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@alimanfoo
Last active September 22, 2020 22:11
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# imports \n",
"import fsspec\n",
"import zarr\n",
"import functools\n",
"import allel\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import seaborn as sns\n",
"sns.set_context('paper')\n",
"sns.set_style('white')\n",
"sns.set_style('ticks')\n",
"import pandas as pd\n",
"import dask.array as da\n",
"from dask_kubernetes import KubeCluster\n",
"from dask.distributed import Client, progress"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<zarr.hierarchy.Group '/'>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# setup variation data\n",
"callset_store = fsspec.get_mapper('gs://amin_release/v1.0.1/snp_genotypes/')\n",
"callset = zarr.open_consolidated(callset_store)\n",
"callset"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['KB663610',\n",
" 'KB663611',\n",
" 'KB663622',\n",
" 'KB663633',\n",
" 'KB663644',\n",
" 'KB663655',\n",
" 'KB663666',\n",
" 'KB663677',\n",
" 'KB663688',\n",
" 'KB663699',\n",
" 'KB663710',\n",
" 'KB663721',\n",
" 'KB663722',\n",
" 'KB663733',\n",
" 'KB663744',\n",
" 'KB663755',\n",
" 'KB663766',\n",
" 'KB663777',\n",
" 'KB663788',\n",
" 'KB663799',\n",
" 'KB663810',\n",
" 'KB663821',\n",
" 'KB663832',\n",
" 'KB663833',\n",
" 'KB663844',\n",
" 'KB663855',\n",
" 'KB663866',\n",
" 'KB663877',\n",
" 'KB663888',\n",
" 'KB663899',\n",
" 'KB663910',\n",
" 'KB663921',\n",
" 'KB663932',\n",
" 'KB663943',\n",
" 'KB663955',\n",
" 'KB664054',\n",
" 'KB664165',\n",
" 'KB664255',\n",
" 'KB664266',\n",
" 'KB664277',\n",
" 'samples']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sorted(callset)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"KB663610\n",
" ├── calldata\n",
" │ ├── AD (30141520, 302, 4) int16\n",
" │ ├── GQ (30141520, 302) int8\n",
" │ ├── GT (30141520, 302, 2) int8\n",
" │ └── MQ (30141520, 302) float32\n",
" └── variants\n",
" ├── ALT (30141520, 3) |S1\n",
" ├── POS (30141520,) int32\n",
" ├── REF (30141520,) |S1\n",
" └── filter_pass (30141520,) bool\n"
]
}
],
"source": [
"print(callset['KB663610'].tree())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sample_id</th>\n",
" <th>original_sample_id</th>\n",
" <th>sanger_sample_id</th>\n",
" <th>partner_sample_id</th>\n",
" <th>contributor</th>\n",
" <th>country</th>\n",
" <th>location</th>\n",
" <th>year</th>\n",
" <th>month</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>VBS09378-4248STDY7308980</td>\n",
" <td>VBS09378</td>\n",
" <td>4248STDY7308980</td>\n",
" <td>CB-2-00264</td>\n",
" <td>Brandy St. Laurent</td>\n",
" <td>Cambodia</td>\n",
" <td>Preah Vihear Site 2</td>\n",
" <td>2016</td>\n",
" <td>3</td>\n",
" <td>13.667</td>\n",
" <td>104.982</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>VBS09382-4248STDY7308981</td>\n",
" <td>VBS09382</td>\n",
" <td>4248STDY7308981</td>\n",
" <td>CB-2-00258</td>\n",
" <td>Brandy St. Laurent</td>\n",
" <td>Cambodia</td>\n",
" <td>Preah Vihear Site 2</td>\n",
" <td>2016</td>\n",
" <td>3</td>\n",
" <td>13.667</td>\n",
" <td>104.982</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>VBS09397-4248STDY7308982</td>\n",
" <td>VBS09397</td>\n",
" <td>4248STDY7308982</td>\n",
" <td>CB-2-00384</td>\n",
" <td>Brandy St. Laurent</td>\n",
" <td>Cambodia</td>\n",
" <td>Preah Vihear Site 2</td>\n",
" <td>2016</td>\n",
" <td>3</td>\n",
" <td>13.667</td>\n",
" <td>104.982</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>VBS09460-4248STDY7308986</td>\n",
" <td>VBS09460</td>\n",
" <td>4248STDY7308986</td>\n",
" <td>CB-2-02960</td>\n",
" <td>Brandy St. Laurent</td>\n",
" <td>Cambodia</td>\n",
" <td>Preah Vihear Site 2</td>\n",
" <td>2016</td>\n",
" <td>6</td>\n",
" <td>13.667</td>\n",
" <td>104.982</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>VBS09466-4248STDY7308989</td>\n",
" <td>VBS09466</td>\n",
" <td>4248STDY7308989</td>\n",
" <td>CB-2-04070</td>\n",
" <td>Brandy St. Laurent</td>\n",
" <td>Cambodia</td>\n",
" <td>Preah Vihear Site 2</td>\n",
" <td>2016</td>\n",
" <td>11</td>\n",
" <td>13.667</td>\n",
" <td>104.982</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sample_id original_sample_id sanger_sample_id \\\n",
"0 VBS09378-4248STDY7308980 VBS09378 4248STDY7308980 \n",
"1 VBS09382-4248STDY7308981 VBS09382 4248STDY7308981 \n",
"2 VBS09397-4248STDY7308982 VBS09397 4248STDY7308982 \n",
"3 VBS09460-4248STDY7308986 VBS09460 4248STDY7308986 \n",
"4 VBS09466-4248STDY7308989 VBS09466 4248STDY7308989 \n",
"\n",
" partner_sample_id contributor country location year \\\n",
"0 CB-2-00264 Brandy St. Laurent Cambodia Preah Vihear Site 2 2016 \n",
"1 CB-2-00258 Brandy St. Laurent Cambodia Preah Vihear Site 2 2016 \n",
"2 CB-2-00384 Brandy St. Laurent Cambodia Preah Vihear Site 2 2016 \n",
"3 CB-2-02960 Brandy St. Laurent Cambodia Preah Vihear Site 2 2016 \n",
"4 CB-2-04070 Brandy St. Laurent Cambodia Preah Vihear Site 2 2016 \n",
"\n",
" month latitude longitude \n",
"0 3 13.667 104.982 \n",
"1 3 13.667 104.982 \n",
"2 3 13.667 104.982 \n",
"3 6 13.667 104.982 \n",
"4 11 13.667 104.982 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with fsspec.open('gs://amin_release/v1.0.1/sample_metadata/samples.meta.csv') as f:\n",
" df_samples = pd.read_csv(f)\n",
"df_samples.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"location year\n",
"Chamkar San 2014 40\n",
" 2015 11\n",
"Chean Mok 2014 66\n",
" 2015 9\n",
"Preah Kleang 2014 7\n",
" 2015 6\n",
" 2016 25\n",
"Preah Vihear Site 2 2014 40\n",
" 2015 3\n",
" 2016 11\n",
"Sayas 2014 39\n",
" 2015 4\n",
"Thmar Da 2010 26\n",
" 2011 15\n",
"dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_samples.groupby(['location', 'year']).size()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# define sample groups - change this to use whatever populations you want\n",
"pop_defs = dict(\n",
" pop1=dict(\n",
" query='location == \"Chamkar San\" and year == 2014',\n",
" label='Chamkar San (2014)',\n",
" ),\n",
" pop2=dict(\n",
" query='location == \"Chean Mok\" and year == 2014',\n",
" label='Chean Mok (2014)',\n",
" ),\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<zarr.hierarchy.Group '/'>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# setup reference genome\n",
"genome_store = fsspec.get_mapper('gs://amin_release/v1.0.1/genome/VectorBase-48_AminimusMINIMUS1_Genome')\n",
"genome = zarr.open_consolidated(genome_store)\n",
"genome"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"distributed.scheduler - INFO - Clear task state\n",
"distributed.scheduler - INFO - Scheduler at: tcp://10.33.164.203:37869\n",
"distributed.scheduler - INFO - dashboard at: :8787\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cbde4a166490413887756913ac1f87b8",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value='<h2>KubeCluster</h2>'), HBox(children=(HTML(value='\\n<div>\\n <style scoped>\\n .…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"distributed.scheduler - INFO - Register tcp://10.35.106.6:39191\n",
"distributed.scheduler - INFO - Starting worker compute stream, tcp://10.35.106.6:39191\n",
"distributed.core - INFO - Starting established connection\n",
"distributed.scheduler - INFO - Register tcp://10.35.103.5:45821\n",
"distributed.scheduler - INFO - Starting worker compute stream, tcp://10.35.103.5:45821\n",
"distributed.core - INFO - Starting established connection\n",
"distributed.scheduler - INFO - Register tcp://10.35.107.5:35745\n",
"distributed.scheduler - INFO - Starting worker compute stream, tcp://10.35.107.5:35745\n",
"distributed.core - INFO - Starting established connection\n",
"distributed.scheduler - INFO - Register tcp://10.35.79.5:34489\n",
"distributed.scheduler - INFO - Starting worker compute stream, tcp://10.35.79.5:34489\n",
"distributed.core - INFO - Starting established connection\n"
]
}
],
"source": [
"n_workers = 10\n",
"cluster = KubeCluster(n_workers=n_workers)\n",
"cluster"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"distributed.scheduler - INFO - Receive client connection: Client-059c62fe-fd1e-11ea-85a0-762e581d8767\n",
"distributed.core - INFO - Starting established connection\n"
]
},
{
"data": {
"text/html": [
"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Client</h3>\n",
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
" <li><b>Scheduler: </b>tcp://10.33.164.203:37869</li>\n",
" <li><b>Dashboard: </b><a href='/user/alimanfoo@googlemail.com/proxy/8787/status' target='_blank'>/user/alimanfoo@googlemail.com/proxy/8787/status</a>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Cluster</h3>\n",
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
" <li><b>Workers: </b>4</li>\n",
" <li><b>Cores: </b>8</li>\n",
" <li><b>Memory: </b>24.00 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: 'tcp://10.33.164.203:37869' processes=4 threads=8, memory=24.00 GB>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"client = Client(cluster)\n",
"client"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# # check data integrity against reference genome\n",
"# def check_genome_integrity():\n",
"# for seq_id in sorted(callset):\n",
"# if seq_id == 'samples':\n",
"# continue\n",
"# seq = da.from_array(genome[seq_id])\n",
"# len_non_n = da.count_nonzero(seq != b'N').compute()\n",
"# assert len_non_n == callset[seq_id]['variants/POS'].shape[0]\n",
"# print(f'{seq_id} {seq.shape[0]:,} {len_non_n:,} OK')\n",
" \n",
"# check_genome_integrity()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Diversity analyses"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Nucleotide diversity"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"@functools.lru_cache(maxsize=None)\n",
"def compute_ac(pop_query, seq_id):\n",
" print(f'compute_ac: {pop_query}; {seq_id}')\n",
"\n",
" # setup genotypes\n",
" gt = allel.GenotypeDaskArray(callset[seq_id]['calldata/GT'])\n",
" \n",
" # locate samples\n",
" loc_pop = df_samples.query(pop_query).index.values\n",
"\n",
" # subset genotypes\n",
" gt_pop = gt.take(loc_pop, axis=1)\n",
" \n",
" # load site filter\n",
" site_mask = callset[seq_id]['variants/filter_pass'][:]\n",
"\n",
" # apply site filter\n",
" gt_pop_masked = gt_pop.compress(site_mask, axis=0)\n",
"\n",
" # load variant positions\n",
" pos = callset[seq_id]['variants/POS'][:]\n",
" pos_masked = pos.compress(site_mask, axis=0)\n",
" \n",
" # compute allele count\n",
" ac_pop_masked = gt_pop_masked.count_alleles(max_allele=3).compute()\n",
" \n",
" return pos_masked, ac_pop_masked\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"@functools.lru_cache(maxsize=None)\n",
"def compute_pi(pop_query, seq_id, window_size):\n",
" print(f'compute_pi: {pop_query}; {seq_id}; {window_size};')\n",
"\n",
" # compute allele counts\n",
" pos_masked, ac_pop_masked = compute_ac(pop_query, seq_id)\n",
" \n",
" # setup genome accessibility array\n",
" pos = callset[seq_id]['variants/POS'][:]\n",
" site_mask = callset[seq_id]['variants/filter_pass'][:]\n",
" seq_len = len(genome[seq_id])\n",
" is_accessible = np.zeros(seq_len, dtype=bool)\n",
" is_accessible[pos - 1] = site_mask\n",
"\n",
" # setup windows\n",
" windows = allel.equally_accessible_windows(is_accessible, size=window_size)\n",
"\n",
" # compute pi\n",
" pi, _, _, _ = allel.windowed_diversity(\n",
" pos=pos_masked, \n",
" ac=ac_pop_masked, \n",
" windows=windows, \n",
" is_accessible=is_accessible\n",
" )\n",
" \n",
" return windows, pi\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"def analyse_nucleotide_diversity(pop_defs, seq_id, window_size, track_height=2.5):\n",
" n_pops = len(pop_defs)\n",
" \n",
" # compute results for all pops\n",
" results = dict()\n",
" for pop in pop_defs:\n",
" windows, pi = compute_pi(pop_defs[pop]['query'], seq_id, window_size)\n",
" results[pop] = pi\n",
" \n",
" # genome plots\n",
" fig, axs = plt.subplots(nrows=n_pops, \n",
" ncols=1, \n",
" figsize=(9, track_height * n_pops), \n",
" facecolor='w',\n",
" sharex=True,\n",
" sharey=True)\n",
" palette = sns.color_palette(n_colors=n_pops)\n",
" for i, pop in enumerate(pop_defs):\n",
" ax = axs[i]\n",
" x = windows.mean(axis=1)\n",
" y = results[pop]\n",
" ax.plot(x, y, marker='o', mfc='none', linestyle=' ', color=palette[i])\n",
" ax.set_xlabel(f'Contig {seq_id} position (Mbp)')\n",
" ax.set_ylabel(r'$\\theta_{\\pi}$')\n",
" n_samples = len(df_samples.query(pop_defs[pop]['query']))\n",
" ax.set_title(f\"{pop_defs[pop]['label']} (n={n_samples})\")\n",
" if i < n_pops - 1:\n",
" ax.set_xlabel('')\n",
" else:\n",
" ax.set_xticklabels([str(x//1e6) for x in ax.get_xticks()])\n",
" ax.grid()\n",
" fig.tight_layout()\n",
" \n",
" # distribution plots\n",
" fig, ax = plt.subplots(figsize=(1.5 * n_pops, 4))\n",
" sns.boxplot(x=[pop_defs[pop]['label'] for pop in pop_defs], \n",
" y=[results[pop] for pop in pop_defs], \n",
" orient='v', ax=ax)\n",
" ax.set_ylabel(r'$\\theta_{\\pi}$')\n",
" ax.grid(axis='y')\n",
" ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha='right')\n",
" ax.set_title(seq_id)\n",
" fig.tight_layout()\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x360 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 352,
"width": 639
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 216x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 281,
"width": 207
}
},
"output_type": "display_data"
}
],
"source": [
"analyse_nucleotide_diversity(pop_defs, 'KB663610', 50_000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Watterson's theta (density of segregating sites)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"@functools.lru_cache(maxsize=None)\n",
"def compute_theta_w(pop_query, seq_id, window_size):\n",
" print(f'compute_theta_w: {pop_query}; {seq_id}; {window_size};')\n",
"\n",
" # compute allele counts\n",
" pos_masked, ac_pop_masked = compute_ac(pop_query, seq_id)\n",
" \n",
" # setup genome accessibility array\n",
" pos = callset[seq_id]['variants/POS'][:]\n",
" site_mask = callset[seq_id]['variants/filter_pass'][:]\n",
" seq_len = len(genome[seq_id])\n",
" is_accessible = np.zeros(seq_len, dtype=bool)\n",
" is_accessible[pos - 1] = site_mask\n",
"\n",
" # setup windows\n",
" windows = allel.equally_accessible_windows(is_accessible, size=window_size)\n",
"\n",
" # compute theta w\n",
" theta_w, _, _, _ = allel.windowed_watterson_theta(\n",
" pos=pos_masked, \n",
" ac=ac_pop_masked, \n",
" windows=windows, \n",
" is_accessible=is_accessible\n",
" )\n",
" \n",
" return windows, theta_w"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def analyse_watterson_theta(pop_defs, seq_id, window_size, track_height=2.5):\n",
" n_pops = len(pop_defs)\n",
" \n",
" # compute results for all pops\n",
" results = dict()\n",
" for pop in pop_defs:\n",
" windows, theta_w = compute_theta_w(pop_defs[pop]['query'], seq_id, window_size)\n",
" results[pop] = theta_w\n",
" \n",
" # genome plots\n",
" fig, axs = plt.subplots(nrows=n_pops, \n",
