', transform=ax.transAxes);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"fig = ax.get_figure()\n",
"fig.tight_layout()\n",
"fig.savefig('rf_vs_qt.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x, y = 'Presence', 'Quartet'\n",
"df = meta[[x, y]].dropna()\n",
"reg = linregress(df.values)\n",
"ax = sns.regplot(x=x, y=y, data=df)\n",
"ax.text(0.95, 0.95,'$\\itR^{2}$ = %.3f, $\\it{p}$ = %.3g' % (reg.rvalue ** 2, reg.pvalue),\n",
" horizontalalignment='right', verticalalignment='top', transform=ax.transAxes);"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"fig = ax.get_figure()\n",
"fig.tight_layout()\n",
"fig.savefig('qt_vs_pres.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read RF and QT distance matrics"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"with open('ids.txt', 'r') as f:\n",
" ids = f.read().splitlines()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"381"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"n = len(ids)\n",
"n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(382, 382)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"qtdm = DistanceMatrix.read('qts/qt.dm')\n",
"qtdm.shape"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(382, 382)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rfdm = DistanceMatrix.read('rfd/rf.dm')\n",
"rfdm.shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"ids += ['species']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Hierarchical clustering"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'qt.hclust.nwk'"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"arr = qtdm.condensed_form()\n",
"lm = linkage(arr)\n",
"tree = TreeNode.from_linkage_matrix(lm, ids)\n",
"tree.write('qt.hclust.nwk')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'rf.hclust.nwk'"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"arr = rfdm.condensed_form()\n",
"lm = linkage(arr)\n",
"tree = TreeNode.from_linkage_matrix(lm, ids)\n",
"tree.write('rf.hclust.nwk')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### PCoA using scikit-bio"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/qiz173/anaconda/envs/py3/lib/python3.6/site-packages/skbio/stats/ordination/_principal_coordinate_analysis.py:111: RuntimeWarning: The result contains negative eigenvalues. Please compare their magnitude with the magnitude of some of the largest positive eigenvalues. If the negative ones are smaller, it's probably safe to ignore them, but if they are large in magnitude, the results won't be useful. See the Notes section for more details. The smallest eigenvalue is -0.8842325405223195 and the largest is 4.451868448813751.\n",
" RuntimeWarning\n"
]
},
{
"data": {
"text/plain": [
"'qt.pcoa.txt'"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pcoa = PCoA(qtdm)\n",
"pcoa.write('qt.pcoa.txt')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"mpl.rcParams['figure.figsize'] = (9, 7)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pcoa.plot(df=meta, column='Type')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"fig.savefig('qt.pcoa.type.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"mpl.rcParams['figure.figsize'] = (11, 7)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pcoa.plot(df=meta[['Function']].fillna('none'), column='Function', cmap='Set1')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"fig.savefig('qt.pcoa.func.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Multi-dimensional scaling using scikit-learn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the first five axes (components)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"axes = 5"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"columns=['PC%d' % i for i in range(1, axes + 1)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate Emperor-compatible coordinates file"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"def make_emp_coods(coords):\n",
" n, m = coords.shape \n",
" res = []\n",
" res.append('Eigvals\\t%d' % m)\n",
" res.append('\\t'.join(['0'] * m))\n",
" res.append('')\n",
" res.append('Proportion explained\\t%d' % m)\n",
" res.append('\\t'.join(['0'] * m))\n",
" res.append('')\n",
" res.append('Species\\t0\\t0')\n",
" res.append('')\n",
" res.append('Site\\t%d\\t%d' % (n, m))\n",
" for row in coords.itertuples():\n",
" res.append('\\t'.join([str(x) for x in row]))\n",
" res.append('')\n",
" res.append('Biplot\\t0\\t0')\n",
" res.append('')\n",
" res.append('Site constraints\\t0\\t0')\n",
" return res"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Metric MDS"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1min 31s, sys: 3.09 s, total: 1min 34s\n",
"Wall time: 24.1 s\n"
]
}
],
"source": [
"%%time\n",
"mds = MDS(n_components=axes, dissimilarity='precomputed', random_state=42,\n",
" max_iter=3000, eps=1e-12, n_jobs=1)\n",
"mds.fit(qtdm.data)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"455.35870472694296"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mds.stress_"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"mds = pd.DataFrame(data=mds.embedding_, index=ids, columns=columns)\n",
"mds.to_csv('qt.mds.tsv', sep='\\t')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" PC1 | \n",
" PC2 | \n",
" PC3 | \n",
" PC4 | \n",
" PC5 | \n",
"
\n",
" \n",
" \n",
" \n",
" p0000 | \n",
" -0.049757 | \n",
" 0.189456 | \n",
" -0.104992 | \n",
" 0.066209 | \n",
" -0.068002 | \n",
"
\n",
" \n",
" p0001 | \n",
" -0.019414 | \n",
" 0.183772 | \n",
" -0.002645 | \n",
" 0.168353 | \n",
" 0.182137 | \n",
"
\n",
" \n",
" p0002 | \n",
" 0.013515 | \n",
" 0.049951 | \n",
" -0.120151 | \n",
" 0.205999 | \n",
" -0.041806 | \n",
"
\n",
" \n",
" p0003 | \n",
" -0.020552 | \n",
" 0.000365 | \n",
" -0.137075 | \n",
" 0.134969 | \n",
" -0.001868 | \n",
"
\n",
" \n",
" p0004 | \n",
" -0.081248 | \n",
" 0.097183 | \n",
" -0.133678 | \n",
" 0.133346 | \n",
" 0.057916 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" PC1 PC2 PC3 PC4 PC5\n",
"p0000 -0.049757 0.189456 -0.104992 0.066209 -0.068002\n",
"p0001 -0.019414 0.183772 -0.002645 0.168353 0.182137\n",
"p0002 0.013515 0.049951 -0.120151 0.205999 -0.041806\n",
"p0003 -0.020552 0.000365 -0.137075 0.134969 -0.001868\n",
"p0004 -0.081248 0.097183 -0.133678 0.133346 0.057916"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mds.head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"with open('qt.mds.coords', 'w') as f:\n",
" for line in make_emp_coods(mds):\n",
" f.write('%s\\n' % line)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then one can visualize the MDS using Emperor:\n",
"```\n",
"qiime tools import --type PCoAResults --input-path mds.coords --output-path mds.qza\n",
"qiime emperor plot --i-pcoa mds.qza --m-metadata-file metadata.tsv --o-visualization mds.qzv\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" PC1 | \n",
" PC2 | \n",
" PC3 | \n",
" PC4 | \n",
" PC5 | \n",
" Type | \n",
" Gene | \n",
" RF | \n",
" Quartet | \n",
" Model | \n",
" Function | \n",
"
\n",
" \n",
" #SampleID | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" p0000 | \n",
" -0.049757 | \n",
" 0.189456 | \n",
" -0.104992 | \n",
" 0.066209 | \n",
" -0.068002 | \n",
" gene | \n",
" oppF-valS | \n",
" 0.4707 | \n",
" 0.7026 | \n",
" LG | \n",
" ligase activity | \n",
"
\n",
" \n",
" p0001 | \n",
" -0.019414 | \n",
" 0.183772 | \n",
" -0.002645 | \n",
" 0.168353 | \n",
" 0.182137 | \n",
" gene | \n",
" fusA_1 | \n",
" 0.5646 | \n",
" 0.6587 | \n",
" LG | \n",
" NaN | \n",
"
\n",
" \n",
" p0002 | \n",
" 0.013515 | \n",
" 0.049951 | \n",
" -0.120151 | \n",
" 0.205999 | \n",
" -0.041806 | \n",
" gene | \n",
" ftsH | \n",
" 0.4646 | \n",
" 0.7736 | \n",
" LG | \n",
" NaN | \n",
"
\n",
" \n",
" p0003 | \n",
" -0.020552 | \n",
" 0.000365 | \n",
" -0.137075 | \n",
" 0.134969 | \n",
" -0.001868 | \n",
" gene | \n",
" rpoC | \n",
" 0.3637 | \n",
" 0.8805 | \n",
" LG | \n",
" DNA binding | \n",
"
\n",
" \n",
" p0004 | \n",
" -0.081248 | \n",
" 0.097183 | \n",
" -0.133678 | \n",
" 0.133346 | \n",
" 0.057916 | \n",
" gene | \n",
" tuf | \n",
" 0.6127 | \n",
" 0.7411 | \n",
" LG | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" PC1 PC2 PC3 PC4 PC5 Type Gene \\\n",
"#SampleID \n",
"p0000 -0.049757 0.189456 -0.104992 0.066209 -0.068002 gene oppF-valS \n",
"p0001 -0.019414 0.183772 -0.002645 0.168353 0.182137 gene fusA_1 \n",
"p0002 0.013515 0.049951 -0.120151 0.205999 -0.041806 gene ftsH \n",
"p0003 -0.020552 0.000365 -0.137075 0.134969 -0.001868 gene rpoC \n",
"p0004 -0.081248 0.097183 -0.133678 0.133346 0.057916 gene tuf \n",
"\n",
" RF Quartet Model Function \n",
"#SampleID \n",
"p0000 0.4707 0.7026 LG ligase activity \n",
"p0001 0.5646 0.6587 LG NaN \n",
"p0002 0.4646 0.7736 LG NaN \n",
"p0003 0.3637 0.8805 LG DNA binding \n",
"p0004 0.6127 0.7411 LG NaN "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mds = pd.concat([mds, meta[['Type', 'Gene', 'RF', 'Quartet', 'Model', 'Function']]],\n",
" axis=1, sort=False)\n",
"mds.head()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dL/HoWtH7Lnw+kYCH8XiG3qAHKSVJw0LXBH0hL7GUQSJjOUVaAb/HEVrFgikeeuptDo3H0YCsJQ4JRJNn+NyeGH92y9Y5z9IVjOf0BZmIp8lYNrom2LCsp+ESUeU2W43MsSr/szRQAmmJ0A6trF7B165giMJn4F63HgFauGMHwelYitFomveuG6gqrH79YJjbr3Si7NznddPWc/ibF95hPJY828YCMCybWMpA18S8YIqxWApdCDLW3GbJhiWZThg89NTbc8biCkavLlg/2JO77/t3XjjvmGZp1Y3OcTdr34rmoQSSoqnUI/g6ZY5pRHMs3LH3Br1EAh5mkkbZXJ5iz6cwJPqfXz9FLG0iAdt2fEqaJhidSTHcG5gXTGHZEl0IztYZd8xwSCcfyM27quW+m61V58+xm/+UNm3ufeJlHrl1W8XzdqLCg6L9KIGkaAvlzDWdNMcU05pu2/1CRbNSK3fs8YzF+UNhhBC5xTtj2UiYF0zRH/Ti0zXMAu0o27yWjCXxFgldqmbj0Eyt2h2rm/+kIdA1mM2YVWlKSyFpW6EEkqINVDLXdIs5phazUit37PnPozfopTfoJZExGY4E5owj7NM5PB7HsCS2LUufUJBrn95qSm083HuaiKfREGiawJYQ8Gjz8p9KoSo8LH5U2Lei5VQKIW5VuHAr2m+4tDJ8v5rnsffAGJOzGUzLMenpRX7JAtA1wfIeX1tywcqFZrv3lDZtEBJbSqSEoYhfBScocigNSdFyKpnkWmGOqceJXqvpsFU79mqex659I/QGvfT4PYzHHJNewCPIWDZBr54LJx8M+4kEPBwai1VlimyEcr7Ax++6igeBe594mdmMScCjMRTxEwk42p8KTlCAEkiKNlCNSa7Zi3sr22+0g0rPwxWeQohc7pOUkkNjcVb2Bebcw0Q8RSxlztNcmh3FWM3G45Fbt+U2CkGvvugqyisaQwkkRctpR4RUoe/i0FiMlb2Vk17z/y7s04kmjdyx3RzJVUp4bhjsYTZjzXnWZ2YNBkLetleYd8c0r/0EKjhBURwlkBQtpxmLULkovWLmuVjKxKun5xT6LNXnyP27pOEkovp0jZmk0dWLZSkh/6UbNgNzn/V0IsNg2D/n71tdYb6cQFfBCYpSKIGkaAu1LkL5Aiji9zAeT9MX9BY1ORUzzw2EvJyZNQj5PDX1OQLoD/l46jPX1nR/rezyWuy8lYR8/rV3fmsfh8fiWFLi0x3fTX6CbbNQ2o+iUZRAUnQdhZrL4TGnpluPz4PwiXkmp2K+i8GwH9OyGY4EGupzVM94a/HR1Kr55Z+3GiG/98AY4/E0pi3RhFPx4fhUkoGQly/dsKXmMVVCaT+KRlACSdF1FGoulnQW04l4OtdCI19wlPJdbFzRW7ZqQrOCGOqtNFFJ4JTr4VRMYBQTJLv2jdAX9NLj8+QSbD26EwpebGzd3NNKsfhRAknRdRRqLj5dw7DsOYVQ8wVHvUETzQq2qEXTyhca0aRBj1+nL+j4uarR/EzL5uhkknNtOUdg3HJ8mr9+4R3iaRPLlkzE03xuz6sArOwNIHwiJ8yllMxkgzcKUVW1FZ1EJcYquo7C3kVDET+2dJI8iyWKdro3VbX9pgoTRxMZi4lYhljqrHAo1Pyq7eH03Z+PMJ0wkLbTAVbaMJ0wmE2bNfXC6uaeVq1ENf/rDpSGtIRodYuHZlGoueiaYCDkZXmPr2T0Wyd7U1WraRVqH36P0/5iPJYu2keplh5OCcPCpzsleSDb48iWpA3HZ2TZEr/HaYfu8+i5sRV+J8I+5zrdkIvVLpSZsntQAmmJ0IkfXS0CsPDYW967ek5bhi/dsKVrF4dqo8sKTXCDYT8nZ5KkTCvXD2me5kd1PZyEmD8uy5bYwLIeLzMJg5RpYSYkn9q+LudzKvxORJNGrmZ4t+di1Uvhd206kVFmyi5BSFmmKOMC5IorrpD79+/v9DC6jtt2vzDPge8W7Czn+K+X/MUuf2ErZhKr5dhK1+xmDbDYHIzHUiQyFn1Bb1Vh0qWelW3bjEbT6JrIdoCFjGnj1QUXrOzN/X3+nJf6Tvh0jf6Qb1GGbhd7fkcnE6zpD9Ab9OWOc/1sz933wXouU2R7oKiGjmpIQogdwJ8DOvCYlPKhgs+vBb4FXArcKqXc0/5RLg4aCXGuZ6GvxTneDEf6QjC7FDPB+Tw6D/3OpTWFVRfTxl47Ps3/9a+HSZs2AvBojtluVV/pahWlvhMzSaPmPKyFQrHvmlcXnI6m5wikxW6m7FY6JpCEEDrwKPAbwHHgF0KIJ6WUb+Ud9i7wB8Dn2j/CxUW9Ic71LvS1CMBm5APVK9QeeeYgj/3bEWYzFj0+nTuvWc+912/Kfd5MrauUMAFqKnxarIfTnpdOMBj2MZMwSFs2mqaxMuLHU1AGPH/OW1W7r5s11WLftRURP8enk6r5XxfQySi7K4HDUsoRKWUGeAK4Kf8AKeVRKeVrgF3sBIrqqbfFQy0tGfKpNvKs1mNLUU902CPPHOTPnz1M0rDwaM41//zZwzzyzEGgfDuFetm+eZjH77qK5+77YM5U2ug13DkaDAc4bzjCllV9rBkI0uPTc3MeTWY4dDrG0clZpmbTc1pCNLPtR6Vn1ulotmLfNY+usXEo3JJWIora6KRAWg0cy3t9PPtezQgh7hJC7BdC7B8fH2/K4BYb9YY41xsGXMti14yFsR6h9ti/HUET4NE0NKFl/3Xeh/qFcS004xql5mg2Y/HgjRfh0zWOT6dAwJr+IIYt+fKTbwI0vadTuftphYCvlVLftft3Xjhno6CEUWfopA+pmOOvrggLKeVuYDc4QQ2NDGoxU0+Ic71mnVrNU43WQKsnyXU242hG+WjCeR9a21rdNWu9ePQMfl0w3BvIhX7Xeo1yc+RWfDh3eWhe8ILbp6hdLSi6IelW1dvrbjopkI4Da/NerwFOdmgsihI0Us2gmK+jUm22eqlnoenJ5txoeVsjWzrvQ/GFfnI2zWza4pqHn63bP5L/HALZXKST0ynO6YdIwFuzubLSHFUSrM30+ZQTjq0U8C7V3Iuqt9e9dNJk9wtgoxBivRDCB9wKPNnB8SxIWm2Tb2ar7labwAr9M5XGeOc167ElmLaNLe3sv877MN+8MxFPMRbLEPLpDZmc8p+D2xZCIhmLpuoyV1aao3LmzGaZ0dzv4cHTUY5PJZmIp+aZX5vhK6w0hk6bBBWN0TENSUppCiE+DfwUJ+z7L6WUbwohHgT2SymfFEK8D/ghMAD8thDiq1LKizo15m6jXaHOzdpRtmOHXAtuNF2pKLtCrWs2bTEU9jEUKV57rlryn4NbX24iniZlOtXJ69FQys1ROQ2qkhnN1TgOjcVyeU2bVvSWrEq+qi/IRDzNmVkDw5JsHI7MObaVjRq7wSSoaAyVGLuAaXeya6PkjzeWMhiPpUmZFj0+D4/cuq3rF41rHn421zbcJZrMMBpNMxTxV23u6sS8uYKl0Jzp3lM8bTIec6qBezVByO/hz27ZypeffBPDcmruuV7f5T0+fB49p4XVcj+lxtEMis1Pgwmu9aISY+tElQ5awHSbxlEJd6c+EU/lFjhNCEI+veuSWItR6B+JpQxOTKfw1KihtqOleyGlNKi1AyGOTsaZjBsI4RSwNWxJLGXy8NMH8OqCybiJpgkM08YGRqNpAD7x17/ge//1fTV9D1vpv2lVXpWifahq3wuYVtvkm43r65hNn20Vfk5fkKFIoOnh1K2g0Kc0OpMCYEUkUJNPrJl+uUa5+9oNnJk1kEgEILMZfwMhLyMTswS9OhnLzgmjfAwb/ujxl3IFWfPpxPewFXlVivaiNKQFTCd22o2yffMwvUEv65aF5phWCnfU3ZjtX+hTksDq/kDODwTV30e7Ir0Kr3/1hmU8P3JmznjCfp2U4fSb8ula1qRqkjZtDo/H0YDi3ZOcEHkhBIZld/x7qEK6Fz7Kh7TAaaVNvp5xVCNAKvkcmlVstdXUcx/RpMHyHh/xjNUyQZsfiBBLmQyEvAyG/UzOphmLZRgK+xgM+3PPNeTVMGxJyOchmjQ4OZMEHPOJJR0/jFVmmVg7EORrN11c0/ewGzccTUT5kOpECSRFw9QqQCodv1CCNSrdx85v7ePIxCyWlPh0jbDfw+RsBo8uOH8o3BJBmz+mU9NJDNv5fZ+TjX5ztaANQ2HgbHXv2YyFVxeMzqTIWDYCwTnZvkujMylS5lyDncDJYtcEvH/98prmZaFsOBpACaQ6UT4kRcPUml9UyYeykLqW9vh0jk8lOTQWx6uJ3H3sPTDGwbE4tpTomsC0JWOxNCCxbNmWUkSG7VxbQ+SEkSaY008p6NWJp83cfKRMJ8runH6nckQk4OX84TC9Ac+cBGJ3G9vj02s2zbWjJJNiYaJ8SIqGqSfar5wPZSFES+Xv8jcOO9pOwji70LuLrrRBkO1RBFg2hHxn94HNFrT5c+HTNUxbIrJCyG3u58urAJ5fYqiUdpo0LC46p4+rNyzju/tGSGSchoCre/38yc3Vt84oNkaXbt1wKNqLEkiKhmm2AFkIwRrlkjABXnp3CsO0kYAuBR5N5Mxcg2H/vDysvQfG6ipBVOiHyZ+LoYifk9MpbByTYW/Qw1gsQyTgKdqhFso/++2bh+e05qiXdm44FrmvatGhfEiKhmmFT6BbgjVKUZiEGU0aTMTTJA3LyeUpiALQNYEuwJaSoYh/TqKpU1PPJhLwzKtsUAr3mRuWleuB5NE0fvPiFfzy3ZncXEzOOlUTIn6djSt6c1F25Z5rPc++1nb1+d+XiXiaqYRR0/1XQwd9VcqHVCdKICmaQrcLkGaTb9rKj0wrFEQuXg1W9Ye45b2reezfjpDIWPg9GiGfznTSyB4jWNUfrGrRvG33C3MSWoUAy5ZoQvCp7eeVFDrN1hj2Hhjjoafe5tB4HK+msaLXaQpY6R5ykYCno8TSFst6vCzv8TdVaHQwOEYJpDpRAkmhqIP83bcbmSYlmHbx35MQ8P/c8T62bx7mij/5/0ikTQxb5oSIRxeYlsTv0aoqp3TNw89yJp7Gkk61C3DCs01b8r5zlxVdcCtpDLUKq/xipnY2UENKOKc/gK6Jqhb+VgqNQi02ljIYi6ZIW5Irz13Wyk2TEkh1oqLsFIo6yI8UdCPTPFrxdUjgBBi4i34sZeYi4OysEDMsRziZtsSjCRIZq2yl6rUDIdKWjciPfJPg92glgwOa3TzPPZ8rVDXhBG+Mx9JVBym0MqIyv5JJLGVwcjqFYUsCHk1VAu9SlEBSKOrEbXdx5bnLWNUfxJKyZNfJDYM9gLOID4ScCDNpkwulttwQbSFACvwerWwo9N3XbsCjaVi2REqJbUtsJJGAp2RwQLnFv55QbPd8Pl3DNbS4EX3VBim0svxVfimhsWgKmQ1WHwz7Vah5l6IEkkLRIO7CpwuBXuQX5dUF9+3YDDiL+GDYzzl9QTy6I41cIaZr5ATLYNhfVlPYvnmYT20/D004OU4eXeSqcJeKRnQX/1jKYGQ8zoHRKIfH4oT9nnnCKpYyODWd5MWjZ0r22XLPNxj2Y5MVirbzHKqNimxl/bl8LTZtyVztRLfUkwo17z6UQKqDVjfFUyws3IVv/WAPEoFPF/g0R8D4PRp/9F/On9csrzfoZcNQmIvO6WNFrz8XmWfYNpYtmYinmYiny2oK916/iV0fvZz3nbuMZT0+1g+GywYD3H3tBibiaY5OJpjNWJiWxLBsxuNpIn5PzeYtV5h4dME5fQGE5pQaWj/YU3VQQqsLzeZrsSv75tYd7LbcNoXKQ6qZdjXFayUqN6MxyhVMLRdtuPfAGNOJDEcnE3h1wYqIE5Hm8+jceOlKnnxtFE2Qq6YwHs9w+5XLyo6l1iKts2kzlw9F9l+PJpBSljVvFWt0V1jMdNvagaY3F2wWCyG3TaEEUs20qytlM4RGsXMAC16gdpL8DYku4OVjU3z8r/ezaTjMfTs2l1xc8/9uTX+A09E0x6aS+D0aPX4PPzswTm9AJ2PKXDWF3qCH50fOcG+Txr5r3wgS8Hs1RNZQaGd7H3l1LVcg9ehkgoBHYzDsr2je6lTV8np+DyGvxpFJ5x42DPbwpRs2q+98l6EEUo20o+xJM7SwUufo8elVzitvAAAgAElEQVRd1+a5nRpbrQmchce6GxLTkpycSaHhCKYjE7Nl56hwIyOE4PhUEomTGDsRzwDg1wWr+4NEAl6klBw6HeW23S/M21TU87yOTSXw6xqWJBedJwSkTbuq8kGdMm81+nsoVuZpNmPN+VxZDLoDJZBqpB1lT5qhhZU6x8jELBuHw3OOLSVQ2/FDbacJtJZrlTo2kTFZ2RvgyMwsGgJNE9kadRLDsvjk/3oJK5uLNNTjJRL0Ecu2B1/Z68+dfzyWRhNOIu2pmbRT605CxpacnE5xTj+kDItY2poTiv35Pa8igb6gt+rn5c7jeCzttJKwJR5dc5Jps8Vfqy0f1Aka/T1UKvOkLAbdgwpqqJF2dKVsRm5GqXMAVYXZ1pOXUg/trPxcy7VKHZsxnZDmTF4OkJSgC8FYNE0iYzkJqpbN8Zk0B0/H0LOVFE5MpxiLphgZjzObcRZ5O1v81KtpuXOB0412KmGwrMc7ZwyxlEk8bWJakiMTs7x7JsFYLMVDT71d9J7z53Flrx83b1faNoZl5yo7zPMNdUlHW2j893DwdJTRmRQHRqOMjMeJJo2Gwt0VrUNpSDXSjq6UzdDCSp1j/fIQCaNyd892+cpaaQIt1PAOno6yqi9Y1bVKjcunO9FwuiYcYYIjRBxtw/