{
"cells": [
{
"cell_type": "markdown",
"id": "d24f37f0",
"metadata": {},
"source": [
"# Tutorial nsforesting"
]
},
{
"cell_type": "markdown",
"id": "2231115e-37e4-46c3-9ec8-ecdbad3d0c1a",
"metadata": {},
"source": [
"**This tutorial is for running NS-Forest for generating marker combinations that best classify clusters.**"
]
},
{
"cell_type": "markdown",
"id": "09e1a223",
"metadata": {},
"source": [
"### Setting up environment"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8a91b9cd",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"import os\n",
"code_folder = \"C:/Users/bpeng/OneDrive - J. Craig Venter Institute/Documents/Github/NSForest\"\n",
"sys.path.insert(0, os.path.abspath(code_folder))\n",
"import numpy as np\n",
"import pandas as pd\n",
"import scanpy as sc\n",
"import anndata as ad\n",
"import matplotlib.pyplot as plt\n",
"import plotly.io as pio\n",
"pio.renderers.default = \"notebook\"\n",
"import nsforest as ns\n",
"from nsforest import utils"
]
},
{
"cell_type": "markdown",
"id": "aaa86774",
"metadata": {},
"source": [
"### Data Exploration"
]
},
{
"cell_type": "markdown",
"id": "9ff95657",
"metadata": {},
"source": [
"#### Loading h5ad AnnData file"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ade71ff3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 871 × 16497\n",
" obs: 'cluster'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_folder = \"../demo_data/\"\n",
"file = data_folder + \"adata_layer1.h5ad\"\n",
"adata = sc.read_h5ad(file)\n",
"adata"
]
},
{
"cell_type": "markdown",
"id": "5f85c7df",
"metadata": {},
"source": [
"#### Defining `cluster_header` as cell type annotation. \n",
"\n",
"**Note:** Some datasets have multiple annotations per sample (ex. \"broad_cell_type\" and \"granular_cell_type\"). NS-Forest can be run on multiple `cluster_header`'s. Combining the parent and child markers may improve classification results. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c295fac2",
"metadata": {},
"outputs": [],
"source": [
"cluster_header = \"cluster\""
]
},
{
"cell_type": "markdown",
"id": "f5238ab1",
"metadata": {},
"source": [
"#### Defining `output_folder` for saving results"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a97d8412",
"metadata": {},
"outputs": [],
"source": [
"output_folder = \"../outputs_layer1/\""
]
},
{
"cell_type": "markdown",
"id": "dbddd90d",
"metadata": {},
"source": [
"#### Looking at sample labels"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "eaadf04b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['A01_1_Nuclei_NeuNP_H200_1025_MTG_layer1_BCH9',\n",
" 'A01_BCH3_1NeuNP_H200.1030_MTG_Layer_1',\n",
" 'A02_BCH1_1NeuNP_H200.1025_MTG_layer_1',\n",
" 'A03_1_Nuclei_NeuNP_H200_1025_MTG_layer1_BCH9',\n",
" 'A04_1_Nuclei_NeuNP_H200_1025_MTG_layer1_BCH9',\n",
" 'A04_BCH1_1NeuNP_H200.1025_MTG_layer_1',\n",
" 'A04_BCH3_1NeuNP_H200.1030_MTG_Layer_1',\n",
" 'A05_1_Nuclei_NeuNP_H200_1025_MTG_layer1_BCH9',\n",
" 'A05_BCH1_1NeuNP_H200.1025_MTG_layer_1',\n",
" 'A05_BCH3_1NeuNP_H200.1030_MTG_Layer_1',\n",
" ...\n",
" 'P09_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH7',\n",
" 'P09_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH9',\n",
" 'P09_1_Nuclei_NeuNN_H200_1030_MTG_layer1_BCH8',\n",
" 'P09_BCH1_1NeuNN_H200.1025_MTG_layer_1',\n",
" 'P10_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH6',\n",
" 'P10_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH9',\n",
" 'P10_BCH1_1NeuNN_H200.1025_MTG_layer_1',\n",
" 'P11_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH7',\n",
" 'P11_1_Nuclei_NeuNN_H200_1025_MTG_layer1_BCH9',\n",
" 'P11_1_Nuclei_NeuNN_H200_1030_MTG_layer1_BCH8'],\n",
" dtype='object', length=871)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.obs_names"
]
},
{
"cell_type": "markdown",
"id": "9eab2a40",
"metadata": {},
"source": [
"#### Looking at genes\n",
"\n",
"**Note:** `adata.var_names` must be unique. If there is a problem, usually it can be solved by assigning `adata.var.index = adata.var[\"ensembl_id\"]`. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ad76c4a0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['A1CF', 'A2M', 'A2M_AS1', 'A2ML1', 'A2ML1_AS1', 'A2MP1', 'A3GALT2',\n",
" 'A4GALT', 'AAAS', 'AACS',\n",
" ...\n",
" 'ZUFSP', 'ZW10', 'ZWILCH', 'ZWINT', 'ZXDC', 'ZYG11A', 'ZYG11B', 'ZYX',\n",
" 'ZZEF1', 'ZZZ3'],\n",
" dtype='object', length=16497)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.var_names"
]
},
{
"cell_type": "markdown",
"id": "94bf3068",
"metadata": {},
"source": [
"#### Checking cell annotation sizes \n",
"\n",
"**Note:** Some datasets are too large and need to be downsampled to be run through the pipeline. When downsampling, be sure to have all the granular cluster annotations represented. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "59320aee",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" cluster | \n",
" count | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" e1_e299_SLC17A7_L5b_Cdh13 | \n",
" 299 | \n",
"
\n",
" \n",
" | 1 | \n",
" i1_i90_COL5A2_Ndnf_Car4 | \n",
" 90 | \n",
"
\n",
" \n",
" | 2 | \n",
" i2_i77_LHX6_Sst_Cbln4 | \n",
" 77 | \n",
"
\n",
" \n",
" | 3 | \n",
" i3_i56_BAGE2_Ndnf_Cxcl14 | \n",
" 56 | \n",
"
\n",
" \n",
" | 4 | \n",
" i4_i54_MC4R_Ndnf_Cxcl14 | \n",
" 54 | \n",
"
\n",
" \n",
" | 5 | \n",
" g1_g48_GLI3_Astro_Gja1 | \n",
" 48 | \n",
"
\n",
" \n",
" | 6 | \n",
" i5_i47_TRPC3_Ndnf_Car4 | \n",
" 47 | \n",
"
\n",
" \n",
" | 7 | \n",
" i6_i44_GPR149_Vip_Mybpc1 | \n",
" 44 | \n",
"
\n",
" \n",
" | 8 | \n",
" i7_i31_CLMP_Ndnf_Cxcl14 | \n",
" 31 | \n",
"
\n",
" \n",
" | 9 | \n",
" g2_g27_APBB1IP_Micro_Ctss | \n",
" 27 | \n",
"
\n",
" \n",
" | 10 | \n",
" i8_i27_SNCG_Vip_Mybpc1 | \n",
" 27 | \n",
"
\n",
" \n",
" | 11 | \n",
" i9_i22_TAC3_Vip_Mybpc1 | \n",
" 22 | \n",
"
\n",
" \n",
" | 12 | \n",
" g3_g18_GPNMB_OPC_Pdgfra | \n",
" 18 | \n",
"
\n",
" \n",
" | 13 | \n",
" i10_i16_TSPAN12_Vip_Mybpc1 | \n",
" 16 | \n",
"
\n",
" \n",
" | 14 | \n",
" g4_g9_MOG_Oligo_Opalin | \n",
" 9 | \n",
"
\n",
" \n",
" | 15 | \n",
" i11_i6_EGF_Vip_Mybpc1 | \n",
" 6 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" cluster count\n",
"0 e1_e299_SLC17A7_L5b_Cdh13 299\n",
"1 i1_i90_COL5A2_Ndnf_Car4 90\n",
"2 i2_i77_LHX6_Sst_Cbln4 77\n",
"3 i3_i56_BAGE2_Ndnf_Cxcl14 56\n",
"4 i4_i54_MC4R_Ndnf_Cxcl14 54\n",
"5 g1_g48_GLI3_Astro_Gja1 48\n",
"6 i5_i47_TRPC3_Ndnf_Car4 47\n",
"7 i6_i44_GPR149_Vip_Mybpc1 44\n",
"8 i7_i31_CLMP_Ndnf_Cxcl14 31\n",
"9 g2_g27_APBB1IP_Micro_Ctss 27\n",
"10 i8_i27_SNCG_Vip_Mybpc1 27\n",
"11 i9_i22_TAC3_Vip_Mybpc1 22\n",
"12 g3_g18_GPNMB_OPC_Pdgfra 18\n",
"13 i10_i16_TSPAN12_Vip_Mybpc1 16\n",
"14 g4_g9_MOG_Oligo_Opalin 9\n",
"15 i11_i6_EGF_Vip_Mybpc1 6"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame(adata.obs[cluster_header].value_counts()).reset_index()"
]
},
{
"cell_type": "markdown",
"id": "e500d38f",
"metadata": {},
"source": [
"### Preprocessing"
]
},
{
"cell_type": "markdown",
"id": "b48e30ee",
"metadata": {},
"source": [
"#### Generating scanpy dendrogram\n",
"\n",
"**Note:** Only run if there is no pre-defined dendrogram order. This step can still be run with no effects, but the runtime may increase. \n",
"\n",
"Dendrogram order is stored in `adata.uns[\"dendrogram_cluster\"][\"categories_ordered\"]`. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "622dd0e1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving dendrogram as...\n",
"../outputs_layer1/_cluster.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pp.dendrogram(adata, cluster_header, save = True, output_folder = output_folder, outputfilename_suffix = cluster_header)"
]
},
{
"cell_type": "markdown",
"id": "b0564a37",
"metadata": {},
"source": [
"#### Calculating cluster medians per gene\n",
"\n",
"Run `ns.pp.prep_medians` before running NS-Forest.\n",
"\n",
"**Note:** Do **not** run if evaluating marker lists. Do **not** run when generating scanpy plots (e.g. dot plot, violin plot, matrix plot). "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5dffeeca",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Calculating medians per cluster: 100%|██████████| 16/16 [00:01<00:00, 10.19it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving medians as adata.varm.medians_cluster\n",
"median: 0.0\n",
"mean: 1.626\n",
"std: 2.49\n",
"Only positive genes selected. 11688 positive genes out of 16497 total genes\n",
"--- 2.008080244064331 seconds ---\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" e1_e299_SLC17A7_L5b_Cdh13 | \n",
" g1_g48_GLI3_Astro_Gja1 | \n",
" g2_g27_APBB1IP_Micro_Ctss | \n",
" g3_g18_GPNMB_OPC_Pdgfra | \n",
" g4_g9_MOG_Oligo_Opalin | \n",
" i10_i16_TSPAN12_Vip_Mybpc1 | \n",
" i11_i6_EGF_Vip_Mybpc1 | \n",
" i1_i90_COL5A2_Ndnf_Car4 | \n",
" i2_i77_LHX6_Sst_Cbln4 | \n",
" i3_i56_BAGE2_Ndnf_Cxcl14 | \n",
" i4_i54_MC4R_Ndnf_Cxcl14 | \n",
" i5_i47_TRPC3_Ndnf_Car4 | \n",
" i6_i44_GPR149_Vip_Mybpc1 | \n",
" i7_i31_CLMP_Ndnf_Cxcl14 | \n",
" i8_i27_SNCG_Vip_Mybpc1 | \n",
" i9_i22_TAC3_Vip_Mybpc1 | \n",
"
\n",
" \n",
" \n",
" \n",
" | A2M | \n",
" 0.000000 | \n",
" 1.584962 | \n",
" 8.985842 | \n",
" 1.000000 | \n",
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11688 rows × 16 columns
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"
],
"text/plain": [
" e1_e299_SLC17A7_L5b_Cdh13 g1_g48_GLI3_Astro_Gja1 \\\n",
"A2M 0.000000 1.584962 \n",
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"\n",
" g2_g27_APBB1IP_Micro_Ctss g3_g18_GPNMB_OPC_Pdgfra \\\n",
"A2M 8.985842 1.000000 \n",
"A2M_AS1 3.169925 0.000000 \n",
"A2ML1_AS1 1.584962 4.253898 \n",
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"... ... ... \n",
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"ZZZ3 1.584962 3.435182 \n",
"\n",
" g4_g9_MOG_Oligo_Opalin i10_i16_TSPAN12_Vip_Mybpc1 \\\n",
"A2M 0.000000 0.000000 \n",
"A2M_AS1 0.000000 0.000000 \n",
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"ZZZ3 8.189824 5.972722 \n",
"\n",
" i11_i6_EGF_Vip_Mybpc1 i1_i90_COL5A2_Ndnf_Car4 \\\n",
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"\n",
" i2_i77_LHX6_Sst_Cbln4 i3_i56_BAGE2_Ndnf_Cxcl14 \\\n",
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"\n",
" i4_i54_MC4R_Ndnf_Cxcl14 i5_i47_TRPC3_Ndnf_Car4 \\\n",
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"\n",
" i6_i44_GPR149_Vip_Mybpc1 i7_i31_CLMP_Ndnf_Cxcl14 \\\n",
"A2M 1.292481 0.000000 \n",
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"\n",
" i8_i27_SNCG_Vip_Mybpc1 i9_i22_TAC3_Vip_Mybpc1 \n",
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"\n",
"[11688 rows x 16 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata = ns.pp.prep_medians(adata, cluster_header)\n",
"adata.varm[\"medians_cluster\"]"
]
},
{
"cell_type": "markdown",
"id": "a15a0aa7",
"metadata": {},
"source": [
"#### Calculating binary scores per gene per cluster\n",
"\n",
"Run `ns.pp.prep_binary_scores` before running NS-Forest. Do not need to run if evaluating marker lists. Do not need to run when generating scanpy plots. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9ab184ce",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Calculating binary scores per cluster: 100%|██████████| 16/16 [01:13<00:00, 4.62s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving binary scores as adata.varm.binary_scores_cluster\n",
"median: 0.1\n",
"mean: 0.202\n",
"std: 0.252\n",
"--- 74.26272201538086 seconds ---\n"
]
},
{
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11688 rows × 16 columns
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" e1_e299_SLC17A7_L5b_Cdh13 g1_g48_GLI3_Astro_Gja1 \\\n",
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"ZZZ3 0.091036 0.163913 \n",
"\n",
" i4_i54_MC4R_Ndnf_Cxcl14 i5_i47_TRPC3_Ndnf_Car4 \\\n",
"A2M 0.000000 0.500000 \n",
"A2M_AS1 0.000000 0.000000 \n",
"A2ML1_AS1 0.149377 0.247584 \n",
"A2MP1 0.000000 0.000000 \n",
"AAAS 0.000000 0.000000 \n",
"... ... ... \n",
"ZYG11A 0.000000 0.000000 \n",
"ZYG11B 0.203846 0.328997 \n",
"ZYX 0.000000 0.000000 \n",
"ZZEF1 0.168100 0.258675 \n",
"ZZZ3 0.132888 0.158664 \n",
"\n",
" i6_i44_GPR149_Vip_Mybpc1 i7_i31_CLMP_Ndnf_Cxcl14 \\\n",
"A2M 0.567888 0.000000 \n",
"A2M_AS1 0.000000 0.000000 \n",
"A2ML1_AS1 0.158108 0.228193 \n",
"A2MP1 0.000000 0.866667 \n",
"AAAS 0.000000 0.000000 \n",
"... ... ... \n",
"ZYG11A 0.000000 0.000000 \n",
"ZYG11B 0.312765 0.393586 \n",
"ZYX 0.000000 0.000000 \n",
"ZZEF1 0.264994 0.401457 \n",
"ZZZ3 0.145953 0.178503 \n",
"\n",
" i8_i27_SNCG_Vip_Mybpc1 i9_i22_TAC3_Vip_Mybpc1 \n",
"A2M 0.500000 0.466667 \n",
"A2M_AS1 0.000000 0.000000 \n",
"A2ML1_AS1 0.283856 0.216961 \n",
"A2MP1 0.866667 0.000000 \n",
"AAAS 0.933333 0.000000 \n",
"... ... ... \n",
"ZYG11A 0.000000 0.000000 \n",
"ZYG11B 0.315017 0.342573 \n",
"ZYX 0.000000 0.000000 \n",
"ZZEF1 0.308410 0.206141 \n",
"ZZZ3 0.107846 0.176774 \n",
"\n",
"[11688 rows x 16 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata = ns.pp.prep_binary_scores(adata, cluster_header)\n",
"adata.varm[\"binary_scores_cluster\"]"
]
},
{
"cell_type": "markdown",
"id": "6a6e11b4",
"metadata": {},
"source": [
"#### Plotting median and binary score distributions"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "60153da0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving adata.varm[medians_cluster] as histogram as...\n",
"../outputs_layer1/histogram_medians_cluster.png\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pp.plot_varm(adata, f\"medians_{cluster_header}\", nonzero = True, save = True, output_folder = output_folder)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "de25b9cf-d2b9-4c9e-8950-5b29a8cef3aa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving adata.varm[medians_cluster] as histogram as...\n",
"../outputs_layer1/histogram_medians_cluster.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pp.plot_varm(adata, f\"medians_{cluster_header}\", scale = \"log\", save = True, output_folder = output_folder)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "c24b78ea",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving adata.varm[binary_scores_cluster] as histogram as...\n",
"../outputs_layer1/histogram_binary_scores_cluster.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pp.plot_varm(adata, f\"binary_scores_{cluster_header}\", nonzero = True, save = True, output_folder = output_folder)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "9e4e7db8-38cc-4959-97bd-1a466a28bd5d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving adata.varm[binary_scores_cluster] as histogram as...\n",
"../outputs_layer1/histogram_binary_scores_cluster.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pp.plot_varm(adata, f\"binary_scores_{cluster_header}\", scale = \"log\", save = True, output_folder = output_folder)"
]
},
{
"cell_type": "markdown",
"id": "0de89f7d",
"metadata": {},
"source": [
"#### Saving preprocessed AnnData as new h5ad"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "5e19636f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving new anndata object as...\n",
"../demo_data/adata_layer1_preprocessed.h5ad\n"
]
},
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 871 × 11688\n",
" obs: 'cluster'\n",
" uns: 'pca', 'dendrogram_cluster'\n",
" obsm: 'X_pca'\n",
" varm: 'PCs', 'medians_cluster', 'binary_scores_cluster'"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"filename = file.replace(\".h5ad\", \"_preprocessed.h5ad\")\n",
"print(f\"Saving new anndata object as...\\n{filename}\")\n",
"adata.write_h5ad(filename)\n",
"adata"
]
},
{
"cell_type": "markdown",
"id": "40b0304c",
"metadata": {},
"source": [
"### Running NS-Forest\n",
"\n",
"**Note:** Do not run NS-Forest if only evaluating input marker lists. "
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "ab30c7d8",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running NS-Forest version 4.1\n",
"\n",
"Preparing adata...\n",
"Pre-selecting genes based on binary scores...\n",
"\tBinaryFirst_high Threshold (mean + 2 * std): 0.706\n",
"\tAverage number of genes after gene_selection in each cluster: 735.5\n",
"Saving number of genes selected per cluster as...\n",
"../outputs_layer1/cluster_gene_selection.csv\n",
"--- 0.05267214775085449 seconds ---\n",
"\n",
"Number of clusters to evaluate: 16\n",
"1 out of 16:\n",
"\te1_e299_SLC17A7_L5b_Cdh13\n",
"\tPre-selected 1356 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['LINC00507']\n",
"\tfbeta: 0.96\n",
"\tprecision: 0.978\n",
"\trecall: 0.893\n",
"2 out of 16:\n",
"\tg1_g48_GLI3_Astro_Gja1\n",
"\tPre-selected 583 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['LINC00498']\n",
"\tfbeta: 0.95\n",
"\tprecision: 1.0\n",
"\trecall: 0.792\n",
"3 out of 16:\n",
"\tg2_g27_APBB1IP_Micro_Ctss\n",
"\tPre-selected 420 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['ADAM28', 'PTPRC']\n",
"\tfbeta: 0.976\n",
"\tprecision: 1.0\n",
"\trecall: 0.889\n",
"4 out of 16:\n",
"\tg3_g18_GPNMB_OPC_Pdgfra\n",
"\tPre-selected 353 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['GPNMB', 'OLIG2']\n",
"\tfbeta: 0.862\n",
"\tprecision: 1.0\n",
"\trecall: 0.556\n",
"5 out of 16:\n",
"\tg4_g9_MOG_Oligo_Opalin\n",
"\tPre-selected 571 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['ST18']\n",
"\tfbeta: 1.0\n",
"\tprecision: 1.0\n",
"\trecall: 1.0\n",
"6 out of 16:\n",
"\ti10_i16_TSPAN12_Vip_Mybpc1\n",
"\tPre-selected 1007 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['TSPAN12', 'CHRNB3']\n",
"\tfbeta: 0.804\n",
"\tprecision: 0.9\n",
"\trecall: 0.562\n",
"7 out of 16:\n",
"\ti11_i6_EGF_Vip_Mybpc1\n",
"\tPre-selected 1912 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['EGF', 'FBRSL1']\n",
"\tfbeta: 0.714\n",
"\tprecision: 1.0\n",
"\trecall: 0.333\n",
"8 out of 16:\n",
"\ti1_i90_COL5A2_Ndnf_Car4\n",
"\tPre-selected 238 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['COL5A2', 'BMP6']\n",
"\tfbeta: 0.908\n",
"\tprecision: 0.97\n",
"\trecall: 0.722\n",
"9 out of 16:\n",
"\ti2_i77_LHX6_Sst_Cbln4\n",
"\tPre-selected 292 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['LHX6']\n",
"\tfbeta: 0.817\n",
"\tprecision: 0.838\n",
"\trecall: 0.74\n",
"10 out of 16:\n",
"\ti3_i56_BAGE2_Ndnf_Cxcl14\n",
"\tPre-selected 151 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['BAGE2', 'SYT10']\n",
"\tfbeta: 0.781\n",
"\tprecision: 0.962\n",
"\trecall: 0.446\n",
"11 out of 16:\n",
"\ti4_i54_MC4R_Ndnf_Cxcl14\n",
"\tPre-selected 223 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['ARHGAP36', 'ADAM33']\n",
"\tfbeta: 0.857\n",
"\tprecision: 0.923\n",
"\trecall: 0.667\n",
"12 out of 16:\n",
"\ti5_i47_TRPC3_Ndnf_Car4\n",
"\tPre-selected 942 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['NTNG1', 'EYA4']\n",
"\tfbeta: 0.906\n",
"\tprecision: 1.0\n",
"\trecall: 0.66\n",
"13 out of 16:\n",
"\ti6_i44_GPR149_Vip_Mybpc1\n",
"\tPre-selected 377 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['FLT1', 'GPR149']\n",
"\tfbeta: 0.792\n",
"\tprecision: 1.0\n",
"\trecall: 0.432\n",
"14 out of 16:\n",
"\ti7_i31_CLMP_Ndnf_Cxcl14\n",
"\tPre-selected 1012 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['PAX6', 'TGFBR2']\n",
"\tfbeta: 0.901\n",
"\tprecision: 1.0\n",
"\trecall: 0.645\n",
"15 out of 16:\n",
"\ti8_i27_SNCG_Vip_Mybpc1\n",
"\tPre-selected 1326 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['SNCG', 'EDNRA']\n",
"\tfbeta: 0.759\n",
"\tprecision: 0.923\n",
"\trecall: 0.444\n",
"16 out of 16:\n",
"\ti9_i22_TAC3_Vip_Mybpc1\n",
"\tPre-selected 1005 genes to feed into Random Forest.\n",
"\tNSForest-selected markers: ['BSPRY', 'MCTP2']\n",
"\tfbeta: 0.69\n",
"\tprecision: 0.889\n",
"\trecall: 0.364\n",
"--- 87.0947813987732 seconds ---\n",
"\n",
"Saving supplementary table as...\n",
"../outputs_layer1/cluster_supplementary.csv\n",
"Saving markers table as...\n",
"../outputs_layer1/cluster_markers.csv\n",
"using median\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Calculating medians per cluster: 100%|██████████| 16/16 [00:00<00:00, 366.96it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving supplementary table as...\n",
"../outputs_layer1/cluster_markers_onTarget_supp.csv\n",
"Saving supplementary table as...\n",
"../outputs_layer1/cluster_markers_onTarget.csv\n",
"\n",
"Saving final results table as...\n",
"../outputs_layer1/cluster_results.csv\n",
"Saving final results table as...\n",
"../outputs_layer1/cluster_results.pkl\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"outputfilename_prefix = cluster_header\n",
"results = ns.nsforesting.NSForest(adata, cluster_header, save_supplementary = True, save = True, output_folder = output_folder, outputfilename_prefix = outputfilename_prefix)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "7fb3867d",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" software_version | \n",
" cluster_header | \n",
" clusterName | \n",
" clusterSize | \n",
" f_score | \n",
" precision | \n",
" recall | \n",
" TN | \n",
" FP | \n",
" FN | \n",
" TP | \n",
" marker_count | \n",
" NSForest_markers | \n",
" binary_genes | \n",
" onTarget | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 4.1 | \n",
" cluster | \n",
" e1_e299_SLC17A7_L5b_Cdh13 | \n",
" 299 | \n",
" 0.959741 | \n",
" 0.978022 | \n",
" 0.892977 | \n",
" 566 | \n",
" 6 | \n",
" 32 | \n",
" 267 | \n",
" 1 | \n",
" [LINC00507] | \n",
" [SLC17A7, LINC00508, TBR1, ANKRD33B, NPTX1, LI... | \n",
" 0.792614 | \n",
"
\n",
" \n",
" | 1 | \n",
" 4.1 | \n",
" cluster | \n",
" g1_g48_GLI3_Astro_Gja1 | \n",
" 48 | \n",
" 0.950000 | \n",
" 1.000000 | \n",
" 0.791667 | \n",
" 823 | \n",
" 0 | \n",
" 10 | \n",
" 38 | \n",
" 1 | \n",
" [LINC00498] | \n",