" ncols=1, \n",
" figsize=(9, track_height * n_pops), \n",
" facecolor='w',\n",
" sharex=True,\n",
" sharey=True)\n",
" palette = sns.color_palette(n_colors=n_pops)\n",
" for i, pop in enumerate(pop_defs):\n",
" ax = axs[i]\n",
" x = windows.mean(axis=1)\n",
" y = results[pop]\n",
" ax.plot(x, y, marker='o', mfc='none', linestyle=' ', color=palette[i])\n",
" ax.set_xlabel(f'Contig {seq_id} position (Mbp)')\n",
" ax.set_ylabel(r'$\\theta_{W}$')\n",
" n_samples = len(df_samples.query(pop_defs[pop]['query']))\n",
" ax.set_title(f\"{pop_defs[pop]['label']} (n={n_samples})\")\n",
" if i < n_pops - 1:\n",
" ax.set_xlabel('')\n",
" else:\n",
" ax.set_xticklabels([str(x//1e6) for x in ax.get_xticks()])\n",
" ax.grid()\n",
" fig.tight_layout()\n",
" \n",
" # distribution plots\n",
" fig, ax = plt.subplots(figsize=(1.5 * n_pops, 4))\n",
" sns.boxplot(x=[pop_defs[pop]['label'] for pop in pop_defs], \n",
" y=[results[pop] for pop in pop_defs], \n",
" orient='v', ax=ax)\n",
" ax.set_ylabel(r'$\\theta_{W}$')\n",
" ax.grid(axis='y')\n",
" ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha='right')\n",
" ax.set_title(seq_id)\n",
" fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"compute_theta_w: location == \"Chamkar San\" and year == 2014; KB663610; 50000;\n",
"compute_theta_w: location == \"Chean Mok\" and year == 2014; KB663610; 50000;\n"
]
},
{
"data": {
"image/png": 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RUbPq27cvzp07h7Nnz2LQoEGN8h1XrlzBiRMnMHToUGzYsEGnL7vo6Gjs27evUb5X25IlS3DkyBFs2LABTk5OWLhwoc77d+/exY4dO9CtWzdERUXphBuXL19GZGSkwc81VwWbSCTC6NGjER4ejn//+984e/Ysxo4di+rqaqxbtw7e3t745ZdfdILGu3fv1quJaH1pvktT4WbM1q1b8dlnn6FPnz7YsGGDXpUmAHTs2BFisRh37twx+BmaPuWM9QFYl/LycqSnpyM9PR3du3c3OI2mGezRo0f1qvGKiorg7u5utJ9FbZomzEVFRQ1a1poepY+/5ORkAMC8efMMThsZGYnIyEhMmTIFn3/+OQB1JW1CQgLu3bun14xcM7iKdt+XGpr1fZSwm4iI6HHD4I+IiIia1eTJk7Fhwwb89NNPeOWVV3T6ZatJLpeb3JedtoyMDADAiBEj9IIVUwdUeFROTk5Yu3Yt3njjDXz33XcQiUT4y1/+IryfmZkJlUqFwYMH61U0NdUyAhAG8NA0jS0sLERpaSmGDBmiF7g09nL96U9/AmB4oAeNbdu24aOPPkJwcDA2btyo06egNolEguDgYFy5cgW5ubk6I/tWVVXh7Nmz8PLyEgaXqC9HR0ejg3mcPHkSBQUFmDRpEhwcHPSWUSaTIS8vz2D/jYYEBgYCqH271Mej9PHXp08fvWbzgLr598mTJ9G1a1f06tULffv2Fd576qmnkJCQgDNnzuD555/Xme/06dMAYHBbaEJBzX5BREREdWPwR0RERM2qS5cuCA8Px6ZNm/DGG2/g22+/1QllAKC4uBhr165Ft27dMHny5Hp/R7t27QCog6pZs2YJryckJCAqKurRVqAeJBIJ1q1bh/nz52P16tWws7PDggULdJYxPj4eKpVKqOS7desWvv/+e7MtQ0ZGBmJiYjB58mS9AOr+/fvYtWsXAAgj4np6ekIikeDq1as6/c/l5+fj66+/NttyGfLkk09CJBLhypUrBt+PiorCRx99hJ49e2LTpk11NjUNCwvD5cuX8fXXX2PFihXCNt68eTPu3buHBQsWNLiCUiKR4JNPPjH43uzZs1FQUCD0hVfT1atXUV1dbdLAGIA6+HJ1dTW6XerrUfr4mzBhAiZMmKD3+tmzZ3Hy5EkMGjQI77//vs57U6ZMwaZNm7B+/Xo8/fTTwu926dIlHD9+HH379kVAQIDeZ2rWt3///g1aViIioscRgz8iIiJqdm+//TYqKiqwY8cOjBkzBkOGDBH6+0tPT0dsbCwqKiqwdu3aBn1+r169EBQUhAMHDqCgoADBwcHIzMzEsWPH8PTTT+Pw4cPmXJ1aSSQSrF+/HvPnz8c333wDsViMefPmwcfHB2PGjMGRI0cwbdo0DBgwAPn5+Th27BiGDh1qtmUsLS3Fv/71L6xcuRL9+vXDE088AXt7e+Tk5ODYsWMoLy/H0KFDMX78eADqUYCnT5+OiIgITJ48GSNGjEBRURGOHz+Op556Crdu3TLLchni4eEhNAWvrq7W6bcvLi4O//znPwGom4v/+OOPevNrN0kFgGnTpiE6Ohq//PILMjIy0K9fP6SlpeHo0aP405/+hNdff13vM1asWCEMJnHz5k0AwIcffiiMlvvuu+8+ctPTuLg4AMDo0aNNml4sFmPkyJE4ePAgCgsLa62StUQBAQF44403sGbNGkyaNAljx45FcXExDhw4AIlEguXLlxucLy4uDq1bt0bv3r2bdoGJiIisGIM/IiIianb29vZYvnw5Jk6ciKioKFy4cAGxsbEAgPbt22PixImYPn26wVFiTWFnZ4fvv/8eX375JU6fPo0rV64gICAAn376KXx8fJo0+AMAZ2dnfP/995g3bx6++uoriMVi/PnPf8bnn3+Odu3a4ffff8fWrVvRsWNHLFmyBCNHjjTbMgYEBOC7775DTEwMrly5gsTERJSWlsLV1RXBwcF47rnnMG3aNJ0m0W+//TZcXV3xyy+/YNu2bfDx8cHMmTMxf/58YXCQxvLiiy9i2bJlOHPmDIYPHy68npOTIzRH3rJli8F5tZukAur9YP369Vi/fj3++9//YvPmzWjdujVmzZqFv/71rwYrBg8fPoysrCyd1/bv36/zHY8a/O3fvx/BwcEGR4o25qWXXsKvv/6K6OhozJw585G+vzm89dZb8PX1xZYtW7Bt2zZIJBKEhoZiyZIlBqv98vLycP78ebz66qtC6EpERER1E6k0V0xERERERBamsrISY8eORXBwcKMOJNJcLl68iBkzZuCLL77ApEmT6jXvtGnToFKpsHfv3kZaOsuxbt06/Pvf/8bBgwfRoUOH5l4cIiIiq1H3sGFERERERM3EyckJixYtwu+//47U1NTmXhyz0/RdOXHixHrP++677+Lq1as4fvx4IyyZ5SgrK0NERASmT5/O0I+IiKie7JYb60SDiIiIiMgCdOvWDY6OjnBxcUHHjh2be3HMpqysDLm5uXj11Vf1BrQxhZ+fH1q3bg17e3t07dq1EZbQMty+fRsuLi547bXX4Ozs3NyLQ0REZFXY1JeIiIiIiIiIiMgGsakvERERERERERGRDWLwR0REREREREREZIMY/BEREREREREREdkgBn9EREREREREREQ2iMEfERERERERERGRDWLwR0REREREREREZIPsm3sBSFdgYGBzLwIREREREREREVmY1NTUes/Dij8iIiIiIiIiIiIbxIo/C9WQFNcSJScnAwC6d+/ezEtCpIv7Jlky7p9kybh/kqXivkmWjPsnWTLun5bvUVqHsuKPiIiIiIiIiIjIBll1xZ9CocAPP/yAXbt2IScnB23btsXUqVMxb9482NvXvWoymQzfffcd9u/fj/v376NDhw6YNWsWZsyYoTetsXS1S5cuOHTo0COvCxERERERERERkTlZdfD30UcfYceOHRg/fjzmzZuHxMRErF69GpmZmfj000/rnH/RokWIiYnBiy++iODgYJw+fRoffvghCgsL8Ze//EVv+uDgYMyePVvnNVdXV7OtDxERERERERERkblYbfCXmpqKnTt3YsKECfjmm28AAC+88AJcXV2xceNGTJ8+HSEhIUbnP378OE6ePInXX38dS5cuFeZfvHgx1q1bh7CwMPj4+OjM0759e0yaNKnxVoqIiIiIiIiIiMhMrLaPv+joaKhUKr0KvDlz5gAADhw4UOv8+/fvBwC9+WfPno2qqiocPnzY4HxyuRxlZWUNXWwiIiIiIiIigUKpQvydQhxPzUf8nUIolKrmXiQisiFWW/GXlJQEsViMoKAgndd9fHzg4+ODxMTEOudv27atXlVfcHAwxGKxwfljYmLQu3dvKBQKtGnTBhMnTsSiRYvQokULk5a5PqOwaEbVsXYVFRUAbGd9yHZw3yRLxv2TLBn3T7JU3DfJkhnaPxVKFX5OLsKvycXIL6sWXvd2scfz3Vthcnc32IlFOp+jUKpw/V4lSiqVcHUSo6unk940RPXF86dts9rgLz8/Hx4eHnB0dNR7z9vbG3l5eXXO/8QTT+i97ujoCHd3d735e/XqhXHjxqFjx44oLi7GkSNHsHnzZiQkJGDLli1wcHB4tBUiIiIiIiKix4JCqcKKmHycSle3JvN2sUcHNwdkFFUhv6waGy/cR2pBJZYN84adWNSgkJCICLDi4K+iosJg6AcATk5OkMlktc4vk8nqNf9PP/2k8/+pU6fik08+QWRkJH799VdMmzatzmVOTU2tcxpNVWD37t3rnNYaaJ4Y2Mr6kO3gvkmWjPsnWTLun2SpuG+SJau5f/4n5iZOpZfBVWKPlWG9MLaHD8RiEZRKFX67lod3dl/GqfQyDLsnwdzQLli0Ix4HEu8DAHzdnRHg3RJp+aXIklZg44X7yKl0wuqX+zD8owbh+dO2WW3w5+TkhPLycoPvVVZWwsnJqc755XJ5g+cHgAULFiAyMhJnzpwxKfgjIiIiIiKix5tCqUJE7G0AwMqwXhgX1FZ4TywWCf9fsPUiImJvQ6lS4UBiTq0h4YHEHPTu4I7Xh/k3xyoRkQWz2sE92rZti8LCQoPhXX5+vl7ffTX5+PggPz9f73W5XA6pVFrn/ADg6ekJiUQCqVRq+oITERERERHRY+tKphRZ0gr4eThjbA/D951je/jA191ZXdF36iaAhyGh+EFVnyYkXBnWCwAQEXubA4MQkR6rDf569uwJpVKJpKQkndfz8vKQl5enN+hHTUFBQcjNzdXryy8xMRFKpbLO+TXfJZPJ4OnpWf8VICIiIiIioseOtKIKAODv1VII8WoSi0Xw93IBABSUyk0OCa9ksiiFiHRZbfA3YcIEiEQibNmyRef1yMhIAMBzzz0nvHbnzh2kpaXpzQ9Ab37NQB3jxo0TXissLNT7fpVKhW+//RYAMHLkyEdYEyIiIiIiInpcuDurB4ZMyy+F0kiFnlKpws2CMuH/poaEmlCRiEjDavv469atG1588UVERUVBpVJhyJAhSEpKQlRUFKZMmYJevXoJ04aHhyMrK0tncI1Ro0YhNDQUGzduRElJCYKCgnDmzBkcPHgQCxcuRNu2D/tZWLduHa5cuYIBAwagXbt2KCkpwdGjRxEfH4+RI0fqhIRERERERERExoT4uQsVer9dy9Pp40/jt2t5yJJWwKulEwpKK4WQ0FD4px0SakJFIiINqw3+AOCDDz6Ar68vdu3ahd9//x3e3t5YuHAh5s+fb9L8a9aswerVq3HgwAHs2bMHHTp0wAcffIAZM2boTNe/f3/cuHEDe/bsgVQqhYODA7p06YL3338fM2fOhFhstYWTRERERERE1ITsxCKED+6MT6KT8c7uywBgcMAOAPjz0C6IjEs3KST0dXdGiJ97k64LEVk+qw7+7O3tMX/+/DqDvmPHjhl83dnZGcuWLcOyZctqnX/06NEYPXp0g5eTiIiIiIiISGNuaBckZEhxIDEHC7ZehK+7M/y9XHCzoAxZ0goAwLPB7fDnof4Qi0QmhYThgzvDzkhzYCJ6fFl18EdERERERERkbezEIqx+uQ96d3BHROxtZEkrhMDP190Z4YM7Y25oF9iJRSaHhHNDuzTnKhGRhWLwR0RERERERNTE7MQivD7MH3NDu+BKphTSiiq4OzsgxM9dp3KvPiEhEVFNDP6IiIiIiIiImomdWIQ+HT3qnMaUkJCIqCYGf0RERERERERWwJSQkIhIG4ejJSIiIiIiIiIiskEM/oiIiIiIiIiIiGwQgz8iIiIiIiIiIiIbxOCPiIiIiIiIiIjIBjH4IyIiIiIiIiIiskEM/oiIiIiIiIiIiGwQgz8iIiIiIiIiIiIbxOCPiIiIiIiIiIjIBjH4IyIiIiIiIiIiskEM/oiIiIiIiIiIiGwQgz8iIiIiIiIiIiIbxOCPiIiIiIiIiIjIBjH4IyIiIiIiIiIiskEM/oiIiIiIiIiIiGwQgz8iIiIiIiIiIiIbxOCPiIiIiIiIiIjIBjH4IyIiIiIiIiIiskEM/oiIiIiIiIiIiGwQgz8iIiIiIiIiIiIbxOCPiIiIiIiIiIjIBjH4IyIiIiIiIiIiskEM/oiIiIiIiIiIiGwQgz8iIiIiIiIiIiIbxOCPiIiIiIiIiIjIBjH4IyIiIiIiIiIiskH2zb0ARERERERERE1JoVThSqYU0ooquDs7IMTPHXZiUXMvFhGR2TH4IyIiIiIiMoIBkW1RKFXYdPoWImJvI0taIbzu6+6M8MGdMTe0C39fIrIpDP6IiIiIiIhqsKWAiOGlmkKpwqId8TiQmANA/VsGeLdEWn4psqQV+CQ6GQkZUqx+uc9juX2IyDYx+CMiIiIiItJiKwFRY4WX1hokbjp9CwcSc+AqscfKsF4Y28MHYrEISqUKv13Lwzu7L+NAYg56d3DH68P8m3txiYjMgsEfERERERGRFlsIiBojvLTmKkiFUoWI2NsAgJVhvTAuqK3wnlgsEv6/YOtFRMTetuh1ISKqDwZ/RERERERED9hKQGTu8NLaqyCvZEqRJa2An4czxvbwMTjN2B4+8HV3Rpa0AlcypejT0aOJl5KIyPwY/BERERFZGWttZkdkDWwhIGqM8NLaqyClFVUAAH+vlhAbWVexWAR/LxdkScKUG+EAACAASURBVCuE6YmIrB2DPyIiIiIrYc3N7IishS0EROYOL22hCtLd2QEAkJZfCqVSZfC3VSpVuFlQpjM9EZG1Y/BHREREZAWsvZkdkbWwhYDI3OFlfYPE+DuFsBOLLKoqOcTPXVi+367l6YSXGr9dy0OWtAK+7s4I8XNvhqUkIjI/Bn9EREREVsDam9kRWQtbCIjMHV6aGiR2adMCWdIKzN9yEffK5MJ7llCVbCcWIXxwZ3wSnYx3dl8GAIPnUQAIH9y52YNKIiJzETf3AjwKhUKBDRs2YMyYMQgKCsLo0aOxdu1aVFdXmzS/TCbDypUrMXz4cAQHB2PChAnYvn17nfPdv38fAwYMQGBgILZu3fqoq0FERERUK0PN7DQ335pmdivDegEAImJvQ6FUNdeiElk9TUAEAO/svoxDSblQPjimlEoVDiXlYumuBABA6BNtcCVTanHHXM3w0pD6hJc1g0RDqqqVuJguBQDcK5PD190Zw/7kJSzHJ9HJWLQjvlm31dzQLng2uB1KZNVYsPUihn5xHLN/OIuhXxzHgq0XUSKrxrPB7TA3tEuzLSMRkblZdcXfRx99hB07dmD8+PGYN28eEhMTsXr1amRmZuLTTz+tc/5FixYhJiYGL774IoKDg3H69Gl8+OGHKCwsxF/+8hej83322WeQy+VG3yciIiIyJ2PN7LQH+fB2dUJ7N4nFDjZAZE3mhnZBQoYUBxJzsGDrRfi6O8PfywVp+aXILpIJ00VdyEDUhQyLqGjTZu7qNlOqIN/bm4iKKgVEAP49sy/G9WxrcVXJdmIRVr/cB707uAt9pWr6S7W035CIyFysNvhLTU3Fzp07MWHCBHzzzTcAgBdeeAGurq7YuHEjpk+fjpCQEKPzHz9+HCdPnsTrr7+OpUuXCvMvXrwY69atQ1hYGHx89PuviIuLw/79+7FkyRJ89dVXjbNyRERERFpqNrMzNsiHk726Mcf9Mj6gJHoUtQVEGpbez6ax8PJmQZmwLqZWt9UVJB5KysXeS5kAgKl9fTEhuJ0wr6UN/mEnFuH1Yf6YG9qFo6MT0WPBaoO/6OhoqFQqzJ49W+f1OXPmYOPGjThw4ECtwd/+/fsBQG/+2bNn4+DBgzh8+DDmzJmj855cLsfy5csRFhaGXr16mWlNiIiIiGqn3cyuqlqJxVEJRgf5AIAfTt/CiEBv3sQSPYKaAdHO8xmIOp9hNf1smru6zVCQ2KVNC6TmlqKgtBIA4Oxgh8+nGr4Hq88owoZoVzibI6izE4tYGU1EjwWrDf6SkpIgFosRFBSk87qPjw98fHyQmJhY5/xt27bVq+oLDg6GWCw2OP/69eshlUrxt7/9DX/88Ue9lzkwMNDkaZOTk+v9+ZaookJ9cWEr60O2g/smWTLun1STg1IFbxd7ZEkr8MbmU/g9rRQuDmIsGeKFQR1bQCwS4fRtET45WQERgNi0e/hs7/8wraf5Bx3g/kmWqjH3TQelCsevqcP2vw70RCe7QqSmFgrvd7JTv/7xiTz85+R1DPKUWUzwHuoFDJrYFtfvVaKkUglXJzG6ejrBTlyJP1JT6vVZb/SWoJ1Ta/xyrchgFaRCqcSKn89icnc3g+vv0wLIkgKJqTchKWth0ncqlCr8nFyEX5OLkV/2sC93bxd7PN+9ldHvsjQ8d5Il4/5p26x2cI/8/Hx4eHjA0dFR7z1vb2/k5RnuxFZ7fm9vb73XHR0d4e7urjf/zZs3sWHDBixduhQeHnwyRERERE3HTizC891bAQCOppUCABYPaYMhnVwAAGfSy/Bt7F0AwKiAlgCAX5OLLW7AASJrdf1eJfLLquHT0h6DOhoOrAZ1bAFvF3vkl1Xj+r3KJl7C2tmJRejmJcFTfi3QzUvS4KDMTizC5O5uCPSSCK95ONshsI0TAECuUGHjhftYEZOvd/5RqlTILFJ3W+DqZNptqEKpwoqYfGy8cB/5ZdXwdrHHk+2dhe288cJ9vH8kB2czypBSIOM5j4jIAKut+KuoqDAY+gGAk5MTZDKZwfc0ZDJZveb/5z//iR49eiAsLKxhCwx1v4R10VQFdu/evcHfY0k0TwxsZX3IdnDfJEvG/ZMM+X+BKlwrPIvYtHsAgM3xxYjJUur11/XtS70x4ssTyJJWoMq1HYLM3JSN+ydZqsbcN3PF+QCyEdjeAz179DA6XWBcCfKv34W7jy+6B+oXGdiC/8TcxOn0Mp0mzyoAQ784hmypDBIHMU6ll2HYPYlOk+dDSbnIL7sFX3dnPB/a26Tw8T8xN3GqxneJxSJUVSvx3t5E7L2Uicu5MlzOVd+7WfIAHTx3kiXj/mnbrLbiz8nJyejIupWVlXBycjLb/Pv27cPFixexfPlyiESW9QeEiIiIHg92YhFee9AJv5O9GNlFMpy6fhdZ0gr4ujvj/QndsfrlPnCwF8PfS10JqBkUhIgejXY/m0ojVWVKpQo3C8p0prc1CqUKEbG3AQArw3phXJB65F47sQivDlafn0RQ3y9tPnMLCqVKGPyjPqMI1/ZdCqUKi6MSsOdSJjS/hJO9WOg/8JPoZCzaEc/qPyKiB6y24q9t27a4efMm5HK5XuVefn4+fH19a53fx8cH+fn5eq/L5XJIpVKh7z+5XI4VK1Zg9OjRcHFxQXp6OgAITYELCwuRnp4OHx8fSCQSvc8jIiIiMoUpHde3dlFf87Rp6YTVL/dGsaxab9rHIXwg22HuARsaS4ifuxAs/XYtTxilVttv1/KEID7Ez/z9a1qCK5lSZEkr4OfhjLE9dPtK1x78AwCyi2SYti4WBSWV9R5FuLbv2nT6Fg4k5sBVYo8vpoXgo/3XkF0kw+qXe6OgRG5xg6wQWQOFUoXr9yqRK8636HMxNYzVBn89e/bE6dOnkZSUhL59+wqv5+XlIS8vD88880yt8wcFBWH//v3Iy8vTGeAjMTERSqVSGDREJpOhsLAQhw8fxuHDh/U+Z82aNVizZg0iIyMxYMAAM60dERERPS4UShU2nb4ljLqpYajJmnb4UFAif2zDB7J+9dnvLYGdWITwwZ3xSXSyULlmaFRfwPSKNmukqSL292oJcY111B5F+MvfUlFZrURChhRAw35XQ99lqApw+7k7yC6SoVhWLZwTF2y9iIjY24+0H1lLKE30KDTn4v+czHgweE42AMs9F1PDWG3wN2HCBGzYsAFbtmzRCf4iIyMBAM8995zw2p07d1BVVYWAgACd+ffv348tW7Zg6dKlwutbtmyBg4MDxo0bBwBwdnbGqlWr9L7/xo0b+O677xAWFoahQ4eia9euZl9HIiIism0KpQqLdsQLFTK+7s4I8G6JtPxSoclaQoYUq1/uA7sHzekYPtCjsIQwo777vaXQrmhbsPUifN2d4e/lotfP5tzQLhaxnRtDzSbPhsK/10K7YPOZW8gukuHvz3bHk508GrT+hr6rZhWgoQrnsT18hAckVzKl6FPPfk6tLZQmaqia52JvF3t08/Ww+HMx1Z/VBn/dunXDiy++iKioKKhUKgwZMgRJSUmIiorClClT0KtXL2Ha8PBwZGVl6QyuMWrUKISGhmLjxo0oKSlBUFAQzpw5g4MHD2LhwoVo21b9tEg7BNR29uxZAOrOLw29T0RERFQX7SZr2h3Xa4d4NZus1Sd8INKwpDCjIfu9JdCuaNNsR8221GzHVwZ3tpjt3BhMbfKcXSSDr7szXh3S8PU19F01qwAPJeXqVTiLxSL4e7kgS1pR735OrTWUtma2GpJbA+1z8V8HemJQxxbo2aOHxZ+Lqf6sNvgDgA8++AC+vr7YtWsXfv/9d3h7e2PhwoWYP3++SfOvWbMGq1evxoEDB7Bnzx506NABH3zwAWbMmNHIS05ERESPO0NN1jTEYpHRJmumhA/WHi6QeVlSmNHQ/d5S2IlFeH2YP+aGdtELKwBYzHZuLE1VdawJg0K7tkHU+QzhM71d1QMwpuWXIjoxB8v2XNH7rkfp59RaQ2lrZEkPIx5HNc/FnewKhfes4VxM9WPVwZ+9vT3mz59fZ9B37Ngxg687Oztj2bJlWLZsWb2/e8CAAToVhERERET1UVsn+RrGmqzVFj7wwpxqsqQw41H2e0tiJxbpLdd/Ym5azHZuTI1ZdWwsDCqRVWPB1oto7yaBk70YWdIKvLntEgBgcIAnXhncWZi2of2cWnsobU0s6WHE46rmuTg1tVBvGms4F5NprDr4IyIiMgWbkZAlqq2TfI26mqwZCh+ItFlamGGO/d4SWdp2bkyNVXVsLAy6kVeC7CIZAAj/aotNu4eRX57AK4M6wa91C4NVgJrPr+1awFZCaWtgSQ8jHlfmOBfz+tp6MPgjIiKbxWYkZMnq6iQfML3JGi++yZjGCjMaus+Zc7+3JI9baNQYVcd1hUFv/xSPMrlSf1lEImRJK/DpwRThNe2KQ1OvBWoLQrT39zaujlYVSluaxykkt2Q1z8WGGDsX8/ra+jD4IyIim8RmJGTpTO0kv7Yma7z4prqYO8x41H3OHPu9JbKUSsamfghgrqpjU8KgI9faY8+lTIgAfPdyH2RLK/BjXLrOfggA/Tp5YGpfX1zJlKJnezcsiUrQuRbw93JBSk6JcC0Qf6cQ383oazCUNra/A8DJ1HwM6+pV5/bV/CaJmeVwdRLjT4Gqx/q8/LiF5Jaq5rm4k53+NIbOxby+tk4M/oiIyCaZ2ozEy9UJwwO9WCVFTa62TvKrqpXYePoWVh/9AwAwZ1AnvX2TF99kCnOGGebY55pqcIim1tyVjNb+EKCuMEihVCHu5l0AgAqAr4cznuvVHq8N9ceVTCnul8mx9X/pOJ5agAvphXjtxwsAgFYSexTLquEqsceKqSHILCzHj3HpKCitFD47OikXlZEXsG7WkzpByJgePnr7u5uzA67lFAMAImLTUVAiN7i/K5QqxN8pxK6LmTiWnIeCUrnw3pexhVbxmzQWSwnJH3c1z8WaUX0B1HouZjNt68Tgj4iIbE5dlQNjevhgbI+22HMpExGxt4VpreUGiWxHzU7y27tJ4OQgxp17FVCoHja9iYxLh1gk0tk3efFNpqhZ1fEoYYa59rnGHByiuTRnJaMtPASoKwy6kilFtlQGJ3sxKquVwvR2YhFC/NyxaEc8jqcWCNP36eCOvGKZ0CdgV6+W2H8lG9FJuQAebqOkrCLcL5PjaEo+Fu+Mx5xBnfDZwRS8s/syxvZoK+zvX0wLgQoQ+g+c1tcXv13LE/Z3TZPn+2VynLpegMNXc5FT9DBctBOJ0M7VHnKFymp+k8bS3CE5PaR9Lv74RB68XewRGFdi9Fzc2M202W1J42HwR0RENqe2yoGaN0iA+gYhv6Tysb8Yp6an3Un+5jO3dDqutxOJ0MmzBSqrlXr7JoBHuvjmxfXjo2ZVR33CDO3wzpw3fI01OERzas5KxvoEspY6EnhdYVDNqi/tMEh7/f08nJGcU4JFo7vCTeKAqetiIRIBlzKkQAb0tlF1tRL9Pz2K++VyRCflolcHdzwb3A4HEnOw51ImAMDPwxkfH0jWCUK+COuFMdfysGDrRXx37Do2x95CtlR/4BE7sQhuEgfcL5cjs7gKoR1bYPnkECzbc+WxfTBjq839rZH2ufg/J68jv6wa+dfVlbWGzsWN2WesNVcsWwMGf0REZHNqqxwwdoMwvKsXq6SoWWg6yVeqVPjsYAqcHe2w6Okn8OdQfzjYiw3evPfr7NGgi29eXD+etKs6TA0zaoZ35r7ha4zBIcytvgF5c1QymlLh/uaIJ7DiUAq+/f0PvQcM5jr2H/VhQl1hkCboq6xWor2bRKe/Mc36fzEtBB8fSBam11wLdGrdArfvlQMAPpsarPPZ9vZi9PRthVMPwo7IuHQcXzoCXq5Owucm55QA0N9Wo7p5w9nBDsWyahTLqoVmxdp6+7lj57yBOJqSj7ej4nH6TjmGF1ZgZVivx3bwCltt7m/Jajs+NefiQZ4yXL9XCXcfX6PHcGM007aFimVrwOCPiIhsjrHKgdpuEDiSHDUnhVKFyLh0AMA3L/autZpqQ8xNlFV2BAB0aeNi8sW3LVxcs1KxYTRVHaaEGcbCu8bql8tcg0OYU0MD8uaoZDQWyBpahzK5AmVyBdycHRDi5yYEko9y7Dd0Wxk6lmsLg3KkMoig7t9vUICnwUBaBQhVYj3bu+HTaPXfeE3oBwDLf72KHKlMWC7tJqVerk7IklbganYRhgd6ISL2Nvp0cMei0V0Nnm8iYm+jokoBAHhzZAB+js9Csawa7z4TiC8Op0IkAi7eKURE7G28PswfmZle+PhEHiJib+PE0hGP9eAVttjc3xKZcnwC6uMoMbsCrk7iWgesaYxm2uy2pGkw+CMiIptjrHLA2A2CdjOSx30kOQYrzcOUju3v3CuDnUiEgtJKfHv0OgAg9sY9bDiZhteG+uv9TjUvvq354pqVio/OTiwyKcwwFt5p3/BdTL+PYlm13vy20C/XowbkTV3JaCiQrbkONSvRiiqq0ErigBNLR+BoSn6Dj/2GbKvajuU5gzphQlBbRCflGg2DAHUz0ENJuRjbw0dY/1YSB6HJ+pxBnXRG8tV2t1Sus1xHtJqU+nu5oKCkUvjNACC/pBLDu3oZHBF7c+wt4f+dWrdAtlQGPw9ndGvrCgDo3rYVruUUCw8SB3VsAW8Xe2RJK5CUXdQog1dYy99wW2zub2lMOT73XspEkaxKp5l6bYPPGLu+1t7vNCNmm9JMu7H7DKSHGPwREZHNMdaMxNANQs1mJI/rSHIMVppXbdVUhvql7NneFSk5pVCoVPj0YAouZxbpBRHafST1bO+GhdvjAVjfxbUlVCpay810XeoKMwDj4V3P9m5oJVGHFtPWxQmva58jjthAv1zmCsibqpLRUAWO9jqsmBqCjw9cE4K/ZeMCsfZEmt46NOTYr++2qutY/uxgCiYEtcX/G98NkXHpemHQnEGdcDlDqhMMtnF1BABhcJpng9sBgLBcmoG8NN4Z2xXrY9TLLXEQ47dreQCA0d29sf+KerlcnezrbHqsGWwEANq7SdCmpRMA9Tncw0W9TEUVVWjvJhEeJEpEIvi5OSC/rBr3y+VmDcmt8W+4NTT3t2a1HZ+HknKxaGc8knMfVn63bQFkFFXV+ne15vW1UqkSRsquOUK8JgCvTWP1GUj6GPwREZFNMtSMxNANQs1mJLZQsVJflhCsWKqmCnxqaz6jffHuIBbjfrkcH08Oxvlb9/HpwRQA6pvcXn5umDc8wGAfSVezi6z24ro5KxWt8Wa6Ng3tVF+hVGFJVIIQHokAdG/XCtJyuXCOOJSUiz