lX1zRM2xH6NjARz7AiEuD4VILTsTQ+XcwJLLBtG4+u45ECWzrhBBKIBDws73G0KrdWntuX6Ph0Eo8Q6MIZx6HxeNECrcVMhaMzKSRw5bqB3LwXmgXb5RuqhkZ+D3sPjDGTNLBs55malsWxqQTDET/rB8Oq8niXoTSkOnBDSZ+774M8ftdVTf/hNkMLK3WO+3deWNXut109iVqVGFlMw4unLSbi6aquVWxcTk8hyWzaQOBUWBDAqj4/hu0ICk+e1uT8jxMx1xv05jSqjOVoRe6Pz7TBMK1cnyRdE6xfHmLjcISkYTE6k+TdM4k5fg/LdgSXEAIhBF5NK7qrL5xHt7/RcMSfK83TDk24ERr5PTz01NtIOTeq0JbOXLrV0VuVmKuoHSWQupBmmEzKnaMagdquH2qrTKDFTDHLerxMJYyqrlU4rvFYivF4hh6/zqq+IOf0B7O5Pz3YEnp8HrwaaFnTW66kj3DKBsVSBm7T1YBXw6traJrAo2V37tLJW9IFmJZkcjbD1RuWMZM0GI9ncgtqPqZtOxqVhBW9/qKbhUrzmP+c4mmT0ZkUJ6YT3PvEy10jlBr5PRyZTKBrAp+uoQknCVngCPLtm4fbYoJXVI8y2XUpzTCZNHKOdjm2W2UCLWaKWd7jx7Akw1nzWblrFY4rkbEYjvgYDDttvV3zUX/Ix1OfuZa9B8b4/J5XmUoYSHG2hJAGDIZ9jM6kEDhtKNyGfWhO8z6fxzG7WVLi1TWGIk6i7PMjZxgK+3MReO45c6Y+6eQQuccPRwLz7qPSPLrPaSyaYiyWdrQuIJ42ywZ8tDsqrdHfg64JdM3RFC3bzhVcbYcJXlE9qtq3oiQLuaVEpSrStS6qhZWjwamuPZM0eO6+DwLO83r46QOMTMwCZ6Ps4mmTsVia3oDOdNJEywokWzpCqD/oZVVfsOi5JXAmnsawJaYl52lKw2EfkaC3bMuGcvPotrEYnTlrynSF0opex8+SX3W7GT2G2inQdn5rH4fG4s5GIBvJaNmSjcNhnvrMtS25Jqrad90ogaRYlJRbOIGaF9VG2iTsPTDGvU+8TCJjoTv2IuxsuPW5y0IM9PhLnhvICYxSv9QLV0ZySbm1svfAGHf/z1+SNu0573sE+L06y3p8OYELjbeLaHfTPFdzjaVMTNtpYhgJePj6LVtbublSAqlOlA9JsSgp53eoJ9S3Xl+DuwD3+HUETtSdLSXLe3wMRwL85iWrmJpNc3RylkOnY0STmTnnvvvaDXh1fd55NRxflK45ZsNKfYtK1V7cvnmYsF/PVR3XhNMo0KNruYTZfBoNdml3mPX2zcN8/ZatbFs3wKq+INvWDbRaGCkaQPmQFIuWQr+DuzC/ePRM1aVx8s9Vj6/BXYD7ggH8Hp3xWJqUaZHIWNx+5Tr2vHQiW04oyKmZFO+cSeLVBedl21Vs3zzMLcen+ebPDpGvIjkhzBK/Xrr/kXvPlRI/N63oLdp9tjBhFhpPSehEmHU3hbAryqMEUpNRZUi6k/yF2a8LMpadazveG/TmFtVy81fPwpa/AEcC3lxJoJmkwfMjZ3LaQjTrL/LqAq8mMGzJl598k1uOT/PYvx2Zk7cksi8sW9IX8ZUVBtXkk7mBD8vDMJMwSFuOaaswYTb/2HqDXdpR6USxcOmoyU4IsUMI8Z9CiMNCiPuLfO4XQvxt9vP/LYQ4t/2jrJ52VTdQ1E7+wjzcG8gVF52Ip3Mmsqs3LGvq/O09MEY0afB2tkJALGUAZxfgfPPXRDzt1MXLCqOQz0M8ZfDNnx0imjKd5NvseV23rybAq+tcvWFZSZNcNSY217x57vIwIZ9Oj89DJOAUdi2890ZTEiqZPlVrl6VNxwSSEEIHHgV2AluA24QQWwoO+zgwJaU8H/gm8HB7R1kbqgxJ95K/MEcCXs7pD+DVBCnTzi2q+RpLo/Pnbk5CPh1NOBrZiakkE/FUbgHOzxFySxFJeTZv6UzCQEpH8LjakYbzWtcEPX4Pt7x3NXteOlFSiFabT+bm5IT8XoYiflb2BkoK5EYSw8sJNLWhU3TSZHclcFhKOQIghHgCuAl4K++Ym4CvZP9/D/BtIYSQXRoaqMqQtJdazKOFpqJIwJvL3XGjwx74xzeaNn+FvqOJeJq0aTObtrjzmnXs2jfCwdNR4mmLZT1efLrmCCWcvKLxmBOGrQmnTp5bUsh975z+IA/eeNGcTZBbXiht2tz7xMs8cuu2OSY207I5HU1j2DZeTcwrNdSuclGlTJ/tur6ie+mkyW41cCzv9fHse0WPkVKawAywvC2jqwNVhqR91LqbriZKrpnzl6+Rud1hN6+MIKXNo3t/xS+OniFl2AS9GmdmjWxjPsHysJew30PKtBA4wseja3g1kdOUenyenFbhXieaNDg5k8S0JLoGsxknsRXgwRsvwqdrHJ9OgYA1/cGcj6pW8169VGOKa1e5KkX30kmBVCxWv1DzqeYYhBB3CSH2CyH2j4+PN2Vw9aDKkLSPWs2j1fg+qp2/ahbXUrXw4mmn3I9Hc3oqzWYsBkJeLl7dz66PXs65y8PMJA16fB76Qx40oTk5S7rjX/J7NB65ddu8luiuD0rTnOI4AY+eex7bNw/TH/IxFPahC8HJmRSjMykypjXneZUSyGG/pyG/TrWbB7WhU3RSIB0H1ua9XgOcLHWMEMID9AFnCk8kpdwtpbxCSnnF0NBQi4ZbmW4r27+YqWc3Xcn3Uc38Vbu4FhNuUwkj5/8RwhEeGoJYysyNe2o2zVjMCbSIpy3Cfh1dULJVxN3XbmAmaTCbsUhbNqlskdahiH/O8zh4OsrkbMbRoITI1cs7dDpadszRpMF4PF23X8dNCj45nWR0JkUsZZbcPKgNnaKTPqRfABuFEOuBE8CtwO0FxzwJ3AE8D9wCPNut/iMXlfPQHloVPlwqd8n1U03NpqvycxTLW5pJGiTSZtGOrT0+nc/teZXpxFnznWlJYmmTvqCXrcORkj4yt2CoJFsaR0qSGQtdE7nnYVjOz0bLZsAK4bQvz1hnf07FxuzNi/pz73c8luLeJ16mN+gt67tzhfdsxsxphG6ofSTgmbd5KLx+2O/Bq0ke+Mc3WLtPpVAsBTomkKSUphDi08BPAR34Synlm0KIB4H9Usongb8A/kYIcRhHM7q1U+NdanR7PlUzi7+WutdiSaVHJ2dZ01+5p1Kxcz789AF+lTRy7Se82W6zuiaYzVhcnHiRu/SfsFaMc5whvit/i59blzE5m2Fwdm7bDJdd+0bm1GkDRzCdjqWxpeRLNziBqz6PRjJjYUt59ljpvJ9PoUC+/Gv/QsqwyVg2Pl0j5NOZThrYUrJuWahsh1XXrBrw6Ji2dISh7ZguPboounlwr9/OTsKK7qGjibFSyn8G/rngvS/n/X8K+Ei7x7XUWQiLQbOqNJe712JRX15N43QsTW/QB0AsZeQa3t22+4WcQCw85+f3vErKsLIVup0eSBlL4tUFv3nxCqZff5qveP6KDB6m6GGQaR70/BVfNv+An9uXcXh8ls/teZU/Kyh7c2wq4VQYL2I3WN5ztqTQxuEIRyfjRJNmTrj09ng5d3l4/h/mPZt42hFirplvIp5BCEcIu767UpFwbtTpUMTPyekUNhKEJG3KipuHaiLuat00dfsmS6EqNSiKsFDCb5thHi13r8XC+Ff0+jk+ncqFUZ+YTmHbEq9H4xdHz/DSu1MMhX34vfqcc56YSoKA1f1BJuJphGXniquORjP8n/pPyOAhidMh1v33bv0nPCcvQxeCeHr+HET8Ho5POWYwt4KDBPy6mNPQz9UoV/Z5qtYod+0bYVmPl8m4U0VCaCAt5xpDEX/uuFK+O9es6uR9kS2bZM+JEixFpRSKWjdNC2GTpVACSVGEWvOpFsLOs3CMV29YxvMjZ8rWtSvmp/LoGpuGw/SHfLz07hQCicjGY3s0gSUlx6dTvGfZXLOeme3B0xv05q7jlhCKZxKs08eZsOaasJL4WCPGsw3lnFJBhXMgpTxbVqig1l2+SawejfLYVILlPf5cDT4nT8oJRY8Ezn4/Svnu8s2qYb/HqUJRZWXvSj7CWjdNC2WTtdRR1b4V86gl/HYhZNcXjvHoZJw/f/YwRybic+raRZNzS/uUivq6b8dmHr/rKoYifnweHU82Ys5tPw6ODycfj6blPnNxr7N2IMRpbQUhMnM+D5LhuBzKBSvkBym4xDMWg2HvnFp3Hs0JbCjUfmqtsOB+DyIBN4+ql5V9fjy6VlUkXCNRp5Ui7gqjLGMpg1PTSV48eqZoaLrKcVoYKIGkmEct4bftLJdUb52zwjFGkyaagFjKLFnXztUeyi2oawdCpE37bLtyHMHh18W85xcJeAj7PXPem0kaTCcyHDwd5dHMb+LFJCTSCCRB0vgw2WX9FnY2ci7s9xStvt0b9LFuWYgen45Hd1pHbBwKN7zzL/Y98Oo6n9p+HsORAKPRFOOxNLNpg137RorOR71lhqp59u6mKZYyODmdwrAlAY9WdFOkcpwWBqpBn6Io1XaLraaTarPGU29jt8IxHhiNogmnBfjmlb3EUgZj0RRpS3Llucty5rxKJki3uZ3bbE9KRyAtD3vpD/roD/ly4ctSSsbjaQxL4vNoDPb4mJzN0Bv0EvQ6pYUuiP9v/lD/CWu1cU5pK9hl3sAzxlaEgAuGw9y/88Ki7cTLPZdGzamlvgftbrRXbFzu9U9NJzFsZx07py9Ib9A7r2lg/vH5JZQ2DhV/rg2iGvTViRJIioZotINoO65T+Lcj4/FcpNmGofCcc7l+j2oX2keeOcije3+Fadv4dY2+kBevrs8rGJpbCGOOUPJ7NHoDHoayXWEBxmMpphIGawaCuWvPJA2Gwn5iaXOO7ytfwEBx31ArhUa75r0crrAs5gcstilyW8wfHIvj1QUrIo75sQWCVAmkOlFBDYqGaGY+UDkaKVxbOMbeoIexWIZIwNFc8sdcq/P73us3cema/pLapHs+Jyk05bSYEJDIWBiWjd+j5xbRwbAf03Kqjx+fStDjc7rMZiw75/t68egZhsI+BsP+s5FiN15UVAi00pFfz3w0O/jFjbIsJhxLVTTftW+Ec5eH5gnSZgc3/PKXvxz2eDyPARejXCPFsIE3TNO88/LLL8/ZVpVAUjREs/KBKlEp6qpSY738MZ67PMxt73M0jcIx11PxOz+Zc9e+kTmVBdyF+8jMbK7WnASEJbFsybGpBPqMwKdrRAIeNq7ozQmX23a/MKdKQr7vaygSmCdgCp/BwdNRVvVVTuKth1orZbQy7LqWTVG7KvJ7PJ7HVq5ceeHQ0NCUpmmLywzVBGzbFuPj41tGR0cfA25031cCSdEwzS6XVEy4lFt0qlnsio3x3iLXrrckUakxhH3OWDOWjZ71YclscqxhO3/rFY4WNB7PcPuVy+aYovy6YLg3QCTgJWPZaNljXdzFtNj142mn6Gq+WbBZjvxaNeNi2tpEvLoSRJWoZVPUxo61FythVBpN0+TQ0NDM6OjoxfnvVxRIQoheYEhK+auC9y+VUr7W5HEqlhDFBA/Mr3LgmqXc/j+Fi85tu19ommmq1oXWvYeX3p1CCFgRCSB8ZysYCCEwskmwtp3NGZKgaxo2NlI6wRU+XaM36OGpN0bZ89KJbMkdp0fSyekU5/ST65nk089agNzF9OGnDzAWTWFJiU/XGIr4Wdbj5cysQY+/+mTYaqlVMy7UTGIpg4lYBgkVSxBVO55qw8nbYWIGNCWMypN9PnPMmWUFkhDid4FvAWNCCC/wB1LKX2Q//ivgvS0Yp2IJUEqjCHm1ecKlsJjn1266eF75nGaZYWpZaPPvwbKdatxu8VA3em4mafC1my7moafe5tB4HE1KNE0jZTpJpkNhHyuyZjUpJYfG4qwZCBLyeRgM+zk5k0QiGYum6At5i/q+rt6wjD9/9jB6tpK4aUtOTqfoD3qwbZmr5LBhsIcv3bC5adpsLZpxoWYyHkuDAL+uVSxB1EzaZWJuB6Ojo/r27dsvAJiYmPBqmiaXLVtmArzyyitvBwKBBScQK2lIXwAul1KeEkJciVPo9AtSyh+gIkkUDVDK4X5kMsHG4bP11aJJg8nZTNlins02w1S70Obfgz9bQFRIJ59JCHI17nbtG+H+nRfy2vHpXESeADQNppIGQZ+H3qA3lyeT39gPnPOlTLuk78sdh7RB4BRaNaXNWDxDwKtx/lCYpGHNKSXUbgo1k5RpoQnBYLhyCaJms1gq8q9cudI6cODAWwCf/exnzwmHw9aDDz54utPjaoRK0R+6lPIUgJTyReC/AF8UQtxLkUZ5CkW1lMqcB+YkME7EnYoHAY9eMvG2U3108u9hKOJ38pCQpEyb41NJTFuysvdsNNxTb4yyZiDIllV9vGd5CF1ouXt0x7x++dwEzt6gl5V9Aa48dxmP33UV916/ibuv3cCagRDHphK5VugrIn5sJLYtkVJiZttKrIgEWp6wXA2Fia49Pg/Le3w5oQsqUbVZfOpTn1r9p3/6p7nGcPfcc8/qhx56aOhHP/pR5P3vf/+m66+//rzzzjvvot///d9fZ9uOP/Lv/u7vei+77LLNW7ZsufCGG27YEI1GOxIZWOmiMSHEee6LrHDaDtwEXNTCcSm6kHorJRSjVOb8hsGeOcIlbdoVi3l2qjFi2KdzeDzOgdEo47E0/UEPmhBOR1hdsLo/SG/QlxMGIxOzOQHmFBwN4NUEKdPOjfn+nRcykzQ4NBbjwGiUQ2MxZpJGTrgWK9UUT1ukTZtz+oJ4dKeenltgNX/B73SpnPyqDY/cug2fR1fN+FrAJz/5yYnvf//7gwCmafLjH/942cc//vEzAK+99lrPo48+euw///M/3zx06FDg+9//fv+JEyc8X//611c999xzB9966623L7744sR/+2//rSMqZCWT3T0UmOaklDEhxA7gd1s2KkXX0eyw3VLO5S/dsBk4a+MP+XR6/HrFYp7tNsPsPTCW68CqZTu6nknY9Ie89EjJqr7gnOoV+dqfa1qMBLzomphXUUCAU7VbSpBOYaPXjk+fDZ4AVvad1Xzc4IU1Ax7WD/aQNCyOTyUZCM31q3WTBrKYfDndxkUXXZQOh8PWiy++GPzVr37lu+yyy2aHhoYsgK1bt85ecMEFGYBbbrnlzHPPPRcGOHz4cOB973vfZgDDMMSVV14Z78TYKwmkWWAFcLjg/auAF1oyIkVX0uwky0oLUn7PmzZFRdXErn0j9Aa99Pg9uUrYHk0wFPbTH/IV9WmtXx4iYdhl78U978psoEM0aXBqJsk3njlEwKth2hJdkIu8iwS8LO/xY1gyl1C7ZiDETVvPYc9LJ7ruueWzWHw53cgdd9wx8b3vfW/5u+++67/77rvH3ffzN0nuaykl1113XfRHP/rRkbYPtIBKAulbOIENhSSzn/1200ek6EpKRbIdGovNafFdyy63mgWpW3fS7vMQQuS0N7dczX07NpfQ/pzureXuJf85R5MGJ2eSOX+QtJ2240IT6JoTqRYJOMEQG4cj86o1lKsgoVjc3HHHHVMPP/zwOZZlcdNNN0Xd91955ZWeQ4cO+davX5/5wQ9+sOyTn/zk2HXXXRe/77771r711lu+LVu2ZKLRqPbOO+94L7nkkuJtiltIJYF0brFcIynlfiHEuS0ZkaIrKRbJNjmbJpYy57WeaHbTs27cSZeL7KtW+6t03ol4Gg2BxDELappAt52+SJqAtGlXbP/Qbc9N0R5CoZB8//vfH1uxYoWh62eDh7Zt2xa/99571xw8eDB49dVXx26//fZpTdP4zne+887v/u7vnmcYhgD46le/eqIbBVKgzGfBMp8pFhnFfD5nZg2CXo3RmVQuYTMS8CyJpmeVEizrFQb553Ub4jlN8RxTi0fXsC3b6b8kRa4g7GJ/3oryfOMb3ziZ/9qyLF5++eWeH/3oR3PcLaFQyH7qqafmhVrefPPN0Ztvvjla+H67qRRl9wshxCcK3xRCfBz4ZWuGpOhGikWyeXWYzViYlkQXTgHRydkMh053/HvdcloV2Zd/Xk0INCEYjvhz0Xu2dNpXhP0eNgz25EK/W9UQce+BMXZ+ax8XPPAUFzzwFDu++fOuar6omM+LL74YXLdu3SUf/OAHo1u2bMlU/ovuoWz7CSHECuCHQIazAugKwAfcLKUcbfkIa0S1n2gfl37lpyQNC492dl9j2jZBr85rX/lQB0e2OCjVw2dVxE/akrlqEK3qRbT3wBif3/MqUwkDt9mtLaE/5OXPbtna9qhGt8xU2OfkpLktObpQQxSvvvrq0a1bt050eiDdzquvvjq4devWc93XZTUkKeVpKeUHgK8CR7P/fVVKeXU3CiNFe/F5NJBgS4nE2b0js+8rGsJdgBMZM9uV1WTbugH+4r++j7XLw/QGvQ116a0mp2zXvhFiKRNdE+ia5vwnBPG02dYE2/zcK13A4fFZDo3F0QVFu8MqFi5lVw4hREAI8Rngwzha0v8tpXy2LSNTdD0bhyMMRnx4NIFlSzyaYDDiY+NwpNNDW9DkL8ArewMMRfyE/N6cJlCqykW1Sa/FkmuLLerHphJOmaO8SGEhnKCKdibY5qccTMQz6EKga4KJeKbjFSgUzaVSUMP/CxjAc8BO4ELgM60elOIs7k750FiMjGnj1QWbVvR2hZnCdcCv7Gt+NemlTKWcr0Zr91WbU7Z2IMRELI2U5ISSU6lctDXBNj8UPtfGI9uGI5YyODWd5Ffjs1zwwFNsGOzhvh21FZBtduNARf1Usq1skVJ+VEq5C7gFuLYNY1JkcXeyRyfjzCQMkoZFNGVyZCLeFWaKTpXsWexU0oAard1XrYZ197UbiAQ8WLbEsm3nPykJ+z1t3XTkl5ny6ZpTM1CCLgTHp5KkLbeth1Mt/fN7Xq36t1GttqhoD5U0JMP9HymlWZjlq2gt7k52Mm6iaU7ElW1LYimTlX3dEV69kHJdFspOuJIG1GiycLUa1vbNw3z9lq08/PQBRiZmATh/MMT9Oy9s+nMrNzf5ofCDYR8nplMgQRdg2k5Qlifr5xLS+X1U+9toZZt3Re1UEkhbhRBuDK8AgtnX2Q2J7G3p6JY4rqkik23wBo7pJGPZHS+Umc9CWOgbrcXXznuspolcIxuBWprUtWPDUWluCgXw+UM9CCE4OBZH4HTf9WSbFgoBpmVX/dtoV0tzRXWUFUhSSr3c54rW4u5kfbpTw0wIx1Th07WuKZTZ7KKrraKRnXC777HV5ZK6rRxTNXNTTDDetvsFXj42hTzb0T3bHl6r+rfRxpbmZfmn1072fu+5IytPzST9q/qC6U/82vrRGy49p+GEvs9//vOr9uzZs2zVqlWZ5cuXm9u2bUv83u/93vQf/uEfrjtz5ownEAjYjz322Dvbtm1LffjDHz43EolYr776as/4+Lj3a1/72vGPfexjUwBf+tKXVvzwhz9clslkxA033DD9zW9+82Sla9dDxRbmis7h7mR7gx4mYhls4ZgnIgFv1wQPLBSTRyM74U7cY6s1k24ytdY7N3dfu4HP7XmV6YSBzJrubAkDIW/Vv402tjQvyT+9drL3a//09jqvJmTE7zEn42nv1/7p7XXAu40IpX379oV+/OMfD7z++utvGYYhLrvssi3btm1L3Hnnne/ZvXv3O5dcckn62Wef7bnnnnvWvfDCCwcBTp8+7d2/f/+BV155JXDzzTef/7GPfWzqBz/4Qe/hw4cDr7322ttSSq6//vrzn3rqqfDOnTubXhFcCaQGaLUZJ38na1hOlJ1PF6wfDHeNWWyhmDwa2QkvlHvsFI3+Duqdm+2bh/mzW7by0FNvc2TSmYuNQ7VF2XWDtvi9546s9GpCBry6DRDw6jaGpX3vuSMrGxFIe/fuDe/cuXM6HA5LQP7Gb/zGdCqV0l5++eXwRz7ykVyfu0wmkwsOuPHGG6d1Xefyyy9PTU5OegGefvrp3n379vVu2bJlC0AikdAOHDgQWDQCSQixDPhb4FycZNvflVJOFTnuaZxWF/8mpfytdo6xEu0y43TTTrYY3WLyqEQjO+Fm3+NC8LmVI3/8Eb+H8XiavqC37t9BI3PTjN9Hp39jp2aS/ojfY+a/5/do9qmZpL/U31RDsSo8tm0TiURMt/V5IYFAIPdH7t9LKfnMZz5z6vOf/3zLK090KqX+fuBnUsqNwM+yr4vxdeD32zaqGsg347jZ8hnT4t4nXm5KR9WFQqfah9dKIyHq+fcYTWY4NBbj6GSC6USm5jmuJcy4mR16m0Xh+I9MzDKdMDAtWXfViKWePrCqL5hOm3K6524AACAASURBVPactTht2tqqvmBD1ba3b98e/+lPf9qXSCTEzMyM9swzz/SHQiF7zZo1mb/8y78cAEdAPf/882ULZe/cuTP6N3/zN4MzMzMawJEjR7wnTpxoiTLTKZPdTTit0MFJvt0L3Fd4kJTyZ0KI7YXvdwOFZpxo0mByNoMtJeuWhbrWud9susHkUS317oTde3zoqbc5OpnEq2ms6Q+Qseyic1xOA6rWH9WtwSKF47ek0wpjIp7OtUuvx5zZaS2lk3zi19aPfu2f3l6HYWl+j2anTVszbCk+8WvrGyrPdt111yV27Ngxs2XLlotWr16dvvTSS2f7+vqsxx9/fOQTn/jEex5++OFVpmmKm2+++czVV1+dLHWe3/md34m++eabuY6yoVDI/v73v39k9erVZqm/qZeyxVVbhRBiWkrZn/d6Sko5UOLY7cDnypnshBB3AXcBrFu37vJ33nmnySOez227X5hjxhkZj+daMGwYCgOQyJhz2lMrmku7TV+Fcw7z5zhfkBQrfHrNw8/mGvu5uI39nrvvgzVdq13kP+fxWJqVvX56gz7A+d4blo0ENq/srWmcC910WYaai6u2KspuZmZG6+vrs2OxmHb11Vdf8N3vfveda665pmucn4XFVVumIQkhngFWFvnoi82+lpRyN7AbnGrf9Z6nlh9Iod07bTq9a4YiZ82+yvHdOjqhQVQT3NCssj+VrtWsxbzSeQqf80Q8zYnpVK5T7lDEz/GpJB7daYVdrf+nWzXATnHDpedEmyGACvnoRz/6nkOHDgXT6bS49dZbJ7tJGBWjZQJJSnl9qc+EEKeFEKuklKeEEKuAjhvHa/2BFJqqQj6dHr+ea2cN3encXyx0IhS7GmFSSZBU68Avd61mLebVnKfwOa+IBDgxnWR0JkXY70HXBAMhL8t7fMwkjapNtgslXWCh8+Mf//hIp8dQC53yIT0J3AE8lP33Hzs0jhz1/EDy7d7uj7vZ+QzNNGssJhNJJ0KxqxEmzSr74+bYnJhOYtkSXROE/R6+dMOWpi3m1Zyn8Dk7fiLJaDSdE0BfumFLzd8jFUqvKEanBNJDwN9lO8++C3wEQAhxBfCHUso7s6+fAzYDYSHEceDjUsqftmJAjf5AWuHcb6ZZY7GZSDoRbl7NHDez7I8AkNnwWylwvU6NfFeL+YPKnafYc/boGu9dN9CQL6vYeSfiaRIZi2sefnbBb5gU9dERgSSlnAR+vcj7+4E7817/WrvG1IwFrtmRQs00ayw2E0mnMuwrzXGzNia79o3QG/Sysu9sRK47X/V+V+f5g2KOPwhELkKu8Dytes6F552IpxmPZxiO+BbFhklRH6pSQ5ZuKCFSSDPNGovNRNLN4ebN2JiUm6+v3XRxxe9qMfNs4aZkZV+A41NJTsdSRAKektpcK55z4XkTGYvhiI/BcABY+BsmRX0ogZSlGxe4ZpqlFkpFhVpYbLkr+UIkmjQwLZuhSCD3uTtflb6rpcyziYzJyt6z54sEvKzun+sPKvadL3zObsJuo77I/PO64fD5LOQN02LnuuuuO/8f/uEfjgwODlrNPK8SSHl02wLXTK2tGzVAxVkKhYhl24zFMgAMhv3z5qvcd7WUeTZj2iQNqyF/UKt8kYtxw7SY+fnPf364FeftVOkgRRU0s6TKUi/P0u0UlqIaDAcYjvhIZKya56tUR1ifLhoq87T3wBj3PvEyJ7Nh37GUWVepoGIslBJULePNH/byvV/fxP/YfAnf+/VNvPnDhnvNRaNRbfv27edfcMEFWzZu3HjR9773vYHVq1dfcs8996y+5JJLLrzkkksufOONN/wAJ0+e9HzoQx867+KLL77w4osvvvBf/uVfesBJrL3lllvO3bRp05ZNmzZt+au/+qt+gNWrV19y6tQpD8B3vvOdZZdccsmFmzdv3nL77be/xzRNTNPkwx/+8LkbN268aNOmTVu++tWvVrXQKA2py2mm1tZtGuBCptkh9MV8Rst7/Hi0uRUcqqGUtrFxRW/Ol1SrWdrVjGYzJh5NYFqSkzNOtZlIwNOwaa0bTeZt480f9vL0F9aheyX+XpPZcS9Pf2Ed8C4X3Vx3suwPfvCD3pUrVxp79+49DDA5Oal/5Stfobe313r99dff/va3v738j/7oj9b+67/+6+G777577Wc/+9nTH/rQh+KHDh3yfehDH9o4MjLy5v3337+qt7fXOnjw4FsA4+Pjc3Y6L730UmDPnj3L9u/ff8Dv98uPfvSj67773e8u37p1a/LUqVPeQ4cOvQkwMTFRVW89JZAUihpphdmqkci5QsFYzjxb76bE1eACHh3TlmiaANsJ1fbooimmtSW7YfqPb69E90q8QafVoPOvxn98e2UjAum9731v8otf/OLae+65Z/VNN900s2PHjjjAHXfccQbgE5/4xJkHHnhgLcC///u/9x46dCgX0hmPx/WpqSlt3759vU888URO/R0aGprjM3r66acjb7zxRmjr1q0XAqRSKW14eNj8vd/7veljx47577jjjrW//du/PXPzzdXdhxJICkWNtCKEvlofX74ACvt0Jmcz9Ba2frjxIh688aKmahuuBjcU8XNyOoWNBCFJm7JtprXFlNg9h+gJP/7euYVKPQGb6ImG2k9ceuml6Zdeeumtf/iHf+j74he/uPqZZ56JAmjaWU+NEE7XTykl+/fvfzvbOymHlHJO3cVCpJTiIx/5yOSjjz56ovCzN954460f/vCHvd/5zneG//Zv/3bZ3//93x+tNGblQ1IoaqSUj6YRs1U1Pr7C1g9HzySYShhY9vzWD9s3D/P4XVfx3H0f5PG7rmp44V47ECJpWEQCXs7pDzhmO1sS8ult8UXW0rZjwdG7Oo2ZmrsWmymN3tUNtZ84evSoNxKJ2J/85CfPfOYznzn9yiuvhAD++q//ehnAX/zFXwxs27ZtFuCaa66JPvzww7lJ/I//+I8gwPbt26Pf+MY3cu8Xmux27NgR/clPfjLgtqM4ffq0fvDgQd+pU6c8lmXxB3/wB9N/8id/cuL111+vSoVWGpJCUSOtigirZLKa1/rBdlo/jMfSuRqKtQjGeosJuzXsokmD5T0+HvjHN1i7r7UaSy1tOx5++gAjE7MArF8e4v6dF3a3JvWBT49mfUYanoCNmdKwDMEHPt1Q+4lf/vKXwT/+4z9eo2kaHo9Hfuc733nntttuOy+dTotLL710s23bwjXH7d69+9idd965btOmTVssyxLvf//7Yx/4wAfe/dM//dNTH/vYx9Zt3LjxIk3T5Be+8IWTd9xxx7R7jcsvvzz1wAMPnPj1X//1TbZt4/V65SOPPPJuKBSyP/7xj59r27YAePDBB49XM+aOtJ9oJVdccYXcv39/p4ehWMRUajHRKgpbVzTa+qHWe9h7YCzXLty2JQhY3uObE5beqmdQTduOvQfG+PyeV5lKGGjZw2wJ/SEvf3bL1qLjapEZsOb2E7z5w17+49sriZ7w07s6zQc+PdqI/6gUq1evvmT//v1vr1q1qum9jOqhbe0nFIqFSDULVKciwgo1s8GwnxPTSTxaba0foH4/WMKwWTMQ5NR0EsOWTM5m8Ht0eoPellZWqEYr3bVvhFjKRNcEWlZwCVsSTxcfV1fVd7zo5mgrBNBCQwkkRVtpxo60Vc7tWhaoTkSEFQY+eHRBf8jLUNhfU+sHqK+UVL4QM7IVyKV9tltsKysrVBP0cWwqgWnbePR8p71j2iw2rsVW37EaTpw48Xqnx1AOJZC6nMUUWdSMHWkrd7WtWqCaNYfFNLN6Wj9AfX6wfCHm0zVMWyIEZCy7qr9vhGq00rUDISZiaaR0BBGAlKBrxcPSF1t9x8WAEkhdTFeZFJpAMxb8Vu5qm7FAFQqfqzcsY89LJ5o2h83SzOopJZUvxPLDv3261pbKCpXu/e5rN+R8SNKJZnZ8SH5v0XG1uFyRbdu20DRtcTnpm0g24MHOf0+FfXcxheVkmlWmpVM0I1y63Dncop/XPPwst+1+oeaQYDe0OZ9aFqhiocmP7v0VhmV13RzWU0oqv7xP2O8h7NcxLUkiYzEeS3PLe1d3dKO0ffMwX79lKxuHwwghEEJw/lBPyYCGFpcremN8fLzPjTJTzMW2bTE+Pt4HvJH/vtKQupjFZlJoxo601Dl6fPocbfLIRJy7/+cviQQ8bByOVGUma7QAbTHtzbIlMwkj11YB5s9hK82y5c5dq7aVbzY7NBZjNmOxotefi7Lb89IJLl3T33GhVO31WxmcYprmnaOjo4+Njo5ejNr4F8MG3jBN8878N1XYdxdz2+4X5i2+1Yb1diPNCJcudY4en07Gsgn5PESTRq7OmlcTrOoPlrxOMRPb8yNn6lqg8kOTo0kj1wFVAucuD+VyhfLnsJUh5K0892L7bjYZpRXViZLcXcxiq4DcjIrjpc4RS5s5U95EPI2GQNcEhi1LmsmKmdj2vHSCu6/dUFeFA9fk5wpE05K5fJjjU0miycy8OWylWbaV525FtQqFQpnsupjFWAG5GU75YudYu++sKS9j2ehCIKUTDQbFF8tasv+rMam5Jr+xWMrZIgvQNY3lQQ/RtMloNM171w3M+ft6zLLVjsc9t6utZSwbn64xk8iUfrhVovoXKVqBEkhdzpKtgFwj+f4fn66RsWz+//buPkau6rzj+PfZ9e76HfyOwYBxYxoBom6zoU1TSFqwQhsVqEST0KQ1UqmhVIrUqlGtQqOK9A/TiqpRiUosKsWkaqGgUlsJQQETt1SK25qUOLiFGKc0Nli2MW82Xnvfnv4xd+xhmd25s3vPvefe+/tIo3m7nn18d3aeOec85xzDWLagsT5luw/LNMmgU6XjxORw889cwFd27mfcnYHeHpYtGGDB7D6WJ6sKTOzO6vaDvZvKywsXzeV/Xz/BsXeHGy1GM4bHxhkdd3a+eGRG7ytt+CghKCFJ1NK2Blpbk2+fHGZ03Fk8r4/5A7Mm7epMO/t/slYU8L7k8Nj3XuWSJXPPdBVO9rpN3X6wd1P2fvs1a7j9754DwHoac3IMY/G8Pu598sUZFVJM1Xqv0tw5yZeKGiRaMxmUb34oTtXVmeb1p1pDbVWbhNZsob07PJY67jSxNqVZ063V4J89xcnTo4yMN+YLLVswgLtz8K1TrF4yt1SFFCWiooZpUgtJojWTSbBpujrTzv6frBU1WZff20MjfOnGK9j8rf9h35ETAKxZOm9GsaaJZ6KdLx5heHScU6PJSgrjjflCw6Nj9PX2BJlcXMfleCQ7qrKTaOVRydVp36CpKh07TaRtLkS6dvl8hsfGM9m/J23lZbOlMqvHGHfOXIZGxhgZhwUDYc6rqu9kJpSQpDCdVlaY6coJWZiqVH2q5BCq5Dpt6Xzz558eHaev186UnwP09xrHT4c5rzH8zqS81GUnqWQ9UJ2mWiyWSq52XWrN83FyeJTh0XH6e421KxaeOS93b3sh2CobzXiaMbTbIK/ZnTg8Nk5vjzGrpwd3Z8ydlefM5uBbp4Kc11h+Z1JOaiFJRyG2j27XghgeHePzD//XmRYTMOOJtCG0no/zFs5m2YIB5iYLeDZjC91S6PQ7af78/t4emnVLzXlZs3p7uHT5/CDnNYvJz1JfaiFJRyEGqicWBLwzNMKxd4cZd+eixXPPtphuuDy6pWjSnI/QLYVOMTR//sI5s3j9+DDjyerXC2b3MTLm/MknPxgsSWQxd06l4/WkFpJ0FGKgemIL4vUTpwGYPas3qlWx20lzPkK3FDrF0Pz5q5fM55y5jc3zzpk9i0uWzo++xRKiRS7loBaSdBRimZiJLYjTo+MYnFlZAeKtzkp7PkKuspEmhqx/fl6tFpWO11chLSQzW2xmT5nZvuR6UZtj1pnZd81sr5ntMbNPFxGrhFnkdWILYm5/L0sX9J9ZERvirc6KYdHbvGPIs9Wi0vH6KqrLbhOww93XAjuS+xOdBH7L3S8Hrgf+yszOzTFGSYTufnLggmSLiDKsbB7DwH3eMeS5WaRKx+urkKWDzOwl4OPufsjMVgI73f0nO/yb7wM3u/u+qY7T0kHl0G6JmXeGRlgyr593h8cqsbJ5TGba3dbtkkUzjbXkyw9p6aBpKmoMaYW7HwJIktKU7zIzuwroB/ZP8vxGYCPARRddlHGoEkK7cQKARfMGePL346qqaypr5dfEOV+vHGvspjt/oJdLW+ZOTSXP7SaquO2KpBMsIZnZ08B5bZ66q8vXWQl8Hdjg7uPtjnH3LcAWaLSQugxVClC27dm72fYhNq3J//ipEY6dGMFxTo2Mp/5/5D3hVduu1FOwMSR3v87dr2hz2QYcThJNM+G0HRk1s4XAN4G73X1XqFglf2UbJ8hzDCVrrUUCR4+fxowzeyOl/X/EMG4m1VdUl912YAOwObneNvEAM+sHHgcecvdH8w1PQivbEjNla9G1au1uay4l5ONT76bbjlotElpRVXabgfVmtg9Yn9zHzAbN7MHkmE8B1wC3mtnzyWVdMeFK1sr2jbtsLbpWrSXifT3G2LgzjrN0/uS76YoUQRv0iaRQ9sqvZkHGviPHOX5qlEVz+1g6fyD4/6OshSAzpCq7aVJCCqSmf4iV1s3OrjHL6/9R9iQ+A0pI06SEFECN/xBFzrhly662W7wvXzA7ugVzM6aENE1ayy4ArcUVF7VWi1HmQhAphlb7DkBrccVDK0cXp8yFIFIMJaQA9IcYjzLPHyq7GBahlXJRQgpAf4jxUGs1vJ0vHuGWLbvO7PTbbH2WrbRfiqcxpAC0Flc88lyDrY46LamkybTSDSWkQPSHGIeyrQhRNirgkSypy04qTd1GYalLVLKkFpJUnlqr4ahLVLKkFpKITJsKeCRLSkgiMm3qEpUsqctOcqHVEtIr27lSl6hkRS0kCU6rJaSncyV1poQkwWm1hPR0rqTO1GUnwRW1yGbZur5AC5JKvamFJMEVsbZfWbu+tA6i1JkSkmRmsjXNiigNLmvXl8qoizHZe1fypYQkmZiqRVJEaXBZVxBQGXX+ytqariKNIUkmOq1plndpcJlXEFAZdb60Hl881EKSTMTWIlHXl6QV23u3ztRCkkyEbpF0WzGXZguQMlbhSfbK3JquGnP3omPI1ODgoO/evbvoMGqndV+c1m0eshj/CPHaIePNmhJnWAHeC5Z1jHWhLjvJRMjB+BAVc2WpwtOAe3gqJImHuuwkM6EG40NMFi3LBFQNuOdDhSRxUAtJohdismhZJqBqwF3qRAlJoheiYq4sVXhlSZwiWVBCkuiF6OMvy7hBWRKnSBZUZScSuWaV3WTl6xIdVdlNk4oaIqHSXpmMBtylLgpJSGa2GHgEWA28AnzK3d+ccMzFwD8BvUAf8Nfu/kC+keajdR5Ea2nvPaAPogCU/EXiVNQY0iZgh7uvBXYk9yc6BPy8u68DfhbYZGbn5xhjbsoyJ6YKNK9HJF5FJaQbga3J7a3ATRMPcPdhdz+d3B2gwgUYKu3Nj5K/SLyK+pBf4e6HAJLrtv0lZnahme0BDgD3uvtrkxy30cx2m9nuo0ePBgs6FJX25kfJXyRewRKSmT1tZi+0udyY9jXc/YC7Xwl8ANhgZismOW6Luw+6++CyZcuy+i/kRqW9+Zlp8tdGbiLhBEtI7n6du1/R5rINOGxmKwGS6yn/qpOW0V7g6lDxFqksc2KqYCbJX+NPImEVVfa9HdgAbE6ut008wMxWAcfcfcjMFgEfBf4y1yhzpNLemUtTPZdmW4rJaF2590pbraiqRkmrkImxZrYE+EfgIuDHwK+7+xtmNgjc4e63mdl64D7AaUw0u9/dt3R6bU2Mba/qHwp5bCfxC/c+w7lz+jA7O+/R3Xl7aIRn/+iXMvkZZZH2fJdpm48MaWLsNBVS1ODux9z9Wndfm1y/kTy+291vS24/5e5XuvtPJdcdk5G0V4eupjyq51R8clba862qRulGZUup5aw6fCjkUT2n4pOz0p5vVTVKN7R0UA2UZe+fbkzsglwwMIuhkbGg21DPZPypatJu+63twaUbSkg1ULUPhXZLLb09NHKm4751rCLr1kvVi0/SjjXefs0avrh9LyeHR6c832mPEwF12dVC1bqa2nVBnjOnjyXz+lU6PwPdjDWmnaqgKQ3SDW0/URNV2sJA1W5h3LJl1/ta0ieHR1m+YDb/sPHnCoysdFRlN03qsquJKnU1Va0LMhZVHGuUclGXnZRO1bogszLTZY1U1i5FU0KS0tG4xPtlMddMiV6KpjEkkQrIavynSmONBdIY0jRpDEmkArIa/6nSWKOUj7rsRCpA4z9SBUpIIhWg8R+pAiUkkQpQoYdUgcaQRCpC4z9SdmohiYhIFJSQREQkCkpIIiISBY0hSVeqvhW6iBRHLSRJrQ5boYtIcZSQJLU6bIUuIsVRQpLUDrx5kjl9ve95TNsTiEhWNIYkqcW8D5HGtkTKTy0kSS3W5Wk0tiVSDUpIklqsy9NobEukGtRlJ12JcXkabb0tUg1qIUnpaesFkWpQQpLSi3VsS0S6o4QkpRfr2JaIdEdjSFIJMY5tiUh3lJBEJtCcJpFiFNJlZ2aLzewpM9uXXC+a4tiFZvaqmd2fZ4xST5rTJFKcosaQNgE73H0tsCO5P5kvAf+SS1RSe5rTJFKcohLSjcDW5PZW4KZ2B5nZh4AVwLdziktqTuv1iRSnqIS0wt0PASTX7+ugN7Me4D7gC51ezMw2mtluM9t99OjRzIOV+tCcJpHiBCtqMLOngfPaPHVXype4E3jC3Q+Y2ZQHuvsWYAvA4OCgdxOnSKvbr1nDF7fv5eTwKHP6ehkaGct1TpMKKqTOgiUkd79usufM7LCZrXT3Q2a2Emg3YvwR4GozuxOYD/Sb2Ql3n2q8SWRGPv7B5dxDYyzp4JsnWZVjUmgWVPT12nsKKu5J4hKpuqLKvrcDG4DNyfW2iQe4+2ebt83sVmBQyUjyUNScptaCCoC5/bM4OTzKV//1R0pIUgtFjSFtBtab2T5gfXIfMxs0swcLikmkUCqokLorpIXk7seAa9s8vhu4rc3jXwO+FjwwkQLFvAGiSB60lp1IJLRIrNSdEpJIJLRIrNSd1rITiYgWiZU6UwtJRESioIQkIiJRUEISEZEoKCGJiEgUlJBERCQKSkgiIhIFJSQREYmCEpKIiERBCUlERKJg7tXaz87MjgL/F/BHLAVeD/j606GY0lFM6SimdCaL6XV3vz7vYKqgcgkpNDPb7e6DRcfRSjGlo5jSUUzpxBhT2anLTkREoqCEJCIiUVBC6t6WogNoQzGlo5jSUUzpxBhTqWkMSUREoqAWkoiIREEJSUREoqCE1IGZLTazp8xsX3K9aIpjF5rZq2Z2f9ExmdnFZvacmT1vZnvN7I4IYlpnZt9N4tljZp8uOqbkuCfN7C0z+0bAWK43s5fM7GUz29Tm+QEzeyR5/t/NbHWoWLqI6Roz+56ZjZrZzaHjSRnTH5jZfyfvnx1mdnEEMd1hZj9I/tb+zcwuCx1TZbm7LlNcgD8HNiW3NwH3TnHsl4G/B+4vOiagHxhIbs8HXgHOLzimS4G1ye3zgUPAuUX/7oBrgV8FvhEojl5gP7Am+b18H7hswjF3Ag8ktz8DPBL4PZQmptXAlcBDwM0h4+kipl8E5ia3fzeS87Sw5fYNwJOhz1VVL2ohdXYjsDW5vRW4qd1BZvYhYAXw7Rhicvdhdz+d3B0gfGs4TUw/dPd9ye3XgCPAsiJjSmLZARwPGMdVwMvu/iN3HwYeTmJr1RrrY8C1ZmZFxuTur7j7HmA8YBzdxvQddz+Z3N0FrIogpnda7s4DVCk2TUpIna1w90MAyfXyiQeYWQ9wH/CFWGJK4rrQzPYAB2i0Dl4rOqaW2K6i8Y1zfywxBXQBjd9B08HksbbHuPso8DawpOCY8tZtTL8NfCtoRCljMrPfM7P9NFrlnw8cU2XNKjqAGJjZ08B5bZ66K+VL3Ak84e4HsvpSm0FMuPsB4EozOx/4ZzN7zN0PFxlT8jorga8DG9x9Rt++s4opsHZvionfotMck6W8f14aqWMys88Bg8DHgkaUMiZ3/wrwFTP7DeBuYEPguCpJCQlw9+sme87MDpvZSnc/lHyQHmlz2EeAq83sThrjNf1mdsLd3zcAmmNMra/1mpntBa6m0R1UWExmthD4JnC3u++abixZxpSDg8CFLfdXARNbq81jDprZLOAc4I2CY8pbqpjM7DoaXzg+1tItXWhMLR4G/iZoRBWmLrvOtnP2284GYNvEA9z9s+5+kbuvBv4QeGgmySiLmMxslZnNSW4vAj4KvFRwTP3A4zTOz6MBY0kdU07+E1hrZpck5+AzSWytWmO9GXjG3UO2WNLElLeOMZnZTwNfBW5w9zy+YKSJaW3L3U8C+3KIq5qKrqqI/UKjH38HjTfZDmBx8vgg8GCb428lfJVdx5iA9cAeGlVBe4CNEcT0OWAEeL7lsq7o3x3wLHAUGKLxjfgTAWL5FeCHNMbM7koeu4fGByvAbOBR4GXgP4A1Oby3O8X04eR8vAscA/ZGENPTwOGW98/2CGL6MrA3iec7wOWhY6rqRUsHiYhIFNRlJyIiUVBCEhGRKCghiYhIFJSQREQkCkpIIiISBSUkqRUzG0tWZX7BzB41s7nJ4+eZ2cNmtj9ZTfoJM7s0eS74auAiooQk9TPk7uvc/QpgGLgjWcT0cWCnu/+Eu18G/DGNxXIB/gL4zWLCFakPJSSps2eBD9DY0mDE3R9oPuHuz7v7s8nt0KuBiwhKSFJTyXpxvwz8ALgCeK7YiERECUnqZo6ZPQ/sBn4M/G3B8YhIQqt9S90Mufu61geSldBz2aJbRCanFpIIPAMMmNnvNB8wsw+bWei9dkSkhRKS1J43Vhj+NWB9Uva9F/hTkn1vzOxZGitxX2tmB83sE4UFK1JhWu1bRESioBaSiIhEQQlJRESioIQkIiJRKCI1UgAAAB5JREFUUEISEZEoKCGJiEgUlJBERCQKSkgiIhKF/wfDmKTUd5Js6AAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.lmplot(data=mds, x='PC1', y='PC2', hue='Type', fit_reg=False)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"ax.fig.savefig('qt.mds.type.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.lmplot(data=mds, x='PC1', y='PC2', hue='Function', fit_reg=False)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"ax.fig.savefig('qt.mds.func.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.lmplot(data=mds, x='PC1', y='PC2', hue='Type', fit_reg=False, size=12)\n",
"for row in mds.itertuples():\n",
" gene = str(row.Gene)\n",
" if '_' not in gene or len(gene.rsplit('_')[-1]) == 1:\n",
" plt.gca().text(row.PC1 + 0.005, row.PC2, gene, fontsize='8')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"ax.fig.savefig('qt.mds.genes.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Non-metric MDS"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MDS(dissimilarity='precomputed', eps=1e-12, max_iter=3000, metric=False,\n",
" n_components=5, n_init=4, n_jobs=1, random_state=42, verbose=0)"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nmds = MDS(n_components=axes, metric=False, dissimilarity='precomputed', random_state=42,\n",
" max_iter=3000, eps=1e-12, n_jobs=1)\n",
"nmds.fit(qtdm.data)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" PC1 | \n",
" PC2 | \n",
" PC3 | \n",
" PC4 | \n",
" PC5 | \n",
" Type | \n",
" RF | \n",
" Quartet | \n",
" Model | \n",
" Function | \n",
"
\n",
" \n",
" #SampleID | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" p0000 | \n",
" 0.315933 | \n",
" -0.103392 | \n",
" 0.185437 | \n",
" 0.020249 | \n",
" 0.205743 | \n",
" gene | \n",
" 0.4707 | \n",
" 0.7026 | \n",
" LG | \n",
" ligase activity | \n",
"
\n",
" \n",
" p0001 | \n",
" 0.141116 | \n",
" 0.091177 | \n",
" -0.141593 | \n",
" -0.393269 | \n",
" 0.007599 | \n",
" gene | \n",
" 0.5646 | \n",
" 0.6587 | \n",
" LG | \n",
" NaN | \n",
"
\n",
" \n",
" p0002 | \n",
" 0.239242 | \n",
" 0.072856 | \n",
" 0.200099 | \n",
" 0.279677 | \n",
" -0.164384 | \n",
" gene | \n",
" 0.4646 | \n",
" 0.7736 | \n",
" LG | \n",
" NaN | \n",
"
\n",
" \n",
" p0003 | \n",
" 0.133483 | \n",
" 0.104039 | \n",
" 0.289685 | \n",
" 0.270617 | \n",
" 0.132916 | \n",
" gene | \n",
" 0.3637 | \n",
" 0.8805 | \n",
" LG | \n",
" DNA binding | \n",
"
\n",
" \n",
" p0004 | \n",
" -0.139687 | \n",
" 0.205213 | \n",
" -0.226970 | \n",
" 0.135828 | \n",
" 0.271608 | \n",
" gene | \n",
" 0.6127 | \n",
" 0.7411 | \n",
" LG | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" PC1 PC2 PC3 PC4 PC5 Type RF \\\n",
"#SampleID \n",
"p0000 0.315933 -0.103392 0.185437 0.020249 0.205743 gene 0.4707 \n",
"p0001 0.141116 0.091177 -0.141593 -0.393269 0.007599 gene 0.5646 \n",
"p0002 0.239242 0.072856 0.200099 0.279677 -0.164384 gene 0.4646 \n",
"p0003 0.133483 0.104039 0.289685 0.270617 0.132916 gene 0.3637 \n",
"p0004 -0.139687 0.205213 -0.226970 0.135828 0.271608 gene 0.6127 \n",
"\n",
" Quartet Model Function \n",
"#SampleID \n",
"p0000 0.7026 LG ligase activity \n",
"p0001 0.6587 LG NaN \n",
"p0002 0.7736 LG NaN \n",
"p0003 0.8805 LG DNA binding \n",
"p0004 0.7411 LG NaN "
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nmds = pd.DataFrame(data=nmds.embedding_, index=ids, columns=columns)\n",
"nmds = pd.concat([nmds, meta[['Type', 'RF', 'Quartet', 'Model', 'Function']]], axis=1, sort=False)\n",
"nmds.head()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
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fnYAoICcryKqqPphxT2tdo1t/c4R9kGRXAbMkIDOpJsuZVVVAr/SntxySnVhZ9qbc87G8MwKfOPsnpfUemNFWo/ei9NnpjAahcEAUmKn3tNY1uvE3R9gLeUhVcFv5/WqynFmzS73Sn5v3zbFaTix9PgrG3Mg9MKOtRu9F6bMjCgxtTX60NwdMXRCs5Rrd9psj7IUMkoeo9oPWMhhpkeKMDIxuHUTslhPrMc5mtdXIvSjXbrMX2ALulncJd0AGyUPU+kFXG4y0xii0DhpOLwotpVx7nIhJqO9BoU0P/vydmn3kdPzEjkmF09dIuB+KIXmIeuI1WmMUWs7hVIp5JSq1B4AlMYmd/SPYuG0P1m59BRu37Sl73Xr7aC7ET+bCNRL1QaWDPIbRcjF6SuvUOoc6Pbewq2tGUtAUEG0tF1SuPQUqlfupF7WnqZ7llw6sdraJcB1UOsggJNl5DKPSih79vtY5CnGmwq6uAhhEAZjOSo6UerFzLZTWpA83rc8iCK9ABmmOYKZ+XzBuY4kMBDAIAoPCgZBPKMqApXEUK2NNdgbLtRoapwP4Vve722KIRGNAMaQ5ghb9XktsBDgTZ8pICsA4FM7BeX79inpwtivWZOdaKK3rvZxcn/X4ywew+aev47XDp3A6kcHhUwlT+91tMUSicaAYEgFAe2xE/fl7nn0D01kJIZ+IzmgQ0ZB/VpzE7tiOHWuh9PST1W0q56UAZ/aoyi9szW+c2B7x45z2SNl+1+vtUHysJhRDMghJdgQAYwtiH791zazBudQLsDOOYtdaKD1rjaxsU2ka/6GxRNEQ5WQOv8DAwMAYoIBjMpnDMeHsfjdSsojiY4RVkEFqQIzo+0YXxFYbnJ2Oo1iFGxYCqycQU6kcTk1nASBfoRtATuFgLO8lMQZkZKVsvxspytuo95VwHjJIDYbRIp1GB5lqgzMthLQO9QSikFzChLxBEhkgcSAnKxCYAJlz+AShbL8bmYjQfSWsgpIaGgyjRTqtCMLTQkjrUCdXZGUFjOVjRQGRgQkM4kwUQ1I4BMZwd9+5ZfvdSFFeuq+EVZCH5DFqyXFG9f1q8pvRFF83pQa7qS1moPZSAqKQN0pgWNgaBufAcDwNzoFLlrZZWrKosVKiCKdxNMuOMbYOwN8BEAF8n3P+aMn7XwZwBwAJwCiAP+Gcf1jtmI2cZaclw8vsDCi92Xf1fs8K3NQWMykY2YHhKcQzMuY1+9HeHNR9fXqzARu1P02EsuwM4phBYoyJAA4A+CSAYwB+B2Aj5/w91Wf+B4D/wzlPMsbuAtDHOb+l2nEb1SAV0qyTWRlBn4COSBCxsP8sY2P2YGHUwLkpNdhNbbEKu9LegbnRn3VCBskgTkp2lwM4yDkfBADG2LMAbgBQNEic8/9UfX4PgNtsbWEJTsk+BSMznZXgExgkmeP4ZAoAEA35ztpPxsz9iYxKgG5JDd7ZP4J9R8ahcI6AeMaQN1qasp2Zf265t0Tj4aRBWgTgqOrfxwB8vMrnvwDgpXJvMMY2AdgEAEuXLjWrfbMwY4tpoxQSFUI+MR+kFhig5LOrfCI7KwBt5uBkNPvODanBhXvGkJ+yqg15uX6r91yNFKOqhhvuLdGYOJllV86tLasfMsZuA3AZgMfKvc8538Y5v4xzfllnZ6eJTTyDldth1+LoeBJhf74aAueAwjnA8qV7rE63NZp9V2/WntYyRtUo3LPulhAAVvgfhuNpU/ttrpXScfO29YS3cdJDOgZgierfiwEcL/0QY+w6AF8DcA3nPGNT287CSZmiMCONhvxY2AqMxjNISwqaAz7LA8lGJcB6pEOt3qjWjEPGWLHfMpICxpmp/WZkcaldWOG5uXnbesLbOGmQfgdgOWNsGYAhALcC+Kz6A4yxNQCeArCOc+7odNOoTGHGgKBOzY0EfRAFZmtWk1EJ0Oj3tAzwWoyW+p5FQ/5ZtfbM7De3xlSslJndUK2CaDwck+w45xKALwH4NYD3AfwL5/xdxtjDjLFPz3zsMQARAP/KGHuTMfaiQ801JFOYJeXMtYWIBYlSTekAr0VCtUtaMrK41A6clJkJwgiOLozlnP8bgH8ree3rqr9fZ3ujKmBEpjBTyplLM1It3qgWr8QuacmtpXQq9dHA8BQ2btszJxIwCG9BlRp0oNcouFXKMQOtUqT6c9GgD5xzJLLyrO0SSo+jZYDXKqHaYcjdGlMp10djiQwmUjm8cXQcssIxlsjgvu378Z0Nqx1vL0HQfkgW0qgLCLUuvlV/TpIVDE2kAQCLWkPwiQImUzkwoLguSH0coPoAT9UCalOujz48NQ3OAZ8gFOvfyZzjvM5m7Pjza5xucqNAC2MNQsVVLaRR02O1xibUnxtLZCEKDCJjGEtk0RTwIZGREE9LZY/T19uFZzZdgd1brsUzm644y8jMtbiaEcr1EWMMopDfdp6x/J8CAw6d8r7XTngfkuwsxK1STr2Zf1qlSPXnsrICUWDFvwOArHCUeuh6JE2vxNWcXDRb2kfnP/jSWX1OEG6BDJLFuG3QNCMVWGv8Rv25gChAUjjAgYCYd8xFgQF8trqhJztNz0DvlFF4/OUDeGLnB5AUBUFRgKwotlX4KHfNPR3NGBhJgHFelOwUDizvbLa0LQShBZLs5hhmpAJrlSLVn+uIBCArHDLn6IgEimuqoiGfIUlTT0q9U5UUdvaP4ImdH0DhHH5RgMyBU4kccrJseep1pWtef1E32pr8M6WUFDAAbU1+bFnXa2l7CEILZJDmCIVSPK8dPo0TEynE07nie5KsYN+Rcc1lerTGb9SfUziwvCuC8zqboXCgKxrCdzasxmMbVhuKA+kxrE6tx3lq1yBkhUNkDAwMAstvJz6ZzFmeaVnpml8dPI3HNqzGmqVtWNASxpqlbXiMMuwIl0CSXQNQS45Sy3QhX34zt+MTaSxszb8/NJGGT6eEp1WK1PI5I4OhnpR6p9Lvj44nEfQJkOS8PAYAjAEZWbF80Wy1a3abjEwQBchD8jha5Cj1bLkjEgQAcHCMTKVxcjKfij1/JgOrlvdgRtFTM9BTHcGpSgpL2poQDfmggEOZSeCQFQ6fIFieaenW6hEEUQ0ySB5HixylLsUTC/uxsCWMgCggI3Nw5NcFxVSz6Ureg5uqWutJqXcq/X7z1T0I+ES0NwfgE1l+6xDGcHffuZZ7KKXXPBpP49h4CgMjcUcnEgRRDZLsPI4WOao0Ky4W9sMnMnRFQwCAkXh61vcrzaTdVNVaT0q9U+n3Tqb99/V2YcOxCXz/vw8hnpYA5JMXumOh4kRiw7EJvDp4mkoIEa6BDJLH0ZKCXasUj9Y6bG4rhaQnFuJU3MSp8+7sH8H2fUPojAYhKxxZWUEiIyORkRAN+TGWSOOJnR9gcVvY9g0nCaISZJA8jpa6b7Vm6lpn8WbtFDqXdld1CrU3m5UViIyBI78nVDTkx2QyB1nhdXu7dC8JMyGD5CKM/Li1ykLVZupaZ/FGqlqXXtOVPfOwfd+QI1vBa8WNg6zeNqm92YA4k+knnKmSkZEVhHzVt/jQ0iY9i6zd2K+Eu6Diqi7BK8VCC4OKlphIuWs6Np5CW5MfnTPxK8C5grPlBkgArrsPRp4NdWHfqVQOxydTAAC/wLCgNWzKfdBTPNgrz7dJUHFVg5CH5BLclDBQDT0xkXLXJCkK4mkJndEzn3MiDlVpdt/kF1x3H4w8G2pvNhryoV0KYDyZQ1PQh65oCDesXojt+4bq2sNJT0zRK8834SxkkFyC2xIGzKDcNQVFARlJmfWaE+tjKg2Qh04lsbwrMuuzTt8HI89GqZS7rCOCR0u82VWLW+vKANQTU2zE55swHzJILsGshAE3UJDCRuMZjCUymB/Nr3OKp3OQFA5J4RgYjmN+LAifKDiyJUelARLI97ub7oPRZ6OWN1tvBqCemGIjPd+EddDCWAcoV+2gUfZOUi+e7Y4FIckcQxMpnJxM4th4CgoHOiN+gAHHJtIIiIIjcYRKlQx6Oppddx/c+mzo2ZPKrddAuAtKarCZasFdwH17J+mlEOiWFY7ReAZpSYGi5J+xoF8oekuAs7vneu0+6Ekmqef4VmbAWX0NLoKSGgxCBslmGnVb8wJrt74CkQEnJjNgLF9MVFE4sjLHR+aFEQsHip/lnGMylcPuLdfa1j71wBsN+sA5x3RWrmuAtDOd2YpzzbEMODsgg2QQkuxsRl1XrkAjBXeXtDVheCpvjISZbRfyWy8Aw/HMrM/aHUMorcWXlRUkcwoeueGistukGzmmlfX9rDqXU9tzEEQplNRgM40e3N18dQ++8OPfFSsDcA4o4Ghv9uN0UqorzbherEg9NnpMLVuGlL5f7VyFthjxnLyYAWeGp0gLdd0HeUg20+jB3b7eLizvjEAQGGTO4RMZFrbkpboVXRFDm/GZhRXeqZFj1vJ0Kr0/MBIve66BkXhdnpPXtqoww1N0U+V64gxkkGxGT2aSV3lg/QXoioawdF4TlnU0wycy5GSOLet68cymK7B7y7WGJbJ6sGLgNXLMWhJZpfezklL2XFlJqUtyM3OSZMd+WWZIjCRTuhOS7BxA7/qPSiVuzJAbrJAtnNx2oRpGavFZccxaElml9wMzhr30XIVkhErHq4VZ90tvbTujmCExelGmnAuQQXI55X7k923fD4b8vkb1/PCtHEC0GF27NXwrDKWRY9aKI6rfj6dzM+nzMpoDPvzxJYvw6uDpWed6atdg3XFJM7bJsKs8kBlx2EaP5XoVMkgup9yPfGgiBXCguyVcfM3ID9/J+mJ2zaZLsWJ/Ir3HrOVVFd4fS6QxFs8CMxmLTQER2/cNlZV4zfb8CuiZNNjldZjh6VrhLRP1QzEkF6LW4fcdGYckz679JisckjL7NfUPX6uO72QK+lzW8GvFEQvvT2dkcOS3j1jYEkZnNFS2j6yKS+oN/NuVHGHG9c6FWK4XIQ/JZZR6DmPxDIYm0gBYscKBKDCAz157V/jh6/E8nJQt5rqGr6XOXCzsx9J5TWDszL2u1EdWeH56PWg7vQ4zrtep3XyJypCH5DJKPYfulvx+NcPxdDEDKhL0IRrylc2K0uN5OJmC7rVUYydwuo/0etDkdRD1Qh6Syyj1HKIhPxa1cpycymAylcPitiY8dP1KAOUD6Q/+/B3NnoeT2XBu1PDdtlDS6T4y4kGT10HUAxkkl1FuEPCJAi5Z2nZWrbtyP3y9g4hTA4jbUsOdSrKohhN9pDbKkYCIqVQOAGwxiG6bEBD2Q8VVXUa9hS6pUKYxGr3orRbKPTuTqRw6I0EkMpKlBrHBnlsqrmoQ8pBcRr2zYrd5Hl5hridZAOWTGACgtSmAl+692vZz0xbncw8ySC6kXhmNdHz9NOJCSb0SmJNGmSYEBEAGyZOYqbWTbp/HjgQCq/u6NP5zajqrq5qHk0a5EScEhH4o7dtjmFmlmCoen8HqlGWr+7r0+IdPJzGezEFWuOaFx04uA2j0KviENshD8hhmau126vZG9v+x21OzUuq0uq9Ljy8rHAIDRuMZREN5KayWBKY1/jiXCvIS9kIGyWMY1drLDSJ26fa1UqrdmHJtNlb3denxA6KAnKwgqyo7pUUCq2WUnS7ISzQ2JNl5DCOr9yvJRZGAaEslAKP7/zRSXTurqy6UHr8jEoTCkd+510QJzOi9smOfJML7kEHyGEa09kqDCGPMFt2+VgkaJ4u82oXVMZLS4/tEhtYmP5Z1NJsaEzNyrx5/+QA2//R1/O7waYxPZ3FoLDFnY5VEdUiy8xilWntzQERAFPDgz9/Bkl3ldfej40mIDBgcTSArKwiIAjoiAWQlBY/ccBG27ujHwEgCALCs3fysJj37/5R73w6sjmFZHSMpd/yHrl9pugSm917t7B/BEzs/gMI5fAKDJHOcms6ivTlAa4yIs6BKDR5G6+r29X+7CwMjCYgCA2MA5/mg9/KuCLas6y0eQ5IVDMczyMkcK2beM2PAqNVOp1fpO31+K7DKwOrtq43b9uC1w6fgFwWwmQIGipL34OY1B/DIDRc5nsxiAVSpwSAk2XmEchq8Vj2/OOngqv9mXi8cQ5I5jk+mwRVAZMChsWnTZBWt+/84VSX6qV2DyMkyTk6m8X+H4zg5mUZOlj0bw7KLVpo1AAAgAElEQVQyxVzvvTo6nkRQFKCe9zIGZCQFkaCPlh0QsyDJrk7sSFeulNmUzErojoVmfbacnp/IyljUGsJYIluU7LojQUxnZSSy+eysQ5PTEMAgCAwceQ+qYNzMuJ5CBlWhv0olRiczrAZG4phM5iAIDKLAICkcY/EscnLckfbUi9Up5nru1ZK2JsiKglOJHBRwMAbInEMU8skWVC6IUEMeUh3YtbC0kieUlRRNmVtL2prgEwX0dEbQ2x1DT2cEPlHA4ramYnZWVlZQ2AeO83zasNmJBW5diJuVlOI24QwMAmMAm3ndg7gpSWTz1T3wiyLaI36IDMjJCgTGcHffuUhkZVPaSRl8jQMZpDrQmwJr9IdTaYAJiNqy5KpleBXeEwUGhXMonINzoDMaND2xwKr07noHJL94JrbBOUdOViDJHPG0NOt4Xhn4nN7YT01B4junPYL2SBCXn9OOp267FPdct8KUdrp1kkMYgyS7OtCz2LFUdjs0lsDmn76OaMiH5V3RqlJfpcym5fNjxV1iq2Vu1crwehjAoy+9j4HRBPyMobslCFFgdacll8qZB4ansKAlDACIp3MYjWeQkWQcG09hZ/+IocoNZizUXDE/hkNjCcTTEtKSAkXJS0shn1A83oZjE9i+b8gTi3ed3thPTbX7WKmdV/bMw8