" [LINC00498, SLC25A18, EMX2OS, FAM189A2, SLC7A1... | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 2 | \n",
" 4.1 | \n",
" cluster | \n",
" g2_g27_APBB1IP_Micro_Ctss | \n",
" 27 | \n",
" 0.975610 | \n",
" 1.000000 | \n",
" 0.888889 | \n",
" 844 | \n",
" 0 | \n",
" 3 | \n",
" 24 | \n",
" 2 | \n",
" [ADAM28, PTPRC] | \n",
" [ADAM28, PLCG2, INPP5D, PTPRC, CSF2RA, P2RY13,... | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 3 | \n",
" 4.1 | \n",
" cluster | \n",
" g3_g18_GPNMB_OPC_Pdgfra | \n",
" 18 | \n",
" 0.862069 | \n",
" 1.000000 | \n",
" 0.555556 | \n",
" 853 | \n",
" 0 | \n",
" 8 | \n",
" 10 | \n",
" 2 | \n",
" [GPNMB, OLIG2] | \n",
" [GPNMB, COL20A1, OLIG2, STK32A, KLRC3, KLRC2, ... | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 4 | \n",
" 4.1 | \n",
" cluster | \n",
" g4_g9_MOG_Oligo_Opalin | \n",
" 9 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 862 | \n",
" 0 | \n",
" 0 | \n",
" 9 | \n",
" 1 | \n",
" [ST18] | \n",
" [ST18, MOBP, CNDP1, MOG, CD22, FOLH1, TF, CARN... | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 5 | \n",
" 4.1 | \n",
" cluster | \n",
" i10_i16_TSPAN12_Vip_Mybpc1 | \n",
" 16 | \n",
" 0.803571 | \n",
" 0.900000 | \n",
" 0.562500 | \n",
" 854 | \n",
" 1 | \n",
" 7 | \n",
" 9 | \n",
" 2 | \n",
" [TSPAN12, CHRNB3] | \n",
" [TSPAN12, TMC5, LINC01539, CHRNB3, FAM46A, ANG... | \n",
" 0.783762 | \n",
"
\n",
" \n",
" | 6 | \n",
" 4.1 | \n",
" cluster | \n",
" i11_i6_EGF_Vip_Mybpc1 | \n",
" 6 | \n",
" 0.714286 | \n",
" 1.000000 | \n",
" 0.333333 | \n",
" 865 | \n",
" 0 | \n",
" 4 | \n",
" 2 | \n",
" 2 | \n",
" [EGF, FBRSL1] | \n",
" [EGF, FZD8, KCNJ2_AS1, FBRSL1, TEKT1, NRG3_AS1... | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 7 | \n",
" 4.1 | \n",
" cluster | \n",
" i1_i90_COL5A2_Ndnf_Car4 | \n",
" 90 | \n",
" 0.907821 | \n",
" 0.970149 | \n",
" 0.722222 | \n",
" 779 | \n",
" 2 | \n",
" 25 | \n",
" 65 | \n",
" 2 | \n",
" [COL5A2, BMP6] | \n",
" [NMBR, COL5A2, C8ORF4, PAPSS2, TRPC3, BMP6, SS... | \n",
" 0.642585 | \n",
"
\n",
" \n",
" | 8 | \n",
" 4.1 | \n",
" cluster | \n",
" i2_i77_LHX6_Sst_Cbln4 | \n",
" 77 | \n",
" 0.816619 | \n",
" 0.838235 | \n",
" 0.740260 | \n",
" 783 | \n",
" 11 | \n",
" 20 | \n",
" 57 | \n",
" 1 | \n",
" [LHX6] | \n",
" [LHX6, FLT3, TAC1, CALB1, RSPO3, TRBC2, GRIK3,... | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 9 | \n",
" 4.1 | \n",
" cluster | \n",
" i3_i56_BAGE2_Ndnf_Cxcl14 | \n",
" 56 | \n",
" 0.781250 | \n",
" 0.961538 | \n",
" 0.446429 | \n",
" 814 | \n",
" 1 | \n",
" 31 | \n",
" 25 | \n",
" 2 | \n",
" [BAGE2, SYT10] | \n",
" [BAGE2, SCN5A, GREM2, FAM19A4, SYT10, ARHGAP18... | \n",
" 0.602383 | \n",
"
\n",
" \n",
" | 10 | \n",
" 4.1 | \n",
" cluster | \n",
" i4_i54_MC4R_Ndnf_Cxcl14 | \n",
" 54 | \n",
" 0.857143 | \n",
" 0.923077 | \n",
" 0.666667 | \n",
" 814 | \n",
" 3 | \n",
" 18 | \n",
" 36 | \n",
" 2 | \n",
" [ARHGAP36, ADAM33] | \n",
" [ARHGAP36, MC4R, COBLL1, HLA_B, LINC01435, ADA... | \n",
" 0.710233 | \n",
"
\n",
" \n",
" | 11 | \n",
" 4.1 | \n",
" cluster | \n",
" i5_i47_TRPC3_Ndnf_Car4 | \n",
" 47 | \n",
" 0.906433 | \n",
" 1.000000 | \n",
" 0.659574 | \n",
" 824 | \n",
" 0 | \n",
" 16 | \n",
" 31 | \n",
" 2 | \n",
" [NTNG1, EYA4] | \n",
" [SSTR2, KIRREL, TRPC3, NTNG1, TARID, EYA4, CA2... | \n",
" 0.380471 | \n",
"
\n",
" \n",
" | 12 | \n",
" 4.1 | \n",
" cluster | \n",
" i6_i44_GPR149_Vip_Mybpc1 | \n",
" 44 | \n",
" 0.791667 | \n",
" 1.000000 | \n",
" 0.431818 | \n",
" 827 | \n",
" 0 | \n",
" 25 | \n",
" 19 | \n",
" 2 | \n",
" [FLT1, GPR149] | \n",
" [FLT1, PLCE1_AS1, CXCL12, SLC22A3, PLCE1_AS2, ... | \n",
" 0.811541 | \n",
"
\n",
" \n",
" | 13 | \n",
" 4.1 | \n",
" cluster | \n",
" i7_i31_CLMP_Ndnf_Cxcl14 | \n",
" 31 | \n",
" 0.900901 | \n",
" 1.000000 | \n",
" 0.645161 | \n",
" 840 | \n",
" 0 | \n",
" 11 | \n",
" 20 | \n",
" 2 | \n",
" [PAX6, TGFBR2] | \n",
" [KIAA1644, FGF10, CLMP, PAX6, SP8, TGFBR2, WIF... | \n",
" 0.547845 | \n",
"
\n",
" \n",
" | 14 | \n",
" 4.1 | \n",
" cluster | \n",
" i8_i27_SNCG_Vip_Mybpc1 | \n",
" 27 | \n",
" 0.759494 | \n",
" 0.923077 | \n",
" 0.444444 | \n",
" 843 | \n",
" 1 | \n",
" 15 | \n",
" 12 | \n",
" 2 | \n",
" [SNCG, EDNRA] | \n",
" [SNCG, MMRN2, EDNRA, FBN3, KCNK2, RGS2, SCML4,... | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 15 | \n",
" 4.1 | \n",
" cluster | \n",
" i9_i22_TAC3_Vip_Mybpc1 | \n",
" 22 | \n",
" 0.689655 | \n",
" 0.888889 | \n",
" 0.363636 | \n",
" 848 | \n",
" 1 | \n",
" 14 | \n",
" 8 | \n",
" 2 | \n",
" [BSPRY, MCTP2] | \n",
" [BSPRY, OFD1P10Y, MCTP2, OFD1P8Y, OFD1P15Y, OF... | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" software_version cluster_header clusterName clusterSize \\\n",
"0 4.1 cluster e1_e299_SLC17A7_L5b_Cdh13 299 \n",
"1 4.1 cluster g1_g48_GLI3_Astro_Gja1 48 \n",
"2 4.1 cluster g2_g27_APBB1IP_Micro_Ctss 27 \n",
"3 4.1 cluster g3_g18_GPNMB_OPC_Pdgfra 18 \n",
"4 4.1 cluster g4_g9_MOG_Oligo_Opalin 9 \n",
"5 4.1 cluster i10_i16_TSPAN12_Vip_Mybpc1 16 \n",
"6 4.1 cluster i11_i6_EGF_Vip_Mybpc1 6 \n",
"7 4.1 cluster i1_i90_COL5A2_Ndnf_Car4 90 \n",
"8 4.1 cluster i2_i77_LHX6_Sst_Cbln4 77 \n",
"9 4.1 cluster i3_i56_BAGE2_Ndnf_Cxcl14 56 \n",
"10 4.1 cluster i4_i54_MC4R_Ndnf_Cxcl14 54 \n",
"11 4.1 cluster i5_i47_TRPC3_Ndnf_Car4 47 \n",
"12 4.1 cluster i6_i44_GPR149_Vip_Mybpc1 44 \n",
"13 4.1 cluster i7_i31_CLMP_Ndnf_Cxcl14 31 \n",
"14 4.1 cluster i8_i27_SNCG_Vip_Mybpc1 27 \n",
"15 4.1 cluster i9_i22_TAC3_Vip_Mybpc1 22 \n",
"\n",
" f_score precision recall TN FP FN TP marker_count \\\n",
"0 0.959741 0.978022 0.892977 566 6 32 267 1 \n",
"1 0.950000 1.000000 0.791667 823 0 10 38 1 \n",
"2 0.975610 1.000000 0.888889 844 0 3 24 2 \n",
"3 0.862069 1.000000 0.555556 853 0 8 10 2 \n",
"4 1.000000 1.000000 1.000000 862 0 0 9 1 \n",
"5 0.803571 0.900000 0.562500 854 1 7 9 2 \n",
"6 0.714286 1.000000 0.333333 865 0 4 2 2 \n",
"7 0.907821 0.970149 0.722222 779 2 25 65 2 \n",
"8 0.816619 0.838235 0.740260 783 11 20 57 1 \n",
"9 0.781250 0.961538 0.446429 814 1 31 25 2 \n",
"10 0.857143 0.923077 0.666667 814 3 18 36 2 \n",
"11 0.906433 1.000000 0.659574 824 0 16 31 2 \n",
"12 0.791667 1.000000 0.431818 827 0 25 19 2 \n",
"13 0.900901 1.000000 0.645161 840 0 11 20 2 \n",
"14 0.759494 0.923077 0.444444 843 1 15 12 2 \n",
"15 0.689655 0.888889 0.363636 848 1 14 8 2 \n",
"\n",
" NSForest_markers binary_genes \\\n",
"0 [LINC00507] [SLC17A7, LINC00508, TBR1, ANKRD33B, NPTX1, LI... \n",
"1 [LINC00498] [LINC00498, SLC25A18, EMX2OS, FAM189A2, SLC7A1... \n",
"2 [ADAM28, PTPRC] [ADAM28, PLCG2, INPP5D, PTPRC, CSF2RA, P2RY13,... \n",
"3 [GPNMB, OLIG2] [GPNMB, COL20A1, OLIG2, STK32A, KLRC3, KLRC2, ... \n",
"4 [ST18] [ST18, MOBP, CNDP1, MOG, CD22, FOLH1, TF, CARN... \n",
"5 [TSPAN12, CHRNB3] [TSPAN12, TMC5, LINC01539, CHRNB3, FAM46A, ANG... \n",
"6 [EGF, FBRSL1] [EGF, FZD8, KCNJ2_AS1, FBRSL1, TEKT1, NRG3_AS1... \n",
"7 [COL5A2, BMP6] [NMBR, COL5A2, C8ORF4, PAPSS2, TRPC3, BMP6, SS... \n",
"8 [LHX6] [LHX6, FLT3, TAC1, CALB1, RSPO3, TRBC2, GRIK3,... \n",
"9 [BAGE2, SYT10] [BAGE2, SCN5A, GREM2, FAM19A4, SYT10, ARHGAP18... \n",
"10 [ARHGAP36, ADAM33] [ARHGAP36, MC4R, COBLL1, HLA_B, LINC01435, ADA... \n",
"11 [NTNG1, EYA4] [SSTR2, KIRREL, TRPC3, NTNG1, TARID, EYA4, CA2... \n",
"12 [FLT1, GPR149] [FLT1, PLCE1_AS1, CXCL12, SLC22A3, PLCE1_AS2, ... \n",
"13 [PAX6, TGFBR2] [KIAA1644, FGF10, CLMP, PAX6, SP8, TGFBR2, WIF... \n",
"14 [SNCG, EDNRA] [SNCG, MMRN2, EDNRA, FBN3, KCNK2, RGS2, SCML4,... \n",
"15 [BSPRY, MCTP2] [BSPRY, OFD1P10Y, MCTP2, OFD1P8Y, OFD1P15Y, OF... \n",
"\n",
" onTarget \n",
"0 0.792614 \n",
"1 1.000000 \n",
"2 1.000000 \n",
"3 1.000000 \n",
"4 1.000000 \n",
"5 0.783762 \n",
"6 1.000000 \n",
"7 0.642585 \n",
"8 1.000000 \n",
"9 0.602383 \n",
"10 0.710233 \n",
"11 0.380471 \n",
"12 0.811541 \n",
"13 0.547845 \n",
"14 1.000000 \n",
"15 1.000000 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results"
]
},
{
"cell_type": "markdown",
"id": "49ce9fa9",
"metadata": {},
"source": [
"### Plotting scanpy dot plot, violin plot, matrix plot for NS-Forest markers\n",
"\n",
"**Note:** Assign pre-defined dendrogram order here **or** use `adata.uns[\"dendrogram_\" + cluster_header][\"categories_ordered\"]`. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "3d2b4a01",
"metadata": {},
"outputs": [],
"source": [
"to_plot = results.copy()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "9dd2992f",
"metadata": {},
"outputs": [],
"source": [
"dendrogram = [] # custom dendrogram order\n",
"dendrogram = list(adata.uns[\"dendrogram_\" + cluster_header][\"categories_ordered\"])\n",
"to_plot[\"clusterName\"] = to_plot[\"clusterName\"].astype(\"category\")\n",
"to_plot[\"clusterName\"] = to_plot[\"clusterName\"].cat.set_categories(dendrogram)\n",
"to_plot = to_plot.sort_values(\"clusterName\")\n",
"to_plot = to_plot.rename(columns = {\"NSForest_markers\": \"markers\"})"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "d2b2876f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'e1_e299_SLC17A7_L5b_Cdh13': ['LINC00507'],\n",
" 'i2_i77_LHX6_Sst_Cbln4': ['LHX6'],\n",
" 'g1_g48_GLI3_Astro_Gja1': ['LINC00498'],\n",
" 'g3_g18_GPNMB_OPC_Pdgfra': ['GPNMB', 'OLIG2'],\n",
" 'g2_g27_APBB1IP_Micro_Ctss': ['ADAM28', 'PTPRC'],\n",
" 'g4_g9_MOG_Oligo_Opalin': ['ST18'],\n",
" 'i7_i31_CLMP_Ndnf_Cxcl14': ['PAX6', 'TGFBR2'],\n",
" 'i1_i90_COL5A2_Ndnf_Car4': ['COL5A2', 'BMP6'],\n",
" 'i5_i47_TRPC3_Ndnf_Car4': ['NTNG1', 'EYA4'],\n",
" 'i11_i6_EGF_Vip_Mybpc1': ['EGF', 'FBRSL1'],\n",
" 'i3_i56_BAGE2_Ndnf_Cxcl14': ['BAGE2', 'SYT10'],\n",
" 'i10_i16_TSPAN12_Vip_Mybpc1': ['TSPAN12', 'CHRNB3'],\n",
" 'i4_i54_MC4R_Ndnf_Cxcl14': ['ARHGAP36', 'ADAM33'],\n",
" 'i9_i22_TAC3_Vip_Mybpc1': ['BSPRY', 'MCTP2'],\n",
" 'i6_i44_GPR149_Vip_Mybpc1': ['FLT1', 'GPR149'],\n",
" 'i8_i27_SNCG_Vip_Mybpc1': ['SNCG', 'EDNRA']}"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"markers_dict = dict(zip(to_plot[\"clusterName\"], to_plot[\"markers\"]))\n",
"markers_dict"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "460993c9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pl.dotplot(adata, markers_dict, cluster_header, dendrogram = dendrogram, save = True, output_folder = output_folder, outputfilename_suffix = outputfilename_prefix)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "d5f4343f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pl.stackedviolin(adata, markers_dict, cluster_header, dendrogram = dendrogram, save = True, output_folder = output_folder, outputfilename_suffix = outputfilename_prefix)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "2620eac2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mhIiRU045xZbF7NixY8Tlw4cPt2HNjDKJnIcQXQQKhAzCrgFhwPedeeqpp8xNN91kZs+ebSMjXIHKJS+88IIdbY0EIgjl2hGhEs3ll19uRYErr7wyVCkrHM5FoqlcubI9pvg/+dcJYswZZ5xhI0x8fxaqfbkOpo6cC6JoZs6cqVQmkTC413geRKrC5M93WRBNFVauXGmuuuoq65dDuhaik9Ik3akgimDPoCFRM75Iw6APKXZEPwURl6PxhJAwI0QmRt554FNtIZopHiPWpKKInIdUFDqitWrVSjN/wYIFpkWLFrZUKZ3T0047zUbRuAKiEmJSRtdZ/fr1I6boxBuilb7//vukjkjauHGj9XsgDWzw4MHWNyFIIfl0cLkmSGUiVJ0G+KJFi2z6gcvmo8L95zMRi9EEZp5xDHK43nmiLDb+TkSuBRWeMURG0sFft26djYZy/bmZCjAwRSl3BgzTl3I///zzA1cxzEfCjHAZpTIJkYnRBxol0TrMLOM3Ij5wrDFdTC/MMM9v7OM141paR548ecyqVauiXmcs8yM/kkGsLFWqlElm2D4ap6+//rqNeqOqGpE+Qeo04RtAR5d/GRH1vS6ESBSkl/KsiiZYIJZHiqZxjWHDhpknn3zSRtwhAOM/EzTDdt6h999/v00RJvqU6EiR/AS1lPvh2hyui70itZEwI0SM1KtXz5r80eCMBMbA/EbEB1I2aAg/8MAD5uSTT7aNR9LInn76aRt6DaTZuHZOGjVqZHP7mzVrFnE5IgO/SQaeeOIJW92BClKFCxc2yczNN99sO08YQtOZCgqIdAgyGzZssP+mAn4ajEhu81i8HqJB55DUGNfBy4IIEvbljjvusB5zdHqvvfZa+14KErR9orV/RPIR1FLuVD3jfX7CCSdEXE4qLylcQjiJJ4SIiUGDBnlFihTxhg0bdsiy7777zi7jNyI+7N+/33vyySe9ChUqeLly5bITn5966im7DJYtW+atWLHCqVPy5Zdfennz5vVee+210H4An1999VUvX7583pAhQ7xkoGHDhl6xYsW8okWLevXr1/caNWqUZkpG9uzZ491xxx122xcvXuwFgeHDh3stW7b0Zs6c6aUC3ANz5sxJ9GYIkYZ9+/Z5Q4cO9Tp27GivUZ6JL7/8srd58+bAHanly5d711xzjRdUZsyY4eXOndtzmccee8y7/PLLvd27d4fm8blbt27eo48+6rlKixYt7H0V5HMnUhd5zAiRCShLS/lISuxShplRW8oQ4mtyySWX2NDRoMJ+nnvuuUlRaSc9vt+KqyWP00PFpb59+1q/meOOO85eZ/iG4B9yzz332Hz/ZOBwo1IYDIr4pJTt3LnTpvcxEorXTHqfHRe58847I85/5ZVX7LO4dOnS9vuLL74Y5y0T4lAokU1E47vvvmvGjh1rvc7WrFljU7qolnbppZcG5rAF3ceD/SMyNX2lQZfo0qWLLRYQrZR7OC6VdScqet++fVHbF1RHJZI3CBF5IvWQMCNEJvniiy+sOPPPP//YkHo8TkiPQJgJMkFviCUbpGV9/PHHZuHChWmuM3xSRPYRhNKapJJlxNVXX21cTdOiQ4HJdDikKDZp0sQUKVLEipZ0gkXyC2qRCIKoxvODTiADM3SCSaW9/vrrTY0aNexyquw9++yzVqRxhe+++y7D5QzQUOnO1fYAXkAZgVn8+PHjnd0/wJQ6ViRiCJEcSJgRIocgqgFX/PSdClcb05gbI0glsqHCCFas3hJ//PGHSQV69uxpqy6UKVMm0ZviJBIckxeixog0oKx527ZtQ/ODUlErqJx++ukx/S4IohpmqkSTYox7ww032EpTGLinf3eWL1/eqeiLjMqd+7hc7pxnyJlnnmnPSySIMhw+fLiz+yeEcBMJM0LkEKTVzJgxw6aiuACNyYYNG0ZNByKNBrEjkQ2V8NSZ3bt3m4EDB9rOmV8K8rfffrPVaRAr6NSlAvG+zqiIQOoeQhApNBkJZS6k0ARNmNm1a5cN8w7H5RS/qVOn2rQlOrzc03SoJMyIZAEDdIx+K1WqZIIE+zNgwADTuXPniMt552AE7OpzE0Gtd+/etoBAEPcvnLVr15r58+fbdzWRt+XKlTNBgPcBwhr3XzikEiKG3nvvvQnbNiGyiqoyCZFDuFYKlIouVJWgE5RRQyWRhOcUEyp+22232YZx+t+QY5wqxPs6e+mll6z3Dbz88ssm2UmF0pqkY9EIJc2S6kxB2kcq25AqQrUb0pc++ugjVWRyCFJCuP7S34eItnnz5nVaNISHH37YBBHe9QzERBNmDhdN48r+RRNmSEmjcpjL4L3Hc5OS2f47gAE4vI4Q3UqUKGFcZtCgQTaKOz1U4qQymoQZ4SISZoQQoYYKHaBowkyyNcSGDBlipk2bdsh8tp8OHKMmIvsJ9ytxwbskFUpr9unTx4wbN85GkOFvQaN75cqVtuGaLEbRR0LRokWtjw4dDNIPXBaaUg06SEQ7EcUYDiIiPiY//PCDcRHSR2MBE1IXwWQ+o3Ln+OfwzHGVN954I8PnSJ06dcySJUuMyzB4xYAaKVlEFdOGmzRpko0UIu2Oe9BlVq9ebSpWrHjI/LJly5r//vsvIdskxJGiVCYhcgiiCkiTcCWViZccndhjjjnGuECFChVsKGt6gztM7O677z6njBZdus78ClixkAyj4aeeeqo15qYxGtRUJkZ2P/zwQ9OmTRt7zBkJpuM0ePBga0jqauc3Ev/++68VkM844wxr/htkqLJFRR+XR+6JlPn1119tRzecefPm2XszUoSXKx4sRx99tE0LiTZgQUc4VbzORPLB8/HHH380LVu2TDN/4sSJ5pxzzslQeHMlypsI6fSDibz3mJ+MFUSFOByKmBFChIQOl7j99tttJASdtGbNmoU8ZoiUcXWU0gUwsz6cATMdlWQxhqTE++bNmzPsOBJl4jKkhRx77LH2M8KM7+1Dg5x7xHVxomDBgnbkt379+qZy5cp2SgXwy3JdNETs5xymBx8k/JBchY4tESNEZ+JxwXMmvemvSH4QrTlvZ599dpr5CBqYNbdv3964SunSpSOmKzEPfzjXISKIdiDPEt8cnvLgRJBSMUwIF5EwI4RwEqJiiBJ55ZVXQnnGjMq+//77gS9dnkhcC19/4IEHMlxepUoV50uFch8sXbrURrthhk2IOmXVhw0b5kxVuGjgQ8J+uSxOpDJ4BL355pvmtddeOySVJNGeZUfaoSddgvcNaT89evSwAi8izfHHH29c5nClpMMZOnSocb0dESndk8EFlrkszDz00EO22ibRlH7KD5HRXK9B8EZCgGEQgjTJvXv32nmI+HjL3H///YnePCGyhFKZhMghOnToYN55552IObDJDB0gDF7p3C1fvjz0wnOp0k4qQUQEBsgql526cL8y6osZNsIZo/fcx0QqvPjii1HTuFwB4QxPKYx/D2fm7BJEw2QEESVUQHNZlCKNibQzBJp27dqFRrWptvXTTz+Z0047zQSBCRMm2Ov0q6++sn5Wo0ePNoUKFTIukj49OCNcF7U5R5Q7r1atWpr5CN2YyLqW7tOoUaM0Ea3//POPjVrz0yFp02FsTBpQUNLsqBjKOeRcsl/snxCuoogZIbIADeWvv/7avgx4CdauXdtWL2B018dVXweMUN9++2070sKoyoMPPmgbKd98803SpAjRSWN7CGGl0X/jjTeaIEIKDuKef50REUQVifDw5Ndff90kmp07d0YU8ShJmkgwF42VTp065ei25CRUU/M5/fTTrX8HxtjVq1c3DRo0MK7z6quvmoULF1pPD6Jn0nvLuNrBmDNnjjXH9dPQ0kNEBsKMy+AjM3nyZPPcc89ZsZ/OE88Fnmt0ooICwhPvSc7pn3/+ad9NrgozrostmYF3KV4k6YUZnjcuelhFq6IVZDCHJxWfNpJEGeE6ipgRIpPMmjXLnH/++TYk1A9ZpvGMEzwdwWjVX1yBzhwdIUbdMZbF28Gfh4dLpPKE8YSw+Jtuusk26glb5XwQ0ooRcJCgY03eO4170lIIrWYeo+iMNB9utD0erFu3zo6ujhgxIuLyRI/0Y9AZC8nihyMic7iqWRg9ugj+JAit0XyAePaS7hPUa9P3onIZRCd8zRCdatWqZZ+HXbt2dT6F0IfKRETepRfRiMTIly/fIYKGazCoQ7uGgTbaOb4oc+GFF1qxjUEqkZxwXfJuoG1K1Iwv0tx66632ncD1KYRzeEKITNG0aVOvY8eO3saNG0Pz+NypUyevWbNmcTmajz76qLdu3boc+duFCxf2li1bZj9XqFDBmz59uv28aNEir3jx4l6iqV+/vvfQQw+Fvr/33nte0aJFvaDRsmVLr3v37t6+fftC8/h89dVXe6eddpqXDHTt2tVr0aKF9/vvv3tFihTxfvrpJ2/w4MHe8ccf7w0fPjzRmxd4xowZ49WpU8fbsmXLIcs2b97s1a1b15swYUJCtk0cnt69e9spGgsXLvTatGnj9KG84oorvG3bth0yf8mSJfYZ5yr9+vXzateu7ZUtW9a7/fbbvb///tsLIq1atfLef//9Q+bznG/durXnOjwnabflzZvXq1atmp34fPrpp3ubNm3yXIa2ws8//+wFlR49enjlypXz3njjDe+vv/6yE59pt7JMCBdRxIwQmYQIBiIXyD8Oh8gNRliys9JEpNLEjDISnfPLL7/YFKrsLktMFBBmcU2bNrX5/0TOYIL3+eef25GItWvXmkRCePHMmTND5aEZTeackErjWmWpjGCfCIn3z7EPofKMtJM+lGjwT/r2229tRA/XIPcFo8ZEjj377LP2GhU5B+lXpC6FpzKFw0ginjOMBguRCIj4wZcMfyDSmuCDDz6wfkhnnnmm+fLLL508MUTj4dtx3nnnmfz580f9HR5PLsNznVTBGjVqpJlPVAnvoYwq3rkCbapRo0aZv/76K5Rq16pVK+M6RP18//331uCeSK6rr77aVKpUyQQpDe2zzz47xKCZCF5SRLds2ZKwbRMiq8hjRogsCBdr1qw5RJhBsEjfeDlSopU0pCHRvHnzHClL3KVLF2vOiDCDaejll19u/QAQPqJ1AOMJwhfhqj6YnpJXnAxCRXY3iDnm6YWZFStW2BSzZABjxHLlytnPmLKS2oQwQzpfsvl+0BHk/uTfcPr37287GS+//LJxDToS/fr1i7r8rLPOMs8//7xxHRmSu8uUKVNsdRjK2VLClhSYkSNH2mp6VDByFTruvHspaR4N19O0/H3Ytm3bIfPp9AYlxY595FnJFCQwot6wYYMVRakeRnoPnnykT5KO73qqD6nskVLpmJeRWCpEMiNhRohMRq48/fTTtnP36KOPmmbNmtl55Cg//vjjGXaSshqR0LBhQ9ug9f0yEGN4uZL7HM008kgILx150UUXmcqVK5tJkybZTm2yGKSy7+HiDLnGNDzCKxOl74C7xqWXXmobUHSsW7RoYRuPRKBQ6hKxLFlEyvnz59uGENfpoEGD7GdK4SZbNTIaqZHMgDm2XPMuCjMIxBk1rjEjRyxzHRcMyY/UbJXn2cUXX3yIyTmCMyPdrsI1yP2FeE71OL7//PPPdmDBZcaPH29SAaJm8W/79NNP7SAIIMgwr2XLliYIMBBFZbvwYg633367bWe5TunSpe0AGxMRuPghXXnllfZ5c8UVV9hS066acN9yyy32mcLz0zf9pQLVU089ZXr16pXozRMiSyiVSYgYQBQJH/1CHLE30P8/L/x7do4iEQJO55zRqcGDB4fCUOmMMVpet27dlDt/dPwPNxLJciotuAwVjhBhEDkQnvzzjlGo39FJNB9//LGtPtK9e3fb6MOsmBE6RqsQyhCXkgXfKDpSSH79+vXN7t27jWtgVolwR5RbJIYOHWruvvtu5++FZDckzw6Bk/uctLRwEDAwJ0X8dBWeD6TCDhgwwA4wIC6zP3QQO3ToYFIFIiC5bv0UXFcgdZboIMyM/dLmEydOtINVY8eOtc9OlyFikkhgBqF8sZBnCil2pKEFpYNPhTdS1LnvVq5cadOcmEeqK2nHyRANndXobtpCfvVB2sW0ndq1a3fIu1AIF5AwI0QM0ECOldatW2f7MaUk8pNPPmk7YURLZLcwQyQBebr83cOVGGakhRElSteKnAFxjw4MKUEICosWLbLiH6JC4cKFk/awM7pPqWa8F8Kjl5IBOhBU80rf0H7ttdfs/UUHxDXwfGLkfurUqfY6SZ/yh/cPnX0EDJfBV4rRbK4rIrHwTaAqGYJTo0aNnPcS4Nxx36QPyycqqE6dOtnqWxZv6DDxXGBggQhTnmN0BEmrIJVp4MCBJhVAUOSd7ZowA6tWrbICRrgHC89R0lddh8Gu+++//5D3AkIikRfsu8uiKO05Ikqo5Mh5u/766023bt1C6dB4tDDYs2nTJuMa+ObESiqVgBduo1QmIRIktmQGXpxsA2U4hw0blu1/v3Pnzrb8N34hfD4chDS7MsqCuPHDDz9YAzxX4PgSfUJnlMavCyXY6XDRaE+GMt6RIA2GxjepPfhdAKNtL7zwgpNpTIB3ByOB+Pqwb0ReEC3GdUPHAoGPtB/XIZ2S0V2EGcRJv1w8glQyRI4dKTx3//7770OEGTrCpCK4DAaxCIOIa8D1ee+999rnG6kUIvlhEIYU7vQguCXzQEEsEPlzzjnnHDIfvxmuU5dBxD548KAdzPv9999tunF6uA9dLe0usUUEkkSXhRLCZSiTTangFStWxGV9e/bs8e644w6vYcOG3uLFi+OyzkjbQIlqShK6AKW0KfXtGk2aNPFGjx7tJTtvv/22V69ePS9//vx24vNbb73lJSMDBw70KlWq5OXKlctOxx57rPfBBx94LrN06VKvffv2Xu7cuUP7xWfmUZI4CNx7773eU089ZT8PGTLElrOtUaOGvd5Y5jr33HOPd8wxx3hjx4719u/fbydKoTPvrrvu8oLK7t27vVTB1fcQJbEjtW9+++03r2bNmp7rdO3a1Xv22WcPmf/cc895l112mecyH374obdr1y4v6KxZs8abMGGCN3HiRPtZCJeRMCNEjNx///3ejh077Oe9e/d6N9xwQ6gzxL9dunRJiZcgbN261QpELuBqg/jHH3+0AtywYcO8VatWeVu2bEkzJQMPPfSQV6RIEe++++7zvv32WzvxmWP+4IMPesnK2rVrvW3btnlBFImnTJliP0eCDtaBAwc816FT+MILL9jrLQggdl9yySX2XZIvXz475cmTx7vmmmvsMhdZuXKlFZUiPas2b97s3X333d7q1au9VMHV91DHjh29kiVLep9++qn9zvPjkUcesaJoEETDJ554witRooTXoUMH+5np3HPP9Y466ij7+ZVXXglNIrng2XLFFVdYod4flOBzt27d7DNGCBeRx4wQmUgvIZyesHPCekl/wLCRvHlKA+Nf0aNHD1s1JCfYvHmzDUelLDfhqeFcddVVR/z3+ZuU/vTTZtg3TNTC95+UKr86lCu4mtsffpzTG09nt8l0VsFHBo+W9FWiqOCB/8n69etNskDJd4y004OxMvcsVUaCjqsGpKnCggULQj4ePIePOeYY4yqYTpMm8uabb0ZczvuyRIkS2V7JMFlx+d6jLcD5pCojvkfLly+35u5BqFoUa2VLlwoKxFqGHiNgl7nkkkvsPUUbBONmzhEVRKlAhZ/OF198kehNFCLTSJgRIhMdZd+HBcNJOp7hL0BeApTQzgkTUXxlMGzbsWOHFRrCO+p8pnrTkUJlE8od+0bHrIfcY8qbAp1sxKhIndtkxlVh5nCG04n2PYKSJUtasTB9uU06mBjPIiYmC1zLVGp46623QqaVGK7i24R5LAbLQce1e2H69Om2Q/jtt9/ajm04nDP8sHgm+RU5gkD6in+ugtk2HfpoJZXpQN1www12MCAVcO3eSw8GuYhotAcwHG/RokWiN0lk0FZF1KWd6j9PIvH11187fQzxrfrxxx8PecZQNQzfINrLQriGW0PfQiQYv7G8YsUK2/EMh+/Lli3LkfVSZhQRaNu2bbazi4O+P2WHKOMbqTGKmV4cWLJkiZ2ee+4589FHH2XLusThQXjJaEoGMO+kolF6GCVHSEwmKOe9Zs0aG4kwatQoa46LgSwdSEbdRPKBMTNGzelFGSDaghF7nktBgIgurkUqNDHx+e233zauwjsDs+aMDJ2JvggS/789QMRlI0aMsBWAXIM2BqWVec4zcEOUAsa4QaymldH5cwnacQjXRPhQlY9nCyJM+sl1MEbnPZAe5jFoJISLSJgRIhMw2k6FCSqBpC8vyIswpyqErFy50tx22205WgGBSi4Zld9GDGDET8QHhLIhQ4YcMp95H3zwQdJ1KCnDycRn7hNG7aiE5E/JELI+YcIEc9FFF9nRNCqKEcr94YcfhkqHiuRiypQp5vzzz4+6nNQKIi9ch1Q6wu87duxo728mPnONUnnLRUjHykh4YRm/SRVRjVF9FyuIsS8I2gjbRDgxOMP+cs2ee+65JggETRRFNCPtnqpSRFtTkRJBjeiSIAhPPjwbaVuwrz5Etd9zzz05ZikgRE6jctlCxAijf3Q4IX/+/NZX5rTTTgstHzdunC1XmxNQ0nDatGk5GgZNqlLRokVD3xltCS/Vmi9fPidDQxnlK1++vHGNZ555xqYCpIdUuhtvvNFcffXVJtHMmjUrVB7bTwUqW7asnVjmkyxpGcOHD7f+N4Thz58/397PrVq1suVgRfKBIJ2RaMbzKrxR7ipEI3Athns1ITrhk0DK7JNPPmlco2nTpmbw4MH2/ooEgmj6qFMXoQP40ksv2fOEzwVMnjzZimqITy6eu/TRFw8++GAaz7NLL73UnHrqqeaaa64xrhPU84cIyPOEiUhuPIF69uxp9u3bZ9Ptw9t6LkF6Vnh74p9//rFpW350Hv5H7Pu6deus56MQriFhRogYOVzYNSbAOZViwsgUowC8UEnFQCQJh0b8kYJ4QWe1evXq9jud6/QRNRUqVDCJZuzYsaZXr17mt99+i+g7QacbQcMXzfAQcREaU5GMCWmE0PhIBhAjXYFGGpFGNLRJDWQUmPRA7ic6xowoBp1kEchihWcQz6RoBp14BGFA7ToYeTdp0uSQ+SeddJI1p3YRvIHOPPNMm1bAu8sXx7nvnn32WdtR/Omnn4zrBFFUCyda5AGpaKSEuk7Qz5//3GciWiZ94QjXwFdMiECT6LJQQgQFSn8+9thjOfK3/VKAkSZKdWcHlGZt0aJFxGUHDx70mjdvbn+TDOU7X3zxxajLKWvZuXNnz3WqVKkSsRzwN99841WqVMlLFjZt2uRNnTrVmzZtmv2crNSrV8+bMWPGIfP79+9vS367xl9//ZXp0teulezt3r2717Jly6jPJJbxG9fp1auXd8cddxwyn3LEPXv29FzljTfe8AoUKGDfUZQfpuwyn5k3cOBALwiwXwsWLDhk/vz5820ZZldhny677LKo5c4vv/xyp54lqXb+du/e7X3yySfeGWec4RUsWNC76KKLvO+//z7T7wwhRHxRVSYhsgn8V0jrSIYyxlmBVBS2v3bt2na0s1atWnaUhVHp559/3o5cUyWlRo0aCd1OIkZGjhxp6tSpE3E524s5YbJElWSVPn362EpfeM346QCYMRPlgU8K5yTREWS33HJLmrx1rhf8W/r372+qVatmkok9e/ZE9Xjg2s6pNMScgvL1pPGQ2kaK49SpU9OkHkYC03LStvi/rjyTiBrh3BDlxL9cY0TvYQxM9S9SPBP9TDpSGJkntQcvCCIvgYhAztdVV12VJkLyxRdfNK6lo/EcW7hwoX1O8F7h+UXERRDg3HF+0p8X3qG7du2yJuMuQrosleyIbooE/iWUQ49k/u4SQTx/pCx99tlnNr2HdDNM+g/3bnCR7t272/ZQtHRJIVxEwowQ2YTrwgxQ+piXHeKGn/ZAYxqxBoEA34BEgzkf/iXROmN0AEhPoVHlMnv37jVXXnmlNQL1S5YThkxHjVQtfI4SBR3Gk08+2TZoaQQiknGd0GGmoU76BUJBMnS+uA4Iuac6RXq/EjoWlH7Fw8k1Y04a2j/88IO9J/F/IEUkffphEEB44ZlEGmf4Mwmjcp5JXIeuw7UZC+w/qZxBhHRdDFcrVqxoXCKoohrvfDyCot1fDNKQJoyo7RrhZvS8q0irQ8SIdP5ee+014xq8D9if9H4s6Rk6dKhxGaqFff/99/beQ4DCd8/FymdChCNhRogkFWao/hQrVGzKTigfzGg01KxZ077gkwU8cIgW6dKlS9TGBqNdmBcHAc4D1xYVTBCciBhKNIxSEc1AtAxCWXohhKgZhDOqXSSaV155xXz33XdmzJgxEZdTcplriegf10a06RDSkSU6DBEsWiRMEO4FnkkYPfpRFw0bNkz0JolsBNGU51xOGtznBEEV1XjfMEAT7X2DBxqC/M6dO41rBPWc+SBkx+InhrDtOhs2bLCVwhDXGLDjfX7dddfZan7pvRiFcAEJM0IkqTATzfAyPbyAE9HxwniXzlK8G9KMUBLlQERGJFGASh80vDIjbInMQToM6QmUgI0EZakvu+wys2rVqoQfWq4HDCwpPxytUtPjjz9uo8Vcg5Q+IsQQZtmHaBWMKMWcCiTqmZSdMFLPMz0Zos3iiavCTFDB6P+TTz4xbdu2jbgcobtbt262PLFwm3///de+08Mrb7kIJd3fffddG3lH1SlSuIjoZXBRCFdQVSYhshD+GgnK82UnS5YsMcmM7ysSbx566CEbFcOoOdWZwn0nyAdHGKO8p6vX2BNPPGGKFCly2OstkWHxjFJl5CFD54rfJANEWTRo0CDqcqpv8BsXITLJTytAfMmotHQqkKhn0pFCOsVjjz1mxeTt27fbeXQsEKEfeeQRjfyKuINvB2k80YQZrlW/8qHLEGlB+W8ihFIV0kJdF7TxW6PKGxORox06dDCzZ8+2+4ZPEuXPhXABCTNCZEKNPxzxMCELN1pNRSi7OmnSJHPzzTeb+++/P83xwCtk4MCBodKsLl5j+/btC32ORqLPPaNrNHqijeoTUpwsXhF0ehFNybmPBMtcLUkcpJD0VAaB+euvv7YdiObNm9t5kydPNo8++qhZv3699ZQSycMFF1xgO/REaPE5I1z18eDdyrWIUTNG9L45OulNXKeksfIedh32k4jDiy++2KbAtGjRwqQargratJVIU+b9hyDDIAsCDJFc/iAFJsi0FSXMCFeQMCNEjIwbNy6hxwq/jpdeeik0uk945u23326uv/56k2qQ947x6aZNm0LVPjgeJUuWNEG5xhJ9vWUE+dv33HOPTd1Lbzi7du1aW7Gjc+fOJhmoV6+eGT16tK3uEwmMgfmNy+zYscM888wzNr2A449JdNA8ZoLMp59+ajsQ7du3D82jk4GYSEqghJnkokSJEiFxnM9BBF+5L7/80vqJIRqmNx4nlZXnfxDSeDCQRWgjBZoUct9IlnQukbww+MO77vLLL7epyJF8xxiso7qYEK4gYUYIB/wO8MhAlCG0PXxElVEAyhY/+eSTJpXAeJAREiIdiFJyvWPtGqRXIIxhxEweNxU8gMo5+BLQoP3f//5nkgE6FqSFcY2cd955aZYNGzbM3jsuVUuJBOIspdSp4kVjNdERVSJz4JUVKTWQeYmsviYiwwg9kXaMygc5Wo3nJe9a38vKN94+66yzTOHChU0QIO2lU6dOdkLU9o1kaXORKkoUDf5krvuvBBHaxEQ6pfcaDIfBumS3BRAiHJn/CuGAmWGZMmVsvjcjA+lHWhFrCHdPFaNNjGXJH/arQVBK+oMPPjjk2LgKQkIsYHKXSIhWeuCBB8znn39uNm/ebOcxMnXJJZeYp556yo6qJguIRwhGCEjhnkRUvGJ7uY9chuPOqO+pp55qUhlXzX8xbiZFhE6+X7Z9z549tlNIJCBCqEsQSUH0Fp0i9o0qeYfryPft29emHLgyuo1gRmeec0QHPtXFUCoGItZTuthlpkyZYt+ttCkQuXm3cU1yb7Zp08YEERlvC5E8SJgRwoGXHQ1cQjXTu8vTsaTqjN8xToWXeevWrW0HbNCgQdawjxxxOqVUMwkCjMyRqkUoeUa53+nDyxMF2+gbX5PWFKmD8uuvv5omTZqEOp2JgNB7xJnwkstdu3a1wozrEH5Pp4jytUFh69at9j4PagcjvTcJ6XbcH75RNfuxd+9e065dO+d8Snguc5/5Jdwx5ixXrpwJEoi5dNYpp0yEIOkvlCkmijAVceneS8+aNWvM4MGD7fkk7ZM0XAQ3Si9T6ZGCA6R1ET0URFwTtF0ZvBIiK0iYEcKBhgpRMfny5Tsk5YKRSBoOVCOKt9HwL7/8Yk4++eS4d7ZLlSplo2bq168f8tegYUHUkOseM0B5R/wm8JegAUK0B/vsMi41/PBquemmm5wZuQfC77/99ls7yhukFAO/Q09lGMSJw52TRD2TsgId+VhxLV2GdFuqSrVs2dJWm+I9xfdIJEvKY1ZhQMCPsKDjTmotqYUXXnhhhikWQcNVYYY0JYyMEeo5b1ddddUh79tVq1ZZkTG9d1dQcO3cuTZ4JURmkDAjRJK+7MLLJeOlQt4znfVmzZrZeb/99pttFNKQIM0pO/nwww/Nc889FzIaptGC2SseFsnwUl69enWaEViO9d9//20jB4IAaQx0RGnwU/ni3HPPtSN45Pa7GDLvUsPPJRHJhwbqokWLbCMVXxJE3HD++OMP4xqYqvKMIwqIe55R7fRG0yI5mT9/vk2/4prk2qNkLSmn6eFZ5uK1GQ3StxDR6BCS6kR6LVUCUwGXnvHh8F5FkPG9+yLBc3X58uVWDHAV2orcb5EqKbKMSouI4S4QxMErIXwkzAiRpB08KgTEAi9bwqmzC6JyML6jhCueFTRKSEUhKgej1ESXHaSTxv6Gv4gpcUmqSnijg6omQYBRWEQ5xDLKQ2KwG230OVlxqdHu0rb6EJWQEa55lAARBzx3EGYwNuYej2aEm53Pv0RAWWwiaFzu+GVGSA86X331lbnxxhttivGBAwdMKuDiczPoMKDHu+HVV18127dvt/NoOxCBzTshvYDvEkEbvBLCR1WZhMghMgqxjIVElUsm+ub111+3kTjh5ZGpakMHItHCDOC7kP74UkGCFzLz+TcoDWL2xd+voIZSiyPDReEllvQs0kOIukCY4fkTlDSt9PjVwfDPonOB/0xQ0mBS5ZlFdUSiZbhmKcHMwArnUiQnDHTEQng7yDUYXCN669lnn01TzZN2HKnfb7zxhnEV0lWJSGPyB6+IpHF18EoIH0XMCJFDZIffAeLC7NmzrekvhorhUJWIEpZ4rWRnKUc6BLNmzTI1atRIM5+0Jiov7N692ySSWA34XB59Dh8N4jpCdGJEneofLpbtdGk01aVtTRXo5NLBcMn3J7OQiknHHoNqTH8vu+wyG6bPO8R1MKkfP368LUecXqhx2WOGd+GQIUPsecP3rFKlStYAmGd1pPLnQca15ybvUTrvpNhFG0RjQGTjxo3GVUgHJeWnffv2aeaPGDHCPl+2bNliggBpZggzTDw7qXAnYUa4iiJmhIgRwj+p4HLaaafF9HuMD48UKgX079/flnBMD4IPDffbb7/d5thmFwgypAVRCjkcyiKnrwqVCFwWXDKbP00Dn8/JVHo6Kyi0OPvB6DrW4+py5yKR0YPxhNTLl156yXp7EUFDZ59UUsq744FBh5+Olmu89dZbtgx2mTJlbPWi8GuWz64KM6Qq8Z5EnCGilMqAQUmjIE0YMY1zRhvjlVdescJLRlAlsXz58sYVSJHEt4q2E/sYlNTn9INskQRC5kVLC3V58Iq2squDV0L4KGJGiBjhYU+ji3KYhChfffXVtqGZkyAC3XLLLXZ0IxI0DHkZMVqXnfnxl156qS0VSceAfebFh7Eh6+vSpYtJBqZOnWpLltKAZBsRjSh/TFlm168zRBkMXTNq5LtUQtel0VRXtpWUCZ8NGzbYVJizzz47Tcg61Ubwi0qG9MMjgchBRkN5BkWKunDdYyYcRnyJDqLDwX7hrUMHksowiBw8m10CIR2x+d577zVBgo487QAM8YNmPEq0ARFcPAMxhMUjKIjG2wx4cZ8x6MSAFOezW7du1h8wCDz++OM2egSR14/cRtBgP2kvuZoCm37wCnHN9cErIXwkzAiRiQ7zqFGj7Gjmxx9/bMNACRG94YYbTIcOHXJEpccw8ffff48aFr1kyRJzyimnmHXr1mXreqmUgQnw3LlzbZgvVTXuuusuKxYkA3369DHPP/+8bUDSeGQbFy9ebNO7KM3ar18/4yqMjMcy6ppMJXS5/qjEwnZTwStZGvFUNnviiSdMkSJFrHhJJzdSdZhwuJffeecdU7FiReOSUS7pPngKhINoO3r0aPPNN98Yl2G/EGYweOS8pL8/iDRxnenTp9t7GrGZThTeFkTK+CmlL7zwgvWKQKRxCRernKX6cTjzzDPtdXbSSSdZARgxMH0qtQ/Chuvs2rUrlJJGe6tz5852v44kDT0ZYBANMZv9aNCggZ3HoAPiLz59rg70BHHwSggfCTNCZKG6BAZj/qgmHR9CeP3c8vTeLEcCHUpGvqOF2TKqxQj5jh07smV97Bch2oyyJ2sDkobiTTfdZEP+e/ToEaoswLZjWszILGHVLpv2ZQaMJil1mYjwXa47UvxIufPNlhlh9Uu4J9qslWuD48P9yXb9999/gawOg0BJpy+SLxSNV78ih6uQUoFZJ6JZEOH5jghOKgxCf8eOHQ8pXYv4yXXsmpkuo/P45PDMTmVcicQDRBnEToy36dwSiRdNpKAdFBQQ74ki4V/McUkXdRnao7GSTAM9QRy8EiJWJMwIcYRlPzEeQ6BhRHfFihXZWg2oYcOGtkEbrVE7cOBA8+abb9pOWXaBwSYRM8nagCRCCCf+aOkZRPoQ5srIVyqQyJFYhDGESSIzSHsD0t5uu+02O+qKUJZICNfGF4oOr28gG62x3apVK+MqpIsQVXLPPfekmY94ybmJ1TA7WUF4xDyWaKwgQlQXPheYxwaNvn372mcy0U6Yx6cv0cuzIhVwSZgJ59hjjzXTpk0LbKrIypUr7WAPnXgGGnzPmdq1ayd600QABq+EyCwSZoQ4QmHGh3QaOql0SLMLQteZ8BpIHzVDI49wVNJ6mLJzlIUGNGkgyQhRRDNnzozawCWlie3PriiiZCeRDX4iGb788kvTpk2bQ8xaEUSyO8Uus5DCg6iJL4lfcjwSrpdXRxQmMgHjQ99j5rfffjMjR440b7/9th1hdBnSeLivEZmCYK6aStCxjwbnkvOaCrgqzAQV/PIQY37++WcbEUS7B/EwfaSacB+X0giFUFUmITIxKp3RS5tGZnaKMkBUCKUNyfXGjJdRHNZD2DsiEFEK2W3sSToEI7iTJk2y60UISaYRTs4BOdLRIKVJjav4gKdPpEociJcsSzR4BTCRykPjDB+cIKYyIbxQZeTVV1+1qQe+L9Svv/5qmjZtalyHKCzEPp6F9erVOyTqwlUvAcw5Y8HVykW+D5pwG3xKohlvu+oxQ0EFfEpoP/EOW7p0qRkwYMAhv0t0eyezNG7c2J4rIkMP58FCZHQqEG1ARohkRBEzQiQ5CA3ke3/yySfWM4KXDCH9VCCiVHZ2lz1M9hFOUlIoRY54FImHHnrIduRIfUgFEjkSS8QWIe74f1Ca0zdSpGIZJZoRD5MFRkYRMg9n/ivc80pw1UuAKExC7BELM4rmSpUOVJBxddT+scceswIi1Q4jGW+76jFDQYXDRd8lQ3snK+eLlFb83R599NEM99HVqkyZRdFqwiUkzAiRDTCK9P3339tqLomsgEJFj06dOh0S5RIkhg8fbqMgSLWiUpQfsUGaGSkPL7/8sm0snnfeeSYVSGSjY9asWTZ9Zvfu3bbqA41AOh+INJRqJroh2e7ThQsXRhz5ddljRrgJZsZEApFKga9FUFIpMpMGi/9MKuBq5xAxhnRqyoILN+AdjD+hcPveE6mJhBkhjgAiWAjlxTxu06ZNtoGdSGEmO0blGB2j5HT6ijpEQmAmmgxh9VT8YRv3799vSpQoYedRvpxODY1IIolShUSPxHJdfPTRR2bevHmhFJpu3bpFLa+aKPBcIcoMI9z00QmueswQcRHLqC/3iUhOqBSGRxDT1q1bbUUzRJrjjz/euApRjelLgXN/+fu0YMEC+6wmVRb/tFSAKE6qU7lWgpmISIz0q1evblIZfOt++OEHU6VKFePCe4E0puuvv96+8/w2UqoiYUa4hIQZIbLQEcU4jugYOns0OEk1ojFN2VrXX0DRygpv2LDBzkuWDixO+0OGDLHiGJDedeGFFzrRcMpO1OiIDUYQuUYI9Y4Uku9i4/Xbb7+NugyPKARMRCieWa5xOH+EcIKS6kOZXtKyvvrqK9sRJBUw2QTOzEJEDGmlDF74FdEYxCA97bTTTrNRj67CfYXoVKpUKStIh0MUIe0EhDaXuffee2275uGHHzapjEvv2cmTJ9sBQ64/UuEvuOACaw6fXjBNFRI9eCVEZpAwI0SMMGpEhZPPP//cdvAoq4iBXOXKle0LO33DzNXGA6Mta9asMWXLlk0zn5HNSy+9NOGVdjIL6QGcNzrjrkBUx08//WQbVa1bt84wJYgS7fhUJCIF4rvvvos4nw416UwYSWfkWRRPSO/j3mCbggyRS/fff78ZNmyYjVzCiwmTS9dAQAvv5A4cONA+Y8OrTs2ePdv07NnTlmQOAnT0EZsxIaXyHOmZdCpchhLgPMvSP8NIg6SM/apVq4yLEPXD9i9fvtw+7xCZSCX23zO8Q3kuJ8tARlbp3bu39RCjKiRTeuNtpaIl/yAiYu/EiROtrw4DiHjA0W5NFVwS1YSQC6IQMdKiRQtz6623WoHG5TDzaDCaSQOTCeEpfLSaxiWVbSg97OIotEsRA2wv3hN+VSPMahltvvzyyyP+PpERQnj9RCpD7c/jX4yaSe/zR8sTBdWJ8JcJqjBDBxczR64VUioZIaxfv75xlXBjSkLyqY6S3vCb3yBMuk74CDfPXqJJSEFwXZQB0rMQKdILM/g8bdu2zbgcSUJU07Rp08zmzZutrw7m4kQHuSiERuPvv/8O+ZUgpoWj0vXJDdF2iDBMixYtsgLNoEGDrCkwFURJzQoKvAe4HiMJTnPmzLEiqRBO4AkhYuLMM8/0ihUr5nXt2tUbMWKEd/DgQTs/b9683uzZs5PiKBYtWtRbtGhRlv7v+++/77333nterly5vFdeecV+96dPPvnEmzRpkuciR3JMEkGrVq288847z1u5cqW3ceNGr0ePHl7lypW9ZGT06NFe06ZN7b9bt261E5+bNWvmff/9994vv/zi1atXz7v22msTvane0KFDvbp169prfNq0ad5ff/2VZnKVzZs3e3369PEKFSrkNW/e3JswYYIXNIoXL+4tWLDgkPnMY5mr9OvXz6tdu7ZXtmxZ7/bbb/f+/vtvL2hceeWVXtWqVb0hQ4Z4K1assBOfq1Wr5l111VWeq5QrV+6Q89WzZ0+7r7xvVq9e7eXOnTth2ydSux0RiW3btnlvvPGGV6pUqUBcm/v27fMeeugh+w5gf5j4/OCDD3p79+5N9OYJkSUUMSNEjBCOjSrPqMPNN99sozBI7QnKyBGjKkDqicoKJw5SGIia8Ud4qDT11ltvWV+GREedRApzf/PNN200WXgJbdKYbrzxRptqQpUswqcTDf5DEL4t4ZE9LqYcYHTdr18/U6FCBZtGcf7555ugjvxinlqzZs0085nnl2l3kfvuu89GV1xyySX2GoxW9tvldJE33njDGrWT+ktqph8FiOcFZvKuwvuf/QiHFDRSgUk//eSTTxK2bUKE8/PPP9uIPLyrSHnmecP95zq9evWyFTh5D/oprkQfEhG0fv16++wRwjXkMSNEFhk1apR92ZGmQTrJRRddZKfGjRsn7JiSujBixIgjSm/BSJM8csK0fYNROgz4O/DCy58/v3EJ1/KLadjjLRFuvsw+EFKeLH4t4R3mqVOnHpIyg7h0yimn2M4Lfjl16tQJpWYlCrYjI4455hjjGlwrnIMzzjgjQ4+hoUOHGpd55pln7LOHlKZmzZqFPGZ4/lIlDoHDRdq0aRNTVa0gVC7asWOHTadACCWdEM8nl+H5RmpzpDLSdBg//vhjm8blouCLWWysuP5sCWo7gkFEv9rbkiVL7OAJYgyijOv3Xrhh/2effWbat2+fZj5tYPwfqdQphGsoYkaILEKOLhORDJQLppPA6HVONMRoDNABpnRlOOS2IwQtXrw4Yg54VujRo4ft6CDM8HeJCqKhhiklnWsiIETOQk404owPnZm5c+em8WTAiDHRUO72nnvuseaQvlk05tB9+vSxpWGBqlnJYDToovByOKj4EoRovcPB84hn4CuvvBKKREDso9NBR8NV8CNJFegMJsMzK7vo0qWLjVKLJMz079/fHDx40NkR+/AKdbx7iEpgXpMmTew8KlHR9siMgOM6eLOUL1/euADt0nHjxtl3Mu8IokSD6ItItCSGxulhnmsDiEL4KGJGiGyEaJOciJiJFEUBmCoSCr9nz55sWxcNMPajevXqVmhitPbHH380v/76qx2FcM1s07WRLs51JEPdZEy9mT9/vk2fYUSOKC22iyolHGsirTAyJaIMQSlSByZRVaMi0alTJxN0KDFPihzXmHAPl8q+xpK+yPPinXfeicv2iKybHG/cuNGKTH5UHu8eqqFxPbqcjuYzZswY89JLL9nBD67J2rVrm9tvv91GIroI7zKiY84777yYqjW6+l54/PHHbRVCIroLFChg59EWZt9Jew03kBfCFSTMCBEjjBIRIZCIjiXVb6i2Ej6SReOIBgUpVXSQswsaW+wrLzZGXni54yVCh5tRF5cqHAGldPEEOuqoo4wLHC7lJtkiQBCKEO4oH8tnGrVcN8nQyEu/DekFr/SVx4KOSx174bbITERJNLjXRo8ebTtRqXDfuQxRF3g5pY+4oM1BesyGDRuMyxDddMcdd9g0dN+nhDTJL7/80no7kZYWdFx9L/CMoQ2MKNOgQQM7j+fj3r17rdddKqbcCfdRKpMQMUJqBh4fqPEY5VaqVCnHjx2CjN+B9M15ffCBIWQTc9jshHDlJ5980o4WYRr3+uuv2/lERSRTKC8NQj+1iygeDHIRjRgtOu2000K/u//++41LJIvgEitcm+ecc46dkg3SCXzoCDL6+/TTT9sGONs9adIk89BDD9l5qUCkKKxkhudtLB4seJeI5IL0l0gQSffAAw/YzhT+QEGFa/KGG25w3h9o//79NpIkvTDDvPDnq6swcEO0TLgAc9ttt9kCCE899VRKCDOuvRd8GGzzTf19jsRfUYhkQMKMEJkAFf7VV1+1IZJnn322NaPs2LFjTOGiWcFv+NBBwWOmTJkyOX6+8JDp1q2bTUF58MEHrVEjMIIUXn0nUWAsyzFHjCGqB/M3RAHMJYmQoJHFtvqilmtg8hsLifJr4Pqn4hL53XzOCBq4yQKh6YTjt2zZMjSPe7hw4cJ2f+hoiOSCcxaNpUuXWt+H7EzjFDkHqbAIo3/++aft7OIblGxV5rKT7du324EN17nmmmtsWtrChQvTGG9jyM0y18GgOdKgwllnnWWvV5G8RKtiJ4TLKJVJiEz6vJQqVcqO+mH2SwoHYgnRLPE2WMN8L57pObt377blQdOXCI03OPCzDTSaMF0ePny4bUS9/fbbdjmVMkjFovHoIhl5zPgk0mMGkXDatGk2WimjKlFso29KnQxQvej3338PVRsLF8KaNm3qXIpe0FNhooHfxRNPPGEj+Thv+GD5Hcag4+L5mz17thVhRo4caY1IH3vssaQwAz9SDidKr1y50jz//PPOp2oxOMR+YLz933//2XkVK1a06c133XVXjg1KxQsGoRo2bGhN7MNhn2lHYPAcdFx8rggRVCTMCHEEBrw0vhBoqA7CCC7hrxMmTMj2Y0rng7QlKiTBxRdfbL766ivbQPrhhx9C+bU5WSUIk0aEEAyHEwlCGOHhRIwwKkl+NB1uv2IEZnB01BCuXMQ1jxlXaNWqlU3/4xrmvgHuZ0yJyUkPwuh2kBvgCGd4PmA2yrOQ9LMOHTqYVMIlLwgiGklV4n7Dp4zzRSWtILUHeI5Eq/7CM4Xni+vCTProEv86DAqkbSPC0HYL95ghwgvhKXxfkykCNFXfCxTXwFeGaLtGjRplmOpKEQshXEOpTELESKQXAD4zDz/8sJ14WSDS5ASE7NPABcx+8ctgBPKLL76wIz0//fRTtq8T0YM0IQQZ0qgQOxj5TIYR8woVKtjPRYsWtWVYiWLy4YUdXlbaNSS45Azcm5gFcnypZAYYWvuVo1IBF0tr07HFP4pIC9LnXnvtNXPFFVc4uS+p5AVB9CjniM4tKbD//POPnYJSDY3nCAMm0cq1I6DFu1hAThMkQcaH9g1tBgafmHyIRg6vGMa1HFRhxqVnKVUg/QpMfHZp24WIBUXMCHGEJavjlYZB1RuMzQghJq0IsYZ5hPNv2rQp29ZFBQbSgojIIVWFxgrRBIwoJct5IGqHahH+aA/pKH5aDcso/Rikkcpw8NIhxJoIkERw5513xvxbIhySrWOLsElUFZ/r1q1rTa5TpXHn0sgoIDxjzrxlyxZrGEt1tWgRCkETXyJdkzybMaH3OybJTCxV2RKZknmkUMWnevXqVpyJBPcZI/quGuSefvrpMRlvMyAl3Ma19wKiJ+lnQgQRRcwIESPjxo1LE5kRTxjRITQcYYZIGcJv/UZ8djVsn332WRtVQKTM5ZdfbjsBpEiR/pFsJo3du3cPdU4QqW666SYbOQNBNwPFhJFGc6I6NJh3xkIyih1sE35ETKkIIiuipStcdtllVpTmeUSKX7SIvWQTALMCo/MYl/tRJRibY36MwbxPuHF1suOqIBErjz/+uNm5c2fU5Yi+VDJ0lYw6vqQ04b0S9HdtquDae4F0JkRPno1du3Y1JUqUSPQmCZFtKGJGCAegigUmtzTW6RjjZ0Maz+eff25H7LIjl9Y31KXBGW7ohzDDaAoNzWQg1koQQXXs51zQMHF1pDnefPjhhzH9DmNSF8GQk1FrRGOif8IjSoiueuGFF5wtS9ymTZuYRu1dL0lMKiyiDMblvs/F5MmTTf/+/W2EpC/EB5lzzz3XRmr6/k8iOUtnDxgwwJaRpjOMCTfiqWsQ9cm2M5hzuAhQV0Vf2gk8+xlg4x1Bm46oYqpVkv7ucloaz0YGEYmo3Ldvn7ngggvMddddZweshHAdCTNCZBOkEw0bNixHOni8fKiKQNQM0SKMFvilrRFowkdVswrmjJgYE4HCCDWmqPXr1086YSboHC4qC0GGqKZkEWYwWSaKhw4yof3xrBQWCxlFe7HNiBd0OJLleGYGvJ+I/iE6gWcE1W6+/vprU69evZRI6wsKGJrjncNzNxyiEhBr1q9fb4KOa+kUqcbHH39sBV5MuEkvvPHGGxNeoTGr0IHnOcm7KqPOvKuiL9VC8VM7++yzbcQhVUSpGooQRYo6kdYINr5Xn6twLSLOMAg3ceJEawrPflIlNQiV30RqImFGiGwiKJEM+MkwGsELnI425U6TyWMm6NB4wksjfVlnH1I6MEJN9HVG1NYtt9xiG4HhvhjnnHOOHemnkZTMMIrIceRab9u2rU0RdI0zzzzTGhljjovARKoPUXT46CDeppow41LVovTiIZXliIgMBw+xU045xdkKc0EWZlLFg4XnIs8V0rLuvvtuG2Hipw27DGK8q8LS4eDZ36NHD5viDbwPMC6eO3euFfDbt29v0+KDFFW8aNEiuz9EyPJu591IxVIhXEPCjBCZLBUZDQxoW7duna2dICIRML4Mr+5AQ4/QdjpihKViipkTUNmIUTJedpjN0kHA8DAz5q85ASMisZBTFbJyGgQwKn2QwpCsAiCRW5iQEk3Vs2dPWwYXcYaG3+uvv24bvURzJOOoFdc16X9EoBFZ0rdvX2dDoImuorQrlaXCvaKeeeYZK5gh2qSSMONa596HqBjupfRpE3SEGRUmfSTouHbu7rjjjpg8WFy99xAKSW3m+UIH/8EHH7SRXUGB4gFEVpACE6Qy7kCUDO9if3CEdzOefAzqkCpIdMmFF15o1q5da4IEkcS0WWkTI2a7eu+J1CaYcrEQOQBhrxmNkPHyy27DU3KBSSfyhRlGrTp27GhOO+00c+KJJ9pOZeHCha1JZE40lGmQMc2cOdOaU9LhS7QwQ7oVpUoZFXKpfGxmvBYyGiGnM55oP5RHHnnElsOl808JYx/Cp+mwEDXDb8LLjSaavXv32kgeUvboYCA4IjS6DqmH4fTp08dWxCHFyVVxMhXhXvnpp59Ms2bN7Hc6xAig3Ovhz1xXPS+CBp5AGXmwVKpUyfqYuArXIR18ojfp4H/yyScRf+dqCWnuKdoSnEcGnUgHv/TSS21quOtw7c2fPz8kzBBNQrpr6dKl7XcGTBAxgkJ4lDdeOgxsIbgJ4SKKmBEiRjC7Y9SI8tSRoJoG4aPZqdITbkoOrW8ISaTMl19+acP1/cY83gT+95yGMFhGdoFUG0JF2cZ4QoTGZ599ZqMBiJ654oorElYtK1UhCoPrMlqVmAkTJlhTyFWrVplEg3hHeDP+CHScEIxotIUbXLsKJdOpSuGHrIfz3HPPWVNZ7tlUGTl0LerCJ9aILVc9L4J87oLowQJ06mNJ1Vq8eLFxGaJH6NTTrgLEekQal1O3KeBAeivtVSJlEHNJkxw6dKhdjr8O1yhp6q6CaI2wxsSAZYsWLex7HVEmCKl2IoXxhBAx0aZNG69fv35Rl8+YMcPLlctqndlGwYIFveXLl4e+t23b1nvooYdC3xcuXOiVKFHCSwRFixb1Fi1alJB179692/vkk0+8M844wytcuLB38cUXeyNHjvQOHjyYkO1JNfLnz++tWLEi6nKW8Ztk4IQTTrDXyL333uv9999/3pYtWyJOLvLWW295V1xxRdTlPK+qVavmpQqJfCaJ1Dx3I0aM8Bo0aOAVL17ce/zxx73t27cnepNEFuC8vf32217Lli1tO65WrVoZtveSmX379nl9+vTxjj76aK906dJe165dvXXr1oWWT5kyxfv55589V6HdlydPHq9ChQp2P+fNm5foTRIi21DEjBAxwggEo2HRQncx2nzjjTfsiHx2hqQyukGoLaGomEQyMnfeeefZ5eQRE3KMD02qjnCSN82oCVERRAfMmTMnEOHIGzZsCIUeMzrkX3+dOnWyqWyJhLKbXOtUfYhmGEkUBwbBiYa0Hp9II8B+CmKqRJUEGVfNf4WxabmkzSRbVbdU9WDJLImKoM0Jvv/+e5tCKJ+S5IQ2ENExtINjiXz9999/bZRveFtAiGTF3ThLIeLMDTfckOHy8uXLZ6soA5gJk6c+cOBAM2TIECvOhIe9I0Ike/WbnIZONRMdbI6P6+Dng48QYgzhx6Rt4dmC2TMNC3LiCbvG+DlRnH/++db/CBNiTBTDwVCQDksity+ccePGmVRk06ZN5qOPPrLpjvFKdUw0LnlOXXDBBVZQRkzic0b4KQguwjM5UoeI+XSYSEmF+++/37hE0D1YMgsiPAMjrrJz505b0Q7vsV9//dVWpOQdFyTGjx9vU/G5bl3mu+++y9Tv69atK8FeOIOEGSGSGEwEKftHw4/G7auvvpomf3bw4MG21G+qQbULOivkhv/yyy925ARjVwQM10dFMG9l9JFONRP71qFDB/P222+HKrhgwpxI4QMBktFRGq94/NSuXTskFNJBqVChgvVbSAYQNzMDx5YRcFdG7tMzevRoK8Z88803dgT/cJ3+IDFixAgbZeiKZ5kfwcXnoEFlIrw6hg0bZsUn7imeCf4I97p162zknauRaghKnD8iWqPB8lQRZlz2mEGMYbCDaxGPGbz88O8KGhjCE+UctCpUQRLshVAqkxAxgulir169bOgyDc1wSCXCfIz0juxOM/HTc4hMIBwzHF6yOOz7KS+pkMoUbv57zTXXWGEgEfufU9CZ5lqj6haVE7jWCJtv0qSJXT5v3jw7WptR5aZ4RWRQlpJRRn9bEDMw30NQdPWcuJgOs3z5ctu5YOKa4dxgzkxJVNchXZNnLgboCIBc/5Q6R5zl3ndZmEacSB9xFhR69+5tUxp5FvB8oLNLhUEE9fz589vUX0r3BiHKUSRPanOsUJ2PiDUqFvFupZDA5ZdffkjbzkWIZI0E7zWeoX4lxT/++MOkAq5dmyK1kTAjRCbyWkkjohxwJIhmIW0ioxG0IHUqE/WyIyIGUYZy2RlVjXA1/J/9W716tSlXrlzE40yHBoEuWUaaGY2igwl0MiOdE0LDafxSISLZcakRh/hCJBXHl6gqhIr27dvbqDr2gRBul6FjT9ocnlGkGvBsxfuhQYMG9rqjTCol210VZxAofL8Eov0OVwXHJY455hjzwQcfmDZt2oQ8s84991wbHUQqAmJNMj3Hshv2l4jW22+/3aQCLj03/XcVz0vuPQTDIEHlzDPOOMMO4PjwvCQtnsg1v22R3an3yYpr16ZIbdyO+RcijvBgp/GcUZjo9OnTUyZkc9CgQdZXJ97QMUMgIzqDRn60yWXSd9CSucPGttHQY4q2nYgFK1eujPu2BR1KZSN4IeThQYWIQWc/KFD2FZ8HOrlEA7G/eH2NGjXKpmyR9kfqmasgXJDyg6cUpqmUN2cEPwisX7/eijM+RNBx3rZt22ZFRIS2oMH7F6GQqEFEJ6KFRHKyatUq69cWqyhDejG+b654yfzzzz82Go1nCgLMo48+agd9brnlFvs9VUQZIVxDHjNCxAiRCoxERL2Z8uYNRQ64Ch2gv//+245IlypVyjau8asgbeDiiy9Ok5tMJykREH4cdLp37x6KLtm9e7cd5fK9hTgXrqEc75yB8HuMwYkcufLKK82ll15qK7cFhdmzZ9tqa0Bnl30MT88i9YDnk6uw/Ux0+PDLQqghxQJ/C/xZ2Fc/7cA1EJpIQ8NHJnzk+qeffrKDGF26dDFBMr7l/PFuQoDu1q2brewTbtQvkouM2nKumxufeuqpNk2pR48eNgUU3zf84FKVZB7YEiI9ipgRIkYwlaRiTjQQNMiZdxV8THh5t2vXztSoUcNG/1Cmm44PIdknnXRSyuQkJ5Krr77aRp/4kT+EWzP66n9nGVFDQrz55pvmv//+MzfeeKP59NNP7fOHqJmgVCgLh9FeRIpwU2Y6+vh7uQ4iBiPYixcvtsIF7xrOKecTTy0XQXwhyik9pKURVeKq4OSDQM49x/uSAYtZs2aZF1980V6n9913n00liaWUr8uER0EmKoJWRE9r5/pkUKdly5b2XZGqAoUGhoRLyGNGiBihGg4holOnTj2kUblr1y4rYjBChteMi7m0fvUnGpc0sjDYJHXrrbfesssZwSWiJpEeOn6UwOGgAeLySHrQcCnH26VtTQ/h64zcE2WCCTCeHlQZcbUyE5F7/fr1C6WQ0vnFvJLoRKAiGyIlgkbQ+Oqrr6w4gxeLiz4sGFCTLlKvXr2Iy7k+Ef8zWzUtmUza8XBCOCea1I9UIxIjCP5OGUHqJGla+FvR9kkFXH8vEMU1bdo0+wwN8rUZCSISGdwKulAqgoEiZoSIkYceeshs3LjR1KpVyzz77LPm22+/tSaGdByOP/54u+zBBx9M6PE8khERGsl33nmnbYBQUYNGNX4OPuQmI0olQ4M/2kTqFRWbUiHdSeQMVFUrVKiQk4e3Zs2apm/fvrYhSql1fDxIlXGVm2++OY0ogR+EL8r45bFdNf6Nli5B5AwCOWlpVFf5+OOPjYsgVEQTZfzIGVdFGeC65H3LFMQOH4IgnXm/GiQDTkThUfIccYJKaYjAwo33AueLNlIQSmUTJRre1iYiiGelP5188slpormISAziPSoCiieEiJmlS5d67du393Lnzu3lypXLTnxm3pIlSxJ+JIsWLeotWrQoS/+3SJEiafYh/d9atmyZV7BgQS9Z+eabb7y6det6Rx11lNe3b1/PZcaOHes9//zz3i+//GK/v/HGG16VKlW8MmXKeNdff723c+dOzyWKFSuW5evySDlw4ID37LPPei1atPBOPvlk7/777/d27drlpQpr1qxJ9CaIDOBa/PDDD73TTz/dy5Mnj1e1alXvf//7X1K8T44E3ombN28OfX/yySe9TZs2hb6vX7/eq1Onjufyefvoo4/seStUqJB3wQUXeEOHDvXy5cvnzZ4923Odm2++2atcubJ31113efXq1Qu1c9jf8ePHe6nGkbStRPby0EMPeT179kxzbm677Tbv0UcftVPTpk3tdSuEi0iYESILbNy40fv999+9KVOm2M/JwsSJE73du3dn6f/Wrl3bGzNmTOj78OHD0wgAv/32m22oJRuIF6eeeqpXuHBhr0+fPkl1PrLCm2++aTto1atX9woUKOA9/fTTVjS76aabbGOkePHi3r333uu5RCIbtRw/OhVnnnmm16lTJ3tMb7jhBi+o/Pnnn94XX3xhnwUHDx70XGb//v3eX3/9FVGI3LFjh12G8OYqXIclSpSw1+Qll1zijRw50vlz5sM9Fy4KphdnV69ebX8TBBYuXOg9+OCD9v3IYE3Xrl29n376yV6/roJAOGrUKPuZ88Z+9e7d20tVgiTMzJgxw+l7r0GDBvb+inZueI4ySCeEi0iYESKbmDNnjnfsscdm6/H8448/vMWLF4e+Dx482I780wBEjPj000+zbV2MNGT09x544AE7KpgszJo1yzvvvPO8vHnzetdee623YsUKLwgwOvnqq6/azyNGjLD79/7774eW0+lGtBGxUatWLW/AgAGh7xxTOsJB6ABffvnl3tatW+3nbdu2eWeddZbtQOXPn9/+26RJkzRRCq7x3nvveSeddFLEDi7zWMYz0VVOOOEE7+WXX/Y2bNjgBQ2uv3BhJn3nKUjCjA8i4Q8//OBdeOGF9h4sXbq05yq8d1auXBn6TlTQzJkzvVTl448/9rZv3+4FRZjh/nQVxOzwZ0mXLl3s88SHaEOuVyFcROa/QmQTGMOR35qdRo38vRdeeMGaCmO0d9ttt1nfF/KE58+fb+dh0huLIe6Rgl8Febp+GedEgX8Gee54aJx33nm2vGwQ8qZ9ChcubMvMHnPMMfZ7/vz57bXl7+Py5cttzngiy2YvWrTImj/6HgNVq1a1Zp4+XCcYs+K9lGgw6l6wYIHdRmBAgnkYxlL9xmU4zuTbU6nrnnvusYaxX375pX1uYPJIiWmMczH0dtXvB2+ryy67LOLyL774wvTv399MmDDBpEqllRkzZjhhQEp1IkxiuTYjmaeuWbPGepe4aGzsM2XKFOszRxllqjBRicpn3bp1tpohvm2uPls4f3jM+OePypPh5c9dh2IG7BMm46VKlbIedRQN4N2KobOr7YrDmb1TyY5CFq7ee/hTTZw40TRq1Cji8j///NO+O8LbJEK4wv9z0RNCJB2IL5SwhoEDB5qXX37ZVurwweSMDnI8hBkEg2SAzj6Gi3fddZdp0aKFrTjAlJ5OnToZF9m9e3ca81mEsHAxjM/79+83ieS1114zFSpUCH3HVBCxzO+Eff755+all14yb7zxhkk0e/fuTXM8uXYQuxIpbOVEGVCMcJ955hkryvhGuc8//7y5/fbbnRVmeP41a9Ys6nKef4iYqYJLZV99Y9z084IC1QnpvCPyYkjNAAoT9xsgaLgqyvjXWvfu3UPvHt5LlF4uUqRImt8NHTrUuMjvv/9uhbStW7eao446yowaNcqeT84l+86zlMEF/3nqEsOGDbNVNqOVL3dVkAlvA06aNCmqMINoQ5EOIVxEwowQSQwdSkbeGO3HZb5p06ZplvN9yZIl2bKuWBuRie7k0UAEKmNFgw6Aq40Ptn3btm22wU8Dke+M/NCABP/fRDJ69GgrzoRz4YUXhkbDqSpDefVk4eGHH04jLCLWIGiWKFEiaa7rrOJ3dolAQIwJh6o4RJi5yo4dOzK83rlPiOQT7nXsXRdGidRk/xCf6cw/+eSTdvKFGde5+uqr03ynLHiQoKoPQgzP/UGDBpnOnTvb6MK33nrLLuf99cQTT1gBzjWI9OF9fN1110VcTtTd8OHDjasQQclAEFExJ554YpplROU99thj5r777kvY9glxJEiYESKJad++vXn99ddtyhKlRUlTIOw2PJS/Ro0a2bIuwj9dgJKdQe/QhI/28D18ZMgXaxLJsmXL0oS004gNFzkQZv7991+TDLRq1cpGXoRDpBWpTD6JPp7ZITr5qSN169YNLSM0n7BvVyFlj5HR9I1vH0a0+Y1ws2N/1VVXGVfhmUIpc798O6mEjz76qL3nypQpY1znvffeM0Fm+vTptgQ4KVq9e/c29957r00T9yGFsmPHjsZFTjrpJPPHH39EFWYQS/3UXhdB/ERYYj+JDPKjqOfNm2cjn5o3bx4YgVSkHhJmhIiRkiVLZtiBy4n0kn79+plTTz3VijJNmjSxodLkBvseM7/99lu2jeiMGzfOuAQjrhzz9KHVruPCeUAEWLt2rRVggLSlcIjeyJcvn0kGuF+CSrjohCCTPnruhx9+sFEzrtK1a1fz0EMPWSEt0sgoo6Z9+vRJ2PaJ1O3YE8VICkx4Z5cIVyK8giDMRINnTJUqVUKClKuEp7jyrkLcDj9vpUuXth40LkIUV0YRw7QfsyvSOhFwvhBgiHb67LPPQu94RHqinO64446kaX8IkVncfrIKEUfwd4k3mCMSyUK+M3nDREuQG016AoLNr7/+agWbeBm+MqI0duxYk0gYkWQ09qeffrLRM6RzYQTsgiFmLCDCJTt09klnOuWUUyIu//HHHw9JqxHxF526detmrrnmGmcPPQ1svHMYGcVctXbt2lYcx1eG649nIL9JFVyO7AoiPOfCIwV5H40ZM8Yab7vudRYNohPCzehdBXGJqEl/cIEOfsWKFUPLMVV3VWBLdIGGeIBPHOlKSlkSQUNVmYQQCas6lRUQhxCpqFCFDwujQ1QwYgQlCCC+Ydr6zTffhKp9EBnAviYL5OETKkwq3bnnnptmGeeGHHCEzPDQ8ETx+OOPx/Q7jnHQQMB95JFHQtWzXIR7gIisTz75xJp8+6l+RNNwDdJATxXSVzZKZujYUjELLydo2bJlGj8gqv7wjHO1MhpRg4fDZa+zaJV9vv32W9O2bVt7Lbps/osPCSJTtIpveNCQGkOlu6BBmhPvO1d9Zig2wGAcA3RUqktfcerDDz+MuEwIF5AwI8QRgKEhFWgwqSTXNbv9DkgX8SvdRAMHekzQUkWYITcaMaZDhw72O40nojN27doViPDVvn372vSNdu3a2VBrRmXxYnjzzTdNMnH55Zfba58ohvAcb1JrMB5EtEmWDhSRZ9xH0arasO00VoNGstyzIjJEWMTSwQ/31KESlQsj4ngfbdy40QwYMMB+pyNP9UDKEgORUIg1iNAi+eC6JFUyfXlsOr1EAflpXEFNWUNERDx04V6LBANVRBXTJsIDDjGX9zMRJn7VppEjRxoXIV2JMudDhgyJuPySSy6xXoyIa0I4hyeEiIm7777bu+2220Lf9+zZ4zVs2NDLly+fV6JECa9IkSLepEmTsvVoli1b1hsyZEjEZTt37vRuvfVWu/54MGPGDC937txeosmTJ4+3atWqNPMKFSrkLV261AsCtWrV8gYMGBD6PmLECK9AgQLewYMHvWTj008/9c4//3yvTp06durUqZOdl0y0b9/eK1iwoN3Ob7/91tu/f7+XKiTLPXskfPHFF17Xrl29iy++2Bs0aJAXJDg3a9asSfOO2bBhgxcEGjRo4P3000+h70WLFvUWLVoU+j5y5Eivbt26Cdo6cTh4jleuXNl7991308zPmzevN3v27EAcwC1btngHDhw4ZD7vCJa5yvvvv+/lypXLK126tP2XduTgwYO9YsWKed27d/dmzpzpuf5sGT16dNTlLKNtLoSLSJgRIkbq1atnO3Y+NFhKlixpBQE6zbzwOnTokK3H87nnnrOiw2WXXZamwT5hwgSvevXqthP/yy+/pFQnj21Yu3Ztmnk0OBYvXuwFAUSYZcuWhb5zbeXPn9/7999/E7pdLoOQ9/TTT9v7pUKFCl6fPn28efPmeUEnWe7ZrIIQQ8eC83biiSfafbnvvvu8oMC+hQszPMfCxQuXYbAifF+6dOnirV69OvR9yZIl9t3mKv/88483bdq0QzqEbdq08U4++WTvqaee8lyHtk3Lli29Cy64wNu4cWOghJmhQ4d6NWvW9Hbs2HHIMubxzPnuu+88V4WLvn372s+ff/65fc40btzYW7hwoRcEEHnD20jpYRnPUiFcROa/QsTI8uXL05SiJUz0oosusv4mQMlFP70mu7j77ruthwepLKTrUN6R1KWBAweaXr16maeffjpUWeBIoSRzRuaS4f4AiQRBmTSf8KoQbBulLcP9JlxNTQmvFgGcE/aLKlTJxsqVK20O/oIFC+x24v2BN0Gy+UZg6nj//ffbacKECTb8npSQE044wZrIZtc9JLKX1157zYajE7oO77//vrn11lttul8QiZZq5yJUzMPvwSe9Fwk+EZlJ40o2KI/NOxljaqDKDe8g0oqpIMY1SqUfl8v20rb5+eefrR8LqSF4iwXFgPr111+3Fd04R+lhHuWz8UhysWQ2hRouvfRS+5k2KilZVDCqXr26CQLsz6pVq6KW/GaZy88WkdpImBEiRnjQhzecKVVNHr0POdc0NrMbqh+wLiqs8LKl0UBlpOz2lencubNxAcxM03P++eebIMF1Fd5gRKzBRDO8AggNrUSCOHjnnXfabWO7uDcoFUuHhW3r2bOnSUYQZJYuXWrmzJljK55hLuuqMBPNoNNn8+bNxmWomhJeVerKK680N954o1m9erWpUKFCQrdNZAy+U5MmTbKCfyQYYEDIdZVp06alKdX+8ccf2/3BEwwQZxAWXRZm/HYPwsxZZ51l77+g+FVROYt3WDTw18HrzUXwPCxSpEjo/FE4gCpUQYFnCsbhzZo1i7j866+/jvrcESLZkTAjRIxgcoppGp3R2bNn2wia008/PbR82bJlpnz58tl+POk4IkYw4ogwg2Hbo48+akf9o40YZJfgkYy4sp1ZhQYhBrrhtGjRwnZSk4Xvv//eVsWi03HXXXeFyoxSieW5556z0WOUIc3uCLIjYfLkybY6EabEdKDo8FPZx+XKDeFCXbTlRNu5CobeRYsWDX33zTiTJXovO6A6ii/CRhJgk0GEzQpUu2Hf/AiS9KbUdPZdLnW7fv16U7ly5dD3cePGpYmuaNOmjX02BgVK02O4SjRGjRo1jOswiEZUV0btrpwYaEtEKfdIZdxdLuVOtDjPF+6/m2++2b4XANEQsc2v4ieEi6gqkxAxQsoGlWhoaCLMMPKOUOND6CvhzNlZjWbGjBl2lIoRkHfeeccKQYRp4rL/66+/mhdeeMF+FiKetG7d2t4HTz75ZMTljDQyIk4YfKJ59tlnrYi5YcMGG3VGZRhSmETyw2gv11i4OMNzlqisMmXKhOYhEroInffDpYawnAhJ16Bje8YZZ9ioGSrAhFduo2JM8+bNbWfR1Up6pGsyMn/KKafYjm/JkiVt1Mx5551nl8+dO9eO6Ienc7kminKeaHP4pbF9iIwcP368Ofvss52tWkQkMmmSV1xxRcTlgwcPtiIp16trBL2UO3DuSBfk2qTiFPuDaLh9+3b7fnjmmWcSvYlCZAkJM0JkAvwoiBYgjB6vg/B0E0YA6bDS2M4uaPRcffXVdsQ0vHMCb7/9tvWgIZrihx9+OOJ18VKjIUJUARCNw0vOh1EJyrXSwE4krmxnTjFz5kwr0r388ssJ2waiTKZOnRr1GBPx06RJE7Nt2zaTDI1UrhE6TOEeROlxMSohfdrSwoULbQMVLwG/nK3LEHUVi3CRTNFk4v9BBBD31WeffWZ9qKBmzZp2gOOOO+5wtlMPRNvxfGOEnrK9RHKSYuenkDCQ8/jjj9voIBd55ZVXzHfffWfFs0ggunXp0sXccsstxtWO/UcffWR+//33QyKdOY9Nmza1og1tDZGccO4QQ3nvkUpNJCz3JWKpEK4iYUaIHAKPDRpm4SO7mWXEiBGmffv2UZeTTnXdddfZka0jhbQUhCYMhYGRCELRy5UrZ79//vnntoP7xhtvHPG6UmE7sxNGKD/99FMryOBtQGoA0VSJApGQsHZGqiJBR5ltDBfMkjkqwU9FcBH8cugcEbrue2Cxv+ecc441r0TcECIZ4RnWsGFD4yI84/BdIUoW8RdjftIqwj3bjj32WJtW4SJ0bvE6i2Z+O3z4cNu+oXPsIohqRG3RhkKA8SO6iHSis48nC95+6aOFXIKCAaRr+WKhECL5kTAjRA5GFdDwjNZ5TTaoMIFZoe+bQ4OE0T5/+0lLIW3qn3/+0XbGCY45Ygyjr7t377YhupyDROf4M5pIjjej3pFglByBbMqUKXHftlRixYoVNqWSdBCEYMLzEWfoXFB1hEY5kU3hXhhBg8pgyVYFLDNRTgiufoeeVDtSSMKj/6iEE4ToJx9Se+j4EvHJ+8XldArStTARL1u2rDn66KPTLGPfuO9Kly5tXITULPYhmo8dggaVmlz2YeFapFIf7yp/P9hvvPwY+HH1vsP/iEhrKoeSZsf7muggV9qih4NrLxay04NRiHgh818hkrj0KVEJsZDeXDErYF7MCJ8PAkC4CSUj7//++69JNK5sZ1bBQBdPFFK18BYi7B+BhtE9jFwTLcoAIgCdSVIRqJLjly5HCBg0aJD1mMmo4kUyQWrcDTfc4KSPB+kTjPQSLUPlDR9SDBDNiJrhN4h7QYN0A9IM6OCHixkugehC59cXZkgdwbfDH6XHsJqURczeXYf7i+sQXxbKMF944YVOX5d0chE9ESciEW2+K/AsX7duXdTOLcsyMs91AdoNvKcGDBhgxQzabIhsfoQl+8h310Bsmj59uk2v571A9HCPHj2yJbI6mVNcOX/+fP51/foUKYonhMgRihYt6i1atOiI/kauXLm83Llz23/9z/738H+zg+LFi3tTpkyJupxlxYoV8xKNK9uZVQoUKOBdccUV3siRI70DBw6E5ufNm9ebPXu2lyzcdddd9vrjfDRq1MhOfOZ6vP322z1XmDFjRrbdQ/GmYsWK3sSJE6Mu//nnn+1vXGXTpk1e165dvTJlytj9eOWVV+w98fDDD3uFChXymjRp4n3yySeeq5xyyine999/H/WdMXToUK9hw4aeq6xYscJ74oknvGOPPdYrV66c16tXr6R7jmUVnn1r1qzxgkrTpk29Z555Juryvn372t8EjYMHD9p7skuXLl7+/Pk9F6lSpUqa58rcuXO9PHnyeHv37vWCAO/sSNOff/7p3XvvvfbdULZs2URvphBZQhEzQiQx5K+HjwaQboTRLyOO2U29evWsuXE04zRG5Vl/onFlO7MK5xbzYkYq+UyZ9mTk+eefNxdddJFNxfDT2yj1TYoT1UhEzkOlqYw8ZBjV5zeu8sADD5gJEybYsPyRI0faKCD+Ja0P/y3M1l0mfelhop/CDaqJukh06mhW6dChg32OYbpNiizRW6RmBcn7K8hQve7OO++071u/0pQP1Siplua6YXp6zyCiVD/44APrjXbuueda02oXoXJno0aNQt9pQ/BcYX5OtB3jTaRoNNqE9913nzUZ79Onjy2MIYSLSJgRIolJ/xIlPJO89Zx4uV5zzTXWWJeXHo2S9A0xyg8mshKQa9uZVahoRCl0wvzxD6HSgF/SMxYT23iCACMRJnHgazF79uyoHjKzZs0yFStWNK5CBTzS+qgAQ/ocIgb3g8v3dzg7d+60lYt8MPYOh1RGPCJcBH8LypiTpkUlpiCCvwwpdTmdZpwISFFFFO3UqZPt2Ieb49L5veSSS+xvXAaB98svv7TpkBj9UtadVGK8AV0e3GEQz08v9uG7q8+SjCBlC0Fm4sSJNq2dgUu/EIQQLiJhRghh8X02qMIQ3hCbN2+eFQvwBOA3icaV7TwSTj31VDtR6YOIFEbyMMmkc0o5SCp+JDL3XeZ7ycH5559vDaEbN258yPWwdu1ac++999prxVUY4a1bt24o+ge/BBrfQYF9+uOPP6J2AhFqwv20XIKOEs+tJk2a2Of0lVdeaU1Vg0S7du0iesnxPvL9Llw2N8YwFmHmk08+sWIM+8T7Fu8ShBmX4V1KRAz7w8AHBvsYNWOkTpUtl+E8cW2GizOIwLSZwiPyePa4CiWyKXnOeeNaRCQNirmxSG1UlUmIHIKRwieeeOKIymWnJ32lpJyAxgoTDTFgtBMDWlJUkglXtjO7YKSSKJrBgwebjRs32oogiYKUBJ/wEs3h85KlU0JId0aRRjRYSRdJhm3NLFQSoeIGo/Z0Lvy0NxqpdKYqVKhgR4JLlSplXITrjH3zRSeefxiiuypWpIdyxKROUHKYcxUOI/ecWwy/SRtxFe4vntOINOwn9xkpMKTKuFyKmM47+3M4gTwIqSNBBNEC4Zpoi/DrEGGGNpYvCLsIwlksYAzvqqhGW4gKokRIN2zYMNGbJES2IWFGiCzkIpM7T8OZjgOdBEJgKY+d0yRTx4QX4k033ZT0JSVd2c5YodIA1VsuuOCChO0fjVrSZ7p3725H4dKHTSdTZZKgN1IRZ/BioeQr5ZeBa4FRRKoWuVqu1+/8tm/f3lb/8lMV27Zta4oUKZLmd0OHDjUusm3bNiu+UEWOiBLStPzoP6IVKANO599lASMcIhp9cZlrlfcmzzJXr01EQ6VNuAnCNWmSVD4jJZr7Dx+kQoUKOS/MBB3uPaInD+e/53JEkEhdJMwIESPk+9MRJXTS3jy5ctlGGSUVeZnTQb7llltydLQfUcY3ckv0CwghilzsZA8fdWU7Xdo/OiSM9L///vtWGCBa47rrrjN16tSJ2zaItBClxLMIwku+ugzP21j2gw6Wq3D/UN72iy++OERYe/rpp52NdsoIomYQ2YiikTCTnIRHRWaEi5GG4SxdutQ+P3iXEd1FNCoiN8b2IjkJ+mCLSG0kzAgRIz169LBGmwMGDLBqPfmt1atXtw9/QrVvvfVW89Zbb1kPkFR4AcUjrSqVttPV/SN6jIbtkCFD7CgjAg1TsuTpY/CIESlhz+kjD7Zu3WrGjx9vzj777FBUhkvs2rXLjBo1KpD7lmoEUVgLMtxzX3/9dcyRiniF4deSPtorWeH5TRoWFdHCK/xE8rkKyv1HRUdfLCQFnahUfN5crPZGtCT7AlR4pNJUuOjGext/HSFEciFhRogYobFMqdaTTjopNNJJVRTK0RYuXNgKNrj7//nnnylxTBMtCARtO13fvzVr1liPn59//tl2MJNlpP+VV16xDe0xY8ZEXE7FHwxye/XqZVwjln3r0qVLtkfyxQs6EKSMBjVdBIPmjPaNtEWiIU855RTjIuPGjbPbT+U2zMwHDRpkO4wIitxzdHqJNk0FXIvcnDp1qu3YM+hE6jSeQN26dTMlS5Y0QSCjZwtRMx9++KEdcODd6hpUraRNSsSd30b43//+F9pXIoIQa4JWup62B5HtzZs3D8x1KlKP5BjSFMIBaCSH+8gULVrUzuNFAGeddZb1BognNBpiDTkWIieYNGmSrZSDPwajcgiUyeTn8/HHH9uGajRYRiPcRWLZN1LOXCVSxZsgQSlzxBkfUgHDK54h+tPJcBGiR/GQef31122FmL59+5q77rrL+nmQpkXqVqwRoUHAtWv55JNPtucO8eLOO++00UH4imGuT5RekM8Hgwo8O10UZWD06NH23guHapVEPzFhehxNzHeB5557Lk2UOOcSfyCi2M477zz7HCW6XQgXkTAjRCYaKoxQ+/CZKBq/KgOdUsSaeONag0+4D431fv36Wb8jIjIQLBFoMCrFiDhZ0piAiksZmRCfeOKJ9jcuEuR9SwXSP7sxAUbsz+g3rsD78aWXXrJlbb/55hs7Yo9oS2ffjy798ssvE72Z4jCQto2HGB35WbNmWSGRTjBRJSI5WbZsWZoCEQyclChRIvS9WrVq9lnjKqQFhpsz8xyZMGGCmThxolm/fr1p0qRJSom+IlhELqUhhDgEzH0ZhcD8F/Nd3wDVh45phw4d4n7k5EUg4g3eA6TxMfqGbwIlRjGBxJw6vTCQaOjoklpF6HYkWJa+M+wKQd43H3wfwjsVkeAaDCquPt+pXuifFzry7Ed4ShbVqFasWJHALRSxQicec1wm0tDuueeeuFShzGmC+mxhYAQBDQEGEEjTpx3zznaVJUuWpGlb/PDDDzYiiHRJeOihh8zFF1+cwC0UIutImBEiRho3bmxHjIYPH2727Nljy7aGq/b4OLjq5ZAVTjvtNCf8AVzZTpf2j84+KRdPPPGEefLJJyOO7NMRS4aKHfXq1bOh3b43VHoIy+c3LhLkffNB/MuIZLnOxKGm2+HPJQyow02o+ey6aBhk9u7da9OXKG9OJAJl619++WU7+JRMEZFHQlCfLf57IZo3FYJU/fr1javs27cvzbOEkue9e/cOfWfQiMgZIVxEwowQmfQEuOGGG+J2zKiskhHbtm3L1vXRCKHDTUQEjS8EqG+//dYcPHjQ5u+WL18+zShFonBlO7MCDQoqQsRKIvaPEStXwLQSjwQaq+Sfh0PJXoSlF1980bhIkPfNh8jEoJr/0vHjGU66CMIm30mJ9Z/7h3v+JzNB3rdUaetgGot4MXDgwNA9GF7dB1yOnAnqs+Waa66xHjmkueLplP69QPQ3Ipur1KhRw6YuYaRNO3DBggWmdevWaSK8SpcundBtFCKrqCqTEJlk7NixttQgPhsY75LLS7hrzZo1s/1YIjpkFMruN3izY1QHoztCzgmBZTTl+++/t6NkdMJZB6GvjLTgtZNIXNnOrMI11aZNG1tymvDcIJQ67tmzp3n88cczJThlJ3gkfPLJJ9YThxKhXCdz5861DTqMSMlZd5Ug71vQqzKlf777z/P0310ctQ/yvmUF3lUjRowwVapUMS4QHhUTqQ3i+vkL+rOFColUXwp/L1CcYv78+bZdgfm2q1DdDSPxSy+91Pz222+22MCvv/4aWs6AxJQpU6wIJYRrSJgRIkYQAjp27GjLSNJooWHSqFEjs3LlSuvlwMj1s88+m+3l/2IhfLQgq5x99tl29Au3e4wZ/TQIKr/wUmcUhhGmRFdkcGU7swrXFvuIAFikSBFbohSRpmHDhsZVkqFULA1RBAzMcLl3qSLVtWtXK164TlD3jXshqKPa8X6+x5sg71s0uP/8SE5G9V0m6Ocv6M8WoNQ5EyI9MHiIYENlLdchxQ5bgQoVKti2IP+GDwThB0lhAiGcwxNCxMSll17qde7c2du0aZO3c+dO75ZbbvGuuuoqu2zMmDFe6dKlvZdffjmhR7Nv3752+7JCyZIlvTlz5tjP7F+ePHm8KVOmhJbPmjXL7mOicWU7s0quXLm8NWvWeOvWrfOef/55r169el7u3Lm9xo0bewMHDvQ2b97suUbRokW9RYsWeS5wJPdQsuPavnXv3t3bunVrYPcvswR5/1zbN7aX9z5s3LjRa9eunX12M/G8Puecc5zan1Q7f3q2uHvuMkvQ908ECwkzQsRI8eLFbaffZ/v27V6+fPm8LVu22O+DBw/2jj/++IQez2LFimW5A3zUUUd5CxYssJ/37t1rBY/p06eHls+dO9eKIonGle08UmEmnEmTJnnXXnutPb+FCxf2rrzySs8lXBJmjuQeSnaCvG+g/XMX185d1apVvb/++st+vv76671GjRp5f/zxh7dr1y5vxowZXrNmzbzrrrvOSxVcO3+ZJcj7F+R9S4X9E8EiGNbqQsQBvD7Cc60JhSW/2q8s0aJFC7N06dKEnov0lXEyA5Vd+vXrZ1Oz+vbta71z+vfvH1r+2muvJYWTvyvbmVUi5fM3b97chu6SE//qq6+aRYsWJWTbUoEjuYeSnSDvG2j/3MW1c0fJYb/UMhVwMFMltRmzY0xXeSe5ZjyfSucvswR5/4K8b6mwfyJYqCqTEDHSsmVL87///c988MEHJn/+/OaBBx6wnhmlSpWyy/GZKVmypLPHE5EDU9333nvPmrSOGzfOVn2hOgMi1KZNm5LCTM2V7cyJRgSeM/jNMAkhhEgM+MjMmjXL/ouYnjdv3kPMZXfs2KHTI4QQImYkzAgRI88//7w566yzrAM8DTE6yUOGDAktpxJK9+7dnT2eVDFatmyZde3Hxb9o0aJm/Pjx1lR3165d1kyN+YnGle3MKghO/kisEEKI5OOGG24w99xzj33X9OrVy9x9991m8ODBpnr16rZC4B133GHbC0IIIUSsSJgRIkaIjvn7779tWb49e/aYZs2apSn/67Io44PIQaqQD2HZyRid4cp2ZoWrr77aBA1KOlOZSQghggBCDBWY6tata8UY0piphkbkDOnNjRs3drpUvRBCiPgjYUaITFC4cGEbkZFKUH76qaeeMkcffbRxAcLHp0+fblq1apXoTQk8ixcvNr/88ov1viF0H78f7o/0Iszrr7+esG0UQoicAL+vm2++2Zbt5Vl48OBBm1J76qmnmjPOOCOiX5gQQggRDQkzQmSSf//916YzEbURzr59+8zkyZMTKgicdtppplChQln6v0QDRYIUofPPP99GDMGJJ55okpmFCxea008/3RozuwjX0YMPPmiGDh1q/Yto+COOhZtOIpIlcv8Qv4gQ++qrr+x3OiDlypWzPktcf88884y55ZZbjIscyT2U7AR530D75y6unrs6derYKdVx9fzFSpD3L8j7lgr7J4JFLkozJXojhHABogIQKIjGoCParVs3M2DAgJBAkxMd5vXr16dJl8pJMM5lvyI9Evz5/Jvsgsdff/1lw8iTfTuj8eijj5o33njDhspv3rzZVve49NJLzaBBg0LXGaOyjM4mih49epjZs2fb6580MoQkwvkfeeQR89lnn5lbb73VvPXWW6Zr164m2SHtYNWqVaZq1arGVbZv326fS6tXr7b3aPny5W2qX3rx2DXi+fxLlmsRM3NSZDCVRWAmEi0IBHnfognstBlcfq5E4rHHHrOieyrdl0EhKOcu1d4LIsVIdL1uIVzhqquu8po1a+ZNnTrVGzVqlNekSRPvpJNO8jZu3GiXr1692suVy2qd2Ubu3Lm9tm3beh9//LG3e/duLydp0KCBd+6553pz5871li5daqclS5Z4efPmtfvrz0s0JUuWzHAqXry4PW6uUqNGDW/YsGGh7wsXLvRq1qzpde/e3Tt48KC9zhK9f2XKlPGmTZsW+s49ULBgQW/Hjh32e//+/b2GDRt6LjBjxoyEH8+ssm/fPu+2227zChUqZJ89BQoU8PLnz28/M693797e3r17PVeJ5/MvEdx6663e8OHD7ecVK1Z4tWvX9vLkyeOVL1/e/nvCCSd4//77r+ciQd63oD9XYMuWLYdMmzdv9vLly+dNmTIlNM9lBgwY4LVr1867+OKLvTFjxqRZtm7dOu/YY4/1XCTo5y7o7wWR2uROtDAkhCuMHj3avPLKK6ZJkyY2fxxvjcqVK5u2bduajRs32t9kd045USqU5iaVhSgJIhFmzJhhcoLff//d1KhRw1x44YV2fxjVrFatml1GJBDfmRINxsuUx37ppZciTnfddZdxmZUrV5r69euHvhOJQtUp0uSuvPLKpIgEYvQ73EeGyAzm+eVhqUYyb968BG5hasC1TjoZlby4Z3fv3m3vDz4zj3Q4Kse4Sjyff4ngyy+/DKWIci55nxD1xLR27Vr7vL399tuNiwR531KBkiVLHjKRWstzvnnz5jadm3ku+wPxbKxdu7YpUKCA6dChg+nbt29oOe9Zqj+6SNDPXdDfCyK1USqTEDFC5/PPP/80NWvWDM3jRXfxxRdb47+PPvrINGzYMFs7zqQX0ZDl3w8++MB2tijLzXquv/56myqS3aWVR4wYYW688UbTs2dPc++999pGC+lBVJ9IBjBWvOSSS0zv3r0DmcpEZ4Y0oHbt2qWZT7oN4f+Exo8dOzah+4fwQgUS0qz8UvIvvvii3UbgPuE3eM4kGq6FjKDE+oIFC5y8XsqWLWs+//xzKw5HYsyYMeayyy5LivPgyvMvnuB7MGfOHGuaXaVKFSuynXLKKaHls2bNsve8i+cvyPsW9OcKIKRxnyGqcf/5HWIGpd5++217XqF169bGRerVq2dTcP10WwY+OnfubNN0H3/88aTwcssqQT93QX8viNRGETNCZLJcdjiUxhwyZIhddt555+XYsSSflpcsjVkidXgBIZrQcLjqqquydV3t27c306ZNMxMnTkzKF/e5555rvVeiwchQdh+TeEIn+5NPPjlkPucaQYayrIkGc19KwTJaxcg3DVyEGZ9JkybZEchkgM4hhtX4Q0WakvEajxU6fxnl2pcuXdr+xnXi+fyLJ4ibRCpCsWLFzNatW9Ms37ZtW0K9pI6EIO9b0J8rQFsnX7585oknnrCRtOxPmzZtbFQwAhvfXd7HJUuWmBYtWoS+E0nC+/XNN980999/v3GZoJ+7oL8XRIqT6FwqIVyhT58+3llnnRXV66FTp07ZnlPO31uzZk3EZdu3b/fefvttr0WLFl5O8corr3idO3e2HgEiPuDjM3LkyKjLV61a5b3//vsJPx1sx5tvvum99tpr3uzZs71kBR+ogQMHRl3+559/OusFcd5551mPBHyH0sO8M8880+vYsaPnKol+/uU07733nle5cmVv3Lhx3ocffujVqVPHGz16tLdy5Upv7Nix1ofl+uuv91wkyPsW9OdKOOzj0Ucf7X3yySf2O55zyfy8j5UqVap4EyZMOGQ++4YP0pVXXun8+QvquQv6e0GkNkplEiJGSFvauXNnGm+NcAh5pZR2dvqw+CGblCIWQmQe38fi5Zdfjrh80aJFNvyZijGusWLFChuZhJ8PvkRUY2JUlGcGo4ikH37//fc2tN1FUuH5R6TZww8/bFMNeIfwnvHp1KmTGTx4sLPVtYK8b0F+rkSKDiI9hOcJEcLJlNqcVdgfniuRzh8VB0mz27Bhg5OpTEE/d6nwXhCpi4QZIbLI3r17bTgs5qykNOUE5M/iEYHPS7z47rvvIs6nw0dpZEJj/RzlROLKdgZ5/1zYxqBDOsiPP/5ofvvtN9tYhQoVKtjQfHx+fI8BF0nE8y8RkJo5atQo61XG+SRFEC+tcD8zVwnyvqVae+e+++6zQhOm4q4/10n3mT59ujWQjQTiDAbWjzzyiHGdoJ27VHkviNREwowQmYSoGVzgeTkABn94zNx22202t5UXoMvQkaNjzShnOP48/m3ZsqX55ptvEurs78p2Bnn/XNhGIYQQQgghkh13h9KESBAYwxEOSgljogJ8cLynQkp2wohOvGF08+STT7b/btmyxU58xjRu+PDhZsKECTbE9+677477trm4nUHePxe20Sd9SPqUKVPs9u3bt8+4DtEIH374oenXr5+tkMWoaHqz1SDBKLdfAczlEXvf/JbPGU1BYdOmTWbq1Kk25ddlUvHcBen8pSpBeG4KEXgSbXIjhGtUrVrVmzx5sv1ctGhRb9GiRfbzP//84xUrVixb15UrVy7vuOOO85566inv33//9eJBvXr1vF9//fWQ+b/88otXt25d+3nUqFHWPC+RuLKdQd4/F7YRk+JTTz3Vy5Mnj9eqVStv48aN3rnnnmvvLaZatWrZ37gIRocXXXRRaF8wRaxQoYLdV55N/fv391zmr7/+ijjly5fP+/rrr0PfXYTz5RtY+ufOP4/hk6sGpPfff7+3Y8cO+3nv3r3eDTfcENpH/u3SpYu3a9cuL4jnLnw/XSXI58/fp3vuucerXr26d/LJJ3vvvvvuIebprp6/ID83g37uhMgZYwwhAsy6desimo7t2LHDpm5kN+3atTOvvvqqzXU+++yzraFgx44dTZ48eUxOgGlhJINj5jEyD/gDrF+/3iQSV7YzyPvnwjZSPpO0qq+//tp8/PHHtqw99w7GuYx6d+vWzTz11FOmf//+xjXuvPNO899//5k///zTRu9RthzPK54Vn332mU25JIUM80cXofxppFQ5uPDCC0Ppci4adOJPVrZs2dDnoEH0Fga5hQsXNs8995xNZ8R8tFmzZuaPP/4wN910k52PObBrBP3cBf38Ac98ogyJ5sQH6Y477rA+XYMGDQr9JtJzxwWC/NwM+rkTQhEzQmQSRt1fffVV+5lR6cWLF9vPt9xyi3f22WfnyMgc5bi//PJLr0OHDnY0nHKOlO+eN29etp8/ogvOOeccb+3ataF5fGbeaaedFoqCqFmzppdIXNnOIO+fC9tYsWLFUITbhg0b7D1F2V4fSvcSleYiZcqU8aZNmxb6TjRQwYIFQyPdRMw0bNjQc5UGDRrY6Ka5c+faMvJMS5YssWVfua78eakCz39XorvCo0q4Bt955500yz///HNbQjtVcOncpcL5q1Gjhjds2LDQ94ULF9r3VPfu3b2DBw86HXUR9OdmkM+dEBJmhMgkpG6QsnTTTTfZTlDv3r29M844wytSpEiaTlJ2N458SGl6/PHHbWeSl4/fAc4uEHuOP/54L3/+/DZUlJcgn2vXru3Nnz/f/oZw2A8//DBb1xvU7Qzy/rmwjdyjy5cvD33nPiXt0GfZsmVeoUKFPBc56qijvAULFqQJ8abx7QtlLGP/XWXPnj32+Upa3B9//BGazz7Onj3bSzXCU2eTHd5d/nVYunRpb+bMmWmW01EsXLiwlyq4dO5S4fzxzGcfwlm5cqV9n3Xr1s1+drVzH/TnZpDPnRBKZRIik7Ro0cL8+uuv1mSTtIGffvrJNG7c2EyePNmccMIJ2Xo8I6VGVapUyYYPM40ZM8a8++672brO448/3sydO9eW4KXiFCGhtWvXNmeeeWao9G7nzp2zdZ1B3s4g758L20jaIek+VapUsd979eplSpUqlcbQskiRIsZFMF5+5ZVXQmlYfCbFwk+z2L59uylatKhxlfz585uXX37ZjBgxwnTq1Mn07NnTpqYJN3jrrbfs9UdZW+6zcDAKV7nb5CbI569ChQo2FbdatWqheVTVHDt2rDn99NPN1VdfbVwl6M/NIJ87IVQuW4gc4plnnrF52EcddVSW/wad29WrV0f0tEk0iFA//PBDqMObrLiynUHev0Ru4/nnn2/atm1revfuHXH5gAEDbBUjRE7XwOsBEYyGOBPPig8++MBcdtlloX37/fff7TzXWbNmja0qsm3bNusnQGW8unXrmlSiWLFidr+PO+44k+zQaQofWMCvJPwepONIFUMGNFIBl85dKpw/vPoYSHjnnXcOWbZy5UrTpk0b65Pmqg9LkJ+bqXLuRGqiiBkhcoinn37aXHLJJUckzIwbNy7N6H4ysXTpUidKDbuynUHev0Ru47fffpvhckp7t27d2rgIkXqzZs2ypcn37NljBajwRvctt9xipyBQvnx5K+5hhF6mTJmIptMiue75jMBE1tX7LhUI+vkj4njevHkRlxGVPGHCBBsN7TpBfG6myrkTqYkiZoTIIVwbIQvq/rmynUHePxe2UYhkR/eRu+jcCSGEOByKmBEiSfnuu+9M+/btTb58+eznjCCPWAiROvdQkPctFfYvyOjcuU3Qz1+Q9y/I+5YK+yeEImaESNIRsnB/Gd9INRLkgScil9aVEUBXtjPI+5eobUz2e+hICPK+pcL+ZYW+ffuam2+++YjSY+OBzp275y4Vzl+Q9y/I+5YK+yeEImaESFIOHjwY8bMQQvdQ0J8PQd+/WKASzrBhw8xVV11lv99///3GBVLl3GFAOnr0aDNp0iTbWaQziKfHqaeeatq1a5fGPNeVc5cK5y/I+xfkfUuF/RMiutwohHAOqt+sWLEi0ZshhLME+R4K8r4Fcf+WL19uK6qkAq6dO6q/YL5NWsXXX39tq8AsXLjQfj7nnHNMkyZN7G9SBdfOX2YJ8v4Fed9SYf9EsFDEjBA5xGmnnWYKFSoU2Oo3gwYNsqODyY4r2xnk/XNhG12qcpVVgrxvLu7f1q1bM1xOidtUwbVz17NnT1sxkQ5fxYoV0yz777//zBVXXGEron3zzTcmFXDt/GWWIO9fkPctFfZPBAsJM0JkE/v37zerVq0yVatWtd8pURgk1qxZYzvY//vf/+z3rl27JmxbNmzYYP7++2/ToEED2zhev369eeedd2zJ4IsvvtjUqVMn9NtEbueR8O+//1o/gqJFi6aZTwNj8uTJplWrVkm3f3jI/Pjjj6ZmzZpp5ifTNgqRLHB/h6e7REqVyWi5SBxjxowxv/766yGiDDDv+eeft4MzQgghRKxImBEim5g9e7YNbQ6q4Rg59I899lhImEkUv//+uznrrLPsaDMdm1GjRlkxJm/evLYj88wzz5hffvnFngsXYbT1/PPPN9OnT7edsm7dupkBAwaEBJqNGzea008/PaHX2auvvho19eK9994zFSpUsN9vu+22OG+ZEO6AKfaDDz5omjZtGnH5P//8Y3r06BH37RKHh2hYnsUZ+QPFO2JWCCGE20iYEUJYiEDJiPnz5yfFkaIjgxDz4osv2giezp0725z+t956yy6//vrrzRNPPGFz/V3kvvvuM3ny5DFTpkwxmzdvtqaRbdq0sQJUyZIl7W8QoBLJ7bffbipVqmTFsHAw4/vwww9tKUtEJQkzQkTHF49bt24dcTnCc6LvdRGZyy67zFx99dX2PXTmmWeaEiVK2Plbtmyxz+q77rpLkYJCCCEyhYQZIWLkcBEYu3btcvpYNmzY0HamI3UE/PnJEFZPJAkRG4w29+7d29x7773mhhtuCC0nr79jx47GVajygaiEeSQQDn/ppZeatm3b2vB5SPR54HgTufTJJ5+kSRtDkPnpp59M3bp1E7p9QrgAKX4ZvTeIPHvkkUfiuk0iNl544QWbvkxEI//mz5/fzt+7d68VrK+77jrz3HPP6XAKIYSIGQkzQsTInDlz7CjZscceGzUFZcGCBc4ez9KlS5t+/frZMp/RUrWSQfCg4euHiCMEFC5c2JQpUybNfuBB4yqMuPqRMVCgQAHz5Zdf2ighUpg++ugjk2iIVMLU8uyzzzZ9+vQxvXr1SvQmCeEc4YJyJDDMljCTnCDEvP766/adyWABqb6+mHbSSSeZ4sWLJ3oThRBCOIaEGSFipH79+tYL4Oabb464fMaMGaF0Gher39CYxLz4mGOOibictJpkCKuvUqWKLU1arVo1+/2zzz5LY8CIQBYu1LgGBrqklYUb6DICO2TIECvOnHfeeSYZIIXs5JNPNldddZX5/vvvrbdMEHCpglRmCfK+pcL+BRlXzx0CDIJ5quPq+YuVIO9fkPctFfZPBIvcid4AIVyhZcuWGfqskFrjV8rJiQo927dvP2Q+FXomTJiQJjS+SJEiWVoHJpO+2BEJqk0lQ+ebqKW1a9eGvp977rlpTBa/++47c8oppxhXad++vXnzzTcPme+LM6ScJYNABvjMkHrFdd+oUaOk2a70KQfLli2L+fdHcg8lYyW1xx9/PDD7xvOOSC1SRIgc27FjR5rlru/f4c6faxC5OG7cuJBJLtXziDBhn+bOnZvmtzp37gwcYEqdHhfPH2mE7777rrn22mvte5dBj1tvvTWUMuzq/tFe5F7zmThxok25Iy2aMu5UdXR133yGDRtmown9fRk7dqzp0KGD9RtM335ycf9E6pLLS8aWtBAipgo9NNyPPvrowFaCygo7d+605rmkALkIfgXsQ7RQeM41Da9okU2J4o8//rANQCJowlOxEk3u3LntxKg2xtBdunQJ+UEEnb/++svpSnEtWrQwP/zwgzXBXbdunU2zRBzn2l+xYoUpV66cmTRpkhUIg4jL5+9w1fNWrlzpdPW8IJ+7jCrv3XnnnTZ91fXKewsXLjRnnHGGHfDifUAqGh17BI1p06aZCy64wHqopTe4d+W5+fDDD1ux6dtvv7X7guiEHxzp9sOHDzdDhw5NmujbzPLGG29YAa1BgwZWJBw4cKCNZMeLj7YfBQj69u1rPQiFcA0JM0JkATqghEcuWrTI+n/QMRg8eLD1nyGyJrug6gMv0tdeey1UoYdGrV+hB2GGNB6q4WQXNLwigTBUsGBBU6NGDSsWlSpVyiQSV7YzyPvnwjYiyjAqSqQFnXwEL0YNEWlITwxyJbV58+aZyy+/3NnOIeeODhMCzI033mimTp1qRowYYTuFRGN06tTJ1K5d27zzzjvGRYJ8/qhURASmXz3vlVdeOaR6HufQ1ep5QT53/r0XqfIe0YcMBvmV90grdhFEGKKA6dSzr88884yNPuYdQWcfUZH216OPPmpcg3cc1yf3X7NmzexgBEUSfPr372/fiQymuAjFBe644w7r0UVEHueSyNiePXva5e+//7559tlnrS+kEM5BxIwQIna+/PJLr1ChQt7111/vFShQwFu0aJGdP2DAAK99+/bZeiiPPvpob8qUKaHvu3fv9s4//3yvYcOG3oYNG7zVq1d7uXPnztZ1tmnTxitevLhXpEgRr3Hjxl6jRo28okWLeiVKlPCaNm3qHXXUUV7JkiW92bNnZ+t6g7qdQd4/F7YxV65c3po1a+xn/u3Xr59Xu3Zte9+cfPLJ3ptvvult3brVcxH2jf3g3/STPz+7nw+JOne1atXyhg8fnmb5uHHjvGrVqnmuEuTzx30/Z84c+3nv3r12P8LfZX/88YdXqVIlz1WCfO7gxhtvtO0M/xz65M2b19l3ajiFCxf2FixYEPq+Z88eL1++fN769evt92+++cbZZwvv37/++st+LleuXOizz8KFC+3+uwrt72XLloW+c95mzpwZ+r5kyRKn90+kNvKYESKTPPnkkzaUkpE/Ro3Cw0ezewQiWoUeRkJIzQj3WskuiHAgxBcjYFKo2CfCzhkBZQSQz3iKMGKRSFzZziDvnwvbGA6RF4Th428xfvz40MhbuHm0S1CBjOfQkiVLDpkYySZk3XX80vBEDKaviMd30j1dJcjnL+jV84J87oAoJzw8qLxHhEXQIL1u27Ztoe+kD4eXPT/xxBOdfba0bt3afPrpp/Yz3m+868IhysTl9E/uPd83jrYH52358uWh5SxzNVJaCEXMCJEFtR5FHogO8CNm+JcImuzkhBNOsBE66dm3b5/XuXNnr2rVqtk+KkeUTqQRsVmzZtllMH36dK906dJeInFlO4O8fy5sI/eHH3URiS1bttioGRc5++yzvSeeeCLq8hkzZtiRe1dh2zt06OB16dLFRmD88MMPaZZPnjzZK1++vOcqQT5/RKWNGTMm9J1op507d4a+//bbb17lypU9VwnyuQvn33//9dq2beudc8453n///ReYiJmrr77aa926tTd37lxv8eLF3qWXXmojPn3Gjx/vValSxXMRopx451511VX2GqWdesUVV3hPPfWUnUc79b333vNc5ZZbbvFq1qzpPfnkk94pp5xizyXPmxEjRngjR4607eZrr7020ZspRJZQxIwQmYTRdYzj0oORIRULXK/QQ5ROpEgczDcxcvRHmxgRTSSubGeQ98+FbTzc/UE+PrnqLuJKJbWsgpE0UU4lSpSw0VnpK9N99dVX9hnoKkE+f0Gvnhfkc+da5b2sgAfJnj17bNRk9erVzZQpU8zbb7+d5h12zz33GBfB5Jf9Yf/YT6rXffzxx9Yvh7brZ599Zrp3725chcpuRAWxHxhsE7l23XXX2XcEbWYiajD/FcJJsqbnCJG64FFRt25dO+JXrFgxb+LEid5HH33klS1b1nvttdeydV1ExjCiH439+/d7S5cuzdZ1du3a1Tv22GO9oUOHeitWrLAjZnw+7rjj7KgLfPrpp95JJ52UresN6nYGef9c2EYRXLZv3+7t2rUr0ZshssCOHTusZ5pwB6IfX375ZW/jxo1eUMBnBn8S2lpB5ODBg9aLcNWqVdbrKcjwLnDVL04IH1VlEiILPPjgg+all14yu3fvDnm/3H333eaJJ57I1oo3/L0iRYpErX7jQ+WL7IJRaXw3KDlI7q4foUOFAvaZ7ZkxY4adn8jRale2M8j7l+zbmKh7KB4Eed8ys3940FCRwzWCfP507tw9d0G/NoO+f0Het1TYPyHS1sETQsTEU089ZcUZyvFRqppw2KJFi2br0fvzzz/Nvn37Qp8PZ46ZXbAfhIbSscbEkNBlQn3D9y8ZhA5XtjPI+5fs25ioeygeBHnfQPvn7vnTuXP33IHOn7vnT+fO3XMnBChiRgghhBBCCCGEECJByPxXCCGEEEIIIYQQIkFImBFCCCGEEEIIIYRIEPKYEeIw4Juxc+fOLB+nwoULx5zveqTrSoX1xRvtn7v3QrzR/qXG+QvyvoH2L/kI8vkL8r6B9i91zp8QR4qEGSEOAy+RIzH2pXINDvLxWFcqrC/eaP/cvRfijfYvNc5fkPcNtH/JR5DPX5D3DbR/qXP+hDhSlMokhBBCCCGEEEIIkSAUMSNEJlizZk1MyvmOHTtM+fLl47KuVFhfvNH+uXsvxBvtX2qfvyDvG2j/EkeQz1+Q9w20f4cn6OdPiKwgYUaITMBLJF4vkniuKxXWF2+0fzqWulaCfy8Eed9A++c2QT5/Qd430P4JkXoolUkIIYQQQgghhBAiQUiYEUIIIYQQQgghhEgQEmaEEEIIIYQQQgghEoQ8ZoT4/zl48KBZv369/Vy4cGGTK1eukAmYT/jnjMjK/9H/Sx7iff6CvH86ltl7XOKNzl/2HZN4o3OXvccl3gT5/AV530D7l73HJd4cbjs9z7Olv6FMmTImd27FOYjsIZfH1SWEMGvXrpULuxBCCCGEECKm6lLlypXTkRLZgiQ+IYQQQgghhBBCiAShVCYh/n9IX/Kp3P8Bk7tA/hw/No3X5jFbHpwet3NQu+1xZt7YxXFbX/0za5pZo/6J2/pqn17dzBu3KG7rO7bFsWbpn//FbX2lji5sNi7dEpd1la5e3GxYtsOYOMVUHtu0olny+5r4rMwYU+e0qmbO6AVxW98J551g5kxeGbf11Wpc3sz7dWnc1nfMKceYFXP+LxU0HpSoWsJsWbsnLusqd1whs3bOZhMvjmt6tFm0+P/C5ONB3bolzJw4PqfrtqhsZo+J33O6ZtNKZsHEJXFbX6X65c3KWfF5luUpmNsUKFbA7Nq4Ny7rq3hiafPf7PjdCzWbVzILxsfvWqnbrqaZMzZ+66t3Ro24rq9m6xpm4dT4vYcqHFvc/DcvPu+F/CXymAO7Dtgppzng7Tc/H/z2kL6DEEeKhBkh/n98TxlAlMldMOeFmbz585g8ueJ3G+bLkz++68ubP9j7lye/yZsrX9zWlzd3vrjtH+vKG/djGeBrM298r5W4ry/e9wLry30wfvuWO87nLvf+gF+bQX4vxPE5nSu3PXd5csXrXoj/eyHQbZYEtJHi+16I3/XCemw7PqwtH+++gxBHilKZhBBCCCGEEEIIIRKEhBkhhBBCCCGEEEKIBCFhRgghhBBCCCGEECJBSJgRQgghhBBCCCGESBASZoQQQgghhBBCCCEShIQZIYQQQgghhBBCiAQhYUYIIYQQQgghhBAiQUiYEYfl/fffN+ecc06OH6lcuXKZ1atX28/VqlUzv/32m86OEEIIIYQQQohAk23CzMCBA03Dhg1N3rx5zTPPPJMtYgB/r1ixYua4444zb7zxRprln3/+ualZs6YpWrSo6dSpk9m4cWNo2dKlS83ZZ59tSpQoYY4//ngzatSow65v+fLlpnPnzqZ06dLmqKOOMo0aNTI//PCDXTZ+/HhTu3btqP/3rbfeMieccIIpUqSIqVq1qrn66qvtNhzuuDz99NN2+/2pQIEC9u+Es3PnTnsMLr300jTzJ06cmOb/Fi5c2OTOndusW7cuZvEjnEcffdTky5cvzd88UjZs2GB69OhhKlasaIoXL27q169vnn/+eXPgwIEj+rtz5swxZ555pj2/kc7Lueeea8qVK2eXN23a1EyePPmI1ieEEEIIIYQQQiS9MHP00UebJ5980ook2cGePXusGLNp0yYzbNgw88gjj5gJEybYZXPnzrUd/k8//dQuP+aYY8wtt9wS+r/dunUzJ598shUGEE0uu+wys379+gzXd9VVV5m6deualStXmrVr11pBBTHhcLDP//vf/0y/fv3s+hANTj31VDN27NjDHpcHHnjAbN++PTQhKCAOhfPNN99YwYRjsG3bttD80047Lc3/RfRhvWXLljVZ5brrrkvzN4+EXbt2mTZt2tjj+csvv5gtW7aY7777zvz9999p9iMrcDy6du1qXnjhhYjLn332WbNq1Sq7zoceesh06dLFeJ4X9TrbunVraBJCCCGEEEIIIZJamCGyBAGByJI6deqYkSNH2vkICuedd15MYkZ4571Xr15WvKhcubIVN3wQXpo1a2YjTerVq2fOOOMMM3XqVLts9OjRNiKmSZMmtpOOwPHVV1+ZHTt22E4/ERLM4/+2atXK/u7rr7/OcFv429dee60pWLCgyZ8/v2nevLlp2bJlhv9n8+bNNurl9ddfNx06dLD/l0iTG2+80f6tzBwX/hYROohK4Xz88cfmtttuM1WqVDFDhw6N+v/53RVXXGFyCqJciAQieueUU04xCxYsyPD3H374oRXDhgwZYqpXr24jdYh8Yj4RSfDOO+/Y816hQgUzaNCgQ/4GqUxcYyVLlrTHwIdIqWuuucbUqFEj4rq5Xjj3iDFEEa1Zs8ZGHkWib9++NrKGietQCCGEEEIIIYRIWmHm4MGDpmPHjlaEoLP77rvvWjEgUmpMLNx99902qoFO/u+//2477USGRBIFWE6H2yc8AoLP+/btM//880/U5bNnz85wW0h5QVAhRYpoi1hAANq7d68VXo6UL7/80qb6hKfmkJb0008/2TQmJsSXSCxcuNDMmDHDXHzxxUe0DZ999pkpVaqUTeNKLwKNGzfORsAQFdS+fftDBKT0EDGEeFaoUKGIyzkfd911lxXMlixZYqNq0kOEDfNnzpxpt430rVjhnCCU8S+iDmlmkbj//vvtNcgU63kXQgghhBBCCCESIswgjiCAkDZERAJRJXTWR4wYkekVI5a89957Nh2FKBOiFW6++WYrUKSHdJRKlSrZjj60a9fO/Pjjj3Z7SEUh6oGIDN+PBZGFSBZEE/xhfv7556gREz5EdjRu3NimJRHFQVrQ/PnzM/w/iBRlypSxx+JIQXRJL3YgEhExwoQwg9gRSQTj/2LOi6iSVS655BIzb948m8ZF5BIRKdOmTQstP/bYY+08oomIRiJla9myZRkeGyJhosF5vuiii2zKGeINqWrpuf32221kFueD6+yvv/6KeX+GDx9uo6dYD+c1Gvj6EM3kT0IIIYQQQgghRNIKM6QxEZVCKoo/kcqUlYgZokFIZapVq1bob9HhRxgIB58ZojfoYCO+AF4wpA+RWkOKDwIAggzijS9UICr4/i4IAP6yaCAAYEyLGLNixQrbSefvH+7/kK6zf/9+cyT8+++/NjIEL5xwPvroo5DpL9FCRNMQOZKeTz755LARLIeDY8pxRGQ666yzzOWXX24jVnw4zuFiBua6//33X4bHJqPrgv8b/jfDP/uwDh/MjTPre4OIdOGFF1rxD18iIYQQQgghhBDCaWEGcYOqQfih+BOdZdJBMguRJqSaEHXh/y3MV8Ojb4gYeeqpp2x0DL8PB/NXOtsIOYgXRF0QWQF4mfB/EE3wo2Ed+MxkZj+JCpo1a1aGvyNiCI+b77//3hwJmBgTEUL1Ip9FixaZKVOmWLEIwYSJeenTmfDGQeQgxSw7wZslvXjkQyQSxz2jiJi2bdvaNCzEt0iwrwhgPuGfsxuEM9KlhBBCCCGEEEIIp4UZUoRIZXrzzTdt55wJ3w8iaej87t692/rBhH+OuuLcuW1ECj4ziDL41yC0kJ4EdOpvvfVWK3pUq1btkP//xx9/2P9D1R+Mgu+77z6TJ08eu4y/gxEwosArr7xiP+OLkxGIS6Ty8DcpvU25bkxuw1Ov2Cd/IoWKKJ8HH3zQ9OzZ00YOMY+Uqbffftv670AsxyVSGhPRMgg/7Av+MUwINX/++WeaFCv+7wUXXBDVyyUSbGf4vrBvRMfgs8L+kzLF3w0/ZosXLzYffPCBPf+kjhG9E+m8hFe5ImqGKCD+L1BCvHv37vZ8E8lCFNT06dPteSKyKVb8c8H1F/4ZEOFIY/LPUf/+/a2odNJJJ8X894UQQgghhBBCiKQUZkhzodNL9SCiSkgVIqKFzjwda8QBBIWHH37Yfh48eHCGf+/FF1+0pqxE4eCPQmee8tdA55/PLVq0sB40TDfddFPo/+JHQ7oRkTBUXurdu3doGWJO1apVbSoMETOIDn4aVDTwI/GrJyE68HvEGR8Mitknf0J08P1v8Ee55557bPWg448/3opV+ODA4Y4LXi0ILYgr4SCMIDj50TJMJ554ojXe9aNmEHiIKspsGhOCSvi+II6QDoWPDNWJ8HZBfKMqls/pp59uDYA5T1wD0YyIffi7+PuUL1/enkNSzajmxbnmM0bHzz33nDn//PPt9vCbWEF84e/jOeSfF9KvfLgmOfccM44PhtJshxBCCCGEEEIIkWzk8sLLFwmRwhBZhQAIVd961OQumD/H19lkdR6zuc//lYGPB3XPqGHmjF4Yt/WdeM7x5u+RGZtoZyd129U0c8b8v+psOU31ltXNkunxq+ZVqlJhs2HJ5risq0yNEmbD0u3GxOkNcVzzSmbxb9F9q7Kbum2qmVk/zovb+hqc38DM/uX/pYTmNMefXMHMnRC/FM5qzaqZ5bPWxW19JaodZbas2R2XdZWvXtismf1/g0bxoHrzSmbhwowLFmQn9eqXMLNHLojf+k6rYmb9FL/ndK3mVcy8nxfFbX1VTqxgVvydtWqlmSVvwdymQLGCZufGPXFZX6WGZcyqmfG7F2qdWsXMGxu/a6X+WcebWaPit74Tzq4V1/Udf3ot88+U+L2HKlYvblbNic97IX+JvObArv1m/67o2RrZxQFvvxl74Cv7GUuPaJVfhcjRiBkhhBBCCCGEEEII4ZAw06tXr1AqUviEX0m8SaZtyUnwvom0nxl5/mSFyZMnR1xPeFqREEIIIYQQQgghopPX5DCYrzIlA8m0LTkJ5rrxAHPizJawFkIIIYQQQgghxP9DqUxCCCGEEEIIIYQQCULCjBBCCCGEEEIIIUSCUFUmISJUZep+X1+TL3+BHD82BfcdNPs2HIzbOShs9psDS7fFbX0Fj8pvdm/ZF7f15S+ex+zdsj9u68tXPK/ZvyNuqzO58h803p44lUkqZIy3y5hcJldcVpe3WB5zYGd81gX5iuUye+JUyQQKlSli9u6O3/7lKlvA7N0bt9WZguagObArPuvyWFeJ/MZ4OZ6Nbcmdb7/JvTF+z5W8RXKZfXvzxG19+Qt5Zs/2+BXoLFDggNm7MX7vhbz595u9W+J3M+Qtktvs3xGn9zqPlLy5TK4D8Xm25C6cyxyMX8Ewk69oLrM3jm2IAiXymT1xXF/BUgXN3p3xu/fyFctr9m3P+apFPrmL5DEH4/Te8/IcMN6u3SbXgZyPOdi3f68ZMOpZ+1lVmUR2Ep9WjRCO8e9b/5i8ufLl+Hoqtz7aTK1YzMSLpgdym8VxLM144jl1zJyx8SvZW6d1tbiWyz6u6TFm8e8r4ra+MtVLxrVc9rp/NsetXHb1llXN0j/Xx+9aaVnZzI7jvdCgc0MzZ1L8ypRW69rAzFwXPxG23gHPLJ+7MW7rK9C4rNm0NT5KUKUyuc2mP+O3bzVOLGkWTl8Tt/XVbVXVzF4QvxLIJ9Ypbub++V/c1lezZmEzb3z8ymVXblDR/Pv3mriVy85fOF9cy2WvnBG/53StVseY+eMWx2199c+sGdf3wonnNzRzf4vfe6Fm4wpmQRzLZR/dpKr5b/HWuKwrfxFj9i9fa/bvznlRdL8XP6FepBZKZRJCCCGEEEIIIYRIEBJmhBBCCCGEEEIIIRKEhBkhhBBCCCGEEEKIBCFhRgghhBBCCCGEECJBSJgRQgghhBBCCCGESBASZoQQQgghhBBCCCEShIQZIYQQQgghhBBCiAQhYUYIIYQQQgghhBAiQUiYEUIIIYQQQgghhEgQgRZm6tWrZ6ZOnZql//v000+b22+/Pdu3SUQmV65cZvXq1RGXde/e3TzzzDM6dEIIIYQQQgghAkeghZnZs2ebk08+2fTr18/Url3bFCtWzNStW9cMHTr0sP/3gQceMC+//LL9/PHHH5uiRYuGpoIFC9q/5RO+jAmR4auvvsrw77dp08Z89tlnh8x///33zTnnnJNmHoIFfxP2799vGjZsaN555500y8uUKWP++OOP0DyEjCpVqtjt5PebN2/OcHtmzpxp2rVrZ0qWLGmn5s2bH1bUirSt0Thw4IDp27evqVWrlilSpIg59thjza233mrWr19vcgKOLccs0jEWQgghhBBCCCGShUALMz558uQxQ4YMMVu2bDFvvPGGueaaa8yiRYti/v/dunUz27dvD009e/Y0nTt3Di0PXzZp0iRTqFAhc9ZZZ+XIvuTNm9cMGjTI3HfffWbt2rV23m233WauuOIK07hxY/v9tddeMyNGjDC//PKL2bp1q/noo4+smJQRHTt2NBdeeKFZt26d+e+//8wTTzxhChQokG3b3aNHDyvkvPfee1Ykmj59uqlUqZL5/fffTXazY8cO8+STT9qIqcOxZ88ee4z8SQghhBBCCCGEiCeBFmaqVatmfvvtN3P33XebE044weTOndu0atXK1K9f38yYMSPD//voo4+am2666ZD5Bw8etFEYCCGRILrm/PPPTxNRk900bdrUXHLJJebOO+80w4cPN5MnT7ZChB+ZQhrW22+/bY455hgbNcL+ZiTMIMYsX77cXH/99Vb44bdnnHGGOfHEE+1yjmGjRo3sPlWoUMG8+OKLZvHixfb4jB492kYJNWjQIOrfnzdvnnn33XfNp59+ak499VSTL18+U6pUKSsudejQIfS7L774wlSuXNkKNohP0c7LVVddZS6++GK7Pc2aNTPLli1L8xtEpeuuu85GER0OonhKlChhp6OPPvqwvxdCCCGEEEIIIbKTQAszkdi2bZtNcSKlKSuMHTvWih8IF+nxPM+KD0TY5DQICuPGjTNXX321jZBBHIF///3X7Nq1y0YIlS9f3hx//PE2SigjEDCOO+44c/nll5tvvvnGbNiwIc1yvHbuuecee+zmzp1rTj/9dPt7/i7HgUihv/76K+rfZzurVq0aiuiJxqhRo6yI891335k+ffrY9KpIkIpGlNCmTZtsatTjjz8eWrZgwQIbLdSrVy8TC/fff7+NpGJatWpVTP9HCCGEEEIIIYTILlJOmCGlplOnTqZOnTpZ+v9ExFx22WU2PSo9EyZMMDt37jRnn332EW3jmDFjzFFHHRWaEFfSU7x4cZuqgxgUvr6VK1dakYFUraVLl1oR47HHHrPiSDSIqkFwKlu2rOndu7cpV66cOffcc0NmvES4zJ8/32zcuNH6zxA9kxkQeoi0iUUkQWA66aSTbERMNC8g0sROO+00G93DuQgXhdh+PIXY5lggXYtj6U9CCCGEEEIIIUQ8SSlhhtQZUnaipckcjt27d1uxIFpEDKINKUaxigLRwIQXHxZ/QhRJDxExS5YssWlNfhoT4G8DjzzyiP2MeHPllVeaH374IcN1EtFCBAxpQUStrFmzJlSVirQoImVq1KhhWrRoYVOnMkPp0qWjVlwKhzQmH4yL8bqJBMKRT+HChW3EDnz77bdWrInVkFgIIYQQQgghhEg0KSPMPPfcc2bYsGF28sWLzML/RRQ45ZRTDlm2d+9e8+WXX8YljYmIGCJDXn/9dSumDBw40AonQGpP/vz50/yeqJrMULNmTVuietasWfY7ETv4v2A23LVr15C/jl8p6nCQ+oQgdjhfH9KwfFasWBFTlE04RAURtcT/Y8KIGR+c8FQnIYQQQgghhBAimUgJYQbj2f79+5sff/zRpuJkFSJiogkvRKRgIEtESazs27fPRuH4E941sUb+EFWDvwsGv6QA+UbFlKK+6KKLbBQNFYeItmG7w01204NXC+lOpD4h4pAOhcGxL0Dx/0lHIhoFw10/jQuRCjHlcNtNqfJrr73WetgQbUPJbyKBnn322TSRPKQgEf3y559/WpHrggsuMJkB01/2FwGIqUmTJvZv3nHHHZn6O0IIIYQQQgghRLxICWGGDjtpMQgEeJgwUbkoMyBeYCqbURoT0SSxRpEA1YWI3vGnl1566bD/B2GDNCYqI/lQnYntoxw1DBgwwAopmPriP/Pwww/bqJVoEGGDJw0VqxBeTj75ZBsl88ILL9jliCd8Z9mrr75qS15D27ZtbfoR6zmcsS/pY+wvEwIWPjWIOuHRRwhNnCNEJMyN/apQseJXjfIn9ot15WSFLCGEEEIIIYQQ4kjIawIMESCAF0tmoSxzOETaEIESDcSSzDB+/Pioy0gjCgeRwU9Hat68uVm/fn2a5USy/P3336HvGAZ/9dVXMW8LUTYffvhh1OWITtGMc0eOHBnTOoiyIbKHKRL+/t16662HLPMFp0jnpU2bNtYTJ7PHWAghhBBCCCGESAZSImJGCCGEEEIIIYQQIhlJaWEGjxM/tSl8IvUpO+jYsWPEv5+oSI6c3h4idSL9/Vi9c4QQQgghhBBCiFQj0KlMh6NPnz52yimo4pRM5PT2YOgrhBBCCCGEEEKI2EnpiBkhhBBCCCGEEEKIRCJhRgghhBBCCCGEECJB5PL8cjhCpDg7duywnjhwW8f/mXx58+f4OnMVNWZXgZxfj0/+wsbsPhi/DMYi+/ebg6ujVzPLbvIWOGD2bdkXv/WVLGgO7M4Vt/WZ3PuM2Run9RXwjLcvl8nlxUe/z10yj9lVPH6l7Qvu22W85dvjtr785YuYffvjd6/nKnTA7NkVv9d7wQJ5zMF9eeKyLs945mD+g8Z4+eKyvlx59prcm/abeJGnsDEH9sbvOZ23sDH7dsZtdSZ/vv1m7/b4ec/lK5zb7NsZv3shl9ltDu48GJd1ebk8k4tH9IH4vBfyFMltDh6M33MsT0HP7N+wO27ry18ij9m37WD81lcyv9kbv9eQyVsklzmwK37ry1Uolzm4N04xAHkOmIN7D5jcB3P+Xti3f6957Yen7Oft27fb6rZCZAcp7TEjRDRmj1tk8ubK+UZ/tcZlzaIJmS/nnlWqX3OSmVwkfrd9G5PfLPjt/8rWx4PjG5Q2c8YsjNv6qp9V3yyduS5u6ytVKpfZsGxbXNZV+rgiZuPKvfSC40LV06uYafnj1/ltlievWTg+ftfmCRc2MrP+3hS39dWqYMzcUfPjtr7jzmtkli/YErf1lSjqmS1r4tNhK1+jsFk97T8TL2q2rGoWztkat/XVO6WcmT1qUfzW16qqmTU6fs/p2u3rmwV/rI3b+ioetc+s+Gt1XNaVt2BuU6BofrNzY3wGQCo1Lm9Wr4yfyFWzYWkz96f4PcdOOKe2mT12cdzWV79dDTMrjm2WWq2qm39+WxG39VWscZRZNXd9XNaVv3he4+XOZ/bvznlhbb8XvwFAkVoolUkIIYQQQgghhBAiQUiYEUIIIYQQQgghhEgQEmaEEEIIIYQQQgghEoSEGSGEEEIIIYQQQogEIWFGCCGEEEIIIYQQIkFImBFCCCGEEEIIIYRIEBJmhBBCCCGEEEIIIRKEhBkhhBBCCCGEEEKIBCFhRjhB0aJFzdq1axO9GUIIIYQQQgghRLYSOGFmwoQJplWrVqZIkSLmnHPOyda//dlnn5lcuXLZf302bNhgLrroIlOqVClTvnx507t3b3PgwIHD/q2ZM2ea888/35QsWdJOJ554ounXr5/Zu3evXd69e3fzzDPPHPL/xo8fb2rXrh36fuONN5qKFSua4sWLmxNOOMEMHz485v1p27atOfroo83Bgwdj+n21atXMb7/9ZnKCd955xzRo0MAULlzYbtPZZ59tRo8eHVq+fft2U65cucP+nS+//NI0bdrUFChQwNx00005sq1CCCGEEEIIIUR2EThhho49HfL7778/W//ujh07zJNPPmnq1auXZv4jjzxixZQVK1ZYsQXh5P3338/wb82dO9eceuqpVoiYN2+e2bRpkxk6dKj5999/zerVqzO1XXfeeadZunSp2bp1q3n33XfNFVdcYf/e4Vi5cqWZOHGi2blzpxk7dqzJDvbv35+l//fEE0/Y49i3b18rdC1btszcfffd5scff8z030Ig69Onj7n++uuztC1CCCGEEEIIIUQ8cVaYmTx5sqlfv76NFEGIad26tY1kadKkienataupXLlyzH9r3759pmfPnrZTTzQKkSvhUSm+eHDdddeZMmXKpJmPiNClSxcboUNEB5Eec+bMyXB9jz32mDnzzDPN448/bqNsoEaNGua1114zVatWzdRxYDuJDgGieXbv3m3++++/w/6/Tz75xIpDl156qfn4449D84meue222+x+cmwbN25s1q9fb4WO5cuX2ygb0oo+//xzK0CxHxyXEiVKmI8++sj+hkglooAQsYYNG5bhdiAiPf300+b11183HTp0MIUKFTL58uWzf/e5554L/Y5980Wrt956y9SsWdMUK1bMRhohhvmwfRdeeKEpW7ZsTMdvz549VtTyJyGEEEIIIYQQIp44KczQmabzfccdd9gICzrnkyZNyvLfQxQgRYfolXHjxqVJVYIFCxaYESNGmF69eh3yf3v06GG+++47s23bNiuIjBw50pxxxhkZro91dOrUyWQXiEoIGieffLIVRerWrXvY/4OIgijDRLQOgg789NNP9lguXrzYiiZvv/22KViwoP0X0YjoGtKK+H/+vrRp08b+9rLLLrNTw4YNrYjSv39/061bN7NkyZKo28FxJ9IGUSZWSHUaM2aM2bJli7n11lvtOrkmsgJROohKTPxdIYQQQgghhBAinuR2NVqGCBUiNYiuQJjAZyWrIEzcddddNuKFv5NegME3higa1pUeRCHEoaOOOsp27InYad++fYbr4/cVKlRIk47E/ycNa8iQIZne/oEDB1qxZNSoUTZy6HDMmjXLzJ4924pbiCqIOn5kC/tI5AgiVe7cuW3EDBEy0Tj++OPNlVdeaX+LOe9ff/1lI4KI4jn99NPNueeea31fMjoWROfkyZMnNI9jg1DCMYkEfxORiHXecMMNNprmn3/+MVmBlDcEHqZVq1Zl6W8IIYQQQgghhBApJcwQjVGlSpU08ypVqpRtfy88Derbb781efPmjWokTORIs2bNrAfNmjVrrN/LCy+8kOH6SpcuncZL5sUXXzSbN282p5xySkzGwZFA2CBSh0iSw3mzEC2DaIIQhbiBebGfztSuXTtz8803W1NhliNYkeoVjfBjhbDB//FTq+CYY47JUPDgWJAqFb7fHBsEHj+KJz3ffPONFYwQbpgQhBB4sgLbSsqWPwkhhBBCCCGEEPHESWGGiAqMctOb2WbX3wv/TKoOlZ74DRNpPnja4A8Df//9t01nIt0HUQJ/m8OZ6SKKkP6UE+ARs2jRoqjLPc8zn376qd0Pf58GDx5sU7U2btxof0OK2IwZM8wff/xhU5v81C4iU9ITPo+IIUSS8LQiPGcyShFC1EL4+uGHH2LaP/725ZdfbitWIcYgaHHc2S8hhBBCCCGEEMI1nBRmmjdvblN33nvvPetP8sYbb4QMbxEmiLQgyiP8c0ZccMEFNsoFUYFojQEDBqQx/Z0/f74VKphIVSKtCfEC+E6pZ9aBsIGIQdnqjKACEWlH//vf/+w6AR+W9BWZ2De235/SVz3iGBDpwr8s++qrr6yQdNppp0VdNyITESoISv4+sX+UwiblaNq0aWbq1Kn272GuS2qTn2aEAEJEUDRIL2LfSWWiUhXronw3xzcamAQ/8MADNkoHcWbXrl123b///ntUYYa/7Zv7vvLKK2bdunWh5UTe+Mcq/LMQQgghhBBCCJGMOCnMkH6CCIGYQiUlxAWMb5mPGIBnCqk4iB98xockIxAFmjZtaisc4dGCkOCn4yBO+JElTPnz57f+J8wHRJnp06db0QK/FaJDHnrooQzXV6dOHfPrr7/a7a5Vq5YVJzp37mw9c8JNgR9++GG7/f50++23HxKtwvpJJyIliOpGVFvKSBhCyLnkkktM9erV0+wXx4sUJ7xWrr32WpsixP74lZvg3nvvtWWsWfbFF19E/PsIU/7xIJLoww8/tOvKCPbz0UcftX4v7AcCD/uFqJMe0o2o1kTVJrabqBkqWvkQ/cOxeuqpp6xhMZ8pcy6EEEIIIYQQQiQjubwA5ICwC4gTeI8g0BwpgwYNsqlG33//fbZsnzgyiHwiaodIH4SbnAKfIN/ouF3RbiZvrkPNnrObao3LmkUToletym6qX3OSmVzk/3kA5TRt9uU2C75ZELf1Hd+gtJkzJn7rq35WfbN05vq4ra9UqVxmw7JtcVlX6eOKmI0r9xoTpzdE1dOrmGnFC8VnZaRR5vHMwg9nxG19J1zYyMz6e1Pc1lergjFzR82P2/qOO6+RWb5gS9zWV6KoZ7asiexDlt2Ur1HYrJ72f1G58aBmy6pm4ZytcVtfvVPKmVmjFsVvfa2qmlmjF8ZtfbXb1zcL/vi/6OR4UPGofWbFX2kjoHOKvAVzmwJF85udG7NWmTKzVGpc3qxeGb9uQ82Gpc3cH2bFbX0nnFPbzB67OG7rq9+uhpk1Jn73Qq1W1c0/v62I2/oq1jjKrJobnzZS/uJ5jZc7n9m/+2COr2u/t8+M2fKh/UzWAgVphEjZiBkgZQezXdJa/IpJjRo1ytLfotQ1XiqkvCxcuNCa8RLBIpKDmTNn2kgZoqOEEEIIIYQQQogg4awwQ7nnBg0a2AgKImUoeY2JbDQ+//xzGw2Rfrr++uttRAZpNKQUkcqEKHPNNdcc0fY9++yzEdeHZ0086NixY8T1jx8/3iQCzlWk7Vm8OOORiZEjR9pKUZj9RjIfFkIIIYQQQgghXCa6kpHk9OrVy06xgk+K75USCXxRspM+ffrYKVEMGzbMJBOUv84KlCknhUkIIYQQQgghhAgizkbMCCGEEEIIIYQQQriOhBkhhBBCCCGEEEKIBCFhRgghhBBCCCGEECJBBKJcthDZXS77tvYPmHx58+f4gc1dyJj9W/eaeJGnbEGzJ1/8ShIXqnbQHCwbP9Pmg6vzm11b46c3F92yyxzcEbfVGXNgpzF74nM8vQLG5Mqd3xgvPuvLXcSYPXG453wKHNxrDq6LT4lZyHdUfrMvTucOcufeZw5s2R+39e0/o4Q5UChfXNZFs6XQ5O3G7M0Tl/XlznfAHNgcv2slb/G85kCe+JVfzZfvgNm3NX7XSt4CB82+rfvit76yRc2BffG5Viy7N5uD23O+ZK8lj2cMj5UDcXpOF85tjBe/53SeggfMvjiVAod8xfOb/TsOxu/aLJLb7N8Wx3uvZEFzYHf83kOe2W1MnNbn5TlocuXLZ3IdzPk24L79e82rw/+vmIvKZYvsxFnzXyFyklljFpq8uXL+9qh2SgWz+JflJl7UPbOmmTdubtzW1+CVE8ycuv/FbX2V9pxgpq7dHrf1NV292yybvjpu6yt5lDEblm6Jy7rK1CxuNq6zLau4cGzjsmbxr/Pjdy+0qmpmj14Yt/WdcFYtM3PMoritr/apVc3c8RlXvctOSt7YyPyTf2N8VnbQmFpv7jRb/tsVl9WVq1nErJq0zMSLmmfUNEsWb43b+uqdXM7M/mVF3NZX95TyZuaPC+K2vjqdGpkFM1bFbX0Vi+81K/6Kz3shb8HcJn+RfGbnhviIF5UblTer5m428aJWi8pm3ph/4ra+E84+3syK43uhXrsaZtZP8Xvv1TmnvvlnavzaZOUr5jMrZ6+Ny7ryl8hrcuUrZPbvznlhbb8XP2FZpBZKZRJCCCGEEEIIIYRIEBJmhBBCCCGEEEIIIRKEhBkhhBBCCCGEEEKIBCFhRgghhBBCCCGEECJBSJgRQgghhBBCCCGESBASZoQQQgghhBBCCCEShIQZIYQQQgghhBBCiAQhYUYIIYQQQgghhBAiQUiYEQln6dKlpmDBgjH91vM8c+WVV5qjjjrKXHzxxTm+bUIIIYQQQgghRGCFmW+//dbUrl3blChRwlSsWNHceeed5sCBA0f0N3v06GGqV69ucuXKZX777bc0yzZs2GAuuugiU6pUKVO+fHnTu3fvmNY3c+ZMc/7555uSJUva6cQTTzT9+vUze/futcu7d+9uChQoYIoWLWpKly5tOnfubP7777/Qsjx58pi5c+eG/t5nn31m2rRpE/rOttaoUSPNOv/55x87/5xzzknzuyJFitj1lCtXztxyyy1m//79h93+devWmWuuucaUKVPG/t/mzZubMWPGpBFG+NssY6pVq5Z59913Q8t37dpl+vTpY4455pjQ8oceesjs2LEj6jrHjx9vcufObX9frFgxe8yGDx9ujpSJEyfa87pmzRozZMiQI/57QgghhBBCCCFEygozTZo0sR3tLVu2mDlz5pi///7bvPnmm0f0Nxs1amRFhcqVKx+y7JFHHrFiyooVK6zYgnjw/vvvZ/j3EFROPfVU06BBAzNv3jyzadMmM3ToUPPvv/+a1atXh3732GOPme3bt5uFCxearVu3mjvuuCO0DOHpiSeeyHA9iBhTpkwJff/4449NzZo1D/ndokWL7HpmzZplJk2alEZAicTu3btN27Zt7f/h+CLS3HDDDVZoYv99EJb4zbZt28xzzz1nbrzxRntOiFDhtxMmTDDDhg2z+/bzzz9bsYZtyQgEHP4m55e/d8kll5iNGzeaI2H58uVWeGN7IxGLUCWEEEIIIYQQQqSUMDN58mRTv359U7x4cXPTTTeZ1q1b26iRSpUqmbJly6b57ZIlSzL8W/v27TM9e/a0US9E2xC5wr8+/t8nSiU9y5YtM126dLFRJ0ScnH322VZ8yAgElzPPPNM8/vjjNsoGiG557bXXTNWqVQ/5PRE1F154oRVOfK6//nozYsQIK+xE4/LLL7dijM+nn35q50WD7We7wiNxIvHBBx/YSKGPPvrIHH300aZQoULm2mv/P/buAzqKqn0D+LslvYcUIHQIvSvdQpGiiIIFCxaw9y4KfxUL3e5nb1jACkpRkI6AgCBKC53QQy8JkLrZ/Z/n+s1+m7C72YTNTeH5nTOHrXNnZkt2Ht577x0qnBk+fPhZj0fljFEdhGMzZ84cWbp0qQqjUPWCAAnVTa+//rq67gs8BxU7CHNSU1PVbaNGjVL7UKdOHVU55cv7BccHx3LevHmqEuf999+XF198UQYNGqSqlHAbtnX69OnSokULVamDcMtbZU1OTo4Km4yFiIiIiIiIqFIFMzjxRVCBChIEBDiZR6WHASfSqChB0IIqFoQG3nzwwQeqKwtCjoULF6oT9uJ0c8JJO6pC0NXot99+k8suu8zrc9DGVVdd5XMb2McpU6aoChsD9g1hkreqGVST/Pzzz6pr1apVq1S3o7p163p8PKp1EJp06NDB6/YsWLBABVCFK0wQZKBCJzMzs8DtqJCZOnWqqgxCOILnt2/fXoU6JYV9+uyzz1QghlBr5syZ8uGHH6r3wZo1a1Qlji/vFwQweB5eM1Ti4JgCQqOHHnpIva7opoVAZ/LkyapS55133lGhkGt1k6sxY8ao9x+Wc9lHIiIiIiIionIZzKD6ASfkd955pwQEBKiTaVRcGC666CJ1Ao1KClRHoFLDG5yEP/nkk6raAuvBCbmvcJKPk30MHIuTcHSluvzyy70+B4+vWrWq8zrGwcHzQ0NDC1RioLIGt6NSA9v25ptvFlgPnvfrr796rJrB2DQIc1ANgsqQm2++2e3jGjVqpNrBviNMQHVLcbbfgOofu92uAhgjEMF6sR0vvPCCqrRBJZKn5/sC4+RgnTgeqNhBYIXrOG4IyRDS4Pqzzz7r8/vFHXTVQliDah8EUBi/B8cJlTp4ffGa/PXXX26fO2zYMPX+w5KWllai/SQiIiIiIiIqt8EMKhVq1qxZ4DZ0YSoM1SE4gX7ssceKtT53Y8l4csMNN0jHjh3VoLUYPBaD3qJLjjcIKlyrLd544w05efKkqiJxHTgY49fgdpzco4oHYUTh9SBkGDlypMe2UBHy9ddfq/AJFTTubNmyRbWD6hB0pbrllluKtf0G7D+CCyMIQ6CB9WIMGIxFg23x9nxfoBsR1olwZ+XKlapyB1Ct5Poaul729f3iqvB7AFVYGBcIlUoIfhDKYBvcwX6jwsZYiIiIiIiIiCpVMINqCwyU62r//v1uH4sKjqIGlC28vsLr9gaBAyo1MDUzghNUpaCrjjfdunVT3Z/8AZU+mJkI4Yo7qH5BW+hCVHjsncIwnsqNN94os2fPLrKaBI9BRYwrdFdCNyhU/hT1fIQqxixT/oAKGAzAbHC9XJz3iwGVMq4wnTa6xCF8QjCEyih00SIiIiIiIiI674IZjPmB8UAmTJigZszBGCHGST66tGCWHcBsRmPHjlVBiDfXXHONqnI5fPiwqq547733CtyPWZcwExFOxF0vA07QMdYJBhBGZQgqW1Cl4w0qYebOnau696BNY4DiklSRoPrk/vvvV+OeuIOQBG1hYOGiYCDdH374QZo0aeL1cbfddptqF5U1qObB8zCT0yeffCKjR48usp1evXqp6hNMM44xgBCeIfDA9NkIukoC68LsWwjh0IVo/PjxPr1ffIVqIlTLWK1W1X1q9erVJdpOIiIiIiIiogofzKCrCE6OEabgZBmDvbZr107djjFIOnfurMYUQWUGQhmM1eINgg1UemD8E8zWg6DGdWBbBAmYeQiBD+7HZczGBAhlcJKOahmMQYJxZp577jmv7SH4+OOPP9R2Y/pndP3BwLkYA6U4gwK7Vs0gMPIE+4bpoD3BfaiWwbYjsEDXJ2+w/6gKwjFGCIVBhRGKYCYkjMVSFFSj4LF4nfr27au6+2BcIBxzjBFTElgPZldCCINxf6688kqf3i++QrCFsYfwWqFaCO8DIiIiIiIiovLI5NDcxwPNYUwQdKXBCfe5+uijj1T3HwysS5WPv98v3mDsIYRe0D1woFhNViltddpXldSl/1aN6dC0Z7JsWrhLW3ut3m4hG5v5rxtcUZL+aSGrtpzW1l6H3adk9+qSjcFUEjHRIsd2pWtpKy45Uo4fwYdQS3NSt228pP7xv26Npa3pJbUkZd52be216NVQ1s/33lXXnxp3qSWbFqVqay/mhzayLVDPe1PsIg2fy5T0A1lamktIDpO0Zf/+B48OyZcly87UPG3tNWuXICkLd2prr2n7RFn/m/su3aWhyVVtZOuafyuedagWmSt71+r5u2ANNktgWIBkHivYXb201GiTKGmbToouDTvXkM3zt2lrr0XvRrJB49+FZj0ayIY5Gj8LfZrLtlX6fpMlVguQ/Sl6PnuBUVYxBYSILdte6m3ZHHky/9REdRlV/vjPb6IKUTFjTDmN7i+oFBk3bpyabadNmzYlWhe6qWCaaHRzQfcnDMaLChaqPPz5fiEiIiIiIiKS8z2YSUlJUVNBY6wTVD5g1iGM/+HJ999/ryoXCi/o/oIxTjDFMbqpoIsKQpkhQ4ac0/ZhjBN37b3yyitSEWCKaXfbj25dFbHd4r5fiIiIiIiIiCoqLWe7GO8DS3Gmtcbiib8Hc8VAtlgqKmPA3MrSbnHfL0REREREREQVlZaKGSIiIiIiIiIiOhuDGSIiIiIiIiKiMsJghoiIiIiIiIjofJkum6i8cp0u+5FrRkqANbDU27QE2iTvyBnRJSDSKrZT+draC6wfKraIAG3tySm75GTo+0qrddEpCYos/akZDTtPRIjdomcgbEu2TcxLMFu2SU97wXbJP6XvWDpqBMnpKvqmuIw4ekZkf7a29iwhIvlnNB7PBqGSH6Dnvelw2CXgUL6IzaKlPVOATeyH9X1PW6MDJN8Uqq29gBCH5J3S971pDcgV28k8rcfTlqXne0xxZIs9S9PxNDtELCImm57/ZzWHijhy9U3GYMF7M13jeyUpQnKD9P1dCDydIflHs7S1Z40Okvxsff8n73BkiSNb02cBfw4sFjE7Sn//8my58s6s0eoyp8smf+JUN0RubFx9WKzm0g8UajcOlx1ztmh7DZpe1kA2ztuurb1W17SVlGl7tbXXqHmMbJ6/VVt7Te+JlKwqqdra27urgxwJ1PMjLv5ooJxecgLJjBZ1L4iX1D/26WlMROrc0UIWO3K0tdczzyxbF+7U1l7jLjVl0+/62quTmyx7Nh7T1l5UUrikH9Hz+iXWCZK0xfo+58nd6knqJn3Hslnn6pKyVN/3dLN28bJ+3jZt7TW6tJ5sWbpbW3tJjWJk79qDWtqyBpslKDxQMo/r+SwktUmQtI3pokvDzkmyWeN7pengTrJmr76gpG2QQ1LmavwsdGso2/7U93c2sVaopKUc0tJWYBROaa1iyyr9/5CwOWyl3gadn9iViYiIiIiIiIiojDCYISIiIiIiIiIqIwxmiIiIiIiIiIjKCIMZIiIiIiIiIqIywmCGiIiIiIiIiKiMMJghIiIiIiIiIiojDGaIiIiIiIiIiMoIgxkiIiIiIiIiojLCYIY82rNnj8TFxfEIEREREREREVW2YOaLL76Q1q1bS0REhNSrV08+/PDDc1rf4cOHZeDAgZKYmCixsbHSr18/FSwYLr/8cgkPD3cuVqtVHn74YZ/W/fLLL4vJZJJNmzYVuH3w4MESFBSk1lelShXp37+/HDhw4Kz7IiMj5ZJLLpGNGze6fa67+ydPniwdOnRQj7nvvvsKtLto0SJp3Lix83qdOnUkNDRUrat69ery+OOPS35+vsf92bVrl9qfyy67rMDtc+bMUbcb7dWqVUuOHj0qumRlZcnQoUOldu3aal8aNmwozz33nJw5c0bdj207ePCgtu0hIiIiIiIiqrTBTE5OjgpjTpw4ITNmzJARI0bI4sWLS7w+nLxfdNFFkpKSok7eGzRoIEOGDHHeP2vWLDl9+rRaTp486QxSfDFp0iSJiYlR/xb20ksvqXVu375dMjIyVChS+D7sY9euXeWuu+5y+1x39yNcQkhR+DmeLFiwQK0Loc23334rn3zyidfHBwYGyo4dOyQtLc152zfffCPJyclyLux2u1qKy+FwyNVXX63eA3g/4Fj+/vvvKqzBdhIRERERERFVRqUezCxfvlyaN2+uqkJQiXHppZfKd999J/fee6907NhRVa40a9ZMVW+sWrXK67ry8vLkgQceUKEFKkbGjRvnrBypW7euPPLII6rrDUIHPG7lypVu1zN37lzVbrdu3YrcfmzTvn37ZPz48Sq48ATBzbXXXisbNmw46z6LxSI33njjWRU33u7v3r27Wl98fLwUB6pMLr74Yrfb4QrVJ6gwwmsB2dnZqmIG4YhrZU1wcLDz+s6dO6Vv374q1KpWrZq88847zuofHHuES6h0QaUSAqI2bdpIdHS0un3Lli1etwdtL126VH766Sdp2bKlmM1m1cbrr7+urvfq1Us9rn79+qoNvK9WrFih2kDVVdWqVeWNN95Qj/F0u6eAECGQsRARERERERFVmmAGJ70IF1BFcuzYMXWCvWzZsrMeh243CFEQ0HjzwQcfqJPuzZs3y8KFC52hgjtox9P6UPly0003qZP/okycOFGuvPJKFZygEsfd9gP2b8qUKdKqVSu3gRKqWNA1yZ2i7i8OHJslS5a43Y7CBg0a5AybUKWCoCosLMztY202mwpl2rVrJ/v371dBS5cuXZz347VAAHLq1CkVnKAa6cUXX5QjR46o5yHw8da9ChU/7du3V12xPAU3gOoZVAZ16tRJHnvsMXn66adVmwi1jKDN0+3ujBkzRqKiotTiqW0iIiIiIiKiChnMoKoBJ/p33nmnBAQEqCoWVEEUhnFEkpKSpHfv3l7Xh2qKJ598UhISEtR6HnroIbeP27t3rzz77LMycuTIs+7LzMyUqVOnqlCiKAgSvv/+e7nhhhtU2ICAoXB3JnRHQlVIixYt1Ha9+eabZ92H57777rvy/PPPu32up/uLo2fPnmpdV1xxherChWNeFARlCM8QsmC/br75Zo+P/fPPP9WxQ5czVNGgAuqCCy5w3n/99ddL27ZtVfXPzJkz1X0IY/C64zVDSPL33397XD+CLVS3FAfWjW0/fvy4qlhClYy3290ZNmyYpKenq8W1WxcRERERERFRhQ9mUGFSs2bNArchgHGFcWYQuGCwW3SvKc76atSocdZjcDLep08fGT58+FmD2wJCGQxq6+1k3bXLE8IIhB2AgOaHH35QFS4GBBUYswYn9agaQThT+D6Mk/Lll1+q9bie/Bd1f3FgW7Gu1NRUVQXiSzUQIIx57733VJcto7uQO+jOhUGGPb1Grq8F9gHH2IBtwevmbd/QPaq4A/t++umnqiIG4wl17txZBYHebncHgysjZDIWIiIiIiIiokoTzKACAif0rtANxoBqlFGjRsns2bN9mpa58PoKrxtdXBBuoFLD04xLqAzxpVrGeCxCEwQSaPv+++9XsxQZ3Wp8hWDiqquuUmPfuOsKVdT9pckIZozqFk8QrGDMGQzS645rYIMuQa4zYuE5qGLy1lUIY+qgO5sxq5UvGjVqpIIyzMiF/bjlllu83k5ERERERER0XgUzGAcEYcmECRPUGCWojjFOvBFuIDz59ddfVfDhi2uuuUYNBosTblRXIFAw5Obmqvsxrszo0aPdPh+hCipLvHXZKdzlCeHRmjVr1LJ+/Xo10K272Zm8QTCB/UQ1D0IDX+5HNyoMyIvj5nrZ3zA19fz581V3Mm8w/gum5Eb3MGPA3NWrV7t9LKYm/+uvv9S4NdhmjD2D7lreqpRQrYMxa6677jp1nDGz06FDh9TMVOvWrVOPQTUSwiEDXgd0gcJAzhjoF92ovN1OREREREREdF4FM+gmggFxEaZgJiWEGxg8Frejuw2miUZXE5y0Y8GsTd6gYgUD5GImJszuhCAG6wJ0V0Hogu5ExvqMGYIMCFnQPmZwKgpCGQQBAwYMUNUyxoJxbaZNm6YCp6KgqxK2AeEAxln57LPP1Fg0vtz/9ddfS0hIiKooQtccXHY3Zo4/YNakoga+Rcjxyy+/yB9//KGOAwIkT12EMJPUzz//rMIedFHC8cJ1rMMTVNzgcXg/YCwfdCvC9Od4fdElCV544QVV2YOxdDAINMaywXbg+GGGKASA4Ol2IiIiIiIiovLG5PDUN6UUoCmMRYLQAwHJufroo49k+vTpqtqE6FydOXNGBWVwWe1HxGr23LXLX2o3Dpcdv6WILk0vayAb523X1l6ra9pKyp/FGzvoXDRqHiMb52/V1t41CyIlq0qqtvaW7eogRwKztLQVfzRQTj96QkTTX4i6F8RL6h8Fu6eWpjp3tJDfI7Q1Jz0P2mXr9/o+64271JRNv+/U1l6di5Nlz8Zj2tqLSgqX9CM5WtpKrBMkaYv1fc6Tu9WT1E1F/+ePvzTrXF1SluzV1167eFn/2xZt7TW6tJ5sWbpbW3tJjWJk71o9f/eswWYJCg+UzON6PgtJbRIkbWO66NKwc5JsnrdNW3tNB3eSNUc8zyDqb22DciVl2npt7TXq1lC2/anv72xirVBJSzmkpa3AKPznr1VsWfZSb8vmsMmC3B/UZfxHvacZbYnKVcUMYFprdElBV6Nx48apcUx8GXjXHczsgy5Q6B6zfft21UUG0zITEREREREREVVEpR7MpKSkSKtWrVSXFlTKYAYmb11a0N3ItSuSsdx1111q3BFMb4wpkNGVCaEMpoY+F+PHj3fb3iuvvCIVGWZAcrdf7sa4OZ+3iYiIiIiIiKgseU5I/ARjsmDxFaakxuKJpwFnSwqDy2KpbDBmjC/j4Jzv20RERERERERUqStmiIiIiIiIiIjIPQYzRERERERERERlhMEMEREREREREdH5MF02UUWZLvuRfiMkwBpY6m2ag/PFdjxbdAmIDBBbpklfe9FoT1tzYqkSJLY8i7b2QqPSxWTXN7XmGUuoiKn0p3EHqzVXBnTbLSZNb5fdu0JkxQx981dbksIlJzJKW3vBZ06L/aC+zzreKvlnSn/aUIM5zCz2XD3/1+Nw2MURGyomh57PgtmcI/n7ToouATFBkh+k770ZYM6RvOO52tqzBudLbrpNW3sBYWbJO63ve9ocZBd7lp6f1g585MwOMeXr+aI2h5rEnqXvN4Q1zCy2UxrfKzFBkpur8TdSoF1sJ/V99gKigiVf358hEckRe7amz4JVxCQmEXvp/x3Ks+XKu3PHqcucLpsq1OC/RBVRysLtYtVwAlynbbzsWLxTdGnaq6FsXrpPW3stLmsgGxbq278mA1rLxvXHtLVXNzJPdq7ar629+OZJcmz/GS1tJTW2yoWPLxSzWc+PqjPp7WX9b/rem82ubyub1x7S1l7L+iGy4Xd9n4XGnWvK5qW7tbVXu0012b3usLb2Ii+sLenH8rS0VbW6RQ7M3Sa6JF/WUHYcOKKtvWZNIiRl/nZ97V1cWzZoPJ6NL6ojm5ekamuvRvME2bv2gJa2rMFmCQwLlMxjes62a7ROkH1r9H3OG3WtK1sW6fvebN6roWyYs7XSttf4ssaybYW+v7OJtcMkLUXP39nAKKs48s1iyyr9EDbfoS8spPMLuzIREREREREREZURBjNERERERERERGWEwQwRERERERERURlhMENEREREREREVEYYzBARERERERERlREGM0REREREREREZYTBDBERERERERFRGWEwQ0RERERERERURhjMnGdMJpMcPHhQXb788stlypQpUhF17dpVvvvuO3V59OjR8thjj5X1JhERERERERGdn8GMzWaTFi1aSOPGjc95XQsWLJBWrVpJeHi4XHrppbJr164in1OnTh2JjIyUrKws520ZGRkSEhJy1ja999570qhRI3Ufnvfiiy9Kfn5+gcdMmzZNOnXqJGFhYZKYmCiXXHKJ/Pjjj0VuR2ZmpgooqlevLqGhoWo/fvjhB4+PnzVrllx77bVSWo4cOSJDhgyRuLg4dTyxT/Pnz/d7O8OHD5e33nrL7+slIiIiIiIiKm2VIph59913JSoq6pzXc/ToUbnuuutkzJgxkp6eLldeeaXcdNNNPj23atWqMn36dOf1n376SWrWrFngMSNHjlTr/uSTT+TUqVMqgJk8ebLcd999zsd8/fXXMnjwYHnooYdUZcuBAwdk3LhxMm/ePK/tOxwOufrqq+Xvv/+WxYsXy8mTJ+Xll1+We++9VyZOnCi6ZWdnS/fu3eX06dOybt06FdLcfffdahsXLVqkfXuIiIiIiIiIyqMKEcwsX75cmjdvrqpSEGKgksXoxnLo0CH5+OOPZdiwYT6tKy8vTx544AGJjY1V1SwIPYyqFrSTnJwsV1xxhVgsFnnyySdlzZo1sm3btiLXiwBn0qRJzuu4fPPNNzuvIyhBl5v3339fVcBYrVZV0YLQ5LPPPpMtW7aI3W6XZ555RgUqgwYNkoiICDGbzarS5KOPPvLa/pw5c2Tp0qWqsqZBgwYSGBioQhBU5Dz77LMquPHWHQhB0Q033CDR0dHStm1bee6556RPnz7Ox2K9OE44bv369VOBkTdffvmlHDt2TO0fKnhQIXTHHXeocAYVLoCABuvE9qHdZs2ayYoVK5zreOWVV6R27drqdccxQMDjDvbRCLe++OIL6dWrl9x///3qeVgnXkNPcnJyVHWTsRARERERERHpVO6DGZw4o7vN448/rk70W7ZsKcuWLXPejyADJ/ro9uOLDz74QJ38b968WRYuXOgMJgzuAoyUlJQi19uzZ09VrXL8+HFV6YIwBwGMAaEPQqG+ffsWeF7r1q1V+ICQAuEMAo+rrrpKStIFq2PHjqrrk6v+/fvL/v37ZevWrV6fP2LECBVM7N27Vx2Tr776ynnfpk2b5K677pLPP/9cbV/dunXl1ltvLXJ7evfuLUFBQWdtz59//qm6XcH27dtVt6vDhw+r1xivdW5urrqvadOm8tdff6ljiuN72223+XQs8Lr26NFDTpw4IQMGDFABmyeoYEK1FRYESEREREREREQ6lftgBoEGQpc777xTAgICVLVLtWrVnPchcEB1ia/QxQgn6gkJCWo96DJkQFUG1vfrr7+qEOXVV19VwZARIniDChiEDqgsQbBx/fXXq2oXA0IljLWCSpzCEKagGxUeY3SLMrRv315VkwQHB6vqIE/wXNfnua4bsP6ijguqZFCl07BhQ7n99tud92Gf0MWrc+fOKmhB5c/vv/+uuieVZHtQGYTQBLBfqJhBhQ/CH1TW4HUFhDTx8fHq2CJ8Q8UMukYVBeMNYXtxrFG1tHbtWo+PRaUVuq1hSUtLK3LdREREREREROdVMIPqk8JjtSQlJamT+0ceeUTefvttNdNQSddXo0YN52UEJwghEFAgVNi3b5/qCoP2fIGA6JtvvlFL4bCoSpUqKhwpPNAvIHBB23iMsY2GlStXqm5QCIjcVfO4rt/1ea7rNvatpMcFgUWtWrWc1zGQL9rzFmR42x4EVjExMeo6AjKEMgZsg9FNCmPx4PijmgWvB/bfCK+8wToNqMbxFuYgaEKXJ2MhIiIiIiIi0qncBzNGQOIKXXNwco+uQxjvBI+55pprVLcYXPZW4VJ4fYXXjS4z//zzjwoAMFgvQgKMb+MLVNxg2xAEoItS4ftQ8YNqHFcY/2T37t1qvBfM1oQqHtdBhH2FgXbRRatwVc3UqVNVsISxc7zxdlzQxWfPnj3O62fOnFHHx1vXH2zP7NmzVaBUeHs6dOigAhNAFyZUJxnQlQrbgtmwnnjiCTUYMoIpvA54zb2FU0REREREREQVTbkPZhBoIOiYMGGCmhb7ww8/VCfpOEFHCIJgA8unn36qxj7BZXSH8QQBzuuvv64CAVR0YPpqV3g+2sG4JhhA9pZbbnFWsvgCXYLcTVGN7kjojoOuWJg1CW2gaw7Wj0FxEcogeMBgxC+88IKqusGAvKgMwpgsRcGAtxdddJEMHDhQduzYocZpQcCDgXHHjh1boFuVp+OCIAptYnwcBCIGdCmaMmWKCn4QtPzf//2fGj8H3Yw8wXgwOG7YP1TWYCpxjFGDKhh0hXKdvQn7jHAGrzFCNeM1RyUU1oH7MAYOQxkiIiIiIiKqbMp9MIOuJggFEKZgRiAEJ+3atVNjk6CywlhwH8YUwWVvXZsQtqBiA7MBYXYnBBKuA9QinMC6UGGC7j8IDYoDgxN7qrBBFymMp4KxVNAdCNU+GAsFYZMBg+oioHjnnXfUvqCC5qmnnlJhT+GBfV1hn1GNgkodBDTo/oP2sG6EI0V56aWX1Pgy6MKE2ZmwGMcF3YmwHow7g21CZZLr4MDuIBzDAMAYHwhjvuBYYvYsTBGO6iADZpBCCIOQB2P6oCsZ2sUxvOeee9TxrFOnjgrdXLs8EREREREREVUGVqkAUEGxYcMGdRlVEwgPXMdAAZzsY6aloqA7EaasxgKYhtp1XZMnTy729qHbjTvutgmDDbsOOOwOBhHGUlwIQTDmDhZPXKtOMBOUAaHM999/X2BQXNfjcuONN6qlOBC2YPrqoqCiB0thr732mlpcQzV3246qIMPgwYPVYkCog6ocIiIiIiIiovKo3FfMGNMfY+wUdM9BBQvClTZt2pRoXeiqM2fOHNWVCJUfb7zxRolCkMoGY7ugqxK6Tq1evVo+++wzHhciIiIiIiKiUlYhgpmUlBRp1aqVGm8E3XUwjgumUPYElR/oKlR4QRciBA+oBsGsQOjKhFBmyJAhRW4D2ne3ztTUVNEFY7W42waMT3OuMHYMpiRH5QzGlBk6dKgaCNkbTGvtbnsw3g0RERERERERVZKuTL50/3FljJHiCSpCimvt2rVS1jALkrepn88FxnpBAFYcxiC9JeVr9zMiIiIiIiKiyqpCVMwQEREREREREVVGDGaIiIiIiIiIiMoIgxkiIiIiIiIiojJicrjOn0x0Hjtz5owavBge7DlMAqyBpd6mNVwk72Su6BIYFSC5GTZt7QVFB0puRr629gKjrJJzSl971iCH2DL1fYWaQ0ziyNWTp1tC7BIbnSsmk0lLeznRwZJaNVF0Cc+3S64tWFt70YdPiWN/trb2zNVDJccRoK29oPR0sWv6LOBniyMhXBx2PftnseSI48AZ0SUg0iI2R4i29qzmbMk9pG//gmKCJDdTW3MSEBciuXkWbe2ZM45K/mlNf4fw58BiEsnX8z1tDTeLXfR9b1qD8iX3iL43S1BkgORk5GlrLzA6QHLT9f1mCYoJlDx9H3UxB4nYc/S05bA6RPLtYrKX/m+kPFuuvDt7tLqMsTbDwsJKvU06P1SIwX+JdNu0eKdYTaX/8ajTLlFSl+4WXZpe1kA2ztuurb2WfRpLyrxt2tpr0rWebJyvr716HWpL6sq92tqLqx8jx3Zl6GmrQaSs33VGRFPulHR1A/mjqr4f4BeFRsk/qena2uuWY5Gty/dra6/eNc1kw0497xVonJcje9Yf0dZeWJskST+hJ2SuVs0iRzS+dg06Vpftmw9oa69ps0it39Mt+7WQTcv1fW8m92kiW1KOa2svyZ4he9foef2swWYJigiWzON6zn6T2iTIwbSTokty61jZpPG92bxXQ62fhRa9G8nGBfp+kzXqlizbVuzT1l61pvFyYIuez15ghFns2fliy7aXels2h77wjs4v7MpERERERERERFRGGMwQEREREREREZURBjNERERERERERGWEwQwRERERERERURlhMENEREREREREVEYYzBARERERERERlREGM0REREREREREZYTBDBERERERERFRGSnXwUyzZs1k1apVJXru6NGj5bHHHvP7NlU2Xbt2le+++86nx06ePFmSkpIkPDxcjh07Jrrs2rVLgoODtbVHREREREREpEu5DmZSUlKkXbt2cvnll6swwFisVqs8/PDDXp87fPhweeutt9Tl1NRUtZ6YmBiJjY2V/v37y4EDB5yPHTFihDRt2lTMZrPPIQX8/PPP0r59ewkLC5Pq1avLNddcI+vWrVP3DR48WMaOHXvWcxYtWiQmk0nuuuuuArd//PHH6nbjOXgctgf7GxERIS1btpRffvnF6/a8+OKLah2zZ8923rZixQqpU6eO+MPQoUPlq6++ktOnT0uVKlU8Pg6hzb333ivVqlWTyMhIad68ubz22muSn5/vl+3w5fWy2WzSokULady4sV/aJCIiIiIiIjrvghnDrFmzVBiA5eTJkyoUQLjiq/j4ePnhhx/k+PHjcvDgQXWy7lpNk5ycLG+//bYKWXz19ddfq/Dl0UcflUOHDsnOnTvlxhtvVNtaFFSdzJw5U3Jycpy3ffPNN2o7XDVs2FDtc3p6utxzzz0ycOBAtQ/eIHx66aWXpDTs2bNHVTF5k5WVpapw9u/fL0uXLlXbPn36dBVYnTp1yi/b4cvr9e6770pUVJRf2iMiIiIiIiI6L4MZVHqg4sPV3LlzVcVMt27diqweue+++9RlVJzUrVtXVZMAKi0QpBhuueUW6dmzp8/dZex2uzz77LMqABk0aJCqagkKClLByTPPPFPk8/H4iy++WH799Vd1fd++fbJ3717p1KmT28dje4cMGaJCD1T/eDNgwABVDTRnzhy396NrGKpvUMmCqhbsiwFB0xNPPCE9evRQx6x3795y4sQJ5zaj4qV+/frSuXNnj+2joubo0aPy448/qsfimNerV0/dHh0drf5FJUtubq56/Pjx41WQ43A4VJXLCy+8oF53hCq43Z2iXi8EZahAGjZsmBQF4VhGRoZzISIiIiIiItKpXAcz7kyaNEluuukmFVYUF4KBkJAQ1a3mySefLPE2bNmyRdLS0opVtVMYAh1UycC3336rqm2M4KgwBCKfffaZ6jLVoEEDr+sNCAhQ3bjcVc0gDEF3K3QDQ3cjdDFatmxZgcd8//33qhrlyJEjKihB5Qmgcgd27Nhx1nNcLViwQAU6OM7u3HbbbSqoQXC2adMmFcx8/vnnat/HjRsnv/32myxevFhVBpW08gfhGI4BjldRxowZo0IgLOiORkRERERERKRThQpmMjMzZerUqSrUKAl0g0IFCE7Gz2XcFWPg26pVq5Z4HX369FEBB7r6IKC5+eabz3rMtm3bVJiUkJAgEydOlClTpqjrRUHlC7oSobrI1fLly1Vlz913360CnIceekiNA+PqhhtuUIENqlGuvfZaWbt2bbGPTVHH5aOPPlJBE6p7EL4gqIEvvvhCjbFTq1YtsVgscumllxarbWMft27d6vN7BFU1eA2wIGwjIiIiIiIi0qlCBTMIZXDS3qZNmxKvA114br/9dhUKoPtMSRgD32K8mpIKDAyUfv36yciRI9V2uBu7BWOpIExC2LFy5UpVieILT1Uz6OJUs2ZN53VUqdSoUaPAYxACGUJDQ52VMsU5NkUdFwQ3vXr1UkHIHXfc4bwdXbqMkKYk0C3rkUceURU/nqqPCkNQhfeEsRARERERERHpZK5o3ZhKWi1T+AQeIQUqcEqiUaNGqtvLtGnTzmk7UCXz+uuvu62WOVcYkwbj1sybN895G6pjEH64Knz9XHXv3l2Nb4PxcDxBVyVsV5cuXdSYMgaERq5j/xQXxoj5+++/VeCF8AfdtrZv364ul/S1JiIiIiIiIipNFSaYwYCy6JpTkhADQQBO2DFWC7oyPfXUU85priEvL0+ys7NVYON62ROMb4MuN5i2GePDnDlzRo3fgq5GGCfFgDFasC5jwXVXl1xyiZrFCV2L/M2omnnzzTedt2FwYQQm6EaE/XzvvfcKTBvuDxhDBlUzGDPHGKh4165dqnsVqn9wrBAavf/++6rrEgYDRvcjwGPQtQiBEl4rvG7ueHq9ME4MunCtWbNGLZ9++qka9BmXPY15Q0RERERERFSWKkwwg0Fp27Vrp060iwvdcVBpgxN3VLsgnMD02QYEIzhxX7JkiQoWcNlTKGC49dZbZcKECSr4QPcfjFmDip4rrrjC+Zjnn39erctYXKfoBnS3QfckTHFdGhCAYDYl1+5TCI+wzQhPMIW1txmWSgL7uWjRIklMTFTrxuxOffv2VTMx4fLTTz8tHTt2VF3J8Ji33nrLOeMU7sOMUHhebGysGiDYHU+vF44nqmOMBevAWDW47GvXJiIiIiIiIiKdTI6SDrRCVMmgmscIsroH3ShWk7XU26zTLlFSl+4WXZpe1kA2ztuurb2WfRrL+rnbtLXXpGs92ThfX3v1OtSW1JV7tbUXVz9Gju3SM617XINIObbrjIimvxBJVzeQ39tF6GlMRC4KipJ/UvUcS+iWZZGtM/R99upd00w27NS3f43zsmTP+iPa2gtrkyTpJwpWoZaWatUscuQP/3b79aZBx+qyfXPxxnc7F02bRcr66eu1tdeyXwtJ+UPf92ZynyayJeW4tvaS7Cdk7xr/ViN7Yg02S1BEsGQez9HSXlKbBDmYpu+0Ibl1rGz6dYO29pr3aigb5mzV1l6L3o1kg8bfZI26Jcu2Ffq+y6o1jZcDW/R89gIjzGLPzhdbtuceD/5ic+TJ/NOTnP/578sssESVqmKGiIiIiIiIiKiyqdDBzPjx41WFQ+HllVde8cv6MYisu/Wjq05l3WdfYEwYd9uAmZaIiIiIiIiIyHel31ejFA0dOlQtpWXGjBlyvu2zLzCIcHGn0SYiIiIiIiKiSlYxQ0RERERERERUkTGYISIiIiIiIiIqIwxmiIiIiIiIiIjKCKfLJnIzXfYDvf9PAqyBpX5srGEOyT2qZ5pLCIq2Ss6JPG3thVQJlCyN7QVHWSVbY3uBkVbJPZWvrT1ziIg9W09bljCT2LNEHA6TlvYCY6ySbdPTFgRHWiX7mL73SmT3YLE10DfN7OkD0ZJuD9LWXtUVR8SeXvrTlIJD7JJXP0YcUvrf0WC1Z4kp5bDoEhgXLHnmf/8W6RAcaJPsY7n62osQyU7X970ZEJIvOen6PusBwSbJO61n/0wWk/ovVoem705rpEXseQGiS2CYQ7IPZWprLzguWHIybPrai7BK1gl9vwGDY4Ml97S+v0Mma67kZ2pqz+oQU2CwmDT8Zsmz5cr7v41SlzldNvlThR78l6i0bPlzn1hNpf/jo07rONnxe6ro0rRHPdm0aLu29lr2aSybNe5fk656969eh9qSunKvtvbi6sfIsZ0n9bTVIEqOpp7CWbAW9TolSery/XoaE5FmPerJljnbtLV3Qf9WsqPKPm3thZysIiuO6HmvQI+DWbJ3jb7wIiAyRE5k6DlhS4p0yPGFO0SX5B4NZMcefSejzdrEypZVafra61xdNi/bo6295JZVZLPGvws12yTJvnUHtbRlDTZLYFiQZB7Xc3Kf1CZeDuzIEl0atkvU+je9xeVNZfOS3draa3ZpHa2/kRp1S5ZtK/T9HUqsHSZpKYe0tBUYZRVTSKTYskv/PwhsDn1BL51f2JWJiIiIiIiIiKiMMJghIiIiIiIiIiojDGaIiIiIiIiIiMoIgxkiIiIiIiIiojLCYIaIiIiIiIiIqIwwmCEiIiIiIiIiKiMMZoiIiIiIiIiIygiDGSIiIiIiIiKiMlLugplmzZrJqlWrSvTc0aNHy2OPPeb3baL/MZlMcvDgQZ8OyTPPPCOxsbHSvn17HkIiIiIiIiKiihDMpKSkSLt27WTy5MnSoUMHCQoKkvvuu8+n5w4fPlzeeust5/W3335bateuLVFRUTJ48GDJyclx3nfkyBHp27evhIaGSqNGjWT+/Pk+tfHzzz+roCEsLEyqV68u11xzjaxbt855/4IFC6Rz584SHh4ucXFxql20ZXjxxRc97g9CD6wXz8WCoKmw7t27q3btdrvzNuzXkCFDpEaNGmpfu3btKuvXry9yX/C4iIgIOXbsmPO2sWPHqm0+V3v27JEPP/xQUlNTZeXKlV4fi+PXr18/iY6OlipVqshFF10k06ZNO6f2bTabtGjRQho3bnxO6yEiIiIiIiI6r4IZAyothg4dKnfddVeJnj937lx59dVXVeBy4MABycjIUKGI4cEHH1QBx9GjR2XcuHFy/fXXy4kTJ7yu8+uvv1ahxaOPPiqHDh2SnTt3yo033iizZs1S9y9atEiuuuoqufPOO1UYg8DhzJkzKkzJzs72abt37Nghp0+fVguCJlf79++XJUuWSGZmpgqAXEOIevXqyYoVK+T48eNqG/r37+9TewEBAfL666+LvyGYqVatmgpbvNm8ebMKYlq1aiXbtm1Tr8f48eNl5syZxW4Tx8Hw7rvvqpCKiIiIiIiIqDwrd8FMnTp1VMCAMOPaa6+V+Ph4n5/rWo3y22+/yaBBg6RBgwaqKubpp5+Wr776St2H0AMVGS+//LK6DyFG8+bNZcaMGR7XjQqVZ599Vl566SW1XlS0oJpn4MCBqssODBs2TO655x4VzISEhKjgB2EOwgaj7XPxzTffSJcuXeSGG26QSZMmOW9Hlc3zzz+vKmYsFos89NBDKjRyrYTxBCHT+++/7/Gxn332mVpv1apV5aOPPjrrtUKFUpMmTSQmJkYeeeQRdTvCo549e8rWrVvVcTKOjzs4nnitR44cqV5rVA2h4shoC2HNJZdcogIeHE/XsOqLL75Q7eB4I4SZOHGiuh2h2ccff6xej6Kg2gihnbEQERERERERndfBjD85HI4Cl9PS0uTkyZPqZB8n8qjoMKBiA92oPNmyZYt6vqdKFFTGoMvO1VdfXeD24OBg6dOnjyxcuNCnbW7btq0kJSWpypzCYQmCB4QyWH766SePVTjLly+XxMRE1S2oKOjGhS5db7zxxln34Xg8+eSTqvsWgp6lS5ee9Zjp06er29F16rvvvlOhzMUXX6yqiBo2bKhCMFQkeYLKn6KqexDaINz6/fff1TGYOnWq8z4cV3TJQrUTqpcAQRACHARWRRkzZox6L2BB8ENERERERESkU6UNZnr16qUqTFC1gXDA6K6DbkC4HhkZWeDxuI7bPTFCElSOuINgAFU17u5HSIJgoSiLFy+W3bt3y5o1a9R23nHHHc77NmzYoIISVBEhiEBFjrsKn/T0dLn33ntl1KhR4itU26BqBt2gXGGcn+uuu06N+YP2RowYcdZzMdgyAiBU1WC71q5dK8WB4+rpmEJycrKqmLFareoyqpVcAyIES7feequYzWYVgiGUwmuOx/kCVTU4ZlgQvBERERERERHpVGmDmd69e8sTTzwhl19+uarcQPcYnNwjJEH3msLdVnAdt3tiVJ94mpEIXXkQDri7H11rMBBwUVBpgjFf0KXnnXfeUeOs5ObmqvtQKdKtWzdJSEhQ7SAwce3OBKigQfUJKmBcQ52iYIBcHKfCVTMYm6dmzZrO666XDdgeA7qFeQu3PB1Xb7M8YVydAQMGqPAGVS3oOuVaSYRAyIBgDN2pMOgzukT5At3REMoZCxEREREREZFOlTaYAQQzGEwXlRDoqtS6dWs1BgsqL1Ah4RoIoNIDU3V7gsoMdHXxNFsQus1gtqbC9yMswXg3CFWKA+GL0QULy7fffivLli1TAQUWjF2D7kJGlQsGvkVXHmzja6+9JsWFqpn33nuvQNUMunrt3bvXed31sr9gfBlvMzA999xzKqhCFQxeM1TouHZRcw1gEK79/fffaoYnHCPMmLV9+3Z1GRVIREREREREROVNuQ1m8vPzVaiBwMH1sq+ysrJk06ZN6iQeJ/UYK+X//u//1H2ojMHMReiag8dhnBR0FcIJvbegBFNJ4zkISTCmDKpZpkyZ4hxDBdNbY9DZzz//XK0XFSfoZoNqmdtuu+2sfTOWvLw81U0J4RDuQ7coBBAY2BYVHejihK5QmOUJ3ZywYMwbDL6L7kZw9913qzYxIK6v1SKuMIAvxsLBYL8GdJvC+levXq3WjbFe/O2FF15QM2fhuGIf8Xr9+eefzkGcT5065ZxCHK+RMcCvO6ioQYWNcYw+/fRTqVu3rrqMrlhERERERERE5U25DWZQEYKTaYyVghNsXC5OMIAgAd19cEKP8Wbuv//+AoPMYkwVVICgK81TTz0lP/zwg+qO5A1ClgkTJsibb76puvAgGEF3oiuuuELdj6oYVH988sknKozBTE/o3oPgAeOfGIz9MRZ01UF3J0zZje40CElQ2YOQBdAGZn+qX7++s2IGC2aAQlCBcWnwWAQ42AfsMxYMxFvcqhkMjmzA9mPKcQxojH1FdzB/w75izBiEP9g/HDeEaOiO5Rrc4LigmxLCIk8QSLkeH0y5juOIyyUJq4iIiIiIiIhKm8nh2i+E6DyGKihjnKEe0beL1RRQ6m3WaR0nO35PFV2a9qgnG+dt19Zeyz6NZf3cbdraa9K1nmycr6+9eh1qS+pK/3fx8ySufowc23lST1sNouRo6ikRTX8h6nVKktTl+/U0JiLNetSTDXP0vVcu+LiVbGuyT1t7ITtay/IjxRvz61z0mJMhe9cc1tZeQO8GciLDrqWtpEiHHP/2H9EluUcD2bEnX1t7zdrEysaFu/S117m6bFi4U1t7yS2ryOZF+v7u1WyTJPvWeR47z5+swWYJDAuSzOM5WtpLahMvB3ZkiS4N2yXKptmbtbXX4vKmkrJI33uz2aV1ZMPcrdraa9QtWbat0Pd3KLF2mKSlHNLSVmCUVUwhkWLLLv2/CzZHnsw/+aW6jLE1fZkFlqhCV8wQEREREREREVV2FS6YGT9+vLOrjuvyyiuv+GX9GGfG3foXLVokFVF52J/Sfs2IiIiIiIiIKiqrVDBDhw5VS2mZMWOGVCblYX9K+zUjIiIiIiIiqqgqXMUMEREREREREVFlwWCGiIiIiIiIiKiMMJghIiIiIiIiIiojnC6byM102ff1Gi4B1sBSPzaBkRbJ1TejrQSHOyQz7ZS29kLjgiXzaLa29kKqBEnWMT3ThkJQTJDkpOdpa88SGSCObJOetkJF8k7micmkp73A2ADJO+XQ91mItkjmEX3vlbA64ZKtYRpPQ36zKnJSw3eYoWqdo5IXqmn/HHaxOkQcwXr+b8lyyC7ZX+mbIjgoMURyRd/0q8HBNsk+lKmtvZDEMMnK1PO9AoG2U5J9RN/+BYZbJfe0punOzQ4xBZhF8vQcT2u0VfLz9H2vBIU7JEvjb5aQ+BDJOqrv70Io2tP5myUhVHIzNL038X4JzJc8TZ8FU4CIw2ESsZf+ZyEvP1c+WjBeXeZ02XReD/5LpMO2v9LEim/5UlbnggTZve6E6NLowgTZsmSntvZa9mmktb2mPZK1tle/Y21JXbVPW3vxjRPk2G49P1Kr1AuXI5uOiWjKSup3qSE7Vx/R9165pJZsXbpLW3stY1rI1j/StLVXvVGibDiYoa29sLa5si9I0+tnF4nLD5CMYD2hb5UTYbJ3+UHRJblbPdm+W99noVmLaNm6Qt/3WPMrmsrWdfr2L7mayJYl+j7rNVtWlb3r9LxfrMFmCYoIlszjek7uk9rEy8Hd+v4zIrltvNa/6c176f3N0qJPI9m6bLe29hp2ayjbVu3X1l61OuGStumos1YGBAAAn9hJREFUlrYCI61iz3OITcN/gNgc+j4DdH5hVyYiIiIiIiIiojLCYIaIiIiIiIiIqIwwmCEiIiIiIiIiKiMMZoiIiIiIiIiIygiDGSIiIiIiIiKiMsJghoiIiIiIiIiojDCYISIiIiIiIiIqIwxmiIiIiIiIiIjKSIULZpo1ayarVq0q0XNHjx4tjz32mN+36Xzx4osvyn333efTYzdu3CgtWrSQ8PBwmTp1aqlvGxEREREREVFFVOGCmZSUFGnXrp0KCQICAtSJv7EUZfjw4fLWW2+ddTvCBpPJJAcPHnTe5rpeLLh/ypQpXgMj47Fms1lCQkKc15csWSKDBw+WoKAgdb1KlSoyYMAAOXDggPP5rvsTExMjPXr0kM2bNzvvX7dunfTr10+io6PV8y+66CKZNm2aum/FihXSsmVLdV9CQoLcfvvtcvr0aa/HYtGiRWqfhg0bVuD24OBg2bVrl5yr1157Tfr376+2A/96kp+fL2PGjJGGDRtKWFiY1K1bVx5++GE5evToObX/3Xffqf3Dv0RERERERETlVYULZlzdeeed6sTfWEri77//VtUdhbmud9myZSpo6dWrl9fAyHg8QoZZs2Y5r1988cXqMS+99JK6npqaKmfOnJGnnnrK7f6kpaVJ1apVVZgDCGgQxLRq1Uq2bdumQovx48fLzJkz1f0NGjRQ7Z08eVKFKna7XV555ZUi9z0yMlI++OADOXbsmPjbnj17VFhVlHvvvVe++OILmTBhgtr+1atXS1JSkqxcubJY7eXl5Tkv49iOHDnSp/aJiIiIiIiIylKFC2bq1KmjKkT80RXH4XDII488Im+++abX502aNEmuvvpqiYiIEH+IiopSVSRr1qxxez9CoJtvvlk2bNjgDHS6d++uwob4+HhVCdK5c2f56KOP1P1xcXEqzDD2Cffv3LmzyO2oVq2a9O3bV15//XW39x85ckQuv/xyFeB069ZNDh8+7LwPYQqCqvvvv1/djxDE2B88Z+HChSpYQgVQenq62/UjcPr888/l22+/lS5duqiKodjYWHn22WfliiuuUI9BwFS7dm3VRqdOnVTlkOt7AQFVo0aNpGnTps7b8RyEXDguRcnJyZGMjAznQkRERERERKRThQtmXKGbCk7k27RpIz/99FOxn//ll19K48aN5YILLvD4GAQdCA4GDRok/nLixAk17kq9evXc3o+Kj2+++UZVyMCCBQu8dgcyKlTQlQlByM8//ywPPfSQT9vy/PPPy/vvvy/Hjx8/674HH3xQVe4gkBk1apRMnDixwP0IX9DlCvuDrllPPvmkuh3VO6gSQniDCiAEUe7g+bVq1ZK2bdt63D4ELn/99Zfavp49e8ptt91W4H4cR3QVW79+vbq+detW1b6v+49uVNg+LNWrV/fpOURERERERERyvgczAwcOVBUXCA3GjRsnQ4YMUSfwvkIVBwYDxuLN4sWLJTMzU3r37n3O24zKFwQACJP2798v77zzToH70Z0H4QoCG2wfgiNAVyMEJN4g4EBXoEOHDsnQoUNVNYwvEEyhOqVw1QzGfkHAg+oTjDuDCp2rrrqqwGMwuO91110nFotFVfisXbtWisOX/br22mtVlZDValVjBKFixrXb2uOPP67G1cE2wqOPPqreD6i+8QXG2MGxxoIuZEREREREREQ6VdhgBpUUOKnHCTu61Nx0000yffr0YnVrwvgmOKkvqhsTQiBfT/S9GTFihAoANm3apMKeffv2Fbgf4ZIRrvzyyy9q7BjAYL+uAxN7g/1BV6LClSXevPDCC2dVzaAbE8aqMbpIQc2aNc9qyxAaGlrscX582a9PPvlEdZNCoIXXGxVMrmPi1KhRw3kZgyHj/dCnTx+ftwEDMqOblLEQERERERER6VRhg5nCMBNScaAbzdixY9XJvlG1gZmN5s2b53xMbm6uTJ482a/dmIwqlZdfflnNPoSgoSgYX8aYgckXCFR27NhRrO1BmPHGG284b0OVCo4pKnsMe/fuFX/CuDXoguVprB0MZPzEE0/I119/rQIrzGKFbXI9ZhhPx/U1RYWT8Zpi0GaMKYRjTURERERERFQeVdhgBtUxqD5BCIExWFDZYgwY64v58+ercUkQChjBAG4zZlACzHqESg104/E3VPig8uPXX3/1qaIF24aKG8zIhGDizz//dA5kjO3csmWLuh3hBcaNQehRHGjjvffeE5vNpq6jexLGtUGb2dnZasDlGTNmiD8hELrjjjvUsVi+fLlqGwGMMeMUKnAQvKCyBrMuYVu8BVnodoXjYLymF154oerWhO5OREREREREROVRhQ1mMDhu3bp1VXDy2GOPyccffywdO3b0+fk42TcqK4yKGVSJoGuLAWEPxk5xrcrwF3S5wYxQqNopSpMmTWTp0qVqKun69eur2YYw0C5mVAJ0fUL3JQz8i4GM0b0H02AXB9rAODoYW8bw7rvvqu5WOC4Yi8XflUOAmaXQ7QoLXksM5Iw227dvL82bN5d77rlHVTJhBia83oGBgR7XhVmzXF9TPBbr9NdsWkRERERERET+ZnL40peG6DyA2bAQbkGP2MFiNZ37uEJFqXNBguxed0J0aXRhgqT8+u807Dq07NNI1v22RVt7TXsky8b527S1V79jbUldVXCsqNIU3zhBju0+paWtKvXC5cimYyKa/kLU71JDdq4+ou+9ckkt2TBH33ulZb8WkvKHf7uDelP9/jay+mjxxv06Fx2uOi37gjS9fnaRuPwAyQjO1tJclb1hsvdO38Z584fkbvVk++48be01axEtKRo/C82vaCobNH7Wk6uJbF64XVt7NVtWlb3r9LxfrMFmCYoIlszjOVraS2oTLwc1vjeT28bLpt82amuvea9GsmGuvs9Ciz6NJGW+70MPnKuG3RrKtlX/G6KgtFWrEy5pm45qaSsw0ir2PIfYsu2l3pbNkScLMr9Vl1HdHxYWVupt0vmhwlbMEBERERERERFVdJUumMH4JKh6KLxg/BF/6Nevn9v1L1q0SMobjNviblsxi5VOmALc3Xa4dpsiIiIiIiIiOh9ZpZIZOnSoWkqLvwfALU2dOnUq9hTWpQED+hIRERERERHReVAxQ0RERERERERUUTCYISIiIiIiIiIqIwxmiIiIiIiIiIjKCKfLJnIzXfbdPYZLgDWw1I9NcJRJzuzL0PYahCeGyOmDWdrai6gaIqc0theeGCynD+mZQhdCYgMl63iutvYCIiySd1rPoNmBkRbJzbCJOExa2guLD5QzR/Udy4hqoXL6oJ4pZiGyTrScTtc097iIhFYNljPppT9tqCG4aoBkafvoOUQizGKz6xkmLyDEJmkN9Q3JF5/ukNyDAdraq3I6U7K3nNDWXmijKpJu07d/kccOy5l9p7S1FxwbLDknNX2XWUXMtRLFnm/R0lxwiE1ydus7lqFxAZJ1zKatvbAok2Ts17d/4VX1/iYLb5AgWRqHnrRmn5CcdD3Tq5sDHeLIN4lDw0+kvPw8+fzPd9RlTpdN/lTpBv8l8oed6w6J1VT6Pxxrt4iRHct3iy5NL2sgO1boa69ln0Za22vaI1lre/Xa15TUlXu1tVelXrQcS9UzmHZccrQc3X5SnQPrUL9LTdmxXN+xbNa7oezQ+Nq1rBYrqWsPaGuvcUQt2bnmiLb2arSrJrt36AqZHRJaN1xOpOtJgqrWtMgah77At31ghOw6oO/sqWOwRVL/1vjebFhVtu3Sd/LbIj9X69+Fmm1ryL51h7S0ZQ02S5ApQjJP6wlhk2oEStrqNNGlYecakvrPQW3tNe1UTet7pXmvhlrba1I9UVI3HNXWXmLwGdm/Qc9nITDKKvZch9iySj+ZyXfoCwvp/MKuTEREREREREREZYTBDBERERERERFRGWEwQ0RERERERERURhjMEBERERERERGVEQYzRERERERERERlhMEMEREREREREVEZYTBDRERERERERFRGKlUw06xZM1m1apXf17tnzx6Ji4uTyuS+++6TN954o0y3YfDgwTJ27Ngy3QYiIiIiIiKislSpgpmUlBRp166dTJ48WTp06CBBQUEqgHB16NAhufLKKyU+Pl6Cg4N9Wm+tWrXk6NGjBW5DoFCzZk2JiIiQ1q1by8mTJ72uo2vXrqq98PBw5zJixAjn/evXr5err75aYmJi1NKyZUsZN26c5ObmOkMM7I/r8zdt2uS2rX379klgYKAcPHiwwO35+fmSmJgoCxculA8//FCeeOIJKakvvvhCTCaTjBw5ssDtw4cPV7d/9913Uha8vfZERERERERE5U2lCmYMsbGxMnToULnrrrvOus9sNqtg5vPPPy/x+v/zn//IrFmzZOnSpZKRkSETJ070KeRBmHH69Gnn8tJLL6nbEbB06dJFWrVqJZs3b5YTJ07ITz/9pAIW13AFj3d9fpMmTdy2U6NGDbW+77//vsDtc+fOlYCAALn00kvFHxo0aCDffPON87rD4VBt1q9fX8rja09ERERERERU3lSqYKZOnTqyYsUK6d69u1x77bWqKqYw3IZKihYtWvi83l27djmDF1SdjB49Wj799FOpXbu2qg5p3ry5z9U37iBw6dmzp7z88suqosUIPRAAoVqnJG655ZYCoQng+k033aTCKdduRC+++KIMGjRIBVaRkZFqW1BZVBQEMKgY+vvvv9X1ZcuWqSoiBEOQnZ0t0dHR6vi5hkOoBjKkpaWpECkqKkoGDhyoAicjxMJ23H777aqN9u3by9atW53PW7NmjQqYsH4cox9//FHd7u21JyIiIiIiIipvKlUwowOqWLKyslQQgBClUaNGqlvQuUDXoquuukr86brrrpN169bJ9u3b1XVs89SpU1UA46kL0COPPCKHDx9W4cqDDz7oUztYnxEA4V/X9SOsGjBgQIFuTd9++60KhwyTJk1SAdT+/fslPT1dhUSuxwVdwI4dOyaXX365c914XK9eveS2226TI0eOyOrVqz1WDxUlJydHVT0ZCxEREREREZFODGaKyQgQduzYoSpB0OUIFS8IEYpy5513qgoPY/nhhx/U7Qgeqlat6nwcxn7B/aGhoc5KEEA7xnMvvvhir22hAqVv377O0GT69OkqcMF4OO6g+gRhB8IUVO5MmzZNbDZbkft0ww03qG3EWDh4DgKhwpU7CGOMEOTnn38uEMyguqVt27ZqzJznn39epkyZ4ryvbt26MmTIEDVeDsau2bhxo+zevVt++eUXady4sTqe6JqF6hhULZXEmDFj1LHCUr169RKtg4iIiIiIiKikGMwUU0hIiPoXA/fiMmaCuvXWW2XmzJlFPvezzz5TgwQbC7ruQJUqVQqMJYPZknA/uu+g65QBbRrPXbJkSZHtocLECEUKV7MUZnQ/gqSkJLHb7WcNeOwOqoYQkiA4ufDCC9XAxa66deum1oNxdHCMmjZtqrqcuWsXwdGBAwcKXDdgMN+EhAR1P6qW6tWrJ/4wbNgwFbRhQbcqIiIiIiIiIp0YzBRTw4YNVQWHKwx6ey4QXqCixd9QMYOxYubPny+zZ8+Wm2++2eNjEXa4VgVh7BxfpwjHehEmuVs/xrNBhQwCIiyFH+Pa7t69ewtUDrneh4ocdLPC/Qhsdu7cKf6AwAfj6hgLERERERERkU6VMphBlQkGnkVXHNfLBlxHt5rCl30RFhamuutgmmg8b8uWLWqclCuuuKLE24tKGAyK+8ILL6jwARA8FJ7uurgQIGFb77jjDlXN4lqpUtjixYtl3rx5ap8wzgum7rZarT61c/3116tqGE/j5KA709dffy2//fabs0rIgK5gGMgXg/6OGjVKdW0ypKamypdffil5eXmqyxEqc7APCJxQgTNhwgT1umKcmQ0bNvj02hMRERERERGVJ5UymEEIgG5GONHH7Em4jCDFgOs4yUcIgcsYwLc43nvvPTUuDCpKevfurcZGQdVLUTATEsZSMRZjSmcMXPvHH3+ogAIVOegO1L9/fzWGyrkOCoxQZM+ePV67MQECkbfeekvtE0Khd9991+c2MBZOnz59PM5MhXFtEGhh9qXCsyWhggYDDaP7FB7jOvgvjinG7sEU2BhXBgEYYDwYhDzoGoZuYAidEJD58toTERERERERlSe+lURUEMa0zB07dlQhiCfF7XqEKg1UXhgw+K7rILW+WLRokdf7MX23t+5MmD66JC655BK3+1t4fZiS2gg+fIHj6+kYu9tXBC+FuzEVtU8Wi0U9xt3jMGDw0qVLi7VdREREREREROVNpQpmqHxau3at/PXXX2pGJiIiIiIiIiKq5F2ZSgIz8rh2MzKW4nRz6tevn9t1FFUtU1LLly932x6mvfaH77//3u36jS5YvnjyySfV1N6vvvqq6vJERERERERERP/Dipn/ql69uhqA9lzMmDFDdOrUqdM5bzO4juvi6oYbblDLuXj99dfVUlzskkRERERERETnA1bMEBERERERERGVEQYzRERERERERERlhMEMEREREREREVEZYTBDRERERERERFRGTA6Hw1FWjROVJ2fOnFGzTsGQS4ZKgCWw1NsMjbXIqV0nRJeoGuGSvu/cB4z2VXTNCDm595S29qKSIiQ97Yy29sITguX04Wxt7QVGWiU3w6alraDYAMk9kSsOh0lLe+HVQuTMoRzRJbJ6qNbPQliX2nLEGqytvWonTsvp/Zna2gtJipDMU3YtbTnEIYGmPLFp+ugFR4hkHcvV916pFiKnckr/748hODlQ9kXo+3+62EiRg4H52tprOPeonNmWrq290ORqknVaz09rk8UhFrtN8vP0vH4h0SJZh/V9FsJjTZK+47i29mLrx0n6CX3vzcgos5zcm6GvverhcuqIvt8sQSH5knVMz991c4hJzKGR4sgv/d8sefm5MmHRWHUZk7CEhYWVept0fuCsTERu7E05KlZTQKkfm9qtYmX332naXoOmsQ20theV0Ejv/sUka22vXvuaWturUi9ajqWe1NJWXHKUHN2ejrNgLep3qSm7/zmgpzERaRZbT+tr1+iiBrL9iL6gJN5mkj0px7S1VzMiTHZv13eCERNil/Qjen7wJ9YNkUPrj4ou9cNqyJ49+o5lvYZVZVOmvkC7XdVIScnRt391Ttm0ftZrJSbIvh16/kPCEiASbMqXzHQ9gX31hmGStlHffyYlt64iu1fv19ZeVM142bNRXxDUtG2c7FlzUFt7DSPqam0vsXaYpKUc0tJWYJRVzFE2seWU/o8Wmz2v1Nug8xO7MhERERERERERlREGM0REREREREREZYTBDBERERERERFRGWEwQ0RERERERERURhjMEBERERERERGVEQYzRERERERERERlhMEMEREREREREVEZYTBDRERERERERHQ+BjPNmjWTVatWlei5o0ePlscee8zv23Q+2bVrlwQHB/v0WIfDIbfeeqtER0fL9ddfLzq9+OKLct9992ltk4iIiIiIiKjSBzMpKSnSrl07+fDDD6VevXoSGRkptWrVkjFjxhT53OHDh8tbb73lDBhMJpOEh4c7l0mTJhV4/NixY6VmzZoSEREhrVu3lpMnT3pdf9euXVVogXUhjOjbt6/s37//rMd1795dqlevLna7vcDtWVlZ8uyzz0rdunUlLCxM/Xv77bfL1q1b1f2LFi0Ss9lcYJux5OTkyOHDh2XgwIGSmJgosbGx0q9fP9mzZ0+Rx6ROnTpSu3Ztyc3Ndd6GQAPBxrlasmSJrFixQg4dOiQ//vij18cuXrxYunXrpo419qFXr17q+f6A9q+88kqJj4/3GiotX75cHV+87kRERERERETlVbnoytSnTx/5+++/JSMjQ/78808VqsyaNatY6wgKCpLTp087l0GDBjnv+89//qPWt3TpUtXGxIkTfaoU+eKLL9S6EAYgYHj66acL3I+gBoFDZmamLFiwoEB1yVVXXaXumzp1qmpz3bp1KqxYuHCh83ENGzYssM1YsB9nzpyRiy66SAVXBw8elAYNGsiQIUN8Og6nTp1S2+1vCIbq16+vts8bBE6XX365DBgwQPbu3StpaWnyxBNPyC+//OKX7UDYgmDm888/9/gYhGSPP/64Cv2IiIiIiIiIyrMyDWZQ4YEqDPyLqhQDql927tzpl+4t+fn5qtvTp59+qqpJsO7mzZv73IUHEEZcd911smnTpgK3f/PNN9KlSxe54YYbClTozJ49W5YtWyY//fSTtGrVSiwWi6oeGTx4sNx7771FtofqmkceeUTi4uIkMDBQHnjgAVm5cqVP24pAAvubl5fn9v5Ro0ZJQkKCOubTpk0rcB+Ozccff6zaR9vjxo1Tt2Pf7rrrLpk3b56q6nn//fc9tj9s2DC5++671fbjNcW+I3jDuhBYXXbZZc6KKGwjqpcmTJigruM1R2VSlSpVpFq1avLOO++ctX5UyuB1b9GihcdtwD506NBBmjRpUuTxQoUSgjNjISIiIiIiIjrvKmaMkAPhBboFZWdnqyCkONB9B89F+IKxZ1DFAvv27VPditD9BlUvjRo1Ul2nisN4Pk72XaHyBqEMFoQw2G5AVUz79u1Ve/6AkAfj8fiiZ8+ekpSU5LZqZubMmWrfsb41a9bIjBkz3Fa8bNiwQf2L8AvdxFB9hOchVEFVD4Iid1Dpg4qn/v37u70fwc9nn30mr7/+uqxfv15GjhypXjNUA9lsNhXKoMoFlUhbtmxRoVdxHT9+XHVx87X7FkKiqKgotWBbiIiIiIiIiM7LYObmm29W3XBwwn7LLbdIaGioz89Fdcdff/2lus5gfBOEDqjcAJzkp6eny44dO1TIgADlpZdeKtClyJM777xTVX1g7Ju5c+eqLjkGhBfoanTttdeq8WhCQkKcQcexY8ekatWqzsdi27AeBE/o4mTYtm2but1Y2rZte9Y2YJ8wVg1CDF+NGDHCbdUMwiVU7KBrFNrDegvDbRgTB1VFqErBfvrqxIkTqirGdd8LQ3CGbUPw9sEHH8gnn3yibkeggzAN245qJhzzCy64QIoLYw8hmIuJifHp8Xif4P2BBd2uiIiIiIiIiM7LYMaAQADBALrc+ArdaxBqoNsMTvwx4OvPP/+s7kNgAjjhx2VUnmB2IVSPFAXVHRgkGBUzOIHv0aOHumxUy2DMGHQLwrgnCBqM7kzoioOxYQwXXnihWg/GunEdmDc5OVndbiwYZ6dw9Qe6ASFsQLWKrzDYLroCffnllwVuP3DggBoA2eB62YD9MSAcQ4WMrxCGoCrGdd/dufHGG1VghpAK1T1GZRO6V+H5JfXPP/+oLl/oSlWcbmoIgYyFiIiIiIiI6LwOZozBW1HhUlIISlwH2MU4La5Q1VEcVqtVjQ+D8ABVMnj+t99+q7oEoToEy9dff60GGEaYgsAGAQEGDS4pBCJXXHGFXH311fLwww8X+/nuqmYQ1qACx+B62R8QqKG7V+GxawpD5RHCIzwO1U1GSISKpuK+Nq5+//13NesVwh68Jt9//70K+IoT1BARERERERGdd8EMQg1MEY2Tcpyov/feeyrc8BVCEHQLwvPRHQXVLZi5xwgLUM2CrkAY6BVjl6CyBaFHcYIibCO62GBgXHSXOnr0qJppCduLBetFxcfkyZOld+/e0rlzZ7nmmmtk7dq1agBijL+Cy75AVQ2ei+oehCslgW3AGDeYFcqA44CBcRF6oevO+PHjxd+wvWjj3XffVW1g3zFosNFtCuHVnDlz1Bg4GN8FgRfCI4zJgwod43XCQLyrV6922wbG8sFjCl++5557ZPv27c7XBBU5jz76qLz66qt+308iIiIiIiKiShPMIFjBeCYYgwXhAU6wfZlxyYCTcQx6iy5NqNho2rRpgdABQQ/GfcFYNAgsnn/+eZ+CH4QGWCcGhsXgtwhd0E0Jwc7AgQPV9NFGxQwWbDe6OKE7zvTp09WU16h4QRcZdNHCNrz99tvO9aO6A+t3XVJTU2X58uVqTJvvvvuuwH2Ysrq4VTOo4DFgcF3MrtSpUydp2bKlM7zyJxxXdBPDsULlCqp08FqgLXTXQvUKZsjCMcG24Li98sorqioJU2r/8ccf6jYM0ozj4A66pDVu3FgFMriMxwKCHdfXA/fhuLnO+EVERERERERUnpgc59J3hKgSQVUTghy4rModYjUFlHqbtVvFyo4F20SXppc1kI3ztmtrr2WfRrLuty3a2mvaI1k2Lih5N8jiqte+pqSu9G+XQG+q1IuWY6kntbQVlxwlR7eni2j6C1G/S01JXaFvAO5mPerJhjn6PnuNHrlEVh7/t7pPh042h2xdXLww/1zU7FhLdm/P0NZeTIhd0o/oOZ6JdUPk0Pqjokv9LjVk656Cg/eXpnp9q8pC8xlt7bWrFylLco5pa6/vtFOyfaa+z3qty1vLvh2ntLRlCRAJNuVLZrpNS3vVG4ZJ2oYTokty6yqyaabvk1Ccq5b9W8vGVYe1tde0bZxsmLNVW3sNL64r21bo+82SWDtM0lJKPqxDcQRGWcUcVUVsOaX/o8Vmz5N5hz9xDj2B3hlElaZihoiIiIiIiIjofFSugxl0gSnc1QcLur74Q79+/dyuf9GiRVJetWrVyu02owuULg899JDbbSg8CxQREREREREReWeVcmzo0KFqKS0zZsyQisbXAYRLEwb2xUJERERERERElbhihoiIiIiIiIioMmMwQ0RERERERERURhjMEBERERERERGVkXI9xgxRWalaN0ICLIGl3k5QhEWqN0sQXSzBZq3tSaBIUstq2pqzhJiketM4be0FRVu1Hs+Q2EAJDgvS01ZcoIRUTRBxmLS0F1wzRJLiqoou5tBcve+VvUek2R49U+iCpVUNSexQS1t7ISEOSUoK1tOYySGBjlwJDdLTXmi4SSRe3/9jWR05UiNez+ccwneckM5bj2hrr0pLh3Q7qud7BfLbVpfQ5vq+WzKrmMV0aaSexux2qfLHSYnK1vQ9nWSR/Cv1/c3LPmKTmqcba2vPHCxSrYam7zF8lZltUjU5Wlt7AfGhUr1TPW3thVmyxRKi53iaQ/CHNkzsttL/LOTl54rom1WdziMMZojcOLDthFhNAaV+bOqExklair5v9+hqkVrbi6sZq7W9qPhwre0Fh4foPZ71Y+TYzpN62kqOlhMZOSIOLc1JcGywpO07o++zUC9Q72tXJ17SUvSd/EY2qyNpe05oay+oRoik7Tytrb3o4DxJP5Stpa2E+no/56HVo+TAnlxt7cWGRcmBjcf0tde4phzYma6tveqtY2RXhr5QNCkuRHZk6nlvBtrtErwvUzIz8rW0lxAZKdvzckSXquYAObJd33slNj5U0rYc19ZedEw1vb+RGtaUA6n6PgtVY+xyYLOe75bASIs4QvLFllP6P1ps9rxSb4POT+zKRERERERERERURhjMEBERERERERGVEQYzRERERERERERlhMEMEREREREREVEZYTBDRERERERERFRGGMwQEREREREREZURBjNERERERERERBUtmGnWrJmsWrXKv1sjInv27JG4uDi/r5cKCg8Pl8OHD5fpYTGZTHLw4MEy3QYiIiIiIiKiChnMpKSkSLt27WTy5MnSoUMHCQoKkvvuu++sx82aNUsaNGggYWFhcvXVV8uJEye8rrdWrVpy9OhR5/URI0ZI06ZNxWw2y3fffXfW41esWCEdO3ZUQUONGjXkhx9+8Lju0aNHq8dhwfYGBAQ4r2PbHQ6HvPLKK1K7dm11G/597LHHnM+vU6eOhIaGqvuqV68ujz/+uOTn5zvvv+OOOyQ4OFhOnjxZoN2uXbtKRESEHDt2zHnb2LFjZfDgweqyzWaTa6+9VpKSktyGFU888YTUq1dPrePCCy+UxYsXez2Go0aNkiuvvPKs26dPn672Aft5+vRpSUhIkJLCPuE1QZBmwHpr1qypjkFZuffee6V+/frqOOK9QURERERERFSpuzLFxsbK0KFD5a677jrrPlRk3HzzzfKf//xHXUaw8OijjxZr/cnJyfL2229L+/btz7rvwIEDKtB4/vnnVRiydu1aueCCCzyua/jw4SqQwPLSSy/JoEGDnNc//PBD+fLLL+Wnn35SwQduW7JkyVnrW7Bggbpv0aJF8u2338onn3yibs/OzpYpU6ao4AZhVWEIgV5//XWP23bJJZeo57sTFRUlc+bMkfT0dHnmmWekf//+curUKY/rwn7NnTu3QMAF33zzjXo9EFr4AwI3HAPD77//LiEhIVKW2rRpI59//rkK6YiIiIiIiIgqbTCDygtUJHTv3l2FI/Hx8Wc95ueff1bVLJdffrmqmEEY8uOPP0pOTo7H9e7atatAxcUtt9wiPXv2dFuF8eabb6qqk759+4rVapUqVaqoaomSQtcsrAuVMkb1zq233ur2sQ0bNpSLL75YNmzYoK7PmDFDhVRPPfWUTJo06azHI5B6//33C1TNGLDtuB/Hyh1UDSEEQYXK9ddfr8KPrVu3en1tEGThWBsQJmEbEdqAa2UOHj9u3DjVBl7HF198UXyBkAdhjwH7jdtcr3fr1q3Ac9D+G2+84byOCieEKKgW+uijjwpU5CBwa9mypTquDzzwgKosMrzzzjsqtIuMjFT7ahxXVD5deumlYrFYfNoHIiIiIiIioko7+O/GjRulRYsWzusITRBCpKam+mX9CFIQMGC8m2rVqqkQpaiuUt6gS9bHH3+sgoO///5b7Ha7x8du3rxZVdS0atVKXZ84caIMHDhQbrzxRlVxs2/fvgKPb9SokQp9XEOJkkBwdfz4cRWieIMAxDU0mTp1qgoycKzcQbXO8uXL5c8//5TPPvtMfvnllyK3pXHjxioAQTiVm5srM2fOlGuuucZ5/4ABA9RxTEtLU9czMzPVem+44QbnY1DZg2OJblaovFq/fr3zPmw/tnvLli2ybNkyVdVkBD4IZnAfKqVwe2BgoJQEQsKMjAznQkRERERERFRpghlUaaCiwRWu43Z/2L9/vzpJR2XO9u3bVUWF65gwxXXbbbfJq6++qkKCLl26qLAH3WJcoXonOjparrjiChkyZIjceeedKij57bffVOCAsWDatm1boIuPARUgqJrB40siLy9Pbr/9dnn66adV9yZvEBIhuNq9e7e6juNkVMu4g+OGahlsP8Zp8dStqjBUyGDdCGU6d+5c4PVGt66rrrpKvv/+e3UdFTs4NqiOMQwbNkyN2YMuY6gGQlcyA44ttgfbhUokY5u++OIL1S0NIROqiLBOdJMriTFjxqhjiQXjBhERERERERFVmmAGJ9yFqxBwHbf7A7r0IBxBtyJ0lULwgYDgXCD4wPgxqMRAF6K7775bDXTsWuGB+1D1g5N6BAPojoNuTwgIAAGNu+5MqDBBt66SVM1gYF1028KAvb50NUL3n969e6uA6MiRI2psnJtuusnj413HZMEAvhi/xxdYJ4IXT8EPuqIZgzYbY9z42q6n+1CNhMDGHxAMYeweLEZlDxEREREREVGlCGYwm5Jr1xSEGahq8ddJdfPmzc8KL/wFszZhXJOYmBjZtGmT18cilNi7d69UrVpVLZj9CQMRuwY6BoRH7733XrGrZh5++GEVHKDLFMIgXyAUQRiC4AjVLN4GxHXtemXsiy9Q/YIxeRD8oIqosMsuu0zN3LR69Wr1mOuuu87ndj3dh5Bm586d4q/XGVU+xkJERERERERUoYIZTBeNGYkQuLheNsYYwQDBs2fPVuOLoAIF3VVwMlyc7jtYJ8Z7cb0MqCCZMGGCCnyysrJUBQvGcSkpzMqELklnzpxR+4IQBBU+mOnH25gvGP8EMxKtWbNGLRhbp0ePHm6rZpo0aSJ9+vRR47gUHusE+1b4MuC4/fHHHzJt2rRiHbt+/fqprkzjx4/32o0JMGYLZnFC4IFxdjCgs6/weBw3d+O8YAwaVBBh/B8MFI2gyxUGHUbXtn/++UfNZuU6Rg26keH4ouIHVUbGNuF1R/iFwAxhHMaxMWapwlg3OHa43fUyERERERERUaUMZr7++mvVpWjUqFHy6aefqssjR45U96HbDcIJVJ7ExcWp7iKY+ro40JUI68RAuxgDBpcxuK4x3svjjz+uxoNBNQgCG8zUVFIYpwQzR6EKBF2BsC5Um3ib6QkVKZjqGgMHGxUzWO6//351n7tQwJjeu/DgwMZU05glyXXa6ZdfflmFEBgDBd3AsLgLfQrDTFYIMw4dOnRWpUphCNEwK1S7du1U8IFQx1cYVBjP81a5g+0v3I3JqKhBFy9U2yBYwyxMrt2kMEYNuqph5iXMuARYz4MPPqhCOFS54P2F0A569eqljh2qdDA7Ey4b4+wQERERERERlTcmB8sJznsIgjAOjKfpus8VxoZB8ITpuTEgsC8wXTaCGMxypQsqpYzxj3pE3SZWU0Cpt1mnTZzsWLRDdGl6WQPZOG+7tvZa9mks6+du09Zek671ZON8fe3V61BbUlfu1dZeXP0YObbzpJ62kqPlREaAiKaCs7rtq8qOff9WW+rQtF6gbPjxb23ttezbTDYs8M+MhL5oPLCdbEop+SyFxVW3Rojs3qLnvQnRwXmSfuh/laWlKaF+iKQt3SW6JPdMlp17PM8K6W/NmkfJht8262vvmtayYW3JJkEoieoDaso/R/6tqtUhqV6IbDuTpaWtQLtdGk0/JpkZ+VraS2gdKUs6/e8/DkvbRRkBcuQTfX/Tm3WqJhvm6/uebtqxmqyfvUVbe00GXCDb1h7V1l7VGLsc2HxMS1uBkRZxhESILaf0f7TY7Hkyb//76jKq/jHOKVG5H2OGyKhiQncmX0MZIiIiIiIiovNFmQQzGMTW6JLjuqCqwh8wS5C79d91111SmTz00ENu9xNj5fgDujO5Wz9mrfJVYmKiGhsH3beIiIiIiIiIqCCrlAGMlYLSr9KC6gwsld27776rlnOFAXbdmTFjxjmvGwP3lkRxwh8iIiIiIiKiiopdmYiIiIiIiIiIygiDGSIiIiIiIiKiMsJghoiIiIiIiIiojDCYISIiIiIiIiI6nwb/JSrv4mqGidUcUOrtBIRZJL5+jOhiDhSt7TkCHBJXN6rS7l9gpEUSkvW1F1olWEyi53iGxQeLOHLE5HBoac+ae1riMktvUPjCTDlRWt8rUiVU4ro20dacPcYikc0itbVnDjZLdECsptYcEnH0uASYgrS0FhqBz3kV0SUg1CJx1fXsGziCROIbxmlrL6eqRaxx+tqLSEmTZhuPamsvMLShWDL1/Ly2iF3OPBwrWQEmLe1lZZukus0iuliPZ0tMSI629hz2HK2/WSTQIfH1o7U1Z847LVVCc7W1FxRmldiqgVrasoZZRCwOseeV/m8Wm90hsr/Um6HzEIMZIjeO7soQq6n0g5nwmCA5suOEttcgvm4Vre1VS06UIztOamsvvrbe/YuMj9S6f7H5UXIsVU97DrNDjqVm4BxYi8jECDmqad8goVa03s9CJ6scPXhGW3vRjarI4WP62ouKC5YjR3T94LeLHMmS9INZWlqzBIXLEY3vzei6cXI0Tc++QWJ8sBzdfUpbexHmADlwOlNbe/WyHFq/W2JyzXLoZLaWtqxmu2RabJJusmtpL8QSJPty8kSXuiazHNlxXFt7VZtUl6O7M7S1l5AYpvU3RJU6ier3rS4Wh779C4yyiskaLLbs0v8s2Bz6PgN0fmFXJiIiIiIiIiKiMsJghoiIiIiIiIiojDCYISIiIiIiIiIqIwxmiIiIiIiIiIjKCIMZIiIiIiIiIqIywmCGiIiIiIiIiKiMMJghIiIiIiIiIiojDGaIiIiIiIiIiMpIuQtmmjVrJqtWrSrRc0ePHi2PPfaY37epsho8eLCMHTvWp8cuWbJE6tevL+Hh4fLPP/+ITiaTSQ4ePKi1TSIiIiIiIqLzMphJSUmRdu3aOa+np6dL1apVpU+fPkU+d/jw4fLWW2+py7t27VIn9AgSjGXSpElnPWf58uViNpt9Cii6du2qHrtnzx7nbQ6HQ2rWrCnBwcEFHvvzzz9L+/btJSwsTKpXry7XXHONrFu3rsBj3O3bokWLVBvY3oiICGnZsqX88ssvRW7bF198ofb3o48+ct6GMAO3+cOIESPU8T19+rS0adPG4+OysrJk6NChUrt2bbUPDRs2lOeee07OnDnjl+14//33pXXr1mK1Wr2+ZjimhV8TIiIiIiIiovKm3AUz7gKBBg0alOi5QUFBKkgwlkGDBhW43263y+OPP14gCCoKtuXbb791Xv/9998lJCSkwGO+/vprVY3y6KOPyqFDh2Tnzp1y4403yqxZs3zaN4QZ2F4ENw8++KB67smTJ4vctpiYGFU1lJeXJ/6GMArVTN4gpLr66qtl8eLFMmPGDMnIyFDHB2HNjh07/LIdCLlGjhwpV111lcfHTJ06VR0/IiIiIiIiovKu3AUzderUkRUrVqjLGzZskGXLlskdd9zh03NffPFFue+++3xu6+OPP5YOHTpIkyZNfH7OzTffLN98843zOqpwcJtr2PPss8/KSy+9pIIgVI0gIBo4cKA888wzzsf5sm+onLn11ltVtcm2bduK3DZU6KB6Z8KECW7vRzjSuXNnVYmDCp7MzMwCx+62226T66+/Xt3fsWNH2b17t7oPgUxqaqp0795datSo4bH9OXPmyNKlS+Wnn35SlT7Y/mrVqsnrr7+urqMaKCkpSY4fP64e/+OPP0qjRo1UcAPvvPOOJCcnS2RkpNqXY8eOndVG//795corr1SPcSc7O1tV6PjaRSsnJ0cFSMZCREREREREdF4HM64eeeQRdVKPE/ySyM3NVRUW6FaDsWdcgwiEA+j2hECiOBo3biwWi0UFK1j/zJkzVchh2LJli6SlpakA4Vz3LT8/X7766ivVbadWrVo+bR+qcDxVzSBA6tGjhwo8EMKgu5UrBCrYrhMnTqiqnZdfftnZvQztL1iwQPbt2+exbdyPQAXH3FNXsGuvvVYeeughOXLkiDz88MOqCxYqjhBwIZhBtQuqgz788EMJDAyU4kIggwojbwGSqzFjxkhUVJRaPG03ERERERER0XkXzHz33XeSkJAgF198cYmeHxcXJ3/99Zfs3btXda1Zs2aNDBs2zHk/xktBWIPuP8WFgANBAkIZVKC4Vm8YVR4YO6ak+4bqmOjoaBVYIChBBUxiYqJP29azZ09VlYLAwxWqXxAmPf/88yrwQHCEaiFXvXr1UtuEIAjhxtq1a6U4sO/e9tsITjC4M0IaVAN16tRJ3Y7txWuC6hyEVW3btlWVO8WBcYV++OEHeeqpp3x+Dt4T6DKGBYEaERERERERkZzvwQwqRVD58eqrr5Z4HehChJN7VLegYgaBgFEhglmFVq5cKXfffXeJ1n3TTTfJ999/r8KZwuPWVKlSRf3raRYhdEsqat/QnQdVI1huuOEG+eOPP4q1fe6qZg4cOKDCINcqFHR7coX7DaGhocUepwX7XtTsSVgvQp9Nmzap0MmASpx69erJucB4Qa+88kqxBv1FNzMEa8ZCREREREREJOd7MIMwBQPmYlBeVGBgEN2FCxcWOfisN65dhjAg7datW1VlCdaPkGXUqFE+BzV4HsIedN254oorCtyHMVPQJWbatGkeq2F83TeEGO+++66qAvn777993ldUvmBsly+//NJ5G64fPnxYdb8yoJrInzAGDQIvhECeYP8/+OADNZbNk08+WSAkwnE5FxjDBoMl47ji+GL8GFxG9zIiIiIiIiKi8qhcBjM2m03NAoTuR1gw1kmXLl1UgOErBAQIATBTELqooMsKBo2Fe+65R7Zv3+5cP2b4QUBSnAodDBz822+/nTUOijH1NqpWMHsTKmQQhkyZMkXGjRsnzZs3L9a+YewTBEaogCkOtP/mm286ryNIatq0qbOSZvr06eoY+RMCIezLddddJ+vXr1cDIWNWKkyfjanCcf3222+X//u//1Ndl7D/CJ0As1hh21BJg9cMQdSpU6fcvjcwwC+qqlwvAwIY47iimxmqYXC5fv36ft1PIiIiIiIiokodzGCME1Q6GAvCCQQgrl1tioLgBeOtoEsTxlJBKDF+/HhnJYrr+jGWCx6HcV18he5GnqbZxtgpGBcGwQi2GTNNodsTqmtKsm8YJPfXX39VVT6+6t27txrA1xVmk5o9e7bExsaqYGTAgAHiTyaTSVUKYdydvn37qq5BF110kQpIMC34a6+9pqqhEILhmOMYYd9QyYNxe1DtYjzvgQcecDuAMabKxnMnTpyoxsvBZUxPDjiGxnGNj49Xt+EyjjkRERERERFReWRyoDyBiFR1EwI66BE+SKymgFI/KnXaxsuOxefWhas4ml7WQDbO266tvZZ9Gsu62b4Hiueqaff6snF+0VPL+0v9jrUldZXnmcr8LbZOlBxLPamlrbhktJUhoukvRP3ONSV1pfcxqvypadc6smH2Zm3ttbylk2xISdfWXoNLk2T9dn3tJccFy65dxRuXrOTsEn/kqKQfzNLSWmLDcElbpW9w+OQeDSR1t01be81axUjKvB3a2qt7dxtZcfx/s2SWti5pGbJ1vr79i7mno+w8mq2lLavZLpk9bZJusWtpr2FukGzO1HfacPEBkxwcuUJbey2ubC4bl+3X1l7T9tVkvca/Q417NJJtf+r7zZJYO0zSUg5raSswyioma7DYskv/s2Bz5Mn805PUZYzHGRYWVupt0vmhXFbMEBERERERERGdDypcMIPuSKhqKLxgNh5/6Nevn9v1Y2DZsoZBit1t21133aVtGzBej7ttwKDHRERERERERFQ8FW7wDQwki6W0zJgxQ8orTJ2NpSxhxqniTqNNRERERERERJWkYoaIiIiIiIiIqLJgMENEREREREREVEYqXFcmIm2RpUlTO7rjUY3tOTClj9b9M+ltz6y3PZPG9wvaMllM4rBrmoFD92fBpPu9adf82bOLGW3qYkJbetoz4bWzaHy/aP6cq789WtvT+94U3e9N0Pk9rXH/zOIQs90uZvX5K32m/Hwx63zp8OenUn/2Knl7On+zWExi0vV3gfMZUylhMEPkRnikRaxmfMOXLrPFIZGJGqfZs2puL0AkOilSW3PmsACJrpegr70gk0TEh2prLzjSKpEJIVraCooKlKhaVcTh0PMLxBIeKJHV9b1XTFbR+1k4dUoiTx7V1lzgyUiJz8zV1p45JFTCEoK1tGUSh4QERYs9JFxLe0FxFomI07NvYLLmS0RE6f/9MTjMDolI1Pc9FnIgU+qm6hurzlLFJJFJUdraizyeI0lH87S0ZbbYJejdY5J9Ss/06jGNoiQ/qYroEhoVICE3dtLWXmZymGQ10/dese09rfU3UmbbRLE1jNXWXuA/u7T9ZgmIsIo5KkZsOaX/m8WWnyeyodSbofMQgxkiN04dzBKLqfR/WMXWjJKMA2f0vQbNTFrbM9ksknEwU2N7Jjl1KEtbe1WqhGg9ngHBFm3tBUYESMahfG3/MxRfO0pOHdL3XnEkx+r9LOSbte6f5Fsl44SekzUIt5kl/VS+ptbsEpKeL6eO6QmeQsIDtb5XEnNE276BqW6knDqcra89h0VOHde3f/bIYK1/FyJyTJJxUs9nz2q1i+1ojmSe1HM8w5LC5USmvpKZmlFWOXlK3/dmNWuAHNfYntj1/kYKNwXIiWx9n72kUzZ9v1kyrWLODdUTzNj1BK90/uEYM0REREREREREZYTBDBERERERERFRGWEwQ0RERERERERURhjMEBERERERERGVEQYzRERERERERERlhMEMEREREREREVEZYTBDRERERERERFRGKlww06xZM1m1alWJnjt69Gh57LHH/L5NFVF4eLgcPny4TLfBZDLJwYMHy3QbiIiIiIiIiMpShQtmUlJSpF27dnL06FEZOHCgxMbGSq1atWTSpElFPnf48OHy1ltvqcvLly+Xbt26SUxMjFSrVk0eeughyc3NVffl5OTIkCFDpEaNGhIVFSVdu3aV9evXFxkYIezAYjabJSQkxHl9yZIl6jEvv/yyCiM2bdp01vM/+eQTadGihYSFhan9uf3222XXrl3qvhEjRkjNmjUlMjJSkpOTZcKECV63ZdSoUXLllVeedfv06dOlTp064nA45PTp05KQkCAlhWOC/dyzZ4/zNqwX2xkcHCxl5d5775X69eur47xixYoy2w4iIiIiIiKiShnMGB599FEVfhw4cEBmzZolTzzxhGzcuNHn56enp6t17Nu3TzZs2CDr1q2TcePGqftsNpvUq1dPndgfP35crrrqKunfv3+RgRHCDiwNGzZU22Rcv/jii9VjEB4hCCocIo0cOVJeeOEF1f6xY8fUfnTp0kUWLFig7r/llltk8+bNkpGRITNnzpT/+7//U+15MmjQIJk7d64Kr1x98803cvPNN6vQwh8aNGgg3377rfP677//rl6TstSmTRv5/PPPVahGREREREREVN5VuGAGFR8ITH777Td59tlnJSgoSFWrIDgpqmrmxRdflPvuu09d7tOnj3oOKlSqVKkit956q6xcuVLdh9uef/55dXJvsVhUNc3OnTtVaFJS6H6FEGj8+PEqIDGcPHlSdbH64IMP5IorrlDVJqiyueeee+SOO+5Qj0GVDLbJYLfbZffu3V6PUfv27eXHH3903oaAaMaMGSq0KdyNCI9HKISgJT4+Xh0nXyDkcd0XHH/c5nodVUmu0P4bb7zhvP7DDz+o45yUlCQfffRRgYocvAYtW7ZUVVEPPPCACswM77zzjjouqCLCvhqvDV7fSy+9VL1uREREREREROVdhQtmXKHrjOtlb1UkRVm2bJkKeNxBt6fExEQV4JTUxIkTVfeiG2+8UQUiaM9YN7pQuet65Grs2LEqnEE1Tu3ataV79+5eH48AxDU0mTp1qgoyPO3jlClT1Lb8+eef8tlnn8kvv/xS5D41btxYBSCoOMI+oJrnmmuucd4/YMAA+fvvvyUtLU1dz8zMVOu94YYbnI9BZQ+qgdDNaujQoQW6jGH7sd1btmxRx+vDDz90Bj4IZnAfgi3cHhgYKCWBbmuoRDIWIiIiIiIiIp0qbDDTq1cvVeWRlZWlTuZ/+ukndeJfEuh2hOXxxx932+UJ45Zg3JaSys/Pl++//14FEqiG6du3r7O6B5UecXFxYrVava4D1UGoekG1ELpWFfV4jL+DKh2jsgbtGdUy7mBQZFTLoAsX9hdBjS9QIYN1I5Tp3LmzqmAxhIaGqm3FvgMqdtq2bauqYwzDhg1Tx+SCCy6Q66+/Xr2OhjvvvFNtD7brqaeecm7TF198ocYLQsiEcW6wzoiICCmJMWPGqHGEsFSvXr1E6yAiIiIiIiI674IZVEwgiEH1CLr83HTTTQVO+H2F8AID/aL6AlUxrrKzs1V3JwQpRreikkBVCLYVXZUAAQ268OTl5akqHIwF49pNxxN0P+rQoYMaVwdVLd6g+0/v3r3VGDBHjhxR49XgGHniOiYLBvBFG77AOhG8eAp+MD7Od999V2CMG1/b9XQfuoQhsPEHBEMI37AYlT1EREREREREulTYYAZVFBhDBVM+I1w5ceKEXHjhhcVaB2ZHQkUHBovt2LFjgfsQlKDbEaooXnvttXPaVoQWqOzBWC5Vq1aV+++/X4Uxc+bMkU6dOklAQID8+uuvPq8PY8zs2LGjyMchFEEYghAI1SzeBsRF2GHYu3ev2k5fIAxDOIbgxwieXF122WVq5qbVq1erx1x33XU+t+vpPoQ0GPPHHzBGEap8jIWIiIiIiIhIpwobzCCYQBiDqhNUZGBKalS++Aon+qgowdgt7gKFu+++W4Up6DZzLrMYoVIG1TioKlmzZo1a0PVq8ODBKrCJjo5WsyxhcFsMaIwxT/CcTz/9VAVGgMsYSwWBDGY+wvMwOG5R+vXrp7oyYcBhb92YjAokhEUIPD7++GO59tprfd5HPB7b7m6cF4xBgwohDK6McXEwK5UrdEdDF61//vlHJk+eXGCMGuw/pgxHxQ8GDDa2CccOAyYjWMPYQhjH5tSpU+o+jHWDSifc7nqZiIiIiIiIqDyqsMEMBqnF4LMINjCjESpOMKaJr3DSj4qMBx98UI1xgsUYGBdhBgKZxYsXqyDBuB/hT3EhlElISFAD4aLiw1gw09O0adNUKPHcc8/JiBEj5Omnn1btNWrUSLXVo0cPtQ6M31K/fn01DgoCnFdffdVtmFQYZnhCmHHo0KGzKlUKw/ahaqhdu3Yq+ECo4ysMKozneavcQYhSuBuTUVGD1xH7g/FeMAuTazcpVDRhwGPMvGTMqIX14HVDFzNUueCYIKAzxh7ClN2o0sHsTLjsbQYrIiIiIiIiorLkfQTZcggVFIAQwd2Jvjeu00AjCMHiDrrmnEuVBWYZMmAb3W0nBrs9c+aM8zqmx8bijuuAuMWFAMqovHFVeP8QYjzzzDM+r3fRokVub0d3LVSpFO7uhMF5C4c9xjY8/PDDbteFoOyVV17xOFgxFl+3i4iIiIiIiKg8qrAVM1QxoPvVm2++qbozFaeiiYiIiIiIiOh8UOmCGYynYnQ9cl08VV4UF6o+3K2/LCo10B3K3bZ8+eWX5WZfMdMVumw9//zzftkmIiIiIiIiosqkwnVlKsrQoUPVUlpmzJgh5cW7776rFn91DyuNfcXAvSXBLklERERERER0Pqh0FTNERERERERERBUFgxkiIiIiIiIiojLCYIaIiIiIiIiIqIxUujFmiPwhIMoiVlPpfzwsQSKBUfo+hqYAve1JgF1zeyKBkRZtzZmC9R7PgHCLtvYCQs0SFIlp7bU0J6Ygk9bXTr1XNL52Dove96ZY8iUwRF9zZrNNggPtehoz2SUgRCQwTE9zAZq/p82B+vYNHHivhGv8fzq0p3GSRhP+DkXo2z9LQL4EBuv5LFgD8HfBLIH5evbPEmySEIumzznakzx93yv47OXnSajoa89ksen9DWjKkxCzxtcv1Kxt/4IiA8QUZhZzQOn/aDHbWddApYPBDJE7+NVvDij9Y2MJEHuOQ9/05Xl2re05bA6x5+j7EWDLzJa8Y6e0teeoEyWOPJ2vn0nsuXrayjdZ5PSF9bUFM7lxZrGvPynaOMxaPwtiNosdSawmjuOnxbHzoLb2AmIDJWDrCS1tmUwmsScGSX6untfPni96P+d2kXyNP88cdpPk5+r7ns6JCJb0OtHa2svPOCl5RzO0tSf7j4tsPa6lKUeQSfLteWI7kaOlPTkVLuEnzuhpS0QCz9gkYN4mbe2FSCOJX3tUW3u5AxrK8Sv0pZTBtSxyJEHfd1nD9fgeC9TSlsNhFfuZHMnPyi/1tvCZIyoNDGaI3LDhB7/JoeUHsS279P+IGExi1tuewyK2bI3/26X5eEq+aN0/nDzpai8/xyF5Nlwyafu/UbSpj+7Pglnr/qE9m84QNh8n99pak/xcfe3hN7jOz7kp3yw2jUGJSfNnz2SyiC1f1/eKerto/aw7bCZtnz2HwyEmu76/C/Y8h9hsJr3fYzo/ew58r+j7LJjNFsmz6zueDotVcs362tP53WkOtIvDZtfy2bPp+h8rOu+wFouIiIiIiIiIqIwwmCEiIiIiIiIiKiMMZoiIiIiIiIiIygiDGSIiIiIiIiKiMsJghoiIiIiIiIiojDCYISIiIiIiIqLzTnh4uBw+fLisN4PBDBEREREREVFFVKdOHYmMjJSsrCznbRkZGRISEiKNGzcu022rCE6fPi0JCQnnVzDTrFkzWbVqVYmeO3r0aHnsscf8vk3noyVLlsgFF1xQptuwaNEiflEQERERERGdo6pVq8r06dOd13/66SepWbNmpTuueXl5UllpDWZSUlKkXbt26vIvv/wiLVq0kLCwMKlXr54KC7wZPny4vPXWW2fdft9994nJZJKDBw+edd/y5cvFbDbL2LFjfdq+adOmSadOndQ2JSYmyiWXXCI//vhjgTQyNDRUlTtVr15dHn/8ccnPzy/yPnj//feldevWYrVavW5Pnz59JDg4uMBtCxYskFatWql1X3rppbJr1y6v+9GzZ0957bXXzrr9iSeekNtvv10uvvhiWb16tZwLHPMGDRoUuG3btm3qduxDWTh06JBceeWVEh8ff9YxJCIiIiIiqoxuuukmmTRpkvM6Lt98880FHrNnzx7p27evVKlSRZo0aSK//fab875PPvlEkpOTJSIiQlq2bKn+E93QtWtXefnll+XCCy9UlTloKzc31+12oGrnoYceUufDNWrUkHHjxqnbjx49KtWqVZOlS5eq6zt37pS4uDjZtGmTum4ymeSdd95Rz0lKSpKPPvqoQPsvvPCCtG3bVm0f/P7776rQIDo6Wt2/Y8cOZ/vYvpiYGHVfly5dvN5utG1kCThGOJfF41BUMmPGjBIdhwozxsw///yjXjAc8FOnTqlQBuFMcf3999+yceNGt/fZ7XYVjhhBUFG+/vprGTx4sNouvDAHDhxQb6R58+adFZKg3Alv1m+//Va9iQvfh/354Ycf5PPPP3fehzfnyJEj5aqrrvK4DVOnTlXPd4U38XXXXSdjxoyR9PR0FTzgTeDNLbfcUuCDaRyP77//XgYNGiT+gtDrzz//dF5Hm/hAlxVsD46P63EnIiIiIiKqzPAf8zg3Pn78uDqXxX+Yo8jA9VywX79+csUVV6j/zMb5Es4ZjUAC56rz589X55sPP/yw3HjjjZKTk+N8PooVUIWD4GLdunXqvNKdp556Sq1j69atsnLlSvnqq69UuIEQ5r333pMhQ4ao89077rhDhg4dqgIiw9y5c2Xz5s2q8gf3rV+/3nnfd999J5MnT5aTJ0+qbbj++uvl7bfflmPHjsm1114rN9xwgzgcDvnyyy/lzJkzkpaWps6jjYIIT7cXhv1GMQWOy7vvvqvOnREiFfc4lPtgBlUlK1asUCHD//3f/0nnzp3VyTRSMSzevPjii6o6xoAD/8gjj8ibb77p9vEff/yxdOjQocCL7QneqM8884xKwHDwkcRhu1A945rWuWrYsKGqPNmwYcNZ99WvX1+lcGvWrHHe1r9/fxUaIF1zJzs7W5577rmz3iSo+kHYgQ+RxWKRJ598Uq0XHzZPrrnmGtmyZYszgQQESajg6dGjR4FuRKi+QXUJEkpUmtStW7dAGVxxklkEVa6h0d133y0vvfRSgdcMJXX40jA8++yzKrVEIon3hsFbaooP1QMPPKBuR5p56623qtux/XiPoBLLV/jCQR9MYyEiIiIiIqpI0CsD55sIDhBiILjA+awBIQm6AT344IPqsTjPRQXIrFmz1P2opKlVq5Z6Ds7hcC7mer6J23A/ztvw2LVr1561DTjXmzBhgrz++uvOXiT333+/ClSMc1QUTeAcHRUsOK91NWzYMPU8VMJg+xGAuLaPQg6ct37zzTeqcOGiiy5S58cIknbv3q3OawMCAuTIkSOSmpqq9hPn6+DpdlcIW7BfOH8NCgqSbt26qX01tt/X41ChKmYwzgwODAIMnKgjYEEwURxIvRAuuBsrBUkhuj0hzPEFQgxUyHirZikMaR4qY9DFqDC8iVGmVZwqIAQySOgQRLh7k7vrFuYJgiXsC960BlzG+vHmLQwlWFjf3r175YMPPlDhFF6fogwcOFB+/vlnFfjgNUUSimDHgBQWYY0BxwvdxFCGBtu3b1fdvzAKNqqbkHa6loN5Sk0x1pDxwcFz7733XikphIRRUVFqwZcHERERERFRRYNzOJzzYSncSwLnTjhHRaBgLOjKZFTMoOcGztGM+3COhWoUg+vguDh/K9zLA3D+iMAFBQzGejAcieuMR3feeafq8YJeKoXPS2u4nAcjI8D5ubv7sC8IgFz3xaiGwX/Yo3powIAB6jkYpxY83e4Kz8d+IpQx1K5dW91enONQoYKZ/fv3qwQM4QWqP3DCjRNkX6E8CgfT3QEFvAFw8o5qCl8YbzoMmmRo3769epGRyqHcy4AXFLejggWlWHhzud6HlA9vxo4dO6pE0hdI99D1CaVfhSHNRCnYr7/+qlLOV199VVV5ZGZmel0nQhEjmMHjp0yZ4rEbE4KfESNGqH1FnzqkmDNnzixyu9E/EcEUunu568eI8jl8ONF1zV1FDdpDxUxgYKDcddddauRwVAh5S01R3YRuZ6imQRCE9BNpaUmhDbyfsLh+6IiIiIiIiCoKnDfiPBthAbrjuEJPA/QqQFcgY8HjcC6Ec0Wco6FQAOfFuA8BhLviAG9wbobzO1SvGG2gR4JRlYN2Hn30UTXmKcaMKRxq7Nu3z3kZBQOu5+ao4HHdF1TiuO4Lzo3RYwXnlegFg/NnnKPinBHFAZ5ud4X/pEeI5NqFCyGQrv+8L5NgBifgqJLBAEA4uX/66ad9CgIMqIRBlYS7aa0QAqBUC2VGvsI2gOsAwlgHXmS8MK5vSlRx4HaUQSFMci0Rw30YMweJI7rr+JqgoVrklVdecTtgLd7gKElDNye8OfGGRbeforp+9e7dW30Q0D0IxxbdfDyNt4N9wGvhKaH0BmEPghKEJqigcYUPEMIalNPZbDZVBuYa3uD1w4fEU7vuUlMksaiqQbc4f0Aiiu5lxkJERERERFQR4ZwM/+FfGP7jHf/Jj+E+cC6FBcEEggec7+I6zhcBY7f40nvC3TklQhcUG+B8Gf+hjqE1cF4NCGPQY+aLL75QQ5qgR4SrcePGqfNnnM/jvBFdn9zB+STGdvnjjz9UGzj/NrobLVy4UPUEwe04t0O3JVTmeLrdFbooIbxCVyYcj8WLF6sJizxtR6UIZpo3b17genHTOBxYJHoIKowkDaNHI/3CCM1IwhBc4D68aKNGjfIa1DRq1EgFE76OreINwoirr75ajeWCsMUXGPMF1TXYXoQn+HDgMrpYGZU4eIMiwcQAwggoCh/DwlBJgqDEUzmbK7xBXQORwgmlN9hXHDdsj/FhLly5g2Bm9uzZKkxxHRwYiaTrlGeF23WXmqINhDlIYomIiIiIiEic58TuzhMRRCBkwH/Y4zwZVSA4RzaCCvTKwDknzrdwzll49l1fvfHGG2roCgQcsbGxctttt8mJEydUsQC6HxnjhqJiBcUMGHDYcNlll6mhStAzBQUQ2Bd3MHQGzm8xRg3awHOwLsA5LcbawT7hvBrFHAiBPN1eGM5bMXsxCgjwGAxejDBJB6uUAcx+9J///Ed1m8FJNl5ADJ7jK7yArif0CFVwG7oQ4QBjLBUDyqUQBrjrJuSa7iGhQxUPqmcwYjXeUBg3paRQBYQuOKh0QZiAihEsGI8F/2JMHYQnSOoQwOBDYQQQGIwIXbxQLQO4jA8YKmDQHw9hh1Hl4w3CGLwBkTx66vZlhEkIkTAuD5JBfHBcx6fxBn3rUClkbGthqO5BlzIcj8LhGI4BjjsGXp44caIqQUMJngH3oYsU+kMiBcW24bXCBxyvKz7c+HAhhTWmPMM6jfIzXMa+ufYTJCIiIiIiqiwwLIY7GNwX43W6jpdiBBiFPfHEE2oxoNuPwXXqbPA2jivODXFOiaUw17FmEKgUHkbi+uuvVwP5Fla4fbj00ksLTBzjWk1TeHgNb7cXLhJBIQEKCtwpznGoMMEMxhPBtFOYMQnpHV4EjDXiK3ehBMIP4wQcbwjXblMYpwTjwniDAYEwaC4qcRAgGGPFoBQsMTFRigvJHT4MKAVDlQsW1xmKnn/+eRUsIKRy7ZJlDILsWjmC586ZM0cFOQhbjPngi4KQCvuEVNHbNNYIx/BaoOsQAil0TXLXTcwTlMZ5gyAJ4QumMXOFJBahEV47pLbosuUaohipKcIs19QUQR6CNoQ+KDNDkGYEM3i9DbiMLyBPX1ZEREREREREZU1rMON6guxt8F53vCVS3rpCoQ+br1BdgsUTbyf47u7DgL2u2+9LqoaUrvAMVa5TdBXXjh07ikxPAdVCWHzl6ZgjaMLiCuVyaNN14CTXbfA0j7yn1BSh2YcffqgWX7eLiIiIiIiIqDwqk4oZOn9gViZMwX0uU1oTERERERFR5eTgf66XzeC/nowfP15VQxRefB1Etyjo8uJu/e76rVUEmKra3f5gxih/QPcvd+tH1yJfYMBi9B9Ed6rC3ZiIiIiIiIiIqJxVzGDKrMLTZvnTjBkzpDJZu3btOa/DXdcpA6Y5Oxdt2rRRFTMlwdSUiIiIiIio7GFsTwwRghmN6DwIZoiIiIiIiIio/EhJSSnrTaj0ylVXJiIiIiIiIiI6v9hsNjmfMZghIiIiIiIiIo/DX6xYscI5u+7LL78sF154oURGRspNN90kubm5bp938OBB6dWrl3pct27d5MEHH5T77rtP3YeuUT179pQ777xToqKiZOLEibJnzx7p06ePxMTEqO5TrkORoN3vvvvOeR0zHhde1+23367GN23fvr1s3bq1Qr2a7MpE5EZMjVCxWgJK/dgEhJsktl6EttfAHCZa25MQh8TUDdfWnDlU7/4FxFgkRmN7oXFB4hA97YUlBElchF1ETFraC7DYJKZmsOhiDnFofa+YgvK17p8lJF9iaoVoay8wLF9iqpf+dyaYTCIh0RYxW/W0Fxxl1vo9Zgk3SUw1PfsGJqvm96Y5R6rEaGtOLGKW2Pr6PuuBMXi/hGlpy2wVsdhyJShKz/slKDpAYswW0cUcnC8xdfR99kxor4a+z4LVniUJwb5NqOEPoWdypIa+5iQoIVCik/V89gJCLOKwWCU/r/TbsqGRf0q/nfLuxx9/lF9//VUFLl26dJHvv/9ebr311rMe98ADD0jNmjVl+vTpsmbNGhW63Hjjjc77Fy5cKBMmTJBPPvlEhTvdu3eXSy65RKZNmybLli2Tq6++Wo2rWrdu3SK3CevCerCMGjVKBg0aJKtWrZKKgsEMkRsn954Wq6n0f+hExQTJiV2ntb0GVeslaG0vqYlJTu4r2QDQJVG1pknr/sXWriYZRx3a2jM7suXEzgw9bVlNkrlivTjsevbP0bmmnEjVs2+QmBghJ3af0dZejTYBcvIIgi494mNy5dj6g9rai4gKlxNbj+lpzCQSXTtW0g+7H7je3wKtwVrfm1XqJkj6AX3fK9XiQuTEzlPa2gu6MVA21NVw9vRfNeZZJD1NX3vBlybIwTw9f/esFoeErdokmcf0fBZC4sPkcKS+U4cqDouc3KPvb3r11oFyIkPjb5ZtGWKbq+9/9CMHtJWwzfqO55EetWR3LT3vzVCLXXKtJslxlP5/JuXn5TCYEZG7775batWqpY5J3759VXhSOJhB1yQEMrt375bg4GDp2LGjmiXZVaNGjZzPO3z4sFoPApagoCBVYYN1T548WZ5++ukiXxuEN0OGDFGXhw8fLq+99ppqu3bt2lIRMJghcsNhF9Hw3a4a0XXi+y+97ZlUe9qaw3Reeo+nev00NmfXuH92EXu+Q0Tn4dT5XtHcnu7PgkNze/i61Lp/Dn3tOeyV+3varPu9YjKJHWVPlfWzh78LWn5A/O9vgrb9s+vbN+O9ovu9ie8Wbe1p/57Wu3+O//4t0sHuMOFni6b29H0GyrOEhATn5dDQUNVlqbCjR4+qmXarV6/uvK1GjRpy4sSJAtcNaWlpar0IZQwIVXC7L1CZY8A6sK4DBw5UmGCGY8wQERERERERkd/ExcWpwBPhiGHfvn0FHoP7DdWrV1dVMzk5Oc7bMOaMEeyEhYVJZmam877CYZDrutEtCuuqWrVqhXlFGcwQERERERERkd9YrVa56qqrZMSIESpswXgvroP5FlarVi1p0aKFvPTSSypYWbx4sfzyyy9yzTXXqPtbt26txrbBujBezZQpUwo8PzU1Vb788kvJy8uTMWPGSOPGjdWgxRUFgxkiIiIiIiIi8qv3339fjfOC6pmhQ4fKwIEDC3RVKuy7776T1atXq25I9957r3z11VdSv359dd/jjz+uAhtjXa6DCAPGpMH4NLGxsSrQmTRpUoV6NTnGDBERERERERG5tWvXLuflRYsWFbgP01Z7gq5Ec+bMcV7H1NrJycnq8uDBg9Xiqk6dOjJ79my360IgM3/+fI9tWSwWNW02loqIFTNERERERERE5FcbNmxQi91ul3nz5qlZmtC9ic7GihkiIiIiIiIi8qv09HS5/fbb1QDASUlJ8tFHH6kpsulsDGaIiIiIiIiIyK+6dOki27dvL/WjOthNt6iKptx3ZWrWrJkawbkkRo8eLY899pjft6miw0BIAwYMKNNtQN+/Pn36lOk2EBEREREREZW1ch/MpKSkSLt27eTYsWNy3XXXqVGWExMT5dFHH5X8/Hyvzx0+fLi89dZb6vLy5cvVSM0xMTFSrVo1eeihh9Sozobw8PACC+ZULzwFV2Hr16+XHj16qHVi6dSpkzNEQvCAdaBcy3Wudde52uHnn3+W9u3bq3nZMUc7pgNbt26d8/4lS5aoNiIiItSARzgWH374odftatiwoUyePPms27FuTFc2aNAg1e65DP6E/bjssssK3I6BnXD7fffdJ2Vh48aN0rNnT4mKilLToxERERERERGVd+U+mDEgUECQsnfvXhWIYDTo4oy4jP5tCHP27dunBiBC+DFu3Djn/adPn3Yuy5Ytk5CQEOnVq5fXdfbr10+uvfZaOXLkiOo398orrxSY/gthDap2MJe6O19//bUqucJ2HTp0SHbu3Kmm/Zo1a5a6H9N9XX755dK/f381zdjRo0fls88+U3O6e4PgpfD0YNh/rPfmm28WfwgMDJQdO3ZIWlqa87ZvvvnGOcp2WQgICFD79/rrr5fZNhARERERERFVqjFmMGUW5jNHMIGKD1SWYOndu7eqkPAGU3ehSgUVJq7dZvD8W2+9VY0K7Q5CjauvvlpVqXiCMGbPnj1y1113idVqVUvhChJUwiDomTBhgtxzzz0F7sPI1M8++6y89NJLKkgxYG53w7Bhw9T87Q8//LDztpYtW6oAxJtbbrlFxowZIydPnpTo6Gh1G6p/mjdvrgZbQqCFY/rbb7+pgAsVLgh/cJwwKBPCn44dO3ptA5Ux2Fas54knnpDs7GxVMYN9OXXqlHoMqlewLRjwCXA7qoIQ6AAqnnDfTz/9JE2aNJGJEyeqah9U5KDiZfz48SrsQgXT22+/7RzBG8ceYRZG9sZxxGswduxYFQphKTyFmzc5OTlqgTNnzvj8PCIiIiIiotKEcyzXXh5U8aCgITg4uOIHMwYEFAgM0J0JYQdCBdeKl+JCVQzGrynM4XDIt99+K++//77X56NbUb169dRc7Ah5Lr74YqlSpYrbSp+7775bhgwZUuD2LVu2qGoTBCLuICRYuXJlifaxfv360rp1axXG3Hnnneo2hDmuAZArDMgUGhoqhw8flq+++kpVAaF6B28ib7C+O+64QwUzM2bMUF3FEHoZwQxCGRxLI5hB96nOnTtLQkKCsyLok08+UcuoUaPU+oyuYPgCQjc2VEghaLn++uslNTVV4uPj1eNq166trmO++jVr1khJIcBCOEZERERERFSeQpmokBjJleyy3hQ6B1WrVlXn1kWFMxUmmEGlCMaZQQUIqiQQdKCbT0mgSw+WtWvXnnUfugllZmaqipyiKkYWLFiguioZXaRQlYPwCAffgKoRVKGgSgVdnwzYF3B9rKsTJ06okMj1foRSqBJBhcfvv/+uKnI8QSiCyh8EM+hmhf1CRYo7eJOgegdBjFF9gjF5Lr300iJfE2wLQia0hQDKdaBmVDg98sgjqsIFgQpCGteuVHXr1nUGVhgP6LXXXlOVUYB9R6iFbcNx7dChg8ycOVNVJWHcnalTp6owCTC2T0mhKgnBkhGGoaKHiIiIiIioLOE/qhHKXGzpJwHWEBGLWUwWi4jV+u+/ZrOIum4WMVvU/WIyi8OKyyZ1v8NiEgduN5vEgcVq/vdfLOo+kzhM8u+/ZuNf47L877Kn66b/Xlbr+PeyFHj8/x4jBe5z/O+xJuOy47+Pcaj7Tf+9bjLbxWTC9f9etjjEbHKI2ewQCxaLXSxmu1gEt9klwJIvFpNdrLhs/vdftZhw3SZWU74E/Pf+QLNNAtT1fAkw50ugOU/dh+tBprz/3meTALFLsLrPJlbJl0BTvgSb/reuQLFLoMkhgSaTBJhMEigWCTBZJOu0SepesFu9lkUFMxVmjJkbbrhBda/ByTPGY0F3l5KMJYLgAGEATuwxiHBhCBjQRQfjlRSlVq1aqvsPwoTNmzer7XI3CxQChsJjzRjVNehq5Q7Gp0H443o/BvRF9yRsN8Kpoo4XqoJQlYPuRl27dvUYAqGCxbU6pmbNmirM8QWClvfee08d18Jj8qAr2BVXXKG2G+HMH3/8UWA2KLRjwNg82A6jXbPZrAZpLrxNCMCw/0Yoc67QbmRkpHMhIiIiIiIqL6wSIFZT4P8Wc+El6H+Lxd0SLFarlyXA82IJLGIJ8mEJ/t9idreE+LCE/m+xOJeggktYkFgLLQFhgQWWQCzhxhIgQYWWYLVY1RLisoRGWJxLmHMxS7jLEuGyRLosvqowwQwG60V3JiRNOIFHIICKleLYtGmTGqfk888/dzuGCpIshAieuvx4g7FNMJAvBhYuDIEFQoYvv/zSeRvGekF1xrRp09yuD12CUBHjaRycoqBCBbM5IZTx1o0J0IXJNTRC9yFPIY6nYAZj8rgLs9AuKmV+/PFHVYXkGn4gZHE99tgOo10ET67hkLFNCGgQgGVlZfm0fURERERERETlWYUJZi688ELVTQgBwvHjx1Xg0KJFC5+fjxN7BAPopoMqDnfQVQZTLWMclKKgqxHGJkHlDrrd7N+/X22Tp+5FqJp58803nddREYJtwe0ILlAJhHAC48IY48pg/BNMt/2f//zH2bUJ464YY7gUBaEIBs3Fc9CtyFv/RbSJY4uBitGVy9fuQRjrZf78+fLcc8+5vR/dkNDVCftQeEYojBGDsArtYl8x4C8GewZUC2HgX3SVmjt3rqxYsUK9bgizMJ4PKpMw1hACGtwHOD7GAFmul4mIiIiIiIjKqwoTzCCUWb16taqWMapNPIUB7qBKBhUaDz74oJrlB0vhwX/RjQnhAUIBX6eLvuSSS1SXnXbt2qnt8tS9CqEQZhxyhUGDEYQgsMF+IZTANhjBEQbTRViEQXPRbQpVMKjKQaCDoKooGFgYIRbGtvE2w1SDBg1UyIH1v/rqq6q6xXXa76Kgm5SnsVkwWxUG7kX1S+FADPuHAYBjY2Pll19+KTDFN44vZmqqUaOGGrsGU4sbgwbjcejSheOF42JUFaFLGaY5x7HeunWrT1OeExEREREREZWlcj/4LypSDLNnzy7WczFdtgGVKVi8QSDhK3Q1wgxGniBAweIKA+oWhjFXXMddKQzBT3G7bBkwDou76hp324awB4svEIigGqWoY27A4MeY6ck17HHdBgyM7A4GDsZSGAKk77//3u12oVKGiIiIiIiIqKIo98EMVWyobEG1k+v4OkRERERERERUwboyeTJ+/Hhn1yTXBeOT+AO6Ablb/6JFi6SsYepwd9uWn59/zuvGbE7u1o3uWr7CzFcY9Bhdlrp06XLO20RERERERERU2VT4ipmhQ4eqpbTMmDFDynM1yrnC+DCY6rswjBmDcWfOBca4KcnsSd66ShERERERERFVJhW+YoaIiIiIiIiIqKJiMENEREREREREVEYqfFcmIn9xndEp35Gn5cDm5edKvsOmpa0yac+WKzZNx7KsjqfO/bPZTdr2z2bP+7ctR+U8lnhvav8s2PlZ8Bdbvr7jmZdvKYP3il1vezo/ezk5YjflaN4/ja9fXo7k23K1tGUy29Vrp+v9mZefp23fVHt5Zr2vnfrsadw/m1XvZy8vR3136mLLzZH8PD2f9XyzXTDCpt1R+jUH9rz/HUPOBkv+ZHLwHUWkHD58WBITE3k0iIiIiIjIq0OHDklCQkKpHaWMjAyJioqSiy39JMAaImIxi8liEbFa//3XbBZR180iZou6X0xmcVhx2aTud1hM4sDtZpM4sFjN//6LRd1nEodJ/v3XbPxrXJb/XfZ03fTfy2od/16WAo//32OkwH2O/z3WZFx2/PcxDnW/6b/XEUKbTLj+38sWh5hNDjGbHWLBYrGLxWwXi+A2uwRY8sVisosVl83//qsWE67bxGrKl4D/3h9otkmAup4vAeZ8CTTnqftwPciU99/7bBIgdglW99nEKvkSaMqXYNP/1hUodgk0OSTQZJIAk0kCxSIBJotknTZJ3Qt2S3p6ukRGRnp9vVkxQ0RERERERFSOoH4Cs+IuOT1DVEkQVUhVq1aVwMDAIh/Hihmi/7Lb7XL06FF1OTQ0VEwmU7ESbcxkhWnGi0pD/aEyt1eZ943t8XjyvcLPAr9b+L3Jvwv8O8vfEBX3NxLCkszMTHU5Li5OzKhaKeWKmb1792o5HqWx/TVr1qyQ25/hx21HKBMcHFzk41gxQ/Rf+GItaTlifv6/MXZYWJhaSltlbq8y7xvb4/Hke4WfBX638HuTfxf4d5a/ISr2byRUseiEYKCiBRuVZfsjNW47Z2UiIiIiIiIiIiojDGaIiIiIiIiIiMoIgxkiPwgKCpIRI0aof3WozO1V5n1jezyefK/ws8DvFn5v8u8C/87yN8T5+Rupsm1fZd7+oDLYdg7+S0RERERERERURlgxQ0RERERERERURhjMEBERERERERGVEQYzRERERERERERlhMEMEREREREREVEZYTBDREREREREVE4cOXJE+vbtK6GhodKoUSOZP3++VCRdu3aV4OBgCQ8PV8vll18u5dWIESOkadOmYjab5bvvvitw39ixYyU+Pl5iY2Nl6NCh4nA4Sm07GMwQEZWyM2fOOC9nZmbK6tWrJT09vVIc99OnT0tKSork5eWp6/v27ZMpU6bI5s2bpSLD63P33XdLq1at5Oabbz5rfyIjI7VvE44t0fnCbrfL0qVL5aOPPpLXX39d/YvruN2fbDabjBo1Sq6++moZPny4Ohly1aJFC6lMTp48KbNmzVILLuv4LsX3Z35+fqm3Rf6RlZUl69atkxUrVsjevXtL9UTUFT57hw8fdi5lAb/RyosHH3xQqlevLkePHpVx48bJ9ddfLydOnJCK5IsvvlC/E7HgO6e8Sk5Olrffflvat29f4PaZM2fKBx98IH/++af6rfvLL7/IhAkTSm07GMwQVTDbt29XXxJYtm3bJpXBqVOnZP369erHAPz666/yyCOPyIcffujXHwS6T7bxRV6rVi213i5dusjatWulYcOG0r9/f6lZs6b6wvc3HK+MjAy39+F2fx5PbD9+NHTv3l0aN24sc+bMkbZt28pbb70lHTp0UH+QK6qHH35YHS+cEOJ/qi6++GKZMWOG8/7S+KGKH8CXXXaZREVFSefOnWXhwoUF7sf/5lD5ZHx3kX/gpBA/lG+99Vb19+Cff/5R/95yyy3qOxR/L/zliSeeUN9d/fr1k4MHD6q/D6tWrXLev2vXLvH3id+wYcPkxhtvlD/++EP9TcfnvWrVqurvkr/DEhwz/O0BBFsNGjSQF198Uf0PMY4ltsFftmzZIh07dlT7gr8DOBHD34Z27dpJ3bp1ZcOGDeJvhb8nqeTw3sN7MDo6Wlq3bi0XXXSRtGzZUpKSkuQ///mP3w/t5MmT5f7773dex++latWqqfcP/v3pp59EB4SGeK8OGjRIEhMTpTxAkDFt2jR5+eWXVcUMfjc2b968wO8Q8u/3ZM+ePVWFj6uvv/5aHnjgAalXr556Tz711FMyceJEKTUOIiq2n376yXH69GktR+6SSy5x/P333+ryzz//7IiOjnYMHDjQcf311ztiYmIcU6dO9Xub27Ztc/zyyy+OI0eOqOsrV650vPbaa47Zs2f7vS1sf1hYmCMhIcERHx/vePfddx3Vq1dX+4d/n376ab+1deutt6pjN3fuXMeLL77oiIuLc0yfPt15f3h4uMOf2rVr5/j4448dmZmZjvfee0+1N2XKFOd+t2zZ0uFveJ1uv/12t/cNHjzY8cYbb/itrWbNmjlmzZqlLuM44nVcsmSJur5s2TJHw4YNHf6Unp7uyMnJcV5ftGiRY+jQoWrBZX/C+xGvm+Gff/5x1KxZ0/Hpp5+q6xEREQ5/u+qqqxyPP/64+vx98cUXjmrVqqn3TWm9P3Uez6LYbDbHSy+9pKWt5s2bO44ePerXdRZ+P9xyyy2OspKbm+vo1q2bX9d58uRJx1133aW+s2666SbHpk2bCtzv78/DBRdcoP4WuIPPRNu2