diff --git a/Python/tutorial/EmbryoidBody.ipynb b/Python/tutorial/EmbryoidBody.ipynb
index 6b039d0..1f7fe37 100644
--- a/Python/tutorial/EmbryoidBody.ipynb
+++ b/Python/tutorial/EmbryoidBody.ipynb
@@ -6,7 +6,7 @@
"source": [
"# Introduction\n",
"\n",
- "In this tutorial, we demonstrate how to use PHATE (Potential of Heat-diffusion for Affinity-based Transition Embedding) to analyze a 31,000 cell 27-day time course of embryoid body (EB) differentiation. You can run and edit this notebook at https://colab.research.google.com/github/KrishnaswamyLab/PHATE/blob/master/Python/tutorial/EmbryoidBody.ipynb. Running the tutorial should take approximately 15 minutes excluding the t-SNE comparison, or 25 minutes including the comparison.\n",
+ "In this tutorial, we demonstrate how to use PHATE (Potential of Heat-diffusion for Affinity-based Transition Embedding) to analyze a 31,000 cell 27-day time course of embryoid body (EB) differentiation. You can run and edit this notebook at https://colab.research.google.com/github/KrishnaswamyLab/PHATE/blob/master/Python/tutorial/EmbryoidBody.ipynb. Running the tutorial should take approximately 15 minutes.\n",
"\n",
"We review the following steps:\n",
"\n",
@@ -30,26 +30,39 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "## 0. Install PHATE\n",
+ "## 0. Installation\n",
"\n",
- "If you have not already installed PHATE and `scprep`, we can install them from the notebook. You may need to restart the kernel/runtime after installation."
+ "```bash\n",
+ "pip install scanpy phate\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 1. Import libraries"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
- "!pip install --user --upgrade phate scprep"
+ "import os\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "import scanpy as sc\n",
+ "import phate\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- " \n",
- "## 1. Loading 10X data"
+ "# 2. Loading 10x Data"
]
},
{
@@ -92,462 +105,270 @@
"If you have downloaded the files already, set the `download_path` below to the directory where you saved the files. If not, the following code will download the data for you. Not that the download is 746MB: you must have sufficient disk space for the download."
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### [Optional] Download the data"
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "/home/user\n"
+ "Downloading from https://prod-dcd-datasets-cache-zipfiles.s3.eu-west-1.amazonaws.com/v6n743h5ng-1.zip...\n",
+ "Downloaded to /Users/joaofelipe/scRNAseq/v6n743h5ng-1.zip\n",
+ "Extracting outer zip file...\n",
+ "Extracting scRNAseq.zip...\n",
+ "Moving scRNAseq contents to main directory...\n",
+ " Moved: T6_7D\n",
+ " Moved: T8_9E\n",
+ " Moved: T4_5C\n",
+ " Moved: T2_3B\n",
+ " Moved: T0_1A\n",
+ "Cleaned up temporary files\n",
+ "\n",
+ "Done! scRNAseq data is in: /Users/joaofelipe/scRNAseq\n",
+ "\n",
+ "Final contents:\n",
+ " - T6_7D\n",
+ " - T8_9E\n",
+ " - T4_5C\n",
+ " - T2_3B\n",
+ " - T0_1A\n"
]
}
],
"source": [
"import os\n",
- "import scprep\n",
- "download_path = os.path.expanduser(\"~\")\n",
- "print(download_path)"
+ "import urllib.request\n",
+ "import zipfile\n",
+ "import shutil\n",
+ "\n",
+ "def download_and_extract_scrna():\n",
+ " # Set up the download path\n",
+ " download_path = os.path.expanduser(\"~/scRNAseq\")\n",
+ " os.makedirs(download_path, exist_ok=True)\n",
+ " \n",
+ " # Download URL\n",
+ " url = \"https://prod-dcd-datasets-cache-zipfiles.s3.eu-west-1.amazonaws.com/v6n743h5ng-1.zip\"\n",
+ " zip_file = os.path.join(download_path, \"v6n743h5ng-1.zip\")\n",
+ " \n",
+ " print(f\"Downloading from {url}...\")\n",
+ " urllib.request.urlretrieve(url, zip_file)\n",
+ " print(f\"Downloaded to {zip_file}\")\n",
+ " \n",
+ " # Extract the outer zip file to a temp directory\n",
+ " temp_extract = os.path.join(download_path, \"temp_extract\")\n",
+ " os.makedirs(temp_extract, exist_ok=True)\n",
+ " \n",
+ " print(\"Extracting outer zip file...\")\n",
+ " with zipfile.ZipFile(zip_file, 'r') as zip_ref:\n",
+ " zip_ref.extractall(temp_extract)\n",
+ " \n",
+ " # Find and extract the scRNAseq.zip file\n",
+ " scrna_zip = os.path.join(temp_extract, \"scRNAseq.zip\")\n",
+ " if os.path.exists(scrna_zip):\n",
+ " print(\"Extracting scRNAseq.zip...\")\n",
+ " with zipfile.ZipFile(scrna_zip, 'r') as zip_ref:\n",
+ " zip_ref.extractall(temp_extract)\n",
+ " \n",
+ " # Move contents of scRNAseq folder to the main directory\n",
+ " scrna_folder = os.path.join(temp_extract, \"scRNAseq\")\n",
+ " if os.path.exists(scrna_folder):\n",
+ " print(\"Moving scRNAseq contents to main directory...\")\n",
+ " for item in os.listdir(scrna_folder):\n",
+ " src = os.path.join(scrna_folder, item)\n",
+ " dst = os.path.join(download_path, item)\n",
+ " shutil.move(src, dst)\n",
+ " print(f\" Moved: {item}\")\n",
+ " \n",
+ " # Clean up temp directory and zip file\n",
+ " shutil.rmtree(temp_extract)\n",
+ " os.remove(zip_file)\n",
+ " print(\"Cleaned up temporary files\")\n",
+ " \n",
+ " print(f\"\\nDone! scRNAseq data is in: {download_path}\")\n",
+ " print(\"\\nFinal contents:\")\n",
+ " for item in os.listdir(download_path):\n",
+ " print(f\" - {item}\")\n",
+ "\n",
+ "# Run the function\n",
+ "download_and_extract_scrna()"
]
},
{
- "cell_type": "code",
- "execution_count": 2,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "if not os.path.isdir(os.path.join(download_path, \"scRNAseq\", \"T0_1A\")):\n",
- " # need to download the data\n",
- " scprep.io.download.download_and_extract_zip(\n",
- " \"https://md-datasets-public-files-prod.s3.eu-west-1.amazonaws.com/\"\n",
- " \"5739738f-d4dd-49f7-b8d1-5841abdbeb1e\",\n",
- " download_path)"
+ "Scanpy's `read_10x_mtx` reads the standard 10X CellRanger output format:\n",
+ "- `matrix.mtx` (expression matrix)\n",
+ "- `genes.tsv` (gene names)\n",
+ "- `barcodes.tsv` (cell barcodes)"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 3,
"metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Loaded 31161 cells and 33694 genes\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/joaofelipe/Yale/github_projects/PHATE/.venv/lib/python3.10/site-packages/anndata/_core/anndata.py:1756: UserWarning: Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n",
+ " utils.warn_names_duplicates(\"obs\")\n"
+ ]
+ }
+ ],
"source": [
- "### Using `scprep` to import data into Pandas DataFrames\n",
+ "# If you want to use a single sample\n",
+ "# adata = sc.read_10x_mtx('path/to/data/', var_names='gene_symbols', cache=True)\n",
+ " \n",
+ "data_path = os.path.expanduser(\"~/scRNAseq\")\n",
"\n",
"\n",
- "We use a toolkit for loading and manipulating single-cell data called `scprep`. The function `load_10X` will automatically load 10X scRNAseq datasets (and others) into a Pandas DataFrame. DataFrames are incredibly useful tools for data analysis in Python. To learn more about them, [check out the Pandas Documentation and Tutorials](https://pandas.pydata.org/pandas-docs/stable/).\n",
+ "samples = ['T0_1A', 'T2_3B', 'T4_5C', 'T6_7D', 'T8_9E']\n",
+ "labels = ['Day 00-03', 'Day 06-09', 'Day 12-15', 'Day 18-21', 'Day 24-27']\n",
"\n",
+ "adatas = []\n",
+ "for sample, label in zip(samples, labels):\n",
+ " adata = sc.read_10x_mtx(os.path.join(data_path, sample), var_names='gene_symbols', make_unique=True,cache=True)\n",
+ " adata.obs['timepoint'] = label\n",
+ " adatas.append(adata)\n",
"\n",
- "Let's load the data and create a single matrix that we can use for preprocessing, visualization, and analysis."
+ "# Concatenate all samples\n",
+ "adata = sc.concat(adatas, merge=\"same\")\n",
+ "adata.obs_names_make_unique()\n",
+ "print(f\"Loaded {adata.n_obs} cells and {adata.n_vars} genes\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "#### 1. Standard imports"
+ "## 3. Filtering"
]
},
{
- "cell_type": "code",
- "execution_count": 3,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "import pandas as pd\n",
- "import numpy as np\n",
- "import phate\n",
- "import scprep\n",
+ "### 3.1. Quality control metrics\n",
+ "Quality Control from scanpy's [documentation](https://scanpy.readthedocs.io/en/stable/tutorials/basics/clustering.html):\n",
"\n",
- "# matplotlib settings for Jupyter notebooks only\n",
- "%matplotlib inline"
+ "_The scanpy function calculate_qc_metrics() calculates common quality control (QC) metrics, which are largely based on calculateQCMetrics from scater [McCarthy et al., 2017]. One can pass specific gene population to calculate_qc_metrics() in order to calculate proportions of counts for these populations._"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 4,
"metadata": {},
+ "outputs": [],
"source": [
- "#### 2. Use `scprep.io.load_10X` to import all three matrices into a DataFrame for each sample (this may take a few minutes)\n",
- "\n",
- "Note: By default, `scprep.io.load_10X` loads scRNA-seq data using the Pandas SparseDataFrame [(**see Pandas docs**)](https://pandas.pydata.org/pandas-docs/stable/sparse.html) to maximize memory efficiency. However, this will be slower than loading on a dense matrix. To load a dense matrix, pass the `sparse=False` argument to `load_10X`. We use `gene_labels = 'both'` so we can see the gene symbols while still retaining the uniqueness offered by gene IDs."
+ "# Calculate QC metrics\n",
+ "## Here we are also computing quality control specific for Mitochondrial genes\n",
+ "adata.var['mt'] = adata.var_names.str.startswith('MT-')\n",
+ "sc.pp.calculate_qc_metrics(adata, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)"
]
},
{
"cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "scrolled": true
- },
+ "execution_count": 5,
+ "metadata": {},
"outputs": [
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"text/plain": [
- " RP11-34P13.3 (ENSG00000243485) FAM138A (ENSG00000237613) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 0.0 \n",
- "\n",
- " OR4F5 (ENSG00000186092) RP11-34P13.7 (ENSG00000238009) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 0.0 \n",
- "\n",
- " RP11-34P13.8 (ENSG00000239945) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 \n",
- "\n",
- " RP11-34P13.14 (ENSG00000239906) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 \n",
- "\n",
- " RP11-34P13.9 (ENSG00000241599) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 \n",
- "\n",
- " FO538757.3 (ENSG00000279928) FO538757.2 (ENSG00000279457) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 1.0 \n",
- "AAACATTGAAAGCA-1 0.0 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 0.0 \n",
- "\n",
- " AP006222.2 (ENSG00000228463) ... \\\n",
- "0 ... \n",
- "AAACATACCAGAGG-1 0.0 ... \n",
- "AAACATTGAAAGCA-1 0.0 ... \n",
- "AAACATTGAAGTGA-1 0.0 ... \n",
- "AAACATTGGAGGTG-1 0.0 ... \n",
- "AAACATTGGTTTCT-1 0.0 ... \n",
- "\n",
- " AC007325.2 (ENSG00000277196) BX072566.1 (ENSG00000277630) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 0.0 \n",
- "\n",
- " AL354822.1 (ENSG00000278384) AC023491.2 (ENSG00000278633) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 0.0 \n",
- "\n",
- " AC004556.1 (ENSG00000276345) AC233755.2 (ENSG00000277856) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 0.0 \n",
- "\n",
- " AC233755.1 (ENSG00000275063) AC240274.1 (ENSG00000271254) \\\n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 0.0 \n",
- "\n",
- " AC213203.1 (ENSG00000277475) FAM231B (ENSG00000268674) \n",
- "0 \n",
- "AAACATACCAGAGG-1 0.0 0.0 \n",
- "AAACATTGAAAGCA-1 0.0 0.0 \n",
- "AAACATTGAAGTGA-1 0.0 0.0 \n",
- "AAACATTGGAGGTG-1 0.0 0.0 \n",
- "AAACATTGGTTTCT-1 0.0 0.0 \n",
- "\n",
- "[5 rows x 33694 columns]"
+ ""
]
},
- "execution_count": 4,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
- "sparse=True\n",
- "T1 = scprep.io.load_10X(os.path.join(download_path, \"scRNAseq\", \"T0_1A\"), sparse=sparse, gene_labels='both')\n",
- "T2 = scprep.io.load_10X(os.path.join(download_path, \"scRNAseq\", \"T2_3B\"), sparse=sparse, gene_labels='both')\n",
- "T3 = scprep.io.load_10X(os.path.join(download_path, \"scRNAseq\", \"T4_5C\"), sparse=sparse, gene_labels='both')\n",
- "T4 = scprep.io.load_10X(os.path.join(download_path, \"scRNAseq\", \"T6_7D\"), sparse=sparse, gene_labels='both')\n",
- "T5 = scprep.io.load_10X(os.path.join(download_path, \"scRNAseq\", \"T8_9E\"), sparse=sparse, gene_labels='both')\n",
- "T1.head()"
+ "# Visualize QC metrics\n",
+ "sc.pl.violin(adata, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'],\n",
+ " jitter=0.4, multi_panel=True, groupby='timepoint')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "** 3. Library size filtering **\n",
+ "### 3.2 Library Size Filtering\n",
+ "We filter out cells that have either very large or very small library sizes. For this data set, library size correlates somewhat with sample (see the violin plots above) and so we filter on a per-sample basis. \n",
"\n",
- "We filter out cells that have either very large or very small library sizes. For this data set, library size correlates somewhat with sample and so we filter on a per-sample basis. In this case, we eliminate the top and bottom 20% of cells for each sample. Similar results are obtained with simpler, less conservative filtering."
+ "In this case, we eliminate the top and bottom 20% of cells for each sample. Similar results are obtained with simpler, less conservative filtering.\n",
+ "\n",
+ "First, let's plot to observe the distribution"
]
},
{
"cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "scrolled": true
- },
+ "execution_count": 6,
+ "metadata": {},
"outputs": [
{
"data": {
+ "image/png": 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"text/plain": [
- ""
+ ""
]
},
- "execution_count": 5,
"metadata": {},
- "output_type": "execute_result"
- },
- {
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- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
"output_type": "display_data"
}
],
"source": [
- "scprep.plot.plot_library_size(T1, percentile=20)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "filtered_batches = []\n",
- "for batch in [T1, T2, T3, T4, T5]:\n",
- " batch = scprep.filter.filter_library_size(batch, percentile=20, keep_cells='above')\n",
- " batch = scprep.filter.filter_library_size(batch, percentile=75, keep_cells='below')\n",
- " filtered_batches.append(batch)\n",
- "del T1, T2, T3, T4, T5 # removes objects from memory"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "#### 4. Merge all datasets and create a vector representing the time point of each sample"
+ "#Let's set a percentile to filter\n",
+ "min_percentile = 20 # Filter cells lower than the 20th percentile\n",
+ "max_percentile = 80 # Filter cells higher than the 80th percentile\n",
+ "\n",
+ "# Create a plot for each sample\n",
+ "fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for idx, (sample, label) in enumerate(zip(samples, labels)):\n",
+ " # Filter data for this sample\n",
+ " sample_mask = adata.obs['timepoint'] == label\n",
+ " sample_counts = adata.obs.loc[sample_mask, 'total_counts']\n",
+ " \n",
+ " # Calculate thresholds for this sample\n",
+ " threshold_min = np.percentile(sample_counts, min_percentile)\n",
+ " threshold_max = np.percentile(sample_counts, max_percentile)\n",
+ " \n",
+ " # Plot\n",
+ " axes[idx].hist(sample_counts, bins=50, alpha=0.7, edgecolor='black', log=True)\n",
+ " axes[idx].axvline(threshold_min, color='red', linestyle='--', linewidth=2,\n",
+ " label=f'{min_percentile}th: {threshold_min:.0f}')\n",
+ " axes[idx].axvline(threshold_max, color='blue', linestyle='--', linewidth=2,\n",
+ " label=f'{max_percentile}th: {threshold_max:.0f}')\n",
+ " axes[idx].set_xlabel('Library Size (Total Counts)', fontsize=10)\n",
+ " axes[idx].set_ylabel('Number of Cells', fontsize=10)\n",
+ " axes[idx].set_title(f'{label}', fontsize=12, fontweight='bold')\n",
+ " axes[idx].legend(fontsize=8)\n",
+ " axes[idx].grid(alpha=0.3)\n",
+ "\n",
+ "# Hide the extra subplot\n",
+ "axes[-1].axis('off')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
]
},
{
@@ -556,380 +377,50 @@
"metadata": {},
"outputs": [
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- "
5 rows × 33694 columns
\n",
- "
"
- ],
- "text/plain": [
- " RP11-34P13.3 (ENSG00000243485) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " FAM138A (ENSG00000237613) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " OR4F5 (ENSG00000186092) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " RP11-34P13.7 (ENSG00000238009) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " RP11-34P13.8 (ENSG00000239945) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " RP11-34P13.14 (ENSG00000239906) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " RP11-34P13.9 (ENSG00000241599) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " FO538757.3 (ENSG00000279928) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " FO538757.2 (ENSG00000279457) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " AP006222.2 (ENSG00000228463) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " ... \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 ... \n",
- "AAACCGTGCAGAAA-1_Day 00-03 ... \n",
- "AAACCGTGGAAGGC-1_Day 00-03 ... \n",
- "AAACGCACCGGTAT-1_Day 00-03 ... \n",
- "AAACGCACCTATTC-1_Day 00-03 ... \n",
- "\n",
- " AC007325.2 (ENSG00000277196) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " BX072566.1 (ENSG00000277630) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " AL354822.1 (ENSG00000278384) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " AC023491.2 (ENSG00000278633) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " AC004556.1 (ENSG00000276345) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " AC233755.2 (ENSG00000277856) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " AC233755.1 (ENSG00000275063) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " AC240274.1 (ENSG00000271254) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " AC213203.1 (ENSG00000277475) \\\n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- " FAM231B (ENSG00000268674) \n",
- "AAACATTGAAAGCA-1_Day 00-03 0.0 \n",
- "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n",
- "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n",
- "AAACGCACCGGTAT-1_Day 00-03 0.0 \n",
- "AAACGCACCTATTC-1_Day 00-03 0.0 \n",
- "\n",
- "[5 rows x 33694 columns]"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Day 00-03: keeping 2789/4649 cells (range: 4406 - 9874)\n",
+ "Day 06-09: keeping 4425/7377 cells (range: 3194 - 6486)\n",
+ "Day 12-15: keeping 3747/6245 cells (range: 2638 - 5674)\n",
+ "Day 18-21: keeping 3939/6563 cells (range: 2721 - 5672)\n",
+ "Day 24-27: keeping 3796/6327 cells (range: 1935 - 4256)\n",
+ "\n",
+ "Total cells after filtering: 18696\n"
+ ]
}
],
"source": [
- "EBT_counts, sample_labels = scprep.utils.combine_batches(\n",
- " filtered_batches, \n",
- " [\"Day 00-03\", \"Day 06-09\", \"Day 12-15\", \"Day 18-21\", \"Day 24-27\"],\n",
- " append_to_cell_names=True\n",
- ")\n",
- "del filtered_batches # removes objects from memory\n",
- "EBT_counts.head()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "collapsed": true
- },
- "source": [
- " \n",
- "## 2. Preprocessing: Filtering, Normalizing, and Transforming\n",
- "\n",
- "### Filtering\n",
- "\n",
- "We filter the data by: \n",
- "1. Filtering by library size (if we did not do this prior to combining batches)\n",
- "2. Removing genes that are expressed in relatively few cells.\n",
- "3. Removing dead cells\n",
- "\n",
- "We filter dead cells after library size normalization, since library size is not necessarily related to cell state."
+ "# Filter cells per sample based on library size percentiles\n",
+ "cells_to_keep = []\n",
+ "\n",
+ "for sample, label in zip(samples, labels):\n",
+ " # Get cells for this sample\n",
+ " sample_mask = adata.obs['timepoint'] == label\n",
+ " sample_counts = adata.obs.loc[sample_mask, 'total_counts']\n",
+ " \n",
+ " # Calculate thresholds for this sample\n",
+ " threshold_min = np.percentile(sample_counts, min_percentile)\n",
+ " threshold_max = np.percentile(sample_counts, max_percentile)\n",
+ " \n",
+ " # Identify cells to keep for this sample\n",
+ " keep_mask = (sample_counts >= threshold_min) & (sample_counts <= threshold_max)\n",
+ " cells_to_keep.extend(sample_counts[keep_mask].index.tolist())\n",
+ " \n",
+ " print(f\"{label}: keeping {keep_mask.sum()}/{len(sample_counts)} cells \"\n",
+ " f\"(range: {threshold_min:.0f} - {threshold_max:.0f})\")\n",
+ " \n",
+ "# Filter the AnnData object\n",
+ "adata = adata[cells_to_keep, :].copy()\n",
+ "print(f\"\\nTotal cells after filtering: {adata.n_obs}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "** Filtering I: Library size filtering **\n",
- "\n",
- "We did this before, because the library size correlated strongly with our samples. However, if we wanted to do something simplier, we could have run the following here instead:\n",
- "\n",
- "`EBT_counts, sample_labels = scprep.filter.library_size_filter(EBT_counts, sample_labels, cutoff=2000)`"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "collapsed": true
- },
- "source": [
- "#### Filtering II: Remove rare genes\n",
- "\n",
- "We eliminate genes that are expressed in 10 cells or fewer."
+ "### 3.3 Removing rare genes\n",
+ "Let's eliminate genes that are expressed in 10 cells or fewer."
]
},
{
@@ -938,18 +429,17 @@
"metadata": {},
"outputs": [],
"source": [
- "EBT_counts = scprep.filter.filter_rare_genes(EBT_counts, min_cells=10)"
+ "# Eliminate genes that are expressed in few cells\n",
+ "min_cells = 10\n",
+ "sc.pp.filter_genes(adata, min_cells=min_cells)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### Normalization\n",
- "\n",
- "To correct for differences in library sizes, we divide each cell by its library size and then rescale by the median library size.\n",
- "\n",
- "In python this is performed using the preprocessing method `library_size_normalize()`."
+ "### 3.4. Normalization\n",
+ "To correct for differences in library sizes, we divide each cell by its library size and then rescale by the median library size."
]
},
{
@@ -958,17 +448,15 @@
"metadata": {},
"outputs": [],
"source": [
- "EBT_counts = scprep.normalize.library_size_normalize(EBT_counts)"
+ "# Normalize to median library size\n",
+ "sc.pp.normalize_total(adata, target_sum=np.median(adata.obs['total_counts']))"
]
},
{
"cell_type": "markdown",
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"source": [
- "#### Filtering III: Dead cell removal\n",
- "\n",
+ "### 3.5. Dead cell removal\n",
"Dead cells are likely to have a higher mitochondrial RNA expression level than live cells. Therefore, we remove suspected dead cells by eliminating cells that have the highest mitochondrial RNA expression levels on average. \n",
"\n",
"First let's look at the distribution of mitochontrial genes."
@@ -977,43 +465,37 @@
{
"cell_type": "code",
"execution_count": 10,
- "metadata": {
- "scrolled": true
- },
+ "metadata": {},
"outputs": [
{
"data": {
+ "image/png": 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",
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 10,
"metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
"output_type": "display_data"
}
],
"source": [
- "mito_genes = scprep.select.get_gene_set(EBT_counts, starts_with=\"MT-\") # Get all mitochondrial genes. There are 14, FYI.\n",
- "scprep.plot.plot_gene_set_expression(EBT_counts, genes=mito_genes, percentile=90)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Here we see that above the top 90th percentile, there is a steep increase in expression of mitochondrial RNAs. We'll remove these cells from further analysis."
+ "# Get mitochondrial percentages\n",
+ "mito_pct = adata.obs['pct_counts_mt']\n",
+ "mito_percentile = 90\n",
+ "mito_threshold = np.percentile(mito_pct, mito_percentile) # Upper percentile\n",
+ "\n",
+ "# Plot\n",
+ "fig, ax = plt.subplots(figsize=(8, 5))\n",
+ "ax.hist(mito_pct, bins=50, alpha=0.7, edgecolor='black')\n",
+ "ax.axvline(mito_threshold, color='red', linestyle='--', linewidth=2,\n",
+ " label=f'{mito_percentile}th percentile: {mito_threshold:.1f}%')\n",
+ "ax.set_xlabel('Mitochondrial Gene %', fontsize=12)\n",
+ "ax.set_ylabel('Number of Cells', fontsize=12)\n",
+ "ax.set_title('Mitochondrial Content Distribution', fontsize=14, fontweight='bold')\n",
+ "ax.legend()\n",
+ "ax.grid(alpha=0.3)\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
]
},
{
@@ -1022,16 +504,15 @@
"metadata": {},
"outputs": [],
"source": [
- "EBT_counts, sample_labels = scprep.filter.filter_gene_set_expression(\n",
- " EBT_counts, sample_labels, genes=mito_genes, \n",
- " percentile=90, keep_cells='below')"
+ "# Filter cells with high mitochondrial content\n",
+ "adata = adata[adata.obs['pct_counts_mt'] < mito_threshold].copy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### Transformation\n",
+ "### 3.5. Transformation\n",
"\n",
"In scRNA-seq analysis, the data is often $\\log$-transformed. This typically requires the addition of some small value to avoid taking $\\log(0)$. We avoid this issue entirely by instead taking the square root transform. The square root function has a similar form as the $\\log$ function with the added benefit of being stable at 0."
]
@@ -1042,22 +523,23 @@
"metadata": {},
"outputs": [],
"source": [
- "EBT_counts = scprep.transform.sqrt(EBT_counts)"
+ "# Square root transform (alternative to log transform, stable at zero)\n",
+ "# sc.pp.log1p(adata) # You can also use log1p if preferred\n",
+ "adata.X = np.sqrt(adata.X) # We use "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- " \n",
- "## 3. Embedding Data Using PHATE"
+ "## 4. Embedding Data Using PHATE"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### 3.1 Instantiating the PHATE estimator\n",
+ "### 4.1 Instantiating the PHATE estimator\n",
"\n",
"The API of PHATE models that of Scikit Learn. First, you instantiate a PHATE estimator object with the parameters for fitting the PHATE embedding to a given dataset. Next, you use the `fit` and `fit_transform` functions to generate an embedding. For more information, check out [**the PHATE readthedocs page**](http://phate.readthedocs.io/).\n",
"\n",
@@ -1069,13 +551,6 @@
"* `gamma` : Informational distance constant (default: 1). `gamma=1` gives the PHATE log potential, but other informational distances can be interesting. If most of the points seem concentrated in one section of the plot, you can try `gamma=0`."
]
},
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Here's the simplest way to apply PHATE:"
- ]
- },
{
"cell_type": "code",
"execution_count": 13,
@@ -1086,43 +561,36 @@
"output_type": "stream",
"text": [
"Calculating PHATE...\n",
- " Running PHATE on 16821 cells and 17845 genes.\n",
+ " Running PHATE on 16826 observations and 17845 variables.\n",
" Calculating graph and diffusion operator...\n",
" Calculating PCA...\n",
- " Calculated PCA in 32.16 seconds.\n",
+ " Calculated PCA in 5.86 seconds.\n",
" Calculating KNN search...\n",
- " Calculated KNN search in 14.15 seconds.\n",
+ " Calculated KNN search in 0.24 seconds.\n",
" Calculating affinities...\n",
- " Calculated affinities in 0.26 seconds.\n",
- " Calculated graph and diffusion operator in 52.76 seconds.\n",
+ " Calculated affinities in 1.97 seconds.\n",
+ " Calculated graph and diffusion operator in 8.15 seconds.\n",
" Calculating landmark operator...\n",
" Calculating SVD...\n",
- " Calculated SVD in 2.15 seconds.\n",
+ " Calculated SVD in 1.51 seconds.\n",
" Calculating KMeans...\n",
- " Calculated KMeans in 36.05 seconds.\n",
- " Calculated landmark operator in 40.53 seconds.\n",
+ " Calculated KMeans in 6.35 seconds.\n",
+ " Calculated landmark operator in 7.86 seconds.\n",
" Calculating optimal t...\n",
- " Automatically selected t = 21\n",
- " Calculated optimal t in 2.98 seconds.\n",
+ " Automatically selected t = 22\n",
+ " Calculated optimal t in 0.98 seconds.\n",
" Calculating diffusion potential...\n",
- " Calculated diffusion potential in 2.12 seconds.\n",
+ " Calculated diffusion potential in 0.78 seconds.\n",
" Calculating metric MDS...\n",
- " Calculated metric MDS in 13.67 seconds.\n",
- "Calculated PHATE in 112.09 seconds.\n"
+ " Calculated metric MDS in 2.58 seconds.\n",
+ "Calculated PHATE in 20.89 seconds.\n"
]
}
],
"source": [
- "phate_operator = phate.PHATE(n_jobs=-2)\n",
- "\n",
- "Y_phate = phate_operator.fit_transform(EBT_counts)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "And then we plot using `scprep.plot.scatter2d`. For more advanced plotting, we recommend Matplotlib. If you want more help on using Matplotlib, they have [**extensive documentation**](https://matplotlib.org/tutorials/index.html) and [**many Stackoverflow threads**](https://stackoverflow.com/questions/tagged/matplotlib)."
+ "# Run PHATE\n",
+ "phate_operator = phate.PHATE(knn=5, decay=15, n_jobs=-2, verbose=True)\n",
+ "adata.obsm['X_phate'] = phate_operator.fit_transform(adata.X)"
]
},
{
@@ -1132,19 +600,9 @@
"outputs": [
{
"data": {
+ "image/png": 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",
"text/plain": [
- ""
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1152,8 +610,8 @@
}
],
"source": [
- "scprep.plot.scatter2d(Y_phate, c=sample_labels, figsize=(12,8), cmap=\"Spectral\",\n",
- " ticks=False, label_prefix=\"PHATE\")"
+ "# Visualize PHATE colored by timepoint\n",
+ "sc.pl.embedding(adata, basis='phate', color='timepoint', cmap=\"Spectral\",title='PHATE - Timepoint')"
]
},
{
@@ -1165,7 +623,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -1173,26 +631,26 @@
"output_type": "stream",
"text": [
"Calculating PHATE...\n",
- " Running PHATE on 16821 cells and 17845 genes.\n",
+ " Running PHATE on 16826 observations and 17845 variables.\n",
" Calculating graph and diffusion operator...\n",
" Calculating PCA...\n",
- " Calculated PCA in 30.84 seconds.\n",
+ " Calculated PCA in 6.22 seconds.\n",
" Calculating KNN search...\n",
- " Calculated KNN search in 17.06 seconds.\n",
+ " Calculated KNN search in 0.17 seconds.\n",
" Calculating affinities...\n",
- " Calculated affinities in 8.93 seconds.\n",
- " Calculated graph and diffusion operator in 62.44 seconds.\n",
+ " Calculated affinities in 1.27 seconds.\n",
+ " Calculated graph and diffusion operator in 7.73 seconds.\n",
" Calculating landmark operator...\n",
" Calculating SVD...\n",
- " Calculated SVD in 10.38 seconds.\n",
+ " Calculated SVD in 1.35 seconds.\n",
" Calculating KMeans...\n",
- " Calculated KMeans in 35.15 seconds.\n",
- " Calculated landmark operator in 47.79 seconds.\n",
+ " Calculated KMeans in 5.85 seconds.\n",
+ " Calculated landmark operator in 7.21 seconds.\n",
" Calculating diffusion potential...\n",
- " Calculated diffusion potential in 1.45 seconds.\n",
+ " Calculated diffusion potential in 0.51 seconds.\n",
" Calculating metric MDS...\n",
- " Calculated metric MDS in 7.24 seconds.\n",
- "Calculated PHATE in 118.93 seconds.\n"
+ " Calculated metric MDS in 3.56 seconds.\n",
+ "Calculated PHATE in 19.52 seconds.\n"
]
}
],
@@ -1201,29 +659,19 @@
"# We could also create a new operator:\n",
"# phate_operator = phate.PHATE(knn=4, decay=15, t=12, n_jobs=-2)\n",
"\n",
- "Y_phate = phate_operator.fit_transform(EBT_counts)"
+ "Y_phate = phate_operator.fit_transform(adata.X)"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
+ "image/png": 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",
"text/plain": [
- ""
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1231,20 +679,20 @@
}
],
"source": [
- "scprep.plot.scatter2d(Y_phate, c=sample_labels, figsize=(12,8), cmap=\"Spectral\",\n",
- " ticks=False, label_prefix=\"PHATE\")"
+ "# Visualize PHATE colored by timepoint\n",
+ "sc.pl.embedding(adata, basis='phate', color='timepoint', cmap=\"Spectral\",title='PHATE - Timepoint')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "We can also visualize the embedding in 3D."