/y1TeRltQvV32OYWusPjE0arP2Ovi0chL69GvvJsG8YQHo0qalzjo0tDP++m4rU47l6KRc9OnogZh3Rxr83RRKFfpoHZPax+W0vr74bGoIRn55QliuMT18cLOgFPEZUgDAD6fT0cGjBa7lFGPPpSwAgLODHX580NUCAPx1ZwLCB3fWGeEX0G16fDQ5X5j+1SFd0PpB2JeWX4qg9m7C9uzezhXZRTJIK6rgrVIhs0j9kOePXNOrokz5Laz5b7glNve3drUdnyoA527fQ7VSBQDwaKGu/r1xPRVKlQoZyta1/l3Vvr5+c/sl4XU7kQgKlUr4/9GUfCzaEV/rftdYXUiQPgZ/RERkk2prRgKobxC+COuldzHyOI4kZ81NQBtLUwU+mlDifpkcXi0dDTaf0Vy8z+jfEd/H3BT2zRA/d1zOLBJu9lYcSsWpG3cN9pEUc70AgPVdXDdnENNcN9ONGTY3tFN9zTmipZMd/uTTCpfuFOJaTjF83Z3Ro10rJOcU4+KdQgCW0y9XQ45ha6w+qfmbvjniCWEdRnfzFroFANQBlbF+HOt77Nd3W8U/6OsOMP1YNrRtDVWJnUzNR0RsOn67locnvG/prP+Ra3m4/iCQBoD75XLcL5frfGZFlULoP9DFyU44vsf39Kmz6bGzgx3CB3eGWCwS1vVoSr7wm6Q86EuzlcQeccnlyC+rRusWjlh7Ig2AeUJy/g2nmgwdn5pzYs0BfgrLq/BJ9DWEBYhhZ8LfVc31taxKgaMpDwNwhUoFX3dnvDKoE/xatzBp5OrG6DOQDGPwR0RENquuG4Qx1/L0LpCX7koAAIQ+0QZXMqU23+TEGitcGltTBD7GQgkA+OvOeHzzUm+M69lWuHj3dHFEZNxtAMCYBxfxmovvXn5uWHEoFQqVShiZsma4Ya0X180ZxDT1zXRThc317VRf+xzx5Qu9MaaHj85yai9rK4k9vnmpd7OfIxp6DFtr9Yn2b7rikLoKuKyyGsO/PKEXUAH669CQY7++2yqhEUaF1rw/rKsXCkrkta7/hKC2UAE4mJSrXjYRoFRBCPxUD7ZRWaVC+I6DV/PwdKCXwabH7d0kKK1Uj+Z7NCUf44La6gSwK6aGoG9Hd1y6o640fD3yIooeBI6a4NEcITn/hpMhNY9PQ12GONmLoVKpIFeoEBGbjrQsFywb5g3AtGMx5UEz4WXjAtGtXSu9B1VikajO/a6uKnSFUoUNMTeRJa2AV0sn9GzvZp4N9Bhi8EdERDbP2A2C9k1vWn6pzhPQqAsZiLqQYbVN+kxljRUuja2xAx9jocSNvBJkF8lQWa3Em9suwdfdGW7O6ku1e2UPK1QiYm/jyLU8Yb+cNzwAMdcLcPrGPSwZ0xXDunrpBdYNbeLZlAxVujVXENPUN9NNWV1Y3071a54jxAYeqLhJHLBw+yVkF8lwNbuo2c8Rho5hFYDLGVIcS8nHpjO3DB7D1hqQa/+mG2JuoqC0EoXlVSgsrzIYUNVch4Yc+/XdVsoHzQrdWzjgspGHag09lmtb/5qjl9aseNIEfhVVClRUKYRjLymrCPfL5DiWWgCJgx2OLx2Bq9lFOuenTadv6VTPhg/ubLAJpEgE3Nc6h5vzuoJ/w8mQmsen9jnxlUGdseb4DfTv0hrJ2cW4WyaHk70Yp9LLEJhchKCedR+L2vvd/GEBBo9/U/Y7Y1XoKgA/nLqJ9TE3hWOnoLQSI788YdPX5I2JwR8REVk0czd7q6sJMNC0/eMYWr+mZK0VLo2lKQKfujrcXvJTAiqrlQ/2zYfztZLYo1cHd6EyS7NffvtSb9y6Ww5AHWxrX1xr719jengjIja9Xk08m0JtlW6a6saa4YJ2E+mCkkpczSoCoO6U3xwacjMd4ufe4HOVZp9o4WiHuaFdMDLQC707eEAENEp1YV2d6iuUKsTfKYS0ogpp+aUA9M8RNfvlCvBuKfRl1pxqHsNjevjgByPVtd8du45XBneGo70YgHUE5MZoftNXBnfGkM+PoqBUjtkDO2JEoDdOXS/QOfaVKhWypBVo7yZBTpHM6GBX2mr+reqp1Y9dXduqlcQeG2JuAgCSsooxZW2sEH698qAPUk2ArNnf6huqGlr/ZeMCMW9YgM46vT7MH/JqJVb+lgqxCJg1sBMi49L1zsfV1Ur0//Qo7pfL1f0Oxt6uta8zzYPELm1a6I2irFIBXi2d0LedA8YGuGLyMPNdS/BvOBmifS47lJSrc070cnXCmuM3cObGXTzI41FZrQQA7LwixbuTlbAXi2p9wGHO/a7mcdTeTQK5Qom7pQ/Dcq+WTnC0F1tFn5WWisEfERFZpMZs9lbzpnfn+QxEnc9o0v5xalu/8U84Y3L3pmnOYK0VLo2lsasn6goWJ4S0g1isbh7j4miHMvnDvqdWTAvB+OB2evulxEFscDAGQ/uXs4MdSmTVJjXxNJfawvu6Kt0iYm/D2cFOZ+ACQ30UaWg65X/UaoD63tTsPJ+BhdvjG3Suklcr8d0xdT9s5XIF1hy7gTXHbujMvzKsV6M01asZ3imUKvwn5qbBkOxyhhRV1Uo4PAjJtFnSOeL6vUrhGB7VzVtv//L3ckFKTgkKSitRLKvGK5vOYuufB8JOLGpwH4jmYK6HXHZiEUL83HE0JR9b/ncHW/53B4Dusa/51DK5Am9uU1emGTv25dVKfBp9Df+9nKNTeezr7oxubV2RJa0wuq00XWdoQjBN5/+tWzgKN/BfH/kDFVUKne9sJbFvcJM+R3sx5g0LwCfRyVh7Ig1d2rTUW641x9XHW6fWLYRBOrTPxwqlConZRWjnLhGa5dbW15mhB4nt3SQY27MthnZtg9Yujgjxc8cfqSnCfOZS199whVKFyxlSXMtWD2pmrocj9Ggae+Aw7XPZ0t2XUS5XaJ0T1ce8JvTzb+MiPGwslSsRvvkcZg3sVOsDDnNeOxo6jjRat3DEguH+CB/SBUlZRbVWbFPteOQTEZFBTTWaqbHvbopmb5obpIXb4wE0Xf84da3fxgsVSC2oRET37o2+zRurwkW7IutuaSXatHQSbn4s+QmtqYFPlzYtkCWtEAbNMHW9TA0W27tJhGBral8/7LmUiXf3XIFIpO6Yf1xQWyhVKry57RL2PhiZUhNE1LV/ARDCtNqaeD4qU8J7U5pVlzwIDZbuShAGljDGlPODKec2U29qNNVJUeczhHWrz7lKoVQhfPM5IRhp7ybBEz6uevN/+1LvRm+qV1cT9KKKKkzf8D/8tGCQRQ+KVFKprlzx92qJiNjbwv61YmoIMgvL8WNcOgpKK4Xp427ex7zIC9gwpx/sxCLMDe2C+DuFwoAOXq5O6NbWtdECcnM+5NL8htod7gPqwE07XNOMu1lUUWX0exRKFTaeuolvf7+uM6+TvRgSrfNHuwdVg8YeJgAQju8798rw6cEUyBUK+Ldxwc27ZaioUsDN2R6+7i2QnFMMFdRB4ZKohAb/jTelH0sAKK1UoKC0UjgfG/stxCIIA5T069xad9vWUT3b2Iz9DTe2LuZ6OEIN05QjxWsfBwBQUFKJsd+eFFoIAIC9WISlzwRibHcfjP3qKG4WyhGbdg8Xbt8HYLy/a3NfOxqr2H0t1B8/xt7GSK3+OjVqVmxT7Rj8EVGzaM5QiWrXUNma+wAAIABJREFUlBclxjRlp/rN0T9OXev3dlQ8TqWXYdPpW43+NNPcFS6a6pBfE7Jxv1y/aYel95loSvXED6duIi5NfVH8zZHr+ObIdZPXy9Rg0auVE7KLZGjT0hGfTw2GrEph8CYWUN/EDw7w1OnDypQwLXxwZwwP9GqUc7Ap4X38nUIkZKrbMtcVujs72KG0UqET+mkqIQHgyY4eSM0rRmmlAk72YoPnB1PPbQqlCgqlCp4u6qqkQ1dzMSG4nd46/nYtTwhnG3qu2nT6FmLT7gEAerRrhf1vhRqdv7Gb6tW237yz+wr2XMrExTuFeHf3ZawM66XTPH3pg3PEGCPn0MagfR3h6mQPkUiEq5nluF+hDlFv5JXgxoPRXFdMDcGBxByd/fFuaaXQvO1oSj7e2n4J307vgx9jbyMh42Eb+4KSShSUVArzmXtUb3M+5NL+DbWDzpo3zP06eeCNEQFo7eKInu3dcDW7CDHXC3S6m9BeLhGA7u1aQVouF/ohfbKjB/7IL0FOkQyjunkjJbfE6OAXmuNboVQJI5GXVpYJx3BJRTWuVagr0jSf+yh/4+vqx3LOoE74Me42sqXq49ffqyVUNda5tYsj7pfJhSpFAFhxKAU75+kH35rvbI6+8wz9DR/VzRuLoxJ0fj8VADdnBzaVbEZNPVK85jjwcnVCROxtVFYrhdDPw9kBbd0kSM4tEfoULih5+LdFrlDv88b6u26s6uir2UUoKJXDz8MZfw7119mP66rYptox+COiJmUJoRIZ19QXJcaWoSk71W/q/nFMWb/MTC98fCIPm8/cQt9OHiiWNW5AXt9RPo2tl6HqEEDdsfmD+yaLv+mo7Sl2zePDTiTC4Cc89frcq229TK0ky7yv3u5+Hs5Iyi7C1L6+8HJ1xJFr+To3sU72YlRWK/GaVmhl6vFz5Foe/vFcj0b5DUwJH6MfjK5pavWjxF4M2YOgBlDfyGr/7ThyLe9BE2l7VFbLdc4PppzbLqXfh3crCfZf0W3S+JdtlzC1ry8+nxoCB3uxXjNGoGHnKu3fCgDySmSIzyhE7w4esKsx/+YztyASqec1tSltfR6w1bXffBEWglt3S3HpjhR7LmUh5vpdBPq0xJXMIp2+zGoOPNPQisu61svYiNgadiKREMr6eTgjs7BcZ3/UVMu2a+WEymqV0I/brTWnkfxgpMqaN5kA0MvPzazXKebs29HYb/jaUH9he6fklGDFoRTkFMkwOKANVhxKxp9/vGCwCe/RlHwhMFo7s69eNwMX7xRiWl9f7LmUhZTcEr3BL5QqYNq6WJ3j204swjcv9cap6wUollULwb0SgJerE+YN9dc5lh/lb3xdlXhikQifRCcDAJKyivCfmJvCPjKjf0dsO5sOAHj3mT/h+5hbuF8ux/nbhU3yQK6+av4N1/QxqPn9VFD/Df/2pd44mpLf4Ienjf3Q3taLApp6pHhAfRz847ke+O1arhB0e7s64cyypyEWi2o9l3q1dEL39q0M3gMAQJ+O7niqswfO3y40W/ch2tfkDanYJuMY/BFRk7GEUIlq1xwXJTU1ZgWeoYvKpu7jzpT16+/njJaOYmQXyTBtXazwemMF5PUd5bOmmse2hnDToTKtIssS1PYU+4dTN3XWcdm4QMwbHlCv48PU5jGaG/HEzCJMWftwH2jvJkH44M4Y2rUNPFo4CiOptnZxBAAkZKj3rzYtHeHl6giFUqX3uzX2CI/1CR8BoEsbF53jTruZ+KnrBcK20A79XBztEDG3P/p29BDWT3u9vFyddNavrgFVFkfF4+DVPJ31cLQTQQWgSqHCnktZiE7MRb/OHnrNBRt6rtL8VmKRuq+le6VyTFsXp3PMac8PoNYmUzW322/X8oQbPc28xo7l2s5LmqAtp+jhOmtXwQHqSqIQP7daQ3BzPPirea7RjMaqzclOhEqFSvi/q5M9IuJuAwC+mBYCAMJgFnND/RFzvQCnrt8FACTnltQZVvcxU/Bj7r4djf2G2pVow7t6YUucevv3/tdvQsUjoN+EF1Cfv/08nPFMT/UxW/P4jUu7J+yfNUdzPp6qbm5c86Ha1Wx1WOzn4YxV03vjg1+u4mp2MT6fGoxR3dXLbc5zlLFKPO0m3ffL5PjisLr/PQexGN8/GIjk2eB26ODpgvvlcrRu4Yj75XKzdflhTtp/w2uOWFzz+GrIw9PGfmj/OBQFNPVDbW12YhFeHdxFCLrbtHRSh99iEV4L7QJfd2ehH0DN9AqlCp+HBWNUNx+9axxZlUKo8BW+QyQyS/chmmvshlRsfzejr9XvJ42JwR8RNRlLCJUsgaU+0WzOixJtjVGBV9tF5ZxBndDeXdJkozjWtX4KpQorTxWgVK6+oPFsqW6K1dgB+aP0U6Q5tjVBn+YGae3MvhCJRHrVIYYqsiyJsZEaNc17AfUN4WtD1eep+hwfpjSP0a4kU6jU2zPIz01nwIuCkko8G9IO2UUy+Lo7o2d7N/wn5ibWn0wDANw1ECJplqexR3g0Nbz3aumEgtJKpOSWQKlUQQXUWcllLxahWqlCmVyBiDO30Vfrhl57vbxdnVBQUglpRVWt5zYVgAOJOUKzJgDo3s4VReVVDyvGHgQQFVWK/8/el4dHUWbrv7131s6+k4QEzAKEsOhIgIDbDIKz/EBFvaPghg6jjjqM6Myd+zz3ukacwdEZFxQBF8RRcK6DgCgCCQQXSIAEkrCEJGTfOp2k03vV74/q70t1dXWnu9MdArff57nPdUJ3dVV92znvOec9lCBKjQrBvElx+OToRZ/0IAHgpd2cE8awcMjQEWr7RYbIQbo7i5VMucuA04QoMC01EnXtjiXWQgep106uRoUqcIKn5yQk2kiGKfn/ADAzPQqfrJrjkA0pPM/FAn8km87dfQnBtyN+mp+E7RXNiFDL8fKyArAA/vDP49BbGCydkYL/Pd4KGwuawaeSS/HsztN0XJdMS8bKokw6NwgBu3phdsDPv0BoO3pydrIAzDZu3ExWRrSENy0qBM28eSR2PT4xVzghSnQvcRVU49/njAnR6LNLQpDgBeCfPWokW0smleD1u2bC9P5R7KvtpI0OeofMSI0KwYo5GUiLCaUk8cMLsmjZdKB0NkcDcobPzIjGsjfLEReuxNt3z6IZxHx4Q6wGOmh/qZMCxsomvxSyMnzcN28i9td1ovx8D0639WNeybfITgh3CGSRoIlGraBkNzC8BzIMi9VbK6iGqJh+8NWZ0Xj65jwUTvDtPfKDo4B3Gdv+CspcqQgSf0EEEcSYYLyQSpcS4z2ieamNEgJ/Z+CNZFS+uLsWeUkRaIVxTLo4Rqq5+z3VqsOxxl4no/y9QxdQ1jisfbTh7lmYlREzZgS5tzpFZiuDDaUc2cSCK9fqGjDRLBEyfsLsEGFG1niCuwxImVSCtT/Lwf3zs3x2pjwVnifkioVhcNc16bgxNwHf1HZizaec5s03NVyG2j1zMvAETweHfDdCJRclVQLdgdVT8j4nKRxd57jMsT3V7Q4RfWGpGkF0qBJdgyZIAKd1wH+uTns2WlSIwu3eJiStAeDZX07FzPRout6a+wxYOiMFOypbERumxIZ7ZqNwQhRONvfhk6MXfdKDzE2KwI8NnF5hTJgSR9Zejyc/PeGgyfVlVRsOneuCzq5Zx9dx5P8Gf38TvjedwYJjjX0OWXG7qtthspdGkXewwZ7hVN3Sj//3Rjk9lxiWpQ7Xy8sKKHEWoZbDNGiGWiFFRVMfNpc34MHiLJfnuSvtOX7JFv++XJUIEzuiZGkBzV7h2xStLS147kAHvr+gxfrbC/HYJ8MkusnKUKKcXx7e0megJDQAXJUU4fTbgH/Pv0BoO3pydm4sq0f34HBZ7xv/MRM/nZKEjWX1eKu0Hr16swPp5+p6fGLuonbI4fcJXGU38+9zz6l20aDaaPYob2wtmVSCDffMxvK3j+BoI7ce4yNUyIoPc9BGJIGesnPdAdXZ9Af6jdy95adoMCsjRvQz3hCrgQ7aX6qkgLG2ycdaVkYImVSCzfdeg9nPfY1+oxWtOiMNgqRGheCm/ERsLm+ARi2l5Lcw0N2sHW4KsnZRDh4qznYaqx8btKho1GJWhm/7Iz84CniXsX2l+o/+QrAFShBBBDEm8IVUupJAnLPnd9VQI7f4qnj6vM/vqsFjH1fCxrCi361s0mJ/XScqm7Sin/EHvDFK+J/3N4TOghi8ycDjG5Vv/XoWyp66Du/fdw3KnroOb/16FiLUctS0DyAvKQIDRise/vAY5r+8H3dv/B7zX96Phz88hgGjddRdHG0Mi3dK6/Ho1goAw2V9xS/vxzul9bShAHFsSYlO4YRouyB6H1QKKVYvnASAM3ACNRdc3T9/HpqtDN4prcfcl75FF8+R1Nozh/jlm3ydNpW9+1p8OBdJHm8OFHnO0rNdmJ0Zjf1rFuLz1UV44qbJADjyZdWCbFHD0tP1QYjFPy3Oo3O97CznUKZo1IhUc3HZ9bcXYsm0ZDovF7xyAB993wilXAaAIzIW251pMsf/fscMRKrlMFkZdPN0u3ZVt2PV+0dhsxvo/shgdbU3CQkIMfAdewD43SeV9BneuGsmwlXcO1DIuPdMmvZ1DZoQE6akJB1/HZDniglVomvARJ+PjMXEuDCcaO6j92sw22ipJf8uH/rwGDYeuoCb8hOx7tbpAIDv6nuRGhWCHr0ZUslwR3BXexXZ81/YXQsby0ImkWD+5Dj6eZIxERPKNRDYf6bLYU4Md13lSL9ItRyb773Gad7x97c37pqJcPvc+fudM2g2JNc1VYHiq+JpVtW+2k488tExPLq1As/vqkHXoAkyu4ZgTKiSnkuvfsO9n3W3TofErpsXH65Ct118/a+3FzqNA+B4nlc2aR0Iuy+r2vDC7lqHs5B/X49urRDd2/hl7DqjWdSmmJMeioQwjvBOjQmhawngGrB8+vC1KH3qOtxvJ/1IUOf63Hj6OZLlIoS/zj+htqOOdy1CnJJ5t+nwBY8JsJHOThvD4i07wQtwmTQ35iXSedqrNztk3RG09HENbvjgr9+eQXGSgDjwAPCHz05gT3U7GIZFQVoUzbJ/8p8cMSsMqvm6R/lia8mkEjyzOI/7b4kEXQMmuh+nRoXgT4vz8NqdMyABAhow8Re83X/dPYtY0J6c68K56otN4s31N5TWY19Nh1/s4NHY5L7Cn+PiK5RyKR69nrNlQpUyPHL9JGz/zRyUPnUdiifHAQAG7V3RhWvSxrDYcqSR/m+zjcGJ5j7Y7EGB0c4FPu6bNxFF2bEAuIzt1j4jzdjm2+QrizLp++IHk4MQRzDjL4ggghgTXOpI16UAv3zgYF2n1xHNsY5GjrXWnSv4s1OYN5mmOoMFz9yci/ftUf7R6pQI78NVVg6/lGVlUSZa+gw0W+eeORmic4BoqVQ2aTE7Uzyi7y+4modCba0IlQwDJhusdmPvaIMWFitDxaOJTlt9Nzd/au3ldxGq8WGKuHrO2DAlfj49BUumJWM9zqK+S++X9eGqtJoviL9oahJ+NjVJPPPQ3mlyRVEmnvwntx4IqULKB0kZX5vOAO2QBftqO3HbW+U42zkIwPcMVhvD4l81Ouz+3/2ie9OKoky3OoY2hsVTn52k2QYAp6NH/u3t0nP030gJLk+KDHrT8PO19BlQ0dSLnkELLZHWm60Oz0eybMvP9aDs7LBeokomhck2fGHShKZn0EzX5F9um474cK7D8uSEcADD55mvepBvl9ajZA+nJzYjXYN9tV34g71T7v3zJnLaY41arNz8Iwbtz/ro9ZOhlDvG64X7W2KkCq19RqRFh9jfi5au0zClDJtWXg2WYXHNC/vQO2SmmobkXGrq0eOF3bWwMAweKs7C+0caKGnIsCzNsrg+N4GWOC+akiSaBcc/z4/zAn/Cki3yvqxWht6XsGSLrE1+GfszO6oBAEqZ1IG0lUokSNMo0KnnuskWpGlw6ByXWTdgtOKh9yswJTXSSXw+PZYj9GQSCaamaCAGf51/JBCaGqWGycqgpc+At0vPY1XxcEDBG21HgpHOzg32jD4CoXj+ulun48bcBBSv2++wNgHgiU+OQyqR0OuRTD1yVrnaS1xlNw/a9yijhesOTAjC0WbZ+5o9VjhhmDRduygHucmRTmWfe6rFsxPHGzzVkfXkWQJdCTLS9W0Mi6YePUfIDppw/5ajAFzbZZ6W7V6KLEN/jstowF+Tf//2HD6vaKGyCwAnL7J4apJToJsEXgj4GeximrSjyYoWZicC7jO2yb5C5D2CEMf4sLaDCCKIKx7jhVQaC7jTW/ppfiJushsYgOsyZwBjrnkyXowSwLNSSE8y8Lw1Wq+ZGIMHeB0Q/aX3IjQyb8hNwOO80kxS1kfE0FkA89JDceJiH+18KqalUrKnFttWzQlYWYOrMunjTVpqjOUmRqC2YwARagUi1ArqMBosNqzdfgImK+vU9INoaZF3MyPdWYPI1/v1ZezEiFmTlYHJyqBHz2kRbvuhCZFqud/Xh7C0WkwQX4wg/MveOhw614OqVp0TqRKukuGqxEhUNGlxuq0fqVEhGDBaYWVYVDRx0XBfM1htDIuS0k6UNXJ7tau96Z45GXhxd60TAWGxMli+4TtUNHFldZoQBTLjQnHiog4A1+TgRHM//T1h0wgAVFuOED7L3/6Ozify7+T5SLktANhYluol8udwqFKGIbMNLAskR6rw559PwVN2x490HwVACdODdZ0onhwPmVTikx5kbvJwKemJizrMzojG0UbnroiE9Ls6M1p0rIT720G7hmBmbCjesT/zo9dPwoffNaJVZ6SO2JTUSFoaBQAlywqwaGqSPbNYhy+r2vB2ab0965KBzmDB6o8q6LPcfvUEWuIMQDRg55DRaR+biXFhNGNEGIiRy6UO9+XqLASGy9i79WbUd+sdRN0ZlkWzjruPSLUcF7q50jTyjnuHzA46jUTH7Sn7PLWxLPbVdgb0/CPkW/egmc7lkj11eKf0Ah5ekIX752dBAoyo7SgGT87OqBAF+gwWB/F8/nhkJ4Q7EX8mK0OvpwlRoKaNW6OkW6yrvcSdbAIhpY81abHwlQMuz3hP9/XRSMrwSdM3DpzHulunY/rkqIBJfgQS/gyeBjpo7+76Yk3DpqZGQqu3ONnBgLg+rBhBeKmkh/w5LqO9D1drkthmt0xPcXhflU1aPLOjavgaEgmKJsWKNnPyVwIHyU6kJb9qOd5bORsz02MgAUfEr7G/rxvzEvC1Pcv5cvYfA40g8RdEEEGMCcYTqRRIiBEl8REqHL/IWe/bK1pgtDBOhJ0wSna0QTvm0cjxYpSQe3FlmJAMrD8uzhvxHnwxWr3VuBsJroxM4fMBoB3VwpVSRIXIsLO6HaFKGV65bToW2fXy+JkxPzZo8V4AxYzFouJWhkXRS/sAcIZZbccAItVyrgPxzDRsr2imDRh2VLYCcM4OlEslMNtYqORSvwgyjzY7ljwnnzAj3ydOrtHK0K6yj39SifubJ+L6vAQUToiGBPDb+nAVJOHPS4ZhKaEhRqq8clshbspPdBmAiFTLsX55oU/3SDQowxRS/GX5DJd7U0GaBkumJTsRECcu9lEibVZ6NLatuhaHznfj3k0/Ij85Emc7B2j2X0yYEj88cwPk9qYRS14vQ409KyFSLUO/kZtTfNJPuD+8U1qPXdXtDnqJd8yegHMdA/Q+yLoDgKJJcfjZlCS8W3YBFXZykGRXEmwub0TXgJnu497qQZIMRADo1ptpSbawKyL53bWLckXHSri/8TMbSR7jy1/V0fL6Xr3ZqcQaABIjVfR+xfYlAIgLV+Kh4mxK8JDz6qtT7aIBO/55TuZtbdsAugZNooEY/n3xS7b4Z2HJ0gI8t+s0WvuM+OttU/DnL06hV++YIXikaQideitSo0LQ0W+i97D1wWvx+LZKGkgR03HLS4pATftAQM8/G8Ni46ELADgyLTlSBQsDdA+a0Dtkxgu7a7GhrB4quYzel5i2oyu4m49ExzBUKUOoSkY7PvPHQ2x+EChkEifi7vEbJ+MBEb1T4T2JBS+mpGiwpbzBZSf5FUWZXu3ro81O81fAcTzAX88S6KC9u+vz7Q+FlNOde/aXUzE9LcrprDlpD1gAIwfKL6We9XiZY67W5L+/r8V7x3q57G4WVItVaEMUT47FuyuvcbB9vqxqw3R7kA7wDwHH77xNMrbzUyJwsllHz28A1PaJVMsxxUXGdhBB4i+IIIIYI7gilVgAJy724dvaTrx3mDOGx3s01R3EiJKDZ7uoU3vRnpFTOCHK6cAlnR977RlGwNg3QhkvRgnB7MxoZMaG4l/HW3Ckvhe9ejPNwPr6dIdLUodkCJzv4jJSLmWmqSsjk294nbjYhwffP4oevRlhShkGzTbsrOMIjiGzDc9/WYMWrQH3zZuIb2o7abe13iHPO+N6mw0nJCxvyk/ERnsTACIOb7YOd4cEgK9OtWFmejQlzgj4pB/AlW8umZaMJQXJWP1Rxajm8Wg7AvKf8+rMGOyv63IgW1lw+lQ7Klrod4wWBv84cB7/OHAeKrkUaoWM6nSNdn14GyRxRapIXcyvuHAlugfNONWq89qZ4b+rJ+bGu92b3j/SiP1rFooSEACwbGYqXr51OmRSCV13fUNmRKi4boJSCUdUfcPLvuo3DBv6MokUgA3RIXLMmRSH70T2h3vmZGDLEe5+199eSJuHrLbrbCplHEHNJw73nu4APjuJiiYtLWO0sSz972UzU7H3dIdD4EXoRJWe7cL6r89SPUjhOyQZiAT8LBaAy/BbmJOAdV/VOYyxEHyn2WJl6HUJ6RcdqkCoUk6vu/HQBVpaGhumpOX3fAeK/yyVTVrc+c53sNhYLJ89wYGcJ+f5k/88AYPFhhSNGgVpUaIkGb+MEhAPxPDnNCnZEjsLyZp++vMq2tUXAN44cA7JUWqsP8xlPV6bFUNLk1cWZUIpl+L1u2ZiBo9I6rI3gOETTaRJTqDOP9LUg8yn//r5FKfmGvzmG660Hd3BHdF23SsH0NJnoEEa7jeGzz1hCe8NuQk4dK6bI83thDyfXBeWn490XzPSo+lZdPh8N2ZnRmNFUSZOteoczibA+6qH0WanuSNN3QWRxqorrDfw9VmE8OY8ig9XoVdvRmWT1uN34Or6/LPmrmvS8XZpPU0KEJ41/9h/Dv1Gq8eB8pHmCRnPqFAFtcn9BX+Niz/vh3++KAY0ONttQlmjnp6TYth/phuPfVyJ1+6c4TAWbx2sd9kYRAzedt7uHTJT6QYA0ITIkRoVipq2frDgzrInPjkesA7QlzuCxF8QQQQxZhCSSvxyOoIQhQwMyzU5uNw2bVeZXcQ50xks+M2CbLz8VR1e/eYMNh2+4FBOQ4TVO/qNlywaOR6MEnel0sKyP6Hx7+q7LX0G/OGzE5Ro4CPQmaYjGZkyqQQzM6KRlxyBQ+d6oOdlHylkEsSFDQvt76luxxl7adbDC7JoJNbdHPA1G45PWN6Qm+BUcsMnFUxWhhIJFU1ahKlk0JtsTtcU/q4EGPU8Hq1WD9GtkUqA/XUcaUDI1ou9Qw7l1mIge5in2S8jwdvM25FIFZlUgs4BE3r0ZkpklJ3t9qkMh8yJxHA55qSHin6GvzedatU5EBDHmrR4bmcN0qJDsO7W6fQ++c4fuWciDE6elWFZtPQZkBypgsnKoneIc8aSNCHYVeVYDn+uYwAtfVzHbgBIi3LUS3zr4Hn06M1UP5DgqsRwnOkYpISI0p4lCAyXNL5863TcdLrDZbkgmcPrvxbXg3zv0AWHDETYr/vgvCzasfnHBi1ONnOlz+4CYfz39vSOKqfrSiQSrL05B499zGkflp/vwTF759JbCpIdsiSEkEklmJkejRCFDBabFZvKGzAtLYrOxZVFmdhd3U5Jfr3ZhpWbfhAlyYRdGqtbdLBaGZrJyZ/TK+Zk0PvqHjQ5nYV8O2J7RTPNJtYOWfDI1koAgEomwXY7Uc8n6lwRYnxnM5DnH99GWGon3p7afhISiQQPzOdKfN86eB7rvqqj3xHTdvQUYtnrZBy+OtWGnMQI1HUM4HRbP+aVfIuoUKVTCe+rywuxwK75959L8jArI9pnYsubs+id0nqv93V/ZKd5Mkd8eZ5LhdmZ0ciKD0P3oAlx4SrEhCm9Gr+RzqM91e14wt6gxRMNPk+vT86a2DAlPvqe2w+EeyG/aRjgeaDc1TxxNZ5P76jCqvl6v5b8ejrHxhoyqQRrixOg/FFPG1Dx/23B5Dh8a7eTSIbfqgXZuDE3gQajAc/0t73tvP3o1gpqi0kA5CZHQDdkwWn7njUrPRpnOgcC0gH6SkGQ+AsiiCDGDIRUKkjT4NVvzjpkGfCzZl7cXYuTzbrLLmLjKrNrSoqGaoO9bDfo9WYb9GYbJbJOtfbTqCLJLLpUjVAupVHirgkGC448jVQrcGDNQuyr7XQw/u+bN9GtHt32ihY0dA9h26proRBxOAOVaeqpM0Ic/RCFFHEhUlzst8JiYyGVSpGfHImatn4cszvZRDOs7Fy32zlgY1gHYyk+QoXcpAiXxCkffMKSLwC/euEklOypRahSjoNrFuKWv5ehtn2QZg8BcCD9ZBJg0dRk/GpGKuLCnZ0Ob+axMDo8JUUzquxYG8Pipd0cGUGyvlRyKWLtZCshjvhkSrhajkGjFX/42VX4+7fnYLAwUMgkMFhskEokfplD3mTe+kqq+JLdSsYoLVIBqcTzvYkQEK5IcOEzqBVS6E02XJ0ZjR8bOO078ukhC0OzKydEh6CmfcBBO3NzeQPVLSNo7zdi46ELuG/eRDxYnIXCCVG47e0jDlqTAHCmYxBKmYQSgmTMVXIpnrzpKkrqjhR48SSL5Z45GXinjMtyL9lThw+/a0JWfBjXsdlkox2b3WWX8d/bDjtZ+dfbpuPLqjbsqm5Hr95MST+iY0iue3VmDJ0LHf0m0evvPd2BfqMVaoUUQ2YbHv7wmNNwLcjcAAAgAElEQVQeAnABO53B4qCdJ3Te7ps3ERWNvdh9qgO9ejNmPvc1pk+IcprTaTGhNBATF86VIPPni7tyZAKTjXVLPLiTcwjk+ce3EV5aOg1Gi010jRN4U+LrKfh7S13HAD1bW3VGSqDwgxhfn+6ggvr3zvVfgyt3GXwAfNrX/SkpM5Lkx2gzzQOJkUgVbwOcrs6j852DDsFrX9+B2PWjQrnzidgVYpm2UqkE8ZFc46W4cKXHgXKxeSIcz5gwrts66fIciPH0t6yMP0Gar61dlAOzjaEZ7O+