bf3WFv7OHD9+3Hl95syZjqpVqzp+++23Uvnc4XsYf4tuu+02R2RkpGPkyJGOv/76y/Hnn386evfu7bj77rv92h5+J+DzBR06dFC/XwzTpk3z67G87LLL1Ovz/vvvO6xWq/P7Mj8/3/HMM884Lr/8coe/1ahRwzFkyJACr2FpS01NVcdx8+bNZ903ZsyYCvtZv/rqqx0PP/yw48CBA479+/c7HnroIcfo0aMd27dvd/To0cPxyiuvOPzp0ksvdaxYscJ5Hb9vDbgdv39L0/Lly9U+4ren2Wx23HHHHY7Vq1c7ygP87sd2ucK24u9zRYHXF797seC7Ye3atY6KsM3ffvut8zr+5v3666/O6/iuxu/D0sJghqgETCaTOgm9+eab1Y8440dPaYiKinLY7XbnF8Qff/xR4A9XkyZN/NrehAkT1I/s9u3bqx+suI4fPjjRwPWxY8f6tb2mTZs6Ax+c5OPHnPFjByeoaLuinmzjtTPgh2lAQIDztQT8KPe3Fi1aOHbu3On2PtyOk1J/cd1+7B9eO0/3+0ObNm0cKSkp6vKHH36oggv8SEF4h/fmRx995Le28EPi1KlTZ/0Yb9CggfpxWhrBTJUqVRx5eXnO63v27FHh13PPPVcqJ4g6j2dRsrOz1Q9jf8JJoLslKChInWT48ySx8GuDk+GyUhrHUneoHRoaWiA0dIXbcb+/4LVy/btg/GcEPg9fffWV3z/riYmJjqysLPWfO/gtYfwHCKSlpTmSkpL82l5sbKzzuwzfMa6/V/C97c/9Q1uANvD3Du9FA/YX7xt/y8jIUGECXq9JkyY5ShsCGfxt79KliwoSELS57mdp/G3Q9VnHtru+P/BZw/sV9u3bp/4u+BMCUFf43WnAb6XC9/sDfl8+//zzjnr16qnvEXyv/fjjjyoEOXTokKO8WLx4saN+/foFbhs+fLjjgQcecFQUCJvx3YPv13HjxqnvtsK/q8p7MFOvXj3nfzjC1q1b/fr3pzAGM0QlgB+h69atUycxtWrVUl/oDz74oErf/Q1/FI8dO6Yu40cN/ofEgD+g/v5BjD8ERoUOvlTx48o4ecP/ktauXduv7RX+EYPAy5U/90/3yTYqRvDHFebNm6e+zI3/ad6yZYujTp06Dn9zDYPc8WdY0qpVK8c333yjfkChwgM/+lEpY7x3GjVq5PAn19encePGzvel8WOrbt26fmvryiuvdHz99ddn3Y7/SURA6u8TX+OzXvh/ffHZ79ixo6pW8PdnXefxhPvvv9/jgioBfx9THM+LL75Yhct4f2LBZXxG3n77bXXdXwp/d5R2MINA3tOCz52/j6XuUBsnvfhOdg0qjb95qDDB/f6CigNUjhS2ceNG9ffdYrE4/Mm1KsD1ssHfn/M777xTVeLhexrVTvgMGBA8obLTX/A3wFC4IhS/XUrjPyNc/ycblVZdu3Y96/vFnxCWG3/XEQrhmOJ7BhWIpfH66fysJycnO3//wapVq5z/+Yf3j78/5/i956n6HL/V/H0sAWEo3qefffZZgbYRApWnYKYyVMwUhvfr/PnzHeXZpWVcMWMtvU5SRJWXyWRSAwJiMC4sv//+u3zzzTdq9HT0zUU/VfQL9Ve/R/Rv/Pjjj9V6MTr4c889p8a4wGWM5eHvwdfatGmjLl9wwQWqnSZNmqjr6Cte2gOPBQYGnnWs/QV936dOnaqOqQH93pcsWSK9e/cuMEivP6Aff69evVR/6Tp16shrr70mPXr0UOOILFiwQI1t4G/oi4wxEdBeYTt37lT3+wv2B4PRYRyIG264Qb1H+/Tpo/qmYwyId999V/wJny0MgFujRg31PsRYCa6vIwbI8xeMLeNugGa8lni/4H3kb5deeqlMmjRJHnroIedtmAVg3rx5MmDAAL8PSqjzeMLnn3+uxniKi4tzOwCrv23dulWNo4GxqvB6YpwnMMb3SEhI8FtbGPz6xx9/dI49VPg6DBw40G/tpaWlyRtvvCH169c/676cnBy/z36BAXddB2/FZxx/9/D9duDAAfG3r776Sm666SbnGE8YpwtjPmEME1zH31t/GT16tNvPOv7uYUwWfw/0iHE0cMwwXgHG0in8nvXn+xLefPNNGTJkiHqvYNyeO+64Q0aOHKnuw/sT41j4C46Z8RoZ49oYMJCsu/erPz8T+P2CNkpznBCMBYYxxyAiIkK9F5999ln1/TJ79my//mbR/Vl/5ZVX1Jhx+DuO9wb2B+MZwpo1a/w+zhnGr8GYKfg+Lgy3Y0wVf8PvMrxmjz76qMydO1e1jWPo79ftXOGziu8ljHuF3x2Az9Rdd90lFRVmPKpomjZtqn7PXnHFFc7XoFmzZqXXYKlFPkSVmKf/NcD/CGEcGIyP4i/4H8MnnnhCVXugmwrSfpTiY7noootUdwd/6ty5s+ojvWvXLsfLL7+sKmSM/03EuDOtW7f2a3vo/uLazQAVOsblPn36qOv+gioVlKi7g//t+vLLLx3+hgoL9FlGyThg3IJXX33VsXDhQkdpuOeeexz9+vU7qxsASp779+/vuPfee/3aHv4H26joAlQEoSwY3dD8De9L/G8o+ruj3zuqSFBevXfvXrVf1157rUOX0ti/w4cPe+yGhu+W33//vUIfz8LjW7hC1w58t5WG9evXO7p3767+Zxv7hy4P/v6fUfwvG46lp8XfY7707NnTY8UPPuv+PpZlUUFmfGfjbyraxr+4XtGhC7Lrd6YrdI12rWjxJ1TE4W8cPutvvvmm6pZWuCLpXKECwdM6Mb4E/rfZ3zAWyoABA1TlK/aptKG6cMOGDWfdPn78ePV7Cb/NKvJnHX/D//Of/6gFVWOlCWPtoboQ4xLhtyz+zuFfjC+FbnHuKtn8Bb8FH330UVUpgyrKwMDAUhmz8Vxcd93/t3fuwVZW5R9/lZuCimZQggx4q5H0jxAMvDDKaKNcVBAtSRArRXJgYgDjXgJGIoxI3BHU8pqCeBnFiEkh5BIckyIIQwcNEqGUBEEs9m8+a37rzMvLu88+7LPW2ufd5/uZ2XPYZzPn3e9l3Z71fb5PbzOnQ63IteBahfRSqgkff/xx7re//a15RpmP4m+IitUqy2obhw4dMvMQ1G8oCfk383bWPbRr1PWMdyjmUFv5QoEZIYrAh7yyEEzkWJiROsIE1cfC0Mon8SFBckw+K8fk30i6GRToaF1iUwyqeolje064f+SCY4g4cuRI85PcXhZQWRnU8zF9+nSzsCYFgAkpC8ITTjjBeCBhUOoSJhAsJAiYxFM4mCz5zDFOgoScBUc+U+esXM/nnnsub0CSCZDvto48GSk1C6faJFkvBhZMVY0BBNZdUoqgdm0gpCm1KA4W8BgLs5AKAV4ZU6dOTf2MBZvrFNDQbT0Nn9eWRTDzFcYe+2K+khYI9gFjD/6GjHlsuhLgqy0w92CT8sQTTzRpZiECjy6/O6mFpKuxdmBzorYYK6fB/Aq9Svxl5ysEs0l/Y56EB1/cK9I1JszqT48jhHAhY6UkcT6Qk5MC4ZN///vf0bvvvmtKa7ouKR2SiooKUxYV2TGQsoUUOF4Wj/QtlyCFp/Qq0kdk/3FIUZs1a1bkmoMHD0aPPfaYKSP6r3/9Kzr99NONPLlfv35HlQL0BakcpIeRsuUa0ipIwdmxY0d04oknmufSZYoWUJoXiTPpbQ0aNDDpDNzL3/zmN9Gdd95p0o2qapcu2LBhg0ltevrpp809JWXsoYceyuT1rC2QDvbOO++YVFSuqa/zXL9+vbmulvbt2weTcXNcShX7SJXMB1PJUKkAPvuWJIwPPCPxNC4XfPrppybllPRB2hz9DWkjyOYHDBjg9Fpyb0gzJZWVNKbTTjvNpHEwpjMukNqRTCHOwrEspBZQ4jyNTZs2mXRzUuOyCinrds5SKhjruM7NmjXz8vd5bkiBs/MVUuFKkVp04MCBaNGiRUekuwsREgVmhKjhBJEJx759+6KTTjrJ1LlnEecSBikmMywE4wMVAxgTb/wnWFD5gJx+FjLka/saJFnoFsKVNwN+KPj03HDDDeZ906ZNoxdffLFyIbV69eroueeei1wxd+5c43GBp8y6deuMlwd/H98QsL4JoQg5SfWxoCHHHW+LfHBeBJ9cwHEInBEMIcj14x//2Pjo/PKXv/QanKQ/IRjz+OOPR9u3b4+uvvpqE3zl3rVq1cr5ZHj+/PnRX/7yF3O+LKR8go8M+fK0A2ACHH8+rrvuOu+BQ45HcJbrS9tngeyqreM9xN8Fnn18AbjGjA+0O9/X12fbw++AgJalV69e0eLFiyvfh+zLXJ8f7byqZ3bBggVOryWeLoxDTZo0Mc8HYwQ+N3iUrFq1ynw2efJkZ8cbNmxYpd8Lbf2uu+4y3h0E8Fj043vm6nghj2VhjjJp0iQzPuDDwnwJfyy+y/Lly6P+/fubftsVu3btioYMGVLZb+L/kuab5YqQbSufhwxtn/ltvXr1or/+9a/Ojvf++++bACv3KMmjjz5qnhfX4549H/ydOCfrqUi7vO+++8y4yz0WoiR40+IIUcYg8e/Xr5+RFyJ9RHbJT9IbKJ3oMgWA6k+dOnXKtW/f3qRRwPz58ysrQbnO1yTPkvQXzsnKSsm9pYxhvDyqK0ifQKKJzNG3NwPpWHHvlXhFDM7bdcUpKlzZSjfIZUeMGGHy060vkI+UuP3795vyynhCkD9Nni8y6Ouvv94cD1f/rFaGwWcJvyXOMQ4VhPD4oEqUK+LVQ0hnoA34lspTfYnj4K20cOFCc+98VougUgt/G08sfo4ePTrnEzwYBg8eXPme/tK2e9rFlClTvB2bink8+/SbPJff//73ncqq6R/xsknrW/CjiJeB9Y0P34lC5cCzXImG1DaeDcqAJ1/0pa77sbZt2+Zee+01829SKPBZow8D+uozzzzT6fFIE2FOQhorz0U89YXjuRz3Qh4rnoJA30+1GtJ18YigYhhVvXyk7uLVhmcVvij87NOnT65cUudJg+b64XX0+uuvmxfpHKSL4Q/Ge5cwX2Y+mwYV3/jcNXg40eaorEPFNcalbt26mX5lzpw5wVLihEhDgRkhihyYyUfdtm3bEb/nfd++fc3nLiGf0ZqhYTz1zW9+05Qj9gF+JL169TILmVWrVhkDUEy7KPfM5GfevHlOj0cQiAAGizMGYte+FskJTtyYMO4dQmAmWaq7phCss6a/ltmzZ5sAEYs416UnQ09SMcwjp95O4OIvFh6uFzQYrxFE4PoRJGQBSjCBRSKGygRQslr+GM4++2wTEKINYhJtnx1fgRmCr1u3bq00fKQd+oTnMt5nxoMXGOu5NhZnsTt27FhzXQkC3XzzzcaYmuCM6+uZLGuKD1FVn/uEduG67RVqD677spB9S2hT6uS1So47rhfiXMu0f/s4XshjWTAUtWP5zp07zf168803c75gg8DOU/bs2WP6UZ8QrMfnqKqXKxhDMYZmnvnEE09U/t7XGESgLrnRYsHwlrHeNQRgCIgCxq70JcxDXc4fhCgWlcsWoghIH/roo49MbngcZJGUZnVd7pKUKVIA/j+YaqStlLr1wfPPP29KedqUAsoZUiYbDwrSjiijSMlbVyDh5vXmm2+aEobIkDt06GDk3D169HCaj04KBX4vnTp1Mu/j+dL83qZYuAJZNSlSF198ceXvkHaTd49EN+5v44qlS5ea0n6cG+k3LVu2NPJ4e84u4byQNqd5HHFuri3MSA3hGcSPAekzf59y8UjYKUHrErxl4rJupORJmbdLSTds27bNpNORykQKFedHygh57z7gnEhRAdo4XlI+ocwsfaQlntpDeW5k7S6hdC9pg6ROkIZG6ggMGjQocg1+NZ988kllv0ypbAu/d93Wq0oBPXToUJR1QvYtw4cPN31yGow/rstlpx0jjuu0YcpyW+8O+s5km3Q5lwh5rHgqkx3LOT7zIx/jXfz5Iw0aOE+O7xOedR8l6dOgzTFv6NOnT/STn/zEeODha+YrlZ2Us/r16+f9LjxLruFaMo+Fbt26mfZHmXCOJ0SpUWBGiCIXiPgJJM1cgUUwn7uC/FsW8yycWICy0CanuWPHjtHgwYOjUaNGOQ1eMOFg4GKhBPEgDaagu3fvjnxwySWXmNeDDz5ozomF1CuvvJJ6jYuFxTxBpWeeecaY8VrIFcfQ1bUHBBMc8u3jgRng3FgIkHOf5UkqE7Z8nkqNGjUyBpA+JnKY4fL3uYd///vfTUDDdWAmhLFoGtwrXpi3EmQjSENglmfohz/8YTRmzBhnx8I3g4CkXeQm30Py2a0J/F36D/t8Tp06tfIzfu86kEeQl2Av5qPLli0zZs7XXnutl0UG14ljpfmVcA8x/3XJ7Nmzq/y8c+fOTo9HcLBr166V7/HNse+5bwSmstq33HjjjXk/w7D5tttui7J8LfE3ssE6fGzirF27tkqPndp8LAv9I4HQeD8Wf+/Spw44v7hPDvcr6Ztzzz33ODse869C7d01bC4SkGSjYODAgd7mfQTqKVKAmXcSfh8P5LsiOc6wwaqgjKgtyPxXiCJ49dVXjaKDBRTVPaw5G2ZiTD6YiNuIfE1BxcEirXfv3kf8nooOd999t1mY4mbvckLMgonzYwBjsYHJMEGGLVu2mO9BIMM1BJ24bpjj4sjPjg1mvUlVUk3AgJDADGaurVu3NgE0lEjs1BO0oZpEKSoBuITrhQmunXz84Ac/iBYuXOhlkhq6WgTnwfEIbKGyOvnkk80EnGcTk1wCltZYuZxg4YZRLm2Ryi2uaNOmTZXPO59hRuwKTLcxWsTsNC2I8tZbbxkDRtcQbKJvISDLopgXipPrr7/e2TEI1LO4ZhGD0s/2LRgMYwxMkPmyyy6Lsgp9ZiFcBjBC9i3VUWq5DPyGvpblzhVXXFGwH3MZaL/99tur/JzjMVa5gnEun0k5QSKMh32aAzN34O9blZBLMJ+n70dpjnqFQCjzNNRWBPEYK9iQcAnHiJvME1iz7211Od8qKCHyocCMEEXCDgJpP6Qz2KpMpDr07NnTaUlBBmQG5nyw2GCh6hJ2l+0CEMWKVa0wgLGoySf7LgYW2Cw4OUeCQQQNXKeCJdm8ebOpdGMl10zsUCS5hkpMhXCpSAg9SQ1dVYpFPYvc5DXjOyC7JnhBiqErtm7daoKeVN6gMsTMmTMrS9qOGzeubEtK+4IUO4IT9CdUYIoHL+hzUBvGlWw1xbZvCxN+KjLR3yxZssRUm4tXGqop7PCi9qPd2wk+zyoVY2iXvuHcCJqT3pdUK2SNkH0LwWzuVXInnd9RlYnnhp9ZhX6MjQeeDcpKExjyoUQo1ZgXGvqpkO2LYG8+xQxpVTy/PKO+oX0QgHatxps4caLpI1E+EWRCFYtajr509OjRkWuoulQINu6EKAUKzAghSgq7F+eee67xY8kXUGC3OavnxuKT3Zi0NA3XioTQVLWT5wMk6lVJjtesWWNS/Fzt5FFulYAdqVLs2qGUQ3LNAhgfJP6PS5566qnolltuMf8mAMrElOAvoMIgTSDrwSCCouPHjzdBDBs4ufLKK83OqOvgKIGXBx54ILWEOjuiqHPs9a4pyP7tTjp/G/UPgUR7vyjD6nKRQVoWAS6bfsnf57riCcZmAeWBXaZmEkCjfaF6AtLDWEhZxo4da1Ins9q3JPn444+NAo9gLG2etukKFI2FSHtmi+Wqq64y4xAqVIKSBLwIhpbLmIcfGM+/LV9NvxlXRLgm9IZEyNLxpTrW3r17jc8gPmeMCajRfSh0hKjtKDAjhAMqKioqJzrI2V3uCOH1Uii9JsTinpSt119//Ygd6KzJuqvjL+EyCMREGGUOC6hbb7016tKli/dUqZCTVLweCi02UZaEWOyTqsKiw1VbIFCIAodruGHDBtOmSXnA4wnfJRbdLFZ9TfiHDBli0vtI6eCZ4T5ecMEFJq3RFUkz4zRcGxyHhBQma7ZNmqIvlUDaYo2UuriZsuvFHCmuPB/sMKPmIAj18MMPG8UmgcOhQ4cahZIr8DMjgM5PGzghcGnbHyrH6dOnZ75vwaiZVF5MT0lHJuDkOmDIOJQG7ZxnlufG5eKXMXvnzp3mmjI+cB99mcmWYsxDDUQfzXVl/EbRwf3zRamDhj6DJYVMxZmLhQgC+YQAeiFV8YIFC4J+JyEsCswIUQTxSTY72nT07LyyW8TikJ30pCdMseBZY2EHigkPsv84SNddETcljEP6C2kIGA1nVcFSitx+ds9Jm+C5YKGE0SQpWxdddFGU9UkqzwIeNlXhy7SQhQa72ARkMFimyhWLcKoYuSC5kC703vWEn4DsihUrTAqVPV92Easjw64uSODxzuB55DlJm6ymVcUpFs6nEK5l8kj88c0iwIUnV3KR7cpvKblYIxiE6iLf5zUl/vyhZEHVwfEYg4DqNwQZXIHxO8exHk7x8+MnSjWXXmeh+xbOYcqUKaavZAwk6IPXWSiWL18e3XvvvSb4O3LkyGjAgAHBgoauCT3modAhSMlPqkcyT8GDzxcEQkhprcqs3GU/RnW5fIEE+jfSMV0FS1CkMp8kiJd2rD/84Q9OAzOFNh75DMWqS1CepkGbICCDeieuBhQiJArMCFEE8Uk2kw0m/ZiP2gAGZrlMFHzge1LF5IZJODJ4O2AyAcFgFak88lKXwYvQsu58MOlAjcC98wWpG+RS24o7SMyzPEkNLenmWJhDP/7442aRT9tjYY1Pkd21z6oCIvk3UURQXjY+aXW9uOdvLV682AS3MBHHbJsFFOkwPmCBkQbnyA4+5+5jN5agFn0I52irzfn2W/L9vBA0IBWLQBMeDVRPseWJOQ7qILwaXEG/z4LFwoYE6hxf5xeyb0GZQ5AH81EUMox/oQMy9NUEZAis56tGVZMgV9xAFWPaZJqbr+B9iDEvdOCJ4AXtL19ghn7FpdIQBVIhXAXQ8fhC+cZGRxI8BglKufSziW88xvnd735nKnTi3egzyBZXyZG2aFVy+cYqIXyjctlCFEF8scQOdnwQwy/BR5ngkEaB+D3gks9gZU3umDTia+DamDdf7n5c1h0iMMMOyfDhw70EZlggIREmoMDOLLux7dq1i3ztVtpy7SzufVdrCAnpGk2aNDEpFOxs2UU2O92uQfIfT/XhOtr3nLePqg2YiDPx5e/zPKIEIpUKCCqQtuISAj0EWXnt2rXLlCGnbDznjql4dVKdjgWCZ2n9zYQJE6KXX37ZaYlZ4DritcLfR4FA4CJtJzhE6XHX5pz0U6hkWJChToj3o6QyYfLq+lkhTdCmg8WDMjybVRnU1/a+hcABi/v169dXeuj4Tulj4Uk1mh07dpg0RVS39ev7mZInU8IYy30TcsxLlssm5cZnuWzGoJApnjwb8RRd7ifpyj4gOM9YkAbPp2tFcVLtTaCSdkGgkg2XQhWwagLPJXNcgrIojPG48VEEQohjQYEZIYqAnQNK+THwM+FmEmIDFuxC+5pghYAJKjsVeJRg8GgNNH3liWOomm8XkQkQu8GhcL0YQMqNGmHTpk0mtW3GjBneJqelmKQStGMCRQAo6W/DhItKSS7bAumCKDxIFWT3nkCh6wWoxWV51eqSDOjGAzFMIpmo+oKABalN+BGxy+27yocNyBAsoeoIcnXXpc7xBUItgNEw/jw+oRJfvF1xLvH3Liv1AYEmlB2kLd5xxx3R5ZdfXvkZ55xWkrwmYD6Nbw2L7biig/6FgLbL0uMQsrQ4z0dIOLctW7YYHymrkEkqPFxugBR6FlxuJJVizGOsiSt+MGaPv2fu4jIwU4oKoHEIJPgKzBAUyQdjOSbnPrCBStSNBA59BiptQIZnBJUcAZmQaYtCVIVSmYQoAoIGcShXbSPtL730kpmcuKriQAAoTkgZMrCLzoCJnJT8d5+lrEPIukNWHMDvgcUTu9r8Oy245frehSyXjbEjwTu7KOvbt6+Z5ODzQjtgMUdQz/V94m+zE4s0nrKWpPyQ2tS+ffuoXOG5ZCHn0mCVa4lpOdeSKkKoBTDvdFXZKg18SEiJxP+Ivo3FvuuAjIVrNWjQoMr2QCnfuDG760pJtQlULJi8uoLAAf0YAVHSdm2pc/zO8JvBGJ6fLg1r6VsYB0KNAWmw0YIJOGORK6wPEMTTheO/822wSvDVKloI7rHZlNUxLzQEedl8CEUyVSvpXxUKTMZJPXdZ7Y3+gzkfqawox1Dk+N7Y5HoSvKZ/yReQyXIgT2QbBWaEyFgQKA672uT6b9y40et3IG0DgzkmJFWVK67tsu7QFQc4p0JKI9c723EFi29QAZDKR0CLBQxBOwIzVCxCEYFRtcv8cBYvqGWYFKOUIQBEyg2BUI5LUIpnyQWkbISSj5cqcIhBLAtslEgsttPanMsKc/jXEEyzARmO75NS+ASFhO9Ov4yBs1Xk4C/Fc0rgCwWbS1i8P/rooyYIEy91Tr/puvIbmwAE1Tg/2rxNqQ21AOX6ofwgxY4AF2mFWefAgQPGl4jzwryWvmTMmDGmPaKMzeqYlwbpfFa56frZYcxDZZUWrKN9kNpuTdtdgHKYNmeDd/TVjHPxYJ7LfpoNMvoRxkBSFlHhEkxjk4U+1OV8k+Adf5NNAYIlaWR580qIY0WBGSGKhKAIi0Eku3hDYFKGcdoll1xyxI6YT5goM2i73l0LeW5psu4krlQ6LCJqk6wdCXncjNQFIReb8covTPQJqCFF9mVWi68GSjTSNlauXGmqtthUNwJAfObKPyH53X0bSlYnMEOqkcsUozZt2hScoLoqPw70HQR2CQAlj8sig9+59O4JXSkpJKSAkcpH8IU+kxQDKqYQfCa1iaBGixYtvH8P7hsLOZQXLEpdw8YDYwN9d9KQ07UnEX0KQQsMxjkvri2BDLx8QsKiEDWiK+ibOS+uJcE01AC8UDQScPKpgg0x5tEO2ASwSg4Ck6jyMDHHCwafKZcqD8Y5gj1xQ2UL3me0Q5cpPyH7aQpZMKYy3+PaMSdbtWqVGf9IWXTdFmpLIE+I2oICM0IUATsG7CQQEGHwt4thfs+iAx8MX5VNfO+i23NjAXjhhRcedW5M7vh9lmXdqDnsri8+HuygnHfeeVEIfEnIS7HYpHwzSpLu3bsbzwvOxZYkR5pM1aR4oKamoAQicMa9IpjHcUnZKGf5uM+2ng8CUD7Si6pT6pvUNFeUs2IGU2iUDqQP0uaomkdKLYtQzss39F0s9kl1pd3zPShL7hp27lkAE3yKG3MyLpDW6wKCuQR1SdO67rrrzHVElYASyVfgAiUQYyqqBBSGQBCIoALtJJ8Ba01UCfi9EMSwnHHGGUECM77HPMYFnhPGctROqH8efvhhM49BOYM6j7LdLgMlBC3oj9NUSTyn1enraiMEzUjdwxcI83IUR1QrwgfMB1wngvVW5ctGIG2ATUFUQCNGjPCW2sQzQdCJcZ3xnU1C315kQhQkJ4Q4Zi666KLcjBkzUj+bOXNmrl27dkGu6sGDB3PHH398WZ6bDw4fPpy78847c/Xq1cudffbZuY4dO+bOOuss857f/+9///Ny3M8++yz31FNP5bp3755r0KCBuWfjxo3Lffjhh86PddJJJ+Xef//93Pbt2/O+XPHGG2/kvvSlL+VatWqVO/3003ObNm2q/OzBBx/M3XTTTTmXnHzyyUe8P+2003K+aNy4cW7dunW5tWvXmtcpp5xyxHterrn//vvzviZOnOi8rX/66ae50aNH53r16pWbPHlybs+ePbn27dub45xxxhnOz7Fr1665kBS6h02aNMllFc7F8t///jfXsGHD3IEDB7wec9u2bbnx48fnvva1r+UaNWpk+jPaJP2Na/bv358bMmRIrlmzZrn58+fnfMLzTv81d+7c3N69eyt//9WvfjW3a9cu58d75JFHcvXr1881b97cjD20vW7duuW+/vWv5+bMmeP8Pj722GO5b3/72+aYjHnTpk3L/eMf/zBt3Mf5hR7z4uPC6tWrTduIj+VNmzZ1ejz6jc8//zz1M36f5X4lOcbSh/qkS5cuuSVLllS+79u3b+6cc87JDRs2zLQHfrqG/vK73/2ueSZbt25t2gQ/aYt9+vTxNg8UojpIMSNEEZA+RJQ9LScWrxKi767y+zGsrGoXHbWHy130kOeWzAdnF9ilhDvNrweZOjt38Wo+7Lax44u8e+zYsZmWkLM7it9DvgpTrtNFUBygQMLwMb5Tj8kr6h2X6RQhc+1Dp/lAdUqDupTI4/mCggSVACbA+BOhQqIt8Ny+8cYbRpbvitAKlUL30HVFmpAUUgP5UMdVVFSY/pk+DDUCqYy+VBcopzgmKhxX/idV+dnwvPOiOhjpGqhmMAdlXHJ9bigqpk2bFl1zzTUmJY32RwU7qpT58HCzoMLBj4sX95K2wfcgzSdN/ZGVMQ8DV9RGXFfScFavXm2uK9BGUCVROdMVqKHxW0lL6+H8Sfnx7fvnC8ZsxjU7pnJtGd/jY6zLe5j0qeM998+XTx1QdXTu3LnGny4+D+T5xG8N9S9tX4iSUK3wjRDiCC699NLchAkTcl988cVRkXh2tvncFW3atCn4yuq5waRJk8yuTIcOHcxO00MPPZTzBeqYjRs3pn729ttvO7+Wxx13nNmJZecwjq+dWKuYKVfY1aqqHXB/RfX58pe/nNu3b5/59yeffGJ2DA8dOmTe8/PUU0/1uhsriofd3vPPP7/yxb2Lv+flEhSGKBFuv/323NKlSyt3lX31ZagzP/jgg8r3PKcjR47M9ejRw4xDyfHJFRUVFWaXvmXLlqb/Zmd95cqV3tROcMIJJ5jxNSRbtmzJjRkzxqgTXCpKSjHmoTJCtYnagvHv5Zdfrvzs2WefNaoMl8ybNy/XokWL3IsvvljZDvjJ+zPPPNO7wssn3D/6Fn6mvVyrNuPPHv0KKi7f8xnmmsuWLUv9jN+jGhWiVEgxI0QRsKNAZJ2IPjsKdvcSlQDv2ZFilyaLhD43cprxKSCXGcNhDF03b94c+QDFBbsyaQbGqI7YLXKpJqG0JLuHmDlSypn8/t69e0cdOnQwKh0fu4dZ9s2ozezevdvbrmESVEB46bDLi28CKgUqfbgmtAcLXgGdO3eu8v+oGkb1QM1UCEoWu4SdbPoz/EJoC7YqGmOF6/bA8z548ODo+uuvN+9RcTE+cMyXXnrJKDBQLfjyVuL8aIO//vWvoyVLljj1lwqtdqrOfUWdlNUxD1BSrl+/3swjMIcHrikeIk2bNi3Y7xwrKHMmTZpkKhbRR9NX07/hucZL1E6fOkDpx99MU4kx/6NSoeZQolQoMCNEDSBYQRDBVi5q27atSekoB0KdW3KSivwZs0AfIHWmakJa+UwqcmAyyXlnUUJu4e/xt21qmMtqFHUJUt6oNjN79mzznopIpPLZ6kHPPvusWSS6hEkhKSI8ix07djQpHDw7a9asMQsL0gP4HiFSw3ixOKb9u4LvXqhyDykkonaDwSplz1mAkwJH+gF9J6WXfaU4sKAnMOMjxYH2RVumrbVs2dIEYjA/jacMN2rUKHKdbmphMWrf+6hO9uGHH5pzpCQxkKZBQMFC+i4paVkd8+ijqCbEfIV+k2OQJsZxeW64nwRsXINZNEEtWzqeqpUhjLd9Eyq1HFasWGHGPMYinnneM9cEnhfaPIFglxCo494V+7kQPlFgRogawqTNBi9cTt7qyrmFzGmmusD9999vFttdu3Y1k0WOQz46FU6oAMBPnxD4weOGKiDsstly0yFKSovqg3cTz4qd0MerMq1du9aU6q2OauFYoLIOu8qoEOK+GixyCFiwKCU/PqseLFJzuYV+kv6EBVSrVq1M/4bHBQubcePGOV8Ap4EvEeoIgjQc2+Wutu0b+bv4L8V3zl1Wn2NBTX952223mcAhygufyq3Q1clQHp177rnmp712w4YNM/8mmMH4On369CirY15orywbOKgKqjZlEQJceB3Zctk///nPK58bX4T0qQOCoJRTT4P5ICW8qa4lRClQYEaIIncMWewic47v2pGWw2Rg1KhRprxnFgl9buwe2gBJGq7LZVsJMudpJcicDyVTfUqQGeiZkLLgsKoHlxLyUpSULmfYQUZKbSFAQ0AGeFaZLMY/d3XvCKbR1pJgSsri0bWsOyQKzLhj/vz5ZnGNCpBnA8XKq6++agxJ2fEmdYT/k1VVQsgUB4KujAMY76KKI8jlslx1qWHBi2LGpmnFg8z85H76UIqGGvNQVzFXQXWB0gH1CsdmXEcZxPPpMhWNc6GUOgEhlIxpwW3XaYShCJlaXioKmexzPxcuXBjs+wgRR4EZIYqAwYqdZCTAuLrbBQe73ewwsNtFykwWKedzyydBZqKIfNUHSP5ZYOD4b2XqXFeuZVpVh3LzL8gqqMRYnDHZT1ukErhxtWNvsQsLvAqSsMBggeO6IlroBeKtt96a93PahsuqaOXMOeecEy1atMioZTZs2GCqkVFdiFQcAheoq0hhyaoqIWSKQ+g+k4VhIaWay4VhMjWDlEiura+AaW0b81yfH/3+4sWLzXPPpsdNN91k2gfVmrJOyNTyUkFlw3hwhsqn8WqO9913n3yCRMlQYEaIImCB9MEHHxiZZRImQOymZDVHNfS5IRlHqk7aiJ1UsTtqIc3oyiuvjLIICxW8EAYOHGjMKq0KA/PKOXPmRMuWLTMyepeELCldznBfkHBjXpkEST7Sf4J7LmGRjaKLBW8SFsOkpxAgzSq0gzRQr7FYZFfbpTqunEkuoAq9z5oqIWSKA+dAP2mhv7zqqquO+D+vvPJK5Ao71llIq6Btx6F8tkslHoGtNNN+AguoO3bs2FGWY54Pr6w4BO9RmDAmEDQnDbU6qU61ldDlsktB6ECeEMeCAjNCFAFSZxZK7EomYeHEwoodxSwS+tyuvfZaI8m3VWcIDLHTBqSOsLuBRD+LYLaIGidtkk1FESpGkALgkkK+IXzGxEtUzQsvvGB21QiUsMCgUgMKBBsg4blEPeASFAB33XWXyfHnb9tj8l1++tOfmoUNu7PlAkEYPD3YScdTh3P0saNejoReXJTzYsamSFUF/jO+iKcW+YAgCf0I/Us8DZm0LbyrCJ7MmjWrbMc8115ZcUjV4rpickxwiwDzBRdcEGWV0KnlpSDpT5Vsfy79q4Q4VhSYEaIIWEwMHTrU7KZfeOGFlZPSjRs3mmotU6dOjfr165fJaxv63NjNwwyR/P6ktwcTAFKnshrk4lwIZsWNXC0fffSRkT67TDcQbsFnCUPo+D3inuK1UVVKTk1AHs+iJu5fgzKAYyKXL7eADNeTQBe77OLYFlD4y1issgRYVL3zzjtGiVQOqoRyx3fqFH8bVQxKJ+6bDfiiXmFRyn3lpwvqwphHUQQC9Bgav/XWWyYY1adPH+PVI2o/5RxkFtlHgRkhiuTPf/6zka/iXB8vKc0AneUdk9DnxoSfQTGt6hMpTRj0ZnXCX2iA185M7YVgIEFDFp2kTlg/IqTdhXZniwWPEFL72J1PHpNdfRa/KNqyCoECAjLk8HNtCcjEU0hE9alORTCXBqSlVCX4Bo8exh87thFAoEIaJYMxQZ0yZYo3D7JQPmCMpbQ9gjC2XyFFmL4mXrq7ptSFMQ9VL8GtW265xfRfaZ5gWU0XLufU8uqme1MiPKtzTpF9FJgRQpQUfDWYBKSlMJDCRLWkrPpqJPO14/A7SphmfZJarpRi14zUqUsvvdRU2EmC4Tb+DaRQZRUqfvC8DxkyJG9AJqsLmtDgFxJPScRslYCXOHZoc6QPsiAD0nXxDunfv7/xDzn//POjefPmObu0SdNiKlzRruPjxM033xxlkbow5sWDlGlpP1lOFy7n1PK6EGQW2UeBGSGKABkrg9Ps2bNT87mZ2HXr1i2T1zb0ubHgvPfee41/BpMCO9HBbJHj/exnPzMT1yxSF/K1y5VS7OwyYUSl1rhx46M+w2iV1BXS/rKK/I/8PZ+qvlY8qEdIHWzYsKFRrpCGs2XLFlP5Ct8QVDMu02lRHBQaF1AuuAJz4UIkzYeLRWNetinn1HIhssDR+jshREGQNk+ePDn1M3bZhg8fntnATOhzozz3zp07o969e5uBn9SlPXv2GHkwapmsBmXg8OHDeX+/fPly4yciai9UJ8u3eAIqlLnEPvdpMFHOetlSqvoINyR3fKt6TkXVcO1su1u5cqVZnBKUAcqPu1bOkVJE4CVesteCIiFZEaqmxP2q7PEZy32gMS/bYIJLyqkNzMSfHaqvYXYshPCHAjNCFMHmzZvzGr2xu8bnWaUU5zZ27Nho0KBB0Zo1ayrz3/kOyGjLCbwMCMYgjydvu2/fvqX+SiIPlD7F26WqXe3PPvvMeXrK73//+9S0Pn6fVu5W1E0IYv/xj3+sfD5ZEMffg9LCqke7du2i+fPnm00CDL9RblpQD7gyxrWgAiV9Kg3uo6365oqk+pXxJ00R6wONednivPPOM/4r+cYgUtGEEP5QYEaIImBHwQYQkvB7l9Uw6sq5EYS55ppronKDXHOCMVRwYJKPtwbGcps2bcq0kWu5g0Fg6FQmgpMoxEjrQ5VGWgALNQwXf/SjH5ly0kJAs2bNjvAhIZUp/j7LPhehmTZtWtSjR4/o7rvvNsHPeBoRpttXXHGF0+OxwJ05c2bqZxjsVyf1qCb4Mi+3aMzLLoxBd9xxR5Wp5UIIfygwI0QRXH755dH06dONN0qSGTNmRJdddllmr2s5n1toOnXqFFVUVBhTScou9+zZ0wSgyNtOq0Ilag++Fy9pMCHGdJRS9cjGbVpfgwYNolGjRqWaAou6idLC3EGfjNknbY02F2fw4MHGe8Yl5ZyyqDEv25RzarkQWUCBGSGKYOLEiSaAQVnpG264wZRO/PDDD6MXXnjBeIdQPSWrlPO5hYayq5QiJRDTokULU+lHZINSeXaMGTPG7FquXr26UrnGYsdnuV4h6jJt27Y1PjLJoAz4SKcNnbK4bt26KtPgXKa9aczLPnUltVyI2oiqMglRJFRtQFXCRMoOXigjyA+nekqWKedzCw0LbFKZKJHKRLhXr17RM888E23dujVq3rx5qb+eEELUaUJXYMPPhpSQqlIWXarjKFNfFa7T3jTmCSFEcSgwI4QQAcCbZ+nSpSZIQ0lyPCKYfKOQEEIIUbrADGXqQ1ZgQ5k6adKk1JTF0aNHR+WAxjwhhDg2FJgRoghWrFhR8P907tw5k9e2nM+ttoD576JFi6Inn3wyeu2110r9dYQQos6CYoWU05AV2GDv3r0lT1kkePKrX/3Ku3eIxjwhhCiMAjNCFMH555+f3qCOOy765z//afLVyePOIuV8bkIIIUQpU5lKAf5wf/rTn4x/DSb0KHVmzZoVPfDAA6ai18aNG0v9FYUQos4j818himDz5s1H/Q7PkAkTJkQvv/xydM8992T2upbzuQkhhBClrsAWkl/84hcmdeob3/iGSdnq379/tGrVKhOQWbBgQaoJsRBCiPAoMCNEDbFBC4z7Bg4cGG3bts1MeMqBcj43IYQQolQV2EIxd+5ck6Lcrl07U43pW9/6VjRz5kwzpgshhKg9KJVJiCL529/+Fo0fPz565ZVXTCWFoUOHlk3QopzPTQghhKgrnHLKKSYF2dKkSZNo//79Jf1OQgghjkaKGSGK4Hvf+56psEPQ4r333otOPfXUsrmO5XxuQgghRF1TBO3evbtSGdSwYcMj3kPz5s1L+A2FEEKAFDNCFFnFoV69elH9+vWPyk9nsuOrikMIyvnchBBCiLoEYzrjdlVVp2ToL4QQpUeKGSGKACVJuVLO5yaEEELUJQ4fPpz391Rrevzxx4N/JyGEEEejwIwQRdC6deuyvW7lfG5CCCFEXWbDhg3RE088ET399NPRwYMHo759+5b6KwkhhFBgRojiwH+lELNmzcrk5S3ncxNCCCHqGu+++64JxqCO2b59e3T11VdH+/btizZt2hS1atWq1F9PCCGEAjNCFMdXvvKVvJ8hD37++ecze2nL+dyEEEKIukSnTp2iioqKqEuXLtGIESOinj17GlP/M844I2rUqFGpv54QQoj/R+a/QjgGaTDlKMvRTK+cz00IIYQoN84555xoz5490Y033hh95zvfMWoZDIEJzLz99tuqyCSEELWE40v9BYQoN5KVjMqJcj43IYQQotzYtm1btHTp0qhx48bGTwZV7IABA6IDBw6U+qsJIYSIocCMEEIIIYQQZZzONGPGjGjnzp3RI488Ev3nP/+Jvvjii+jiiy+OJk6cWOqvJ4QQQh4zQhTHunXr8n72+eefZ/qylvO5CSGEEHWV+vXrR927dzcvzH8XLVoUPfnkk6X+WkIIIeQxI0RxnHXWWQX/z3vvvZfJy1vO5yaEEEIIIYQQtQ2Z/wohhBBCCCGEEEKUCHnMCCGEEEIIIYQQQpQIBWaEEEIIIYQQQgghSoQCM0IIIYQQQgghhBAlQoEZIYQQQgghhBBCiBKhwIwQQgghhBBCCCFEiVBgRgghhBBCCCGEEKJEKDAjhBBCCCGEEEIIEZWG/wNXp0sjBq+n9QAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pl.matrixplot(adata, markers_dict, cluster_header, dendrogram = dendrogram, save = True, output_folder = output_folder, outputfilename_suffix = outputfilename_prefix)"
]
},
{
"cell_type": "markdown",
"id": "9c3fd0f2",
"metadata": {},
"source": [
"#### Plotting classification metrics from NS-Forest results"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "ea2a3d6e-1e73-4513-b655-1c70f1a08a79",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving...\n",
" ../outputs_layer1/cluster_boxplot_f_score_precision_recall_onTarget.html\n"
]
},
{
"data": {
"text/html": [
" \n",
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pl.boxplot(results, [\"f_score\", \"precision\", \"recall\", \"onTarget\"], save = True, output_folder = output_folder, outputfilename_prefix = outputfilename_prefix)"
]
},
{
"cell_type": "markdown",
"id": "bf6225cc-47c3-4a65-b8f5-7a3cd3805aa8",
"metadata": {},
"source": [
"#### Plotting individual classification metrics"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "08e99bb1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving...\n",
" ../outputs_layer1/cluster_boxplot_f_score.html\n"
]
},
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pl.boxplot(results, \"f_score\", save = True, output_folder = output_folder, outputfilename_prefix = outputfilename_prefix)"
]
},
{
"cell_type": "markdown",
"id": "42e6944a-b7cf-4b3e-816c-0b3987fac0c5",
"metadata": {},
"source": [
"#### Plotting metrics vs clusterSize"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "c6b4e2c6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving...\n",
" ../outputs_layer1/cluster_scatter_f_score.html\n"
]
},
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pl.scatter_w_clusterSize(results, \"f_score\", save = True, output_folder = output_folder, outputfilename_prefix = outputfilename_prefix)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "2aa862bb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving...\n",
" ../outputs_layer1/cluster_scatter_precision.html\n"
]
},
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pl.scatter_w_clusterSize(results, \"precision\", save = True, output_folder = output_folder, outputfilename_prefix = outputfilename_prefix)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "fd21adbf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving...\n",
" ../outputs_layer1/cluster_scatter_recall.html\n"
]
},
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pl.scatter_w_clusterSize(results, \"recall\", save = True, output_folder = output_folder, outputfilename_prefix = outputfilename_prefix)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "cf03b994",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving...\n",
" ../outputs_layer1/cluster_scatter_onTarget.html\n"
]
},
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ns.pl.scatter_w_clusterSize(results, \"onTarget\", save = True, output_folder = output_folder, outputfilename_prefix = outputfilename_prefix)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}