+ "We can also visualize the embedding in 3D. (using matplotlib)"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
@@ -1252,24 +700,14 @@
"output_type": "stream",
"text": [
"Calculating metric MDS...\n",
- "Calculated metric MDS in 40.40 seconds.\n"
+ "Calculated metric MDS in 3.71 seconds.\n"
]
},
{
"data": {
+ "image/png": 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rVuHWW2+FLO9fNmmaJgRiKBTCsmXL8Oqrr+KVV17BH//4x/Ztnn32WTEZ5k9/+hO2bNmC//mf/8Ett9yCTz75BN0Sg2EYhmGYEw6/329s3bpVXJ9IXHvttcZ5553XafnXX39tkCx54YUX2pc9+uijxpAhQwyHw2FkZWUZN998s9HW1ibWeTwew+VyGe+8885e+/nggw/E9q2trV0ef9y4ccYtt9zSflvTNCMjI8N46KGH2peNHz/euP/++w/pcc2dO9eQZdmorq5uX/bss88abrfbCAaD4vbEiRON3/72t3vd78477zQmT57cLV9njiQyDMMwDHPcodQuRfXef//99mUUuXvyySdF1I0icwsWLMDdd98t1lEa+LLLLsPLL7+8137o9kUXXQSXy9XpGBTlW7NmDWbNmrXXMeg2RQ8JiiiuXLlSpIsnTZok0uFTp07FkiVLDnj+dP+hQ4eK7aNQhLK1tVWcPxEMBjuN1qO0M0Urw+EwuhssEhmGYRiG6RYMGDBApKCj3H777SIVTfWDJCIffPBBvP322+3rb7rpJnz55ZcidR0VeHPnzsUNN9zQ5f7r6+tFWrijkCPodnV1tfh79+7d4vpPf/oTfvrTn+KLL77AqFGjMHPmTOzcuXO/507372q/0XVR0fjiiy8KoWoYBlavXi1uk0Ckc+tusEhkGIZhmJOd4qXAl/dFro8jJJyooSXK/PnzhTjLzMwUkcGrr74aDQ0N8Pl8Yv24ceMwePBgEWUk3njjDeTm5oomkx9LtHnm5z//Oa6//nqMHDkSjz/+uGgyoeYaYs6cOXA6neJCxz9Y/vCHP4j7TpgwQTTtnHfeebj22mvFugPVOx4vut8ZMQzDMAxzbCn4DNg5L3J9HNm2bRt69eol/qaIIjWyDBs2DO+9956IvlFncDRt3DGaSA0i0VQzCbuOQrMjSUlJUBQFNTU1ey2n22lpaeLv9PR0cT1o0KC9tqGOZOpeJij6t379enGhyCVB9+9qv9F10dQyCU0SufT4aH8UJSUBnJycjO4Gi0SGYRiGOdnpfxbQ97TI9XGC6g03bdqECy+8UNwmUUhRvUcffVRE3vr164fKyspO97vqqqtQUlIiahe3bt3aHpnrCovFgtGjR+Prr79uX0bHoNsTJ04Ut0m0ZWRkoKCgYK/77tixQ0QpCYps5ufni0t0Gd2fzr9jl/S8efOEfc6+gpOiiFlZWUKwvvnmm0IMd8dIoul4nwDDMAzDMMeZvMmRyzGCGjioTo/qAynaRnV/Dz30kBBL11xzjdiGBBjV6j311FM455xzsHTpUjz33HOd9hUfH48LLrhAeBKSZQ2JrwNB9jckJMeMGSPS1U888QS8Xq+IQBIUhaR9PfDAA6KRZsSIESKdvX37drz77rv73S8dm8QgpcT/8pe/iMd3//33C4sbq9XaLjSpSYW8GZuamvDYY49h8+bN7enybscx76dmGIZhGOaktsAh+UEXk8lkJCcnG7NmzTJeeuklYUfTkccee8xIT0837Ha7ccYZZxivvfaauF9TU1OX9jlvv/32QZ3DU089ZeTk5BgWi0VY4qxYsaLTNg899JCw3SE7HbKu+fbbb39wv8XFxcacOXPE+SYlJRm/+c1vjHA43L6eXq8RI0aI9WSNQ1ZA27dv77avs0T/O95ClWEYhmGYQyMQCKCoqEjU8O1rq3Ky8frrr+OOO+4Q6WhKKfckAsfxdeZ0M8MwDMMwJyTUAEL2Nw8//LDoRu5pAvF40/2qJBmGOSZQEoE6BMnolT5o6W+qD+LkAsMwJwpU+0feitQ9TOPumCMLp5sZ5iSEuvmiopAKyKN2EXRNHXbUeUdddyaTSSzbn50EwzDHD043nxwEON3MMMyxgKKEJAypY5D+JkFIYpCu6XZ0vaqq7eIwKhbpQn+zaGQYhjk54JpEhjlJIAFI4pBEIBEVhlGi4i/q1RUVjSQY6X77E43d0duLYRiGOXxYJDLMSUA0ekhpZhJ10fTxgeoPD0U0RtPTLBoZhmF6DiwSGaYHExV1dCE6CsRD5YdEY3T/HaOMLBoZhmFOXFgkMkwPhaKG0eghcaRrCfcnGumY1BQTXc+ikWEY5sSERSLD9DBIqHUUiIcTPTxc0Rg9j2ikcV/RGO2eZhiGYbofLBIZpoc3pxwvERatV+x4blHR2FWksWP3NMMwDHP84bZEhulh3odR+5rjKRC7omNndLTRhSDRSGbebW1twtjb4/EI70Z6HGzszTA9j+uuu679RyJ9FqSmpuK0007DSy+91F4eczT55ptvcM455yAjI0Ocw4cffrjXevpM+t3vfoehQ4ciJiZGbHfNNdeIkX8/xK9//WuMHj0aVqsVI0aM6LS+uLi4/bF3vKxYsQLdERaJDHOCE20eiZpjdzdxeCiiMRoJ9Xq97aKR/mbRyDA9i9mzZ4txeiSaPv/8c0yfPh233XYbzj777PZGu6MFfaYMHz4cTz/9dJfr6Ufr2rVr8Yc//EFcv//++ygoKMC55557UPu/4YYbcOmllx5wm/nz54vHH72QsOyOcLqZYU5gulN6+Uimp6MRxGh0NDoVpqvu6RP18TLMyQxF2miUHpGZmYlRo0ZhwoQJmDlzJl555RXcdNNNYt1jjz2Gl19+Gbt370ZCQoKIANIoPqfTKcReenq6iEBedNFF7fumyOCVV16J6upquFyuTseeM2eOuOyP2NhYzJs3b69l//jHPzBu3DiUlpYiJydnv/d98sknxXVdXR02bty43+0SExPbH393hiOJDHOCEh2p113Ty4fD/oy7o/OmOdLIMD2PGTNmiAgfRe6i0OcaCa8tW7bg1VdfxYIFC3D33XeLdZQKvuyyy4SI7AjdJtHYlUD8sbS0tIjPpLi4uCOyP4pKpqSk4JRTTsHHH3+M7gpHEhnmBPY+jI7W6ynicH9EH1/HSGP0QkKZhCPBkUaGObEZMGDAXhG422+/vf3vvLw8PPjgg/jFL36BZ555RiyjiOOkSZNEypaiirW1tZg7d65I5x7J2cm/+93vcPnll8Ptdh/WvigC+uijj2Ly5Mni8+q9997D+eefL6KfB5vOPpawSGSYEwhKv5I47Anp5cOho+djNMLYUTR2TE9H6x0pGnmyPl8M80Osrl6NhWULMT17OsakjTluTxj9G+74b5TE3kMPPYTt27eLGmX6/CPRRnWDDodDpIAHDx4sooz33HMP3njjDeTm5mLKlClH5HzC4TAuueQScV7PPvts+3JKV3/77bfibzoeRToPhqSkJNx5553tt8eOHSsaYv761792S5HI6WaGOQGgDygShtHmlJ6WXj5cos9HdERgVBDS80ZfKJSepi8YutCXS/R55O5pholAAvHbim/F9fFk27Zt6NWrl/ibmlqokWXYsGEi4rZmzZr2ZpNo9iAaTaQ6xmiq+frrrz8in43hPQKxpKRE1Ch2jCK++OKLWL9+vbhQ5PJwGD9+PHbt2oXuCEcSGeYEa0450pNTTrZII4nG6Db71jyy8GZOViiC2PH6eED1hps2bcIdd9whbpMopOwJpWejJv1vv/12p/tdddVVok6Rahe3bt2Ka6+99ogJxJ07d2LhwoWi0aQj1GxzpCChSany7giLRIbpxkTNp4+mtc3JIDj3Jxrp+WXRyDAQKeZjmWamkhDqPqbPtpqaGnzxxRcirUyRQ/IkJPLz88Xn31NPPSW6mpcuXYrnnnuu077i4+NxwQUX4K677sLpp5+OrKysAx6bvFg7Ru6KioqEUKPuaepcpmNS48vatWvx6aefinOkcyVoG4vFst99035p/7S93+8X+yUGDRok7kdpcboeOXKkWE5NOtSdTZHJ7ohkcL6FYbptepnqb47maL2oxczJHp3sGGmMXug537cRhiONTHeCfuCQwKH0rM1mw4lkpk1iiaB/WyTyqKv5iiuuEFHAaNSQePzxx0W9XnNzs6gzJGsbEpFNTU17dRpTFJLscyjSePHFFx/w+IsWLRK+jPtCx6a0NaW5oynvfaGo4rRp07A/aN3ixYs7LafXiRpv6HE/8sgjIoVNj50adUjcdrTw6U6vM4tEhjmJ08ssEvf/GkQjjVG68mlk0cgcT05UkXg0eP3110WamppADhTpOxEJHMfXmdPNDNONiIq2oxk9ZH6YqDCPRjSiojEa3d2fj+PJHpFlmGMNNaKR/c3DDz+Mn//85z1OIB5vuLuZYbqR9yHV6bBA7H50jCJGLXVoGb1mVHdENUjRudN0myLB9DpyNQ/DHF1o+gqlbGl6yb333stP9xGG080M0828D49lNIrTzUc+PR31eYtGGqOiMpqeZpgjBaebTw4CnG5mmJOPqKigqFNHYXEs4dTo0U1Pk/in13d/02BYNDIM053hmkSGOc6j9YjjWcvGQvHYiUYSjAcaIciikWGY7gSLRIY5jt6HHYUEc3KJxuj7IBpppPUsGhmG6U6wSGSYHuZ9yHR/ovWKUQ5GNNI1v18YhjmWsEhkmOPgfcgCkTlY0Rg1O+84mzqanmbRyDDM0YRFIsMcZdj7kDlaonHf9DSLRoZhjiQsEhnmKKeXo93LHD1kjoRojHovRn98kLcmi0aGYY4GXDHPMEcxvdzR/oSjPMyRYH/TXug9R6LR6/Wira1NmHvT3yQiqQ6Wjb2Z7jS7Ofo+pvKJ1NRUnHbaaXjppZf2GoV5tPjmm29wzjnnICMjQ5zDhx9+2GkbMsa/9dZbkZWVBbvdjkGDBuG555474H5p5vONN94oxufRffr06YMHHnig3dEg6nlIj3/o0KHi3+7555+P7gyLRIY5wlD0MPrFHI3wsEBkjodopPchjS1j0ch0N2bPni3G6ZGw+vzzzzF9+nTcdtttOPvss9utwY4W9ONp+PDhePrpp/e7zZ133okvvvgCb7zxBrZt24bbb79diMaPP/54v/fZvn27ELn//Oc/sWXLFjz++ONCWN533317fT+QgPz1r3+NWbNmobvDIpFhjhAdffA4vcwcL7qa9kI/VLoSjfQ3LaMvLo40MscSq9UqRullZmZi1KhRQkh99NFHQjC+8sor7ds99thjIuoWExOD7Oxs/PKXvxRRvqjYc7vdePfdd/faN0UGaXt6n3fFnDlz8OCDD+InP/nJfs9v2bJluPbaazFt2jTk5eXhZz/7mRCW33333QGF78svv4zTTz8dvXv3xrnnnovf/va3eP/999u3ofN69tln8dOf/lQ8/u4Oi0SGOQJE68O6gzk2w3Skq87oqGik1Bd90ZJgjIpGeh+zaGSOBzNmzBBCrKOoovfqk08+KSJzr776KhYsWIC77767XXBddtllQph1hG5fdNFFcLlcP/pcJk2aJKKGFRUV4t/KwoULsWPHDiEAD4WWlhYkJCTgRIUbVxjmMOjYdcreh8yJQMcfMNG0dPRCojG6DX05k6iMpq+5bII5FgwYMAAbN25sv01p3igU0aMI4C9+8Qs888wzYtlNN90kBB2lrtPT01FbW4u5c+di/vz5h3UeTz31lIgeUk0i/Rug9/8LL7yAKVOmHPQ+du3aJfbzt7/9DScqHElkmJM8vXwinjNz9CKN0S/EqGik1B5FGSl1x5HGnotv1SpUP/ywuD6eROfYRyGxN3PmTJGWpsjg1VdfjYaGBvFeJMaNG4fBgweLKCNBNYS5ubmHJOa6gsTdihUrRDRxzZo1ePTRR3HLLbe0i08Sqk6ns/2yLxSBpPTzxRdfLFLLJyosEhnmMNPL3JzCnAyikd7zVL9IopEEI4vGnkXr11/D+8234vp4Qk0i1B1MUFMLNbIMGzYM7733nhBr0WaTjh3DFE2M1jFSqvn6668/rB+/fr9f1Eg+9thjoguajk9NK5deeml7VPDPf/4z1q9f337pSGVlpWjEoQjn888/jxMZTjczzCHAo/WYk41962ujqWmqW4x28nfl03iiRtZPVtwzZ+51fTygesNNmzbhjjvuELdJFNKPE4riReeev/32253ud9VVV4k6Rapd3Lp1q2g4ORyi9mXynmNGofd11KInJSVFXLqKIJJAHD16tBCs++7jRINFIsMcJDxaj2G+F43RL7/9icaoJU/HudMsGrsvjrFjxeVYQe+T6upq8Z6pqakRdjMPPfSQiBxec801Ypv8/Hwh1ij1SxG9pUuXdulVGB8fjwsuuAB33XWXaCyhOsIDQdFwqheMUlRUJKKB1GCSk5MjOqanTp0q9kd2NZS+Xrx4MV577TURXdwfJBCpG5q2p4hjXV1d+7qOncwkZCkS2tjYKCLy0UjkiBEj0N2QDPY9YJgfJDo5pac1p0SF7751QAxzOO+paENX9H3VlY8ji8bDh2pGSeBQetZms50wb1oyk47WENL7gUQedTVfccUVIgrYMfpGXoN//etf0dzcLOoMr7zySiEim5qaEBcXt1cUkmoXKdJIdYAHYtGiRSLaty907GjamgTsvffei6+++kqIORJ+1MhCUc79fVbSfSnV3RUdpRY14JSUlBxwm+7yOrNIZJgDQP9oqe4wOrGiJwlEgkUiczxFY9SSJ5qeZk4OkXg0eP3114WAo3pAi8WCnkTgOL7OnG5mmP1AX2okDimKSPQ0gcgwxzM9Tf+2KIodXd8xysiikTlYqMuZ7G8efvhh/PznP+9xAvF4wz/dGGYfovVVUVNh7l5mmCNHxyaXaCSRlpFg7DgNhurGKIISLfNgmK74y1/+IrwVqeaP0sPMkYXTzQxzgOaUnl43xelm5kRJT3OksTOcbj45CHC6mWGOP9HJKSQQObXMMN0nPR39t0mX6DYdRWO0e5phmCML1yQyJz3sfdh5ygHDdBeiTS5ROopGKgnpaP69b/c0wzCHB4tE5qSGvQ8ZpueKxo7d0ywaGebQYZHI4GQfrdfTvA8Z5mQVjVGfua5E4741jfzvnWF+GBaJzEmbXo6aSLNAZJieQVT4dSUaSTDub4Qgi0aG6RoWicxJBXsfMszJw4FEIwlGEo4Ei0aG6RoWicxJQce6pY62GgzDnJyikS5Rux26sGhkmM6wmTbT44lOd6CoAQtEhmGidNXkQrejotHr9babe5PRd9Rgf38zdpmDn90c/aFOz3tqaipOO+00vPTSS8fEOP2hhx7C2LFj4XK5kJKSgvPPPx8FBQVdbmsYBubMmSPO9cMPP/zBmdDnnXce0tPTERMTgxEjRuDf//73XttMmzat/bF3vJx11lnojrBIZHo00VqkqL8a1x/uDUdUGWb/opFqFqOikQyNaQoMCUYWjYfP7NmzxTi94uJifP7555g+fTpuu+02nH322eJH/dFk8eLFuOWWW7BixQrMmzdPfD+cfvrp4kfBvjzxxBMHnXVatmwZhg0bhvfeew8bN27E9ddfj2uuuQaffvpp+zbvv/++eNzRy+bNm8X77eKLL0Z3hNPNTI+EvQ8ZhjmSP6L2TU+TaIxus69HI/8Y/WGsVqsYpUdkZmZi1KhRmDBhAmbOnIlXXnkFN910k1j32GOP4eWXX8bu3buRkJCAc845R4ziczqdQtRR1I4ikBdddFH7vinid+WVV6K6ulpEC/fliy++2Os2HY8iimvWrMGUKVPal69fvx6PPvooVq9eLY7zQ9x333173SbR+9VXXwlhSOKXoMfQkTfffBMOh6PbikSOJDI91vuQu5cZhjkWkUbKWEQjjZSepgunpw+dGTNmYPjw4UJURaHn98knn8SWLVvw6quvYsGCBbj77rvFOkrpXnbZZUJEdoRuk2jsSiB2RUtLSycBR6/fFVdcgaeffrpdzP4YaN/7CsOO/Otf/xKPgR5Ld4QjiUyPgr0PGYY53pFGqlukCwlHEjn7dk9zpHH/DBgwQKRqo9x+++3tf+fl5eHBBx/EL37xCzzzzDNiGUUcJ02aJFK3FO2rra3F3LlzMX/+/IP+zqBjTJ48GUOGDGlffscdd4j9Uo3hj+Xtt9/GqlWr8M9//rPL9d99951IN5NQ7K5wJJHpUc0pVGzO5tgMwxwP9vVgjM6UJsHYsRGGLn6/v93Mvzs0wlTubMKSd3aK6+40IpTEHqWgKSVNkcGrr74aDQ0NItJHjBs3DoMHDxZRRuKNN95Abm7uXmnjA0G1iSTUKO0b5eOPPxYRyyeeeGK/96NjUsqbLtTYsi8LFy4UNYkvvPCC2LYrSBwOHTpUPIbuCotEpkellwn+lX5osBUQwxwdujLujopGEokkGqkJhtLUdJs+w46XaNy9vh4lWxrE9fFk27Zt6NWrl/ibmlqoli/aDEI1g5T+JaIel9FoItUVRlPNJM4O5nPt1ltvFU0lJOiysrLal5NALCwsRFxcXPtrR1x44YWiO5mgaCXVLNLlxRdf7NQYQ7WTjz/+uGhc6Qp67UmY3njjjejOcLqZOaGJTk7h6OGPpztEMRjmZEpPk3AkoulpyoLQ51h0/b5zp6PbH016j0ja6/p4QOJs06ZNItVLkCikz3ZqHok+B5TC3ZerrrpK1ClS7eLWrVtx7bXXHvA49Jz/6le/wgcffCBsa6KiNMo999zT3jgThSJ+JPpI/BEUrewK2h8J20ceeQQ/+9nPsD/eeecdEV2mc+/OsEhkTkiiH6xRqwSOHjIMc6LRnURjRt94cTlWkECi7mP6oV9TUyM6jsm/kARWNPqWn58vnoennnpKiLOlS5fiueee67Sv+Ph4XHDBBbjrrruElU3HqOD+Usz/+c9/8NFHH4kUNp0HERsbC7vdLhpVumpWycnJ6SQoO0IRSTp/6mqmqGN0vxaLpVPzCqWayZ8xMTER3RlONzMnbHNKVCCy1x/DMD0tPR0VhbSMPuuoBi9q7E3paWqKiTo4nIiQKKRGE2pGIc9EElgUCSThFh2jSJ3OZIFDUTlqKiFjahKSXUFpW/peuOGGG37w2M8++6zoOqbUMZ1D9PLWW28d1mN69dVXxetE59hxvyRgO0LG3UuWLOn2qWZCMk7UdxhzUo/W4/TykYOeT/o1fyxSWgzD/HiikcZo3SL9262vrxdCiyJgJ/OP5tdff12kqSsrK0XkricRCARQVFQkopg2m+2YHpvTzcwJQfQDkcQMwellhmFO9vR0dIRdVDjuu92+f/dEKHJH9jcPP/wwfv7zn/c4gXi84dABc0Kll6MfkD35Q49hGOZg2FcIRm9HRSNdop6N0ehjT0se0vQV8lakGsJ77733eJ9Oj4PTzUy3hUfrHRs43cwwJyb045maIyjdvL80ZFeicF9RyT+6uzcBTjczzN5wevnYwV8QDHPy/PvuOH+64zYsGpmu4JpEptvB3ocMwzAHz6GkkFk0nngYx7FEgEUi0y29D+lvrj1kGIbZP1GrGJrWEu1uPlRYNHZ/fHtGEJIt0rGGRSLTLaCiahKH3L187OF0M8OcuCIxJiYGdXV14jYJxSP573l/ESxOTx8b6PkngVhbWytGBEZ/FBxLWCQy3cb7MDrYnUULwzDMwRGd5EFC4njCTTBHDxKIXU2AORZwdzPTbZpTWCAe3xpQNtNmmBM/G3Os6NgAE/Vo7DgxpuMIQf7h/+OJTt45XrBIZI4L0ehhdNIHf4gcP6JzYo/nBxHDMCc2+xON9LlCojEqHPnz/sSC083MMYW9DxmGYXoeHTNBJAY7Ckby+SNIIEYjjSwaTww4ksgcMzi93D3hSCLDMMcy0hi9sGjs/nAkkTmmo/XomtMNDMMwJxf71pxHhWJ0bGAwGGyvaYzW4VG0kWvVjy8sEpmjSvRDINq9zAKRYRiGiYq/aMNcR9FI2Y3o+n1rGlk0HltYJDJHDfY+ZBiGYQ5HNEbLYfYnGtmV4ejCIpE54rD3IcMwDHOsRGM0Pc2i8cjDIpE5aqP1CE4NdH/YfohhmBNdNBL7dk6zaDx8WCQyR8X7sOM/ZoZhGIY5FqKRvoOoSZJg0Xj4sEhkDhv2PmQYhmG6m2iMBi6ikUZa3zHSGO2eZvYP+yQyhwV7H5740Acp2U/wxBWGYXoqUdEYjThGRWVUNHbsnma+hyOJzI+GvQ8ZhmGYE4Fok0uUjpFGSk9Ho5D7NsJIJ7lo5Egic8iw92HPFPtcQ8owzMlKV5FGuYtGmJNNNLJIZA4JTi/3PFgkMgzD7P09F/1sNE5y0cgikTloopNTeLRez4JFIsMwzP4xTmLRyCKR+UHY+7BnwyKRYRjm4DH2CMVoijoqDEk0Ll26VIjG008/vUc8pWxkxxyUgGBzbIZhGIZBpyaXzZs34+uvv0Zrays+/PBDfP755z/qaXr66aeRl5cHm82G8ePH47vvvjvg9u+88w4GDBggth86dCjmzp3bvo6yfr/73e/E8piYGGRkZOCaa65BZWXlIZ0Ti0TmgM0pJBA7mmP3tFA6wzAMwxwOW7duxV133YVevXrh/fffF+Ju3rx58Pl8B72Pt956C3feeSceeOABrF27FsOHD8cZZ5yB2traLrdftmwZLr/8ctx4441Yt24dzj//fHEhwUrQsWk/f/jDH8Q1nVdBQQHOPffcQ3psnG5mOsHNKScXnG5mGIY5fEpLS3H11VeLv+vr61FdXS0igtOnTxeXiRMniqhfV9B2Y8eOxT/+8Y/2z+Xs7Gz86le/wj333NNp+0svvRRerxeffvpp+7IJEyZgxIgReO6557o8xqpVqzBu3DiUlJQgJyfnoB4TRxKZ/aaXOXrIMAzDMAcHCa+kpCTccMMNQoht374d1113HXbv3o2rrrqqPcq3L/Sdu2bNGsyaNat9GWXu6Pby5cu7vA8t77g9QZHH/W1PtLS0iO/1uLi4g3xEbKbN7IFH6zEMwzDM4eH1ekUNIImx3r17iwulhKMd0l1BUUcq60pNTd1rOd0modkVFKXsanta3hWBQEDUKFKK2u12H/Tj4YkrTKf0MtceMgzDMMyPE4lOp7PT8uNZz0/f75dccon4rn/22WcP6b4sEk9y2PuQYRiGYQ4fwzD2KxIPBKWoqVO6pqZmr+V0Oy0trcv70PKD2T4qECn9vWDBgkOKIhJck3iSRw+pFoLNsRmGYRjm8PH+CJFosVgwevRoYaMThb6X6TY1u3QFLe+4PUEd1R23jwrEnTt3Yv78+UhMTDzkx8ORxJMQevNRYwqnlxmGYRjmyNckHipkf3PttddizJgxogP5iSeeEPu6/vrrxXryOMzMzMRDDz0kbt92222YOnUqHn30UZx11ll48803sXr1ajz//PPtAvGiiy4S9jfUAU3f99F6xYSEBCFMDwYWiScRUXd4evNExwqx7yHD9ACoKD7QDNjiqPjpeJ8Nw5zU6WaXy3XI9yVLm7q6Ovzxj38UYo6sbL744ov25hSy16F+gSiTJk3Cf/7zH9x///2477770LdvX2HkPWTIELG+oqICH3/8sfib9tWRhQsXYtq0aQd1XuyTeJLA3ofM/mCfxO6H1LQbpp2fQ08ZDC3vhz/MzRvegFK0AGq/s6AOuvCYnCPDMHvj9/uFqKuqqtpvLeGJBtckngSw9yHDnFiYCufDsuYFWL+8C0rJt5GFwTaYtn0ApbzzqC6pqRByWyXkpqJjf7IMwwgoikj8mHRzd4XTzT0Y9j5kmO6D5KmGFPRAT+jzgylhLW0EDLMd0FTIjbug5Z4KU/EiWNb+C3pMKgwtACOuF4zYbLF9eMS1MNzZgBqEXLMZemok5bQXYT9gskWOHfaLyKMemwujq20ZhjlkPB6PKOFyOBzoKXAksYenl6P1h+x9yDDHD8nXCOui/4Vl8f9Crlr7g9vrWeMQOPtZhCfeATV/dmRZbA50dyYgK7CufBrWbx8Ggq1inRGXB+gqzNs/gHnti532pxTOh23ur2Fe/5q4bd74Bmzz7oH9k58BbXvMd8M+QI94pTIMc+hEO5t7Uq0/RxJ7cHqZrW0YpptgaELEwVAh6eGDuoueNkJcvr89HIEzHoNSsRrmtS/AkBVA+v53vp7YV0QGqY5xX+SG7ZCbiwE9DCMmCQj56KQAQ4cU9kKqWgfL6uegx/VCaPJvAZm/Ghjmx4hEiiKySGS6dXqZo4cM070wYpIRPPV3kIKt0FOH/fgdWWKg5U2B4UqFYU8ALN/7sWm9pkPLGg+Y7B0OrEMpWghY4xEefDFMu7+GZfljUHOmIDj2FpF+pjS1snMu5NZy+oUZSUtbf6A7k8RlSxkMZxpgsu5ZZnBnNXNS4/2R9jfdGf652ENg70OG6YZoIZg3/RdQAwgPvQJGfO/D36ckQU8a0PU6c6QWKqzpqGwJIitcDNu6lyBpKoITb4fcsANK404opUsgu9IhaUHAHg+N6hutsdDjcoTwJAEoaiEzx+4lRKOYtr4P0/YPoWeMQWji7TBt/Ld4nFrSQIRPvQeGI1E02ihVa6An9IPhzjj8x80wJ0BNYsyeuc09BRaJJzjsfcgcCXrSh1pXSN66iKVMfG9ouaccmZ0aOu35gNEzubFQHJcaSvTUodCyJ+FoopQtg1xfgP94xuObcg2Tsyy4yZkOBJpEFDI45X5YJRlSsCUS+aOooRaGZcNr4n7w1sHqvQNSsBlSoAnq4MsQHnZ5p+NI/kaxXvLVi/2Ydi8Q95ebikXUNDz2Zpi3vgvTtg+hJw9E8LSHj+rjZpjugM/nO+RpK90dFoknuECkySl0Idgcmzmc91L0PdQTUYoXwbzx36L5Q8sYFYm4HYTI2xeKsJm3vAPd6oZStxWGKx2hCbcBiqVLr0MSTlrqUCGk9MT9RP+OFP5mmNe8CLmlDK2OJLQFstCsOUUE07Li77B89wyCU36P4MwHRYRTCvshNZfAtOsLmHbPF+dIkUWleoMQeobFBcPWxZzXkDdSXykp0J2p4vkLD7kMStU6INgCc8FHouvasMXBsDpFPaZl0Z9F/aSeMgRq3znfp6gZpodFEh09qLOZYJF4ghKdnEI1iPTF3tGJnWGYDoR90J3porFDSxogol/Kzi9gqlwtauqC1Khh7SyGpMbdMJUvh5Y5HnpivlimlK8QospQLJB0DbqvQezPcO2TTjUMWFY+DaWhAOFBFyE88roj+5KQhU3Fd9BJjFEKO+SB9dv/B7mlHLorDZeNyMAgPReD051AQ6V4DuSGAlgWPoDQtD+KbmjD4hRCTl7zwp4Udn+Eh1wKubkEap/ThcAzYnM6Hdqy8imYCj4BtCDkllKxTMueIGx7lMpVgMkB2BOg9jkNWtpwmHZ+IbqpJXodqtbBcGeKbdFaATj21FXSjxRqxGGYk2xuc3eHReIJBnsfMswh4KmB/aObIHlrEJzwGyA2E9Yv74bcVAhJV0Vtn9xaAT25g0jUwlCq1kKhuruqNZAaC4WwIvS0kdAyx4mIJEXDDPIspHRuV/9WXRnQ/fUwKNq2P8K+SM2ibI4ItJpNMG9+E1ruFKgDzhViUKR2QxGRR+lqw5EAU+FXMK9/FborA8HT/wop2BYRq1aX8EyM6z0aU0jotlbCvOlNETE1HMmQg61QqtZDKl0CLXW4SIGHR90ALWeyEHVycxF0inqS/6IttutzVoORKGFcHsIjInNlqdGF7HnEOaYOEyKThCcJWJoYQ8+x1FQEw5kiztky/z6YqKHGHk891qKBJjTh19B6z4J5/StQSpYiPPgCaH3P5Lc7c8LgZZHIdKfReux9yDAHhsSeXL8NkhqA7dv/g5Y1AXLTbmERS9FA3ZkmIowCqs+TTTAVLYB57b9ESlZ3ZwshJVdviKSOe02PpGt/ALl2E7TMMQgPOF9YzgiD68R8SJ4awGyHXLcdkqdKCDfTjs+ESDRMVpgK50Gu3yGsamjEnmXJI6KBRJhqh1oRbquCntAbkrdepIPFrGbZJNLeVAdIglLLObX9POgYsrdWbKMOvhCGPQlScxHM2z+CnDIUwTmPi45o0RXtbxKPW6ZzNFmh9j+ny8cWHn8LtIbTRZQw2igjUtX0/JHATMjfK4WvpwxCcMq9sH7zf4CvUcyYVlpKIYUiwlbYA8kmEaEMOFNh3vy2EJvUZONPHxXpoGaYEwAvdzczxwv2PmSYA7O73ofFOxswItWEcc1zRTpV7T0LhjtHCCNxO28qFJsbhmKGqfgbkbI1bfwv9OwJom7PsMdDzZwgUql6bB6C0/8EKeSB7eObIHvqEPI1IDzuZnE8qbUcStlyEV2MpqMJspyxkNE11TtSTZ8ajHgSqlQH2AY9oa+o61NayxAaeAG09FGivo9G8ZFA1ONyhY2NsuNzKGUrILeWiigdpcylQDMsq56FYXGLWkg9qR+gmMVxRScyYeiQa7dGonZpwxEeeT0M2QSt9wxRF6gUL4Zes2kvD0aBxQk9vo+oryS/xP1hOJKgOZL2XhhsgRRoBChF7UzpdB8SrxQlpVQ2pfaDU+6DedVzMO36CpKhQ7c4xWO3ffZrEWmUKLwYbAMCbYA9EXLNxojlj9Uljs8w3VUkxsbuJwJ/gsLp5m4Oex8yR5ue0qyyoKAen2yuxW63D5PwiYjY6emj4LvyU5gKvxD2LEbyQKjDrxRpWDnQIkQYiUOtYiXk0mWRtKnFLSaPGLZYmHZ8Cgs1gzQVimPQtmQfE5pwh9inmWxgYnPhv/ANcTyprSoSjSPjaskEIxgbqbUjX0FvHSQ9BGi6qBsUEbWKVQhc/F+Ytn4AuXYzdHeWiHDSjGbT1vfEfSU1CKm1GlKgTUTVDMUqtrUu/jMCMx+CkTJwr+dB2b1AzH0mYRmc9f+g9o1MbImi5U0VEdVOzTaKGaFT74mIWhoJeChYY6EO/ImI0mpZEzutJi9GPWUoZG8dEPYKr8jw+Fv3RHUNaBnjYN72PuRAI0LDr4pEGf2NwuCbUuyW1c9C8jeLVHZo0h0iussw3bG7OTMzEz0JFondGE4vM8eKE1UoljX58d/VlciOt2FopguF9T5MyHRDbx0Kw+oWoosEjzrwgr3uR759wfG/gr12i0h5inSyvx7wNUApXSZq6ETUSzZD8tW1308Ke6BUroZ1wX2QqMs30AbJKINctgxwJMG68E8iYiYihxYrJNUPg5rLwh5hVC3mMStmKA07Re0jHcPxz7HiHKRIdV6XyMEmINgEafvHQDgICWHAUw3r178HbC6oA84XKXS5botIbcvV6yBRmjrQCjhtEZuanZ9Dai4W9YuUzg6P+bl4jkwFH4v7ihpIikruIxCpA5q6mQ2aOb0/JGm/6eno+tDE26Clj4CePCjSKJM8CCFK3Rs6tMQB4j1omG0iYqj1mgFl93wR6SUDchL19FzKjTshN+5mkch0a5/EngSLxG5KdHIKj9ZjmO/xhTSU7dyIfs1LoPQ5FZsaMrC6tAWlTX7MHpSCh86Lh1L4FYygG+qAnwiBQQJOt8VBaSmDljMJcsNOKCXfito5wx4nUssU5YtY4gBKzcZISZ0WEmlpIfj2YJidQuhRTaAwolZMIuJlm/c76KnDRYRP0gKRmkeNxu9Fagmj6PZ4SJ5qSCqNxZMAEocUXTxIhNj8fm9QKr+jvUBqKARcaUKgUv0l1flRjaDjjbNEbSRFFZXGXZCbqRvZEKKPHj+lq6kGUNjTJOaL9PRex2sth3Xxg2L70Cl3RQTewRD2R8SnyS5qKykiSlFQdcilHXYufZ8ip+zyzP8VkVvz6udFraaW1B+mokWAvxF6bJbwYKTnWimaDzVnkpgeI7q2fXVi+/Dwq9tT7+2vl2GIHxKKLCMj1nrC/hhiTpxIYgyLROZYeh9ycwrDfM8rK8qxbmMpTjfKcVXoQ4wafS+KG/wikhhnN0EpnAfr/N+LqBzVrkmtFVDKV0ZEk6Ej7KkWHby0jDpwtdypoplE2fUljLA3IpaoJk4xi9QxTBbA3xD5t2mOWFvI1EVsjhFegqKrWI80YEhlK0S0S4g/mn1MKWuzQ4i4doKte2oUxR6hW2MhU/cyIs1oh0p037K3BuHMMZEopvC8pDUGZG8V5B2fim5k6l7WZTOU4m8BLSCMrtXBF+2pgbSJx03i2bDEiDS9QKfz0iPPX0sFkNjvoOY6K9XrYN78lmiAIWsduhwMekxa5Jgk/uh5IcFrsotucinQAkkLie5s+5sXQA55RZ0p9BAMdxbUvGkw4nvt1TTz4fpqPLawCGHNwBVjM/DrafuvtWSYw8XL3c3MsfA+pGuCzbGZkx5vHZS6bZFavYTeYtxc2BKHkCUbau5ApLmt+OWU3PaniYygJcMQ9YRkVaOo34i/KYVqaKrw/VOpm1kyQSPRRLYt1LWcMUZE+NSMsTBSBglxY//4ZyI9S4JFiBVIkeghCUlnCrS86aITWkxTie8FqbVsj2gzRF2h6NqlNC1kSCS0RNq4uYO0AxR/Xackc1TiHRoGjPh8MQ5Painfc8zvhadhT0R4wHniuTTtnifOTa7fDsvaf0HNnizq/Oi5ow5kQzYjcMbfIAeaYNjiEZp8t4jumde+KOY7h0dd/8OfZfG9I5Fas0OIz4OG/F5NVhEdJHNwIdKtLii1W4RBdyj/TGERRP6TkUctieeWPjPJLJ0itNTQE+2ILmsJiOizZhjYWtUxCsswRx4vi0TmaI/W4/Qyw0RQyr+DZfH/ikifnjEKgdP/iusmZOHU/AQM0uwwbX9TpJOpYSIK1eZRh7LwMkwZDD2xn5jwQZ6FUtAj1ok0Z++ZYnvr/Hsh120V9wtP+NVeT72aPQGKrEDvPQtK7SZhh6OULRXeiCSizFvfF3JOzR6P4BmPwfblbyDvXiAUnk4pabK1CbW2C0Txbz3iWLjXcUgQ6pZYyKGW9tuH9PlBqW17AgyagmLoIkVuKFRXqInboSFXiq5q2zf/JybFGLouzkGi+/nqYNrytuia1npPE5FXioZa594GiXwgnalQc6dAKV0q0uj0OhzUOZFJuRjFd2gTbYzY3Mhcaoq4amEYMSni9bNseB168gDhu0g/GGRfrRCz1L0ut5aJjnGlanUkJV23PdL5nT4CV47NREjV0egL44oxGQiENVhNMqedmaPyPe7z+eByuXrUs8s1iccZbk5hmK6pqFqJNF81HHo4UuO27UPE5Z+GUdlpMK9aC6V6fcRPcI9IJJsU6gQmyxeK9glIMMXlRf6t0XQPauRQTO3+fsIUmiaPWGOhk3WMpzYyMs4eLxo7aNyc8CKUJJh2zoXSsF3UMVJkkcQlRbq0/DliLrLa+zQxz7gROubbTIh352FkxSbE120D9REbkhKxcaEpLRT5k82AYoNui4WeOhjS7kWQ9MD3nw0k4qDjh2Yp0b50Rwqs616CQdY9ZF9DE2TaKmGYLDDv/iLSWU1bUjrWGguovj3eiPUwVa4BiuZDd2dEIqvNJVBaikX3s2Z1w7zqn5DJnzE+D+Hh10bS2RRRNdmEkNu3DvD7Ezv0KVAUCW33oaQaUdqHJCOQMVrYBNnm/gpySzFCo36KcJ/TYP/qLtEhrdsTYZgc4oeAUrMJtgV/EB3USVN+j9/OijTcLC1sxL0fFWBMbqwQjwxzpPFw4wpztEbrce0hc1IT9sGy/O9CZIVO+R3qJRn3FKtIC5+OO2K2INffAGnh0wgtXgRf/FTYczIRM/CC9sgWpYUtyx4X9Wn6hDsQduZDdrnbx1XSj7Gqoi+Ru+DPMEsm+M99HkbyAHjG3ozA7vVo/WgRCl//N8Zn7oKl1o6WwFjYzr0U9lNOaT9FLXMCwgMqxIQVPWkgtNxTYbSWozo+E8lf3wdT0IPQuFswT6vH+2VfIs/tRu/BD8P72a3Iaa2CFJsDPXmwaMYwDA0G1drZ4uBVPWhrLIA571QkFi8Sx5IlOeIVaI1BKNgGsx7eb4SRLHGktgrhUygqERt3Axa76L4mf0SRwtVU6DHJCE59AHLTTph2LxRCkSKtOqXJA62wrHtFCFcSnJFubANSQwGUtso9zyFFCFNh/u4fIv1LZtpK5RqRTlYHX3zkOo6j4rKDyKSGFfOG1yPCNW0EtNzJwpBbpu50qq8sWgg9Y7SYJS0m1PgaIJcthWXZ38REGmqc2VnnFQ1ODguP/2OODl5ONzNHAh6txzB7I9fvhHnrOyLNSDWCbcPuRHVjbzR407ClrgIZ7kI0Lg/DU7EJhrYFwcFDIP3pAXj++18oabtgTnYjVOCHs68DVZ/MQ/HK/0HVuN6Yfe3vYXekYEfLDmze8DxySPAoNtHBvMUk4f+t/X/IKWjCRRs0xKhNUH1+tGyTEdbXQzarcOZI0FKGiEkoYqrJ6J+2n3N49E3YUrMB385/Amd6tiPfnSKiaqdkngGLLR693L2QEdcf8tnPQ6tcCzX3VJgKvwTKV0LXgmhsdmD3TgllCRoKh7bA37YRt0sGFF2HarIg1hSDECQ0yzKSdYCkDelGao2xif7pSLRRI4Ns6vDdk6qWjBAMNTJRxqBoHzXYUEe1HoapZDFMZUsh1W2FpKnifNXkgUBcHuSmIiEspUBYdHAbdnek6zuK2SrqL0kgCn9DaiKp3SyEIkUaA6f/RURgj9bkHFPxIuiOZIROfyRSc0gi2J4IeGsgBX1QSr4RE2W09DFCNCutJZB2zhVTb/S8KZg9KBkuqwmD0ntWOpDpPt/rXhaJzJF4I/FoPYbZ8+9B02CQP54jRQgQSuMa5dvgXvQnnJl4GhqdGUgr8KGp91Dolu0w1IjfYLiuDi1P/QNqaSn8DhPawm1wy1Yk9psB/xdvIrGxAQ5LE6wpd0AZdyvkHZXo81kjmpMciBuQLmrZiutXodZfi6ZkFYOGp6I8HEawMoT0kAxZD4t0smntv+D39kXr/M/hHJ4O+eeDoDYHxHEtw4ZB/3IBhnxehpL0OCTfeCXsWROQoFhxVpsHwS+fQ4k9G+/08qFv+hCcGgBSKjdCCrVCC6to2anAWRGCK6jgv5PsSNENTIlxQZHNaMoaj5l9LkDj13cjVljpRARiwOzAe0POxmll65HUUglN+DAGhGAkPwSFBCMZd2sBEamkpo9Q79Mhb/ocihwU6fmmsAdOSDCTB6QkQZIU+M96WvhDWpY/DrmtIuIt2e9sIWpF1zdF8DLGilR8aNRNUBp3QkvoJ1Lwcu1G0el9MAbcUlvlnginWdQSUsPQwdxPSx8JNedU4W9JdYrC97FoEbTe06HsmhdpdNEMYZcjqV4YcbkwWksh6Zo4VxKJaW4bLhzZ9Zxthjlc/H6/+H53OiMuCD0Frkk8hrD3IcN8T6igAJ5/PQejZCNkJQC5vxUxbhNCrXboNUFcWfcZTKNPQTA2EUjIRFJ+I2S7Gb5gMmTFgvCOHTD36oWlmQ1wbq/CQG8IJVtfRVxcGkKKjrhcrzDFJjPo5C21cNSYoErJUOJyYZp/L6ZnT0Bln0sQJJ/EEXFYvOMNlKQl4+qABRm1AYS9OjRHL/jWtyBYDUjJCpyKHa0v/APhkhLEnHcucqwZaLClQE7uC/Q/B6/vegcVjdtxy9aNCH/VAD20AVlDZMixS7B1i4HyeBWjclQ0FsbAX2eD1aHCMTwW5xsKGhHCR/0noypQgz6JWZiePRGqxQE16IVOs5v1MAKGim2yisyBZyJ/1Uuw6IBHVhAvO+C1xSEFEpTWStG9rFPXdaAJO3bWo21NLJLz8hB/xU/xpr8QpwQbYEkfi/ykodCzJwKOxMgIQarHpEk1iX1hxGVDCvsi3dyOJISHXRkxwSbfxZTBQlDSyMLQ1Aegk9G2qFEMwbLyHyJyGRp/q+gmj0IpYCs1Ivka9szJVhAecU0no3PqCBd0sNqhxqPwmJ8C1GVOqfjWCpi2vCVMtoVFD0lommxDDUNU89lSBkOiVLsChHwwbX1f1CqGh13x/axuhjmCeL1ecc0ikTks70P6m+sPGQYI79qF8I5t0BuboVh0BHPiYBk1Dkg/Bc7wfyGrXpjPOhUNby1FuLgUukNH6tlZCEx9AE0vvQf/woWAosAzbRTKU7ZhVFMbJIcCI+k0hLxt+KjXFrjCjTACu3DF1NmIMZuwPm4XbKEdmNzWDJfVhevP+Jt4KdbWrUWyLRnbU8rw8qkGfjM/Brb4DATH3gJbfCEMdzKQlo7AytXYrVUjFK6AW6tB34EToK1dgnnuUmz64peQKgpQHiMjKyYGY9wS5JIQTtmkQU4Moa5eRiVkmHvLMEkSLO4kuJKB1P7JyG0sQKXaiidM67FTCqE62Ihw32uR7e4VsSlM6I+66rVYqqgoRxiW2i0w6SHxK79eUbArIRdTJtwrhJMmmVEtaWgONCIJMloL18DfFEZ1XDzSdQM/aaiFK0xm2wGEx/4iYg9EKe7kEZBIiGlqpN7SFgfJ1wjzupch6SpMFSsRJnsgEnxNu0UUkaK/NA8bKYMhN+wQ4k+uXi88DoW1UAeRKCyBtDCkxkKR+qZZ1IbFFSl23NMBTQLPsuQvQvSFTrm7fU4z+VBaFv5JiNbQxDuF0KMaSIm8MAOtkEqXRMb7pQwR1zQVh5qYqHFHqtsiIqIkaIVhOItE5ig1rSiKApuNikF6DhxJPAbNKSQOKYpIsEBkuiNiJJowYT48DFVFYNlyURxnmzwZ0p7Gka6wqEUwWYMwZxuwJimwnHUVgqfcAARbYF78Kfy7/DB27gZCIdFMG8z7CaQxo4C4HNjGjkFozRqoxcW4Inwe1kzKRUXR10iw9oH9o3IYNSUYqnrwTj8zmurXwJaXgUtuvAZfrHkQar0FSksWhmbMFrV9xPCk4ZiTOwcvb38ZetAPj2JBnK4juGsHGj95B6YaD4Jr18EIhlDZS0N1voa0+EqkLvsWzRvXYMAWFaNkDUk+A63xwGfXjkGStgnpugcqVBhpQRSbbAj7Daz