ZtezTJ4G6tEv766693+Xy+7wO4CDTxL4cC4B1Jku649NJLi7MHyrKrAz176Kg/O5XK4fhkCgDgFxgWtIarZirZlQVWGDzqSUsuHOPA8BQSGRnzmv1ob857W8fGU2hr8iPkF3F8Ij2T8cchCAxd0RA2XLIIrw6exsBIHPG0hLYmPzoiwarXa8Y+Rur+PTmZzsuXYFjYGkI05EcyK2E0nkFnNFjxPKWFTRljiGckxzLHzLiXZrSh1nP7+MsH8P3/PoTprIzmgIhP9Hbi9SOTmp/1tVtfQWvYD8bOJLZxzjGZymH3lmttu9YS2P79+1/s7u6+oLOzc0oQhMYaZE1AURQ2OjracvLkyfdWr1796cLr5CHVgZ6ZqNqbGktkIICBCUBO4TVndXbV+ao3sUA9AKVzChTOcSqRQ9AnIhryY16zH6enc2DIAeAAzydQzI+GkJFkPLHzAyxuCyOZkfLfnc4i6BMRC/sr9o8ZJXnU/Xv4VBJBkaErFppVA246K2NphXjH4y8fwBM7P4CscIgMODFT0HRRa8gxT8oNZXhqeS87+0ewfd8QOqNBLJ35/fzbO8OY1+xHSzhU9juluGENWwUu6uzsHCdjVB5BEHhnZ+fkyZMnL1K/XtMgMcZiADo55x+UvL6Kc/6Wye30FHoMhfqHk5WVmZIu+eQBQFvhSzsHGCPZg+oBqHiNOFPgs705iNxMbIYjH7vpiIQQC/tx4GQKGZnjyOkkJJnDJwACEzCWyCAW9lfsH7MGpEL/lvO4Urn87D2Vk896PRL0zVr4mZEUcAA+BowlsujpjOiSkNxQZNYsak0WyhksWeGYTObQEQmV/U4pbpInSxDIGFVnpn9myZlVtU3G2B8B6AfwHGPsXcbYx1Rv/6PpLfQgfb1deGbTFdi95Vo8s+mKioOHOrEgIAqQVckDgGtmdQCMB4rVyReBmbUnjKFY4DOVk7G8K4pLlrZh6bwm9HRGEAv7MZXKISNzMORrrwFATgEUrsz6brn+MbskT6Xj3bF2WdnXOeeQFGVm0fEZ2UjhvNh2rR5bowXoayUtlEvWCfoEZGSl4ndKcXoNm5OcPHlS7O3tXdnb27uyo6NjdVdX16rCv9PptCcX59bykL4K4FLO+QnG2OUAfsIY+yrn/HnQamRdqL2pyWQWksIxr9mPSNDnur1fjAaK1d5KRySYj5Mp+ThZ6TWqZ7XD8TQAwDdTX88vCsjKCiQFaAoIVfvHbDmz2vFWLW49q8zS2HQWQVGAPGN8C5UwFA6EZ7xfrZMNtwbojVLLeynn3UZDPkhJrsvjcYM86QTd3d1yf3//ewDw5S9/eWEkEpEffvjhYafbVQ+1DJLIOT8BAJzz1xhj/wPALxlji1Fc709oRf3DcUPQuRJG4zLqASga8qFdCmA8mUNT0IeuaOiszL7C9XMOdEUCmEjlY0eCAPg4IClA2C+c9d1SzB6Qqh1vOitjcVu4OFjG0xKaAyISGRkK8jEkZeaX0REJ6JpsNNo23rUmC+UMVsAn4u6+pXh18LQrfxte4O677160ePHi7Fe+8pVRALjrrrsWfeQjH8n29vamv/3tby+IRqPyoUOHQldddVX8Rz/60RFBEPAv//IvsW9961sLs9ksW7ZsWeaZZ545HIvFbF+IV8sgxRlj5xbiRzOeUh+AnwG4sN6TM8bWAfg7ACKA73POHy15PwjgxwAuBXAKwC2c88P1ntcNuHlWZzQuUzoALeuI4NEKg4n6+otxm6APo/EMsrICnyBgeVczXrr3alOvrR7KeTBtTX6MJ3Noj/gxmcxBAuATgAUtYSgcNY2pGhcH6KtSLe5V7TmvZrDusbH9jcYXv/jFsVtuuaXnK1/5yqgkSfjFL34x74033njvN7/5TdNbb73V/Oabb7577rnnZteuXbvin/7pn1qvvfbaxGOPPbZg9+7dB6LRqLJly5bub33rW12PPvroSbvbXssg3YUSaY5zHp8xJH9Uz4kZYyKAJwB8EsAxAL9jjL3IOX9P9bEvABjnnJ/HGLsVwFYAt9RzXqI29QSKjRjawvn8IsOyjubi+bas6zV6CYaolVBQzoPpiAQhyQrOaY/gmFDfjN7sAL2TZa20ZhW6eWLmVS688MJMJBKRX3vttfAHH3wQ+OhHPzrd2dkpA8Dq1aunzz///CwAbNiw4fTu3bsjAHDw4MHQxz72sV4AyOVy7PLLL0840fZaBmkawHwAB0tevwLAnjrPfTmAg5zzQQBgjD0L4AYAaoN0A4BvzPx9O4DvMcYYb7TFUy7DrjRzp85XDi0Da7UFylrXPFXDzH6waxfeRot7NQq333772NNPP91+5MiR4ObNm0cLr6sTbwr/5pzjmmuumfrZz352yPaGllDLIP0t8okNpaRm3vuDOs69CMBR1b+PAfh4pc9wziXG2CSAdgBj6g8xxjYB2AQAS5curaNJRAG7Z65Oz5S1DKx2pBib1Q9GDIURj6rR4l6Nwu233z6+devWhbIs44YbbpgqvP7mm282DwwMBJYtW5Z9/vnn533xi18cueaaaxJbtmxZ8t577wVWrlyZnZqaEj788EP/xRdfnLG73bUM0jnl1hpxzvcyxs6p89zlsvRKPR8tnwHnfBuAbUC+UkOd7TJMI60hqYRd12h3X2oZWN3gyWlFr6Ew6lF5Ne7V6DQ1NfGPf/zj8fnz5+dE8Uxq/Zo1axL33HPP4gMHDoSvvPLK+Gc/+9kJQRDw5JNPfvhHf/RH5+ZyOQYA3/zmN4fcaJBCVd4L13nuYwCWqP69GMDxCp85xhjzAWgBcLrO81qCXRKJk9h1jU70pdaB1WlPTit6DYVR6c3FC1PnFN/97ndnjZ2yLOONN95o/tnPfjYr3NLU1KS89NJLZ1UzvvHGG6duvPHGqdLX7aZW0b/fMcbuLH2RMfYFAK/Xee7fAVjOGFvGGAsAuBXAiyWfeRHA7TN/3wDgFbfGj6yqZO0m7LpGJ/rS7AW2WrCyerje6zG6ZcVcXpjqVl577bXw0qVLL7722munVq5cmXW6PXqo5SHdC+AFxtj/gzMG6DIAAQA31nPimZjQlwD8Gvm07x9yzt9ljD0MYC/n/EUAP0B+Me5B5D2jW+s5p5XMBS3drmt0oi/tluOs9gL1Xk890ptXvMa5wuWXX54aGhp6u/T1z3zmM/HPfOYzrt51sqpB4pwPA7hqZkFsoQjerzjnr5hxcs75vwH4t5LXvq76exrAzWacy2oaQUsvF7cBUHxtKpWDJCvojJ5Rcq24Rqf60sjAajTWVUki27qj37TYmZ7rqUd6mwuxU8IeatWyCzHG7gVwE4AsgP/PLGPUaDgh+ZhJuTpq923fj/u37y++1hwUMZrIYjSetvQavdKX9dSeKyeRSbKCAyMJW2rZlcqFAAxJb0b6wCsbHRL2U0uy+xGAHIDdANYDuAB5GY8owUsZWOUoN2MfmkgBHOie2VSvUIF5OiNjMpWzdBsML/RlPWtwynmBw1MZW9b0FIxITpYxmczhxGQK+46M4+6+c3Wvp9LbB3Mh+YcwTi2DtJJzfjEAMMZ+AOA165vkXbyspZeL28gzW3qraW8OwidYv/mZF/qynlhXWYlMUbC4dXbyqhWxs6d2DSInyziVyIExwC8KkBWOJ3Z+gFWLW3X1u94+oIW0RDVqZdnlCn/hnEsWt8X1NLLUUG6rAFFg8AmzHxGvxcWspNb2CtUol522vDMCn2h9fx8dT2IymTdGAmNgYBAZg6xw3ZmMevvAaDYfMTeoZZBWM8amZv6LA1hV+DtjzPGcdTtptL1qSikXt4kEfYiGfK6P5ThFvbGu0r20Hlh/gS2xsyVtTcjICtRVZDjP70Wk1zDo7YN6jDjR+NTKshOrvT+X8JLUYCTrqVzc5qHrVwJwfyzHKezci8lMNl/dg31HxotbrnMOKOCIhvyGdtrV02ZaSFueX711PPb07kPdJyZTwQUt4cydv7fs5PWrFtY96b///vsXbN++fd6CBQuy7e3t0po1a5K33HLLxJ/+6Z8uPX36tC8UCinf//73P1yzZk36pptuOicajcr79+9vHh0d9T/yyCPHPv/5z48DwEMPPTT/hRdemJfNZtn1118/8Td/8zelRQxMoeYW5kQer6wzqidoXCluM9cNkNHtFYxgR+ysr7cLd/ediyd2fgBJ4Qj6BERDfgR8oiHDoKfNXklYsZNfvXU89siv3l/qFxiPBn3SqUTG/8iv3l8K4Eg9RmnXrl1Nv/jFL9refvvt93K5HPvoRz+6cs2aNck77rjjI9u2bfvw4osvzrzyyivNd91119I9e/YcAIDh4WH/3r17+998883QjTfeeN7nP//58eeffz528ODB0FtvvfU+5xzXXXfdeS+99FJk/fr1plcEJ4OkEa+sM/KSJ1cNt6xtadSssHuuW4FVi1sdMQxeSFixk6d3H+r2C4yH/KICACG/qCAnC0/vPtRdj0HauXNnZP369RORSIQD4J/85Ccn0um08MYbb0Ruvvnmcwufy2azRfH205/+9IQoirj00kvTp06d8gPAjh07Yrt27YqtXLlyJQAkk0mhv78/RAbJQcyUGqwcbN3syWm97p39I7h/+37E0xIkRcFYPIP7t+/HYxtW2z6QFQy8JHMcmpxGVlYgCgyPvvS+44NqrYXMtZ4tOwyDWyYWbubEZCoYDfpmJY0FfYJyYjIVrOe45aqsKYqCaDQqFbY+LyUUChW/VPg+5xz33nvvifvvv3+s3HfMpFZSAzGDWTW7rE6OKBc0PjWdwWQq52h2oJ7r3rqjH+PJHDgAnyiAAxhP5rB1R7/t7T46noQkKzg+mYIkc4iMQVE4BkYTjia0lPbnobEE7vzJXvzJj36HN46OQ2RwPPGm0ROBzGJBSziTkZRZY3FGUoQFLeG6qm339fUlfv3rX7ckk0k2OTkpvPzyy61NTU3K4sWLsz/84Q/bgLyBevXVV6sWyl6/fv3UT37yk47JyUkBAA4dOuQfGhqyxJkhg6SD0qwoIzO9WoVD600tL816GkukMRLPoikgOjoo6CmYOjg2DUGVkiwwBoHlX7ebJW1NGI5nIIBBEBgYy//nFwRHC+eq+zOelnBqOouczKFwgCvA8ck0JJk7WuB3LhQcNoM7f2/ZyZzCWTonC5xzpHOykFM4u/P3ltW1hfg111yTXLdu3eTKlSsv/P3f//1zV61aNd3S0iI/88wzg//wD//Qcf75569cvnz5hc8991xrteP84R/+4dTNN998+mMf+1jvihUrVt54443nTkxMWJLwRpKdzVST1MyIV5QGjaczMjojgWL9OXVMCdAu79SLm6XEamy+ugdf+PHefDYa8hlpnAMtYR/2HRnH2q2vOCJFqftzLJE3mAAHAyAIDFDyry/raK7axzv7R/DoS+/j0Kn8Z3o6mrFlXa8p11LrWScpL89MnOiIFVl2f/mXf3nyu9/97vF4PC5ceeWV5//FX/zFcG9vb3b37t0DpZ997rnnDqv/nUwm3yj8/aGHHhp56KGHLJ/FkkGymWrJEWYlJKhjA2u3vlJ2UBgYnrI1WK8nKWRZexMOjk6DKRyskJbMgfM67E8g6evtwoquCA6NTUNWOAKigEjQh1PTWfgM9p0Zg7G6P7OyApGx/G6WM+FpxoCsrFRNvNnZP4L7tu/HRDIHYeZ7AyMJ0+J1le55JOhryESRerh+1cIpMwxQKbfddttHBgYGwplMht16662n1q5d6+oZIEl2NlNtIaEVq9grLUTMzsg5ZskptaRGPQsoH1h/AVqb/GACIHMOJgCtTX48sP4CQ22rly3retEVC2HpvCYs62jGZCpfwGR+NKS778yKq6j7MyAKkDmHKOQrLiicQ5n5d7XEm6d2DSKRkSAyBlEQZv5jiKclU2S1Svecc3OfvVo0coWVWvziF7841N/f/96hQ4fe/fa3v12XBGgH5CHZTLV1GEt2mZNarp6BR4O+4gCqzg4M+ATTjJ8WqVHP+pO+3i58Z8Nq16xVKW07B7CoNYSYyvPU2ndavGAtHpS6TZPJLCSFY17Ej4AoYHgqA4lz9MxrxgPrL6jYb0fHkzOLY8+UbGAsX3XcDCm10j1/8OfvWCLfVso6JG/MO5BB0kk9ckvpdx+54aJZ3zUjtbxgHLKSjHhawsnJNBgDQiJDVlKKg8JTuwYrGj+916hVatS7gNJNA4a6PRu37cFIPD3rfa0Th1qxND1xRHWbCvfs2HgSa5a2aXoul7Q1YSyRAVdQLCPEOeATBNPW15W7j2ZNvNRU6rfmgDhTSFZCVlYQEAXEwj7PrcubK5Bkp4N65BYt3zUjtfypXYOYSmUxPJXBdFaGwjlkhWN0OodHbriomB1YSU65smee7mucawUz66lhV6uWm9HMNCMZoJuv7kEk6IPMOWRFmfmPIxryWVrKx4r9rir128GRBMbieQ9SFBgkhWMsnsXAiKs3Tp2zkEHSQT1prFq/q3dgKdXH3x4ax2RKQmF1mzKTEJCVlFnnqmT8Xh08rfsa51rBzHomDrUGYzuNe0EaPa+zuZjOvrwrYvkCZLPW9Kmp1G8S50DJEgKw/O+BcB8k2emgntRlK9Key8kU01kFHJiVccV5XpIpPVc5OcWIvu/2gplWpBgblRRrxdLsLlHllDRq9nkr9Zs48xtQVBmbABAQWZmjEFq55pprznvuuecOdXR0yLU/rR0ySDqoZ7CwYqApF7sRAMx6QmZ+gAywrJ1uLpjpxlp01QbjWsad1u+Up1K/ndcZwUQqh3j6TAwpGvJjWUfE6SZ7mv/6r/86aMVxSbLTQT3atxW6eTmZIuQXC45R0TMShXwJHivbaUYVCzMpSJmbf/o6RqbSkBXuiWoB1eQsKsVTmUr99sD6CxDwiehuCeH8+VF0t4QMVzW3lHdfiOHpT6zAX/dejKc/sQLvvhCr95BTU1NCX1/feYWKDE8//XTbokWLLr7rrrsWXXzxxRdcfPHFF7zzzjtBADh+/LjvU5/61LkXXXTRBRdddNEF//7v/94MAJOTk8KGDRvOWbFixcoVK1as/Md//MdWAFi0aNHFJ06c8AHAk08+Oe/iiy++oLe3d+VnP/vZj0iSBEmScNNNN52zfPnyC1esWLHym9/8pqYBgTwkHdTjCfT1dmHDsQl8/78PYTorozkg4o61y+paSKn2ZuLpHEbjGSSzef+orcmPdE5GRlbgEwTc3Xeu5na61dvRitorUni+esHxiTRawxKmszKysoJj4yns7B9x5XWVy5578OfvYCqVQ3NQREv47KobTl+HGzy3Sp6n65/nd1+IYcdXl0L0cwRjEqZH/djx1aUAjuDCGw0vln3++edj3d3duZ07dx4EgFOnTonf+MY3EIvF5Lfffvv9733ve+1/9md/tuQ///M/D27evHnJl7/85eFPfepTiYGBgcCnPvWp5YODg+8+8MADC2KxmHzgwIH3AGB0dHTWDHjfvn2h7du3z9u7d29/MBjkt91229K///u/b1+9enXqxIkT/oGBgXcBYGxsTFOpITJIOjGqfe/sH8H2fUPojAaxdEZS2L5vCKsWt1Y9XjXJqSBTjCXSGItnAQb4RAa/wDCeyoEBiAR9uGPtMtxz3QrLr1EvVg1iaikzIAqQZA6ZKxhNZBEQ80V2GOC4dFeL0nt/cjKNVFZG0CciGsrH+dyQzehGWVSN25YQnMVvv9cN0c/hD+czLfJ/Cvjt97rrMUiXXHJJ6mtf+9qSu+66a9ENN9wwuW7dugQA3H777acB4M477zz94IMPLgGA3/zmN7GBgYFikdVEIiGOj48Lu3btij377LNFOaGzs3NWRGDHjh3Rd955p2n16tUXAEA6nRa6urqkW265ZeLo0aPB22+/fckf/MEfTN54o7brIINkE0bLAlX73jObrsDDAO559g1wAEFRQFNAxEQqB5+QN0yd0aAmw2c3Vg5i6gSSjkgQxydTkJWZcBoDwBm6W0IQBabbu7DTEyi990GfgKysYDSeKRokN2QzNsoeXI4xNRREMDZr+wn4QgqmhurafmLVqlWZffv2vffcc8+1fO1rX1v08ssvTwGAIJyJ1DDGOJDfYmLv3r3vz+ydVITzvNRdCc45u/nmm0898cQTQ6XvvfPOO++98MILsSeffLLrn//5n+f967/+6+FabaYYkk0YTeet9b2+3i7Ewn4sas3LOGOJLCQ5L1PlFO7amImVlaDVaeixsB8LW8LFNHifwLCwNYRoyK/bu7A7hlN67zsi+fEpLcm64ntWl87R8mzP5fI9NYktykBKzx6LpbSA2KK6tp84fPiwPxqNKl/84hdP33vvvcNvvvlmEwD8+Mc/ngcAP/jBD9rWrFkzDQBr166d2rp1a3H28Nvf/jYMAH19fVPf/e53i6+XSnbr1q2b+uUvf9lW2I5ieHhYPHDgQODEiRM+WZbxuc99buKv/uqvht5++21NsybykGzCaJadlu9Fgz4MjCQgCqw48GZljpAv/4y7QdYpxcrq36UZVz6RIegTMK/Zj45IqPg5vd6F3Z5ANOjDwZEEZJ4v6toZDaK9OYBkVsZkKqcpHmLUE63lCarfn0rlICtKxb51u6TnOFd96eRMzEiAL6RASguQcwxXfamu2nOvv/56+Ctf+cpiQRDg8/n4k08++eHGjRvPzWQybNWqVb2KorCCHLdt27ajd9xxx9IVK1aslGWZffzjH49fddVVR7797W+f+PznP790+fLlFwqCwL/61a8ev/322ycK57j00kvTDz744NAnPvGJFYqiwO/388cff/xIU1OT8oUvfOEcRVEYADz88MPHtLSZDJJNGF2ro+V7xZ0hOSCw/EJYNW6QdUqpNw2+2oBZLjHjhtULsX3fUF1rpezcQmNn/whGExlICofAgNxMIkZbkx+P37pG80BuxIjWMiCl70uygpF4FgDQ3hw8q29J0qtBPk50BL/9XjemhoKILcrgqi+drCd+BAA33XTT1E033XTWzrD33Xff6F//9V+fUL+2YMEC6Ve/+tVZ8kRLS4vy/PPPHy59fWho6O3C3++8887xO++8c7z0M++99977ettMBskmjGavafleIitjUWsIY4kscko+TCIKgKQopqSXW0E9i2m1FnMt7dtVi1vryrayc9HqU7sG0RL2ozngw1gig6yswCcytDcHdLXZiBGtZUBK3y/stTWdkeETzvbcvLoXlq1ceONUvQaoESCDZCP1rO6v9r3CQNnTmV/sN5XKYTieBudAVzTkvjRX1JdebnTGXW+2lZ0VKQqDOAuwYlVxznmxcrtWjBjRWgak3PsdkSAmUzns3nKtKW0grEHt2bgRMkgNQLmYiRn1wazGqIFwasZt5xotswZxI0a01rn1ts3tpaUI90BZdg2AFcUq3YyTxVztqkhhVmUPI89GrXPrbdtcez5nUAoBfaI8M/0zq8otKwbEG4TLLruM79271+lmEBaijiGpZ9xuGeTMWquk3uPI7goDtc7tZNs8ANu/f/+L3d3dKzs7OycFQWisQdYEFEVho6OjLSdPnnxv9erVny68TgaJKOKG8i9aceuA6HZjSdgCe/3117t8Pt/3AVwEUqLKoQB4R5KkOy699NLiojQySAQAGkjNorCbrDq+ksxK6IqG8MymKzQdw0sTA6IsJNUZhCw3AcDayglziXo32KOK3sRchgwSAWDubUNuFfUmXNDEgJjLkEEiAMy9bcitot7sOJoYEHMZMkgEAGs2EJyL1JviTBMDYi5DC2MJAI2xMZ9Z1JtUUE9FCFpESsxlKMvOAG7OgnJz26zA7Ot1Q7ahW1ParaIBn1nKsjMIGaQCB/438Nu/AyY+BFo/Alz1v4AVnzzrY24YsCrh5rZZgRXXa0baNqGdBn1mySAZhGJIQN4YvXQfEB8GQm35P1+6L/96CW7OgjKzbV7YUM2Ke2FHUoEX+tYu3Px7IuyHYkhA3jMSAkBgJnAcaAKyM6+XeEluLqVvVtu8sqGa0eutJhFZXZnaK31rFrXkODf/ngj7IQ8JyMt0/vDs1/xhYOLIWR91cxaUWW3zyqy1cL1TqRwGRxPoPzmFg6MJNAfEit+ptfDU6mxDr/StGWhZ5Ovm3xNhP2SQgHzMKJea/VouBbQuPeujbkiPriT5mNU2r6yF2Xx1DyZTOQxNpJCTFTAAksxxajpbUQarZRCsrkztlb41Ay3G1w2/J8I9kGQH5BMYXrovL9P5w3ljpGTzr5fgdHp0LcnHjLZ5ZUO1vt4udEaCSKQlyJwjIArojAYhCqziZn1aJKJyadtmZYJ5pW/NQEYuEJQAABunSURBVGtf03IDogAZJGAmTvSdmSy7I3nPqEKWHVD/zqP1UGu3VDPa5qW1MPGMhPO6ImAsn9gUT+dwYiKFw6eS2Lhtz1mDmxGDYGbcx0t9a5SC8R6NZzCWyGB+NFTc9bZcXzv5eyLcBUl2BVZ8EvjcL4F738r/WcEYOY0dko+XNlRTxyDi6RyOT6SRUzhCPqFszMKIRGRm3MdLfWuEgvE+NJYAAKRzCo6cTuLkZJLkOKIm5CF5DLskH6/MWtUex8hUGhz5dXUdkeBZ3iNgTCIyOxOsnr51+yLSp3YNIivJODWdhQAGv8CQUzhGEzm0Nwfx0PUrXdVewl2QQfIYtSQftw9YZqM2MIdPJRHyCeiIBIsSUTnDodcguCXu44WU8aPjScTTEgQwCAKDAAZR5MjJCtqag8V2zrXnlNAGSXYeo5rko3UvnUZbmNnX24VnNl2By8+Zh+6WM/EKQJvhqNUfbskE80LK+JK2JmQkBUxVq4BzICgKxYkB7flEVII8JA9SaYZfK+EB8MYs2yhGEga09IcTmWDlPAgvLCLdfHUP9h0Zh8w5RJY3RpwDLc3+4sRAy3NKzE3IIDUQWgYs9WAQT+cwGs8gLcm459k38Pita+ouTOqkDGPEcGgdHO2MqVUykpFA3sg6LR1Wo6+3C3f3nYsndn6AnKwgKApoafbDL4rFiYEXDCvhDGSQXEY9g7qWWEdhMChkpDEG+ASGZFauy1Nyi+el13A4MTjWuseVjCRjDDlZcX3K+D3XrcCqxa0VJwbq51Q9KWoO+LCzf4S8pDkMxZBcRL3aupZYRyFNejSeAWOAwBjAGYI+oa54hBfiG+Wwu3SNlntcKbU/kZHqThm3I36oNrjlvNTCczqWSGNoPIWsrEBgDE0BkWJJcxxHDBJjbB5j7H8zxgZm/mwr85mPMsZeZYy9yxh7izF2ixNttYJKg0K9g7qWNS6FwSAtyQA4FIVDAUdHJFiXZ+DVkjh2JyxoucfVjGQhgWP3lmvxzKYrdBsjq5MJtJyj8JxOZ2RwAAFRwMKWMDqjIU9MYgjrcEqyewDAf3DOH2WMPTDz7y0ln0kC+GPO+QBjbCGA1xljv+acT9jdWDOpJm2ZIR/VkqwKcZZ7nn0DyayMoI+hI5LPTEtmJcOegdEKCFrkydLPXdkzD68OnjYlVmV3woKWe2xVNQc7kgn0xORiYT+WzmsqVtkAvDGJIazDKYN0A4C+mb//CMBOlBgkzvkB1d+PM8ZGAHQC8LRBqvaD1TOo1xNr6uvtwuO3rpm1MVq9noHeQVRrzKn0c4fGEnjt8Gl0RQNobw6aEquyM2FByz22ykiaGS+r9PzpOYdb1ncR7sGpGNJ8zvkJAJj5s+ovjTF2OYAAgA8qvL+JMbaXMbZ3dHTU9MaaSTVpS6t8ZIb0YnYJG73H0ypPln4unpYgMGAqJXkqVlVA6z2uR5qrhFnxsmrPn55zuGV9F+EeLPOQGGMvA+gu89bXdB5nAYCfALidc66U+wznfBuAbUB+C3OdTbWVarNCrTNjs6QXsz0DPcfTOpMu/Vw+AJ7/s9r33IqT1a3NkgKrPX96zkGVvolSLDNInPPrKr3HGBtmjC3gnJ+YMThlp/aMsRiAXwF4kHO+x6Km2kqtH6yWQb0R1nFolWtKPxcQBWRlBQFRqPo9N+NUnUCtBqCeXV71Ghmv1Ewk7MGpGNKLAG4H8OjMnz8v/QBjLADgBQA/5pz/q73Nsw4zZoVWaO92L2rVOpMu/Vw05MNoIotY2AfOuWvX4jiBlntYywCUxuwOn0pg809fRyQoYsX8GDZf3VPz+SMjQxiFcW6/wsUYawfwLwCWAjgC4GbO+WnG2GUA/pRzfgdj7DYA/wDgXdVXP8c5f7PasS+77DK+d+9eq5ruCtSDhnowNxoDKhwvK8mIpyVkJAWiwHB337m457oVFlzBmfNqMcylnytk2TWKzGPGZMCsZ2Ljtj2zFq0en8hXUA+IArpbQsjJHBsuWYTt+4ZMe/4aEFb7I0Q5HDFIVuIFg2TWAFSv9l44xr4j41AUBRwMImNgDJA5h8AYnrrtUhpkLMQKQ1IgmZXQFQ3hmU1XaD7O2q2voDXsB2MMg6MJSAoHQ/556O2OFY+5+eoe3c+f06WlbIQMkkGodJDNmFVip5IsomdtT6EdCueQFICDQxAZBMYgMiAnK1Tw0mKK+wclpGJsLBry6e53s+KKajkuK+c9Za6gGLNTx4qMLMp1urQU4W6odJDNWFliR086uLodAVFAwU+WlHz2WumWAYQxapXqOTA8hVPTWUgyh8gYJJnj1HQWA8NTus5TKd06EvTpKhWkTsX2CwyyqpJH4ZhGYpVeLS1F2AsZJJuxssSOnh+9uh0dkWBRY1A4oHCe3zKgyV9x8Gm0PZWsQMsEISfnpwKCwMBYflM7AMjK+qT0cmt6plI5jCYyutarqdeTNQV9EBhDe3MA0ZCvrnVClZ77gZE4PUdEETJINmNlMU89xk7djljYj45IoPieyID2yOwtA9TQBmva0DJBCPgEoDAJAIfCOcBnXtdBuYXJ7c0BtIT9ur2SwqLcvQ9+Ek/ddimWdUTqXjxd7rk/NZ1BPC3Rc0QUoRiSzVhRp6wQNxqNZzAWz6C7JYRoKB9PqLZKXt2OWNgPDqAzEkQiI1UNVNMGa9rQEtdZ3hXF4VMJTKXOxJBizX6c0x7Rfb7SuE4hQaHa+fUe0yjlnvvT0zm0NfnpOSKKkEGyGbNXp6uDxd2xIIYm0jg2nsKiVg6fKOhaJf/Q9Ss1taMRFubaQbn1OqemM5jOyFi79ZViodihiRS6W3xVJyhGMtTcVCuu3PM2kcwWY1MF6Dma21Dat8cpTfedSuUwHE+Dc+CSpW2mptaq08QZMMsTM5JibCdOpByXpnSfms5gJJ5FZySAjkiwaHw2XLKo6roqo6nhZq9XMxuzUtVdCKV9G4Q8JI9T6q3Ewn5EQz5MpnKm/qiNemJuwKmU41KvYDojozMSQGc0BOCMRPXq4Omq98qoROr2WnFWbbNBeBcySB6nVJZRe0gbt+0xbQAqHRQBhuF4GienMqZ7YtUw4uk4GfMqxGB29o9g809fRzIrIZ6W0BkNIhrya5Ko6pFIzS7jU6+nWfr9Uu/wyp55eGrXIB78+TuNvniWKANl2XkcdbrvVCqLoYkUJJmjOxY0NWupNIMvFvbjvM4IuqJB07ZHqIXR7D6nd7MttLuwZbykcByfSCOezmmK6WjJzLRra/L7tu/HG0fHMTyVxhtHx3Hf9v2az1Xu/m3fN4TNV/dg95ZrsfnqHmzfN0RZd3MYMkgeR53ue3IqA5/AsLgtjFg4YOriQ7MWXtaD0cWVVqbaa6HQ7vnRUH4B8sz/nZxMa5Koau0bVE8avh5D9uhL72MimQNXAJHlKzhMJHN49KX3dfVDpftHi2cJMkgNQGHdSGc0iPO6IsVEA8A8T8CshZf1YNTTcXojuEK7Y2E/FraE4RMZOPJ2SUuCQa3ND40O5HoN2aFTSQhs9iJegeVfLxyvmnGrdf+c9mQJ56EYUh24rViklWm+5QLkfoEhp3BIMsehyeli7bNHX3rfkn4wen1OB/fV7Y6F/YiF/cVsMr1tKJcTazTGZDS2JisckqJgZg0v/IK2xJFa98/pNHW3/Z7nIuQhGcSN1Qr0eAJGYg6l22onsjIkWcHxyVSxFpuicAyMJizph0rXd2XPvJrXYsWW4PW2W6uHVutZMypJ6vVIejqaISscWTlvjIowYOuO/ppeWq1+cNKTdePveS5CBskgbtS7a0k7Bcz68S1pa8JwPAMBrCjjMMbgFwRL+qHc9RX25nHzQKL1vlSi1rNm1FDrNWRb1vUWa+0V7JEo5GvdDY5N1zRutfqh3n6qBzf+nuciJNkZpJpM4qTrryXN16w06M1X9+ALP94LkeUHKM7z/3W3BC3T/Uuvb+O2PZ4oY1RP+nUtSa4gSW7d0Y+BkQQAoLPZj5/s+RCxsL+ihKZ3HVBfbxdiIR/SOaVY5qgjEkQ05MN4Mp8xWEtuq9UPTu02S9VH3AF5SAapNLtsDoiud/3NCh739XZhRVcEAstvU+ATGBa2huATBdt0/7kQCNfqyUxnZSxuC2N5VwRjyRzGkzkk0hIOjU3jyOkkRqbS2Lqjv/h5Ix7JivkxdLeE0NsdQ09nBLGwH6mcjGXtTY4mjtSL05mYRB7ykAxSaXYZEAXXz9jNDB5vWddbtjyNXQNR4VokmWMskSkmVpwzz/yBxCnPt5onM6ucEwPmR0NggfwEgXOOkXgGAZ8AUcjH9w6MJPD4ywfw6uBpQ9dRqS0PXb8SgHurQtSCqka4A/Eb3/iG020wlW3btn1j06ZNlp/nnI5mLGtvRv/JOEbjGSxoCeP+/3k+drx7EtFgXocu4BMYRuMZ/MnaZZa3SwsdzQH8R/8IFJ73ago/vvv/5/k4p6NZ17Eq9YNdA1FHcwC/eOs4RuMZcD6z3baSlxBXdEV1X08lCnG3dE5GNJgvzfQf/SNY1t5s2jkqUamPARTbNJ7MAgDiGQkBUUBGUpCVOTjyu70ysOL6p70fTkAUmKHrqHa/z+loxoZLF+NP1i7DhksXW94vZmLyc/xNs9s3V6DiqibjlYKRhZm10dmsXd6ClvOs/9tdODQ2DZnnPdTOaBCiwEztczfeV3WbBkcTkJR8HrZPZOiIBPHh6SQYgKBPAOeAAj5TKULBygUtrrmOBoSKqxqEJDuT0eP6uz35oRJ2FSvVep54RsL8WBBjiSyysoLReAYdkYCpcSQ3Br3VbeqMBnF8Ig2AIytz+EQGn5AvVVQw1B2REIYmUgiKs0PHWq+D1ukQVkNJDSZjd+q1E9iVIqv1PNGgD0MTaUgKhyjka8UNTaQRCZo333Jj0FvdpmjIj4WtIQiMQWB57/Cea5ejuyWMpfOasKyjGT6RQRQYWppmG1Yt1+HV59WOGn+EeZCHZAF2pl47gV5vwejMWut5irJzQX3mJa+bgBuD3qVtEgWGrtjsCdCqxa2zpNkbVi/E9n1Duq/Di8+rU9uOEMYhg+QQbpSAtKInS6+eQUHreRJZGYtaQ0XJLiAK6I4EMZ2VSw9pGC3lh5yQtJr8QrGWXE9HMx66vnfWOctNjkqNlJZ2evF59aIRneuQQXIIu+t2mTlY6vEW6hkUtJ6n0Jc9nZHia4VAfb1o7Te7Z+Pq8y3viiCVkzUbYCPxQ6frzBnBi0Z0rkMxJIews26X2fq/ngWV9Sxc1Xoeq/pST7/ZXXrG7vM5XTHdCG6M+xHVIQ/JIeysQG2FdKF1ll3vzFrLeazqSz39Zvds3O7zOV0x3QhujPsR1SGD5CB21e2yc/Aqlbiu7JlnKIiuFyv6Uk+/2S1p1XM+o/Kt1c+r2TE4LxrRuQ5JdnMAu6SLSltUb7hkkSMVnOtFT7/ZLWkZPZ9b07etapeT244Q+iEPaQ5gl3RRSeJ6dfC0p6oAFGbqAyNxxNMS2pr86IgEq/ab3bPx0vNFgj74BY4Hf/4OluyqfG63Zp65