suNrhPZXsqUPZuW7Ud+kp6edKk5bAl7Ujk0rw6h0zcMje7IMFqOyHsNlHIKqhrhQEib8ggghiTCGTSiCVcE5yqFKG++ZNxHU58U46WZdjxEbMqbUxLJ745LgDycmHzmDBkMkGs5UjSlRyKY7aMzIudSOUS2GU8LO3iJ5Tv9GKN/5jJiQSiejcIIc8w7JOGQIsgIpGTpT4XNcgjjVpMfv5b5yaBSyemoSZGdHYX9fpd5LTHQlAHMvTrf10jvzl9kIYetrw+z1tTppfwLA+mwRwOwdsDItV9vIIgq4BE5QyKRW0X7v9pMu1Rq4pFIC/KT8RH37XSPW9Gnscuw3PyY5x0F9RyqV4dXkhFCJZK57OY1eODNGsEpLt/HebEKFCikYtStK8d+gCfmzg1lu4So5BkxU/yYrF5pVXY091O367tQIshrNxAWBSfDiOX+xDfooG65fPwMMfHqPlqf4yNr3NvOXr4PTqzbjmhX1OnUsXT02ChWFpSZYvOjhkjC7qLGBYVvQz7sbUHQl+37yJ2F/XifLzPZQ4NlsZSv6TX9MZLFT7jpSQk3kpdCYUMgkaeoZgZVjqTKxfXohNdlkJhgViQpUYNFko2SfMAgxVynDsP29CiFJG/zZS4MWTLJYPv+NIt9kZ0WjTGUW1/TyZS/z3BgDP76pBVnyYA1kNcFms5LpTUiPxzOfDQu1rt5906NhKCGPSJVkhlYC4910DJtESWWGpppBgf+/QBZywBzcAriRLrMkGvzw3JkwJQFzvUqyM/YX/NxXW/m5EqKT4xTzfNCwJAnH+8W0EhVzqco2Tsbs/AI6rO+I0XCXHspmp+NOSfMilEr8GxrzJzJ6dGe1T1YO32dJj9TxjaccGgpB0dx4B3Hxdv7yQ6hB7+w7c6qRKJFi7yFknFeDOmuZe7nMTokO90nEWzpOmHj0dz7uuSadZhmsX5SA9Nuyy9Ut8wdme4Uzrh4qzcaK5j2awS8BlRU9P06BkTx1sLEv38ZE0aQl8XTunWjm7Mi06BH+7oxD9RqvTeROoaqgrBUHiL4ggghhT8DMe/np7oVNENpD6dYGGmFPLbxowOSEClfYmHwDXebGxZ8ghi4tonhHC50puhCKEsFQ6MVKF1j4j0qJD8DO7QQk4zg3+If+uXd+Kr0cnlhHCz0xJ0aiRlxyJ4819WPZmOf2MP0t1hEYmw7AuBZPVCiluyktEXZ0WCWFydOqtWLsoB7nJkdCoFXhkawVadUacatU5CNcL5wDJ9COkH+lkSoz/F3bXYsm0ZJQsK3CpsScsv+Rrx5Hn+d0nx2FlOP2zaHuZx9xJcbSZDQAYLAye3nESf7m9kN4bIeVq2wZGnMcjOTIAYLIwnBabC4KQ39yAf10y30h0HwDtVJocpaZk05CdYEqOVFHSIypEgemTh98RvyGBP4xNbzKPxHRwHOd4BL6r76WZn12DJlz3ygGv5zh/ThxpGsKUfOfPuNub3GXkyKQSbL73GhT+z17abIMQRSkaNX46JQnzJ8fhTMcgSvbUOpG+G0WcCRvDIvfPu2FjOQL6y6o2GC027KvtpOSKwWKD2cYiOVKFPy3Jx+//eRwmHvn3xI1XOZB+gGeEtVgWiyaEM7v52bFHG7VI0aixsigT8yfHISZMSTs2D5jEA0Z8yKQS3D9vIsrP90AllzpkbqkVUhgtHPkXH6GCxcqgz2DBuq/OAODIYADYVd3u0JG4rn0QXYPDWYADJhvN8iFakgAwPU1D5w9fu630bJdLrbYUjRpmG+OgY2ey2hz2Q352j7sMLmEZ+/Kr03Gmboj+my/wRK/NV003oY0gtsb5+zwhPkf7u0IIdRxL9tTixwYtBk1WfFPTifpuvV91Db3topoVHwbAt6qHsdApvlRdYT1BoAhJ4Vzt1Zvx9PaT6Bo04293zBj1O3B3/fTYMNHv7j3dQffSpt4hHGvsReGEaFGCULhfC+cJCe4ppFK8XcrZkqSyQiZie14ufokvGDBxZwZZf2Ln9qoF2Sg924VD53rwxE2ToZTJULKn1q0mLTC6tcMPnMzKiBG9fiCroa4EBIm/IIIIYkxxKbtpBRrCw/Gm/ER6wP32ukmQSyUOxF9DzxD9b5LFJZdKHMiWS91ddywhnBsHz3I6InzjX2xukEO+a9AsqkcnRhTlJUXgv385FZsPX6BkSCBLdfhGJl8wWdgt1Ghh8Pgnx/GbQjV+kReJd4/24o0D57Hu1ukonByF7IRwtOqM2FfbiS32uSU2B4iOGMAJsX/P64wq7MDmaq0Jyy/5AvArizKxq6qNzucQpQyMnSYr2cOVsy+ZlgyVQoodFS3YUdGC63IS0NpnECU848KVOH6xD4UTnB1Zd47M26X1KNlTi65BE94pPY+qln63477x0AUszEmATOrY2e+eazPwwu5aSACayai2kz0yCUB4oKJJcdhe0eIgMk7mX0IERwp6amx66sR7mnkkpoMTF66E2cZgX20X/Vx8uApKudSnOc6fE+sPdyEtrd2rvWmkjJxvazuptp9CJsFDC7KdMsLfOHAOAHB9bgI+OXoRWfHhYCFeGiiVSpAeGzrcARnAgTqODP/rbdOx8XAD1agbsjD45OhFhKrkMA1xYzgzPUqUIPAk8CKexTL876FKKWZlxFBCYnN5A7oGTHh1eSG9X0+zuQlBFBeuwmt3DmdCCLumEsRHqLBqfhZ9thmHLmDT4QtOmTwAp6W0dGYqXlpa4CSRQLrp3jdvosvSwtykCOyr7XTKxBZrZiEWcBlNBpc3RJknmlMARqXp5or45q/xPdXttLSWzK1AacnJpBLMzozBtlVzHK4/Wl1D4XtnWHhl93XbiWVfqh68zZb2BePVjh0LQpLM1comLbW5/PkO+GthVXG2R9qCABdMWfbmEdExFtuv+fNkQ2k9DWaQxhTCa1yufokviFBxgVJ+gEK4D9+Ym0DPKaVMSs/lkXyS0aydQHeY/r+AIPEXRBBBjClG23VtPEN4OD5cnI2WPgNkUgklQwhmZ0TjNwuzER2qdMji4hNZfH2rQHXXHU/d6IRzQ+yQF84N/iFPvsvXoxMSRUteL0NN2wBq2gfw9sHzTg5poEp1iJFJso0IbCynRXVjXgK2HGmEBJxgcrIqBr/K06DNpHLIXCAO0d+/5YwssTnAN/4BYEqqBnJ7xpvQ+N9ypNHtWuOXERIB+OyEcId5KAFXRkiytPikAsOw2F3VDoPFhkc+rqTXlWK48yjAZXYte7PcyeAeyZFZVZyFd8o48uBv+87BYLE5jeeuqjas/qgCEnDNDd47dMGps9/987NwollHScPVH1UgIzbUPkbc78mlEnx1iiPUiHHLn38d/VyW1fnOQbdrKZCC8CTzb4bI9WNClXh4AddAYDSyCvfNm4jSU00oa9T7tDd5kpGTrFGjTWfE3789h88rWkSvf/vVE/DJ0Ys43zmIExfFnQmGYWGyZ7yRDtQ2lnNUnt9V46Bpxs8EloDTPattH8DXpzt8DryQLJYVRZm4653vqIwDAAyZGdR36Z3K7tUKqdfZ3HxCqWvA7LBOSBbNBjtJHh+uwuG11zs0jCCZX626YcJ4wGiFycrR+dsrWmC0MJQg5u8hmw5foGXmgDPhTsasZFmBw32tWpCN++dnOdzX/jULnRpZ+JLBZWNYvFNa7/Ea86Q8stJOEI8mUORLKepYaMn5S9fQ1d4WayemJ8aFeWT3xYWrRqXVF0idRmD82rFjSUiOxTvwVFuQrwXNXxOvLi+kWtCA835N5klWfBju33IUU1Mj8ewvp4rOk8vVL/EFk2Od159wLPgaiPxg70g+yWjmjT81PP+vIkj8BRFEEGOKKz1iwz8c1+3lDkMbwzpldh1t1GJHRQteu3MGzeISEllrF+WisqkvYN0FXRnoP5+egj8uzvO5k6CvEM4NsUNeODfIIU/K/oR6dELDoN8wXDp3wN6ZbCxLdfiCybnJkQ7lcN/UdNKx+KKmH7/K07jUYnI3B4jxH2/PQBNba3zj32zjCBFXHQ4333sNZtsFlfllhKSL77zJcSjKjhMlFWRSCWZlROHQuR6H6/JJv5gwJXQGC2x2/Tm+IzuSIyOTSvBwcRZe2F1L9d5ethMMJCvgKbvRX5Qdi8Pne7Dp8AWnzn5Et4Y0HjJYbA4ZuQBgZVgMmmwOxi2ZfyEKGc1aeu7LGpdjNJZO/IqiTMx9aR+6Bs1YuygHq4qzHa7p6xyXSbmufzk1Ouw+Z/B6b/IkI2dFUaZDpprY9cn/bukz4Fs7mS50JvbaGxOkaNRYUZSJdV/VwcqwMNsYmlUlplH3yle1OHy+lza0GE3gxcaweHxbJSX9SBda4qSSsvsXl07DI1sraXMnb7K5RyKUvuZlSq4qznLa20mGMCHNEyJUWPpmOdKiQ/DHxXmiWqD8PaRV1+42IxcAmnsd1xO574eKs6hm6MnmPsikEieixpsMLhvDoqS0E2WNevqZkdaYJ+WRhPAbbaDIWyJzLLXkRqNr6Ikkw9EGLSxWZkS915gwpV+0+gKh0wiMXzt2LAnJsXgHnmoL3pSXiMc/OU7nHgmgHjrXTRtBuduvSca0Vm/BdHsmv7+f5XKCq/OEaPuRTG1gOHjtqU8ymnkzlhqeVyqCxF8QQQQxprgSIzbCrLn1ywtFM7tSNGoMmqy0SyIptRQjsohOxuzMGL9HrcU655qsDExWBj16rkHBJz9epF39xurwFJsbwkOeYTlyKMWeEUSE4B+YPxHv80pIxYgi8m5TNGpYbCy6Bk1IiFCNWakOn8R6qDjbyeAhzyoB0Km3oq7biKlSTr8rNSoEaz47gSGzDSuLMvHnW/Jdjgsx5nOTIqCUSUXXGt/47xowuV1rSrkUj14/Gc/vqnFoyANIsOzNcpxq7afZMEJSQZiRuXZRDhp6hvDJjxcdHNm99k5sMaFKWBiGOrKTEsMBuHdk7p+fhX8cOAedndR9dudpbP2hySkr4LC9+UGrzohnd57CHxfnO823hxZk4965E/HCrtP498k29PB0yADO0VhSkAyWYbHndAd+/08ui5GQjmEqGWamR7vsmjyWTvypVh0txRKbb4Dvc1wmlWDZlCg8s/Ran/YmTzJyPMnYIWvmPXuzDuJMAHBwAu6dOxH3z5uId0rr0a03QxOiwHsrZzvoQZFnZxgWDfaGNSuLMvD16c5RBV6EZffla6/Hk5+eEHFSuUAEC9+6ufqqbSaWVbu/bphIXTwtGVKJxIkglkolmBgXSq8tFkDJTY6g/3vLkUZRgX7+dR764JiD/iH/XXuawfWvGh3KGvUerzFPyiMZhqUSDcLMRW8DRd4QmeNZS04Id3sbaZRksNgc9F75ENp9BWlRAdfq8xXj1Y4dS0JyrN6Bp9qCYkFSncHi0X49XsfzUsLdeUJIv6szo/H0zXmiEi2uMNp3PRYanlcygsRfEEEEMaa4kiI2rrLmCMEHDJcgkIyb9w5dsJM73HO9eeA8tAaLE5HFf3Z/R635DUeuSoykGlec+LwCNW39MFhseHF3LU426/yicecJxObGyqJMh0Oe3IXebMPqjzhHbMm0ZDwwPwtSiURUj044r+6dOxH/Ot7CEX+RqjEr1RkpGs83aADg2f0d+Ne5750MGnekHzBszJMywhd21zqtNauVwamWfvqdkdYa/95I+eXEuFDIJBJqBIoZWyTjCuDI2AfmZWHhKwcAODqyfAJq7aIclOypw+byBrx25wwA7h0ZCYa77ipkEoesRAKSffJ9fQ9MVgabyxvRNWDGPXMy8KLg/SjlUvzXLVNwTWYsfv/pcRgsw/mJJitDm+/YRLra6k020fLNwglRWFGUibdLzwMAfjYlEfERKto8JBBO/Fhkf4y0N4lJCQDwmCwc6frCNdPSZ8CS18vQb7A6OQF7T3eg216apDNY0DVgFv1dvtPx51um4M+3TPE58GK2MthgH3MAyE+JhEopc+GkWkfVzdVXbTOxrFohgSBGEDMMi7p2rhGOqwAKuQ5pViVGLlusDI41cuKHpEmHuwy9kebbFzXcvuYpUeZJeWSSRk3/OzFSJfoZb0h0T0tRx6uWnBAjEZSLC5KxtDYN2yuasaOiBTfkJYp2gAW4swjgnn3pzFTERyhHTb77G+PVjh1rAuum/ARsLm/Ek/88Doad7nZMhaX13u6pI2kL8tcUv9P33+4oxOxM8UYQ/O8GYjzHk5SOtwiUVuZo3/VYaHheyQgSf0EEEcSY40qI2IiVtZCOh3zdqNULJ+GlPbV448B5TIwLdyCyAEBrd7aFRFagnp1voP9sSjK2VzS71UTzV/aRpxCbGxPjQimBSogSnZ0sJZ0+Tzb3YUVR5oh6dEumJWNlUSbePsg54xd7DV51ghsNRorGy6QSvLq8EGVnu9BvtKLPyFDNMW8MGr7xnxYdiiXTkp3W2qnWfvQOcYTdYrt+izt4UnKzpCCZErNCAw7gCKjqVp2oI8snoK5KiqD3z9rLSEZyZHrtzRgSItR47c5C/PNos1NWIQDMK/kWrTojQpUyfFnVhoI0jej74c+ZxVOTMH1CFLaUN9C1LST9QpUyzMoYzvQTdk1+bd8ZrP/mDNVB/OxYCz471gJNiAKrF2bTzFp/OvFjXY7Gd3IiVHIca9Q6ZOECXCAEAPqNwyX3o3UiyLx8/duz6DdaUdPGldOnaNS4d+5ErCzKxNe8ubgwJ95B98kTp8PbcSBBIU40fjiDrfxcDzYcPI/752eJOqkRajlMg2anbq7evA9vtc3ECGIxAkFIEO893UEF8XOSIkTnl7AzuBi5/PSOKlr6/I//mClKHnh6Dp1s7kOn3orEcLnHRJknBLnOOHzf/LnLhy8k+khE5njVkvOlecdLS6dhV1UbDBbO1nG11zIsi+KX9zsFU/ldr8cDgTIe7dixICTFAt5DdvtVE6JAgb2KRewd+EPfdqQ1IZNKMDMjGvkpkSg72+1RZ3TAv+MZSB1fX+ArARkorczRvutAa3heyQgSf0EEEcSY40qI2PDLWkqWFqBZO4QtRxqpIwRw5X8/XOjB4qlJ2FXdLkpkEXhSkuCP6CHJIEiNUuNIPUcq8SP0NoZFUqSa6rcBGNMSIndzgxB9c7Njcfh8N/ae7sDm8gZKZKZGheDX16ajukXnpEfH1/J6ekcVuu3PpjNY4E0nuNHAk2j8vtpO9ButiA+V4eniBMQkp3k91nzjf+2OkyhZWoDpaRraTZdviM7OiMayWWk42dw34m+IGVsRKjktZXTlzBVlx6L8fA/Odw5Ca3/vQqPdQd8pVEkd2QGT1WNHJlItR0ufAR06Ew6ddZ7b/G6Zf1qSh9UfVeD9I43Yv2ahR3vRA/OzaKnRjopmfFk1ctfkaamRUMulGDDZ6LNKJFxzCZOVgc5gwYu7a3HiYh9ev2smZH504scq+8OVk0NA5sTRBi3d80IUMszOdF0S7Q34moYrN/2AcntJt0QiQenZLof7WjItGeuXF+IJux5UIBx2YVAIAKJC5Bgw2mBjWbywuxYneJnUfCe1e9Dsl/3GmyxxMYJYSCCwLIvznVx2X6Rajj3V7Q6kfn2X3mUwg2QdA0BtWz8WTI53KAHdUdEMgOscvHhaMv2uVCrBTfmJWL1wEkr21GJDaT1WFGW61Z4layYtUuExUeYJQa7hZZAT8lqIQGiAjTctOV+bd9gYFtWtOkyMC8XptgHEhimd9tp75mTg+MU+vGifK/ERKuQmRTh1vR6rCoSRMF7t2EASkmIB74lxoahs6oPebHNokCRWtu4PfdtArQl/jedY6Ph6Cn8RkP6uOvLXuw6UhueVjCDxF0QQQVwSXM4RG37WXMnSAnxZ1eZwyMdHqHD8Ile69G1dF26ekohnbs6l2S/kgCOdTf+4OBdXZ8aMSRdQ4hjFR6hx/GIfjdC7+g2phIvkVzZpRyyX8BfczQ0Abo2qkj11yEuKQH/7gIMeXeEErjRt+YbvaGmzWi6F0cp43QluNM/lKYn1y3wN8hNDkJeT4NNv8Y3/1VsrqIFutjKUnFYrpDjaqMX9W44C8Hw+CY2tGenRDl1khQbciqJMXPfKAbT0GVDXwZEHQqOdT0BNTXHUvfTUkSlI0+DF3bVUC5HMbbFMh0VTkigpdqpV59FeRJ7bxrD4r/89Rf/urmvyGwfOw2jvJiuXSWC1sUjRhODgmoXYW9OBJ/95HEYLg13V7Zhx6ALunzfRb078WGV/CNejSi5FffewruP0NA2mT4hC2dluhChkYMHCYLGheHI8ttx7jd+0DZVyKT64/ycO+5grZyKQDjs/KERIqzCVAg8v4LK/AVB911ULsr0uu/c3XBHE/HX3G3s2ukouxWMfH3fI0DpuDybxv8sPUlmY4ezYkj11+PC7Jqf1G6KQ4aWlBfRzYudR16AJc0u+pR3Dxd4RWTMXdRaPSIEIlRw2hqVE1J5T7Q7kI0E7Tzqgo9/k9O9AYDTAxpP2mC/NO1zZFRIJHDL4pqRo8JsPjznoIncNmKCUSUVlE8aqAmEk+GrH2hgWlU3agNi9/t7fyFrmB7xClTK8vKwArX0GbDnSCL3Z5vCd2RnR2PrgtQ4kvb/0bf2xJlwF0f3hl4ykdbnG/pzxEaoRZVtGg/FEQIrhcvYBL2dc1sSfzWbDxo0b8emnn6KtrQ1JSUlYunQpVq1aBbl85EczGo14/fXXsXPnTvT29mLChAn49a9/jbvuusvhcz09PVi3bh2qq6vR3t4Oi8WC5ORkXHfddXjggQcQGxsbqEcMIogrHpdjxIavu9OsHXI65FkA8+0lhQCw+1QHZmbEoPSp6+gBV9s2gJI9tUiNCsH981w30PD34U0dI3uHxaz4cLBwJtO6B00wWRkQn61kTy22rZozqgN5pIxFsX8Xzo13SutHNB5r2geQlxSBmvYBqkeXFR+GExf7aMbRrPRofPTAT/B7UZF9zzrB+QJPSaxf5alHuJJ7yKQSrF9eiPgIJf59ss3B+CddRY0Wxi/GoCcGHCGg/rH/LGLsTvbe0x20sQefgNpX2+lgtHvqyADAyWYdHc+uARNWbPpBNNNBrDzO073I067JKRq1g9bgEzdOxtbvL6Klz4BvajsdmiYAXGZtanSIX514T+bb4qlJmJkRjf11naN2cm7ITaAajg8VZ2HrD03YVd2OQ+e4LJD1yzlRf77GGr95wlsHz2NmRrRXYuF8eOpMBMrpEGqd3ZSfSDvWpscMl90DHAlWdq57xLL7QOtEuSKIifSAWiHDjopmsOA0Lsn8JOuO6Nb+4bMTYBiWZr8Lsz/TokNgMNsc1i/JLJ+dGe1AFgnPoyGzFdohC7oGTG73qIK0KCSEydGpt45ICkSq5XhsWyVa+4bX6G8/qsDSmal4aWkBFLwM3rU7TtLPrN1+ElKJZEw03caTlpy3zTuE4xgTpkSvXWOze9BMM/jWLy/E49sqKekXE6rE1DQNPZOEsgmXuokJ4Jmt4up720/14YuafnTqL9C/+ztD0B/7GyFtNx2+4KSZO2S24Q+fnaRNrYgdUd2iQ6/ejKONWjy+rZJmsfuzSc1o1oSnQXRf/RJXz8n/XSL3sbm8AV+f7ghYZmggGokF4iy6HH3AyxmXNfH37LPP4uOPP8bNN9+MVatWoaqqCq+99hqam5vxwgsvjPj9xx57DKWlpbj99tsxbdo0HDp0CP/93/8NrVaL3/72t/RzOp0OjY2NKC4uRkpKCpRKJc6cOYNt27Zhz549+PzzzxEVdeV3+AkiiCA4EKJgYlwYthxpBOBszNw7dyJtNAEAmw5fwH3zJmJ6WhT2nu7AGwfOARgWsnYV/fX34S3UXDrfOYiNZY5kGsOyWP1RBZIjVTBZWfQOmfFjgxbvHbrgU6R9JGNrRVEmtthLdt0ZY+6MRxac6Prd12bgjQPn0a4zYMWcDHxT4ygKDgDLZqbi5VunixJKgOed4HyBpyTWmbpan3/DXTnWxLgwHG3UBqSrrDsDzqEJg73s9bdbK6BRKxxIj9ToEFGj3VNH5rU7ZyA+QoXN5Q0wWV1rJI6mPM7TrsnxkSrqMMkkEqyanw2lTObgsNyYm0AJwpY+A9Z86v8sU3el83nJkTje3Idlb5bT73giOVDbZYTOaMOGH7gyTbIeK5u0NCiydlEuZqRH4+EPj6HfaHXQ/yJ7UGWTFpVNfdhUzjnBPXozlr1ZPur156kzMRqnQ6hpKJFIUHlx+PnJ2hKW3U9L1WDdV3WwsSydnwBwQ24CdZTJ9cdKJ8oTgrgoOxb3z5vopLEmzC4mEDbAadY67kU/n56CJdOScdvbRxxKhYVn3o25CVjwygFohyxYuygHbxw473KPkkkl+EVeJN492uuSFFjz6XEAnFZfv9HqUIpusNiwvaIFu6raHUrRAW5/AuAg2zEWmm7jQUvOl+Ydzb3DQdG7rknHR99zttLaRTlIjw2jZ43RYqOknzvZhOlpmnHRxMTXNTlMhPbS7wQ6A2s0BJZQrkAIQvrNSo/GtlXXQiGXwmplcM0L+9A7ZKZZ7A8WZ/m9SY0va2IsMuDEnlPsd0lgPVDj7u9u4ONNszAI33HZEn91dXXYtm0bFi9ejPXr1wMAbrvtNkRERODdd9/FHXfcgYKCApff379/Pw4ePIgHH3wQa9asod9//PHH8eabb+LWW29FYiK3aLOysvDxxx87XWPWrFl4/PHH8cUXX+Cee+4JwMg/MtoAACAASURBVFMGEUQQ4xGEKKhtG0DXoEnUmFlZlIm/fn2GGketOiOWvVmOrgGTgyMhJmTNJ8T8eXgDjtFSUuL61sF6AMDLy7g9k3QWLpoUh+0VLYgJVaJ3yOz2N1xFAj0xtt47fAFtPC0+V8aYK6NKLCqtNVix5UgjFQVPjVLj+V21SIsOwbpbp9PsLD6h5G0nOF8RyBKHkd430W0sWVbgl/nkKfgEFBkrG8ORyjKJBBmxoTjRrMOuak43z5UjO5IjI5NK8Odb8rH3dDta+4x45PpJuCE3wendjqY8ztOuyec7h8tdM2JDoZBLRR2WIctwmdSQ2eZ3J34kbUbAMyfIlfEvk0rQ1KOHjWGdhNd/mp9Is7riw4c7aJNsy5I9tfixgSu9Jx1tY8OV46IUyRVG0jQEuGzTjYe4YI9Y2X24WgadYVjjdfHUJCfSbyzLtEZTHki+yydwAK4BDskuBriMahaAJkSBHj13nnT2G5ESpabk+U35iU5n3p7qdrpWVxVnY2JcuNs96ld5GtR1mVDWqHdJCgBwCn5YrAye3lGFHRXNMFhsokEDAG5lDQLhAI9E3vMbXAWqTM4T4kbYvIN2WpdK8XYpZ2MsmZaM++cPVzg8/OExHKjrotdwJ5uw5UjjmDcx4WO0a5IQ2mEKKZ6YG4/7fjrLb0E3f4PcK9mTI9RyrJiTib/vP4e8pAjUtg+ABSCXSnCsSYvN5Q14sDgLcrkUU1Ij6doha9TfTWp82a8CkQEnhNhziv3uik0/oOxsNx65fhK2lDf4fdz9SbSO95LhILzDZUv87dq1CyzL4u6773b4+z333IN3330XX375pVvib+fOnQDg9P27774bu3fvxldffTUimZeamgoA6O/vd/u5IIII4sqCMGtOzJjZV9sJg8WGSLUcJisDk5Whun9EyPoET8ha7DDdX9fp1ygpgUP2FYDeITMUMgn+59+n0GbXL5qVHo29pzsAAA8vyKKlW8LfGCkSyLCsW2Prd9sq0aYzQiWX4m93zHBrjE1KDHd4355EpVt1Rmwub8DVmdEuxwrwvRPcaBCIEgd3xu3bpfUosWuMNdtLvYXwZ1dZIfgEVGWTFp8ea8a3tZ3oGjBRTTh/ONAyqQT3FnEZt1vKGzA1ReOy2/BIGbdi8LRr8iBvDpmsDBiGdZllSrCyKAN/vmVKQAxo/nx7p7Qeu6rbPXaChGstIUyOSJUU53rNsDHDDSsIOcIvf06LCUGP3owm7RAYu3YAybb8sYHLPn15WQGe3XkarTojNtw9C10D5nHlCBMI3wOf2OLDZGUcHCJXYx4foRLVrBsLJ1WI0QYkatu5bsprF+UgNzkSB+s6sbm80SmTPEwpw4tLp2Ht9pPYVd2OG3IT0NpnxB8+O4HVCyfRM+/G3ASHJiIkC3akPUomlWBtcQKKe9SiRNmgicv0EwbTFHIp/nI7V66+emsFYsOU2HDPbKey80uhSyUcm169GWVnu0QbXAWCgPSEuFHIpZiVEYVD53oQGSJHv53Y7h0yi97XT/MTER+uQtegCdGhCmiHLC5lE8h4m22cXmqgm5iIYTRrkp+B9cTceMzNGG6CEuigm7fg32uYSg6T1Yx1t05HYqQKf99/Dt2DZpA83giVHFqDhd6zBMN7e3yEiq7RQDXkmJ0Zjaz4MHQPmhAXrnLZ8dnfGXCuIHxOFnD6Xf5z3pCbgKkpGr+Puz+J1ktxFgUROFy2xF91dTWkUimmTp3q8PfExEQkJiaiqqpqxO8nJSXRrD6CadOmQSqVin7fbDZjcHAQFosF58+fxyuvvAIAmDt37iifJoggghhvcKdlwc+aA4DqFh2sVsapPAUAHrluEjaXN6BVZ8R/LsnDrIxoFKRF0Wwbd4cp6U7prygpASEfCtI0+MveMzDbGFhsLNr6TVDJpVArZDhmb4BBIvRl57qdfsOTSGCIQgZA3Ni6KT+RGpYquRQKmQQneFkLQmPstTtnABg2qsSi0i8vK6AEZohCCoOFgUoupVlF46U7YiAwknGbmxxB//eWI40OmRf8zwU6q0ImlWB2ZgxmZ8YETL/MU207dxm37jKcPO2arJJJYLKxDuXAfCd+A4+MTdGoA0b68eGLEyQ0/idIe3Gm24QndrUiJkwJs9WGL6vaUMArxyMajl32YELPoJkGE1r6DLQUdN2t0wGAdlwunBDtkBF0qR1hPvjv4af5Sdhe0Uz3HRbAU5+dwKC9lF2tkDo4RMIxjw9X4fDa65261I6Vk+oKvgQk+BkmDxVngwXwn59XOzwDw7B0biRr1Fh363Q8/OEx1LT1Y/FUrvM9WQt6kxUL7A2BAMcMYE/2KFckJsMCy94sdxtMWzR1uPGPVAKXe8ClKDWVSSUoSIsa8wwcT4mbC91cQOmR6ybhhV21mJoaiWd/OVV0X5dKJUiI5Ii/lCg1QpVyl7IJZLy7BkwBb2IihtGuSf76mJMeKvobgQy6eQOhhi1ZKyzgEPBWyaXQGiwOBF9Hv4lm52bFh6FrwIQ+gwXFk+P91qTGVbCZZL/26s1OBKCrDDi+/ZEQoUKKRj2q9y9sPJIYqXL6XeFzSnjv1V/j7i+i9VKfRUH4H5ct8dfZ2Yno6GgolUqnf0tISEBHR8eI3580aZLT35VKJaKiokS///XXX+PJJ5+k/zslJQUlJSWYMWOGR/eck5Pj0ecAoKamZuQPXQYwGLhN+Up5niBGDxvD4myPCQMmBhEqKSbHqi7JQeFqbtoYFv+q0dnFl4czdhLC5PhFXiR+laeBTCrBnFgW89JDcahpCL16M2Y9+xWyY1Vo1lno9+ZnhAFDvWjVGZEQJse1MUbI9O2oqWnDOwcvAgB+d20sMmRa1NVp6W9lyLi/P3eA24dqW7Q4dfo0pBKRw5tlUdfKZRL2dbSghunx+B0UJwDRNybiqa/aaBkWyU4cfl41amtrRH9j+6k+fFnVS0tX5qSHQiqRgGHDcaRpCK+UcVmP4UopJkh7UVOjdfj90x0G9NpLT/uNVtpdlv+uJ0i5/93SZ0BDwwX63+9+dRTvHuW0clQywGTl3llLSwva+k1ICJPjgdkxeOFgJ9T2f5dKOMLhvb3HMDcjzOl9HG7kSKGEMDkUA22oqWn3+F36G77snbVdnE5cYrhc9H33dXGl0OQ9fHHoOHLjHZuIjGY++Qo1gCQA0ANn6vz3zn9TqEayKgZf1PQ7EHIJYXLckhuBM90DeHF3O/3bBI0CF3UW6jyXnmrC2uIE0f1pTiyL+RlhKGvUY/XWCiSEyZEaKceQUQatkSN+5qWH4qp4Nd47xs3T331cgTXz41GUzs298kY9Xj00XOa2eHLoqLQdPcVI88TGsND3GKFRcfqFO0or8E4ZV7pF9iuDwYi0UNbeSMGMW6do8NkpHTaWnsMtuZF475gBv/+kEjdfFYFWnRHhSikGzQx+9/GwBpyNZZEYLsfFixfxajl3/ZsnhdB3MEHK0vUuNlfHGjaGpfv2oz+JwbtHubnzu2tjkSnn1szjc+Lovs3asxs3HDiDObFGSCTAkaYh/P0wN+a/zA3D+bN1Tr8z0vgA4+/dVDVzhE9iCFBXV+vyGRJDgZY+oKquHrNSQ5AQJkerzojfF0mQoo7B9modtEYbtEMWaIcsDucQmRcj7VHCvZO/v/wouE9X4N+nWi9O1FwqjHTurj/chS+r2pCsMmHZFP8QZApmeL55cn7GMjoAQGffEJSDbaL7OsOyaO3liIdW7RCW5muw0b5vNDcPP5eVYXCyqZd+j79HjBVGuyb568Nk5M5hsbN9PMw7cq8aBYsuOK6VmyeF4N2j3PqyMVz2ZaT9c5+Unca/a7kKuEXZavy7dniNnmF66HeF48uwLJ235Ddcja+NYVFS2omyRm7eJITJkRYpx5keM63uIEQV346sauXumTyLKztfKePO+hO156HWO89xT8B/zp/nRtLframtcfmcCSEsWvqA7Ydr0NAQMmq/yNv1yrd3+fvn5XgWBeEely3xZzAYREk/AFCpVDAajaL/RmA0Gr3+/k9+8hNs2rQJQ0NDqK6uxr59+6DX60WuEEQQQQjhKaF2KWFjWLxU2olDdqMiOkSGidFKSua9e7QXdV0mSgY8vSAR/7O/HT80G6AzMahoHSYWfp4bgcRwBf5md2h/kRdJn+9sjwmdeisSw+Uuo79z0kMRHypD15ANnXorjjQNiR7eR5qG0Km3IiFMjsmxKq+fOT9BTbsg3