1OTFkQBDxtjS0BdaiqXInwiYbGmUZFaoH40MhWKQAFtSvx+jWYmS3VaE22IqHU9OwDkEkBJthHXAVWlUVtur1MEtATJ/TIQeahd5Sgs1wWVzY5ohHuq8VvfsoWJiTjwETL4N1zXPIbCwUUbrggAuhkkBUVbT+4wmo1XVw3XAjLAP7iWieadv7kXF7fWYJf0UaUUgdx+ZN/4VctSFSAalYAYsTStkymFc/J3wVKU1NgqzjNBXx3rC4hIij6J9BVj3O1D21qO9DHXCemGdN86pptCB1n9O0l6hIhBoS1jxUjiBR+pvS3pN+G3nvNhfBvO4VIQyjZufiePTY6Bh0H3+jiEaqXcyVZpgjOW1FPsBn3okIi8Rj4H1If7MxNnMyEC7YAc9bbwpxoaSkwNJ/P5M2Qh6oy+dBa/JByUqF9ZILULs+CEvTF4g9+wy01KQiVO2B3eOA66orobe1wTxxInQLmckAtokT4f30U4Q2bkLow08x7f8ehJR/PrT6ejR++BAchhenqwHEh914yKpjW9M2aIaGoQlDseO7TWhcVo1v1z+JGX+bDMVuhyIpuKD3BaKruD65DCmKGVaTA3Vr/wJjWynqg2bY2mRY/WEMKQWGU+Br/hdosloQsChw+FUk+iWYNAkJqgmXVOZCKloFBA3UmRV8EOvA6EoFufU6WqvsyBugo9G0BUsdYfhkK75RnHC0ABm2MK5pbYPD0PH54vvR29uGZENF2AijzeaCpMkIa0Es2vYqRktmTIkfgAxLDNDaCFPBPGg0as+RKvwj+wVbEDYM2PJPxXlT7hdpWmMl2fbYobvSofY/O/Ja7F4BfdUX0D0qjG9skNJ+Lho/LKuegyHJCE36DdRBF0JP7I/tpQsRv/afSIUMK3lRJuZDyxgFpWJVpBFGV6HmnwGQgfk+kGWRqeQbIQANq0tEHuWW0kimmMYGqn4oJcugJ/aB2v9c0QkehWoR6TzI4obGDJJYldqqYThThHciNRTRJB3JUydqMY3YPOjJ/cUYwcjsbSPioZnQG60BFZ6giozYnhXxYY4vnh5of0OwSDwGzSksEJmTBSU5CUpSckQkJibuf0NzDCwTpkBuXgjP6GHwfbURnhXlkFxxcAwdCPvZF0FesxqV/ZNRYy3D2KGzIJkjApGQTCbYT52C8PaCSPPKt98iPGkUPB+/A6W2BkZDEA3LDfS29sGs0/og25WDck85ar+dh8lLmhDj09AaGxCRK8WdJISNSTbhwpzz0PLRPxD4bil84TAUdx20QT5sNqyQyywYthNw0dAVYcuiweb3gxKqhgSETArCVhtqkxR8VfU+rguEYdIBexDIqJKwdICO1EYANRK+yjOwKSaA+c5YkW69YZ6BrDodhf2AuDgdCY0yLt6lwZtpxntDzfg2PhONvhCu+VaDXWvAhNxyZMhhGHYXlMQBMJQ6MeKvxZkCuXEHpLgs1IYcMJts6JU+CnLNZiEgW4NDYNiuBabOQkuwAVmF64RANDs12GJ9cKvfIPCVhFB9ECZvI5RYJ/SUoTBis4SP5N93v4kRsgcjLCmYMPk3kPxNMFMNoqYi1O9s6GkjYFjcqNrRgqAehC1bQ5ojTXwGiiksSf1hkDdkYj9Y6rdFjM1TBkdMsf2NQKBFjArU8qZ1est0nBttWvMvMS2GGlT85/8rMpZvyGVQdn8dmb1NDSwV34kpMnryQASn/lGISW9QxV/nFaLZH8aNk7IxIquzmGWYH1uTGMMikfkh2PuQOSnZU1dG0cO4e++JiKgD1eZIEupOvxLP2csxYf4G9G91I+hMAhJSINcsgCPRheBNV6Dp5msQX+/F1qt3YeyVvxF39c2fj/DOXbAMHyaOp1ZUoOXdd/Be82ewN9dgqhyGQ7Ii7NGgrqnGcF8Q8TlWOBu2Y+z6ajg8EqoynEi/cBKsO95B0G9GoDgAy6TT4P1sLjxzP0PY50XAZoaRnoX4TBXTQvWYpyZA2QXo5O9smCLzjIUJTaRvwqzJCFiccLb6cdl8TTSVEPYAsLIfkNgWeZ5iWg0sCdsx32FCTq0BTTLIWltsP3uNDtniQrNLhdRigmSRsMUKzGqqQHODFZnVcUjVNFjq7WhU7ZBGGEhMscDaVCz8Axd5dmN0WzngzkLv8/8Da/122FY+JVK3QedgeFc4oLZ4sAilKOwVxG+qK6Auboa32oKYQf2AVAuaF5UhWFSNFsONwNgMlHh2Y4Q9FhbFIhqGPkxIRTBnDnLCbchb8ghMJUsg6aHI28DkRMmcr7F5USuKPSVYnfsZEjJicMfwO5DqTEVw5v+LvPxkzl30tTDulht3wbzjUwRn/C/Ufmce1NtNqd8GibwzDVVMWdFTBkHtd1akgWbVc5C8tZBovGnYE5mr3VQMU/FiqLFD4QnFiNRgYOUrMFeaER7zs4OaR80wByMS6QdRT4L/ZRwh2PuQOVkxFXwC064vER58MbS8qZAPsnBbqm/BWc9vQFy1F/7UENSrz8YqeQUytjwPq5EO9ZXFSCtqFalFfeE6NFX8BY7Zs+H78isEy0qgb1wLs8cD1aogVFmC8f8OoMapYX6/WAyZdQoGrK1FjacczqXboS2tQthkRl5yMhYM1PBtXxVDbC2QA7UwLdYQ0/ovxG8rAywWaDQe05BRkjIY2wY7cZ+2Db4KYGKBCktYgUyDQIThTMSWJupPqOga7L56OLwk+b7HrAE//8xAWhNgpd4NixkX1IYxaUMYWWWK2IHXBgRidJhbZGiKhK29AFuKhj6xPpzTZiBV19HgUFGXDfjCgK/MBMMnAa06EjxV0C0uMT+6zpSOrz3lqLZaEV/xFa6PHSYEuaSFYUYrLNl5MGLjUZnkQxVUNMRlIjk/FkFnHOTTz0dg8hjIDe8CNfPhaQ1hS0kNPl71IIqcfXFV/iW4K3ESGi3Z2Cjb8djmp3Gn5kM+NaREX1PVA9Omv8NkuRo+uRVmbwGKKoMosOUgI2EYtOwJQpBR+jh46r0wbf8IprJlB36ftJTBsuoZMQ4xNO6Xwo4nNP5XQnDrcTkRYbgHGukXnP145Iahwfbe1VCq18H+6c3iuGnJA3DLhL+jqXgXJu16HyZPZLSfkdTv0N70DLMPHElk9gt7HzInM+SvJ9duhRK3WojEg/03s/Wzl5FV44U5bCDY3IbdwQIUJLai2OZATEsKwrUt8LrMqIk3kA4VgdVrIGVnY1nvMDzBeliUNgxxxKKglxWuimbkVulwN6owSR5sPzsep1xzH3YveRMNz70FRcuGvXYX0KJi2+xU1Lha4VbD+KxAx6n1gM3TAN/K5Uj8wx/ha6xH0bqtKMjLx5a4QmxrS4ZpqwylQYEkBOLe85X1dmNrijDuiSxGHyc9PwB61X1/H4Mm2RXFI7+yEeY9bi/ugAGjhaYtSwiaJDw/xIqbjRZktAZhVU2YH2NHjK5hVG4rmhUZG1MSoapxmJ4ehs3fANXXCL1mPS6b+f/wumRH6bYFKK/bAF/vS1E76CHYG1fD6QjBOmwoYtIycYHFh2pfLZKSRsAy24rYqipodfUIF1dBctjhvuFatJRsQKGxEr+sLsDAcBFsZVswSBhwK2jMGor1aEWJOx194nJFpC7kkdBabgOaPkXaRA0J+b0wdmkujFASRlW9B7P1TZiS8qEOu1w8Zuqcpuif1ms6dBqdaGjifWS4siIjFPcg120T9jW6vVxECCm1TGnm4OxHu35zRSM5kikyBpHG+5GQla2iY3tA21KYat6DEm6DAbuoZdRYJDKHibcHGmkTHEk8AunlUCgkrrlzmTkZCQ+9FHpcrviy31cIiv+qS6GuXw7dnATrKaeKSOP88vn4XNqIM9MV5FaqcHh1ZH66Cmc+/FvYR6XBYslBTNLnmLv7XRhV1YivaQF0J0JaEGvyNKQUhhGOtSD+wjOw3VoJo6QcmVWZiKlpQ3z/eIzsF/HeGzv5UnyQbEPDoo3o/fZG6I0ezFnlwMBZY+GvbcDgTUBSCxCwAcVuD/Sqb9GrohCptYWYVrcTebstqGsOI6nZBEs0ZBh9fHtudhSF+/Y1Ujo6+lf0Hooehs/jgV2PrI1uIxkSNBMQliTcP1dFYnMMqgMuqIoBbaCCN2cZMOttSA+q6BfXBHOfMUjIno6G9x5CuCQAqXklYodswplL/ei7vAnrh4fxlbwEjvXxcJVUo9fWt6EHZNj7ONH3ihnIO/W3kagedTf/6yWo5eWQHA5o5aWIydAw7PRMZPT/GZoXPohgSQOaknxIsfqE7c0sdzamtlYgtnWl2AeNw2utdKCp2ANLUxjm0VXoE3cWVjaoQEsIjW2xCO/eCZN9NRLqS2FSG8UIRS1tpEgzm7d9IEbsya2l0OP7ROY370kBU5d0eMB5MBzJokP5UKARj6KhJeRDuP85CI/7JSxLHoZM0VdnasRKJ4F9E5nDx8ONK0xX6eVo9zILROZkhZoVRMOCYeDrsvmoC9RhasZUvFv4LqTyKlz237VQy1ogJSfCUL1wzzxNNJFU9Y7FJ31zcc0XQVg37oSnfyZmZs5or+lxX3IJEt7bjtQ1dXC3BQC7DfLWHbi6rhlGuRl6bjKy+8zChKR4eAZ7kOpIFffLArCl9DtsX/A8+g2fiQtGno9XQo3YuVxCcr0B7CpCbnkF5PFjERs2Q1Z0NKQ78eEsJ+a88V9YNntg1QHqU3QXhaHAaJd4gRgrJLhg9dSLCGI0qhhNO0fpKP46KsuoLExpjMxijtyK/gWYVQkWlaJsyveRSF3GyJ3A3FESKrbEI602CGm4H7Kk4GO7CTl1mXCVVcOphGHZ+i4sbelIbw5ALtPQpACu4jVI3LAAqp8iajqMljbIDTvFvGxY3ZHzMpkgmRRYkmOgqbGwpdRD9tQiqIewwz8ICQVbIbUkI2G8CqV5J+zVmxGj+YQtDT0CXfXD7gzBl+qGkm4gd+AlsMTEIbfkG+gtfjjSPAh7zdA1CbqHOn9aI2nwQFNkss3Oz0RkkWxrROSvI/b4vcYhtj+XvkYo5cugJQ0SXctdQaMUKbpNNZkadXNLMuS2apGyDg+5BOqwq8RoQkHIA4lshFyZ30cjGeYAkAYgb8TDjSQ+/fTT+Otf/4rq6moMHz4cTz31FMaNG7ff7d955x384Q9/QHFxMfr27YtHHnkEZ575fT3v+++/j+eeew5r1qxBY2Mj1q1bhxEjRvyoc+NI4o+AvQ8ZpjP1gXp8UfYFGgONwlKmqLUIKeXVUOubYBgavFo93mv6DNhUgCv7XoHeDSb0SRmI9EdGoqpmJ/ok5XYq+p426Dw0OQtgi7fDnJSKcMF22Ns8kJ1xiDnldNhT0sVYvxe3vohSTyluHnIzerl6ofah/0PG1hq0pKxE8pMvoF/yAHx+4wTEltRj8n82Iq45CNfHa4CwgUBuOgpG23H1514kFfhESjkqUzTFLKxzLLomBFuDVUVteh4G7fDAFAq0y0f6IKX7UHUefWXQUh1Se2QxKgajspGWR6WhTubPe5bTFpHtotcSwpGd4cqFQF6tBlfABD2chdbCClQnPY21vW24SO6NjN4GtORBiOlnQmhxGPbNIQyYvxBhlwu6VYc5LQuSOw5aUyXqVgYQWvY/sAwdDtuE8XBeew2kkjWIqXgbGGiG1u9qbPKV4581CzDYZUFOcm8kOnRIaiUad8Yi0KAgblQqHNZiyGG/MNu2J+tIPu8GSDSxJT4fUvVmJFpLEHKYYJ99LaSGYig2BfqoAVBLvoHcUixEG3keUkRRVHr2mgojsX8kimgYUMqXi+Va1oROws20/UOYt74rHnPw9L92LewUM0KT745McSExSAbblpjIaD9n6p5lAZh2zYOp4COxXXjUTdByT+F/4swP8tJLL+HJJ5/E1KlThcBLS0vDofLWW2/hzjvvFKJu/PjxeOKJJ3DGGWegoKAAKSkpnbZftmwZLr/8cjz00EM4++yz8Z///Afnn38+1q5diyFDhrQL1lNOOQWXXHIJfvrTzj+wDgUWiYcAex8yDKA1NoppJ6YcMrX+3jA5qbkCs6RYbIhNwsTUiUhW4uBe+BkMqRRSZhCbTotFYbqElHAbnEW1GPzeWhjyBvhPLUdynz5Qk3Q0BZrgtrqFyPQtWoTw62/AWtcKc04clORkqIWFMGVkwHXdtXBMi9ikFDRtx7zyefCrfiwoX4CfDvop4kxuyKiDyWyDZLFgUuIkjE0Zi2Xb/4I4zzZYVB2qEYBiGKgKhdB7iQUpZdUiakjdy5piEd2xAasJ9W4DedWaEHapzTpq49Zh8RATZqylD9Dvm1Rovb6f1PP+4lKi4WWPXIzcNxJXjMpL+ttsAHFBAyNKvheeSmULYmpbMbBOwsKRJiw6Yzry86/EwurVcK38EkkBGYZXhX/uIsRceTmqzpoC89jRSPrwK4QLd0BtbIXqKUVowyb4vvwS1jGjkXDFLEjVJiGctJzJKG3ZBu/uHSgZnILLRl+E2LV/g9RUiUC1HYFWCb6iRsT08YszF4/AZINMgnf7R5A2v4XQoAuRNAbQPG2QEkpg5PeBUrEaRvnyyLg+fyN0dwZ0ZxoUixN6bK549MqWt6HmzxHTVczfPRORzrbYvSxwxOdxTAr0mBQYsdkHjvxJEuTmYihly6FljRcpaInSzWI6C9XULoV57YsR825XBqRgM/8zZw6Kyy+/HHl5eVi8eDE+++wzEbVbvXo1Zs6ciRkzZmDatGmIi4s74D4ee+wxIeSuv/56cZvEIu2LBOg999zTafu///3vmD17Nu666y5x+3//938xb948/OMf/xD3Ja6++mpxTZHGw4VF4o8YrUew9yHT04iavv8QgWXL4H3/AyiZmbAMHgzZZkV4/t9Rt3EnZiT4MeeMX8G3sRSOTxciXFQLKTEX/iEJyE8fjesXrkTc9BEw11UjUF0NyWyG94MPoSa48dxsoK1sN6bXp2LGBb9B9bpvYCsvhRQMA2YzXFdcDuuQwbAMHAhTFiWVI6TYU5DjzEFruBVjU8eKxzDoj4+i6oM3EZ+TDzk+XsxabvrHM8heuhSmsApdkhC06pBhg98yEXml30CmEhKrDR5LCE6vBkXT4PKp0PaoPXpmTJqBobs1VCfs8UDd57k52FkLnZ/l76OO+9s2Ih4jMUk6us9koM0mYVjCcIxLGYenC15C+cJPcea3flhcDrj2zDmuVNrw3OBKxISaccfsGXCGy6C4TWjZYkAPhmAEvNDWfQ5tVAjBKfdFxvS50jHJLyHjuyQ4E1Jgn5MAJOcCajPcA5phawghNiNAieb2s6MIHfkmkiCTgm1Q6DolDxZzIQwam1e+EtDDYqay1FAIPSYJobG/hGXl0zDvmgvD7BKiT26rgFKyBMFpf4yknq1uGNa9v2hpLKCye75oeAl1kYreF9P6V2Eq/ApS7RaETn9ETGKJYtB4QGcadHemmPwi0tONu2He+IYQpmQkzulnpisovXzaaaeJC0USSTBSNHDBggW49957sWPHDowePRovvvgihg0b1un+1M9AKWHaNgqVrs2aNQvLl1MUvTO0nCKPHaHI44cffoijAYvEQ/Q+pC+gnjZ2h2G6hNKIgSbxJdrxS9LUqzdgs8EIhcRF9legcE0TdrdORZqvBFlr16PprbmIqfMAKYloO3Ugel3xa1Q8+GvErd6FFq8fAVuOGHFnHjIUenUVQiagSm/ClNVNyClvRaHyOj7Mb8TUPAv6tSXAlJMNU2oqTKed1n4eWlNT5Phw48r6O+FMNSM1HEbT119ig1YMY8VcVH0DbGmch5Eb45G4dAVM4ZBI7vrs8dAkP2xhCdnlK6BoQZBk1KwK6pyKmF/s9kaEWZz3+5rBaGQvu+H7qOGxql6jtDSdI3361LmBykQgyQdMrHUjrq4FY//2JgboGppsCtpSzXBdMh0NDUWwD0vCiDUF0EL1WFrzTwzZFYIjuxdabj8LveLz0fyX3yNU0Yjyzz9C3Kgr4XZHBDiNRHRvLoFhrwbM66CgAmqf02HKboVz81siaii2UywwLLGQgi0w7fgkMr6PPDPLlsMwO8R9xIQUTzXktkqRStYS+kJPHgAjIR+Stzris6n6hLCk0gQRRdzxGaSwH7otTljghMkHMTsyVk+p3wGlcRd0RyKkQIs4zoGQ/c2QQl7RsLIvNLUlMOVewJEM87qXYNr1lWjEMpV8C72lNOLd+AP7Zxifz4fk5GRccMEF4kJUVlYKwZiZmdnlE1RfXy90RWrq9z9aCLq9ffv2Lu9DYrSr7Wn50YBF4gFg70PmpEVXYVnyiIgKhUZcB71XJLWrVtcgtHULIEsi7RzasBHKxNFwJtkQE/AiJjcb88PbkSI1IiHNDa1PPVz6e9i+LhSxitEN2DwhWEYOgBEOwTZqJDwflsJW24yftUxGXV833L56+HNyUBxbheA5WRisnwbXpL2tdbSGBjQ//gR0nxdtWSPga4hHQ1ostiz6JwZuqIc7IR6BljDksBvGhlhY1m4Swk+32OG1WlGelIXcqt2whDwwwwe/zQLDpMIS8CPXo8CsRVKoAtGl3Zlj8VNRNMuYAUtYQkiWREONePwKUJMoI6PFgPrlQtQtnYecXWER9dw2PAlOw4pCbRd621dDWVCFgVsdCNZUwC+pQFCCr8EHT1kxintlweSOh1FngV8xwxZohtudLY4RzM/Gt9ketNhacWlCLmzldZC3vAmrNa69ulI07FgThNCiKCLV91GkEGYnoIUgGzrCKYMRHnaV8Du0Lv0LoIWhDroIhmICQl6EJ94BY+v7wmBbqVkPmNxQB14AuXSpsLyhmdSytwZK2Qr4z31eNKmo2RMg+WphOFJEFPCHUHMnA4GmSG1jByhiaF3yCAzFjPC4W6FUroXsqRYCVu01Q0xrYYHI/FifxIyMDFx11VU4kWGRuB/Y+5A5qdHCMDw1qGnchnUbn8PYpl1IqN8Bz+I6eLe3QWtuFtNOzGlumLe8g5wZE5CUOA5WtxPbt72FcNx6hCUn1LhKOFUPNpYsQEt6bwzNThBdydLF5yHxoouEN1/ri/8S1+5PC+F0JsOhtqC5tBhttkac/ZUfQVmCmpYNU1KSOLXi1mIUF3+Hvs0NolPZsnoN+odUqM4YVMeFENSBjKJ66AEVjUmpsDknQ5K3AbICzWSHw+dFful2yLoq0qWqQiIsAJms9EC1h9+bQxPHu8+VTMCDljCgm6DpdpFsbkzQEOcLI9GjQ2ltRsAuQ7NIUJw2jDD1gVFdC3eNBUFpNHxlOdArlsCsqqiPl9Camg6HJx5Wfwt85WVYPSMNczLj0d/ZBvPuhQjH5sK87UO0hZvxxvgAQoaK/ompGFclw+nzQQr6QAMS2/0iA00Ij7gOcu0GMdWEjLtJZJHhtaSHoeWcIp57Iz4P4d6z4Nk1F9alD8PlqRNG2IFpD4i6QhKZat406FkThO2NacdnIvVNwk7avUAIOYoEao5EmLe8KzwQ1fzTDyoVrA6+RNRZiqh4B6j+UAp5ABKssgJ16GVCzKoDz4fhiLzfGOZg+DHdzUlJSaI7uqamZq/ldHt/TTC0/FC2P1xYJHYBj9ZjTlbCbVXC9sQZm4vyEVdg7roGDG0ogrP2eSiQYVaSIVljIMfEwJSZCXPLFpgL3oTiyoR2xij4VyxH7KrVsDepkMK1+LaXCyUtCrDZwPqRNdg4JxZ6YgCWhq3oP78AakUl7KefBu+SlWhz5YiJJ/FKM1oS7Bi9pgV5u4KodmxD85dvI2Pu58LLr6GlHM0JToS2VsIc0kSkj+oJLa0tyPBJKEqVUS+FkAgL7EnxGBpXg1UjncgszkJudQtsNGfY4oKkGFDCrTBrkR7lA9Fx/T52iUedbdk27MjUMb5Ag8ksYdPwOMzLbcD4zTpG1KswhyKp70UDLCg5dxSG+VMwpmkgKhMKkbqDbHUo2meDGutH2ZR8zMxOR8UqN4zqInzTuxSLU6sxzZQGR2U9mnd8DI8iI3PnV8gzOzApxg0p1IZTyjciYOjYEONGXjCENBJW4reEhECjBKm+BqipRqDegC1+z/PkShOdx4SwuaGpPEULYanbAokijLIF5qZC2BZS7aEhxuyFB5yL8IhrAdUPLWMUpLAX4bG3CJNyqbkIhi0eSuVqmAo+hmF1Q8sYLYy1fxASqdQssw9k3UQ1jXJjoWi8oRneDHOsRKLFYhE1i19//bXoUBbvSV0Xt2+99dYu7zNx4kSx/vbbb29fRo0rtPxowCKxA+x9yPR0qr3V+KbiG/RP6I/hScP3Wqc1FsL3wRWQVB+KZvwZuf1+gmwjgKQN/4XJ1wrNlQnHpFMhu8YitGUrTGlpkLJs0Bq+EwbIWoMHLW/+B9bqrdiYbUDOSEfriHSkvVsIV2kt2hJltF44TtT05urxCK5bJyKIypmnQ423wdy8FstP6Qtj9E+gb4zBrK3bYdXLUG+KRdy8tfD7PUKgJQNILGmC0sFPT5NlhKwSfcICqgrNsMBvciLc6kX8By9jvNoGXQLksIKgLQZl+dMREypF5o41hyz4jrZA7Ngh3RIDrBjgxep+EmwuFddoRRju1lCkJiCnzoQilwmNAyQ0tslYMkBBXXALlioFuNz1S0gFCrKsHyFtiBeupDDkjGTkXXEP4pY8DmvVCjS1RqJnIZOBXUn9kNtYijp/LVbWLsclcb2wyVuKmaVbkajpCNpSEev3oBfCKIxJQUo40rTSUhqL1lI7FNRDrmyG5ktGzLR8eNMz4TDZEDv/vki63hYHU/FCaBYXQooJYS2M4hg3BpEnZKBZRA4p1WuqWAOtbiv0lMEInXoP4G+CUrkKUmsZZH8D5Ppt0LImis5kw54oUtSmnV/AMFkA6naOzYnsj9LKUf/DAyHJYrazacenkOs2I3jaI8LUW6neIM6ZJsIc1H4YnOzawefz/SifRGpCufbaazFmzBjhjUgWOCQ4o93O11xzjahpJMsb4rbbbhOWO48++ijOOussvPnmm6Kj+vnnn2/fJ3VZl5aWippIgux0CIo2HmrEkUVihxc52pxCsDk20+MItGD91v/gg7rl6BXXF0MTh0KWZGE7s+3tF5C+bQdSzM2wOcNoKl0KI3EqJqz2wJz9M6h90yKRGF2FY93LiHE1Y0tqLLaUbMAw/0hkD5gKJS4e1oxsBMNlWD48iIQ+GRiSMATKrGwULp6L4r5uXJQ1A6NTRkc+VGfPQbiqEu9btqBXW6EYnVYu+dDvGytM9X3hUh1wWOLhVzJhDm3cpy4w0lcbrQvUDR0BADYNyCOvZISgKY1o88VCDflhIh9piaKABioSZOyaLmPcfzcclOA7VpFDejyF6Xb8e3oQQ4oNBMwGtufIKMyQoMsSKnrpcNWFxezoDL+KWJ8Tdr8N5hoz+jW1QLJY8VWWE1bVgezNHiStXgK4HKg5KxXSLh+sRfFwqQkITbgVlqqP4ShrQ8wgDf1adyK9aQFkixOrXbEoSRuCnX0uwnfz78B1Pp/oKQmaArCGPUimZyPQKMbmGYoduweNgxKoRLJJ2zN+xoTtZC1U9jVCoXpM9nlE00pDbAbsWhBWONHQZxZ2129A7yA1RrUAJhtCQ6+CtakIMonBmo2Q/I2icUqp+E7Y5pD4C2eNg5Y9SXReB2f9P8jV62Fd9GdIe5phhPehpIjzCFGau9eMg3viyTfREgNY3FCKF8Oy4u+QWytEKlxcUod2eJE0KCWLRXOOSKOz6Tazhx9rpn3ppZeirq4Of/zjH0XzCZlef/HFF+3NKST2OjbLTpo0SXgj3n///bjvvvuEmTZ1Nkc9EomPP/64XWQSl112mbh+4IEH8Kc//emQzo9F4h7XdBKIPFqP6bEYOpRvHsGUitUIqmbkhWphWvMv6COuxuc7PoT7q89gawTso0cimBFC6tDr4V+6FN5334WSnQ3L//wJEkVdWsqhFC5GsLIRK6rXoXpdJdI3G7B8/DXsmbkw5+cjZuKliDetEYd9c+ebmFCdgBkeCyzbw1DmSKgr9WDXt2VI6TMYubOmo3LtwyienYHB7v6Y1agh/5vNqFE3oM6lIs3vRjimD/zxDTB5yqCEyL4GCMYloDkuD6kVBcLMOUD1apICk+6DsqemUNJUaDDBb3Oh1elDamUQFkNH78pmZL2xAJYmtZMA7EoQHi2RaHS4VuU9x5DC2JkpY9I2DYPKJbQ4DezMinxBFMVnY4WjD2pbduMrpwVG78kYUmFCn8ZihENe2EPA6OTR+PmgnyO47X0YDbuh14Wx9ZNyNOlm9I51wrpjB4xTJsHxyxGwGwbO+uoDTHmzEPGmFmjDSjAsIQc7vQ34fOsruKWuDE4DCJmscFCziqdGnGNyOAwpTFHdFjhtC1E7LAa9XY2w9opHNdxoVnZgiKcRDbEtCI24SYj/Nyu+wpmhFuS1VaGfpwbNU34Dd+FSNHy0FGFdgWOKASt1QAeaoRTOh6SHIKlB6NREY7ZBTx+J8Kjvv/SoQcay6p8RMUf57Zhk6PZ48SNGouYZa+xBvw6UYtYS+4vmG6XkW3Fcw2QV0XF9T6d3FLlmAyyrX4BB6WtHUqSxhWFweBNXKLW8v/TyokWLOi27+OKLxWV/XHfddeJyJDipReK+3occPWR6NGoQgc1e9NkVRGxqBaSpDZCyJiA5Lgs7R2bA2WDDgGvuE+bTrc//C4YahpKeBIepGJaVjyI86U6oYTua19oQKpaRU6Fje6oZbbGA5vUiuH49Qps3Q86yQ74wGbBa0atqFAZtNiG9YRtyY9MgSU6UrdwM5zsvI+R2IphwKy4NnYGWKRKGpgyFVFCIxvWNaKzbBATCqFfGwFqzG6oSA++0iXAuXirMp+uSwqiNtaGu//WIsTSgqTUeudtWwen/bs+0k4jzYFptITR7DBwhB8xGUDwNJLmsTU1dCr+OI/YiM09oe+OoiMXovug4NfE2xPo1tMSORP9aKzT5W7j0RPSt74Mt3mo0xFTg/yY+goEJAzG3ZC7it72KzLYK9Cmpgs1hQ8vE0ag7xYbTMmbAuXwzpNYK+A0qRgRyq3QYchA+Sxu2v/EUdhW8hFl982HeYoV1dw3Maiw8Wj3iQn44Ggvhlb1QbIkwaypU2QRf+kiYgx4hjMwkwmhWc1wvGIEmxEBFfLwJNosd6H8+lsbGY+3W1+F1JWHahLugpY8RHoWzKrej2eYCQkFhazMCVgSG3o7mD6jBSIN1+0Zhe0N1gZRKJq9EiiRSvSDFjEmwRZ4sQ0QaDZNdjBUk+53Q2Juh9Zuzx0YnIKxuDPf+ZzxXtwawsrgZQzPc6J3kECnn78f6STAoKpk4IOIZaYvtbODtSIzch64ZBpE6wh+bbu7umE725hS6JtgcmzmRMXQdoW3boCQkQE5Lxe6W3UiyJyFujwlxcOs2tK5yoL41FS1qJTTVhLTM0TAn9MJp5iEY8rMhcJvcKPWWQVvxDeKKi4TRshIjwxLXBFPdVoRqi1D/pycQ3r4LssOBISNHwXXNLFi8IUjF9Qh9uwyW6mYU2spQ4g/BpFqRFxyHhvhMbIuzoO/Zw/HSrhcwcUszRjcVQgnYUfXnv0H1hZAwYRJCZ8fDY85E3UXXQn3uReTU7oRmrYGsqpBNJrhzBqIpdT2svjCSfAriWipQlTQN/c6dg8qSRgSLNkZmE4uOYIoqSpC1MGRPE6RIn0U7+xN7USFIl5Bihypb4Qg3dbrPDwnGgxOUka102UCtOwDDlIS2uD5waX6smpOPzOUTkVVagslb3fhkbCXWbZ+PtCWfYJIjBtVjJiHe+wkkcxgmRywyTEm4PediBBZ9h6aXXxH+kSGLjBabDnvIiMyDDmnwhNuQU1IJa/k2eNbEQLfGI2QKwZqoR0oPJBn9PM24tKYKFi2MFllBVbAR/ep3w9A1hGQTTNZYBENtaJQBT58z0NuVB6m5BKH82ZhmjUHY0FCv+dAUmwGHFoKpbBn6h4JoGHQ5wp5WaJIGtfdMKGYn7BdfC7WsHNYEA2gMozlxGrSYYXCRsXXuFGFHY9r8JhTyK8wcB5gcUIoXik5oydcgooxyUyFQ/A203FOFqKPpLAfio401mLelGiPj/Pj92YNFFLIdq0vUOgoBqFg6v2LuLARnPRSZOx1shUyp8LThXLd4kuMTZRkGi8SeNlqP08tMT8G/YgVaXnsNclw8dt04A/+t+AipjlTcPfpuWBUr/GvWILB+C5zZmaieMxXqqKEwT4rUbIkUoj0Zpa2leH7r84DJj5/OHIvYVQXQKirgS+0FOIbB98UyqDt3AsEgpLQ0OCZMQK8PV+OjzGq8g1WIH2nH1CI7ltjaIDUG4U7NQU3edkhJQVj75iIzLwPhgjA8sSGYEmNhSkiE3y/B5GmE/u0nKNu4Bjv6XAHV6oCWeirqVAvSGqmDuRFhRzrco2bA38eJcDiAtPWV2FhbhJ39K9B31wqkzv0Y1XozGuPT4fK0QjHIz0aHoat7+RnuT7xpe4bjReJ6kR+OFs0Hec/M5n3vIx1kKvlAYjQat1RlCf3IBzfdjEmTB+LMWeMRsHpgbHgb4fLVcLaqGFClYLh1DQLNARitrZhTMQSVF14GS42M2sXL4Vi2BMGyEmiFxdCbW0SkS+mdiS1n5cCzuwCuBj+s4wfDpiuwJTYj+OVOqAEf5FANzPDDFNZgzZGQIodxrhpCrEZFnBHj8ED6SPhbqtCiB7BbyUGfTRkIhovQONyPdWoTbiilppImaLWbEZt/OppCTdhcugBeXy1+MfxOhIdfDaVsKezNCmoXe6AFVCiL/4aYs84Woxb98+ahdcNuNPhUNFTuRlPuIgztswKB0FewBYuQmFwBRfVDKVsGPSZNiECqWZSMMIywAfOG14UdTrilBOrIGyJ1ghRVjM5r3ofeiQ5k6+UYULMMjnf+F8FT74HW57QOL4wOnSaymGxdv3hWl4jKW5b8VUQ8wyOugdrv7B94RzA9PdVMcCTxBIebU5geCxU2U82gJCFsqFB1Vcwyfnfnu3BZXJg1cTzMzQ3Y7g2joXkQsCsT6lgdJvP3Eop+NJV5yhDUgvh29EjMGXwpHFt2U1cI6l/5GFpLC+BwQI6LE7OTA/M+RWDLNsT2ljHG2YQ4XzOGlFiQp4egWXSkDYxF4KcXIy0mA+kx6TDLZlhkC1x9TUgYVQtTdjYczT7seud1tJWshTncCpX0mWagV68MZJ9+OZT3X0FoWz1sih+OgpXIXLNG2O803HQ+lqx7DhPnfg7sCMHkbUaGrKAucSg0E43U80K1O2FQd6yqwbynZZgebccGmKgApDrGiHF1LKzhlnZhSULkx6SY9z2O1mFZSAFabYCFdJgswe0HTEEDVUkWjBnVG/5334Zz1Ej47Rp8ioQcUzxyy3yQtBIgOweSwwHFE4CSmYF5vgAS7QOQaFeR1twES1sbDDqSpECRHThn5q/w5IDX8E35GowJrcGstjoklhkIWAzYXAYcCUE0q1kIOy2wmJqRrWmokyTUN1rh2RGDndkufDnRikt6nwJUr4OnNQWhOp8Q7ZvTUtHgSkOttwjJCflA5RpU7vwYvRQds8q2w7y5Fs3PLIGtVwpcg2xofmstgnUKYHNDM5vRHHYBScmwFhQgJBnQm1VYg1VwqTKoGMDYuh5BWYfjlABiEjToBr1KMdCHXyWifErxNzDtni/scmgMoHn7J4CVLJbyYSqcB5mim2N/CT1l75nPpw1MxpTGasRt/haSLwjz5rdENzXNbZabd0OmCGVzCcL7EZmRN4YUWSdThzh3P5/seL1emM1mWK1W9DROmnQzex8yPRn7uHEw+YuguB04pc9MxCdkoMZbg7d3vg2LYsGgkYNQMcKNuL+9ipjwKgQTfwagL3avq4cW1pE2yIFlNcvEvoJqEB/s/gCbYvORPCAZA9fUYpxKtWgKbNOnIe43v4Hiq0V480tQ4j0YKeUgZ10LfC4LXAkp8LdWwhWSkOCTkFwiw/DthmVyOiSrLDqqjWAQxshMyG43fP/8J5w1ZQgGFCjhEOJQgtxeqXCv/BjmqnjE/OpWtH65AH6PBj0hCUbAD50sdGzpuGSlCa6NtULiUb2cooWQVL8J/pR8eNV4lKeOQUrNEsS0NcIUbGuvN+wIiUJbuKU9xWxVvWJsnxFtftnLkKZr9hedjB6PpqNIY0fCVFoD3ayg6cLJ8Eweji2NmzGgHIh7fh5UrwfpQ8Yj8O0S+L+eD62qCo7zzoVaXAI5NRXBimr4i6ugaTFIGD8UlvGj8HHNF5jwUQvSahrgdcWiKn0SYpo/h7vFD8VQUeMrwacb/gVHUz2u/7wRw9GK3KGN9HQBqYCcIKEJWdjmuRQ6FLjV/yDdUoAksxONWjq8YTPCDYDS1Ir+Xg/MugmGuw2erGbYcwbDPXw23Mv+Co1SyJkTESqaj7SmIrgV2lcYbUVBeIuaIDcWIRQ7GFpAEWUK1qnT4fcFUF1vh33pN3A3NwgRryhm6CYLQu54qI4m+s0jhLUakuExZOzenQxfq4bN4c8w6dI/oE9LJczhj8Rz7Tc0WNoqYFn+OILuDFFNKoc8kBt3dhKJhHX8TQil9oNl1bPCI5EM4UMTboOaPztSF5nY78ApZKqFPOUeMVJQTxrwg+8RpueLRIfDIX6k9zR6vEjk0XrMyQD5xymb30awxg+rLRbDB09Dg7MBG+o3wKbYkBGTAc2nQtFaIcsBJOdWoeHjL1G0WUWNIwG1dVuwzrRUfLmmOdJERLGwpRAJG0vhWOfDmmGJ+C4xiMGnJOIyWYau2BCToSPW1YwYrRccyngoo4ZDnTAS84vfQWZZAAPzz4b37beht3kg2+2wTZwoBGLz359ES1URFkyNx6gaL9ING1SfFXo4iOqGnbCnukUtoR7wi3nNu3POREOpF73LSpCSlg6ttRWNd/0Ocdu2R9KK0BAyx0DWQsKkWZVMsPoakFy7FSFbBhLqy/Z6rkj2UbRNlcwImV2whVuFNQ4JJRJXNB+5zZ4Ol78GspiYfOCO566+FihpLSsyJKsVgZsuRkuKAxlPfwCTyYZRM64Uj2tGzkxgBBAecDY8m3dgR1smmluqkT10BGyTJ0CJjwcUWaT8ceblaPxqHeJ3fQu1woH4cRMx6v3V6F3yHSxBH2JbJHja6tFmDmFdn4CILBek+zHfsxAzS63Ia/TDYjYgq3ReIlgrcsl2oxkupR6aYYJTqRfnbpIkxPZPRjhtJIwNm3DtlyraJCdMlv6oG2/A3acYNnk1TtnhQKi1HnHeINRdW2FOiIz2Uw0VjYoCJVeCWw1Algw0Ne5CzYAYxOdMhP3SS9C04P8h7hM/7I3FsFDETpYguwyY3bFISg5h1ygnksxNyGrwIVhjhSmoILY2AGe9hlkL6rEzfDHy5FD7ayHr4fa5zOaWUtTbYpFgS8LLaxuxc8dWXDMxF/nJHUammazQ8k+D2lomOpr1uLxIejrYBrX/uWL9DyFsgBwJh/YPlemReDyeTiP5ego9WiRyepk5KaDpF7sXo2l5LYINBmJyNyNu8DQkmt347ZBfY/Xj92PZK9ch76e/RvKNN8IiGdCkJITefg1Z1Q3wZ2Thu3AZnHYVs4PZGORIxJsJPhi5+Zi5phEpdUVYZavCNyPCqGv5Dpfq16H1jXfRtNqMxL4pcAxPhfzT/xHdzPRL+pb0/ii2N6LRCCI2OQWSzQZlj4Gr5vNBLSpCoL4UVSUV+HRCX/y87xxUr2uFv74BJSOcOGXSBNhciVB37UJ4504ocipiKjbBvuUt+H0tQmgiFBEIiHYiC6sWB5riBqAmcTSyA9/ATZY5zV4h9KJCLixZEbK4YdL8MKt+WHzleyJ++0g9RYGqWKFo/v1GCTsev2OUUnREKzJgNsOUl4uPk0oQLCvFBQk2JMdnkOfWXvsy5/dBSE5B0xflUCy5yPvpKXCkOYQFkd7QCDkhAYmj+iBscUH51gs1NR1rP6/AmOFXIpi1CXrRDgRNBnYntkE2/CjpFYN5Y0wIhdrg1lWUZ+mQ+vlhDYVFFDHslVC1Nh5+px3xw+swxf28ePwmKRx5PIoVFWPOxebyZgzcZMBUWYKw4oAWGwu10oZyZzL6aAHYvfWQg0E0rXMg6PPANMIGV04iNE8D1ruTkTnjF+i3djUaPlmDYE0r4sc0AvJ7WDX3a2yy2TCtbwucIcBh8cDqUqGaDXi2BKDX1mKKuRWGKqG13g5vmwmWNhXJfbyobXXDaDFjbKEHMXmB9uc72mJCf5tgIC3QjFZ/COtqG1FhrMH2xADyk0d1eh3DI69DeOBPAFsczBvfEMbcavYkhMffcqj/CpmTGO9h2N90d3qsSGTvQ6YnoukadjbvFJ3LSSo1Xxlo3FoA95bFsCTbEDTi4d9YANvHL8IWXoIWaz68G9bB1NKGsnkfoffND0Km6Nb69QgqKgzDi9imrbj4ywDi/DLsWovwtbsiS0LhfWdh9KVjEchehoRMH0bYCnBur3OFSAvv2gm1UUdzyxC4h9wohKCuGfC0BNHWEEDh6gYoZhljrr4ZcfEmUUdIGA0NMMIhxNhc6NV/GPrracCyb9G7JQSPqmJgYy/EWWPRVlkJz2efQ165BvVpP0FGwSLITXWRiJ9EtWA6JD3ic6iZ7QibnAja4lEw4Aoxn1mXbRiy7V8whf17WdrIhgZZDwk1QTOQxTmJ6KKC1ph0OH11CFpdcPjrRaf0/iOF3y+P1hpStJTGCgrF6veLaJ5t5kzYslpR61ThTx0IV9YYKOl7zw8mErNjkD82STxnsSl2sSywbBm83mY09YtH/7Q4pCWmoay2AaGP34NhKUTlFT/FkPsvRe3H/4Na2YPn8yTEhGIwqO+pkGuX4vamZgwNBEVUzNqmoLXGBUWKgx5sg7/ODDTqiMnSoSRHLMCEgpQVYUVTue0taN4GaElJiE3XIce4ULfeC/1LDyy9R0KNCaE1Pwetlo0wdBN8hgm+gBeD6vyQNjiR505Cclwj/D4FO2xmJPuBxEoZRpMX2S4PsgocIpoZjg/BX2aBFpCRMKwVHqo5DMsINpgQbLEg7DHBFKPBmRGAPSUEV2YAoVYT7LERQRulq9fILflwibIYxXoqZix/BPZNToTG/gzaoJ8A5Kko7ihH/g55IVetBXz1Yp7zvqwubcaWSg9m9E9Ednzk9WGYjiKRIomcbj7BvA/pb/Y+ZHoS88vm49Wtr2JUIBu/Djairi0dG1rPQEzoHJwyuxDelSr8a9aj7SM/9L5t8Lk+hv/UqYhbsQ2payvQ9u67iL3ySliHD8d7l2Uj47Ma5G/1Ir4NMLWPuSPrGBlx5liY+/YVUZgsyYQn4m8WH4K+1hBqe0+Hc3cl9G3lkBevheuyfihYVoOKghak5LngTrHBZFHgTHJCtlERXHTXEuTYWGj1FvTfPASZliqEd+0CbCYE4UFTYR1iVy6B5+l/wvB64ZMS0eKywBbbH3FKC3RNg7dNhc+djMa4fmhN6IfY1t1IqVqFNme2EIjUR9Cc3B+exgFwVW2BpJGgoGiiSDLDrAXQ6MpHYstWsSzihajC5a2CQusDkQgVsb+KRI81FmbJgC3YFnlM8fGQc3sBjXUw5/dFY3URquQW+MY68dN+l6Il2CI6yPf3JUINRPljk/cOEI8fjm2VS7Ausw7eurXIrR6AmrXFSGhtgtkuQQ2H4LPJsGe5kGFOwak5I5GROABWTUNRxbeY4/EjQVehh3RU6E4ESbu6smBOroO5yAuTOQybW4VOo2gkA0ZsVmRqiWKGljYQiWsrsc10CtJLVyErxwRNJhfzNhi1YYTUGpj1WCTe9DdUDyrEmrJCyHVLkFpvQGmOgdygouGv70JRA0hw6HCYAX+ZWzwuRY/0fZipCVm2IKhKCMo0N9yEmIwAQs0WWBNUmOwGTA4NCX29sLgjgj5xME1wiWi7g2GWshY+2YrNeh5MbRVIWPRHYNEfoTtSER50IcKT7gDMdjELWm7YCTgSEB554177oO+Rd9ZWYUeNF5Iexo2Wr0RqWsyYtvTM6BHz40RiT8TU05pTSBzyaD3mRKQ11IqytjL0jesrmk32pdxTjv9ueBZjd1lga+qHVfYwcuLLICkmGFljEJx6AT5ruh/JlW7AMRHB+lYMWPVfDHKth73PBIR3lyJUuBtbt32LGqeKlD5DoLh3wh1oFb0M7cgy7FPPxcQhZ2F783a8vO1lmGQTbh16K3JduajdXg//8u9gr62FHPag7e13YJ8+HX6PipBPgxrWMGxWOhyxlr3GSRHmPn1gufIGtPzpKZi+fh9NCS44TTKqsxxY3csGNS0RvUrKhUCkgFxT2lCYYmyo7nMKmiYNQtJnhYjfsEg0qTQlDoZqciAs21CRcSqaEgYiZ2gs+oxJws7v6rFJuh6u1EKkl36D+KYCyGooYswsm2FXyftw70SzCdGIWoenYs+1iESSiTQUNCX0RemwSxGXHY8Bzd/AHPaiOHOmePx5pmJ40gdgiXUXFlo/x8hgMeYoVqQ4Ug742oe2boXn7XdgGToEMRdcIMRk/ORpKEnYBc1fh9yvt8L0+Ytwpo1E0aBT0Uaz+Uq/wFcZTWiJdyMxLh+/mfAnWJqKEFz8Z8yurUE8GV+Lx6Bh97gkNPvcGDD7OvRd/QziVEpt6yjRx2Fny6nIl79BcvkOfDN6JFb0z8Q1fa+CEdwM/5IW2LxehKoUyOOnomZnAK6mzZD8NbD1GYvPQg1QN23AmG+rIFcr8CMeVmr9Cda2P69OLyX8rXueyz1J+Wh4V6hwmrkNBOrMiEkOIn18MxTLvi1GEYTGPsTegOfCZ+G/+kykogmvWR9BgtQG2VcD6+pnYF77EkLT/wRYHDBs8dCT+sEg+5u9jilhfF68qNcdGtMEU8HXYjyfnjlOzJxmGC+LxBPH+5D+ZmNs5kTkhc0vYEfzDszJnYPz+5y/1zrd70f5W6/hti0FcLj6Y2tIQih9ENLPHAebPwNY8TW8C7ZhV7YZG2ZnYFJNX2S17ETcNiBU5UGoYCG0RBeM2nJUr/gYb5wZg2tDY5C3y4Swwy2mq8gmC+APADYbLDsq0PL0M4jZvR1T7dXYcFofWOYvR4urGCVVTXA3baGKLiEoJfphVl6OgZOHITnXierdrVj5fin6jElE3vDOUynsfXJgspupOA5S34HYGAzgu75euEeOxQzrmVCK6xGwu0WEK3HsQGiGEzvLSlC4tRSZKXlIz5mGsBKDoDUeqTWrkFM2H+awB+G4FGRd9Cs4+uVj69flSCteBEUNoixrJqyhFkiGgYb4AYhv3iluUxczyZf90VGm6BYbwnEZMMhmRgvCmeyGFJcA11W/gtmqoO2dYgRCIbQ0FkFb+iYGpeYi8eqfYEivkQf12pMRemj7dhiBACxzzkZ1oQ8x8RbcPPhmaIaGhqduRLhwJxKqq7DphlMQ//UqWMqa4A1Z0TCmFyY7hsL3yusIK42It3jgtsRBCvoAPYyAHINy/Ap2JQauugC0zHGwtlWJ6SRVwSloVAejqboAcnk1lJYdKEv2oSi9BJNnzYZrcBvwzk6Y2iphmTkWptA2xJaUQAoF0FizG6UfVmH6kmpYmxshaQZ0hT6L1b1/dOxVs0lSa49CjC6UImtksw6LWxUCsbXMhrZSqnH0w5UdPKxJNy2IQQhmtCIG1Ua8EIniNTUkvBCchd1f7MKNMSuR16sv1PwzI0bZ3jqYCj6BHpcLrfdMXDAiDT8ZngpJ9UPzTxYiUUvqfxhnxfS0xhUn1ySeGM0pLBCZ7syqmlWo8FRgQtoELCxfKATAOZ58GDuLYE/yRuxJ9qA1N4v6NupyDW7ciPRFW6G1OJE+bAtis1LgOP9cmDKSELNkCRq//Ayy24Wbfn01CjwaXG2t6DV1MmS1AL5PVsAUaIMR9olv5eywgdtf9UJ2roTmDaI+3Y4tM4bjlL7nI6mhHv4FCxDatAnhrVshh8MY43RgwrDBkL+aj/qgGRV501GWl47kZBfGxwwRzSWtb76F2BtjkD1oAMq3NiHoVeFvi0TmNFUX9YpktdNaWAnb9pXIveoMaPGp2NWYiLqCAbBLu9Cvvj/qCiW0STGI7TMOwbAMd1o2Ro9KR+mbZcja0QuZ1RugWRxoSqQvaEk0c+g0s1n1w1RfguJHXkTT0FLhx5hQv0ksb3NmIWBLgsNbBVugGQFbAqxBcuL7vqElIhUVEWVU9MDeMUZJAsUQTbFWaI0+2LzlSPEugOu8u2F3RWxShs5Mh2/5Kkjv/xu614PYxl0YFrgHjtjIODl6/LLStdT5quwrlCfswqxZkxA3dBwqd3qx7dtq2N0WTLqkFyw2E8zjxiGwY5cQ8aMKXGiKcyHU2ghZVnBN/2swrkBH6+JXEIqLheXMM6EMTIFiNVC8/GFsCimobPQiLwgEtq2CevoZ0PrMEt6A2dsaEfPtOsRlj4JaW4V0H3BGwikY4eoDua0STkmFNWEnNFcRSj2fYMzpYyHVNSBQb8WWlkEYU94Kp7cQba4MVCTKMAeA9IZGOP1Rr8m9e8Pb6zgtOlyZQQSaTaIG0Znthy0+DGdqSNyjpdgOX40VgRYzbEkNMNsjr9WPma39G9O7SNFbkIV69Je+73RvhhOrjP6oMeJR4N+CfgXvw1zwPsLDr4OeOQrmLW9Dd2UikDoaSys0OCwKxubGCqschulITx3Jd8Knm9n7kDlR0A0dG+s34vXtr6Mx0Ig6fx3W1K6BrqkY9/JHMBdX4tzpp2LKnb9CL3cvbNy2EO4XP4BdtiHhtl/DnJsLe598NOqJqJqZjV4jr4DkThL79jX6EKprhFnXkZs5BI2vvAll7dcoWhcDp9UNB00fkSSouh7xAIYEqyrBG7ZCMgdRH2dCrWcoFn9TjGEoQq/Bg6A1NIgZzrqnDaaMTMSNmgDP5p2QAlbYE7Ig6X2RozTCNm0q1IoKqI1NqFpVhLiEXAyZno6mKj9Se7sQDmpY81kZAl5VHNu2dgHSixbA1jsb9t/cj/IVpbC2uTHANBahKgm+sA8OtwW1eedDDekYEDYJIZagpkJr+g5p1StF3WGrKxdqXAoaEwYgYIlDetVSuLyV0PwqEla8h4aEIdAVC8yBRjj8NSjsfS4GbXkZcc074ItJhWyQ6Pg+ihiWHAjEJEJVHIhtKRS1iTSzWYz4o85eQ4XS0gzd7oJZ0WGJd7cLRCIxMwbOAUlocMYAahiWfnmw9Ool1pVsbETRhkbkDU9A3rC9LVMCagALKxaiTCtDVr/pSPb7YXeFYXOa4Yg1w0SFe5SyPedstHy5CGhrhdUdjz7OEWiuDeKirOnou64NwaJimPv3h+yIQdO8HZBjKhB7x+1YNGgj+m56Bw73XKQ7hiM9wwQjbSgMNQCleDGUzzfAvb0IyojhQLwbbk3CGWo/xC57HFp1JRrWxiDU1oq6fjoKS5dgWP0uJGbMhOv/s/ceUJKc5fX3r0LnNN0z05Nz2Nmck3aVVzlLSEhgMjgQLMAYY2xsfw5/B4yNbWxjBDYZgUASEsp5V5tz3p2dnFPnHKrqO2/1RmklRNaKuef06VydqqtuPc9z710xhXzAiic+Yja0C1WV1DXsxPdMKe86r6hYtVK7+1yICqKOzV/A15o2Xy8TsiICXqIn3KRCeZzLUhSCeTIxGx6PGLuwIpE9p7p79rmGhMWsUJbsigTOfl2vnOEj8iOveid+ErxNfokRo5I18uEzSun9XyfjrSv5JbqC7Js2+OaOEewWhSqvjabArHBlFuf3SXwr4oIkibPeh7O40LBjcgffPvZtZjIzNHoaWRFcYVYRdV3D7txDzhhicqaXDlcNe6b28PSer3Pl+Bh1Uj0zL/RybFGUly6eIV5M4DF0PqLF6QjbKe66n96np3FKblzuClKPPYb72GOkciEso+CM5cw0EclioWiXiNh08vZ6rGojhhanKpymfcTAkdpJ1BbANrkXffEyXF/8H7MSWFmpkPzud0l87X/xfPAD+Bqbmf7JMPbN38WeHqNQ34Ln3e9ieEsf3dM1+F4Y56I7W/CUlyLNhNI5NJyimNdwBWzgrycxXkUoX4N78xG8oVGSRgPJSd2cQVSsskkOxVxjPqvTv3cGq0MmNpVFdlaTdtZQsLrIWbw4HSpl1XZCPeXoqp2kuxZdUvHG+/FHj5uiiaLqQC3msBTTWLQ0qp4lYwuQs/oITuwU9MZ8n6qRRtG9FC0SaWcQR2YK1ShVQodr5mDX05RZ7Uw1L6dsbhO1H7zMvE/XdMZ7EljtChXz51Pxz5/HkCSsra1ISqksPD2UIjaZYWYw9SqSaFftXFZ7Gb0zx+j6/iESU5tx33kna+/cYLaxTSsdMctZW0vgtusJb9lPbvt21HA/HqNA+Z4RMrletFgU7/vej+xxE//q10yyPTV+gHdUXYzcsxXDkSdtBEgqy3GISuqWfyb34pPofW5kdxCHYwqlLoQm+7C2NSJtj2GkEhgZCd1eQ/REkbn9ESxqjoK7AnnxbayPfIn9kfmkZyx4Wot49mFOdQqiNlSpm3nRDWFTnWIqxcW3oTiKGMJLMWsjdESicmECfbGBFr6YZGoQvEUMe5bpVA7dK4QqKmptLUZ8FEkrtZ0jisr99XO5OhajKjGBVNaEkRjHlk+a94ue0ivb3eeDOGi5Vt31qttP6HVMvPgYK51jqM4qKh0QcFrMSmKZ44LcZc7i10ASKyvPFZ69VXDBrfGz3oezuBAh1luBNl+bmafss/noGgVtZob4x5ax+dv/j4weo7DrKSztrUxX23l8tYMFg/NRh1SUEy/wwSMbGZnjYNN1l+NJaMz85z9i9O9Ar15PtGs9viuWoB1/mUIxwXB5mpqQLBqopTZdoYDd5yPlTvKt62Pc03Errh8fRkslsEoFaitsTC2uwDq4EOvK9Rx8agDLrhcZs8r4Dz6FnEuRyMhYP/xptKJBtmMF3kwf1qVLsC1YgE1pwL59Gpffdk4ZJzadIR0rWc4sXlnJ1ICdXkc9lkyEzp98h6pQgmTNVUQCc7BYZVSrbIpfTKG1IUhmnu5t0xi6TtZZzrGud5zsL0pkEwVqOlykDoVMYijELANN15B01VE3vhFNVpmpXELSXU/zwONm694wJGomd5j2OaXZuBLMt2yAKzVJ3NdMvG0Rdd0vmZY5jrlBuGQDZZkCWkSlasNyZHuJBE/2JTn8wjiqTWH1bY24Ojtf9du3r6jA7bdS1eY577pxTeM1GHUbiG36EsXCEEp5OXbXuWkfguQrbjdSaBJbOIIukvdsNmSfF2tDgylIEnOrlrldGLdex4/CTzIQeoj3dNzDilUfIXloiPijW7F4jmCdO4+is4HoUZliOo93QZgy9xCyV0arrCLjLWfiQJDiaB7nHW/HVVmF9K1voBX3ITvtuG66CbouIp8NUnf8W2i2NA5XK+HsESyU/CvLEzqFtgyK26AQKkPWwNOUIJUPkJp2YEnFMDSduKcGpGUUDu3F55RROsr50tQdJANJ3p57GrfHhhZsxWi6GLX7Ccgn0G0elloqzPVPk2CyegEtdj/G6I5SFVNScZwk+KdqxeJQ4KfZY4u/aMjw8MXiHYQML+9PP8GGwU3MjbyNf5A8FK/6O+xilnYWszjPTGJraytvRagXWns5n8+b57PWNrO4kLC6ejVltjL8Nr9JEFMvv8zUn38OI5PBedUGau3VeHccxdf3fawL5uNbqTLoK0duNlhkzbPkSBT7tEzQY2Pdwg/jjEuEMlkMR5CuuQXim3ejf+F+YsksoulhtEhm0oXYSZq1KEXC5vTgcijM9bXS1B6kv7qcaWUhHZURFr1tCY01tRzbNMXRZAHb0Mu4+7aZM39JZzU2Y5qoUUV04wS5ZJHOW6+nefUZS5eqdo9JBs1q4VnIJoTbgIGiyqQjOYYPRU0LHbssk86JST8rht1JeZ3DJISZeGnnbnPJZiqacK9JhnNYnYppe5LPnDSiNnQa+57EfnQaufpypiqXoWg5Yr42XKkxioqDpKuW0bpLzBa1Mz1JQXVgy0dR9dyrfyBJpWB1Y09GcYssuts/hnu3Qn5ggNal83iu+DLWJw9Qa6nEu0pUDEpRb3aXitWhYLErZuXvfCirdpin14OoOvr+4A/Q43Hk8leLfcyPXMhjFaQpZ0UtL8d5yTrsa9eYvpW5w0dI3v89Ej/4ATHDg2PhEmzBfhTVQaHjBh6a/A/87ghVVeVsTW6juWEuLVfehdHTi6NxDFwOCu1Xk6tYTfiv/47sxk3ma6qdxyn7+LUErFai0X/ByGdNUUdxctJMvTHicXBYyY73YIkJ9XgJvoyOY0DF5i1StCVQHRpV82IM5Zsp7LBjS4bRizLqms+Q23Q/RiaNYslzMLKMPXoTBU+eE/nDLFSOo/YPlhJSrG4kexmB1CQrxg6StvlJ2Jx4l3wQeePfn5TESFisLsjFSt+raEJLCjm7FzUTM6vq50PRkPn34u306LVokoxbyuCVUsiFOITilIkK5UPvInvb18x2vZnZPItZnERGbMdn281vDsx6H87iQoQsycwNzDUvZ/fuY+bv/8FsEQrFbW7HTlp9PgrRAkyPkJ+aYc1UO42+dcgtlVz/3qVmNF5WGsaxoI3i0VEijz6GdfFinvX5CY32cVV/H3KyNLclSOG8AQOrXhJfFMqq8S1spyA7CMxdyF2XLqfN20G0ppeUQ6XuuuVYWj3ERuOM98RN0Unr/C48hR5SlgCZNTcQHpvGWltDUFGIT2cprz9jHFvIamz5QT/TAyn8NQ4CNU7T/kYg2OKhcb4fd7kVX5UgSiX3Ad3qYuqid5GejEN5Bd4KB9GJM/6EhZyBv9pBIpwXiW3kkppZ6bGQxZ6P4IucoDq0j0IRXJ4pxmvXYc3F8Ee6KYsex5kNkbMHTNuasH8O1lwcb6IfpZh5ldjhVD0xXLMEKenFs7iL6kvaKWTmkTt8mNTX/g9fPYQ1CFj9YD1TTfLXOll9R7NJgkXL+ReBmAFVKkpzpueD69ZbTT/G1COPmqkttqVLyO3aRXbzFox83qw2aqkMelaiIR4kaG2i0l7Jv+3/N7ZntlO4XkViEK2/n3mxeXzink8wFD2BNVYgH4qjzr+aYm8vxekZcURuvqb4/Lk9e7AtW4Z95TIyD99P/N8+j2FxoSdEnKGObilCojR/WPoudWzeAlanjqs6a4pOVLeGbDGoVfdgbW0gmy1g8Ts4FpDZtUDhjkyecnuKjvF9XJW0kZBV2iMTFFwSUl2KvJZnh8tDubOCtmgvck7DLVnxZu1oW7+IFB81Xzsvy0xJEHRWmK1iKTmOXMxiF6rlSA96uB+E0l03kM46WEhj57jRwBjl/I78DOvkw9RKpZjCU1CyU7i+dxOFuotIX/15xoxyqnxOrOobNG2cxVsWyVl185sDonr4St+1WczizSZOER6H8wKlStP5kD14gEIkREExKAof42wMVy4LRdGWNTBUg67BKRqUTeTnfoyXRjfiSb3EhgV5ZE+UyY3PEjuwh7GxfahSmtXdUfTMmXSQrF2oTM/kjOQbu0js2UdesjNuWUHXZBB7jYU1t7eaBM9baSc6mWb3T0ZIRnJmj25wwoF64+/TsSaILFgaracP0kQr+GylbiKcIxUVFX4D1SablbVTquYjGydM0Urr8nJGj8XMRJGadg+VLR4me+PE0dEmssSncqYJ9skRQfSisFLBXFbudPtZp7nnUdypEXPOUNMLxHxzCPu7zOfUjW0iED5Cxl5BzNNk5jhXTexgMriMtKuG6oltp4lMEdX0RRTpLbrNiSEr2B0S4Q2fpP2OZuxuK5rDYXpQWhQL5a4yRu9YR2XjtViFafZZcLhf3YIU38fA/hBlVU7qunw//zqVTqNNiWpptTlv6bz2WjPdRljliDa/UKGbyS5r1+K47lqKY+NkepIMWmY4kHuGod6j9MR7zNlHUcUeS4+hSipzyubwxLFv0bXre0SeUbHaWvBkbDguuwznxetJRqMYkQjaxARHN/4QGmXmV+co2LJkxZyhnkeSdQxFR7cbFOOKOdog2uDWYA63p4izIUs+WCAuKpKyjEWyMOwoo7x9kuqmIpphxf/oZ2hxZKgoz5ltrYB1nNtT2zBkC9ZyDcvS1WjGMcLpKaqS02QNmV6LnZZcCpuRh3yR7NRB+i0qHVYXRb2Av5BGFYdKVi9SIYukpbEcfRC9ci6SUUQqioMRGUOyIollAB4py7uVpxk1KrhK2Y1fEk4AZ3D2QYVldBtPfPMfeVy6mKULF/KhKxb83L/vLN46M4kez/nHSS50zNbMZzGLXxCJfILnhp9jIj3BkwNP4rV5+bu1f0eDp+FVjz0SPsLkHAuNy5dwPHIYVyhJXShPTi5iVUDywPCcIg2Dkzjycdjy77wkWaiyDhDviZCbgkxOJSnlkIajtKQNnBkdRVRGxAvYLCif/ii5rzyGfaIX3enFkkti5AtoNhdJZw3Fgk42WWD4cARPhd2MgevePsn0YNIkhKIKKMhiz86QWf0TKuWZ4ZRJHiuaXK+ycvEF7XSsDlLIFmlfVWkmrQiI2UVRlcyni+a5qAxGxtPm7cMHI6TjhdOmysIiRkBWpdPzm8mQ2JmLZBER0SFEsYaZuSzpOilHJQWLh+HGK802sYAQoxQsLmK+VjTZQlvfI/jDR815xTJRMSumzMwVU9UsKWRsfsKBuaQrmgmO7sRQHLStCuJwl6qggpCJ9BQ9HqOqsYlV1eeaLL8exrpj9O0O4Q4kTOGNsLNxi3nNnwFiDjP231+mcOw4iWiBrLuK4KfvpfKKK04/xv32t2NbuZLi0BCJL/8Pjmuupu1dG3ju8FdQwxJ1rjpTLS++01ZvK9smt7GkYgmLyhfx8KbPUjmURxo3KOh95A4dwr56Ne7b72BaTjF2cBuuwhhkH2bTAxupLpZTnFtBdruGJZtAUXRkXcIaM9DM+rW4DoWIlXjYyqBHZk+7xs3JNEp5F/GL/4S6xDjKjv9kV9jHv8bvpCsyyKcKD6DOKVX1HO0OCs1LkAuTfMO9iG5jKR+Zfz1zN32Uai2LkREE2GGu66W10CAuy/x7ZTU3yG7UlJtltjCu+CBSdMgUEQkIf0N5+rC57pSeKY50ZMRQoyCk4ohknVJSOJeWeq5C+tysbp1wxiCERmR6HIz5JRWM8OhNT2M4ys14w1n8dlnguGYTV94cEK2qUzuRWczizYDtk9t5sPdBUoWUaW+T03IMxAeocladk5ySKWb45tFvMhmd4saW67B3vpOyw1/DiB0kKxkUXA4sDhtMFjC8EmpOJz4ywvypLqy15UztmUafjiFJCdwSeDTQZMg4ZJxpHaXkLkKDr4Hcv/4z4YPHCRnHMbIVyE9XUQg24ZFT9OyY4ujmcWKTWSob3VQ0uMz2sb/GicUmlwibJOHwqdgcqvm4A8+MmTvOpdfWmXYvZ0O0WjtXv1rZJ9qvi66qJR3NU93mNQlgZDJjxveJyqCvyo7NpZhtZrGPFXOHqlWlfp6PyRMJszLr8FgJjaYo5nSz2tfffAOOzAwxb4tpcXM2xmrXESqfT97qY86x72ApplC1rOmPqBazGJJCUbGhGBoZZxXjtRcx07iSuvB+bIU4augI7rOKAZKqYu36+QyTA3VOArVOs7K6/+kxLA6V1bc1YdXSZiVQtJZ/KkTVVlQSxdxfNI2UM0j2jlA5t/r0Q2Sn06woZp55hkJfH8rBgzgvu4x3zXkXY6kxMyFHnFtkCzWuGha4GlCHt3Bg36dZPPwyksuBatMopjUi+14m/zejWH1+Nl3r58lgjo8OT9MynePSF9IkLS6KFWApFpA0naxVRnNqlOW1UhVcl83qeMoq4xV2SwGN98dT2MWaM9NNYff/md6Lhi3AD41LOGZrYjRQwfzIAL5Chivtx0ipbyP17CYSVoONyyvpLxS4fO9WFmglEimmDhsL6TP+ljYvbn8r9+Z1vhpex0Chnos8cT7l+RGkQyXyJoigzQMix1tU6u3lyPmoqZY2xx/0kjfj2Xgt38XT5FFYSekFqqc3o54oUOy8HvXYj1GPPYRWv5bCyt8/86RCBnVwI7q7Cr16yc+6Ks3iTQ7DMMxK4qxP4ixmMYvzQlRqhK2NXbGb1iMip/e7x7/LeGqcuzrvOv24UzvqwI5Rap75PrhqqLz73aRrHid7/BDlkxmsuKnXwFHfyfNz0kRPdCMvDFI+5SQfOoFF8DdDRz5pVazq4MSKtdxtVkacq1fjWLMal9vNQd8A3zy6j9bBFSxcdBWt+3+Av38LkwtuZrpYTT6nk0nmsVgVMxkl2Oaie8s0/XvD+GsdrLix8XRVUaiOxbGZ9TXEGac2lmKmUexEfdUOtLyOv9ppnrKpAtMnRF6wZI6MFDXdFHqYc4czOSx2maXX1aMVDGwuFbtTRZIls9opbB5PxUpn7eXm6byQZHMOUUD4KAan95hPTDmrmQouN1vUutVmzjTOBBZRbOhk4cVV6ANgc07iWroAX93P3xo+G4JIr7u7lYneOIdeGDdvKxw7SvL730YJBin72EdNdfI535/Imy8WTyunhZjF+6EPUejtwegWs3UWai9fdDpVSqCoF9k3sw//ZYsJ1tRgX1GKiXOoDlNJ3xPr4SuHv4IiK9y76F7qe1/EeuDbtKenSOdTpGo9BC5zE90/TFHpJzGax5trIzqTMS2a+tqvIslOFihZrMUChwIq9d48toyEr01lZHk9zmPHzbzoWMjNjnqNrlwevyWPo0oz4/gQFUCxro5sM1Xlmr+ZSzsc9Bwdo1Ga4knPapJRB1lhDXVkGC2WxlqmsMDZg6MsyjJ7CCNlL7WJFStDBR8/iF1CZ26Em2qO4Bnbz3xxUGO/CA0njmALhZoqlO5HUSYPYUh28vPuQIn0o4ztMquKr2SFhuJE0sS86rl3FIxSG12IwEoQ/zvDTG8RhDWfimLd9A8URSs7PoIsLHl6nsRw+CnOu8MUuAiCaNn5ZQxnObmr/gnDedIGqZBBGdmK7msGmwdDsaH2P2cuv9h5o/lZZ3FhIDVLEmcxi1m8FsTO+K9W/xWKpJg77y/t/xJ7p/eSMXc6UJwuqUFtXV18ZNFH+OHWP0LTD1PQC2RiB6ibuwpf3zSF4gC6x8meBXZiSzwka+oZkMbxHNjOip9MYRF+H2azS0JXJBStZPaMoVKIxtBdftQixB96CO3yW8nt8lBvdOK2uhFTc4qs4660UrGuksmtClJBx1vpMMmY6L4J0ta4MGBeDzZ7TotPRJt01S1NJjk5ddv5IAji5vv7zQqYN2jHYlNZdGUN5Q0uTmyb5vjWKZNoCmGonjGYHkwxZ02Q0GiGdDRH784Z0ycxNJw2ZyVFVTN/ctbybNizIZypCVPJrKklQiUW3Dj0DM70BIMNG5iqWkbd+Cac6Skqw0eYCS4n1zSXJdfV4/HbqZjMmorjmaEk/VNlBFa9l/X3lNJRfhaIFJnoZAZvhd1UOL8SolUvElNElVTZt4VMKGS+V2FXIxUKZLdsRa2rQ21uIval/zTFIIIYCvN0c90ZGqTYP0DwmstNv8A903t4+PDDrK5azQ1NN7BrYjcPHHwIq0fiU7d8Co9odZ79/kTGsCA5hmxWZg1XJbqzArdWwFXI4i9rR61wkA2Omb6UhT0upmYklJ5muhzdXDLUT4c7SWJJGfujNxJ1+PEse4RYuBmPP4I3vJkX5ys4FSvXK26shQTxfBZHvohFsZNLBYnuTzFRX006KLFSOY5FVrlx+RIu5j6sx7fxN9F3EXI083X1YiaawlyXSfLNRZfTX3BRs6+XZ3SF6iVzcRZDSIkJXoov4sniGl4wcuyMLOQdNfuYa5ngk0sqGOrew9zQIAQ2kNvwj1j2fxMpMYbWfg26VkBKTSGFe4RKCMk4M3coqopaoAM5G4Fs1CSzvXo1/1m8lUopyifVH2KTxMBsaT7ivepTLNN7WCqfQI7GcN7/NopdN5n2PIo4mDv8AFrtCgx/K7qj3CSIIhPasJ4xXFZ7nsSy7xsYFicoNvOPIWVCSNkoZCIUl77/ZFj1LN7sSM2SxDcPZtvNs3gzQj3LEuN3un7HjN1ri9l54pF/wfrERlqyXqre+R5cG66kruVWJlqqKY8PUHjge8Tbl+G5ZBXUQ2hRHU/6RWt3kK4X47zv/gFc5zi2SBSdNvbPc7NkT5iiaiHmbycwcRRScdJbd5AamiJuWUy8Dy5puIm1b2slNV3Ama1HyWewzJlLS2aAyFiaztXnztmVVTnM0ynhiSHmAK0KDu9P94cTlUPxeFH10ws6mqybopM9j48wfiJOJiGy1c/s94Q4JXaol6CaobfoYWYoXXIWOTmnKEy1XwUhXul/3DTLFlOYI3WXMtJwJfbsDPWjL6AWMnjjgyS8jUxULqdhfCO6rGItJshLEonpHO3LK832t7k4kec8mqbqrOsiIUUkxrQsLT/9XbwWTuyYZuhghGCzmyXX1p93eyVaz+bnXbPGXL5SWYlSVkb6ySdJ3v99pGAlakUl2c2b0co8nDj4BC2VtxG0lpN66CHyPb3oqRTWd76PwwcGGMqOYpH3mCQxuVOh/ch6FNlCbzSO7+oyfjz4sDkf+7a2t9Fpq+TT7oUUKudQ66pFa6kRPxT2x/7QJEaW8X3okouAWoXqqGImmkAJHeQiq4rF7cBx7CjxpiQRPCjJbtx6F7qnjWn3YtyHHqXMsHPrvCTj9QV0j4LT4mVa0pH0DGXOCuLHEoRCdv6z9iqSRQ/vde3iyuZGpHSYFDqKG97neYDv6TdzQJvLTG4aLTrE1HSGCYuXUWsXg8VqVvf3siQwbSqSFyT7WZDs5XhZA1utc2koa6JliQ+3JLOEHoxwN/mDE4RsTXwtfSsVw4/ywfE/Rg3OQQ71mBVJMUV57r9KQwl3l9YBUS2UJPqNGvqNajP7OYyHGsKnvTWrpQjVyhkjbjk9iWXP1zBcQXNpuqsSw+7D/v07UGaOk19wN3rDGpSx3WgNF5nLN+xlGLZS5VoQQ8PmxVAdyNkBLL3PorVuwCgrHSzM4s0LTdNMC5zZmcRZzGIWbwjCD3GJ3MTEf/0tjrGDZIw8ibyB+sCDZPfvp/74ALZQFt2SxanlsTY24l/mRy0cxZ+d4p74ejKPPUfLoRCOkvjyNEybD18rjSNCyRFDsdvpv+QachvjBGJTSDYfM4EV+Dxegs0F6uf5cTrsOBtFxe3MwN2qm1vIZ4pmBN75IBTJex4fRi/qJvl5I6ILT6XdVDH7Ku24fFZCY2lTtCHIaGwqU1JFq5jVy1QkhzUdxvLjh8wZt7KOG4k4G83lVLW6SURyxKeyqIpkqqYFoSxBKiWa5EQ2sE7D8LN4ksNkrT6ytnLsRghZy+FOjDBas55oeRc2LUnYOwc9VuToy5O0LA7gry3NVQqy6Cm3cfTlKVOJ3bQkwPEt04THUmar+LL3dJxXvXwKYn7TfH/6T5+Tlh0O1OpqcgcPIXm9aIkEhqqgeDwUBgfN9nNPm4PvWraxuFfjwws+jHXJEvLHjpPZuJHRfBB3sYUriu/G2e3kyN5naNz4E2zWBiaariA5UWAiPM3Wya3mbKyYR7x09BBNA5vRqxYxqYMrn8Yyc0IcAZDUy8Eyj8kfD6PHI3i7oigpK1I+T9XwfrDoFOIGocMuDBJUsZtK/yBamwWnsBSSRhGe1ZaihCoIeDZEczZNnSxhuKqgfg12SxR/YTd+XwHD7cE55wrkyJNEencykxXqaCv2Bic3JPZxEb20RGewKRnujj7PAVsXA0UvfluadtcI8kn7oiWVfbSkvsEmFnFYbeWS0c1YhmeITTeQtOWxV+YI5aK8mFQ4cLwXb9bLTWqa5sQzpq79p8GM9zMUVstHiSgeyqUY1YTfwPMMpNSkSfyU0b3Y738bamxArCRYuh+Foz8yBVPZG/8bKRdHjo+QX/fH6N46lKEtGCIK0ObGtuVfSoTRcW46zyzevFVEgVl18yxmMYufClEpEpnMx/t3sFoqUu6toju4gpm+FGrvHiJjx1EzeYLeCpRCAjw1uJavpGCLmTNz4eenaD3yIMVCEfk8vEN3uRmsvQJLfJKyyCiSt4qsz8qJtuXUpA6gzL+CYUcVV8yTWN7S8ZrvU7XIqJbXbh2LNBMhOBEkSJz/NJIoFMgHnx0zrV8qGtyMdseZ6k9QyOm0rSgnNp015xKFUOby93UwM5Ri5OUT2MMWcvEiXqGiXhRk5EiUbLJIZb0bLaebs4rFvEEykjcrlaICM1azjsrpvaDlTAubypmDaIqFQ/M+gCWXoKvne6j5nOmJGKlYYFoCIUhm0TA/h/2szOXx3jj7nhgxq5yCvNbN9ZmvKVTeQsVdzGnwOiSxY02lKfwpeUD+dCQffMi0rSkMD6OPDCOpFlw33EBxeBgjniC5WKHtyAss6h1jasf9pFuXYZN+gDY+jnXgMLamTgpxL/m8TqLnGPXpCRo9VgLrg3ir3dRUeCgfLkePDrGn52EKsSluy0yTSQwz/cwnGI3OIe2+E6dyL1PZWuqGJnBOnYCiRnzIiqSIUwEjFjnzpnVhF2OgOgtEGqb5ks/K3fpRpr0WKhM6VQEdj2QlUMiWBEKyYgYeSP0v4VAsKB/9BH9iqSQmealqWcChJ3r45FQnslbgE9aH+Jp2Pb1akNst21jVdJRwWZFn5CVM5hu4pjpFi/VJHJFM6X2Iip/NIDAnzS1sM08CiVEHyaMhFAdYV8scrGmgsz7A5btfZggLj+lruUd6noBUMtk2UMjIEna9RBol2QZ6KfbPvI6GR8pwp/oSPyukXMw8nTFrkzBySRThViCmiYe3oo7vRQ6fQOl73lRCi0qiIPK5iz9D9pp/NsmkMBCfxYVDEt3uksvCWw0XnAXOqYHtWcziNwk9l0MLhVBrak6vk8c2TzDeG2Nj2QtsM57nudV21riXEDh2MZOpMFZ7gZC8hYb+LFaXBZVK9FiU8eQYm7Y8zWWPyDBVNMuFYrrtlFnHGZNiyBg5EpUuqLuaZPMSFIuGe1ghXLGYxBXL2FX+DBPpl2iQVDpo+rn/V8LWpmt9ldlyrmg8V818Pgg3kVOpI+Lk9FrMyuHI0QiqpZwrP9jB3idGcZVZmRlMEqhzUfPe5RQ2VBMZjNAwr92MolNUiYKoulokc3m+oI3qDh8TP9mMcngzM+ULydn8pNx1qPkkcW8zFeEjFGULtWObSLlrMSTVrDaKjGABYduz5tZmjFScwo++R+7rL2J773vpPZZl7+PDZoqLw2OhcYGfQkYzCa+73EbnquDpDOrXghD9CMPw+EzWnKN0vyJx5pWwLVmCkUphX7iAbDyG5CiiBoPYly0z71/11GbmP5LHMrObqNTNYFOaBqkcjxTDPnKUBVdcTV+ojEy8gH/d5XjTNVg7OmBBJUciR7Bl63AkJvjgjm4ckxL+2ixOV5pCWiKWW0A8vox41I679hoyusZ00UKTqqIVi8TSBTypqGn8bq6AQjAk9BUWGZwazuYMCa/GIUsFX6is5Lo5S6nyNNO185uU5ZLonlo0u4GcHENOTpgrrqgUDk4fpC4yRACJnOeT7K37HULHe1BJE9esDGjlJHHwYmEef5H9Xxw2BzMTZcwYVmLD+1ne0YeIwTZkK2ncfDV3helz+UH1cZzkeNZYAQGdRf5ebK4iDn+Ass6bGT76FVqMcbZI13PcsYyOwiRXswVhyKk1XkrI7qRsbDfubLykjDJPJ406T2KjtpARo5JrlZ0EpMSrrHHeGAyUfIlICAItKoS6rwF5fDfK+O5SrJBqM9vPZttZRBXO4oIiiTabDYvlrRnZeMGRxFnM4s1QLYz853+R7TlB5OoVtN1wDzbZxuiJmOkDOMe9mEP2HQxpEYYLL9PpzbG08yLqr/kwkwes5J/ch90SIL9zu5m4whf/ixXpLFrOOF09FDsi5aT32imCKM6na+0UL1Eo73MQn/QjFadpdPexdt0agiuXYhtPM5gYNH3wfhEI8Ur9XBFG9sYgKzLLrm8glyyYBKumw0smkadnV4gTZqaz1SRgI2NRJvsSZpt35c2NZqLL0f4s9qlJlt1Qj9NnM2cCRdVRtKTFbGDfrhBzjr9IWazH/L66O+4ib/GaLWdvYoic1Wva23hSYyTdjfS03Yam2ImXdxJscrHihkbTDzI30UP2+FFzGk20d8eOO8wqpWyRaVocoHNNpanktjstZov5tbKWXwkhXBFzl4Ior7ip8XWJouvGG3Bed62pXLZfdBGGpqGHQmS370Cat4j+PWHKZhLIyTSG1UqxqDPeuBgLCbSERmhTN5n6pXiDDtqvEQcB8824wqeGn+KR/kdocDdwTz9Yn1PRNRklrSMvTjOcvoiR3AZUI42kFalIbyGi1xJ2tVLj9qPkxnEkS16bhqkIt2PPFMhZ7KidXhyD42THnIzN0fEqTv42UWRp3yjSovVYGy7GGN9Dvv0WsrbFuI/+C8XcBClfE/vlPP8V28W9sQiLfJ1YbR7WdwYZimSoGPgJi2MDdGgj9FCHnTzfzF3FLVNbuGf4RdPYepV+HLWzpCkuyiq9xVq26fNMX8ZLjAOm8vhbxStRLTpNa5LMlfox8hrzNn6ePdJitmSuJm3Yme+K0CVauNM2sLmRc1HqQ0fQAp0YsSGkxLjZLjZkuxioNSuJM7qXf9PuJK7bzbi+SinGrepmaqSf3np+JQzxI6kuUcLHtu2LZgykacEj/tSCJNrcFBbcheE+Y280iwuHJDqdzrdsAWuWJM5iFj8Fwv9w4+hGKh2VrKhaYUaiaeEwAwNHeH5jN7ukH7OqZhVl1bWsbbiC9sVzWW3p4AcnfmC2nnuDe1D9KW6qXcnb2j+Hfn2Wl/7j0zRs1ZE0AymcwXHG4ldk+KGInYo4MhVxa7rQp4qylY2aj97LknlXsX9yDGuTj67gKLXVPpTli8wd0B3td/zGfk/hi3gqmk50y1qXVTJ8JGYadwtxhyCPglCdbXMqiGAmJlrJGvGpDCd2TpnxfqcEMAJVU7txp0bNPOapyiVmyzla1oGsF1CLaayFJKHyTtNce6ZykemB6A5YufruVrPKd/r9tbfj3LDBvKw0t2E5MmFWTJuXlJ/2eRTt6NW3N5V8Gx1vbPNo+koKxbIunTYFfz0IgiggezxmVnPsvvvMVBXr8hVYrXUoRrGk3TEM6kafJZJNcKRqJTXTaXMlEW3wmeEEX7/vKVPcM7exHRrs1AzNw96g4z3aS7ogDjCgqCpkPNXY5t6N76gNLR4ikZCYirjxuqYoRvOQK5GVU3UQ066mABm7lV3zqlgV60bPKRQDXl5c0MwNisyCmQyRZ0fhpa8SXJ6G9mVEByvJbn2I4fZlPN7VTyzvpX1/hDJPkr9r8fD25tXcHmhjZGYvN6708bLzdt67dQkZCpSRQDgqPptbxtL+Xjr0MRZWDuJvjJkkWCj6M5k8ziMxVnuOYK8pMFcaJIGTGkKokkZQEeuNbM4u+gyNGl0hb9hplmf4XOq72DUb2L1o5XNK6qlcAjnab1oniaDw0uGYhG4vQ8mGOKC3MqV7KaCYlzOSjWo9zG3K5nN+z5Dh4TltGU3yJKvlY+f/zUWFsiBO51YidZvfHDkwnBXop97XLC64SD7XW9RIW2CWJM5iFj8FOyZ38J3j3zHbcH+x6i9oL2uHW3+HIzMGmr2KdOgptrIVn83HpKOPqoNJLm67mY8v+Tj3HbqPE9ETXNlwJUFHkJdHX+ahEw8S8hzmw07wJ87NEDYUhXxdF66gF2s+hewvw9B0ckeOoricVGec9OyPmzN+wqam4ZYzPoy/CH7ZR8GC4IhWtSBpk31xk/iKZJfQcMpUSi+8stRS81U6TPJodyns+u5BpiMqJ8fETsMX6caWi5qWN9GyTvO20bqLTe/Dtt6HTJJYVJ0MNl1z+jkuv800CD/nM9rtuO98m3lZCGnE/KSogAqvxrPta8R779sTxukrtaB/2ncj8qqFuEfMMYqIw58JViuy203+eDepB35AZaYkzsjb7MTdFXhSo9jyYCtKeOKDOKYyaJfMYf8xmdykgjXrZjgSpzpWy9xJD/bMYfLBAeRqD9mihwn/fI4VsqxZvZDAAp3Jb+wgNNBHIuembGwrPkk1oyBRVAyt9MXnVQ+axcLxpjw/WTtJplvl0rQFy1UbWGQc5brhbsg2otkqUOLDEAmj9r+APBWFWBKbUUHI38jVTx2icV+RQIWD/5tbhu6pYefUTr7T/R2slJM8vp50XtC/EopYcAcqKQu4OW6t5MnmxaZ45C420WdU8nxhIe2FMLeO7CToncTpKOAmy/+zfM0keLZ8KT9aqKOK/jmsSAohWJoWJYarEMLQZPSKeRTbrkKZ2GeSQzE7aKqZi1nT9kbQUeWkdZVfTtIlD1FGkjZphGGqWSj1v+onfFFfwje1q2nQp1ho6ccpnWNH8FMhcrC1yvmmpyPdj6GEe8mv/TiGv/lnW5dm8Ru1v5HeogT/giOJb9UfYhZvXtS76820FBG/98zQMyZJtDc3Em9ZSC47gy5r2FSnOayf6nuaNeEZ1ME9DF33RQ6FD5mGx2IZYt394bH7WfR/W1h8Qhhilyokgp4UFYPhaie+bC2WRI6CqqPdfS2HJuxUljWx+oY41mwEx9q1+IY0c1YucFKh+2aEIIP7nxk1L89dV2WSRUFsK5vc5ozjyJEYtXO8TA0kiI5nKB94maruHSj++YzVXXx6OWLHLbz3RDs54a4/U2mRZDOOb7pisZmq4o31Uz2+lYnatWYVUaisRU70a0EomhsW+ClmNdPH8WxM9ibo2z1jzimK9/taCvBzbG5qz/jfnQ1hji2EKnJZGZaWczOfBYRxdtnHP070S18i/aMHT99urSjHWuHAPqLiXbKKxLyrsTyRxFsepzz2X+jqGsq0KBPqQhwur0m2xUFMwZkgYyiMLb6Vyex8tKKEKzJtGj73bzcwfrKZQDFLuaGfrlimgq34uzzEJ1zM4CPvKccZHCK9ZppgeQOdmwawJ9M4D05w48qrqBMpKi4DdZUDNaRhKbNiqHYC1b24HVbkZR7ucSzmaaeHcOMoy1Z08HuLl7G4YjGjqVFcFhdu1YrNbtAiT3KTtImw7mW3YxXzqiUq330lDxyLsyvWSUJ3cvXYPn4QvI3nLfNYVj/A7ya+j+ovnJ4PFE6QBqowhyp957KV+OV/Tv+2fyQ95uD/isu4Td7MYlsYAm1Y938DScxMilxnIbIRZEzItHMlI/ikYec7xQ0oksZn1W/jJYNFKuKVSuTxlWiVxmiWJuiQRs2W+RuBrrowAu1IuYg5vykdfwSl5zkzCcacYRzaRPaG/0AXdjmzeFMj/RaO5LsgSeIsZvHrRkdZB7e03sKuyV1UO0szQxlnnIU3VbJp7BjejJ01VStZOT1MLnUEu6Gj5VM0ivZ0cAUFUc0wKigk4ujdPSzr1vGcHEcqiEKOCs4Gg0xbEeWgjj9VxGKVeDkSQR2ay9hwiokbO1lwfZ352i1+qJtTZgpE3qwHYMJbUcT1yapM06IAuqbTs2Oa2FSW0eOxk6plzZz7K6txUD4WQ8tHcWSmzdatpZAyc5gNWWWyaqXZQp6pWPyq1wlVLsKRm6F2bAvlkaPkll3ONR+eaxpYvx5EBbHrIuFp92qIeELxnsRsoRDT/CLI7thB4uvfQCorI/DZPzX9EV/1XtxuvB/4AOkXXoRwGFQV7113Ul5bS3brNpzXXE39kiUUrlmGZdPnMcb2IW95meZ0lo55Y8g2L/5cOyxdTmqfi4jzLmwBP/bJOPU9z+LrnmDv8SbC5XOoQcJiztydaYtn7H4ilV0sXNXHodZrcR35Fu22EXxNd7C0Yg3l3GdmO2NRqV14D4q3GmnP17A7x8h7apkZb4CEjHd5BbbsKEV/BU+O5Xiy2EGTr4LL5i/m0ro1p+2h3td+L4au8h87NpOU3bgKKhsS21irHmTJyAC2aRs3SbXojiIdM9NEu/1U6ilqXCHKQpM84VrOOsnGYgZI4+D3jU8xXXDwF9Zvs8Q6ymDFfLLOMuqW3stnhmaYLLiokKIYrlGahw5SkR8z34sgiGL9QraC8Css5kzF/EG9mWe1pVhknWXScb6tX82YUc7vq4+ywK+TElGPyYnTO8+lci9fsPw3VopvuFssF1PkgwtMxZfl0P1mNGApJvDk/alJ7M98lvS7ngDLG1POz+I3g+Rsu3kWs5jFO+a8g6sbryboDLJveh//uvdfzVnF6fQ0eZH9OtPDsol+ZlJpToyUYwTmMFf1s9g/n6kv/DOjyR2ouSIfOD6B/SRBFG2usN+Ds0NCrXNQvj8G2UGmF7Rx8b1/zEC0n4GpFD5bgGBzyez5FH4aCfpNQwhVnKLCpBsmUTz80riZbiLmEc3YPZfFbOeGR9LYnApTTReTmnSTdgSpnthG5cx+QoFSVXE6uNw8vRZitQtRpCKZQCsVTR6TnP4iEC3ji+5s+aWQ5uzGTWamsuRwkHzwQZMQ2levRpuZQZucxHHJJeZtamUltQ89SO7QIQrDI+Refhm9qYnsLR8kq6qUJfLseXwMLX0rDZVrmXZuQ0kepfzYbpx7C8Sdu5FqtlPsPoFLVTl+2U1MyBpNhShGOIkt3ItrRjNFK2dHzwkByETLAqySj7Q7x62XXMPowlaePPotHpp4imB8L3915034p9I4r70WyWJFa1xHru95unNTvEAZG7qTWA0Frn4PHn8Uy76vszTtYH+yi4XjwxR26LCiRBJ7plN8+aUIulYkldPI61b6o80s6O9hbnYAV0OaQ7la8mqG62sOUdVyB6HhSS6Xe7gqGOHBTAUPuS9l/3g7fyF9gxeau9ifbqEoW3kw+H7+NjPGSMhF585HeE/OS0qrQUUjJ9v459TNVBtjfNb1Q/ytG5Djw8jRPuTokOlPKPwNNyZq+evCOyiicDNbqZUijBqVTFHGiFTDovRebGbNsuQ5cOpfaJWKZryeInwRXwkzYujV/oyCHBq+2rMIu1KyCdCFtMowk2LUQz+guPQ9v/B6OItffos5m81SXl5uXv55K4n/+Z//yec//3kmJiZYvHgx//Ef/8GqVate8/EPPPAAn/vc5xgYGKCjo4N//Md/5Prrrz9nVOYv//Ivue+++4hGo6xbt47//u//Nh/78+LNvac5D2bbzbP4dSGv5Tkwc4BKNUDu6WGyjgBlV5XzwIkHGEoMIYlhei1jzkPlXZWMuqKER0N4B100RCwUjhzl+OgzNB0ZpmBYsRdU1OzpFRncZbhtLtIDSeJj5cRbr6OmtY+ud74TZ2cbN9IGq0p//AttvU+EcsQmM6YJtiCIPTtm0IqG2cIVKuLOtUGG9kfMlnQmIXagKjVanuaBx00rElshXqoq/hSoVomlb1+DJK3B7raY84W/KEkU+GV935opCjEwkklSD//YbC9rE5MUh4bQZqaRrNbTYhrZ6WSmN0rqW99ATYeRMxkGLIPoVqfpx5hOFCjmZTS7hrqgjMFINRwfxpJzYPUEUBsaKQ4MmvY/vv3jSJYaEkYdzsIENiNG5fS+03ZKp61cVAPNdoTnmxW+ZD3Bh0eWcHXD1QxZZAoUyesFjLXL8XrPmo+zugmv/xTf2vt50qk47Y15MskQWW0bdzLXFFqt8xrkV+Rp6vbguHg9Rj5PcWyMqOFlOpFnLJbFIQeptk7gt2u4a1uwlU1wmDr+pXAHuqax1tbDyqVzsXWP0mxMIdlrGV11A8GtM9TNTPGlwM08acyhaI1iUyxUzS3jpd1F8kWFYj5FR/Ywi+UMXjlNuy3JS0oZ7twUmpZnl9NBev6HWH/wYaSRHSiOAHIxx3PJVYxRiZs0tyovUy1H+JD6E0aCl3ORtxKGDGzFUpzfSS34qTXGVDAbVi+S6Yd4RpgiRDFyeup8KxlSasYcpTBc5WhVi5GT40jZhNmGFu1w65bPI0d6KXbdjOFtMKP9ZvGbx0svvcQ73vEOFi1aZCqbVVU1U1ccjjde9f3+97/PJz/5Sb785S+zevVqvvjFL3LNNddw/PhxgsFXdzm2bNnCPffcw9///d9z44038t3vfpdbb72VPXv2sGDBAvMx//RP/8S///u/841vfIOWlhaTUIplHjlyBPvJTPifFZIh9kAXEMTcV0GoxGYxi18xnhp4ih/2/JCL9sqseD5O1lmJ90//iH+K/jWjyVHWV69n88RmkyReUXcFodwMrUo1V21MYB+aQo9EyXR3IxcKGKKt1NKCJkyK40lTuawrdpI2P2m1SNJXTf6y32PdbXPwV59/vu1X/b/K5/PIopLxS4AQrZzYMUMuXTAzmdPxglkx9JbbsLlFldFCz/YZ05NQ7GcrJndTP/ICtnychLeFUMUCYt4Wso6K08sUimlTAX5Wopq73Mrtn3l1G/rNALFpTT7wAInv3W8qiK0LFiDJMs7rryO3fz/a2Die974H65w5pcfrBjv+6jvYt/+YnDVF4j03YsldY1Zfl15Xy4Hnxzja20fQtZEN6osctOWYmfFy6ZSKXN2FftefMb3lEFNPbcUxcgRHNmwqwK352DmK2oy1jLSrivL4cVNOn2618MdvM4hKEm9vuY2PLPsUo7FRjm59mObqCtoX32USmlSuyIGxBG0VToIeG/3ho7g2f4ktozrWwigrnFPUrvxDMmEL+aks9iuuQ6ko/X7xr3+D3M6dWC6+lMdaV/PgwVEqjSRdqT0c0xqYW+XnHVv+H2M4+Vr9jaiyzh95t2Mcd8L0XtrmTyMrBqNHq9gaaeKlmuX0Vtcx4vCRk4uo9hC3LC9yUfBajk5MUBn+OjeMbsOvSSj2MhJWF1ur72Th4f+iQZ+gX/Lz5513Mj9oJxrr5lp3C5cO7uVAtpJ/m1xIB8P8qeNhZGF4L9Y5b0OJFqYjSEXheSijqzbTEFyQcsnQ0e1+s2Us5UvPMZ/nrDKzmUsVxtKu1lBsaNXLS/XIyAB69SKKbddiWOxYDj0gDEdN4mjpexZElwIFI9CCVr2U3Ib/N9t+fpNgcnLSJIuC3PX19ZnxfOvXr2fDhg3maenSpSgnnQzOB0EMV65cyZe+9KXT2+CGhgY+9rGP8ZnPfOZVj3/7299uVi1/8pOfnL5tzZo1LFmyxCSaYntTW1vLH/3RH/GpT33KvD8Wi1FVVcXXv/517r777t+OSuIsZvHrwI6JHTzQ8wAzmRmyFi8WpwXJZ8NeI+PP+FEllQ3NG3jvgvcykZrgx30/pj8+wNzmefh//50c/ej7qTgxgVwoMRpRXcn4rEx+7N10bBwi99JLIFlJz70YY/UiuppT+PJH8DlFpeDXTxJ/2RDVPDHzFxpN0btrxrxNtcokwjmzcjh06GTPXbSm44PMO/4tZL1IUbajaFmz1Vy0nPkefNWidS2TimZL9RtdFGgkFl7xxoyHB/aHmOhN0L6ywkyE+XUg8+JLpIQYJZtFXbDArKgpNTXYli/Hvm4dRqFgVhbP9qasumUDx2SDiE9h2dJ1NNeU5lDF/Gk6kUONughHr+a5YAcjgePMT42R7jtA8XiGmdQTdMsLwbmYNsugWQl3ZEvf/SkIoVSofB7h5rWox9J4EqO4ohk+ctCOqxUuHj5KtHIz4UMy+R3lTDoGqQnuwVW7nEcOTvH4oUla1QQftuylIG1m27STh1KX45OSXMJ3UPd/l8SeOgpTKQzZifttd5hV9/xMP9mCxPfG7cRtfbiCG7k4Oc2L0VXszddwYkKhKdXFuumdfKTiYQItVfhSMoemR7BnnBw60US9awYiBn0VTeyvbsWwWCgvZohbdVN3UrG3h4U3FzkU+wqLh7dhLRbJlTUx2XwxT8WPMWM/yjUuFS0u8+XiHXSfWEKie4Y/kZ5khfyiGWm5WBri/xwviJUVrawDKdKPIVvMFU5Kh0zDaz3QUjILly3okozuqDBnDA3FgRw6es73LWfDaFY3hmI3bXAEQcyt+hjFJe/C/tQfIeXTZpWwOPd2bE/9EcrMyefrJVFRyUxfwygI0cwFVc95y6Oqqoq77rqL3bt3c8kll3DvvffyzDPP8Oyzz/IP//AP5gH3I488YhLHV0IckIvn/emf/unp28TjBbncunXreV9P3C4qj2dDVAkffvhh83J/f7/ZthbLOAWfz2eSUfHc3xqSeKG13WZxYaI/3k+ikDDnDffNs7FoySWsWXwjit/PBxwfIJaLmaIUKRIn0J1BCV7JgRkV7ZmX2HLiQTyRMHGvilfzImdyGPPn8d0bFNIjPbxz6zG80RiKx03XHasoW7cC62MfRprpRisroC97L28ViKqoaDmLUyKUx+5SiUezuFJj6IqVjKPSVCefTL6laHGY5NA0HxbkyC5RyBkkw6XugXaWeLSqxUPrsjOVxtfD8GExCpDGE7D92khi/tBBiqOjZiaztauL1EMPI/t8jLpybJH6WF+znhb7uYrn5uXVjPWtJ9odYnh/jDltTRT0At858W2SPhWvrQ0jL2G3L6R5Zi75kR1kY0fJG3lCsSyyM4M7McBEcCUJVx3zjn4DTyGFGWin2Mh7fNTJRwj0jBCu7cAVj2KN5ll8KENleYFIbh+P7vs3ojPrqNcqiRc1DqbG8E/OMcfltEyCoXCcTZlKljtVgtYRXE6V6vIOXI5FFFQLP2pcy7CnwLuDDQSyYb58+MswP8qipisYStSSjsSpCUbIhCSO5SvNKmWzW6MpkMCqFqjzDpGpW0bvvDvYKP8H8b6F9BtzWFYY4INrR5nrrOCQdYRk2ENYL6MzNsU9B56nOTzJiae30+nQyZTZOb7CRteKPyA9sIPRcC2N8TBZezmKoVNMWShmJSb0AHuVLi6y9ZlETncHkQp+DLuf4rw7yLZuwLr7f8zZQPE+hZ9h0dvIkYQHr9NDS/4Eci6C7qoueS2qLl7KdfJ4cSk3yNu4RDoCdh+6zYUcG4ZCGsvA8+jtV1FY+j7k6CDF5svN315ruAhlbI+5kkv5ZGlMQajaROWxdgX59X8yW0V8EyKVSlFTU0NnZ6d5+shHPkKxWDRJ4JyTXYJXYkbMJGuaSTTPhrh+7Nj5vTYFATzf48Xtp+4/ddtrPea3giTOYha/SuiZDOkXX+Riq4t80w3snt5jEkWto8kkiAJzA3PNyoKy/b+Y+voTpIY06tdfgr2/h9jAcZHOil1EiK3uovadHyP940fRchn85Rac0Royjhgu6xT25mZ8y+Yjqyp67XIzbcWo7HpL/cDC+FnYw2QSJUWzrIAnMUTLwGPosoUT7W8jVtbJsc57sOYThP1zKdiET58di1XG6bOWZj8TeXLpk31mCbNdLbwW3+j8YevyCtyBBLVdPn5dUCorkVTVVCvnNm82BSxqayv/1v81jhSHOBg+yD9d9E/nPEeowCenwiSzKUYih+hKBszbhSl7yBPmfV2XUDWRoNEfZV/2dmRyaG6ZZK6WcMaHK3yQhrGXyEt2ku464p4mbLkI9kKMvF3DaMjiSafRtRTTNR6a13hRtoaQAxqDDgsP2hvZlmrnLts25lVZGWjwsm/qdrZuO05WjxLJSQjr96dtEitTBZr3J/l0527qbvodFMuHmHR0sC81xIwnS29lExWSjEW2kPa5aF82h1vGKrAqNTRUvYvtYy9TMCS8UpaPT3yHJfUDRPM2nBTxTx6mYv49jNz4XjY+F2W6H7Y6mrnh999PeaKc3JZNjMdGSRS8RGUPPdYTdOTHCU7plAudSEYlu8XKpuhD9KsNbM+s4iXZQa/tCB/lf/mk8U1a1EsYMmpZZx/FsJSb5tpKNmISQdFWtu74T9RjDyNlwkiFUqyeUD/vmJK5L7EBTyLFKvELGAp3JbbgcTpNZfQ3i1dyTKvDY2RYX5E5GU/oZK9rPfbQMeaGTqCM7qCw+F2mCOg0hJrf5kHKRNDsAdRMyLzZwIpkaGac3yzenBY47lfkNosZRVHBeytgliTO4rcewsdQVGu+d/x7OPYc46Knx0hYdXpu9NHeMp8NjRtMG5yzYaQizLy4jdjBachqJF/ejC2ZJJAsmNVuxSpRdmiCxFe+RmbLFjFwwjudb0N6352Emq/AM34Q/8IWFG9Jtayv/D305UWzGvFWw7q7W80oPrtH4Zn/OX6ymV7qCIh5LlGhmao+V9EnBC7CIqdY0MxqZCx0xqOurMrOure3vsos+/VQN8dnnn5VEK1dQYbO7nTYli7DtnIlkjDLPnzInEssDg+zapuL8bkSvtpXvx8xfygOMpB1DJuGVbYSsAfM9W8s/RLH7I+wOBAnY61i8bWNWLN3cOwRD0O7LKRdTSiagZKN488NUxbvRVPt2EiZy1M8HtSYi3zrPPZaGhnxNhBpiZBu2Eg4PUXO38zxyWvJRCuIqntZ6nmCBdVr+HLRSSg5SjwXIq+7cTm91CqDVMdOkMiV4YmlcW7+IoodKtd9muvnVzIWy7G8wUeZzcrHFn6MdDFtRgauqCp9P1JMozs1QAXVdMTHqNp3nGmvA93ZjGGNYG+swoikuTy4hJrR+zhkBOm32/irnwzROzlCLu9A0SspSiq6AimrSkGBtAgpKrdjcRf5pvMWQjNO5lT0YDGKJHSDlyQft0lWFmpx7vDto8zSjSM2jJ4ViTknzcTRsQtVfnrSVBjr/tbSD1PIMRLXKMgZFCHqMRSe0ZcSwsv27HzaynzsSaj0GgEccoEJSx2PSJdzfZ3Ksd4+/j12ESrL+Ix/D7X1a1/124sqpqgaSoU0Sjp0Zp2w+9GqFp1USL9+Nvgsfv1I/Rzq5oqKCnNeUcw1ng1xvbr6/NGM4vbXe/ypc3GbqGye/Rgxt/hbQxJn282z+GViID7A1w5/zSSKvdFenIUoXWU1hCxFDmlDWMYjJoGsmFtBub3cfI4eibDna/+C7Scj2DKGKUaQR0vG0aKuZWbAFjMUI1G0shk0XUyCSRQMO3XBMiqvFF55ba9csd+SBFHA5lTN5JLJ/rgZU5vwNNLbdguabCVve7VvYFW7h651lex5bBStqDFyLFbKK5TAVWZh6fUNPxNB/FVj38w+fnzofuZTy+2XfPS0+Mc6p5PAX/2l2XJO3v990lPTJlG8dK+FxdocGm/7yHm3b267i5zVYH7wYiZ3FpgoTHLR3IvZMbWDvdNBfEc1ssEYyy7qZWnNCmqvvZvjQ3tpP/wjUxFeMmg5+YVZ7SIE3Jxm0wPCly+HXmnF4lyBmk7xwsRGRvxT6BadVgXW1s2je0KjtvEy8r56s9J1m15O8sA4uXyadFuea5qsLN/8X5RVhLFQRG5PoziEfYtitkNvWFBqd80k8zxxeIo5VW4Kmp0twyFWdQSwWIQ34PfIaBI+OUuVLMQZNvTyDnShTA62EJoJkvvKD1Hb23l22kLIG8QSKzCZzZDWrThzaTqSfRwPVOHKyHSGx7EVTS5MOJGlz+0lZHcy5HVwudrDXWxjZ3EhOzMZnix3YbHJNAoVfXLG7ArkVRsHrG76ZYNW3Uoq3USVNslcacwUrSjTR9iid/G19PVUykk+6Xoar9fLI9EWtqYU+qkhHregKDmcmk6FkqW3ECAdcbGcPHaOYBG+ocLr87p3oHvtSJE+DE8tqHak+JiZ25y99l+w7P262d4WKmlhkyUV01gOf9/8fgsrfu/Xvn7P4qf7JL6ykvjTYLVaWb58Oc8995ypUD4lXBHXP/rRj573OWvXrjXv//jHP376NjEDKW4XEGpmQRTFY06Rwng8zvbt2/mDP/gDfmtI4ixm8cuEGKo/FDpkpqmIHXTML3Pghms4nDhCWt0NuRgvjr1Is7fZnFMsOzLCJd8/jn1yFGu+NFYuYvNO1Y/ErlmXoGBRUG0O8n0nTJ+0UEUnmfaVlGQIv504vvXkXIxQyrpqX/NxouXavW2aZKQkbhH8WVYls8Usvm+RiNIw99Xk8jeFgWgf8x7cQ23sACltHo45XaZARWQ0G7kcsf/5CvmjR8FmQ3G7Ufxl1Jc14bWe6315qj3fvDiA4tbZltyE+0A9NbZaljc1cWv97cSeG2Le0U0YQ3lqr85CDQRrJK5Wvkpsuh9Dl5hpqsPiqMEyZzVlN1/Py898kfxwEcl+BbJiw54awGl9nOMtKkPqMQJWPx3eDi6qvYir6zuJpIumerkoLTXfk+/w06yIh0hb6pg3bx71tRnsPU0QKeIOejE8BfJL348eaMfw1p/+LI8fnuKxQ1M0lTsIT2eZjGS5qtbJH97gQ0tmiUyXodtstEs2DGcVlqWrsS9fjlJXx8y3vks8nqHSZqevuRUjXqA6FWPN+BH2VbeweHoLXdnj7C7MoW0wz4LwkPmaFh0CcfBm4lgSL7HzlmWsT51gXjFDcF+eyxIWBheobJpnpTzWzCHpCm4qH2Kl5Tgpbzn5YoL+USc/Kl6OX4/yd7Yf4RORhVYXiYyLJE7sVidNrgLu7HE+XB7l+pokD09W0OVM0WiJ8lKqmWnNRUYp0FBTjWvZzVS6FP58YCdyYAq/Y67ZxlaPPohevZTCvNuxbfx/ZopQ7tLPkb/sc+Z6rvY/awpd5NQURjGHlA7/GtfqWfwslUSP50xG/BuFEKG85z3vYcWKFaY3olBJi2W9733vM+9/97vfTV1dnWl5IyCEMZdeeilf+MIXuOGGG7j//vvZtWsXX/nKV8z7xf5LEMi//du/NX0RT1ngCMXzKSL6W0MSxZdxgTn3zOJNiuXB5XT5uzgwfcCcPazPthM5YsOnd9I4P8aUdYR0IcXoyBGO5XqZ2ztOYWoa2fS7FWa6566H4tp4QxWjjeuZ038CWyZByK9yaPE8FjVZQWzobZ63bNXwtZCIZBjYG3vN+4VORSiWBab7T85/nYSYZVxzRxM2h4WhQxHqfo1zhW8E6yrXMmZ5DK+cJf/Mc2QffsRMSXHdeKPpg6iNjGCIJBXhiXj323FctA61ptqsQJ8PbSsqyLZO0rd/P9WBAq3l1QTqXNxiv4nd6/dimxolUO2iomVe6QkWF7b6VlT3GBl8FNZ/BH9HgZg9xdfzjzDqGKBLVgnUZlAyZcSjlRQt0/ibirinXbR6W/mbNX+DKkyfRdvKe+5uwX3gv7hIHiFTKCOw20G25j8oLLjLNJ82845lBa3x4lIl8SzU+mxUkCMQTTKQtjKTzfBYT4jW//svLs2G6E9dTBqdUSmG1NGGbfFibMuWkS1o/Efjeibsc3nnik6iew4hJzLErG42i7GPosyApYlb9+1nrr4fq7ChOfmaZkyfAjmHwtxilKIzw2hgFRUHDiE7FJyFInOVDIOSk93Sao7km/BqZVyc28hloW4x/8Buox2PHsfrsGCs/CDZjstQOq5n/bHHcU7uIugET2zItLoxcknq1t7ERxbVopd3MtR/lB+9IDFedLO2VuW2i+bxF89OsCAU5/cyz0Cyiuzcy5CyMaRc0px3lKePI4/vBcWKPHEQ5eD9qP3PI+USoGRNIYssIgRPPI7uq6e4+F2/itV4Fr/ATKLT+bM7UghLm+npaf7iL/7CFJaI6t+TTz55WngyNDR0jiXZRRddZHoj/vmf/zmf/exnTSIolM2nPBIFPv3pT5tE83d/93dNM22hrBbL/Hk9Ei9YkjiLWfyyIHJkb3DciTZaRo93Lza3hYycBkXn6tarSFjDJDdt5LLvbGVRZIy9TToxsbPXbNg4E6MlvBKFOlfkCUt1C1nSs4e8rw7HDe/GsRjeM7kZ/0gvDGQwKuehXfqZEjP6LcHQAZFJ+/qwOCQKGeNVBNHtt1HT7sXutlL7K5wr/Hkw2Z9gYF+euls/TYU9Tua5580kFT1a+rxmmkpHO9rEBHIgYCasWNteMWpwHswpm8PVLVdha7Nxaf18lHyRzJY9tFaV4/vS35i51KJSeUpsNbJTEA6JhMeJ2r2L1PObiXt1Dl6R4caNWTrGrBSKg9Teex39g8M4mucQlCcI5ULmzOPZyIloutBB6l11mHkltStwz5zAU5zBCFmw/+RjjMYbyFjqqLnjvRhltewcjOKyKnjsKrsGo1S6bXRa8nzi2KN8RW4j5Gsxo+eiqNwfuQRXcoxbRrcz6PThWTjCsd/5JEuDXYhdWSwWp6f7KFHdwlf39DE+ZGDPK3i0OFYFjJyVhlAM21l+uWcmQQ3susTo5XN52hXlgPsYVz0TwnvMSr5GoeZqC2GyzNjc3OnuYUfa4OK2TrTkKtRjj5g2NcvZx18rQ7i0At4tedj5L0TqL4epbtYXJ9FpMH0Mzdc0dOSZE6XWsaGRCE0SLjSQR6I7JnP/3ml2D8fJUs17rF4s5XPQK7rQA23ogVaTWCq9z5TUzJKEddd/m4baZkSgIeYiQ2autGmHk9RQe5427XKwvnnGLX6bYRjGz11JFBCt5ddqL7/44ouvuu3OO+80T69XQPvrv/5r8/TLwixJnMVvLcZT42ar+djLMarGO6FGwtmRplfejN1q52Pz/hqPxcPY5jTp3vuo0w3c4uDe0HCe9D8Uxa+4R2a6xqB+SjINkRtO7MeIx3DbcjS7h5kz5kESVQrh32L3mZUfczhP/e0ZQncHrKYZtqGVDLCFiXY2fiaqzDxgFn36kzUh1SabApVVtzTiqXCYc41vRowdjzHRE8fQPdTfsRK1sZFCTw+2hQtPP6bsE58g3dZmmqlbWlvf0HKPRI6wZWILlfZKRpIjBLd1M++JMdKKn4kPfIL5VzWjRaMUBwdNw2otPIWtmMOensTR/QxGKo7HVk2Hu43qVDeqpjNl89Ppt7G6aR4vjb5kjlrc3X63qdY/VUUUeHH4WYb33YeSzdFkqUBvXEfmjm9i2fpvqKPbycxEOBi7k5xaSbw/Tbw8zNc29eOwqJR7nWwfiJo7z/lBJx8uK2Mm5SKuy7gMnWBuijo9S8LRwNzGacpyQ+x1BAk//l32Fu9j7eXvYZFWwx39L7LT3coBu5+E4sQnadTEIyyOHKczFKEuWZoBfjUkUyQ2PHEYxW7hkkk3rScSeBKG6VPqkJJkDZ1tLg/v61zDasmC7vEgbR84OccpoFMrhzF0DUmH6YLK3x2vp2A08ceOn1BbuxLZOQCRXtM3UaSpKON7KA5u5Uux91FAwU6BoE1i60CUeLZIRdCGTfGguatP2tg40JovQ0pNo5c1Y7hrkFKTZmVR8zWas4pSYhJ1bMeZj6ZryJF+pPgoRkXnz7fCzuKXjtQvEMt3IeDNueX9KZhtN8/il4H7u+9n0+gmfJZGat2dtPtlFnhW8f3cU1Q7gsS2bubY976Bsv8YZSf3H97cSXNbM/cWxhfXEsRH7bQw0xUDzA6s9Q3okRDW4CD61AT4GlFEK05yoHdehz7nxt8qgijQMM/PJe9oMytglc1udjw0yHhvnGK2KPbpZhWlkD+1kwZvhZ3VtzdTXndm46sLxan85vJJbZhfZh4YnKpwqlVV5ulsqOXleE/OGb1RTKYnmcnOkMwnaDoawdkXJ6a7SMoaUzM9zKeZxP/9nznr6NxwFRWf/Ch9D3wbJZzHMdhn+utJy1bg1ibIWnOMB1ReqN7KHOV6jIKPJ4aeIBofZE4wjb/y3FzsqsQ08yYHqBaiaHUASS9QbL0So2oBRqQHqybjKmtmKgfdO79kRlB6bQuxq6I1Pp/jFivhSJaxkTSP1F7DwkiGWFbHr+a4bmAjS0LHsba2oEUceAdmuHzPIDIaE24fw0cfYuE738v6zjbKx2OEw9PoigurluN4oJmCYuOyge9hFUcbrwEJmVW7DeKeArmyHINBSHitLLj6Mqw7X6bRbuMfapso2/0omreZEaOftvHdZ56v2NBlFbmQNK/HDDdRyUdREz6SOk3HHgLVgRacT7H5UtTeZ0kUFZ4oLiAtObGg4VA0ppMG4RwoiozVYiOjO3AMvYz94fej+5rIL30v1s2fN9vWhQV3mlVCw+Env/7T6BVzIRfH9vgfYul/oURg9Vwpz7n3GQqzJPFNg9QvUEl8M0GkxojWtOBXt912m6nAfvrppy9MkjiLWfwyUOmoJFlIMhbYhq7t5vYXq6g/PMOHfvduntz8dYa+8wjB8aypWD6FsymKJkv4x+2omSkUEWlXzGHkChiBNMZlYk5tAD1lIVe/nDbVCfkk2uLfAd+Z4f7fFsiKTNOiUluzf1+I8Z64+V2W1bkIDaVMs+2zkU0WyCbOtBMneuN0b52iqs1L5+pKIhMZ7G4Vp9fKbxJ+Zw7r5HMoBDFarjXnDM156VwO6WecA4rmomyb3EaTp4nF5YuZSU6xcFRB3/EgUk6h74oGXvLoSFVP0zRVRruqIikqerGIum0TbRXVdFctIj3zAPbUJOmdJxhpNygslRmT8uxtHCB/4N/5yIKPmEbwHcOHqOjvZs++l2jcsI6KhhIhX9xyHX3PHGZLuIVm6y7mydtxPPxBpFzUFKeE5lzHIcsJZqaGufofd+FL6zC3wHfqN7BvzwzNvmqWJFT2KwUeTuVplWT+YGw7P8HKg4GLyePm2oZqjtkkHra1M+oqZ9XEUY4FGki5Anj+5wfMGz7MHFniT7K7zEi9vkADmyu7mDMzgK5aoVCqQp/OoD55WTcNhHQcBZhWJeL1MtXteQ547dQ8sht9MFWy6jFeZEYk5dFLcEka2Q19ejVpbLQpk9j0M+temzTGHxjfJ+csZ5ESMkUsyFak9AzWHV9CzkbZnFvMfxYuJ4Ibm0i9NmzEcpJ5OeCwcbRYw9/HruDdhR/QGX4RqW45crQfSSsgaXn04ELywuYmlzBj/Mxc52IGre0q1KHNSFq2lPHsa0BruviXtwLP4hdCUaT65HIXfCVRzD+KKD/R4hZzkMLQW8xGiizoWZI4i99a3NVxF0dCR9g4uhG3puLUraYadVPfc5wY3sPVocI5O6B0pUzIYlA1JY7rJSy6jB6PojutaJX1qIlpNDkL8Siu6TiHb3onu+Kj3LD842gikaGUJcdvO4o53RzHFC1kd5mVmbOFKvKZPX91+xn1r0hLiU5mzOg6t9/K0U2TJklcfVszFvtr56P+qpHff4DMCy+gBALYV6xACQaJ3ncfg1ueZP9VzVx166eofR0l99nYOLaRB/sfpMHVQIXuIvDUTtQhC37Jg9pSS9mVNxINPUrHiaeZCR+l/u1fxB++ik3DL1D+2Mv4ih5q7lhH1Ps78PyPsGp57n1sL86WOPc1lpM1DA6EDjCWHuNtbW/DOnSIF3qamSq4UI5HT5NEyV5GmnpSWjkxvcYkMWRD5riE4arkWV+AZ3sfRB5fztjct3PrwHZGHS2M4iatGUi5LPNsTmYokBWuOPk4NUeeReq8As3mopDSiD76LJvv/ARbypwU8wV8Fh2jKojF4qbQtxUjHi/9xySJYCZJZWyKpmSegmIhr8pYC6VV5WyYwwrmTIMwjjFwFRWkxgRrU2Ga9xSQBzNImpgd1kk7dDPmUaxr1kKRCcPPPxXvJoeFP+RBlsq9ptm7JFrOks5q6SiG4SR17ZdxPvsnkAuXMoKycTO2r0GN4CskSWMlhY28Xjp4qbNmuGJOHTtHkmzKNDNh3MW96uN0zrkFvX4tOW8jUjaCXrMUOdSNdc//wlGF/PLfw7r3q0jJSdMdAV3GKO8gc+2/YZS3/9LX41n8/PY3Ahd6JVEopU9lUQeDQe655x4ee+wxHn300QuTJM56Jc7i54Go1Hz3+HdxqA5urrwDCjI3Nt/IVHoKudyOc+XNROQiOzb/DR/5cQHXWRFwYodUltdRb1iH9sNjFAyFscpOZoKNFAIHuOSe97NRO8q+Q8+xOlHJ7Te8h99pOTdyDX5zZObNBKFOjs9kzYpbPnNmLlEQx6pWN8lwnopG9zlpKsJnUbSaA/VOClnN9DZ+MxgcWLrmYF20ELWq2hSmaMkkqZ88iic8jcuX5sTlJ94wSaxx1Zh+mtHQGJc8PkNFfxjF5sV66UWU/d7vUm63c8ue/WYWdEqKUeZwMFGn8l8nnuTt7sX4swGUcIDLf38BU8tqMf79s9AjIeet1AbTqB4XZbYymt3N5usll3yM1ME+9KQFu+usgxdZoaszid9xhMpKjaK6Hq1mGXJshMLidzLfZuNYqIeD44sYaLMzUOdnrUfmsXiGvGGlocrBumW1nDgxTlLSuPqFx/GkZnj30SeZcJXTGRnCMCTqdjxLU91FqN4a3nHDdTR1VBBL5/GmDqAP7i/NBJ78jQUh80cHOVDZxsGqhawZO4hfiD1eQRJVo1QBFBVFq7cM//NRonYv1nGLGOkzUZAlJjUPcxdMYuQkjJyMeJqoQApyqZycTZT1M6rp0kI1LKET5oonyKMhDvgsLnRXBV1WN/89eR/vy9xLSBejBxIKGsvkbtYrKRp9OZ6PZMnpTh71vpOlzmu5WLFCoPXMa5jyfnHNgGLWnEmUkhMYYobR0E07HPuzn0GrXU7+sr8seUPN4jfeahb4WX0S32w4dOiQacOz8OQstSCKwpD74osvvjBJ4ixm8bNAGGULxebOiZ1sm9hGmVZB2aYFTMWnmeo6wrVd15LKJXlhbA+L/u5H/Fn0TAVRQOxbBF3RNJnsYztwp4rIqpVDzVk2dx0iVjVBS6VEZb4Ro6WOYnAF1lcRxFmIBJXpoRSJUJahQ2HyGY1c5tzZsnVvbyMdy+OtPLdV6w7Y6FpfmvUTM4A2l2qmsvwmq4gCam0t/k996vR1I5VCcbrNnbx/8SqzbfxGEbAFSBVSxMPTqCkbvop6ytZfhve2O063rv2dN2PkM/j9rabYwZUNsTYLeuU8prRG6ux2QvEZoo9+G28sY5pTJ0IOtMBa3tO10nw/Va7S96hbfdjK/AgXavH9nv4MkoJy1cdoyIQxvI1kDZEEdKatL9JoP7vy02z0hzm8r4clz++jUk/wh3e+jeNyA5d31rDAA594/gnCg+Ooo4O8UL+M8myMxTO9JgVLulysHtzDkOLnsNXJ+He+Q8DrZbI6gPLCozgMzZwL1CQbkpZCV2yEnUEeb1zGjN2NTcuzYXj3aamJ+L+mVRvPNK7AWchx2cge1LFpNB0zRpCi8B4Q9EtCTks4enI41haY3uchM23F3ZDls13fJWtYzfbyKZy9HZDETODMEYr1a1CmDiKHBxHsUi6mMaxuUq525JyErOsm1Vup9BDOSvx/O2Xsjgqm8jpp7GwZVwg+3sP37kxTGQyaZtomKcwlya/8fQxnJUagDePAt5FSE+jBBei+RrM9rYztNhNZ8mImU+Q6z+I3bn/jcDjM9JQLGaJlbrOd2QaIymhTU5N5eXYtm8VbGgWtwN9u/HOy23eQqHBSrPexpHIJlhGVdCHNcHQEbb9BwyM/5qIDSaznqU4lvSr5aj9Ob4DQSDeyzSBtydE4uIvjtXZcbZ3MC8wzE1lWVa/CbytlPM/iXHRvn+bwi+Pmnlcr6OTFLJth4EqNUbC4kQIBnD4LrrLXnzMULeeKhjfnkXvh8BFkRcFT18KlN/8h6nkSZc5GtpjlG8e/YZLDO9ruoMZZQ0RJoQfcECjDtsyK4jvjwSZSOVhzryniSRQS2BQbl07fjAhx81aNs/SO5Xz7/h8z/+gYOdFKrXRj1AZ5+yV/haWy8pzXtrtUllxbRzZZpLLJffr9fPXoV81lv7frvdSYsvPz/x6XtAdY529j5piPA6FRThwcobO6gjmrnYwN7aH48tNUJHK83LicRxvX4M/GaYqP481niNfWk0sO01deSVhRGIpkaenuxaHaccTS5vLzFg+6bGWsZhmxztWkjCItsR7sxQyNiVI8mSZZUQxhOAPdZQ1sqluCrZhnTnSYhsSkeYB3Oq7nZEVSthWRPWkmdnmJ9zvNwp3q1KjVZ4j2OgnrLvxtaWTLqzcGlqM/Ooc4ln70FFIhQysR3iGX8X/SBrNF3GyL83i6i6ThwEif66gaTeeIvPBF6urLyV/yWdSjD2E58iPTHid3xd+UFrvgLlSHn2LXLWg1S7Hs+jJyYpxizdJSC3oWb4p2s9PpvOC7m6JymEgkiMVi+Hw+02exrKy07bog17QL/QeZxa8PY6kxipu2cdm2GGFPjGM3+LlqOo99kczh6Ah6v4zjSA2rD+fPSxAFfOU1jPzdh9kyvZfcDwdYdTCHJwOBnIU7qq9l/kUfosJRYT721PksXg2R3ywIiRgbO1UBDESO0TD8HHmrh/TiCz9yTKmrRW1oQKkKns7lfj1MpCc4GjlKppjhUPgQtzTfTPM3v4l64BiofaTZhbes3hQwnO3NuG/jIAcs20i1j3CV50pkV5by9jIcbiu6ZOFw51pS6l4OzxujOljNx90S51szfUEHzngP2Y27UMrLme7Zz4TtKFOuAoOJQdxpP0densRbbqNrXZVJ0M/5vOXlqJ/8MPt+/F80bs+QSKUIj6Y4fnQTDbnSSEG9XSfgVAnGUqA4iZX5GV24lE3lIXK2Q3T11TA3XTQPFhyShaJqQ1MUFL2IIxeDeIGD1QbdFi8f+uFLuNNpZEPnxbpl9FYt4aLxbXSNH6E8EyUnWyhaZByFUta3fNag62mDpYwMJ1ykTtsuiUKeTD6ukhxxmGMMjvICzsqz5k1O4rX3PDoW8rxDfZ6Qbz7DaQvLpX5ekjtI6OcSRLGMud4srVofknmgJKqCspBVm/ONp5coMqP1IkrP06gH7zeFLKK1LadnkCcPoVedMVGexW+OJLoucNGKwN13383Y2JkK+sqVK81z8f+9IEniLGbxRvDU4FP8sOeHWNwGcadE1m3h1r5y2P84/V07eXJFN4smO7l88w+wF1+9QziF4uQoU//8z8zMtRJbGGTZeIxIOsvhJX7aVy2gL9bH88PPc1XjVVQLgcoszgtha6NaxdSXQTGrnzOHJUs6Wl4zW9C/aU9E0c4uFnUswrn5Z4R1zhzKPvfndGf6SeanqLe+vpK93l3PVQ1Xkcqn2Dm5k5HkMPdKOXwiVUqSyFqcZqvxbIRHUsQmclhsPuKNRyi/spq2TJVpFyQOoG+//RIe2vs4EVsNbY5ms8r9SsPsU9Cmp4n80+cp9vebsYGqx8NtF89h5LolLAwsZOpQiumBJKlInpZl5efOLp5EubOCu3oKpLo3MZMsEBpuo9lWS7zWD5oF73su5vJHj7Kg7zA2VUYRZvU9j7B7TpG6ZIYG3UJlchpnZtqkUEfmdHK88XIWHd9Ky9hhXMkIlz7ag3fRe5HZjmokmXaU8eica4m4fERqPdQ+P07GYscliBQy0w4/ldmSgr54UvF8qpZo8jEhnCorkAlJwqsaxapjdWs4K3PouoTNd0bdfD4IIvm4tpoJI8Bt6ssUUYjioV2a4V79Wxyxt/H/xa4lI8QxZiVTPodkjiZlch4b9rrVSKI62HUreuV8dF/D6VlDZeaYeTJM4UoRKT5SqoUG2pAK56YSzeI3N5Podrsv+MLVunXrznu7+FyzJHEWb0mMJcdMkYpZDWn30l8s44ojCuUDEQrTk2QK47Q7Mrz7id34MsVXVQhOVR1MBWOxQIvwqrPUkrn33XiaMzw18ARbyqapH3nMbPnF8jE8Vg+3tv38GZm/afwqN3TiiLR9VQX5rEbfnhm0Qqm2Ei6fi+F0oXsCNDSXY3X8Zmd7xPs88NwYkfEMc9dXUdX6s6sWD2S6+eaxb+K0OPmjxX/0mgRNQJhY39B0g/m6XznyFZLFJNO/dyfVu0dJ1Tkov+JaDMe5z2+Y70c3DKrcOpc0tDGnov2c3y4YKOf3rnxj0W0iNlCs7IZILykWkXw+5i28guUtJZuVqlaLOUMqZhZfj7zbbQHiVoWs8J5xarRecif5mi4mHQX+dezrdPlWMhW00jz0LGoqQ41sQTd04rYQU55BxgNuKsKCGBvEhS3NtMrROdXUxFTsiRw24Rc5spGBajdNEwly3irq5RC16TCdrSFeuuRuOo4NsH7kALJk0BYrmW2LtUwQxJIcRBZfOFWLI1gcOs5gnsgJJ8lRO/YyzWwvVyw8VwzzWpiijPv1y5kxfPiLcTYZi4jI5XzIuZl1mU18KXcPB7QGc6JZHBSd2ZqUEC0q5DVQe59GPfE4xXl3UJx77rZDzD6awhV7OVJiBMvRh0zxSmHeHWh1pUrPLC7MSL43G07FHJ9vH3BBksQLnbXP4tez0otElaJWZFntMm6OVuLcvYlQ6ATeRIbaBHxsAjPL9bxrU2MDE3II/0SSpFtmel49a+/+IwKdl2J0GFgm55I68X0cioMmbxMjqREzueKtuqH4RbH/mTEzmUQIUk4tXbFKNC8OIitV5nzc/MtqfuP/bV0zTKudZDhnKrB/HpKoSqppnq5ICvJrRC8aQtyQzSKf3MGIz/3+ue9nZO9h4l/6HsMuD11X3o7zFQRRQBC2+ZfUCD30z/TbFnv7kMt8ZkLLKezJnWDyQ+tZ+kMf0tFuLLW12M+qKjh9VhZtqHvd5e55fJhj0ytR6xoIldtJHR2jpSuIc/FiXtz/Vbrjx2jRolSItCLhJSqyvL1zKMuEqYhPk3b+hC+9Lc/7jrXj7B7Gm8wSmD5Cdvo4uiRTsCnk5Cy147tI2Z08vdpBtqqTD/74QWz5GKlsFYGRKfLj0JnPnfYQONtDUUDUEg2rDU9jFovNMIvYqkPHVZ3D3/HGKnObtAU8ry9lvXSQkO4ljtOs+BYNFU0voqUiiGD3Wn3aVEmL9JUz7+JMRbHCqWJbdg/G2IvI4V4zaeVVcPgpLH43CM9GWcXwNpjiFa1x/W9VpOebvd3svsCVzQKvt929IEniLGbxeojlYjw3/BzhXGnDu218G+6GtXhWWUidyHPTjLDKEATx/DNGYlPe54hxtLxIi2RhYlkTv/On3zJznk/9oVZWr2RhRckuwC7UibN47d9jOsPB58fM0aupwSSVjU6sDgudayrNJJY3E4TtzrxLqolPZamb+/PlRC8ILOCjCz6KU3WaljPnI4jx++6j0NuHeuct7KvN0+BuoM3Xhu37P6Ds2BYK7jK0gXZom/dL+FSQ272bxDe/hVLmo+zTnzYzpYVY5kd9PzIPphw3Xs7y+iasCxeahuBvFLHJLEc2TmJgo+hsxC0sjYbSJI8fQDt6hPX79jDRXMaK0RkULUfKYYDspbexGW9qiNteLmAtRpCuKGfu2z+C9V/vIzvRTcwNKZdKIA2qxUJRLpCXnChWH8sdVmYmW7EUXsRSzOPZPmxyL1lXTAObUvWu9N8+U7sTOSwaeU1lZHMQmzNrksP4QImku+tyqKIK+lPwjL6Crfo88/Wa5EkSOKmSovyx+n1CeFgs9bFfbzH9EsV2RDuHJJb6E8Iax+tw8ecnOri4roPrW8ewVc/B+vI/oEwcoFi/msLy3y1lOb/8j8jJSfJr7jVnF5XBjUjRAXJX/eOs5+qbAKm3eCSfwCxJnMVbCuFsmH/63/fB6DjuNoOkUzJ3hj1bHueSA0X6Wgx2tsPqnpM7EYcTI11SUwoINeRAncKPLrcxUm6jM1vGB6/5s9ME8WzMksM3BiFWEamEmvhydbA6VK58/5s3e7ay0W2e3iiEcj63Zw/OqzZgaS+1fpu9zacrk5O9cVOoU95QmhmkUKA4MIA2Pk734Rf4drKfOlcdf7b8z7CioVtlrNUOPCsv/eV9qGLR/AGMonbaYFL4hXb6OrHIFmo7VuNb3/WGF2cUi6aJuJHKo6rlFPKK6fFokUHLaCQP7sYyOIZ1MsxlXYvwXuRi397HiWEwfyhJYPop4guLZC2i8CbyznMciBxjqdSM3pxh+vJOYkYQnh3FGR8hu6KGkeJSGmNHWeL/EXvK1pJ3BrDG02bJMCMJ8YeO9SQpPGOCL97VmdssuQS5aciLAztZx+opmvdaXCUddMFQ6SmuRjam6LSeOMdMX1y+Tt6BgxzXKjvxkCaMh+VSN4pk0MgUuiHx9eI1bDO6zEqiIISlJZ9NFosMhlN0h3LsGlJJXzyPdzsHzXg/KT6Gmo2jtVyJPHkA9cQTphejHB0wTbelXPykyGW2m/ZmaTe73wKVxNfDLEmcxVsGx8PHefDgd1n60iiBqEYBmS2LLTTFrNz1UoqKOBSk0vbV3MQaELdIOISi0IC000e6OsDTNxsEO+dwT+OVtHnbaPSeKxyYxRuHaEeKWbbFG+ro3jFtkkShkn0rIf34Y+SPHkNy2E2SeDZ6dk6z76lRM7P64ntaqQjK6OEwrne8A214BEuHjcB0zHzsyzsfYOn1Gyhbsxr7mjXgfePt5J8G26pVyB4Pst9vnguIVriwudEMzZyN/FlQ6O0l+eBDIlCbDW//AHtPeNBEtGImRjYmM6nPp/4dl/LSC//NS74jhMutxOt9tB4qUB0tMO7XibpkvrFB4tpdOhcd0yg4dnJo+btYVN5O1VPfIRgrYs35OdrSzFFXgLnDDYzKflCe4FDdRvzv+ijTz2xGzyaomdmG+6Sx8SlC98p2s4Ak3LmFKKgI6QkHZZereJ2TJBSdAYuVUG4Z8fi1WOUkFcr/4Fei5nKKJ42A1ipHzNNrQcxDzpGG2S91YDMiWClwgoZz3omGDc0oXY9mioSTObTKeRRbN6BMHqRYtwo90IZl91dMYZdW3mFWF23P/4V5XdjkzFrgvDmQeotUEmdmZsys5rcMSfxNzy3N4s2H7RPb+dPNf0qukOF3qt147Spt8xewdkanYlc/FfE4SlGnLgTVSdU0wRUb/xw5+pe0M9xQQ2D5eq5ZuY67lRFafa2vKziYxRvDzHCKA8+OoVoVrv3wXGwO9ZwklbcC7JdeiuRwYFu+/FX3CZW08DSUdQMtXyT2n18l0zvIVOvluC67hOVt5QSr2/jeU/+I/uhmJrwNdHz2/6HW/PIIooBoIVvnzz+/evGnmDIX8hpDByJmNbRhfpn5HElR0GdmQFEo76hm3bIq0tkM26eGkQed1NU0kX78ATqOTxFIh+ltsLDpyipCdVXsztfTExwA6SiVNW2svWgZvtw+JuQK4tks/bv3m8TZkivi0NMsmB6mTF5N5cjjDNcu50Gtg2uHDhFOP44kN1AdO4rzJEE8hVe2m8VlTZKRrDIKBQxNIqt6eTF1O0H1AIr/Bb7u8/LuqSg2OYldjpFSCmxzOJifyVB71kThT9v73KFsZJuxkMNGPTO8vk+mELVs3nuAjy1ZQv7iz5yJERJzjvPvxPA1Uuy8AWy+0lyiJKHbf74xiFn88pF8C8wk6rrOvffey1e+8pXThFfE8V199dWmwfYFSRJnMYtX4kc9PyJeiJuXR952OR9a9mekduxg6j8+g5HNlex0FYUmsV/Ti6Bayfqt7FmocOLGIHfOu4vFFYtNRWolv302Nr+qAy9DZOXqpZPYX7/VCKKA84orzNP5MGd1ELvTgtWpUNXkIJpMUogmSYxEiB6L0rqs3Gw11ysVBGLHcCjayb78mwfT/UnTCN1ik/GLNniFHS0aRfJ5kURKQ6FgGqB3Tx/msfBDNI+vwnk4xtxjxwnE8vjxYElY+EFqjDkzFxPIL6Ep5mM82MeH5nwAm2ZBWnER40NjJHZPs8vjwdLiwWmx87YXJvCFdMoShyhkbCTtGd73ZB+VGS+DdS4a+x/CWkiem4xy1uUz7WYDRZQPc2IkUsPbmOFEpo1eycYeVxWjfh97rVYqK6Nc5n0YXyHOE04vj3k9/OX4CPWZ9EnSeS7OV63cq7UxogdQhGpcspi5yycdGs/7zMMZH5/7yQmuWCpz+dQ3sBlZ8ms+jtZ0sXkqPVwXoedmHKCcS5xsYc/izVBJDAQu7GKCMNH+3ve+x//8z/+Y1+PxOLfccgujo6NmNN8sSZzFBd3KjHz5f0g+/TS3tfvYvkghb5WZjoX5wR++l6XHRlHTOXNbnLOBtahh0U9WFcoq8X/pr7HrB7ijrJO1NWvf0GsmC0lc6snZsrcYfhWfqbLZzdJr67HYFJze109SuVChJxIkvnc/qCraFbfgqvJgtavm9ynazIIInoL3d38X6Wg/3kItgeaAeb/Y/1+9F/IRHVlOIfveXJUiT6Udb4UNT+828l/+EfnbbsG6YAGum24y4wLVk/FdJtl1NeAvVJK11ZFfcBGesf3IZWVsnzdDxphkrLybJkcL9Y1evrDsn7F+9XHie/eyfb6TPZc4cS7xUjM0F6lwDyuvbGdq8C9RB8uYLqsnah/meN0Rbn5OR86DOzKGqmVNEigol6aoKNpruBWYEHMmBroK4bANZ3oAV9WzPNGUw+Fso1FSmKgK4ux6P7H0NAEjz7WZaV5If5UYkzTk87RqJSnKWb890V8AALjHSURBVEs8ByLT/bv6BsYJ4BRJMEKtZT7jlF9iyZTnXMg8PGTj4aEBbKzhHu8BPt7ei+I6OyFHQg/OR9Ly6IFzRxpm8ZudSXRd4O1mQXRFtKBV2GGd/EyC+J6K6bsgSeJbcQc9i58N/bF+JiPDlD35YyyDE1SN2/nD4GK+H+ijdo+D+YdnUHJ5dFlGl3Sc2XONKNwrFlHbtZz38eoW4WtBGGY/PvA4q6tXc2fHnbM/2WsgmyoSGk4SqHXh8Foor7+wN6KvBSFKkRWJfHc3me3bSc+kiD59kO55tUzfZuODcz9oikPOhlpfh1+czrpt5lN/TP7ll83LwtN973NTdKyzvCq/+tdx0FU4dgzJ5cLSeGYO1xOwseaOZqJ/+b8UTpwg19xEYWKS3IGDuG+8wazQCwSdQf5k+adJNOZJTOfwT8XIHH4JLV9g9UXXc9TIkyvobPc9zjWNG1jiX8TRY/9LcCzM2lCMiM+NtaONJSPlTNsq6H0xDWs+gdEs/rsutlT9hGOOHTgiCgtG2jAsHTjTk7jTE+iyQtzdgDM1iaOYfMVsYqmaKNs09Jo8T9T4WHFCo2i3kFtSgd05zbLKZXxg7gd4eeJl9of2c3Xj1ax21nA4dJjPlT/CAy4bcjHHF8dHWZ4/19jmbKhoXCnvYUbzMUXgZMXvlE/iKaLIKxTPZ5DDyjfjK7D1BPhoiXuffJhEYeUfUCikwfrW/D9dqATLc3LG90JumctiHOUkScxkSmlF9pN58RckSZzFby+KepHN45v5l93/wnR2mmta89w6IWFVJJp/vIvPaDJJ1yCyAXm73+z0uJIiyaG0mS7YVWzz5+O/620/82sPxAfMmL+eWM+v4JO9NSDmW579yjHiMzlzfu3id7TxVkTfnhBDhyM0LyxD/slGtKk42Sy4ot0E5QjbY2WEsiEzUeX1oGcy5LZvPz2LFm5YzmhfBm9t4tdOEvMHDhD/2v+a85X+P/7UOX6KYkzAdfNN5A4cYCyowL/+PY6MhloVxLZ06enHCQGMv0qcnGhTcykuXMh0SCF5vIE7PB/hyOgx3FM7cGzayca2pTiW3kxhZoK8HGeus42lRwqkDn6fVG0rE4WV6JLGQN0+3OkA+UyBoG6nf1U1yfqLqRtvR1dAzkVxZwZxJ2LYiunXaDuLXGqFQdXJSkkxKyehRZ1ceuUHaHnpURqDK/Baveyc2sloctScR76p+SbcIlMcyRxD8bvr+JRi4Y7wFO