tV2EvZBBmgPYNVhWkrgGhqewcdseT6zwV2evdcdC8IsZnJ7OQZIVLJ8fq9p2u7dOKJxPT4afWzPP3Nouwl7IIM0R7Bgsy8U1xhIZxDPyWVKMWxcnls7UOyIhNAV8rq71pse7cGv6tlvbRdgLxZAsYK6WKykX1xhP5jCv2e+ZnTi9uL+Snja7NX3bre0i7IUMksm4NWhsB+XWDUVDPrQ3B2d9zs0DvBfXruhps5PbhFfDre0i7IUkO5OZ68HZcluMe0mK8eLaFSNbkbvxWXRruwj7IINkMnM9OKteSxIN+hBP53BiKgO/yDA/GoRPFFwxwFda8+LFtStebDNBlIMMksnM5eCsOttLZMDASAIAMK/Jh3haxrGJFJZ3RvDQ9SsdHSxrZaV5cabuxTYTRCkUQzKZeoOzXk6IUMuVY4ksRIFBZAzJrILl86M4p70Zbc1BxwdOu+vAEQShDfKQTKaafFKrNIrX929Ry5VZWYEosOLfAXdIlzv7R7DvyDhkRUHQJ6Izmk+4GJlK4/CpJDZu20NyF0E4BBkkCygnn2gxNl5PiFDLlQFRgKRwgAOBmS2znZYuC/eAsfzW3pLCcWw8BQBgDAj5BM9NAgiikSDJzia0yEReXAOjRi1XdkQCkBUOmXN0RAKuWFdSuAfzo6H8prIckBSeN5wAOiJBS+Q7L8uwboP6srEhD8kmtGTfeT0holSuXN4VAecc01kZXdGQISlMLXNGAiIYY4hnJEMliAr3gAXyUuJYIoOMDDAAC1vCiM3cHzMnAV6XYa3AaFVv6svGhwySTWgxNl5cA1OKmdlepVl7B0enAQCLWkOGBiP1PYiF/YiF/RgYiQMcRWMEmDsJ8LoMazb1GBXqy8aHJDub0JJ9R6vVZ3NW1h5j+P/bu78YucoyjuPfH61twbYqtLaNgDVSLyoxNawkXCAxlFhi0mKCqEEtSdWQhnBBIGn8kxi5QQzBC02UaGLxplCShkarIkVILyxxDY1SibY1SisNtFCR0tKl7ePFnOq4nd09u3PmPe+c8/skzc7snMw+zznpPPO+5znvmXWBOHp8bEZTa72Owfy5s1kwb/bAlqwZ9mnYqvXT4eh92XweISVS9uJFX0/yP+d17UmgmXft9ToG3/zUSmBwF5UO+zRs1fq5cNz7svlckBJysZme87r2znSaD/rp2pvoGAzquKSehq36rqtV66eoNGFK2ybnKTtLrmyn1HldexGcOZtP114ZKadhh2Fh334uHPeUdvMpIuqOoVIjIyMxOjpadxg2ge6T2t3fcif6YDn3jf/QsRO8s+iyO37qtNdr66HXQrYnxk5ndy+n7mPa0OOougMYVp6ys6Sm2ynlac7yhmVhXx9Tm4in7Cwpd0oNzjDey8msmwuSJeUPzcHxXVdt2LkgWVL+0Bwcn/S3YeemBkuuBSe1rd3c1DBDbmoYQrlfazKVYTupPez722xYeMpuyAzDtSZN4v1tlk4tIyRJFwOPAMuBvwO3RMSxCbZdCLwAbIuIO1LFmCsvMJlWr/195I23uHPLcyy88B2VjpiaMBJrQg5Wn7pGSJuAnRGxAthZPJ/IvcAzSaIaAm6bTmv8/v73ybd59c0x3hw7XemIqQkjsSbkYPWqqyCtAzYXjzcDN/XaSNJVwBLgiURxZc9t02mN399Hj58CYN7sWdNerXoy/ayCnYsm5GD1qqsgLYmIwwDFz/PG9JIuAB4A7pnqzSR9VdKopNEjR45UHmxOpts27Tts9mf8/j51+iwELF4w97/bVDFCbcLItwk5WL0GVpAkPSnp+R7/1pV8i43Ajog4ONWGEfFQRIxExMjixYv7Czxz07nWxFMo/Ru/vy+aM4tFC+awYF61N/Rrwsi3CTlYvQbW1BARqyd6TdLLkpZFxGFJy4Ben5DXANdK2gjMB+ZIOh4Rk51vaoWybdMpGyCafDK7e3+fK/JV3wKhCbdWaEIOVq+6puy2A+uLx+uBx8dvEBG3RsTlEbEcuBt42MVoelJNobRpJDao1RCasMpCE3KwetV1Yex9wKOSNgAvAp8BkDQC3B4RX64prkZJdYfNtrWiD+rC3mG7YLiXJuRg9allhBQRr0bE9RGxovj5WvH70V7FKCJ+6muQpi/VunE+mW1mVfBKDQ2WagrFJ7PNrApey67hUkyh+GT2YDW5YcSsm0dI1jefzB6cNjWMmHmEZJXwyezBaFvDiLWbR0hmGXPDiLWJC5JZxtwwYm3igmSWMd/y3drEBcksY24YsTZxU4NZ5twwYm3hEZKZmWXBBcnMzLLggmRmZllwQTIzsyy4IJmZWRZckMzMLAsuSGZmlgUXJDMzy4ILkpmZZUERUXcMlZJ0BPhHgj+1CDia4O/UrQ15tiFHaEeeOeR4NCLW1BzDUGpcQUpF0mhEjNQdx6C1Ic825AjtyLMNOTaZp+zMzCwLLkhmZpYFF6SZe6juABJpQ55tyBHakWcbcmwsn0MyM7MseIRkZmZZcEEyM7MsuCCVJOliSb+RtK/4+Z5Jtl0o6Z+Svp8yxiqUyVPSKkm/k7RX0h8lfbaOWKdL0hpJf5G0X9KmHq/PlfRI8fqzkpanj7I/JXK8S9Kfi+O2U9L764izX1Pl2bXdzZJCklvBh4ALUnmbgJ0RsQLYWTyfyL3AM0miql6ZPE8AX4qIDwNrgO9JenfCGKdN0izgB8CNwErg85JWjttsA3AsIq4AHgS+kzbK/pTM8TlgJCI+AjwG3J82yv6VzBNJC4A7gWfTRmgz5YJU3jpgc/F4M3BTr40kXQUsAZ5IFFfVpswzIv4aEfuKxy8BrwCLk0U4M1cD+yPibxExBmyhk2u37twfA66XpIQx9mvKHCPitxFxoni6G7g0cYxVKHMsofPF8H7grZTB2cy5IJW3JCIOAxQ/3zt+A0kXAA8A9ySOrUpT5tlN0tXAHOBAgtj68T7gYNfzQ8Xvem4TEaeB14FLkkRXjTI5dtsA/HKgEQ3GlHlK+ihwWUT8PGVg1p/ZdQeQE0lPAkt7vPT1km+xEdgREQdz/mJdQZ7n3mcZ8DNgfUScrSK2Aep1QMZf81Bmm5yVjl/SF4AR4LqBRjQYk+ZZfDF8ELgtVUBWDRekLhGxeqLXJL0saVlEHC4+iF/psdk1wLWSNgLzgTmSjkfEZOebkqsgTyQtBH4BfCMidg8o1CodAi7ren4p8NIE2xySNBt4F/BamvAqUSZHJK2m8+Xjuog4lSi2Kk2V5wLgSuDp4ovhUmC7pLURMZosSps2T9mVtx1YXzxeDzw+foOIuDUiLo+I5cDdwMO5FaMSpsxT0hxgG538tiaMrR+/B1ZI+kAR/+fo5NqtO/ebgadiuK4cnzLHYirrR8DaiOj5ZWMITJpnRLweEYsiYnnxf3E3nXxdjDLnglTefcANkvYBNxTPkTQi6ce1RlatMnneAnwcuE3SnuLfqnrCLac4J3QH8GvgBeDRiNgr6duS1hab/QS4RNJ+4C4m76TMTskcv0tn9L61OG7ji3L2SuZpQ8hLB5mZWRY8QjIzsyy4IJmZWRZckMzMLAsuSGZmlgUXJDMzy4ILkrWKpDNFu/PzkrZKuqj4/VJJWyQdKFbD3iHpQ8Vrv5L0L0lehsZsgFyQrG1ORsSqiLgSGANuLxZQ3QY8HREfjIiVwNfoLJILnWt3vlhPuGbt4YJkbbYLuAL4BPB2RPzw3AsRsScidhWPdwJv1BOiWXu4IFkrFWvV3Qj8ic66Z3+oNyIzc0GytrlQ0h5gFHiRznJBZpYBr/ZtbXMyIv5v3T1Je+kspmpmNfIIyQyeAuZK+sq5X0j6mKRhvFeQ2dByQbLWK24x8Wk6q5wfKEZM36K4x46kXcBWOrc0PyTpk7UFa9ZgXu3bzMyy4BGSmZllwQXJzMyy4IJkZmZZcEEyM7MsuCCZmVkWXJDMzCwLLkhmZpaF/wAoxwiwk9eyOwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.lmplot(data=nmds, x='PC1', y='PC2', hue='Type', fit_reg=False)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.lmplot(data=nmds, x='PC1', y='PC2', hue='Function', fit_reg=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MDS for Robinson–Foulds distance"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1539.6193212466499"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mds = MDS(n_components=axes, dissimilarity='precomputed', random_state=42,\n",
" max_iter=3000, eps=1e-12, n_jobs=1)\n",
"mds.fit(rfdm.data)\n",
"mds.stress_"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"mds = pd.DataFrame(data=mds.embedding_, index=ids, columns=columns)\n",
"mds.to_csv('rf.mds.tsv', sep='\\t')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"with open('rf.mds.coords', 'w') as f:\n",
" for line in make_emp_coods(mds):\n",
" f.write('%s\\n' % line)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"mds = pd.concat([mds, meta[['Type', 'Gene', 'RF', 'Quartet', 'Model', 'Function']]],\n",
" axis=1, sort=False)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.lmplot(data=mds, x='PC1', y='PC2', hue='Type', fit_reg=False)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"ax.fig.savefig('rf.mds.type.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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yCjAIIUFBAccIE4wy36RnAbuAjFosOBaDGN6v26uqQBA4tDQOvCHdUBmOO4YIIWMTBRwj0KhZrhiGOi1B6GWc1jWCk6IRzRRAVQCocOuSEB0/8IZ0Q2WkLMERQkY/SholxE+nXUAR43By8j60QITs4aByAmRDChROj6yrU8M93F6Nuh1DhJARiwIOQvx0tQuobaIVJRmfImJSOlz6SYgYF4vc5aZhn78BjLIdQ4SQEY2WVAjxMe9Csq0B9Z4a6HkNEJkI6KLh9DgRNUnGjddcEO4RDkhPS3AVBxtQ8nElWhqdiI7XIevq1BERSBFCRh4KOEjYDYtS7WfrbeSJPDboOUCRoLNWw+lJhCxogr4EMRxu9BUHG1C4zQyO56A1CGizSijcZkbuclDQQQgJOlpSIWHlS9Ksd9QH1Inoa3GqoCn+H4DTIIePQr7bgAQIaOGABIc16EsQvht9m1UKuNFXHGwI2mv0RcnHleB4DqKWB2MMopYHx3Mo+bhySMdBCBkbaIaDhNVg60QEjaUC0MUCrhbktNYhxyMBnAhoIoAgj8P/Rg8AopaH7MKQ1/VoaXRCawj8FSBoRsZ232DZt29foiAIfwEwC/QBjJBgUQAcdLvdP543b16d7yAFHCSshk2dCGMa0HQcaKsHwADGAx4JcHm8yy2mxUF7qeFyo4+O16HNKrUHPgDglpQRsd03WARB+Mv48eNnJiQkNHMcp4Z7PISMBoqisPr6+owzZ878BcANvuMU0ZOwSo5MhtMTeKMNS52I7AcAeyOgqgBj3nobjAG6OO9ySxBFx+vglpSAY+G40WddnQrFo0B2eaCqKmSXB4pHGRHbfYNoVkJCQgsFG4QED8dxakJCghXemcNzx8M0HhIGA23iFUrDpk6EaTGgiQQErTfY4EUgOhmITAAsfc9p6MvPeLjc6NNmjUPuchMiYjRw2d2IiNGMmO2+QcRRsEFI8J39dxUQY1DAMUYMm+TMDoZVnYjEmUDUBBSNn4ZV4xOxJFrFKtGKImPfbsB9/RkPpxt92qxxuPHBC7ByfTZufPCCsRZskBDieX5eenp6hu+/8vJyTbCu3dDQwP/+979P8H198uRJccmSJVOCdX0SGkxVR1dwf+GFF6p79+4N9zCGnVUfrepU4trhdiBBn4AXr3kxjCMbRsy7ULTrQWzQAyLjoFMVOFVAjohH/sLf9BoE0c94xGC+//n2229Pzp07d2i3B40RBoMhy263l4Ti2uXl5Zrrrrtu+pEjR0pDcX0SHN9+++24uXPnTvJ9HdYZDsbYEsZYOWPsKGPs/3Xx/QcZY4cYYwcYY58yxtLCMc7RoKsKmqOhiZfZbEZBQQGefvppFBQUwGw2D/xipsUomDANIidAryhgnAb6mBSIumgUlBb0+vTefsYNDV9g//4f4Mviy7B//w/Q0PDFwMfaheG4ZEaIv2eeeSZ+5cqV7WuHl19++bT3338/CvAGKPfff3/yjBkzMubOnZteVVUlAEBVVZWwePHiqTNmzMiYMWNGxq5duyJ+/vOfp1RVVWnT09Mz1qxZk1JeXq6ZPn16JgDY7XZ28803TzKZTBkzZ87MeO+996J8r3311VdPzcnJmZ6Wljbr7rvvTgnHz2AsC1vAwRjjAWwGcC2ADAC3McYyOpxWAuBCVVXnAPg7gD8M7ShHj2GTnBlEZrMZO3bsgM1mg06ng81mw44dOwYVdNQoDujipwNJGcC4aYAuus+BWU8/44aGL1BufhwuqR6CEAOXVI9y8+NBCzrCuWT2eVkdbnvhKyzcuBu3vfAVPi+r6/1JZNRzuVycbzll8eLFU3s73+FwcJdccklreXn5oUsuuaT1T3/6UwIA3H333ak5OTm28vLyQ6WlpYcuuOAC55NPPlk9ceJEV1lZ2aEtW7ZU+19n48aNiQBgNpsPvfbaa8dXr149yW63MwA4dOiQ4d133z1++PDh0u3bt8cePXpUDMWfnXQtnDMc8wEcVVX1uKqqEoBtAP7D/wRVVT9TVdV+9suvAFBEOkDDJjkziIqLi8FxHDQaDRhj0Gg04DgOxcXFA77mYAKznn7GlZUvgOM04HlvUzie14PjNKisfGHAY/XXqemcoIfIi32amRmMz8vqsHZ7KepsThj1IupsTqzdXkpBB4FWq1XKysoOlZWVHdq1a9ex3s4XRVFdvny5FQDmzZvXVlFRoQGA4uLiqIcffrgeAARBQHx8vKen6xQXF0euXLmyEQCysrKcEyZMkL777jsdACxcuLAlPj7eYzAY1GnTpjmPHTumHeyfk/RdOAOOZABVfl9Xnz3WnVUAdnT1DcbYasbYXsbY3vr6+iAOcfQYVsmZQWKxWCCKgR9QRFGExWLpdG7FwQa8+9R+vPJYMd59an+3VT0HE5j19DN2OKvBcYHLLRyng8NZ3c3V+idcS2ZbCo9D5BkMGgGMeR9FnmFL4fGQvi4ZmQRBUBXl3JZwl8vF+X+P4zjf/8PtdrPOV+hdT3mJGo2m/Zs8z6uyLA/oNcjAhLPwV1dvdJd/UxhjtwO4EMBlXX1fVdUXALwAeJNGgzXA0aanJl7BMNT9QYxGI2w2GzSac8nvsizDaDR2Gldfe4bkpOQgH/kD7u3S3c9Yr0uBS6oHz59LKFUUJ/S64EzaJUcmd0pYDdaSWU/va1WzHUZ9YNCnF3lUN9u7uhQZ46ZOnSr9+c9/Nng8Hpw4cUI8cOBARG/PufTSS22bNm1KWLt2bZ3b7UZLSwsXExPjaWtr6/ID88KFC1tfffXVuBtuuMF24MAB7enTpzVz5sxxfv3114bg/4lIf4RzhqMawES/r1MAnOp4EmPsKgCPAbhBVVXXEI2N9FM4+oNkZ2dDURRIkgRVVSFJEhRFQXZ2dsB5/e0ZkpOSgxeveRE7l+7Ei9e8GJQgLTV1NRRFgsfjnTnxeBxQFAmpqasHfW0gdEtmvb2vE2MNcMiBM9wO2YOUWPrdTjpbvHhx68SJE10zZszIfOCBByZmZGT0Gpk+99xzlV988UWUyWTKmDVrVsb+/fv148eP98ybN691+vTpmWvWrAmI2n/xi1/UeTweZjKZMpYtWzZ1y5YtJ/V6PX0QHQbCti2WMSYAMAO4EkANgD0AVqiqWup3Tha8yaJLVFU90pfr0rbY8Hj3qf2dymTLLg8iYjS48cHQtXU3m80oLi6GxWKB0WhEdnY2TCZTwDmvPFYMrcE75e+jqipcdjdWrs/ueMmQaWj4ApWVL8DhrIZel4LU1NUYN67LSbtOHGVNaC2shrvZCSFWh8jcFOjT4wLOGWjX3Z6e19v76svhEHkGvcjDIXsge1SsuyETi9IT+/HTGVK0LZaQIdBxW2zYllRUVXUzxu4D8BEAHsBLqqqWMsbWAdirqup2AJsARAJ46+zNolJV1Ru6vSgJm3D1BzGZTJ0CjI5C3TOkrzf6ceMu61OA0TGIuih1DuL2egCegekFuG0SLNu9OXj+QcdAlsx8u1tEXgzY3ZIPb+5Jb+/rovRErIM3l6O62Y6UWAPW5E4ZzsEGISRMwtq8TVXVDwF82OHYWr//v2rIB0UGZLA39YF+Ou+LrKtTUbjNDNnlvVm6JSVopcR7u2H3l2+rL8dx7Vt9P/ryE1wqzsIk/XkAAKbhoUgetBZWd5rl6K/euvX25X1dlJ5IAQYhpFdU2pwExWD6g4S6hkQoS4n737BbpVbUttXiTNsZPFL0yIDG39VWX+Zh+NYduKuQiRzczYOfPQrY3eJsARqOQtd4AjWn9wHmXcOm7wshZOSj9vQkKLw3dQxol0pvn7KDNb5Q7Jipaa1BtCYaNpcNZ+xnwMDAMx522T6gmQ6LxQKdLnBWSBQE2DyBuXWqrECIHfySUPvuFrcMWKsBxuDkOCR7VGDHQ0i79gnkLs8a0t1HhJDRiQIOEjQDvanXtNaAKQacbm6D7FEg8hzGRWpQ4xn+Zdd9N+xGZyMYGDjGQYECLaeFrMh4pOgRRGuie1wm+rysDlsKj6Oq2Y5LPBzGeZwwRp7b3qrqOUS1GaBIHjCRgyorgEdFZG7PW2p3N1qxubIelU4JqToN7k1NwBXxMQHn5GXmYcPXG4DWM9AxwMkYZAB5igHg3EDx/yAt730KMAghg0ZLKiTsDFwCTrW0wO1RwDMGt0fBqZYWGLiE3p/ckXkXUHAd8PRs76N5V/AH7Me3HVXySGBgUKBAVVVEiBFodDTCITt6XCbqWKnzOJeMxlYnLK2Oc1t9BeDShZdCiNJAdbghRGlgvGFqj/kbuxuteNRcg1pJhlHgUCvJeNRcg92N1oDz2ouVud1oYRwSVA75bgNyFA0g6gFL11uHCSGkvyjgGAK7G61YWnIUF/3rEJaWHO30S3+skxpyAeYGOAkqUwFOApjbe7w/zLuAHQ8BtlpAFws0HQfevB34w9Reg4+Bvke+G7Ze1MOtuiEwAedFnIc2uQ1ggIbX9Fhq3Fep8wLXXvyq8RE87XgEOZ4v0dZmg9PpRFRUFK699lpkXnEBElbPwXmPzEfC6jm9JoturqyHyDEYeM5bAZTnIHIMmys7V+LNScnBi0IadrZq8KIc7Q02AEB2AEbK1Qg1g8GQBYycFuvPPPNM/MmTJ9urvS1btixt3759Pa7vZWVlpQPeLq/PP//84DKdyYhFAUeI9fWT5lhmaZqKeOcyCGoMFGaHoMYg3rkM1qZe+z0FKv4fgNMAGgMg2YC2ekDxAG6nNwjZ8VCXQcdg36OclBxszNmI8yLOQ1JEEiLECLg8LjAwxOvi28/T8TpIJ8WAEutyjR0XuPbgftcWxKsWfKE34LXzjqN4wjb8a/ynmHrV1F63/Xal0ilBzwUW89VzDJVOqesnZD8AKBIg2QFV9T4qkvd4L/paNp70bNKkSfLOnTuHfU34V199dVxlZWV7wPHGG29UzJs3r8cM5pKSkjIAOHLkiPaNN96ggGOMooAjxPrzSXOsmhhrAHPMxHj7zzCx9bcYb/8ZmGNm/6tVWiq8ywAA0FoHgAEcD3gkbxDCabxBSQfBeI869lExiAbE6eIQpY1qPyfiTBKyyq8NqNp5cTPDVdaDkFQRXxlEvDxORZPAIUJhsLRWDni3TqpOgyaHjBP1bSg/Y8OJ+jY0OWSk6jRdP8G0GLj2CSAqCXBavI/XPuE93oNwVJgNpw8OnIq+cfOXpgUbPpl94+YvTR8cOBUdrGv7t1i32Wzc9773vSkmkynj+9///pQ5c+akFxYWGgDgBz/4QeqsWbNmTps2LfNnP/vZBN/z77nnnuSpU6dmmkymjNWrV6cAwKlTp4Rrrrlm6qxZs2bOmjVr5scff9yplHh5eblm3rx5MzIyMmZmZGTM3LVrV/s5v/zlL5NMJlPGjBkzMu65557kl19+OfbgwYOGlStXTklPT89obW1l8+fPn1FYWGjYuHFjgn/L92eeeSb+zjvvnAicm8V57LHHkvfu3RuZnp6e8etf/zpx3rx5M4qLi9sTli644IL0r7/+Wg8yKlHSaIhVOiUYhcC4rsdPmmPQmtwpWLu9FHbJHVCtck1uP2eXjWnemQyNwRtkMB5QFYA/e5PtJichWO+Rf+Et31Zfh9sBHa+D0+NExvELEK2Paq9pIWp5xESIaG5dAIf2G7wXo0JQAa0CgDFEKG64zy7D9He3zkKmwddtVnCqCp4xuFQFtW0Sbo+O6f5JpsW9Bhgd+ZeN9/2ZZJf3+GhLNP3gwKno33xwOFXkmBqlFdyNrS7xNx8cTgVQ+f05E1qC+VqbNm1KMBqNHrPZfGjPnj26Sy65JNP3vaeeeqomKSnJ43a7kZ2dPePrr7/WT5o0Sfrwww9jjx8/fpDjODQ0NPAAsGbNmokPPvhg7TXXXNN65MgRzTXXXDP9+PHjpf6vNWHCBHdRUZHZYDCo3333nfa2226bcvDgwcNvvvlm9AcffBC7b9++sqioKKW2tpZPSkryPPfcc4lPPPFEVW5ubsDWqTvuuKP54osvToe3bQX+/ve/xz322GOn/c9Zv359zZNPPpn02WefHQWAuLg4z1/+8pdx2dnZVQcOHNBKksQWLFjgCObPkgwfNMMRYqk6DRxKYPl4h6J2/0lzDFqUnoh1N2QiMUoHq0NGYpRuYKWx/ZcFOBFQ3ABUIOJ7vVb/AAAgAElEQVRs8mk3OQmheI+66hx7npKGKENkwHnRkRq0KonQMxn1ogqNCjDGwEGFm4kD7vj673+fwoQqB7QewCMwaD3AhCoH/v3vTu2KBqWl0QlBE/hrZCgqzIbDn4tOjBc5pupEXmGMQSfyisgx9c9FJ8YH+7WKi4sjb7vttiYAuOiii5wmk6n95r5169a4s7MRGUeOHNF9++23uri4OI9Wq1WWL1+etnXrVmNkZKQCAF9++WX0Aw88kJqenp5x/fXXT2ttbeWbm5sD3jBJktiKFSsmmUymjFtuuWXqsWPHdACwa9eu6Ntvv70hKipKAYCkpKQe28JPmDDBPXHiRNenn34acebMGf748eO6xYsXt/b0nLy8vOZPPvkkxuVyseeff37cihUrRufUGAFAMxwhd29qAh4118AOBXqOwaGokBUV96YOYAfGKBaUapWmxQCe8C6bOC2AywPo4gBtdI85CaF6jzqWGn+3tHNfErekQBcfCT3nxng3QxPPQa8qYFCBiMQBd3ytarYjUS8i6eS5G7+qqqh2BLeLa6jLxg8np60ObZRWcPsf0wqcctrq0Ab7tbrrcVVWVqZ59tlnk/bt23c4ISHBs3Tp0klOp5MTRRHffPPN4e3bt0dv27Yt9rnnnkv86quvzKqqYu/evYcjIyO7bZq1fv36pMTERPntt98+oSgK9Hr9PN8Y/PsP9cXNN9/c/Prrr8emp6c7r7322mZfu/nuREVFKTk5OS2vvfaacfv27XH79u071K8XJCMKzXCE2BXxMfidKRlJGhEWt4IkjYjfmZI71UMYiBMle/Hmunz8+b5VeHNdPk6UUNM6mBYDee8DDx8Bbn0VGDe115yEUL5H/rqr2plz64VoyFmP77VFwcMU2DkecsQEwKAbcMfXoeri2p9KpJ+X1eG2F77Cwo27cdsLX+HzsrqgjiXUzovRu1xuJeB3psutcOfF6IPexTo7O7t127ZtsQCwb98+ndls1gNAc3Mzr9frlbi4OE9VVZXw+eefxwCA1Wrlmpqa+GXLllmff/75qsOHDxsAYOHChS0bN25sj+T98yV8rFYrf95558k8z+N///d/4z0e79+bJUuWtPz1r38dZ7PZOACora3lASAyMtJjtVr5jtcBgNtvv715586dsW+99VbcihUrmjp+PyYmxtPa2hrw3LvvvrvhkUcemTh37ty23mZRyMhGMxxD4Ir4mKDfvE6U7MWnLz0PXhSgi4xEm6UJn770PK780d2YnHVhUF9rxOpHTkKw3iP/Il4TOzQy66kaaxpuwdwrbkGaf08ZfcKAe8oELS+mF32tMOvfVdaoF1Fnc2Lt9lKsA0ZMH5a7ciaf+c0Hh1MhezitwCkut8LJisruypl8Jtiv9fDDD9ffeuutk862ZLfPmDHDERsb65k9e7Zr1qxZ9unTp2empqa65s2b1woAFouFv+6666a5XC4GAL/97W+rAOCFF16o+vGPf5xqMpkyPB4PW7BggS07OzsgkemnP/1p3dKlS6e+++67sQsXLrTp9XoFAG6++eaW/fv3G84///yZoiiqV111lfXZZ5+tWblyZcP999+f9vDDDyt79+497H+thIQEz/Tp0x1HjhzRX3755Z2m0+bPn+8QBEGdMWNGxooVKxoef/zxupycHHtERITnhz/8IS2njHJha08fKmOlPf2b6/LRZmmCqD03dS27nIgwxuHWtRvCOLKxa7i1avcFP8Ohi+ttL3yFOpsTBs25zzh2yY3EKB1eX33xUA9nwO3pPzhwKvrPRSfGn7Y6tOfF6F135Uw+E+yEUQBwu92QJIkZDAa1tLRUe/XVV5uOHTt2UKfTja5f2PDWH1m0aNGMY8eOHeT5LidOyAg1bNrTk8Gx1tVCFxmYgChotLDW1YZpRMRXxMt3UzVoBNglN7YUHu/2Ru8oa0JrYTXczU4IsTpE5qYMugOsz3Dq4lrVbIdRLwYc04s8qpuDm1MSat+fM6ElFAFGRzabjcvJyZkhyzJTVRV//OMfK0ZjsPHss8/G//a3v03esGFDFQUbox8FHCNUTGJSpxkOt+RCTGJSGEd1zomSvdjz3juw1tUiJjEJF11/06hf6unvTdVR1gTL9mMAz8D0Atw2CZbtx+A4eBC2916CXF0NMSUFcat+hKjcflZdHWYmxho6zXCEIqdktIiNjVUOHjx4uPczR7b77ruv8b777msM9zjI0KCk0RHqoutvgkd2Q3Y5zybrOeGR3bjo+pvCPbT2/JI2S1NAfsloT2r1T9S0OWUcr2/F4TMtsDrkLhMkWwurAZ6B0/DerbAaHqrLAdvuk3DX14OLiYG7vh61634DW2HhkP05bIWFqLgzD0evvAoVd+YF5bXX5E6B7FFhl9xQVe9jKHJKCCHDFwUcI9TkrAtx5Y/uRoQxDs7WVkQY44ZNwuie994BLwoQtTowxiBqdeBFAXveeye8AwtxYzffTbWh1YmaZgckjwKOMRg0PNZuL+0UdLibnWBi4D9BT3MDmDYWnF7vDUL0ejCNBk0vvhTUsXbHVliI2nW/CXrAE7RaK4SQEYuWVEawyVkXDosAo+POjOyaUzDGBu74GIr8kh7zIXyN3TiNt7Gbr7cKei/f3VeL0hOxDsBPtpVABaDlOYyL1CJaL3aZyyHE6uC2SWCac2vXqgeAEpgiwHQ6yNXVQRljb5pefAlMowGn9+6eZHo9lLPHB7usM5xySgghQ48CjmEklAmEodLVdscajx7M1gZj9Lmk1lDnl3SXDwHA+zP0b+wGnG3wBu/xIAUcgPemGq0XkRpnCCia1FUuR2RuCizbj0GRPGAiB1VWwEQt5Mrd8C+3pDqdEFNSMBTk6mpwMYHB4lAGPISQ0YuWVIYJ3w3TbZMCEwjLOtXOGVb8d2Yw5n08cd58WFud/covKaouwqqPVmHJ20uw6qNV/W5Y1lpYDVl2wtp4Bo1VFbA2noEsO715EkBgYzefbnqrDFZfi27p0+NgvGEqhCgNVIcbQpQGERdHQWkqh+JwQFVV76MkIW7Vj/o1hoH+PMWUFKjOwLLkQxnwjEU8z89LT0/PmDZtWuaMGTMy/vu//zvJV3zr/fffj2KMzXvttdfao8DLL7982vvvv9/eFfDUqVOCIAgXbNq0qdvmNcnJybNPnz7d6QPmH/7wh4Rnn302vqvndMfXrA0ALrvssmm+vi2E9IYCjmGiqwRC8OzcDXOYqmq2Qy8G/r5pS5iG/cmX9zm/xNforN5Rj2hNNOod9f3ukuqsbYHN0gDF7QbjOShuN2yWBjhrzy5PGNO8vVT8ddNbZbD6kyCpT49Dwuo5OO+R+UhYPQdxN+ciae2vICQkQLFaISQkIGntr/q1nDGYn2fcqh9BlaRBBzyk77RarVJWVnbo6NGjpbt37zZ//PHHMQ899FB7F9ikpCR548aN53X3/FdeeSV27ty5bW+99Va/AgcA+MUvflE/mF0iX3zxxdFx48ZRdVDSJxRwDBNdJRAykYO7ufsmWLsbrVhachQX/esQlpYcxe5Ga6iH2Ul3n+Y1kzJx69oNuOvZF3Hr2g095poUlBZA5EXoBW+ipF7QQzzbJbWvrI568EwA4zgwMDCOA88EWB1nW8z7N3ZT1R57qwzWYBMko3Jzkba1ANM+/QRpWwv6nTsxmJ9nVO7gA55RrfQf0fjzlSY8mT4bf77ShNJ/BK09PQAkJye7//KXv5x8+eWXExVFAQDMnDnTHhUV5fnHP7p+rbfeeivuiSeeqDpz5ox44sQJsatzAGDdunVJs2fPnjl79uyZBw8e1ALAgw8+OGHt2rVJgHfm4r/+67+SZ8+ePXPSpEmzdu7cGQkAra2t7LrrrptiMpkyvv/9709xOp3tK36+mZPy8nLNlClTMpcvX542bdq0zEsvvXR6a2srA4AvvvjCYDKZMs4///z0NWvWpEyfPj2zq/GR0Y8CjmFCiNVBlZWAY6qsQIjtugnW7kYrHjXXoFaSYRQ41EoyHjXXDHnQEYztjjWtNdDxgX/O/nZJPdK2HzwngIN3toUDD54TcKRtv/cE02JvL5WopF57qwTDovREvL76YhQ9cgVeX33xkCZL1rTWQJYFHK9vQ/kZG47Xt0GWhT7/PAcb8Ixapf+Ixs78VLTVi9BGu9FWL2Jnfmqwg46MjAxJURTU1NS0L4H88pe/PL1hw4ZOsxxHjx4VGxoaxMsvv9x+ww03NG/durXbpK/o6GjPd999d3jNmjV1999//8SuznG73ey77747vHHjxqp169ZNAIAnnngiUa/XK2az+dDatWtPHzp0KKKr51ZWVup+8pOf1B09erQ0JibG88orr8QCwI9//OPJmzdvrvjmm2/KeJ4fdcXLSN9RwDFMROamAB4ViuRtgqVIHsCjeo93YXNlPUSOwcBz3twJnoPIMWyurB/ScQdju2NyZDKcnsCZnP52SZXjPTgs/xsSnBCggQQnDsv/hhzvN/via+z20wPexyAFG4PNPwk2A5eAUy0tcHsU8IzB7VFwqqUFBo46FA9K8bPjwYsqRL0CxgBRr4AXVRQ/G/T29B1bTixZsqQVAHyzDj5bt26Nu+GGG5oB4I477mj6+9//3m3AceeddzYBwF133dVUUlIS2dU5t9xySzMAZGdnt1VXV2sA4J///GfkHXfc0QgACxYscJhMpi4r2SUnJ7uys7MdAJCVlWU/efKktqGhgW9ra+MWL17c5j8GMjbRLhV4bxjtDbMikwfcMGswfLtR+rpLpdIpwSgExot6jqHSKYV8rB0NdrtjXmYeNnzt7f+i43VwepztXVKLqovw9P6ncdJ6EmDApKhJ+Om8n3Z6fy66/iZ8+tLzaFRPQ9Bo4ZZc8MhuXHn93YP5o/XKly8h8mJAvkQ+8of875CP1JAL8H8DGKBCAzAJgNt7nAxcS40W2uiA9vQQdApaaoLanv7QoUManueRnJzs/vbbb9uPP/roo6fXr19/niAI7dHI22+/HdfQ0CC+8847cQBQV1cnfvfdd9rZs2d36mDr3yqeMdblTIOvfLogCPB4PMzv/F7HrdFo2q/J87zqcDi40dariwzOmJ/hCEbCYrB0TCDsaUtsqk4DhxL4j9mhqEjVaUI9zKDLSclB/oJ8JOgT0CK1IEGfgPwF+QCAtV+uxTHLMahQARU4bj2OX/3zV53en3AVQgtG/kmwWZqmIt65DIIaA4XZIagxiHcug7VpatjGNCpEJ7vgdgb+znQ7OUQnB609/alTp4S77ror7Yc//GGdf4AAADfddFOL1Wrlfa3nv/32W63dbufr6uoO1NTUfFdTU/Pdfffdd+aVV17p8heH7/iLL74Ym5WV1dbXMS1cuLD11VdfjQOAPXv26Mxmc5/r0SckJHgiIiKUTz/9NAIA/vrXvw7vff4kpMb8DIf/DQNA+2NBaUHYPqH2xb2pCXjUXAM7FOg5BoeiQlZU3Js6TKfNzbu8NS8sFd4dI9kPBCxp5KTkdPp5r/poFWyyDTzHg/OLjdvcbV2+P+EohFbTWoNoTeASfn/zT4LN27dkJsZ7Zrcfs0tuXGYxo+LOVwbco6XiYEOvbehHtez7zmBnfioADoJOgdvJwSMzZN83qPb0LpeLS09Pz3C73YzneXXZsmWNjz/+eJdV8h555JHTt99++zQA2Lp1a/z3vve9Zv/vL1++vHnFihVTNm3adLqL12Fz5sxJVxSFbdu27Xhfx/fQQw/VLV++fLLJZMrIzMy0z549u8/BCgBs2bLl5N13351mMBiUSy+91BYVFUW7WsaoMd+efsnbSxCtiQ6YMlRVFS1SC3Yu3RmKIQbN7kYrNlfWo9IpIVWnwb2pCbgiPqb3Jw41/yqfot67HVWRek3aXPL2EtS21ULgzsXFqqpCgYJEQ2JQ35+BLqut+sd/ot56EnqPG+A1QGQiHIKIBH0CXrzmxaCNrz/8i7HpRR4O2QNTxXe459t/wBChB9PpoDqdUCWpzztQKg42oHCbGRzPQdBwcEsKFI+C3OWmkRh0DLg9PUr/EY3iZ8ejpUaL6GQXsu87g8z/DHn32JHMarVyMTExCgDk5+ePP336tPjyyy9XhXtcJPSoPX0HyZHJqHfUt89sAP1PWAyXK+JjhmeA0VFvVT67mf1IjkxGg6MBCpT2GQ4VKnjGB/X9GXAehnkX8k4dxQY9AI6DTpHgtFZDjohH3oUPB218/eUrsb6l8Diqm+1IiTVg6elC7B+nh51niFBlTDdokIi+lywv+bgSHM9B1Hp3AYlaHrLLe3wEBhwDl/mfLRRg9M+bb74Z8+STT57n8XhYcnKy67XXXjsZ7jGR8BjzORx5mXmQPTIcbm+hI4fb0Z6wSIKkpyqfvtkPW21gjxPzLuRl5iFKjIJH8cCjeqCoChRVQYQQEdT3Z8B5GMX/gxxFh3xPJBJUDi2MQwI45Du5sC/H+W/L3XCRgCNqG5wcgwjAwRR8w8mo1Yt9Llne0uiEoAn8dSFoOLQ0dl8nhhAAuOuuu5rLysoOHTlypPTzzz8/OmHCBHfvzyKj0Zif4chJyUE+8sO+S2VUM6Z5AwmNX66Zr8pnD7MfOXnvY92l6wJ2qUyJntLlLpWemM1mFBcXw2KxwGg0Ijs7GyaTqf37A87DsFQAuljkKAw5ytlkXVUFbH2foR8Ke957Bzwvgve4AcZBAOCGiiOQkdzHkuXR8Tq0WaX2GQ4AcEsKouO7rhNDCCEdjfmAA+g6YZEEUfYD3lkLCYE5HNkPAB8+6J3Z8OfX42Sw743ZbMaOHTvAcRx0Oh1sNht27NgBAO1Bx4CX1ToGUq4WoOU0AAUouK5TYmy4WOtqoRkXD/eZM2CKAjAOvKrCztQ+lyzPujoVhdvMkF0IyOHIujo4peF7CwoJISPfmF9SIUOgpyqfIe5xUlxcDI7joNFowBiDRqMBx3EoLi5uP6fHZTXzLm/w8PRs76N517mL+5dLd1q9QZIiA5ETApaGwi0mMQmqVgPxvPPABBGqxwOFF2BMndTnXSpps8Yhd7kJETEauOxuRMRogpYw6gsKbTZbQFBoNpsHfW1CyPBBMxxh9nlZHbYUHkdVsx0TYw1YkztlSMtgA0O03dG0uOtP+z3NfgSBxWKBThc47S+KIiwWS/vX3S6r2Z3ndtf455fgCb8/zxPeZaGqfwOcCESNB3RnE3n9E2PDyFcUDRoR4qQ0uCUXILtx8R39a8iWNmtcSBJE/YNCANBoNJAkCcXFxTTLQcgoQjMcYeTbvlhnc8KoF1Fnc2Lt9lJ8XlY3ZGPwbXdss0rQGgS0WSUUbjOj4uAQ5SGEuMeJ0WiELMsAgFa5FRUtFTjefBxnlDMoqi5qL0u+/uv1AIDHFjyGF6950buM459fwpj3kdN4j/uPP+9977jHmc4FG0DA0pCPrbAQFXfm4eiVV6HizjzYCgt7nkUJgnAVResri8UCUQzsOdYxKCTdMxgMWQBQXl6uef7559sLaxUWFhry8vK67JniU15erqFmamSo0AxHGG0pPA6RZzBovG+DQSPALrmxpfD4kM1yDMV2xxMle7HnvXdgratFTGISLrr+psCbXXezH0GQnZ2NHTt2wGq3os5VB17lIagCKuIrsPbLtVBVFdG66K63w55NCg3QRRABoOfE2LNshYWoXfcbMI0GXEwM3PX1qF2bD8yzIGqSvutZlCAJR1G0vjIajbDZbO0zHAAgyzKMRiMAyu/oqyNHjmjfeOONuLvvvrsJAHJzc+25ubld9j0hJBxohiOMqprt0It8wDG9yKO6eeh+R4R6u+OJkr349KXn0WZpgi4yEm2WJnz60vM4UdL34myDYTKZcO2116JJbYKoiFA0Cs6knoE73g2bbEObu6377bD9yS/xz+dQVe9jh6Whphdf8gYbeu/rcXo9mNyCpm/Q8yzKCGQ2m1FQUICnn34aBQUFPeZjZGdnQ1EUSJIEVVUhSRIURUF2dvawy+/46ORH0Ss+WGG68q0rZ6/4YIXpo5MfDbpTbHl5uWby5MmZy5YtS5s+fXrmDTfcMPndd9+NuuCCC9LT0tJmffbZZwb/NvIAMH369Mzy8vKAPgaPPfZY8t69eyPT09Mzfv3rXye+//77UZdffvk0wNuG/sYbb5x88cUXm9LS0mY9+eSTnT5NuN1urFmzJmXWrFkzTSZTxqZNm8ZQgRUyFCjgCKOJsQY45MAqvw7Zg5TYPrcqGLToeB3ckhJwLJjbHfe89w54UYCo1YExBlGrAy8K2PPeO0G5fl+YTCZ8k/YNjs0+hsoZlWgzeisz++p7+AvYDtuHIOLci3S/NHSiZC/eXJePD9vq8M8IDmfYuddkTIZs61Dtt7tZlBGiv0GCLyiMioqC0+lEVFQUrr32WphMpj4l/Q6Vj05+FL1pz6bUJmeTGClGupucTeKmPZtSgxF0VFVV6X7+85/XlZWVlR47dkz3t7/9LX7v3r1l69evr16/fn2ntvRdWb9+fc2FF17YWlZWdujxxx/vtC57+PBh/SeffHLkq6++Ktu0adOEkydPBqxjPf300+NiYmI8Bw8ePPztt98e3rp1a0JZWdnIa85Ehi1aUgmjNblTsHZ7KeySu70EtexRsSZ3ypCNIdTbHa11tdAJCtBQDXhcAK+FEJGA2tMVWPXRqiGrfdLV1lee48EQ2AUzYDusf1KopdI7s9HTVtculoZ8Mzy8KEDDi3B63PiGk3G+AoxXeaiqCDEqMODr7y4dX+KxXGNHVhuHBI5H4viIsPU6GUgSqMlk6vJ7fUn6HSpbS7eOFzhB1Qk6BQB0gk5xup3c1tKt46+ZdM2gqo8mJye75s+f7wAAk8nkuOKKK1o4jsMFF1xg/+1vfzthzpw5jt6u0Ztrr73WEhkZqUZGRrovueSSlqKiooj58+e3T6d+8skn0WVlZYbt27fHAoDNZuMPHTqkS09PH/oW1GRUooAjjLoqQT3Uu1S82x0Rsl0qMZEi2k6fgCgA4ARAkWG11OBMBId6h2bIWrrnGediw+mXAI8HOl6EUx+LKDGqfRusjtfB6XF2rjI7yPwS/xkeT8I4qKdPAwpgZm4k2iWoYjTizrd4Z08GsEvHl3ic7FAxvwnwQEEtFLB6Owq3mZG7HEMedAQzSOgtv2Mo1dprtZFiZECVTC2vVWrttYNuT+/f2v1szRgVAHieh8fjYYIgqIpyLjB1uVy994vvoGOL+Y5fq6rKnnzyycqlS5dS6XYSEhRwhNmi9MQh3wbbUai2OwLARXHV+PQUAxQGgQPcCgcbVFSnWaAX0gAMQYde8y7kfPUi8kUeBTqGGlVGsq0OD8++C0jOCmmVWWtdLXSRkQAAPioKAMDqG2D3yBASEhG36hFEjXf1fRalA1/i8cwWQGUqVI6BqSoaXW5MjNIFJfm3v9umgxkk+JJ+JUmCKIqQZbk9v2OoJRmSXE3OJtE3wwEALo+LSzIkBa09fXcmTZrk+vDDD40A8M9//tNQU1PTKciJiYnxtLa28p2f7bVjxw7j+vXrT7e0tHBfffVV1B//+Mca/8Bl8eLF1ueeey7huuuus2m1WvXAgQPaSZMmydHR0Up31ySkPyjgICE1WVOBK2eMw55KLaxODjE6BQenNkOOtwcsZoS0pfvZ7a05vAE58tljkh04/DGw4CchXcqJSUxCm6UJotb7iZ+PioKiERFvjEPa2g3nThzgLEpVsx1GvQi9JEM+m5HFMQbZrQQl+de/S6z/tumeZk6CGST4llmGwy6VOzPvPLNpz6ZUp9vJaXmt4vK4OLfiZndm3jmo9vR9sXLlyua//e1v8enp6Rnnn39+W1paWqc3dv78+Q5BENQZM2ZkrFixomHevHkByzBZWVltV1555fRTp05pHnroodOTJk2S/RNPf/aznzWcPHlSO3v27JmqqrK4uDj5ww8/PBbqPxsZOyjgIKFlTMNkvhaTLzj3IekjwQkbL8C/nVtXpcRthYVoevElyNXVEFNSELfqR32ujBmgP9tbg6y96BacEDRauCUXPLIbF11/U1CuPzHWgDqbEw4Ng1ZW4WGAoqoQBS4oyb8D2TYd7CChu/yOoXY2T6Nya+nW8bX2Wm2SIcl1Z+adZwabvzFjxgzpyJEjpb6v33777ZNdfe/LL7880tXz7XZ7CQBotVr1X//6V0Bm7nXXXWfz/f/06dOdr7/+ekV3r83zPJ599tkaACGK/MlYRwEHCa0uKonmuRVsiI8Fesid6LJmxbrfAGt/1f+gow81MkLFV3Srxzokg+BLPD4crSKrAWAeFSqAeIMQlOTflkYntIbAXxN9mTkZLkFCsF0z6ZqWwQYYhIxVFHCQ0Opip0dO9gPIN+h6zJ3wr1kBAEyvh3L2eL8Djj6WTw9VmflQFt3yTzzeo9hxfhuHJI5HQoIhKMm/1CV2dHjqqadOhXsMhFDAQUKvi50eOUCPuRNydTW4mJiAY0yng1xd3e+Xt53RoumfaZArT0CMaEPcpUmIuiM/YEy+3R4izwLKzK8Dwp7U25tQJh6Hets0IWTsoICDDDufl9XBzkVBW9MI6PRIiNQiSidAdTohpqT061oBSzPJJridTtT+SwIWaxHlN+M/HMrM9yYcJb5DvW2aEDJ2UMBBhhXfTMOczCuxvPgNyE4HTskeJOs56JkHcav61+G0r0szvt0e/vpbZj6UXXd91TvP1mhor94JYEiCDgowCCGD1WvAwRiLBpCgquqxDsfnqKp6IGQjI2OSb6ahYur5eFfgcVnJRzC2NKAqIgE5v/oZonJz+3xjL6ougnDkG9i0CkRZg3j9OESJkV0uzfh2e/hmOID+lZkfyPbR/qAW7oSQka7HXiqMsVsBlAF4mzFWyhi7yO/bBaEcGBmb/BvalafNxgs3PoSNd/wOv7vq/vZgo3CbGW1WKeDGXnGwIeA6RdVF2PD1BjQYOWg9HNyKG2daT8Mmt3a5NLMmdwpkjwq75Iaqeh+7LTPfRTv5zzOZufcAACAASURBVN77DrXOMzhpP44KWwVcnAMcz6Hk4+BsvQ1mC/f+NFYjocfz/Lz09PSM6dOnZ15xxRXTGhoaeMDb1I0xNm/9+vXta3orV65MfeaZZ+J9X8uyjNjY2Ln33ntvclfXBoD58+fPKCws7BQ5/+1vf4vJz88f35+xLl26dNLLL78cCwDLli1L27dvH2UPkz7rrXlbPoB5qqqeD+CHAP7KGPMVEOh3ad2OGGNLGGPljLGjjLH/18X3tYyxN85+/2vG2KTBviYZ3npraOdfF8LbDI7v8sZeUFoAkRfx1eVJENwqtLL3L6zVWgtVkjotzSxKT8S6GzKRGKWD1SEjMUqHdTdkds7fMO/y7nix1ba3ky/a9SDqa5sgMRd4zhvcnG49DSezD6rwlq2wEBV35uHolVdBd/o0pJbA3Zgdq3fubrRiaclRXPSvQ1hachS7G62drjncuq8SQKvVKmVlZYeOHDlSajQa3Zs2bUrwfS8uLs69ZcuWRKfT2eXv23feeSdm8uTJru3bt8f6lz7vix/84AfWDRs2DLho2RtvvFExb9684LSVJmNCbwEHr6rqaQBQVfXfAC4H8Bhj7CcA1B6f2QvGGA9gM4BrAWQAuI0xltHhtFUAmlVVnQbgjwA2DuY1yfDX1UxDcwSPusxoXPSvQ9iUpsKcGFi9uau6EDWtNdDxOhydGY0P/3MCbFECIhwqWjIlND2mwQHhV9i//wdoaPii/TmL0hPx+uqLUfTIFXh99cVdJ4uerVrq306+QMfBoWmAoGgAMHCMA2MMza2WAW8f9SW7uuvrwcXEIKOyElJjI1xWa6cW7oA32HjUXINaSYZR4FAryXjUXNMp6BhO3VdHIuuOndEnbl1mOpJ72ewTty4zWXfsHHSnWH8XX3xxW01NTXv1z7i4OPfChQttmzdvju/q/Ndffz3unnvuqZ0wYYK0e/fuiO6uW1BQEJ+VlZU+ffr0zM8++8wAAM8880z8ypUrUwHvzEVeXt7ErKys9JSUlNm+WQxFUbBy5crUqVOnZi5atGhaQ0ND+5qj/8yJwWDIuv/++5NnzJiRMXfu3PSqqioBAEpLS7Vz585NnzVr1syf/vSnEwwGQ1Ywfk5kZOot4LAxxqb6vjgbfCwC8B8AMgf52vMBHFVV9biqqhKAbWev6+8/AGw9+/9/B3Al69hxiIwYRdVFWPXRKix5ewlWfbQKRdVFnc7pONPAJxngzjDCJTAYBQ6tBg5vTeZRGnPur0FXdSGSI5Ph9HiDkKMzo/HKf03Fa/nxkJcCHr0MQYiBS6pHufnxgKCjV5YKby0PPzUcUJP0KTiVB+cWABUQPCIUjzrg7aP+ya6MMUyUZMyvrISmsbFTC3cA2FxZD5FjMPDeYMfAcxA5hs2V9YHD7+fSTMXBBrz71H688lgx3n1qf6elq7HEumNndN3vf5/qbmoSWVSU293UJNb9/vepwQo63G43Pvvss6gbb7wx4M1Yu3bt6WeffTbJ7Q7oG4fW1lZWXFwctWzZMustt9zS9Oqrr8Z1d2273c6VlJSUPfPMMxWrV6+e3NU5tbW14t69e8v+7//+78jjjz+eDAB//etfjUePHtWWl5eXFhQUVOzfvz+yq+c6HA7ukksuaS0vLz90ySWXtP7pT39KAID77rtv4j333FN38ODBwxMmTJC7ei4ZO3pLGv0vdFg6UVXVxhhbAuDWQb52MoAqv6+rASzo7hxVVd2MMSuAeABj97feCOXLqRB5sdcOsf51JZaW/H/2zj0uqjr9459zzpy5MTPcLwKipgzD4F00RYHyUpJZbppZWpKaWtuWXXZrraxly2q3i+uvrdBUSk3NtDJNyyyBolxRS0UBNQFBuTMXmOu5/P4YZ5yB4Q6Cet69eoFnzvme75wZ5jzzfJ/n8zkLk80OOeWIjf0VYtTqLDjQh4BWxzWrC5Eal4qVhxxeJU4105GyKijF/qAoR8Dg/FlSsgZBQclteyJeVEsjOOBS4BkQ/tmIPDccUpMSJpkOtTFn0W/wzPZfLHjXIYm02hCeewSDDnzfZP8Siw1+Is/vDzKSQInF01m8PcZqzRXC3pRcjDNlJ7qkPbcnWn07Su2GDWGgaZ6UOszbCKmU4wCydsOGMN+UqR1WH7VaraRGo9GWlZWJBw8ebJoxY4bHWBqNxjZ8+PCG9PR0j4Dis88+8xs7dqxRqVRy8+bNqxs+fHg4wzAXRKKmH+sPPPBALQCkpKTU19fXk846EXfuuusuHUVRGDVqlKWmpoYGgMzMTOXs2bNrRSIR+vfvbx83bpyx8XEAQNM0P2fOHD0AjBo1quH7779XAcCxY8cU33333VkAWLRoUc0rr7zSvr52geuK1jIcDQBCvWwfC+DXTp7bW6ai8TJNW/YBQRCLCYLIJQgit6qqysshAj2Ns6ZCJnJ8Y5eJZKApGhl5GS0eV2KxQUZeeRuIZSL4+0pQJydhNTHw8RUjaY66SSdIYmQilt+8HMGyYBhsBgTLgtFP5gOFxPNLIElKYba0Q0ws4UmHSqnNBPA8YDMh1cLBLvXFxYAzOD72a2Qlr8cvo7Zh5qTb2z5uI+jISPAWz2WilnRIoqRimDnPPw0zxyNKKvbYlpCQAI7jYLPZvC7NuHPsuxKwDI8GnRW1FxvQoLPCyFUhM+dAl9SAXGv1JEx5uYSQSDwKJQiJhGPKyztlT++s4SgqKjphs9mIN954o8la3ooVK8pXrVrVx71OY+vWrQE///yzKiIiYsioUaO0er2e2r17t9LbOVqzpgcAqVTqegPxPN/ivo0RiUQ8SZLO38EwjJCJFmhCawHHKgDeIlrz5cc6QymAvm7/jgTQWH7XtQ9BECIAvgBqGw/E8/wanufjeZ6PDw4ObvywQC/AWVPhTlscYr3dSFkJBU2oEg+9loAZT49stu00MTIR625fh30z92Hd7evgrxgEjvO8iXOcBTJpO750qacAKW8BylDAogOUoUic8g6WT/inR3Cz/OammZv2ELBwASpFEfhVcSd+DJiHXxV3olIU0awOyZ+jgmHneJhYzlH7wnKwczz+HOX596BWq5GSkgKlUul1acad2ksNMBmt4FgeJEmAY3nU4Q9wDLqkBuRaqycRhYVZeavV4zOTt1pJUVhYl9jTBwYGsqtXry7573//G+puGw8AI0aMsERHR5sPHDjgCwC1tbVkbm6uorS09HhZWdmJsrKyE2+88UbJp59+6nVZZcuWLf4A8O233yqUSiUbGBjIetuvMcnJycbt27cHMAyD4uJi+tdff/Ua0DTH8OHD6zMyMvwBYP369c0u+QjcGLS2pNLfm9YGz/O5XdAxchhANEEQA+BwJ5wD4IFG++wCMB/ALwBmAfiBdw+9bzDOH8vtNhOw7uRgfiV0egUu8bUQk1IEKx3Kod4cYhvz56hg/L2wDCZwkJEEzBzv9UbaFqKiFqOg8GUAjswGx1nAcTZERS1u30AdkGpvL7UBWhRGzwFv1EFka4BVokJh9ByEB2jh7RN/YqAvXlc7ajlKLDZEScX4c1QwJgb6Ntm3rcZqLMODAAHi8i2WIACWsoDku6Y9V6fTQSr1DEI7OtbVIODhh8sr33gjigNIQiLheKuVhN1OBDz8cJfZ048fP94cGxtr/uijj/wnT55c7/7YSy+9dGn8+PFaANi0aZN/QkKCUSaTuT4P58yZo3vllVcizWZzift2APD392dHjBihqa+vp9asWXO+rfN58MEHdQcOHFDFxMTEDRgwwDJmzBivSyrN8X//938X5s6dO2D16tVht912m06hULQp0BG4PiFaun8TBHH2codIux5r88kJ4g44MiUUgPU8z79GEEQagFye53cRBCEFsBHACDgyG3N4nv+jpTHj4+P53NzczkyrV3L+WC4OrP8QFC3ysDmftGCpK+j4oUbfphtOe87Z2QDHqRzKSU+hXvE5wFPgeRrBShK0iGtTJqArn1d1dSZKStbAbCmFTBqJqKjFbarfMOfXoj6rFEydBSJ/KRRJkZBpuu8L25fvHG1imma3svDxFWPG0yO77bzurHs2GzYzA4KAY3GTB2pUv4OjbAiJvHL9bTYblEolUlNT2zV+RkZGk3qSjo7VTlzZg99//71o2LBhba4J0+/dp6rdsCGMKS+XiMLCrAEPP1zemfqN6x2j0Uj6+PhwJElizZo1/tu2bQs4cODAudaPFLge+P3334OGDRvW3/nv1jIchwmCeITn+bXuGwmCWAjgSGcnw/P8NwC+abRthdvvFgD3dvY81wOHv94JihaBlji+ETp+WnD4650YMCLe1RZJk4RHW+TranTo5uwe4EgVCjToanFg/YceAU5bcHmUEMMgsVAwSPbDRlajviEY/77tyTZlBSYG+nYqcHInKCi57QWilzHn10K36xxAESBkIjBGm+PfQLcFHR21he9KAsN9UFdhgt3CgmU4UCISfnx/6EWFsNlsoGkadru92RqQ1khISMDevXu7ZKyrhW/KVIMQYLSdn3/+Wf7kk09G8TwPlUrFZmRkFPX0nAR6jtYCjmUAviAIYi6uBBjxAMQA/tSdExPwRF9ZAanCsyNNJJZAX1kBwLMtEgDkFAETOPy3pKpDN+vWApy24u5RImcHQ24aDJ7noTfbu3QJojupzyoFKAKk2JFtIMQUOBuL+qzSbgs4eoMtvNMpViwVuTnFhmB4Qt8u6VJxHnOtdKkItJ+pU6fWFxQUnOrpeQj0DloMOHierwCQQBDErQAGX968h+f5H7p9ZgIe+IaEokFX6woAAICxWeEb4mgiamtbZFtpLcBpKy15lGSXZiMjLwNl9WWIUEQgNS61xSDEmJWF2nXrYS8tBR0ZiYCFCzwM2BrT3vGbg6mzgJB5/qkQNAmmzpFt6ArTtsZjRMT4If+X8h61hW/JKXY8RnXJOdpaTyIgIHDt05qXipQgiGUAZgKwAfhACDZ6htHT7wFrZ2C3WsDzPOxWC1g7g9HTHUrzbW2LbCu+IaFgbJ7F9+4BTltpzqNkwhCHDkeVucpDl8ObGBjQVHmTqapCRdo/YczK8rq/U/ejreO3hMhfCt7uKRvN2zmI/KVt9nZpCW9j5P9SDs24MPj4ilts/+1u+g0OwoynR3rtCGqLkJuAgICAk9aWVD4GYAeQDYcEeSwcyywCV5kBI+IxacHSZos4u7KbA3AEOAfWfwjA4lGk6gxw2sotmhCkwVHLUVpnQqS/HEuSbsLG4r+7dDkAuH5m5GV4zUK0xWbePUtQRlxAWL9BMPWpbNP4LaFIioRu1zlwNhYETTqCD5aHIikSP39T5PJ2AQBaQsFudWQF2hocuPvDuI9RVqC7agWiQPtEuNoj5Obt2K7IPAkICFxbtBZwaHmeHwIABEGsA/C/7p+SQHMMGBHfbP1Ee9oi23qulgKc9uCuHOrkjbwyqMSeitAt6XJ4U950t5lvrIpJ1IgQd3oizlI/oS6ktNXxW8JZp+GtS8WwMb/TxZ29oUDUKcJFkqSHCBcAr0GHu5Ab0PaArjOBioCAwLVNa8JfLu17nueZlnYU6HkmBvpix4hBODxOix0jBnW6s2PAiHjMXrESj7y3DrNXrOxSzQ93rxMnLelytKa82dhFlhQTYAkGkeeGt2n81pBpAhC8eCj6PDcGwYuHuoIQVaAUjM1zuaW9xZ1dMUZnaa8IV0eF3DqqOCvgoKioiJ46depN3h5rzoa+sxQUFIijo6M75J21e/du5f79+5s1lbva5OTkyLZt2+b6YNy8ebPv8uXLw1o6ZtmyZeFffvmlEgDS0tJCjEZja/dNgWZo7cINIwjCcPl/I4Chzt8JghBawwQ6TGpcKuysHWbGDJ7nYWbMsLN2pMalet0/YOEC8DYbOLNjf85s9rCZN9RYQNpMsBWdh7WwEKHVDEQ2KyQmRZvGd6ctNu9ORtwWBY7lYLeyl2tr2HYXd3bFGJ2lvaZu7Q0YnXQ0UBFw0L9/f/u+ffta1CJqK43N4LqDH374QZmdne3V8K0nyM3Nle/Zs8cVcMydO1e/cuXKFoXbVq1adXHGjBlGAEhPTw+tr68XAo4O0uKF43me4nledfl/Jc/zIrffu9SWWeDGwpvXSUsiYMqkJISueAmi4GBwej1EwcEIXfGSq37DR2SFtbwavJ0BKAoky8O/XgQahnbJjbfV5t2Jo5ND3aniTucYfaQkYo1WjLUzSA6UIER09T7X/Pz8YLd7mnk2Z+oGtD9gdNLRQKW3cOZIhWr7G7nqjOd+GrL9jVz1mSMVnf4cfOWVV0Kjo6PjoqOj49LS0kIAIDMzU65Wq7Umk4kwGAzkoEGD4g4fPix1zzbU19cTd955501qtVo7bdq0mywWi0vQLD09PUCtVmujo6PjHn30UdfFlcvlI5YtWxY+dOhQzYEDBxTZ2dny0aNHx8TFxcVOmDAhuri4mAaA7OxseUxMjHb48OGad955x7Ue6m5pDwC33nrrIKd/y+eff67SarWxMTEx2nHjxqkLCgrEn3zySfCHH34YqtFotPv27VN8+umnvkOHDtXExsZqExIS1E4b+z179ig0Go1Wo9FoY2NjtXV1dSQAvPTSS6GDBw+OVavV2qeeeirc2/WbO3du1ODBg2MHDRoU575PZmamfMSIEZqYmBjtkCFDYmtqaqjXX389/Ouvv/bXaDTatWvX+jufT01NDRURETGEZR1CqEajkQwLCxtqtVqJmTNn9t+wYYP/q6++GlJZWUknJyerb775ZvW7774btHDhQpc9x9tvvx20aNEiwZyuBVqr4RAQ6DYSIxPbtW6vTEpqtg02qmQ/TpDxAEGC5BlwlBjgSYzXHceymfvafI6O6Jn0Ex9Dv4D/AGSxw01W/CSAKV73bY4QEQkxRQDBMhA0CZOpAWe2/oJP+u5BXaTVVVjZXQWX7RXhSoxMxHIsb/dcvLn4tjXz1NOcOVKh+nn72SiKInixTMRYjDb65+1nowCURI8K7VDGNzs7W/7pp58GHjly5DTP8xg1alTspEmTjMnJyaapU6fqli1bFmE2m8l77723ZvTo0ZaCggJX29lbb70VIpPJuMLCwlOHDh2SOWXPi4qK6FdeeSXiyJEjp4ODg5nExET1xo0b/R588EGd2WwmBw8ebF61atVFq9VKjB07NmbPnj1nw8PDmbVr1/o/++yzEdu3by9auHBh/3fffbdk2rRp9UuWLGn1Jnrx4kXR448/3v/gwYP5Go3GVlFRQYWGhrIPPfRQlUKhYNPS0ioAoKqqipozZ04+SZJ45513gtLS0sLWrl1b+vbbb4etXr26+LbbbmvQ6/WkXC7ndu7cqTp79qz0+PHjp3mex+TJkwft3btXkZKS4iH5/s4775SFhoayDMMgISEh5tChQ7Jhw4ZZ5s6dO3Dz5s3nkpOTTbW1taRSqeT+/ve/X8zNzfX55JNPSgBHAAU4fGw0Go3pm2++UU6fPt24detW3+TkZL1EInG1/r344ouVH3zwQWhmZmZhnz59GIPBQMbFxWmtVmupRCLhN23aFJSenl7ckffBjYIQcAhcF/iX/A/aYBPOy0fCTKkgYw0YYDoK/6qTzR7jTa683XomhfuBvc8CpBiQ+jus6/c+C+CtJn4rLeEuLlZvq8cl2yVIQGNa5QS8G7gVKw+txF3Vd2HXuV3dUnDZERGu9gaMzmM6Eqj0Bn7bfyGMogheJKY4ABCJKQ42lvxt/4WwjgYcBw8eVNxxxx06lUrFAcC0adPqfvzxR+X48ePN//rXvy4NGzYsViKRcBs2bChpfOxPP/2keOKJJyoB4Oabbzar1WrT5e0+Y8eONYaHhzMAcN9999VmZmYqHnzwQR1FUUhNTa0DgOPHj0vOnDkjmzhxohoAOI5DcHCwvaamhjIajdS0adPqAWDBggU1P/zwQ4sFYQcPHvQZM2aMUaPR2AAgNDTUq2fK+fPnxTNmzIisqqqibTYb2bdvXysAjB07tv7ZZ5/tO3v27Nr777+/buDAgdy+fftUWVlZKq1WqwUAk8lE5ufnSxsHHB9//HFARkZGEMMwRFVVFf37779LCYJASEiIPTk52QQAAQEBXNPZeHLvvffWbdmyxX/69OnGzz77LOCxxx5r0XpcpVJx48ePN27bts13yJAhFrvdTowZM8bc2nluZISAQ+C6gI6MRHDVGYTar1jNc2YzRM3YubvLlfMEYL1ghPWTPISNVaDWj4aP/Eo9Q4t6Jjn/cQQb4su1emK5Q7Em5z/tCjjcxcWqLdUgCAIMxSHAonJ1gGw8vRFBsqA2dYZ0JBNytUS4OhKo9AYa6iwSsUzkUfhA0STXoLN02J6+JS+ryspKymQykQzDECaTiXQGJe54s45vaUyxWMyJRCLnfsSgQYPMv/32W777PtXV1VRzlvQikYjnuCvTsF52z+V5vk029o8//njUk08+WT537lz97t27lWlpaeEAsHLlyvIZM2bov/rqK9+EhITYffv2FfI8j2XLll3661//2qyoTX5+vvi9994LvZzNYWfOnNnfYrGQl+fTLqPP+++/X5eWlhZRUVFBnTx5Uj59+vRWg8jFixdXv/baa2Fqtdoyb968tovv3KAIxS8C1wWtFZU2xplR4FkOnN4GcDxAAPPOWmFpsKPBZG/R5t2FrhigZZ7baBmga/KFtEXcxcXsrB0kCNCcCLVSx2eelJLCZDe1qeCyK0XPBK7g4y+1snbO4zOTtXOkj5+0w/b0EydOrP/mm2/8jEYjaTAYyG+++cb/1ltvNQJAampq/xdeeOHirFmzah5//PEmkfOECRPqN23aFAAAhw8flhYWFsoBICkpqeHQoUPKS5cuiRiGwfbt2wNuueWW+sbHDx061FJbWyv6/vvvfQDAarUSubm50qCgIFahULDffvutAgAyMjJc+v0DBw605eXlyVmWxdmzZ+njx4/7AMCtt97acOjQIWV+fr4YACoqKigAUCqVrNFodOnzG41GKioqyn553EDn9ry8PMmYMWPMr732WvmQIUMaTp48KU1JSTFs3LgxSK/XkwBw/vx5uqyszONLcl1dHSWTybiAgAD2woULooMHD/oCwLBhwywVFRXizMxM+eX9SLvdDpVKxTZX9Onr68sNGzasYcmSJVGTJk3SOwMzd3x8fFjnfC6/fg2XLl0Sf/HFF4ELFy6s9TauwBWEDIeAi652m72aKJOSgBUvtVn63JlR4PSOpRKCJMCDwPgaBs9foLExgsElmmxyHQ7mVyI96w9cqDOhr78c74vD4W+vvZLhAAC7GfBz1NW1VfbcXVyMJmmQDCDiKfwYcQyAo7BSTsthYS2uzIZze+OCS28aGSa7Cc9lPweVWNXtyxiNr9GSpJua6LBciwyf0rf85+1no2BjSYomOdbOkSzLE8On9O2wPf2ECRNMDzzwQM3IkSNjAeDBBx+sGj9+vPm9994LFIlE/NKlS2sZhsHIkSM1u3btUsbExLiCm2effbZyzpw5A9RqtTYuLs40ZMiQBgDo16+ffcWKFWXJyclqnueJSZMm6efNm9ek3UgqlfJbt24998QTT0QZjUaKZVni0UcfrYiPj7esW7euaNGiRf1lMhk3ceJE1zf9KVOm1P/3v/+1xsTExMXExJi1Wq0JAMLDw5nVq1cX/elPfxrEcRwCAwPtOTk5Z2bOnKmbNWvWwL179/qtWrWq5IUXXrh4//33DwwNDbXFx8c3lJSUSADgX//6V0hOTo6KJElerVabZ82apZfJZHxeXp509OjRGgCQy+Xc5s2bz0dERLiyTOPGjTMPHjzYFB0dHRcVFWUdNWpUvfO5bd68+dwTTzwRZbFYSKlUymVlZRWmpKQY33rrrT4ajUb7zDPPXGp8TWbPnl23YMGCm3bv3l3g7fWaP39+dUpKSnRISIj90KFDhQAwY8aMuuPHj8uDg4O9LiMJXKFFe/prkevVnr67cXebdVcqfV0dcc0EHe2has1xMEYb2FoLQDhS0zzPgyBJUEFS8GYGfZ4b43HMwfxKrNiVB5oiIKMpmO0sRlhz8U86AzKpzJHZsJsBzgakvIVi2wiXGJm7H0pzXSzOmpL6Kj3OoggHwg/jj6ByV2HlXQOv1HC4F1w27r6ZumMqVGKVK8Vdb6vHxfqLAIBo/+hmj+sKvF0jO8sj7a643hR0dNie/syRCtVv+y+ENegsEh8/qXX4lL7lHa3fELg+uPXWWwctW7as4u677zb29Fx6G+21pxe4QWhPd8b18A3WmVEASQAcDx48wAOk1A6+ugIi1AAZaUDCk65ajPSsP0BThMuITi4W4Rji8R9agueV3zqWUfyiXMcce+doq7Ln3q/lUJSWAlV5B2GoN3hkJAYHDW61NiNCEYEqc5Urw1FtrgYIQEyKXWJbQMdk3lvD2zUy2RikZ/1xzb1HvBE9KtQgBBgCgKPWJT4+PjY2NtYkBBttQwg4BAC07jZ7/lguDn+9ExVlF1HGysD1GQO/4EGoNFqwYlce0oBr6obiVArV7z0PpsrkaKeVM0BDJQARFIG/NOk4uVBngp/MUxxLRlPYY47D80/8pck5WpMsd88G+MnoRtfSe2FlWwouG7eeWlkrSIJEoNS1ZN5tYlvNXaPSOlOXn0tAoCcJCgpii4qKmm+DE2iCUDQqAKBlt9nzx3JxYP2HaNDVoo4RQWZrwJDiAwio+wNysQic9BSez3nsmnMNlWkCEPbUKAQ+FAdJlBKExQARZYRf0B7IfM466jJIsaPjBEBffznMds9lWrOdRaS/dzXp1iTL3bMBBOH4SVME0rM6LiR5ML8S739Do7ZkGiprxaior4OcliNAGgClROnar7vEttp7jQQEBG4chIBDAIDDbdbOOboyGndnHP56JyhaBFoihY3jwYnE4EgKUWWHYKJOol7xOcy87prtiHD5pAQuR3B4BmTyM1cedOs4WZJ0E+wsD5ONcVwjGwM7y2NJkldri1Ylyy/UmSCjKY9jOpMNvkHNhwAAIABJREFUcGZMKo0WBFPD4FP3OPgLyzG3/99Bk3S7VUE7QnuvkYCAwI2DsKQiAKBlt9m1lRWQKhx2CGKKBMNy4EgRpBY9DJL9AE9BTEq7vT6gPTS2Wo+OGIKqE0TL3SJ+/RzLKM10nNyiCUEaHJmJ0joTIlupX3FIlqPZLpW+/nJUGi2uegegc9mA5uonfjoRjOV3tC621RUqpu29RgICAjcOQsAh4GJioK/XjhTfkFA06GpBS6QIVopxUWcBwdhhkfrCRpQCnBzByivaR43rA6qrM1FSsgZmSylk0khERS1GUFBytz2PxlbrdTU6/Hj+ewRDCz95KBr0NmRtLUTSHEdQ4FIcrfwrRLYzUCgyIVMVX+k4SXjSNfYtmpC23zwL96Nf7n/QjywGovtdLiYd6Xp4SdJNWLErDyYb49HR0dFsQEv1E4mREz2Ch+KT1fjys6OuQIgeacB7NW92iYppu66RgIDADYOwpNIM2aXZWPjtwmuuLqE7GD39HrB2BnarBQqJCKFyAiKCw+mgUZAhGMFKEkrpldjVvT6gujoTBYUvw2qrgkjkC6utCgWFL6O6OrPb5tvYat3WwIMACT1ZBIIgQEsokBSJY9+VuBRHGaMNhEoJRhYNnfFemHXhgDIUSGmfRLkLp+S5scJT8rxwv2uXWzQhSLsrDiFKKfRmO0KU0k61j7ZUP+H+fl728Yv4btNxNOhtkMhFaNDbULBLj7DaQYJtfA/xySef+BEEMerYsWNSAPjf//4nc5qZ+fr6Do+IiBii0Wi0CQkJ6oKCArFUKh2p0Wi0AwcOjHvggQeinKZjPc3zzz/vYfU+YsQITUv7Z2VlyVNTU/sCvc/KXqDrEXQ4vOBUamxN7+BGwtmloq+sgG9IKLS3D4CNPoi6+rMoNjfgqC0YlQhucq2OHp0Lq60KFHVFrIplzZCIgzFy5OZumeuqVasglUpdOhQ1ZQ0gSB4cGESLJwJwSDFbTQxS+inAGG0gxVdqKTgbC5FSjODFQzs+iYw7my7P2EyOICZ1d8fHbYHmNDDuS6zH7ovvg6Zo9KkZBM2xSRCxYohoCgqVo4C1ttYAAiQM/hUoHfgb6kJKwfM8DDYD9rXD/O4aocM6HN3FHXfccVNFRQWdnJxsfOeddy66PzZz5sz+d955p/7hhx+uA4CCggLxnXfeGX3mzJk8u92OcePGxfzlL3+pmD9/fhNxr6uNXC4fYTKZjnXk2Keffjrc3ehN4NqnsQ6HkOHwgrtSY2/8tld8shpfvnMUn7yQgy/fOYrik9U4mF+J+9f8iglv/oD71/yKg/mVXXrOASPiMXvFSjzy3jpMfOx26NnNsNqqoJCGop/cD5PllQjgLjaxgTdbSkGSnnLcJCmF2VLq7TRdQmOrdUpEgOM50MSVm7+zW4Sps4CgPf8MCJoEU+dpod5uukjyvD00lzE5avgSNEUjvDYa0XlJEDFicOBgZxgYaiww1lpAgAQ4QGyRY9DJRPhXRl5TtvFXi4JfflJtfuFpdfrSh4ZsfuFpdcEvP3Xanl6v15O5ubmKDRs2FH3xxRf+7TmWpmmMGTOm/syZMxK9Xk+OGzdOrdVqY9VqtXbTpk1+AGAwGMhbbrllUExMjDY6Ojpu7dq1/oDDqdabNb07zdnJ6/V6ctasWf3VarVWrVZrMzIy/B577LEIq9VKajQa7V133TUAcAQgADBt2rSbtm3b5lqvnTlzZv+MjAy/3bt3K2+99dZB3qzsIyIihlitVgIAamtrSfd/C1ybCAGHF8rqy9rkWdETFJ+sRtbWQo90+LefnMb7W06i0mjx0HPo6qDDSUnJGpCkGBTlCMiU0kCE+kRgcd9+WHf7Oo8skEwaCY7zvHlznAUyaauO1x0mISEBHMfBZrOB53mIfQjw4ODL9W/SLeLuYeKEt3MQ+UubGb2N+PVz1IC441aA2l0B4i2aEGxZPBbZz03EytEiVH62Cv23lmP4D0DU8VBwBAuOYh3KqnBkN3kOEBEicBQLhrKBIxiEnx1yzdjGXy0KfvlJdfCTtVFmg54Wy30Ys0FPH/xkbVRng47Nmzf73XLLLfqhQ4da/fz82J9++qnNVcNGo5HMyspSDR061CyXy7k9e/acPXXq1OnMzMzC5cuXR3Ich507d6rCwsLsBQUFp86cOZN3zz33GKxWK/HEE09EffXVV+fy8vJOz58/v/rZZ59tEl1OmTKl/rfffss/ffr0qVmzZtWmpaWFAcDzzz/fR6VSsYWFhacKCwtPTZs2zfj++++XSSQSLj8//9SuXbvOu49z33331W7bts0fACwWC/Hzzz+rZs2apXc+HhMTY3vooYeqli5dWpGfn39q6tSp9ePGjTN+9tlnvgCwfv36gDvuuKPO3S5e4NpDCDi8EKGIgIX1vEn2lm97x74rcalXOusRdFYGsQZ0qZ6DE2+1LO3JWkRFLQbH2cCyjpZMljWD42yIilrc6bk1h1qtRkpKCpRKJSwWC/wD/XDrhMkI9Y2A1cTAx1fskhdXJEUCLA/O5mhd5WwswPKO7Z0h4UlHwanNBPC84+flAlT39tXuChDdtVMIqQgiMwdJ5THw1mLYJCaHqioIXI45QBAEfFQSiEgR7IQNCkvADb2E6I3c3TvDKJGIF4klHEEQEIklHCUS8bm7d4a1fnTzfPbZZwH3339/HQDMnDmzduPGjQGtHXPhwgWJRqPRjhkzRnPbbbfpZ8+ebeA4jli2bFmkWq3W3nrrrerKykpxaWmpaOTIkebs7GzVo48+GrFv3z5FYGAg625Nr9FotP/+97/7XLx4sUmG4/z58+LExMRotVqtXb16dVh+fr4MALKyslRPPfWU6w3bmo/IrFmz9Dk5OSqz2Ux8/vnnvmPGjDEqFIoWg4fFixdXOQ3eNm3aFLR48eIeX/oS6BxCl4oXGis1OusSesO3PW/qlRaOh6KRcXVXqDu617K4dy78NVwJkrN41GU0l7VwdKP846p2qQDNWK17qf10Ko6W7s+DpcaIcroGuQMKMUFxGxLRiZutegqAtxyiYY0kz9PX/Nrt8t/u2imBRDDKGy6BJQHScAr2sD7gpBxUbAA4h5AslP5SiGUi+EIJu5WFj68YiZEjWz7JDUZ9TbVELPdpZE8v5uprajpsT19eXk79+uuvqsLCQtnjjz8OlmUJgiD4Dz74oJQkm/8+2LdvX2t+fv4p923p6ekBNTU1ohMnTpyWSCR8RETEELPZTA4dOtR69OjRUzt27PB94YUXIr7//nvD7Nmzdd6s6RvTnJ18W+3oncjlcn7s2LHGnTt3qrZt2+Z///33t+qsettttzX85S9/kezZs0fBsiwxevToTq5zCvQ0QsDhhcTIRCxH67oFPYEqUIoGvc3lzwEAUpJAPdlIJbQL1B29uY4CwA9GEikKh9s1SUrBcZYWsxZBQcndHmB0hlxFHlaGrwTd90qRcNah3Ha3hHrVsfBSINoe+e/De/7Ab9+Xwm5lQEtEGD45EqOntd42q3fTTlGKFQD6QMfoQJvqIeYk8Pf1g5SXw2qygyAIh1suz4OxcfCzMxhC0Lj05v8g8pdCkRTpCsxuZBSBQVazQU+LxBJXeM/abaQiMLDD9vQbN270v+eee2o+/fTTYue20aNHx3z33XeKqVOnNrGUbwm9Xk8FBQXZJRIJ//XXXysvXrwoBoCioiI6JCSEeeyxx2qVSiX38ccfB7766qvlTmv6yZMnN1itVuLEiROS+Ph4j5t6c3byt9xyi+Gdd94JWb9+/QUAqKqqooKDg1mRSMRbrVbC29LHnDlzatetWxd04sQJn+3btxc1flypVLIGg4FqdEzNww8/fJM3Z1eBaw9hSaUZEiMTse72ddg3c1+TuoSexJt6pZ9EhNMqdLm6Y3O1LLlGC2LU/4BEHAyG0UMiDkaM+h+9Oqhoia4oEnZmg6rMVa0qrrZV/vvwnj9weE8RGBsLkiTA2Fgc3lOEw3taXyrzDQkFY7tyH1SKFQhTBSGkb18MCu8P2i6Fj68Yk+bHYuJDGvj4imE1MegjJTFULgLN8SBkIjBGG3S7zsGc3+oX0uue+DvvKWcZhmBsVtIRnFlJlmGI+Dvv6bA9/fbt2wPvueeeOvdtd999d11bllUas2jRotrff//dZ/DgwbGbNm0KGDBggAUAjhw5Ihs+fHisRqPRvvnmm31WrFhxyWlN//zzz0fGxMRo4+LitJmZmYrGYzrt5EeNGhUTGBjoyu68/vrrl3Q6HRUdHR0XExOj/eabb5QAMHfu3KrY2FhX0ag7f/rTnwyHDx9WTpgwwSCVSpsEJDNnztTt2bPHz1k0CgALFy6sMRgMooULFwpvwOsAoS32GqT4ZHUT9crzIq7L1R0XfrvQw3UUAMyMGcGyYKy7fV1nn0avobGdO4B2t4S251q11cJ97VNZjmCDujIvjuUhElN45N2kFufjrOGgaBFEYgkYmxWsncGkBUsxYER8s8dVrTnePW3CvYsOt8UW/PKTKnf3zrD6mhqJIjDQGn/nPeUx4yYI7rHdxIYNG/y/+uorvy+//PJ863sL9DYEe/rrgH6Dg5rIcvdD17u19uZalq6ksZ070P4i4bL6MqjEns0KzXU2tVX+225lQJKe6+QE4djeGgNGxGPSgqUe2imjp9/TYrABwNEmLPP8WOiSNuHrhJhxEwxCgHF1mD9/ft8ff/zRd/fu3Wda31vgWkAIOASa5WrWsjT2PklISGha9NlNdEVg1d6gpS3y37REBMbGwj3k4HnH9rYwYER8qwGGO4WFhchkD8NQVw8l5YMR0kGIkoS22CZ8ML8S6Vl/4EKdCX0F3xSBLuTjjz++AOBCT89DoOsQAg6BFkmMTOz2+pXG3idGoxF79+4FgKsSdHRFYNUd2aDhkyNxeE8RONaR2eB5x1LP8Mldr2Hieg0kgNhOo4E1I8t0HBOYwYgig722CbsvDbm396ah67NtAgIC1z5CwCHQ47h7nwCAWCyGzWZDTk7OVctydDaw6o5skLMbpSNdKu3F9RooxOBFLMh6G2x2G36xncT2iCLUFVuRqvB8Ps2503Zle6+AgMD1gxBwCPQ4Op0OUqlnyp6maeh0HbOG8FZU28SKvp20xbq9O7JBo6fd1C0BRmPcXwNCSsFCsbhUXwmao1ESUg2L2dLEPbY97b0CAgICQsAh0OP4+fnBaDS6MhwAYLfb4efn1+6xnNLvJEW6pN/drejbg7M+4Y+GXNj9diBALkeAvHPW7VeL9gZdjV+DGnMNKJ4CI2FcrcKAo4XY+Zz7+stRabS4MhxA8/ovQq2HgICAoMMh0OM09j6x2WzgOA4JCQntHsub9LvTit4bzXmaOOsTAk/l4q/fbMC7H1RhyUcXEXFc1yNmfsasLBTPT8XZSZNRPD8VxqysZvf15reTtbUQxSeb7/5s/BowDAOKp1ATWuPap3HXzZKkm2Bn+Vb1X66GlPu1SkFBgTg6Ojqu8XZ32/beTFpaWojRaHTdR5KTkwdVV1dTze1fVFRET5069SYAyMnJkbkbuglc/wgBh0C3483d1p3G3idKpRIpKSkdqt8w1FggEnu+rUViEoaapm2dLd0I07P+wNCLeZiTsw2+JivqpST8GhjM2HUJg04brqqZnzErCxVp/wRTVQXS1xdMVRUq0v7pEXS4e958uvU7WHlLm4MuoOlrQEpIFEcUo8GvwbVP466b5txpG2cu3Gs9utrr53olKSnJlJGR0es7NNLT00Pr6+tdf3CZmZlng4KCmvVV6d+/v33fvn1/AEBubq58z549QsBxAyEsqQh0K42XOKprdNix/gKOxeyFuL/dVQvh1fukA3iTfnda0TfmzX35qDRYwPI8xBSJYKXEdSO8UGfCAye+B0OKYBfRAFjYaBIAh4SDVTgRTV81M7/adetBiMUgZY5lDUImQ72VRfY/38XKyQz8As6hXrkdKqkUKrEKogYZKqhykGICCtohHtlc0OWO+2vg8tFh6Ba7btrS3ns91XqYjlepjNllYazeKqF8JVZlYkS5fGhwl+hynDp1Sjxz5sxBH374YZHRaKTefvvt0B9//PHs008/HX7hwgVxcXGx5OLFi+KlS5dWvPjii5UAMHny5IGXLl0SW61WcunSpRXPPvtsNcMwuO+++/ofP37chyAIfu7cudUvv/xyZV5enmTp0qVRtbW1IqlUyn300UfFI0aM8HhT/Pjjj/Knn346ymKxkFKplMvIyDg/bNgwK8MweOyxxyIPHjyoAoD58+dX8zyPyspKOjk5We3v788cOnSoMCIiYkhubu7ptLS00H79+tmef/75KgB4+umnw5VKJfvAAw/U3XnnndEnTpw49frrr4dbLBZSo9EonnnmmUuvvvpqxC+//JIfHh7OsCyLAQMGDD506FB+nz59WheeEbgmEDIcAt2K+xJHA9OACls57LAi5twIVJX+Dyu//wuyD63usvN5k353WtG7czC/EoWV9eB4HhRJgOF4XNRZwLAcSi/XGfjpq2EXiUHxKjhsVXnYaAJ+tdarKoBmLy0F4VZUa7QwKDNzUOqq4CejcRF7UdfAgWFoEAQBq7weIp5GtflKJqm5oKs5EiMTsfzm5QiWBcNgMyBYFtxh99i2Srn3dkzHq1S6PX9EcfU2mpBQDFdvo3V7/ogyHa/qlD09APz++++SmTNnDlq3bt355OTkJpHY2bNnpZmZmYWHDx8+/dZbb4VbrVYCADZv3lyUl5d3+rfffjuVnp4eWl5eTv3yyy/yS5cu0WfOnMkrLCw89ec//7kGABYtWtTv/fffL8nLyzv973//u/TRRx+NanyeYcOGWf73v//lnz59+tTLL79c9re//S0SAN5+++3g4uJiSV5e3qnCwsJTixYtqnnxxRcrQ0JC7JmZmYWHDh0qdB9n3rx5tTt27HDJs3/11Vf+8+bNc0m4S6VS/u9///vF6dOn1+Xn55965JFH6mbNmlXz0UcfBVzeXxUbG2sWgo3rCyHDIdCtuLvbVpurQYAHz5sgtQRARlIAxyLjxFok+sdedljtHP0GByFpDlotmHSm+XkOIECAIAAOPCoMVoyI8seSpJtQvSUQfiY97GIZSN4fHGmEjLHDGORzVa3b6chIMFVVIC5nOKrqrZCwNuhUQSAIApyoFgQrQ5XRCqVUhNKBv2HQyQlgbHaXIZu3oKs1uqrrZknSTVixKw8mG+Mh5d5Zr5+rjTG7LIwgCZ6gKYd5G01xsLOkMbssrDNZjtraWtGMGTMGbd++/Vxj8zQnt912m04mk/EymYwJCAiwl5aWigYOHGh/8803Q/fs2eMHAOXl5XReXp506NChlgsXLkjmz5/fd/r06fo//elPBr1eTx47dkxx7733DnSOabPZmti91tbWUvfdd9+AoqIiKUEQvN1uJwDghx9+UC1durSKph2ZqtDQ0Bbt6MePH2+uqakRFRUV0ZcuXRL5+vqy0dHRtoKCAnFzxzz66KPVd91116AVK1ZUrl+/Pig1NVWwo7/OEAIOgW7FfYnDztpBcQxITgyL1OHFJCVIlFGcw8a9CwIOwLv0e2Mu1JkQqpTgot4CcA5hLZbjwHBAYYUB6Vl/4M4ZcxDy6QfgbBZQEjlCRHLIaBahf30JyqvYnRKwcAEq0v4JDnBkOixm0DyLzBG3AwBoLhAMoYedddw/6kJKkRf7A9TF42A1MV3WGtxR2irl3tth9VYJIaE8v3GLSI7VWztsTw84XFL79OljO3jwoKK5gMPdfZWiKDAMQ+zevVuZmZmpzM3NzVcqldyYMWNizGYzGRwczJ48efLUF198oXr//fdDtm3bFpCenl6iVCqZxpb2jXnuuecikpOTjfv37z9XUFAgnjhxYgzgsqNvl/HW9OnT6zZt2uRfXl5Oz5w5s1XztUGDBtmDgoKYXbt2KY8dO+bz5ZdfCkU+1xnCkopAt+K+xEGTNAiGBgkRSsN+BABYAETwIkDXfEFjd9DXXw4RRSLcVwYRRcDO8WA5gCaBPr4yVBotSLeGgXjiWQzS9Ec/moEqMgyhK16CMqll47SuRpmUhNAVL0EUHAxOr4dV5Y+tCfehoN8QAIDKOgUcwYCiHBkNM2NGecBZTFjaFw+9loAZT4/ssWDDyS2aEGxZPBbZz03ElsVjr7lgAwAoX4kVDOf5mclwJOUr6bA9PQDQNM3v27fv3JYtWwI//PDDNrvE6nQ6ytfXl1UqldyxY8ekv//+uw8AXLp0ScSyLFJTU3Wvvvpq2YkTJ+QBAQFcZGSkbf369f4AwHEcfvnlF1njMQ0GAxUZGWkDgPT0dNebZvLkyYYPP/ww2G63AwAqKiooAPDx8WH1er3X+8iDDz5Yu2PHjoDdu3d7LKc4UalUrHvBKQAsWLCgatGiRQPuuuuuWpFI+D58vSEEHALdimOJQw0fXzH8EAiLxIi8fp+j1v80zOBhB5BqIQC/9qX7O4uzpVNEERgQ5AOaJECRBML95B6dFP/XEIJ+H2dg0IHv0e/jjKsebDhRJiW55iH/v3QcD49ztaPCrIHMMAv9/MI6XW8h0DzKxIhynuMJ3s6SPM+Dt7Mkz/GEMjGiw/b0TlQqFfftt9+efe+990I3bdrUJgGamTNn6hmGIdRqtXb58uXhw4YNawAcracTJkyI0Wg02gULFgxIS0srBYAtW7b8sWHDhqCYmBhtdHR03I4dO5qc57nnnit/5ZVXIkeOHKlh2SurJk899VRVZGSkTaPRxMXExGjXrVsXADiKR1NSUqJvvvnmJhXf8fHxloaGBjI0NNTWr18/e+PHU1JSjIWFhTKNRqNdu3atPwDcf//9epPJRC1evLim8f4C1z6CPX0XU12diZKSNTBbSiGTRiIqajGCgpJ7bD69jexDq5FxYi3KKEdmI9VCINHOAilvtXlJpS2qn23B2f5aWmdCpdGKMJUEKtmVJWae56E325H93MR2j93duM/9Wl2i6EE6bE/fnV0qAg79kaeeeqrvkSNHCnp6LgKdR7Cn70aqqzNRUPgySFIMkcgXVlsVCgpfBvAPIei4TOLNTzgKRHP+A+hLHJmNhCfbFWysPLQSNEVDJe6c6qd7S+f9a35FpdFz+bw3d1K0pR1VoOuRDw02CAFG97B8+fKwjIyM4A0bNpzv6bkIdA/CkkoXUlKyBiQpBkXJQBAEKEoGkhSjpGRNT0+td6GeAqTuBpYdd/xsR7FoRl4GaIqGTCRzSW53hepnW1UzBQQEuoeVK1eWX7x48cTtt99e39NzEegehAxHF2K2lEIk8hTOI0kpzJbSHprR9UV2aTZ+q/oNPM+DJmkESgOhlCi7RPXzeumkEBAQEOitCAFHFyKTRsJqqwJFXSn+5jgLZNLIHpzV9YFzKYVwKHmA4RiUmxy1eiJK1CWqn8IyResIJmwCAgIdRVhS6UKiohaD42xgWTN4ngfLmsFxNkRFLe7pqV3zOJdSQuWhjg2EQ7Crylx1VVU/O4q718nCbxciuzS7p6fUbgQTNgEBgc4gZDi6EEdh6D+ELpVuoKy+DCqxCoSIQB/0QZ8TlzA1x4pgHQ+/ARG4KZgHemkiqSsLXXsSdxM2AJCLRTDZGKRn/SFkOQQEBFpFyHB0MUFByRg5cjPGJ2Ri5MjNQrDRRUQoImBhHV0kw89xePhbFkEmCpxSBoXB3sQ9tTfRXYWuV5sLdSbIaE/n8WvVhK03IZfLR/T0HFqiurqaeuONN4Kd/3a3mG+OzZs3+y5fvjwMADZu3Oh35MiRthv5CFy39EjAQRBEAEEQ+wmCOHP5p7+XfYYTBPELQRB5BEEcJwjivp6Yq0DvIDUuFXbWDjNjRsLBKtgph5FaoDwYpEwGQixG7br1PT1Nr5TVl0FKeX7eXk17+67iejFhE2gfNTU11Lp161wpLHeL+eaYO3eufuXKleUA8OWXX/odP368iaqpwI1HT2U4ngdwgOf5aAAHLv+7MSYAD/E8HwdgKoBVBEG0SYFP4PrD3b3Ut9YCXkIjTNEHysv264RUCntp7+wGcs/OOLGwlqtmb99VCK3DQF5enmrt2rXqt99+e8jatWvVeXl5nXaKdTJjxowB7iqjd91114DNmzf7FhQUiEeNGhWj1WpjtVpt7P79+30AoLi4mI6Pj4/RaDTa6OjouH379ikAYOfOnarhw4drtFptbEpKyk3epMfffvvtoMGDB8fGxMRob7/99oFGo5EEgAsXLoimTJkyMCYmRhsTE6Pdv3+/zzPPPBN54cIFiUaj0S5ZsiSyoKBAHB0dHQcAQ4cO1eTm5rqi6TFjxsRkZ2fLV69eHfjQQw9F7d+/3+f777/3e/HFFyM1Go02Ly9PotVqY537nzhxQhIXFxfbeH4C1yc9FXDcDeDjy79/DGBG4x14ni/kef7M5d8vAqgEENx4P4HOUXyyGl++cxSfvJCDL985iuKTvdegMTEyEetuX4e+6nhEicNcwQYA8BYL6MjeWcThnp1xep1cC4WujblFE4K0u+IQopRCb7YjRClF2l1xN0z9Rl5enmrfvn1RDQ0NtEQiYRoaGuh9+/ZFdVXQ8cgjj1RlZGQEAo6swpEjRxSzZ8/Wh4eHM9nZ2YWnTp06vW3btj+eeuqpKABYv359wKRJk/T5+fmnTp8+nXfzzTebLl26JFq5cmWfrKyswlOnTp0eOXKk6Z///Gdo43PNnTu37uTJk6cLCgpOxcTEmFevXh0EAEuXLo1KTEw0FhQUnMrLyzs1cuRIy9tvv13at29fa35+/qn09HSPqH7mzJm1mzdvDgAcAVBlZSWdmJjoWmObMmVKw+TJk3WvvvpqaX5+/qm4uDirUqlkc3JyZIDDr+WBBx4QZMxvEHqqaDSU5/lLAMDz/CWCIFr8xCIIYgwAMYBzzTy+GMBiAIiKurqeHNcyxSer8d2m49AzOlhhgeSiFFWbdLht3tAeN/tqicbuqbzFAt5mQ8DCBT09Na8kRiZiOZZqUMANAAAgAElEQVR3iRx7T3Mjtw7n5OSEURTF0zTNAcDln2ROTk5YXFxcp9VHp02bVr9s2bJ+ZWVlos2bN/tPmzatjqZpGAwGYuHChf1OnTolI0kSxcXFEgAYO3Zsw5IlS/rb7XZy1qxZdQkJCeYtW7Yoz507Jx0zZowGAOx2OzFq1KgmQlpHjhyRrVixIsJoNFINDQ1UcnKy/vJzVH7++efnAUAkEiEwMJCtrq6mGh/v5KGHHqqbPHmy+t133734ySef+E+fPr2JSVtjUlNTq9euXRs0ZsyYC1999ZX/4cOHT3f0mglcW3RbwEEQxPcAwrw89EI7x+kDYCOA+TzPc9724Xl+DYA1gMNLpZ1TvWH58esTqLFVgxOxoAgSNt6KGls1fvz6BFIH39rT02sWZVISsOIl1K5bD3tpKejISAQsXNAmY7XCwkLk5ORAp9PBz88PCQkJUKub+E51OYmRiddkgCFwBYPBIJFIJB729CKRiDMYDJ2yp3dn9uzZNR999FHAjh07AtavX18EAK+99lpoSEiIfceOHec5joNMJhsFACkpKfVZWVkFO3bs8E1NTR3wxBNPVAQEBDATJkwwfP311y3Kgy9evHjA559/fnbcuHHm1atXB2ZmZio7Mt8BAwbY/fz8mEOHDsl27twZkJ6eXtzaMfPnz6978803w7du3WocMmSIKSwsjG3tGIHrg24LOHien9zcYwRBVBAE0edydqMPHMsl3vZTAdgD4EWe53/tpqnesNRWGcFRLEjCsbJGEgQ4ikVtlRFA7xZ5qlbKcXhgOPRKCr4hoRitlKO1T8zCwkLs3bsXJElCKpXCaDRi7969AHBVgo7rhZ4K2noalUplbWhooJ0ZDgBgGIZUqVSdsqd3Z+nSpdU333xzbFBQkD0+Pt4CAHq9noqMjLRRFIX33nsv0OniWlhYKB4wYIDtmWeeqW5oaCCPHj0qf/XVVy8988wzUSdPnpQMHjzYajQayfPnz9NDhw71mKPJZCKjoqLsVquV2Lp1a0CfPn3sADB+/Hjjv//97+AVK1ZUMgwDg8FA+vr6sg0NDc0uv8+aNat25cqVYUajkRozZoy58eMKhYI1GAyu4+VyOZ+cnKx/+umno957772irrlyAtcCPVXDsQvA/Mu/zwfwVeMdCIIQA/gCwCc8z2+/inO7YTBIaiDiaI9tIo6GQVLTq0Wezh/LxYH1H6JBVwupQoEGXS0OrP8Q54+17BKck5MDkiQhFotBEATEYjFIkkROTo5rn2tNoOtq1+A4gzaj0egRtBUWFnbreXsDCQkJ5SzLEna7neR5Hna7nWRZlkhISOi0Pb2Tvn37MgMHDrTMmzfPVdewbNmyyi1btgQOGzZMU1hYKJXJZBwAfPvtt0qtVhsXGxur/eqrr/z/9re/VYSHhzPp6elFc+bMuUmtVmtHjRqlOXHiRJOW1Oeff/7imDFjYhMTE9XR0dGuiuYPPvigJDMzU6lWq7WDBw/WHj16VBYWFsaOGjWqPjo6Om7JkiVNCqXmzZtXt2fPnoC777671ttzmjt3bu3q1avDYmNjtXl5eRIAeOihh2oB4J577hGM8G4gesSeniCIQACfAYgCUALgXp7nawmCiAewlOf5RQRBzAOwAUCe26GpPM//1tLYPW1Pfy2x7OMXEfHbSPAkD45iQLIiEByBsuFHUWG9E5VGi0vkCQBMNgYhSim2LB7bg7MGPktbjgZdLWjJlc9Ru9UCH78AzF6xstnjVq1aBalUCoJwuZOD53lYLBYsW7bMQ6BLSklhYS2ws3Ysv7l1ga7s0uxuq9FoLtNUfLIaWVsLQVIkRGISjI0Dx3JImqPuthqcjIwMGI1GiMVi1zabzQalUonU1NRuOWc30GF7+ry8PFVOTk6YwWCQqFQqa0JCQnlX1G84MRqNpFar1f7222+nAwMDr9ulhhUrVoTq9XrqP//5z8WenotA99Er7Ol5nq8BMMnL9lwAiy7/vgnApqs8tRuKmZNux1rLpxhUfDPkZj+YZDqc7XcIj0x6AH/fbIKfzDP70VtEnvSVFZAqFB7bRGIJ9JUVLR7n5+fX5GZpt9vh5+foRHQX6ALg+pmRl9Fi8NCdSqLOTBNNER6ZpjQAuu9KQVIkaImjpo+WULBbgWPflXRbwKHT6SCVen5hpmkaOp2uW87X24iLizN0ZYDhzpdffql89NFH+z/66KMV13OwMWXKlIHFxcWSzMzM6z8tJuCBIG1+A5MYmQhMg8c380cufzPv6/9rkwxHT4o8udcN2IIi4NOgg6/oSqaCsVnhG9Kk+8+DhIQE7N27FzabDTRNw263g+M4jFSpUDw/FQ8X5kIfIMX34xXI6WeGnbODJmnoLfoWx3UGKizHorihGHbODpIgseroqk4HHC3JiafUcJDIPf+ERWIShhqLt6FcdCYb01rQJtBxZsyYYZwxY8aJnp5Hd7N//36v3YYC1z9CwNFL6M6UfEs01z2xJOkmrNiVB5ONgYymYLazPSby1LjYk/dRopblAIsBKooAY7OCtTMYPf2eFsdxFja6FzyOVKkgf/8DMGIx7D4SyPUW3L2rAbqpYpwYSMPG2cDwDLJLs5t9Pcrqy0CCRLmpHARBgCIosDyLc7pzLR7XFhqqSjGML4OkwQwrKUOFtB94cSBK60xQBfqhQW9zZTgAgLFxUAU2ryLd2WxMc0FbQkJCh5+jgIDAjYHgpdILcN4EqsxVHjeBnixY7E0iT42LPeUqFRQqXzT4+MFSXw8fvwBMWrAUA0bEtzqWWq1Gamoqli1bhtTUVPh+tQuEWAxSJkOgPBgmmoedAu78hQVP8CBAwF/i36LvSYQiApXmShAEAfLynxQBAjTZOb+UwsJCDObOgWItYCACzVkRZSqAxFSJSH85RtwWBY7lYLey4HkedisLjuUw4rbmtWg66+uiVquRkpICpVIJi8UCpVKJlJSUG6JLRUBAoHMIGY5eQEdrB7qb3iLy5K1uQKZUgqBpPPJKGgBHrcPyNb+2u4XXXloK0tcXAKCkFaAIEnaaR5COg4gQIUgeBB/ap0Xfk9S4VPzlh7+AIijwbv8FyYI65ZeSk5MDX