jszGhOjVU6E7OFGvdNv2BgWX9RwRh4pXSGQSiSYmxGGcz0abKvqg9nGgmUB8IbXxrB4r2LYmAeASTFK9JsYp3edplGgU2+F3sxS4fa/HuqC0cYiJkSGXoMNieFysCxLCYRf5EVibkYYfbboEBm0Bo6QIYaXK8OTP1aXEwZMnCGeFqkQJYknx6ro++B/no/RzqfxBJlUgmVTovCrPI1TsOFfNTocatSLOM/Dc6GsUY+cGp2o80zKCXN4exp5r/w9DQDOdBlxqGkIJhuL5w90UufCbBtufDAvI4x+PtBwNU9c7dH//W0HBs0sEsMc9yt+I4XdZwagUUnRqbdiSoIKc9NDcbhpCJ+d4giASJUEFhuX/QgAcilgZQCtwYbnD3K6cPMF70AqkdC1LzZXvYE/Ak78fTs2VMb9d5gc0SFS/Ng8hAiVFNekhdB9mzxr15ANv9/dCq3B5hAUcjXeI61jwL/vxh+IUHFZixd1FjAsK/oMDMuiWWehn+c/g97MYtmUKPw8JxIrt1+E1mjDvTOjsWyKc6bYaPYo4X26Cqbx73M8wZNzFwCeO9CBL2r6/WZX8de6J+dnTvywXeHOdtEabZBKuH0gMVxOgynPHejgSB2NAud7TNDZ59NY7pN8jHZNXk7zjvx2zxBnL/Hv+Vd5GtR2cueZ1f6IjX1c8HZbFUf0zc8IQ2K4wmmN8rU3+eMrDJa7G99/1ehQ1qiHWs7dy6xUNf63ZgCDZu5mSAA7XCl1sCN/lRdJn8ViY7CurMuBPCRBP3Ifn5/WYXZqqE9rh/+c5J1UdRix8rMmdNnfKXlOG8Pi89M6nGjnOIcPT2jx4QntqP0ib9erq9+4HM+iINzjsiX+VCoVhobENYpMJhNUKvfGgEqlgtls9ur7cXFxiIuLAwDceOONKC4uxl133QWlUonbbrttxHuuq3OO7ApBsgLz8vJG/OzlABLRulKeJwjfMFI3s3eP9qLNpBpTcVjh3LQxLFa9f5SSfgBnjIaqgAeKJyEtJhRrt59EWaMexT1qqmXxcV4eHt1aQUXy4yNUyEmKwJ7zerT0DZfLPrN0+NnapZ0AWpGTEo0p+fku7zE3dQBddpHkv33Xg7S0NKeS4L991wQAeHDBZEyd4pu+xoM9ajy/qwafnR7AuluzPPqNyiYtOvUXkBYdQkWqhbg9VIttVeUw21iYwpMwK2O4WcbbB8/jVCdXAkiMtXV3zKZdj//w2QmUNeoxv1uFDvtWPy0nC/+RFoVW4/D71tnL6vqMDCUQ+O8758gAOs92IyU6DFpDP67OjMaPDVo8d6DDZSc4/lh5A3+WrfqydxrDtMC+drQPATk5uaJj8kC3Ci/YdSX1Cg1ycrL9Pp/GI/iiIDaGxUP/3g8A+MvyGU5lR1PygbQ0rnPn7nMGPLP0WpfjOHUK8MwI474lLw/vltXjH/vPod9odSD8NCEKrF6YjQdEyq4DBbF5IrZHk86Dg2bufhmJDLm5eZBJJXR+PrN0BtpMjjqbLx/upeW9BK0D3DqNVHPdb3X2Ek2zjUWKRo175050KhNiGBYd/8tdd1pOFvJ87E7pr26E/H07KiEVQBv6TAx+v3v42VOjQhAeqkLX0BCWXz0B/6psgcnKoK7b5PHvulrH/P1Fo1agXd86qnfjT1yVw+KVcq6j8UUmBtNyVE7PsKe6HZ36C0iNCsEv5hVCAoiO72ptCD2PfpKfhZ/meHfmuds7hfcpVnIovM/xFATy5NzNyWGx6TgnX2CJSMZUP82NZ3JYutY9OT+JXTGS7XJdTgL21Xbi9e97UbK0APPzh6hsAj8AcUNuAjbcM/uSjIcnZ6u7/Yo/7453sZibEeo0P8fLvOPfa6SaI29LO5VYVZwNmVSCLXl5+NU/DqOqhQvqEAIwNSoEK+ZkUFsZAO4vngRLRAy6DBZEhSmw8cFcbLFn5fHH15N90Wxl8M9PvgYAGK0stlX1YZtdlUsll2L98kIAwOqPKhAZosTLt+VTm31e/gSkRnHlvltOW1HWqHeS2dlV1YbVH1VAAuBEuxFHeHa+t9icl+fQdM5sY9E1ZHNo3Heyuc+huZVMIkHRpFi6nkbrF3m7Xgn4++do530Q4w+XLfGXlJSE+vp6mM1mp8y9zs5O2njDFRITE9HZ2en0d7PZjL6+PiftPzHMnDkTKSkp2L59u0fEXxBB/F/FeBeHtTEsHt1aQTsSxoQqMTVNQ4nJF3bXYsm0ZJQsK8DqjyoctCxkUglev2umQ6e/rgH3Tp6n+hvnOwcBAHnJEahpG3CpVTbaLqCe6KEJf8MT8eDpE6Ko/t7+ui7MyuA03d4tq8fLe4YDISwAKYAfLvSiIC3KQTfkrYP1VBx8SooG7x26QJukAIBd6xsmK+NEIPA1TDrtY7J2US4qm/r82pXRn+TCaCDUlxFzatOihzO2SvbU4cPvmvw+n8Y7/NnxDvCs0/BDCzhyr7JJi+PNfQALzEiPdmocMBYQmyfCPZo0YkjRqPEf12Zg3Vd16Bo0YWNZPVYtyHZ4ttfunIHpaRq8tLsWDIAOO+knk0iQHhOCQZMNXYPc3+ZNisOrd3Aduh/64Bh69Gb85y35WDwt2ek+R9N5GfB/N0Kyb5/rGMDGMq5LKdl3JiVG0OsSLJuZirIzXU76riP9lnB8bspPdNlFOFQpQ25SpFfvJRDg617+4bMTKFlaQLv1fnWqHRKJxKlJB79bL398fTmPfL1PAKL2CP8+xxP83R3VG3jbSdXTcVy/vBBPfHLcoev1xLhQmK0M3TeEXa9dIVCasZ6cre72K/68I5lWOTnsuJ13uUkRaOkzoN/IEXMle+rwTukFPFQ8ERNiw1DfNeDw+TCVDFnxYZSwBYC8pAhsOdJAG9gBw/Nk/5qFONWqcztO/LGMUMnx17119H5SNGpkJ4Sj/FwPbCwLk5XBlyfb8OryQlEd0fePNOKeORl4cXctdlQ0AwBeXlZAtUf3VLdTsnLpzFRsr2gZlWYdX2P02Z2nsLm8EaFKGZ65ORetfQZcx9MvJVhwVRzeWXE1JIBf/KLRdGonGO28D2L84bIl/qZMmYJDhw6huroaM2fOpH/v6OhAR0cHfvazn7n9/tSpU7Fz5050dHQ4kHxVVVVgGMapaYgrmEymYFffIIJwg/EgDitmDPJBGm0AQGyYEt8/c4NTo44vq9ownSdczycDvO2GONJhamNYPPXZSbTq7FowbZyRJZNI/EZW8eGLgeAJeSkBKPH33qELyE+KxM6TrfRdSyUAy3LEHwPgxd21OHGxD6/fNRM35iYgJlSJ3iEuM/ueORnUOQA4w69Hb4bJOlxakKRRO9wnMUhiQpVUFHxGejRmZ8b4rSujv8mF0cATp3btDs64vSE3AbXtA6OaT4FysgL9G4F2nl3dM7+pyaWEcJ4wDItN5RcAcM4QAOoEESJ9Y9kF9A6Zsf6bM5BIJIhhDMixa/nIpBKkx4aBrMQQhQyP3TAJD8zLgkKwj+6qbseM8gY8WJyFhxdkcw1Stp+EVCLxOwHj74ATf99u1RlppvKfluRhSUEKGIZFyZ5avF3KkYLbfrhIG5bcO9fzPZo/Pms+PY6rEiNRYW+2FKmWw2CxwWLPGh0y2zDz2a/x+I2TxzRrVAx8omf11gpEqjkXY/VHFbQL6JJpyVhZlCnarZfA3XkUG6bEz6en4I+L83x+1kASi4EG/9w91tiLfqPVaV8MZJMqb2wdb+yK0RIUgQ6+eUsYA86d4vnz7rkDHdh0fP+4m3fEniFBcD56h8x4cY9z5VqIQga9yYYye3VKcqQKKoUMNfYu397aRK7GkiA/ORI7H52HE819KDtbjtgwJUz25lKFE6Iczm1+AG9WRjSKsmNp07xnd57G1h+anBp+3XF1Og7UdaGlz4DKJu2ozmuZVII/3zIFXQNmfFnVhkc+rnT52W/ruvDYx5V47c4ZfvOLvPVNxL5/OQdKgnDGZUv8LV68GBs2bMAHH3zgQPy9//77AIBbbrmF/q2pqQkWiwXZ2dkO39+5cyc++OADrFmzhv79gw8+gEKhwKJFi+jfenp6EBsb63QPe/fuRXd3N4qLi/36bEEEcSXB39k13sCdMXjzpBCqsUGISQCYkqqB3N5lUUhMbjnS6JYM8LTTn7vD1GJlsHzDd9TR04QoMH1ClEM2ydWZ0Xj65jy/Zgv5m7wEOOKt32hFiEKGIbMNq7dywv5SCcCw3P8BQFKkGu39HMm5q7odtX89CJOVoaTf1ZncOxU68RsPXcDzu2ogl0pgZVhUNPXhKXu2yTe1nVjz6XEAgN7MRYn5hom/ujKOt2xWT51a0iHZF2NwLDIcvf0NbwhCf3W8G+09X0oISRqAI+mf3XmaBhyWTEvGiqJMvFtWT9eQwcLQbubhSikeuV6J9NgwPGXfxwBg/fJCjwI8gSRgAhVwykkMp/dGyKxHtlbi25pOXJeXgK0/NNHPfl7ZAsA3h4j/bshZEKGW04wXgCMBB4xWGCw2vLi7FiebdWMqlyGEGIEDDL8nTYgC/UYLFrro1ivE7MxoZMaG4l/HW3Ckvhe9ejN69GZsLm/A16c7fF5T/iCaLhWmpGgQqeaE9Je9eYT+nX/fX49BBo43to4ndsVoCIqxCr75o1P8+uWFSFaZnBpOjZd5x7dnSpYWoFk7hM3lDfRM4INftnqqVYdevRllZ/8/e2ce3lSZ9v9v9qRpmy50oQulBW0LZVdeKRRQZERcZkRE5VVEQWAYxhGHGcZZvH7vOKKo44K+gwuyCSoy+DoOSxGQpaXoAC1LoS2F7vueblma5ffHyTmcJCdN0mY5Kc/nurzU9Jwk5zknz3Pf3+demvFNPtVgjcZsNiNr9DB8tuQOHCtu6tcm4rqXKVFKJrIPAMpbemA0mRkbfGy8CounjsCqXeex7XQ5BJZadGEKidUGXpfOgGUzkpF3oxUysRB1ai1zXXEqOdKHh+JCTQce+/jm72rlrvNYNXPUoO4LPd9o+4x2gqpIKMDvf3Y7EiOVWL/vktW4eNIvGoy9G8gbJQR7Alb4S0tLw6JFi7Bnzx6YzWZMnz4dhYWF2LNnDx555BFMmDCBOXbp0qWora21qrE3Z84czJgxA1u2bEFXVxcyMjJw+vRpHDp0CGvWrEFs7E0j8aOPPsJPP/2EmTNnIiEhATqdDpcuXcKhQ4cQFRWFNWvW+PTaCYRAwl+pKc6MwS3nNChp1uHF4OGo7dAgKkSG5i4dpxjAXoD1ltzSwe6kO1pML1Z3MM7dlBHh+GrFXXZRM2cr2pFf2Y4pSZ6vpeEJ8dJ2J/DFe28DALyZXQKj2cwIfiKBAOvnpWLp9GTsyKvA5pM30NajR1lLD/N3o9mMdT9LxUtfU+/FduLZY0izL78W3xbUMUYiQKXjecMw8Xc0qyOxyx2n1l1j0BdOljufAcBtsc0b6St8ivx0BfZz8tHJG0z0LB2hRjt0L35VwETo2tKtN+ENmwgQdzd4vCXAeHrDib6/P5Q0W71OR/3tK6jFPovQp5AIoekzwQwgc1TkgFNS3318InJKm5n1oMvy74ggKVbNSsGyrBQcvtLA1KXyZ7kM9vdmCzi0GHDkahNqOzRMVFB/Ar6jaB+VQoLxCSrG4RzMb2qwkTD+wGgyY+2eC8zzIACQPjwUHb16ZjyyCxtwrYmKtOJTBI47doW7a5KvNt+cra1LpiXhYnUHk9rqaA345UQVfpGuQl/IcF49d47smWVZKcxv+URJMz7/sRJRwTIcXzcbUssm+fiEMKv1D6Ai89SaPrvfKp1+y2UTcd1LOrIvIkiC9t4+aPqM+MM3l/DUXUkAqA28e9OimbkcALNuO9rAGxYsw6YnJ6JTa0CITGyV9cOub9varXc4z7ibjVBsiYBcPy8VeqMJ7x4pReaoSKycPRoA1STDdly8kbLvLoG8UUKwJ2CFPwB45ZVXEB8fj7179+Lo0aOIjo7GmjVrsHLlSpfO//DDD7Fp0yYcOHAA+/btQ2JiIl555RUsXrzY6ri7774b9fX1OHDgAFpaWiAQCBAfH48lS5Zg+fLlTMMPAoFgj7eia5zhzBj87Z4C5FT2IO5sNQCqpolUJOQUA9jCJJ0yOtid9P4WU4CqD/XmwgnMYuqrtGhXoA2elCglkzrR307gcovhaDSbER0iw2uPZOCP31xGc7ceIyKVkIqFeH5mCpZmjkTmGz+guVuHp+8agc9/rEJ8mAJiy32xdeLZY0gXUQZgJfp50zDxVzSrK5Fl3nJqfeFkufoZ4xNUuFjdYdVYJy02xKkw4I30Fb5FfroCLX5MTgrHo5vzEBksxSdPT8HExHCIhAJ8eqqMGVuFRASZWIAOjYHZJGEzIUGFizVqtzd4vCXAeHrDib6/tKiXMkwJncHEmYqm6TMxJQ6WDWLeuVKnRqfWgPgwOXQGE1q69Vg/L5Upsg8A88bGWjm8/lwX2NACjtFkRoRSiqzbotDSrcOwYBkilFKHNb3Y4kGoJcKRFlfVmj6EyiU4sW6208ghd79nIEA/g8EyEZP+fbW+E/FhCqTHhqCooQvnLdGh8zNib4kIHF9vvvU3X9HikbM1YLgsAo+ODfNY0xVP4cieYf9G7k6Nxg/FlIh/pU7NvE4/m0FSKrsjIVyB/b+eAcC+Xt2yGcmcNpGje0nPzRkJYYgKlmFffg2+ya/F3anRTB3RI0WNCFWIUWsp/9xfHVH6s5u79JiXEcusc1z1bf/84Bi7SLyBRPazx3blzFG4SWjkGwAAIABJREFUWNOBd4+Uoqy5h/GLbG3FCQlhXkvZd5dA3CghcONV4e/jjz/GE088AZXKO63XxWIxVq5c6VTo++GHHzhfVygUWL9+PdavX9/v+ZmZmcjMzBzw9yQQbmX8URzWFWOwpiYKfzvRiB8sofdlzT14ZloSNhwqthMDDAYTrtTerOXpqZ1028X0fFU7/ra/CAnhCry1cAKnw+qttOj+oIU+Onrj+6uNqOu4mfpBd+rsbyeQNt7Shodi7phYVLT02gkvErEQqbHBaL6uwz/zb6bJdWodO/HsMVyw+TQuVqvx7PSRmDF6mEMH01P4I5rV3cgyTz4fvnCy3PmMd45cs6rx2Nylg1QktOos6EgY8GT6ir8jPwfLxMQwK2dIJKS6/G47Xc4cs2RaEj4+VYb4MAWOr5uNA3kX8VN1L766THla9Hww0A0eTz+rntxwYt/fF+bcjo3ZxdAZTDixbjYKLQXqr9Z14q3DJYhUSvHRU1Pwwpf5qO/UobylBwVV7QOah+j5IipEjgvVHYzTyL4W9vwSGSz16brQH86cY6513jbN8G8Hr6JTa8A//nsy0xzE9vfM19+Up2E/g28/NpFp+LLtdDm17tocf7FGja255QMeF/aa70yw9Sf+2nyzna/cWQO+K+rEL9K94xcPhoHaM+xrf256Mj48fh0pUcEwg7o/MokQq2ePxsbsYua3ymUTObqX7Ln806em4ODlemj6jFjzZQFnHdHMUZH91hF1p77t/HHDrSLxnskcaVVr2tXIftux5fKLbMeWj00z+LpR4ot600MFrwp/33zzDTZv3oyHH34YS5YswejRo735cQQCgYf4ozisK8bgtBFBiFaK0dStQ5TFYeozmXDnyHCcrWi3EgOu1HUy9ebYO+meWmzoxdSfHfu46D/tSozxlh1J+m+ZoyLxbOZItPXqGUeBxtYRdyS8nLnRBgDQ6I24c2Q4JrPSmZ01Emnpou7RwxPifGKceFpcYD9LEpOZ81nyRGTZQJ9bXzhZrnzGnLRoyMVCaC2inztduGk8mb7izzqmnoA9R7/09QUU1iUjPkzORNCqFBLssDhHS6YlQSoWIi1KjtuHyXCqiqqT1MyaR/nQ/c+TG07s+7t8RjJ2/Uh1rjxW3MS876zbovDFT1Wo7dDgHyeuMzWu/naAqoc4kMhjer6obusFwL0usOeXxPAgtHbr+10XfNWQx920d1vhJCZUhroOLRLCFbhvbCxz3Wyhj8+/KU9jO8cIhQI8NyMZBVXtqFPfjHju1PQxkagDSYWm13x2BD0bvqX28cVmcncNKG3VwbUWkr5joPYM+9rvSYvGh8ev42J1B7I2/mD1DNHN6c5XtnHaRI7uJXsuP36tGVOSwpB7vRWRwVK0dlM2Hy36CUClzPZXR9TV+rb0Oez7tuHg1QHZX7Zjy+UX3ZsWzYxLcX0n/nHiBgB+pezzjUCqq8wXvCr8HT58GCdPnsTnn3+Ohx56CHfddReWLl2KWbNmefNjCQQCz/B1cViXjEGBAAkqCZp6DIgLV6C5W4+3Dl9j/m7bQRegBIcPFlPNhD49VebxxcZfadFc2DpvdLoVjVpjQEuXDsdemoUT15qxbu8F5N1oRWGt2qoAPbtemK0j3l+qMwCcrWjHo5vzEKeSMwXN+SAq0HhCXHBkuKhkQsxKDsbbt5mYOjqDjSwbrJHkCyeLiXIKluFkabNVF25asDhZ0sSIfiFyMf7zR9e6cI9PCLMTPTyRvsIX53OgGE1mmMxmpgnPhz9ct/q7mvV9d56phFAgwLRIynkZFR3MOEv3pMdgz9lqXnT/8+SGE/v+SsRCh+87MtLinFrqANo2ZnJXiGHPLwD3ukDPL3EqOZN+zbUu+NJBGsjmhK1wcrKUGkP2b4pL6OPrb8rTcM0xXKmlz2z7D3JKW7DmntHYkVfhViq07ZpPQ9faBcC7eqV8sZncXQO6dCbOY/zJQO0Z9rVnxKugkIig1vRBremzE/0B4I/fXOa0iRzdS9u5XCKk7KGPn5oCoUCAo0WN+DSnDH1GM8wAcq/3X0fUlfq27HPY9+3fF6nfhrv2F9fY2vpFEUop2nr0EAkE2GipnUuaZjgm0Ooq8wWv1/ibNWsWZs2ahfLycnz++edYu3YtoqKisGTJEjzyyCMICgry9lcgEAh+hi5UHhUixb8v1XNG1zyTOdJjkQguGYNmM6o7qN3Ci9Vq6+/LMnRp5mfEMqKfs8WmoKody7JS0Kl171rYxsHHp24gbXio3fm+Erho543umEuPxpjhIWjo1KGtR4+ihi488o/T+NeaGUzNIaomFfcCvGRaEl63SaWma/t9klOGd74vgdHyQVwGIwBeiAo0gxUXuGpa6Qwm6AwmqHUmfFfciSP/8z1evPc2pk7iQCPLPGEkedvJMprMOGkRTQqqO/DstrPMuACwEpRpRkUpXerC/dXZaqz5osCh6DGYaCG+OJ8DgesZ1PYZoTdaz38jI4PQZzQzz0pWkhK/y4rCjaZu5pjHpiSgW2vgTfc/T204uRqtnGeJVgYcN2ZyR4hhzy8CUKLL4SsNuH/ccLv5ZdqoSOzLr+VcF3zpIA10c8JWOOH6TbEd8LYePfIr23G1jirBESIL6JLldthGZobKrcfDDNiNM3uOmZMWjYw4lVup0PSaT9enpAXFe9OicbS4Cev2XkC3zgiZWMibeqX+KCXDhbtrQIhM6JXvMRgGas+wr3376XJo+owAqLqwf34gHfeNpZ7NO187inZNH65bxsDWJurvXto2chMJBHj/WKldR2VX7W5n9W3ZsO9ba49+QPaXo7Hd9OQkTEhQ4aNTZWjrofwRo9lMItZcIBDrKvMBn62UycnJeOWVV/DSSy9h37592LlzJ9577z0sXLjQaY09AoEQuDiKNIhUSvHQhDisn5eGXT9W4m5WaD4wuEgEV4zBM1W9aO6lDBS6plBNey92nKm0izyjI/3ogveOFpvswgas/foCDhY2WHXCdOda0mJDUNuhYXb86PPZdcsA7wpcbOfNYDLbFGzOAgBszC7Gx6fKUNTQhVW7ziG/qp2JCtz05ERMSYrgbMbwwLjh/TriYstu7DxLehf9HrTT0aU18EJUoBmMuMBVrB2g7rdMYER5ux6aPiNeP1SMSzVqLJgcD2BgkWWeMJK86WRxRZukx4agorWXEfwUEhFujw22Euqv1nXhbEUbJo+4abCzjW+dgfqN77E08fGG6MEX53MgcD0Xn+aUMZ0paaYkheOthROYZyWnsgcysYCJ9osPU2DSiHBMGhHOm+5/nkrn5rq//UUrL5gUj7ce80xjJluHd/XufKQND4G6t48Z+ykjwvH91UYA3OuCLx2kgW5O2AonXGNuMpkZofkP+y6h2ZLmBwC/+eoCcz8DGUf2km3Ue0yozG6c6TkmKliGth49okNkiFPJXUqFZq/5SpkYOoPeSril/j0Rq3adh1JK/Z0PtRX9UUqGC3fWgGilGLdFyrzyPQbLQOwZ9rV/dKoMADB5RDjyq9rxy935iA9TQKWQoJ1ljygkIjyTOdLqs/u7lwLL5x4taoTOYILRbHbaIdwVuOrb2kLft0ilFK09+gFH9vc3trTod+fIcPzh/nRMTCQ16voj0Osq+xOvCn/nzp1Dd3c3urq6mH/39PSgq6sLGRkZOHXqFLZv306EPwJhCGI0mVFQ1Y6N2cU4W3FT0GA73dvzKnD4SgPqWc6jJ5xyV4zBd3KbmOPZC8cyS2RVh6YPxfVd2JhdjOKGLuaaHC02ZgAHLtczzQZEAgEyR0c67TDKHq8XvizAseImq9fplOMNLEfc2wIX7bzRRf7ZBZtpg2f9vDTsPVeDtl49TliitNKGh6CovosRamwX4J1nKnF83WxOh5mOstz05CTMHzec+S4334NyOkLlYoTIJX4XFWgGKi6wn6X7xg7HvvwaK8e8pKQYuRXdeO1kEwSgnq2oEMpZcDeyzFNGkjedrC05lKCukIpwV3IEjpc0o6ylBzqDCQqJCGaYoekzQikRWZ2nN5rw2Edn7MaaNr5bLOKAN0UPvjif7sL1XBhNZuw8UwkAeHRyAvbl1wAAvsmvxT1p0bg/YzhMltqJR2/cjPZjXxefuv95ohuho/tLRytvyS3He0dKoDOaoVJI8PZjnmvMRM8v4xNUeO9oKTR9RhTVU+uRTCyEXCJiOrlyrQu+dpAGmvbOJZzYjrnBaGLEzuZuPbPRpFJIrNbYX06U8+Y35g7OIjNpfvfPi3hm2kgA1DgDwMFL9Vj79QUAQHO3Dst2nANAPSMAGGHBEfSaT3fs5hJu2c9vVIiMN7UVfV1Khgt31oCH00P9+nz2V+dzIPYM+9rbevSIVErx5fL/ws4fK+3eQ6UQw2ymovfZXYFpXLmX7kT2uXK9rt63hybEYXtexaAaWDkb22cyR+JKnRqnWGVOAnEu8zaubjDRGx/bTpdjSlI4GU94Wfh76qmnIJPJcMcddyA4OJj5Jzw8HImJibjrrrugVCq9+RUIBIKPcbRjHREkxTPTkrAsKwUCULtov/mqAPVqLWRiId5/YpJHnXJXDAgAdgsHu2vVrNuimELul2qo7pWOFht2VIVEKERbrx4vzb0dExLCXLoW246G/UUfertmBbtbG7tgs23a1Zi4EOReb4XJDESHyKDupc6zNXjYDsOVOrWdI97UqcX6fZeREK7AvLH2O+W277F16Z1MehgfjKOBiAu04RIfJseZMmrn2tYxz0xSWtX4+v5KA+LC5G5Hlnmy+YSnnSyjyYwtOWV40xLhqtEbcbyk2ap5h0IiQqxKjqv1ncgru5lOqZAIoemjjmE7/u88NsGqCzfgfdGDD86nu3A9F+zX3lgwDr26Phy60ggzgF99UQCZ+KLd+7AbHtHwpfufrdM387aoAd1jV9eT8Qkqj9d5FAkFWDlrFJ6dnowNB6/i35fq0dqtZ8oC9LfB4OvGMwNNe+dywJdmjrQac1vMoH5T7z0+EceKm5g1drgsAo+O5U9Uras4i8xkR71/eJyqw/lTWSumv3GMaSYDcAuGn+WWY3ZqtMNnn34eY0Ip4Y9LuGU/v9EWgZAPtRU92ahpMLi6BvwiXe7V7+EIV+t8DsSeeW5GMr6/2oCzFe1o7dHjnndOIiVKCTOrZE7mqEhsf3Yqlu04i5zSFs5nx5P30tH1RgXLsDwrGcuzUiASCly+b3+cn44jFvtqoJH9jsZ2bJwKO/IqPJr5NBRwJNo622Ci732rZcNjME22hhpeFf5eeuklfPHFF6itrcWSJUuwYMECyOX+mfAIBIJrDKbrn+2ONR3FFREkRVuvHhsOFeNijRqbnpyEuWNimJQSpVSMuRYjF/CMU+7MgMiIEuFwabfTyITkYUGo7dDgVGkzlFJqyrQ9xzaqYvdPlYxh42rTBfr81bNHQSET4c7kCCydnowrdWrO6ENvwhbuUoYpMSGRO+2qvKWXOU4uEaGqrZfT4OFyeNnCwPESKsrR9cLYBtydGu3Ra/YE7ogdTBOLEDkuVHdwOuZCwc1rjgyWok6txdLMJGzPq3QrssyTzSc8bZhbzRdCATJHRVoZ3AIAbb16pqs2m7ceHY/f7bvM1BSiIyOPlzShV29kjvOF6MEX59MduJ4L20YWH/73FMz5+3FUtFLXQkc00yy6IwGvLxjPq+sCPN/Mwtn9nTsmBtvzKlDW3OO1Oo9SsRD/7+EM/OXBsS6v0b5uPDOYtHcuBzx5WBBC5WK7+p6295G9xn5X1ImHUkNRUNXOm80hZ7gWmXkz6j1YJkadWgudwcSIfjKxEO8+PpEpk3Hwcj1W786HAEDejVZszS13uIFKP4+Nauq9uIRb9vPb1E8jGX/gicjegWBrL7/7+ESna8C1kmIn7+qd7+lunU937BmRUIA/3J+ORzfn2TXGY1+7AHA6B3riXjryRQAqIvb1Q8X4tqAW/1ozA1Kx0OW121OR/eyxvRWaVLjrVzpbvycnUWPHNU9xlY2ZlBiGpi7dkBnPweBV4W/FihVYtmwZDh8+jJ07d+L999/HokWL8NRTTyEmhtsIJxAI/sETjhJ7x3r17NHYmF2MhHAFTvx2No6yduQnJobhjpHhVAcroQBtvXpOp3uwTnl/BsR3uRdwuLTbYWSC0WTGZzllOGMp2P7ukVLmbxerO9BnMEFiSaNhR1XcmxaNV/dfBWBt2PR3LReqb6bW2tb2o8feNvrQm9E04xPCEBUsQ3O3DoV1nRAAdgaPyUwV+qfTrarbKBGQNnjYC71KLmFqM3EZe4HcHGGg0NdAjxuXY24y37zmxPAgtHbrkXVbFJo6dThY2IBVu84jKkSGtNiQfiPLPD2+nnKy6PmCjtybPioSO5f9F0wmM945cg0fHr8OM6hnKuu2YVi16zz6jGZMHx2J09db8fK3hUiKVKC4oRuRwVK0WtJ6adFvQoIKF2vUPhM9/OV8DhSu58L2NQEAi66K1xdkoEdvBEzAh8dK0KEz4cmpI3h3bd5ypPq7vwAGHQ3izvdwdf739dw6GOe4P3F1mFKKlh49hgVL8bGDIvx0aledWoul+6rRrq1g/sZX8Z3G3cjMrUvvxP5LddieV8mswe89PpFp/JJd2MDUA14wOR778mv73UBlC7YRSinnc0w/vxFBUjR36XhXrxTwXaSxM3v5+LrZzKYtH9YAX9T5ZNfLWz8vlbM5XXZhg8tz4GDupW1zOrphxqgoJQrrOpnmdD//MBf7X8hyee32RmT/QO/NYII0fMVA/EpX1u/5GbEOs19u2pUiaPqMiFPJ8c9fZjKZZrd60w+vN/cQiUSYP38+5s+fj0uXLmHHjh247777cM8992Dp0qUYP368t78CgUBwgiccJdsda5mEEsVSooIhFgvtot5Soqg0/1C5GO29fZxOt6ecci4D4rZIGaKVYs6Fg2u3MHN0JG40daNOrYVa04cnPvkRX6+aZhd2frS4idOwcXQtRpMZbxwqYv67v7H3lEDhDJFQgOVZyXj9UDHaevTYmF2MdT9LtTJ46KfAzPr3lBHheCZzJD49VWa30APUvR4bp7L7vEBujjBQ2NcMcDvmZ6p6UduhQZxKjmZLhEVOaTMuVHcwxzR36Zi/OeqQPTZO5ZXxHYxhzp4vXphzOzZmF+MGK1pqTno0k872/ZUGPDBuOPosnWZ/M+c2hCmkOHC5HsUNlKCcEKaAEAI0d1NjMS0lAuvuS8Ojm/N8LijzJc3VGVy/O9vXADDPxaI7KJEvu7ABHToTopViXv4Wve3kOrq/fKzz6I+5dTDOsSMHvK1Hj2U7zmFMnApTkiI4P9cMquYnALRrjQEVOeNuZGaXzoC/PDgW1xq7kXejFQDw6v6r+OI/VXbj/MaC8fixrK3fTUO2YNujo6Ir6eeV3dUXAHr01N/5VK/UlwRahJav6nyyn6F/nLiBtxZOwITbwnw+B9o2p+NaB9jN6bbklGHlrFHMNfS3dns6sn8g9waAR6PZvYXeYMLSbf9h5idXfyeurN8HCxswJy0adR1aq/XWDGBbXjkAwGzxTp6dfnM8SNMPH3b1BYDx48fj73//O5qamrB7924sX74cKSkp+Oqrr3z5NQgEgg2ecJRsd6wvWmrisZ1u9o51i8VB79RQRiS7EYGrkWKDQSQU4OH0UGw512bnqH1maTRAs35eKlbMGgWTyYzf/fMS9uXX4HxVO37/z4t4a+EE5rsV1qoZ49jWsHEkMGzNLWean0QopTi5bjbEYqHd2E9IUPk04m15Vgq+LahFUUMXPj5Vhr3napA+PJhJuzKzjqXrsZU0duKJT3606k6rUkhQVN8JM6iCzmv3XLBb6D2ZQhEosK9ZAEpcOXylgYnYOF3Zg3dPU01Tpo2KxL78WigkImzPqwQAxpkuru9ixK5xcSGoae/FtNePMbVN6GPpbtF8GV/2fLF8RjITzcoWoOLC5Kjr0KJOrcWec1UAqHS2KUkRmJIUAblExDSfuFijZv6uM5iwPCvFKgLhVhGU3cHR745+be2eC4zxvDRzJASgIjb4UqSeC73BhE9O3QBAlU3wdAmJ/uBjnUd/zK2ecI5tHfACy5rSn4j/WU4Z08zn2cnh+MvCaV7rXuxpHEVm0vZQW48ezV06XKml5rkQmRgioQDLZiQj70YrZGIh6tRaqy7bXM2O+ts0tO0g3aU1YNWu81ZpkgCV7s+3eqW+xJddsj2BL+t88mEOtG1OxyWosZvTbcktZ+r9uYInI/vdvTcFVe3YdrqC16IzHeX3wQ+lViUazGYzskYPwydPTcG2vApsOnYNBy7XY3yCihFe3RFCi+o7MT8jlsl+iQ9TYFiIFHUd1Byo7eOepzxZ0zYQ8arw98orr6C7u9vun56eHnR3d8NoNOLiRftC0QQCwXd4ajfQdseaK9KAvWM9LFiGCKUUbT16RARJMTZO5Xak2GD5RboKdVqpVdpkakwwk94LUEbKsqwUZjzeXDge5S09yK9qx778WvxY1obkYUEQCQRM5zyuxYZLYGCPPT0WR4ubmLFij/1HJ8vQ1qv3mUAhEgrwrzUz8PMPc1HU0IW2Xj1OW8ZFCICu9JU5KhKfPXMn1u2ljN38qnYIQHX4Vff24Wo91WRhyohwXGvqcmgQ88Fg9DW2jtbq3fnMuNEO3JQR4UzklabPyOlsZBc24MU9Bci+at0Rmu76STvew1Vy1Ku1vBhf21pyXOLEs5nJeO0gFQ377YU6AFQtSbPJjKPFTfj+agMASrCYlRoFlVyCNV/ko06tRYRS6lT0yC5swDrL63MdGN1DEfbmyqQRYXbGc/KwICZNBqCaq5wqbbaam7OSlPhFuufn5IFCOxufnCpDs0X82Zhdgl0/VtkJTd4y/Pla59Efc6un096dRS4aTWZ8dKoMAKCSCfHo2DCfCb6ewPb65o6Jwdbccmw7Xc6sBWx+89UFq1pXw4Jl2PTkRHRqDXbj7GpUM/v5ZX8uW/TjW1SRr/F1l2xP4Ms6n3yYA22b03EJauzmdM1dugGXEhrs2uHuvdl7vobXojNXfb0xw0Oh1vQxwuQ7R64xtgUAprHb8qwUt4XQTU8mY9KIcLtnTSYWYt3PUjmfNU+WdwlEvCr8dXR0ICQkBNHR0QgODkZISAhCQkIQGhpq9f8EAsH7OKoH4andQPaO9fnKNnRqDZg7JtqqEcG9adGMAXqtsYtJKenW9Q0oUmyw4/FtkRoXqm82qGCnTYqEAqy/LxXLbHYCRUIB9qy4C1P+dgSdWoPVYgNQC84D44czqbD9RVWwx37JXUnYcKjYTqC4Ny2aaY5ie763kYqF2P9CFrbklGFLbjkzNibYG3HvPj4ROaXNTDRgUT3VhIR93JGrjQ4NYj4YjL6GvubxCSq8d7QUmj4jM25SkQBSkQDnLb8JWoixdTbMoBpa6I03nbN0lnioM5gY0bVercWctGgUN3T5fXxtI1wcFfan61cZjFS9ObWmD1M3HGN+Dw+MG46/PDiGSUGtU2utxHFH73upRm21G709rwJHrjYOyeeMxlG9nTiVnPO5CJWLIRAIoNb0IaeU6jxNPyvTIrW8GSMuZyM8SIIgqZgzCsKbhj8f6zz6c271VNq7MxH/k1NlzMbbwgwV57XwOdKDfX3r9l7A7TGhjD3EBVetq+Yu/aCjmm2f37YePVq6dcxGLR/riPkSX3fJ9gT+qPPpzznQtjmdo+tlN6fzlwDk7r35oYjaBOar6ExHwwZJRejVG5EQrsD+X8+A0WTG4xYfT9NnhEohwYQEFU5fb4XRbMbrh4pxqUaNBZPjAbhX8oD9rJ2vasff9hdhWLAMy2Yk3xL1wt3Fq8Lfpk2bvPn2BALBBZwVV6Vr7Q12N3BsnAqhcsrRenTzGeZ1hUTEpIzQUW0iwc0mFnQU0kAjxQY6JhtPNSGnsocZC9u0yfAgiZ3oRyMRCzEhMQw5pS3484PpGBUVjBCZGFtzy3GwsAGrd+e7FFXB3u1blpWCizVqzqgMWuS4c2S4zyPeREIBVs4axezGOTLirtRRQkpCuALvP8EdeeDMIPa3wegP6PF9dnoyNhy8in9fqkdrtx56oxl6o9mqYyiXs0EbWrRABgAbHhmHCQlhjOB8vqodj1oKvBc3dPGi8DhXBI8jcUIAIFQhhtpSFqCtl4oSXjUrBcuyUuxSUNnieH+iBwCoFBKMt6TR8yVVxhs4q0tVp9ZivuUedGqtm1Zw/RaLior8eTlWcDWVCpKKcXKdfVOp52em+MTw51udx6Ewt7oSuRgVLMMjY7jFLb5HerCvjy36sef2KSPCUdLYiW6dETKx0GGtq8GmcvPt+eULvu6S7Qn8VUPZU8+Qu00sbJvTcQlq9PXSaez+EoDcuTf0NfFVdGZHwz43PRkfHr+O5GFKXKzpwFdnq5Ff1c5sYCulImx7diqe2foTcq+3QiEV4cDlekSFyAC4L1LTz9r4hDBsy60g5V36YdDC37Vr17Bt2zacO3cOLS0tkEgkiImJQUpKCiZPnoysrCykpPi/xgGBcCviShHizFGRAAa2G8iuP/NZbjkTQSMAkD48FB29eiZdRCoSMjvydIetpZkj8dRdSfivDUcHHCk2ELbmliOnsgdKiRB/f3ySlaH88akybMwuRku3Hp/llGGFpfaEo/GYMiKcWVwnjQjHJJbI6iyqgr3bJwAcChS0cbJ+Xppfo0b6MyLYBrGj4uuuGsR8cTp82TVNKhbi/z2cgb88OBaXajpwuaQMITIhHp4xkUmztHU22IaWGTfr23Vo+ux2gM/caGUMwit1ar+Pr6MInudnpmBp5khsyS3HpmPXoOkz4Q/3p2F5VgoKqtqxMbsYZyva0darx44zlci53uI0ZZEtery6/wq251UiSCrC249NwLyxsbxKlfEWrhbMnjQi3O66/f2s9Idt6t3cMTFMvUi6bAJgHQVx5BY2/Pkytw6E/kR82imWioUQOJiinQm+/u6SaRs5T2MGtz2FUxJKAAAgAElEQVSklIqhM+g5a10N9TIZ/sLX0XOeIFBrKA+kIyzA3Zxu/bw0zuulfRF/rQPu3Jt70qKx51y1W6KzL+c0djTsrNuj8OHx68i73oqc0jzmGIVEBIlIgDq1Fheq25moyxfuGY2N2SX4/kqDw269NM6EOzrT7MU9BVhWk4x70qMxMTHcqqsvwK9n3ZcMSvjLy8vDypUr0dfXh+DgYISHh0On06G8vBzXr1/H4cOH8cYbbyAjIwMrV67Evffe66nvTSAQXMAVZy/vRisTqefqROtoQQbAiAtX6zsRH6bAmOGhKKrvZLrt3TkyHH+4Px0TE6kFqKCqfdCRYu7AdhTXTo+yC5dfMTMFn+ZQaUMfnSzjjPpztPC4G1XBtdtne35xfRc2ZhcjPkzBa4ctEA1iRwzU4PQEtGMu7wli/t/R2NKGVmSwFK3dN5t5sMeW/duZmBjGmygEwPXaY3Th7TtGRuCrFdOs7o27KYtHLHUQ31k0kZepMt4gEOtSuYpt6p2Qw5G6Ny2a+Q18cuoG/nGCav5xqxr+gYyjNXZsnAp3v30CtR0anKnqxfQkpd25jtZtf873ttCR81EhMjR36TAsWIqPn56CiYnhnPZQVIgMdWqtw1pXQ7VMhr/wV/TcYHFU8qKkoZvJcpmfEcsbcXiwnZO5mtONiQtBeUsv89sQCwUwmMx+XwdctYMW3ZmIPeeqXbaxT5Y04c//V+izOY22K5OHKbHtNNVZ12g2I1QmRqfOAJFQwGQvAcAPRU3M72T5jBTs+rEKtR0aLM1MsioR5YpITc/h7Nqk2j4T/vfEDfzviRtMvWu15TveyhshgxL+3nnnHchkMnz44YeYNWsW8/oHH3yAf/zjH/jrX/+KnJwcnDp1Cr/+9a9xzz33YOPGjQgODh70FycQCP3jjrNH48pEC8BqQY5TydHao4fOQAl7tR0apMeGcNa/C5WLsXv5XZCKhcxrnowUcwXaUYwJFmPaiCC7v4uEAqyamYINh4rR1qvHJ6duYOXMUZzjMXdMDE6VNtuJe65GVTja7RMJBUyq5j9OXAfATyeVvZsYIhMPeqeOD3AZnHQaOG1wFlS144PFk312Pxw5G/RvITE8CK3d1G8wTiW3Glv2b6e6ndpd5YvoOpDaY4NJWfRXfSZ/RxIFYl0qV+FKveNypHr0VAQVXWLiVjb8hwJcayy9ltLd0FNTzS45jIMRGDwN/TzHhFLC35g4lZ1dxJ7Toy0CoW2tq0BM5Q4EAjV6zrZxi61tDgA/lbfh1f1X8cf56VY2uj8YbOdkruZ0uddbAdxsTmcwmXkhdrpqB9H/74qNrZCIsD2vkjnHF3MabVderO5Ap9bAZKD0mSjfMHNUJBZPHYFf7s4HAHySQzVjWpo5EhKxkJnTsm6LQnOX3uVmVFw1fgHrEgk6gwk6gwkKiQgv3nubW12chxqDEv5KS0uxcOFCK9EPAASWOPtFixZh0aJFUKvV2Lp1Kz777DMsX74cu3btgljs1fKCBMItj7vOXuaoSOTdaHU60douyNEhMizYnIeEcAX+OD8d6/ddQlFDF16+Pw1TkyPQoemz6rZpm2bo60gx2rBOCJVA6CAnaFlWCj7JKUNLt57pDGk7HtTCWsGIqwPdSfNGx0VvCw2OIiRC5dS8HkgGsS3s53vjgvGoae/FjjOVzK44ABwsbIBu5zl8suQOn1yHI2eD/i1UtvYwRs60UZFW34n922nt9l1XaFcZqJA3kJRFX9dn4kskUSDWpXIVrvWDy5GiiQqRYUVWComAGoKw19K/nWjEtgvHna6lgxUYPA39PDeqqfWGyy5iz+lNloZbtrWuCN7DH12yPYFIKMBzM5JRUNWOOnUDAEApE8FgNENnMKG1R4/teRXYc7bar+KIpyLU2c3pPrXY8wAl+tFcrFFja26539cDV+0gV0VnTZ/R53Pa+IQwxKnkTMTdu4sm4sDlekaQy7veipaum3Z0n/Gm8Mqe0yKUUrc2hOk5nBYa6eu+Ny0a319txG/3XoCmzwSJSABNnxFCgeCWXvsHpb6pVCoYjUaXjlu7di0mT56M1atXY+vWrVixYsVgPppAIDjBXWdv2Yxk3J0a7XTHyXZBPl7SxHzO/HHDIRQIsGrXeew8U2llOIyKDkadWmvnVPo6dYI2kKvVfTCZzZzHCEDVJAQoR5E9HnRxWk2f0SM7aZ7suOgLocFZhAQApplLoBjENGyDc+OC8VZGC32dhbVqtPXocay4Cb/+It9nkX+OUnVEAgHae2/+pr6/2ojswgbG2Mu+0oDaDg0jDPJVdPWFw+rLTQY+RRINpTR8WxytH2xH6hNL3daoYBlOr7/H79EsBO9Ar6XDZTp8V9TpdC3lYwo8+3mOUEo57SLaHooIkqK5S8e7zZyhjidtNl9DN6ALlomsOkfHhymgUkhQVN8JTZ+R6bLqjyZXnoxQp+r9peBidQcOFlJiZ1SIDGmxIbxs6OXMDnJFdKZ9FF/PaSKhAD8bG4vteRVUnVUB8N7jEzE+QYU3s0tgNJtR1EDVcBcIALMZzOdnFzZY+XiuCqHsOVwpo2qesq97/vjhEAopnzREJkFbrz7gypl4mkEJf7Nnz8ahQ4ewevVqREdHOz1+1qxZmDt3Lr799lsi/BEIXsZdZy9CKcWc9Jh+J9qCqna7Bdn2c7gW5P6cyv5SJ/oMJqbIPwAsmZY06MmabVifqerF2DH2x3x/tRF1ai3iwxRWHVBPljRhe16lx3fSPNFx0VdCg7MIiXV7L6BbZ4RKIQkogxiwNjhr2ns5r9NgMGHqhmNo69VTzRByy30SCeKsO61UJEBGvAr5VR2MQUgb8gAl+vFZdPUFvtxk4FMkUaDWpXIFZ6l3R1jlElbMTBlyop+/08j5hkgowKNjw/CLdBX6Qob3Oy58TIFnP889Oio9nV2r8mhxE9btvQAATPo6XzdzhjKesNl8DVskuW/scOzLr7Fbnw5ersfq3fkQAH5rcuWpCHV6bvzqbDUOFjbwYi0eLM5E57ljYrA9r8Jvc1rWbcOwPa8CZjOwenc+I0wqZSKmYVFqTDCGBUtx+kYb1No+ZBc2OMwGciaE0nM4XROV67pta6IGWjkTTzMo4e+FF17AkSNH8NRTT2HDhg244447nJ4THx+P48ePD+ZjCQSCCwzU2etvouVakLk+x3ZBduZU2u5ixankkEmEqGrVwMiKytt5phJCgWBQ4hHbsH73dDMSEhr6TUmVioWYNCIcRpMZf/6/QgDeiw4YTNSTL4QG1yIkJlo6Doqwdemd6NTy3yCmYRcn3nGGqo9ie51isRBj40ORU9oCAD7dPeRyNkJkYmYXP7+qA6FyMXQGk12U6q1e1wTwXX0mvkUSBWpdKlcJ1NS7wcCXNHK+IhIKkOFkLeVrCjz7eQZuRtCLBAIre0hnMA255zrQCKTUalokiQ+T40wZZb/Yrk9z02OYDtkAsO2079NgBxuh7mhulAiFqG7rZeq+BWpjq/5E51OlzdieV+G3OS1CKQUAqBQSKKUizmypksZuXG+ivtsf9l1GsyX9dyBzmW1NVK7r5qqJGkjlTDzNoIS/YcOGYfv27Vi5ciWefvppTJ48GQ899BBaWlo4j29ra8P333/vUnQggUAYHN5w9hzVU6I/56WvL+ByzUgU1VFRRqFycb+7Oezvyi48TNeIAACRQICkyCBGzBhM5Bq9A5gSpcSEWDkuNmhddhQvVFNG07BgKaJCpDCazHaf768C+b4SGtyNkBAKgLtTA2e+p5/v4vouNHdz7x6yDU5/7R7aOhuTRoRjEoehG6mU4qEJcbwo1s0XfCES8TGSaCiLY4GcejcQ+JRGHsjwNQXekT3EFv2G4nNN8C602BEVIseF6g6r9YktlrHrGdeptXh1/xX85cGxPnvOBhOhbjs30iIm3VGWa24M1MZWXKKzv+c09r17fcE4DFfJrTqv78irwOaTN9DWQ9VbpEsVDHQuG2xN1FuRQXfYSE1Nxb///W+8//77+Prrr5Gfn8/87fnnn0dUVBRkMhna2tqQl5eH7u5u/PGPfxzsxxIIQwpvpet42tnjWpCNJjNMZjMUEhF69Ub874kbNz9/+1moNQaXPofexTKZzXj9UDEUUhFeuGc0ls9IgUQsHFTkmqMdwGCpECKRqF9HkT73o5PUdbV06/Ho5jOci5W/CuT7Smjga4SEp2A/3wD3dbINzpQoJS92DwMx7chf+EIkYkeOXnRwP3z9Oxnq4tit9BvgUxp5IMPnFHjb57mtR4+Wbh2GBcsQoZQOyeea4F2Y+tZtvQBu2je2YhkdWSoRCdBnNGN7XiWau/Q+20gYTNCC7dwoFQnw3I5zmD4qEov/K4lzbgxkm9UWf89p7Hu3ft8lu/UpMSIIegPVG+LxOxLxxNTEQc1lpCaq+3iktW5ISAj+/Oc/Y82aNTh48CBycnJQUFCAnJwcq+Pi4uKwdu1aLF682BMfSyAELLTQ19ajR05pM1VTruNmlJunHDFPO3u2C7LJZMb+S3VM0VyFVASN/mbDH7XG4FaaodFkxk5LiuW7iyb2G7n2yakypEQpnRrBjqIjimvb0dRjAGBC5qhILJuRbPdeXG3iZWIhIi0LjO3uob8K5A9EkBuI2DzQ3cRAqUPFfr4BoLBWDYPBBLGN8AwAz0xLYtKB+bJ7GEhpR/7E2yJRqJx6HvKutyKnNI95nT3nCgC/RBINdXFsqP8GHEV303OsTCLE6tmjsTG7OGBS1/xFIKTAD/XnmeA7bDc2aTuOLZYtnjoCH58qQ5xKDoCK+AuSiny+kTCQoAWuubHA0rzkRnMPtSm+cIJd5osv7HZf2cB8mNNcvXcbFowb9OeTmqju4xHhjyYsLAyLFy9mhL22tjY0NTXBYDBg2LBhiI21V54JhFsJvcGEDQev4t8X69FqCXWmUSkkGJ+g8ninKU87e+xJffUX+cxnqORUxyQAyEyJwKQR4diWV4Fevevt051FrhlNZlS19kAkEKC5W4dlO84B6F/EdBQdceXqVZyp6sX7P7Yi70Yr7k6Nxpz0GIfnblwwHn87eBV1HVr85cExEAgEdruH/ooOcFeQO1nShD//X6HbtaHc3U0cG6fCp6fKAqoO1XMzklFQ1Y6DhQ1o69Fj6oZjGBsfame0JEQE8aYZQqAIq3zDG0610WTGZzll1H+bzYgIkiIjQWWXhvnA+OF+e36ImBC42K6RjqLZRQIBajs0KKhqxx0jI/z4jfnNUE6BJxDYsEUSAYDaDg0OXa5nxLLFU0fgi/9UAQCmjYrEvvxaxIcp8KcH0rF6d77P6xm7G7TA5T/Y2qxcmS/etNv9UYvV33Oar7MLSE1U9/Co8GdLREQEIiKIwUG4dWFH9p281oSvz9VA22fiPFat6UOoXIIT62bjWHGTx9N1POXs0ZM6u0W70WRGW6/eblIflxDmVl05duSaGVQXYXZ9iLV7LlhF32XEh6K9p8+hUNpv7TuBANOTlEhISOD8jlzn0p/ze0sI+8ZHx2P17nxsO12O+HAF1u+7BMD3O0ruCHIKiQjb86hINXdrQ7mzm7hkWpLV/QqUOlQioQAfLJ4M3c5zOFbchLZePdPIIz5MgWemJSEhIshv95oNKfDPP+hGKzKxEDqDCX0mExZPHWG1+3zgcj2OFjUCILvPBPewXSP7q/UHABuzi/HVimnkGXPAUE+BJxDY2Iokv/qyAAC1UfDxKWrDaopFDAOo9Wne2Fi/1MBzN2iBK/PFzmZdOAHJw6hN27ZevUs1yAeKv2qx8mFO82V2AamJ6h5eFf4IhFsVRw45TVpsMEobu2G0zEtTRoTjWlOXndDH105TIqEAU5MjYDSbER0iw+uPjkNEkH3Krbt15ejItYvVHcja+INVk49QuRidWgNC5GJIhEK09erx6s8zMCEhzGFdo8HUvuM6l2snTSYWok6txerdVPSjP3aU3BHkNH3GQdWGcnU3EUDA1qESCQX4ZMkd+PUX+Uwae1SIDClRVLdfPkSCkAL//IO9WfDuook4cLne7nciFYsAnRE6gwnzM2Jv+d1ngnuwo7s/yynjnGMNBhOmbjiGtl49zla0Y2tuOe/mWD5xK6TAEwiA9cb9e0dLoemjSvMYzWbIxELIJSKct6TH0vaNv2vguRq04CjzxdZmFQmo1wfbUdYZ/qzFypc5zVfZBaQmqusQ4Y9A8DC2DjktWLGJUMpgNHcjUimFzmDE+ap2PDo5Hvvyaxmhj++dpmgDIG14KOakcYtq7hoMY+NUUEhEUGv6oNb0MWLG9cYuRgSMCpahrKWHCcvvr2vtYJpRONo9tN1Jo4kMlmLVzFF+E2ldEeQUEhE0fcZBdf51ZTfxmcyRuPvtEwC822XYm9CRf+xuubSRyIfdQ1Lgn3+wNwvmZcTivoxYzt8JnYLCx+eewG/Y0d0fWSJ0bOfYo5ZI5YggKdp69bydY/kGSYEn3AqIhAKsnDUKz05Pxto9BThwmdrc1BlM0BlMdvaNv2pXu4ujzBe2zerJjrL90W+2kQ9t4FttTrvVrncgEOGPQPAwXHXhaOGPFvrybrQCAMbGq7B46gis2nUeZ2602gl9fO405Y228TvyKpgdSIVEhD8/kI77xsbiQnUHFmzOowrit1DvtzRzJICb6cDRITLEqeRW4+fsOxpNZuRXtuNqXScAIER2c0p0dC57Z+lidQee33kOrT16fPzUFL/WUnImyM0dE4PteRUe6fzrbDexoKrdJ12GvQ1fdk1t4YtRSbCGa7OA6/n5+/clyL3eii6dob+3IxDsYEd3t/XoEamU4t60aACwi+5eNSuFiVDm6xxLIBD8g1QsxKYnJ6Og+gfUdWix5p7RmJMWbWff+Kt2tbv0l/kiADzeUbY/BpNtBJC6zQTvQYQ/AsGD2DrkMaEy1HVoERksRWu33kroAyhR6d60aGbyn5gYxgh9fN9l83TbePbYTR4Rjvyqdvxydz7iwxQIC6Kun67YIBcLYTCZMfPN41ZRdzKxEADQ0qVDQVU72nr0iAq2b/FuNJmx70oHvivqRFNPOXP+b766wOz+Obs+kVCApi4dWnuo2oZ8cKr6E6pOlTZje17FgKIf+/s8ruseTKQlH+HbLuJgjUqCd+hvs4Aef5PJjPKWXqvjCQR3eG5GMr6/2oCzFe1o7dFj1tsnOMstLMtKQc71loCYYwkEgu8RCQV4NjMZrx0swo68CmTEqUBbbHzpbO0Ovuwo2x8DtYFJ3WaCtyHCH4HgQWwd8pOlzQCAxPAgtHbrGaEvTiVHnVqL2g4NjhY3MZN/dftNh5Dvu2y2u2vlLd24PTaE6mIZp2IalADA3DExOFXa3O/OFXvs9qy4C9vzKjhT5BQSAbr1JmzMLgbAXdD8V18WQG+wbqLym68K8O7jEzE3PQYv7rmAA5fbAAACUIKiSiGxq43mat08vhlEXEKVNyI0HeHLz7oVGWrC6lDB05shBAIXIqEAf7g/HY9uzmO693IVbxcAZI4lEAj94u8usJ6ED40tgIHZwKRuM8EXEOGPQPAgtg45Pfk3dWoxzBJ59mluGVKilEzNut/98yIkQipSrbVbjziVHPVqLS+6hjrjmcyR+Ca/BkUNXdiYXcK8zm6jTnWRrWCi+Rwtvuyxk4iFdoVa/7DvEpq79QiSSdGt10EhFeHdRRMZMW7/xTqssXQo0xtMUCkkmJAYxtQH1BlMWL07n6m5SAt+ZlBGzXuPT7TrpjyUDCJfihJEAPEuRFjlJ+402eHzvE7gPxMTb86x6+elIm14qN3GWnZhA5ljCQRCv/BFLPMUfCjRMhAbmNRtJvgCIvwRCB7E1iEfG6dCqFxs1Z12Y3YJhJb/npYSiTNlrVbv0aM3+rVDrKsYTWas3XMBRQ1dAKzFPnYbdU2f0aWdKy4xgx25tmLmKLx2sAhNlgYLv757FOZlxMJkMiO7sAG/3Us51BKRAH1GM5RSEbYtvRMCUA7Q2q8vQGcwMfUWzQCilWI8P+s2xqjhqo02VAwiX4oSRADxLkRY5S9DabOAwF9EQgGWTEvC64eKsemH63jhntFYPiOFKcZP5lgCgeAqfBDLPI0/S7S4awMDIHWbCT6BCH8EggdhO+SbT17HiZJmq46+dLQZnYR6ubbD7j3obrZ8F5Vsd6fmpEWjsE6N9h49Pv+xEsdLqDTnRyfH462FE5zuXDkTM56bkYx/nq9BSSMlNO76sQpnytqsHGoAeO/xidhwsNiqttn88cMhFAqY2orDgqV4OSsSqcPkyBhrvXPGVRttqBhEvhQliADiPYiwyl+GWvQEgX/QdaB2WBxFjd6IjdklePvwNSRFBkFnMJE5lkAguA3f6hkHMu7YwKRuM8FXEOGPQPAwabEhqO3Q4K3D15jXpCIh9EaTlQgIAN06qsOUXCzEojsTMev2KEQopbwXlRx1FZ00IhxGkxl/+dcV5tgfy9qYphz97Vw5EzOOXG1ERWs39T4CoE6tZSIpo4JlaO7WISFcgfszhuOrs9V2tc1+NiYGkUopWnv0SAwPwphoBee1OaqNNhQMIl+KEkQA8S5EWB043u6YNxSjJwj8wLYOVJxKDrlEhMrWXhjNZqbrPZljCQQCwX+4YwOTus0EX0GEPwLBQ9AG+bHiJqvXhQD0RhP3SaA60b7/xCREh8oCxjHsb3eK/TeTycy5O+Vo58qRmHGjqdsqXdpkURIjlVI8NCEO00cPw/M7zyElKhgAd0FzoVCAhAgFWnv0qGrrxdUmBXr0ZmiV7VbjPtRro/lSlCACiPcgwqr7+Lpj3lDYLCDwC0d1oPoMJmzJLcemY9eg6TNhybQkUgeKQCAQ/IirNjCp20zwFUT4IxA8BNsgXzVzFN76vgQioQBGk9nquDuSwrFyZgpyr7dg14+V0BlMWGlJQQ0Uh72/3Sn238xmM+rUWrvdqf6i6hyJGcwxllqCEUFU9N72vApcs6T/3mjqRvYV7oLmJpMZTRbxsLVHj98eoiImcKzBatyP3CK10XwpShABxDsQYdV1SMc8QqDjKNIeACRiIX45exSShymxatd57DxTieVZKeRZJhAIBD/jzAYmdZsJvoIIfwSCB7A1yGUSqn1H5qhIvDT3dnRo+lBc34WN2cWo69Dg/wpqcbCwgTk/Iz4U7T19AeOA9rc7xf6b2dLkw3Z3qr+dK1sx46uz1dhztpqJcKhq7cGGQ8XoM5mwcmYKdv9UibwbrQiVi1HbocFLX18AYF/bLLuwAfWdOub/BQCSw6XQmoTMuGcXNuBaUxfn+YSB4e20SgIRVl2BdMwjBDqkDhSBQCAMPUjdZoKvIMIfgeABbA3yizVU046y5h5MSAiDUCjArNuisOvHStR2aFCnbkCIXAyJUIi2Xj1e/XkGJiSEBYwD2t/uFPtvADh3p1zZuRIJBRifEIY1XxQAuBnhYDSZcbFGjQOX6/HxqTJEKKWAzoguS/1EbZ8Jo6OUmDgiDEaTGQLL5621CIJSkQAZ8WHIr2pHWbse8WEKjBkeiqL6TpyvagdAaqN5Al+nVRIIjugvUop0zCMECqQOFIFAIAxNSN1mgi8Q+vsLEAhDAVuD3FYYAyiDPHlYEHPO4qkj0NarZ8Qv2gF9a+EEAFRrd9s0YV9iNJlRUNWO4yVNKKhqt/ou9O4UAPzunxeRXdgAk+XvAgB3pUQyx96VEgHaRTGZzMgubHB554orwoFOB/7T/HTEhynQ1qMHALBH6npzDx776AzGvJKNSa8ewapd56EzUHUW33tiEvaumobld0QgWklFCV6t72TOD5WL8e7jE4njPwjotMrXDhYxAu/M26OY38RrB4vwwpcFfn2+CbcOA4mUIhD4hm2kPRekDhSBQCAEHra+TW2HBjmlLYwN/af56bzOBCMEBgEd8Wc0GvHZZ59h7969qK+vR2xsLBYsWIAVK1ZALHZ+aVqtFh988AH279+PtrY2JCYm4qmnnsLixYutjisvL8e3336LvLw8VFVVobe3FyNGjMDDDz+MZ599FlKp1FuXSAgQbA1yrrDte9OiUdJAdaVVKSTY/VMlAHvxy91UHU+nUroaqeXK7hQA7MuvxY9lbQPauXIU4cBOBy6oasdz288yHZND5WLoDCarf8RCAQwmMxLCFJg3NhZCoQCPjg3DL9JV6AsZjg5NH1RyCdZ8kY86tRZX6tQkRWoQkLRKAp8gkVKEoQCpA0UgEAhDF1K3meBtAlr4e/XVV/Hll1/i/vvvx4oVK3D58mVs2rQJNTU12LBhg9PzX3jhBZw6dQqLFi3CuHHjkJubi//5n/9Be3s7fvWrXzHH7du3D7t378Y999yDn//85xAIBDhx4gTeeecd/Oc//8GWLVsgEJAf5K0Ml0FuK4xFKKVMdJra4lhyiV+uOqDeSKV0tQD+u49PxJU6NRZMjkdUiBRHrjbZdRVdMi0JALDzTOWAO44663QlEgqQX9nOiH4Lp8TjyakjMGa4Cm8cKsI3+bXo0hlgsERHNHfr8FluOTPmIqEAGSyBb1R0MGczEoLrkLRKAt8gHfMIQwFSB4pAIBCGPqRuM8FbBKzwV1JSgq+++grz58/Hu+++CwB47LHHEBISgi1btuCJJ57A+PHjHZ5//PhxnDx5Es8//zzWrVvHnP/iiy9i8+bNWLhwIWJiqJSg++67DytXrkRISAhz/n//93/j97//Pf71r3/h5MmTmD17tvculsB7HBnkm56chAkJKnx0qowR/QCqM+36ealYxtF1zxUH1FsdKp1Faq3bewEHLtcjp7SZEdsAIE4lx9LMkci6bRgilFKr3anlWSkD3rlyFuGgN5jw3rFS5v//eb4W/zxfC4VEBE2fEQCsBFedwcSMzS8nyq2+B3H8PQMpQE/gGyRSijBUIHWgCAQCgUAgDISArfF38OBBmM1mPP3001avL1myBABw4MCBfs/fv38/ANid//TTT6Ovrw+HDx9mXhs3bpyV6Eczbx4EZKIAACAASURBVN48AMC1a9fcvwBCwGNbA++ZzJF4YNxwdGkNWLXrPLLePI6l2/6DHWcqGeHpjqQwDAuWwmg2Y0SkklMAc8UBZQt0Hz01BTm/vxs7n5uKnN/fjY+emoIQuRgHLtdja265W9djG6lFR8YIhQLMHROD22NCAQCdWoNV3bY6tRbb8yrwTX6tnbBH71zdnRqNSSPC3RIi+6sl2Gcw4aEPctGrpwS+ULkYM2+PQqhczIh+U0aE48z6exCnkjPvKZcIceByPb4tUlt9FnH8PYM7aZXs4wkEb9HfPOJu3VECwZ+QOlAEAoFAIBAGQsBG/BUWFkIoFCIjI8Pq9ZiYGMTExODy5ctOz4+NjWWi+mjGjRsHoVDo9HwAaGpqAgCEh5NolVsJRym2cSo57h0Tg0V3JOB4SbPD9NatueWDStXxViqls0itrbnlyK9qhwBUI41NT07ElKQIr9dtcxThcLG6w6qu3/k/z4VQKEDWmz+gU2uAXCLE+ap27PyxkknhBQCBpdXIv66q8Yt0FUmR8jAkrZLAR0ikFGGoQOpAEQgEAoFAcJeAFf6ampoQHh7O2VgjOjoajY2NTs8fPXq03etSqRRhYWFOz9doNNi6dSuUSiXmzJnj0ndOTU116TgAKCoqcvlYPqPRUA7VULkeo8mMjaeakFNJiRbRSjESQsW41qpHnVqLnWcqmWPD5SJMTVTgZ6NCkBolh0iow7WSYkyLNCMrSYmcyh6s2nWeeg+VBDXqPjT1UELW2GgZIkwdKLxy1c6QL27WorZDg5hgMRKFbSgqarf7nolCM9Ox9rvcC0iLktsdY8vlml4AQIwCKCkptrvuT09WAwCSw6Uoa9fjyrVyBPVSv5MkEfCbuyLxtxON+PRkKaZFaj3qgPxyohzDZRH4rqjTSlClkYuAa9eKca1Fh7oOLWKCxVg+JQKvnWzCJyeuMTU4J8TKcbGBEgCbe41Ye6AG6m+qmXHPSlJiWqR2yDyv/kBiuvnsbf3+PKYnKe2OOV1JiS3RSjEkXfUoKmrwwzflN0Nt7uQDjuaRaKUYD6eH4hfpclyzmfsI3JDnkx/IAcQCQA9wrYTMowB5Ngn8hjyfBD5Dns+hTcAKfxqNxmE3XZlMBq1W2+/5Wq12wOebzWa8/PLLqKysxGuvvYaIiAjXvzghoPm2SI2cyh4oJUKsnR6FqQkKvJnTjG69yeq4YKkQ7VojDpd2o1dvxnqW8CYSCrB+ZjRSi9T4rqgTTT0GRngSCgCTGbjSpMNvs+tZDqmKEdK6dNRnJYRKIHTQVEYoECBBJUFTj4E53hkhMirzv1rdB5PZbPXepa06NPUYEBMsRpfOaHU8zbQRQYhWitHUY0Bpq84lsdFVRKwuvKWtOlxt0uLTc22IDhLBLACaegw4U9ULqYj6zgmhEmQmKZnvA1DO/V/nxOLfJZ3YWdAOvdGM0rY+5m+240wYGCKhAA+nh2LLuTa8e7oZAPVsCAUCmMxmnKnqZV5/OD2UjDfBZ9jOI106E0JkQtwWKSPPIYFAIBAIBAJhyBKwwp9MJkNvby/n33Q6HWQymdPz9Xo959+cnf/Xv/4Vhw4dwqpVq7Bw4UKXv3NJSYnTY+iowPT0dJffl8/QOwZD4XqMJjMO/es4AODvj0/C3DExWLHzHHIt0X9sBAIBPlw8CS9/cxk5lT2Y2Sq3S3/NGAu8bKkTuDG7GGcr2mEy2zfq2HKuDfU6GVO3R6tsB441oKEXSE1Nc5hK2fgvqvHHuNQUpLvQPOH2VDPezmtHbYcG1aYIqxTiBmETgDpEhgThan0n4sMUeHjGRDtnOfVMF5pKWxAWE4/01GinnzkQMgCElTTh03NtSEuIQNboYXjtYBHe/7EVq2ePBmAZm9vTEBnagqaeLgDA87Nuw4RxKRg31oyDpT+gTq3FijsicP/UNJIi5WFeTjWjXkc1n/nbiUaHaZUvLyC1qBwxlOZOPpLh/BBCP5Dnk8BXyLNJ4DPk+STwGfJ8Dm0CtrlHbGws2tvbOcW7pqYmu9p9tsTExDA1+tjo9Xp0dHQ4PP/111/HF198geeeew5r164d2JcnBCTsGnhz0qLx6y/ycayYeoYigqRMowsA6NIZ8cVPVdj4KNVZenteBYyWYvJsREIBCqo6cLai3eVGHbYdKrkYSKOK/grgq+RUHbai+k4A3HXwfFm3jV1HbimrqcrG7GKIBALUdmgwdcMxFNVTol/mqEimdtf3VxtRp9ZaovxUbjccITiHFKAnEAgEAoFAIBAIBH4QsBF/Y8eORW5uLgoLCzF58mTm9cbGRjQ2NuK+++7r9/yMjAzs378fjY2NViLf5cuXYTKZ7JqGAMDbb7+N7du34+mnn8b69es9dzGEgIDdrXR7XgUOFlL1dCKVUvz08hyIxUKYTGY88EEOiuq7kHejFbMtYmBthwaXajowySbybqCNOpZmjhxUgxBH2BbAj1PJERUqQ3UrFV1rBtUpl6sAvi+74rLFz2PFTdj05CRMTAyzarjS1kttCoTIRNj+7FQIAKvunSTN1LuQAvQEAoFAIBAIBAKB4H8CNuJv/vz5EAgE+Pzzz61e37lzJwDgwQcfZF6rqqrCjRs37M4HYHf+559/DolEgnnz5lm9/t577+HTTz/F448/jj/96U8euw5C4EBHmV1v7MK2vHLm9bHxKojFN39KnRoD8987zlQiJYpqbkALh2ycddIFKFGPLR4ClEBHR7mt2nUeWW8ex9Of/YSsN49j1a7z6NIaBtShko7Uevn+NITKxahTa3GxWo223pvfvbBOjcNXbkYDmkxmK0HNF11xbaMTj1xtxLIZyTj1+7uxd+U0jI4KZo4VCoVYtuOs3dj8Il3l1e9IoBAJBZg0Ihx3p0aT6EoCgUAgEAgEAoFA8DEBG/GXlpaGRYsWYc+ePTCbzZg+fToKCwuxZ88ePPLII5gwYQJz7NKlS1FbW2tVY2/OnDmYMWMGtmzZgq6uLmRkZOD06dM4dOgQ1qxZg9jYm5FXn3/+OTZv3ozExERMnjwZ3333ndV3SU1NRVpamvcvmuBX2FFmABAVIkNzlw43mrphMpkhFAqYqLc4lRwCS8qp3kg11+BKf2VHEXLV6gOoyL+UKCVqOzTM8bRAx45yo79XfJgCSzNHMtGBA+FSjRqdWkrAjAyWYkR4EBo7tahTa6EzmLB6dz6iQmRIiw2xq9vmrtjoCkaT2S5qzDY6kauOnEIiglrTh5zSFgDWY0O6dxIIBAKBQCAQCAQCYagTsMIfALzyyiuIj4/H3r17cfToUURHR2PNmjVYuXKlS+d/+OGH2LRpEw4cOIB9+/YhMTERr7zyChYvXmx13JUrVwAA1dXVnCm+a9asIcLfLQA7xRYA5GIhhgVLUduhweErDRAIBEzU27PTk3GqtBm1HRo0d+kcpr+ya9XR4iFgLXSp5BLcaOq2Op7+Pt5IpdyaW44Dl+sRIhfjrYUT8LMxMTAD+CynDJtP3kC7JfqvuUuH5i4dAM+IjVwYTWZszS23SuFlf967j0/sV/x8JnMkrtSpSZopgUAgEAgEAoFAIBBuSQJa+BOLxVi5cqVToe+HH37gfF2hUGD9+vVO6/W98cYbeOONNwb8PQlDA6PJDJPZDJlICJ3RhOr2m0LUL3fnM//9wLjhWHJXEjafuJle7ij91bZRx9wxMZxCFwCEysUYG2efnkqnUnoCrpqDRpMZL3xJdWgFgAilFG09eggBmCznTUhQeUX0Y3+ubbfj1w4W4UJ1BzY9Oalf8dNTY0MgEAgEAoFAIBAIBEKgEdDCH4HgK4wmM379RT7T0EMAqtGFLSqFGJ3aPkzb+APTXGJ+RqzD9Fd2FOG6vRdwe0wo8qvaAVBCl0ohQVF9J8wAOrUGrN1zgemGypX+OljhjavmoG0E4L1p0Zj19gnUdmj+P3v3HR1lmfd//DOTTggpSBIIQYlKDVUERECKC8jKKk0UBQMuYEEe13UXd/XH6qPosnZEmkgRXUSlPEoTBEQpgkCAhBI19EAKkIQQUmfm98cwQyYzgUDaJLxf53iS3HNdM9cdbs7xfPhe11cT+zXV9B8StSo+We02H9GY7lFl+vyiXFUeFm9gsjLutNpGBmlM9ygCPgAAAAAAiiH4A67CZLZo7Kc7tf5Qqv2aLfTz8jCod9N6+v5QmgrNFmXmFNrPk5Ok3s1C9eHw9lcM5IqeVbf7eLoMkprVD1DmxQIdOH1ekrWT7q+pWVoZd1qtGwbKaDCUuP21LJV3xc8cLKnrsO3MwWb16+itIW2cug6X1fV2OwYAAAAAAJdV266+QGWwVfrZQr+QWt7q3qSeGgT6SpIKTBatOZCqOpfO3iv6F6p/dLhmj+xw1UDKw2jQe8Paqo6vNYe3SDp4OkunMnMVEeSnl/o315dP3qW3hlgb1rz//W+avOqgkjJyFBHkp+5N6tm3C09edVATFsXKZHZVj3h1xc8cdFUBaDZbdDgt2z7eVdfhsrrebscAAAAAAOAyKv6AIopvn91x5Jx9e29df29t/0dveXoaZTZbtCY+WX/5co/yCs06l23d1muWtdvv2G5R11SFtv+UtYtuw2A/ffBwW53PLXTavtunRZjq+HrqfG6hfL2M+nO3KPVsWk9tI4NlkFxuf71Wxc8c9PGyRplFuw7bOhfbGpa46jpcVtfb7RgAAAAAAFxG8Aeo5O6xHobLoVPLiEB5elqDMKPRoP6t68toNOjJz3apXm0fhdbx0f5T5/XvQa3Uu7nrKrWSFA267rg5xOWYQrNF2fkmSVJugVnTNvyuaRt+d9jiW9Ztt0XPHPzb13v1dI/bJFkrAAsLzfr+UKq9c7GtYUnxCsDyUFK346Iq4nNLoyLOVgQAAAAAoCIQ/OGGV1L32IOnzivtQp59nKsQquh2U126HOjnpdjj6dcUDF0t6DKZLYqZu92+hfem2t5q0SDQqcPt+8PaOmx/vZ6GF0XPHJyy5pA8DAYlZeSo4xvr7Q1L/tiqvr1hSfEKwPJQvPKw6Bl/NhXxuVdSUjhcHmcrAgAAAABQEQj+cMMr3j22d7NQxZ/K1KaENL2//jcZZd3C6yqEKrrdNC0rT3V8PTXhi1idysi1jylNMHS1oGvu5iPaevicJMnLaNC2F3vL69KW4+JbfMu6/dXDaNDUR9qpbWSQQ8h17mK+Qmp568l7ovREtygZJK2JT3aqACwPxSsPJbns6lven1uSksLh4sGrreMyAAAAAADugOAPN7Si3WOnDGqtE+cuqsfbPzhUdMkgexvf4iFUYaFZ+5PO24eezy3U+dzCaw6GrhR0FRSaNWNTon1sLR9P+3sU73A7b8sRGS5tTy7L9lcPo0FjulvPKYw9nq4paw7pl6PpOncxXwu2HdNPv5/R4bRs+++paAVgeSlaefjkZ7sUEeSnqHr+Ff65rhQPh12FkGU5WxEAAAAAgIpA8Icb2p4T1u6xdf29tHD7MW1LPCtJ9pBp6+9nZbJc7pCblVvoEELtP3Xevv1VUpmCoZKCrkOns+zNQ3y9jMrMKXCqCnTYcnxp/eWx/dXDaFCHW0L0xdi7HLa5Fv2citrm6qrysDI+t7ii4fBbQ9o4VXwWDV6v92xFAAAAAAAqAsEfbki289pmXqqkO5tdoG2JZ2WQNKh9hP49qLW8PI2avSlRb6w+ZJ/XpmGgzlzIdwihJMnX06jcQnOZgqErBV2SFHWTv4bdGak3Vx9yqgqUpDp+nkrKsI4t7+2vRSsAK7OxRVV9blH7TlrD4YbBfurTwnXTlqLB6/WerQgAAAAAQHkj+MMNp/h5bUVZJC3ZnaScfJM+HN5eT3SL0p4TGVoVnyxJikvKVJdb6yq/0Gxv/NElKkRbD58rl2DIVdCVej5XE5fEKa/QrNF3N9a+k5lX3P7a5da6Fbb91cNoqJJQq6o+V3LsuOyqu7DkeNbj9Z6tCAAAAABAeTNW9QKAylb0vLZpD7dTLW8PpzGr4pM19tOdkqT+0fXt180WafPvZ5V2IU8RQX56qX9zPdHNunW3NMGQpFIFQ7agq2fTUA25I9IeGq4/lKqpj7TTS/2b26/99NsZe+hXx9dT80d1ZKtpOSrecdkVs9miw2nZDuMBAAAAAKhqBH+4oRRv5rF6f7Iu5pvsr7eoX0fBtazBzfpDqer+nw169otYh/cI8PVUTJdbtPGFHhrTPUoh/t6SKi4YsjX+kKzNRdYdSNETXRvrx7/31NKnumh8z9vs4eWzvW6Xt2f5/7U2mS2KPZ6ujQmpij2eLlMJ91kTFe+47MraAylKysgpt7MVAQAAAAAoD2z1xQ2l6HltJ9MvamXcafl5GZVTYJYkHTh9XhFBfjqfUyCTRUrKyJUk+XkZZbZIeYVmZeUWav7Wo0rLytPUR9o5BUNFz/izKWswVFUdbm1nIdrOHLSpzOYaVe1KHZeLNm+Ryv9sRQAAAAAAyoLgDzcU2zbbxjf5a8G2Y5Kkd4a21eurDuhURq5Cank7BFySNfSbMqS1JizaowaBvnr5/haauGSfQ5feig6GqqLDbfGzECOC/HRraG0lpl5QUkaOJq86qD0nMjT1kXY1PuyqquAVAAAAAICyIPjDDcW2zfbQ6SylXchTw2A/9YsOtwdZBWazXujTRO+u+1Vmi1Tbx0MX8kx6cUmcJGnU3Y3Vv1V9GQ0Ghy69lREMVXaH26JnIb41pI3LMLNo+FmTVUXwCgAAAABAWRH84YZSdFuudLkhR9Hg7u21v9rH5xdatwBfzDc5BHeuuvRWVjBUGR1ui56F+NaQNg7bl41Gg/3nouFnTQ+9Kjt4BQAAAACgrAj+cEMpel6bJMUnZaqw0CxPT6PeH9ZWvl4eWrL7pH18vsnaxCKmy836f/e3tAc8ti69SRk59u3DNSkYKnoWYp8WYS7HuAo/bwSVEbwCAAAAAFAeCP5wwxndtbF2Hzun1ftTdC47X+1fX6c2kUEO23IlKcDHU1l5hQqp5aUBbSIc3uNKXXprQjBkCzNtFZGuuAo/AQAAAACA+zBW9QKAymTrUrv3ZKb92vncQv302xl7192/920iP28PZeUVSpLOXSzQ4Blb1f0/G/Xxj4dlunTGXVm69Lo7W5iZmHpBZrPF5ZgrhZ8AAAAAAKDqUfGHG0bxLrUNAn2VbzLrzIV8+5jcgkJ9uCFROQUm+7Xm9QOUebHA3gBkTXyyfk3NknT9XXqvd/2VtYW46FmIaw+kOJzxZ1PTw08AAAAAAKo7gj/cMFx1qbVI+uSnw5r542Gdy87X2ezLW1ZtwdfB01mKCPJTi/p1dPD0ee06ni6p7F16S8tWpWhrGlJ0fRXVTbboWYh/+3qvJLns6itVbvgJAAAAAABKj+APN4SiXWqf7nGrfLyM2nsyQ60bBmnsPbfqiW5RmrkpUW99lyBJmja8ne6Lru8QuBUN3er4euq9YW0rPPAqXqUYEeSnW0NrKzH1gr0Ccc+JDE19pF25r6Vop+MnP9uliCA/RdXzdzgLsbLCTwAAAAAAcO0I/nBD2HPC2qXWw2jQlDUJ9utFq+buiqprv14/0Ndll95AXy+N/+9uncrM1f5TmRXexMNVlWLxqruVcafVNjJIY7pHletnexgNmvpIO7WNDHIKPyuy2hAAAAAAAJQPgj9UK9dzzp3JbNG/Vx+0f19S1dyg9pc7957PLbR/X7xL762htXUqM7fCO9kWrVJ8a0gbh3P2jEaD/ecnP9ul+VuPVtiW3+LhZ0WfLwgAAAAAAMoHwR/cUvGAr2WDQC3YevS6zrmbu/mIfjlqPZcvxN9bm17oIU9Po1PV3E21ve1z6vi6/qtRmZ1s9520Vik2DPZTnxZhLsf0aRFmP4tw38mMCqtALB5+AgAAAAAA90fwB7dSUiMLPy8Pe6fdaznnrmjVXIi/t85l5+v7Q6nqFx3uVDX3zZ5T9nkp5/Ncrq8yO9naKgqj6tWWRVLs8XSnijuj0aCoev5Kysip8ApEAAAAAABQvRD8wW2U1Mhiz/F0+9bb2+r5683BrdW+UbAM0lXPuStaNTey8816Y/Uhpy619zYLVUgtb527mG+fN3HJPhkNhirtZGurKNx7IkPdpmzQqcxc+2u2SseYLrdUWgUiAAAAAACoXgj+4DZcNbIoNFvU4fV19jG/p2Vr6MxtDlt83xrSpsRz7opWzT3RLUp7T2a67FJrC/063Byk0ABfrYpPrvJOti0bBMrPy0OZOQXKzClwWem4Jj650ioQAQAAAABA9ULwB7fgqpGFyWxRzLwd9mq/4Fp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\n",
"text/plain": [
"<Figure size 648x360 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 352,
"width": 639
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 216x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 281,
"width": 207
}
},
"output_type": "display_data"
}
],
"source": [
"analyse_watterson_theta(pop_defs, 'KB663610', 50_000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tajima's D"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"def analyse_tajima_d(pop_defs, seq_id, window_size, track_height=2.5):\n",
" n_pops = len(pop_defs)\n",
" \n",
" # compute results for all pops\n",
" results = dict()\n",
" for pop in pop_defs:\n",
" pop_query = pop_defs[pop]['query']\n",
" pos_masked, ac_pop_masked = compute_ac(pop_query, seq_id)\n",
" windows = allel.moving_statistic(pos_masked, lambda x: [x[0], x[-1]], size=window_size)\n",
" td = allel.moving_tajima_d(ac_pop_masked, size=window_size)\n",
" results[pop] = td\n",
"\n",
" # genome plots\n",
" fig, axs = plt.subplots(nrows=n_pops, \n",
" ncols=1, \n",
" figsize=(9, track_height * n_pops), \n",
" facecolor='w',\n",
" sharex=True,\n",
" sharey=True)\n",
" palette = sns.color_palette(n_colors=n_pops)\n",
" for i, pop in enumerate(pop_defs):\n",
" ax = axs[i]\n",
" x = windows.mean(axis=1)\n",
" y = results[pop]\n",
" ax.plot(x, y, marker='o', mfc='none', linestyle=' ', color=palette[i])\n",
" ax.set_xlabel(f'Contig {seq_id} position (Mbp)')\n",
" ax.set_ylabel(r\"Tajima's $D$\")\n",
" n_samples = len(df_samples.query(pop_defs[pop]['query']))\n",
" ax.set_title(f\"{pop_defs[pop]['label']} (n={n_samples})\")\n",
" if i < n_pops - 1:\n",
" ax.set_xlabel('')\n",
" else:\n",
" ax.set_xticklabels([str(x//1e6) for x in ax.get_xticks()])\n",
" ax.grid()\n",
" fig.tight_layout()\n",
" \n",
" # distribution plots\n",
" fig, ax = plt.subplots(figsize=(1.5 * n_pops, 4))\n",
" sns.boxplot(x=[pop_defs[pop]['label'] for pop in pop_defs], \n",
" y=[results[pop] for pop in pop_defs], \n",
" orient='v', ax=ax)\n",
" ax.set_ylabel(r\"Tajima's $D$\")\n",
" ax.grid(axis='y')\n",
" ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha='right')\n",
" ax.set_title(seq_id)\n",
" fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 648x360 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 352,
"width": 639
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 216x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 281,
"width": 207
}
},
"output_type": "display_data"
}
],
"source": [
"analyse_tajima_d(pop_defs, 'KB663610', 50_000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fst analyses"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"@functools.lru_cache(maxsize=None)\n",
"def compute_fst(pop1_query, pop2_query, seq_id, window_size):\n",
" print(f\"compute_fst: {pop1_query}; {pop2_query}; {seq_id}; {window_size}\")\n",
" \n",
" # compute allele counts\n",
" pos, ac1 = compute_ac(pop1_query, seq_id)\n",
" _, ac2 = compute_ac(pop2_query, seq_id)\n",
" \n",
" # locate segregating variants\n",
" ac = ac1 + ac2\n",
" loc_seg = ac.is_segregating()\n",
" ac1_seg = ac1[loc_seg]\n",
" ac2_seg = ac2[loc_seg]\n",
" pos_seg = pos[loc_seg]\n",
" \n",
" # compute fst\n",
" fst, se, vb, _ = allel.average_hudson_fst(ac1_seg, ac2_seg, window_size)\n",
" \n",
" # compute window midpoints\n",
" x = allel.moving_statistic(pos_seg, statistic=np.mean, size=window_size)\n",
" \n",
" return x, fst, se, vb\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"def analyse_fst(pop_defs, pop1, pop2, seq_id, window_size):\n",
" \n",
" x, fst, se, vb = compute_fst(pop_defs[pop1]['query'], \n",
" pop_defs[pop2]['query'], \n",
" seq_id, window_size)\n",
" \n",
" fig, ax = plt.subplots(facecolor='w', figsize=(9, 2.5))\n",
" ax.plot(x, vb, marker='o', linestyle=' ', mfc='none')\n",
" ax.set_xticklabels([str(x//1e6) for x in ax.get_xticks()])\n",
" ax.set_xlabel(f'Contig {seq_id} position (Mbp)')\n",
" ax.set_ylabel(r\"$F_{ST}$\")\n",
" ax.set_title(f\"{pop_defs[pop1]['label']} vs. {pop_defs[pop2]['label']}\")\n",
" ax.annotate(f\"Average $F_{{ST}}$ = ${fst:.4f} \\pm {se:.4f}$\", xy=(1, 1), \n",
" xycoords='axes fraction', xytext=(-10, -10), \n",
" textcoords='offset points', ha='right', va='top', backgroundcolor='w')\n",
" ax.grid()\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"compute_fst: location == \"Chamkar San\" and year == 2014; location == \"Chean Mok\" and year == 2014; KB663610; 20000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x180 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 194,
"width": 559
}
},
"output_type": "display_data"
}
],
"source": [
"analyse_fst(pop_defs, 'pop1', 'pop2', 'KB663610', 20_000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gene SNP analyses"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"# don't need the cluster from here on, shut it down\n",
"cluster.adapt();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Known SNP "
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"# RDL_S\n",
"snp_seq_id = 'KB663721'\n",
"snp_pos = 7_869_380"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"allel allel-DisplayAs1D\"><span>&lt;SortedIndex shape=(20762843,) dtype=int32&gt;</span><table><thead><tr><th style=\"text-align: center\">0</th><th style=\"text-align: center\">1</th><th style=\"text-align: center\">2</th><th style=\"text-align: center\">3</th><th style=\"text-align: center\">4</th><th style=\"text-align: center\">...</th><th style=\"text-align: center\">20762838</th><th style=\"text-align: center\">20762839</th><th style=\"text-align: center\">20762840</th><th style=\"text-align: center\">20762841</th><th style=\"text-align: center\">20762842</th></tr></thead><tbody><tr><td style=\"text-align: center\">1</td><td style=\"text-align: center\">2</td><td style=\"text-align: center\">3</td><td style=\"text-align: center\">4</td><td style=\"text-align: center\">5</td><td style=\"text-align: center\">...</td><td style=\"text-align: center\">21277812</td><td style=\"text-align: center\">21277813</td><td style=\"text-align: center\">21277814</td><td style=\"text-align: center\">21277815</td><td style=\"text-align: center\">21277816</td></tr></tbody></table></div>"
],
"text/plain": [
"<SortedIndex shape=(20762843,) dtype=int32>\n",
"[1, 2, 3, 4, 5, ..., 21277812, 21277813, 21277814, 21277815, 21277816]"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pos = allel.SortedIndex(callset[snp_seq_id]['variants/POS'])\n",
"pos"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"7716662"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# find the index of the SNP\n",
"loc_snp = pos.locate_key(snp_pos)\n",
"loc_snp"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"b'A'"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check reference allele\n",
"ref_snp = callset[snp_seq_id]['variants/REF'][loc_snp]\n",
"ref_snp"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([b'C', b'G', b'T'], dtype='|S1')"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check alternate alleles\n",
"alt_snp = callset[snp_seq_id]['variants/ALT'][loc_snp]\n",
"alt_snp"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"allel allel-DisplayAs2D\"><span>&lt;GenotypeArray shape=(1, 302, 2) dtype=int8&gt;</span><table><thead><tr><th></th><th style=\"text-align: center\">0</th><th style=\"text-align: center\">1</th><th style=\"text-align: center\">2</th><th style=\"text-align: center\">3</th><th style=\"text-align: center\">4</th><th style=\"text-align: center\">...</th><th style=\"text-align: center\">297</th><th style=\"text-align: center\">298</th><th style=\"text-align: center\">299</th><th style=\"text-align: center\">300</th><th style=\"text-align: center\">301</th></tr></thead><tbody><tr><th style=\"text-align: center; background-color: white; border-right: 1px solid black; \">0</th><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">...</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td></tr></tbody></table></div>"