+Nxil7VQu5JIp7l+U58/yr0h0UNMNsH8cM5yua0+drVJfetbhnMC6kMudZ+CxBfFMh9RYQrgiSKAhhPp83iaIQsZwiiJqmXbgkUVQTT5n/zuK3AwemD/CdY99h78ze0x6ILy+spjXczoqD2/BpOoawwSiOCcdhsgsuJzt5CMfxaTQZrKuWU3/7XXiuueZnel3RYv7Xvf9qVi/X1a7j+qbrf0Wf8MLH0IEw4fGMuQ+MTWV5q2JmKEl8MsNQNklg3zHUjE6kfD42IwM31HJzy2JqXULu8PooDAycI1bwW1Noc3xUtfzqqhOxqYyZoy2MwkV282koCpIil3wSz+OVaF+92jw9839/TEdOwzCsFJ3NnN0cFxFzUs+zHJquo0eVCV5yJQeeHacQHqJc8dBseGkYGMGVKzAc28tM4zLq3/cJDM9ROhavZMcXPodPn6bHniDsrSZmRBg2+lgVnsOirJv5Q71IhHl86dP4lAHc8QNUhDNYBDm0WMirTmzFc2cURe0ubZGw6Qr+aDmBudPYklbcbctx7Rqk7Jk+LIdzWBZcysrgSnwWH3P9JWP8HdM7KOgF7Iqdy2ov48WxF/mRYqPaZ+X2WARrtP+83/FVym5kqx/vFR9n08F+ftB3Njk8hVcmOpfgtUlYFJnPPXqc313fSIP/3Gr0LN48SL0FKomxWIxQKMT73/9+Mz1mYmKCqakpvvCFL5gE+IIlibP47cKx8DH+bOufmT6IwVgzFdlWBrz7uWlbnNX7NpqeZOYmV1GxCRuxyBjWnQ9ie8876HWPo83r4LpP/odZVv9ZIcjh5rHNJlkU6SotvpZfxUe84BEaTbHv2VJIvHAVmrM2yFsJujgISSWRXS46VlWalT6RzDJWux57eprUnDVUzq/nipveuGVSZtOmUoVIlpHKy6m89SqaLheWKb869OycYfRYjPh0jhU3nXktoX72/eEfIjmdKK8zjF/Rch0T9X40pZz+mRT1T36Bi3emURYu4KDlEWqOj9E7cRPq5DDjjibwzcORfAzH6CGWX/VJLNN15GNJpMYmHLkw/u4Baq9dy0vPZ+mrvpq8YyMLhxooKyboripjzvQq8kqOiryTQM5P3hqiImDHWZXDfkxUcUTuukJe9dPXdgOV45upjJxA0fOmU+FERSVPrShnWb+bmZo5zE0/j2NyhOknv0XzTe9EzSbQxcjAc89x+3W3v8qY32Px0FXWRZe/i4yW4ar6q+go6yCfT2L5ymqkfEkwdzaEwfY7ig+Tyy3kL8eF/6T2GvXNVyOWM3j04JTZnK6yZvkjyw8xVDvFtqvRa5fPpq28yUii8wKP5Wtra+O9730v4XCY4eFhcrkcixcv5r777iObzc6SxFlcGDgUOkQ0NcO1O2DRqI3ehuV8cP9Rmk56zAkIewi5ugpjZNTcFCuZDMUXj3Dltx7HYv35j4dEEoaYQ+yP93NF/flVrLOAwf1h0pECVpvMyluaaFtxft+tCw2hkRR9u2fI7txJ5Ynn8SztovZPPoa/1smJHdNMzVmOVGFjxfogvuAb32HouRz5/QeQvF7U+nrcd74Nx6WX8KtGoM5JYiZrnr+yO2Np+ekHQC3lS9ne7CebzzHi20jZgQNkdsRJ7djEZGMMq1vDEjlC3VAfFv0A3pphctIRWtIajoNbyESmGJZC9Pu7WbAzijq+i8hMP8XaO2mUV1AxlaJuaCuJSJSI5xoKik7Bm0Qp1JFc+m46L3Lye0vnkRkyONG/k4FwFr8+RjxfjT0xhjc1UYrgU2yEPQEUw8Lqo7B9mZWlKxcw+eJm6rOQd2R4cXozlRUpWsdB7TuBm+tOf85ILsLR8FEm05NMpac4GD6IVbHS4eug098JNg+FhXdj2f1VISt5Be2TzEQUkY7ikVoJn9c855Sb4/khlnhgaAbFth1SMyhje8iv/QRa0/qf4deexa8KhmG8JSqJPp+Pf/3XfzXPz4cLtpI4227+7cKuqV2UzeS4creOP7mfupFBylJnCKLY2OZtYBkZPUd9qNW1oZwcrP95IeaR/r81/98vtIzfBtTP9zPRmzDtUJqXXJi2EPHpLIdfGscdsDP/0mozUnDLA/3m7VUjoxgzU8T2q1SmcljddvNzunxWvEE7bn9JDfhGkXnuefRIBDUYxP/ZP8X6BgjaLwMtS8ppnO83ldU/KwqDg3iLWbwVduyawlJfO82HsxjGXqzRJEtmDCJumZ3L91E/bMEVydExvg3t+rspxNJIy+ZSPHGYopFjwjfNnIYWcqlhJrJBClkNf7CMgquTlGsYvaWNTMc0SsZGe3QhsmHD3WnDl36BHf9XIC1XEmiqY0lrmEm9g9HuKOXjO7DnYsiGSFKRcGaTWLQclaFh5oyCx1LFcM5JQVWoSilUb53i8XlFjtZbmLfc9f+zdxZQcpXnG3/GZd19I5ts3F0IkIQQ3F0DhRYtVv6UUlpaSqEUaIFiRYq7EyxIIIQkhLh7su4+bv/zfMtsNsludG1m3t859+zuzJ3Z0Xuf75XnxamAGlPIrEGaJQ1Vziq4/C6l5SodlaoRaUv9FszCLPV6uI+5G+4xv4a2ZgsMW+bCl9AfWlsZ4LYB1iRsyTgVQ1fNQxl6g/NgPDC088q2nXo+ZlAWPJpZ0O9agADrEXXh6RAQqtjCoCbx3Xffxaeffop33nlH1SUy2xZsDlY+qt39AAWhPbzV1Sodp83rA4vOgkmbAoi3AQafD/G26pZ1ODdObTU7mzsZg+hPOAXD/vRb1YEqdD6pvaJx/DUD1esdqg4ENSV21BTb4WjwwDU2GZU7m+Bo9KjGDd+wiahLjUHMsP4wWJsFocGoQ+aAw7Os0eh10MXHQ9+7Fwy/2Mh0FYclEAsKUP/Y42r2dK+J58EelQ7jRkC3ah2aAlpER8chYGsAjFoMaBwNg3212tcPHwosI9BojIHBUQWL1ozcYi8uen8Z4q48CiuyfoPqCheiYgzIHhSPAu9AbDbnwJqlxawxRmh1Aex40w+Pzw+jswTrNgZQWq9BQG9H7/WfIrpmI6ri+sMTnQ2LvVilYwMBLXxaPfwaL9w6N4xeQOsFKr7+BHl334vCwUsRN38F0GjD9F0GNBh9iDYlqnKWv/z8FxVFPLffuUgwJyDDmwG71w6b1waXz4V6d+vFKdu/0+CPSYNrrwhfab0Tj3y+CXVuE6ZoNyLOasH7TUw9t3ZcbKtWcTdvrW2Ac8R5uGD2RYgK2NQkFqHnYLfbQz6SuGPHDpVqJgyotBaJRESi0CMJ+Hyoe+45VH37JTakuLHiZAtuXxVQB/vWh1WfXo+ANQ7ahuqW23r75SLtzPMQf9FF3fb4I5VQN8tOy4uBvd4Na5wB5hg9Gqtd0Om0SE/1YtwoDfQDzoY+LqZDRLBl+nToe/WGPiO9uVmkC/G6fUooHsrz4Lxmf309nC5g+4pKNBh1SI9ORIw1TdnDmE2NsGRmIuX0s+H9oQw+/VY0RnlQdsZ4ZIzqDVOlEwlDE+BZlAj9zp3Ql9Wg6dtP8PXoRPh0wMhhA5Dd+yRs/akK3oAfVSUOFH+/E7+64mT4RpSpcoaNW+IRa+gHrd4AtxcI7NwCd80uJEbZMMy4Dik1Jc0+qHot/Bymp/dhe4oWTr1fRRIDAR/8Py1H/nkXonzFVjiqy5BQ5IM2WoNVa77CV55VqqzE7XOjuLEYE1InYKtpK5ZXLVez+Tjn+kATaoKoyTRanWpE+a3+WwzKH4BJ27fj9zXHw7dPRLHtQYLbqp14e1kJhsbGYXy/TJnZ3INwu91qC/WJK4yGZmc3uzC0lXULWZEYqpEK4cB4q6pQ9sbL8CxaCEd9Derj/Ljyfw1Ia1UfHiwDZ3QADbUtlzsy0jD0nQ/l8yEcFpZoAwZP2z1xJ2tAHNwOL3LWvIPGpZtgOeZoxFxyyRG9uv6AHzaPDTHGGBgH5Hf5O1WwYCW2/lwLa0YqBs/MU6njg8FfUcHuHXh8HgSq1sIf54Mztw/qJl4BfV05Ehu/gSFeh+h++SioykKtwQv3FGD4sacjxZKionBfFHwB41VTMcicAvvmndgVPwhF/ncRMHnRLyoZFTub0OhogsNgh91aC39infouD5iYhuL19Whq9MKjZ9OQCZoqG/x+ulyoMzbiPW5oAwEEtDroTEZofH5EW+OQ5bWhNFaLdbNSMHm9H/Zv58O5eg2WWouR5m+A0avFpkQtPo3Zhqi6Whg1RugNemV/s7RyKbbUbVGPnenn8WnjcVzOcQf1eqXHmnDbcf3gcmahr+lYuMxxmB3/Fr5c7cJXFYa9IohtzXNpprTehVUL5mLalnVwTr8XiD1w17zQNeKKhLpIpG3Z4sWL1cQVftdYm8iNEVLpbhZ6pA/ip4/dgsSF62DwAR6DH/2LgSjXvvvykKrl8p4fdI0OrgGD0e/ZJ0QgCh0aWUyw7UTjWjtc1dXQrliJqNNPh/YIUkxvvHI79ItWwDLrOJxy+h2d8m5RiC4uX6wiYlMzpir/wiB1q1egujwHVdV1CBjKMOms3vu/L38AjgY3tAajet66xgJkls2DzrAWPu9t0Bp0CMQmoHa7G7pdO1FZ9Dgqss9EQlRfjBwxDomWWHU/m+s24/PCz6HT6BBz0tVozNHDrKvGjd/HQGfXwRw1FAnjLKhLLUa1swrFWeuQk52Ows3VSElJwICJqVj7XSncDp+KhOZbdsDgboJXb0VZ2jhYfXXwNFTAb2DdXgBNplQ447ORg/VIyE5B1YWnYtOjz6D/jl3QlZZioDGAyoQ46HRxaMxIxOReeYgzxqmaQ0YMc2NysapmlYocJkUlKd/Es/LOOqT3ISueApxbs336gsSzUaalbc5uP8f9+yZyQRzAwtoE/MaxEJYP5sBx4cdqrKjQ/f6CJNRrEpky3759Ox5//HE1ko8dzexwZpTU6/WGbiRRCM9usUc/fh7eGgdG6gIqlZzUqIHF7UVZogYmuxmwuVVNoi64BuekLZMZSZdegoRrrxWBeARIM9i+eLdtQ8Pzz8GzZSuPpvCWlMC9YQPM48cf1mvstHkQ/3Uh0ord2Bq7CDgdncKuxl14e+vbyuMv3hSPkckjW67rP9wEp6MYtbp8NU3lQGxeXIHiDfXIHpiJvjfdBNfH38D47Q+IDQyADSYkFs5Dwk/vqpnoXp0e9kAysmrfQ5SrEr6UQjTo/SjKsqBeY8epP9rQlJ2EgRN8cB/fC1aXCc4N2aitbETxilr4Y2owWuPHzsokRLuPQpOjDKtry5Ca6sCok7JRuKwQjrpy2KKtqCjxIM2SiPqYXGzpczQMfj1iG0qRXLUGeq8NVkcVauMH4YfcgUivXwLd3f9GRcxQxMWWI7WuBkZ/ALVxmbBnnYBx4yZg/Kje6jvAxhVWUmZaM5VQZBSRorFf/JGPw0uKNiIt1gKn14+tVa19RPeXGdOgUpeCVYE8jHfVAj63iMQeIq6sVuth2ar1JAoKCnDrrbfi/vvvV36JNND2eDxqo1AMWZEo6ebwweFx4Km1T6Hq868x7QcrbKYkpNTtQJSLqSUTmmJTYB80FijcBWd5PfyuBhg9DfBHGWDOzkXyDTciaqrYQggdD0fUaYzNQkpjMkGfmQlD/uGniEs3N8CXchJqAsuQeexodBaJpkQ1Jo+RxDRr2h7XaSaegaj8Deij74Ok+Ph272PHympUFdrgcfngbPLA1uCFYUpv1AyahU27cuFENKLK6zB429fwe+0IQIfqpMGwm5KQU/I9AhodHEtXoKFkF2oM0aiL9qJfVSV0gXIU/Hg/cm67HXFDRsN0za9RNr8I2F4H+7tvI6ViDaI0MfD3OwdpjlyYEk3Qm3QoWFGFhB/eRLqtAsuNmdiUOh6O4efDm65Dk6YaCYW9kFSzHukVS9VMZy46NT4P0ioMiGsoh0evQWP//vj2mOMwfcE7SKzxw+/fhc96FcFQ3Rurf9ThV5NzkBGV0fIa0A+xIxmSEYO7T+yPbVU2XPfGGji8rdvv1Luzz20yTG6MjqpFVsYwuIbOAEyhnd4Mp0hiFI8PIV76xuhhRkaGeh7JraYsBQlZkSiEB06vEzd9fxNWli/Dw595kbZX46DHGoeNA8+CU5OhrDe0MfEoHHoc+o5NxajRRhiyMqFP2/MkKAgdhT4jAwl3/B/cmzYhUN8A85TJ0MY2p08Ph/g0C+JHTUFMygwMn9F5tWVxpjjcOuJWBBCASbdntPDjXZ+oySHDkobhN0m/afP2Pq8fu1bXoqHSgT6jkpA9IB5JWc33E5VohjcqERq3H1EpZrgz8oCqWtgtadgw4BIM3vCi0jwBsxm+CdNR+/m3aLDmoDrOiRjHWiQ0+OCu0mFDzWYchdEwDxyAAewS/e4NeOpt0MeYYIyKgjZggLdJhxqnDT6PH0ZDFPQaD7R+L5Lrk6BJj0MgIQUDRiTDuLoatXDCrzWo61mn6NOaYHbXweIBvMZolGXoUdunD5Jro2FwmxHQeGD0uVCX4EOgHthQ1gSX1w+z4cgssw5EYpQRO6sdSI01YVfNgaYSBWD21OFe1wMweUfC2Vd8WnsKtjCwvyHsbG49hm/vBhYRiUK3wZX+Zzs/w4rKFbC6/Ehq2L2O5kdVHxMH2/RL4QmkQevUoWjYWYBPg6yBcRh7Xj8YzfLxFTofXVISLJMnd8h90YB7ynl96dLS6REIGj/vD84kbg9m0Hqn2VATbUHOkAQYVnwP56vzoT3hBPitg5UXpjlKj2kX94Nj9KUovrsMAa8PsU0FKOx3IrS1yYidNh4xE8egZG0l/A1ARl0jivpMRbmzlxqf2cszQP0vRiq3fLcLRrtbdXo3jT8Bmoxs+BfbAE8Afg9QW+qA3qjFwGt/g8qft8Jg7YVkHyuS/bDXueGxNZ/cGpL6I1D2AwJeoDptGBJjfTDFR8MxZTqixsci5n0NbA0+bB9wJjyWeVgxPhG5mIpyvQETesd1ukAMUmlzQwctdPChuXim+R3Zk1/mefut+Lf/XNwa71FV2ELPEomaI/weU6TdcMMN+Pjjj1Xq+qyzzsK///3v/TbEsG6QKeI33nhD1Q8ef/zxeOKJJ5DWKmBy4403YuHChVi7di0GDRqElStXtnlfN910EyZNmrSHOGQtIsf10R4nZM+yoR7ijXQ4bWJb6Tq8u+gZ6OFHRm0sPIY66N3NAtE5fjDqx92EHdv8iI0xIH9qKtLzYpUHX3J2NLQ6OVgKoUlX+XZ6i4vht9th6Ndvj+PlqX1OxZDEIarerj2c332HqE/eR2xuLmwTLoV51Sp4duyAe906ZF/KE0pA1TM2Vjthzs6BZdhA1O6ogSsmBV5rEram90WiMQqjVixA2qbPkFFXA03Ah7SGTKzJGwG/3oSatV5sMlfA6m+A/5vP4Hb5UJUxCRV1adA2eKHR7Okd6GzyImlkPrSpaaj6rkyNSYxKMKG6yA6P2w/25ugGDoKhKAa+mmpoLWbUnnsBYqMSEJ8bD3vMNsTZP0T/nTXQTD8ZpcfnYazbiwWrYmHS+5Bg7dxmkKW76rCrxoFj85MwtW8C3vi5BLUOM2odzc13bRNAolmHKlMOAg0LoK1YA3/6iE59nEL7bN68Geeccw6mT5+uom8m06EZ6LfFRRddhNLSUsybN0/VAc6ZMwdXX301XnvttXZvc/PNN2Pu3Ll4++23VSfy9ddfjzPPPFOJwtZwHvOSJUuwevXqdgM1v/nN7mwCG1i4LV26VJlrr1u3LnRFohCauDZuRMXi77Bx4UdAcTmubfJC77die9YwFKXWIKu6FD6DDxVNxfB5t0FvyIM5yoD8CWmwxkpHnyAcDL6qKtQ99hi8tibUnz8LfSbOboksMv08OHHwfm/vdzgRcDpQsHEzVj35MZLjYnHUqafAMmUKDNEG9BuXgqINdVj9dSn0Jg2q4k6Eow9NTLWAy69OPul50di5QgeDLgpGXRO0ATeafDYYPEUIxOTD4/SjaH0dhow0wmDRI6A1I21YBsq2B+CyeRCTZIatzg2dTqOiiJY4A+rLHVjxWZG6PDHTithkk0qL+z0BGMw66FwO6PP6qokqZdEmFK4uQrzDg5jEBqwe9zmG7/geFpcRWTHVGNn7AvVcB0Y1oKzRhSl9O29KkMPjw+s/l6Cw1gG9VoPTR6Tj9OFp+HBNOVYX1cMV9PTag2ZbnGuPysKonV9AH/DAw6YVodvIycnBAw88gG+++UaJqIqKCkyePBmzZs1S2/jx46HXH7ys2rBhAz7//HMlysaOHasue+yxx3DiiSfin//8JzIz9y1JYYTvueeeUyKSYpW88MILKlpIK5uJEyeqyx599FH1s7Kysl2RyMXjzp07sXz5cixbtkyJYP4cNmwYVqxYgY8++khEotC1FDzyAFwrViDdDxh9gFaNPHWgf/EuVKXnQ6erhNbvhD5gQvwgPfqN7Q1rrAGWmPbGWQmC0CYBoNBWhHnb38OwLI2ycDlYrNOPhTY5CY6nn8OIpXOh0/ngnTQOulOa74NRRd+GQtRXRMPtCiDg8zcLxF8wWHQoMm3HZq8JsaMvgLapCKklW5Bcuwl9a+Yi5eJJqKnWqrR1TF483Ndch/gkLXT5ufjpzUXwbrfC7DNgyrl9lSBkh7XJrFcTbmiBw5NbdKJJjYFkvaLepIWvyYbEn99EjbcetWn5qLPkADY9HH4nPC4bxqSMRdH0cuTXp8E8dUrLYx2WFYthnfwRMum1GJgWpWRf3+Tmmdn1Ti9sLp9Kcbt+qQVrizc3enDCidfA7bXBnyZRxO7EYrFg9uzZasvNzVVi8YILLsCXX36pLGQYCaRw+8Mf/tAi+vbHokWLEB8fv8e+M2fOVGlnRgDPOOOMfW5DEcf/w/2CDBw4UD0e3l9QJB4s11xzDWpra5UwPPXUU1XaOiUlBUlJSTAYDKErEiXdHHpsqliH1ZUrMdgPmDy7Zwz4dHrUJmagLDUHce46JA/vjT5nTUXvEdNC3l5AELoDf2IcCi48Gl9vrsPy6EokNhUf0u01ZjPM48Yh++OPYC8vglmnh7+2Bv7GRjV5pf6ppxEoqoYlehrssQOh0we/zYBO60NG33gUVVSgNGkTimKARHc6or1DYfLWInVALyQNT0Uvs1kdx5d+VIDCdR7EppiRkrINC3PfQ7Z9DOK0I1SkkGbmzCJQFHq9PvQengCfL4B+45OxRkUyteg3NhkFS4ugXetFwONBQuFWWEw7sWBiLsqs2YhxJyFt2UDMOffhfUYSltQ78eHqcvRNsmDWoJROObdoNRqM7x2PJTvr8OKSIvzpxP6Is+iRYDUgN8GCLzZUtjOYD1hb0oha61DEW2Wh3NMscFJSUlRKlxtNqRl9Y9o42AhyIMrKaO+UusdljEQmJiaq69q7jdFoVOKyNaxHbO82+6O8vFxFLM877zwMHz5cPadg3SPrIkNWJAqhA08qVaU78OOff4XsxgAKkoHUeiDKyQ5EnpG8cMYVomTYKCQedSVGnjIW5mg5IArC4bKobBHerP8EVbG18Pi8WFi2EN6AF5f2vwQxptiDEkLcp+jciVjeuwx9DBmYMexM6DIzEaCJsMkEQ4wFOqtVpQPcWi+MViMMjfXov+tT6EpNsOSfgpH5E7A8aT5Ma2Jgi03GzrgMlMbGIe3WR5BgdSH95qtVANLt9KG+0onUHQkYHDMUZm0adG4Tyrc3Im9sCpJyolC6uR6r55Uq4TjpnD6w1TL1qoHZalBNbOaUeJSNOgso3oXMkoWw+G0YWxTAprgoOK0xsNkcqmt7b5HIWsGvN1ZhY7wZU/ISEW3qnNPi5nKb6qDm68r/d+rwdIzMjlNCcUVhHcqb2JiyL5P6xitBKfTs7matVosxY8ao7Y477lBp6QOlmnsCzz//PF5++WX8/ve/V9HIqVOnqkgpPRIpROWTJ3Qq7kYbfr7919CsX48Bfj+SmjgdRYvinHwsyY3F0DU/IaEpALPXgasvOQtJ0c2rGEEQDp8oQxSseisyozKVDU6loxIVG1eg6rVtCPQdjNg5c6A5iNqpQosdP/fxoTbWhBNGjlQCZ8cWF4rST0Z6v3rkDRqEzQuWILY0Ez63H/GeaphtlfDbtPAWV8DRmIWRcSdBU1uJvhvfhFdrRFnuNKQVbIVb74Jn+3YMO3Yiyrc1oqbMjlUflaNX5lFIzKQobMDWZVUo3dqAjP5x2LmqFrZ6N+LTLc1zkXUa1YXtdvmx/vsyNNW6obemwJtiRqBqKayNxbCsWwRdUgG+Pnkqzp49CcY2xNawjBiMTtehX0Ysooyd1918TH4SvtlcreoTcxOt0Gk16JVowbqSRkzNS8Ta0gZsqnDsc7sGp18yZz3UJzG6nQ5kdh5ffvnl+7193759kZ6eruoaW8POYnY887q24OUUcHV1dXtEExkRbO82+2PkyJFqq6qqwv/+9z9V3/jf//5XXbdx40YRiULnUdVUiaXX/A791q6DJhCAWwdo/Dywa+E2ZKEhdTh+Hr8TCTVN6H3F1SIQewDKgFicA0Ke0cmjkW5NR6whVjWszN01F4mLNsJatBEe10b4GxqgS9zdqMHJLDTeprhszczsmUgwJaBf3O4OaXYTG5d+BU/VFlSkjUFi7liwtNjoqlc1JEWpE+H162G3poNXuOoCiK+rhclRoyaX6M16aI8+HpZYD0wjR8Kn06rPHW1rSFO1G/njUlC5swm2Gheaql2oLXPAaNYhPtWCIUengw+Fo/mGzshAXakDKz4vQsAfQO+RCUjgcWZ1GbT2RmjgR0p9AcaPiEF6TvNovL3Jr/kWf/G8Db97BNyaWzrtPUmNMeGxc4fA7vYhzrI7U7K0oB4rihuRFWdqUyQ2j/YTemIkMXWvVHEQpmyDadv9QesZij3WGTICSVjnyNT1hAkT2rwN92Ot4Ndff63scsimTZvU5JSglc2hQG9E/j8aad92221q++STT1RzzCWXXBK6IlFOZD2XRlcj7vvgBuwsXIPbt5qhpbMtay18QH10LGxJOdg8Yzj8KQ047/gXkBaVtsdsWUEQjvz4mBWV1fL3mX3PhC+xDg7TV9ClpkGbkLCHof1/1v4Hta5aXD7wciUIgyTqzDguYxqgb7b6oJhj/aHO3QCdxw6towEWvRkBTymGrHkKJncjGqKyUZM4SFnecAoLi+3qY3ujOGsafFojYkcNwJALmyeZFKypRX1lObKHJKCx2q2EXmqfaCUK2dEclxaDhgqnmh9NC6zsQfHKV3HX2lpsWVwJrQ4qFe3hPGdvAAVr6uCzVCHWZ4DBFA29xgdrfAymuXu1/2LZKqF1VCPQWMInyBev0z5+Bp0WcZY9091T+iagwenByOzY5vpDx55NLAlWPWwuL6I6KQ0uHH5NYtQRmmmzI5mp3auuugpPPfWUakihnc3555/f0tlcXFyMGTNm4KWXXlLd07S8ufLKK3HLLbeo2sXY2Fjls0iB2LppZevWrSrayTpFh8PR4pM4ePBgVdMYhN6Irc2zycknn6y2oqKi0BWJRGbN9kwe+PAmjHpzJU6sZYOKrWV0PQ+NTpMRn1wah7+fcaGaj7r3NAhBEI4MRgR/KPsBFp0FE9MmtiyonbDANfEEZR3TepHd6GlEub0cDe4G9TMoEjU122D68SEEzHFwTfsDYIyG3xdA0YZ6uNNnIC6+GPUxvRDlqIDXXQ+91wWt14VoWwm0AR/q4vujKSYXJqsOLjtQkToGOoMGQ4Y2RzBLNtVhyQc74fMGkNEvBml9YxCbakJNoR2FhXXKN5HXDTkmA45GD/qOSsLWpZUo3dKouqIdTR7Y691orHVBb9bB2+RFU40Lm30WZKRMgNkcwLCT8qCx22Ec1nb/8rwNlfhy+2icmpONacP7d6pAbI/+qVHon9pH/X7a8DT8b0nJHtfP31KDmQNTVP2i0LMiiTExMUd8P6+++qoShhSCQTPtoH0NoXBkpJCiNMgjjzzSsm9rM+3W/OpXv8J3333X8veoUaPUTxpk9+7duyW1TQscNtqwYYYbBSPvmz+Zvg5pkSj0LOzFhVh1+dm4sMoFAx0xWl3nZ+JHp4c9aShOTrkYBp00pghCZ7CmZg3e2fYOzDozslxWJK3cCWT3xvJN0XDavBgyLR2ZA3YLjhRLCs7vfz7qXHUYkzIGjoUL4dm8GTFDEqBpKgc8NmgcNQgYo6HTa1XjSElNAiqM8UiqXo2sogWwm5Kxue8ZiLaXQO92wGu0wm5NUwbXOUMTMGBKKjYuKIfBpFNm+IQ1hAE/4GVkcHWdOmAk1FmRlG1VEcuGSic0NO1OMiFvTPNM2eYpxwHEJJvQVOdEXZkPbrsP0Ul6ZA6IRfnWBvj8BpRkH42cYQmIPWt3VLQtlhXWY3O1B8sS++Go+OYTZ1fBhpkVRQ2YOSAZHp8fi3bUQd/GkACn249+KaE//i3csHXQWD5GA/dnnE1Bx+9Dayjq/vOf/6itPebPn3/A/71r1y4lNLOzs5VAtFqtzR3Ner2y+1Hi8RCfjyC0icfrxqorz0VqhWuf6/jxLkqfiLJh42GMH4q4ms4zrRWESIe1iKmWVBVJtC5Zh8YP5kKX2wsYclnzwq2NYNnolNHqZ8DlQvWHH8FbWABt7JkwjJ6DgCkOgdgcdb3H7VN2NDSuZoRD62uC2VsLg8+GwvSpqEoduefYPy9QV+6As8EDl92LmlIHmuoKMHJWFnKHJqCuwoGtiytVhJIHiqQsCyac2UulnXcsr1Fp5sSs3SfiQVPTkdkvTkUkC9bUqMAfjy9+nwb545NRVWCDz+uDNcGIEccdeDb2acPTkRFrxqS+bdcrHiza6q3Qb/wAvvSR8OXt9q/bH++tLMP6sibQPYiTWL7eVA2TYd83p8HlQVGdEwPT2h/TJnSPSIzez+i8UIAicNq0aSpqyIgkJ6z88MMPOOaYY1SKmt/xkBaJkm7uGewq34L/e/0a/KFq32kAqrpGY4AjKh2BhIEYMCUTmfl7+jsJgtBxsBbxjlF3QKfVwY81aMxdDcPA/kiY5kd0IAEZubFt3o6m1F6/DuaJE+COjYU2fyi8+YNari/b1oCNC8tRVWhTE1G8fh90jXXQ2OthCOiQVrkcRcajYXJWwxadg4BWB40Oyv9wzTelquFFZXMDAdSVOdBYxUhhcxkgf0nMtGDcabnQMZqmA/pP2Lfwn80rKb2Z9vajz5hkVO+yQWvUIiMvBok50UjtzWipB4OmpCM+zXLA12pQerTajhRdwQLot3wKbc1W+PocAxVC3Q/1Dg8GpUep5z0iOxabKmzw+v3wufcVif4A8MPWGhGJPYhAINAhNYndTVZWlprwEoRj/Zj6ZvNMkJAWiUL38+W8p6F94Enc2WCAybNnwbVDa4L7kjPhLzegzj8SBo0R6Xlxyt5CEITOw8xmkkAAxZa+8J59E3albMJ7hU8h3ZKOW3NuhRHNheuM2LG2Tws/Nt//IlBfi+zrL0ZJwiRULm/CAGN9S2q6ZFM9akvscDZ54Oe0JGgR5axjZTF8ejMao3PRd8fHsDgqUZI5VdUgMp1cvr1BmUmz4YVNKX1GJaG+woHiDfXw+9kTo0VMjAFHXZQHw0E2Z3B2+9CjM1r+djS6sfyzIqU4RxyXjaxW6fSuwJc5TkUTfVljDygQv9tSjacW7EKN3YNp/RJRa/egtN6F7HgzhmbG4LP1lbC7/bvv2xdATqJ0OPc0mpqaOqQmsbthXSI7nDmHms0uwQEWvIyBOBGJwmHz/WsPIuPhV2H1MOWz2wiWgQG3zghb396wm4+FOy8aWdEGNV6PUQWh56F858T6JmSpKmyCvd6DzPxYBMqK4dmyBa7cwdi4sAFejx8YpYE/4EdMUS0aPv4bTHn9EH3RRdi8pArFG+qQFmOHceNSaB1NsK8YgVrko6nGjYYqZ4tIZHqY3+3SLfWoKaJViwaFOTNUg0pdXF94jHFIqlmrzLGNUXpoDYDfA9hqPODY6JTcGIw9OVcdA9iAQsP8hAwL4lItKgIYk3x4xwaK3J8+KEDFziZYYwwIMHXdxfjThsKV9reD2pepZW70S1xRWI/hmTHKM3FAWgwuHZ+NzRU2rClpatmfT0el7oWwrEnsbigKgzWPjY2NLc8p2PEsIlE4LHY8eC/SXn8HulbBQ/6q0ZlQmzsGxosvRP/RA7B0XqU6aA85KgPJOaFdvyEIPRE2o6z9phSOpmajwZgPX4F70yYYZxyHqISp8NFPsN8Y5GiTkLRgLXxbP4aryY6o00+HrdYFe4MHjuQ4JI6fCE1DDVKnj4HFF6X8BzPyd6emWS9o/P4DpG9ahnXuQSiLHwmHNVVtQQoHnoqMZBds2jRoa33w/zJszhxlwIDJqaoJhbARJTM/DuYYA7TaIxNALpsXHrdfLUJzhyUgo3/b6fSuwOsPoKLRhbQYkxJ+bTFzQBK+3FCJkjoHMmOMykg7I96sIomFtU71inEoDLU9UQNi9mpcEHpGujk6xGsSgyIxGD1kVDGhlT1WyItEiXx0Pd7KSlQ9/xJ8b7wH/S8HsWBipCktCdVDL0dRoC+MK/RIGarHqONzVPF5Unbor7gEoSdiMGphiTUqcWGJNUCXmQFdVRVMmemYMD1XpXw5ii4eQ+Cbkga7zQddRgZsH32E3JpGJI4/AYiKwdaKo2DK1SMrLhFJFj2SfmkY8dvtcC1eAo3VAue382nAhl7mQjSYMlUHc2vsgWjsqI2G0QxEJZig0WpgtGqVSGRnNP8m/GmN2+3VdiTEpZoxeFoaHA0e9BqeuM/Yva7k7eUlWLC1BtP6J+H8MZnw+QOobHIhJXq3aNxSaYfW74HG1YCykkp8ttKMC6fkq+soMDeWNcG7O9usxOJn6ytwTH4yjHqZZd8TcLlcSlCFerr5888/x8cff6xqE9lF/dlnn6lpLwsWLFDpZ5ndLBwS5ZvWo/LuO2DeVKgmqBBVc643wZaej7V9L4PH11ws7mzyorqwCSOOa+6KFAShc6AoGntyjuo8phgLXHIJ/HV10CYlqYV0RWEjCtbWIXtgHFJTjYDJjIbNxXAt+B5emwOWnEHYnGXFjvpqJGuSEAjsaTzt/GEhmt54Ax5rAirMAxBnrobLZ0BGyUJUpI1FY0zuHvv7vYDBrMX0K/qrucrrF5Rh58oaFKytVWbYnUHhulrln1hf7sDoEw//mLOquAHvryzFhN4JOGFI29M09kdpvRPlDS5UNDjV3+/+uA7ztzXgqMG5uGBctrqMc5hjdW7sZL2m24Tahnpllj13XQWW7arbQyAS9vGYDPrusHAU9pNqJqEeSeSUFgpDPo/a2lplgcORfyeccIISwVKTKBx0aH3rB5+h9unnkFRasMd1Pp0FdUNnYV3SLFXMHiQ60Yj8SXtGGQRB6DyhGIygcSazLrnZV5DTSXasqEbp1kbVvRwbtw31b7+PeqcJNaZswADYt1hRWFCNWk8t3KmVMFnHtdxvvase7ngzNPEJqKoxY2vyGPQyFyOmfgeSq9cgoNHuIRITc8yITbIiZ0g8Yn5ptqAw5P/m/OXOgH6LxevrVW0iO6iPhOUckVfUCKcncMgikcdJm9uvurNzEiyAoxY1G75DXUMqKoq9wC8ikabYN8wahn/NXYZKlxb9cnOxsqgebywrhc/7y2zCX0i06HDcoBTccEwfNa1F6DkiUaPRKFEVynC+9KWXXqqscII1idxofRPcJN0s7Be/04mi+/8C38dfIMm7V/eyORmrRlwHhyX1F6+bZsadmosRMySCGGpI+UZ4QBPqks31arLKtmVVqC93IjHdohpPDPo+yo6qPmDFzuzZCOh0iPEbYa1JgsEdh8QqIxaU/IDN9ZswMnoMPt71MUzlCZg47Cx4mqJg3rgBFluFalqxWdNRmzhwj//ttvkx+pJsRCfsnqTEUpPOLDepLbU31/GZdRg07dCjf61ht7HL61cj8g4VWtXwtgYdm4RUTh0XpOzAEGMpBg8+aY99B2TE4VezxqCyyY3EKD1+9/5G1Ng8qv5Q2QJR+APIiLfgpKFpe8x6FnpO04omhMO7XNRwPB+fy+LFi5UvIk21+/dvHpkZJKRFotC5eBsaUHjSyQg0NDDg0IKGha7HHoeN8afDVe9XRYl6g1Z1Kg6fnok+I47sQC10D3u7+guhBaN1lbuaULi+Rs0wtsaboNdr0FTrQkKmFen9YlDv9uPb48bBuCMVFo9RpYOHHJuOyh1NyrcwZ0ACXil4DBUVtdAW5iDBOwh6uxnFdj2Meh/c5hyUpY1XIqYqeQS8xj3TbT6vX81RxpF5Ux8SbHyJTTbDEmNAWt8ja1rJS4lS2+HAmsNfT83FjmoHxuTEAiY94mfehqOd9fAnNdcctmZMbnNk9Z5PN6Pa1uwOQecbxgujTVo1ZSUr3oyMOBld2hPtb6JCXCSqUpSKCtx5550q5ez3+1WN5b333otzzjmn5bmJSBTapLqpEsUXnI+ohoY9zBd80KDmpv9i4OxB8D2zHgazF2m9YzFgUhqyBiQosSgIQteza3UNNi+pVI0qnHlMP0NayzTWuNVMY5fdh232bVgbvQQDAsfCFIhW9jN9Ryah35gU1WBGwTV512RsbipEojYFsdoEOOyA3wU4XV7Q16YsfSL6bv8QyZtfx67cWWiMba5hpD1g/qRUxGcc2MS6I9EbmxeovUcmwmBstu3oDvyBAKqa3EiLMSLqF7/HQHS62vZHesyeDTzNJYkaXD21F8b1iodJmlV6HLYwsb95/PHH1fi+Cy64AIMHD8abb76J3/3ud+r3oUOHqsBBSJ/RQ1nF93RKL5uDqKLqlr/5SrtgxOqh12DbFh+qi22q9iY63oyxJ/dCr6FJIhAFoRvRGbXwuv1w2T1IoF1Nqg85I2PRe0QCcocnwGTVYUD8AIwtnY2Y+hR4bAHY6pzYXLkVLp+rxYrmpF4n4cK+FyIhNgZauwkBN4+1v+RA+X98LlicVTC56tTPIEwpD5+R2aXHZUYuV35ejC0/VWLjD0yDdx+rihqUSfZ/vt+FkvrmxpX24Ml3dXEDft5Vh6P7J8G6V7iGaeuVRXsu0IWegy0M0s3kk08+wXXXXYd//vOfuOKKK/DFF18oa5/i4uKWz6lEEoUW/A4HbN9/D9f69bBuLQqeEwCjCe7TLsfPjSOVH1mffrHI6BcH2wQXohNNSEgP7eJdQQgHcockYOeqGlQX2lBaUYmK6AJU2dfhshMvVtdX2CtQbCtGfloetm6rVtNOqmvr8OOP36P/4ExcPvDylvtiuppzkOlSoGA44ZeuW6/BioKcmbA4a1CbNlh1MidmWDH5vN5dftLU6jRqYgtxO/ds+uhqrEYdTAYdLAbtAaN/ywrqcceHG+HxBXDn8Xm4dWY/PLOwAHa3r2VM4bwNlaBuv3xijrpvoedgC5NIYmlpKSZOnLjHZfHx8Sr1TOifKCJRUPjsdpRe/Wu4162DOnv8Ej2EyYrtJ98Nf1ovTJiRoFI7fUenqJPB8BnN3XqCIHQ/9B4cODkN236uxNbNDbA0xMPTUAu3w4sdq6vxceX72GFZi2l158Js0kLntcEUVYyfosvh9CXC4/dgZdVKJJmTkJgdi4J1tdAZNcq1gLY2rWmI6wtbSh4mnN4L2YPjlfVOtzxnjQbjT++Fks0NSOnVvSftAWnRuGNWnhKISVFGJfhWFdWj1uHF0f0SW1LQZOG2GtW0Qt5eXopJfZhW1qDO7keUUQNvAChrcOG7LTUYkhGjoo1Cz6tJDHUYNfzhhx+a08parfJLrK+vV16JtMTh1JWQFomhHurtSTR++CHca9fudvbX66HNyIDlr/9GYJkLJosOvUckw7R3XkQQhB4B5zCzrjAh24qYnbEwa8yYmDsO678vw8YfK5BgyAcSouCzGWAx2jEgYS7S+3uQNupX6BfbD4vLFuP1ra8j0ZSIa7NvgtGiUxY6v6wZ9yEpm80wsd1eZsKmFW49gcy45sdR2ejC3Z9sxpqSRqTEGFVTy/GDUlr2s7lZ3d3cEb2+tBEbyxrR4GqeT+N1BJCVYIJeq0GvREuznY7Q4yKJ0SHukUj69OmDV155Be+9915zalmvV/6IDz/8MJ577jkYDIbQFolCx+HavKVFIOr69UPaY4/CmJYGrU6HyX1c0DOVIgJREHosNSV2rP2mBLVlDvi9AcQkW2HWWFBf2QCfxweLLxZRtbGIjbeiJqMUHwYKYUwchJtSxqjbRxujEaWPQrQhGnqtQYlOj9PXXIsYXDy2Wphzwsnid3ciNsWCsafkHPF4vZ4Am080HRCAYAPLpgqbEoOxHh/izbtPtV6fH3kpVqTHmlBr96j6Q05V4Sus1wD5aVG4dlpv9E+JQnK0Uaas9NAIXFQYRBL/8Y9/qIghJ8jQAoebz+dTIpi/01hbRKKgsIweBdfKldDGxSL13nthzMxseWWi4sWCIRKQyHxow8if2+VT0T+T1YDcwfFY/mkxmupciEk2oanWA61Pi97DE5DQPxPrdw3C2NSxLbcfmTQS6SPTEWuIhXZbCXJ3fI5d7mzYLanos/Mz+LV6FPQ/Ee5Ac2SLaWgKRS4eKShVAV0Iw2krr/5UjKGZMbhkfNYRfR8GpEdjQu94bKmwqfTz2ytKkRFnVvWK98zdjEU769TIPr5kLF+k9Q3h2L37Th142DY8Qtelm6PDIJI4a9asA+4jIlFQxJx0EqzjxkHHUV4GMW4VhFCjttShjLR9noASbcm5UVg5r0RZ4mgSDNBqNGq2c/+JqTAYMzA6dRSM2t32KxRFGdYM9XvDjwsQv2MR3NpslKZPQpStBNDpEFu5CQa3DXVJ+cjoNxAZ+XFqxjPnMoc6m8tt2FplU+KNc5cNOqjGksOZl8zX+i8n5+PJ73fi9Z9LUGVzq5F9C7bVYH15k/ofvgDUxiCtWa+B0xtQ/7PW0eyZKPRcbDYb4uI6Z4JQTyOkRaJEPjrwtWQXU/r+/bwEQei5MKpHQ20Sk2SCwapX3b9MocanW1CvrUGBdSM2N2owJGkITLr2MwSG4SNQM3c1qqMHqrF7NNDWW41IqNiM+PotsHhq0G/CUUjtFYNwgPVYNXY3zHotJvaJV8Lw3ZWlWLitFqePSFeTWA4G3ubnXfU4b0wmGpxefLimAnaPHya9T0UR15c2Icqox+icOCzYUg27tzm9PSIrBkadFlP6JWFE1pEZggtdk27OysqKiJc65Jd/IhQFQb5LAhCVYIAl2sBpcKgsbML8/21F37HJGDYzE/kTU1DsLsKGwEosq1p24OPqoOHYPupyVKaOgV9nRNPQYxBz+klojM2Bw5ICR1yOasYIdZweH4rrnKoucFO5DU6vX0X5/re4EG/+XIKtlTbVVHIwUIwv3lGHjWVNWFvSgGqbWzWf0L5mdG4c+qZEYVROrJqi4vYG1GVWg1bVci4taMD6chuOH5QsM5pDJJJoDfG5zRERSRQEQRCA+koHFr+7C45Gj0ovE3u9B9WFTZg+Jx8/fVCA5KpesBjMmJS257zltnDZPKpTmmEuis74rCjEp1mxMWuSEo4Zw1KR2InzmLsCirrHv9uJ7VV2nD0qA2eNTMfmChtyEyx4fnGRSgNPzUvACUNSDzrFfO7oDKwtaVSWNfEWA6JNOhWJGZYVC5vLh+uP7o0/zd2MNcWNatxeZrwZFY0u+D1+xJp0IhBDBFuYdDcfDCISBUEQQpz6CiecNq8SNnqTRo3lo1iMSzFj7Tel6vqkxFhMP3oQ0uJjDjjF5NP/bIDH3qw2eX8mi17VHqb0iobfF8DEs3qFfBaHGrjW7kW9s3k7Y0Q6puQlNkcVK2xocvtwybhMxFv3HJu3PzhGj1uQ4wamwOsP4OGvt6OgxoELx2XinFEZ6rJoow7H5icjI84Ip9uH4VmxiLNIPXgoYBORGDrwQMV6EkEQjgx+j2h/QFNVIbSgkXRcmlk1ryi3PQYBNc3OBExnWmMN6DMqEWl9mwWi1+/FN0XfKAPtmTkz96hPrCu3twhEktYnFr2GJSIhw4pjLusPnV6jLLFCHaaCfz01FztrHBiTs7sOkN3II7Nj8cpPxXhzeSmunpJ7yIJ4U3kTauwe9ZMCkMbYdQ4Pqm0e5CVHoY4G51V2jO+dgKl5YpQdatjDxALnYJBIoiAILQKRP+mNRaEY3ISeT2OVC7Yalxqd53c1j6vjRnuaAZNTYatzIyZpt+H0joYd+GTXJ/AGvMiJycHwpOEt16luaB0Q8AEJWWZMvzy/5bpw80rNTbSobW92VjtQUOtQv7t9ATUN5WApb3DiL59uUTWJUUYdok16nDYiDRWNbpWCXlZYj4xYE9JjjBiQFhlCI5wIBAISSRQEIbIOenTZJxzDxL9bX8YoCsVi8KfQ8+BUFbfjl3mremDIMenQBKAEIqN+cal7CqF0azr6xPaB2+dGdtSe4zXj0iwYPiNTzUIeMTMyOjj3Zlr/5m7mPsmWA85h3putFXaU1Dc3w/RNtmJwRoyqS3xreSm8/mIkWw2od3qUgbbD48MfT8iX2cwh6JMYExMenf0HIuSXhaFeFyMI3UVQDHKYO3+qOZ365kMCLwtGFoO/B5EoY8+CNYTl23d34Kb1iVEib3/ehTHGGPx2+G/V71p2prTCYNRhxHGRKQ6DcPbyGSMP3RJsdXEDXltWgjizHlkJZlw+MQdjc+Pw1rISJRq9fr+qdaxq8jLoq2YzXzDWpuoRhdBKN0dL44ogCOFKUPxxI8FIYZDWqeagiKRQDN5m79tJlLH7YFo5pXc0KnY0qZrDUbOzD8rcem9xGKnws71oR/MElMl9E47I2ofeiIwO5iZZEGPS4X+Li1Brd2N1SSMSrHp4/UCCWQuPz48Gp0/VPuYlR4aVSrilm6OkJlEQhHCvPyQHSiEHr2ekkQQji0HxGBSMkpbuHvi69xoZD3fAhX4TkhGftm+NXRC+X2qUXpQ+LKakdARbK+14aUmREolxFv0RRfU4iq/R6VXp47lrK9Dk8qKswa2aWNi5HGvSK5/Eu0amq3rF3kkiEEMNh8OhjnmSbhYEIawjiHtHDw+W/UUZJS3dPSxasRq2QqDOXIHzB85ocx9/wI9353+BhtVa9MvNxbTTBkITBobYR0qC1YDEKIMSicnRB293Y3N58XNBvWp86fOL2GMX85cbqlRn+TmjM5