7kEFQ2Mo8qRoMBxDCJsF3BPUiL6aYKQNMdRs2GosUAVKMWI26JarN9wuu66015fF7VaLQQYAgIC7UYIOHoBXXETuJ5prW6gpcLK1oIOOjISTFUVCJkjyJNQEhB2G+qDxOjv2x8AYGbMiFBENLvslRiZiIG+A1FiLAHLs6BJGoHSQIgoEYJlHVfj1+l08PWRghKxqK63wsZwEFMihEtY1/PqNzioXQWiEYoIVJmrXEEtcG36uggICFx7CEsqvYDrxdyru0hISADHcbDZbOB5HjabzaNuwL2wkiAcP2mKQHpWi4aWABwy6bzNBs7s8DkJIpSgGB4/Jqo8fE/iQ+NbXPZaNmoZgmRBiFRGop+qH0SUqNN+KX5+frDb7VBKRRgQ5IOYMCUifMUICw7s8Jhd6etyLfnw9GZGjBih6ek59AbS0tJCnCZyAJCcnDyoJVn1oqIieurUqTcBQE5Ojmzbtm2+V2OeAh1HCDh6AdeLuVd30VrdwIU6E2S05+dSW1t4lUlJCF3xEkTBweD0eqj69AP910dRN2IADDYDgmXBWH7zcuRW5LZY++DuZut+XGeWxFoLtDpCV83TqQHSoLdBIhehQW9D1tZCIejoAMeOHcvvyfMzDNP6TleB9PT00Pr6etc9KTMz82xQUFCz7cH9+/e379u37w8AyM3Nle/Zs0cIOHo5wpJKL+B6MvfqLlqqG+jrL+9UC68yKcnDh6UfgP9v797joq7z/YG/PnNnYLjflAHUZBjAS4iaWqhrarpnddvMn5maHNf7aXfTNFvrmMc1y2N2OvXLxFVzrdPl17qp2epWWuJZy8QwBYRBDQXkfoeZYW6f3x/D0IDcYW7yfj4ePQaG73znPd+Qec/n8/583m23Nnv5wstdTnv1d7+U9lbV9Mc24v0RZ8YXt52+B4g7KC39u+/tgv3hTfoSqVQW3hQVubwkLOyXfdqXQy6XJ2q12oxbt26J582bN6yhoUFoNpvZW2+9dWvWrFkNqampgbt37w7nnLPp06fXvPPOO0W2xy1durQsLS3N18/Pz/zyyy8Xbtq0KfLOnTuSnTt33l60aFGtyWTCv/3bvyn/+c9/KgwGA1uxYkXZxo0bK06cOKH405/+NCg0NNSYnZ0tv3HjRtb06dPvKy4uljQ1NQlWr15dumHDhgqTyYQFCxYMuXLlijdjjC9atKjipZdeKsvKypKuXr06qqqqSiSTySz79++/lZiY2GqY9uuvv5avX78+Sq/XC2QymeXQoUM/jR49uslkMmHt2rXKb775xhcAli5dWsE5R1lZmXjKlCmqgIAA04ULFzQREREj09PTr23bti0sOjra8Pzzz5cDwPr16wcrFArzk08+Wf2rX/0q5urVq9mvvPLKYL1eL1Cr1T7PPvts8fbt2yO+/fbbnMGDB5vMZjOGDh064sKFCzmDBg1yj+xqgKKEw01Qc6/uu5VZ0apQ8sn4EOy6ctuhS3hdVfvgrgWadZX6Xu0B4slKS//um3f95SjGxFwoUpgMhipx3vWXowDc7mvSAfzcbn7nzp0lJpMJ9fX1gvz8fPHWrVsjLl26dC0kJMSUnJyseu+99/yXLFlSo9PpBL/4xS/q33nnnaIZM2bc9+KLL0acO3dO88MPP8j+9V//deiiRYtq33jjjWA/Pz9zZmbmNZ1Ox8aNG6eeM2dOHQBcuXLFOyMjI0utVhsA4H/+53/yw8LCzA0NDSwxMTF+8eLF1Xl5edLi4mJxXl5eFgDYpjiWL18evW/fvlsjR45sOnPmjPeaNWuivvvuu1YbeY0ePVr//fff54jFYhw9elTx3HPPKf/xj3/c2L17d8itW7ekWVlZ2WKxGKWlpcKwsDDzO++8E3b27FlN26Rg8eLFVc8880yULeE4duxYwKlTp/IsFmtLG5lMxv/4xz/eSU9P9z58+PBtAMjJyZHt378/cMuWLWXHjh3zjYuL01Gy4XqUcBCPYr+dt20o3/K/pdj4UBQ+uF2OwmotlA5oNJeSkIIdF6zbpttvez5Qp718g2Q93gPE090u2B/OmJgLhTILAAiFMovZDMHtgv3h/ZFwtNdu/vPPP/edMGFC/eDBg00AsGDBgqqzZ8/6LFmypEYsFvPHH3+8DgASEhJ0UqnUIpVK+fjx43VFRUUSAPjqq698c3Jy5MePHw8AgPr6emF2drZMIpHwUaNGNdqSDQDYuXNn2Oeff+4PACUlJeKsrCzZqFGj9AUFBdKlS5dGzpkzp/Y3v/lNXW1trSAjI8Nn/vz599keazAYGNqoqqoSLliwYGh+fr6MMcaNRiMDgDNnzviuXr26XCy27mQcFhbW6a6qDz74oK6yslKUn58vLi4uFvn5+ZljYmIMubm5ko4es2bNmoq5c+cO37JlS9nBgweDU1JSaK7PDVDCQTxKR0P55uxafLi+7z1e6tPS2m17T9NerSXOjELaRxoYm9DSx8WgM0EgBA6/cL5bS3Q9TZO+RCoUKVp9ShYIpBa9vqRf2tO3127ez8+vwzdjkUjEBYLmTs8CAaRSKQcAoVAIs9nMAIBzznbv3n173rx5rRKiEydOKORyucX++7NnzyrS09NzFAqFZfz48bE6nU4QEhJizszMzP7000999+zZE/rxxx8Hpqam3lYoFKacnJzszl7Ppk2bIqZMmVL/5Zdf3sjNzZVMmzYttjkmMMZ61MRrzpw51e+//35ASUmJeN68ee02ibM3fPhwY3BwsOn48eOKjIwM76NHj3ZdQU4cjopGiUepq9RDJGn9a6tnWtwsLOxzh9f6tDSUbvsTTOXlEPj5wVRejtJtf0J9WhoA67TXgUcO4NS8UzjwyIEOkw1P6zjbG9EjgjH5CRW8/SRo0pogFDFwzmEx454tIpXKwpsslqZWv3wWS5NAJgvvl/b0Go1GEhERYXz22WcrFi9eXPHDDz/IJ0+e3HjhwgVFcXGxyGQy4ZNPPgmcOnVqQ3fPOWPGjNp33nknpKmpiQHAlStXpPat4m1qamqEfn5+ZoVCYcnIyJD9+OOP3gBQXFwsMpvNSElJqdm+fXvR1atX5YGBgRalUmk4ePBggPUaWPDtt996tT1nXV2dUKlUGgAgNTW1JfOcPn163d69e0OMRiMAoLS0VAgA3t7e5tra2nbfk5YsWVJ15MiRwBMnTgQsXry4uu3PfX19zfYFpwCwbNmy8uXLlw+dO3dulUhEn63dASUcxKP4BslgMrR8MEODsQHldRVokFX1eZfWqgMHW3YdZYxZbyUSVB042Oq4b3LKsGbX/+LfnzmD3b//Goe2X2h5Y3XHXWMdJXpEMB5dPwZPvTwJMm8xpHIxxFIhGGMQS4UQCAXI+OK2q8PsN1GRy0s4NzKzWS/gnMN6a2RRkcv7pT19e+3mo6OjjVu2bCmaMmWKKi4uLmHUqFHaxYsXd7tT3rp16yrUarV+5MiRcTExMQkrVqyItk1t2Js3b16tyWRiKpUqfvPmzYNHjx7dCFiXnj700EOxarU6ftmyZUO3bdtWCAAffvjhzXfffTc4NjY2PiYmJuHIkSN3NdPZtGlTydatW5VjxoxRm80/D9SsW7euXKlUGtRqdUJsbGz8gQMHAgFr8ejs2bNjHnjggbuKlsaOHatvbGwUhIWFGaKjo41tfz579ux6jUbjpVar4//85z8HAMDChQtrtVqtcOXKlZXdvV7EsVzSnt6RqD39va1tS/aC6kJwM3Bj5D9RHVoIwLpRV4hXCA48cqDb59VoNDi9Zw8avORQGA1IKK+AsqHB+qm9thbDT38FwJps7PkwE0mVAASAEYDAAgTLxXjkqThsK9p0V3Fpb+LxNIdfOA+p3LoPig3nHE1aE5562e36rPS6Pb1tlYpeXyKV9dMqFeIYaWlp8nXr1kVeunQp19WxDFRu0Z6ekN6yDuX/vJ13g7gWxXFXURP68/LUnu7SamsOZ5HLITEaoROJcGHwIOBOMQaXl0OsVLYcm5p2E3F1AASAWcAgAGBhHDVNJmR8cRtF0T/vGlvfVI9KfSWMFiOKGor63MjNnQ2UItKwsF/WUYLh/jZv3hx+6NChkHffffcnV8dCfkYJB/E49tt5//YfB6wjCuj9ctWW5nBBQTDeKYYQZkAoRGZgIAYVFSHwt8taji2o1mKMCTDaTUYKGEOTmaOuUo+IhAgEZPyEyWnV8KtsQrk/w4mJQmQOl/SoK2t7vskpQ2razR73i3GG9opIu2okR4ij7Nixo2THjh39MtVF+g/VcBCP1h+7tNbU1EAsFkPg4wPx4EFgIhEERiMa5V4I2/LvrTYFiwyQo0EECO1mIi2cQypg8A2SYUVjEn59rBzy2iY0yAC/Bo6UU0ZMLvDpUVfWtmz9Ysrq9a36xXyTU9ar8/W3tkWk3n4STH5CdU+tUiGE9A2NcBCP9PPmX0Is8HkOlwefRo5Peq+Wq9o3hxP4+EDi4wODwYBghaJVsgEAqyYPw54iaw2HELylhsNfLrJ+mt/1JuoUwbhtKAPAYZQwiExCPPy/DSgcEdrrhnz2/WIA4CF+GY82/RURn5QBkSpg0h8A1Yxenbu/9LSRHCFkYKERDuJx2vbxEOu9kJT3S6TGvt/pctWO9KRnyVR1KNYuHIH8aAkaBYBIXAVBSCbqgr/H1+knkN/QAG+fQMjFXpAIJZAKpbBIRAioNvRpZ1L7fjFjmtKxWvsOgng1qszeQH0pcHIDoPmyV+cmhBBnoBEO4nH6u49HT3uWTFWHYqo6tLnY9CoEAgHEYm/U19cjXR0LdvMmgkzBKGkohgUWSIxApX/fusfa94t5TH8ERoiggxQSsQCQyAEDgPP/7fJRjo64c/0JIcQ5aISDeJz2Nv/qax8PlUqFlJQUPPPMM0hJSelW/5KWYlOJBIwxSCQSiP38kBUWBm+TEOHe4ZCZGARGEy7PGNKn7rGrJg+D0cyhNZgQZimFjkvAAYT4NG9yKfYCarq/54UzNydz9/oTV6qoqBC++uqrIa6Oo7/I5fJEVz5/2xb37urNN98Mys/PFzvzOdtemylTpgy39cZpT35+vnjWrFnDAOD8+fNeH3/8cZ+78br9/xhC2mq7+RfgmiWYtmJTexJfX+jCwyEKCYFca0bUkNG4f+ce/Pu6v/VpSexUdSi2zU1AqEKGIoTAW2BEhJ8XFLLmQUqjDvDv3ooQZ29OZl9/wpj1VixkSE2j3aYrKyuFBw4caHeox13axvc32w6jjtC2xb09d7meJpMJ77//fvDt27d7lHD09bq1vTZnz569Hhwc3OHW+UOGDDGeOnXqJgCkp6fLP//8c0o4yMCTODMKFrMFxiYzOOcwNpldsgTT39//rj8CRqMRgeHhiP7LIQw//RWi/3LorsLT3pqqDsWHKycg6YmtUPoKoRAYAM4BgxawGKyFo3ZuZVbg6Os/4PAL53H09R9adkM9lHUIYqEYXiLrjqpeIq8+raDpin39iY2XWIjCaq1Dns+RjpdV+/7ykkZ1/z8zR/7ykkZ1vKzaty/ne/bZZ5UFBQVStVodv2rVKuWJEycUDzzwgGrOnDlDY2NjEwBg+vTp9yUkJMQNHz484bXXXmuZM5TL5Ym/+93vImJjY+NHjx6tLigoEAHAwYMHA2JiYhJiY2Pjx44dGwtYP1FPnz79vmnTpg2PiIgYuWPHjpCtW7eGxcXFxY8ePVpt2148KytLmpycHJOQkBCXlJQUm5GRIQOAefPmDVm0aFHUAw88oFIqlSM///xzn/nz5w8ZNmxYwrx584bYv6YVK1Yo4+Pj4yZOnKi6c+eOCADGjx8f+/TTT0eMGzcudvv27WEffPCB36hRo9RxcXHxkyZNUtliX79+/eD58+cPGT9+fKxSqRy5ffv2lmRsz549gSNHjoxTq9XxTz75ZHTbBGL79u2hthb3tt1K5XJ54jPPPDN41KhR6tOnT/ts2LBh0IgRI+JiYmISFi5cGG3rODt+/PjYNWvWRIwcOTJuyJAhI06dOuUDAOnp6TLbc6pUqvirV69Kc3NzJUOHDk147LHHhqhUqvhZs2YNs40cHDt2TBEXFxevUqni58+fP0Sn0zEAiIiIGLlhw4ZBSUlJsfv27QvMzMyUP/XUU8PUanV8Q0MDO3funHzcuHGxCQkJcQ899FDMrVu3xO1dN/vX+/XXX8sTExPVcXFx8YmJieoff/xRClgTmpUrVypVKlW8SqWKf/nll0PbuzYREREji4uLRWvWrImwH2Vbv3794JdeeiksNzdXEhMTk6DX69krr7wy+LPPPguw7eQaHR09wvb/1mw2IyoqakRxcXGXJRqUcBCP4y5LMHtSbNqvVDOA2a8BijBAX2O9nf1aq/qNtoW19r1NihqKIBO2Hg3q6WZpPREZIIfO2PqDlM5ohjJA7pDnc5TjZdW+L12/E1XRZBL7CoWmiiaT+KXrd6L6knTs3r27MDIysiknJyc7NTW1ELC2jd+1a1fRjRs3sgBr2/isrKxrly9fzk5NTQ0rKSkRAoBOpxNMnDixITc3N3vixIkNb731VggAvPrqq4O++OILTW5ubvapU6eu255Lo9F4HTly5ObFixevvfLKKxFyudxy7dq17LFjxzampqYGAda283v27LmdlZV1bdeuXYVr1qxpyeJra2tF3377rebVV18tWLBgQczGjRtL8/LysnJycrzOnz/vZYtpzJgx2uzs7GsPPvhg/fPPPz/Y9viamhrhxYsXc//jP/6jdMaMGQ2XL1/OuXbtWvbjjz9etW3btnDbcdevX5edPXtWc/HixWuvvfba4KamJvbDDz/I/vrXvwamp6fn5OTkZAsEAr53794g+2v54osvloWGhhrPnj2ruXDhgsYWz4gRI3RXrlzJeeSRRxo2btxYlpmZeS0vLy9Lp9MJPvroo5ZP7SaTiV29evXazp07C7Zt2zYYAN56662QtWvXlubk5GRfuXLl2tChQw0AkJ+fL1u9enW5RqPJVigUll27doVotVq2atWqoR9//PENjUaTbTKZsGvXrpY3cplMZrl06VLu2rVrq0aMGKE9fPjwzZycnGyxWIzf//73UceOHbuRlZV1benSpRUbNmxoqS63v272r3f06NH677//PufatWvZL730UtFzzz2nbP6dCrl165Y0KysrW6PRZC9fvryyvWtjs3jx4qojR44E2r4/duxYq341MpmM//GPf7wzZ86c6pycnOwVK1ZUP/7445X79+8PbD7eNy4uTjdo0KAuh5CoaHSAOVd47p7oeOoOSzBtdR4nvz6JwqpCNIoaYYg0YIx8DFTougakb08+o9MC0c4KayMSIu7afr0vK2i6smryMGw5ngWtwQQvsRA6oxlGM8eqycMc8nyOsregPFwMxr2EAgsAeAmZBWaLYG9Befjc0IB+2320O23jw8PDG8ViMX/iiSdqASApKanxq6++8gWAsWPHNixatGjIvHnzqhctWtTyxjFp0qT6gIAAS0BAgMXHx8c8f/78GgAYOXKk9sqVK/Ku2s7/y7/8S41AIMCYMWO0QUFBxvHjx+sAQKVS6W7cuCGdNGmSTiAQYPny5VUAsGzZssrHHntsuO3xCxcubOny+tNPP0keffRRZXl5udhgMAgiIyNbGuDNnDmzxsvLi3t5eZkCAwONhYWFolOnTikyMzPlo0ePjgMAvV4vCA0N7fINTigUIiUlpeUanDx5UvH666+H6/V6QU1NjSg+Pl4HoBYA5s+fX918nRo3btwoAYCJEyc2vvbaa4MKCwslTzzxRPXIkSObACA8PNwwc+bMRgBYsmRJ5Ztvvhn6448/1imVyqZRo0Y1AUBKSkrl22+/HQqgDACeeuqpu5rOAdaGenl5eV7Tpk1TAdZmeCEhIS1Dp/bXzV5VVZVwwYIFQ04vn5UAABUBSURBVPPz82WMMW7rkXPmzBnf1atXl9ume8PCwjqcNgGABx98UFdZWSnKz88XFxcXi/z8/MwxMTGG3NxcSUePWbNmTcXcuXOHb9mypezgwYPBKSkp3WoPQAnHAGKbuxcLxa3m7vuy++VAVyovxangUxCHiSETyqA3693imtZV6iGVt/7nbSusTUlIwY4LOwCgJea+rKDpylR1KLbBWstRWK2F0kNXqdzRG6S+QmGrNzmZgFnu6A390p7epjtt44HW7elFIhFMJhMDgA8++OD2mTNnvI8fP+53//33J1y+fDkLACQSSct2dQKBADKZjNu+NplMzGw2o7O287bjhULhXeeyPXdb9r11FApFy+t6+umno/7whz+ULFq0qPbEiRMK24gCAEil0pZzC4VCmEwmxjln8+fPr3z77bd7NAwnkUgstk6xWq2WPfvss9EXLlzIHj58uHH9+vWD9Xp9yyi/7fWJRCKYzWYGAKtXr65KTk5u/PTTT/1mz56t2rNnT35sbGyT/euyvc6u+pLZv357nHM2fPhw3eXLl3N68rhNmzZFTJkypf7LL7+8kZubK5k2bVps8/nAGOtRk7Q5c+ZUv//++wElJSXiefPmtZvg2Bs+fLgxODjYdPz4cUVGRob30aNHu1WQRVMqA4iz5+7dyTc5ZVi47zs8tPMMFu777q4VEh3VO3TFXa9pZ4W1ycpkbH5gM0K8QlBnqEOIV0ifVtB0h63+5Nymafhw5QSPSzYAYLBM0qS38FZ/M/UWLhgsk/S6Pb2fn5+5sbGxw7/DHbWN70xWVpZ02rRpjW+88cadgIAA082bNzv8pGqvu23nO2OxWPDuu+8GAMChQ4eCxo8fX9/ecfX19cKoqCij7biuzjtr1qy6EydOBBQVFYkAa0t7jUZz1+vqrMW9VqsVAEB4eLiptrZW8NlnnwV09bzZ2dmSuLi4phdffLFs5syZNZcvX/YCgOLiYslXX33lDQAffPBB4KRJkxruv/9+fVFRkSQzM1MKAIcPHw5KTk5u9/X7+PiYa2trhQAwatQofVVVlch2vqamJpaent5lBXxdXZ1QqVQaACA1NbVluHf69Ol1e/fuDbHVl9nqczq7NkuWLKk6cuRI4IkTJ1pNp9j4+vqa2xbjLlu2rHz58uVD586dW2VL6rpCCccA0pe5e2cuo+yJ7iQKXS3L7KzeoSvOroforq4Ka5OVyTjwyAGcmneqV5ulDUSrI0NKjOBMZ7YIOOfQmS0CIzhbHRnS654d4eHh5qSkpIaYmJiEVatWKdv+vKO28Z1Zt26dUqVSxcfExCRMmDChfsKECbruxtOdtvOd8fLysmRlZXklJCTEpaWlKV555ZXi9o574YUX7ixcuPC+pKSk2KCgoC6nRpKSkvQvvvhi0cMPP6xSqVTx06ZNUxUUFNy1yqOzFvfBwcHmRYsWlcfHxyfMnj17eHeu5XvvvReoUqkS1Gp1fF5enmzVqlWVADBs2DD9wYMHg1QqVXx1dbVow4YN5XK5nO/duzd//vz596lUqniBQIANGzaUt3fep556quJ3v/tdtFqtjjeZTPjoo49uPP/888rY2Nj4hISE+LNnz/p0FdumTZtKtm7dqhwzZozabP551mTdunXlSqXSoFarE2JjY+MPHDgQ2NW1GTt2rL6xsVEQFhZmiI6Ovms5zOzZs+s1Go2XrWgUABYuXFir1WqFK1eurOwqVhtqTz+A/PYfv+1V63T7qRj7IXhHfyruSttW9baGYW0LSBfu+65l0ywbrcGEUIUMH66cgKOv/3BXp1NjkxnefhI8un5MpzH09pr2RXfrcH7e/l0P3yAZEmdGubzuxU30uj398bJq370F5eF39AbpYJmkaXVkSEl/1m8Q95ebmyv51a9+FZOXl5fl6lhcKS0tTb5u3brIS5cu5XZ0DLWnH8B6O3dvP20AoOX2UNYhlyYc3d1xtKBaC3+v1h+G7Jdldlbv0BVn10P0pA7HHQpr7zVzQwPqKMEgA93mzZvDDx06FPLuu+/+1JPH0ZTKANLbuXt3nTbo7o6jXS3L7MtGYs6uh3DXmhFCBorY2FjDQB/d2LFjR8mdO3euPvLIIw09eRyNcAwwycrkHr8ZRvg4dxlld/kGye6aCmkvUehqWWbizCikfaSBsQmtpma6u5FYb65pbxU1FMFX0nrbB3dI/gghpCs0wkG6lJKQAqPZCJ1JB845dCadQ6cNuqu7O47abwteqzMiVCHDtrkJLSsl3GUjse6I8ImA3tx6BMcdkj8PZrFYLO0u6SSE9F7zv6tWQ8c0wkG6lKxMxmZsdrsNw6yJArpVGGnr8NrZudwxwWjL2TUjA0BmeXl5fEhISK1AILi3KugJcRGLxcLKy8v9AGTa30+rVEi/oVURznGv7BbrQi0jGpcuXQoViUT7AYwAjfgS0l8sADJNJtPypKSklk2PKOEg/aK7S1QJcQM0hUKIC1BGT/qF/RJVxhjEUiEEQgEyvrjt6tAIIYS4AUo4SL/o7hJVQgghAxMlHKRf9GUvC0IIIfc+WqVC+kVf97Ig/cNWuFt5pxEWM4dQxBA4yJsKeAkhLkcjHKRfeNJeFvcqW+FudakWBp0JJoMZeq0RNWW6bjejI4QQR6ERDjeh0Whw/vx51NTUwN/fH5MmTYJKdVdTP7fmKXtZ9IQnLUG1Fe4a641gDGACBm5hMOhM8PaX3tVjhhBCnIlGONyARqPByZMnUV9fD5lMhvr6epw8eRIajcbVoQ1otkZp5bryVo3SzhWec3Vo7bIV7ppNlpaFn4wBZpOFCngJIS5HIxxu4Pz58xAIBJBIJAAAiUQCg8GA8+fPe9wox72ksy655oZYpKbdREG1FpEBcqyaPKzTnUydwdZbRigSwGK2Jh2cA0KRgAp4CSEuRyMcbqCmpgZicev26WKxGDU1NS6KiAAdd8m9XnUbW45noaxeD38vMcrq9dhyPAvf5JR1cCbnsPWWEcuE4BywmDks3AKJlwgWswXCeD8s3PcdHtp5Bgv3fefyeAkhAwslHG7A398fRqOx1X1GoxH+/v4uiogAHTdKa9L5QSxkkEtEYMx6KxYypKbddFGkVrbC3YAwOSReIogkQsjkYviHesH/oTDsunLb7ZIkQsjAQVMqbmDSpEk4efIkDAYDxGIxjEYjLBYLJk2a5OrQBrSOGqXx2pnwEgtbHeslFqKwWuuKMFvpqHB34b7vWpIkAJBLRNAaTEhNu+nyqSBCyMBAIxxuQKVSYfbs2VAoFNDr9VAoFJg9ezbVb7hYsjIZmx/YjBCvENQZ6hDiFYLND2zGMO+x0BnNrY7VGc1QBshdFGnXCqq1bpskEUIGBhrhcBMqlYoSDDeUrEy+axmseXIZthzPgtZggpdYCJ3RDKOZY9XkYS6KsmuRAXKU1etbRjgA90+SCCH3FhrhIKSHpqpDsW1uAkIVMtTqjAhVyLBtboJbT02smjwMRjOH1mAC59Zbd0+SCCH3Fpe0p2eMBQL4GMAQAPkA/g/nvLqDY30BXAPwKef86a7OTe3pCWnfNzllSE27icJqLZRuspTXRag9PSEu4KqE4z8BVHHOX2WMPQ8ggHO+qYNj/xtASPPxlHAQQvqKEg5CXMBVNRy/BjC1+eu/APgGwF0JB2MsCUAYgFMAxjopNkL6hW1EwZ02ByOEEFdxVQ1HGOe8GACab+/6K8wYEwDYDWBjVydjjK1kjKUzxtLLy8v7PVhCeuqbnDK33ByMEEJcxWEJB2PsK8ZYZjv//bqbp1gL4O+c84KuDuSc7+Ocj+Wcjw0JCelb4IT0g9S0m265ORghhLiKw6ZUOOfTO/oZY6yUMTaIc17MGBsEoL2PfRMBJDPG1gLwASBhjDVwzp93UMiE9JuCai38vX7erj643owhFRwygxZHX/8BiTOjqHMrIWRAcdWUynEAS5u/XgrgWNsDOOeLOOdRnPMhADYAOEzJBvEUkQHyls3BguvNiC82Q2Lk4GKGxloD0j7S4FZmhYujJIQQ53FVwvEqgBmMsTwAM5q/B2NsLGNsv4tiIqTf2O97MaTCAhMAEwNCFFKIpUIIhAJkfHHb1WESQojTuGSVCue8EsDD7dyfDmB5O/cfAnDI4YER0k+mqkOxDdZaDplBCy5mGKyQQiGzTrOIJALUVeo7PwkhhNxDaKdRQhxkqjoUH66cgNhh/oj09WpJNgDAZLDAN0jmwugIIcS5qJcK8Rg/ZaTj4md/Q21ZKfxCwzBuzmMYmuj+27MkzoxC2kcaGJusIxsmgwUWswWJM6NcHRohhDgNjXAQj/BTRjpOH9yLxpoqyHx80FhThdMH9+KnDPffVTZ6RDAmP6GCt58ETVoTvP0kmPyEilapEEIGFBrhIB7h4md/g1AsglhqnYaw3upx8bO/ecQoR/SIYEowCCEDGo1wEI9QW1YKkUTa6j6RRIraslIXRUQIIaQnaISDeAS/0DA01lS1jHAAgMnQBL/QMBdG5d6olwshxJ1QwkE8wrg5j+H0wb0A9BBJpDAZmmA2mjBuzmMOeb5bmRXI+OI26ir18A2SedzOoLZeLmIha9XLZRtASQchxCVoSoV4hKGJY/HwstXw9g+EvqEB3v6BeHjZaofUb9zKrEDaRxo01hoglYs8cmdQ6uVCCHE3NMJBPMbQxLFOKRDN+OI2BEIBxFIhAEAsFcLYZL3fU0Y52vZyAQAvsRCF1VoXRUQIGego4SAew1nTHHWVekjlrf9peNrOoJEBcpTV6yGX/Pw6dEYzlAFyF0ZFCBnIaEqFeARnTnP4BslgMlha3edpO4Pa93Lh3HprNHOsmjzM1aERQgYoSjiIR7Cf5mCMObQBWuLMKFjMFhibzOCcw9hk9ridQaeqQ7FtbgJCFTLU6owIVciwbW4CFYwSQlyGplSIR3DmNId1Z1B49CoVwJp0UIJBCHEXlHAQj+AbJENjraGlkBNw7DQH7QxKCCH9i6ZUiEe4F6Y5CCFkIKOEg3gEaoBGCCGejaZUiMegaQ5CCPFcNMJBCCGEEIejhIMQQgghDkcJByGEEEIcjhIOQgghhDgcJRyEEEIIcThKOAghhBDicJRwEEIIIcThKOEghBBCiMNRwkEIIYQQh6OEgxBCCCEORwkHIYQQQhyOEg5CCCGEOBzjnLs6hn7FGCsHcKsXDw0GUNHP4Tgaxew8nhi3J8YMOD7uCs75LAeenxDSjnsu4egtxlg653ysq+PoCYrZeTwxbk+MGfDcuAkhnaMpFUIIIYQ4HCUchBBCCHE4Sjh+ts/VAfQCxew8nhi3J8YMeG7chJBOUA0HIYQQQhyORjgIIYQQ4nCUcBBCCCHE4QZswsEYC2SMfckYy2u+DejguCjG2BeMsWuMsWzG2BDnRtoqlm7F3HysL2OsiDH2f50ZYztxdBkzY+x+xti3jLEsxtgVxtgCV8TaHMssxlguY+w6Y+z5dn4uZYx93PzzC678fbCLqauY1zf/7l5hjJ1mjEW7Is62uorb7rjHGWOcMUZLZQnxYAM24QDwPIDTnPMYAKebv2/PYQC7OOdxAMYDKHNSfO3pbswA8CcAZ50SVee6E7MWwFOc8wQAswC8wRjzd2KMAADGmBDA2wBmA4gHsJAxFt/msN8CqOacDwfwXwB2OjfK1roZcwaAsZzzUQD+CuA/nRvl3boZNxhjCgC/B3DBuRESQvrbQE44fg3gL81f/wXAo20PaP4DKOKcfwkAnPMGzrnWeSHepcuYAYAxlgQgDMAXToqrM13GzDnXcM7zmr++A2tSF+K0CH82HsB1zvlNzrkBwEewxm/P/vX8FcDDjDHmxBjb6jJmzvnXdr+33wFQOjnG9nTnWgPWxPk/AeidGRwhpP8N5IQjjHNeDADNt6HtHKMCUMMY+xtjLIMxtqv5k5mrdBkzY0wAYDeAjU6OrSPduc4tGGPjAUgA3HBCbG1FACiw+76w+b52j+GcmwDUAghySnTt607M9n4L4KRDI+qeLuNmjCUCiOScn3BmYIQQxxC5OgBHYox9BSC8nR+90M1TiAAkA0gEcBvAxwBSABzoj/ja0w8xrwXwd855gbM+ePdDzLbzDALwHoClnHNLf8TWQ+1dsLbrxrtzjDN1Ox7G2GIAYwFMcWhE3dNp3M2J83/B+u+NEHIPuKcTDs759I5+xhgrZYwN4pwXN7/RtVebUQggg3N+s/kxRwFMgAMTjn6IeSKAZMbYWgA+ACSMsQbOeWf1Hn3SDzGDMeYL4HMAL3LOv3NQqF0pBBBp970SwJ0OjilkjIkA+AGock547epOzGCMTYc1AZzCOW9yUmyd6SpuBYARAL5pTpzDARxnjM3lnKc7LUpCSL8ZyFMqxwEsbf56KYBj7RxzEUAAY8xWTzANQLYTYutIlzFzzhdxzqM450MAbABw2JHJRjd0GTNjTALgU1hj/cSJsbV1EUAMY2xoc0xPwBq/PfvX8ziAM9y1u+d1GXPz1EQqgLmcc1cWPdvrNG7OeS3nPJhzPqT5d/k7WOOnZIMQDzWQE45XAcxgjOUBmNH8PRhjYxlj+wGAc26G9U37NGPsKqzDwH92UbxAN2J2Q92J+f8AmAwghTF2ufm/+50daHNNxtMA/gHgGoD/xznPYoxtY4zNbT7sAIAgxth1AOvR+Uohh+tmzLtgHe36pPnatk2inK6bcRNC7iG0tTkhhBBCHG4gj3AQQgghxEko4SCEEEKIw1HCQQghhBCHo4SDEEIIIQ5HCQchhBBCHI4SDuLRGGPm5qWemYyxTxhj8ub7wxljHzHGbjR3Sv07Y0zV/LNTjLEaxhhtmU0IIU5CCQfxdDrO+f2c8xEADABWNzdT+xTAN5zz+zjn8QA2w9rQDrDuS7HENeESQsjARAkHuZecAzAcwC8AGDnne20/4Jxf5pyfa/76NIB614RICCEDEyUc5J7Q3NdkNoCrsPbguOTaiAghhNijhIN4Oi/G2GUA6bB29HVYYz1CCCG9d093iyUDgo5z3qrvCmMsC9bGaoQQQtwEjXCQe9EZAFLG2ArbHYyxcYyxKS6MiRBCBjRKOMg9p7ld/G9g7VJ7o3nEYyuAOwDAGDsH4BMADzPGChljj7gsWEIIGSCoWywhhBBCHI5GOAghhBDicJRwEEIIIcThKOEghBBCiMNRwkEIIYQQh6OEgxBCCCEORwkHIYQQQhyOEg5CCCGEONz/Bxgj4j/PV/DuAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.lmplot(data=mds, x='PC1', y='PC2', hue='Function', fit_reg=False)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"ax.fig.savefig('rf.mds.func.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.lmplot(data=mds, x='PC1', y='PC2', hue='Type', fit_reg=False, size=12)\n",
"for row in mds.itertuples():\n",
" gene = str(row.Gene)\n",
" if '_' not in gene or len(gene.rsplit('_')[-1]) == 1:\n",
" plt.gca().text(row.PC1 + 0.005, row.PC2, gene, fontsize='8')"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"ax.fig.savefig('rf.mds.genes.pdf', bbox_to_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"hide_input": false,
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}