],
"text/plain": [
"<GenotypeArray shape=(1, 302, 2) dtype=int8>\n",
"1/1 1/1 1/1 1/1 1/1 ... 1/1 1/1 1/1 1/1 1/1"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get genotypes\n",
"gt = allel.GenotypeArray(callset[snp_seq_id]['calldata/GT'][loc_snp:loc_snp+1, ...])\n",
"gt"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 70, 72, 73, 74, 80, 81, 82, 83, 84, 85, 215, 216, 217,\n",
" 218, 219, 220, 221, 222, 223, 224, 225, 237, 238, 239, 240, 241,\n",
" 242, 243, 244, 245, 246, 247, 248, 249, 251, 252, 261, 294, 296,\n",
" 301])"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# choose pop\n",
"loc_pop = df_samples.query(pop_defs['pop1']['query']).index.values\n",
"loc_pop"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"allel allel-DisplayAs2D\"><span>&lt;GenotypeArray shape=(1, 40, 2) dtype=int8&gt;</span><table><thead><tr><th></th><th style=\"text-align: center\">0</th><th style=\"text-align: center\">1</th><th style=\"text-align: center\">2</th><th style=\"text-align: center\">3</th><th style=\"text-align: center\">4</th><th style=\"text-align: center\">...</th><th style=\"text-align: center\">35</th><th style=\"text-align: center\">36</th><th style=\"text-align: center\">37</th><th style=\"text-align: center\">38</th><th style=\"text-align: center\">39</th></tr></thead><tbody><tr><th style=\"text-align: center; background-color: white; border-right: 1px solid black; \">0</th><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">...</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td><td style=\"text-align: center\">1/1</td></tr></tbody></table></div>"
],
"text/plain": [
"<GenotypeArray shape=(1, 40, 2) dtype=int8>\n",
"1/1 1/1 1/1 1/1 1/1 ... 1/1 1/1 1/1 1/1 1/1"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# subset genotypes\n",
"gt_pop = gt.take(loc_pop, axis=1)\n",
"gt_pop"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"allel allel-DisplayAs2D\"><span>&lt;AlleleCountsArray shape=(1, 4) dtype=int32&gt;</span><table><thead><tr><th></th><th style=\"text-align: center\">0</th><th style=\"text-align: center\">1</th><th style=\"text-align: center\">2</th><th style=\"text-align: center\">3</th></tr></thead><tbody><tr><th style=\"text-align: center; background-color: white; border-right: 1px solid black; \">0</th><td style=\"text-align: center\"> 0</td><td style=\"text-align: center\">80</td><td style=\"text-align: center\"> 0</td><td style=\"text-align: center\"> 0</td></tr></tbody></table></div>"
],
"text/plain": [
"<AlleleCountsArray shape=(1, 4) dtype=int32>\n",
" 0 80 0 0"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# count alleles\n",
"ac_pop = gt_pop.count_alleles(max_allele=3)\n",
"ac_pop"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0., 1., 0., 0.]])"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# compute frequencies\n",
"ac_pop.to_frequencies()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, the reference \"A\" allele is at 0% frequency, and the alternate \"C\" allele is at 100% frequency (i.e., fixed) in the given population."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Discover non-synonymous SNPs"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File ‘VectorBase-48_AminimusMINIMUS1.gff’ already there; not retrieving.\n",
"\n"
]
}
],
"source": [
"# download gene annotations\n",
"!wget --no-clobber https://vectorbase.org/common/downloads/Current_Release/AminimusMINIMUS1/gff/data/VectorBase-48_AminimusMINIMUS1.gff"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File ‘veff.py’ already there; not retrieving.\n",
"\n"
]
}
],
"source": [
"# download the veff module\n",
"!wget --no-clobber https://raw.githubusercontent.com/malariagen/agam-report-base/master/src/python/veff.py"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File ‘VectorBase-48_AminimusMINIMUS1_Genome.fasta’ already there; not retrieving.\n",
"\n"
]
}
],
"source": [
"# download the reference sequence \n",
"!wget --no-clobber https://vectorbase.org/common/downloads/Current_Release/AminimusMINIMUS1/fasta/data/VectorBase-48_AminimusMINIMUS1_Genome.fasta"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>seqid</th>\n",
" <th>source</th>\n",
" <th>type</th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>score</th>\n",
" <th>strand</th>\n",
" <th>phase</th>\n",
" <th>Parent</th>\n",
" </tr>\n",
" <tr>\n",
" <th>ID</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AMIN001955</th>\n",
" <td>KB663710</td>\n",
" <td>VEuPathDB</td>\n",
" <td>gene</td>\n",
" <td>329431</td>\n",
" <td>341114</td>\n",
" <td>-1</td>\n",
" <td>+</td>\n",
" <td>-1</td>\n",
" <td>.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AMIN001955-RA</th>\n",
" <td>KB663710</td>\n",
" <td>VEuPathDB</td>\n",
" <td>protein_coding_gene</td>\n",
" <td>329431</td>\n",
" <td>341114</td>\n",
" <td>-1</td>\n",
" <td>+</td>\n",
" <td>-1</td>\n",
" <td>AMIN001955</td>\n",
" </tr>\n",
" <tr>\n",
" <th>exon_AMIN001955-RA-E1</th>\n",
" <td>KB663710</td>\n",
" <td>VEuPathDB</td>\n",
" <td>exon</td>\n",
" <td>329431</td>\n",
" <td>329454</td>\n",
" <td>-1</td>\n",
" <td>+</td>\n",
" <td>-1</td>\n",
" <td>AMIN001955-RA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>exon_AMIN001955-RA-E2</th>\n",
" <td>KB663710</td>\n",
" <td>VEuPathDB</td>\n",
" <td>exon</td>\n",
" <td>330171</td>\n",
" <td>331032</td>\n",
" <td>-1</td>\n",
" <td>+</td>\n",
" <td>-1</td>\n",
" <td>AMIN001955-RA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>exon_AMIN001955-RA-E3</th>\n",
" <td>KB663710</td>\n",
" <td>VEuPathDB</td>\n",
" <td>exon</td>\n",
" <td>331125</td>\n",
" <td>331531</td>\n",
" <td>-1</td>\n",
" <td>+</td>\n",
" <td>-1</td>\n",
" <td>AMIN001955-RA</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" seqid source type start \\\n",
"ID \n",
"AMIN001955 KB663710 VEuPathDB gene 329431 \n",
"AMIN001955-RA KB663710 VEuPathDB protein_coding_gene 329431 \n",
"exon_AMIN001955-RA-E1 KB663710 VEuPathDB exon 329431 \n",
"exon_AMIN001955-RA-E2 KB663710 VEuPathDB exon 330171 \n",
"exon_AMIN001955-RA-E3 KB663710 VEuPathDB exon 331125 \n",
"\n",
" end score strand phase Parent \n",
"ID \n",
"AMIN001955 341114 -1 + -1 . \n",
"AMIN001955-RA 341114 -1 + -1 AMIN001955 \n",
"exon_AMIN001955-RA-E1 329454 -1 + -1 AMIN001955-RA \n",
"exon_AMIN001955-RA-E2 331032 -1 + -1 AMIN001955-RA \n",
"exon_AMIN001955-RA-E3 331531 -1 + -1 AMIN001955-RA "
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_geneset = allel.gff3_to_dataframe('VectorBase-48_AminimusMINIMUS1.gff', attributes=['ID', 'Parent'])\n",
"df_geneset.set_index('ID', inplace=True)\n",
"df_geneset.head()"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"import veff"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"annotator = veff.Annotator('VectorBase-48_AminimusMINIMUS1_Genome.fasta', \n",
" 'VectorBase-48_AminimusMINIMUS1.gff')"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"def analyse_coding_snps(gene_id, transcript_id, pop_defs, pops=None, min_af=.05):\n",
"\n",
" # which populations to use\n",
" if pops is None:\n",
" pops = sorted(pop_defs)\n",
" \n",
" # lookup gene\n",
" gene = df_geneset.loc[gene_id]\n",
"\n",
" # locate the gene within our variation data\n",
" seq_id = gene['seqid']\n",
" start = gene['start']\n",
" end = gene['end']\n",
" pos = allel.SortedIndex(callset[seq_id]['variants/POS'])\n",
" loc_gene = pos.locate_range(start, end)\n",
" pos_gene = pos[loc_gene]\n",
" ref_gene = callset[seq_id]['variants/REF'][loc_gene]\n",
" alt_gene = callset[seq_id]['variants/ALT'][loc_gene]\n",
"\n",
" # load genotypes within the gene\n",
" gt_gene = allel.GenotypeArray(callset[seq_id]['calldata/GT'][loc_gene])\n",
" \n",
" # remove non-variant SNPs\n",
" ac_gene = gt_gene.count_alleles(max_allele=3)\n",
"# loc_var = ac_gene.is_variant()\n",
" loc_var = np.any(ac_gene[:, 1:] > 0, axis=1)\n",
" gt_gene_var = gt_gene[loc_var]\n",
" ref_gene_var = ref_gene[loc_var].astype(str)\n",
" alt_gene_var = alt_gene[loc_var].astype(str)\n",
" pos_gene_var = pos_gene[loc_var]\n",
" \n",
" # compute allele frequencies for each population\n",
" afs = dict()\n",
" for pop in pops:\n",
" \n",
" # define a population of interest\n",
" loc_pop = df_samples.query(pop_defs[pop]['query']).index.values\n",
"\n",
" # compute allele frequencies\n",
" gt_pop = gt_gene_var.take(loc_pop, axis=1)\n",
" af_pop = gt_pop.count_alleles(max_allele=3).to_frequencies()\n",
" afs[pop] = af_pop\n",
" \n",
" # setup output\n",
" recs = []\n",
" \n",
" # iterate over SNPS, get effects\n",
" for i, (p, r, aa) in enumerate(zip(pos_gene_var, ref_gene_var, alt_gene_var)):\n",
" \n",
" # iterate over alternate alleles\n",
" for j, a in enumerate(aa):\n",
" \n",
" effects = annotator.get_effects(seq_id, p, r, a, \n",
" gff3_gene_types={'gene'},\n",
" gff3_transcript_types={'protein_coding_gene'},\n",
" gff3_cds_types={'CDS'},\n",
" transcript_ids=[transcript_id])\n",
" \n",
" # iterate over effects\n",
" for effect in effects:\n",
" \n",
" if effect.effect == 'NON_SYNONYMOUS_CODING':\n",
" rec = dict()\n",
" rec['seqid'] = seq_id\n",
" rec['pos'] = p\n",
" rec['ref'] = r\n",
" rec['alt'] = a\n",
" rec['effect'] = effect.effect\n",
" rec['codon_change'] = effect.codon_change\n",
" rec['aa_change'] = effect.aa_change\n",
"\n",
" # add population allele frequencies\n",
" emit = False\n",
" for pop in pops:\n",
" f = afs[pop][i, j+1]\n",
" if f >= min_af:\n",
" emit = True\n",
" rec[f'freq_{pop}'] = f\n",
"\n",
" if emit:\n",
" recs.append(rec)\n",
"\n",
" return pd.DataFrame.from_records(recs)\n"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"distributed.core - INFO - Event loop was unresponsive in Scheduler for 6.90s. This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>seqid</th>\n",
" <th>pos</th>\n",
" <th>ref</th>\n",
" <th>alt</th>\n",
" <th>effect</th>\n",
" <th>codon_change</th>\n",
" <th>aa_change</th>\n",
" <th>freq_pop1</th>\n",
" <th>freq_pop2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>KB663655</td>\n",
" <td>3538920</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>NON_SYNONYMOUS_CODING</td>\n",
" <td>Gtg/Atg</td>\n",
" <td>V2078M</td>\n",
" <td>0.0375</td>\n",
" <td>0.007576</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>KB663655</td>\n",
" <td>3539030</td>\n",
" <td>C</td>\n",
" <td>G</td>\n",
" <td>NON_SYNONYMOUS_CODING</td>\n",
" <td>gGc/gCc</td>\n",
" <td>G2041A</td>\n",
" <td>0.0000</td>\n",
" <td>0.030303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>KB663655</td>\n",
" <td>3539045</td>\n",
" <td>G</td>\n",
" <td>A</td>\n",
" <td>NON_SYNONYMOUS_CODING</td>\n",
" <td>gCt/gTt</td>\n",
" <td>A2036V</td>\n",
" <td>0.0000</td>\n",
" <td>0.037879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>KB663655</td>\n",
" <td>3539079</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>NON_SYNONYMOUS_CODING</td>\n",
" <td>Ggc/Agc</td>\n",
" <td>G2025S</td>\n",
" <td>0.0250</td>\n",
" <td>0.068182</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>KB663655</td>\n",
" <td>3539132</td>\n",
" <td>T</td>\n",
" <td>A</td>\n",
" <td>NON_SYNONYMOUS_CODING</td>\n",
" <td>gAc/gTc</td>\n",
" <td>D2007V</td>\n",
" <td>0.0000</td>\n",
" <td>0.030303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>KB663655</td>\n",
" <td>3546032</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>NON_SYNONYMOUS_CODING</td>\n",
" <td>Gct/Act</td>\n",
" <td>A1108T</td>\n",
" <td>0.0250</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>KB663655</td>\n",
" <td>3548180</td>\n",
" <td>C</td>\n",
" <td>T</td>\n",
" <td>NON_SYNONYMOUS_CODING</td>\n",
" <td>Gca/Aca</td>\n",
" <td>A1077T</td>\n",
" <td>0.0000</td>\n",
" <td>0.022727</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" seqid pos ref alt effect codon_change aa_change \\\n",
"0 KB663655 3538920 C T NON_SYNONYMOUS_CODING Gtg/Atg V2078M \n",
"1 KB663655 3539030 C G NON_SYNONYMOUS_CODING gGc/gCc G2041A \n",
"2 KB663655 3539045 G A NON_SYNONYMOUS_CODING gCt/gTt A2036V \n",
"3 KB663655 3539079 C T NON_SYNONYMOUS_CODING Ggc/Agc G2025S \n",
"4 KB663655 3539132 T A NON_SYNONYMOUS_CODING gAc/gTc D2007V \n",
"5 KB663655 3546032 C T NON_SYNONYMOUS_CODING Gct/Act A1108T \n",
"6 KB663655 3548180 C T NON_SYNONYMOUS_CODING Gca/Aca A1077T \n",
"\n",
" freq_pop1 freq_pop2 \n",
"0 0.0375 0.007576 \n",
"1 0.0000 0.030303 \n",
"2 0.0000 0.037879 \n",
"3 0.0250 0.068182 \n",
"4 0.0000 0.030303 \n",
"5 0.0250 0.000000 \n",
"6 0.0000 0.022727 "
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"distributed.core - INFO - Event loop was unresponsive in Scheduler for 6.03s. This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n"
]
}
],
"source": [
"# find coding SNPs in Vgsc with frequency greater than 2% in at least one population\n",
"df_vgsc = analyse_coding_snps(gene_id='AMIN007480', \n",
" transcript_id='AMIN007480-RA',\n",
" pop_defs=pop_defs, min_af=0.02)\n",
"df_vgsc"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"distributed.core - INFO - Event loop was unresponsive in Scheduler for 17.27s. This is often caused by long-running GIL-holding functions or moving large chunks of data. This can cause timeouts and instability.\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>seqid</th>\n",
" <th>pos</th>\n",
" <th>ref</th>\n",
" <th>alt</th>\n",
" <th>effect</th>\n",
" <th>codon_change</th>\n",
" <th>aa_change</th>\n",
" <th>freq_pop1</th>\n",
" <th>freq_pop2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>KB663721</td>\n",
" <td>7869380</td>\n",
" <td>A</td>\n",
" <td>C</td>\n",
" <td>NON_SYNONYMOUS_CODING</td>\n",
" <td>Tca/Gca</td>\n",
" <td>S296A</td>\n",
" <td>1.0</td>\n",
" <td>0.992424</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>KB663721</td>\n",
" <td>7907416</td>\n",
" <td>T</td>\n",
" <td>G</td>\n",
" <td>NON_SYNONYMOUS_CODING</td>\n",
" <td>Acg/Ccg</td>\n",
" <td>T76P</td>\n",
" <td>1.0</td>\n",
" <td>0.992424</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" seqid pos ref alt effect codon_change aa_change \\\n",
"0 KB663721 7869380 A C NON_SYNONYMOUS_CODING Tca/Gca S296A \n",
"1 KB663721 7907416 T G NON_SYNONYMOUS_CODING Acg/Ccg T76P \n",
"\n",
" freq_pop1 freq_pop2 \n",
"0 1.0 0.992424 \n",
"1 1.0 0.992424 "
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_gaba = analyse_coding_snps(gene_id='AMIN015765', \n",
" transcript_id='AMIN015765-RA',\n",
" pop_defs=pop_defs, min_af=0.02)\n",
"df_gaba"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Shutdown"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"# in case you haven't already, shut down the dask cluster\n",
"cluster.adapt();"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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