TXZFqsSc1oTo81qUilUa9TndVCaGKz2dRPSTeHCFKTKAgHR2sxd7gC8VCjjNL80nk01rhQVdCE1N4xaOpdjDJfAwy57dup1LvrsblsO2Ibc1FeXa3eI5029K1sjhQKw7tm91fm2uxE3t90lqI6J3olWpTIoxh8Z2UpchIs+OvJ+coI2+72we7xoqjWiW82VeGKybnKI5H2N5dPyIbVGPJtABGPzWZTxzuzebdbQDgj+QZBiABai7eOEohtwfs2GAwwmUwwGo3q96CA5P+naKTFDn8G09TC4bFxYTnWzS/DliWVOGviiZh50iicPmZ2u/vHG+MxYmxfWMfYMWh0Fha9swurvy5pnqwS4TA9vD+BSF5cXIQHvtyGN5aV4KGvt+PTdRVq1nNSlKGljjE/NQrHD05VqeQtFTYU1dhh0Glg0GpkmkqIs2zZMng8npaRfEfq9FBTU4OLLroIsbGxiI+Px5VXXqm6pveH0+nEddddh6SkJBXJPOuss1BeXt5y/apVq3DBBRcgJycHFosFgwYNwr///e8jepyyrBGECOhgDqaBO1MgHkxaOpjqlijjkRObZEJjpRMxSSakWJKRYklpd9+Ax4PS+Z/BY1uDfmOnILoyFrvKaJvjU5s5KnJPBexIrrN7MLEPU8Htn/jtHp+a7VzZ6Ma2SrtqUDlvdAaOG5SiRvIRfrdmD0pR98dLhmbFok9yFOodHmWHI4QmjY2NOO+881Q94tChQ9X7vH37duTl5R32fVIglpaWYt68eUp8zpkzB1dffTVee+21dm9z8803Y+7cuXj77bcRFxeH66+/HmeeeSYWLlzYImRTU1PxyiuvKKH4448/qvvkQp37Hg6aQIiPK+EJhy+wIAhH1qDSlextsdP6MCQWOwdHwB+A0+5VAu9Awt+55CfseOJBFPmrsfSC4bhm8l9RttaOmEQTsgbFRWzZTmWjC3/9fKtqNrlycg6m5jX7I7ZFjc2tZjsPSo/G0l31aHB6MHtwqngcRgh+vx9r1qzB008/jXfffVfpjt69e2P27Nk4/vjjccwxxxx0neKGDRswePBgLF26FGPHjlWXff755zjxxBNRVFSEzMzMfW5TX1+PlJQUJSLPPvtsddnGjRtVtHDRokWYOHFim/+LkUf+v2+++eawnnfPOWsIgtBhtI7a9UR7mmBaminp4MbVLi8PRhmZluaBOJgmF/aETSeWaMNBCTxdchJMicnQJyVhWO5ExMdFY9DUNGQPjo9YgRhMMydaDcrXkN6I+yMxyqiijexSnjkwGWeOzFC35+eVDSu0tRHCF61WixEjRuCEE05A//79Vbr4oYceUsemm266CYmJiXj++ecP6r4o6phiDgpEMnPmTPU/lixZst90N/cLMnDgQOTm5qr7aw+KSz62wyVycwyCEKZ0RoNKZ9Je88veRt6t/Rh7mujt6ZSlGfHqqXHQmVJxTf/je/xnoquIMulx+3F5KnV8IJHYHqxNnLu2EqNyYnHVlNwOf4xCz6KpqUlFDGmBc+qpp6qNbNu2TdUBHgxlZWUqLdwaDjKgmON17d2Gi2mKy9akpaW1exumm998802Voj5cQv5IKwc7Qej6BpXuiDISPq/WzS+RHGWkiG6qccHH+W4HoNZVi0q9HTWwocHd0CWPL1RgNPBwBSJhjSINs8sbXC2Xef0B1bjCNLYQXthstjbTyqxPfPTRR1sWs+1tTBF3BWvXrsVpp52GP/3pT5g1a9Zh349EEgUhDOjOBpXORIy826dgbS22/FSFhHQLRp+Yvd/3e3DCYFzY/0KYdCbkRku060CsLWnEW8tLMDonDqeP2P94vtNGpCMn0YKBabuFw1cbK/HuyjL0TbLi/2bltTS2CKGPbT/TVm699VZcfvnl+7193759kZ6ejoqKij0u56KXKWxe1xa8nIvjurq6PaKJ7G7e+zbr16/HjBkzVNPKXXfdhSNBRKIghFmDSnDFGo6IkfduXE0e+Kur4TQnAnzr9/OW67V6TExvu7Bd2JeVRfVYU9wIu9uPU4en7SHy2LxSWOvAxN7xKl1NM+4ZA5L3uD3nNHu8fvVTiByRmJKSorYDMWnSJCX2WGc4ZswYdRkbS5gVmTBhQpu34X7MsHz99dfK+oZs2rQJBQUF6v6CrFu3DtOnT8dll12Gv/3tbzhSQl4khuvJUBDCsf6wI4l0I+9M73ZYt74Oo783gP77V4nCIXFUvyQ4PH4MyYjZQyDSUPu/CwuwrcqGeRujMGdiDgb8EkGkGff8zdVw+wKYnp+sxu/lJlgkihgh6eZDgR3J7Iq+6qqr8NRTT6mGFFrUnH/++S2dzcXFxSoa+NJLL2H8+PHK8oZeirfccouqXaS/4g033KAEYrCzmSlmCkR2W3O/YK0ij5EHI17DUiQKQqQSyQLxYKKMrbdwHBeoaaiB0dMEXVMNQBswk0lNYdEbtarrWTh8OFWlrSYUvU6LlGgj1pY0YHlBA5KjyltE4vYqO95cVqJEIvcZm7tng4EQPo0rSUntTzY6WF599VUlDCkEeSxidJA1jUEoHBkptNvtLZc98sgjLfu6XC4lBp944omW69955x1UVlYqn0RuQXr16oWdO3dGpk8iYZ4+DJ6GIBw0rQWQCMQDv1Z7G3m3Ts2HapTR39QE19Kl0OfkwtAvD9VFNqyaVwKDSYtxp+XCHCVCsTNgJ/RNb6/F6pImnDA4BXefmK8up2H2v7/dAZc3gBuO6YX02MgY2xZpXHXVVcp65s9//jMiAYkkCkIIEa4NKj3BYifUooza6GhYjj225W+v2686nTVawO+VRXNn4fEFUNHkgcvjw8Zym0ozMyVN/8TfH98PXH/sb3KLEL41ieGIiERBCBFaR8PCvUGlu5pfWr++QQEeKlHG1N7RGHFcJgwWHaxxh2/pIuzJD9tqUFLnxKzcAJJrViAuYyTOGJGOz9dX4MQhu0fyEYOu539OhO6vSQwlwkIk8iAu6WYhnGktZEJFtIQC4WSxwwksqX1iuvthhBXrShvx/I+FsLl9SNi1EqfZ34E3ZzIuPfouXDohu7sfntAN2EQkCoLQk5AGlZ5rsRP8XQg/KhpdeOaHApQ3upAdb0ZGUhx8SEEgVsRhJGO32yXdLAhCz0AEYvcR6RY7kQ6TyDqtRnU6D8mIxjMVAzAj9w84bWS/7n5oQjcRCARUJJEj+SKFsEk3C0I4NqgEBYk0qHQ/3W2xw3F6a6rXoG9cX2RYM9rcx+P2wVbrRmyyGVqdHBePhJQYE246tg/cPj8+Xl2O4joXtiZYmNc/ovsVQhubpJsFQehOpEEl9AQj6ewo42e7PsNXRV+hf3x/3D7q9jb3WfNVqbLC6TMqEf3GHZ55bsTD9mSfGx9vqFPm2By7d/boDPROtmBMjngfRjp2u10aVwRB6Bkj9iR92fPZuzaxs6KMCaYExBhjkGRu38jX4/LB4XJhc9VWJDp1SOTIPuHgCQRg+Plp6MpWYpXzYmyvMas5zh6vDz9srUWUUY/cRIu8ohGK3+8XC5xQRNLNQjgg9Yfh3fwSLCE43CjjzJyZGJY0TIlEz/btaHrnHRj69UfUGae3HAOHzcjAyiULsBwLUbpjLK4cdGUnP9vQhf6GX26ogt3txezBqbAadUDAB135amhrtuG8PkXI630UJvVNwHsry7Ctyo4VhfWIMuqg1WrU7GY590ReFDEQCEhNoiAIXYsIxPDkSI28A14vPJs2Q5eWCl1yMjKimmsRbWvXwbViJXyVVbDOPh4aq1Vdbjc0YK15CeodtYgzxnXxsw0tdtU48P6qMtjdPmTEmTGpTwKg1cM96groqjchv+8x6B+drvY9dXgaUmOMsLl8eHT+TiRYDUiOMqJ/auSYKgtQUUQiPomCIHR5g4qM2At/DtXI2/n997C/8y506elIuOP/oDE2m2Sbxo6Bt7wMhrw8aH8RiGRj3UbYPXaVZp6QOqGbnmVokBZjQv8UKxpdPvRJ2p1C9meNxVdNvbFtpQ0nD3MqAdkvJQpGnQa3vrcBRXVOxFp0iLeERd+ncIiRRL1eD5PJFDGvm3zKBaGHNKhIB3NkcTBG3q1nTfP35j0BfWYm4q66ap/7HJwwGJPSJ6n6xWDUUWgbppdvndEXrP5tPTWFkcWPVpejsM6J5BiTmq5C6hxeVNs80Gk0mN4/WXU/C5FFU1OT8kiMpDKDsBCJkfSGCeGBNKgIBxNl1B51lIoiapOT4dNq4XO79zHy9vsCaKpxISreqCKIvxr8K3lxDxI1dnGvyywGLSb0iUdihQ3DMnf74fVJsqo6xEaXFxOYmhYiViRGEmEhEgUhlJD6Q+Ggo4xWK0wjRrRr5O3z+LHorQJUsQO3Vw1GnZiFwYmD5QU+QuF4wdisfS6PMevxp5Py4fX5EWWSU2ckYo8w+xsin3RB6KYIoqSXhSM18q4rc6KuzAFHkwflJZXYuf0nDIwfKNZJnYRJr1WbELmNK1arNaKyl2EhEiPpDRNCl9YndxGIQkcIxuQsLfpPTMG2gkJsz9yJMYnDZFygIHRiujlaIomCIHQk0qAiHA6sM2yqcyG1VzS0ut3RK7/TCftXX0FjscB67LEYOTMHI5GD0wMToAloDsliR2gbnz+g5jYLwt6RRKlJFAShw5AGFeFw8Lr9WPZZIex1bgyamobeI3ZPWXGvXYum9z+AxmSCtncutsQ5VMNKdnQ22IXRGUbekcSiHbV4d0UZpvRNwBkjmzubBYGISAxRJN0s9ETE/1A4XDRaQG/QQqfXQLdXDZw+Oxv6nBxorRasRAFeXfc+4kxxuGP0HWps36EaeasO31/EoghGYF1JI7ZV2mAxakUkCvuIREk3C4JwxEgHs3AkUBiOPSkXjkY34lL3nBWsT09H0l1/oAqEoWo5DFoDTFoTtFSWHWjkHWlRRpfXj6omN2YNSlaj94ZlxXb3QxJ6GDZJN4cuPKDxoCcI3Y00qAgdgSlKr7a20OibLx+TMkbNcuYIvihDVIcaeUdSWprP+T/f7cTWShvOGpWBC8bta4EjCDabDSkpKRH1QoRFd7Mg9ASCdV/BNJ50MAudDcVbn9g+R3w/+4syRkLziz8A1Ng9qHd6UWf3dPfDEXqwSOzT58i/b6GEiERB6IQGlWC6ThAOBa/Hj8J1tTBadMjMj+uWz9CBoozh1vzC51Tn8OBXk3NQUOvEmBxJMwvtm2lHycSV0ETSzUJ3IQ0qQkdRvq0B6xeUwWjWITbFjJhEc4818g6XKOO8jVX4aE05RmbF4ldTcrv74Qg9mCbxSRQE4VCQBhWhI4lONKkZzCarDmarYZ/rfYFmUabTNEf5upq20tJBwRiqUcayBhcqG90oqnN290MRQiCSGBOz20EgEpB0syAcJtKgInQ07GSeel5faHWaPQy0SY2zBs+sewYaaPDrob9GvCm+W9+Ag7XY6UlRxlq7R3UwG/UaeHwB5CVbcdLQVKTGmDAw7eAbf4TIHssXSYSNSJT6L6GrkAYVobNYvWojqt75HDl5Geh3ydnQ/CLASImtBAWNBepYV2or7XaRGGoWO7S4eXDeNiwrrIfXF0C/FCtuPLYPhmTEYPbgyOpYFQ6dQCCgRKJEEgVB2O+BQhpUhM7A2eTBute/Qv7PC9C0SgfP5NEw5vdvuX5gwkCc1vc09Xv/+N2X90R6osWOPxBQ3csNTq/6vcntAwKAw+NT6eb0OBN0Go2M4xPaxSZm2oIgtIfUHwqdyRfPrYO3qS8c5jWw9tZDl5aqLvfV1amIoj4mBsfnHh+Sb8KhWuwEf+9ILAYdbp/ZF28uLwWH2MwckIJB6VF45NudasoKRzX3TrLihmN6I86ybz2oINgjsLu5Z1cUHwKSbhY6ExGIQmdTV9sEjzEeGwafjb5/vRe6uDh4CgtRc9/fUf3AP+CrqgqLN4HijxFGo9EIs9kMk8kEvV6vLg82v3DzeDwtQrKj6JVkxe3H5eGWGXkYnh3LEwfqHV7UOjwoa3RjV41DNbIIQpDi4uKWxQxF4pGO5aupqcFFF12E2NhYxMfH48orr1Rd0/vD6XTiuuuuQ1JSkvr/Z511FsrLy1uur66uxuzZs5GZmam+Tzk5Obj++uvR0NBwxG9k2NQkCkJnIQ0qQlfQf3Ysln29E9Y8L2Jj4po/e7V18Dc2AgY9/A2N0CUnh92b0Z0WO1qNBr85Kheby5tUU4vVpEdeSmRFioT9c9ZZZ6GqqgrTpk1Tf3PxciRQIJaWlmLevHnqvubMmYOrr74ar732Wru3ufnmmzF37ly8/fbbiIuLUwLwzDPPxMKFC9X1/E6cdtppuPfee9VEmK1btypRSUG6v/s9GDSBMJllx4NJ0H5BEDqjQUUMsoXO5Nuib/HB9g/QL64frh9+fbP3q98P59Kl0OgNMI0eFVEZk2AEsXUtY2uz+iOtZVxZVI/qJg+m5CXAbOgeSyGh5+PxePDTTz/h/fffxzPPPKOi4OPGjVORuxNOOAFjxoxpqb09EBs2bMDgwYOxdOlSjB07Vl32+eef48QTT0RRUZGKBO5NfX29En4Ue2effba6bOPGjRg0aBAWLVqEiRMntvm/Hn30UTz44IMoLCw8oucv6WZBaIO9bTxEIAqdTb27Hk2eJvUzwI4Kfu60WlgmTIB5zOiIEogkGDU0GAwqhcb0NH8PnpCDgQG3261+HkpamjY4zy8qwktLirBkZ10nPgsh1DEYDJgyZQp+85vfqM/gzp07VeRv3bp1OP7445Genq4E2cFAUccUc1AgkpkzZ6rP+ZIlS9q8zbJly5RQ5X5BBg4ciNzcXHV/bVFSUoL33nsPRx99NI4USTcLwn7qD0PBDFgIfWrL7EhdMxTnxqdi2ODe0GrkM3ewzS/BCGMwk8QO5pXFTRiQGo3cpLY97XyBACobXcoWJ6EN03JB2JumpibVtJKVlaVSxNz4maO44yLmYCgrK0NqanNDWhDW4yYmJqrr2rsNxSnFZWvS0tL2uc0FF1yADz/8EA6HA6eccgqeffbZI34j5UgkCPtpUBGBKHS27c3mJRVYPm8nStc3wrgjGenmDHnRD6H5JRhl5MmWl322vgrP/ViIZ38saDfKuKPKjjqHVwnKOvuR1ZgJkSUSW8PPHKOM77zzTku2qb2NKeLO5pFHHsHy5cuVUNy2bRtuueWWI75PiSQKwi9IB7PQ1excXY2fPtsJl9sFXYIXo0bkqGkrwqHRekGXFmdBYrQJ6bEmdXJuy8g7I9YIDrQJeAOosrnl5RYO2v5G00bZx6233orLL798v7fv27evSk1XVFTscTkXMWww4XVtwcu52Kmrq9sjmsju5r1vw7+5MR3N6ORRRx2FP/7xj8jIOPyFZ9iIxEir1xE6jmC6KngyCZ5IBKGziYo3wW/wwONzoiG9FL1GHiMv+hHg8flR0eBGbqIF547NVhY7/E7zRFxc50CS1QCDToP0aD2umpSNgjonJvRq7iQXhAMZaUe145HIxhJuB2LSpElK7LHOkA0v5JtvvlGf0QkTJrR5G+7Husivv/5adVqTTZs2oaCgQN1fewQXRi7XkVk6hY1IFITDobU4JCIQha4ke1A8Zl6dj+U7V6N/3iToNNJleyQU1TrwydoKNDg9GJsbj/RYFxbvqIVBp8VPO2sxMC0a1x/dS33fTxyS0tItzUhNZxp5C+GRbo4+Qo9EdiSzK/qqq67CU089pRpSaGdz/vnnt3Q205dxxowZeOmllzB+/HhleUMvRaaOGR2kv+INN9ygBGKws/nTTz9VkUV2XfMxsqnmd7/7nUqF9+7d+4ges4hEIWLZe8SenBiE7sCw4Gf0WbQOmtkpwCx5D450qorH54Pb54fd7cNHq8tU93JGrAmNLp9KLbNukbVkbY0LDDa/dOW4QCH0I4mHwquvvqqEIYUgP1uMDrbujqZwZKSQ6e3WtYbBfRkZZFf1E0880XK9xWLBf//7X+WnyOtppk0fxTvuuANHStj4JHZEWFWIHKT+UOgJ+JuasO3a38FZUIitQ8Zg+L2XIi8hr7sfVo//7jI6yBnMx+QnwaTfHX2lOHzs2+1qasrVU3uhoMaBrzdV4dgBSdBrtOiXGoWcBEub97u3kXfrU2NnGHkLocXDDz+MtWvXKkPrSCKsIonKfDZ8NK/QSbSOGEh6WehONFFR0E4ahQqfA5sGuJDuqkAeRCTuj5J6F15eUoRGlxdRRh2m9ktquc6o0+LmGXnw+gIw6rXonxqNGQMPXCvWnsVOa8EoUcbIpqkD0s2hSFiJREE42AYV/hSBKHQX7m3b4F6zFpohI5F+wWWoO2sMxrvrMTpltLwpByDeoledyxaHDhlx5jZH7Rn1R9Z4FhSLQePurh4XKIRvujnUEJEoRATSoCL0JBrfehuOZStQnrwOtePOxJiTBiEhu23jZ2FPokx63HF8f9XJzN+Jn4s+jUall6uaXBieHQt9R854Pkgjb6llDF/sdnu7NjXhjIhEIeyRBhWhJ6FKYnrlwbm+EFW+ZDSUOeB27I5MCQeGqWRu5LvNVfhwdRmm5iVi4bZa1NrduGxSLo7uvzsN3ZG0FWUMCkaJMoYvNokkhj5SkyjsjfgfCj2NXQu2oGh+MZpix6MpaziSMqOQ2ivyap06ipVFDVhd3IAd1XZ4fAE0Or3YVN7UaSLxYKOMrdPTwf2C0zckNR2aIjFaahIFIXyQDmahJ34mK96bh/gN82COykD8tAkYdnxvaLSRa97u8wfg9fv36FI+FE4amorvt1ajoNoOl8+v0s5bK5vQ9EtjS1ca47cXZWzdCEMkLR16NEVo44pU2gphSeuDszSoCD2F2qVrEbfsI5hd9dAmJmLgMbmIijciUnF6fHhw3lbc9dFGbKu0HdZ99E624oTBKWrMHuFPu8uH33+wAS//VITuhMceTssIzpfmFhSQPD6xlrG9+dJCz6tJjI5AkRhWNYkySk0IFpIHuw9FIAo9iepnX4bRVoOAVovcM6YgPi2ym1XqHB7VbMKfhbUO5KUcfPfozmo7nl1YgIIau5qkwq20oXkO8/ZqO7TQIMFqQE/hQFFGaX7p2dikJlEQQhtpUBF6Opo+/eFb+xM0UTHY4emDqh/LMGBiWsSmm9NiTLhwXBZq7B6M751wSLddsLVapZntbq+KSM4anIKseAs+WlWGeocXY3rF49ThPbcbde9aRrHY6dnnFpvNhpiYGEQaYRVJFCIXaVARQoG0C05B07CBsJmSULrGizp7HXoNS4IlpudEvLo6+9PaDPtQGJkdhwm94lFQa0dxnQsvLCrCxeMzMWdyLmwuH6b2S1Qzm0MBMfIOjXRzVAT6JIbGN+ggkXRzZEcQuUl6WejJ9Yglv/o1Gh/+ByxwIHtgAnoNS4Q5WtbqB0KlY/eq2RuWFYsHzxqC64/pA7fXj3q7Bwu21qiI5LEDkkNGIO4Nj2FMSbeuZeSsaall7F5s0t0sCKFH6xSNCEShJ7Pz85WIbqyFJuCHY/UajL718u5+SCEBBeDj83egvLF5HvPedYscvUcBSQm5q9rRYqwdLuzPyFssdroGr9cLp9MZkY0robnUEiKe1sa1MmJPCAUc+eNQnjUJFRljUZ06EqVb62XW/EFQ7/Bga6UNW8qb8Pn6Cjg8exqP0xcxiN3jQ53dg3AlGGVkdJFRRm7BKGNQPFLQeDyelqYYoWPsb4jUJIY4km6OzAaVoEGtIPRUfA0N6FP4JUqH5KO2zyQ46wKo/6YE5igDEjIis8O5uM4Bo06LlBjTASOJA9KiUW1z44etNchJsOzRkJKXbEVSlAHF9W6kRRsRZ4mc+s79GXnvPV9ajLyPrB6RRGIkUYphhJBCDLKFUKT0b/+E+5svEaW3our4TBizesNo0cNkjcxD8MayJpVCNum1uGN2P6REty8U/7twFzaUNal9zQYdrMY9TbcL65yoamq2vql3URhx8Rh5i0Yx8u7cekSz2dxSFxpJROYRSghJRCAKoUjA64Vv5XJofB5oND7YArGYdkIuopNMMFki8xC8paIJlU0upEQb4fY2ZwTaIznaiHirAbMGJmNMrwTkJlpajgcurx9/+ngjlDYEYDU0R8yEQ4sytt5XaDvdHBUVFZGfrbA6QkXiGxgpSIOKEKp4S0qgsxjhN5rR2GcChp2cj6TsyLPSCFLZ6MKXGypVvO+Y/GRkxZv3u//VU3srQZkRZ25pSKHgefqHXSoiWWXzgDaTRp0Gd83uH1ZNK50RZQzWKYqR96GLxEgkrESiEH7IBBUh1NFnZMB08vFwFm9H/lXXISYzBZGMQa9VKWNGEVlreCCMeq0yyW4NI4gUiAW1DlWPWFavRX5KFI4eENmv7aEIRjHyPnSPRE0ELkBEJAo9lr0tHqRBRQhFNAYDPpqsx7KKRkxt/AEX4kJEChyd5/UH0K+VbU28xYA7ju8Hu9u3j/g7GNjIwhF+54/NRHGdE88t3AWn149qu1uiiIeBGHkfGFuEjuQjUoQg9HiDbCIeiEKo0lTrAj7ojUHzT4CnLnwPuZvKm3Dnhxvw4qJC9f3lTOaHvtqGR77epmoQW5NgNR6UQGRH8ys/FeG7LdUtl72+tBh//2Ir1pU24qxRmfD5uYAEokyR11TQ0YiRd/vp5ugI7GwOu0hiJIaCwxFpUBHCiZIt9TA0RCMmEIWR7hEIVzaUNaoUMH0Lzx6dsde1h3ds/nF7DT5YWYrUGBPSog0ob/KgqM4Bl9cHh9vXMnnFFwBmDUrtgGchHGzzSyQZedsjdCRf2IlEwg9p0D9PCD1EIArhhNfvxc7qndAZNIiyGjFg1N7iKXyY3DcRdQ4P+iRFIcqkV9utM/PUBJS+yYd3gh2YFo0+yVasKW7AZS+vRIxJj4Hp0fjVlF4YlROn9rnu6D7YWN6E8b3jO/gZCa2JZIsdm6SbBaF7CR5kOC1AJqgI4cJ3GxZhSeEy1FsrkJYfDXN0+Bo9M9p3+cRcHN0/SUUUOR0lMcqgLl9VVK9qECkYv9xQgfdWlMDm3j0pJUhZgxM/bquBzeVtGbn3h9n9Vc1ho9OHigYXzHotpuQlqtpGkhZrxNjcOCRFGbv8OUcyFICt50tz29986VCe/mKL0LnNYRlJFEIPaVARwpG6cgdqvjMgri4D9v7FGHbcMYgE2FhCA2w2lzg9PhTWOLC0oB7T85Nw7IBkvLO8FE0uL9JizUrsBY8B8zdX4aUlRXB6/DhjZDrOHZOlrou3GnHC4BS8/nOJakzJTbSqSS1k3oYK/OXTTaD+uGVmnqpRFHpelJFCMZSjjE1Skxg+SLo5tEfshdKBQxAOaN9UZURsUzoym/ohLjYyIhF6nQbZ8WYlFtNiTCiqdaiKRA00arIKO53rnR70TtrduPLTzjo8+u0O1aHM2yAQUPWIQzJi1Ji9m2bkwe72q3rEo/oltdzuh201qLY1C5C3lhXj9BEZ0NE0UehRtYytt1A08rbb7UhISEAkIpFEoduQ+kMhnElIt0Jv0kHTCLgbETEw2nfd0b1RZ/ciNdakGkum9bejf2oULAYdfncc6xSxh5hjarq8wYXEaAPOGZ2Jd5aXoMHpxRkjMzB9QDI1I+45ZaA6ZrRuUMxLjoJOA9W4UmPzYEe1fQ+7HaH7CQeLHZukmwWhaxGBKEQC407OxY6VVeg3PiVsv8eLdtTC5fFjar9ElV6mUfYLiwoxb0MlThmehssm5mJ4VmzLbSgCKOyCt/9mcxVWFtbB4fHB7dXj201V2FJpV/tsqWjEGz8Xq/t86KyhqmmlNbmJZiREGVSn89he8UiPbX8GtNAz09KhEGW02WyIiYlBJCKRRKFbJqgEDwrifyiEMzlDEtQWrqwubsA/523jNxtLd9WqcXsUakw1b62y44NVZTh/bBZM+rY9DEvqnXjyu53YXu1Qx4UamxsON5vX/PBDg5921qPW7oHZoG2z0WVntUPNfo4y6nH5xBxEm+SUFg4WO8HzRE+JMtoiuLs57L5R4pUYOg0qIhAFIbS/z5+urcDWiiaVPq5qcqHJ5YfH58f5YzLBb/nkPoktTSZt3b6i0aVEoAYBNcPZZNChtM6p7i+YVY6x6DEsMxajf7G8aU2fJCusRi30Wi2K6p0YkB6Z0Z5wbn4Jnje6M8pot9sjtru5++O4QsSll4kIREEIXSgEH5u/A3PXlsEbgBKEnHwyrX8iLh6fjauP6oPXrhiDm2f0hc3tU1NSPltbrixwgseDrzdW4s+fbEKjy6tsck4amoqaJhcaXD54/YDHG8Dlk3Jw94kDcO8pA/cJAPA+ft5VB683gIGpUZjYO3wjtpFssRO01wla7PBzELRLC1rstD63dBSvvfYannzySWzfvl11Nx9pJLGmpgYXXXQRYmNjER8fjyuvvFLd7/5wOp247rrrkJSUpETqWWedhfLy8jb3ra6uRnZ2tnp96urq0FGISBS6VCD2xKJkQRAOjfWljXh/ZSnqHV4YdRpEm7Qq0vevc4bhqqm9VVMKI4j8vi8vqMdHa8rw/qoyNWuZ01LYyfzIN9vV6D63x6fSxW+vKEPVL53KJPDL+L7Zg1ORwo7nfR5DE15aUogquwc/F9Qp824hvMcFUiiazWblzajX69XlwfMLxaLH4+kwwUiB+vnnn2PcuHFKKL744ouYN28eXC7XYd0fBeK6devUfXzyySf4/vvvcfXVV+/3NjfffDM+/vhjvP322/juu+9QUlKCM888s819KTqHDx+OjibsztaSbu5ZtK4xkeihIIQHmXFmpMeYEGfR46yR6RiUHoMauwf3zN2kjLNbk5cShf4pURiUHo3UGCMqGt1YV9Kg6g+ZUzYadKh3etHo8IINz/pfzkoUnvubosKqRUYcFeJ6E1EcqpH34XDOOefgww8/xI4dO9T/4X3NmTNHRfVOP/10PPPMMygsLDyo+9qwYYMSnM8++ywmTJiAqVOn4rHHHsMbb7yhhF9b1NfX47nnnsPDDz+M6dOnY8yYMXjhhRfw448/YvHixXvsy4gno4e33XYbOpqwE4lCz6G1oWpwrqcgCKGPUa9FWpwJVqMea0ob4fVxWooLC7ZW44v1lXvsy1rDe04egJum91UNLBSKrDFUtYqBAEx6RiJ1yEowK7sc2tpkxplw7dF9kBW/20txbzJizLAYteokNiJ733pFITI4UJQxKBgPN8oYExOjbvv3v/9diUKKtIkTJ+KVV17Bb3/724O6j0WLFqkU89ixY1sumzlzpnqMS5YsafM2y5YtU/+X+wUZOHAgcnNz1f0FWb9+Pf7yl7/gpZde6pQsncTnhQ5HGlQEIbxxef1qo22NxgEc1S8OHr8fdpcXo3J2290ECS4QVxTU4Ynvd8Dmbr6t2xdQ4/Y08KhGFTaxMOo4Y2CKEqBfbaxUPon0XtwbNrScMCQVu2oc+PXU3l3yvIXIM/J2u91qo1jk55gpXW533HHHQQvOsrIypKam7nEZhWxiYqK6rr3bUPhSXLYmLS2t5TZMfV9wwQV48MEHlXhkWryjCTuRKNGq7kUmqAiRzPYVVShaV4v8yWlI77uvWAoH2Hzy/I8FaHL6VLPIiKwYpMdZsKXChjizHr2T2i7w5+SV695YhTpn84lV80vdoccXUI0wMawp1ABjesVjUp8E/PvbHTDoNOiVaFEznPeGUcm7TshXM6FZuygInWHkbbPZ1M+2upvvvPNOPPDAAwdMNXcWv//97zFo0CBcfPHFnfY/wk4kCt2H+B8KkUztwmUoeegdVMcPwvK6MTjx+iEIR9igzI7k0nondtbYsaXSht8e21f5IRr1GuSlWPfYv9buxjebqhDw+9Hwi0BU9/PLT7Meavyew+NHTqIFcyblqGkrTFOzKaatppXWQrE9D0ZB6AiLHdsvIrGt7uZbb70Vl19++X5f6L59+yI9PR0VFRV7XE6Byo5nXtcWvJwRTNYato4msrs5eJtvvvkGa9aswTvvvKP+Do63TU5Oxh/+8Afcc889R/whEJEodAgyQUWIdBq/mo+kqtXQepzwJ09BuH7PP15Thtx4C+xZPvy0q06Nw9tebceVk3P32JcRPvogfru5Ck8v2KUMtttKzrn9wLYqu4oGmvVaNbqPqeY/nzxARRsN7fgsCkJnGXm39vNtaGiAxWJpMy2dkpKitgMxadIkJfZYZ8gGlKDA4/9gI0tbcD8253z99dfK+oZs2rQJBQUF6v7Iu+++C4fD0XKbpUuX4oorrsCCBQuQl5eHjiDsRKKkm7ue1jUf0sEsRCJ+nx87A3kwJJfBMH4yxpzTB+HID9tq8NBX25TZ9S0z+mJS3wQ4vX7MGLDniZIn2se/24GtFTYVEQzWMO4Nu5mNeh1yE6y4eHwWRuTEtRzD2zPhFoSujDK++OKLqvaPTSRsijkcmBKePXs2rrrqKjz11FPqvq6//nqcf/75yMzMVPsUFxdjxowZqgFl/PjxiIuLU7Y2t9xyi6pdpL/iDTfcoAQiG2fI3kKwqqqq5f/tXct4uISdSBS6juDopGCYXgSiEInwO1D37gcwrl2EooypSO89FNowFTjByJ7H60Od3YNThqVjWWG9ihq2rln8aWctdlbZ0OTyItGi36fAn2lkk16LM0akYWhWHI7ql4Q4i6EbnpEg7EvwXPbkk08qU21G8w5XIAZ59dVXlTCkEOT9Mzr46KOPtlxP4chIIae7BHnkkUda9qVQPf744/HEE0906VumCQST2GECnw7z+ELnv87BlRYRixshUvE7HCi7/U7Yt+xC7bBZ6HvTxUjKCs8RXl6/Hx+tLsMrS4pUWrhfihUrihrRP8WKB88aorqQl6kO5p2qdnFGfhIenb8dja49RSJH6SVYDXj8vOEYkBaer5UQuvC8Ro/CP/7xj5g7d67yNYxUwi6SKOnmzkcaVARhNza7BtuNw2HOiEfu2ceGrUAkXl8AP2ytRnmjC0lRRjWKr8bmQoFeA6/Pr1LHnKNc3eiEyxdQo/haC0S9pjka6fH61W2rmtwYkNatT0kQ9jm/vfzyy6rx4+OPP45ogRiWIlHoXKRBRRD2pHRrAwqsw6CNHo7s5LY7FcOFD1aV4qeddbC7/RiUZlTRQB4T2O3872+347iBqVhb2ojiepfaZxecLbfVaYDMeBPKG1xw+QCrQYthmTHd+nwEoTX8LL/++utqcskHH3yAY445JuJfoLAUiYwmhlkWvUcgDSqCsC/RCSYkpFtgtOiRlN22R2C4oNNoleUMzbBXFTeoaSvsWm50OvHykiJ8v6Uap4/IgC+w2+KGGDXAyNxYrCluVAKRJEUbEUP/G0HoIbBbmFNUOCu59aSTSEa+ocIBkQYVQWifjP6xiIrvC1OUHgYaQocpDo8X32yqhNvnQ6JFh2q7Fx63X6WPVUI5ANhcPqTGmKDbQyKymQVYXtAAb6uLOS1FyoOEngLnNF9zzTWqUeXEE0/s7ofTYwjfI5rQIUiDiiDsHwqduNT2ZwyHCysK6rFwW02L0EuPNaLB7oFep1GRRUYP6V7zxHfbYfPsJRJ/EYpBBqZF4YyRGV38DAShbdic8qtf/UrZ3Zx22mnyMrUiLH0aZHXa8fWHrccWCYIQWbh9fvy4vUZ1LAfx+QOIsxrh8Qeg02oQa2LTigalda59bp9o3T0VhbWIz18ySialCD2CefPmYc6cOXj22Wdx9tlnd/fD6XFIJFFoE2lQEQQhSEWDC1+sr0Tgl4HLem1zhKHB5YHzl6ihQRdAnd0N917l4GxYMRl00Gp8yjz7+mN6I94qnohC9zN//nxcdNFFynuQxtbCvohIFPZBGlQEQWhNtEmnNppg00w7McoAm9sHny+gRCB1od8fgK110eEvMA1dXO9WwvLEIWm4bOKe4/sEoTv44YcfcN555+Ff//oXLrnkEsmSRZJIlJTo4SENKoJwcOxaXYNd62rQf1wKMvrFhf3LZjHq1GzleqcPOXEmlWKubHSrOsOhWbFIijJgTVE9HF5vu/dB/8T0OJMcn4VuZ/HixTjnnHNw//33q9F3ohkiTCQKh87eQ81lgoogtE19hQM/vLkNHrcPOr027EUix+xtqbChvMGp0s5lDc01h2YdZy9rsKvajl6JSYi26FFha1skxho1yE+PRn5q+BqNC6HBsmXLcOaZZ+Kee+7BtddeKwLxAIhIFNpsUBEEoW0qdzXC7wuo74olJvxr6+h9+MKiQmWQ3Xq4nlP5HQbg9Hrx4erydm+fGmPAUxeMQFqsCfEyn1noRlatWqW6l++8807lhygRxAMjIjHCkQYVQTg0cocnoXxnE788GHZsRkR0Nnv9PmVv80vfykHDGsZ4ix7LC+tx4bjsTnyUgrB/1q5di1NOOQU333wzfve734lAPEjCMmQkq4ODQwSiIBwaTbUulG1twJgTczDl3LywNs8Ocmx+MgamRUMTCBySQCTJVj0Kalx4a1kJKpv2tcYRhK5gw4YNSiDSLPuuu+4SjXAIhP8RTmi3QSVYgyj+h4JwcKz9tgSVBTb0HpGIYcdmRsTLxm7mmib3L+nlg4Mdz0Myo+H2BGAw+DE0MwaxMoJP6Aa2bNmCk08+GZdddpmqQ5Qg0qEhIjHCG1REIArCwWOJNcBk1cESHVmHztXFDYe0f0qMEQG/RuWqfn1UL5w8LE11NwtCV7J9+3YlEGl1w05mqbc/dMLySCcrhYMbsSdfGEE4NBg97Dvajeh4U0S9dCkxZpQ2eg56/4w4M+odXmTEmXDcwBQRiEKXs2vXLpx00kkqzfzwww/L+e4wkaVdhCAdzIJw5Gh1WsQkmqHh6JAI4rThaTDtnqy3X0Znx+DcURnISbBgYp8ERP1St8kxfnb3IeSsBeEwKSkpUQJx1qxZePzxx0UgHgGaQDCsFEYwlerxHPyqN9zhW+z9xeRW/A8FQTgUbG4vjvvXQtQ5WxvgtB1xuGRCNm6ekQeDToOqJjcSogwqiuj1+/HYtzuwq8aBKybnYnhWrLwJQqdQVlaG2bNnY9KkSXj++eeh0x3k6kaInEiipJv3rD8MpphFIAqCcCgw8veXuZsOKBDJ7bPy8H/H94dRr1XHmpQYU0ua2enxY2e1HSX1ThTWOuRNEDqFiooKVYM4ZswYPPfccyIQO4CwrEkUpEFFEIQjZ0tFE1YU1h/QHzHaqMX5Y9v3QYw26XHZxBwU1TlxVL9EeWuEDqe6uhqnnnoqBg0ahJdeegl6vcibjkBexTBEGlQEQThS6Gv42k+FqGx0HdAf0e0LYEe1DQPSYtrdZ3RuPEbnyvsidDy1tbVqkkrv3r3x+uuvw2AI/0lIXYWkm8PY4kZG7AmCcLisKKjHlxsq4TqIXpOUaAN6JVpUepqzngWhq6ivr8cZZ5yBtLQ0vPXWWzAajfLidyBhKRIjPYLITfwPBUE4EvqnRalRfAdjnG3Wa/HAl9vw+w824Mnvd7bYbAlCRzN37lxMnz4dDz74IJYsWYIzzzwTsbGxeO+992A2m+UF72DCViRGWvNKsEFFJqgIgtAR9EmKwoTeCQfcLzXGgIomDxZuq8Guahu2VtrUvGdB6AzGjx+vpqf89NNPmDlzJlasWKHSzF9//TXsdru86B1M2IrESO1glgiiIAgdAX0N15Y0HjCKODkvCUMyYzGxTzwumpCNyyfmwKQX2xGhc0hJScG5554Lh8OhBOMbb7yBqKgo3HjjjUhKSlL+iE8++aQIxg4iLH0SidvtDvuUhzSoCILQmceX8579GWtLm9q8nrmaYZnROGFoOs4elaGsbzjnWRA6E6fTiQsuuAB1dXX48ssvERcX1/J53bhxo0pH8/KPPvpI0s8dQNiKRJppB+cTh3sEUaKHgiB0Bp+vL8ct76xv87oYk07Z2lw+KRdWo0QOha4J/lx88cVqospXX32FxESxU+psxAInxEfsiUAUBKGzjjMvLCps93qb24eyeicsBokeCl0T+JkzZw4KCgrwzTffiEDsIuTbHWJIg4ogCF2FzdU8zrNNAkBhnRMl9S55Q4ROhWNlr776amzatElFEJOTk+UV7yLCNpIYbt3NXNUHI4hEIoiCIHQ2cea2TxF6LZAZZ8KAtGgkRolxsdB58Jx37bXXYuXKlZg/fz5SU1Pl5e5CwlYkhnODisxgFgShs+GklWqbu83rYkx6/OPMIRiaGQttmC3IhZ6VOWPX8uLFi/Htt98iIyOjux9SxCEisYcj9YeCIHQH76woRUld26nkOIsBgzNiRCAKnSoQb731ViUOGUHMycmRV7sbCFuRGA7pZhGIgiB0F2xICWhogdFcvN56Ol9qjAl6rZS0C50nEH//+9/j008/VSKRZtlC9xC2IjHUCc5flg5mQRC6g101DtBFLNBKILIWMT81Gr+f3U/eFKFT4DnvT3/6E959910lEPv1k89adyJLwR6GTFARBKEn0C/FCm2rhAx/PXlYGl6eMwqBgAYVjdLVLHT8+e++++7DK6+8gnnz5mHAgAHyEnczYRtJDMV0c2uBGGxOCcXnIQhC6MNJKm8tL8XOKruKJvZJsuCGY/piRWEDXvixAF5fAON6x+Pk4enITbB098MVQhye/x588EE888wzygdxyJAh3f2QBIkk9rz6w6BAFIsbQRC6k6QoIx45eygumpCFPslWxJgNKK5zgiYLHl8Amyqa8N+Fu/B/761Dg9Mjb5ZwROe/Rx99VG1ffPEFhg8fLq9mDyFsI4mhhDSoCILQE8lLicINx+TBYtgFp9ePvBSr6myOMevwu3fXodHlRbXNA5fHD5i7+9EKoXr+e/LJJ/HAAw8ogThmzJjufkhCJMxuZtqWY3x6OiIQBUEIRZ7/YRe+2FCBo/OTce3Rfbr74QghCM9/zz33HP74xz+qTuYpU6Z090MSIkUk8mlxGHioTFCR+kNBEHoaXr8f60oaEWvRY1ulHXV2N7ZW2jAqJx4zBiajqsmt7HDEUFs4VHj+e+mll3D77bfj448/xjHHHCMvYg9E0s3d2KDCjYhAFAShJ/LNxio8On9Hc0OdP4AauxdmgwblDW7MHJiC9FjJMQuHdw58/fXX8bvf/Q4ffvihCMQejIjEbh6xxwYVQRCEnkhpgwuVjczIBBBl0kGr1SAl2oSThqZC19ofRxAOAXog3nTTTXj77bcxY8YMee16MGGrUHqidUzr+sNgB7MgCEJPpVeiGf5AAHqtBhePz8atM/rin2cNwcxBqd390IQQhZHDa665Bq+99hpOOOGEDr////znP2pCi9lsxoQJE/DTTz/td38K1YEDB6r9hw0bpmojW/Pee+9h1qxZSEpKUuftlStXIpIIa5XSk4SiNKgIghBqPP9jIRwen+pszk204twxWeibHNXdD0sIUebOnYtf/epXqhbx1FNP7fD7f/PNN3HLLbeoiS3Lly/HiBEjcPzxx6OioqLN/X/88UdccMEFuPLKK7FixQqcfvrpalu7dm3LPjabDVOnTlXd15FI2DauEDaudPfTCzaoyIg9QRBCjbs/3oh5GyqRGmPEkxeMQGa81CAKhwcnqFx44YV49tlnlTDrDBg5HDduHB5//HH1N8+7OTk5uOGGG3DHHXfss/95552nROAnn3zSctnEiRMxcuRIPPXUU3vsu3PnTvTp00eJSV4fKYR1JLG7kRF7giCEMneflI9zRqXDoNPg+R93dffDEUKU+fPn46KLLlJ+iOeff36nBYWWLVuGmTNntlzGki7+vWjRojZvw8tb708YeWxv/0hERGIXpJfVC63V9qj0tyAIwoHQa7Wod3pRUu/ClkqbvGDCIbNgwQIVsfvXv/6FSy65pNPOg1VVVeqcm5aWtsfl/LusrKzN2/DyQ9k/EglrkdhdokwaVARBCAd4LMtJsCA52oTcRJnPLBwaixcvxrnnnov7779f1f1JoCT0EAucTrS4keihIAihSmWjC09+v1NZ3Vw9NRcjsuO6+yEJIcTPP/+MM888E3/5y19w7bXXdrpATE5Ohk6nQ3l5+R6X8+/09PQ2b8PLD2X/SCSsI4ldjTKcbWVxI6smQRBCle1VdmyusGF7tR0D0mJURFEQ2qK2thbbtm1r+Zs2Maeddhr+8Ic/4MYbb+ySc6HRaFRzn7/++uuWy3gu5t+TJk1q8za8vPX+wQab9vaPRMI6kthVIm3vCSoSQRQEIdQZlhWLk4elwWrQok+yCEShfdjowcYUdv+yu/ijjz5SVjS33XZblwZL+D8vu+wyjB07FuPHj1d1kOxenjNnjrr+0ksvRVZWFv7+97+rv3/729/i6KOPxkMPPYSTTjoJb7zxhoqAPvPMMy33WVNTg4KCApSUlKi/N23apH4y2hgJEcewtsDxer0ts5E7C5mgIgiCIEQ6jY2NePHFF3H33XertC/NqU888USccsopqmM4Lq5ryhVof/Pggw+q5hNa1Tz66KPKGodwPjSNtv/3v//tYaZ91113KYub/v374x//+Id63EH+97//tYjM1tCL8c9//jPCHRGJHWRxI9FDQRAEIVLZvHmzmqDCaN29996LpUuX4uOPP1Ybr5s2bRqee+459OrVq7sfqnAIhLVIpHhjNLEzkAkqgiAIggBs374ds2fPxtlnn42HH354n5GzO3bsUGLxqquugsUipQuhhIjEwyBYf8hNIoiCIAhCpLJr1y4lEFnTx1Tv3gJRCG1EJB7GiL1gnaN0MAuCIAiRSnFxsao3nDFjBp5++mkRiGFIWItERvo8Hk+H3Jc0qAiCIAhCM2wMYQSRdjHPP/+8alYRwg8RiQeBNKgIgiAIQjMVFRWqA5jdwy+99BL0+rB204toRCQeAGlQEQRBEIRmqqurVf1hfn4+Xn/9dRgMBnlpwpiwFol8am63+7BvLw0qgiAIgrB7sgp9D3NycpS/IKecCOGNiMQ2kAYVQRAEQdhNfX09Tj31VDUj+YMPPoDJZJKXJwIQkXiABhXpYBYEQRAifZrKGWecAavVqvwOxeswcpBq01ZI/aEgCIIg7Iazj8855xyVWv7www9FIEYYYS0SD2WwuAhEQRAEQdiNw+HAeeedp+rz586di6ioKHl5IoywFolBoXig3hxpUBEEQRCE3TidTlx44YUqkvjll18iJiZGXp4IJOxF4qE0qMiIPUEQBCHSoSvIpZdeiqqqKsybNw9xcXHd/ZCEbiJiRWLQIJsbkQYVQRAEIdLhlLI5c+agsLAQX3/9NRITE7v7IQndSESmm1vXH/J6GUguCIIgRDperxdXXXUVNm/ejG+//VbZ3QiRTdiLxL2RBhVBEARB2BMGTq699lqsWrUK8+fPR2pqqrxEQmSJRBGIgiAIgrAnzKrdeOONWLx4sYogZmRkyEskKLSIoPrDYIpZGlQEQRAEoVkg3nrrrSp6+NVXX6mRe53Bf/7zH/Tu3RtmsxkTJkzATz/9tN/9OfZv4MCBav9hw4bh008/3ee8fvfddytBS3PvmTNnYsuWLfKWdjARIRKDApEfKhGIgiAIgtB8bvz973+vBBgFIkVcZ/Dmm2/illtuwZ/+9CcsX74cI0aMwPHHH4+Kioo29//xxx9xwQUX4Morr8SKFStw+umnq23t2rUt+/zjH//Ao48+iqeeegpLlixRHo68T1r3CB1H2I/l++c//4kZM2agf//+0Ol03f2QBEEQBKFHCERG4t544w0VRczPz++0/8XI4bhx4/D444+3/G9GLG+44Qbccccd++xPA2/6M37yySctl02cOBEjR45UopDn9szMTBUBve2221pmS6elpeF///sfzj///E57LpFGWEcSGxoa8P3332Py5MnqA3bvvfdi3bp1LbY3giAIghBpUGT97W9/w6uvvqoiiJ0pEOm5uGzZMpUODsKMHv9etGhRm7fh5a33J4wSBvffsWMHysrK9tiHXo4Uo+3dp3B4hLVI5IeGw8j5YeJqZcOGDTj66KMxevRoFfZeuXKlCEZBEAQhogQiU7X//e9/lVH24MGDO/X/0ZCb5V6M8rWGf/Pc3Ba8fH/7B38eyn0Kh0dYi8Qg8fHxuOSSS/D++++jvLwcf/3rX7Fr1y61MmFB7J133qmKaCXCKAiCIISzQPz3v/+Nxx57DF988QWGDx/e3Q9J6OFEhEhsDedPst7hrbfeUoLxoYceQmVlpSqK5Yrq9ttvx8KFC1tG9QmCIAhCOAjEJ554Ag8++CA+++wzjBkzpkv+Lw252Q/A821r+Hd6enqbt+Hl+9s/+PNQ7lM4PCJOJLbGarXizDPPVHUZDFGzRb+pqUmJSNZo3HTTTfjuu++UC70gCIIghKpAfPbZZ1VdPptBWLvXVRiNRiVIOeIvCLN2/HvSpElt3oaXt96fMDUe3L9Pnz5KDLbehz0I7HJu7z6FwyOsu5uPpNCWhqLvvPMOPvzwQ3XZSSedhDPOOAPTpk1TH3pBEARB6ImwM3j27NmqsePEE09U1jGsy2eN/jHHHNPlj4cWOJdddhmefvppjB8/Hv/6179UNm/jxo2qjvDSSy9FVlYW/v73v7dY4LB/4P7771fnXnZg33fffco+Z+jQoWqfBx54QF3/4osvKtH4xz/+EatXr8b69euVt6LQMUTUxJWDhSKQ9YrcnnzySdUhTcH4m9/8Rnkw8UPL9PSxxx4rH0ZBEAShR8H07m9/+1sVNTzhhBPUeYtikeKRv3e1iGJ2jmVdtNxh1o5WNp9//nlL40lBQYHqeA5CR5LXXnsNd911l+oZoIXdBx980CIQCUvD+Hyuvvpq1NXVYerUqeo+RSB2LBJJPARYp8h6xXfffVc1wdCXiV9ACkau2Ji+FgRBEISeAKeWcB4zxRbF2UcffaQMrBkAOfXUU1XAIyUlpbsfptCDEZF4mLCmgh3RjDAGu6b5xTvttNNUmD86Orpj3ylBEARBOEgYebvqqqvw+uuvK0FIWF3G1DPLqCgYTznlFJWmFYT2EJHYQYKRo4MoGN977z0UFhaqyCIFI0P8sbGx0Gg0HfGvBEEQBGG/MM08Z84cvPTSSzjrrLPa3Y+iUc5Nwv4QkdjBBFdqDPMzwrh582ZMnz5dCcaTTz4ZCQkJ6kvJupAbb7xR1VOMHTu2ox+GIAiCEIHQ/5C+wOxmlvF0wpEiIrGTBSO7t4IpaYpHdkdzljQvMxgMqmsrNTW1Mx+GIAiCEAHQlYNNIvRDpFCUKKFwpIhI7ELBuG3bNtUtTT9G2uywg4s+jawXycjIkC+0IAiCcFgsWLAAZ599trKXueKKK+R8InQIEW2m3ZVwRcc2/+effx633HKLEowUiKxhHDRoEGbNmqVGJXEfsa4UBEEQDpZFixbhnHPOUd6BIhCFjkQiiV3ECy+8gOuvvx6PP/64KigOQkFYUlKixCK3H374AaNGjVI1jNxoEiopA0EQBKEtfv75Z5WNuueee1Sdu5wvhI5ERGIXQH8quszTGZ4G3O1BwUgrHVoXUDDOnz8fQ4YMaRGMHBUoBwBBEASBrFy5Unkd0nD6tttuk/OD0OGISOwiXC4XTCbTQe9PwVhTU9MiGL/66ivlOk+xyPGATFGLYBQEQYhM2AjJYQ4sX6JIlPOB0BmISAwBKBg53YXmpxSMX375JXJycpRg5LSX4cOH7zHSSBAEQQhfNmzYoAQiR8UyzSwCUegsRCSGII2NjZg7d64aD/jZZ58pCx3WpDDCOGbMGBGMgiAIYQq9dykQL7vsMtx3331yvBc6FRGJIQ4HnHOoOQUjhWNcXJwSjIwwTpgwQQ16FwRBEEKf7du3q7Gv7GR+6KGHRCAKnY6IxDDC4XBg3rx5KiXN1LTZbFazORlhpCejXq/v7ocoCIIgHAa7du1SApGTu2iXJiVGQlcgIjFMoVn3N998oyKMbH5hzQoPLhSMRx11FIxGY3c/REEQBOEgKC4uxvHHH4+ZM2fiqaeeEoEodBkiEiMAr9eL7777To0CpGBkpzUFIxtfOFf6ULquBUEQhK61UKNAnDJlCp577jkpIRK6FBGJEYbP58PChQtb5kmzCYZF0BSMXKVardbufoiCIAgCgIqKCnV8Hj16tPLZlZIhoasRkRjB+P1+LFmypEUwVlZWqvGAbHrhyjU6Orq7H6IgCEJEUlVVpYyyBwwYgNdffx0Gg6G7H5IQgYhIFFoE4/Lly5VgZONLUVGRiixSMHIlGxsbu4cXFyOSGzduVBNhBEEQhI6jtrZWlQTl5ubi7bfflhpyodsQB2ah+YOg1WLs2LG4//77lfhbvHgxRo4ciYcffljNj6blwssvv6ymwNB258ILL8S1116rjL4FQRCEjoGDE7g4z8jIwFtvvdVlApHH9osuukgFBOLj43HllVeiqalpv7dxOp247rrrkJSUpDJPZ511lhot2xrOk6Z/L2vfeU4RQguJJAr7hSKQojEYYeQoKNYt0sCbndN5eXni9i8IgtABsEacApGCizZmFouly15XZoxKS0vx9NNPw+PxYM6cORg3bhxee+21dm9zzTXXKH/e//3vf8qj9/rrr1cBB9a9txaJTJmztGn16tVq3rQQOohIFA7J6f+4445Tq0zWx6xatUp13LHphQbe6enpIhgFQRAOA2ZoGImjyKLwioqK6tIxf4MHD8bSpUtVRolwSMOJJ56oSo8yMzPbjHimpKQoEXn22WeryxhQGDRoEBYtWoSJEyfusf+f//xn5a4hIjG0kHSzcFAw/UxBeN5552HFihXqYLJlyxZl1s0o48CBA1Wzy+OPP47CwkJJQwuCIBzCIAQeW1kb/vHHH3epQCQUdVz8BwUiYU06BSsjgG2xbNkyFXHkfkF4HmAdJe9PCA9EJAoHhActHgi4EvzHP/6hDhxsYunduzduvfVW/PDDD9ixYwfOPfdcfPrppxg6dCiOPfZY/Otf/1KXS92iIAhC+3V9rPG22+0qghgTE9MtXowsIWoN7XYSExPVde3dhvWSFJetSUtLa/c2h4OcP7oXEYnCAWFK4ZVXXlEFym1BwZidna1qT7799lsVSWQ9C38fNWoUpk6digcffFClq+ULLwiCsHsy1qWXXqrsbj777DNV19eR3HHHHer4vL+NKeKeQkFBgZpJ/X//93/4z3/+oy7jY5TzRvchw3yFA7J3bcn+4BeatYksaP7Nb36D6upqfPjhh6rJ5b777kN+fr6qYWRxNmtXWtvqCIIgRApM1V5++eVqUc0RqgkJCR3+P5jp4f/YH3379lXHbBp37z2pix3PvK4teDlFbl1d3R7RRHY3t3eb/bF161aVgaKtGuszn3zySSVgOadazhPdh4hEodPgFzs5OVlZKVxxxRWq0JkdexSMXC326tWrRTAOGzZM5pEKghARUIBdddVVqq6bGRdayHRWFojbgZg0aZISe6wzpF0NoXBljeSECRPavA33YwPj119/rRpuyKZNm1Q0kPd3KHCQA88FZ5xxBh599NGW1Ptdd92FdevWiR9vNyIiUegywcjVJlMr3BoaGtRBgIKRHdOsY2GHNA8SHEHFukdBEIRwgM19rM9mo1+/fv2UxyztYObPn79PLWB3wKzO7NmzlXB96qmnVJSTdjbnn39+S2dzcXExZsyYgZdeegnjx49XqXEGAG655RZVu0h/xRtuuEEJxNbZJ0YI6bfIOkU26AS7m9lNzZpGppL5+vB1uPvuu9V1tFljqRJNxbkJ3YeIRKFb4AHlggsuUBtTC6zHoWDkQZRikoKREUYejHQ6nbxLgiCE9PHu559/VsMKKIy4CH7hhRcOKsrXVbz66qtKGFII8vExOsioXhAKR0YKGeUL8sgjj7Ts63K5lMPFE088scf9/upXv8J3333X8jfFH6FoZvMjAwi8jGnqYESVE70opvk3I5xC9yE+iYcA6zO4UmK3b/CL8e9//3u/M47Zuca6kDfeeGOPLxEjZ4Q1e3S556qSv3M1xbA76/d4YIk0uNL88ssvlXE3X2eayVI4UjBOnjxZBtwLghCSMHXL8wczKNOmTVNpZnYQBxfEFGdmsxmRCEVh0DWDkcVgDSIntNx+++2q+zsoZOnd2Bn1m0LbSE7vEKCYY33EvHnz8Mknn+D777/H1Vdfvd/b3HzzzUrscP4mV1MlJSU488wzd78BWq0ShazVY/cvneu/+uor1fQRiVAU8vV48cUXVXriv//9r6rfueSSS9TKkgdZ1sBwVSsIghAqApGdxjx20UOQ6VVGzt58800VZGAEj/XbPD9EIswWBYUhf/KYHxSPwUwSLdh4HmBtu9B1SCSxBznSB2GIn5Yx7HoTmqEopCin2Ga3NLvqTj75ZCUo2RHHuaCCIAg9USCy1o7ZJNYg0uFhbxg9CzZoSCdvc2MPo6xsaPz73/+uUtO0xeE5oLXht9D5SCSxhznScyXJVOvRRx99aO9kmMMuOqZjWFRNUc7XiOn43/72t+jTp4+qe2HElulqQRCEngDF39/+9jeVJmWGqC2BSCgMOYQg3AUiz4ecysXSqv1BgUgyMjJUYwxLtliGJAKx6xGR2EMc6dnAwY6urKwsJX6effbZQ3snIwimHyii6Z+1a9cuNeWFvly///3vVSE0u6cpItkQIwiC0F0CkROqeCynQGQmKtIjqiwZYrnWgSx/+Nox1czOZnZHL1iwQA1lELqeiBeJPcWRnl1iy5cvV6nUbdu2qdWTcBAfYK1WNbQ8/PDD6mBCb6+8vDz85S9/UYKR4pt1P7TcaQ3T1RSZwdoXQRCEjoIih02NPMZ88cUXKm0a6QwfPlyVWr3//vsHHQxgNzgzcu15NQqdT8TXJNLE80ChbzrScywdQ96tPZsoMNiNxjo5+vvtDQULU6S8TetoIk2kb7rpJtXU0hachXzUUUep1DPD7cLhrVrZMU5bHUYVKbz5XrCGkVFI+pTxfWHDEKPBgiAIHSUQ6WBBhwoKRNp4RToUeVFRUSqKGGxEYXSVdftBI+62aN3pLHQPEe+T2BMd6XmfhJY5wuFHGGmfwI1RRTYesaOQq3t2jtNC4c4771QpDTkQCYLQEfBYwvTyvffeq7xfRSACxxxzjGrK2b59e4tApNPHrFmz1OSt/SECsfuJ+EjioXDCCSco24KgI/2cOXNUIS27l9typCecYcyaOVrbBB3pyY8//qh+8jre57hx45QVAr9Mv/vd71R0ixFFoePgQYo+lWwe4vvDKCLd/1nrwggj/cpYLyoHJkEQDkcg0rqLJUxsopPmw2bf25dfflmdBymcWTe+ePFiNd2FI/duu+02+aD1cCI+ktjdjvT0BaQXIFPPvD4nJ0f5KPJAI3QcK1asUCKfpqz//Oc/1XvCg9TOnTtVSpolAxTntCWiWKRoZBORCEZBEA5GIDJYQJsW1pWLQISyh2Pw45577lGlWTx3clY1BTQNsoMCMZjJoXhkrTiNxoWeg0QShbCH0Vk2twRXrm0JPx6ogtY63Bjp5QxpTkKgYGQdqQhGQRDagovM6667TpW0MEoW6TCVTOcJ2sMF6/Gff/55ZVXGLA49hlvX6VNYs66fNZzHHXdcNz5yYW9EJAphD1exNLFt7Ve5PygYaVHELjwKRtbPsDsxKBhp4yCCURAE8sEHH+Cqq65SZtkcIRrpcDLZqlWrlEBks0rQGJu8/vrr6nou1rnRVo6CkcdV1icy2ij0LEQkCsIBBCO737nSZZSAzUoDBgxQBzVutHQQwSgIkQnHs7I2nXV3rcetRirnnXeeiqry2Bi0ugk2YrLEp7VQZOPgqFGjlE0Z/STp+CH0PEQkCsIhCEZ2uLPhhXWMtHOgFyNrGJkq4cSE4IFQEITwhqnRiy++WKVRKY4iHb4GP/30kxqjR8HHEh9mYoJCsfVsZl4eHFXLGnHxBe65iEgUhMOEBt2MJFAwMmVCT8ugYOQKWQSjIIQn3377rRJFTz75pBKKkZ5NuPzyy5Xv4c8//6ymX/F3RgtpD8dFdVtCkRZBtIP79a9/3c2PXtgfEvaIEGpqatSXljY8LBi+8sor0dTUtN/bOJ1OVYzNEUq052GHNu16grDuhKkCdmSzS5upV/oQRgp8LdktTZHI14Ur6NLSUpx00kkqqshOR3bs0YtREITwgCPizj//fHWsE4HYDH1/Fy5cqAQioQPIW2+9pURjsJGHi2ZmY4KCkW4TIhB7PhJJjBD4haSAefrpp1s8HmlPEPR4bAt6W82dO1d5PMbFxamiYn7ReTAgTLNQKLIWh0KRHcFXX321qi+J5AJkeoMxFcWUCu0eOJObEUY2vvBgGiziFgQhtFi0aJHKFDzwwAPKlD/SI4icWNZ6GAUXxEHDbMJzBQU167i//PJLdf6gQJQsS+ggIjEC4LQRDpdfunSpMv8mTI/Sx4q2L5mZmfvchuOS+OWniAzWjnCGNaOFPFDST7AtGHnk/2ODh9AcjeXEHQpGNr/wAMoOSApGjl7kRB5BEHo+jIpxsccJThyKEOkCkZZidH6gpc0f//hHNaKW294ikNmUSy65RHUy02VCjnmhhaSbIwCKOqaYgwKR0A6GX2TaFLQFxw8y4tjaNoaTSnJzc9X9tQfFpcxC3g0Pmkw/P/fccyqSS0N2RhLpF8aZ4JwhzaijjGAUhJ4LJzOxY5fCSAQi1Nx7RgkZfKBBNjNVfF2Ck8Raw7pEHvfoV8sucCG0EJEYAdDzj6u41lCoUMzxuvZuYzQa9zA8JRxb195teIB48803VcpZ2BeuoCm6OdaREVzWMrLWkwfXPn36KOHIRhimqwVB6BmsXbtWRf85kenWW2/tsghiT64jT0hIUKbXFM9sTAlGEtnMw1ImliIF4evFwQTMMF1xxRWH/L+E7kVEYgjD0X38Au5vY4q4qw6kXGn/6U9/Um77wv6hSOfg+8cff1xNJmDtJ4u+2exCwXjZZZcpnzGbzSYvpSB0ExQ2J598sqqx5tzhrkwxUyAy+karLS4ev//++wMuwDnelXXQ9CpkKrikpGQP/0ZmiBgweOWVV9R9/+EPf1DPi8ehg4Xm2ISiOSYmBi+88II65j/22GNqPjOjhbS0YUkS/16/fr063tH9QQg9pCYxxIuGafS8P5jS5AGBK2CmCFp/0bny48GEhdh7w5pCdqjxNq2jiRxPRw8sHoyC8CBw7LHHqkjY3/72tw57fpEI63lY+8QoI0VicXGxWrGzhpFdgowqBKGApAUH34vWxeKCIBw5mzdvVmlULtjoXNCVArEn1pEzgxTsXuZxip3KFJkMEFDE7ty5U9UnUtxysUuByHpsRjP5uxCaSCQxhOEBgXWC+9uYMmZHLU2guYoMwgMCv+isF2mLMWPGqPQov+RBNm3apHyteH9BuBqlQOSBVATikcM6UR5o2T3JAzzrfminw45xGnefe+65qr6HB2QW0dOPTNLTgtCxbN++XUUQmZq97777urxJpafVkXPByi5l+kMSPg4uTBkxpMBkBonnBdZf8/WimGR0ksJWBGJoIyIxAuBKklEozhelIz6FB9Mn/NIHV6SMWPGAwusJLW9YA8ODAA8MPACx1oQHguCKlCtICkSmGrgfV5rcGOEUjhweiEeOHKkOshTjfA9oW/TII49gyJAh2LZtm0olsQ4p6D8mCMKRwfIPih1G7zkNpDvsWnpaHTnPDUxd8/VoHXHkY7z00kvx17/+VUUM//Of/6hax+AoPmaehNBGRGKEwOgTv+hMITNlMXXqVDzzzDMt13MFykih3W5vuYxihKtpfvmnTZumVofBMUuEs4wpCJnOZr1JcKOQEToWRjIoDBmx5XvFKCIbXvja5+XlqcL6//73v+pkIIJREA4PLpZ5fOSi+tFHH+1wgRiKdeT0PmSggSllNsEwUsg6ySDHH3+88oJljTV/8vgjPojhg9QkCkKIwNpP1idStP/rX/9qmWCwY8eOlhpG1jAx0suDPzdGiiPdz00QDgYusCh4uIB+9tlnO6XON9TqyIOeh7ToMplMqKqqUulrvkbMHlFc8vrf/va36tjDIEKwblEID0QkCkKIFNFPnjxZlQlw5d+W8KNgZFE7D9TcWFbAmiaKRabOeHAXwSgI+1JRUaGaVGjV8uKLL3b7VKRg4wqb2FgfTjixhBHOAzWuvP7662ohSZgdYgapdeMKS1emT5+ushKsdW4Lml7zdhR8brdbpbEJLW4YgeTf7GxmgwojryxJYoqe0UYKVSF8EJEoCCEAU8y0yaHYOxgoGBkZYXSRUUbaZwwfPlzdnqKRKWoRjIIAFR2jwKEoYmdwT5kIQtHK9C59VYOjVLnoC45SZWqcguyll15SzW7BUaqffvqpGqVKJwSWpJCgyTUFHgUiI6YPPvhgy/9i1DQ4Xo8lR4wyMkPB6GCwrpAd01yssm6dddB8zXgMufvuu1VEkdkNRiyF8EJEoiCEORSMPBF+8MEHSjBy1c9ZqkHByJOjCEYhUmAjGBdJFGH8brDumkLorbfeaomY9QRops3MAX0PmdJldJB1kjTJJnQ4oKcqv8+sByQUb0xTM5rIFDHF4BNPPNGSAv7zn/+Me+65Z5//xefP+wvCpjg2LlIo0oCb4o+CkQI0KBr5+PiY2AnOY8uoUaO66JURuhIRiYIQQfCkyJolTkmgYGQBOmug2AjDOic2x0jRuRDOn3926LIcgyldduJy+gjTpLSYimS4kKSdFheM2dnZKhNBy60ffvhBlarQXYGTXIL1kUzJ01qNNY2to5JCeCEiURAiGNYx8QTJkyY9zdidzugiBSPtd0QwCuFIY2Ojqu9jajU5OVl5DzJlS0spfvYZaYwkKATvvPNOlU5m2pn2aDTK5rx5RiZ5bGCauV+/fi3NLEGhKIQ3YoEjhAydMcuU3Hjjjao4nN17FEaRBP0w+Zoyqhi0twjagNDEm5YdixcvVjYYghAOcFLROeeco44hy5cvVw1e/Myz5o/DA2j3wu7dSLGSYr0yXRPY2ML6wvz8fGWEzWlOXDTef//9mDJlirp+9erVSiBSKIpAjAwkkiiEDKwh4sr26aefbinkpidjsJC7LVjIzYYPFnJTELHGhwc5nhhai0TW6DGawIMgh9ZHOoywsJuS4pGRxqioKJWSZh0jDdVlDKAQijCdygYMHj8+++wz1aHbVnSdDR4URuHOmjVr1MKYnrg8DhKaZlM0sruadjvBy3jsXLBggaqRbG/EnxB+iEgUQoKumGXKom4WYItI3DcaywgLBSNrGRlBoHk3BSMjLj2lG1QQDvQ5Zhq1oaEBX3zxhVo0RjK0tuEimqKPk1IYXWX0lDWJnM7FmkSKRHozEmYaLr74YvU6MvoozW6RgaSbhZCgK2eZCnvCkwTtLp5//nkVyX355ZfV637FFVeo2i2m8xl15ElHEHoi7PS95JJLVMkKI4iRLhAJO7kZPeRCm/Y1nMAVnPjCzAs9EYMCMTjejyP8OC9eBGLkICJRCAm6apapsH8YNWQqiil/1nFxNCNHcVEo0o6DEQimpxltEISeABeKl19+uco4MIKYkJDQ3Q+pxzBixAjcfvvtqiGFo1tp1E87HdYiM2q4NzzesnZbiBxEJArdSk+aZSocGhTpPKEwVVVQUKDSVhTyPOnQToQnZqbv2SggCN0BO3A5eo6+f7R7Clq4CLthGQ87m5kVoKcisy1//etfW14/IbIRkSh0K7RXYL3h/jb6+NEMlqOzWsMDGNNH7c0KDY6UopdXa1hbI/NFOxY2srA+kQXwNNflCZlCkZEJ/mQHNc2KaT2yN/RtlDpQoaNhRz5r7tiEwhTp3pkIYTds3PvjH/+o7K+Ymqdpd3AhyE5mIXIRkSh0K2ws4cp1fxtTxuyopdhjnWHrgfY8gE2YMKHN+6atDdOjbLoIwlmmjHrx/oTOgfWKfE84F5avNz3YGK144IEHlGBkrRNTW3w/KfxZE8VopCB0pEBkvR29/SgQZVF4YFguQm/EYcOGqYYVTqYJfp+FyEW6m4WQoTNmmZKtW7cqv0XeL0dcsTibUNj0pDFdoQ47J9etW6fqGDlTmlFivr5cCDDKyFpRKYgXjhQuHG+55RYlDvl9Do6REw6OwsJC/P73v0d1dbU6FvK4KUQuIhKFkKEzZpkS7vvdd9/t8/84tzTSR3V1Fnyvjj76aDXtgtCf8qijjlK2OrTXYWpQBKNwOAKRdc60apo/f74qVREOHboYMNXMTI8Q2YhIFAShS9myZYuK+NKcmyKfYpB1jPRhZITx559/VuUArI/iPvTAFMEoHIxAZF0do9JcKHJyiCAIR4aIREEQugymm+lbSc861ijuLf6Ykma6i7OkubEsgFN1KBi50eNSBKOwN/zcsCOXZSUUiDTMFwThyBGRKAhCl8EUIEci0nLjQGKPJ36mvRhdZJSRI8Ho6xYUjLTsEMEo8HPCBQdnDbOZjY0XgiB0DCISBUEICSFQVVXVIhiD0SKKRdYx0sJDBGNkfi44LeShhx5SLgajRo3q7ockCGGFiERBEEJOGNBb8cMPP1QpaXoyMqrI+sUzzjhDdaWLbUdkfA5onfT3v/9dTVIJOhoIgtBxiEgUBCGkqa+vVx3vFIyff/45srKyVHSRG9PTIhjDUyD+97//VWbtnMU8efLk7n5IghCWiEumIHQijHTQRsdsNiuDaZr77g+a2NI3kPuztooej3ufHO+++25kZGTAYrGoJhB2C0cycXFxas4sRSJ9NGkCTMP02bNnq9eQnm9LliyRyRFhAr8DL774ovoecHEgAlEQOg8RiYLQSdCIlqa+jHYsX75cRbXo07j3eMEg7OS94IILcOWVV2LFihUt0TCOFQvCKSa0jaHxN4VPVFSUuk/6QQpATEyMmujC156C8eGHH1amwExDs4bxd7/7nZoAw4kcQmgKRJrn/9///Z+aCz5t2rTufkiCENZIulkQOglGDmnf8vjjj7f4uOXk5KipLzT83RuKG5vNhk8++aTlsokTJ2LkyJFKFPIESc9AmoPfdtttLalWTiqh9cf5558v72U7UERzAgebXmi0zEkvJ598shKPU6ZMUeMbhZ4NP/+MtNNQn1N7GCkWBKFzkUiiIHQCbrdbzZlmOrjly6bVqr8XLVrU5m14eev9CaOEwf05AaasrGyPfZhqpRht7z6FZpi+pyh84YUX1GvIdCW7oTnasV+/frj22mtVAwzfN6FnwkYlCsQ33nijywUipz1ddNFFakRdfHy8ivZzlOeBFibXXXcdkpKS1FQoTohidDsII9x8Hlz4mUwmtYDk82toaOiCZyQIB4eIREHoBGjXwpQmo3yt4d8UKW3By/e3f/DnodynsC+MGs6aNQvPPPOMmvfNCR1M21Mocqzj1Vdfjblz50oKvwfB6PpVV12Fl19+WYn9roYCkUbwXEjwsXz//ffqc7I/br75ZlUzyegnx36WlJTgzDPP3GPRSAsnRrY3b96ssgGMdv/mN7/pgmckCAeHiERBECIWzqc99thjVYMRm114wuY8aabzKRgZaWQEy263d/dDjVhob3PFFVfg+eefV+UBXc2GDRtU1/yzzz6rovZTp07FY489piKaFH5twTKQ5557TtXETp8+HWPGjFFRbNYdL168WO2TkJCAa665BmPHjkWvXr3UqEouVGgaLwg9BRGJQljg8XjQk6DQ0Ol0e6SXCP9OT09v8za8fH/7B38eyn0KBw/fr6OOOkqZMzO1T3HCMYCcB8wOdXZQMyrU2Ni437o5oePgBBWOcGRN7rnnntstLy1LOZhippgLwpIPRgLZPNYWLDXhMal1aQhdC/h5aq80hIKTHfpHH310JzwLQTg8RCQKYQFP5LTC+MMf/oDt27d398NRjRGMHnAKRBA2rvDvSZMmtXkbXt56f8L0VnB/RrYoBlvvw/olnqjau0/h8KAAYNPQgw8+qFKBTC/yJE/jZgpGNhmxy7aurq5FGDJ1zRN8T/j8hQN8zdntz25+pnu7a6IOSzlSU1P3iUAnJibut3SExwCKywOVhvA5Wq1W5e/JmkdGLAWhpyAiUQh5KisrsXHjRtUZzFX60KFDVQrx559/7tbHRfsbGv6ySYIpK6aW+BiZwiSXXnqp8vAL8tvf/laltThijM/nz3/+s3oOLGYnPEnedNNNygeQadE1a9ao+2DhO61yhM4TjKNHj8Z9992n3kd6XfJvihcKdzYkMPrIqBF9GSkihSOD32NGDmn5xO9LZwhEOgzwfve38XvY2TzyyCPKIotlDdu2bVPHDUHoKei7+wEIwpGydOlS5T3IQvHLL79cRXJY23P//fcrqwyydetW9ZOdrF0Fo00UsDT9ZfSAVjYUgcHGE9bAtZ4Gwkgoo1N33XUX7rzzTvTv3195wVH0Brn99tuV0GTRPKNYrI/ifbJ7V+h8KBwoBLlRxG/atElFfu655x54vV7s2rVL1Z6dcsopSElJkXnSh/l9pvDmYohNHJ0VQaSVFI8X+6Nv374qer+3tynfa3Y87690hJ3y/I62jia2VRrCv7kxUs3oJEsemBmhYb4gdDfikyiEPBRhrF2iHyGFGKHIYuE4BdSoUaNwzjnnYNWqVSp1KAgdBWsXGbU+8cQTVQSINWXcWJPGEgBGeDlTmif87kqXhhI0kWf3MstGKOJ6wmvG6DHngTOqzxIS8uWXXyr7mqKiIhXJb6txhYuE119/XQlewgUFhSCjpCxlaC/FzpIFfq4kIi30BCTdLIQ0XM1zIgmjbkGBSLiKp/cYV/FsNGB0guneYG1gcOLG6tWr1cFbEA4VpgaPOeYYZWPC7mhGqRnppQhg5JqduO+//74SBscdd5zqiGX0WJpb2oblExTUnIrTUwQi4aQeCkJa8LDUYOHChaoEhOb1QYHIelS+z8Gxm/QvpZciFw7ffvutWjQwbc6FQ1AgcuQmo848fu3cuVPZLjFySnN3EYhCT0EiiUJIQ1+xG2+8EYWFhcq49qSTTlKzjJl6phE1PfAYTWSkJ7jqZ6qIJyB2s9Ivj12Ir776apsRAUFoC36GhgwZoj5vrCFtT9BQELJrlWKR0144EpCLGQpLbkxn9hQx1JVwkXbhhReqqBlfB0be+B1lmQjHWPa014SLUQpD+h6yRITRQdak0iSbUOSxPpWCkAuHoJk2xS6jiS6XSx2PnnjiiZZ0M/dlxHT9+vXqeppp00eRtZJ7N7wIQnchIlEIaVgL9tlnn6moDVfrFISc38uaMDaCMApAzzvO8qWQbA0nJjAVzQgBV/zsWGSUkScBHvRZT8ixeoLQFoxA5+fnH7SgoWBkbRvrTCkY58+fr9KYFElMSx/KfYU6FFA0j2azBr0D+bxZX8tGr7y8vO5+eIIg/IKIRCFkYVH4r3/9ayXquFoPwsgNm0OCPoVcwXO1ztU5Uz30XWONIk1rWbj+5JNPqogiT+I8WTFVzZM2BSe7Kyk2Zbav0JHws8boFEUSaxgZEac4omDkgoeLm9ZNTeGcsud3j41AfL6sLWaElhE1RusoogVB6D7C/ygkhC2MQLConFMQgilAwrQxBSJhvQ/rDvmTqSKmhJjOodk1T8jsHB4wYIDalwKRncPsLKRQZJcxi9UpEDlmjz5mTIkxdSgIRwI/a5zpy0kiHPPG7nd+Lvl5ZgqWFjtMu65cuVJFt8MRRuvZpEIxyAUZN0ZamaJlAwubRDiFRBCE7kNEohCy0OCWkUFaRpBg5CXYGMCTK0/ALChnKo9i8t///reqWWQEh9fzsta1iP/85z/VCYr1RhSHnOlLaE3BiA+bE1ibRPNbmuAyjS0IRwqj3IxwcwHC6Pdf//pXZafDKDijbOzWZ1NEuAhGNnqwnpMNIfyuBb+7fB042YbfNS7MWO8pCEL3ISJRCFk4JuuZZ55psaUInmiCdV1M5zE6wQL51l3N3I+F8pydyppEikFexw5oppfZCMNuaXoPWiwWOBwOdRsKSp7Q2LnKWaucdMJoI69jhJG2FeEKu3fZccnXhK9DsIuzPTi+juKc+1PksJOzNRQBTDMymsb3ixEzoRnW1NJjk01XFIwUSqyPZQkE06/soGaHbbBDP9QoLS1V3xdaB7GRo720OhdorR0LBEHoekQkCmHLunXrVHPB2Wefrf7mySgYZeQJmGnmoLk2T7pscGH6jykwCkd2IdK3jEKxNbxPGnazAYFRSQocpsXoi8ZUNZtdaG1BcRkOMFrKxh6mPzkZYsSIESrCtbfBcOsyAEZZaQHCqCzFDTem/IMwrc9GhQceeKALn0nowYg16/PYfc+UNMU6G64oIhkd5wSe7777rqXUoqfDzwy/X+PHj1dNKsGyEEEQeibSuCKELbS2YSSRnc7BphTC3xmRYYSRdWDBOb2MBPIETFHJZhWefCkemQJk1IYnNN724YcfVuKGJ7xgN3QQ+qNRfHKmMgUko5wUTPRoDNWpKIwcUvjSrJzwOdOu44YbblCv395QwFAEMtUfhK8vo0JPPfXUHvsGrUMoJiVqdPCwZpYWKpwoxNIJwvQtm16mTZum5gb3NJg+5mNkUw4nC9FNQBCEno1EEoWwhdFACkTS2lpk3rx5KhJI4UN/MtZ7sUaKKVRGGCmCWCvFtF51dbU6uQUjHhQ/jCAyGhIkmPajiTKtPTimjTNfKRLZHENhxMhiKKYHKUZoLcS5xEEoivk3n29b8PLW+xNGHtvbXzh0KAL5mjIax27+N954Q0W8acZM70V2/dMaip/HnkBtba36LrCD+5VXXhGBKAghgohEIaJgJJAChlYbrIl6+umn1XbfffepkysnPjDKQePtRx55RIlJdkIHYbSRYpJNBkHxGUxhUwhyosLw4cPV37w/muUyPc3Uayim1iiQKW6D86aD8G+mP9uClx/K/sKRwYjc9OnTVX0fvUC5iGGjFQ3lGaVlCcVHH30Eu93eLS81638pENkgxtKFnhjlFAShbUQkChEFRR0jYRx9xbF9tNvgFIxzzz1XXU/Bx0giozLc2EHd+uTKFB8L6ikwg/cXTJt98cUXqmaPzSx7N7G0d2JkWpoejzx5iogSjhQuRJhuZhc/U/n8TGZnZ6vFChuPuLhhipplFV0BR2IyBU7RSgNxfucEQQgdRCQKEQ+9Etkg0FpEEoo/dmKym5nwxMooDTszCcVk0JKEndHB0YCMNLJrmh3SbPjYX8qPzTU0Uqb1DiMtbEToSTCKGjQlbw3/Do4X2xtefij7C51DsNaWny2WPrDGls0uf/vb35Rg5OxhLlAY6WtrnjQ/+0dSIsHSDNb3crHF702o1uQKQiQjIlEQ2oEWLTzJ8cQanA7BUWqc0hIUlEGRyFQzm1T+7//+D19++aWa8MKaRkYh9zdqjU0h7Ij+17/+pTzimB4kPcUPjxFQPq+vv/665TI+Nv7N1Hpb8PLW+wfrQNvbX+gawcj38e9//7uql6V9ExuF+LmjYOTn/KWXXlK2URSMjITT1JvRv8OBnf3B6DxN7IOLMEEQQoyAIAgHxffffx/Iy8sL+P3+fa5LT08P/OlPfwo4nc7DejW/+OKLgFarDZSUlPS4d+ONN94ImEymwP/+97/A+vXrA1dffXUgPj4+UFZWpq6/5JJLAnfccUfL/gsXLgzo9frAP//5z8CGDRvU62IwGAJr1qxp2ae6ujqwYsWKwNy5cxnCUv+Df5eWlnbLc4xU+Fnme/qXv/wlMGrUKPU+TZ48OZCQkBCYM2dOoLGxMWCz2Q5p43t73HHHBSZOnBioq6vr7qcoCMIRICJREA4Tn8+nfq5cuTKg0WgC33777R7XtyUm28Ltdgd+/etfq5P0odyuK3nssccCubm5AaPRGBg/fnxg8eLFLdcdffTRgcsuu2yP/d96661Afn6+2n/IkCFKDLbmhRdeUOJw742CUuge+LnjQigxMTGQmpoa0Ol0gWnTpgUeeuihwJYtWwJNTU0HFIg1NTWBE088MTBmzBj1uyAIoY34JArCEcLUKi1zWHt13HHHqbFiJ/x/e/caEtXXxXF8Q2ZB0u1v97KoLCHNQrvom4yi+hNIFBkSaReQoCIoAhNRC8KgooiyCIIKEsUCCTOhrBeZ4iU1jLJ6lSRZGV0gQinm4bd5Zp7RM1rypDbO9wNDnXP2mHN24Wqfvdb699/f3oOl/Xp67Kz9jIcOHXLUXgQGgspA6RGzsv9VtFsZ/nrcrO44ejytAtjK/lemsupkdt9GobqkKSkptp2g/k2omw4A/0aQCPwhqieocjoqbqw2aurgoqxSFdjujfYwKsjUD1f98AUGmpJUEhISbB90tbr0/k+KnjipFqOCRb1UDUCJWQoW9dI+WiW4qMzT8+fPbQUAdR8C4P8IEoF+8OTJE/Py5Usb/KkXb0+0aqiMZv1gbWpqYhURg0I1FZW0ogSs3laxFTBq5VvZygoYlcilDipaVVSSltpYksUODB0EicAgUB9jdy1G1VxMTU21nV+82wcCA9lZR6WO+lLwXX9XFViq+Pzx48dtiR13L3QAQwNBIjDAtHdLpUhycnJsoWPt/bp9+7bdxwgAwN+CIBEYJC0tLaaoqMi+VIBbdQT1uM9dlxEAgMFEkAj8BZQYoP1cChRnzpw52N8OAAB0XAH+BmrJpzZpBIj9S6Vd1GFE5YlUdkgruL3RKm9ERIQdHxUVZUpLS7tsG1CHHZ1XP2/NoUrAKOBH/9AeyK1bt5rRo0fbDkXKqP5VH2q1xVR5KZXkCQkJMZs2bXK0jXT7+PGj3QKifcGfP3/up08B+A+KsQEICIWFhbaXdnZ2tqmvrzfR0dFm7dq15v379z7HV1ZWmuTkZBuINDQ0mA0bNtiXko5E2bz6OmqrqF+V7fvixQtbSxD9QwGi+p2rzWNJSYldfU9LS/tl5rZaAyrgV3KNgviNGzf6HKu5XrhwYT9994AfGuxq3gAwENQpZs+ePV065kydOtWVm5vrc3xSUpJr/fr1Xc4tW7bMdsfpSU1Nje0c8/r16z/4nUPUPlD3tra21nND7ty5Y7sdtba2+rxJaguoVoNFRUWec2oVqa9TVVXVZWxeXp7tHlReXm6vf/r0iRuPgMdKIoCAKPGiYufqJuKmeoA6rqqq8vkenfceL1p57Gm8fPnyxT6q1KNQ/Fm677qvsbGxnnOaH82jOsL4ojnXtgDvedT2gbCwsC7z+OzZM3P06FFz7do1uh0BXggSAQx57e3ttivIpEmTupzXcVtbm8/36Hxfxmvvm/Yo6hG19szhz9J9nzhxYpdzQUFBZvz48b3OYXBwsCNo957Hjo4OO2cnTpywwSOA/yFIBID/k1arkpKSbIHpCxcucD/7ID093a6+9vZqbm7ut3t6+PBh2zVGPdcBdBXU7RgAhpzQ0FDbTaR7VquOe2ojp/O/M94dIKr39v3791lF7KODBw+a7du39zpm9uzZ9r53TzL68eOHzXjubQ611UCZyt6rid7zqDlTS8wbN27YYwX67r8z6r1+5MiRvn4kYMggSAQw5OmRY0xMjCkvL7cZyu6+2Treu3evz/eoZqWuq7e2m7Jqdb57gPjq1Svbf1tlVtA3EyZMsK9f0X1XsKd9hppLd4CneVQ5I180bvjw4XYeVfpGlIGuQvbuebx586b5/v275z21tbVm586d5uHDh2bOnDlMJwJbwKfuAAgIBQUFrhEjRriuXLliM2XT0tJcY8eOdbW1tdnr27Ztc6Wnp3vGP3r0yBUUFOQ6efKkzYjNzs62mbJNTU32emdnpysxMdE1ffp0V2Njo+vt27eeV0dHx6B9zqFs3bp1rsWLF7uqq6tdFRUVrvDwcFdycrLn+ps3b1zz58+31912797tCgsLc92/f99VV1fniouLs6+ePHjwgOxm4L9YSQQQELZs2WI+fPhgsrKybNLCokWLTFlZmSc5RatLypR1i4+PN/n5+SYzM9NkZGSY8PBwU1xcbCIjI+311tZWc+vWLft7fS1vWlVMSEgY0M8XCK5fv25XfletWmXnSquDZ8+e7bKyq5VC1bB0O336tGesklSUoZ6XlzdInwDwL7TlAwAAgAPZzQAAAHAgSAQAAIADQSIAAAAcCBIBAADgQJAIAAAAB4JEAAAAOBAkAoCfOn/+vJk1a5YZOXKk7TpSU1PT6/iioiITERFhx0dFRZnS0tIu13Nycuz1UaNGmXHjxpnVq1eb6urqfv4UAP5WBIkA4IcKCwvNgQMHTHZ2tqmvrzfR0dG2UHT3/sZulZWVJjk52ezatcs0NDTY9oR6PX361DNm3rx55ty5c7aXcUVFhQ1A16xZY4uQAwg8FNMGAD+klcMlS5bYoE7Uw3jGjBlm3759Jj093WfHmW/fvpmSkhLPueXLl9tuMRcvXvT5Z3z9+tWMGTPG3Lt3z3Y5ARBYWEkEAD/T2dlpHj9+bB8Hu6n1nI6rqqp8vkfnvceLVh57Gq8/49KlSzZI1ColgMBDkAgAfqa9vd38/PnT03faTcfqS+2Lzv/OeK00hoSE2H2L6nt89+5dExoa2g+fAsDfjiARAOCxcuVK09jYaPcwrlu3ziQlJfW4zxHA0EaQCAB+Rit7w4YNM+/evetyXseTJ0/2+R6d/53xymyeO3eu3a94+fJlExQUZH8FEHgIEgHAzwQHB5uYmBhTXl7uOafEFR3HxcX5fI/Oe48XPUruabz31+3o6PhD3zkAfxI02N8AAKDvVP4mNTXVxMbGmqVLl5ozZ87Y7OUdO3bY6ykpKWbatGkmNzfXHu/fv9+sWLHCnDp1yqxfv94UFBSYuro6m5wieu+xY8dMYmKimTJlit33qDqMra2tZvPmzUwREIAIEgHAD6mkjeoXZmVl2eQTlbIpKyvzJKe0tLTYjGe3+Ph4k5+fbzIzM01GRoYJDw83xcXFJjIy0l7X4+vm5mZz9epVGyD+888/tsTOw4cPzYIFCwbtcwIYPNRJBAAAgAN7EgEAAOBAkAgAAAAHgkQAAAA4ECQCAADAgSARAAAADgSJAAAAcCBIBAAAgANBIgAAABwIEgEAAOBAkAgAAAAHgkQAAAA4ECQCAADAgSARAAAADgSJAAAAcCBIBAAAgANBIgAAABwIEgEAAGC6+w/000ZLJkPWRgAAAABJRU5ErkJggg==",
"text/plain": [
- ""
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1277,113419 +715,57 @@
}
],
"source": [
+ "# 3D PHATE\n",
"phate_operator.set_params(n_components=3)\n",
- "Y_phate_3d = phate_operator.transform()\n",
- "scprep.plot.scatter3d(Y_phate_3d, c=sample_labels, figsize=(8,6), cmap=\"Spectral\",\n",
- " ticks=False, label_prefix=\"PHATE\")"
+ "adata.obsm['X_phate_3d'] = phate_operator.transform()\n",
+ "\n",
+ "# Plotting\n",
+ "fig = plt.figure(figsize=(10, 8))\n",
+ "ax = fig.add_subplot(111, projection='3d')\n",
+ "\n",
+ "for i, batch in enumerate(adata.obs['timepoint'].unique()):\n",
+ " mask = adata.obs['timepoint'] == batch\n",
+ " ax.scatter(adata.obsm['X_phate_3d'][mask, 0], \n",
+ " adata.obsm['X_phate_3d'][mask, 1],\n",
+ " adata.obsm['X_phate_3d'][mask, 2],\n",
+ " label=batch, alpha=0.6, s=1)\n",
+ "\n",
+ "ax.legend()\n",
+ "ax.grid(False)\n",
+ "ax.set_xlabel('PHATE 1')\n",
+ "ax.set_ylabel('PHATE 2')\n",
+ "ax.set_zlabel('PHATE 3')\n",
+ "plt.title('PHATE 3D')\n",
+ "plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "We can even create a gif showing the rotating 3D plot."
+ "## 8. Visualize gene expression on PHATE"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
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